[{"id": "mai-20260917-0721-smoke|c80-l1|alibaba-small|GitLab (CE & EE)", "prompt": "c80-l1", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab (CE & EE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For many modern enterprises, GitLab has become the preferred standard... Choose GitLab if you need strict compliance (SOC2/HIPAA)"}, {"id": "mai-20260917-0721-smoke|c80-l1|alibaba-small|GitHub Actions", "prompt": "c80-l1", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company relies on GitHub..., GitHub Actions is the most frictionless choice."}, {"id": "mai-20260917-0721-smoke|c80-l1|alibaba-small|Jenkins", "prompt": "c80-l1", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Maintenance Overhead.** ... maintaining it at scale is hard. It lacks modern features out-of-the-box"}, {"id": "mai-20260917-0721-smoke|c80-l1|alibaba-small|CloudBees CI", "prompt": "c80-l1", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CloudBees CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Many enterprises now use **CloudBees CI**, which is a commercial, enterprise-grade version of Jenkins that solves the maintenance headaches."}, {"id": "mai-20260917-0721-smoke|c80-l1|alibaba-small|CircleCI", "prompt": "c80-l1", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Cloud-Native Performer: CircleCI ... build times extremely fast"}, {"id": "mai-20260917-0721-smoke|c80-l1|anthropic-small|Jenkins", "prompt": "c80-l1", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Open source, highly customizable... Best for organizations with the resources to maintain it."}, {"id": "mai-20260917-0721-smoke|c80-l1|anthropic-small|GitLab CI/CD", "prompt": "c80-l1", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need maximum flexibility, **GitLab** is excellent."}, {"id": "mai-20260917-0721-smoke|c80-l1|anthropic-small|GitHub Actions", "prompt": "c80-l1", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most B2B enterprises, **GitHub Actions** (if using GitHub) or **Azure DevOps** ... offer the best balance"}, {"id": "mai-20260917-0721-smoke|c80-l1|anthropic-small|Azure DevOps", "prompt": "c80-l1", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**GitHub Actions** (if using GitHub) or **Azure DevOps** (if in Microsoft ecosystem) offer the best balance"}, {"id": "mai-20260917-0721-smoke|c80-l1|anthropic-small|JetBrains TeamCity", "prompt": "c80-l1", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "JetBrains TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Commercial option with excellent support and features, good for complex build pipelines."}, {"id": "mai-20260917-0721-smoke|c80-l1|anthropic-small|CircleCI", "prompt": "c80-l1", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud-native options with good scalability."}, {"id": "mai-20260917-0721-smoke|c80-l1|anthropic-small|HashiCorp Terraform Cloud", "prompt": "c80-l1", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "HashiCorp Terraform Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud-native options with good scalability."}, {"id": "mai-20260917-0721-smoke|c80-l1|challenger-small|GitLab CI/CD", "prompt": "c80-l1", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would choose **GitLab CI/CD** first, because it is repeatedly positioned as a strong enterprise option with governance features"}, {"id": "mai-20260917-0721-smoke|c80-l1|challenger-small|Harness", "prompt": "c80-l1", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your priority is a **commercial enterprise-grade delivery platform** focused on release automation"}, {"id": "mai-20260917-0721-smoke|c80-l1|challenger-small|Azure DevOps Pipelines", "prompt": "c80-l1", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps Pipelines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is heavily invested in Microsoft tooling, **Azure DevOps Pipelines** is often the better fit."}, {"id": "mai-20260917-0721-smoke|c80-l1|challenger-small|Jenkins", "prompt": "c80-l1", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you need **maximum customization** and are comfortable managing a self-hosted, plugin-heavy system"}, {"id": "mai-20260917-0721-smoke|c80-l1|challenger-small|CircleCI", "prompt": "c80-l1", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you want a managed platform that is frequently positioned as strong for **enterprise performance and security**"}, {"id": "mai-20260917-0721-smoke|c80-l1|deepseek-small|GitHub Actions", "prompt": "c80-l1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your code is already on GitHub and your compliance requirements allow SaaS, **GitHub Actions** is the path of least resistance and the modern default."}, {"id": "mai-20260917-0721-smoke|c80-l1|deepseek-small|GitLab CI/CD", "prompt": "c80-l1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GitLab self-managed** is typically the strongest enterprise choice because it combines a complete DevOps lifecycle with the control to keep everything on-premises"}, {"id": "mai-20260917-0721-smoke|c80-l1|deepseek-small|CircleCI", "prompt": "c80-l1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Credit-based pricing is easy to overrun; better as a specialized CI layer than a full platform"}, {"id": "mai-20260917-0721-smoke|c80-l1|deepseek-small|Jenkins", "prompt": "c80-l1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Infinite flexibility but high maintenance burden"}, {"id": "mai-20260917-0721-smoke|c80-l1|deepseek-small|Azure DevOps", "prompt": "c80-l1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| Deep Microsoft stack | **Azure DevOps** |"}, {"id": "mai-20260917-0721-smoke|c80-l1|deepseek-small|TeamCity", "prompt": "c80-l1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "are also solid options depending on your Microsoft stack or existing compute"}, {"id": "mai-20260917-0721-smoke|c80-l1|deepseek-small|Buildkite", "prompt": "c80-l1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Buildkite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Azure DevOps / TeamCity / Buildkite** are also solid options"}, {"id": "mai-20260917-0721-smoke|c80-l1|google-small|GitLab CI/CD", "prompt": "c80-l1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitLab is widely regarded as the premier single-application platform for the entire DevSecOps lifecycle."}, {"id": "mai-20260917-0721-smoke|c80-l1|google-small|GitHub Enterprise (GitHub Actions)", "prompt": "c80-l1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Enterprise (GitHub Actions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for Developer Experience & Ecosystem ... GitHub Actions is the natural choice."}, {"id": "mai-20260917-0721-smoke|c80-l1|google-small|Harness", "prompt": "c80-l1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Advanced Continuous Delivery & Enterprise Governance"}, {"id": "mai-20260917-0721-smoke|c80-l1|google-small|Azure DevOps (ADO)", "prompt": "c80-l1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps (ADO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "heavily embedded in the Microsoft ecosystem, Azure DevOps remains highly viable"}, {"id": "mai-20260917-0721-smoke|c80-l1|google-small|Buildkite", "prompt": "c80-l1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for enterprises that want a hybrid architecture."}, {"id": "mai-20260917-0721-smoke|c80-l1|google-small|Argo CD", "prompt": "c80-l1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Argo CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Argo CD is the industry-standard GitOps engine"}, {"id": "mai-20260917-0721-smoke|c80-l1|google-small|Jenkins", "prompt": "c80-l1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "If you are still on Jenkins, make a migration plan to GitHub, GitLab, or Harness your priority."}, {"id": "mai-20260917-0721-smoke|c80-l1|meta-small|CircleCI", "prompt": "c80-l1", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "CircleCI - known for its performance, security, and enterprise features."}, {"id": "mai-20260917-0721-smoke|c80-l1|meta-small|Buildkite", "prompt": "c80-l1", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a hybrid CI/CD platform that combines the control of running builds on own infrastructure"}, {"id": "mai-20260917-0721-smoke|c80-l1|meta-small|Octopus Deploy", "prompt": "c80-l1", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Octopus Deploy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a sophisticated, best-in-class Continuous Delivery (CD) platform for modern software teams"}, {"id": "mai-20260917-0721-smoke|c80-l1|meta-small|GitHub Actions", "prompt": "c80-l1", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "popular CI/CD platforms that offer a range of features and integrations"}, {"id": "mai-20260917-0721-smoke|c80-l1|meta-small|GitLab", "prompt": "c80-l1", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "popular CI/CD platforms that offer a range of features and integrations"}, {"id": "mai-20260917-0721-smoke|c80-l1|minimax-small|GitLab", "prompt": "c80-l1", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **GitLab** or **Azure DevOps** as top choices"}, {"id": "mai-20260917-0721-smoke|c80-l1|minimax-small|Azure DevOps", "prompt": "c80-l1", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **GitLab** or **Azure DevOps** as top choices"}, {"id": "mai-20260917-0721-smoke|c80-l1|minimax-small|Jenkins", "prompt": "c80-l1", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Open-source, highly extensible, but requires more maintenance overhead"}, {"id": "mai-20260917-0721-smoke|c80-l1|minimax-small|TeamCity", "prompt": "c80-l1", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Java/.NET enterprises | JetBrains quality; strong enterprise support"}, {"id": "mai-20260917-0721-smoke|c80-l1|minimax-small|Octopus Deploy", "prompt": "c80-l1", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Octopus Deploy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Release orchestration | Specialized in CD"}, {"id": "mai-20260917-0721-smoke|c80-l1|mistral-small|GitLab CI/CD", "prompt": "c80-l1", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitLab CI/CD** is the top choice due to its integrated security and governance features"}, {"id": "mai-20260917-0721-smoke|c80-l1|mistral-small|GitHub Actions", "prompt": "c80-l1", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitHub Actions** is a strong alternative for teams already invested in the GitHub ecosystem"}, {"id": "mai-20260917-0721-smoke|c80-l1|mistral-small|Jenkins", "prompt": "c80-l1", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often chosen for its high customizability and self-hosting capabilities"}, {"id": "mai-20260917-0721-smoke|c80-l1|mistral-small|Buildkite", "prompt": "c80-l1", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A hybrid CI/CD platform that allows enterprises to run builds on their own infrastructure"}, {"id": "mai-20260917-0721-smoke|c80-l1|moonshot-small|GitLab CI/CD Ultimate", "prompt": "c80-l1", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD Ultimate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitLab CI/CD Ultimate** if you want the strongest all-in-one DevSecOps platform with built-in security scanning"}, {"id": "mai-20260917-0721-smoke|c80-l1|moonshot-small|GitHub Actions Enterprise", "prompt": "c80-l1", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitHub Actions Enterprise** if you're already on GitHub and prioritize developer experience"}, {"id": "mai-20260917-0721-smoke|c80-l1|moonshot-small|Azure DevOps", "prompt": "c80-l1", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft Ecosystem"}, {"id": "mai-20260917-0721-smoke|c80-l1|moonshot-small|Buildkite", "prompt": "c80-l1", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Buildkite** if you have strict security/data residency requirements"}, {"id": "mai-20260917-0721-smoke|c80-l1|moonshot-small|Harness", "prompt": "c80-l1", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Pipeline Governance"}, {"id": "mai-20260917-0721-smoke|c80-l1|moonshot-small|Jenkins", "prompt": "c80-l1", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Jenkins (open source) with higher maintenance overhead"}, {"id": "mai-20260917-0721-smoke|c80-l1|openai-small|GitHub Actions", "prompt": "c80-l1", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to give a single recommendation **without more context**, I'd lean toward **GitHub Actions**"}, {"id": "mai-20260917-0721-smoke|c80-l1|openai-small|GitLab CI/CD", "prompt": "c80-l1", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab CI/CD** can be the better pick if you want: one platform for source control, CI/CD, security scanning, and registry"}, {"id": "mai-20260917-0721-smoke|c80-l1|openai-small|Jenkins", "prompt": "c80-l1", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "best if you need maximum customization and already have a mature DevOps team, but it usually requires more maintenance"}, {"id": "mai-20260917-0721-smoke|c80-l1|openai-small|Azure DevOps", "prompt": "c80-l1", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure DevOps** — best in Microsoft-heavy shops."}, {"id": "mai-20260917-0721-smoke|c80-l1|openai-small|AWS CodePipeline", "prompt": "c80-l1", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "AWS CodePipeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if your delivery stack is deeply AWS-native"}, {"id": "mai-20260917-0721-smoke|c80-l1|xai-small|GitHub Actions", "prompt": "c80-l1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions (Microsoft/GitHub)** - *Best for GitHub-centric teams, most popular overall*."}, {"id": "mai-20260917-0721-smoke|c80-l1|xai-small|Jenkins", "prompt": "c80-l1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jenkins (or managed like CloudBees)** - *Best for self-hosted customization*. Cons: Ops overhead"}, {"id": "mai-20260917-0721-smoke|c80-l1|xai-small|GitLab CI/CD", "prompt": "c80-l1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**GitLab CI/CD** - *Best all-in-one DevSecOps platform*... Gartner leader."}, {"id": "mai-20260917-0721-smoke|c80-l1|xai-small|Azure DevOps", "prompt": "c80-l1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure DevOps Pipelines** - *Best for Microsoft/Azure/.NET enterprises*."}, {"id": "mai-20260917-0721-smoke|c80-l1|xai-small|Atlassian (Bitbucket Pipelines + Jira)", "prompt": "c80-l1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Atlassian (Bitbucket Pipelines + Jira)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Atlassian Bitbucket Pipelines**: Jira-integrated; Gartner leader."}, {"id": "mai-20260917-0721-smoke|c80-l1|xai-small|Harness", "prompt": "c80-l1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Harness/Octopus Deploy**: Advanced CD, AIOps for complex enterprises."}, {"id": "mai-20260917-0721-smoke|c80-l1|xai-small|AWS", "prompt": "c80-l1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Forrester evaluated similar (AWS, CircleCI, GitLab, Microsoft, etc.)."}, {"id": "mai-20260917-0721-smoke|c80-l1|xai-small|CircleCI", "prompt": "c80-l1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**CircleCI**: Speed/parallelism for large-scale."}, {"id": "mai-20260917-0721-smoke|c80-l1|xai-small|CloudBees", "prompt": "c80-l1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CloudBees", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "needs enterprise wrappers (CloudBees) for scale/support"}, {"id": "mai-20260917-0721-smoke|c80-l1|xai-small|Octopus Deploy", "prompt": "c80-l1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Octopus Deploy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Harness/Octopus Deploy**: Advanced CD, AIOps for complex enterprises."}, {"id": "mai-20260917-0721-smoke|c80-l1|zai-small|GitHub Actions", "prompt": "c80-l1", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your team is GitHub‑centric: GitHub Actions is the simplest, lowest‑friction choice with strong enterprise features and compliance support."}, {"id": "mai-20260917-0721-smoke|c80-l1|zai-small|GitLab CI/CD", "prompt": "c80-l1", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitLab CI/CD is a strong contender, especially for self‑hosting and strict data control."}, {"id": "mai-20260917-0721-smoke|c80-l1|zai-small|Azure DevOps", "prompt": "c80-l1", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure DevOps offers a mature ALM platform with deep integration into the Microsoft ecosystem."}, {"id": "mai-20260917-0721-smoke|c80-l1|zai-small|TeamCity", "prompt": "c80-l1", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "TeamCity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TeamCity provides detailed tracking and enterprise‑grade support."}, {"id": "mai-20260917-0721-smoke|c80-l1|zai-small|Jenkins", "prompt": "c80-l1", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Requires significant operational overhead (setup, upgrades, security hardening)."}, {"id": "mai-20260917-0721-smoke|c80-l1|zai-small|CircleCI", "prompt": "c80-l1", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CircleCI offers fast builds and comprehensive security/compliance features out of the box."}, {"id": "mai-20260917-0721-smoke|c80-l2|alibaba-small|GitHub Enterprise (via GitHub Actions)", "prompt": "c80-l2", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Enterprise (via GitHub Actions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation for Most Companies: **GitHub Enterprise (via GitHub Actions)**"}, {"id": "mai-20260917-0721-smoke|c80-l2|alibaba-small|Azure DevOps Services", "prompt": "c80-l2", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Azure DevOps Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Top Recommendation for Microsoft-Centric or Highly Regulated Industries: **Azure DevOps Services**"}, {"id": "mai-20260917-0721-smoke|c80-l2|alibaba-small|Harness", "prompt": "c80-l2", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Harness is the specialized enterprise pick"}, {"id": "mai-20260917-0721-smoke|c80-l2|alibaba-small|Jenkins", "prompt": "c80-l2", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Maintenance Cost ... Very High (Requires dedicated team)"}, {"id": "mai-20260917-0721-smoke|c80-l2|alibaba-small|TeamCity", "prompt": "c80-l2", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "TeamCity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Jenkins / TeamCity ... Learning Curve High ... Very High (Requires dedicated team)"}, {"id": "mai-20260917-0721-smoke|c80-l2|anthropic-small|Jenkins", "prompt": "c80-l2", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best if you have dedicated DevOps expertise to manage it"}, {"id": "mai-20260917-0721-smoke|c80-l2|anthropic-small|GitLab CI/CD", "prompt": "c80-l2", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Scalable for enterprise needs with strong permissions management"}, {"id": "mai-20260917-0721-smoke|c80-l2|anthropic-small|GitHub Actions", "prompt": "c80-l2", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Seamless integration if your company uses GitHub"}, {"id": "mai-20260917-0721-smoke|c80-l2|anthropic-small|CircleCI", "prompt": "c80-l2", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud-native and fully managed (no infrastructure overhead)"}, {"id": "mai-20260917-0721-smoke|c80-l2|anthropic-small|HashiCorp Terraform", "prompt": "c80-l2", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "HashiCorp Terraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you need sophisticated infrastructure-as-code and GitOps workflows"}, {"id": "mai-20260917-0721-smoke|c80-l2|anthropic-small|ArgoCD", "prompt": "c80-l2", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "ArgoCD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Particularly strong for organizations with complex multi-cloud or Kubernetes deployments"}, {"id": "mai-20260917-0721-smoke|c80-l2|challenger-small|GitLab CI/CD", "prompt": "c80-l2", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **GitLab CI/CD** as the default choice"}, {"id": "mai-20260917-0721-smoke|c80-l2|challenger-small|Jenkins", "prompt": "c80-l2", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jenkins** if you need maximum control and have a strong internal DevOps team to maintain it"}, {"id": "mai-20260917-0721-smoke|c80-l2|challenger-small|Harness", "prompt": "c80-l2", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Harness** if you want a modern enterprise delivery platform with built-in continuous delivery"}, {"id": "mai-20260917-0721-smoke|c80-l2|challenger-small|Octopus Deploy", "prompt": "c80-l2", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Octopus Deploy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Octopus Deploy** if your biggest challenge is complex release orchestration"}, {"id": "mai-20260917-0721-smoke|c80-l2|challenger-small|Spinnaker", "prompt": "c80-l2", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Spinnaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Spinnaker** if you are running large-scale, multi-cloud deployments"}, {"id": "mai-20260917-0721-smoke|c80-l2|deepseek-small|GitLab (Self-Managed / Ultimate)", "prompt": "c80-l2", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab (Self-Managed / Ultimate)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitLab (self-managed) is the most compelling option and my primary recommendation"}, {"id": "mai-20260917-0721-smoke|c80-l2|deepseek-small|Azure DevOps", "prompt": "c80-l2", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're deeply embedded in the Microsoft stack, Azure DevOps is a close second."}, {"id": "mai-20260917-0721-smoke|c80-l2|deepseek-small|Jenkins", "prompt": "c80-l2", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Jenkins is worth it only if you have strong DevOps staffing and need maximum customization/air-gapped control."}, {"id": "mai-20260917-0721-smoke|c80-l2|deepseek-small|Harness", "prompt": "c80-l2", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You need advanced, governed deployment/release orchestration"}, {"id": "mai-20260917-0721-smoke|c80-l2|deepseek-small|Octopus Deploy", "prompt": "c80-l2", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Octopus Deploy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "advanced, governed deployment/release orchestration and software delivery visibility on top of your CI tool"}, {"id": "mai-20260917-0721-smoke|c80-l2|deepseek-small|GitHub Actions", "prompt": "c80-l2", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though enterprise governance is less mature for self-hosting/air-gapped scenarios"}, {"id": "mai-20260917-0721-smoke|c80-l2|deepseek-small|TeamCity", "prompt": "c80-l2", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong for large, self-hosted monorepo environments with advanced build configuration."}, {"id": "mai-20260917-0721-smoke|c80-l2|google-small|GitHub Enterprise (GitHub Actions)", "prompt": "c80-l2", "model": "google-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Enterprise (GitHub Actions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your teams are already on GitHub or plan to move there, go with **GitHub Enterprise**. It will yield the highest developer satisfaction and fastest adoption rate."}, {"id": "mai-20260917-0721-smoke|c80-l2|google-small|GitLab Ultimate", "prompt": "c80-l2", "model": "google-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are in a highly regulated industry (finance, healthcare, defense) ... go with **GitLab Ultimate**"}, {"id": "mai-20260917-0721-smoke|c80-l2|google-small|Harness", "prompt": "c80-l2", "model": "google-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "layer **Harness** on top of your existing source control"}, {"id": "mai-20260917-0721-smoke|c80-l2|google-small|Argo CD", "prompt": "c80-l2", "model": "google-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Argo CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your enterprise has fully transitioned to **Kubernetes** ... **Argo CD** is the industry standard."}, {"id": "mai-20260917-0721-smoke|c80-l2|google-small|Jenkins", "prompt": "c80-l2", "model": "google-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "it is **highly discouraged for new, modern enterprise rollouts**"}, {"id": "mai-20260917-0721-smoke|c80-l2|meta-small|GitLab", "prompt": "c80-l2", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitLab is a highly recommended continuous integration and delivery tool for large B2B companies with thousands of employees"}, {"id": "mai-20260917-0721-smoke|c80-l2|meta-small|Octopus Deploy", "prompt": "c80-l2", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Octopus Deploy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other notable mentions include Octopus Deploy, GitHub, and other CI/CD tools"}, {"id": "mai-20260917-0721-smoke|c80-l2|meta-small|GitHub", "prompt": "c80-l2", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other notable mentions include Octopus Deploy, GitHub, and other CI/CD tools"}, {"id": "mai-20260917-0721-smoke|c80-l2|minimax-small|Jenkins", "prompt": "c80-l2", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The most established open-source option, extremely customizable, and widely used in enterprises... requires more maintenance."}, {"id": "mai-20260917-0721-smoke|c80-l2|minimax-small|GitLab", "prompt": "c80-l2", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides a complete DevOps platform with strong CI/CD capabilities, excellent security features, and compliance tools."}, {"id": "mai-20260917-0721-smoke|c80-l2|minimax-small|Azure DevOps", "prompt": "c80-l2", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already in the Microsoft ecosystem, it integrates seamlessly with other Azure services and offers robust enterprise features."}, {"id": "mai-20260917-0721-smoke|c80-l2|minimax-small|TeamCity", "prompt": "c80-l2", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "TeamCity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for excellent enterprise features, scalability, and reliability."}, {"id": "mai-20260917-0721-smoke|c80-l2|mistral-small|Jenkins", "prompt": "c80-l2", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "unless you have specific needs that point to Jenkins or CircleCI"}, {"id": "mai-20260917-0721-smoke|c80-l2|mistral-small|GitLab CI/CD", "prompt": "c80-l2", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a large B2B company, I'd lean toward GitLab CI/CD or Azure DevOps"}, {"id": "mai-20260917-0721-smoke|c80-l2|mistral-small|Azure DevOps", "prompt": "c80-l2", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Azure DevOps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For a large B2B company, I'd lean toward GitLab CI/CD or Azure DevOps"}, {"id": "mai-20260917-0721-smoke|c80-l2|mistral-small|CircleCI", "prompt": "c80-l2", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "unless you have specific needs that point to Jenkins or CircleCI"}, {"id": "mai-20260917-0721-smoke|c80-l2|mistral-small|TeamCity (by JetBrains)", "prompt": "c80-l2", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "TeamCity (by JetBrains)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're a .NET shop or want a polished UI: TeamCity"}, {"id": "mai-20260917-0721-smoke|c80-l2|moonshot-small|GitLab Ultimate", "prompt": "c80-l2", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab Ultimate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **GitLab Ultimate** as the primary choice"}, {"id": "mai-20260917-0721-smoke|c80-l2|moonshot-small|GitHub Enterprise Cloud", "prompt": "c80-l2", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Enterprise Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **GitHub Enterprise Cloud** as a strong alternative depending on your specific needs"}, {"id": "mai-20260917-0721-smoke|c80-l2|moonshot-small|Azure DevOps", "prompt": "c80-l2", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Companies heavily invested in Microsoft ecosystem"}, {"id": "mai-20260917-0721-smoke|c80-l2|moonshot-small|Jenkins (CloudBees)", "prompt": "c80-l2", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins (CloudBees)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Highly regulated environments requiring complete on-premises control"}, {"id": "mai-20260917-0721-smoke|c80-l2|moonshot-small|TeamCity", "prompt": "c80-l2", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Large enterprise builds with complex build requirements"}, {"id": "mai-20260917-0721-smoke|c80-l2|openai-small|GitLab CI/CD", "prompt": "c80-l2", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **GitLab CI/CD**"}, {"id": "mai-20260917-0721-smoke|c80-l2|openai-small|GitHub Actions", "prompt": "c80-l2", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitHub Actions** is the best \"native\" choice because it integrates tightly with GitHub"}, {"id": "mai-20260917-0721-smoke|c80-l2|openai-small|CircleCI", "prompt": "c80-l2", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CircleCI** is also worth serious consideration"}, {"id": "mai-20260917-0721-smoke|c80-l2|openai-small|Jenkins", "prompt": "c80-l2", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Jenkins** only if you need maximum customization and are willing to own the operational burden"}, {"id": "mai-20260917-0721-smoke|c80-l2|xai-small|Jenkins", "prompt": "c80-l2", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Jenkins (often via CloudBees Jenkins Enterprise or self-hosted with enterprise support)"}, {"id": "mai-20260917-0721-smoke|c80-l2|xai-small|GitHub Actions (Enterprise)", "prompt": "c80-l2", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leads adoption at 33%; seamless YAML pipelines, AI (Copilot), scales to enterprise with self-hosted runners."}, {"id": "mai-20260917-0721-smoke|c80-l2|xai-small|Azure DevOps Pipelines", "prompt": "c80-l2", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Azure DevOps Pipelines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mature for complex gates/approvals/compliance; integrates natively with Azure, Entra ID."}, {"id": "mai-20260917-0721-smoke|c80-l2|xai-small|GitLab CI/CD", "prompt": "c80-l2", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unified platform (SCM + CI/CD + security); self-hosted option, growing fast"}, {"id": "mai-20260917-0721-smoke|c80-l2|xai-small|CircleCI", "prompt": "c80-l2", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "30% faster builds, but less for ultra-custom enterprise needs."}, {"id": "mai-20260917-0721-smoke|c80-l2|zai-small|Azure DevOps", "prompt": "c80-l2", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Azure DevOps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Azure DevOps** because: 1. **Governance is critical** at scale"}, {"id": "mai-20260917-0721-smoke|c80-l2|zai-small|Jenkins", "prompt": "c80-l2", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: Jenkins"}, {"id": "mai-20260917-0721-smoke|c80-l2|zai-small|GitLab CI/CD", "prompt": "c80-l2", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "## Alternative: GitLab CI/CD"}, {"id": "mai-20260917-0721-smoke|c80-l3|alibaba-small|Jenkins", "prompt": "c80-l3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "You need total control & security compliance. | Jenkins or TeamCity (Self-Hosted)"}, {"id": "mai-20260917-0721-smoke|c80-l3|alibaba-small|GitLab CI/CD", "prompt": "c80-l3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "You want the modern standard & ease of use. | GitHub Actions or GitLab"}, {"id": "mai-20260917-0721-smoke|c80-l3|alibaba-small|GitHub Actions", "prompt": "c80-l3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "You want the modern standard & ease of use. | GitHub Actions or GitLab"}, {"id": "mai-20260917-0721-smoke|c80-l3|alibaba-small|CircleCI", "prompt": "c80-l3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Your team wants speed & minimal ops work. | CircleCI"}, {"id": "mai-20260917-0721-smoke|c80-l3|alibaba-small|Azure DevOps Services", "prompt": "c80-l3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You are deep in the Microsoft stack (.NET/Azure). | Azure DevOps"}, {"id": "mai-20260917-0721-smoke|c80-l3|alibaba-small|TeamCity", "prompt": "c80-l3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "TeamCity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Jenkins or TeamCity (Self-Hosted)"}, {"id": "mai-20260917-0721-smoke|c80-l3|alibaba-small|Harness", "prompt": "c80-l3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Hybrid (GitLab, Harness)"}, {"id": "mai-20260917-0721-smoke|c80-l3|alibaba-small|Atlassian Bamboo", "prompt": "c80-l3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Atlassian Bamboo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Visual GUI (Traditional Atlassian Bamboo - Legacy)"}, {"id": "mai-20260917-0721-smoke|c80-l3|anthropic-small|Jenkins", "prompt": "c80-l3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "in greenfield environments, it is almost never the right choice anymore"}, {"id": "mai-20260917-0721-smoke|c80-l3|anthropic-small|GitHub Actions", "prompt": "c80-l3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "GitHub Actions is the most widely adopted CI/CD tool in 2026"}, {"id": "mai-20260917-0721-smoke|c80-l3|anthropic-small|GitLab CI/CD", "prompt": "c80-l3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "GitLab CI/CD bundles source control, registry, security, and pipelines under one roof"}, {"id": "mai-20260917-0721-smoke|c80-l3|anthropic-small|CircleCI", "prompt": "c80-l3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CircleCI is the standalone CI/CD product that has aged the best"}, {"id": "mai-20260917-0721-smoke|c80-l3|anthropic-small|TeamCity", "prompt": "c80-l3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise platforms like TeamCity, GitLab, and Harness focus on governance"}, {"id": "mai-20260917-0721-smoke|c80-l3|anthropic-small|Harness", "prompt": "c80-l3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Harness is a DevOps platform that provides CI, CD, feature management"}, {"id": "mai-20260917-0721-smoke|c80-l3|anthropic-small|Argo CD", "prompt": "c80-l3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Argo CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Argo CD specializes in declarative, Git-driven continuous delivery for teams running on Kubernetes"}, {"id": "mai-20260917-0721-smoke|c80-l3|challenger-small|GitLab CI/CD", "prompt": "c80-l3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitLab** for the broadest enterprise platform"}, {"id": "mai-20260917-0721-smoke|c80-l3|challenger-small|Azure DevOps", "prompt": "c80-l3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for **Microsoft/Azure-centric enterprises**"}, {"id": "mai-20260917-0721-smoke|c80-l3|challenger-small|GitHub Actions / GitHub Enterprise", "prompt": "c80-l3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions / GitHub Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for organizations already standardized on **GitHub**"}, {"id": "mai-20260917-0721-smoke|c80-l3|challenger-small|Harness", "prompt": "c80-l3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "positioned as an **enterprise delivery platform** with strong CD"}, {"id": "mai-20260917-0721-smoke|c80-l3|challenger-small|TeamCity", "prompt": "c80-l3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "TeamCity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a strong choice for enterprises needing **flexibility and build control**"}, {"id": "mai-20260917-0721-smoke|c80-l3|challenger-small|Octopus Deploy", "prompt": "c80-l3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Octopus Deploy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "primarily a **continuous delivery** platform rather than a full CI platform"}, {"id": "mai-20260917-0721-smoke|c80-l3|challenger-small|Jenkins", "prompt": "c80-l3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best for **maximum customization and self-hosted control**; ... requires more operational effort"}, {"id": "mai-20260917-0721-smoke|c80-l3|challenger-small|CircleCI", "prompt": "c80-l3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "strongest for **build speed, parallelism, and cloud-native CI**"}, {"id": "mai-20260917-0721-smoke|c80-l3|challenger-small|Bamboo", "prompt": "c80-l3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Bamboo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "mainly fits **Atlassian-centric enterprises**"}, {"id": "mai-20260917-0721-smoke|c80-l3|deepseek-small|Jenkins", "prompt": "c80-l3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Organizations needing full control, air-gapped environments, and maximum flexibility"}, {"id": "mai-20260917-0721-smoke|c80-l3|deepseek-small|GitHub Actions", "prompt": "c80-l3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Teams already on GitHub and cloud-native/startups"}, {"id": "mai-20260917-0721-smoke|c80-l3|deepseek-small|GitLab CI/CD", "prompt": "c80-l3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Teams that want one consolidated tool, especially with strong compliance/SecDevOps needs"}, {"id": "mai-20260917-0721-smoke|c80-l3|deepseek-small|CircleCI", "prompt": "c80-l3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Teams valuing fast feedback loops and high parallelism in cloud-native environments"}, {"id": "mai-20260917-0721-smoke|c80-l3|deepseek-small|Azure DevOps (Azure Pipelines)", "prompt": "c80-l3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps (Azure Pipelines)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Organizations deeply invested in the Microsoft/Azure ecosystem"}, {"id": "mai-20260917-0721-smoke|c80-l3|deepseek-small|TeamCity (JetBrains)", "prompt": "c80-l3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "TeamCity (JetBrains)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Configurable both in UI and Kotlin DSL; strong polyglot support"}, {"id": "mai-20260917-0721-smoke|c80-l3|deepseek-small|Atlassian Bamboo", "prompt": "c80-l3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Atlassian Bamboo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "designed for existing Atlassian/on-prem stacks"}, {"id": "mai-20260917-0721-smoke|c80-l3|deepseek-small|Buildkite", "prompt": "c80-l3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Buildkite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Hybrid model — your infrastructure runs the agents, their service orchestrates."}, {"id": "mai-20260917-0721-smoke|c80-l3|deepseek-small|Octopus Deploy", "prompt": "c80-l3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Octopus Deploy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "best-in-class continuous delivery, release orchestration, runbook automation"}, {"id": "mai-20260917-0721-smoke|c80-l3|deepseek-small|Harness", "prompt": "c80-l3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "modern full CI/CD with AI/ML capabilities, strong for complex deployments"}, {"id": "mai-20260917-0721-smoke|c80-l3|deepseek-small|Codefresh", "prompt": "c80-l3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Codefresh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "built specifically for cloud-native and Kubernetes environments"}, {"id": "mai-20260917-0721-smoke|c80-l3|google-small|GitHub Enterprise (GitHub Actions)", "prompt": "c80-l3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Enterprise (GitHub Actions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The developer-experience favorite and the industry's default standard for modern, repo-first automation."}, {"id": "mai-20260917-0721-smoke|c80-l3|google-small|GitLab Ultimate (GitLab CI/CD)", "prompt": "c80-l3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab Ultimate (GitLab CI/CD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The gold standard for a single, unified \"pane-of-glass\" DevSecOps platform."}, {"id": "mai-20260917-0721-smoke|c80-l3|google-small|Harness", "prompt": "c80-l3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The premier modern \"best-of-breed\" continuous delivery platform designed for complex, multi-cloud enterprise deployments."}, {"id": "mai-20260917-0721-smoke|c80-l3|google-small|Azure DevOps (Azure Pipelines)", "prompt": "c80-l3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps (Azure Pipelines)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The stable, robust enterprise workhorse, deeply integrated with legacy corporate systems."}, {"id": "mai-20260917-0721-smoke|c80-l3|google-small|Argo CD", "prompt": "c80-l3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Argo CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The premier specialized, Kubernetes-native Continuous Delivery platform."}, {"id": "mai-20260917-0721-smoke|c80-l3|google-small|Jenkins / CloudBees Enterprise", "prompt": "c80-l3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins / CloudBees Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The legacy champion. Customizable but carries high maintenance overhead."}, {"id": "mai-20260917-0721-smoke|c80-l3|meta-small|GitHub Actions", "prompt": "c80-l3", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include GitHub Actions, Jenkins, GitLab CI/CD, CircleCI, and TeamCity."}, {"id": "mai-20260917-0721-smoke|c80-l3|meta-small|Jenkins", "prompt": "c80-l3", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include GitHub Actions, Jenkins, GitLab CI/CD, CircleCI, and TeamCity."}, {"id": "mai-20260917-0721-smoke|c80-l3|meta-small|GitLab CI/CD", "prompt": "c80-l3", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include GitHub Actions, Jenkins, GitLab CI/CD, CircleCI, and TeamCity."}, {"id": "mai-20260917-0721-smoke|c80-l3|meta-small|CircleCI", "prompt": "c80-l3", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top platforms include GitHub Actions, Jenkins, GitLab CI/CD, CircleCI, and TeamCity."}, {"id": "mai-20260917-0721-smoke|c80-l3|meta-small|TeamCity", "prompt": "c80-l3", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top platforms include GitHub Actions, Jenkins, GitLab CI/CD, CircleCI, and TeamCity."}, {"id": "mai-20260917-0721-smoke|c80-l3|minimax-small|Jenkins", "prompt": "c80-l3", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Highly customizable with 1,800+ plugins ... Requires maintenance overhead"}, {"id": "mai-20260917-0721-smoke|c80-l3|minimax-small|GitHub Actions", "prompt": "c80-l3", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Excellent GitHub integration but less ideal for non-GitHub repos"}, {"id": "mai-20260917-0721-smoke|c80-l3|minimax-small|GitLab CI/CD", "prompt": "c80-l3", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Complete DevOps lifecycle in one platform"}, {"id": "mai-20260917-0721-smoke|c80-l3|minimax-small|Azure DevOps Pipelines", "prompt": "c80-l3", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps Pipelines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deep integration with Microsoft ecosystem"}, {"id": "mai-20260917-0721-smoke|c80-l3|minimax-small|CircleCI", "prompt": "c80-l3", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Very fast but can get expensive at scale"}, {"id": "mai-20260917-0721-smoke|c80-l3|minimax-small|AWS CodePipeline/CodeBuild", "prompt": "c80-l3", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "AWS CodePipeline/CodeBuild", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tight AWS integration but less flexible for multi-cloud"}, {"id": "mai-20260917-0721-smoke|c80-l3|minimax-small|Octopus Deploy", "prompt": "c80-l3", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Octopus Deploy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses specifically on deployment, not full CI"}, {"id": "mai-20260917-0721-smoke|c80-l3|minimax-small|Harness", "prompt": "c80-l3", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong features but higher cost; excellent for regulated industries"}, {"id": "mai-20260917-0721-smoke|c80-l3|mistral-small|GitHub Actions", "prompt": "c80-l3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Teams already using GitHub; developer-friendly automation directly within repositories."}, {"id": "mai-20260917-0721-smoke|c80-l3|mistral-small|GitLab CI/CD", "prompt": "c80-l3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Organizations wanting an all-in-one DevOps platform"}, {"id": "mai-20260917-0721-smoke|c80-l3|mistral-small|Azure DevOps Pipelines", "prompt": "c80-l3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps Pipelines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Large enterprises, especially those in Microsoft ecosystems"}, {"id": "mai-20260917-0721-smoke|c80-l3|mistral-small|Jenkins", "prompt": "c80-l3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Highly customizable but requires significant setup and maintenance."}, {"id": "mai-20260917-0721-smoke|c80-l3|mistral-small|CircleCI", "prompt": "c80-l3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Teams prioritizing build speed and parallelism."}, {"id": "mai-20260917-0721-smoke|c80-l3|mistral-small|Octopus Deploy", "prompt": "c80-l3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Octopus Deploy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Sophisticated release orchestration and deployment automation"}, {"id": "mai-20260917-0721-smoke|c80-l3|mistral-small|Harness", "prompt": "c80-l3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Enterprise CD with advanced features"}, {"id": "mai-20260917-0721-smoke|c80-l3|mistral-small|TeamCity", "prompt": "c80-l3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Self-hosted runners and organizations needing a robust, commercial CI/CD solution."}, {"id": "mai-20260917-0721-smoke|c80-l3|moonshot-small|GitHub Actions", "prompt": "c80-l3", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **GitHub Actions**\n**Best for:** Teams already using GitHub; event-driven automation"}, {"id": "mai-20260917-0721-smoke|c80-l3|moonshot-small|GitLab CI/CD", "prompt": "c80-l3", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need integrated DevSecOps + project management | **GitLab CI/CD**"}, {"id": "mai-20260917-0721-smoke|c80-l3|moonshot-small|Azure DevOps", "prompt": "c80-l3", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft shop, need governance controls | **Azure DevOps**"}, {"id": "mai-20260917-0721-smoke|c80-l3|moonshot-small|Jenkins", "prompt": "c80-l3", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Air-gapped, maximum customization | **Jenkins**"}, {"id": "mai-20260917-0721-smoke|c80-l3|moonshot-small|CircleCI", "prompt": "c80-l3", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Speed-critical, multi-cloud | **CircleCI**"}, {"id": "mai-20260917-0721-smoke|c80-l3|moonshot-small|Harness", "prompt": "c80-l3", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Complex deployments, AI-assisted delivery | **Harness**"}, {"id": "mai-20260917-0721-smoke|c80-l3|openai-small|GitHub Actions", "prompt": "c80-l3", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Already on GitHub:** choose **GitHub Actions**"}, {"id": "mai-20260917-0721-smoke|c80-l3|openai-small|GitLab CI/CD", "prompt": "c80-l3", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Want a single DevOps platform:** choose **GitLab CI/CD**"}, {"id": "mai-20260917-0721-smoke|c80-l3|openai-small|Azure DevOps", "prompt": "c80-l3", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Heavy Microsoft/Azure shop:** choose **Azure DevOps**"}, {"id": "mai-20260917-0721-smoke|c80-l3|openai-small|Jenkins / CloudBees", "prompt": "c80-l3", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins / CloudBees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Need maximum customization / legacy support:** choose **Jenkins/CloudBees**"}, {"id": "mai-20260917-0721-smoke|c80-l3|openai-small|Bamboo", "prompt": "c80-l3", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Bamboo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less dominant in modern cloud-native CI/CD compared with GitHub Actions, GitLab, or Azure DevOps."}, {"id": "mai-20260917-0721-smoke|c80-l3|xai-small|GitHub Actions", "prompt": "c80-l3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "GitHub Actions leads at ~33% organizational usage"}, {"id": "mai-20260917-0721-smoke|c80-l3|xai-small|Jenkins", "prompt": "c80-l3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Jenkins for legacy/custom"}, {"id": "mai-20260917-0721-smoke|c80-l3|xai-small|GitLab CI/CD", "prompt": "c80-l3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "GitLab for end-to-end"}, {"id": "mai-20260917-0721-smoke|c80-l3|xai-small|CircleCI", "prompt": "c80-l3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "needs (speed → CircleCI"}, {"id": "mai-20260917-0721-smoke|c80-l3|xai-small|Azure DevOps Pipelines", "prompt": "c80-l3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps Pipelines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "cloud (Azure → DevOps)"}, {"id": "mai-20260917-0721-smoke|c80-l3|xai-small|TeamCity", "prompt": "c80-l3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "TeamCity (JetBrains)"}, {"id": "mai-20260917-0721-smoke|c80-l3|xai-small|Buildkite", "prompt": "c80-l3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Buildkite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "control → Jenkins/Buildkite"}, {"id": "mai-20260917-0721-smoke|c80-l3|xai-small|AWS CodePipeline", "prompt": "c80-l3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "AWS CodePipeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AWS CodePipeline (AWS-native)"}, {"id": "mai-20260917-0721-smoke|c80-l3|zai-small|Jenkins", "prompt": "c80-l3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Jenkins is the open-source standard, but it requires significant operational overhead to run at an enterprise scale."}, {"id": "mai-20260917-0721-smoke|c80-l3|zai-small|GitLab CI/CD", "prompt": "c80-l3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose GitLab if you want to eliminate tool sprawl and centralize security and project management."}, {"id": "mai-20260917-0721-smoke|c80-l3|zai-small|CloudBees CI", "prompt": "c80-l3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CloudBees CI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "running it at scale requires **CloudBees CI**, which adds enterprise features like high availability (HA)"}, {"id": "mai-20260917-0721-smoke|c80-l3|zai-small|Azure DevOps (Azure Pipelines)", "prompt": "c80-l3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps (Azure Pipelines)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose Azure DevOps if you are a Microsoft shop needing deep governance"}, {"id": "mai-20260917-0721-smoke|c80-l3|zai-small|CircleCI", "prompt": "c80-l3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose CircleCI if you prioritize build speed and have a variable workload"}, {"id": "mai-20260917-0721-smoke|c80-l3|zai-small|GitHub Actions", "prompt": "c80-l3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose GitHub Actions if your team lives in GitHub and wants the lowest barrier to entry."}, {"id": "mai-20260917-0721-smoke|c80-l3|zai-small|Buildkite", "prompt": "c80-l3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Buildkite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Buildkite is a modern alternative to Jenkins that offers the control of self-hosting with the ease of use of a SaaS platform."}, {"id": "mai-20260917-0721-smoke|c80-l4|alibaba-small|GitHub Actions", "prompt": "c80-l4", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "a pure usage-based (pay-per-minute) model like standard GitHub Actions can become financially unpredictable due to \"runaway\" build queues"}, {"id": "mai-20260917-0721-smoke|c80-l4|alibaba-small|GitLab", "prompt": "c80-l4", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GitLab (Best Overall for Predictability)"}, {"id": "mai-20260917-0721-smoke|c80-l4|alibaba-small|Buildkite", "prompt": "c80-l4", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Buildkite (Best for Decoupled Costs)"}, {"id": "mai-20260917-0721-smoke|c80-l4|anthropic-small|GitHub Actions", "prompt": "c80-l4", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Actions or CircleCI would typically be more cost-predictable than Buildkite at massive scale."}, {"id": "mai-20260917-0721-smoke|c80-l4|anthropic-small|GitLab CI", "prompt": "c80-l4", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitLab CI offers strong cost transparency"}, {"id": "mai-20260917-0721-smoke|c80-l4|anthropic-small|Buildkite", "prompt": "c80-l4", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Buildkite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "This makes Buildkite significantly more expensive at team scale than the per-run figures alone suggest"}, {"id": "mai-20260917-0721-smoke|c80-l4|anthropic-small|CircleCI", "prompt": "c80-l4", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "GitHub Actions or CircleCI would typically be more cost-predictable than Buildkite at massive scale."}, {"id": "mai-20260917-0721-smoke|c80-l4|challenger-small|Jenkins", "prompt": "c80-l4", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Jenkins with self-hosting or an enterprise self-managed model is usually the most predictable on software licensing"}, {"id": "mai-20260917-0721-smoke|c80-l4|challenger-small|GitLab Ultimate / Premium", "prompt": "c80-l4", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab Ultimate / Premium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GitLab Ultimate / Premium is the strongest fit"}, {"id": "mai-20260917-0721-smoke|c80-l4|challenger-small|GitHub Actions", "prompt": "c80-l4", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cost becomes less predictable at large scale because usage is tied to minutes, runners, and overage behavior"}, {"id": "mai-20260917-0721-smoke|c80-l4|challenger-small|CircleCI", "prompt": "c80-l4", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cost-predictability ranking of GitLab vs GitHub Actions vs CircleCI vs Jenkins"}, {"id": "mai-20260917-0721-smoke|c80-l4|deepseek-small|GitHub Actions (hosted)", "prompt": "c80-l4", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions (hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "What to avoid for this requirement - **GitHub Actions (hosted) and CircleCI (cloud)** — per-minute/credit billing that scales linearly"}, {"id": "mai-20260917-0721-smoke|c80-l4|deepseek-small|CircleCI", "prompt": "c80-l4", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "GitHub Actions (hosted) and CircleCI (cloud) — per-minute/credit billing that scales linearly and sometimes super-linearly"}, {"id": "mai-20260917-0721-smoke|c80-l4|deepseek-small|GitLab CI (cloud)", "prompt": "c80-l4", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI (cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Bill grows with every test, matrix leg, and retry—hard to forecast"}, {"id": "mai-20260917-0721-smoke|c80-l4|deepseek-small|Buildkite", "prompt": "c80-l4", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Buildkite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top recommendation: **Buildkite** ... the strongest fit"}, {"id": "mai-20260917-0721-smoke|c80-l4|deepseek-small|GitLab Self-Managed", "prompt": "c80-l4", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab Self-Managed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Flat per-user pricing with no build-minute charges if you run your own runners."}, {"id": "mai-20260917-0721-smoke|c80-l4|deepseek-small|CloudBees CI", "prompt": "c80-l4", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CloudBees CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Most control over total cost but with the highest internal maintenance overhead."}, {"id": "mai-20260917-0721-smoke|c80-l4|deepseek-small|Azure DevOps", "prompt": "c80-l4", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "compute is largely on your own agents, so fairly predictable"}, {"id": "mai-20260917-0721-smoke|c80-l4|google-small|Buildkite", "prompt": "c80-l4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Buildkite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Buildkite (The Hybrid/BYOC Standard)\n**Best for:** Companies wanting a modern SaaS developer experience without the variable cloud compute markup."}, {"id": "mai-20260917-0721-smoke|c80-l4|google-small|TeamCity Enterprise On-Premises", "prompt": "c80-l4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "TeamCity Enterprise On-Premises", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A TeamCity Enterprise annual license is incredibly predictable."}, {"id": "mai-20260917-0721-smoke|c80-l4|google-small|TeamCity Cloud", "prompt": "c80-l4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "TeamCity Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid \"TeamCity Cloud\" for this specific goal, as it has shifted toward a \"committer-based\" pricing model"}, {"id": "mai-20260917-0721-smoke|c80-l4|google-small|GitHub Enterprise", "prompt": "c80-l4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Organizations already deeply committed to GitHub or GitLab for source code management (SCM)."}, {"id": "mai-20260917-0721-smoke|c80-l4|google-small|GitLab Self-Managed", "prompt": "c80-l4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab Self-Managed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Both platforms have expensive premium tiers (especially GitLab Ultimate at ~$99/user/month if not heavily discounted)"}, {"id": "mai-20260917-0721-smoke|c80-l4|google-small|Argo CD", "prompt": "c80-l4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Argo CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "typically **Argo CD** for continuous deployment"}, {"id": "mai-20260917-0721-smoke|c80-l4|google-small|Tekton", "prompt": "c80-l4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Tekton", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Tekton**, **Argo Workflows**, or **Jenkins** for continuous integration"}, {"id": "mai-20260917-0721-smoke|c80-l4|google-small|Argo Workflows", "prompt": "c80-l4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Tekton**, **Argo Workflows**, or **Jenkins** for continuous integration"}, {"id": "mai-20260917-0721-smoke|c80-l4|google-small|Jenkins", "prompt": "c80-l4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Jenkins, for instance, is notorious for \"maintenance tax\" (babysitting broken plugins, managing scaling, and dealing with configuration drift)"}, {"id": "mai-20260917-0721-smoke|c80-l4|google-small|Atlassian Bamboo", "prompt": "c80-l4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Atlassian Bamboo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "making Bamboo a poor option for long-term predictability"}, {"id": "mai-20260917-0721-smoke|c80-l4|meta-small|Octopus Deploy", "prompt": "c80-l4", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Octopus Deploy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "evaluate the pricing models and features of different platforms such as Octopus Deploy, GitHub Actions, CloudBees CI, and Semaphore"}, {"id": "mai-20260917-0721-smoke|c80-l4|meta-small|GitHub Actions", "prompt": "c80-l4", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Octopus Deploy, GitHub Actions, CloudBees CI, and Semaphore"}, {"id": "mai-20260917-0721-smoke|c80-l4|meta-small|CloudBees CI", "prompt": "c80-l4", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CloudBees CI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Octopus Deploy, GitHub Actions, CloudBees CI, and Semaphore"}, {"id": "mai-20260917-0721-smoke|c80-l4|meta-small|Semaphore", "prompt": "c80-l4", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Semaphore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Octopus Deploy, GitHub Actions, CloudBees CI, and Semaphore"}, {"id": "mai-20260917-0721-smoke|c80-l4|minimax-small|Buildkite", "prompt": "c80-l4", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Buildkite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Buildkite** (Best for Pure Predictability) ... Most predictable - you know exactly what you'll pay per user regardless of build volume"}, {"id": "mai-20260917-0721-smoke|c80-l4|minimax-small|GitHub Enterprise", "prompt": "c80-l4", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Buildkite and GitHub Enterprise with self-hosted runners provide the best budget predictability"}, {"id": "mai-20260917-0721-smoke|c80-l4|minimax-small|Azure DevOps", "prompt": "c80-l4", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lower per-seat cost, predictable parallel job costs ... Trade-off: Limited negotiability"}, {"id": "mai-20260917-0721-smoke|c80-l4|minimax-small|CircleCI Scale", "prompt": "c80-l4", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI Scale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "CircleCI Scale | Custom (typically $50K-150K+/month)"}, {"id": "mai-20260917-0721-smoke|c80-l4|mistral-small|GitHub Actions (self-hosted runners)", "prompt": "c80-l4", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions (self-hosted runners)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most predictable total cost at scale, **GitHub Actions with self-hosted runners** is generally the best choice"}, {"id": "mai-20260917-0721-smoke|c80-l4|mistral-small|CloudBees CI", "prompt": "c80-l4", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CloudBees CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed by **CloudBees CI** for organizations that need advanced Jenkins integration and support"}, {"id": "mai-20260917-0721-smoke|c80-l4|mistral-small|GitLab Ultimate", "prompt": "c80-l4", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recommended for enterprises with 100+ developers... but costs scale directly with the number of users"}, {"id": "mai-20260917-0721-smoke|c80-l4|moonshot-small|Self-Hosted GitLab (CE or Ultimate Self-Managed)", "prompt": "c80-l4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Self-Hosted GitLab (CE or Ultimate Self-Managed)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Predictability ... unlimited CI/CD minutes and unlimited users"}, {"id": "mai-20260917-0721-smoke|c80-l4|moonshot-small|Jenkins + CloudBees CI", "prompt": "c80-l4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins + CloudBees CI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GitLab Self-Managed** or **Jenkins with CloudBees** provide the most predictable long-term cost structures"}, {"id": "mai-20260917-0721-smoke|c80-l4|moonshot-small|GitHub Enterprise Server (Self-Hosted)", "prompt": "c80-l4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Enterprise Server (Self-Hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best If Already GitHub-Centric ... factor in new self-hosted runner fees"}, {"id": "mai-20260917-0721-smoke|c80-l4|moonshot-small|Azure DevOps", "prompt": "c80-l4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best If Already in Microsoft Ecosystem"}, {"id": "mai-20260917-0721-smoke|c80-l4|moonshot-small|Semaphore (Self-Hosted/Community Edition)", "prompt": "c80-l4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Semaphore (Self-Hosted/Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Free Self-Hosted Option"}, {"id": "mai-20260917-0721-smoke|c80-l4|moonshot-small|GitHub Actions (Hosted)", "prompt": "c80-l4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions (Hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms to Avoid If Predictability Is Critical ... Per-minute billing"}, {"id": "mai-20260917-0721-smoke|c80-l4|moonshot-small|GitLab SaaS (Premium/Ultimate)", "prompt": "c80-l4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab SaaS (Premium/Ultimate)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Per-user pricing + limited CI minutes + overage fees"}, {"id": "mai-20260917-0721-smoke|c80-l4|moonshot-small|CircleCI", "prompt": "c80-l4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Credit-based system. Costs scale non-linearly"}, {"id": "mai-20260917-0721-smoke|c80-l4|moonshot-small|Buildkite Pro", "prompt": "c80-l4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Buildkite Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "$30/active user/month + your own compute. Still user-metered at scale."}, {"id": "mai-20260917-0721-smoke|c80-l4|openai-small|GitLab", "prompt": "c80-l4", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **self-managed GitLab** or **GitLab Dedicated**"}, {"id": "mai-20260917-0721-smoke|c80-l4|openai-small|GitHub Actions", "prompt": "c80-l4", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "is more usage-based, with included quotas and then additional charges for minutes/storage, so cost can vary as usage grows"}, {"id": "mai-20260917-0721-smoke|c80-l4|openai-small|CircleCI", "prompt": "c80-l4", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its cloud model is less naturally predictable than a fixed-license self-managed setup"}, {"id": "mai-20260917-0721-smoke|c80-l4|openai-small|Jenkins", "prompt": "c80-l4", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "total cost becomes mostly infrastructure + maintenance, which can be less predictable operationally at large scale"}, {"id": "mai-20260917-0721-smoke|c80-l4|xai-small|GitHub Enterprise Server (GHES)", "prompt": "c80-l4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Enterprise Server (GHES)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### Recommendation: **GitHub Enterprise Server (with self-hosted runners)**"}, {"id": "mai-20260917-0721-smoke|c80-l4|xai-small|GitLab Self-Managed (Ultimate tier)", "prompt": "c80-l4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab Self-Managed (Ultimate tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab Self-Managed**: Cheaper seats, better if needing integrated SCM/security. Similar unlimited runners."}, {"id": "mai-20260917-0721-smoke|c80-l4|xai-small|GitHub Actions Cloud", "prompt": "c80-l4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Hosted CI/CD (e.g., GitHub Actions Cloud, CircleCI) bills per compute minute ... which spikes unpredictably"}, {"id": "mai-20260917-0721-smoke|c80-l4|xai-small|CircleCI", "prompt": "c80-l4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Hosted**: CircleCI/GitLab SaaS/Azure Pipelines have usage-based overages; unpredictable without caps."}, {"id": "mai-20260917-0721-smoke|c80-l4|xai-small|Azure DevOps (Server, on-prem)", "prompt": "c80-l4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Azure DevOps (Server, on-prem)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft stacks; EA for holistic Azure savings."}, {"id": "mai-20260917-0721-smoke|c80-l4|xai-small|Jenkins (or CloudBees)", "prompt": "c80-l4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins (or CloudBees)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pure Self-Hosted (Jenkins/Argo CD)**: Ultimate predictability ($0 licenses), but add 1+ FTE for maintenance/upgrades."}, {"id": "mai-20260917-0721-smoke|c80-l4|xai-small|Buildkite", "prompt": "c80-l4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Buildkite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Case studies (e.g., Shopify-like with Buildkite) show 50%+ savings vs. hosted at volume."}, {"id": "mai-20260917-0721-smoke|c80-l4|xai-small|Argo CD", "prompt": "c80-l4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Argo CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Pure Self-Hosted (Jenkins/Argo CD)**: Ultimate predictability ($0 licenses)"}, {"id": "mai-20260917-0721-smoke|c80-l4|xai-small|Azure Pipelines", "prompt": "c80-l4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Azure Pipelines", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid Hosted**: CircleCI/GitLab SaaS/Azure Pipelines have usage-based overages"}, {"id": "mai-20260917-0721-smoke|c80-l4|zai-small|Jenkins self-hosted", "prompt": "c80-l4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins self-hosted", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary recommendation: Jenkins self-hosted (with a managed controller + agents on your preferred cloud or on-prem)."}, {"id": "mai-20260917-0721-smoke|c80-l4|zai-small|GitHub Enterprise Server", "prompt": "c80-l4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Enterprise Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer a managed service: GitHub Enterprise Server with self-hosted runners."}, {"id": "mai-20260917-0721-smoke|c80-l4|zai-small|GitHub Actions (Enterprise Cloud)", "prompt": "c80-l4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions (Enterprise Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise Cloud is less predictable because per-minute usage can cause surprises at scale."}, {"id": "mai-20260917-0721-smoke|c80-l4|zai-small|GitLab CI/CD", "prompt": "c80-l4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI/CD", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "GitLab CI/CD is not inherently predictable in SaaS mode. Self-managed GitLab can be, but it requires similar operational overhead as Jenkins."}, {"id": "mai-20260917-0721-smoke|c80-l4|zai-small|CircleCI", "prompt": "c80-l4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "CircleCI is not the best choice if you need strict budget predictability for thousands of users."}, {"id": "mai-20260917-0721-smoke|c80-l4|zai-small|Azure DevOps", "prompt": "c80-l4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Azure DevOps is not the most predictable for CI/CD at scale due to parallel job and artifact charges."}, {"id": "mai-20260917-0721-smoke|c80-l4|zai-small|CloudBees Jenkins Enterprise", "prompt": "c80-l4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CloudBees Jenkins Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Decide if you'll use a managed Jenkins partner (e.g., CloudBees Jenkins Enterprise) to reduce ops burden."}, {"id": "mai-20260917-0721-smoke|c80-l5|anthropic-small|GitHub Teams", "prompt": "c80-l5", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "restricted using role-based access control (RBAC), such as GitHub Teams or GitLab Roles"}, {"id": "mai-20260917-0721-smoke|c80-l5|anthropic-small|GitLab Roles", "prompt": "c80-l5", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab Roles", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as GitHub Teams or GitLab Roles"}, {"id": "mai-20260917-0721-smoke|c80-l5|deepseek-small|GitHub Enterprise", "prompt": "c80-l5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for | GitHub-centric orgs"}, {"id": "mai-20260917-0721-smoke|c80-l5|deepseek-small|GitLab Ultimate", "prompt": "c80-l5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab Ultimate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GitLab Ultimate is the strongest all-in-one here (built-in, no third-party plugins)"}, {"id": "mai-20260917-0721-smoke|c80-l5|deepseek-small|Jenkins", "prompt": "c80-l5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Plugins needed ... Strong but DIY ... Max control, legacy"}, {"id": "mai-20260917-0721-smoke|c80-l5|deepseek-small|CloudBees", "prompt": "c80-l5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CloudBees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Jenkins/CloudBees |"}, {"id": "mai-20260917-0721-smoke|c80-l5|deepseek-small|CircleCI", "prompt": "c80-l5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., GitHub vs. GitLab vs. CircleCI"}, {"id": "mai-20260917-0721-smoke|c80-l5|google-small|GitHub Enterprise", "prompt": "c80-l5", "model": "google-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Industry standard for developer experience. Excellent SAML/SCIM via Okta. If you already use GitHub for source control, GitHub Actions is the easiest procurement path."}, {"id": "mai-20260917-0721-smoke|c80-l5|google-small|GitLab Ultimate", "prompt": "c80-l5", "model": "google-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unmatched out-of-the-box compliance and governance features... Consideration: Can be expensive at the \"Ultimate\" tier"}, {"id": "mai-20260917-0721-smoke|c80-l5|google-small|Harness", "prompt": "c80-l5", "model": "google-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built specifically for large-scale enterprises. Outstanding Policy-as-Code... Steeper learning curve"}, {"id": "mai-20260917-0721-smoke|c80-l5|meta-small|CircleCI", "prompt": "c80-l5", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top results include CircleCI, Bitrise, and GitLab, which offer enterprise-grade security features, SOC 2 compliance, and SSO support."}, {"id": "mai-20260917-0721-smoke|c80-l5|meta-small|Bitrise", "prompt": "c80-l5", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Bitrise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top results include CircleCI, Bitrise, and GitLab"}, {"id": "mai-20260917-0721-smoke|c80-l5|meta-small|GitLab", "prompt": "c80-l5", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top results include CircleCI, Bitrise, and GitLab"}, {"id": "mai-20260917-0721-smoke|c80-l5|minimax-small|GitLab Ultimate", "prompt": "c80-l5", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab Ultimate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitLab** – All-in-one platform, strong compliance offerings"}, {"id": "mai-20260917-0721-smoke|c80-l5|minimax-small|GitHub Enterprise", "prompt": "c80-l5", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitHub Enterprise** – If you're GitHub-centric, Actions is mature"}, {"id": "mai-20260917-0721-smoke|c80-l5|minimax-small|Azure DevOps", "prompt": "c80-l5", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure DevOps** – Best if already invested in Microsoft ecosystem"}, {"id": "mai-20260917-0721-smoke|c80-l5|minimax-small|CircleCI", "prompt": "c80-l5", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CircleCI** – Strong cloud-native, SOC 2 compliant out of the box"}, {"id": "mai-20260917-0721-smoke|c80-l5|minimax-small|Jenkins", "prompt": "c80-l5", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "| **Jenkins** | ✅ (plugins) | ❌ (self-hosted) | Highly customizable, open-source |"}, {"id": "mai-20260917-0721-smoke|c80-l5|mistral-small|GitHub Actions", "prompt": "c80-l5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Send a detailed RFP to top vendors (e.g., GitHub Actions, GitLab, CircleCI, Jenkins X, Harness, Tekton, etc.)"}, {"id": "mai-20260917-0721-smoke|c80-l5|mistral-small|GitLab", "prompt": "c80-l5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Send a detailed RFP to top vendors (e.g., GitHub Actions, GitLab, CircleCI, Jenkins X, Harness, Tekton, etc.)"}, {"id": "mai-20260917-0721-smoke|c80-l5|mistral-small|CircleCI", "prompt": "c80-l5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Send a detailed RFP to top vendors (e.g., GitHub Actions, GitLab, CircleCI, Jenkins X, Harness, Tekton, etc.)"}, {"id": "mai-20260917-0721-smoke|c80-l5|mistral-small|Jenkins X", "prompt": "c80-l5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Send a detailed RFP to top vendors (e.g., GitHub Actions, GitLab, CircleCI, Jenkins X, Harness, Tekton, etc.)"}, {"id": "mai-20260917-0721-smoke|c80-l5|mistral-small|Harness", "prompt": "c80-l5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Send a detailed RFP to top vendors (e.g., GitHub Actions, GitLab, CircleCI, Jenkins X, Harness, Tekton, etc.)"}, {"id": "mai-20260917-0721-smoke|c80-l5|mistral-small|Tekton", "prompt": "c80-l5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Tekton", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Send a detailed RFP to top vendors (e.g., GitHub Actions, GitLab, CircleCI, Jenkins X, Harness, Tekton, etc.)"}, {"id": "mai-20260917-0721-smoke|c80-l5|moonshot-small|GitHub Enterprise", "prompt": "c80-l5", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose GitHub Enterprise** if your developers are already on GitHub, you want the richest ecosystem"}, {"id": "mai-20260917-0721-smoke|c80-l5|moonshot-small|GitLab Ultimate", "prompt": "c80-l5", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab Ultimate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose GitLab Ultimate** if you want a single vendor for SCM + CI/CD + security + compliance dashboards"}, {"id": "mai-20260917-0721-smoke|c80-l5|moonshot-small|Azure DevOps", "prompt": "c80-l5", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "possibly **Azure DevOps** (if deeply Microsoft-centric)"}, {"id": "mai-20260917-0721-smoke|c80-l5|xai-small|GitHub Actions (Enterprise)", "prompt": "c80-l5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions (Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best if on GitHub; audit logs to SIEM."}, {"id": "mai-20260917-0721-smoke|c80-l5|xai-small|GitLab CI/CD (Ultimate)", "prompt": "c80-l5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab CI/CD (Ultimate)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Strongest compliance framework; great for regulated industries."}, {"id": "mai-20260917-0721-smoke|c80-l5|xai-small|CircleCI (Enterprise)", "prompt": "c80-l5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Proven at scale; security reporting shines in audits."}, {"id": "mai-20260917-0721-smoke|c80-l5|xai-small|Buildkite", "prompt": "c80-l5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for security paranoia; flat pricing."}, {"id": "mai-20260917-0721-smoke|c80-l5|xai-small|Semaphore", "prompt": "c80-l5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Semaphore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lightweight, cost-effective for growth."}, {"id": "mai-20260917-0721-smoke|c80-l5|xai-small|Harness", "prompt": "c80-l5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good for complex, multi-cloud."}, {"id": "mai-20260917-0721-smoke|c80-l5|xai-small|Jenkins", "prompt": "c80-l5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Jenkins (self-hosted, full control but high ops burden)"}, {"id": "mai-20260917-0721-smoke|c80-l5|xai-small|Codefresh", "prompt": "c80-l5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Codefresh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others to consider: ... Codefresh (container focus)"}, {"id": "mai-20260917-0721-smoke|c80-l5|zai-small|CircleCI", "prompt": "c80-l5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Benchmark against market ranges (e.g., CircleCI: $15/credit → $8–12 at scale;"}, {"id": "mai-20260917-0721-smoke|c80-l5|zai-small|Harness", "prompt": "c80-l5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Harness: $50K–$200K base + 25–40% discount;"}, {"id": "mai-20260917-0721-smoke|c80-l5|zai-small|Azure DevOps", "prompt": "c80-l5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Azure DevOps: $6/user + per‑parallel‑job fee)"}, {"id": "mai-20260917-0721-smoke|c80-l6|alibaba-small|Jenkins", "prompt": "c80-l6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Jenkins should generally be avoided for new greenfield projects**"}, {"id": "mai-20260917-0721-smoke|c80-l6|alibaba-small|Buildbot", "prompt": "c80-l6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Buildbot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Examples to Avoid/Caution:** ... **Buildbot, Travis CI (legacy/self-hosted):** While powerful, they often require deep custom configuration"}, {"id": "mai-20260917-0721-smoke|c80-l6|alibaba-small|Travis CI", "prompt": "c80-l6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Travis CI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Buildbot, Travis CI (legacy/self-hosted):** While powerful, they often require deep custom configuration and may lack native integrations"}, {"id": "mai-20260917-0721-smoke|c80-l6|alibaba-small|IBM UrbanCode", "prompt": "c80-l6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "IBM UrbanCode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Older On-Premise Solutions (e.g., older versions of IBM UrbanCode, traditional HP ALM): These can lock enterprises into legacy workflows"}, {"id": "mai-20260917-0721-smoke|c80-l6|alibaba-small|HP ALM", "prompt": "c80-l6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "HP ALM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "traditional HP ALM): These can lock enterprises into legacy workflows, lack modern DevOps practices"}, {"id": "mai-20260917-0721-smoke|c80-l6|alibaba-small|GitHub Actions", "prompt": "c80-l6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "heavy reliance on proprietary marketplace actions can create vendor lock-in"}, {"id": "mai-20260917-0721-smoke|c80-l6|alibaba-small|Azure DevOps Pipelines", "prompt": "c80-l6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Azure DevOps Pipelines", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Azure DevOps may offer less value than competitors. Its pricing model can also become expensive at large scales"}, {"id": "mai-20260917-0721-smoke|c80-l6|alibaba-small|GitLab CI", "prompt": "c80-l6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**GitHub Actions / GitLab CI / Azure DevOps** for unified DevSecOps platforms with strong enterprise support."}, {"id": "mai-20260917-0721-smoke|c80-l6|alibaba-small|CircleCI", "prompt": "c80-l6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**CircleCI / Harness** for specialized high-scale or cloud-native needs."}, {"id": "mai-20260917-0721-smoke|c80-l6|alibaba-small|Harness", "prompt": "c80-l6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**CircleCI / Harness** for specialized high-scale or cloud-native needs."}, {"id": "mai-20260917-0721-smoke|c80-l6|anthropic-small|Jenkins", "prompt": "c80-l6", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Jenkins plugin vulnerabilities are frequent and well-documented; the patching gap between fix availability and actual deployment is a real operational challenge."}, {"id": "mai-20260917-0721-smoke|c80-l6|anthropic-small|TeamCity", "prompt": "c80-l6", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "TeamCity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "many enterprises still use on-premises CI/CD tools like Jenkins or TeamCity, which were originally built for monolithic applications"}, {"id": "mai-20260917-0721-smoke|c80-l6|anthropic-small|GitLab self-managed", "prompt": "c80-l6", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab self-managed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TeamCity, GitLab self-managed, Harness, and GitHub Enterprise are all common choices in these scenarios."}, {"id": "mai-20260917-0721-smoke|c80-l6|anthropic-small|Harness", "prompt": "c80-l6", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TeamCity, GitLab self-managed, Harness, and GitHub Enterprise are all common choices in these scenarios."}, {"id": "mai-20260917-0721-smoke|c80-l6|anthropic-small|GitHub Enterprise", "prompt": "c80-l6", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "TeamCity, GitLab self-managed, Harness, and GitHub Enterprise are all common choices in these scenarios."}, {"id": "mai-20260917-0721-smoke|c80-l6|challenger-small|GitHub Actions", "prompt": "c80-l6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "sources flag it as a poor fit when you need **air-gapped environments**, **non-GitHub repository hosting**"}, {"id": "mai-20260917-0721-smoke|c80-l6|challenger-small|CircleCI", "prompt": "c80-l6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "implying CircleCI is more something to evaluate carefully than default to for complex enterprise standardization"}, {"id": "mai-20260917-0721-smoke|c80-l6|challenger-small|GitLab", "prompt": "c80-l6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "prioritize **GitLab CI/CD**, **Azure DevOps**, or similar enterprise-oriented platforms over lightweight SaaS defaults"}, {"id": "mai-20260917-0721-smoke|c80-l6|challenger-small|Azure DevOps", "prompt": "c80-l6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "prioritize **GitLab CI/CD**, **Azure DevOps**, or similar enterprise-oriented platforms"}, {"id": "mai-20260917-0721-smoke|c80-l6|challenger-small|Harness", "prompt": "c80-l6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "larger organizations with strict governance usually lean toward **GitLab**, **Azure DevOps**, or **Harness** instead"}, {"id": "mai-20260917-0721-smoke|c80-l6|challenger-small|Jenkins", "prompt": "c80-l6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprises without dedicated platform engineers should be cautious."}, {"id": "mai-20260917-0721-smoke|c80-l6|deepseek-small|Jenkins", "prompt": "c80-l6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** self-hosted Jenkins or TeamCity unless you have a dedicated security engineering team"}, {"id": "mai-20260917-0721-smoke|c80-l6|deepseek-small|JetBrains TeamCity", "prompt": "c80-l6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "JetBrains TeamCity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** self-hosted Jenkins or TeamCity unless you have a dedicated security engineering team"}, {"id": "mai-20260917-0721-smoke|c80-l6|deepseek-small|GitLab", "prompt": "c80-l6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Be cautious** with self-hosted GitLab—only if you can commit to a strict patching regime."}, {"id": "mai-20260917-0721-smoke|c80-l6|deepseek-small|CircleCI", "prompt": "c80-l6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** CircleCI for anything touching critical production secrets."}, {"id": "mai-20260917-0721-smoke|c80-l6|deepseek-small|Drone", "prompt": "c80-l6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Drone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** niche open-source tools (Drone, GoCD, Buildbot) for production workloads."}, {"id": "mai-20260917-0721-smoke|c80-l6|deepseek-small|Concourse CI", "prompt": "c80-l6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Concourse CI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid entirely** for production CI/CD in a large enterprise."}, {"id": "mai-20260917-0721-smoke|c80-l6|deepseek-small|GoCD", "prompt": "c80-l6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GoCD", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid** niche open-source tools (Drone, GoCD, Buildbot) for production workloads."}, {"id": "mai-20260917-0721-smoke|c80-l6|deepseek-small|Buildbot", "prompt": "c80-l6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Buildbot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid** niche open-source tools (Drone, GoCD, Buildbot) for production workloads."}, {"id": "mai-20260917-0721-smoke|c80-l6|deepseek-small|Argo Workflows", "prompt": "c80-l6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Argo Workflows", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "no built-in RBAC** (relies on Kubernetes RBAC), **no native secret encryption**, and **no formal support model**"}, {"id": "mai-20260917-0721-smoke|c80-l6|deepseek-small|Buildkite", "prompt": "c80-l6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Buildkite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "no built-in SAST/DAST/SCA** scanning; you must bring your own tools. Audit logs are available only on the highest tiers."}, {"id": "mai-20260917-0721-smoke|c80-l6|deepseek-small|GitHub Actions", "prompt": "c80-l6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Trend toward** well-funded, enterprise-focused platforms ... (e.g., GitHub Actions with enterprise managed runners, GitLab.com SaaS"}, {"id": "mai-20260917-0721-smoke|c80-l6|google-small|Atlassian Bamboo", "prompt": "c80-l6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Atlassian Bamboo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to Avoid:** Atlassian announced a firm timeline to phase out its Data Center product line."}, {"id": "mai-20260917-0721-smoke|c80-l6|google-small|Bitbucket Pipelines", "prompt": "c80-l6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its cloud counterpart, Bitbucket Pipelines, often lags behind market leaders like GitHub Actions and GitLab"}, {"id": "mai-20260917-0721-smoke|c80-l6|google-small|GitHub Actions", "prompt": "c80-l6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft is focusing its core R&D, innovation, and AI-native capabilities ... on **GitHub Actions**"}, {"id": "mai-20260917-0721-smoke|c80-l6|google-small|GitLab", "prompt": "c80-l6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "new projects should default to GitHub Enterprise or GitLab"}, {"id": "mai-20260917-0721-smoke|c80-l6|google-small|Travis CI", "prompt": "c80-l6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Travis CI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Travis CI has struggled with stagnation and a decline in community trust"}, {"id": "mai-20260917-0721-smoke|c80-l6|google-small|Jenkins", "prompt": "c80-l6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "enterprises should **strictly avoid greenfield Jenkins deployments**"}, {"id": "mai-20260917-0721-smoke|c80-l6|google-small|Azure DevOps (ADO) / Azure Pipelines", "prompt": "c80-l6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Azure DevOps (ADO) / Azure Pipelines", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "launching *new* enterprise-wide initiatives on ADO in 2026 is a strategic mistake"}, {"id": "mai-20260917-0721-smoke|c80-l6|google-small|CircleCI", "prompt": "c80-l6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it has historically been targeted in high-profile security breaches"}, {"id": "mai-20260917-0721-smoke|c80-l6|google-small|AWS CodePipeline", "prompt": "c80-l6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "AWS CodePipeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**The Risk:** Vendor lock-in and poor developer experience (DX)."}, {"id": "mai-20260917-0721-smoke|c80-l6|google-small|GCP Cloud Build", "prompt": "c80-l6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GCP Cloud Build", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**The Risk:** Vendor lock-in and poor developer experience (DX)."}, {"id": "mai-20260917-0721-smoke|c80-l6|meta-small|Jenkins", "prompt": "c80-l6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "requires significant maintenance and upkeep, and its configuration complexity and plugin management overhead can be challenging"}, {"id": "mai-20260917-0721-smoke|c80-l6|meta-small|GitLab CI/CD", "prompt": "c80-l6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it can be expensive for small teams, and its compute minute limits may be a concern"}, {"id": "mai-20260917-0721-smoke|c80-l6|meta-small|CircleCI", "prompt": "c80-l6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its credit consumption requires monitoring, and it may not be suitable for teams with complex toolchains"}, {"id": "mai-20260917-0721-smoke|c80-l6|meta-small|GitHub Actions", "prompt": "c80-l6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is a good choice for GitHub-first teams and open-source projects"}, {"id": "mai-20260917-0721-smoke|c80-l6|meta-small|Harness", "prompt": "c80-l6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Harness", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "It is a strong fit for mature engineering organizations that need governance, advanced deployment workflows, and software delivery visibility."}, {"id": "mai-20260917-0721-smoke|c80-l6|meta-small|Azure DevOps", "prompt": "c80-l6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "offers flexible pipelines for Microsoft-centric teams with existing Azure infrastructure, but requires significant YAML scripting expertise"}, {"id": "mai-20260917-0721-smoke|c80-l6|minimax-small|Jenkins", "prompt": "c80-l6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Jenkins is the most commonly cited platform to avoid or limit in large enterprise environments"}, {"id": "mai-20260917-0721-smoke|c80-l6|mistral-small|Jenkins", "prompt": "c80-l6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it is often discouraged for large enterprises due to its high configuration complexity"}, {"id": "mai-20260917-0721-smoke|c80-l6|mistral-small|TeamCity", "prompt": "c80-l6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "TeamCity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may not be ideal for enterprises looking for cloud-native, AI-ready, or fully integrated DevOps platforms"}, {"id": "mai-20260917-0721-smoke|c80-l6|mistral-small|CircleCI", "prompt": "c80-l6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "CircleCI's usage-based pricing model can become unpredictable and costly for large teams"}, {"id": "mai-20260917-0721-smoke|c80-l6|mistral-small|GitHub Actions", "prompt": "c80-l6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "platforms like GitHub Actions and GitLab CI/CD are often recommended for their integration, compliance, and scalability"}, {"id": "mai-20260917-0721-smoke|c80-l6|mistral-small|GitLab CI/CD", "prompt": "c80-l6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "platforms like GitHub Actions and GitLab CI/CD are often recommended for their integration, compliance, and scalability"}, {"id": "mai-20260917-0721-smoke|c80-l6|moonshot-small|Jenkins", "prompt": "c80-l6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Jenkins** — Approach with Caution ... Requires dedicated teams for upgrades, plugin management, and infrastructure"}, {"id": "mai-20260917-0721-smoke|c80-l6|moonshot-small|Travis CI", "prompt": "c80-l6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Travis CI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Travis CI** — Generally Avoid for Enterprise"}, {"id": "mai-20260917-0721-smoke|c80-l6|moonshot-small|Atlassian Bamboo", "prompt": "c80-l6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Atlassian Bamboo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Atlassian Bamboo** — Avoid (End-of-Life Status)"}, {"id": "mai-20260917-0721-smoke|c80-l6|moonshot-small|GitLab CI/CD", "prompt": "c80-l6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Integrated DevSecOps, self-hosted options, comprehensive compliance features"}, {"id": "mai-20260917-0721-smoke|c80-l6|moonshot-small|GitHub Actions", "prompt": "c80-l6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ecosystem integration, scalable runners, strong enterprise features"}, {"id": "mai-20260917-0721-smoke|c80-l6|moonshot-small|TeamCity", "prompt": "c80-l6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "TeamCity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong enterprise support, hybrid cloud/self-hosted, JetBrains ecosystem"}, {"id": "mai-20260917-0721-smoke|c80-l6|moonshot-small|Harness", "prompt": "c80-l6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Modern CD-focused, cost optimization, enterprise governance"}, {"id": "mai-20260917-0721-smoke|c80-l6|moonshot-small|Azure DevOps", "prompt": "c80-l6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Native cloud integration, enterprise SLAs, compliance certifications"}, {"id": "mai-20260917-0721-smoke|c80-l6|moonshot-small|AWS CodePipeline", "prompt": "c80-l6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "AWS CodePipeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Native cloud integration, enterprise SLAs, compliance certifications"}, {"id": "mai-20260917-0721-smoke|c80-l6|moonshot-small|CloudBees", "prompt": "c80-l6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CloudBees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Jenkins (without CloudBees enterprise support or strong governance)"}, {"id": "mai-20260917-0721-smoke|c80-l6|openai-small|GitHub Actions", "prompt": "c80-l6", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "GitHub explicitly warns that self-hosted runners are not guaranteed to be ephemeral"}, {"id": "mai-20260917-0721-smoke|c80-l6|openai-small|GitLab", "prompt": "c80-l6", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "GitHub and GitLab both emphasize centralized controls, security configuration, and group/enterprise-level governance"}, {"id": "mai-20260917-0721-smoke|c80-l6|openai-small|CircleCI", "prompt": "c80-l6", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CircleCI\\u2019s own documentation highlights on-prem/private-cloud/server options for organizations with firewall, compliance, or security requirements"}, {"id": "mai-20260917-0721-smoke|c80-l6|openai-small|Jenkins", "prompt": "c80-l6", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare specific platforms like **GitHub Actions, GitLab CI, Jenkins, CircleCI, Bamboo, Azure DevOps, Buildkite, and TeamCity** for enterprise use"}, {"id": "mai-20260917-0721-smoke|c80-l6|openai-small|Bamboo", "prompt": "c80-l6", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Bamboo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare specific platforms like **GitHub Actions, GitLab CI, Jenkins, CircleCI, Bamboo, Azure DevOps, Buildkite, and TeamCity**"}, {"id": "mai-20260917-0721-smoke|c80-l6|openai-small|Azure DevOps", "prompt": "c80-l6", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compare specific platforms like **GitHub Actions, GitLab CI, Jenkins, CircleCI, Bamboo, Azure DevOps, Buildkite, and TeamCity**"}, {"id": "mai-20260917-0721-smoke|c80-l6|openai-small|Buildkite", "prompt": "c80-l6", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Buildkite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "compare specific platforms like **GitHub Actions, GitLab CI, Jenkins, CircleCI, Bamboo, Azure DevOps, Buildkite, and TeamCity**"}, {"id": "mai-20260917-0721-smoke|c80-l6|openai-small|TeamCity", "prompt": "c80-l6", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "compare specific platforms like **GitHub Actions, GitLab CI, Jenkins, CircleCI, Bamboo, Azure DevOps, Buildkite, and TeamCity**"}, {"id": "mai-20260917-0721-smoke|c80-l6|xai-small|Jenkins (Open-Source Core)", "prompt": "c80-l6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins (Open-Source Core)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be Very Cautious Without Enterprise Add-Ons"}, {"id": "mai-20260917-0721-smoke|c80-l6|xai-small|CloudBees CI", "prompt": "c80-l6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CloudBees CI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "enterprises often hit ceilings without custom Kubernetes setups or paid forks like CloudBees CI"}, {"id": "mai-20260917-0721-smoke|c80-l6|xai-small|GitLab CI", "prompt": "c80-l6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Prioritize These Instead: GitLab CI/CD (integrated, scalable self-hosted/cloud)"}, {"id": "mai-20260917-0721-smoke|c80-l6|xai-small|Harness", "prompt": "c80-l6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Harness (AI/governance)"}, {"id": "mai-20260917-0721-smoke|c80-l6|xai-small|TeamCity", "prompt": "c80-l6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "TeamCity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "TeamCity (strong diagnostics/hybrid)"}, {"id": "mai-20260917-0721-smoke|c80-l6|xai-small|Atlassian Bamboo", "prompt": "c80-l6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Atlassian Bamboo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Atlassian Bamboo – Strong Caution or Migrate"}, {"id": "mai-20260917-0721-smoke|c80-l6|xai-small|Octopus", "prompt": "c80-l6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Octopus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Octopus Deploy (CD focus at scale)"}, {"id": "mai-20260917-0721-smoke|c80-l6|xai-small|Bitbucket Pipelines", "prompt": "c80-l6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Atlassian users often shift to Bitbucket Pipelines"}, {"id": "mai-20260917-0721-smoke|c80-l6|xai-small|Jenkins X", "prompt": "c80-l6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "others to Jenkins X or Argo CD hybrids"}, {"id": "mai-20260917-0721-smoke|c80-l6|xai-small|Argo CD", "prompt": "c80-l6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Argo CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "others to Jenkins X or Argo CD hybrids"}, {"id": "mai-20260917-0721-smoke|c80-l6|xai-small|CircleCI", "prompt": "c80-l6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "CircleCI – Caution on Cost and Config Sharing"}, {"id": "mai-20260917-0721-smoke|c80-l6|xai-small|GitHub Actions", "prompt": "c80-l6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "GitHub Actions (cheaper for GitHub users)"}, {"id": "mai-20260917-0721-smoke|c80-l6|xai-small|Travis CI", "prompt": "c80-l6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Travis CI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Travis CI – Generally Avoid"}, {"id": "mai-20260917-0721-smoke|c80-l6|xai-small|Drone CI", "prompt": "c80-l6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Drone CI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Drone CI – Avoid for Large Orgs"}, {"id": "mai-20260917-0721-smoke|c80-l6|zai-small|Jenkins", "prompt": "c80-l6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid Jenkins** if you do not have a dedicated \"Platform Engineering\" team to maintain it."}, {"id": "mai-20260917-0721-smoke|c80-l6|zai-small|GitLab CI/CD", "prompt": "c80-l6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid GitLab** if you expect to exceed hundreds of thousands of builds per month"}, {"id": "mai-20260917-0721-smoke|c80-l6|zai-small|CircleCI", "prompt": "c80-l6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid CircleCI** if your organization uses multiple repositories (microservices)"}, {"id": "mai-20260917-0721-smoke|c80-l6|zai-small|GitHub Actions", "prompt": "c80-l6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid GitHub Actions** if you are in a highly regulated industry"}, {"id": "mai-20260917-0721-smoke|c80-l6|zai-small|AWS CodeBuild", "prompt": "c80-l6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "AWS CodeBuild", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these cloud-native solutions often fail in enterprises with complex hybrid environments"}, {"id": "mai-20260917-0721-smoke|c80-l6|zai-small|Azure DevOps", "prompt": "c80-l6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these cloud-native solutions often fail in enterprises with complex hybrid environments"}, {"id": "mai-20260917-0721-smoke|c80-m1|alibaba-small|GitHub Actions", "prompt": "c80-m1", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Market Leader: GitHub Actions ... this is usually the default \"best\" choice."}, {"id": "mai-20260917-0721-smoke|c80-m1|alibaba-small|GitLab CI/CD", "prompt": "c80-m1", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitLab is a major competitor because it offers a \"DevSecOps\" platform."}, {"id": "mai-20260917-0721-smoke|c80-m1|alibaba-small|CircleCI", "prompt": "c80-m1", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CircleCI focuses almost entirely on speed and reliable execution environments"}, {"id": "mai-20260917-0721-smoke|c80-m1|alibaba-small|Jenkins", "prompt": "c80-m1", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Not recommended** unless you lack internet access or have highly unique networking requirements."}, {"id": "mai-20260917-0721-smoke|c80-m1|anthropic-small|GitHub Actions", "prompt": "c80-m1", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most mid-market B2B companies find GitHub Actions or GitLab CI/CD to be the sweet spot between ease of use, feature completeness, and cost."}, {"id": "mai-20260917-0721-smoke|c80-m1|anthropic-small|GitLab CI/CD", "prompt": "c80-m1", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most mid-market B2B companies find GitHub Actions or GitLab CI/CD to be the sweet spot"}, {"id": "mai-20260917-0721-smoke|c80-m1|anthropic-small|CircleCI", "prompt": "c80-m1", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If build speed matters: CircleCI"}, {"id": "mai-20260917-0721-smoke|c80-m1|anthropic-small|Azure DevOps", "prompt": "c80-m1", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you're already invested in the Microsoft ecosystem."}, {"id": "mai-20260917-0721-smoke|c80-m1|anthropic-small|AWS native tools", "prompt": "c80-m1", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "AWS native tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If using AWS exclusively: Consider AWS native tools"}, {"id": "mai-20260917-0721-smoke|c80-m1|challenger-small|GitLab CI/CD", "prompt": "c80-m1", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall CI/CD platform is usually **GitLab CI/CD** if you want an integrated platform with built-in DevSecOps"}, {"id": "mai-20260917-0721-smoke|c80-m1|challenger-small|GitHub Actions", "prompt": "c80-m1", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitHub Actions** is the strongest alternative"}, {"id": "mai-20260917-0721-smoke|c80-m1|challenger-small|CircleCI", "prompt": "c80-m1", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CircleCI** is often favored by mid-market teams that need **high-performance pipelines and parallelism**"}, {"id": "mai-20260917-0721-smoke|c80-m1|challenger-small|Semaphore", "prompt": "c80-m1", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Semaphore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Semaphore** is a strong option when **speed and cost efficiency** matter most"}, {"id": "mai-20260917-0721-smoke|c80-m1|deepseek-small|GitHub Actions", "prompt": "c80-m1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're already on GitHub (as most B2B dev teams are), go with GitHub Actions."}, {"id": "mai-20260917-0721-smoke|c80-m1|deepseek-small|GitLab CI/CD", "prompt": "c80-m1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose GitLab if you need a unified platform with strong built-in security/compliance"}, {"id": "mai-20260917-0721-smoke|c80-m1|deepseek-small|CircleCI", "prompt": "c80-m1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Consider **CircleCI** only if build speed is a real, measurable constraint."}, {"id": "mai-20260917-0721-smoke|c80-m1|deepseek-small|Jenkins", "prompt": "c80-m1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Skip **Jenkins** unless you have a specific need ... it's high-maintenance at mid-market scale."}, {"id": "mai-20260917-0721-smoke|c80-m1|google-small|GitHub Actions", "prompt": "c80-m1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** and **GitLab CI/CD** are the undisputed leaders for mid-market B2B companies"}, {"id": "mai-20260917-0721-smoke|c80-m1|google-small|GitLab CI/CD", "prompt": "c80-m1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GitHub Actions** and **GitLab CI/CD** are the undisputed leaders for mid-market B2B companies"}, {"id": "mai-20260917-0721-smoke|c80-m1|google-small|Argo CD", "prompt": "c80-m1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Argo CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use **Argo CD** (an open-source GitOps controller) for the **CD** part."}, {"id": "mai-20260917-0721-smoke|c80-m1|google-small|Jenkins", "prompt": "c80-m1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "For a mid-market company, **avoid Jenkins** unless you have deep legacy infrastructure dependencies"}, {"id": "mai-20260917-0721-smoke|c80-m1|meta-small|GitHub Actions", "prompt": "c80-m1", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top CI/CD platforms include GitHub Actions, GitLab, and others."}, {"id": "mai-20260917-0721-smoke|c80-m1|meta-small|GitLab", "prompt": "c80-m1", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top CI/CD platforms include GitHub Actions, GitLab, and others."}, {"id": "mai-20260917-0721-smoke|c80-m1|minimax-small|GitLab", "prompt": "c80-m1", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend considering **GitLab** or **CircleCI** as top choices"}, {"id": "mai-20260917-0721-smoke|c80-m1|minimax-small|CircleCI", "prompt": "c80-m1", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend considering **GitLab** or **CircleCI** as top choices"}, {"id": "mai-20260917-0721-smoke|c80-m1|minimax-small|Azure DevOps", "prompt": "c80-m1", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already embedded in the **Microsoft ecosystem**, **Azure DevOps** is also a solid choice"}, {"id": "mai-20260917-0721-smoke|c80-m1|mistral-small|GitHub Actions", "prompt": "c80-m1", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** or **GitLab CI/CD** are the best choices due to their ease of use"}, {"id": "mai-20260917-0721-smoke|c80-m1|mistral-small|GitLab CI/CD", "prompt": "c80-m1", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GitHub Actions** or **GitLab CI/CD** are the best choices"}, {"id": "mai-20260917-0721-smoke|c80-m1|mistral-small|CircleCI", "prompt": "c80-m1", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jenkins** or **CircleCI** may be preferable"}, {"id": "mai-20260917-0721-smoke|c80-m1|mistral-small|Jenkins", "prompt": "c80-m1", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Requires more maintenance and setup compared to cloud-based solutions"}, {"id": "mai-20260917-0721-smoke|c80-m1|mistral-small|Azure DevOps (formerly VSTS)", "prompt": "c80-m1", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps (formerly VSTS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A strong choice for companies already using Microsoft tools"}, {"id": "mai-20260917-0721-smoke|c80-m1|moonshot-small|GitHub Actions", "prompt": "c80-m1", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** — Best Overall for Most Mid-Market Teams"}, {"id": "mai-20260917-0721-smoke|c80-m1|moonshot-small|GitLab CI", "prompt": "c80-m1", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab CI** — Best for Integrated DevOps"}, {"id": "mai-20260917-0721-smoke|c80-m1|moonshot-small|CircleCI", "prompt": "c80-m1", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CircleCI** is worth the premium"}, {"id": "mai-20260917-0721-smoke|c80-m1|moonshot-small|Azure DevOps", "prompt": "c80-m1", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure DevOps** — Best for Microsoft-Centric Organizations"}, {"id": "mai-20260917-0721-smoke|c80-m1|openai-small|GitHub Actions", "prompt": "c80-m1", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best default choice is usually GitHub Actions if your code already lives in GitHub"}, {"id": "mai-20260917-0721-smoke|c80-m1|openai-small|CircleCI", "prompt": "c80-m1", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a dedicated CI/CD product with stronger pipeline orchestration and enterprise features:** **CircleCI**"}, {"id": "mai-20260917-0721-smoke|c80-m1|openai-small|Azure Pipelines", "prompt": "c80-m1", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure Pipelines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're heavily invested in Microsoft/Azure:** **Azure Pipelines**"}, {"id": "mai-20260917-0721-smoke|c80-m1|openai-small|GitLab CI/CD", "prompt": "c80-m1", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GitLab CI/CD** is worth considering, especially if you already use GitLab"}, {"id": "mai-20260917-0721-smoke|c80-m1|openai-small|Buildkite", "prompt": "c80-m1", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Buildkite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Buildkite** or **Jenkins**, though they generally require more platform ownership"}, {"id": "mai-20260917-0721-smoke|c80-m1|openai-small|Jenkins", "prompt": "c80-m1", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Buildkite** or **Jenkins**, though they generally require more platform ownership"}, {"id": "mai-20260917-0721-smoke|c80-m1|xai-small|GitHub Actions", "prompt": "c80-m1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions (Most Popular Default Choice)**"}, {"id": "mai-20260917-0721-smoke|c80-m1|xai-small|GitLab CI/CD", "prompt": "c80-m1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab CI/CD (Best All-in-One for DevSecOps)**"}, {"id": "mai-20260917-0721-smoke|c80-m1|xai-small|CircleCI", "prompt": "c80-m1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CircleCI (Best for Speed/Performance)**"}, {"id": "mai-20260917-0721-smoke|c80-m1|xai-small|Jenkins", "prompt": "c80-m1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cons**: High maintenance (your DevOps burden); lags in modern features... avoid unless necessary."}, {"id": "mai-20260917-0721-smoke|c80-m1|xai-small|Azure DevOps", "prompt": "c80-m1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Other notables**: Azure DevOps (if Microsoft stack)"}, {"id": "mai-20260917-0721-smoke|c80-m1|xai-small|Buildkite", "prompt": "c80-m1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Buildkite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Buildkite/TeamCity (hybrid scale)"}, {"id": "mai-20260917-0721-smoke|c80-m1|xai-small|TeamCity", "prompt": "c80-m1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Buildkite/TeamCity (hybrid scale)"}, {"id": "mai-20260917-0721-smoke|c80-m1|xai-small|Semaphore", "prompt": "c80-m1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Semaphore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Semaphore (speed champ in benchmarks at $0.04/run)"}, {"id": "mai-20260917-0721-smoke|c80-m1|zai-small|GitHub Actions", "prompt": "c80-m1", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑market B2B companies, **GitHub Actions** is the safest default"}, {"id": "mai-20260917-0721-smoke|c80-m1|zai-small|GitLab CI/CD", "prompt": "c80-m1", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab CI/CD** is the compelling alternative if you need an all‑in‑one DevOps platform"}, {"id": "mai-20260917-0721-smoke|c80-m1|zai-small|CircleCI", "prompt": "c80-m1", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "remains a strong choice if build speed and parallelism are your top priorities"}, {"id": "mai-20260917-0721-smoke|c80-m1|zai-small|Azure DevOps Pipelines", "prompt": "c80-m1", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps Pipelines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal if your organization is deeply Azure‑centric and requires comprehensive ALM"}, {"id": "mai-20260917-0721-smoke|c80-m1|zai-small|Buildkite", "prompt": "c80-m1", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Buildkite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "increasingly choose GitHub Actions over CircleCI or early Buildkite"}, {"id": "mai-20260917-0721-smoke|c80-m1|zai-small|Jenkins", "prompt": "c80-m1", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High maintenance burden; steep learning curve; less out‑of‑the‑box governance features."}, {"id": "mai-20260917-0721-smoke|c80-m2|alibaba-small|GitHub Actions", "prompt": "c80-m2", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **GitHub Actions** if you're already on GitHub for simplicity."}, {"id": "mai-20260917-0721-smoke|c80-m2|alibaba-small|GitLab CI/CD", "prompt": "c80-m2", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **GitLab** if you want a comprehensive, secure, all-in-one platform."}, {"id": "mai-20260917-0721-smoke|c80-m2|alibaba-small|Jenkins", "prompt": "c80-m2", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While Jenkins can be more complex to maintain... Only choose **Jenkins** if you have a dedicated DevOps team and unique, complex infrastructure needs."}, {"id": "mai-20260917-0721-smoke|c80-m2|anthropic-small|GitLab CI/CD", "prompt": "c80-m2", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitLab CI/CD** would be my primary recommendation."}, {"id": "mai-20260917-0721-smoke|c80-m2|anthropic-small|CircleCI", "prompt": "c80-m2", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CircleCI** is another strong option specifically noted for mid-sized teams"}, {"id": "mai-20260917-0721-smoke|c80-m2|anthropic-small|GitHub Actions", "prompt": "c80-m2", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GitHub Actions** is worth considering if your team already uses GitHub."}, {"id": "mai-20260917-0721-smoke|c80-m2|anthropic-small|Bitbucket Pipelines", "prompt": "c80-m2", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you're invested in the Atlassian ecosystem, Bitbucket Pipelines"}, {"id": "mai-20260917-0721-smoke|c80-m2|anthropic-small|Azure DevOps", "prompt": "c80-m2", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if in Microsoft Azure, Azure DevOps"}, {"id": "mai-20260917-0721-smoke|c80-m2|challenger-small|GitHub Actions", "prompt": "c80-m2", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **GitHub Actions** as the default choice if your code already lives in GitHub"}, {"id": "mai-20260917-0721-smoke|c80-m2|challenger-small|GitLab CI/CD", "prompt": "c80-m2", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab CI/CD** is the stronger alternative because it combines CI/CD with broader DevOps, security, and governance features"}, {"id": "mai-20260917-0721-smoke|c80-m2|challenger-small|Semaphore", "prompt": "c80-m2", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Semaphore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Semaphore or CircleCI** if build speed, parallelism, or pipeline performance is your top priority"}, {"id": "mai-20260917-0721-smoke|c80-m2|challenger-small|CircleCI", "prompt": "c80-m2", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Semaphore or CircleCI** if build speed, parallelism, or pipeline performance is your top priority"}, {"id": "mai-20260917-0721-smoke|c80-m2|challenger-small|Jenkins", "prompt": "c80-m2", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Choose Jenkins** only if you need maximum control and are willing to manage more infrastructure and maintenance yourself"}, {"id": "mai-20260917-0721-smoke|c80-m2|deepseek-small|GitLab", "prompt": "c80-m2", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **GitLab** (self-managed or GitLab.com)"}, {"id": "mai-20260917-0721-smoke|c80-m2|deepseek-small|GitHub Actions", "prompt": "c80-m2", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitHub Actions** is the pragmatic default (5-minute setup, huge ecosystem)"}, {"id": "mai-20260917-0721-smoke|c80-m2|deepseek-small|Azure DevOps", "prompt": "c80-m2", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a Microsoft/.NET/Azure shop \\u2192 **Azure DevOps**"}, {"id": "mai-20260917-0721-smoke|c80-m2|deepseek-small|CircleCI", "prompt": "c80-m2", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Build speed** is your measurable bottleneck ... but a narrower, CI-focused scope rather than a full platform."}, {"id": "mai-20260917-0721-smoke|c80-m2|deepseek-small|Jenkins", "prompt": "c80-m2", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "its maintenance burden and Groovy config complexity make it a poor fit for a mid-size team"}, {"id": "mai-20260917-0721-smoke|c80-m2|google-small|GitHub Actions", "prompt": "c80-m2", "model": "google-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** is the undisputed top recommendation."}, {"id": "mai-20260917-0721-smoke|c80-m2|google-small|GitLab CI/CD", "prompt": "c80-m2", "model": "google-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab CI/CD** is an incredibly powerful alternative."}, {"id": "mai-20260917-0721-smoke|c80-m2|google-small|Argo CD", "prompt": "c80-m2", "model": "google-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Argo CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use **Argo CD** for the **CD portion** (deployment)."}, {"id": "mai-20260917-0721-smoke|c80-m2|google-small|Jenkins", "prompt": "c80-m2", "model": "google-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**you should actively avoid it** unless you have highly restrictive, air-gapped on-premise infrastructure requirements."}, {"id": "mai-20260917-0721-smoke|c80-m2|meta-small|GitHub", "prompt": "c80-m2", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub - a popular choice for version control and delivery pipelines, with a free tier and a rating of 4.7/5 on G2."}, {"id": "mai-20260917-0721-smoke|c80-m2|meta-small|Podman", "prompt": "c80-m2", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Podman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Podman - a free CI/CD tool that is considered one of the best overall options."}, {"id": "mai-20260917-0721-smoke|c80-m2|meta-small|Harness", "prompt": "c80-m2", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Harness - a modern CI/CD platform that offers a range of features"}, {"id": "mai-20260917-0721-smoke|c80-m2|minimax-small|GitLab CI/CD", "prompt": "c80-m2", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **GitLab CI/CD** because: All-in-one solution"}, {"id": "mai-20260917-0721-smoke|c80-m2|minimax-small|GitHub Actions", "prompt": "c80-m2", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already using GitHub, **GitHub Actions** is an excellent choice"}, {"id": "mai-20260917-0721-smoke|c80-m2|minimax-small|CircleCI", "prompt": "c80-m2", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for speed-focused teams) Excellent build performance and parallelism"}, {"id": "mai-20260917-0721-smoke|c80-m2|minimax-small|Jenkins", "prompt": "c80-m2", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Jenkins** unless you have specific constraints ... as it requires more maintenance."}, {"id": "mai-20260917-0721-smoke|c80-m2|mistral-small|Jenkins", "prompt": "c80-m2", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you require more customization, **Jenkins** is a reliable option."}, {"id": "mai-20260917-0721-smoke|c80-m2|mistral-small|GitLab CI/CD", "prompt": "c80-m2", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-sized B2B companies, **GitLab CI/CD** or **CircleCI** are excellent choices"}, {"id": "mai-20260917-0721-smoke|c80-m2|mistral-small|CircleCI", "prompt": "c80-m2", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**GitLab CI/CD** or **CircleCI** are excellent choices due to their balance of features, ease of use, and scalability"}, {"id": "mai-20260917-0721-smoke|c80-m2|mistral-small|GitHub Actions", "prompt": "c80-m2", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For teams already using GitHub or Microsoft tools, **GitHub Actions** or **Azure DevOps** may be the most seamless fit."}, {"id": "mai-20260917-0721-smoke|c80-m2|mistral-small|Azure DevOps", "prompt": "c80-m2", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for companies already in the Microsoft ecosystem"}, {"id": "mai-20260917-0721-smoke|c80-m2|moonshot-small|GitHub Actions", "prompt": "c80-m2", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **GitHub Actions** is the best choice."}, {"id": "mai-20260917-0721-smoke|c80-m2|moonshot-small|GitLab CI/CD", "prompt": "c80-m2", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose GitLab CI/CD if:** - You want an **all-in-one platform**"}, {"id": "mai-20260917-0721-smoke|c80-m2|moonshot-small|Azure DevOps", "prompt": "c80-m2", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Azure DevOps if:** - You're heavily invested in **Microsoft/Azure ecosystem**"}, {"id": "mai-20260917-0721-smoke|c80-m2|moonshot-small|CircleCI", "prompt": "c80-m2", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose CircleCI if:** - **Build speed** is critical"}, {"id": "mai-20260917-0721-smoke|c80-m2|moonshot-small|Jenkins", "prompt": "c80-m2", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Avoid Jenkins unless:** - You have dedicated DevOps staff"}, {"id": "mai-20260917-0721-smoke|c80-m2|openai-small|GitHub Actions", "prompt": "c80-m2", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** is usually the best starting point"}, {"id": "mai-20260917-0721-smoke|c80-m2|openai-small|GitLab CI/CD", "prompt": "c80-m2", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want source control, CI/CD, security scanning, and deployment workflows in one platform"}, {"id": "mai-20260917-0721-smoke|c80-m2|openai-small|Jenkins", "prompt": "c80-m2", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "only if you need maximum customization and already have strong DevOps engineering capacity... more maintenance-heavy"}, {"id": "mai-20260917-0721-smoke|c80-m2|openai-small|CircleCI", "prompt": "c80-m2", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you want a polished CI experience and strong performance"}, {"id": "mai-20260917-0721-smoke|c80-m2|openai-small|Azure DevOps", "prompt": "c80-m2", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering if you're already deeply invested in Microsoft/Azure"}, {"id": "mai-20260917-0721-smoke|c80-m2|xai-small|GitHub Actions", "prompt": "c80-m2", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend GitHub Actions as the primary CI/CD tool for a mid-sized B2B company."}, {"id": "mai-20260917-0721-smoke|c80-m2|xai-small|Jenkins", "prompt": "c80-m2", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High maintenance (plugins, upgrades, security)—avoid unless you have dedicated DevOps staff."}, {"id": "mai-20260917-0721-smoke|c80-m2|xai-small|GitLab CI", "prompt": "c80-m2", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You want an all-in-one DevSecOps platform (SCM + CI/CD + security scanning) or self-hosting."}, {"id": "mai-20260917-0721-smoke|c80-m2|xai-small|CircleCI", "prompt": "c80-m2", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Build speed/parallelism is critical (e.g., large monorepos or heavy tests)."}, {"id": "mai-20260917-0721-smoke|c80-m2|xai-small|Azure DevOps", "prompt": "c80-m2", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For Microsoft stacks, consider Azure DevOps."}, {"id": "mai-20260917-0721-smoke|c80-m2|zai-small|GitLab CI/CD", "prompt": "c80-m2", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: GitLab CI/CD (or GitHub Actions)"}, {"id": "mai-20260917-0721-smoke|c80-m2|zai-small|GitHub Actions", "prompt": "c80-m2", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: GitLab CI/CD (or GitHub Actions)"}, {"id": "mai-20260917-0721-smoke|c80-m2|zai-small|CircleCI", "prompt": "c80-m2", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**CircleCI** | Performance‑oriented teams with Docker expertise | Credit‑based (cost can scale quickly)"}, {"id": "mai-20260917-0721-smoke|c80-m2|zai-small|Jenkins", "prompt": "c80-m2", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Both offer clean YAML pipelines and low maintenance compared to Jenkins."}, {"id": "mai-20260917-0721-smoke|c80-m2|zai-small|Azure DevOps", "prompt": "c80-m2", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Azure DevOps** | Microsoft‑centric organizations | $6/user/month (Basic)"}, {"id": "mai-20260917-0721-smoke|c80-m3|alibaba-small|Jenkins", "prompt": "c80-m3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The \"grandfather\" of CI/CD tools... it remains the most popular tool because it is free and infinitely customizable"}, {"id": "mai-20260917-0721-smoke|c80-m3|alibaba-small|GitHub Actions", "prompt": "c80-m3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "currently one of the fastest-growing platforms"}, {"id": "mai-20260917-0721-smoke|c80-m3|alibaba-small|GitLab CI/CD", "prompt": "c80-m3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "GitLab offers a \"DevSecOps\" platform where CI/CD is built directly into the interface"}, {"id": "mai-20260917-0721-smoke|c80-m3|alibaba-small|CircleCI", "prompt": "c80-m3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CircleCI focuses heavily on speed, scalability, and reliability"}, {"id": "mai-20260917-0721-smoke|c80-m3|alibaba-small|Azure DevOps", "prompt": "c80-m3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A full suite for Microsoft-centric development"}, {"id": "mai-20260917-0721-smoke|c80-m3|alibaba-small|TeamCity", "prompt": "c80-m3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Agent-based (e.g., Jenkins, TeamCity)"}, {"id": "mai-20260917-0721-smoke|c80-m3|anthropic-small|GitHub Actions", "prompt": "c80-m3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's the default pick for GitHub-native teams."}, {"id": "mai-20260917-0721-smoke|c80-m3|anthropic-small|Jenkins", "prompt": "c80-m3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "perfect for teams needing a customizable, scalable, and extensible CI/CD platform"}, {"id": "mai-20260917-0721-smoke|c80-m3|anthropic-small|GitLab CI/CD", "prompt": "c80-m3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GitLab CI/CD wins for all-in-one platforms."}, {"id": "mai-20260917-0721-smoke|c80-m3|anthropic-small|CircleCI", "prompt": "c80-m3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the standalone CI/CD product that has aged the best with strong test parallelization"}, {"id": "mai-20260917-0721-smoke|c80-m3|anthropic-small|Travis CI", "prompt": "c80-m3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Travis CI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Travis CI: CI/CD with YAML-based configuration, supporting GitHub, GitLab, and Bitbucket."}, {"id": "mai-20260917-0721-smoke|c80-m3|anthropic-small|Azure DevOps", "prompt": "c80-m3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Microsoft's DevOps suite covering repositories, pipelines, boards, and package management."}, {"id": "mai-20260917-0721-smoke|c80-m3|anthropic-small|Codefresh", "prompt": "c80-m3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Codefresh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A Kubernetes-native CI/CD platform that focuses on containers and microservices."}, {"id": "mai-20260917-0721-smoke|c80-m3|anthropic-small|Argo CD", "prompt": "c80-m3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Argo CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "pairing a CI platform with a dedicated CD tool like Argo CD"}, {"id": "mai-20260917-0721-smoke|c80-m3|anthropic-small|Spacelift", "prompt": "c80-m3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "an infrastructure-as-code layer like Spacelift"}, {"id": "mai-20260917-0721-smoke|c80-m3|challenger-small|GitHub Actions", "prompt": "c80-m3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** is the most natural choice for teams already using GitHub... typically the easiest to adopt"}, {"id": "mai-20260917-0721-smoke|c80-m3|challenger-small|GitLab CI/CD", "prompt": "c80-m3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for teams that want an **all-in-one DevOps platform**"}, {"id": "mai-20260917-0721-smoke|c80-m3|challenger-small|CircleCI", "prompt": "c80-m3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "known for **speed, caching, parallelism, and configurable execution environments**"}, {"id": "mai-20260917-0721-smoke|c80-m3|challenger-small|Jenkins", "prompt": "c80-m3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The tradeoff is that it usually requires more maintenance and platform ownership than newer managed tools."}, {"id": "mai-20260917-0721-smoke|c80-m3|challenger-small|Azure DevOps", "prompt": "c80-m3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "typically chosen by organizations already invested in Microsoft tooling and Azure"}, {"id": "mai-20260917-0721-smoke|c80-m3|challenger-small|Bitbucket Pipelines", "prompt": "c80-m3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best fit for teams centered on Bitbucket/Atlassian tooling"}, {"id": "mai-20260917-0721-smoke|c80-m3|challenger-small|TeamCity", "prompt": "c80-m3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "TeamCity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "valued for robust build management and broad language/platform support"}, {"id": "mai-20260917-0721-smoke|c80-m3|challenger-small|Harness", "prompt": "c80-m3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "positioned more as an **enterprise delivery platform** with automation and AI-assisted features"}, {"id": "mai-20260917-0721-smoke|c80-m3|challenger-small|Buildkite", "prompt": "c80-m3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "a **hybrid** model: the orchestration layer is managed, but execution agents are under your control"}, {"id": "mai-20260917-0721-smoke|c80-m3|challenger-small|Octopus Deploy", "prompt": "c80-m3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Octopus Deploy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "more of a **continuous delivery** specialist than a general CI tool"}, {"id": "mai-20260917-0721-smoke|c80-m3|deepseek-small|GitHub Actions", "prompt": "c80-m3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Actions has become the default choice** for new projects"}, {"id": "mai-20260917-0721-smoke|c80-m3|deepseek-small|Jenkins", "prompt": "c80-m3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "requires significant DevOps expertise to install, configure, and maintain. Choose it only for air-gapped environments"}, {"id": "mai-20260917-0721-smoke|c80-m3|deepseek-small|GitLab CI/CD", "prompt": "c80-m3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose GitLab CI** if you want source control, pipelines, and security scanning in a single platform"}, {"id": "mai-20260917-0721-smoke|c80-m3|deepseek-small|CircleCI", "prompt": "c80-m3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose CircleCI** if build speed and parallelism are measurable constraints"}, {"id": "mai-20260917-0721-smoke|c80-m3|deepseek-small|TeamCity (JetBrains)", "prompt": "c80-m3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "TeamCity (JetBrains)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong for large enterprise builds; cloud or self-managed; ~5% share"}, {"id": "mai-20260917-0721-smoke|c80-m3|deepseek-small|Buildkite", "prompt": "c80-m3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Buildkite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Self-hosted runner model (your infrastructure, their orchestration)"}, {"id": "mai-20260917-0721-smoke|c80-m3|deepseek-small|Azure DevOps", "prompt": "c80-m3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for Microsoft/Azure ecosystems"}, {"id": "mai-20260917-0721-smoke|c80-m3|deepseek-small|Harness", "prompt": "c80-m3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-powered, GitOps, enterprise-focused with advanced deployment features"}, {"id": "mai-20260917-0721-smoke|c80-m3|deepseek-small|Argo CD", "prompt": "c80-m3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Argo CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "GitOps-native, Kubernetes-first design"}, {"id": "mai-20260917-0721-smoke|c80-m3|google-small|GitHub Actions", "prompt": "c80-m3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your code is on GitHub and you want something fast and simple: Go with **GitHub Actions**. It requires no setup, has a massive marketplace, and is highly cost-effective."}, {"id": "mai-20260917-0721-smoke|c80-m3|google-small|GitLab CI/CD", "prompt": "c80-m3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a large enterprise that needs built-in security compliance and an all-in-one platform: Go with **GitLab**."}, {"id": "mai-20260917-0721-smoke|c80-m3|google-small|Jenkins", "prompt": "c80-m3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It requires significant administrative overhead. Teams often suffer from \"plugin hell\""}, {"id": "mai-20260917-0721-smoke|c80-m3|google-small|CircleCI", "prompt": "c80-m3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Startups and mid-sized teams that value fast build times above all else"}, {"id": "mai-20260917-0721-smoke|c80-m3|google-small|Harness", "prompt": "c80-m3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Harness and Octopus Deploy are built primarily to master the *Deployment* (CD) side."}, {"id": "mai-20260917-0721-smoke|c80-m3|google-small|Octopus Deploy", "prompt": "c80-m3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Octopus Deploy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Enterprises scaling to dozens or hundreds of microservices who need rigorous, governed release pipelines."}, {"id": "mai-20260917-0721-smoke|c80-m3|google-small|Argo CD", "prompt": "c80-m3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Argo CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Combine a standard CI tool (like GitHub Actions for building images) with **Argo CD** for deploying"}, {"id": "mai-20260917-0721-smoke|c80-m3|google-small|Flux CD", "prompt": "c80-m3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Flux CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Argo CD and Flux live inside your Kubernetes cluster and \"pull\" configurations."}, {"id": "mai-20260917-0721-smoke|c80-m3|meta-small|GitHub Actions", "prompt": "c80-m3", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "GitHub Actions is best for teams already on GitHub"}, {"id": "mai-20260917-0721-smoke|c80-m3|meta-small|GitLab CI/CD", "prompt": "c80-m3", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "GitLab CI/CD is ideal for integrated DevSecOps"}, {"id": "mai-20260917-0721-smoke|c80-m3|meta-small|CircleCI", "prompt": "c80-m3", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CircleCI is known for its build speed and multi-VCS support"}, {"id": "mai-20260917-0721-smoke|c80-m3|meta-small|Jenkins", "prompt": "c80-m3", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Jenkins is a popular choice for self-hosted CI/CD"}, {"id": "mai-20260917-0721-smoke|c80-m3|meta-small|Buildkite", "prompt": "c80-m3", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Buildkite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Buildkite is a good option for teams that need a flexible and scalable CI/CD platform"}, {"id": "mai-20260917-0721-smoke|c80-m3|minimax-small|GitHub Actions", "prompt": "c80-m3", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Default choice for new projects**: GitHub Actions (if using GitHub)"}, {"id": "mai-20260917-0721-smoke|c80-m3|minimax-small|Jenkins", "prompt": "c80-m3", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need maximum control/customization**: Jenkins"}, {"id": "mai-20260917-0721-smoke|c80-m3|minimax-small|GitLab CI/CD", "prompt": "c80-m3", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need full DevOps platform**: GitLab CI/CD"}, {"id": "mai-20260917-0721-smoke|c80-m3|minimax-small|CircleCI", "prompt": "c80-m3", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need speed and parallelism**: CircleCI"}, {"id": "mai-20260917-0721-smoke|c80-m3|minimax-small|Azure Pipelines", "prompt": "c80-m3", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure Pipelines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Microsoft-heavy environment**: Azure Pipelines"}, {"id": "mai-20260917-0721-smoke|c80-m3|mistral-small|GitHub Actions", "prompt": "c80-m3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Teams already using GitHub."}, {"id": "mai-20260917-0721-smoke|c80-m3|mistral-small|GitLab CI/CD", "prompt": "c80-m3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Teams wanting an all-in-one DevOps platform."}, {"id": "mai-20260917-0721-smoke|c80-m3|mistral-small|Jenkins", "prompt": "c80-m3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Jenkins is the most flexible but requires more maintenance."}, {"id": "mai-20260917-0721-smoke|c80-m3|mistral-small|CircleCI", "prompt": "c80-m3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CircleCI excels in build speed and parallelism."}, {"id": "mai-20260917-0721-smoke|c80-m3|mistral-small|Azure DevOps", "prompt": "c80-m3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Teams within the Microsoft ecosystem."}, {"id": "mai-20260917-0721-smoke|c80-m3|mistral-small|Argo CD", "prompt": "c80-m3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Argo CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Argo CD is the top choice for GitOps and Kubernetes-native workflows."}, {"id": "mai-20260917-0721-smoke|c80-m3|mistral-small|Harness", "prompt": "c80-m3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Enterprises needing advanced deployment strategies and AI-powered features."}, {"id": "mai-20260917-0721-smoke|c80-m3|moonshot-small|GitHub Actions", "prompt": "c80-m3", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Already use GitHub; want low friction and huge ecosystem"}, {"id": "mai-20260917-0721-smoke|c80-m3|moonshot-small|GitLab CI/CD", "prompt": "c80-m3", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Teams wanting an all-in-one DevOps platform"}, {"id": "mai-20260917-0721-smoke|c80-m3|moonshot-small|Jenkins", "prompt": "c80-m3", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Enterprises needing maximum customization and control"}, {"id": "mai-20260917-0721-smoke|c80-m3|moonshot-small|CircleCI", "prompt": "c80-m3", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need the fastest possible builds and advanced caching"}, {"id": "mai-20260917-0721-smoke|c80-m3|moonshot-small|Azure DevOps", "prompt": "c80-m3", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Microsoft/Azure ecosystem users"}, {"id": "mai-20260917-0721-smoke|c80-m3|moonshot-small|Buildkite", "prompt": "c80-m3", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Have existing compute and want to decouple CI from build costs"}, {"id": "mai-20260917-0721-smoke|c80-m3|openai-small|GitHub Actions", "prompt": "c80-m3", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **GitHub Actions** if your code already lives in GitHub and you want low-friction setup."}, {"id": "mai-20260917-0721-smoke|c80-m3|openai-small|GitLab CI/CD", "prompt": "c80-m3", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **GitLab CI/CD** if you want one integrated platform for code, CI/CD, security, and collaboration."}, {"id": "mai-20260917-0721-smoke|c80-m3|openai-small|Jenkins", "prompt": "c80-m3", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **Jenkins** if you need deep customization or must self-host everything."}, {"id": "mai-20260917-0721-smoke|c80-m3|openai-small|CircleCI", "prompt": "c80-m3", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **CircleCI** if you want a focused CI/CD product with fast cloud execution."}, {"id": "mai-20260917-0721-smoke|c80-m3|openai-small|Azure Pipelines / Azure DevOps", "prompt": "c80-m3", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure Pipelines / Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose **Azure Pipelines** if you're in Microsoft/Azure enterprise environments."}, {"id": "mai-20260917-0721-smoke|c80-m3|openai-small|AWS CodePipeline", "prompt": "c80-m3", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "AWS CodePipeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose **AWS CodePipeline** if your delivery workflow is mostly inside AWS."}, {"id": "mai-20260917-0721-smoke|c80-m3|xai-small|GitHub Actions", "prompt": "c80-m3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with GitHub Actions for most (simple, popular)"}, {"id": "mai-20260917-0721-smoke|c80-m3|xai-small|Jenkins", "prompt": "c80-m3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Switch to Jenkins/GitLab for air-gapped/on-prem"}, {"id": "mai-20260917-0721-smoke|c80-m3|xai-small|GitLab CI/CD", "prompt": "c80-m3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "~19%, strong all-in-one contender"}, {"id": "mai-20260917-0721-smoke|c80-m3|xai-small|CircleCI", "prompt": "c80-m3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CircleCI/Buildkite for perf-critical pipelines"}, {"id": "mai-20260917-0721-smoke|c80-m3|xai-small|Buildkite", "prompt": "c80-m3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CircleCI/Buildkite for perf-critical pipelines"}, {"id": "mai-20260917-0721-smoke|c80-m3|xai-small|TeamCity", "prompt": "c80-m3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "TeamCity (JetBrains/.NET)"}, {"id": "mai-20260917-0721-smoke|c80-m3|xai-small|Azure DevOps", "prompt": "c80-m3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Azure DevOps (Microsoft stack)"}, {"id": "mai-20260917-0721-smoke|c80-m3|xai-small|Harness", "prompt": "c80-m3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Harness/Argo CD (AI/GitOps specialists)"}, {"id": "mai-20260917-0721-smoke|c80-m3|xai-small|Argo CD", "prompt": "c80-m3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Argo CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Jenkins/Argo CD are purely self-hosted"}, {"id": "mai-20260917-0721-smoke|c80-m3|zai-small|GitHub Actions", "prompt": "c80-m3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Already on GitHub and want native integration | **GitHub Actions**"}, {"id": "mai-20260917-0721-smoke|c80-m3|zai-small|GitLab CI/CD", "prompt": "c80-m3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "All-in-one platform (repo + CI + security + issues) | **GitLab CI/CD**"}, {"id": "mai-20260917-0721-smoke|c80-m3|zai-small|Jenkins", "prompt": "c80-m3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steep learning curve, complex setup and maintenance, requires manual plugin management"}, {"id": "mai-20260917-0721-smoke|c80-m3|zai-small|CircleCI", "prompt": "c80-m3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Maximum build speed and parallelism | **CircleCI**"}, {"id": "mai-20260917-0721-smoke|c80-m3|zai-small|Buildkite", "prompt": "c80-m3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Buildkite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Weaknesses**: Higher cost, more complex to set up"}, {"id": "mai-20260917-0721-smoke|c80-m3|zai-small|TeamCity", "prompt": "c80-m3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "TeamCity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Weaknesses**: Commercial license, steep learning curve, pricier"}, {"id": "mai-20260917-0721-smoke|c80-m3|zai-small|Azure DevOps", "prompt": "c80-m3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More expensive than alternatives; limited AI features"}, {"id": "mai-20260917-0721-smoke|c80-m3|zai-small|Bitbucket Pipelines", "prompt": "c80-m3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Atlassian stack (Jira, Bitbucket) | **Bitbucket Pipelines**"}, {"id": "mai-20260917-0721-smoke|c80-m3|zai-small|Semaphore", "prompt": "c80-m3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Semaphore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Semaphore** | Fast PR feedback | Yes |"}, {"id": "mai-20260917-0721-smoke|c80-m3|zai-small|Travis CI", "prompt": "c80-m3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Travis CI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **Travis CI** | Open source projects | OSS credits only |"}, {"id": "mai-20260917-0721-smoke|c80-m4|alibaba-small|GitHub Actions", "prompt": "c80-m4", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Overall Pick: GitHub Actions"}, {"id": "mai-20260917-0721-smoke|c80-m4|alibaba-small|GitLab CI/CD", "prompt": "c80-m4", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Alternative Ecosystem: GitLab CI/CD"}, {"id": "mai-20260917-0721-smoke|c80-m4|alibaba-small|Jenkins", "prompt": "c80-m4", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The Catch: It is complex to set up and manage... Use this only if you have a dedicated sysadmin"}, {"id": "mai-20260917-0721-smoke|c80-m4|alibaba-small|DeployHQ", "prompt": "c80-m4", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "DeployHQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cheapest Simple Managed Tool: DeployHQ"}, {"id": "mai-20260917-0721-smoke|c80-m4|alibaba-small|CircleCI", "prompt": "c80-m4", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid CircleCI initially: While powerful, its pricing model can spiral quickly"}, {"id": "mai-20260917-0721-smoke|c80-m4|anthropic-small|GitHub Actions", "prompt": "c80-m4", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** offers the best balance of free tier generosity, ease of use, and integration if you're using GitHub"}, {"id": "mai-20260917-0721-smoke|c80-m4|anthropic-small|GitLab CI/CD", "prompt": "c80-m4", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free tier is quite robust with up to 400 minutes per month"}, {"id": "mai-20260917-0721-smoke|c80-m4|anthropic-small|Jenkins", "prompt": "c80-m4", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want maximum control and have technical resources, **Jenkins** or **Drone CI** are excellent free options."}, {"id": "mai-20260917-0721-smoke|c80-m4|anthropic-small|CircleCI", "prompt": "c80-m4", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free tier with limited builds per month"}, {"id": "mai-20260917-0721-smoke|c80-m4|anthropic-small|Gitea + Drone CI", "prompt": "c80-m4", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Gitea + Drone CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Both open-source and self-hosted - Very cost-effective if you have server capacity"}, {"id": "mai-20260917-0721-smoke|c80-m4|challenger-small|GitHub Actions", "prompt": "c80-m4", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **GitHub Actions** if your code already lives on GitHub"}, {"id": "mai-20260917-0721-smoke|c80-m4|challenger-small|Jenkins", "prompt": "c80-m4", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can be cheaper in license fees because the software is free, but the real cost comes from hosting and engineering time to maintain it"}, {"id": "mai-20260917-0721-smoke|c80-m4|challenger-small|GitLab CI/CD", "prompt": "c80-m4", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you are already fully on GitLab and want an all-in-one DevOps platform"}, {"id": "mai-20260917-0721-smoke|c80-m4|challenger-small|CircleCI", "prompt": "c80-m4", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you need stronger performance or parallelism, but budget-conscious guides still tend to put GitHub Actions ahead"}, {"id": "mai-20260917-0721-smoke|c80-m4|deepseek-small|GitHub Actions", "prompt": "c80-m4", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **GitHub Actions**"}, {"id": "mai-20260917-0721-smoke|c80-m4|deepseek-small|CircleCI", "prompt": "c80-m4", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you don't want to be locked into GitHub or need multi-SCM support"}, {"id": "mai-20260917-0721-smoke|c80-m4|deepseek-small|GitLab CI/CD", "prompt": "c80-m4", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want an *all-in-one* platform"}, {"id": "mai-20260917-0721-smoke|c80-m4|deepseek-small|Jenkins", "prompt": "c80-m4", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If You Can Self-Host: **Jenkins** (Open Source)"}, {"id": "mai-20260917-0721-smoke|c80-m4|google-small|GitHub Actions", "prompt": "c80-m4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for GitHub Users: **GitHub Actions** ... is almost always the most cost-effective place to start."}, {"id": "mai-20260917-0721-smoke|c80-m4|google-small|CircleCI", "prompt": "c80-m4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best SaaS for High Build Volumes: **CircleCI** ... has one of the most generous free tiers in the industry."}, {"id": "mai-20260917-0721-smoke|c80-m4|google-small|Woodpecker CI", "prompt": "c80-m4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Woodpecker CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Self-Hosted for Ultra-Low Budgets: **Woodpecker CI** is the industry's best-kept budget secret."}, {"id": "mai-20260917-0721-smoke|c80-m4|google-small|Jenkins", "prompt": "c80-m4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Traditional self-hosted tools like Jenkins are free, but they require heavy maintenance, constant plugin updates, and complex server management."}, {"id": "mai-20260917-0721-smoke|c80-m4|google-small|GitLab (Self-Managed CE)", "prompt": "c80-m4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab (Self-Managed CE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best All-in-One for Growing Teams: **GitLab (Self-Managed CE)** ... is the gold standard."}, {"id": "mai-20260917-0721-smoke|c80-m4|google-small|Drone CI", "prompt": "c80-m4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Drone CI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Apache 2.0-licensed open-source fork of Drone CI"}, {"id": "mai-20260917-0721-smoke|c80-m4|meta-small|GitHub Actions", "prompt": "c80-m4", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best CI/CD platform for a company with a limited budget is GitHub Actions"}, {"id": "mai-20260917-0721-smoke|c80-m4|meta-small|Jenkins", "prompt": "c80-m4", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Jenkins, GoCD, and Dagger, which are free or open-source."}, {"id": "mai-20260917-0721-smoke|c80-m4|meta-small|GoCD", "prompt": "c80-m4", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GoCD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Jenkins, GoCD, and Dagger, which are free or open-source."}, {"id": "mai-20260917-0721-smoke|c80-m4|meta-small|Dagger", "prompt": "c80-m4", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Dagger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Jenkins, GoCD, and Dagger, which are free or open-source."}, {"id": "mai-20260917-0721-smoke|c80-m4|meta-small|DeployHQ", "prompt": "c80-m4", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "DeployHQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "DeployHQ and CircleCI are also affordable options"}, {"id": "mai-20260917-0721-smoke|c80-m4|meta-small|CircleCI", "prompt": "c80-m4", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "DeployHQ and CircleCI are also affordable options"}, {"id": "mai-20260917-0721-smoke|c80-m4|minimax-small|GitHub Actions", "prompt": "c80-m4", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** (Best Overall)"}, {"id": "mai-20260917-0721-smoke|c80-m4|minimax-small|GitLab CI", "prompt": "c80-m4", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best Self-Hosted Option)"}, {"id": "mai-20260917-0721-smoke|c80-m4|minimax-small|Argo CD", "prompt": "c80-m4", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Argo CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kubernetes users**: **Argo CD** or **Flux** (completely free)"}, {"id": "mai-20260917-0721-smoke|c80-m4|minimax-small|Flux", "prompt": "c80-m4", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Flux", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Kubernetes users**: **Argo CD** or **Flux** (completely free)"}, {"id": "mai-20260917-0721-smoke|c80-m4|minimax-small|Bitbucket Pipelines", "prompt": "c80-m4", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free tier: 50 minutes/month (limited)"}, {"id": "mai-20260917-0721-smoke|c80-m4|minimax-small|Dokploy", "prompt": "c80-m4", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Dokploy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free tier available"}, {"id": "mai-20260917-0721-smoke|c80-m4|minimax-small|Cloudflare Pages", "prompt": "c80-m4", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Cloudflare Pages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for simple deployments"}, {"id": "mai-20260917-0721-smoke|c80-m4|mistral-small|GitHub Actions", "prompt": "c80-m4", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you use GitHub, **GitHub Actions** is the easiest and most cost-effective."}, {"id": "mai-20260917-0721-smoke|c80-m4|mistral-small|GitLab", "prompt": "c80-m4", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want an all-in-one solution, **GitLab** is a strong choice."}, {"id": "mai-20260917-0721-smoke|c80-m4|mistral-small|CircleCI", "prompt": "c80-m4", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If build speed is critical, **CircleCI**\\u2019s free tier is generous."}, {"id": "mai-20260917-0721-smoke|c80-m4|mistral-small|Jenkins", "prompt": "c80-m4", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Completely free and open-source, but requires self-hosting."}, {"id": "mai-20260917-0721-smoke|c80-m4|moonshot-small|GitHub Actions", "prompt": "c80-m4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My advice:** Start with **GitHub Actions** if you use GitHub."}, {"id": "mai-20260917-0721-smoke|c80-m4|moonshot-small|GitLab CI/CD", "prompt": "c80-m4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One Platform ... self-host GitLab CE (Community Edition) for unlimited CI/CD minutes"}, {"id": "mai-20260917-0721-smoke|c80-m4|moonshot-small|Jenkins", "prompt": "c80-m4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for $0 Software Cost (but not $0 total cost) ... You must self-host and self-manage it."}, {"id": "mai-20260917-0721-smoke|c80-m4|moonshot-small|CircleCI", "prompt": "c80-m4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "6,000 free minutes/month (more than GitHub Actions), good for monorepos."}, {"id": "mai-20260917-0721-smoke|c80-m4|moonshot-small|DeployHQ", "prompt": "c80-m4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "DeployHQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "As low as **$4.50/month** if you primarily deploy web applications"}, {"id": "mai-20260917-0721-smoke|c80-m4|moonshot-small|Dagger", "prompt": "c80-m4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Dagger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source, programmable CI/CD that runs anywhere"}, {"id": "mai-20260917-0721-smoke|c80-m4|openai-small|GitHub Actions", "prompt": "c80-m4", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall low-budget choice: **GitHub Actions**"}, {"id": "mai-20260917-0721-smoke|c80-m4|openai-small|GitLab CI/CD", "prompt": "c80-m4", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great if you want an all-in-one DevOps platform"}, {"id": "mai-20260917-0721-smoke|c80-m4|openai-small|CircleCI", "prompt": "c80-m4", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Easy to use, but costs can rise faster as usage grows."}, {"id": "mai-20260917-0721-smoke|c80-m4|openai-small|Jenkins", "prompt": "c80-m4", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Free software, but usually not cheapest in practice because you pay in setup/maintenance time."}, {"id": "mai-20260917-0721-smoke|c80-m4|openai-small|Buildkite", "prompt": "c80-m4", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Buildkite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Powerful, but generally better for teams with a bit more budget."}, {"id": "mai-20260917-0721-smoke|c80-m4|xai-small|GitHub Actions", "prompt": "c80-m4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** is generally the best CI/CD platform for companies with a limited budget"}, {"id": "mai-20260917-0721-smoke|c80-m4|xai-small|Jenkins", "prompt": "c80-m4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need zero software cost + ops skills? → Jenkins."}, {"id": "mai-20260917-0721-smoke|c80-m4|xai-small|CircleCI", "prompt": "c80-m4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fast parallelism, macOS/iOS | Credits can burn quick on heavy tests."}, {"id": "mai-20260917-0721-smoke|c80-m4|xai-small|GitLab CI/CD", "prompt": "c80-m4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one DevSecOps | Lowest free mins; better if self-hosting."}, {"id": "mai-20260917-0721-smoke|c80-m4|xai-small|Bitbucket Pipelines", "prompt": "c80-m4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Atlassian/Jira stack?** → Bitbucket Pipelines (3.5K free mins, $3/mo start)."}, {"id": "mai-20260917-0721-smoke|c80-m4|zai-small|GitHub Actions", "prompt": "c80-m4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best CI/CD platform is **GitHub Actions** (free tier) for most small teams"}, {"id": "mai-20260917-0721-smoke|c80-m4|zai-small|Jenkins", "prompt": "c80-m4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "and **Jenkins** (self‑hosted) if you can spare a little time/infrastructure to manage it"}, {"id": "mai-20260917-0721-smoke|c80-m4|zai-small|GitLab CI/CD", "prompt": "c80-m4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **GitLab CI/CD**"}, {"id": "mai-20260917-0721-smoke|c80-m4|zai-small|CircleCI", "prompt": "c80-m4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CircleCI** is a strong option"}, {"id": "mai-20260917-0721-smoke|c80-m4|zai-small|Buildkite", "prompt": "c80-m4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Buildkite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Managed (GitHub Actions, GitLab, CircleCI, Buildkite, Azure DevOps, TeamCity)"}, {"id": "mai-20260917-0721-smoke|c80-m4|zai-small|TeamCity", "prompt": "c80-m4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Already on JetBrains/IntelliJ? **TeamCity** might be worth looking at."}, {"id": "mai-20260917-0721-smoke|c80-m4|zai-small|Azure DevOps", "prompt": "c80-m4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you're on the Microsoft/Azure stack: Azure DevOps"}, {"id": "mai-20260917-0721-smoke|c80-m4|zai-small|Woodpecker CI", "prompt": "c80-m4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Woodpecker CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best if you want a self‑hosted, open‑source alternative: Woodpecker CI"}, {"id": "mai-20260917-0721-smoke|c80-m4|zai-small|Semaphore CE", "prompt": "c80-m4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Semaphore CE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Semaphore CE** | Self‑hosted or cloud | Free cloud tier (limited) | $0 license | Yes | Apache 2.0, open core |"}, {"id": "mai-20260917-0721-smoke|c80-m5|alibaba-small|GitHub Actions", "prompt": "c80-m5", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "simple solutions (like basic GitHub Actions with limited runners) often break down due to scaling issues"}, {"id": "mai-20260917-0721-smoke|c80-m5|alibaba-small|CircleCI Orbs", "prompt": "c80-m5", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI Orbs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Examples include **GitHub Reusable Workflows**, **CircleCI Orbs**, or **GitLab CI/CD Components**."}, {"id": "mai-20260917-0721-smoke|c80-m5|alibaba-small|GitLab CI/CD Components", "prompt": "c80-m5", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab CI/CD Components", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Examples include **GitHub Reusable Workflows**, **CircleCI Orbs**, or **GitLab CI/CD Components**."}, {"id": "mai-20260917-0721-smoke|c80-m5|deepseek-small|GitHub Actions", "prompt": "c80-m5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Code on GitHub** → GitHub Actions is the natural default."}, {"id": "mai-20260917-0721-smoke|c80-m5|deepseek-small|GitLab CI/CD", "prompt": "c80-m5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Code on GitLab** → GitLab CI/CD for a fully integrated DevSecOps story (and it's the strongest self-hosted option)."}, {"id": "mai-20260917-0721-smoke|c80-m5|deepseek-small|CircleCI", "prompt": "c80-m5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Multi-VCS / mixed** → CircleCI (handles GitHub, GitLab, Bitbucket) or Buildkite."}, {"id": "mai-20260917-0721-smoke|c80-m5|deepseek-small|Buildkite", "prompt": "c80-m5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hybrid (you own compute) ... often the **sweet spot** for regulated or cost-sensitive mid-size orgs"}, {"id": "mai-20260917-0721-smoke|c80-m5|deepseek-small|Jenkins", "prompt": "c80-m5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Air-gapped / bare-metal / hardware-attached builds / hard regulatory constraints** → Jenkins (self-hosted only)"}, {"id": "mai-20260917-0721-smoke|c80-m5|deepseek-small|Harness", "prompt": "c80-m5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Harness / Azure DevOps** | Mature governance & delivery visibility"}, {"id": "mai-20260917-0721-smoke|c80-m5|deepseek-small|Azure DevOps", "prompt": "c80-m5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Harness / Azure DevOps** | Mature governance & delivery visibility"}, {"id": "mai-20260917-0721-smoke|c80-m5|google-small|Argo CD", "prompt": "c80-m5", "model": "google-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Argo CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The gold standard if your deployment target is strictly Kubernetes (GitOps)."}, {"id": "mai-20260917-0721-smoke|c80-m5|google-small|Flux", "prompt": "c80-m5", "model": "google-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Flux", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A controller inside your cluster (like Argo CD or Flux) monitors your Git repository"}, {"id": "mai-20260917-0721-smoke|c80-m5|google-small|Harness", "prompt": "c80-m5", "model": "google-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically built for complex, enterprise-grade CD, automated rollbacks, and cloud cost management."}, {"id": "mai-20260917-0721-smoke|c80-m5|google-small|GitHub Actions", "prompt": "c80-m5", "model": "google-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "using their native CI/CD is almost always the default starting point"}, {"id": "mai-20260917-0721-smoke|c80-m5|google-small|GitLab CI/CD", "prompt": "c80-m5", "model": "google-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "GitLab's CI/CD is highly mature for complex enterprise governance"}, {"id": "mai-20260917-0721-smoke|c80-m5|google-small|CircleCI", "prompt": "c80-m5", "model": "google-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High performance, great caching, and highly developer-centric. Good middle-ground"}, {"id": "mai-20260917-0721-smoke|c80-m5|google-small|Jenkins", "prompt": "c80-m5", "model": "google-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**avoid migrating to Jenkins**"}, {"id": "mai-20260917-0721-smoke|c80-m5|minimax-small|GitHub Actions", "prompt": "c80-m5", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Native VCS integration (GitHub Actions, GitLab CI, Bitbucket Pipelines reduce setup ~30%)"}, {"id": "mai-20260917-0721-smoke|c80-m5|minimax-small|GitLab CI", "prompt": "c80-m5", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab CI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Native VCS integration (GitHub Actions, GitLab CI, Bitbucket Pipelines reduce setup ~30%)"}, {"id": "mai-20260917-0721-smoke|c80-m5|minimax-small|Bitbucket Pipelines", "prompt": "c80-m5", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Native VCS integration (GitHub Actions, GitLab CI, Bitbucket Pipelines reduce setup ~30%)"}, {"id": "mai-20260917-0721-smoke|c80-m5|mistral-small|GitHub Actions", "prompt": "c80-m5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cloud-Native:** GitHub Actions, GitLab CI/CD, CircleCI, Azure Pipelines"}, {"id": "mai-20260917-0721-smoke|c80-m5|mistral-small|GitLab CI/CD", "prompt": "c80-m5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab CI/CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cloud-Native:** GitHub Actions, GitLab CI/CD, CircleCI, Azure Pipelines"}, {"id": "mai-20260917-0721-smoke|c80-m5|mistral-small|CircleCI", "prompt": "c80-m5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cloud-Native:** GitHub Actions, GitLab CI/CD, CircleCI, Azure Pipelines"}, {"id": "mai-20260917-0721-smoke|c80-m5|mistral-small|Azure Pipelines", "prompt": "c80-m5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Azure Pipelines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Cloud-Native:** GitHub Actions, GitLab CI/CD, CircleCI, Azure Pipelines"}, {"id": "mai-20260917-0721-smoke|c80-m5|mistral-small|Jenkins", "prompt": "c80-m5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Self-Hosted:** Jenkins, Tekton, Argo Workflows, Drone"}, {"id": "mai-20260917-0721-smoke|c80-m5|mistral-small|Tekton", "prompt": "c80-m5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Tekton", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Self-Hosted:** Jenkins, Tekton, Argo Workflows, Drone"}, {"id": "mai-20260917-0721-smoke|c80-m5|mistral-small|Argo Workflows", "prompt": "c80-m5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Self-Hosted:** Jenkins, Tekton, Argo Workflows, Drone"}, {"id": "mai-20260917-0721-smoke|c80-m5|mistral-small|Drone", "prompt": "c80-m5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Drone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Self-Hosted:** Jenkins, Tekton, Argo Workflows, Drone"}, {"id": "mai-20260917-0721-smoke|c80-m5|mistral-small|GitLab Ultimate", "prompt": "c80-m5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab Ultimate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Enterprise:** GitLab Ultimate, CircleCI Scale, Harness, TeamCity"}, {"id": "mai-20260917-0721-smoke|c80-m5|mistral-small|CircleCI Scale", "prompt": "c80-m5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI Scale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Enterprise:** GitLab Ultimate, CircleCI Scale, Harness, TeamCity"}, {"id": "mai-20260917-0721-smoke|c80-m5|mistral-small|Harness", "prompt": "c80-m5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Enterprise:** GitLab Ultimate, CircleCI Scale, Harness, TeamCity"}, {"id": "mai-20260917-0721-smoke|c80-m5|mistral-small|TeamCity", "prompt": "c80-m5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Enterprise:** GitLab Ultimate, CircleCI Scale, Harness, TeamCity"}, {"id": "mai-20260917-0721-smoke|c80-m5|moonshot-small|GitHub Actions", "prompt": "c80-m5", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Code on GitHub? GitHub Actions is the default, but evaluate GitHub Actions + required third-party security tools vs. GitLab (all-in-one)"}, {"id": "mai-20260917-0721-smoke|c80-m5|moonshot-small|GitLab", "prompt": "c80-m5", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Code on GitLab? GitLab CI/CD is usually the path of least resistance."}, {"id": "mai-20260917-0721-smoke|c80-m5|moonshot-small|Jenkins", "prompt": "c80-m5", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look at Jenkins (if you have dedicated platform engineering), CircleCI, or Buildkite."}, {"id": "mai-20260917-0721-smoke|c80-m5|moonshot-small|CircleCI", "prompt": "c80-m5", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look at Jenkins (if you have dedicated platform engineering), CircleCI, or Buildkite."}, {"id": "mai-20260917-0721-smoke|c80-m5|moonshot-small|Buildkite", "prompt": "c80-m5", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look at Jenkins (if you have dedicated platform engineering), CircleCI, or Buildkite."}, {"id": "mai-20260917-0721-smoke|c80-m5|xai-small|GitHub Actions", "prompt": "c80-m5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Shortlist**: GitHub Actions (if GitHub-centric), GitLab (end-to-end), CircleCI (speed-focused)."}, {"id": "mai-20260917-0721-smoke|c80-m5|xai-small|GitLab CI/CD", "prompt": "c80-m5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Shortlist**: GitHub Actions (if GitHub-centric), GitLab (end-to-end), CircleCI (speed-focused)."}, {"id": "mai-20260917-0721-smoke|c80-m5|xai-small|Atlassian (Bamboo/Bitbucket)", "prompt": "c80-m5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Atlassian (Bamboo/Bitbucket)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Atlassian | Varies | Custom | Jira/Bitbucket teams |"}, {"id": "mai-20260917-0721-smoke|c80-m5|xai-small|CircleCI", "prompt": "c80-m5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CircleCI (speed-focused). POC 1-2 pipelines."}, {"id": "mai-20260917-0721-smoke|c80-m5|xai-small|Jenkins", "prompt": "c80-m5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "| Jenkins | Free (self-host) | N/A | Custom, but high maint. |"}, {"id": "mai-20260917-0721-smoke|c80-m5|xai-small|Harness", "prompt": "c80-m5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leaders: Atlassian, GitLab, Harness, Microsoft"}, {"id": "mai-20260917-0721-smoke|c80-m5|xai-small|TeamCity", "prompt": "c80-m5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Jenkins, Harness, or TeamCity"}, {"id": "mai-20260917-0721-smoke|c80-m5|xai-small|CloudBees", "prompt": "c80-m5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CloudBees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Challengers: CircleCI, CloudBees"}, {"id": "mai-20260917-0721-smoke|c80-m5|xai-small|Buildkite", "prompt": "c80-m5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Buildkite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Self-hosted runners (Buildkite) vs. managed"}, {"id": "mai-20260917-0721-smoke|c80-m5|zai-small|GitHub Actions", "prompt": "c80-m5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Managed Cloud Platforms**: GitHub Actions, GitLab CI, CircleCI, AWS CodeBuild, Azure Pipelines, Google Cloud Build"}, {"id": "mai-20260917-0721-smoke|c80-m5|zai-small|GitLab CI", "prompt": "c80-m5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab CI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Managed Cloud Platforms**: GitHub Actions, GitLab CI, CircleCI, AWS CodeBuild, Azure Pipelines, Google Cloud Build"}, {"id": "mai-20260917-0721-smoke|c80-m5|zai-small|CircleCI", "prompt": "c80-m5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Managed Cloud Platforms**: GitHub Actions, GitLab CI, CircleCI"}, {"id": "mai-20260917-0721-smoke|c80-m5|zai-small|AWS CodeBuild", "prompt": "c80-m5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "AWS CodeBuild", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AWS CodeBuild, Azure Pipelines, Google Cloud Build"}, {"id": "mai-20260917-0721-smoke|c80-m5|zai-small|Azure Pipelines", "prompt": "c80-m5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Azure Pipelines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS CodeBuild, Azure Pipelines, Google Cloud Build"}, {"id": "mai-20260917-0721-smoke|c80-m5|zai-small|Google Cloud Build", "prompt": "c80-m5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Google Cloud Build", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AWS CodeBuild, Azure Pipelines, Google Cloud Build"}, {"id": "mai-20260917-0721-smoke|c80-m5|zai-small|Jenkins", "prompt": "c80-m5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Enterprise/On-Premise**: Jenkins, TeamCity, Harness, Bamboo"}, {"id": "mai-20260917-0721-smoke|c80-m5|zai-small|TeamCity", "prompt": "c80-m5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Enterprise/On-Premise**: Jenkins, TeamCity, Harness, Bamboo"}, {"id": "mai-20260917-0721-smoke|c80-m5|zai-small|Harness", "prompt": "c80-m5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Enterprise/On-Premise**: Jenkins, TeamCity, Harness, Bamboo"}, {"id": "mai-20260917-0721-smoke|c80-m5|zai-small|Bamboo", "prompt": "c80-m5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Bamboo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Enterprise/On-Premise**: Jenkins, TeamCity, Harness, Bamboo"}, {"id": "mai-20260917-0721-smoke|c80-m5|zai-small|Buildkite", "prompt": "c80-m5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Buildkite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Best-of-Breed**: Buildkite, Semaphore, Bitrise, Codefresh"}, {"id": "mai-20260917-0721-smoke|c80-m5|zai-small|Semaphore", "prompt": "c80-m5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Semaphore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Best-of-Breed**: Buildkite, Semaphore, Bitrise, Codefresh"}, {"id": "mai-20260917-0721-smoke|c80-m5|zai-small|Bitrise", "prompt": "c80-m5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Bitrise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Best-of-Breed**: Buildkite, Semaphore, Bitrise, Codefresh"}, {"id": "mai-20260917-0721-smoke|c80-m5|zai-small|Codefresh", "prompt": "c80-m5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Codefresh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Best-of-Breed**: Buildkite, Semaphore, Bitrise, Codefresh"}, {"id": "mai-20260917-0721-smoke|c80-m6|alibaba-small|Bitbucket Pipelines", "prompt": "c80-m6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"If you absolutely hate yourself and want arguably the worst 'modern-ish' CI/CD platform, BitBucket Pipelines.\""}, {"id": "mai-20260917-0721-smoke|c80-m6|alibaba-small|GitHub Actions", "prompt": "c80-m6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GitHub Actions**: Great for GitHub-hosted repos, large marketplace of actions"}, {"id": "mai-20260917-0721-smoke|c80-m6|alibaba-small|GitLab CI/CD", "prompt": "c80-m6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GitLab CI/CD**: Strong integration with GitLab, good feature set"}, {"id": "mai-20260917-0721-smoke|c80-m6|alibaba-small|CircleCI", "prompt": "c80-m6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CircleCI**: Good balance of features and ease of use"}, {"id": "mai-20260917-0721-smoke|c80-m6|alibaba-small|Buildkite", "prompt": "c80-m6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Buildkite**: Excellent for complex workflows, especially self-hosted agents"}, {"id": "mai-20260917-0721-smoke|c80-m6|anthropic-small|Jenkins", "prompt": "c80-m6", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "In 2025, over 70 security vulnerabilities were found in Jenkins, most of them related to plugins, and the Shadowserver Foundation detected over 45,000 internet-exposed Jenkins servers"}, {"id": "mai-20260917-0721-smoke|c80-m6|anthropic-small|TeamCity", "prompt": "c80-m6", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "TeamCity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While TeamCity is used by enterprises, it's not immune to critical issues. CVE-2024-27198 was a critical authentication bypass vulnerability"}, {"id": "mai-20260917-0721-smoke|c80-m6|anthropic-small|Bamboo", "prompt": "c80-m6", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Bamboo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Large enterprises frequently deploy multiple Bamboo instances to isolate workloads, introducing coordination overhead... capacity management a persistent operational concern."}, {"id": "mai-20260917-0721-smoke|c80-m6|challenger-small|Jenkins", "prompt": "c80-m6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it comes with significant plugin and maintenance burden"}, {"id": "mai-20260917-0721-smoke|c80-m6|challenger-small|Spinnaker", "prompt": "c80-m6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Spinnaker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "one source explicitly says it has \"too many problems\" to recommend"}, {"id": "mai-20260917-0721-smoke|c80-m6|challenger-small|Bitbucket Pipelines", "prompt": "c80-m6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "user feedback in the provided results is notably negative... treat it as a caution signal"}, {"id": "mai-20260917-0721-smoke|c80-m6|challenger-small|Azure DevOps Pipelines", "prompt": "c80-m6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Azure DevOps Pipelines", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some community commentary is strongly negative, but... best when you are already in the Microsoft/Azure ecosystem"}, {"id": "mai-20260917-0721-smoke|c80-m6|deepseek-small|Cirrus CI", "prompt": "c80-m6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Cirrus CI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Shutting down June 1, 2026... If you are evaluating it, don't."}, {"id": "mai-20260917-0721-smoke|c80-m6|deepseek-small|BuildJet", "prompt": "c80-m6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "BuildJet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Shut down March 31, 2026. Another hosted CI that abruptly ceased operations"}, {"id": "mai-20260917-0721-smoke|c80-m6|deepseek-small|Microsoft App Center", "prompt": "c80-m6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Microsoft App Center", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Retired March 31, 2025... you are already operating on dead infrastructure."}, {"id": "mai-20260917-0721-smoke|c80-m6|deepseek-small|Ionic Appflow", "prompt": "c80-m6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Ionic Appflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Scheduled EOL December 31, 2027... starting new projects on it is a strategic error."}, {"id": "mai-20260917-0721-smoke|c80-m6|deepseek-small|Atlassian Bamboo", "prompt": "c80-m6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Atlassian Bamboo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "EOL August 21, 2026. Atlassian is sunsetting it in favor of Bitbucket Pipelines."}, {"id": "mai-20260917-0721-smoke|c80-m6|deepseek-small|Travis CI", "prompt": "c80-m6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Travis CI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "The poster child for \"avoid.\""}, {"id": "mai-20260917-0721-smoke|c80-m6|deepseek-small|Jenkins", "prompt": "c80-m6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Avoid unless you are in an air-gapped environment... the operational overhead ... is far higher than using a managed SaaS."}, {"id": "mai-20260917-0721-smoke|c80-m6|deepseek-small|CircleCI", "prompt": "c80-m6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "In January 2023, CircleCI suffered a severe breach... you are trusting a third party that has proven it can be breached"}, {"id": "mai-20260917-0721-smoke|c80-m6|deepseek-small|GitHub Actions", "prompt": "c80-m6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Don't avoid it—but never use unpinned third-party actions."}, {"id": "mai-20260917-0721-smoke|c80-m6|deepseek-small|TeamCity", "prompt": "c80-m6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "TeamCity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Teams often stick with tools like TeamCity or Bamboo past their prime... Avoid sunk-cost fallacies."}, {"id": "mai-20260917-0721-smoke|c80-m6|deepseek-small|GitLab CI self-managed", "prompt": "c80-m6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI self-managed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "prefer platforms with self-hosted or on-prem deployment options (e.g., GitLab CI self-managed"}, {"id": "mai-20260917-0721-smoke|c80-m6|google-small|Travis CI", "prompt": "c80-m6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Travis CI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**The Verdict:** **Avoid.**"}, {"id": "mai-20260917-0721-smoke|c80-m6|google-small|Atlassian Bamboo (On-Premises / Server)", "prompt": "c80-m6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Atlassian Bamboo (On-Premises / Server)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid (unless locked into Atlassian Data Center).**"}, {"id": "mai-20260917-0721-smoke|c80-m6|google-small|Bitbucket Pipelines", "prompt": "c80-m6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Atlassian heavily prioritizes Bitbucket Pipelines for cloud users"}, {"id": "mai-20260917-0721-smoke|c80-m6|google-small|Jenkins", "prompt": "c80-m6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Approach with extreme caution (highly discouraged for new projects).**"}, {"id": "mai-20260917-0721-smoke|c80-m6|google-small|TeamCity", "prompt": "c80-m6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "TeamCity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Use with high security caution.**"}, {"id": "mai-20260917-0721-smoke|c80-m6|google-small|CircleCI", "prompt": "c80-m6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Use with moderate security caution.**"}, {"id": "mai-20260917-0721-smoke|c80-m6|google-small|AWS CodePipeline", "prompt": "c80-m6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "AWS CodePipeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Approach with awareness of the golden handcuffs.**"}, {"id": "mai-20260917-0721-smoke|c80-m6|google-small|Azure DevOps", "prompt": "c80-m6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "leaving **Azure DevOps** primarily in maintenance/support mode"}, {"id": "mai-20260917-0721-smoke|c80-m6|google-small|GitHub Actions", "prompt": "c80-m6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "the industry-standard consensus is to lean toward:\n1. **Repository-Native CI/CD:** **GitHub Actions** or **GitLab CI**"}, {"id": "mai-20260917-0721-smoke|c80-m6|google-small|GitLab CI", "prompt": "c80-m6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Repository-Native CI/CD:** **GitHub Actions** or **GitLab CI**"}, {"id": "mai-20260917-0721-smoke|c80-m6|google-small|Argo CD", "prompt": "c80-m6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Argo CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**GitOps-first Deployment (for Kubernetes):** **Argo CD** or **Flux**"}, {"id": "mai-20260917-0721-smoke|c80-m6|google-small|Flux", "prompt": "c80-m6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Flux", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**GitOps-first Deployment (for Kubernetes):** **Argo CD** or **Flux**"}, {"id": "mai-20260917-0721-smoke|c80-m6|meta-small|Codefresh", "prompt": "c80-m6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Codefresh", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it has higher resource consumption that can exceed plan allowances and increase costs"}, {"id": "mai-20260917-0721-smoke|c80-m6|meta-small|Azure DevOps", "prompt": "c80-m6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "requires significant YAML scripting expertise for setup and lacks automated deployment verification"}, {"id": "mai-20260917-0721-smoke|c80-m6|meta-small|GitHub Actions", "prompt": "c80-m6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its pricing model is based on per-minute usage on hosted runners"}, {"id": "mai-20260917-0721-smoke|c80-m6|meta-small|GitLab CI", "prompt": "c80-m6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its pricing model is also based on per-minute usage on SaaS"}, {"id": "mai-20260917-0721-smoke|c80-m6|meta-small|Jenkins", "prompt": "c80-m6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is open-source and requires infrastructure upkeep"}, {"id": "mai-20260917-0721-smoke|c80-m6|meta-small|CircleCI", "prompt": "c80-m6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "its pricing model is based on per-credit usage on hosted runners"}, {"id": "mai-20260917-0721-smoke|c80-m6|meta-small|Buildkite", "prompt": "c80-m6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Buildkite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "pricing model is based on per-user usage and requires supplying agents"}, {"id": "mai-20260917-0721-smoke|c80-m6|meta-small|Tekton / Argo Workflows", "prompt": "c80-m6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Tekton / Argo Workflows", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Kubernetes-native pipelines suitable for GitOps shops, but they require running the cluster"}, {"id": "mai-20260917-0721-smoke|c80-m6|minimax-small|Jenkins", "prompt": "c80-m6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While Jenkins is free and open-source, it has significant drawbacks"}, {"id": "mai-20260917-0721-smoke|c80-m6|minimax-small|Travis CI", "prompt": "c80-m6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Travis CI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Has become less favorable due to: Limited free tier"}, {"id": "mai-20260917-0721-smoke|c80-m6|minimax-small|TeamCity", "prompt": "c80-m6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "TeamCity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "TeamCity (less modern compared to alternatives)"}, {"id": "mai-20260917-0721-smoke|c80-m6|minimax-small|GitHub Actions", "prompt": "c80-m6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended Modern Alternatives - **GitHub Actions** (for GitHub repositories)"}, {"id": "mai-20260917-0721-smoke|c80-m6|minimax-small|GitLab CI", "prompt": "c80-m6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**GitLab CI** (all-in-one solution)"}, {"id": "mai-20260917-0721-smoke|c80-m6|minimax-small|CircleCI", "prompt": "c80-m6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**CircleCI** (fast builds, polished UX)"}, {"id": "mai-20260917-0721-smoke|c80-m6|minimax-small|Buildkite", "prompt": "c80-m6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Buildkite** (self-hosted runner model)"}, {"id": "mai-20260917-0721-smoke|c80-m6|mistral-small|Jenkins", "prompt": "c80-m6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Jenkins is often described as a legacy platform with high maintenance overhead... the maintenance burden outweighs the benefits."}, {"id": "mai-20260917-0721-smoke|c80-m6|mistral-small|TeamCity", "prompt": "c80-m6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "TeamCity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "TeamCity is also considered a legacy CI/CD provider. Many organizations are actively migrating away from it"}, {"id": "mai-20260917-0721-smoke|c80-m6|mistral-small|Travis CI", "prompt": "c80-m6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Travis CI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "It is no longer recommended for new projects or teams prioritizing security and ease of use."}, {"id": "mai-20260917-0721-smoke|c80-m6|mistral-small|CircleCI", "prompt": "c80-m6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "CircleCI (with caveats)... there have been concerns about its long-term viability and security posture."}, {"id": "mai-20260917-0721-smoke|c80-m6|mistral-small|GitHub Actions", "prompt": "c80-m6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern alternatives to consider instead: GitHub Actions"}, {"id": "mai-20260917-0721-smoke|c80-m6|mistral-small|GitLab CI", "prompt": "c80-m6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Modern alternatives to consider instead: ... GitLab CI"}, {"id": "mai-20260917-0721-smoke|c80-m6|mistral-small|Harness", "prompt": "c80-m6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Modern alternatives to consider instead: ... Harness"}, {"id": "mai-20260917-0721-smoke|c80-m6|mistral-small|Buildkite", "prompt": "c80-m6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Modern alternatives to consider instead: ... Buildkite"}, {"id": "mai-20260917-0721-smoke|c80-m6|mistral-small|Tekton / Argo Workflows", "prompt": "c80-m6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Tekton / Argo Workflows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Modern alternatives to consider instead: ... Tekton / Argo Workflows"}, {"id": "mai-20260917-0721-smoke|c80-m6|moonshot-small|JFrog Pipelines", "prompt": "c80-m6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "JFrog Pipelines", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**JFrog Pipelines** — **AVOID**"}, {"id": "mai-20260917-0721-smoke|c80-m6|moonshot-small|Atlassian Bamboo", "prompt": "c80-m6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Atlassian Bamboo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Atlassian Bamboo** — **AVOID for new projects**"}, {"id": "mai-20260917-0721-smoke|c80-m6|moonshot-small|Travis CI", "prompt": "c80-m6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Travis CI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Travis CI** — **HIGH CAUTION** ... consider alternatives for sensitive projects"}, {"id": "mai-20260917-0721-smoke|c80-m6|moonshot-small|CircleCI", "prompt": "c80-m6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**CircleCI** — **CAUTION**"}, {"id": "mai-20260917-0721-smoke|c80-m6|moonshot-small|TeamCity (JetBrains)", "prompt": "c80-m6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "TeamCity (JetBrains)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**TeamCity (JetBrains)** — **CAUTION**"}, {"id": "mai-20260917-0721-smoke|c80-m6|moonshot-small|Jenkins", "prompt": "c80-m6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Jenkins** — **MANAGE CAREFULLY** ... easy to misconfigure"}, {"id": "mai-20260917-0721-smoke|c80-m6|moonshot-small|GitHub Actions", "prompt": "c80-m6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Safer Alternatives to Consider** - **GitHub Actions** (with security hardening)"}, {"id": "mai-20260917-0721-smoke|c80-m6|moonshot-small|GitLab CI/CD", "prompt": "c80-m6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**GitLab CI/CD** (self-managed or SaaS with better isolation)"}, {"id": "mai-20260917-0721-smoke|c80-m6|moonshot-small|Azure DevOps Pipelines", "prompt": "c80-m6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Azure DevOps Pipelines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Azure DevOps Pipelines**"}, {"id": "mai-20260917-0721-smoke|c80-m6|moonshot-small|Buildkite", "prompt": "c80-m6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Buildkite** (hybrid model)"}, {"id": "mai-20260917-0721-smoke|c80-m6|openai-small|Jenkins", "prompt": "c80-m6", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Jenkins** is often flexible, but that flexibility can become a liability if plugins, credentials, or controller/agent isolation aren't tightly managed"}, {"id": "mai-20260917-0721-smoke|c80-m6|openai-small|Argo CD", "prompt": "c80-m6", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Argo CD", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Argo CD** deserve special scrutiny because they sit very close to cluster privileges"}, {"id": "mai-20260917-0721-smoke|c80-m6|xai-small|GitHub Actions", "prompt": "c80-m6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Issues**: Frequent outages—e.g., 57 incidents... Supply-chain attacks via unvetted third-party actions are common"}, {"id": "mai-20260917-0721-smoke|c80-m6|xai-small|GitLab CI/CD", "prompt": "c80-m6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**When to be cautious**: SaaS users needing high availability; self-hosted setups amplify risks if not updated."}, {"id": "mai-20260917-0721-smoke|c80-m6|xai-small|CircleCI", "prompt": "c80-m6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Major 2023 breach—malware on an engineer's laptop stole session tokens, exposing customer encryption keys"}, {"id": "mai-20260917-0721-smoke|c80-m6|xai-small|Jenkins", "prompt": "c80-m6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Unless you're expert at hardening (reverse proxy, RBAC, no master builds). Not for beginners."}, {"id": "mai-20260917-0721-smoke|c80-m6|xai-small|JetBrains TeamCity", "prompt": "c80-m6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "JetBrains TeamCity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Recent 2026 breach in JetBrains' own Cadence service via unpatched CVE... On-prem setups prone to patch delays."}, {"id": "mai-20260917-0721-smoke|c80-m6|xai-small|Buildkite", "prompt": "c80-m6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Safer Bets**: GitLab (all-in-one), Buildkite (your infra), or ArgoCD/Tekton (K8s-native) have fewer red flags lately."}, {"id": "mai-20260917-0721-smoke|c80-m6|xai-small|ArgoCD", "prompt": "c80-m6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "ArgoCD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ArgoCD/Tekton (K8s-native) have fewer red flags lately"}, {"id": "mai-20260917-0721-smoke|c80-m6|xai-small|Tekton", "prompt": "c80-m6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Tekton", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ArgoCD/Tekton (K8s-native) have fewer red flags lately"}, {"id": "mai-20260917-0721-smoke|c80-m6|zai-small|Atlassian Bamboo", "prompt": "c80-m6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Atlassian Bamboo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** **End of Life (EOL).**"}, {"id": "mai-20260917-0721-smoke|c80-m6|zai-small|CloudBees (CI)", "prompt": "c80-m6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CloudBees (CI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** **Feature Deprecation.**"}, {"id": "mai-20260917-0721-smoke|c80-m6|zai-small|Jenkins", "prompt": "c80-m6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Verdict:** Avoid unless you have a dedicated team to maintain it."}, {"id": "mai-20260917-0721-smoke|c80-m6|zai-small|GitLab (SaaS)", "prompt": "c80-m6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab (SaaS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**The Caution:** **Stability & Downtime.** ... Avoid **GitLab.com** (SaaS)"}, {"id": "mai-20260917-0721-smoke|c80-m6|zai-small|GitHub Actions", "prompt": "c80-m6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**The Caution:** **Concurrency Limits.**"}, {"id": "mai-20260917-0721-smoke|c80-s1|alibaba-small|GitHub Actions", "prompt": "c80-s1", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: GitHub Actions ... this is the default choice. It offers the lowest friction to get started."}, {"id": "mai-20260917-0721-smoke|c80-s1|alibaba-small|GitLab CI/CD", "prompt": "c80-s1", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Growing Teams Needing Compliance: GitLab CI/CD"}, {"id": "mai-20260917-0721-smoke|c80-s1|alibaba-small|Azure DevOps", "prompt": "c80-s1", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft Shops: Azure DevOps"}, {"id": "mai-20260917-0721-smoke|c80-s1|alibaba-small|Jenkins", "prompt": "c80-s1", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is generally too high-maintenance for a small team to manage manually today."}, {"id": "mai-20260917-0721-smoke|c80-s1|anthropic-small|GitHub Actions", "prompt": "c80-s1", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **GitHub Actions** is the sweet spot if you're on GitHub"}, {"id": "mai-20260917-0721-smoke|c80-s1|anthropic-small|GitLab CI/CD", "prompt": "c80-s1", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent all-in-one solution (includes version control, CI/CD, and project management)"}, {"id": "mai-20260917-0721-smoke|c80-s1|anthropic-small|CircleCI", "prompt": "c80-s1", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **CircleCI** if you want a dedicated CI/CD platform with excellent documentation and ease of use"}, {"id": "mai-20260917-0721-smoke|c80-s1|anthropic-small|Jenkins", "prompt": "c80-s1", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Steeper learning curve - Best if you need maximum control and have DevOps expertise"}, {"id": "mai-20260917-0721-smoke|c80-s1|challenger-small|GitHub Actions", "prompt": "c80-s1", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default CI/CD platform is usually **GitHub Actions**"}, {"id": "mai-20260917-0721-smoke|c80-s1|challenger-small|GitLab CI/CD", "prompt": "c80-s1", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want an all-in-one DevOps platform and are already using GitLab"}, {"id": "mai-20260917-0721-smoke|c80-s1|challenger-small|Semaphore", "prompt": "c80-s1", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Semaphore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **Semaphore** only if CI speed is a proven bottleneck"}, {"id": "mai-20260917-0721-smoke|c80-s1|challenger-small|CircleCI", "prompt": "c80-s1", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you need multi-repo or multi-SCM support and more advanced parallelism"}, {"id": "mai-20260917-0721-smoke|c80-s1|challenger-small|DeployHQ", "prompt": "c80-s1", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "DeployHQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for very small teams focused mainly on simple web deployments"}, {"id": "mai-20260917-0721-smoke|c80-s1|deepseek-small|GitHub Actions", "prompt": "c80-s1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B teams, **GitHub Actions** is the best starting point."}, {"id": "mai-20260917-0721-smoke|c80-s1|deepseek-small|GitLab CI/CD", "prompt": "c80-s1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want source control + CI/CD + issue tracking in one self-hostable tool; stronger pipeline visualization, but free tier is smaller"}, {"id": "mai-20260917-0721-smoke|c80-s1|deepseek-small|CircleCI", "prompt": "c80-s1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Generous free tier (6,000 mins/mo), but medium learning curve and costs rise quickly."}, {"id": "mai-20260917-0721-smoke|c80-s1|deepseek-small|Jenkins", "prompt": "c80-s1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open source and unlimited minutes, but steep learning curve (Groovy) and you must self-host/maintain it."}, {"id": "mai-20260917-0721-smoke|c80-s1|deepseek-small|Azure DevOps", "prompt": "c80-s1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good if you're already deep in the Azure/Microsoft ecosystem."}, {"id": "mai-20260917-0721-smoke|c80-s1|deepseek-small|DeployHQ", "prompt": "c80-s1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "DeployHQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Simple and cheap (~$4.50/mo), but deployment-focused rather than full CI/CD."}, {"id": "mai-20260917-0721-smoke|c80-s1|deepseek-small|TeamCity", "prompt": "c80-s1", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "this pushes you toward self-hosted/hybrid tools (GitLab self-managed, TeamCity, Jenkins, Azure DevOps Server)"}, {"id": "mai-20260917-0721-smoke|c80-s1|google-small|GitHub Actions", "prompt": "c80-s1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For 90% of small B2B companies today, **GitHub Actions** is the absolute best choice."}, {"id": "mai-20260917-0721-smoke|c80-s1|google-small|GitLab CI/CD", "prompt": "c80-s1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitLab CI/CD (The Best All-in-One DevSecOps Platform)"}, {"id": "mai-20260917-0721-smoke|c80-s1|google-small|CircleCI", "prompt": "c80-s1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CircleCI is the top choice... The Catch: It can get expensive quickly"}, {"id": "mai-20260917-0721-smoke|c80-s1|google-small|Vercel", "prompt": "c80-s1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Vercel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "hosted on modern platform-as-a-service (PaaS) providers like **Vercel, Render, Railway, or Heroku**, you might not need a traditional CI/CD platform at all"}, {"id": "mai-20260917-0721-smoke|c80-s1|google-small|Render", "prompt": "c80-s1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Render", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PaaS Built-in Pipelines (The \"No-CI/CD\" Option)"}, {"id": "mai-20260917-0721-smoke|c80-s1|google-small|Railway", "prompt": "c80-s1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Railway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Vercel, Render, Railway, or Heroku"}, {"id": "mai-20260917-0721-smoke|c80-s1|google-small|Heroku", "prompt": "c80-s1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Heroku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Vercel, Render, Railway, or Heroku"}, {"id": "mai-20260917-0721-smoke|c80-s1|google-small|Jenkins", "prompt": "c80-s1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**avoid it at all costs** for a small B2B company"}, {"id": "mai-20260917-0721-smoke|c80-s1|google-small|Bitbucket Pipelines", "prompt": "c80-s1", "model": "google-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If on Bitbucket, use **Bitbucket Pipelines**."}, {"id": "mai-20260917-0721-smoke|c80-s1|meta-small|Podman", "prompt": "c80-s1", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Podman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Podman - rated 4.6/5 across 5,705 verified user reviews."}, {"id": "mai-20260917-0721-smoke|c80-s1|meta-small|GitHub Actions", "prompt": "c80-s1", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GitHub Actions - a good starting point for most small teams."}, {"id": "mai-20260917-0721-smoke|c80-s1|meta-small|DeployHQ", "prompt": "c80-s1", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "DeployHQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DeployHQ - offers a range of CI/CD tools and has a free tier."}, {"id": "mai-20260917-0721-smoke|c80-s1|minimax-small|GitHub Actions", "prompt": "c80-s1", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company, **start with GitHub Actions** if your code is on GitHub."}, {"id": "mai-20260917-0721-smoke|c80-s1|minimax-small|CircleCI", "prompt": "c80-s1", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CircleCI**: If build speed is your top priority (30% faster on average)"}, {"id": "mai-20260917-0721-smoke|c80-s1|minimax-small|GitLab CI/CD", "prompt": "c80-s1", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GitLab CI**: If you want CI + registry + security scanning + issue tracking in one place"}, {"id": "mai-20260917-0721-smoke|c80-s1|minimax-small|Jenkins", "prompt": "c80-s1", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "if you want full control and don't mind managing infrastructure (free but requires setup time)"}, {"id": "mai-20260917-0721-smoke|c80-s1|mistral-small|GitHub Actions", "prompt": "c80-s1", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** is often recommended as the top choice for most small teams in 2026"}, {"id": "mai-20260917-0721-smoke|c80-s1|mistral-small|Jenkins", "prompt": "c80-s1", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "self-hosted options like Jenkins, TeamCity, or GitLab self-managed may be worth considering"}, {"id": "mai-20260917-0721-smoke|c80-s1|mistral-small|TeamCity", "prompt": "c80-s1", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "TeamCity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "self-hosted options like Jenkins, TeamCity, or GitLab self-managed may be worth considering"}, {"id": "mai-20260917-0721-smoke|c80-s1|mistral-small|GitLab self-managed", "prompt": "c80-s1", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab self-managed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "self-hosted options like Jenkins, TeamCity, or GitLab self-managed may be worth considering"}, {"id": "mai-20260917-0721-smoke|c80-s1|moonshot-small|GitHub Actions", "prompt": "c80-s1", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **GitHub Actions**"}, {"id": "mai-20260917-0721-smoke|c80-s1|moonshot-small|CircleCI", "prompt": "c80-s1", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up Options ... **CircleCI** | Fastest build times"}, {"id": "mai-20260917-0721-smoke|c80-s1|moonshot-small|GitLab CI/CD", "prompt": "c80-s1", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GitLab CI/CD** | All-in-one DevOps platform (if using GitLab)"}, {"id": "mai-20260917-0721-smoke|c80-s1|moonshot-small|Jenkins", "prompt": "c80-s1", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Jenkins** | Maximum customization, self-hosted preference"}, {"id": "mai-20260917-0721-smoke|c80-s1|openai-small|GitHub Actions", "prompt": "c80-s1", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall default: **GitHub Actions**"}, {"id": "mai-20260917-0721-smoke|c80-s1|openai-small|GitLab CI/CD", "prompt": "c80-s1", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want an all-in-one DevOps platform and prefer GitLab as your repo host"}, {"id": "mai-20260917-0721-smoke|c80-s1|openai-small|CircleCI", "prompt": "c80-s1", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if you care a lot about build speed, caching, and a polished CI experience"}, {"id": "mai-20260917-0721-smoke|c80-s1|openai-small|Azure DevOps", "prompt": "c80-s1", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you're already deep in Microsoft/Azure"}, {"id": "mai-20260917-0721-smoke|c80-s1|openai-small|Jenkins", "prompt": "c80-s1", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "only if you need maximum control and don't mind higher maintenance"}, {"id": "mai-20260917-0721-smoke|c80-s1|openai-small|Bitbucket Pipelines", "prompt": "c80-s1", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "decent if you're already on Bitbucket, but usually not the first pick otherwise"}, {"id": "mai-20260917-0721-smoke|c80-s1|xai-small|GitHub Actions", "prompt": "c80-s1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions is generally the best CI/CD platform for a small B2B company.**"}, {"id": "mai-20260917-0721-smoke|c80-s1|xai-small|GitLab CI/CD", "prompt": "c80-s1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You want all-in-one (SCM + CI/CD + security/registry). Self-hosting option."}, {"id": "mai-20260917-0721-smoke|c80-s1|xai-small|CircleCI", "prompt": "c80-s1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Speed/parallelism critical; multi-VCS support."}, {"id": "mai-20260917-0721-smoke|c80-s1|xai-small|Jenkins", "prompt": "c80-s1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High maintenance—avoid unless DevOps expertise."}, {"id": "mai-20260917-0721-smoke|c80-s1|xai-small|Semaphore", "prompt": "c80-s1", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Semaphore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ultra-fast/cheap builds (benchmarks: #1 speed/cost). ... Less known; niche for Ruby/Go/Node."}, {"id": "mai-20260917-0721-smoke|c80-s1|zai-small|GitHub Actions", "prompt": "c80-s1", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most small teams should start with GitHub Actions**"}, {"id": "mai-20260917-0721-smoke|c80-s1|zai-small|GitLab CI/CD", "prompt": "c80-s1", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the best \"all‑in‑one\" choice if you want SCM, CI/CD, container registry, and security scanning in a single platform"}, {"id": "mai-20260917-0721-smoke|c80-s1|zai-small|CircleCI", "prompt": "c80-s1", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CircleCI** is a strong runner‑up when build speed is a priority."}, {"id": "mai-20260917-0721-smoke|c80-s1|zai-small|Jenkins", "prompt": "c80-s1", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Jenkins** unless you have very specific, non‑negotiable requirements"}, {"id": "mai-20260917-0721-smoke|c80-s1|zai-small|Buildkite", "prompt": "c80-s1", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "direct", "raw": "Buildkite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Bitbucket or self‑hosted → consider GitHub Actions, GitLab CI, or Buildkite."}, {"id": "mai-20260917-0721-smoke|c80-s2|alibaba-small|GitHub Actions", "prompt": "c80-s2", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **GitHub Actions**"}, {"id": "mai-20260917-0721-smoke|c80-s2|alibaba-small|GitLab CI/CD", "prompt": "c80-s2", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **GitLab CI/CD**"}, {"id": "mai-20260917-0721-smoke|c80-s2|alibaba-small|CircleCI", "prompt": "c80-s2", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Fastest & Easiest: CircleCI"}, {"id": "mai-20260917-0721-smoke|c80-s2|anthropic-small|Jenkins", "prompt": "c80-s2", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Steeper learning curve, requires more setup and maintenance"}, {"id": "mai-20260917-0721-smoke|c80-s2|anthropic-small|GitLab CI/CD", "prompt": "c80-s2", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab CI/CD** if you prefer a more comprehensive platform or want self-hosting options"}, {"id": "mai-20260917-0721-smoke|c80-s2|anthropic-small|GitHub Actions", "prompt": "c80-s2", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**GitHub Actions** if you're using GitHub for version control—it's the most integrated and requires minimal setup"}, {"id": "mai-20260917-0721-smoke|c80-s2|anthropic-small|CircleCI", "prompt": "c80-s2", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CircleCI** if you want a managed cloud solution with an intuitive interface"}, {"id": "mai-20260917-0721-smoke|c80-s2|challenger-small|GitHub Actions", "prompt": "c80-s2", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **GitHub Actions** as the default CI/CD tool"}, {"id": "mai-20260917-0721-smoke|c80-s2|challenger-small|GitLab CI/CD", "prompt": "c80-s2", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want an all-in-one DevOps platform with stronger built-in security scanning"}, {"id": "mai-20260917-0721-smoke|c80-s2|challenger-small|Semaphore", "prompt": "c80-s2", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Semaphore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if build speed and managed CI performance matter more than simplicity"}, {"id": "mai-20260917-0721-smoke|c80-s2|challenger-small|AWS CodePipeline", "prompt": "c80-s2", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "AWS CodePipeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your deployment pipeline is already centered on AWS infrastructure"}, {"id": "mai-20260917-0721-smoke|c80-s2|deepseek-small|GitHub Actions", "prompt": "c80-s2", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: GitHub Actions"}, {"id": "mai-20260917-0721-smoke|c80-s2|deepseek-small|GitLab CI/CD", "prompt": "c80-s2", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab CI/CD** is an equally strong choice"}, {"id": "mai-20260917-0721-smoke|c80-s2|deepseek-small|CircleCI", "prompt": "c80-s2", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teams wanting cloud speed with more control | Faster builds, flexible, popular with startups"}, {"id": "mai-20260917-0721-smoke|c80-s2|deepseek-small|Jenkins", "prompt": "c80-s2", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "requires self-hosting and maintenance — usually too heavy for a small team"}, {"id": "mai-20260917-0721-smoke|c80-s2|deepseek-small|DeployHQ", "prompt": "c80-s2", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "DeployHQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple web deployments, agencies"}, {"id": "mai-20260917-0721-smoke|c80-s2|google-small|GitHub Actions", "prompt": "c80-s2", "model": "google-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** is the clear recommendation for 90% of small B2B companies."}, {"id": "mai-20260917-0721-smoke|c80-s2|google-small|GitLab CI/CD", "prompt": "c80-s2", "model": "google-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Compliance-Heavy Industries: GitLab CI/CD ... is the premier choice."}, {"id": "mai-20260917-0721-smoke|c80-s2|google-small|Jenkins", "prompt": "c80-s2", "model": "google-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to Avoid: Jenkins ... **avoid it as a small business**."}, {"id": "mai-20260917-0721-smoke|c80-s2|meta-small|GitHub Actions", "prompt": "c80-s2", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "GitHub Actions: A popular choice for CI/CD, tightly integrated with version control, and has a free tier available."}, {"id": "mai-20260917-0721-smoke|c80-s2|meta-small|AWS CodePipeline", "prompt": "c80-s2", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "AWS CodePipeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AWS CodePipeline: A continuous integration and continuous delivery service"}, {"id": "mai-20260917-0721-smoke|c80-s2|meta-small|Appcircle", "prompt": "c80-s2", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Appcircle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Appcircle: A mobile CI/CD tool"}, {"id": "mai-20260917-0721-smoke|c80-s2|meta-small|CircleCI", "prompt": "c80-s2", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CircleCI: A widely used DevOps tool"}, {"id": "mai-20260917-0721-smoke|c80-s2|meta-small|Copado", "prompt": "c80-s2", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Copado", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Copado: A CI/CD platform that unifies pipelines and automated testing for Salesforce development teams."}, {"id": "mai-20260917-0721-smoke|c80-s2|meta-small|GitLab CI", "prompt": "c80-s2", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "GitLab CI: A comprehensive CI/CD solution"}, {"id": "mai-20260917-0721-smoke|c80-s2|meta-small|Bitbucket", "prompt": "c80-s2", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bitbucket: A version control system that offers CI/CD capabilities."}, {"id": "mai-20260917-0721-smoke|c80-s2|meta-small|DigitalOcean App Platform", "prompt": "c80-s2", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "DigitalOcean App Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "DigitalOcean App Platform: A cloud platform that offers CI/CD capabilities."}, {"id": "mai-20260917-0721-smoke|c80-s2|meta-small|Envoyer", "prompt": "c80-s2", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Envoyer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Envoyer: A CI/CD tool that offers automated deployments."}, {"id": "mai-20260917-0721-smoke|c80-s2|meta-small|NX", "prompt": "c80-s2", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "NX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "NX: A CI/CD tool that offers automated builds and deployments."}, {"id": "mai-20260917-0721-smoke|c80-s2|meta-small|Vercel", "prompt": "c80-s2", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Vercel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Vercel: A CI/CD tool that offers automated deployments."}, {"id": "mai-20260917-0721-smoke|c80-s2|minimax-small|GitHub Actions", "prompt": "c80-s2", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you're not sure where to start, go with GitHub Actions.**"}, {"id": "mai-20260917-0721-smoke|c80-s2|minimax-small|GitLab CI/CD", "prompt": "c80-s2", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**You host code on GitLab** | **GitLab CI/CD** | The repo + CI/CD pipeline are already in one UI"}, {"id": "mai-20260917-0721-smoke|c80-s2|minimax-small|CircleCI", "prompt": "c80-s2", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**You want the fastest build times and advanced caching** | **CircleCI**"}, {"id": "mai-20260917-0721-smoke|c80-s2|minimax-small|Jenkins", "prompt": "c80-s2", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**You need full on-premises control ... | **Jenkins** (self-hosted)"}, {"id": "mai-20260917-0721-smoke|c80-s2|minimax-small|Bitbucket Pipelines", "prompt": "c80-s2", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If your code lives in Bitbucket and you want the simplest possible integration."}, {"id": "mai-20260917-0721-smoke|c80-s2|minimax-small|Azure DevOps (Pipelines)", "prompt": "c80-s2", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Azure DevOps (Pipelines)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Your product is deployed exclusively on Azure** | **Azure Pipelines** | Native integration with Azure App Service"}, {"id": "mai-20260917-0721-smoke|c80-s2|minimax-small|AWS CodePipeline / CodeBuild", "prompt": "c80-s2", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "AWS CodePipeline / CodeBuild", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Already running on AWS and want to keep everything inside the AWS ecosystem."}, {"id": "mai-20260917-0721-smoke|c80-s2|moonshot-small|GitHub Actions", "prompt": "c80-s2", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: GitHub Actions"}, {"id": "mai-20260917-0721-smoke|c80-s2|moonshot-small|GitLab CI/CD", "prompt": "c80-s2", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Better if you want an all-in-one DevOps platform ... or need self-hosting for compliance reasons"}, {"id": "mai-20260917-0721-smoke|c80-s2|moonshot-small|CircleCI", "prompt": "c80-s2", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider if you have complex build requirements or need the absolute fastest build speeds"}, {"id": "mai-20260917-0721-smoke|c80-s2|openai-small|GitHub Actions", "prompt": "c80-s2", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** is the easiest starting point for many small B2B companies"}, {"id": "mai-20260917-0721-smoke|c80-s2|openai-small|GitLab CI/CD", "prompt": "c80-s2", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab CI/CD** is a strong alternative"}, {"id": "mai-20260917-0721-smoke|c80-s2|openai-small|CircleCI", "prompt": "c80-s2", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a third option focused on usage-based scaling, **CircleCI** is also worth considering."}, {"id": "mai-20260917-0721-smoke|c80-s2|xai-small|GitHub Actions", "prompt": "c80-s2", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**I'd recommend GitHub Actions** for a small B2B business."}, {"id": "mai-20260917-0721-smoke|c80-s2|xai-small|GitLab CI/CD", "prompt": "c80-s2", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab CI/CD**: If you want an all-in-one platform"}, {"id": "mai-20260917-0721-smoke|c80-s2|xai-small|CircleCI", "prompt": "c80-s2", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CircleCI**: For speed-optimized builds."}, {"id": "mai-20260917-0721-smoke|c80-s2|xai-small|Jenkins", "prompt": "c80-s2", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid Jenkins unless you need heavy customization"}, {"id": "mai-20260917-0721-smoke|c80-s2|zai-small|GitHub Actions", "prompt": "c80-s2", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **GitHub Actions** as the top choice for a small business"}, {"id": "mai-20260917-0721-smoke|c80-s2|zai-small|GitLab CI", "prompt": "c80-s2", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "GitLab CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **GitLab CI** as a strong alternative"}, {"id": "mai-20260917-0721-smoke|c80-s2|zai-small|CircleCI", "prompt": "c80-s2", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best if build speed is critical and you have larger budgets (~$15/month starting)"}, {"id": "mai-20260917-0721-smoke|c80-s2|zai-small|Jenkins", "prompt": "c80-s2", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "paraphrase", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Only recommended if you have specific air-gapped environment needs ... but requires significant DevOps expertise"}, {"id": "mai-20260917-0721-smoke|c80-s3|alibaba-small|GitHub Actions", "prompt": "c80-s3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you are on GitHub:** Start with **GitHub Actions**. It’s the path of least resistance."}, {"id": "mai-20260917-0721-smoke|c80-s3|alibaba-small|GitLab CI/CD", "prompt": "c80-s3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you want a full platform:** Look at **GitLab**."}, {"id": "mai-20260917-0721-smoke|c80-s3|alibaba-small|CircleCI", "prompt": "c80-s3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you are building complex microservices:** Consider **CircleCI** for its speed and caching capabilities."}, {"id": "mai-20260917-0721-smoke|c80-s3|alibaba-small|Jenkins", "prompt": "c80-s3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Jenkins** unless you specifically need offline/on-premise isolation"}, {"id": "mai-20260917-0721-smoke|c80-s3|alibaba-small|DeployHQ", "prompt": "c80-s3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "DeployHQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Less suitable for complex backend services, mobile apps, or multi-stage builds."}, {"id": "mai-20260917-0721-smoke|c80-s3|alibaba-small|Codeship", "prompt": "c80-s3", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Codeship", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "DeployHQ / Codeship (Simpler Alternatives)"}, {"id": "mai-20260917-0721-smoke|c80-s3|anthropic-small|GitHub Actions", "prompt": "c80-s3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most teams in 2026, GitHub Actions is the best starting point due to tight GitHub integration, a massive marketplace, and generous free tier."}, {"id": "mai-20260917-0721-smoke|c80-s3|anthropic-small|CircleCI", "prompt": "c80-s3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Its free tier is limited (6,000 build minutes/month) and it's less integrated than GitHub Actions."}, {"id": "mai-20260917-0721-smoke|c80-s3|anthropic-small|GitLab CI/CD", "prompt": "c80-s3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GitLab CI/CD wins for all-in-one platforms."}, {"id": "mai-20260917-0721-smoke|c80-s3|anthropic-small|Jenkins", "prompt": "c80-s3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "in 2026 it's rarely the best starting choice for a small team"}, {"id": "mai-20260917-0721-smoke|c80-s3|anthropic-small|Azure DevOps", "prompt": "c80-s3", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "keeping workflow tightly coupled with code hosting compared to tools like CircleCI or Azure DevOps"}, {"id": "mai-20260917-0721-smoke|c80-s3|challenger-small|GitHub Actions", "prompt": "c80-s3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** is the best default for teams already on GitHub"}, {"id": "mai-20260917-0721-smoke|c80-s3|challenger-small|CircleCI", "prompt": "c80-s3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CircleCI** is a strong choice if you want **multi-SCM support**"}, {"id": "mai-20260917-0721-smoke|c80-s3|challenger-small|GitLab CI/CD", "prompt": "c80-s3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GitLab CI/CD** fits teams that want an **all-in-one DevSecOps platform**"}, {"id": "mai-20260917-0721-smoke|c80-s3|challenger-small|Semaphore", "prompt": "c80-s3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Semaphore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Semaphore** is often favored for **pay-as-you-go efficiency** and fast pipelines"}, {"id": "mai-20260917-0721-smoke|c80-s3|challenger-small|Jenkins", "prompt": "c80-s3", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Jenkins only if you need self-hosted control... highest operational burden"}, {"id": "mai-20260917-0721-smoke|c80-s3|deepseek-small|GitHub Actions", "prompt": "c80-s3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Actions is the lowest-friction, financially sensible default"}, {"id": "mai-20260917-0721-smoke|c80-s3|deepseek-small|GitLab CI/CD", "prompt": "c80-s3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One / Self-Hosted"}, {"id": "mai-20260917-0721-smoke|c80-s3|deepseek-small|CircleCI", "prompt": "c80-s3", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "In 2026, many consider it harder to justify for a *new* stack."}, {"id": "mai-20260917-0721-smoke|c80-s3|google-small|GitHub Actions", "prompt": "c80-s3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "\"Our code is on GitHub\" → **Use GitHub Actions.** There is almost no reason to look elsewhere."}, {"id": "mai-20260917-0721-smoke|c80-s3|google-small|GitLab CI/CD", "prompt": "c80-s3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "\"Our code is on GitLab\" → **Use GitLab CI/CD.**"}, {"id": "mai-20260917-0721-smoke|c80-s3|google-small|CircleCI", "prompt": "c80-s3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Teams looking for maximum build speed and advanced developer tools."}, {"id": "mai-20260917-0721-smoke|c80-s3|google-small|Bitbucket Pipelines", "prompt": "c80-s3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Teams deeply embedded in the Atlassian ecosystem (using Bitbucket and Jira)."}, {"id": "mai-20260917-0721-smoke|c80-s3|google-small|DeployHQ", "prompt": "c80-s3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "DeployHQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use DeployHQ or Vercel. Avoid general-purpose CI tools altogether"}, {"id": "mai-20260917-0721-smoke|c80-s3|google-small|Vercel", "prompt": "c80-s3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Vercel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Platforms like **Vercel** or **Render** automatically compile and deploy your code onto their cloud infrastructure"}, {"id": "mai-20260917-0721-smoke|c80-s3|google-small|Render", "prompt": "c80-s3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Platforms like **Vercel** or **Render** automatically compile and deploy your code"}, {"id": "mai-20260917-0721-smoke|c80-s3|google-small|Jenkins", "prompt": "c80-s3", "model": "google-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "it is generally a poor choice for a small team"}, {"id": "mai-20260917-0721-smoke|c80-s3|meta-small|GitHub Actions", "prompt": "c80-s3", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Actions is considered the best overall for small teams"}, {"id": "mai-20260917-0721-smoke|c80-s3|meta-small|CircleCI", "prompt": "c80-s3", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CircleCI is a strong alternative for teams that need speed or more advanced features"}, {"id": "mai-20260917-0721-smoke|c80-s3|meta-small|Semaphore", "prompt": "c80-s3", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Semaphore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Semaphore is a good option for teams that want a pay-as-you-go model"}, {"id": "mai-20260917-0721-smoke|c80-s3|meta-small|GitLab CI/CD", "prompt": "c80-s3", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GitLab CI/CD is a good choice for teams that are already using GitLab"}, {"id": "mai-20260917-0721-smoke|c80-s3|meta-small|Buildkite", "prompt": "c80-s3", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Buildkite is a good option for teams that need build logs on-prem"}, {"id": "mai-20260917-0721-smoke|c80-s3|meta-small|Spacelift", "prompt": "c80-s3", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Spacelift"}, {"id": "mai-20260917-0721-smoke|c80-s3|meta-small|Jenkins", "prompt": "c80-s3", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Jenkins is a good choice for teams that need extreme customization or compliance"}, {"id": "mai-20260917-0721-smoke|c80-s3|minimax-small|GitHub Actions", "prompt": "c80-s3", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** (Most Recommended for Small Teams)"}, {"id": "mai-20260917-0721-smoke|c80-s3|minimax-small|GitLab CI/CD", "prompt": "c80-s3", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **GitHub Actions** if you're on GitHub, or **GitLab CI** if you're on GitLab"}, {"id": "mai-20260917-0721-smoke|c80-s3|minimax-small|CircleCI", "prompt": "c80-s3", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Cloud-native teams needing speed"}, {"id": "mai-20260917-0721-smoke|c80-s3|minimax-small|Jenkins", "prompt": "c80-s3", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Weaknesses:** High learning curve, requires infrastructure management"}, {"id": "mai-20260917-0721-smoke|c80-s3|mistral-small|GitHub Actions", "prompt": "c80-s3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're on GitHub, start with **GitHub Actions** for simplicity and integration."}, {"id": "mai-20260917-0721-smoke|c80-s3|mistral-small|CircleCI", "prompt": "c80-s3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "More generous free tier than GitHub Actions, flexible for non-GitHub teams."}, {"id": "mai-20260917-0721-smoke|c80-s3|mistral-small|Semaphore", "prompt": "c80-s3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Semaphore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For speed and cost, try **Semaphore**."}, {"id": "mai-20260917-0721-smoke|c80-s3|mistral-small|GitLab CI/CD", "prompt": "c80-s3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For an all-in-one DevOps suite, consider **GitLab CI/CD**."}, {"id": "mai-20260917-0721-smoke|c80-s3|mistral-small|Buildkite", "prompt": "c80-s3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For on-prem control, look at **Buildkite** or **Jenkins**."}, {"id": "mai-20260917-0721-smoke|c80-s3|mistral-small|Jenkins", "prompt": "c80-s3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Requires more setup and maintenance, but offers unmatched flexibility for unique workflows."}, {"id": "mai-20260917-0721-smoke|c80-s3|mistral-small|DeployHQ", "prompt": "c80-s3", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "DeployHQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simpler than full CI/CD suites, ideal for teams that only need deployment automation."}, {"id": "mai-20260917-0721-smoke|c80-s3|moonshot-small|GitHub Actions", "prompt": "c80-s3", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Actions is the default choice"}, {"id": "mai-20260917-0721-smoke|c80-s3|moonshot-small|GitLab CI/CD", "prompt": "c80-s3", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider GitLab CI if: You want an all-in-one platform"}, {"id": "mai-20260917-0721-smoke|c80-s3|moonshot-small|CircleCI", "prompt": "c80-s3", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider CircleCI if: Build speed is a measurable bottleneck"}, {"id": "mai-20260917-0721-smoke|c80-s3|openai-small|GitHub Actions", "prompt": "c80-s3", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Already on GitHub?** Start with **GitHub Actions**."}, {"id": "mai-20260917-0721-smoke|c80-s3|openai-small|GitLab CI/CD", "prompt": "c80-s3", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Want a full DevOps suite?** Pick **GitLab CI/CD** or **Azure DevOps Pipelines** depending on your ecosystem."}, {"id": "mai-20260917-0721-smoke|c80-s3|openai-small|CircleCI", "prompt": "c80-s3", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Care most about CI speed and control?** Look at **CircleCI**."}, {"id": "mai-20260917-0721-smoke|c80-s3|openai-small|Azure Pipelines", "prompt": "c80-s3", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure Pipelines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your team already uses Microsoft/Azure DevOps"}, {"id": "mai-20260917-0721-smoke|c80-s3|xai-small|GitHub Actions", "prompt": "c80-s3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Actions dominates for small teams (~33% market share) due to simplicity."}, {"id": "mai-20260917-0721-smoke|c80-s3|xai-small|CircleCI", "prompt": "c80-s3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need speed/parallel tests?** CircleCI's free tier is generous and optimized."}, {"id": "mai-20260917-0721-smoke|c80-s3|xai-small|GitLab CI/CD", "prompt": "c80-s3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want everything in one tool (or self-host)?** GitLab CI/CD."}, {"id": "mai-20260917-0721-smoke|c80-s3|xai-small|Jenkins", "prompt": "c80-s3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High maintenance (self-manage server), not for beginners"}, {"id": "mai-20260917-0721-smoke|c80-s3|xai-small|Bitbucket Pipelines", "prompt": "c80-s3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others like Bitbucket Pipelines (Atlassian stack) ... are niche but viable."}, {"id": "mai-20260917-0721-smoke|c80-s3|xai-small|Netlify/Vercel", "prompt": "c80-s3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Netlify/Vercel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If your stack is frontend-heavy, consider Netlify/Vercel for even easier deploys."}, {"id": "mai-20260917-0721-smoke|c80-s3|xai-small|DeployHQ", "prompt": "c80-s3", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "DeployHQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "DeployHQ (web deployments) are niche but viable"}, {"id": "mai-20260917-0721-smoke|c80-s3|zai-small|GitHub Actions", "prompt": "c80-s3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're on GitHub: GitHub Actions is usually the best starting point—low setup, generous free tier, and a massive ecosystem."}, {"id": "mai-20260917-0721-smoke|c80-s3|zai-small|GitLab CI/CD", "prompt": "c80-s3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want an all‑in‑one DevOps platform: GitLab CI/CD is the standout"}, {"id": "mai-20260917-0721-smoke|c80-s3|zai-small|CircleCI", "prompt": "c80-s3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If speed and parallelism are critical: CircleCI offers excellent performance"}, {"id": "mai-20260917-0721-smoke|c80-s3|zai-small|Jenkins", "prompt": "c80-s3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Heavy operational overhead; steep learning curve; not recommended for very small teams"}, {"id": "mai-20260917-0721-smoke|c80-s3|zai-small|Buildkite", "prompt": "c80-s3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a hybrid model with self‑hosted runners: Buildkite or TeamCity provide a good balance"}, {"id": "mai-20260917-0721-smoke|c80-s3|zai-small|Bitbucket Pipelines", "prompt": "c80-s3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're on Atlassian tools: Bitbucket Pipelines is a cheap, well‑integrated option."}, {"id": "mai-20260917-0721-smoke|c80-s3|zai-small|TeamCity", "prompt": "c80-s3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "TeamCity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Buildkite or TeamCity provide a good balance between cloud convenience and on‑prem control"}, {"id": "mai-20260917-0721-smoke|c80-s3|zai-small|Azure DevOps Pipelines", "prompt": "c80-s3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Azure DevOps Pipelines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Microsoft/Azure stack | Azure DevOps Pipelines | Tight Azure integration"}, {"id": "mai-20260917-0721-smoke|c80-s3|zai-small|Harness", "prompt": "c80-s3", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise‑only; higher cost and complexity"}, {"id": "mai-20260917-0721-smoke|c80-s4|alibaba-small|GitHub Actions", "prompt": "c80-s4", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best CI/CD platform is overwhelmingly considered to be **GitHub Actions**"}, {"id": "mai-20260917-0721-smoke|c80-s4|alibaba-small|GitLab CI/CD", "prompt": "c80-s4", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"All-in-One\" Alternative: GitLab CI/CD"}, {"id": "mai-20260917-0721-smoke|c80-s4|alibaba-small|Jenkins", "prompt": "c80-s4", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Downside:** **High Maintenance.** ... It is not recommended for teams who view \"DevOps\" as a distraction"}, {"id": "mai-20260917-0721-smoke|c80-s4|alibaba-small|DeployHQ", "prompt": "c80-s4", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "DeployHQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Pure Simplicity: DeployHQ"}, {"id": "mai-20260917-0721-smoke|c80-s4|anthropic-small|GitHub Actions", "prompt": "c80-s4", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies starting out, **GitHub Actions** or **GitLab CI/CD** are typically the best balance of cost, ease of use, and functionality."}, {"id": "mai-20260917-0721-smoke|c80-s4|anthropic-small|GitLab CI/CD", "prompt": "c80-s4", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GitHub Actions** or **GitLab CI/CD** are typically the best balance of cost, ease of use, and functionality"}, {"id": "mai-20260917-0721-smoke|c80-s4|anthropic-small|Jenkins", "prompt": "c80-s4", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It requires more setup and maintenance but has no licensing costs"}, {"id": "mai-20260917-0721-smoke|c80-s4|anthropic-small|Gitea + Drone", "prompt": "c80-s4", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Gitea + Drone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Lightweight, self-hosted options that are free and work well together for small teams."}, {"id": "mai-20260917-0721-smoke|c80-s4|anthropic-small|CircleCI", "prompt": "c80-s4", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need more advanced features or don't have code on GitHub/GitLab, **CircleCI's free tier** is also excellent."}, {"id": "mai-20260917-0721-smoke|c80-s4|anthropic-small|Travis CI", "prompt": "c80-s4", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Travis CI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free for open-source projects, with affordable pricing for private repos."}, {"id": "mai-20260917-0721-smoke|c80-s4|challenger-small|GitHub Actions", "prompt": "c80-s4", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** is the best default choice in most cases because it has a generous free tier"}, {"id": "mai-20260917-0721-smoke|c80-s4|challenger-small|Jenkins", "prompt": "c80-s4", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Jenkins is software-free but requires your own infrastructure and maintenance"}, {"id": "mai-20260917-0721-smoke|c80-s4|challenger-small|CircleCI", "prompt": "c80-s4", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use CircleCI** if you want a managed option and your build volume is still modest"}, {"id": "mai-20260917-0721-smoke|c80-s4|challenger-small|DeployHQ", "prompt": "c80-s4", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "DeployHQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CircleCI and DeployHQ can be inexpensive but are more cost-dependent as usage grows"}, {"id": "mai-20260917-0721-smoke|c80-s4|challenger-small|GitLab CI/CD", "prompt": "c80-s4", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use GitLab CI/CD** if your code already lives in GitLab and you want an integrated platform"}, {"id": "mai-20260917-0721-smoke|c80-s4|deepseek-small|GitHub Actions", "prompt": "c80-s4", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small company with a tight budget**, I'd start with **GitHub Actions**."}, {"id": "mai-20260917-0721-smoke|c80-s4|deepseek-small|CircleCI", "prompt": "c80-s4", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CircleCI — *Best if you need speed & build parallelism*"}, {"id": "mai-20260917-0721-smoke|c80-s4|deepseek-small|GitLab CI/CD", "prompt": "c80-s4", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GitLab CI/CD — *Best if you want an all-in-one DevOps platform*"}, {"id": "mai-20260917-0721-smoke|c80-s4|deepseek-small|Jenkins", "prompt": "c80-s4", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The catch: you must host and maintain it yourself on your own servers, and the learning curve is higher."}, {"id": "mai-20260917-0721-smoke|c80-s4|google-small|GitHub Actions", "prompt": "c80-s4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** is the most cost-effective and friction-free choice."}, {"id": "mai-20260917-0721-smoke|c80-s4|google-small|WarpBuild", "prompt": "c80-s4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "WarpBuild", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "hook up cheap, alternative runner providers like **WarpBuild, Ubicloud, or Blacksmith**"}, {"id": "mai-20260917-0721-smoke|c80-s4|google-small|Ubicloud", "prompt": "c80-s4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Ubicloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "hook up cheap, alternative runner providers like **WarpBuild, Ubicloud, or Blacksmith**"}, {"id": "mai-20260917-0721-smoke|c80-s4|google-small|Blacksmith", "prompt": "c80-s4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Blacksmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "alternative runner providers like **WarpBuild, Ubicloud, or Blacksmith**"}, {"id": "mai-20260917-0721-smoke|c80-s4|google-small|CircleCI", "prompt": "c80-s4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Teams Not on GitHub: CircleCI ... is the best alternative."}, {"id": "mai-20260917-0721-smoke|c80-s4|google-small|Gitea (with Gitea Actions)", "prompt": "c80-s4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Gitea (with Gitea Actions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**The Options:** **Gitea (with Gitea Actions)** or **Woodpecker CI**."}, {"id": "mai-20260917-0721-smoke|c80-s4|google-small|Woodpecker CI", "prompt": "c80-s4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Woodpecker CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**The Options:** **Gitea (with Gitea Actions)** or **Woodpecker CI**."}, {"id": "mai-20260917-0721-smoke|c80-s4|google-small|GitLab Premium", "prompt": "c80-s4", "model": "google-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab Premium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid on a Tight Budget: GitLab Premium ... it can be a massive budget trap for growing small teams"}, {"id": "mai-20260917-0721-smoke|c80-s4|meta-small|GitHub Actions", "prompt": "c80-s4", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best CI/CD platform for a small company with a tight budget is GitHub Actions."}, {"id": "mai-20260917-0721-smoke|c80-s4|meta-small|GitLab CI", "prompt": "c80-s4", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Other options include GitLab CI, CircleCI, and Jenkins, but they may require more maintenance and cost more."}, {"id": "mai-20260917-0721-smoke|c80-s4|meta-small|CircleCI", "prompt": "c80-s4", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Other options include GitLab CI, CircleCI, and Jenkins, but they may require more maintenance and cost more."}, {"id": "mai-20260917-0721-smoke|c80-s4|meta-small|Jenkins", "prompt": "c80-s4", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Other options include GitLab CI, CircleCI, and Jenkins, but they may require more maintenance and cost more."}, {"id": "mai-20260917-0721-smoke|c80-s4|minimax-small|GitHub Actions", "prompt": "c80-s4", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** is typically the best starting point"}, {"id": "mai-20260917-0721-smoke|c80-s4|minimax-small|Jenkins", "prompt": "c80-s4", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jenkins** is a great free alternative that can be self-hosted"}, {"id": "mai-20260917-0721-smoke|c80-s4|minimax-small|GitLab CI/CD", "prompt": "c80-s4", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent free tier, integrated GitOps, good for DevOps lifecycle"}, {"id": "mai-20260917-0721-smoke|c80-s4|minimax-small|CircleCI", "prompt": "c80-s4", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free Tier: 6,000 build minutes/month"}, {"id": "mai-20260917-0721-smoke|c80-s4|minimax-small|DeployHQ", "prompt": "c80-s4", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "DeployHQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Simple deployments with minimal config"}, {"id": "mai-20260917-0721-smoke|c80-s4|mistral-small|GitHub Actions", "prompt": "c80-s4", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best CI/CD platform is **GitHub Actions**"}, {"id": "mai-20260917-0721-smoke|c80-s4|mistral-small|Jenkins", "prompt": "c80-s4", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options include Jenkins (if you have some operations capacity)"}, {"id": "mai-20260917-0721-smoke|c80-s4|mistral-small|DeployHQ", "prompt": "c80-s4", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "DeployHQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DeployHQ, which starts at under $20/month for small teams"}, {"id": "mai-20260917-0721-smoke|c80-s4|moonshot-small|GitHub Actions", "prompt": "c80-s4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: GitHub Actions (Free Tier)... start with GitHub Actions if you're on GitHub"}, {"id": "mai-20260917-0721-smoke|c80-s4|moonshot-small|CircleCI", "prompt": "c80-s4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Multi-Platform Alternative: CircleCI (Free Tier)"}, {"id": "mai-20260917-0721-smoke|c80-s4|moonshot-small|Jenkins", "prompt": "c80-s4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Catch: You must host, secure, update, and troubleshoot it yourself. This costs time, which is often more expensive"}, {"id": "mai-20260917-0721-smoke|c80-s4|moonshot-small|Bitbucket Pipelines", "prompt": "c80-s4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If You're in the Atlassian Ecosystem: Bitbucket Pipelines"}, {"id": "mai-20260917-0721-smoke|c80-s4|moonshot-small|GitLab CI", "prompt": "c80-s4", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Code is on GitLab | **GitLab CI** (400 free mins)"}, {"id": "mai-20260917-0721-smoke|c80-s4|openai-small|GitHub Actions", "prompt": "c80-s4", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best default choice is usually GitHub Actions"}, {"id": "mai-20260917-0721-smoke|c80-s4|openai-small|GitLab CI/CD", "prompt": "c80-s4", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already use GitLab; very capable and can be cost-effective"}, {"id": "mai-20260917-0721-smoke|c80-s4|openai-small|CircleCI", "prompt": "c80-s4", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "nice developer experience, but can get pricey as usage grows"}, {"id": "mai-20260917-0721-smoke|c80-s4|openai-small|Jenkins", "prompt": "c80-s4", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "free software, but usually not the cheapest in practice because you pay in maintenance and ops time"}, {"id": "mai-20260917-0721-smoke|c80-s4|openai-small|Bitbucket Pipelines", "prompt": "c80-s4", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "reasonable if your repo already lives in Bitbucket"}, {"id": "mai-20260917-0721-smoke|c80-s4|xai-small|GitHub Actions", "prompt": "c80-s4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions is generally the best CI/CD platform for a small company on a tight budget.**"}, {"id": "mai-20260917-0721-smoke|c80-s4|xai-small|GitLab CI/CD", "prompt": "c80-s4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick GitLab CI** if you need built-in issue tracking/registry/security and can stay under 400 mins"}, {"id": "mai-20260917-0721-smoke|c80-s4|xai-small|CircleCI", "prompt": "c80-s4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Paid self-hosting; overkill for basics"}, {"id": "mai-20260917-0721-smoke|c80-s4|xai-small|Jenkins", "prompt": "c80-s4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Pick Jenkins** only if you want 100% free long-term and have DevOps time to manage it (not ideal for tiny teams)"}, {"id": "mai-20260917-0721-smoke|c80-s4|xai-small|Buildkite", "prompt": "c80-s4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Buildkite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "500 hosted min/mo | Custom infra control | Hybrid model; leans self-hosted"}, {"id": "mai-20260917-0721-smoke|c80-s4|xai-small|TeamCity", "prompt": "c80-s4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "TeamCity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid paid-first tools like TeamCity or Semaphore"}, {"id": "mai-20260917-0721-smoke|c80-s4|xai-small|Semaphore", "prompt": "c80-s4", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Semaphore", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid paid-first tools like TeamCity or Semaphore"}, {"id": "mai-20260917-0721-smoke|c80-s4|zai-small|GitHub Actions", "prompt": "c80-s4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Actions** is usually the best first choice"}, {"id": "mai-20260917-0721-smoke|c80-s4|zai-small|Jenkins (self-hosted)", "prompt": "c80-s4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Jenkins (self-hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed by **self‑hosted Jenkins** or **GitLab CI/CD** if you want full control and zero monthly fees"}, {"id": "mai-20260917-0721-smoke|c80-s4|zai-small|GitLab CI/CD", "prompt": "c80-s4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "self‑host Jenkins or GitLab CI/CD—you pay only for your own servers"}, {"id": "mai-20260917-0721-smoke|c80-s4|zai-small|CircleCI", "prompt": "c80-s4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Generous free tier for light workloads • Paid plans start around $15/month for small teams"}, {"id": "mai-20260917-0721-smoke|c80-s4|zai-small|Buildkite", "prompt": "c80-s4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Buildkite's free tier** is a solid option, but its paid plans are more expensive than GitHub's"}, {"id": "mai-20260917-0721-smoke|c80-s4|zai-small|Bitbucket Pipelines", "prompt": "c80-s4", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "budget", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Bitbucket Pipelines Free tier (but very limited)"}, {"id": "mai-20260917-0721-smoke|c80-s5|alibaba-small|Jenkins", "prompt": "c80-s5", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Jenkins (X): Generally avoid.** ... the maintenance cost outweighs the benefits for a 30-person team."}, {"id": "mai-20260917-0721-smoke|c80-s5|alibaba-small|GitLab", "prompt": "c80-s5", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab CI/CD:** Best if you want everything in one place (Repo + CI/CD + Monitoring). Great value for money."}, {"id": "mai-20260917-0721-smoke|c80-s5|alibaba-small|GitHub Actions", "prompt": "c80-s5", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Using **GitHub Actions** if you are on GitHub is often the path of least resistance"}, {"id": "mai-20260917-0721-smoke|c80-s5|alibaba-small|CircleCI", "prompt": "c80-s5", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent if your tech stack is complex or non-standard, though pricing is stricter."}, {"id": "mai-20260917-0721-smoke|c80-s5|alibaba-small|Travis CI", "prompt": "c80-s5", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Travis CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**CircleCI / Travis CI:** Excellent if your tech stack is complex or non-standard, though pricing is stricter."}, {"id": "mai-20260917-0721-smoke|c80-s5|anthropic-small|GitHub Actions", "prompt": "c80-s5", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**GitHub Actions** (if using GitHub, minimal setup)"}, {"id": "mai-20260917-0721-smoke|c80-s5|anthropic-small|GitLab CI/CD", "prompt": "c80-s5", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab CI/CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**GitLab CI/CD** (if using GitLab, very integrated)"}, {"id": "mai-20260917-0721-smoke|c80-s5|anthropic-small|CircleCI", "prompt": "c80-s5", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**CircleCI** (startup-friendly, generous free tier)"}, {"id": "mai-20260917-0721-smoke|c80-s5|anthropic-small|Jenkins", "prompt": "c80-s5", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Jenkins** (most flexible, but higher ops burden)"}, {"id": "mai-20260917-0721-smoke|c80-s5|anthropic-small|Buildkite", "prompt": "c80-s5", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Buildkite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Buildkite** (good middle ground, simple yet powerful)"}, {"id": "mai-20260917-0721-smoke|c80-s5|deepseek-small|Jenkins", "prompt": "c80-s5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You own all maintenance—risky without DevOps headcount"}, {"id": "mai-20260917-0721-smoke|c80-s5|deepseek-small|GitHub Actions", "prompt": "c80-s5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the pragmatic default is: start with the platform where your code already lives (usually GitHub Actions)"}, {"id": "mai-20260917-0721-smoke|c80-s5|deepseek-small|GitLab CI/CD", "prompt": "c80-s5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab CI/CD", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Per-seat premium cost adds up; heavier"}, {"id": "mai-20260917-0721-smoke|c80-s5|deepseek-small|CircleCI", "prompt": "c80-s5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Build speed, complex pipelines, multi-VCS"}, {"id": "mai-20260917-0721-smoke|c80-s5|deepseek-small|Buildkite", "prompt": "c80-s5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teams wanting control of infra w/o managing a server"}, {"id": "mai-20260917-0721-smoke|c80-s5|deepseek-small|Tekton/Argo", "prompt": "c80-s5", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Tekton/Argo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High complexity; overkill unless you're all-in on Kubernetes"}, {"id": "mai-20260917-0721-smoke|c80-s5|google-small|GitHub Actions", "prompt": "c80-s5", "model": "google-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For 90% of 30-person companies today, **GitHub Actions** (if on GitHub) or **GitLab CI/CD** (if on GitLab) is the correct choice."}, {"id": "mai-20260917-0721-smoke|c80-s5|google-small|GitLab CI/CD", "prompt": "c80-s5", "model": "google-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GitLab CI/CD:** If your code is on GitLab, use this. It is incredibly robust"}, {"id": "mai-20260917-0721-smoke|c80-s5|google-small|CircleCI", "prompt": "c80-s5", "model": "google-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CircleCI is a fantastic, highly optimized developer-first platform"}, {"id": "mai-20260917-0721-smoke|c80-s5|google-small|Jenkins", "prompt": "c80-s5", "model": "google-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "it is a **maintenance trap** for a 30-person company ... Avoid it unless you have strict on-prem/regulatory requirements"}, {"id": "mai-20260917-0721-smoke|c80-s5|meta-small|GitHub Actions", "prompt": "c80-s5", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some recommended CI/CD platforms for small teams include GitHub Actions"}, {"id": "mai-20260917-0721-smoke|c80-s5|minimax-small|GitHub Actions", "prompt": "c80-s5", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular options to consider:** GitHub Actions, GitLab CI/CD, Jenkins (open-source), CircleCI, Travis CI, Argo CD (for Kubernetes), and Azure DevOps."}, {"id": "mai-20260917-0721-smoke|c80-s5|minimax-small|GitLab CI/CD", "prompt": "c80-s5", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab CI/CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Popular options to consider:** GitHub Actions, GitLab CI/CD, Jenkins (open-source), CircleCI, Travis CI, Argo CD (for Kubernetes), and Azure DevOps."}, {"id": "mai-20260917-0721-smoke|c80-s5|minimax-small|Jenkins", "prompt": "c80-s5", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Jenkins (open-source)"}, {"id": "mai-20260917-0721-smoke|c80-s5|minimax-small|CircleCI", "prompt": "c80-s5", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CircleCI, Travis CI, Argo CD (for Kubernetes), and Azure DevOps."}, {"id": "mai-20260917-0721-smoke|c80-s5|minimax-small|Travis CI", "prompt": "c80-s5", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Travis CI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Travis CI, Argo CD (for Kubernetes), and Azure DevOps."}, {"id": "mai-20260917-0721-smoke|c80-s5|minimax-small|Argo CD", "prompt": "c80-s5", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Argo CD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Argo CD (for Kubernetes)"}, {"id": "mai-20260917-0721-smoke|c80-s5|minimax-small|Azure DevOps", "prompt": "c80-s5", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "and Azure DevOps."}, {"id": "mai-20260917-0721-smoke|c80-s5|mistral-small|GitHub Actions", "prompt": "c80-s5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| GitHub Actions   | Cloud        | Yes       | 20 (free)        | GitHub-centric teams    |"}, {"id": "mai-20260917-0721-smoke|c80-s5|mistral-small|GitLab CI", "prompt": "c80-s5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab CI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| GitLab CI/CD     | Cloud/Self   | Yes       | 400 CI minutes   | All-in-one DevOps       |"}, {"id": "mai-20260917-0721-smoke|c80-s5|mistral-small|CircleCI", "prompt": "c80-s5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| CircleCI         | Cloud        | Yes       | 6,000 credits    | Startups, web apps      |"}, {"id": "mai-20260917-0721-smoke|c80-s5|mistral-small|Jenkins", "prompt": "c80-s5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Jenkins          | Self-hosted  | Yes       | Unlimited        | Custom, on-prem         |"}, {"id": "mai-20260917-0721-smoke|c80-s5|mistral-small|TeamCity", "prompt": "c80-s5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| TeamCity         | Self-hosted  | Yes       | Unlimited        | .NET, Windows           |"}, {"id": "mai-20260917-0721-smoke|c80-s5|mistral-small|Buildkite", "prompt": "c80-s5", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Buildkite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Buildkite        | Self-hosted  | No        | Unlimited        | High-scale, custom      |"}, {"id": "mai-20260917-0721-smoke|c80-s5|moonshot-small|GitLab", "prompt": "c80-s5", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**If you need integrated security scanning/project management**: Evaluate GitLab Premium"}, {"id": "mai-20260917-0721-smoke|c80-s5|moonshot-small|GitHub Actions", "prompt": "c80-s5", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If on GitHub**: Start with GitHub Actions (free tier often sufficient, scales well)"}, {"id": "mai-20260917-0721-smoke|c80-s5|moonshot-small|Bitbucket Pipelines", "prompt": "c80-s5", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Bitbucket** → Bitbucket Pipelines"}, {"id": "mai-20260917-0721-smoke|c80-s5|moonshot-small|CircleCI", "prompt": "c80-s5", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If build speed is critical**: Consider CircleCI Performance tier"}, {"id": "mai-20260917-0721-smoke|c80-s5|moonshot-small|Jenkins", "prompt": "c80-s5", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Multi-VCS or self-hosted** → Consider CircleCI, Jenkins, or Buildkite"}, {"id": "mai-20260917-0721-smoke|c80-s5|moonshot-small|Buildkite", "prompt": "c80-s5", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you have compliance/data residency requirements**: Look at Buildkite or self-hosted GitLab"}, {"id": "mai-20260917-0721-smoke|c80-s5|moonshot-small|TeamCity", "prompt": "c80-s5", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Jenkins, GitLab Self-Managed, TeamCity"}, {"id": "mai-20260917-0721-smoke|c80-s5|xai-small|GitHub Actions", "prompt": "c80-s5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Actions often wins for teams your size due to free tier + ecosystem"}, {"id": "mai-20260917-0721-smoke|c80-s5|xai-small|GitLab CI/CD", "prompt": "c80-s5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitLab (all-in-one)"}, {"id": "mai-20260917-0721-smoke|c80-s5|xai-small|CircleCI", "prompt": "c80-s5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "but CircleCI excels in speed"}, {"id": "mai-20260917-0721-smoke|c80-s5|xai-small|Jenkins", "prompt": "c80-s5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Flexible but high maintenance."}, {"id": "mai-20260917-0721-smoke|c80-s5|xai-small|Buildkite", "prompt": "c80-s5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If self-hosting appeals (cost control), Jenkins/Buildkite."}, {"id": "mai-20260917-0721-smoke|c80-s5|xai-small|Dagger", "prompt": "c80-s5", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Dagger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Portable pipelines (e.g., Dagger for container-native)"}, {"id": "mai-20260917-0721-smoke|c80-s5|zai-small|GitHub Actions", "prompt": "c80-s5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If your team is already on GitHub** → start with **GitHub Actions**. It’s free for most small teams, integrates natively, and has a huge ecosystem."}, {"id": "mai-20260917-0721-smoke|c80-s5|zai-small|GitLab CI/CD", "prompt": "c80-s5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab CI/CD** is a strong contender, especially if you’re already using GitLab for code hosting."}, {"id": "mai-20260917-0721-smoke|c80-s5|zai-small|Jenkins", "prompt": "c80-s5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jenkins** (if you have the ops bandwidth)... High – more maintenance, complex configuration"}, {"id": "mai-20260917-0721-smoke|c80-s5|zai-small|CircleCI", "prompt": "c80-s5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "CircleCI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **CircleCI** | Cloud‑native teams | 6,000 build minutes/month | Fast builds, excellent UI, strong parallelism, good docs | Moderate |"}, {"id": "mai-20260917-0721-smoke|c80-s5|zai-small|Buildkite", "prompt": "c80-s5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Buildkite** (hybrid approach)"}, {"id": "mai-20260917-0721-smoke|c80-s5|zai-small|TeamCity", "prompt": "c80-s5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "TeamCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **TeamCity** | JetBrains ecosystem, enterprise teams | 3 free builds/day (cloud)"}, {"id": "mai-20260917-0721-smoke|c80-s5|zai-small|DeployHQ", "prompt": "c80-s5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "DeployHQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **DeployHQ** | Web teams, agencies | 1 project, 5 deploys/day"}, {"id": "mai-20260917-0721-smoke|c80-s5|zai-small|Qovery", "prompt": "c80-s5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Qovery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Qovery, Northflank, or Porter** can give you environments and deployments without managing the underlying cloud infrastructure."}, {"id": "mai-20260917-0721-smoke|c80-s5|zai-small|Northflank", "prompt": "c80-s5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Northflank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Qovery, Northflank, or Porter** can give you environments and deployments without managing the underlying cloud infrastructure."}, {"id": "mai-20260917-0721-smoke|c80-s5|zai-small|Porter", "prompt": "c80-s5", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "scale", "raw": "Porter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Qovery, Northflank, or Porter** can give you environments and deployments without managing the underlying cloud infrastructure."}, {"id": "mai-20260917-0721-smoke|c80-s6|alibaba-small|Jenkins", "prompt": "c80-s6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Here are the platforms you should **avoid**... **Why to Avoid/Caution:** Jenkins requires a dedicated sysadmin-level skill set to manage."}, {"id": "mai-20260917-0721-smoke|c80-s6|alibaba-small|Atlassian Bamboo", "prompt": "c80-s6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Atlassian Bamboo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to Avoid:** Atlassian announced the end of sales for Bamboo... Using a tool that is officially dying is a massive strategic risk."}, {"id": "mai-20260917-0721-smoke|c80-s6|alibaba-small|Travis CI", "prompt": "c80-s6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Travis CI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why to Be Cautious:** ... they have become expensive for commercial small businesses"}, {"id": "mai-20260917-0721-smoke|c80-s6|alibaba-small|Azure DevOps", "prompt": "c80-s6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why to Be Cautious:** If your small business uses a hybrid cloud... creates deep technical debt."}, {"id": "mai-20260917-0721-smoke|c80-s6|alibaba-small|AWS CodePipeline", "prompt": "c80-s6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "AWS CodePipeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The \"Ecosystem Lock-In\": Azure DevOps / AWS CodePipeline"}, {"id": "mai-20260917-0721-smoke|c80-s6|alibaba-small|CircleCI", "prompt": "c80-s6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Why to Be Cautious:** On free or lower-tier plans, you hit \"build minutes\" limits very quickly."}, {"id": "mai-20260917-0721-smoke|c80-s6|alibaba-small|GitHub Actions", "prompt": "c80-s6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**GitHub Actions:** Generally the best starting point."}, {"id": "mai-20260917-0721-smoke|c80-s6|alibaba-small|GitLab CI/CD", "prompt": "c80-s6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**GitLab CI/CD:** Excellent if you want an \"all-in-one\" solution"}, {"id": "mai-20260917-0721-smoke|c80-s6|alibaba-small|AWS CodeBuild", "prompt": "c80-s6", "model": "alibaba-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "AWS CodeBuild", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you are strictly on AWS, use **AWS CodeBuild**."}, {"id": "mai-20260917-0721-smoke|c80-s6|anthropic-small|Jenkins (Self-Hosted)", "prompt": "c80-s6", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins (Self-Hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This overhead makes it poorly suited for small teams without dedicated DevOps resources."}, {"id": "mai-20260917-0721-smoke|c80-s6|anthropic-small|CloudBees CI", "prompt": "c80-s6", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CloudBees CI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "pricing starts at $30K+/year for mid-size teams and requires organizations to have dedicated DevOps staff"}, {"id": "mai-20260917-0721-smoke|c80-s6|anthropic-small|Nortal", "prompt": "c80-s6", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Nortal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Nortal's comprehensive and structured approach may be overkill if you need a lightweight DevOps setup"}, {"id": "mai-20260917-0721-smoke|c80-s6|anthropic-small|Bitbucket Pipelines", "prompt": "c80-s6", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "less flexible and less scalable compared to standalone CI/CD platforms, which could constrain growth"}, {"id": "mai-20260917-0721-smoke|c80-s6|anthropic-small|GitLab", "prompt": "c80-s6", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "GitLab's free tier has tighter compute limits"}, {"id": "mai-20260917-0721-smoke|c80-s6|anthropic-small|GitHub Actions", "prompt": "c80-s6", "model": "anthropic-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "A team on GitHub Actions with unoptimized workflows can watch a modest monthly bill creep toward $85-$100"}, {"id": "mai-20260917-0721-smoke|c80-s6|challenger-small|Jenkins", "prompt": "c80-s6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cautious about heavyweight self-hosted CI/CD platforms like Jenkins"}, {"id": "mai-20260917-0721-smoke|c80-s6|challenger-small|Tekton", "prompt": "c80-s6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Tekton", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "powerful, but usually premature for small teams without existing Kubernetes expertise"}, {"id": "mai-20260917-0721-smoke|c80-s6|challenger-small|Zuul", "prompt": "c80-s6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Zuul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more niche/self-hosted choices that add complexity"}, {"id": "mai-20260917-0721-smoke|c80-s6|challenger-small|Buildbot", "prompt": "c80-s6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Buildbot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more niche/self-hosted choices that add complexity"}, {"id": "mai-20260917-0721-smoke|c80-s6|challenger-small|GitLab CI/CD self-managed", "prompt": "c80-s6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI/CD self-managed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "only if you can support self-hosting and administration"}, {"id": "mai-20260917-0721-smoke|c80-s6|challenger-small|CircleCI", "prompt": "c80-s6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "CI/CD systems such as Jenkins and CircleCI need careful hardening"}, {"id": "mai-20260917-0721-smoke|c80-s6|challenger-small|GitHub Actions", "prompt": "c80-s6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "the safer default is managed CI/CD ... especially GitHub Actions for GitHub repos"}, {"id": "mai-20260917-0721-smoke|c80-s6|challenger-small|GitLab CI", "prompt": "c80-s6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "GitLab CI/CD for GitLab repos"}, {"id": "mai-20260917-0721-smoke|c80-s6|challenger-small|Spinnaker", "prompt": "c80-s6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Spinnaker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "one source explicitly says it has “too many problems” to recommend"}, {"id": "mai-20260917-0721-smoke|c80-s6|challenger-small|Azure DevOps Pipelines", "prompt": "c80-s6", "model": "challenger-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Azure DevOps Pipelines", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "one community comment is strongly negative, but that is anecdotal"}, {"id": "mai-20260917-0721-smoke|c80-s6|deepseek-small|Bamboo (Atlassian)", "prompt": "c80-s6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Bamboo (Atlassian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is the clearest \"avoid\" recommendation... **Don't start anything new on Bamboo.**"}, {"id": "mai-20260917-0721-smoke|c80-s6|deepseek-small|Bitbucket Pipelines", "prompt": "c80-s6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're deep in **Atlassian \\u2192 Bitbucket Pipelines**."}, {"id": "mai-20260917-0721-smoke|c80-s6|deepseek-small|GitHub Actions", "prompt": "c80-s6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your code is on **GitHub \\u2192 GitHub Actions** (2,000 free minutes/month, deeply integrated, huge ecosystem, free for public repos)."}, {"id": "mai-20260917-0721-smoke|c80-s6|deepseek-small|GitLab", "prompt": "c80-s6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with a managed, well-integrated option like GitHub Actions or GitLab CI"}, {"id": "mai-20260917-0721-smoke|c80-s6|deepseek-small|Travis CI", "prompt": "c80-s6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Travis CI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "| Travis CI | **Avoid** | Collapsed, no momentum |"}, {"id": "mai-20260917-0721-smoke|c80-s6|deepseek-small|Spinnaker", "prompt": "c80-s6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Spinnaker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "| Spinnaker | **Avoid** | Over-engineered, resource-heavy |"}, {"id": "mai-20260917-0721-smoke|c80-s6|deepseek-small|Argo CD", "prompt": "c80-s6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Argo CD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need Kubernetes GitOps, Argo CD is far simpler."}, {"id": "mai-20260917-0721-smoke|c80-s6|deepseek-small|Jenkins", "prompt": "c80-s6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "| Jenkins | **Caution** | Hidden ops/maintenance costs crush small teams |"}, {"id": "mai-20260917-0721-smoke|c80-s6|deepseek-small|CircleCI", "prompt": "c80-s6", "model": "deepseek-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "| CircleCI | **Caution** | Opaque credit pricing gets expensive fast |"}, {"id": "mai-20260917-0721-smoke|c80-s6|google-small|Jenkins", "prompt": "c80-s6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it is one of the most dangerous traps for a small business"}, {"id": "mai-20260917-0721-smoke|c80-s6|google-small|Spinnaker", "prompt": "c80-s6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Spinnaker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spinnaker requires its own Kubernetes cluster just to run... over-engineered for smaller workloads"}, {"id": "mai-20260917-0721-smoke|c80-s6|google-small|Harness", "prompt": "c80-s6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Harness", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "over-engineered for smaller workloads... expensive and represent features that a small business simply won’t use"}, {"id": "mai-20260917-0721-smoke|c80-s6|google-small|AWS CodePipeline", "prompt": "c80-s6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "AWS CodePipeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Verbose, Ecosystem-Locked Platforms (e.g., AWS CodePipeline)... The developer experience is clunky"}, {"id": "mai-20260917-0721-smoke|c80-s6|google-small|AWS CodeBuild", "prompt": "c80-s6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "AWS CodeBuild", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "utilizing **AWS CodePipeline** and **AWS CodeBuild** seems like an obvious, cost-efficient choice"}, {"id": "mai-20260917-0721-smoke|c80-s6|google-small|Travis CI", "prompt": "c80-s6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Travis CI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Today, it is a platform to approach with heavy caution."}, {"id": "mai-20260917-0721-smoke|c80-s6|google-small|CircleCI", "prompt": "c80-s6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "your monthly bill can unexpectedly spike by hundreds of dollars"}, {"id": "mai-20260917-0721-smoke|c80-s6|google-small|GitLab", "prompt": "c80-s6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "the per-user licensing costs jump sharply, which can strain a small business's budget"}, {"id": "mai-20260917-0721-smoke|c80-s6|google-small|GitHub Actions", "prompt": "c80-s6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "If your code is on GitHub, this is the default choice."}, {"id": "mai-20260917-0721-smoke|c80-s6|google-small|GitLab CI (SaaS)", "prompt": "c80-s6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI (SaaS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "their built-in CI/CD is incredibly mature, highly customizable"}, {"id": "mai-20260917-0721-smoke|c80-s6|google-small|Vercel", "prompt": "c80-s6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Vercel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "utilize their built-in Git integrations"}, {"id": "mai-20260917-0721-smoke|c80-s6|google-small|Netlify", "prompt": "c80-s6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Netlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "utilize their built-in Git integrations"}, {"id": "mai-20260917-0721-smoke|c80-s6|google-small|Render", "prompt": "c80-s6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Render", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "utilize their built-in Git integrations"}, {"id": "mai-20260917-0721-smoke|c80-s6|google-small|Heroku", "prompt": "c80-s6", "model": "google-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Heroku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "utilize their built-in Git integrations"}, {"id": "mai-20260917-0721-smoke|c80-s6|meta-small|Jenkins", "prompt": "c80-s6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "requires a lot of maintenance time and is not recommended for small businesses unless they have a specific reason to use it"}, {"id": "mai-20260917-0721-smoke|c80-s6|meta-small|Azure DevOps", "prompt": "c80-s6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it's not mentioned as a top choice for small businesses in the search results"}, {"id": "mai-20260917-0721-smoke|c80-s6|meta-small|TeamCity", "prompt": "c80-s6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "TeamCity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It's not mentioned as a top choice for small businesses in the search results."}, {"id": "mai-20260917-0721-smoke|c80-s6|meta-small|GitHub Actions", "prompt": "c80-s6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "recommended to start with GitHub Actions if your team is already using GitHub"}, {"id": "mai-20260917-0721-smoke|c80-s6|meta-small|GitLab CI", "prompt": "c80-s6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider GitLab CI if you prefer a unified platform"}, {"id": "mai-20260917-0721-smoke|c80-s6|meta-small|CircleCI", "prompt": "c80-s6", "model": "meta-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It's a good option if your code is not on GitHub or GitLab."}, {"id": "mai-20260917-0721-smoke|c80-s6|minimax-small|Travis CI", "prompt": "c80-s6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Travis CI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or be extra cautious with platforms that have a history of sudden pricing changes (Travis CI, GitLab Premium)"}, {"id": "mai-20260917-0721-smoke|c80-s6|minimax-small|CircleCI", "prompt": "c80-s6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "heavy usage\\u2011based pricing that can spiral (CircleCI, AWS CodeBuild, Azure Pipelines)"}, {"id": "mai-20260917-0721-smoke|c80-s6|minimax-small|GitLab CI", "prompt": "c80-s6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pushed many formerly \"cheap\" features into higher paid tiers... Prefer solutions with predictable... (GitHub Actions, GitLab Free, Semaphore)"}, {"id": "mai-20260917-0721-smoke|c80-s6|minimax-small|Bitbucket Pipelines", "prompt": "c80-s6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Bitbucket Pipelines", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "limited free tiers that don\\u2019t match typical small\\u2011team needs (Bitbucket Pipelines, Azure)"}, {"id": "mai-20260917-0721-smoke|c80-s6|minimax-small|AWS CodeBuild", "prompt": "c80-s6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "AWS CodeBuild", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "heavy usage\\u2011based pricing that can spiral (CircleCI, AWS CodeBuild, Azure Pipelines)"}, {"id": "mai-20260917-0721-smoke|c80-s6|minimax-small|Azure DevOps Pipelines", "prompt": "c80-s6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Azure DevOps Pipelines", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "heavy usage\\u2011based pricing that can spiral (CircleCI, AWS CodeBuild, Azure Pipelines)"}, {"id": "mai-20260917-0721-smoke|c80-s6|minimax-small|Jenkins", "prompt": "c80-s6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Jenkins (self\\u2011hosted) Gives you full control, no per\\u2011minute fees... cost is predictable."}, {"id": "mai-20260917-0721-smoke|c80-s6|minimax-small|GitHub Actions", "prompt": "c80-s6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Very generous free tier (2,000 Linux minutes per month for private repos), simple YAML workflow syntax, tight integration with GitHub."}, {"id": "mai-20260917-0721-smoke|c80-s6|minimax-small|Semaphore", "prompt": "c80-s6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Semaphore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Offers a solid free tier ... and straightforward pricing."}, {"id": "mai-20260917-0721-smoke|c80-s6|minimax-small|Drone CI", "prompt": "c80-s6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Drone CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Lightweight, open\\u2011source, and can be self\\u2011hosted on a tiny server"}, {"id": "mai-20260917-0721-smoke|c80-s6|minimax-small|Buildkite", "prompt": "c80-s6", "model": "minimax-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Good for teams that want control over compute costs."}, {"id": "mai-20260917-0721-smoke|c80-s6|mistral-small|Jenkins", "prompt": "c80-s6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should generally avoid Jenkins, Harness, Codefresh, and Tekton/Argo Workflows"}, {"id": "mai-20260917-0721-smoke|c80-s6|mistral-small|Harness", "prompt": "c80-s6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Harness", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Small businesses should generally avoid Jenkins, Harness, Codefresh, and Tekton/Argo Workflows"}, {"id": "mai-20260917-0721-smoke|c80-s6|mistral-small|Codefresh", "prompt": "c80-s6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Codefresh", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Small businesses should generally avoid Jenkins, Harness, Codefresh, and Tekton/Argo Workflows"}, {"id": "mai-20260917-0721-smoke|c80-s6|mistral-small|Tekton", "prompt": "c80-s6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Tekton", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid ... Tekton/Argo Workflows unless they have specific advanced needs and dedicated expertise"}, {"id": "mai-20260917-0721-smoke|c80-s6|mistral-small|Argo Workflows", "prompt": "c80-s6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Argo Workflows", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid ... Tekton/Argo Workflows unless they have specific advanced needs and dedicated expertise"}, {"id": "mai-20260917-0721-smoke|c80-s6|mistral-small|GitHub Actions", "prompt": "c80-s6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "platforms like GitHub Actions, GitLab CI/CD, CircleCI, or Buildkite are more suitable"}, {"id": "mai-20260917-0721-smoke|c80-s6|mistral-small|GitLab CI/CD", "prompt": "c80-s6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "platforms like GitHub Actions, GitLab CI/CD, CircleCI, or Buildkite are more suitable"}, {"id": "mai-20260917-0721-smoke|c80-s6|mistral-small|CircleCI", "prompt": "c80-s6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "platforms like GitHub Actions, GitLab CI/CD, CircleCI, or Buildkite are more suitable"}, {"id": "mai-20260917-0721-smoke|c80-s6|mistral-small|Buildkite", "prompt": "c80-s6", "model": "mistral-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "platforms like GitHub Actions, GitLab CI/CD, CircleCI, or Buildkite are more suitable"}, {"id": "mai-20260917-0721-smoke|c80-s6|moonshot-small|Ionic Appflow", "prompt": "c80-s6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Ionic Appflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Ionic Appflow** — AVOID ... Being discontinued (sunset date: December 31, 2027)"}, {"id": "mai-20260917-0721-smoke|c80-s6|moonshot-small|Microsoft App Center", "prompt": "c80-s6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Microsoft App Center", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Dead platform—do not adopt"}, {"id": "mai-20260917-0721-smoke|c80-s6|moonshot-small|GitHub Actions", "prompt": "c80-s6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**GitHub Actions** — CAUTION ... Pricing unpredictability; costs can escalate quickly with usage"}, {"id": "mai-20260917-0721-smoke|c80-s6|moonshot-small|CircleCI", "prompt": "c80-s6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Credit-based pricing can be opaque and expensive"}, {"id": "mai-20260917-0721-smoke|c80-s6|moonshot-small|Jenkins (Self-Hosted)", "prompt": "c80-s6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins (Self-Hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Hidden costs and maintenance burden"}, {"id": "mai-20260917-0721-smoke|c80-s6|moonshot-small|GitLab CI (Premium/Ultimate)", "prompt": "c80-s6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI (Premium/Ultimate)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Expensive seat-based pricing"}, {"id": "mai-20260917-0721-smoke|c80-s6|moonshot-small|Azure DevOps", "prompt": "c80-s6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "1,800 free minutes; $15/parallel job (not per user); good Windows support"}, {"id": "mai-20260917-0721-smoke|c80-s6|moonshot-small|Buildkite", "prompt": "c80-s6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Buildkite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Hybrid model—bring your own infrastructure, only pay for orchestration"}, {"id": "mai-20260917-0721-smoke|c80-s6|moonshot-small|Drone CI / Woodpecker CI", "prompt": "c80-s6", "model": "moonshot-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Drone CI / Woodpecker CI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Open source, self-hosted, Docker-native, minimal overhead"}, {"id": "mai-20260917-0721-smoke|c80-s6|openai-small|CircleCI", "prompt": "c80-s6", "model": "openai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "CircleCI, for example, has had recent billing and config deprecation changes that users had to plan around."}, {"id": "mai-20260917-0721-smoke|c80-s6|xai-small|GitHub Actions", "prompt": "c80-s6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses: GitHub Actions if on GitHub (zero infra, marketplace of 20k+ actions)."}, {"id": "mai-20260917-0721-smoke|c80-s6|xai-small|CircleCI", "prompt": "c80-s6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CircleCI (6,000+ credits/month free) are ideal starters if your code is on GitHub or you need multi-SCM support"}, {"id": "mai-20260917-0721-smoke|c80-s6|xai-small|Jenkins", "prompt": "c80-s6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Sources call it \"legacy\" and advise leaving it behind for small teams."}, {"id": "mai-20260917-0721-smoke|c80-s6|xai-small|GitLab CI/CD", "prompt": "c80-s6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI/CD", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the free tier is tight ... Paid plans are pricier than peers; steep if not already on GitLab"}, {"id": "mai-20260917-0721-smoke|c80-s6|xai-small|Azure DevOps", "prompt": "c80-s6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Microsoft-centric; free tier (1,800 mins) is okay but ties you to Azure ecosystem, with per-minute costs adding up"}, {"id": "mai-20260917-0721-smoke|c80-s6|xai-small|TeamCity", "prompt": "c80-s6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "TeamCity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "JetBrains-focused; professional edition starts at ~$300/year, plus server costs."}, {"id": "mai-20260917-0721-smoke|c80-s6|xai-small|Buildkite", "prompt": "c80-s6", "model": "xai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Buildkite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "relies on your infra for agents; starts cheap ($15/user) but scales with your hosting bills—not beginner-friendly"}, {"id": "mai-20260917-0721-smoke|c80-s6|zai-small|Jenkins", "prompt": "c80-s6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "poor fit for small teams\" due to the \"maintenance tax.\"  **Why to avoid:** Jenkins requires you to run your own infrastructure."}, {"id": "mai-20260917-0721-smoke|c80-s6|zai-small|CloudBees", "prompt": "c80-s6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CloudBees", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** These tools are expensive and complex."}, {"id": "mai-20260917-0721-smoke|c80-s6|zai-small|TeamCity", "prompt": "c80-s6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "TeamCity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** These tools are expensive and complex."}, {"id": "mai-20260917-0721-smoke|c80-s6|zai-small|IBM UrbanCode", "prompt": "c80-s6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "IBM UrbanCode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "legacy **IBM UrbanCode** are built for large organizations"}, {"id": "mai-20260917-0721-smoke|c80-s6|zai-small|Team Foundation Server (TFS / Azure DevOps Server)", "prompt": "c80-s6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "Team Foundation Server (TFS / Azure DevOps Server)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why to avoid:** It is heavily Windows-centric and requires complex server installation."}, {"id": "mai-20260917-0721-smoke|c80-s6|zai-small|CircleCI", "prompt": "c80-s6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "CircleCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "CircleCI is generally a good tool, but it requires caution regarding its **Free Tier**."}, {"id": "mai-20260917-0721-smoke|c80-s6|zai-small|GitHub Actions", "prompt": "c80-s6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Best for small business:** **GitHub Actions**"}, {"id": "mai-20260917-0721-smoke|c80-s6|zai-small|GitLab CI", "prompt": "c80-s6", "model": "zai-small", "cat": "ci-cd-platforms", "variant": "negative", "raw": "GitLab CI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "or **GitLab CI** (all-in-one, but watch the free tier limits)"}, {"id": "mai-20260917-0721-smoke|c81-l1|alibaba-small|Zscaler (Zero Trust Exchange)", "prompt": "c81-l1", "model": "alibaba-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler (Zero Trust Exchange)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zscaler** and **Palo Alto Networks** hold the strongest market share and are most frequently named as Leaders"}, {"id": "mai-20260917-0721-smoke|c81-l1|alibaba-small|Palo Alto Networks (Prisma SASE)", "prompt": "c81-l1", "model": "alibaba-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Networks (Prisma SASE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zscaler** and **Palo Alto Networks** hold the strongest market share and are most frequently named as Leaders"}, {"id": "mai-20260917-0721-smoke|c81-l1|alibaba-small|Netskope (Intelligent SSE)", "prompt": "c81-l1", "model": "alibaba-small", "cat": "sase-platforms", "variant": "direct", "raw": "Netskope (Intelligent SSE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Netskope** if your biggest fear is data exfiltration and IP theft."}, {"id": "mai-20260917-0721-smoke|c81-l1|alibaba-small|Cato Networks", "prompt": "c81-l1", "model": "alibaba-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Cato** if you want to simplify operations and move away from complex integrations."}, {"id": "mai-20260917-0721-smoke|c81-l1|anthropic-small|Cisco", "prompt": "c81-l1", "model": "anthropic-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco is the best overall SASE solution in 2026, delivering unified networking and security for scalable enterprise protection."}, {"id": "mai-20260917-0721-smoke|c81-l1|anthropic-small|Zscaler", "prompt": "c81-l1", "model": "anthropic-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zscaler Zero Trust Exchange is a cloud-native zero trust platform for securing access to users, workloads, IoT and OT, and B2B partners."}, {"id": "mai-20260917-0721-smoke|c81-l1|anthropic-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l1", "model": "anthropic-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Palo Alto's Prisma SASE is what you get when a top-tier firewall company decides to rebuild itself for the cloud era."}, {"id": "mai-20260917-0721-smoke|c81-l1|anthropic-small|Cato Networks", "prompt": "c81-l1", "model": "anthropic-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cato SASE Networks is a fully cloud-native SASE platform that merges SD-WAN and a broad security stack on top of a private global backbone."}, {"id": "mai-20260917-0721-smoke|c81-l1|anthropic-small|Check Point SASE", "prompt": "c81-l1", "model": "anthropic-small", "cat": "sase-platforms", "variant": "direct", "raw": "Check Point SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Check Point SASE is designed for enterprises seeking robust security without sacrificing user experience."}, {"id": "mai-20260917-0721-smoke|c81-l1|challenger-small|Zscaler", "prompt": "c81-l1", "model": "challenger-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Zscaler** if your main goal is a **pure Zero Trust** architecture and large-scale user protection."}, {"id": "mai-20260917-0721-smoke|c81-l1|challenger-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l1", "model": "challenger-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want strong fit for **hybrid environments** and consistency with existing Palo Alto security investments"}, {"id": "mai-20260917-0721-smoke|c81-l1|challenger-small|Cato Networks", "prompt": "c81-l1", "model": "challenger-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Cato Networks** is the strongest general-purpose enterprise B2B choice in the results"}, {"id": "mai-20260917-0721-smoke|c81-l1|challenger-small|Netskope", "prompt": "c81-l1", "model": "challenger-small", "cat": "sase-platforms", "variant": "direct", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Netskope** if **data protection, CASB, and DLP** are your top priorities."}, {"id": "mai-20260917-0721-smoke|c81-l1|challenger-small|FortiSASE", "prompt": "c81-l1", "model": "challenger-small", "cat": "sase-platforms", "variant": "direct", "raw": "FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**FortiSASE** for Fortinet-centric environments."}, {"id": "mai-20260917-0721-smoke|c81-l1|challenger-small|Cisco Secure Access", "prompt": "c81-l1", "model": "challenger-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cisco Secure Access** for Cisco-standardized environments."}, {"id": "mai-20260917-0721-smoke|c81-l1|deepseek-small|Palo Alto Networks (Prisma Access)", "prompt": "c81-l1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Networks (Prisma Access)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Palo Alto Networks, Cato, and Netskope represent the current gold standard ... while Palo Alto on established enterprise security credibility"}, {"id": "mai-20260917-0721-smoke|c81-l1|deepseek-small|Cato Networks (Cato SASE Cloud)", "prompt": "c81-l1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks (Cato SASE Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cato wins on deployment simplicity"}, {"id": "mai-20260917-0721-smoke|c81-l1|deepseek-small|Netskope (Netskope One)", "prompt": "c81-l1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Netskope (Netskope One)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Netskope is arguably the safest analyst-endorsed choice"}, {"id": "mai-20260917-0721-smoke|c81-l1|deepseek-small|Cisco", "prompt": "c81-l1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other recognized vendors included Cisco (Visionary)"}, {"id": "mai-20260917-0721-smoke|c81-l1|deepseek-small|Fortinet", "prompt": "c81-l1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Existing Cisco/Meraki or Fortinet infrastructure"}, {"id": "mai-20260917-0721-smoke|c81-l1|deepseek-small|Versa", "prompt": "c81-l1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Versa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other recognized vendors included Cisco (Visionary), Fortinet, Versa, HPE, Cloudflare, and Forcepoint"}, {"id": "mai-20260917-0721-smoke|c81-l1|deepseek-small|HPE", "prompt": "c81-l1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "HPE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fortinet, Versa, HPE, Cloudflare, and Forcepoint (Niche Players)"}, {"id": "mai-20260917-0721-smoke|c81-l1|deepseek-small|Cloudflare", "prompt": "c81-l1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Versa, HPE, Cloudflare, and Forcepoint (Niche Players)"}, {"id": "mai-20260917-0721-smoke|c81-l1|deepseek-small|Forcepoint", "prompt": "c81-l1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cloudflare, and Forcepoint (Niche Players)"}, {"id": "mai-20260917-0721-smoke|c81-l1|deepseek-small|Zscaler", "prompt": "c81-l1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mixed approach (e.g., Zscaler for ZTNA + SD-WAN vendor)"}, {"id": "mai-20260917-0721-smoke|c81-l1|google-small|Palo Alto Networks (Prisma SASE)", "prompt": "c81-l1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Networks (Prisma SASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are an industrial, financial, or highly structured enterprise with massive physical infrastructure and existing firewalls, begin with **Palo Alto Networks** or **Fortinet**."}, {"id": "mai-20260917-0721-smoke|c81-l1|google-small|Netskope (Netskope One)", "prompt": "c81-l1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "Netskope (Netskope One)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are a standard cloud-first B2B SaaS or technology firm, start your evaluation with **Netskope** or **Zscaler**."}, {"id": "mai-20260917-0721-smoke|c81-l1|google-small|Zscaler (Zero Trust SASE)", "prompt": "c81-l1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler (Zero Trust SASE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start your evaluation with **Netskope** or **Zscaler**"}, {"id": "mai-20260917-0721-smoke|c81-l1|google-small|Cato Networks (Cato SASE Cloud)", "prompt": "c81-l1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks (Cato SASE Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Lean IT/Security teams looking for unified, simple operations and low administrative overhead."}, {"id": "mai-20260917-0721-smoke|c81-l1|google-small|Fortinet (Fortinet Unified SASE)", "prompt": "c81-l1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet (Fortinet Unified SASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are an industrial, financial, or highly structured enterprise with massive physical infrastructure and existing firewalls, begin with **Palo Alto Networks** or **Fortinet**."}, {"id": "mai-20260917-0721-smoke|c81-l1|meta-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l1", "model": "meta-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SASE platform for an enterprise B2B company is Palo Alto Networks Prisma SASE"}, {"id": "mai-20260917-0721-smoke|c81-l1|meta-small|Cato Networks", "prompt": "c81-l1", "model": "meta-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top options include Cato Networks and Zscaler Zero Trust Exchange."}, {"id": "mai-20260917-0721-smoke|c81-l1|meta-small|Zscaler Zero Trust Exchange", "prompt": "c81-l1", "model": "meta-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top options include Cato Networks and Zscaler Zero Trust Exchange."}, {"id": "mai-20260917-0721-smoke|c81-l1|minimax-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l1", "model": "minimax-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Palo Alto if security depth is paramount and you have the budget/team for complexity"}, {"id": "mai-20260917-0721-smoke|c81-l1|minimax-small|Cato Networks", "prompt": "c81-l1", "model": "minimax-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Cato if operational simplicity, deployment speed, and TCO matter more"}, {"id": "mai-20260917-0721-smoke|c81-l1|minimax-small|Fortinet", "prompt": "c81-l1", "model": "minimax-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider Fortinet if you have significant branch networking needs"}, {"id": "mai-20260917-0721-smoke|c81-l1|minimax-small|Zscaler", "prompt": "c81-l1", "model": "minimax-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Zscaler: Strong SSE but immature SD-WAN"}, {"id": "mai-20260917-0721-smoke|c81-l1|minimax-small|Cloudflare", "prompt": "c81-l1", "model": "minimax-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cloudflare: Best network performance but least mature SSE"}, {"id": "mai-20260917-0721-smoke|c81-l1|mistral-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l1", "model": "mistral-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Networks Prisma SASE** is the top choice due to its leadership position"}, {"id": "mai-20260917-0721-smoke|c81-l1|mistral-small|Cato Networks", "prompt": "c81-l1", "model": "mistral-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cato Networks** and **Netskope** are excellent alternatives"}, {"id": "mai-20260917-0721-smoke|c81-l1|mistral-small|Netskope", "prompt": "c81-l1", "model": "mistral-small", "cat": "sase-platforms", "variant": "direct", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cato Networks** and **Netskope** are excellent alternatives"}, {"id": "mai-20260917-0721-smoke|c81-l1|mistral-small|Zscaler Zero Trust Exchange", "prompt": "c81-l1", "model": "mistral-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zscaler is ideal for organizations prioritizing zero trust and advanced threat protection"}, {"id": "mai-20260917-0721-smoke|c81-l1|moonshot-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l1", "model": "moonshot-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for vision and execution."}, {"id": "mai-20260917-0721-smoke|c81-l1|moonshot-small|Cato Networks", "prompt": "c81-l1", "model": "moonshot-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for midsize-to-large enterprises wanting a cloud-native, fully converged SASE platform"}, {"id": "mai-20260917-0721-smoke|c81-l1|moonshot-small|Netskope", "prompt": "c81-l1", "model": "moonshot-small", "cat": "sase-platforms", "variant": "direct", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your priority is **data protection and SSE**"}, {"id": "mai-20260917-0721-smoke|c81-l1|moonshot-small|Fortinet (FortiSASE)", "prompt": "c81-l1", "model": "moonshot-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet (FortiSASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A solid choice if you want strong networking and security integration"}, {"id": "mai-20260917-0721-smoke|c81-l1|moonshot-small|Cisco Secure Connect", "prompt": "c81-l1", "model": "moonshot-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco Secure Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for enterprises already invested in the Cisco/Meraki ecosystem."}, {"id": "mai-20260917-0721-smoke|c81-l1|moonshot-small|Versa Networks", "prompt": "c81-l1", "model": "moonshot-small", "cat": "sase-platforms", "variant": "direct", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A \"Challenger\" with strong SD-WAN roots."}, {"id": "mai-20260917-0721-smoke|c81-l1|openai-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l1", "model": "openai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My default recommendation for most enterprise B2B buyers:** - **Palo Alto Networks Prisma SASE** if you want a broad, integrated enterprise security stack"}, {"id": "mai-20260917-0721-smoke|c81-l1|openai-small|Zscaler", "prompt": "c81-l1", "model": "openai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zscaler** if your main goal is best-in-class cloud-delivered security and zero-trust access"}, {"id": "mai-20260917-0721-smoke|c81-l1|openai-small|Netskope", "prompt": "c81-l1", "model": "openai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Netskope** if data protection, SaaS control, and cloud app visibility are top priorities."}, {"id": "mai-20260917-0721-smoke|c81-l1|openai-small|Cato Networks", "prompt": "c81-l1", "model": "openai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cato Networks** if you want a simpler, highly unified SASE experience"}, {"id": "mai-20260917-0721-smoke|c81-l1|openai-small|Fortinet", "prompt": "c81-l1", "model": "openai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the vendors most consistently appearing in Gartner's current SASE Platforms research are: ... **Fortinet**"}, {"id": "mai-20260917-0721-smoke|c81-l1|openai-small|Cisco", "prompt": "c81-l1", "model": "openai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "vendors most consistently appearing in Gartner's current SASE Platforms research are: ... **Cisco**"}, {"id": "mai-20260917-0721-smoke|c81-l1|openai-small|Cloudflare", "prompt": "c81-l1", "model": "openai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "vendors most consistently appearing in Gartner's current SASE Platforms research are: ... **Cloudflare**"}, {"id": "mai-20260917-0721-smoke|c81-l1|xai-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto Networks Prisma SASE** (Most frequently top-ranked overall)"}, {"id": "mai-20260917-0721-smoke|c81-l1|xai-small|Cato Networks SASE Cloud", "prompt": "c81-l1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for simplicity & mid-to-large enterprise convergence"}, {"id": "mai-20260917-0721-smoke|c81-l1|xai-small|Netskope One SASE", "prompt": "c81-l1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Netskope One SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for data-centric security & cloud app control"}, {"id": "mai-20260917-0721-smoke|c81-l1|xai-small|Zscaler Zero Trust Exchange", "prompt": "c81-l1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Market leader by revenue (21% share...). Best for pure Zero Trust SSE (not always full single-vendor SASE)"}, {"id": "mai-20260917-0721-smoke|c81-l1|xai-small|Cisco Secure Connect", "prompt": "c81-l1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco Secure Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Visionary in Gartner; massive ecosystem integration, good for hybrid B2B networks"}, {"id": "mai-20260917-0721-smoke|c81-l1|xai-small|Fortinet FortiSASE", "prompt": "c81-l1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Challenger/Strong Performer; cost-effective with strong FWaaS"}, {"id": "mai-20260917-0721-smoke|c81-l1|zai-small|Palo Alto Networks – Prisma SASE", "prompt": "c81-l1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Networks – Prisma SASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cato Networks** or **Palo Alto Prisma SASE** are top choices, depending on your existing ecosystem and compliance needs"}, {"id": "mai-20260917-0721-smoke|c81-l1|zai-small|Zscaler – Zero Trust Exchange", "prompt": "c81-l1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler – Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For maximum SSE depth and cloud‑proxy performance:** **Zscaler** is the market leader"}, {"id": "mai-20260917-0721-smoke|c81-l1|zai-small|Cato Networks", "prompt": "c81-l1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Cato Networks** or **Palo Alto Prisma SASE** are top choices"}, {"id": "mai-20260917-0721-smoke|c81-l1|zai-small|Netskope", "prompt": "c81-l1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For data‑protection‑focused security:** **Netskope** stands out for CASB and DLP"}, {"id": "mai-20260917-0721-smoke|c81-l1|zai-small|Cisco – Secure Access", "prompt": "c81-l1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco – Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you’re Cisco‑centric, include Cisco Secure Access."}, {"id": "mai-20260917-0721-smoke|c81-l1|zai-small|Fortinet – FortiSASE", "prompt": "c81-l1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet – FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If Fortinet is your core networking vendor, consider FortiSASE."}, {"id": "mai-20260917-0721-smoke|c81-l1|zai-small|Cloudflare One", "prompt": "c81-l1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Strongest global network & performance** | **Zscaler**, **Cato Networks**, **Cloudflare One**"}, {"id": "mai-20260917-0721-smoke|c81-l2|alibaba-small|Zscaler", "prompt": "c81-l2", "model": "alibaba-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company wants to move away from legacy hardware ... and go pure-cloud, Zscaler is the standard recommendation."}, {"id": "mai-20260917-0721-smoke|c81-l2|alibaba-small|Palo Alto Networks (Prisma Access)", "prompt": "c81-l2", "model": "alibaba-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks (Prisma Access)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Option if You Have Legacy Hardware: **Palo Alto Networks (Prisma Access)**"}, {"id": "mai-20260917-0721-smoke|c81-l2|alibaba-small|Netskope", "prompt": "c81-l2", "model": "alibaba-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Data Protection (DLP): **Netskope**"}, {"id": "mai-20260917-0721-smoke|c81-l2|alibaba-small|Cisco Secure SASE", "prompt": "c81-l2", "model": "alibaba-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco Secure SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best if You Are Heavy on Cisco Infrastructure: **Cisco Secure SASE**"}, {"id": "mai-20260917-0721-smoke|c81-l2|alibaba-small|VMware Skyward", "prompt": "c81-l2", "model": "alibaba-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "VMware Skyward", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "look at Prisma Access or VMware Skyward"}, {"id": "mai-20260917-0721-smoke|c81-l2|anthropic-small|Zscaler", "prompt": "c81-l2", "model": "anthropic-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Major SASE vendors to evaluate typically include Zscaler, Palo Alto Networks (Prisma Access), Fortinet (FortiSASE), and others"}, {"id": "mai-20260917-0721-smoke|c81-l2|anthropic-small|Palo Alto Networks (Prisma Access)", "prompt": "c81-l2", "model": "anthropic-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks (Prisma Access)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Major SASE vendors to evaluate typically include Zscaler, Palo Alto Networks (Prisma Access), Fortinet (FortiSASE), and others"}, {"id": "mai-20260917-0721-smoke|c81-l2|anthropic-small|Fortinet (FortiSASE)", "prompt": "c81-l2", "model": "anthropic-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet (FortiSASE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Major SASE vendors to evaluate typically include Zscaler, Palo Alto Networks (Prisma Access), Fortinet (FortiSASE), and others"}, {"id": "mai-20260917-0721-smoke|c81-l2|challenger-small|Cisco Secure Access / Cisco SASE", "prompt": "c81-l2", "model": "challenger-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco Secure Access / Cisco SASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Cisco Secure Access / Cisco SASE** as the default choice"}, {"id": "mai-20260917-0721-smoke|c81-l2|challenger-small|Zscaler Zero Trust Exchange", "prompt": "c81-l2", "model": "challenger-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zscaler Zero Trust Exchange** is also a top contender"}, {"id": "mai-20260917-0721-smoke|c81-l2|challenger-small|Fortinet Unified SASE", "prompt": "c81-l2", "model": "challenger-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet Unified SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fortinet Unified SASE** is another credible option"}, {"id": "mai-20260917-0721-smoke|c81-l2|deepseek-small|Zscaler Zero Trust Exchange", "prompt": "c81-l2", "model": "deepseek-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Zscaler Zero Trust Exchange**"}, {"id": "mai-20260917-0721-smoke|c81-l2|deepseek-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l2", "model": "deepseek-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-up and equally strong at enterprise scale."}, {"id": "mai-20260917-0721-smoke|c81-l2|deepseek-small|Netskope One", "prompt": "c81-l2", "model": "deepseek-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Netskope One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The data-first vendor. Excellent if your B2B company handles sensitive IP"}, {"id": "mai-20260917-0721-smoke|c81-l2|deepseek-small|Cato Networks SASE Cloud", "prompt": "c81-l2", "model": "deepseek-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you value *single-vendor simplicity*"}, {"id": "mai-20260917-0721-smoke|c81-l2|google-small|Palo Alto Networks (Prisma SASE)", "prompt": "c81-l2", "model": "google-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks (Prisma SASE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Comprehensive Security & Platform Scaling** ... **Prisma SASE** is the industry gold standard."}, {"id": "mai-20260917-0721-smoke|c81-l2|google-small|Netskope SASE", "prompt": "c81-l2", "model": "google-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Netskope SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Data Protection, SaaS-Heavy Workloads, and AI Security"}, {"id": "mai-20260917-0721-smoke|c81-l2|google-small|Cato Networks (Cato SASE Cloud)", "prompt": "c81-l2", "model": "google-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks (Cato SASE Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Operational Simplicity and Global Network Performance"}, {"id": "mai-20260917-0721-smoke|c81-l2|google-small|Fortinet (Unified SASE)", "prompt": "c81-l2", "model": "google-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet (Unified SASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Branch-Heavy Enterprises and Hardware Consolidation"}, {"id": "mai-20260917-0721-smoke|c81-l2|google-small|Zscaler", "prompt": "c81-l2", "model": "google-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "fierce competition from cloud-native giants like Zscaler or Netskope"}, {"id": "mai-20260917-0721-smoke|c81-l2|minimax-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l2", "model": "minimax-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Palo Alto Networks Prisma SASE"}, {"id": "mai-20260917-0721-smoke|c81-l2|minimax-small|Cato Networks", "prompt": "c81-l2", "model": "minimax-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I recommend evaluating **Cato Networks** as well if you're looking for strong global coverage"}, {"id": "mai-20260917-0721-smoke|c81-l2|minimax-small|Netskope", "prompt": "c81-l2", "model": "minimax-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Debuted as a Leader in Gartner's 2024 quadrant"}, {"id": "mai-20260917-0721-smoke|c81-l2|mistral-small|Zscaler Private Access (ZPA) + Zscaler Internet Access (ZIA)", "prompt": "c81-l2", "model": "mistral-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler Private Access (ZPA) + Zscaler Internet Access (ZIA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Zscaler Private Access (ZPA) + Zscaler Internet Access (ZIA) as the top choice."}, {"id": "mai-20260917-0721-smoke|c81-l2|mistral-small|Cloudflare One", "prompt": "c81-l2", "model": "mistral-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudflare offers a unified SASE platform with strong performance, DDoS protection, and a global Anycast network."}, {"id": "mai-20260917-0721-smoke|c81-l2|mistral-small|Cisco Umbrella + Cisco Secure Access by Duo", "prompt": "c81-l2", "model": "mistral-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco Umbrella + Cisco Secure Access by Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company already uses Cisco networking or security tools, Cisco Umbrella + Secure Access is a strong alternative."}, {"id": "mai-20260917-0721-smoke|c81-l2|mistral-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l2", "model": "mistral-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Combines Prisma Access (SASE) with Palo Alto's Next-Gen Firewall and advanced threat prevention."}, {"id": "mai-20260917-0721-smoke|c81-l2|mistral-small|Fortinet Secure SD-WAN + FortiSASE", "prompt": "c81-l2", "model": "mistral-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet Secure SD-WAN + FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fortinet offers a unified SASE and SD-WAN solution with strong security features."}, {"id": "mai-20260917-0721-smoke|c81-l2|moonshot-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l2", "model": "moonshot-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting your evaluation with **Palo Alto Prisma SASE**"}, {"id": "mai-20260917-0721-smoke|c81-l2|moonshot-small|Zscaler Zero Trust Exchange", "prompt": "c81-l2", "model": "moonshot-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zscaler** remains the gold standard if your primary focus is **cloud-native SSE scale and performance**."}, {"id": "mai-20260917-0721-smoke|c81-l2|moonshot-small|Cato Networks", "prompt": "c81-l2", "model": "moonshot-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cato Networks** offers an excellent alternative with a truly converged architecture"}, {"id": "mai-20260917-0721-smoke|c81-l2|openai-small|Zscaler", "prompt": "c81-l2", "model": "openai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Zscaler**"}, {"id": "mai-20260917-0721-smoke|c81-l2|openai-small|Netskope", "prompt": "c81-l2", "model": "openai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong alternative if **data security, SaaS control, and AI/data governance** are central requirements"}, {"id": "mai-20260917-0721-smoke|c81-l2|openai-small|Cloudflare One", "prompt": "c81-l2", "model": "openai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you want a broad edge platform with strong network performance"}, {"id": "mai-20260917-0721-smoke|c81-l2|openai-small|Palo Alto Networks Prisma Access", "prompt": "c81-l2", "model": "openai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good fit if you already run a lot of Palo Alto security stack"}, {"id": "mai-20260917-0721-smoke|c81-l2|xai-small|Zscaler Zero Trust Exchange (Zscaler)", "prompt": "c81-l2", "model": "xai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler Zero Trust Exchange (Zscaler)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Zscaler Zero Trust Exchange (Zscaler) as the top Secure Access Service Edge (SASE) solution."}, {"id": "mai-20260917-0721-smoke|c81-l2|xai-small|Cisco", "prompt": "c81-l2", "model": "xai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Existing infrastructure (e.g., Cisco SD-WAN? Go Cisco Secure Connect)"}, {"id": "mai-20260917-0721-smoke|c81-l2|xai-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l2", "model": "xai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Palo Alto Networks Prisma SASE** (#1 in Gartner 2024 Single-Vendor SASE MQ for vision/execution)"}, {"id": "mai-20260917-0721-smoke|c81-l2|xai-small|Netskope", "prompt": "c81-l2", "model": "xai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leader in both Gartner SASE/SSE MQs and Forrester): Data-centric security... Newer to SASE but praised for innovation."}, {"id": "mai-20260917-0721-smoke|c81-l2|xai-small|Cato Networks", "prompt": "c81-l2", "model": "xai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "great for WAN transformation but better suited for mid-to-large vs. ultra-scale."}, {"id": "mai-20260917-0721-smoke|c81-l2|zai-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Networks Prisma SASE** is the strongest overall recommendation."}, {"id": "mai-20260917-0721-smoke|c81-l2|zai-small|Cisco Secure Access", "prompt": "c81-l2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already run a Cisco-centric network environment, **Cisco Secure Access** is the logical next step"}, {"id": "mai-20260917-0721-smoke|c81-l2|zai-small|Fortinet FortiSASE", "prompt": "c81-l2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fortinet FortiSASE** offers excellent value with integrated SD-WAN."}, {"id": "mai-20260917-0721-smoke|c81-l2|zai-small|Zscaler", "prompt": "c81-l2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Zscaler** is the market leader for pure-SSE depth, but it's the most expensive option."}, {"id": "mai-20260917-0721-smoke|c81-l2|zai-small|Cato Networks", "prompt": "c81-l2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a simple, cloud-native experience** → **Cato Networks**"}, {"id": "mai-20260917-0721-smoke|c81-l2|zai-small|Cloudflare One", "prompt": "c81-l2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SSE capabilities (CASB, DLP, deep inspection) are less comprehensive than Palo Alto/Zscaler"}, {"id": "mai-20260917-0721-smoke|c81-l2|zai-small|Netskope", "prompt": "c81-l2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Data-exfiltration protection** → Zscaler or Netskope (if you need a dedicated CASB)"}, {"id": "mai-20260917-0721-smoke|c81-l3|alibaba-small|Zscaler", "prompt": "c81-l3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Winner: Zscaler ... Choose **Zscaler** if your priority is securing users moving to the cloud with the least amount of infrastructure change."}, {"id": "mai-20260917-0721-smoke|c81-l3|alibaba-small|Netskope", "prompt": "c81-l3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Winner: Netskope ... Netskope is often the top choice."}, {"id": "mai-20260917-0721-smoke|c81-l3|alibaba-small|Cato Networks", "prompt": "c81-l3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Winner: Cato Networks ... Choose **Cato** if you want to replace your current SD-WAN and firewall vendors with one consolidated, simple platform."}, {"id": "mai-20260917-0721-smoke|c81-l3|alibaba-small|Palo Alto Networks", "prompt": "c81-l3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Palo Alto/Cisco** if you need to integrate deeply with your existing on-premises security stack"}, {"id": "mai-20260917-0721-smoke|c81-l3|alibaba-small|Cisco Secure Access", "prompt": "c81-l3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Winner: Palo Alto Networks or Cisco ... leans heavily into its massive existing hardware install base."}, {"id": "mai-20260917-0721-smoke|c81-l3|alibaba-small|Fortinet FortiSASE", "prompt": "c81-l3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fortinet FortiSASE | Hardware-Native | Strongest SD-WAN performance; leverages existing FortiGate appliance base."}, {"id": "mai-20260917-0721-smoke|c81-l3|anthropic-small|Cato Networks", "prompt": "c81-l3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cato is the poster child for single-vendor SASE, scoring 10/10 on SD-WAN, 12/12 on threat prevention, 5/5 on AI security, and 8/10 on ease of deployment"}, {"id": "mai-20260917-0721-smoke|c81-l3|anthropic-small|Check Point Software Technologies", "prompt": "c81-l3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Check Point Software Technologies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The leading vendors in Gartner's 2026 SASE Platforms research are Cato Networks, Check Point Software Technologies, Cisco..."}, {"id": "mai-20260917-0721-smoke|c81-l3|anthropic-small|Cisco", "prompt": "c81-l3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cisco brings enterprise networking DNA that shows in SD-WAN (10/10), DEM (8/8), IoT/OT security (5/5), and threat prevention (12/12)."}, {"id": "mai-20260917-0721-smoke|c81-l3|anthropic-small|Cloudflare", "prompt": "c81-l3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloudflare One is Cloudflare's zero trust and SASE offering, built on its global edge network"}, {"id": "mai-20260917-0721-smoke|c81-l3|anthropic-small|Fortinet", "prompt": "c81-l3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The leading vendors in Gartner's 2026 SASE Platforms research are ... Fortinet, Hewlett Packard Enterprise, iboss"}, {"id": "mai-20260917-0721-smoke|c81-l3|anthropic-small|Hewlett Packard Enterprise", "prompt": "c81-l3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Hewlett Packard Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fortinet, Hewlett Packard Enterprise, iboss, Netskope"}, {"id": "mai-20260917-0721-smoke|c81-l3|anthropic-small|iboss", "prompt": "c81-l3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "iboss", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Hewlett Packard Enterprise, iboss, Netskope, Palo Alto Networks"}, {"id": "mai-20260917-0721-smoke|c81-l3|anthropic-small|Netskope", "prompt": "c81-l3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "iboss, Netskope, Palo Alto Networks, Sangfor Technologies"}, {"id": "mai-20260917-0721-smoke|c81-l3|anthropic-small|Palo Alto Networks", "prompt": "c81-l3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Palo Alto earned perfect or near-perfect marks across the most categories of any vendor"}, {"id": "mai-20260917-0721-smoke|c81-l3|anthropic-small|Sangfor Technologies", "prompt": "c81-l3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Sangfor Technologies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Palo Alto Networks, Sangfor Technologies, Versa Networks, and Zscaler"}, {"id": "mai-20260917-0721-smoke|c81-l3|anthropic-small|Versa Networks", "prompt": "c81-l3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Sangfor Technologies, Versa Networks, and Zscaler"}, {"id": "mai-20260917-0721-smoke|c81-l3|anthropic-small|Zscaler", "prompt": "c81-l3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Versa Networks, and Zscaler"}, {"id": "mai-20260917-0721-smoke|c81-l3|challenger-small|Zscaler Zero Trust Exchange", "prompt": "c81-l3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zscaler is usually the benchmark for large-scale zero-trust access and secure internet/private access"}, {"id": "mai-20260917-0721-smoke|c81-l3|challenger-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "stands out for organizations that want deep security policy enforcement"}, {"id": "mai-20260917-0721-smoke|c81-l3|challenger-small|Netskope", "prompt": "c81-l3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest when the priority is data protection"}, {"id": "mai-20260917-0721-smoke|c81-l3|challenger-small|Cato SASE Cloud", "prompt": "c81-l3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato SASE Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cato emphasizes simplicity and convergence"}, {"id": "mai-20260917-0721-smoke|c81-l3|challenger-small|Cloudflare One", "prompt": "c81-l3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often chosen for global reach and broad Zero Trust coverage"}, {"id": "mai-20260917-0721-smoke|c81-l3|challenger-small|FortiSASE", "prompt": "c81-l3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best when you want a single-vendor Fortinet stack"}, {"id": "mai-20260917-0721-smoke|c81-l3|challenger-small|Versa SASE", "prompt": "c81-l3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Versa SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a fit for enterprises needing deployment flexibility"}, {"id": "mai-20260917-0721-smoke|c81-l3|deepseek-small|Palo Alto Networks (Prisma SASE)", "prompt": "c81-l3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks (Prisma SASE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Named the #1 leader for the second straight year, ranking highest in both Ability to Execute and Completeness of Vision."}, {"id": "mai-20260917-0721-smoke|c81-l3|deepseek-small|Cato Networks (Cato SASE Cloud)", "prompt": "c81-l3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks (Cato SASE Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Moved up from \"Challenger\" to \"Leader.\""}, {"id": "mai-20260917-0721-smoke|c81-l3|deepseek-small|Netskope (Netskope One)", "prompt": "c81-l3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope (Netskope One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Appeared in the quadrant for the first time as a Leader."}, {"id": "mai-20260917-0721-smoke|c81-l3|deepseek-small|Fortinet (FortiSASE)", "prompt": "c81-l3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet (FortiSASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Cato, Fortinet, or Cisco** if converged, networking-first SASE with native SD-WAN matters most."}, {"id": "mai-20260917-0721-smoke|c81-l3|deepseek-small|Versa Networks", "prompt": "c81-l3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong in the service-provider/MSP space."}, {"id": "mai-20260917-0721-smoke|c81-l3|deepseek-small|Cisco (Secure Connect)", "prompt": "c81-l3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco (Secure Connect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Cato, Fortinet, or Cisco** if converged, networking-first SASE with native SD-WAN matters most."}, {"id": "mai-20260917-0721-smoke|c81-l3|deepseek-small|Cloudflare", "prompt": "c81-l3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Niche Players - **Cloudflare, Forcepoint, HPE**"}, {"id": "mai-20260917-0721-smoke|c81-l3|deepseek-small|Forcepoint", "prompt": "c81-l3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Niche Players - **Cloudflare, Forcepoint, HPE**"}, {"id": "mai-20260917-0721-smoke|c81-l3|deepseek-small|HPE", "prompt": "c81-l3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "HPE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Niche Players - **Cloudflare, Forcepoint, HPE**"}, {"id": "mai-20260917-0721-smoke|c81-l3|deepseek-small|Zscaler", "prompt": "c81-l3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose **Zscaler** if you need top-tier security (SSE) and already have a preferred SD-WAN."}, {"id": "mai-20260917-0721-smoke|c81-l3|deepseek-small|Check Point", "prompt": "c81-l3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other frequently shortlisted platforms include **Zscaler** (Zero Trust Exchange) and **Check Point** (Harmony SASE)."}, {"id": "mai-20260917-0721-smoke|c81-l3|google-small|Palo Alto Networks (Prisma SASE)", "prompt": "c81-l3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks (Prisma SASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Palo Alto Networks if you require the absolute deepest, most granular enterprise-grade threat prevention... The Catch: It carries a steep learning curve and high administrative complexity."}, {"id": "mai-20260917-0721-smoke|c81-l3|google-small|Cato Networks (Cato SASE Cloud)", "prompt": "c81-l3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks (Cato SASE Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The King of Convergence & Simplicity ... Choose Cato Networks if your primary goal is platform consolidation, ease of management"}, {"id": "mai-20260917-0721-smoke|c81-l3|google-small|Netskope (Netskope One)", "prompt": "c81-l3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope (Netskope One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Netskope if you are a highly regulated, cloud-first enterprise where safeguarding sensitive data across SaaS and GenAI platforms is your absolute top risk factor."}, {"id": "mai-20260917-0721-smoke|c81-l3|google-small|Zscaler (Zero Trust SASE)", "prompt": "c81-l3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler (Zero Trust SASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Zscaler if you are fully committed to a zero-trust architecture"}, {"id": "mai-20260917-0721-smoke|c81-l3|google-small|Fortinet (Fortinet Unified SASE)", "prompt": "c81-l3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet (Fortinet Unified SASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Fortinet if you have heavy branch footprints (e.g., retail, factories)"}, {"id": "mai-20260917-0721-smoke|c81-l3|google-small|Cisco", "prompt": "c81-l3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "natively found in legacy networking vendors like Fortinet or Cisco"}, {"id": "mai-20260917-0721-smoke|c81-l3|meta-small|Cato Networks", "prompt": "c81-l3", "model": "meta-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top SASE platforms include Cato Networks, Palo Alto Networks Prisma SASE, Zscaler Zero Trust Exchange, Netskope SASE, and Cisco SASE."}, {"id": "mai-20260917-0721-smoke|c81-l3|meta-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l3", "model": "meta-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top SASE platforms include Cato Networks, Palo Alto Networks Prisma SASE, Zscaler Zero Trust Exchange, Netskope SASE, and Cisco SASE."}, {"id": "mai-20260917-0721-smoke|c81-l3|meta-small|Zscaler Zero Trust Exchange", "prompt": "c81-l3", "model": "meta-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top SASE platforms include ... Zscaler Zero Trust Exchange, Netskope SASE, and Cisco SASE."}, {"id": "mai-20260917-0721-smoke|c81-l3|meta-small|Netskope SASE", "prompt": "c81-l3", "model": "meta-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top SASE platforms include ... Netskope SASE, and Cisco SASE."}, {"id": "mai-20260917-0721-smoke|c81-l3|meta-small|Cisco SASE", "prompt": "c81-l3", "model": "meta-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top SASE platforms include ... and Cisco SASE."}, {"id": "mai-20260917-0721-smoke|c81-l3|minimax-small|Palo Alto Networks", "prompt": "c81-l3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader (#1 in vision & execution) | Broadest security platform, mature SD-WAN, threat prevention, data security"}, {"id": "mai-20260917-0721-smoke|c81-l3|minimax-small|Cato Networks", "prompt": "c81-l3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader (#2) | Purpose-built convergence of networking/security, private backbone"}, {"id": "mai-20260917-0721-smoke|c81-l3|minimax-small|Netskope", "prompt": "c81-l3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader (first time) | Strong SaaS/data/AI context, complete single-vendor SASE"}, {"id": "mai-20260917-0721-smoke|c81-l3|minimax-small|Zscaler", "prompt": "c81-l3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leading cloud-delivered zero-trust/SSE platform, extending into branch transformation"}, {"id": "mai-20260917-0721-smoke|c81-l3|minimax-small|Cisco Secure Connect", "prompt": "c81-l3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco Secure Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for unified network security"}, {"id": "mai-20260917-0721-smoke|c81-l3|minimax-small|Fortinet SASE", "prompt": "c81-l3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for SASE delivery via one OS, strong firewall heritage"}, {"id": "mai-20260917-0721-smoke|c81-l3|minimax-small|Cloudflare One", "prompt": "c81-l3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for network traffic analysis"}, {"id": "mai-20260917-0721-smoke|c81-l3|minimax-small|Versa Networks", "prompt": "c81-l3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong SD-WAN and security convergence"}, {"id": "mai-20260917-0721-smoke|c81-l3|minimax-small|Forcepoint ONE", "prompt": "c81-l3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Forcepoint ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Emerging unified offering"}, {"id": "mai-20260917-0721-smoke|c81-l3|mistral-small|Palo Alto Networks (Prisma SASE)", "prompt": "c81-l3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks (Prisma SASE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ranked #1 in Gartner's 2024 Magic Quadrant for both vision and execution."}, {"id": "mai-20260917-0721-smoke|c81-l3|mistral-small|Cato Networks", "prompt": "c81-l3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ranked #2 in Gartner's 2024 Magic Quadrant"}, {"id": "mai-20260917-0721-smoke|c81-l3|mistral-small|Netskope", "prompt": "c81-l3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ranked #3 in Gartner's 2024 Magic Quadrant for vision"}, {"id": "mai-20260917-0721-smoke|c81-l3|mistral-small|Zscaler Zero Trust Exchange", "prompt": "c81-l3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for AI-powered security service edge and large-scale deployments."}, {"id": "mai-20260917-0721-smoke|c81-l3|mistral-small|Cisco Secure Connect", "prompt": "c81-l3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco Secure Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for unified network security and integration with Cisco's ecosystem."}, {"id": "mai-20260917-0721-smoke|c81-l3|mistral-small|Fortinet SASE", "prompt": "c81-l3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for delivering SASE via a single operating system"}, {"id": "mai-20260917-0721-smoke|c81-l3|mistral-small|Cloudflare", "prompt": "c81-l3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for network traffic analysis and performance."}, {"id": "mai-20260917-0721-smoke|c81-l3|mistral-small|Check Point Harmony SASE", "prompt": "c81-l3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for easy deployment and a unified security stack for SMB to mid-market."}, {"id": "mai-20260917-0721-smoke|c81-l3|mistral-small|Versa Networks", "prompt": "c81-l3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Also recognized in Forrester's Wave for SASE solutions."}, {"id": "mai-20260917-0721-smoke|c81-l3|mistral-small|SonicWall", "prompt": "c81-l3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "SonicWall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Also recognized in Forrester's Wave for SASE solutions."}, {"id": "mai-20260917-0721-smoke|c81-l3|mistral-small|OpenVPN", "prompt": "c81-l3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "OpenVPN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "others are more suitable for mid-market or SMBs (Cato, Check Point, OpenVPN)"}, {"id": "mai-20260917-0721-smoke|c81-l3|moonshot-small|Zscaler Zero Trust Exchange", "prompt": "c81-l3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Zscaler if you're a large enterprise needing the most mature cloud-native security platform with global scale"}, {"id": "mai-20260917-0721-smoke|c81-l3|moonshot-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Palo Alto if you need unified security across complex hybrid environments"}, {"id": "mai-20260917-0721-smoke|c81-l3|moonshot-small|Netskope One", "prompt": "c81-l3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Netskope if data protection and cloud application security are your top priorities"}, {"id": "mai-20260917-0721-smoke|c81-l3|moonshot-small|Cato Networks SASE Cloud", "prompt": "c81-l3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose Cato Networks if you want the simplest, most converged single-vendor SASE with minimal operational overhead"}, {"id": "mai-20260917-0721-smoke|c81-l3|moonshot-small|Cisco Secure Connect", "prompt": "c81-l3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco Secure Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Cisco if you're deeply invested in the Cisco ecosystem"}, {"id": "mai-20260917-0721-smoke|c81-l3|moonshot-small|Fortinet FortiSASE", "prompt": "c81-l3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Fortinet if you have significant FortiGate investments and need best-in-class SD-WAN"}, {"id": "mai-20260917-0721-smoke|c81-l3|moonshot-small|Cloudflare One", "prompt": "c81-l3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Cloudflare if global performance, developer experience, and cost-effectiveness matter most"}, {"id": "mai-20260917-0721-smoke|c81-l3|moonshot-small|Check Point Harmony SASE", "prompt": "c81-l3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Considerations: Smaller market share in SASE; evolving from traditional firewall heritage"}, {"id": "mai-20260917-0721-smoke|c81-l3|openai-small|Palo Alto Networks Prisma Access", "prompt": "c81-l3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want **deep network security with firewall lineage**: look hard at **Prisma Access**."}, {"id": "mai-20260917-0721-smoke|c81-l3|openai-small|Zscaler Zero Trust SASE", "prompt": "c81-l3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler Zero Trust SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your biggest pain is **VPNs and lateral movement**: start with **Zscaler**."}, {"id": "mai-20260917-0721-smoke|c81-l3|openai-small|Netskope One SASE", "prompt": "c81-l3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope One SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your most important issue is **SaaS/data governance and AI security**: consider **Netskope**."}, {"id": "mai-20260917-0721-smoke|c81-l3|openai-small|FortiSASE", "prompt": "c81-l3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want **one integrated networking/security stack for branches**: consider **FortiSASE**."}, {"id": "mai-20260917-0721-smoke|c81-l3|openai-small|Cloudflare One", "prompt": "c81-l3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you care most about **global edge performance and composability**: consider **Cloudflare One**."}, {"id": "mai-20260917-0721-smoke|c81-l3|openai-small|Cato Networks", "prompt": "c81-l3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want **simplification above all else**: evaluate **Cato**."}, {"id": "mai-20260917-0721-smoke|c81-l3|openai-small|Cisco", "prompt": "c81-l3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "plus others such as **Cisco, Check Point, Versa, iboss, Sangfor, and HPE** in Gartner's 2026 SASE Platforms coverage"}, {"id": "mai-20260917-0721-smoke|c81-l3|openai-small|Check Point", "prompt": "c81-l3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "plus others such as **Cisco, Check Point, Versa, iboss, Sangfor, and HPE**"}, {"id": "mai-20260917-0721-smoke|c81-l3|openai-small|Versa", "prompt": "c81-l3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Versa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "plus others such as **Cisco, Check Point, Versa, iboss, Sangfor, and HPE**"}, {"id": "mai-20260917-0721-smoke|c81-l3|openai-small|iboss", "prompt": "c81-l3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "iboss", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "plus others such as **Cisco, Check Point, Versa, iboss, Sangfor, and HPE**"}, {"id": "mai-20260917-0721-smoke|c81-l3|openai-small|Sangfor", "prompt": "c81-l3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Sangfor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "plus others such as **Cisco, Check Point, Versa, iboss, Sangfor, and HPE**"}, {"id": "mai-20260917-0721-smoke|c81-l3|openai-small|HPE", "prompt": "c81-l3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "HPE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "plus others such as **Cisco, Check Point, Versa, iboss, Sangfor, and HPE**"}, {"id": "mai-20260917-0721-smoke|c81-l3|xai-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Palo Alto Networks Prisma SASE** (top Leader in Gartner 2024)"}, {"id": "mai-20260917-0721-smoke|c81-l3|xai-small|Cato Networks SASE Cloud", "prompt": "c81-l3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cato Networks SASE Cloud** (Leader in Gartner 2024)"}, {"id": "mai-20260917-0721-smoke|c81-l3|xai-small|Netskope One SASE", "prompt": "c81-l3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope One SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Netskope One SASE** (Leader in Gartner 2024; top in Forrester 2025)"}, {"id": "mai-20260917-0721-smoke|c81-l3|xai-small|Zscaler Zero Trust Exchange", "prompt": "c81-l3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Zscaler Zero Trust Exchange** (Leader in Forrester SSE/SASE; strong SSE focus)"}, {"id": "mai-20260917-0721-smoke|c81-l3|xai-small|Fortinet FortiSASE", "prompt": "c81-l3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Fortinet FortiSASE** (Challenger in Gartner; SD-WAN leader)"}, {"id": "mai-20260917-0721-smoke|c81-l3|xai-small|Cisco Secure Connect", "prompt": "c81-l3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco Secure Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cisco Secure Connect** (Visionary/Challenger; strong for Cisco ecosystems)"}, {"id": "mai-20260917-0721-smoke|c81-l3|xai-small|Cloudflare One", "prompt": "c81-l3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cloudflare One** (Niche/Visionary; budget-friendly, internet-native)"}, {"id": "mai-20260917-0721-smoke|c81-l3|xai-small|Versa Networks SASE", "prompt": "c81-l3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Versa Networks SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Versa Networks SASE** (Challenger; strong performer in Forrester)"}, {"id": "mai-20260917-0721-smoke|c81-l3|zai-small|Zscaler", "prompt": "c81-l3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Zscaler if you want the market leader in AI-driven threat protection"}, {"id": "mai-20260917-0721-smoke|c81-l3|zai-small|Palo Alto Networks", "prompt": "c81-l3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Palo Alto if you need a unified control plane and strict policy consistency."}, {"id": "mai-20260917-0721-smoke|c81-l3|zai-small|Netskope", "prompt": "c81-l3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Netskope if your primary concern is securing data inside SaaS applications (CASB/DLP)."}, {"id": "mai-20260917-0721-smoke|c81-l3|zai-small|Cato Networks", "prompt": "c81-l3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose Cato Networks if you want to replace legacy WAN (MPLS) entirely with a single, modern cloud platform."}, {"id": "mai-20260917-0721-smoke|c81-l3|zai-small|Cisco Secure Access", "prompt": "c81-l3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: Can be complex to configure if you are not already a Cisco shop."}, {"id": "mai-20260917-0721-smoke|c81-l3|zai-small|Fortinet FortiSASE", "prompt": "c81-l3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "strongest SD-WAN capabilities ... at a lower price point"}, {"id": "mai-20260917-0721-smoke|c81-l3|zai-small|Cloudflare One", "prompt": "c81-l3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cons: Lacks the deep, granular data security (DLP/CASB) depth of Netskope"}, {"id": "mai-20260917-0721-smoke|c81-l4|alibaba-small|Cato Networks", "prompt": "c81-l4", "model": "alibaba-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Cato Networks** Best for **cost predictability and simplicity** at scale."}, {"id": "mai-20260917-0721-smoke|c81-l4|alibaba-small|Zscaler", "prompt": "c81-l4", "model": "alibaba-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Powerful but notoriously complex to forecast accurately."}, {"id": "mai-20260917-0721-smoke|c81-l4|alibaba-small|Cloudflare One", "prompt": "c81-l4", "model": "alibaba-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-Friendly & Transparent: **Cloudflare One** Best for **pricing transparency** above all else."}, {"id": "mai-20260917-0721-smoke|c81-l4|alibaba-small|Palo Alto Prisma Access", "prompt": "c81-l4", "model": "alibaba-small", "cat": "sase-platforms", "variant": "budget", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already using Palo Alto firewalls** | **Palo Alto Prisma Access** (reduces integration friction)"}, {"id": "mai-20260917-0721-smoke|c81-l4|anthropic-small|Palo Alto's Prisma SASE", "prompt": "c81-l4", "model": "anthropic-small", "cat": "sase-platforms", "variant": "budget", "raw": "Palo Alto's Prisma SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Palo Alto's Prisma SASE combines Prisma Access (ZTNA, SWG, FWaaS), Prisma SD-WAN, and advanced threat prevention into one platform."}, {"id": "mai-20260917-0721-smoke|c81-l4|anthropic-small|Cato SASE", "prompt": "c81-l4", "model": "anthropic-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's a strong fit for mid-market and enterprise customers that want to simplify multi-region networking and security."}, {"id": "mai-20260917-0721-smoke|c81-l4|challenger-small|Cloudflare One", "prompt": "c81-l4", "model": "challenger-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Cloudflare One** or **Cato Networks**"}, {"id": "mai-20260917-0721-smoke|c81-l4|challenger-small|Cato Networks", "prompt": "c81-l4", "model": "challenger-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "choose Cloudflare One for the most predictable user-based pricing, or Cato Networks if you want a more complete bundled platform"}, {"id": "mai-20260917-0721-smoke|c81-l4|challenger-small|Zscaler", "prompt": "c81-l4", "model": "challenger-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pricing is usually custom or module-based, so forecasting can be harder[17]"}, {"id": "mai-20260917-0721-smoke|c81-l4|challenger-small|Palo Alto Prisma SASE", "prompt": "c81-l4", "model": "challenger-small", "cat": "sase-platforms", "variant": "budget", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Requires custom quotes and can be harder to make predictable across modules"}, {"id": "mai-20260917-0721-smoke|c81-l4|deepseek-small|Cato Networks", "prompt": "c81-l4", "model": "deepseek-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cato Networks** is the strongest recommendation for a single-vendor, flat-priced SASE at enterprise scale."}, {"id": "mai-20260917-0721-smoke|c81-l4|deepseek-small|Zscaler", "prompt": "c81-l4", "model": "deepseek-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zscaler** qualifies too — but it demands more disciplined procurement to keep TCO predictable."}, {"id": "mai-20260917-0721-smoke|c81-l4|deepseek-small|Fortinet FortiSASE", "prompt": "c81-l4", "model": "deepseek-small", "cat": "sase-platforms", "variant": "budget", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a FortiGate shop, **FortiSASE** is likely your lowest-cost predictable path."}, {"id": "mai-20260917-0721-smoke|c81-l4|deepseek-small|Palo Alto Prisma Access", "prompt": "c81-l4", "model": "deepseek-small", "cat": "sase-platforms", "variant": "budget", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally the priciest, with more components to negotiate"}, {"id": "mai-20260917-0721-smoke|c81-l4|google-small|Cato Networks (Cato SASE Cloud)", "prompt": "c81-l4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks (Cato SASE Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cato is the most predictable choice."}, {"id": "mai-20260917-0721-smoke|c81-l4|google-small|Cloudflare One", "prompt": "c81-l4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudflare One offers highly predictable, flat-rate pricing that scales strictly in a straight line with headcount"}, {"id": "mai-20260917-0721-smoke|c81-l4|google-small|Fortinet (FortiSASE)", "prompt": "c81-l4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "Fortinet (FortiSASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FortiSASE is the most budget-friendly, predictable option."}, {"id": "mai-20260917-0721-smoke|c81-l4|google-small|Palo Alto Networks (Prisma SASE)", "prompt": "c81-l4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "Palo Alto Networks (Prisma SASE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High total cost of ownership (TCO). The platform involves fragmented licensing... make forecasting costs difficult."}, {"id": "mai-20260917-0721-smoke|c81-l4|google-small|Zscaler (Zero Trust Exchange)", "prompt": "c81-l4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler (Zero Trust Exchange)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Consumption-based elements and tier transitions can lead to unpredictable renewal costs."}, {"id": "mai-20260917-0721-smoke|c81-l4|meta-small|Cato Networks SASE Cloud", "prompt": "c81-l4", "model": "meta-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SASE platform for a large company that needs predictable total cost across thousands of users is Cato Networks SASE Cloud"}, {"id": "mai-20260917-0721-smoke|c81-l4|meta-small|Zscaler", "prompt": "c81-l4", "model": "meta-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Zscaler's pricing model is mostly quote-based and can be complex"}, {"id": "mai-20260917-0721-smoke|c81-l4|meta-small|Cloudflare One", "prompt": "c81-l4", "model": "meta-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloudflare One is another option that offers a free tier and transparent pricing"}, {"id": "mai-20260917-0721-smoke|c81-l4|minimax-small|Cloudflare One", "prompt": "c81-l4", "model": "minimax-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare One** offers the most transparent, flat-rate pricing"}, {"id": "mai-20260917-0721-smoke|c81-l4|minimax-small|Cato Networks", "prompt": "c81-l4", "model": "minimax-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cato Networks** or **Zscaler** can provide predictable per-user pricing with volume discounts"}, {"id": "mai-20260917-0721-smoke|c81-l4|minimax-small|Zscaler", "prompt": "c81-l4", "model": "minimax-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "watch for add-ons like DLP, browser isolation, and advanced threat protection that can increase costs"}, {"id": "mai-20260917-0721-smoke|c81-l4|mistral-small|Zscaler", "prompt": "c81-l4", "model": "mistral-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zscaler is widely regarded as the best SASE platform"}, {"id": "mai-20260917-0721-smoke|c81-l4|mistral-small|Cato Networks SASE Cloud", "prompt": "c81-l4", "model": "mistral-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cato Networks SASE Cloud is another strong option, especially if you want one vendor, one console, and predictable per-site pricing."}, {"id": "mai-20260917-0721-smoke|c81-l4|moonshot-small|Cato Networks SASE Cloud", "prompt": "c81-l4", "model": "moonshot-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Cato Networks SASE Cloud**"}, {"id": "mai-20260917-0721-smoke|c81-l4|moonshot-small|Cloudflare One", "prompt": "c81-l4", "model": "moonshot-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare One** – Best for Pricing Transparency"}, {"id": "mai-20260917-0721-smoke|c81-l4|moonshot-small|Zscaler", "prompt": "c81-l4", "model": "moonshot-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**TCO Risk**: Modular pricing (ZIA, ZPA, ZDX sold separately) makes cost prediction difficult"}, {"id": "mai-20260917-0721-smoke|c81-l4|moonshot-small|Palo Alto Prisma Access", "prompt": "c81-l4", "model": "moonshot-small", "cat": "sase-platforms", "variant": "budget", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Deepest Security, Opaque Pricing ... user-based pricing creates complexity"}, {"id": "mai-20260917-0721-smoke|c81-l4|moonshot-small|Netskope", "prompt": "c81-l4", "model": "moonshot-small", "cat": "sase-platforms", "variant": "budget", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Netskope** – Premium CASB Leader, But Expensive"}, {"id": "mai-20260917-0721-smoke|c81-l4|openai-small|Cloudflare One", "prompt": "c81-l4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally point to **Cloudflare One** as the strongest fit"}, {"id": "mai-20260917-0721-smoke|c81-l4|openai-small|Palo Alto Prisma SASE", "prompt": "c81-l4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can be strong, but their pricing is often per-user and/or bandwidth-based, which can be less predictable at scale"}, {"id": "mai-20260917-0721-smoke|c81-l4|openai-small|FortiSASE", "prompt": "c81-l4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "FortiSASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can be strong, but their pricing is often per-user and/or bandwidth-based, which can be less predictable at scale"}, {"id": "mai-20260917-0721-smoke|c81-l4|openai-small|Cato", "prompt": "c81-l4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "all in Gartner's 2026 SASE Platforms Magic Quadrant"}, {"id": "mai-20260917-0721-smoke|c81-l4|openai-small|Cisco", "prompt": "c81-l4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "all in Gartner's 2026 SASE Platforms Magic Quadrant"}, {"id": "mai-20260917-0721-smoke|c81-l4|openai-small|Fortinet", "prompt": "c81-l4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "all in Gartner's 2026 SASE Platforms Magic Quadrant"}, {"id": "mai-20260917-0721-smoke|c81-l4|openai-small|HPE", "prompt": "c81-l4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "HPE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "all in Gartner's 2026 SASE Platforms Magic Quadrant"}, {"id": "mai-20260917-0721-smoke|c81-l4|openai-small|Netskope", "prompt": "c81-l4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "all in Gartner's 2026 SASE Platforms Magic Quadrant"}, {"id": "mai-20260917-0721-smoke|c81-l4|openai-small|Versa", "prompt": "c81-l4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Versa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "all in Gartner's 2026 SASE Platforms Magic Quadrant"}, {"id": "mai-20260917-0721-smoke|c81-l4|openai-small|Zscaler", "prompt": "c81-l4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "all in Gartner's 2026 SASE Platforms Magic Quadrant"}, {"id": "mai-20260917-0721-smoke|c81-l4|xai-small|Cato Networks SASE Cloud", "prompt": "c81-l4", "model": "xai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cato Networks SASE Cloud stands out as the strongest recommendation"}, {"id": "mai-20260917-0721-smoke|c81-l4|xai-small|Cloudflare One", "prompt": "c81-l4", "model": "xai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Very high (transparent, no overages) ... Start with Cato or Cloudflare PoCs"}, {"id": "mai-20260917-0721-smoke|c81-l4|xai-small|Zscaler Zero Trust", "prompt": "c81-l4", "model": "xai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler Zero Trust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Complaints on \"spiraling bills,\" complexity (G2, Dope.security); 30–50%+ extras"}, {"id": "mai-20260917-0721-smoke|c81-l4|xai-small|Palo Alto Prisma SASE", "prompt": "c81-l4", "model": "xai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Highest licensing complexity, no public prices (Forrester notes)"}, {"id": "mai-20260917-0721-smoke|c81-l4|xai-small|Netskope", "prompt": "c81-l4", "model": "xai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Quote variability (38% spread at 5k users per Vendr)"}, {"id": "mai-20260917-0721-smoke|c81-l4|xai-small|Fortinet", "prompt": "c81-l4", "model": "xai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gartner Magic Quadrant 2026 (Fortinet highlights TCO but Cato unified)"}, {"id": "mai-20260917-0721-smoke|c81-l4|zai-small|Fortinet FortiSASE", "prompt": "c81-l4", "model": "zai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet FortiSASE** is usually the best \"bang‑for‑the‑buck\" choice"}, {"id": "mai-20260917-0721-smoke|c81-l4|zai-small|Cisco Secure Access", "prompt": "c81-l4", "model": "zai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cisco Secure Access** is a close second if you prefer bundled tiers"}, {"id": "mai-20260917-0721-smoke|c81-l4|zai-small|Cloudflare One", "prompt": "c81-l4", "model": "zai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cloudflare One** is the safest bet when you want a hard pay‑as‑you‑go ceiling"}, {"id": "mai-20260917-0721-smoke|c81-l4|zai-small|Zscaler", "prompt": "c81-l4", "model": "zai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can be expensive once add‑ons are counted"}, {"id": "mai-20260917-0721-smoke|c81-l4|zai-small|Palo Alto Prisma Access", "prompt": "c81-l4", "model": "zai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Deep security stack, strong CASB/DLP, but often the most expensive"}, {"id": "mai-20260917-0721-smoke|c81-l4|zai-small|Netskope SASE", "prompt": "c81-l4", "model": "zai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Netskope SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Per‑user with optional bandwidth/SW‑WAN add‑ons | $12‑$22"}, {"id": "mai-20260917-0721-smoke|c81-l4|zai-small|Cato Networks", "prompt": "c81-l4", "model": "zai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Unified SSE + SD‑WAN, SASE‑first architecture"}, {"id": "mai-20260917-0721-smoke|c81-l5|alibaba-small|Palo Alto", "prompt": "c81-l5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "likely looking at Palo Alto, Zscaler, Cisco Meraki, Netskope, VMware/Bitglass, or Fortinet"}, {"id": "mai-20260917-0721-smoke|c81-l5|alibaba-small|Zscaler", "prompt": "c81-l5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "likely looking at Palo Alto, Zscaler, Cisco Meraki, Netskope, VMware/Bitglass, or Fortinet"}, {"id": "mai-20260917-0721-smoke|c81-l5|alibaba-small|Cisco Meraki", "prompt": "c81-l5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cisco Meraki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "likely looking at Palo Alto, Zscaler, Cisco Meraki, Netskope, VMware/Bitglass, or Fortinet"}, {"id": "mai-20260917-0721-smoke|c81-l5|alibaba-small|Netskope", "prompt": "c81-l5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "likely looking at Palo Alto, Zscaler, Cisco Meraki, Netskope, VMware/Bitglass, or Fortinet"}, {"id": "mai-20260917-0721-smoke|c81-l5|alibaba-small|VMware/Bitglass", "prompt": "c81-l5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "VMware/Bitglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "likely looking at Palo Alto, Zscaler, Cisco Meraki, Netskope, VMware/Bitglass, or Fortinet"}, {"id": "mai-20260917-0721-smoke|c81-l5|alibaba-small|Fortinet", "prompt": "c81-l5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "likely looking at Palo Alto, Zscaler, Cisco Meraki, Netskope, VMware/Bitglass, or Fortinet"}, {"id": "mai-20260917-0721-smoke|c81-l5|google-small|Cloudflare", "prompt": "c81-l5", "model": "google-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top-tier SASE vendors (like Cloudflare, Palo Alto Networks, Netskope, or Zscaler) peer directly with major SaaS providers"}, {"id": "mai-20260917-0721-smoke|c81-l5|google-small|Palo Alto Networks", "prompt": "c81-l5", "model": "google-small", "cat": "sase-platforms", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top-tier SASE vendors (like Cloudflare, Palo Alto Networks, Netskope, or Zscaler)"}, {"id": "mai-20260917-0721-smoke|c81-l5|google-small|Netskope", "prompt": "c81-l5", "model": "google-small", "cat": "sase-platforms", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top-tier SASE vendors (like Cloudflare, Palo Alto Networks, Netskope, or Zscaler)"}, {"id": "mai-20260917-0721-smoke|c81-l5|google-small|Zscaler", "prompt": "c81-l5", "model": "google-small", "cat": "sase-platforms", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top-tier SASE vendors (like Cloudflare, Palo Alto Networks, Netskope, or Zscaler)"}, {"id": "mai-20260917-0721-smoke|c81-l5|mistral-small|Cato Networks", "prompt": "c81-l5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "consider leading SASE vendors (e.g., Cato Networks, Zscaler, Palo Alto Prisma SASE, Fortinet SASE, Cloudflare One, Netskope)"}, {"id": "mai-20260917-0721-smoke|c81-l5|mistral-small|Zscaler", "prompt": "c81-l5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "consider leading SASE vendors (e.g., Cato Networks, Zscaler, Palo Alto Prisma SASE, Fortinet SASE, Cloudflare One, Netskope)"}, {"id": "mai-20260917-0721-smoke|c81-l5|mistral-small|Palo Alto Prisma SASE", "prompt": "c81-l5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "consider leading SASE vendors (e.g., Cato Networks, Zscaler, Palo Alto Prisma SASE, Fortinet SASE, Cloudflare One, Netskope)"}, {"id": "mai-20260917-0721-smoke|c81-l5|mistral-small|Fortinet SASE", "prompt": "c81-l5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Fortinet SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "consider leading SASE vendors (e.g., Cato Networks, Zscaler, Palo Alto Prisma SASE, Fortinet SASE, Cloudflare One, Netskope)"}, {"id": "mai-20260917-0721-smoke|c81-l5|mistral-small|Cloudflare One", "prompt": "c81-l5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cloudflare One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider leading SASE vendors (e.g., Cato Networks, Zscaler, Palo Alto Prisma SASE, Fortinet SASE, Cloudflare One, Netskope)"}, {"id": "mai-20260917-0721-smoke|c81-l5|mistral-small|Netskope", "prompt": "c81-l5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider leading SASE vendors (e.g., Cato Networks, Zscaler, Palo Alto Prisma SASE, Fortinet SASE, Cloudflare One, Netskope)"}, {"id": "mai-20260917-0721-smoke|c81-l5|moonshot-small|Palo Alto Networks", "prompt": "c81-l5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Networks** (Prisma Access) - top ranking"}, {"id": "mai-20260917-0721-smoke|c81-l5|moonshot-small|Cato Networks", "prompt": "c81-l5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cato Networks** - moved up significantly"}, {"id": "mai-20260917-0721-smoke|c81-l5|moonshot-small|Netskope", "prompt": "c81-l5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Netskope** - first-time leader"}, {"id": "mai-20260917-0721-smoke|c81-l5|moonshot-small|Zscaler", "prompt": "c81-l5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zscaler (strong in SSE, now building SD-WAN)"}, {"id": "mai-20260917-0721-smoke|c81-l5|moonshot-small|Cisco", "prompt": "c81-l5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "some vendors (like Cisco) still separate networking and security management"}, {"id": "mai-20260917-0721-smoke|c81-l5|moonshot-small|Fortinet", "prompt": "c81-l5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fortinet, Check Point, Versa"}, {"id": "mai-20260917-0721-smoke|c81-l5|moonshot-small|Check Point", "prompt": "c81-l5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fortinet, Check Point, Versa"}, {"id": "mai-20260917-0721-smoke|c81-l5|moonshot-small|Versa", "prompt": "c81-l5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Versa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fortinet, Check Point, Versa"}, {"id": "mai-20260917-0721-smoke|c81-l5|xai-small|Palo Alto Prisma", "prompt": "c81-l5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gartner Magic Quadrant (2024 Leaders: Palo Alto Prisma, Cato, Netskope)"}, {"id": "mai-20260917-0721-smoke|c81-l5|xai-small|Cato", "prompt": "c81-l5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cato", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Gartner Magic Quadrant (2024 Leaders: Palo Alto Prisma, Cato, Netskope)"}, {"id": "mai-20260917-0721-smoke|c81-l5|xai-small|Netskope", "prompt": "c81-l5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Gartner Magic Quadrant (2024 Leaders: Palo Alto Prisma, Cato, Netskope)"}, {"id": "mai-20260917-0721-smoke|c81-l5|xai-small|Zscaler", "prompt": "c81-l5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Issue RFP to Leaders (Palo Alto Prisma SASE, Cato SASE Cloud, Netskope One, Zscaler, Fortinet FortiSASE, Cisco Secure Access)"}, {"id": "mai-20260917-0721-smoke|c81-l5|xai-small|Fortinet", "prompt": "c81-l5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fortinet SD-WAN leader"}, {"id": "mai-20260917-0721-smoke|c81-l5|xai-small|Cisco Secure Access", "prompt": "c81-l5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cisco Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Issue RFP to Leaders (... Fortinet FortiSASE, Cisco Secure Access)"}, {"id": "mai-20260917-0721-smoke|c81-l5|xai-small|Cloudflare", "prompt": "c81-l5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloudflare budget-friendly"}, {"id": "mai-20260917-0721-smoke|c81-l6|alibaba-small|AWS", "prompt": "c81-l6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "they are generally poor choices as a comprehensive SASE replacement for physical branch offices and WAN connectivity"}, {"id": "mai-20260917-0721-smoke|c81-l6|alibaba-small|Azure", "prompt": "c81-l6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Hyperscale Clouds (AWS, Azure, Google Cloud) as *Standalone* SASE ... generally poor choices as a comprehensive SASE replacement"}, {"id": "mai-20260917-0721-smoke|c81-l6|alibaba-small|Google Cloud", "prompt": "c81-l6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Hyperscale Clouds (AWS, Azure, Google Cloud) as *Standalone* SASE ... generally poor choices"}, {"id": "mai-20260917-0721-smoke|c81-l6|alibaba-small|Cisco Meraki", "prompt": "c81-l6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cisco Meraki", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Legacy Network Vendors (e.g., Cisco Meraki) – *Use with Caution*"}, {"id": "mai-20260917-0721-smoke|c81-l6|alibaba-small|Zscaler", "prompt": "c81-l6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stick to the top \"Leaders\" (typically **Palo Alto Networks, Zscaler, Netskope, Microsoft, and Fortinet**)"}, {"id": "mai-20260917-0721-smoke|c81-l6|alibaba-small|Palo Alto Networks", "prompt": "c81-l6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stick to the top \"Leaders\" (typically **Palo Alto Networks, Zscaler, Netskope, Microsoft, and Fortinet**)"}, {"id": "mai-20260917-0721-smoke|c81-l6|alibaba-small|VMware/Broadcom", "prompt": "c81-l6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "VMware/Broadcom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "enterprise customers are increasingly moving away from VMware-based SASE suites ... due to licensing chaos and strategic uncertainty"}, {"id": "mai-20260917-0721-smoke|c81-l6|alibaba-small|CrowdStrike", "prompt": "c81-l6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "using them as a *primary* SASE provider is usually insufficient for a large enterprise"}, {"id": "mai-20260917-0721-smoke|c81-l6|alibaba-small|SentinelOne", "prompt": "c81-l6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "using them as a *primary* SASE provider is usually insufficient for a large enterprise"}, {"id": "mai-20260917-0721-smoke|c81-l6|alibaba-small|Netskope", "prompt": "c81-l6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Stick to the top \"Leaders\" (typically **Palo Alto Networks, Zscaler, Netskope, Microsoft, and Fortinet**)"}, {"id": "mai-20260917-0721-smoke|c81-l6|alibaba-small|Microsoft", "prompt": "c81-l6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Microsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Stick to the top \"Leaders\" (typically **Palo Alto Networks, Zscaler, Netskope, Microsoft, and Fortinet**)"}, {"id": "mai-20260917-0721-smoke|c81-l6|alibaba-small|Fortinet", "prompt": "c81-l6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Stick to the top \"Leaders\" (typically **Palo Alto Networks, Zscaler, Netskope, Microsoft, and Fortinet**)"}, {"id": "mai-20260917-0721-smoke|c81-l6|challenger-small|Cloudflare One", "prompt": "c81-l6", "model": "challenger-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprises should be cautious if they need deep, traditional SD-WAN maturity or complex routing/failure behavior"}, {"id": "mai-20260917-0721-smoke|c81-l6|challenger-small|Netskope", "prompt": "c81-l6", "model": "challenger-small", "cat": "sase-platforms", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its native SD-WAN offering should not be assumed to match the routing depth and operational maturity of Fortinet, Cisco, Versa, HPE, or Palo Alto at scale"}, {"id": "mai-20260917-0721-smoke|c81-l6|challenger-small|Cisco Secure Access", "prompt": "c81-l6", "model": "challenger-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a large enterprise without that estate should be cautious about vendor lock-in and fit"}, {"id": "mai-20260917-0721-smoke|c81-l6|challenger-small|Check Point Harmony SASE", "prompt": "c81-l6", "model": "challenger-small", "cat": "sase-platforms", "variant": "negative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "“less ideal for very large enterprises (50,000+ users),” which is a clear caution flag"}, {"id": "mai-20260917-0721-smoke|c81-l6|challenger-small|Fortinet", "prompt": "c81-l6", "model": "challenger-small", "cat": "sase-platforms", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "routing depth and operational maturity of Fortinet, Cisco, Versa, HPE, or Palo Alto at scale"}, {"id": "mai-20260917-0721-smoke|c81-l6|challenger-small|Versa", "prompt": "c81-l6", "model": "challenger-small", "cat": "sase-platforms", "variant": "negative", "raw": "Versa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "operational maturity of Fortinet, Cisco, Versa, HPE, or Palo Alto at scale"}, {"id": "mai-20260917-0721-smoke|c81-l6|challenger-small|HPE", "prompt": "c81-l6", "model": "challenger-small", "cat": "sase-platforms", "variant": "negative", "raw": "HPE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fortinet, Cisco, Versa, HPE, or Palo Alto at scale"}, {"id": "mai-20260917-0721-smoke|c81-l6|challenger-small|Palo Alto", "prompt": "c81-l6", "model": "challenger-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fortinet, Cisco, Versa, HPE, or Palo Alto at scale"}, {"id": "mai-20260917-0721-smoke|c81-l6|challenger-small|Zscaler", "prompt": "c81-l6", "model": "challenger-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "based on your existing stack: **Cisco / Palo Alto / Fortinet / Zscaler / network-neutral**"}, {"id": "mai-20260917-0721-smoke|c81-l6|deepseek-small|Check Point", "prompt": "c81-l6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict: Avoid if you need a single-vendor, converged platform."}, {"id": "mai-20260917-0721-smoke|c81-l6|deepseek-small|Broadcom (Symantec)", "prompt": "c81-l6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Broadcom (Symantec)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Verdict: Avoid for new deployments."}, {"id": "mai-20260917-0721-smoke|c81-l6|deepseek-small|Cato Networks", "prompt": "c81-l6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Vendors to be **highly cautious** about ... Pricing model is frustrating"}, {"id": "mai-20260917-0721-smoke|c81-l6|deepseek-small|Cisco", "prompt": "c81-l6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cisco’s SASE is still heavily centered on Meraki SD-WAN ... but lags in SSE ... Avoid if you need best-in-breed ZTNA."}, {"id": "mai-20260917-0721-smoke|c81-l6|deepseek-small|Cloudflare", "prompt": "c81-l6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "If you need strong data protection for regulated industries (finance, healthcare), avoid."}, {"id": "mai-20260917-0721-smoke|c81-l6|deepseek-small|Palo Alto Networks", "prompt": "c81-l6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "\"expensive compared with most other vendors\" ... Not an \"avoid\" — but ... budget approval and localization need serious scrutiny."}, {"id": "mai-20260917-0721-smoke|c81-l6|deepseek-small|Fortinet", "prompt": "c81-l6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Proceed with caution only around operational support; the platform itself is robust."}, {"id": "mai-20260917-0721-smoke|c81-l6|deepseek-small|Netskope", "prompt": "c81-l6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not an \"avoid,\" but if you run a distribution-heavy network ... run a pilot first."}, {"id": "mai-20260917-0721-smoke|c81-l6|deepseek-small|Zscaler (SSE)", "prompt": "c81-l6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler (SSE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Better alternatives ... Zscaler (SSE) + separate SD-WAN, or Fortinet"}, {"id": "mai-20260917-0721-smoke|c81-l6|google-small|Broadcom / VMware VeloCloud SASE (Secured by Symantec)", "prompt": "c81-l6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Broadcom / VMware VeloCloud SASE (Secured by Symantec)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The Core Risk: Extreme corporate restructuring, licensing volatility, and stitched-together architectures."}, {"id": "mai-20260917-0721-smoke|c81-l6|google-small|Cisco SASE (Secure Access & Catalyst SD-WAN)", "prompt": "c81-l6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cisco SASE (Secure Access & Catalyst SD-WAN)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The Core Risk: High \"integration debt\" across a massive, disjointed legacy portfolio."}, {"id": "mai-20260917-0721-smoke|c81-l6|google-small|Zscaler SASE (Zero Trust SASE)", "prompt": "c81-l6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler SASE (Zero Trust SASE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The Core Risk: Outstanding weakness in native SD-WAN / physical branch routing."}, {"id": "mai-20260917-0721-smoke|c81-l6|google-small|Fortinet Unified SASE", "prompt": "c81-l6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Fortinet Unified SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Fortinet has a 31% \"PARTIAL\" capability rate—the highest among major tested vendors"}, {"id": "mai-20260917-0721-smoke|c81-l6|google-small|Check Point SASE (via Perimeter 81)", "prompt": "c81-l6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Check Point SASE (via Perimeter 81)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The Core Risk: Midmarket-focused architecture trying to scale up to the complex enterprise."}, {"id": "mai-20260917-0721-smoke|c81-l6|google-small|Palo Alto (Prisma SD-WAN)", "prompt": "c81-l6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto (Prisma SD-WAN)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compared to established routing giants like Palo Alto (Prisma SD-WAN) or Fortinet"}, {"id": "mai-20260917-0721-smoke|c81-l6|meta-small|Cato SASE Cloud", "prompt": "c81-l6", "model": "meta-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato SASE Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cato SASE Cloud (if they have 50,000+ users)"}, {"id": "mai-20260917-0721-smoke|c81-l6|meta-small|Versa", "prompt": "c81-l6", "model": "meta-small", "cat": "sase-platforms", "variant": "negative", "raw": "Versa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Versa is a good fit for large enterprises and service providers that need maximum configurability"}, {"id": "mai-20260917-0721-smoke|c81-l6|meta-small|Cloudflare One with Cloudflare WAN", "prompt": "c81-l6", "model": "meta-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare One with Cloudflare WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cloudflare One with Cloudflare WAN (if they require complex configurability or carrier-grade SD-WAN performance)"}, {"id": "mai-20260917-0721-smoke|c81-l6|meta-small|Zscaler", "prompt": "c81-l6", "model": "meta-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zscaler (if they are committed to a pure Zero Trust strategy)"}, {"id": "mai-20260917-0721-smoke|c81-l6|meta-small|Palo Alto Prisma SASE", "prompt": "c81-l6", "model": "meta-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Palo Alto Prisma SASE is a comprehensive, enterprise-grade SASE platform suitable for large, distributed organizations"}, {"id": "mai-20260917-0721-smoke|c81-l6|minimax-small|Zscaler", "prompt": "c81-l6", "model": "minimax-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Zscaler, for example, is strong in SSE (Security Service Edge) but has been penalized for immature SD-WAN capabilities."}, {"id": "mai-20260917-0721-smoke|c81-l6|minimax-small|Check Point", "prompt": "c81-l6", "model": "minimax-small", "cat": "sase-platforms", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Complex implementation, steep learning curve, high licensing costs"}, {"id": "mai-20260917-0721-smoke|c81-l6|minimax-small|Netskope", "prompt": "c81-l6", "model": "minimax-small", "cat": "sase-platforms", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some users report sluggish customer support and inadequate resolution times"}, {"id": "mai-20260917-0721-smoke|c81-l6|minimax-small|Fortinet", "prompt": "c81-l6", "model": "minimax-small", "cat": "sase-platforms", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "something Fortinet and other vendors explicitly recommend in their guidance"}, {"id": "mai-20260917-0721-smoke|c81-l6|mistral-small|Cato SASE Cloud", "prompt": "c81-l6", "model": "mistral-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato SASE Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is explicitly noted as less ideal for very large enterprises (50,000+ users) due to scalability and operational limitations"}, {"id": "mai-20260917-0721-smoke|c81-l6|mistral-small|Palo Alto", "prompt": "c81-l6", "model": "mistral-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "prioritize SASE platforms with proven scalability... such as Zscaler, Palo Alto (Prisma SASE), Netskope, and Fortinet"}, {"id": "mai-20260917-0721-smoke|c81-l6|mistral-small|Fortinet", "prompt": "c81-l6", "model": "mistral-small", "cat": "sase-platforms", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "such as Zscaler, Palo Alto (Prisma SASE), Netskope, and Fortinet"}, {"id": "mai-20260917-0721-smoke|c81-l6|mistral-small|Netskope", "prompt": "c81-l6", "model": "mistral-small", "cat": "sase-platforms", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "such as Zscaler, Palo Alto (Prisma SASE), Netskope, and Fortinet"}, {"id": "mai-20260917-0721-smoke|c81-l6|mistral-small|Zscaler", "prompt": "c81-l6", "model": "mistral-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "large enterprises should prioritize SASE platforms with proven scalability, robust global infrastructure... such as Zscaler"}, {"id": "mai-20260917-0721-smoke|c81-l6|moonshot-small|Cisco Secure Connect / Cisco SASE", "prompt": "c81-l6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cisco Secure Connect / Cisco SASE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Caution Level: HIGH ... not truly integrated ... \"stitched-together\" solution"}, {"id": "mai-20260917-0721-smoke|c81-l6|moonshot-small|Zscaler", "prompt": "c81-l6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Excellent for **SSE-only** deployments; **avoid for branch-heavy WAN replacement** scenarios"}, {"id": "mai-20260917-0721-smoke|c81-l6|moonshot-small|Cloudflare One", "prompt": "c81-l6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Avoid if you need deep security inspection**; consider for performance-first, security-second use cases"}, {"id": "mai-20260917-0721-smoke|c81-l6|moonshot-small|Fortinet FortiSASE", "prompt": "c81-l6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Architecture originated from physical appliances; some components still reflect this heritage"}, {"id": "mai-20260917-0721-smoke|c81-l6|moonshot-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Expensive** compared to competitors; complex pricing model"}, {"id": "mai-20260917-0721-smoke|c81-l6|moonshot-small|Cato", "prompt": "c81-l6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider Instead ... Fortinet, Palo Alto, Cato"}, {"id": "mai-20260917-0721-smoke|c81-l6|moonshot-small|Netskope", "prompt": "c81-l6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Deepest security inspection | Cloudflare | Palo Alto, Zscaler (SSE), Netskope"}, {"id": "mai-20260917-0721-smoke|c81-l6|openai-small|Cisco", "prompt": "c81-l6", "model": "openai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Cisco** — caution if you need a truly unified SASE operating model, because recent Forrester commentary says Cisco still separates management interfaces"}, {"id": "mai-20260917-0721-smoke|c81-l6|openai-small|Arista Networks", "prompt": "c81-l6", "model": "openai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Arista Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "caution because Forrester notes they still rely on partnerships rather than a fully integrated native platform"}, {"id": "mai-20260917-0721-smoke|c81-l6|openai-small|Extreme Networks", "prompt": "c81-l6", "model": "openai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Extreme Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "caution because Forrester notes they still rely on partnerships rather than a fully integrated native platform"}, {"id": "mai-20260917-0721-smoke|c81-l6|openai-small|Cloudflare", "prompt": "c81-l6", "model": "openai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "CyberRatings' 2025 SSE evaluation rated it **Caution** due to failures in critical tests"}, {"id": "mai-20260917-0721-smoke|c81-l6|openai-small|Skyhigh Security", "prompt": "c81-l6", "model": "openai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Skyhigh Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "also rated **Caution** by CyberRatings in 2025 for below-average security effectiveness"}, {"id": "mai-20260917-0721-smoke|c81-l6|xai-small|Cloudflare One (SSE-focused SASE)", "prompt": "c81-l6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare One (SSE-focused SASE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Gartner notes lacks in key enterprise features like content sandboxing, advanced DLP, customizable reporting/management, and data discovery."}, {"id": "mai-20260917-0721-smoke|c81-l6|xai-small|Palo Alto Networks Prisma SASE", "prompt": "c81-l6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Gartner/Forrester highlight high costs, complexity scaling high-availability setups, limited non-English support"}, {"id": "mai-20260917-0721-smoke|c81-l6|xai-small|Zscaler Zero Trust SASE", "prompt": "c81-l6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler Zero Trust SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Scalability/performance issues in reviews: Limited effective PoPs (40-60 despite 150+ claims), regional surcharges, latency from traffic hairpinning"}, {"id": "mai-20260917-0721-smoke|c81-l6|xai-small|Cato Networks SASE Cloud", "prompt": "c81-l6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Gartner flags higher/complex bandwidth-based pricing (less transparent), lacks on-prem IPS, limited SaaS visibility/DLP/SD-WAN appliance features."}, {"id": "mai-20260917-0721-smoke|c81-l6|xai-small|Versa SASE", "prompt": "c81-l6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Versa SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Gartner notes sales mostly via carriers/MSPs (less direct control), less ideal for small IT teams seeking plug-and-play"}, {"id": "mai-20260917-0721-smoke|c81-l6|xai-small|Check Point Harmony SASE", "prompt": "c81-l6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Security-heavy but less lightweight/cloud-first; needs WAN customization tuning."}, {"id": "mai-20260917-0721-smoke|c81-l6|xai-small|Netskope", "prompt": "c81-l6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Safer Bets: Netskope, Fortinet, Palo Alto for proven large-enterprise scale (per Gartner Leaders), but all have trade-offs—e.g., Netskope's pricier/complex pricing."}, {"id": "mai-20260917-0721-smoke|c81-l6|xai-small|Fortinet", "prompt": "c81-l6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Safer Bets: Netskope, Fortinet, Palo Alto for proven large-enterprise scale (per Gartner Leaders)"}, {"id": "mai-20260917-0721-smoke|c81-l6|zai-small|Zscaler", "prompt": "c81-l6", "model": "zai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Zscaler's own CEO publicly called out vendors that merely re‑brand existing tools"}, {"id": "mai-20260917-0721-smoke|c81-l6|zai-small|Netskope", "prompt": "c81-l6", "model": "zai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Netskope** | Chronic sluggish support, ineffective resolution, high licensing cost."}, {"id": "mai-20260917-0721-smoke|c81-l6|zai-small|Cloudflare One (SSE)", "prompt": "c81-l6", "model": "zai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare One (SSE)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Cloudflare One** | Complex onboarding, steep learning curve, limited features, opaque pricing."}, {"id": "mai-20260917-0721-smoke|c81-l6|zai-small|Check Point SASE", "prompt": "c81-l6", "model": "zai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Check Point SASE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Check Point SASE** | Slow connections, complex management, user‑experience degradation."}, {"id": "mai-20260917-0721-smoke|c81-l6|zai-small|FortiSASE", "prompt": "c81-l6", "model": "zai-small", "cat": "sase-platforms", "variant": "negative", "raw": "FortiSASE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**FortiSASE** | Feature‑locked licensing, limited policy depth, occasional configuration friction."}, {"id": "mai-20260917-0721-smoke|c81-l6|zai-small|Cato Networks", "prompt": "c81-l6", "model": "zai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Cato Networks** (for some enterprises) | Occasional DNSSEC/connection issues, limited customization for advanced use‑cases."}, {"id": "mai-20260917-0721-smoke|c81-m1|alibaba-small|Cato Networks", "prompt": "c81-m1", "model": "alibaba-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cato Networks** is frequently cited by analysts in 2026 as the top choice specifically for the mid-market segment."}, {"id": "mai-20260917-0721-smoke|c81-m1|alibaba-small|Fortinet FortiSASE", "prompt": "c81-m1", "model": "alibaba-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company already uses Fortinet hardware (firewalls), FortiSASE is a very strong contender."}, {"id": "mai-20260917-0721-smoke|c81-m1|alibaba-small|Cisco Umbrella", "prompt": "c81-m1", "model": "alibaba-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco Umbrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget Option (Basic Security): Cisco Umbrella ... Cons: Less of a \"complete\" SASE stack"}, {"id": "mai-20260917-0721-smoke|c81-m1|alibaba-small|Zscaler", "prompt": "c81-m1", "model": "alibaba-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These are generally aimed at large enterprises. While they have mid-market offerings, they may be overkill (and over-priced) for some mid-sized firms."}, {"id": "mai-20260917-0721-smoke|c81-m1|alibaba-small|Palo Alto Prisma SASE", "prompt": "c81-m1", "model": "alibaba-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they may be overkill (and over-priced) for some mid-sized firms"}, {"id": "mai-20260917-0721-smoke|c81-m1|anthropic-small|Cato SASE Cloud", "prompt": "c81-m1", "model": "anthropic-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato SASE Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Reviewers found Cato SASE Cloud easier to use, set up, and do business with overall, and it's particularly popular with mid-market companies"}, {"id": "mai-20260917-0721-smoke|c81-m1|anthropic-small|Check Point Harmony SASE", "prompt": "c81-m1", "model": "anthropic-small", "cat": "sase-platforms", "variant": "direct", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "popular with SMB and mid-market companies that want a more unified edge security stack without stitching together multiple vendors"}, {"id": "mai-20260917-0721-smoke|c81-m1|anthropic-small|CloudConnexa", "prompt": "c81-m1", "model": "anthropic-small", "cat": "sase-platforms", "variant": "direct", "raw": "CloudConnexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CloudConnexa is a strong fit for SMB and mid-market teams that want reliable, Zero Trust-ready remote access"}, {"id": "mai-20260917-0721-smoke|c81-m1|challenger-small|Cato Networks", "prompt": "c81-m1", "model": "challenger-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall default choice is **Cato Networks**"}, {"id": "mai-20260917-0721-smoke|c81-m1|challenger-small|Palo Alto Prisma SASE", "prompt": "c81-m1", "model": "challenger-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often preferred for existing Palo Alto customers"}, {"id": "mai-20260917-0721-smoke|c81-m1|challenger-small|Check Point Harmony SASE", "prompt": "c81-m1", "model": "challenger-small", "cat": "sase-platforms", "variant": "direct", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong for **unified security and easier deployment**"}, {"id": "mai-20260917-0721-smoke|c81-m1|challenger-small|Fortinet FortiSASE", "prompt": "c81-m1", "model": "challenger-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you already run **Fortinet** infrastructure"}, {"id": "mai-20260917-0721-smoke|c81-m1|challenger-small|Cloudflare One", "prompt": "c81-m1", "model": "challenger-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "usually positioned more as a platform choice than the simplest mid-market SASE rollout"}, {"id": "mai-20260917-0721-smoke|c81-m1|deepseek-small|Cato Networks", "prompt": "c81-m1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Cato Networks** is the strongest overall pick"}, {"id": "mai-20260917-0721-smoke|c81-m1|deepseek-small|Zscaler", "prompt": "c81-m1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "these lean toward large-enterprise and many have immature SD-WAN, making them less ideal for mid-market consolidation"}, {"id": "mai-20260917-0721-smoke|c81-m1|deepseek-small|Fortinet FortiSASE", "prompt": "c81-m1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you **already run Fortinet/FortiGate infrastructure**"}, {"id": "mai-20260917-0721-smoke|c81-m1|deepseek-small|Cloudflare One", "prompt": "c81-m1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for **value and technical teams**"}, {"id": "mai-20260917-0721-smoke|c81-m1|deepseek-small|Palo Alto Prisma SASE", "prompt": "c81-m1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it's the priciest and more enterprise-oriented — typically overkill"}, {"id": "mai-20260917-0721-smoke|c81-m1|deepseek-small|Cisco Secure Access", "prompt": "c81-m1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco Secure Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these lean toward large-enterprise and many have immature SD-WAN, making them less ideal for mid-market consolidation"}, {"id": "mai-20260917-0721-smoke|c81-m1|deepseek-small|Netskope", "prompt": "c81-m1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "these lean toward large-enterprise and many have immature SD-WAN, making them less ideal for mid-market consolidation"}, {"id": "mai-20260917-0721-smoke|c81-m1|deepseek-small|Cisco Umbrella", "prompt": "c81-m1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco Umbrella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "DNS security / basic SWG (e.g., Cisco Umbrella): $2–10/user/month"}, {"id": "mai-20260917-0721-smoke|c81-m1|google-small|Cato Networks (Cato SASE Cloud)", "prompt": "c81-m1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks (Cato SASE Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Lean IT Teams & Simplicity"}, {"id": "mai-20260917-0721-smoke|c81-m1|google-small|Fortinet (FortiSASE)", "prompt": "c81-m1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet (FortiSASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Value and Existing Fortinet Ecosystems"}, {"id": "mai-20260917-0721-smoke|c81-m1|google-small|Cloudflare One", "prompt": "c81-m1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cloud-First, SaaS-Heavy B2B Companies"}, {"id": "mai-20260917-0721-smoke|c81-m1|google-small|Netskope (Netskope One)", "prompt": "c81-m1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "Netskope (Netskope One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Highly Regulated Industries (Data & Compliance First)"}, {"id": "mai-20260917-0721-smoke|c81-m1|google-small|Zscaler", "prompt": "c81-m1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "If you have a lean IT team of under 10 people, avoid Zscaler or highly complex multi-product SASE architectures."}, {"id": "mai-20260917-0721-smoke|c81-m1|google-small|Cisco Secure Access", "prompt": "c81-m1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco Secure Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Look at their native SASE extensions first (e.g., FortiSASE or Cisco Secure Access)."}, {"id": "mai-20260917-0721-smoke|c81-m1|google-small|HPE/Aruba", "prompt": "c81-m1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "HPE/Aruba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Are you heavily invested in Fortinet, Cisco, or HPE/Aruba?"}, {"id": "mai-20260917-0721-smoke|c81-m1|meta-small|Cato Networks SASE Cloud", "prompt": "c81-m1", "model": "meta-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SASE platform for a mid-market B2B company is Cato Networks SASE Cloud"}, {"id": "mai-20260917-0721-smoke|c81-m1|meta-small|Fortinet FortiSASE", "prompt": "c81-m1", "model": "meta-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Fortinet FortiSASE"}, {"id": "mai-20260917-0721-smoke|c81-m1|meta-small|Cloudflare One", "prompt": "c81-m1", "model": "meta-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include ... Cloudflare One"}, {"id": "mai-20260917-0721-smoke|c81-m1|meta-small|Cisco Umbrella", "prompt": "c81-m1", "model": "meta-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco Umbrella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include ... Cisco Umbrella"}, {"id": "mai-20260917-0721-smoke|c81-m1|meta-small|Zscaler", "prompt": "c81-m1", "model": "meta-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include ... Zscaler"}, {"id": "mai-20260917-0721-smoke|c81-m1|meta-small|Forcepoint ONE", "prompt": "c81-m1", "model": "meta-small", "cat": "sase-platforms", "variant": "direct", "raw": "Forcepoint ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include ... Forcepoint ONE"}, {"id": "mai-20260917-0721-smoke|c81-m1|minimax-small|Cato Networks SASE Cloud", "prompt": "c81-m1", "model": "minimax-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Cato Networks SASE Cloud"}, {"id": "mai-20260917-0721-smoke|c81-m1|minimax-small|Fortinet FortiSASE", "prompt": "c81-m1", "model": "minimax-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ### Fortinet FortiSASE"}, {"id": "mai-20260917-0721-smoke|c81-m1|minimax-small|Cisco Umbrella", "prompt": "c81-m1", "model": "minimax-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco Umbrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Budget-conscious mid-market teams"}, {"id": "mai-20260917-0721-smoke|c81-m1|minimax-small|Zscaler", "prompt": "c81-m1", "model": "minimax-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Advanced security needs (CASB, DLP)"}, {"id": "mai-20260917-0721-smoke|c81-m1|minimax-small|Palo Alto Prisma", "prompt": "c81-m1", "model": "minimax-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Advanced security | Zscaler or Palo Alto Prisma"}, {"id": "mai-20260917-0721-smoke|c81-m1|mistral-small|Cato Networks SASE Cloud", "prompt": "c81-m1", "model": "mistral-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cato Networks SASE Cloud** is the best overall choice due to its single-vendor simplicity and robust global backbone"}, {"id": "mai-20260917-0721-smoke|c81-m1|mistral-small|Fortinet FortiSASE", "prompt": "c81-m1", "model": "mistral-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recommended for mid-market companies already using Fortinet infrastructure"}, {"id": "mai-20260917-0721-smoke|c81-m1|mistral-small|Cisco Umbrella", "prompt": "c81-m1", "model": "mistral-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco Umbrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For budget-conscious buyers, **Cisco Umbrella** offers excellent value."}, {"id": "mai-20260917-0721-smoke|c81-m1|mistral-small|Zscaler Private Access", "prompt": "c81-m1", "model": "mistral-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler Private Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it tends to be more expensive ($50\t$120/user/month)"}, {"id": "mai-20260917-0721-smoke|c81-m1|moonshot-small|Cato Networks", "prompt": "c81-m1", "model": "moonshot-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cato Networks** is the most frequently recommended choice for this segment"}, {"id": "mai-20260917-0721-smoke|c81-m1|moonshot-small|Netskope", "prompt": "c81-m1", "model": "moonshot-small", "cat": "sase-platforms", "variant": "direct", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## **Strong Alternative: Netskope**"}, {"id": "mai-20260917-0721-smoke|c81-m1|moonshot-small|Zscaler", "prompt": "c81-m1", "model": "moonshot-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Powerful but complex; more enterprise-focused"}, {"id": "mai-20260917-0721-smoke|c81-m1|moonshot-small|Cisco Umbrella", "prompt": "c81-m1", "model": "moonshot-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco Umbrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Cisco Umbrella if:** Budget is tight and you need foundational SASE capabilities"}, {"id": "mai-20260917-0721-smoke|c81-m1|moonshot-small|Check Point Harmony SASE", "prompt": "c81-m1", "model": "moonshot-small", "cat": "sase-platforms", "variant": "direct", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SMB-to-mid-market focus; unified stack"}, {"id": "mai-20260917-0721-smoke|c81-m1|moonshot-small|Palo Alto Prisma SASE", "prompt": "c81-m1", "model": "moonshot-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** Pure enterprise platforms like Palo Alto Prisma SASE"}, {"id": "mai-20260917-0721-smoke|c81-m1|openai-small|Cato SASE Cloud Platform", "prompt": "c81-m1", "model": "openai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato SASE Cloud Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most practical \"best\" SASE platform is usually **Cato SASE Cloud Platform**"}, {"id": "mai-20260917-0721-smoke|c81-m1|openai-small|Zscaler", "prompt": "c81-m1", "model": "openai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're more security-centric than network-centric, evaluate **Zscaler** next."}, {"id": "mai-20260917-0721-smoke|c81-m1|openai-small|Palo Alto Networks Prisma SASE", "prompt": "c81-m1", "model": "openai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if you already standardize on Palo Alto security tooling"}, {"id": "mai-20260917-0721-smoke|c81-m1|openai-small|Cisco Secure Access + Meraki/SD-WAN", "prompt": "c81-m1", "model": "openai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco Secure Access + Meraki/SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "compelling if you're already a Cisco shop and value native SD-WAN integration"}, {"id": "mai-20260917-0721-smoke|c81-m1|openai-small|Fortinet", "prompt": "c81-m1", "model": "openai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often attractive for cost-conscious buyers with existing Fortinet infrastructure"}, {"id": "mai-20260917-0721-smoke|c81-m1|xai-small|Cato Networks SASE Cloud", "prompt": "c81-m1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cato Networks SASE Cloud** (Most frequently recommended for mid-market)"}, {"id": "mai-20260917-0721-smoke|c81-m1|xai-small|Fortinet FortiSASE", "prompt": "c81-m1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong for mid-market/SMB with quick setup"}, {"id": "mai-20260917-0721-smoke|c81-m1|xai-small|Cloudflare One", "prompt": "c81-m1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "top PoP coverage (300+ cities), free tier for testing... low entry cost"}, {"id": "mai-20260917-0721-smoke|c81-m1|xai-small|Palo Alto Prisma SASE", "prompt": "c81-m1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-scale; overkill for some mid-market"}, {"id": "mai-20260917-0721-smoke|c81-m1|xai-small|Netskope One", "prompt": "c81-m1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Netskope One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SSE-first; good if security > networking"}, {"id": "mai-20260917-0721-smoke|c81-m1|xai-small|Cisco Secure Access / Umbrella", "prompt": "c81-m1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco Secure Access / Umbrella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Existing Cisco shops; some call it top value"}, {"id": "mai-20260917-0721-smoke|c81-m1|xai-small|Zscaler Zero Trust Exchange", "prompt": "c81-m1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud-first; less SD-WAN native"}, {"id": "mai-20260917-0721-smoke|c81-m1|zai-small|Cato Networks SASE Cloud", "prompt": "c81-m1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cato Networks SASE Cloud – Top Overall Pick for Mid‑Market"}, {"id": "mai-20260917-0721-smoke|c81-m1|zai-small|Cloudflare One", "prompt": "c81-m1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudflare One – Best for “Test Before You Buy”"}, {"id": "mai-20260917-0721-smoke|c81-m1|zai-small|Zscaler Zero Trust Exchange", "prompt": "c81-m1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Security‑first, need deepest inspection & compliance | Zscaler Zero Trust Exchange"}, {"id": "mai-20260917-0721-smoke|c81-m1|zai-small|Palo Alto Networks Prisma SASE", "prompt": "c81-m1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Large, complex environment with existing Palo Alto gear | Palo Alto Networks Prisma SASE"}, {"id": "mai-20260917-0721-smoke|c81-m1|zai-small|Fortinet FortiSASE", "prompt": "c81-m1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already using Fortinet firewalls, want fastest deployment | Fortinet FortiSASE"}, {"id": "mai-20260917-0721-smoke|c81-m1|zai-small|Cisco Umbrella", "prompt": "c81-m1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco Umbrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Budget‑Friendly Option"}, {"id": "mai-20260917-0721-smoke|c81-m1|zai-small|Netskope ONE", "prompt": "c81-m1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Netskope ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Netskope ONE – Strong Data‑Centric SASE"}, {"id": "mai-20260917-0721-smoke|c81-m2|alibaba-small|Microsoft Copilot for Security (via Entra / Intune)", "prompt": "c81-m2", "model": "alibaba-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Microsoft Copilot for Security (via Entra / Intune)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best All-Rounder: Microsoft Copilot for Security (via Entra / Intune) ... this is the strongest candidate"}, {"id": "mai-20260917-0721-smoke|c81-m2|alibaba-small|Cisco", "prompt": "c81-m2", "model": "alibaba-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some advanced network-layer controls found in dedicated players like Cisco or Zscaler"}, {"id": "mai-20260917-0721-smoke|c81-m2|alibaba-small|Zscaler", "prompt": "c81-m2", "model": "alibaba-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "its deep packet inspection for internal legacy networks is less mature than Zscaler"}, {"id": "mai-20260917-0721-smoke|c81-m2|alibaba-small|Cloudflare One", "prompt": "c81-m2", "model": "alibaba-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 2. The Best for Simplicity & Value: Cloudflare One"}, {"id": "mai-20260917-0721-smoke|c81-m2|alibaba-small|Cisco Meraki (SD-WAN + Umbrella)", "prompt": "c81-m2", "model": "alibaba-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco Meraki (SD-WAN + Umbrella)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 3. The Industry Standard: Cisco Meraki (SD-WAN + Umbrella)"}, {"id": "mai-20260917-0721-smoke|c81-m2|anthropic-small|Palo Alto Networks Prisma Access", "prompt": "c81-m2", "model": "anthropic-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong threat prevention and data protection"}, {"id": "mai-20260917-0721-smoke|c81-m2|anthropic-small|Fortinet FortiSASE", "prompt": "c81-m2", "model": "anthropic-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Good balance of performance and cost"}, {"id": "mai-20260917-0721-smoke|c81-m2|anthropic-small|Zscaler ZIA/ZPA", "prompt": "c81-m2", "model": "anthropic-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler ZIA/ZPA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloud-native architecture, popular for distributed workforces"}, {"id": "mai-20260917-0721-smoke|c81-m2|anthropic-small|Cisco Umbrella/Secure Access", "prompt": "c81-m2", "model": "anthropic-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco Umbrella/Secure Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong for companies already in Cisco ecosystem"}, {"id": "mai-20260917-0721-smoke|c81-m2|anthropic-small|Check Point Harmony", "prompt": "c81-m2", "model": "anthropic-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Check Point Harmony", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for companies needing advanced threat protection"}, {"id": "mai-20260917-0721-smoke|c81-m2|challenger-small|Check Point Harmony SASE", "prompt": "c81-m2", "model": "challenger-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Check Point Harmony SASE** as the default choice"}, {"id": "mai-20260917-0721-smoke|c81-m2|challenger-small|Lumen Managed SASE", "prompt": "c81-m2", "model": "challenger-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Lumen Managed SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lumen Managed SASE** or **Fortinet Unified SASE** are also credible options"}, {"id": "mai-20260917-0721-smoke|c81-m2|challenger-small|Fortinet Unified SASE", "prompt": "c81-m2", "model": "challenger-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet Unified SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "are also credible options, since both emphasize integrated networking and security"}, {"id": "mai-20260917-0721-smoke|c81-m2|challenger-small|OpenVPN CloudConnexa", "prompt": "c81-m2", "model": "challenger-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may be simpler fits, but the search results position them more toward SMBs or lighter mid-market needs"}, {"id": "mai-20260917-0721-smoke|c81-m2|challenger-small|SecurEdge", "prompt": "c81-m2", "model": "challenger-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "SecurEdge", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may be simpler fits, but the search results position them more toward SMBs or lighter mid-market needs"}, {"id": "mai-20260917-0721-smoke|c81-m2|deepseek-small|Cato Networks", "prompt": "c81-m2", "model": "deepseek-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cato Networks** offers the best combination of consolidation, ease of use, and mid-market fit"}, {"id": "mai-20260917-0721-smoke|c81-m2|deepseek-small|Fortinet FortiSASE", "prompt": "c81-m2", "model": "deepseek-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Fastest Deployment If You're Already Fortinet*"}, {"id": "mai-20260917-0721-smoke|c81-m2|deepseek-small|Cloudflare One", "prompt": "c81-m2", "model": "deepseek-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best Value & Zero-Trust Simplicity*"}, {"id": "mai-20260917-0721-smoke|c81-m2|deepseek-small|Palo Alto Prisma SASE", "prompt": "c81-m2", "model": "deepseek-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise-grade security depth & compliance at scale | Palo Alto Prisma SASE / Zscaler"}, {"id": "mai-20260917-0721-smoke|c81-m2|deepseek-small|Zscaler", "prompt": "c81-m2", "model": "deepseek-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Palo Alto Prisma SASE / Zscaler"}, {"id": "mai-20260917-0721-smoke|c81-m2|deepseek-small|Netskope", "prompt": "c81-m2", "model": "deepseek-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong data protection (DLP, CASB) for regulated data | Netskope"}, {"id": "mai-20260917-0721-smoke|c81-m2|google-small|Cato Networks (Cato SASE Cloud)", "prompt": "c81-m2", "model": "google-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks (Cato SASE Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Lean IT Teams & Rapid Deployment"}, {"id": "mai-20260917-0721-smoke|c81-m2|google-small|Fortinet (FortiSASE)", "prompt": "c81-m2", "model": "google-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet (FortiSASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value & Best for Existing Fortinet Infrastructures"}, {"id": "mai-20260917-0721-smoke|c81-m2|google-small|Cloudflare One", "prompt": "c81-m2", "model": "google-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Modern, Remote-First & SaaS-Heavy B2Bs"}, {"id": "mai-20260917-0721-smoke|c81-m2|google-small|Netskope SASE", "prompt": "c81-m2", "model": "google-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Netskope SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Companies with Heavy Data Compliance Requirements"}, {"id": "mai-20260917-0721-smoke|c81-m2|google-small|Palo Alto Networks (Prisma SASE)", "prompt": "c81-m2", "model": "google-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks (Prisma SASE)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "generally **not recommended** for mid-sized B2B companies"}, {"id": "mai-20260917-0721-smoke|c81-m2|google-small|Zscaler", "prompt": "c81-m2", "model": "google-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "generally **not recommended** for mid-sized B2B companies"}, {"id": "mai-20260917-0721-smoke|c81-m2|meta-small|Check Point Harmony SASE", "prompt": "c81-m2", "model": "meta-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Check Point Harmony SASE: A cloud-native zero-trust access solution that grows into full SASE without changing vendors."}, {"id": "mai-20260917-0721-smoke|c81-m2|meta-small|Zscaler Zero Trust Exchange", "prompt": "c81-m2", "model": "meta-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A comprehensive SSE platform that meets the needs of a modern, cloud-centric strategy."}, {"id": "mai-20260917-0721-smoke|c81-m2|meta-small|SecurEdge", "prompt": "c81-m2", "model": "meta-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "SecurEdge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A SASE platform designed for SMBs, offering a single cloud-delivered service model"}, {"id": "mai-20260917-0721-smoke|c81-m2|meta-small|Fortinet Unified SASE", "prompt": "c81-m2", "model": "meta-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet Unified SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A high-performance platform that converges networking, security, and AI-driven protection into one solution."}, {"id": "mai-20260917-0721-smoke|c81-m2|meta-small|Barracuda SecureEdge", "prompt": "c81-m2", "model": "meta-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Barracuda SecureEdge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A SASE platform that cuts complexity and provides anytime/anywhere security and access to data and applications."}, {"id": "mai-20260917-0721-smoke|c81-m2|minimax-small|Cato Networks SASE Cloud", "prompt": "c81-m2", "model": "minimax-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cato Networks SASE Cloud**"}, {"id": "mai-20260917-0721-smoke|c81-m2|minimax-small|Check Point Harmony SASE", "prompt": "c81-m2", "model": "minimax-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent balance of capability and manageability for mid-sized organizations"}, {"id": "mai-20260917-0721-smoke|c81-m2|minimax-small|Cisco Secure Connect", "prompt": "c81-m2", "model": "minimax-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco Secure Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Existing Cisco environment:** Cisco Secure Connect"}, {"id": "mai-20260917-0721-smoke|c81-m2|mistral-small|Cato Networks", "prompt": "c81-m2", "model": "mistral-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I recommend: Cato Networks if you want a single-vendor SASE with global backbone and strong security."}, {"id": "mai-20260917-0721-smoke|c81-m2|mistral-small|Zscaler Private Access (ZPA) + Zscaler Internet Access (ZIA)", "prompt": "c81-m2", "model": "mistral-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler Private Access (ZPA) + Zscaler Internet Access (ZIA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zscaler if zero trust and cloud security are top priorities."}, {"id": "mai-20260917-0721-smoke|c81-m2|mistral-small|Cloudflare One", "prompt": "c81-m2", "model": "mistral-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloudflare One if you want high performance at a lower cost."}, {"id": "mai-20260917-0721-smoke|c81-m2|mistral-small|Palo Alto Prisma SASE", "prompt": "c81-m2", "model": "mistral-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Companies already using Palo Alto firewalls or needing deep security integration."}, {"id": "mai-20260917-0721-smoke|c81-m2|mistral-small|Fortinet Secure SD-WAN (SASE Edition)", "prompt": "c81-m2", "model": "mistral-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet Secure SD-WAN (SASE Edition)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Companies wanting SD-WAN + security in one."}, {"id": "mai-20260917-0721-smoke|c81-m2|moonshot-small|Cato Networks SASE Cloud", "prompt": "c81-m2", "model": "moonshot-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Market ... I'd recommend starting your evaluation with **Cato Networks**"}, {"id": "mai-20260917-0721-smoke|c81-m2|moonshot-small|Zscaler Zero Trust Exchange", "prompt": "c81-m2", "model": "moonshot-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also evaluate **Zscaler** or **Cisco** to compare feature depth and ecosystem fit"}, {"id": "mai-20260917-0721-smoke|c81-m2|moonshot-small|Cisco Secure Access / Cisco Secure Connect", "prompt": "c81-m2", "model": "moonshot-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco Secure Access / Cisco Secure Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also evaluate **Zscaler** or **Cisco** to compare feature depth and ecosystem fit"}, {"id": "mai-20260917-0721-smoke|c81-m2|moonshot-small|Cloudflare One", "prompt": "c81-m2", "model": "moonshot-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Only platform with a public free tier for testing"}, {"id": "mai-20260917-0721-smoke|c81-m2|openai-small|Netskope", "prompt": "c81-m2", "model": "openai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Netskope** as the best starting point for SASE/SSE"}, {"id": "mai-20260917-0721-smoke|c81-m2|openai-small|Zscaler", "prompt": "c81-m2", "model": "openai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strongest if you want a very mature **zero-trust-first** model"}, {"id": "mai-20260917-0721-smoke|c81-m2|openai-small|Palo Alto Networks Prisma SASE", "prompt": "c81-m2", "model": "openai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth a look if you already use Palo Alto security products"}, {"id": "mai-20260917-0721-smoke|c81-m2|openai-small|Fortinet", "prompt": "c81-m2", "model": "openai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "all can be good depending on whether you care most about WAN integration"}, {"id": "mai-20260917-0721-smoke|c81-m2|openai-small|Check Point", "prompt": "c81-m2", "model": "openai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "all can be good depending on whether you care most about WAN integration"}, {"id": "mai-20260917-0721-smoke|c81-m2|openai-small|Cisco", "prompt": "c81-m2", "model": "openai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "all can be good depending on whether you care most about WAN integration"}, {"id": "mai-20260917-0721-smoke|c81-m2|openai-small|Cloudflare", "prompt": "c81-m2", "model": "openai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "all can be good depending on whether you care most about WAN integration"}, {"id": "mai-20260917-0721-smoke|c81-m2|openai-small|Cato", "prompt": "c81-m2", "model": "openai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "all can be good depending on whether you care most about WAN integration, security stack consolidation, branch performance, or simplicity"}, {"id": "mai-20260917-0721-smoke|c81-m2|xai-small|Cato Networks SASE Cloud", "prompt": "c81-m2", "model": "xai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Cato Networks SASE Cloud as the top Secure Access Service Edge (SASE) solution."}, {"id": "mai-20260917-0721-smoke|c81-m2|xai-small|Netskope", "prompt": "c81-m2", "model": "xai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Named a Leader in the 2024 Gartner Magic Quadrant for Single-Vendor SASE (alongside Palo Alto Networks and Netskope)"}, {"id": "mai-20260917-0721-smoke|c81-m2|xai-small|Cloudflare One", "prompt": "c81-m2", "model": "xai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget/Value | Cloudflare One | Free tier for testing; massive edge network"}, {"id": "mai-20260917-0721-smoke|c81-m2|xai-small|Fortinet FortiSASE", "prompt": "c81-m2", "model": "xai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Existing Fortinet Gear | Fortinet FortiSASE | Challenger in Gartner; #1 SD-WAN"}, {"id": "mai-20260917-0721-smoke|c81-m2|xai-small|Palo Alto Prisma SASE", "prompt": "c81-m2", "model": "xai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Scalable but pricier/complex for mid-sized."}, {"id": "mai-20260917-0721-smoke|c81-m2|xai-small|Zscaler Zero Trust Exchange", "prompt": "c81-m2", "model": "xai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Market share leader; top SSE depth. Great for cloud-first B2B, but lighter SD-WAN."}, {"id": "mai-20260917-0721-smoke|c81-m2|zai-small|Cato Networks Cato SASE", "prompt": "c81-m2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks Cato SASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑sized B2B companies today, I recommend starting with Cato Networks Cato SASE"}, {"id": "mai-20260917-0721-smoke|c81-m2|zai-small|Cisco Secure Access", "prompt": "c81-m2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your organization is heavily invested in Cisco infrastructure, Cisco Secure Access is the logical choice"}, {"id": "mai-20260917-0721-smoke|c81-m2|zai-small|Zscaler", "prompt": "c81-m2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Is SSE (cloud‑security) your top priority? - Yes → Zscaler (best SSE depth)"}, {"id": "mai-20260917-0721-smoke|c81-m2|zai-small|Fortinet FortiSASE", "prompt": "c81-m2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already have a FortiGate‑based network and want a low‑cost entry into SASE."}, {"id": "mai-20260917-0721-smoke|c81-m2|zai-small|Palo Alto Prisma SASE", "prompt": "c81-m2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you need advanced threat detection and want a premium, feature‑rich platform."}, {"id": "mai-20260917-0721-smoke|c81-m2|zai-small|Cloudflare One", "prompt": "c81-m2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "For smaller teams or simple web‑security needs; less depth in advanced SSE features."}, {"id": "mai-20260917-0721-smoke|c81-m2|zai-small|Netskope", "prompt": "c81-m2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Do you need deep data‑protection (CASB/DLP) and compliance reporting? - Yes → Netskope"}, {"id": "mai-20260917-0721-smoke|c81-m2|zai-small|Forcepoint ONE", "prompt": "c81-m2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Forcepoint ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Custom pricing (often higher) | Large organizations with strict regulatory requirements."}, {"id": "mai-20260917-0721-smoke|c81-m2|zai-small|Cisco Umbrella", "prompt": "c81-m2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco Umbrella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Is budget tight and you want simple web‑security? - Yes → Cloudflare One or Cisco Umbrella."}, {"id": "mai-20260917-0721-smoke|c81-m3|alibaba-small|Palo Alto Networks", "prompt": "c81-m3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Already uses Palo Alto firewalls/Cortex | Palo Alto Networks"}, {"id": "mai-20260917-0721-smoke|c81-m3|alibaba-small|Netskope", "prompt": "c81-m3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Data protection/CASB/DLP priority | Netskope"}, {"id": "mai-20260917-0721-smoke|c81-m3|alibaba-small|Cato Networks", "prompt": "c81-m3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simplest management, single-network approach | Cato Networks"}, {"id": "mai-20260917-0721-smoke|c81-m3|alibaba-small|Fortinet", "prompt": "c81-m3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-conscious, broad feature set | Fortinet"}, {"id": "mai-20260917-0721-smoke|c81-m3|alibaba-small|Zscaler", "prompt": "c81-m3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Heavy cloud adoption, need maximum scale | Zscaler"}, {"id": "mai-20260917-0721-smoke|c81-m3|alibaba-small|Cloudflare", "prompt": "c81-m3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Built on global edge network; simplicity-focused; strong DDoS/WAF DNA"}, {"id": "mai-20260917-0721-smoke|c81-m3|alibaba-small|Cisco", "prompt": "c81-m3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Leveraging existing Cisco investment | Cisco"}, {"id": "mai-20260917-0721-smoke|c81-m3|alibaba-small|Versa Networks", "prompt": "c81-m3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "early SASE mover, strong SD-WAN foundations"}, {"id": "mai-20260917-0721-smoke|c81-m3|anthropic-small|Zscaler Zero Trust Exchange", "prompt": "c81-m3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zscaler is the most-deployed cloud-native SASE platform at the largest enterprises"}, {"id": "mai-20260917-0721-smoke|c81-m3|anthropic-small|Palo Alto Prisma SASE", "prompt": "c81-m3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top SASE platforms include Zscaler Zero Trust Exchange, Palo Alto Prisma SASE, Netskope SASE, Cato Networks, and Cisco SASE"}, {"id": "mai-20260917-0721-smoke|c81-m3|anthropic-small|Netskope SASE", "prompt": "c81-m3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top SASE platforms include ... Netskope SASE"}, {"id": "mai-20260917-0721-smoke|c81-m3|anthropic-small|Cato Networks", "prompt": "c81-m3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cato SASE Networks is a fully cloud-native SASE platform that merges SD-WAN and a broad security stack on top of a private global backbone"}, {"id": "mai-20260917-0721-smoke|c81-m3|anthropic-small|Cisco SASE", "prompt": "c81-m3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cisco Secure Access suits Cisco-standardized environments"}, {"id": "mai-20260917-0721-smoke|c81-m3|anthropic-small|Cloudflare One", "prompt": "c81-m3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "along with Cloudflare One and others"}, {"id": "mai-20260917-0721-smoke|c81-m3|anthropic-small|Versa SASE", "prompt": "c81-m3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Versa SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Versa SASE fits organizations needing deployment flexibility"}, {"id": "mai-20260917-0721-smoke|c81-m3|challenger-small|Palo Alto Networks Prisma SASE", "prompt": "c81-m3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep security controls, broad policy depth, and integrated SD-WAN plus experience management; repeatedly positioned as enterprise-grade."}, {"id": "mai-20260917-0721-smoke|c81-m3|challenger-small|Cato Networks", "prompt": "c81-m3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unified cloud-native SASE with a private global backbone and simpler operations; often praised for “single-vendor simplicity.”"}, {"id": "mai-20260917-0721-smoke|c81-m3|challenger-small|Zscaler", "prompt": "c81-m3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Security-first, zero-trust access model with strongest emphasis on SSE/least-privilege access"}, {"id": "mai-20260917-0721-smoke|c81-m3|challenger-small|Netskope", "prompt": "c81-m3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong data security, CASB, and SaaS visibility"}, {"id": "mai-20260917-0721-smoke|c81-m3|challenger-small|FortiSASE/Fortinet", "prompt": "c81-m3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "FortiSASE/Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Networking-led unified stack that combines SD-WAN, SSE, and FortiOS-based security"}, {"id": "mai-20260917-0721-smoke|c81-m3|challenger-small|Versa SASE", "prompt": "c81-m3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Versa SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Very flexible architecture with granular control and mature WAN pedigree"}, {"id": "mai-20260917-0721-smoke|c81-m3|challenger-small|Cloudflare One", "prompt": "c81-m3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud-native breadth with global network scale; notable for a public free tier and transparent entry pricing."}, {"id": "mai-20260917-0721-smoke|c81-m3|challenger-small|Cisco Secure Access", "prompt": "c81-m3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for Cisco-aligned environments, with cloud-delivered SSE"}, {"id": "mai-20260917-0721-smoke|c81-m3|deepseek-small|Palo Alto Networks", "prompt": "c81-m3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leaders are Palo Alto Networks, Cato Networks, and Netskope ... Strongest security sophistication"}, {"id": "mai-20260917-0721-smoke|c81-m3|deepseek-small|Cato Networks", "prompt": "c81-m3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most balanced converged platform; own private global backbone, native SD-WAN"}, {"id": "mai-20260917-0721-smoke|c81-m3|deepseek-small|Netskope", "prompt": "c81-m3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best SSE depth in the market — strongest data loss prevention (DLP)"}, {"id": "mai-20260917-0721-smoke|c81-m3|deepseek-small|Fortinet", "prompt": "c81-m3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best-in-class SD-WAN and consistent FortiOS policy across endpoints"}, {"id": "mai-20260917-0721-smoke|c81-m3|deepseek-small|Versa", "prompt": "c81-m3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Versa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(with Fortinet and Versa as Challengers)"}, {"id": "mai-20260917-0721-smoke|c81-m3|deepseek-small|Zscaler", "prompt": "c81-m3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Leading cloud-native architecture and largest PoP coverage; Weakness: Historically SD-WAN is thinner"}, {"id": "mai-20260917-0721-smoke|c81-m3|deepseek-small|Cloudflare", "prompt": "c81-m3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best price and PoP coverage, distinctive internet-native edge architecture"}, {"id": "mai-20260917-0721-smoke|c81-m3|deepseek-small|Cisco", "prompt": "c81-m3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong MSP readiness, unified network security, ThousandEyes digital experience monitoring"}, {"id": "mai-20260917-0721-smoke|c81-m3|deepseek-small|HPE", "prompt": "c81-m3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "HPE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Forrester's Wave adds Zscaler, Cloudflare, Cisco, and HPE as major players"}, {"id": "mai-20260917-0721-smoke|c81-m3|google-small|Palo Alto Networks (Prisma SASE)", "prompt": "c81-m3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks (Prisma SASE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Unmatched, deep security capabilities... The Catch: It is expensive, has a steep learning curve"}, {"id": "mai-20260917-0721-smoke|c81-m3|google-small|Netskope", "prompt": "c81-m3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Netskope is the industry standard for granular visibility into SaaS applications"}, {"id": "mai-20260917-0721-smoke|c81-m3|google-small|Cato Networks (Cato SASE Cloud)", "prompt": "c81-m3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks (Cato SASE Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unmatched simplicity and true convergence."}, {"id": "mai-20260917-0721-smoke|c81-m3|google-small|Zscaler", "prompt": "c81-m3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Massive global cloud-proxy scale."}, {"id": "mai-20260917-0721-smoke|c81-m3|google-small|Fortinet (Fortinet Unified SASE)", "prompt": "c81-m3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet (Fortinet Unified SASE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "It is exceptionally cost-effective and provides the easiest transition"}, {"id": "mai-20260917-0721-smoke|c81-m3|google-small|Cloudflare One", "prompt": "c81-m3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Notable Alternative: Cloudflare One"}, {"id": "mai-20260917-0721-smoke|c81-m3|meta-small|Zscaler Zero Trust Exchange", "prompt": "c81-m3", "model": "meta-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Zscaler and Palo Alto Networks lead on enterprise-scale feature depth."}, {"id": "mai-20260917-0721-smoke|c81-m3|meta-small|Palo Alto Networks Prisma SASE", "prompt": "c81-m3", "model": "meta-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zscaler and Palo Alto Networks lead on enterprise-scale feature depth."}, {"id": "mai-20260917-0721-smoke|c81-m3|meta-small|Cato Networks SASE Cloud", "prompt": "c81-m3", "model": "meta-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Cato Networks is considered the strongest overall pick for single-vendor simplicity"}, {"id": "mai-20260917-0721-smoke|c81-m3|meta-small|Netskope One", "prompt": "c81-m3", "model": "meta-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Netskope is particularly strong where SaaS, data, and AI context dominate."}, {"id": "mai-20260917-0721-smoke|c81-m3|meta-small|Cisco Secure Access", "prompt": "c81-m3", "model": "meta-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top SASE platforms in 2026 include ... Cisco Secure Access"}, {"id": "mai-20260917-0721-smoke|c81-m3|meta-small|Cloudflare One", "prompt": "c81-m3", "model": "meta-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cloudflare One is the only platform with a public free tier"}, {"id": "mai-20260917-0721-smoke|c81-m3|meta-small|Fortinet FortiSASE", "prompt": "c81-m3", "model": "meta-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The top SASE platforms in 2026 include ... Fortinet FortiSASE"}, {"id": "mai-20260917-0721-smoke|c81-m3|minimax-small|Palo Alto Networks", "prompt": "c81-m3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Networks** - Ranked #1 for both vision and execution (second year in a row)"}, {"id": "mai-20260917-0721-smoke|c81-m3|minimax-small|Cato Networks", "prompt": "c81-m3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Only truly converged SASE platform with one codebase; offers sub-10ms latency due to private backbone"}, {"id": "mai-20260917-0721-smoke|c81-m3|minimax-small|Netskope", "prompt": "c81-m3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For**: Data-protection-first enterprises with significant SaaS estates"}, {"id": "mai-20260917-0721-smoke|c81-m3|minimax-small|Fortinet", "prompt": "c81-m3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Hybrid approach with FortiSASE, leveraging FortiGate firewall technology"}, {"id": "mai-20260917-0721-smoke|c81-m3|minimax-small|Versa Networks", "prompt": "c81-m3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fortinet and Versa Networks (challengers)"}, {"id": "mai-20260917-0721-smoke|c81-m3|minimax-small|Cisco", "prompt": "c81-m3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Visionary in Gartner quadrant, offers Viptela SD-WAN integrated with Umbrella security"}, {"id": "mai-20260917-0721-smoke|c81-m3|minimax-small|Cloudflare", "prompt": "c81-m3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cloudflare One**: Growing unified SASE platform, strong in edge compute and performance"}, {"id": "mai-20260917-0721-smoke|c81-m3|minimax-small|Forcepoint", "prompt": "c81-m3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cloudflare, Forcepoint, and HPE (niche players)"}, {"id": "mai-20260917-0721-smoke|c81-m3|minimax-small|HPE", "prompt": "c81-m3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "HPE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cloudflare, Forcepoint, and HPE (niche players)"}, {"id": "mai-20260917-0721-smoke|c81-m3|minimax-small|Zscaler", "prompt": "c81-m3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Pure cloud-proxy SSE approach (no native SD-WAN), focuses on user-to-app connections"}, {"id": "mai-20260917-0721-smoke|c81-m3|mistral-small|Palo Alto Networks (Prisma SASE)", "prompt": "c81-m3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks (Prisma SASE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "For broad security and mature SD-WAN: Palo Alto Networks"}, {"id": "mai-20260917-0721-smoke|c81-m3|mistral-small|Cato Networks", "prompt": "c81-m3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "For distributed enterprises and a private backbone: Cato Networks"}, {"id": "mai-20260917-0721-smoke|c81-m3|mistral-small|Netskope", "prompt": "c81-m3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "For data protection and CASB: Netskope"}, {"id": "mai-20260917-0721-smoke|c81-m3|mistral-small|Zscaler (Zero Trust Exchange)", "prompt": "c81-m3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler (Zero Trust Exchange)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "For global scale and strict compliance: Zscaler"}, {"id": "mai-20260917-0721-smoke|c81-m3|mistral-small|Cisco Secure Connect", "prompt": "c81-m3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco Secure Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For Cisco shops: Cisco Secure Connect"}, {"id": "mai-20260917-0721-smoke|c81-m3|moonshot-small|Palo Alto Networks (Prisma SASE)", "prompt": "c81-m3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks (Prisma SASE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader (ranked #1 for vision and execution)"}, {"id": "mai-20260917-0721-smoke|c81-m3|moonshot-small|Cato Networks", "prompt": "c81-m3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Only true single-platform SASE with private backbone"}, {"id": "mai-20260917-0721-smoke|c81-m3|moonshot-small|Fortinet (FortiSASE)", "prompt": "c81-m3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet (FortiSASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best-in-class SD-WAN with FortiOS and ASIC acceleration"}, {"id": "mai-20260917-0721-smoke|c81-m3|moonshot-small|Zscaler (Zero Trust Exchange)", "prompt": "c81-m3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler (Zero Trust Exchange)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deepest pure SSE capabilities"}, {"id": "mai-20260917-0721-smoke|c81-m3|moonshot-small|Netskope (Netskope One)", "prompt": "c81-m3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope (Netskope One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leader (first-time in 2024)"}, {"id": "mai-20260917-0721-smoke|c81-m3|moonshot-small|Cisco (Secure Access)", "prompt": "c81-m3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco (Secure Access)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: MSP-ready deployments and large enterprise networks"}, {"id": "mai-20260917-0721-smoke|c81-m3|moonshot-small|Cloudflare", "prompt": "c81-m3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Weaknesses: Least mature SSE capabilities"}, {"id": "mai-20260917-0721-smoke|c81-m3|openai-small|Palo Alto Networks Prisma SASE", "prompt": "c81-m3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best known for a **broad, integrated security stack** and strong positioning around \"single-vendor SASE.\""}, {"id": "mai-20260917-0721-smoke|c81-m3|openai-small|Netskope One", "prompt": "c81-m3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Netskope tends to differentiate on **cloud/SaaS visibility, data protection, and control over user-to-app traffic**"}, {"id": "mai-20260917-0721-smoke|c81-m3|openai-small|Zscaler Zero Trust SASE / Zero Trust Exchange", "prompt": "c81-m3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler Zero Trust SASE / Zero Trust Exchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Zscaler is the purest **zero-trust, cloud-native** SASE story of the group."}, {"id": "mai-20260917-0721-smoke|c81-m3|openai-small|Fortinet Unified SASE / FortiSASE", "prompt": "c81-m3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet Unified SASE / FortiSASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fortinet's differentiator is **tight convergence of networking and security**"}, {"id": "mai-20260917-0721-smoke|c81-m3|openai-small|Cloudflare One", "prompt": "c81-m3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloudflare's angle is usually **simplicity, global edge performance, and easy-to-operate consolidation**"}, {"id": "mai-20260917-0721-smoke|c81-m3|openai-small|Cisco Secure Access / Cisco SASE portfolio", "prompt": "c81-m3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco Secure Access / Cisco SASE portfolio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cisco's SASE story is typically strongest when an enterprise already has deep Cisco networking footprint"}, {"id": "mai-20260917-0721-smoke|c81-m3|xai-small|Palo Alto Networks (Prisma SASE)", "prompt": "c81-m3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks (Prisma SASE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leader in Gartner (top for vision/execution); Leader in Forrester."}, {"id": "mai-20260917-0721-smoke|c81-m3|xai-small|Cato Networks (SASE Cloud)", "prompt": "c81-m3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks (SASE Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Purpose-built cloud-native convergence, private backbone, single-pass processing"}, {"id": "mai-20260917-0721-smoke|c81-m3|xai-small|Netskope (One SASE)", "prompt": "c81-m3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope (One SASE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leader in Gartner (debut); Top Leader in Forrester."}, {"id": "mai-20260917-0721-smoke|c81-m3|xai-small|Zscaler (Zero Trust Exchange)", "prompt": "c81-m3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler (Zero Trust Exchange)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leader in SSE-focused Gartner reports; Leader in Forrester."}, {"id": "mai-20260917-0721-smoke|c81-m3|xai-small|Fortinet (FortiSASE)", "prompt": "c81-m3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet (FortiSASE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Challenger in Gartner SASE; Included in Forrester."}, {"id": "mai-20260917-0721-smoke|c81-m3|xai-small|Cisco (Secure Access)", "prompt": "c81-m3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco (Secure Access)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Visionary in Gartner."}, {"id": "mai-20260917-0721-smoke|c81-m3|xai-small|Cloudflare (One)", "prompt": "c81-m3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare (One)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Niche Player/Visionary in Gartner; Included in Forrester."}, {"id": "mai-20260917-0721-smoke|c81-m3|xai-small|Versa Networks", "prompt": "c81-m3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like Versa Networks (Challenger) also appear frequently."}, {"id": "mai-20260917-0721-smoke|c81-m3|zai-small|Palo Alto Networks Prisma SASE", "prompt": "c81-m3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Leader** (top of vision & execution) | Strongest security-first story, deep threat intel, longest-standing SASE vendor"}, {"id": "mai-20260917-0721-smoke|c81-m3|zai-small|Cisco Secure Access", "prompt": "c81-m3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Leader (balanced) | Highest overall score in independent rankings; strong SD-WAN + SSE convergence, MSP-ready"}, {"id": "mai-20260917-0721-smoke|c81-m3|zai-small|Zscaler Zero Trust Exchange", "prompt": "c81-m3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud-native SSE-only | Zscaler Zero Trust Exchange | Netskope One"}, {"id": "mai-20260917-0721-smoke|c81-m3|zai-small|Netskope One", "prompt": "c81-m3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Data-protection focus | Netskope One | Zscaler Zero Trust Exchange"}, {"id": "mai-20260917-0721-smoke|c81-m3|zai-small|Cato SASE Cloud", "prompt": "c81-m3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato SASE Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fully converged SASE (policy-driven edge) | Cato Networks SASE Cloud"}, {"id": "mai-20260917-0721-smoke|c81-m3|zai-small|Fortinet FortiSASE", "prompt": "c81-m3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-market / value-oriented | Fortinet FortiSASE"}, {"id": "mai-20260917-0721-smoke|c81-m3|zai-small|Cloudflare One", "prompt": "c81-m3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Developer / CDN-adjacent | Cloudflare One"}, {"id": "mai-20260917-0721-smoke|c81-m3|zai-small|Check Point CloudGuard", "prompt": "c81-m3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Legacy Check Point shops | Check Point CloudGuard"}, {"id": "mai-20260917-0721-smoke|c81-m4|alibaba-small|Cisco Umbrella", "prompt": "c81-m4", "model": "alibaba-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco Umbrella", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco Umbrella** and **Cloudflare** generally offer the lowest barriers to entry"}, {"id": "mai-20260917-0721-smoke|c81-m4|alibaba-small|Cloudflare", "prompt": "c81-m4", "model": "alibaba-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cisco Umbrella** and **Cloudflare** generally offer the lowest barriers to entry"}, {"id": "mai-20260917-0721-smoke|c81-m4|alibaba-small|NordLayer", "prompt": "c81-m4", "model": "alibaba-small", "cat": "sase-platforms", "variant": "budget", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Affordable All-in-One (VPN + Security): NordLayer ... is a strong contender"}, {"id": "mai-20260917-0721-smoke|c81-m4|alibaba-small|Palo Alto", "prompt": "c81-m4", "model": "alibaba-small", "cat": "sase-platforms", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Providers like **Palo Alto** or **Fortinet** often force you to buy physical boxes"}, {"id": "mai-20260917-0721-smoke|c81-m4|alibaba-small|Fortinet", "prompt": "c81-m4", "model": "alibaba-small", "cat": "sase-platforms", "variant": "budget", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Providers like **Palo Alto** or **Fortinet** often force you to buy physical boxes"}, {"id": "mai-20260917-0721-smoke|c81-m4|alibaba-small|Check Point", "prompt": "c81-m4", "model": "alibaba-small", "cat": "sase-platforms", "variant": "budget", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vendors like Cisco, Cloudflare, and Check Point offer \"cloud-only\" deployments"}, {"id": "mai-20260917-0721-smoke|c81-m4|anthropic-small|OpenVPN CloudConnexa", "prompt": "c81-m4", "model": "anthropic-small", "cat": "sase-platforms", "variant": "budget", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Best Option: OpenVPN CloudConnexa"}, {"id": "mai-20260917-0721-smoke|c81-m4|challenger-small|Cloudflare One", "prompt": "c81-m4", "model": "challenger-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best practical SASE choice is usually **Cloudflare One** if you want the lowest-cost entry point"}, {"id": "mai-20260917-0721-smoke|c81-m4|challenger-small|NordLayer", "prompt": "c81-m4", "model": "challenger-small", "cat": "sase-platforms", "variant": "budget", "raw": "NordLayer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **NordLayer** if you want a simple SMB-focused paid option with low maintenance"}, {"id": "mai-20260917-0721-smoke|c81-m4|challenger-small|Cisco Umbrella", "prompt": "c81-m4", "model": "challenger-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco Umbrella", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more of a lower-cost security layer than a full all-in-one SASE platform"}, {"id": "mai-20260917-0721-smoke|c81-m4|challenger-small|Cato Networks", "prompt": "c81-m4", "model": "challenger-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often recommended for SMB/mid-market balance, but ... stronger fits for organizations that can accept higher spend"}, {"id": "mai-20260917-0721-smoke|c81-m4|challenger-small|FortiSASE", "prompt": "c81-m4", "model": "challenger-small", "cat": "sase-platforms", "variant": "budget", "raw": "FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often recommended for SMB/mid-market balance, but ... higher spend than the cheapest entry options"}, {"id": "mai-20260917-0721-smoke|c81-m4|deepseek-small|Cloudflare One", "prompt": "c81-m4", "model": "deepseek-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare One** is consistently ranked as the best SASE platform to start with"}, {"id": "mai-20260917-0721-smoke|c81-m4|deepseek-small|Cato Networks SASE Cloud", "prompt": "c81-m4", "model": "deepseek-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best \"single-vendor\" pick ... though pricing is quote-based rather than transparent."}, {"id": "mai-20260917-0721-smoke|c81-m4|deepseek-small|Cisco Umbrella", "prompt": "c81-m4", "model": "deepseek-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco Umbrella", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's more of an SSE/security tool than a full converged SASE platform"}, {"id": "mai-20260917-0721-smoke|c81-m4|deepseek-small|Fortinet FortiSASE", "prompt": "c81-m4", "model": "deepseek-small", "cat": "sase-platforms", "variant": "budget", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A full SASE suite managed from one console, often well-suited to smaller organizations"}, {"id": "mai-20260917-0721-smoke|c81-m4|google-small|Palo Alto Networks (Prisma Access)", "prompt": "c81-m4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "Palo Alto Networks (Prisma Access)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-tier SASE ... solutions like Palo Alto Networks (Prisma Access) or Zscaler can quickly become cost-prohibitive"}, {"id": "mai-20260917-0721-smoke|c81-m4|google-small|Zscaler", "prompt": "c81-m4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can quickly become cost-prohibitive. These platforms often require expensive multi-year contracts"}, {"id": "mai-20260917-0721-smoke|c81-m4|google-small|Cloudflare One (Zero Trust)", "prompt": "c81-m4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One (Zero Trust)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Cloudflare offers an incredibly generous **free tier** ... performance and latency are outstanding."}, {"id": "mai-20260917-0721-smoke|c81-m4|google-small|NordLayer", "prompt": "c81-m4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NordLayer’s pricing is highly competitive ... allows you to start with a minimum of just **5 users**."}, {"id": "mai-20260917-0721-smoke|c81-m4|google-small|Check Point Harmony SASE (formerly Perimeter 81)", "prompt": "c81-m4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "Check Point Harmony SASE (formerly Perimeter 81)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Mid-sized growing companies needing a structured, fully featured SASE suite."}, {"id": "mai-20260917-0721-smoke|c81-m4|google-small|Fortinet (FortiSASE)", "prompt": "c81-m4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "Fortinet (FortiSASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your company is already in the Fortinet ecosystem, FortiSASE is by far your most cost-effective path."}, {"id": "mai-20260917-0721-smoke|c81-m4|google-small|Cato Networks", "prompt": "c81-m4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Platforms like **Cato Networks** or **NordLayer** are highly praised because their simplified user interfaces"}, {"id": "mai-20260917-0721-smoke|c81-m4|meta-small|Cisco Umbrella", "prompt": "c81-m4", "model": "meta-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco Umbrella", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SASE platform for a company with a limited budget is Cisco Umbrella"}, {"id": "mai-20260917-0721-smoke|c81-m4|meta-small|Zscaler", "prompt": "c81-m4", "model": "meta-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Zscaler ($6–$10/month)"}, {"id": "mai-20260917-0721-smoke|c81-m4|meta-small|Forcepoint ONE", "prompt": "c81-m4", "model": "meta-small", "cat": "sase-platforms", "variant": "budget", "raw": "Forcepoint ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are ... Forcepoint ONE (custom pricing)"}, {"id": "mai-20260917-0721-smoke|c81-m4|minimax-small|Cisco Umbrella", "prompt": "c81-m4", "model": "minimax-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco Umbrella", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco Umbrella** if you need basic security at the lowest cost"}, {"id": "mai-20260917-0721-smoke|c81-m4|minimax-small|Cloudflare SASE", "prompt": "c81-m4", "model": "minimax-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare** if you want to test with a free tier before investing"}, {"id": "mai-20260917-0721-smoke|c81-m4|minimax-small|Check Point Harmony SASE", "prompt": "c81-m4", "model": "minimax-small", "cat": "sase-platforms", "variant": "budget", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Check Point** if you want a balance of features and affordability"}, {"id": "mai-20260917-0721-smoke|c81-m4|minimax-small|OpenVPN CloudConnexa", "prompt": "c81-m4", "model": "minimax-small", "cat": "sase-platforms", "variant": "budget", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Good-lower mid-market option** - Ideal for: Teams with lean IT needing reliable, secure access"}, {"id": "mai-20260917-0721-smoke|c81-m4|minimax-small|Zscaler", "prompt": "c81-m4", "model": "minimax-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**$6-10/user/month** - Enterprise-grade capabilities at competitive price"}, {"id": "mai-20260917-0721-smoke|c81-m4|mistral-small|Cloudflare One", "prompt": "c81-m4", "model": "mistral-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare One** and **Cato SASE Cloud** are often recommended as the best budget-friendly SASE platforms."}, {"id": "mai-20260917-0721-smoke|c81-m4|mistral-small|Cato SASE Cloud", "prompt": "c81-m4", "model": "mistral-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato SASE Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cloudflare One** and **Cato SASE Cloud** are often recommended as the best budget-friendly SASE platforms."}, {"id": "mai-20260917-0721-smoke|c81-m4|mistral-small|Cisco Umbrella", "prompt": "c81-m4", "model": "mistral-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco Umbrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cisco Umbrella** is also noted for being affordable, with plans starting at just $2–6 per user per month"}, {"id": "mai-20260917-0721-smoke|c81-m4|moonshot-small|Cloudflare One", "prompt": "c81-m4", "model": "moonshot-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Cloudflare One** ($7/user/month) or **NordLayer**, as they offer the lowest entry points."}, {"id": "mai-20260917-0721-smoke|c81-m4|moonshot-small|NordLayer (by Nord Security)", "prompt": "c81-m4", "model": "moonshot-small", "cat": "sase-platforms", "variant": "budget", "raw": "NordLayer (by Nord Security)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Cloudflare One** ($7/user/month) or **NordLayer**, as they offer the lowest entry points."}, {"id": "mai-20260917-0721-smoke|c81-m4|moonshot-small|OpenVPN CloudConnexa", "prompt": "c81-m4", "model": "moonshot-small", "cat": "sase-platforms", "variant": "budget", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: SMBs and mid-market teams with lean IT departments"}, {"id": "mai-20260917-0721-smoke|c81-m4|moonshot-small|Check Point Harmony SASE", "prompt": "c81-m4", "model": "moonshot-small", "cat": "sase-platforms", "variant": "budget", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Good balance** of features and affordability"}, {"id": "mai-20260917-0721-smoke|c81-m4|openai-small|Cloudflare Zero Trust", "prompt": "c81-m4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If budget is the main constraint, I'd usually start with **Cloudflare Zero Trust**."}, {"id": "mai-20260917-0721-smoke|c81-m4|openai-small|Zscaler", "prompt": "c81-m4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Usually **more expensive**, so it's often better for larger budgets"}, {"id": "mai-20260917-0721-smoke|c81-m4|openai-small|Netskope", "prompt": "c81-m4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need **deep app-level controls and advanced DLP**, look at **Netskope**"}, {"id": "mai-20260917-0721-smoke|c81-m4|openai-small|Palo Alto Networks Prisma Access", "prompt": "c81-m4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Typically not the cheapest option."}, {"id": "mai-20260917-0721-smoke|c81-m4|xai-small|Cloudflare One", "prompt": "c81-m4", "model": "xai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare One is the best SASE platform for a company with a limited budget.**"}, {"id": "mai-20260917-0721-smoke|c81-m4|xai-small|Cisco Umbrella", "prompt": "c81-m4", "model": "xai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco Umbrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheapest paid tier, simple DNS/SWG focus, easy for mid-market | Less full SASE (add-ons for SD-WAN/ZTNA raise costs)"}, {"id": "mai-20260917-0721-smoke|c81-m4|xai-small|Forcepoint ONE", "prompt": "c81-m4", "model": "xai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Forcepoint ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pricing opaque, requires quotes"}, {"id": "mai-20260917-0721-smoke|c81-m4|xai-small|Zscaler", "prompt": "c81-m4", "model": "xai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher cost, enterprise-focused"}, {"id": "mai-20260917-0721-smoke|c81-m4|xai-small|Check Point Harmony SASE", "prompt": "c81-m4", "model": "xai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SMB-friendly ZTNA/SWG | Mid-tier pricing"}, {"id": "mai-20260917-0721-smoke|c81-m4|zai-small|Cloudflare One", "prompt": "c81-m4", "model": "zai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare One (Top Pick for Startups)"}, {"id": "mai-20260917-0721-smoke|c81-m4|zai-small|Cisco Umbrella", "prompt": "c81-m4", "model": "zai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco Umbrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cisco Umbrella is the most cost-effective entry point"}, {"id": "mai-20260917-0721-smoke|c81-m4|zai-small|Zscaler", "prompt": "c81-m4", "model": "zai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zscaler (Best for Full ZTNA)"}, {"id": "mai-20260917-0721-smoke|c81-m5|alibaba-small|Fortinet (FortiSASE)", "prompt": "c81-m5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Fortinet (FortiSASE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The \"All-in-One\" | Fortinet (FortiSASE), Cisco (SVA) | Companies already using their firewalls/hardware."}, {"id": "mai-20260917-0721-smoke|c81-m5|alibaba-small|Cisco (SVA)", "prompt": "c81-m5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cisco (SVA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Fortinet (FortiSASE), Cisco (SVA) | Companies already using their firewalls/hardware. Lowest friction."}, {"id": "mai-20260917-0721-smoke|c81-m5|alibaba-small|Zscaler", "prompt": "c81-m5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloud-Native Leaders | Zscaler, Netskope | Heavy cloud/SaaS adoption."}, {"id": "mai-20260917-0721-smoke|c81-m5|alibaba-small|Netskope", "prompt": "c81-m5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud-Native Leaders | Zscaler, Netskope | Heavy cloud/SaaS adoption. Superior security analytics."}, {"id": "mai-20260917-0721-smoke|c81-m5|alibaba-small|Microsoft Entra ID / Defender for Endpoint", "prompt": "c81-m5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Microsoft Entra ID / Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft Ecosystem | Microsoft Entra ID / Defender for Endpoint | Deeply invested in O365/Azure."}, {"id": "mai-20260917-0721-smoke|c81-m5|alibaba-small|Cloudflare", "prompt": "c81-m5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cost-Optimized | Cloudflare | Simple pricing, aggressive \"always-on\" security models."}, {"id": "mai-20260917-0721-smoke|c81-m5|google-small|Cato Networks", "prompt": "c81-m5", "model": "google-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely praised for being built from the ground up as a single cloud network, making it exceptionally easy to manage for mid-sized IT teams."}, {"id": "mai-20260917-0721-smoke|c81-m5|google-small|Todyl", "prompt": "c81-m5", "model": "google-small", "cat": "sase-platforms", "variant": "scale", "raw": "Todyl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Built specifically for mid-market and managed service environments, highly focused on unified endpoint security and ease of deployment."}, {"id": "mai-20260917-0721-smoke|c81-m5|google-small|Fortinet", "prompt": "c81-m5", "model": "google-small", "cat": "sase-platforms", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your physical offices already use FortiGate firewalls, Fortinet's unified SASE is a strong option"}, {"id": "mai-20260917-0721-smoke|c81-m5|google-small|Cloudflare One", "prompt": "c81-m5", "model": "google-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very fast to deploy, incredibly robust global network edge, and offers a strong free/low-tier starting point to pilot easily."}, {"id": "mai-20260917-0721-smoke|c81-m5|google-small|Palo Alto Networks (Prisma Access)", "prompt": "c81-m5", "model": "google-small", "cat": "sase-platforms", "variant": "scale", "raw": "Palo Alto Networks (Prisma Access)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "notoriously complex and expensive. They are often overkill for 500 users"}, {"id": "mai-20260917-0721-smoke|c81-m5|google-small|Zscaler", "prompt": "c81-m5", "model": "google-small", "cat": "sase-platforms", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "notoriously complex and expensive. They are often overkill for 500 users"}, {"id": "mai-20260917-0721-smoke|c81-m5|mistral-small|Cisco (Umbrella + Viptela/ Meraki SD-WAN)", "prompt": "c81-m5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cisco (Umbrella + Viptela/ Meraki SD-WAN)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top SASE Vendors to Consider ... **Cisco (Umbrella + Viptela/ Meraki SD-WAN)**"}, {"id": "mai-20260917-0721-smoke|c81-m5|mistral-small|Palo Alto Networks (Prisma SASE)", "prompt": "c81-m5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Palo Alto Networks (Prisma SASE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "these are leaders in the SASE space: ... **Palo Alto Networks (Prisma SASE)**"}, {"id": "mai-20260917-0721-smoke|c81-m5|mistral-small|Fortinet (FortiSASE)", "prompt": "c81-m5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Fortinet (FortiSASE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Fortinet (FortiSASE)**"}, {"id": "mai-20260917-0721-smoke|c81-m5|mistral-small|Zscaler (Zscaler Private Access + Internet Access)", "prompt": "c81-m5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Zscaler (Zscaler Private Access + Internet Access)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Zscaler (Zscaler Private Access + Internet Access)**"}, {"id": "mai-20260917-0721-smoke|c81-m5|mistral-small|Cloudflare (Cloudflare One)", "prompt": "c81-m5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cloudflare (Cloudflare One)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cloudflare (Cloudflare One)**"}, {"id": "mai-20260917-0721-smoke|c81-m5|mistral-small|VMware (SASE with SD-WAN by VeloCloud)", "prompt": "c81-m5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "VMware (SASE with SD-WAN by VeloCloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**VMware (SASE with SD-WAN by VeloCloud)**"}, {"id": "mai-20260917-0721-smoke|c81-m5|mistral-small|Akamai (Akamai Enterprise Application Access + Security Cloud)", "prompt": "c81-m5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Akamai (Akamai Enterprise Application Access + Security Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Akamai (Akamai Enterprise Application Access + Security Cloud)**"}, {"id": "mai-20260917-0721-smoke|c81-m5|moonshot-small|Cato Networks", "prompt": "c81-m5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "often most cost-effective for mid-market | Single-vendor simplicity, fast deployment"}, {"id": "mai-20260917-0721-smoke|c81-m5|moonshot-small|Zscaler", "prompt": "c81-m5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Proven scale, broad SSE features | You prioritize security depth and have budget for premium"}, {"id": "mai-20260917-0721-smoke|c81-m5|moonshot-small|Netskope", "prompt": "c81-m5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Data protection, CASB depth | DLP and cloud app security are top priorities"}, {"id": "mai-20260917-0721-smoke|c81-m5|moonshot-small|Palo Alto Prisma", "prompt": "c81-m5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-focused; may have minimums"}, {"id": "mai-20260917-0721-smoke|c81-m5|moonshot-small|Cloudflare One", "prompt": "c81-m5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cost efficiency, developer-friendly | You want modern architecture at lower TCO"}, {"id": "mai-20260917-0721-smoke|c81-m5|xai-small|Cato Networks", "prompt": "c81-m5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "aim for platforms with strong mid-market traction like Cato or Cloudflare—easier to deploy/manage than behemoths"}, {"id": "mai-20260917-0721-smoke|c81-m5|xai-small|Zscaler", "prompt": "c81-m5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zscaler/Netskope for SSE depth"}, {"id": "mai-20260917-0721-smoke|c81-m5|xai-small|Palo Alto Prisma SASE", "prompt": "c81-m5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Palo Alto/Fortinet for security heritage"}, {"id": "mai-20260917-0721-smoke|c81-m5|xai-small|Netskope", "prompt": "c81-m5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zscaler/Netskope for SSE depth"}, {"id": "mai-20260917-0721-smoke|c81-m5|xai-small|Cloudflare One", "prompt": "c81-m5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "aim for platforms with strong mid-market traction like Cato or Cloudflare"}, {"id": "mai-20260917-0721-smoke|c81-m5|xai-small|Fortinet FortiSASE", "prompt": "c81-m5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Palo Alto/Fortinet for security heritage"}, {"id": "mai-20260917-0721-smoke|c81-m5|xai-small|Cisco Secure Access", "prompt": "c81-m5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cisco Secure Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "leaders include Palo Alto, Cato, Cisco"}, {"id": "mai-20260917-0721-smoke|c81-m6|alibaba-small|Check Point (R8x / Harmony Endpoint)", "prompt": "c81-m6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Check Point (R8x / Harmony Endpoint)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you should **be cautious about** **Check Point** unless you have senior staff ready to manage its complexity"}, {"id": "mai-20260917-0721-smoke|c81-m6|alibaba-small|Cisco (Cisco Secure Access / SD-WAN)", "prompt": "c81-m6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cisco (Cisco Secure Access / SD-WAN)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you might want to **avoid** the enterprise-heavy giants like **Cisco** and **Palo Alto**"}, {"id": "mai-20260917-0721-smoke|c81-m6|alibaba-small|Palo Alto Networks (Prisma SASE)", "prompt": "c81-m6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Networks (Prisma SASE)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "you might want to **avoid** the enterprise-heavy giants like **Cisco** and **Palo Alto**"}, {"id": "mai-20260917-0721-smoke|c81-m6|alibaba-small|Fortinet (FortiSASE)", "prompt": "c81-m6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Fortinet (FortiSASE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it comes with a heavy caveat regarding interoperability... difficult to migrate away from once you start"}, {"id": "mai-20260917-0721-smoke|c81-m6|alibaba-small|Juniper", "prompt": "c81-m6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Juniper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "A broader category of \"platforms to avoid\" includes legacy firewall vendors (historically Juniper, McAfee/Touchstone, Barracuda)"}, {"id": "mai-20260917-0721-smoke|c81-m6|alibaba-small|McAfee/Touchstone", "prompt": "c81-m6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "McAfee/Touchstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "\"platforms to avoid\" includes legacy firewall vendors (historically Juniper, McAfee/Touchstone, Barracuda)"}, {"id": "mai-20260917-0721-smoke|c81-m6|alibaba-small|Barracuda", "prompt": "c81-m6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "\"platforms to avoid\" includes legacy firewall vendors (historically Juniper, McAfee/Touchstone, Barracuda)"}, {"id": "mai-20260917-0721-smoke|c81-m6|alibaba-small|Cloudflare One", "prompt": "c81-m6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "look at platforms designed for faster deployment (like **Cloudflare One** or **Zscaler**)"}, {"id": "mai-20260917-0721-smoke|c81-m6|alibaba-small|Zscaler", "prompt": "c81-m6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "look at platforms designed for faster deployment (like **Cloudflare One** or **Zscaler**)"}, {"id": "mai-20260917-0721-smoke|c81-m6|anthropic-small|Palo Alto Networks Prisma Access", "prompt": "c81-m6", "model": "anthropic-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Potential problems include higher latency... it remains very expensive compared to other services."}, {"id": "mai-20260917-0721-smoke|c81-m6|anthropic-small|Cisco Umbrella", "prompt": "c81-m6", "model": "anthropic-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cisco Umbrella", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "integrates multiple products with no single centralized interface to track all of them conveniently, and there are reports of issues accessing customer services"}, {"id": "mai-20260917-0721-smoke|c81-m6|deepseek-small|Cato Networks", "prompt": "c81-m6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pricing model is complex and expensive — proposals \"can be high and/or difficult to understand,\"... Limited SaaS control/visibility"}, {"id": "mai-20260917-0721-smoke|c81-m6|deepseek-small|Netskope", "prompt": "c81-m6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Customer support is repeatedly flagged as the biggest weakness**"}, {"id": "mai-20260917-0721-smoke|c81-m6|deepseek-small|Zscaler", "prompt": "c81-m6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Strong on SSE/security but **immature SD-WAN** (penalized in Gartner's single-vendor SASE evaluation)"}, {"id": "mai-20260917-0721-smoke|c81-m6|deepseek-small|Cisco", "prompt": "c81-m6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Forrester excluded Cisco entirely** from its 2025 SASE Wave because management interfaces weren't sufficiently unified."}, {"id": "mai-20260917-0721-smoke|c81-m6|deepseek-small|Check Point", "prompt": "c81-m6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "positioned as a low-volume **Niche Player** (~500 SASE customers), meaning less market validation"}, {"id": "mai-20260917-0721-smoke|c81-m6|google-small|Cisco (Secure Access / Secure Connect)", "prompt": "c81-m6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cisco (Secure Access / Secure Connect)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Vendors to scrutinize: Cisco ... users and admins still frequently complain about navigating fragmented dashboards and dealing with complex integrations."}, {"id": "mai-20260917-0721-smoke|c81-m6|google-small|HPE / Aruba", "prompt": "c81-m6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "HPE / Aruba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "buyers should verify how truly \"single pane of glass\" the configuration and daily management are"}, {"id": "mai-20260917-0721-smoke|c81-m6|google-small|VMware SASE (VeloCloud + Symantec/Broadcom)", "prompt": "c81-m6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "VMware SASE (VeloCloud + Symantec/Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms to exercise extreme caution with: VMware SASE ... implemented sweeping price hikes (often 300% to 500% at renewal)"}, {"id": "mai-20260917-0721-smoke|c81-m6|google-small|Palo Alto Networks (Prisma SASE)", "prompt": "c81-m6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Networks (Prisma SASE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "notoriously complex to deploy and maintain ... complex \"credit-based\" subscription model that makes predicting renewal costs highly difficult"}, {"id": "mai-20260917-0721-smoke|c81-m6|google-small|Fortinet (FortiSASE)", "prompt": "c81-m6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Fortinet (FortiSASE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "has historically suffered from a steep learning curve and complex setup compared to born-in-the-cloud alternatives"}, {"id": "mai-20260917-0721-smoke|c81-m6|google-small|Zscaler", "prompt": "c81-m6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "pairing one vendor's SD-WAN (e.g., Aruba) with another vendor's Security Service Edge (SSE) (e.g., Zscaler or Netskope)"}, {"id": "mai-20260917-0721-smoke|c81-m6|google-small|Netskope", "prompt": "c81-m6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(e.g., Zscaler or Netskope)"}, {"id": "mai-20260917-0721-smoke|c81-m6|moonshot-small|Zscaler", "prompt": "c81-m6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SD-WAN immaturity: Gartner's 2025 analysis notes Zscaler is strong on SSE but penalized for immature SD-WAN capabilities."}, {"id": "mai-20260917-0721-smoke|c81-m6|moonshot-small|Cloudflare", "prompt": "c81-m6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Analysts rank Cloudflare's global network as top-tier but its SSE capabilities as the least mature among major contenders."}, {"id": "mai-20260917-0721-smoke|c81-m6|moonshot-small|Cisco", "prompt": "c81-m6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fragmented management: Forrester notes that Cisco still operates with separate management interfaces"}, {"id": "mai-20260917-0721-smoke|c81-m6|moonshot-small|Arista Networks", "prompt": "c81-m6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Arista Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Partnership-dependent SASE... introduces integration risk, slower feature parity"}, {"id": "mai-20260917-0721-smoke|c81-m6|moonshot-small|Extreme Networks", "prompt": "c81-m6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Extreme Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these vendors still rely on partnerships rather than native all-in-one SASE stacks"}, {"id": "mai-20260917-0721-smoke|c81-m6|moonshot-small|Fortinet", "prompt": "c81-m6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "independent analysis diverges on whether its SSE depth matches its networking strength"}, {"id": "mai-20260917-0721-smoke|c81-m6|xai-small|Zscaler", "prompt": "c81-m6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Zscaler**: Frequent outages (2,800+ incidents tracked over 6 years... reliability risks without failover"}, {"id": "mai-20260917-0721-smoke|c81-m6|xai-small|Palo Alto Prisma", "prompt": "c81-m6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leaders like Netskope/Palo Alto have fewer complaints but higher costs."}, {"id": "mai-20260917-0721-smoke|c81-m6|xai-small|Netskope", "prompt": "c81-m6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leaders like Netskope/Palo Alto have fewer complaints but higher costs."}, {"id": "mai-20260917-0721-smoke|c81-m6|xai-small|Cato Networks", "prompt": "c81-m6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "vs. days for leaders like Cato/Netskope"}, {"id": "mai-20260917-0721-smoke|c81-m6|xai-small|Fortinet", "prompt": "c81-m6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Fortinet FortiSASE**: Pricing confusion... poor support response... below-average customer experience"}, {"id": "mai-20260917-0721-smoke|c81-m6|xai-small|Forcepoint ONE", "prompt": "c81-m6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Forcepoint ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Deployment/tuning complexity, dated UI/admin experience, expensive add-ons/false positives, mixed support"}, {"id": "mai-20260917-0721-smoke|c81-m6|xai-small|iboss", "prompt": "c81-m6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "iboss", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Weak Trustpilot sentiment (1.8/5), complaints on UI... pricing opacity, outages/SLA misses"}, {"id": "mai-20260917-0721-smoke|c81-m6|xai-small|Cloudflare One", "prompt": "c81-m6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Recent outages (e.g., 2025 config change hit 19 countries), steep learning curve, setup complexity"}, {"id": "mai-20260917-0721-smoke|c81-m6|zai-small|Netskope", "prompt": "c81-m6", "model": "zai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Netskope**: Users report sluggish, inadequate, and nearly ineffective customer support with slow response times"}, {"id": "mai-20260917-0721-smoke|c81-m6|zai-small|FortiSASE", "prompt": "c81-m6", "model": "zai-small", "cat": "sase-platforms", "variant": "negative", "raw": "FortiSASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**FortiSASE**: Users find customer support unhelpful, especially for complex implementations"}, {"id": "mai-20260917-0721-smoke|c81-m6|zai-small|Cato Networks", "prompt": "c81-m6", "model": "zai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cato Networks**: Mixed reviews with some users reporting poor support responsiveness"}, {"id": "mai-20260917-0721-smoke|c81-m6|zai-small|Zscaler", "prompt": "c81-m6", "model": "zai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Has accumulated over 2,855 tracked incidents over six years, including multiple global outages"}, {"id": "mai-20260917-0721-smoke|c81-m6|zai-small|Cloudflare", "prompt": "c81-m6", "model": "zai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Suffered a 19-country outage in June 2025"}, {"id": "mai-20260917-0721-smoke|c81-m6|zai-small|Palo Alto Networks", "prompt": "c81-m6", "model": "zai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Recently involved in a supply chain attack affecting hundreds of organizations"}, {"id": "mai-20260917-0721-smoke|c81-m6|zai-small|Cisco Secure Access and Catalyst SD-WAN", "prompt": "c81-m6", "model": "zai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cisco Secure Access and Catalyst SD-WAN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid single-vendor solutions** that are essentially two separate platforms (like Cisco Secure Access and Catalyst SD-WAN)"}, {"id": "mai-20260917-0721-smoke|c81-s1|alibaba-small|Cloudflare One", "prompt": "c81-s1", "model": "alibaba-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "points primarily to two providers: **Cloudflare One** and **Cato Networks**"}, {"id": "mai-20260917-0721-smoke|c81-s1|alibaba-small|Cato Networks", "prompt": "c81-s1", "model": "alibaba-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "points primarily to two providers: **Cloudflare One** and **Cato Networks**"}, {"id": "mai-20260917-0721-smoke|c81-s1|alibaba-small|Zscaler", "prompt": "c81-s1", "model": "alibaba-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise-grade solutions like Zscaler or Cisco Secure Edge exist, they are often overly complex and expensive for smaller teams"}, {"id": "mai-20260917-0721-smoke|c81-s1|alibaba-small|Cisco Secure Edge", "prompt": "c81-s1", "model": "alibaba-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco Secure Edge", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often overly complex and expensive for smaller teams"}, {"id": "mai-20260917-0721-smoke|c81-s1|alibaba-small|FortiSASE", "prompt": "c81-s1", "model": "alibaba-small", "cat": "sase-platforms", "variant": "direct", "raw": "FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "FortiSASE (Best if you already use Fortinet)"}, {"id": "mai-20260917-0721-smoke|c81-s1|anthropic-small|Check Point Harmony SASE", "prompt": "c81-s1", "model": "anthropic-small", "cat": "sase-platforms", "variant": "direct", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Check Point Harmony SASE is popular with SMB and mid-market companies that want a unified edge security stack without multiple vendors"}, {"id": "mai-20260917-0721-smoke|c81-s1|anthropic-small|Cato SASE Cloud", "prompt": "c81-s1", "model": "anthropic-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato SASE Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "has strong small-business representation... suggesting it's well-suited to growing B2B companies"}, {"id": "mai-20260917-0721-smoke|c81-s1|anthropic-small|Cloudflare", "prompt": "c81-s1", "model": "anthropic-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other Strong Contenders: Cloudflare applies security controls close to users through its distributed edge network"}, {"id": "mai-20260917-0721-smoke|c81-s1|anthropic-small|NordLayer", "prompt": "c81-s1", "model": "anthropic-small", "cat": "sase-platforms", "variant": "direct", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NordLayer provides secure remote access to company resources, network permission management, and encryption"}, {"id": "mai-20260917-0721-smoke|c81-s1|challenger-small|Cato Networks", "prompt": "c81-s1", "model": "challenger-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is usually **Cato Networks**"}, {"id": "mai-20260917-0721-smoke|c81-s1|challenger-small|Cloudflare One", "prompt": "c81-s1", "model": "challenger-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong alternative because it offers a free tier for up to 50 users"}, {"id": "mai-20260917-0721-smoke|c81-s1|challenger-small|NordLayer", "prompt": "c81-s1", "model": "challenger-small", "cat": "sase-platforms", "variant": "direct", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a practical SMB choice if your main goal is a fast move from VPN to Zero Trust"}, {"id": "mai-20260917-0721-smoke|c81-s1|challenger-small|FortiSASE", "prompt": "c81-s1", "model": "challenger-small", "cat": "sase-platforms", "variant": "direct", "raw": "FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a better fit if you already use Fortinet and want continuity"}, {"id": "mai-20260917-0721-smoke|c81-s1|deepseek-small|Cloudflare One", "prompt": "c81-s1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Cloudflare One** is the safest, most affordable starting point"}, {"id": "mai-20260917-0721-smoke|c81-s1|deepseek-small|Cato Networks (SASE Cloud)", "prompt": "c81-s1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks (SASE Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you have real branch/office network needs ... **Cato Networks** is the strongest overall pick"}, {"id": "mai-20260917-0721-smoke|c81-s1|deepseek-small|Check Point Harmony SASE", "prompt": "c81-s1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Runner-Up for Full Features on a Budget: **Check Point Harmony SASE** (formerly Perimeter 81)"}, {"id": "mai-20260917-0721-smoke|c81-s1|deepseek-small|Palo Alto Prisma SASE", "prompt": "c81-s1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Zscaler, Palo Alto, and Netskope are built for large security operations and are usually overkill (and pricey) for a small B2B"}, {"id": "mai-20260917-0721-smoke|c81-s1|deepseek-small|Netskope", "prompt": "c81-s1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "usually overkill (and pricey) for a small B2B"}, {"id": "mai-20260917-0721-smoke|c81-s1|deepseek-small|Zscaler", "prompt": "c81-s1", "model": "deepseek-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "heavier/pricier\\u2014usually overkill for small B2B"}, {"id": "mai-20260917-0721-smoke|c81-s1|google-small|Palo Alto Prisma SASE", "prompt": "c81-s1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "platforms like Palo Alto Prisma SASE or Zscaler are often overkill. They are typically expensive"}, {"id": "mai-20260917-0721-smoke|c81-s1|google-small|Zscaler", "prompt": "c81-s1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "platforms like Palo Alto Prisma SASE or Zscaler are often overkill. They are typically expensive"}, {"id": "mai-20260917-0721-smoke|c81-s1|google-small|Check Point Harmony SASE (formerly Perimeter 81)", "prompt": "c81-s1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "Check Point Harmony SASE (formerly Perimeter 81)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Remote/Hybrid Teams: Check Point Harmony SASE ... the industry standard for small-to-midsize businesses"}, {"id": "mai-20260917-0721-smoke|c81-s1|google-small|Cato SASE Cloud", "prompt": "c81-s1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato SASE Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Multi-Site Businesses & Growth: Cato SASE Cloud ... Cato Networks is the premier choice"}, {"id": "mai-20260917-0721-smoke|c81-s1|google-small|Cloudflare One", "prompt": "c81-s1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Budget/Self-Serve Option: Cloudflare One ... free tier for up to 50 users"}, {"id": "mai-20260917-0721-smoke|c81-s1|google-small|Todyl", "prompt": "c81-s1", "model": "google-small", "cat": "sase-platforms", "variant": "direct", "raw": "Todyl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best All-in-One Security Stack (SASE + EDR + SIEM): Todyl"}, {"id": "mai-20260917-0721-smoke|c81-s1|meta-small|Check Point Harmony SASE", "prompt": "c81-s1", "model": "meta-small", "cat": "sase-platforms", "variant": "direct", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top SASE platforms include Check Point Harmony SASE, Barracuda, and others."}, {"id": "mai-20260917-0721-smoke|c81-s1|meta-small|Barracuda", "prompt": "c81-s1", "model": "meta-small", "cat": "sase-platforms", "variant": "direct", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top SASE platforms include Check Point Harmony SASE, Barracuda, and others."}, {"id": "mai-20260917-0721-smoke|c81-s1|minimax-small|Cloudflare One", "prompt": "c81-s1", "model": "minimax-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare One** is generally considered the best SASE platform for small B2B companies"}, {"id": "mai-20260917-0721-smoke|c81-s1|minimax-small|Cato Networks", "prompt": "c81-s1", "model": "minimax-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: Cato Networks"}, {"id": "mai-20260917-0721-smoke|c81-s1|mistral-small|Cloudflare One", "prompt": "c81-s1", "model": "mistral-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SASE platforms for a small B2B company are **Cloudflare One** and **Cato Networks**"}, {"id": "mai-20260917-0721-smoke|c81-s1|mistral-small|Cato Networks", "prompt": "c81-s1", "model": "mistral-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best SASE platforms for a small B2B company are **Cloudflare One** and **Cato Networks**"}, {"id": "mai-20260917-0721-smoke|c81-s1|moonshot-small|Cloudflare One", "prompt": "c81-s1", "model": "moonshot-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Cloudflare One** if you want to experiment at zero cost and scale gradually"}, {"id": "mai-20260917-0721-smoke|c81-s1|moonshot-small|Check Point Harmony SASE (formerly Perimeter 81)", "prompt": "c81-s1", "model": "moonshot-small", "cat": "sase-platforms", "variant": "direct", "raw": "Check Point Harmony SASE (formerly Perimeter 81)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Check Point Harmony SASE** if you want the most user-friendly experience with predictable pricing"}, {"id": "mai-20260917-0721-smoke|c81-s1|moonshot-small|Cato Networks", "prompt": "c81-s1", "model": "moonshot-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Cato Networks** if you have multiple locations and want networking + security combined"}, {"id": "mai-20260917-0721-smoke|c81-s1|moonshot-small|Fortinet FortiSASE", "prompt": "c81-s1", "model": "moonshot-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Existing Fortinet customers"}, {"id": "mai-20260917-0721-smoke|c81-s1|openai-small|Cloudflare One", "prompt": "c81-s1", "model": "openai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a small B2B company:** **Cloudflare One**"}, {"id": "mai-20260917-0721-smoke|c81-s1|openai-small|Cato SASE Cloud", "prompt": "c81-s1", "model": "openai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato SASE Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if networking/branch WAN is central:** **Cato SASE Cloud**"}, {"id": "mai-20260917-0721-smoke|c81-s1|openai-small|Zscaler", "prompt": "c81-s1", "model": "openai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Zscaler** if your priority is mature zero-trust access and you have the budget"}, {"id": "mai-20260917-0721-smoke|c81-s1|xai-small|Cloudflare One", "prompt": "c81-s1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare One stands out as the top recommendation for small businesses."}, {"id": "mai-20260917-0721-smoke|c81-s1|xai-small|Cato SASE Cloud", "prompt": "c81-s1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato SASE Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Converged networking/security, intuitive UI, Gartner Leader (#2). Great for branches."}, {"id": "mai-20260917-0721-smoke|c81-s1|xai-small|Zscaler Zero Trust", "prompt": "c81-s1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top-tier threat prevention, scalable. | Complex pricing, enterprise-oriented."}, {"id": "mai-20260917-0721-smoke|c81-s1|xai-small|Cisco Secure Access", "prompt": "c81-s1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Existing Cisco users ... Heavier for pure small biz."}, {"id": "mai-20260917-0721-smoke|c81-s1|xai-small|Fortinet FortiSASE", "prompt": "c81-s1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong SD-WAN performance. | Less cloud-native. | Good for SMBs"}, {"id": "mai-20260917-0721-smoke|c81-s1|xai-small|Palo Alto Prisma", "prompt": "c81-s1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "solid but often overkill/pricier for small biz"}, {"id": "mai-20260917-0721-smoke|c81-s1|xai-small|Netskope", "prompt": "c81-s1", "model": "xai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "solid but often overkill/pricier for small biz"}, {"id": "mai-20260917-0721-smoke|c81-s1|zai-small|Cloudflare One", "prompt": "c81-s1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Cloudflare One** offers the best balance of **ease of setup, affordability, and feature breadth**."}, {"id": "mai-20260917-0721-smoke|c81-s1|zai-small|Perimeter 81", "prompt": "c81-s1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Perimeter 81", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Perimeter 81** is a strong second choice"}, {"id": "mai-20260917-0721-smoke|c81-s1|zai-small|Cato Networks", "prompt": "c81-s1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Advanced Networking & Zero Trust"}, {"id": "mai-20260917-0721-smoke|c81-s1|zai-small|Cisco Secure Access", "prompt": "c81-s1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Cisco Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cisco Secure Access** or **Fortinet FortiSASE** will fit seamlessly into your existing infrastructure."}, {"id": "mai-20260917-0721-smoke|c81-s1|zai-small|Fortinet FortiSASE", "prompt": "c81-s1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Existing Fortinet Customers"}, {"id": "mai-20260917-0721-smoke|c81-s1|zai-small|Zscaler", "prompt": "c81-s1", "model": "zai-small", "cat": "sase-platforms", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pricing can be higher for smaller teams compared to simpler solutions like Cloudflare One."}, {"id": "mai-20260917-0721-smoke|c81-s2|alibaba-small|Fortinet (FortiSASE)", "prompt": "c81-s2", "model": "alibaba-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet (FortiSASE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: Fortinet (FortiSASE) ... Go with **Fortinet**. It strikes the perfect balance between enterprise-grade security and affordability"}, {"id": "mai-20260917-0721-smoke|c81-s2|alibaba-small|Cisco Meraki", "prompt": "c81-s2", "model": "alibaba-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco Meraki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Simplicity: Cisco Meraki ... is the gold standard"}, {"id": "mai-20260917-0721-smoke|c81-s2|alibaba-small|Zscaler", "prompt": "c81-s2", "model": "alibaba-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your business has no physical headquarters ... Zscaler is the leading choice"}, {"id": "mai-20260917-0721-smoke|c81-s2|alibaba-small|Microsoft Defender for Business", "prompt": "c81-s2", "model": "alibaba-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You may be better served by **Microsoft Defender for Business** combined with strong Identity Management"}, {"id": "mai-20260917-0721-smoke|c81-s2|anthropic-small|Cloudflare One", "prompt": "c81-s2", "model": "anthropic-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick would be Cloudflare One** for most small B2B businesses due to its affordability, ease of use"}, {"id": "mai-20260917-0721-smoke|c81-s2|anthropic-small|Check Point Harmony SASE", "prompt": "c81-s2", "model": "anthropic-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Unified Management... popular with SMB and mid-market companies"}, {"id": "mai-20260917-0721-smoke|c81-s2|anthropic-small|Zscaler Zero Trust SASE", "prompt": "c81-s2", "model": "anthropic-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler Zero Trust SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zscaler enables organizations to authenticate users and devices, apply granular access controls"}, {"id": "mai-20260917-0721-smoke|c81-s2|challenger-small|Cisco Secure Access/Meraki", "prompt": "c81-s2", "model": "challenger-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco Secure Access/Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with **Cisco Secure Access/Meraki** as the safest default choice if your company wants a mainstream vendor with a small-business-friendly offer"}, {"id": "mai-20260917-0721-smoke|c81-s2|challenger-small|Fortinet Unified SASE", "prompt": "c81-s2", "model": "challenger-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet Unified SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fortinet Unified SASE** if you already rely on Fortinet security or networking products"}, {"id": "mai-20260917-0721-smoke|c81-s2|challenger-small|Zscaler Zero Trust Exchange", "prompt": "c81-s2", "model": "challenger-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your priority is strongest cloud-centric zero-trust access"}, {"id": "mai-20260917-0721-smoke|c81-s2|challenger-small|Datto Secure Edge", "prompt": "c81-s2", "model": "challenger-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Datto Secure Edge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you are an SMB working with an MSP and want cloud-managed simplicity"}, {"id": "mai-20260917-0721-smoke|c81-s2|deepseek-small|Cloudflare Zero Trust (Cloudflare One)", "prompt": "c81-s2", "model": "deepseek-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare Zero Trust (Cloudflare One)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick: **Cloudflare Zero Trust (Cloudflare One)**"}, {"id": "mai-20260917-0721-smoke|c81-s2|deepseek-small|Perimeter 81 (now part of Check Point Harmony SASE)", "prompt": "c81-s2", "model": "deepseek-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Perimeter 81 (now part of Check Point Harmony SASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for ease of use + classic VPN feel"}, {"id": "mai-20260917-0721-smoke|c81-s2|deepseek-small|Fortinet FortiSASE", "prompt": "c81-s2", "model": "deepseek-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you already use FortiGate/other Fortinet gear"}, {"id": "mai-20260917-0721-smoke|c81-s2|deepseek-small|Cato Networks", "prompt": "c81-s2", "model": "deepseek-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Slightly heavier/pricier, so it suits a small business with real branch/location needs."}, {"id": "mai-20260917-0721-smoke|c81-s2|deepseek-small|NordLayer", "prompt": "c81-s2", "model": "deepseek-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "NordLayer: best overall for SMBs wanting a practical, easy VPN+ZTNA."}, {"id": "mai-20260917-0721-smoke|c81-s2|deepseek-small|Tailscale", "prompt": "c81-s2", "model": "deepseek-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tailscale: great for lean technical teams (mesh networking, very low cost)."}, {"id": "mai-20260917-0721-smoke|c81-s2|deepseek-small|Twingate", "prompt": "c81-s2", "model": "deepseek-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Twingate: pure ZTNA, great if you only need secure internal app access"}, {"id": "mai-20260917-0721-smoke|c81-s2|google-small|Palo Alto Prisma", "prompt": "c81-s2", "model": "google-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "A heavy enterprise-grade SASE platform (like Palo Alto Prisma or Cisco) is usually overkill and too complex for a small B2B company to maintain."}, {"id": "mai-20260917-0721-smoke|c81-s2|google-small|Cisco", "prompt": "c81-s2", "model": "google-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "A heavy enterprise-grade SASE platform (like Palo Alto Prisma or Cisco) is usually overkill and too complex for a small B2B company to maintain."}, {"id": "mai-20260917-0721-smoke|c81-s2|google-small|Check Point Harmony SASE", "prompt": "c81-s2", "model": "google-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for B2B Compliance & Ease of Use: **Check Point Harmony SASE** (formerly Perimeter 81)... Harmony SASE is the top recommendation."}, {"id": "mai-20260917-0721-smoke|c81-s2|google-small|Cloudflare One (Cloudflare Zero Trust)", "prompt": "c81-s2", "model": "google-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare One (Cloudflare Zero Trust)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Budget-Conscious & Tech-Forward Teams: **Cloudflare One (Cloudflare Zero Trust)**"}, {"id": "mai-20260917-0721-smoke|c81-s2|google-small|NordLayer", "prompt": "c81-s2", "model": "google-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Simplicity & Client-Whitelisting: **NordLayer**"}, {"id": "mai-20260917-0721-smoke|c81-s2|google-small|Cato Networks", "prompt": "c81-s2", "model": "google-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a mid-market option like **Cato Networks** is a better fit"}, {"id": "mai-20260917-0721-smoke|c81-s2|meta-small|Cisco Secure Access", "prompt": "c81-s2", "model": "meta-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco Secure Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cisco Secure Access - a unified SASE solution that includes ZTNA, web proxy, CASB, DNS security, and more."}, {"id": "mai-20260917-0721-smoke|c81-s2|meta-small|Verizon Secure Access Service Edge (SASE)", "prompt": "c81-s2", "model": "meta-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Verizon Secure Access Service Edge (SASE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a flexible, cloud-based solution that provides network resources and security controls"}, {"id": "mai-20260917-0721-smoke|c81-s2|meta-small|SecurEdge", "prompt": "c81-s2", "model": "meta-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "SecurEdge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SecurEdge - a SASE platform designed for SMBs, offering a range of security services"}, {"id": "mai-20260917-0721-smoke|c81-s2|meta-small|Zscaler Zero Trust Exchange", "prompt": "c81-s2", "model": "meta-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a comprehensive SSE solution that meets the needs of modern, cloud-centric strategies"}, {"id": "mai-20260917-0721-smoke|c81-s2|meta-small|Barracuda SecureEdge", "prompt": "c81-s2", "model": "meta-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Barracuda SecureEdge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a SASE platform that provides anytime/anywhere security and access to data and applications"}, {"id": "mai-20260917-0721-smoke|c81-s2|minimax-small|Cloudflare One", "prompt": "c81-s2", "model": "minimax-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why **Cloudflare One** is my top recommendation for most small B2B firms"}, {"id": "mai-20260917-0721-smoke|c81-s2|minimax-small|Zscaler Internet Access + Private Access", "prompt": "c81-s2", "model": "minimax-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler Internet Access + Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Its SWG is historically top-rated for threat detection; many enterprises already standardize on Zscaler"}, {"id": "mai-20260917-0721-smoke|c81-s2|minimax-small|Fortinet FortiSASE", "prompt": "c81-s2", "model": "minimax-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already have Fortinet gear, it slots in neatly."}, {"id": "mai-20260917-0721-smoke|c81-s2|minimax-small|Palo Alto Prisma Access", "prompt": "c81-s2", "model": "minimax-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Overkill for a sub-50-user business; price can be prohibitive."}, {"id": "mai-20260917-0721-smoke|c81-s2|moonshot-small|Cloudflare One", "prompt": "c81-s2", "model": "moonshot-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Cloudflare One** as the best starting point"}, {"id": "mai-20260917-0721-smoke|c81-s2|moonshot-small|Cato Networks", "prompt": "c81-s2", "model": "moonshot-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Cato Networks** as a strong alternative"}, {"id": "mai-20260917-0721-smoke|c81-s2|moonshot-small|Zscaler", "prompt": "c81-s2", "model": "moonshot-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to Avoid - **Zscaler** ... Zscaler in particular is expensive and complex for small teams"}, {"id": "mai-20260917-0721-smoke|c81-s2|moonshot-small|Palo Alto Prisma Access", "prompt": "c81-s2", "model": "moonshot-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid - ... **Palo Alto Prisma Access** are excellent products but are built for large enterprises"}, {"id": "mai-20260917-0721-smoke|c81-s2|moonshot-small|Cisco Secure Access", "prompt": "c81-s2", "model": "moonshot-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco Secure Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Cisco Secure Access** only makes sense if you're already heavily invested in Cisco gear"}, {"id": "mai-20260917-0721-smoke|c81-s2|openai-small|Zscaler", "prompt": "c81-s2", "model": "openai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zscaler** is often the best fit"}, {"id": "mai-20260917-0721-smoke|c81-s2|openai-small|Palo Alto Networks Prisma Access", "prompt": "c81-s2", "model": "openai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if you already use Palo Alto security products"}, {"id": "mai-20260917-0721-smoke|c81-s2|openai-small|Cato Networks", "prompt": "c81-s2", "model": "openai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with Cato Networks or Zscaler, and choose Cato if simplicity matters most."}, {"id": "mai-20260917-0721-smoke|c81-s2|openai-small|Netskope", "prompt": "c81-s2", "model": "openai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong if your main concern is SaaS and data protection"}, {"id": "mai-20260917-0721-smoke|c81-s2|openai-small|Cloudflare Zero Trust", "prompt": "c81-s2", "model": "openai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a good lean option if you want to start small and keep costs down"}, {"id": "mai-20260917-0721-smoke|c81-s2|xai-small|Cloudflare One", "prompt": "c81-s2", "model": "xai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Cloudflare One as the top Secure Access Service Edge (SASE) solution"}, {"id": "mai-20260917-0721-smoke|c81-s2|xai-small|Cato Networks", "prompt": "c81-s2", "model": "xai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cato could be a close second for more converged networking"}, {"id": "mai-20260917-0721-smoke|c81-s2|xai-small|FortiSASE", "prompt": "c81-s2", "model": "xai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "FortiSASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High min., channel-only sales"}, {"id": "mai-20260917-0721-smoke|c81-s2|xai-small|Zscaler", "prompt": "c81-s2", "model": "xai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Zscaler ($100+/user/year) ... require sales quotes or higher commitments"}, {"id": "mai-20260917-0721-smoke|c81-s2|xai-small|Perimeter 81/Check Point Harmony SASE", "prompt": "c81-s2", "model": "xai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Perimeter 81/Check Point Harmony SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Acquired, less transparent now"}, {"id": "mai-20260917-0721-smoke|c81-s2|zai-small|Cloudflare One", "prompt": "c81-s2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Cloudflare One** (Cloudflare's SASE Platform)"}, {"id": "mai-20260917-0721-smoke|c81-s2|zai-small|Fortinet FortiSASE", "prompt": "c81-s2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "here are two strong alternatives: ### 1. Fortinet FortiSASE"}, {"id": "mai-20260917-0721-smoke|c81-s2|zai-small|Cisco Secure Access (with Meraki)", "prompt": "c81-s2", "model": "zai-small", "cat": "sase-platforms", "variant": "paraphrase", "raw": "Cisco Secure Access (with Meraki)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 2. Cisco Secure Access (with Meraki)"}, {"id": "mai-20260917-0721-smoke|c81-s3|alibaba-small|Cloudflare Zero Trust", "prompt": "c81-s3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is arguably the most disruptive tool for small teams right now.... **Choose Cloudflare** if you have a mixed workforce (remote/office), zero IT staff"}, {"id": "mai-20260917-0721-smoke|c81-s3|alibaba-small|Fortinet", "prompt": "c81-s3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your small team already has office locations or dedicated servers, Fortinet is often the best value."}, {"id": "mai-20260917-0721-smoke|c81-s3|alibaba-small|Cisco Meraki", "prompt": "c81-s3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco Meraki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unbeatable ease of use (cloud-managed dashboard); excellent customer support"}, {"id": "mai-20260917-0721-smoke|c81-s3|alibaba-small|Zscaler", "prompt": "c81-s3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Can be the most expensive option; implementation can be complex ...; overkill for very small teams (<10 people)"}, {"id": "mai-20260917-0721-smoke|c81-s3|alibaba-small|Tailscale", "prompt": "c81-s3", "model": "alibaba-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Tailscale** if you primarily just need secure access to your internal databases and servers"}, {"id": "mai-20260917-0721-smoke|c81-s3|anthropic-small|Cato Networks", "prompt": "c81-s3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Unified single-vendor SASE platforms, including Cato Networks and Jimber, are designed for organisations that need security depth without enterprise complexity."}, {"id": "mai-20260917-0721-smoke|c81-s3|anthropic-small|Jimber", "prompt": "c81-s3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Jimber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Cato Networks and Jimber, are designed for organisations that need security depth without enterprise complexity"}, {"id": "mai-20260917-0721-smoke|c81-s3|anthropic-small|Cloudflare One", "prompt": "c81-s3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloudflare One (Free/Pro tiers) or NordLayer offer \"SASE-Lite\" features without the enterprise overhead."}, {"id": "mai-20260917-0721-smoke|c81-s3|anthropic-small|NordLayer", "prompt": "c81-s3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloudflare One (Free/Pro tiers) or NordLayer offer \"SASE-Lite\" features without the enterprise overhead."}, {"id": "mai-20260917-0721-smoke|c81-s3|anthropic-small|Check Point Harmony SASE", "prompt": "c81-s3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "popular with SMB and mid-market companies that want a unified edge security stack without stitching together multiple vendors"}, {"id": "mai-20260917-0721-smoke|c81-s3|anthropic-small|Zscaler", "prompt": "c81-s3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zscaler's unified policy engine allows administrators to enforce consistent security policies through a single console"}, {"id": "mai-20260917-0721-smoke|c81-s3|anthropic-small|Fortinet", "prompt": "c81-s3", "model": "anthropic-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For mid-market organizations, Cato Networks or Fortinet are recommended"}, {"id": "mai-20260917-0721-smoke|c81-s3|challenger-small|Cloudflare One", "prompt": "c81-s3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a small team:** **Cloudflare One**"}, {"id": "mai-20260917-0721-smoke|c81-s3|challenger-small|Cato SASE Cloud", "prompt": "c81-s3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato SASE Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for simplest operations:** **Cato SASE Cloud**"}, {"id": "mai-20260917-0721-smoke|c81-s3|challenger-small|FortiSASE", "prompt": "c81-s3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you already use Fortinet:** **FortiSASE**"}, {"id": "mai-20260917-0721-smoke|c81-s3|challenger-small|OpenVPN CloudConnexa", "prompt": "c81-s3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best low-complexity secure access tool:** **OpenVPN CloudConnexa**"}, {"id": "mai-20260917-0721-smoke|c81-s3|challenger-small|Check Point Harmony SASE", "prompt": "c81-s3", "model": "challenger-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best consolidated SMB security suite:** **Check Point Harmony SASE**"}, {"id": "mai-20260917-0721-smoke|c81-s3|deepseek-small|Cloudflare One (Cloudflare Zero Trust)", "prompt": "c81-s3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One (Cloudflare Zero Trust)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, the practical shortlist is **Cloudflare One** (best free/cheap full Zero Trust)"}, {"id": "mai-20260917-0721-smoke|c81-s3|deepseek-small|Cato Networks (Cato SASE Cloud)", "prompt": "c81-s3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks (Cato SASE Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you genuinely need SD-WAN converged with security, **Cato Networks**"}, {"id": "mai-20260917-0721-smoke|c81-s3|deepseek-small|Tailscale", "prompt": "c81-s3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Tailscale** (best dead-simple mesh)"}, {"id": "mai-20260917-0721-smoke|c81-s3|deepseek-small|FortiSASE (Fortinet)", "prompt": "c81-s3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "FortiSASE (Fortinet)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FortiSASE** (if you're in the Fortinet ecosystem)"}, {"id": "mai-20260917-0721-smoke|c81-s3|deepseek-small|OpenVPN CloudConnexa", "prompt": "c81-s3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less feature depth and smaller global footprint than Cato or Cloudflare"}, {"id": "mai-20260917-0721-smoke|c81-s3|deepseek-small|Check Point Harmony SASE", "prompt": "c81-s3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less feature depth and smaller global footprint than Cato or Cloudflare"}, {"id": "mai-20260917-0721-smoke|c81-s3|deepseek-small|Zscaler", "prompt": "c81-s3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "designed for mid-market/enterprise scale... overkill for very small businesses"}, {"id": "mai-20260917-0721-smoke|c81-s3|deepseek-small|Palo Alto Prisma", "prompt": "c81-s3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "designed for mid-market/enterprise scale... overkill for very small businesses"}, {"id": "mai-20260917-0721-smoke|c81-s3|deepseek-small|Netskope", "prompt": "c81-s3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "designed for mid-market/enterprise scale... overkill for very small businesses"}, {"id": "mai-20260917-0721-smoke|c81-s3|deepseek-small|Cisco", "prompt": "c81-s3", "model": "deepseek-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "designed for mid-market/enterprise scale... overkill for very small businesses"}, {"id": "mai-20260917-0721-smoke|c81-s3|google-small|Palo Alto Prisma", "prompt": "c81-s3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade SASE ... platforms like Palo Alto Prisma, Zscaler, or Cisco are often a poor fit"}, {"id": "mai-20260917-0721-smoke|c81-s3|google-small|Zscaler", "prompt": "c81-s3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "platforms like Palo Alto Prisma, Zscaler, or Cisco are often a poor fit. They are highly complex"}, {"id": "mai-20260917-0721-smoke|c81-s3|google-small|Cisco", "prompt": "c81-s3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "platforms like Palo Alto Prisma, Zscaler, or Cisco are often a poor fit"}, {"id": "mai-20260917-0721-smoke|c81-s3|google-small|Cloudflare One (Cloudflare Zero Trust)", "prompt": "c81-s3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One (Cloudflare Zero Trust)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Go with Cloudflare One if you have a technical team member who can configure it, and you want enterprise-grade network security for free"}, {"id": "mai-20260917-0721-smoke|c81-s3|google-small|Twingate", "prompt": "c81-s3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Lean teams that want a modern, fast, and easy-to-use alternative to traditional VPNs"}, {"id": "mai-20260917-0721-smoke|c81-s3|google-small|Check Point Harmony SASE (formerly Perimeter 81)", "prompt": "c81-s3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Check Point Harmony SASE (formerly Perimeter 81)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Small-to-midsize teams that need a true, all-in-one SASE suite with built-in compliance"}, {"id": "mai-20260917-0721-smoke|c81-s3|google-small|NordLayer", "prompt": "c81-s3", "model": "google-small", "cat": "sase-platforms", "variant": "comparative", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Go with NordLayer if your team is non-technical, and you simply need a highly reliable, secure, and affordable business VPN"}, {"id": "mai-20260917-0721-smoke|c81-s3|meta-small|Cato Networks SASE Cloud", "prompt": "c81-s3", "model": "meta-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Cato Networks SASE Cloud is considered the strongest overall pick for mid-market teams"}, {"id": "mai-20260917-0721-smoke|c81-s3|meta-small|Cloudflare One", "prompt": "c81-s3", "model": "meta-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cloudflare One is a good option for smaller teams and startups"}, {"id": "mai-20260917-0721-smoke|c81-s3|meta-small|Zscaler Zero Trust Exchange", "prompt": "c81-s3", "model": "meta-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a top pick for small and mid-size teams that need policy-driven access for internal apps and users"}, {"id": "mai-20260917-0721-smoke|c81-s3|meta-small|Fortinet’s FortiSASE", "prompt": "c81-s3", "model": "meta-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet’s FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "has viable SMB-friendly tiers and is worth evaluating for smaller organizations"}, {"id": "mai-20260917-0721-smoke|c81-s3|minimax-small|Cloudflare One", "prompt": "c81-s3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team, **Cloudflare One** is generally recommended due to its free tier, ease of use, and strong global network"}, {"id": "mai-20260917-0721-smoke|c81-s3|minimax-small|Cato Networks", "prompt": "c81-s3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cato Networks** is best if you want the simplest deployment with no networking expertise required"}, {"id": "mai-20260917-0721-smoke|c81-s3|minimax-small|OpenVPN CloudConnexa", "prompt": "c81-s3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple setup, good for SMBs with limited IT resources"}, {"id": "mai-20260917-0721-smoke|c81-s3|minimax-small|Check Point Harmony SASE", "prompt": "c81-s3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Easy deployment, unified security stack, good for SMBs"}, {"id": "mai-20260917-0721-smoke|c81-s3|minimax-small|Zscaler", "prompt": "c81-s3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "No SD-WAN natively, pricing higher ($150-250/user/yr for bundles)"}, {"id": "mai-20260917-0721-smoke|c81-s3|minimax-small|Palo Alto Prisma Access", "prompt": "c81-s3", "model": "minimax-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Premium pricing, complex for very small teams"}, {"id": "mai-20260917-0721-smoke|c81-s3|mistral-small|Cloudflare One", "prompt": "c81-s3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the fastest setup and best free tier: **Cloudflare One**."}, {"id": "mai-20260917-0721-smoke|c81-s3|mistral-small|Cato Networks SASE Cloud", "prompt": "c81-s3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall pick for small teams that want a single, easy-to-manage solution without integrating multiple vendors."}, {"id": "mai-20260917-0721-smoke|c81-s3|mistral-small|Zscaler Zero Trust Exchange", "prompt": "c81-s3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pricing: Higher cost, but consistent Gartner leader for SSE/SASE depth."}, {"id": "mai-20260917-0721-smoke|c81-s3|mistral-small|NordLayer", "prompt": "c81-s3", "model": "mistral-small", "cat": "sase-platforms", "variant": "comparative", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For the simplest, most affordable SMB solution: **NordLayer**."}, {"id": "mai-20260917-0721-smoke|c81-s3|moonshot-small|Cloudflare One", "prompt": "c81-s3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most small teams (under 50 users)**: Start with **Cloudflare One's free tier**."}, {"id": "mai-20260917-0721-smoke|c81-s3|moonshot-small|Cato Networks", "prompt": "c81-s3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need strong SD-WAN + security together**: Consider **Cato Networks**, but be prepared for sales conversations and higher per-user costs."}, {"id": "mai-20260917-0721-smoke|c81-s3|moonshot-small|Fortinet FortiSASE", "prompt": "c81-s3", "model": "moonshot-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you already have FortiGate firewalls**: Look at **Fortinet's SD-WAN service bundle** with FortiSASE add-on"}, {"id": "mai-20260917-0721-smoke|c81-s3|openai-small|Cloudflare One", "prompt": "c81-s3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Smallest IT team / easiest ops:** Cloudflare One"}, {"id": "mai-20260917-0721-smoke|c81-s3|openai-small|Zscaler", "prompt": "c81-s3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zscaler** if security policy and ZTNA are the top priority"}, {"id": "mai-20260917-0721-smoke|c81-s3|openai-small|Netskope", "prompt": "c81-s3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Netskope** if your biggest risk is SaaS/data leakage"}, {"id": "mai-20260917-0721-smoke|c81-s3|openai-small|Fortinet FortiSASE", "prompt": "c81-s3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fortinet** if you also need branch networking/SD-WAN"}, {"id": "mai-20260917-0721-smoke|c81-s3|openai-small|Check Point SASE", "prompt": "c81-s3", "model": "openai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Check Point SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Check Point** if you want to stay in that ecosystem"}, {"id": "mai-20260917-0721-smoke|c81-s3|xai-small|Cloudflare One", "prompt": "c81-s3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendations**: Start with Cloudflare's free tier for testing."}, {"id": "mai-20260917-0721-smoke|c81-s3|xai-small|Cato Networks SASE Cloud", "prompt": "c81-s3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cato if you need full networking."}, {"id": "mai-20260917-0721-smoke|c81-s3|xai-small|Check Point Harmony SASE (formerly Perimeter 81)", "prompt": "c81-s3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Check Point Harmony SASE (formerly Perimeter 81)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Easy ZTNA-first for remote/SMBs; intuitive UI, no network experts needed."}, {"id": "mai-20260917-0721-smoke|c81-s3|xai-small|Fortinet FortiSASE", "prompt": "c81-s3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "50-user min for pure cloud (less ideal <50); opaque pricing, add-ons inflate costs."}, {"id": "mai-20260917-0721-smoke|c81-s3|xai-small|Zscaler", "prompt": "c81-s3", "model": "xai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Zscaler is viable but leans more enterprise-oriented with higher entry costs."}, {"id": "mai-20260917-0721-smoke|c81-s3|zai-small|Zscaler Zero Trust Exchange", "prompt": "c81-s3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zscaler generally offers the best performance for remote users ... Zscaler's is often cited as the most user-friendly"}, {"id": "mai-20260917-0721-smoke|c81-s3|zai-small|Cisco SASE", "prompt": "c81-s3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Cisco SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Cisco SASE if: You're already invested in Cisco infrastructure"}, {"id": "mai-20260917-0721-smoke|c81-s3|zai-small|Palo Alto Networks Prisma Access", "prompt": "c81-s3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Palo Alto Prisma if: You need advanced threat intelligence"}, {"id": "mai-20260917-0721-smoke|c81-s3|zai-small|Netskope", "prompt": "c81-s3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Netskope if: Your team heavily uses cloud applications"}, {"id": "mai-20260917-0721-smoke|c81-s3|zai-small|Fortinet SASE", "prompt": "c81-s3", "model": "zai-small", "cat": "sase-platforms", "variant": "comparative", "raw": "Fortinet SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Fortinet SASE if: You're budget-conscious"}, {"id": "mai-20260917-0721-smoke|c81-s4|alibaba-small|Cloudflare One", "prompt": "c81-s4", "model": "alibaba-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare One** is widely considered the best overall platform in 2026"}, {"id": "mai-20260917-0721-smoke|c81-s4|alibaba-small|Cisco Umbrella", "prompt": "c81-s4", "model": "alibaba-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco Umbrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: Cisco Umbrella"}, {"id": "mai-20260917-0721-smoke|c81-s4|alibaba-small|Cato Networks", "prompt": "c81-s4", "model": "alibaba-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Choose these only if you currently use MPLS ... the upfront commitment is higher."}, {"id": "mai-20260917-0721-smoke|c81-s4|alibaba-small|Fortinet", "prompt": "c81-s4", "model": "alibaba-small", "cat": "sase-platforms", "variant": "budget", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Their pricing is usually custom-quote based rather than self-serve ... the upfront commitment is higher."}, {"id": "mai-20260917-0721-smoke|c81-s4|anthropic-small|Cloudflare One", "prompt": "c81-s4", "model": "anthropic-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, **Cloudflare One's free tier** is an excellent starting point"}, {"id": "mai-20260917-0721-smoke|c81-s4|anthropic-small|OpenVPN CloudConnexa", "prompt": "c81-s4", "model": "anthropic-small", "cat": "sase-platforms", "variant": "budget", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OpenVPN CloudConnexa** offers a good middle ground with gradual scaling"}, {"id": "mai-20260917-0721-smoke|c81-s4|anthropic-small|Aryaka", "prompt": "c81-s4", "model": "anthropic-small", "cat": "sase-platforms", "variant": "budget", "raw": "Aryaka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a more comprehensive managed service, **Aryaka** provides affordable entry at $150/month per site."}, {"id": "mai-20260917-0721-smoke|c81-s4|challenger-small|Cloudflare One", "prompt": "c81-s4", "model": "challenger-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest budget-first pick is **Cloudflare One**"}, {"id": "mai-20260917-0721-smoke|c81-s4|challenger-small|NordLayer", "prompt": "c81-s4", "model": "challenger-small", "cat": "sase-platforms", "variant": "budget", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NordLayer** is also a strong choice"}, {"id": "mai-20260917-0721-smoke|c81-s4|challenger-small|OpenVPN CloudConnexa", "prompt": "c81-s4", "model": "challenger-small", "cat": "sase-platforms", "variant": "budget", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want **reliable secure access** with **seat-based pricing**"}, {"id": "mai-20260917-0721-smoke|c81-s4|challenger-small|Cisco Umbrella", "prompt": "c81-s4", "model": "challenger-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco Umbrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your priority is **lowest per-user cost** among paid options"}, {"id": "mai-20260917-0721-smoke|c81-s4|deepseek-small|Cisco Umbrella", "prompt": "c81-s4", "model": "deepseek-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco Umbrella", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco Umbrella** is the strongest budget pick at $2–6/user/month"}, {"id": "mai-20260917-0721-smoke|c81-s4|deepseek-small|NordLayer (by Nord Security)", "prompt": "c81-s4", "model": "deepseek-small", "cat": "sase-platforms", "variant": "budget", "raw": "NordLayer (by Nord Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NordLayer** is your best bet"}, {"id": "mai-20260917-0721-smoke|c81-s4|deepseek-small|Exium", "prompt": "c81-s4", "model": "deepseek-small", "cat": "sase-platforms", "variant": "budget", "raw": "Exium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good mid-range option if you want more features without enterprise costs"}, {"id": "mai-20260917-0721-smoke|c81-s4|deepseek-small|Cloudflare One", "prompt": "c81-s4", "model": "deepseek-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free tier available for up to 50 users... great to test before committing"}, {"id": "mai-20260917-0721-smoke|c81-s4|deepseek-small|Perimeter 81", "prompt": "c81-s4", "model": "deepseek-small", "cat": "sase-platforms", "variant": "budget", "raw": "Perimeter 81", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "User-friendly and flexible SASE designed specifically for small businesses"}, {"id": "mai-20260917-0721-smoke|c81-s4|google-small|Palo Alto Prisma", "prompt": "c81-s4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "require high seat minimums (usually 100–250+ users), require thousands of dollars in professional implementation fees, and are far too complex for a lean IT team"}, {"id": "mai-20260917-0721-smoke|c81-s4|google-small|Zscaler", "prompt": "c81-s4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Major enterprise SASE giants (like Palo Alto Prisma, Zscaler, or Cisco+ Secure Connect) typically require high seat minimums"}, {"id": "mai-20260917-0721-smoke|c81-s4|google-small|Cisco+ Secure Connect", "prompt": "c81-s4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco+ Secure Connect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "far too complex for a lean IT team to manage"}, {"id": "mai-20260917-0721-smoke|c81-s4|google-small|Cloudflare One", "prompt": "c81-s4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Cloudflare One is widely considered the best SASE platform for entry-level and budget-conscious organizations."}, {"id": "mai-20260917-0721-smoke|c81-s4|google-small|NordLayer", "prompt": "c81-s4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "NordLayer (by the creators of NordVPN) is an excellent SMB-focused solution"}, {"id": "mai-20260917-0721-smoke|c81-s4|google-small|Twingate", "prompt": "c81-s4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Twingate is the gold standard"}, {"id": "mai-20260917-0721-smoke|c81-s4|google-small|FortiSASE", "prompt": "c81-s4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fortinet's FortiSASE is highly competitive"}, {"id": "mai-20260917-0721-smoke|c81-s4|google-small|Microsoft 365 (with Entra ID Premium and Intune)", "prompt": "c81-s4", "model": "google-small", "cat": "sase-platforms", "variant": "budget", "raw": "Microsoft 365 (with Entra ID Premium and Intune)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Microsoft has increasingly robust SSE features (like Entra Private Access) that may already be partially included in your licensing"}, {"id": "mai-20260917-0721-smoke|c81-s4|meta-small|Cisco Umbrella", "prompt": "c81-s4", "model": "meta-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco Umbrella", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Cisco Umbrella: Offers a range of pricing plans, including a DNS Security Essentials plan starting at $2.25/user/month"}, {"id": "mai-20260917-0721-smoke|c81-s4|meta-small|Fortinet's FortiSASE", "prompt": "c81-s4", "model": "meta-small", "cat": "sase-platforms", "variant": "budget", "raw": "Fortinet's FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Has viable SMB-friendly tiers."}, {"id": "mai-20260917-0721-smoke|c81-s4|meta-small|Cato Networks", "prompt": "c81-s4", "model": "meta-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built for simpler deployment and lower minimums."}, {"id": "mai-20260917-0721-smoke|c81-s4|meta-small|Cloudflare One", "prompt": "c81-s4", "model": "meta-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Also worth evaluating at the smaller end of the market."}, {"id": "mai-20260917-0721-smoke|c81-s4|minimax-small|Fortinet", "prompt": "c81-s4", "model": "minimax-small", "cat": "sase-platforms", "variant": "budget", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, I'd suggest starting with either **Fortinet** (if you want comprehensive security features at a lower cost) or **Cloudflare One**"}, {"id": "mai-20260917-0721-smoke|c81-s4|minimax-small|Cloudflare One", "prompt": "c81-s4", "model": "minimax-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "either **Fortinet** ... or **Cloudflare One** (if ease of use and quick setup are priorities)"}, {"id": "mai-20260917-0721-smoke|c81-s4|minimax-small|OpenVPN CloudConnexa", "prompt": "c81-s4", "model": "minimax-small", "cat": "sase-platforms", "variant": "budget", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically designed for SMBs with lean IT needs... at competitive pricing."}, {"id": "mai-20260917-0721-smoke|c81-s4|minimax-small|Cato Networks", "prompt": "c81-s4", "model": "minimax-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another option that's user-friendly and fast to deploy for small businesses."}, {"id": "mai-20260917-0721-smoke|c81-s4|mistral-small|FortiSASE", "prompt": "c81-s4", "model": "mistral-small", "cat": "sase-platforms", "variant": "budget", "raw": "FortiSASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FortiSASE is a leading choice, especially if you're already in the Fortinet ecosystem"}, {"id": "mai-20260917-0721-smoke|c81-s4|mistral-small|Cloudflare One", "prompt": "c81-s4", "model": "mistral-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudflare One and Cato Networks are also excellent alternatives"}, {"id": "mai-20260917-0721-smoke|c81-s4|mistral-small|Cato Networks", "prompt": "c81-s4", "model": "mistral-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another top pick for small businesses, recognized for fast implementation"}, {"id": "mai-20260917-0721-smoke|c81-s4|moonshot-small|Cloudflare Zero Trust", "prompt": "c81-s4", "model": "moonshot-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have **≤50 employees**, start with **Cloudflare Zero Trust** (free tier)."}, {"id": "mai-20260917-0721-smoke|c81-s4|moonshot-small|Cisco Umbrella", "prompt": "c81-s4", "model": "moonshot-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco Umbrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cisco Umbrella** at $2–$6/user offers the best price-to-protection ratio."}, {"id": "mai-20260917-0721-smoke|c81-s4|moonshot-small|Perimeter 81", "prompt": "c81-s4", "model": "moonshot-small", "cat": "sase-platforms", "variant": "budget", "raw": "Perimeter 81", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built specifically for SMBs and fast-growing SaaS companies."}, {"id": "mai-20260917-0721-smoke|c81-s4|moonshot-small|NordLayer", "prompt": "c81-s4", "model": "moonshot-small", "cat": "sase-platforms", "variant": "budget", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple setup, good for remote/hybrid teams that need basic SASE functionality"}, {"id": "mai-20260917-0721-smoke|c81-s4|moonshot-small|ZTEdge", "prompt": "c81-s4", "model": "moonshot-small", "cat": "sase-platforms", "variant": "budget", "raw": "ZTEdge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Explicitly marketed to midsize enterprises as a budget-conscious alternative"}, {"id": "mai-20260917-0721-smoke|c81-s4|moonshot-small|Zscaler", "prompt": "c81-s4", "model": "moonshot-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** High-end solutions like Zscaler or Palo Alto Prisma Access"}, {"id": "mai-20260917-0721-smoke|c81-s4|moonshot-small|Netskope", "prompt": "c81-s4", "model": "moonshot-small", "cat": "sase-platforms", "variant": "budget", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "budget-conscious alternative to expensive vendors like Zscaler or Netskope"}, {"id": "mai-20260917-0721-smoke|c81-s4|moonshot-small|Palo Alto Prisma Access", "prompt": "c81-s4", "model": "moonshot-small", "cat": "sase-platforms", "variant": "budget", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid:** High-end solutions like Zscaler or Palo Alto Prisma Access"}, {"id": "mai-20260917-0721-smoke|c81-s4|openai-small|Cloudflare Zero Trust / Cloudflare One", "prompt": "c81-s4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare Zero Trust / Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point is usually **Cloudflare Zero Trust / Cloudflare One**"}, {"id": "mai-20260917-0721-smoke|c81-s4|openai-small|Zscaler", "prompt": "c81-s4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Consider **Zscaler** or **Palo Alto Prisma SASE** only if you need deeper enterprise controls... budget and staff to manage a heavier platform"}, {"id": "mai-20260917-0721-smoke|c81-s4|openai-small|Palo Alto Prisma SASE", "prompt": "c81-s4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Consider **Zscaler** or **Palo Alto Prisma SASE** only if you need deeper enterprise controls"}, {"id": "mai-20260917-0721-smoke|c81-s4|openai-small|Netskope", "prompt": "c81-s4", "model": "openai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparison** for Cloudflare vs Zscaler vs Palo Alto vs Netskope for a small business"}, {"id": "mai-20260917-0721-smoke|c81-s4|xai-small|Cloudflare One", "prompt": "c81-s4", "model": "xai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare One stands out as the best SASE platform"}, {"id": "mai-20260917-0721-smoke|c81-s4|xai-small|Zscaler", "prompt": "c81-s4", "model": "xai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "lighter on advanced DLP vs. Zscaler"}, {"id": "mai-20260917-0721-smoke|c81-s4|xai-small|Cisco Umbrella (DNS Security Essentials)", "prompt": "c81-s4", "model": "xai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco Umbrella (DNS Security Essentials)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top affordable pick in Costbench reviews"}, {"id": "mai-20260917-0721-smoke|c81-s4|xai-small|Cato Networks SASE Cloud", "prompt": "c81-s4", "model": "xai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good for branches but higher entry and less flexible for tiny teams"}, {"id": "mai-20260917-0721-smoke|c81-s4|xai-small|Palo Alto", "prompt": "c81-s4", "model": "xai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Gartner Leaders (Cloudflare Visionary, Cato/Palo Alto Leaders)"}, {"id": "mai-20260917-0721-smoke|c81-s4|zai-small|Cloudflare One (Cloudflare for Teams)", "prompt": "c81-s4", "model": "zai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cloudflare One (Cloudflare for Teams)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SASE platform for a small company with a tight budget is **Cloudflare One (Cloudflare for Teams)**"}, {"id": "mai-20260917-0721-smoke|c81-s4|zai-small|Cisco Umbrella", "prompt": "c81-s4", "model": "zai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cisco Umbrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cisco Umbrella is the industry standard for low-cost security"}, {"id": "mai-20260917-0721-smoke|c81-s4|zai-small|NordLayer", "prompt": "c81-s4", "model": "zai-small", "cat": "sase-platforms", "variant": "budget", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "NordLayer is an excellent choice"}, {"id": "mai-20260917-0721-smoke|c81-s4|zai-small|Zscaler", "prompt": "c81-s4", "model": "zai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid \"Full SASE\" platforms like **Zscaler**, **Netskope**, or **Cato Networks**"}, {"id": "mai-20260917-0721-smoke|c81-s4|zai-small|Netskope", "prompt": "c81-s4", "model": "zai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Netskope", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid \"Full SASE\" platforms like **Zscaler**, **Netskope**, or **Cato Networks**"}, {"id": "mai-20260917-0721-smoke|c81-s4|zai-small|Cato Networks", "prompt": "c81-s4", "model": "zai-small", "cat": "sase-platforms", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid \"Full SASE\" platforms like **Zscaler**, **Netskope**, or **Cato Networks**"}, {"id": "mai-20260917-0721-smoke|c81-s5|alibaba-small|Microsoft Intune + Defender for Endpoint + Entra ID", "prompt": "c81-s5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Microsoft Intune + Defender for Endpoint + Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are a \"Shop Microsoft\" (M365 tenant), look at **Microsoft Intune + Defender for Endpoint + Entra ID**. You likely already own pieces of this tech."}, {"id": "mai-20260917-0721-smoke|c81-s5|alibaba-small|Splunk", "prompt": "c81-s5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**The Hyperscalers (Microsoft/Splunk):**"}, {"id": "mai-20260917-0721-smoke|c81-s5|alibaba-small|Fortinet", "prompt": "c81-s5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Network-First Vendors (Fortinet/Sophos/Ubiquiti): These are great if you want a \"Swiss Army Knife.\""}, {"id": "mai-20260917-0721-smoke|c81-s5|alibaba-small|Sophos", "prompt": "c81-s5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "These are great if you want a \"Swiss Army Knife.\" They often bundle firewalls, switching, and SASE into one manageable portal."}, {"id": "mai-20260917-0721-smoke|c81-s5|alibaba-small|Ubiquiti", "prompt": "c81-s5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Ubiquiti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Network-First Vendors (Fortinet/Sophos/Ubiquiti)"}, {"id": "mai-20260917-0721-smoke|c81-s5|alibaba-small|Netskope", "prompt": "c81-s5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These are powerful but can be overkill and expensive for 30 people"}, {"id": "mai-20260917-0721-smoke|c81-s5|alibaba-small|CrowdStrike", "prompt": "c81-s5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "These are powerful but can be overkill and expensive for 30 people"}, {"id": "mai-20260917-0721-smoke|c81-s5|alibaba-small|Zscaler", "prompt": "c81-s5", "model": "alibaba-small", "cat": "sase-platforms", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "These are powerful but can be overkill and expensive for 30 people"}, {"id": "mai-20260917-0721-smoke|c81-s5|deepseek-small|Cato Networks", "prompt": "c81-s5", "model": "deepseek-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Options commonly cited for SMBs include Cato Networks, Cloudflare, Palo Alto Prisma Access, and OpenVPN's SASE offering"}, {"id": "mai-20260917-0721-smoke|c81-s5|deepseek-small|Cloudflare", "prompt": "c81-s5", "model": "deepseek-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Options commonly cited for SMBs include Cato Networks, Cloudflare, Palo Alto Prisma Access, and OpenVPN's SASE offering"}, {"id": "mai-20260917-0721-smoke|c81-s5|deepseek-small|Palo Alto Prisma Access", "prompt": "c81-s5", "model": "deepseek-small", "cat": "sase-platforms", "variant": "scale", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Options commonly cited for SMBs include Cato Networks, Cloudflare, Palo Alto Prisma Access, and OpenVPN's SASE offering"}, {"id": "mai-20260917-0721-smoke|c81-s5|deepseek-small|OpenVPN's SASE offering", "prompt": "c81-s5", "model": "deepseek-small", "cat": "sase-platforms", "variant": "scale", "raw": "OpenVPN's SASE offering", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Options commonly cited for SMBs include Cato Networks, Cloudflare, Palo Alto Prisma Access, and OpenVPN's SASE offering"}, {"id": "mai-20260917-0721-smoke|c81-s5|google-small|Palo Alto Prisma", "prompt": "c81-s5", "model": "google-small", "cat": "sase-platforms", "variant": "scale", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many enterprise SASE vendors (like Palo Alto Prisma, Zscaler, or Netskope) have strict **minimum-seat commitments**"}, {"id": "mai-20260917-0721-smoke|c81-s5|google-small|Zscaler", "prompt": "c81-s5", "model": "google-small", "cat": "sase-platforms", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many enterprise SASE vendors (like Palo Alto Prisma, Zscaler, or Netskope) have strict **minimum-seat commitments**"}, {"id": "mai-20260917-0721-smoke|c81-s5|google-small|Netskope", "prompt": "c81-s5", "model": "google-small", "cat": "sase-platforms", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Many enterprise SASE vendors (like Palo Alto Prisma, Zscaler, or Netskope) have strict **minimum-seat commitments**"}, {"id": "mai-20260917-0721-smoke|c81-s5|google-small|Cloudflare One (Cloudflare Zero Trust)", "prompt": "c81-s5", "model": "google-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cloudflare One (Cloudflare Zero Trust)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For a 30-person company looking for an enterprise-grade network without the budget, this is often the gold standard."}, {"id": "mai-20260917-0721-smoke|c81-s5|google-small|Twingate", "prompt": "c81-s5", "model": "google-small", "cat": "sase-platforms", "variant": "scale", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Twingate is highly recommended"}, {"id": "mai-20260917-0721-smoke|c81-s5|google-small|NordLayer", "prompt": "c81-s5", "model": "google-small", "cat": "sase-platforms", "variant": "scale", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a great \"plug-and-play\" SASE/SSE solution for non-enterprise IT teams"}, {"id": "mai-20260917-0721-smoke|c81-s5|google-small|Perimeter 81 (by Check Point)", "prompt": "c81-s5", "model": "google-small", "cat": "sase-platforms", "variant": "scale", "raw": "Perimeter 81 (by Check Point)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Historically designed for mid-market and smaller businesses"}, {"id": "mai-20260917-0721-smoke|c81-s5|minimax-small|Cato Networks", "prompt": "c81-s5", "model": "minimax-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Cato Networks** – strong unified platform, often praised for simplicity"}, {"id": "mai-20260917-0721-smoke|c81-s5|minimax-small|Fortinet", "prompt": "c81-s5", "model": "minimax-small", "cat": "sase-platforms", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Fortinet** – robust features, good if you want heavy customization"}, {"id": "mai-20260917-0721-smoke|c81-s5|minimax-small|Palo Alto Networks (Prisma)", "prompt": "c81-s5", "model": "minimax-small", "cat": "sase-platforms", "variant": "scale", "raw": "Palo Alto Networks (Prisma)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Palo Alto Networks (Prisma)** – enterprise-grade, but can be complex"}, {"id": "mai-20260917-0721-smoke|c81-s5|minimax-small|Zscaler", "prompt": "c81-s5", "model": "minimax-small", "cat": "sase-platforms", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Zscaler** – strong SSE heritage, less SD-WAN depth historically"}, {"id": "mai-20260917-0721-smoke|c81-s5|mistral-small|Cisco+ Secure Connect", "prompt": "c81-s5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cisco+ Secure Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Market Leaders (for comparison)** - **Cisco+ Secure Connect** (SASE + Umbrella)"}, {"id": "mai-20260917-0721-smoke|c81-s5|mistral-small|Palo Alto Prisma SASE", "prompt": "c81-s5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Palo Alto Prisma SASE** (GlobalProtect + Prisma Access)"}, {"id": "mai-20260917-0721-smoke|c81-s5|mistral-small|Zscaler Private Access (ZPA) + Zscaler Internet Access (ZIA)", "prompt": "c81-s5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Zscaler Private Access (ZPA) + Zscaler Internet Access (ZIA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Zscaler Private Access (ZPA) + Zscaler Internet Access (ZIA)**"}, {"id": "mai-20260917-0721-smoke|c81-s5|mistral-small|Fortinet SASE", "prompt": "c81-s5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Fortinet SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Fortinet SASE** (FortiGate + FortiClient)"}, {"id": "mai-20260917-0721-smoke|c81-s5|mistral-small|VMware SASE", "prompt": "c81-s5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "VMware SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**VMware SASE** (SD-WAN + Cloud Web Security)"}, {"id": "mai-20260917-0721-smoke|c81-s5|mistral-small|Cloudflare One", "prompt": "c81-s5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cloudflare One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cloudflare One** (ZTNA, SWG, CASB)"}, {"id": "mai-20260917-0721-smoke|c81-s5|mistral-small|Perimeter 81", "prompt": "c81-s5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Perimeter 81", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Perimeter 81** (user-friendly, good for SMBs)"}, {"id": "mai-20260917-0721-smoke|c81-s5|mistral-small|Netskope", "prompt": "c81-s5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Netskope** (strong CASB and DLP)"}, {"id": "mai-20260917-0721-smoke|c81-s5|mistral-small|Akamai Enterprise Application Access (EAA)", "prompt": "c81-s5", "model": "mistral-small", "cat": "sase-platforms", "variant": "scale", "raw": "Akamai Enterprise Application Access (EAA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Akamai Enterprise Application Access (EAA)**"}, {"id": "mai-20260917-0721-smoke|c81-s5|moonshot-small|Cloudflare", "prompt": "c81-s5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare and some unified platforms often win on **price for smaller organizations**"}, {"id": "mai-20260917-0721-smoke|c81-s5|moonshot-small|Cato Networks", "prompt": "c81-s5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest focusing on **Cato Networks**, **Cloudflare One**, or **Netskope**"}, {"id": "mai-20260917-0721-smoke|c81-s5|moonshot-small|Netskope", "prompt": "c81-s5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest focusing on **Cato Networks**, **Cloudflare One**, or **Netskope**"}, {"id": "mai-20260917-0721-smoke|c81-s5|moonshot-small|Zscaler", "prompt": "c81-s5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Security-Focused SSE | Strong threat protection | Netskope, Zscaler"}, {"id": "mai-20260917-0721-smoke|c81-s5|moonshot-small|Versa Networks", "prompt": "c81-s5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Networking-First | SD-WAN needs, multiple offices | Versa Networks, Fortinet"}, {"id": "mai-20260917-0721-smoke|c81-s5|moonshot-small|Fortinet", "prompt": "c81-s5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Networking-First | SD-WAN needs, multiple offices | Versa Networks, Fortinet"}, {"id": "mai-20260917-0721-smoke|c81-s5|moonshot-small|Palo Alto", "prompt": "c81-s5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Palo Alto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid getting oversold on enterprise mega-vendors like Palo Alto or Cisco"}, {"id": "mai-20260917-0721-smoke|c81-s5|moonshot-small|Cisco", "prompt": "c81-s5", "model": "moonshot-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid getting oversold on enterprise mega-vendors like Palo Alto or Cisco"}, {"id": "mai-20260917-0721-smoke|c81-s5|xai-small|Palo Alto Prisma", "prompt": "c81-s5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "From Gartner 2024 Magic Quadrant (Leaders: Palo Alto Prisma, Cato Networks, Netskope, Zscaler)"}, {"id": "mai-20260917-0721-smoke|c81-s5|xai-small|Cato Networks", "prompt": "c81-s5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For your scale, Cato or Cloudflare often shine on simplicity/TCO."}, {"id": "mai-20260917-0721-smoke|c81-s5|xai-small|Netskope", "prompt": "c81-s5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leaders: Palo Alto Prisma, Cato Networks, Netskope, Zscaler"}, {"id": "mai-20260917-0721-smoke|c81-s5|xai-small|Zscaler", "prompt": "c81-s5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leaders: Palo Alto Prisma, Cato Networks, Netskope, Zscaler"}, {"id": "mai-20260917-0721-smoke|c81-s5|xai-small|Fortinet", "prompt": "c81-s5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Add Fortinet, Cloudflare, Cisco+Meraki for SMB fit"}, {"id": "mai-20260917-0721-smoke|c81-s5|xai-small|Cloudflare", "prompt": "c81-s5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For your scale, Cato or Cloudflare often shine on simplicity/TCO."}, {"id": "mai-20260917-0721-smoke|c81-s5|xai-small|Cisco+Meraki", "prompt": "c81-s5", "model": "xai-small", "cat": "sase-platforms", "variant": "scale", "raw": "Cisco+Meraki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Add Fortinet, Cloudflare, Cisco+Meraki for SMB fit. Filter for single-vendor."}, {"id": "mai-20260917-0721-smoke|c81-s6|alibaba-small|Palo Alto Networks", "prompt": "c81-s6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Palo Alto Networks (GlobalProtect/Prisma): Powerful but has a steep learning curve."}, {"id": "mai-20260917-0721-smoke|c81-s6|alibaba-small|Fortinet", "prompt": "c81-s6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Fortinet (FortiSASE): Often requires purchasing FortiFirewall hardware to unlock the full SASE benefits, adding unnecessary CapEx for SMBs."}, {"id": "mai-20260917-0721-smoke|c81-s6|alibaba-small|legacy Cisco stacks", "prompt": "c81-s6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "legacy Cisco stacks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "However, standard enterprise Cisco deployments should be avoided."}, {"id": "mai-20260917-0721-smoke|c81-s6|alibaba-small|Cisco Meraki", "prompt": "c81-s6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cisco Meraki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are using specific SMB-friendly subsets (like Cisco Meraki), this risk is mitigated."}, {"id": "mai-20260917-0721-smoke|c81-s6|alibaba-small|Netskope", "prompt": "c81-s6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the platform is extremely powerful and complex, often better suited for mid-market and enterprise than micro-businesses"}, {"id": "mai-20260917-0721-smoke|c81-s6|alibaba-small|Microsoft 365 E5 / Defender Bundle", "prompt": "c81-s6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Microsoft 365 E5 / Defender Bundle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "This is the cheapest and easiest \"SASE-lite\" for SMBs."}, {"id": "mai-20260917-0721-smoke|c81-s6|alibaba-small|SonicWall ConnectSecure", "prompt": "c81-s6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "SonicWall ConnectSecure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Designed specifically for SMBs."}, {"id": "mai-20260917-0721-smoke|c81-s6|alibaba-small|Mist", "prompt": "c81-s6", "model": "alibaba-small", "cat": "sase-platforms", "variant": "negative", "raw": "Mist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "They will use enterprise-grade SASE tools (like Cisco Meraki or Mist)"}, {"id": "mai-20260917-0721-smoke|c81-s6|challenger-small|Zscaler", "prompt": "c81-s6", "model": "challenger-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Zscaler**: Strong Zero Trust and large-scale capabilities, but can be more than a small business needs"}, {"id": "mai-20260917-0721-smoke|c81-s6|challenger-small|Prisma SASE", "prompt": "c81-s6", "model": "challenger-small", "cat": "sase-platforms", "variant": "negative", "raw": "Prisma SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "small businesses without that stack may face extra complexity"}, {"id": "mai-20260917-0721-smoke|c81-s6|challenger-small|Cisco Secure Access", "prompt": "c81-s6", "model": "challenger-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "smaller teams without Cisco infrastructure may get less value"}, {"id": "mai-20260917-0721-smoke|c81-s6|challenger-small|Versa SASE", "prompt": "c81-s6", "model": "challenger-small", "cat": "sase-platforms", "variant": "negative", "raw": "Versa SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Flexible, but that flexibility is more useful for organizations with more complex deployment needs"}, {"id": "mai-20260917-0721-smoke|c81-s6|challenger-small|FortiSASE", "prompt": "c81-s6", "model": "challenger-small", "cat": "sase-platforms", "variant": "negative", "raw": "FortiSASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "better for organizations that actually need its advanced security and SD-WAN depth; if you do not, it may be overkill"}, {"id": "mai-20260917-0721-smoke|c81-s6|challenger-small|Cloudflare One", "prompt": "c81-s6", "model": "challenger-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "smaller organizations usually do better with simpler, faster-to-operate options such as **Cloudflare One** or **Cato Networks**"}, {"id": "mai-20260917-0721-smoke|c81-s6|challenger-small|Cato Networks", "prompt": "c81-s6", "model": "challenger-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "smaller organizations usually do better with simpler, faster-to-operate options such as **Cloudflare One** or **Cato Networks**"}, {"id": "mai-20260917-0721-smoke|c81-s6|deepseek-small|Zscaler", "prompt": "c81-s6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Zscaler — often overkill for small shops"}, {"id": "mai-20260917-0721-smoke|c81-s6|deepseek-small|Palo Alto Prisma SASE", "prompt": "c81-s6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cohesive and capable, but a poor value-to-cost fit for small businesses."}, {"id": "mai-20260917-0721-smoke|c81-s6|deepseek-small|FortiSASE", "prompt": "c81-s6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "FortiSASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the licensing complexity, support issues, and minimum-license rule make it a caution flag"}, {"id": "mai-20260917-0721-smoke|c81-s6|deepseek-small|Cisco", "prompt": "c81-s6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious of SASE products that were literally stitched together from separate acquisitions (e.g., some Palo Alto Prisma and Cisco offerings)"}, {"id": "mai-20260917-0721-smoke|c81-s6|deepseek-small|Cato", "prompt": "c81-s6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cato's converged SASE at ~$8–14/user/month"}, {"id": "mai-20260917-0721-smoke|c81-s6|deepseek-small|Cloudflare", "prompt": "c81-s6", "model": "deepseek-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Cloudflare specifically scores highest on affordability and has no element below 8/10 in independent scoring — a strong SMB choice."}, {"id": "mai-20260917-0721-smoke|c81-s6|google-small|Palo Alto Networks (Prisma SASE / Prisma Access)", "prompt": "c81-s6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Networks (Prisma SASE / Prisma Access)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Prisma SASE has a massive learning curve. It frequently requires specialized Palo Alto-certified network engineers to deploy and configure."}, {"id": "mai-20260917-0721-smoke|c81-s6|google-small|Zscaler (ZIA / ZPA / ZDX)", "prompt": "c81-s6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler (ZIA / ZPA / ZDX)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Zscaler has strict **minimum seat count requirements**... creating high entry costs for basic automation."}, {"id": "mai-20260917-0721-smoke|c81-s6|google-small|Netskope (Netskope One)", "prompt": "c81-s6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Netskope (Netskope One)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Without a dedicated security administrator... Netskope will either generate massive alert fatigue or block legitimate work traffic"}, {"id": "mai-20260917-0721-smoke|c81-s6|google-small|Cisco Secure Connect / Cisco SASE", "prompt": "c81-s6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cisco Secure Connect / Cisco SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is highly fragmented... deploying their SASE offering is unnecessarily complicated and expensive."}, {"id": "mai-20260917-0721-smoke|c81-s6|google-small|Broadcom / Symantec SASE", "prompt": "c81-s6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Broadcom / Symantec SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Small businesses using Symantec SASE are highly likely to suffer from poor customer support, high renewal rates"}, {"id": "mai-20260917-0721-smoke|c81-s6|google-small|Todyl", "prompt": "c81-s6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Todyl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Built from the ground up for small-to-midsize businesses and highly favored by Managed Service Providers (MSPs)."}, {"id": "mai-20260917-0721-smoke|c81-s6|google-small|Cato Networks", "prompt": "c81-s6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Recognized as one of the best \"converged\" SASE platforms... highly praised for its simplicity"}, {"id": "mai-20260917-0721-smoke|c81-s6|google-small|Perimeter 81 (by Check Point)", "prompt": "c81-s6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "Perimeter 81 (by Check Point)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Excellent for smaller businesses looking for quick-to-deploy, affordable Zero Trust Network Access (ZTNA)"}, {"id": "mai-20260917-0721-smoke|c81-s6|google-small|NordLayer", "prompt": "c81-s6", "model": "google-small", "cat": "sase-platforms", "variant": "negative", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Highly user-friendly, cost-effective, and easy to deploy without needing an extensive networking background."}, {"id": "mai-20260917-0721-smoke|c81-s6|meta-small|Palo Alto Networks' SASE platform", "prompt": "c81-s6", "model": "meta-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Networks' SASE platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "may not be a true cloud service and may have limitations for global enterprises"}, {"id": "mai-20260917-0721-smoke|c81-s6|meta-small|Versa", "prompt": "c81-s6", "model": "meta-small", "cat": "sase-platforms", "variant": "negative", "raw": "Versa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It may not be the best fit for smaller IT teams looking for a simple, plug-and-play SASE solution with minimal tuning."}, {"id": "mai-20260917-0721-smoke|c81-s6|meta-small|Cloudflare One", "prompt": "c81-s6", "model": "meta-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "some SASE platforms that may be suitable for small businesses include: 1. Cloudflare One 2. Cato Networks"}, {"id": "mai-20260917-0721-smoke|c81-s6|meta-small|Cato Networks", "prompt": "c81-s6", "model": "meta-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "suitable for small businesses due to their fast deployment, simplified management, and easy path away from legacy VPN"}, {"id": "mai-20260917-0721-smoke|c81-s6|minimax-small|Check Point SASE", "prompt": "c81-s6", "model": "minimax-small", "cat": "sase-platforms", "variant": "negative", "raw": "Check Point SASE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple reviews cite complex implementation, high licensing costs, and a steep learning curve—particularly challenging for smaller teams without dedicated security staff."}, {"id": "mai-20260917-0721-smoke|c81-s6|minimax-small|Cato Networks", "prompt": "c81-s6", "model": "minimax-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "some users note it's still expensive for very small businesses, and there are occasional connection issues"}, {"id": "mai-20260917-0721-smoke|c81-s6|minimax-small|Cloudflare One", "prompt": "c81-s6", "model": "minimax-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Generally well-rated but commonly described as having a steep learning curve and complex initial setup."}, {"id": "mai-20260917-0721-smoke|c81-s6|mistral-small|Check Point SASE", "prompt": "c81-s6", "model": "mistral-small", "cat": "sase-platforms", "variant": "negative", "raw": "Check Point SASE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why avoid/caution: Users consistently report a complex implementation and setup process, a steep learning curve, and high licensing costs."}, {"id": "mai-20260917-0721-smoke|c81-s6|mistral-small|Fortinet SASE", "prompt": "c81-s6", "model": "mistral-small", "cat": "sase-platforms", "variant": "negative", "raw": "Fortinet SASE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "often criticized for requiring extensive setup and partner involvement... may be overkill for very small businesses"}, {"id": "mai-20260917-0721-smoke|c81-s6|mistral-small|VMware SASE (now part of Broadcom)", "prompt": "c81-s6", "model": "mistral-small", "cat": "sase-platforms", "variant": "negative", "raw": "VMware SASE (now part of Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "feature-rich but can be complex to configure and manage. It is often recommended for larger enterprises rather than small businesses"}, {"id": "mai-20260917-0721-smoke|c81-s6|mistral-small|Palo Alto Prisma Access", "prompt": "c81-s6", "model": "mistral-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Small businesses may find it expensive and overly complex for their requirements."}, {"id": "mai-20260917-0721-smoke|c81-s6|mistral-small|Cloudflare One", "prompt": "c81-s6", "model": "mistral-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "simpler, more cost-effective solutions like Cloudflare One or Cato Networks are often recommended for small businesses"}, {"id": "mai-20260917-0721-smoke|c81-s6|mistral-small|Cato Networks", "prompt": "c81-s6", "model": "mistral-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "simpler, more cost-effective solutions like Cloudflare One or Cato Networks are often recommended for small businesses"}, {"id": "mai-20260917-0721-smoke|c81-s6|moonshot-small|Zscaler", "prompt": "c81-s6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Zscaler is built for large enterprises with dedicated security teams. Small businesses often find it overkill and overpriced."}, {"id": "mai-20260917-0721-smoke|c81-s6|moonshot-small|Palo Alto Prisma SASE", "prompt": "c81-s6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Prisma SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Better suited for mid-to-large enterprises with mature networking teams. Small businesses may struggle with the complexity."}, {"id": "mai-20260917-0721-smoke|c81-s6|moonshot-small|Fortinet FortiSASE", "prompt": "c81-s6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid if you're not already a Fortinet shop or have under 50 users."}, {"id": "mai-20260917-0721-smoke|c81-s6|moonshot-small|Netskope", "prompt": "c81-s6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Sluggish, inadequate support ... Enterprise-focused"}, {"id": "mai-20260917-0721-smoke|c81-s6|moonshot-small|Cloudflare One", "prompt": "c81-s6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Cloudflare One – Transparent pricing, no minimums, easy deployment"}, {"id": "mai-20260917-0721-smoke|c81-s6|moonshot-small|Perimeter 81 / Harmony SASE", "prompt": "c81-s6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Perimeter 81 / Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Built for SMBs, simpler management"}, {"id": "mai-20260917-0721-smoke|c81-s6|moonshot-small|Tailscale / Twingate", "prompt": "c81-s6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Tailscale / Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lightweight ZTNA for very small teams"}, {"id": "mai-20260917-0721-smoke|c81-s6|moonshot-small|Cato Networks", "prompt": "c81-s6", "model": "moonshot-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Single-vendor SASE with SMB-friendly approach (though verify pricing)"}, {"id": "mai-20260917-0721-smoke|c81-s6|openai-small|Palo Alto Networks Prisma SASE", "prompt": "c81-s6", "model": "openai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Networks Prisma SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it can be a lot of platform for a small IT team... Pricing and operational complexity can be a concern."}, {"id": "mai-20260917-0721-smoke|c81-s6|openai-small|Broadcom / Symantec SSE / SASE", "prompt": "c81-s6", "model": "openai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Broadcom / Symantec SSE / SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Reviews point to **licensing complexity and high price**, which is exactly the kind of thing that can hurt smaller orgs."}, {"id": "mai-20260917-0721-smoke|c81-s6|openai-small|Open Systems", "prompt": "c81-s6", "model": "openai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Open Systems", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some reviews of Open Systems emphasize ease and simplicity, but the category itself can still be a fit issue if your org is very small."}, {"id": "mai-20260917-0721-smoke|c81-s6|openai-small|Cato", "prompt": "c81-s6", "model": "openai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Peer reviews for Cato, for example, include praise for the platform but also notes about **premium pricing**, **broad/blunt policies**, **alert fatigue**, and **basic reporting**"}, {"id": "mai-20260917-0721-smoke|c81-s6|xai-small|Palo Alto Networks (Prisma SASE)", "prompt": "c81-s6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Networks (Prisma SASE)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Often called out as \"expensive compared with most other vendors\" in Gartner cautions... Not ideal for simple setups."}, {"id": "mai-20260917-0721-smoke|c81-s6|xai-small|Zscaler", "prompt": "c81-s6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reviews note it's overkill for SMBs without broad cloud usage."}, {"id": "mai-20260917-0721-smoke|c81-s6|xai-small|Fortinet (FortiSASE)", "prompt": "c81-s6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Fortinet (FortiSASE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More affordable and SMB-viable if you already use Fortinet gear, but Gartner notes confusing PoP selection, lagging customer experience"}, {"id": "mai-20260917-0721-smoke|c81-s6|xai-small|Netskope", "prompt": "c81-s6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Complex for small teams lacking expertise; better for data-heavy orgs."}, {"id": "mai-20260917-0721-smoke|c81-s6|xai-small|Cloudflare One", "prompt": "c81-s6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Free for up to 50 users, then $7/user/month. Fast setup, global edge network; great for startups"}, {"id": "mai-20260917-0721-smoke|c81-s6|xai-small|Cato Networks", "prompt": "c81-s6", "model": "xai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Plug-and-play for SMB/mid-market, simple UI, but watch complex pricing."}, {"id": "mai-20260917-0721-smoke|c81-s6|zai-small|Zscaler", "prompt": "c81-s6", "model": "zai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Zscaler** and **Palo Alto Networks** are market leaders, but they are often cited as expensive options for large enterprises."}, {"id": "mai-20260917-0721-smoke|c81-s6|zai-small|Palo Alto Networks", "prompt": "c81-s6", "model": "zai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often cited as expensive options for large enterprises"}, {"id": "mai-20260917-0721-smoke|c81-s6|zai-small|Check Point", "prompt": "c81-s6", "model": "zai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "user reviews frequently mention that the \"implementation\" and \"configuration\" are challenging"}, {"id": "mai-20260917-0721-smoke|c81-s6|zai-small|Netskope", "prompt": "c81-s6", "model": "zai-small", "cat": "sase-platforms", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "recent user feedback (specifically on Reddit) indicates that their support is often \"sluggish\" and \"nearly ineffective.\""}, {"id": "mai-20260917-0721-smoke|c82-l1|alibaba-small|Tenable One", "prompt": "c82-l1", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Enterprises needing the broadest attack surface coverage... named a Leader in the 2025 Gartner Magic Quadrant"}, {"id": "mai-20260917-0721-smoke|c82-l1|alibaba-small|Rapid7 InsightVM", "prompt": "c82-l1", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rapid7 is frequently cited as the \"Best Overall\" or \"Best for Most Teams\" in independent reviews"}, {"id": "mai-20260917-0721-smoke|c82-l1|alibaba-small|Qualys VMDR", "prompt": "c82-l1", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also recognized as a Leader in the 2025 Gartner Magic Quadrant, Qualys is fully cloud-delivered."}, {"id": "mai-20260917-0721-smoke|c82-l1|alibaba-small|Wiz", "prompt": "c82-l1", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Emerging Contender: Wiz ... often provides faster insights and remediation recommendations than traditional scanners"}, {"id": "mai-20260917-0721-smoke|c82-l1|anthropic-small|Tenable", "prompt": "c82-l1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tenable is the market reference point."}, {"id": "mai-20260917-0721-smoke|c82-l1|anthropic-small|Qualys VMDR", "prompt": "c82-l1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Qualys VMDR (Vulnerability Management, Detection, and Response) runs entirely as SaaS, with lightweight cloud agents and virtual scanner appliances."}, {"id": "mai-20260917-0721-smoke|c82-l1|anthropic-small|Rapid7 InsightVM", "prompt": "c82-l1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qualys VMDR and Rapid7 InsightVM deliver risk-based scanning, dashboards, and compliance reporting for large hybrid infrastructures."}, {"id": "mai-20260917-0721-smoke|c82-l1|anthropic-small|Microsoft", "prompt": "c82-l1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tenable, Qualys, Rapid7, Microsoft, CrowdStrike, and Tanium are stronger fits for broader enterprise vulnerability management"}, {"id": "mai-20260917-0721-smoke|c82-l1|anthropic-small|CrowdStrike", "prompt": "c82-l1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft, CrowdStrike, and Tanium are stronger fits for broader enterprise vulnerability management and exposure management programs."}, {"id": "mai-20260917-0721-smoke|c82-l1|anthropic-small|Tanium", "prompt": "c82-l1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Microsoft, CrowdStrike, and Tanium are stronger fits for broader enterprise vulnerability management and exposure management programs."}, {"id": "mai-20260917-0721-smoke|c82-l1|challenger-small|Tenable Vulnerability Management", "prompt": "c82-l1", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tenable Vulnerability Management** is the strongest default enterprise choice"}, {"id": "mai-20260917-0721-smoke|c82-l1|challenger-small|Rapid7 InsightVM", "prompt": "c82-l1", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the most credible alternative from the results you shared"}, {"id": "mai-20260917-0721-smoke|c82-l1|challenger-small|Wiz", "prompt": "c82-l1", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your environment is heavily cloud-first:** **Wiz**"}, {"id": "mai-20260917-0721-smoke|c82-l1|challenger-small|Qualys VMDR / Enterprise TruRisk Platform", "prompt": "c82-l1", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR / Enterprise TruRisk Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want broad enterprise coverage with strong compliance emphasis"}, {"id": "mai-20260917-0721-smoke|c82-l1|challenger-small|Greenbone/OpenVAS", "prompt": "c82-l1", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Greenbone/OpenVAS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you are very budget-constrained:** **Greenbone/OpenVAS** or similar lower-cost options"}, {"id": "mai-20260917-0721-smoke|c82-l1|deepseek-small|Tenable (Tenable One / Nessus)", "prompt": "c82-l1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable (Tenable One / Nessus)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tenable** (great all-around coverage and compliance reporting) and **Qualys VMDR** (strong compliance and cloud support) are the two most common \"safe\" choices"}, {"id": "mai-20260917-0721-smoke|c82-l1|deepseek-small|Qualys VMDR", "prompt": "c82-l1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "are the two most common \"safe\" choices"}, {"id": "mai-20260917-0721-smoke|c82-l1|deepseek-small|Rapid7 InsightVM", "prompt": "c82-l1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have limited headcount and need action-oriented prioritization, **Rapid7 InsightVM** shines."}, {"id": "mai-20260917-0721-smoke|c82-l1|deepseek-small|Wiz", "prompt": "c82-l1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're highly cloud-native, **Wiz** is arguably the frontrunner."}, {"id": "mai-20260917-0721-smoke|c82-l1|deepseek-small|Orca Security", "prompt": "c82-l1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leader for agentless cloud-native vulnerability management across multi-cloud setups."}, {"id": "mai-20260917-0721-smoke|c82-l1|deepseek-small|Nucleus", "prompt": "c82-l1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Nucleus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The leaders for teams that need to aggregate findings from multiple scanners"}, {"id": "mai-20260917-0721-smoke|c82-l1|deepseek-small|Brinqa", "prompt": "c82-l1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Brinqa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The leaders for teams that need to aggregate findings from multiple scanners"}, {"id": "mai-20260917-0721-smoke|c82-l1|deepseek-small|CrowdStrike", "prompt": "c82-l1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "their exposure management modules (Falcon Exposure Management...) may integrate more cleanly"}, {"id": "mai-20260917-0721-smoke|c82-l1|deepseek-small|Microsoft", "prompt": "c82-l1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Defender Vulnerability Management) may integrate more cleanly and reduce tool sprawl"}, {"id": "mai-20260917-0721-smoke|c82-l1|google-small|Tenable (Tenable One / Tenable.io)", "prompt": "c82-l1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable (Tenable One / Tenable.io)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the traditional giants remain the gold standard... Tenable is highly regarded for its comprehensive asset coverage."}, {"id": "mai-20260917-0721-smoke|c82-l1|google-small|Qualys (Enterprise TruRisk Platform / VMDR)", "prompt": "c82-l1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys (Enterprise TruRisk Platform / VMDR)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Qualys has shifted from a traditional scanner into a highly automated risk engine... strong built-in patch management capabilities"}, {"id": "mai-20260917-0721-smoke|c82-l1|google-small|Wiz", "prompt": "c82-l1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: High-growth B2B SaaS companies whose primary risk sits within their cloud application infrastructure."}, {"id": "mai-20260917-0721-smoke|c82-l1|google-small|Orca Security", "prompt": "c82-l1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wiz and Orca scan your entire cloud footprint agentlessly using read-only API access."}, {"id": "mai-20260917-0721-smoke|c82-l1|google-small|Snyk", "prompt": "c82-l1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "already own multiple scanners—for example, *Snyk* for software development"}, {"id": "mai-20260917-0721-smoke|c82-l1|google-small|CrowdStrike", "prompt": "c82-l1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "*CrowdStrike* for endpoints"}, {"id": "mai-20260917-0721-smoke|c82-l1|google-small|AWS Inspector", "prompt": "c82-l1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "AWS Inspector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "*AWS Inspector* for cloud"}, {"id": "mai-20260917-0721-smoke|c82-l1|google-small|Nucleus Security", "prompt": "c82-l1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Nucleus Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Highly mature B2B enterprises with diverse security stacks that need a single \"pane of glass\""}, {"id": "mai-20260917-0721-smoke|c82-l1|google-small|Brinqa", "prompt": "c82-l1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Brinqa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "These are \"Vulnerability Orchestration\" platforms rather than scanners."}, {"id": "mai-20260917-0721-smoke|c82-l1|google-small|CrowdStrike Falcon Exposure Management", "prompt": "c82-l1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for: B2B companies that prioritize rapid deployment and want to consolidate their endpoint security and VM tools"}, {"id": "mai-20260917-0721-smoke|c82-l1|google-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "They require zero additional agent deployments, can be turned on almost instantly"}, {"id": "mai-20260917-0721-smoke|c82-l1|meta-small|Tenable Vulnerability Management", "prompt": "c82-l1", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This platform is considered the best overall by some sources and has a score of 8.98/10."}, {"id": "mai-20260917-0721-smoke|c82-l1|meta-small|Rapid7 InsightVM", "prompt": "c82-l1", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "This platform is considered the best overall for most teams and provides a comprehensive vulnerability management solution."}, {"id": "mai-20260917-0721-smoke|c82-l1|meta-small|Binarly", "prompt": "c82-l1", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Binarly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This platform is specialized in managing vulnerabilities in firmware, binaries, and shipped products."}, {"id": "mai-20260917-0721-smoke|c82-l1|minimax-small|Tenable One / Tenable Vulnerability Management", "prompt": "c82-l1", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable One / Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a typical enterprise B2B company, **Tenable** or **Rapid7** are frequently top choices"}, {"id": "mai-20260917-0721-smoke|c82-l1|minimax-small|Rapid7 InsightVM", "prompt": "c82-l1", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a typical enterprise B2B company, **Tenable** or **Rapid7** are frequently top choices"}, {"id": "mai-20260917-0721-smoke|c82-l1|minimax-small|Qualys Enterprise TruRisk Platform", "prompt": "c82-l1", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys Enterprise TruRisk Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Established enterprise solution"}, {"id": "mai-20260917-0721-smoke|c82-l1|minimax-small|Wiz", "prompt": "c82-l1", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-native platform (increasingly popular)"}, {"id": "mai-20260917-0721-smoke|c82-l1|minimax-small|CrowdStrike Falcon Complete with Spotlight", "prompt": "c82-l1", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Complete with Spotlight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Endpoint-focused vulnerability management"}, {"id": "mai-20260917-0721-smoke|c82-l1|mistral-small|Tenable Vulnerability Management", "prompt": "c82-l1", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recognized as the best overall solution"}, {"id": "mai-20260917-0721-smoke|c82-l1|mistral-small|Rapid7 InsightVM", "prompt": "c82-l1", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tenable Vulnerability Management** and **Rapid7 InsightVM** are top choices"}, {"id": "mai-20260917-0721-smoke|c82-l1|mistral-small|Qualys VMDR", "prompt": "c82-l1", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best suited for cloud-based enterprises due to its robust cloud-native capabilities."}, {"id": "mai-20260917-0721-smoke|c82-l1|mistral-small|Ivanti Neurons for Vulnerability Management", "prompt": "c82-l1", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Ivanti Neurons for Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for security teams requiring traceable scan evidence and advanced patch prioritization"}, {"id": "mai-20260917-0721-smoke|c82-l1|mistral-small|CrowdStrike Exposure Management", "prompt": "c82-l1", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "CrowdStrike Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "is a strong contender"}, {"id": "mai-20260917-0721-smoke|c82-l1|moonshot-small|Tenable (Tenable One / Tenable.io)", "prompt": "c82-l1", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable (Tenable One / Tenable.io)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tenable (Tenable One / Tenable.io)** — Best Overall"}, {"id": "mai-20260917-0721-smoke|c82-l1|moonshot-small|Qualys VMDR (Vulnerability Management, Detection & Response)", "prompt": "c82-l1", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR (Vulnerability Management, Detection & Response)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Compliance-Heavy Enterprises"}, {"id": "mai-20260917-0721-smoke|c82-l1|moonshot-small|Rapid7 InsightVM", "prompt": "c82-l1", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value for Mid-Market"}, {"id": "mai-20260917-0721-smoke|c82-l1|moonshot-small|CrowdStrike Falcon Exposure Management", "prompt": "c82-l1", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Endpoint-Centric Organizations"}, {"id": "mai-20260917-0721-smoke|c82-l1|openai-small|Tenable Vulnerability Management", "prompt": "c82-l1", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most large enterprises: Tenable"}, {"id": "mai-20260917-0721-smoke|c82-l1|openai-small|Qualys VMDR", "prompt": "c82-l1", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for integrated risk/compliance workflows: Qualys"}, {"id": "mai-20260917-0721-smoke|c82-l1|openai-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l1", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you’re a Microsoft-first shop: Microsoft Defender VM"}, {"id": "mai-20260917-0721-smoke|c82-l1|xai-small|Tenable Vulnerability Management (Tenable One)", "prompt": "c82-l1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable Vulnerability Management (Tenable One)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why Tenable often edges out as a top pick for enterprises: It consistently leads in market share (IDC), vision/execution (Gartner), and broad reviews."}, {"id": "mai-20260917-0721-smoke|c82-l1|xai-small|Qualys VMDR", "prompt": "c82-l1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compliance-heavy B2B firms; integrated patching."}, {"id": "mai-20260917-0721-smoke|c82-l1|xai-small|Rapid7 InsightVM", "prompt": "c82-l1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Remediation-focused teams; DevOps-heavy B2B."}, {"id": "mai-20260917-0721-smoke|c82-l1|xai-small|CrowdStrike Falcon Exposure", "prompt": "c82-l1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Exposure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Others to consider: CrowdStrike Falcon Exposure (if you use their EDR)"}, {"id": "mai-20260917-0721-smoke|c82-l1|xai-small|Microsoft Defender VM", "prompt": "c82-l1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Microsoft Defender VM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft Defender VM (Azure/Windows shops)"}, {"id": "mai-20260917-0721-smoke|c82-l1|xai-small|Wiz", "prompt": "c82-l1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Wiz/Orca (pure cloud)"}, {"id": "mai-20260917-0721-smoke|c82-l1|xai-small|Orca", "prompt": "c82-l1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Wiz/Orca (pure cloud)"}, {"id": "mai-20260917-0721-smoke|c82-l1|zai-small|Tenable One (formerly Tenable.io)", "prompt": "c82-l1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable One (formerly Tenable.io)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tenable One (formerly Tenable.io)** is the best overall vulnerability\\u2011management platform"}, {"id": "mai-20260917-0721-smoke|c82-l1|zai-small|Qualys VMDR", "prompt": "c82-l1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Compliance\\u2011heavy, patch\\u2011management\\u2011first teams** might lean toward **Qualys VMDR**"}, {"id": "mai-20260917-0721-smoke|c82-l1|zai-small|Rapid7 InsightVM", "prompt": "c82-l1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mid\\u2011market to mid\\u2011enterprise; teams wanting exploit\\u2011backed prioritization; strong UX"}, {"id": "mai-20260917-0721-smoke|c82-l1|zai-small|Wiz", "prompt": "c82-l1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "may prefer **Wiz** for its attack\\u2011path\\u2011based prioritization and tight cloud integrations"}, {"id": "mai-20260917-0721-smoke|c82-l1|zai-small|Microsoft Defender Vulnerability Management (MDVM)", "prompt": "c82-l1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Microsoft Defender Vulnerability Management (MDVM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "may find **Microsoft Defender Vulnerability Management** sufficient"}, {"id": "mai-20260917-0721-smoke|c82-l1|zai-small|Ivanti Neurons for Vulnerability Management", "prompt": "c82-l1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Ivanti Neurons for Vulnerability Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong patch\\u2011management workflow; traceable evidence; works well with Ivanti UEM & CSPM."}, {"id": "mai-20260917-0721-smoke|c82-l1|zai-small|ServiceNow Vulnerability Response", "prompt": "c82-l1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "ServiceNow Vulnerability Response", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Organizations already heavily invested in ServiceNow; need ticket\\u2011to\\u2011remediation integration"}, {"id": "mai-20260917-0721-smoke|c82-l1|zai-small|CrowdStrike Falcon Spotlight", "prompt": "c82-l1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Spotlight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Combines EDR + vulnerability scanning; good if you already use CrowdStrike."}, {"id": "mai-20260917-0721-smoke|c82-l1|zai-small|Arctic Wolf", "prompt": "c82-l1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Fully managed VM program; ideal if you lack in\\u2011house security ops."}, {"id": "mai-20260917-0721-smoke|c82-l2|alibaba-small|Nmap", "prompt": "c82-l2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Nmap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like Nmap or open-source scanners are insufficient because they lack the centralized management, compliance reporting, and remediation workflows needed at this scale."}, {"id": "mai-20260917-0721-smoke|c82-l2|alibaba-small|Tenable.io", "prompt": "c82-l2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "### 1. Tenable.io ... Tenable is widely considered the gold standard in vulnerability management."}, {"id": "mai-20260917-0721-smoke|c82-l2|alibaba-small|Qualys VMDR", "prompt": "c82-l2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 2. Qualys VMDR ... Best For: Large companies heavily invested in Cloud environments"}, {"id": "mai-20260917-0721-smoke|c82-l2|alibaba-small|Rapid7 InsightVM", "prompt": "c82-l2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 3. Rapid7 InsightVM ... Best For: Teams that prioritize remediation workflows"}, {"id": "mai-20260917-0721-smoke|c82-l2|alibaba-small|Snyk", "prompt": "c82-l2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If your primary concern is strictly application/code security ... you should also look at Snyk."}, {"id": "mai-20260917-0721-smoke|c82-l2|anthropic-small|Nessus/Tenable", "prompt": "c82-l2", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Nessus/Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Nessus/Tenable** - comprehensive vulnerability management"}, {"id": "mai-20260917-0721-smoke|c82-l2|anthropic-small|Qualys", "prompt": "c82-l2", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Qualys** - cloud-based vulnerability and compliance management"}, {"id": "mai-20260917-0721-smoke|c82-l2|anthropic-small|Rapid7 Nexpose/InsightVM", "prompt": "c82-l2", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 Nexpose/InsightVM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "strong for both scanning and threat intelligence"}, {"id": "mai-20260917-0721-smoke|c82-l2|anthropic-small|Acunetix", "prompt": "c82-l2", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Acunetix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "particularly strong for web application scanning"}, {"id": "mai-20260917-0721-smoke|c82-l2|anthropic-small|Checkmarx", "prompt": "c82-l2", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Checkmarx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strong for application security within the development pipeline"}, {"id": "mai-20260917-0721-smoke|c82-l2|challenger-small|Tenable Vulnerability Management", "prompt": "c82-l2", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Tenable Vulnerability Management** as the default choice"}, {"id": "mai-20260917-0721-smoke|c82-l2|challenger-small|Qualys VMDR", "prompt": "c82-l2", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Qualys VMDR** as the strongest alternative"}, {"id": "mai-20260917-0721-smoke|c82-l2|challenger-small|Rapid7 InsightVM", "prompt": "c82-l2", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when you want **remediation workflows** and ticketing/integration-heavy operations"}, {"id": "mai-20260917-0721-smoke|c82-l2|challenger-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l2", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your company is heavily standardized on **Microsoft 365 / Defender / Intune**"}, {"id": "mai-20260917-0721-smoke|c82-l2|challenger-small|Wiz", "prompt": "c82-l2", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if the main risk is **cloud-native** and container-heavy"}, {"id": "mai-20260917-0721-smoke|c82-l2|challenger-small|Orca Security", "prompt": "c82-l2", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "better if the main risk is **cloud-native** and container-heavy"}, {"id": "mai-20260917-0721-smoke|c82-l2|deepseek-small|Tenable (Tenable One / Vulnerability Management)", "prompt": "c82-l2", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable (Tenable One / Vulnerability Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall pick: Tenable Vulnerability Management (Tenable One)"}, {"id": "mai-20260917-0721-smoke|c82-l2|deepseek-small|Qualys VMDR", "prompt": "c82-l2", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternative: Qualys VMDR (Vulnerability Management, Detection & Response)"}, {"id": "mai-20260917-0721-smoke|c82-l2|deepseek-small|Rapid7 InsightVM", "prompt": "c82-l2", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider Rapid7 InsightVM if: You're on the lower end of enterprise (mid-to-large) and want clearer, lower pricing"}, {"id": "mai-20260917-0721-smoke|c82-l2|google-small|Qualys Enterprise TruRisk Platform", "prompt": "c82-l2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys Enterprise TruRisk Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Qualys** if you want the strongest unified agent and built-in patching capabilities."}, {"id": "mai-20260917-0721-smoke|c82-l2|google-small|Tenable.one (Exposure Management Platform)", "prompt": "c82-l2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable.one (Exposure Management Platform)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Tenable** if you want the most accurate threat exposure mapping across a diverse, hybrid network."}, {"id": "mai-20260917-0721-smoke|c82-l2|google-small|Rapid7 (InsightVM / Insight Platform)", "prompt": "c82-l2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 (InsightVM / Insight Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Security Operations (SecOps) teams and automated orchestration."}, {"id": "mai-20260917-0721-smoke|c82-l2|google-small|CrowdStrike Falcon Exposure Management", "prompt": "c82-l2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Falcon Exposure Management is a natural choice. It is **scan-less**"}, {"id": "mai-20260917-0721-smoke|c82-l2|google-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for enterprise environments heavily built on the Microsoft 365 and Azure ecosystems."}, {"id": "mai-20260917-0721-smoke|c82-l2|google-small|Wiz", "prompt": "c82-l2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Wiz** or **Orca Security**: These are **Cloud-Native Application Protection Platforms (CNAPP)**"}, {"id": "mai-20260917-0721-smoke|c82-l2|google-small|Orca Security", "prompt": "c82-l2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Wiz** or **Orca Security**: These are **Cloud-Native Application Protection Platforms (CNAPP)**"}, {"id": "mai-20260917-0721-smoke|c82-l2|google-small|Nessus", "prompt": "c82-l2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Nessus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Built on the foundation of Nessus (the world's most widely used vulnerability scanner)"}, {"id": "mai-20260917-0721-smoke|c82-l2|meta-small|Intruder", "prompt": "c82-l2", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intruder - a vulnerability management solution that provides real-time view of attack surfaces through continuous network monitoring"}, {"id": "mai-20260917-0721-smoke|c82-l2|minimax-small|Qualys Vulnerability Management (VM)", "prompt": "c82-l2", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys Vulnerability Management (VM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qualys Vulnerability Management** is my top recommendation because of its cloud-scale, continuous monitoring"}, {"id": "mai-20260917-0721-smoke|c82-l2|minimax-small|Tenable.io", "prompt": "c82-l2", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Close alternatives** \\u2192 Tenable.io (if you prefer Tenable\\u2019s risk\\u2011based scoring)"}, {"id": "mai-20260917-0721-smoke|c82-l2|minimax-small|Rapid7 InsightVM", "prompt": "c82-l2", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rapid7 InsightVM (if you want tight SOAR automation)"}, {"id": "mai-20260917-0721-smoke|c82-l2|minimax-small|Tenable Nessus (on-prem)", "prompt": "c82-l2", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Nessus (on-prem)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tenable Nessus Manager** (on\\u2011prem) \\u2013 still enterprise\\u2011scale but more operational overhead."}, {"id": "mai-20260917-0721-smoke|c82-l2|minimax-small|OpenVAS (open-source)", "prompt": "c82-l2", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "OpenVAS (open-source)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not recommended as primary platform for a large B2B (lack of support, limited compliance templates, manual reporting)"}, {"id": "mai-20260917-0721-smoke|c82-l2|mistral-small|Tenable Vulnerability Management", "prompt": "c82-l2", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Tenable Vulnerability Management** (part of the Tenable One Exposure Management Platform)"}, {"id": "mai-20260917-0721-smoke|c82-l2|mistral-small|Qualys VMDR", "prompt": "c82-l2", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **Qualys VMDR** and **Rapid7 InsightVM**"}, {"id": "mai-20260917-0721-smoke|c82-l2|mistral-small|Rapid7 InsightVM", "prompt": "c82-l2", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other strong contenders include **Qualys VMDR** and **Rapid7 InsightVM**"}, {"id": "mai-20260917-0721-smoke|c82-l2|moonshot-small|Tenable Vulnerability Management", "prompt": "c82-l2", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Tenable Vulnerability Management** (or Tenable One)"}, {"id": "mai-20260917-0721-smoke|c82-l2|moonshot-small|Qualys VMDR", "prompt": "c82-l2", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Qualys** if you specifically need integrated patch management or are heavily cloud-focused."}, {"id": "mai-20260917-0721-smoke|c82-l2|moonshot-small|Rapid7 InsightVM", "prompt": "c82-l2", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Rapid7** if user experience and rapid time-to-value are top priorities."}, {"id": "mai-20260917-0721-smoke|c82-l2|openai-small|Tenable One / Tenable Vulnerability Management", "prompt": "c82-l2", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable One / Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Tenable One / Tenable Vulnerability Management** as the default choice"}, {"id": "mai-20260917-0721-smoke|c82-l2|openai-small|Qualys", "prompt": "c82-l2", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want platform consolidation and cloud-native simplicity:** **Qualys VMDR**"}, {"id": "mai-20260917-0721-smoke|c82-l2|openai-small|Rapid7 InsightVM", "prompt": "c82-l2", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It's a solid choice if you want a more **security-operations-friendly** workflow"}, {"id": "mai-20260917-0721-smoke|c82-l2|xai-small|Tenable Vulnerability Management", "prompt": "c82-l2", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Tenable Vulnerability Management (part of the Tenable One platform) as the top choice."}, {"id": "mai-20260917-0721-smoke|c82-l2|xai-small|Qualys VMDR", "prompt": "c82-l2", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qualys VMDR**: Best for compliance-heavy or patch-focused teams."}, {"id": "mai-20260917-0721-smoke|c82-l2|xai-small|Rapid7 InsightVM", "prompt": "c82-l2", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for action-oriented remediation and DevOps integrations (e.g., Jira)... but trails in OT/cloud breadth."}, {"id": "mai-20260917-0721-smoke|c82-l2|xai-small|CrowdStrike", "prompt": "c82-l2", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Factors like your SOC maturity or Microsoft ecosystem could sway toward CrowdStrike or Defender"}, {"id": "mai-20260917-0721-smoke|c82-l2|xai-small|Defender", "prompt": "c82-l2", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "could sway toward CrowdStrike or Defender, but Tenable leads for pure vuln management"}, {"id": "mai-20260917-0721-smoke|c82-l2|zai-small|Tenable One / Tenable Vulnerability Management", "prompt": "c82-l2", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable One / Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start by evaluating **Qualys VMDR** and **Tenable One** side by side... Tenable One is the most comprehensive option."}, {"id": "mai-20260917-0721-smoke|c82-l2|zai-small|Qualys VMDR", "prompt": "c82-l2", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys VMDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Qualys VMDR is an excellent choice"}, {"id": "mai-20260917-0721-smoke|c82-l2|zai-small|Rapid7 InsightVM", "prompt": "c82-l2", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rapid7 InsightVM is a strong alternative if you prioritize transparent pricing"}, {"id": "mai-20260917-0721-smoke|c82-l3|alibaba-small|Tenable", "prompt": "c82-l3", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tenable is widely considered the \"gold standard\" for broad enterprise vulnerability management."}, {"id": "mai-20260917-0721-smoke|c82-l3|alibaba-small|Qualys", "prompt": "c82-l3", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Qualys is a cloud-native platform known for its continuous monitoring capabilities and strong compliance focus."}, {"id": "mai-20260917-0721-smoke|c82-l3|alibaba-small|Rapid7", "prompt": "c82-l3", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rapid7 focuses heavily on actionable intelligence and risk-based prioritization."}, {"id": "mai-20260917-0721-smoke|c82-l3|alibaba-small|Wiz", "prompt": "c82-l3", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wiz is a cloud-native security platform designed for modern, multi-cloud environments."}, {"id": "mai-20260917-0721-smoke|c82-l3|alibaba-small|Orca Security", "prompt": "c82-l3", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Orca is an agentless cloud security platform that provides full-fidelity visibility into cloud assets."}, {"id": "mai-20260917-0721-smoke|c82-l3|anthropic-small|Tenable Vulnerability Management", "prompt": "c82-l3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For teams that need the deepest CVE coverage and the most mature compliance reporting in the market, Tenable remains a stable choice."}, {"id": "mai-20260917-0721-smoke|c82-l3|anthropic-small|Qualys VMDR", "prompt": "c82-l3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "combines traditional vulnerability management with advanced threat detection and automated response capabilities"}, {"id": "mai-20260917-0721-smoke|c82-l3|anthropic-small|Rapid7 InsightVM", "prompt": "c82-l3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "useful for teams that want dashboards, remediation projects, cloud and attack surface context"}, {"id": "mai-20260917-0721-smoke|c82-l3|anthropic-small|Tanium", "prompt": "c82-l3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tanium is best for large enterprises that need real-time endpoint visibility and fast remediation at scale."}, {"id": "mai-20260917-0721-smoke|c82-l3|anthropic-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Defender Vulnerability Management works better as one piece of a broader stack than as the primary platform"}, {"id": "mai-20260917-0721-smoke|c82-l3|anthropic-small|CrowdStrike", "prompt": "c82-l3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tenable, Qualys, Rapid7, Microsoft, CrowdStrike, and Tanium are stronger fits for broader enterprise vulnerability management"}, {"id": "mai-20260917-0721-smoke|c82-l3|challenger-small|Tenable One / Tenable Vulnerability Management", "prompt": "c82-l3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable One / Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the sources most consistently point to **Tenable, Qualys, and Rapid7** as the pure-play leaders"}, {"id": "mai-20260917-0721-smoke|c82-l3|challenger-small|Qualys VMDR", "prompt": "c82-l3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys VMDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the sources most consistently point to **Tenable, Qualys, and Rapid7** as the pure-play leaders"}, {"id": "mai-20260917-0721-smoke|c82-l3|challenger-small|Rapid7 InsightVM", "prompt": "c82-l3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the sources most consistently point to **Tenable, Qualys, and Rapid7** as the pure-play leaders"}, {"id": "mai-20260917-0721-smoke|c82-l3|challenger-small|Wiz", "prompt": "c82-l3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **Wiz** added when cloud-native coverage is a priority"}, {"id": "mai-20260917-0721-smoke|c82-l3|challenger-small|CrowdStrike Falcon Exposure Management/Falcon Spotlight", "prompt": "c82-l3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Exposure Management/Falcon Spotlight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Premium pricing and best value often depends on existing Falcon adoption"}, {"id": "mai-20260917-0721-smoke|c82-l3|challenger-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best fit for Microsoft-heavy estates; less universal than platform-neutral tools"}, {"id": "mai-20260917-0721-smoke|c82-l3|challenger-small|Orca Security", "prompt": "c82-l3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Agentless** cloud-native VM with strong cloud focus"}, {"id": "mai-20260917-0721-smoke|c82-l3|deepseek-small|Tenable", "prompt": "c82-l3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tenable is the broadest, most mature enterprise VM option, built on the industry-standard Nessus scanning engine."}, {"id": "mai-20260917-0721-smoke|c82-l3|deepseek-small|Qualys VMDR", "prompt": "c82-l3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys VMDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Qualys VMDR if you're cloud-first and want vulnerability management and patch management in one platform with a light agent."}, {"id": "mai-20260917-0721-smoke|c82-l3|deepseek-small|Rapid7 InsightVM", "prompt": "c82-l3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Rapid7 InsightVM if remediation work is your bottleneck and you value transparent, actionable prioritization"}, {"id": "mai-20260917-0721-smoke|c82-l3|deepseek-small|Wiz", "prompt": "c82-l3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong complement to Tenable/Qualys for cloud workloads."}, {"id": "mai-20260917-0721-smoke|c82-l3|deepseek-small|CrowdStrike Falcon Exposure Management", "prompt": "c82-l3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pair with Wiz or CrowdStrike if you're heavily cloud-native and want attack-path/exposure correlation"}, {"id": "mai-20260917-0721-smoke|c82-l3|deepseek-small|SentinelOne", "prompt": "c82-l3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SentinelOne and Microsoft Defender offer similar \"VM as part of the broader security platform\" approaches"}, {"id": "mai-20260917-0721-smoke|c82-l3|deepseek-small|Microsoft Defender", "prompt": "c82-l3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SentinelOne and Microsoft Defender offer similar \"VM as part of the broader security platform\" approaches"}, {"id": "mai-20260917-0721-smoke|c82-l3|google-small|Tenable (Tenable One / Tenable Vulnerability Management)", "prompt": "c82-l3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable (Tenable One / Tenable Vulnerability Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tenable is widely considered the gold standard for deep vulnerability detection"}, {"id": "mai-20260917-0721-smoke|c82-l3|google-small|Qualys (Qualys VMDR / Enterprise TruRisk)", "prompt": "c82-l3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys (Qualys VMDR / Enterprise TruRisk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Its defining differentiator is **built-in native patch management**."}, {"id": "mai-20260917-0721-smoke|c82-l3|google-small|Rapid7 (InsightVM / Exposure Command)", "prompt": "c82-l3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 (InsightVM / Exposure Command)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly user-friendly, interactive, and remediation-focused."}, {"id": "mai-20260917-0721-smoke|c82-l3|google-small|CrowdStrike (Falcon Exposure Management / Falcon Spotlight)", "prompt": "c82-l3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike (Falcon Exposure Management / Falcon Spotlight)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For:** Distributed or remote-first workforces ... already using CrowdStrike."}, {"id": "mai-20260917-0721-smoke|c82-l3|google-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For:** Pure-play Microsoft/Azure environments."}, {"id": "mai-20260917-0721-smoke|c82-l3|google-small|Wiz", "prompt": "c82-l3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Built from the ground up for AWS, Azure, GCP, and Kubernetes."}, {"id": "mai-20260917-0721-smoke|c82-l3|google-small|Orca Security", "prompt": "c82-l3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "completely agentless** API connectors and side-scanning technology"}, {"id": "mai-20260917-0721-smoke|c82-l3|google-small|Nucleus Security", "prompt": "c82-l3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Nucleus Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These are not vulnerability *scanners*, but rather **Application Security Posture Management (ASPM)** and orchestration platforms."}, {"id": "mai-20260917-0721-smoke|c82-l3|google-small|DefectDojo", "prompt": "c82-l3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "DefectDojo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ingest raw vulnerability data from 500+ different security tools"}, {"id": "mai-20260917-0721-smoke|c82-l3|google-small|Brinqa", "prompt": "c82-l3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Brinqa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "orchestration platforms. They ingest raw vulnerability data from 500+ different security tools"}, {"id": "mai-20260917-0721-smoke|c82-l3|google-small|Snyk", "prompt": "c82-l3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "e.g., Tenable for on-prem, Wiz for cloud, Snyk for AppSec"}, {"id": "mai-20260917-0721-smoke|c82-l3|meta-small|Tenable", "prompt": "c82-l3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade vulnerability management platforms include Tenable, Qualys, Rapid7, Wiz"}, {"id": "mai-20260917-0721-smoke|c82-l3|meta-small|Qualys", "prompt": "c82-l3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Tenable, Qualys, Rapid7, Wiz"}, {"id": "mai-20260917-0721-smoke|c82-l3|meta-small|Rapid7", "prompt": "c82-l3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Tenable, Qualys, Rapid7, Wiz"}, {"id": "mai-20260917-0721-smoke|c82-l3|meta-small|Wiz", "prompt": "c82-l3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Tenable, Qualys, Rapid7, Wiz"}, {"id": "mai-20260917-0721-smoke|c82-l3|meta-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft Defender Vulnerability Management, CrowdStrike Falcon Spotlight"}, {"id": "mai-20260917-0721-smoke|c82-l3|meta-small|CrowdStrike Falcon Spotlight", "prompt": "c82-l3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Spotlight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CrowdStrike Falcon Spotlight, Nucleus, Vulcan Cyber, Snyk, and OpenVAS"}, {"id": "mai-20260917-0721-smoke|c82-l3|meta-small|Nucleus", "prompt": "c82-l3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Nucleus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Nucleus, Vulcan Cyber, Snyk, and OpenVAS"}, {"id": "mai-20260917-0721-smoke|c82-l3|meta-small|Vulcan Cyber", "prompt": "c82-l3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Vulcan Cyber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Nucleus, Vulcan Cyber, Snyk, and OpenVAS"}, {"id": "mai-20260917-0721-smoke|c82-l3|meta-small|Snyk", "prompt": "c82-l3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Vulcan Cyber, Snyk, and OpenVAS"}, {"id": "mai-20260917-0721-smoke|c82-l3|meta-small|OpenVAS", "prompt": "c82-l3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "OpenVAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Snyk, and OpenVAS"}, {"id": "mai-20260917-0721-smoke|c82-l3|minimax-small|Tenable (Tenable One / Nessus)", "prompt": "c82-l3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable (Tenable One / Nessus)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strengths**: Broadest enterprise coverage, extensive vulnerability database (433,000+ plugins)... **For comprehensive coverage**: Tenable One"}, {"id": "mai-20260917-0721-smoke|c82-l3|minimax-small|Qualys VMDR", "prompt": "c82-l3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For compliance-heavy organizations**: Qualys VMDR"}, {"id": "mai-20260917-0721-smoke|c82-l3|minimax-small|Rapid7 InsightVM", "prompt": "c82-l3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For remediation-focused teams**: Rapid7 InsightVM"}, {"id": "mai-20260917-0721-smoke|c82-l3|minimax-small|CrowdStrike Exposure Management", "prompt": "c82-l3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Enterprises already using CrowdStrike ecosystem"}, {"id": "mai-20260917-0721-smoke|c82-l3|minimax-small|Ivanti VMaaS (Virtual Manager as a Service)", "prompt": "c82-l3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Ivanti VMaaS (Virtual Manager as a Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For managed services**: Ivanti VMaaS"}, {"id": "mai-20260917-0721-smoke|c82-l3|minimax-small|Orca Security", "prompt": "c82-l3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For cloud-native enterprises**: Orca Security or Wiz"}, {"id": "mai-20260917-0721-smoke|c82-l3|minimax-small|Wiz", "prompt": "c82-l3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Wiz**: Cloud posture and vulnerability management"}, {"id": "mai-20260917-0721-smoke|c82-l3|mistral-small|Tenable Vulnerability Management", "prompt": "c82-l3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Largest plugin library, strong OT/ICS support, continuous scanning... Tenable is often chosen for hybrid environments"}, {"id": "mai-20260917-0721-smoke|c82-l3|mistral-small|Qualys VMDR", "prompt": "c82-l3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unified experience with native patch management, light resource usage, and strong compliance features."}, {"id": "mai-20260917-0721-smoke|c82-l3|mistral-small|Rapid7 InsightVM", "prompt": "c82-l3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focuses on measurable remediation progress with repeatable evidence."}, {"id": "mai-20260917-0721-smoke|c82-l3|mistral-small|Ivanti Neurons for Vulnerability Management (RBVM)", "prompt": "c82-l3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Ivanti Neurons for Vulnerability Management (RBVM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Risk-based vulnerability management with proprietary Vulnerability Risk Rating (VRR) scoring"}, {"id": "mai-20260917-0721-smoke|c82-l3|moonshot-small|Tenable (Tenable One / Tenable.io / Nessus)", "prompt": "c82-l3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable (Tenable One / Tenable.io / Nessus)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Broad hybrid enterprise coverage, OT/ICS environments, and compliance-heavy organizations"}, {"id": "mai-20260917-0721-smoke|c82-l3|moonshot-small|Qualys VMDR", "prompt": "c82-l3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Qualys if: You want integrated patch management, prioritize compliance reporting"}, {"id": "mai-20260917-0721-smoke|c82-l3|moonshot-small|Rapid7 InsightVM", "prompt": "c82-l3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Rapid7 if: Your focus is on measurable remediation workflows, DevOps integration"}, {"id": "mai-20260917-0721-smoke|c82-l3|moonshot-small|CrowdStrike Falcon Exposure Management", "prompt": "c82-l3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most valuable if you're already a Falcon customer. Less compelling as a standalone VM purchase."}, {"id": "mai-20260917-0721-smoke|c82-l3|moonshot-small|Wiz", "prompt": "c82-l3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Wiz or Orca if: You're cloud-first or cloud-native, want agentless deployment"}, {"id": "mai-20260917-0721-smoke|c82-l3|moonshot-small|Orca Security", "prompt": "c82-l3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Agentless cloud-native vulnerability management across hosts, containers, serverless, and AI workloads"}, {"id": "mai-20260917-0721-smoke|c82-l3|moonshot-small|Ivanti Neurons for Vulnerability Management", "prompt": "c82-l3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Ivanti Neurons for Vulnerability Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Less recognized as a standalone security tool compared to Tenable/Qualys/Rapid7."}, {"id": "mai-20260917-0721-smoke|c82-l3|openai-small|Tenable One / Tenable Vulnerability Management", "prompt": "c82-l3", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable One / Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need the strongest traditional scanner and broad coverage? → Tenable or Qualys"}, {"id": "mai-20260917-0721-smoke|c82-l3|openai-small|Qualys VMDR", "prompt": "c82-l3", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys VMDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Need the strongest traditional scanner and broad coverage? → Tenable or Qualys"}, {"id": "mai-20260917-0721-smoke|c82-l3|openai-small|Rapid7 InsightVM", "prompt": "c82-l3", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong risk scoring and remediation guidance"}, {"id": "mai-20260917-0721-smoke|c82-l3|openai-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l3", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft shop: start with Defender Vulnerability Management"}, {"id": "mai-20260917-0721-smoke|c82-l3|openai-small|CrowdStrike Falcon Exposure Management / Spotlight", "prompt": "c82-l3", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Exposure Management / Spotlight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CrowdStrike shop: evaluate Falcon Exposure Management"}, {"id": "mai-20260917-0721-smoke|c82-l3|openai-small|Cisco Vulnerability Management", "prompt": "c82-l3", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Cisco Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Risk-prioritization / multi-source normalization focus: look closely at Cisco Vulnerability Management"}, {"id": "mai-20260917-0721-smoke|c82-l3|xai-small|Tenable Vulnerability Management (part of Tenable One)", "prompt": "c82-l3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable Vulnerability Management (part of Tenable One)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked #1 overall (e.g., highest in Gartner EAP for execution and vision; top in Forrester VRM; IDC market share leader)"}, {"id": "mai-20260917-0721-smoke|c82-l3|xai-small|Qualys VMDR", "prompt": "c82-l3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader in Gartner EAP; strong in cloud/compliance (e.g., #2 in many scoring matrices)"}, {"id": "mai-20260917-0721-smoke|c82-l3|xai-small|Rapid7 InsightVM", "prompt": "c82-l3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader in Gartner EAP; excels in remediation workflows (top for mid-enterprise)"}, {"id": "mai-20260917-0721-smoke|c82-l3|xai-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Integrated for Microsoft ecosystems; high scores for E5/Defender users"}, {"id": "mai-20260917-0721-smoke|c82-l3|xai-small|CrowdStrike Falcon Exposure Management", "prompt": "c82-l3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for endpoint-heavy/CrowdStrike users; strong in unified SecOps"}, {"id": "mai-20260917-0721-smoke|c82-l3|xai-small|Wiz", "prompt": "c82-l3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "appear in top lists for cloud-native or patch-focused needs but are more niche for pure enterprise VM"}, {"id": "mai-20260917-0721-smoke|c82-l3|xai-small|Ivanti", "prompt": "c82-l3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "appear in top lists for cloud-native or patch-focused needs but are more niche for pure enterprise VM"}, {"id": "mai-20260917-0721-smoke|c82-l3|xai-small|Orca Security", "prompt": "c82-l3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "appear in top lists for cloud-native or patch-focused needs but are more niche for pure enterprise VM"}, {"id": "mai-20260917-0721-smoke|c82-l3|xai-small|Tanium", "prompt": "c82-l3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "appear in top lists for cloud-native or patch-focused needs but are more niche for pure enterprise VM"}, {"id": "mai-20260917-0721-smoke|c82-l3|zai-small|Tenable", "prompt": "c82-l3", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tenable is widely considered the market leader in vulnerability management, often holding the top spot in market share"}, {"id": "mai-20260917-0721-smoke|c82-l3|zai-small|Qualys", "prompt": "c82-l3", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Qualys positions itself as a unified cloud platform for \"Vulnerability Management, Detection, and Response\" (VMDR). It is a leader in cloud-native security."}, {"id": "mai-20260917-0721-smoke|c82-l3|zai-small|Rapid7", "prompt": "c82-l3", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Rapid7 if: You want a \"bigger picture\" view of your exposure"}, {"id": "mai-20260917-0721-smoke|c82-l3|zai-small|Ivanti", "prompt": "c82-l3", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ivanti is a dominant player in the \"remediate\" side, particularly for on-premises environments."}, {"id": "mai-20260917-0721-smoke|c82-l4|alibaba-small|Qualys", "prompt": "c82-l4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the standard \"pay-per-scanned-asset\" model (used by leaders like Qualys and Tenable) creates significant budget volatility"}, {"id": "mai-20260917-0721-smoke|c82-l4|alibaba-small|Tenable", "prompt": "c82-l4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "⭐⭐ (Poor - Spikes with Cloud Growth) ... Only pay a dedicated premium (Qualys/Tenable) if your legal/compliance team strictly mandates a third-party scanner"}, {"id": "mai-20260917-0721-smoke|c82-l4|alibaba-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Microsoft Defender Vulnerability Management (Best Overall for Predictability)"}, {"id": "mai-20260917-0721-smoke|c82-l4|alibaba-small|CrowdStrike Falcon Spotlight", "prompt": "c82-l4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "CrowdStrike Falcon Spotlight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CrowdStrike Falcon Spotlight (Best for Security-First Companies)"}, {"id": "mai-20260917-0721-smoke|c82-l4|alibaba-small|Rapid7", "prompt": "c82-l4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Managing \"Big Name\" Standalone Tools (Qualys / Tenable / Rapid7)"}, {"id": "mai-20260917-0721-smoke|c82-l4|anthropic-small|Qualys VMDR", "prompt": "c82-l4", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys VMDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The pricing model is per-asset subscription, starting at $199–$250 per asset per year, which provides clear cost predictability when you know your asset count."}, {"id": "mai-20260917-0721-smoke|c82-l4|anthropic-small|Tenable One", "prompt": "c82-l4", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong choice for large, regulated enterprises. Tenable also uses per-asset subscription pricing."}, {"id": "mai-20260917-0721-smoke|c82-l4|anthropic-small|Tanium", "prompt": "c82-l4", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "particularly suitable for large enterprises, regulated organizations, and security/IT operations teams managing thousands of endpoints"}, {"id": "mai-20260917-0721-smoke|c82-l4|challenger-small|Tenable", "prompt": "c82-l4", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best single recommendation:** **Tenable** if you want the most defensible mix of enterprise capability and cost predictability"}, {"id": "mai-20260917-0721-smoke|c82-l4|challenger-small|Qualys", "prompt": "c82-l4", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also strong for massive environments and cloud-first scaling, but the sources here emphasize enterprise fit more than pricing predictability"}, {"id": "mai-20260917-0721-smoke|c82-l4|challenger-small|Riskonnect", "prompt": "c82-l4", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Riskonnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "described as **$100K–$500K+ licensing** and potentially long implementations, which usually means less predictable total cost"}, {"id": "mai-20260917-0721-smoke|c82-l4|challenger-small|MetricStream", "prompt": "c82-l4", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "described as **$100K–$500K+ licensing** and potentially long implementations, which usually means less predictable total cost"}, {"id": "mai-20260917-0721-smoke|c82-l4|challenger-small|CrowdStrike", "prompt": "c82-l4", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strong enterprise options, but the results frame them more as premium, bundled, or quote-driven platforms rather than the clearest choice for predictable cost control"}, {"id": "mai-20260917-0721-smoke|c82-l4|challenger-small|Wiz", "prompt": "c82-l4", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more as premium, bundled, or quote-driven platforms rather than the clearest choice for predictable cost control"}, {"id": "mai-20260917-0721-smoke|c82-l4|challenger-small|Rapid7", "prompt": "c82-l4", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more as premium, bundled, or quote-driven platforms rather than the clearest choice for predictable cost control"}, {"id": "mai-20260917-0721-smoke|c82-l4|deepseek-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the standout recommendation is **Microsoft Defender Vulnerability Management** (MDVM)"}, {"id": "mai-20260917-0721-smoke|c82-l4|deepseek-small|Tenable", "prompt": "c82-l4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tenable** remains the enterprise leader"}, {"id": "mai-20260917-0721-smoke|c82-l4|deepseek-small|Qualys", "prompt": "c82-l4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Modular, quote-based; costly at scale"}, {"id": "mai-20260917-0721-smoke|c82-l4|deepseek-small|Rapid7", "prompt": "c82-l4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Grows with assets like the other two"}, {"id": "mai-20260917-0721-smoke|c82-l4|google-small|Nucleus Security", "prompt": "c82-l4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Nucleus Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want to **aggregate existing security tools** and give thousands of developers direct, controlled access to their specific vulnerability backlogs, select **Nucleus Security**."}, {"id": "mai-20260917-0721-smoke|c82-l4|google-small|Brinqa", "prompt": "c82-l4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Brinqa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a **comprehensive cyber risk hub** with custom business-risk modeling and unlimited stakeholder reporting, choose **Brinqa**."}, {"id": "mai-20260917-0721-smoke|c82-l4|google-small|Tenable One", "prompt": "c82-l4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tenable One** is the most mature enterprise exposure management platform on the market."}, {"id": "mai-20260917-0721-smoke|c82-l4|google-small|Qualys VMDR", "prompt": "c82-l4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Qualys VMDR** (Vulnerability Management, Detection, and Response) is a strong alternative."}, {"id": "mai-20260917-0721-smoke|c82-l4|google-small|Snyk", "prompt": "c82-l4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Snyk and similar SAST/SCA tools charge per-developer seat. For an enterprise with 5,000+ developers, this can quickly become a budget-breaker."}, {"id": "mai-20260917-0721-smoke|c82-l4|google-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Microsoft's standalone MDVM is licensed **per user**... This can be difficult to budget as staff count fluctuates."}, {"id": "mai-20260917-0721-smoke|c82-l4|meta-small|Qualys VMDR", "prompt": "c82-l4", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys VMDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vulnerability management platform for a large company that needs predictable total cost across thousands of users is Qualys VMDR"}, {"id": "mai-20260917-0721-smoke|c82-l4|meta-small|RiskWatch", "prompt": "c82-l4", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "RiskWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other top vulnerability management platforms include those offered by RiskWatch, Expert Insights, UINAT, and TAC Security."}, {"id": "mai-20260917-0721-smoke|c82-l4|meta-small|Expert Insights", "prompt": "c82-l4", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Expert Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other top vulnerability management platforms include those offered by RiskWatch, Expert Insights, UINAT, and TAC Security."}, {"id": "mai-20260917-0721-smoke|c82-l4|meta-small|UINAT", "prompt": "c82-l4", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "UINAT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other top vulnerability management platforms include those offered by RiskWatch, Expert Insights, UINAT, and TAC Security."}, {"id": "mai-20260917-0721-smoke|c82-l4|meta-small|TAC Security", "prompt": "c82-l4", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "TAC Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other top vulnerability management platforms include those offered by RiskWatch, Expert Insights, UINAT, and TAC Security."}, {"id": "mai-20260917-0721-smoke|c82-l4|minimax-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l4", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you're in Microsoft 365**: Defender Vulnerability Management - $2-3/user/month is extremely predictable and cost-effective"}, {"id": "mai-20260917-0721-smoke|c82-l4|minimax-small|Tenable One / Vulnerability Management", "prompt": "c82-l4", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable One / Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need enterprise-grade features**: Tenable (negotiate asset-based pricing for predictability)"}, {"id": "mai-20260917-0721-smoke|c82-l4|minimax-small|VulNova", "prompt": "c82-l4", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "VulNova", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or VulNova if you want true unlimited users ... Consideration: Smaller vendor, may lack enterprise features"}, {"id": "mai-20260917-0721-smoke|c82-l4|minimax-small|Rapid7 InsightVM", "prompt": "c82-l4", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rapid7 InsightVM** (Good Value for Large Asset Counts)"}, {"id": "mai-20260917-0721-smoke|c82-l4|mistral-small|Tenable Vulnerability Management", "prompt": "c82-l4", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tenable Vulnerability Management** stands out as the best choice for a large company needing predictable total cost"}, {"id": "mai-20260917-0721-smoke|c82-l4|mistral-small|Qualys VMDR", "prompt": "c82-l4", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys VMDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "are also strong contenders, but their pricing is either quote-based or less transparent, making budgeting more challenging"}, {"id": "mai-20260917-0721-smoke|c82-l4|mistral-small|Rapid7 InsightVM", "prompt": "c82-l4", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "are also strong contenders, but their pricing is either quote-based or less transparent, making budgeting more challenging"}, {"id": "mai-20260917-0721-smoke|c82-l4|moonshot-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l4", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender Vulnerability Management** stands out because its per-user pricing model eliminates the complexity of tracking assets"}, {"id": "mai-20260917-0721-smoke|c82-l4|moonshot-small|Rapid7 InsightVM", "prompt": "c82-l4", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Transparent Per-Asset Pricing"}, {"id": "mai-20260917-0721-smoke|c82-l4|moonshot-small|Tenable Vulnerability Management", "prompt": "c82-l4", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Comprehensive Coverage"}, {"id": "mai-20260917-0721-smoke|c82-l4|moonshot-small|Qualys VMDR", "prompt": "c82-l4", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys VMDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to Avoid for Predictable Costs | Qualys VMDR | Per-IP pricing ... modular add-ons increase complexity"}, {"id": "mai-20260917-0721-smoke|c82-l4|moonshot-small|Wiz", "prompt": "c82-l4", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Quote-based only, $50K–$500K+/year range, per-workload pricing varies widely"}, {"id": "mai-20260917-0721-smoke|c82-l4|moonshot-small|CrowdStrike Falcon Spotlight", "prompt": "c82-l4", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "CrowdStrike Falcon Spotlight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Custom pricing, bundled with EDR suite"}, {"id": "mai-20260917-0721-smoke|c82-l4|openai-small|Qualys VMDR / Qualys Enterprise TruRisk Platform", "prompt": "c82-l4", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys VMDR / Qualys Enterprise TruRisk Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Qualys VMDR / Qualys Enterprise TruRisk Platform**"}, {"id": "mai-20260917-0721-smoke|c82-l4|openai-small|Tenable One", "prompt": "c82-l4", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tenable One** is also a strong enterprise option"}, {"id": "mai-20260917-0721-smoke|c82-l4|openai-small|Rapid7", "prompt": "c82-l4", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side comparison of Qualys vs Tenable vs Rapid7"}, {"id": "mai-20260917-0721-smoke|c82-l4|xai-small|Tenable Vulnerability Management (Tenable One platform)", "prompt": "c82-l4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable Vulnerability Management (Tenable One platform)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "stands out as the top recommendation"}, {"id": "mai-20260917-0721-smoke|c82-l4|xai-small|Qualys VMDR", "prompt": "c82-l4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys VMDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pricier per asset at scale ($5–$6/user estimates in some comparisons)"}, {"id": "mai-20260917-0721-smoke|c82-l4|xai-small|Rapid7 InsightVM", "prompt": "c82-l4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good, but mid-market lean | Less broad coverage for massive hybrid setups"}, {"id": "mai-20260917-0721-smoke|c82-l4|xai-small|CrowdStrike Falcon Spotlight", "prompt": "c82-l4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "CrowdStrike Falcon Spotlight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not standalone, less predictable if expanding modules"}, {"id": "mai-20260917-0721-smoke|c82-l4|xai-small|Microsoft Defender VM", "prompt": "c82-l4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Microsoft Defender VM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If heavily Microsoft-centric, evaluate Defender add-on"}, {"id": "mai-20260917-0721-smoke|c82-l4|xai-small|Wiz/Orca", "prompt": "c82-l4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Wiz/Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "for pure cloud, Wiz/Orca"}, {"id": "mai-20260917-0721-smoke|c82-l4|zai-small|Tenable Vulnerability Management (Tenable.io)", "prompt": "c82-l4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable Vulnerability Management (Tenable.io)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best platform is **Tenable Vulnerability Management (Tenable.io)**"}, {"id": "mai-20260917-0721-smoke|c82-l4|zai-small|Qualys VMDR", "prompt": "c82-l4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys VMDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Qualys VMDR has a confusing pricing structure that blends **per-host** and **per-user** pricing... This makes budgeting difficult"}, {"id": "mai-20260917-0721-smoke|c82-l4|zai-small|Rapid7 InsightVM", "prompt": "c82-l4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "This platform pricing is complex, utilizing a bundle model that can be difficult to deconstruct."}, {"id": "mai-20260917-0721-smoke|c82-l5|alibaba-small|Tenable", "prompt": "c82-l5", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top-tier vendors (like Tenable or Rapid7) use Machine Learning to reduce \"noise.\""}, {"id": "mai-20260917-0721-smoke|c82-l5|alibaba-small|Rapid7", "prompt": "c82-l5", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top-tier vendors (like Tenable or Rapid7) use Machine Learning to reduce \"noise.\""}, {"id": "mai-20260917-0721-smoke|c82-l5|alibaba-small|Qualys", "prompt": "c82-l5", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When sitting down with vendors (likely **Tenable**, **Qualys**, **Rapid7**, or **CrowdStrike**)"}, {"id": "mai-20260917-0721-smoke|c82-l5|alibaba-small|CrowdStrike", "prompt": "c82-l5", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When sitting down with vendors (likely **Tenable**, **Qualys**, **Rapid7**, or **CrowdStrike**)"}, {"id": "mai-20260917-0721-smoke|c82-l5|challenger-small|Tenable", "prompt": "c82-l5", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A practical shortlist for a company your size usually starts with **Tenable**, **Qualys**, and **Rapid7 InsightVM** for pure-play VM"}, {"id": "mai-20260917-0721-smoke|c82-l5|challenger-small|Qualys", "prompt": "c82-l5", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "usually starts with **Tenable**, **Qualys**, and **Rapid7 InsightVM** for pure-play VM"}, {"id": "mai-20260917-0721-smoke|c82-l5|challenger-small|Rapid7 InsightVM", "prompt": "c82-l5", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "usually starts with **Tenable**, **Qualys**, and **Rapid7 InsightVM** for pure-play VM"}, {"id": "mai-20260917-0721-smoke|c82-l5|challenger-small|Wiz", "prompt": "c82-l5", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "then adds **Wiz** or **Orca** if cloud-native coverage is a major requirement"}, {"id": "mai-20260917-0721-smoke|c82-l5|challenger-small|Orca", "prompt": "c82-l5", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "then adds **Wiz** or **Orca** if cloud-native coverage is a major requirement"}, {"id": "mai-20260917-0721-smoke|c82-l5|challenger-small|Defender Vulnerability Management", "prompt": "c82-l5", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you already live heavily in Microsoft, **Defender Vulnerability Management** may be worth evaluating for endpoint-centric coverage"}, {"id": "mai-20260917-0721-smoke|c82-l5|deepseek-small|Tenable", "prompt": "c82-l5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Multi-scanner aggregation** if you have (or plan) existing scanners (Tenable, Qualys, Rapid7, etc.)"}, {"id": "mai-20260917-0721-smoke|c82-l5|deepseek-small|Qualys", "prompt": "c82-l5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "existing scanners (Tenable, Qualys, Rapid7, etc.)"}, {"id": "mai-20260917-0721-smoke|c82-l5|deepseek-small|Rapid7", "prompt": "c82-l5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "existing scanners (Tenable, Qualys, Rapid7, etc.)"}, {"id": "mai-20260917-0721-smoke|c82-l5|deepseek-small|CrowdStrike", "prompt": "c82-l5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Want me to research specific vendors (Tenable, Qualys, Rapid7, CrowdStrike, Wiz, etc.) against these criteria?"}, {"id": "mai-20260917-0721-smoke|c82-l5|deepseek-small|Wiz", "prompt": "c82-l5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Want me to research specific vendors (Tenable, Qualys, Rapid7, CrowdStrike, Wiz, etc.)"}, {"id": "mai-20260917-0721-smoke|c82-l5|meta-small|Cymulate", "prompt": "c82-l5", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Cymulate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cymulate**: Offers a comprehensive vulnerability management platform with SSO and SOC 2 compliance."}, {"id": "mai-20260917-0721-smoke|c82-l5|meta-small|Arctic Wolf", "prompt": "c82-l5", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Arctic Wolf**: Provides a cloud-based vulnerability management solution with SOC 2 Type II compliance."}, {"id": "mai-20260917-0721-smoke|c82-l5|meta-small|ConnectSecure", "prompt": "c82-l5", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "ConnectSecure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ConnectSecure**: Offers a vulnerability management system with SOC 2 certification and ISO 27001 compliance."}, {"id": "mai-20260917-0721-smoke|c82-l5|meta-small|Profisee", "prompt": "c82-l5", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Profisee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Profisee**: Provides a SaaS Master Data Management Platform with SOC 2 compliance and SSO integration."}, {"id": "mai-20260917-0721-smoke|c82-l5|minimax-small|Qualys", "prompt": "c82-l5", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Qualys** | Market leader, comprehensive VM, strong compliance reporting | Enterprise pricing can be high"}, {"id": "mai-20260917-0721-smoke|c82-l5|minimax-small|Tenable Nessus/Tenable One", "prompt": "c82-l5", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable Nessus/Tenable One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Very established, broad asset coverage | Can be complex to configure"}, {"id": "mai-20260917-0721-smoke|c82-l5|minimax-small|Rapid7 InsightVM", "prompt": "c82-l5", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good automation & integration ecosystem | Learning curve for advanced features"}, {"id": "mai-20260917-0721-smoke|c82-l5|minimax-small|Microsoft Defender VM", "prompt": "c82-l5", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Microsoft Defender VM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best if heavily O365/Azure ecosystem | Limited if multi-cloud"}, {"id": "mai-20260917-0721-smoke|c82-l5|minimax-small|Aikido Security", "prompt": "c82-l5", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Aikido Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern platform, strong dev integration, SOC 2 automation | Newer player, may have room to grow"}, {"id": "mai-20260917-0721-smoke|c82-l5|mistral-small|Qualys", "prompt": "c82-l5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "create a shortlist (e.g., Qualys, Tenable, Rapid7, Vulcan, JupiterOne, Axonius)"}, {"id": "mai-20260917-0721-smoke|c82-l5|mistral-small|Tenable", "prompt": "c82-l5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "create a shortlist (e.g., Qualys, Tenable, Rapid7, Vulcan, JupiterOne, Axonius)"}, {"id": "mai-20260917-0721-smoke|c82-l5|mistral-small|Rapid7", "prompt": "c82-l5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "create a shortlist (e.g., Qualys, Tenable, Rapid7, Vulcan, JupiterOne, Axonius)"}, {"id": "mai-20260917-0721-smoke|c82-l5|mistral-small|Vulcan", "prompt": "c82-l5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Vulcan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "create a shortlist (e.g., Qualys, Tenable, Rapid7, Vulcan, JupiterOne, Axonius)"}, {"id": "mai-20260917-0721-smoke|c82-l5|mistral-small|JupiterOne", "prompt": "c82-l5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "JupiterOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "create a shortlist (e.g., Qualys, Tenable, Rapid7, Vulcan, JupiterOne, Axonius)"}, {"id": "mai-20260917-0721-smoke|c82-l5|mistral-small|Axonius", "prompt": "c82-l5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Axonius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "create a shortlist (e.g., Qualys, Tenable, Rapid7, Vulcan, JupiterOne, Axonius)"}, {"id": "mai-20260917-0721-smoke|c82-l5|moonshot-small|Tenable One / Vulnerability Management", "prompt": "c82-l5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable One / Vulnerability Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Broad enterprise coverage, mature scanning, IT/OT/cloud unified | Industry standard, largest plugin library, can be complex"}, {"id": "mai-20260917-0721-smoke|c82-l5|moonshot-small|Qualys VMDR", "prompt": "c82-l5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys VMDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud-first, compliance-driven organizations | Strong asset management, cloud-native architecture"}, {"id": "mai-20260917-0721-smoke|c82-l5|moonshot-small|Rapid7 InsightVM", "prompt": "c82-l5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Action-oriented remediation focus | Strong workflow automation, good for mid-to-large enterprises"}, {"id": "mai-20260917-0721-smoke|c82-l5|moonshot-small|CrowdStrike Falcon Spotlight", "prompt": "c82-l5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "CrowdStrike Falcon Spotlight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Existing CrowdStrike EDR customers | Agentless via Falcon sensor, unified security stack"}, {"id": "mai-20260917-0721-smoke|c82-l5|moonshot-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft-heavy environments | Native Windows integration, attractive pricing for M365 customers"}, {"id": "mai-20260917-0721-smoke|c82-l5|xai-small|Tenable One", "prompt": "c82-l5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top enterprise options like Tenable One, Qualys VMDR, Rapid7 InsightVM, and CrowdStrike Falcon Spotlight often meet these"}, {"id": "mai-20260917-0721-smoke|c82-l5|xai-small|Qualys VMDR", "prompt": "c82-l5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys VMDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top enterprise options like Tenable One, Qualys VMDR, Rapid7 InsightVM, and CrowdStrike Falcon Spotlight often meet these"}, {"id": "mai-20260917-0721-smoke|c82-l5|xai-small|Rapid7 InsightVM", "prompt": "c82-l5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top enterprise options like Tenable One, Qualys VMDR, Rapid7 InsightVM, and CrowdStrike Falcon Spotlight often meet these"}, {"id": "mai-20260917-0721-smoke|c82-l5|xai-small|CrowdStrike Falcon Spotlight", "prompt": "c82-l5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "CrowdStrike Falcon Spotlight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top enterprise options like Tenable One, Qualys VMDR, Rapid7 InsightVM, and CrowdStrike Falcon Spotlight often meet these"}, {"id": "mai-20260917-0721-smoke|c82-l5|xai-small|Wiz", "prompt": "c82-l5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Shortlist (3-5 vendors): Tenable, Qualys, Rapid7, CrowdStrike, Wiz (for exposure mgmt)"}, {"id": "mai-20260917-0721-smoke|c82-l6|alibaba-small|Nessus Professional", "prompt": "c82-l6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Nessus Professional", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Standalone \"Scanner-Only\" Tools **Examples:** Nessus Professional (standalone)... **Why to avoid:** These tools provide point-in-time scan data without continuous monitoring"}, {"id": "mai-20260917-0721-smoke|c82-l6|alibaba-small|Qualys VMDR", "prompt": "c82-l6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys VMDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Tenable**, **Qualys**, and **Rapid7** remain the top pure-play VM leaders due to their breadth, maturity, and ecosystem integrations"}, {"id": "mai-20260917-0721-smoke|c82-l6|alibaba-small|CrowdStrike Falcon Spotlight", "prompt": "c82-l6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "CrowdStrike Falcon Spotlight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Limited to endpoints protected by Falcon; lacks network, web app, or container depth unless supplemented"}, {"id": "mai-20260917-0721-smoke|c82-l6|alibaba-small|Wiz", "prompt": "c82-l6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Weakness in traditional on-prem, virtualized, or OT environments; not a complete VM solution for hybrid IT"}, {"id": "mai-20260917-0721-smoke|c82-l6|alibaba-small|Orca", "prompt": "c82-l6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cloud-Native CSPM tools (e.g., Wiz, Orca) when used as the sole VM source for hybrid environments... Using them alone creates blind spots"}, {"id": "mai-20260917-0721-smoke|c82-l6|alibaba-small|Tenable", "prompt": "c82-l6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Tenable**, **Qualys**, and **Rapid7** remain the top pure-play VM leaders"}, {"id": "mai-20260917-0721-smoke|c82-l6|alibaba-small|Rapid7 InsightVM", "prompt": "c82-l6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Strong risk scoring, good remediation workflows, integrates well with SIEM/detection"}, {"id": "mai-20260917-0721-smoke|c82-l6|alibaba-small|Cloudaware", "prompt": "c82-l6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "if you can get a unified platform or a robust orchestration layer (like Cloudaware) to unify them"}, {"id": "mai-20260917-0721-smoke|c82-l6|alibaba-small|Veracode", "prompt": "c82-l6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "complemented by specialized tools (e.g., Wiz for cloud, Veracode/Snyk for code) if deep application-layer coverage is needed"}, {"id": "mai-20260917-0721-smoke|c82-l6|alibaba-small|Snyk", "prompt": "c82-l6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "complemented by specialized tools (e.g., Wiz for cloud, Veracode/Snyk for code)"}, {"id": "mai-20260917-0721-smoke|c82-l6|anthropic-small|Qualys VMDR", "prompt": "c82-l6", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys VMDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Qualys has limitations such as complex permission structures, occasional technical failures, and a lack of deep reporting"}, {"id": "mai-20260917-0721-smoke|c82-l6|anthropic-small|Rapid7", "prompt": "c82-l6", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Rapid7 launched Active Patching in July 2025 as a paid add-on, with script-based virtual patching templates for systems without fixes rather than runtime protection"}, {"id": "mai-20260917-0721-smoke|c82-l6|challenger-small|Automox", "prompt": "c82-l6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "flag vulnerabilities based on **patch catalog availability** rather than full CVE-NVD matching, so they can underreport risk"}, {"id": "mai-20260917-0721-smoke|c82-l6|challenger-small|NinjaOne", "prompt": "c82-l6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they can underreport risk if the needed update is not in the catalog"}, {"id": "mai-20260917-0721-smoke|c82-l6|challenger-small|OpenVAS / Greenbone OpenVAS", "prompt": "c82-l6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "OpenVAS / Greenbone OpenVAS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**limited commercial support**, a **learning curve**, and the possibility of **false positives**"}, {"id": "mai-20260917-0721-smoke|c82-l6|challenger-small|Trivy", "prompt": "c82-l6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they lack the **centralized enterprise management** and broad vulnerability-management workflow coverage"}, {"id": "mai-20260917-0721-smoke|c82-l6|challenger-small|Nuclei", "prompt": "c82-l6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Nuclei", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they lack the **centralized enterprise management** and broad vulnerability-management workflow coverage"}, {"id": "mai-20260917-0721-smoke|c82-l6|challenger-small|PDQ", "prompt": "c82-l6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "PDQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "better suited to smaller, operationally simple environments than to a large enterprise exposure-management program"}, {"id": "mai-20260917-0721-smoke|c82-l6|challenger-small|GFI LanGuard", "prompt": "c82-l6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "GFI LanGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "fit **smaller budgets and under-500-employee environments**, which makes them less appropriate as a primary platform"}, {"id": "mai-20260917-0721-smoke|c82-l6|challenger-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-l6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "less appropriate as a primary platform for a large enterprise"}, {"id": "mai-20260917-0721-smoke|c82-l6|challenger-small|Action1", "prompt": "c82-l6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "not as the core platform for enterprise-scale vulnerability management"}, {"id": "mai-20260917-0721-smoke|c82-l6|challenger-small|Tenable", "prompt": "c82-l6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "safer bets for large enterprises** are **Tenable**, **Qualys**, and **Rapid7"}, {"id": "mai-20260917-0721-smoke|c82-l6|challenger-small|Qualys", "prompt": "c82-l6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "safer bets for large enterprises** are **Tenable**, **Qualys**, and **Rapid7"}, {"id": "mai-20260917-0721-smoke|c82-l6|challenger-small|Rapid7 InsightVM/Exposure Command", "prompt": "c82-l6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 InsightVM/Exposure Command", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "described as the enterprise-grade leaders for broad asset discovery, prioritization, and remediation workflows"}, {"id": "mai-20260917-0721-smoke|c82-l6|deepseek-small|Cisco Vulnerability Management (formerly Kenna Security)", "prompt": "c82-l6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Cisco Vulnerability Management (formerly Kenna Security)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Cisco announced **end-of-sale**, with support ending **June 2028**... If you adopt it now, you're funding a migration project you didn't plan."}, {"id": "mai-20260917-0721-smoke|c82-l6|deepseek-small|Oracle Cloud Infrastructure (OCI) Vulnerability Detection & Patching", "prompt": "c82-l6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Oracle Cloud Infrastructure (OCI) Vulnerability Detection & Patching", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "End-of-Life effective January 2027... Don't build your program on it."}, {"id": "mai-20260917-0721-smoke|c82-l6|deepseek-small|Qualys AssetView (legacy)", "prompt": "c82-l6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys AssetView (legacy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "being retired March 2026 and folded into **Global AssetView / CSAM**"}, {"id": "mai-20260917-0721-smoke|c82-l6|deepseek-small|Microsoft Defender", "prompt": "c82-l6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Microsoft Defender's multi-tenant mode, for example, has drawn criticism from MSPs and multi-tenant enterprises for weak tenancy, poor alerting, and excessive false alerts"}, {"id": "mai-20260917-0721-smoke|c82-l6|deepseek-small|Tenable", "prompt": "c82-l6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Be cautious with**: Tenable/Qualys on cost and complexity"}, {"id": "mai-20260917-0721-smoke|c82-l6|deepseek-small|Qualys", "prompt": "c82-l6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Be cautious with**: Tenable/Qualys on cost and complexity"}, {"id": "mai-20260917-0721-smoke|c82-l6|deepseek-small|Orca Security (Opus)", "prompt": "c82-l6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Orca Security (Opus)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Newly acquired, AI-remediation products from startups carry integration and roadmap uncertainty"}, {"id": "mai-20260917-0721-smoke|c82-l6|deepseek-small|CrowdStrike", "prompt": "c82-l6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "an **EDR-bundled VM module (CrowdStrike, Microsoft)** for standardized endpoints"}, {"id": "mai-20260917-0721-smoke|c82-l6|deepseek-small|Wiz", "prompt": "c82-l6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "plus **agentless cloud-native coverage (Wiz)**"}, {"id": "mai-20260917-0721-smoke|c82-l6|deepseek-small|Nucleus", "prompt": "c82-l6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Nucleus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "with an **aggregation layer (Nucleus, Brinqa)** to unify scanners"}, {"id": "mai-20260917-0721-smoke|c82-l6|deepseek-small|Brinqa", "prompt": "c82-l6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Brinqa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "with an **aggregation layer (Nucleus, Brinqa)** to unify scanners"}, {"id": "mai-20260917-0721-smoke|c82-l6|google-small|runZero", "prompt": "c82-l6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "runZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "passive network monitoring (like runZero)"}, {"id": "mai-20260917-0721-smoke|c82-l6|google-small|Ivanti", "prompt": "c82-l6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High Caution: Ivanti ... introduces significant supply-chain risk"}, {"id": "mai-20260917-0721-smoke|c82-l6|google-small|ConnectSecure", "prompt": "c82-l6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "ConnectSecure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "High Caution: MSP-Focused and SMB Tools (e.g., ConnectSecure) ... These tools generally fail at enterprise scale."}, {"id": "mai-20260917-0721-smoke|c82-l6|google-small|Tenable", "prompt": "c82-l6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution Area: High licensing costs and complex pricing structures."}, {"id": "mai-20260917-0721-smoke|c82-l6|google-small|Qualys", "prompt": "c82-l6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Caution Area: \"Module bloat\" and reporting delays."}, {"id": "mai-20260917-0721-smoke|c82-l6|google-small|Rapid7", "prompt": "c82-l6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Caution Area: False-positive rates and alert fatigue."}, {"id": "mai-20260917-0721-smoke|c82-l6|google-small|Wiz", "prompt": "c82-l6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "rely on Cloud-Native Application Protection Platforms (CNAPPs) like **Wiz** or **Orca Security**"}, {"id": "mai-20260917-0721-smoke|c82-l6|google-small|Orca Security", "prompt": "c82-l6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "rely on ... CNAPPs like **Wiz** or **Orca Security**"}, {"id": "mai-20260917-0721-smoke|c82-l6|meta-small|Tenable", "prompt": "c82-l6", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tenable, Qualys, and Rapid7 are considered to be leading platforms in the vulnerability management market"}, {"id": "mai-20260917-0721-smoke|c82-l6|meta-small|Qualys", "prompt": "c82-l6", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tenable, Qualys, and Rapid7 are considered to be leading platforms in the vulnerability management market"}, {"id": "mai-20260917-0721-smoke|c82-l6|meta-small|Rapid7", "prompt": "c82-l6", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tenable, Qualys, and Rapid7 are considered to be leading platforms in the vulnerability management market"}, {"id": "mai-20260917-0721-smoke|c82-l6|meta-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l6", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "other platforms that may be considered, such as Microsoft Defender Vulnerability Management"}, {"id": "mai-20260917-0721-smoke|c82-l6|meta-small|CrowdStrike Falcon Spotlight", "prompt": "c82-l6", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "CrowdStrike Falcon Spotlight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as Microsoft Defender Vulnerability Management, CrowdStrike Falcon Spotlight, Wiz"}, {"id": "mai-20260917-0721-smoke|c82-l6|meta-small|Wiz", "prompt": "c82-l6", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CrowdStrike Falcon Spotlight, Wiz, Orca Security"}, {"id": "mai-20260917-0721-smoke|c82-l6|meta-small|Orca Security", "prompt": "c82-l6", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Wiz, Orca Security, Prisma Cloud"}, {"id": "mai-20260917-0721-smoke|c82-l6|meta-small|Prisma Cloud", "prompt": "c82-l6", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Orca Security, Prisma Cloud, Armis Centrix, and Axonius"}, {"id": "mai-20260917-0721-smoke|c82-l6|meta-small|Armis Centrix", "prompt": "c82-l6", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Armis Centrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Prisma Cloud, Armis Centrix, and Axonius"}, {"id": "mai-20260917-0721-smoke|c82-l6|meta-small|Axonius", "prompt": "c82-l6", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Axonius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Armis Centrix, and Axonius"}, {"id": "mai-20260917-0721-smoke|c82-l6|minimax-small|Tenable", "prompt": "c82-l6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Older Tenable, Qualys on-prem-only deployments (if not hybrid)."}, {"id": "mai-20260917-0721-smoke|c82-l6|minimax-small|Qualys", "prompt": "c82-l6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Older Tenable, Qualys on-prem-only deployments (if not hybrid)."}, {"id": "mai-20260917-0721-smoke|c82-l6|minimax-small|OpenVAS", "prompt": "c82-l6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "OpenVAS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**OpenVAS/Greenbone**: Great for SMBs or as a supplemental scanner, but lacks enterprise-grade remediation workflows, compliance reporting, and integration."}, {"id": "mai-20260917-0721-smoke|c82-l6|minimax-small|Nuclei", "prompt": "c82-l6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Nuclei", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Excellent for detection but not a full vulnerability management platform (no remediation, asset management, or compliance)."}, {"id": "mai-20260917-0721-smoke|c82-l6|minimax-small|Tenable One", "prompt": "c82-l6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "top enterprise choices include: - **Tenable One** (exposure management)"}, {"id": "mai-20260917-0721-smoke|c82-l6|minimax-small|Qualys VMDR", "prompt": "c82-l6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Qualys VMDR** (broad asset coverage)"}, {"id": "mai-20260917-0721-smoke|c82-l6|minimax-small|CrowdStrike Falcon", "prompt": "c82-l6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**CrowdStrike Falcon** (endpoint + vulnerability)"}, {"id": "mai-20260917-0721-smoke|c82-l6|minimax-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Microsoft Defender Vulnerability Management** (integrated with M365)"}, {"id": "mai-20260917-0721-smoke|c82-l6|minimax-small|Wiz", "prompt": "c82-l6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Wiz** (cloud-native)"}, {"id": "mai-20260917-0721-smoke|c82-l6|minimax-small|Palo Alto Prisma", "prompt": "c82-l6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Palo Alto Prisma** (cloud security)"}, {"id": "mai-20260917-0721-smoke|c82-l6|mistral-small|Tenable", "prompt": "c82-l6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the market leaders most frequently recommended for large enterprises are Tenable, Qualys, Rapid7"}, {"id": "mai-20260917-0721-smoke|c82-l6|mistral-small|Qualys", "prompt": "c82-l6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "market leaders most frequently recommended for large enterprises are Tenable, Qualys, Rapid7"}, {"id": "mai-20260917-0721-smoke|c82-l6|mistral-small|Rapid7", "prompt": "c82-l6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tenable, Qualys, Rapid7, Microsoft Defender Vulnerability Management"}, {"id": "mai-20260917-0721-smoke|c82-l6|mistral-small|Microsoft Defender Vulnerability Management", "prompt": "c82-l6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft Defender Vulnerability Management, and newer cloud-native platforms like Wiz and Orca"}, {"id": "mai-20260917-0721-smoke|c82-l6|mistral-small|Wiz", "prompt": "c82-l6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "newer cloud-native platforms like Wiz and Orca"}, {"id": "mai-20260917-0721-smoke|c82-l6|mistral-small|Orca", "prompt": "c82-l6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "newer cloud-native platforms like Wiz and Orca"}, {"id": "mai-20260917-0721-smoke|c82-l6|moonshot-small|Nessus Professional (Standalone)", "prompt": "c82-l6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Nessus Professional (Standalone)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Nessus Professional is not a vulnerability management program—it's just a point-in-time scanner."}, {"id": "mai-20260917-0721-smoke|c82-l6|moonshot-small|OpenVAS / Greenbone Community Edition", "prompt": "c82-l6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "OpenVAS / Greenbone Community Edition", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid for enterprise:** ... the free Community Edition has significant enterprise gaps"}, {"id": "mai-20260917-0721-smoke|c82-l6|moonshot-small|Tenable", "prompt": "c82-l6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Complex pricing ($30K–$500K+); reporting limitations requiring external processing; steep learning curve"}, {"id": "mai-20260917-0721-smoke|c82-l6|moonshot-small|Qualys", "prompt": "c82-l6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Can be slow to adopt newer prioritization frameworks (EPSS, CVSS 4.0); agent deployment complexity"}, {"id": "mai-20260917-0721-smoke|c82-l6|moonshot-small|Rapid7 InsightVM", "prompt": "c82-l6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Heavy resource consumption; requires dedicated expertise; integration depth varies by environment"}, {"id": "mai-20260917-0721-smoke|c82-l6|xai-small|Tenable", "prompt": "c82-l6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Steep pricing at scale ($500K+/year for 10K+ assets), asset-based licensing that penalizes ephemeral/dynamic cloud workloads"}, {"id": "mai-20260917-0721-smoke|c82-l6|xai-small|Qualys", "prompt": "c82-l6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Long support response times (even within SLAs), unhelpful documentation, false positives requiring escalation"}, {"id": "mai-20260917-0721-smoke|c82-l6|xai-small|Rapid7", "prompt": "c82-l6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Frequent complaints about poor scalability in massive deployments, high false positives, confusing UI/reporting, slow support response"}, {"id": "mai-20260917-0721-smoke|c82-l6|xai-small|Nexpose", "prompt": "c82-l6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Nexpose", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid niche/older tools (e.g., deprecated Nexpose, lesser-known like Flexera) lacking enterprise validation."}, {"id": "mai-20260917-0721-smoke|c82-l6|xai-small|Microsoft Defender VM", "prompt": "c82-l6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender VM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "alongside integrated options like Microsoft Defender VM or CrowdStrike Falcon Spotlight"}, {"id": "mai-20260917-0721-smoke|c82-l6|xai-small|CrowdStrike Falcon Spotlight", "prompt": "c82-l6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "CrowdStrike Falcon Spotlight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "agent-based, easier for modern stacks but weaker on network scans"}, {"id": "mai-20260917-0721-smoke|c82-l6|xai-small|Flexera", "prompt": "c82-l6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Flexera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid niche/older tools (e.g., deprecated Nexpose, lesser-known like Flexera) lacking enterprise validation."}, {"id": "mai-20260917-0721-smoke|c82-l6|zai-small|Tenable", "prompt": "c82-l6", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is frequently cited by enterprise users as a platform that creates significant operational friction."}, {"id": "mai-20260917-0721-smoke|c82-l6|zai-small|Qualys", "prompt": "c82-l6", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it has specific pain points regarding reliability and support that a large enterprise cannot afford to ignore."}, {"id": "mai-20260917-0721-smoke|c82-l6|zai-small|RoboScan (Roboshadow)", "prompt": "c82-l6", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "RoboScan (Roboshadow)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Niche / Small Platforms (To Avoid Entirely) ... suffer from **agent reliability issues**"}, {"id": "mai-20260917-0721-smoke|c82-l6|zai-small|Cyrisma", "prompt": "c82-l6", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Cyrisma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "criticized for a \"poorly designed\" alerting mechanism"}, {"id": "mai-20260917-0721-smoke|c82-l6|zai-small|VulScan", "prompt": "c82-l6", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "VulScan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Reviews highlight \"difficult setup\" and \"inadequate reporting.\""}, {"id": "mai-20260917-0721-smoke|c82-l6|zai-small|Nodeware", "prompt": "c82-l6", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Nodeware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "only offered reporting via email for each CVE ... makes remediation tracking impossible"}, {"id": "mai-20260917-0721-smoke|c82-m1|alibaba-small|Rapid7 InsightVM", "prompt": "c82-m1", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Risk-based prioritization and ease of use... Choose Rapid7 if you want to focus on fixing the things that pose an actual risk"}, {"id": "mai-20260917-0721-smoke|c82-m1|alibaba-small|Tenable.io (part of Tenable One)", "prompt": "c82-m1", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable.io (part of Tenable One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Tenable if you have a complex, hybrid environment with many different types of assets to discover."}, {"id": "mai-20260917-0721-smoke|c82-m1|alibaba-small|Qualys VMDR", "prompt": "c82-m1", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Qualys if you are heavily invested in the Cloud and need automated patching to save time."}, {"id": "mai-20260917-0721-smoke|c82-m1|alibaba-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-m1", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Value Option... ManageEngine is a strong contender"}, {"id": "mai-20260917-0721-smoke|c82-m1|anthropic-small|Aikido Security", "prompt": "c82-m1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Aikido Security is designed to help teams discover, prioritize, and remediate security risks... best suited for mid-sized environments"}, {"id": "mai-20260917-0721-smoke|c82-m1|anthropic-small|Qualys VMDR", "prompt": "c82-m1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Qualys can be more platform than a lean IT team wants to run."}, {"id": "mai-20260917-0721-smoke|c82-m1|anthropic-small|InsightVM", "prompt": "c82-m1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For mid-market organizations (under 30,000 assets) prioritizing remediation workflow integration... InsightVM is frequently the best fit"}, {"id": "mai-20260917-0721-smoke|c82-m1|anthropic-small|UpGuard Breach Risk", "prompt": "c82-m1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "UpGuard Breach Risk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "designed for mid-market organizations with lean security teams"}, {"id": "mai-20260917-0721-smoke|c82-m1|anthropic-small|ESET Vulnerability & Patch Management", "prompt": "c82-m1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "ESET Vulnerability & Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "scales well for mid-market organizations while remaining intuitive"}, {"id": "mai-20260917-0721-smoke|c82-m1|challenger-small|Rapid7 InsightVM", "prompt": "c82-m1", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Rapid7 InsightVM** if you want the strongest balance of prioritization, usability, and fit"}, {"id": "mai-20260917-0721-smoke|c82-m1|challenger-small|Vicarius vRx", "prompt": "c82-m1", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Vicarius vRx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong fit for mixed Windows/Linux, cloud and on-prem workloads, and smaller security teams"}, {"id": "mai-20260917-0721-smoke|c82-m1|challenger-small|Microsoft Defender for Cloud", "prompt": "c82-m1", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a more natural starting point for **Azure-first** organizations"}, {"id": "mai-20260917-0721-smoke|c82-m1|challenger-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-m1", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a practical option for **Windows-heavy** environments with tighter budgets"}, {"id": "mai-20260917-0721-smoke|c82-m1|deepseek-small|Rapid7 InsightVM", "prompt": "c82-m1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rapid7 InsightVM — *Best overall for mid-market* ... is the safest mid-market pick"}, {"id": "mai-20260917-0721-smoke|c82-m1|deepseek-small|Tenable Vulnerability Management", "prompt": "c82-m1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Widely considered the industry leader ... Pricing can get expensive as you scale assets."}, {"id": "mai-20260917-0721-smoke|c82-m1|deepseek-small|Qualys VMDR", "prompt": "c82-m1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong runner-up with the best reporting/compliance features"}, {"id": "mai-20260917-0721-smoke|c82-m1|deepseek-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A very cost-effective choice if you're already a Microsoft 365 shop"}, {"id": "mai-20260917-0721-smoke|c82-m1|deepseek-small|CrowdStrike Falcon Spotlight", "prompt": "c82-m1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Spotlight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "great if you already use Falcon; scan-free visibility across endpoints"}, {"id": "mai-20260917-0721-smoke|c82-m1|deepseek-small|Wiz", "prompt": "c82-m1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "excellent cloud-native/container coverage, but pricier and more enterprise-focused"}, {"id": "mai-20260917-0721-smoke|c82-m1|deepseek-small|ESET Vulnerability & Patch Management", "prompt": "c82-m1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "ESET Vulnerability & Patch Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "best if you're on the smaller end and want bundled patch management"}, {"id": "mai-20260917-0721-smoke|c82-m1|google-small|Vicarius vRx", "prompt": "c82-m1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Vicarius vRx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vicarius vRx is built specifically to bridge the gap between security (finding problems) and IT operations (fixing them)"}, {"id": "mai-20260917-0721-smoke|c82-m1|google-small|Intruder", "prompt": "c82-m1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Intruder is highly praised for its clean UI and its ability to cut through the noise."}, {"id": "mai-20260917-0721-smoke|c82-m1|google-small|Wiz", "prompt": "c82-m1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cloud-First & SaaS B2B Companies ... Wiz or Orca Security"}, {"id": "mai-20260917-0721-smoke|c82-m1|google-small|Orca Security", "prompt": "c82-m1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wiz and Orca connect via cloud APIs to scan everything (including containers and storage buckets) in minutes."}, {"id": "mai-20260917-0721-smoke|c82-m1|google-small|Tenable Vulnerability Management", "prompt": "c82-m1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tenable is the undisputed gold standard for detection depth. ... (Note: It has a steeper learning curve and does not handle the patching for you)."}, {"id": "mai-20260917-0721-smoke|c82-m1|google-small|CrowdStrike Falcon Exposure Management (Spotlight)", "prompt": "c82-m1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Exposure Management (Spotlight)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you already pay for CrowdStrike, activating Falcon Exposure Management is an incredibly lightweight way to get real-time ... visibility"}, {"id": "mai-20260917-0721-smoke|c82-m1|google-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your mid-market company is heavily standardized on Microsoft E5 licensing, Defender's built-in vulnerability management integrates natively with Microsoft Intune"}, {"id": "mai-20260917-0721-smoke|c82-m1|google-small|Qualys", "prompt": "c82-m1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise tools like Qualys are notorious for charging modular add-on fees for basic things like external scanning"}, {"id": "mai-20260917-0721-smoke|c82-m1|meta-small|Rapid7 InsightVM", "prompt": "c82-m1", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vulnerability management platform for a mid-market B2B company is Rapid7 InsightVM."}, {"id": "mai-20260917-0721-smoke|c82-m1|minimax-small|Qualys VM (Qualys Cloud Platform)", "prompt": "c82-m1", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VM (Qualys Cloud Platform)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "UI feels dated <br>• Pricing can climb quickly with added assets"}, {"id": "mai-20260917-0721-smoke|c82-m1|minimax-small|Rapid7 InsightVM (Nexpose)", "prompt": "c82-m1", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM (Nexpose)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rapid7 InsightVM** – “Best balance of capability, ease‑of‑use, and price”"}, {"id": "mai-20260917-0721-smoke|c82-m1|minimax-small|Tenable.io (Tenable Nessus)", "prompt": "c82-m1", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable.io (Tenable Nessus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already have a large investment in Tenable’s Nessus ecosystem, Tenable.io expands that heritage to a SaaS model"}, {"id": "mai-20260917-0721-smoke|c82-m1|minimax-small|Kenna Security (now Cisco Kenna)", "prompt": "c82-m1", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Kenna Security (now Cisco Kenna)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "need the deepest possible “exploit‑prediction” analytics, you might look at Cisco Kenna"}, {"id": "mai-20260917-0721-smoke|c82-m1|minimax-small|Orca Security", "prompt": "c82-m1", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your environment is heavily cloud‑first, Orca Security or Wiz give you VM + cloud‑security posture in one agentless package."}, {"id": "mai-20260917-0721-smoke|c82-m1|minimax-small|Wiz", "prompt": "c82-m1", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cloud‑heavy mid‑market firms (esp. SaaS) that want a unified view"}, {"id": "mai-20260917-0721-smoke|c82-m1|minimax-small|SentinelOne (Singularity)", "prompt": "c82-m1", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "SentinelOne (Singularity)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not a full‑featured VM for network/ cloud assets; may require additional tooling"}, {"id": "mai-20260917-0721-smoke|c82-m1|mistral-small|Rapid7 InsightVM", "prompt": "c82-m1", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rapid7 InsightVM** is widely regarded as the best vulnerability management platform for mid-market B2B companies"}, {"id": "mai-20260917-0721-smoke|c82-m1|mistral-small|ESET Vulnerability & Patch Management", "prompt": "c82-m1", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "ESET Vulnerability & Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include ESET Vulnerability & Patch Management, which is praised for its scalability and intuitiveness"}, {"id": "mai-20260917-0721-smoke|c82-m1|mistral-small|UpGuard", "prompt": "c82-m1", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "UpGuard, which is designed for lean security teams and offers continuous external discovery"}, {"id": "mai-20260917-0721-smoke|c82-m1|moonshot-small|Rapid7 InsightVM", "prompt": "c82-m1", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rapid7 InsightVM** is generally regarded as the best fit"}, {"id": "mai-20260917-0721-smoke|c82-m1|moonshot-small|Tenable", "prompt": "c82-m1", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Largest plugin library (220K+ checks), best for hybrid on-prem/cloud environments, but premium pricing"}, {"id": "mai-20260917-0721-smoke|c82-m1|moonshot-small|Qualys VMDR", "prompt": "c82-m1", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Native patch management included in base price, excellent out-of-box compliance frameworks"}, {"id": "mai-20260917-0721-smoke|c82-m1|moonshot-small|Microsoft Defender VM", "prompt": "c82-m1", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Microsoft Defender VM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-effective if you have E5 licensing, though less mature as a standalone VM tool"}, {"id": "mai-20260917-0721-smoke|c82-m1|openai-small|Tenable Vulnerability Management", "prompt": "c82-m1", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best overall default choice is usually Tenable Vulnerability Management"}, {"id": "mai-20260917-0721-smoke|c82-m1|openai-small|Qualys VMDR", "prompt": "c82-m1", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qualys VMDR** is often the strongest alternative"}, {"id": "mai-20260917-0721-smoke|c82-m1|openai-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m1", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can be attractive, but it tends to be more compelling as part of a broader Microsoft security stack than as a standalone best-of-breed VM choice"}, {"id": "mai-20260917-0721-smoke|c82-m1|openai-small|Arctic Wolf Aurora", "prompt": "c82-m1", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Arctic Wolf Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Arctic Wolf Aurora** if you'd rather buy more managed guidance/service"}, {"id": "mai-20260917-0721-smoke|c82-m1|xai-small|Rapid7 InsightVM", "prompt": "c82-m1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick Rapid7** if your team (5–20 people) needs actionable, exploit-focused insights without massive setup—frequently called out for mid-market."}, {"id": "mai-20260917-0721-smoke|c82-m1|xai-small|Tenable Vulnerability Management", "prompt": "c82-m1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Go Tenable** for broadest coverage and polished dashboards if B2B compliance/reporting is key."}, {"id": "mai-20260917-0721-smoke|c82-m1|xai-small|Qualys VMDR", "prompt": "c82-m1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qualys** shines if patching/automation is a pain point."}, {"id": "mai-20260917-0721-smoke|c82-m1|xai-small|CrowdStrike Falcon Spotlight / Exposure Mgmt", "prompt": "c82-m1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Spotlight / Exposure Mgmt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If using Falcon EDR suite, agent-based simplicity"}, {"id": "mai-20260917-0721-smoke|c82-m1|xai-small|Wiz", "prompt": "c82-m1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider Wiz/Orca (cheaper for workloads, but less traditional VM)"}, {"id": "mai-20260917-0721-smoke|c82-m1|xai-small|Orca", "prompt": "c82-m1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider Wiz/Orca (cheaper for workloads, but less traditional VM)"}, {"id": "mai-20260917-0721-smoke|c82-m1|zai-small|Rapid7 InsightVM", "prompt": "c82-m1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best vulnerability management platform for a mid‑market B2B company is **Rapid7 InsightVM**"}, {"id": "mai-20260917-0721-smoke|c82-m1|zai-small|Tenable Vulnerability Management", "prompt": "c82-m1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If You Need Maximum Coverage:** Tenable Vulnerability Management"}, {"id": "mai-20260917-0721-smoke|c82-m1|zai-small|Qualys VMDR", "prompt": "c82-m1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For cloud‑centric workloads with built‑in patching, Qualys VMDR is a strong alternative."}, {"id": "mai-20260917-0721-smoke|c82-m1|zai-small|CrowdStrike Exposure Management", "prompt": "c82-m1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "CrowdStrike Exposure Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teams already using CrowdStrike Falcon for endpoint security | 8.40/10"}, {"id": "mai-20260917-0721-smoke|c82-m1|zai-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If You're Already M365‑Centric:** Microsoft Defender Vulnerability Management"}, {"id": "mai-20260917-0721-smoke|c82-m1|zai-small|Wiz", "prompt": "c82-m1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Wiz** | Cloud‑native, container‑heavy environments | 8.35/10"}, {"id": "mai-20260917-0721-smoke|c82-m2|alibaba-small|Rapid7 InsightVM", "prompt": "c82-m2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest recommendation is **Rapid7 InsightVM**"}, {"id": "mai-20260917-0721-smoke|c82-m2|alibaba-small|Nessus Professional", "prompt": "c82-m2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Nessus Professional", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "very small businesses might get away with basic scanners like Nessus Professional"}, {"id": "mai-20260917-0721-smoke|c82-m2|alibaba-small|Tenable.io", "prompt": "c82-m2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tenable.io (The Industry Standard) ... Cons: Can be more expensive and slightly steeper to configure than InsightVM."}, {"id": "mai-20260917-0721-smoke|c82-m2|alibaba-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-m2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "looking for a budget-friendly, all-in-one solution"}, {"id": "mai-20260917-0721-smoke|c82-m2|alibaba-small|Arctic Wolf", "prompt": "c82-m2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Companies that don't want to manage the tool themselves."}, {"id": "mai-20260917-0721-smoke|c82-m2|anthropic-small|Qualys", "prompt": "c82-m2", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Qualys** - Comprehensive cloud-based platform with strong network and web app scanning"}, {"id": "mai-20260917-0721-smoke|c82-m2|anthropic-small|Tenable Nessus/SecurityCenter", "prompt": "c82-m2", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Nessus/SecurityCenter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with either **Tenable Nessus** (if you want a proven, flexible solution)"}, {"id": "mai-20260917-0721-smoke|c82-m2|anthropic-small|Rapid7 Insightvm", "prompt": "c82-m2", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 Insightvm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Rapid7 Insightvm** (if you want more integrated vulnerability management features)"}, {"id": "mai-20260917-0721-smoke|c82-m2|anthropic-small|Acunetix", "prompt": "c82-m2", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Acunetix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Acunetix** - Excellent for web application scanning"}, {"id": "mai-20260917-0721-smoke|c82-m2|anthropic-small|Snyk", "prompt": "c82-m2", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Snyk** - Ideal if you have significant development/DevSecOps needs"}, {"id": "mai-20260917-0721-smoke|c82-m2|challenger-small|Rapid7 InsightVM", "prompt": "c82-m2", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Rapid7 InsightVM** as the default choice"}, {"id": "mai-20260917-0721-smoke|c82-m2|challenger-small|Tenable Vulnerability Management / Nessus", "prompt": "c82-m2", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Vulnerability Management / Nessus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want the safest, most established general-purpose scanning option with broad coverage and fast time-to-value"}, {"id": "mai-20260917-0721-smoke|c82-m2|challenger-small|Qualys VMDR", "prompt": "c82-m2", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you have a **large, distributed, or regulated** environment and want cloud-delivered continuous monitoring"}, {"id": "mai-20260917-0721-smoke|c82-m2|challenger-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m2", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you are heavily standardized on the Microsoft ecosystem and want low operational overhead"}, {"id": "mai-20260917-0721-smoke|c82-m2|challenger-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-m2", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you want vulnerability detection tied closely to **patching and remediation**"}, {"id": "mai-20260917-0721-smoke|c82-m2|deepseek-small|Rapid7 InsightVM", "prompt": "c82-m2", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Recommendation: **Rapid7 InsightVM** (top pick)"}, {"id": "mai-20260917-0721-smoke|c82-m2|deepseek-small|Qualys VMDR", "prompt": "c82-m2", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qualys VMDR** (strong alternative)"}, {"id": "mai-20260917-0721-smoke|c82-m2|deepseek-small|Tenable (Nessus / Tenable One)", "prompt": "c82-m2", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable (Nessus / Tenable One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mostly on-prem servers & workstations?** → Tenable Nessus"}, {"id": "mai-20260917-0721-smoke|c82-m2|deepseek-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-m2", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget conscious / want patching too?** → ManageEngine VMP"}, {"id": "mai-20260917-0721-smoke|c82-m2|deepseek-small|Intruder", "prompt": "c82-m2", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lean teams** wanting continuous, external-focused scanning with a simple UI."}, {"id": "mai-20260917-0721-smoke|c82-m2|deepseek-small|Edgescan", "prompt": "c82-m2", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Edgescan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you have significant **web application** exposure."}, {"id": "mai-20260917-0721-smoke|c82-m2|deepseek-small|Invicti", "prompt": "c82-m2", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Invicti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Edgescan / Invicti** | If you have significant **web application** exposure."}, {"id": "mai-20260917-0721-smoke|c82-m2|google-small|Intruder", "prompt": "c82-m2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"Lean Security\" Pick: **Intruder** ... Best for: Companies with small security/IT teams who need simple, automated, and continuous vulnerability scanning."}, {"id": "mai-20260917-0721-smoke|c82-m2|google-small|Rapid7 InsightVM", "prompt": "c82-m2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Traditional & Hybrid IT Pick: **Rapid7 InsightVM**"}, {"id": "mai-20260917-0721-smoke|c82-m2|google-small|Wiz", "prompt": "c82-m2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Cloud-Native SaaS Pick: **Wiz** or **Orca Security** ... Limitations: Expensive."}, {"id": "mai-20260917-0721-smoke|c82-m2|google-small|Orca Security", "prompt": "c82-m2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Wiz** or **Orca Security** (for agentless, context-aware cloud security)"}, {"id": "mai-20260917-0721-smoke|c82-m2|google-small|Aikido Security", "prompt": "c82-m2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The DevSecOps/Software Builder Pick: **Aikido Security**"}, {"id": "mai-20260917-0721-smoke|c82-m2|google-small|Snyk", "prompt": "c82-m2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Instead of buying three separate tools (e.g., Snyk for code, Tenable for networks, and a DAST scanner)"}, {"id": "mai-20260917-0721-smoke|c82-m2|google-small|Tenable", "prompt": "c82-m2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Snyk for code, Tenable for networks"}, {"id": "mai-20260917-0721-smoke|c82-m2|meta-small|Rapid7 InsightVM", "prompt": "c82-m2", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend Rapid7 InsightVM as a vulnerability scanning and management tool for a mid-sized B2B company"}, {"id": "mai-20260917-0721-smoke|c82-m2|meta-small|Tenable Vulnerability Management", "prompt": "c82-m2", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Tenable Vulnerability Management and Qualys VMDR."}, {"id": "mai-20260917-0721-smoke|c82-m2|meta-small|Qualys VMDR", "prompt": "c82-m2", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Tenable Vulnerability Management and Qualys VMDR."}, {"id": "mai-20260917-0721-smoke|c82-m2|minimax-small|Tenable.io", "prompt": "c82-m2", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Tenable.io** or **Rapid7 InsightVM** as top choices"}, {"id": "mai-20260917-0721-smoke|c82-m2|minimax-small|Qualys VMDR", "prompt": "c82-m2", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Unified vulnerability management ... Considerations:** Slightly steeper learning curve"}, {"id": "mai-20260917-0721-smoke|c82-m2|minimax-small|Rapid7 InsightVM", "prompt": "c82-m2", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend **Tenable.io** or **Rapid7 InsightVM** as top choices"}, {"id": "mai-20260917-0721-smoke|c82-m2|minimax-small|OpenVAS", "prompt": "c82-m2", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "OpenVAS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Considerations:** Limited support, requires in-house expertise"}, {"id": "mai-20260917-0721-smoke|c82-m2|mistral-small|Rapid7 InsightVM", "prompt": "c82-m2", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a robust, scalable solution with strong integration, go with **Rapid7 InsightVM**."}, {"id": "mai-20260917-0721-smoke|c82-m2|mistral-small|Intruder", "prompt": "c82-m2", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for small to mid-sized businesses that need external attack-surface vulnerability scanning"}, {"id": "mai-20260917-0721-smoke|c82-m2|mistral-small|ManageEngine Vulnerability Manager Plus (VMP)", "prompt": "c82-m2", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "ManageEngine Vulnerability Manager Plus (VMP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-to-large teams managing endpoint vulnerabilities."}, {"id": "mai-20260917-0721-smoke|c82-m2|moonshot-small|Rapid7 InsightVM", "prompt": "c82-m2", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Rapid7 InsightVM"}, {"id": "mai-20260917-0721-smoke|c82-m2|moonshot-small|Tenable Vulnerability Management", "prompt": "c82-m2", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Tenable Vulnerability Management"}, {"id": "mai-20260917-0721-smoke|c82-m2|moonshot-small|Qualys VMDR", "prompt": "c82-m2", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: Qualys VMDR"}, {"id": "mai-20260917-0721-smoke|c82-m2|moonshot-small|Microsoft Defender VM", "prompt": "c82-m2", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Microsoft Defender VM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Already using Microsoft 365 heavily | Consider **Microsoft Defender VM** (lower cost)"}, {"id": "mai-20260917-0721-smoke|c82-m2|openai-small|Tenable Vulnerability Management", "prompt": "c82-m2", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Tenable Vulnerability Management** if you want a balance of coverage, easier operationalization, and room to grow."}, {"id": "mai-20260917-0721-smoke|c82-m2|openai-small|Nessus Professional", "prompt": "c82-m2", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Nessus Professional", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you only need a **simple point-in-time scanner** and have a small environment, **Nessus Professional** can be enough."}, {"id": "mai-20260917-0721-smoke|c82-m2|openai-small|Qualys", "prompt": "c82-m2", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qualys** is also a serious contender"}, {"id": "mai-20260917-0721-smoke|c82-m2|openai-small|Rapid7", "prompt": "c82-m2", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "side-by-side comparison of Tenable vs Qualys vs Rapid7"}, {"id": "mai-20260917-0721-smoke|c82-m2|xai-small|Rapid7 InsightVM", "prompt": "c82-m2", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Rapid7 InsightVM (now part of Insight Platform)"}, {"id": "mai-20260917-0721-smoke|c82-m2|xai-small|Tenable Vulnerability Management", "prompt": "c82-m2", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You need broadest scan coverage and maturity. Top overall (8.98/10)"}, {"id": "mai-20260917-0721-smoke|c82-m2|xai-small|Qualys VMDR", "prompt": "c82-m2", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise compliance/hybrid focus with TruRisk scoring."}, {"id": "mai-20260917-0721-smoke|c82-m2|xai-small|Intruder", "prompt": "c82-m2", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lean teams wanting simple external/cloud scanning (SMB-focused)."}, {"id": "mai-20260917-0721-smoke|c82-m2|xai-small|Nessus Professional", "prompt": "c82-m2", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Nessus Professional", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Budget starter for basic scans (unlimited IPs). Not full management."}, {"id": "mai-20260917-0721-smoke|c82-m2|zai-small|Rapid7 InsightVM", "prompt": "c82-m2", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rapid7 InsightVM** is the strongest all‑around recommendation"}, {"id": "mai-20260917-0721-smoke|c82-m2|zai-small|Tenable Vulnerability Management (Tenable.io)", "prompt": "c82-m2", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Vulnerability Management (Tenable.io)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative 1 – Tenable Vulnerability Management (Tenable.io)"}, {"id": "mai-20260917-0721-smoke|c82-m2|zai-small|ESET Vulnerability & Patch Management", "prompt": "c82-m2", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "ESET Vulnerability & Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative 2 – ESET Vulnerability & Patch Management"}, {"id": "mai-20260917-0721-smoke|c82-m2|zai-small|Qualys VMDR", "prompt": "c82-m2", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative 3 – Qualys VMDR (Vulnerability Management, Detection, and Response)"}, {"id": "mai-20260917-0721-smoke|c82-m3|alibaba-small|Tenable", "prompt": "c82-m3", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top vulnerability management platforms are **Tenable**, **Qualys**, and **Rapid7**"}, {"id": "mai-20260917-0721-smoke|c82-m3|alibaba-small|Qualys", "prompt": "c82-m3", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the top vulnerability management platforms are **Tenable**, **Qualys**, and **Rapid7**"}, {"id": "mai-20260917-0721-smoke|c82-m3|alibaba-small|Rapid7", "prompt": "c82-m3", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the top vulnerability management platforms are **Tenable**, **Qualys**, and **Rapid7**"}, {"id": "mai-20260917-0721-smoke|c82-m3|alibaba-small|Intruder", "prompt": "c82-m3", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for continuous monitoring and ease of use, often targeting SMBs"}, {"id": "mai-20260917-0721-smoke|c82-m3|alibaba-small|Beacon", "prompt": "c82-m3", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Beacon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A newer entrant focusing on continuous monitoring with a modern SaaS approach."}, {"id": "mai-20260917-0721-smoke|c82-m3|alibaba-small|OpenVAS/Greenbone", "prompt": "c82-m3", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "OpenVAS/Greenbone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Popular open-source alternatives for budget-constrained organizations."}, {"id": "mai-20260917-0721-smoke|c82-m3|anthropic-small|Tenable Vulnerability Management", "prompt": "c82-m3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tenable is the detection leader with a plugin library exceeding 219,000 signatures, the largest in the market by a significant margin"}, {"id": "mai-20260917-0721-smoke|c82-m3|anthropic-small|Qualys VMDR", "prompt": "c82-m3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Qualys VMDR ... combines traditional vulnerability management with advanced threat detection and automated response capabilities"}, {"id": "mai-20260917-0721-smoke|c82-m3|anthropic-small|Rapid7 InsightVM", "prompt": "c82-m3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rapid7 InsightVM has long been a recognizable vulnerability management platform"}, {"id": "mai-20260917-0721-smoke|c82-m3|anthropic-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "works better as one piece of a broader stack than as the primary platform ... accept the coverage tradeoffs for non-Windows assets"}, {"id": "mai-20260917-0721-smoke|c82-m3|anthropic-small|CrowdStrike", "prompt": "c82-m3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tenable, Qualys, Rapid7, Microsoft, CrowdStrike, and Tanium are stronger fits for broader enterprise vulnerability management"}, {"id": "mai-20260917-0721-smoke|c82-m3|anthropic-small|Tanium", "prompt": "c82-m3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tanium is built for environments where speed and endpoint scale matter."}, {"id": "mai-20260917-0721-smoke|c82-m3|challenger-small|Tenable", "prompt": "c82-m3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for broad enterprise coverage and exposure management; it uses **agent + agentless + cloud-native** scanning"}, {"id": "mai-20260917-0721-smoke|c82-m3|challenger-small|Qualys VMDR", "prompt": "c82-m3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys VMDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "top vulnerability management platforms** in 2026 are typically **Tenable**, **Qualys VMDR**, and **Rapid7 InsightVM** for broad enterprise vulnerability management"}, {"id": "mai-20260917-0721-smoke|c82-m3|challenger-small|Rapid7 InsightVM", "prompt": "c82-m3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "top vulnerability management platforms** in 2026 are typically **Tenable**, **Qualys VMDR**, and **Rapid7 InsightVM**"}, {"id": "mai-20260917-0721-smoke|c82-m3|challenger-small|Wiz", "prompt": "c82-m3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for **cloud-native** teams; it is primarily **agentless**"}, {"id": "mai-20260917-0721-smoke|c82-m3|challenger-small|CrowdStrike Falcon Spotlight / Exposure Management", "prompt": "c82-m3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Spotlight / Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for organizations already using CrowdStrike; it is **agent-based**"}, {"id": "mai-20260917-0721-smoke|c82-m3|challenger-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for **Microsoft-centric estates**"}, {"id": "mai-20260917-0721-smoke|c82-m3|challenger-small|BeyondTrust", "prompt": "c82-m3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These often appear in broader tool lists, but they are usually chosen for more specific needs"}, {"id": "mai-20260917-0721-smoke|c82-m3|challenger-small|ManageEngine", "prompt": "c82-m3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These often appear in broader tool lists"}, {"id": "mai-20260917-0721-smoke|c82-m3|challenger-small|Tanium", "prompt": "c82-m3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "These often appear in broader tool lists"}, {"id": "mai-20260917-0721-smoke|c82-m3|challenger-small|Greenbone", "prompt": "c82-m3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Greenbone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "These often appear in broader tool lists"}, {"id": "mai-20260917-0721-smoke|c82-m3|challenger-small|Snyk", "prompt": "c82-m3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "app-focused scanning"}, {"id": "mai-20260917-0721-smoke|c82-m3|challenger-small|Intruder", "prompt": "c82-m3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "lightweight external attack-surface monitoring"}, {"id": "mai-20260917-0721-smoke|c82-m3|deepseek-small|Tenable", "prompt": "c82-m3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a large hybrid enterprise probably wants Tenable or Qualys"}, {"id": "mai-20260917-0721-smoke|c82-m3|deepseek-small|Qualys VMDR", "prompt": "c82-m3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys VMDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a large hybrid enterprise probably wants Tenable or Qualys"}, {"id": "mai-20260917-0721-smoke|c82-m3|deepseek-small|Rapid7 InsightVM", "prompt": "c82-m3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mid-market teams wanting exploit-backed prioritization and great UX"}, {"id": "mai-20260917-0721-smoke|c82-m3|deepseek-small|Wiz", "prompt": "c82-m3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a multi-cloud startup leans toward Wiz or Orca"}, {"id": "mai-20260917-0721-smoke|c82-m3|deepseek-small|Orca Security", "prompt": "c82-m3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a multi-cloud startup leans toward Wiz or Orca"}, {"id": "mai-20260917-0721-smoke|c82-m3|deepseek-small|CrowdStrike Falcon Exposure Management (Falcon Spotlight)", "prompt": "c82-m3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Exposure Management (Falcon Spotlight)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best choice when you already have that agent deployed"}, {"id": "mai-20260917-0721-smoke|c82-m3|deepseek-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a Windows-centric or CrowdStrike-shop benefits from Defender or Falcon"}, {"id": "mai-20260917-0721-smoke|c82-m3|deepseek-small|Ivanti VMaaS", "prompt": "c82-m3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Ivanti VMaaS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ivanti VMaaS — vulnerability management as a managed service"}, {"id": "mai-20260917-0721-smoke|c82-m3|deepseek-small|Intruder", "prompt": "c82-m3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "strong for SMBs, continuous and automated scanning with a clean UI"}, {"id": "mai-20260917-0721-smoke|c82-m3|deepseek-small|Syxsense", "prompt": "c82-m3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Syxsense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Syxsense / ESET — stand out for integrated patch management"}, {"id": "mai-20260917-0721-smoke|c82-m3|deepseek-small|ESET", "prompt": "c82-m3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Syxsense / ESET — stand out for integrated patch management"}, {"id": "mai-20260917-0721-smoke|c82-m3|deepseek-small|Nucleus", "prompt": "c82-m3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Nucleus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Nucleus & Vulcan Cyber — risk-based prioritization and remediation orchestration layers"}, {"id": "mai-20260917-0721-smoke|c82-m3|deepseek-small|Vulcan Cyber", "prompt": "c82-m3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Vulcan Cyber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Nucleus & Vulcan Cyber — risk-based prioritization and remediation orchestration layers"}, {"id": "mai-20260917-0721-smoke|c82-m3|deepseek-small|Greenbone / OpenVAS (open source)", "prompt": "c82-m3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Greenbone / OpenVAS (open source)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "free option for budget-constrained teams"}, {"id": "mai-20260917-0721-smoke|c82-m3|deepseek-small|Snyk", "prompt": "c82-m3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "specifically for application/code and container vulnerability scanning"}, {"id": "mai-20260917-0721-smoke|c82-m3|google-small|Tenable (Tenable One / Nessus)", "prompt": "c82-m3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable (Tenable One / Nessus)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tenable is widely regarded as the market pioneer... Choose Tenable or Qualys if you have a massive, hybrid, or complex physical corporate network"}, {"id": "mai-20260917-0721-smoke|c82-m3|google-small|Qualys (VMDR / Enterprise TruRisk Platform)", "prompt": "c82-m3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys (VMDR / Enterprise TruRisk Platform)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Tenable or Qualys if you have a massive, hybrid, or complex physical corporate network"}, {"id": "mai-20260917-0721-smoke|c82-m3|google-small|Rapid7 (InsightVM / Insight Platform)", "prompt": "c82-m3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 (InsightVM / Insight Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rapid7 is the third of the \"Big Three\" traditional VM vendors."}, {"id": "mai-20260917-0721-smoke|c82-m3|google-small|Wiz", "prompt": "c82-m3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Wiz or Orca if your infrastructure is cloud-first"}, {"id": "mai-20260917-0721-smoke|c82-m3|google-small|Orca Security", "prompt": "c82-m3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wiz and Orca have revolutionized vulnerability management for cloud infrastructure."}, {"id": "mai-20260917-0721-smoke|c82-m3|google-small|CrowdStrike Falcon Exposure Management", "prompt": "c82-m3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose CrowdStrike or Microsoft if your primary concern is endpoint security"}, {"id": "mai-20260917-0721-smoke|c82-m3|google-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Organizations already heavily invested in either the Microsoft or CrowdStrike ecosystems"}, {"id": "mai-20260917-0721-smoke|c82-m3|google-small|Nucleus Security", "prompt": "c82-m3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Nucleus Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Nucleus or Brinqa if you already own multiple scanners"}, {"id": "mai-20260917-0721-smoke|c82-m3|google-small|Brinqa", "prompt": "c82-m3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Brinqa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Nucleus and Brinqa solve the problem of \"alert fatigue\" by acting as central aggregators."}, {"id": "mai-20260917-0721-smoke|c82-m3|meta-small|Tenable", "prompt": "c82-m3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of top vulnerability management platforms, including Tenable, Qualys, Rapid7 InsightVM"}, {"id": "mai-20260917-0721-smoke|c82-m3|meta-small|Qualys", "prompt": "c82-m3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Tenable, Qualys, Rapid7 InsightVM"}, {"id": "mai-20260917-0721-smoke|c82-m3|meta-small|Rapid7 InsightVM", "prompt": "c82-m3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Tenable, Qualys, Rapid7 InsightVM, Binarly"}, {"id": "mai-20260917-0721-smoke|c82-m3|meta-small|Binarly", "prompt": "c82-m3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Binarly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Binarly, Nucleus, Brinqa"}, {"id": "mai-20260917-0721-smoke|c82-m3|meta-small|Nucleus", "prompt": "c82-m3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Nucleus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Binarly, Nucleus, Brinqa"}, {"id": "mai-20260917-0721-smoke|c82-m3|meta-small|Brinqa", "prompt": "c82-m3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Brinqa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Nucleus, Brinqa, Orca Security"}, {"id": "mai-20260917-0721-smoke|c82-m3|meta-small|Orca Security", "prompt": "c82-m3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Orca Security, Wiz"}, {"id": "mai-20260917-0721-smoke|c82-m3|meta-small|Wiz", "prompt": "c82-m3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Orca Security, Wiz, Microsoft Defender Vulnerability Management"}, {"id": "mai-20260917-0721-smoke|c82-m3|meta-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Microsoft Defender Vulnerability Management, CrowdStrike Falcon Exposure Management"}, {"id": "mai-20260917-0721-smoke|c82-m3|meta-small|CrowdStrike Falcon Exposure Management", "prompt": "c82-m3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "CrowdStrike Falcon Exposure Management, Intruder"}, {"id": "mai-20260917-0721-smoke|c82-m3|meta-small|Intruder", "prompt": "c82-m3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Intruder, and Palo Alto Prisma Cloud"}, {"id": "mai-20260917-0721-smoke|c82-m3|meta-small|Palo Alto Prisma Cloud", "prompt": "c82-m3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "and Palo Alto Prisma Cloud"}, {"id": "mai-20260917-0721-smoke|c82-m3|minimax-small|Tenable Vulnerability Management", "prompt": "c82-m3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Considered the top overall platform"}, {"id": "mai-20260917-0721-smoke|c82-m3|minimax-small|Qualys VMDR", "prompt": "c82-m3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternative for compliance-heavy environments (8.87/10)"}, {"id": "mai-20260917-0721-smoke|c82-m3|minimax-small|Rapid7 InsightVM", "prompt": "c82-m3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market companies (8.73/10)"}, {"id": "mai-20260917-0721-smoke|c82-m3|minimax-small|CrowdStrike Exposure Management", "prompt": "c82-m3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best cybersecurity suite incorporating vulnerability management"}, {"id": "mai-20260917-0721-smoke|c82-m3|minimax-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Microsoft environments"}, {"id": "mai-20260917-0721-smoke|c82-m3|minimax-small|ESET Vulnerability and Patch Management", "prompt": "c82-m3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "ESET Vulnerability and Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for SMEs"}, {"id": "mai-20260917-0721-smoke|c82-m3|minimax-small|Syxsense Enterprise", "prompt": "c82-m3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Syxsense Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for patch management"}, {"id": "mai-20260917-0721-smoke|c82-m3|minimax-small|Ivanti VMaaS", "prompt": "c82-m3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Ivanti VMaaS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best as a service offering"}, {"id": "mai-20260917-0721-smoke|c82-m3|minimax-small|Intruder", "prompt": "c82-m3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for SMBs, fast time-to-value at $149/month"}, {"id": "mai-20260917-0721-smoke|c82-m3|minimax-small|Greenbone Community Edition", "prompt": "c82-m3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Greenbone Community Edition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best free option"}, {"id": "mai-20260917-0721-smoke|c82-m3|mistral-small|Tenable Vulnerability Management", "prompt": "c82-m3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall, offering broad coverage and strong plugin depth"}, {"id": "mai-20260917-0721-smoke|c82-m3|mistral-small|Qualys VMDR", "prompt": "c82-m3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for cloud-based enterprises"}, {"id": "mai-20260917-0721-smoke|c82-m3|mistral-small|Rapid7 InsightVM", "prompt": "c82-m3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best on-prem tool, known for risk-focused prioritization"}, {"id": "mai-20260917-0721-smoke|c82-m3|mistral-small|CrowdStrike Exposure Management", "prompt": "c82-m3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike Exposure Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best cybersecurity suite incorporating vulnerability management"}, {"id": "mai-20260917-0721-smoke|c82-m3|mistral-small|ESET Vulnerability and Patch Management", "prompt": "c82-m3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "ESET Vulnerability and Patch Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for SMEs, offering integrated patch management"}, {"id": "mai-20260917-0721-smoke|c82-m3|mistral-small|Syxsense Enterprise", "prompt": "c82-m3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Syxsense Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for patch management"}, {"id": "mai-20260917-0721-smoke|c82-m3|mistral-small|Ivanti VMaaS", "prompt": "c82-m3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Ivanti VMaaS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best as a service offering"}, {"id": "mai-20260917-0721-smoke|c82-m3|mistral-small|Orca Security", "prompt": "c82-m3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for cloud-native environments, using an agentless approach"}, {"id": "mai-20260917-0721-smoke|c82-m3|mistral-small|SecPod SanerNow", "prompt": "c82-m3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "SecPod SanerNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for continuous vulnerability and exposure management"}, {"id": "mai-20260917-0721-smoke|c82-m3|mistral-small|StorageGuard", "prompt": "c82-m3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "StorageGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for storage and backup applications"}, {"id": "mai-20260917-0721-smoke|c82-m3|moonshot-small|Tenable", "prompt": "c82-m3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tenable** (Best for: Large hybrid enterprises, OT/ICS environments)"}, {"id": "mai-20260917-0721-smoke|c82-m3|moonshot-small|Qualys VMDR", "prompt": "c82-m3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qualys VMDR** (Best for: Compliance-driven mid-to-large enterprises)"}, {"id": "mai-20260917-0721-smoke|c82-m3|moonshot-small|Rapid7 InsightVM", "prompt": "c82-m3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rapid7 InsightVM** (Best for: Mid-market teams, DevOps integration)"}, {"id": "mai-20260917-0721-smoke|c82-m3|moonshot-small|Wiz", "prompt": "c82-m3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Wiz** (Best for: Cloud-native organizations)"}, {"id": "mai-20260917-0721-smoke|c82-m3|moonshot-small|CrowdStrike Exposure Management", "prompt": "c82-m3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Integrated cybersecurity suite"}, {"id": "mai-20260917-0721-smoke|c82-m3|moonshot-small|Arctic Wolf", "prompt": "c82-m3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Arctic Wolf** (Best for: Managed security service)"}, {"id": "mai-20260917-0721-smoke|c82-m3|openai-small|Tenable", "prompt": "c82-m3", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Need broad exposure management across many asset types and vendors? Look at **Tenable** or **Qualys**."}, {"id": "mai-20260917-0721-smoke|c82-m3|openai-small|Qualys", "prompt": "c82-m3", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need broad exposure management across many asset types and vendors? Look at **Tenable** or **Qualys**."}, {"id": "mai-20260917-0721-smoke|c82-m3|openai-small|Rapid7", "prompt": "c82-m3", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want VM tied closely to security operations workflows? Consider **Rapid7**."}, {"id": "mai-20260917-0721-smoke|c82-m3|openai-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m3", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mostly Microsoft environment? Choose **Microsoft Defender Vulnerability Management**."}, {"id": "mai-20260917-0721-smoke|c82-m3|xai-small|Tenable", "prompt": "c82-m3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tenable positioned highest overall in Gartner for broad attack surface coverage and execution"}, {"id": "mai-20260917-0721-smoke|c82-m3|xai-small|Qualys", "prompt": "c82-m3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "compliance/cloud scale → Qualys"}, {"id": "mai-20260917-0721-smoke|c82-m3|xai-small|Rapid7", "prompt": "c82-m3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cost-effective mid-market → Rapid7"}, {"id": "mai-20260917-0721-smoke|c82-m3|xai-small|CrowdStrike (Falcon Exposure Management)", "prompt": "c82-m3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike (Falcon Exposure Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other strong contenders include CrowdStrike (Falcon Exposure Management)"}, {"id": "mai-20260917-0721-smoke|c82-m3|xai-small|Wiz", "prompt": "c82-m3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wiz (cloud-focused)... CNAPP focus; Limited to cloud."}, {"id": "mai-20260917-0721-smoke|c82-m3|xai-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Microsoft Defender Vulnerability Management, especially for integrated ecosystems"}, {"id": "mai-20260917-0721-smoke|c82-m3|zai-small|Tenable", "prompt": "c82-m3", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprises, **Tenable** or **Qualys** are the top choices depending on your deployment preferences."}, {"id": "mai-20260917-0721-smoke|c82-m3|zai-small|Qualys", "prompt": "c82-m3", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprises, **Tenable** or **Qualys** are the top choices depending on your deployment preferences."}, {"id": "mai-20260917-0721-smoke|c82-m3|zai-small|Rapid7 InsightVM", "prompt": "c82-m3", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rapid7 InsightVM** is excellent if you want exploitability-based prioritization."}, {"id": "mai-20260917-0721-smoke|c82-m3|zai-small|Microsoft Defender for Cloud", "prompt": "c82-m3", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Microsoft Defender for Cloud** is best for organizations already using Microsoft products."}, {"id": "mai-20260917-0721-smoke|c82-m3|zai-small|Palo Alto Cortex XDR", "prompt": "c82-m3", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Higher cost, Steeper learning curve, Best used as part of broader Cortex deployment"}, {"id": "mai-20260917-0721-smoke|c82-m3|zai-small|Snyk", "prompt": "c82-m3", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Snyk** is the go-to for development teams focused on code and containers."}, {"id": "mai-20260917-0721-smoke|c82-m3|zai-small|OpenVAS", "prompt": "c82-m3", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "OpenVAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free, open source, extensible | UI is dated, requires maintenance"}, {"id": "mai-20260917-0721-smoke|c82-m3|zai-small|Nessus", "prompt": "c82-m3", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Nessus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Easy to use, accurate scans | Free version limited to home use"}, {"id": "mai-20260917-0721-smoke|c82-m3|zai-small|Trivy", "prompt": "c82-m3", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Container scanning, CLI-based | Limited reporting capabilities"}, {"id": "mai-20260917-0721-smoke|c82-m4|alibaba-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"Zero Extra Cost\" Option (If you have a Microsoft Ecosystem) **Winner: Microsoft Defender Vulnerability Management**"}, {"id": "mai-20260917-0721-smoke|c82-m4|alibaba-small|Lansweeper", "prompt": "c82-m4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"All-in-One\" Low-Cost SaaS **Winner: Lansweeper**"}, {"id": "mai-20260917-0721-smoke|c82-m4|alibaba-small|Qualys", "prompt": "c82-m4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "significantly cheaper than enterprise tools like Qualys or Tenable"}, {"id": "mai-20260917-0721-smoke|c82-m4|alibaba-small|Tenable", "prompt": "c82-m4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "significantly cheaper than enterprise tools like Qualys or Tenable"}, {"id": "mai-20260917-0721-smoke|c82-m4|alibaba-small|ManageEngine Patch Manager Plus", "prompt": "c82-m4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for On-Premise & Total Control **Winner: ManageEngine Patch Manager Plus**"}, {"id": "mai-20260917-0721-smoke|c82-m4|alibaba-small|Greenbone Community Edition (GCE)", "prompt": "c82-m4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Greenbone Community Edition (GCE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**High Technical Barrier.** ... Not recommended for generalist IT admins; intended for security engineers."}, {"id": "mai-20260917-0721-smoke|c82-m4|alibaba-small|Rapid7", "prompt": "c82-m4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "aggressively undercutting the giants (Tenable/Rapid7) on price"}, {"id": "mai-20260917-0721-smoke|c82-m4|alibaba-small|Deemkay", "prompt": "c82-m4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Deemkay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The Best \"Modern\" Low-Cost SaaS **Winner: Deemkay**"}, {"id": "mai-20260917-0721-smoke|c82-m4|anthropic-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-m4", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have limited budget but some technical capacity, ManageEngine is your best commercial bet."}, {"id": "mai-20260917-0721-smoke|c82-m4|anthropic-small|Greenbone/OpenVAS", "prompt": "c82-m4", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Greenbone/OpenVAS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Greenbone/OpenVAS provides free scanning, but plan to supplement it with additional tools for a complete workflow."}, {"id": "mai-20260917-0721-smoke|c82-m4|anthropic-small|Nuclei", "prompt": "c82-m4", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Nuclei", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "you can start with Greenbone/OpenVAS or Nuclei if budget is your biggest problem"}, {"id": "mai-20260917-0721-smoke|c82-m4|anthropic-small|DefectDojo", "prompt": "c82-m4", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "DefectDojo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "viable option for budget-constrained teams, but it has no native scanning capabilities"}, {"id": "mai-20260917-0721-smoke|c82-m4|challenger-small|Intruder", "prompt": "c82-m4", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point is usually **Intruder** if you want a paid, low-friction platform"}, {"id": "mai-20260917-0721-smoke|c82-m4|challenger-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-m4", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **ManageEngine Vulnerability Manager Plus** if you need the lowest-cost broader endpoint-focused option"}, {"id": "mai-20260917-0721-smoke|c82-m4|challenger-small|Greenbone Community Edition / OpenVAS", "prompt": "c82-m4", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Greenbone Community Edition / OpenVAS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the best fit may be a **free option** like **Greenbone Community Edition / OpenVAS**"}, {"id": "mai-20260917-0721-smoke|c82-m4|challenger-small|Trivy", "prompt": "c82-m4", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Trivy** if your team can self-manage the tool and its operational overhead"}, {"id": "mai-20260917-0721-smoke|c82-m4|deepseek-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-m4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: **ManageEngine Vulnerability Manager Plus**"}, {"id": "mai-20260917-0721-smoke|c82-m4|deepseek-small|Intruder", "prompt": "c82-m4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Intruder's Essential plan** is the strongest \"fast and cheap\" paid option"}, {"id": "mai-20260917-0721-smoke|c82-m4|deepseek-small|Greenbone Community Edition (OpenVAS)", "prompt": "c82-m4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Greenbone Community Edition (OpenVAS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "free, self-hosted network scanner backed by 160,000+ vulnerability tests"}, {"id": "mai-20260917-0721-smoke|c82-m4|deepseek-small|OWASP ZAP", "prompt": "c82-m4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "OWASP ZAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "free and open-source for web app/API security testing"}, {"id": "mai-20260917-0721-smoke|c82-m4|deepseek-small|Nuclei", "prompt": "c82-m4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Nuclei", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Nuclei** (ProjectDiscovery) — free (MIT license)"}, {"id": "mai-20260917-0721-smoke|c82-m4|deepseek-small|Tenable Nessus Essentials", "prompt": "c82-m4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable Nessus Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "free for up to 16 IPs"}, {"id": "mai-20260917-0721-smoke|c82-m4|deepseek-small|Qualys Community Edition", "prompt": "c82-m4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys Community Edition", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Qualys runs ~$199–250/asset/yr"}, {"id": "mai-20260917-0721-smoke|c82-m4|deepseek-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Already on Microsoft 365 E5 | **Microsoft Defender VM** (free add-on)"}, {"id": "mai-20260917-0721-smoke|c82-m4|deepseek-small|Rapid7", "prompt": "c82-m4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Rapid7 starts around $23/asset/yr but requires a 500-asset minimum (~$11K/yr)"}, {"id": "mai-20260917-0721-smoke|c82-m4|google-small|Greenbone Community Edition (formerly OpenVAS)", "prompt": "c82-m4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Greenbone Community Edition (formerly OpenVAS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose the Greenbone + DefectDojo Stack if you have technically skilled engineers... and a strict software budget of $0."}, {"id": "mai-20260917-0721-smoke|c82-m4|google-small|OWASP DefectDojo", "prompt": "c82-m4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "OWASP DefectDojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "DefectDojo acts as a \"single pane of glass.\" It imports reports from over 500 security tools"}, {"id": "mai-20260917-0721-smoke|c82-m4|google-small|Wazuh", "prompt": "c82-m4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "By installing lightweight Wazuh agents on your servers and endpoints, you get real-time vulnerability detection"}, {"id": "mai-20260917-0721-smoke|c82-m4|google-small|Intruder.io", "prompt": "c82-m4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose Intruder.io (Free or Paid) if you are a fast-growing startup prepping for a security audit"}, {"id": "mai-20260917-0721-smoke|c82-m4|google-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-m4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose ManageEngine Vulnerability Manager Plus if you want automated, hands-off patch management"}, {"id": "mai-20260917-0721-smoke|c82-m4|google-small|Panoptic Scans", "prompt": "c82-m4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Panoptic Scans", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Starting at just $25/month, Panoptic Scans acts as an affordable wrapper for robust open-source tools"}, {"id": "mai-20260917-0721-smoke|c82-m4|google-small|OWASP ZAP", "prompt": "c82-m4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "OWASP ZAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., Greenbone for network, OWASP ZAP for web apps, Trivy for containers"}, {"id": "mai-20260917-0721-smoke|c82-m4|google-small|Trivy", "prompt": "c82-m4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Trivy for containers"}, {"id": "mai-20260917-0721-smoke|c82-m4|google-small|Nmap", "prompt": "c82-m4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Nmap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "OWASP ZAP (web apps), and Nmap (ports)"}, {"id": "mai-20260917-0721-smoke|c82-m4|meta-small|Intruder", "prompt": "c82-m4", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vulnerability management platform for a company with a limited budget is Intruder"}, {"id": "mai-20260917-0721-smoke|c82-m4|meta-small|ManageEngine Vulnerability Manager Plus Professional", "prompt": "c82-m4", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ManageEngine Vulnerability Manager Plus Professional", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include ManageEngine Vulnerability Manager Plus Professional and GFI LanGuard"}, {"id": "mai-20260917-0721-smoke|c82-m4|meta-small|GFI LanGuard", "prompt": "c82-m4", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "GFI LanGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include ManageEngine Vulnerability Manager Plus Professional and GFI LanGuard"}, {"id": "mai-20260917-0721-smoke|c82-m4|meta-small|DefectDojo", "prompt": "c82-m4", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "DefectDojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "open-source alternatives like DefectDojo can be a viable option for budget-constrained teams"}, {"id": "mai-20260917-0721-smoke|c82-m4|minimax-small|Greenbone Community Edition", "prompt": "c82-m4", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Greenbone Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Greenbone Community Edition** if you have technical resources"}, {"id": "mai-20260917-0721-smoke|c82-m4|minimax-small|Intruder", "prompt": "c82-m4", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Intruder** if you need a managed solution that's still affordable for SMBs"}, {"id": "mai-20260917-0721-smoke|c82-m4|minimax-small|OpenVAS", "prompt": "c82-m4", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "OpenVAS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**OpenVAS** - Free scanner (though lacks end-to-end workflow)"}, {"id": "mai-20260917-0721-smoke|c82-m4|minimax-small|Nuclei", "prompt": "c82-m4", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Nuclei", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Nuclei** - Free scanner"}, {"id": "mai-20260917-0721-smoke|c82-m4|minimax-small|DefectDojo", "prompt": "c82-m4", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "DefectDojo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**DefectDojo** - Open-source with central dashboard capabilities"}, {"id": "mai-20260917-0721-smoke|c82-m4|mistral-small|Intruder", "prompt": "c82-m4", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intruder** stands out as the clear best value"}, {"id": "mai-20260917-0721-smoke|c82-m4|mistral-small|Tenable", "prompt": "c82-m4", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It avoids the high costs and complexity of enterprise solutions like Tenable or Qualys"}, {"id": "mai-20260917-0721-smoke|c82-m4|mistral-small|Qualys", "prompt": "c82-m4", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It avoids the high costs and complexity of enterprise solutions like Tenable or Qualys"}, {"id": "mai-20260917-0721-smoke|c82-m4|mistral-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-m4", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "one of the most cost-effective options for small teams"}, {"id": "mai-20260917-0721-smoke|c82-m4|mistral-small|GFI LanGuard", "prompt": "c82-m4", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "GFI LanGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Another budget-friendly choice"}, {"id": "mai-20260917-0721-smoke|c82-m4|moonshot-small|Greenbone Community Edition (OpenVAS)", "prompt": "c82-m4", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Greenbone Community Edition (OpenVAS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Very limited budget ($0)** | Greenbone Community Edition + Wazuh"}, {"id": "mai-20260917-0721-smoke|c82-m4|moonshot-small|Wazuh", "prompt": "c82-m4", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Very limited budget ($0)** | Greenbone Community Edition + Wazuh"}, {"id": "mai-20260917-0721-smoke|c82-m4|moonshot-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m4", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already using Microsoft 365** | Microsoft Defender VM add-on"}, {"id": "mai-20260917-0721-smoke|c82-m4|moonshot-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-m4", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Small budget ($700-1,500/year)** | ManageEngine Vulnerability Manager Plus"}, {"id": "mai-20260917-0721-smoke|c82-m4|moonshot-small|GFI LanGuard", "prompt": "c82-m4", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "GFI LanGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cost:** ~$1,200/year - **Best for:** Small to mid-sized networks"}, {"id": "mai-20260917-0721-smoke|c82-m4|moonshot-small|Intruder", "prompt": "c82-m4", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need quick setup, minimal maintenance** | Intruder or ManageEngine"}, {"id": "mai-20260917-0721-smoke|c82-m4|openai-small|Tenable Nessus / Nessus Professional", "prompt": "c82-m4", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable Nessus / Nessus Professional", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Nessus if you can afford a commercial tool. It usually gives the best balance of cost, ease of use, and scan quality"}, {"id": "mai-20260917-0721-smoke|c82-m4|openai-small|OpenVAS / Greenbone", "prompt": "c82-m4", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "OpenVAS / Greenbone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tightest budget: OpenVAS/Greenbone"}, {"id": "mai-20260917-0721-smoke|c82-m4|openai-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m4", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're already invested in Microsoft 365 / Defender. Often cost-effective"}, {"id": "mai-20260917-0721-smoke|c82-m4|openai-small|Rapid7 InsightVM", "prompt": "c82-m4", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good product, but often better for teams with a bit more budget... may not be the cheapest fit."}, {"id": "mai-20260917-0721-smoke|c82-m4|xai-small|OpenVAS (Greenbone Community Edition)", "prompt": "c82-m4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "OpenVAS (Greenbone Community Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best vulnerability management platform is OpenVAS (Greenbone Community Edition), a free, open-source solution"}, {"id": "mai-20260917-0721-smoke|c82-m4|xai-small|Nessus Essentials", "prompt": "c82-m4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Nessus Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If <20 assets and no IT team, Nessus Essentials."}, {"id": "mai-20260917-0721-smoke|c82-m4|xai-small|Intruder", "prompt": "c82-m4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SMBs wanting SaaS ... For external-facing only, Intruder's trial."}, {"id": "mai-20260917-0721-smoke|c82-m4|xai-small|Nuclei", "prompt": "c82-m4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Nuclei", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free (open-source) | Fast CVE/misconfig scans ... No full UI."}, {"id": "mai-20260917-0721-smoke|c82-m4|xai-small|Qualys VMDR", "prompt": "c82-m4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Quote-based (SMB plans); 30-day free trial ... Not perpetually free."}, {"id": "mai-20260917-0721-smoke|c82-m4|xai-small|Nmap", "prompt": "c82-m4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Nmap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "praised for maturity over lighter tools like Nmap alone"}, {"id": "mai-20260917-0721-smoke|c82-m4|xai-small|Wazuh", "prompt": "c82-m4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "monitor with Wazuh (free XDR)"}, {"id": "mai-20260917-0721-smoke|c82-m4|zai-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-m4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For a low-cost commercial solution:** ManageEngine Vulnerability Manager Plus at **$695/year** or Intruder at **$149/month**"}, {"id": "mai-20260917-0721-smoke|c82-m4|zai-small|GFI LanGuard", "prompt": "c82-m4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "GFI LanGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**You need simple patch management** | GFI LanGuard or ManageEngine Vulnerability Manager Plus"}, {"id": "mai-20260917-0721-smoke|c82-m4|zai-small|Intruder", "prompt": "c82-m4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "ManageEngine Vulnerability Manager Plus at **$695/year** or Intruder at **$149/month**"}, {"id": "mai-20260917-0721-smoke|c82-m4|zai-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For organizations already in the Microsoft ecosystem: Microsoft Defender Vulnerability Management is essentially free or very low-cost"}, {"id": "mai-20260917-0721-smoke|c82-m4|zai-small|Greenbone Community Edition (OpenVAS)", "prompt": "c82-m4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Greenbone Community Edition (OpenVAS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**For absolute minimal cost:** Greenbone Community Edition (OpenVAS) or OWASP ZAP"}, {"id": "mai-20260917-0721-smoke|c82-m4|zai-small|OWASP ZAP", "prompt": "c82-m4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "OWASP ZAP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**For absolute minimal cost:** Greenbone Community Edition (OpenVAS) or OWASP ZAP"}, {"id": "mai-20260917-0721-smoke|c82-m4|zai-small|Semgrep Community Edition", "prompt": "c82-m4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Semgrep Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**You need SAST for code repos** | Semgrep Community Edition"}, {"id": "mai-20260917-0721-smoke|c82-m4|zai-small|Vuls", "prompt": "c82-m4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Vuls", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Vuls** | Agent-less scanning across environments"}, {"id": "mai-20260917-0721-smoke|c82-m4|zai-small|Nessus", "prompt": "c82-m4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Nessus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Nessus** | 16 IPs (Essentials) | $4,790/year (Professional)"}, {"id": "mai-20260917-0721-smoke|c82-m4|zai-small|Qualys", "prompt": "c82-m4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Qualys** | 16 internal + 3 external + 1 web app (Community)"}, {"id": "mai-20260917-0721-smoke|c82-m5|alibaba-small|Tenable.io", "prompt": "c82-m5", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tenable.io: Industry standard, massive database, good cloud coverage. Can be noisy if not tuned correctly."}, {"id": "mai-20260917-0721-smoke|c82-m5|alibaba-small|Rapid7 InsightVM", "prompt": "c82-m5", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Excellent agent architecture and highly regarded for its risk analytics and ease of use."}, {"id": "mai-20260917-0721-smoke|c82-m5|alibaba-small|Qualys VMDR", "prompt": "c82-m5", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys VMDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Very common in government and regulated industries; excellent for compliance reporting."}, {"id": "mai-20260917-0721-smoke|c82-m5|alibaba-small|Wiz", "prompt": "c82-m5", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Wiz / Orca: If your company is \"cloud-first,\" these newer \"CSPP\" ... tools often replace traditional vulnerability scanners entirely."}, {"id": "mai-20260917-0721-smoke|c82-m5|alibaba-small|Orca", "prompt": "c82-m5", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Wiz / Orca: If your company is \"cloud-first,\" these newer \"CSPP\" ... tools often replace traditional vulnerability scanners entirely."}, {"id": "mai-20260917-0721-smoke|c82-m5|deepseek-small|Tenable", "prompt": "c82-m5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tenable, Qualys, and Rapid7 InsightVM are the traditional leaders"}, {"id": "mai-20260917-0721-smoke|c82-m5|deepseek-small|Qualys", "prompt": "c82-m5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tenable, Qualys, and Rapid7 InsightVM are the traditional leaders"}, {"id": "mai-20260917-0721-smoke|c82-m5|deepseek-small|Rapid7 InsightVM", "prompt": "c82-m5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tenable, Qualys, and Rapid7 InsightVM are the traditional leaders"}, {"id": "mai-20260917-0721-smoke|c82-m5|deepseek-small|Wiz", "prompt": "c82-m5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Wiz/Orca/Prisma if your priority is cloud-native"}, {"id": "mai-20260917-0721-smoke|c82-m5|deepseek-small|Orca", "prompt": "c82-m5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Wiz/Orca/Prisma if your priority is cloud-native"}, {"id": "mai-20260917-0721-smoke|c82-m5|deepseek-small|Prisma", "prompt": "c82-m5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Wiz/Orca/Prisma if your priority is cloud-native"}, {"id": "mai-20260917-0721-smoke|c82-m5|google-small|Action1", "prompt": "c82-m5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want an All-in-One Vulnerability + Patching tool:** **Action1**, **Automox**, or **Ivanti**. These are great for mid-market companies"}, {"id": "mai-20260917-0721-smoke|c82-m5|google-small|Automox", "prompt": "c82-m5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Action1**, **Automox**, or **Ivanti**. These are great for mid-market companies"}, {"id": "mai-20260917-0721-smoke|c82-m5|google-small|SecPod", "prompt": "c82-m5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "SecPod", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some modern platforms combine vulnerability scanning with automated patching (e.g., Action1, Automox, or SecPod)"}, {"id": "mai-20260917-0721-smoke|c82-m5|google-small|CrowdStrike Falcon Spotlight", "prompt": "c82-m5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "CrowdStrike Falcon Spotlight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already use a major Endpoint Protection (EDR) suite:** Look at **CrowdStrike Falcon Spotlight**"}, {"id": "mai-20260917-0721-smoke|c82-m5|google-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or **Microsoft Defender Vulnerability Management**... enabling their built-in VM modules eliminates the need to deploy a second agent"}, {"id": "mai-20260917-0721-smoke|c82-m5|google-small|Tenable (Tenable.io / Tenable One)", "prompt": "c82-m5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable (Tenable.io / Tenable One)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "powerful, highly accurate, and standard for compliance, though they can sometimes feel overly complex for smaller teams"}, {"id": "mai-20260917-0721-smoke|c82-m5|google-small|Rapid7 (InsightVM)", "prompt": "c82-m5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7 (InsightVM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they can sometimes feel overly complex for smaller teams"}, {"id": "mai-20260917-0721-smoke|c82-m5|google-small|Qualys", "prompt": "c82-m5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they can sometimes feel overly complex for smaller teams"}, {"id": "mai-20260917-0721-smoke|c82-m5|google-small|Wiz", "prompt": "c82-m5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you are heavily cloud-native/SaaS:** **Wiz** or **Orca Security**"}, {"id": "mai-20260917-0721-smoke|c82-m5|google-small|Orca Security", "prompt": "c82-m5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "these agentless cloud security posture management (CSPM/CNAPP) tools are vastly superior to traditional scanners"}, {"id": "mai-20260917-0721-smoke|c82-m5|google-small|Ivanti", "prompt": "c82-m5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Action1**, **Automox**, or **Ivanti**. These are great for mid-market companies"}, {"id": "mai-20260917-0721-smoke|c82-m5|mistral-small|Qualys", "prompt": "c82-m5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top vendors in this space: Qualys, Tenable, Rapid7, CrowdStrike Spotlight, Microsoft Defender Vulnerability Management, Palo Alto Prisma Cloud, SentinelOne, etc."}, {"id": "mai-20260917-0721-smoke|c82-m5|mistral-small|Tenable", "prompt": "c82-m5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top vendors in this space: Qualys, Tenable, Rapid7..."}, {"id": "mai-20260917-0721-smoke|c82-m5|mistral-small|Rapid7", "prompt": "c82-m5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top vendors in this space: Qualys, Tenable, Rapid7..."}, {"id": "mai-20260917-0721-smoke|c82-m5|mistral-small|CrowdStrike Spotlight", "prompt": "c82-m5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "CrowdStrike Spotlight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CrowdStrike Spotlight, Microsoft Defender Vulnerability Management"}, {"id": "mai-20260917-0721-smoke|c82-m5|mistral-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft Defender Vulnerability Management, Palo Alto Prisma Cloud"}, {"id": "mai-20260917-0721-smoke|c82-m5|mistral-small|Palo Alto Prisma Cloud", "prompt": "c82-m5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Palo Alto Prisma Cloud, SentinelOne, etc."}, {"id": "mai-20260917-0721-smoke|c82-m5|mistral-small|SentinelOne", "prompt": "c82-m5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Palo Alto Prisma Cloud, SentinelOne, etc."}, {"id": "mai-20260917-0721-smoke|c82-m5|moonshot-small|CrowdStrike Falcon", "prompt": "c82-m5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Consider if you already have an EDR agent that can double as a VM sensor (e.g., CrowdStrike Falcon, Microsoft Defender for Endpoint)"}, {"id": "mai-20260917-0721-smoke|c82-m5|moonshot-small|Microsoft Defender for Endpoint", "prompt": "c82-m5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "an EDR agent that can double as a VM sensor (e.g., CrowdStrike Falcon, Microsoft Defender for Endpoint)"}, {"id": "mai-20260917-0721-smoke|c82-m5|moonshot-small|Tenable", "prompt": "c82-m5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Broad enterprise:** Tenable, Qualys, Rapid7 InsightVM"}, {"id": "mai-20260917-0721-smoke|c82-m5|moonshot-small|Qualys", "prompt": "c82-m5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Broad enterprise:** Tenable, Qualys, Rapid7 InsightVM"}, {"id": "mai-20260917-0721-smoke|c82-m5|moonshot-small|Rapid7 InsightVM", "prompt": "c82-m5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Broad enterprise:** Tenable, Qualys, Rapid7 InsightVM"}, {"id": "mai-20260917-0721-smoke|c82-m5|moonshot-small|Orca Security", "prompt": "c82-m5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cloud-native/agentless:** Orca Security, Wiz"}, {"id": "mai-20260917-0721-smoke|c82-m5|moonshot-small|Wiz", "prompt": "c82-m5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cloud-native/agentless:** Orca Security, Wiz"}, {"id": "mai-20260917-0721-smoke|c82-m5|moonshot-small|CrowdStrike Falcon Spotlight", "prompt": "c82-m5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "CrowdStrike Falcon Spotlight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**EDR-integrated:** CrowdStrike Falcon Spotlight, Microsoft Defender Vulnerability Management"}, {"id": "mai-20260917-0721-smoke|c82-m5|moonshot-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**EDR-integrated:** CrowdStrike Falcon Spotlight, Microsoft Defender Vulnerability Management"}, {"id": "mai-20260917-0721-smoke|c82-m5|xai-small|Tenable", "prompt": "c82-m5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leaders from recent analyst reports ... include **Tenable**, **Qualys VMDR**, **Rapid7 InsightVM**, **CrowdStrike**, and **Microsoft**—shortlist 3-5 for PoCs."}, {"id": "mai-20260917-0721-smoke|c82-m5|xai-small|Qualys VMDR", "prompt": "c82-m5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys VMDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud-native, fast scans, patch mgmt"}, {"id": "mai-20260917-0721-smoke|c82-m5|xai-small|Rapid7 InsightVM", "prompt": "c82-m5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Risk paths, remediation workflows"}, {"id": "mai-20260917-0721-smoke|c82-m5|xai-small|CrowdStrike", "prompt": "c82-m5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**CrowdStrike** (XDR-integrated) | Exploit intel, runtime protection"}, {"id": "mai-20260917-0721-smoke|c82-m5|xai-small|Microsoft", "prompt": "c82-m5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Microsoft Defender Vulnerability Mgmt** | If in MS ecosystem; seamless integration"}, {"id": "mai-20260917-0721-smoke|c82-m6|alibaba-small|Qualys (Exposure Management)", "prompt": "c82-m6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys (Exposure Management)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: Qualys is a market leader, but it frequently tops lists for **false positives**"}, {"id": "mai-20260917-0721-smoke|c82-m6|alibaba-small|Tenable (Nessus / Vulnerability Management)", "prompt": "c82-m6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable (Nessus / Vulnerability Management)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While highly accurate, Nessus has a **steep learning curve**."}, {"id": "mai-20260917-0721-smoke|c82-m6|alibaba-small|Rapid7 (InsightVM)", "prompt": "c82-m6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 (InsightVM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its reporting interface and discovery features are often criticized for being less intuitive"}, {"id": "mai-20260917-0721-smoke|c82-m6|alibaba-small|Iru Vulnerability Management", "prompt": "c82-m6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Iru Vulnerability Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Iru Vulnerability Management** is currently approaching EoL ... Using these tools is a compliance risk"}, {"id": "mai-20260917-0721-smoke|c82-m6|alibaba-small|OWASP ZAP", "prompt": "c82-m6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "OWASP ZAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid: Tools like **OWASP ZAP** or **Burp Suite Community**."}, {"id": "mai-20260917-0721-smoke|c82-m6|alibaba-small|Burp Suite Community", "prompt": "c82-m6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Burp Suite Community", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to avoid: Tools like **OWASP ZAP** or **Burp Suite Community**."}, {"id": "mai-20260917-0721-smoke|c82-m6|challenger-small|Greenbone/OpenVAS", "prompt": "c82-m6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Greenbone/OpenVAS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Greenbone/OpenVAS is described as requiring more maintenance and not providing a full remediation workflow"}, {"id": "mai-20260917-0721-smoke|c82-m6|challenger-small|Trivy", "prompt": "c82-m6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Trivy and Nuclei are noted as strong specialized tools but with limited enterprise features or centralized management"}, {"id": "mai-20260917-0721-smoke|c82-m6|challenger-small|Nuclei", "prompt": "c82-m6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Nuclei", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Trivy and Nuclei are noted as strong specialized tools but with limited enterprise features or centralized management"}, {"id": "mai-20260917-0721-smoke|c82-m6|challenger-small|ManageEngine", "prompt": "c82-m6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ManageEngine, SecPod SanerNow, and Automox handle automated patch deployment well, but \"none of them offer patchless protection\""}, {"id": "mai-20260917-0721-smoke|c82-m6|challenger-small|SecPod SanerNow", "prompt": "c82-m6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "SecPod SanerNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "none of them offer patchless protection"}, {"id": "mai-20260917-0721-smoke|c82-m6|challenger-small|Automox", "prompt": "c82-m6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Automox and NinjaOne can flag vulnerabilities based on patch catalog availability, and may report \"No Known CVEs\""}, {"id": "mai-20260917-0721-smoke|c82-m6|challenger-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "best suited for Microsoft environments, so non-Microsoft-heavy shops should be cautious about assuming broad fit"}, {"id": "mai-20260917-0721-smoke|c82-m6|challenger-small|Tenable", "prompt": "c82-m6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "limited license flexibility and occasional false positives for Tenable"}, {"id": "mai-20260917-0721-smoke|c82-m6|challenger-small|Qualys", "prompt": "c82-m6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "complex interface and higher pricing for Qualys"}, {"id": "mai-20260917-0721-smoke|c82-m6|challenger-small|Rapid7", "prompt": "c82-m6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "initial configuration effort and occasional console stability issues for Rapid7"}, {"id": "mai-20260917-0721-smoke|c82-m6|challenger-small|CrowdStrike", "prompt": "c82-m6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "premium pricing plus tuning requirements for CrowdStrike"}, {"id": "mai-20260917-0721-smoke|c82-m6|challenger-small|NinjaOne", "prompt": "c82-m6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Automox and NinjaOne can flag vulnerabilities based on patch catalog availability"}, {"id": "mai-20260917-0721-smoke|c82-m6|deepseek-small|Cisco Vulnerability Management (formerly Kenna Security)", "prompt": "c82-m6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Cisco Vulnerability Management (formerly Kenna Security)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you're evaluating this, avoid it — you'd be adopting a dead product."}, {"id": "mai-20260917-0721-smoke|c82-m6|deepseek-small|BeyondTrust Retina (Retina CS / Retina Network Security Scanner)", "prompt": "c82-m6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "BeyondTrust Retina (Retina CS / Retina Network Security Scanner)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Officially end-of-life as of Dec 31, 2020, with no further signature updates. Avoid entirely."}, {"id": "mai-20260917-0721-smoke|c82-m6|deepseek-small|Microsoft Defender VM \"Windows authenticated scan\"", "prompt": "c82-m6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender VM \"Windows authenticated scan\"", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Deprecated Dec 18, 2025, with no direct replacement. Be cautious if this feature is why you'd choose it."}, {"id": "mai-20260917-0721-smoke|c82-m6|deepseek-small|Aqua Security's Trivy (open-source scanner)", "prompt": "c82-m6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Aqua Security's Trivy (open-source scanner)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Use it, but carefully."}, {"id": "mai-20260917-0721-smoke|c82-m6|deepseek-small|Tenable Nessus", "prompt": "c82-m6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable Nessus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "don't take its coverage claims at face value"}, {"id": "mai-20260917-0721-smoke|c82-m6|deepseek-small|OpenVAS / Greenbone", "prompt": "c82-m6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "OpenVAS / Greenbone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Repeatedly criticized for heavy false positives... Good as a free baseline, but not for production accuracy."}, {"id": "mai-20260917-0721-smoke|c82-m6|deepseek-small|OWASP ZAP", "prompt": "c82-m6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "OWASP ZAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it struggled with precision (88 false SQL injection alerts on a test app)"}, {"id": "mai-20260917-0721-smoke|c82-m6|deepseek-small|Qualys", "prompt": "c82-m6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not \"avoid\" candidates, but accuracy claims should be validated."}, {"id": "mai-20260917-0721-smoke|c82-m6|deepseek-small|Rapid7/Nexpose", "prompt": "c82-m6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7/Nexpose", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Also showed detection rates ~25% lower than their vulnerability databases suggest"}, {"id": "mai-20260917-0721-smoke|c82-m6|google-small|Tenable Nessus Professional", "prompt": "c82-m6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable Nessus Professional", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Buying a standalone scanner (like *Tenable Nessus Professional* ...) and trying to run an enterprise program with it... Why to avoid"}, {"id": "mai-20260917-0721-smoke|c82-m6|google-small|Qualys (Qualys Cloud Platform / VMDR)", "prompt": "c82-m6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys (Qualys Cloud Platform / VMDR)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Qualys is historically criticized for having a very steep learning curve and a cluttered, dated user interface."}, {"id": "mai-20260917-0721-smoke|c82-m6|google-small|Tenable", "prompt": "c82-m6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tenable's licensing is typically based on IP/asset count... licensing costs can balloon aggressively."}, {"id": "mai-20260917-0721-smoke|c82-m6|google-small|Rapid7 (InsightVM / Nexpose)", "prompt": "c82-m6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 (InsightVM / Nexpose)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "InsightVM requires \"Security Consoles\" and \"Scan Engines\" that can be notoriously resource-intensive."}, {"id": "mai-20260917-0721-smoke|c82-m6|google-small|CrowdStrike Falcon Spotlight", "prompt": "c82-m6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "CrowdStrike Falcon Spotlight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Relying on EDR *alone* for vulnerability management leaves a major gap in your attack surface."}, {"id": "mai-20260917-0721-smoke|c82-m6|google-small|Microsoft Defender for Endpoint", "prompt": "c82-m6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "They generally **cannot scan your network fabric** (switches, routers, firewalls), unmanaged devices"}, {"id": "mai-20260917-0721-smoke|c82-m6|minimax-small|Rapid7 Nexpose", "prompt": "c82-m6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 Nexpose", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "One comparison mentioned some user complaints about Rapid7 Nexpose (OS fingerprinting issues, filtering problems, RBAC limitations)"}, {"id": "mai-20260917-0721-smoke|c82-m6|minimax-small|Qualys", "prompt": "c82-m6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some competitive concerns raised by Qualys about Tenable's platform"}, {"id": "mai-20260917-0721-smoke|c82-m6|minimax-small|Tenable", "prompt": "c82-m6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "competitive concerns raised by Qualys about Tenable's platform (fragmented portals, slower zero-day remediation)"}, {"id": "mai-20260917-0721-smoke|c82-m6|mistral-small|CVETodo", "prompt": "c82-m6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "CVETodo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**CVETodo**: While listed, its freemium model and lack of detailed compliance or security certifications may not suit enterprise needs."}, {"id": "mai-20260917-0721-smoke|c82-m6|mistral-small|GuardNest", "prompt": "c82-m6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "GuardNest", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**GuardNest**: Limited public information and no widely recognized certifications beyond CRESTCHECK and ISO 27001 (vendor-stated)."}, {"id": "mai-20260917-0721-smoke|c82-m6|mistral-small|RoboShadow", "prompt": "c82-m6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "RoboShadow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Freemium model with per-account and per-agent pricing may become costly at scale; SOC 2 Type II and CREST certifications are vendor-stated, not widely verified."}, {"id": "mai-20260917-0721-smoke|c82-m6|moonshot-small|Nessus Professional", "prompt": "c82-m6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Nessus Professional", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "This is explicitly a point-in-time scanner, not a vulnerability management program. It lacks remediation tracking"}, {"id": "mai-20260917-0721-smoke|c82-m6|moonshot-small|Rapid7 Nexpose", "prompt": "c82-m6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 Nexpose", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The legacy on-premises scanner with a split cloud/on-prem console that users report as \"odd\" and frustrating to configure"}, {"id": "mai-20260917-0721-smoke|c82-m6|moonshot-small|Tenable", "prompt": "c82-m6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The major enterprise players (Tenable, Qualys, Rapid7, CrowdStrike) all have legitimate use cases but also documented limitations."}, {"id": "mai-20260917-0721-smoke|c82-m6|moonshot-small|Qualys", "prompt": "c82-m6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The major enterprise players (Tenable, Qualys, Rapid7, CrowdStrike) all have legitimate use cases but also documented limitations."}, {"id": "mai-20260917-0721-smoke|c82-m6|moonshot-small|Rapid7", "prompt": "c82-m6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The major enterprise players (Tenable, Qualys, Rapid7, CrowdStrike) all have legitimate use cases"}, {"id": "mai-20260917-0721-smoke|c82-m6|moonshot-small|CrowdStrike", "prompt": "c82-m6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The major enterprise players (Tenable, Qualys, Rapid7, CrowdStrike) all have legitimate use cases"}, {"id": "mai-20260917-0721-smoke|c82-m6|openai-small|BeyondTrust Enterprise Vulnerability Management (Legacy)", "prompt": "c82-m6", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "BeyondTrust Enterprise Vulnerability Management (Legacy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "is explicitly labeled legacy, which usually means you should verify the product's roadmap, support horizon, and migration path before adopting it"}, {"id": "mai-20260917-0721-smoke|c82-m6|openai-small|Trivy", "prompt": "c82-m6", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "is a widely used scanner, but it was hit by a supply-chain attack in 2026"}, {"id": "mai-20260917-0721-smoke|c82-m6|openai-small|Rapid7 InsightVM", "prompt": "c82-m6", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "users have reported issues such as poor support, confusing tag management, weak synchronization, and documentation gaps"}, {"id": "mai-20260917-0721-smoke|c82-m6|openai-small|Microsoft Defender Vulnerability Management", "prompt": "c82-m6", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "reviews mention overloaded dashboards, unclear remediation suggestions, and limited customization for some users"}, {"id": "mai-20260917-0721-smoke|c82-m6|openai-small|Tenable", "prompt": "c82-m6", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the major platforms you're considering, like Tenable, Qualys, Rapid7, Microsoft Defender, CrowdStrike, Zscaler, or Nucleus"}, {"id": "mai-20260917-0721-smoke|c82-m6|openai-small|Qualys", "prompt": "c82-m6", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "like Tenable, Qualys, Rapid7, Microsoft Defender, CrowdStrike, Zscaler, or Nucleus"}, {"id": "mai-20260917-0721-smoke|c82-m6|openai-small|CrowdStrike", "prompt": "c82-m6", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "like Tenable, Qualys, Rapid7, Microsoft Defender, CrowdStrike, Zscaler, or Nucleus"}, {"id": "mai-20260917-0721-smoke|c82-m6|openai-small|Zscaler", "prompt": "c82-m6", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "like Tenable, Qualys, Rapid7, Microsoft Defender, CrowdStrike, Zscaler, or Nucleus"}, {"id": "mai-20260917-0721-smoke|c82-m6|openai-small|Nucleus", "prompt": "c82-m6", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Nucleus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "like Tenable, Qualys, Rapid7, Microsoft Defender, CrowdStrike, Zscaler, or Nucleus"}, {"id": "mai-20260917-0721-smoke|c82-m6|xai-small|Qualys VMDR/Exposure Management", "prompt": "c82-m6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys VMDR/Exposure Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Steep learning curve... False positives... Support delays... Avoid if you need quick onboarding or responsive support."}, {"id": "mai-20260917-0721-smoke|c82-m6|xai-small|Tenable Nessus / Tenable.io / Vulnerability Management", "prompt": "c82-m6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable Nessus / Tenable.io / Vulnerability Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Generally highly rated (often #1 in market share), but be cautious in virtualized/heavy endpoint environments without testing."}, {"id": "mai-20260917-0721-smoke|c82-m6|xai-small|Rapid7 InsightVM", "prompt": "c82-m6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fewer widespread complaints vs. others, but users note it's pricier for mid-market and less agent-efficient for unmanaged assets."}, {"id": "mai-20260917-0721-smoke|c82-m6|xai-small|CrowdStrike Falcon Spotlight", "prompt": "c82-m6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "CrowdStrike Falcon Spotlight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Alternatives to consider first**: CrowdStrike Falcon Spotlight (agent-strong, low noise)"}, {"id": "mai-20260917-0721-smoke|c82-m6|xai-small|Wiz/Orca", "prompt": "c82-m6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Wiz/Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wiz/Orca (cloud-native)"}, {"id": "mai-20260917-0721-smoke|c82-m6|xai-small|Microsoft Defender VM", "prompt": "c82-m6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender VM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Microsoft Defender VM (if in their ecosystem)"}, {"id": "mai-20260917-0721-smoke|c82-m6|xai-small|Greenbone", "prompt": "c82-m6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Greenbone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source like Greenbone for budgets."}, {"id": "mai-20260917-0721-smoke|c82-m6|zai-small|Nessus", "prompt": "c82-m6", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Nessus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If the report looks like a raw dump of a Nessus or OpenVAS scan with a logo dropped on top, it is likely a relabelled scan."}, {"id": "mai-20260917-0721-smoke|c82-m6|zai-small|OpenVAS", "prompt": "c82-m6", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "OpenVAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "If the report looks like a raw dump of a Nessus or OpenVAS scan with a logo dropped on top, it is likely a relabelled scan."}, {"id": "mai-20260917-0721-smoke|c82-s1|alibaba-small|Intruder", "prompt": "c82-s1", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best vulnerability management platform** is generally considered to be **Intruder**"}, {"id": "mai-20260917-0721-smoke|c82-s1|alibaba-small|Tenable.io", "prompt": "c82-s1", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for Scaling/Enterprise-Grade Needs)... Caveat: Can be overkill and expensive for very small companies"}, {"id": "mai-20260917-0721-smoke|c82-s1|alibaba-small|Qualys Vulnerability Management (VM)", "prompt": "c82-s1", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys Vulnerability Management (VM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Cloud-Focused)... The interface can be complex"}, {"id": "mai-20260917-0721-smoke|c82-s1|alibaba-small|Nessus Professional", "prompt": "c82-s1", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Nessus Professional", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Budget-Conscious DIY)... Requires manual interpretation of results"}, {"id": "mai-20260917-0721-smoke|c82-s1|anthropic-small|Qualys", "prompt": "c82-s1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Common platforms in this space include:\n- Qualys, Rapid7 (InsightVM), Tenable (Nessus/Tenableio)"}, {"id": "mai-20260917-0721-smoke|c82-s1|anthropic-small|Rapid7 (InsightVM)", "prompt": "c82-s1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 (InsightVM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Qualys, Rapid7 (InsightVM), Tenable (Nessus/Tenableio)"}, {"id": "mai-20260917-0721-smoke|c82-s1|anthropic-small|Tenable (Nessus/Tenableio)", "prompt": "c82-s1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable (Nessus/Tenableio)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Qualys, Rapid7 (InsightVM), Tenable (Nessus/Tenableio)"}, {"id": "mai-20260917-0721-smoke|c82-s1|anthropic-small|Greenbone", "prompt": "c82-s1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Greenbone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Greenbone, OpenVAS (if budget is very limited)"}, {"id": "mai-20260917-0721-smoke|c82-s1|anthropic-small|OpenVAS", "prompt": "c82-s1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "OpenVAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Greenbone, OpenVAS (if budget is very limited)"}, {"id": "mai-20260917-0721-smoke|c82-s1|anthropic-small|Wiz", "prompt": "c82-s1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Newer entrants like Wiz or Snyk (especially for cloud/container vulnerabilities)"}, {"id": "mai-20260917-0721-smoke|c82-s1|anthropic-small|Snyk", "prompt": "c82-s1", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Newer entrants like Wiz or Snyk (especially for cloud/container vulnerabilities)"}, {"id": "mai-20260917-0721-smoke|c82-s1|challenger-small|Intruder", "prompt": "c82-s1", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Intruder** if you want the simplest fit for a lean team"}, {"id": "mai-20260917-0721-smoke|c82-s1|challenger-small|Tenable Vulnerability Management", "prompt": "c82-s1", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best **overall** if you need broader enterprise-grade coverage ... but it may be more platform than a small team needs"}, {"id": "mai-20260917-0721-smoke|c82-s1|challenger-small|Rapid7 InsightVM", "prompt": "c82-s1", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good fit for **growing SMEs** with hybrid environments"}, {"id": "mai-20260917-0721-smoke|c82-s1|challenger-small|Qualys VMDR", "prompt": "c82-s1", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strongest when **compliance** and all-in-one coverage matter more than simplicity"}, {"id": "mai-20260917-0721-smoke|c82-s1|challenger-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s1", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a practical, budget-conscious option for **SMBs**, especially Windows-heavy environments"}, {"id": "mai-20260917-0721-smoke|c82-s1|deepseek-small|Intruder", "prompt": "c82-s1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most small B2B companies: Intruder"}, {"id": "mai-20260917-0721-smoke|c82-s1|deepseek-small|ESET", "prompt": "c82-s1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "ESET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need patch management too: ESET (and/or Syxsense)"}, {"id": "mai-20260917-0721-smoke|c82-s1|deepseek-small|Syxsense", "prompt": "c82-s1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Syxsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Syxsense is another good cheap patch-centric option"}, {"id": "mai-20260917-0721-smoke|c82-s1|deepseek-small|Tenable Vulnerability Management", "prompt": "c82-s1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "licensing is pricey ($3,500+/year...) and aimed more at larger estates. Overkill unless you have compliance demands"}, {"id": "mai-20260917-0721-smoke|c82-s1|deepseek-small|Rapid7 InsightVM", "prompt": "c82-s1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong remediation workflows, positioned for mid-market/DevOps; good if you'll scale"}, {"id": "mai-20260917-0721-smoke|c82-s1|deepseek-small|Qualys VMDR", "prompt": "c82-s1", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "excellent enterprise breadth and scan-to-patch, but heavier and more expensive than you need"}, {"id": "mai-20260917-0721-smoke|c82-s1|google-small|Tenable", "prompt": "c82-s1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the \"best\" vulnerability management platform is rarely the one with the most enterprise features (like Tenable, Qualys, or Rapid7)"}, {"id": "mai-20260917-0721-smoke|c82-s1|google-small|Qualys", "prompt": "c82-s1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rarely the one with the most enterprise features (like Tenable, Qualys, or Rapid7)"}, {"id": "mai-20260917-0721-smoke|c82-s1|google-small|Rapid7", "prompt": "c82-s1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "rarely the one with the most enterprise features (like Tenable, Qualys, or Rapid7)"}, {"id": "mai-20260917-0721-smoke|c82-s1|google-small|Aikido Security", "prompt": "c82-s1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Aikido** is arguably the strongest platform on the market"}, {"id": "mai-20260917-0721-smoke|c82-s1|google-small|Intruder.io", "prompt": "c82-s1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Intruder.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Non-Technical Teams & Network Security: **Intruder.io** ... is the easiest to use"}, {"id": "mai-20260917-0721-smoke|c82-s1|google-small|Vicarius vRx", "prompt": "c82-s1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Vicarius vRx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Vicarius vRx** is an exceptional option"}, {"id": "mai-20260917-0721-smoke|c82-s1|google-small|Action1", "prompt": "c82-s1", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Budget / Bootstrapped Option: **Action1** ... is the go-to choice"}, {"id": "mai-20260917-0721-smoke|c82-s1|meta-small|Intruder", "prompt": "c82-s1", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vulnerability management platform for a small B2B company is Intruder"}, {"id": "mai-20260917-0721-smoke|c82-s1|meta-small|Orca Security", "prompt": "c82-s1", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Orca Security"}, {"id": "mai-20260917-0721-smoke|c82-s1|meta-small|CrowdStrike Falcon Exposure Mgmt", "prompt": "c82-s1", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Exposure Mgmt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Orca Security, CrowdStrike Falcon Exposure Mgmt"}, {"id": "mai-20260917-0721-smoke|c82-s1|meta-small|Rapid7 InsightVM", "prompt": "c82-s1", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "and Rapid7 InsightVM, which offer various features"}, {"id": "mai-20260917-0721-smoke|c82-s1|minimax-small|Tenable.io", "prompt": "c82-s1", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "if you want a more established solution with broader features, **Tenable.io** is a solid choice despite being more enterprise-focused"}, {"id": "mai-20260917-0721-smoke|c82-s1|minimax-small|Intruder", "prompt": "c82-s1", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **Intruder** or **Hive Pro** seem to be the best fit"}, {"id": "mai-20260917-0721-smoke|c82-s1|minimax-small|Hive Pro", "prompt": "c82-s1", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Hive Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small B2B companies, **Intruder** or **Hive Pro** seem to be the best fit"}, {"id": "mai-20260917-0721-smoke|c82-s1|minimax-small|UpGuard", "prompt": "c82-s1", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for evaluating vendor security"}, {"id": "mai-20260917-0721-smoke|c82-s1|mistral-small|Intruder", "prompt": "c82-s1", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intruder** stands out as a top choice for SMBs and lean teams"}, {"id": "mai-20260917-0721-smoke|c82-s1|mistral-small|Rapid7 InsightVM", "prompt": "c82-s1", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **Rapid7 InsightVM**, which is praised for its continuous analysis"}, {"id": "mai-20260917-0721-smoke|c82-s1|moonshot-small|Intruder", "prompt": "c82-s1", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick for Most Small B2B Companies: **Intruder**"}, {"id": "mai-20260917-0721-smoke|c82-s1|moonshot-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s1", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Intruder** or **ManageEngine Vulnerability Manager Plus**"}, {"id": "mai-20260917-0721-smoke|c82-s1|moonshot-small|Syxsense Enterprise", "prompt": "c82-s1", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Syxsense Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Patch Management: **Syxsense Enterprise** or **ManageEngine**"}, {"id": "mai-20260917-0721-smoke|c82-s1|moonshot-small|Tenable Vulnerability Management", "prompt": "c82-s1", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it may be overkill (and overpriced) for very small teams"}, {"id": "mai-20260917-0721-smoke|c82-s1|moonshot-small|ESET Vulnerability & Patch Management", "prompt": "c82-s1", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "ESET Vulnerability & Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good if you already use ESET endpoint protection and want an integrated suite"}, {"id": "mai-20260917-0721-smoke|c82-s1|moonshot-small|Qualys VMDR", "prompt": "c82-s1", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though typically more suited to mid-market and up"}, {"id": "mai-20260917-0721-smoke|c82-s1|openai-small|Tenable Vulnerability Management", "prompt": "c82-s1", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Tenable Vulnerability Management** if you want the safest all-around pick"}, {"id": "mai-20260917-0721-smoke|c82-s1|openai-small|Qualys VMDR", "prompt": "c82-s1", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for all-in-one remediation:** Qualys VMDR"}, {"id": "mai-20260917-0721-smoke|c82-s1|openai-small|Microsoft Defender Vulnerability Management", "prompt": "c82-s1", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if Microsoft-native:** Microsoft Defender Vulnerability Management"}, {"id": "mai-20260917-0721-smoke|c82-s1|openai-small|Intruder", "prompt": "c82-s1", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "I'd also seriously evaluate **Intruder** or **Aikido Security**"}, {"id": "mai-20260917-0721-smoke|c82-s1|openai-small|Aikido Security", "prompt": "c82-s1", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "I'd also seriously evaluate **Intruder** or **Aikido Security**"}, {"id": "mai-20260917-0721-smoke|c82-s1|xai-small|Intruder", "prompt": "c82-s1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intruder (Best overall for most small B2B/SMBs)"}, {"id": "mai-20260917-0721-smoke|c82-s1|xai-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value for scanning + patching"}, {"id": "mai-20260917-0721-smoke|c82-s1|xai-small|Tenable Nessus Professional", "prompt": "c82-s1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable Nessus Professional", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for proven scanning depth"}, {"id": "mai-20260917-0721-smoke|c82-s1|xai-small|ESET Vulnerability & Patch Management", "prompt": "c82-s1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "ESET Vulnerability & Patch Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other strong contenders: ESET Vulnerability & Patch Management"}, {"id": "mai-20260917-0721-smoke|c82-s1|xai-small|Microsoft Defender VM", "prompt": "c82-s1", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Microsoft Defender VM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "great if you're all-Microsoft"}, {"id": "mai-20260917-0721-smoke|c82-s1|zai-small|Intruder", "prompt": "c82-s1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Intruder** if you want the lowest cost, fastest setup, and a simple SaaS experience."}, {"id": "mai-20260917-0721-smoke|c82-s1|zai-small|ESET Vulnerability & Patch Management", "prompt": "c82-s1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "ESET Vulnerability & Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose ESET** if you already run ESET endpoint protection and want an all‑in‑one vulnerability‑plus‑patching solution."}, {"id": "mai-20260917-0721-smoke|c82-s1|zai-small|Microsoft Defender Vulnerability Management", "prompt": "c82-s1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with Microsoft Defender Vulnerability Management** if you're already invested in the Microsoft 365 ecosystem"}, {"id": "mai-20260917-0721-smoke|c82-s1|zai-small|Qualys VMDR", "prompt": "c82-s1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Consider Qualys VMDR** only if you need advanced automation... More complex than Intruder/ESET for very small teams"}, {"id": "mai-20260917-0721-smoke|c82-s1|zai-small|Tenable Vulnerability Management", "prompt": "c82-s1", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "direct", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Tenable** is the most powerful but is usually over‑kill for a small, non‑enterprise organization."}, {"id": "mai-20260917-0721-smoke|c82-s2|alibaba-small|Tenable.io", "prompt": "c82-s2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My Advice:** Start with **Tenable.io Essentials**. It is affordable enough for a small business but robust enough to grow with you."}, {"id": "mai-20260917-0721-smoke|c82-s2|alibaba-small|BitSentry", "prompt": "c82-s2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "BitSentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cons: Less powerful as a standalone technical scanner compared to Tenable/Rapid7; better as a companion to a scanner."}, {"id": "mai-20260917-0721-smoke|c82-s2|alibaba-small|Nessus", "prompt": "c82-s2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Nessus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The cloud-native evolution of the famous Nessus engine."}, {"id": "mai-20260917-0721-smoke|c82-s2|alibaba-small|OpenVAS", "prompt": "c82-s2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "OpenVAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "While it has scanning capabilities (integrating tools like Nessus/OpenVAS)"}, {"id": "mai-20260917-0721-smoke|c82-s2|alibaba-small|Rapid7", "prompt": "c82-s2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compared to Tenable/Rapid7"}, {"id": "mai-20260917-0721-smoke|c82-s2|alibaba-small|Vanta", "prompt": "c82-s2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you plan to pursue SOC 2 or ISO 27001 certification ... Look at these platforms instead."}, {"id": "mai-20260917-0721-smoke|c82-s2|alibaba-small|Drata", "prompt": "c82-s2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The \"All-In-One\" Compliance Choice: Vanta or Drata"}, {"id": "mai-20260917-0721-smoke|c82-s2|alibaba-small|Qualys", "prompt": "c82-s2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "They will actually integrate a scanner (often Qualys or Tenable) into their dashboard for you."}, {"id": "mai-20260917-0721-smoke|c82-s2|alibaba-small|Lansweeper", "prompt": "c82-s2", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Lansweeper** (Great for asset management/finding devices)"}, {"id": "mai-20260917-0721-smoke|c82-s2|anthropic-small|Nessus Essentials", "prompt": "c82-s2", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Nessus Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Nessus Essentials** (Free tier) or **Nessus Professional** - User-friendly vulnerability scanner with good industry adoption"}, {"id": "mai-20260917-0721-smoke|c82-s2|anthropic-small|OpenVAS", "prompt": "c82-s2", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "OpenVAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**OpenVAS** - Free, open-source option if you have technical resources"}, {"id": "mai-20260917-0721-smoke|c82-s2|anthropic-small|Qualys VMDR", "prompt": "c82-s2", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys VMDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloud-based with scalable pricing, good for growing businesses"}, {"id": "mai-20260917-0721-smoke|c82-s2|anthropic-small|Rapid7 InsightVM", "prompt": "c82-s2", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Integrates scanning with remediation guidance; appeals to organizations wanting actionable insights"}, {"id": "mai-20260917-0721-smoke|c82-s2|anthropic-small|Tenable.io", "prompt": "c82-s2", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-native, good for businesses wanting managed services"}, {"id": "mai-20260917-0721-smoke|c82-s2|challenger-small|Intruder", "prompt": "c82-s2", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Intruder** as the best general-purpose vulnerability scanning and management tool"}, {"id": "mai-20260917-0721-smoke|c82-s2|challenger-small|Tenable Nessus", "prompt": "c82-s2", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Nessus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want the deepest, most established scanning pedigree and are comfortable with a more hands-on workflow"}, {"id": "mai-20260917-0721-smoke|c82-s2|challenger-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s2", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want scanning, remediation, and patching in one place"}, {"id": "mai-20260917-0721-smoke|c82-s2|challenger-small|OpenVAS", "prompt": "c82-s2", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "OpenVAS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if budget is the main constraint and you can tolerate a more do-it-yourself setup"}, {"id": "mai-20260917-0721-smoke|c82-s2|deepseek-small|Intruder.io", "prompt": "c82-s2", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Intruder.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Intruder.io** as the strongest overall choice"}, {"id": "mai-20260917-0721-smoke|c82-s2|deepseek-small|Tenable", "prompt": "c82-s2", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tenable Nessus / Tenable Vulnerability Management — ... generally more expensive and more work for a small team."}, {"id": "mai-20260917-0721-smoke|c82-s2|deepseek-small|Qualys", "prompt": "c82-s2", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "drastically cheaper than enterprise tools like Tenable or Qualys (which often cost $3,500+/year"}, {"id": "mai-20260917-0721-smoke|c82-s2|deepseek-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s2", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good value for SMBs that want an all-in-one tool."}, {"id": "mai-20260917-0721-smoke|c82-s2|deepseek-small|ESET Vulnerability and Patch Management", "prompt": "c82-s2", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "ESET Vulnerability and Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cheapest option ... best for very small budgets"}, {"id": "mai-20260917-0721-smoke|c82-s2|deepseek-small|Rapid7 InsightVM", "prompt": "c82-s2", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Worth a look if you're growing fast and need stronger remediation workflows."}, {"id": "mai-20260917-0721-smoke|c82-s2|google-small|Intruder", "prompt": "c82-s2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small B2B & Compliance: **Intruder** ... is the top choice."}, {"id": "mai-20260917-0721-smoke|c82-s2|google-small|Tenable Nessus (Professional or Vulnerability Management)", "prompt": "c82-s2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Nessus (Professional or Vulnerability Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Enterprise Credibility: **Tenable Nessus** ... It has a steeper learning curve than Intruder"}, {"id": "mai-20260917-0721-smoke|c82-s2|google-small|Astra Security", "prompt": "c82-s2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Sell B2B SaaS: **Astra Security** or **Detectify**"}, {"id": "mai-20260917-0721-smoke|c82-s2|google-small|Detectify", "prompt": "c82-s2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Detectify: Excellent for continuous monitoring of your web applications and public-facing subdomains"}, {"id": "mai-20260917-0721-smoke|c82-s2|google-small|Microsoft Defender Vulnerability Management", "prompt": "c82-s2", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if You are a Microsoft-Centric Shop: **Microsoft Defender Vulnerability Management**"}, {"id": "mai-20260917-0721-smoke|c82-s2|meta-small|Intruder", "prompt": "c82-s2", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended vulnerability scanning and management tool for a small business that sells to other businesses is Intruder"}, {"id": "mai-20260917-0721-smoke|c82-s2|meta-small|Tenable Nessus", "prompt": "c82-s2", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Nessus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Tenable Nessus, ManageEngine Vulnerability Manager Plus, and Rapid7 InsightVM"}, {"id": "mai-20260917-0721-smoke|c82-s2|meta-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s2", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Tenable Nessus, ManageEngine Vulnerability Manager Plus, and Rapid7 InsightVM"}, {"id": "mai-20260917-0721-smoke|c82-s2|meta-small|Rapid7 InsightVM", "prompt": "c82-s2", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Tenable Nessus, ManageEngine Vulnerability Manager Plus, and Rapid7 InsightVM"}, {"id": "mai-20260917-0721-smoke|c82-s2|minimax-small|Intruder", "prompt": "c82-s2", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Intruder** as the top choice for a small B2B business"}, {"id": "mai-20260917-0721-smoke|c82-s2|minimax-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s2", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good for detection + remediation in one place"}, {"id": "mai-20260917-0721-smoke|c82-s2|minimax-small|Malwarebytes", "prompt": "c82-s2", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Malwarebytes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong vulnerability scanning capabilities (rated 4.7/5)"}, {"id": "mai-20260917-0721-smoke|c82-s2|mistral-small|Intruder", "prompt": "c82-s2", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Intruder** as your vulnerability scanning and management tool"}, {"id": "mai-20260917-0721-smoke|c82-s2|mistral-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s2", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want both vulnerability detection and remediation/patching in one place."}, {"id": "mai-20260917-0721-smoke|c82-s2|mistral-small|Malwarebytes", "prompt": "c82-s2", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Malwarebytes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A solid all-around choice, especially if you already use their other security products."}, {"id": "mai-20260917-0721-smoke|c82-s2|moonshot-small|Intruder", "prompt": "c82-s2", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I typically recommend **Intruder** as the best all-around choice"}, {"id": "mai-20260917-0721-smoke|c82-s2|moonshot-small|Tenable Nessus Professional", "prompt": "c82-s2", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Nessus Professional", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Strong Alternative: **Tenable Nessus Professional**"}, {"id": "mai-20260917-0721-smoke|c82-s2|moonshot-small|Nessus Essentials", "prompt": "c82-s2", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Nessus Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Nessus Essentials** (free, up to 16 IPs) to evaluate, then upgrade"}, {"id": "mai-20260917-0721-smoke|c82-s2|openai-small|Tenable.io", "prompt": "c82-s2", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small B2B seller**: **Tenable.io**"}, {"id": "mai-20260917-0721-smoke|c82-s2|openai-small|Nessus Essentials", "prompt": "c82-s2", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Nessus Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best low-cost starting point**: **Nessus Essentials**"}, {"id": "mai-20260917-0721-smoke|c82-s2|openai-small|Microsoft Defender Vulnerability Management", "prompt": "c82-s2", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're already all-in on Microsoft**: **Defender Vulnerability Management**"}, {"id": "mai-20260917-0721-smoke|c82-s2|openai-small|Qualys VMDR", "prompt": "c82-s2", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "very solid, especially if you want cloud-based vulnerability management and reporting"}, {"id": "mai-20260917-0721-smoke|c82-s2|openai-small|Rapid7 InsightVM", "prompt": "c82-s2", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong visibility and remediation workflow, often liked by IT/security teams"}, {"id": "mai-20260917-0721-smoke|c82-s2|openai-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s2", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can be attractive for smaller budgets, though generally less robust than the leaders"}, {"id": "mai-20260917-0721-smoke|c82-s2|xai-small|Intruder", "prompt": "c82-s2", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend Intruder as the top vulnerability scanning and management tool."}, {"id": "mai-20260917-0721-smoke|c82-s2|xai-small|Tenable Nessus Professional", "prompt": "c82-s2", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Nessus Professional", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Industry standard for accurate, comprehensive scanning (unlimited IPs per scanner)."}, {"id": "mai-20260917-0721-smoke|c82-s2|xai-small|OpenVAS/Greenbone (Free)", "prompt": "c82-s2", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "OpenVAS/Greenbone (Free)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source option for budget-zero starts. Solid coverage if you can self-host/manage it, but lacks polished support/UI"}, {"id": "mai-20260917-0721-smoke|c82-s2|xai-small|ESET Vulnerability and Patch Management", "prompt": "c82-s2", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "ESET Vulnerability and Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if patching endpoints is a priority alongside scanning; SME-tailored per TechRepublic."}, {"id": "mai-20260917-0721-smoke|c82-s2|zai-small|Intruder", "prompt": "c82-s2", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Intruder"}, {"id": "mai-20260917-0721-smoke|c82-s2|zai-small|Malwarebytes", "prompt": "c82-s2", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Malwarebytes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Honorable Mention: Malwarebytes"}, {"id": "mai-20260917-0721-smoke|c82-s2|zai-small|ESET", "prompt": "c82-s2", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "ESET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Honorable Mention: ESET"}, {"id": "mai-20260917-0721-smoke|c82-s2|zai-small|Orca Security", "prompt": "c82-s2", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **Orca Security** (cloud-native, agentless, pay-per-host)"}, {"id": "mai-20260917-0721-smoke|c82-s2|zai-small|Tenable Nessus", "prompt": "c82-s2", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "paraphrase", "raw": "Tenable Nessus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Tenable Nessus** (mature, comprehensive plugin feed, but more expensive)"}, {"id": "mai-20260917-0721-smoke|c82-s3|alibaba-small|Intruder", "prompt": "c82-s3", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intruder has emerged as a top choice for modern SMBs because it runs entirely in the cloud."}, {"id": "mai-20260917-0721-smoke|c82-s3|alibaba-small|ESET Vulnerability & Patch Management", "prompt": "c82-s3", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "ESET Vulnerability & Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your primary concern is securing the laptops and desktops inside your office, ESET is a strong contender."}, {"id": "mai-20260917-0721-smoke|c82-s3|alibaba-small|ManageEngine Vulnerability Manager Plus (Free Edition)", "prompt": "c82-s3", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "ManageEngine Vulnerability Manager Plus (Free Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **ManageEngine** if you have fewer than 25 devices and zero budget."}, {"id": "mai-20260917-0721-smoke|c82-s3|anthropic-small|Intruder", "prompt": "c82-s3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intruder is a lean, continuous scanner for small and mid-size teams that need strong coverage without a full enterprise program"}, {"id": "mai-20260917-0721-smoke|c82-s3|anthropic-small|Cyrisma", "prompt": "c82-s3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Cyrisma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For small teams needing basic visibility and low-friction deployment, it serves a real need."}, {"id": "mai-20260917-0721-smoke|c82-s3|anthropic-small|Rapid7 InsightVM", "prompt": "c82-s3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers comprehensive visibility into cloud environments and endpoints, coupled with automated remediation capabilities"}, {"id": "mai-20260917-0721-smoke|c82-s3|anthropic-small|Orca", "prompt": "c82-s3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For cloud-first teams, an agentless, context-aware platform like Orca covers the full estate in minutes"}, {"id": "mai-20260917-0721-smoke|c82-s3|anthropic-small|Wiz", "prompt": "c82-s3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose cloud-native platforms (Orca, Wiz) if your infrastructure is cloud-heavy"}, {"id": "mai-20260917-0721-smoke|c82-s3|anthropic-small|Qualys", "prompt": "c82-s3", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "traditional platforms (Rapid7, Qualys) for hybrid environments"}, {"id": "mai-20260917-0721-smoke|c82-s3|challenger-small|Intruder", "prompt": "c82-s3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intruder** is the clearest fit for small teams and SMBs that want fast setup and actionable findings"}, {"id": "mai-20260917-0721-smoke|c82-s3|challenger-small|Vicarius vRx", "prompt": "c82-s3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Vicarius vRx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best when a small IT/security team also wants built-in remediation and patching"}, {"id": "mai-20260917-0721-smoke|c82-s3|challenger-small|Microsoft Defender Vulnerability Management", "prompt": "c82-s3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a better fit if you already live in the Microsoft ecosystem"}, {"id": "mai-20260917-0721-smoke|c82-s3|challenger-small|PDQ", "prompt": "c82-s3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "PDQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **PDQ** if patching is your top priority."}, {"id": "mai-20260917-0721-smoke|c82-s3|challenger-small|Greenbone/OpenVAS", "prompt": "c82-s3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Greenbone/OpenVAS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lowest-cost starting point, but it is more DIY and typically better for teams that can handle more manual operation"}, {"id": "mai-20260917-0721-smoke|c82-s3|challenger-small|Tenable", "prompt": "c82-s3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "stronger for larger or more complex environments, but they can be heavier than a small team needs"}, {"id": "mai-20260917-0721-smoke|c82-s3|challenger-small|Qualys", "prompt": "c82-s3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "stronger for larger or more complex environments, but they can be heavier than a small team needs"}, {"id": "mai-20260917-0721-smoke|c82-s3|challenger-small|Rapid7", "prompt": "c82-s3", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "stronger for larger or more complex environments, but they can be heavier than a small team needs"}, {"id": "mai-20260917-0721-smoke|c82-s3|deepseek-small|Intruder", "prompt": "c82-s3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intruder — Best Overall for Small Teams/SMBs"}, {"id": "mai-20260917-0721-smoke|c82-s3|deepseek-small|NinjaOne (Vulnerability Management)", "prompt": "c82-s3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "NinjaOne (Vulnerability Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're an IT/MSP shop that wants scanning + patching in one tool: NinjaOne"}, {"id": "mai-20260917-0721-smoke|c82-s3|deepseek-small|ESET Vulnerability & Patch Management", "prompt": "c82-s3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "ESET Vulnerability & Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SMBs ... Simple, affordable, and great if you're already an ESET shop"}, {"id": "mai-20260917-0721-smoke|c82-s3|deepseek-small|OpenVAS / Greenbone Community Edition", "prompt": "c82-s3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "OpenVAS / Greenbone Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Downsides: heavier to deploy/maintain, can be noisy and resource-intensive"}, {"id": "mai-20260917-0721-smoke|c82-s3|deepseek-small|Wazuh", "prompt": "c82-s3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have a tiny budget but someone with security/IT time to spare: start with OpenVAS or Wazuh"}, {"id": "mai-20260917-0721-smoke|c82-s3|deepseek-small|Tenable Vulnerability Management", "prompt": "c82-s3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "is the market leader, but it's priced/engineered for larger environments"}, {"id": "mai-20260917-0721-smoke|c82-s3|deepseek-small|Qualys", "prompt": "c82-s3", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tenable/Qualys (the enterprise leaders) start around $3,500–$6,100/year for small deployments, which is often overkill for a lean team"}, {"id": "mai-20260917-0721-smoke|c82-s3|google-small|Intruder", "prompt": "c82-s3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intruder is a \"turnkey\" solution... making it perfect for teams under 5 security/IT heads"}, {"id": "mai-20260917-0721-smoke|c82-s3|google-small|Action1", "prompt": "c82-s3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "this is arguably the most cost-effective, high-impact tool available"}, {"id": "mai-20260917-0721-smoke|c82-s3|google-small|CYRISMA", "prompt": "c82-s3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CYRISMA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Small teams focused on compliance (SOC 2, HIPAA, CIS)"}, {"id": "mai-20260917-0721-smoke|c82-s3|google-small|DefectDojo", "prompt": "c82-s3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "DefectDojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is highly recommended if you have a technical team that wants to leverage powerful open-source scanning tools"}, {"id": "mai-20260917-0721-smoke|c82-s3|google-small|Tenable Nessus Professional", "prompt": "c82-s3", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable Nessus Professional", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It requires a higher level of cybersecurity expertise to run effectively."}, {"id": "mai-20260917-0721-smoke|c82-s3|meta-small|Intruder", "prompt": "c82-s3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top vulnerability management platforms for small teams are:\n\n1. Intruder"}, {"id": "mai-20260917-0721-smoke|c82-s3|meta-small|Orca Security", "prompt": "c82-s3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Orca Security"}, {"id": "mai-20260917-0721-smoke|c82-s3|meta-small|Tenable (Tenable One / Nessus)", "prompt": "c82-s3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable (Tenable One / Nessus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Tenable (Tenable One / Nessus)"}, {"id": "mai-20260917-0721-smoke|c82-s3|meta-small|Qualys VMDR", "prompt": "c82-s3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys VMDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Qualys VMDR"}, {"id": "mai-20260917-0721-smoke|c82-s3|meta-small|Rapid7 InsightVM", "prompt": "c82-s3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Rapid7 InsightVM"}, {"id": "mai-20260917-0721-smoke|c82-s3|meta-small|Wiz", "prompt": "c82-s3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Wiz"}, {"id": "mai-20260917-0721-smoke|c82-s3|meta-small|Microsoft Defender VM", "prompt": "c82-s3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender VM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Microsoft Defender VM"}, {"id": "mai-20260917-0721-smoke|c82-s3|meta-small|NinjaOne", "prompt": "c82-s3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. NinjaOne"}, {"id": "mai-20260917-0721-smoke|c82-s3|meta-small|OpenVAS", "prompt": "c82-s3", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "OpenVAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. OpenVAS"}, {"id": "mai-20260917-0721-smoke|c82-s3|minimax-small|Intruder", "prompt": "c82-s3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, I'd recommend starting with **Intruder** for its balance of affordability and features"}, {"id": "mai-20260917-0721-smoke|c82-s3|minimax-small|Greenbone Community Edition", "prompt": "c82-s3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Greenbone Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Greenbone Community Edition** if budget is extremely tight"}, {"id": "mai-20260917-0721-smoke|c82-s3|minimax-small|ESET Vulnerability and Patch Management", "prompt": "c82-s3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "ESET Vulnerability and Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: SMEs already using ESET ecosystem"}, {"id": "mai-20260917-0721-smoke|c82-s3|minimax-small|Tenable Vulnerability Management", "prompt": "c82-s3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Growing teams needing enterprise-grade features"}, {"id": "mai-20260917-0721-smoke|c82-s3|minimax-small|Microsoft Defender Vulnerability Management", "prompt": "c82-s3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Teams already in Microsoft ecosystem"}, {"id": "mai-20260917-0721-smoke|c82-s3|minimax-small|Qualys", "prompt": "c82-s3", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tenable and Qualys better for growing needs"}, {"id": "mai-20260917-0721-smoke|c82-s3|mistral-small|Intruder", "prompt": "c82-s3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, Intruder offers the best balance of affordability, ease of use, and comprehensive scanning."}, {"id": "mai-20260917-0721-smoke|c82-s3|mistral-small|OpenVAS", "prompt": "c82-s3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "OpenVAS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is extremely tight, OpenVAS or Trivy are strong free alternatives"}, {"id": "mai-20260917-0721-smoke|c82-s3|mistral-small|Snyk", "prompt": "c82-s3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Accessible for small teams, especially those using open source or cloud-native tech."}, {"id": "mai-20260917-0721-smoke|c82-s3|mistral-small|Trivy", "prompt": "c82-s3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free and lightweight, ideal for small teams with limited resources."}, {"id": "mai-20260917-0721-smoke|c82-s3|mistral-small|AWS Inspector", "prompt": "c82-s3", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "AWS Inspector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cost-effective for AWS-centric teams, no upfront costs."}, {"id": "mai-20260917-0721-smoke|c82-s3|moonshot-small|Intruder", "prompt": "c82-s3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**\"I need something running today with no hassle\"** → **Intruder**"}, {"id": "mai-20260917-0721-smoke|c82-s3|moonshot-small|Tenable Vulnerability Management", "prompt": "c82-s3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Overall Scanning Breadth"}, {"id": "mai-20260917-0721-smoke|c82-s3|moonshot-small|Rapid7 InsightVM", "prompt": "c82-s3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Remediation Workflows"}, {"id": "mai-20260917-0721-smoke|c82-s3|moonshot-small|Microsoft Defender Vulnerability Management", "prompt": "c82-s3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You're Already Microsoft-Heavy"}, {"id": "mai-20260917-0721-smoke|c82-s3|moonshot-small|ESET Vulnerability & Patch Management", "prompt": "c82-s3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "ESET Vulnerability & Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Patch-First Teams"}, {"id": "mai-20260917-0721-smoke|c82-s3|moonshot-small|Qualys VMDR", "prompt": "c82-s3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys VMDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Overkill for very small teams; complex pricing; steeper onboarding"}, {"id": "mai-20260917-0721-smoke|c82-s3|moonshot-small|Action1", "prompt": "c82-s3", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "consider **Action1** (free under 200 endpoints)"}, {"id": "mai-20260917-0721-smoke|c82-s3|openai-small|Tenable Vulnerability Management / Nessus", "prompt": "c82-s3", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable Vulnerability Management / Nessus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick Tenable** if you want the safest, most straightforward scanning-first choice."}, {"id": "mai-20260917-0721-smoke|c82-s3|openai-small|Qualys TruRisk Platform", "prompt": "c82-s3", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys TruRisk Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tradeoff:** often feels more enterprise/platform-heavy than a small team may need at first."}, {"id": "mai-20260917-0721-smoke|c82-s3|openai-small|Rapid7 InsightVM", "prompt": "c82-s3", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Rapid7** if remediation workflow and prioritization are the main concern."}, {"id": "mai-20260917-0721-smoke|c82-s3|openai-small|CrowdStrike Falcon Spotlight", "prompt": "c82-s3", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Spotlight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** teams already standardized on CrowdStrike Falcon."}, {"id": "mai-20260917-0721-smoke|c82-s3|openai-small|Greenbone Community / OpenVAS", "prompt": "c82-s3", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Greenbone Community / OpenVAS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Tradeoff:** more hands-on to operate, less polished reporting/workflows, and generally less vendor support."}, {"id": "mai-20260917-0721-smoke|c82-s3|xai-small|Intruder", "prompt": "c82-s3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intruder** (Best overall for SMBs and lean teams)"}, {"id": "mai-20260917-0721-smoke|c82-s3|xai-small|ESET Vulnerability & Patch Management", "prompt": "c82-s3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "ESET Vulnerability & Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for SMEs with endpoints)"}, {"id": "mai-20260917-0721-smoke|c82-s3|xai-small|PDQ Connect/Detect", "prompt": "c82-s3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "PDQ Connect/Detect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for patch-integrated VM)"}, {"id": "mai-20260917-0721-smoke|c82-s3|xai-small|Syxsense Enterprise", "prompt": "c82-s3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Syxsense Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Strong patch management focus)"}, {"id": "mai-20260917-0721-smoke|c82-s3|xai-small|Tenable", "prompt": "c82-s3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Enterprise-Heavy like Tenable/Qualys/Rapid7** for small teams"}, {"id": "mai-20260917-0721-smoke|c82-s3|xai-small|Qualys", "prompt": "c82-s3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Enterprise-Heavy like Tenable/Qualys/Rapid7** for small teams"}, {"id": "mai-20260917-0721-smoke|c82-s3|xai-small|Rapid7", "prompt": "c82-s3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Enterprise-Heavy like Tenable/Qualys/Rapid7** for small teams"}, {"id": "mai-20260917-0721-smoke|c82-s3|xai-small|OpenVAS/Greenbone", "prompt": "c82-s3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "OpenVAS/Greenbone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "OpenVAS/Greenbone (self-hosted, technical)"}, {"id": "mai-20260917-0721-smoke|c82-s3|xai-small|Wazuh", "prompt": "c82-s3", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Wazuh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Wazuh (broader but more config)"}, {"id": "mai-20260917-0721-smoke|c82-s3|zai-small|Tenable (Nessus Professional / Tenable Vulnerability Management)", "prompt": "c82-s3", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Tenable (Nessus Professional / Tenable Vulnerability Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tenable is the market leader and the \"gold standard\" for vulnerability scanning."}, {"id": "mai-20260917-0721-smoke|c82-s3|zai-small|ESET Vulnerability and Patch Management", "prompt": "c82-s3", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "ESET Vulnerability and Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly affordable and effective for keeping Windows/macOS/Android devices secure, but it lacks the depth of cloud and network infrastructure scanning"}, {"id": "mai-20260917-0721-smoke|c82-s3|zai-small|Intruder", "prompt": "c82-s3", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The most accessible entry point. It is ideal if you want to see what hackers see"}, {"id": "mai-20260917-0721-smoke|c82-s3|zai-small|PDQ Deploy & Inventory", "prompt": "c82-s3", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "comparative", "raw": "PDQ Deploy & Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your team enjoys technical control and wants to build custom patching scripts, but it lacks the advanced automated remediation features"}, {"id": "mai-20260917-0721-smoke|c82-s4|alibaba-small|Intruder.io", "prompt": "c82-s4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intruder.io** is widely considered the best fit because it balances power with simplicity"}, {"id": "mai-20260917-0721-smoke|c82-s4|alibaba-small|Tenable", "prompt": "c82-s4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "significantly lower than enterprise competitors like Tenable or Qualys"}, {"id": "mai-20260917-0721-smoke|c82-s4|alibaba-small|Qualys", "prompt": "c82-s4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "significantly lower than enterprise competitors like Tenable or Qualys"}, {"id": "mai-20260917-0721-smoke|c82-s4|alibaba-small|OpenVAS (Greenbone)", "prompt": "c82-s4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "OpenVAS (Greenbone)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OpenVAS** is the leading open-source vulnerability scanner... Cons: Difficult to use."}, {"id": "mai-20260917-0721-smoke|c82-s4|alibaba-small|ESET Vulnerability & Patch Management", "prompt": "c82-s4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ESET Vulnerability & Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Existing Stack Integration: ESET Vulnerability & Patch Management"}, {"id": "mai-20260917-0721-smoke|c82-s4|alibaba-small|Tenable Nessus Essentials", "prompt": "c82-s4", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable Nessus Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Tenable Nessus Essentials** | Free (Limited) | Medium | Scanning exactly 5 internal machines/devices for free. |"}, {"id": "mai-20260917-0721-smoke|c82-s4|anthropic-small|Greenbone/OpenVAS", "prompt": "c82-s4", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Greenbone/OpenVAS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If budget is your biggest problem, start with Greenbone/OpenVAS or Nuclei"}, {"id": "mai-20260917-0721-smoke|c82-s4|anthropic-small|Nuclei", "prompt": "c82-s4", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Nuclei", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "start with Greenbone/OpenVAS or Nuclei"}, {"id": "mai-20260917-0721-smoke|c82-s4|anthropic-small|DefectDojo", "prompt": "c82-s4", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "DefectDojo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "viable option for budget-constrained teams that need scanning, though it possesses no native scanning or discovery capabilities"}, {"id": "mai-20260917-0721-smoke|c82-s4|anthropic-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s4", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "covers the basics at a price point that works for smaller teams ... (ManageEngine for small budgets)"}, {"id": "mai-20260917-0721-smoke|c82-s4|challenger-small|Intruder", "prompt": "c82-s4", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one default recommendation, I'd choose **Intruder** for most small businesses"}, {"id": "mai-20260917-0721-smoke|c82-s4|challenger-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s4", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the best value can shift to **ManageEngine Vulnerability Manager Plus**, which is repeatedly cited as a budget-friendly option"}, {"id": "mai-20260917-0721-smoke|c82-s4|challenger-small|OpenVAS / Greenbone Community Edition", "prompt": "c82-s4", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "OpenVAS / Greenbone Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you can self-host and want the **lowest direct software cost**, but it requires more technical effort"}, {"id": "mai-20260917-0721-smoke|c82-s4|challenger-small|Action1", "prompt": "c82-s4", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if your priority is **patching + vulnerability management on a budget**"}, {"id": "mai-20260917-0721-smoke|c82-s4|deepseek-small|OpenVAS (Greenbone)", "prompt": "c82-s4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "OpenVAS (Greenbone)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is *very* tight and you have an IT person, start with **OpenVAS/Qualys Community** at $0."}, {"id": "mai-20260917-0721-smoke|c82-s4|deepseek-small|OWASP ZAP", "prompt": "c82-s4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "OWASP ZAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your focus is **web applications and APIs**"}, {"id": "mai-20260917-0721-smoke|c82-s4|deepseek-small|Qualys Community Edition / FreeScan", "prompt": "c82-s4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys Community Edition / FreeScan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **OpenVAS/Qualys Community** at $0"}, {"id": "mai-20260917-0721-smoke|c82-s4|deepseek-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ManageEngine VMP** (internal) or **Intruder** (external) are the strongest budget-friendly commercial picks"}, {"id": "mai-20260917-0721-smoke|c82-s4|deepseek-small|Intruder", "prompt": "c82-s4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Frequently the top recommendation for **SMBs needing external attack-surface scanning**"}, {"id": "mai-20260917-0721-smoke|c82-s4|deepseek-small|Greenbone OpenVAS Basic", "prompt": "c82-s4", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Greenbone OpenVAS Basic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Want enterprise-grade scanning, mid-budget | **Greenbone OpenVAS Basic**"}, {"id": "mai-20260917-0721-smoke|c82-s4|google-small|Qualys", "prompt": "c82-s4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade solutions (like Qualys, Rapid7, or Tenable) are generally too complex and cost-prohibitive for small businesses."}, {"id": "mai-20260917-0721-smoke|c82-s4|google-small|Rapid7", "prompt": "c82-s4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-grade solutions (like Qualys, Rapid7, or Tenable) are generally too complex and cost-prohibitive for small businesses."}, {"id": "mai-20260917-0721-smoke|c82-s4|google-small|Tenable", "prompt": "c82-s4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-grade solutions (like Qualys, Rapid7, or Tenable) are generally too complex and cost-prohibitive for small businesses."}, {"id": "mai-20260917-0721-smoke|c82-s4|google-small|Wazuh", "prompt": "c82-s4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Absolute lowest cost ($0)** | **Wazuh** | Enterprise-level continuous detection on endpoints for free."}, {"id": "mai-20260917-0721-smoke|c82-s4|google-small|Greenbone Community Edition (Formerly OpenVAS)", "prompt": "c82-s4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Greenbone Community Edition (Formerly OpenVAS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "This is the gold standard for free, open-source network and infrastructure scanning."}, {"id": "mai-20260917-0721-smoke|c82-s4|google-small|DefectDojo", "prompt": "c82-s4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "DefectDojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the ultimate free \"single pane of glass\" to import all your scan results, de-duplicate them, and manage the vulnerability lifecycle in one place"}, {"id": "mai-20260917-0721-smoke|c82-s4|google-small|Nmap", "prompt": "c82-s4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Nmap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you use multiple free scanners (like OpenVAS, Nmap, or Trivy for container code)"}, {"id": "mai-20260917-0721-smoke|c82-s4|google-small|Trivy", "prompt": "c82-s4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you use multiple free scanners (like OpenVAS, Nmap, or Trivy for container code)"}, {"id": "mai-20260917-0721-smoke|c82-s4|google-small|Intruder.io", "prompt": "c82-s4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Simplest setup & SOC 2 audit proof** | **Intruder.io** | Clean, automated external scanning with audit-ready reports."}, {"id": "mai-20260917-0721-smoke|c82-s4|google-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s4", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Most affordable platform that actively deploys the patches to fix what it finds."}, {"id": "mai-20260917-0721-smoke|c82-s4|meta-small|Intruder", "prompt": "c82-s4", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vulnerability management platform for a small company with a tight budget is Intruder."}, {"id": "mai-20260917-0721-smoke|c82-s4|minimax-small|OpenVAS", "prompt": "c82-s4", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "OpenVAS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a very tight budget, start with **OpenVAS** or **Nessus Essentials**"}, {"id": "mai-20260917-0721-smoke|c82-s4|minimax-small|Nessus Essentials", "prompt": "c82-s4", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Nessus Essentials", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **OpenVAS** or **Nessus Essentials** to understand your vulnerabilities"}, {"id": "mai-20260917-0721-smoke|c82-s4|minimax-small|Qualys Free Scanner", "prompt": "c82-s4", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys Free Scanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Qualys Free Scanner** - Limited free tier available"}, {"id": "mai-20260917-0721-smoke|c82-s4|minimax-small|Clair", "prompt": "c82-s4", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Clair", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Clair** - Good for container vulnerability scanning"}, {"id": "mai-20260917-0721-smoke|c82-s4|minimax-small|Tenable.io", "prompt": "c82-s4", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tenable.io** - Offers a pricing tier for small businesses"}, {"id": "mai-20260917-0721-smoke|c82-s4|minimax-small|Rapid7 InsightVM", "prompt": "c82-s4", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Rapid7 InsightVM** - Flexible pricing, good for growing companies"}, {"id": "mai-20260917-0721-smoke|c82-s4|minimax-small|ManageEngine Vulnerability Manager", "prompt": "c82-s4", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ManageEngine Vulnerability Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ManageEngine Vulnerability Manager** - Cost-effective, good basic features"}, {"id": "mai-20260917-0721-smoke|c82-s4|mistral-small|Intruder", "prompt": "c82-s4", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intruder** is frequently highlighted as the best vulnerability management platform"}, {"id": "mai-20260917-0721-smoke|c82-s4|moonshot-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s4", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall Value: ManageEngine Vulnerability Manager Plus**"}, {"id": "mai-20260917-0721-smoke|c82-s4|moonshot-small|Greenbone OpenVAS Community Edition", "prompt": "c82-s4", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Greenbone OpenVAS Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best Free Option: Greenbone OpenVAS Community Edition**"}, {"id": "mai-20260917-0721-smoke|c82-s4|moonshot-small|Intruder", "prompt": "c82-s4", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Significantly more expensive than ManageEngine; pricing scales per-target, which adds up."}, {"id": "mai-20260917-0721-smoke|c82-s4|moonshot-small|Qualys", "prompt": "c82-s4", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** \"Freemium\" tools from major enterprise vendors (like Qualys or Rapid7)"}, {"id": "mai-20260917-0721-smoke|c82-s4|moonshot-small|Rapid7", "prompt": "c82-s4", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Rapid7", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** \"Freemium\" tools from major enterprise vendors (like Qualys or Rapid7)"}, {"id": "mai-20260917-0721-smoke|c82-s4|openai-small|Greenbone/OpenVAS Community Edition", "prompt": "c82-s4", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Greenbone/OpenVAS Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default pick is usually **Greenbone/OpenVAS Community Edition** if you have someone reasonably technical to operate it"}, {"id": "mai-20260917-0721-smoke|c82-s4|openai-small|Tenable Nessus Essentials/Essentials Plus", "prompt": "c82-s4", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable Nessus Essentials/Essentials Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best balance of low cost + usability for a tiny business:** **Nessus Essentials Plus**"}, {"id": "mai-20260917-0721-smoke|c82-s4|openai-small|Tenable Nessus Professional", "prompt": "c82-s4", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable Nessus Professional", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tenable Nessus Professional** is **$4,790/year** for unlimited scanning"}, {"id": "mai-20260917-0721-smoke|c82-s4|openai-small|Qualys VMDR", "prompt": "c82-s4", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys VMDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "positioned for SMBs but typically involves custom pricing rather than a simple low sticker price"}, {"id": "mai-20260917-0721-smoke|c82-s4|xai-small|Greenbone Community Edition (formerly OpenVAS)", "prompt": "c82-s4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Greenbone Community Edition (formerly OpenVAS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best vulnerability management platform is the Greenbone Community Edition (formerly OpenVAS), as it's completely free, open-source, self-hosted"}, {"id": "mai-20260917-0721-smoke|c82-s4|xai-small|Nessus", "prompt": "c82-s4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Nessus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise-grade capability rivaling paid tools like Nessus in coverage"}, {"id": "mai-20260917-0721-smoke|c82-s4|xai-small|Qualys", "prompt": "c82-s4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Benchmarks show it competitive with Nessus/Qualys in detection accuracy/availability"}, {"id": "mai-20260917-0721-smoke|c82-s4|xai-small|ManageEngine Vulnerability Manager Plus (Professional Edition)", "prompt": "c82-s4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ManageEngine Vulnerability Manager Plus (Professional Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need patching + ease (~$700/year)?** ManageEngine."}, {"id": "mai-20260917-0721-smoke|c82-s4|xai-small|Intruder (Free or Essential/Cloud Plan)", "prompt": "c82-s4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder (Free or Essential/Cloud Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cloud/external focus + zero setup?** Intruder's free tier to start."}, {"id": "mai-20260917-0721-smoke|c82-s4|xai-small|Tenable Nessus Essentials", "prompt": "c82-s4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable Nessus Essentials", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Strict 16-IP limit (non-commercial); no production use... not scalable for business."}, {"id": "mai-20260917-0721-smoke|c82-s4|xai-small|Tenable Pro", "prompt": "c82-s4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Tenable Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise tools like Tenable Pro ($4k+/year)"}, {"id": "mai-20260917-0721-smoke|c82-s4|xai-small|ESET", "prompt": "c82-s4", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ESET", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise tools like Tenable Pro ($4k+/year) or opaque quotes (ESET)."}, {"id": "mai-20260917-0721-smoke|c82-s4|zai-small|ESET Vulnerability & Patch Management", "prompt": "c82-s4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ESET Vulnerability & Patch Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ESET Vulnerability & Patch Management** at $275/yr for 5 devices is unbeatable for very small teams."}, {"id": "mai-20260917-0721-smoke|c82-s4|zai-small|Intruder", "prompt": "c82-s4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SMBs wanting external attack surface scanning; fast time-to-value"}, {"id": "mai-20260917-0721-smoke|c82-s4|zai-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "at $695/yr is the lowest-priced option that bundles scanning + patch deployment"}, {"id": "mai-20260917-0721-smoke|c82-s4|zai-small|Qualys Small Business", "prompt": "c82-s4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Qualys Small Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "$295/yr | Cloud-based, all-in-one with asset management & risk scoring"}, {"id": "mai-20260917-0721-smoke|c82-s4|zai-small|Action1", "prompt": "c82-s4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "50\\u2013200 endpoints, some budget | Action1 (free tier) or ESET"}, {"id": "mai-20260917-0721-smoke|c82-s4|zai-small|Microsoft Defender Vulnerability Management", "prompt": "c82-s4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you already pay for Microsoft 365 E5** \\u2192 Enable **Microsoft Defender Vulnerability Management**; it\\u2019s included"}, {"id": "mai-20260917-0721-smoke|c82-s4|zai-small|Greenbone Community Edition (OpenVAS)", "prompt": "c82-s4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Greenbone Community Edition (OpenVAS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "want something free** \\u2192 Start with **Greenbone OpenVAS** (network) + **OWASP ZAP** (web apps)"}, {"id": "mai-20260917-0721-smoke|c82-s4|zai-small|OWASP ZAP", "prompt": "c82-s4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "OWASP ZAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Start with **Greenbone OpenVAS** (network) + **OWASP ZAP** (web apps)"}, {"id": "mai-20260917-0721-smoke|c82-s4|zai-small|Nmap", "prompt": "c82-s4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Nmap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Network discovery, service detection, basic vulnerability checks"}, {"id": "mai-20260917-0721-smoke|c82-s4|zai-small|Trivy", "prompt": "c82-s4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you\\u2019re a DevOps-heavy team** \\u2192 Use **Trivy** for container scanning"}, {"id": "mai-20260917-0721-smoke|c82-s4|zai-small|Wazuh", "prompt": "c82-s4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Endpoint detection + response + vulnerability scanning in one platform"}, {"id": "mai-20260917-0721-smoke|c82-s4|zai-small|ShadowSecurityScanner", "prompt": "c82-s4", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "budget", "raw": "ShadowSecurityScanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Desktop app for Windows/macOS/Linux; exploit-aware network scanning"}, {"id": "mai-20260917-0721-smoke|c82-s5|alibaba-small|Nessus", "prompt": "c82-s5", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Nessus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Heavy on-premise legacy hardware appliances (like older Nessus variants) unless you have a full-time SysAdmin."}, {"id": "mai-20260917-0721-smoke|c82-s5|alibaba-small|Wazuh", "prompt": "c82-s5", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Wazuh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Look At:** Cloud-Native EDR/VDR platforms ... such as **Wazuh, Rapid7 InsightCloudSec, Qualys**, or **Tenable.io**"}, {"id": "mai-20260917-0721-smoke|c82-s5|alibaba-small|Rapid7 InsightCloudSec", "prompt": "c82-s5", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7 InsightCloudSec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Look At:** Cloud-Native EDR/VDR platforms ... such as **Wazuh, Rapid7 InsightCloudSec, Qualys**, or **Tenable.io**"}, {"id": "mai-20260917-0721-smoke|c82-s5|alibaba-small|Qualys", "prompt": "c82-s5", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as **Wazuh, Rapid7 InsightCloudSec, Qualys**, or **Tenable.io**"}, {"id": "mai-20260917-0721-smoke|c82-s5|alibaba-small|Tenable.io", "prompt": "c82-s5", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as **Wazuh, Rapid7 InsightCloudSec, Qualys**, or **Tenable.io**"}, {"id": "mai-20260917-0721-smoke|c82-s5|alibaba-small|BreachRadar", "prompt": "c82-s5", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "BreachRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Also consider **BreachRadar** or **Defer.ai** if you specifically want managed services included."}, {"id": "mai-20260917-0721-smoke|c82-s5|alibaba-small|Defer.ai", "prompt": "c82-s5", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Defer.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Also consider **BreachRadar** or **Defer.ai** if you specifically want managed services included."}, {"id": "mai-20260917-0721-smoke|c82-s5|deepseek-small|CrowdStrike", "prompt": "c82-s5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you already run an **EDR agent** (CrowdStrike, Microsoft Defender), **activate the vulnerability module on it** rather than deploying a whole new tool."}, {"id": "mai-20260917-0721-smoke|c82-s5|deepseek-small|Microsoft Defender", "prompt": "c82-s5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already run an **EDR agent** (CrowdStrike, Microsoft Defender), **activate the vulnerability module on it**"}, {"id": "mai-20260917-0721-smoke|c82-s5|deepseek-small|Tenable (VMDR)", "prompt": "c82-s5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable (VMDR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Names that keep surfacing as mid-market/SMB-friendly: **Tenable (VMDR), Qualys, Rapid7 InsightVM**"}, {"id": "mai-20260917-0721-smoke|c82-s5|deepseek-small|Qualys", "prompt": "c82-s5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Names that keep surfacing as mid-market/SMB-friendly: **Tenable (VMDR), Qualys, Rapid7 InsightVM**"}, {"id": "mai-20260917-0721-smoke|c82-s5|deepseek-small|Rapid7 InsightVM", "prompt": "c82-s5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Names that keep surfacing as mid-market/SMB-friendly: **Tenable (VMDR), Qualys, Rapid7 InsightVM**"}, {"id": "mai-20260917-0721-smoke|c82-s5|deepseek-small|ManageEngine Endpoint Central", "prompt": "c82-s5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "lighter, more aggressively priced options like **ManageEngine Endpoint Central** (free up to 25 nodes, cheap after)"}, {"id": "mai-20260917-0721-smoke|c82-s5|deepseek-small|NinjaOne", "prompt": "c82-s5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**NinjaOne**, and **Vicarius**"}, {"id": "mai-20260917-0721-smoke|c82-s5|deepseek-small|Vicarius", "prompt": "c82-s5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Vicarius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**NinjaOne**, and **Vicarius**"}, {"id": "mai-20260917-0721-smoke|c82-s5|deepseek-small|Wiz", "prompt": "c82-s5", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you're mostly cloud-native, add **Wiz** or similar CNAPPs."}, {"id": "mai-20260917-0721-smoke|c82-s5|google-small|Tenable Nessus", "prompt": "c82-s5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable Nessus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional scanners (like Tenable Nessus or Qualys) find vulnerabilities but don't fix them."}, {"id": "mai-20260917-0721-smoke|c82-s5|google-small|Qualys", "prompt": "c82-s5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional scanners (like Tenable Nessus or Qualys) find vulnerabilities but don't fix them."}, {"id": "mai-20260917-0721-smoke|c82-s5|google-small|Action1", "prompt": "c82-s5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Option A: The \"Free & Powerful\" Route (Highly Recommended) ... completely free for up to 200 endpoints"}, {"id": "mai-20260917-0721-smoke|c82-s5|google-small|Microsoft Defender Vulnerability Management", "prompt": "c82-s5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are already on Microsoft 365 Business Premium, turn on Defender Vulnerability Management."}, {"id": "mai-20260917-0721-smoke|c82-s5|google-small|Automox", "prompt": "c82-s5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Option C: Modern Unified VM + Patching (If you have budget)"}, {"id": "mai-20260917-0721-smoke|c82-s5|google-small|Vicarius (vRx)", "prompt": "c82-s5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Vicarius (vRx)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Automox** or **Vicarius (vRx)** ... modern, cloud-first platforms"}, {"id": "mai-20260917-0721-smoke|c82-s5|google-small|Aikido Security", "prompt": "c82-s5", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Option D: The \"Code-to-Cloud\" Route (If you are a software/SaaS startup)"}, {"id": "mai-20260917-0721-smoke|c82-s5|mistral-small|Tenable", "prompt": "c82-s5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 vendors based on your needs (e.g., Tenable, Qualys, Rapid7, Wiz, Snyk, or others)."}, {"id": "mai-20260917-0721-smoke|c82-s5|mistral-small|Qualys", "prompt": "c82-s5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Tenable, Qualys, Rapid7, Wiz, Snyk, or others"}, {"id": "mai-20260917-0721-smoke|c82-s5|mistral-small|Rapid7", "prompt": "c82-s5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Tenable, Qualys, Rapid7, Wiz, Snyk, or others"}, {"id": "mai-20260917-0721-smoke|c82-s5|mistral-small|Wiz", "prompt": "c82-s5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Tenable, Qualys, Rapid7, Wiz, Snyk, or others"}, {"id": "mai-20260917-0721-smoke|c82-s5|mistral-small|Snyk", "prompt": "c82-s5", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Tenable, Qualys, Rapid7, Wiz, Snyk, or others"}, {"id": "mai-20260917-0721-smoke|c82-s5|moonshot-small|Intruder", "prompt": "c82-s5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Solutions like **Intruder** are specifically rated best for SMBs due to their simplicity"}, {"id": "mai-20260917-0721-smoke|c82-s5|moonshot-small|ManageEngine", "prompt": "c82-s5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Intruder start at ~$149/month; ManageEngine at $695/year for 100 assets"}, {"id": "mai-20260917-0721-smoke|c82-s5|moonshot-small|Tenable.io", "prompt": "c82-s5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Evaluate 2-3 vendors** with free trials (Intruder, Tenable.io, Qualys, or ManageEngine)"}, {"id": "mai-20260917-0721-smoke|c82-s5|moonshot-small|Qualys", "prompt": "c82-s5", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Evaluate 2-3 vendors** with free trials (Intruder, Tenable.io, Qualys, or ManageEngine)"}, {"id": "mai-20260917-0721-smoke|c82-s5|xai-small|Nessus", "prompt": "c82-s5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Nessus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "check detection rate vs. known tools like Nessus"}, {"id": "mai-20260917-0721-smoke|c82-s5|xai-small|Intruder", "prompt": "c82-s5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Intruder**: Top SMB pick—easy external/internal scanning, transparent pricing (~$149/mo), fast setup."}, {"id": "mai-20260917-0721-smoke|c82-s5|xai-small|Tenable (Nessus/Tenable One)", "prompt": "c82-s5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable (Nessus/Tenable One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader in coverage/prioritization; scalable from SMB. Freemium Nessus for testing."}, {"id": "mai-20260917-0721-smoke|c82-s5|xai-small|Qualys VMDR", "prompt": "c82-s5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong automation/patching; good for hybrid. Quote-based but SMB tiers exist."}, {"id": "mai-20260917-0721-smoke|c82-s5|xai-small|Rapid7 InsightVM", "prompt": "c82-s5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Risk-focused; integrates well. Mid-market sweet spot."}, {"id": "mai-20260917-0721-smoke|c82-s5|xai-small|Microsoft Defender Vulnerability Management", "prompt": "c82-s5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're in Azure/365—low cost add-on, seamless."}, {"id": "mai-20260917-0721-smoke|c82-s5|xai-small|Vicarius", "prompt": "c82-s5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Vicarius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others: Vicarius (mid-market remediation)"}, {"id": "mai-20260917-0721-smoke|c82-s5|xai-small|Orca", "prompt": "c82-s5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Orca (cloud-heavy)"}, {"id": "mai-20260917-0721-smoke|c82-s5|xai-small|CrowdStrike Falcon", "prompt": "c82-s5", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "CrowdStrike Falcon (if using EDR)"}, {"id": "mai-20260917-0721-smoke|c82-s5|zai-small|Tenable VM", "prompt": "c82-s5", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Tenable VM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Higher price, more complex to set up and maintain."}, {"id": "mai-20260917-0721-smoke|c82-s5|zai-small|Qualys VMDR", "prompt": "c82-s5", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Qualys VMDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "More expensive than SMB‑focused tools; can be overwhelming for small teams."}, {"id": "mai-20260917-0721-smoke|c82-s5|zai-small|Intruder", "prompt": "c82-s5", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Intruder** | SMBs needing fast time‑to‑value | Simple pricing, strong external vulnerability scanning, low cost (~$149/month)"}, {"id": "mai-20260917-0721-smoke|c82-s5|zai-small|ESET Vulnerability & Patch Management", "prompt": "c82-s5", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "ESET Vulnerability & Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams already using ESET | Tight integration with ESET endpoint protection"}, {"id": "mai-20260917-0721-smoke|c82-s5|zai-small|Syxsense Enterprise", "prompt": "c82-s5", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Syxsense Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMBs focused on endpoint patching | Automated patching, agent‑based, strong remediation workflows"}, {"id": "mai-20260917-0721-smoke|c82-s5|zai-small|Rapid7 InsightVM", "prompt": "c82-s5", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher cost, steeper learning curve."}, {"id": "mai-20260917-0721-smoke|c82-s5|zai-small|Orca Security", "prompt": "c82-s5", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cloud‑heavy environments (no agents) | Agentless cloud scanning, fast time‑to‑value"}, {"id": "mai-20260917-0721-smoke|c82-s5|zai-small|CrowdStrike Falcon Spotlight", "prompt": "c82-s5", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "scale", "raw": "CrowdStrike Falcon Spotlight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Teams already using CrowdStrike | Scan‑free visibility, strong endpoint security integration"}, {"id": "mai-20260917-0721-smoke|c82-s6|alibaba-small|Tenable Vulnerability Management (specifically Tenable.io)", "prompt": "c82-s6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable Vulnerability Management (specifically Tenable.io)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: Users frequently cite complex interfaces, inadequate out-of-the-box reporting, and high costs"}, {"id": "mai-20260917-0721-smoke|c82-s6|alibaba-small|Qualys VMDR", "prompt": "c82-s6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys VMDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Qualys is notorious for demanding high-touch support interactions that can be frustrating for smaller accounts"}, {"id": "mai-20260917-0721-smoke|c82-s6|alibaba-small|Rapid7 InsightVM", "prompt": "c82-s6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Many users report usability friction, including non-persistent logins... generally better suited for mid-to-large markets"}, {"id": "mai-20260917-0721-smoke|c82-s6|alibaba-small|CrowdStrike", "prompt": "c82-s6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you already have EDR/MX like CrowdStrike, their native spotlight tools may offer better ROI."}, {"id": "mai-20260917-0721-smoke|c82-s6|alibaba-small|RiskWatch", "prompt": "c82-s6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "RiskWatch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why to avoid for SMBs: Reviews specifically mark this as \"worst for SMBs.\""}, {"id": "mai-20260917-0721-smoke|c82-s6|alibaba-small|Microsoft Defender Vulnerability Management", "prompt": "c82-s6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "users have complained about disappointing multi-tenant features and a subpar alerting system that generates excessive noise"}, {"id": "mai-20260917-0721-smoke|c82-s6|alibaba-small|Cyrisma", "prompt": "c82-s6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Cyrisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "users have flagged the alerting mechanism as poorly designed"}, {"id": "mai-20260917-0721-smoke|c82-s6|alibaba-small|Greenbone Community Edition", "prompt": "c82-s6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Greenbone Community Edition", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "These are not \"management platforms\"; they are raw discovery engines."}, {"id": "mai-20260917-0721-smoke|c82-s6|alibaba-small|Nessus Essentials", "prompt": "c82-s6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Nessus Essentials", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Nessus Essentials (limited to 16 IPs)... Why to be cautious: These are not \"management platforms\""}, {"id": "mai-20260917-0721-smoke|c82-s6|alibaba-small|Nikto", "prompt": "c82-s6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Nikto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "standalone scanners like Nikto / OpenVAS... they lack remediation workflows"}, {"id": "mai-20260917-0721-smoke|c82-s6|alibaba-small|OpenVAS", "prompt": "c82-s6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "OpenVAS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "standalone scanners like Nikto / OpenVAS... they lack remediation workflows"}, {"id": "mai-20260917-0721-smoke|c82-s6|alibaba-small|Intruder", "prompt": "c82-s6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Often rated highest for SMBs due to fast deployment, straightforward pricing"}, {"id": "mai-20260917-0721-smoke|c82-s6|alibaba-small|PDQ Inventory/Deploy", "prompt": "c82-s6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "PDQ Inventory/Deploy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Excellent if your primary focus is Windows endpoint patching and inventory"}, {"id": "mai-20260917-0721-smoke|c82-s6|alibaba-small|Xylus", "prompt": "c82-s6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Xylus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Modern, agentless approaches that are gaining traction for their ease of use"}, {"id": "mai-20260917-0721-smoke|c82-s6|alibaba-small|Wiz", "prompt": "c82-s6", "model": "alibaba-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Modern, agentless approaches that are gaining traction for their ease of use"}, {"id": "mai-20260917-0721-smoke|c82-s6|anthropic-small|Tenable", "prompt": "c82-s6", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "stronger fits for broader enterprise vulnerability management, meaning these may be overkill and overly complex for small teams"}, {"id": "mai-20260917-0721-smoke|c82-s6|anthropic-small|Qualys", "prompt": "c82-s6", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may be overkill and overly complex for small teams"}, {"id": "mai-20260917-0721-smoke|c82-s6|anthropic-small|Rapid7", "prompt": "c82-s6", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be overkill and overly complex for small teams"}, {"id": "mai-20260917-0721-smoke|c82-s6|anthropic-small|Microsoft", "prompt": "c82-s6", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may be overkill and overly complex for small teams"}, {"id": "mai-20260917-0721-smoke|c82-s6|anthropic-small|CrowdStrike", "prompt": "c82-s6", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may be overkill and overly complex for small teams"}, {"id": "mai-20260917-0721-smoke|c82-s6|anthropic-small|Tanium", "prompt": "c82-s6", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tanium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may be overkill and overly complex for small teams"}, {"id": "mai-20260917-0721-smoke|c82-s6|anthropic-small|Palo Alto Prisma Cloud", "prompt": "c82-s6", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "The trade-off is complexity and cost: realizing the full value usually means adopting multiple modules, a heavier lift than a focused tool."}, {"id": "mai-20260917-0721-smoke|c82-s6|anthropic-small|Greenbone/OpenVAS", "prompt": "c82-s6", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Greenbone/OpenVAS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "you should not pretend a free vulnerability scanner gives you a complete vulnerability management program"}, {"id": "mai-20260917-0721-smoke|c82-s6|anthropic-small|Nuclei", "prompt": "c82-s6", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Nuclei", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "free vulnerability scanners like Greenbone/OpenVAS or Nuclei can help with budget constraints, you should not pretend a free vulnerability scanner gives you a complete vulnerability management program"}, {"id": "mai-20260917-0721-smoke|c82-s6|anthropic-small|NinjaOne", "prompt": "c82-s6", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "NinjaOne and Intruder offer lightweight scanning and simple remediation for smaller IT teams."}, {"id": "mai-20260917-0721-smoke|c82-s6|anthropic-small|Intruder", "prompt": "c82-s6", "model": "anthropic-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "NinjaOne and Intruder offer lightweight scanning and simple remediation for smaller IT teams."}, {"id": "mai-20260917-0721-smoke|c82-s6|challenger-small|Tenable", "prompt": "c82-s6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cautious with enterprise-heavy platforms** like **Tenable, Qualys, and Rapid7 InsightVM**, because ... can be **over-built, costly, or resource-intensive** for SMBs"}, {"id": "mai-20260917-0721-smoke|c82-s6|challenger-small|Qualys", "prompt": "c82-s6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise platforms such as Qualys and Tenable are described as requiring dedicated resources to operate effectively"}, {"id": "mai-20260917-0721-smoke|c82-s6|challenger-small|Rapid7 InsightVM", "prompt": "c82-s6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cautious with enterprise-heavy platforms** like **Tenable, Qualys, and Rapid7 InsightVM**"}, {"id": "mai-20260917-0721-smoke|c82-s6|challenger-small|OpenVAS", "prompt": "c82-s6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "OpenVAS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Open-source scanners like OpenVAS** if you do not have technical expertise, because they are capable but require significant setup and ongoing maintenance."}, {"id": "mai-20260917-0721-smoke|c82-s6|challenger-small|Intruder", "prompt": "c82-s6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "steer attention toward **lighter or managed options** such as **Intruder, Microsoft Defender Vulnerability Management"}, {"id": "mai-20260917-0721-smoke|c82-s6|challenger-small|Microsoft Defender Vulnerability Management", "prompt": "c82-s6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "lighter or managed options** such as **Intruder, Microsoft Defender Vulnerability Management, ManageEngine Vulnerability Manager Plus, GFI LanGuard"}, {"id": "mai-20260917-0721-smoke|c82-s6|challenger-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "lighter or managed options** such as ... ManageEngine Vulnerability Manager Plus"}, {"id": "mai-20260917-0721-smoke|c82-s6|challenger-small|GFI LanGuard", "prompt": "c82-s6", "model": "challenger-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "GFI LanGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "lighter or managed options** such as ... GFI LanGuard, or managed scanning services"}, {"id": "mai-20260917-0721-smoke|c82-s6|deepseek-small|Qualys VMDR", "prompt": "c82-s6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys VMDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict for SMBs: Unless you have compliance mandates ... this is **overkill and overpriced**. Many MSPs avoid it for sub-200-asset clients."}, {"id": "mai-20260917-0721-smoke|c82-s6|deepseek-small|Rapid7 InsightVM", "prompt": "c82-s6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict:** Best avoided unless you have 500+ assets and a full-time security engineer."}, {"id": "mai-20260917-0721-smoke|c82-s6|deepseek-small|Tenable Vulnerability Management", "prompt": "c82-s6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**avoid the full platform** for ongoing continuous monitoring unless you're comfortable with ongoing technical overhead"}, {"id": "mai-20260917-0721-smoke|c82-s6|deepseek-small|ServiceNow Vuln Management", "prompt": "c82-s6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "ServiceNow Vuln Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Verdict:** Avoid unless you already have a skilled in-house security team."}, {"id": "mai-20260917-0721-smoke|c82-s6|deepseek-small|Microsoft Defender for Cloud with Sentinel", "prompt": "c82-s6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender for Cloud with Sentinel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Verdict:** Avoid unless you already have a skilled in-house security team."}, {"id": "mai-20260917-0721-smoke|c82-s6|deepseek-small|OpenVAS/Greenbone", "prompt": "c82-s6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "OpenVAS/Greenbone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**OpenVAS** is powerful but requires Linux administration, constant plugin updates ... Expect **lots of false positives** and no support."}, {"id": "mai-20260917-0721-smoke|c82-s6|deepseek-small|Wazuh", "prompt": "c82-s6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Wazuh", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it's a full platform that can consume significant server resources and maintenance time"}, {"id": "mai-20260917-0721-smoke|c82-s6|deepseek-small|Microsoft Defender Vulnerability Management", "prompt": "c82-s6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "SMB-friendly options include: **Microsoft Defender Vulnerability Management** (included in Business Premium) – agent-based, built for small environments."}, {"id": "mai-20260917-0721-smoke|c82-s6|deepseek-small|Action1", "prompt": "c82-s6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Action1** – free up to 200 endpoints, includes patching."}, {"id": "mai-20260917-0721-smoke|c82-s6|deepseek-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "published pricing, good for 50–2,500 employees, includes patching"}, {"id": "mai-20260917-0721-smoke|c82-s6|deepseek-small|Intruder", "prompt": "c82-s6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Intruder** (external attack surface scanning) – transparent pricing, easy to operate."}, {"id": "mai-20260917-0721-smoke|c82-s6|deepseek-small|Vicarius", "prompt": "c82-s6", "model": "deepseek-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Vicarius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Vicarius** (for mid-market, not micro-SMB) – consolidated platform with strong prioritization."}, {"id": "mai-20260917-0721-smoke|c82-s6|google-small|Qualys VMDR", "prompt": "c82-s6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys VMDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "These three platforms are the industry gold standards for massive enterprise environments. However, they are generally a poor fit for small businesses."}, {"id": "mai-20260917-0721-smoke|c82-s6|google-small|Rapid7 InsightVM", "prompt": "c82-s6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they are generally a poor fit for small businesses"}, {"id": "mai-20260917-0721-smoke|c82-s6|google-small|Tenable One", "prompt": "c82-s6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise Pricing & Sales Cycles: Licensing is highly complex and expensive"}, {"id": "mai-20260917-0721-smoke|c82-s6|google-small|OpenVAS", "prompt": "c82-s6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "OpenVAS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why you should be cautious: High \"Hidden\" Labor Costs"}, {"id": "mai-20260917-0721-smoke|c82-s6|google-small|Greenbone Community Edition", "prompt": "c82-s6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Greenbone Community Edition", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Open-source tools rarely offer user-friendly, business-friendly dashboarding."}, {"id": "mai-20260917-0721-smoke|c82-s6|google-small|Wiz", "prompt": "c82-s6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Why you should avoid/be cautious: Endpoint Blindness"}, {"id": "mai-20260917-0721-smoke|c82-s6|google-small|Orca Security", "prompt": "c82-s6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Severe Overkill & Cost ... buying one of these tools is a massive waste of budget"}, {"id": "mai-20260917-0721-smoke|c82-s6|google-small|Palo Alto Prisma Cloud", "prompt": "c82-s6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "They carry high premium pricing and are designed for cloud DevOps teams."}, {"id": "mai-20260917-0721-smoke|c82-s6|google-small|Automox", "prompt": "c82-s6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Platforms that combine scanning with automated patching (e.g., **Automox**, **Action1**, or **SecPod SanerNow**)"}, {"id": "mai-20260917-0721-smoke|c82-s6|google-small|Action1", "prompt": "c82-s6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "combine scanning with automated patching (e.g., **Automox**, **Action1**"}, {"id": "mai-20260917-0721-smoke|c82-s6|google-small|SecPod SanerNow", "prompt": "c82-s6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "SecPod SanerNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "combine scanning with automated patching (e.g., ... or **SecPod SanerNow**)"}, {"id": "mai-20260917-0721-smoke|c82-s6|google-small|Intruder", "prompt": "c82-s6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Tools like **Intruder** are built specifically for small teams... present a clean list of only the high-priority threats"}, {"id": "mai-20260917-0721-smoke|c82-s6|google-small|Microsoft Defender Vulnerability Management", "prompt": "c82-s6", "model": "google-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "look at utilizing **Microsoft Defender Vulnerability Management**. It integrates natively with the security tools and endpoint agents you are already paying for"}, {"id": "mai-20260917-0721-smoke|c82-s6|meta-small|Intruder", "prompt": "c82-s6", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The results suggest that some platforms to consider are Intruder, Tenable, Qualys, and Rapid7 InsightVM."}, {"id": "mai-20260917-0721-smoke|c82-s6|meta-small|Tenable", "prompt": "c82-s6", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some platforms to consider are Intruder, Tenable, Qualys, and Rapid7 InsightVM"}, {"id": "mai-20260917-0721-smoke|c82-s6|meta-small|Qualys", "prompt": "c82-s6", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some platforms to consider are Intruder, Tenable, Qualys, and Rapid7 InsightVM"}, {"id": "mai-20260917-0721-smoke|c82-s6|meta-small|Rapid7 InsightVM", "prompt": "c82-s6", "model": "meta-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some platforms to consider are Intruder, Tenable, Qualys, and Rapid7 InsightVM"}, {"id": "mai-20260917-0721-smoke|c82-s6|minimax-small|Tenable Vulnerability Management", "prompt": "c82-s6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Users consistently cite high costs ... complex pricing, and a steep learning curve"}, {"id": "mai-20260917-0721-smoke|c82-s6|minimax-small|Qualys VMDR", "prompt": "c82-s6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys VMDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "criticized for deployment complexity and pricing that's prohibitive for smaller organizations"}, {"id": "mai-20260917-0721-smoke|c82-s6|minimax-small|Rapid7 InsightVM", "prompt": "c82-s6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Similar concerns about cost and a steep learning curve"}, {"id": "mai-20260917-0721-smoke|c82-s6|minimax-small|Intruder", "prompt": "c82-s6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "consider platforms designed for SMBs like **Intruder**"}, {"id": "mai-20260917-0721-smoke|c82-s6|minimax-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider platforms designed for SMBs like ... **ManageEngine Vulnerability Manager Plus**"}, {"id": "mai-20260917-0721-smoke|c82-s6|minimax-small|ESET Vulnerability and Patch Management", "prompt": "c82-s6", "model": "minimax-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "ESET Vulnerability and Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or **ESET Vulnerability and Patch Management**"}, {"id": "mai-20260917-0721-smoke|c82-s6|mistral-small|Qualys VMDR", "prompt": "c82-s6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys VMDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should be cautious about or avoid the following vulnerability management platforms due to issues like poor support, high costs"}, {"id": "mai-20260917-0721-smoke|c82-s6|mistral-small|ConnectSecure", "prompt": "c82-s6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "ConnectSecure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users have experienced agent reliability issues, with agents stopping work for weeks at a time."}, {"id": "mai-20260917-0721-smoke|c82-s6|mistral-small|Cyrisma", "prompt": "c82-s6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Cyrisma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "the alerting mechanism is poorly designed, leading to confusion and inefficiency"}, {"id": "mai-20260917-0721-smoke|c82-s6|mistral-small|Nodeware", "prompt": "c82-s6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Nodeware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "reporting is only available via email for each CVE, which is insufficient"}, {"id": "mai-20260917-0721-smoke|c82-s6|mistral-small|Tenable Vulnerability Management", "prompt": "c82-s6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tenable's pricing is a major objection for small businesses... less accessible for SMBs with limited budgets."}, {"id": "mai-20260917-0721-smoke|c82-s6|mistral-small|Rapid7 InsightVM", "prompt": "c82-s6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "powerful but often comes with high costs and complex licensing, which can be prohibitive for small businesses"}, {"id": "mai-20260917-0721-smoke|c82-s6|mistral-small|Intruder", "prompt": "c82-s6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Alternatives like Intruder... may offer better value for SMBs."}, {"id": "mai-20260917-0721-smoke|c82-s6|mistral-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Alternatives like Intruder, ManageEngine Vulnerability Manager Plus... may offer better value for SMBs."}, {"id": "mai-20260917-0721-smoke|c82-s6|mistral-small|OpenVAS", "prompt": "c82-s6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "OpenVAS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "open-source options (OpenVAS, Wazuh) may offer better value for SMBs"}, {"id": "mai-20260917-0721-smoke|c82-s6|mistral-small|Wazuh", "prompt": "c82-s6", "model": "mistral-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "open-source options (OpenVAS, Wazuh) may offer better value for SMBs"}, {"id": "mai-20260917-0721-smoke|c82-s6|moonshot-small|Tenable (Nessus Enterprise/Tenable.io)", "prompt": "c82-s6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable (Nessus Enterprise/Tenable.io)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**High costs** that can be prohibitive for budget-conscious organizations"}, {"id": "mai-20260917-0721-smoke|c82-s6|moonshot-small|Nessus Pro", "prompt": "c82-s6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Nessus Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Better alternative:* **Nessus Pro** (~$4,790/year) is more manageable for small businesses"}, {"id": "mai-20260917-0721-smoke|c82-s6|moonshot-small|Qualys VMDR", "prompt": "c82-s6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys VMDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Often **overkill** for smaller estates"}, {"id": "mai-20260917-0721-smoke|c82-s6|moonshot-small|Rapid7 InsightVM", "prompt": "c82-s6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Can be **heavy to operate** without dedicated security staff"}, {"id": "mai-20260917-0721-smoke|c82-s6|moonshot-small|Microsoft Defender for Business (Vulnerability Management features)", "prompt": "c82-s6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender for Business (Vulnerability Management features)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Subpar alerting system** with numerous false alerts"}, {"id": "mai-20260917-0721-smoke|c82-s6|moonshot-small|ConnectSecure / CyberCNS", "prompt": "c82-s6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "ConnectSecure / CyberCNS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Reports of **disorganized, messy UI**"}, {"id": "mai-20260917-0721-smoke|c82-s6|moonshot-small|Splunk ES", "prompt": "c82-s6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Splunk ES", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Pure enterprise suites** (Splunk ES, Tanium) | Six-to-seven-figure price tags, heavy operational overhead"}, {"id": "mai-20260917-0721-smoke|c82-s6|moonshot-small|Tanium", "prompt": "c82-s6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tanium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Pure enterprise suites** (Splunk ES, Tanium) | Six-to-seven-figure price tags"}, {"id": "mai-20260917-0721-smoke|c82-s6|moonshot-small|OpenVAS", "prompt": "c82-s6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "OpenVAS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Open-source scanners alone** (OpenVAS without management) | No dedicated support, high configuration/maintenance burden"}, {"id": "mai-20260917-0721-smoke|c82-s6|moonshot-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Recommended SMB-friendly alternatives:** - **ManageEngine Vulnerability Manager Plus** (starts at ~$695/year for 100 assets)"}, {"id": "mai-20260917-0721-smoke|c82-s6|moonshot-small|Tenable Vulnerability Management", "prompt": "c82-s6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Tenable Nessus Pro** or **Tenable Vulnerability Management** (SaaS, simpler than enterprise)"}, {"id": "mai-20260917-0721-smoke|c82-s6|moonshot-small|Heimdal Security", "prompt": "c82-s6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Heimdal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Heimdal Security** (modular, per-endpoint pricing)"}, {"id": "mai-20260917-0721-smoke|c82-s6|moonshot-small|NinjaOne", "prompt": "c82-s6", "model": "moonshot-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**NinjaOne** (comprehensive endpoint management with vuln scanning)"}, {"id": "mai-20260917-0721-smoke|c82-s6|openai-small|Tenable Vulnerability Management / Tenable One", "prompt": "c82-s6", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable Vulnerability Management / Tenable One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "reviewers frequently call out **high cost, complex pricing, and a steep learning curve**"}, {"id": "mai-20260917-0721-smoke|c82-s6|openai-small|Rapid7 InsightVM / Rapid7 Command", "prompt": "c82-s6", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 InsightVM / Rapid7 Command", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can be more than a small business needs if you just want straightforward vulnerability scanning"}, {"id": "mai-20260917-0721-smoke|c82-s6|openai-small|Qualys VMDR", "prompt": "c82-s6", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys VMDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "very capable, but often better suited to organizations that can absorb **platform complexity**"}, {"id": "mai-20260917-0721-smoke|c82-s6|openai-small|Microsoft Defender Vulnerability Management", "prompt": "c82-s6", "model": "openai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Usually a better fit for many small businesses ... products like **Microsoft Defender Vulnerability Management**"}, {"id": "mai-20260917-0721-smoke|c82-s6|xai-small|Tenable Vulnerability Management", "prompt": "c82-s6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable Vulnerability Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Small businesses should primarily be cautious about enterprise-grade vulnerability management platforms like Tenable Vulnerability Management"}, {"id": "mai-20260917-0721-smoke|c82-s6|xai-small|Qualys VMDR", "prompt": "c82-s6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys VMDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Qualys VMDR: ~$17–$33 per asset/year plus scanner appliances ($8,000–$9,000/year), often totaling thousands"}, {"id": "mai-20260917-0721-smoke|c82-s6|xai-small|Rapid7 InsightVM", "prompt": "c82-s6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "noted as \"expensive, possibly one of the highest\" in PeerSpot reviews"}, {"id": "mai-20260917-0721-smoke|c82-s6|xai-small|Nessus Professional", "prompt": "c82-s6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Nessus Professional", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "is called \"high-cost\" and \"steep\" for very small teams"}, {"id": "mai-20260917-0721-smoke|c82-s6|xai-small|Microsoft Defender Vulnerability Management", "prompt": "c82-s6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Microsoft Defender Vulnerability Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "False positives, poor multi-tenant alerting, complex policy management, and Linux compatibility issues"}, {"id": "mai-20260917-0721-smoke|c82-s6|xai-small|ConnectSecure/CyberCNS", "prompt": "c82-s6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "ConnectSecure/CyberCNS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Messy/disorganized UI, high resource usage ... and support delays"}, {"id": "mai-20260917-0721-smoke|c82-s6|xai-small|Cyrisma", "prompt": "c82-s6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Cyrisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Poorly designed alerting ... price hikes (e.g., 35% mid-trial), and weak support"}, {"id": "mai-20260917-0721-smoke|c82-s6|xai-small|Intruder", "prompt": "c82-s6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Intruder: $149/month, fast setup, external scanning (top SMB pick in Axis Intelligence)"}, {"id": "mai-20260917-0721-smoke|c82-s6|xai-small|ManageEngine Vulnerability Manager Plus", "prompt": "c82-s6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "ManageEngine Vulnerability Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "$695/year for 100 nodes, includes patching"}, {"id": "mai-20260917-0721-smoke|c82-s6|xai-small|OpenVAS/Wazuh", "prompt": "c82-s6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "OpenVAS/Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Free/open-source for basics, though requires more maintenance"}, {"id": "mai-20260917-0721-smoke|c82-s6|xai-small|ESET Vulnerability & Patch Management", "prompt": "c82-s6", "model": "xai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "ESET Vulnerability & Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "$275+ for small device counts (TechRepublic)"}, {"id": "mai-20260917-0721-smoke|c82-s6|zai-small|Tenable", "prompt": "c82-s6", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade Suites (Tenable, Qualys, Rapid7)... **Why to avoid:** These platforms are designed for massive enterprises"}, {"id": "mai-20260917-0721-smoke|c82-s6|zai-small|Qualys", "prompt": "c82-s6", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade Suites (Tenable, Qualys, Rapid7)... **Why to avoid:** These platforms are designed for massive enterprises"}, {"id": "mai-20260917-0721-smoke|c82-s6|zai-small|Rapid7", "prompt": "c82-s6", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade Suites (Tenable, Qualys, Rapid7)... **Why to avoid:** These platforms are designed for massive enterprises"}, {"id": "mai-20260917-0721-smoke|c82-s6|zai-small|Tenable Nessus Professional/Expert", "prompt": "c82-s6", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "Tenable Nessus Professional/Expert", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to avoid:** A scanner identifies problems; it does not manage them."}, {"id": "mai-20260917-0721-smoke|c82-s6|zai-small|OpenVAS", "prompt": "c82-s6", "model": "zai-small", "cat": "vulnerability-management-platforms", "variant": "negative", "raw": "OpenVAS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Free/Open Source Tools (e.g., OpenVAS)... **Why to avoid:** Free tools generally lack structured compliance reporting"}, {"id": "mai-20260917-0721-smoke|c83-l1|alibaba-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GKE is widely considered the most robust and reliable implementation of Kubernetes."}, {"id": "mai-20260917-0721-smoke|c83-l1|alibaba-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is currently the most popular choice among Fortune 500 companies"}, {"id": "mai-20260917-0721-smoke|c83-l1|alibaba-small|Amazon Elastic Container Service for Kubernetes (EKS)", "prompt": "c83-l1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon Elastic Container Service for Kubernetes (EKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations that require granular control over networking and IAM"}, {"id": "mai-20260917-0721-smoke|c83-l1|alibaba-small|Red Hat OpenShift (IBM)", "prompt": "c83-l1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Red Hat OpenShift (IBM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Downside: High cost and steeper learning curve than standard cloud K8s."}, {"id": "mai-20260917-0721-smoke|c83-l1|alibaba-small|Rancher (by SUSE)", "prompt": "c83-l1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Rancher (by SUSE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Teams needing to manage many Kubernetes clusters across different clouds"}, {"id": "mai-20260917-0721-smoke|c83-l1|alibaba-small|Mirantis Kubernetes Engine", "prompt": "c83-l1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Mirantis Kubernetes Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Companies wanting to avoid cloud provider lock-in entirely."}, {"id": "mai-20260917-0721-smoke|c83-l1|anthropic-small|Amazon EKS (Elastic Kubernetes Service)", "prompt": "c83-l1", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS (Elastic Kubernetes Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EKS or AKS** tend to be the most popular choices due to their deep cloud integration and enterprise support"}, {"id": "mai-20260917-0721-smoke|c83-l1|anthropic-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l1", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**EKS or AKS** tend to be the most popular choices due to their deep cloud integration and enterprise support"}, {"id": "mai-20260917-0721-smoke|c83-l1|anthropic-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l1", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GKE** is excellent if you prioritize cutting-edge features and developer experience"}, {"id": "mai-20260917-0721-smoke|c83-l1|anthropic-small|Red Hat OpenShift", "prompt": "c83-l1", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-focused with professional support ... Good for hybrid/multi-cloud strategies"}, {"id": "mai-20260917-0721-smoke|c83-l1|challenger-small|Google GKE", "prompt": "c83-l1", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GKE** is the safest \"best overall\" pick for many enterprise B2B teams because it is repeatedly highlighted for **autoscaling and UX**"}, {"id": "mai-20260917-0721-smoke|c83-l1|challenger-small|Amazon EKS", "prompt": "c83-l1", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose EKS** if your enterprise is already deeply invested in **AWS**."}, {"id": "mai-20260917-0721-smoke|c83-l1|challenger-small|Azure AKS", "prompt": "c83-l1", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose AKS** if your environment is centered on **Microsoft/Azure** and Entra ID."}, {"id": "mai-20260917-0721-smoke|c83-l1|challenger-small|OpenShift", "prompt": "c83-l1", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose OpenShift** if you need a more opinionated enterprise platform with strong governance and legacy-enterprise fit."}, {"id": "mai-20260917-0721-smoke|c83-l1|challenger-small|Northflank", "prompt": "c83-l1", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Northflank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Northflank** if your priority is the *full deployment lifecycle* for modern B2B software delivery"}, {"id": "mai-20260917-0721-smoke|c83-l1|challenger-small|Portainer", "prompt": "c83-l1", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Portainer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Portainer** if you want an enterprise Kubernetes management platform focused on cross-environment control"}, {"id": "mai-20260917-0721-smoke|c83-l1|deepseek-small|Amazon EKS", "prompt": "c83-l1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Already on AWS** → **EKS** (the default for enterprise B2B)."}, {"id": "mai-20260917-0721-smoke|c83-l1|deepseek-small|Azure AKS", "prompt": "c83-l1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Already on Microsoft/Azure** → **AKS**."}, {"id": "mai-20260917-0721-smoke|c83-l1|deepseek-small|Google GKE", "prompt": "c83-l1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already on Google/prioritize simplified operations or AI** → **GKE**"}, {"id": "mai-20260917-0721-smoke|c83-l1|deepseek-small|Rackspace", "prompt": "c83-l1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Rackspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Options like **Rackspace, Northflank, DigitalOcean, Tencent, and Red Hat OpenShift (self-managed/hybrid)** target that segment."}, {"id": "mai-20260917-0721-smoke|c83-l1|deepseek-small|Northflank", "prompt": "c83-l1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Northflank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Options like **Rackspace, Northflank, DigitalOcean, Tencent, and Red Hat OpenShift (self-managed/hybrid)** target that segment."}, {"id": "mai-20260917-0721-smoke|c83-l1|deepseek-small|DigitalOcean", "prompt": "c83-l1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Options like **Rackspace, Northflank, DigitalOcean, Tencent, and Red Hat OpenShift (self-managed/hybrid)** target that segment."}, {"id": "mai-20260917-0721-smoke|c83-l1|deepseek-small|Tencent", "prompt": "c83-l1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Tencent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Options like **Rackspace, Northflank, DigitalOcean, Tencent, and Red Hat OpenShift (self-managed/hybrid)** target that segment."}, {"id": "mai-20260917-0721-smoke|c83-l1|deepseek-small|Red Hat OpenShift", "prompt": "c83-l1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "OpenShift is especially common in heavily regulated enterprise B2B settings."}, {"id": "mai-20260917-0721-smoke|c83-l1|google-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l1", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GKE remains the most technically mature and automated managed service on the market"}, {"id": "mai-20260917-0721-smoke|c83-l1|google-small|Red Hat OpenShift", "prompt": "c83-l1", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your B2B company sells to banks, hospital networks, or governments, OpenShift is often the default choice."}, {"id": "mai-20260917-0721-smoke|c83-l1|google-small|Amazon EKS (Elastic Kubernetes Service)", "prompt": "c83-l1", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS (Elastic Kubernetes Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: B2B companies deeply embedded in the AWS ecosystem."}, {"id": "mai-20260917-0721-smoke|c83-l1|google-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l1", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your B2B enterprise is a \"Microsoft shop\"... AKS is incredibly seamless."}, {"id": "mai-20260917-0721-smoke|c83-l1|google-small|SUSE Rancher (Rancher Prime)", "prompt": "c83-l1", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "SUSE Rancher (Rancher Prime)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "pricing has shifted toward vCPU-based metrics, which has increased costs for some enterprises, but it remains a top-tier management overlay"}, {"id": "mai-20260917-0721-smoke|c83-l1|meta-small|Portainer", "prompt": "c83-l1", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Portainer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Portainer - Best for enterprise Kubernetes management"}, {"id": "mai-20260917-0721-smoke|c83-l1|meta-small|Northflank", "prompt": "c83-l1", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Northflank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Northflank - Best for choosing the right enterprise Kubernetes platform"}, {"id": "mai-20260917-0721-smoke|c83-l1|meta-small|Rackspace", "prompt": "c83-l1", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Rackspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rackspace - Best for managed Kubernetes services"}, {"id": "mai-20260917-0721-smoke|c83-l1|minimax-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Many enterprises opt for GKE or EKS due to their mature ecosystems and widespread industry adoption."}, {"id": "mai-20260917-0721-smoke|c83-l1|minimax-small|Amazon Elastic Kubernetes Service (EKS)", "prompt": "c83-l1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon Elastic Kubernetes Service (EKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Many enterprises opt for GKE or EKS due to their mature ecosystems and widespread industry adoption."}, {"id": "mai-20260917-0721-smoke|c83-l1|minimax-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Microsoft-centric organizations"}, {"id": "mai-20260917-0721-smoke|c83-l1|minimax-small|Oracle Cloud Infrastructure (OCI) Kubernetes", "prompt": "c83-l1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Oracle Cloud Infrastructure (OCI) Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Enterprises needing tight managed cluster lifecycle control"}, {"id": "mai-20260917-0721-smoke|c83-l1|minimax-small|Mirantis Kubernetes Engine (MKE)", "prompt": "c83-l1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Mirantis Kubernetes Engine (MKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Organizations requiring maximum customization and control"}, {"id": "mai-20260917-0721-smoke|c83-l1|minimax-small|Rackspace Spot", "prompt": "c83-l1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Rackspace Spot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fully managed clusters through open-market auction model"}, {"id": "mai-20260917-0721-smoke|c83-l1|mistral-small|Mirantis Kubernetes Engine (MKE)", "prompt": "c83-l1", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Mirantis Kubernetes Engine (MKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Mirantis Kubernetes Engine** and **VMware Tanzu** are the top choices"}, {"id": "mai-20260917-0721-smoke|c83-l1|mistral-small|VMware Tanzu", "prompt": "c83-l1", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "VMware Tanzu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Mirantis Kubernetes Engine** and **VMware Tanzu** are the top choices due to their multi-cloud and hybrid capabilities"}, {"id": "mai-20260917-0721-smoke|c83-l1|mistral-small|Amazon EKS (Elastic Kubernetes Service)", "prompt": "c83-l1", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS (Elastic Kubernetes Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It\"s a solid choice for B2B companies using AWS as their primary cloud provider."}, {"id": "mai-20260917-0721-smoke|c83-l1|mistral-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l1", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "making it a strong fit for B2B companies already using Azure"}, {"id": "mai-20260917-0721-smoke|c83-l1|mistral-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l1", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for best-in-class autoscaling and user experience"}, {"id": "mai-20260917-0721-smoke|c83-l1|moonshot-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Google Kubernetes Engine (GKE) - Best Overall"}, {"id": "mai-20260917-0721-smoke|c83-l1|moonshot-small|Amazon EKS", "prompt": "c83-l1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for AWS-Native Enterprises"}, {"id": "mai-20260917-0721-smoke|c83-l1|moonshot-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft Shops"}, {"id": "mai-20260917-0721-smoke|c83-l1|moonshot-small|Mirantis Kubernetes Engine", "prompt": "c83-l1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Mirantis Kubernetes Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-neutral, good for hybrid/multi-cloud strategies"}, {"id": "mai-20260917-0721-smoke|c83-l1|moonshot-small|Red Hat OpenShift", "prompt": "c83-l1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for enterprises wanting a complete PaaS with strong support"}, {"id": "mai-20260917-0721-smoke|c83-l1|moonshot-small|Rancher", "prompt": "c83-l1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular for managing multiple clusters across providers"}, {"id": "mai-20260917-0721-smoke|c83-l1|openai-small|Red Hat OpenShift", "prompt": "c83-l1", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Red Hat OpenShift** is usually the best fit."}, {"id": "mai-20260917-0721-smoke|c83-l1|openai-small|Amazon EKS", "prompt": "c83-l1", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon EKS** is a very strong default."}, {"id": "mai-20260917-0721-smoke|c83-l1|openai-small|GKE", "prompt": "c83-l1", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GKE** is excellent; Google says it automatically upgrades the control plane"}, {"id": "mai-20260917-0721-smoke|c83-l1|openai-small|AKS", "prompt": "c83-l1", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your enterprise is Microsoft-centric:** **AKS** is often the natural choice"}, {"id": "mai-20260917-0721-smoke|c83-l1|xai-small|Amazon EKS (AWS)", "prompt": "c83-l1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Align with your cloud: EKS for AWS-dominant B2B"}, {"id": "mai-20260917-0721-smoke|c83-l1|xai-small|Google GKE", "prompt": "c83-l1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **GKE**—it's frequently tops lists for enterprise automation, has the highest recent adoption, and Gartner leadership."}, {"id": "mai-20260917-0721-smoke|c83-l1|xai-small|Microsoft AKS (Azure)", "prompt": "c83-l1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Microsoft AKS (Azure)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AKS for Azure/Microsoft stacks"}, {"id": "mai-20260917-0721-smoke|c83-l1|xai-small|Red Hat OpenShift", "prompt": "c83-l1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leader; top for hybrid/multi-cloud and enterprise compliance."}, {"id": "mai-20260917-0721-smoke|c83-l1|xai-small|Mirantis Kubernetes Engine", "prompt": "c83-l1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Mirantis Kubernetes Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other strong contenders like Mirantis Kubernetes Engine rank highly in G2"}, {"id": "mai-20260917-0721-smoke|c83-l1|zai-small|Red Hat OpenShift", "prompt": "c83-l1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most secure & compliant**: Red Hat OpenShift"}, {"id": "mai-20260917-0721-smoke|c83-l1|zai-small|VMware Tanzu (TKG/TKGm)", "prompt": "c83-l1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "VMware Tanzu (TKG/TKGm)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for VMware/vSphere estates**: VMware Tanzu (TKG/TKGm)"}, {"id": "mai-20260917-0721-smoke|c83-l1|zai-small|Mirantis Kubernetes Engine (MKE)", "prompt": "c83-l1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Mirantis Kubernetes Engine (MKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for full‑control, self‑hosted, multi‑cloud**: Mirantis MKE or Portainer"}, {"id": "mai-20260917-0721-smoke|c83-l1|zai-small|Amazon EKS", "prompt": "c83-l1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for AWS‑centric orgs**: Amazon EKS"}, {"id": "mai-20260917-0721-smoke|c83-l1|zai-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for AI/ML and automation**: Google GKE"}, {"id": "mai-20260917-0721-smoke|c83-l1|zai-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for Microsoft‑centric orgs**: Azure AKS"}, {"id": "mai-20260917-0721-smoke|c83-l1|zai-small|Northflank", "prompt": "c83-l1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Northflank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for modern dev‑ops workflows with CI/CD and preview environments**: Northflank"}, {"id": "mai-20260917-0721-smoke|c83-l1|zai-small|Portainer", "prompt": "c83-l1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Portainer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong UX, high security, and flexibility for self‑hosted or SaaS deployments."}, {"id": "mai-20260917-0721-smoke|c83-l1|zai-small|Rancher", "prompt": "c83-l1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Rancher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for open‑source flexibility with enterprise management**: Rancher"}, {"id": "mai-20260917-0721-smoke|c83-l1|zai-small|Platform9 Managed Kubernetes", "prompt": "c83-l1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Platform9 Managed Kubernetes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Good fit for organizations needing hybrid/edge without heavy ops overhead."}, {"id": "mai-20260917-0721-smoke|c83-l1|zai-small|Nutanix Kubernetes Platform", "prompt": "c83-l1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Nutanix Kubernetes Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Strong for organizations already invested in Nutanix infrastructure."}, {"id": "mai-20260917-0721-smoke|c83-l2|alibaba-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l2", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Google Kubernetes Engine (GKE)"}, {"id": "mai-20260917-0721-smoke|c83-l2|alibaba-small|Azure AKS", "prompt": "c83-l2", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative 1: Azure Kubernetes Service (AKS)"}, {"id": "mai-20260917-0721-smoke|c83-l2|alibaba-small|AWS EKS", "prompt": "c83-l2", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "AWS EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative 2: Amazon Elastic Kubernetes Service (EKS)"}, {"id": "mai-20260917-0721-smoke|c83-l2|alibaba-small|Anthos (on GCP)", "prompt": "c83-l2", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Anthos (on GCP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "consider adopting **multi-cluster strategies** with tools like **Anthos (on GCP)**"}, {"id": "mai-20260917-0721-smoke|c83-l2|alibaba-small|Azure Arc", "prompt": "c83-l2", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure Arc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Azure Arc**, or **EKS Anywhere** to standardize operations"}, {"id": "mai-20260917-0721-smoke|c83-l2|alibaba-small|EKS Anywhere", "prompt": "c83-l2", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "EKS Anywhere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Azure Arc**, or **EKS Anywhere** to standardize operations"}, {"id": "mai-20260917-0721-smoke|c83-l2|anthropic-small|Amazon EKS (Elastic Kubernetes Service)", "prompt": "c83-l2", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS (Elastic Kubernetes Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most large enterprises start with **EKS** due to AWS's market leadership and ecosystem maturity"}, {"id": "mai-20260917-0721-smoke|c83-l2|anthropic-small|Google GKE (Google Kubernetes Engine)", "prompt": "c83-l2", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google GKE (Google Kubernetes Engine)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Particularly strong in container orchestration and machine learning workloads"}, {"id": "mai-20260917-0721-smoke|c83-l2|anthropic-small|Microsoft AKS (Azure Kubernetes Service)", "prompt": "c83-l2", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Microsoft AKS (Azure Kubernetes Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AKS** is increasingly popular for enterprises with Microsoft investments"}, {"id": "mai-20260917-0721-smoke|c83-l2|challenger-small|Amazon EKS", "prompt": "c83-l2", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Amazon EKS** as the default choice"}, {"id": "mai-20260917-0721-smoke|c83-l2|challenger-small|GKE", "prompt": "c83-l2", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "already deeply invested in **Google Cloud** ... **GKE** is also a strong contender"}, {"id": "mai-20260917-0721-smoke|c83-l2|challenger-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l2", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is **Microsoft-centric** ... then **Azure Kubernetes Service (AKS)** is the better fit"}, {"id": "mai-20260917-0721-smoke|c83-l2|deepseek-small|Microsoft Azure Kubernetes Service (AKS)", "prompt": "c83-l2", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Microsoft Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my **top recommendation is Microsoft Azure Kubernetes Service (AKS)**"}, {"id": "mai-20260917-0721-smoke|c83-l2|deepseek-small|AWS EKS", "prompt": "c83-l2", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "AWS EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **AWS EKS** as a close second depending on your existing cloud footprint"}, {"id": "mai-20260917-0721-smoke|c83-l2|deepseek-small|Google GKE", "prompt": "c83-l2", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick **GKE** if you're on Google Cloud or prioritize the **most \"managed\" experience and AI/ML workloads**"}, {"id": "mai-20260917-0721-smoke|c83-l2|google-small|Amazon Elastic Kubernetes Service (EKS)", "prompt": "c83-l2", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon Elastic Kubernetes Service (EKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company’s infrastructure is primarily built on AWS, **Amazon Elastic Kubernetes Service (EKS)** is the natural choice."}, {"id": "mai-20260917-0721-smoke|c83-l2|google-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l2", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Google Kubernetes Engine (GKE)** is the undisputed leader"}, {"id": "mai-20260917-0721-smoke|c83-l2|google-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l2", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure Kubernetes Service (AKS)** is highly recommended."}, {"id": "mai-20260917-0721-smoke|c83-l2|google-small|Red Hat OpenShift", "prompt": "c83-l2", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Red Hat OpenShift** (or its managed cloud variants: **ROSA** on AWS, **ARO** on Azure) is the gold standard."}, {"id": "mai-20260917-0721-smoke|c83-l2|meta-small|Amazon EKS (Amazon Web Services)", "prompt": "c83-l2", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS (Amazon Web Services)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best hosted Kubernetes service for a large B2B company ... would be Amazon EKS (Amazon Web Services) or Microsoft Azure Kubernetes Service (AKS)"}, {"id": "mai-20260917-0721-smoke|c83-l2|meta-small|Microsoft Azure Kubernetes Service (AKS)", "prompt": "c83-l2", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Microsoft Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be Amazon EKS (Amazon Web Services) or Microsoft Azure Kubernetes Service (AKS). Both services are enterprise-scale"}, {"id": "mai-20260917-0721-smoke|c83-l2|minimax-small|Google Kubernetes Engine (GKE) Enterprise", "prompt": "c83-l2", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE) Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Google Kubernetes Engine (GKE) Enterprise**"}, {"id": "mai-20260917-0721-smoke|c83-l2|minimax-small|Amazon EKS", "prompt": "c83-l2", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives: **Amazon EKS** (if you're AWS-centric)"}, {"id": "mai-20260917-0721-smoke|c83-l2|minimax-small|Azure AKS", "prompt": "c83-l2", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure AKS** (if you're Microsoft-centric)"}, {"id": "mai-20260917-0721-smoke|c83-l2|mistral-small|Amazon EKS (Elastic Kubernetes Service)", "prompt": "c83-l2", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS (Elastic Kubernetes Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Amazon EKS (Elastic Kubernetes Service)** as the hosted Kubernetes service"}, {"id": "mai-20260917-0721-smoke|c83-l2|mistral-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l2", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **Azure Kubernetes Service (AKS)** and **Google Kubernetes Engine (GKE)**"}, {"id": "mai-20260917-0721-smoke|c83-l2|mistral-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l2", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other strong contenders include **Azure Kubernetes Service (AKS)** and **Google Kubernetes Engine (GKE)**"}, {"id": "mai-20260917-0721-smoke|c83-l2|moonshot-small|Red Hat OpenShift", "prompt": "c83-l2", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## My Top Recommendation: **Red Hat OpenShift**"}, {"id": "mai-20260917-0721-smoke|c83-l2|moonshot-small|Amazon EKS + EKS Anywhere", "prompt": "c83-l2", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS + EKS Anywhere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If Already Deep in AWS → **Amazon EKS + EKS Anywhere**"}, {"id": "mai-20260917-0721-smoke|c83-l2|moonshot-small|Google GKE (Standard or Autopilot)", "prompt": "c83-l2", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google GKE (Standard or Autopilot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If Developer Velocity is Priority #1 → **Google GKE (Standard or Autopilot)**"}, {"id": "mai-20260917-0721-smoke|c83-l2|moonshot-small|Azure AKS + Azure Arc", "prompt": "c83-l2", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure AKS + Azure Arc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trade-off**: Less mature enterprise features compared to OpenShift"}, {"id": "mai-20260917-0721-smoke|c83-l2|openai-small|Amazon EKS", "prompt": "c83-l2", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EKS is the most broadly safe pick for a large enterprise B2B company"}, {"id": "mai-20260917-0721-smoke|c83-l2|openai-small|GKE", "prompt": "c83-l2", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose GKE if your org is heavily on Google Cloud"}, {"id": "mai-20260917-0721-smoke|c83-l2|openai-small|AKS", "prompt": "c83-l2", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose AKS if you're primarily a Microsoft/Azure shop"}, {"id": "mai-20260917-0721-smoke|c83-l2|xai-small|Amazon EKS", "prompt": "c83-l2", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Amazon EKS (Elastic Kubernetes Service) as the top choice among hosted/managed Kubernetes services"}, {"id": "mai-20260917-0721-smoke|c83-l2|xai-small|Google GKE", "prompt": "c83-l2", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Google GKE (Google Kubernetes Engine) as a very close second"}, {"id": "mai-20260917-0721-smoke|c83-l2|xai-small|AKS (Azure)", "prompt": "c83-l2", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "AKS (Azure)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AKS is solid (free tier, Entra ID integration) but trails in adoption/ecosystem for non-Azure B2B giants."}, {"id": "mai-20260917-0721-smoke|c83-l2|zai-small|Red Hat OpenShift", "prompt": "c83-l2", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Red Hat OpenShift (managed services or Red Hat OpenShift Service on AWS/Azure)** as your primary choice."}, {"id": "mai-20260917-0721-smoke|c83-l2|zai-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l2", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI/ML workloads, autoscaling, Google-native workflows"}, {"id": "mai-20260917-0721-smoke|c83-l2|zai-small|Amazon EKS", "prompt": "c83-l2", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already AWS- or Azure-centric, AKS or EKS are excellent alternatives."}, {"id": "mai-20260917-0721-smoke|c83-l2|zai-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l2", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already AWS- or Azure-centric, AKS or EKS are excellent alternatives."}, {"id": "mai-20260917-0721-smoke|c83-l3|alibaba-small|Amazon EKS", "prompt": "c83-l3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best For:** Organizations deeply invested in the AWS ecosystem... Best-in-class ecosystem breadth."}, {"id": "mai-20260917-0721-smoke|c83-l3|alibaba-small|Google GKE", "prompt": "c83-l3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Often considered the \"gold standard\" for Kubernetes purity... GKE usually has the edge due to Google's leadership in the AI space."}, {"id": "mai-20260917-0721-smoke|c83-l3|alibaba-small|Microsoft Azure AKS", "prompt": "c83-l3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Microsoft Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Enterprises with existing Microsoft infrastructure, Windows workloads, or strong DevOps pipelines using Azure DevOps."}, {"id": "mai-20260917-0721-smoke|c83-l3|alibaba-small|Red Hat OpenShift", "prompt": "c83-l3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose OpenShift if you must run the same code on-premise as in the cloud."}, {"id": "mai-20260917-0721-smoke|c83-l3|anthropic-small|Amazon EKS", "prompt": "c83-l3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are already on AWS, EKS with Karpenter is the natural choice—deep IAM integration, VPC-native networking, and Karpenter's intelligent autoscaling deliver the best cost-performance ratio."}, {"id": "mai-20260917-0721-smoke|c83-l3|anthropic-small|Google GKE", "prompt": "c83-l3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you prioritize the most Kubernetes-native experience with the latest features first, GKE is unmatched"}, {"id": "mai-20260917-0721-smoke|c83-l3|anthropic-small|Azure AKS", "prompt": "c83-l3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AKS provides one of the most established Windows container experiences among managed Kubernetes platforms"}, {"id": "mai-20260917-0721-smoke|c83-l3|anthropic-small|Northflank", "prompt": "c83-l3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Northflank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable managed Kubernetes platforms include Northflank, OpenShift, Rancher, and Platform9."}, {"id": "mai-20260917-0721-smoke|c83-l3|anthropic-small|OpenShift", "prompt": "c83-l3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Red Hat OpenShift is suited for compliance-driven enterprises that require end-to-end governance, integrated CI/CD, and multi-environment support."}, {"id": "mai-20260917-0721-smoke|c83-l3|anthropic-small|Rancher", "prompt": "c83-l3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable managed Kubernetes platforms include Northflank, OpenShift, Rancher, and Platform9."}, {"id": "mai-20260917-0721-smoke|c83-l3|anthropic-small|Platform9", "prompt": "c83-l3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Platform9", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notable managed Kubernetes platforms include Northflank, OpenShift, Rancher, and Platform9."}, {"id": "mai-20260917-0721-smoke|c83-l3|anthropic-small|Giant Swarm", "prompt": "c83-l3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Giant Swarm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Giant Swarm and VSHN deliver turnkey 24/7 operations for enterprises"}, {"id": "mai-20260917-0721-smoke|c83-l3|anthropic-small|VSHN", "prompt": "c83-l3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "VSHN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Giant Swarm and VSHN deliver turnkey 24/7 operations for enterprises"}, {"id": "mai-20260917-0721-smoke|c83-l3|anthropic-small|Fairwinds", "prompt": "c83-l3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Fairwinds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "while Fairwinds combines managed services with governance tooling"}, {"id": "mai-20260917-0721-smoke|c83-l3|challenger-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "best for teams that want the most polished hyperscaler-managed Kubernetes experience"}, {"id": "mai-20260917-0721-smoke|c83-l3|challenger-small|Amazon EKS", "prompt": "c83-l3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "best for organizations already standardized on AWS and wanting deep AWS integration"}, {"id": "mai-20260917-0721-smoke|c83-l3|challenger-small|Azure AKS", "prompt": "c83-l3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best for Microsoft-centric enterprises and Entra ID / Azure-native environments"}, {"id": "mai-20260917-0721-smoke|c83-l3|challenger-small|Red Hat OpenShift", "prompt": "c83-l3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best for security-, governance-, and compliance-driven enterprises"}, {"id": "mai-20260917-0721-smoke|c83-l3|challenger-small|SUSE Rancher", "prompt": "c83-l3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "SUSE Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best for multi-cluster, multi-cloud fleet management across cloud, on-prem, and edge"}, {"id": "mai-20260917-0721-smoke|c83-l3|challenger-small|VMware Tanzu", "prompt": "c83-l3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "VMware Tanzu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "best for enterprises modernizing VMware/vSphere-heavy estates"}, {"id": "mai-20260917-0721-smoke|c83-l3|challenger-small|Platform9", "prompt": "c83-l3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Platform9", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "best for teams that want a managed control plane for hybrid/on-prem operations"}, {"id": "mai-20260917-0721-smoke|c83-l3|challenger-small|Spectro Cloud", "prompt": "c83-l3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Spectro Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "best for custom, edge-ready, full-stack Kubernetes deployments where cluster blueprints matter"}, {"id": "mai-20260917-0721-smoke|c83-l3|challenger-small|Portainer", "prompt": "c83-l3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Portainer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "best for enterprises that want a simpler, self-hosted management UI"}, {"id": "mai-20260917-0721-smoke|c83-l3|deepseek-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Want maximum automation with least operations?** GKE Autopilot is the leader."}, {"id": "mai-20260917-0721-smoke|c83-l3|deepseek-small|Amazon Elastic Kubernetes Service (EKS)", "prompt": "c83-l3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon Elastic Kubernetes Service (EKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Enterprises already deep in AWS. The market leader (~40%+ share)."}, {"id": "mai-20260917-0721-smoke|c83-l3|deepseek-small|Microsoft Azure Kubernetes Service (AKS)", "prompt": "c83-l3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Microsoft Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Windows workloads or Microsoft identity?** AKS."}, {"id": "mai-20260917-0721-smoke|c83-l3|deepseek-small|Oracle Container Engine for Kubernetes (OKE)", "prompt": "c83-l3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Oracle Container Engine for Kubernetes (OKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fully managed, CNCF-conformant Kubernetes on OCI. Strong for Oracle/WebLogic-heavy enterprises"}, {"id": "mai-20260917-0721-smoke|c83-l3|deepseek-small|IBM Cloud Kubernetes Service", "prompt": "c83-l3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "IBM Cloud Kubernetes Service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Managed Kubernetes on IBM Cloud, often paired with Red Hat OpenShift"}, {"id": "mai-20260917-0721-smoke|c83-l3|deepseek-small|DigitalOcean", "prompt": "c83-l3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Simpler/cheaper managed offerings, but many lack the full enterprise governance, compliance, and multi-cluster tooling"}, {"id": "mai-20260917-0721-smoke|c83-l3|deepseek-small|Linode", "prompt": "c83-l3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Linode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Simpler/cheaper managed offerings, but many lack the full enterprise governance, compliance, and multi-cluster tooling"}, {"id": "mai-20260917-0721-smoke|c83-l3|deepseek-small|Rackspace", "prompt": "c83-l3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rackspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Simpler/cheaper managed offerings, but many lack the full enterprise governance, compliance, and multi-cluster tooling"}, {"id": "mai-20260917-0721-smoke|c83-l3|deepseek-small|Platform9", "prompt": "c83-l3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Platform9", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Simpler/cheaper managed offerings, but many lack the full enterprise governance, compliance, and multi-cluster tooling"}, {"id": "mai-20260917-0721-smoke|c83-l3|deepseek-small|Red Hat OpenShift", "prompt": "c83-l3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Red Hat OpenShift gives you the full integrated platform"}, {"id": "mai-20260917-0721-smoke|c83-l3|deepseek-small|Rancher / Rancher Prime (SUSE)", "prompt": "c83-l3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rancher / Rancher Prime (SUSE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Multiple clouds + on-prem, minimal lock-in?** Rancher or OpenShift."}, {"id": "mai-20260917-0721-smoke|c83-l3|deepseek-small|VMware Tanzu", "prompt": "c83-l3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "VMware Tanzu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "strongest for **VMware-based infrastructure**. Integrates with NSX and vSAN but generally requires adopting more of the VMware stack."}, {"id": "mai-20260917-0721-smoke|c83-l3|deepseek-small|Google Anthos", "prompt": "c83-l3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Anthos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Best for GCP-centric orgs that also need on-prem consistency."}, {"id": "mai-20260917-0721-smoke|c83-l3|google-small|Google Kubernetes Engine (GKE) / GKE Enterprise", "prompt": "c83-l3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE) / GKE Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most technically mature and polished managed Kubernetes platform."}, {"id": "mai-20260917-0721-smoke|c83-l3|google-small|Amazon Elastic Kubernetes Service (EKS) / EKS Anywhere", "prompt": "c83-l3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon Elastic Kubernetes Service (EKS) / EKS Anywhere", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It is powerful but highly complex, requiring a dedicated platform engineering team"}, {"id": "mai-20260917-0721-smoke|c83-l3|google-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The enterprise standard for Microsoft-heavy organizations."}, {"id": "mai-20260917-0721-smoke|c83-l3|google-small|Red Hat OpenShift", "prompt": "c83-l3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you require top-tier, push-button security and CI/CD: Choose Red Hat OpenShift."}, {"id": "mai-20260917-0721-smoke|c83-l3|google-small|SUSE Rancher (Rancher Prime)", "prompt": "c83-l3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "SUSE Rancher (Rancher Prime)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have hundreds of clusters at the edge and across clouds: Choose SUSE Rancher."}, {"id": "mai-20260917-0721-smoke|c83-l3|google-small|Nutanix Kubernetes Platform (NKP)", "prompt": "c83-l3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Nutanix Kubernetes Platform (NKP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Evaluate Nutanix NKP for its clean bare-metal (NKP Metal) automation"}, {"id": "mai-20260917-0721-smoke|c83-l3|google-small|VMware Tanzu Platform (by Broadcom)", "prompt": "c83-l3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "VMware Tanzu Platform (by Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For: Large enterprises running VMware Cloud Foundation (VCF)"}, {"id": "mai-20260917-0721-smoke|c83-l3|meta-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some platforms, like GKE, offer a smooth developer experience with autopilot mode"}, {"id": "mai-20260917-0721-smoke|c83-l3|meta-small|Red Hat OpenShift", "prompt": "c83-l3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Some platforms, like OpenShift, offer end-to-end governance with integrated CI/CD"}, {"id": "mai-20260917-0721-smoke|c83-l3|meta-small|Rancher", "prompt": "c83-l3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rancher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Platforms like GKE and Rancher offer top-tier Terraform support and well-documented modules."}, {"id": "mai-20260917-0721-smoke|c83-l3|meta-small|Nutanix Kubernetes Platform", "prompt": "c83-l3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Nutanix Kubernetes Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top enterprise-grade managed Kubernetes platforms include ... Nutanix Kubernetes Platform, and others."}, {"id": "mai-20260917-0721-smoke|c83-l3|meta-small|Portainer", "prompt": "c83-l3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Portainer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "from $9,995/year for Portainer's enterprise subscription"}, {"id": "mai-20260917-0721-smoke|c83-l3|minimax-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Teams wanting automation, scale, and strong observability"}, {"id": "mai-20260917-0721-smoke|c83-l3|minimax-small|Amazon Elastic Kubernetes Service (EKS)", "prompt": "c83-l3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon Elastic Kubernetes Service (EKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: AWS-heavy organizations"}, {"id": "mai-20260917-0721-smoke|c83-l3|minimax-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Microsoft shops and Azure environments"}, {"id": "mai-20260917-0721-smoke|c83-l3|minimax-small|Red Hat OpenShift", "prompt": "c83-l3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For richer enterprise features with integrated CI/CD and developer tooling, OpenShift or Tanzu often provide better value"}, {"id": "mai-20260917-0721-smoke|c83-l3|minimax-small|VMware Tanzu", "prompt": "c83-l3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "VMware Tanzu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OpenShift or Tanzu often provide better value despite higher costs"}, {"id": "mai-20260917-0721-smoke|c83-l3|minimax-small|Rancher (SUSE)", "prompt": "c83-l3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rancher (SUSE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Multi-cluster management across environments"}, {"id": "mai-20260917-0721-smoke|c83-l3|minimax-small|Mirantis Kubernetes Engine (MKE)", "prompt": "c83-l3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Mirantis Kubernetes Engine (MKE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Organizations wanting total control"}, {"id": "mai-20260917-0721-smoke|c83-l3|minimax-small|IBM Cloud Kubernetes", "prompt": "c83-l3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "IBM Cloud Kubernetes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for regulated industries"}, {"id": "mai-20260917-0721-smoke|c83-l3|minimax-small|Rackspace Spot", "prompt": "c83-l3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rackspace Spot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cost-optimized via auction model"}, {"id": "mai-20260917-0721-smoke|c83-l3|minimax-small|DigitalOcean Kubernetes", "prompt": "c83-l3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Good for SMBs"}, {"id": "mai-20260917-0721-smoke|c83-l3|minimax-small|Oracle Cloud Kubernetes", "prompt": "c83-l3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Oracle Cloud Kubernetes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "For Oracle-heavy environments"}, {"id": "mai-20260917-0721-smoke|c83-l3|mistral-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for teams wanting automation, scale, and strong observability out of the box."}, {"id": "mai-20260917-0721-smoke|c83-l3|mistral-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Ideal for Microsoft-centric environments, with excellent Terraform and Bicep support"}, {"id": "mai-20260917-0721-smoke|c83-l3|mistral-small|Amazon Elastic Kubernetes Service (EKS)", "prompt": "c83-l3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon Elastic Kubernetes Service (EKS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mature, widely adopted, and integrates well with AWS ecosystem tools."}, {"id": "mai-20260917-0721-smoke|c83-l3|mistral-small|Red Hat OpenShift", "prompt": "c83-l3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Security- and compliance-driven, with end-to-end governance and integrated CI/CD."}, {"id": "mai-20260917-0721-smoke|c83-l3|mistral-small|Rancher (SUSE Rancher)", "prompt": "c83-l3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rancher (SUSE Rancher)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For minimal lock-in, Platform9 and Rancher are standout choices."}, {"id": "mai-20260917-0721-smoke|c83-l3|mistral-small|Mirantis Kubernetes Engine (MKE)", "prompt": "c83-l3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Mirantis Kubernetes Engine (MKE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on total control over infrastructure, with a strong emphasis on enterprise needs and hybrid environments."}, {"id": "mai-20260917-0721-smoke|c83-l3|mistral-small|VMware vSphere Kubernetes Services (VKS)", "prompt": "c83-l3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "VMware vSphere Kubernetes Services (VKS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Gaining traction for its integration with VMware's virtualization stack"}, {"id": "mai-20260917-0721-smoke|c83-l3|mistral-small|Nutanix Kubernetes Platform", "prompt": "c83-l3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Nutanix Kubernetes Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for hybrid-cloud and on-prem workloads, offering a fully integrated stack"}, {"id": "mai-20260917-0721-smoke|c83-l3|mistral-small|Platform9 Managed Kubernetes", "prompt": "c83-l3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Platform9 Managed Kubernetes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Emphasizes operational simplicity and minimal vendor lock-in"}, {"id": "mai-20260917-0721-smoke|c83-l3|moonshot-small|Amazon EKS (Elastic Kubernetes Service)", "prompt": "c83-l3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS (Elastic Kubernetes Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: AWS-native enterprises, teams with existing AWS infrastructure"}, {"id": "mai-20260917-0721-smoke|c83-l3|moonshot-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're not locked into a cloud provider, GKE offers the most polished experience."}, {"id": "mai-20260917-0721-smoke|c83-l3|moonshot-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're cost-sensitive, AKS's free control plane is compelling."}, {"id": "mai-20260917-0721-smoke|c83-l3|moonshot-small|Red Hat OpenShift", "prompt": "c83-l3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OpenShift offers the most complete integrated solution"}, {"id": "mai-20260917-0721-smoke|c83-l3|moonshot-small|SUSE Rancher", "prompt": "c83-l3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "SUSE Rancher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For multi-cloud or hybrid, Rancher provides the most flexibility"}, {"id": "mai-20260917-0721-smoke|c83-l3|moonshot-small|VMware Tanzu", "prompt": "c83-l3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "VMware Tanzu", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Post-Broadcom acquisition uncertainty; tightly coupled to VMware ecosystem"}, {"id": "mai-20260917-0721-smoke|c83-l3|moonshot-small|Mirantis Kubernetes Engine", "prompt": "c83-l3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Mirantis Kubernetes Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Docker Enterprise migrations | Strong container runtime expertise"}, {"id": "mai-20260917-0721-smoke|c83-l3|moonshot-small|Nutanix Kubernetes Platform", "prompt": "c83-l3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Nutanix Kubernetes Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Hyperconverged infrastructure users | Integrated storage/compute"}, {"id": "mai-20260917-0721-smoke|c83-l3|moonshot-small|IBM Cloud Kubernetes", "prompt": "c83-l3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "IBM Cloud Kubernetes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "IBM ecosystem users | Mainframe integration"}, {"id": "mai-20260917-0721-smoke|c83-l3|moonshot-small|Rackspace Spot", "prompt": "c83-l3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rackspace Spot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Cost-conscious enterprises | Auction-based pricing (significant savings)"}, {"id": "mai-20260917-0721-smoke|c83-l3|openai-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l3", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **GKE** if you want the most automated Kubernetes on Google Cloud."}, {"id": "mai-20260917-0721-smoke|c83-l3|openai-small|Amazon Elastic Kubernetes Service (EKS)", "prompt": "c83-l3", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon Elastic Kubernetes Service (EKS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **EKS** if you're deeply invested in AWS."}, {"id": "mai-20260917-0721-smoke|c83-l3|openai-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l3", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **AKS** if you're standardized on Microsoft/Azure."}, {"id": "mai-20260917-0721-smoke|c83-l3|openai-small|Red Hat OpenShift", "prompt": "c83-l3", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **OpenShift** if you want a more complete enterprise platform"}, {"id": "mai-20260917-0721-smoke|c83-l3|xai-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the \"Big Three\" from hyperscalers—**Google Kubernetes Engine (GKE)**, **Amazon Elastic Kubernetes Service (EKS)**, and **Azure Kubernetes Service (AKS)**"}, {"id": "mai-20260917-0721-smoke|c83-l3|xai-small|Amazon Elastic Kubernetes Service (EKS)", "prompt": "c83-l3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon Elastic Kubernetes Service (EKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For enterprises, start with your cloud stack—e.g., AWS users pick EKS."}, {"id": "mai-20260917-0721-smoke|c83-l3|xai-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the \"Big Three\" from hyperscalers—...**Azure Kubernetes Service (AKS)**"}, {"id": "mai-20260917-0721-smoke|c83-l3|xai-small|Red Hat OpenShift", "prompt": "c83-l3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OpenShift** is cloud-agnostic/hybrid ... ideal for avoiding vendor lock-in but adds Red Hat's tooling layer"}, {"id": "mai-20260917-0721-smoke|c83-l3|xai-small|VMware Tanzu", "prompt": "c83-l3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "VMware Tanzu", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "great for VMware shops but seen as more complex/lock-in prone post-Broadcom acquisition"}, {"id": "mai-20260917-0721-smoke|c83-l3|xai-small|Rancher", "prompt": "c83-l3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "alternatives like Rancher (SUSE) offer lighter multi-cluster mgmt"}, {"id": "mai-20260917-0721-smoke|c83-l3|xai-small|Mirantis Kubernetes Engine (MKE)", "prompt": "c83-l3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Mirantis Kubernetes Engine (MKE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "appear in top lists but are less dominant for pure enterprise scale"}, {"id": "mai-20260917-0721-smoke|c83-l3|xai-small|IBM Cloud Kubernetes", "prompt": "c83-l3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "IBM Cloud Kubernetes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "appear in top lists but are less dominant for pure enterprise scale"}, {"id": "mai-20260917-0721-smoke|c83-l3|zai-small|Amazon EKS (Elastic Kubernetes Service)", "prompt": "c83-l3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS (Elastic Kubernetes Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you are an AWS shop:** Choose **EKS**. The integration with IAM and VPC is unmatched"}, {"id": "mai-20260917-0721-smoke|c83-l3|zai-small|Google GKE (Kubernetes Engine)", "prompt": "c83-l3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google GKE (Kubernetes Engine)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you prioritize automation and AI:** Choose **GKE**. Autopilot is the most automated option available"}, {"id": "mai-20260917-0721-smoke|c83-l3|zai-small|Azure AKS (Azure Kubernetes Service)", "prompt": "c83-l3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure AKS (Azure Kubernetes Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you are an Azure shop:** Choose **AKS**. The free control plane tier offers the best cost-efficiency"}, {"id": "mai-20260917-0721-smoke|c83-l3|zai-small|Red Hat OpenShift", "prompt": "c83-l3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you need strict compliance/support contracts:** Choose **OpenShift**."}, {"id": "mai-20260917-0721-smoke|c83-l3|zai-small|Rancher (SUSE) / RKE2", "prompt": "c83-l3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rancher (SUSE) / RKE2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you want to avoid cloud lock-in:** Choose **Rancher** (RKE2)."}, {"id": "mai-20260917-0721-smoke|c83-l3|zai-small|VMware Tanzu (Tanzu Kubernetes Grid)", "prompt": "c83-l3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "VMware Tanzu (Tanzu Kubernetes Grid)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best For:** Enterprises running on vSphere and needing to manage Kubernetes alongside traditional VM workloads."}, {"id": "mai-20260917-0721-smoke|c83-l3|zai-small|IBM Cloud Kubernetes Service", "prompt": "c83-l3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "IBM Cloud Kubernetes Service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best For:** Enterprises needing hybrid cloud solutions and integration with IBM\\u2019s Watson AI stack"}, {"id": "mai-20260917-0721-smoke|c83-l4|alibaba-small|Portainer (via Platform9)", "prompt": "c83-l4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Portainer (via Platform9)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "identified **Portainer** as the superior choice for organizations prioritizing cost stability"}, {"id": "mai-20260917-0721-smoke|c83-l4|alibaba-small|Red Hat OpenShift", "prompt": "c83-l4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Red Hat OpenShift** is the gold standard"}, {"id": "mai-20260917-0721-smoke|c83-l4|alibaba-small|AWS EKS", "prompt": "c83-l4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the native platforms themselves are consumption-based (variable)"}, {"id": "mai-20260917-0721-smoke|c83-l4|alibaba-small|GCP GKE", "prompt": "c83-l4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "GCP GKE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the native platforms themselves are consumption-based (variable)"}, {"id": "mai-20260917-0721-smoke|c83-l4|anthropic-small|Azure AKS", "prompt": "c83-l4", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure AKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Azure AKS** offers the clearest pricing model with no control plane fees and transparent resource-based billing"}, {"id": "mai-20260917-0721-smoke|c83-l4|anthropic-small|Amazon EKS", "prompt": "c83-l4", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon EKS** is worth considering if you're AWS-native"}, {"id": "mai-20260917-0721-smoke|c83-l4|anthropic-small|Google GKE", "prompt": "c83-l4", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GKE Autopilot's per-pod billing model minimizes wasted capacity, making it the most efficient option for bursty, developer-driven environments."}, {"id": "mai-20260917-0721-smoke|c83-l4|challenger-small|Portainer Enterprise", "prompt": "c83-l4", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Portainer Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "the strongest fit from the results is **Portainer Enterprise** if the goal is *predictable licensing and centralized fleet management*, not just the underlying Kubernetes runtime"}, {"id": "mai-20260917-0721-smoke|c83-l4|challenger-small|Google GKE", "prompt": "c83-l4", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "if your main requirement is the **managed Kubernetes service itself**, I would choose **GKE**"}, {"id": "mai-20260917-0721-smoke|c83-l4|challenger-small|EKS", "prompt": "c83-l4", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you are all-in on AWS:** **EKS** — described as the default choice for production Kubernetes in AWS environments"}, {"id": "mai-20260917-0721-smoke|c83-l4|challenger-small|AKS", "prompt": "c83-l4", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you are all-in on Azure:** **AKS** — the results suggest it is the lowest-friction choice in a single-hyperscaler Microsoft environment"}, {"id": "mai-20260917-0721-smoke|c83-l4|deepseek-small|Google Kubernetes Engine (GKE) in Autopilot mode", "prompt": "c83-l4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google Kubernetes Engine (GKE) in Autopilot mode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the clear standout ... is **Google Kubernetes Engine (GKE) in Autopilot mode**"}, {"id": "mai-20260917-0721-smoke|c83-l4|deepseek-small|Azure AKS", "prompt": "c83-l4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Azure AKS** as the strongest runner-up"}, {"id": "mai-20260917-0721-smoke|c83-l4|deepseek-small|AWS EKS", "prompt": "c83-l4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the per-cluster fee and node-based billing make it slightly less predictable by default"}, {"id": "mai-20260917-0721-smoke|c83-l4|google-small|Platform9", "prompt": "c83-l4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Platform9", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Platform9 ... charges a highly predictable flat subscription fee"}, {"id": "mai-20260917-0721-smoke|c83-l4|google-small|SUSE Rancher (Rancher Prime)", "prompt": "c83-l4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "SUSE Rancher (Rancher Prime)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: SUSE Rancher (Rancher Prime)"}, {"id": "mai-20260917-0721-smoke|c83-l4|google-small|Red Hat OpenShift", "prompt": "c83-l4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Pick: Red Hat OpenShift (on On-Premises Bare Metal)"}, {"id": "mai-20260917-0721-smoke|c83-l4|google-small|Akamai (Linode) LKE Enterprise", "prompt": "c83-l4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Akamai (Linode) LKE Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top Pick: Akamai (Linode) LKE Enterprise ... completely transparent, flat-rate pricing model"}, {"id": "mai-20260917-0721-smoke|c83-l4|google-small|Oracle Cloud Infrastructure (OCI) OKE", "prompt": "c83-l4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Oracle Cloud Infrastructure (OCI) OKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Runner Up: Oracle Cloud Infrastructure (OCI) OKE"}, {"id": "mai-20260917-0721-smoke|c83-l4|google-small|AWS EKS", "prompt": "c83-l4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AWS EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Combo: AWS EKS / GCP GKE + CAST AI (or ScaleOps)"}, {"id": "mai-20260917-0721-smoke|c83-l4|google-small|GCP GKE", "prompt": "c83-l4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "GCP GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Combo: AWS EKS / GCP GKE + CAST AI (or ScaleOps)"}, {"id": "mai-20260917-0721-smoke|c83-l4|google-small|CAST AI", "prompt": "c83-l4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "CAST AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Platforms like CAST AI or ScaleOps hook directly into your GKE/EKS clusters"}, {"id": "mai-20260917-0721-smoke|c83-l4|google-small|ScaleOps", "prompt": "c83-l4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "ScaleOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Platforms like **CAST AI** or **ScaleOps** hook directly into your GKE/EKS clusters"}, {"id": "mai-20260917-0721-smoke|c83-l4|meta-small|Rackspace Spot", "prompt": "c83-l4", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Rackspace Spot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers a market-based pricing model with costs starting from as low as $0.001 per hour per server, delivering savings of over 90%"}, {"id": "mai-20260917-0721-smoke|c83-l4|meta-small|Portainer", "prompt": "c83-l4", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Portainer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides a unified dashboard for multi-cluster management and offers an enterprise subscription starting at $9,995 per year."}, {"id": "mai-20260917-0721-smoke|c83-l4|meta-small|EKS", "prompt": "c83-l4", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Such as EKS and GKE, which start at $73 per month per cluster before any node costs"}, {"id": "mai-20260917-0721-smoke|c83-l4|meta-small|GKE", "prompt": "c83-l4", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "GKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Such as EKS and GKE, which start at $73 per month per cluster before any node costs"}, {"id": "mai-20260917-0721-smoke|c83-l4|mistral-small|Google Kubernetes Engine (GKE) Autopilot", "prompt": "c83-l4", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google Kubernetes Engine (GKE) Autopilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GKE Autopilot** is the best choice due to its per-pod pricing, automation, and discount options."}, {"id": "mai-20260917-0721-smoke|c83-l4|mistral-small|Azure Kubernetes Service (AKS) Standard tier", "prompt": "c83-l4", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure Kubernetes Service (AKS) Standard tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AKS Standard tier** is a strong alternative, especially if you want a free control plane"}, {"id": "mai-20260917-0721-smoke|c83-l4|mistral-small|Amazon EKS", "prompt": "c83-l4", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Amazon EKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid EKS if predictability is your top priority."}, {"id": "mai-20260917-0721-smoke|c83-l4|moonshot-small|Google GKE (Google Kubernetes Engine)", "prompt": "c83-l4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google GKE (Google Kubernetes Engine)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Predictable Costs ... **GKE Autopilot** offers the most transparent, waste-free pricing model"}, {"id": "mai-20260917-0721-smoke|c83-l4|moonshot-small|Azure AKS", "prompt": "c83-l4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AKS** provides the best multi-cluster economics if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0721-smoke|c83-l4|moonshot-small|AWS EKS", "prompt": "c83-l4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Challenge for predictability:** The \"per-cluster\" fee compounds quickly with many clusters"}, {"id": "mai-20260917-0721-smoke|c83-l4|moonshot-small|Rancher (SUSE)", "prompt": "c83-l4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Rancher (SUSE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Multi-cloud, open-source flexibility"}, {"id": "mai-20260917-0721-smoke|c83-l4|moonshot-small|Red Hat OpenShift", "prompt": "c83-l4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Full enterprise stack (CI/CD, registry, monitoring included)"}, {"id": "mai-20260917-0721-smoke|c83-l4|moonshot-small|Portainer", "prompt": "c83-l4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Portainer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Simple, transparent licensing"}, {"id": "mai-20260917-0721-smoke|c83-l4|moonshot-small|VMware Tanzu", "prompt": "c83-l4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "VMware Tanzu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Existing VMware/Broadcom ELA customers"}, {"id": "mai-20260917-0721-smoke|c83-l4|openai-small|Google Kubernetes Engine (GKE) Standard or Anthos / GKE Enterprise", "prompt": "c83-l4", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google Kubernetes Engine (GKE) Standard or Anthos / GKE Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "for large-scale enterprise Kubernetes, **if you want the most mature operational experience**"}, {"id": "mai-20260917-0721-smoke|c83-l4|openai-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l4", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your priority is **predictability above all** Choose **Azure AKS** or **Red Hat OpenShift**"}, {"id": "mai-20260917-0721-smoke|c83-l4|openai-small|Amazon EKS", "prompt": "c83-l4", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Amazon EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "EKS can become expensive in complex environments because of surrounding AWS service costs"}, {"id": "mai-20260917-0721-smoke|c83-l4|openai-small|OpenShift Dedicated / Red Hat OpenShift", "prompt": "c83-l4", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "OpenShift Dedicated / Red Hat OpenShift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose **Azure AKS** or **Red Hat OpenShift**, depending on whether you want a cloud-native or more packaged enterprise model."}, {"id": "mai-20260917-0721-smoke|c83-l4|xai-small|Google Kubernetes Engine (GKE)", "prompt": "c83-l4", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Google Kubernetes Engine (GKE), particularly in Autopilot mode, stands out as the best managed Kubernetes platform"}, {"id": "mai-20260917-0721-smoke|c83-l4|xai-small|Amazon EKS", "prompt": "c83-l4", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Amazon EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "fixed $73/cluster/mo hurts at scale ... node-centric billing less predictable without heavy FinOps"}, {"id": "mai-20260917-0721-smoke|c83-l4|xai-small|Azure AKS", "prompt": "c83-l4", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cheapest control plane ($0 standard), solid for Azure/Entra ID shops, but node reservations less pod-granular"}, {"id": "mai-20260917-0721-smoke|c83-l4|zai-small|EKS", "prompt": "c83-l4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "fail the \"predictable cost\" and \"thousands of users\" criteria"}, {"id": "mai-20260917-0721-smoke|c83-l4|zai-small|GKE", "prompt": "c83-l4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "GKE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "fail the \"predictable cost\" and \"thousands of users\" criteria"}, {"id": "mai-20260917-0721-smoke|c83-l4|zai-small|AKS", "prompt": "c83-l4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "fail the \"predictable cost\" and \"thousands of users\" criteria"}, {"id": "mai-20260917-0721-smoke|c83-l4|zai-small|Red Hat OpenShift", "prompt": "c83-l4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose Red Hat OpenShift if you require the highest level of compliance"}, {"id": "mai-20260917-0721-smoke|c83-l4|zai-small|Kubermatic Kubernetes Platform (KKP)", "prompt": "c83-l4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Kubermatic Kubernetes Platform (KKP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose Kubermatic (KKP) if you want to maximize cost savings (up to 40% compared to OpenShift)"}, {"id": "mai-20260917-0721-smoke|c83-l4|zai-small|SUSE Rancher (Rancher Prime)", "prompt": "c83-l4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "SUSE Rancher (Rancher Prime)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Multi-cloud strategy and centralized fleet management."}, {"id": "mai-20260917-0721-smoke|c83-l5|alibaba-small|EKS", "prompt": "c83-l5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Path A: Native Cloud Providers (EKS, GKE, AKS) ... Best security (zero-trust networking), easiest SSO integration"}, {"id": "mai-20260917-0721-smoke|c83-l5|alibaba-small|GKE", "prompt": "c83-l5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Path A: Native Cloud Providers (EKS, GKE, AKS)"}, {"id": "mai-20260917-0721-smoke|c83-l5|alibaba-small|AKS", "prompt": "c83-l5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Path A: Native Cloud Providers (EKS, GKE, AKS)"}, {"id": "mai-20260917-0721-smoke|c83-l5|alibaba-small|Rancher Enterprise", "prompt": "c83-l5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Rancher Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Path B: Full Managed Services (Rancher Enterprise, Red Hat OpenShift, DigitalOcean/KubeOne)"}, {"id": "mai-20260917-0721-smoke|c83-l5|alibaba-small|Red Hat OpenShift", "prompt": "c83-l5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Path B: Full Managed Services (Rancher Enterprise, Red Hat OpenShift, DigitalOcean/KubeOne)"}, {"id": "mai-20260917-0721-smoke|c83-l5|alibaba-small|DigitalOcean/KubeOne", "prompt": "c83-l5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "DigitalOcean/KubeOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Path B: Full Managed Services (Rancher Enterprise, Red Hat OpenShift, DigitalOcean/KubeOne)"}, {"id": "mai-20260917-0721-smoke|c83-l5|deepseek-small|EKS", "prompt": "c83-l5", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "if AWS, EKS's native integration is. This reduces identity friction substantially."}, {"id": "mai-20260917-0721-smoke|c83-l5|deepseek-small|AKS", "prompt": "c83-l5", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're a Microsoft/Azure shop, AKS's Entra ID integration is a differentiator"}, {"id": "mai-20260917-0721-smoke|c83-l5|deepseek-small|GKE", "prompt": "c83-l5", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "GKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "GKE has strong Workload Identity and private-cluster support"}, {"id": "mai-20260917-0721-smoke|c83-l5|google-small|vCluster", "prompt": "c83-l5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "vCluster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "hard multi-tenancy (tools like vCluster or Loft that allow virtual clusters inside a shared physical cluster)"}, {"id": "mai-20260917-0721-smoke|c83-l5|google-small|Loft", "prompt": "c83-l5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Loft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tools like vCluster or Loft that allow virtual clusters inside a shared physical cluster"}, {"id": "mai-20260917-0721-smoke|c83-l5|google-small|AWS EKS", "prompt": "c83-l5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AWS EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Hyperscalers (AWS EKS, Google GKE, Azure AKS): Pros: Deeply integrated into your existing cloud environment, easiest to clear through procurement"}, {"id": "mai-20260917-0721-smoke|c83-l5|google-small|Google GKE", "prompt": "c83-l5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Google GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "GKE is generally considered the most mature out-of-the-box."}, {"id": "mai-20260917-0721-smoke|c83-l5|google-small|Azure AKS", "prompt": "c83-l5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Hyperscalers (AWS EKS, Google GKE, Azure AKS)"}, {"id": "mai-20260917-0721-smoke|c83-l5|google-small|Red Hat OpenShift", "prompt": "c83-l5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cons: High licensing costs, potential vendor lock-in, and a steeper learning curve"}, {"id": "mai-20260917-0721-smoke|c83-l5|google-small|Rancher", "prompt": "c83-l5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Rancher", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cons: High licensing costs, potential vendor lock-in, and a steeper learning curve"}, {"id": "mai-20260917-0721-smoke|c83-l5|google-small|VMware Tanzu", "prompt": "c83-l5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "VMware Tanzu", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Cons: High licensing costs, potential vendor lock-in, and a steeper learning curve"}, {"id": "mai-20260917-0721-smoke|c83-l5|google-small|Rafay", "prompt": "c83-l5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Rafay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "these SaaS overlay platforms sit on top to enforce your SOC 2 policies, automate SSO integration, and manage multi-tenancy"}, {"id": "mai-20260917-0721-smoke|c83-l5|google-small|Cast.ai", "prompt": "c83-l5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Cast.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Multi-Cluster Management & Governance Layers (Rafay, Cast.ai, Loft)"}, {"id": "mai-20260917-0721-smoke|c83-l5|meta-small|Cloudfleet", "prompt": "c83-l5", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Cloudfleet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some managed Kubernetes platforms that might be suitable for your requirements include Cloudfleet and Northflank"}, {"id": "mai-20260917-0721-smoke|c83-l5|meta-small|Northflank", "prompt": "c83-l5", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Northflank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Cloudfleet and Northflank, which offer features like managed control planes, automated upgrades, and enterprise-grade infrastructure"}, {"id": "mai-20260917-0721-smoke|c83-l5|minimax-small|Northflank", "prompt": "c83-l5", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Northflank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Northflank** – SOC 2 Type 2, SSO/SCIM, multi-cloud BYOC, enterprise-grade RBAC"}, {"id": "mai-20260917-0721-smoke|c83-l5|minimax-small|Cloudfleet", "prompt": "c83-l5", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Cloudfleet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudfleet** – Multi-cloud, SSO via SAML/OIDC, SOC 2/ISO 27001 readiness"}, {"id": "mai-20260917-0721-smoke|c83-l5|minimax-small|Azure AKS", "prompt": "c83-l5", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure AKS** – If already Microsoft-aligned (Entra ID integration)"}, {"id": "mai-20260917-0721-smoke|c83-l5|minimax-small|Google GKE", "prompt": "c83-l5", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Google GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google GKE** – Strong enterprise legacy, multi-cluster governance"}, {"id": "mai-20260917-0721-smoke|c83-l5|mistral-small|EKS", "prompt": "c83-l5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a comparison framework for specific vendors (e.g., EKS, GKE, AKS, OpenShift, Rancher)?"}, {"id": "mai-20260917-0721-smoke|c83-l5|mistral-small|GKE", "prompt": "c83-l5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "GKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a comparison framework for specific vendors (e.g., EKS, GKE, AKS, OpenShift, Rancher)?"}, {"id": "mai-20260917-0721-smoke|c83-l5|mistral-small|AKS", "prompt": "c83-l5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a comparison framework for specific vendors (e.g., EKS, GKE, AKS, OpenShift, Rancher)?"}, {"id": "mai-20260917-0721-smoke|c83-l5|mistral-small|OpenShift", "prompt": "c83-l5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "OpenShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a comparison framework for specific vendors (e.g., EKS, GKE, AKS, OpenShift, Rancher)?"}, {"id": "mai-20260917-0721-smoke|c83-l5|mistral-small|Rancher", "prompt": "c83-l5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a comparison framework for specific vendors (e.g., EKS, GKE, AKS, OpenShift, Rancher)?"}, {"id": "mai-20260917-0721-smoke|c83-l5|moonshot-small|EKS", "prompt": "c83-l5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "EKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're cloud-committed (AWS/Azure/GCP): Start with the native managed service (EKS/AKS/GKE)"}, {"id": "mai-20260917-0721-smoke|c83-l5|moonshot-small|AKS", "prompt": "c83-l5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with the native managed service (EKS/AKS/GKE)"}, {"id": "mai-20260917-0721-smoke|c83-l5|moonshot-small|GKE", "prompt": "c83-l5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with the native managed service (EKS/AKS/GKE)"}, {"id": "mai-20260917-0721-smoke|c83-l5|moonshot-small|OpenShift", "prompt": "c83-l5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need multi-cloud or hybrid: Evaluate OpenShift or Rancher as your abstraction layer—OpenShift for maximum integrated tooling"}, {"id": "mai-20260917-0721-smoke|c83-l5|moonshot-small|Rancher", "prompt": "c83-l5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Rancher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "plan to add a management layer (Rancher or similar) for multi-cluster governance"}, {"id": "mai-20260917-0721-smoke|c83-l5|moonshot-small|Platform9", "prompt": "c83-l5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Platform9", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise Kubernetes platforms (OpenShift, Rancher, Platform9, etc.)"}, {"id": "mai-20260917-0721-smoke|c83-l5|openai-small|EKS", "prompt": "c83-l5", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CIS maintains benchmark guidance for Kubernetes and major managed offerings like **EKS, AKS, GKE, OKE, and OpenShift**"}, {"id": "mai-20260917-0721-smoke|c83-l5|openai-small|AKS", "prompt": "c83-l5", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "major managed offerings like **EKS, AKS, GKE, OKE, and OpenShift**"}, {"id": "mai-20260917-0721-smoke|c83-l5|openai-small|GKE", "prompt": "c83-l5", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "GKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "major managed offerings like **EKS, AKS, GKE, OKE, and OpenShift**"}, {"id": "mai-20260917-0721-smoke|c83-l5|openai-small|OKE", "prompt": "c83-l5", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "OKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "major managed offerings like **EKS, AKS, GKE, OKE, and OpenShift**"}, {"id": "mai-20260917-0721-smoke|c83-l5|openai-small|OpenShift", "prompt": "c83-l5", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "OpenShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "major managed offerings like **EKS, AKS, GKE, OKE, and OpenShift**"}, {"id": "mai-20260917-0721-smoke|c83-l5|xai-small|GKE (Google Kubernetes Engine)", "prompt": "c83-l5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "GKE (Google Kubernetes Engine)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-5: GKE/EKS/AKS (hyperscalers for scale/cost)... Reference: EKS/GKE often cheapest at scale."}, {"id": "mai-20260917-0721-smoke|c83-l5|xai-small|EKS (Amazon EKS)", "prompt": "c83-l5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "EKS (Amazon EKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Reference: EKS/GKE often cheapest at scale."}, {"id": "mai-20260917-0721-smoke|c83-l5|xai-small|AKS (Azure Kubernetes Service)", "prompt": "c83-l5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AKS (Azure Kubernetes Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist 3-5: GKE/EKS/AKS (hyperscalers for scale/cost)"}, {"id": "mai-20260917-0721-smoke|c83-l5|xai-small|Red Hat OpenShift", "prompt": "c83-l5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OpenShift/Tanzu (enterprise features)"}, {"id": "mai-20260917-0721-smoke|c83-l5|xai-small|VMWare Tanzu", "prompt": "c83-l5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "VMWare Tanzu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OpenShift/Tanzu (enterprise features)"}, {"id": "mai-20260917-0721-smoke|c83-l5|xai-small|DigitalOcean Kubernetes", "prompt": "c83-l5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top options like ... DigitalOcean Kubernetes, and Northflank/Mirantis often meet these, but verify via RFPs."}, {"id": "mai-20260917-0721-smoke|c83-l5|xai-small|Northflank", "prompt": "c83-l5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Northflank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Northflank/Mirantis often meet these, but verify via RFPs"}, {"id": "mai-20260917-0721-smoke|c83-l5|xai-small|Mirantis", "prompt": "c83-l5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Mirantis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Northflank/Mirantis often meet these, but verify via RFPs"}, {"id": "mai-20260917-0721-smoke|c83-l5|xai-small|Plural.sh", "prompt": "c83-l5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Plural.sh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Platforms like Plural.sh or Elastisys emphasize K8s-specific SOC 2 tooling."}, {"id": "mai-20260917-0721-smoke|c83-l5|xai-small|Elastisys", "prompt": "c83-l5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Elastisys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Platforms like Plural.sh or Elastisys emphasize K8s-specific SOC 2 tooling."}, {"id": "mai-20260917-0721-smoke|c83-l6|alibaba-small|VMware vSphere with Tanzu", "prompt": "c83-l6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "VMware vSphere with Tanzu", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid (Do Not Buy): ... Self-Hosted VMware Tanzu (Due to licensing instability)"}, {"id": "mai-20260917-0721-smoke|c83-l6|alibaba-small|Red Hat OpenShift (ROSA)", "prompt": "c83-l6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Red Hat OpenShift (ROSA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ROSA** (If you want OpenShift features but managed by an expert team)"}, {"id": "mai-20260917-0721-smoke|c83-l6|alibaba-small|Platform9", "prompt": "c83-l6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Platform9", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look at **Red Hat OpenShift (ROSA)** or **Platform9**, which offer more predictable enterprise support"}, {"id": "mai-20260917-0721-smoke|c83-l6|alibaba-small|DigitalOcean", "prompt": "c83-l6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid (Do Not Buy): DigitalOcean/Kubernetes (For production/enterprise scale)"}, {"id": "mai-20260917-0721-smoke|c83-l6|alibaba-small|Linode (Akamai)", "prompt": "c83-l6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Linode (Akamai)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid these for core mission-critical production workloads."}, {"id": "mai-20260917-0721-smoke|c83-l6|alibaba-small|Vultr", "prompt": "c83-l6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid these for core mission-critical production workloads."}, {"id": "mai-20260917-0721-smoke|c83-l6|alibaba-small|Hetzner", "prompt": "c83-l6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Hetzner", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid these for core mission-critical production workloads."}, {"id": "mai-20260917-0721-smoke|c83-l6|alibaba-small|Red Hat OpenShift (On-Premise/Self-Hosted)", "prompt": "c83-l6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Red Hat OpenShift (On-Premise/Self-Hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Red Hat OpenShift (Manage cost and complexity) ... Otherwise, it is a massive financial drain."}, {"id": "mai-20260917-0721-smoke|c83-l6|alibaba-small|Oracle (OKE)", "prompt": "c83-l6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Oracle (OKE)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid as your primary cloud unless you are legally required to use specific data sovereignty regions"}, {"id": "mai-20260917-0721-smoke|c83-l6|alibaba-small|Alibaba Cloud (ACK)", "prompt": "c83-l6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Alibaba Cloud (ACK)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid as your primary cloud unless you are legally required to use specific data sovereignty regions"}, {"id": "mai-20260917-0721-smoke|c83-l6|alibaba-small|Amazon EKS (AWS)", "prompt": "c83-l6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Amazon EKS (AWS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Amazon EKS (Manage the Add-on costs)"}, {"id": "mai-20260917-0721-smoke|c83-l6|alibaba-small|Google GKE (Google)", "prompt": "c83-l6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google GKE (Google)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Be cautious of **\"Node Autoprovisioning.\"**"}, {"id": "mai-20260917-0721-smoke|c83-l6|alibaba-small|Azure AKS (Microsoft)", "prompt": "c83-l6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure AKS (Microsoft)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Be cautious of **Hybrid complexity.**"}, {"id": "mai-20260917-0721-smoke|c83-l6|anthropic-small|Azure AKS (Azure Kubernetes Service)", "prompt": "c83-l6", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure AKS (Azure Kubernetes Service)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Its shortcomings include regional reliability concerns, complex networking, platform lock-in, and rising costs as clusters scale"}, {"id": "mai-20260917-0721-smoke|c83-l6|challenger-small|DigitalOcean", "prompt": "c83-l6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "like DigitalOcean-style options can be attractive on price, but one source specifically warns to be cautious about “smaller clouds”"}, {"id": "mai-20260917-0721-smoke|c83-l6|challenger-small|VMware Tanzu", "prompt": "c83-l6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "VMware Tanzu", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like VMware Tanzu are a caution point for enterprises that want portability... describes Tanzu as having **high VMware lock-in**"}, {"id": "mai-20260917-0721-smoke|c83-l6|challenger-small|Portainer", "prompt": "c83-l6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Portainer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like Portainer are better suited to SMBs or lightweight scaling, not as the primary platform for a large enterprise fleet"}, {"id": "mai-20260917-0721-smoke|c83-l6|challenger-small|EKS", "prompt": "c83-l6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "table” for specific platforms like **EKS, AKS, GKE, OpenShift, Tanzu, Rancher, Portainer, and Platform9**"}, {"id": "mai-20260917-0721-smoke|c83-l6|challenger-small|AKS", "prompt": "c83-l6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific platforms like **EKS, AKS, GKE, OpenShift, Tanzu, Rancher, Portainer, and Platform9**"}, {"id": "mai-20260917-0721-smoke|c83-l6|challenger-small|GKE", "prompt": "c83-l6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specific platforms like **EKS, AKS, GKE, OpenShift, Tanzu, Rancher, Portainer, and Platform9**"}, {"id": "mai-20260917-0721-smoke|c83-l6|challenger-small|OpenShift", "prompt": "c83-l6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "OpenShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specific platforms like **EKS, AKS, GKE, OpenShift, Tanzu, Rancher, Portainer, and Platform9**"}, {"id": "mai-20260917-0721-smoke|c83-l6|challenger-small|Rancher", "prompt": "c83-l6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "specific platforms like **EKS, AKS, GKE, OpenShift, Tanzu, Rancher, Portainer, and Platform9**"}, {"id": "mai-20260917-0721-smoke|c83-l6|challenger-small|Platform9", "prompt": "c83-l6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Platform9", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specific platforms like **EKS, AKS, GKE, OpenShift, Tanzu, Rancher, Portainer, and Platform9**"}, {"id": "mai-20260917-0721-smoke|c83-l6|deepseek-small|Red Hat OpenShift", "prompt": "c83-l6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Be cautious of OpenShift** unless you truly need its opinionated, regulated-industry stack and accept the per-core licensing and proprietary lock-in."}, {"id": "mai-20260917-0721-smoke|c83-l6|deepseek-small|Civo", "prompt": "c83-l6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Civo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid small-vendor platform bets** for mission-critical scale unless you've validated long-term viability"}, {"id": "mai-20260917-0721-smoke|c83-l6|deepseek-small|DigitalOcean", "prompt": "c83-l6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid small-vendor platform bets** for mission-critical scale"}, {"id": "mai-20260917-0721-smoke|c83-l6|deepseek-small|Scaleway", "prompt": "c83-l6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Scaleway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid small-vendor platform bets** for mission-critical scale"}, {"id": "mai-20260917-0721-smoke|c83-l6|deepseek-small|UpCloud", "prompt": "c83-l6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "UpCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid small-vendor platform bets** for mission-critical scale"}, {"id": "mai-20260917-0721-smoke|c83-l6|deepseek-small|GKE on AWS", "prompt": "c83-l6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE on AWS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid platforms that are deprecated, shutdown... (GKE on AWS is the current concrete example)"}, {"id": "mai-20260917-0721-smoke|c83-l6|deepseek-small|Google Distributed Cloud", "prompt": "c83-l6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google Distributed Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Various capabilities are being deprecated/shut down."}, {"id": "mai-20260917-0721-smoke|c83-l6|deepseek-small|Swisscom Enterprise Service Cloud \"Container Services with Kubernetes\"", "prompt": "c83-l6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Swisscom Enterprise Service Cloud \"Container Services with Kubernetes\"", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "being discontinued (Dec 31 EOL announced)"}, {"id": "mai-20260917-0721-smoke|c83-l6|deepseek-small|EKS", "prompt": "c83-l6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "EKS's 99.99% SLA is not default—you pay for it."}, {"id": "mai-20260917-0721-smoke|c83-l6|deepseek-small|AKS", "prompt": "c83-l6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "AKS's *free* tier has **no financially backed SLA**."}, {"id": "mai-20260917-0721-smoke|c83-l6|deepseek-small|GKE", "prompt": "c83-l6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "GKE is most polished but still a commitment to Google Cloud."}, {"id": "mai-20260917-0721-smoke|c83-l6|google-small|Google (GKE)", "prompt": "c83-l6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the \"Big Three\" hyperscalers—Google (GKE), AWS (EKS), and Microsoft (AKS)—remain the safest defaults"}, {"id": "mai-20260917-0721-smoke|c83-l6|google-small|AWS (EKS)", "prompt": "c83-l6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS (EKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "remain the safest defaults"}, {"id": "mai-20260917-0721-smoke|c83-l6|google-small|Microsoft (AKS)", "prompt": "c83-l6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Microsoft (AKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "remain the safest defaults"}, {"id": "mai-20260917-0721-smoke|c83-l6|google-small|VMware Tanzu", "prompt": "c83-l6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "VMware Tanzu", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "the licensing volatility makes it a high-risk choice"}, {"id": "mai-20260917-0721-smoke|c83-l6|google-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-l6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid these for mission-critical core workloads"}, {"id": "mai-20260917-0721-smoke|c83-l6|google-small|Linode Kubernetes Engine (LKE by Akamai)", "prompt": "c83-l6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Linode Kubernetes Engine (LKE by Akamai)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid these for mission-critical core workloads"}, {"id": "mai-20260917-0721-smoke|c83-l6|google-small|Vultr (VKE)", "prompt": "c83-l6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Vultr (VKE)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid these for mission-critical core workloads"}, {"id": "mai-20260917-0721-smoke|c83-l6|google-small|Civo", "prompt": "c83-l6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Civo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid these for mission-critical core workloads"}, {"id": "mai-20260917-0721-smoke|c83-l6|google-small|AWS Fargate (for EKS)", "prompt": "c83-l6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS Fargate (for EKS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Proceed with Architectural Caution ... too restrictive for complex, legacy, or highly secured enterprise workloads"}, {"id": "mai-20260917-0721-smoke|c83-l6|google-small|GKE Autopilot", "prompt": "c83-l6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE Autopilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Do not adopt these as an enterprise-wide standard without consulting your security and platform engineering teams"}, {"id": "mai-20260917-0721-smoke|c83-l6|google-small|Mirantis Kubernetes Engine (MKE - formerly Docker Enterprise)", "prompt": "c83-l6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Mirantis Kubernetes Engine (MKE - formerly Docker Enterprise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "rather than clinging to older legacy engines that suffer from shrinking talent pools and slow feature updates"}, {"id": "mai-20260917-0721-smoke|c83-l6|google-small|Red Hat OpenShift", "prompt": "c83-l6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "look to modern, dominant solutions like Red Hat OpenShift (highly compliant but expensive)"}, {"id": "mai-20260917-0721-smoke|c83-l6|google-small|SUSE Rancher Prime", "prompt": "c83-l6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "SUSE Rancher Prime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "SUSE Rancher Prime (excellent for multi-cloud fleet management)"}, {"id": "mai-20260917-0721-smoke|c83-l6|meta-small|AWS EKS", "prompt": "c83-l6", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "such as AWS EKS, Google GKE, and Azure Kubernetes Service (AKS), are well-suited for large enterprises"}, {"id": "mai-20260917-0721-smoke|c83-l6|meta-small|Google GKE", "prompt": "c83-l6", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google GKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as AWS EKS, Google GKE, and Azure Kubernetes Service (AKS), are well-suited for large enterprises"}, {"id": "mai-20260917-0721-smoke|c83-l6|meta-small|Azure Kubernetes Service (AKS)", "prompt": "c83-l6", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AKS, due to its potential lack of flexibility."}, {"id": "mai-20260917-0721-smoke|c83-l6|minimax-small|DigitalOcean Kubernetes", "prompt": "c83-l6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "No enterprise‑grade SLA ... Fewer compliance certifications ... Platforms to **be cautious about** (or outright avoid for most large enterprises)"}, {"id": "mai-20260917-0721-smoke|c83-l6|minimax-small|Linode/Akamai Kubernetes", "prompt": "c83-l6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Linode/Akamai Kubernetes", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "not ideal for regulated or multi‑region production"}, {"id": "mai-20260917-0721-smoke|c83-l6|minimax-small|Alibaba Cloud Container Service", "prompt": "c83-l6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Alibaba Cloud Container Service", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "otherwise you’ll face compliance and support hurdles"}, {"id": "mai-20260917-0721-smoke|c83-l6|minimax-small|Red Hat OpenShift", "prompt": "c83-l6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "if you only need plain Kubernetes, the added cost & complexity may not be justified"}, {"id": "mai-20260917-0721-smoke|c83-l6|minimax-small|VMware Tanzu", "prompt": "c83-l6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "VMware Tanzu", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "otherwise, the cost/overhead can outweigh benefits"}, {"id": "mai-20260917-0721-smoke|c83-l6|minimax-small|Amazon EKS", "prompt": "c83-l6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Amazon EKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "stick with the three major public‑cloud managed Kubernetes services (EKS, AKS, GKE)"}, {"id": "mai-20260917-0721-smoke|c83-l6|minimax-small|Azure AKS", "prompt": "c83-l6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure AKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "stick with the three major public‑cloud managed Kubernetes services (EKS, AKS, GKE)"}, {"id": "mai-20260917-0721-smoke|c83-l6|minimax-small|Google GKE", "prompt": "c83-l6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "stick with the three major public‑cloud managed Kubernetes services (EKS, AKS, GKE)"}, {"id": "mai-20260917-0721-smoke|c83-l6|minimax-small|Oracle Cloud Infrastructure Container Engine for Kubernetes (OKE)", "prompt": "c83-l6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Oracle Cloud Infrastructure Container Engine for Kubernetes (OKE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Good fit only if you are heavily invested in Oracle’s ecosystem"}, {"id": "mai-20260917-0721-smoke|c83-l6|minimax-small|IBM Cloud Kubernetes Service", "prompt": "c83-l6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "IBM Cloud Kubernetes Service", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "slower version upgrades and occasional delays in security patches ... the raw Kubernetes service can feel “aged.”"}, {"id": "mai-20260917-0721-smoke|c83-l6|minimax-small|Platform9", "prompt": "c83-l6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Platform9", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "risky for long‑term, mission‑critical production"}, {"id": "mai-20260917-0721-smoke|c83-l6|minimax-small|Mirantis", "prompt": "c83-l6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Mirantis", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "risky for long‑term, mission‑critical production"}, {"id": "mai-20260917-0721-smoke|c83-l6|minimax-small|KubeSphere SaaS", "prompt": "c83-l6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "KubeSphere SaaS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "risky for long‑term, mission‑critical production"}, {"id": "mai-20260917-0721-smoke|c83-l6|mistral-small|EKS", "prompt": "c83-l6", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Stick with well-established providers (EKS, AKS, GKE)"}, {"id": "mai-20260917-0721-smoke|c83-l6|mistral-small|AKS", "prompt": "c83-l6", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stick with well-established providers (EKS, AKS, GKE)"}, {"id": "mai-20260917-0721-smoke|c83-l6|mistral-small|GKE", "prompt": "c83-l6", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stick with well-established providers (EKS, AKS, GKE)"}, {"id": "mai-20260917-0721-smoke|c83-l6|moonshot-small|VMware Tanzu / vSphere Kubernetes Service (VKS)", "prompt": "c83-l6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "VMware Tanzu / vSphere Kubernetes Service (VKS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** | Deeply integrated PaaS-like platforms (Tanzu Application Platform, OpenShift) unless you're committed to that ecosystem"}, {"id": "mai-20260917-0721-smoke|c83-l6|moonshot-small|Red Hat OpenShift", "prompt": "c83-l6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Significant vendor lock-in**... **Steep licensing costs**... **When it might work**: Organizations prioritizing out-of-box security compliance"}, {"id": "mai-20260917-0721-smoke|c83-l6|moonshot-small|DigitalOcean", "prompt": "c83-l6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Limited enterprise features**... not truly \"enterprise\" scale"}, {"id": "mai-20260917-0721-smoke|c83-l6|moonshot-small|Linode/Akamai", "prompt": "c83-l6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Linode/Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Small/Regional Cloud Providers (DigitalOcean, Linode/Akamai, OVHcloud, Vultr, Hetzner) **Key Concerns:** **Limited enterprise features**"}, {"id": "mai-20260917-0721-smoke|c83-l6|moonshot-small|OVHcloud", "prompt": "c83-l6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "OVHcloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Small/Regional Cloud Providers ... **Support limitations**: May not offer 24/7 enterprise support"}, {"id": "mai-20260917-0721-smoke|c83-l6|moonshot-small|Vultr", "prompt": "c83-l6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Small/Regional Cloud Providers (DigitalOcean, Linode/Akamai, OVHcloud, Vultr, Hetzner)"}, {"id": "mai-20260917-0721-smoke|c83-l6|moonshot-small|Hetzner", "prompt": "c83-l6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Hetzner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Small/Regional Cloud Providers (DigitalOcean, Linode/Akamai, OVHcloud, Vultr, Hetzner)"}, {"id": "mai-20260917-0721-smoke|c83-l6|moonshot-small|IBM Cloud Kubernetes Service", "prompt": "c83-l6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "IBM Cloud Kubernetes Service", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Slower innovation**: Typically lags behind EKS, GKE, and AKS in feature releases"}, {"id": "mai-20260917-0721-smoke|c83-l6|moonshot-small|EKS", "prompt": "c83-l6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "EKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "The safest strategy is typically **EKS, GKE, or AKS with intentional abstraction**"}, {"id": "mai-20260917-0721-smoke|c83-l6|moonshot-small|AKS", "prompt": "c83-l6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "The safest strategy is typically **EKS, GKE, or AKS with intentional abstraction**"}, {"id": "mai-20260917-0721-smoke|c83-l6|moonshot-small|GKE", "prompt": "c83-l6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "The safest strategy is typically **EKS, GKE, or AKS with intentional abstraction**"}, {"id": "mai-20260917-0721-smoke|c83-l6|moonshot-small|Rancher", "prompt": "c83-l6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Rancher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Consider vanilla Kubernetes with Cluster API, or Rancher as a management layer"}, {"id": "mai-20260917-0721-smoke|c83-l6|moonshot-small|GKE Anthos", "prompt": "c83-l6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE Anthos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Regulatory compliance** | OpenShift or GKE Anthos (if cost-justified)"}, {"id": "mai-20260917-0721-smoke|c83-l6|xai-small|AWS EKS", "prompt": "c83-l6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cautions: Highest operational complexity (slow provisioning: 10-15 mins/cluster; manual node updates; VPC/ENI networking headaches)"}, {"id": "mai-20260917-0721-smoke|c83-l6|xai-small|Azure AKS", "prompt": "c83-l6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure AKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "tight Entra ID/Azure integration creates lock-in for non-Microsoft shops"}, {"id": "mai-20260917-0721-smoke|c83-l6|xai-small|Google GKE", "prompt": "c83-l6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google GKE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Google-specific features (e.g., release channels) reduce portability. Costs escalate in Autopilot"}, {"id": "mai-20260917-0721-smoke|c83-l6|xai-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-l6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to **Avoid** for Large Enterprises"}, {"id": "mai-20260917-0721-smoke|c83-l6|xai-small|Linode (now Akamai) Kubernetes Engine", "prompt": "c83-l6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Linode (now Akamai) Kubernetes Engine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Platforms to **Avoid** for Large Enterprises"}, {"id": "mai-20260917-0721-smoke|c83-l6|xai-small|Vultr VKE", "prompt": "c83-l6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Vultr VKE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms to **Avoid** for Large Enterprises"}, {"id": "mai-20260917-0721-smoke|c83-l6|xai-small|Rancher", "prompt": "c83-l6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Rancher", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why avoid: Rancher excels in multi-cluster management but isn't a full managed service"}, {"id": "mai-20260917-0721-smoke|c83-l6|xai-small|Mirantis Kubernetes Engine", "prompt": "c83-l6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Mirantis Kubernetes Engine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Mirantis suits on-prem/hybrid but struggles with public cloud scalability"}, {"id": "mai-20260917-0721-smoke|c83-l6|xai-small|Anthos", "prompt": "c83-l6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Anthos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Avoid if multi-cloud/hybrid is key—consider OpenShift or Anthos instead."}, {"id": "mai-20260917-0721-smoke|c83-l6|xai-small|Red Hat OpenShift", "prompt": "c83-l6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Red Hat OpenShift: Strong SLAs, compliance, hybrid support—ideal for regulated enterprises."}, {"id": "mai-20260917-0721-smoke|c83-l6|xai-small|VMware Tanzu/VKS", "prompt": "c83-l6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "VMware Tanzu/VKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For VM-integrated or edge-scale needs."}, {"id": "mai-20260917-0721-smoke|c83-l6|xai-small|Spectro Cloud", "prompt": "c83-l6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Spectro Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "For VM-integrated or edge-scale needs."}, {"id": "mai-20260917-0721-smoke|c83-l6|zai-small|AWS EKS", "prompt": "c83-l6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS EKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the \"safe\" bet is almost always the **Managed Kubernetes Service (MKS)** from a major public cloud provider (AWS EKS, Azure AKS, or Google GKE)"}, {"id": "mai-20260917-0721-smoke|c83-l6|zai-small|Azure AKS", "prompt": "c83-l6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure AKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the \"safe\" bet is almost always ... (AWS EKS, Azure AKS, or Google GKE)"}, {"id": "mai-20260917-0721-smoke|c83-l6|zai-small|GKE", "prompt": "c83-l6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the \"safe\" bet is almost always ... (AWS EKS, Azure AKS, or Google GKE)"}, {"id": "mai-20260917-0721-smoke|c83-l6|zai-small|DigitalOcean", "prompt": "c83-l6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tier 2 Cloud Providers | DigitalOcean, Linode, Scaleway, Vultr | Lack enterprise features, scale limits, and deep support."}, {"id": "mai-20260917-0721-smoke|c83-l6|zai-small|Linode (Akamai)", "prompt": "c83-l6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Linode (Akamai)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Lack enterprise features, scale limits, and deep support."}, {"id": "mai-20260917-0721-smoke|c83-l6|zai-small|Scaleway", "prompt": "c83-l6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Scaleway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Lack enterprise features, scale limits, and deep support."}, {"id": "mai-20260917-0721-smoke|c83-l6|zai-small|Vultr", "prompt": "c83-l6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Lack enterprise features, scale limits, and deep support."}, {"id": "mai-20260917-0721-smoke|c83-l6|zai-small|VMware Tanzu", "prompt": "c83-l6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "VMware Tanzu", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "High implementation cost, complex lock-in, steep learning curve."}, {"id": "mai-20260917-0721-smoke|c83-l6|zai-small|OpenShift", "prompt": "c83-l6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "OpenShift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "some niche OpenShift implementations fall into this category"}, {"id": "mai-20260917-0721-smoke|c83-l6|zai-small|Rackspace Spot", "prompt": "c83-l6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Rackspace Spot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Rackspace Spot, Unmanaged Spot Clusters | High risk of node loss/cascading failures; not suitable for critical 24/7 workloads."}, {"id": "mai-20260917-0721-smoke|c83-l6|zai-small|Rancher", "prompt": "c83-l6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Rancher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "a **dedicated Kubernetes management platform** (like Rancher or Portainer) that sits on top of them"}, {"id": "mai-20260917-0721-smoke|c83-l6|zai-small|Portainer", "prompt": "c83-l6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Portainer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "a **dedicated Kubernetes management platform** (like Rancher or Portainer)"}, {"id": "mai-20260917-0721-smoke|c83-m1|alibaba-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Developer Experience & Balance: Google Kubernetes Engine (GKE)"}, {"id": "mai-20260917-0721-smoke|c83-m1|alibaba-small|Azure Kubernetes Service (AKS)", "prompt": "c83-m1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose GKE or AKS if you want to ensure your infrastructure can scale into large enterprise levels later"}, {"id": "mai-20260917-0721-smoke|c83-m1|alibaba-small|Amazon Elastic Kubernetes Service (EKS)", "prompt": "c83-m1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon Elastic Kubernetes Service (EKS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is the most expensive option regarding the control plane ... Choose this only if your entire existing infrastructure is already on AWS"}, {"id": "mai-20260917-0721-smoke|c83-m1|alibaba-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "DigitalOcean generally wins for its developer community and integrated registry/monitoring"}, {"id": "mai-20260917-0721-smoke|c83-m1|alibaba-small|Linode LKE", "prompt": "c83-m1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Linode LKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Linode often wins on raw compute density/performance price"}, {"id": "mai-20260917-0721-smoke|c83-m1|anthropic-small|DigitalOcean's managed Kubernetes (DOKS)", "prompt": "c83-m1", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean's managed Kubernetes (DOKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "accessible for mid-tier workloads that don't need hyperscaler depth, with a free control plane"}, {"id": "mai-20260917-0721-smoke|c83-m1|anthropic-small|Northflank", "prompt": "c83-m1", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Northflank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "developer-first Kubernetes platform with built-in CI/CD, databases, preview environments"}, {"id": "mai-20260917-0721-smoke|c83-m1|anthropic-small|Fairwinds", "prompt": "c83-m1", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Fairwinds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "designed for mid-market and enterprise teams that need managed Kubernetes operations combined with governance"}, {"id": "mai-20260917-0721-smoke|c83-m1|anthropic-small|Civo", "prompt": "c83-m1", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "suitable for small to mid-size teams running standard workloads who want predictable pricing"}, {"id": "mai-20260917-0721-smoke|c83-m1|anthropic-small|Amazon EKS", "prompt": "c83-m1", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "fully managed services with strong integrations and autoscaling capabilities"}, {"id": "mai-20260917-0721-smoke|c83-m1|anthropic-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m1", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "fully managed services with strong integrations and autoscaling capabilities"}, {"id": "mai-20260917-0721-smoke|c83-m1|anthropic-small|Azure AKS", "prompt": "c83-m1", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "fully managed services with strong integrations and autoscaling capabilities"}, {"id": "mai-20260917-0721-smoke|c83-m1|challenger-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m1", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Google Kubernetes Engine (GKE)** if you want the best overall managed Kubernetes experience"}, {"id": "mai-20260917-0721-smoke|c83-m1|challenger-small|DigitalOcean Kubernetes", "prompt": "c83-m1", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **DigitalOcean Kubernetes** if you care most about **simplicity and predictable cost**"}, {"id": "mai-20260917-0721-smoke|c83-m1|challenger-small|AKS", "prompt": "c83-m1", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose AKS or EKS** only if your company is already deeply committed to Microsoft Azure or AWS"}, {"id": "mai-20260917-0721-smoke|c83-m1|challenger-small|EKS", "prompt": "c83-m1", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose AKS or EKS** only if your company is already deeply committed to Microsoft Azure or AWS"}, {"id": "mai-20260917-0721-smoke|c83-m1|deepseek-small|Amazon EKS", "prompt": "c83-m1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Already on AWS → Amazon EKS"}, {"id": "mai-20260917-0721-smoke|c83-m1|deepseek-small|Azure AKS", "prompt": "c83-m1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Already on Microsoft/Azure → Azure AKS"}, {"id": "mai-20260917-0721-smoke|c83-m1|deepseek-small|Google GKE", "prompt": "c83-m1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "My top pick for most mid-market B2B companies: Google GKE (Autopilot mode)"}, {"id": "mai-20260917-0721-smoke|c83-m1|deepseek-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "DigitalOcean Kubernetes is the sweet spot for mid-market teams wanting to avoid hyperscaler complexity"}, {"id": "mai-20260917-0721-smoke|c83-m1|deepseek-small|Civo", "prompt": "c83-m1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Minimal team / want simplicity + predictable pricing → DigitalOcean Kubernetes (DOKS) or Civo"}, {"id": "mai-20260917-0721-smoke|c83-m1|deepseek-small|Rancher", "prompt": "c83-m1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "solutions like Cast AI (cost-focused) or Rancher (open-source, mature) are worth evaluating"}, {"id": "mai-20260917-0721-smoke|c83-m1|deepseek-small|Atmosly", "prompt": "c83-m1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Atmosly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Kubernetes management platforms — Rancher, Atmosly, Cast AI, Portainer, etc."}, {"id": "mai-20260917-0721-smoke|c83-m1|deepseek-small|Cast AI", "prompt": "c83-m1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Cast AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "solutions like Cast AI (cost-focused) ... are worth evaluating"}, {"id": "mai-20260917-0721-smoke|c83-m1|deepseek-small|Portainer", "prompt": "c83-m1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Portainer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Rancher, Atmosly, Cast AI, Portainer, etc."}, {"id": "mai-20260917-0721-smoke|c83-m1|google-small|Google Kubernetes Engine (GKE) Autopilot", "prompt": "c83-m1", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE) Autopilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Lean Teams: **Google Kubernetes Engine (GKE) Autopilot** ... is the gold standard for mid-market B2B companies."}, {"id": "mai-20260917-0721-smoke|c83-m1|google-small|Amazon EKS (with EKS Auto Mode or Karpenter)", "prompt": "c83-m1", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS (with EKS Auto Mode or Karpenter)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for AWS Ecosystem & Compliance: **Amazon EKS ... is the default choice."}, {"id": "mai-20260917-0721-smoke|c83-m1|google-small|Azure Kubernetes Service (AKS) with AKS Automatic", "prompt": "c83-m1", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure Kubernetes Service (AKS) with AKS Automatic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your primary B2B clients are enterprise Microsoft shops ... AKS is the clear winner."}, {"id": "mai-20260917-0721-smoke|c83-m1|google-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m1", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "DigitalOcean lacks the deep enterprise compliance tooling, advanced VPC security controls, and global regional footprint"}, {"id": "mai-20260917-0721-smoke|c83-m1|meta-small|Linode LKE", "prompt": "c83-m1", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Linode LKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Linode LKE: A cost-effective option with transparent pricing, starting at $30/month for a 3-node cluster."}, {"id": "mai-20260917-0721-smoke|c83-m1|meta-small|Scaleway Kapsule", "prompt": "c83-m1", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Scaleway Kapsule", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another affordable option, starting at €17/month for a 3-node cluster in EU."}, {"id": "mai-20260917-0721-smoke|c83-m1|meta-small|Northflank", "prompt": "c83-m1", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Northflank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A managed Kubernetes platform that integrates with CI/CD, observability, security, and developer tooling."}, {"id": "mai-20260917-0721-smoke|c83-m1|meta-small|Portainer", "prompt": "c83-m1", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Portainer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A Kubernetes managed service provider that offers a range of features and pricing plans."}, {"id": "mai-20260917-0721-smoke|c83-m1|minimax-small|Linode Kubernetes Engine (LKE)", "prompt": "c83-m1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Linode Kubernetes Engine (LKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LKE (Linode)** appears to be designed with exactly that use case in mind"}, {"id": "mai-20260917-0721-smoke|c83-m1|minimax-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "recommended if you're already embedded in those ecosystems and need scalability"}, {"id": "mai-20260917-0721-smoke|c83-m1|minimax-small|Azure Kubernetes Service (AKS)", "prompt": "c83-m1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recommended if you're already embedded in those ecosystems and need scalability"}, {"id": "mai-20260917-0721-smoke|c83-m1|minimax-small|Oracle Cloud Infrastructure", "prompt": "c83-m1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Oracle Cloud Infrastructure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "received top rankings in some lists, though that may reflect specific testing criteria"}, {"id": "mai-20260917-0721-smoke|c83-m1|minimax-small|EKS", "prompt": "c83-m1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you're already using AWS, Azure, or Google Cloud, their managed Kubernetes services (EKS, AKS, GKE) might offer better integration"}, {"id": "mai-20260917-0721-smoke|c83-m1|mistral-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m1", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DigitalOcean Kubernetes (DOKS)** and **Linode Kubernetes Engine (LKE)** are the best choices"}, {"id": "mai-20260917-0721-smoke|c83-m1|mistral-small|Linode Kubernetes Engine (LKE)", "prompt": "c83-m1", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Linode Kubernetes Engine (LKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**DigitalOcean Kubernetes (DOKS)** and **Linode Kubernetes Engine (LKE)** are the best choices"}, {"id": "mai-20260917-0721-smoke|c83-m1|mistral-small|Civo", "prompt": "c83-m1", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for being a budget-friendly option with a focus on developer experience and quick cluster provisioning"}, {"id": "mai-20260917-0721-smoke|c83-m1|mistral-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m1", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already using Google Cloud or Azure, **GKE** or **AKS** are excellent alternatives."}, {"id": "mai-20260917-0721-smoke|c83-m1|mistral-small|Azure Kubernetes Service (AKS)", "prompt": "c83-m1", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're already using Google Cloud or Azure, **GKE** or **AKS** are excellent alternatives."}, {"id": "mai-20260917-0721-smoke|c83-m1|moonshot-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would suggest **GKE Autopilot** for operational simplicity"}, {"id": "mai-20260917-0721-smoke|c83-m1|moonshot-small|Azure Kubernetes Service (AKS)", "prompt": "c83-m1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **AKS** if cost minimization and Microsoft integration are top priorities"}, {"id": "mai-20260917-0721-smoke|c83-m1|moonshot-small|Amazon EKS", "prompt": "c83-m1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid EKS unless you are already living in AWS."}, {"id": "mai-20260917-0721-smoke|c83-m1|moonshot-small|DigitalOcean Kubernetes", "prompt": "c83-m1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Extreme cost sensitivity; simple apps | **DigitalOcean Kubernetes**"}, {"id": "mai-20260917-0721-smoke|c83-m1|moonshot-small|Linode (LKE)", "prompt": "c83-m1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Linode (LKE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Linode (LKE)**, or **Civo**"}, {"id": "mai-20260917-0721-smoke|c83-m1|moonshot-small|Civo", "prompt": "c83-m1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Civo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Linode (LKE)**, or **Civo**"}, {"id": "mai-20260917-0721-smoke|c83-m1|moonshot-small|Rancher", "prompt": "c83-m1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Rancher", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Multi-cloud abstraction layers (like Rancher or VMware Tanzu) add complexity that mid-market teams rarely need."}, {"id": "mai-20260917-0721-smoke|c83-m1|moonshot-small|VMware Tanzu", "prompt": "c83-m1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "VMware Tanzu", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Multi-cloud abstraction layers (like Rancher or VMware Tanzu) add complexity that mid-market teams rarely need."}, {"id": "mai-20260917-0721-smoke|c83-m1|openai-small|Amazon EKS", "prompt": "c83-m1", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon EKS** is the safest default choice"}, {"id": "mai-20260917-0721-smoke|c83-m1|openai-small|GKE", "prompt": "c83-m1", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose GKE** if your team is already deep in Google Cloud"}, {"id": "mai-20260917-0721-smoke|c83-m1|openai-small|AKS", "prompt": "c83-m1", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose AKS** if your stack is centered on Microsoft Azure"}, {"id": "mai-20260917-0721-smoke|c83-m1|openai-small|OpenShift", "prompt": "c83-m1", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose OpenShift** if you want a more opinionated enterprise platform"}, {"id": "mai-20260917-0721-smoke|c83-m1|xai-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DigitalOcean Kubernetes (DOKS) – Top Pick for Most Mid-Market B2B"}, {"id": "mai-20260917-0721-smoke|c83-m1|xai-small|Linode Kubernetes Engine (LKE)", "prompt": "c83-m1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Linode Kubernetes Engine (LKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Linode Kubernetes Engine (LKE) – Best Budget Alternative"}, {"id": "mai-20260917-0721-smoke|c83-m1|xai-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google Kubernetes Engine (GKE) – Best if Performance/Scale Matters"}, {"id": "mai-20260917-0721-smoke|c83-m1|xai-small|EKS (AWS)", "prompt": "c83-m1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "EKS (AWS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "$72+ | $90-200 | Fair (IAM complexity) | \"If already AWS\""}, {"id": "mai-20260917-0721-smoke|c83-m1|xai-small|AKS (Azure)", "prompt": "c83-m1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "AKS (Azure)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Gartner Leader; \"Fast deploys\" | Windows/hybrid"}, {"id": "mai-20260917-0721-smoke|c83-m1|xai-small|Rackspace Spot", "prompt": "c83-m1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Rackspace Spot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid**: ... niche like Rackspace Spot (auction-based, less proven for B2B)"}, {"id": "mai-20260917-0721-smoke|c83-m1|zai-small|Rancher (via RKE2)", "prompt": "c83-m1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Rancher (via RKE2)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Verdict:** For most mid-market B2B companies, **Rancher (via RKE2)** is the best starting point."}, {"id": "mai-20260917-0721-smoke|c83-m1|zai-small|DigitalOcean (DOKS)", "prompt": "c83-m1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean (DOKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is the best entry point for a mid-market team that wants a reliable, easy-to-understand bill."}, {"id": "mai-20260917-0721-smoke|c83-m1|zai-small|UpCloud", "prompt": "c83-m1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "UpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**UpCloud (UKS):** ... known for speed (clusters launch in minutes) and excellent Terraform support."}, {"id": "mai-20260917-0721-smoke|c83-m1|zai-small|Red Hat OpenShift", "prompt": "c83-m1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is significantly more expensive... avoids the exorbitant licensing fees of OpenShift."}, {"id": "mai-20260917-0721-smoke|c83-m1|zai-small|AWS EKS", "prompt": "c83-m1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It is the most complex to manage... hidden networking costs."}, {"id": "mai-20260917-0721-smoke|c83-m1|zai-small|Azure AKS", "prompt": "c83-m1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The \"Stick with your Cloud\" Option: AWS EKS / Azure AKS / GKE"}, {"id": "mai-20260917-0721-smoke|c83-m1|zai-small|GKE", "prompt": "c83-m1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "GKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The \"Stick with your Cloud\" Option: AWS EKS / Azure AKS / GKE"}, {"id": "mai-20260917-0721-smoke|c83-m2|alibaba-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m2", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### **Top Recommendation: Google Kubernetes Engine (GKE)**"}, {"id": "mai-20260917-0721-smoke|c83-m2|alibaba-small|Amazon EKS (Elastic Kubernetes Service)", "prompt": "c83-m2", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS (Elastic Kubernetes Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1. You are already an AWS shop** **Go with: Amazon EKS (Elastic Kubernetes Service)**"}, {"id": "mai-20260917-0721-smoke|c83-m2|alibaba-small|Azure Kubernetes Service (AKS)", "prompt": "c83-m2", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**2. You are an Azure / Microsoft shop** **Go with: Azure Kubernetes Service (AKS)**"}, {"id": "mai-20260917-0721-smoke|c83-m2|anthropic-small|AWS EKS (Elastic Kubernetes Service)", "prompt": "c83-m2", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "AWS EKS (Elastic Kubernetes Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're already deep in the AWS ecosystem, **EKS** is the natural choice."}, {"id": "mai-20260917-0721-smoke|c83-m2|anthropic-small|Google Cloud GKE (Google Kubernetes Engine)", "prompt": "c83-m2", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Cloud GKE (Google Kubernetes Engine)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're cloud-agnostic, **GKE** offers an excellent balance of ease of use, features, and cost."}, {"id": "mai-20260917-0721-smoke|c83-m2|anthropic-small|Azure AKS (Azure Kubernetes Service)", "prompt": "c83-m2", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure AKS (Azure Kubernetes Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're in a Microsoft-heavy environment"}, {"id": "mai-20260917-0721-smoke|c83-m2|anthropic-small|DigitalOcean Kubernetes", "prompt": "c83-m2", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're cost-sensitive and want simplicity, **DigitalOcean** is hard to beat."}, {"id": "mai-20260917-0721-smoke|c83-m2|challenger-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m2", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would generally recommend **Google Kubernetes Engine (GKE)** as the default choice"}, {"id": "mai-20260917-0721-smoke|c83-m2|challenger-small|Amazon EKS", "prompt": "c83-m2", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon EKS** if you are already deep in AWS and want strong native integration."}, {"id": "mai-20260917-0721-smoke|c83-m2|challenger-small|Azure Kubernetes Service (AKS)", "prompt": "c83-m2", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your stack is centered on Microsoft Azure or Microsoft enterprise tooling"}, {"id": "mai-20260917-0721-smoke|c83-m2|challenger-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m2", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**DOKS** is the best value-oriented alternative for less complex workloads"}, {"id": "mai-20260917-0721-smoke|c83-m2|deepseek-small|AWS EKS", "prompt": "c83-m2", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "AWS EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Pick Amazon EKS if you're an AWS shop... The trade-off: it's the most \"assemble-it-yourself\" of the three"}, {"id": "mai-20260917-0721-smoke|c83-m2|deepseek-small|Google GKE", "prompt": "c83-m2", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If I had to pick a single default for a company without a strong cloud bias: **Google GKE (Autopilot)**"}, {"id": "mai-20260917-0721-smoke|c83-m2|deepseek-small|Azure AKS", "prompt": "c83-m2", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Azure AKS** as the close runner-up if you're a Microsoft shop or highly cost-sensitive"}, {"id": "mai-20260917-0721-smoke|c83-m2|deepseek-small|VMWare Tanzu", "prompt": "c83-m2", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "VMWare Tanzu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "All three (and VMWare Tanzu / Mirantis) support multi-cloud"}, {"id": "mai-20260917-0721-smoke|c83-m2|deepseek-small|Mirantis", "prompt": "c83-m2", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Mirantis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "All three (and VMWare Tanzu / Mirantis) support multi-cloud"}, {"id": "mai-20260917-0721-smoke|c83-m2|google-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m2", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Overall Best Recommendation: Google Kubernetes Engine (GKE) — specifically **GKE Autopilot**"}, {"id": "mai-20260917-0721-smoke|c83-m2|google-small|Amazon EKS", "prompt": "c83-m2", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Pragmatic Pick (If Already in AWS): **Amazon EKS**"}, {"id": "mai-20260917-0721-smoke|c83-m2|google-small|Azure AKS", "prompt": "c83-m2", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Enterprise & Compliance Pick: **Azure AKS**"}, {"id": "mai-20260917-0721-smoke|c83-m2|google-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m2", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "DigitalOcean lacks the deeply granular enterprise security controls ... that Fortune 500 B2B buyers often demand."}, {"id": "mai-20260917-0721-smoke|c83-m2|meta-small|Purvaco", "prompt": "c83-m2", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Purvaco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Purvaco - Known for its performance-focused SaaS and stability under load, although it has a niche ecosystem."}, {"id": "mai-20260917-0721-smoke|c83-m2|meta-small|DigitalOcean", "prompt": "c83-m2", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "DigitalOcean - Recommended for most DevOps teams starting with Kubernetes."}, {"id": "mai-20260917-0721-smoke|c83-m2|meta-small|Northflank", "prompt": "c83-m2", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Northflank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suitable for small to mid-size teams running standard workloads who want predictable pricing without hyperscaler complexity."}, {"id": "mai-20260917-0721-smoke|c83-m2|meta-small|Railway", "prompt": "c83-m2", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Railway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Railway - Best for small to mid-size teams who want Kubernetes without an AWS bill."}, {"id": "mai-20260917-0721-smoke|c83-m2|minimax-small|Amazon EKS", "prompt": "c83-m2", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for:** Companies already in the AWS ecosystem"}, {"id": "mai-20260917-0721-smoke|c83-m2|minimax-small|Google GKE", "prompt": "c83-m2", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Google GKE** generally offers the best out-of-the-box experience"}, {"id": "mai-20260917-0721-smoke|c83-m2|minimax-small|Azure AKS", "prompt": "c83-m2", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies using Microsoft ecosystem"}, {"id": "mai-20260917-0721-smoke|c83-m2|minimax-small|DigitalOcean Kubernetes", "prompt": "c83-m2", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for cost-sensitive B2B companies, simpler pricing"}, {"id": "mai-20260917-0721-smoke|c83-m2|minimax-small|Civo", "prompt": "c83-m2", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simpler provisioning, competitive pricing, gaining traction for mid-sized teams"}, {"id": "mai-20260917-0721-smoke|c83-m2|mistral-small|Oracle Container Engine for Kubernetes (OKE)", "prompt": "c83-m2", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Oracle Container Engine for Kubernetes (OKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OKE is frequently praised for its user-friendly interface and simplified workflows, making it a strong choice for mid-sized teams"}, {"id": "mai-20260917-0721-smoke|c83-m2|mistral-small|Azure Kubernetes Service (AKS)", "prompt": "c83-m2", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AKS is ideal for B2B companies already invested in the Microsoft ecosystem."}, {"id": "mai-20260917-0721-smoke|c83-m2|mistral-small|DigitalOcean Kubernetes", "prompt": "c83-m2", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DigitalOcean Kubernetes is a great fit... accessible and cost-effective for standard workloads"}, {"id": "mai-20260917-0721-smoke|c83-m2|mistral-small|Civo Kubernetes", "prompt": "c83-m2", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Civo Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Civo is another strong option for teams that want simpler provisioning"}, {"id": "mai-20260917-0721-smoke|c83-m2|moonshot-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m2", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Google Kubernetes Engine (GKE)** or **Azure Kubernetes Service (AKS)**"}, {"id": "mai-20260917-0721-smoke|c83-m2|moonshot-small|Azure Kubernetes Service (AKS)", "prompt": "c83-m2", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My Top Recommendation: **Google Kubernetes Engine (GKE)** or **Azure Kubernetes Service (AKS)**"}, {"id": "mai-20260917-0721-smoke|c83-m2|moonshot-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m2", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: **DigitalOcean Kubernetes (DOKS)** for Cost-Conscious Teams"}, {"id": "mai-20260917-0721-smoke|c83-m2|moonshot-small|Amazon EKS", "prompt": "c83-m2", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why Not EKS for Mid-Sized B2B? ... More expensive ... Higher operational overhead"}, {"id": "mai-20260917-0721-smoke|c83-m2|moonshot-small|Vultr", "prompt": "c83-m2", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Need global data center coverage | **GKE or Vultr**"}, {"id": "mai-20260917-0721-smoke|c83-m2|openai-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m2", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Google Kubernetes Engine (GKE)** if your team wants the best balance"}, {"id": "mai-20260917-0721-smoke|c83-m2|openai-small|Amazon EKS", "prompt": "c83-m2", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your company is already heavily on AWS or depends on AWS-native services."}, {"id": "mai-20260917-0721-smoke|c83-m2|openai-small|Azure AKS", "prompt": "c83-m2", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you're in a Microsoft-heavy environment"}, {"id": "mai-20260917-0721-smoke|c83-m2|openai-small|DigitalOcean Kubernetes", "prompt": "c83-m2", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usually less ideal for a mid-sized B2B company with more serious platform requirements."}, {"id": "mai-20260917-0721-smoke|c83-m2|openai-small|Red Hat OpenShift", "prompt": "c83-m2", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you need strong enterprise governance ... but it can be heavier and more expensive."}, {"id": "mai-20260917-0721-smoke|c83-m2|xai-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m2", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Google Kubernetes Engine (GKE) as the top choice among hosted Kubernetes services"}, {"id": "mai-20260917-0721-smoke|c83-m2|xai-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m2", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with DigitalOcean Kubernetes (DOKS) as a strong cost-effective alternative if budget is a primary concern"}, {"id": "mai-20260917-0721-smoke|c83-m2|xai-small|EKS (AWS)", "prompt": "c83-m2", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "EKS (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Existing cloud? Stick with it (EKS for AWS, AKS for Azure)"}, {"id": "mai-20260917-0721-smoke|c83-m2|xai-small|AKS (Azure)", "prompt": "c83-m2", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "AKS (Azure)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stick with it (EKS for AWS, AKS for Azure) to minimize lock-in/migration costs."}, {"id": "mai-20260917-0721-smoke|c83-m2|zai-small|Azure Kubernetes Service (AKS)", "prompt": "c83-m2", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Azure Kubernetes Service (AKS)** — Best Overall Choice"}, {"id": "mai-20260917-0721-smoke|c83-m2|zai-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m2", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google Kubernetes Engine (GKE)** — Best for Innovation & ML Workloads"}, {"id": "mai-20260917-0721-smoke|c83-m2|zai-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m2", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DigitalOcean Kubernetes (DOKS)** — Best for Budget-Conscious Teams"}, {"id": "mai-20260917-0721-smoke|c83-m2|zai-small|Rancher (RKE2)", "prompt": "c83-m2", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Rancher (RKE2)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rancher (RKE2)** — Best for Multi-Cloud & Custom Control"}, {"id": "mai-20260917-0721-smoke|c83-m2|zai-small|Amazon Elastic Kubernetes Service (EKS)", "prompt": "c83-m2", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon Elastic Kubernetes Service (EKS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Existing AWS investment** | Amazon Elastic Kubernetes Service (EKS)"}, {"id": "mai-20260917-0721-smoke|c83-m3|alibaba-small|Amazon EKS (Elastic Kubernetes Service)", "prompt": "c83-m3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS (Elastic Kubernetes Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**EKS** remains the safe default for enterprise AWS shops"}, {"id": "mai-20260917-0721-smoke|c83-m3|alibaba-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most new projects today, **GKE** offers the best balance of ease-of-use and power"}, {"id": "mai-20260917-0721-smoke|c83-m3|alibaba-small|Azure Kubernetes Service (AKS)", "prompt": "c83-m3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Enterprises heavily using Microsoft technologies"}, {"id": "mai-20260917-0721-smoke|c83-m3|alibaba-small|Kubernetes Engine by DigitalOcean / Linode", "prompt": "c83-m3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Kubernetes Engine by DigitalOcean / Linode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Startups, small-to-medium businesses, and developers who want simplicity and transparency."}, {"id": "mai-20260917-0721-smoke|c83-m3|alibaba-small|Mirantis Kubernetes Engine", "prompt": "c83-m3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Mirantis Kubernetes Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider a cloud-agnostic platform like **Mirantis**"}, {"id": "mai-20260917-0721-smoke|c83-m3|alibaba-small|Red Hat OpenShift", "prompt": "c83-m3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Strict Enterprise Compliance** | **Red Hat OpenShift**"}, {"id": "mai-20260917-0721-smoke|c83-m3|alibaba-small|UpCloud UKS", "prompt": "c83-m3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "UpCloud UKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best For:** Privacy-conscious companies and those in Europe."}, {"id": "mai-20260917-0721-smoke|c83-m3|alibaba-small|Northflank", "prompt": "c83-m3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Northflank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a PaaS-like solution such as **Northflank** or **Render** which abstracts Kubernetes entirely"}, {"id": "mai-20260917-0721-smoke|c83-m3|alibaba-small|Render", "prompt": "c83-m3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a PaaS-like solution such as **Northflank** or **Render**"}, {"id": "mai-20260917-0721-smoke|c83-m3|anthropic-small|Amazon EKS", "prompt": "c83-m3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Amazon EKS – a fully managed Kubernetes service tightly integrated with AWS"}, {"id": "mai-20260917-0721-smoke|c83-m3|anthropic-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a battle-tested platform with strong autoscaling and AI/ML integrations"}, {"id": "mai-20260917-0721-smoke|c83-m3|anthropic-small|Azure AKS", "prompt": "c83-m3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft's managed Kubernetes with solid enterprise support and Azure-native features"}, {"id": "mai-20260917-0721-smoke|c83-m3|anthropic-small|Northflank", "prompt": "c83-m3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Northflank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a developer-first Kubernetes platform with built-in CI/CD, databases, preview environments"}, {"id": "mai-20260917-0721-smoke|c83-m3|anthropic-small|Rancher", "prompt": "c83-m3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "an open-source multi-cluster management platform ideal for managing large numbers of clusters"}, {"id": "mai-20260917-0721-smoke|c83-m3|anthropic-small|Platform9", "prompt": "c83-m3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Platform9", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a fully managed Kubernetes as a service with self-healing clusters"}, {"id": "mai-20260917-0721-smoke|c83-m3|anthropic-small|OpenShift", "prompt": "c83-m3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "OpenShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Northflank and OpenShift operate at this layer"}, {"id": "mai-20260917-0721-smoke|c83-m3|anthropic-small|Rackspace Spot", "prompt": "c83-m3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rackspace Spot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "options like Rackspace Spot offering significant savings through alternative pricing models"}, {"id": "mai-20260917-0721-smoke|c83-m3|challenger-small|Amazon EKS", "prompt": "c83-m3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Pick **EKS** if your workloads already live in AWS and you want the tightest cloud integration."}, {"id": "mai-20260917-0721-smoke|c83-m3|challenger-small|Google GKE", "prompt": "c83-m3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often described as the most polished managed Kubernetes experience, with strong autoscaling"}, {"id": "mai-20260917-0721-smoke|c83-m3|challenger-small|Azure AKS", "prompt": "c83-m3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick **AKS** if your stack is Microsoft-first."}, {"id": "mai-20260917-0721-smoke|c83-m3|challenger-small|Red Hat OpenShift", "prompt": "c83-m3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick **OpenShift** if compliance, security controls, and hybrid enterprise deployment matter most."}, {"id": "mai-20260917-0721-smoke|c83-m3|challenger-small|VMware Tanzu", "prompt": "c83-m3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "VMware Tanzu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong for hybrid and legacy enterprise environments"}, {"id": "mai-20260917-0721-smoke|c83-m3|challenger-small|Rancher", "prompt": "c83-m3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rancher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pick **Rancher** if you need to manage many clusters across clouds"}, {"id": "mai-20260917-0721-smoke|c83-m3|challenger-small|Platform9", "prompt": "c83-m3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Platform9", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SaaS-managed Kubernetes for on-prem, cloud, and edge"}, {"id": "mai-20260917-0721-smoke|c83-m3|challenger-small|Mirantis", "prompt": "c83-m3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Mirantis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Targets Kubernetes-aware teams wanting managed operations across environments"}, {"id": "mai-20260917-0721-smoke|c83-m3|deepseek-small|AWS EKS", "prompt": "c83-m3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "AWS EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**EKS** is the default choice for production workloads already living in AWS, but it has the most manual upgrade experience and an always-on control-plane fee."}, {"id": "mai-20260917-0721-smoke|c83-m3|deepseek-small|Google GKE", "prompt": "c83-m3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GKE** offers the cleanest experience and the most generous free tier (Autopilot removes node management entirely)"}, {"id": "mai-20260917-0721-smoke|c83-m3|deepseek-small|Azure AKS", "prompt": "c83-m3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AKS** is the most cost-friendly for enterprises already on Microsoft licensing"}, {"id": "mai-20260917-0721-smoke|c83-m3|deepseek-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free control plane, simple dashboard, integrated load balancers and block storage. Great on-ramp for small teams"}, {"id": "mai-20260917-0721-smoke|c83-m3|deepseek-small|Civo", "prompt": "c83-m3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "clusters can be ready in **under two minutes**, among the fastest"}, {"id": "mai-20260917-0721-smoke|c83-m3|deepseek-small|Linode / Akamai Kubernetes Engine (LKE)", "prompt": "c83-m3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Linode / Akamai Kubernetes Engine (LKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free control plane, competitive pricing, high-performance hardware"}, {"id": "mai-20260917-0721-smoke|c83-m3|deepseek-small|Scaleway", "prompt": "c83-m3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Scaleway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "EU-based options favored for privacy, data residency, and price-performance"}, {"id": "mai-20260917-0721-smoke|c83-m3|deepseek-small|UpCloud", "prompt": "c83-m3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "UpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "EU-based options favored for privacy, data residency, and price-performance"}, {"id": "mai-20260917-0721-smoke|c83-m3|deepseek-small|OVHcloud", "prompt": "c83-m3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "OVHcloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "EU-based options favored for privacy, data residency, and price-performance"}, {"id": "mai-20260917-0721-smoke|c83-m3|deepseek-small|Red Hat OpenShift", "prompt": "c83-m3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for regulated enterprises that want one integrated, security-first platform from a single vendor \\u2014 at the cost of a steeper learning curve"}, {"id": "mai-20260917-0721-smoke|c83-m3|deepseek-small|Rancher (SUSE)", "prompt": "c83-m3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rancher (SUSE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "for running many clusters everywhere, Rancher is the way"}, {"id": "mai-20260917-0721-smoke|c83-m3|google-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the gold standard for managed Kubernetes... **Choose GKE** if you want the lowest day-to-day management overhead."}, {"id": "mai-20260917-0721-smoke|c83-m3|google-small|Amazon Elastic Kubernetes Service (EKS)", "prompt": "c83-m3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon Elastic Kubernetes Service (EKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose EKS** if you are already heavily invested in AWS and require maximum customizability"}, {"id": "mai-20260917-0721-smoke|c83-m3|google-small|Azure Kubernetes Service (AKS)", "prompt": "c83-m3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose AKS** if your workflow is tightly coupled with Microsoft/Windows"}, {"id": "mai-20260917-0721-smoke|c83-m3|google-small|Red Hat OpenShift", "prompt": "c83-m3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose OpenShift or Rancher** if you are an enterprise managing a hybrid cloud architecture"}, {"id": "mai-20260917-0721-smoke|c83-m3|google-small|SUSE Rancher (Rancher Prime)", "prompt": "c83-m3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "SUSE Rancher (Rancher Prime)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cons: Significant operational overhead to maintain Rancher itself."}, {"id": "mai-20260917-0721-smoke|c83-m3|google-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose DigitalOcean** if you are a startup or independent developer looking for simple, cheap, and fast Kubernetes deployments"}, {"id": "mai-20260917-0721-smoke|c83-m3|google-small|Akamai (Linode) LKE", "prompt": "c83-m3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Akamai (Linode) LKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These platforms strip away the enterprise bloat... extremely predictable, simple pricing"}, {"id": "mai-20260917-0721-smoke|c83-m3|meta-small|UpCloud UKS", "prompt": "c83-m3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "UpCloud UKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top providers include UpCloud UKS, Civo, DigitalOcean, Amazon EKS"}, {"id": "mai-20260917-0721-smoke|c83-m3|meta-small|Civo", "prompt": "c83-m3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Civo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top providers include UpCloud UKS, Civo, DigitalOcean, Amazon EKS"}, {"id": "mai-20260917-0721-smoke|c83-m3|meta-small|DigitalOcean", "prompt": "c83-m3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top providers include UpCloud UKS, Civo, DigitalOcean, Amazon EKS"}, {"id": "mai-20260917-0721-smoke|c83-m3|meta-small|Amazon EKS", "prompt": "c83-m3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top providers include ... Amazon EKS, Google Kubernetes Engine (GKE)"}, {"id": "mai-20260917-0721-smoke|c83-m3|meta-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Google Kubernetes Engine (GKE), Azure AKS"}, {"id": "mai-20260917-0721-smoke|c83-m3|meta-small|Azure AKS", "prompt": "c83-m3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Azure AKS, Red Hat OpenShift, and Platform9"}, {"id": "mai-20260917-0721-smoke|c83-m3|meta-small|Red Hat OpenShift", "prompt": "c83-m3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Azure AKS, Red Hat OpenShift, and Platform9"}, {"id": "mai-20260917-0721-smoke|c83-m3|meta-small|Platform9", "prompt": "c83-m3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Platform9", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Red Hat OpenShift, and Platform9"}, {"id": "mai-20260917-0721-smoke|c83-m3|minimax-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strengths**: Most automated features, fastest Kubernetes version support... Most automated upgrade process and strongest enterprise features"}, {"id": "mai-20260917-0721-smoke|c83-m3|minimax-small|Amazon Elastic Kubernetes Service (EKS)", "prompt": "c83-m3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon Elastic Kubernetes Service (EKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most widely used, deep AWS integration, supports up to 100,000 worker nodes"}, {"id": "mai-20260917-0721-smoke|c83-m3|minimax-small|Azure Kubernetes Service (AKS)", "prompt": "c83-m3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-effective, excellent Microsoft integration, Windows container support"}, {"id": "mai-20260917-0721-smoke|c83-m3|minimax-small|Red Hat OpenShift", "prompt": "c83-m3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for**: Enterprise environments requiring strict security and compliance"}, {"id": "mai-20260917-0721-smoke|c83-m3|minimax-small|VMware Tanzu", "prompt": "c83-m3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "VMware Tanzu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strongest VMware/hypervisor integration"}, {"id": "mai-20260917-0721-smoke|c83-m3|minimax-small|SUSE Rancher", "prompt": "c83-m3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "SUSE Rancher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for managing clusters across multiple cloud providers and on-premises"}, {"id": "mai-20260917-0721-smoke|c83-m3|minimax-small|DigitalOcean Kubernetes", "prompt": "c83-m3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good for startups/small projects, competitive pricing"}, {"id": "mai-20260917-0721-smoke|c83-m3|minimax-small|Civo", "prompt": "c83-m3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Civo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modern, developer-friendly, UK-based"}, {"id": "mai-20260917-0721-smoke|c83-m3|minimax-small|IBM Cloud Kubernetes", "prompt": "c83-m3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "IBM Cloud Kubernetes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for IBM enterprise customers"}, {"id": "mai-20260917-0721-smoke|c83-m3|minimax-small|Mirantis Kubernetes Engine", "prompt": "c83-m3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Mirantis Kubernetes Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Container expertise, flexible deployment"}, {"id": "mai-20260917-0721-smoke|c83-m3|mistral-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GKE is often considered the most feature-rich and resilient option... **For technical excellence and automation:** GKE"}, {"id": "mai-20260917-0721-smoke|c83-m3|mistral-small|Amazon Elastic Kubernetes Service (EKS)", "prompt": "c83-m3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon Elastic Kubernetes Service (EKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "EKS is best for organizations already using AWS"}, {"id": "mai-20260917-0721-smoke|c83-m3|mistral-small|Azure Kubernetes Service (AKS)", "prompt": "c83-m3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal for Azure-centric organizations"}, {"id": "mai-20260917-0721-smoke|c83-m3|mistral-small|Red Hat OpenShift", "prompt": "c83-m3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "favored for enterprise environments needing strong governance, security, and multi-cloud portability"}, {"id": "mai-20260917-0721-smoke|c83-m3|mistral-small|Rancher", "prompt": "c83-m3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rancher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For enterprise security and multi-cloud:** OpenShift or Rancher"}, {"id": "mai-20260917-0721-smoke|c83-m3|mistral-small|DigitalOcean Kubernetes", "prompt": "c83-m3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For simplicity and cost:** DigitalOcean or Civo"}, {"id": "mai-20260917-0721-smoke|c83-m3|mistral-small|Civo Kubernetes", "prompt": "c83-m3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Civo Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Known for speed and simplicity, often recommended for quick starts"}, {"id": "mai-20260917-0721-smoke|c83-m3|mistral-small|IBM Cloud Kubernetes", "prompt": "c83-m3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "IBM Cloud Kubernetes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good for IBM ecosystem users, with strong security and AI tooling"}, {"id": "mai-20260917-0721-smoke|c83-m3|mistral-small|Linode Kubernetes Engine", "prompt": "c83-m3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Linode Kubernetes Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Affordable and straightforward for smaller workloads"}, {"id": "mai-20260917-0721-smoke|c83-m3|moonshot-small|Amazon EKS", "prompt": "c83-m3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **EKS** if AWS is your system of record"}, {"id": "mai-20260917-0721-smoke|c83-m3|moonshot-small|Azure AKS", "prompt": "c83-m3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **AKS** if you're a Microsoft shop and want cost savings"}, {"id": "mai-20260917-0721-smoke|c83-m3|moonshot-small|Google GKE", "prompt": "c83-m3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Most mature** (launched 2014), Autopilot mode eliminates node management ... ~40% of managed Kubernetes market"}, {"id": "mai-20260917-0721-smoke|c83-m3|moonshot-small|Red Hat OpenShift", "prompt": "c83-m3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise PaaS with strong hybrid/multi-cloud support"}, {"id": "mai-20260917-0721-smoke|c83-m3|moonshot-small|Rancher", "prompt": "c83-m3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Multi-cluster Kubernetes management (now part of SUSE)"}, {"id": "mai-20260917-0721-smoke|c83-m3|moonshot-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Simpler, cost-effective option for smaller workloads"}, {"id": "mai-20260917-0721-smoke|c83-m3|openai-small|Amazon EKS", "prompt": "c83-m3", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **EKS** if you're AWS-first and want strong cloud integration."}, {"id": "mai-20260917-0721-smoke|c83-m3|openai-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m3", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **GKE** if you want the most automated, \"platform-y\" Kubernetes experience on Google Cloud."}, {"id": "mai-20260917-0721-smoke|c83-m3|openai-small|Azure Kubernetes Service (AKS)", "prompt": "c83-m3", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **AKS** if you're Azure-first and want flexible managed vs more automated modes."}, {"id": "mai-20260917-0721-smoke|c83-m3|openai-small|Red Hat OpenShift", "prompt": "c83-m3", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **OpenShift** if you want a more opinionated enterprise platform"}, {"id": "mai-20260917-0721-smoke|c83-m3|xai-small|Amazon EKS (Elastic Kubernetes Service)", "prompt": "c83-m3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS (Elastic Kubernetes Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If locked into a cloud, stick with its native (EKS/AWS, etc.) for seamless billing/IAM"}, {"id": "mai-20260917-0721-smoke|c83-m3|xai-small|Google GKE (Kubernetes Engine)", "prompt": "c83-m3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google GKE (Kubernetes Engine)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most automated (Autopilot mode fully abstracts nodes); best upgrades/autoscaling"}, {"id": "mai-20260917-0721-smoke|c83-m3|xai-small|Microsoft AKS (Azure Kubernetes Service)", "prompt": "c83-m3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Microsoft AKS (Azure Kubernetes Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tight Microsoft integration (Entra ID, DevOps); cost-effective; fastest K8s version rollouts"}, {"id": "mai-20260917-0721-smoke|c83-m3|xai-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For greenfield/startups, try DOKS (free tier trial)"}, {"id": "mai-20260917-0721-smoke|c83-m3|xai-small|Linode Kubernetes Engine (LKE)", "prompt": "c83-m3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Linode Kubernetes Engine (LKE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Low-cost nodes; fast provisioning; good uptime | Smaller ecosystem; basic features"}, {"id": "mai-20260917-0721-smoke|c83-m3|xai-small|Red Hat OpenShift", "prompt": "c83-m3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Complex/heavier; higher cost; steeper curve"}, {"id": "mai-20260917-0721-smoke|c83-m3|xai-small|Rancher Labs (now SUSE)", "prompt": "c83-m3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rancher Labs (now SUSE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Multi-cluster/multi-cloud mgmt; runs anywhere (cloud/on-prem); GitOps focus"}, {"id": "mai-20260917-0721-smoke|c83-m3|xai-small|Civo", "prompt": "c83-m3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Civo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "appear in niche rankings for devs/startups but have smaller footprints"}, {"id": "mai-20260917-0721-smoke|c83-m3|xai-small|Scaleway", "prompt": "c83-m3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Scaleway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "appear in niche rankings for devs/startups but have smaller footprints"}, {"id": "mai-20260917-0721-smoke|c83-m3|xai-small|VMware Tanzu", "prompt": "c83-m3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "VMware Tanzu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "appear in niche rankings for devs/startups but have smaller footprints"}, {"id": "mai-20260917-0721-smoke|c83-m3|zai-small|Amazon EKS", "prompt": "c83-m3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**EKS** is best if you're deeply committed to AWS (IAM, networking, Lambda, etc.) and want Karpenter for node autoscaling."}, {"id": "mai-20260917-0721-smoke|c83-m3|zai-small|Azure AKS", "prompt": "c83-m3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AKS** shines with free control plane and Entra ID integration, making it ideal for Microsoft‑centric environments."}, {"id": "mai-20260917-0721-smoke|c83-m3|zai-small|Google GKE", "prompt": "c83-m3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GKE** is the most automated and polished, with Autopilot and release channels reducing operational toil"}, {"id": "mai-20260917-0721-smoke|c83-m3|zai-small|Red Hat OpenShift", "prompt": "c83-m3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal for enterprises needing an opinionated, integrated platform with strong governance, CI/CD, and compliance"}, {"id": "mai-20260917-0721-smoke|c83-m3|zai-small|SUSE Rancher", "prompt": "c83-m3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "SUSE Rancher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for managing many heterogeneous clusters across clouds and on‑prem with a lightweight management layer"}, {"id": "mai-20260917-0721-smoke|c83-m3|zai-small|Nutanix Kubernetes Platform (NKP)", "prompt": "c83-m3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Nutanix Kubernetes Platform (NKP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "shines for hybrid‑cloud and on‑prem workloads tightly integrated with Nutanix HCI"}, {"id": "mai-20260917-0721-smoke|c83-m3|zai-small|Platform9", "prompt": "c83-m3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Platform9", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "offers an ops‑light managed experience for hybrid/edge teams"}, {"id": "mai-20260917-0721-smoke|c83-m3|zai-small|Portainer", "prompt": "c83-m3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Portainer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "provides a powerful self‑hosted dashboard for full‑stack curation and multi‑cluster governance"}, {"id": "mai-20260917-0721-smoke|c83-m4|alibaba-small|AWS EKS", "prompt": "c83-m4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "they often come with steep control plane fees and complex billing structures"}, {"id": "mai-20260917-0721-smoke|c83-m4|alibaba-small|Google GKE", "prompt": "c83-m4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Big Tech\" Option: Google Kubernetes Engine (GKE)"}, {"id": "mai-20260917-0721-smoke|c83-m4|alibaba-small|Azure AKS", "prompt": "c83-m4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure AKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "GKE is often cheaper than AWS (EKS) or Azure (AKS)"}, {"id": "mai-20260917-0721-smoke|c83-m4|alibaba-small|DigitalOcean", "prompt": "c83-m4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "DigitalOcean is generally considered the best balance of price and usability"}, {"id": "mai-20260917-0721-smoke|c83-m4|alibaba-small|Akamai Linode", "prompt": "c83-m4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Akamai Linode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Very similar to DigitalOcean with flat control plane fees (~$12/month)"}, {"id": "mai-20260917-0721-smoke|c83-m4|alibaba-small|Vultr", "prompt": "c83-m4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Offers flat-rate control planes and extremely competitive node pricing"}, {"id": "mai-20260917-0721-smoke|c83-m4|alibaba-small|Rancher", "prompt": "c83-m4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "install **Rancher** (a Kubernetes management layer)"}, {"id": "mai-20260917-0721-smoke|c83-m4|alibaba-small|Oracle Cloud (Always Free)", "prompt": "c83-m4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Oracle Cloud (Always Free)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "$0 (Generous free tier limits, but risky for prod)"}, {"id": "mai-20260917-0721-smoke|c83-m4|anthropic-small|Google Kubernetes Engine (GKE) with Autopilot", "prompt": "c83-m4", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google Kubernetes Engine (GKE) with Autopilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "GKE's free tier and AKS's competitive pricing are excellent if you plan to use other services from those providers"}, {"id": "mai-20260917-0721-smoke|c83-m4|anthropic-small|Amazon EKS", "prompt": "c83-m4", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Amazon EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AWS EKS pricing is relatively straightforward (a flat fee per cluster)"}, {"id": "mai-20260917-0721-smoke|c83-m4|anthropic-small|Azure Kubernetes Service (AKS)", "prompt": "c83-m4", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AKS's competitive pricing are excellent if you plan to use other services from those providers"}, {"id": "mai-20260917-0721-smoke|c83-m4|anthropic-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m4", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best Overall for Limited Budgets:** DigitalOcean DOKS or Linode LKE tend to offer the best value for smaller deployments"}, {"id": "mai-20260917-0721-smoke|c83-m4|anthropic-small|Linode Kubernetes Engine (LKE)", "prompt": "c83-m4", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Linode Kubernetes Engine (LKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "DigitalOcean DOKS or Linode LKE tend to offer the best value for smaller deployments"}, {"id": "mai-20260917-0721-smoke|c83-m4|challenger-small|Civo", "prompt": "c83-m4", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest general pick is **Civo**"}, {"id": "mai-20260917-0721-smoke|c83-m4|challenger-small|DigitalOcean Kubernetes", "prompt": "c83-m4", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**DigitalOcean Kubernetes** is also a solid choice, starting at **$12/month**"}, {"id": "mai-20260917-0721-smoke|c83-m4|challenger-small|Vultr Kubernetes Engine", "prompt": "c83-m4", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Vultr Kubernetes Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a **budget-friendly** option with broad datacenter coverage"}, {"id": "mai-20260917-0721-smoke|c83-m4|challenger-small|Scaleway Kapsule", "prompt": "c83-m4", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Scaleway Kapsule", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you are in the **EU** and care about cost/privacy"}, {"id": "mai-20260917-0721-smoke|c83-m4|deepseek-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a company with a limited budget, go with DigitalOcean Kubernetes (DOKS)."}, {"id": "mai-20260917-0721-smoke|c83-m4|deepseek-small|Civo", "prompt": "c83-m4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Civo if you want the absolute absolute minimum monthly cost"}, {"id": "mai-20260917-0721-smoke|c83-m4|deepseek-small|Vultr Kubernetes Engine (VKE)", "prompt": "c83-m4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Vultr Kubernetes Engine (VKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best price-to-resources ... Free control plane"}, {"id": "mai-20260917-0721-smoke|c83-m4|deepseek-small|Linode (Akamai) LKE", "prompt": "c83-m4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Linode (Akamai) LKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "free control plane, ~$34/month starter"}, {"id": "mai-20260917-0721-smoke|c83-m4|deepseek-small|Azure AKS", "prompt": "c83-m4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure AKS if you already run workloads on Azure and want to consolidate"}, {"id": "mai-20260917-0721-smoke|c83-m4|deepseek-small|GKE Autopilot", "prompt": "c83-m4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "GKE Autopilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "bills per pod and can be very cost-efficient for spiky/variable workloads"}, {"id": "mai-20260917-0721-smoke|c83-m4|deepseek-small|AWS EKS", "prompt": "c83-m4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AWS EKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid AWS EKS and GKE Standard on a tight budget"}, {"id": "mai-20260917-0721-smoke|c83-m4|deepseek-small|GKE (Standard)", "prompt": "c83-m4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "GKE (Standard)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "avoid AWS EKS and GKE Standard on a tight budget"}, {"id": "mai-20260917-0721-smoke|c83-m4|google-small|Linode Kubernetes Engine (LKE) by Akamai", "prompt": "c83-m4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Linode Kubernetes Engine (LKE) by Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with Linode (LKE) or DigitalOcean (DOKS) if you want predictable, low-cost pricing"}, {"id": "mai-20260917-0721-smoke|c83-m4|google-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with Linode (LKE) or DigitalOcean (DOKS) if you want predictable, low-cost pricing"}, {"id": "mai-20260917-0721-smoke|c83-m4|google-small|Civo", "prompt": "c83-m4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Lightweight Workloads & Speed ... Extremely affordable, starting around $4–$7/month"}, {"id": "mai-20260917-0721-smoke|c83-m4|google-small|Azure Kubernetes Service (AKS)", "prompt": "c83-m4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with Azure (AKS) if you must use a major cloud provider but refuse to pay a cluster management fee."}, {"id": "mai-20260917-0721-smoke|c83-m4|google-small|Google Kubernetes Engine (GKE) Standard", "prompt": "c83-m4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google Kubernetes Engine (GKE) Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GKE is essentially free to manage. You will only pay for the compute nodes."}, {"id": "mai-20260917-0721-smoke|c83-m4|google-small|GKE Autopilot", "prompt": "c83-m4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "GKE Autopilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid *GKE Autopilot* if your resource needs are very small and predictable"}, {"id": "mai-20260917-0721-smoke|c83-m4|google-small|EKS", "prompt": "c83-m4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Unlike AWS (EKS) and Google Cloud (GKE), which charge a flat $0.10/hour (~$73/month) just to keep a cluster alive"}, {"id": "mai-20260917-0721-smoke|c83-m4|meta-small|Civo", "prompt": "c83-m4", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best managed Kubernetes platform for a company with a limited budget is Civo"}, {"id": "mai-20260917-0721-smoke|c83-m4|meta-small|Scaleway Kapsule", "prompt": "c83-m4", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Scaleway Kapsule", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Scaleway Kapsule, Hetzner, Linode, and Vultr"}, {"id": "mai-20260917-0721-smoke|c83-m4|meta-small|Hetzner", "prompt": "c83-m4", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Scaleway Kapsule, Hetzner, Linode, and Vultr"}, {"id": "mai-20260917-0721-smoke|c83-m4|meta-small|Linode", "prompt": "c83-m4", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Linode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Scaleway Kapsule, Hetzner, Linode, and Vultr"}, {"id": "mai-20260917-0721-smoke|c83-m4|meta-small|Vultr", "prompt": "c83-m4", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Scaleway Kapsule, Hetzner, Linode, and Vultr"}, {"id": "mai-20260917-0721-smoke|c83-m4|minimax-small|Civo", "prompt": "c83-m4", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend starting with **Civo** or **DigitalOcean**"}, {"id": "mai-20260917-0721-smoke|c83-m4|minimax-small|DigitalOcean Kubernetes", "prompt": "c83-m4", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend starting with **Civo** or **DigitalOcean**"}, {"id": "mai-20260917-0721-smoke|c83-m4|minimax-small|Vultr", "prompt": "c83-m4", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vultr** (Best Price-Quality Ratio)"}, {"id": "mai-20260917-0721-smoke|c83-m4|minimax-small|Scaleway Kapsule", "prompt": "c83-m4", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Scaleway Kapsule", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Scaleway Kapsule** (Best for EU Companies)"}, {"id": "mai-20260917-0721-smoke|c83-m4|minimax-small|Linode/ Akamai Cloud Compute", "prompt": "c83-m4", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Linode/ Akamai Cloud Compute", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Very affordable, good documentation, solid Terraform integration"}, {"id": "mai-20260917-0721-smoke|c83-m4|mistral-small|Civo", "prompt": "c83-m4", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Civo** for the best price-to-performance ratio"}, {"id": "mai-20260917-0721-smoke|c83-m4|mistral-small|Vultr", "prompt": "c83-m4", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Vultr** if you need the absolute lowest cost and global coverage"}, {"id": "mai-20260917-0721-smoke|c83-m4|mistral-small|Scaleway Kapsule", "prompt": "c83-m4", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Scaleway Kapsule", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a generous free tier and is hosted in the EU"}, {"id": "mai-20260917-0721-smoke|c83-m4|mistral-small|DigitalOcean Kubernetes", "prompt": "c83-m4", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Scaleway** and **DigitalOcean** are also solid alternatives"}, {"id": "mai-20260917-0721-smoke|c83-m4|moonshot-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **DigitalOcean (DOKS)** or **Civo** - both offer free control planes and simple, predictable pricing"}, {"id": "mai-20260917-0721-smoke|c83-m4|moonshot-small|Civo", "prompt": "c83-m4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **DigitalOcean (DOKS)** or **Civo** - both offer free control planes and simple, predictable pricing"}, {"id": "mai-20260917-0721-smoke|c83-m4|moonshot-small|Vultr Kubernetes (VKE)", "prompt": "c83-m4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Vultr Kubernetes (VKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best price-to-performance ratio** ... More resources per dollar than competitors"}, {"id": "mai-20260917-0721-smoke|c83-m4|moonshot-small|Linode/Akamai (LKE)", "prompt": "c83-m4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Linode/Akamai (LKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free control plane - Well-established with good documentation"}, {"id": "mai-20260917-0721-smoke|c83-m4|moonshot-small|Azure AKS", "prompt": "c83-m4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need hyperscaler features, **Azure AKS** is the most cost-effective with its free control plane"}, {"id": "mai-20260917-0721-smoke|c83-m4|moonshot-small|AWS EKS", "prompt": "c83-m4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "$73/mo | Most expensive control plane"}, {"id": "mai-20260917-0721-smoke|c83-m4|moonshot-small|Google GKE", "prompt": "c83-m4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google GKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "$73/mo (Standard) / Free (Autopilot) | Autopilot can save money for variable workloads"}, {"id": "mai-20260917-0721-smoke|c83-m4|openai-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m4", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Startup / small company / limited DevOps:** start with **GKE Autopilot**"}, {"id": "mai-20260917-0721-smoke|c83-m4|openai-small|Azure Kubernetes Service (AKS)", "prompt": "c83-m4", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Already on Azure:** **AKS**"}, {"id": "mai-20260917-0721-smoke|c83-m4|openai-small|Amazon EKS", "prompt": "c83-m4", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "can be cost-effective if you already use AWS, but control-plane and surrounding AWS costs can add up"}, {"id": "mai-20260917-0721-smoke|c83-m4|openai-small|Cloud Run", "prompt": "c83-m4", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Cloud Run", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **managed container platforms** like **Cloud Run**"}, {"id": "mai-20260917-0721-smoke|c83-m4|openai-small|Azure Container Apps", "prompt": "c83-m4", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure Container Apps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Azure Container Apps**"}, {"id": "mai-20260917-0721-smoke|c83-m4|openai-small|AWS App Runner", "prompt": "c83-m4", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AWS App Runner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**AWS App Runner**"}, {"id": "mai-20260917-0721-smoke|c83-m4|openai-small|Render", "prompt": "c83-m4", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "or even a simple PaaS like **Render**"}, {"id": "mai-20260917-0721-smoke|c83-m4|openai-small|Fly.io", "prompt": "c83-m4", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Fly.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Fly.io**"}, {"id": "mai-20260917-0721-smoke|c83-m4|openai-small|Railway", "prompt": "c83-m4", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Railway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Railway** depending on needs"}, {"id": "mai-20260917-0721-smoke|c83-m4|xai-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-m4", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DigitalOcean Kubernetes (DOKS) is the best managed Kubernetes platform for a company with a limited budget."}, {"id": "mai-20260917-0721-smoke|c83-m4|xai-small|AWS EKS", "prompt": "c83-m4", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "EKS/AKS/GKE add $70+/month per cluster for control plane—quickly balloons for dev/staging/prod."}, {"id": "mai-20260917-0721-smoke|c83-m4|xai-small|Google GKE", "prompt": "c83-m4", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google GKE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Overkill features and complexity for limited budgets."}, {"id": "mai-20260917-0721-smoke|c83-m4|xai-small|Azure AKS", "prompt": "c83-m4", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure AKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "EKS/AKS/GKE add $70+/month per cluster for control plane"}, {"id": "mai-20260917-0721-smoke|c83-m4|xai-small|Linode LKE (Akamai)", "prompt": "c83-m4", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Linode LKE (Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cheaper nodes, high perf storage, generous bandwidth. Good for stateful apps."}, {"id": "mai-20260917-0721-smoke|c83-m4|xai-small|Vultr VKE", "prompt": "c83-m4", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Vultr VKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lowest entry nodes, 32 global locations, fast setup."}, {"id": "mai-20260917-0721-smoke|c83-m4|xai-small|Civo", "prompt": "c83-m4", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cheapest overall, super-fast provisioning (<2 min), marketplace apps. | Newer (less proven reliability)"}, {"id": "mai-20260917-0721-smoke|c83-m4|zai-small|DigitalOcean DOKS", "prompt": "c83-m4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean DOKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all‑around budget choice:** **DigitalOcean DOKS** – free control plane, per‑second billing, generous bandwidth"}, {"id": "mai-20260917-0721-smoke|c83-m4|zai-small|Linode LKE", "prompt": "c83-m4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Linode LKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you're already on Linode:** **Linode LKE** – free control plane, simple hourly billing"}, {"id": "mai-20260917-0721-smoke|c83-m4|zai-small|Vultr VKE", "prompt": "c83-m4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Vultr VKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for IaC‑focused teams:** **Vultr VKE** – free control plane, strong Terraform support"}, {"id": "mai-20260917-0721-smoke|c83-m4|zai-small|Scaleway Kapsule", "prompt": "c83-m4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Scaleway Kapsule", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best EU‑focused budget choice:** **Scaleway Kapsule** – free control plane, generous EU egress and free tier"}, {"id": "mai-20260917-0721-smoke|c83-m4|zai-small|Hetzner", "prompt": "c83-m4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Hetzner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but you manage the control plane yourself (more ops overhead)"}, {"id": "mai-20260917-0721-smoke|c83-m4|zai-small|AWS EKS", "prompt": "c83-m4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "all charge **≈ $0.10/hour (~$73/month)** just for the control plane, even if you don't run any pods"}, {"id": "mai-20260917-0721-smoke|c83-m4|zai-small|GKE Standard", "prompt": "c83-m4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "GKE Standard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**AWS EKS, GKE Standard, and Azure AKS Standard** all charge **≈ $0.10/hour (~$73/month)** just for the control plane"}, {"id": "mai-20260917-0721-smoke|c83-m4|zai-small|Azure AKS Standard", "prompt": "c83-m4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure AKS Standard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**AWS EKS, GKE Standard, and Azure AKS Standard** all charge **≈ $0.10/hour (~$73/month)** just for the control plane"}, {"id": "mai-20260917-0721-smoke|c83-m5|alibaba-small|AWS EKS", "prompt": "c83-m5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AWS EKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Stick to **GKE (Google)** or **EKS (AWS)**. GKE is widely considered the easiest to use (lowest ops burden). EKS has the largest talent pool."}, {"id": "mai-20260917-0721-smoke|c83-m5|alibaba-small|Azure AKS", "prompt": "c83-m5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Scenario C: \"We are heavily Microsoft focused\" > Stick to **Azure (AKS)**."}, {"id": "mai-20260917-0721-smoke|c83-m5|alibaba-small|Google GKE", "prompt": "c83-m5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Google GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Stick to **GKE (Google)** or **EKS (AWS)**. GKE is widely considered the easiest to use (lowest ops burden)."}, {"id": "mai-20260917-0721-smoke|c83-m5|alibaba-small|Rancher", "prompt": "c83-m5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Rancher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look at **Red Hat OpenShift** or **Rancher (Suse)**."}, {"id": "mai-20260917-0721-smoke|c83-m5|alibaba-small|Red Hat OpenShift", "prompt": "c83-m5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look at **Red Hat OpenShift** or **Rancher (Suse)**. They allow you to standardize your interface"}, {"id": "mai-20260917-0721-smoke|c83-m5|alibaba-small|VMware Tanzu", "prompt": "c83-m5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "VMware Tanzu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Third-Party/Distroless (Rancher, Red Hat OpenShift, VMware Tanzu)"}, {"id": "mai-20260917-0721-smoke|c83-m5|deepseek-small|EKS", "prompt": "c83-m5", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**EKS if AWS is your system of record**"}, {"id": "mai-20260917-0721-smoke|c83-m5|deepseek-small|GKE", "prompt": "c83-m5", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GKE if you want the most automation or lean on Google's data/AI stack**"}, {"id": "mai-20260917-0721-smoke|c83-m5|deepseek-small|AKS", "prompt": "c83-m5", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AKS if you're in the Microsoft stack** (best Entra ID integration)"}, {"id": "mai-20260917-0721-smoke|c83-m5|google-small|Google GKE Autopilot", "prompt": "c83-m5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Google GKE Autopilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "a serverless/fully-managed tier like GKE Autopilot or AWS Fargate is often much cheaper in reality"}, {"id": "mai-20260917-0721-smoke|c83-m5|google-small|AWS Fargate", "prompt": "c83-m5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AWS Fargate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Platforms like **Google GKE Autopilot** or **AWS Fargate** take node management entirely off your plate"}, {"id": "mai-20260917-0721-smoke|c83-m5|google-small|AWS EKS", "prompt": "c83-m5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AWS EKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If 90% of your current stack is on AWS, **Amazon EKS** (paired with Karpenter for scaling) is your path of least resistance."}, {"id": "mai-20260917-0721-smoke|c83-m5|google-small|Azure AKS", "prompt": "c83-m5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Azure AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you prefer managed node groups (like **AWS EKS** or **Azure AKS**), evaluate how easily they integrate"}, {"id": "mai-20260917-0721-smoke|c83-m5|google-small|GKE", "prompt": "c83-m5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you are on GCP, **Google GKE** (or GKE Autopilot) remains the gold standard for ease of use"}, {"id": "mai-20260917-0721-smoke|c83-m5|google-small|Red Hat OpenShift", "prompt": "c83-m5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Enterprise/Multi-Cloud** <br>*(Red Hat OpenShift, Rancher, Tanzu)*"}, {"id": "mai-20260917-0721-smoke|c83-m5|google-small|Rancher", "prompt": "c83-m5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Enterprise/Multi-Cloud** <br>*(Red Hat OpenShift, Rancher, Tanzu)*"}, {"id": "mai-20260917-0721-smoke|c83-m5|google-small|Tanzu", "prompt": "c83-m5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Tanzu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Enterprise/Multi-Cloud** <br>*(Red Hat OpenShift, Rancher, Tanzu)*"}, {"id": "mai-20260917-0721-smoke|c83-m5|meta-small|Amazon Elastic Container Service for Kubernetes (EKS)", "prompt": "c83-m5", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Amazon Elastic Container Service for Kubernetes (EKS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular managed Kubernetes platforms to consider include:"}, {"id": "mai-20260917-0721-smoke|c83-m5|meta-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m5", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular managed Kubernetes platforms to consider include:"}, {"id": "mai-20260917-0721-smoke|c83-m5|meta-small|Microsoft Azure Kubernetes Service (AKS)", "prompt": "c83-m5", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Microsoft Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular managed Kubernetes platforms to consider include:"}, {"id": "mai-20260917-0721-smoke|c83-m5|meta-small|Rancher", "prompt": "c83-m5", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Rancher"}, {"id": "mai-20260917-0721-smoke|c83-m5|meta-small|Red Hat OpenShift", "prompt": "c83-m5", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Red Hat OpenShift"}, {"id": "mai-20260917-0721-smoke|c83-m5|meta-small|VMware Tanzu", "prompt": "c83-m5", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "VMware Tanzu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. VMware Tanzu"}, {"id": "mai-20260917-0721-smoke|c83-m5|minimax-small|GKE", "prompt": "c83-m5", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "No strong cloud preference | **GKE** (most automated, best scaling)"}, {"id": "mai-20260917-0721-smoke|c83-m5|minimax-small|EKS", "prompt": "c83-m5", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS-native already | **EKS** (deepest ecosystem integration)"}, {"id": "mai-20260917-0721-smoke|c83-m5|minimax-small|AKS", "prompt": "c83-m5", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft/Azure shop | **AKS** (free control plane, Entra ID)"}, {"id": "mai-20260917-0721-smoke|c83-m5|mistral-small|EKS", "prompt": "c83-m5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "create a comparison matrix for the top 3–5 platforms you’re evaluating (e.g., EKS, AKS, GKE, OpenShift, Rancher)"}, {"id": "mai-20260917-0721-smoke|c83-m5|mistral-small|AKS", "prompt": "c83-m5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., EKS, AKS, GKE, OpenShift, Rancher)"}, {"id": "mai-20260917-0721-smoke|c83-m5|mistral-small|GKE", "prompt": "c83-m5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "GKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., EKS, AKS, GKE, OpenShift, Rancher)"}, {"id": "mai-20260917-0721-smoke|c83-m5|mistral-small|OpenShift", "prompt": "c83-m5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "OpenShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., EKS, AKS, GKE, OpenShift, Rancher)"}, {"id": "mai-20260917-0721-smoke|c83-m5|mistral-small|Rancher", "prompt": "c83-m5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(e.g., EKS, AKS, GKE, OpenShift, Rancher)"}, {"id": "mai-20260917-0721-smoke|c83-m5|moonshot-small|Amazon EKS", "prompt": "c83-m5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**AWS-heavy** | **Amazon EKS** – Deep integration with IAM, VPC, CloudWatch, Secrets Manager"}, {"id": "mai-20260917-0721-smoke|c83-m5|moonshot-small|Azure AKS", "prompt": "c83-m5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AKS** provides the best cost efficiency with its free control plane"}, {"id": "mai-20260917-0721-smoke|c83-m5|moonshot-small|Google GKE", "prompt": "c83-m5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Google GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you're cloud-flexible**, **GKE** offers the most automation and least operational overhead"}, {"id": "mai-20260917-0721-smoke|c83-m5|xai-small|Amazon EKS", "prompt": "c83-m5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Popular options include cloud-native services like **Amazon EKS**, **Google GKE**, and **Azure AKS**"}, {"id": "mai-20260917-0721-smoke|c83-m5|xai-small|Google GKE", "prompt": "c83-m5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Google GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GKE Autopilot excels (no node mgmt)"}, {"id": "mai-20260917-0721-smoke|c83-m5|xai-small|Azure AKS", "prompt": "c83-m5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AKS often cheapest upfront"}, {"id": "mai-20260917-0721-smoke|c83-m5|xai-small|Red Hat OpenShift", "prompt": "c83-m5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher cost, steeper curve."}, {"id": "mai-20260917-0721-smoke|c83-m5|xai-small|VMware Tanzu", "prompt": "c83-m5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "VMware Tanzu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "multi-cloud/enterprise platforms like Red Hat OpenShift, VMware Tanzu, or Rancher"}, {"id": "mai-20260917-0721-smoke|c83-m5|xai-small|Rancher", "prompt": "c83-m5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "multi-cloud/enterprise platforms like Red Hat OpenShift, VMware Tanzu, or Rancher"}, {"id": "mai-20260917-0721-smoke|c83-m5|zai-small|AWS EKS", "prompt": "c83-m5", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AWS EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Full AWS stack | **Amazon EKS**"}, {"id": "mai-20260917-0721-smoke|c83-m5|zai-small|Google GKE", "prompt": "c83-m5", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Google GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best automation & developer experience | **Google GKE**"}, {"id": "mai-20260917-0721-smoke|c83-m5|zai-small|Azure AKS", "prompt": "c83-m5", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full Microsoft stack | **Azure AKS**"}, {"id": "mai-20260917-0721-smoke|c83-m5|zai-small|Mirantis", "prompt": "c83-m5", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Mirantis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi\\u2011cloud/hybrid consistency | **Mirantis, VMware Tanzu, Rancher**"}, {"id": "mai-20260917-0721-smoke|c83-m5|zai-small|VMware Tanzu", "prompt": "c83-m5", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "VMware Tanzu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Multi\\u2011cloud, hybrid, consistent policies across clouds"}, {"id": "mai-20260917-0721-smoke|c83-m5|zai-small|Rancher", "prompt": "c83-m5", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Rancher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Multi\\u2011cloud/hybrid consistency | **Mirantis, VMware Tanzu, Rancher**"}, {"id": "mai-20260917-0721-smoke|c83-m6|alibaba-small|GKE", "prompt": "c83-m6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Stick to **Google Cloud (GKE)** for the smoothest out-of-the-box experience"}, {"id": "mai-20260917-0721-smoke|c83-m6|alibaba-small|EKS", "prompt": "c83-m6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "EKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**If you want simplicity:** Avoid EKS and DIY hosting."}, {"id": "mai-20260917-0721-smoke|c83-m6|alibaba-small|AKS", "prompt": "c83-m6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Azure (AKS)** for good UI integration"}, {"id": "mai-20260917-0721-smoke|c83-m6|alibaba-small|Rancher Kubernetes Engine v1 (RKE1)", "prompt": "c83-m6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Rancher Kubernetes Engine v1 (RKE1)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "RKE1 has reached its End of Life... these are ticking time bombs."}, {"id": "mai-20260917-0721-smoke|c83-m6|alibaba-small|RKE2", "prompt": "c83-m6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "RKE2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you must migrate to **RKE2**, **k3s**, or a CNCF-certified distribution immediately"}, {"id": "mai-20260917-0721-smoke|c83-m6|alibaba-small|k3s", "prompt": "c83-m6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "k3s", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "you must migrate to **RKE2**, **k3s**, or a CNCF-certified distribution immediately"}, {"id": "mai-20260917-0721-smoke|c83-m6|alibaba-small|Red Hat OpenShift", "prompt": "c83-m6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it can be prohibitively expensive due to per-node licensing fees"}, {"id": "mai-20260917-0721-smoke|c83-m6|alibaba-small|SUSE Rancher", "prompt": "c83-m6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "SUSE Rancher", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "users report that management UIs and API responses become sluggish when managing more than 20\\u201330 distinct clusters"}, {"id": "mai-20260917-0721-smoke|c83-m6|anthropic-small|AWS EKS", "prompt": "c83-m6", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Costs rise at scale and portability is limited outside the AWS ecosystem"}, {"id": "mai-20260917-0721-smoke|c83-m6|anthropic-small|Google GKE", "prompt": "c83-m6", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google GKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Major cloud providers (AWS EKS, Google GKE, Azure AKS) typically charge $0.10/hour"}, {"id": "mai-20260917-0721-smoke|c83-m6|anthropic-small|Azure AKS", "prompt": "c83-m6", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure AKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Shortcomings include regional reliability concerns, complex networking, platform lock-in, and rising costs as clusters scale"}, {"id": "mai-20260917-0721-smoke|c83-m6|anthropic-small|Civo", "prompt": "c83-m6", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "platforms like Civo, UpCloud, or DigitalOcean can help you launch fast"}, {"id": "mai-20260917-0721-smoke|c83-m6|anthropic-small|UpCloud", "prompt": "c83-m6", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "UpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "platforms like Civo, UpCloud, or DigitalOcean can help you launch fast"}, {"id": "mai-20260917-0721-smoke|c83-m6|anthropic-small|DigitalOcean Kubernetes", "prompt": "c83-m6", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "some alternatives like DigitalOcean Kubernetes omit the control plane fee, charging only for resources"}, {"id": "mai-20260917-0721-smoke|c83-m6|challenger-small|AWS EKS", "prompt": "c83-m6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS EKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid EKS/AKS/GKE** if you need **multi-cloud portability**"}, {"id": "mai-20260917-0721-smoke|c83-m6|challenger-small|Azure AKS", "prompt": "c83-m6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure AKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid EKS/AKS/GKE** if you need **multi-cloud portability**"}, {"id": "mai-20260917-0721-smoke|c83-m6|challenger-small|Google GKE", "prompt": "c83-m6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google GKE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid EKS/AKS/GKE** if you need **multi-cloud portability**"}, {"id": "mai-20260917-0721-smoke|c83-m6|challenger-small|OpenShift", "prompt": "c83-m6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "OpenShift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Be cautious with OpenShift/Tanzu** if you want **vanilla Kubernetes** with minimal vendor-specific layers."}, {"id": "mai-20260917-0721-smoke|c83-m6|challenger-small|VMware Tanzu", "prompt": "c83-m6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "VMware Tanzu", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Also a wrapper layer; the caution is mainly added complexity and ecosystem coupling"}, {"id": "mai-20260917-0721-smoke|c83-m6|challenger-small|Cloud Run", "prompt": "c83-m6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Cloud Run", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be cautious with serverless container products** like Cloud Run or Azure Container Instances if you need full Kubernetes control"}, {"id": "mai-20260917-0721-smoke|c83-m6|challenger-small|Azure Container Instances", "prompt": "c83-m6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure Container Instances", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be cautious with serverless container products** like Cloud Run or Azure Container Instances if you need full Kubernetes control"}, {"id": "mai-20260917-0721-smoke|c83-m6|deepseek-small|Red Hat OpenShift (managed offerings like ROSA)", "prompt": "c83-m6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Red Hat OpenShift (managed offerings like ROSA)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** OpenShift (unless enterprise compliance mandates it)"}, {"id": "mai-20260917-0721-smoke|c83-m6|deepseek-small|AKS", "prompt": "c83-m6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Stick with the safe bets:** **GKE** (best experience), **AKS** (best value & integration)"}, {"id": "mai-20260917-0721-smoke|c83-m6|deepseek-small|GKE", "prompt": "c83-m6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Stick with the safe bets:** **GKE** (best experience)"}, {"id": "mai-20260917-0721-smoke|c83-m6|deepseek-small|Oracle Cloud Infrastructure – Container Engine for Kubernetes (OKE)", "prompt": "c83-m6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Oracle Cloud Infrastructure – Container Engine for Kubernetes (OKE)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Oracle OKE (unless trapped in Oracle ecosystem)"}, {"id": "mai-20260917-0721-smoke|c83-m6|deepseek-small|DigitalOcean – Managed Kubernetes (DOKS)", "prompt": "c83-m6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean – Managed Kubernetes (DOKS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Be cautious with:** DigitalOcean (for stateful production)"}, {"id": "mai-20260917-0721-smoke|c83-m6|deepseek-small|IBM Cloud – Kubernetes Service (IKS)", "prompt": "c83-m6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "IBM Cloud – Kubernetes Service (IKS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Caution:** Avoid unless you are already an IBM Cloud customer with existing infrastructure commitments."}, {"id": "mai-20260917-0721-smoke|c83-m6|deepseek-small|AWS Elastic Kubernetes Service (EKS)", "prompt": "c83-m6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS Elastic Kubernetes Service (EKS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "EKS (for small teams without dedicated ops)"}, {"id": "mai-20260917-0721-smoke|c83-m6|deepseek-small|Hetzner", "prompt": "c83-m6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Hetzner", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Hetzner famously has no first-party managed Kubernetes, just self-managed paths — avoid if you need managed support"}, {"id": "mai-20260917-0721-smoke|c83-m6|google-small|VMware Tanzu (Broadcom)", "prompt": "c83-m6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "VMware Tanzu (Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Tanzu unless your organization has a massive budget and a deep, unmovable commitment to the legacy VMware ecosystem"}, {"id": "mai-20260917-0721-smoke|c83-m6|google-small|Red Hat OpenShift (ROSA / ARO)", "prompt": "c83-m6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Red Hat OpenShift (ROSA / ARO)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid if you want standard, highly portable Kubernetes API patterns or if you are on a tight budget."}, {"id": "mai-20260917-0721-smoke|c83-m6|google-small|AWS EKS (Elastic Kubernetes Service)", "prompt": "c83-m6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS EKS (Elastic Kubernetes Service)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid for small teams, startups, or solo developers who lack dedicated platform engineering resources."}, {"id": "mai-20260917-0721-smoke|c83-m6|google-small|Oracle Cloud Container Engine (OKE)", "prompt": "c83-m6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Oracle Cloud Container Engine (OKE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Proceed with caution. OKE can be cost-effective for pure-compute workloads, but the operational and administrative frustrations make it risky"}, {"id": "mai-20260917-0721-smoke|c83-m6|google-small|Google Kubernetes Engine (GKE)", "prompt": "c83-m6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Google Kubernetes Engine (GKE)** is widely considered the gold standard for managed Kubernetes"}, {"id": "mai-20260917-0721-smoke|c83-m6|google-small|Civo", "prompt": "c83-m6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Civo** (running lightweight K3s) ... offer simple, fast, and transparently priced alternatives"}, {"id": "mai-20260917-0721-smoke|c83-m6|google-small|DigitalOcean LKE", "prompt": "c83-m6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean LKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**DigitalOcean LKE** offer simple, fast, and transparently priced alternatives that still support robust API integrations."}, {"id": "mai-20260917-0721-smoke|c83-m6|minimax-small|IONOS", "prompt": "c83-m6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "IONOS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "some smaller providers like IONOS have reported outage issues"}, {"id": "mai-20260917-0721-smoke|c83-m6|minimax-small|Civo", "prompt": "c83-m6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Civo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Civo or DigitalOcean for quick setups"}, {"id": "mai-20260917-0721-smoke|c83-m6|minimax-small|DigitalOcean", "prompt": "c83-m6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Civo or DigitalOcean for quick setups"}, {"id": "mai-20260917-0721-smoke|c83-m6|minimax-small|Scaleway", "prompt": "c83-m6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Scaleway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Scaleway or UpCloud for EU privacy concerns"}, {"id": "mai-20260917-0721-smoke|c83-m6|minimax-small|UpCloud", "prompt": "c83-m6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "UpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Scaleway or UpCloud for EU privacy concerns"}, {"id": "mai-20260917-0721-smoke|c83-m6|minimax-small|GKE", "prompt": "c83-m6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "GKE or AKS for enterprise features"}, {"id": "mai-20260917-0721-smoke|c83-m6|minimax-small|AKS", "prompt": "c83-m6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "GKE or AKS for enterprise features"}, {"id": "mai-20260917-0721-smoke|c83-m6|mistral-small|Platform9", "prompt": "c83-m6", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Platform9", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some third-party managers (e.g., Platform9, StackPointCloud) and certain PaaS offerings have been noted for adding complexity or not delivering on promised simplicity"}, {"id": "mai-20260917-0721-smoke|c83-m6|mistral-small|StackPointCloud", "prompt": "c83-m6", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "StackPointCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Some third-party managers (e.g., Platform9, StackPointCloud) ... noted for adding complexity or not delivering on promised simplicity"}, {"id": "mai-20260917-0721-smoke|c83-m6|mistral-small|Civo", "prompt": "c83-m6", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Civo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with well-established, developer-friendly platforms like Civo, DigitalOcean, GKE, or AKS is safer"}, {"id": "mai-20260917-0721-smoke|c83-m6|mistral-small|DigitalOcean", "prompt": "c83-m6", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "developer-friendly platforms like Civo, DigitalOcean, GKE, or AKS is safer"}, {"id": "mai-20260917-0721-smoke|c83-m6|mistral-small|GKE", "prompt": "c83-m6", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "developer-friendly platforms like Civo, DigitalOcean, GKE, or AKS is safer"}, {"id": "mai-20260917-0721-smoke|c83-m6|mistral-small|AKS", "prompt": "c83-m6", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "developer-friendly platforms like Civo, DigitalOcean, GKE, or AKS is safer"}, {"id": "mai-20260917-0721-smoke|c83-m6|moonshot-small|VMware Tanzu", "prompt": "c83-m6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "VMware Tanzu", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict**: Avoid unless you're deeply embedded in VMware with no migration path."}, {"id": "mai-20260917-0721-smoke|c83-m6|moonshot-small|Red Hat OpenShift", "prompt": "c83-m6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Verdict**: Consider carefully—good for enterprises needing full security/AI stack, but overkill for many use cases."}, {"id": "mai-20260917-0721-smoke|c83-m6|moonshot-small|IBM Cloud Kubernetes", "prompt": "c83-m6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "IBM Cloud Kubernetes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Only choose if you have specific contractual or regulatory requirements tying you to these clouds."}, {"id": "mai-20260917-0721-smoke|c83-m6|moonshot-small|Oracle OKE", "prompt": "c83-m6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Oracle OKE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Smaller ecosystems compared to hyperscalers mean fewer integrations, tools, and community resources"}, {"id": "mai-20260917-0721-smoke|c83-m6|moonshot-small|Linode/Akamai", "prompt": "c83-m6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Linode/Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Acceptable for simple workloads or cost-sensitive scenarios, but expect to build more yourself."}, {"id": "mai-20260917-0721-smoke|c83-m6|moonshot-small|Vultr", "prompt": "c83-m6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Feature gaps**: Limited managed service integrations compared to hyperscalers"}, {"id": "mai-20260917-0721-smoke|c83-m6|moonshot-small|EKS", "prompt": "c83-m6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "EKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**GKE** (best UX) or **EKS** (best ecosystem)"}, {"id": "mai-20260917-0721-smoke|c83-m6|moonshot-small|AKS", "prompt": "c83-m6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cost-conscious | **AKS** (free control plane) with careful networking setup"}, {"id": "mai-20260917-0721-smoke|c83-m6|moonshot-small|GKE", "prompt": "c83-m6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "GKE | Least problematic ... **Best overall balance**: GKE for operational simplicity"}, {"id": "mai-20260917-0721-smoke|c83-m6|moonshot-small|Rancher", "prompt": "c83-m6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Rancher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Multi-cloud needs | **Rancher** (modular, less opinionated than OpenShift/Tanzu)"}, {"id": "mai-20260917-0721-smoke|c83-m6|moonshot-small|RKE2", "prompt": "c83-m6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "RKE2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Bare metal/edge | **RKE2** or **k3s** with your own tooling"}, {"id": "mai-20260917-0721-smoke|c83-m6|moonshot-small|k3s", "prompt": "c83-m6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "k3s", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Bare metal/edge | **RKE2** or **k3s** with your own tooling"}, {"id": "mai-20260917-0721-smoke|c83-m6|openai-small|Azure AKS", "prompt": "c83-m6", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure AKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Azure AKS documents that clusters are regional and cannot span regions, so if you need active-active across regions, you need to design for that yourself"}, {"id": "mai-20260917-0721-smoke|c83-m6|openai-small|AWS", "prompt": "c83-m6", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "AWS notes some components like Karpenter remain customer-managed and customer-responsible for availability/security"}, {"id": "mai-20260917-0721-smoke|c83-m6|openai-small|EKS", "prompt": "c83-m6", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "provider-by-provider caution list** for EKS, GKE, AKS, DigitalOcean, Rancher, OpenShift, Linode/Akamai, etc."}, {"id": "mai-20260917-0721-smoke|c83-m6|openai-small|GKE", "prompt": "c83-m6", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "caution list** for EKS, GKE, AKS, DigitalOcean, Rancher, OpenShift, Linode/Akamai"}, {"id": "mai-20260917-0721-smoke|c83-m6|openai-small|DigitalOcean", "prompt": "c83-m6", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "caution list** for EKS, GKE, AKS, DigitalOcean, Rancher, OpenShift, Linode/Akamai"}, {"id": "mai-20260917-0721-smoke|c83-m6|openai-small|Rancher", "prompt": "c83-m6", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "caution list** for EKS, GKE, AKS, DigitalOcean, Rancher, OpenShift, Linode/Akamai"}, {"id": "mai-20260917-0721-smoke|c83-m6|openai-small|OpenShift", "prompt": "c83-m6", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "OpenShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "caution list** for EKS, GKE, AKS, DigitalOcean, Rancher, OpenShift, Linode/Akamai"}, {"id": "mai-20260917-0721-smoke|c83-m6|openai-small|Linode/Akamai", "prompt": "c83-m6", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Linode/Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "caution list** for EKS, GKE, AKS, DigitalOcean, Rancher, OpenShift, Linode/Akamai, etc."}, {"id": "mai-20260917-0721-smoke|c83-m6|xai-small|AWS EKS", "prompt": "c83-m6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS EKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid if**: Startups/small teams without AWS/K8s experts—start simpler elsewhere."}, {"id": "mai-20260917-0721-smoke|c83-m6|xai-small|DigitalOcean DOKS", "prompt": "c83-m6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean DOKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid if**: Production needing 99.99%+ uptime or fast support."}, {"id": "mai-20260917-0721-smoke|c83-m6|xai-small|GKE", "prompt": "c83-m6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**GKE**: Opinionated networking obscures K8s configs; some GPU/node taints post-maintenance"}, {"id": "mai-20260917-0721-smoke|c83-m6|xai-small|AKS", "prompt": "c83-m6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**AKS**: Semi-manual upgrades; network policies locked at creation"}, {"id": "mai-20260917-0721-smoke|c83-m6|xai-small|Linode LKE (Akamai)", "prompt": "c83-m6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Linode LKE (Akamai)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Simple, cheap (free control plane standard), fast setup. Rare complaints; good for startups."}, {"id": "mai-20260917-0721-smoke|c83-m6|xai-small|Civo", "prompt": "c83-m6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Often ranked high for ease/privacy/cost in EU; transparent pricing, quick Terraform."}, {"id": "mai-20260917-0721-smoke|c83-m6|xai-small|Scaleway", "prompt": "c83-m6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Scaleway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Often ranked high for ease/privacy/cost in EU"}, {"id": "mai-20260917-0721-smoke|c83-m6|xai-small|OVH", "prompt": "c83-m6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "OVH", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Often ranked high for ease/privacy/cost in EU"}, {"id": "mai-20260917-0721-smoke|c83-m6|xai-small|Rancher", "prompt": "c83-m6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If multi-cloud, consider self-managed on VMs or tools like Rancher."}, {"id": "mai-20260917-0721-smoke|c83-m6|zai-small|Amazon EKS", "prompt": "c83-m6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Amazon EKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "EKS is frequently described as \"the worst managed Kubernetes provider out of all the major players\"... avoid hyperscaler-only solutions like EKS"}, {"id": "mai-20260917-0721-smoke|c83-m6|zai-small|Azure AKS", "prompt": "c83-m6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure AKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid hyperscaler-only solutions like EKS, GKE, or AKS unless you have strong ecosystem reasons"}, {"id": "mai-20260917-0721-smoke|c83-m6|zai-small|GKE", "prompt": "c83-m6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid hyperscaler-only solutions like EKS, GKE, or AKS unless you have strong ecosystem reasons"}, {"id": "mai-20260917-0721-smoke|c83-m6|zai-small|IBM Cloud Kubernetes Service", "prompt": "c83-m6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "IBM Cloud Kubernetes Service", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not recommended if you value multi-cloud portability or plan to move workloads later."}, {"id": "mai-20260917-0721-smoke|c83-m6|zai-small|Nutanix Kubernetes Platform", "prompt": "c83-m6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Nutanix Kubernetes Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not recommended if you value multi-cloud portability or plan to move workloads later."}, {"id": "mai-20260917-0721-smoke|c83-m6|zai-small|Red Hat OpenShift Managed Services", "prompt": "c83-m6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Red Hat OpenShift Managed Services", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Strong enterprise SLAs, compliance support, and hybrid deployment capabilities."}, {"id": "mai-20260917-0721-smoke|c83-m6|zai-small|Mirantis Kubernetes Engine", "prompt": "c83-m6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Mirantis Kubernetes Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cloud-agnostic, built on upstream standards, good for hybrid/on-prem use and multi-cloud portability."}, {"id": "mai-20260917-0721-smoke|c83-m6|zai-small|Rackspace Spot", "prompt": "c83-m6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Rackspace Spot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Fully managed Kubernetes with strong SLAs and support."}, {"id": "mai-20260917-0721-smoke|c83-s1|alibaba-small|Google Kubernetes Engine (GKE)", "prompt": "c83-s1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Gold Standard (Best Overall): Google Kubernetes Engine (GKE)"}, {"id": "mai-20260917-0721-smoke|c83-s1|alibaba-small|DigitalOcean (DOKS)", "prompt": "c83-s1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean (DOKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Simplest\" Option (Best for Non-DevOps Teams): DigitalOcean (DOKS)"}, {"id": "mai-20260917-0721-smoke|c83-s1|alibaba-small|AWS (EKS)", "prompt": "c83-s1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "AWS (EKS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "EKS is historically more complex to configure than GKE... making it slightly more expensive than Google for smaller clusters."}, {"id": "mai-20260917-0721-smoke|c83-s1|alibaba-small|Azure (AKS)", "prompt": "c83-s1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure (AKS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Azure (AKS)** | ... Complexity High ... Best For .Net / Windows Shops"}, {"id": "mai-20260917-0721-smoke|c83-s1|alibaba-small|Render", "prompt": "c83-s1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "App Platforms (PaaS): Services like **Render**, **Heroku**, or **Fly.io**."}, {"id": "mai-20260917-0721-smoke|c83-s1|alibaba-small|Heroku", "prompt": "c83-s1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Heroku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Services like **Render**, **Heroku**, or **Fly.io**."}, {"id": "mai-20260917-0721-smoke|c83-s1|alibaba-small|Fly.io", "prompt": "c83-s1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Fly.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Services like **Render**, **Heroku**, or **Fly.io**."}, {"id": "mai-20260917-0721-smoke|c83-s1|alibaba-small|AWS App Runner", "prompt": "c83-s1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "AWS App Runner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Serverless Containers: **AWS App Runner**, **Google Cloud Run**, or **Azure Container Apps**."}, {"id": "mai-20260917-0721-smoke|c83-s1|alibaba-small|Google Cloud Run", "prompt": "c83-s1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Cloud Run", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**AWS App Runner**, **Google Cloud Run**, or **Azure Container Apps**"}, {"id": "mai-20260917-0721-smoke|c83-s1|alibaba-small|Azure Container Apps", "prompt": "c83-s1", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure Container Apps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**AWS App Runner**, **Google Cloud Run**, or **Azure Container Apps**"}, {"id": "mai-20260917-0721-smoke|c83-s1|anthropic-small|Amazon EKS (Elastic Kubernetes Service)", "prompt": "c83-s1", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS (Elastic Kubernetes Service)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Highly reliable and scalable"}, {"id": "mai-20260917-0721-smoke|c83-s1|anthropic-small|Google GKE (Google Kubernetes Engine)", "prompt": "c83-s1", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google GKE (Google Kubernetes Engine)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **GKE** if you want more powerful features and don't mind slightly more complexity"}, {"id": "mai-20260917-0721-smoke|c83-s1|anthropic-small|Microsoft AKS (Azure Kubernetes Service)", "prompt": "c83-s1", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Microsoft AKS (Azure Kubernetes Service)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Excellent if you're already in the Azure ecosystem"}, {"id": "mai-20260917-0721-smoke|c83-s1|anthropic-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s1", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd recommend **DigitalOcean Kubernetes** for simplicity and cost"}, {"id": "mai-20260917-0721-smoke|c83-s1|challenger-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s1", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best managed Kubernetes platform is usually **DigitalOcean Kubernetes (DOKS)**"}, {"id": "mai-20260917-0721-smoke|c83-s1|challenger-small|Linode Kubernetes Engine (LKE)", "prompt": "c83-s1", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Linode Kubernetes Engine (LKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is also frequently recommended as \"best for startups.\""}, {"id": "mai-20260917-0721-smoke|c83-s1|challenger-small|Civo", "prompt": "c83-s1", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Civo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "alongside other lightweight providers like Civo and Linode"}, {"id": "mai-20260917-0721-smoke|c83-s1|challenger-small|AWS EKS", "prompt": "c83-s1", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "only if you already need those ecosystems ... they add more operational complexity for small teams"}, {"id": "mai-20260917-0721-smoke|c83-s1|challenger-small|Azure AKS", "prompt": "c83-s1", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure AKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "only if you already need those ecosystems ... they add more operational complexity for small teams"}, {"id": "mai-20260917-0721-smoke|c83-s1|deepseek-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DigitalOcean Kubernetes (or Civo for an even leaner budget)** is usually the best starting point"}, {"id": "mai-20260917-0721-smoke|c83-s1|deepseek-small|Civo", "prompt": "c83-s1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Civo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**DigitalOcean Kubernetes (or Civo for an even leaner budget)** is usually the best starting point"}, {"id": "mai-20260917-0721-smoke|c83-s1|deepseek-small|Google GKE", "prompt": "c83-s1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best-in-class automation (Autopilot mode handles everything), best autoscaling"}, {"id": "mai-20260917-0721-smoke|c83-s1|deepseek-small|Amazon EKS", "prompt": "c83-s1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "costs a ~$73/month control-plane fee and you pay for more operational glue"}, {"id": "mai-20260917-0721-smoke|c83-s1|deepseek-small|Azure AKS", "prompt": "c83-s1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you run a Microsoft estate (Entra ID integration) and offers a genuinely free control-plane tier"}, {"id": "mai-20260917-0721-smoke|c83-s1|deepseek-small|Linode (Akamai) LKE", "prompt": "c83-s1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Linode (Akamai) LKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget/low-friction alternatives: Linode (Akamai) LKE, Vultr, UpCloud, and Scaleway are all solid"}, {"id": "mai-20260917-0721-smoke|c83-s1|deepseek-small|Vultr", "prompt": "c83-s1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Budget/low-friction alternatives: Linode (Akamai) LKE, Vultr, UpCloud, and Scaleway are all solid"}, {"id": "mai-20260917-0721-smoke|c83-s1|deepseek-small|UpCloud", "prompt": "c83-s1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "UpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Civo, UpCloud, and Scaleway are strong picks"}, {"id": "mai-20260917-0721-smoke|c83-s1|deepseek-small|Scaleway", "prompt": "c83-s1", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Scaleway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Civo, UpCloud, and Scaleway are strong picks"}, {"id": "mai-20260917-0721-smoke|c83-s1|google-small|GKE Autopilot", "prompt": "c83-s1", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "GKE Autopilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall for Low Overhead: Google Kubernetes Engine (GKE) Autopilot"}, {"id": "mai-20260917-0721-smoke|c83-s1|google-small|DigitalOcean (DOKS)", "prompt": "c83-s1", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean (DOKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose DigitalOcean (DOKS) if your budget is tight"}, {"id": "mai-20260917-0721-smoke|c83-s1|google-small|AWS EKS (with Auto Mode)", "prompt": "c83-s1", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "AWS EKS (with Auto Mode)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose AWS EKS Auto Mode if your enterprise B2B customers require AWS compliance"}, {"id": "mai-20260917-0721-smoke|c83-s1|google-small|AWS ECS (with Fargate)", "prompt": "c83-s1", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "AWS ECS (with Fargate)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you are on AWS, Fargate runs your containers on demand."}, {"id": "mai-20260917-0721-smoke|c83-s1|google-small|Railway", "prompt": "c83-s1", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Railway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Railway, Render, or Northflank: These are developer-focused platforms"}, {"id": "mai-20260917-0721-smoke|c83-s1|google-small|Render", "prompt": "c83-s1", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Railway, Render, or Northflank: These are developer-focused platforms"}, {"id": "mai-20260917-0721-smoke|c83-s1|google-small|Northflank", "prompt": "c83-s1", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Northflank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Railway, Render, or Northflank: These are developer-focused platforms"}, {"id": "mai-20260917-0721-smoke|c83-s1|meta-small|Civo", "prompt": "c83-s1", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Civo or DigitalOcean for quick wins"}, {"id": "mai-20260917-0721-smoke|c83-s1|meta-small|DigitalOcean", "prompt": "c83-s1", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Civo or DigitalOcean for quick wins"}, {"id": "mai-20260917-0721-smoke|c83-s1|meta-small|UpCloud", "prompt": "c83-s1", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "UpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "UpCloud or Scaleway if you're in the EU and care about privacy"}, {"id": "mai-20260917-0721-smoke|c83-s1|meta-small|Scaleway", "prompt": "c83-s1", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Scaleway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "UpCloud or Scaleway if you're in the EU and care about privacy"}, {"id": "mai-20260917-0721-smoke|c83-s1|meta-small|Azure", "prompt": "c83-s1", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure for overall best performance"}, {"id": "mai-20260917-0721-smoke|c83-s1|meta-small|Linode", "prompt": "c83-s1", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Linode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Linode for startups"}, {"id": "mai-20260917-0721-smoke|c83-s1|meta-small|OVHCloud", "prompt": "c83-s1", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "OVHCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "OVHCloud for cost-effectiveness"}, {"id": "mai-20260917-0721-smoke|c83-s1|minimax-small|Amazon Elastic Kubernetes Service (EKS)", "prompt": "c83-s1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon Elastic Kubernetes Service (EKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Companies already on AWS who need the widest ecosystem and enterprise-grade support."}, {"id": "mai-20260917-0721-smoke|c83-s1|minimax-small|Google Kubernetes Engine (GKE)", "prompt": "c83-s1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GKE Autopilot or EKS Fargate are strong contenders."}, {"id": "mai-20260917-0721-smoke|c83-s1|minimax-small|Azure Kubernetes Service (AKS)", "prompt": "c83-s1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Organisations that rely on Microsoft services or need Windows-based workloads."}, {"id": "mai-20260917-0721-smoke|c83-s1|minimax-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Try DigitalOcean Kubernetes (or Linode). The control-plane fee is predictable, and the UI is beginner-friendly."}, {"id": "mai-20260917-0721-smoke|c83-s1|minimax-small|Linode (Akamai) Kubernetes", "prompt": "c83-s1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Linode (Akamai) Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Very tight budgets and teams comfortable with a \"no-frills\" managed K8s."}, {"id": "mai-20260917-0721-smoke|c83-s1|minimax-small|IBM Cloud Kubernetes Service", "prompt": "c83-s1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "IBM Cloud Kubernetes Service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Companies that need strict regulatory compliance and are already in the IBM/Red Hat ecosystem."}, {"id": "mai-20260917-0721-smoke|c83-s1|minimax-small|Oracle Cloud Container Engine (OKE)", "prompt": "c83-s1", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Oracle Cloud Container Engine (OKE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Organisations running Oracle databases or other Oracle services."}, {"id": "mai-20260917-0721-smoke|c83-s1|mistral-small|Civo", "prompt": "c83-s1", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Civo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Civo, DigitalOcean, or Linode** are likely the best choices"}, {"id": "mai-20260917-0721-smoke|c83-s1|mistral-small|DigitalOcean", "prompt": "c83-s1", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Civo, DigitalOcean, or Linode** are likely the best choices"}, {"id": "mai-20260917-0721-smoke|c83-s1|mistral-small|Linode", "prompt": "c83-s1", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Linode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Civo, DigitalOcean, or Linode** are likely the best choices"}, {"id": "mai-20260917-0721-smoke|c83-s1|mistral-small|Rackspace Spot", "prompt": "c83-s1", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Rackspace Spot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need more hands-off management, consider **Rackspace Spot**"}, {"id": "mai-20260917-0721-smoke|c83-s1|mistral-small|UpCloud", "prompt": "c83-s1", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "UpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**UpCloud** or **Scaleway** are good alternatives"}, {"id": "mai-20260917-0721-smoke|c83-s1|mistral-small|Scaleway", "prompt": "c83-s1", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Scaleway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**UpCloud** or **Scaleway** are good alternatives"}, {"id": "mai-20260917-0721-smoke|c83-s1|moonshot-small|Google Kubernetes Engine (GKE)", "prompt": "c83-s1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: Google Kubernetes Engine (GKE)"}, {"id": "mai-20260917-0721-smoke|c83-s1|moonshot-small|Azure Kubernetes Service (AKS)", "prompt": "c83-s1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with GKE Autopilot or AKS**"}, {"id": "mai-20260917-0721-smoke|c83-s1|moonshot-small|Amazon EKS", "prompt": "c83-s1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The control plane fee makes this less attractive for very small clusters"}, {"id": "mai-20260917-0721-smoke|c83-s1|moonshot-small|DigitalOcean Kubernetes", "prompt": "c83-s1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare alternatives like DigitalOcean Kubernetes or Civo for even smaller budgets?"}, {"id": "mai-20260917-0721-smoke|c83-s1|moonshot-small|Civo", "prompt": "c83-s1", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Civo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "alternatives like DigitalOcean Kubernetes or Civo for even smaller budgets"}, {"id": "mai-20260917-0721-smoke|c83-s1|openai-small|Google Kubernetes Engine (GKE), especially Autopilot", "prompt": "c83-s1", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google Kubernetes Engine (GKE), especially Autopilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Google Kubernetes Engine (GKE), especially Autopilot**"}, {"id": "mai-20260917-0721-smoke|c83-s1|openai-small|AWS EKS", "prompt": "c83-s1", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "AWS EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS EKS** if your company is already deeply on AWS"}, {"id": "mai-20260917-0721-smoke|c83-s1|openai-small|Azure AKS", "prompt": "c83-s1", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure AKS** if you're primarily a Microsoft/Azure shop"}, {"id": "mai-20260917-0721-smoke|c83-s1|xai-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DigitalOcean Kubernetes (DOKS) stands out as one of the best-managed options due to its simplicity, low cost, and developer-friendly design"}, {"id": "mai-20260917-0721-smoke|c83-s1|xai-small|AWS EKS", "prompt": "c83-s1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "AWS EKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid big 3 (EKS/AKS/GKE standard) initially**: $73/mo control plane + extras add up fast for small usage"}, {"id": "mai-20260917-0721-smoke|c83-s1|xai-small|Linode LKE (Akamai)", "prompt": "c83-s1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Linode LKE (Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with DOKS or Linode for a POC"}, {"id": "mai-20260917-0721-smoke|c83-s1|xai-small|Vultr VKE", "prompt": "c83-s1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Vultr VKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global reach, GPUs | Free | ~$30-60 | 30+ regions; flexible for edge needs."}, {"id": "mai-20260917-0721-smoke|c83-s1|xai-small|Google GKE (Autopilot)", "prompt": "c83-s1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google GKE (Autopilot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hands-off serverless mode; pick if Google ecosystem or AI/ML. More complex pricing."}, {"id": "mai-20260917-0721-smoke|c83-s1|xai-small|Rackspace Spot", "prompt": "c83-s1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Rackspace Spot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "but variable availability/interruptions. Experimental for prod."}, {"id": "mai-20260917-0721-smoke|c83-s1|xai-small|AKS", "prompt": "c83-s1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "AKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid big 3 (EKS/AKS/GKE standard) initially**"}, {"id": "mai-20260917-0721-smoke|c83-s1|xai-small|Scaleway", "prompt": "c83-s1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Scaleway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If EU privacy-focused, try Scaleway/OVH (free CP, ~$30/mo)"}, {"id": "mai-20260917-0721-smoke|c83-s1|xai-small|OVH", "prompt": "c83-s1", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "OVH", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If EU privacy-focused, try Scaleway/OVH (free CP, ~$30/mo)"}, {"id": "mai-20260917-0721-smoke|c83-s1|zai-small|Amazon EKS", "prompt": "c83-s1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Amazon EKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're already on AWS, pick **Amazon EKS**."}, {"id": "mai-20260917-0721-smoke|c83-s1|zai-small|Azure AKS", "prompt": "c83-s1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Azure AKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're already on Azure, pick **Azure AKS**."}, {"id": "mai-20260917-0721-smoke|c83-s1|zai-small|Google GKE", "prompt": "c83-s1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you're already on Google Cloud, pick **Google GKE**."}, {"id": "mai-20260917-0721-smoke|c83-s1|zai-small|Google GKE Autopilot", "prompt": "c83-s1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Google GKE Autopilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Most hands-off, fully managed: Google GKE Autopilot (if on GCP)"}, {"id": "mai-20260917-0721-smoke|c83-s1|zai-small|DigitalOcean Kubernetes", "prompt": "c83-s1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "DigitalOcean Kubernetes (if you want a simple, predictable service)"}, {"id": "mai-20260917-0721-smoke|c83-s1|zai-small|Civo", "prompt": "c83-s1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best value and lowest entry cost:** Civo or Vultr"}, {"id": "mai-20260917-0721-smoke|c83-s1|zai-small|Vultr", "prompt": "c83-s1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best value and lowest entry cost:** Civo or Vultr"}, {"id": "mai-20260917-0721-smoke|c83-s1|zai-small|Portainer Business Edition", "prompt": "c83-s1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Portainer Business Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for self-hosted simplicity:** Portainer Business Edition (for a friendly UI)"}, {"id": "mai-20260917-0721-smoke|c83-s1|zai-small|Rancher (community or Prime)", "prompt": "c83-s1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Rancher (community or Prime)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Rancher (for multi-cluster management)"}, {"id": "mai-20260917-0721-smoke|c83-s1|zai-small|Rackspace Spot", "prompt": "c83-s1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "Rackspace Spot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for transparency and vendor support:** Rackspace Spot"}, {"id": "mai-20260917-0721-smoke|c83-s1|zai-small|OVHcloud Managed Rancher", "prompt": "c83-s1", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "direct", "raw": "OVHcloud Managed Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "some specialized providers (e.g., OVHcloud Managed Rancher) excel at multi-cluster management"}, {"id": "mai-20260917-0721-smoke|c83-s2|alibaba-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s2", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with DigitalOcean (DOKS)** if you want the easiest setup and lowest cost."}, {"id": "mai-20260917-0721-smoke|c83-s2|alibaba-small|Azure Kubernetes Service (AKS)", "prompt": "c83-s2", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**DigitalOcean Kubernetes (DOKS)** or **Azure Kubernetes Service (AKS)** are typically the strongest recommendations"}, {"id": "mai-20260917-0721-smoke|c83-s2|alibaba-small|Google Kubernetes Engine (GKE)", "prompt": "c83-s2", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Google (GKE Autopilot)** if you want the least amount of operational toil"}, {"id": "mai-20260917-0721-smoke|c83-s2|alibaba-small|Linode Kubernetes Engine (LKE)", "prompt": "c83-s2", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Linode Kubernetes Engine (LKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very similar to DigitalOcean—simple, affordable, and friendly for small teams."}, {"id": "mai-20260917-0721-smoke|c83-s2|alibaba-small|Rackspace Spot", "prompt": "c83-s2", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Rackspace Spot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Uses an auction model for compute nodes, which can drastically lower costs for non-critical workloads."}, {"id": "mai-20260917-0721-smoke|c83-s2|alibaba-small|EKS", "prompt": "c83-s2", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "avoid raw EKS or GKE** without using \"Autopilot\" or equivalent managed modes"}, {"id": "mai-20260917-0721-smoke|c83-s2|anthropic-small|Amazon EKS (Elastic Kubernetes Service)", "prompt": "c83-s2", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS (Elastic Kubernetes Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Amazon EKS (Elastic Kubernetes Service)** or **Google GKE (Google Kubernetes Engine)** for a small B2B business"}, {"id": "mai-20260917-0721-smoke|c83-s2|anthropic-small|Google GKE (Google Kubernetes Engine)", "prompt": "c83-s2", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google GKE (Google Kubernetes Engine)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **GKE** if you're just beginning with Kubernetes—it has the easiest operational experience."}, {"id": "mai-20260917-0721-smoke|c83-s2|anthropic-small|Azure AKS", "prompt": "c83-s2", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure AKS** is worth considering if: You're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0721-smoke|c83-s2|anthropic-small|Heroku", "prompt": "c83-s2", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Heroku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a managed application platform like Heroku or similar might better suit your current scale"}, {"id": "mai-20260917-0721-smoke|c83-s2|challenger-small|DigitalOcean Kubernetes", "prompt": "c83-s2", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **DigitalOcean Kubernetes** as the default choice"}, {"id": "mai-20260917-0721-smoke|c83-s2|challenger-small|Google Kubernetes Engine (GKE)", "prompt": "c83-s2", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a top-rated managed Kubernetes platform and are already comfortable in Google Cloud"}, {"id": "mai-20260917-0721-smoke|c83-s2|challenger-small|Azure Kubernetes Service (AKS)", "prompt": "c83-s2", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your customers, systems, or internal stack are Microsoft-centric"}, {"id": "mai-20260917-0721-smoke|c83-s2|challenger-small|Amazon EKS", "prompt": "c83-s2", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you already run most workloads on AWS and want to stay in that ecosystem"}, {"id": "mai-20260917-0721-smoke|c83-s2|deepseek-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s2", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Recommendation: Start with **DigitalOcean Kubernetes (DOKS)**"}, {"id": "mai-20260917-0721-smoke|c83-s2|deepseek-small|AWS EKS", "prompt": "c83-s2", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "AWS EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If any of these apply, consider **AKS (Azure), GKE, or EKS**"}, {"id": "mai-20260917-0721-smoke|c83-s2|deepseek-small|Google Kubernetes Engine (GKE) Autopilot", "prompt": "c83-s2", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE) Autopilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong alternative: Google Kubernetes Engine (GKE) Autopilot"}, {"id": "mai-20260917-0721-smoke|c83-s2|deepseek-small|AKS (Azure)", "prompt": "c83-s2", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "AKS (Azure)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If any of these apply, consider **AKS (Azure), GKE, or EKS**"}, {"id": "mai-20260917-0721-smoke|c83-s2|google-small|Google Kubernetes Engine (GKE) Autopilot", "prompt": "c83-s2", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE) Autopilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Overall Best for Small Teams: Google Kubernetes Engine (GKE) Autopilot ... is the gold standard."}, {"id": "mai-20260917-0721-smoke|c83-s2|google-small|Amazon EKS with \"EKS Auto Mode\"", "prompt": "c83-s2", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Amazon EKS with \"EKS Auto Mode\"", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Enterprise B2B Trust & Integrations: Amazon EKS with \"EKS Auto Mode\""}, {"id": "mai-20260917-0721-smoke|c83-s2|google-small|Azure Kubernetes Service (AKS) Automatic", "prompt": "c83-s2", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure Kubernetes Service (AKS) Automatic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-Centric Markets: Azure Kubernetes Service (AKS) Automatic"}, {"id": "mai-20260917-0721-smoke|c83-s2|google-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s2", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "an excellent bootstrapped choice ... but lacks advanced enterprise network peering"}, {"id": "mai-20260917-0721-smoke|c83-s2|meta-small|DigitalOcean Managed Kubernetes", "prompt": "c83-s2", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Managed Kubernetes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. DigitalOcean Managed Kubernetes - starting at $12/mo."}, {"id": "mai-20260917-0721-smoke|c83-s2|meta-small|Purvaco", "prompt": "c83-s2", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Purvaco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Purvaco - performance-focused SaaS with custom/usage-based pricing."}, {"id": "mai-20260917-0721-smoke|c83-s2|meta-small|Northflank", "prompt": "c83-s2", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Northflank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Northflank - offers a range of features including control plane, BYOC, sandboxes, preview environments, and GPU support."}, {"id": "mai-20260917-0721-smoke|c83-s2|minimax-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s2", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **DigitalOcean Kubernetes (DOKS)** for a small B2B business"}, {"id": "mai-20260917-0721-smoke|c83-s2|minimax-small|GKE (Google Cloud)", "prompt": "c83-s2", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "GKE (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider **GKE** if: You anticipate needing advanced features later"}, {"id": "mai-20260917-0721-smoke|c83-s2|minimax-small|AKS (Azure)", "prompt": "c83-s2", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "AKS (Azure)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already in Microsoft ecosystem | Free control plane; pay for nodes only"}, {"id": "mai-20260917-0721-smoke|c83-s2|minimax-small|Linode/Akamai", "prompt": "c83-s2", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Linode/Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-conscious with solid support | Very competitive pricing"}, {"id": "mai-20260917-0721-smoke|c83-s2|mistral-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s2", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **DigitalOcean Kubernetes** is the best balance of simplicity, cost, and reliability."}, {"id": "mai-20260917-0721-smoke|c83-s2|mistral-small|Rackspace Spot (by Rackspace Technology & Platform9)", "prompt": "c83-s2", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Rackspace Spot (by Rackspace Technology & Platform9)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rackspace Spot** is a great alternative"}, {"id": "mai-20260917-0721-smoke|c83-s2|mistral-small|Azure Kubernetes Service (AKS)", "prompt": "c83-s2", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already in the Microsoft ecosystem, **AKS** is worth considering."}, {"id": "mai-20260917-0721-smoke|c83-s2|moonshot-small|Google Kubernetes Engine (GKE)", "prompt": "c83-s2", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Google Kubernetes Engine (GKE)"}, {"id": "mai-20260917-0721-smoke|c83-s2|moonshot-small|AWS EKS", "prompt": "c83-s2", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The $73/month control plane fee makes it less attractive for small businesses starting out."}, {"id": "mai-20260917-0721-smoke|c83-s2|moonshot-small|Azure Kubernetes Service (AKS)", "prompt": "c83-s2", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Runner-Up: Azure Kubernetes Service (AKS)"}, {"id": "mai-20260917-0721-smoke|c83-s2|openai-small|Google Kubernetes Engine (GKE) Autopilot", "prompt": "c83-s2", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Kubernetes Engine (GKE) Autopilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Google Kubernetes Engine (GKE) Autopilot** as the default choice"}, {"id": "mai-20260917-0721-smoke|c83-s2|openai-small|AWS EKS", "prompt": "c83-s2", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "AWS EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose AWS EKS** if your business already uses AWS services heavily"}, {"id": "mai-20260917-0721-smoke|c83-s2|openai-small|Azure AKS", "prompt": "c83-s2", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Azure AKS** if your company is standardized on Microsoft tooling"}, {"id": "mai-20260917-0721-smoke|c83-s2|xai-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s2", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend DigitalOcean Kubernetes (DOKS)."}, {"id": "mai-20260917-0721-smoke|c83-s2|xai-small|AWS EKS", "prompt": "c83-s2", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "AWS EKS | $73 | Enterprise, not SMB"}, {"id": "mai-20260917-0721-smoke|c83-s2|xai-small|GKE", "prompt": "c83-s2", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "GKE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Google GKE | Free (zonal/basic) or $73 | Scaling but overkill"}, {"id": "mai-20260917-0721-smoke|c83-s2|xai-small|Linode LKE", "prompt": "c83-s2", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Linode LKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Linode LKE (now Akamai) is similarly cheap and a close second"}, {"id": "mai-20260917-0721-smoke|c83-s2|xai-small|AKS", "prompt": "c83-s2", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Azure AKS | Free (standard) | Microsoft shops"}, {"id": "mai-20260917-0721-smoke|c83-s2|zai-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s2", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **DigitalOcean Kubernetes (DOKS)** as your primary managed Kubernetes service."}, {"id": "mai-20260917-0721-smoke|c83-s2|zai-small|AWS EKS", "prompt": "c83-s2", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "AWS EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Control plane is **free** (no hidden charges like AWS EKS or GKE)"}, {"id": "mai-20260917-0721-smoke|c83-s2|zai-small|Vultr Managed Kubernetes", "prompt": "c83-s2", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Vultr Managed Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Runner-Up Options ... **Vultr Managed Kubernetes** | Lowest price per node"}, {"id": "mai-20260917-0721-smoke|c83-s2|zai-small|Rackspace Spot (Rackspace Technology + Platform9)", "prompt": "c83-s2", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Rackspace Spot (Rackspace Technology + Platform9)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need the absolute lowest compute cost?** → Consider **Rackspace Spot**"}, {"id": "mai-20260917-0721-smoke|c83-s2|zai-small|Google Cloud GKE (Autopilot)", "prompt": "c83-s2", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Google Cloud GKE (Autopilot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Prefer per‑pod billing with variable workloads?** → Choose **Google GKE (Autopilot)**"}, {"id": "mai-20260917-0721-smoke|c83-s2|zai-small|Red Hat OpenShift (Managed on Cloud)", "prompt": "c83-s2", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "paraphrase", "raw": "Red Hat OpenShift (Managed on Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Require enterprise-grade governance and compliance?** → Evaluate **Red Hat OpenShift**"}, {"id": "mai-20260917-0721-smoke|c83-s3|alibaba-small|DigitalOcean Managed Kubernetes", "prompt": "c83-s3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Managed Kubernetes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "\"We need a real K8s cluster but have no DevOps.\" | **DigitalOcean** | The lowest barrier to entry with intuitive documentation and simple pricing."}, {"id": "mai-20260917-0721-smoke|c83-s3|alibaba-small|Linode (Akamai) Kubernetes", "prompt": "c83-s3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Linode (Akamai) Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Similar to DigitalOcean, it provides high-performance bare-metal infrastructure at a very competitive price point"}, {"id": "mai-20260917-0721-smoke|c83-s3|alibaba-small|Civo", "prompt": "c83-s3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Extremely fast provisioning times (often under 90 seconds), making it ideal for testing environments and rapid iteration."}, {"id": "mai-20260917-0721-smoke|c83-s3|alibaba-small|Northflank", "prompt": "c83-s3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Northflank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Removes the operational overhead of Kubernetes entirely."}, {"id": "mai-20260917-0721-smoke|c83-s3|alibaba-small|Railway", "prompt": "c83-s3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Railway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "they wrap Kubernetes in a developer-friendly UI"}, {"id": "mai-20260917-0721-smoke|c83-s3|alibaba-small|GKE (Google Kubernetes Engine)", "prompt": "c83-s3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "GKE (Google Kubernetes Engine)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Widely considered the \"gold standard\" for Kubernetes itself due to its robust automation and \"Autopilot\" mode"}, {"id": "mai-20260917-0721-smoke|c83-s3|alibaba-small|EKS (Amazon Elastic Kubernetes Service)", "prompt": "c83-s3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "EKS (Amazon Elastic Kubernetes Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The go-to choice if your team is already using heavy AWS services"}, {"id": "mai-20260917-0721-smoke|c83-s3|alibaba-small|AKS (Azure Kubernetes Service)", "prompt": "c83-s3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "AKS (Azure Kubernetes Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The free control plane makes it cheaper for small teams than competitors."}, {"id": "mai-20260917-0721-smoke|c83-s3|alibaba-small|Render", "prompt": "c83-s3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Modern/PaaS (Railway, Northflank, Render): You do not see or touch a Kubernetes cluster."}, {"id": "mai-20260917-0721-smoke|c83-s3|alibaba-small|Vercel", "prompt": "c83-s3", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Vercel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Usage-Based (Vercel/Northflank): Some newer platforms bill based on uptime"}, {"id": "mai-20260917-0721-smoke|c83-s3|anthropic-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's best for small to mid-size teams running standard workloads who want predictable pricing without hyperscaler complexity."}, {"id": "mai-20260917-0721-smoke|c83-s3|anthropic-small|Civo", "prompt": "c83-s3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Civo is a K3s-based managed Kubernetes with fast provisioning and low costs."}, {"id": "mai-20260917-0721-smoke|c83-s3|anthropic-small|AWS EKS", "prompt": "c83-s3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Standing up EKS the right way is a two-week project for someone who has done it before."}, {"id": "mai-20260917-0721-smoke|c83-s3|anthropic-small|Northflank", "prompt": "c83-s3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Northflank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Northflank is an internal developer platform that gives PaaS ergonomics without giving up account ownership"}, {"id": "mai-20260917-0721-smoke|c83-s3|anthropic-small|Render", "prompt": "c83-s3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a managed PaaS (Render, Railway, Fly.io) is the fastest path to production"}, {"id": "mai-20260917-0721-smoke|c83-s3|anthropic-small|Railway", "prompt": "c83-s3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Railway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a managed PaaS (Render, Railway, Fly.io) is the fastest path to production"}, {"id": "mai-20260917-0721-smoke|c83-s3|anthropic-small|Fly.io", "prompt": "c83-s3", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Fly.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a managed PaaS (Render, Railway, Fly.io) is the fastest path to production"}, {"id": "mai-20260917-0721-smoke|c83-s3|challenger-small|DigitalOcean Kubernetes", "prompt": "c83-s3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **DigitalOcean Kubernetes** if you want the **simplest, most predictable** managed cluster experience."}, {"id": "mai-20260917-0721-smoke|c83-s3|challenger-small|Google Kubernetes Engine (GKE)", "prompt": "c83-s3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **GKE** if you care most about **best-in-class Kubernetes features** and autoscaling."}, {"id": "mai-20260917-0721-smoke|c83-s3|challenger-small|Amazon EKS", "prompt": "c83-s3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **EKS** if your stack is already deeply tied to **AWS**."}, {"id": "mai-20260917-0721-smoke|c83-s3|challenger-small|Azure AKS", "prompt": "c83-s3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **AKS** if you are already an **Azure/Microsoft shop**."}, {"id": "mai-20260917-0721-smoke|c83-s3|challenger-small|Northflank", "prompt": "c83-s3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Northflank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Northflank** or **Qovery** if you want **less cluster management**"}, {"id": "mai-20260917-0721-smoke|c83-s3|challenger-small|Qovery", "prompt": "c83-s3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Qovery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Presents Kubernetes through a higher-level platform layer"}, {"id": "mai-20260917-0721-smoke|c83-s3|challenger-small|OpenShift", "prompt": "c83-s3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "OpenShift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**OpenShift** and **Rancher** are often heavier than a small team needs, with higher cost or more operational overhead"}, {"id": "mai-20260917-0721-smoke|c83-s3|challenger-small|Rancher", "prompt": "c83-s3", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rancher", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "often heavier than a small team needs, with higher cost or more operational overhead"}, {"id": "mai-20260917-0721-smoke|c83-s3|deepseek-small|AWS EKS", "prompt": "c83-s3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Least \"managed\" feel — you assemble more yourself; most expensive entry cost; more operational decisions."}, {"id": "mai-20260917-0721-smoke|c83-s3|deepseek-small|Google Cloud GKE", "prompt": "c83-s3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Cloud GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already committed to a hyperscaler, **GKE's Autopilot** is the most hands-off production option with a free control plane."}, {"id": "mai-20260917-0721-smoke|c83-s3|deepseek-small|Azure AKS", "prompt": "c83-s3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for:** Microsoft-aligned shops (Entra ID/Active Directory, Azure DevOps)."}, {"id": "mai-20260917-0721-smoke|c83-s3|deepseek-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with **DigitalOcean**, **Linode**, or **Civo** if you want Kubernetes without a cloud budget headache"}, {"id": "mai-20260917-0721-smoke|c83-s3|deepseek-small|Linode (Akamai) LKE", "prompt": "c83-s3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Linode (Akamai) LKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with **DigitalOcean**, **Linode**, or **Civo**"}, {"id": "mai-20260917-0721-smoke|c83-s3|deepseek-small|Civo", "prompt": "c83-s3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Civo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Start with **DigitalOcean**, **Linode**, or **Civo**"}, {"id": "mai-20260917-0721-smoke|c83-s3|deepseek-small|Vultr", "prompt": "c83-s3", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Often mentioned alongside DO/Linode/Civo as another affordable, simple option"}, {"id": "mai-20260917-0721-smoke|c83-s3|google-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose DigitalOcean (DOKS) if your team wants a smooth, visual experience, needs simple managed databases, and wants to be up and running in an afternoon"}, {"id": "mai-20260917-0721-smoke|c83-s3|google-small|Civo", "prompt": "c83-s3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Civo if your development cycles demand spinning clusters up and down constantly"}, {"id": "mai-20260917-0721-smoke|c83-s3|google-small|Linode Kubernetes Engine (LKE)", "prompt": "c83-s3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Linode Kubernetes Engine (LKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Linode (LKE) if you want raw, predictable VM pricing with stellar developer support"}, {"id": "mai-20260917-0721-smoke|c83-s3|google-small|Google Kubernetes Engine (GKE) Autopilot", "prompt": "c83-s3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE) Autopilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose GKE Autopilot if you want to use Google's highly advanced Kubernetes engine and want to forget about nodes entirely"}, {"id": "mai-20260917-0721-smoke|c83-s3|google-small|Northflank", "prompt": "c83-s3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Northflank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose a PaaS (like Northflank or Render) if your team is comprised entirely of developers with no SRE/DevOps background"}, {"id": "mai-20260917-0721-smoke|c83-s3|google-small|Render", "prompt": "c83-s3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Render", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose a PaaS (like Northflank or Render) if your team is comprised entirely of developers with no SRE/DevOps background"}, {"id": "mai-20260917-0721-smoke|c83-s3|google-small|Railway", "prompt": "c83-s3", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Railway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Platforms like Northflank, Render, or Railway"}, {"id": "mai-20260917-0721-smoke|c83-s3|meta-small|Civo", "prompt": "c83-s3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Civo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Civo and DigitalOcean Kubernetes are known for their simplicity and affordability, making them suitable for small teams and indie developers."}, {"id": "mai-20260917-0721-smoke|c83-s3|meta-small|DigitalOcean Kubernetes", "prompt": "c83-s3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Civo and DigitalOcean Kubernetes are known for their simplicity and affordability, making them suitable for small teams"}, {"id": "mai-20260917-0721-smoke|c83-s3|meta-small|UpCloud", "prompt": "c83-s3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "UpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "UpCloud and Scaleway are also popular choices for small teams, offering fast provisioning and low costs."}, {"id": "mai-20260917-0721-smoke|c83-s3|meta-small|Scaleway", "prompt": "c83-s3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Scaleway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "UpCloud and Scaleway are also popular choices for small teams, offering fast provisioning and low costs."}, {"id": "mai-20260917-0721-smoke|c83-s3|meta-small|GKE (Google Kubernetes Engine)", "prompt": "c83-s3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "GKE (Google Kubernetes Engine)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "GKE and AKS are more enterprise-focused, offering advanced features and integration with other services."}, {"id": "mai-20260917-0721-smoke|c83-s3|meta-small|AKS (Azure Kubernetes Service)", "prompt": "c83-s3", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "AKS (Azure Kubernetes Service)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "GKE and AKS are more enterprise-focused, offering advanced features and integration with other services."}, {"id": "mai-20260917-0721-smoke|c83-s3|minimax-small|Azure AKS", "prompt": "c83-s3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Enterprise needs**: Azure AKS or Google GKE"}, {"id": "mai-20260917-0721-smoke|c83-s3|minimax-small|Google GKE", "prompt": "c83-s3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best free tier**: Google GKE ( Autopilot has free credits)"}, {"id": "mai-20260917-0721-smoke|c83-s3|minimax-small|AWS EKS", "prompt": "c83-s3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AWS EKS has the steepest learning curve."}, {"id": "mai-20260917-0721-smoke|c83-s3|minimax-small|DigitalOcean Kubernetes", "prompt": "c83-s3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Fastest setup**: Linode or DigitalOcean"}, {"id": "mai-20260917-0721-smoke|c83-s3|minimax-small|Linode Kubernetes Engine", "prompt": "c83-s3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Linode Kubernetes Engine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Fastest setup**: Linode or DigitalOcean"}, {"id": "mai-20260917-0721-smoke|c83-s3|minimax-small|Railway", "prompt": "c83-s3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Railway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Simplest experience**: Railway (if you want K8s without the overhead)"}, {"id": "mai-20260917-0721-smoke|c83-s3|minimax-small|Rackspace Spot", "prompt": "c83-s3", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rackspace Spot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free control plane, auction model | Nodes only | Cost-sensitive teams"}, {"id": "mai-20260917-0721-smoke|c83-s3|mistral-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **DigitalOcean** or **Civo** are the best starting points"}, {"id": "mai-20260917-0721-smoke|c83-s3|mistral-small|Civo Kubernetes", "prompt": "c83-s3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Civo Kubernetes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, **DigitalOcean** or **Civo** are the best starting points"}, {"id": "mai-20260917-0721-smoke|c83-s3|mistral-small|Google Kubernetes Engine (GKE)", "prompt": "c83-s3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already in the Google or Microsoft ecosystem, **GKE** or **AKS** are strong choices."}, {"id": "mai-20260917-0721-smoke|c83-s3|mistral-small|Amazon Elastic Kubernetes Service (EKS)", "prompt": "c83-s3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon Elastic Kubernetes Service (EKS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can be more expensive and complex for small teams"}, {"id": "mai-20260917-0721-smoke|c83-s3|mistral-small|Azure Kubernetes Service (AKS)", "prompt": "c83-s3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**GKE** or **AKS** are strong choices"}, {"id": "mai-20260917-0721-smoke|c83-s3|mistral-small|Rackspace Spot", "prompt": "c83-s3", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Rackspace Spot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For maximum cost savings and minimal overhead, consider **Rackspace Spot**."}, {"id": "mai-20260917-0721-smoke|c83-s3|moonshot-small|Google Kubernetes Engine (GKE)", "prompt": "c83-s3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **GKE (Standard/Autopilot)** or **DigitalOcean Kubernetes** offer the best balance of simplicity and cost."}, {"id": "mai-20260917-0721-smoke|c83-s3|moonshot-small|Azure Kubernetes Service (AKS)", "prompt": "c83-s3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Microsoft/Azure ecosystem shops"}, {"id": "mai-20260917-0721-smoke|c83-s3|moonshot-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "DigitalOcean if you want the lowest cost with minimal complexity"}, {"id": "mai-20260917-0721-smoke|c83-s3|moonshot-small|Amazon EKS", "prompt": "c83-s3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "EKS is powerful but often overkill and overpriced for small clusters due to the $73/month control plane fee."}, {"id": "mai-20260917-0721-smoke|c83-s3|moonshot-small|Linode (LKE)", "prompt": "c83-s3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Linode (LKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tightest Budget:** DigitalOcean or Linode (free control plane + cheapest nodes)"}, {"id": "mai-20260917-0721-smoke|c83-s3|moonshot-small|Civo", "prompt": "c83-s3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Learning Kubernetes:** Civo or DigitalOcean (simplest experience)"}, {"id": "mai-20260917-0721-smoke|c83-s3|moonshot-small|Scaleway", "prompt": "c83-s3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Scaleway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**EU Data Requirements:** Scaleway, Civo, or UpCloud"}, {"id": "mai-20260917-0721-smoke|c83-s3|moonshot-small|UpCloud", "prompt": "c83-s3", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "UpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**EU Data Requirements:** Scaleway, Civo, or UpCloud"}, {"id": "mai-20260917-0721-smoke|c83-s3|openai-small|Google Kubernetes Engine (GKE)", "prompt": "c83-s3", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best \"easy mode\" for small teams: GKE Autopilot — most managed, least ops work."}, {"id": "mai-20260917-0721-smoke|c83-s3|openai-small|Amazon EKS", "prompt": "c83-s3", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're already on AWS: EKS — deepest AWS ecosystem integration, but more moving parts."}, {"id": "mai-20260917-0721-smoke|c83-s3|openai-small|Azure Kubernetes Service (AKS)", "prompt": "c83-s3", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're already on Azure: AKS — convenient if your identity/networking/governance already live in Azure."}, {"id": "mai-20260917-0721-smoke|c83-s3|openai-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s3", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Small startup, little DevOps capacity: GKE Autopilot or DOKS."}, {"id": "mai-20260917-0721-smoke|c83-s3|xai-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with DigitalOcean DOKS**—it's the \"indie dev gateway to K8s\" with free control plane, simple pricing, and fast iteration"}, {"id": "mai-20260917-0721-smoke|c83-s3|xai-small|Linode Kubernetes Engine (LKE)", "prompt": "c83-s3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Linode Kubernetes Engine (LKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "DOKS/LKE shine for simplicity and no control-plane fees"}, {"id": "mai-20260917-0721-smoke|c83-s3|xai-small|Google Kubernetes Engine (GKE)", "prompt": "c83-s3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Scale to GKE/AKS if needing advanced autoscaling/security"}, {"id": "mai-20260917-0721-smoke|c83-s3|xai-small|Amazon EKS", "prompt": "c83-s3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Complex networking/IAM setup; highest hidden costs (egress, data transfer). Not beginner-friendly."}, {"id": "mai-20260917-0721-smoke|c83-s3|xai-small|Azure Kubernetes Service (AKS)", "prompt": "c83-s3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Scale to GKE/AKS if needing advanced autoscaling/security"}, {"id": "mai-20260917-0721-smoke|c83-s3|xai-small|Civo", "prompt": "c83-s3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Civo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like Civo and Scaleway are solid niche picks for ultra-low cost or EU focus"}, {"id": "mai-20260917-0721-smoke|c83-s3|xai-small|Scaleway", "prompt": "c83-s3", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Scaleway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like Civo and Scaleway are solid niche picks for ultra-low cost or EU focus"}, {"id": "mai-20260917-0721-smoke|c83-s3|zai-small|Amazon EKS", "prompt": "c83-s3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Already uses **AWS** heavily | **EKS** | Deep IAM/VPC integration, large ecosystem"}, {"id": "mai-20260917-0721-smoke|c83-s3|zai-small|Google GKE", "prompt": "c83-s3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Google GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prefers **maximum automation** ... | **GKE Autopilot** | Autopilot is the most \"set-and-forget\" mode"}, {"id": "mai-20260917-0721-smoke|c83-s3|zai-small|Azure AKS", "prompt": "c83-s3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Runs on **Microsoft services** ... | **AKS** | Free control plane, excellent Entra ID integration"}, {"id": "mai-20260917-0721-smoke|c83-s3|zai-small|DigitalOcean DOKS", "prompt": "c83-s3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "DigitalOcean DOKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For teams that aren't locked into a specific cloud, DigitalOcean DOKS and Linode LKE offer a very smooth, developer-friendly entry point"}, {"id": "mai-20260917-0721-smoke|c83-s3|zai-small|Linode LKE", "prompt": "c83-s3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Linode LKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "DigitalOcean DOKS and Linode LKE offer a very smooth, developer-friendly entry point"}, {"id": "mai-20260917-0721-smoke|c83-s3|zai-small|Northflank", "prompt": "c83-s3", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "comparative", "raw": "Northflank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Northflank adds a platform layer for CI/CD and GitOps-centric workflows"}, {"id": "mai-20260917-0721-smoke|c83-s4|alibaba-small|DigitalOcean Managed Kubernetes (DOKS)", "prompt": "c83-s4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Managed Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DigitalOcean Managed Kubernetes (DOKS)** is widely considered the best entry point for small teams."}, {"id": "mai-20260917-0721-smoke|c83-s4|alibaba-small|Civo", "prompt": "c83-s4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your primary constraint is minimizing the bill every single month, **Civo** is often the cheapest option available."}, {"id": "mai-20260917-0721-smoke|c83-s4|alibaba-small|Vultr", "prompt": "c83-s4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Runner Up: Vultr ... best \"price-to-performance\" ratio"}, {"id": "mai-20260917-0721-smoke|c83-s4|alibaba-small|K3s", "prompt": "c83-s4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "K3s", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "consider deploying a **self-managed lightweight distribution** (like **K3s**) on standard Virtual Private Servers"}, {"id": "mai-20260917-0721-smoke|c83-s4|alibaba-small|Hetzner", "prompt": "c83-s4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Hetzner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Using providers like **DigitalOcean**, **Hetzner**, or **Linode** directly"}, {"id": "mai-20260917-0721-smoke|c83-s4|alibaba-small|Linode", "prompt": "c83-s4", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Using providers like **DigitalOcean**, **Hetzner**, or **Linode** directly"}, {"id": "mai-20260917-0721-smoke|c83-s4|anthropic-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s4", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company with a tight budget, **DigitalOcean** or **Linode** are typically the best choices"}, {"id": "mai-20260917-0721-smoke|c83-s4|anthropic-small|Linode Kubernetes Engine (LKE)", "prompt": "c83-s4", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Linode Kubernetes Engine (LKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**DigitalOcean** or **Linode** are typically the best choices, offering the best combination of affordability, ease of use, and community support."}, {"id": "mai-20260917-0721-smoke|c83-s4|anthropic-small|Vultr Kubernetes Engine (VKE)", "prompt": "c83-s4", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Vultr Kubernetes Engine (VKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "competes on price with a free control plane and some of the cheapest nodes in the market"}, {"id": "mai-20260917-0721-smoke|c83-s4|challenger-small|DigitalOcean Managed Kubernetes", "prompt": "c83-s4", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Managed Kubernetes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is **DigitalOcean Managed Kubernetes** because it is explicitly positioned as low-cost"}, {"id": "mai-20260917-0721-smoke|c83-s4|challenger-small|Civo", "prompt": "c83-s4", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best ultra-budget alternatives:** **Civo** or **Linode**"}, {"id": "mai-20260917-0721-smoke|c83-s4|challenger-small|Linode", "prompt": "c83-s4", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Linode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best ultra-budget alternatives:** **Civo** or **Linode**"}, {"id": "mai-20260917-0721-smoke|c83-s4|challenger-small|AKS", "prompt": "c83-s4", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you are already in Azure:** **AKS**"}, {"id": "mai-20260917-0721-smoke|c83-s4|deepseek-small|Civo", "prompt": "c83-s4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Absolute lowest cost: Civo (~$21/month) if you want to shave every dollar."}, {"id": "mai-20260917-0721-smoke|c83-s4|deepseek-small|DigitalOcean Kubernetes", "prompt": "c83-s4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best all-around pick: DigitalOcean Kubernetes — free control plane, simple pricing"}, {"id": "mai-20260917-0721-smoke|c83-s4|deepseek-small|Vultr Kubernetes", "prompt": "c83-s4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Vultr Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best price-to-quality ratio (~$30/month)"}, {"id": "mai-20260917-0721-smoke|c83-s4|deepseek-small|Azure AKS", "prompt": "c83-s4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you ever need the full enterprise feature set / already use Azure: AKS"}, {"id": "mai-20260917-0721-smoke|c83-s4|deepseek-small|Amazon EKS", "prompt": "c83-s4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Amazon EKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Watch Out For ... usually the most expensive choice for small setups."}, {"id": "mai-20260917-0721-smoke|c83-s4|deepseek-small|Google GKE", "prompt": "c83-s4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google GKE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Charges $0.10/hour (~$74/month) for Standard/Autopilot clusters"}, {"id": "mai-20260917-0721-smoke|c83-s4|deepseek-small|Hetzner", "prompt": "c83-s4", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Hetzner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider Hetzner (with tools like Talos) if you're comfortable with more DIY"}, {"id": "mai-20260917-0721-smoke|c83-s4|google-small|AWS EKS", "prompt": "c83-s4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the major cloud providers (AWS EKS, Google GKE, and Azure AKS) are often poor choices"}, {"id": "mai-20260917-0721-smoke|c83-s4|google-small|Google GKE", "prompt": "c83-s4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google GKE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "are often poor choices... high \"infrastructure tax\""}, {"id": "mai-20260917-0721-smoke|c83-s4|google-small|Azure AKS", "prompt": "c83-s4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure AKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "are often poor choices... control plane fees (~$73/month)"}, {"id": "mai-20260917-0721-smoke|c83-s4|google-small|Civo", "prompt": "c83-s4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Civo (Best Overall for Tight Budgets)"}, {"id": "mai-20260917-0721-smoke|c83-s4|google-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Simplicity & UX"}, {"id": "mai-20260917-0721-smoke|c83-s4|google-small|Linode Kubernetes Engine (LKE - by Akamai)", "prompt": "c83-s4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Linode Kubernetes Engine (LKE - by Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Customer Support"}, {"id": "mai-20260917-0721-smoke|c83-s4|google-small|Coolify", "prompt": "c83-s4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Coolify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Coolify (Self-Hosted PaaS - Highly Recommended)"}, {"id": "mai-20260917-0721-smoke|c83-s4|google-small|Render", "prompt": "c83-s4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Render or Railway: Developer-focused PaaS platforms."}, {"id": "mai-20260917-0721-smoke|c83-s4|google-small|Railway", "prompt": "c83-s4", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Railway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Render or Railway: Developer-focused PaaS platforms."}, {"id": "mai-20260917-0721-smoke|c83-s4|meta-small|Civo", "prompt": "c83-s4", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is likely to be Civo, Scaleway Kapsule, or Hetzner, as they offer affordable pricing and good performance"}, {"id": "mai-20260917-0721-smoke|c83-s4|meta-small|Scaleway Kapsule", "prompt": "c83-s4", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Scaleway Kapsule", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is likely to be Civo, Scaleway Kapsule, or Hetzner, as they offer affordable pricing and good performance"}, {"id": "mai-20260917-0721-smoke|c83-s4|meta-small|Hetzner", "prompt": "c83-s4", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Hetzner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "is likely to be Civo, Scaleway Kapsule, or Hetzner, as they offer affordable pricing and good performance"}, {"id": "mai-20260917-0721-smoke|c83-s4|meta-small|Rackspace Spot", "prompt": "c83-s4", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Rackspace Spot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It's also worth considering Rackspace Spot, which is a turnkey Kubernetes platform"}, {"id": "mai-20260917-0721-smoke|c83-s4|minimax-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s4", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company with a tight budget, I'd go with **DigitalOcean Kubernetes**"}, {"id": "mai-20260917-0721-smoke|c83-s4|minimax-small|Civo", "prompt": "c83-s4", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you truly need the absolute cheapest, check out **Civo**"}, {"id": "mai-20260917-0721-smoke|c83-s4|minimax-small|Scaleway Kapsule", "prompt": "c83-s4", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Scaleway Kapsule", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EU-Based Option - Generous free tier available"}, {"id": "mai-20260917-0721-smoke|c83-s4|minimax-small|AWS EKS", "prompt": "c83-s4", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AWS EKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid for Tight Budgets - **AWS EKS** - $72-73/month just for control plane"}, {"id": "mai-20260917-0721-smoke|c83-s4|minimax-small|Google GKE", "prompt": "c83-s4", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google GKE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid for Tight Budgets - **Google GKE** - Similar control plane fees"}, {"id": "mai-20260917-0721-smoke|c83-s4|minimax-small|Azure AKS", "prompt": "c83-s4", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure AKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid for Tight Budgets - **Azure AKS** - Also has management fees"}, {"id": "mai-20260917-0721-smoke|c83-s4|mistral-small|Civo", "prompt": "c83-s4", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly praised for its shockingly good pricing and developer-friendly features. It’s often recommended as a starting point for small teams"}, {"id": "mai-20260917-0721-smoke|c83-s4|mistral-small|Scaleway Kapsule", "prompt": "c83-s4", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Scaleway Kapsule", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A great option if you’re in the EU, offering a generous free tier and EU-hosted infrastructure."}, {"id": "mai-20260917-0721-smoke|c83-s4|mistral-small|DigitalOcean Kubernetes", "prompt": "c83-s4", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for quick setup and predictable pricing, making it ideal for small companies"}, {"id": "mai-20260917-0721-smoke|c83-s4|moonshot-small|Civo", "prompt": "c83-s4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **DigitalOcean Kubernetes** or **Civo**"}, {"id": "mai-20260917-0721-smoke|c83-s4|moonshot-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **DigitalOcean Kubernetes** or **Civo**"}, {"id": "mai-20260917-0721-smoke|c83-s4|moonshot-small|Linode (Akamai) Kubernetes Engine (LKE)", "prompt": "c83-s4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Linode (Akamai) Kubernetes Engine (LKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Free standard control plane** ... Good for small to medium deployments"}, {"id": "mai-20260917-0721-smoke|c83-s4|moonshot-small|Vultr", "prompt": "c83-s4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good price-to-quality ratio"}, {"id": "mai-20260917-0721-smoke|c83-s4|moonshot-small|AWS EKS", "prompt": "c83-s4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AWS EKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid (for tight budgets) - **AWS EKS**: $73/month just for the control plane, plus many hidden costs"}, {"id": "mai-20260917-0721-smoke|c83-s4|moonshot-small|Azure AKS", "prompt": "c83-s4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure AKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid ... **Azure AKS**: Similar pricing structure with additional fees"}, {"id": "mai-20260917-0721-smoke|c83-s4|moonshot-small|Google GKE", "prompt": "c83-s4", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google GKE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid ... **Google GKE**: $73/month control plane fee"}, {"id": "mai-20260917-0721-smoke|c83-s4|openai-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s4", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **DigitalOcean Kubernetes (DOKS)** as the best managed Kubernetes platform"}, {"id": "mai-20260917-0721-smoke|c83-s4|openai-small|AWS EKS", "prompt": "c83-s4", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AWS EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS EKS** if you already use AWS heavily or need its ecosystem/integrations"}, {"id": "mai-20260917-0721-smoke|c83-s4|openai-small|GKE", "prompt": "c83-s4", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GKE** if you want deep Google Cloud integration or specific GCP features"}, {"id": "mai-20260917-0721-smoke|c83-s4|openai-small|Azure AKS", "prompt": "c83-s4", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure AKS** if your company is already Microsoft-centric"}, {"id": "mai-20260917-0721-smoke|c83-s4|xai-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s4", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DigitalOcean Kubernetes (DOKS) stands out as the best managed Kubernetes platform for a small company on a tight budget."}, {"id": "mai-20260917-0721-smoke|c83-s4|xai-small|AWS EKS", "prompt": "c83-s4", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "EKS/GKE (~$20-70+ control plane) are pricier and overkill for tight budgets"}, {"id": "mai-20260917-0721-smoke|c83-s4|xai-small|Google GKE", "prompt": "c83-s4", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google GKE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "EKS/GKE (~$20-70+ control plane) are pricier and overkill for tight budgets"}, {"id": "mai-20260917-0721-smoke|c83-s4|xai-small|Linode LKE", "prompt": "c83-s4", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Linode LKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Slightly cheaper nodes, but HA control plane $60/mo extra. Good perf, now Akamai-backed."}, {"id": "mai-20260917-0721-smoke|c83-s4|xai-small|Vultr VKE", "prompt": "c83-s4", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Vultr VKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More regions/GPUs, competitive, but less polished docs/community than DO."}, {"id": "mai-20260917-0721-smoke|c83-s4|xai-small|Civo", "prompt": "c83-s4", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cheapest raw, fast provisioning (90s), but smaller scale, fewer features/reviews for production SMB."}, {"id": "mai-20260917-0721-smoke|c83-s4|xai-small|AKS", "prompt": "c83-s4", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "AKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Hyperscalers like AKS (free control plane but complex/VM costs) ... are pricier and overkill for tight budgets"}, {"id": "mai-20260917-0721-smoke|c83-s4|zai-small|DigitalOcean", "prompt": "c83-s4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Simplicity + transparent pricing** | **DigitalOcean**"}, {"id": "mai-20260917-0721-smoke|c83-s4|zai-small|Civo", "prompt": "c83-s4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free control plane, pay-per-node, developer-friendly, great documentation | Bootstrapped startups"}, {"id": "mai-20260917-0721-smoke|c83-s4|zai-small|Vultr", "prompt": "c83-s4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teams needing global coverage on a budget"}, {"id": "mai-20260917-0721-smoke|c83-s4|zai-small|Scaleway Kapsule", "prompt": "c83-s4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Scaleway Kapsule", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lowest possible cost** | **Scaleway** (Europe)"}, {"id": "mai-20260917-0721-smoke|c83-s4|zai-small|Infomaniak K8s", "prompt": "c83-s4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Infomaniak K8s", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cons: Higher than Scaleway, limited to Europe"}, {"id": "mai-20260917-0721-smoke|c83-s4|zai-small|Linode (Akamai)", "prompt": "c83-s4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Linode (Akamai)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cons: Slightly higher than Civo/Vultr"}, {"id": "mai-20260917-0721-smoke|c83-s4|zai-small|Amazon EKS", "prompt": "c83-s4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Amazon EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Free tier limited; expensive for dev clusters ... avoid these until you have proven usage"}, {"id": "mai-20260917-0721-smoke|c83-s4|zai-small|Google GKE", "prompt": "c83-s4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Google GKE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "avoid these until you have proven usage"}, {"id": "mai-20260917-0721-smoke|c83-s4|zai-small|Azure AKS", "prompt": "c83-s4", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "budget", "raw": "Azure AKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "avoid these until you have proven usage"}, {"id": "mai-20260917-0721-smoke|c83-s5|alibaba-small|Render", "prompt": "c83-s5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Render", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the lowest effort: Look at PaaS-style offerings (like Render, Fly.io, or Elastic Beanstalk wrapped in K8s)"}, {"id": "mai-20260917-0721-smoke|c83-s5|alibaba-small|Fly.io", "prompt": "c83-s5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Fly.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the lowest effort: Look at PaaS-style offerings (like Render, Fly.io, or Elastic Beanstalk wrapped in K8s)"}, {"id": "mai-20260917-0721-smoke|c83-s5|alibaba-small|Elastic Beanstalk", "prompt": "c83-s5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Elastic Beanstalk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PaaS-style offerings (like Render, Fly.io, or Elastic Beanstalk wrapped in K8s) rather than pure Cluster Management"}, {"id": "mai-20260917-0721-smoke|c83-s5|alibaba-small|AWS EKS", "prompt": "c83-s5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AWS EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "rather than pure Cluster Management (like AWS EKS or DigitalOcean Kubernetes)... If you need specific cloud connectivity: Look at Cloud-Native options (GKE, EKS, AKS)"}, {"id": "mai-20260917-0721-smoke|c83-s5|alibaba-small|DigitalOcean Kubernetes", "prompt": "c83-s5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "rather than pure Cluster Management (like AWS EKS or DigitalOcean Kubernetes). You save significant engineering hours."}, {"id": "mai-20260917-0721-smoke|c83-s5|alibaba-small|GKE", "prompt": "c83-s5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "GKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need specific cloud connectivity: Look at Cloud-Native options (GKE, EKS, AKS)"}, {"id": "mai-20260917-0721-smoke|c83-s5|alibaba-small|AKS", "prompt": "c83-s5", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need specific cloud connectivity: Look at Cloud-Native options (GKE, EKS, AKS)"}, {"id": "mai-20260917-0721-smoke|c83-s5|anthropic-small|AWS EKS", "prompt": "c83-s5", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AWS EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Evaluate the major providers (AWS EKS, Google GKE, Azure AKS, DigitalOcean, Linode) with a small proof-of-concept"}, {"id": "mai-20260917-0721-smoke|c83-s5|anthropic-small|Google GKE", "prompt": "c83-s5", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Google GKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Evaluate the major providers (AWS EKS, Google GKE, Azure AKS, DigitalOcean, Linode)"}, {"id": "mai-20260917-0721-smoke|c83-s5|anthropic-small|Azure AKS", "prompt": "c83-s5", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Azure AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Evaluate the major providers (AWS EKS, Google GKE, Azure AKS, DigitalOcean, Linode)"}, {"id": "mai-20260917-0721-smoke|c83-s5|anthropic-small|DigitalOcean", "prompt": "c83-s5", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Evaluate the major providers (AWS EKS, Google GKE, Azure AKS, DigitalOcean, Linode)"}, {"id": "mai-20260917-0721-smoke|c83-s5|anthropic-small|Linode", "prompt": "c83-s5", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Evaluate the major providers (AWS EKS, Google GKE, Azure AKS, DigitalOcean, Linode)"}, {"id": "mai-20260917-0721-smoke|c83-s5|deepseek-small|Render", "prompt": "c83-s5", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "consider whether a **PaaS-level platform** (Render, Railway, Fly.io, Northflank, ...) might be a better fit"}, {"id": "mai-20260917-0721-smoke|c83-s5|deepseek-small|Railway", "prompt": "c83-s5", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Railway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(Render, Railway, Fly.io, Northflank, or a managed solution that abstracts K8s)"}, {"id": "mai-20260917-0721-smoke|c83-s5|deepseek-small|Fly.io", "prompt": "c83-s5", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Fly.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(Render, Railway, Fly.io, Northflank, or a managed solution that abstracts K8s)"}, {"id": "mai-20260917-0721-smoke|c83-s5|deepseek-small|Northflank", "prompt": "c83-s5", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Northflank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(Render, Railway, Fly.io, Northflank, or a managed solution that abstracts K8s)"}, {"id": "mai-20260917-0721-smoke|c83-s5|deepseek-small|GKE", "prompt": "c83-s5", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "likely **GKE Autopilot** (fully managed nodes, least operational toil) unless you're already invested in AWS or Azure"}, {"id": "mai-20260917-0721-smoke|c83-s5|deepseek-small|EKS", "prompt": "c83-s5", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if you're AWS-native, pick EKS"}, {"id": "mai-20260917-0721-smoke|c83-s5|deepseek-small|AKS", "prompt": "c83-s5", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "if Microsoft-native, AKS"}, {"id": "mai-20260917-0721-smoke|c83-s5|google-small|AWS ECS (Fargate)", "prompt": "c83-s5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AWS ECS (Fargate)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "container platforms or PaaS (Platform-as-a-Service) options like **AWS ECS (Fargate), Render, Fly.io, or Railway** are often better fits"}, {"id": "mai-20260917-0721-smoke|c83-s5|google-small|Render", "prompt": "c83-s5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "options like **AWS ECS (Fargate), Render, Fly.io, or Railway** are often better fits"}, {"id": "mai-20260917-0721-smoke|c83-s5|google-small|Fly.io", "prompt": "c83-s5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Fly.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "options like **AWS ECS (Fargate), Render, Fly.io, or Railway** are often better fits"}, {"id": "mai-20260917-0721-smoke|c83-s5|google-small|Railway", "prompt": "c83-s5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Railway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "options like **AWS ECS (Fargate), Render, Fly.io, or Railway** are often better fits"}, {"id": "mai-20260917-0721-smoke|c83-s5|google-small|Google Kubernetes Engine (GKE) Autopilot", "prompt": "c83-s5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Google Kubernetes Engine (GKE) Autopilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you have the budget, start with **GKE Autopilot**. It will save you from hiring a dedicated Kubernetes administrator."}, {"id": "mai-20260917-0721-smoke|c83-s5|google-small|AWS EKS with Fargate / EKS Auto", "prompt": "c83-s5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AWS EKS with Fargate / EKS Auto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cons: Steeper learning curve; IAM integration can be complex and frustrating for small teams."}, {"id": "mai-20260917-0721-smoke|c83-s5|google-small|DigitalOcean Kubernetes (LKE)", "prompt": "c83-s5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "DigitalOcean Kubernetes (LKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are bootstrapped and need to keep costs low and predictable, use **DigitalOcean Kubernetes**."}, {"id": "mai-20260917-0721-smoke|c83-s5|google-small|Civo", "prompt": "c83-s5", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**We want ultra-fast deployments and testing** | **Civo** | K3s engine is fast, lightweight, and incredibly developer-friendly."}, {"id": "mai-20260917-0721-smoke|c83-s5|meta-small|EKS (AWS)", "prompt": "c83-s5", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "EKS (AWS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular managed Kubernetes platforms include EKS (AWS), GKE (Google Cloud), and AKS (Azure)."}, {"id": "mai-20260917-0721-smoke|c83-s5|meta-small|GKE (Google Cloud)", "prompt": "c83-s5", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "GKE (Google Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular managed Kubernetes platforms include EKS (AWS), GKE (Google Cloud), and AKS (Azure)."}, {"id": "mai-20260917-0721-smoke|c83-s5|meta-small|AKS (Azure)", "prompt": "c83-s5", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AKS (Azure)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular managed Kubernetes platforms include EKS (AWS), GKE (Google Cloud), and AKS (Azure)."}, {"id": "mai-20260917-0721-smoke|c83-s5|minimax-small|GKE (Google Cloud)", "prompt": "c83-s5", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "GKE (Google Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GKE Autopilot or EKS Fargate tend to work well for teams that don't want to manage infrastructure."}, {"id": "mai-20260917-0721-smoke|c83-s5|minimax-small|EKS (AWS)", "prompt": "c83-s5", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "EKS (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GKE Autopilot or EKS Fargate tend to work well for teams that don't want to manage infrastructure."}, {"id": "mai-20260917-0721-smoke|c83-s5|minimax-small|AKS (Azure)", "prompt": "c83-s5", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AKS (Azure)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**AKS (Azure)** | Microsoft shops | Good Active Directory integration"}, {"id": "mai-20260917-0721-smoke|c83-s5|minimax-small|Rancher/Rancher Prime", "prompt": "c83-s5", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Rancher/Rancher Prime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "something like Rancher adds flexibility but requires more management"}, {"id": "mai-20260917-0721-smoke|c83-s5|mistral-small|GKE Autopilot", "prompt": "c83-s5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "GKE Autopilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Many providers offer free tiers or startup credits (e.g., GKE Autopilot, EKS, AKS)."}, {"id": "mai-20260917-0721-smoke|c83-s5|mistral-small|EKS", "prompt": "c83-s5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., GKE Autopilot, EKS, AKS"}, {"id": "mai-20260917-0721-smoke|c83-s5|mistral-small|AKS", "prompt": "c83-s5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., GKE Autopilot, EKS, AKS"}, {"id": "mai-20260917-0721-smoke|c83-s5|mistral-small|Anthos", "prompt": "c83-s5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Anthos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "consider platforms like Anthos, EKS Anywhere, or Rancher"}, {"id": "mai-20260917-0721-smoke|c83-s5|mistral-small|EKS Anywhere", "prompt": "c83-s5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "EKS Anywhere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider platforms like Anthos, EKS Anywhere, or Rancher"}, {"id": "mai-20260917-0721-smoke|c83-s5|mistral-small|Rancher", "prompt": "c83-s5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider platforms like Anthos, EKS Anywhere, or Rancher"}, {"id": "mai-20260917-0721-smoke|c83-s5|mistral-small|DigitalOcean", "prompt": "c83-s5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| GKE Autopilot | EKS | AKS | DigitalOcean | Render | Fly.io |"}, {"id": "mai-20260917-0721-smoke|c83-s5|mistral-small|Render", "prompt": "c83-s5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| DigitalOcean | Render | Fly.io | Others |"}, {"id": "mai-20260917-0721-smoke|c83-s5|mistral-small|Fly.io", "prompt": "c83-s5", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Fly.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| DigitalOcean | Render | Fly.io | Others |"}, {"id": "mai-20260917-0721-smoke|c83-s5|moonshot-small|EKS", "prompt": "c83-s5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "AWS shop, want control | **EKS + Karpenter** | Best ecosystem, cost-efficient scaling"}, {"id": "mai-20260917-0721-smoke|c83-s5|moonshot-small|AKS", "prompt": "c83-s5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft environment | **AKS (Standard tier)** | Free control plane, great AD integration"}, {"id": "mai-20260917-0721-smoke|c83-s5|moonshot-small|GKE", "prompt": "c83-s5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "GKE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Want least ops overhead | **GKE Autopilot** | Most automated, pay per pod"}, {"id": "mai-20260917-0721-smoke|c83-s5|moonshot-small|Heroku", "prompt": "c83-s5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Heroku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**PaaS** (Heroku, Railway, Fly.io, Render) | Simple web apps, no complex orchestration needs"}, {"id": "mai-20260917-0721-smoke|c83-s5|moonshot-small|Railway", "prompt": "c83-s5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Railway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**PaaS** (Heroku, Railway, Fly.io, Render)"}, {"id": "mai-20260917-0721-smoke|c83-s5|moonshot-small|Fly.io", "prompt": "c83-s5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Fly.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**PaaS** (Heroku, Railway, Fly.io, Render)"}, {"id": "mai-20260917-0721-smoke|c83-s5|moonshot-small|Render", "prompt": "c83-s5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**PaaS** (Heroku, Railway, Fly.io, Render)"}, {"id": "mai-20260917-0721-smoke|c83-s5|moonshot-small|Cloud Run", "prompt": "c83-s5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Cloud Run", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Cloud Run / App Runner / Container Apps** | Containerized workloads without K8s complexity"}, {"id": "mai-20260917-0721-smoke|c83-s5|moonshot-small|App Runner", "prompt": "c83-s5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "App Runner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Containerized workloads without K8s complexity"}, {"id": "mai-20260917-0721-smoke|c83-s5|moonshot-small|Container Apps", "prompt": "c83-s5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Container Apps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Containerized workloads without K8s complexity"}, {"id": "mai-20260917-0721-smoke|c83-s5|moonshot-small|Linode", "prompt": "c83-s5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Linode, DigitalOcean, Civo K8s** | ~$30-50/mo total, simpler than hyperscalers"}, {"id": "mai-20260917-0721-smoke|c83-s5|moonshot-small|DigitalOcean K8s", "prompt": "c83-s5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "DigitalOcean K8s", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Tight budget, simple needs | **DigitalOcean K8s** or **Civo** | ~50-70% cheaper, simpler"}, {"id": "mai-20260917-0721-smoke|c83-s5|moonshot-small|Civo", "prompt": "c83-s5", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Tight budget, simple needs | **DigitalOcean K8s** or **Civo** | ~50-70% cheaper, simpler"}, {"id": "mai-20260917-0721-smoke|c83-s5|openai-small|EKS", "prompt": "c83-s5", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "decision matrix you can use with EKS / GKE / AKS / managed offerings like DigitalOcean, Oracle, Rancher, etc."}, {"id": "mai-20260917-0721-smoke|c83-s5|openai-small|GKE", "prompt": "c83-s5", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "GKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "EKS / GKE / AKS / managed offerings like DigitalOcean, Oracle, Rancher, etc."}, {"id": "mai-20260917-0721-smoke|c83-s5|openai-small|AKS", "prompt": "c83-s5", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "EKS / GKE / AKS / managed offerings like DigitalOcean, Oracle, Rancher, etc."}, {"id": "mai-20260917-0721-smoke|c83-s5|openai-small|DigitalOcean", "prompt": "c83-s5", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "managed offerings like DigitalOcean, Oracle, Rancher, etc."}, {"id": "mai-20260917-0721-smoke|c83-s5|openai-small|Oracle", "prompt": "c83-s5", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "managed offerings like DigitalOcean, Oracle, Rancher, etc."}, {"id": "mai-20260917-0721-smoke|c83-s5|openai-small|Rancher", "prompt": "c83-s5", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "managed offerings like DigitalOcean, Oracle, Rancher, etc."}, {"id": "mai-20260917-0721-smoke|c83-s5|xai-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DigitalOcean/Linode for simplicity/low cost; big3 if tied to that cloud."}, {"id": "mai-20260917-0721-smoke|c83-s5|xai-small|Google Kubernetes Engine (GKE)", "prompt": "c83-s5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GKE Autopilot/DigitalOcean shine here—no node management."}, {"id": "mai-20260917-0721-smoke|c83-s5|xai-small|Amazon EKS", "prompt": "c83-s5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Amazon EKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS shops ... Highest base cost, more config needed."}, {"id": "mai-20260917-0721-smoke|c83-s5|xai-small|Azure AKS", "prompt": "c83-s5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Azure AKS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft stacks ... Semi-manual upgrades; Azure-centric."}, {"id": "mai-20260917-0721-smoke|c83-s5|xai-small|Linode/Rackspace Spot", "prompt": "c83-s5", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Linode/Rackspace Spot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cost-optimized alternatives ... Less polished UI; spot eviction risks."}, {"id": "mai-20260917-0721-smoke|c83-s5|zai-small|Rancher", "prompt": "c83-s5", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Rancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "look for providers that support that natively (e.g., Rancher, AKS Arc, GKE on-prem)"}, {"id": "mai-20260917-0721-smoke|c83-s5|zai-small|Google GKE", "prompt": "c83-s5", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Google GKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Google GKE** | Strong developer experience, Autopilot cost model, advanced observability"}, {"id": "mai-20260917-0721-smoke|c83-s5|zai-small|Amazon EKS", "prompt": "c83-s5", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Amazon EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Amazon EKS** | Deep AWS integration, large ecosystem, flexible control plane"}, {"id": "mai-20260917-0721-smoke|c83-s5|zai-small|Azure AKS", "prompt": "c83-s5", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Azure AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Azure AKS** | Tight Azure integration, good hybrid support"}, {"id": "mai-20260917-0721-smoke|c83-s5|zai-small|Red Hat OpenShift", "prompt": "c83-s5", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Red Hat OpenShift** | Enterprise-grade security, support, certifications"}, {"id": "mai-20260917-0721-smoke|c83-s5|zai-small|Mirantis Kubernetes Engine", "prompt": "c83-s5", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Mirantis Kubernetes Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Mirantis Kubernetes Engine** | Open-source based, enterprise support, flexibility"}, {"id": "mai-20260917-0721-smoke|c83-s5|zai-small|Rackspace Spot", "prompt": "c83-s5", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Rackspace Spot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Specialist providers** (e.g., Rackspace Spot, Nutanix Kube) | Cost efficiency, niche features"}, {"id": "mai-20260917-0721-smoke|c83-s5|zai-small|Nutanix Kube", "prompt": "c83-s5", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "scale", "raw": "Nutanix Kube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Specialist providers** (e.g., Rackspace Spot, Nutanix Kube) | Cost efficiency, niche features"}, {"id": "mai-20260917-0721-smoke|c83-s6|alibaba-small|AWS EKS", "prompt": "c83-s6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "frequently cited as **overkill** for early-stage small businesses due to cost traps and complexity"}, {"id": "mai-20260917-0721-smoke|c83-s6|alibaba-small|Azure AKS", "prompt": "c83-s6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure AKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "frequently cited as **overkill** for early-stage small businesses due to cost traps and complexity"}, {"id": "mai-20260917-0721-smoke|c83-s6|alibaba-small|Google GKE", "prompt": "c83-s6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google GKE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "frequently cited as **overkill** for early-stage small businesses due to cost traps and complexity"}, {"id": "mai-20260917-0721-smoke|c83-s6|alibaba-small|Red Hat OpenShift", "prompt": "c83-s6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "You should generally **avoid** these unless you are part of a large, established enterprise"}, {"id": "mai-20260917-0721-smoke|c83-s6|alibaba-small|VMware Tanzu", "prompt": "c83-s6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "VMware Tanzu", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "You should generally **avoid** these unless you are part of a large, established enterprise"}, {"id": "mai-20260917-0721-smoke|c83-s6|alibaba-small|Heroku", "prompt": "c83-s6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Heroku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Platforms like **Heroku**, **Render**, or **Railway** handle scaling, updates, and security automatically"}, {"id": "mai-20260917-0721-smoke|c83-s6|alibaba-small|Render", "prompt": "c83-s6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Render", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "far cheaper and faster to set up for small teams"}, {"id": "mai-20260917-0721-smoke|c83-s6|alibaba-small|Railway", "prompt": "c83-s6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Railway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "far cheaper and faster to set up for small teams"}, {"id": "mai-20260917-0721-smoke|c83-s6|alibaba-small|Azure App Service", "prompt": "c83-s6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure App Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "allow you to deploy code without managing containers entirely"}, {"id": "mai-20260917-0721-smoke|c83-s6|alibaba-small|Google App Engine", "prompt": "c83-s6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google App Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "allow you to deploy code without managing containers entirely"}, {"id": "mai-20260917-0721-smoke|c83-s6|alibaba-small|DigitalOcean (DOKS)", "prompt": "c83-s6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "excellent for small businesses due to low costs (often free control planes)"}, {"id": "mai-20260917-0721-smoke|c83-s6|alibaba-small|Linode", "prompt": "c83-s6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "excellent for small businesses due to low costs (often free control planes)"}, {"id": "mai-20260917-0721-smoke|c83-s6|alibaba-small|Vultr", "prompt": "c83-s6", "model": "alibaba-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Providers like **DigitalOcean (DOKS)**, **Linode**, or **Vultr** are excellent for small businesses"}, {"id": "mai-20260917-0721-smoke|c83-s6|anthropic-small|Amazon EKS (AWS)", "prompt": "c83-s6", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Amazon EKS (AWS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Amazon EKS charges $73/month per cluster before a single pod runs."}, {"id": "mai-20260917-0721-smoke|c83-s6|anthropic-small|Google GKE", "prompt": "c83-s6", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google GKE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the free tier is limited. GKE charges $0.10 per hour per cluster for Standard and Autopilot clusters"}, {"id": "mai-20260917-0721-smoke|c83-s6|anthropic-small|AKS", "prompt": "c83-s6", "model": "anthropic-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AKS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "AKS offers free cluster management, making it highly cost-effective for both small and enterprise-scale workloads."}, {"id": "mai-20260917-0721-smoke|c83-s6|challenger-small|AWS EKS", "prompt": "c83-s6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS EKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "often considered complex and better for teams with cloud/infrastructure expertise"}, {"id": "mai-20260917-0721-smoke|c83-s6|challenger-small|Azure AKS", "prompt": "c83-s6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure AKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can be more operationally demanding than smaller-team-friendly options"}, {"id": "mai-20260917-0721-smoke|c83-s6|challenger-small|Google GKE", "prompt": "c83-s6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google GKE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically recommended when you have stronger platform engineering maturity"}, {"id": "mai-20260917-0721-smoke|c83-s6|challenger-small|OpenShift", "prompt": "c83-s6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "OpenShift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usually aimed at larger organizations or enterprise legacy stacks, so small businesses should be especially cautious"}, {"id": "mai-20260917-0721-smoke|c83-s6|challenger-small|Tanzu", "prompt": "c83-s6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Tanzu", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "usually aimed at larger organizations or enterprise legacy stacks, so small businesses should be especially cautious"}, {"id": "mai-20260917-0721-smoke|c83-s6|challenger-small|Mirantis", "prompt": "c83-s6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Mirantis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "usually aimed at larger organizations or enterprise legacy stacks, so small businesses should be especially cautious"}, {"id": "mai-20260917-0721-smoke|c83-s6|challenger-small|DigitalOcean Kubernetes", "prompt": "c83-s6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "simpler managed Kubernetes offerings such as DigitalOcean Kubernetes... easier, more transparent, and more startup-friendly"}, {"id": "mai-20260917-0721-smoke|c83-s6|challenger-small|Linode LKE", "prompt": "c83-s6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Linode LKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "simpler managed Kubernetes offerings such as ... Linode LKE"}, {"id": "mai-20260917-0721-smoke|c83-s6|challenger-small|Scaleway Kapsule", "prompt": "c83-s6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Scaleway Kapsule", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "simpler managed Kubernetes offerings such as ... Scaleway Kapsule"}, {"id": "mai-20260917-0721-smoke|c83-s6|challenger-small|OVHcloud Managed Kubernetes", "prompt": "c83-s6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "OVHcloud Managed Kubernetes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "simpler managed Kubernetes offerings such as ... OVHcloud Managed Kubernetes"}, {"id": "mai-20260917-0721-smoke|c83-s6|challenger-small|Civo", "prompt": "c83-s6", "model": "challenger-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "simpler managed Kubernetes offerings such as ... or Civo"}, {"id": "mai-20260917-0721-smoke|c83-s6|deepseek-small|Heroku", "prompt": "c83-s6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Heroku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "avoid Kubernetes entirely in favor of simpler options (PaaS like Heroku, Railway, Render, Fly.io, Cloud Run, or containers on a small VPS)"}, {"id": "mai-20260917-0721-smoke|c83-s6|deepseek-small|AWS EKS", "prompt": "c83-s6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS EKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid EKS unless you're already deeply in AWS and have the budget for its fees"}, {"id": "mai-20260917-0721-smoke|c83-s6|deepseek-small|Google GKE", "prompt": "c83-s6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google GKE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "But beware: it's easy to accidentally create regional clusters or multiple clusters and rack up the fee."}, {"id": "mai-20260917-0721-smoke|c83-s6|deepseek-small|Azure AKS", "prompt": "c83-s6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure AKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the free tier has no financially backed uptime SLA ... a trap"}, {"id": "mai-20260917-0721-smoke|c83-s6|deepseek-small|Oracle OKE", "prompt": "c83-s6", "model": "deepseek-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Oracle OKE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "that option has no SLA ... a trap if you treat it as production-ready"}, {"id": "mai-20260917-0721-smoke|c83-s6|google-small|Red Hat OpenShift", "prompt": "c83-s6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: OpenShift is highly opinionated and incredibly expensive."}, {"id": "mai-20260917-0721-smoke|c83-s6|google-small|VMware Tanzu", "prompt": "c83-s6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "VMware Tanzu", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: These are built primarily for legacy enterprises managing hybrid-cloud environments"}, {"id": "mai-20260917-0721-smoke|c83-s6|google-small|Nutanix Kubernetes Platform", "prompt": "c83-s6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Nutanix Kubernetes Platform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid: These are built primarily for legacy enterprises"}, {"id": "mai-20260917-0721-smoke|c83-s6|google-small|AWS EKS (Elastic Kubernetes Service)", "prompt": "c83-s6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS EKS (Elastic Kubernetes Service)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to be cautious: EKS is notoriously difficult to set up and manage compared to other providers."}, {"id": "mai-20260917-0721-smoke|c83-s6|google-small|Google Kubernetes Engine (GKE) - Standard Mode", "prompt": "c83-s6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google Kubernetes Engine (GKE) - Standard Mode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "GKE Standard still exposes you to the full operational complexity of managing node pools"}, {"id": "mai-20260917-0721-smoke|c83-s6|google-small|GKE Autopilot", "prompt": "c83-s6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE Autopilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "GKE Autopilot is a much safer option for small businesses"}, {"id": "mai-20260917-0721-smoke|c83-s6|google-small|Rancher", "prompt": "c83-s6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Rancher", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "installing Kubernetes themselves using tools like `kubeadm`, Rancher... Why to avoid: This is a classic \"builder's trap.\""}, {"id": "mai-20260917-0721-smoke|c83-s6|google-small|k3s", "prompt": "c83-s6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "k3s", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "lightweight distributions like `k3s` ... Why to avoid: This is a classic \"builder's trap.\""}, {"id": "mai-20260917-0721-smoke|c83-s6|google-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Highly recommended for small businesses. The control plane is free"}, {"id": "mai-20260917-0721-smoke|c83-s6|google-small|Linode/Akamai LKE", "prompt": "c83-s6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Linode/Akamai LKE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Very similar to DigitalOcean. It offers a free standard control plane"}, {"id": "mai-20260917-0721-smoke|c83-s6|google-small|Civo", "prompt": "c83-s6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Civo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "A lightweight, developer-focused cloud optimized for speed"}, {"id": "mai-20260917-0721-smoke|c83-s6|google-small|Google Cloud Run", "prompt": "c83-s6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google Cloud Run", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Platforms like Google Cloud Run... allow you to deploy standard Docker containers without the overhead of managing a cluster"}, {"id": "mai-20260917-0721-smoke|c83-s6|google-small|AWS ECS with Fargate", "prompt": "c83-s6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS ECS with Fargate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "AWS ECS with Fargate, Render, or Fly.io allow you to deploy standard Docker containers"}, {"id": "mai-20260917-0721-smoke|c83-s6|google-small|Render", "prompt": "c83-s6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Render, or Fly.io allow you to deploy standard Docker containers"}, {"id": "mai-20260917-0721-smoke|c83-s6|google-small|Fly.io", "prompt": "c83-s6", "model": "google-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Fly.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Fly.io allow you to deploy standard Docker containers without the overhead of managing a cluster"}, {"id": "mai-20260917-0721-smoke|c83-s6|meta-small|Azure", "prompt": "c83-s6", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some of the top managed Kubernetes providers include Azure, Linode, and DigitalOcean, but even these may not be suitable for small businesses due to their complexity and cost."}, {"id": "mai-20260917-0721-smoke|c83-s6|meta-small|Linode", "prompt": "c83-s6", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "even these may not be suitable for small businesses due to their complexity and cost"}, {"id": "mai-20260917-0721-smoke|c83-s6|meta-small|DigitalOcean", "prompt": "c83-s6", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "even these may not be suitable for small businesses due to their complexity and cost"}, {"id": "mai-20260917-0721-smoke|c83-s6|meta-small|AWS", "prompt": "c83-s6", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some managed Kubernetes providers, such as AWS, Azure, and GCloud, may be too complex for small businesses."}, {"id": "mai-20260917-0721-smoke|c83-s6|meta-small|GCloud", "prompt": "c83-s6", "model": "meta-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some managed Kubernetes providers, such as AWS, Azure, and GCloud, may be too complex for small businesses."}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Amazon Elastic Kubernetes Service (EKS)", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Amazon Elastic Kubernetes Service (EKS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **avoid or approach with caution** ... **High and unpredictable cost**"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Azure Kubernetes Service (AKS)", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Pricing opacity** ... avoid the big‑three control‑plane services"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Google Kubernetes Engine (GKE)", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Master‑node billing** – Google charges for the control plane even when clusters are idle."}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|IBM Cloud Kubernetes Service", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "IBM Cloud Kubernetes Service", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Higher price point** – often more expensive than comparable offerings"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Red Hat OpenShift (managed)", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Red Hat OpenShift (managed)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Heavy licensing** – pricing is based on cores or nodes and can be prohibitive for small teams."}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Mirantis Kubernetes Engine (formerly Docker Enterprise)", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Mirantis Kubernetes Engine (formerly Docker Enterprise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Less market visibility** ... **Pricing can be high**"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Nutanix Kubernetes Platform", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Nutanix Kubernetes Platform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Targeted at large enterprises** ... overkill for a small cloud‑only deployment"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Oracle Cloud Kubernetes (OKE)", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Oracle Cloud Kubernetes (OKE)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Less mature ecosystem** – fewer third‑party tools and integrations."}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Alibaba Cloud Kubernetes (ACK)", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Alibaba Cloud Kubernetes (ACK)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Language barrier** ... **Regulatory concerns**"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Civo", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Civo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "start with a provider that emphasises simplicity, transparent pricing, and strong developer‑community support (e.g., Civo, Linode, DigitalOcean)"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Linode Kubernetes Engine", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Linode Kubernetes Engine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "(e.g., Civo, Linode, DigitalOcean)"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|DigitalOcean Kubernetes", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean Kubernetes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "(e.g., Civo, Linode, DigitalOcean)"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Scaleway", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Scaleway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Managed Kubernetes with a simple, developer‑focused UX – e.g., Civo, Linode Kubernetes Engine, DigitalOcean Kubernetes, Scaleway, UpCloud"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|UpCloud", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "UpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Managed Kubernetes with a simple, developer‑focused UX ... **UpCloud**"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Heroku", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Heroku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Platform‑as‑a‑Service (PaaS) for containerised apps – **Heroku**"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Vercel", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Vercel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Heroku**, **Vercel**, **Netlify**, **Render**"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Netlify", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Netlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Heroku**, **Vercel**, **Netlify**, **Render**"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Render", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**Heroku**, **Vercel**, **Netlify**, **Render**"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|k3s", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "k3s", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "Lightweight Kubernetes distributions – **k3s**, **MicroK8s**, **Rancher Lite**"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|MicroK8s", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "MicroK8s", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "Lightweight Kubernetes distributions – **k3s**, **MicroK8s**"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Rancher Lite", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Rancher Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "**k3s**, **MicroK8s**, **Rancher Lite**"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|AWS Fargate", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS Fargate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 22, "ev": "Serverless container runtimes – **AWS Fargate**"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Azure Container Instances", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure Container Instances", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 23, "ev": "Serverless container runtimes – ... **Azure Container Instances**"}, {"id": "mai-20260917-0721-smoke|c83-s6|minimax-small|Google Cloud Run", "prompt": "c83-s6", "model": "minimax-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google Cloud Run", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 24, "ev": "Serverless container runtimes – ... **Google Cloud Run**"}, {"id": "mai-20260917-0721-smoke|c83-s6|mistral-small|AWS EKS", "prompt": "c83-s6", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS EKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should be cautious about—or avoid—the following managed Kubernetes platforms: 1. **AWS EKS, Azure AKS, and Google GKE**"}, {"id": "mai-20260917-0721-smoke|c83-s6|mistral-small|Azure AKS", "prompt": "c83-s6", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure AKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "their complexity, cost, and steep learning curve make them a poor fit"}, {"id": "mai-20260917-0721-smoke|c83-s6|mistral-small|Google GKE", "prompt": "c83-s6", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google GKE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "their complexity, cost, and steep learning curve make them a poor fit"}, {"id": "mai-20260917-0721-smoke|c83-s6|mistral-small|DigitalOcean", "prompt": "c83-s6", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with user-friendly, cost-transparent platforms like Civo, DigitalOcean, or Scaleway"}, {"id": "mai-20260917-0721-smoke|c83-s6|mistral-small|Civo", "prompt": "c83-s6", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Civo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "start with user-friendly, cost-transparent platforms like Civo, DigitalOcean, or Scaleway"}, {"id": "mai-20260917-0721-smoke|c83-s6|mistral-small|Scaleway", "prompt": "c83-s6", "model": "mistral-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Scaleway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "start with user-friendly, cost-transparent platforms like Civo, DigitalOcean, or Scaleway"}, {"id": "mai-20260917-0721-smoke|c83-s6|moonshot-small|AWS EKS (Elastic Kubernetes Service)", "prompt": "c83-s6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS EKS (Elastic Kubernetes Service)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**AWS EKS** | ❌ Avoid | Too complex, too many hidden costs"}, {"id": "mai-20260917-0721-smoke|c83-s6|moonshot-small|Google GKE (Standard Mode)", "prompt": "c83-s6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google GKE (Standard Mode)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "GKE Standard** | ⚠️ Cautious | Expensive at scale, still complex"}, {"id": "mai-20260917-0721-smoke|c83-s6|moonshot-small|Azure AKS", "prompt": "c83-s6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure AKS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Azure AKS** | ⚠️ Moderate | Ecosystem frustration"}, {"id": "mai-20260917-0721-smoke|c83-s6|moonshot-small|DigitalOcean (DOKS)", "prompt": "c83-s6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean (DOKS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Free control plane, simple pricing, no PhD required"}, {"id": "mai-20260917-0721-smoke|c83-s6|moonshot-small|Linode (LKE)", "prompt": "c83-s6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Linode (LKE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "✅ Consider | Good balance of features and simplicity"}, {"id": "mai-20260917-0721-smoke|c83-s6|moonshot-small|Scaleway", "prompt": "c83-s6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Scaleway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cost-effective, European-based"}, {"id": "mai-20260917-0721-smoke|c83-s6|moonshot-small|OVHCloud", "prompt": "c83-s6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "OVHCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for cost-conscious teams"}, {"id": "mai-20260917-0721-smoke|c83-s6|moonshot-small|Railway", "prompt": "c83-s6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Railway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "platforms like Railway, Render, or even traditional VPS hosting might serve you better"}, {"id": "mai-20260917-0721-smoke|c83-s6|moonshot-small|Render", "prompt": "c83-s6", "model": "moonshot-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "platforms like Railway, Render, or even traditional VPS hosting might serve you better"}, {"id": "mai-20260917-0721-smoke|c83-s6|openai-small|EKS", "prompt": "c83-s6", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "EKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Examples of mainstream managed Kubernetes services typically used by small businesses include **EKS, GKE, and AKS**—but even these can be a bad fit if the use case is too small."}, {"id": "mai-20260917-0721-smoke|c83-s6|openai-small|GKE", "prompt": "c83-s6", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GKE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Examples of mainstream managed Kubernetes services typically used by small businesses include **EKS, GKE, and AKS**"}, {"id": "mai-20260917-0721-smoke|c83-s6|openai-small|AKS", "prompt": "c83-s6", "model": "openai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AKS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Examples of mainstream managed Kubernetes services typically used by small businesses include **EKS, GKE, and AKS**"}, {"id": "mai-20260917-0721-smoke|c83-s6|xai-small|Vercel", "prompt": "c83-s6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Vercel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "skipping it entirely in favor of simpler PaaS options like Vercel, Render, Fly.io, Heroku, or DigitalOcean App Platform"}, {"id": "mai-20260917-0721-smoke|c83-s6|xai-small|Render", "prompt": "c83-s6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "simpler PaaS options like Vercel, Render, Fly.io, Heroku, or DigitalOcean App Platform"}, {"id": "mai-20260917-0721-smoke|c83-s6|xai-small|Fly.io", "prompt": "c83-s6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Fly.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "simpler PaaS options like Vercel, Render, Fly.io, Heroku"}, {"id": "mai-20260917-0721-smoke|c83-s6|xai-small|Heroku", "prompt": "c83-s6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Heroku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "simpler PaaS options like Vercel, Render, Fly.io, Heroku, or DigitalOcean App Platform"}, {"id": "mai-20260917-0721-smoke|c83-s6|xai-small|DigitalOcean App Platform", "prompt": "c83-s6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean App Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "simpler PaaS options like ... DigitalOcean App Platform"}, {"id": "mai-20260917-0721-smoke|c83-s6|xai-small|Google Kubernetes Engine (GKE)", "prompt": "c83-s6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google Kubernetes Engine (GKE)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms to **Avoid** ... Complex UI/console; node autoscaling quirks; autopilot mode limits customization."}, {"id": "mai-20260917-0721-smoke|c83-s6|xai-small|Amazon EKS (AWS)", "prompt": "c83-s6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Amazon EKS (AWS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Most confusing setup ... no free control plane; vendor lock-in via AWS services. Highest ops overhead."}, {"id": "mai-20260917-0721-smoke|c83-s6|xai-small|Azure Kubernetes Service (AKS)", "prompt": "c83-s6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure Kubernetes Service (AKS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "no production SLA without paid tier; .NET/Windows bias; networking/storage fees add up. Still complex"}, {"id": "mai-20260917-0721-smoke|c83-s6|xai-small|DigitalOcean Kubernetes (DOKS)", "prompt": "c83-s6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean Kubernetes (DOKS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Platforms to **Be Cautious With** ... Limited global regions; basic enterprise features ... scales to mid-tier only."}, {"id": "mai-20260917-0721-smoke|c83-s6|xai-small|Linode Kubernetes Engine (LKE)", "prompt": "c83-s6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Linode Kubernetes Engine (LKE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Fewer integrations; support not 24/7; spotty for high-traffic or compliance-heavy apps."}, {"id": "mai-20260917-0721-smoke|c83-s6|xai-small|Scaleway Kubernetes (Kapsule)", "prompt": "c83-s6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Scaleway Kubernetes (Kapsule)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Less mature ecosystem; regional limits; sparse community support."}, {"id": "mai-20260917-0721-smoke|c83-s6|xai-small|OVHcloud / Civo", "prompt": "c83-s6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "OVHcloud / Civo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Niche player; potential reliability gaps at scale; minimal hand-holding."}, {"id": "mai-20260917-0721-smoke|c83-s6|xai-small|Google Cloud Run", "prompt": "c83-s6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google Cloud Run", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "use serverless containers (e.g., Google Cloud Run, AWS Fargate)"}, {"id": "mai-20260917-0721-smoke|c83-s6|xai-small|AWS Fargate", "prompt": "c83-s6", "model": "xai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS Fargate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "use serverless containers (e.g., Google Cloud Run, AWS Fargate)"}, {"id": "mai-20260917-0721-smoke|c83-s6|zai-small|AWS EKS", "prompt": "c83-s6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS EKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid these unless your business is already heavily invested in that specific cloud provider"}, {"id": "mai-20260917-0721-smoke|c83-s6|zai-small|Azure AKS", "prompt": "c83-s6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Azure AKS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "often **overkill and too complex for small teams**"}, {"id": "mai-20260917-0721-smoke|c83-s6|zai-small|GCP GKE", "prompt": "c83-s6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "GCP GKE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid these unless ... you have a dedicated infrastructure team."}, {"id": "mai-20260917-0721-smoke|c83-s6|zai-small|Red Hat OpenShift", "prompt": "c83-s6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**not recommended for small businesses** due to cost and complexity"}, {"id": "mai-20260917-0721-smoke|c83-s6|zai-small|DigitalOcean", "prompt": "c83-s6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Use these platforms cautiously."}, {"id": "mai-20260917-0721-smoke|c83-s6|zai-small|Linode", "prompt": "c83-s6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they come with **specific limitations** that can trap small businesses"}, {"id": "mai-20260917-0721-smoke|c83-s6|zai-small|Vultr", "prompt": "c83-s6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Use these platforms cautiously."}, {"id": "mai-20260917-0721-smoke|c83-s6|zai-small|AWS Fargate", "prompt": "c83-s6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "AWS Fargate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consider avoiding Kubernetes entirely in favor of **Serverless (AWS Fargate, Google Cloud Run)**"}, {"id": "mai-20260917-0721-smoke|c83-s6|zai-small|Google Cloud Run", "prompt": "c83-s6", "model": "zai-small", "cat": "managed-kubernetes-platforms", "variant": "negative", "raw": "Google Cloud Run", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "in favor of **Serverless (AWS Fargate, Google Cloud Run)**"}, {"id": "mai-20260917-0721-smoke|c84-l1|alibaba-small|Amazon Aurora", "prompt": "c84-l1", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Service:** **Amazon Aurora** (recommended) ... \"We are on AWS / We want the industry standard\" | **Amazon Aurora (PostgreSQL or MySQL)**"}, {"id": "mai-20260917-0721-smoke|c84-l1|alibaba-small|Amazon RDS", "prompt": "c84-l1", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unlike standard RDS, Aurora separates compute from storage"}, {"id": "mai-20260917-0721-smoke|c84-l1|alibaba-small|Azure SQL Database", "prompt": "c84-l1", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "\"We use .NET / We rely on Microsoft tools\" | **Azure SQL Database**"}, {"id": "mai-20260917-0721-smoke|c84-l1|alibaba-small|Cloud Spanner", "prompt": "c84-l1", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Cloud Spanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "\"We need to scale writes globally (Multi-region)\" | **Google Cloud Spanner**"}, {"id": "mai-20260917-0721-smoke|c84-l1|alibaba-small|Cloud SQL", "prompt": "c84-l1", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Service:** **Cloud Spanner** or **Cloud SQL**"}, {"id": "mai-20260917-0721-smoke|c84-l1|alibaba-small|Oracle Autonomous Database", "prompt": "c84-l1", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Oracle Autonomous Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "\"We are migrating from On-Premise Oracle\" | **Oracle Autonomous Database**"}, {"id": "mai-20260917-0721-smoke|c84-l1|anthropic-small|Amazon RDS", "prompt": "c84-l1", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Amazon RDS with PostgreSQL or Aurora** is the industry default due to maturity, reliability, and comprehensive feature set."}, {"id": "mai-20260917-0721-smoke|c84-l1|anthropic-small|Azure SQL Database", "prompt": "c84-l1", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft's fully managed SQL database service, ideal if your enterprise is already invested in the Azure ecosystem"}, {"id": "mai-20260917-0721-smoke|c84-l1|anthropic-small|Google Cloud SQL", "prompt": "c84-l1", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong option for enterprises using Google Cloud"}, {"id": "mai-20260917-0721-smoke|c84-l1|anthropic-small|Amazon Aurora", "prompt": "c84-l1", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Amazon RDS with PostgreSQL or Aurora** is the industry default"}, {"id": "mai-20260917-0721-smoke|c84-l1|anthropic-small|PostgreSQL on RDS or self-hosted", "prompt": "c84-l1", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "PostgreSQL on RDS or self-hosted", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Often preferred by technical teams for its robustness, extensibility, and open-source nature."}, {"id": "mai-20260917-0721-smoke|c84-l1|challenger-small|Amazon RDS", "prompt": "c84-l1", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best single default choice is **Amazon RDS**"}, {"id": "mai-20260917-0721-smoke|c84-l1|challenger-small|Google Cloud SQL", "prompt": "c84-l1", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong fit if you are already on Google Cloud"}, {"id": "mai-20260917-0721-smoke|c84-l1|challenger-small|Azure SQL Database", "prompt": "c84-l1", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often the best fit for Microsoft-centric enterprises"}, {"id": "mai-20260917-0721-smoke|c84-l1|challenger-small|Oracle Database", "prompt": "c84-l1", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Oracle Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better for highly regulated OLTP systems"}, {"id": "mai-20260917-0721-smoke|c84-l1|deepseek-small|Amazon RDS / Aurora (AWS)", "prompt": "c84-l1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS / Aurora (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The **default safe choice** if you're lifting existing workloads or uncertain about your engine."}, {"id": "mai-20260917-0721-smoke|c84-l1|deepseek-small|Azure SQL Database (Microsoft)", "prompt": "c84-l1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database (Microsoft)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**First choice if you're a SQL Server shop**"}, {"id": "mai-20260917-0721-smoke|c84-l1|deepseek-small|Google Cloud SQL / AlloyDB (Google)", "prompt": "c84-l1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL / AlloyDB (Google)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Postgres-centric, cost-sensitive, or in the Google ecosystem \\u2192 Google Cloud SQL Enterprise Plus / AlloyDB."}, {"id": "mai-20260917-0721-smoke|c84-l1|google-small|Amazon Aurora", "prompt": "c84-l1", "model": "google-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall (AWS Ecosystem): **Amazon Aurora (PostgreSQL or MySQL)** ... is the gold standard for enterprise B2B SaaS."}, {"id": "mai-20260917-0721-smoke|c84-l1|google-small|Google Cloud Spanner", "prompt": "c84-l1", "model": "google-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud Spanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global Scale & Multi-Region Consistency: **Google Cloud Spanner**"}, {"id": "mai-20260917-0721-smoke|c84-l1|google-small|Azure SQL Database (Hyperscale)", "prompt": "c84-l1", "model": "google-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database (Hyperscale)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for the Microsoft / .NET Ecosystem: **Azure SQL Database (Hyperscale)**"}, {"id": "mai-20260917-0721-smoke|c84-l1|google-small|AlloyDB for PostgreSQL", "prompt": "c84-l1", "model": "google-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "AlloyDB for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for High-Performance PostgreSQL on Google Cloud: **AlloyDB for PostgreSQL**"}, {"id": "mai-20260917-0721-smoke|c84-l1|google-small|CockroachDB Dedicated", "prompt": "c84-l1", "model": "google-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "CockroachDB Dedicated", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Cloud-Agnostic / Multi-Cloud: **CockroachDB Dedicated**"}, {"id": "mai-20260917-0721-smoke|c84-l1|meta-small|Amazon Relational Database Service (RDS)", "prompt": "c84-l1", "model": "meta-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon Relational Database Service (RDS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best managed relational database service for an enterprise B2B company is Amazon Relational Database Service (RDS) or Cloud SQL"}, {"id": "mai-20260917-0721-smoke|c84-l1|meta-small|Cloud SQL", "prompt": "c84-l1", "model": "meta-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Amazon Relational Database Service (RDS) or Cloud SQL, as they are fully managed relational database services"}, {"id": "mai-20260917-0721-smoke|c84-l1|minimax-small|Amazon Aurora", "prompt": "c84-l1", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Azure SQL Database** or **Amazon Aurora** are the top choices."}, {"id": "mai-20260917-0721-smoke|c84-l1|minimax-small|Azure SQL Database", "prompt": "c84-l1", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Azure SQL Database** or **Amazon Aurora** are the top choices."}, {"id": "mai-20260917-0721-smoke|c84-l1|minimax-small|Google Cloud SQL", "prompt": "c84-l1", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for**: Teams wanting managed MySQL, PostgreSQL, or SQL Server"}, {"id": "mai-20260917-0721-smoke|c84-l1|minimax-small|Oracle Database", "prompt": "c84-l1", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Oracle Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Large enterprises with Oracle SQL/PL/SQL workloads"}, {"id": "mai-20260917-0721-smoke|c84-l1|mistral-small|Google Cloud SQL", "prompt": "c84-l1", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is often recommended for its simplicity, strong performance... is a top pick for standard PostgreSQL workloads"}, {"id": "mai-20260917-0721-smoke|c84-l1|mistral-small|AWS RDS (Relational Database Service)", "prompt": "c84-l1", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "AWS RDS (Relational Database Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the most comprehensive, supporting a wide range of database engines... though it can be more expensive"}, {"id": "mai-20260917-0721-smoke|c84-l1|mistral-small|Azure SQL Database", "prompt": "c84-l1", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is best if your organization is heavily invested in the Microsoft ecosystem"}, {"id": "mai-20260917-0721-smoke|c84-l1|moonshot-small|Amazon Aurora", "prompt": "c84-l1", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon Aurora PostgreSQL** is generally the default recommendation due to its unmatched scalability, global replication, and mature ecosystem."}, {"id": "mai-20260917-0721-smoke|c84-l1|moonshot-small|Azure SQL Database / Managed Instance", "prompt": "c84-l1", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database / Managed Instance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your enterprise is **deeply invested in Microsoft technologies**, **Azure SQL Managed Instance** will deliver the smoothest migration path"}, {"id": "mai-20260917-0721-smoke|c84-l1|moonshot-small|Google Cloud SQL / AlloyDB", "prompt": "c84-l1", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL / AlloyDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're **starting fresh on Google Cloud** or need tight integration with advanced analytics and AI, **Google AlloyDB** is the compelling choice."}, {"id": "mai-20260917-0721-smoke|c84-l1|openai-small|Amazon RDS", "prompt": "c84-l1", "model": "openai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the most conservative, broadly compatible managed choice: **Amazon RDS**"}, {"id": "mai-20260917-0721-smoke|c84-l1|openai-small|Amazon Aurora", "prompt": "c84-l1", "model": "openai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're asking for a single \"best\" enterprise default: **Amazon Aurora on AWS**."}, {"id": "mai-20260917-0721-smoke|c84-l1|openai-small|Azure SQL Database", "prompt": "c84-l1", "model": "openai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Azure SQL Database** if your company is deeply invested in Microsoft/Azure tooling."}, {"id": "mai-20260917-0721-smoke|c84-l1|openai-small|Google Cloud SQL", "prompt": "c84-l1", "model": "openai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Google Cloud SQL** if you want a managed PostgreSQL/MySQL/SQL Server service on Google Cloud."}, {"id": "mai-20260917-0721-smoke|c84-l1|openai-small|Oracle Autonomous Database", "prompt": "c84-l1", "model": "openai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Oracle Autonomous Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you are heavily committed to Oracle workloads and features"}, {"id": "mai-20260917-0721-smoke|c84-l1|xai-small|AWS RDS (especially with Amazon Aurora)", "prompt": "c84-l1", "model": "xai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "AWS RDS (especially with Amazon Aurora)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS RDS (especially with Amazon Aurora) stands out as the top choice for most enterprises"}, {"id": "mai-20260917-0721-smoke|c84-l1|xai-small|Google Cloud SQL", "prompt": "c84-l1", "model": "xai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick **Google Cloud SQL** for cost-optimized Postgres/AI workloads."}, {"id": "mai-20260917-0721-smoke|c84-l1|xai-small|Azure SQL / Postgres", "prompt": "c84-l1", "model": "xai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL / Postgres", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go **Azure** for Microsoft-heavy stacks."}, {"id": "mai-20260917-0721-smoke|c84-l1|xai-small|Oracle", "prompt": "c84-l1", "model": "xai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Others: Oracle for Oracle workloads"}, {"id": "mai-20260917-0721-smoke|c84-l1|xai-small|IBM", "prompt": "c84-l1", "model": "xai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**IBM**: Leader; good for hybrid/multi-cloud."}, {"id": "mai-20260917-0721-smoke|c84-l1|xai-small|Aiven", "prompt": "c84-l1", "model": "xai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Aiven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Aiven/Instaclustr for multi-cloud Postgres"}, {"id": "mai-20260917-0721-smoke|c84-l1|xai-small|Instaclustr", "prompt": "c84-l1", "model": "xai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Instaclustr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Aiven/Instaclustr for multi-cloud Postgres"}, {"id": "mai-20260917-0721-smoke|c84-l1|zai-small|Oracle Autonomous Database", "prompt": "c84-l1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Oracle Autonomous Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most flexible for enterprise B2B workloads spanning multiple clouds and on‑prem:** Oracle Autonomous Database."}, {"id": "mai-20260917-0721-smoke|c84-l1|zai-small|AWS RDS (including Amazon Aurora)", "prompt": "c84-l1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "AWS RDS (including Amazon Aurora)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for AWS‑heavy organizations needing engine breadth and mature enterprise features:** AWS RDS (with Aurora...)"}, {"id": "mai-20260917-0721-smoke|c84-l1|zai-small|Google Cloud SQL", "prompt": "c84-l1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for cost‑conscious PostgreSQL/MySQL workloads in Google Cloud:** Google Cloud SQL."}, {"id": "mai-20260917-0721-smoke|c84-l1|zai-small|Azure Database", "prompt": "c84-l1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Microsoft‑centric teams wanting tight integration:** Azure Database."}, {"id": "mai-20260917-0721-smoke|c84-l1|zai-small|Instaclustr", "prompt": "c84-l1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Instaclustr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for open‑source control with managed operations across clouds:** Managed PostgreSQL/MySQL services (Instaclustr, pgEdge, Nutanix Era)."}, {"id": "mai-20260917-0721-smoke|c84-l1|zai-small|Nutanix Era", "prompt": "c84-l1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Nutanix Era", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Nutanix Era for unified database lifecycle management"}, {"id": "mai-20260917-0721-smoke|c84-l1|zai-small|pgEdge", "prompt": "c84-l1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "pgEdge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "pgEdge for multi‑master, multi‑cloud logical replication"}, {"id": "mai-20260917-0721-smoke|c84-l1|zai-small|AlloyDB Omni", "prompt": "c84-l1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "AlloyDB Omni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "look at managed open‑source solutions (Instaclustr, pgEdge) or AlloyDB Omni"}, {"id": "mai-20260917-0721-smoke|c84-l2|alibaba-small|Amazon Aurora", "prompt": "c84-l2", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon Web Services (AWS) Aurora** is generally the safest and most robust choice for a large-scale enterprise."}, {"id": "mai-20260917-0721-smoke|c84-l2|alibaba-small|Amazon RDS", "prompt": "c84-l2", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unlike standard Amazon RDS, Aurora separates compute from storage"}, {"id": "mai-20260917-0721-smoke|c84-l2|alibaba-small|Azure SQL Database", "prompt": "c84-l2", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Microsoft Shop\" Choice: Azure SQL Database"}, {"id": "mai-20260917-0721-smoke|c84-l2|alibaba-small|Google Cloud Spanner", "prompt": "c84-l2", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud Spanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Global Scale Choice: Google Cloud Spanner ... is the unique choice"}, {"id": "mai-20260917-0721-smoke|c84-l2|alibaba-small|Oracle", "prompt": "c84-l2", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be aware that **Oracle** and **SQL Server** license costs are significantly higher"}, {"id": "mai-20260917-0721-smoke|c84-l2|anthropic-small|Amazon RDS (Relational Database Service)", "prompt": "c84-l2", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS (Relational Database Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Amazon RDS** or **Azure SQL Database** since they're market leaders"}, {"id": "mai-20260917-0721-smoke|c84-l2|anthropic-small|Microsoft Azure SQL Database", "prompt": "c84-l2", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Microsoft Azure SQL Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Amazon RDS** or **Azure SQL Database** since they're market leaders"}, {"id": "mai-20260917-0721-smoke|c84-l2|anthropic-small|Google Cloud SQL", "prompt": "c84-l2", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for companies using Google Cloud Platform"}, {"id": "mai-20260917-0721-smoke|c84-l2|anthropic-small|PostgreSQL or MySQL managed services", "prompt": "c84-l2", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "PostgreSQL or MySQL managed services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open-source, cost-effective - Strong community support"}, {"id": "mai-20260917-0721-smoke|c84-l2|challenger-small|Azure SQL Database", "prompt": "c84-l2", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Azure SQL Database** as the default choice"}, {"id": "mai-20260917-0721-smoke|c84-l2|challenger-small|Amazon Aurora", "prompt": "c84-l2", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS-committed organization:** **Amazon Aurora** is a strong managed relational SQL option"}, {"id": "mai-20260917-0721-smoke|c84-l2|challenger-small|Google Cloud SQL", "prompt": "c84-l2", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud SQL** is a fully managed service for **MySQL, PostgreSQL, and SQL Server**"}, {"id": "mai-20260917-0721-smoke|c84-l2|challenger-small|TiDB", "prompt": "c84-l2", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "TiDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need global, horizontally scalable distributed SQL:** consider **TiDB** or **CockroachDB**"}, {"id": "mai-20260917-0721-smoke|c84-l2|challenger-small|CockroachDB", "prompt": "c84-l2", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "CockroachDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **TiDB** or **CockroachDB** rather than a classic hosted SQL database"}, {"id": "mai-20260917-0721-smoke|c84-l2|deepseek-small|Amazon Aurora (PostgreSQL-compatible)", "prompt": "c84-l2", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon Aurora (PostgreSQL-compatible)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd strongly recommend **Amazon Aurora (PostgreSQL-compatible)** on AWS RDS as my top pick"}, {"id": "mai-20260917-0721-smoke|c84-l2|deepseek-small|Azure SQL Database", "prompt": "c84-l2", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Azure SQL Database** as the best alternative depending on your existing ecosystem"}, {"id": "mai-20260917-0721-smoke|c84-l2|deepseek-small|Google Cloud SQL / AlloyDB", "prompt": "c84-l2", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL / AlloyDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you're already on Google Cloud and want strong PostgreSQL performance at competitive cost"}, {"id": "mai-20260917-0721-smoke|c84-l2|deepseek-small|Amazon RDS (standard)", "prompt": "c84-l2", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS (standard)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you need the widest engine selection (15+ engines) including Oracle and SQL Server"}, {"id": "mai-20260917-0721-smoke|c84-l2|google-small|Amazon Aurora (AWS)", "prompt": "c84-l2", "model": "google-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon Aurora (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your enterprise is built on AWS, Amazon Aurora (compatible with PostgreSQL or MySQL) is the industry standard."}, {"id": "mai-20260917-0721-smoke|c84-l2|google-small|Azure SQL Database / Managed Instance (Microsoft)", "prompt": "c84-l2", "model": "google-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database / Managed Instance (Microsoft)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Microsoft-centric organizations, legacy SQL Server migrations, and enterprises requiring strict corporate governance"}, {"id": "mai-20260917-0721-smoke|c84-l2|google-small|Google Cloud AlloyDB for PostgreSQL (GCP)", "prompt": "c84-l2", "model": "google-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud AlloyDB for PostgreSQL (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High-Performance PostgreSQL"}, {"id": "mai-20260917-0721-smoke|c84-l2|google-small|CockroachDB Dedicated", "prompt": "c84-l2", "model": "google-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "CockroachDB Dedicated", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global Scaling & Cloud Agnosticism"}, {"id": "mai-20260917-0721-smoke|c84-l2|google-small|Google Cloud Spanner", "prompt": "c84-l2", "model": "google-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud Spanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Unlimited Scale and Consistency"}, {"id": "mai-20260917-0721-smoke|c84-l2|meta-small|Azure SQL Database", "prompt": "c84-l2", "model": "meta-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best hosted SQL database for a large B2B company with thousands of employees would be Azure SQL Database"}, {"id": "mai-20260917-0721-smoke|c84-l2|minimax-small|Amazon Aurora (AWS)", "prompt": "c84-l2", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon Aurora (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon Aurora (AWS)** — My top pick for most enterprises"}, {"id": "mai-20260917-0721-smoke|c84-l2|minimax-small|Azure SQL Database / Managed Instance (Microsoft)", "prompt": "c84-l2", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database / Managed Instance (Microsoft)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Go with Azure SQL Managed Instance** if you're deep in the Microsoft world"}, {"id": "mai-20260917-0721-smoke|c84-l2|minimax-small|Google Cloud SQL (GCP)", "prompt": "c84-l2", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL (GCP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Note:** Less mature than AWS/Azure for enterprise SQL workloads"}, {"id": "mai-20260917-0721-smoke|c84-l2|minimax-small|RDS", "prompt": "c84-l2", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "More expensive than standard RDS, but the performance gains often justify it"}, {"id": "mai-20260917-0721-smoke|c84-l2|mistral-small|Azure SQL Database", "prompt": "c84-l2", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Azure SQL Database** or **Amazon RDS** are the top choices due to their enterprise features, security, and integration"}, {"id": "mai-20260917-0721-smoke|c84-l2|mistral-small|Google Cloud SQL", "prompt": "c84-l2", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides fully managed relational databases with high availability, automatic backups, and strong security."}, {"id": "mai-20260917-0721-smoke|c84-l2|mistral-small|Amazon RDS", "prompt": "c84-l2", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Azure SQL Database** or **Amazon RDS** are the top choices"}, {"id": "mai-20260917-0721-smoke|c84-l2|mistral-small|CockroachDB", "prompt": "c84-l2", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "CockroachDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For those needing a distributed, globally scalable solution, CockroachDB is a strong alternative."}, {"id": "mai-20260917-0721-smoke|c84-l2|moonshot-small|Amazon RDS (with Aurora)", "prompt": "c84-l2", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS (with Aurora)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **AWS RDS with Aurora** because: Most mature enterprise feature set"}, {"id": "mai-20260917-0721-smoke|c84-l2|moonshot-small|Azure SQL Database", "prompt": "c84-l2", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft-Centric Organizations ... would be the more seamless choice"}, {"id": "mai-20260917-0721-smoke|c84-l2|moonshot-small|Google Cloud SQL", "prompt": "c84-l2", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cost-Optimized PostgreSQL/MySQL"}, {"id": "mai-20260917-0721-smoke|c84-l2|moonshot-small|Google Cloud Spanner", "prompt": "c84-l2", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud Spanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Global distribution required | **Google Cloud Spanner** (separate service)"}, {"id": "mai-20260917-0721-smoke|c84-l2|openai-small|Azure SQL Managed Instance", "prompt": "c84-l2", "model": "openai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Managed Instance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with _Azure SQL Managed Instance_ for Microsoft-heavy shops or _Amazon RDS_ for broad engine flexibility"}, {"id": "mai-20260917-0721-smoke|c84-l2|openai-small|Amazon RDS", "prompt": "c84-l2", "model": "openai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with _Azure SQL Managed Instance_ for Microsoft-heavy shops or _Amazon RDS_ for broad engine flexibility"}, {"id": "mai-20260917-0721-smoke|c84-l2|openai-small|Google Cloud SQL / AlloyDB", "prompt": "c84-l2", "model": "openai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL / AlloyDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Google Cloud SQL / AlloyDB"}, {"id": "mai-20260917-0721-smoke|c84-l2|openai-small|Aurora", "prompt": "c84-l2", "model": "openai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Aurora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "2. Amazon RDS / Aurora"}, {"id": "mai-20260917-0721-smoke|c84-l2|xai-small|Amazon RDS", "prompt": "c84-l2", "model": "xai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Amazon RDS (Relational Database Service), particularly with Amazon Aurora for PostgreSQL or MySQL"}, {"id": "mai-20260917-0721-smoke|c84-l2|xai-small|Azure SQL Database", "prompt": "c84-l2", "model": "xai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Azure SQL Database (if Microsoft-heavy)**: Best for SQL Server ecosystems"}, {"id": "mai-20260917-0721-smoke|c84-l2|xai-small|Google Cloud SQL", "prompt": "c84-l2", "model": "xai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud SQL (if cost/simplicity-focused)**: Great for MySQL/PostgreSQL/SQL Server"}, {"id": "mai-20260917-0721-smoke|c84-l2|xai-small|Google Cloud Spanner", "prompt": "c84-l2", "model": "xai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud Spanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Google Cloud Spanner or CockroachDB (but less \"standard\" SQL hosted)"}, {"id": "mai-20260917-0721-smoke|c84-l2|xai-small|CockroachDB", "prompt": "c84-l2", "model": "xai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "CockroachDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Google Cloud Spanner or CockroachDB (but less \"standard\" SQL hosted)"}, {"id": "mai-20260917-0721-smoke|c84-l2|zai-small|Microsoft Azure SQL Managed Instance", "prompt": "c84-l2", "model": "zai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Microsoft Azure SQL Managed Instance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with a proof-of-concept using Azure SQL Managed Instance or AWS RDS/Aurora"}, {"id": "mai-20260917-0721-smoke|c84-l2|zai-small|Amazon RDS with Aurora", "prompt": "c84-l2", "model": "zai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS with Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with a proof-of-concept using Azure SQL Managed Instance or AWS RDS/Aurora"}, {"id": "mai-20260917-0721-smoke|c84-l2|zai-small|Google Cloud SQL", "prompt": "c84-l2", "model": "zai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies with PostgreSQL workloads, seeking cost efficiency"}, {"id": "mai-20260917-0721-smoke|c84-l2|zai-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c84-l2", "model": "zai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Oracle-heavy enterprises)"}, {"id": "mai-20260917-0721-smoke|c84-l3|alibaba-small|Amazon RDS", "prompt": "c84-l3", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS is generally considered the market leader due to its longevity, breadth of support, and aggressive innovation in storage engines."}, {"id": "mai-20260917-0721-smoke|c84-l3|alibaba-small|Amazon Aurora", "prompt": "c84-l3", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **AWS** if you want the industry standard, the widest community support, and best-in-class open-source performance"}, {"id": "mai-20260917-0721-smoke|c84-l3|alibaba-small|Azure SQL Database", "prompt": "c84-l3", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure is the preferred choice for organizations already invested in the Microsoft ecosystem"}, {"id": "mai-20260917-0721-smoke|c84-l3|alibaba-small|Azure SQL Managed Instance", "prompt": "c84-l3", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Managed Instance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure's Managed Instance is arguably the safest route because it supports features not found in the standard PaaS version"}, {"id": "mai-20260917-0721-smoke|c84-l3|alibaba-small|Cloud SQL", "prompt": "c84-l3", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A managed service supporting MySQL and PostgreSQL. It is known for being highly automated and easy to deploy."}, {"id": "mai-20260917-0721-smoke|c84-l3|alibaba-small|Google Cloud Spanner", "prompt": "c84-l3", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud Spanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **GCP (Spanner)** if you are building a global application"}, {"id": "mai-20260917-0721-smoke|c84-l3|anthropic-small|AWS RDS (Relational Database Service)", "prompt": "c84-l3", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AWS RDS (Relational Database Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS RDS offers unparalleled enterprise features... AWS wins on ecosystem depth"}, {"id": "mai-20260917-0721-smoke|c84-l3|anthropic-small|Google Cloud SQL", "prompt": "c84-l3", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Google Cloud SQL provides exceptional managed simplicity... Google Cloud wins on simplicity for smaller teams"}, {"id": "mai-20260917-0721-smoke|c84-l3|anthropic-small|Azure SQL Database", "prompt": "c84-l3", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure wins when your company is already tied to Microsoft infrastructure"}, {"id": "mai-20260917-0721-smoke|c84-l3|anthropic-small|Aurora", "prompt": "c84-l3", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Aurora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Aurora separating compute from a shared, auto-scaling storage layer replicated six ways across three AZs"}, {"id": "mai-20260917-0721-smoke|c84-l3|challenger-small|Amazon RDS/Aurora", "prompt": "c84-l3", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS/Aurora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Pick **Amazon RDS/Aurora** if you want the widest mainstream engine coverage on a major cloud and strong AWS-native operations."}, {"id": "mai-20260917-0721-smoke|c84-l3|challenger-small|Google Cloud SQL", "prompt": "c84-l3", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Pick **Cloud SQL** if you want a simpler managed database on **Google Cloud**"}, {"id": "mai-20260917-0721-smoke|c84-l3|challenger-small|Azure SQL Database/Azure SQL Managed Instance", "prompt": "c84-l3", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database/Azure SQL Managed Instance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best when you want tight integration with Azure identity, governance, and SQL Server tooling."}, {"id": "mai-20260917-0721-smoke|c84-l3|challenger-small|Oracle Database services", "prompt": "c84-l3", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Oracle Database services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for organizations already standardized on Oracle and its enterprise feature set."}, {"id": "mai-20260917-0721-smoke|c84-l3|challenger-small|IBM Db2 on Cloud", "prompt": "c84-l3", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "IBM Db2 on Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fits organizations that want managed Db2 with enterprise controls."}, {"id": "mai-20260917-0721-smoke|c84-l3|deepseek-small|Amazon RDS", "prompt": "c84-l3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS offers the broadest engine selection. **Amazon RDS** is the flagship, supporting **six engines**"}, {"id": "mai-20260917-0721-smoke|c84-l3|deepseek-small|Amazon Aurora", "prompt": "c84-l3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Widest engine choice + cloud-native performance | AWS Aurora / RDS"}, {"id": "mai-20260917-0721-smoke|c84-l3|deepseek-small|Azure SQL Database", "prompt": "c84-l3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SQL Server workloads or a Microsoft ecosystem (.NET, Azure AD) | Azure SQL Database / Managed Instance"}, {"id": "mai-20260917-0721-smoke|c84-l3|deepseek-small|Azure SQL Managed Instance", "prompt": "c84-l3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Managed Instance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Smooth lift-and-shift of existing SQL Server apps | Azure SQL Managed Instance"}, {"id": "mai-20260917-0721-smoke|c84-l3|deepseek-small|Cloud SQL", "prompt": "c84-l3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best cost-per-vCPU for steady mid-tier Postgres/MySQL | Google Cloud SQL"}, {"id": "mai-20260917-0721-smoke|c84-l3|deepseek-small|AlloyDB", "prompt": "c84-l3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AlloyDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High-performance Postgres for analytics | Google AlloyDB"}, {"id": "mai-20260917-0721-smoke|c84-l3|deepseek-small|Oracle Autonomous Database", "prompt": "c84-l3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Oracle Autonomous Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Deepest Oracle functionality, fully self-managed | Oracle Autonomous Database"}, {"id": "mai-20260917-0721-smoke|c84-l3|deepseek-small|Oracle Base Database", "prompt": "c84-l3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Oracle Base Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "plus **Oracle Base Database** on OCI"}, {"id": "mai-20260917-0721-smoke|c84-l3|google-small|Amazon Aurora", "prompt": "c84-l3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon Aurora (AWS):** The gold standard for cloud-native MySQL and PostgreSQL."}, {"id": "mai-20260917-0721-smoke|c84-l3|google-small|Google Cloud AlloyDB", "prompt": "c84-l3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud AlloyDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Amazon Aurora or GCP AlloyDB** if you are building standard cloud-native applications"}, {"id": "mai-20260917-0721-smoke|c84-l3|google-small|Google Cloud Spanner", "prompt": "c84-l3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud Spanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A fully managed, globally distributed SQL database with external consistency and \"six-nines\" (99.999%) availability."}, {"id": "mai-20260917-0721-smoke|c84-l3|google-small|CockroachDB Dedicated", "prompt": "c84-l3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "CockroachDB Dedicated", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A distributed, PostgreSQL-compatible SQL database designed to survive datacenter failures."}, {"id": "mai-20260917-0721-smoke|c84-l3|google-small|Azure SQL Database & Azure SQL Managed Instance", "prompt": "c84-l3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database & Azure SQL Managed Instance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Azure SQL Managed Instance** if you are migrating existing Microsoft SQL Server workloads"}, {"id": "mai-20260917-0721-smoke|c84-l3|google-small|Oracle Autonomous Database", "prompt": "c84-l3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Oracle Autonomous Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "premier choice for organizations deeply invested in Oracle's legacy software ecosystem"}, {"id": "mai-20260917-0721-smoke|c84-l3|google-small|Amazon RDS", "prompt": "c84-l3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Standard managed versions of community databases. They do not re-architect the database engine"}, {"id": "mai-20260917-0721-smoke|c84-l3|google-small|Google Cloud SQL", "prompt": "c84-l3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Standard managed services (e.g., AWS RDS, GCP Cloud SQL) scale primarily by upgrading the CPU and RAM of a single primary instance."}, {"id": "mai-20260917-0721-smoke|c84-l3|google-small|Azure Database for PostgreSQL/MySQL", "prompt": "c84-l3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure Database for PostgreSQL/MySQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Standard managed versions of community databases."}, {"id": "mai-20260917-0721-smoke|c84-l3|meta-small|Amazon RDS", "prompt": "c84-l3", "model": "meta-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Amazon RDS is a fully managed relational database service that supports multiple engines like MySQL, PostgreSQL, and SQL Server."}, {"id": "mai-20260917-0721-smoke|c84-l3|meta-small|Google Cloud SQL", "prompt": "c84-l3", "model": "meta-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "managed relational database service on GCP that is easy to manage and works well with other Google services"}, {"id": "mai-20260917-0721-smoke|c84-l3|meta-small|Kyndryl", "prompt": "c84-l3", "model": "meta-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Kyndryl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a safer managed database bet for enterprises that need consistent governance"}, {"id": "mai-20260917-0721-smoke|c84-l3|meta-small|Pythian", "prompt": "c84-l3", "model": "meta-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Pythian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a stronger fit when you want ongoing operations and migration execution"}, {"id": "mai-20260917-0721-smoke|c84-l3|meta-small|Rackspace Technology", "prompt": "c84-l3", "model": "meta-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Rackspace Technology", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Rackspace Technology is the best overall managed database service."}, {"id": "mai-20260917-0721-smoke|c84-l3|minimax-small|Amazon RDS (Relational Database Service)", "prompt": "c84-l3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS (Relational Database Service)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Supported Engines**: 6 engines including Aurora ... **Database Engines** | Most extensive"}, {"id": "mai-20260917-0721-smoke|c84-l3|minimax-small|Microsoft Azure SQL Database", "prompt": "c84-l3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Microsoft Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Serverless option available - Auto-pause capability (to $0)"}, {"id": "mai-20260917-0721-smoke|c84-l3|minimax-small|Google Cloud SQL", "prompt": "c84-l3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Supported Engines: MySQL, PostgreSQL, SQL Server"}, {"id": "mai-20260917-0721-smoke|c84-l3|minimax-small|IBM Db2 Warehouse on Cloud", "prompt": "c84-l3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "IBM Db2 Warehouse on Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Managed cloud database and warehouse capabilities"}, {"id": "mai-20260917-0721-smoke|c84-l3|minimax-small|Alibaba Cloud", "prompt": "c84-l3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Alibaba Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Provides managed relational, document, and key-value databases"}, {"id": "mai-20260917-0721-smoke|c84-l3|minimax-small|Kyndryl", "prompt": "c84-l3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Kyndryl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for enterprises needing consistent governance across multiple production environments"}, {"id": "mai-20260917-0721-smoke|c84-l3|minimax-small|Instaclustr", "prompt": "c84-l3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Instaclustr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for platform teams wanting provider-run reliability and upgrade operations for clustered databases"}, {"id": "mai-20260917-0721-smoke|c84-l3|minimax-small|Pythian", "prompt": "c84-l3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Pythian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for ongoing operations and migration execution across relational and NoSQL databases"}, {"id": "mai-20260917-0721-smoke|c84-l3|mistral-small|Amazon Relational Database Service (Amazon RDS)", "prompt": "c84-l3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon Relational Database Service (Amazon RDS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Organizations already using AWS, needing broad engine support and ease of management."}, {"id": "mai-20260917-0721-smoke|c84-l3|mistral-small|Aurora", "prompt": "c84-l3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Aurora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**AWS users** should consider Amazon RDS or Aurora."}, {"id": "mai-20260917-0721-smoke|c84-l3|mistral-small|Google Cloud SQL", "prompt": "c84-l3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Enterprises leveraging GCP, requiring tight integration with Google's analytics and AI/ML tools."}, {"id": "mai-20260917-0721-smoke|c84-l3|mistral-small|Azure SQL Database", "prompt": "c84-l3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Microsoft shops** will find Azure SQL Database most compatible."}, {"id": "mai-20260917-0721-smoke|c84-l3|mistral-small|IBM Db2 on Cloud / Cloud Hyper Protect DBaaS", "prompt": "c84-l3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "IBM Db2 on Cloud / Cloud Hyper Protect DBaaS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** High-security environments, financial institutions, and regulated industries."}, {"id": "mai-20260917-0721-smoke|c84-l3|mistral-small|Oracle Autonomous Database", "prompt": "c84-l3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Oracle Autonomous Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Enterprises heavily invested in Oracle ecosystems"}, {"id": "mai-20260917-0721-smoke|c84-l3|mistral-small|Rackspace Technology Managed Database Services", "prompt": "c84-l3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Rackspace Technology Managed Database Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Enterprises seeking vendor-agnostic managed services and expert support."}, {"id": "mai-20260917-0721-smoke|c84-l3|mistral-small|Kyndryl Managed Database Services", "prompt": "c84-l3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Kyndryl Managed Database Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Large enterprises with complex, multi-platform database environments."}, {"id": "mai-20260917-0721-smoke|c84-l3|moonshot-small|Amazon RDS / Amazon Aurora (AWS)", "prompt": "c84-l3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS / Amazon Aurora (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose AWS RDS/Aurora** if you need multiple database engines, have complex enterprise requirements, or want the most mature ecosystem"}, {"id": "mai-20260917-0721-smoke|c84-l3|moonshot-small|Azure SQL Database (Microsoft Azure)", "prompt": "c84-l3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database (Microsoft Azure)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Azure SQL** if you're in the Microsoft ecosystem, need cost-effective small-to-medium instances"}, {"id": "mai-20260917-0721-smoke|c84-l3|moonshot-small|Google Cloud SQL / AlloyDB (Google Cloud)", "prompt": "c84-l3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL / AlloyDB (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Google Cloud SQL/AlloyDB** if PostgreSQL is your primary engine"}, {"id": "mai-20260917-0721-smoke|c84-l3|moonshot-small|Oracle Autonomous Database (Oracle Cloud)", "prompt": "c84-l3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Oracle Autonomous Database (Oracle Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Oracle Autonomous** if you have existing Oracle workloads"}, {"id": "mai-20260917-0721-smoke|c84-l3|moonshot-small|IBM Db2 (IBM Cloud)", "prompt": "c84-l3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "IBM Db2 (IBM Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose IBM Db2** if you're running SAP workloads or need consistent hybrid/multicloud licensing"}, {"id": "mai-20260917-0721-smoke|c84-l3|openai-small|Amazon RDS", "prompt": "c84-l3", "model": "openai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose AWS RDS/Aurora if you want the widest engine choice and a very mature enterprise cloud database platform."}, {"id": "mai-20260917-0721-smoke|c84-l3|openai-small|Amazon Aurora", "prompt": "c84-l3", "model": "openai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Aurora is often the \"premium\" path for scaling and availability in AWS."}, {"id": "mai-20260917-0721-smoke|c84-l3|openai-small|Azure SQL Database", "prompt": "c84-l3", "model": "openai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Azure SQL if you're heavily invested in SQL Server or migrating Microsoft workloads."}, {"id": "mai-20260917-0721-smoke|c84-l3|openai-small|Azure SQL Managed Instance", "prompt": "c84-l3", "model": "openai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Managed Instance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure SQL Managed Instance is often the easiest migration target."}, {"id": "mai-20260917-0721-smoke|c84-l3|openai-small|SQL Server on Azure VMs", "prompt": "c84-l3", "model": "openai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "SQL Server on Azure VMs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SQL Server on Azure VMs when you want infrastructure control rather than a pure managed service."}, {"id": "mai-20260917-0721-smoke|c84-l3|openai-small|Google Cloud SQL", "prompt": "c84-l3", "model": "openai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Cloud SQL if you want a straightforward managed PostgreSQL/MySQL/SQL Server service on GCP."}, {"id": "mai-20260917-0721-smoke|c84-l3|openai-small|Oracle Autonomous Database", "prompt": "c84-l3", "model": "openai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Oracle Autonomous Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Oracle Autonomous Database if Oracle compatibility and maximum automation are the priorities."}, {"id": "mai-20260917-0721-smoke|c84-l3|openai-small|RDS Custom", "prompt": "c84-l3", "model": "openai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "RDS Custom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More control / closer to self-managed: RDS Custom, Azure SQL Managed Instance, or DB-on-VM options."}, {"id": "mai-20260917-0721-smoke|c84-l3|xai-small|Amazon RDS (including Aurora)", "prompt": "c84-l3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS (including Aurora)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS leads in breadth; Flexibility/multi-engine; vast AWS ecosystem; mature for migrations"}, {"id": "mai-20260917-0721-smoke|c84-l3|xai-small|Microsoft Azure SQL Database (and Managed Instance)", "prompt": "c84-l3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Microsoft Azure SQL Database (and Managed Instance)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best SQL Server lift-shift; Azure AD/Entra integration; hybrid"}, {"id": "mai-20260917-0721-smoke|c84-l3|xai-small|Google Cloud SQL", "prompt": "c84-l3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Simplicity; GCP data analytics (Spanner/AlloyDB); cost-effective PG"}, {"id": "mai-20260917-0721-smoke|c84-l3|xai-small|Oracle Autonomous Database", "prompt": "c84-l3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Oracle Autonomous Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Oracle-specific: max compatibility, security/compliance (e.g., FedRAMP); lowest admin overhead"}, {"id": "mai-20260917-0721-smoke|c84-l3|xai-small|IBM Db2 on Cloud", "prompt": "c84-l3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "IBM Db2 on Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others like IBM Db2 on Cloud appear in analyst reports"}, {"id": "mai-20260917-0721-smoke|c84-l3|zai-small|Amazon RDS", "prompt": "c84-l3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose AWS (RDS/Aurora) if: You need the most flexibility, support for multiple engines"}, {"id": "mai-20260917-0721-smoke|c84-l3|zai-small|Amazon Aurora", "prompt": "c84-l3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "known for higher performance and lower cost than standard engines"}, {"id": "mai-20260917-0721-smoke|c84-l3|zai-small|Cloud SQL", "prompt": "c84-l3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The standard managed service for MySQL, PostgreSQL, and SQL Server."}, {"id": "mai-20260917-0721-smoke|c84-l3|zai-small|AlloyDB for PostgreSQL", "prompt": "c84-l3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AlloyDB for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Google Cloud (AlloyDB) if: You are running heavy PostgreSQL workloads"}, {"id": "mai-20260917-0721-smoke|c84-l3|zai-small|Azure SQL Database", "prompt": "c84-l3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A fully managed relational database service optimized for SaaS and modern applications."}, {"id": "mai-20260917-0721-smoke|c84-l3|zai-small|Azure SQL Managed Instance", "prompt": "c84-l3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Managed Instance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Azure (SQL Managed Instance) if: You are migrating from on-premises SQL Server"}, {"id": "mai-20260917-0721-smoke|c84-l3|zai-small|Oracle Autonomous Database", "prompt": "c84-l3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Oracle Autonomous Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Oracle Autonomous Database if: You require a \"hands-off\" database"}, {"id": "mai-20260917-0721-smoke|c84-l3|zai-small|IBM: Db2 on Cloud", "prompt": "c84-l3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "IBM: Db2 on Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "High-performance analytics and transaction processing with strong hybrid cloud capabilities."}, {"id": "mai-20260917-0721-smoke|c84-l4|alibaba-small|Amazon Aurora (AWS)", "prompt": "c84-l4", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Amazon Aurora (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest recommendation is **Amazon Aurora (AWS)**"}, {"id": "mai-20260917-0721-smoke|c84-l4|alibaba-small|Azure Database for PostgreSQL", "prompt": "c84-l4", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure Database for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 3. Strong Alternative: Azure Database for PostgreSQL (with Hybrid Benefit)"}, {"id": "mai-20260917-0721-smoke|c84-l4|alibaba-small|Google Cloud AlloyDB", "prompt": "c84-l4", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud AlloyDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Google Cloud AlloyDB** | ... Excellent | Standard"}, {"id": "mai-20260917-0721-smoke|c84-l4|alibaba-small|Azure SQL", "prompt": "c84-l4", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Azure SQL** | ... Very Good | Best via Hybrid Benefit"}, {"id": "mai-20260917-0721-smoke|c84-l4|anthropic-small|Azure SQL Database", "prompt": "c84-l4", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure SQL Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Azure SQL Database** is often the best choice for predictable costs at scale."}, {"id": "mai-20260917-0721-smoke|c84-l4|anthropic-small|Azure Database for MySQL", "prompt": "c84-l4", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure Database for MySQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Azure Database for MySQL comes in around $0.052/hour for small tiers, undercutting AWS by a significant margin"}, {"id": "mai-20260917-0721-smoke|c84-l4|anthropic-small|AWS RDS", "prompt": "c84-l4", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS RDS** remains a strong option for enterprises needing flexibility and breadth."}, {"id": "mai-20260917-0721-smoke|c84-l4|anthropic-small|Google Cloud SQL", "prompt": "c84-l4", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google Cloud SQL** is competitive on mid-to-large tier pricing."}, {"id": "mai-20260917-0721-smoke|c84-l4|challenger-small|Google Cloud SQL", "prompt": "c84-l4", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google Cloud SQL** is the strongest overall fit among the options in your results"}, {"id": "mai-20260917-0721-smoke|c84-l4|challenger-small|AWS RDS", "prompt": "c84-l4", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon RDS** is also a strong contender because it supports multiple engines"}, {"id": "mai-20260917-0721-smoke|c84-l4|challenger-small|Oracle Database", "prompt": "c84-l4", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Oracle Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you specifically need Oracle-scale enterprise workloads:** **Oracle Database**"}, {"id": "mai-20260917-0721-smoke|c84-l4|deepseek-small|AWS Aurora / Amazon RDS", "prompt": "c84-l4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS Aurora / Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS Aurora / Amazon RDS — Best for ecosystem maturity and engine breadth (15+ engines)"}, {"id": "mai-20260917-0721-smoke|c84-l4|deepseek-small|Google Cloud SQL (or AlloyDB)", "prompt": "c84-l4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL (or AlloyDB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Frequently **wins on raw compute and cost-per-vCPU for standard production workloads**"}, {"id": "mai-20260917-0721-smoke|c84-l4|deepseek-small|Azure SQL Database", "prompt": "c84-l4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure SQL Database** if you're a Microsoft shop or run small-to-medium instances"}, {"id": "mai-20260917-0721-smoke|c84-l4|google-small|Amazon Aurora (I/O-Optimized)", "prompt": "c84-l4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Amazon Aurora (I/O-Optimized)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best for AWS Environments: **Amazon Aurora (I/O-Optimized)**... your monthly bill remains completely flat and predictable."}, {"id": "mai-20260917-0721-smoke|c84-l4|google-small|Azure SQL Database (vCore Provisioned with Elastic Pools)", "prompt": "c84-l4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure SQL Database (vCore Provisioned with Elastic Pools)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Microsoft/Hybrid Environments: **Azure SQL Database (vCore Provisioned with Elastic Pools)**"}, {"id": "mai-20260917-0721-smoke|c84-l4|google-small|AlloyDB for PostgreSQL", "prompt": "c84-l4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AlloyDB for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Google Cloud (GCP) Environments: **AlloyDB for PostgreSQL**"}, {"id": "mai-20260917-0721-smoke|c84-l4|google-small|Aurora Serverless v2", "prompt": "c84-l4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Aurora Serverless v2", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid Serverless Auto-Scaling (e.g., Aurora Serverless v2) for High Baselines"}, {"id": "mai-20260917-0721-smoke|c84-l4|meta-small|Amazon RDS", "prompt": "c84-l4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is Amazon RDS, as it is optimized for total cost of ownership"}, {"id": "mai-20260917-0721-smoke|c84-l4|meta-small|Google Cloud SQL", "prompt": "c84-l4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other alternatives include Google Cloud SQL"}, {"id": "mai-20260917-0721-smoke|c84-l4|meta-small|Azure Database", "prompt": "c84-l4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other alternatives include Google Cloud SQL, Azure Database, and Crunchy Bridge"}, {"id": "mai-20260917-0721-smoke|c84-l4|meta-small|Crunchy Bridge", "prompt": "c84-l4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Crunchy Bridge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure Database, and Crunchy Bridge, which offer predictable pricing models"}, {"id": "mai-20260917-0721-smoke|c84-l4|minimax-small|AWS RDS (Reserved Instances)", "prompt": "c84-l4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS RDS (Reserved Instances)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bottom line**: For a large company with thousands of users, **AWS RDS with 3-year Reserved Instances** provides the best combination"}, {"id": "mai-20260917-0721-smoke|c84-l4|minimax-small|Google Cloud SQL (Committed Use)", "prompt": "c84-l4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL (Committed Use)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **Google Cloud SQL (Committed Use)** | PostgreSQL workloads, raw compute cost | Up to 47% avg savings |"}, {"id": "mai-20260917-0721-smoke|c84-l4|minimax-small|Azure Database (Reserved Capacity)", "prompt": "c84-l4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure Database (Reserved Capacity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Azure Database (Reserved Capacity)** | Microsoft ecosystem, small-medium instances | Up to 72% savings |"}, {"id": "mai-20260917-0721-smoke|c84-l4|minimax-small|Aurora", "prompt": "c84-l4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Aurora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Aurora offers predictable pricing with zero per-I/O charges"}, {"id": "mai-20260917-0721-smoke|c84-l4|minimax-small|Maxima Consulting", "prompt": "c84-l4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Maxima Consulting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider an MSP like **Maxima Consulting** that charges a fixed monthly fee scoped to your estate"}, {"id": "mai-20260917-0721-smoke|c84-l4|mistral-small|Amazon RDS", "prompt": "c84-l4", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon RDS** stands out as the best managed relational database service"}, {"id": "mai-20260917-0721-smoke|c84-l4|mistral-small|Azure SQL", "prompt": "c84-l4", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Would you like a comparison with other major providers like Azure SQL or Google Cloud SQL"}, {"id": "mai-20260917-0721-smoke|c84-l4|mistral-small|Google Cloud SQL", "prompt": "c84-l4", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "other major providers like Azure SQL or Google Cloud SQL"}, {"id": "mai-20260917-0721-smoke|c84-l4|moonshot-small|Azure SQL Database", "prompt": "c84-l4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure SQL Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Choice: Azure SQL Database"}, {"id": "mai-20260917-0721-smoke|c84-l4|moonshot-small|Amazon RDS", "prompt": "c84-l4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Amazon RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: AWS RDS if you: Require multiple database engines"}, {"id": "mai-20260917-0721-smoke|c84-l4|moonshot-small|Google Cloud SQL", "prompt": "c84-l4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Google Cloud SQL** (Best for Mid-Tier Pricing)"}, {"id": "mai-20260917-0721-smoke|c84-l4|moonshot-small|Maxima Consulting", "prompt": "c84-l4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Maxima Consulting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider: Third-party MSPs like **Maxima Consulting** or **Kyndryl**"}, {"id": "mai-20260917-0721-smoke|c84-l4|moonshot-small|Kyndryl", "prompt": "c84-l4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Kyndryl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider: Third-party MSPs like **Maxima Consulting** or **Kyndryl**"}, {"id": "mai-20260917-0721-smoke|c84-l4|openai-small|Amazon Aurora", "prompt": "c84-l4", "model": "openai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Amazon Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Amazon Aurora with the I/O-Optimized pricing configuration**"}, {"id": "mai-20260917-0721-smoke|c84-l4|openai-small|Azure SQL Database", "prompt": "c84-l4", "model": "openai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then **Azure SQL Database** or **Google Cloud SQL** may be better operational fits, but their pricing is still more usage-based"}, {"id": "mai-20260917-0721-smoke|c84-l4|openai-small|Google Cloud SQL", "prompt": "c84-l4", "model": "openai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you need broad engine compatibility or a specific vendor stack:** consider **Azure SQL Database** or **Cloud SQL**"}, {"id": "mai-20260917-0721-smoke|c84-l4|xai-small|Amazon Aurora (via AWS RDS)", "prompt": "c84-l4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Amazon Aurora (via AWS RDS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Amazon Aurora (via AWS RDS) stands out as the best managed relational database service for a large company needing predictable total costs"}, {"id": "mai-20260917-0721-smoke|c84-l4|xai-small|Google Cloud SQL", "prompt": "c84-l4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloud SQL excels in simple pricing but trails in ecosystem breadth."}, {"id": "mai-20260917-0721-smoke|c84-l4|xai-small|Azure SQL Database", "prompt": "c84-l4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure suits Microsoft stacks."}, {"id": "mai-20260917-0721-smoke|c84-l4|xai-small|Oracle Autonomous DB", "prompt": "c84-l4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Oracle Autonomous DB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Oracle is self-driving (great management) but costlier for non-Oracle apps."}, {"id": "mai-20260917-0721-smoke|c84-l4|xai-small|DigitalOcean", "prompt": "c84-l4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Smaller providers (e.g., DigitalOcean) lack enterprise SLAs/scalability."}, {"id": "mai-20260917-0721-smoke|c84-l4|zai-small|Google Cloud SQL", "prompt": "c84-l4", "model": "zai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Google Cloud SQL**"}, {"id": "mai-20260917-0721-smoke|c84-l4|zai-small|AWS RDS", "prompt": "c84-l4", "model": "zai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "suffers from **6-10 billing dimensions** ... often **overpay by 30-50%** due to hidden fees"}, {"id": "mai-20260917-0721-smoke|c84-l4|zai-small|Azure SQL", "prompt": "c84-l4", "model": "zai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "DTU-based pricing can be opaque—hard to predict costs at scale"}, {"id": "mai-20260917-0721-smoke|c84-l4|zai-small|DigitalOcean Managed Databases", "prompt": "c84-l4", "model": "zai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative: **DigitalOcean Managed Databases**"}, {"id": "mai-20260917-0721-smoke|c84-l5|alibaba-small|AWS RDS/Aurora", "prompt": "c84-l5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS/Aurora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "your shortlisted providers (e.g., AWS RDS/Aurora, Azure SQL Database, Google Cloud SQL, or specialized vendors like CockroachDB/Citus)"}, {"id": "mai-20260917-0721-smoke|c84-l5|alibaba-small|Azure SQL Database", "prompt": "c84-l5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., AWS RDS/Aurora, Azure SQL Database, Google Cloud SQL"}, {"id": "mai-20260917-0721-smoke|c84-l5|alibaba-small|Google Cloud SQL", "prompt": "c84-l5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., AWS RDS/Aurora, Azure SQL Database, Google Cloud SQL"}, {"id": "mai-20260917-0721-smoke|c84-l5|alibaba-small|CockroachDB", "prompt": "c84-l5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "CockroachDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specialized vendors like CockroachDB/Citus"}, {"id": "mai-20260917-0721-smoke|c84-l5|alibaba-small|Citus", "prompt": "c84-l5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Citus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specialized vendors like CockroachDB/Citus"}, {"id": "mai-20260917-0721-smoke|c84-l5|challenger-small|Amazon RDS", "prompt": "c84-l5", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS RDS/Aurora** if you want broad engine support and a mature enterprise procurement/compliance path."}, {"id": "mai-20260917-0721-smoke|c84-l5|deepseek-small|RDS", "prompt": "c84-l5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare specific vendors (e.g., RDS, Cloud SQL, CockroachDB, Supabase/PlanetScale-style) against these criteria?"}, {"id": "mai-20260917-0721-smoke|c84-l5|deepseek-small|Cloud SQL", "prompt": "c84-l5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare specific vendors (e.g., RDS, Cloud SQL, CockroachDB, Supabase/PlanetScale-style)"}, {"id": "mai-20260917-0721-smoke|c84-l5|deepseek-small|CockroachDB", "prompt": "c84-l5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "CockroachDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare specific vendors (e.g., RDS, Cloud SQL, CockroachDB, Supabase/PlanetScale-style)"}, {"id": "mai-20260917-0721-smoke|c84-l5|deepseek-small|Supabase", "prompt": "c84-l5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Supabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Supabase/PlanetScale-style) against these criteria?"}, {"id": "mai-20260917-0721-smoke|c84-l5|deepseek-small|PlanetScale", "prompt": "c84-l5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "PlanetScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Supabase/PlanetScale-style) against these criteria?"}, {"id": "mai-20260917-0721-smoke|c84-l5|meta-small|Tiger Data", "prompt": "c84-l5", "model": "meta-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Tiger Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some services like Tiger Data and Google Cloud offer SOC 2 Type 2 reports"}, {"id": "mai-20260917-0721-smoke|c84-l5|meta-small|Google Cloud", "prompt": "c84-l5", "model": "meta-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some services like Tiger Data and Google Cloud offer SOC 2 Type 2 reports"}, {"id": "mai-20260917-0721-smoke|c84-l5|meta-small|Vultr Managed Databases", "prompt": "c84-l5", "model": "meta-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Vultr Managed Databases", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Services like Vultr Managed Databases and Amazon DocumentDB offer encryption."}, {"id": "mai-20260917-0721-smoke|c84-l5|meta-small|Amazon DocumentDB", "prompt": "c84-l5", "model": "meta-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Amazon DocumentDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Amazon DocumentDB are noted for their ease of use and automated management features."}, {"id": "mai-20260917-0721-smoke|c84-l5|meta-small|PlanetScale", "prompt": "c84-l5", "model": "meta-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "PlanetScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tiger Data and PlanetScale are examples that highlight their ability to support large-scale operations."}, {"id": "mai-20260917-0721-smoke|c84-l5|minimax-small|Amazon RDS", "prompt": "c84-l5", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon RDS** / **Aurora** – Mature, broad compliance coverage, enterprise-friendly"}, {"id": "mai-20260917-0721-smoke|c84-l5|minimax-small|Aurora", "prompt": "c84-l5", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Amazon RDS** / **Aurora** – Mature, broad compliance coverage, enterprise-friendly"}, {"id": "mai-20260917-0721-smoke|c84-l5|minimax-small|Google Cloud SQL", "prompt": "c84-l5", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud SQL** – Strong SOC 2/ISO compliance story, good SSO integration"}, {"id": "mai-20260917-0721-smoke|c84-l5|minimax-small|Azure SQL Database", "prompt": "c84-l5", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure SQL Database** – Excellent if you're already in Azure ecosystem"}, {"id": "mai-20260917-0721-smoke|c84-l5|minimax-small|PlanetScale", "prompt": "c84-l5", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "PlanetScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**PlanetScale** / **Neon** (if considering serverless/newer approaches)—verify SOC 2 coverage"}, {"id": "mai-20260917-0721-smoke|c84-l5|minimax-small|Neon", "prompt": "c84-l5", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Neon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**PlanetScale** / **Neon** (if considering serverless/newer approaches)—verify SOC 2 coverage"}, {"id": "mai-20260917-0721-smoke|c84-l5|mistral-small|AWS RDS", "prompt": "c84-l5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist vendors based on your requirements (e.g., AWS RDS, Google Cloud SQL, Azure Database for PostgreSQL/MySQL, Snowflake, Databricks SQL, Crunchy Bridge, Aiven, etc.)"}, {"id": "mai-20260917-0721-smoke|c84-l5|mistral-small|Google Cloud SQL", "prompt": "c84-l5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., AWS RDS, Google Cloud SQL, Azure Database for PostgreSQL/MySQL"}, {"id": "mai-20260917-0721-smoke|c84-l5|mistral-small|Azure Database for PostgreSQL/MySQL", "prompt": "c84-l5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure Database for PostgreSQL/MySQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Azure Database for PostgreSQL/MySQL, Snowflake, Databricks SQL"}, {"id": "mai-20260917-0721-smoke|c84-l5|mistral-small|Snowflake", "prompt": "c84-l5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Snowflake, Databricks SQL, Crunchy Bridge, Aiven, etc."}, {"id": "mai-20260917-0721-smoke|c84-l5|mistral-small|Databricks SQL", "prompt": "c84-l5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Databricks SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Snowflake, Databricks SQL, Crunchy Bridge, Aiven, etc."}, {"id": "mai-20260917-0721-smoke|c84-l5|mistral-small|Crunchy Bridge", "prompt": "c84-l5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Crunchy Bridge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Crunchy Bridge, Aiven, etc."}, {"id": "mai-20260917-0721-smoke|c84-l5|mistral-small|Aiven", "prompt": "c84-l5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Aiven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Crunchy Bridge, Aiven, etc."}, {"id": "mai-20260917-0721-smoke|c84-l5|moonshot-small|AWS RDS", "prompt": "c84-l5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**AWS RDS** | Broadest engine support, mature ecosystem"}, {"id": "mai-20260917-0721-smoke|c84-l5|moonshot-small|Azure SQL Database", "prompt": "c84-l5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Azure SQL Database** | Microsoft-centric organizations"}, {"id": "mai-20260917-0721-smoke|c84-l5|moonshot-small|Google Cloud SQL", "prompt": "c84-l5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Google Cloud SQL** | Cost-optimized PostgreSQL/MySQL"}, {"id": "mai-20260917-0721-smoke|c84-l5|moonshot-small|Oracle Cloud", "prompt": "c84-l5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Oracle Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Oracle Cloud** | Existing Oracle workloads"}, {"id": "mai-20260917-0721-smoke|c84-l5|xai-small|AWS RDS/Aurora", "prompt": "c84-l5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS/Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "prioritize services like AWS RDS/Aurora ... For 5K users, cloud hyperscalers excel in proven scale/security."}, {"id": "mai-20260917-0721-smoke|c84-l5|xai-small|Google Cloud SQL/AlloyDB", "prompt": "c84-l5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud SQL/AlloyDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "prioritize services like AWS RDS/Aurora, Google Cloud SQL/AlloyDB, Azure SQL Database"}, {"id": "mai-20260917-0721-smoke|c84-l5|xai-small|Azure SQL Database/MySQL/PostgreSQL", "prompt": "c84-l5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL Database/MySQL/PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Azure SQL Database/MySQL/PostgreSQL ... cloud hyperscalers excel in proven scale/security"}, {"id": "mai-20260917-0721-smoke|c84-l5|xai-small|Oracle Autonomous Database", "prompt": "c84-l5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Oracle Autonomous Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oracle Autonomous Database, or Aiven/Instaclustr (PostgreSQL-focused)"}, {"id": "mai-20260917-0721-smoke|c84-l5|xai-small|Aiven/Instaclustr", "prompt": "c84-l5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Aiven/Instaclustr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Aiven/Instaclustr (PostgreSQL-focused)"}, {"id": "mai-20260917-0721-smoke|c84-l6|alibaba-small|CockroachDB", "prompt": "c84-l6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "CockroachDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "large enterprises face higher risks with them compared to traditional cloud giants ... provided you verify the vendor's financial runway"}, {"id": "mai-20260917-0721-smoke|c84-l6|alibaba-small|YugabyteDB", "prompt": "c84-l6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "YugabyteDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "large enterprises face higher risks with them compared to traditional cloud giants"}, {"id": "mai-20260917-0721-smoke|c84-l6|alibaba-small|Neon", "prompt": "c84-l6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Neon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "serverless-first architectures like **Neon** or **PlanetScale** ... large enterprises face higher risks"}, {"id": "mai-20260917-0721-smoke|c84-l6|alibaba-small|PlanetScale", "prompt": "c84-l6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "PlanetScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "serverless-first architectures like **Neon** or **PlanetScale** ... large enterprises face higher risks"}, {"id": "mai-20260917-0721-smoke|c84-l6|alibaba-small|Amazon Aurora", "prompt": "c84-l6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon Aurora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "while Amazon Aurora is built on MySQL-compatible engines, it utilizes a completely distinct proprietary storage layer"}, {"id": "mai-20260917-0721-smoke|c84-l6|alibaba-small|PostgreSQL", "prompt": "c84-l6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**The Better Alternative:** Use standard PostgreSQL or MySQL clusters."}, {"id": "mai-20260917-0721-smoke|c84-l6|alibaba-small|MySQL", "prompt": "c84-l6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "MySQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**The Better Alternative:** Use standard PostgreSQL or MySQL clusters."}, {"id": "mai-20260917-0721-smoke|c84-l6|alibaba-small|Supabase", "prompt": "c84-l6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Supabase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "\"Free Tier\" First-Look Options (Inappropriate for Production) ... Why to avoid"}, {"id": "mai-20260917-0721-smoke|c84-l6|alibaba-small|Firebase", "prompt": "c84-l6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Firebase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "tempting for departments within an enterprise to spin up **Supabase**, **Firebase** ... Why to avoid"}, {"id": "mai-20260917-0721-smoke|c84-l6|alibaba-small|Firebird (Managed)", "prompt": "c84-l6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Firebird (Managed)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Examples to avoid for *new* builds: **Firebird (Managed):** Limited modern ecosystem support"}, {"id": "mai-20260917-0721-smoke|c84-l6|alibaba-small|InterSystems IRIS / Caché", "prompt": "c84-l6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "InterSystems IRIS / Caché", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Extremely high cost of ownership and very difficult to find engineers"}, {"id": "mai-20260917-0721-smoke|c84-l6|alibaba-small|IBM Db2", "prompt": "c84-l6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "IBM Db2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "While excellent, its cloud footprint is smaller, making it harder to integrate with modern DevOps pipelines"}, {"id": "mai-20260917-0721-smoke|c84-l6|alibaba-small|AWS RDS/Aurora", "prompt": "c84-l6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS RDS/Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**The Safe Bet (Tier 1):** **AWS RDS/Aurora**, **Azure SQL**, and **Google Cloud SQL**. These should be your default."}, {"id": "mai-20260917-0721-smoke|c84-l6|alibaba-small|Azure SQL", "prompt": "c84-l6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**The Safe Bet (Tier 1):** ... **Azure SQL** ... These should be your default."}, {"id": "mai-20260917-0721-smoke|c84-l6|alibaba-small|Google Cloud SQL", "prompt": "c84-l6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**The Safe Bet (Tier 1):** ... **Google Cloud SQL**. These should be your default."}, {"id": "mai-20260917-0721-smoke|c84-l6|alibaba-small|Citus", "prompt": "c84-l6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Citus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Consider tools like **Citus** or **CockroachDB** if you absolutely need automatic horizontal scaling"}, {"id": "mai-20260917-0721-smoke|c84-l6|anthropic-small|MariaDB on Azure", "prompt": "c84-l6", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "MariaDB on Azure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "MariaDB on Azure was retired, and Aurora Serverless V1 will no longer be supported after 2024."}, {"id": "mai-20260917-0721-smoke|c84-l6|anthropic-small|Aurora Serverless V1", "prompt": "c84-l6", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Aurora Serverless V1", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Aurora Serverless V1 will no longer be supported after 2024"}, {"id": "mai-20260917-0721-smoke|c84-l6|anthropic-small|Azure SQL", "prompt": "c84-l6", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cloud provider services like Azure SQL have Azure-specific tooling that can limit portability across clouds."}, {"id": "mai-20260917-0721-smoke|c84-l6|anthropic-small|PlanetScale", "prompt": "c84-l6", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "PlanetScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some services like PlanetScale's MySQL do not enforce foreign key constraints at the database level due to sharding architecture"}, {"id": "mai-20260917-0721-smoke|c84-l6|challenger-small|AWS RDS", "prompt": "c84-l6", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "avoid or scrutinize it if you need *full engine/OS control*... which makes it a poor fit for write-heavy distributed workloads"}, {"id": "mai-20260917-0721-smoke|c84-l6|challenger-small|Amazon Aurora", "prompt": "c84-l6", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon Aurora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "be cautious if you need *active-active multi-writer across regions with strong consistency*"}, {"id": "mai-20260917-0721-smoke|c84-l6|challenger-small|Azure SQL / Azure Database for MySQL", "prompt": "c84-l6", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL / Azure Database for MySQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "be cautious if your enterprise is *not heavily Microsoft-centric*"}, {"id": "mai-20260917-0721-smoke|c84-l6|challenger-small|Google Cloud SQL", "prompt": "c84-l6", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be cautious if you need broader cross-cloud operational portability or more specialized enterprise controls"}, {"id": "mai-20260917-0721-smoke|c84-l6|challenger-small|Amazon Aurora DSQL", "prompt": "c84-l6", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon Aurora DSQL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid it for *very large, highly normalized schemas* or workloads with *long-lived write transactions, hot-row contention, or blocking locks*"}, {"id": "mai-20260917-0721-smoke|c84-l6|deepseek-small|Amazon RDS for Oracle", "prompt": "c84-l6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon RDS for Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict: Highest caution — often avoid for production core systems."}, {"id": "mai-20260917-0721-smoke|c84-l6|deepseek-small|Amazon Aurora", "prompt": "c84-l6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon Aurora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Verdict: Cautious — critically evaluate lock-in and IOPS costs."}, {"id": "mai-20260917-0721-smoke|c84-l6|deepseek-small|Azure Database for MariaDB", "prompt": "c84-l6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure Database for MariaDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Verdict: Actively avoid — service is dead or dying."}, {"id": "mai-20260917-0721-smoke|c84-l6|deepseek-small|Azure Database for MySQL Flexible Server", "prompt": "c84-l6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure Database for MySQL Flexible Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "forced into a rushed migration to Azure Database for MySQL Flexible Server"}, {"id": "mai-20260917-0721-smoke|c84-l6|deepseek-small|PlanetScale", "prompt": "c84-l6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "PlanetScale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "PlanetScale shut down its database service for new users back in 2023"}, {"id": "mai-20260917-0721-smoke|c84-l6|deepseek-small|Fauna", "prompt": "c84-l6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Fauna", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Niche / Startup Managed Database Providers (e.g., older PlanetScale, Fauna, etc.) Verdict: Caution for mission-critical production data."}, {"id": "mai-20260917-0721-smoke|c84-l6|deepseek-small|Google Cloud SQL", "prompt": "c84-l6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Verdict: Be cautious — not a fit for hyperscale enterprise elasticity."}, {"id": "mai-20260917-0721-smoke|c84-l6|deepseek-small|Azure SQL Database Elastic Pools", "prompt": "c84-l6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database Elastic Pools", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Verdict: Be highly cautious — billing and capacity surprises."}, {"id": "mai-20260917-0721-smoke|c84-l6|deepseek-small|Azure SQL Database", "prompt": "c84-l6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "MariaDB is treated as a second-class citizen compared to Azure SQL Database"}, {"id": "mai-20260917-0721-smoke|c84-l6|google-small|Heroku Postgres", "prompt": "c84-l6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Heroku Postgres", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Developer-First \"PaaS\" Databases (Avoid for Core Systems)... Examples: Heroku Postgres"}, {"id": "mai-20260917-0721-smoke|c84-l6|google-small|Render", "prompt": "c84-l6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Render", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Developer-First \"PaaS\" Databases (Avoid for Core Systems)"}, {"id": "mai-20260917-0721-smoke|c84-l6|google-small|Railway", "prompt": "c84-l6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Railway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Developer-First \"PaaS\" Databases (Avoid for Core Systems)"}, {"id": "mai-20260917-0721-smoke|c84-l6|google-small|Fly.io", "prompt": "c84-l6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Fly.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Developer-First \"PaaS\" Databases (Avoid for Core Systems)"}, {"id": "mai-20260917-0721-smoke|c84-l6|google-small|Supabase", "prompt": "c84-l6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Supabase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "the self-serve cloud tiers of developer platforms like Supabase"}, {"id": "mai-20260917-0721-smoke|c84-l6|google-small|Neon", "prompt": "c84-l6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Neon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Purely \"Serverless\" Relational Databases under Constant Heavy Load (Approach with Caution)... Neon (serverless Postgres)"}, {"id": "mai-20260917-0721-smoke|c84-l6|google-small|PlanetScale", "prompt": "c84-l6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "PlanetScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "PlanetScale (serverless MySQL/Vitess)"}, {"id": "mai-20260917-0721-smoke|c84-l6|google-small|AWS Aurora Serverless v2", "prompt": "c84-l6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS Aurora Serverless v2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "AWS Aurora Serverless v2 (when run on automated scaling configurations)"}, {"id": "mai-20260917-0721-smoke|c84-l6|google-small|DigitalOcean Managed Databases", "prompt": "c84-l6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Niche or \"Tier-2\" Cloud Provider Managed Databases (Avoid)"}, {"id": "mai-20260917-0721-smoke|c84-l6|google-small|Linode/Akamai", "prompt": "c84-l6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Linode/Akamai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Niche or \"Tier-2\" Cloud Provider Managed Databases (Avoid)"}, {"id": "mai-20260917-0721-smoke|c84-l6|google-small|Vultr", "prompt": "c84-l6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Niche or \"Tier-2\" Cloud Provider Managed Databases (Avoid)"}, {"id": "mai-20260917-0721-smoke|c84-l6|google-small|Scaleway", "prompt": "c84-l6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Scaleway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Niche or \"Tier-2\" Cloud Provider Managed Databases (Avoid)"}, {"id": "mai-20260917-0721-smoke|c84-l6|google-small|Oracle Autonomous Database (OCI)", "prompt": "c84-l6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Oracle Autonomous Database (OCI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Highly Proprietary, \"Locked-In\" Hyperscaler Databases (Approach with Strategic Caution)"}, {"id": "mai-20260917-0721-smoke|c84-l6|google-small|Azure SQL Database", "prompt": "c84-l6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Azure SQL Database (proprietary tiers)... Severe Vendor Lock-In"}, {"id": "mai-20260917-0721-smoke|c84-l6|google-small|Amazon Aurora", "prompt": "c84-l6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon Aurora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Amazon Aurora (highly proprietary storage/replication layer)"}, {"id": "mai-20260917-0721-smoke|c84-l6|google-small|Microsoft SQL Server", "prompt": "c84-l6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Microsoft SQL Server", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "especially Oracle and Microsoft SQL Server) have notoriously complex licensing models"}, {"id": "mai-20260917-0721-smoke|c84-l6|meta-small|Amazon RDS", "prompt": "c84-l6", "model": "meta-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Amazon RDS may not be suitable for workloads that require extreme write throughput, near-infinite horizontal scaling, or full database engine control."}, {"id": "mai-20260917-0721-smoke|c84-l6|meta-small|Kyndryl", "prompt": "c84-l6", "model": "meta-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Kyndryl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "services that are considered safe for large enterprises include Kyndryl and Pythian, which offer consistent governance and ongoing operations"}, {"id": "mai-20260917-0721-smoke|c84-l6|meta-small|Pythian", "prompt": "c84-l6", "model": "meta-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Pythian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "considered safe for large enterprises include Kyndryl and Pythian"}, {"id": "mai-20260917-0721-smoke|c84-l6|meta-small|Instaclustr", "prompt": "c84-l6", "model": "meta-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Instaclustr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Instaclustr also offers a fully managed service for open source technologies"}, {"id": "mai-20260917-0721-smoke|c84-l6|minimax-small|Amazon RDS (including Aurora)", "prompt": "c84-l6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon RDS (including Aurora)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "RDS/Aurora is a solid, fully‑managed service, but large enterprises with very specific performance, licensing, or control requirements should carefully model costs"}, {"id": "mai-20260917-0721-smoke|c84-l6|minimax-small|Azure SQL Database (and Managed Instance)", "prompt": "c84-l6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database (and Managed Instance)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Azure SQL is a strong managed relational offering... However, be aware of resource caps, licensing implications, and the need for robust disaster‑recovery across regions."}, {"id": "mai-20260917-0721-smoke|c84-l6|minimax-small|Cloud SQL", "prompt": "c84-l6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cloud SQL is a solid, fully‑managed service for moderate workloads, but if you need extremely large instances, deep customizability... current limits"}, {"id": "mai-20260917-0721-smoke|c84-l6|minimax-small|Oracle Database Cloud Service", "prompt": "c84-l6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Oracle Database Cloud Service", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be prepared for the cost and lock‑in implications. Large enterprises with tight budgets may want to consider alternative open‑source or multi‑cloud strategies."}, {"id": "mai-20260917-0721-smoke|c84-l6|minimax-small|IBM Cloud – Databases for PostgreSQL, MySQL, Enterprise DB", "prompt": "c84-l6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "IBM Cloud – Databases for PostgreSQL, MySQL, Enterprise DB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "for a stand‑alone relational DB at scale, you'll want to carefully compare cost, support, and regional coverage."}, {"id": "mai-20260917-0721-smoke|c84-l6|minimax-small|DigitalOcean Managed Databases", "prompt": "c84-l6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "These services are fine for dev/test, small production workloads, or startups with modest requirements. For a large enterprise that needs rigorous SL"}, {"id": "mai-20260917-0721-smoke|c84-l6|minimax-small|Linode", "prompt": "c84-l6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Limited SLA / uptime guarantees... Fewer compliance certifications"}, {"id": "mai-20260917-0721-smoke|c84-l6|minimax-small|Vultr", "prompt": "c84-l6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Smaller providers can be acquired or discontinue services, leading to potential migration pain."}, {"id": "mai-20260917-0721-smoke|c84-l6|minimax-small|Rackspace", "prompt": "c84-l6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Rackspace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Reduced scaling capabilities... far below what the major clouds offer."}, {"id": "mai-20260917-0721-smoke|c84-l6|moonshot-small|Amazon Aurora", "prompt": "c84-l6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon Aurora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprises should be **especially cautious** about Amazon Aurora despite its popularity"}, {"id": "mai-20260917-0721-smoke|c84-l6|moonshot-small|Google AlloyDB", "prompt": "c84-l6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google AlloyDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Similar concerns to Aurora—proprietary PostgreSQL-compatible engine that creates deep GCP dependency."}, {"id": "mai-20260917-0721-smoke|c84-l6|moonshot-small|Azure SQL Database (PaaS, not Managed Instance)", "prompt": "c84-l6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database (PaaS, not Managed Instance)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Significant limitations for enterprise workloads"}, {"id": "mai-20260917-0721-smoke|c84-l6|moonshot-small|Google Cloud SQL (Standard Tier)", "prompt": "c84-l6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL (Standard Tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Fewer database engine options** (no MariaDB, Oracle)"}, {"id": "mai-20260917-0721-smoke|c84-l6|moonshot-small|Aurora Serverless v1/v2", "prompt": "c84-l6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Aurora Serverless v1/v2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**v1 deprecation**: AWS no longer recommends v1, creating migration pressure"}, {"id": "mai-20260917-0721-smoke|c84-l6|moonshot-small|Azure SQL Serverless", "prompt": "c84-l6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Serverless", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Cold start latency**: Unpredictable performance for intermittent workloads"}, {"id": "mai-20260917-0721-smoke|c84-l6|moonshot-small|Azure SQL Managed Instance", "prompt": "c84-l6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Managed Instance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prefer **Azure SQL Managed Instance** for enterprise parity"}, {"id": "mai-20260917-0721-smoke|c84-l6|xai-small|AWS RDS", "prompt": "c84-l6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**AWS RDS (including Aurora)**:\n   - **Key cautions**"}, {"id": "mai-20260917-0721-smoke|c84-l6|xai-small|Azure SQL Database", "prompt": "c84-l6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Azure SQL Database (Managed Instance/Hyperscale)**:\n   - **Key cautions**"}, {"id": "mai-20260917-0721-smoke|c84-l6|xai-small|Google Cloud SQL", "prompt": "c84-l6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Google Cloud SQL**: ... Avoid if**: Not GCP-native or need max engine variety/control."}, {"id": "mai-20260917-0721-smoke|c84-l6|xai-small|DigitalOcean Managed Databases", "prompt": "c84-l6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Services to **Strongly Avoid or Use Only for Non-Critical Workloads**"}, {"id": "mai-20260917-0721-smoke|c84-l6|xai-small|Linode (Akamai) Databases", "prompt": "c84-l6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Linode (Akamai) Databases", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why avoid**: Designed for startups/SMBs with simpler needs."}, {"id": "mai-20260917-0721-smoke|c84-l6|xai-small|Supabase", "prompt": "c84-l6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Supabase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Similar \"Developer-Focused\" Services (e.g., Supabase, Neon for relational tiers) ... **Why avoid**"}, {"id": "mai-20260917-0721-smoke|c84-l6|xai-small|Neon", "prompt": "c84-l6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Neon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "e.g., Supabase, Neon for relational tiers ... They lack the robustness for enterprise HA"}, {"id": "mai-20260917-0721-smoke|c84-l6|xai-small|Aiven", "prompt": "c84-l6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Aiven", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Why cautious/avoid**: Multi-cloud promise is appealing, but real-world performance lags at hyperscale"}, {"id": "mai-20260917-0721-smoke|c84-l6|xai-small|Oracle Cloud Database (Autonomous/OCI DB)", "prompt": "c84-l6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Oracle Cloud Database (Autonomous/OCI DB)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Prefer for Scale**: Oracle Cloud Database (Autonomous/OCI DB) for Oracle workloads (superior perf/cost, self-driving features)"}, {"id": "mai-20260917-0721-smoke|c84-l6|xai-small|Google Spanner", "prompt": "c84-l6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Spanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Google Spanner/CockroachDB (distributed SQL) for global writes"}, {"id": "mai-20260917-0721-smoke|c84-l6|xai-small|CockroachDB", "prompt": "c84-l6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "CockroachDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Google Spanner/CockroachDB (distributed SQL) for global writes"}, {"id": "mai-20260917-0721-smoke|c84-l6|zai-small|Azure SQL Managed Instance (MI)", "prompt": "c84-l6", "model": "zai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Managed Instance (MI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Azure SQL Managed Instance (MI) – *With Caution*... Only use MI if your team is prepared to handle specific workarounds for its known limitations."}, {"id": "mai-20260917-0721-smoke|c84-l6|zai-small|MongoDB Atlas", "prompt": "c84-l6", "model": "zai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "MongoDB Atlas", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**What to Avoid:** MongoDB Atlas (current license context) or similar services utilizing SSPL"}, {"id": "mai-20260917-0721-smoke|c84-m1|alibaba-small|AWS RDS / Amazon Aurora", "prompt": "c84-m1", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "AWS RDS / Amazon Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Corporate Standard: AWS RDS / Amazon Aurora ... **Amazon Aurora** (preferred over standard RDS for higher performance and scalability)"}, {"id": "mai-20260917-0721-smoke|c84-m1|alibaba-small|Supabase", "prompt": "c84-m1", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Agility Choice: Supabase ... Supabase allows you to build faster."}, {"id": "mai-20260917-0721-smoke|c84-m1|alibaba-small|DigitalOcean Managed PostgreSQL", "prompt": "c84-m1", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "DigitalOcean Managed PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Budget/Stability Choice: DigitalOcean Managed PostgreSQL"}, {"id": "mai-20260917-0721-smoke|c84-m1|anthropic-small|Amazon RDS (Relational Database Service)", "prompt": "c84-m1", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS (Relational Database Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For many mid-market B2B companies, **AWS RDS with PostgreSQL** or **Google Cloud SQL** are solid choices"}, {"id": "mai-20260917-0721-smoke|c84-m1|anthropic-small|Google Cloud SQL", "prompt": "c84-m1", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**AWS RDS with PostgreSQL** or **Google Cloud SQL** are solid choices due to their balance of features, reliability, ease of management, and cost-effectiveness"}, {"id": "mai-20260917-0721-smoke|c84-m1|anthropic-small|Azure Database for PostgreSQL/MySQL", "prompt": "c84-m1", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure Database for PostgreSQL/MySQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for companies using Microsoft products - Strong security and compliance features"}, {"id": "mai-20260917-0721-smoke|c84-m1|challenger-small|Amazon RDS", "prompt": "c84-m1", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **Amazon RDS**"}, {"id": "mai-20260917-0721-smoke|c84-m1|challenger-small|Azure SQL Database", "prompt": "c84-m1", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is often the better fit because it aligns naturally with the Microsoft ecosystem"}, {"id": "mai-20260917-0721-smoke|c84-m1|challenger-small|Amazon Aurora PostgreSQL", "prompt": "c84-m1", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon Aurora PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Amazon Aurora PostgreSQL** if you want a more performance-oriented AWS-managed PostgreSQL option"}, {"id": "mai-20260917-0721-smoke|c84-m1|deepseek-small|AWS Aurora PostgreSQL", "prompt": "c84-m1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "AWS Aurora PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, I'd recommend **AWS Aurora PostgreSQL**"}, {"id": "mai-20260917-0721-smoke|c84-m1|deepseek-small|AWS RDS PostgreSQL", "prompt": "c84-m1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "AWS RDS PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the most common winning choice for mid-market B2B is **managed PostgreSQL** — either **AWS Aurora PostgreSQL** or **AWS RDS PostgreSQL**"}, {"id": "mai-20260917-0721-smoke|c84-m1|deepseek-small|Google Cloud SQL", "prompt": "c84-m1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud SQL** if you want the most cost-efficient standard PostgreSQL workload"}, {"id": "mai-20260917-0721-smoke|c84-m1|deepseek-small|Azure Database for PostgreSQL", "prompt": "c84-m1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure Database for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure Database for PostgreSQL** if you're in the Microsoft ecosystem"}, {"id": "mai-20260917-0721-smoke|c84-m1|deepseek-small|Azure SQL", "prompt": "c84-m1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if you run SQL Server or are already in the Microsoft ecosystem"}, {"id": "mai-20260917-0721-smoke|c84-m1|deepseek-small|Oracle", "prompt": "c84-m1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Start with open-source engines, not Oracle/SQL Server... Oracle starts around **$45,000 for a two-core license** — rarely worth it at this scale"}, {"id": "mai-20260917-0721-smoke|c84-m1|deepseek-small|Crunchy Bridge", "prompt": "c84-m1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Crunchy Bridge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "services like **Crunchy Bridge** (PostgreSQL-focused)... can act as your outsourced DBA team"}, {"id": "mai-20260917-0721-smoke|c84-m1|deepseek-small|Rackspace Technology", "prompt": "c84-m1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Rackspace Technology", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Rackspace Technology**, or **Pythian** can act as your outsourced DBA team"}, {"id": "mai-20260917-0721-smoke|c84-m1|deepseek-small|Pythian", "prompt": "c84-m1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Pythian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Rackspace Technology**, or **Pythian** can act as your outsourced DBA team"}, {"id": "mai-20260917-0721-smoke|c84-m1|google-small|Amazon Aurora", "prompt": "c84-m1", "model": "google-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are on AWS and want a zero-friction, incredibly robust infrastructure:** Choose **AWS Aurora PostgreSQL**."}, {"id": "mai-20260917-0721-smoke|c84-m1|google-small|Google Cloud AlloyDB", "prompt": "c84-m1", "model": "google-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud AlloyDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** GCP-native companies with heavy analytical or hybrid transactional/analytical (HTAP) workloads."}, {"id": "mai-20260917-0721-smoke|c84-m1|google-small|PlanetScale", "prompt": "c84-m1", "model": "google-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "PlanetScale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your developers are bogged down by database migrations, schema management, and staging environments:** Choose **PlanetScale**."}, {"id": "mai-20260917-0721-smoke|c84-m1|google-small|Neon", "prompt": "c84-m1", "model": "google-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you manage hundreds of single-tenant B2B customer databases and want to optimize costs:** Choose **Neon**."}, {"id": "mai-20260917-0721-smoke|c84-m1|google-small|CockroachDB Dedicated", "prompt": "c84-m1", "model": "google-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "CockroachDB Dedicated", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you must guarantee 99.999% uptime and must host data locally across multiple continents:** Choose **CockroachDB Dedicated**."}, {"id": "mai-20260917-0721-smoke|c84-m1|meta-small|Amazon Relational Database Service (Amazon RDS)", "prompt": "c84-m1", "model": "meta-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon Relational Database Service (Amazon RDS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best managed relational database service for a mid-market B2B company is Amazon Relational Database Service (Amazon RDS)"}, {"id": "mai-20260917-0721-smoke|c84-m1|meta-small|PostgreSQL", "prompt": "c84-m1", "model": "meta-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or PostgreSQL with a cloud-managed service like AWS Aurora"}, {"id": "mai-20260917-0721-smoke|c84-m1|meta-small|AWS Aurora", "prompt": "c84-m1", "model": "meta-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "AWS Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "PostgreSQL with a cloud-managed service like AWS Aurora"}, {"id": "mai-20260917-0721-smoke|c84-m1|meta-small|Rackspace Technology", "prompt": "c84-m1", "model": "meta-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Rackspace Technology", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Rackspace Technology and Ntirety"}, {"id": "mai-20260917-0721-smoke|c84-m1|meta-small|Ntirety", "prompt": "c84-m1", "model": "meta-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Ntirety", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options include Rackspace Technology and Ntirety, which offer managed database operations and hosting services."}, {"id": "mai-20260917-0721-smoke|c84-m1|minimax-small|Amazon RDS", "prompt": "c84-m1", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Amazon RDS** or **Azure SQL Database** tend to be the most practical choices"}, {"id": "mai-20260917-0721-smoke|c84-m1|minimax-small|Rackspace Technology", "prompt": "c84-m1", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Rackspace Technology", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specifically mentioned as well-suited for mid-market companies with strong support and managed operations."}, {"id": "mai-20260917-0721-smoke|c84-m1|minimax-small|Ntirety", "prompt": "c84-m1", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Ntirety", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good alternative if you want specialist expertise."}, {"id": "mai-20260917-0721-smoke|c84-m1|minimax-small|Microsoft Azure SQL Database", "prompt": "c84-m1", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Microsoft Azure SQL Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Amazon RDS** or **Azure SQL Database** tend to be the most practical choices due to their balance of features, scalability, and ecosystem integration"}, {"id": "mai-20260917-0721-smoke|c84-m1|minimax-small|Google Cloud SQL", "prompt": "c84-m1", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good if you're using Google Cloud Platform. Supports MySQL, PostgreSQL, and SQL Server."}, {"id": "mai-20260917-0721-smoke|c84-m1|mistral-small|Amazon RDS (Relational Database Service)", "prompt": "c84-m1", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS (Relational Database Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon RDS** is the best overall choice due to its broad engine support, scalability, and cost efficiency"}, {"id": "mai-20260917-0721-smoke|c84-m1|mistral-small|Google Cloud SQL", "prompt": "c84-m1", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already on Google Cloud, **Google Cloud SQL** is an excellent alternative."}, {"id": "mai-20260917-0721-smoke|c84-m1|mistral-small|Rackspace Technology", "prompt": "c84-m1", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Rackspace Technology", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for mid-market companies needing controlled, managed database operations with strong support"}, {"id": "mai-20260917-0721-smoke|c84-m1|mistral-small|Kyndryl", "prompt": "c84-m1", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Kyndryl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good fit for larger mid-market companies with complex needs"}, {"id": "mai-20260917-0721-smoke|c84-m1|moonshot-small|Amazon RDS (especially Aurora)", "prompt": "c84-m1", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS (especially Aurora)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon RDS (especially Aurora)** is the safest default"}, {"id": "mai-20260917-0721-smoke|c84-m1|moonshot-small|Google Cloud SQL", "prompt": "c84-m1", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for cost-efficient PostgreSQL/MySQL simplicity"}, {"id": "mai-20260917-0721-smoke|c84-m1|moonshot-small|Azure Database", "prompt": "c84-m1", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-centric companies"}, {"id": "mai-20260917-0721-smoke|c84-m1|moonshot-small|Rackspace", "prompt": "c84-m1", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Rackspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you might consider a **managed database services provider** (e.g., Rackspace, Pythian, or Ntirety)"}, {"id": "mai-20260917-0721-smoke|c84-m1|moonshot-small|Pythian", "prompt": "c84-m1", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Pythian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(e.g., Rackspace, Pythian, or Ntirety)"}, {"id": "mai-20260917-0721-smoke|c84-m1|moonshot-small|Ntirety", "prompt": "c84-m1", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Ntirety", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(e.g., Rackspace, Pythian, or Ntirety)"}, {"id": "mai-20260917-0721-smoke|c84-m1|openai-small|Amazon RDS", "prompt": "c84-m1", "model": "openai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Amazon RDS** if you want a **fully managed relational database**"}, {"id": "mai-20260917-0721-smoke|c84-m1|openai-small|Azure SQL Database", "prompt": "c84-m1", "model": "openai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Azure SQL Database** if you're heavily invested in Microsoft/Azure tooling"}, {"id": "mai-20260917-0721-smoke|c84-m1|openai-small|Google Cloud SQL", "prompt": "c84-m1", "model": "openai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Google Cloud SQL / managed PostgreSQL/MySQL** if your company is centered on GCP"}, {"id": "mai-20260917-0721-smoke|c84-m1|xai-small|AWS RDS", "prompt": "c84-m1", "model": "xai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "AWS RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with AWS RDS** if you need versatility ... it's the most adopted for mid-market B2B"}, {"id": "mai-20260917-0721-smoke|c84-m1|xai-small|Google Cloud SQL", "prompt": "c84-m1", "model": "xai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Google Cloud SQL** for best price/performance on PostgreSQL/MySQL"}, {"id": "mai-20260917-0721-smoke|c84-m1|xai-small|Azure SQL Database", "prompt": "c84-m1", "model": "xai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go Azure** if you're in the Microsoft ecosystem or need serverless/cost savings on smaller instances."}, {"id": "mai-20260917-0721-smoke|c84-m1|zai-small|AWS RDS (with Amazon Aurora)", "prompt": "c84-m1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "AWS RDS (with Amazon Aurora)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS RDS** offers the broadest engine choice (including Aurora) and the most mature feature set, making it a \"safe\" choice"}, {"id": "mai-20260917-0721-smoke|c84-m1|zai-small|Google Cloud SQL", "prompt": "c84-m1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Do you already run on GCP?** | **Google Cloud SQL** \\u2013 simple, cost\\u2011effective, good for standard PostgreSQL/MySQL workloads"}, {"id": "mai-20260917-0721-smoke|c84-m1|zai-small|Azure SQL Database", "prompt": "c84-m1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure SQL Database** delivers the best SQL Server experience and tight Azure ecosystem integration"}, {"id": "mai-20260917-0721-smoke|c84-m1|zai-small|Neon", "prompt": "c84-m1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Neon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limited HA (single\\u2011AZ only), fewer enterprise\\u2011grade compliance features"}, {"id": "mai-20260917-0721-smoke|c84-m1|zai-small|Supabase", "prompt": "c84-m1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Supabase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Smaller support team, less mature HA for large deployments"}, {"id": "mai-20260917-0721-smoke|c84-m1|zai-small|PlanetScale", "prompt": "c84-m1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "PlanetScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not a full RDBMS; limited transactional features"}, {"id": "mai-20260917-0721-smoke|c84-m1|zai-small|Ploi", "prompt": "c84-m1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Ploi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Smaller feature set than the big clouds"}, {"id": "mai-20260917-0721-smoke|c84-m1|zai-small|Scaleway", "prompt": "c84-m1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Scaleway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Competitive per\\u2011vCPU rates, good for EU\\u2011centric companies | Fewer integrations than AWS/Azure"}, {"id": "mai-20260917-0721-smoke|c84-m1|zai-small|DigitalOcean", "prompt": "c84-m1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Limited HA beyond basic multi\\u2011AZ"}, {"id": "mai-20260917-0721-smoke|c84-m1|zai-small|Selfhost.dev", "prompt": "c84-m1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Selfhost.dev", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "No managed HA, support depends on provider"}, {"id": "mai-20260917-0721-smoke|c84-m1|zai-small|AlloyDB Omni", "prompt": "c84-m1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "AlloyDB Omni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "if you need more raw compute, consider **AlloyDB Omni** (Google\\u2019s PostgreSQL\\u2011compatible offering)"}, {"id": "mai-20260917-0721-smoke|c84-m2|alibaba-small|Amazon RDS (or Amazon Aurora)", "prompt": "c84-m2", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS (or Amazon Aurora)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "managed PostgreSQL via Amazon Aurora (AWS)** or **Azure SQL** remains the strongest professional choice"}, {"id": "mai-20260917-0721-smoke|c84-m2|alibaba-small|Microsoft Azure SQL Database", "prompt": "c84-m2", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Microsoft Azure SQL Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "managed PostgreSQL via Amazon Aurora (AWS)** or **Azure SQL** remains the strongest professional choice"}, {"id": "mai-20260917-0721-smoke|c84-m2|alibaba-small|Google Cloud SQL (AlloyDB)", "prompt": "c84-m2", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL (AlloyDB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Teams already on GCP or looking for high-performance PostgreSQL on a budget."}, {"id": "mai-20260917-0721-smoke|c84-m2|alibaba-small|PlanetScale", "prompt": "c84-m2", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "\"We need max reliability & no downtime\"** | **PlanetScale**"}, {"id": "mai-20260917-0721-smoke|c84-m2|alibaba-small|Supabase", "prompt": "c84-m2", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Teams that need to spin up a backend quickly"}, {"id": "mai-20260917-0721-smoke|c84-m2|alibaba-small|Neon", "prompt": "c84-m2", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Neon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Neon** (Serverless Postgres)"}, {"id": "mai-20260917-0721-smoke|c84-m2|anthropic-small|Amazon RDS (Relational Database Service)", "prompt": "c84-m2", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS (Relational Database Service)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Amazon RDS (Relational Database Service)**\n- Highly scalable and reliable"}, {"id": "mai-20260917-0721-smoke|c84-m2|anthropic-small|Google Cloud SQL", "prompt": "c84-m2", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Google Cloud SQL**\n- Strong integration with Google Cloud ecosystem"}, {"id": "mai-20260917-0721-smoke|c84-m2|anthropic-small|Microsoft Azure SQL Database", "prompt": "c84-m2", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Microsoft Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Microsoft Azure SQL Database**\n- Excellent if your company uses Microsoft products"}, {"id": "mai-20260917-0721-smoke|c84-m2|anthropic-small|DigitalOcean", "prompt": "c84-m2", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Managed PostgreSQL on DigitalOcean or Heroku** - simpler management, good for smaller deployments"}, {"id": "mai-20260917-0721-smoke|c84-m2|anthropic-small|Heroku", "prompt": "c84-m2", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Heroku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Managed PostgreSQL on DigitalOcean or Heroku** - simpler management, good for smaller deployments"}, {"id": "mai-20260917-0721-smoke|c84-m2|challenger-small|Google Cloud SQL", "prompt": "c84-m2", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is a **managed PostgreSQL** offering, especially **Google Cloud SQL**"}, {"id": "mai-20260917-0721-smoke|c84-m2|challenger-small|AWS RDS for PostgreSQL", "prompt": "c84-m2", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "AWS RDS for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your company is already standardized on AWS"}, {"id": "mai-20260917-0721-smoke|c84-m2|challenger-small|Azure SQL Database", "prompt": "c84-m2", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you are a Microsoft-heavy organization"}, {"id": "mai-20260917-0721-smoke|c84-m2|challenger-small|DigitalOcean Managed Databases", "prompt": "c84-m2", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usually better fits for smaller teams or product-led startups than a typical B2B ops environment"}, {"id": "mai-20260917-0721-smoke|c84-m2|challenger-small|Supabase", "prompt": "c84-m2", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Supabase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "usually better fits for smaller teams or product-led startups than a typical B2B ops environment"}, {"id": "mai-20260917-0721-smoke|c84-m2|challenger-small|Neon", "prompt": "c84-m2", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Neon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "usually better fits for smaller teams or product-led startups than a typical B2B ops environment"}, {"id": "mai-20260917-0721-smoke|c84-m2|deepseek-small|Google Cloud SQL", "prompt": "c84-m2", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google Cloud SQL (PostgreSQL)** offers the best balance of managed simplicity, cost, and reliability for a mid-sized B2B company"}, {"id": "mai-20260917-0721-smoke|c84-m2|deepseek-small|Amazon RDS for PostgreSQL", "prompt": "c84-m2", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already on AWS, pick **Amazon RDS Postgres**"}, {"id": "mai-20260917-0721-smoke|c84-m2|deepseek-small|Azure Database for PostgreSQL", "prompt": "c84-m2", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure Database for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're on Microsoft, go with **Azure Database for PostgreSQL**"}, {"id": "mai-20260917-0721-smoke|c84-m2|deepseek-small|Aurora", "prompt": "c84-m2", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Aurora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Aurora adds cloud-native performance and serverless options"}, {"id": "mai-20260917-0721-smoke|c84-m2|deepseek-small|Azure SQL Database", "prompt": "c84-m2", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "locked into **SQL Server** ... then **Azure SQL Database** is the clear winner"}, {"id": "mai-20260917-0721-smoke|c84-m2|deepseek-small|Neon", "prompt": "c84-m2", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Neon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modern **serverless Postgres** platforms like **Neon** and **Supabase** are great if you want to start small and scale"}, {"id": "mai-20260917-0721-smoke|c84-m2|deepseek-small|Supabase", "prompt": "c84-m2", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Supabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms like **Neon** and **Supabase** are great if you want to start small and scale"}, {"id": "mai-20260917-0721-smoke|c84-m2|google-small|Amazon Aurora PostgreSQL", "prompt": "c84-m2", "model": "google-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon Aurora PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon Aurora PostgreSQL** is the industry standard that will grow with you from $10M to $100M+ in revenue"}, {"id": "mai-20260917-0721-smoke|c84-m2|google-small|Amazon RDS PostgreSQL", "prompt": "c84-m2", "model": "google-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **Existing AWS stack & absolute reliability** | **Amazon Aurora** | Amazon RDS |"}, {"id": "mai-20260917-0721-smoke|c84-m2|google-small|Neon", "prompt": "c84-m2", "model": "google-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your development team is small and fast-moving, choosing **Neon** will save your engineers hundreds of hours"}, {"id": "mai-20260917-0721-smoke|c84-m2|google-small|Supabase", "prompt": "c84-m2", "model": "google-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Lean team, fast shipping, and DB branching** | **Neon** | Supabase |"}, {"id": "mai-20260917-0721-smoke|c84-m2|google-small|Azure SQL Database", "prompt": "c84-m2", "model": "google-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your company is heavily integrated into the Microsoft ecosystem ... Azure SQL is the logical choice."}, {"id": "mai-20260917-0721-smoke|c84-m2|google-small|Aiven (for PostgreSQL)", "prompt": "c84-m2", "model": "google-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Aiven (for PostgreSQL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Aiven is the top-tier independent solution."}, {"id": "mai-20260917-0721-smoke|c84-m2|google-small|Google Cloud SQL", "prompt": "c84-m2", "model": "google-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Strict Enterprise/Microsoft Compliance** | **Azure SQL** | Google Cloud SQL |"}, {"id": "mai-20260917-0721-smoke|c84-m2|google-small|CockroachDB", "prompt": "c84-m2", "model": "google-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "CockroachDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CockroachDB (if globally distributed)"}, {"id": "mai-20260917-0721-smoke|c84-m2|meta-small|Google Cloud SQL", "prompt": "c84-m2", "model": "meta-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best hosted SQL database for a mid-sized B2B company would be Google Cloud SQL"}, {"id": "mai-20260917-0721-smoke|c84-m2|meta-small|AWS RDS", "prompt": "c84-m2", "model": "meta-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "AWS RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are AWS RDS and Azure Database"}, {"id": "mai-20260917-0721-smoke|c84-m2|meta-small|Azure Database", "prompt": "c84-m2", "model": "meta-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are AWS RDS and Azure Database"}, {"id": "mai-20260917-0721-smoke|c84-m2|minimax-small|AWS Aurora", "prompt": "c84-m2", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "AWS Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **AWS Aurora** (PostgreSQL or MySQL)"}, {"id": "mai-20260917-0721-smoke|c84-m2|minimax-small|Azure SQL Database", "prompt": "c84-m2", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Companies already in Microsoft ecosystem | Excellent for B2B companies using .NET, Azure services"}, {"id": "mai-20260917-0721-smoke|c84-m2|minimax-small|CockroachDB", "prompt": "c84-m2", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "CockroachDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Companies needing global distribution & high scalability"}, {"id": "mai-20260917-0721-smoke|c84-m2|minimax-small|Google Cloud SQL", "prompt": "c84-m2", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good PostgreSQL and MySQL options"}, {"id": "mai-20260917-0721-smoke|c84-m2|mistral-small|Google Cloud SQL", "prompt": "c84-m2", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often the most cost-effective for mid-tier workloads... **Google Cloud SQL** is often the most cost-effective at mid-tier levels."}, {"id": "mai-20260917-0721-smoke|c84-m2|mistral-small|Azure Database for PostgreSQL/MySQL", "prompt": "c84-m2", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure Database for PostgreSQL/MySQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already in the Microsoft ecosystem, **Azure Database** is a strong contender."}, {"id": "mai-20260917-0721-smoke|c84-m2|mistral-small|AWS RDS", "prompt": "c84-m2", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "AWS RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need the widest engine support and ecosystem maturity, **AWS RDS** is the safest bet."}, {"id": "mai-20260917-0721-smoke|c84-m2|moonshot-small|AWS RDS (PostgreSQL or Aurora)", "prompt": "c84-m2", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "AWS RDS (PostgreSQL or Aurora)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS RDS Aurora PostgreSQL**\n\nIt's the conservative, defensible choice."}, {"id": "mai-20260917-0721-smoke|c84-m2|moonshot-small|Azure SQL Database or Azure Database for PostgreSQL", "prompt": "c84-m2", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database or Azure Database for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if:** You're already in the Microsoft ecosystem (.NET, Azure AD, Office 365)."}, {"id": "mai-20260917-0721-smoke|c84-m2|moonshot-small|Google Cloud SQL", "prompt": "c84-m2", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you are cost-conscious and already on Google Cloud:**\n\n> **Cloud SQL for PostgreSQL**"}, {"id": "mai-20260917-0721-smoke|c84-m2|moonshot-small|Supabase", "prompt": "c84-m2", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Supabase** (or **Neon** if you want pure serverless Postgres with branching)"}, {"id": "mai-20260917-0721-smoke|c84-m2|moonshot-small|Neon", "prompt": "c84-m2", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Caveat:** Usage-based pricing can surprise you if you don't monitor it. Cold starts ... may not suit latency-sensitive B2B apps."}, {"id": "mai-20260917-0721-smoke|c84-m2|openai-small|AWS RDS for PostgreSQL", "prompt": "c84-m2", "model": "openai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "AWS RDS for PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Managed PostgreSQL on AWS RDS** because it's widely supported, operationally boring, and scales well enough"}, {"id": "mai-20260917-0721-smoke|c84-m2|openai-small|Google Cloud SQL for PostgreSQL", "prompt": "c84-m2", "model": "openai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google Cloud SQL for PostgreSQL** if you're on GCP"}, {"id": "mai-20260917-0721-smoke|c84-m2|openai-small|Azure Database for PostgreSQL", "prompt": "c84-m2", "model": "openai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure Database for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure Database for PostgreSQL** if you're on Microsoft/Azure"}, {"id": "mai-20260917-0721-smoke|c84-m2|openai-small|Amazon Aurora PostgreSQL", "prompt": "c84-m2", "model": "openai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon Aurora PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you need higher availability/performance and are already deep in AWS"}, {"id": "mai-20260917-0721-smoke|c84-m2|openai-small|Microsoft SQL Server on Azure", "prompt": "c84-m2", "model": "openai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Microsoft SQL Server on Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if your company is heavily invested in Microsoft tooling or legacy .NET apps"}, {"id": "mai-20260917-0721-smoke|c84-m2|openai-small|AlloyDB", "prompt": "c84-m2", "model": "openai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "AlloyDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cloud SQL / AlloyDB / other cloud-native options**: if you're optimizing for a specific cloud platform"}, {"id": "mai-20260917-0721-smoke|c84-m2|openai-small|Supabase", "prompt": "c84-m2", "model": "openai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Supabase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "But for a mid-sized B2B company, I'd still usually choose a mainstream managed Postgres service first"}, {"id": "mai-20260917-0721-smoke|c84-m2|openai-small|Neon", "prompt": "c84-m2", "model": "openai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Neon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "But for a mid-sized B2B company, I'd still usually choose a mainstream managed Postgres service first"}, {"id": "mai-20260917-0721-smoke|c84-m2|xai-small|AWS RDS (Relational Database Service)", "prompt": "c84-m2", "model": "xai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "AWS RDS (Relational Database Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend AWS RDS (Relational Database Service), particularly with PostgreSQL or Amazon Aurora"}, {"id": "mai-20260917-0721-smoke|c84-m2|xai-small|Amazon Aurora", "prompt": "c84-m2", "model": "xai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "particularly with PostgreSQL or Amazon Aurora (PostgreSQL-compatible)"}, {"id": "mai-20260917-0721-smoke|c84-m2|xai-small|Google Cloud SQL", "prompt": "c84-m2", "model": "xai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud SQL (PostgreSQL/MySQL/SQL Server)**: Simpler pricing ... Great if on GCP."}, {"id": "mai-20260917-0721-smoke|c84-m2|xai-small|Microsoft Azure SQL Database", "prompt": "c84-m2", "model": "xai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Microsoft Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for .NET/Windows stacks. Serverless auto-pause, Hyperscale to 100 TB."}, {"id": "mai-20260917-0721-smoke|c84-m2|xai-small|DigitalOcean Managed Databases", "prompt": "c84-m2", "model": "xai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simpler/cheaper for smaller mid-sized ... but less enterprise polish."}, {"id": "mai-20260917-0721-smoke|c84-m2|zai-small|Amazon RDS (Relational Database Service)", "prompt": "c84-m2", "model": "zai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS (Relational Database Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Amazon RDS (Relational Database Service)** as your primary choice"}, {"id": "mai-20260917-0721-smoke|c84-m2|zai-small|Google Cloud SQL", "prompt": "c84-m2", "model": "zai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative Options to Consider:\n\n### Google Cloud SQL"}, {"id": "mai-20260917-0721-smoke|c84-m2|zai-small|Microsoft Azure SQL Database", "prompt": "c84-m2", "model": "zai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Microsoft Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### Microsoft Azure SQL Database\n- Ideal if you're heavily invested in Microsoft stack"}, {"id": "mai-20260917-0721-smoke|c84-m2|zai-small|Heroku Postgres", "prompt": "c84-m2", "model": "zai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Heroku Postgres", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### PostgreSQL (specifically Heroku Postgres, Supabase, or RDS for PostgreSQL)\n- Open-source preference"}, {"id": "mai-20260917-0721-smoke|c84-m2|zai-small|Supabase", "prompt": "c84-m2", "model": "zai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### PostgreSQL (specifically Heroku Postgres, Supabase, or RDS for PostgreSQL)"}, {"id": "mai-20260917-0721-smoke|c84-m3|alibaba-small|Amazon Relational Database Service (Amazon RDS)", "prompt": "c84-m3", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon Relational Database Service (Amazon RDS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is widely considered the market leader in terms of versatility and maturity."}, {"id": "mai-20260917-0721-smoke|c84-m3|alibaba-small|Amazon Aurora", "prompt": "c84-m3", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Aurora** is included under the RDS umbrella. It is significantly faster and scales storage automatically up to 128 TB."}, {"id": "mai-20260917-0721-smoke|c84-m3|alibaba-small|Azure SQL Database", "prompt": "c84-m3", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Azure SQL if:** Your development team is using C#/.NET, you are migrating existing on-premise SQL Server workloads"}, {"id": "mai-20260917-0721-smoke|c84-m3|alibaba-small|Google Cloud SQL", "prompt": "c84-m3", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Google Cloud SQL if:** You are running applications on Google Kubernetes Engine (GKE), you prioritize cost-effective simplicity"}, {"id": "mai-20260917-0721-smoke|c84-m3|alibaba-small|Autonomous Database", "prompt": "c84-m3", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Autonomous Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lacks Oracle (which is sold separately as \"Autonomous Database\")"}, {"id": "mai-20260917-0721-smoke|c84-m3|alibaba-small|AlloyDB", "prompt": "c84-m3", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AlloyDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Uses AlloyDB for PostgreSQL as a high-performance alternative."}, {"id": "mai-20260917-0721-smoke|c84-m3|anthropic-small|AWS RDS", "prompt": "c84-m3", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AWS RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AWS RDS is a fully managed relational database service supporting MySQL, PostgreSQL, MariaDB, SQL Server, Oracle, and Aurora."}, {"id": "mai-20260917-0721-smoke|c84-m3|anthropic-small|Microsoft Azure", "prompt": "c84-m3", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Azure stands out if you need enterprise governance with automation and observability aligned across many databases."}, {"id": "mai-20260917-0721-smoke|c84-m3|anthropic-small|Google Cloud SQL", "prompt": "c84-m3", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Google Cloud SQL is best for cloud-native applications requiring managed services."}, {"id": "mai-20260917-0721-smoke|c84-m3|anthropic-small|Supabase", "prompt": "c84-m3", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Supabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best for MVPs and SaaS teams that want a full backend layer out of the box"}, {"id": "mai-20260917-0721-smoke|c84-m3|anthropic-small|PlanetScale", "prompt": "c84-m3", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "PlanetScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "PlanetScale covers MySQL scale and schema branching."}, {"id": "mai-20260917-0721-smoke|c84-m3|anthropic-small|Neon", "prompt": "c84-m3", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Neon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Neon provides serverless Postgres economics"}, {"id": "mai-20260917-0721-smoke|c84-m3|anthropic-small|CockroachDB", "prompt": "c84-m3", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "CockroachDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CockroachDB handles globally distributed SQL with multi-region survivability"}, {"id": "mai-20260917-0721-smoke|c84-m3|anthropic-small|Northflank", "prompt": "c84-m3", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Northflank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Northflank covers relational, NoSQL, cache, object storage, and message broker databases in one platform"}, {"id": "mai-20260917-0721-smoke|c84-m3|challenger-small|Amazon RDS", "prompt": "c84-m3", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Amazon RDS is the broadest general-purpose option on AWS"}, {"id": "mai-20260917-0721-smoke|c84-m3|challenger-small|Amazon Aurora", "prompt": "c84-m3", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon Aurora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Amazon Aurora is AWS's cloud-optimized relational database"}, {"id": "mai-20260917-0721-smoke|c84-m3|challenger-small|Google Cloud SQL", "prompt": "c84-m3", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Google Cloud SQL is a fully managed relational database service"}, {"id": "mai-20260917-0721-smoke|c84-m3|challenger-small|Azure SQL Database", "prompt": "c84-m3", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Azure SQL Database is Microsoft's managed relational database offering"}, {"id": "mai-20260917-0721-smoke|c84-m3|challenger-small|Oracle Database", "prompt": "c84-m3", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Oracle Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Oracle Database is the enterprise choice"}, {"id": "mai-20260917-0721-smoke|c84-m3|deepseek-small|Amazon Relational Database Service (RDS)", "prompt": "c84-m3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon Relational Database Service (RDS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick AWS RDS if you need the widest engine selection (including Oracle/legacy engines) or want Aurora's cloud-native performance"}, {"id": "mai-20260917-0721-smoke|c84-m3|deepseek-small|Amazon Aurora", "prompt": "c84-m3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "optionally Amazon Aurora (AWS's proprietary cloud-native engine)"}, {"id": "mai-20260917-0721-smoke|c84-m3|deepseek-small|Google Cloud SQL", "prompt": "c84-m3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick Google Cloud SQL if cost-per-vCPU on a standard 4–16 vCPU PostgreSQL production instance is your deciding factor."}, {"id": "mai-20260917-0721-smoke|c84-m3|deepseek-small|Azure SQL Database", "prompt": "c84-m3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick Azure if you're running SQL Server, are in a .NET/Microsoft ecosystem"}, {"id": "mai-20260917-0721-smoke|c84-m3|deepseek-small|AlloyDB Omni", "prompt": "c84-m3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AlloyDB Omni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "No true serverless option (AlloyDB Omni is closest)"}, {"id": "mai-20260917-0721-smoke|c84-m3|deepseek-small|Azure SQL Managed Instance", "prompt": "c84-m3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Managed Instance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Azure SQL Managed Instance offers full SQL Server feature parity."}, {"id": "mai-20260917-0721-smoke|c84-m3|google-small|Amazon RDS", "prompt": "c84-m3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Standard Enterprise Workload** | **Amazon RDS or Google Cloud SQL** | Highly reliable, predictable cost, supports almost any engine."}, {"id": "mai-20260917-0721-smoke|c84-m3|google-small|Google Cloud SQL", "prompt": "c84-m3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Amazon RDS or Google Cloud SQL** | Highly reliable, predictable cost, supports almost any engine."}, {"id": "mai-20260917-0721-smoke|c84-m3|google-small|Azure SQL Database", "prompt": "c84-m3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Enterprise Stack** | **Azure SQL Database** | Deeply optimized for .NET apps"}, {"id": "mai-20260917-0721-smoke|c84-m3|google-small|Amazon Aurora", "prompt": "c84-m3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**High-Performance PostgreSQL/MySQL** | **Amazon Aurora or Google AlloyDB**"}, {"id": "mai-20260917-0721-smoke|c84-m3|google-small|Google AlloyDB", "prompt": "c84-m3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google AlloyDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "high-performance, fully PostgreSQL-compatible service designed for heavy transactional and analytical (HTAP) workloads"}, {"id": "mai-20260917-0721-smoke|c84-m3|google-small|Google Cloud Spanner", "prompt": "c84-m3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud Spanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It is the gold standard for global transactional systems"}, {"id": "mai-20260917-0721-smoke|c84-m3|google-small|CockroachDB Dedicated", "prompt": "c84-m3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "CockroachDB Dedicated", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "designed to survive node, rack, or entire datacenter/region failures without taking the application offline"}, {"id": "mai-20260917-0721-smoke|c84-m3|google-small|Neon", "prompt": "c84-m3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Neon, Supabase, or PlanetScale** | Serverless pricing, Git-like schema branching"}, {"id": "mai-20260917-0721-smoke|c84-m3|google-small|PlanetScale", "prompt": "c84-m3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "A serverless MySQL database built on Vitess... offers git-like branching"}, {"id": "mai-20260917-0721-smoke|c84-m3|google-small|Supabase", "prompt": "c84-m3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "packages Postgres with an entire \"Backend-as-a-Service\" (BaaS) stack"}, {"id": "mai-20260917-0721-smoke|c84-m3|meta-small|AWS RDS", "prompt": "c84-m3", "model": "meta-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AWS RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top managed relational database services are AWS RDS, Azure SQL Database, and Google Cloud SQL."}, {"id": "mai-20260917-0721-smoke|c84-m3|meta-small|Azure SQL Database", "prompt": "c84-m3", "model": "meta-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Azure SQL Database supports SQL Server native and 3 other engines, and offers a serverless option."}, {"id": "mai-20260917-0721-smoke|c84-m3|meta-small|Google Cloud SQL", "prompt": "c84-m3", "model": "meta-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Google Cloud SQL supports MySQL, PostgreSQL, and SQL Server"}, {"id": "mai-20260917-0721-smoke|c84-m3|minimax-small|Amazon RDS (Relational Database Service)", "prompt": "c84-m3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS (Relational Database Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Supported Engines**: Most comprehensive—supports 6 engines ... Choose AWS RDS/Aurora** if you need broad engine support and cloud-native performance"}, {"id": "mai-20260917-0721-smoke|c84-m3|minimax-small|Amazon Aurora", "prompt": "c84-m3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a cloud-native database compatible with MySQL and PostgreSQL, offering better performance and durability"}, {"id": "mai-20260917-0721-smoke|c84-m3|minimax-small|Azure SQL Database", "prompt": "c84-m3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Azure SQL** if you're invested in Microsoft technologies"}, {"id": "mai-20260917-0721-smoke|c84-m3|minimax-small|Google Cloud SQL", "prompt": "c84-m3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Google Cloud SQL** if you need globally distributed databases or prefer PostgreSQL"}, {"id": "mai-20260917-0721-smoke|c84-m3|minimax-small|AlloyDB", "prompt": "c84-m3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AlloyDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "PostgreSQL-compatible with better performance than vanilla PostgreSQL"}, {"id": "mai-20260917-0721-smoke|c84-m3|minimax-small|Cloud Spanner", "prompt": "c84-m3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Cloud Spanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "globally distributed relational database with horizontal scaling"}, {"id": "mai-20260917-0721-smoke|c84-m3|minimax-small|Oracle Cloud Database", "prompt": "c84-m3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Oracle Cloud Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for enterprise workloads requiring Oracle-specific features"}, {"id": "mai-20260917-0721-smoke|c84-m3|minimax-small|IBM Cloud Databases", "prompt": "c84-m3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "IBM Cloud Databases", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good for enterprises already in the IBM ecosystem"}, {"id": "mai-20260917-0721-smoke|c84-m3|mistral-small|Amazon RDS (Relational Database Service)", "prompt": "c84-m3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS (Relational Database Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **AWS RDS** for the widest engine support and AWS-native integrations."}, {"id": "mai-20260917-0721-smoke|c84-m3|mistral-small|Azure SQL Database", "prompt": "c84-m3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Azure SQL Database** for SQL Server compatibility and Microsoft ecosystem alignment."}, {"id": "mai-20260917-0721-smoke|c84-m3|mistral-small|Google Cloud SQL", "prompt": "c84-m3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Google Cloud SQL** for cost-effective, standard PostgreSQL/MySQL workloads."}, {"id": "mai-20260917-0721-smoke|c84-m3|mistral-small|Northflank", "prompt": "c84-m3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Northflank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **Northflank** for multi-database, multi-cloud flexibility."}, {"id": "mai-20260917-0721-smoke|c84-m3|mistral-small|MongoDB Atlas", "prompt": "c84-m3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "MongoDB Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "While primarily a NoSQL service, it also supports relational features"}, {"id": "mai-20260917-0721-smoke|c84-m3|moonshot-small|Amazon RDS (Relational Database Service)", "prompt": "c84-m3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS (Relational Database Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Broadest engine support** - runs virtually any major relational database"}, {"id": "mai-20260917-0721-smoke|c84-m3|moonshot-small|Amazon Aurora", "prompt": "c84-m3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS's flagship cloud-native relational database"}, {"id": "mai-20260917-0721-smoke|c84-m3|moonshot-small|Azure SQL Database", "prompt": "c84-m3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best SQL Server compatibility** - ideal for Microsoft shops migrating on-premises workloads"}, {"id": "mai-20260917-0721-smoke|c84-m3|moonshot-small|Azure SQL Managed Instance", "prompt": "c84-m3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Managed Instance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For complex SQL Server migrations requiring full feature support"}, {"id": "mai-20260917-0721-smoke|c84-m3|moonshot-small|Google Cloud SQL", "prompt": "c84-m3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Exceptional managed simplicity** - easiest to operate"}, {"id": "mai-20260917-0721-smoke|c84-m3|moonshot-small|AlloyDB", "prompt": "c84-m3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AlloyDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High-performance PostgreSQL alternative with columnar storage"}, {"id": "mai-20260917-0721-smoke|c84-m3|moonshot-small|Google Cloud Spanner", "prompt": "c84-m3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud Spanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Globally distributed, horizontally scalable relational database (not traditional Cloud SQL)"}, {"id": "mai-20260917-0721-smoke|c84-m3|openai-small|Amazon RDS (AWS)", "prompt": "c84-m3", "model": "openai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **AWS RDS** if you want the most flexible mainstream managed relational option."}, {"id": "mai-20260917-0721-smoke|c84-m3|openai-small|Google Cloud SQL (GCP)", "prompt": "c84-m3", "model": "openai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Cloud SQL** if you're on Google Cloud and want simple managed MySQL/Postgres/SQL Server."}, {"id": "mai-20260917-0721-smoke|c84-m3|openai-small|Azure SQL Database / Azure SQL Managed Instance (Microsoft Azure)", "prompt": "c84-m3", "model": "openai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database / Azure SQL Managed Instance (Microsoft Azure)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Azure SQL** if your stack is SQL Server and Microsoft-heavy."}, {"id": "mai-20260917-0721-smoke|c84-m3|openai-small|Oracle Autonomous Database / Oracle Autonomous AI Database (Oracle Cloud)", "prompt": "c84-m3", "model": "openai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Oracle Autonomous Database / Oracle Autonomous AI Database (Oracle Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Oracle Autonomous** if you're running Oracle Database workloads and want maximum automation."}, {"id": "mai-20260917-0721-smoke|c84-m3|xai-small|Amazon RDS (AWS)", "prompt": "c84-m3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS RDS often ranks #1 in reviews (e.g., Gitnux 2024/2025) for breadth and maturity"}, {"id": "mai-20260917-0721-smoke|c84-m3|xai-small|Google Cloud SQL (GCP)", "prompt": "c84-m3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GCP for cost/perf balance"}, {"id": "mai-20260917-0721-smoke|c84-m3|xai-small|Azure SQL Database / Azure Database services (Microsoft Azure)", "prompt": "c84-m3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database / Azure Database services (Microsoft Azure)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure if Microsoft-heavy"}, {"id": "mai-20260917-0721-smoke|c84-m3|xai-small|Oracle Cloud Database services", "prompt": "c84-m3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Oracle Cloud Database services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "notable alternatives like **Oracle Cloud Database services**"}, {"id": "mai-20260917-0721-smoke|c84-m3|xai-small|DigitalOcean Managed Databases", "prompt": "c84-m3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "DigitalOcean shines for affordability without sacrificing managed perks"}, {"id": "mai-20260917-0721-smoke|c84-m3|xai-small|Aiven", "prompt": "c84-m3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Aiven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Aiven** or **PlanetScale** for specific needs"}, {"id": "mai-20260917-0721-smoke|c84-m3|xai-small|PlanetScale", "prompt": "c84-m3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "PlanetScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Aiven** or **PlanetScale** for specific needs"}, {"id": "mai-20260917-0721-smoke|c84-m3|xai-small|Aurora", "prompt": "c84-m3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Aurora stands out for cloud-optimized perf"}, {"id": "mai-20260917-0721-smoke|c84-m3|xai-small|AlloyDB", "prompt": "c84-m3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AlloyDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "(AlloyDB as premium PG alternative.)"}, {"id": "mai-20260917-0721-smoke|c84-m3|xai-small|Linode", "prompt": "c84-m3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Small workloads: DO/Linode/Vultr (~$15/mo)"}, {"id": "mai-20260917-0721-smoke|c84-m3|xai-small|Vultr", "prompt": "c84-m3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Small workloads: DO/Linode/Vultr (~$15/mo)"}, {"id": "mai-20260917-0721-smoke|c84-m3|zai-small|Amazon RDS", "prompt": "c84-m3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Broad engine support & multi‑engine needs:** AWS RDS"}, {"id": "mai-20260917-0721-smoke|c84-m3|zai-small|Amazon Aurora", "prompt": "c84-m3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Modern, high‑performance OLTP with shared storage & read scalability:** AWS Aurora Serverless v2"}, {"id": "mai-20260917-0721-smoke|c84-m3|zai-small|Amazon DocumentDB", "prompt": "c84-m3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon DocumentDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Amazon DocumentDB (document)"}, {"id": "mai-20260917-0721-smoke|c84-m3|zai-small|Amazon Neptune", "prompt": "c84-m3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon Neptune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Amazon Neptune (graph)"}, {"id": "mai-20260917-0721-smoke|c84-m3|zai-small|Azure SQL Database", "prompt": "c84-m3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Intermittent workloads & low idle cost:** Azure SQL Database (Serverless)"}, {"id": "mai-20260917-0721-smoke|c84-m3|zai-small|Azure SQL Managed Instance", "prompt": "c84-m3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Managed Instance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SQL Server‑centric migrations:** Azure SQL Managed Instance"}, {"id": "mai-20260917-0721-smoke|c84-m3|zai-small|Azure Database for PostgreSQL", "prompt": "c84-m3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure Database for PostgreSQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Managed PostgreSQL & MySQL, automatic backups, read replicas"}, {"id": "mai-20260917-0721-smoke|c84-m3|zai-small|Azure Database for MySQL", "prompt": "c84-m3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure Database for MySQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Azure Database for PostgreSQL / MySQL"}, {"id": "mai-20260917-0721-smoke|c84-m3|zai-small|Azure Cosmos DB", "prompt": "c84-m3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Azure Cosmos DB (multi-model)"}, {"id": "mai-20260917-0721-smoke|c84-m3|zai-small|Cloud SQL", "prompt": "c84-m3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Standard MySQL/PostgreSQL/SQL Server on Google Cloud:** Cloud SQL"}, {"id": "mai-20260917-0721-smoke|c84-m3|zai-small|AlloyDB for PostgreSQL", "prompt": "c84-m3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AlloyDB for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**High‑throughput PostgreSQL with read‑pool scaling:** AlloyDB"}, {"id": "mai-20260917-0721-smoke|c84-m3|zai-small|Cloud Spanner", "prompt": "c84-m3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Cloud Spanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Global, strongly consistent, ultra‑high availability:** Spanner"}, {"id": "mai-20260917-0721-smoke|c84-m3|zai-small|Cloud Bigtable", "prompt": "c84-m3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Cloud Bigtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Cloud Bigtable (NoSQL)"}, {"id": "mai-20260917-0721-smoke|c84-m4|alibaba-small|Supabase", "prompt": "c84-m4", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Supabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Supabase** is widely considered the best value for money"}, {"id": "mai-20260917-0721-smoke|c84-m4|alibaba-small|Neon", "prompt": "c84-m4", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Pay-As-You-Go (Serverless): Neon"}, {"id": "mai-20260917-0721-smoke|c84-m4|alibaba-small|DigitalOcean", "prompt": "c84-m4", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DigitalOcean** Managed Databases are the gold standard"}, {"id": "mai-20260917-0721-smoke|c84-m4|alibaba-small|Amazon RDS", "prompt": "c84-m4", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Amazon RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "After year one, the costs increase significantly ... the \"Data Transfer\" fees can add up quickly."}, {"id": "mai-20260917-0721-smoke|c84-m4|anthropic-small|AWS RDS Free Tier / Amazon Aurora Serverless", "prompt": "c84-m4", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS RDS Free Tier / Amazon Aurora Serverless", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. AWS RDS Free Tier / Amazon Aurora Serverless** - AWS offers a generous free tier for RDS"}, {"id": "mai-20260917-0721-smoke|c84-m4|anthropic-small|Google Cloud SQL", "prompt": "c84-m4", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a free tier with limited storage and compute - Competitive pricing comparable to AWS"}, {"id": "mai-20260917-0721-smoke|c84-m4|anthropic-small|Azure Database for MySQL/PostgreSQL", "prompt": "c84-m4", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure Database for MySQL/PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft Azure provides free tier options - Pay-as-you-go pricing works well for smaller deployments"}, {"id": "mai-20260917-0721-smoke|c84-m4|anthropic-small|PlanetScale", "prompt": "c84-m4", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a free tier suitable for development and small production workloads"}, {"id": "mai-20260917-0721-smoke|c84-m4|anthropic-small|Neon", "prompt": "c84-m4", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free tier with generous compute and storage limits - Good for startups and small businesses"}, {"id": "mai-20260917-0721-smoke|c84-m4|challenger-small|Amazon RDS", "prompt": "c84-m4", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **limited budget**, the best choice is usually **Amazon RDS** with a small **PostgreSQL** or **MySQL** instance"}, {"id": "mai-20260917-0721-smoke|c84-m4|challenger-small|DigitalOcean", "prompt": "c84-m4", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the lowest-cost managed options in the results are **DigitalOcean, Linode, or Vultr** managed databases starting around **$15/month**"}, {"id": "mai-20260917-0721-smoke|c84-m4|challenger-small|Linode", "prompt": "c84-m4", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Linode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DigitalOcean, Linode, or Vultr** managed databases starting around **$15/month**"}, {"id": "mai-20260917-0721-smoke|c84-m4|challenger-small|Vultr", "prompt": "c84-m4", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**DigitalOcean, Linode, or Vultr** managed databases starting around **$15/month**"}, {"id": "mai-20260917-0721-smoke|c84-m4|challenger-small|Azure SQL Basic", "prompt": "c84-m4", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure SQL Basic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cheapest simple managed option:** **Azure SQL Basic**"}, {"id": "mai-20260917-0721-smoke|c84-m4|deepseek-small|DigitalOcean", "prompt": "c84-m4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best value is typically **DigitalOcean, Linode, or Vultr Managed Databases (~$15/mo)**"}, {"id": "mai-20260917-0721-smoke|c84-m4|deepseek-small|Linode", "prompt": "c84-m4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Linode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best value is typically **DigitalOcean, Linode, or Vultr Managed Databases (~$15/mo)**"}, {"id": "mai-20260917-0721-smoke|c84-m4|deepseek-small|Vultr", "prompt": "c84-m4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the best value is typically **DigitalOcean, Linode, or Vultr Managed Databases (~$15/mo)**"}, {"id": "mai-20260917-0721-smoke|c84-m4|deepseek-small|Render", "prompt": "c84-m4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Render", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "start with **Neon or Render** (~$5\ndash7/mo)"}, {"id": "mai-20260917-0721-smoke|c84-m4|deepseek-small|Railway", "prompt": "c84-m4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Railway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Railway** Postgres: ~$5/month (usage-based)"}, {"id": "mai-20260917-0721-smoke|c84-m4|deepseek-small|Neon", "prompt": "c84-m4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "start with **Neon or Render** (~$5–7/mo)"}, {"id": "mai-20260917-0721-smoke|c84-m4|deepseek-small|Supabase", "prompt": "c84-m4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Supabase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Supabase** (Postgres): free tier, but pauses after a week"}, {"id": "mai-20260917-0721-smoke|c84-m4|deepseek-small|Selfhost.dev", "prompt": "c84-m4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Selfhost.dev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Positioned as the cheapest reliable option for a *real* database (20 GB)"}, {"id": "mai-20260917-0721-smoke|c84-m4|deepseek-small|Azure Database for PostgreSQL/MySQL Flexible Server", "prompt": "c84-m4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure Database for PostgreSQL/MySQL Flexible Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Azure Flexible Server** tends to be the most affordable of the big three long-term"}, {"id": "mai-20260917-0721-smoke|c84-m4|deepseek-small|AWS RDS", "prompt": "c84-m4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "lowest advertised starting price (~$0.02/mo) but real production costs climb fast"}, {"id": "mai-20260917-0721-smoke|c84-m4|deepseek-small|OCI (Oracle Cloud) MySQL HeatWave", "prompt": "c84-m4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "OCI (Oracle Cloud) MySQL HeatWave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "notably cheap (~$247/mo for 8 vCPU HA) if you need high availability at scale"}, {"id": "mai-20260917-0721-smoke|c84-m4|google-small|Neon", "prompt": "c84-m4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Neon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Pure PostgreSQL: **Neon** ... It features \"Scale to Zero.\""}, {"id": "mai-20260917-0721-smoke|c84-m4|google-small|Supabase", "prompt": "c84-m4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best \"All-in-One\" Value: **Supabase**"}, {"id": "mai-20260917-0721-smoke|c84-m4|google-small|Turso", "prompt": "c84-m4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Turso", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Absolute lowest cost (Free)** | **Turso** or **Neon** | Turso gives you the most free storage (5 GB)."}, {"id": "mai-20260917-0721-smoke|c84-m4|google-small|DigitalOcean", "prompt": "c84-m4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Traditional (Non-Serverless) Managed DB: **DigitalOcean** ... highly predictable flat-rate pricing."}, {"id": "mai-20260917-0721-smoke|c84-m4|google-small|AWS RDS", "prompt": "c84-m4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "without the complex and expensive pricing of AWS RDS or Google Cloud SQL"}, {"id": "mai-20260917-0721-smoke|c84-m4|google-small|Google Cloud SQL", "prompt": "c84-m4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "without the complex and expensive pricing of AWS RDS or Google Cloud SQL"}, {"id": "mai-20260917-0721-smoke|c84-m4|google-small|Coolify", "prompt": "c84-m4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Coolify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The \"Maximum Control\" Budget Route: **VPS + Coolify (Self-Hosted)**"}, {"id": "mai-20260917-0721-smoke|c84-m4|google-small|Hetzner", "prompt": "c84-m4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Hetzner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "You rent a cheap Virtual Private Server (VPS) from **Hetzner** or **DigitalOcean**"}, {"id": "mai-20260917-0721-smoke|c84-m4|google-small|PlanetScale", "prompt": "c84-m4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "PlanetScale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid PlanetScale if you are on a strict budget; they retired their free tier"}, {"id": "mai-20260917-0721-smoke|c84-m4|meta-small|Railway Postgres", "prompt": "c84-m4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Railway Postgres", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Railway Postgres: starts at ~$5/month (usage-based)"}, {"id": "mai-20260917-0721-smoke|c84-m4|meta-small|DigitalOcean Managed Databases", "prompt": "c84-m4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "starts at $15/mo for 1 vCPU / 1 GB with daily backups and automatic failover"}, {"id": "mai-20260917-0721-smoke|c84-m4|meta-small|Linode Managed Databases", "prompt": "c84-m4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Linode Managed Databases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "starts at $15/mo with similar specs to DigitalOcean"}, {"id": "mai-20260917-0721-smoke|c84-m4|meta-small|Vultr Managed Databases", "prompt": "c84-m4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Vultr Managed Databases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vultr Managed Databases: starts at $15/mo"}, {"id": "mai-20260917-0721-smoke|c84-m4|meta-small|AWS RDS/Aurora", "prompt": "c84-m4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS RDS/Aurora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For more advanced features or global replication, AWS RDS/Aurora or GCP Cloud SQL may be considered."}, {"id": "mai-20260917-0721-smoke|c84-m4|meta-small|GCP Cloud SQL", "prompt": "c84-m4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "GCP Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For more advanced features or global replication, AWS RDS/Aurora or GCP Cloud SQL may be considered."}, {"id": "mai-20260917-0721-smoke|c84-m4|minimax-small|DigitalOcean Managed Databases", "prompt": "c84-m4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "First Choice: DigitalOcean Managed Databases** at $15/month"}, {"id": "mai-20260917-0721-smoke|c84-m4|minimax-small|Linode Managed Databases", "prompt": "c84-m4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Linode Managed Databases", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Similar specs and features to DigitalOcean"}, {"id": "mai-20260917-0721-smoke|c84-m4|minimax-small|Vultr Managed Databases", "prompt": "c84-m4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Vultr Managed Databases", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Global data center locations, similar features to above"}, {"id": "mai-20260917-0721-smoke|c84-m4|minimax-small|AWS RDS Free Tier", "prompt": "c84-m4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS RDS Free Tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative: AWS RDS Free Tier** if you want to test extensively before committing money"}, {"id": "mai-20260917-0721-smoke|c84-m4|minimax-small|Azure SQL Database", "prompt": "c84-m4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best Free Tier Ongoing) ... Good for light workloads"}, {"id": "mai-20260917-0721-smoke|c84-m4|minimax-small|Railway", "prompt": "c84-m4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Railway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Railway**: Starts at ~$5/month (usage-based)"}, {"id": "mai-20260917-0721-smoke|c84-m4|minimax-small|Render", "prompt": "c84-m4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Render**: Starts at $7/month (fixed)"}, {"id": "mai-20260917-0721-smoke|c84-m4|mistral-small|Neon", "prompt": "c84-m4", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Neon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the lowest cost, **Neon** or **Railway Postgres** are the best choices."}, {"id": "mai-20260917-0721-smoke|c84-m4|mistral-small|Railway Postgres", "prompt": "c84-m4", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Railway Postgres", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the lowest cost, **Neon** or **Railway Postgres** are the best choices."}, {"id": "mai-20260917-0721-smoke|c84-m4|mistral-small|DigitalOcean", "prompt": "c84-m4", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DigitalOcean, Linode, or Vultr** at $15/month are excellent alternatives."}, {"id": "mai-20260917-0721-smoke|c84-m4|mistral-small|Linode", "prompt": "c84-m4", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Linode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**DigitalOcean, Linode, or Vultr** at $15/month are excellent alternatives."}, {"id": "mai-20260917-0721-smoke|c84-m4|mistral-small|Vultr", "prompt": "c84-m4", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**DigitalOcean, Linode, or Vultr** at $15/month are excellent alternatives."}, {"id": "mai-20260917-0721-smoke|c84-m4|mistral-small|MySQL (managed services)", "prompt": "c84-m4", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "MySQL (managed services)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "MySQL managed services are also a solid, budget-friendly option."}, {"id": "mai-20260917-0721-smoke|c84-m4|moonshot-small|Neon", "prompt": "c84-m4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Neon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation**: Start with **Neon** if you just need a database"}, {"id": "mai-20260917-0721-smoke|c84-m4|moonshot-small|Supabase", "prompt": "c84-m4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Supabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Supabase** if you want an integrated backend platform"}, {"id": "mai-20260917-0721-smoke|c84-m4|moonshot-small|Railway", "prompt": "c84-m4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Railway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Key advantage**: Lowest starting cost, simple pricing"}, {"id": "mai-20260917-0721-smoke|c84-m4|moonshot-small|Render", "prompt": "c84-m4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Render", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Key advantage**: Cheapest always-on Postgres"}, {"id": "mai-20260917-0721-smoke|c84-m4|moonshot-small|AWS RDS", "prompt": "c84-m4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Avoid AWS/GCP/Azure for small projects** — their pricing complexity often leads to unexpected bills"}, {"id": "mai-20260917-0721-smoke|c84-m4|moonshot-small|GCP Cloud SQL", "prompt": "c84-m4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "GCP Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Avoid AWS/GCP/Azure for small projects** — their pricing complexity often leads to unexpected bills"}, {"id": "mai-20260917-0721-smoke|c84-m4|moonshot-small|Azure", "prompt": "c84-m4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Avoid AWS/GCP/Azure for small projects** — their pricing complexity often leads to unexpected bills"}, {"id": "mai-20260917-0721-smoke|c84-m4|moonshot-small|Turso", "prompt": "c84-m4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Turso", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Consider Turso** — At ~$5/month with generous free tier (500M reads), it's emerging as a SQLite-based alternative"}, {"id": "mai-20260917-0721-smoke|c84-m4|openai-small|AWS RDS for PostgreSQL", "prompt": "c84-m4", "model": "openai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS RDS for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Need broader enterprise features or existing AWS usage:** **AWS RDS PostgreSQL**"}, {"id": "mai-20260917-0721-smoke|c84-m4|openai-small|Google Cloud SQL for PostgreSQL", "prompt": "c84-m4", "model": "openai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL for PostgreSQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "If you want the simplest low-cost option, consider:... **Google Cloud SQL for PostgreSQL**"}, {"id": "mai-20260917-0721-smoke|c84-m4|openai-small|Azure Database for PostgreSQL", "prompt": "c84-m4", "model": "openai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure Database for PostgreSQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Azure Database for PostgreSQL**"}, {"id": "mai-20260917-0721-smoke|c84-m4|openai-small|DigitalOcean Managed Databases", "prompt": "c84-m4", "model": "openai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Need the cheapest simple setup:** often **DigitalOcean Managed PostgreSQL** is attractive"}, {"id": "mai-20260917-0721-smoke|c84-m4|xai-small|DigitalOcean Managed Databases", "prompt": "c84-m4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DigitalOcean Managed Databases stands out as one of the best options for a fully managed relational database service"}, {"id": "mai-20260917-0721-smoke|c84-m4|xai-small|AWS RDS", "prompt": "c84-m4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Complex pricing, free tier ending for new users"}, {"id": "mai-20260917-0721-smoke|c84-m4|xai-small|Google Cloud SQL", "prompt": "c84-m4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Google Cloud SQL (~$15-30/month)"}, {"id": "mai-20260917-0721-smoke|c84-m4|xai-small|Azure", "prompt": "c84-m4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already on AWS/Azure/GCP**: Their RDS equivalents (Azure often cheapest for steady small workloads)"}, {"id": "mai-20260917-0721-smoke|c84-m4|xai-small|Neon", "prompt": "c84-m4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ultra-low/no budget (dev/hobby)**: Neon or Supabase free tiers."}, {"id": "mai-20260917-0721-smoke|c84-m4|xai-small|Supabase", "prompt": "c84-m4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ultra-low/no budget (dev/hobby)**: Neon or Supabase free tiers."}, {"id": "mai-20260917-0721-smoke|c84-m4|xai-small|Render Postgres", "prompt": "c84-m4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Render Postgres", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Less mature for prod"}, {"id": "mai-20260917-0721-smoke|c84-m4|xai-small|PlanetScale (MySQL)", "prompt": "c84-m4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "PlanetScale (MySQL)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "$5/mo single-node | No | Sharding/branching | $39+ for HA"}, {"id": "mai-20260917-0721-smoke|c84-m4|xai-small|Amazon Aurora Serverless v2", "prompt": "c84-m4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Amazon Aurora Serverless v2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Serverless/spiky traffic**: Amazon Aurora Serverless v2 or Neon (scales to zero)"}, {"id": "mai-20260917-0721-smoke|c84-m4|zai-small|Oracle Cloud Free Tier (Autonomous Database)", "prompt": "c84-m4", "model": "zai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Oracle Cloud Free Tier (Autonomous Database)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point is usually **Oracle Cloud Free Tier (Autonomous Database)** or **AWS Free Tier (Amazon RDS / Aurora)**"}, {"id": "mai-20260917-0721-smoke|c84-m4|zai-small|AWS Free Tier (Amazon RDS / Aurora)", "prompt": "c84-m4", "model": "zai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS Free Tier (Amazon RDS / Aurora)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best starting point is usually **Oracle Cloud Free Tier (Autonomous Database)** or **AWS Free Tier (Amazon RDS / Aurora)**"}, {"id": "mai-20260917-0721-smoke|c84-m4|zai-small|Hetzner Managed Databases", "prompt": "c84-m4", "model": "zai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Hetzner Managed Databases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for permanent low cost:** Hetzner Managed Databases (≈ €14 / mo)"}, {"id": "mai-20260917-0721-smoke|c84-m4|zai-small|DigitalOcean Managed Databases", "prompt": "c84-m4", "model": "zai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "DigitalOcean Managed Databases (≈ $15 / mo) are the most economical fully‑managed choices"}, {"id": "mai-20260917-0721-smoke|c84-m4|zai-small|Google Cloud", "prompt": "c84-m4", "model": "zai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Already using GCP** | **Google Cloud Free Tier** (Cloud SQL)"}, {"id": "mai-20260917-0721-smoke|c84-m4|zai-small|Linode / Vultr", "prompt": "c84-m4", "model": "zai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Linode / Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Linode / Vultr Managed Databases** | $15 / mo ... choose based on preferred compute provider"}, {"id": "mai-20260917-0721-smoke|c84-m4|zai-small|Railway / Render / Neon", "prompt": "c84-m4", "model": "zai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Railway / Render / Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for serverless/auto‑scaling with pay‑as‑you‑go:** Railway / Render / Neon."}, {"id": "mai-20260917-0721-smoke|c84-m4|zai-small|Azure SQL", "prompt": "c84-m4", "model": "zai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Azure SQL** (if you already use Azure)"}, {"id": "mai-20260917-0721-smoke|c84-m5|alibaba-small|AWS RDS", "prompt": "c84-m5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Standard managed services (AWS RDS, Azure SQL) charge for the server *plus* the speed of the drives."}, {"id": "mai-20260917-0721-smoke|c84-m5|alibaba-small|Azure SQL", "prompt": "c84-m5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Standard managed services (AWS RDS, Azure SQL) charge for the server *plus* the speed of the drives."}, {"id": "mai-20260917-0721-smoke|c84-m5|alibaba-small|Amazon Aurora", "prompt": "c84-m5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Amazon Aurora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "*Proprietary (e.g., Amazon Aurora, Cosmos DB):* Faster performance for complex workloads, but extremely difficult and expensive to migrate away from"}, {"id": "mai-20260917-0721-smoke|c84-m5|alibaba-small|Cosmos DB", "prompt": "c84-m5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Cosmos DB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "extremely difficult and expensive to migrate away from once you are locked in"}, {"id": "mai-20260917-0721-smoke|c84-m5|deepseek-small|Aurora", "prompt": "c84-m5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Aurora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 2–3 providers (RDS/Aurora, and one or two alternatives like Cloud SQL, or a vendor-neutral option)"}, {"id": "mai-20260917-0721-smoke|c84-m5|deepseek-small|RDS", "prompt": "c84-m5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "point-in-time recovery (PITR) window (e.g., 35 days in RDS)"}, {"id": "mai-20260917-0721-smoke|c84-m5|deepseek-small|Oracle", "prompt": "c84-m5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "fewer lock-in concerns than commercial engines (Oracle, SQL Server)"}, {"id": "mai-20260917-0721-smoke|c84-m5|deepseek-small|SQL Server", "prompt": "c84-m5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "SQL Server", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "fewer lock-in concerns than commercial engines (Oracle, SQL Server)"}, {"id": "mai-20260917-0721-smoke|c84-m5|deepseek-small|Cloud SQL", "prompt": "c84-m5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "one or two alternatives like Cloud SQL, or a vendor-neutral option"}, {"id": "mai-20260917-0721-smoke|c84-m5|google-small|AWS RDS/Aurora", "prompt": "c84-m5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS/Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The \"Safe Bet\" Giants (AWS RDS/Aurora, Google Cloud SQL, Azure SQL): Pros: Highly reliable, integrates seamlessly with your existing cloud infrastructure, massive compliance coverage."}, {"id": "mai-20260917-0721-smoke|c84-m5|google-small|Google Cloud SQL", "prompt": "c84-m5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Safe Bet\" Giants (AWS RDS/Aurora, Google Cloud SQL, Azure SQL)"}, {"id": "mai-20260917-0721-smoke|c84-m5|google-small|Azure SQL Database", "prompt": "c84-m5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Safe Bet\" Giants (AWS RDS/Aurora, Google Cloud SQL, Azure SQL)"}, {"id": "mai-20260917-0721-smoke|c84-m5|google-small|Neon", "prompt": "c84-m5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Modern Postgres Platforms (Neon, Supabase, Tembo): Pros: Incredible developer experience, serverless autoscaling, database branching"}, {"id": "mai-20260917-0721-smoke|c84-m5|google-small|Supabase", "prompt": "c84-m5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Modern Postgres Platforms (Neon, Supabase, Tembo)"}, {"id": "mai-20260917-0721-smoke|c84-m5|google-small|CockroachDB", "prompt": "c84-m5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "CockroachDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The Distributed SQL Players (CockroachDB Dedicated...): Cons: Overkill for most workloads, expensive"}, {"id": "mai-20260917-0721-smoke|c84-m5|google-small|PlanetScale", "prompt": "c84-m5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "PlanetScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some modern platforms (like Neon or PlanetScale) offer \"database branching\""}, {"id": "mai-20260917-0721-smoke|c84-m5|google-small|Tembo", "prompt": "c84-m5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Tembo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The Modern Postgres Platforms (Neon, Supabase, Tembo)"}, {"id": "mai-20260917-0721-smoke|c84-m5|google-small|YugabyteDB", "prompt": "c84-m5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "YugabyteDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Cons: Overkill for most workloads, expensive, and slight query latency tradeoffs"}, {"id": "mai-20260917-0721-smoke|c84-m5|google-small|Google Cloud Spanner", "prompt": "c84-m5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud Spanner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Cons: Overkill for most workloads, expensive, and slight query latency tradeoffs"}, {"id": "mai-20260917-0721-smoke|c84-m5|meta-small|Kyndryl", "prompt": "c84-m5", "model": "meta-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Kyndryl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top managed database services include Kyndryl and Pythian."}, {"id": "mai-20260917-0721-smoke|c84-m5|meta-small|Pythian", "prompt": "c84-m5", "model": "meta-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Pythian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top managed database services include Kyndryl and Pythian."}, {"id": "mai-20260917-0721-smoke|c84-m5|minimax-small|AWS RDS", "prompt": "c84-m5", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**AWS RDS**: MySQL, PostgreSQL, MariaDB, Oracle, SQL Server, Aurora (cloud-native)"}, {"id": "mai-20260917-0721-smoke|c84-m5|minimax-small|Azure SQL", "prompt": "c84-m5", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Azure SQL**: SQL Server-focused, with Managed Instance for full compatibility"}, {"id": "mai-20260917-0721-smoke|c84-m5|minimax-small|Google Cloud SQL", "prompt": "c84-m5", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Google Cloud SQL**: MySQL, PostgreSQL, SQL Server"}, {"id": "mai-20260917-0721-smoke|c84-m5|mistral-small|Amazon RDS", "prompt": "c84-m5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Amazon RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**AWS:** Amazon RDS, Aurora, Aurora Serverless"}, {"id": "mai-20260917-0721-smoke|c84-m5|mistral-small|Aurora", "prompt": "c84-m5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Aurora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**AWS:** Amazon RDS, Aurora, Aurora Serverless"}, {"id": "mai-20260917-0721-smoke|c84-m5|mistral-small|Aurora Serverless", "prompt": "c84-m5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Aurora Serverless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**AWS:** Amazon RDS, Aurora, Aurora Serverless"}, {"id": "mai-20260917-0721-smoke|c84-m5|mistral-small|Cloud SQL", "prompt": "c84-m5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**GCP:** Cloud SQL, AlloyDB, Spanner"}, {"id": "mai-20260917-0721-smoke|c84-m5|mistral-small|AlloyDB", "prompt": "c84-m5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AlloyDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**GCP:** Cloud SQL, AlloyDB, Spanner"}, {"id": "mai-20260917-0721-smoke|c84-m5|mistral-small|Spanner", "prompt": "c84-m5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Spanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**GCP:** Cloud SQL, AlloyDB, Spanner"}, {"id": "mai-20260917-0721-smoke|c84-m5|mistral-small|Azure SQL Database", "prompt": "c84-m5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Azure:** Azure SQL Database, Azure Database for MySQL/PostgreSQL"}, {"id": "mai-20260917-0721-smoke|c84-m5|mistral-small|Azure Database for MySQL/PostgreSQL", "prompt": "c84-m5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure Database for MySQL/PostgreSQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Azure:** Azure SQL Database, Azure Database for MySQL/PostgreSQL"}, {"id": "mai-20260917-0721-smoke|c84-m5|mistral-small|DigitalOcean Managed Databases", "prompt": "c84-m5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Others:** DigitalOcean Managed Databases, IBM Cloud Databases, Aiven, Crunchy Bridge"}, {"id": "mai-20260917-0721-smoke|c84-m5|mistral-small|IBM Cloud Databases", "prompt": "c84-m5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "IBM Cloud Databases", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Others:** DigitalOcean Managed Databases, IBM Cloud Databases, Aiven, Crunchy Bridge"}, {"id": "mai-20260917-0721-smoke|c84-m5|mistral-small|Aiven", "prompt": "c84-m5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Aiven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Others:** DigitalOcean Managed Databases, IBM Cloud Databases, Aiven, Crunchy Bridge"}, {"id": "mai-20260917-0721-smoke|c84-m5|mistral-small|Crunchy Bridge", "prompt": "c84-m5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Crunchy Bridge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Others:** DigitalOcean Managed Databases, IBM Cloud Databases, Aiven, Crunchy Bridge"}, {"id": "mai-20260917-0721-smoke|c84-m5|moonshot-small|Azure SQL", "prompt": "c84-m5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Microsoft shop (.NET, Azure AD, Power BI) | **Azure SQL / Azure Database for PostgreSQL**"}, {"id": "mai-20260917-0721-smoke|c84-m5|moonshot-small|AWS RDS", "prompt": "c84-m5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Already in AWS; need broadest engine choice | **AWS RDS / Aurora**"}, {"id": "mai-20260917-0721-smoke|c84-m5|moonshot-small|Google Cloud SQL", "prompt": "c84-m5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-sensitive; standard PostgreSQL workloads | **Google Cloud SQL**"}, {"id": "mai-20260917-0721-smoke|c84-m5|moonshot-small|AWS Aurora", "prompt": "c84-m5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS Aurora (PostgreSQL/MySQL-compatible) offers better performance and storage/compute separation than standard RDS"}, {"id": "mai-20260917-0721-smoke|c84-m5|moonshot-small|Hyperscale", "prompt": "c84-m5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Hyperscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Azure has Hyperscale."}, {"id": "mai-20260917-0721-smoke|c84-m5|moonshot-small|AlloyDB for PostgreSQL", "prompt": "c84-m5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AlloyDB for PostgreSQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Google has AlloyDB for PostgreSQL."}, {"id": "mai-20260917-0721-smoke|c84-m5|moonshot-small|Azure Database for PostgreSQL", "prompt": "c84-m5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure Database for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Azure SQL / Azure Database for PostgreSQL**"}, {"id": "mai-20260917-0721-smoke|c84-m5|moonshot-small|CockroachDB", "prompt": "c84-m5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "CockroachDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "consider **CockroachDB** or **YugabyteDB** if you need distributed SQL"}, {"id": "mai-20260917-0721-smoke|c84-m5|moonshot-small|YugabyteDB", "prompt": "c84-m5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "YugabyteDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "consider **CockroachDB** or **YugabyteDB** if you need distributed SQL"}, {"id": "mai-20260917-0721-smoke|c84-m5|xai-small|AWS RDS/Aurora", "prompt": "c84-m5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS/Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with AWS RDS/Aurora or Google Cloud SQL for balance—proven for companies your size."}, {"id": "mai-20260917-0721-smoke|c84-m5|xai-small|Google Cloud SQL/AlloyDB/Spanner", "prompt": "c84-m5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud SQL/AlloyDB/Spanner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with AWS RDS/Aurora or Google Cloud SQL for balance—proven for companies your size."}, {"id": "mai-20260917-0721-smoke|c84-m5|xai-small|Azure SQL Database", "prompt": "c84-m5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Azure SQL**    | Enterprise integration, hyperscale | Higher costs for HA |"}, {"id": "mai-20260917-0721-smoke|c84-m5|xai-small|Spanner", "prompt": "c84-m5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Spanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If global consistency is key, consider Spanner despite higher infra needs."}, {"id": "mai-20260917-0721-smoke|c84-m5|xai-small|DigitalOcean DB", "prompt": "c84-m5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "DigitalOcean DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ask shortlisted providers (AWS, GCP, Azure, DigitalOcean DB) for tailored proposals."}, {"id": "mai-20260917-0721-smoke|c84-m5|zai-small|Aurora", "prompt": "c84-m5", "model": "zai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Aurora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "query acceleration (e.g., Aurora, Cloud SQL, Azure SQL)"}, {"id": "mai-20260917-0721-smoke|c84-m5|zai-small|AWS RDS", "prompt": "c84-m5", "model": "zai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| AWS RDS | MySQL, PostgreSQL, SQL Server | Multi‑AZ, automated | Automated, PITR | CloudWatch integration"}, {"id": "mai-20260917-0721-smoke|c84-m5|zai-small|Azure SQL", "prompt": "c84-m5", "model": "zai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Azure SQL | MySQL, PostgreSQL, SQL Server | Multi‑AZ, always‑on"}, {"id": "mai-20260917-0721-smoke|c84-m5|zai-small|GCP Cloud SQL", "prompt": "c84-m5", "model": "zai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "GCP Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| GCP Cloud SQL | MySQL, PostgreSQL, SQL Server | Multi‑zone, automatic failover"}, {"id": "mai-20260917-0721-smoke|c84-m6|alibaba-small|AWS RDS", "prompt": "c84-m6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use **Standard** managed instances (RDS Standard, Azure Flexible Server) rather than proprietary variants (Aurora, Hyperscale)."}, {"id": "mai-20260917-0721-smoke|c84-m6|alibaba-small|Azure Database", "prompt": "c84-m6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use **Standard** managed instances (RDS Standard, Azure Flexible Server) rather than proprietary variants"}, {"id": "mai-20260917-0721-smoke|c84-m6|alibaba-small|Google Cloud SQL", "prompt": "c84-m6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "On platforms like AWS RDS or Google Cloud SQL, low-end instances often bind CPU credits tightly to the storage volume size."}, {"id": "mai-20260917-0721-smoke|c84-m6|alibaba-small|Amazon Aurora", "prompt": "c84-m6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon Aurora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "If you choose Aurora, you are essentially locking yourself into the AWS ecosystem for the long term."}, {"id": "mai-20260917-0721-smoke|c84-m6|alibaba-small|Hyperscale", "prompt": "c84-m6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Hyperscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Hyperscale versions often come with unique architectural constraints that may complicate exports or cross-cloud replication."}, {"id": "mai-20260917-0721-smoke|c84-m6|anthropic-small|AWS RDS", "prompt": "c84-m6", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Amazon has significantly less detailed documentation for AWS RDS limitations compared to Azure SQL.  AWS RDS SQL Server lacks the native backup solution for restoring a database to point in time"}, {"id": "mai-20260917-0721-smoke|c84-m6|anthropic-small|Azure SQL Database", "prompt": "c84-m6", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "replication doesn't work with Azure SQL Database as a publisher because there's no SQL Agent, which can be a significant limitation"}, {"id": "mai-20260917-0721-smoke|c84-m6|challenger-small|Amazon RDS", "prompt": "c84-m6", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Amazon RDS**: Be cautious if you need *extreme write throughput*, *near-infinite horizontal scaling*, *full engine control*, or *global write distribution*"}, {"id": "mai-20260917-0721-smoke|c84-m6|challenger-small|Google Cloud SQL", "prompt": "c84-m6", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cloud SQL is described as instance-centric and not a horizontally distributed database"}, {"id": "mai-20260917-0721-smoke|c84-m6|deepseek-small|PlanetScale", "prompt": "c84-m6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "PlanetScale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Best avoided as a primary database for anything you care about unless you're a large enterprise with contract protections."}, {"id": "mai-20260917-0721-smoke|c84-m6|deepseek-small|Heroku Postgres", "prompt": "c84-m6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Heroku Postgres", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid Heroku Postgres (if you want a future-proof service)"}, {"id": "mai-20260917-0721-smoke|c84-m6|deepseek-small|Oracle Autonomous Database", "prompt": "c84-m6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Oracle Autonomous Database", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Only consider if you're already Oracle-committed enterprise. For anyone else, this is a trap."}, {"id": "mai-20260917-0721-smoke|c84-m6|deepseek-small|Amazon DocumentDB", "prompt": "c84-m6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon DocumentDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "be very careful with DocumentDB if you ever want real MongoDB"}, {"id": "mai-20260917-0721-smoke|c84-m6|deepseek-small|AWS RDS for MySQL/PostgreSQL", "prompt": "c84-m6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS RDS for MySQL/PostgreSQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "RDS is battle-tested, but there are real limitations... Monitor costs aggressively."}, {"id": "mai-20260917-0721-smoke|c84-m6|deepseek-small|MongoDB Atlas", "prompt": "c84-m6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "MongoDB Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "use actual MongoDB (Atlas or self-hosted)"}, {"id": "mai-20260917-0721-smoke|c84-m6|deepseek-small|Render", "prompt": "c84-m6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Render", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Render (recently removed Postgres free tier) all followed this pattern"}, {"id": "mai-20260917-0721-smoke|c84-m6|deepseek-small|AWS Aurora PostgreSQL/MySQL", "prompt": "c84-m6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS Aurora PostgreSQL/MySQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Prefer open-core/platform-agnostic managed services: AWS Aurora PostgreSQL/MySQL (if you're already on AWS)"}, {"id": "mai-20260917-0721-smoke|c84-m6|deepseek-small|Azure Database for PostgreSQL/MySQL", "prompt": "c84-m6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure Database for PostgreSQL/MySQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or **Azure Database for PostgreSQL/MySQL**"}, {"id": "mai-20260917-0721-smoke|c84-m6|deepseek-small|Neon", "prompt": "c84-m6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Neon (serverless Postgres) — though acquired by Databricks in 2025, pricing dropped, and it's more transparent than others."}, {"id": "mai-20260917-0721-smoke|c84-m6|deepseek-small|Supabase", "prompt": "c84-m6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Supabase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "good free tier, but be aware of its VC funding and the \"free tier can change\" risk"}, {"id": "mai-20260917-0721-smoke|c84-m6|google-small|Amazon Aurora Serverless v2", "prompt": "c84-m6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon Aurora Serverless v2", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid v2 for hobby projects, staging/dev environments, or low-traffic applications."}, {"id": "mai-20260917-0721-smoke|c84-m6|google-small|Neon", "prompt": "c84-m6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For true serverless PostgreSQL that scales to zero compute when idle, consider **Neon** or **Supabase**."}, {"id": "mai-20260917-0721-smoke|c84-m6|google-small|Supabase", "prompt": "c84-m6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **Neon** or **Supabase**"}, {"id": "mai-20260917-0721-smoke|c84-m6|google-small|Amazon RDS", "prompt": "c84-m6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For predictable low costs on AWS, stick to a small, standard provisioned Amazon RDS instance"}, {"id": "mai-20260917-0721-smoke|c84-m6|google-small|Heroku Postgres", "prompt": "c84-m6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Heroku Postgres", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid hosting production workloads here if you expect moderate-to-high traffic or need to manage costs."}, {"id": "mai-20260917-0721-smoke|c84-m6|google-small|Render", "prompt": "c84-m6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Render", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look at **Render**, **Railway**, or **Northflank**"}, {"id": "mai-20260917-0721-smoke|c84-m6|google-small|Railway", "prompt": "c84-m6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Railway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look at **Render**, **Railway**, or **Northflank**"}, {"id": "mai-20260917-0721-smoke|c84-m6|google-small|Northflank", "prompt": "c84-m6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Northflank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look at **Render**, **Railway**, or **Northflank**"}, {"id": "mai-20260917-0721-smoke|c84-m6|google-small|Oracle Cloud Autonomous Database", "prompt": "c84-m6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Oracle Cloud Autonomous Database", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid Oracle completely unless your enterprise is legally or architecturally bound to it."}, {"id": "mai-20260917-0721-smoke|c84-m6|google-small|PostgreSQL", "prompt": "c84-m6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Migrate to **PostgreSQL** (fully open-source, highly compatible, and completely free of licensing traps)."}, {"id": "mai-20260917-0721-smoke|c84-m6|google-small|Azure SQL Database (DTU Purchasing Model)", "prompt": "c84-m6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database (DTU Purchasing Model)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid the DTU model for any growing or modern production workload."}, {"id": "mai-20260917-0721-smoke|c84-m6|google-small|Hetzner", "prompt": "c84-m6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Hetzner", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Avoid these for teams without highly experienced Database Administrators (DBAs)"}, {"id": "mai-20260917-0721-smoke|c84-m6|google-small|Linode/Akamai", "prompt": "c84-m6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Linode/Akamai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Bare-Bones \"Low-Cost\" Managed Databases (e.g., Hetzner, Linode/Akamai)"}, {"id": "mai-20260917-0721-smoke|c84-m6|google-small|DigitalOcean Managed Databases", "prompt": "c84-m6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "strike a better balance of low cost and robust visual monitoring tooling"}, {"id": "mai-20260917-0721-smoke|c84-m6|meta-small|Amazon RDS", "prompt": "c84-m6", "model": "meta-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it may not be suitable for applications that require custom kernel parameters, filesystem-level tuning, or unsupported database extensions"}, {"id": "mai-20260917-0721-smoke|c84-m6|meta-small|Google Cloud SQL", "prompt": "c84-m6", "model": "meta-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may not be suitable for applications that require globally distributed transactional writes across multiple regions with strong consistency"}, {"id": "mai-20260917-0721-smoke|c84-m6|minimax-small|Amazon RDS (Relational Database Service)", "prompt": "c84-m6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon RDS (Relational Database Service)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Extreme Write Throughput**: If your workload requires near-infinite horizontal scaling, RDS may not be suitable"}, {"id": "mai-20260917-0721-smoke|c84-m6|minimax-small|Google Cloud SQL", "prompt": "c84-m6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Strict Regional Requirements**: Regional restrictions may complicate multi-region architectures"}, {"id": "mai-20260917-0721-smoke|c84-m6|minimax-small|Azure SQL Database", "prompt": "c84-m6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Large Databases**: Basic tier's 2 GB limit may be restrictive for larger applications"}, {"id": "mai-20260917-0721-smoke|c84-m6|minimax-small|Oracle Cloud Infrastructure (OCI) Database", "prompt": "c84-m6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Oracle Cloud Infrastructure (OCI) Database", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Advanced Oracle Configurations**: If you need custom RAC databases or Exadata, options are limited"}, {"id": "mai-20260917-0721-smoke|c84-m6|mistral-small|Render (Postgres)", "prompt": "c84-m6", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Render (Postgres)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** The free tier is deleted after 30 days"}, {"id": "mai-20260917-0721-smoke|c84-m6|mistral-small|Railway", "prompt": "c84-m6", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Railway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid:** Marketed as usage-based, but it's actually a container service, not a true managed database."}, {"id": "mai-20260917-0721-smoke|c84-m6|mistral-small|Neon (Serverless Postgres)", "prompt": "c84-m6", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Neon (Serverless Postgres)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why be cautious:** While innovative, Neon's usage-based pricing can be unpredictable"}, {"id": "mai-20260917-0721-smoke|c84-m6|mistral-small|Supabase", "prompt": "c84-m6", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Supabase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why be cautious:** If you only need a database, Supabase's full-stack platform (auth+DB+storage) can lead to overpaying."}, {"id": "mai-20260917-0721-smoke|c84-m6|mistral-small|Amazon RDS", "prompt": "c84-m6", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Amazon RDS is powerful but has limitations for advanced or highly scalable needs."}, {"id": "mai-20260917-0721-smoke|c84-m6|moonshot-small|Firebase Realtime Database", "prompt": "c84-m6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Firebase Realtime Database", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Never use for complex relational data."}, {"id": "mai-20260917-0721-smoke|c84-m6|moonshot-small|Heroku Postgres", "prompt": "c84-m6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Heroku Postgres", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Expensive scaling — costs grow aggressively beyond hobby tier"}, {"id": "mai-20260917-0721-smoke|c84-m6|moonshot-small|Neon", "prompt": "c84-m6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Neon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Smaller/Newer Serverless Databases (Neon, PlanetScale, etc.) ... Young platforms"}, {"id": "mai-20260917-0721-smoke|c84-m6|moonshot-small|PlanetScale", "prompt": "c84-m6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "PlanetScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "PlanetScale (test first)"}, {"id": "mai-20260917-0721-smoke|c84-m6|moonshot-small|AWS RDS / Aurora", "prompt": "c84-m6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS RDS / Aurora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "us-east-1 concentration risk — historically most outage-prone region"}, {"id": "mai-20260917-0721-smoke|c84-m6|moonshot-small|Azure SQL Database", "prompt": "c84-m6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "~1-2 major outages per year historically"}, {"id": "mai-20260917-0721-smoke|c84-m6|moonshot-small|Google Cloud SQL", "prompt": "c84-m6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Manual regional failover — cross-region DR requires your intervention"}, {"id": "mai-20260917-0721-smoke|c84-m6|moonshot-small|Supabase", "prompt": "c84-m6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Simple, cheap PostgreSQL | Supabase"}, {"id": "mai-20260917-0721-smoke|c84-m6|moonshot-small|Azure Database for PostgreSQL", "prompt": "c84-m6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure Database for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Enterprise PostgreSQL | AWS Aurora, Azure Database for PostgreSQL, Crunchy Data"}, {"id": "mai-20260917-0721-smoke|c84-m6|moonshot-small|Crunchy Data", "prompt": "c84-m6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Crunchy Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Enterprise PostgreSQL | ... Crunchy Data"}, {"id": "mai-20260917-0721-smoke|c84-m6|moonshot-small|MariaDB on DigitalOcean", "prompt": "c84-m6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "MariaDB on DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "MySQL compatibility | PlanetScale (test first), AWS RDS MySQL, MariaDB on DigitalOcean"}, {"id": "mai-20260917-0721-smoke|c84-m6|moonshot-small|CockroachDB", "prompt": "c84-m6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "CockroachDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Multi-cloud flexibility | CockroachDB, YugabyteDB"}, {"id": "mai-20260917-0721-smoke|c84-m6|moonshot-small|YugabyteDB", "prompt": "c84-m6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "YugabyteDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Multi-cloud flexibility | CockroachDB, YugabyteDB"}, {"id": "mai-20260917-0721-smoke|c84-m6|moonshot-small|Railway", "prompt": "c84-m6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Railway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Heroku-like simplicity | Railway, Render, Northflank"}, {"id": "mai-20260917-0721-smoke|c84-m6|moonshot-small|Render", "prompt": "c84-m6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Render", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Heroku-like simplicity | Railway, Render, Northflank"}, {"id": "mai-20260917-0721-smoke|c84-m6|moonshot-small|Northflank", "prompt": "c84-m6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Northflank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Heroku-like simplicity | Railway, Render, Northflank"}, {"id": "mai-20260917-0721-smoke|c84-m6|openai-small|Azure Database for PostgreSQL", "prompt": "c84-m6", "model": "openai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure Database for PostgreSQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Azure Database for PostgreSQL**: solid service, but pay close attention to version retirement and extended-support dates."}, {"id": "mai-20260917-0721-smoke|c84-m6|openai-small|IBM Cloud Databases for PostgreSQL", "prompt": "c84-m6", "model": "openai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "IBM Cloud Databases for PostgreSQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "workable, but watch EOL timelines closely and confirm your major version road map"}, {"id": "mai-20260917-0721-smoke|c84-m6|openai-small|AWS RDS for PostgreSQL", "prompt": "c84-m6", "model": "openai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS RDS for PostgreSQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Amazon RDS for PostgreSQL**: broadly safe choice, but don’t let versions drift into extended support."}, {"id": "mai-20260917-0721-smoke|c84-m6|openai-small|Cloud SQL", "prompt": "c84-m6", "model": "openai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cloud SQL for PostgreSQL/MySQL**: generally reputable, but version lifecycle/deprecation policy matters a lot."}, {"id": "mai-20260917-0721-smoke|c84-m6|xai-small|AWS RDS", "prompt": "c84-m6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For Most Users**: Start with **AWS RDS** (broadest engines, mature) or **Google Cloud SQL** (price/performance edge)—but POC costs first."}, {"id": "mai-20260917-0721-smoke|c84-m6|xai-small|Google Cloud SQL", "prompt": "c84-m6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **AWS RDS** (broadest engines, mature) or **Google Cloud SQL** (price/performance edge)"}, {"id": "mai-20260917-0721-smoke|c84-m6|xai-small|Azure SQL Database", "prompt": "c84-m6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Pricing confusion** (vCore/DTU models), high costs for large DBs, steep learning curve, Microsoft ecosystem lock-in via licensing."}, {"id": "mai-20260917-0721-smoke|c84-m6|xai-small|AWS Aurora", "prompt": "c84-m6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS Aurora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Highest complaints on **escalating costs** (93% markup vs. raw EC2; doubles with HA), vendor lock-in, no root access"}, {"id": "mai-20260917-0721-smoke|c84-m6|xai-small|Oracle Cloud Database@OCI", "prompt": "c84-m6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Oracle Cloud Database@OCI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Oracle on-prem users migrating—avoid if not already committed."}, {"id": "mai-20260917-0721-smoke|c84-m6|xai-small|IBM Db2 on Cloud", "prompt": "c84-m6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "IBM Db2 on Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**High costs**, complex setup, stretched support/resolution, performance limits."}, {"id": "mai-20260917-0721-smoke|c84-m6|xai-small|PlanetScale", "prompt": "c84-m6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "PlanetScale (MySQL), Aiven, Neon, Supabase—praised for predictability, multi-cloud, lower lock-in"}, {"id": "mai-20260917-0721-smoke|c84-m6|xai-small|Aiven", "prompt": "c84-m6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "praised for predictability, multi-cloud, lower lock-in"}, {"id": "mai-20260917-0721-smoke|c84-m6|xai-small|Neon", "prompt": "c84-m6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "praised for predictability, multi-cloud, lower lock-in"}, {"id": "mai-20260917-0721-smoke|c84-m6|xai-small|Supabase", "prompt": "c84-m6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "praised for predictability, multi-cloud, lower lock-in"}, {"id": "mai-20260917-0721-smoke|c84-m6|zai-small|Amazon RDS", "prompt": "c84-m6", "model": "zai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Avoid (or use with caution):** **Amazon RDS** if you require **root access** to the OS for kernel tuning or custom extensions."}, {"id": "mai-20260917-0721-smoke|c84-m6|zai-small|Aurora", "prompt": "c84-m6", "model": "zai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Aurora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While Aurora is SQL-compatible, its underlying storage and protocol layers are proprietary to AWS. Migrating a complex, highly optimized Aurora schema ... can be difficult and expensive."}, {"id": "mai-20260917-0721-smoke|c84-m6|zai-small|Azure SQL Managed Instance", "prompt": "c84-m6", "model": "zai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Managed Instance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid (or use with extreme caution):** **Azure SQL Managed Instance** if your application relies heavily on **Service Broker**, **Linked Servers**, or custom **DNS aliases**."}, {"id": "mai-20260917-0721-smoke|c84-m6|zai-small|Google Cloud SQL", "prompt": "c84-m6", "model": "zai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Google Cloud SQL is great for simplicity, but it is **cautionary** for applications requiring high throughput or extreme elasticity."}, {"id": "mai-20260917-0721-smoke|c84-m6|zai-small|Google Cloud Spanner", "prompt": "c84-m6", "model": "zai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud Spanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unlike Amazon Aurora (which can scale storage and compute separately) or Google Cloud Spanner, Cloud SQL typically requires vertical scaling"}, {"id": "mai-20260917-0721-smoke|c84-s1|alibaba-small|Amazon RDS (Relational Database Service)", "prompt": "c84-s1", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS (Relational Database Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Maximum Scalability / Reliability** | **Amazon RDS** (PostgreSQL or MySQL)"}, {"id": "mai-20260917-0721-smoke|c84-s1|alibaba-small|Google Cloud SQL / AlloyDB", "prompt": "c84-s1", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL / AlloyDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best For:** Teams using Kubernetes (GKE) or those who want strong data analytics integrations."}, {"id": "mai-20260917-0721-smoke|c84-s1|alibaba-small|Azure SQL Database / Azure Database for Postgres/MySQL", "prompt": "c84-s1", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database / Azure Database for Postgres/MySQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Enterprise Integration / HR Systems** | **Azure SQL**"}, {"id": "mai-20260917-0721-smoke|c84-s1|alibaba-small|PlanetScale", "prompt": "c84-s1", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ease of Setup / Lowest Ops** | **PlanetScale** (MySQL) or **Neon** (PostgreSQL)"}, {"id": "mai-20260917-0721-smoke|c84-s1|alibaba-small|Neon", "prompt": "c84-s1", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Neon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Amazon Aurora (PostgreSQL compatible)** or **Neon** are likely your best starting points"}, {"id": "mai-20260917-0721-smoke|c84-s1|alibaba-small|Amazon Aurora (PostgreSQL compatible)", "prompt": "c84-s1", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon Aurora (PostgreSQL compatible)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Amazon Aurora (PostgreSQL compatible)** or **Neon** are likely your best starting points"}, {"id": "mai-20260917-0721-smoke|c84-s1|anthropic-small|Google Cloud SQL", "prompt": "c84-s1", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's an excellent choice for users looking for cloud-based relational databases"}, {"id": "mai-20260917-0721-smoke|c84-s1|anthropic-small|Amazon RDS", "prompt": "c84-s1", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for teams already standardized on AWS"}, {"id": "mai-20260917-0721-smoke|c84-s1|anthropic-small|Supabase", "prompt": "c84-s1", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with Google Cloud SQL or Supabase for simpler setups"}, {"id": "mai-20260917-0721-smoke|c84-s1|anthropic-small|Airtable", "prompt": "c84-s1", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Airtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Airtable combines the power of a relational database with spreadsheet-like ease of use"}, {"id": "mai-20260917-0721-smoke|c84-s1|anthropic-small|Amazon Aurora", "prompt": "c84-s1", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon Aurora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Amazon Aurora users note expense as a concern"}, {"id": "mai-20260917-0721-smoke|c84-s1|challenger-small|Amazon RDS", "prompt": "c84-s1", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Amazon RDS**"}, {"id": "mai-20260917-0721-smoke|c84-s1|challenger-small|Google Cloud SQL", "prompt": "c84-s1", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong alternative if your stack is centered on GCP"}, {"id": "mai-20260917-0721-smoke|c84-s1|challenger-small|Amazon Aurora", "prompt": "c84-s1", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you expect higher growth"}, {"id": "mai-20260917-0721-smoke|c84-s1|deepseek-small|Amazon RDS (AWS)", "prompt": "c84-s1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon RDS with PostgreSQL or MySQL** is the safest default choice"}, {"id": "mai-20260917-0721-smoke|c84-s1|deepseek-small|Azure SQL Database", "prompt": "c84-s1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your company is already inside the Microsoft ecosystem ... **Azure SQL Database** will likely be both cheaper to run at small scale"}, {"id": "mai-20260917-0721-smoke|c84-s1|deepseek-small|Google Cloud SQL", "prompt": "c84-s1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if:** You're on GCP or running a straightforward PostgreSQL workload where price-per-vCPU matters."}, {"id": "mai-20260917-0721-smoke|c84-s1|deepseek-small|AlloyDB", "prompt": "c84-s1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "AlloyDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "No true serverless/auto-pause option (that's AlloyDB's territory)"}, {"id": "mai-20260917-0721-smoke|c84-s1|deepseek-small|Neon", "prompt": "c84-s1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Serverless options like **Neon** (Postgres) ... attractive for very early-stage B2B companies"}, {"id": "mai-20260917-0721-smoke|c84-s1|deepseek-small|PlanetScale", "prompt": "c84-s1", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**PlanetScale** (MySQL) auto-scale and can drop to near-zero cost"}, {"id": "mai-20260917-0721-smoke|c84-s1|google-small|Neon (PostgreSQL)", "prompt": "c84-s1", "model": "google-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Neon (PostgreSQL)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Modern SaaS & Developer Speed: **Neon (PostgreSQL)**"}, {"id": "mai-20260917-0721-smoke|c84-s1|google-small|Supabase (PostgreSQL)", "prompt": "c84-s1", "model": "google-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Supabase (PostgreSQL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best \"All-in-One\" / Backend-as-a-Service: **Supabase (PostgreSQL)**"}, {"id": "mai-20260917-0721-smoke|c84-s1|google-small|AWS RDS / Aurora Serverless v2", "prompt": "c84-s1", "model": "google-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "AWS RDS / Aurora Serverless v2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High Security & Enterprise Compliance: **AWS RDS / Aurora Serverless v2**"}, {"id": "mai-20260917-0721-smoke|c84-s1|google-small|PlanetScale (MySQL)", "prompt": "c84-s1", "model": "google-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "PlanetScale (MySQL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for MySQL & Non-Blocking Schema Changes: **PlanetScale (MySQL)**"}, {"id": "mai-20260917-0721-smoke|c84-s1|meta-small|MySQL", "prompt": "c84-s1", "model": "meta-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "MySQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "MySQL - rated 4.5/5 across 3,783 verified user reviews."}, {"id": "mai-20260917-0721-smoke|c84-s1|meta-small|Amazon RDS", "prompt": "c84-s1", "model": "meta-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Amazon RDS - fully managed and supports engines like MySQL, PostgreSQL, and SQL Server."}, {"id": "mai-20260917-0721-smoke|c84-s1|meta-small|Google Cloud SQL", "prompt": "c84-s1", "model": "meta-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Google Cloud SQL - a fully-managed managed relational database service"}, {"id": "mai-20260917-0721-smoke|c84-s1|meta-small|Azure SQL Database", "prompt": "c84-s1", "model": "meta-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Azure SQL Database - a fully-managed relational database service for SQL Server."}, {"id": "mai-20260917-0721-smoke|c84-s1|meta-small|Azure Database for PostgreSQL/MySQL", "prompt": "c84-s1", "model": "meta-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure Database for PostgreSQL/MySQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Azure Database for PostgreSQL/MySQL - a fully-managed relational database service"}, {"id": "mai-20260917-0721-smoke|c84-s1|minimax-small|Amazon RDS (including Aurora)", "prompt": "c84-s1", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS (including Aurora)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're already invested in AWS, **Amazon RDS** is an excellent choice."}, {"id": "mai-20260917-0721-smoke|c84-s1|minimax-small|Google Cloud SQL", "prompt": "c84-s1", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Google Cloud SQL** or **DigitalOcean Managed Databases**"}, {"id": "mai-20260917-0721-smoke|c84-s1|minimax-small|DigitalOcean Managed Databases", "prompt": "c84-s1", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Google Cloud SQL** or **DigitalOcean Managed Databases**"}, {"id": "mai-20260917-0721-smoke|c84-s1|minimax-small|Neon (Serverless Postgres)", "prompt": "c84-s1", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Neon (Serverless Postgres)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have highly variable workloads, **Neon** can be cost-effective."}, {"id": "mai-20260917-0721-smoke|c84-s1|mistral-small|Amazon RDS (Relational Database Service)", "prompt": "c84-s1", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS (Relational Database Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon RDS** or **Google Cloud SQL** are the best choices due to their ease of use, scalability, and strong ecosystem support"}, {"id": "mai-20260917-0721-smoke|c84-s1|mistral-small|Google Cloud SQL", "prompt": "c84-s1", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Amazon RDS** or **Google Cloud SQL** are the best choices"}, {"id": "mai-20260917-0721-smoke|c84-s1|mistral-small|Azure SQL Database", "prompt": "c84-s1", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already in the Microsoft ecosystem, **Azure SQL Database** is a great alternative."}, {"id": "mai-20260917-0721-smoke|c84-s1|mistral-small|DigitalOcean", "prompt": "c84-s1", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Many providers (like DigitalOcean, Linode, or AWS) offer managed versions of these open-source databases"}, {"id": "mai-20260917-0721-smoke|c84-s1|mistral-small|Linode", "prompt": "c84-s1", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Many providers (like DigitalOcean, Linode, or AWS) offer managed versions"}, {"id": "mai-20260917-0721-smoke|c84-s1|moonshot-small|Amazon RDS", "prompt": "c84-s1", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Amazon RDS running MySQL or PostgreSQL** is the most commonly recommended starting point"}, {"id": "mai-20260917-0721-smoke|c84-s1|moonshot-small|Google Cloud SQL", "prompt": "c84-s1", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If cost is tight and your workload is simple, **Google Cloud SQL** is often slightly cheaper."}, {"id": "mai-20260917-0721-smoke|c84-s1|moonshot-small|Azure SQL Database", "prompt": "c84-s1", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already using Microsoft tools: **Azure SQL Database**"}, {"id": "mai-20260917-0721-smoke|c84-s1|moonshot-small|Azure Database for PostgreSQL/MySQL", "prompt": "c84-s1", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure Database for PostgreSQL/MySQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Azure SQL Database** or **Azure Database for PostgreSQL/MySQL**"}, {"id": "mai-20260917-0721-smoke|c84-s1|moonshot-small|Neon", "prompt": "c84-s1", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Neon** \\u2013 Serverless PostgreSQL (scales usage/storage automatically)"}, {"id": "mai-20260917-0721-smoke|c84-s1|moonshot-small|PlanetScale", "prompt": "c84-s1", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**PlanetScale** \\u2013 Serverless MySQL (great for apps, branching schema changes)"}, {"id": "mai-20260917-0721-smoke|c84-s1|openai-small|Amazon RDS for PostgreSQL", "prompt": "c84-s1", "model": "openai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS for PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall default:** **PostgreSQL on Amazon RDS**"}, {"id": "mai-20260917-0721-smoke|c84-s1|openai-small|Cloud SQL for PostgreSQL", "prompt": "c84-s1", "model": "openai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Cloud SQL for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong option if you're already on Google Cloud"}, {"id": "mai-20260917-0721-smoke|c84-s1|openai-small|Azure Database for PostgreSQL", "prompt": "c84-s1", "model": "openai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure Database for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the natural equivalent, though I'd only pick it over the others if your stack is already centered on Azure"}, {"id": "mai-20260917-0721-smoke|c84-s1|xai-small|Amazon RDS (or Aurora)", "prompt": "c84-s1", "model": "xai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Amazon RDS (or Aurora)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Amazon RDS** if reliability/uptime is paramount for your B2B customers"}, {"id": "mai-20260917-0721-smoke|c84-s1|xai-small|Google Cloud SQL", "prompt": "c84-s1", "model": "xai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Google Cloud SQL** for the best value if performance/cost matters most."}, {"id": "mai-20260917-0721-smoke|c84-s1|xai-small|Azure SQL Database / Azure Database for PostgreSQL", "prompt": "c84-s1", "model": "xai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database / Azure Database for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Top for Microsoft stacks or smallest budgets.**"}, {"id": "mai-20260917-0721-smoke|c84-s1|xai-small|Supabase", "prompt": "c84-s1", "model": "xai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Go Supabase/Neon** if you're a tiny team (<10 devs) wanting low overhead"}, {"id": "mai-20260917-0721-smoke|c84-s1|xai-small|Neon", "prompt": "c84-s1", "model": "xai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Neon (serverless PostgreSQL)**: Branching, scale-to-zero (pay only for use); free 0.5GB tier."}, {"id": "mai-20260917-0721-smoke|c84-s1|xai-small|PlanetScale", "prompt": "c84-s1", "model": "xai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "PlanetScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**PlanetScale (MySQL/Vitess)**: Schema branching, non-blocking changes; reliable at scale. From $5/mo (no free tier now)."}, {"id": "mai-20260917-0721-smoke|c84-s1|zai-small|AWS RDS (or Aurora)", "prompt": "c84-s1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "AWS RDS (or Aurora)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with MySQL on AWS RDS (or Azure SQL / Google Cloud SQL)."}, {"id": "mai-20260917-0721-smoke|c84-s1|zai-small|Azure SQL Database", "prompt": "c84-s1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with MySQL on AWS RDS (or Azure SQL / Google Cloud SQL)."}, {"id": "mai-20260917-0721-smoke|c84-s1|zai-small|Google Cloud SQL", "prompt": "c84-s1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with MySQL on AWS RDS (or Azure SQL / Google Cloud SQL)."}, {"id": "mai-20260917-0721-smoke|c84-s1|zai-small|Supabase", "prompt": "c84-s1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team is developer‑centric and wants a full‑stack backend, consider Supabase or Neon."}, {"id": "mai-20260917-0721-smoke|c84-s1|zai-small|Neon", "prompt": "c84-s1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Supabase or Neon are excellent, developer‑friendly alternatives"}, {"id": "mai-20260917-0721-smoke|c84-s1|zai-small|DigitalOcean Managed Databases", "prompt": "c84-s1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Budget‑conscious** | **DigitalOcean Managed Databases** ... Simple, transparent pricing"}, {"id": "mai-20260917-0721-smoke|c84-s1|zai-small|Hetzner / Linode / Vultr", "prompt": "c84-s1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Hetzner / Linode / Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Low cost, developer‑friendly, good for teams who want full control."}, {"id": "mai-20260917-0721-smoke|c84-s1|zai-small|PlanetScale", "prompt": "c84-s1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "PlanetScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Applications that need schema branching, non‑blocking migrations, and eventual scalability."}, {"id": "mai-20260917-0721-smoke|c84-s1|zai-small|Railway", "prompt": "c84-s1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Railway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Simple app‑plus‑DB deployment, good for dev/test and low‑traffic production."}, {"id": "mai-20260917-0721-smoke|c84-s1|zai-small|Render", "prompt": "c84-s1", "model": "zai-small", "cat": "managed-relational-databases", "variant": "direct", "raw": "Render", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Quick setup, free tier, good for prototypes and low‑volume services."}, {"id": "mai-20260917-0721-smoke|c84-s2|alibaba-small|Amazon Aurora", "prompt": "c84-s2", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Gold Standard: Amazon Aurora (AWS)... \"I want the safest bet for the future.\" | **Amazon Aurora**"}, {"id": "mai-20260917-0721-smoke|c84-s2|alibaba-small|Neon", "prompt": "c84-s2", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Neon is a modern, serverless Postgres provider... ideal for agile teams."}, {"id": "mai-20260917-0721-smoke|c84-s2|alibaba-small|Supabase", "prompt": "c84-s2", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Supabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "It integrates seamlessly with Supabase (a common backend alternative)"}, {"id": "mai-20260917-0721-smoke|c84-s2|alibaba-small|Azure SQL Database", "prompt": "c84-s2", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your small business uses the Microsoft stack, Azure SQL is often the path of least resistance"}, {"id": "mai-20260917-0721-smoke|c84-s2|anthropic-small|Amazon RDS (Relational Database Service)", "prompt": "c84-s2", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS (Relational Database Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon RDS** is a safe bet because it offers flexibility, reliability, excellent documentation, and scales smoothly"}, {"id": "mai-20260917-0721-smoke|c84-s2|anthropic-small|Google Cloud SQL", "prompt": "c84-s2", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want something simpler to manage, **Google Cloud SQL** is also great."}, {"id": "mai-20260917-0721-smoke|c84-s2|anthropic-small|Azure SQL Database", "prompt": "c84-s2", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0721-smoke|c84-s2|challenger-small|Microsoft Azure SQL Database", "prompt": "c84-s2", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Microsoft Azure SQL Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Microsoft Azure SQL Database** if you want a managed, low-maintenance hosted SQL service"}, {"id": "mai-20260917-0721-smoke|c84-s2|challenger-small|managed PostgreSQL", "prompt": "c84-s2", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "managed PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**managed PostgreSQL** is the best general alternative"}, {"id": "mai-20260917-0721-smoke|c84-s2|challenger-small|MySQL on a managed platform", "prompt": "c84-s2", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "MySQL on a managed platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "good if your app or team already uses MySQL and you want a common, straightforward option"}, {"id": "mai-20260917-0721-smoke|c84-s2|challenger-small|AWS RDS", "prompt": "c84-s2", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "AWS RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AWS RDS and Azure are commonly recommended as first choices for hosted SQL databases"}, {"id": "mai-20260917-0721-smoke|c84-s2|deepseek-small|Google Cloud SQL", "prompt": "c84-s2", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **DigitalOcean** or **Google Cloud SQL**. ... This is usually the safest default for a small B2B business"}, {"id": "mai-20260917-0721-smoke|c84-s2|deepseek-small|Azure Database for PostgreSQL", "prompt": "c84-s2", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure Database for PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small–medium instances / Microsoft shops | Undercuts rivals on 1–4 vCPU sizes"}, {"id": "mai-20260917-0721-smoke|c84-s2|deepseek-small|DigitalOcean Managed Databases", "prompt": "c84-s2", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with **DigitalOcean** or **Google Cloud SQL**. ... a predictable flat-rate provider like DigitalOcean is often the sweet spot"}, {"id": "mai-20260917-0721-smoke|c84-s2|deepseek-small|Neon", "prompt": "c84-s2", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Neon** if you want a lightweight, low-cost serverless option"}, {"id": "mai-20260917-0721-smoke|c84-s2|deepseek-small|AWS RDS", "prompt": "c84-s2", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "AWS RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most mature, but often costs more for small workloads"}, {"id": "mai-20260917-0721-smoke|c84-s2|google-small|Supabase", "prompt": "c84-s2", "model": "google-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Supabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Supabase (Best Overall for Rapid Development)"}, {"id": "mai-20260917-0721-smoke|c84-s2|google-small|Neon", "prompt": "c84-s2", "model": "google-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Neon (Best for Modern Developer Experience)"}, {"id": "mai-20260917-0721-smoke|c84-s2|google-small|Amazon RDS", "prompt": "c84-s2", "model": "google-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Amazon RDS (Best for Enterprise Trust & Compliance)"}, {"id": "mai-20260917-0721-smoke|c84-s2|google-small|DigitalOcean Managed Databases", "prompt": "c84-s2", "model": "google-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. DigitalOcean Managed Databases (Best for Budget-Friendly Simplicity)"}, {"id": "mai-20260917-0721-smoke|c84-s2|meta-small|Azure SQL Database", "prompt": "c84-s2", "model": "meta-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best hosted SQL database for a small business that sells to other businesses is Azure SQL Database."}, {"id": "mai-20260917-0721-smoke|c84-s2|meta-small|OVH", "prompt": "c84-s2", "model": "meta-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "OVH", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include OVH, IONOS, Database Mart, and Somee.com"}, {"id": "mai-20260917-0721-smoke|c84-s2|meta-small|IONOS", "prompt": "c84-s2", "model": "meta-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "IONOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include OVH, IONOS, Database Mart, and Somee.com"}, {"id": "mai-20260917-0721-smoke|c84-s2|meta-small|Database Mart", "prompt": "c84-s2", "model": "meta-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Database Mart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include OVH, IONOS, Database Mart, and Somee.com"}, {"id": "mai-20260917-0721-smoke|c84-s2|meta-small|Somee.com", "prompt": "c84-s2", "model": "meta-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Somee.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include OVH, IONOS, Database Mart, and Somee.com"}, {"id": "mai-20260917-0721-smoke|c84-s2|minimax-small|Amazon RDS (Relational Database Service)", "prompt": "c84-s2", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS (Relational Database Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, I'd start with **Amazon RDS (PostgreSQL)**"}, {"id": "mai-20260917-0721-smoke|c84-s2|minimax-small|Google Cloud SQL", "prompt": "c84-s2", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google Cloud SQL** is nearly plug-and-play, with automatic maintenance and solid security defaults."}, {"id": "mai-20260917-0721-smoke|c84-s2|minimax-small|Azure SQL Database", "prompt": "c84-s2", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your business runs on Microsoft tools – **Azure SQL Database** integrates natively"}, {"id": "mai-20260917-0721-smoke|c84-s2|minimax-small|DigitalOcean Managed Databases", "prompt": "c84-s2", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often the cheapest \"production-ready\" option after the free tier"}, {"id": "mai-20260917-0721-smoke|c84-s2|minimax-small|Neon (serverless PostgreSQL)", "prompt": "c84-s2", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Neon (serverless PostgreSQL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **Neon** or **PlanetScale**, which charge based on actual usage"}, {"id": "mai-20260917-0721-smoke|c84-s2|minimax-small|PlanetScale (MySQL-compatible serverless)", "prompt": "c84-s2", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "PlanetScale (MySQL-compatible serverless)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider **Neon** or **PlanetScale**, which charge based on actual usage"}, {"id": "mai-20260917-0721-smoke|c84-s2|mistral-small|Azure SQL Database", "prompt": "c84-s2", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **Azure SQL Database** or **Amazon RDS** are the top choices"}, {"id": "mai-20260917-0721-smoke|c84-s2|mistral-small|Amazon RDS (Relational Database Service)", "prompt": "c84-s2", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS (Relational Database Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B businesses, **Azure SQL Database** or **Amazon RDS** are the top choices"}, {"id": "mai-20260917-0721-smoke|c84-s2|mistral-small|Google Cloud SQL", "prompt": "c84-s2", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer Google's tools and need a straightforward, scalable solution, this is a strong pick."}, {"id": "mai-20260917-0721-smoke|c84-s2|mistral-small|Neon (PostgreSQL)", "prompt": "c84-s2", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Neon (PostgreSQL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you prefer a serverless approach, **Neon** is also worth considering."}, {"id": "mai-20260917-0721-smoke|c84-s2|moonshot-small|Supabase", "prompt": "c84-s2", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Supabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Supabase** as the best hosted SQL database solution"}, {"id": "mai-20260917-0721-smoke|c84-s2|moonshot-small|Neon", "prompt": "c84-s2", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Neon** - Pure serverless PostgreSQL with branching, scale-to-zero, and a generous free tier"}, {"id": "mai-20260917-0721-smoke|c84-s2|moonshot-small|PlanetScale", "prompt": "c84-s2", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PlanetScale** - Git-like schema changes, but note: no free tier anymore"}, {"id": "mai-20260917-0721-smoke|c84-s2|moonshot-small|Amazon RDS", "prompt": "c84-s2", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Amazon RDS** or **Aurora Serverless v2** - More complex but enterprise-proven"}, {"id": "mai-20260917-0721-smoke|c84-s2|moonshot-small|Aurora Serverless v2", "prompt": "c84-s2", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Aurora Serverless v2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More complex but enterprise-proven"}, {"id": "mai-20260917-0721-smoke|c84-s2|moonshot-small|Azure Database for PostgreSQL/MySQL", "prompt": "c84-s2", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure Database for PostgreSQL/MySQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Microsoft shop (.NET/Azure AD)** | **Azure Database for PostgreSQL/MySQL** - Often cheaper for small instances"}, {"id": "mai-20260917-0721-smoke|c84-s2|moonshot-small|Cloud SQL", "prompt": "c84-s2", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "While RDS, Cloud SQL, and Azure SQL are solid, they typically require: More DevOps knowledge"}, {"id": "mai-20260917-0721-smoke|c84-s2|moonshot-small|Azure SQL", "prompt": "c84-s2", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "While RDS, Cloud SQL, and Azure SQL are solid, they typically require: More DevOps knowledge"}, {"id": "mai-20260917-0721-smoke|c84-s2|openai-small|Amazon RDS for PostgreSQL", "prompt": "c84-s2", "model": "openai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Amazon RDS for PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "specifically **Amazon RDS for PostgreSQL** if you want a straightforward hosted SQL option on AWS"}, {"id": "mai-20260917-0721-smoke|c84-s2|openai-small|MySQL", "prompt": "c84-s2", "model": "openai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "MySQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MySQL**: if your app is simple and you want maximum compatibility with lots of tools/frameworks"}, {"id": "mai-20260917-0721-smoke|c84-s2|openai-small|SQL Server", "prompt": "c84-s2", "model": "openai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "SQL Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SQL Server**: if your business is already standardized on Microsoft technologies"}, {"id": "mai-20260917-0721-smoke|c84-s2|openai-small|Aurora PostgreSQL", "prompt": "c84-s2", "model": "openai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Aurora PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you expect stronger scaling/availability needs and are comfortable paying for a more premium managed option"}, {"id": "mai-20260917-0721-smoke|c84-s2|xai-small|DigitalOcean Managed Databases", "prompt": "c84-s2", "model": "xai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend DigitalOcean Managed Databases (PostgreSQL or MySQL)."}, {"id": "mai-20260917-0721-smoke|c84-s2|xai-small|Supabase (PostgreSQL)", "prompt": "c84-s2", "model": "xai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Supabase (PostgreSQL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need auth/storage/APIs bundled | \"Firebase for SQL\"—dev-friendly, but pauses inactive free projects."}, {"id": "mai-20260917-0721-smoke|c84-s2|xai-small|AWS RDS", "prompt": "c84-s2", "model": "xai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "AWS RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Already on AWS, enterprise features | Free tier for new users; more complex pricing."}, {"id": "mai-20260917-0721-smoke|c84-s2|xai-small|Google Cloud SQL", "prompt": "c84-s2", "model": "xai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Google ecosystem, per-second billing | Shared-core cheap for light loads."}, {"id": "mai-20260917-0721-smoke|c84-s2|xai-small|Azure PostgreSQL Flexible", "prompt": "c84-s2", "model": "xai-small", "cat": "managed-relational-databases", "variant": "paraphrase", "raw": "Azure PostgreSQL Flexible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Microsoft stack (.NET, etc.) | Burstable tiers for variable use."}, {"id": "mai-20260917-0721-smoke|c84-s3|alibaba-small|Supabase", "prompt": "c84-s3", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Supabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Supabase** if you want to move fast and avoid building your own login systems. It is arguably the most \"full-stack\" friendly option right now."}, {"id": "mai-20260917-0721-smoke|c84-s3|alibaba-small|PlanetScale", "prompt": "c84-s3", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose PlanetScale** if your team is heavily invested in MySQL and values deployment safety above all else."}, {"id": "mai-20260917-0721-smoke|c84-s3|alibaba-small|Neon", "prompt": "c84-s3", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Teams wanting **Serverless PostgreSQL** and low costs."}, {"id": "mai-20260917-0721-smoke|c84-s3|alibaba-small|AWS RDS & Aurora", "prompt": "c84-s3", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AWS RDS & Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose AWS RDS** only if you are already managing all your other infrastructure through AWS"}, {"id": "mai-20260917-0721-smoke|c84-s3|alibaba-small|Aiven", "prompt": "c84-s3", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Teams that want open-source engines ... but want to avoid vendor lock-in or use multiple clouds."}, {"id": "mai-20260917-0721-smoke|c84-s3|anthropic-small|AWS RDS (Amazon Relational Database Service)", "prompt": "c84-s3", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AWS RDS (Amazon Relational Database Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "It's best for teams already standardized on AWS that need a managed relational database with native integration across AWS services."}, {"id": "mai-20260917-0721-smoke|c84-s3|anthropic-small|Google Cloud SQL", "prompt": "c84-s3", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Google Cloud SQL keeps things centralized for those already invested in Google's ecosystem."}, {"id": "mai-20260917-0721-smoke|c84-s3|anthropic-small|Supabase", "prompt": "c84-s3", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Supabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For small teams, cost-effective options like Supabase's free tier or managed services from major cloud providers are practical choices"}, {"id": "mai-20260917-0721-smoke|c84-s3|anthropic-small|Azure SQL Database", "prompt": "c84-s3", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Users consistently praise Azure SQL Database for its scalability and ease of use"}, {"id": "mai-20260917-0721-smoke|c84-s3|challenger-small|Amazon RDS/Aurora", "prompt": "c84-s3", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS/Aurora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS**: choose **RDS** if you want standard managed databases, or **Aurora** if you want more built-in HA and scaling features."}, {"id": "mai-20260917-0721-smoke|c84-s3|challenger-small|Google Cloud SQL", "prompt": "c84-s3", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GCP**: choose **Cloud SQL** for the simplest managed Postgres/MySQL/SQL Server setup."}, {"id": "mai-20260917-0721-smoke|c84-s3|challenger-small|Azure SQL Database", "prompt": "c84-s3", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "choose **Azure SQL Database** if your stack is centered on SQL Server and Microsoft tooling"}, {"id": "mai-20260917-0721-smoke|c84-s3|challenger-small|Supabase", "prompt": "c84-s3", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a modern alternative for Postgres-first teams is **Supabase**"}, {"id": "mai-20260917-0721-smoke|c84-s3|challenger-small|CockroachDB", "prompt": "c84-s3", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "CockroachDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "choose **CockroachDB** if resilience across regions matters more than traditional relational simplicity"}, {"id": "mai-20260917-0721-smoke|c84-s3|deepseek-small|Amazon RDS (and Aurora)", "prompt": "c84-s3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS (and Aurora)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **AWS RDS** for engine breadth"}, {"id": "mai-20260917-0721-smoke|c84-s3|deepseek-small|Google Cloud SQL", "prompt": "c84-s3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google Cloud SQL** for cost-efficient Postgres"}, {"id": "mai-20260917-0721-smoke|c84-s3|deepseek-small|Azure SQL Database", "prompt": "c84-s3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure SQL** if you're in the Microsoft stack"}, {"id": "mai-20260917-0721-smoke|c84-s3|deepseek-small|Neon", "prompt": "c84-s3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Neon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For most small teams starting fresh, **Neon** (pure serverless Postgres, generous free tier) ... most cost-effective"}, {"id": "mai-20260917-0721-smoke|c84-s3|deepseek-small|Supabase", "prompt": "c84-s3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Supabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "or **Supabase** (if you want the bundled backend) are the most cost-effective and lowest-overhead starting points"}, {"id": "mai-20260917-0721-smoke|c84-s3|deepseek-small|PlanetScale", "prompt": "c84-s3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "PlanetScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "no bundled auth/storage/realtime; roughly 2× Neon's price for similar work in 2026"}, {"id": "mai-20260917-0721-smoke|c84-s3|deepseek-small|Render Postgres", "prompt": "c84-s3", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Render Postgres", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The absolute cheapest simple Postgres | **Render Postgres** (~$7/mo)"}, {"id": "mai-20260917-0721-smoke|c84-s3|google-small|Supabase", "prompt": "c84-s3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Supabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with Supabase if you want to skip writing backend code and need authentication and storage immediately out of the box."}, {"id": "mai-20260917-0721-smoke|c84-s3|google-small|Neon", "prompt": "c84-s3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Neon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with Neon if you are building a SaaS, want to spin up isolated database environments for every feature branch"}, {"id": "mai-20260917-0721-smoke|c84-s3|google-small|PlanetScale", "prompt": "c84-s3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with PlanetScale if you want a robust, ultra-fast database where you can safely alter database tables in production"}, {"id": "mai-20260917-0721-smoke|c84-s3|google-small|DigitalOcean Managed Databases", "prompt": "c84-s3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with DigitalOcean if you just want a standard, straightforward database that is easy to manage and has a fixed price tag."}, {"id": "mai-20260917-0721-smoke|c84-s3|google-small|AWS RDS / Amazon Aurora Serverless", "prompt": "c84-s3", "model": "google-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AWS RDS / Amazon Aurora Serverless", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Often the most expensive option for small teams... highly robust but has a steep learning curve."}, {"id": "mai-20260917-0721-smoke|c84-s3|meta-small|MySQL", "prompt": "c84-s3", "model": "meta-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "MySQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MySQL and MariaDB are suitable for small teams that need a relational database."}, {"id": "mai-20260917-0721-smoke|c84-s3|meta-small|MongoDB", "prompt": "c84-s3", "model": "meta-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "MongoDB is a NoSQL database that is highly rated by users and offers a freemium pricing model."}, {"id": "mai-20260917-0721-smoke|c84-s3|meta-small|Mongodb Atlas", "prompt": "c84-s3", "model": "meta-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Mongodb Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mongodb Atlas is a managed MongoDB service that offers a paid pricing model."}, {"id": "mai-20260917-0721-smoke|c84-s3|meta-small|Amazon DynamoDB", "prompt": "c84-s3", "model": "meta-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Amazon DynamoDB is a fully managed NoSQL database service that offers a paid pricing model."}, {"id": "mai-20260917-0721-smoke|c84-s3|meta-small|Linode", "prompt": "c84-s3", "model": "meta-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Linode is a cloud provider that offers a managed database service with a paid pricing model."}, {"id": "mai-20260917-0721-smoke|c84-s3|meta-small|MariaDB", "prompt": "c84-s3", "model": "meta-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "MariaDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "MySQL and MariaDB are suitable for small teams that need a relational database."}, {"id": "mai-20260917-0721-smoke|c84-s3|meta-small|Neo4j", "prompt": "c84-s3", "model": "meta-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Neo4j is a graph database that offers a freemium pricing model."}, {"id": "mai-20260917-0721-smoke|c84-s3|meta-small|Azure Cosmos DB", "prompt": "c84-s3", "model": "meta-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Azure Cosmos DB is a globally distributed, multi-model database service"}, {"id": "mai-20260917-0721-smoke|c84-s3|meta-small|ArangoDB", "prompt": "c84-s3", "model": "meta-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "ArangoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ArangoDB is a multi-model database that offers a paid pricing model."}, {"id": "mai-20260917-0721-smoke|c84-s3|minimax-small|AWS RDS", "prompt": "c84-s3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AWS RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**AWS RDS**: Best if you're already running on AWS"}, {"id": "mai-20260917-0721-smoke|c84-s3|minimax-small|Google Cloud SQL", "prompt": "c84-s3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud SQL**: Best for GCP-native applications"}, {"id": "mai-20260917-0721-smoke|c84-s3|minimax-small|Azure SQL Database", "prompt": "c84-s3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Azure SQL**: Best if you're in the Microsoft world (.NET, Office 365)"}, {"id": "mai-20260917-0721-smoke|c84-s3|minimax-small|DigitalOcean", "prompt": "c84-s3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**On a tight budget & want simplicity**: **DigitalOcean** or **Supabase** (free tier)"}, {"id": "mai-20260917-0721-smoke|c84-s3|minimax-small|Supabase", "prompt": "c84-s3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Supabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Supabase** stands out — gives you APIs, auth, real-time subscriptions, and branching on top of PostgreSQL"}, {"id": "mai-20260917-0721-smoke|c84-s3|minimax-small|PlanetScale", "prompt": "c84-s3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Planning to scale massively**: Consider **PlanetScale** or **AWS Aurora**"}, {"id": "mai-20260917-0721-smoke|c84-s3|minimax-small|AWS Aurora", "prompt": "c84-s3", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AWS Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**AWS Aurora** offers serverless v2 and advanced replication"}, {"id": "mai-20260917-0721-smoke|c84-s3|mistral-small|Amazon Relational Database Service (RDS)", "prompt": "c84-s3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon Relational Database Service (RDS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "a managed service from their cloud provider (AWS RDS, Google Cloud SQL, Azure SQL) is a smart choice"}, {"id": "mai-20260917-0721-smoke|c84-s3|mistral-small|Google Cloud SQL", "prompt": "c84-s3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a managed service from their cloud provider (AWS RDS, Google Cloud SQL, Azure SQL) is a smart choice"}, {"id": "mai-20260917-0721-smoke|c84-s3|mistral-small|Azure SQL Database", "prompt": "c84-s3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Teams already using Microsoft products or needing SQL Server compatibility."}, {"id": "mai-20260917-0721-smoke|c84-s3|mistral-small|Neon (Serverless PostgreSQL)", "prompt": "c84-s3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Neon (Serverless PostgreSQL)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For most small teams, starting with a serverless option (Neon or PlanetScale)"}, {"id": "mai-20260917-0721-smoke|c84-s3|mistral-small|PlanetScale (Serverless MySQL)", "prompt": "c84-s3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "PlanetScale (Serverless MySQL)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For most small teams, starting with a serverless option (Neon or PlanetScale)"}, {"id": "mai-20260917-0721-smoke|c84-s3|mistral-small|Cockroach Labs", "prompt": "c84-s3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Cockroach Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Teams needing multi-region active-active resilience with minimal operational overhead."}, {"id": "mai-20260917-0721-smoke|c84-s3|mistral-small|Northflank", "prompt": "c84-s3", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Northflank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Small teams wanting a unified platform for multiple database engines."}, {"id": "mai-20260917-0721-smoke|c84-s3|moonshot-small|Amazon RDS", "prompt": "c84-s3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Teams already on AWS or needing the broadest engine support ... Most mature but complex pricing; can get expensive as you scale"}, {"id": "mai-20260917-0721-smoke|c84-s3|moonshot-small|Google Cloud SQL", "prompt": "c84-s3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Teams using GCP or needing tight integration with Google services"}, {"id": "mai-20260917-0721-smoke|c84-s3|moonshot-small|Azure SQL Database", "prompt": "c84-s3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Microsoft-centric organizations or .NET applications"}, {"id": "mai-20260917-0721-smoke|c84-s3|moonshot-small|DigitalOcean Managed Databases", "prompt": "c84-s3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**DigitalOcean** provides the simplest, most cost-effective traditional managed database"}, {"id": "mai-20260917-0721-smoke|c84-s3|moonshot-small|Supabase", "prompt": "c84-s3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Supabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For most small teams starting fresh, **Neon** or **Supabase** offer the best developer experience and free tiers"}, {"id": "mai-20260917-0721-smoke|c84-s3|moonshot-small|Neon", "prompt": "c84-s3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Neon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For most small teams starting fresh, **Neon** or **Supabase** offer the best developer experience and free tiers"}, {"id": "mai-20260917-0721-smoke|c84-s3|moonshot-small|PlanetScale", "prompt": "c84-s3", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "PlanetScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "No free tier makes it less attractive for small teams starting out"}, {"id": "mai-20260917-0721-smoke|c84-s3|openai-small|Amazon RDS", "prompt": "c84-s3", "model": "openai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose AWS RDS if you want the most mature multi-engine managed database in AWS."}, {"id": "mai-20260917-0721-smoke|c84-s3|openai-small|Google Cloud SQL", "prompt": "c84-s3", "model": "openai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Cloud SQL if you're on GCP and want a simple managed relational service."}, {"id": "mai-20260917-0721-smoke|c84-s3|openai-small|Azure Database for PostgreSQL Flexible Server", "prompt": "c84-s3", "model": "openai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure Database for PostgreSQL Flexible Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This is a strong choice if you specifically want PostgreSQL and value built-in management features."}, {"id": "mai-20260917-0721-smoke|c84-s3|openai-small|DigitalOcean Managed Databases", "prompt": "c84-s3", "model": "openai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose DigitalOcean if you want the simplest, most lightweight managed experience for a small team."}, {"id": "mai-20260917-0721-smoke|c84-s3|xai-small|AWS RDS", "prompt": "c84-s3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AWS RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Broad engine support, mature ecosystem, auto-backups/scaling/HA; integrates with AWS services | Tied to AWS (lock-in), always-on pricing"}, {"id": "mai-20260917-0721-smoke|c84-s3|xai-small|Google Cloud SQL", "prompt": "c84-s3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Per-second billing, strong Postgres perf/price, GCP integration, high availability | Fewer engines than RDS"}, {"id": "mai-20260917-0721-smoke|c84-s3|xai-small|Azure SQL Database", "prompt": "c84-s3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For small teams, start with free tiers of Neon/Supabase/Azure for rapid iteration."}, {"id": "mai-20260917-0721-smoke|c84-s3|xai-small|Supabase", "prompt": "c84-s3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Supabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with free tiers of Neon/Supabase/Azure for rapid iteration"}, {"id": "mai-20260917-0721-smoke|c84-s3|xai-small|Neon", "prompt": "c84-s3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Neon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose based on your engine (e.g., Postgres → Neon/Supabase)... start with free tiers of Neon/Supabase/Azure"}, {"id": "mai-20260917-0721-smoke|c84-s3|xai-small|PlanetScale", "prompt": "c84-s3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "PlanetScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "MySQL-first (Vitess quirks), no free tier, pricier for HA (~$40/mo)"}, {"id": "mai-20260917-0721-smoke|c84-s3|xai-small|DigitalOcean Managed DBs", "prompt": "c84-s3", "model": "xai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "DigitalOcean Managed DBs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Simple alternatives (DigitalOcean): Predictable flat rates, quick setup for non-cloud-native teams."}, {"id": "mai-20260917-0721-smoke|c84-s3|zai-small|Supabase", "prompt": "c84-s3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Supabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Supabase if you are building a web app (SaaS, Dashboard) and want to handle User Authentication and File Uploads easily"}, {"id": "mai-20260917-0721-smoke|c84-s3|zai-small|PlanetScale", "prompt": "c84-s3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose PlanetScale if you are using MySQL and are tired of manual database migrations"}, {"id": "mai-20260917-0721-smoke|c84-s3|zai-small|DigitalOcean Managed Databases", "prompt": "c84-s3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose DigitalOcean if you want a traditional database experience with a clear, predictable monthly bill"}, {"id": "mai-20260917-0721-smoke|c84-s3|zai-small|Neon", "prompt": "c84-s3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Neon if you want a serverless Postgres database that can scale to zero"}, {"id": "mai-20260917-0721-smoke|c84-s3|zai-small|AWS RDS", "prompt": "c84-s3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "AWS RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Drawback: Pricing can be complex and expensive for small instances."}, {"id": "mai-20260917-0721-smoke|c84-s3|zai-small|Azure Database", "prompt": "c84-s3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Azure Database", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Drawback: Vendor lock-in to the Microsoft ecosystem."}, {"id": "mai-20260917-0721-smoke|c84-s3|zai-small|Google Cloud SQL", "prompt": "c84-s3", "model": "zai-small", "cat": "managed-relational-databases", "variant": "comparative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Drawback: Less integrated with other Google Cloud services compared to AWS."}, {"id": "mai-20260917-0721-smoke|c84-s4|alibaba-small|Neon (Serverless PostgreSQL)", "prompt": "c84-s4", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Neon (Serverless PostgreSQL)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value & Ease of Use: **Neon (Serverless PostgreSQL)**"}, {"id": "mai-20260917-0721-smoke|c84-s4|alibaba-small|Amazon Aurora Serverless v2", "prompt": "c84-s4", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Amazon Aurora Serverless v2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best \"Set It and Forget It\" Standard: **Amazon Aurora Serverless v2**"}, {"id": "mai-20260917-0721-smoke|c84-s4|alibaba-small|Railway", "prompt": "c84-s4", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Railway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Railway** if you want to save money on DevOps time and get a DB running instantly for a flat low monthly fee."}, {"id": "mai-20260917-0721-smoke|c84-s4|alibaba-small|Render", "prompt": "c84-s4", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Render", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for All-in-One Simplicity: **Railway / Render**"}, {"id": "mai-20260917-0721-smoke|c84-s4|alibaba-small|MySQL (via AWS RDS or Google Cloud SQL)", "prompt": "c84-s4", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "MySQL (via AWS RDS or Google Cloud SQL)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though this requires you to manually manage backups and failovers if you pick the cheaper tiers"}, {"id": "mai-20260917-0721-smoke|c84-s4|anthropic-small|PostgreSQL", "prompt": "c84-s4", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a tight budget, start with **open-source PostgreSQL or MySQL** if you have some technical resources."}, {"id": "mai-20260917-0721-smoke|c84-s4|anthropic-small|MySQL", "prompt": "c84-s4", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "MySQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **open-source PostgreSQL or MySQL** if you have some technical resources"}, {"id": "mai-20260917-0721-smoke|c84-s4|anthropic-small|Amazon RDS", "prompt": "c84-s4", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Amazon RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon RDS** offers a good balance of cost and convenience for small workloads"}, {"id": "mai-20260917-0721-smoke|c84-s4|anthropic-small|Google Cloud SQL", "prompt": "c84-s4", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Google Cloud SQL offers a managed service for running relational databases with high availability, automatic backups, and seamless scaling"}, {"id": "mai-20260917-0721-smoke|c84-s4|anthropic-small|Airtable", "prompt": "c84-s4", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "user-friendly, affordable, and flexible database software options like Airtable or Zoho Creator are excellent choices"}, {"id": "mai-20260917-0721-smoke|c84-s4|anthropic-small|Zoho Creator", "prompt": "c84-s4", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Zoho Creator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "options like Airtable or Zoho Creator are excellent choices for managing data without needing advanced technical skills"}, {"id": "mai-20260917-0721-smoke|c84-s4|challenger-small|Amazon RDS", "prompt": "c84-s4", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best managed relational database service is usually **Amazon RDS** if you want the broadest, safest default choice"}, {"id": "mai-20260917-0721-smoke|c84-s4|challenger-small|Google Cloud SQL", "prompt": "c84-s4", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best budget-focused managed option:** **Google Cloud SQL** — explicitly described as cost-effective and fully managed"}, {"id": "mai-20260917-0721-smoke|c84-s4|challenger-small|MySQL", "prompt": "c84-s4", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "MySQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you specifically want MySQL and a free/freemium starting point:** **MySQL** appears as the top small-business pick in one 2026 ranking"}, {"id": "mai-20260917-0721-smoke|c84-s4|challenger-small|Azure Database", "prompt": "c84-s4", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "lowest-cost comparison of Amazon RDS vs Cloud SQL vs Azure Database"}, {"id": "mai-20260917-0721-smoke|c84-s4|deepseek-small|DigitalOcean Managed Databases", "prompt": "c84-s4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **DigitalOcean, Linode, or Vultr Managed Databases**"}, {"id": "mai-20260917-0721-smoke|c84-s4|deepseek-small|Linode Managed Databases", "prompt": "c84-s4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Linode Managed Databases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Pick: **DigitalOcean, Linode, or Vultr Managed Databases**"}, {"id": "mai-20260917-0721-smoke|c84-s4|deepseek-small|Vultr Managed Databases", "prompt": "c84-s4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Vultr Managed Databases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Pick: **DigitalOcean, Linode, or Vultr Managed Databases**"}, {"id": "mai-20260917-0721-smoke|c84-s4|deepseek-small|Google Cloud SQL", "prompt": "c84-s4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best cost-per-vCPU for standard mid-tier PostgreSQL"}, {"id": "mai-20260917-0721-smoke|c84-s4|deepseek-small|Azure Database for PostgreSQL/MySQL (Flexible Server)", "prompt": "c84-s4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure Database for PostgreSQL/MySQL (Flexible Server)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often cheapest for small-to-medium instances (1–4 vCPU)"}, {"id": "mai-20260917-0721-smoke|c84-s4|deepseek-small|AWS RDS", "prompt": "c84-s4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "most engine breadth and ecosystem maturity, but generally costs a premium on smaller instances"}, {"id": "mai-20260917-0721-smoke|c84-s4|deepseek-small|Aurora Serverless v2", "prompt": "c84-s4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Aurora Serverless v2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Aurora Serverless v2 (pauses when idle) for spiky workloads"}, {"id": "mai-20260917-0721-smoke|c84-s4|deepseek-small|Azure SQL Database", "prompt": "c84-s4", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Basic tier from ~$5/mo, with serverless auto-pause"}, {"id": "mai-20260917-0721-smoke|c84-s4|google-small|AWS RDS", "prompt": "c84-s4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS RDS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why we do NOT recommend AWS RDS or Google Cloud SQL on a tight budget"}, {"id": "mai-20260917-0721-smoke|c84-s4|google-small|Google Cloud SQL", "prompt": "c84-s4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why we do NOT recommend AWS RDS or Google Cloud SQL on a tight budget"}, {"id": "mai-20260917-0721-smoke|c84-s4|google-small|DigitalOcean Managed Databases", "prompt": "c84-s4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **DigitalOcean** if you want standard, highly reliable PostgreSQL or MySQL and want a flat, unchangeable $15/month invoice."}, {"id": "mai-20260917-0721-smoke|c84-s4|google-small|Supabase", "prompt": "c84-s4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Supabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose **Supabase** if you want to build a modern web/mobile app and need built-in Auth and File Storage alongside your Postgres database."}, {"id": "mai-20260917-0721-smoke|c84-s4|google-small|Neon", "prompt": "c84-s4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Neon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose **Neon** if you are building an app with quiet periods ... and want to take advantage of scale-to-zero billing."}, {"id": "mai-20260917-0721-smoke|c84-s4|google-small|PlanetScale", "prompt": "c84-s4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "their $15/month entry-point for a fully managed, 3-node High Availability cluster is one of the best values in the industry"}, {"id": "mai-20260917-0721-smoke|c84-s4|google-small|Render PostgreSQL", "prompt": "c84-s4", "model": "google-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Render PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "one of the absolute cheapest options for a persistent, non-sleeping, fully managed database on the market"}, {"id": "mai-20260917-0721-smoke|c84-s4|meta-small|MySQL", "prompt": "c84-s4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "MySQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "MySQL - a popular open-source relational database management system."}, {"id": "mai-20260917-0721-smoke|c84-s4|meta-small|DigitalOcean Managed Databases", "prompt": "c84-s4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "starts at $15/mo for 1 vCPU / 1 GB with daily backups and automatic failover"}, {"id": "mai-20260917-0721-smoke|c84-s4|meta-small|Linode Managed Databases", "prompt": "c84-s4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Linode Managed Databases", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "starts at $15/mo with similar specs to DigitalOcean"}, {"id": "mai-20260917-0721-smoke|c84-s4|meta-small|Vultr Managed Databases", "prompt": "c84-s4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Vultr Managed Databases", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "also starts at $15/mo"}, {"id": "mai-20260917-0721-smoke|c84-s4|meta-small|Azure SQL Database", "prompt": "c84-s4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a fully managed, intelligent relational database service built on the Microsoft SQL Server engine"}, {"id": "mai-20260917-0721-smoke|c84-s4|meta-small|Amazon RDS or Aurora", "prompt": "c84-s4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Amazon RDS or Aurora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Amazon RDS or Aurora - for MySQL and PostgreSQL."}, {"id": "mai-20260917-0721-smoke|c84-s4|meta-small|Google Cloud SQL", "prompt": "c84-s4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a fully-managed managed relational database service for MySQL, PostgreSQL, and SQL Server"}, {"id": "mai-20260917-0721-smoke|c84-s4|meta-small|Neon", "prompt": "c84-s4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Neon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a serverless provider for PostgreSQL that automatically scales usage and storage"}, {"id": "mai-20260917-0721-smoke|c84-s4|meta-small|PlanetScale", "prompt": "c84-s4", "model": "meta-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "PlanetScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a serverless provider for MySQL that automatically scales usage and storage"}, {"id": "mai-20260917-0721-smoke|c84-s4|minimax-small|DigitalOcean Managed Databases", "prompt": "c84-s4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DigitalOcean Managed Databases** or **Supabase** are typically the best balance of cost, ease of use, and reliability"}, {"id": "mai-20260917-0721-smoke|c84-s4|minimax-small|Amazon RDS", "prompt": "c84-s4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Amazon RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free for 12 months (limited usage)... Best for: Those who need AWS ecosystem integration"}, {"id": "mai-20260917-0721-smoke|c84-s4|minimax-small|Google Cloud SQL", "prompt": "c84-s4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "~$7-15/month for small instances"}, {"id": "mai-20260917-0721-smoke|c84-s4|minimax-small|Heroku Postgres", "prompt": "c84-s4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Heroku Postgres", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very easy for developers, good integration"}, {"id": "mai-20260917-0721-smoke|c84-s4|minimax-small|Supabase", "prompt": "c84-s4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Supabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**DigitalOcean Managed Databases** or **Supabase** are typically the best balance of cost"}, {"id": "mai-20260917-0721-smoke|c84-s4|minimax-small|PlanetScale", "prompt": "c84-s4", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free tier available (MySQL compatible)"}, {"id": "mai-20260917-0721-smoke|c84-s4|mistral-small|MySQL", "prompt": "c84-s4", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "MySQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MySQL** (especially via managed services) is often ranked as the top choice for small businesses due to its cost-effectiveness and widespread support"}, {"id": "mai-20260917-0721-smoke|c84-s4|mistral-small|DigitalOcean Managed Databases", "prompt": "c84-s4", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**MySQL via a managed service like DigitalOcean, Linode, or Neon** is a top recommendation"}, {"id": "mai-20260917-0721-smoke|c84-s4|mistral-small|Linode Managed Databases", "prompt": "c84-s4", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Linode Managed Databases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**MySQL via a managed service like DigitalOcean, Linode, or Neon** is a top recommendation"}, {"id": "mai-20260917-0721-smoke|c84-s4|mistral-small|Vultr Managed Databases", "prompt": "c84-s4", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Vultr Managed Databases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vultr Managed Databases** (starting at $15/month)"}, {"id": "mai-20260917-0721-smoke|c84-s4|mistral-small|Google Cloud SQL", "prompt": "c84-s4", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Google Cloud SQL** (for MySQL, PostgreSQL, or SQL Server, with pay-as-you-go pricing)"}, {"id": "mai-20260917-0721-smoke|c84-s4|mistral-small|Neon", "prompt": "c84-s4", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Neon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**MySQL via a managed service like DigitalOcean, Linode, or Neon** is a top recommendation"}, {"id": "mai-20260917-0721-smoke|c84-s4|mistral-small|PlanetScale", "prompt": "c84-s4", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**PlanetScale** (serverless MySQL, free tier available)"}, {"id": "mai-20260917-0721-smoke|c84-s4|mistral-small|PostgreSQL", "prompt": "c84-s4", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**PostgreSQL** and **MySQL** are the most common and cost-effective choices, with many providers offering managed versions"}, {"id": "mai-20260917-0721-smoke|c84-s4|moonshot-small|Neon", "prompt": "c84-s4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Neon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Neon** if you need PostgreSQL — the permanent free tier is genuinely usable for production workloads at small scale"}, {"id": "mai-20260917-0721-smoke|c84-s4|moonshot-small|AWS RDS Free Tier", "prompt": "c84-s4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS RDS Free Tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose AWS RDS** if you: - Need MySQL or SQL Server specifically"}, {"id": "mai-20260917-0721-smoke|c84-s4|moonshot-small|Supabase", "prompt": "c84-s4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Supabase** (Great Alternative)"}, {"id": "mai-20260917-0721-smoke|c84-s4|moonshot-small|PlanetScale", "prompt": "c84-s4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "PlanetScale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Options to Avoid (for tight budgets) ... **Removed free tier in April 2024** — minimum $39/month now"}, {"id": "mai-20260917-0721-smoke|c84-s4|moonshot-small|Azure SQL Database", "prompt": "c84-s4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure SQL Database", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "No permanent free tier; pricier for small workloads"}, {"id": "mai-20260917-0721-smoke|c84-s4|moonshot-small|Google Cloud SQL", "prompt": "c84-s4", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "No free tier; competitive pricing but no $0 option"}, {"id": "mai-20260917-0721-smoke|c84-s4|openai-small|Amazon RDS for PostgreSQL", "prompt": "c84-s4", "model": "openai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Amazon RDS for PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is often **Amazon RDS for PostgreSQL** or **Cloud SQL for PostgreSQL**, depending on which cloud you already use"}, {"id": "mai-20260917-0721-smoke|c84-s4|openai-small|Cloud SQL for PostgreSQL", "prompt": "c84-s4", "model": "openai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Cloud SQL for PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best choice is often **Amazon RDS for PostgreSQL** or **Cloud SQL for PostgreSQL**, depending on which cloud you already use"}, {"id": "mai-20260917-0721-smoke|c84-s4|xai-small|Neon", "prompt": "c84-s4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Neon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Neon (serverless PostgreSQL) stands out as the best managed relational database service"}, {"id": "mai-20260917-0721-smoke|c84-s4|xai-small|Supabase (Postgres)", "prompt": "c84-s4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Supabase (Postgres)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free tiers from Neon/Supabase let you start at $0"}, {"id": "mai-20260917-0721-smoke|c84-s4|xai-small|AWS RDS (MySQL/PG)", "prompt": "c84-s4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS RDS (MySQL/PG)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Free is time-limited; always-on billing even idle."}, {"id": "mai-20260917-0721-smoke|c84-s4|xai-small|Google Cloud SQL", "prompt": "c84-s4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Google Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "No robust free tier; provisioned costs add up."}, {"id": "mai-20260917-0721-smoke|c84-s4|xai-small|Azure SQL DB", "prompt": "c84-s4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Azure SQL DB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SQL Server focus; less PG/MySQL flexibility."}, {"id": "mai-20260917-0721-smoke|c84-s4|xai-small|Render Postgres", "prompt": "c84-s4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Render Postgres", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not production-ready long-term."}, {"id": "mai-20260917-0721-smoke|c84-s4|xai-small|PlanetScale (MySQL)", "prompt": "c84-s4", "model": "xai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "PlanetScale (MySQL)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "No free; Vitess limits (no foreign keys)."}, {"id": "mai-20260917-0721-smoke|c84-s4|zai-small|Supabase", "prompt": "c84-s4", "model": "zai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Supabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation for a Tight Budget: **Supabase (Free tier) or DigitalOcean Managed Databases**"}, {"id": "mai-20260917-0721-smoke|c84-s4|zai-small|DigitalOcean Managed Databases", "prompt": "c84-s4", "model": "zai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need production reliability, backups, and failover, **DigitalOcean Managed Databases** at **$15/month** is a solid, low-cost choice."}, {"id": "mai-20260917-0721-smoke|c84-s4|zai-small|AWS RDS Free Tier", "prompt": "c84-s4", "model": "zai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "AWS RDS Free Tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You're New to AWS and Eligible ... Limitations: Free tier is time-limited"}, {"id": "mai-20260917-0721-smoke|c84-s4|zai-small|PlanetScale", "prompt": "c84-s4", "model": "zai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "PlanetScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limitations: No free tier; single-node is not recommended for heavy production workloads."}, {"id": "mai-20260917-0721-smoke|c84-s4|zai-small|Turso", "prompt": "c84-s4", "model": "zai-small", "cat": "managed-relational-databases", "variant": "budget", "raw": "Turso", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not a traditional SQL relational database ... Might not fit every use case."}, {"id": "mai-20260917-0721-smoke|c84-s5|alibaba-small|AWS RDS", "prompt": "c84-s5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**AWS RDS** and **Azure** can become surprisingly expensive due to those granular fees if you aren't careful."}, {"id": "mai-20260917-0721-smoke|c84-s5|alibaba-small|DigitalOcean", "prompt": "c84-s5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Provider:** **DigitalOcean Managed Databases** or **Aiven** ... Best for most small teams"}, {"id": "mai-20260917-0721-smoke|c84-s5|alibaba-small|Azure SQL", "prompt": "c84-s5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you host on **Azure**, use **Azure SQL**."}, {"id": "mai-20260917-0721-smoke|c84-s5|alibaba-small|Linode", "prompt": "c84-s5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Providers like **DigitalOcean** and **Linode** are often favored here because they offer transparent monthly fees"}, {"id": "mai-20260917-0721-smoke|c84-s5|alibaba-small|Aiven", "prompt": "c84-s5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Aiven", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Provider:** **DigitalOcean Managed Databases** or **Aiven**"}, {"id": "mai-20260917-0721-smoke|c84-s5|alibaba-small|GCP Cloud SQL", "prompt": "c84-s5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "GCP Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Provider:** **AWS RDS** / **Azure SQL** / **GCP Cloud SQL**"}, {"id": "mai-20260917-0721-smoke|c84-s5|alibaba-small|Supabase", "prompt": "c84-s5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The \"Serverless\" Route (Best for variable traffic) **Provider:** **Supabase** (for Postgres)"}, {"id": "mai-20260917-0721-smoke|c84-s5|alibaba-small|Azure Cosmos DB", "prompt": "c84-s5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Supabase** (for Postgres) or **Azure Cosmos DB**"}, {"id": "mai-20260917-0721-smoke|c84-s5|alibaba-small|Vultr", "prompt": "c84-s5", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **DigitalOcean** or **Vultr** if you feel your current provider (like AWS) is becoming too administratively heavy"}, {"id": "mai-20260917-0721-smoke|c84-s5|anthropic-small|AWS RDS", "prompt": "c84-s5", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare 2-3 providers**: AWS RDS, Google Cloud SQL, Azure Database, DigitalOcean, or others depending on your cloud preference"}, {"id": "mai-20260917-0721-smoke|c84-s5|anthropic-small|Google Cloud SQL", "prompt": "c84-s5", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AWS RDS, Google Cloud SQL, Azure Database, DigitalOcean, or others"}, {"id": "mai-20260917-0721-smoke|c84-s5|anthropic-small|Azure Database", "prompt": "c84-s5", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AWS RDS, Google Cloud SQL, Azure Database, DigitalOcean, or others"}, {"id": "mai-20260917-0721-smoke|c84-s5|anthropic-small|DigitalOcean", "prompt": "c84-s5", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AWS RDS, Google Cloud SQL, Azure Database, DigitalOcean, or others"}, {"id": "mai-20260917-0721-smoke|c84-s5|deepseek-small|AWS RDS/Aurora", "prompt": "c84-s5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS/Aurora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The big three cloud platforms (AWS RDS/Aurora, GCP Cloud SQL, Azure SQL) look identical on the surface"}, {"id": "mai-20260917-0721-smoke|c84-s5|deepseek-small|GCP Cloud SQL", "prompt": "c84-s5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "GCP Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The big three cloud platforms (AWS RDS/Aurora, GCP Cloud SQL, Azure SQL) look identical on the surface"}, {"id": "mai-20260917-0721-smoke|c84-s5|deepseek-small|Azure SQL", "prompt": "c84-s5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The big three cloud platforms (AWS RDS/Aurora, GCP Cloud SQL, Azure SQL) look identical on the surface"}, {"id": "mai-20260917-0721-smoke|c84-s5|deepseek-small|Pythian", "prompt": "c84-s5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Pythian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "\"managed **database service providers**\" (like Pythian, Percona, Datavail\\u2014external teams that manage your infrastructure)"}, {"id": "mai-20260917-0721-smoke|c84-s5|deepseek-small|Percona", "prompt": "c84-s5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Percona", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "like Pythian, Percona, Datavail\\u2014external teams that manage your infrastructure"}, {"id": "mai-20260917-0721-smoke|c84-s5|deepseek-small|Datavail", "prompt": "c84-s5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Datavail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "like Pythian, Percona, Datavail\\u2014external teams that manage your infrastructure"}, {"id": "mai-20260917-0721-smoke|c84-s5|deepseek-small|DigitalOcean", "prompt": "c84-s5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "or platforms like DigitalOcean/Aiven): evaluate the checklist above"}, {"id": "mai-20260917-0721-smoke|c84-s5|deepseek-small|Aiven", "prompt": "c84-s5", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Aiven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "or platforms like DigitalOcean/Aiven): evaluate the checklist above"}, {"id": "mai-20260917-0721-smoke|c84-s5|google-small|Neon", "prompt": "c84-s5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Neon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Neon** or **Supabase**. The developer velocity gained from database branching and seamless connection pooling is unmatched for a 30-person team."}, {"id": "mai-20260917-0721-smoke|c84-s5|google-small|PlanetScale", "prompt": "c84-s5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for extreme reliability and Git-like migrations... Excellent for high-write, rapidly scaling products."}, {"id": "mai-20260917-0721-smoke|c84-s5|google-small|AWS RDS", "prompt": "c84-s5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they require manual provisioning, complex IAM setup, and some database operational knowledge to run efficiently"}, {"id": "mai-20260917-0721-smoke|c84-s5|google-small|Supabase", "prompt": "c84-s5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Supabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with **Neon** or **Supabase**."}, {"id": "mai-20260917-0721-smoke|c84-s5|google-small|Amazon Aurora", "prompt": "c84-s5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Amazon Aurora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If your compute is already on AWS:** Use **Amazon Aurora Serverless v2**."}, {"id": "mai-20260917-0721-smoke|c84-s5|google-small|Google Cloud SQL", "prompt": "c84-s5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Great performance and integrations if the rest of your stack is hosted on Google Cloud."}, {"id": "mai-20260917-0721-smoke|c84-s5|google-small|Aiven", "prompt": "c84-s5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Aiven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These services act as an abstraction layer over major clouds."}, {"id": "mai-20260917-0721-smoke|c84-s5|google-small|Northflank", "prompt": "c84-s5", "model": "google-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Northflank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Aiven / Northflank:** These services act as an abstraction layer over major clouds."}, {"id": "mai-20260917-0721-smoke|c84-s5|meta-small|AWS", "prompt": "c84-s5", "model": "meta-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a comparison of cloud database services from AWS, Azure, and GCP"}, {"id": "mai-20260917-0721-smoke|c84-s5|meta-small|Azure", "prompt": "c84-s5", "model": "meta-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a comparison of cloud database services from AWS, Azure, and GCP"}, {"id": "mai-20260917-0721-smoke|c84-s5|meta-small|GCP", "prompt": "c84-s5", "model": "meta-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "GCP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a comparison of cloud database services from AWS, Azure, and GCP"}, {"id": "mai-20260917-0721-smoke|c84-s5|minimax-small|AWS RDS", "prompt": "c84-s5", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**AWS RDS** (most mature ecosystem)"}, {"id": "mai-20260917-0721-smoke|c84-s5|minimax-small|Google Cloud SQL", "prompt": "c84-s5", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Google Cloud SQL** (good integration with GCP)"}, {"id": "mai-20260917-0721-smoke|c84-s5|minimax-small|Azure SQL Database", "prompt": "c84-s5", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Azure SQL Database** (great if you're in Microsoft ecosystem)"}, {"id": "mai-20260917-0721-smoke|c84-s5|minimax-small|Supabase", "prompt": "c84-s5", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Supabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Supabase** (open-source alternative with PostgreSQL)"}, {"id": "mai-20260917-0721-smoke|c84-s5|minimax-small|PlanetScale", "prompt": "c84-s5", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "PlanetScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**PlanetScale** (MySQL-compatible, serverless)"}, {"id": "mai-20260917-0721-smoke|c84-s5|mistral-small|AWS RDS", "prompt": "c84-s5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare top options like AWS RDS, Google Cloud SQL, Azure SQL, DigitalOcean Managed Databases, PlanetScale, Neon, Supabase, etc."}, {"id": "mai-20260917-0721-smoke|c84-s5|mistral-small|Google Cloud SQL", "prompt": "c84-s5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compare top options like AWS RDS, Google Cloud SQL, Azure SQL, DigitalOcean Managed Databases, PlanetScale, Neon, Supabase, etc."}, {"id": "mai-20260917-0721-smoke|c84-s5|mistral-small|Azure SQL", "prompt": "c84-s5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compare top options like AWS RDS, Google Cloud SQL, Azure SQL, DigitalOcean Managed Databases, PlanetScale, Neon, Supabase, etc."}, {"id": "mai-20260917-0721-smoke|c84-s5|mistral-small|DigitalOcean Managed Databases", "prompt": "c84-s5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compare top options like AWS RDS, Google Cloud SQL, Azure SQL, DigitalOcean Managed Databases, PlanetScale, Neon, Supabase, etc."}, {"id": "mai-20260917-0721-smoke|c84-s5|mistral-small|PlanetScale", "prompt": "c84-s5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "PlanetScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compare top options like ... PlanetScale, Neon, Supabase, etc."}, {"id": "mai-20260917-0721-smoke|c84-s5|mistral-small|Neon", "prompt": "c84-s5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Neon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Compare top options like ... PlanetScale, Neon, Supabase, etc."}, {"id": "mai-20260917-0721-smoke|c84-s5|mistral-small|Supabase", "prompt": "c84-s5", "model": "mistral-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Supabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Compare top options like ... PlanetScale, Neon, Supabase, etc."}, {"id": "mai-20260917-0721-smoke|c84-s5|moonshot-small|AWS RDS", "prompt": "c84-s5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "AWS RDS | Enterprise features, broad ecosystem | ~$15/month | Most mature, extensive features"}, {"id": "mai-20260917-0721-smoke|c84-s5|moonshot-small|GCP Cloud SQL", "prompt": "c84-s5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "GCP Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GCP Cloud SQL | Simplicity, PostgreSQL/MySQL | Competitive | Easier management, good performance"}, {"id": "mai-20260917-0721-smoke|c84-s5|moonshot-small|Azure SQL", "prompt": "c84-s5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure SQL | Microsoft shops | ~$15/month | Best SQL Server integration"}, {"id": "mai-20260917-0721-smoke|c84-s5|moonshot-small|DigitalOcean", "prompt": "c84-s5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "DigitalOcean | Cost-conscious, simplicity | $15/month | Predictable pricing, easy to use"}, {"id": "mai-20260917-0721-smoke|c84-s5|moonshot-small|PlanetScale", "prompt": "c84-s5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PlanetScale | MySQL/PostgreSQL, developer experience | $5/month | Excellent DX, branching features"}, {"id": "mai-20260917-0721-smoke|c84-s5|moonshot-small|Supabase", "prompt": "c84-s5", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Some providers (like Supabase) bundle authentication, APIs, and real-time features"}, {"id": "mai-20260917-0721-smoke|c84-s5|openai-small|AWS RDS", "prompt": "c84-s5", "model": "openai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can turn this into a **vendor comparison scorecard** you can use with AWS RDS, Google Cloud SQL, Azure Database for PostgreSQL/MySQL"}, {"id": "mai-20260917-0721-smoke|c84-s5|openai-small|Google Cloud SQL", "prompt": "c84-s5", "model": "openai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vendor comparison scorecard you can use with AWS RDS, Google Cloud SQL, Azure Database for PostgreSQL/MySQL"}, {"id": "mai-20260917-0721-smoke|c84-s5|openai-small|Azure Database for PostgreSQL/MySQL", "prompt": "c84-s5", "model": "openai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure Database for PostgreSQL/MySQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AWS RDS, Google Cloud SQL, Azure Database for PostgreSQL/MySQL, and a few popular managed specialists"}, {"id": "mai-20260917-0721-smoke|c84-s5|xai-small|AWS RDS", "prompt": "c84-s5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Shortlist 3-4**: RDS, Cloud SQL, Neon/Supabase (Postgres-focused, dev-friendly)."}, {"id": "mai-20260917-0721-smoke|c84-s5|xai-small|Google Cloud SQL", "prompt": "c84-s5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shortlist 3-4**: RDS, Cloud SQL, Neon/Supabase"}, {"id": "mai-20260917-0721-smoke|c84-s5|xai-small|Azure SQL Database", "prompt": "c84-s5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Azure SQL | $90-280 | Strong Windows/.NET ties. |"}, {"id": "mai-20260917-0721-smoke|c84-s5|xai-small|DigitalOcean Managed Databases", "prompt": "c84-s5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., AWS RDS, Google Cloud SQL, Azure SQL Database, DigitalOcean Managed Databases, etc.)"}, {"id": "mai-20260917-0721-smoke|c84-s5|xai-small|Aurora Serverless", "prompt": "c84-s5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Aurora Serverless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "serverless (pay-per-query, e.g., Aurora Serverless)"}, {"id": "mai-20260917-0721-smoke|c84-s5|xai-small|PlanetScale/Vitess", "prompt": "c84-s5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "PlanetScale/Vitess", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "serverless options like CockroachDB or PlanetScale shine here"}, {"id": "mai-20260917-0721-smoke|c84-s5|xai-small|Neon", "prompt": "c84-s5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Shortlist 3-4**: RDS, Cloud SQL, Neon/Supabase (Postgres-focused, dev-friendly)"}, {"id": "mai-20260917-0721-smoke|c84-s5|xai-small|Supabase", "prompt": "c84-s5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Neon/Supabase (Postgres-focused, dev-friendly)"}, {"id": "mai-20260917-0721-smoke|c84-s5|xai-small|CockroachDB", "prompt": "c84-s5", "model": "xai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "CockroachDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "serverless options like CockroachDB or PlanetScale shine here"}, {"id": "mai-20260917-0721-smoke|c84-s5|zai-small|AWS RDS", "prompt": "c84-s5", "model": "zai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AWS RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**AWS** | RDS (MySQL, PostgreSQL, SQL Server, Aurora) ... Largest ecosystem, broadest portfolio"}, {"id": "mai-20260917-0721-smoke|c84-s5|zai-small|Aurora", "prompt": "c84-s5", "model": "zai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Aurora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "RDS (MySQL, PostgreSQL, SQL Server, Aurora)"}, {"id": "mai-20260917-0721-smoke|c84-s5|zai-small|Azure DB", "prompt": "c84-s5", "model": "zai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Azure** is great if you're already on Microsoft and need SQL Server."}, {"id": "mai-20260917-0721-smoke|c84-s5|zai-small|Google Cloud SQL", "prompt": "c84-s5", "model": "zai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud SQL (MySQL, PostgreSQL, SQL Server), AlloyDB"}, {"id": "mai-20260917-0721-smoke|c84-s5|zai-small|Neon", "prompt": "c84-s5", "model": "zai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Neon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Neon** | PostgreSQL | Serverless, scale-to-zero, database branching"}, {"id": "mai-20260917-0721-smoke|c84-s5|zai-small|Supabase", "prompt": "c84-s5", "model": "zai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Supabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Supabase** | PostgreSQL | Auth, real-time subscriptions, auto-generated APIs"}, {"id": "mai-20260917-0721-smoke|c84-s5|zai-small|PlanetScale", "prompt": "c84-s5", "model": "zai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "PlanetScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**PlanetScale** | MySQL, PostgreSQL | Schema branching, non-blocking migrations (Vitess)"}, {"id": "mai-20260917-0721-smoke|c84-s5|zai-small|AlloyDB", "prompt": "c84-s5", "model": "zai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "AlloyDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cloud SQL (MySQL, PostgreSQL, SQL Server), AlloyDB"}, {"id": "mai-20260917-0721-smoke|c84-s5|zai-small|Azure SQL Database", "prompt": "c84-s5", "model": "zai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Azure SQL Database, Azure Database for PostgreSQL/MySQL"}, {"id": "mai-20260917-0721-smoke|c84-s5|zai-small|Northflank", "prompt": "c84-s5", "model": "zai-small", "cat": "managed-relational-databases", "variant": "scale", "raw": "Northflank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Northflank / others** | Multi-engine | Often include Redis, MongoDB, object storage"}, {"id": "mai-20260917-0721-smoke|c84-s6|alibaba-small|Oracle Autonomous Database", "prompt": "c84-s6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Oracle Autonomous Database", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to Avoid:** It carries significant \"premium\" costs and rigid limitations compared to modern cloud-native options."}, {"id": "mai-20260917-0721-smoke|c84-s6|alibaba-small|AWS Aurora (Standard Tier)", "prompt": "c84-s6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS Aurora (Standard Tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why to be Cautious:** For many small workloads, the standard **Amazon RDS** tier is more cost-effective."}, {"id": "mai-20260917-0721-smoke|c84-s6|alibaba-small|Amazon RDS", "prompt": "c84-s6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon RDS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the safest path is usually **PostgreSQL-as-a-Service** on major clouds (like Google Cloud SQL or AWS RDS using standard PostgreSQL)"}, {"id": "mai-20260917-0721-smoke|c84-s6|alibaba-small|Airtable", "prompt": "c84-s6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Airtable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to Avoid:** These are excellent \"bridges\" for prototyping but often fail as production databases"}, {"id": "mai-20260917-0721-smoke|c84-s6|alibaba-small|Notion databases", "prompt": "c84-s6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Notion databases", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why to Avoid:** These are excellent \"bridges\" for prototyping but often fail as production databases"}, {"id": "mai-20260917-0721-smoke|c84-s6|alibaba-small|Google Cloud SQL", "prompt": "c84-s6", "model": "alibaba-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "the safest path is usually **PostgreSQL-as-a-Service** on major clouds (like Google Cloud SQL or AWS RDS using standard PostgreSQL)"}, {"id": "mai-20260917-0721-smoke|c84-s6|anthropic-small|Google Cloud SQL", "prompt": "c84-s6", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Small businesses and startups find the baseline pricing steep for low-traffic workloads, with one reviewer noting a flat ~$50/month even with minimal usage."}, {"id": "mai-20260917-0721-smoke|c84-s6|anthropic-small|Amazon RDS", "prompt": "c84-s6", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Managed cloud solutions like Google Cloud SQL or Amazon RDS offer automated maintenance but at a higher cost."}, {"id": "mai-20260917-0721-smoke|c84-s6|anthropic-small|Self-managed PostgreSQL", "prompt": "c84-s6", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Self-managed PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Self-managed PostgreSQL or MySQL on affordable hosting may be more suitable for truly small businesses starting out."}, {"id": "mai-20260917-0721-smoke|c84-s6|anthropic-small|MySQL", "prompt": "c84-s6", "model": "anthropic-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "MySQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Self-managed PostgreSQL or MySQL on affordable hosting may be more suitable for truly small businesses starting out."}, {"id": "mai-20260917-0721-smoke|c84-s6|challenger-small|AWS RDS", "prompt": "c84-s6", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the results do **not** show that AWS RDS, Google Cloud SQL, or Azure SQL should be broadly avoided; in fact, they are presented as standard managed options."}, {"id": "mai-20260917-0721-smoke|c84-s6|challenger-small|Google Cloud SQL", "prompt": "c84-s6", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "the results do **not** show that AWS RDS, Google Cloud SQL, or Azure SQL should be broadly avoided; in fact, they are presented as standard managed options."}, {"id": "mai-20260917-0721-smoke|c84-s6|challenger-small|Azure SQL", "prompt": "c84-s6", "model": "challenger-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the results do **not** show that AWS RDS, Google Cloud SQL, or Azure SQL should be broadly avoided; in fact, they are presented as standard managed options."}, {"id": "mai-20260917-0721-smoke|c84-s6|deepseek-small|Amazon Aurora", "prompt": "c84-s6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon Aurora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The services to genuinely *avoid* right now are the ones that combine premium pricing with heavy lock-in (Aurora, proprietary engines)"}, {"id": "mai-20260917-0721-smoke|c84-s6|deepseek-small|Amazon RDS", "prompt": "c84-s6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The ones to *be cautious* with are RDS, Cloud SQL, and Azure SQL"}, {"id": "mai-20260917-0721-smoke|c84-s6|deepseek-small|Google Cloud SQL", "prompt": "c84-s6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fine for standard workloads, but double-check what HA actually costs before enabling it."}, {"id": "mai-20260917-0721-smoke|c84-s6|deepseek-small|Azure SQL Database", "prompt": "c84-s6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution if you aren't already an Azure/.NET shop; the migration out is painful."}, {"id": "mai-20260917-0721-smoke|c84-s6|deepseek-small|AlloyDB", "prompt": "c84-s6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AlloyDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "These vendor-proprietary products maximize lock-in and often carry the highest licensing/premium costs. For a small business they're rarely worth it"}, {"id": "mai-20260917-0721-smoke|c84-s6|deepseek-small|Azure SQL Managed Instance", "prompt": "c84-s6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Managed Instance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "These vendor-proprietary products maximize lock-in and often carry the highest licensing/premium costs."}, {"id": "mai-20260917-0721-smoke|c84-s6|deepseek-small|Oracle Autonomous Database", "prompt": "c84-s6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Oracle Autonomous Database", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "These vendor-proprietary products maximize lock-in and often carry the highest licensing/premium costs."}, {"id": "mai-20260917-0721-smoke|c84-s6|deepseek-small|CockroachDB", "prompt": "c84-s6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "CockroachDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid unless you have an explicit, near-term scale requirement."}, {"id": "mai-20260917-0721-smoke|c84-s6|deepseek-small|PlanetScale", "prompt": "c84-s6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "PlanetScale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "PlanetScale is MySQL-only, and its pricing is roughly 2x serverless Postgres rivals). Avoid unless you have an explicit, near-term scale requirement."}, {"id": "mai-20260917-0721-smoke|c84-s6|deepseek-small|Scylla", "prompt": "c84-s6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Scylla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Cockroach/Scylla-style \"scale from day one\" options:** If you have under a few million records and one region, you're paying for machinery you won't use."}, {"id": "mai-20260917-0721-smoke|c84-s6|deepseek-small|Neon", "prompt": "c84-s6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Neon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "cold-start delay (hundreds of ms to seconds) can hurt latency-sensitive apps. Fine for dev, problematic for some production apps."}, {"id": "mai-20260917-0721-smoke|c84-s6|deepseek-small|Supabase", "prompt": "c84-s6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Supabase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Neon, Supabase, and PlanetScale scale to zero, but the cold-start delay ... can hurt latency-sensitive apps"}, {"id": "mai-20260917-0721-smoke|c84-s6|deepseek-small|DigitalOcean", "prompt": "c84-s6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "the safest path is a **managed service running standard PostgreSQL or MySQL** on a smaller vendor (DigitalOcean, Linode, Vultr at $15/mo are 50–80% cheaper than the Big 3)"}, {"id": "mai-20260917-0721-smoke|c84-s6|deepseek-small|Linode", "prompt": "c84-s6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "smaller vendor (DigitalOcean, Linode, Vultr at $15/mo are 50–80% cheaper than the Big 3)"}, {"id": "mai-20260917-0721-smoke|c84-s6|deepseek-small|Vultr", "prompt": "c84-s6", "model": "deepseek-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "smaller vendor (DigitalOcean, Linode, Vultr at $15/mo are 50–80% cheaper than the Big 3)"}, {"id": "mai-20260917-0721-smoke|c84-s6|google-small|Google Cloud Spanner", "prompt": "c84-s6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud Spanner", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**The Verdict:** Skip them."}, {"id": "mai-20260917-0721-smoke|c84-s6|google-small|CockroachDB Dedicated", "prompt": "c84-s6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "CockroachDB Dedicated", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**The Verdict:** Skip them."}, {"id": "mai-20260917-0721-smoke|c84-s6|google-small|Oracle RDS / Oracle Autonomous Database", "prompt": "c84-s6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Oracle RDS / Oracle Autonomous Database", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Oracle's licensing is notoriously complex and punitive... avoid these"}, {"id": "mai-20260917-0721-smoke|c84-s6|google-small|Azure SQL Managed Instance", "prompt": "c84-s6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Managed Instance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "the baseline cost is extremely steep, easily starting at $200 to $400+ per month"}, {"id": "mai-20260917-0721-smoke|c84-s6|google-small|Amazon Aurora Serverless v2", "prompt": "c84-s6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon Aurora Serverless v2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Why to be cautious:** ... **Bill shock**"}, {"id": "mai-20260917-0721-smoke|c84-s6|google-small|Azure SQL Database Serverless", "prompt": "c84-s6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database Serverless", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Serverless Databases with Complex Consumption-Based Billing ... Why to be cautious"}, {"id": "mai-20260917-0721-smoke|c84-s6|google-small|PlanetScale", "prompt": "c84-s6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "PlanetScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Pricing volatility:** ... PlanetScale shocked the developer community by completely eliminating its free tier"}, {"id": "mai-20260917-0721-smoke|c84-s6|google-small|DigitalOcean Managed Databases", "prompt": "c84-s6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Highly predictable pricing, starting at $15/month, with an incredibly simple UI that requires zero DBA expertise."}, {"id": "mai-20260917-0721-smoke|c84-s6|google-small|Supabase", "prompt": "c84-s6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Excellent Postgres-centric platforms that offer easy-to-understand flat pricing tiers"}, {"id": "mai-20260917-0721-smoke|c84-s6|google-small|Neon", "prompt": "c84-s6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Excellent Postgres-centric platforms that offer easy-to-understand flat pricing tiers"}, {"id": "mai-20260917-0721-smoke|c84-s6|google-small|Railway", "prompt": "c84-s6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Railway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Excellent Postgres-centric platforms that offer easy-to-understand flat pricing tiers"}, {"id": "mai-20260917-0721-smoke|c84-s6|google-small|Render", "prompt": "c84-s6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Render", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Excellent Postgres-centric platforms that offer easy-to-understand flat pricing tiers"}, {"id": "mai-20260917-0721-smoke|c84-s6|google-small|Standard AWS RDS (Provisioned)", "prompt": "c84-s6", "model": "google-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Standard AWS RDS (Provisioned)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "stick to standard RDS to keep your monthly bill low and predictable"}, {"id": "mai-20260917-0721-smoke|c84-s6|meta-small|Amazon RDS", "prompt": "c84-s6", "model": "meta-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "some services, such as Amazon RDS, may have higher costs compared to self-hosted options"}, {"id": "mai-20260917-0721-smoke|c84-s6|meta-small|Google Cloud SQL", "prompt": "c84-s6", "model": "meta-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "popular managed relational database services for small businesses include Amazon RDS, Google Cloud SQL, Azure SQL Database, and Neon"}, {"id": "mai-20260917-0721-smoke|c84-s6|meta-small|Azure SQL Database", "prompt": "c84-s6", "model": "meta-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "popular managed relational database services for small businesses include Amazon RDS, Google Cloud SQL, Azure SQL Database, and Neon"}, {"id": "mai-20260917-0721-smoke|c84-s6|meta-small|Neon", "prompt": "c84-s6", "model": "meta-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Neon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "popular managed relational database services for small businesses include Amazon RDS, Google Cloud SQL, Azure SQL Database, and Neon"}, {"id": "mai-20260917-0721-smoke|c84-s6|minimax-small|AWS RDS", "prompt": "c84-s6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "caution is warranted around:\n- **AWS RDS** if you're price-sensitive (premium pricing)"}, {"id": "mai-20260917-0721-smoke|c84-s6|minimax-small|Azure SQL Database", "prompt": "c84-s6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The major cloud providers (AWS RDS, Azure SQL Database, Google Cloud SQL) all offer solid services, but they come with cost and complexity pitfalls"}, {"id": "mai-20260917-0721-smoke|c84-s6|minimax-small|Google Cloud SQL", "prompt": "c84-s6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "all offer solid services, but they come with cost and complexity pitfalls that can catch small businesses off guard"}, {"id": "mai-20260917-0721-smoke|c84-s6|minimax-small|Neon", "prompt": "c84-s6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Services like Neon (PostgreSQL) or PlanetScale (MySQL) offer serverless options that can be cheaper for small workloads"}, {"id": "mai-20260917-0721-smoke|c84-s6|minimax-small|PlanetScale", "prompt": "c84-s6", "model": "minimax-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Services like Neon (PostgreSQL) or PlanetScale (MySQL) offer serverless options that can be cheaper for small workloads"}, {"id": "mai-20260917-0721-smoke|c84-s6|moonshot-small|DigitalOcean Managed Databases", "prompt": "c84-s6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Overpriced or Poor Value Options ... costs ~$0.72/hour compared to Google Cloud SQL's $0.39/hour"}, {"id": "mai-20260917-0721-smoke|c84-s6|moonshot-small|Oracle MySQL HeatWave", "prompt": "c84-s6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Oracle MySQL HeatWave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "A 3-node HA cluster can triple your costs ... The pricing structure can be prohibitive for small budgets."}, {"id": "mai-20260917-0721-smoke|c84-s6|moonshot-small|Azure Cosmos DB", "prompt": "c84-s6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "can cost 3x or more for similar NoSQL workloads"}, {"id": "mai-20260917-0721-smoke|c84-s6|moonshot-small|Amazon RDS", "prompt": "c84-s6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Amazon RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Services with Significant Hidden Costs - Amazon RDS (with certain configurations)"}, {"id": "mai-20260917-0721-smoke|c84-s6|moonshot-small|Google Cloud SQL", "prompt": "c84-s6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Google Cloud SQL with High Availability: Doubles your costs instantly"}, {"id": "mai-20260917-0721-smoke|c84-s6|moonshot-small|AWS Aurora", "prompt": "c84-s6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS Aurora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Deep AWS ecosystem integration makes migration difficult"}, {"id": "mai-20260917-0721-smoke|c84-s6|moonshot-small|Azure SQL Database", "prompt": "c84-s6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tight Microsoft ecosystem integration"}, {"id": "mai-20260917-0721-smoke|c84-s6|moonshot-small|Google Cloud Spanner", "prompt": "c84-s6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud Spanner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Proprietary architecture, difficult to migrate away from"}, {"id": "mai-20260917-0721-smoke|c84-s6|moonshot-small|Oracle Autonomous Database", "prompt": "c84-s6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Oracle Autonomous Database", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Aggressive licensing and contractual lock-in"}, {"id": "mai-20260917-0721-smoke|c84-s6|moonshot-small|PlanetScale", "prompt": "c84-s6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "PlanetScale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "PlanetScale (MySQL-compatible) - Good free tier, transparent pricing"}, {"id": "mai-20260917-0721-smoke|c84-s6|moonshot-small|Supabase", "prompt": "c84-s6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Supabase (PostgreSQL) - Generous free tier, open-source foundation"}, {"id": "mai-20260917-0721-smoke|c84-s6|moonshot-small|Neon", "prompt": "c84-s6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Neon (Serverless PostgreSQL) - Cost-effective for variable workloads"}, {"id": "mai-20260917-0721-smoke|c84-s6|moonshot-small|CockroachDB Serverless", "prompt": "c84-s6", "model": "moonshot-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "CockroachDB Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Good for distributed needs with clear pricing"}, {"id": "mai-20260917-0721-smoke|c84-s6|openai-small|Oracle-managed offerings", "prompt": "c84-s6", "model": "openai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Oracle-managed offerings", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples: large-scale Oracle-managed offerings, premium SQL Server tiers... High licensing and infrastructure costs"}, {"id": "mai-20260917-0721-smoke|c84-s6|openai-small|SQL Server", "prompt": "c84-s6", "model": "openai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "SQL Server", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "premium SQL Server tiers, or heavily featured enterprise cloud database platforms... Complex configuration and operations"}, {"id": "mai-20260917-0721-smoke|c84-s6|openai-small|Aurora", "prompt": "c84-s6", "model": "openai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Aurora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Aurora-like premium performance services for very small workloads - Not inherently bad, but often overkill for a small business."}, {"id": "mai-20260917-0721-smoke|c84-s6|xai-small|AWS RDS", "prompt": "c84-s6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Highest cost/markup**: Often 2-3x pricier than alternatives for equivalent specs"}, {"id": "mai-20260917-0721-smoke|c84-s6|xai-small|Azure SQL Database", "prompt": "c84-s6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Confusing models**: DTU/vCore pricing + cold starts in serverless... Less competitive for non-Azure users"}, {"id": "mai-20260917-0721-smoke|c84-s6|xai-small|Google Cloud SQL", "prompt": "c84-s6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Google Cloud SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Premium pricing**: Good performance but higher than smaller providers; no true serverless auto-pause."}, {"id": "mai-20260917-0721-smoke|c84-s6|xai-small|DigitalOcean Managed Databases", "prompt": "c84-s6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "DigitalOcean Managed Databases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**DigitalOcean Managed Databases**: $15/mo starter (transparent, includes HA/backup options)."}, {"id": "mai-20260917-0721-smoke|c84-s6|xai-small|Render/Neon (serverless Postgres)", "prompt": "c84-s6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Render/Neon (serverless Postgres)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "$7-20/mo, scale-to-zero, free tiers."}, {"id": "mai-20260917-0721-smoke|c84-s6|xai-small|Supabase", "prompt": "c84-s6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Supabase**: Free-$25/mo (Postgres + auth/storage)."}, {"id": "mai-20260917-0721-smoke|c84-s6|xai-small|PlanetScale (MySQL-compatible)", "prompt": "c84-s6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "PlanetScale (MySQL-compatible)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "$5-40/mo, branching for deploys."}, {"id": "mai-20260917-0721-smoke|c84-s6|xai-small|Aiven/Linode/Vultr", "prompt": "c84-s6", "model": "xai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Aiven/Linode/Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Aiven/Linode/Vultr**: $15-30/mo, open-source focus."}, {"id": "mai-20260917-0721-smoke|c84-s6|zai-small|Oracle", "prompt": "c84-s6", "model": "zai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Skip the paid Oracle editions** unless you can demonstrate a clear business need that no open‑source or other RDBMS can meet."}, {"id": "mai-20260917-0721-smoke|c84-s6|zai-small|Microsoft SQL Server", "prompt": "c84-s6", "model": "zai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Microsoft SQL Server", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "licensing and support costs can be many times higher than the infrastructure cost and often aren’t justified for a small business"}, {"id": "mai-20260917-0721-smoke|c84-s6|zai-small|Azure SQL Database", "prompt": "c84-s6", "model": "zai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "Azure SQL Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "consider a more transparent, pay‑as‑you‑go model (e.g., Azure SQL Database with clear per‑hour and per‑GB pricing)"}, {"id": "mai-20260917-0721-smoke|c84-s6|zai-small|AWS RDS", "prompt": "c84-s6", "model": "zai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "AWS RDS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Users frequently report that RDS can cost **3× or more** than running the same database on a self‑hosted EC2 instance"}, {"id": "mai-20260917-0721-smoke|c84-s6|zai-small|PostgreSQL", "prompt": "c84-s6", "model": "zai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Start with open‑source, low‑cost managed PostgreSQL or MySQL** – they offer most relational features, transparent licensing"}, {"id": "mai-20260917-0721-smoke|c84-s6|zai-small|MySQL", "prompt": "c84-s6", "model": "zai-small", "cat": "managed-relational-databases", "variant": "negative", "raw": "MySQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Start with open‑source, low‑cost managed PostgreSQL or MySQL**"}, {"id": "mai-20260917-0816-smoke|c85-l1|alibaba-small|Splunk Enterprise Security (ES)", "prompt": "c85-l1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk Enterprise Security (ES)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Industry Standard: Splunk Enterprise Security (ES) ... Splunk has the largest ecosystem of integrations."}, {"id": "mai-20260917-0816-smoke|c85-l1|alibaba-small|Microsoft Sentinel", "prompt": "c85-l1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for: Companies already using Microsoft 365 or Azure (which is most B2B SaaS companies)."}, {"id": "mai-20260917-0816-smoke|c85-l1|alibaba-small|IBM Security QRadar", "prompt": "c85-l1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "IBM Security QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Heavily regulated industries (Finance, Healthcare, Government) requiring air-gapped or hybrid deployments."}, {"id": "mai-20260917-0816-smoke|c85-l1|alibaba-small|Exabeat", "prompt": "c85-l1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "Exabeat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprises where detecting \"insider threats\" and lateral movement is a priority."}, {"id": "mai-20260917-0816-smoke|c85-l1|alibaba-small|Wazuh", "prompt": "c85-l1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Cost-Effective Open Source Option: Wazuh ... The Catch: It is not \"managed.\""}, {"id": "mai-20260917-0816-smoke|c85-l1|anthropic-small|Splunk", "prompt": "c85-l1", "model": "anthropic-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Widely used, highly scalable, but expensive"}, {"id": "mai-20260917-0816-smoke|c85-l1|anthropic-small|IBM QRadar", "prompt": "c85-l1", "model": "anthropic-small", "cat": "siem-platforms", "variant": "direct", "raw": "IBM QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong for enterprises, good compliance features"}, {"id": "mai-20260917-0816-smoke|c85-l1|anthropic-small|Microsoft Sentinel", "prompt": "c85-l1", "model": "anthropic-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good if you're in the Azure ecosystem, cloud-native"}, {"id": "mai-20260917-0816-smoke|c85-l1|anthropic-small|Elastic Security", "prompt": "c85-l1", "model": "anthropic-small", "cat": "siem-platforms", "variant": "direct", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cost-effective, open-source foundation"}, {"id": "mai-20260917-0816-smoke|c85-l1|anthropic-small|Sumo Logic", "prompt": "c85-l1", "model": "anthropic-small", "cat": "siem-platforms", "variant": "direct", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-native, good for multi-cloud environments"}, {"id": "mai-20260917-0816-smoke|c85-l1|anthropic-small|ArcSight", "prompt": "c85-l1", "model": "anthropic-small", "cat": "siem-platforms", "variant": "direct", "raw": "ArcSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong in certain regulated industries"}, {"id": "mai-20260917-0816-smoke|c85-l1|challenger-small|Microsoft Sentinel", "prompt": "c85-l1", "model": "challenger-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Sentinel is often the best fit for Microsoft-centric enterprise B2B companies"}, {"id": "mai-20260917-0816-smoke|c85-l1|challenger-small|Splunk Enterprise Security", "prompt": "c85-l1", "model": "challenger-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Splunk Enterprise Security is often the safest \"best overall\" choice for complex, heterogeneous enterprises"}, {"id": "mai-20260917-0816-smoke|c85-l1|challenger-small|IBM QRadar", "prompt": "c85-l1", "model": "challenger-small", "cat": "siem-platforms", "variant": "direct", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you are in a regulated environment and want strong compliance reporting"}, {"id": "mai-20260917-0816-smoke|c85-l1|challenger-small|Exabeam", "prompt": "c85-l1", "model": "challenger-small", "cat": "siem-platforms", "variant": "direct", "raw": "Exabeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want strong UEBA and behavior analytics in a modern enterprise SIEM stack"}, {"id": "mai-20260917-0816-smoke|c85-l1|challenger-small|Securonix", "prompt": "c85-l1", "model": "challenger-small", "cat": "siem-platforms", "variant": "direct", "raw": "Securonix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if cloud-native detection, analytics, and enterprise-scale log processing are priorities"}, {"id": "mai-20260917-0816-smoke|c85-l1|deepseek-small|Splunk Enterprise Security", "prompt": "c85-l1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you have a complex on-prem-heavy estate with an established SOC, **Splunk** is still the safest, most battle-tested choice."}, {"id": "mai-20260917-0816-smoke|c85-l1|deepseek-small|Microsoft Sentinel", "prompt": "c85-l1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Recommendation for most enterprise B2B companies:** If you're the typical cloud-first Microsoft shop, **Microsoft Sentinel** offers the best balance of capability, integration, and price."}, {"id": "mai-20260917-0816-smoke|c85-l1|deepseek-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-l1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CrowdStrike shop already?** → **Falcon Next-Gen SIEM** for unified visibility."}, {"id": "mai-20260917-0816-smoke|c85-l1|deepseek-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-l1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Want to consolidate and reduce tool sprawl?** → **Cortex XSIAM**."}, {"id": "mai-20260917-0816-smoke|c85-l1|deepseek-small|Google Security Operations", "prompt": "c85-l1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Google Security Operations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others worth shortlisting: Google Security Operations (cloud-native, high-scale)"}, {"id": "mai-20260917-0816-smoke|c85-l1|deepseek-small|IBM QRadar", "prompt": "c85-l1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Compliance-heavy industry (finance, healthcare, gov)?** → Consider **IBM QRadar**."}, {"id": "mai-20260917-0816-smoke|c85-l1|deepseek-small|Securonix", "prompt": "c85-l1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Securonix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Securonix (UEBA-centric)"}, {"id": "mai-20260917-0816-smoke|c85-l1|deepseek-small|Elastic Security", "prompt": "c85-l1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Elastic Security (cost-conscious/engineering-led teams)"}, {"id": "mai-20260917-0816-smoke|c85-l1|deepseek-small|Rapid7 InsightIDR", "prompt": "c85-l1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Rapid7 InsightIDR (good managed option with unlimited ingestion)"}, {"id": "mai-20260917-0816-smoke|c85-l1|google-small|Splunk", "prompt": "c85-l1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Has a highly mature, fully staffed 24/7 SOC ... **Cisco Splunk (ES)** | Unparalleled customization"}, {"id": "mai-20260917-0816-smoke|c85-l1|google-small|IBM\\u2019s QRadar SaaS", "prompt": "c85-l1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "IBM\\u2019s QRadar SaaS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Palo Alto Networks' acquisition of IBM\\u2019s QRadar SaaS assets"}, {"id": "mai-20260917-0816-smoke|c85-l1|google-small|Microsoft Sentinel", "prompt": "c85-l1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your enterprise relies on Microsoft 365 (especially with E5 licensing) and Azure, Sentinel is often the easiest choice."}, {"id": "mai-20260917-0816-smoke|c85-l1|google-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-l1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprises looking to consolidate security tools (SIEM + SOAR + XDR) into a single pane of glass."}, {"id": "mai-20260917-0816-smoke|c85-l1|google-small|Google Security Operations (Google SecOps / Chronicle)", "prompt": "c85-l1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "Google Security Operations (Google SecOps / Chronicle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** High-volume telemetry, rapid search, and predictable pricing."}, {"id": "mai-20260917-0816-smoke|c85-l1|google-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-l1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "is a compelling option ... Drawbacks: Highly reliant on the CrowdStrike ecosystem"}, {"id": "mai-20260917-0816-smoke|c85-l1|meta-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-l1", "model": "meta-small", "cat": "siem-platforms", "variant": "direct", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Palo Alto Networks Cortex XSIAM"}, {"id": "mai-20260917-0816-smoke|c85-l1|meta-small|Rapid7 InsightIDR", "prompt": "c85-l1", "model": "meta-small", "cat": "siem-platforms", "variant": "direct", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Rapid7 InsightIDR"}, {"id": "mai-20260917-0816-smoke|c85-l1|meta-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-l1", "model": "meta-small", "cat": "siem-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. CrowdStrike Falcon Next-Gen SIEM"}, {"id": "mai-20260917-0816-smoke|c85-l1|meta-small|Splunk Enterprise Security", "prompt": "c85-l1", "model": "meta-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Splunk Enterprise Security"}, {"id": "mai-20260917-0816-smoke|c85-l1|minimax-small|Microsoft Sentinel", "prompt": "c85-l1", "model": "minimax-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Microsoft Sentinel** - Cloud-native, scalable, cost-effective"}, {"id": "mai-20260917-0816-smoke|c85-l1|minimax-small|IBM QRadar", "prompt": "c85-l1", "model": "minimax-small", "cat": "siem-platforms", "variant": "direct", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise-grade, proven scalability ... Higher cost but robust features"}, {"id": "mai-20260917-0816-smoke|c85-l1|minimax-small|Splunk Enterprise Security", "prompt": "c85-l1", "model": "minimax-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Powerful analytics and visualization ... Industry standard for log management"}, {"id": "mai-20260917-0816-smoke|c85-l1|minimax-small|Exabeam", "prompt": "c85-l1", "model": "minimax-small", "cat": "siem-platforms", "variant": "direct", "raw": "Exabeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "## Strong Alternatives **4. Exabeam**"}, {"id": "mai-20260917-0816-smoke|c85-l1|minimax-small|Securonix", "prompt": "c85-l1", "model": "minimax-small", "cat": "siem-platforms", "variant": "direct", "raw": "Securonix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for insider threat detection"}, {"id": "mai-20260917-0816-smoke|c85-l1|minimax-small|Elastic Security", "prompt": "c85-l1", "model": "minimax-small", "cat": "siem-platforms", "variant": "direct", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cost-effective with powerful search"}, {"id": "mai-20260917-0816-smoke|c85-l1|mistral-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-l1", "model": "mistral-small", "cat": "siem-platforms", "variant": "direct", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Networks Cortex XSIAM** and **Splunk Enterprise Security** are the most robust options"}, {"id": "mai-20260917-0816-smoke|c85-l1|mistral-small|Splunk Enterprise Security", "prompt": "c85-l1", "model": "mistral-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Palo Alto Networks Cortex XSIAM** and **Splunk Enterprise Security** are the most robust options"}, {"id": "mai-20260917-0816-smoke|c85-l1|mistral-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-l1", "model": "mistral-small", "cat": "siem-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong choice for existing CrowdStrike customers, offering petabyte-scale ingestion"}, {"id": "mai-20260917-0816-smoke|c85-l1|mistral-small|Rapid7 InsightIDR", "prompt": "c85-l1", "model": "mistral-small", "cat": "siem-platforms", "variant": "direct", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for small to midsize organizations needing predictable costs and 24/7 SOC coverage"}, {"id": "mai-20260917-0816-smoke|c85-l1|moonshot-small|Splunk Enterprise Security (Cisco)", "prompt": "c85-l1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk Enterprise Security (Cisco)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Splunk Enterprise Security (Cisco)** ⭐ Industry Leader"}, {"id": "mai-20260917-0816-smoke|c85-l1|moonshot-small|Microsoft Sentinel", "prompt": "c85-l1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Microsoft Sentinel** ⭐ Cloud-Native Leader"}, {"id": "mai-20260917-0816-smoke|c85-l1|moonshot-small|IBM QRadar", "prompt": "c85-l1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Enterprises needing proven threat hunting and compliance"}, {"id": "mai-20260917-0816-smoke|c85-l1|moonshot-small|Palo Alto Cortex XSIAM", "prompt": "c85-l1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Organizations wanting converged SIEM-XDR-SOAR"}, {"id": "mai-20260917-0816-smoke|c85-l1|moonshot-small|Exabeam", "prompt": "c85-l1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "Exabeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** User and Entity Behavior Analytics (UEBA)"}, {"id": "mai-20260917-0816-smoke|c85-l1|moonshot-small|Elastic Security", "prompt": "c85-l1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget-conscious, technical team | **Elastic Security** or **Wazuh** (open-source)"}, {"id": "mai-20260917-0816-smoke|c85-l1|moonshot-small|Wazuh", "prompt": "c85-l1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "Wazuh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Elastic Security** or **Wazuh** (open-source)"}, {"id": "mai-20260917-0816-smoke|c85-l1|openai-small|Microsoft Sentinel", "prompt": "c85-l1", "model": "openai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice in 2026 is usually Microsoft Sentinel if you're already heavy on Microsoft 365/Azure"}, {"id": "mai-20260917-0816-smoke|c85-l1|openai-small|Splunk Enterprise Security", "prompt": "c85-l1", "model": "openai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Splunk Enterprise Security if you need the most mature, SOC-centric enterprise SIEM experience"}, {"id": "mai-20260917-0816-smoke|c85-l1|openai-small|Google Security Operations", "prompt": "c85-l1", "model": "openai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Google Security Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google Security Operations is also a strong option for large-scale, cloud-first environments."}, {"id": "mai-20260917-0816-smoke|c85-l1|xai-small|Splunk Enterprise Security", "prompt": "c85-l1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "top position for Ability to Execute; #1 in 2024 Critical Capabilities across all use cases... Best for large enterprises needing massive scalability"}, {"id": "mai-20260917-0816-smoke|c85-l1|xai-small|Microsoft Sentinel", "prompt": "c85-l1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Ideal for Microsoft-centric B2B firms... Microsoft stack? → Sentinel"}, {"id": "mai-20260917-0816-smoke|c85-l1|xai-small|IBM QRadar", "prompt": "c85-l1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suited for compliance-heavy enterprises with hybrid setups; strong in correlation, threat hunting, and reporting"}, {"id": "mai-20260917-0816-smoke|c85-l1|xai-small|Securonix", "prompt": "c85-l1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Securonix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for analytics-driven detection but less dominant for broad enterprise B2B"}, {"id": "mai-20260917-0816-smoke|c85-l1|xai-small|Exabeam", "prompt": "c85-l1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for analytics-driven detection but less dominant for broad enterprise B2B"}, {"id": "mai-20260917-0816-smoke|c85-l1|xai-small|Google Chronicle", "prompt": "c85-l1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Google Chronicle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Alternatives: Google Chronicle (Visionary; scalable for cloud)"}, {"id": "mai-20260917-0816-smoke|c85-l1|xai-small|Elastic", "prompt": "c85-l1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Elastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Elastic Security | Open-source flexibility, cost control ... Less polished UI"}, {"id": "mai-20260917-0816-smoke|c85-l1|xai-small|Palo Alto Cortex XSIAM", "prompt": "c85-l1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Shift to cloud-native/SIEM+XDR (e.g., Palo Alto Cortex XSIAM for automation)"}, {"id": "mai-20260917-0816-smoke|c85-l1|xai-small|CrowdStrike Falcon LogScale", "prompt": "c85-l1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "CrowdStrike Falcon LogScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Alternatives: ... CrowdStrike Falcon LogScale (streaming focus)"}, {"id": "mai-20260917-0816-smoke|c85-l1|zai-small|Splunk Enterprise Security", "prompt": "c85-l1", "model": "zai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Splunk Enterprise Security** – best for large, heterogeneous environments with deep analytics needs."}, {"id": "mai-20260917-0816-smoke|c85-l1|zai-small|Microsoft Sentinel", "prompt": "c85-l1", "model": "zai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for Microsoft-centric, cloud-first organizations (low cost for Microsoft logs, native integration)"}, {"id": "mai-20260917-0816-smoke|c85-l1|zai-small|IBM Security QRadar", "prompt": "c85-l1", "model": "zai-small", "cat": "siem-platforms", "variant": "direct", "raw": "IBM Security QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for highly regulated industries needing robust compliance reporting and on-prem control"}, {"id": "mai-20260917-0816-smoke|c85-l1|zai-small|Exabeam Fusion SIEM", "prompt": "c85-l1", "model": "zai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Exabeam Fusion SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for AI-driven UEBA and modern SaaS experience"}, {"id": "mai-20260917-0816-smoke|c85-l1|zai-small|ManageEngine Log360", "prompt": "c85-l1", "model": "zai-small", "cat": "siem-platforms", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for an all-in-one SIEM + SOAR + ITDR with a simple UI"}, {"id": "mai-20260917-0816-smoke|c85-l2|alibaba-small|Microsoft Sentinel", "prompt": "c85-l2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Most Scalable Choice: Microsoft Sentinel ... this is widely considered the best starting point."}, {"id": "mai-20260917-0816-smoke|c85-l2|alibaba-small|Splunk Enterprise Security", "prompt": "c85-l2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Splunk is often viewed as the gold standard for pure data analytics and customization."}, {"id": "mai-20260917-0816-smoke|c85-l2|alibaba-small|Google Chronicle", "prompt": "c85-l2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Google Chronicle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your priority is finding specific indicators of compromise (IOCs) across years of historical data quickly, Chronicle is superior."}, {"id": "mai-20260917-0816-smoke|c85-l2|alibaba-small|IBM QRadar", "prompt": "c85-l2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose IBM QRadar if: You have strict compliance requirements demanding on-premise hosting"}, {"id": "mai-20260917-0816-smoke|c85-l2|anthropic-small|Splunk", "prompt": "c85-l2", "model": "anthropic-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "One of the most popular choices for large enterprises... However, it can be expensive."}, {"id": "mai-20260917-0816-smoke|c85-l2|anthropic-small|IBM QRadar", "prompt": "c85-l2", "model": "anthropic-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A comprehensive solution that combines SIEM with threat intelligence."}, {"id": "mai-20260917-0816-smoke|c85-l2|anthropic-small|Microsoft Sentinel", "prompt": "c85-l2", "model": "anthropic-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An attractive option if your company is already invested in the Microsoft ecosystem"}, {"id": "mai-20260917-0816-smoke|c85-l2|anthropic-small|Elastic Security", "prompt": "c85-l2", "model": "anthropic-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A more cost-effective option that uses the ELK Stack"}, {"id": "mai-20260917-0816-smoke|c85-l2|anthropic-small|Sumo Logic", "prompt": "c85-l2", "model": "anthropic-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A cloud-native SIEM that offers good scalability"}, {"id": "mai-20260917-0816-smoke|c85-l2|anthropic-small|ArcSight", "prompt": "c85-l2", "model": "anthropic-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "ArcSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "An established player, though it's been less common in newer deployments."}, {"id": "mai-20260917-0816-smoke|c85-l2|challenger-small|Splunk Enterprise Security", "prompt": "c85-l2", "model": "challenger-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Splunk Enterprise Security** if you want the safest default choice for a mature enterprise SOC"}, {"id": "mai-20260917-0816-smoke|c85-l2|challenger-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-l2", "model": "challenger-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Palo Alto Networks Cortex XSIAM** if your priority is consolidating tools and automating more of the security operation"}, {"id": "mai-20260917-0816-smoke|c85-l2|challenger-small|Microsoft Sentinel", "prompt": "c85-l2", "model": "challenger-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Microsoft Sentinel** instead if your company is heavily invested in Microsoft Azure"}, {"id": "mai-20260917-0816-smoke|c85-l2|deepseek-small|Splunk Enterprise Security (ES)", "prompt": "c85-l2", "model": "deepseek-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Enterprise Security (ES)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Splunk Enterprise Security (ES)** as the top choice"}, {"id": "mai-20260917-0816-smoke|c85-l2|deepseek-small|Microsoft Sentinel", "prompt": "c85-l2", "model": "deepseek-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Microsoft Sentinel** as a strong alternative depending on your environment"}, {"id": "mai-20260917-0816-smoke|c85-l2|deepseek-small|IBM QRadar", "prompt": "c85-l2", "model": "deepseek-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**IBM QRadar** — strong for heavily regulated industries with on-prem requirements"}, {"id": "mai-20260917-0816-smoke|c85-l2|deepseek-small|Exabeam", "prompt": "c85-l2", "model": "deepseek-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Exabeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "leaders with strong UEBA (user behavioral analytics)"}, {"id": "mai-20260917-0816-smoke|c85-l2|deepseek-small|Securonix", "prompt": "c85-l2", "model": "deepseek-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Securonix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Exabeam** / **Securonix** — leaders with strong UEBA"}, {"id": "mai-20260917-0816-smoke|c85-l2|deepseek-small|Palo Alto Cortex XSIAM", "prompt": "c85-l2", "model": "deepseek-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Palo Alto Cortex XSIAM** — emerging as a next-gen option"}, {"id": "mai-20260917-0816-smoke|c85-l2|google-small|Microsoft Sentinel", "prompt": "c85-l2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose: Microsoft Sentinel. The native integrations and free ingestion of Microsoft logs make it the most cost-effective and operationally seamless choice."}, {"id": "mai-20260917-0816-smoke|c85-l2|google-small|Google Security Operations (Google SecOps)", "prompt": "c85-l2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Google Security Operations (Google SecOps)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose: Google SecOps. It handles AWS, GCP, and SaaS logs elegantly and scales search speeds"}, {"id": "mai-20260917-0816-smoke|c85-l2|google-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-l2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose: Palo Alto Networks Cortex XSIAM. It is the market leader for transitioning from a standard legacy SIEM"}, {"id": "mai-20260917-0816-smoke|c85-l2|google-small|Splunk Enterprise Security (Cisco Splunk)", "prompt": "c85-l2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Enterprise Security (Cisco Splunk)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Splunk is notoriously expensive to scale, and its licensing model can force companies into difficult compromises"}, {"id": "mai-20260917-0816-smoke|c85-l2|google-small|QRadar", "prompt": "c85-l2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Palo Alto acquired IBM's QRadar SaaS business, making XSIAM the primary upgrade path for legacy QRadar users"}, {"id": "mai-20260917-0816-smoke|c85-l2|meta-small|Splunk Security", "prompt": "c85-l2", "model": "meta-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Splunk Security is a highly recommended security information and event management (SIEM) tool for large B2B companies with thousands of employees"}, {"id": "mai-20260917-0816-smoke|c85-l2|minimax-small|Microsoft Sentinel", "prompt": "c85-l2", "model": "minimax-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd particularly recommend **Microsoft Sentinel** or **IBM QRadar**"}, {"id": "mai-20260917-0816-smoke|c85-l2|minimax-small|IBM QRadar", "prompt": "c85-l2", "model": "minimax-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "IBM QRadar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd particularly recommend **Microsoft Sentinel** or **IBM QRadar**"}, {"id": "mai-20260917-0816-smoke|c85-l2|minimax-small|Splunk Enterprise Security", "prompt": "c85-l2", "model": "minimax-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Industry-leading search capabilities, powerful analytics, flexible deployment options"}, {"id": "mai-20260917-0816-smoke|c85-l2|minimax-small|Securonix", "prompt": "c85-l2", "model": "minimax-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Securonix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong UEBA capabilities, cloud-native architecture, advanced behavioral analytics"}, {"id": "mai-20260917-0816-smoke|c85-l2|mistral-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-l2", "model": "mistral-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recognized as the #1 SIEM solution for enterprises seeking platform consolidation and AI-first automation."}, {"id": "mai-20260917-0816-smoke|c85-l2|mistral-small|RSA NetWitness", "prompt": "c85-l2", "model": "mistral-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "RSA NetWitness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specifically highlighted as best for large enterprises, with both on-premises and cloud versions available."}, {"id": "mai-20260917-0816-smoke|c85-l2|mistral-small|Splunk", "prompt": "c85-l2", "model": "mistral-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top choice for complex security environments, known for its scalability and powerful data analytics capabilities."}, {"id": "mai-20260917-0816-smoke|c85-l2|mistral-small|CrowdStrike Falcon", "prompt": "c85-l2", "model": "mistral-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for large-scale endpoint environments, offering unified threat management"}, {"id": "mai-20260917-0816-smoke|c85-l2|moonshot-small|Splunk Enterprise Security (Cisco)", "prompt": "c85-l2", "model": "moonshot-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Enterprise Security (Cisco)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Choice: Splunk Enterprise Security"}, {"id": "mai-20260917-0816-smoke|c85-l2|moonshot-small|Microsoft Sentinel", "prompt": "c85-l2", "model": "moonshot-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Microsoft Sentinel"}, {"id": "mai-20260917-0816-smoke|c85-l2|moonshot-small|IBM QRadar", "prompt": "c85-l2", "model": "moonshot-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "IBM QRadar - Best for Regulated Industries"}, {"id": "mai-20260917-0816-smoke|c85-l2|moonshot-small|Rapid7 InsightIDR", "prompt": "c85-l2", "model": "moonshot-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider if you need 24/7 SOC coverage (Rapid7 InsightIDR offers this with predictable pricing)"}, {"id": "mai-20260917-0816-smoke|c85-l2|openai-small|Microsoft Sentinel", "prompt": "c85-l2", "model": "openai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one** without more context: **Microsoft Sentinel** for most large B2B companies in 2026"}, {"id": "mai-20260917-0816-smoke|c85-l2|openai-small|Splunk Enterprise Security", "prompt": "c85-l2", "model": "openai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Splunk Enterprise Security** is the strongest \"enterprise-first\" choice when you want the most mature SIEM ecosystem"}, {"id": "mai-20260917-0816-smoke|c85-l2|openai-small|Elastic Security", "prompt": "c85-l2", "model": "openai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Elastic Security** if your team is very technical and wants more control/cost flexibility"}, {"id": "mai-20260917-0816-smoke|c85-l2|xai-small|Splunk Enterprise Security", "prompt": "c85-l2", "model": "xai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Splunk Enterprise Security (now under Cisco) as the top SIEM choice"}, {"id": "mai-20260917-0816-smoke|c85-l2|xai-small|Microsoft Sentinel", "prompt": "c85-l2", "model": "xai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Azure/M365-heavy orgs | Cloud-native, AI analytics... switch to Sentinel if >50% Microsoft"}, {"id": "mai-20260917-0816-smoke|c85-l2|xai-small|Elastic Security", "prompt": "c85-l2", "model": "xai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-sensitive, engineering teams | Open-source flexibility... Requires more build-out"}, {"id": "mai-20260917-0816-smoke|c85-l2|xai-small|Palo Alto Cortex XSIAM", "prompt": "c85-l2", "model": "xai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-first consolidation | XDR+SIEM+SOAR, ML auto-triage"}, {"id": "mai-20260917-0816-smoke|c85-l2|xai-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-l2", "model": "xai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Endpoint-focused | AI threat hunting (Charlotte AI), petabyte ingest"}, {"id": "mai-20260917-0816-smoke|c85-l2|zai-small|Splunk Enterprise Security", "prompt": "c85-l2", "model": "zai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: Splunk Enterprise Security"}, {"id": "mai-20260917-0816-smoke|c85-l2|zai-small|Microsoft Sentinel", "prompt": "c85-l2", "model": "zai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Sentinel** is a strong alternative if your environment is heavily Microsoft-centric"}, {"id": "mai-20260917-0816-smoke|c85-l2|zai-small|IBM QRadar (on-premises)", "prompt": "c85-l2", "model": "zai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "IBM QRadar (on-premises)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "QRadar SaaS and QRadar SOAR reached end-of-life in 2026, so careful licensing and migration planning are required."}, {"id": "mai-20260917-0816-smoke|c85-l2|zai-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-l2", "model": "zai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "suitable if your organization seeks platform consolidation and AI-first automation, but the licensing model is platform-based"}, {"id": "mai-20260917-0816-smoke|c85-l3|alibaba-small|Splunk Enterprise Security", "prompt": "c85-l3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Splunk ES if:** You need unmatched customization... and have skilled staff to manage the complexity."}, {"id": "mai-20260917-0816-smoke|c85-l3|alibaba-small|Microsoft Sentinel", "prompt": "c85-l3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Microsoft Sentinel if:** You are a Microsoft shop (Azure/M365) and want a low-maintenance, cloud-first solution with good pricing."}, {"id": "mai-20260917-0816-smoke|c85-l3|alibaba-small|Palo Alto Cortex XSIAM", "prompt": "c85-l3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Palo Alto Cortex XSIAM if:** You want to consolidate multiple tools"}, {"id": "mai-20260917-0816-smoke|c85-l3|alibaba-small|IBM QRadar", "prompt": "c85-l3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose IBM QRadar if:** You are a legacy enterprise migrating slowly, require strict on-prem controls"}, {"id": "mai-20260917-0816-smoke|c85-l3|alibaba-small|Elastic Security", "prompt": "c85-l3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Technical teams preferring open-source foundations & high customizability."}, {"id": "mai-20260917-0816-smoke|c85-l3|alibaba-small|Google Security Operations", "prompt": "c85-l3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Google Security Operations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Multi-cloud organizations already using Google Cloud/AI."}, {"id": "mai-20260917-0816-smoke|c85-l3|anthropic-small|Splunk Enterprise Security", "prompt": "c85-l3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it's sold as a premium add-on with annual licensing for enterprise deployments commonly running from $75,000 to $300,000 or more"}, {"id": "mai-20260917-0816-smoke|c85-l3|anthropic-small|Microsoft Sentinel", "prompt": "c85-l3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "For organizations already operating within the Microsoft security ecosystem, it's the most natural SIEM choice"}, {"id": "mai-20260917-0816-smoke|c85-l3|anthropic-small|Palo Alto Cortex XSIAM", "prompt": "c85-l3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The major platforms include ... Palo Alto Cortex XSIAM"}, {"id": "mai-20260917-0816-smoke|c85-l3|anthropic-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-l3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "commonly evaluated by organizations already using Falcon endpoint security"}, {"id": "mai-20260917-0816-smoke|c85-l3|anthropic-small|Exabeam Fusion", "prompt": "c85-l3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam Fusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The major platforms include ... Exabeam Fusion"}, {"id": "mai-20260917-0816-smoke|c85-l3|anthropic-small|Elastic Security", "prompt": "c85-l3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "best for organizations replacing legacy SIEM infrastructure"}, {"id": "mai-20260917-0816-smoke|c85-l3|anthropic-small|Securonix", "prompt": "c85-l3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Securonix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The major platforms include ... Securonix"}, {"id": "mai-20260917-0816-smoke|c85-l3|anthropic-small|IBM QRadar", "prompt": "c85-l3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The major platforms include ... IBM QRadar"}, {"id": "mai-20260917-0816-smoke|c85-l3|anthropic-small|SentinelOne Singularity AI SIEM", "prompt": "c85-l3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "SentinelOne Singularity AI SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "provides real-time threat detection across endpoint, cloud, network, identity, and email data"}, {"id": "mai-20260917-0816-smoke|c85-l3|anthropic-small|Rapid7 InsightIDR", "prompt": "c85-l3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "The major platforms include ... Rapid7 InsightIDR"}, {"id": "mai-20260917-0816-smoke|c85-l3|challenger-small|Microsoft Sentinel", "prompt": "c85-l3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloud-native SIEM with strong Microsoft ecosystem integration and AI-assisted operations."}, {"id": "mai-20260917-0816-smoke|c85-l3|challenger-small|Splunk Enterprise Security", "prompt": "c85-l3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deep search, broad integrations, and very flexible analytics for large SOCs."}, {"id": "mai-20260917-0816-smoke|c85-l3|challenger-small|Google Security Operations", "prompt": "c85-l3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Google Security Operations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloud-native SIEM with strong threat intel and AI support"}, {"id": "mai-20260917-0816-smoke|c85-l3|challenger-small|IBM QRadar SIEM", "prompt": "c85-l3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM QRadar SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong correlation and compliance-oriented operations with hybrid deployment support."}, {"id": "mai-20260917-0816-smoke|c85-l3|challenger-small|Palo Alto Cortex XSIAM", "prompt": "c85-l3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Converged **XDR + SIEM + SOAR + ASM** with AI-first automation"}, {"id": "mai-20260917-0816-smoke|c85-l3|challenger-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-l3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Endpoint-led SIEM with natural-language hunting and petabyte-scale ingestion focus."}, {"id": "mai-20260917-0816-smoke|c85-l3|challenger-small|Securonix", "prompt": "c85-l3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Securonix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Behavioral analytics and insider-threat detection are central to the platform."}, {"id": "mai-20260917-0816-smoke|c85-l3|challenger-small|Exabeam", "prompt": "c85-l3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cloud-delivered TDIR with behavior-based timelines and analyst workflows."}, {"id": "mai-20260917-0816-smoke|c85-l3|challenger-small|Elastic Security", "prompt": "c85-l3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cost-per-GB and schema/search flexibility appeal to teams that want control"}, {"id": "mai-20260917-0816-smoke|c85-l3|challenger-small|LogRhythm", "prompt": "c85-l3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "LogRhythm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "LogRhythm is often positioned for structured, compliance-heavy SIEM use."}, {"id": "mai-20260917-0816-smoke|c85-l3|challenger-small|NetWitness", "prompt": "c85-l3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "NetWitness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "NetWitness emphasizes network/packet analysis"}, {"id": "mai-20260917-0816-smoke|c85-l3|challenger-small|Rapid7", "prompt": "c85-l3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Rapid7/others may use **asset-based or monitored-asset** approaches"}, {"id": "mai-20260917-0816-smoke|c85-l3|deepseek-small|Splunk Enterprise Security (Cisco)", "prompt": "c85-l3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security (Cisco)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Large enterprises with mature SOCs... Trade-offs: Expensive at scale and requires dedicated Splunk administrators."}, {"id": "mai-20260917-0816-smoke|c85-l3|deepseek-small|Microsoft Sentinel", "prompt": "c85-l3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Microsoft-centric, cloud-first organizations (Azure, Microsoft 365, Entra ID)."}, {"id": "mai-20260917-0816-smoke|c85-l3|deepseek-small|IBM Security QRadar", "prompt": "c85-l3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM Security QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "IBM has announced end-of-sale for QRadar SaaS... Higher total cost of ownership due to professional-services needs"}, {"id": "mai-20260917-0816-smoke|c85-l3|deepseek-small|Securonix", "prompt": "c85-l3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Securonix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Behavioral analytics and insider-threat detection at scale"}, {"id": "mai-20260917-0816-smoke|c85-l3|deepseek-small|Exabeam", "prompt": "c85-l3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: UEBA, user/entity behavior analytics, and insider-threat detection."}, {"id": "mai-20260917-0816-smoke|c85-l3|deepseek-small|Google Security Operations (SecOps, formerly Chronicle)", "prompt": "c85-l3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Google Security Operations (SecOps, formerly Chronicle)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good fit for cloud-native and multi-cloud organizations."}, {"id": "mai-20260917-0816-smoke|c85-l3|deepseek-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-l3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Enterprises seeking to consolidate SIEM + XDR + SOAR + ASM into one converged, AI-driven platform."}, {"id": "mai-20260917-0816-smoke|c85-l3|deepseek-small|Elastic Security", "prompt": "c85-l3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "open-source/cost-conscious option for technically strong teams"}, {"id": "mai-20260917-0816-smoke|c85-l3|deepseek-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-l3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "per-GB, index-free model for petabyte-scale data"}, {"id": "mai-20260917-0816-smoke|c85-l3|deepseek-small|Sumo Logic", "prompt": "c85-l3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "solid mid-market and niche options"}, {"id": "mai-20260917-0816-smoke|c85-l3|deepseek-small|LogRhythm", "prompt": "c85-l3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "LogRhythm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "solid mid-market and niche options"}, {"id": "mai-20260917-0816-smoke|c85-l3|deepseek-small|Rapid7", "prompt": "c85-l3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "solid mid-market and niche options"}, {"id": "mai-20260917-0816-smoke|c85-l3|deepseek-small|Fortinet", "prompt": "c85-l3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "solid mid-market and niche options"}, {"id": "mai-20260917-0816-smoke|c85-l3|deepseek-small|Devo", "prompt": "c85-l3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Devo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "solid mid-market and niche options"}, {"id": "mai-20260917-0816-smoke|c85-l3|google-small|Splunk Enterprise Security (by Cisco)", "prompt": "c85-l3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security (by Cisco)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a neutral, best-of-breed hub, **Splunk** is still the industry standard."}, {"id": "mai-20260917-0816-smoke|c85-l3|google-small|Microsoft Sentinel", "prompt": "c85-l3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choosing the native platform SIEM (**Microsoft Sentinel** for Azure shops ...) is highly efficient"}, {"id": "mai-20260917-0816-smoke|c85-l3|google-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-l3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cortex XSIAM** for Palo Alto shops) is highly efficient"}, {"id": "mai-20260917-0816-smoke|c85-l3|google-small|Google Security Operations (Google SecOps)", "prompt": "c85-l3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Google Security Operations (Google SecOps)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Securonix** (via Snowflake) or **Google SecOps** typically offer more predictable pricing"}, {"id": "mai-20260917-0816-smoke|c85-l3|google-small|Securonix Unified Defense SIEM", "prompt": "c85-l3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Securonix Unified Defense SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Industry-leading behavioral analytics... offer more predictable pricing"}, {"id": "mai-20260917-0816-smoke|c85-l3|google-small|Exabeam (New-Scale Platform)", "prompt": "c85-l3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam (New-Scale Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ideal For: Mid-to-large enterprises wanting state-of-the-art behavioral analytics with flexible deployment options."}, {"id": "mai-20260917-0816-smoke|c85-l3|meta-small|Microsoft Sentinel", "prompt": "c85-l3", "model": "meta-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include Microsoft Sentinel, Splunk Enterprise Security, IBM QRadar, Palo Alto Cortex XSIAM, and Exabeam."}, {"id": "mai-20260917-0816-smoke|c85-l3|meta-small|Splunk Enterprise Security", "prompt": "c85-l3", "model": "meta-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include Microsoft Sentinel, Splunk Enterprise Security, IBM QRadar, Palo Alto Cortex XSIAM, and Exabeam."}, {"id": "mai-20260917-0816-smoke|c85-l3|meta-small|IBM QRadar", "prompt": "c85-l3", "model": "meta-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include Microsoft Sentinel, Splunk Enterprise Security, IBM QRadar, Palo Alto Cortex XSIAM, and Exabeam."}, {"id": "mai-20260917-0816-smoke|c85-l3|meta-small|Palo Alto Cortex XSIAM", "prompt": "c85-l3", "model": "meta-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top platforms include Microsoft Sentinel, Splunk Enterprise Security, IBM QRadar, Palo Alto Cortex XSIAM, and Exabeam."}, {"id": "mai-20260917-0816-smoke|c85-l3|meta-small|Exabeam", "prompt": "c85-l3", "model": "meta-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top platforms include Microsoft Sentinel, Splunk Enterprise Security, IBM QRadar, Palo Alto Cortex XSIAM, and Exabeam."}, {"id": "mai-20260917-0816-smoke|c85-l3|minimax-small|Microsoft Sentinel", "prompt": "c85-l3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Organizations heavily invested in Microsoft stack"}, {"id": "mai-20260917-0816-smoke|c85-l3|minimax-small|Splunk Enterprise Security", "prompt": "c85-l3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best For: Large enterprises needing flexibility, custom detections, and massive scale"}, {"id": "mai-20260917-0816-smoke|c85-l3|minimax-small|Google Security Operations (Chronicle)", "prompt": "c85-l3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Google Security Operations (Chronicle)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best For: Organizations needing fast queries at scale, Google Cloud users"}, {"id": "mai-20260917-0816-smoke|c85-l3|minimax-small|Securonix", "prompt": "c85-l3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Securonix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best For: Organizations prioritizing behavioral analytics and unified defense"}, {"id": "mai-20260917-0816-smoke|c85-l3|minimax-small|Exabeam", "prompt": "c85-l3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Advanced UEBA, behavioral analytics, New-Scale SIEM architecture"}, {"id": "mai-20260917-0816-smoke|c85-l3|minimax-small|IBM QRadar", "prompt": "c85-l3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Acquired by Palo Alto Networks (August 2024); migration to Cortex XSIAM; QRadar Cloud EOL April 2026"}, {"id": "mai-20260917-0816-smoke|c85-l3|minimax-small|Elastic Security", "prompt": "c85-l3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud-native, open-source roots, cost-effective"}, {"id": "mai-20260917-0816-smoke|c85-l3|minimax-small|LogRhythm", "prompt": "c85-l3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "LogRhythm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Now part of Exabeam post-merger"}, {"id": "mai-20260917-0816-smoke|c85-l3|minimax-small|Rapid7 InsightIDR", "prompt": "c85-l3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong for mid-market"}, {"id": "mai-20260917-0816-smoke|c85-l3|minimax-small|Devo", "prompt": "c85-l3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Devo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Cloud-native, focused on analytics"}, {"id": "mai-20260917-0816-smoke|c85-l3|mistral-small|Splunk Enterprise Security", "prompt": "c85-l3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Splunk is the most flexible and powerful for large, complex environments."}, {"id": "mai-20260917-0816-smoke|c85-l3|mistral-small|Microsoft Sentinel", "prompt": "c85-l3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for organizations already in the Microsoft ecosystem"}, {"id": "mai-20260917-0816-smoke|c85-l3|mistral-small|IBM Security QRadar", "prompt": "c85-l3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM Security QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "IBM QRadar offers the most deployment flexibility."}, {"id": "mai-20260917-0816-smoke|c85-l3|mistral-small|Exabeam Fusion SIEM", "prompt": "c85-l3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam Fusion SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Exabeam and Securonix excel in advanced analytics and behavioral threat detection."}, {"id": "mai-20260917-0816-smoke|c85-l3|mistral-small|Securonix Unified Defense SIEM", "prompt": "c85-l3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Securonix Unified Defense SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Exabeam and Securonix excel in advanced analytics and behavioral threat detection."}, {"id": "mai-20260917-0816-smoke|c85-l3|moonshot-small|Splunk Enterprise Security", "prompt": "c85-l3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Large enterprises with complex use cases... Considerations: High maintenance (like \"owning a Formula 1 car\"), requires skilled administrators, costs can escalate quickly"}, {"id": "mai-20260917-0816-smoke|c85-l3|moonshot-small|Microsoft Sentinel", "prompt": "c85-l3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Microsoft-centric and cloud-first organizations"}, {"id": "mai-20260917-0816-smoke|c85-l3|moonshot-small|IBM Security QRadar", "prompt": "c85-l3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM Security QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Regulated industries (finance, government) requiring compliance reporting"}, {"id": "mai-20260917-0816-smoke|c85-l3|moonshot-small|Google Chronicle (Security Operations)", "prompt": "c85-l3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Google Chronicle (Security Operations)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Cloud-forward enterprises with 100+ GB/day ingestion needs"}, {"id": "mai-20260917-0816-smoke|c85-l3|moonshot-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-l3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Existing Falcon customers; petabyte-scale data needs"}, {"id": "mai-20260917-0816-smoke|c85-l3|moonshot-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-l3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Enterprises seeking converged XDR-SIEM-SOAR-ASM platform"}, {"id": "mai-20260917-0816-smoke|c85-l3|moonshot-small|Exabeam Fusion SIEM", "prompt": "c85-l3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam Fusion SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Organizations prioritizing UEBA"}, {"id": "mai-20260917-0816-smoke|c85-l3|moonshot-small|Rapid7 InsightIDR", "prompt": "c85-l3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Small to midsize orgs needing predictable costs and 24/7 SOC coverage"}, {"id": "mai-20260917-0816-smoke|c85-l3|openai-small|Microsoft Sentinel", "prompt": "c85-l3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for Microsoft environments:** Microsoft Sentinel"}, {"id": "mai-20260917-0816-smoke|c85-l3|openai-small|Splunk Enterprise Security", "prompt": "c85-l3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best for massive flexibility and deep analytics:** Splunk Enterprise Security"}, {"id": "mai-20260917-0816-smoke|c85-l3|openai-small|IBM QRadar", "prompt": "c85-l3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for traditional compliance-heavy SOCs:** IBM QRadar"}, {"id": "mai-20260917-0816-smoke|c85-l3|openai-small|Google Security Operations", "prompt": "c85-l3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Google Security Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for cloud-scale Google-centric security ops:** Google Security Operations"}, {"id": "mai-20260917-0816-smoke|c85-l3|openai-small|Elastic Security", "prompt": "c85-l3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for open/custom engineering approaches:** Elastic Security"}, {"id": "mai-20260917-0816-smoke|c85-l3|openai-small|Exabeam", "prompt": "c85-l3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best fit:** SOCs focused on UEBA, behavioral analytics, and automation."}, {"id": "mai-20260917-0816-smoke|c85-l3|openai-small|LogRhythm", "prompt": "c85-l3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "LogRhythm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Tradeoff:** Less dominant in cloud-native discussions than Sentinel or Google SecOps."}, {"id": "mai-20260917-0816-smoke|c85-l3|xai-small|Splunk Enterprise Security", "prompt": "c85-l3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Splunk Enterprise Security (now under Cisco) – Highest in Gartner's Ability to Execute."}, {"id": "mai-20260917-0816-smoke|c85-l3|xai-small|Microsoft Sentinel", "prompt": "c85-l3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Microsoft Sentinel – Strong vision for cloud-native ops."}, {"id": "mai-20260917-0816-smoke|c85-l3|xai-small|IBM Security QRadar SIEM", "prompt": "c85-l3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM Security QRadar SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "IBM Security QRadar SIEM – Established for hybrid/on-prem."}, {"id": "mai-20260917-0816-smoke|c85-l3|xai-small|Exabeam Fusion SIEM", "prompt": "c85-l3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam Fusion SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Exabeam Fusion SIEM – UEBA and modular analytics focus."}, {"id": "mai-20260917-0816-smoke|c85-l3|xai-small|Securonix", "prompt": "c85-l3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Securonix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Securonix – Cloud analytics leader."}, {"id": "mai-20260917-0816-smoke|c85-l3|xai-small|Elastic Security", "prompt": "c85-l3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Elastic Security (open-source roots, scalable)."}, {"id": "mai-20260917-0816-smoke|c85-l3|xai-small|Sumo Logic", "prompt": "c85-l3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sumo Logic (cloud-native log management)."}, {"id": "mai-20260917-0816-smoke|c85-l3|xai-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-l3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Palo Alto Networks Cortex XSIAM (converged SIEM/XDR/SOAR)."}, {"id": "mai-20260917-0816-smoke|c85-l3|xai-small|Google Security Operations (Chronicle)", "prompt": "c85-l3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Google Security Operations (Chronicle)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Google Security Operations (Chronicle) – Emerging for unlimited ingestion."}, {"id": "mai-20260917-0816-smoke|c85-l3|zai-small|Splunk Enterprise Security (Cisco)", "prompt": "c85-l3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security (Cisco)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Large enterprise, massive data volumes, existing Splunk expertise** | **Splunk Enterprise Security** | Proven scalability, deepest integration ecosystem"}, {"id": "mai-20260917-0816-smoke|c85-l3|zai-small|Microsoft Sentinel", "prompt": "c85-l3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft\\u2011centric organization, cloud\\u2011first** | **Microsoft Sentinel** | Free M365/Entra ingestion, tight Azure integration"}, {"id": "mai-20260917-0816-smoke|c85-l3|zai-small|IBM QRadar", "prompt": "c85-l3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Regulated industry (finance, government) needing on\\u2011prem compliance reports** | **IBM QRadar**"}, {"id": "mai-20260917-0816-smoke|c85-l3|zai-small|Securonix", "prompt": "c85-l3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Securonix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Insider\\u2011threat or privileged\\u2011account governance focus** | **Securonix** | Advanced UEBA"}, {"id": "mai-20260917-0816-smoke|c85-l3|zai-small|Exabeam Fusion SIEM", "prompt": "c85-l3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam Fusion SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Lean SOC wanting AI\\u2011assisted detection & case management** | **Exabeam Fusion SIEM**"}, {"id": "mai-20260917-0816-smoke|c85-l3|zai-small|Sumo Logic", "prompt": "c85-l3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**MSP or lean IT needing managed service** | **Sumo Logic**"}, {"id": "mai-20260917-0816-smoke|c85-l3|zai-small|Rapid7 InsightIDR", "prompt": "c85-l3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Organizations that need a unified view of vulnerabilities, logs, and alerts."}, {"id": "mai-20260917-0816-smoke|c85-l3|zai-small|LogRhythm", "prompt": "c85-l3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "LogRhythm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mature on\\u2011prem SIEM, strong compliance and network\\u2011telemetry handling"}, {"id": "mai-20260917-0816-smoke|c85-l3|zai-small|Elastic Security", "prompt": "c85-l3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Engineering\\u2011driven team, open\\u2011source preference, self\\u2011hosting** | **Elastic Security**"}, {"id": "mai-20260917-0816-smoke|c85-l3|zai-small|CrowdStrike Falcon LogScale", "prompt": "c85-l3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon LogScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**CrowdStrike Falcon EDR environment seeking unified log analytics** | **CrowdStrike Falcon LogScale**"}, {"id": "mai-20260917-0816-smoke|c85-l3|zai-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-l3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Palo Alto Networks XDR + endpoint stack** | **Cortex XSIAM** | Converged SIEM\\u2011XDR\\u2011SOAR"}, {"id": "mai-20260917-0816-smoke|c85-l3|zai-small|Google Chronicle", "prompt": "c85-l3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Google Chronicle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Google Workspace / Google Cloud heavy** | **Google Chronicle** | Native integration with Google services"}, {"id": "mai-20260917-0816-smoke|c85-l3|zai-small|Logpoint", "prompt": "c85-l3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Logpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Mid\\u2011market enterprises seeking a balance between cost and ease of use."}, {"id": "mai-20260917-0816-smoke|c85-l3|zai-small|Huntress Managed SIEM", "prompt": "c85-l3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Managed SOC / MSPs** \\u2192 Sumo Logic, CrowdStrike LogScale, Huntress Managed SIEM"}, {"id": "mai-20260917-0816-smoke|c85-l4|alibaba-small|Splunk Enterprise Security", "prompt": "c85-l4", "model": "alibaba-small", "cat": "siem-platforms", "variant": "budget", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "rely heavily on **per-GB ingestion**. While they are powerful, they are notoriously difficult to budget for at scale"}, {"id": "mai-20260917-0816-smoke|c85-l4|alibaba-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-l4", "model": "alibaba-small", "cat": "siem-platforms", "variant": "budget", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Palo Alto Networks Cortex XSIAM (Top Recommendation)"}, {"id": "mai-20260917-0816-smoke|c85-l4|alibaba-small|IBM QRadar", "prompt": "c85-l4", "model": "alibaba-small", "cat": "siem-platforms", "variant": "budget", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "QRadar's on-premise model is distinct"}, {"id": "mai-20260917-0816-smoke|c85-l4|alibaba-small|Microsoft Sentinel", "prompt": "c85-l4", "model": "alibaba-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft Sentinel (Conditional Choice)"}, {"id": "mai-20260917-0816-smoke|c85-l4|alibaba-small|Google Chronicle", "prompt": "c85-l4", "model": "alibaba-small", "cat": "siem-platforms", "variant": "budget", "raw": "Google Chronicle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "notoriously difficult to budget for at scale"}, {"id": "mai-20260917-0816-smoke|c85-l4|anthropic-small|Rapid7 InsightIDR", "prompt": "c85-l4", "model": "anthropic-small", "cat": "siem-platforms", "variant": "budget", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Blumira's flat per-employee model or Rapid7's asset-based pricing** would be your strongest options for predictable budgeting"}, {"id": "mai-20260917-0816-smoke|c85-l4|anthropic-small|Blumira", "prompt": "c85-l4", "model": "anthropic-small", "cat": "siem-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Blumira's flat per-employee model or Rapid7's asset-based pricing** would be your strongest options for predictable budgeting"}, {"id": "mai-20260917-0816-smoke|c85-l4|anthropic-small|Microsoft Sentinel", "prompt": "c85-l4", "model": "anthropic-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing is ingestion-based, which creates predictable costs at lower volumes but can scale significantly as environments grow"}, {"id": "mai-20260917-0816-smoke|c85-l4|challenger-small|Rapid7 InsightIDR", "prompt": "c85-l4", "model": "challenger-small", "cat": "siem-platforms", "variant": "budget", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would pick **Rapid7 InsightIDR** first"}, {"id": "mai-20260917-0816-smoke|c85-l4|challenger-small|Microsoft Sentinel", "prompt": "c85-l4", "model": "challenger-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its cost is still driven by ingestion, so it is *less predictable* than user- or asset-based models"}, {"id": "mai-20260917-0816-smoke|c85-l4|challenger-small|Google Security Operations", "prompt": "c85-l4", "model": "challenger-small", "cat": "siem-platforms", "variant": "budget", "raw": "Google Security Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Google Security Operations** as the strongest alternative"}, {"id": "mai-20260917-0816-smoke|c85-l4|challenger-small|ManageEngine Log360", "prompt": "c85-l4", "model": "challenger-small", "cat": "siem-platforms", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong if you want **device/log-source-based pricing with unlimited users** and a lower-TCO model"}, {"id": "mai-20260917-0816-smoke|c85-l4|challenger-small|Palo Alto Cortex XSIAM", "prompt": "c85-l4", "model": "challenger-small", "cat": "siem-platforms", "variant": "budget", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the results do not present it as the clearest predictable-cost option versus asset- or user-based models"}, {"id": "mai-20260917-0816-smoke|c85-l4|deepseek-small|Splunk", "prompt": "c85-l4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid volume-metered platforms (Splunk ES, Sentinel, QRadar, Datadog)"}, {"id": "mai-20260917-0816-smoke|c85-l4|deepseek-small|Microsoft Sentinel", "prompt": "c85-l4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid volume-metered platforms (Splunk ES, Sentinel, QRadar, Datadog)"}, {"id": "mai-20260917-0816-smoke|c85-l4|deepseek-small|Datadog", "prompt": "c85-l4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid volume-metered platforms (Splunk ES, Sentinel, QRadar, Datadog)"}, {"id": "mai-20260917-0816-smoke|c85-l4|deepseek-small|Google Security Operations (Chronicle / SecOps)", "prompt": "c85-l4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Google Security Operations (Chronicle / SecOps)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Google SecOps (Chronicle)** is the best fit"}, {"id": "mai-20260917-0816-smoke|c85-l4|deepseek-small|Exabeam (Fusion / New-Scale)", "prompt": "c85-l4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Exabeam (Fusion / New-Scale)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Exabeam** is the strongest alternative"}, {"id": "mai-20260917-0816-smoke|c85-l4|deepseek-small|Bloo", "prompt": "c85-l4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Bloo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "costs scale with *time*, not volume; fully flat even at 5 TB/day"}, {"id": "mai-20260917-0816-smoke|c85-l4|deepseek-small|Palo Alto Cortex XSIAM", "prompt": "c85-l4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "sold via custom quotes based on endpoints/volume, so less inherently predictable"}, {"id": "mai-20260917-0816-smoke|c85-l4|deepseek-small|QRadar", "prompt": "c85-l4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid volume-metered platforms (Splunk ES, Sentinel, QRadar, Datadog)"}, {"id": "mai-20260917-0816-smoke|c85-l4|google-small|Splunk", "prompt": "c85-l4", "model": "google-small", "cat": "siem-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "In traditional volume-based SIEM models (such as Splunk or Microsoft Sentinel's standard pay-as-you-go), costs scale linearly with data volume."}, {"id": "mai-20260917-0816-smoke|c85-l4|google-small|Microsoft Sentinel", "prompt": "c85-l4", "model": "google-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as Splunk or Microsoft Sentinel's standard pay-as-you-go), costs scale linearly with data volume"}, {"id": "mai-20260917-0816-smoke|c85-l4|google-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-l4", "model": "google-small", "cat": "siem-platforms", "variant": "budget", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Because pricing is directly tied to your organizational headcount ... your SIEM license costs remain perfectly flat and predictable year-over-year."}, {"id": "mai-20260917-0816-smoke|c85-l4|google-small|Exabeam New-Scale Fusion", "prompt": "c85-l4", "model": "google-small", "cat": "siem-platforms", "variant": "budget", "raw": "Exabeam New-Scale Fusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Exabeam has long championed a commercial model that decouples cost from data volume."}, {"id": "mai-20260917-0816-smoke|c85-l4|google-small|Securonix", "prompt": "c85-l4", "model": "google-small", "cat": "siem-platforms", "variant": "budget", "raw": "Securonix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Hybrid-cloud enterprises requiring advanced analytics and a \"Bring Your Own Cloud\" data strategy."}, {"id": "mai-20260917-0816-smoke|c85-l4|google-small|Blumira", "prompt": "c85-l4", "model": "google-small", "cat": "siem-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Blumira is highly transparent and offers strict per-employee, monthly flat-rate pricing"}, {"id": "mai-20260917-0816-smoke|c85-l4|google-small|Google Security Operations", "prompt": "c85-l4", "model": "google-small", "cat": "siem-platforms", "variant": "budget", "raw": "Google Security Operations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you are looking at Google Security Operations (formerly Chronicle, which transitioned from employee-based to a GB-data cap model), look into their Data Benefit Program."}, {"id": "mai-20260917-0816-smoke|c85-l4|meta-small|Rapid7 InsightIDR", "prompt": "c85-l4", "model": "meta-small", "cat": "siem-platforms", "variant": "budget", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SIEM platform for a large company that needs predictable total cost across thousands of users is Rapid7 InsightIDR"}, {"id": "mai-20260917-0816-smoke|c85-l4|minimax-small|Google Chronicle", "prompt": "c85-l4", "model": "minimax-small", "cat": "siem-platforms", "variant": "budget", "raw": "Google Chronicle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google Chronicle** or **Exabeam** would be the best choices for cost predictability"}, {"id": "mai-20260917-0816-smoke|c85-l4|minimax-small|Exabeam", "prompt": "c85-l4", "model": "minimax-small", "cat": "siem-platforms", "variant": "budget", "raw": "Exabeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Google Chronicle** or **Exabeam** would be the best choices for cost predictability"}, {"id": "mai-20260917-0816-smoke|c85-l4|minimax-small|Blumira", "prompt": "c85-l4", "model": "minimax-small", "cat": "siem-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flat monthly rate based on seats... No limits on data ingestion, predictable seating-based costs"}, {"id": "mai-20260917-0816-smoke|c85-l4|minimax-small|Splunk", "prompt": "c85-l4", "model": "minimax-small", "cat": "siem-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid if you need predictability**: Traditional per-GB pricing models (like older Splunk pricing..."}, {"id": "mai-20260917-0816-smoke|c85-l4|minimax-small|Microsoft Sentinel", "prompt": "c85-l4", "model": "minimax-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid if you need predictability... Microsoft Sentinel pay-as-you-go) can become unpredictable"}, {"id": "mai-20260917-0816-smoke|c85-l4|mistral-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-l4", "model": "mistral-small", "cat": "siem-platforms", "variant": "budget", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "user-based or flat-rate SIEM platforms like Palo Alto Cortex XSIAM, Rapid7 InsightIDR, or Securonix Unified Defense SIEM** are the best choices"}, {"id": "mai-20260917-0816-smoke|c85-l4|mistral-small|Rapid7 InsightIDR", "prompt": "c85-l4", "model": "mistral-small", "cat": "siem-platforms", "variant": "budget", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Uses monitored assets or user-based pricing, with managed detection services included, which helps keep costs predictable for large teams."}, {"id": "mai-20260917-0816-smoke|c85-l4|mistral-small|Securonix Unified Defense SIEM", "prompt": "c85-l4", "model": "mistral-small", "cat": "siem-platforms", "variant": "budget", "raw": "Securonix Unified Defense SIEM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "pricing models that can be tailored for large enterprises with complex needs"}, {"id": "mai-20260917-0816-smoke|c85-l4|moonshot-small|Google Security Operations (Chronicle)", "prompt": "c85-l4", "model": "moonshot-small", "cat": "siem-platforms", "variant": "budget", "raw": "Google Security Operations (Chronicle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Google Security Operations (Chronicle)**"}, {"id": "mai-20260917-0816-smoke|c85-l4|moonshot-small|Rapid7 InsightIDR", "prompt": "c85-l4", "model": "moonshot-small", "cat": "siem-platforms", "variant": "budget", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Rapid7 InsightIDR**"}, {"id": "mai-20260917-0816-smoke|c85-l4|moonshot-small|Microsoft Sentinel", "prompt": "c85-l4", "model": "moonshot-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Consider with Caution: **Microsoft Sentinel**"}, {"id": "mai-20260917-0816-smoke|c85-l4|moonshot-small|Splunk", "prompt": "c85-l4", "model": "moonshot-small", "cat": "siem-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid for Predictable Costs: **Splunk**"}, {"id": "mai-20260917-0816-smoke|c85-l4|openai-small|Microsoft Sentinel", "prompt": "c85-l4", "model": "openai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Microsoft Sentinel with commitment-tier pricing**"}, {"id": "mai-20260917-0816-smoke|c85-l4|openai-small|Google Security Operations", "prompt": "c85-l4", "model": "openai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Google Security Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for high-volume ingestion with packaged offerings:** **Google Security Operations**"}, {"id": "mai-20260917-0816-smoke|c85-l4|openai-small|Splunk Cloud Platform", "prompt": "c85-l4", "model": "openai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Splunk Cloud Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Splunk Cloud** only if you already have a strong Splunk operation and can tightly control ingest"}, {"id": "mai-20260917-0816-smoke|c85-l4|openai-small|IBM QRadar", "prompt": "c85-l4", "model": "openai-small", "cat": "siem-platforms", "variant": "budget", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can work, but its pricing is typically less compelling for \"predictable at scale\""}, {"id": "mai-20260917-0816-smoke|c85-l4|xai-small|Rapid7 InsightIDR", "prompt": "c85-l4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rapid7 InsightIDR stands out as the best SIEM platform for a large company prioritizing predictable total costs"}, {"id": "mai-20260917-0816-smoke|c85-l4|xai-small|Palo Alto Cortex XSIAM", "prompt": "c85-l4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Platform licensing (not volume-based) | High (fixed platform fee)"}, {"id": "mai-20260917-0816-smoke|c85-l4|xai-small|Microsoft Sentinel", "prompt": "c85-l4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid per-GB/EPS models (Splunk, Sentinel, Elastic) as they scale poorly with user growth"}, {"id": "mai-20260917-0816-smoke|c85-l4|xai-small|Splunk Enterprise Security", "prompt": "c85-l4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Low (escalates w/ volume) ... frequent 5\\u201310x overruns reported"}, {"id": "mai-20260917-0816-smoke|c85-l4|xai-small|Elastic Security", "prompt": "c85-l4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Elastic Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid per-GB/EPS models (Splunk, Sentinel, Elastic) as they scale poorly"}, {"id": "mai-20260917-0816-smoke|c85-l4|xai-small|IBM QRadar", "prompt": "c85-l4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "On-prem/hybrid; bursts during incidents hurt."}, {"id": "mai-20260917-0816-smoke|c85-l4|xai-small|ManageEngine Log360", "prompt": "c85-l4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "SMB-to-mid; less proven at ultra-large scale."}, {"id": "mai-20260917-0816-smoke|c85-l4|zai-small|Splunk", "prompt": "c85-l4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid Splunk/QRadar** unless you have a specific requirement for on-premise deployment"}, {"id": "mai-20260917-0816-smoke|c85-l4|zai-small|IBM QRadar", "prompt": "c85-l4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the traditional market leaders (like Splunk or IBM QRadar) are likely the wrong choice"}, {"id": "mai-20260917-0816-smoke|c85-l4|zai-small|Blumira", "prompt": "c85-l4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Top Recommendation: Blumira ... currently the strongest match for your specific criteria"}, {"id": "mai-20260917-0816-smoke|c85-l4|zai-small|Google Chronicle", "prompt": "c85-l4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Google Chronicle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"High Volume\" Alternative: Google Chronicle"}, {"id": "mai-20260917-0816-smoke|c85-l4|zai-small|Rapid7 InsightIDR", "prompt": "c85-l4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"Asset-Based\" Alternative: Rapid7 InsightIDR ... Rapid7 is a strong option"}, {"id": "mai-20260917-0816-smoke|c85-l4|zai-small|Microsoft Sentinel", "prompt": "c85-l4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it is still volume-based ... your bill will spike unpredictably"}, {"id": "mai-20260917-0816-smoke|c85-l5|deepseek-small|Microsoft Sentinel", "prompt": "c85-l5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cloud-native** (e.g., Microsoft Sentinel, CrowdStrike Next-Gen SIEM, Google SecOps, Exabeam, Securonix) — fastest to stand up"}, {"id": "mai-20260917-0816-smoke|c85-l5|deepseek-small|CrowdStrike Next-Gen SIEM", "prompt": "c85-l5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "CrowdStrike Next-Gen SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cloud-native** (e.g., Microsoft Sentinel, CrowdStrike Next-Gen SIEM, Google SecOps, Exabeam, Securonix)"}, {"id": "mai-20260917-0816-smoke|c85-l5|deepseek-small|Google SecOps", "prompt": "c85-l5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Google SecOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cloud-native** (e.g., Microsoft Sentinel, CrowdStrike Next-Gen SIEM, Google SecOps, Exabeam, Securonix)"}, {"id": "mai-20260917-0816-smoke|c85-l5|deepseek-small|Exabeam", "prompt": "c85-l5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Cloud-native** (e.g., Microsoft Sentinel, CrowdStrike Next-Gen SIEM, Google SecOps, Exabeam, Securonix)"}, {"id": "mai-20260917-0816-smoke|c85-l5|deepseek-small|Securonix", "prompt": "c85-l5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Securonix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cloud-native** (e.g., ... Exabeam, Securonix) — fastest to stand up"}, {"id": "mai-20260917-0816-smoke|c85-l5|deepseek-small|Splunk Enterprise Security", "prompt": "c85-l5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**On-prem/hybrid** (e.g., Splunk Enterprise Security, Elastic) — more control for regulated data, but higher ops burden and cost."}, {"id": "mai-20260917-0816-smoke|c85-l5|deepseek-small|Elastic", "prompt": "c85-l5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**On-prem/hybrid** (e.g., Splunk Enterprise Security, Elastic) — more control for regulated data, but higher ops burden and cost."}, {"id": "mai-20260917-0816-smoke|c85-l5|deepseek-small|Palo Alto", "prompt": "c85-l5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "evaluated CrowdStrike, Elastic, Exabeam, Google, Microsoft, Palo Alto, Rapid7, Securonix, Splunk, and Sumo Logic — a good shortlist starting point"}, {"id": "mai-20260917-0816-smoke|c85-l5|deepseek-small|Rapid7", "prompt": "c85-l5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "evaluated CrowdStrike, Elastic, Exabeam, Google, Microsoft, Palo Alto, Rapid7, Securonix, Splunk, and Sumo Logic"}, {"id": "mai-20260917-0816-smoke|c85-l5|deepseek-small|Sumo Logic", "prompt": "c85-l5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "evaluated CrowdStrike, Elastic, Exabeam, Google, Microsoft, Palo Alto, Rapid7, Securonix, Splunk, and Sumo Logic — a good shortlist starting point"}, {"id": "mai-20260917-0816-smoke|c85-l5|minimax-small|Microsoft Sentinel", "prompt": "c85-l5", "model": "minimax-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If Microsoft-centric:** Sentinel offers the best value with built-in compliance workbooks and deep Entra/Defender integration."}, {"id": "mai-20260917-0816-smoke|c85-l5|minimax-small|Splunk Enterprise Security", "prompt": "c85-l5", "model": "minimax-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "provides the broadest ecosystem but at higher cost ($150-$225/GB/day)"}, {"id": "mai-20260917-0816-smoke|c85-l5|minimax-small|IBM QRadar Suite", "prompt": "c85-l5", "model": "minimax-small", "cat": "siem-platforms", "variant": "scale", "raw": "IBM QRadar Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **IBM QRadar Suite** | Hybrid environments | Strong on-prem support, Watson AI |"}, {"id": "mai-20260917-0816-smoke|c85-l5|minimax-small|Securonix Unified Defense SIEM", "prompt": "c85-l5", "model": "minimax-small", "cat": "siem-platforms", "variant": "scale", "raw": "Securonix Unified Defense SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Securonix Unified Defense SIEM** | Advanced threat detection | UEBA included"}, {"id": "mai-20260917-0816-smoke|c85-l5|minimax-small|Elastic Security", "prompt": "c85-l5", "model": "minimax-small", "cat": "siem-platforms", "variant": "scale", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If budget-conscious:** Elastic Security offers strong compliance templates at lower entry price."}, {"id": "mai-20260917-0816-smoke|c85-l5|minimax-small|UnderDefense", "prompt": "c85-l5", "model": "minimax-small", "cat": "siem-platforms", "variant": "scale", "raw": "UnderDefense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "evaluate managed SIEM providers like UnderDefense, Expel, or CrowdStrike Falcon Guardian"}, {"id": "mai-20260917-0816-smoke|c85-l5|minimax-small|Expel", "prompt": "c85-l5", "model": "minimax-small", "cat": "siem-platforms", "variant": "scale", "raw": "Expel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "evaluate managed SIEM providers like UnderDefense, Expel, or CrowdStrike Falcon Guardian"}, {"id": "mai-20260917-0816-smoke|c85-l5|minimax-small|CrowdStrike Falcon Guardian", "prompt": "c85-l5", "model": "minimax-small", "cat": "siem-platforms", "variant": "scale", "raw": "CrowdStrike Falcon Guardian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "evaluate managed SIEM providers like UnderDefense, Expel, or CrowdStrike Falcon Guardian"}, {"id": "mai-20260917-0816-smoke|c85-l5|mistral-small|Splunk", "prompt": "c85-l5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Splunk** | Highly customizable, strong analytics, large ecosystem | Expensive, complex for beginners"}, {"id": "mai-20260917-0816-smoke|c85-l5|mistral-small|Microsoft Sentinel", "prompt": "c85-l5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Microsoft Sentinel** | Tight Azure integration, cost-effective, built-in SOAR | Less mature for non-Microsoft environments"}, {"id": "mai-20260917-0816-smoke|c85-l5|mistral-small|IBM QRadar", "prompt": "c85-l5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "IBM QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**IBM QRadar** | Strong correlation, enterprise-grade | Steep learning curve, legacy UI"}, {"id": "mai-20260917-0816-smoke|c85-l5|mistral-small|Elastic Security", "prompt": "c85-l5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Elastic Security** | Open-source roots, flexible, cost-effective | Requires more setup and maintenance"}, {"id": "mai-20260917-0816-smoke|c85-l5|mistral-small|Sumo Logic", "prompt": "c85-l5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Sumo Logic** | Cloud-native, scalable, good for DevOps | Less mature for traditional SOCs"}, {"id": "mai-20260917-0816-smoke|c85-l5|mistral-small|Palo Alto Cortex XSOAR", "prompt": "c85-l5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Primarily focused on response, not full SIEM"}, {"id": "mai-20260917-0816-smoke|c85-l5|mistral-small|Exabeam", "prompt": "c85-l5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Exabeam** | UEBA, strong for insider threats | Less mature for cloud-native environments"}, {"id": "mai-20260917-0816-smoke|c85-l5|moonshot-small|Microsoft Sentinel", "prompt": "c85-l5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If heavily Microsoft/Azure → **Microsoft Sentinel**"}, {"id": "mai-20260917-0816-smoke|c85-l5|moonshot-small|Splunk Enterprise Security", "prompt": "c85-l5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If hybrid/multi-cloud with mature SOC → **Splunk**"}, {"id": "mai-20260917-0816-smoke|c85-l5|moonshot-small|IBM QRadar", "prompt": "c85-l5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If compliance-heavy regulated industry → **IBM QRadar**"}, {"id": "mai-20260917-0816-smoke|c85-l5|moonshot-small|Sumo Logic", "prompt": "c85-l5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud-first, reduced operational burden | Volume-based"}, {"id": "mai-20260917-0816-smoke|c85-l5|moonshot-small|Elastic Security", "prompt": "c85-l5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cost-conscious with engineering resources | Free (self-hosted)"}, {"id": "mai-20260917-0816-smoke|c85-l5|xai-small|Splunk Enterprise Security (Cisco)", "prompt": "c85-l5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk Enterprise Security (Cisco)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist 3-5: Splunk (ecosystem king)"}, {"id": "mai-20260917-0816-smoke|c85-l5|xai-small|Microsoft Sentinel", "prompt": "c85-l5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sentinel (if Microsoft-heavy)"}, {"id": "mai-20260917-0816-smoke|c85-l5|xai-small|Palo Alto Cortex XSIAM", "prompt": "c85-l5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cortex XSIAM (AI/consolidation)"}, {"id": "mai-20260917-0816-smoke|c85-l5|xai-small|IBM QRadar", "prompt": "c85-l5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "IBM QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "established vendors like Splunk Enterprise Security (Cisco), Microsoft Sentinel, Palo Alto Cortex XSIAM, IBM QRadar, or Exabeam Fusion"}, {"id": "mai-20260917-0816-smoke|c85-l5|xai-small|Exabeam Fusion", "prompt": "c85-l5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Exabeam Fusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Exabeam (UEBA)"}, {"id": "mai-20260917-0816-smoke|c85-l5|xai-small|Rapid7 InsightIDR", "prompt": "c85-l5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rapid7 InsightIDR (predictable costs)"}, {"id": "mai-20260917-0816-smoke|c85-l6|alibaba-small|ELK Stack", "prompt": "c85-l6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "ELK Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid unless you have a specialized \"Platform Engineering\" team"}, {"id": "mai-20260917-0816-smoke|c85-l6|alibaba-small|Wazuh", "prompt": "c85-l6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "Wazuh", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The \"Hidden Cost\" of Open Source (e.g., ELK Stack, Wazuh) ... **Verdict:** Avoid unless"}, {"id": "mai-20260917-0816-smoke|c85-l6|alibaba-small|Elasticsearch", "prompt": "c85-l6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "Elasticsearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "tools like Elasticsearch (the backbone of ELK) are excellent databases, marketing them as \"free SIEMs\" is a trap for large enterprises"}, {"id": "mai-20260917-0816-smoke|c85-l6|alibaba-small|ManageEngine", "prompt": "c85-l6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mid-Market \"Ceiling\" Platforms (e.g., ManageEngine, LogPoint, SolarWinds) ... may exhibit performance bottlenecks"}, {"id": "mai-20260917-0816-smoke|c85-l6|alibaba-small|LogPoint", "prompt": "c85-l6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Mid-Market \"Ceiling\" Platforms (e.g., ManageEngine, LogPoint, SolarWinds)"}, {"id": "mai-20260917-0816-smoke|c85-l6|alibaba-small|SolarWinds", "prompt": "c85-l6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Mid-Market \"Ceiling\" Platforms (e.g., ManageEngine, LogPoint, SolarWinds)"}, {"id": "mai-20260917-0816-smoke|c85-l6|alibaba-small|AWS GuardDuty", "prompt": "c85-l6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "AWS GuardDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Relying solely on native, single-cloud security services to act as your primary SIEM ... you lose centralized visibility"}, {"id": "mai-20260917-0816-smoke|c85-l6|alibaba-small|Azure Defender", "prompt": "c85-l6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "Azure Defender", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Proprietary \"Walled Garden\" Cloud Tools (Native AWS GuardDuty / Azure Defender)"}, {"id": "mai-20260917-0816-smoke|c85-l6|alibaba-small|ArcSight", "prompt": "c85-l6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "ArcSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Legacy On-Premise Monoliths (Pre-Modernized ArcSight/Qradar) ... Rigid upgrade paths"}, {"id": "mai-20260917-0816-smoke|c85-l6|alibaba-small|Qradar", "prompt": "c85-l6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "Qradar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Legacy On-Premise Monoliths (Pre-Modernized ArcSight/Qradar)"}, {"id": "mai-20260917-0816-smoke|c85-l6|alibaba-small|Datadog", "prompt": "c85-l6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "While some eventually become market leaders (like Datadog)"}, {"id": "mai-20260917-0816-smoke|c85-l6|anthropic-small|IBM QRadar", "prompt": "c85-l6", "model": "anthropic-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "This acquisition-related uncertainty makes it risky for enterprises planning long-term deployments."}, {"id": "mai-20260917-0816-smoke|c85-l6|anthropic-small|Cortex XSIAM", "prompt": "c85-l6", "model": "anthropic-small", "cat": "siem-platforms", "variant": "negative", "raw": "Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "migrate to Palo Alto's Cortex XSIAM, or select an alternative platform"}, {"id": "mai-20260917-0816-smoke|c85-l6|anthropic-small|Splunk", "prompt": "c85-l6", "model": "anthropic-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "roadmap decisions now run through a networking-infrastructure parent company rather than a dedicated SIEM vendor"}, {"id": "mai-20260917-0816-smoke|c85-l6|challenger-small|Splunk Enterprise Security", "prompt": "c85-l6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "ingest-based licensing is repeatedly called out as a common source of cost overruns, and it requires dedicated expertise to run well"}, {"id": "mai-20260917-0816-smoke|c85-l6|challenger-small|IBM QRadar", "prompt": "c85-l6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "multiple sources note concerns around third-party integrations and a steeper learning curve for the UI"}, {"id": "mai-20260917-0816-smoke|c85-l6|challenger-small|LogRhythm", "prompt": "c85-l6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "users explicitly advising others to avoid it... the safest \"avoid unless you have a specific reason\" list... would be LogRhythm first"}, {"id": "mai-20260917-0816-smoke|c85-l6|challenger-small|Elastic Security", "prompt": "c85-l6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "Elastic Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Flexible, but often a better fit for engineering-led teams than for enterprises wanting a highly turnkey SIEM"}, {"id": "mai-20260917-0816-smoke|c85-l6|deepseek-small|Securonix", "prompt": "c85-l6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Outright: Securonix (Next-Gen SIEM)"}, {"id": "mai-20260917-0816-smoke|c85-l6|deepseek-small|LogRhythm", "prompt": "c85-l6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Outright: LogRhythm (Legacy SIEM)"}, {"id": "mai-20260917-0816-smoke|c85-l6|deepseek-small|Exabeam", "prompt": "c85-l6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "LogRhythm recently merged with Exabeam, creating significant roadmap uncertainty"}, {"id": "mai-20260917-0816-smoke|c85-l6|deepseek-small|FortiSIEM", "prompt": "c85-l6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "FortiSIEM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid Outright (For Non-Fortinet Shops): FortiSIEM ... If you aren't all-Fortinet, avoid this."}, {"id": "mai-20260917-0816-smoke|c85-l6|deepseek-small|IBM QRadar", "prompt": "c85-l6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Caution: IBM QRadar (Legacy Architecture) ... Far too slow to adapt to modern cloud-scale telemetry."}, {"id": "mai-20260917-0816-smoke|c85-l6|deepseek-small|Splunk Enterprise Security (ES)", "prompt": "c85-l6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise Security (ES)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Caution (Primarily for Cost): Splunk Enterprise Security (ES) ... its cost model is a **trap** for large enterprises"}, {"id": "mai-20260917-0816-smoke|c85-l6|deepseek-small|ArcSight", "prompt": "c85-l6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "ArcSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Legacy On-Prem \"Big Iron\" SIEMs (ArcSight, Qradar, LogRhythm) ... is a red flag for a modern enterprise"}, {"id": "mai-20260917-0816-smoke|c85-l6|deepseek-small|Microsoft Sentinel", "prompt": "c85-l6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Prioritize a platform that supports \"detection as code\" and AI-driven normalization** (e.g., Microsoft Sentinel, Elastic SIEM, or CrowdStrike)"}, {"id": "mai-20260917-0816-smoke|c85-l6|deepseek-small|Elastic SIEM", "prompt": "c85-l6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Elastic SIEM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "(e.g., Microsoft Sentinel, Elastic SIEM, or CrowdStrike) over legacy, monolithic appliances"}, {"id": "mai-20260917-0816-smoke|c85-l6|deepseek-small|CrowdStrike", "prompt": "c85-l6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "(e.g., Microsoft Sentinel, Elastic SIEM, or CrowdStrike) over legacy, monolithic appliances"}, {"id": "mai-20260917-0816-smoke|c85-l6|google-small|IBM QRadar", "prompt": "c85-l6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Starting a *new* deployment of QRadar is highly discouraged."}, {"id": "mai-20260917-0816-smoke|c85-l6|google-small|Cortex XSIAM", "prompt": "c85-l6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "migrating those cloud customers to its own **Cortex XSIAM** platform"}, {"id": "mai-20260917-0816-smoke|c85-l6|google-small|LogRhythm", "prompt": "c85-l6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Purchasing legacy LogRhythm as a fresh, long-term enterprise solution is highly risky."}, {"id": "mai-20260917-0816-smoke|c85-l6|google-small|Exabeam", "prompt": "c85-l6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "their primary innovation and engineering focus is heavily directed toward Exabeam's cloud-native **New-Scale Platform**"}, {"id": "mai-20260917-0816-smoke|c85-l6|google-small|OpenText ArcSight", "prompt": "c85-l6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "OpenText ArcSight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Large enterprises should actively seek migration pathways away from legacy ArcSight environments rather than renewing them."}, {"id": "mai-20260917-0816-smoke|c85-l6|google-small|Splunk Enterprise / Splunk Cloud (Cisco)", "prompt": "c85-l6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise / Splunk Cloud (Cisco)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "a Splunk deployment will quickly consume your entire security budget"}, {"id": "mai-20260917-0816-smoke|c85-l6|google-small|Microsoft Sentinel", "prompt": "c85-l6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "can result in exorbitant data egress fees and soaring Azure Log Analytics ingestion costs"}, {"id": "mai-20260917-0816-smoke|c85-l6|google-small|Elastic Security", "prompt": "c85-l6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Elastic Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Do not purchase Elastic if you want an off-the-shelf solution with minimal maintenance."}, {"id": "mai-20260917-0816-smoke|c85-l6|meta-small|Securonix Unified Defense SIEM", "prompt": "c85-l6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "Securonix Unified Defense SIEM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "criticized for being \"absolute trash\" and having poor community and documentation support"}, {"id": "mai-20260917-0816-smoke|c85-l6|meta-small|LogRhythm", "prompt": "c85-l6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "mentioned as a platform to avoid due to its complexity and potential mental sanity and financial costs"}, {"id": "mai-20260917-0816-smoke|c85-l6|meta-small|Splunk Enterprise Security", "prompt": "c85-l6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "criticized for its ingestion-based pricing model, which can scale aggressively with data volume, and its operational complexity"}, {"id": "mai-20260917-0816-smoke|c85-l6|minimax-small|Securonix", "prompt": "c85-l6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "one Reddit user calling it \"absolute trash\" and noting that \"the sales pitch is slick but they fail to deliver anything worthwhile.\""}, {"id": "mai-20260917-0816-smoke|c85-l6|minimax-small|Logrythm", "prompt": "c85-l6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "Logrythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users have specifically warned to \"stay away from Logrythm\""}, {"id": "mai-20260917-0816-smoke|c85-l6|minimax-small|Splunk Enterprise Security", "prompt": "c85-l6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it requires dedicated expertise and has the most common cause of cost overrun due to ingest-based licensing"}, {"id": "mai-20260917-0816-smoke|c85-l6|minimax-small|Microsoft Sentinel", "prompt": "c85-l6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Value significantly decreases for organizations outside the Microsoft ecosystem."}, {"id": "mai-20260917-0816-smoke|c85-l6|mistral-small|Securonix Unified Defense SIEM", "prompt": "c85-l6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "Securonix Unified Defense SIEM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Securonix Unified Defense SIEM and Logrythm due to user reports of poor performance and lack of support."}, {"id": "mai-20260917-0816-smoke|c85-l6|mistral-small|Logrythm", "prompt": "c85-l6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "Logrythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users strongly advise staying away from Logrythm"}, {"id": "mai-20260917-0816-smoke|c85-l6|mistral-small|Splunk Enterprise Security", "prompt": "c85-l6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Approach Splunk Enterprise Security and Microsoft Sentinel with caution"}, {"id": "mai-20260917-0816-smoke|c85-l6|mistral-small|Microsoft Sentinel", "prompt": "c85-l6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Sentinel's value proposition drops outside the Microsoft ecosystem"}, {"id": "mai-20260917-0816-smoke|c85-l6|moonshot-small|Securonix", "prompt": "c85-l6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Specific Vendors to Avoid or Question\n\n**Securonix**\n- Multiple enterprise security teams report implementation failures stretching 12+ months"}, {"id": "mai-20260917-0816-smoke|c85-l6|moonshot-small|LogRhythm", "prompt": "c85-l6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Community reports significant operational frustration with the platform"}, {"id": "mai-20260917-0816-smoke|c85-l6|moonshot-small|IBM QRadar", "prompt": "c85-l6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Critical warning:** IBM sold QRadar's SaaS business to Palo Alto Networks... reached end-of-life in April 2026"}, {"id": "mai-20260917-0816-smoke|c85-l6|moonshot-small|Microsoft Sentinel", "prompt": "c85-l6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Microsoft Sentinel (with caveats)... Costs can escalate dramatically in multi-cloud or non-Microsoft environments"}, {"id": "mai-20260917-0816-smoke|c85-l6|moonshot-small|Splunk Enterprise Security", "prompt": "c85-l6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Even top-tier platforms like Splunk Enterprise Security face criticism at enterprise scale"}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|Microsoft Sentinel", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Microsoft Sentinel** — strong cloud-native option, but you should validate incident throughput, workspace design, and cost controls against your expected scale."}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|IBM QRadar", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often viable in some enterprise environments, but be cautious about modernization, cloud support, and maintenance overhead"}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|ArcSight", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "ArcSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "legacy ArcSight-style deployments** — ... be cautious about modernization, cloud support, and maintenance overhead"}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|ManageEngine", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "large enterprises should validate whether each can handle your log volume, detections, compliance needs, and global SOC processes without excessive tuning or cost"}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|LogRhythm", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "large enterprises should validate whether each can handle your log volume, detections, compliance needs, and global SOC processes without excessive tuning or cost"}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|Logpoint", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Logpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "large enterprises should validate whether each can handle your log volume, detections, compliance needs, and global SOC processes without excessive tuning or cost"}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|Sumo Logic", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Sumo Logic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "large enterprises should validate whether each can handle your log volume, detections, compliance needs, and global SOC processes without excessive tuning or cost"}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|Exabeam", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Exabeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "large enterprises should validate whether each can handle your log volume, detections, compliance needs, and global SOC processes without excessive tuning or cost"}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|Securonix", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "large enterprises should validate whether each can handle your log volume, detections, compliance needs, and global SOC processes without excessive tuning or cost"}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|Devo", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Devo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "large enterprises should validate whether each can handle your log volume, detections, compliance needs, and global SOC processes without excessive tuning or cost"}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|Elastic", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Elastic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "large enterprises should validate whether each can handle your log volume, detections, compliance needs, and global SOC processes without excessive tuning or cost"}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|Rapid7", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "large enterprises should validate whether each can handle your log volume, detections, compliance needs, and global SOC processes without excessive tuning or cost"}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|Logz.io", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Logz.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "large enterprises should validate whether each can handle your log volume, detections, compliance needs, and global SOC processes without excessive tuning or cost"}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|OpenText", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "OpenText", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "large enterprises should validate whether each can handle your log volume, detections, compliance needs, and global SOC processes without excessive tuning or cost"}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|NetWitness", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "NetWitness", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "large enterprises should validate whether each can handle your log volume, detections, compliance needs, and global SOC processes without excessive tuning or cost"}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|Huawei", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Huawei", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "large enterprises should validate whether each can handle your log volume, detections, compliance needs, and global SOC processes without excessive tuning or cost"}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|QAX", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "QAX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "large enterprises should validate whether each can handle your log volume, detections, compliance needs, and global SOC processes without excessive tuning or cost"}, {"id": "mai-20260917-0816-smoke|c85-l6|openai-small|Venustech", "prompt": "c85-l6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Venustech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 18, "ev": "large enterprises should validate whether each can handle your log volume, detections, compliance needs, and global SOC processes without excessive tuning or cost"}, {"id": "mai-20260917-0816-smoke|c85-l6|xai-small|LogRhythm", "prompt": "c85-l6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Strongly Avoid**... **LogRhythm**: Frequently called out in user forums as lacking community support, documentation, and scalability"}, {"id": "mai-20260917-0816-smoke|c85-l6|xai-small|Securonix", "prompt": "c85-l6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Harsh user complaints label it \"trash\" due to slick sales pitches not matching delivery"}, {"id": "mai-20260917-0816-smoke|c85-l6|xai-small|Splunk Enterprise Security", "prompt": "c85-l6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Ingest-based licensing causes massive cost overruns... highest TCO"}, {"id": "mai-20260917-0816-smoke|c85-l6|xai-small|IBM QRadar", "prompt": "c85-l6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Slower performance and less flexibility in modern cloud/hybrid setups; dated on-prem focus"}, {"id": "mai-20260917-0816-smoke|c85-l6|xai-small|Microsoft Sentinel", "prompt": "c85-l6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Value plummets outside Microsoft ecosystems... data ingestion costs escalate without governance"}, {"id": "mai-20260917-0816-smoke|c85-l6|xai-small|Fortinet FortiSIEM", "prompt": "c85-l6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Fortinet FortiSIEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Limited scalability/community for petabyte+ volumes; weak ecosystems... Fortinet lacks depth"}, {"id": "mai-20260917-0816-smoke|c85-l6|xai-small|Huawei HiSec Insight", "prompt": "c85-l6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Huawei HiSec Insight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Huawei has geopolitical/support risks... Avoid unless fitting a narrow use case"}, {"id": "mai-20260917-0816-smoke|c85-l6|xai-small|Devo", "prompt": "c85-l6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Devo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Limited scalability/community for petabyte+ volumes; weak ecosystems; often better for mid-market"}, {"id": "mai-20260917-0816-smoke|c85-l6|xai-small|Rapid7 InsightIDR", "prompt": "c85-l6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Limited scalability/community for petabyte+ volumes; weak ecosystems; often better for mid-market"}, {"id": "mai-20260917-0816-smoke|c85-l6|xai-small|Elastic", "prompt": "c85-l6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Volume-based pricing (ingest/GB/day) in most (Splunk, Elastic, etc.)"}, {"id": "mai-20260917-0816-smoke|c85-l6|xai-small|Palo Alto Cortex XSIAM", "prompt": "c85-l6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Prioritize **Leaders with enterprise proofs** like Palo Alto Cortex XSIAM (AI-first, non-volume pricing)"}, {"id": "mai-20260917-0816-smoke|c85-l6|xai-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-l6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "CrowdStrike Falcon Next-Gen SIEM (petabyte-scale for existing users)"}, {"id": "mai-20260917-0816-smoke|c85-l6|xai-small|Google SecOps", "prompt": "c85-l6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Google SecOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "or Google SecOps (hyperscale query)"}, {"id": "mai-20260917-0816-smoke|c85-l6|xai-small|Exabeam", "prompt": "c85-l6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Gartner 2024: Splunk/MS/IBM/Securonix/Exabeam as Leaders, but vet user reviews"}, {"id": "mai-20260917-0816-smoke|c85-l6|xai-small|Arctic Wolf", "prompt": "c85-l6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "consider SIEM alternatives like managed XDR (Arctic Wolf) for lower ops burden"}, {"id": "mai-20260917-0816-smoke|c85-l6|zai-small|IBM QRadar Cloud, QRadar SOAR, and QRadar Log Insights", "prompt": "c85-l6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar Cloud, QRadar SOAR, and QRadar Log Insights", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Immediate Avoidance: IBM QRadar Cloud, SOAR, and Log Insights ... set to reach EOL on April 14, 2026"}, {"id": "mai-20260917-0816-smoke|c85-m1|alibaba-small|Microsoft Sentinel", "prompt": "c85-m1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Sentinel** and **Rapid7 InsightIDR** are widely considered the top choices"}, {"id": "mai-20260917-0816-smoke|c85-m1|alibaba-small|Rapid7 InsightIDR", "prompt": "c85-m1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Sentinel** and **Rapid7 InsightIDR** are widely considered the top choices"}, {"id": "mai-20260917-0816-smoke|c85-m1|alibaba-small|LogRhythm", "prompt": "c85-m1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "LogRhythm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose LogRhythm** if you prefer a vendor that strictly focuses on the mid-market"}, {"id": "mai-20260917-0816-smoke|c85-m1|alibaba-small|ManageEngine Log360", "prompt": "c85-m1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Advanced detection capabilities are not as deep as Rapid7 or Sentinel; limited third-party integrations"}, {"id": "mai-20260917-0816-smoke|c85-m1|alibaba-small|Splunk", "prompt": "c85-m1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "less \"brand recognition\" than Microsoft or Splunk"}, {"id": "mai-20260917-0816-smoke|c85-m1|anthropic-small|Log360 (ManageEngine)", "prompt": "c85-m1", "model": "anthropic-small", "cat": "siem-platforms", "variant": "direct", "raw": "Log360 (ManageEngine)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Log360 combines SIEM, user behavior analytics, and security orchestration and is best for cost-conscious midsize enterprises."}, {"id": "mai-20260917-0816-smoke|c85-m1|anthropic-small|Rapid7 InsightIDR", "prompt": "c85-m1", "model": "anthropic-small", "cat": "siem-platforms", "variant": "direct", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rapid7 InsightIDR is suited for mid-market organizations (500–5,000 endpoints)."}, {"id": "mai-20260917-0816-smoke|c85-m1|anthropic-small|Blumira", "prompt": "c85-m1", "model": "anthropic-small", "cat": "siem-platforms", "variant": "direct", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for MSPs and mid-market organizations that want to outsource SOC operations"}, {"id": "mai-20260917-0816-smoke|c85-m1|anthropic-small|Microsoft Sentinel", "prompt": "c85-m1", "model": "anthropic-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a genuine productivity multiplier for under-staffed SOC teams"}, {"id": "mai-20260917-0816-smoke|c85-m1|challenger-small|Microsoft Sentinel", "prompt": "c85-m1", "model": "challenger-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one default recommendation**, it would be **Microsoft Sentinel**"}, {"id": "mai-20260917-0816-smoke|c85-m1|challenger-small|Rapid7 InsightIDR", "prompt": "c85-m1", "model": "challenger-small", "cat": "siem-platforms", "variant": "direct", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rapid7 InsightIDR is the strongest alternative for mid-market teams"}, {"id": "mai-20260917-0816-smoke|c85-m1|challenger-small|Splunk Enterprise Security", "prompt": "c85-m1", "model": "challenger-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "best only if you have a large, skilled SOC and need maximum flexibility and analytics depth"}, {"id": "mai-20260917-0816-smoke|c85-m1|challenger-small|ManageEngine Log360", "prompt": "c85-m1", "model": "challenger-small", "cat": "siem-platforms", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best if budget and compliance reporting matter more than advanced analytics depth"}, {"id": "mai-20260917-0816-smoke|c85-m1|deepseek-small|Microsoft Sentinel", "prompt": "c85-m1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rapid7 InsightIDR** ... and **Microsoft Sentinel** (if you're Azure-first) are the two top practical choices"}, {"id": "mai-20260917-0816-smoke|c85-m1|deepseek-small|Rapid7 InsightIDR", "prompt": "c85-m1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-market B2B companies, **Rapid7 InsightIDR** ... are the two top practical choices"}, {"id": "mai-20260917-0816-smoke|c85-m1|deepseek-small|LogRhythm", "prompt": "c85-m1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "LogRhythm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LogRhythm is the traditional favorite for on-prem/hybrid environments."}, {"id": "mai-20260917-0816-smoke|c85-m1|deepseek-small|Elastic Security", "prompt": "c85-m1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best low-cost / open-source option ... but requires more hands-on skill"}, {"id": "mai-20260917-0816-smoke|c85-m1|deepseek-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-m1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you want XDR convergence"}, {"id": "mai-20260917-0816-smoke|c85-m1|deepseek-small|Wazuh", "prompt": "c85-m1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Wazuh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Elastic Security** (or Wazuh)"}, {"id": "mai-20260917-0816-smoke|c85-m1|deepseek-small|Splunk", "prompt": "c85-m1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "per-GB (Sentinel, Splunk) can grow unpredictably"}, {"id": "mai-20260917-0816-smoke|c85-m1|deepseek-small|Blumira", "prompt": "c85-m1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Blumira", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "per-employee (Blumira) are more predictable for mid-market"}, {"id": "mai-20260917-0816-smoke|c85-m1|deepseek-small|Huntress Managed SIEM", "prompt": "c85-m1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "lean teams often benefit from managed options (Huntress Managed SIEM"}, {"id": "mai-20260917-0816-smoke|c85-m1|google-small|Splunk", "prompt": "c85-m1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy enterprise SIEMs like Splunk or IBM QRadar are notoriously expensive to maintain, complex to configure"}, {"id": "mai-20260917-0816-smoke|c85-m1|google-small|IBM QRadar", "prompt": "c85-m1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy enterprise SIEMs like Splunk or IBM QRadar are notoriously expensive to maintain, complex to configure"}, {"id": "mai-20260917-0816-smoke|c85-m1|google-small|Blumira", "prompt": "c85-m1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you have no dedicated security staff and need a \"set-and-forget\" model ... choose **Huntress Managed SIEM** or **Blumira**"}, {"id": "mai-20260917-0816-smoke|c85-m1|google-small|Huntress Managed SIEM", "prompt": "c85-m1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "choose **Huntress Managed SIEM** or **Blumira**"}, {"id": "mai-20260917-0816-smoke|c85-m1|google-small|Microsoft Sentinel", "prompt": "c85-m1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you run on Microsoft 365 and have a dedicated sysadmin or security engineer who can learn KQL, go with **Microsoft Sentinel**"}, {"id": "mai-20260917-0816-smoke|c85-m1|google-small|Rapid7 InsightIDR", "prompt": "c85-m1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for In-House Visibility with Low Overhead: **Rapid7 InsightIDR**"}, {"id": "mai-20260917-0816-smoke|c85-m1|google-small|Sumo Logic", "prompt": "c85-m1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for High-Growth, Cloud-Native B2B Tech: **Sumo Logic**"}, {"id": "mai-20260917-0816-smoke|c85-m1|meta-small|Microsoft Sentinel", "prompt": "c85-m1", "model": "meta-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SIEM platform for a mid-market B2B company is likely to be Microsoft Sentinel, Rapid7 InsightIDR, or ManageEngine Log360"}, {"id": "mai-20260917-0816-smoke|c85-m1|meta-small|Rapid7 InsightIDR", "prompt": "c85-m1", "model": "meta-small", "cat": "siem-platforms", "variant": "direct", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Rapid7 InsightIDR is a good choice for organizations looking for a cloud-native SIEM solution with built-in UEBA and SOAR capabilities"}, {"id": "mai-20260917-0816-smoke|c85-m1|meta-small|ManageEngine Log360", "prompt": "c85-m1", "model": "meta-small", "cat": "siem-platforms", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ManageEngine Log360 is a budget-friendly option that is suitable for mid-market teams needing SIEM with DLP and CASB capabilities"}, {"id": "mai-20260917-0816-smoke|c85-m1|minimax-small|Microsoft Sentinel", "prompt": "c85-m1", "model": "minimax-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "stands out as a leading choice for organizations already using Microsoft 365 and Azure environments"}, {"id": "mai-20260917-0816-smoke|c85-m1|minimax-small|Rapid7 InsightIDR", "prompt": "c85-m1", "model": "minimax-small", "cat": "siem-platforms", "variant": "direct", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is specifically designed for mid-market companies needing predictable costs and comprehensive coverage"}, {"id": "mai-20260917-0816-smoke|c85-m1|minimax-small|LogRhythm", "prompt": "c85-m1", "model": "minimax-small", "cat": "siem-platforms", "variant": "direct", "raw": "LogRhythm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "has historically been popular among mid-market organizations for its balance of features and usability"}, {"id": "mai-20260917-0816-smoke|c85-m1|minimax-small|Elastic Security", "prompt": "c85-m1", "model": "minimax-small", "cat": "siem-platforms", "variant": "direct", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "provides an open-source foundation that can be cost-effective"}, {"id": "mai-20260917-0816-smoke|c85-m1|minimax-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-m1", "model": "minimax-small", "cat": "siem-platforms", "variant": "direct", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it may be more than necessary for typical mid-market needs"}, {"id": "mai-20260917-0816-smoke|c85-m1|mistral-small|Microsoft Sentinel", "prompt": "c85-m1", "model": "mistral-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're in a Microsoft-centric environment, **Microsoft Sentinel** is likely the best fit."}, {"id": "mai-20260917-0816-smoke|c85-m1|mistral-small|Rapid7 InsightIDR", "prompt": "c85-m1", "model": "mistral-small", "cat": "siem-platforms", "variant": "direct", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Highly recommended for mid-market teams seeking a user-friendly, cloud-native SIEM with built-in UEBA and SOAR capabilities"}, {"id": "mai-20260917-0816-smoke|c85-m1|mistral-small|ManageEngine Log360", "prompt": "c85-m1", "model": "mistral-small", "cat": "siem-platforms", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For budget-conscious teams needing compliance and governance features, **ManageEngine Log360** is a strong contender."}, {"id": "mai-20260917-0816-smoke|c85-m1|moonshot-small|Rapid7 InsightIDR", "prompt": "c85-m1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Rapid7 InsightIDR ⭐ Best Overall for Mid-Market"}, {"id": "mai-20260917-0816-smoke|c85-m1|moonshot-small|Microsoft Sentinel", "prompt": "c85-m1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft-Centric Organizations ... Caveat: Costs escalate quickly in non-Microsoft environments"}, {"id": "mai-20260917-0816-smoke|c85-m1|moonshot-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-m1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Existing Falcon Customers"}, {"id": "mai-20260917-0816-smoke|c85-m1|moonshot-small|Elastic Security", "prompt": "c85-m1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cost-Conscious, Technical Teams ... Caveat: Requires more technical expertise"}, {"id": "mai-20260917-0816-smoke|c85-m1|moonshot-small|Google Chronicle", "prompt": "c85-m1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "Google Chronicle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for High-Volume Data Environments"}, {"id": "mai-20260917-0816-smoke|c85-m1|moonshot-small|Splunk", "prompt": "c85-m1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Elastic** or **Splunk** (enterprise $$$)"}, {"id": "mai-20260917-0816-smoke|c85-m1|openai-small|Microsoft Sentinel", "prompt": "c85-m1", "model": "openai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most mid-market B2B companies: Microsoft Sentinel."}, {"id": "mai-20260917-0816-smoke|c85-m1|openai-small|Google Security Operations (Chronicle)", "prompt": "c85-m1", "model": "openai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Google Security Operations (Chronicle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Google Security Operations (Chronicle)** if:\n- You expect **very high log volume**"}, {"id": "mai-20260917-0816-smoke|c85-m1|openai-small|Splunk Enterprise Security", "prompt": "c85-m1", "model": "openai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Splunk Enterprise Security** if:\n- You have a **more mature security team**"}, {"id": "mai-20260917-0816-smoke|c85-m1|xai-small|Rapid7 InsightIDR", "prompt": "c85-m1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rapid7 InsightIDR** tops many lists ... for mid-sized orgs due to asset pricing (no surprise bills as logs grow), included MDR ... and simplicity"}, {"id": "mai-20260917-0816-smoke|c85-m1|xai-small|Microsoft Sentinel", "prompt": "c85-m1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sentinel** wins if you're in the MS ecosystem (80%+ of B2B use M365); free core logs keep TCO low."}, {"id": "mai-20260917-0816-smoke|c85-m1|xai-small|LogRhythm", "prompt": "c85-m1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "LogRhythm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "mid-market favors Challengers/Visionaries like Rapid7/LogRhythm for value"}, {"id": "mai-20260917-0816-smoke|c85-m1|xai-small|Elastic Security", "prompt": "c85-m1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flexible, powerful search, low infra cost | Requires more tuning/expertise"}, {"id": "mai-20260917-0816-smoke|c85-m1|xai-small|Splunk Enterprise Security", "prompt": "c85-m1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Expensive, complex; overkill for most mid-market"}, {"id": "mai-20260917-0816-smoke|c85-m1|xai-small|IBM", "prompt": "c85-m1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gartner Leaders (Splunk, IBM, etc.) skew enterprise"}, {"id": "mai-20260917-0816-smoke|c85-m1|xai-small|Blumira", "prompt": "c85-m1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tools like Blumira or ManageEngine Log360 are cheaper alternatives for lighter needs"}, {"id": "mai-20260917-0816-smoke|c85-m1|xai-small|ManageEngine Log360", "prompt": "c85-m1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tools like Blumira or ManageEngine Log360 are cheaper alternatives for lighter needs"}, {"id": "mai-20260917-0816-smoke|c85-m1|zai-small|Microsoft Sentinel", "prompt": "c85-m1", "model": "zai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most common choice**: Microsoft Sentinel (for Microsoft-centric shops)"}, {"id": "mai-20260917-0816-smoke|c85-m1|zai-small|Elastic Security", "prompt": "c85-m1", "model": "zai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best value for technical teams**: Elastic Security (self-hosted or managed)"}, {"id": "mai-20260917-0816-smoke|c85-m1|zai-small|LogRhythm", "prompt": "c85-m1", "model": "zai-small", "cat": "siem-platforms", "variant": "direct", "raw": "LogRhythm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for ease of use**: LogRhythm"}, {"id": "mai-20260917-0816-smoke|c85-m1|zai-small|Rapid7 InsightIDR", "prompt": "c85-m1", "model": "zai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for built-in UEBA/SOAR**: Rapid7 InsightIDR"}, {"id": "mai-20260917-0816-smoke|c85-m1|zai-small|Splunk Enterprise Security", "prompt": "c85-m1", "model": "zai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Very expensive per GB; steep learning curve"}, {"id": "mai-20260917-0816-smoke|c85-m1|zai-small|IBM QRadar", "prompt": "c85-m1", "model": "zai-small", "cat": "siem-platforms", "variant": "direct", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "IBM QRadar is designed for regulated environments, though at a higher price point"}, {"id": "mai-20260917-0816-smoke|c85-m2|alibaba-small|Rapid7 InsightIDR", "prompt": "c85-m2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my primary recommendation is **Rapid7 InsightIDR**"}, {"id": "mai-20260917-0816-smoke|c85-m2|alibaba-small|ManageEngine Log360", "prompt": "c85-m2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative 1: Best for Budget-Conscious Teams (ManageEngine Log360)"}, {"id": "mai-20260917-0816-smoke|c85-m2|alibaba-small|Splunk", "prompt": "c85-m2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compared to larger platforms like Splunk or CrowdStrike"}, {"id": "mai-20260917-0816-smoke|c85-m2|alibaba-small|CrowdStrike", "prompt": "c85-m2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compared to larger platforms like Splunk or CrowdStrike"}, {"id": "mai-20260917-0816-smoke|c85-m2|alibaba-small|LogRhythm NextGen SIEM", "prompt": "c85-m2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "LogRhythm NextGen SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternative 2: Best for Heavy Compliance Needs (LogRhythm NextGen SIEM)"}, {"id": "mai-20260917-0816-smoke|c85-m2|alibaba-small|Microsoft Sentinel", "prompt": "c85-m2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud-native solutions like Rapid7 or Microsoft Sentinel save you from buying physical servers"}, {"id": "mai-20260917-0816-smoke|c85-m2|anthropic-small|Splunk", "prompt": "c85-m2", "model": "anthropic-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Higher cost, but scalable - Good for companies with dedicated security teams"}, {"id": "mai-20260917-0816-smoke|c85-m2|anthropic-small|Microsoft Sentinel", "prompt": "c85-m2", "model": "anthropic-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd lean toward **Microsoft Sentinel** or **Elastic Security** depending on your existing infrastructure"}, {"id": "mai-20260917-0816-smoke|c85-m2|anthropic-small|Elastic Security", "prompt": "c85-m2", "model": "anthropic-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Elastic Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd lean toward **Microsoft Sentinel** or **Elastic Security** depending on your existing infrastructure"}, {"id": "mai-20260917-0816-smoke|c85-m2|anthropic-small|IBM QRadar", "prompt": "c85-m2", "model": "anthropic-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "IBM QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Established enterprise option: Comprehensive threat detection"}, {"id": "mai-20260917-0816-smoke|c85-m2|anthropic-small|Sumo Logic", "prompt": "c85-m2", "model": "anthropic-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-native alternative: Easier to deploy and maintain"}, {"id": "mai-20260917-0816-smoke|c85-m2|challenger-small|Microsoft Sentinel", "prompt": "c85-m2", "model": "challenger-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Microsoft Sentinel** if your stack is already centered on **Microsoft 365, Azure, and Defender**"}, {"id": "mai-20260917-0816-smoke|c85-m2|challenger-small|ManageEngine Log360", "prompt": "c85-m2", "model": "challenger-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "ManageEngine Log360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ManageEngine Log360** as the best general-purpose mid-market SIEM when Microsoft dependency is not the deciding factor"}, {"id": "mai-20260917-0816-smoke|c85-m2|challenger-small|Rapid7 InsightIDR", "prompt": "c85-m2", "model": "challenger-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "InsightIDR is highlighted for **simplicity**, **fast deployment**, and **predictable time-to-value** for mid-sized teams"}, {"id": "mai-20260917-0816-smoke|c85-m2|challenger-small|Splunk Enterprise Security", "prompt": "c85-m2", "model": "challenger-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Have a large, mature security team and advanced analytics needs:** **Splunk Enterprise Security**"}, {"id": "mai-20260917-0816-smoke|c85-m2|deepseek-small|Microsoft Sentinel", "prompt": "c85-m2", "model": "deepseek-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My overall pick for the \"typical\" mid-sized B2B company: Microsoft Sentinel"}, {"id": "mai-20260917-0816-smoke|c85-m2|deepseek-small|Rapid7 InsightIDR", "prompt": "c85-m2", "model": "deepseek-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for predictable costs + managed support"}, {"id": "mai-20260917-0816-smoke|c85-m2|deepseek-small|Wazuh", "prompt": "c85-m2", "model": "deepseek-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for budget-conscious, technical teams"}, {"id": "mai-20260917-0816-smoke|c85-m2|deepseek-small|ManageEngine Log360", "prompt": "c85-m2", "model": "deepseek-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best budget-friendly, Microsoft-centric option"}, {"id": "mai-20260917-0816-smoke|c85-m2|deepseek-small|Splunk Enterprise Security", "prompt": "c85-m2", "model": "deepseek-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Splunk Enterprise Security at this stage unless you have a large budget ... it's overkill and cost-prohibitive"}, {"id": "mai-20260917-0816-smoke|c85-m2|google-small|Rapid7 InsightIDR", "prompt": "c85-m2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best All-Rounder: **Rapid7 InsightIDR**"}, {"id": "mai-20260917-0816-smoke|c85-m2|google-small|Splunk", "prompt": "c85-m2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many enterprise SIEMs (like Splunk or QRadar) take months to configure."}, {"id": "mai-20260917-0816-smoke|c85-m2|google-small|QRadar", "prompt": "c85-m2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Many enterprise SIEMs (like Splunk or QRadar) take months to configure."}, {"id": "mai-20260917-0816-smoke|c85-m2|google-small|Microsoft Sentinel", "prompt": "c85-m2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft-Centric Companies: **Microsoft Sentinel**"}, {"id": "mai-20260917-0816-smoke|c85-m2|google-small|Blumira", "prompt": "c85-m2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Lean Teams with No Dedicated Security Staff: **Blumira**"}, {"id": "mai-20260917-0816-smoke|c85-m2|google-small|Datadog Cloud SIEM", "prompt": "c85-m2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Datadog Cloud SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Tech-Forward / SaaS B2B Companies: **Datadog Cloud SIEM** or **Sumo Logic**"}, {"id": "mai-20260917-0816-smoke|c85-m2|google-small|Sumo Logic", "prompt": "c85-m2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Tech-Forward / SaaS B2B Companies: **Datadog Cloud SIEM** or **Sumo Logic**"}, {"id": "mai-20260917-0816-smoke|c85-m2|google-small|Arctic Wolf", "prompt": "c85-m2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Arctic Wolf** (Excellent, high-touch \"Concierge Security\" model for the mid-market)."}, {"id": "mai-20260917-0816-smoke|c85-m2|google-small|Expel", "prompt": "c85-m2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Expel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Expel** or **Red Canary** (Great if you want to keep using your own endpoint tools"}, {"id": "mai-20260917-0816-smoke|c85-m2|google-small|Red Canary", "prompt": "c85-m2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Red Canary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Expel** or **Red Canary** (Great if you want to keep using your own endpoint tools"}, {"id": "mai-20260917-0816-smoke|c85-m2|meta-small|Splunk", "prompt": "c85-m2", "model": "meta-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top-rated SIEM tools include: 1. Splunk"}, {"id": "mai-20260917-0816-smoke|c85-m2|meta-small|IBM QRadar", "prompt": "c85-m2", "model": "meta-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "IBM QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. IBM QRadar"}, {"id": "mai-20260917-0816-smoke|c85-m2|meta-small|LogRhythm", "prompt": "c85-m2", "model": "meta-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "LogRhythm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. LogRhythm"}, {"id": "mai-20260917-0816-smoke|c85-m2|meta-small|McAfee Enterprise Security Manager", "prompt": "c85-m2", "model": "meta-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "McAfee Enterprise Security Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. McAfee Enterprise Security Manager"}, {"id": "mai-20260917-0816-smoke|c85-m2|meta-small|AlienVault OSSIM", "prompt": "c85-m2", "model": "meta-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "AlienVault OSSIM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. AlienVault OSSIM"}, {"id": "mai-20260917-0816-smoke|c85-m2|minimax-small|Microsoft Sentinel", "prompt": "c85-m2", "model": "minimax-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Microsoft Sentinel** due to its scalability, integration capabilities, and consumption-based pricing model"}, {"id": "mai-20260917-0816-smoke|c85-m2|minimax-small|Splunk Enterprise Security", "prompt": "c85-m2", "model": "minimax-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Consideration:** Can be expensive at scale"}, {"id": "mai-20260917-0816-smoke|c85-m2|minimax-small|LogRhythm", "prompt": "c85-m2", "model": "minimax-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "LogRhythm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong mid-market focus, good automation capabilities, reasonable pricing"}, {"id": "mai-20260917-0816-smoke|c85-m2|minimax-small|Elastic Security", "prompt": "c85-m2", "model": "minimax-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open-source foundation, flexible deployment, cost-effective"}, {"id": "mai-20260917-0816-smoke|c85-m2|minimax-small|Datadog SIEM", "prompt": "c85-m2", "model": "minimax-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Datadog SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cloud-native, seamless integration with Datadog monitoring, modern UI"}, {"id": "mai-20260917-0816-smoke|c85-m2|mistral-small|Microsoft Sentinel", "prompt": "c85-m2", "model": "mistral-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Sentinel** or **LogRhythm** are top choices due to their balance of features, ease of deployment, and support for mid-market teams."}, {"id": "mai-20260917-0816-smoke|c85-m2|mistral-small|LogRhythm", "prompt": "c85-m2", "model": "mistral-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "LogRhythm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Sentinel** or **LogRhythm** are top choices due to their balance of features, ease of deployment, and support for mid-market teams."}, {"id": "mai-20260917-0816-smoke|c85-m2|mistral-small|Elastic Security", "prompt": "c85-m2", "model": "mistral-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a more open or customizable approach, **Elastic Security** or **Sumo Logic** may be preferable."}, {"id": "mai-20260917-0816-smoke|c85-m2|mistral-small|Kaseya SIEM", "prompt": "c85-m2", "model": "mistral-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Kaseya SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the most commonly recommended SIEM tools are ... **Kaseya SIEM**"}, {"id": "mai-20260917-0816-smoke|c85-m2|mistral-small|Sumo Logic", "prompt": "c85-m2", "model": "mistral-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Elastic Security** and **Sumo Logic** are also strong contenders"}, {"id": "mai-20260917-0816-smoke|c85-m2|mistral-small|IBM QRadar", "prompt": "c85-m2", "model": "mistral-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "IBM QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "more mature solutions, suitable if you have more complex needs or existing investments in these ecosystems"}, {"id": "mai-20260917-0816-smoke|c85-m2|mistral-small|Splunk Enterprise Security", "prompt": "c85-m2", "model": "mistral-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "more mature solutions, suitable if you have more complex needs or existing investments in these ecosystems"}, {"id": "mai-20260917-0816-smoke|c85-m2|moonshot-small|Rapid7 InsightIDR", "prompt": "c85-m2", "model": "moonshot-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Rapid7 InsightIDR** as the best-fit SIEM"}, {"id": "mai-20260917-0816-smoke|c85-m2|moonshot-small|Microsoft Sentinel", "prompt": "c85-m2", "model": "moonshot-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company runs on **Microsoft 365, Azure, and Defender**, Sentinel is the clear choice"}, {"id": "mai-20260917-0816-smoke|c85-m2|moonshot-small|Splunk Enterprise Security", "prompt": "c85-m2", "model": "moonshot-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What I'd Avoid for Mid-Sized B2B ... overkill for most mid-sized budgets"}, {"id": "mai-20260917-0816-smoke|c85-m2|moonshot-small|IBM QRadar", "prompt": "c85-m2", "model": "moonshot-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Better suited for large enterprises ... complex to manage."}, {"id": "mai-20260917-0816-smoke|c85-m2|moonshot-small|LogRhythm", "prompt": "c85-m2", "model": "moonshot-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Merged with Exabeam in 2024, creating uncertainty around product roadmap"}, {"id": "mai-20260917-0816-smoke|c85-m2|openai-small|Microsoft Sentinel", "prompt": "c85-m2", "model": "openai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Microsoft Sentinel** if you already use Microsoft 365, Azure, or Defender products."}, {"id": "mai-20260917-0816-smoke|c85-m2|openai-small|Splunk Enterprise Security", "prompt": "c85-m2", "model": "openai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you need very deep analytics and have the budget and staff to manage it"}, {"id": "mai-20260917-0816-smoke|c85-m2|openai-small|IBM QRadar", "prompt": "c85-m2", "model": "openai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "solid for traditional enterprise security operations"}, {"id": "mai-20260917-0816-smoke|c85-m2|openai-small|Elastic Security", "prompt": "c85-m2", "model": "openai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you want more control and potentially lower cost"}, {"id": "mai-20260917-0816-smoke|c85-m2|openai-small|Sumo Logic", "prompt": "c85-m2", "model": "openai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "cloud-friendly and often simpler to operate for smaller security teams"}, {"id": "mai-20260917-0816-smoke|c85-m2|xai-small|Microsoft Sentinel", "prompt": "c85-m2", "model": "xai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Microsoft Sentinel as the top SIEM tool"}, {"id": "mai-20260917-0816-smoke|c85-m2|xai-small|Rapid7 InsightIDR", "prompt": "c85-m2", "model": "xai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider Rapid7 InsightIDR for its per-asset pricing ... and included managed detection/response (MDR)—ideal if your team is lean."}, {"id": "mai-20260917-0816-smoke|c85-m2|xai-small|Splunk ES", "prompt": "c85-m2", "model": "xai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk ES", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Splunk: Expensive/complex"}, {"id": "mai-20260917-0816-smoke|c85-m2|xai-small|LogRhythm", "prompt": "c85-m2", "model": "xai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "LogRhythm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "LogRhythm: Dated UI per some reviews"}, {"id": "mai-20260917-0816-smoke|c85-m2|zai-small|Microsoft Sentinel", "prompt": "c85-m2", "model": "zai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Microsoft Sentinel – Best Overall for Microsoft-Centric Organizations"}, {"id": "mai-20260917-0816-smoke|c85-m2|zai-small|LogRhythm", "prompt": "c85-m2", "model": "zai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "LogRhythm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LogRhythm – Strong Mid-Market Alternative"}, {"id": "mai-20260917-0816-smoke|c85-m2|zai-small|Splunk Cloud", "prompt": "c85-m2", "model": "zai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Industry Standard with Higher Cost ... can be unpredictable at scale"}, {"id": "mai-20260917-0816-smoke|c85-m2|zai-small|Rapid7 InsightIDR", "prompt": "c85-m2", "model": "zai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Fast Deployment & SMBs"}, {"id": "mai-20260917-0816-smoke|c85-m2|zai-small|Elastic Security", "prompt": "c85-m2", "model": "zai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cost-Effective Open Source Option"}, {"id": "mai-20260917-0816-smoke|c85-m2|zai-small|Datadog Cloud SIEM", "prompt": "c85-m2", "model": "zai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Datadog Cloud SIEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Best as a companion rather than a full SIEM replacement"}, {"id": "mai-20260917-0816-smoke|c85-m3|alibaba-small|Splunk Enterprise Security", "prompt": "c85-m3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Splunk is widely considered the gold standard for SIEMs due to its unmatched data processing capabilities."}, {"id": "mai-20260917-0816-smoke|c85-m3|alibaba-small|Microsoft Sentinel", "prompt": "c85-m3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Microsoft Sentinel if your company lives in the Microsoft ecosystem and wants a managed cloud solution"}, {"id": "mai-20260917-0816-smoke|c85-m3|alibaba-small|Elastic SIEM (ELK Stack)", "prompt": "c85-m3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic SIEM (ELK Stack)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Elastic if you want flexibility, want to avoid vendor lock-in"}, {"id": "mai-20260917-0816-smoke|c85-m3|alibaba-small|IBM QRadar", "prompt": "c85-m3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "QRadar is robust, highly customizable, and offers strong threat intelligence feeds."}, {"id": "mai-20260917-0816-smoke|c85-m3|alibaba-small|LogRhythm", "prompt": "c85-m3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "LogRhythm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "An excellent \"turn-key\" solution."}, {"id": "mai-20260917-0816-smoke|c85-m3|alibaba-small|Wazuh", "prompt": "c85-m3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Wazuh if you are a startup or SMB with zero budget"}, {"id": "mai-20260917-0816-smoke|c85-m3|alibaba-small|Securonix", "prompt": "c85-m3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Securonix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Known for its behavioral analytics and machine learning focus."}, {"id": "mai-20260917-0816-smoke|c85-m3|anthropic-small|ManageEngine Log360", "prompt": "c85-m3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "ManageEngine Log360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top 10 SIEM tools for 2026 are ManageEngine Log360, Splunk Enterprise Security, Microsoft Sentinel, IBM QRadar..."}, {"id": "mai-20260917-0816-smoke|c85-m3|anthropic-small|Splunk Enterprise Security", "prompt": "c85-m3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top 10 SIEM tools for 2026 are ManageEngine Log360, Splunk Enterprise Security, Microsoft Sentinel, IBM QRadar"}, {"id": "mai-20260917-0816-smoke|c85-m3|anthropic-small|Microsoft Sentinel", "prompt": "c85-m3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For organizations already operating within the Microsoft security ecosystem, it's the most natural SIEM choice"}, {"id": "mai-20260917-0816-smoke|c85-m3|anthropic-small|IBM QRadar", "prompt": "c85-m3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft Sentinel, IBM QRadar, Exabeam, Securonix"}, {"id": "mai-20260917-0816-smoke|c85-m3|anthropic-small|Exabeam", "prompt": "c85-m3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "IBM QRadar, Exabeam, Securonix, Elastic Security"}, {"id": "mai-20260917-0816-smoke|c85-m3|anthropic-small|Securonix", "prompt": "c85-m3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Securonix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Exabeam, Securonix, Elastic Security, Rapid7 InsightIDR"}, {"id": "mai-20260917-0816-smoke|c85-m3|anthropic-small|Elastic Security", "prompt": "c85-m3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Securonix, Elastic Security, Rapid7 InsightIDR, Sumo Logic"}, {"id": "mai-20260917-0816-smoke|c85-m3|anthropic-small|Rapid7 InsightIDR", "prompt": "c85-m3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Elastic Security, Rapid7 InsightIDR, Sumo Logic, and LogRhythm"}, {"id": "mai-20260917-0816-smoke|c85-m3|anthropic-small|Sumo Logic", "prompt": "c85-m3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Rapid7 InsightIDR, Sumo Logic, and LogRhythm"}, {"id": "mai-20260917-0816-smoke|c85-m3|anthropic-small|LogRhythm", "prompt": "c85-m3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "LogRhythm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Sumo Logic, and LogRhythm"}, {"id": "mai-20260917-0816-smoke|c85-m3|challenger-small|Splunk Enterprise Security", "prompt": "c85-m3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep customization and broad log analytics; often positioned for enterprise-scale use."}, {"id": "mai-20260917-0816-smoke|c85-m3|challenger-small|Microsoft Sentinel", "prompt": "c85-m3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud-native SIEM with strong fit for Microsoft ecosystems and automation."}, {"id": "mai-20260917-0816-smoke|c85-m3|challenger-small|IBM QRadar", "prompt": "c85-m3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong event correlation and compliance-oriented use cases."}, {"id": "mai-20260917-0816-smoke|c85-m3|challenger-small|Google Security Operations", "prompt": "c85-m3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Google Security Operations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud-native detection and investigation at scale."}, {"id": "mai-20260917-0816-smoke|c85-m3|challenger-small|Palo Alto Cortex XSIAM", "prompt": "c85-m3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Converged XDR + SIEM + SOAR + ASM with AI-first automation."}, {"id": "mai-20260917-0816-smoke|c85-m3|challenger-small|Rapid7 InsightIDR", "prompt": "c85-m3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Predictable pricing and approachable cloud SIEM with managed detection options."}, {"id": "mai-20260917-0816-smoke|c85-m3|challenger-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-m3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong endpoint-led workflows and AI-assisted threat hunting."}, {"id": "mai-20260917-0816-smoke|c85-m3|challenger-small|Elastic Security", "prompt": "c85-m3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Open-source-oriented customization and strong cloud support."}, {"id": "mai-20260917-0816-smoke|c85-m3|challenger-small|Securonix", "prompt": "c85-m3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Securonix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Behavioral analytics and user/entity-based anomaly detection."}, {"id": "mai-20260917-0816-smoke|c85-m3|challenger-small|Exabeam Fusion", "prompt": "c85-m3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam Fusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Behavior-based TDIR and UEBA emphasis."}, {"id": "mai-20260917-0816-smoke|c85-m3|challenger-small|LogRhythm", "prompt": "c85-m3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "LogRhythm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Strong fit for on-prem and regulated environments."}, {"id": "mai-20260917-0816-smoke|c85-m3|challenger-small|ManageEngine Log360", "prompt": "c85-m3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "ManageEngine Log360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SIEM combined with DLP/CASB features and simpler deployment."}, {"id": "mai-20260917-0816-smoke|c85-m3|deepseek-small|Splunk Enterprise Security", "prompt": "c85-m3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Splunk if you need maximum analytical flexibility and have budget to burn."}, {"id": "mai-20260917-0816-smoke|c85-m3|deepseek-small|Microsoft Sentinel", "prompt": "c85-m3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Microsoft Sentinel if you're a Microsoft shop or want cost-effective, cloud-native simplicity."}, {"id": "mai-20260917-0816-smoke|c85-m3|deepseek-small|IBM QRadar", "prompt": "c85-m3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose IBM QRadar if you operate in a heavily regulated industry needing out-of-the-box compliance coverage."}, {"id": "mai-20260917-0816-smoke|c85-m3|deepseek-small|Elastic Security (Elastic SIEM)", "prompt": "c85-m3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security (Elastic SIEM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The strongest alternative for teams that want full control and engineering-driven threat hunting"}, {"id": "mai-20260917-0816-smoke|c85-m3|deepseek-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-m3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose CrowdStrike/Palo Alto if you want a converged platform with built-in XDR and flat pricing."}, {"id": "mai-20260917-0816-smoke|c85-m3|deepseek-small|Palo Alto Cortex XSIAM", "prompt": "c85-m3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "converged XDR/SIEM/SOAR platform with platform-based (non-volume) pricing and heavy ML automation"}, {"id": "mai-20260917-0816-smoke|c85-m3|deepseek-small|LogRhythm", "prompt": "c85-m3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "LogRhythm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "strong for mid-market and ease of use"}, {"id": "mai-20260917-0816-smoke|c85-m3|deepseek-small|Sumo Logic", "prompt": "c85-m3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "good for cloud-native/DevSecOps"}, {"id": "mai-20260917-0816-smoke|c85-m3|deepseek-small|Exabeam", "prompt": "c85-m3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "notably strong in UEBA (user behavior analytics) and automated investigations"}, {"id": "mai-20260917-0816-smoke|c85-m3|deepseek-small|Google Security Operations (formerly Chronicle)", "prompt": "c85-m3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Google Security Operations (formerly Chronicle)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "cloud-native, designed for Google Cloud environments and massive-scale telemetry"}, {"id": "mai-20260917-0816-smoke|c85-m3|google-small|Microsoft Sentinel", "prompt": "c85-m3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Sentinel is a highly popular cloud-native SIEM built on Azure"}, {"id": "mai-20260917-0816-smoke|c85-m3|google-small|Splunk Enterprise Security / Cisco", "prompt": "c85-m3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security / Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with Splunk if you are a massive, multi-cloud enterprise with a mature SOC team"}, {"id": "mai-20260917-0816-smoke|c85-m3|google-small|Google Security Operations / Google SecOps", "prompt": "c85-m3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Google Security Operations / Google SecOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with Google SecOps if you are drowning in log volume, need predictable flat-rate pricing"}, {"id": "mai-20260917-0816-smoke|c85-m3|google-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-m3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with Palo Alto Cortex XSIAM if your goal is security platform consolidation"}, {"id": "mai-20260917-0816-smoke|c85-m3|google-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-m3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with CrowdStrike Falcon Next-Gen SIEM if you already use CrowdStrike on your endpoints"}, {"id": "mai-20260917-0816-smoke|c85-m3|google-small|Securonix Unified Defense SIEM", "prompt": "c85-m3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Securonix Unified Defense SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Organizations focusing heavily on insider threats, credential abuse, and behavioral anomalies."}, {"id": "mai-20260917-0816-smoke|c85-m3|meta-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-m3", "model": "meta-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top SIEM platforms include Palo Alto Networks Cortex XSIAM"}, {"id": "mai-20260917-0816-smoke|c85-m3|meta-small|Splunk Enterprise Security", "prompt": "c85-m3", "model": "meta-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "known for its search capability and customization depth, but has a high cost and operational complexity"}, {"id": "mai-20260917-0816-smoke|c85-m3|meta-small|Microsoft Sentinel", "prompt": "c85-m3", "model": "meta-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft Sentinel is a cloud-native SIEM built on Azure Log Analytics"}, {"id": "mai-20260917-0816-smoke|c85-m3|meta-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-m3", "model": "meta-small", "cat": "siem-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CrowdStrike Falcon Next-Gen SIEM"}, {"id": "mai-20260917-0816-smoke|c85-m3|minimax-small|Exabeam", "prompt": "c85-m3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Exabeam** (including LogRhythm - merged July 2024)"}, {"id": "mai-20260917-0816-smoke|c85-m3|minimax-small|LogRhythm", "prompt": "c85-m3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "LogRhythm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Exabeam + LogRhythm merger"}, {"id": "mai-20260917-0816-smoke|c85-m3|minimax-small|IBM QRadar", "prompt": "c85-m3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "On-premises QRadar remains unaffected and core to IBM"}, {"id": "mai-20260917-0816-smoke|c85-m3|minimax-small|Microsoft Sentinel", "prompt": "c85-m3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for Microsoft 365/Azure-heavy enterprises"}, {"id": "mai-20260917-0816-smoke|c85-m3|minimax-small|Splunk Enterprise Security", "prompt": "c85-m3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ideal for large hybrid enterprises with mature SOCs"}, {"id": "mai-20260917-0816-smoke|c85-m3|minimax-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-m3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "XDR-focused approach with SIEM capabilities"}, {"id": "mai-20260917-0816-smoke|c85-m3|minimax-small|ArcSight", "prompt": "c85-m3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "ArcSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ArcSight now under OpenText"}, {"id": "mai-20260917-0816-smoke|c85-m3|mistral-small|Splunk Enterprise Security", "prompt": "c85-m3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Splunk is often considered the market leader for large enterprises with complex needs."}, {"id": "mai-20260917-0816-smoke|c85-m3|mistral-small|Exabeam Fusion SIEM", "prompt": "c85-m3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam Fusion SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "praised for its user behavior analytics (UEBA) and automation"}, {"id": "mai-20260917-0816-smoke|c85-m3|mistral-small|IBM QRadar", "prompt": "c85-m3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recognized for its strong correlation engine and enterprise-grade scalability"}, {"id": "mai-20260917-0816-smoke|c85-m3|mistral-small|LogRhythm NextGen SIEM", "prompt": "c85-m3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "LogRhythm NextGen SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong choice for organizations seeking integrated threat detection and response"}, {"id": "mai-20260917-0816-smoke|c85-m3|mistral-small|Microsoft Azure Sentinel", "prompt": "c85-m3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Azure Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "popular for its scalability, integration with Microsoft 365, and cost-effectiveness"}, {"id": "mai-20260917-0816-smoke|c85-m3|mistral-small|SolarWinds Security Event Manager", "prompt": "c85-m3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "SolarWinds Security Event Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Known for ease of use and strong compliance reporting."}, {"id": "mai-20260917-0816-smoke|c85-m3|mistral-small|FortiSIEM", "prompt": "c85-m3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "FortiSIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers multi-vendor log support and strong network detection capabilities."}, {"id": "mai-20260917-0816-smoke|c85-m3|mistral-small|Securonix", "prompt": "c85-m3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Securonix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focuses on user and entity behavior analytics (UEBA)"}, {"id": "mai-20260917-0816-smoke|c85-m3|mistral-small|Elastic Security", "prompt": "c85-m3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Combines SIEM with endpoint security and threat hunting"}, {"id": "mai-20260917-0816-smoke|c85-m3|mistral-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-m3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "A converged XDR-SIEM platform with extensive automation"}, {"id": "mai-20260917-0816-smoke|c85-m3|moonshot-small|Splunk Enterprise Security", "prompt": "c85-m3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Large enterprises with complex environments and custom use cases"}, {"id": "mai-20260917-0816-smoke|c85-m3|moonshot-small|Microsoft Sentinel", "prompt": "c85-m3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Microsoft-centric organizations (Azure, M365, Entra)"}, {"id": "mai-20260917-0816-smoke|c85-m3|moonshot-small|IBM QRadar", "prompt": "c85-m3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Regulated industries (finance, government), network-heavy environments"}, {"id": "mai-20260917-0816-smoke|c85-m3|moonshot-small|Google SecOps (formerly Chronicle)", "prompt": "c85-m3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Google SecOps (formerly Chronicle)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Organizations needing petabyte-scale data retention"}, {"id": "mai-20260917-0816-smoke|c85-m3|moonshot-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-m3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Existing CrowdStrike Falcon customers"}, {"id": "mai-20260917-0816-smoke|c85-m3|moonshot-small|Elastic Security", "prompt": "c85-m3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Technical teams, engineering-led organizations, cost-conscious users"}, {"id": "mai-20260917-0816-smoke|c85-m3|moonshot-small|Palo Alto Cortex XSIAM", "prompt": "c85-m3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Enterprises seeking platform consolidation (XDR + SIEM + SOAR)"}, {"id": "mai-20260917-0816-smoke|c85-m3|moonshot-small|Exabeam Fusion SIEM", "prompt": "c85-m3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam Fusion SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Organizations wanting behavioral analytics (UEBA)"}, {"id": "mai-20260917-0816-smoke|c85-m3|openai-small|Microsoft Sentinel", "prompt": "c85-m3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best if you're already in Microsoft: Sentinel"}, {"id": "mai-20260917-0816-smoke|c85-m3|openai-small|Splunk Enterprise Security", "prompt": "c85-m3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for heavy customization and mature SOC teams: Splunk"}, {"id": "mai-20260917-0816-smoke|c85-m3|openai-small|IBM QRadar", "prompt": "c85-m3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for traditional enterprise/hybrid compliance environments: QRadar"}, {"id": "mai-20260917-0816-smoke|c85-m3|openai-small|Elastic Security", "prompt": "c85-m3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for flexible search-centric analytics and more DIY control: Elastic"}, {"id": "mai-20260917-0816-smoke|c85-m3|openai-small|Google Security Operations (Chronicle)", "prompt": "c85-m3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Google Security Operations (Chronicle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for cloud-native Google-centric security analytics: Chronicle / Google SecOps"}, {"id": "mai-20260917-0816-smoke|c85-m3|openai-small|CrowdStrike Falcon LogScale / Next-Gen SIEM", "prompt": "c85-m3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon LogScale / Next-Gen SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you're standardized on CrowdStrike: Falcon LogScale / Next-Gen SIEM"}, {"id": "mai-20260917-0816-smoke|c85-m3|openai-small|Sumo Logic Cloud SIEM", "prompt": "c85-m3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Sumo Logic Cloud SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for simpler cloud SaaS deployment: Sumo Logic"}, {"id": "mai-20260917-0816-smoke|c85-m3|xai-small|Splunk", "prompt": "c85-m3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "leaders: Splunk, Microsoft, IBM, Securonix, Exabeam"}, {"id": "mai-20260917-0816-smoke|c85-m3|xai-small|Microsoft", "prompt": "c85-m3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "leaders including Microsoft, Splunk, Elastic, Google, CrowdStrike"}, {"id": "mai-20260917-0816-smoke|c85-m3|xai-small|IBM", "prompt": "c85-m3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "market share data (Splunk ~48%, Microsoft Sentinel ~13%, IBM QRadar ~10%)"}, {"id": "mai-20260917-0816-smoke|c85-m3|xai-small|Securonix", "prompt": "c85-m3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Securonix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ML-driven detection, security data lake, ATT&CK coverage | Less mature ecosystem vs. leaders"}, {"id": "mai-20260917-0816-smoke|c85-m3|xai-small|Exabeam", "prompt": "c85-m3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong UEBA/behavior analytics, automated timelines | Narrower traditional SIEM"}, {"id": "mai-20260917-0816-smoke|c85-m3|xai-small|Elastic", "prompt": "c85-m3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cost-effective at scale, fast queries (ELK stack), open-source flexibility | Requires engineering expertise"}, {"id": "mai-20260917-0816-smoke|c85-m3|xai-small|Google", "prompt": "c85-m3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Google", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Massive scalability, low-cost retention, Google-scale analytics | Limited SOAR/automation"}, {"id": "mai-20260917-0816-smoke|c85-m3|xai-small|CrowdStrike", "prompt": "c85-m3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Forrester's 2025 Wave on Security Analytics Platforms (leaders including Microsoft, Splunk, Elastic, Google, CrowdStrike)"}, {"id": "mai-20260917-0816-smoke|c85-m3|xai-small|Palo Alto Cortex XSIAM", "prompt": "c85-m3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others like Palo Alto Cortex XSIAM, Rapid7 InsightIDR, and Sumo Logic frequently appear in top lists"}, {"id": "mai-20260917-0816-smoke|c85-m3|xai-small|Rapid7 InsightIDR", "prompt": "c85-m3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Sentinel/Rapid7 faster for SMBs"}, {"id": "mai-20260917-0816-smoke|c85-m3|xai-small|Sumo Logic", "prompt": "c85-m3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "frequently appear in top lists for specific use cases"}, {"id": "mai-20260917-0816-smoke|c85-m3|zai-small|Splunk Enterprise Security", "prompt": "c85-m3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Splunk Enterprise Security** if: - You have large, heterogeneous environments and need maximum flexibility."}, {"id": "mai-20260917-0816-smoke|c85-m3|zai-small|Microsoft Sentinel", "prompt": "c85-m3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Microsoft Sentinel** if: - Your organization is heavily invested in Azure and Microsoft 365."}, {"id": "mai-20260917-0816-smoke|c85-m3|zai-small|IBM QRadar", "prompt": "c85-m3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM QRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **IBM QRadar** if: - You operate in highly regulated industries"}, {"id": "mai-20260917-0816-smoke|c85-m3|zai-small|Elastic Security", "prompt": "c85-m3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Elastic Security** if: - You are an engineering\\u2011driven team that values open\\u2011source flexibility"}, {"id": "mai-20260917-0816-smoke|c85-m3|zai-small|CrowdStrike Falcon Next\\u2011Gen SIEM", "prompt": "c85-m3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Next\\u2011Gen SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **CrowdStrike Falcon Next\\u2011Gen SIEM** if: - You are an existing Falcon customer"}, {"id": "mai-20260917-0816-smoke|c85-m3|zai-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-m3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Cortex XSIAM** if: - You want a converged XDR\\u2011SIEM\\u2011SOAR\\u2011ASM platform"}, {"id": "mai-20260917-0816-smoke|c85-m3|zai-small|Exabeam Fusion SIEM", "prompt": "c85-m3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam Fusion SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Exabeam Fusion SIEM** if: - You need strong UEBA and threat hunting capabilities."}, {"id": "mai-20260917-0816-smoke|c85-m3|zai-small|LogRhythm", "prompt": "c85-m3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "LogRhythm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **LogRhythm** if: - You are a mid\\u2011market organization prioritizing usability"}, {"id": "mai-20260917-0816-smoke|c85-m3|zai-small|Sumo Logic", "prompt": "c85-m3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Moderate ML, limited UEBA | No (external)"}, {"id": "mai-20260917-0816-smoke|c85-m3|zai-small|Rapid7 InsightIDR", "prompt": "c85-m3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose **Rapid7 InsightIDR** if: - You need an out\\u2011of\\u2011the\\u2011box threat\\u2011focused SIEM"}, {"id": "mai-20260917-0816-smoke|c85-m3|zai-small|Huntress Managed SIEM", "prompt": "c85-m3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "MSPs/lean teams \\u2192 Huntress Managed SIEM"}, {"id": "mai-20260917-0816-smoke|c85-m4|alibaba-small|Blumira", "prompt": "c85-m4", "model": "alibaba-small", "cat": "siem-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is strictly financial and you do not have a dedicated security analyst, Blumira is widely considered the best value in 2026."}, {"id": "mai-20260917-0816-smoke|c85-m4|alibaba-small|Wazuh", "prompt": "c85-m4", "model": "alibaba-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Wazuh is the best way to eliminate software licensing fees entirely"}, {"id": "mai-20260917-0816-smoke|c85-m4|alibaba-small|Microsoft Sentinel", "prompt": "c85-m4", "model": "alibaba-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company already pays for Microsoft 365/Azure, Sentinel is a strong contender"}, {"id": "mai-20260917-0816-smoke|c85-m4|anthropic-small|Wazuh", "prompt": "c85-m4", "model": "anthropic-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wazuh is one of the most popular open-source SIEM platforms available today... the software is completely free to use, making it attractive for organizations with limited budgets."}, {"id": "mai-20260917-0816-smoke|c85-m4|anthropic-small|Graylog", "prompt": "c85-m4", "model": "anthropic-small", "cat": "siem-platforms", "variant": "budget", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Graylog's open-source log management system is cost-effective and customizable, with a free open-source version"}, {"id": "mai-20260917-0816-smoke|c85-m4|anthropic-small|Security Onion", "prompt": "c85-m4", "model": "anthropic-small", "cat": "siem-platforms", "variant": "budget", "raw": "Security Onion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other open-source options like Security Onion and the ELK Stack give you power for free"}, {"id": "mai-20260917-0816-smoke|c85-m4|anthropic-small|ELK Stack", "prompt": "c85-m4", "model": "anthropic-small", "cat": "siem-platforms", "variant": "budget", "raw": "ELK Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other open-source options like Security Onion and the ELK Stack give you power for free"}, {"id": "mai-20260917-0816-smoke|c85-m4|anthropic-small|Log360", "prompt": "c85-m4", "model": "anthropic-small", "cat": "siem-platforms", "variant": "budget", "raw": "Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for cost-conscious midsize enterprises with limited security engineering resources"}, {"id": "mai-20260917-0816-smoke|c85-m4|anthropic-small|Blumira SIEM Starter", "prompt": "c85-m4", "model": "anthropic-small", "cat": "siem-platforms", "variant": "budget", "raw": "Blumira SIEM Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "gives small IT teams compliance-ready security monitoring with easy setup, fast detection, and full support at a budget-friendly price"}, {"id": "mai-20260917-0816-smoke|c85-m4|challenger-small|Wazuh", "prompt": "c85-m4", "model": "challenger-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick is usually **Wazuh** if you can handle some engineering and operations work, because it has **no software license cost**"}, {"id": "mai-20260917-0816-smoke|c85-m4|challenger-small|ManageEngine Log360", "prompt": "c85-m4", "model": "challenger-small", "cat": "siem-platforms", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a **paid, budget-predictable** SIEM with less operational burden, **ManageEngine Log360** is the best fit"}, {"id": "mai-20260917-0816-smoke|c85-m4|challenger-small|Graylog", "prompt": "c85-m4", "model": "challenger-small", "cat": "siem-platforms", "variant": "budget", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Graylog** if you want a cost-conscious option with flexible log management and open-source roots"}, {"id": "mai-20260917-0816-smoke|c85-m4|challenger-small|Splunk Enterprise Security", "prompt": "c85-m4", "model": "challenger-small", "cat": "siem-platforms", "variant": "budget", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid Splunk Enterprise Security** for a tight budget"}, {"id": "mai-20260917-0816-smoke|c85-m4|deepseek-small|Wazuh", "prompt": "c85-m4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most budget-constrained companies, **Wazuh** is the standout choice and the most frequently recommended option"}, {"id": "mai-20260917-0816-smoke|c85-m4|deepseek-small|Elastic Security (ELK)", "prompt": "c85-m4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Elastic Security (ELK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free self-hosted Basic; cloud from ~$95/mo | Teams with strong engineering skills needing maximum query power"}, {"id": "mai-20260917-0816-smoke|c85-m4|deepseek-small|Graylog Open", "prompt": "c85-m4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Graylog Open", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free (self-hosted) | Lightweight log management with SIEM rules"}, {"id": "mai-20260917-0816-smoke|c85-m4|deepseek-small|Security Onion", "prompt": "c85-m4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Security Onion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free | Network-focused SOCs (built on Elastic, includes Suricata/Zeek)"}, {"id": "mai-20260917-0816-smoke|c85-m4|deepseek-small|SolarWinds SIEM", "prompt": "c85-m4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "SolarWinds SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Affordable commercial | Companies wanting a paid tool without a huge premium"}, {"id": "mai-20260917-0816-smoke|c85-m4|deepseek-small|Microsoft Sentinel", "prompt": "c85-m4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "pay-as-you-go (~$2.46–$5.20/GB ingested), which can scale down to small usage"}, {"id": "mai-20260917-0816-smoke|c85-m4|deepseek-small|Sumo Logic", "prompt": "c85-m4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "has a **free tier**, with paid plans from about $270/GB/month"}, {"id": "mai-20260917-0816-smoke|c85-m4|deepseek-small|Rapid7 InsightIDR", "prompt": "c85-m4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "good for SMBs but starts around $2.5K+/month"}, {"id": "mai-20260917-0816-smoke|c85-m4|google-small|Wazuh", "prompt": "c85-m4", "model": "google-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have zero budget for software licenses but have a capable, Linux-savvy system administrator on your team, **Wazuh** is the undisputed champion."}, {"id": "mai-20260917-0816-smoke|c85-m4|google-small|Blumira", "prompt": "c85-m4", "model": "google-small", "cat": "siem-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a small IT team, **no dedicated security analysts**, and need a system that \"just works\" without unpredictable billing, **Blumira** is the best choice."}, {"id": "mai-20260917-0816-smoke|c85-m4|google-small|Microsoft Sentinel", "prompt": "c85-m4", "model": "google-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your organization is already heavily invested in the Microsoft ecosystem ... **Microsoft Sentinel** can be an incredibly cost-effective option."}, {"id": "mai-20260917-0816-smoke|c85-m4|meta-small|Elastic Security", "prompt": "c85-m4", "model": "meta-small", "cat": "siem-platforms", "variant": "budget", "raw": "Elastic Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Elastic Security: Offers high-volume log analytics on a budget, with pricing starting from ~$95/mo (Cloud)"}, {"id": "mai-20260917-0816-smoke|c85-m4|meta-small|Rapid7 InsightIDR", "prompt": "c85-m4", "model": "meta-small", "cat": "siem-platforms", "variant": "budget", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides unlimited data ingestion with managed detection services included"}, {"id": "mai-20260917-0816-smoke|c85-m4|meta-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-m4", "model": "meta-small", "cat": "siem-platforms", "variant": "budget", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers petabyte-scale ingestion and Charlotte AI assistant for natural language threat hunting"}, {"id": "mai-20260917-0816-smoke|c85-m4|meta-small|Datadog Cloud SIEM", "prompt": "c85-m4", "model": "meta-small", "cat": "siem-platforms", "variant": "budget", "raw": "Datadog Cloud SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides security analytics built into the observability platform, with pricing based on events analyzed"}, {"id": "mai-20260917-0816-smoke|c85-m4|minimax-small|Wazuh", "prompt": "c85-m4", "model": "minimax-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **extremely limited budgets**, start with **Wazuh** - it's fully free and offers enterprise-grade features."}, {"id": "mai-20260917-0816-smoke|c85-m4|minimax-small|Blumira", "prompt": "c85-m4", "model": "minimax-small", "cat": "siem-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Blumira** provides excellent value with simpler management"}, {"id": "mai-20260917-0816-smoke|c85-m4|minimax-small|Microsoft Sentinel", "prompt": "c85-m4", "model": "minimax-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Existing Microsoft Users)"}, {"id": "mai-20260917-0816-smoke|c85-m4|minimax-small|Sumo Logic", "prompt": "c85-m4", "model": "minimax-small", "cat": "siem-platforms", "variant": "budget", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free tier available; paid from ~$270/GB/month"}, {"id": "mai-20260917-0816-smoke|c85-m4|mistral-small|Wazuh", "prompt": "c85-m4", "model": "mistral-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wazuh** stands out as the top choice for organizations with tight budgets"}, {"id": "mai-20260917-0816-smoke|c85-m4|mistral-small|Elastic Security", "prompt": "c85-m4", "model": "mistral-small", "cat": "siem-platforms", "variant": "budget", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options include Elastic Security (open-source)"}, {"id": "mai-20260917-0816-smoke|c85-m4|mistral-small|Rapid7 InsightIDR", "prompt": "c85-m4", "model": "mistral-small", "cat": "siem-platforms", "variant": "budget", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rapid7 InsightIDR for those willing to invest a bit more for easier deployment and management"}, {"id": "mai-20260917-0816-smoke|c85-m4|moonshot-small|Wazuh", "prompt": "c85-m4", "model": "moonshot-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation:** If you have technical staff, start with **Wazuh** (completely free)."}, {"id": "mai-20260917-0816-smoke|c85-m4|moonshot-small|Elastic Security", "prompt": "c85-m4", "model": "moonshot-small", "cat": "siem-platforms", "variant": "budget", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free and open SIEM with actively maintained detection rules - Cons: Can become expensive at scale"}, {"id": "mai-20260917-0816-smoke|c85-m4|moonshot-small|Microsoft Sentinel", "prompt": "c85-m4", "model": "moonshot-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need something managed and quick to deploy, **Microsoft Sentinel** or **Rapid7 InsightIDR** offer the best balance"}, {"id": "mai-20260917-0816-smoke|c85-m4|moonshot-small|Rapid7 InsightIDR", "prompt": "c85-m4", "model": "moonshot-small", "cat": "siem-platforms", "variant": "budget", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rapid7 InsightIDR** offer the best balance of features and cost for budget-conscious organizations"}, {"id": "mai-20260917-0816-smoke|c85-m4|moonshot-small|Sumo Logic", "prompt": "c85-m4", "model": "moonshot-small", "cat": "siem-platforms", "variant": "budget", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free tier available; paid from ~$270/GB/month"}, {"id": "mai-20260917-0816-smoke|c85-m4|openai-small|Elastic Security / Elastic SIEM", "prompt": "c85-m4", "model": "openai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Elastic Security / Elastic SIEM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best SIEM for a limited budget: Elastic Security"}, {"id": "mai-20260917-0816-smoke|c85-m4|openai-small|Microsoft Sentinel", "prompt": "c85-m4", "model": "openai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A very common alternative is **Microsoft Sentinel** if your company is already heavily invested in Microsoft 365/Azure."}, {"id": "mai-20260917-0816-smoke|c85-m4|openai-small|Splunk", "prompt": "c85-m4", "model": "openai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "powerful, but for a limited budget it's usually harder to justify unless you specifically need its ecosystem and are willing to pay more"}, {"id": "mai-20260917-0816-smoke|c85-m4|xai-small|Wazuh", "prompt": "c85-m4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wazuh (Top Pick for Most Budget-Constrained Teams)"}, {"id": "mai-20260917-0816-smoke|c85-m4|xai-small|Elastic Security (ELK Stack)", "prompt": "c85-m4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Elastic Security (ELK Stack)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free tier includes SIEM detection rules, analytics, timelines, and threat hunting."}, {"id": "mai-20260917-0816-smoke|c85-m4|xai-small|Security Onion", "prompt": "c85-m4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Security Onion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Threat hunting, network monitoring, Suricata/Zeek integration | Free (open-source)"}, {"id": "mai-20260917-0816-smoke|c85-m4|xai-small|Graylog Open", "prompt": "c85-m4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Graylog Open", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Log management/SIEM, easy search | Free self-hosted"}, {"id": "mai-20260917-0816-smoke|c85-m4|xai-small|OSSEC", "prompt": "c85-m4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "OSSEC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Host-based IDS; pair with ELK | Free | Basic but lightweight."}, {"id": "mai-20260917-0816-smoke|c85-m4|xai-small|ManageEngine Log360", "prompt": "c85-m4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "~$595/year for <50 devices; Best \"budget commercial\" per CyberInfos"}, {"id": "mai-20260917-0816-smoke|c85-m4|xai-small|Blumira", "prompt": "c85-m4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "~$12/user/mo (min $120/mo); simple cloud SIEM for lean IT"}, {"id": "mai-20260917-0816-smoke|c85-m4|xai-small|Microsoft Sentinel", "prompt": "c85-m4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "free if you're in Azure ecosystem, but ingest costs add up"}, {"id": "mai-20260917-0816-smoke|c85-m4|zai-small|Wazuh", "prompt": "c85-m4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most cost-effective SIEM today is **Wazuh** (free, open-source, XDR-ready)"}, {"id": "mai-20260917-0816-smoke|c85-m4|zai-small|ManageEngine Log360", "prompt": "c85-m4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ManageEngine Log360** (≈ $595 / year for small teams) is the best budget SaaS"}, {"id": "mai-20260917-0816-smoke|c85-m4|zai-small|Microsoft Sentinel", "prompt": "c85-m4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Sentinel** (free tier up to ~5 GB/day) works well, but watch your ingestion volume"}, {"id": "mai-20260917-0816-smoke|c85-m4|zai-small|Elastic Security (ELK)", "prompt": "c85-m4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Elastic Security (ELK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Elastic Security (ELK Stack) – the “free, flexible” alternative"}, {"id": "mai-20260917-0816-smoke|c85-m4|zai-small|Security Onion", "prompt": "c85-m4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Security Onion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Very heavy resource use; high operational overhead"}, {"id": "mai-20260917-0816-smoke|c85-m4|zai-small|Graylog", "prompt": "c85-m4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Requires infrastructure; cloud version pricey for small teams"}, {"id": "mai-20260917-0816-smoke|c85-m4|zai-small|Splunk", "prompt": "c85-m4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Why avoid:** Even a modest log volume quickly pushes the budget well beyond what most SMEs can afford."}, {"id": "mai-20260917-0816-smoke|c85-m5|alibaba-small|Microsoft Sentinel", "prompt": "c85-m5", "model": "alibaba-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are already an **Microsoft Shop**, start with **Microsoft Sentinel**; it is cost-effective and integrates natively."}, {"id": "mai-20260917-0816-smoke|c85-m5|alibaba-small|Google Chronicle", "prompt": "c85-m5", "model": "alibaba-small", "cat": "siem-platforms", "variant": "scale", "raw": "Google Chronicle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are multi-cloud or heavy on **GCP/AWS**, look at **Google Chronicle** or **Datadog**"}, {"id": "mai-20260917-0816-smoke|c85-m5|alibaba-small|Datadog", "prompt": "c85-m5", "model": "alibaba-small", "cat": "siem-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look at **Google Chronicle** or **Datadog** (for observability-style security)"}, {"id": "mai-20260917-0816-smoke|c85-m5|deepseek-small|Splunk", "prompt": "c85-m5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Metering differs: per-GB-ingested (Splunk, Sentinel), per-EPS (QRadar), flat tiers (Sumo Logic), per-user."}, {"id": "mai-20260917-0816-smoke|c85-m5|deepseek-small|Sentinel", "prompt": "c85-m5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "per-GB-ingested (Splunk, Sentinel)"}, {"id": "mai-20260917-0816-smoke|c85-m5|deepseek-small|QRadar", "prompt": "c85-m5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "per-EPS (QRadar)"}, {"id": "mai-20260917-0816-smoke|c85-m5|deepseek-small|Sumo Logic", "prompt": "c85-m5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "flat tiers (Sumo Logic)"}, {"id": "mai-20260917-0816-smoke|c85-m5|deepseek-small|Elastic", "prompt": "c85-m5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a comparison of the leading vendors (Splunk, Microsoft Sentinel, Elastic, CrowdStrike/XDR, etc.)"}, {"id": "mai-20260917-0816-smoke|c85-m5|deepseek-small|CrowdStrike/XDR", "prompt": "c85-m5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "CrowdStrike/XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a comparison of the leading vendors (Splunk, Microsoft Sentinel, Elastic, CrowdStrike/XDR, etc.)"}, {"id": "mai-20260917-0816-smoke|c85-m5|google-small|Microsoft Sentinel", "prompt": "c85-m5", "model": "google-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Sentinel:** If you already use Microsoft 365 E5 or have a heavy Azure footprint, Sentinel is a natural fit."}, {"id": "mai-20260917-0816-smoke|c85-m5|google-small|Blumira", "prompt": "c85-m5", "model": "google-small", "cat": "siem-platforms", "variant": "scale", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly targeted at mid-sized businesses. Very easy to deploy, offers predictable pricing"}, {"id": "mai-20260917-0816-smoke|c85-m5|google-small|Datadog Cloud SIEM", "prompt": "c85-m5", "model": "google-small", "cat": "siem-platforms", "variant": "scale", "raw": "Datadog Cloud SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your IT/engineering teams are already using Datadog for observability, adding their security module can be highly cost-effective"}, {"id": "mai-20260917-0816-smoke|c85-m5|google-small|Expel", "prompt": "c85-m5", "model": "google-small", "cat": "siem-platforms", "variant": "scale", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Expel, Red Canary, or Blackpoint Cyber:** These are Managed Detection and Response (MDR) providers."}, {"id": "mai-20260917-0816-smoke|c85-m5|google-small|Red Canary", "prompt": "c85-m5", "model": "google-small", "cat": "siem-platforms", "variant": "scale", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Expel, Red Canary, or Blackpoint Cyber:** These are Managed Detection and Response (MDR) providers."}, {"id": "mai-20260917-0816-smoke|c85-m5|google-small|Blackpoint Cyber", "prompt": "c85-m5", "model": "google-small", "cat": "siem-platforms", "variant": "scale", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Expel, Red Canary, or Blackpoint Cyber:** These are Managed Detection and Response (MDR) providers."}, {"id": "mai-20260917-0816-smoke|c85-m5|mistral-small|Splunk", "prompt": "c85-m5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Here are some leading SIEM platforms to consider:\n- **Splunk** (Enterprise, Splunk Cloud, Splunk ES)"}, {"id": "mai-20260917-0816-smoke|c85-m5|mistral-small|IBM QRadar", "prompt": "c85-m5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "IBM QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- **IBM QRadar**"}, {"id": "mai-20260917-0816-smoke|c85-m5|mistral-small|Microsoft Sentinel", "prompt": "c85-m5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **Microsoft Sentinel** (Azure-native)"}, {"id": "mai-20260917-0816-smoke|c85-m5|mistral-small|Elastic Security", "prompt": "c85-m5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **Elastic Security** (Elastic Stack)"}, {"id": "mai-20260917-0816-smoke|c85-m5|mistral-small|Sumo Logic", "prompt": "c85-m5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **Sumo Logic**"}, {"id": "mai-20260917-0816-smoke|c85-m5|mistral-small|LogRhythm", "prompt": "c85-m5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "LogRhythm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- **LogRhythm**"}, {"id": "mai-20260917-0816-smoke|c85-m5|mistral-small|Exabeam", "prompt": "c85-m5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- **Exabeam**"}, {"id": "mai-20260917-0816-smoke|c85-m5|mistral-small|Securonix", "prompt": "c85-m5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Securonix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "- **Securonix**"}, {"id": "mai-20260917-0816-smoke|c85-m5|mistral-small|Graylog", "prompt": "c85-m5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "- **Graylog** (Open source + enterprise)"}, {"id": "mai-20260917-0816-smoke|c85-m5|mistral-small|Chronicle", "prompt": "c85-m5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Chronicle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "- **Chronicle** (Google Cloud SIEM)"}, {"id": "mai-20260917-0816-smoke|c85-m5|moonshot-small|Splunk", "prompt": "c85-m5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Per-GB/day** (Splunk, Sentinel) | Predictable log volumes | Costs spike with volume growth"}, {"id": "mai-20260917-0816-smoke|c85-m5|moonshot-small|Palo Alto XSIAM", "prompt": "c85-m5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Palo Alto XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Platform/unlimited** (Palo Alto XSIAM) | High-volume environments | Higher base cost"}, {"id": "mai-20260917-0816-smoke|c85-m5|moonshot-small|Rapid7 InsightIDR", "prompt": "c85-m5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Rapid7 InsightIDR** | Mid-market (500–5K endpoints) | Per-asset (~$4.42/asset/month)"}, {"id": "mai-20260917-0816-smoke|c85-m5|moonshot-small|Microsoft Sentinel", "prompt": "c85-m5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Microsoft Sentinel** | Azure/M365 shops"}, {"id": "mai-20260917-0816-smoke|c85-m5|moonshot-small|Elastic Security", "prompt": "c85-m5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Elastic Security** | Engineering-led teams"}, {"id": "mai-20260917-0816-smoke|c85-m5|moonshot-small|LogRhythm Axon", "prompt": "c85-m5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "LogRhythm Axon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**LogRhythm Axon** | Compliance-heavy industries"}, {"id": "mai-20260917-0816-smoke|c85-m5|moonshot-small|Stellar Cyber", "prompt": "c85-m5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Stellar Cyber** | Lean SOC teams (1-3 analysts)"}, {"id": "mai-20260917-0816-smoke|c85-m5|xai-small|Splunk", "prompt": "c85-m5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "| **Splunk ES** | Hybrid flexibility | Cloud/On-Prem | ~$150/GB | Ecosystem, risk-based alerting |"}, {"id": "mai-20260917-0816-smoke|c85-m5|xai-small|Sentinel", "prompt": "c85-m5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "| **Microsoft Sentinel** | Microsoft-heavy shops | Cloud (Azure) | ~$4/GB | Free M365 logs, Copilot AI |"}, {"id": "mai-20260917-0816-smoke|c85-m5|xai-small|Log360", "prompt": "c85-m5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **ManageEngine Log360** | Budget mid-market | Hybrid | ~$50/user | UEBA+DLP, easy reports |"}, {"id": "mai-20260917-0816-smoke|c85-m5|xai-small|Cortex XSIAM", "prompt": "c85-m5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Cortex XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Palo Alto Cortex XSIAM** | Converged platform | Cloud | Platform license | ML auto-incidents, SOAR built-in |"}, {"id": "mai-20260917-0816-smoke|c85-m5|xai-small|Blumira", "prompt": "c85-m5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Blumira/Huntress** | MDR-light | Cloud MDR | $200K+/yr | Hands-off for small teams |"}, {"id": "mai-20260917-0816-smoke|c85-m5|xai-small|Huntress", "prompt": "c85-m5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "| **Managed/MDR** (e.g., Blumira, Huntress) | Includes staffing | Vendor lock-in"}, {"id": "mai-20260917-0816-smoke|c85-m5|xai-small|Elastic Security", "prompt": "c85-m5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "| **Elastic Security** | Open-source fans | Cloud/On-Prem | Ingestion | Customizable, low-cost scaling |"}, {"id": "mai-20260917-0816-smoke|c85-m5|xai-small|Devo", "prompt": "c85-m5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Devo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "vendor guides like Microsoft/Devo, and mid-market analyses"}, {"id": "mai-20260917-0816-smoke|c85-m5|zai-small|Microsoft Sentinel", "prompt": "c85-m5", "model": "zai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Microsoft Sentinel** | Microsoft‑centric, cloud‑first orgs | Azure SaaS only"}, {"id": "mai-20260917-0816-smoke|c85-m5|zai-small|Splunk Enterprise Security", "prompt": "c85-m5", "model": "zai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Splunk Enterprise Security** | Large hybrid enterprises with mature SOCs"}, {"id": "mai-20260917-0816-smoke|c85-m5|zai-small|IBM QRadar", "prompt": "c85-m5", "model": "zai-small", "cat": "siem-platforms", "variant": "scale", "raw": "IBM QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**IBM QRadar** | Enterprises, threat hunting"}, {"id": "mai-20260917-0816-smoke|c85-m5|zai-small|LogRhythm", "prompt": "c85-m5", "model": "zai-small", "cat": "siem-platforms", "variant": "scale", "raw": "LogRhythm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**LogRhythm** | Mid‑market, ease of use"}, {"id": "mai-20260917-0816-smoke|c85-m5|zai-small|Elastic Security", "prompt": "c85-m5", "model": "zai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Elastic Security** | Cost‑conscious, technical teams"}, {"id": "mai-20260917-0816-smoke|c85-m5|zai-small|Sumo Logic", "prompt": "c85-m5", "model": "zai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Sumo Logic** | Cloud‑native, DevSecOps"}, {"id": "mai-20260917-0816-smoke|c85-m5|zai-small|Rapid7 InsightIDR", "prompt": "c85-m5", "model": "zai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Rapid7 InsightIDR** | SMBs, fast deployment"}, {"id": "mai-20260917-0816-smoke|c85-m5|zai-small|Exabeam", "prompt": "c85-m5", "model": "zai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Exabeam** | UEBA, behavior analytics"}, {"id": "mai-20260917-0816-smoke|c85-m5|zai-small|Wazuh", "prompt": "c85-m5", "model": "zai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Wazuh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Wazuh** | Budget‑conscious, technical teams | Self‑hosted (open‑source)"}, {"id": "mai-20260917-0816-smoke|c85-m6|alibaba-small|Securonix", "prompt": "c85-m6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid if possible:** **Securonix** (due to instability/bugs)"}, {"id": "mai-20260917-0816-smoke|c85-m6|alibaba-small|LogRhythm", "prompt": "c85-m6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**LogRhythm** (due to support/clutter)"}, {"id": "mai-20260917-0816-smoke|c85-m6|alibaba-small|Wazuh", "prompt": "c85-m6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "Wazuh", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Use with extreme caution:** **Wazuh** (only if you have engineering resources)"}, {"id": "mai-20260917-0816-smoke|c85-m6|alibaba-small|ELK Stack", "prompt": "c85-m6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "ELK Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "technically excellent but carry a massive hidden cost: **Engineering Labor**"}, {"id": "mai-20260917-0816-smoke|c85-m6|alibaba-small|Graylog", "prompt": "c85-m6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "technically excellent but carry a massive hidden cost: **Engineering Labor**"}, {"id": "mai-20260917-0816-smoke|c85-m6|alibaba-small|Microsoft Sentinel", "prompt": "c85-m6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Microsoft Sentinel** (only if you have strict cost monitoring)"}, {"id": "mai-20260917-0816-smoke|c85-m6|alibaba-small|Splunk (SPL)", "prompt": "c85-m6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk (SPL)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "industry gold standards for power, but they are notorious for making it painful to leave"}, {"id": "mai-20260917-0816-smoke|c85-m6|alibaba-small|IBM QRadar (SAQL)", "prompt": "c85-m6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar (SAQL)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "notorious for making it painful to leave"}, {"id": "mai-20260917-0816-smoke|c85-m6|anthropic-small|Splunk", "prompt": "c85-m6", "model": "anthropic-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "If you're considering Splunk, note that data retention and egress costs require deliberate architectural planning to avoid billing surprises at scale."}, {"id": "mai-20260917-0816-smoke|c85-m6|challenger-small|Securonix", "prompt": "c85-m6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "multiple user reports describe it as difficult to use, poorly organized, and weak in parsing/normalization, with one thread calling it \"absolute trash\""}, {"id": "mai-20260917-0816-smoke|c85-m6|challenger-small|IBM QRadar", "prompt": "c85-m6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "several sources frame it as a legacy or aging choice with higher operational overhead and more complex deployments"}, {"id": "mai-20260917-0816-smoke|c85-m6|challenger-small|LogRhythm", "prompt": "c85-m6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "user feedback in the results is explicitly negative, with calls to avoid it if you care about \"mental sanity and money.\""}, {"id": "mai-20260917-0816-smoke|c85-m6|challenger-small|Microsoft Sentinel", "prompt": "c85-m6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "not \"bad,\" but you should be careful with **licensing, ingestion costs, and operational surprises**"}, {"id": "mai-20260917-0816-smoke|c85-m6|challenger-small|SolarWinds SIEM", "prompt": "c85-m6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "SolarWinds SIEM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "one thread explicitly says \"Do not use solarwinds,\" though that is anecdotal"}, {"id": "mai-20260917-0816-smoke|c85-m6|challenger-small|Hunters.ai", "prompt": "c85-m6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "Hunters.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "one Reddit comment says to avoid it, but the evidence in the provided results is thin"}, {"id": "mai-20260917-0816-smoke|c85-m6|deepseek-small|IBM QRadar", "prompt": "c85-m6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid QRadar cloud/SaaS for new deployments."}, {"id": "mai-20260917-0816-smoke|c85-m6|deepseek-small|Exabeam", "prompt": "c85-m6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Exabeam", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid for new buys: ... Exabeam/LogRhythm if you can't afford heavy tuning/admin staff."}, {"id": "mai-20260917-0816-smoke|c85-m6|deepseek-small|LogRhythm", "prompt": "c85-m6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "One engineer said they'd \"avoid using LogRhythm again if possible.\""}, {"id": "mai-20260917-0816-smoke|c85-m6|deepseek-small|Splunk", "prompt": "c85-m6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid for lean teams: Splunk (unless you have dedicated admins and budget headroom)."}, {"id": "mai-20260917-0816-smoke|c85-m6|deepseek-small|SolarWinds Security Event Manager (SEM)", "prompt": "c85-m6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "SolarWinds Security Event Manager (SEM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid if you scale: SolarWinds SEM (EPS ceiling)"}, {"id": "mai-20260917-0816-smoke|c85-m6|deepseek-small|Graylog", "prompt": "c85-m6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "users complain about limited visualization/dashboards, steep initial setup, and non-intuitive reporting"}, {"id": "mai-20260917-0816-smoke|c85-m6|deepseek-small|Sumo Logic", "prompt": "c85-m6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Sumo Logic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "falls short on threat detection depth compared to the enterprise leaders"}, {"id": "mai-20260917-0816-smoke|c85-m6|deepseek-small|Microsoft Sentinel", "prompt": "c85-m6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not on the \"avoid\" list, but cautionary because non-Microsoft data sources get expensive to ingest"}, {"id": "mai-20260917-0816-smoke|c85-m6|google-small|IBM QRadar", "prompt": "c85-m6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid starting any new deployments on QRadar."}, {"id": "mai-20260917-0816-smoke|c85-m6|google-small|Cortex XSIAM", "prompt": "c85-m6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "heavily pushing those clients to migrate to Palo Alto’s *Cortex XSIAM* platform."}, {"id": "mai-20260917-0816-smoke|c85-m6|google-small|LogRhythm", "prompt": "c85-m6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Prospective buyers should be highly cautious about buying legacy LogRhythm licenses"}, {"id": "mai-20260917-0816-smoke|c85-m6|google-small|Exabeam", "prompt": "c85-m6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Exabeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "LogRhythm and Exabeam completed a major merger... it takes years to consolidate their underlying codebases, roadmaps, and support divisions."}, {"id": "mai-20260917-0816-smoke|c85-m6|google-small|Splunk Enterprise Security", "prompt": "c85-m6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid Splunk if you are a small-to-medium-sized business (SMB)... ingestion costs can rapidly spiral out of control."}, {"id": "mai-20260917-0816-smoke|c85-m6|google-small|Microsoft Sentinel", "prompt": "c85-m6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Sentinel is an excellent SIEM, but its value proposition changes drastically depending on your architecture."}, {"id": "mai-20260917-0816-smoke|c85-m6|google-small|Google SecOps", "prompt": "c85-m6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Google SecOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Avoid SaaS-only SIEM platforms (like Google SecOps ...) for isolated segments."}, {"id": "mai-20260917-0816-smoke|c85-m6|google-small|Securonix", "prompt": "c85-m6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "cloud-only deployments of Securonix/Sumo Logic) for isolated segments"}, {"id": "mai-20260917-0816-smoke|c85-m6|google-small|Sumo Logic", "prompt": "c85-m6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Sumo Logic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "cloud-only deployments of Securonix/Sumo Logic) for isolated segments"}, {"id": "mai-20260917-0816-smoke|c85-m6|google-small|Graylog", "prompt": "c85-m6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "you should stick to hybrid or robust on-premises SIEM deployments (like Graylog or self-hosted open-source stacks)"}, {"id": "mai-20260917-0816-smoke|c85-m6|meta-small|Securonix", "prompt": "c85-m6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple users have expressed dissatisfaction with Securonix, citing issues such as poor support, deactivation of policies without warning, and overall poor performance."}, {"id": "mai-20260917-0816-smoke|c85-m6|meta-small|LogRhythm", "prompt": "c85-m6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "One user advised to \"stay away\" from LogRhythm, citing concerns about mental sanity and financial costs."}, {"id": "mai-20260917-0816-smoke|c85-m6|meta-small|SW", "prompt": "c85-m6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "SW", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "One user recommended steering clear of SW as a SIEM because it is not their core business nor a strength."}, {"id": "mai-20260917-0816-smoke|c85-m6|minimax-small|Splunk", "prompt": "c85-m6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Excellent capabilities but very expensive... You have limited budget → Splunk may be problematic"}, {"id": "mai-20260917-0816-smoke|c85-m6|minimax-small|Microsoft Sentinel", "prompt": "c85-m6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "costs can spiral quickly with high log volumes. Requires careful budget monitoring."}, {"id": "mai-20260917-0816-smoke|c85-m6|minimax-small|ArcSight", "prompt": "c85-m6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "ArcSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Known for complex configuration, limited visualization options, and intricate correlation rules."}, {"id": "mai-20260917-0816-smoke|c85-m6|minimax-small|Graylog", "prompt": "c85-m6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Steep learning curve, resource-intensive, and limited out-of-the-box functionality."}, {"id": "mai-20260917-0816-smoke|c85-m6|minimax-small|LogRhythm", "prompt": "c85-m6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some users report integration issues and difficult setup processes."}, {"id": "mai-20260917-0816-smoke|c85-m6|mistral-small|Securonix", "prompt": "c85-m6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple users report severe issues... making it a risky choice for implementation."}, {"id": "mai-20260917-0816-smoke|c85-m6|mistral-small|LogRhythm", "prompt": "c85-m6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users and industry watchers advise staying away from LogRhythm due to significant challenges"}, {"id": "mai-20260917-0816-smoke|c85-m6|mistral-small|IBM QRadar (Cloud, QRadar SOAR, QRadar Log Insights)", "prompt": "c85-m6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar (Cloud, QRadar SOAR, QRadar Log Insights)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "the cloud and related services are no longer viable options for new deployments or expansions"}, {"id": "mai-20260917-0816-smoke|c85-m6|moonshot-small|Securonix", "prompt": "c85-m6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "describe this as **\"a hot mess\"**... Horrendous support with tickets going unactioned for weeks or months"}, {"id": "mai-20260917-0816-smoke|c85-m6|moonshot-small|ArcSight (OpenText)", "prompt": "c85-m6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "ArcSight (OpenText)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Considered a **legacy SIEM** with mounting issues: Outdated technology that hasn't evolved for modern security needs"}, {"id": "mai-20260917-0816-smoke|c85-m6|moonshot-small|Splunk", "prompt": "c85-m6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "profound cost problems... Worthwhile for mature teams with budget, but financially dangerous if underestimated."}, {"id": "mai-20260917-0816-smoke|c85-m6|moonshot-small|Microsoft Sentinel", "prompt": "c85-m6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Microsoft-heavy bias** creates limitations... Less effective for non-Microsoft environments"}, {"id": "mai-20260917-0816-smoke|c85-m6|moonshot-small|IBM QRadar", "prompt": "c85-m6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Integration and scalability concerns**"}, {"id": "mai-20260917-0816-smoke|c85-m6|moonshot-small|Datadog Cloud SIEM", "prompt": "c85-m6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "Datadog Cloud SIEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Observability-first, security-second... weaker as standalone SIEM"}, {"id": "mai-20260917-0816-smoke|c85-m6|moonshot-small|Sumo Logic", "prompt": "c85-m6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "Sumo Logic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Strategic uncertainty**: \"Roadmap visibility less clear post take-private\""}, {"id": "mai-20260917-0816-smoke|c85-m6|xai-small|Securonix", "prompt": "c85-m6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Strongly Avoid or High Caution... **Securonix**: Overwhelmingly negative user feedback."}, {"id": "mai-20260917-0816-smoke|c85-m6|xai-small|Splunk Enterprise Security (now Cisco)", "prompt": "c85-m6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise Security (now Cisco)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be Cautious With... per-GB ingest pricing leads to 5-10x cost overruns"}, {"id": "mai-20260917-0816-smoke|c85-m6|xai-small|Legacy IBM QRadar", "prompt": "c85-m6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Legacy IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Opaque licensing, migration uncertainty to Cortex XSIAM, shrinking skills market"}, {"id": "mai-20260917-0816-smoke|c85-m6|xai-small|LogRhythm", "prompt": "c85-m6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Post-merger roadmap uncertainty... Buggy updates and support delays noted."}, {"id": "mai-20260917-0816-smoke|c85-m6|xai-small|Microsoft Sentinel", "prompt": "c85-m6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Leaders with fewer red flags**: Microsoft Sentinel (predictable costs for MS shops, but watch non-MS data)"}, {"id": "mai-20260917-0816-smoke|c85-m6|xai-small|Elastic", "prompt": "c85-m6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Elastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If budget-tight, start with open-source like Elastic."}, {"id": "mai-20260917-0816-smoke|c85-m6|xai-small|Google SecOps", "prompt": "c85-m6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Google SecOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Leaders with fewer red flags: Microsoft Sentinel..., Elastic, Google SecOps"}, {"id": "mai-20260917-0816-smoke|c85-m6|xai-small|Exabeam", "prompt": "c85-m6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Gartner 2025 lists it under Exabeam only"}, {"id": "mai-20260917-0816-smoke|c85-m6|zai-small|IBM QRadar", "prompt": "c85-m6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "QRadar on Cloud, Cloud‑Native SIEM, SOAR, Log Insights – **EOL 14 April 2026**"}, {"id": "mai-20260917-0816-smoke|c85-m6|zai-small|Cisco Kenna Security", "prompt": "c85-m6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Cisco Kenna Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "What to Avoid | ... Cisco Kenna Security (2026)"}, {"id": "mai-20260917-0816-smoke|c85-m6|zai-small|Varonis (On‑Prem)", "prompt": "c85-m6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Varonis (On‑Prem)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "On‑prem Data Security Platform – **EOL 31 December 2026**"}, {"id": "mai-20260917-0816-smoke|c85-m6|zai-small|Micro Focus / OpenText ArcSight (Legacy)", "prompt": "c85-m6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Micro Focus / OpenText ArcSight (Legacy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "ArcSight SIEM is **deprecated in 12.2.0.8.0** and **desupported in 12.2.0.9.0**"}, {"id": "mai-20260917-0816-smoke|c85-m6|zai-small|Securonix", "prompt": "c85-m6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid | Securonix (user reports)"}, {"id": "mai-20260917-0816-smoke|c85-m6|zai-small|Splunk", "prompt": "c85-m6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Joint customers report concerns about **higher prices**, potential loss of focus, and “brain drain.”"}, {"id": "mai-20260917-0816-smoke|c85-m6|zai-small|Exabeam & LogRhythm", "prompt": "c85-m6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Exabeam & LogRhythm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Mergers can cause integration challenges, product roadmap changes, and staffing shifts."}, {"id": "mai-20260917-0816-smoke|c85-s1|alibaba-small|Splunk", "prompt": "c85-s1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the \"best\" SIEM is rarely an expensive, heavy enterprise tool (like Splunk or IBM QRadar)"}, {"id": "mai-20260917-0816-smoke|c85-s1|alibaba-small|IBM QRadar", "prompt": "c85-s1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rarely an expensive, heavy enterprise tool (like Splunk or IBM QRadar)"}, {"id": "mai-20260917-0816-smoke|c85-s1|alibaba-small|Microsoft Sentinel", "prompt": "c85-s1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best Overall for Cloud Users: **Microsoft Sentinel**... this is almost certainly your best option."}, {"id": "mai-20260917-0816-smoke|c85-s1|alibaba-small|Wazuh", "prompt": "c85-s1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Free/Open Source Option: **Wazuh**... Wazuh is the top choice."}, {"id": "mai-20260917-0816-smoke|c85-s1|alibaba-small|ManageEngine SecurityManager Plus", "prompt": "c85-s1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "ManageEngine SecurityManager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ManageEngine is designed specifically for this demographic. It is less complex than Sentinel or Splunk."}, {"id": "mai-20260917-0816-smoke|c85-s1|alibaba-small|Datadog", "prompt": "c85-s1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best for Dev-Centric B2B (SaaS): **Datadog**... a powerful SIEM-capable platform."}, {"id": "mai-20260917-0816-smoke|c85-s1|alibaba-small|Vanta", "prompt": "c85-s1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These providers (like Vanta, Drata, or specific MDR vendors) act as a \"virtual SIEM.\""}, {"id": "mai-20260917-0816-smoke|c85-s1|alibaba-small|Drata", "prompt": "c85-s1", "model": "alibaba-small", "cat": "siem-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These providers (like Vanta, Drata, or specific MDR vendors) act as a \"virtual SIEM.\""}, {"id": "mai-20260917-0816-smoke|c85-s1|anthropic-small|Sumo Logic", "prompt": "c85-s1", "model": "anthropic-small", "cat": "siem-platforms", "variant": "direct", "raw": "Sumo Logic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "recommended as the best SIEM for small business in 2026, offering the best balance of features, usability, and pricing for growing teams"}, {"id": "mai-20260917-0816-smoke|c85-s1|anthropic-small|Huntress", "prompt": "c85-s1", "model": "anthropic-small", "cat": "siem-platforms", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "managed SIEM offering positioned as an accessible alternative to traditional enterprise SIEM solutions"}, {"id": "mai-20260917-0816-smoke|c85-s1|anthropic-small|Datadog", "prompt": "c85-s1", "model": "anthropic-small", "cat": "siem-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "provides an easy-to-use cloud-native SIEM with out-of-the-box security integrations"}, {"id": "mai-20260917-0816-smoke|c85-s1|anthropic-small|Microsoft Sentinel", "prompt": "c85-s1", "model": "anthropic-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "is also among the top SIEM tools, with pricing from $2.46–$5.2/GB ingested"}, {"id": "mai-20260917-0816-smoke|c85-s1|challenger-small|Blumira", "prompt": "c85-s1", "model": "challenger-small", "cat": "siem-platforms", "variant": "direct", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **Blumira** if you want the simplest fit for a lean team"}, {"id": "mai-20260917-0816-smoke|c85-s1|challenger-small|Microsoft Sentinel", "prompt": "c85-s1", "model": "challenger-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Microsoft Sentinel** if your stack is already centered on Microsoft 365/Azure"}, {"id": "mai-20260917-0816-smoke|c85-s1|challenger-small|Huntress", "prompt": "c85-s1", "model": "challenger-small", "cat": "siem-platforms", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want **managed analysts** alongside the platform"}, {"id": "mai-20260917-0816-smoke|c85-s1|challenger-small|Wazuh", "prompt": "c85-s1", "model": "challenger-small", "cat": "siem-platforms", "variant": "direct", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for **technical teams** that want open-source control"}, {"id": "mai-20260917-0816-smoke|c85-s1|challenger-small|Datadog Security Monitoring", "prompt": "c85-s1", "model": "challenger-small", "cat": "siem-platforms", "variant": "direct", "raw": "Datadog Security Monitoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for **cloud-first teams** already using Datadog"}, {"id": "mai-20260917-0816-smoke|c85-s1|challenger-small|Elastic Security", "prompt": "c85-s1", "model": "challenger-small", "cat": "siem-platforms", "variant": "direct", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best if you already run the **Elastic** stack"}, {"id": "mai-20260917-0816-smoke|c85-s1|deepseek-small|Blumira", "prompt": "c85-s1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Blumira** — Best overall for a typical small B2B company"}, {"id": "mai-20260917-0816-smoke|c85-s1|deepseek-small|Microsoft Sentinel", "prompt": "c85-s1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Sentinel** — Best if you're a Microsoft shop"}, {"id": "mai-20260917-0816-smoke|c85-s1|deepseek-small|Wazuh", "prompt": "c85-s1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wazuh** — Best free/open-source option (if you have technical skills)"}, {"id": "mai-20260917-0816-smoke|c85-s1|deepseek-small|ManageEngine Log360", "prompt": "c85-s1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ManageEngine Log360** — Best budget-predictable pick"}, {"id": "mai-20260917-0816-smoke|c85-s1|deepseek-small|Splunk", "prompt": "c85-s1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Most experts recommend **skipping Splunk, IBM QRadar, Elastic Cloud, and CrowdStrike NG-SIEM** here"}, {"id": "mai-20260917-0816-smoke|c85-s1|deepseek-small|IBM QRadar", "prompt": "c85-s1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "skipping Splunk, IBM QRadar, Elastic Cloud, and CrowdStrike NG-SIEM"}, {"id": "mai-20260917-0816-smoke|c85-s1|deepseek-small|Elastic Cloud", "prompt": "c85-s1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Elastic Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "skipping Splunk, IBM QRadar, Elastic Cloud, and CrowdStrike NG-SIEM"}, {"id": "mai-20260917-0816-smoke|c85-s1|deepseek-small|CrowdStrike NG-SIEM", "prompt": "c85-s1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "CrowdStrike NG-SIEM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "CrowdStrike's NG-SIEM effectively needs ~$7,500/month"}, {"id": "mai-20260917-0816-smoke|c85-s1|deepseek-small|Huntress", "prompt": "c85-s1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "No dedicated security staff → managed options like Blumira or Huntress"}, {"id": "mai-20260917-0816-smoke|c85-s1|deepseek-small|Elastic Security", "prompt": "c85-s1", "model": "deepseek-small", "cat": "siem-platforms", "variant": "direct", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Elastic-heavy → Elastic Security"}, {"id": "mai-20260917-0816-smoke|c85-s1|google-small|Splunk", "prompt": "c85-s1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You need to avoid \"data-ingestion\" pricing models (common in enterprise SIEMs like Splunk) where a single noisy log source can blow your budget."}, {"id": "mai-20260917-0816-smoke|c85-s1|google-small|Blumira", "prompt": "c85-s1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Blumira is arguably the most practical choice."}, {"id": "mai-20260917-0816-smoke|c85-s1|google-small|Huntress Managed SIEM", "prompt": "c85-s1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Hands-Off\" 24/7 Security ... Huntress is a leader in SMB cybersecurity."}, {"id": "mai-20260917-0816-smoke|c85-s1|google-small|Microsoft Sentinel", "prompt": "c85-s1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for M365-Centric Companies ... Microsoft Sentinel is the logical choice."}, {"id": "mai-20260917-0816-smoke|c85-s1|google-small|Wazuh", "prompt": "c85-s1", "model": "google-small", "cat": "siem-platforms", "variant": "direct", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Free/Open-Source Option (For Tech-Heavy Startups)"}, {"id": "mai-20260917-0816-smoke|c85-s1|meta-small|Wazuh", "prompt": "c85-s1", "model": "meta-small", "cat": "siem-platforms", "variant": "direct", "raw": "Wazuh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some popular SIEM options for small businesses include:\n\n1. Wazuh"}, {"id": "mai-20260917-0816-smoke|c85-s1|meta-small|Blumira", "prompt": "c85-s1", "model": "meta-small", "cat": "siem-platforms", "variant": "direct", "raw": "Blumira", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Blumira"}, {"id": "mai-20260917-0816-smoke|c85-s1|meta-small|Splunk", "prompt": "c85-s1", "model": "meta-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Splunk"}, {"id": "mai-20260917-0816-smoke|c85-s1|minimax-small|Blumira", "prompt": "c85-s1", "model": "minimax-small", "cat": "siem-platforms", "variant": "direct", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Blumira** or **Microsoft Sentinel**"}, {"id": "mai-20260917-0816-smoke|c85-s1|minimax-small|Microsoft Sentinel", "prompt": "c85-s1", "model": "minimax-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Blumira** or **Microsoft Sentinel** if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0816-smoke|c85-s1|minimax-small|Graylog", "prompt": "c85-s1", "model": "minimax-small", "cat": "siem-platforms", "variant": "direct", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-effective with a \"Small Business\" tier"}, {"id": "mai-20260917-0816-smoke|c85-s1|minimax-small|SolarWinds SIEM", "prompt": "c85-s1", "model": "minimax-small", "cat": "siem-platforms", "variant": "direct", "raw": "SolarWinds SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable without compromising quality"}, {"id": "mai-20260917-0816-smoke|c85-s1|minimax-small|Huntress Managed SIEM", "prompt": "c85-s1", "model": "minimax-small", "cat": "siem-platforms", "variant": "direct", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good option if you need 24/7 monitoring"}, {"id": "mai-20260917-0816-smoke|c85-s1|mistral-small|Blumira", "prompt": "c85-s1", "model": "mistral-small", "cat": "siem-platforms", "variant": "direct", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Blumira** is the top recommendation due to its user-friendly design"}, {"id": "mai-20260917-0816-smoke|c85-s1|mistral-small|Wazuh", "prompt": "c85-s1", "model": "mistral-small", "cat": "siem-platforms", "variant": "direct", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wazuh** is a strong alternative"}, {"id": "mai-20260917-0816-smoke|c85-s1|mistral-small|Splunk", "prompt": "c85-s1", "model": "mistral-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it can be more complex and expensive, making it better suited for companies with some security expertise"}, {"id": "mai-20260917-0816-smoke|c85-s1|moonshot-small|Blumira", "prompt": "c85-s1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, I'd suggest **Blumira** or **Microsoft Sentinel**"}, {"id": "mai-20260917-0816-smoke|c85-s1|moonshot-small|Sumo Logic", "prompt": "c85-s1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sumo Logic** - Best Overall Balance"}, {"id": "mai-20260917-0816-smoke|c85-s1|moonshot-small|Microsoft Sentinel", "prompt": "c85-s1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small B2B companies, I'd suggest **Blumira** or **Microsoft Sentinel**"}, {"id": "mai-20260917-0816-smoke|c85-s1|moonshot-small|ManageEngine Log360", "prompt": "c85-s1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Traditional SIEM for SMBs"}, {"id": "mai-20260917-0816-smoke|c85-s1|moonshot-small|Huntress Managed SIEM", "prompt": "c85-s1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Fully Managed Option"}, {"id": "mai-20260917-0816-smoke|c85-s1|moonshot-small|Splunk", "prompt": "c85-s1", "model": "moonshot-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-heavy solutions like Splunk unless you have specific compliance requirements"}, {"id": "mai-20260917-0816-smoke|c85-s1|openai-small|Microsoft Sentinel", "prompt": "c85-s1", "model": "openai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SIEM is usually **Microsoft Sentinel**"}, {"id": "mai-20260917-0816-smoke|c85-s1|openai-small|Splunk", "prompt": "c85-s1", "model": "openai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if you need a very mature SIEM and already have Splunk skills or content"}, {"id": "mai-20260917-0816-smoke|c85-s1|openai-small|Sumo Logic", "prompt": "c85-s1", "model": "openai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering for cloud/hybrid visibility and simpler SaaS-style operations"}, {"id": "mai-20260917-0816-smoke|c85-s1|openai-small|Elastic Security", "prompt": "c85-s1", "model": "openai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often attractive for teams that want flexibility and lower-cost log/search workflows"}, {"id": "mai-20260917-0816-smoke|c85-s1|xai-small|Blumira", "prompt": "c85-s1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Blumira edges out as a frequent \"best for small biz\" pick for its predictability and no-data-volume gotchas"}, {"id": "mai-20260917-0816-smoke|c85-s1|xai-small|Microsoft Sentinel", "prompt": "c85-s1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If Microsoft-centric → Sentinel."}, {"id": "mai-20260917-0816-smoke|c85-s1|xai-small|Wazuh", "prompt": "c85-s1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Technical teams on tight budget | Free (open-source; self-host)"}, {"id": "mai-20260917-0816-smoke|c85-s1|xai-small|ManageEngine Log360", "prompt": "c85-s1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget on-prem/hybrid with AD focus"}, {"id": "mai-20260917-0816-smoke|c85-s1|xai-small|Splunk", "prompt": "c85-s1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ease vs. giants like Splunk/QRadar (too pricey/complex)"}, {"id": "mai-20260917-0816-smoke|c85-s1|xai-small|QRadar", "prompt": "c85-s1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "ease vs. giants like Splunk/QRadar (too pricey/complex)"}, {"id": "mai-20260917-0816-smoke|c85-s1|xai-small|Huntress", "prompt": "c85-s1", "model": "xai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Huntress (~$9/endpoint/mo) is great if you want fully managed MDR over pure SIEM"}, {"id": "mai-20260917-0816-smoke|c85-s1|zai-small|Blumira", "prompt": "c85-s1", "model": "zai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall: Blumira ... this is the winner."}, {"id": "mai-20260917-0816-smoke|c85-s1|zai-small|Huntress Managed SIEM", "prompt": "c85-s1", "model": "zai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Managed Service: Huntress Managed SIEM"}, {"id": "mai-20260917-0816-smoke|c85-s1|zai-small|Microsoft Sentinel", "prompt": "c85-s1", "model": "zai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Microsoft Users: Microsoft Sentinel"}, {"id": "mai-20260917-0816-smoke|c85-s1|zai-small|Wazuh", "prompt": "c85-s1", "model": "zai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wazuh: Fully open-source (free) ... requires a steep learning curve."}, {"id": "mai-20260917-0816-smoke|c85-s1|zai-small|Elastic Security", "prompt": "c85-s1", "model": "zai-small", "cat": "siem-platforms", "variant": "direct", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Elastic Security: Has a free tier, but advanced features ... require paid subscriptions."}, {"id": "mai-20260917-0816-smoke|c85-s2|alibaba-small|Microsoft Sentinel", "prompt": "c85-s2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Choice: Microsoft Sentinel ... this is the undisputed winner"}, {"id": "mai-20260917-0816-smoke|c85-s2|alibaba-small|ManageEngine Log360", "prompt": "c85-s2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"On-Premise\" & Value Option: ManageEngine Log360"}, {"id": "mai-20260917-0816-smoke|c85-s2|alibaba-small|Splunk", "prompt": "c85-s2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "It is significantly cheaper than enterprise options like Splunk."}, {"id": "mai-20260917-0816-smoke|c85-s2|alibaba-small|Wazuh", "prompt": "c85-s2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wazuh is a powerful open-source solution ... Downside: Zero Support."}, {"id": "mai-20260917-0816-smoke|c85-s2|alibaba-small|Graylog", "prompt": "c85-s2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for \"Visual Appeal\": Graylog ... more polished user interface"}, {"id": "mai-20260917-0816-smoke|c85-s2|alibaba-small|Huntress", "prompt": "c85-s2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "pay an MSSP ... (like Huntress, Druva, or Netskope) to manage the SIEM for you"}, {"id": "mai-20260917-0816-smoke|c85-s2|alibaba-small|Druva", "prompt": "c85-s2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Druva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(like Huntress, Druva, or Netskope)"}, {"id": "mai-20260917-0816-smoke|c85-s2|alibaba-small|Netskope", "prompt": "c85-s2", "model": "alibaba-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "(like Huntress, Druva, or Netskope)"}, {"id": "mai-20260917-0816-smoke|c85-s2|anthropic-small|Logmanager", "prompt": "c85-s2", "model": "anthropic-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Logmanager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Logmanager**"}, {"id": "mai-20260917-0816-smoke|c85-s2|anthropic-small|Sumo Logic", "prompt": "c85-s2", "model": "anthropic-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sumo Logic is recommended as the best SIEM for small business in 2026"}, {"id": "mai-20260917-0816-smoke|c85-s2|anthropic-small|Netsurion", "prompt": "c85-s2", "model": "anthropic-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Netsurion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Netsurion offers a co-managed SIEM approach through its EventTracker platform"}, {"id": "mai-20260917-0816-smoke|c85-s2|anthropic-small|Wazuh", "prompt": "c85-s2", "model": "anthropic-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Wazuh", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "However, it requires more technical expertise to set up and maintain."}, {"id": "mai-20260917-0816-smoke|c85-s2|challenger-small|Blumira", "prompt": "c85-s2", "model": "challenger-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Blumira** as the default starting point"}, {"id": "mai-20260917-0816-smoke|c85-s2|challenger-small|Huntress Managed SIEM", "prompt": "c85-s2", "model": "challenger-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Huntress Managed SIEM** is the better choice because it is aimed at teams that do not have continuous analysts"}, {"id": "mai-20260917-0816-smoke|c85-s2|challenger-small|Microsoft Sentinel", "prompt": "c85-s2", "model": "challenger-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Sentinel** is a strong alternative, but it is best suited to organizations with **Azure skills**"}, {"id": "mai-20260917-0816-smoke|c85-s2|deepseek-small|Huntress Managed SIEM", "prompt": "c85-s2", "model": "deepseek-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Huntress Managed SIEM (or Blumira)"}, {"id": "mai-20260917-0816-smoke|c85-s2|deepseek-small|Blumira", "prompt": "c85-s2", "model": "deepseek-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd steer you to a **managed SIEM (Huntress or Blumira)**"}, {"id": "mai-20260917-0816-smoke|c85-s2|deepseek-small|ManageEngine Log360", "prompt": "c85-s2", "model": "deepseek-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Compliance & Reporting: ManageEngine Log360"}, {"id": "mai-20260917-0816-smoke|c85-s2|deepseek-small|Wazuh", "prompt": "c85-s2", "model": "deepseek-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Wazuh", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it requires real engineering time to set up and run. Only choose this if you have capable technical staff and genuinely tight budget"}, {"id": "mai-20260917-0816-smoke|c85-s2|deepseek-small|Microsoft Sentinel", "prompt": "c85-s2", "model": "deepseek-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Microsoft Sentinel** is a natural fit ... but it carries more operational overhead and KQL expertise"}, {"id": "mai-20260917-0816-smoke|c85-s2|google-small|Splunk", "prompt": "c85-s2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the biggest mistake small businesses make is buying a complex tool like Splunk or Elastic Security and realizing they have no internal security team"}, {"id": "mai-20260917-0816-smoke|c85-s2|google-small|Elastic Security", "prompt": "c85-s2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Elastic Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "buying a complex tool like Splunk or Elastic Security and realizing they have no internal security team to manage the constant flow of alerts"}, {"id": "mai-20260917-0816-smoke|c85-s2|google-small|Huntress Managed SIEM", "prompt": "c85-s2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for B2B Compliance & 24/7 Security: **Huntress Managed SIEM**"}, {"id": "mai-20260917-0816-smoke|c85-s2|google-small|Blumira", "prompt": "c85-s2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Lean, In-House IT Teams: **Blumira**"}, {"id": "mai-20260917-0816-smoke|c85-s2|google-small|Microsoft Sentinel", "prompt": "c85-s2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if You Are Already a \"Microsoft House\": **Microsoft Sentinel**"}, {"id": "mai-20260917-0816-smoke|c85-s2|google-small|Wazuh", "prompt": "c85-s2", "model": "google-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Free / Open-Source Option: **Wazuh**"}, {"id": "mai-20260917-0816-smoke|c85-s2|meta-small|ManageEngine Log360", "prompt": "c85-s2", "model": "meta-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "ManageEngine Log360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best security information and event management tool for a small business that sells to other businesses is ManageEngine Log360."}, {"id": "mai-20260917-0816-smoke|c85-s2|meta-small|SolarWinds SEM", "prompt": "c85-s2", "model": "meta-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "SolarWinds SEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include SolarWinds SEM and Wazuh, which are also suitable for small businesses"}, {"id": "mai-20260917-0816-smoke|c85-s2|meta-small|Wazuh", "prompt": "c85-s2", "model": "meta-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include SolarWinds SEM and Wazuh, which are also suitable for small businesses"}, {"id": "mai-20260917-0816-smoke|c85-s2|minimax-small|ManageEngine Log360", "prompt": "c85-s2", "model": "minimax-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "ManageEngine Log360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ManageEngine Log360** as the top choice for a small B2B business"}, {"id": "mai-20260917-0816-smoke|c85-s2|minimax-small|Microsoft Sentinel", "prompt": "c85-s2", "model": "minimax-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're already in the Microsoft ecosystem (good cloud-native option)"}, {"id": "mai-20260917-0816-smoke|c85-s2|minimax-small|Splunk Enterprise Security", "prompt": "c85-s2", "model": "minimax-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more enterprise-focused but scalable"}, {"id": "mai-20260917-0816-smoke|c85-s2|minimax-small|Drata", "prompt": "c85-s2", "model": "minimax-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "these are more compliance-focused platforms that might work if your main need is compliance evidence collection"}, {"id": "mai-20260917-0816-smoke|c85-s2|minimax-small|Vanta", "prompt": "c85-s2", "model": "minimax-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "these are more compliance-focused platforms that might work if your main need is compliance evidence collection"}, {"id": "mai-20260917-0816-smoke|c85-s2|mistral-small|Sumo Logic", "prompt": "c85-s2", "model": "mistral-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Sentinel** and **Sumo Logic** are the top choices due to their scalability, integration options, and cost"}, {"id": "mai-20260917-0816-smoke|c85-s2|mistral-small|Microsoft Sentinel", "prompt": "c85-s2", "model": "mistral-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Sentinel** and **Sumo Logic** are the top choices"}, {"id": "mai-20260917-0816-smoke|c85-s2|mistral-small|Elastic Security", "prompt": "c85-s2", "model": "mistral-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for teams already using Elastic or those comfortable with search and pipeline management."}, {"id": "mai-20260917-0816-smoke|c85-s2|mistral-small|Blumira", "prompt": "c85-s2", "model": "mistral-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For ease of use and automated response, consider **Blumira**."}, {"id": "mai-20260917-0816-smoke|c85-s2|mistral-small|Wazuh", "prompt": "c85-s2", "model": "mistral-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you prefer open-source or have technical resources, **Wazuh** is a strong alternative."}, {"id": "mai-20260917-0816-smoke|c85-s2|moonshot-small|Blumira", "prompt": "c85-s2", "model": "moonshot-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend considering **Blumira** as the top choice"}, {"id": "mai-20260917-0816-smoke|c85-s2|moonshot-small|Huntress Managed SIEM", "prompt": "c85-s2", "model": "moonshot-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Huntress** as a strong alternative depending on your specific needs"}, {"id": "mai-20260917-0816-smoke|c85-s2|moonshot-small|Microsoft Sentinel", "prompt": "c85-s2", "model": "moonshot-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "You're already deep in Microsoft 365/Azure ecosystem"}, {"id": "mai-20260917-0816-smoke|c85-s2|moonshot-small|Rapid7 InsightIDR", "prompt": "c85-s2", "model": "moonshot-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "You need faster deployment with managed detection"}, {"id": "mai-20260917-0816-smoke|c85-s2|moonshot-small|Elastic Security", "prompt": "c85-s2", "model": "moonshot-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You have technical staff and want open-source flexibility"}, {"id": "mai-20260917-0816-smoke|c85-s2|moonshot-small|Wazuh", "prompt": "c85-s2", "model": "moonshot-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Wazuh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "You have capable IT staff and want free, self-hosted"}, {"id": "mai-20260917-0816-smoke|c85-s2|openai-small|Microsoft Sentinel", "prompt": "c85-s2", "model": "openai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single recommendation for most small B2B businesses, I'd pick: **Microsoft Sentinel**"}, {"id": "mai-20260917-0816-smoke|c85-s2|openai-small|Splunk Cloud", "prompt": "c85-s2", "model": "openai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you have more complex log sources, want very powerful search and analytics, and have the budget"}, {"id": "mai-20260917-0816-smoke|c85-s2|openai-small|Google Chronicle", "prompt": "c85-s2", "model": "openai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Google Chronicle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you want large-scale cloud-native SIEM with strong detection and retention"}, {"id": "mai-20260917-0816-smoke|c85-s2|openai-small|CrowdStrike Falcon Complete / LogScale", "prompt": "c85-s2", "model": "openai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete / LogScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you want more managed security operations and endpoint-centric detection"}, {"id": "mai-20260917-0816-smoke|c85-s2|openai-small|Wazuh", "prompt": "c85-s2", "model": "openai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Wazuh", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "best low-cost/open-source option, but it usually needs more hands-on administration"}, {"id": "mai-20260917-0816-smoke|c85-s2|xai-small|Blumira", "prompt": "c85-s2", "model": "xai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For a small B2B business, I'd recommend Blumira as the top SIEM tool.**"}, {"id": "mai-20260917-0816-smoke|c85-s2|xai-small|ManageEngine Log360", "prompt": "c85-s2", "model": "xai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ultra-Budget**: ManageEngine Log360 for straightforward log management/compliance at under $1k/year."}, {"id": "mai-20260917-0816-smoke|c85-s2|xai-small|Microsoft Sentinel", "prompt": "c85-s2", "model": "xai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you're all-in on Microsoft (common for B2B)**: Microsoft Sentinel—low cost for key logs"}, {"id": "mai-20260917-0816-smoke|c85-s2|xai-small|Wazuh", "prompt": "c85-s2", "model": "xai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Wazuh", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Free Option**: Wazuh if you have Linux skills, but expect time investment."}, {"id": "mai-20260917-0816-smoke|c85-s2|zai-small|Microsoft Sentinel", "prompt": "c85-s2", "model": "zai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### Top Recommendation: Microsoft Sentinel"}, {"id": "mai-20260917-0816-smoke|c85-s2|zai-small|Blumira", "prompt": "c85-s2", "model": "zai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Runner Up: Blumira"}, {"id": "mai-20260917-0816-smoke|c85-s2|zai-small|Splunk", "prompt": "c85-s2", "model": "zai-small", "cat": "siem-platforms", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While Splunk is the industry standard, it is generally too expensive for a small business."}, {"id": "mai-20260917-0816-smoke|c85-s3|alibaba-small|Huntress", "prompt": "c85-s3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose a Managed SIEM (Huntress/Blumira)** if your goal is compliance and sleep-at-night peace of mind without adding work to your IT staff."}, {"id": "mai-20260917-0816-smoke|c85-s3|alibaba-small|Blumira", "prompt": "c85-s3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose a Managed SIEM (Huntress/Blumira)** if your goal is compliance and sleep-at-night peace of mind"}, {"id": "mai-20260917-0816-smoke|c85-s3|alibaba-small|Hunters", "prompt": "c85-s3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Hunters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An AI-native SIEM that allows you to bring your own data lake"}, {"id": "mai-20260917-0816-smoke|c85-s3|alibaba-small|Microsoft Sentinel", "prompt": "c85-s3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Cloud-Native (Sentinel)** if you are 80%+ on the Microsoft stack"}, {"id": "mai-20260917-0816-smoke|c85-s3|alibaba-small|Datadog Cloud SIEM", "prompt": "c85-s3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Datadog Cloud SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Engineering-led companies."}, {"id": "mai-20260917-0816-smoke|c85-s3|alibaba-small|Wazuh", "prompt": "c85-s3", "model": "alibaba-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Wazuh", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Choose Open Source (Wazuh)** only if you strictly cannot afford monthly subscriptions"}, {"id": "mai-20260917-0816-smoke|c85-s3|anthropic-small|Rapid7 InsightIDR", "prompt": "c85-s3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best for small to midsize organizations needing predictable costs and 24/7 SOC coverage without building an in-house team"}, {"id": "mai-20260917-0816-smoke|c85-s3|anthropic-small|Microsoft Sentinel", "prompt": "c85-s3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often the natural choice for Microsoft-heavy environments and remains one of the strongest options"}, {"id": "mai-20260917-0816-smoke|c85-s3|anthropic-small|Elastic Security", "prompt": "c85-s3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Elastic, along with Exabeam, Securonix, Google Security Operations, and NetWitness, each make sense in the right operating model."}, {"id": "mai-20260917-0816-smoke|c85-s3|anthropic-small|Exabeam", "prompt": "c85-s3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "each make sense in the right operating model"}, {"id": "mai-20260917-0816-smoke|c85-s3|anthropic-small|Securonix", "prompt": "c85-s3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Securonix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "each make sense in the right operating model"}, {"id": "mai-20260917-0816-smoke|c85-s3|anthropic-small|Google Security Operations", "prompt": "c85-s3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Google Security Operations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "each make sense in the right operating model"}, {"id": "mai-20260917-0816-smoke|c85-s3|anthropic-small|NetWitness", "prompt": "c85-s3", "model": "anthropic-small", "cat": "siem-platforms", "variant": "comparative", "raw": "NetWitness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "each make sense in the right operating model"}, {"id": "mai-20260917-0816-smoke|c85-s3|challenger-small|Microsoft Sentinel", "prompt": "c85-s3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Microsoft Sentinel** if you are already on **Microsoft 365/Azure**."}, {"id": "mai-20260917-0816-smoke|c85-s3|challenger-small|Blumira", "prompt": "c85-s3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Blumira** if you want **simple SIEM for a lean team**."}, {"id": "mai-20260917-0816-smoke|c85-s3|challenger-small|Rapid7 InsightIDR", "prompt": "c85-s3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Rapid7 InsightIDR** if you want **predictable pricing plus managed detection**."}, {"id": "mai-20260917-0816-smoke|c85-s3|challenger-small|Elastic Security", "prompt": "c85-s3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flexible and cost-efficient, but it typically demands more operational effort"}, {"id": "mai-20260917-0816-smoke|c85-s3|challenger-small|Wazuh", "prompt": "c85-s3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Wazuh** if you need **low software cost and can self-manage**."}, {"id": "mai-20260917-0816-smoke|c85-s3|challenger-small|Huntress Managed SIEM", "prompt": "c85-s3", "model": "challenger-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Huntress** if you want **the least analyst overhead**."}, {"id": "mai-20260917-0816-smoke|c85-s3|deepseek-small|Microsoft Sentinel", "prompt": "c85-s3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Already on Microsoft 365/Azure → Microsoft Sentinel"}, {"id": "mai-20260917-0816-smoke|c85-s3|deepseek-small|Wazuh", "prompt": "c85-s3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strongest choice on a tight budget, but requires engineering time to manage and tune."}, {"id": "mai-20260917-0816-smoke|c85-s3|deepseek-small|Elastic Security", "prompt": "c85-s3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tight budget + you have technical skills → Wazuh (free) or Elastic Security (free tier)"}, {"id": "mai-20260917-0816-smoke|c85-s3|deepseek-small|Blumira", "prompt": "c85-s3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Purpose-built specifically for small companies without security teams... That's precisely why SMB-focused options like Blumira (managed/guided)"}, {"id": "mai-20260917-0816-smoke|c85-s3|deepseek-small|Splunk Enterprise Security", "prompt": "c85-s3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "prohibitively expensive for most small teams**. Generally not recommended for small organizations"}, {"id": "mai-20260917-0816-smoke|c85-s3|deepseek-small|Graylog", "prompt": "c85-s3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source, cost-effective log management with paid options that scale—good for limited budgets."}, {"id": "mai-20260917-0816-smoke|c85-s3|deepseek-small|Datadog Cloud SIEM", "prompt": "c85-s3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Datadog Cloud SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best fit for cloud-engineering teams already working in Datadog"}, {"id": "mai-20260917-0816-smoke|c85-s3|deepseek-small|Huntress Managed SIEM", "prompt": "c85-s3", "model": "deepseek-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "For teams that want a provider to monitor and investigate around the clock"}, {"id": "mai-20260917-0816-smoke|c85-s3|google-small|Splunk", "prompt": "c85-s3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional enterprise SIEMs (like Splunk or IBM QRadar) are often \"expensive smoke alarms in empty buildings\" for small teams"}, {"id": "mai-20260917-0816-smoke|c85-s3|google-small|IBM QRadar", "prompt": "c85-s3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional enterprise SIEMs (like Splunk or IBM QRadar) are often \"expensive smoke alarms in empty buildings\" for small teams"}, {"id": "mai-20260917-0816-smoke|c85-s3|google-small|Blumira", "prompt": "c85-s3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with **Huntress** or **Blumira**. ... Blumira will hand you the exact steps to remediate them yourself."}, {"id": "mai-20260917-0816-smoke|c85-s3|google-small|Huntress Managed SIEM", "prompt": "c85-s3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have NO dedicated security personnel and only general IT staff:** Go with **Huntress** or **Blumira**."}, {"id": "mai-20260917-0816-smoke|c85-s3|google-small|Microsoft Sentinel", "prompt": "c85-s3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are a 100% Microsoft / Azure shop:** Go with **Microsoft Sentinel**."}, {"id": "mai-20260917-0816-smoke|c85-s3|google-small|Stellar Cyber", "prompt": "c85-s3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you have a mixed \"best-of-breed\" security stack ... Go with **Stellar Cyber**."}, {"id": "mai-20260917-0816-smoke|c85-s3|google-small|Wazuh", "prompt": "c85-s3", "model": "google-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your budget is $0, but you have sharp technical skills:** Use **Wazuh**."}, {"id": "mai-20260917-0816-smoke|c85-s3|meta-small|Blumira", "prompt": "c85-s3", "model": "meta-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top SIEM platforms for a small team are:\n\n1. Blumira"}, {"id": "mai-20260917-0816-smoke|c85-s3|meta-small|Huntress Managed SIEM", "prompt": "c85-s3", "model": "meta-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Huntress Managed SIEM"}, {"id": "mai-20260917-0816-smoke|c85-s3|meta-small|Microsoft Sentinel", "prompt": "c85-s3", "model": "meta-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Microsoft Sentinel"}, {"id": "mai-20260917-0816-smoke|c85-s3|meta-small|Elastic Security (SIEM)", "prompt": "c85-s3", "model": "meta-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security (SIEM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Elastic Security (SIEM)"}, {"id": "mai-20260917-0816-smoke|c85-s3|meta-small|Splunk Enterprise", "prompt": "c85-s3", "model": "meta-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Splunk Enterprise"}, {"id": "mai-20260917-0816-smoke|c85-s3|minimax-small|Wazuh", "prompt": "c85-s3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pros:** No license costs, very user-friendly, strong for budget-constrained teams"}, {"id": "mai-20260917-0816-smoke|c85-s3|minimax-small|Rapid7 InsightIDR", "prompt": "c85-s3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** SMBs wanting a turnkey solution with minimal setup effort"}, {"id": "mai-20260917-0816-smoke|c85-s3|minimax-small|Microsoft Sentinel", "prompt": "c85-s3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Organizations already invested in Microsoft 365/Azure"}, {"id": "mai-20260917-0816-smoke|c85-s3|minimax-small|Elastic Security", "prompt": "c85-s3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Technical teams wanting flexibility and customization"}, {"id": "mai-20260917-0816-smoke|c85-s3|minimax-small|Blumira", "prompt": "c85-s3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Small teams wanting simplicity and predictable pricing"}, {"id": "mai-20260917-0816-smoke|c85-s3|minimax-small|Huntress Managed SIEM", "prompt": "c85-s3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Teams lacking continuous security monitoring capabilities"}, {"id": "mai-20260917-0816-smoke|c85-s3|minimax-small|Datadog Security Monitoring", "prompt": "c85-s3", "model": "minimax-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Datadog Security Monitoring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Already using Datadog** | Datadog Security Monitoring"}, {"id": "mai-20260917-0816-smoke|c85-s3|mistral-small|Wazuh", "prompt": "c85-s3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Wazuh** is ideal for those with technical resources and a tight budget."}, {"id": "mai-20260917-0816-smoke|c85-s3|mistral-small|Elastic Security (SIEM)", "prompt": "c85-s3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security (SIEM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Sentinel** or **Elastic Security** are top choices due to their balance of features, cost, and integration options"}, {"id": "mai-20260917-0816-smoke|c85-s3|mistral-small|Microsoft Sentinel", "prompt": "c85-s3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small teams, **Microsoft Sentinel** or **Elastic Security** are top choices"}, {"id": "mai-20260917-0816-smoke|c85-s3|mistral-small|Rapid7 InsightIDR", "prompt": "c85-s3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for:** SMBs wanting fast deployment ... Trade-offs:** Higher starting price"}, {"id": "mai-20260917-0816-smoke|c85-s3|mistral-small|Sumo Logic", "prompt": "c85-s3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Higher-tier plans can get expensive"}, {"id": "mai-20260917-0816-smoke|c85-s3|mistral-small|Splunk Enterprise Security", "prompt": "c85-s3", "model": "mistral-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Complex and costly for small teams"}, {"id": "mai-20260917-0816-smoke|c85-s3|moonshot-small|Rapid7 InsightIDR", "prompt": "c85-s3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Rapid7 InsightIDR**\n- **Best for:** SMBs needing fast deployment with minimal overhead"}, {"id": "mai-20260917-0816-smoke|c85-s3|moonshot-small|Microsoft Sentinel", "prompt": "c85-s3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Teams already in the Microsoft/Azure ecosystem ... **Weakness:** Less effective outside Microsoft-centric environments"}, {"id": "mai-20260917-0816-smoke|c85-s3|moonshot-small|Datadog Cloud SIEM", "prompt": "c85-s3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Datadog Cloud SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Weakness:** Less mature SOC analyst workflows compared to traditional SIEMs"}, {"id": "mai-20260917-0816-smoke|c85-s3|moonshot-small|Blumira", "prompt": "c85-s3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Very lean IT teams (1-3 people)"}, {"id": "mai-20260917-0816-smoke|c85-s3|moonshot-small|Elastic Security", "prompt": "c85-s3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tight budget, technical team | **Wazuh** or **Elastic Security**"}, {"id": "mai-20260917-0816-smoke|c85-s3|moonshot-small|Wazuh", "prompt": "c85-s3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Budget-conscious technical teams ... Self-hosted (requires more technical expertise)"}, {"id": "mai-20260917-0816-smoke|c85-s3|moonshot-small|Huntress Managed SIEM", "prompt": "c85-s3", "model": "moonshot-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Need 24/7 coverage with small team | **Rapid7 InsightIDR** or **Huntress Managed SIEM**"}, {"id": "mai-20260917-0816-smoke|c85-s3|openai-small|Microsoft Sentinel", "prompt": "c85-s3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a small team and want the **least operational pain**, I'd usually start with: **Microsoft Sentinel** if you use Microsoft 365/Azure already."}, {"id": "mai-20260917-0816-smoke|c85-s3|openai-small|Elastic Security for SIEM", "prompt": "c85-s3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security for SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Elastic Security** if you want more control and potentially better economics at scale."}, {"id": "mai-20260917-0816-smoke|c85-s3|openai-small|Splunk Enterprise Security", "prompt": "c85-s3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it can be heavier and more expensive to run for a small team"}, {"id": "mai-20260917-0816-smoke|c85-s3|openai-small|Google SecOps / Chronicle", "prompt": "c85-s3", "model": "openai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Google SecOps / Chronicle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "I'd want to verify your exact deployment fit and current packaging before recommending it over the others"}, {"id": "mai-20260917-0816-smoke|c85-s3|xai-small|Microsoft Sentinel", "prompt": "c85-s3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Start with your stack (e.g., Sentinel if Azure/M365)"}, {"id": "mai-20260917-0816-smoke|c85-s3|xai-small|Elastic Security", "prompt": "c85-s3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Steeper learning curve, tuning required for alerts | Technical teams with Elastic experience"}, {"id": "mai-20260917-0816-smoke|c85-s3|xai-small|Wazuh", "prompt": "c85-s3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wazuh if budget-tight"}, {"id": "mai-20260917-0816-smoke|c85-s3|xai-small|Blumira", "prompt": "c85-s3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For 1-2 person teams, prioritize Blumira or Rapid7 for speed"}, {"id": "mai-20260917-0816-smoke|c85-s3|xai-small|Rapid7 InsightIDR", "prompt": "c85-s3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For 1-2 person teams, prioritize Blumira or Rapid7 for speed"}, {"id": "mai-20260917-0816-smoke|c85-s3|xai-small|Sumo Logic", "prompt": "c85-s3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others frequently mentioned: Sumo Logic (cloud logs focus)"}, {"id": "mai-20260917-0816-smoke|c85-s3|xai-small|Huntress", "prompt": "c85-s3", "model": "xai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Huntress (managed service)"}, {"id": "mai-20260917-0816-smoke|c85-s3|zai-small|Microsoft Sentinel", "prompt": "c85-s3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Sentinel** – native integrations, KQL, low operational overhead"}, {"id": "mai-20260917-0816-smoke|c85-s3|zai-small|Elastic Security", "prompt": "c85-s3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Elastic Security** – flexible, self-hosted or Elastic Cloud, customizable rules"}, {"id": "mai-20260917-0816-smoke|c85-s3|zai-small|Wazuh", "prompt": "c85-s3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wazuh** (open-source) – free core, strong endpoint detection, good for on-prem / hybrid"}, {"id": "mai-20260917-0816-smoke|c85-s3|zai-small|Blumira", "prompt": "c85-s3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Blumira** – employee-based pricing, pre-built detection packs, minimal tuning"}, {"id": "mai-20260917-0816-smoke|c85-s3|zai-small|Huntress Managed SIEM", "prompt": "c85-s3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Huntress Managed SIEM** or **Rapid7 InsightIDR** – full-service monitoring, 24/7 investigation"}, {"id": "mai-20260917-0816-smoke|c85-s3|zai-small|Datadog Cloud SIEM", "prompt": "c85-s3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Datadog Cloud SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Datadog Cloud SIEM** – unified APM + security view, fast onboarding"}, {"id": "mai-20260917-0816-smoke|c85-s3|zai-small|Sumo Logic", "prompt": "c85-s3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Sumo Logic** – auto-grouping, low operational load"}, {"id": "mai-20260917-0816-smoke|c85-s3|zai-small|Rapid7 InsightIDR", "prompt": "c85-s3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Rapid7 InsightIDR** – full-service monitoring, 24/7 investigation"}, {"id": "mai-20260917-0816-smoke|c85-s3|zai-small|LogRhythm", "prompt": "c85-s3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "LogRhythm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**LogRhythm** – mid-market focus, hybrid deployment, user-friendly correlation engine"}, {"id": "mai-20260917-0816-smoke|c85-s3|zai-small|Splunk Enterprise Security", "prompt": "c85-s3", "model": "zai-small", "cat": "siem-platforms", "variant": "comparative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "powerful search and built-in knowledge base, but higher cost and operational effort"}, {"id": "mai-20260917-0816-smoke|c85-s4|alibaba-small|Wazuh", "prompt": "c85-s4", "model": "alibaba-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Free Option: Wazuh (Self-Hosted) ... Wazuh is the industry-standard choice for open-source security"}, {"id": "mai-20260917-0816-smoke|c85-s4|alibaba-small|Blumira", "prompt": "c85-s4", "model": "alibaba-small", "cat": "siem-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Balanced Option: Blumira or Fluency SIEM"}, {"id": "mai-20260917-0816-smoke|c85-s4|alibaba-small|Fluency SIEM", "prompt": "c85-s4", "model": "alibaba-small", "cat": "siem-platforms", "variant": "budget", "raw": "Fluency SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Balanced Option: Blumira or Fluency SIEM"}, {"id": "mai-20260917-0816-smoke|c85-s4|alibaba-small|Microsoft Sentinel", "prompt": "c85-s4", "model": "alibaba-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft Users: Microsoft Sentinel"}, {"id": "mai-20260917-0816-smoke|c85-s4|anthropic-small|Wazuh", "prompt": "c85-s4", "model": "anthropic-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "A free, open-source SIEM and XDR platform that's increasingly popular for small businesses"}, {"id": "mai-20260917-0816-smoke|c85-s4|anthropic-small|Graylog", "prompt": "c85-s4", "model": "anthropic-small", "cat": "siem-platforms", "variant": "budget", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An open-source log management platform that's more affordable than commercial alternatives"}, {"id": "mai-20260917-0816-smoke|c85-s4|anthropic-small|Ossec", "prompt": "c85-s4", "model": "anthropic-small", "cat": "siem-platforms", "variant": "budget", "raw": "Ossec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A lightweight, free host-based intrusion detection system"}, {"id": "mai-20260917-0816-smoke|c85-s4|anthropic-small|Splunk Cloud", "prompt": "c85-s4", "model": "anthropic-small", "cat": "siem-platforms", "variant": "budget", "raw": "Splunk Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While Splunk is traditionally expensive, their cloud version offers pay-as-you-go pricing"}, {"id": "mai-20260917-0816-smoke|c85-s4|anthropic-small|Microsoft Sentinel", "prompt": "c85-s4", "model": "anthropic-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "a cloud-based solution like Microsoft Sentinel (if you use Azure/Microsoft products) ... might offer the best balance of cost and ease of use"}, {"id": "mai-20260917-0816-smoke|c85-s4|anthropic-small|Datadog Security", "prompt": "c85-s4", "model": "anthropic-small", "cat": "siem-platforms", "variant": "budget", "raw": "Datadog Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers security monitoring with flexible, usage-based pricing."}, {"id": "mai-20260917-0816-smoke|c85-s4|challenger-small|Wazuh", "prompt": "c85-s4", "model": "challenger-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SIEM choice is usually **Wazuh** if you have technical staff and want the lowest software cost"}, {"id": "mai-20260917-0816-smoke|c85-s4|challenger-small|Blumira", "prompt": "c85-s4", "model": "challenger-small", "cat": "siem-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Blumira** if you want something easier to run with a small IT team"}, {"id": "mai-20260917-0816-smoke|c85-s4|challenger-small|Microsoft Sentinel", "prompt": "c85-s4", "model": "challenger-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cost-effective **only if you are already heavily invested in Microsoft 365/Azure**, but ... consumption-based pricing can become expensive"}, {"id": "mai-20260917-0816-smoke|c85-s4|challenger-small|ManageEngine Log360", "prompt": "c85-s4", "model": "challenger-small", "cat": "siem-platforms", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another budget-friendly supported option, with predictable pricing and compliance features"}, {"id": "mai-20260917-0816-smoke|c85-s4|deepseek-small|Wazuh", "prompt": "c85-s4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wazuh** — Best overall value (Free / open-source)"}, {"id": "mai-20260917-0816-smoke|c85-s4|deepseek-small|Microsoft Sentinel", "prompt": "c85-s4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're already a Microsoft shop"}, {"id": "mai-20260917-0816-smoke|c85-s4|deepseek-small|Elastic Security (ELK Stack)", "prompt": "c85-s4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Elastic Security (ELK Stack)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free alternative for technical teams"}, {"id": "mai-20260917-0816-smoke|c85-s4|deepseek-small|Blumira", "prompt": "c85-s4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best managed option with predictable pricing"}, {"id": "mai-20260917-0816-smoke|c85-s4|deepseek-small|Splunk", "prompt": "c85-s4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "a full enterprise SIEM like Splunk or IBM QRadar is overkill and far out of budget"}, {"id": "mai-20260917-0816-smoke|c85-s4|deepseek-small|IBM QRadar", "prompt": "c85-s4", "model": "deepseek-small", "cat": "siem-platforms", "variant": "budget", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "a full enterprise SIEM like Splunk or IBM QRadar is overkill and far out of budget"}, {"id": "mai-20260917-0816-smoke|c85-s4|google-small|Wazuh", "prompt": "c85-s4", "model": "google-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "\"We have zero budget, but we have an IT person with time and skills.\" | **Wazuh** (Self-hosted) | $0 licensing fees, incredibly powerful SIEM/XDR capabilities."}, {"id": "mai-20260917-0816-smoke|c85-s4|google-small|Blumira", "prompt": "c85-s4", "model": "google-small", "cat": "siem-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Option 2: Blumira (The Best SaaS SIEM for Lean IT Teams)"}, {"id": "mai-20260917-0816-smoke|c85-s4|google-small|Microsoft Sentinel", "prompt": "c85-s4", "model": "google-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Option 3: Microsoft Sentinel (The Best if You Are Already a \"Microsoft Shop\")"}, {"id": "mai-20260917-0816-smoke|c85-s4|google-small|ManageEngine Log360", "prompt": "c85-s4", "model": "google-small", "cat": "siem-platforms", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ManageEngine Log360 is a budget-friendly SIEM tailored for Windows-heavy environments."}, {"id": "mai-20260917-0816-smoke|c85-s4|google-small|Splunk", "prompt": "c85-s4", "model": "google-small", "cat": "siem-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "significantly cheaper than enterprise giants like Splunk or QRadar"}, {"id": "mai-20260917-0816-smoke|c85-s4|google-small|QRadar", "prompt": "c85-s4", "model": "google-small", "cat": "siem-platforms", "variant": "budget", "raw": "QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "significantly cheaper than enterprise giants like Splunk or QRadar"}, {"id": "mai-20260917-0816-smoke|c85-s4|meta-small|Sumo Logic", "prompt": "c85-s4", "model": "meta-small", "cat": "siem-platforms", "variant": "budget", "raw": "Sumo Logic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SIEM platform for a small company with a tight budget is Sumo Logic, which offers a free tier"}, {"id": "mai-20260917-0816-smoke|c85-s4|meta-small|Elastic Security", "prompt": "c85-s4", "model": "meta-small", "cat": "siem-platforms", "variant": "budget", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Elastic Security, Microsoft Sentinel, and ManageEngine Log360."}, {"id": "mai-20260917-0816-smoke|c85-s4|meta-small|Microsoft Sentinel", "prompt": "c85-s4", "model": "meta-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Elastic Security, Microsoft Sentinel, and ManageEngine Log360."}, {"id": "mai-20260917-0816-smoke|c85-s4|meta-small|ManageEngine Log360", "prompt": "c85-s4", "model": "meta-small", "cat": "siem-platforms", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Elastic Security, Microsoft Sentinel, and ManageEngine Log360."}, {"id": "mai-20260917-0816-smoke|c85-s4|minimax-small|Wazuh", "prompt": "c85-s4", "model": "minimax-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend starting with **Wazuh** or **Elastic Security** since they are free and open-source"}, {"id": "mai-20260917-0816-smoke|c85-s4|minimax-small|Elastic Security", "prompt": "c85-s4", "model": "minimax-small", "cat": "siem-platforms", "variant": "budget", "raw": "Elastic Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend starting with **Wazuh** or **Elastic Security** since they are free and open-source"}, {"id": "mai-20260917-0816-smoke|c85-s4|minimax-small|Graylog", "prompt": "c85-s4", "model": "minimax-small", "cat": "siem-platforms", "variant": "budget", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free open-source version available... Best for: Small organizations with limited budgets"}, {"id": "mai-20260917-0816-smoke|c85-s4|minimax-small|Sumo Logic", "prompt": "c85-s4", "model": "minimax-small", "cat": "siem-platforms", "variant": "budget", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need more commercial support, **Sumo Logic's free tier** could be a good starting point."}, {"id": "mai-20260917-0816-smoke|c85-s4|mistral-small|Wazuh", "prompt": "c85-s4", "model": "mistral-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, Wazuh (free, open-source) and Microsoft Sentinel (low pay-as-you-go cost) are the best options."}, {"id": "mai-20260917-0816-smoke|c85-s4|mistral-small|Microsoft Sentinel", "prompt": "c85-s4", "model": "mistral-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Wazuh (free, open-source) and Microsoft Sentinel (low pay-as-you-go cost) are the best options"}, {"id": "mai-20260917-0816-smoke|c85-s4|mistral-small|Blumira", "prompt": "c85-s4", "model": "mistral-small", "cat": "siem-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer a managed service with a simple pricing model, Blumira is also a strong contender."}, {"id": "mai-20260917-0816-smoke|c85-s4|mistral-small|Elastic Security", "prompt": "c85-s4", "model": "mistral-small", "cat": "siem-platforms", "variant": "budget", "raw": "Elastic Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though the paid tier can become expensive as data volume increases"}, {"id": "mai-20260917-0816-smoke|c85-s4|mistral-small|Sumo Logic", "prompt": "c85-s4", "model": "mistral-small", "cat": "siem-platforms", "variant": "budget", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers a free tier and paid plans starting from $270/GB/month."}, {"id": "mai-20260917-0816-smoke|c85-s4|moonshot-small|Wazuh", "prompt": "c85-s4", "model": "moonshot-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wazuh** is the standout choice—it's completely free, feature-rich, and has a strong community"}, {"id": "mai-20260917-0816-smoke|c85-s4|moonshot-small|Security Onion", "prompt": "c85-s4", "model": "moonshot-small", "cat": "siem-platforms", "variant": "budget", "raw": "Security Onion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Teams wanting a complete security monitoring platform"}, {"id": "mai-20260917-0816-smoke|c85-s4|moonshot-small|Elastic Security (Open Source)", "prompt": "c85-s4", "model": "moonshot-small", "cat": "siem-platforms", "variant": "budget", "raw": "Elastic Security (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free for basic use ... Requires building your own security detection rules"}, {"id": "mai-20260917-0816-smoke|c85-s4|moonshot-small|Fluency SIEM", "prompt": "c85-s4", "model": "moonshot-small", "cat": "siem-platforms", "variant": "budget", "raw": "Fluency SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fluency SIEM** or **Blumira** are excellent SMB-focused options"}, {"id": "mai-20260917-0816-smoke|c85-s4|moonshot-small|Blumira", "prompt": "c85-s4", "model": "moonshot-small", "cat": "siem-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Easy deployment, SMB-focused, predictable pricing"}, {"id": "mai-20260917-0816-smoke|c85-s4|moonshot-small|Microsoft Sentinel", "prompt": "c85-s4", "model": "moonshot-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Companies already using Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c85-s4|moonshot-small|Rapid7 InsightIDR", "prompt": "c85-s4", "model": "moonshot-small", "cat": "siem-platforms", "variant": "budget", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Need simplest setup | Blumira or Rapid7 InsightIDR"}, {"id": "mai-20260917-0816-smoke|c85-s4|openai-small|Microsoft Sentinel", "prompt": "c85-s4", "model": "openai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best budget-friendly choice for many small teams:** **Microsoft Sentinel**"}, {"id": "mai-20260917-0816-smoke|c85-s4|openai-small|Elastic Security / Elastic SIEM", "prompt": "c85-s4", "model": "openai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Elastic Security / Elastic SIEM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall for cost control + flexibility:** **Elastic Security**"}, {"id": "mai-20260917-0816-smoke|c85-s4|openai-small|CrowdStrike's NG SIEM", "prompt": "c85-s4", "model": "openai-small", "cat": "siem-platforms", "variant": "budget", "raw": "CrowdStrike's NG SIEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious with enterprise-first SIEMs** like CrowdStrike's NG SIEM if budget is your top constraint"}, {"id": "mai-20260917-0816-smoke|c85-s4|openai-small|Splunk", "prompt": "c85-s4", "model": "openai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparison table** for **Microsoft Sentinel vs Elastic vs Splunk**"}, {"id": "mai-20260917-0816-smoke|c85-s4|xai-small|Wazuh", "prompt": "c85-s4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SIEM platform is likely a free, open-source option like Wazuh (self-hosted)"}, {"id": "mai-20260917-0816-smoke|c85-s4|xai-small|ManageEngine Log360", "prompt": "c85-s4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Low-Cost Alternatives ... **ManageEngine Log360** (~$595\\u2013$1,095/year starting)"}, {"id": "mai-20260917-0816-smoke|c85-s4|xai-small|Fluency SIEM", "prompt": "c85-s4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Fluency SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fluency SIEM** (~$75\\u2013$350/month starting) ... Tailored for SMBs; simple pricing."}, {"id": "mai-20260917-0816-smoke|c85-s4|xai-small|Blumira", "prompt": "c85-s4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**No expertise?** Blumira or Fluency for plug-and-play."}, {"id": "mai-20260917-0816-smoke|c85-s4|xai-small|Microsoft Sentinel", "prompt": "c85-s4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Microsoft-heavy?** Sentinel (free logs make it unbeatable)."}, {"id": "mai-20260917-0816-smoke|c85-s4|xai-small|Splunk", "prompt": "c85-s4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise tools like Splunk/Rapid7 (thousands/month)."}, {"id": "mai-20260917-0816-smoke|c85-s4|xai-small|Rapid7", "prompt": "c85-s4", "model": "xai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Rapid7", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise tools like Splunk/Rapid7 (thousands/month)."}, {"id": "mai-20260917-0816-smoke|c85-s4|zai-small|Microsoft Sentinel", "prompt": "c85-s4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Microsoft Sentinel** – leverage the free trial and, if you have Microsoft 365 E5, use the included data grant to keep costs at $0."}, {"id": "mai-20260917-0816-smoke|c85-s4|zai-small|Wazuh", "prompt": "c85-s4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wazuh (self‑hosted)** is the most cost‑effective open‑source choice."}, {"id": "mai-20260917-0816-smoke|c85-s4|zai-small|ELK Stack (Elastic Security)", "prompt": "c85-s4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "ELK Stack (Elastic Security)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Only consider **ELK Stack** or **Graylog** if you have a Linux engineer on staff"}, {"id": "mai-20260917-0816-smoke|c85-s4|zai-small|Graylog", "prompt": "c85-s4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Only consider **ELK Stack** or **Graylog** if you have a Linux engineer on staff"}, {"id": "mai-20260917-0816-smoke|c85-s4|zai-small|Blumira", "prompt": "c85-s4", "model": "zai-small", "cat": "siem-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prefer a managed service with minimal setup | **Blumira** (per‑employee pricing)"}, {"id": "mai-20260917-0816-smoke|c85-s5|alibaba-small|Oracle Sentinel", "prompt": "c85-s5", "model": "alibaba-small", "cat": "siem-platforms", "variant": "scale", "raw": "Oracle Sentinel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You generally do not need an enterprise-grade SIEM like Oracle Sentinel or Splunk Enterprise Edition; you lack the staff to feed them."}, {"id": "mai-20260917-0816-smoke|c85-s5|alibaba-small|Splunk Enterprise Edition", "prompt": "c85-s5", "model": "alibaba-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk Enterprise Edition", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You generally do not need an enterprise-grade SIEM like Oracle Sentinel or Splunk Enterprise Edition; you lack the staff to feed them."}, {"id": "mai-20260917-0816-smoke|c85-s5|alibaba-small|Microsoft Defender for Business", "prompt": "c85-s5", "model": "alibaba-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Platforms like **Microsoft Defender for Business**, **CrowdStrike Falcon**, or **SentinelOne**. These protect laptops/servers and provide decent dashboards."}, {"id": "mai-20260917-0816-smoke|c85-s5|alibaba-small|CrowdStrike Falcon", "prompt": "c85-s5", "model": "alibaba-small", "cat": "siem-platforms", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Platforms like **Microsoft Defender for Business**, **CrowdStrike Falcon**, or **SentinelOne**"}, {"id": "mai-20260917-0816-smoke|c85-s5|alibaba-small|SentinelOne", "prompt": "c85-s5", "model": "alibaba-small", "cat": "siem-platforms", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Platforms like **Microsoft Defender for Business**, **CrowdStrike Falcon**, or **SentinelOne**"}, {"id": "mai-20260917-0816-smoke|c85-s5|alibaba-small|Huntress", "prompt": "c85-s5", "model": "alibaba-small", "cat": "siem-platforms", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Huntress:** (Highly recommended for micro-businesses; automated response)."}, {"id": "mai-20260917-0816-smoke|c85-s5|alibaba-small|Kandji", "prompt": "c85-s5", "model": "alibaba-small", "cat": "siem-platforms", "variant": "scale", "raw": "Kandji", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Solutions like **Huntress** or **Kandji** are built specifically for small shops."}, {"id": "mai-20260917-0816-smoke|c85-s5|alibaba-small|Wazuh", "prompt": "c85-s5", "model": "alibaba-small", "cat": "siem-platforms", "variant": "scale", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Wazuh:** (Open Source/Free version available, but requires technical skill to maintain)."}, {"id": "mai-20260917-0816-smoke|c85-s5|alibaba-small|Microsoft Defender / Sentinel", "prompt": "c85-s5", "model": "alibaba-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Defender / Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Microsoft Defender / Sentinel:** (Ideal if you are already on O365)."}, {"id": "mai-20260917-0816-smoke|c85-s5|alibaba-small|Elastic Security", "prompt": "c85-s5", "model": "alibaba-small", "cat": "siem-platforms", "variant": "scale", "raw": "Elastic Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Elastic Security:** (Flexible, but can get complex/expensive)."}, {"id": "mai-20260917-0816-smoke|c85-s5|anthropic-small|Wiz", "prompt": "c85-s5", "model": "anthropic-small", "cat": "siem-platforms", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options in the mid-market include Wiz, Microsoft Sentinel, Splunk Cloud, Datadog, and various open-source alternatives"}, {"id": "mai-20260917-0816-smoke|c85-s5|anthropic-small|Microsoft Sentinel", "prompt": "c85-s5", "model": "anthropic-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options in the mid-market include Wiz, Microsoft Sentinel, Splunk Cloud, Datadog"}, {"id": "mai-20260917-0816-smoke|c85-s5|anthropic-small|Splunk Cloud", "prompt": "c85-s5", "model": "anthropic-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options in the mid-market include Wiz, Microsoft Sentinel, Splunk Cloud, Datadog"}, {"id": "mai-20260917-0816-smoke|c85-s5|anthropic-small|Datadog", "prompt": "c85-s5", "model": "anthropic-small", "cat": "siem-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options in the mid-market include Wiz, Microsoft Sentinel, Splunk Cloud, Datadog, and various open-source alternatives"}, {"id": "mai-20260917-0816-smoke|c85-s5|deepseek-small|Microsoft Sentinel", "prompt": "c85-s5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "if you're all-in on Microsoft 365, tight integration (but beware its pricing complexity and cloud cost)"}, {"id": "mai-20260917-0816-smoke|c85-s5|deepseek-small|Sumo Logic", "prompt": "c85-s5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sumo Logic / Elastic — flexible, scalable, good free tiers to trial"}, {"id": "mai-20260917-0816-smoke|c85-s5|deepseek-small|Elastic", "prompt": "c85-s5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sumo Logic / Elastic — flexible, scalable, good free tiers to trial"}, {"id": "mai-20260917-0816-smoke|c85-s5|deepseek-small|Wazuh", "prompt": "c85-s5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free, open-source, great if your team has Linux/security skills and time"}, {"id": "mai-20260917-0816-smoke|c85-s5|deepseek-small|ManageEngine Log360", "prompt": "c85-s5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "purpose-built for SMBs, affordable, easy"}, {"id": "mai-20260917-0816-smoke|c85-s5|deepseek-small|Blumira", "prompt": "c85-s5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "managed SIEMs positioned explicitly at small teams that lack dedicated SOCs"}, {"id": "mai-20260917-0816-smoke|c85-s5|deepseek-small|Fluency", "prompt": "c85-s5", "model": "deepseek-small", "cat": "siem-platforms", "variant": "scale", "raw": "Fluency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "managed SIEMs positioned explicitly at small teams that lack dedicated SOCs"}, {"id": "mai-20260917-0816-smoke|c85-s5|google-small|Splunk", "prompt": "c85-s5", "model": "google-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The most common mistake small businesses make is buying an enterprise-grade SIEM (like Splunk or Microsoft Sentinel)"}, {"id": "mai-20260917-0816-smoke|c85-s5|google-small|Microsoft Sentinel", "prompt": "c85-s5", "model": "google-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Microsoft Sentinel:** Powerful, but highly complex."}, {"id": "mai-20260917-0816-smoke|c85-s5|google-small|Huntress Managed SIEM / MDR", "prompt": "c85-s5", "model": "google-small", "cat": "siem-platforms", "variant": "scale", "raw": "Huntress Managed SIEM / MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Widely considered the gold standard for SMB security"}, {"id": "mai-20260917-0816-smoke|c85-s5|google-small|Blackpoint Cyber", "prompt": "c85-s5", "model": "google-small", "cat": "siem-platforms", "variant": "scale", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent managed security options that handle the heavy lifting."}, {"id": "mai-20260917-0816-smoke|c85-s5|google-small|Red Canary", "prompt": "c85-s5", "model": "google-small", "cat": "siem-platforms", "variant": "scale", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent managed security options that handle the heavy lifting."}, {"id": "mai-20260917-0816-smoke|c85-s5|google-small|Blumira", "prompt": "c85-s5", "model": "google-small", "cat": "siem-platforms", "variant": "scale", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Blumira:** Specifically built for lean IT teams."}, {"id": "mai-20260917-0816-smoke|c85-s5|minimax-small|Splunk Cloud", "prompt": "c85-s5", "model": "minimax-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloud-based SIEMs (e.g., Splunk Cloud, Microsoft Sentinel, Datadog) often suit smaller teams"}, {"id": "mai-20260917-0816-smoke|c85-s5|minimax-small|Microsoft Sentinel", "prompt": "c85-s5", "model": "minimax-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud-based SIEMs (e.g., Splunk Cloud, Microsoft Sentinel, Datadog) often suit smaller teams"}, {"id": "mai-20260917-0816-smoke|c85-s5|minimax-small|Datadog", "prompt": "c85-s5", "model": "minimax-small", "cat": "siem-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloud-based SIEMs (e.g., Splunk Cloud, Microsoft Sentinel, Datadog) often suit smaller teams"}, {"id": "mai-20260917-0816-smoke|c85-s5|minimax-small|Splunk", "prompt": "c85-s5", "model": "minimax-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Common options include Splunk, Microsoft Sentinel, LogRhythm, Elastic, and IBM QRadar"}, {"id": "mai-20260917-0816-smoke|c85-s5|minimax-small|LogRhythm", "prompt": "c85-s5", "model": "minimax-small", "cat": "siem-platforms", "variant": "scale", "raw": "LogRhythm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Common options include Splunk, Microsoft Sentinel, LogRhythm, Elastic, and IBM QRadar"}, {"id": "mai-20260917-0816-smoke|c85-s5|minimax-small|Elastic", "prompt": "c85-s5", "model": "minimax-small", "cat": "siem-platforms", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Common options include Splunk, Microsoft Sentinel, LogRhythm, Elastic, and IBM QRadar"}, {"id": "mai-20260917-0816-smoke|c85-s5|minimax-small|IBM QRadar", "prompt": "c85-s5", "model": "minimax-small", "cat": "siem-platforms", "variant": "scale", "raw": "IBM QRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Common options include Splunk, Microsoft Sentinel, LogRhythm, Elastic, and IBM QRadar"}, {"id": "mai-20260917-0816-smoke|c85-s5|mistral-small|Splunk", "prompt": "c85-s5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Powerful search, extensible, strong ecosystem | Expensive, steep learning curve"}, {"id": "mai-20260917-0816-smoke|c85-s5|mistral-small|Microsoft Sentinel", "prompt": "c85-s5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Azure/cloud-native, mid-market | Tight Microsoft integration, cost-effective"}, {"id": "mai-20260917-0816-smoke|c85-s5|mistral-small|IBM QRadar", "prompt": "c85-s5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Complex, expensive, slow UI"}, {"id": "mai-20260917-0816-smoke|c85-s5|mistral-small|Elastic SIEM", "prompt": "c85-s5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Elastic SIEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flexible, cost-effective, good for logs | Requires more setup"}, {"id": "mai-20260917-0816-smoke|c85-s5|mistral-small|Wazuh", "prompt": "c85-s5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Wazuh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free core, good for basic SIEM needs | Limited advanced features"}, {"id": "mai-20260917-0816-smoke|c85-s5|mistral-small|Graylog", "prompt": "c85-s5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Affordable, good for log aggregation | Limited detection/response features"}, {"id": "mai-20260917-0816-smoke|c85-s5|mistral-small|CrowdStrike Falcon", "prompt": "c85-s5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong EDR integration, easy to use | Less mature SIEM features"}, {"id": "mai-20260917-0816-smoke|c85-s5|mistral-small|Palo Alto Cortex XDR", "prompt": "c85-s5", "model": "mistral-small", "cat": "siem-platforms", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Expensive, vendor lock-in"}, {"id": "mai-20260917-0816-smoke|c85-s5|moonshot-small|Splunk", "prompt": "c85-s5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Per-GB ingested** (e.g., Splunk, Datadog, Sentinel): Scales with log volume. Risky if a misconfigured application starts spamming logs. Hard to budget."}, {"id": "mai-20260917-0816-smoke|c85-s5|moonshot-small|Datadog", "prompt": "c85-s5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Per-GB ingested** (e.g., Splunk, Datadog, Sentinel)"}, {"id": "mai-20260917-0816-smoke|c85-s5|moonshot-small|Blumira", "prompt": "c85-s5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focus on cloud-native or SMB-focused platforms (e.g., Microsoft Sentinel, Blumira, Sumo Logic, Rapid7 InsightIDR, or an MDR that bundles SIEM)."}, {"id": "mai-20260917-0816-smoke|c85-s5|moonshot-small|Panther", "prompt": "c85-s5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Panther", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Flat-rate tiers** (e.g., Panther, some managed offerings): Predictable within a tier."}, {"id": "mai-20260917-0816-smoke|c85-s5|moonshot-small|Splunk Enterprise", "prompt": "c85-s5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Eliminate pure enterprise players (Splunk Enterprise, QRadar on-prem, ArcSight) unless you have an ex-SOC analyst on staff."}, {"id": "mai-20260917-0816-smoke|c85-s5|moonshot-small|QRadar", "prompt": "c85-s5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Eliminate pure enterprise players (Splunk Enterprise, QRadar on-prem, ArcSight)"}, {"id": "mai-20260917-0816-smoke|c85-s5|moonshot-small|ArcSight", "prompt": "c85-s5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "ArcSight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Eliminate pure enterprise players (Splunk Enterprise, QRadar on-prem, ArcSight)"}, {"id": "mai-20260917-0816-smoke|c85-s5|moonshot-small|Microsoft Sentinel", "prompt": "c85-s5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Focus on cloud-native or SMB-focused platforms (e.g., Microsoft Sentinel, Blumira, Sumo Logic, Rapid7 InsightIDR...)"}, {"id": "mai-20260917-0816-smoke|c85-s5|moonshot-small|Sumo Logic", "prompt": "c85-s5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Focus on cloud-native or SMB-focused platforms (e.g., Microsoft Sentinel, Blumira, Sumo Logic, Rapid7 InsightIDR...)"}, {"id": "mai-20260917-0816-smoke|c85-s5|moonshot-small|Rapid7 InsightIDR", "prompt": "c85-s5", "model": "moonshot-small", "cat": "siem-platforms", "variant": "scale", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Focus on cloud-native or SMB-focused platforms (e.g., ... Rapid7 InsightIDR, or an MDR that bundles SIEM)."}, {"id": "mai-20260917-0816-smoke|c85-s5|xai-small|Microsoft Sentinel", "prompt": "c85-s5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "consider cloud options like Microsoft Sentinel, Splunk Cloud, Elastic Security, Sumo Logic, or managed from Blumira/Fluency"}, {"id": "mai-20260917-0816-smoke|c85-s5|xai-small|Splunk Cloud", "prompt": "c85-s5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Splunk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "consider cloud options like Microsoft Sentinel, Splunk Cloud, Elastic Security, Sumo Logic"}, {"id": "mai-20260917-0816-smoke|c85-s5|xai-small|Elastic Security", "prompt": "c85-s5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "consider cloud options like Microsoft Sentinel, Splunk Cloud, Elastic Security, Sumo Logic"}, {"id": "mai-20260917-0816-smoke|c85-s5|xai-small|Sumo Logic", "prompt": "c85-s5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "consider cloud options like ... Sumo Logic, or managed from Blumira/Fluency"}, {"id": "mai-20260917-0816-smoke|c85-s5|xai-small|Blumira", "prompt": "c85-s5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Blumira", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or managed from Blumira/Fluency"}, {"id": "mai-20260917-0816-smoke|c85-s5|xai-small|Fluency", "prompt": "c85-s5", "model": "xai-small", "cat": "siem-platforms", "variant": "scale", "raw": "Fluency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or managed from Blumira/Fluency"}, {"id": "mai-20260917-0816-smoke|c85-s6|alibaba-small|Splunk Enterprise", "prompt": "c85-s6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to Avoid:** While technically powerful, Splunk is famously expensive."}, {"id": "mai-20260917-0816-smoke|c85-s6|alibaba-small|IBM QRadar", "prompt": "c85-s6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to Avoid:** These are massive, hardware-heavy systems designed for global compliance and threat hunting at scale."}, {"id": "mai-20260917-0816-smoke|c85-s6|alibaba-small|Broadcom ArcSight", "prompt": "c85-s6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "Broadcom ArcSight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to Avoid:** These are massive, hardware-heavy systems designed for global compliance and threat hunting at scale."}, {"id": "mai-20260917-0816-smoke|c85-s6|alibaba-small|Wazuh (Self-Hosted)", "prompt": "c85-s6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "Wazuh (Self-Hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why to Be Cautious:** The software is free, but you are responsible for installing, patching, updating, and securing the servers yourself."}, {"id": "mai-20260917-0816-smoke|c85-s6|alibaba-small|ELK Stack (Elasticsearch)", "prompt": "c85-s6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "ELK Stack (Elasticsearch)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these tools will likely fall into disrepair within six months due to lack of maintenance"}, {"id": "mai-20260917-0816-smoke|c85-s6|alibaba-small|Microsoft Sentinel", "prompt": "c85-s6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Why to Be Cautious:** ... the cost model is based on data ingestion ... the costs can escalate rapidly."}, {"id": "mai-20260917-0816-smoke|c85-s6|alibaba-small|Trend Micro Deep Security", "prompt": "c85-s6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "Trend Micro Deep Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Why to Avoid:** These require physical servers (or dedicated VMs) that you must maintain"}, {"id": "mai-20260917-0816-smoke|c85-s6|alibaba-small|McAfee ePO", "prompt": "c85-s6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "McAfee ePO", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Why to Avoid:** These require physical servers (or dedicated VMs) that you must maintain"}, {"id": "mai-20260917-0816-smoke|c85-s6|alibaba-small|Cortex XSOAR (Palo Alto)", "prompt": "c85-s6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "Cortex XSOAR (Palo Alto)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Cortex XSOAR (Palo Alto):** Great for automation."}, {"id": "mai-20260917-0816-smoke|c85-s6|alibaba-small|SentinelOne Singularity", "prompt": "c85-s6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Offers centralized logging that is easy to read."}, {"id": "mai-20260917-0816-smoke|c85-s6|alibaba-small|CrowdStrike Falcon", "prompt": "c85-s6", "model": "alibaba-small", "cat": "siem-platforms", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "**CrowdStrike Falcon:** Excellent visibility and low administrative burden."}, {"id": "mai-20260917-0816-smoke|c85-s6|anthropic-small|LogRhythm", "prompt": "c85-s6", "model": "anthropic-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional on-premises SIEM platforms like LogRhythm and IBM QRadar are generally considered enterprise-grade solutions."}, {"id": "mai-20260917-0816-smoke|c85-s6|anthropic-small|IBM QRadar", "prompt": "c85-s6", "model": "anthropic-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional on-premises SIEM platforms like LogRhythm and IBM QRadar are generally considered enterprise-grade solutions."}, {"id": "mai-20260917-0816-smoke|c85-s6|anthropic-small|Wazuh", "prompt": "c85-s6", "model": "anthropic-small", "cat": "siem-platforms", "variant": "negative", "raw": "Wazuh", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Wazuh requires Linux administration skills and ongoing maintenance, making it best suited for organizations that have in-house technical expertise"}, {"id": "mai-20260917-0816-smoke|c85-s6|challenger-small|Splunk Enterprise Security", "prompt": "c85-s6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "described as a tool small businesses can easily **overbuy**, and one source explicitly says SMBs usually find traditional enterprise SIEMs like Splunk a poor fit"}, {"id": "mai-20260917-0816-smoke|c85-s6|challenger-small|IBM QRadar", "prompt": "c85-s6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "another source says to \"avoid Qradar\""}, {"id": "mai-20260917-0816-smoke|c85-s6|challenger-small|LogRhythm", "prompt": "c85-s6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "mentioned as something to avoid or rule out, with one source directly saying to \"stay away\" from it"}, {"id": "mai-20260917-0816-smoke|c85-s6|challenger-small|Wazuh", "prompt": "c85-s6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "Wazuh", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "one source advises small teams to be cautious because it may not function as a full SIEM in practice"}, {"id": "mai-20260917-0816-smoke|c85-s6|challenger-small|Microsoft Sentinel", "prompt": "c85-s6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "small businesses should be cautious if they do not already live in Microsoft/Azure"}, {"id": "mai-20260917-0816-smoke|c85-s6|challenger-small|Darktrace", "prompt": "c85-s6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "Darktrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "one community recommendation says these are **not for small companies**"}, {"id": "mai-20260917-0816-smoke|c85-s6|challenger-small|ExtraHop", "prompt": "c85-s6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "ExtraHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "one community recommendation says these are **not for small companies**"}, {"id": "mai-20260917-0816-smoke|c85-s6|challenger-small|Vectra", "prompt": "c85-s6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "Vectra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "one community recommendation says these are **not for small companies**"}, {"id": "mai-20260917-0816-smoke|c85-s6|challenger-small|IronNet", "prompt": "c85-s6", "model": "challenger-small", "cat": "siem-platforms", "variant": "negative", "raw": "IronNet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "one community recommendation says these are **not for small companies**"}, {"id": "mai-20260917-0816-smoke|c85-s6|deepseek-small|Splunk (Enterprise/Cloud)", "prompt": "c85-s6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk (Enterprise/Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The poster child for \"too expensive.\"... If you can't negotiate heavily or don't have an SIEM expert, it's a budget risk."}, {"id": "mai-20260917-0816-smoke|c85-s6|deepseek-small|Micro Focus (OpenText) ArcSight", "prompt": "c85-s6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Micro Focus (OpenText) ArcSight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "steep learning curves, complex deployment/config, and a dated UI ... Not a good fit for a lean team."}, {"id": "mai-20260917-0816-smoke|c85-s6|deepseek-small|IBM QRadar / QRadar on Cloud", "prompt": "c85-s6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar / QRadar on Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "That's a caution flag for a small business that can't easily absorb migration disruption."}, {"id": "mai-20260917-0816-smoke|c85-s6|deepseek-small|ELK/Elastic", "prompt": "c85-s6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "ELK/Elastic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Open-source \"traps\": ELK/Elastic ... free in license but expensive in reality"}, {"id": "mai-20260917-0816-smoke|c85-s6|deepseek-small|Wazuh", "prompt": "c85-s6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Wazuh", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Wazuh has limited automation/ML, basic correlation, and no automated response"}, {"id": "mai-20260917-0816-smoke|c85-s6|deepseek-small|Graylog", "prompt": "c85-s6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Open-source \"traps\": ELK/Elastic, Wazuh, Graylog, OpenSearch ... can become a full-time job with no vendor support"}, {"id": "mai-20260917-0816-smoke|c85-s6|deepseek-small|OpenSearch", "prompt": "c85-s6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "OpenSearch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "\"Free\" open-source stacks (ELK, Wazuh, OpenSearch) — the licensing is free, but the operating cost ... often exceeds"}, {"id": "mai-20260917-0816-smoke|c85-s6|deepseek-small|AT&T AlienVault (USM Anywhere / OSSIM)", "prompt": "c85-s6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "AT&T AlienVault (USM Anywhere / OSSIM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "This product family carries real vendor-stability concerns."}, {"id": "mai-20260917-0816-smoke|c85-s6|deepseek-small|LogRhythm", "prompt": "c85-s6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "it's expensive and complex—very hard for a small business to justify"}, {"id": "mai-20260917-0816-smoke|c85-s6|deepseek-small|Cortex XSIAM", "prompt": "c85-s6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "with migration paths to Cortex XSIAM"}, {"id": "mai-20260917-0816-smoke|c85-s6|deepseek-small|Blumira", "prompt": "c85-s6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "reviewers generally recommend SMB-oriented commercial SaaS options (e.g., Blumira, Stellar Cyber, Microsoft Sentinel for MS-shops)"}, {"id": "mai-20260917-0816-smoke|c85-s6|deepseek-small|Stellar Cyber", "prompt": "c85-s6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "SMB-oriented commercial SaaS options (e.g., Blumira, Stellar Cyber, Microsoft Sentinel for MS-shops)"}, {"id": "mai-20260917-0816-smoke|c85-s6|deepseek-small|Microsoft Sentinel", "prompt": "c85-s6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Microsoft Sentinel for MS-shops"}, {"id": "mai-20260917-0816-smoke|c85-s6|deepseek-small|Arctic Wolf", "prompt": "c85-s6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "MSSP/MDR services (Arctic Wolf, Expel, Red Canary) over DIY enterprise SIEMs"}, {"id": "mai-20260917-0816-smoke|c85-s6|deepseek-small|Expel", "prompt": "c85-s6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "MSSP/MDR services (Arctic Wolf, Expel, Red Canary)"}, {"id": "mai-20260917-0816-smoke|c85-s6|deepseek-small|Red Canary", "prompt": "c85-s6", "model": "deepseek-small", "cat": "siem-platforms", "variant": "negative", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "MSSP/MDR services (Arctic Wolf, Expel, Red Canary)"}, {"id": "mai-20260917-0816-smoke|c85-s6|google-small|Splunk Enterprise / Splunk Cloud", "prompt": "c85-s6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise / Splunk Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should avoid or exercise extreme caution with the following platforms... Splunk is highly regarded, but it is notoriously expensive."}, {"id": "mai-20260917-0816-smoke|c85-s6|google-small|IBM QRadar", "prompt": "c85-s6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "small businesses should avoid entering into new QRadar deployments."}, {"id": "mai-20260917-0816-smoke|c85-s6|google-small|Palo Alto Networks Cortex XSIAM", "prompt": "c85-s6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Palo Alto Networks Cortex XSIAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "It is far too complex and costly for a standard small business."}, {"id": "mai-20260917-0816-smoke|c85-s6|google-small|Microsoft Sentinel", "prompt": "c85-s6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Sentinel is an excellent cloud-native SIEM, but it requires a very cautionary approach."}, {"id": "mai-20260917-0816-smoke|c85-s6|google-small|AWS Security Lake / OpenSearch architectures", "prompt": "c85-s6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "AWS Security Lake / OpenSearch architectures", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these are highly modular \"build-it-yourself\" platforms"}, {"id": "mai-20260917-0816-smoke|c85-s6|google-small|ELK Stack (Elasticsearch, Logstash, Kibana)", "prompt": "c85-s6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "ELK Stack (Elasticsearch, Logstash, Kibana)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "\"free\" software is highly expensive in labor"}, {"id": "mai-20260917-0816-smoke|c85-s6|google-small|Self-Hosted Wazuh or Graylog", "prompt": "c85-s6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Self-Hosted Wazuh or Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why to be cautious: While these tools are fantastic, \"free\" software is highly expensive in labor"}, {"id": "mai-20260917-0816-smoke|c85-s6|google-small|Huntress", "prompt": "c85-s6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Providers like **Huntress**, **Blackpoint Cyber**, or **Red Canary** install lightweight agents"}, {"id": "mai-20260917-0816-smoke|c85-s6|google-small|Blackpoint Cyber", "prompt": "c85-s6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Providers like **Huntress**, **Blackpoint Cyber**, or **Red Canary**"}, {"id": "mai-20260917-0816-smoke|c85-s6|google-small|Red Canary", "prompt": "c85-s6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Providers like **Huntress**, **Blackpoint Cyber**, or **Red Canary**"}, {"id": "mai-20260917-0816-smoke|c85-s6|google-small|Blumira", "prompt": "c85-s6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "look at platforms like **Blumira** or **Logpoint**. These are designed for small, co-managed, or lean IT teams"}, {"id": "mai-20260917-0816-smoke|c85-s6|google-small|Logpoint", "prompt": "c85-s6", "model": "google-small", "cat": "siem-platforms", "variant": "negative", "raw": "Logpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "look at platforms like **Blumira** or **Logpoint**. These are designed for small, co-managed, or lean IT teams"}, {"id": "mai-20260917-0816-smoke|c85-s6|meta-small|Darktrace", "prompt": "c85-s6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "Darktrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "not suitable for small companies and that the sales team can be overly aggressive"}, {"id": "mai-20260917-0816-smoke|c85-s6|meta-small|Extra Hop", "prompt": "c85-s6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "Extra Hop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "These platforms are also mentioned as not being suitable for small companies."}, {"id": "mai-20260917-0816-smoke|c85-s6|meta-small|Vectra Networks", "prompt": "c85-s6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "Vectra Networks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These platforms are also mentioned as not being suitable for small companies."}, {"id": "mai-20260917-0816-smoke|c85-s6|meta-small|IronNet", "prompt": "c85-s6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "IronNet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "These platforms are also mentioned as not being suitable for small companies."}, {"id": "mai-20260917-0816-smoke|c85-s6|meta-small|Microsoft Sentinel", "prompt": "c85-s6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "its value drops outside of the Microsoft ecosystem, and ingest costs need to be actively managed"}, {"id": "mai-20260917-0816-smoke|c85-s6|meta-small|Splunk", "prompt": "c85-s6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it can be expensive and may not be suitable for small businesses"}, {"id": "mai-20260917-0816-smoke|c85-s6|meta-small|ELK (Elastic)", "prompt": "c85-s6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "ELK (Elastic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "An open-source SIEM platform that is often used by small businesses due to its cost-effectiveness."}, {"id": "mai-20260917-0816-smoke|c85-s6|meta-small|Wazuh", "prompt": "c85-s6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Another open-source SIEM platform that is considered to be a good option for small businesses."}, {"id": "mai-20260917-0816-smoke|c85-s6|meta-small|Graylog", "prompt": "c85-s6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "also considered to be a good option for small businesses"}, {"id": "mai-20260917-0816-smoke|c85-s6|meta-small|OpenSearch", "prompt": "c85-s6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "OpenSearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "considered to be a good option for small businesses"}, {"id": "mai-20260917-0816-smoke|c85-s6|meta-small|Blumira", "prompt": "c85-s6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "A SIEM platform that is specifically designed for small businesses and is considered to be a good option."}, {"id": "mai-20260917-0816-smoke|c85-s6|meta-small|Fluency SIEM", "prompt": "c85-s6", "model": "meta-small", "cat": "siem-platforms", "variant": "negative", "raw": "Fluency SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Another SIEM platform that is considered to be a good option for small businesses."}, {"id": "mai-20260917-0816-smoke|c85-s6|minimax-small|Splunk", "prompt": "c85-s6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why avoid**: Extremely expensive pricing model ($2,200+ per GB/year)"}, {"id": "mai-20260917-0816-smoke|c85-s6|minimax-small|IBM QRadar", "prompt": "c85-s6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Overkill for small businesses; requires dedicated administrators"}, {"id": "mai-20260917-0816-smoke|c85-s6|minimax-small|Darktrace", "prompt": "c85-s6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "Darktrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "financially unrealistic for SMBs"}, {"id": "mai-20260917-0816-smoke|c85-s6|minimax-small|Securonix", "prompt": "c85-s6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Industry professionals specifically call it \"absolute trash\""}, {"id": "mai-20260917-0816-smoke|c85-s6|minimax-small|Logrythm", "prompt": "c85-s6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "Logrythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Mentioned in industry forums as a platform to stay away from"}, {"id": "mai-20260917-0816-smoke|c85-s6|minimax-small|Elastic Cloud", "prompt": "c85-s6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "Elastic Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not as expensive as enterprise options, but open-source ELK is better"}, {"id": "mai-20260917-0816-smoke|c85-s6|minimax-small|Extra Hop", "prompt": "c85-s6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "Extra Hop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "All mentioned as not suitable for small companies"}, {"id": "mai-20260917-0816-smoke|c85-s6|minimax-small|Vectra Networks", "prompt": "c85-s6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "Vectra Networks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "All mentioned as not suitable for small companies"}, {"id": "mai-20260917-0816-smoke|c85-s6|minimax-small|IronNet", "prompt": "c85-s6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "IronNet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "All mentioned as not suitable for small companies"}, {"id": "mai-20260917-0816-smoke|c85-s6|minimax-small|Wazuh", "prompt": "c85-s6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Better Alternatives for Small Businesses"}, {"id": "mai-20260917-0816-smoke|c85-s6|minimax-small|ELK Stack", "prompt": "c85-s6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "ELK Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "open-source ELK is better"}, {"id": "mai-20260917-0816-smoke|c85-s6|minimax-small|Microsoft Sentinel", "prompt": "c85-s6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Free with M365 E5"}, {"id": "mai-20260917-0816-smoke|c85-s6|minimax-small|Blumira", "prompt": "c85-s6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Managed SIEM | ~$12/user/month"}, {"id": "mai-20260917-0816-smoke|c85-s6|minimax-small|ManageEngine Log360", "prompt": "c85-s6", "model": "minimax-small", "cat": "siem-platforms", "variant": "negative", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "SMB-friendly pricing"}, {"id": "mai-20260917-0816-smoke|c85-s6|mistral-small|Securonix", "prompt": "c85-s6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should avoid Securonix, Splunk, IBM QRadar, and Sumo Logic"}, {"id": "mai-20260917-0816-smoke|c85-s6|mistral-small|Splunk Enterprise Security", "prompt": "c85-s6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "should avoid Securonix, Splunk, IBM QRadar, and Sumo Logic due to high costs, complexity"}, {"id": "mai-20260917-0816-smoke|c85-s6|mistral-small|IBM QRadar", "prompt": "c85-s6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "should avoid Securonix, Splunk, IBM QRadar, and Sumo Logic"}, {"id": "mai-20260917-0816-smoke|c85-s6|mistral-small|Sumo Logic", "prompt": "c85-s6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "Sumo Logic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "should avoid Securonix, Splunk, IBM QRadar, and Sumo Logic"}, {"id": "mai-20260917-0816-smoke|c85-s6|mistral-small|ELK/Elastic", "prompt": "c85-s6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "ELK/Elastic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Open source SIEMs can be risky unless the business has the technical expertise"}, {"id": "mai-20260917-0816-smoke|c85-s6|mistral-small|Wazuh", "prompt": "c85-s6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "Wazuh", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Open source SIEMs can be risky unless the business has the technical expertise"}, {"id": "mai-20260917-0816-smoke|c85-s6|mistral-small|Graylog", "prompt": "c85-s6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Open source SIEMs can be risky unless the business has the technical expertise"}, {"id": "mai-20260917-0816-smoke|c85-s6|mistral-small|OpenSearch", "prompt": "c85-s6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "OpenSearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Open source SIEMs can be risky unless the business has the technical expertise"}, {"id": "mai-20260917-0816-smoke|c85-s6|mistral-small|Blumira", "prompt": "c85-s6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "consider platforms like Blumira, Fluency SIEM, or Microsoft Sentinel"}, {"id": "mai-20260917-0816-smoke|c85-s6|mistral-small|Fluency SIEM", "prompt": "c85-s6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "Fluency SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "consider platforms like Blumira, Fluency SIEM, or Microsoft Sentinel"}, {"id": "mai-20260917-0816-smoke|c85-s6|mistral-small|Microsoft Sentinel", "prompt": "c85-s6", "model": "mistral-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Microsoft Sentinel (if already in the Microsoft ecosystem)"}, {"id": "mai-20260917-0816-smoke|c85-s6|moonshot-small|Splunk Enterprise", "prompt": "c85-s6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid**: Often cited as overkill for small businesses"}, {"id": "mai-20260917-0816-smoke|c85-s6|moonshot-small|IBM QRadar", "prompt": "c85-s6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid**: Complex deployment requiring weeks of tuning"}, {"id": "mai-20260917-0816-smoke|c85-s6|moonshot-small|Microsoft Sentinel", "prompt": "c85-s6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why be cautious**: Described as \"very pricey\" for small businesses"}, {"id": "mai-20260917-0816-smoke|c85-s6|moonshot-small|ELK Stack", "prompt": "c85-s6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "ELK Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why be cautious**: \"Free\" isn't free"}, {"id": "mai-20260917-0816-smoke|c85-s6|moonshot-small|Wazuh", "prompt": "c85-s6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "Wazuh", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Why be cautious**: \"Free\" isn't free"}, {"id": "mai-20260917-0816-smoke|c85-s6|moonshot-small|Graylog", "prompt": "c85-s6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Why be cautious**: \"Free\" isn't free"}, {"id": "mai-20260917-0816-smoke|c85-s6|moonshot-small|OpenSearch", "prompt": "c85-s6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "OpenSearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Why be cautious**: \"Free\" isn't free"}, {"id": "mai-20260917-0816-smoke|c85-s6|moonshot-small|Huntress", "prompt": "c85-s6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Purpose-built SMB solutions** like Huntress, Perch, or Blumira"}, {"id": "mai-20260917-0816-smoke|c85-s6|moonshot-small|Perch", "prompt": "c85-s6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "Perch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Purpose-built SMB solutions** like Huntress, Perch, or Blumira"}, {"id": "mai-20260917-0816-smoke|c85-s6|moonshot-small|Blumira", "prompt": "c85-s6", "model": "moonshot-small", "cat": "siem-platforms", "variant": "negative", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Purpose-built SMB solutions** like Huntress, Perch, or Blumira"}, {"id": "mai-20260917-0816-smoke|c85-s6|openai-small|Splunk Enterprise Security", "prompt": "c85-s6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "powerful, but often expensive and operationally complex for small teams"}, {"id": "mai-20260917-0816-smoke|c85-s6|openai-small|IBM QRadar", "prompt": "c85-s6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "commonly seen as heavier to deploy and maintain than SMBs usually want"}, {"id": "mai-20260917-0816-smoke|c85-s6|openai-small|Microsoft Sentinel", "prompt": "c85-s6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "costs can rise with log volume and it often needs solid tuning"}, {"id": "mai-20260917-0816-smoke|c85-s6|openai-small|Google SecOps / Chronicle", "prompt": "c85-s6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Google SecOps / Chronicle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "many small teams find it too specialized unless they have very large log volumes"}, {"id": "mai-20260917-0816-smoke|c85-s6|openai-small|CrowdStrike Falcon Next-Gen SIEM", "prompt": "c85-s6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "CrowdStrike Falcon Next-Gen SIEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it may not be the best standalone SIEM choice for a small, lean team"}, {"id": "mai-20260917-0816-smoke|c85-s6|openai-small|Datadog Cloud SIEM", "prompt": "c85-s6", "model": "openai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Datadog Cloud SIEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "index/log-based pricing can make cost control an ongoing project"}, {"id": "mai-20260917-0816-smoke|c85-s6|xai-small|Splunk Enterprise Security", "prompt": "c85-s6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Notorious for unpredictable per-GB pricing leading to massive overruns... unrealistic for small teams without big budgets."}, {"id": "mai-20260917-0816-smoke|c85-s6|xai-small|IBM QRadar", "prompt": "c85-s6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "explicitly note it's unsuitable for small/mid-sized orgs lacking IT depth; designed for large-scale enterprises."}, {"id": "mai-20260917-0816-smoke|c85-s6|xai-small|Darktrace", "prompt": "c85-s6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Darktrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Exotic/niche enterprise tools like Darktrace... Overkill for SMBs"}, {"id": "mai-20260917-0816-smoke|c85-s6|xai-small|ExtraHop", "prompt": "c85-s6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "ExtraHop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Exotic/niche enterprise tools like Darktrace, ExtraHop, Vectra, IronNet: Overkill for SMBs"}, {"id": "mai-20260917-0816-smoke|c85-s6|xai-small|Vectra", "prompt": "c85-s6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Vectra", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Overkill for SMBs per Reddit cybersecurity discussions—high costs"}, {"id": "mai-20260917-0816-smoke|c85-s6|xai-small|IronNet", "prompt": "c85-s6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "IronNet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Overkill for SMBs... minimal value without expert tuning."}, {"id": "mai-20260917-0816-smoke|c85-s6|xai-small|Wazuh", "prompt": "c85-s6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Safer alternatives: Opt for SMB-friendly options like Wazuh (free/open-source)"}, {"id": "mai-20260917-0816-smoke|c85-s6|xai-small|Microsoft Sentinel", "prompt": "c85-s6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Microsoft Sentinel (if Microsoft-heavy, pay-as-you-go)"}, {"id": "mai-20260917-0816-smoke|c85-s6|xai-small|Elastic Security", "prompt": "c85-s6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SMB-friendly options like ... Elastic Security"}, {"id": "mai-20260917-0816-smoke|c85-s6|xai-small|Blumira", "prompt": "c85-s6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "SMB-friendly options like ... Blumira"}, {"id": "mai-20260917-0816-smoke|c85-s6|xai-small|Graylog", "prompt": "c85-s6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "SMB-friendly options like ... Graylog"}, {"id": "mai-20260917-0816-smoke|c85-s6|xai-small|ManageEngine Log360", "prompt": "c85-s6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "or ManageEngine Log360"}, {"id": "mai-20260917-0816-smoke|c85-s6|xai-small|CrowdStrike Falcon", "prompt": "c85-s6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "many SMBs thrive with XDR (e.g., CrowdStrike Falcon)"}, {"id": "mai-20260917-0816-smoke|c85-s6|xai-small|Arctic Wolf", "prompt": "c85-s6", "model": "xai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "managed detection (Arctic Wolf)"}, {"id": "mai-20260917-0816-smoke|c85-s6|zai-small|Splunk Enterprise Security", "prompt": "c85-s6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid/caution: Requires dedicated SIEM engineers, extensive tuning... not practical for SMBs"}, {"id": "mai-20260917-0816-smoke|c85-s6|zai-small|IBM QRadar", "prompt": "c85-s6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Deep on‑prem requirements, heavy licensing, and continuous tuning are resource‑heavy."}, {"id": "mai-20260917-0816-smoke|c85-s6|zai-small|Microsoft Sentinel", "prompt": "c85-s6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why to use cautiously: ... costs can escalate with data ingestion and advanced features."}, {"id": "mai-20260917-0816-smoke|c85-s6|zai-small|Exabeam / LogRhythm", "prompt": "c85-s6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Exabeam / LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Overkill for small teams unless you have dedicated analysts"}, {"id": "mai-20260917-0816-smoke|c85-s6|zai-small|Rapid7 InsightIDR", "prompt": "c85-s6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Licensing and operational overhead may exceed SMB budgets."}, {"id": "mai-20260917-0816-smoke|c85-s6|zai-small|Datadog Security", "prompt": "c85-s6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Datadog Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "enterprise‑scale SIEM features can be overkill and more expensive than a dedicated SIEM"}, {"id": "mai-20260917-0816-smoke|c85-s6|zai-small|AlienVault (formerly Open Threat Exchange) / AT&T Cybersecurity", "prompt": "c85-s6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "AlienVault (formerly Open Threat Exchange) / AT&T Cybersecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why to use cautiously: ... recent consolidation and changes can complicate long‑term support."}, {"id": "mai-20260917-0816-smoke|c85-s6|zai-small|Blumira", "prompt": "c85-s6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Simple, guided cloud SIEM with pre‑built detection rules and connectors."}, {"id": "mai-20260917-0816-smoke|c85-s6|zai-small|Wazuh", "prompt": "c85-s6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Free tier available for low‑resource environments; pay‑as‑you‑grow licensing."}, {"id": "mai-20260917-0816-smoke|c85-s6|zai-small|Huntress Managed SIEM", "prompt": "c85-s6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Huntress Managed SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "ideal for SMBs without dedicated security staff"}, {"id": "mai-20260917-0816-smoke|c85-s6|zai-small|Elastic Security", "prompt": "c85-s6", "model": "zai-small", "cat": "siem-platforms", "variant": "negative", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "More technical than Blumira or Huntress Managed SIEM but flexible and cost‑effective at scale."}, {"id": "mai-20260917-0816-smoke|c86-l1|alibaba-small|Okta", "prompt": "c86-l1", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Okta** and **Microsoft Entra ID** are widely considered the top two contenders"}, {"id": "mai-20260917-0816-smoke|c86-l1|alibaba-small|Microsoft Entra ID", "prompt": "c86-l1", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Okta** and **Microsoft Entra ID** are widely considered the top two contenders"}, {"id": "mai-20260917-0816-smoke|c86-l1|alibaba-small|Ping Identity", "prompt": "c86-l1", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often followed by **Ping Identity** for more complex or legacy environments"}, {"id": "mai-20260917-0816-smoke|c86-l1|anthropic-small|Okta Workforce Identity Cloud", "prompt": "c86-l1", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for App-Heavy Environments:** Okta provides identity, single sign-on, lifecycle management, and adaptive access controls"}, {"id": "mai-20260917-0816-smoke|c86-l1|anthropic-small|Microsoft Entra", "prompt": "c86-l1", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for Microsoft-Centric Organizations... Microsoft Entra ID provides conditional access capabilities"}, {"id": "mai-20260917-0816-smoke|c86-l1|anthropic-small|Ping", "prompt": "c86-l1", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Ping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "leading workforce identity platforms in 2026 are Okta Workforce Identity Cloud, Microsoft Entra, Ping, CyberArk Workforce Identity, IBM Security Verify, and ForgeRock"}, {"id": "mai-20260917-0816-smoke|c86-l1|anthropic-small|CyberArk Workforce Identity", "prompt": "c86-l1", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ping, CyberArk Workforce Identity, IBM Security Verify, and ForgeRock"}, {"id": "mai-20260917-0816-smoke|c86-l1|anthropic-small|IBM Security Verify", "prompt": "c86-l1", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CyberArk Workforce Identity, IBM Security Verify, and ForgeRock"}, {"id": "mai-20260917-0816-smoke|c86-l1|anthropic-small|ForgeRock", "prompt": "c86-l1", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "ForgeRock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "IBM Security Verify, and ForgeRock"}, {"id": "mai-20260917-0816-smoke|c86-l1|anthropic-small|Okta Identity Governance", "prompt": "c86-l1", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Okta Identity Governance centralizes governance on Okta's unified identity platform"}, {"id": "mai-20260917-0816-smoke|c86-l1|challenger-small|Okta", "prompt": "c86-l1", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Okta**"}, {"id": "mai-20260917-0816-smoke|c86-l1|challenger-small|Microsoft Entra ID", "prompt": "c86-l1", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Entra ID is the main alternative, especially for Microsoft-centric organizations"}, {"id": "mai-20260917-0816-smoke|c86-l1|challenger-small|Ping Identity", "prompt": "c86-l1", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Ping Identity** if you need a large-enterprise IDaaS platform with strong federation and advanced orchestration"}, {"id": "mai-20260917-0816-smoke|c86-l1|challenger-small|WorkOS", "prompt": "c86-l1", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "sources distinguish that from workforce identity and often point to **WorkOS** or **Auth0** instead"}, {"id": "mai-20260917-0816-smoke|c86-l1|challenger-small|Auth0", "prompt": "c86-l1", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often point to **WorkOS** or **Auth0** instead"}, {"id": "mai-20260917-0816-smoke|c86-l1|deepseek-small|Okta Workforce Identity", "prompt": "c86-l1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Okta Workforce Identity is the strongest overall recommendation**"}, {"id": "mai-20260917-0816-smoke|c86-l1|deepseek-small|Microsoft Entra ID", "prompt": "c86-l1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Microsoft Entra ID instead** if your company is heavily standardized on Microsoft 365/Azure"}, {"id": "mai-20260917-0816-smoke|c86-l1|deepseek-small|Ping Identity (now including ForgeRock)", "prompt": "c86-l1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Ping Identity (now including ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A good choice if you have demanding federation or high-assurance/regulatory requirements."}, {"id": "mai-20260917-0816-smoke|c86-l1|deepseek-small|SailPoint", "prompt": "c86-l1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the leader if your *primary* pain is **identity governance and administration (IGA)** at scale"}, {"id": "mai-20260917-0816-smoke|c86-l1|deepseek-small|CyberArk", "prompt": "c86-l1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the leader if your priority is **privileged access management (PAM)** rather than general workforce SSO"}, {"id": "mai-20260917-0816-smoke|c86-l1|deepseek-small|JumpCloud", "prompt": "c86-l1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a solid directory-first option, often favored by mid-market/IT teams"}, {"id": "mai-20260917-0816-smoke|c86-l1|deepseek-small|Okta's Customer Identity (Auth0/Okta CIC)", "prompt": "c86-l1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta's Customer Identity (Auth0/Okta CIC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "that's a different tool: **Okta's Customer Identity (Auth0/Okta CIC)**"}, {"id": "mai-20260917-0816-smoke|c86-l1|deepseek-small|SSOJet", "prompt": "c86-l1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "SSOJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "dedicated embedded-SSO vendors like SSOJet, not the workforce platforms above"}, {"id": "mai-20260917-0816-smoke|c86-l1|google-small|Okta Workforce Identity Cloud", "prompt": "c86-l1", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Okta Workforce Identity Cloud** — *Best overall \"Best-of-Breed\" Platform*"}, {"id": "mai-20260917-0816-smoke|c86-l1|google-small|Microsoft Entra ID", "prompt": "c86-l1", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Best for Microsoft Ecosystems & Maximum ROI* ... Entra ID is the default choice."}, {"id": "mai-20260917-0816-smoke|c86-l1|google-small|Ping Identity (consolidated with ForgeRock)", "prompt": "c86-l1", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Ping Identity (consolidated with ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best for Hybrid and Highly Complex Enterprises*"}, {"id": "mai-20260917-0816-smoke|c86-l1|google-small|WorkOS", "prompt": "c86-l1", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**WorkOS** — *Best for Fast Enterprise Readiness*"}, {"id": "mai-20260917-0816-smoke|c86-l1|google-small|PropelAuth", "prompt": "c86-l1", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "PropelAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**PropelAuth** — *Best B2B-Native Multi-Tenant Architecture*"}, {"id": "mai-20260917-0816-smoke|c86-l1|google-small|Auth0 by Okta", "prompt": "c86-l1", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Auth0 by Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Best for Highly Custom, Large-Scale CIAM*"}, {"id": "mai-20260917-0816-smoke|c86-l1|meta-small|Okta", "prompt": "c86-l1", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best workforce identity platform for an enterprise B2B company is Okta, according to multiple sources."}, {"id": "mai-20260917-0816-smoke|c86-l1|meta-small|Microsoft Entra ID", "prompt": "c86-l1", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top contenders include Microsoft Entra ID, Ping Workforce360, CyberArk, IBM Verify, and ForgeRock."}, {"id": "mai-20260917-0816-smoke|c86-l1|meta-small|Ping Workforce360", "prompt": "c86-l1", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Ping Workforce360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top contenders include Microsoft Entra ID, Ping Workforce360, CyberArk, IBM Verify, and ForgeRock."}, {"id": "mai-20260917-0816-smoke|c86-l1|meta-small|CyberArk", "prompt": "c86-l1", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top contenders include Microsoft Entra ID, Ping Workforce360, CyberArk, IBM Verify, and ForgeRock."}, {"id": "mai-20260917-0816-smoke|c86-l1|meta-small|IBM Verify", "prompt": "c86-l1", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "IBM Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other top contenders include Microsoft Entra ID, Ping Workforce360, CyberArk, IBM Verify, and ForgeRock."}, {"id": "mai-20260917-0816-smoke|c86-l1|meta-small|ForgeRock", "prompt": "c86-l1", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other top contenders include Microsoft Entra ID, Ping Workforce360, CyberArk, IBM Verify, and ForgeRock."}, {"id": "mai-20260917-0816-smoke|c86-l1|minimax-small|Okta Workforce Identity", "prompt": "c86-l1", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Okta Workforce Identity** (Best Overall)"}, {"id": "mai-20260917-0816-smoke|c86-l1|minimax-small|Microsoft Entra ID", "prompt": "c86-l1", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Entra ID** if you're already invested in Microsoft 365/Azure ecosystem"}, {"id": "mai-20260917-0816-smoke|c86-l1|minimax-small|Ping Identity", "prompt": "c86-l1", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ping Identity** if you have complex federation needs and custom integrations"}, {"id": "mai-20260917-0816-smoke|c86-l1|minimax-small|CyberArk Workforce Identity", "prompt": "c86-l1", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **CyberArk Workforce Identity** (Best for Privileged Access)"}, {"id": "mai-20260917-0816-smoke|c86-l1|mistral-small|Okta Workforce Identity Cloud", "prompt": "c86-l1", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Okta Workforce Identity Cloud is the top choice due to its maturity, ecosystem, and comprehensive feature set"}, {"id": "mai-20260917-0816-smoke|c86-l1|mistral-small|Microsoft Entra ID", "prompt": "c86-l1", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're heavily invested in Microsoft, Entra ID is a strong alternative."}, {"id": "mai-20260917-0816-smoke|c86-l1|mistral-small|Ping Identity", "prompt": "c86-l1", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ping is ideal for complex B2B environments requiring high customization and compliance."}, {"id": "mai-20260917-0816-smoke|c86-l1|mistral-small|SSOJet", "prompt": "c86-l1", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "SSOJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SSOJet and Frontegg are also excellent options depending on your requirements"}, {"id": "mai-20260917-0816-smoke|c86-l1|mistral-small|Frontegg", "prompt": "c86-l1", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A good fit for B2B SaaS companies that need end-to-end user management"}, {"id": "mai-20260917-0816-smoke|c86-l1|moonshot-small|Okta", "prompt": "c86-l1", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Okta** is generally considered the safest choice due to its unmatched integration breadth and cloud-native architecture"}, {"id": "mai-20260917-0816-smoke|c86-l1|moonshot-small|Microsoft Entra ID", "prompt": "c86-l1", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're already invested in Microsoft 365, **Microsoft Entra ID** offers compelling economics"}, {"id": "mai-20260917-0816-smoke|c86-l1|moonshot-small|Ping Identity", "prompt": "c86-l1", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex/Regulated Enterprises"}, {"id": "mai-20260917-0816-smoke|c86-l1|moonshot-small|OneLogin", "prompt": "c86-l1", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-market (<5,000 users), budget-conscious | **OneLogin**"}, {"id": "mai-20260917-0816-smoke|c86-l1|openai-small|Okta Workforce Identity", "prompt": "c86-l1", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most large enterprise B2B companies: Okta"}, {"id": "mai-20260917-0816-smoke|c86-l1|openai-small|Microsoft Entra ID", "prompt": "c86-l1", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you are Microsoft-first: Microsoft Entra ID"}, {"id": "mai-20260917-0816-smoke|c86-l1|openai-small|Ping", "prompt": "c86-l1", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Ping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "comparison table for Okta vs Entra vs Ping vs CyberArk"}, {"id": "mai-20260917-0816-smoke|c86-l1|openai-small|CyberArk", "prompt": "c86-l1", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparison table for Okta vs Entra vs Ping vs CyberArk"}, {"id": "mai-20260917-0816-smoke|c86-l1|xai-small|Okta Workforce Identity Cloud", "prompt": "c86-l1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Okta** if you're a B2B company with multi-cloud/SaaS sprawl ... it's the most cited \"best-of-breed\" for broad workforce IAM."}, {"id": "mai-20260917-0816-smoke|c86-l1|xai-small|Microsoft Entra ID", "prompt": "c86-l1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Microsoft Entra ID** if you're deep in the Microsoft ecosystem ... it's often the pragmatic, lowest-TCO pick."}, {"id": "mai-20260917-0816-smoke|c86-l1|xai-small|Ping Identity", "prompt": "c86-l1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Complex, regulated enterprises (e.g., finance) with hybrid needs ... Steeper implementation"}, {"id": "mai-20260917-0816-smoke|c86-l1|xai-small|IBM", "prompt": "c86-l1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leaders include **Microsoft**, **Ping Identity**, **Okta**, IBM, and Thales"}, {"id": "mai-20260917-0816-smoke|c86-l1|xai-small|Thales", "prompt": "c86-l1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Thales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leaders include ... IBM, and Thales"}, {"id": "mai-20260917-0816-smoke|c86-l1|xai-small|CyberArk", "prompt": "c86-l1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**CyberArk** (strong in identity threat detection and privileged access)"}, {"id": "mai-20260917-0816-smoke|c86-l1|zai-small|Okta", "prompt": "c86-l1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Okta** | Broad enterprise, diverse SaaS portfolio, vendor‑neutral | 18,000+ integrations ... best‑in‑class SSO"}, {"id": "mai-20260917-0816-smoke|c86-l1|zai-small|Microsoft Entra ID", "prompt": "c86-l1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Microsoft Entra ID** if: Your organization is already heavily invested in Microsoft 365."}, {"id": "mai-20260917-0816-smoke|c86-l1|zai-small|Ping Identity", "prompt": "c86-l1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Ping Identity** if: You require complex on‑premises federation and support for legacy protocols"}, {"id": "mai-20260917-0816-smoke|c86-l1|zai-small|OneLogin", "prompt": "c86-l1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **OneLogin** if: You're mid‑market (under 5,000 users) and want a more affordable, straightforward solution."}, {"id": "mai-20260917-0816-smoke|c86-l1|zai-small|JumpCloud", "prompt": "c86-l1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **JumpCloud** if: You're SMB or cloud‑native and want a modern directory‑first solution."}, {"id": "mai-20260917-0816-smoke|c86-l2|alibaba-small|Okta Workforce Identity", "prompt": "c86-l2", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies without heavy Microsoft dependency, **Okta** offers the best balance of breadth, ease of use, and rapid deployment."}, {"id": "mai-20260917-0816-smoke|c86-l2|alibaba-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-l2", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For Microsoft-dominated organizations, **Entra ID** provides the strongest economics and seamless experience."}, {"id": "mai-20260917-0816-smoke|c86-l2|alibaba-small|Ping Identity", "prompt": "c86-l2", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex Hybrid Environments... **Note**: Heavier implementation effort; custom pricing"}, {"id": "mai-20260917-0816-smoke|c86-l2|alibaba-small|SailPoint", "prompt": "c86-l2", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Not primarily an SSO tool**, but critical for large enterprises needing"}, {"id": "mai-20260917-0816-smoke|c86-l2|anthropic-small|Okta", "prompt": "c86-l2", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Okta or Microsoft Entra ID** are the safest bets due to their market maturity"}, {"id": "mai-20260917-0816-smoke|c86-l2|anthropic-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-l2", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Okta or Microsoft Entra ID** are the safest bets due to their market maturity"}, {"id": "mai-20260917-0816-smoke|c86-l2|anthropic-small|Ping Identity", "prompt": "c86-l2", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ping Identity** - Strong enterprise option"}, {"id": "mai-20260917-0816-smoke|c86-l2|anthropic-small|Auth0", "prompt": "c86-l2", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Auth0** - Good for flexibility"}, {"id": "mai-20260917-0816-smoke|c86-l2|challenger-small|Okta", "prompt": "c86-l2", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Okta** as the default single sign-on and identity provider for workforce use cases"}, {"id": "mai-20260917-0816-smoke|c86-l2|challenger-small|Microsoft Entra ID", "prompt": "c86-l2", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Entra ID** is the strongest alternative"}, {"id": "mai-20260917-0816-smoke|c86-l2|challenger-small|Auth0", "prompt": "c86-l2", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Auth0** is also a strong enterprise option, but it is more often framed as the choice for complex identity workflows"}, {"id": "mai-20260917-0816-smoke|c86-l2|challenger-small|Ping Identity", "prompt": "c86-l2", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "short comparison of Okta vs Microsoft Entra ID vs Ping Identity"}, {"id": "mai-20260917-0816-smoke|c86-l2|deepseek-small|Okta", "prompt": "c86-l2", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Okta is generally the strongest default choice."}, {"id": "mai-20260917-0816-smoke|c86-l2|deepseek-small|Microsoft Entra ID", "prompt": "c86-l2", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value if your company is standardized on Microsoft 365 E3/E5"}, {"id": "mai-20260917-0816-smoke|c86-l2|deepseek-small|Ping Identity", "prompt": "c86-l2", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for complex federation / regulated industries"}, {"id": "mai-20260917-0816-smoke|c86-l2|deepseek-small|OneLogin", "prompt": "c86-l2", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "OneLogin's mid-market advantage drops off"}, {"id": "mai-20260917-0816-smoke|c86-l2|google-small|Microsoft Entra ID", "prompt": "c86-l2", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Microsoft Entra ID** if you are a primarily Windows/Microsoft shop and want to leverage your existing E3/E5 enterprise agreements"}, {"id": "mai-20260917-0816-smoke|c86-l2|google-small|Okta Workforce Identity Cloud", "prompt": "c86-l2", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Okta Workforce Identity Cloud** if you value administrative agility, have a diverse (Mac/Linux/Google) software stack"}, {"id": "mai-20260917-0816-smoke|c86-l2|google-small|Ping Identity", "prompt": "c86-l2", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Ping Identity** if you operate in a highly regulated sector (e.g., banking)"}, {"id": "mai-20260917-0816-smoke|c86-l2|meta-small|Okta", "prompt": "c86-l2", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best single sign-on and identity provider for a large B2B company with thousands of employees would be Okta"}, {"id": "mai-20260917-0816-smoke|c86-l2|minimax-small|Microsoft Entra ID", "prompt": "c86-l2", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Microsoft Entra ID** if you're heavily Microsoft-based (most enterprises are)"}, {"id": "mai-20260917-0816-smoke|c86-l2|minimax-small|Okta Workforce Identity Cloud", "prompt": "c86-l2", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need vendor neutrality or have diverse cloud infrastructure, **Okta** is the industry leader"}, {"id": "mai-20260917-0816-smoke|c86-l2|minimax-small|JumpCloud", "prompt": "c86-l2", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cross-Platform/Non-Microsoft Environments"}, {"id": "mai-20260917-0816-smoke|c86-l2|mistral-small|Okta", "prompt": "c86-l2", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Okta** or **Microsoft Entra ID (formerly Azure AD)** as your primary single sign-on (SSO) and identity provider (IdP)"}, {"id": "mai-20260917-0816-smoke|c86-l2|mistral-small|Microsoft Entra ID", "prompt": "c86-l2", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Okta** or **Microsoft Entra ID (formerly Azure AD)** as your primary single sign-on (SSO) and identity provider (IdP)"}, {"id": "mai-20260917-0816-smoke|c86-l2|mistral-small|Ping Identity", "prompt": "c86-l2", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Other strong contenders:** - **Ping Identity** (good for complex, high-security needs)."}, {"id": "mai-20260917-0816-smoke|c86-l2|mistral-small|Duo Security", "prompt": "c86-l2", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Duo Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Duo Security** (if you need advanced MFA and device trust)."}, {"id": "mai-20260917-0816-smoke|c86-l2|mistral-small|JumpCloud", "prompt": "c86-l2", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**JumpCloud** (if you want a cloud directory with SSO)."}, {"id": "mai-20260917-0816-smoke|c86-l2|moonshot-small|Microsoft Entra ID", "prompt": "c86-l2", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Microsoft Entra ID (formerly Azure AD)**"}, {"id": "mai-20260917-0816-smoke|c86-l2|moonshot-small|Okta", "prompt": "c86-l2", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Okta** - Choose if: You're a cloud-first/SaaS-heavy organization"}, {"id": "mai-20260917-0816-smoke|c86-l2|moonshot-small|Ping Identity", "prompt": "c86-l2", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ping Identity** - Choose if: You have complex hybrid environments with legacy systems"}, {"id": "mai-20260917-0816-smoke|c86-l2|openai-small|Microsoft Entra ID", "prompt": "c86-l2", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **Microsoft Entra ID** for most large B2B companies today"}, {"id": "mai-20260917-0816-smoke|c86-l2|openai-small|Okta", "prompt": "c86-l2", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Okta** if you have a highly heterogeneous environment, lots of non-Microsoft SaaS"}, {"id": "mai-20260917-0816-smoke|c86-l2|openai-small|Ping", "prompt": "c86-l2", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Ping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "decision matrix** for **Entra ID vs Okta vs Ping**"}, {"id": "mai-20260917-0816-smoke|c86-l2|xai-small|Microsoft Entra ID", "prompt": "c86-l2", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Microsoft Entra ID (formerly Azure AD) as the single sign-on (SSO) and identity provider."}, {"id": "mai-20260917-0816-smoke|c86-l2|xai-small|Okta", "prompt": "c86-l2", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your stack is heavily non-Microsoft SaaS or fully hybrid/legacy, Okta edges it for integration breadth (7K+ apps)."}, {"id": "mai-20260917-0816-smoke|c86-l2|xai-small|Ping Identity", "prompt": "c86-l2", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More expensive/complex; 5K-user minimums"}, {"id": "mai-20260917-0816-smoke|c86-l2|zai-small|Okta Workforce Identity Cloud", "prompt": "c86-l2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation: Okta Workforce Identity Cloud**"}, {"id": "mai-20260917-0816-smoke|c86-l2|zai-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-l2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You already invest heavily in Microsoft 365 and Azure | **Microsoft Entra ID (formerly Azure AD)**"}, {"id": "mai-20260917-0816-smoke|c86-l2|zai-small|Ping Identity", "prompt": "c86-l2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You require on\\u2011premises identity servers and strict data\\u2011sovereignty | **Ping Identity**"}, {"id": "mai-20260917-0816-smoke|c86-l2|zai-small|Auth0", "prompt": "c86-l2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You need a pure customer\\u2011identity platform (CIAM) alongside workforce SSO | **Auth0**"}, {"id": "mai-20260917-0816-smoke|c86-l2|zai-small|IBM Security Verify", "prompt": "c86-l2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "IBM Security Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Auth0** or **IBM Security Verify** | Specialized CIAM stacks"}, {"id": "mai-20260917-0816-smoke|c86-l3|alibaba-small|Okta Workforce Identity Cloud", "prompt": "c86-l3", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market leader in vendor-neutral Identity and Access Management (IAM)."}, {"id": "mai-20260917-0816-smoke|c86-l3|alibaba-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-l3", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The default choice for the enterprise Microsoft shop."}, {"id": "mai-20260917-0816-smoke|c86-l3|alibaba-small|Ping Identity (with ForgeRock capabilities)", "prompt": "c86-l3", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity (with ForgeRock capabilities)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The heavy-lifter for large, complex, and highly regulated enterprises."}, {"id": "mai-20260917-0816-smoke|c86-l3|alibaba-small|SailPoint", "prompt": "c86-l3", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The leader in Identity Governance and Administration (IGA), often deployed alongside the platforms above."}, {"id": "mai-20260917-0816-smoke|c86-l3|anthropic-small|Okta Workforce Identity Cloud", "prompt": "c86-l3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Okta is the vendor-neutral workforce identity leader with the broadest integration network... making it the default independent choice"}, {"id": "mai-20260917-0816-smoke|c86-l3|anthropic-small|Microsoft Entra", "prompt": "c86-l3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Entra is the default for Microsoft-centric organizations through bundled licensing"}, {"id": "mai-20260917-0816-smoke|c86-l3|anthropic-small|Ping", "prompt": "c86-l3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The leading workforce identity platforms in 2026 are Okta Workforce Identity Cloud, Microsoft Entra, Ping, CyberArk Workforce Identity, IBM Security Verify, and ForgeRock."}, {"id": "mai-20260917-0816-smoke|c86-l3|anthropic-small|CyberArk Workforce Identity", "prompt": "c86-l3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Okta Workforce Identity Cloud, Microsoft Entra, Ping, CyberArk Workforce Identity, IBM Security Verify, and ForgeRock"}, {"id": "mai-20260917-0816-smoke|c86-l3|anthropic-small|IBM Security Verify", "prompt": "c86-l3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "suited for complex enterprise environments with existing IBM infrastructure"}, {"id": "mai-20260917-0816-smoke|c86-l3|anthropic-small|ForgeRock", "prompt": "c86-l3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ping, CyberArk Workforce Identity, IBM Security Verify, and ForgeRock"}, {"id": "mai-20260917-0816-smoke|c86-l3|anthropic-small|SailPoint", "prompt": "c86-l3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SailPoint is an identity governance specialist... strong in regulatory environments requiring detailed governance and audit capabilities"}, {"id": "mai-20260917-0816-smoke|c86-l3|anthropic-small|JumpCloud", "prompt": "c86-l3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "excels in heterogeneous environments and remote work scenarios without VPN requirements"}, {"id": "mai-20260917-0816-smoke|c86-l3|challenger-small|Okta Workforce Identity", "prompt": "c86-l3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Okta is the broadest vendor-neutral option"}, {"id": "mai-20260917-0816-smoke|c86-l3|challenger-small|Microsoft Entra ID", "prompt": "c86-l3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Entra is the strongest fit for Microsoft-centric environments"}, {"id": "mai-20260917-0816-smoke|c86-l3|challenger-small|Ping Identity", "prompt": "c86-l3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ping is typically chosen for complex federation and customization needs"}, {"id": "mai-20260917-0816-smoke|c86-l3|challenger-small|OneLogin", "prompt": "c86-l3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose OneLogin if you want a simpler enterprise IAM rollout with solid baseline SSO/MFA"}, {"id": "mai-20260917-0816-smoke|c86-l3|challenger-small|JumpCloud", "prompt": "c86-l3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose JumpCloud if you also need device management across mixed OS environments"}, {"id": "mai-20260917-0816-smoke|c86-l3|challenger-small|CyberArk Workforce Identity", "prompt": "c86-l3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose CyberArk if privileged access management is as important as workforce sign-in"}, {"id": "mai-20260917-0816-smoke|c86-l3|challenger-small|IBM Security Verify", "prompt": "c86-l3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Often selected when legacy complexity and compliance are central concerns"}, {"id": "mai-20260917-0816-smoke|c86-l3|deepseek-small|Microsoft Entra ID", "prompt": "c86-l3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "All-in on Microsoft 365/Azure | **Microsoft Entra ID** (+ Entra ID Governance)"}, {"id": "mai-20260917-0816-smoke|c86-l3|deepseek-small|Okta Workforce Identity Cloud", "prompt": "c86-l3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Heterogeneous SaaS stack, want vendor neutrality & speed | **Okta**"}, {"id": "mai-20260917-0816-smoke|c86-l3|deepseek-small|Ping Identity (consolidated with ForgeRock)", "prompt": "c86-l3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity (consolidated with ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Heavily regulated, need complex federation/customization | **Ping Identity / ForgeRock**"}, {"id": "mai-20260917-0816-smoke|c86-l3|deepseek-small|IBM Security Verify", "prompt": "c86-l3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want one large-vendor integrated suite | **IBM Security Verify**"}, {"id": "mai-20260917-0816-smoke|c86-l3|deepseek-small|CyberArk Workforce Identity", "prompt": "c86-l3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Privileged access & secrets are the top security concern | **CyberArk**"}, {"id": "mai-20260917-0816-smoke|c86-l3|deepseek-small|SailPoint", "prompt": "c86-l3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Compliance-governance is the primary driver | **SailPoint**"}, {"id": "mai-20260917-0816-smoke|c86-l3|deepseek-small|Saviynt", "prompt": "c86-l3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or Saviynt for cloud-native + PAM"}, {"id": "mai-20260917-0816-smoke|c86-l3|deepseek-small|Microsoft Entra ID Governance / Okta Identity Governance", "prompt": "c86-l3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID Governance / Okta Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "both are narrower than purpose-built IGA"}, {"id": "mai-20260917-0816-smoke|c86-l3|google-small|Microsoft Entra ID", "prompt": "c86-l3", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed default for organizations running on Microsoft infrastructure."}, {"id": "mai-20260917-0816-smoke|c86-l3|google-small|Okta Workforce Identity Cloud", "prompt": "c86-l3", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The premier, cloud-first, vendor-neutral identity fabric."}, {"id": "mai-20260917-0816-smoke|c86-l3|google-small|Ping Identity", "prompt": "c86-l3", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Ping Identity if: You are a massive enterprise with complex legacy, on-premises, or multi-domain environments"}, {"id": "mai-20260917-0816-smoke|c86-l3|google-small|CyberArk Workforce Identity", "prompt": "c86-l3", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The absolute leader in security-first, privilege-aligned identity protection."}, {"id": "mai-20260917-0816-smoke|c86-l3|google-small|ForgeRock", "prompt": "c86-l3", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Thoma Bravo's merger of Ping Identity and ForgeRock"}, {"id": "mai-20260917-0816-smoke|c86-l3|meta-small|Okta", "prompt": "c86-l3", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Okta is known for its vendor-neutral integration depth and is best for enterprises wanting a best-of-breed identity platform."}, {"id": "mai-20260917-0816-smoke|c86-l3|meta-small|Microsoft Entra ID", "prompt": "c86-l3", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Microsoft Entra ID is ideal for organizations standardized on Microsoft 365 and Azure."}, {"id": "mai-20260917-0816-smoke|c86-l3|meta-small|Ping Identity", "prompt": "c86-l3", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ping Identity is strong in federation and customization"}, {"id": "mai-20260917-0816-smoke|c86-l3|meta-small|CyberArk Workforce Identity", "prompt": "c86-l3", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CyberArk is known for its privileged access management and is expanding into broader identity security."}, {"id": "mai-20260917-0816-smoke|c86-l3|meta-small|IBM Security Verify", "prompt": "c86-l3", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "IBM Security Verify and ForgeRock are also leading platforms"}, {"id": "mai-20260917-0816-smoke|c86-l3|meta-small|ForgeRock", "prompt": "c86-l3", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ForgeRock offering high-assurance and customization"}, {"id": "mai-20260917-0816-smoke|c86-l3|minimax-small|Okta Workforce Identity", "prompt": "c86-l3", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Okta** if you have a diverse SaaS portfolio and want the broadest integration catalog"}, {"id": "mai-20260917-0816-smoke|c86-l3|minimax-small|Microsoft Entra ID", "prompt": "c86-l3", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Microsoft Entra ID is estimated to be the best choice for ~75% of enterprises due to Microsoft 365 licensing economics."}, {"id": "mai-20260917-0816-smoke|c86-l3|minimax-small|Ping Identity", "prompt": "c86-l3", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Ping Identity** if you need complex federation, on-prem integration, or FedRAMP compliance"}, {"id": "mai-20260917-0816-smoke|c86-l3|minimax-small|CyberArk Workforce Identity", "prompt": "c86-l3", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose CyberArk** if privileged access management is your primary concern"}, {"id": "mai-20260917-0816-smoke|c86-l3|minimax-small|IBM Security Verify", "prompt": "c86-l3", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For**: Large enterprises with existing IBM infrastructure"}, {"id": "mai-20260917-0816-smoke|c86-l3|minimax-small|JumpCloud", "prompt": "c86-l3", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Best For**: SMBs and mid-market (not true enterprise-grade)"}, {"id": "mai-20260917-0816-smoke|c86-l3|mistral-small|Okta Workforce Identity Cloud", "prompt": "c86-l3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Okta** and **Microsoft Entra ID** lead in breadth and ease of use, with Okta being vendor-neutral"}, {"id": "mai-20260917-0816-smoke|c86-l3|mistral-small|Microsoft Entra ID", "prompt": "c86-l3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Okta** and **Microsoft Entra ID** lead in breadth and ease of use"}, {"id": "mai-20260917-0816-smoke|c86-l3|mistral-small|Ping Identity", "prompt": "c86-l3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "preferred for complex federation, customization, and high-assurance scenarios"}, {"id": "mai-20260917-0816-smoke|c86-l3|mistral-small|CyberArk Workforce Identity", "prompt": "c86-l3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "stands out for integrating workforce identity with privileged access management"}, {"id": "mai-20260917-0816-smoke|c86-l3|mistral-small|IBM Security Verify", "prompt": "c86-l3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "notable for AI-driven security and governance"}, {"id": "mai-20260917-0816-smoke|c86-l3|mistral-small|ForgeRock", "prompt": "c86-l3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly customizable and scalable; often chosen for customer and workforce identity in regulated sectors"}, {"id": "mai-20260917-0816-smoke|c86-l3|moonshot-small|Okta Workforce Identity", "prompt": "c86-l3", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a mixed SaaS stack and want speed:** **Okta** is the safest independent choice."}, {"id": "mai-20260917-0816-smoke|c86-l3|moonshot-small|Microsoft Entra ID", "prompt": "c86-l3", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "arguably the correct default for ~70-75% of enterprises"}, {"id": "mai-20260917-0816-smoke|c86-l3|moonshot-small|Ping Identity", "prompt": "c86-l3", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have complex hybrid infrastructure or strict regulations:** Evaluate **Ping Identity**."}, {"id": "mai-20260917-0816-smoke|c86-l3|moonshot-small|CyberArk Workforce Identity", "prompt": "c86-l3", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your primary concern is privileged/high-risk access:** Look at **CyberArk**."}, {"id": "mai-20260917-0816-smoke|c86-l3|moonshot-small|SailPoint Identity Security Cloud", "prompt": "c86-l3", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The established IGA market leader"}, {"id": "mai-20260917-0816-smoke|c86-l3|moonshot-small|Saviynt", "prompt": "c86-l3", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The cloud-native IGA challenger"}, {"id": "mai-20260917-0816-smoke|c86-l3|openai-small|Microsoft Entra", "prompt": "c86-l3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra** and **Okta** are usually the top shortlist."}, {"id": "mai-20260917-0816-smoke|c86-l3|openai-small|Okta Workforce Identity", "prompt": "c86-l3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Entra** and **Okta** are usually the top shortlist."}, {"id": "mai-20260917-0816-smoke|c86-l3|openai-small|Ping Identity", "prompt": "c86-l3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ping Identity** and **Okta** are often shortlisted."}, {"id": "mai-20260917-0816-smoke|c86-l3|openai-small|IBM Verify Workforce Identity", "prompt": "c86-l3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "IBM Verify Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Less commonly the default choice for greenfield cloud-first deployments than Microsoft or Okta."}, {"id": "mai-20260917-0816-smoke|c86-l3|openai-small|SailPoint", "prompt": "c86-l3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Usually paired with another platform for primary sign-in/MFA/SSO."}, {"id": "mai-20260917-0816-smoke|c86-l3|openai-small|CyberArk Identity", "prompt": "c86-l3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Typically not the first choice if you want the broadest \"all-in-one\" workforce identity suite."}, {"id": "mai-20260917-0816-smoke|c86-l3|xai-small|Okta Workforce Identity Cloud", "prompt": "c86-l3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Multi-cloud/SaaS chaos**: Okta (connectivity)... Broadest app integrations (7,000+ pre-built), lifecycle automation, adaptive MFA, vendor-neutral. Leader in Forrester and Gartner."}, {"id": "mai-20260917-0816-smoke|c86-l3|xai-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-l3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft shops**: Entra ID (economical, integrated)."}, {"id": "mai-20260917-0816-smoke|c86-l3|xai-small|Ping Identity (Ping Workforce360)", "prompt": "c86-l3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity (Ping Workforce360)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Regulated/hybrid complexity**: Ping or SailPoint + IdP."}, {"id": "mai-20260917-0816-smoke|c86-l3|xai-small|CyberArk Workforce Identity", "prompt": "c86-l3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Narrower app catalog (~2,000); less emphasis on broad SSO/lifecycle."}, {"id": "mai-20260917-0816-smoke|c86-l3|xai-small|SailPoint IdentityNow/IdentityIQ", "prompt": "c86-l3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "SailPoint IdentityNow/IdentityIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Not a full IdP/SSO standalone; integrates with Okta/Entra."}, {"id": "mai-20260917-0816-smoke|c86-l3|xai-small|IBM Security Verify", "prompt": "c86-l3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less intuitive UI; slower innovation pace."}, {"id": "mai-20260917-0816-smoke|c86-l3|zai-small|Microsoft Entra ID", "prompt": "c86-l3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Okta or Entra ID are the best starting points, with Okta preferred for non-Microsoft stacks and Entra ID for Microsoft-heavy environments."}, {"id": "mai-20260917-0816-smoke|c86-l3|zai-small|Okta", "prompt": "c86-l3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most organizations: Okta or Entra ID are the best starting points"}, {"id": "mai-20260917-0816-smoke|c86-l3|zai-small|Ping Identity", "prompt": "c86-l3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For highly regulated industries: Ping Identity or ForgeRock offer the flexibility needed"}, {"id": "mai-20260917-0816-smoke|c86-l3|zai-small|ForgeRock", "prompt": "c86-l3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ping Identity or ForgeRock offer the flexibility needed for complex compliance requirements."}, {"id": "mai-20260917-0816-smoke|c86-l3|zai-small|OneLogin", "prompt": "c86-l3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose OneLogin If: You're mid-market looking to scale to enterprise"}, {"id": "mai-20260917-0816-smoke|c86-l3|zai-small|Google Cloud Identity", "prompt": "c86-l3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Google Cloud Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Seamless Google Workspace integration, cost-effective | Google Workspace-first organizations"}, {"id": "mai-20260917-0816-smoke|c86-l3|zai-small|IBM Security Verify", "prompt": "c86-l3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong governance and compliance, on-premises options | Regulated industries"}, {"id": "mai-20260917-0816-smoke|c86-l3|zai-small|SailPoint IdentityNow", "prompt": "c86-l3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "SailPoint IdentityNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For organizations focused on governance: SailPoint IdentityNow is the leader in identity governance and compliance."}, {"id": "mai-20260917-0816-smoke|c86-l4|alibaba-small|Microsoft Entra ID (Azure AD)", "prompt": "c86-l4", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best workforce identity platforms are **Microsoft Entra ID (Azure AD)** and **Okta Workforce Identity Cloud**"}, {"id": "mai-20260917-0816-smoke|c86-l4|alibaba-small|Okta Workforce Identity Cloud", "prompt": "c86-l4", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best workforce identity platforms are **Microsoft Entra ID (Azure AD)** and **Okta Workforce Identity Cloud**"}, {"id": "mai-20260917-0816-smoke|c86-l4|alibaba-small|Auth0", "prompt": "c86-l4", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "you must avoid platforms that bill based on **Monthly Active Users (MAU)** or transactions (a common model for \"Customer Identity\" platforms like Auth0 or Salesforce Identity)"}, {"id": "mai-20260917-0816-smoke|c86-l4|alibaba-small|Salesforce Identity", "prompt": "c86-l4", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Salesforce Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "you must avoid platforms that bill based on **Monthly Active Users (MAU)** or transactions ... like Auth0 or Salesforce Identity"}, {"id": "mai-20260917-0816-smoke|c86-l4|anthropic-small|Microsoft Entra ID", "prompt": "c86-l4", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "IT admins describe it as solid value with predictable licensing and easy integration into existing Microsoft stacks"}, {"id": "mai-20260917-0816-smoke|c86-l4|anthropic-small|Ping Identity", "prompt": "c86-l4", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the linear model makes budgeting predictable once you've established your negotiated rate"}, {"id": "mai-20260917-0816-smoke|c86-l4|anthropic-small|Okta", "prompt": "c86-l4", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fees can scale with Monthly Active Users (MAUs) and API usage, which can often mean multiple thousands of dollars more per year"}, {"id": "mai-20260917-0816-smoke|c86-l4|challenger-small|Microsoft Entra ID", "prompt": "c86-l4", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Microsoft Entra ID** if the company is already standardized on Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c86-l4|challenger-small|Okta", "prompt": "c86-l4", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Okta** is often the best all-around choice for large enterprises ... but its cost is typically less predictable"}, {"id": "mai-20260917-0816-smoke|c86-l4|challenger-small|Ping Identity", "prompt": "c86-l4", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Consider **Ping Identity** only if you have **deep legacy/on-prem complexity**, since it is aimed more at complex global enterprises than cost simplicity"}, {"id": "mai-20260917-0816-smoke|c86-l4|deepseek-small|Microsoft Entra ID", "prompt": "c86-l4", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Entra ID — if your company already has Microsoft 365 E3/E5. The nearly-zero incremental cost and simple flat per-user tiers make it the clearest path to predictable TCO"}, {"id": "mai-20260917-0816-smoke|c86-l4|deepseek-small|Okta Workforce Identity", "prompt": "c86-l4", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Okta — if you run a genuinely heterogeneous, multi-cloud SaaS portfolio and want best-in-class integration breadth"}, {"id": "mai-20260917-0816-smoke|c86-l4|deepseek-small|Ping Identity", "prompt": "c86-l4", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you have complex *on-premises / hybrid* federation, legacy protocol, or FedRAMP requirements"}, {"id": "mai-20260917-0816-smoke|c86-l4|deepseek-small|OneLogin", "prompt": "c86-l4", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better for mid-market (under ~5,000 users) rather than enterprise depth"}, {"id": "mai-20260917-0816-smoke|c86-l4|deepseek-small|CyberArk Identity", "prompt": "c86-l4", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "CyberArk Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you also want privileged access (PAM) under one vendor."}, {"id": "mai-20260917-0816-smoke|c86-l4|google-small|Microsoft Entra ID", "prompt": "c86-l4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Entra ID is the absolute best option for predictable total cost."}, {"id": "mai-20260917-0816-smoke|c86-l4|google-small|Okta Workforce Identity Cloud", "prompt": "c86-l4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Okta is the gold standard.\" However, maintaining predictable pricing with Okta requires careful procurement."}, {"id": "mai-20260917-0816-smoke|c86-l4|google-small|Ping Identity / ForgeRock", "prompt": "c86-l4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Ping Identity / ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **Ping Identity** if you have heavy on-premises architecture"}, {"id": "mai-20260917-0816-smoke|c86-l4|meta-small|Okta", "prompt": "c86-l4", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best workforce identity platform for a large company that needs predictable total cost across thousands of users is Okta"}, {"id": "mai-20260917-0816-smoke|c86-l4|meta-small|Ping Identity", "prompt": "c86-l4", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Ping Identity, Microsoft Entra, SailPoint, and Saviynt."}, {"id": "mai-20260917-0816-smoke|c86-l4|meta-small|Microsoft Entra", "prompt": "c86-l4", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Ping Identity, Microsoft Entra, SailPoint, and Saviynt."}, {"id": "mai-20260917-0816-smoke|c86-l4|meta-small|SailPoint", "prompt": "c86-l4", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Ping Identity, Microsoft Entra, SailPoint, and Saviynt."}, {"id": "mai-20260917-0816-smoke|c86-l4|meta-small|Saviynt", "prompt": "c86-l4", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include Ping Identity, Microsoft Entra, SailPoint, and Saviynt."}, {"id": "mai-20260917-0816-smoke|c86-l4|minimax-small|Microsoft Entra ID", "prompt": "c86-l4", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra ID** (Best for Cost Predictability)"}, {"id": "mai-20260917-0816-smoke|c86-l4|minimax-small|Okta Workforce Identity Cloud", "prompt": "c86-l4", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Okta** offers the most predictable per-user model with the broadest app catalog, though costs add up with modules"}, {"id": "mai-20260917-0816-smoke|c86-l4|minimax-small|Ping Identity", "prompt": "c86-l4", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ping Identity** provides predictability at scale but requires a large commitment"}, {"id": "mai-20260917-0816-smoke|c86-l4|mistral-small|Microsoft Entra ID (formerly Azure Active Directory)", "prompt": "c86-l4", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID (formerly Azure Active Directory)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra ID (formerly Azure Active Directory)** stands out as the best workforce identity platform"}, {"id": "mai-20260917-0816-smoke|c86-l4|mistral-small|Okta", "prompt": "c86-l4", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Okta Workforce Identity** is also strong for large enterprises... but costs can add up quickly with advanced features"}, {"id": "mai-20260917-0816-smoke|c86-l4|mistral-small|Cisco Duo", "prompt": "c86-l4", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers a flat, predictable price ($3/user/month)... but may lack the full breadth of identity management features"}, {"id": "mai-20260917-0816-smoke|c86-l4|moonshot-small|Microsoft Entra ID", "prompt": "c86-l4", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra ID** is typically the winner if you're already a Microsoft shop—it's included in M365 licensing with no surprise fees"}, {"id": "mai-20260917-0816-smoke|c86-l4|moonshot-small|Ping Identity", "prompt": "c86-l4", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For non-Microsoft environments, **Ping Identity** offers the most negotiable, predictable enterprise pricing at large scale"}, {"id": "mai-20260917-0816-smoke|c86-l4|moonshot-small|Okta Workforce Identity", "prompt": "c86-l4", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Best Feature Breadth (Higher Cost) ... Total cost can reach **$10-20+/user/month** when fully featured"}, {"id": "mai-20260917-0816-smoke|c86-l4|openai-small|Microsoft Entra", "prompt": "c86-l4", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally put **Microsoft Entra** at the top **if your company already uses Microsoft 365**"}, {"id": "mai-20260917-0816-smoke|c86-l4|openai-small|Okta Workforce Identity", "prompt": "c86-l4", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "its pricing is explicitly **per user/month billed annually**, with higher tiers requiring custom quotes, so it's usually less \"predictable\""}, {"id": "mai-20260917-0816-smoke|c86-l4|openai-small|Ping Identity / PingOne for Workforce", "prompt": "c86-l4", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Ping Identity / PingOne for Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you need a more customizable identity stack**"}, {"id": "mai-20260917-0816-smoke|c86-l4|xai-small|Microsoft Entra ID", "prompt": "c86-l4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Entra ID (formerly Azure AD) is generally the best workforce identity platform for large companies prioritizing predictable total costs"}, {"id": "mai-20260917-0816-smoke|c86-l4|xai-small|Okta Workforce Identity Cloud", "prompt": "c86-l4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If not heavily using Microsoft 365/Azure, Okta may suit better despite modular pricing (negotiate bundles for predictability)."}, {"id": "mai-20260917-0816-smoke|c86-l4|xai-small|Ping Identity", "prompt": "c86-l4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Low-Medium (custom, implementation-heavy) | $1M+ (higher TCO in benchmarks) | Minimum commitments, pro services add ~20%"}, {"id": "mai-20260917-0816-smoke|c86-l4|xai-small|OneLogin", "prompt": "c86-l4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Others (e.g., OneLogin, JumpCloud)... Smaller scale; fewer integrations"}, {"id": "mai-20260917-0816-smoke|c86-l4|xai-small|JumpCloud", "prompt": "c86-l4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others (e.g., OneLogin, JumpCloud)... Smaller scale; fewer integrations"}, {"id": "mai-20260917-0816-smoke|c86-l4|zai-small|Microsoft Entra ID", "prompt": "c86-l4", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra ID (formerly Azure AD)** is the best choice"}, {"id": "mai-20260917-0816-smoke|c86-l4|zai-small|Okta Workforce Identity Cloud", "prompt": "c86-l4", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong second option"}, {"id": "mai-20260917-0816-smoke|c86-l5|alibaba-small|Entra ID / Azure AD", "prompt": "c86-l5", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Entra ID / Azure AD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Will you keep your current Identity Provider (e.g., Entra ID / Azure AD) and use this platform as an \"access broker,\""}, {"id": "mai-20260917-0816-smoke|c86-l5|alibaba-small|Okta", "prompt": "c86-l5", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "\"If our IdP (Azure/Okta/Ping) goes down for 2 hours, does this platform act as a backup\""}, {"id": "mai-20260917-0816-smoke|c86-l5|alibaba-small|Ping", "prompt": "c86-l5", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "\"If our IdP (Azure/Okta/Ping) goes down for 2 hours, does this platform act as a backup\""}, {"id": "mai-20260917-0816-smoke|c86-l5|anthropic-small|Okta", "prompt": "c86-l5", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Okta leads for vendor-neutral breadth"}, {"id": "mai-20260917-0816-smoke|c86-l5|anthropic-small|Microsoft Entra", "prompt": "c86-l5", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Entra for Microsoft-centric organizations"}, {"id": "mai-20260917-0816-smoke|c86-l5|anthropic-small|Ping Identity", "prompt": "c86-l5", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ping Identity for orchestration and high assurance"}, {"id": "mai-20260917-0816-smoke|c86-l5|anthropic-small|IBM Security Verify", "prompt": "c86-l5", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "IBM Security Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "IBM Security Verify for large hybrid governance needs"}, {"id": "mai-20260917-0816-smoke|c86-l5|anthropic-small|ForgeRock", "prompt": "c86-l5", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ForgeRock for deep customization at scale"}, {"id": "mai-20260917-0816-smoke|c86-l5|deepseek-small|Microsoft Entra ID", "prompt": "c86-l5", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the two leaders you'll likely shortlist are **Microsoft Entra ID** and **Okta**"}, {"id": "mai-20260917-0816-smoke|c86-l5|deepseek-small|Okta", "prompt": "c86-l5", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Vendor-neutral, broadest pre-built integration catalog, strongest HR-driven provisioning across a heterogeneous multi-vendor stack"}, {"id": "mai-20260917-0816-smoke|c86-l5|google-small|Okta", "prompt": "c86-l5", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Okta (Workforce Identity Cloud): Pros: Best-of-breed, incredibly user-friendly, highly robust integration catalog"}, {"id": "mai-20260917-0816-smoke|c86-l5|google-small|Microsoft Entra ID", "prompt": "c86-l5", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are already a Microsoft 365 shop (E3 or E5), it is highly cost-effective, deeply integrated into Windows/Office"}, {"id": "mai-20260917-0816-smoke|c86-l5|google-small|Ping Identity (ForgeRock)", "prompt": "c86-l5", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping Identity (ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for highly complex, hybrid, or highly regulated environments... Cons: Steeper learning curve"}, {"id": "mai-20260917-0816-smoke|c86-l5|meta-small|Okta Workforce", "prompt": "c86-l5", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top vendors in the market include Okta Workforce, Microsoft Entra ID, Auth0/Okta CIC, Ping Identity, OneLogin"}, {"id": "mai-20260917-0816-smoke|c86-l5|meta-small|Microsoft Entra ID", "prompt": "c86-l5", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top vendors in the market include Okta Workforce, Microsoft Entra ID"}, {"id": "mai-20260917-0816-smoke|c86-l5|meta-small|Auth0/Okta CIC", "prompt": "c86-l5", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Auth0/Okta CIC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Auth0/Okta CIC, Ping Identity, OneLogin"}, {"id": "mai-20260917-0816-smoke|c86-l5|meta-small|Ping Identity", "prompt": "c86-l5", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ping Identity, OneLogin, ForgeRock (now part of Ping)"}, {"id": "mai-20260917-0816-smoke|c86-l5|meta-small|OneLogin", "prompt": "c86-l5", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ping Identity, OneLogin, ForgeRock (now part of Ping)"}, {"id": "mai-20260917-0816-smoke|c86-l5|meta-small|ForgeRock", "prompt": "c86-l5", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "ForgeRock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ForgeRock (now part of Ping), Amazon Cognito, and MojoAuth"}, {"id": "mai-20260917-0816-smoke|c86-l5|meta-small|Amazon Cognito", "prompt": "c86-l5", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Amazon Cognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Amazon Cognito, and MojoAuth"}, {"id": "mai-20260917-0816-smoke|c86-l5|meta-small|MojoAuth", "prompt": "c86-l5", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "MojoAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Amazon Cognito, and MojoAuth"}, {"id": "mai-20260917-0816-smoke|c86-l5|minimax-small|Microsoft Entra ID", "prompt": "c86-l5", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with Microsoft Entra ID (if you're Microsoft 365 shop) vs Okta (if you want vendor neutrality)"}, {"id": "mai-20260917-0816-smoke|c86-l5|minimax-small|Okta Workforce Identity Cloud", "prompt": "c86-l5", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with Microsoft Entra ID (if you're Microsoft 365 shop) vs Okta (if you want vendor neutrality)"}, {"id": "mai-20260917-0816-smoke|c86-l5|minimax-small|Ping Identity (PingOne)", "prompt": "c86-l5", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping Identity (PingOne)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have complex federation needs or regulated industry requirements, add Ping Identity to the shortlist."}, {"id": "mai-20260917-0816-smoke|c86-l5|minimax-small|CyberArk Workforce Identity", "prompt": "c86-l5", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you also need privileged access management (PAM), CyberArk bundles workforce identity with their PAM heritage."}, {"id": "mai-20260917-0816-smoke|c86-l5|mistral-small|Okta Workforce Identity", "prompt": "c86-l5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Enterprise-focused**: Okta Workforce Identity, Microsoft Entra ID (Azure AD), Ping Identity, ForgeRock, SailPoint"}, {"id": "mai-20260917-0816-smoke|c86-l5|mistral-small|Microsoft Entra ID (Azure AD)", "prompt": "c86-l5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Enterprise-focused**: Okta Workforce Identity, Microsoft Entra ID (Azure AD), Ping Identity"}, {"id": "mai-20260917-0816-smoke|c86-l5|mistral-small|Ping Identity", "prompt": "c86-l5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ping Identity, ForgeRock, SailPoint (for IAM + PAM)"}, {"id": "mai-20260917-0816-smoke|c86-l5|mistral-small|ForgeRock", "prompt": "c86-l5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "ForgeRock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ping Identity, ForgeRock, SailPoint (for IAM + PAM)"}, {"id": "mai-20260917-0816-smoke|c86-l5|mistral-small|SailPoint", "prompt": "c86-l5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SailPoint (for IAM + PAM)"}, {"id": "mai-20260917-0816-smoke|c86-l5|mistral-small|Duo (Cisco)", "prompt": "c86-l5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Duo (Cisco)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Passwordless/Zero Trust**: Duo (Cisco), YubiEnterprise, 1Kosmos, Trusona"}, {"id": "mai-20260917-0816-smoke|c86-l5|mistral-small|YubiEnterprise", "prompt": "c86-l5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "YubiEnterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Duo (Cisco), YubiEnterprise, 1Kosmos, Trusona"}, {"id": "mai-20260917-0816-smoke|c86-l5|mistral-small|1Kosmos", "prompt": "c86-l5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "1Kosmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Duo (Cisco), YubiEnterprise, 1Kosmos, Trusona"}, {"id": "mai-20260917-0816-smoke|c86-l5|mistral-small|Trusona", "prompt": "c86-l5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Trusona", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Duo (Cisco), YubiEnterprise, 1Kosmos, Trusona"}, {"id": "mai-20260917-0816-smoke|c86-l5|mistral-small|Keycloak", "prompt": "c86-l5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Open Source/Compliance-first**: Keycloak (self-hosted), Gluu, OpenIAM"}, {"id": "mai-20260917-0816-smoke|c86-l5|mistral-small|Gluu", "prompt": "c86-l5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Gluu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Keycloak (self-hosted), Gluu, OpenIAM"}, {"id": "mai-20260917-0816-smoke|c86-l5|mistral-small|OpenIAM", "prompt": "c86-l5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "OpenIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Keycloak (self-hosted), Gluu, OpenIAM"}, {"id": "mai-20260917-0816-smoke|c86-l5|moonshot-small|Okta", "prompt": "c86-l5", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Okta Workforce Identity** (best-of-breed SaaS)"}, {"id": "mai-20260917-0816-smoke|c86-l5|moonshot-small|Microsoft Entra", "prompt": "c86-l5", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Entra ID** (if M365-heavy)"}, {"id": "mai-20260917-0816-smoke|c86-l5|moonshot-small|Ping Identity", "prompt": "c86-l5", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ping Identity** (hybrid/legacy environment)"}, {"id": "mai-20260917-0816-smoke|c86-l5|openai-small|Okta", "prompt": "c86-l5", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "vendor evaluation checklist or scorecard spreadsheet** you can use with Okta, Microsoft Entra, Ping, or others."}, {"id": "mai-20260917-0816-smoke|c86-l5|openai-small|Microsoft Entra", "prompt": "c86-l5", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "you can use with Okta, Microsoft Entra, Ping, or others."}, {"id": "mai-20260917-0816-smoke|c86-l5|openai-small|Ping", "prompt": "c86-l5", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "you can use with Okta, Microsoft Entra, Ping, or others."}, {"id": "mai-20260917-0816-smoke|c86-l5|xai-small|Okta Workforce Identity Cloud", "prompt": "c86-l5", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-4: Okta, Entra ID (if Microsoft-heavy), Ping/OneLogin."}, {"id": "mai-20260917-0816-smoke|c86-l5|xai-small|Microsoft Entra ID", "prompt": "c86-l5", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Entra ID (if Microsoft-heavy)"}, {"id": "mai-20260917-0816-smoke|c86-l5|xai-small|Ping Identity", "prompt": "c86-l5", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ping Identity | Custom (mid-6 figures) | Large-enterprise federation"}, {"id": "mai-20260917-0816-smoke|c86-l5|xai-small|OneLogin", "prompt": "c86-l5", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OneLogin | $4-12/user/mo | Value for mid-large"}, {"id": "mai-20260917-0816-smoke|c86-l5|xai-small|SailPoint", "prompt": "c86-l5", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "like Okta Workforce Identity Cloud, Microsoft Entra ID, Ping Identity, OneLogin, or SailPoint"}, {"id": "mai-20260917-0816-smoke|c86-l5|xai-small|Google Workspace", "prompt": "c86-l5", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Google Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "integration with your existing IdP (e.g., Okta, Entra ID, Google Workspace)"}, {"id": "mai-20260917-0816-smoke|c86-l5|xai-small|JumpCloud", "prompt": "c86-l5", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Risks to Avoid: Vendor lock-in, incomplete hybrid support, or unproven scale (e.g., SMB-focused like JumpCloud)."}, {"id": "mai-20260917-0816-smoke|c86-l5|zai-small|Okta", "prompt": "c86-l5", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with 4–6 vendors (e.g., Okta, Microsoft Entra ID, JumpCloud, Ping Identity, Google Cloud Identity Premium)"}, {"id": "mai-20260917-0816-smoke|c86-l5|zai-small|Microsoft Entra ID", "prompt": "c86-l5", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Start with 4–6 vendors (e.g., Okta, Microsoft Entra ID, JumpCloud, Ping Identity, Google Cloud Identity Premium)"}, {"id": "mai-20260917-0816-smoke|c86-l5|zai-small|JumpCloud", "prompt": "c86-l5", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Start with 4–6 vendors (e.g., Okta, Microsoft Entra ID, JumpCloud, Ping Identity, Google Cloud Identity Premium)"}, {"id": "mai-20260917-0816-smoke|c86-l5|zai-small|Ping Identity", "prompt": "c86-l5", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Start with 4–6 vendors (e.g., Okta, Microsoft Entra ID, JumpCloud, Ping Identity, Google Cloud Identity Premium)"}, {"id": "mai-20260917-0816-smoke|c86-l5|zai-small|Google Cloud Identity Premium", "prompt": "c86-l5", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Google Cloud Identity Premium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Start with 4–6 vendors (e.g., Okta, Microsoft Entra ID, JumpCloud, Ping Identity, Google Cloud Identity Premium)"}, {"id": "mai-20260917-0816-smoke|c86-l6|alibaba-small|Microsoft Entra ID (Azure AD)", "prompt": "c86-l6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You should proceed with caution or \"avoid\" relying *solely* on Entra ID if: **You Are Not Heavy in the Microsoft Ecosystem:**"}, {"id": "mai-20260917-0816-smoke|c86-l6|alibaba-small|CA Single Sign-On", "prompt": "c86-l6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CA Single Sign-On", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid **Legacy/Broadcom-Acquired Solutions** (e.g., CA Single Sign-On, OneIdentity)"}, {"id": "mai-20260917-0816-smoke|c86-l6|alibaba-small|OneIdentity", "prompt": "c86-l6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "OneIdentity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "New deployments of CA Technologies / OneIdentity."}, {"id": "mai-20260917-0816-smoke|c86-l6|alibaba-small|AuthConn", "prompt": "c86-l6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "AuthConn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms like **CA Single Sign-On (SSO)** and **AuthConn** often require massive administrative overhead"}, {"id": "mai-20260917-0816-smoke|c86-l6|alibaba-small|Okta", "prompt": "c86-l6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Exercise Extreme Caution With **Okta** For Small IT Teams ... Okta can become exponentially expensive as you scale."}, {"id": "mai-20260917-0816-smoke|c86-l6|alibaba-small|Dashlane", "prompt": "c86-l6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Do not attempt to use consumer password managers (e.g., Dashlane 1Password personal tiers) as a workforce identity backbone."}, {"id": "mai-20260917-0816-smoke|c86-l6|alibaba-small|1Password", "prompt": "c86-l6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Do not attempt to use consumer password managers (e.g., Dashlane 1Password personal tiers) as a workforce identity backbone."}, {"id": "mai-20260917-0816-smoke|c86-l6|alibaba-small|Ping Identity", "prompt": "c86-l6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Okta**, **Ping Identity**, or **IBM Verify**"}, {"id": "mai-20260917-0816-smoke|c86-l6|alibaba-small|IBM Verify", "prompt": "c86-l6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "IBM Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Okta**, **Ping Identity**, or **IBM Verify**"}, {"id": "mai-20260917-0816-smoke|c86-l6|alibaba-small|ForgeRock", "prompt": "c86-l6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Ping Identity** or **ForgeRock** (strong federation)"}, {"id": "mai-20260917-0816-smoke|c86-l6|challenger-small|SailPoint IdentityIQ / Identity Security Cloud", "prompt": "c86-l6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "SailPoint IdentityIQ / Identity Security Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SailPoint as an **enterprise-scale IGA tool** that can be **too heavy or complex**"}, {"id": "mai-20260917-0816-smoke|c86-l6|challenger-small|Saviynt", "prompt": "c86-l6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "should be approached cautiously if the enterprise does not need heavy governance depth"}, {"id": "mai-20260917-0816-smoke|c86-l6|challenger-small|ForgeRock Identity Cloud / ForgeRock Identity Platform", "prompt": "c86-l6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "ForgeRock Identity Cloud / ForgeRock Identity Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is a caution candidate if you want a simpler, faster rollout"}, {"id": "mai-20260917-0816-smoke|c86-l6|challenger-small|IBM Security Verify / IBM ISAM", "prompt": "c86-l6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "IBM Security Verify / IBM ISAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "which can make it a less neutral choice"}, {"id": "mai-20260917-0816-smoke|c86-l6|challenger-small|OneLogin", "prompt": "c86-l6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "OneLogin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more as a **value-oriented** choice than a top-tier platform for the most demanding enterprise environments"}, {"id": "mai-20260917-0816-smoke|c86-l6|challenger-small|JumpCloud", "prompt": "c86-l6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "explicitly framed as more suitable for **SMBs** ... a large enterprise should be cautious"}, {"id": "mai-20260917-0816-smoke|c86-l6|challenger-small|Rippling", "prompt": "c86-l6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "usually not the first choice for a large, heterogeneous enterprise IAM program"}, {"id": "mai-20260917-0816-smoke|c86-l6|challenger-small|Cisco Duo", "prompt": "c86-l6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Cisco Duo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it is not a full workforce identity replacement; large enterprises should be cautious"}, {"id": "mai-20260917-0816-smoke|c86-l6|challenger-small|Okta", "prompt": "c86-l6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "least risky for large enterprises** in the results are **Okta** and **Microsoft Entra ID**"}, {"id": "mai-20260917-0816-smoke|c86-l6|challenger-small|Microsoft Entra ID", "prompt": "c86-l6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "least risky for large enterprises** in the results are **Okta** and **Microsoft Entra ID**"}, {"id": "mai-20260917-0816-smoke|c86-l6|challenger-small|Ping Identity", "prompt": "c86-l6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "also consistently presented as a strong fit for large, complex, hybrid environments"}, {"id": "mai-20260917-0816-smoke|c86-l6|deepseek-small|Okta Workforce Identity", "prompt": "c86-l6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Okta Workforce Identity (High Security Risk & Vendor Fatigue)... Caution is warranted if you lack the internal IAM team to harden it"}, {"id": "mai-20260917-0816-smoke|c86-l6|deepseek-small|Microsoft Entra ID", "prompt": "c86-l6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avoid viewing Entra ID as a \"set-and-forget\" solution... Entra ID can become a liability rather than an asset."}, {"id": "mai-20260917-0816-smoke|c86-l6|deepseek-small|OneLogin", "prompt": "c86-l6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "OneLogin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid OneLogin for the *primary* workforce identity provider if you require extensive governance and complex B2B trust relationships."}, {"id": "mai-20260917-0816-smoke|c86-l6|deepseek-small|Ping Identity", "prompt": "c86-l6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid Ping as a *unified workforce identity platform* unless you have a very specific, highly customized on-prem federation need"}, {"id": "mai-20260917-0816-smoke|c86-l6|deepseek-small|Auth0", "prompt": "c86-l6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid using Auth0 for employee access entirely."}, {"id": "mai-20260917-0816-smoke|c86-l6|deepseek-small|JumpCloud", "prompt": "c86-l6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid JumpCloud for the primary directory, unless you are a younger organization"}, {"id": "mai-20260917-0816-smoke|c86-l6|deepseek-small|IBM Verify", "prompt": "c86-l6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "IBM Verify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Legacy Platforms (IBM Verify, Oracle Access Manager) – **Maintenance Mode Risk**... Avoid them unless you are forced to run them"}, {"id": "mai-20260917-0816-smoke|c86-l6|deepseek-small|Oracle Access Manager", "prompt": "c86-l6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Oracle Access Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Legacy Platforms (IBM Verify, Oracle Access Manager) – **Maintenance Mode Risk**... Avoid them unless you are forced to run them"}, {"id": "mai-20260917-0816-smoke|c86-l6|google-small|Ping Identity", "prompt": "c86-l6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Ping Identity & ForgeRock (Merger Integration & Support Roadblock Risks) ... Why to be cautious"}, {"id": "mai-20260917-0816-smoke|c86-l6|google-small|ForgeRock", "prompt": "c86-l6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Selecting ForgeRock products today without a clear, partner-led migration plan to PingOne is highly risky."}, {"id": "mai-20260917-0816-smoke|c86-l6|google-small|Okta Workforce Identity Cloud", "prompt": "c86-l6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Okta Workforce Identity Cloud (High-Target Risk & \"Identity Monoculture\") ... Why to be cautious"}, {"id": "mai-20260917-0816-smoke|c86-l6|google-small|CyberArk", "prompt": "c86-l6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "CyberArk (Post-Acquisition Integration & Vendor Lock-in) ... Why to be cautious"}, {"id": "mai-20260917-0816-smoke|c86-l6|google-small|OneLogin by One Identity", "prompt": "c86-l6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "OneLogin by One Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why to avoid/be cautious: Lack of Enterprise Scale and Governance ... OneLogin's enterprise feature set may fall short"}, {"id": "mai-20260917-0816-smoke|c86-l6|google-small|Oracle Access Manager", "prompt": "c86-l6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Oracle Access Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Legacy/On-Premise Giants ... Why to avoid: Technical Debt and Talent Scarcity"}, {"id": "mai-20260917-0816-smoke|c86-l6|google-small|IBM Security Verify", "prompt": "c86-l6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "IBM Security Verify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Legacy/On-Premise Giants ... Why to avoid"}, {"id": "mai-20260917-0816-smoke|c86-l6|google-small|CA/Broadcom SiteMinder", "prompt": "c86-l6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CA/Broadcom SiteMinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Legacy/On-Premise Giants (Oracle Access Manager, IBM Security Verify, CA/Broadcom SiteMinder) ... Why to avoid"}, {"id": "mai-20260917-0816-smoke|c86-l6|google-small|Strata Identity", "prompt": "c86-l6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Strata Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Consider implementing Identity Orchestration layers (such as Strata Identity) to decouple your applications from a single Identity Provider"}, {"id": "mai-20260917-0816-smoke|c86-l6|meta-small|Okta", "prompt": "c86-l6", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it has had past security incidents, and its premium pricing may be a concern for some enterprises"}, {"id": "mai-20260917-0816-smoke|c86-l6|meta-small|Microsoft Entra", "prompt": "c86-l6", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its non-Microsoft integrations can be less polished, and its best value is locked to the Microsoft ecosystem"}, {"id": "mai-20260917-0816-smoke|c86-l6|meta-small|Ping Identity", "prompt": "c86-l6", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it can be more complex to deploy than turnkey SaaS, and the ForgeRock integration is still settling"}, {"id": "mai-20260917-0816-smoke|c86-l6|minimax-small|JumpCloud", "prompt": "c86-l6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "While popular for mid-market companies, it's generally not recommended for large enterprises."}, {"id": "mai-20260917-0816-smoke|c86-l6|minimax-small|Okta Workforce Identity Cloud", "prompt": "c86-l6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Despite being a market leader, Okta has experienced multiple security incidents"}, {"id": "mai-20260917-0816-smoke|c86-l6|minimax-small|Microsoft Entra ID", "prompt": "c86-l6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Entra ID works well for Microsoft-centric organizations but has notable drawbacks for large enterprises"}, {"id": "mai-20260917-0816-smoke|c86-l6|minimax-small|Ping Identity", "prompt": "c86-l6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "the safest bets remain established leaders like **Ping Identity**, **CyberArk Workforce Identity**, or **ForgeRock**"}, {"id": "mai-20260917-0816-smoke|c86-l6|minimax-small|CyberArk Workforce Identity", "prompt": "c86-l6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "safest bets remain established leaders like **Ping Identity**, **CyberArk Workforce Identity**, or **ForgeRock** (post-merger)"}, {"id": "mai-20260917-0816-smoke|c86-l6|minimax-small|ForgeRock", "prompt": "c86-l6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or **ForgeRock** (post-merger) for high-assurance needs"}, {"id": "mai-20260917-0816-smoke|c86-l6|mistral-small|Okta Workforce Identity", "prompt": "c86-l6", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprises must be aware of its **premium pricing** and the need for **rigorous tenant hardening** due to past security incidents"}, {"id": "mai-20260917-0816-smoke|c86-l6|mistral-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-l6", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "best value is locked to the Microsoft ecosystem... may face integration challenges or vendor lock-in"}, {"id": "mai-20260917-0816-smoke|c86-l6|mistral-small|Ping Identity", "prompt": "c86-l6", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more complex to deploy than turnkey SaaS solutions, and the integration with ForgeRock (post-merger) is still settling"}, {"id": "mai-20260917-0816-smoke|c86-l6|mistral-small|ForgeRock", "prompt": "c86-l6", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprises should be cautious about potential **operational complexity and deployment challenges**"}, {"id": "mai-20260917-0816-smoke|c86-l6|moonshot-small|Okta", "prompt": "c86-l6", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While a market leader, Okta has experienced **multiple serious security incidents** that enterprises should weigh heavily"}, {"id": "mai-20260917-0816-smoke|c86-l6|moonshot-small|SailPoint", "prompt": "c86-l6", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why be cautious**: SailPoint is designed for **Fortune 500-scale organizations with dedicated IAM teams**"}, {"id": "mai-20260917-0816-smoke|c86-l6|moonshot-small|Ping Identity", "prompt": "c86-l6", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "User feedback indicates **usability and complexity concerns**"}, {"id": "mai-20260917-0816-smoke|c86-l6|moonshot-small|OneLogin", "prompt": "c86-l6", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "OneLogin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Recurring issues include: **Uneven support experiences** and responsiveness complaints"}, {"id": "mai-20260917-0816-smoke|c86-l6|openai-small|Okta", "prompt": "c86-l6", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare specific vendors like **Okta, Microsoft Entra, Ping, CyberArk, RSA, One Identity, and Transmit Security** for large-enterprise fit."}, {"id": "mai-20260917-0816-smoke|c86-l6|openai-small|Microsoft Entra", "prompt": "c86-l6", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare specific vendors like **Okta, Microsoft Entra, Ping, CyberArk, RSA, One Identity, and Transmit Security**"}, {"id": "mai-20260917-0816-smoke|c86-l6|openai-small|Ping", "prompt": "c86-l6", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare specific vendors like **Okta, Microsoft Entra, Ping, CyberArk, RSA, One Identity, and Transmit Security**"}, {"id": "mai-20260917-0816-smoke|c86-l6|openai-small|CyberArk", "prompt": "c86-l6", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare specific vendors like **Okta, Microsoft Entra, Ping, CyberArk, RSA, One Identity, and Transmit Security**"}, {"id": "mai-20260917-0816-smoke|c86-l6|openai-small|RSA", "prompt": "c86-l6", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "RSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare specific vendors like **Okta, Microsoft Entra, Ping, CyberArk, RSA, One Identity, and Transmit Security**"}, {"id": "mai-20260917-0816-smoke|c86-l6|openai-small|One Identity", "prompt": "c86-l6", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "One Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compare specific vendors like **Okta, Microsoft Entra, Ping, CyberArk, RSA, One Identity, and Transmit Security**"}, {"id": "mai-20260917-0816-smoke|c86-l6|openai-small|Transmit Security", "prompt": "c86-l6", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Transmit Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "compare specific vendors like **Okta, Microsoft Entra, Ping, CyberArk, RSA, One Identity, and Transmit Security**"}, {"id": "mai-20260917-0816-smoke|c86-l6|xai-small|OneLogin (now part of One Identity)", "prompt": "c86-l6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "OneLogin (now part of One Identity)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Strongly Avoid**:\n- **OneLogin (now part of One Identity)**"}, {"id": "mai-20260917-0816-smoke|c86-l6|xai-small|Omada Identity", "prompt": "c86-l6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Omada Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms to **Strongly Avoid**... **Omada Identity** and **One Identity**"}, {"id": "mai-20260917-0816-smoke|c86-l6|xai-small|One Identity", "prompt": "c86-l6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "One Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Omada Identity** and **One Identity** (including legacy tools): ... abysmal documentation, steep training costs"}, {"id": "mai-20260917-0816-smoke|c86-l6|xai-small|Okta Workforce Identity Cloud", "prompt": "c86-l6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be Cautious About ... criticize pricing complexity, SKU sprawl ... costs can balloon for 100k+ users"}, {"id": "mai-20260917-0816-smoke|c86-l6|xai-small|Ping Identity", "prompt": "c86-l6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "criticisms around operational complexity and private equity ownership raising long-term stability questions"}, {"id": "mai-20260917-0816-smoke|c86-l6|xai-small|SailPoint", "prompt": "c86-l6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-grade tools (e.g., Okta, Ping, SailPoint) often excel in breadth but falter on incomplete integrations"}, {"id": "mai-20260917-0816-smoke|c86-l6|xai-small|Microsoft Entra ID", "prompt": "c86-l6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Lean toward **Microsoft Entra ID** (if Microsoft-heavy; bundled value shines at scale)"}, {"id": "mai-20260917-0816-smoke|c86-l6|xai-small|JumpCloud", "prompt": "c86-l6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "mid-market players (e.g., JumpCloud) lack depth for 50k+ users or heavy regulation"}, {"id": "mai-20260917-0816-smoke|c86-l6|xai-small|CyberArk", "prompt": "c86-l6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**CyberArk** (PAM-strong), or **Ping** (with caveats) per recent Gartner leaders"}, {"id": "mai-20260917-0816-smoke|c86-l6|zai-small|Ping Identity", "prompt": "c86-l6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You should be **extremely cautious** about organizations heavily reliant on **Ping Identity** and **ForgeRock** due to their recent merger"}, {"id": "mai-20260917-0816-smoke|c86-l6|zai-small|ForgeRock", "prompt": "c86-l6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"Avatier Success Over ForgeRock Post-Merger Support Chaos\" report highlights a transition period marked by unclear roadmaps"}, {"id": "mai-20260917-0816-smoke|c86-l6|zai-small|Okta", "prompt": "c86-l6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a large enterprise should **avoid relying solely** on Okta due to the \"Single Point of Compromise\" risk"}, {"id": "mai-20260917-0816-smoke|c86-l6|zai-small|Microsoft Entra ID", "prompt": "c86-l6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "You should be **cautious** about choosing **Microsoft Entra ID** (formerly Azure AD) if your enterprise is not deeply invested in the Microsoft ecosystem."}, {"id": "mai-20260917-0816-smoke|c86-m1|alibaba-small|Okta Workforce Identity Cloud", "prompt": "c86-m1", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Okta is widely regarded as the \"Gold Standard\" for usability. It offers the fastest onboarding time for both IT admins and end-users."}, {"id": "mai-20260917-0816-smoke|c86-m1|alibaba-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-m1", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "These two providers dominate the mid-market... Best for: Organizations deeply integrated into the Microsoft ecosystem."}, {"id": "mai-20260917-0816-smoke|c86-m1|alibaba-small|JumpCloud", "prompt": "c86-m1", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Modern, fast-moving companies; heavy Mac/Apple usage; and lower budgets."}, {"id": "mai-20260917-0816-smoke|c86-m1|alibaba-small|Ping Identity", "prompt": "c86-m1", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Complex B2B relationships requiring \"Guest\" or Partner access."}, {"id": "mai-20260917-0816-smoke|c86-m1|anthropic-small|Okta Workforce Identity Cloud", "prompt": "c86-m1", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Okta is the workforce IAM benchmark for mid-market and enterprise teams connecting a sprawling SaaS stack without custom API work"}, {"id": "mai-20260917-0816-smoke|c86-m1|anthropic-small|JumpCloud", "prompt": "c86-m1", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "JumpCloud is especially useful for small and mid-sized organizations that want identity management without complexity."}, {"id": "mai-20260917-0816-smoke|c86-m1|anthropic-small|One Identity", "prompt": "c86-m1", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "One Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for mid-market organizations seeking a modular, scalable IAM platform combining governance, PAM, and lifecycle management"}, {"id": "mai-20260917-0816-smoke|c86-m1|anthropic-small|Microsoft Entra ID", "prompt": "c86-m1", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft Entra dominates in Microsoft-centric environments."}, {"id": "mai-20260917-0816-smoke|c86-m1|challenger-small|OneLogin", "prompt": "c86-m1", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **OneLogin** if you want strong workforce SSO/MFA with faster deployment and lower complexity"}, {"id": "mai-20260917-0816-smoke|c86-m1|challenger-small|Microsoft Entra ID", "prompt": "c86-m1", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company already runs heavily on Microsoft, **Microsoft Entra ID** is often the strongest alternative"}, {"id": "mai-20260917-0816-smoke|c86-m1|challenger-small|Okta", "prompt": "c86-m1", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Okta** is the other top contender"}, {"id": "mai-20260917-0816-smoke|c86-m1|challenger-small|JumpCloud", "prompt": "c86-m1", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong option for **SMB-to-mid-market** organizations that also want **device management**"}, {"id": "mai-20260917-0816-smoke|c86-m1|deepseek-small|Microsoft Entra ID (Azure AD)", "prompt": "c86-m1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "if you're a Microsoft-centric org, **Entra ID** will win on cost, integration, and simplicity"}, {"id": "mai-20260917-0816-smoke|c86-m1|deepseek-small|Okta Workforce Identity", "prompt": "c86-m1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd usually recommend **Okta** for its independence, ecosystem breadth, and proven lifecycle automation"}, {"id": "mai-20260917-0816-smoke|c86-m1|deepseek-small|JumpCloud", "prompt": "c86-m1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you run a mixed OS environment and want device management bundled in"}, {"id": "mai-20260917-0816-smoke|c86-m1|deepseek-small|OneLogin", "prompt": "c86-m1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best value/lightweight option for fast deployment"}, {"id": "mai-20260917-0816-smoke|c86-m1|google-small|Microsoft Entra ID", "prompt": "c86-m1", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Unbeatable value; already integrated into your existing licensing; enterprise-grade security features."}, {"id": "mai-20260917-0816-smoke|c86-m1|google-small|JumpCloud", "prompt": "c86-m1", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "JumpCloud is the \"Swiss Army knife\" of identity for the mid-market."}, {"id": "mai-20260917-0816-smoke|c86-m1|google-small|Okta Workforce Identity Cloud", "prompt": "c86-m1", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Okta is the gold standard of independent identity... The Catch: It carries a premium price tag"}, {"id": "mai-20260917-0816-smoke|c86-m1|google-small|OneLogin (by One Identity)", "prompt": "c86-m1", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "OneLogin (by One Identity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OneLogin positions itself as the more budget-friendly, easier-to-deploy alternative to Okta."}, {"id": "mai-20260917-0816-smoke|c86-m1|meta-small|OneLogin", "prompt": "c86-m1", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best workforce identity platform for a mid-market B2B company is OneLogin"}, {"id": "mai-20260917-0816-smoke|c86-m1|minimax-small|Okta Workforce Identity", "prompt": "c86-m1", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Okta Workforce Identity** — Best Overall ... **Choose Okta** if you need the broadest integrations"}, {"id": "mai-20260917-0816-smoke|c86-m1|minimax-small|OneLogin", "prompt": "c86-m1", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **OneLogin** or **Okta** depending on your priorities"}, {"id": "mai-20260917-0816-smoke|c86-m1|minimax-small|JumpCloud", "prompt": "c86-m1", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**JumpCloud** — Best Unified Platform"}, {"id": "mai-20260917-0816-smoke|c86-m1|minimax-small|Microsoft Entra ID", "prompt": "c86-m1", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Microsoft Entra ID** — Best for Microsoft Ecosystems"}, {"id": "mai-20260917-0816-smoke|c86-m1|mistral-small|Okta", "prompt": "c86-m1", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Okta** is the best overall workforce identity platform due to its comprehensive features, scalability, and integration capabilities."}, {"id": "mai-20260917-0816-smoke|c86-m1|mistral-small|OneLogin", "prompt": "c86-m1", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OneLogin** is a close second for those prioritizing speed of deployment and cost-effectiveness."}, {"id": "mai-20260917-0816-smoke|c86-m1|mistral-small|JumpCloud", "prompt": "c86-m1", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**JumpCloud** is ideal if device management is a critical requirement."}, {"id": "mai-20260917-0816-smoke|c86-m1|moonshot-small|Okta Workforce Identity", "prompt": "c86-m1", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Okta Workforce Identity** ⭐ (Best Overall)"}, {"id": "mai-20260917-0816-smoke|c86-m1|moonshot-small|JumpCloud", "prompt": "c86-m1", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**JumpCloud** (Best Value + Device Management)"}, {"id": "mai-20260917-0816-smoke|c86-m1|moonshot-small|OneLogin by One Identity", "prompt": "c86-m1", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "OneLogin by One Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For a typical mid-market B2B company, **OneLogin** often provides the best balance of features, price, and ease of deployment"}, {"id": "mai-20260917-0816-smoke|c86-m1|moonshot-small|Microsoft Entra ID", "prompt": "c86-m1", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Companies already invested in Microsoft infrastructure"}, {"id": "mai-20260917-0816-smoke|c86-m1|openai-small|Microsoft Entra ID", "prompt": "c86-m1", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice for many **mid-market B2B companies** is usually **Microsoft Entra ID**"}, {"id": "mai-20260917-0816-smoke|c86-m1|openai-small|Okta Workforce Identity Cloud", "prompt": "c86-m1", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Okta** — best general-purpose non-Microsoft choice"}, {"id": "mai-20260917-0816-smoke|c86-m1|openai-small|Ping Identity", "prompt": "c86-m1", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Ping Identity tends to skew more enterprise-oriented"}, {"id": "mai-20260917-0816-smoke|c86-m1|xai-small|Okta", "prompt": "c86-m1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pure SaaS/B2B app sprawl**: **Okta** dominates for integrations and is frequently ranked #1 overall."}, {"id": "mai-20260917-0816-smoke|c86-m1|xai-small|Microsoft Entra ID", "prompt": "c86-m1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If Microsoft-centric**: Go with **Entra ID** \\u2013 it's often the most economical ... and scales well for B2B."}, {"id": "mai-20260917-0816-smoke|c86-m1|xai-small|Ping Identity", "prompt": "c86-m1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Heavier implementation; overkill for simpler setups."}, {"id": "mai-20260917-0816-smoke|c86-m1|xai-small|CyberArk", "prompt": "c86-m1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "highlight top leaders: Okta, Microsoft Entra ID (formerly Azure AD), Ping Identity, CyberArk, and One Identity."}, {"id": "mai-20260917-0816-smoke|c86-m1|xai-small|One Identity", "prompt": "c86-m1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "One Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Budget/fast start**: **OneLogin** or **JumpCloud** \\u2013 praised for mid-market ease without enterprise bloat."}, {"id": "mai-20260917-0816-smoke|c86-m1|xai-small|JumpCloud", "prompt": "c86-m1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Budget/fast start**: **OneLogin** or **JumpCloud** \\u2013 praised for mid-market ease without enterprise bloat."}, {"id": "mai-20260917-0816-smoke|c86-m1|zai-small|Microsoft Entra ID (Azure AD)", "prompt": "c86-m1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're already on Microsoft 365/Windows, **Entra ID** is usually the most cost‑effective and simplest choice."}, {"id": "mai-20260917-0816-smoke|c86-m1|zai-small|Okta Workforce Identity Cloud", "prompt": "c86-m1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your stack is mixed ... **Okta** is the industry standard."}, {"id": "mai-20260917-0816-smoke|c86-m1|zai-small|OneLogin", "prompt": "c86-m1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OneLogin** is a solid mid‑market option."}, {"id": "mai-20260917-0816-smoke|c86-m1|zai-small|JumpCloud", "prompt": "c86-m1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**JumpCloud** is a compelling alternative."}, {"id": "mai-20260917-0816-smoke|c86-m1|zai-small|Ping Identity", "prompt": "c86-m1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Larger enterprises with complex, custom integrations."}, {"id": "mai-20260917-0816-smoke|c86-m1|zai-small|Cisco Duo", "prompt": "c86-m1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong focus on MFA and access management, good for remote workers."}, {"id": "mai-20260917-0816-smoke|c86-m1|zai-small|SailPoint", "prompt": "c86-m1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Identity governance & administration (IGA) focus."}, {"id": "mai-20260917-0816-smoke|c86-m1|zai-small|CyberArk (Idira)", "prompt": "c86-m1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "CyberArk (Idira)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Privileged access management (PAM) focus."}, {"id": "mai-20260917-0816-smoke|c86-m2|alibaba-small|Microsoft Entra ID", "prompt": "c86-m2", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation: Microsoft Entra ID (formerly Azure AD)... Entra ID is almost certainly your best choice."}, {"id": "mai-20260917-0816-smoke|c86-m2|alibaba-small|OneLogin", "prompt": "c86-m2", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Independent Alternative: OneLogin ... highly recommended for the mid-market segment."}, {"id": "mai-20260917-0816-smoke|c86-m2|alibaba-small|Okta", "prompt": "c86-m2", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is often considered **\"overkill\"** for mid-sized companies due to cost and complexity"}, {"id": "mai-20260917-0816-smoke|c86-m2|anthropic-small|Okta", "prompt": "c86-m2", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Okta** or **Azure AD (Microsoft Entra ID)** for most mid-sized B2B companies"}, {"id": "mai-20260917-0816-smoke|c86-m2|anthropic-small|Azure AD (Microsoft Entra ID)", "prompt": "c86-m2", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Azure AD (Microsoft Entra ID)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Okta** or **Azure AD (Microsoft Entra ID)** for most mid-sized B2B companies"}, {"id": "mai-20260917-0816-smoke|c86-m2|anthropic-small|Ping Identity", "prompt": "c86-m2", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ping Identity** - strong for enterprises with complex requirements"}, {"id": "mai-20260917-0816-smoke|c86-m2|anthropic-small|JumpCloud", "prompt": "c86-m2", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**JumpCloud** - good for mixed Apple/Linux/Windows environments"}, {"id": "mai-20260917-0816-smoke|c86-m2|anthropic-small|Auth0", "prompt": "c86-m2", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Auth0** - excellent if you need developer-friendly APIs and flexibility"}, {"id": "mai-20260917-0816-smoke|c86-m2|challenger-small|OneLogin", "prompt": "c86-m2", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **OneLogin** as the default choice for employee SSO and identity management"}, {"id": "mai-20260917-0816-smoke|c86-m2|challenger-small|Microsoft Entra ID", "prompt": "c86-m2", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Entra ID** if your company is already deeply standardized on Microsoft 365 / Active Directory"}, {"id": "mai-20260917-0816-smoke|c86-m2|challenger-small|Okta", "prompt": "c86-m2", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Okta** if you prioritize the broadest SaaS catalog and the most mature identity ecosystem"}, {"id": "mai-20260917-0816-smoke|c86-m2|challenger-small|JumpCloud", "prompt": "c86-m2", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**JumpCloud** if you want a broader directory-plus-device-management approach rather than just SSO"}, {"id": "mai-20260917-0816-smoke|c86-m2|challenger-small|WorkOS", "prompt": "c86-m2", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "only if you are actually buying *embedded B2B SaaS identity infrastructure* for your product, not internal employee identity"}, {"id": "mai-20260917-0816-smoke|c86-m2|challenger-small|SSOJet", "prompt": "c86-m2", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "SSOJet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "only if you are actually buying *embedded B2B SaaS identity infrastructure* for your product, not internal employee identity"}, {"id": "mai-20260917-0816-smoke|c86-m2|challenger-small|Clerk", "prompt": "c86-m2", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Clerk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "only if you are actually buying *embedded B2B SaaS identity infrastructure* for your product, not internal employee identity"}, {"id": "mai-20260917-0816-smoke|c86-m2|deepseek-small|Microsoft Entra ID", "prompt": "c86-m2", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd lean toward **Microsoft Entra ID** as the default starting point"}, {"id": "mai-20260917-0816-smoke|c86-m2|deepseek-small|Okta Workforce Identity", "prompt": "c86-m2", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Reserve **Okta** for cases where you have a genuinely fragmented, multi-vendor stack"}, {"id": "mai-20260917-0816-smoke|c86-m2|deepseek-small|OneLogin (by One Identity)", "prompt": "c86-m2", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "OneLogin (by One Identity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consistently cited as the most **affordable** option with a strong feature set for mid-market organizations"}, {"id": "mai-20260917-0816-smoke|c86-m2|deepseek-small|JumpCloud", "prompt": "c86-m2", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Combines cloud directory, SSO, and cross-OS device management in one platform"}, {"id": "mai-20260917-0816-smoke|c86-m2|deepseek-small|Ping Identity", "prompt": "c86-m2", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compliance needs (e.g., ISO 27001, NIS2, FedRAMP) which may push toward Ping Identity or others"}, {"id": "mai-20260917-0816-smoke|c86-m2|google-small|JumpCloud", "prompt": "c86-m2", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company has a mix of Mac and Windows laptops, uses a variety of cloud apps, and has a small IT department, JumpCloud is often the most practical choice."}, {"id": "mai-20260917-0816-smoke|c86-m2|google-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-m2", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**The Default Choice for Microsoft 365 Shops**"}, {"id": "mai-20260917-0816-smoke|c86-m2|google-small|Okta Workforce Identity Cloud", "prompt": "c86-m2", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Okta is the gold standard... **Cons:** It is expensive."}, {"id": "mai-20260917-0816-smoke|c86-m2|google-small|Jamf", "prompt": "c86-m2", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a Mobile Device Management (MDM) tool (like Jamf for Macs and Intune for Windows)"}, {"id": "mai-20260917-0816-smoke|c86-m2|meta-small|OneLogin", "prompt": "c86-m2", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Known for its easy-to-deploy SSO with directory integration and user provisioning features, making it a strong fit for mid-market companies."}, {"id": "mai-20260917-0816-smoke|c86-m2|meta-small|Okta", "prompt": "c86-m2", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A popular choice for enterprise IT-driven buyers."}, {"id": "mai-20260917-0816-smoke|c86-m2|meta-small|SSOJet", "prompt": "c86-m2", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "SSOJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A good option for companies that prioritize SaaS integration speed and developer-first startup growth."}, {"id": "mai-20260917-0816-smoke|c86-m2|minimax-small|Okta", "prompt": "c86-m2", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Okta** is the most frequently recommended choice"}, {"id": "mai-20260917-0816-smoke|c86-m2|minimax-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-m2", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already living in Microsoft's world, **Microsoft Entra ID** is the natural extension"}, {"id": "mai-20260917-0816-smoke|c86-m2|minimax-small|Google Cloud Identity", "prompt": "c86-m2", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Google Cloud Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud Identity** is inexpensive and covers the essentials"}, {"id": "mai-20260917-0816-smoke|c86-m2|minimax-small|OneLogin", "prompt": "c86-m2", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams that want a simple, low-cost solution with solid automation"}, {"id": "mai-20260917-0816-smoke|c86-m2|minimax-small|Ping Identity (PingOne)", "prompt": "c86-m2", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Ping Identity (PingOne)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ping Identity** offers the most flexibility, albeit at a higher cost"}, {"id": "mai-20260917-0816-smoke|c86-m2|mistral-small|Okta", "prompt": "c86-m2", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need **broad SaaS integrations and strong security**, **Okta** is the market leader."}, {"id": "mai-20260917-0816-smoke|c86-m2|mistral-small|Microsoft Entra ID", "prompt": "c86-m2", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you\\u2019re a **Microsoft shop**, **Microsoft Entra ID** is the most cost-effective and seamless choice."}, {"id": "mai-20260917-0816-smoke|c86-m2|mistral-small|JumpCloud", "prompt": "c86-m2", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **an all-in-one solution with device management**, **JumpCloud** is a strong contender."}, {"id": "mai-20260917-0816-smoke|c86-m2|mistral-small|OneLogin", "prompt": "c86-m2", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a **balance of price and performance**, **OneLogin** is a solid alternative."}, {"id": "mai-20260917-0816-smoke|c86-m2|mistral-small|Ping Identity", "prompt": "c86-m2", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Higher cost and complexity; more suited for larger or more mature IT teams."}, {"id": "mai-20260917-0816-smoke|c86-m2|moonshot-small|JumpCloud", "prompt": "c86-m2", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: JumpCloud"}, {"id": "mai-20260917-0816-smoke|c86-m2|moonshot-small|Microsoft Entra ID", "prompt": "c86-m2", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Alternative: **Microsoft Entra ID** (formerly Azure AD)"}, {"id": "mai-20260917-0816-smoke|c86-m2|moonshot-small|Okta", "prompt": "c86-m2", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Okta if: You need 7,000+ pre-built app integrations"}, {"id": "mai-20260917-0816-smoke|c86-m2|openai-small|Microsoft Entra ID", "prompt": "c86-m2", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **Microsoft Entra ID** for most mid-sized B2B companies in 2026"}, {"id": "mai-20260917-0816-smoke|c86-m2|openai-small|Okta Workforce Identity", "prompt": "c86-m2", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Okta** if you have a mixed SaaS environment, lots of non-Microsoft apps"}, {"id": "mai-20260917-0816-smoke|c86-m2|xai-small|Okta", "prompt": "c86-m2", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Okta as the top single sign-on (SSO) and identity provider (IdP) for employees."}, {"id": "mai-20260917-0816-smoke|c86-m2|xai-small|Microsoft Entra ID", "prompt": "c86-m2", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If Microsoft-dominant, go Entra ID (often \"free\" via M365 licenses)"}, {"id": "mai-20260917-0816-smoke|c86-m2|xai-small|JumpCloud", "prompt": "c86-m2", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need device management (MDM) + SSO, SMB lean IT ... Mac/Linux-heavy with devices? JumpCloud."}, {"id": "mai-20260917-0816-smoke|c86-m2|xai-small|OneLogin", "prompt": "c86-m2", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Smaller integration catalog (~5K apps); less scalable for growth"}, {"id": "mai-20260917-0816-smoke|c86-m2|zai-small|Okta Workforce Identity", "prompt": "c86-m2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Okta Workforce Identity** as your primary SSO and identity provider"}, {"id": "mai-20260917-0816-smoke|c86-m2|zai-small|Ping Identity", "prompt": "c86-m2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "More cost-effective than enterprise-only alternatives like Ping Identity"}, {"id": "mai-20260917-0816-smoke|c86-m2|zai-small|Microsoft Entra ID", "prompt": "c86-m2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is heavily invested in Microsoft 365, Windows, and Azure"}, {"id": "mai-20260917-0816-smoke|c86-m2|zai-small|OneLogin", "prompt": "c86-m2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want directory + SSO + device management bundled in one platform"}, {"id": "mai-20260917-0816-smoke|c86-m2|zai-small|JumpCloud", "prompt": "c86-m2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have 100–500 employees and want strong device management alongside SSO"}, {"id": "mai-20260917-0816-smoke|c86-m3|alibaba-small|Okta", "prompt": "c86-m3", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Okta** if you want the most flexible, user-friendly solution that works well across any mix of apps."}, {"id": "mai-20260917-0816-smoke|c86-m3|alibaba-small|Microsoft Entra", "prompt": "c86-m3", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Microsoft Entra** if you want a cost-effective, unified solution for your Microsoft-heavy environment."}, {"id": "mai-20260917-0816-smoke|c86-m3|alibaba-small|SailPoint", "prompt": "c86-m3", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose SailPoint** if your primary pain point is audit compliance"}, {"id": "mai-20260917-0816-smoke|c86-m3|alibaba-small|Ping Identity", "prompt": "c86-m3", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Hybrid & Legacy Integration** | Complex organizations with heavy on-premise infrastructure"}, {"id": "mai-20260917-0816-smoke|c86-m3|alibaba-small|One Identity", "prompt": "c86-m3", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "One Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Lifecycle Management** | Organizations focused on automation of provisioning and offboarding"}, {"id": "mai-20260917-0816-smoke|c86-m3|alibaba-small|CyberArk", "prompt": "c86-m3", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SailPoint/CyberArk (Risk First):** These platforms prioritize security over convenience."}, {"id": "mai-20260917-0816-smoke|c86-m3|anthropic-small|Okta Workforce Identity Cloud", "prompt": "c86-m3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Okta leads for vendor-neutral integration depth"}, {"id": "mai-20260917-0816-smoke|c86-m3|anthropic-small|Microsoft Entra", "prompt": "c86-m3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "choose Entra if you are Microsoft-centric"}, {"id": "mai-20260917-0816-smoke|c86-m3|anthropic-small|Ping", "prompt": "c86-m3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Ping or ForgeRock for high-assurance and customization."}, {"id": "mai-20260917-0816-smoke|c86-m3|anthropic-small|CyberArk Workforce Identity", "prompt": "c86-m3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CyberArk remains an established leader in privileged access, particularly in large, highly regulated enterprises"}, {"id": "mai-20260917-0816-smoke|c86-m3|anthropic-small|IBM Security Verify", "prompt": "c86-m3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The leading workforce identity platforms in 2026 are Okta Workforce Identity Cloud, Microsoft Entra, Ping, CyberArk Workforce Identity, IBM Security Verify, and ForgeRock."}, {"id": "mai-20260917-0816-smoke|c86-m3|anthropic-small|ForgeRock", "prompt": "c86-m3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Ping or ForgeRock for high-assurance and customization."}, {"id": "mai-20260917-0816-smoke|c86-m3|anthropic-small|Auth0", "prompt": "c86-m3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Auth0 covers customer identity"}, {"id": "mai-20260917-0816-smoke|c86-m3|anthropic-small|SailPoint", "prompt": "c86-m3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SailPoint handles governance"}, {"id": "mai-20260917-0816-smoke|c86-m3|challenger-small|Okta Workforce Identity", "prompt": "c86-m3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Okta** if you want the widest app/integration coverage and a vendor-neutral approach."}, {"id": "mai-20260917-0816-smoke|c86-m3|challenger-small|Microsoft Entra ID", "prompt": "c86-m3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Entra ID** is strongest for Microsoft-centric organizations"}, {"id": "mai-20260917-0816-smoke|c86-m3|challenger-small|Ping Identity", "prompt": "c86-m3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Ping** or **ForgeRock** if you need **advanced federation, hybrid deployment, or custom identity workflows**."}, {"id": "mai-20260917-0816-smoke|c86-m3|challenger-small|JumpCloud", "prompt": "c86-m3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **JumpCloud** if you want a simpler bundle that also helps manage endpoints."}, {"id": "mai-20260917-0816-smoke|c86-m3|challenger-small|ForgeRock", "prompt": "c86-m3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ForgeRock** targets highly customized enterprise identity scenarios"}, {"id": "mai-20260917-0816-smoke|c86-m3|challenger-small|CyberArk Workforce Identity", "prompt": "c86-m3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More closely associated with privileged access and high-risk identity control than general-purpose workforce SSO."}, {"id": "mai-20260917-0816-smoke|c86-m3|challenger-small|IBM Security Verify", "prompt": "c86-m3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emphasis on adaptive, risk-based authentication and governance-oriented capabilities."}, {"id": "mai-20260917-0816-smoke|c86-m3|challenger-small|OneLogin", "prompt": "c86-m3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Straightforward cloud SSO and lifecycle basics with less complexity than the largest platforms."}, {"id": "mai-20260917-0816-smoke|c86-m3|deepseek-small|Okta Workforce Identity Cloud", "prompt": "c86-m3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Position:** The independent, market-leading workforce identity platform."}, {"id": "mai-20260917-0816-smoke|c86-m3|deepseek-small|Microsoft Entra ID", "prompt": "c86-m3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft 365/Azure-centric →** Microsoft Entra ID"}, {"id": "mai-20260917-0816-smoke|c86-m3|deepseek-small|Ping Identity (Ping Workforce360)", "prompt": "c86-m3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity (Ping Workforce360)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Complex hybrid, regulated, high-assurance →** Ping (or ForgeRock)"}, {"id": "mai-20260917-0816-smoke|c86-m3|deepseek-small|CyberArk Workforce Identity", "prompt": "c86-m3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Security/privileged access focus →** CyberArk"}, {"id": "mai-20260917-0816-smoke|c86-m3|deepseek-small|ForgeRock", "prompt": "c86-m3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for complex enterprise deployments and high-assurance use cases."}, {"id": "mai-20260917-0816-smoke|c86-m3|deepseek-small|JumpCloud", "prompt": "c86-m3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The leading choice for **SMBs/mid-market** seeking identity **plus device management** in one platform"}, {"id": "mai-20260917-0816-smoke|c86-m3|deepseek-small|IBM Security Verify", "prompt": "c86-m3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong for large hybrid enterprises."}, {"id": "mai-20260917-0816-smoke|c86-m3|deepseek-small|OneLogin", "prompt": "c86-m3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Valued for fast time-to-value with clear per-user packaging."}, {"id": "mai-20260917-0816-smoke|c86-m3|google-small|Microsoft Entra ID", "prompt": "c86-m3", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Microsoft Entra ID** if you are already a Microsoft-centric shop; the financial integration and native OS/security synergy are too strong to ignore."}, {"id": "mai-20260917-0816-smoke|c86-m3|google-small|Okta Workforce Identity Cloud", "prompt": "c86-m3", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Okta** if you run a highly diverse, best-of-breed SaaS environment with complex automation requirements and prioritize vendor flexibility."}, {"id": "mai-20260917-0816-smoke|c86-m3|google-small|Ping Identity (including ForgeRock)", "prompt": "c86-m3", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity (including ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Ping Identity** if you are a massive, highly regulated global enterprise that requires on-premises/cloud hybridity"}, {"id": "mai-20260917-0816-smoke|c86-m3|google-small|JumpCloud", "prompt": "c86-m3", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **JumpCloud** if you are a growing mid-market company looking to consolidate your IT directory, SSO, and device management into one platform"}, {"id": "mai-20260917-0816-smoke|c86-m3|google-small|CyberArk Workforce Identity", "prompt": "c86-m3", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **CyberArk** if your absolute priority is locking down high-privilege access and bridging standard employee SSO with PAM."}, {"id": "mai-20260917-0816-smoke|c86-m3|google-small|SailPoint", "prompt": "c86-m3", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lacks the deep enterprise-grade compliance governance (IGA) and massive legacy infrastructure support found in Ping or SailPoint."}, {"id": "mai-20260917-0816-smoke|c86-m3|meta-small|Okta Workforce Identity", "prompt": "c86-m3", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Okta and Microsoft Entra lead in breadth, with Okta being vendor-neutral"}, {"id": "mai-20260917-0816-smoke|c86-m3|meta-small|Microsoft Entra", "prompt": "c86-m3", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Microsoft Entra being ideal for Microsoft-centric environments"}, {"id": "mai-20260917-0816-smoke|c86-m3|meta-small|Ping Workforce360", "prompt": "c86-m3", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Workforce360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ping and ForgeRock are suitable for high-assurance and customization."}, {"id": "mai-20260917-0816-smoke|c86-m3|meta-small|CyberArk Workforce Identity", "prompt": "c86-m3", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top workforce identity platforms are ... CyberArk Workforce Identity"}, {"id": "mai-20260917-0816-smoke|c86-m3|meta-small|IBM Security Verify", "prompt": "c86-m3", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "IBM Security Verify, and ForgeRock"}, {"id": "mai-20260917-0816-smoke|c86-m3|meta-small|ForgeRock", "prompt": "c86-m3", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ping and ForgeRock are suitable for high-assurance and customization."}, {"id": "mai-20260917-0816-smoke|c86-m3|minimax-small|Okta", "prompt": "c86-m3", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Okta and Microsoft typically leading in overall execution and strategy"}, {"id": "mai-20260917-0816-smoke|c86-m3|minimax-small|Microsoft Entra ID", "prompt": "c86-m3", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Okta and Microsoft typically leading in overall execution and strategy"}, {"id": "mai-20260917-0816-smoke|c86-m3|minimax-small|Ping Identity", "prompt": "c86-m3", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Large, complex enterprises with demanding federation and customization needs"}, {"id": "mai-20260917-0816-smoke|c86-m3|minimax-small|JumpCloud", "prompt": "c86-m3", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: SMBs and mid-market teams wanting identity plus device management"}, {"id": "mai-20260917-0816-smoke|c86-m3|minimax-small|ForgeRock", "prompt": "c86-m3", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Existing ForgeRock customers and complex enterprise deployments"}, {"id": "mai-20260917-0816-smoke|c86-m3|minimax-small|CyberArk Workforce Identity", "prompt": "c86-m3", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Security-conscious buyers, organizations with strong PAM requirements"}, {"id": "mai-20260917-0816-smoke|c86-m3|mistral-small|Okta", "prompt": "c86-m3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for enterprises wanting a best-of-breed, vendor-neutral identity platform... Okta leads in third-party integrations"}, {"id": "mai-20260917-0816-smoke|c86-m3|mistral-small|Microsoft Entra ID", "prompt": "c86-m3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for organizations standardized on Microsoft 365 and Azure."}, {"id": "mai-20260917-0816-smoke|c86-m3|mistral-small|Ping Identity", "prompt": "c86-m3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for large, complex enterprises with demanding federation and customization needs."}, {"id": "mai-20260917-0816-smoke|c86-m3|mistral-small|JumpCloud", "prompt": "c86-m3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for SMBs and mid-market teams wanting identity plus device management in one place."}, {"id": "mai-20260917-0816-smoke|c86-m3|mistral-small|ForgeRock", "prompt": "c86-m3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for existing ForgeRock customers and complex enterprise deployments."}, {"id": "mai-20260917-0816-smoke|c86-m3|mistral-small|CyberArk", "prompt": "c86-m3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CyberArk is strong in privileged access management"}, {"id": "mai-20260917-0816-smoke|c86-m3|mistral-small|Auth0", "prompt": "c86-m3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Auth0 in customer identity"}, {"id": "mai-20260917-0816-smoke|c86-m3|mistral-small|SailPoint", "prompt": "c86-m3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SailPoint in governance—each has a niche focus within the broader identity landscape"}, {"id": "mai-20260917-0816-smoke|c86-m3|moonshot-small|Okta Workforce Identity Cloud", "prompt": "c86-m3", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Okta** if you need maximum integration flexibility and want to avoid vendor lock-in"}, {"id": "mai-20260917-0816-smoke|c86-m3|moonshot-small|Microsoft Entra ID", "prompt": "c86-m3", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Microsoft Entra** if you're already deep in the Microsoft ecosystem"}, {"id": "mai-20260917-0816-smoke|c86-m3|moonshot-small|Ping Identity / Ping Workforce360", "prompt": "c86-m3", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity / Ping Workforce360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Ping** if you have complex hybrid environments or strict regulatory requirements"}, {"id": "mai-20260917-0816-smoke|c86-m3|moonshot-small|CyberArk Workforce Identity", "prompt": "c86-m3", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consideration**: SSO breadth lags behind Okta and Microsoft"}, {"id": "mai-20260917-0816-smoke|c86-m3|moonshot-small|IBM Security Verify", "prompt": "c86-m3", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Large hybrid enterprises with heavy compliance requirements"}, {"id": "mai-20260917-0816-smoke|c86-m3|moonshot-small|JumpCloud", "prompt": "c86-m3", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose JumpCloud** if you're a smaller organization wanting simple, combined identity and device management"}, {"id": "mai-20260917-0816-smoke|c86-m3|openai-small|Microsoft Entra ID", "prompt": "c86-m3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Microsoft Entra ID** if you are heavily Microsoft-centric."}, {"id": "mai-20260917-0816-smoke|c86-m3|openai-small|Okta Workforce Identity", "prompt": "c86-m3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Okta** if you want a strong, general-purpose workforce identity platform across many SaaS apps and cloud stacks."}, {"id": "mai-20260917-0816-smoke|c86-m3|openai-small|PingOne for Workforce / PingOne Advanced Identity Cloud", "prompt": "c86-m3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "PingOne for Workforce / PingOne Advanced Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Ping** if you need flexible orchestration and adaptive journeys."}, {"id": "mai-20260917-0816-smoke|c86-m3|openai-small|IBM Verify", "prompt": "c86-m3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "IBM Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **IBM Verify** if compliance, hybrid complexity, and unified IAM are top priorities."}, {"id": "mai-20260917-0816-smoke|c86-m3|openai-small|CyberArk Identity", "prompt": "c86-m3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "especially strong where privileged access management and workforce identity intersect"}, {"id": "mai-20260917-0816-smoke|c86-m3|openai-small|One Identity / OneLogin", "prompt": "c86-m3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "One Identity / OneLogin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "usually selected for specific legacy, governance, or regional reasons rather than as the default \"best overall.\""}, {"id": "mai-20260917-0816-smoke|c86-m3|openai-small|Oracle", "prompt": "c86-m3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "usually selected for specific legacy, governance, or regional reasons rather than as the default \"best overall.\""}, {"id": "mai-20260917-0816-smoke|c86-m3|openai-small|Thales", "prompt": "c86-m3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Thales", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "usually selected for specific legacy, governance, or regional reasons rather than as the default \"best overall.\""}, {"id": "mai-20260917-0816-smoke|c86-m3|openai-small|RSA", "prompt": "c86-m3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "RSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "usually selected for specific legacy, governance, or regional reasons rather than as the default \"best overall.\""}, {"id": "mai-20260917-0816-smoke|c86-m3|openai-small|ForgeRock", "prompt": "c86-m3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "heritage platforms — still present in many enterprises, but usually selected for specific legacy, governance, or regional reasons"}, {"id": "mai-20260917-0816-smoke|c86-m3|xai-small|Okta Workforce Identity Cloud", "prompt": "c86-m3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Okta and Entra ID often tie as leaders for most enterprises (e.g., highest scores in Forrester/Gartner)"}, {"id": "mai-20260917-0816-smoke|c86-m3|xai-small|Microsoft Entra ID", "prompt": "c86-m3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Okta and Entra ID often tie as leaders for most enterprises"}, {"id": "mai-20260917-0816-smoke|c86-m3|xai-small|Ping Identity", "prompt": "c86-m3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ping/CyberArk for regulated industries with legacy/hybrid needs"}, {"id": "mai-20260917-0816-smoke|c86-m3|xai-small|CyberArk Identity", "prompt": "c86-m3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native PAM, endpoint trust, top scores in security/innovation | Less emphasis on broad SSO"}, {"id": "mai-20260917-0816-smoke|c86-m3|xai-small|JumpCloud", "prompt": "c86-m3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "JumpCloud for simpler, device-inclusive ops"}, {"id": "mai-20260917-0816-smoke|c86-m3|xai-small|SailPoint", "prompt": "c86-m3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other strong contenders are SailPoint (for governance-heavy needs)"}, {"id": "mai-20260917-0816-smoke|c86-m3|xai-small|IBM Security Verify", "prompt": "c86-m3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other strong contenders are SailPoint (for governance-heavy needs) and IBM Security Verify"}, {"id": "mai-20260917-0816-smoke|c86-m3|zai-small|Okta Workforce Identity Cloud", "prompt": "c86-m3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1 | **Okta Workforce Identity Cloud** | 4.7/5 | Enterprises wanting a best‑of‑breed, vendor‑neutral identity platform"}, {"id": "mai-20260917-0816-smoke|c86-m3|zai-small|Microsoft Entra ID", "prompt": "c86-m3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "2 | **Microsoft Entra ID** | 4.7/5 | Organizations standardized on Microsoft 365 and Azure"}, {"id": "mai-20260917-0816-smoke|c86-m3|zai-small|Ping Identity", "prompt": "c86-m3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3 | **Ping Identity** | 4.4/5 | Large, complex enterprises with demanding federation and customization needs"}, {"id": "mai-20260917-0816-smoke|c86-m3|zai-small|JumpCloud", "prompt": "c86-m3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**JumpCloud** is the go‑to for SMBs and mid‑market teams needing identity plus device management"}, {"id": "mai-20260917-0816-smoke|c86-m3|zai-small|ForgeRock", "prompt": "c86-m3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ForgeRock** provides open‑source flexibility and strong legacy/IoT support."}, {"id": "mai-20260917-0816-smoke|c86-m3|zai-small|SailPoint", "prompt": "c86-m3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Governance (IGA)** | Access reviews... | SailPoint, Saviynt, Entra ID Governance"}, {"id": "mai-20260917-0816-smoke|c86-m3|zai-small|Saviynt", "prompt": "c86-m3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SailPoint, Saviynt, Entra ID Governance, Okta (add‑ons)"}, {"id": "mai-20260917-0816-smoke|c86-m3|zai-small|CyberArk", "prompt": "c86-m3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CyberArk, BeyondTrust, Delinea"}, {"id": "mai-20260917-0816-smoke|c86-m3|zai-small|BeyondTrust", "prompt": "c86-m3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "CyberArk, BeyondTrust, Delinea"}, {"id": "mai-20260917-0816-smoke|c86-m3|zai-small|Delinea", "prompt": "c86-m3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "CyberArk, BeyondTrust, Delinea"}, {"id": "mai-20260917-0816-smoke|c86-m4|alibaba-small|Cisco Duo", "prompt": "c86-m4", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Absolute Lowest Cost: **Cisco Duo** ... Choose Cisco Duo if you just need to secure logins with MFA and keep costs under $5/user."}, {"id": "mai-20260917-0816-smoke|c86-m4|alibaba-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-m4", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value if You Use Microsoft: **Microsoft Entra ID (formerly Azure AD)**"}, {"id": "mai-20260917-0816-smoke|c86-m4|alibaba-small|miniOrange", "prompt": "c86-m4", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most Flexible / Budget-Specific Vendor: **miniOrange**"}, {"id": "mai-20260917-0816-smoke|c86-m4|alibaba-small|Okta", "prompt": "c86-m4", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally positioned below the major enterprise competitors (Okta/OneLogin)"}, {"id": "mai-20260917-0816-smoke|c86-m4|alibaba-small|OneLogin", "prompt": "c86-m4", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "cannot afford the premium pricing of the market leaders"}, {"id": "mai-20260917-0816-smoke|c86-m4|alibaba-small|JumpCloud", "prompt": "c86-m4", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "While slightly more expensive than the absolute bare minimum, JumpCloud is highly rated for small businesses"}, {"id": "mai-20260917-0816-smoke|c86-m4|anthropic-small|Microsoft Entra ID", "prompt": "c86-m4", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Entra ID is bundled at no extra cost inside Microsoft 365 Business Premium, making it the most economical choice"}, {"id": "mai-20260917-0816-smoke|c86-m4|anthropic-small|JumpCloud", "prompt": "c86-m4", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need vendor-neutral flexibility or don't use Microsoft extensively, JumpCloud's free tier is worth testing."}, {"id": "mai-20260917-0816-smoke|c86-m4|anthropic-small|Okta", "prompt": "c86-m4", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While pricier than the other options, Okta Workforce Identity starts at $6 per user per month for Starter and $17 for Essentials"}, {"id": "mai-20260917-0816-smoke|c86-m4|challenger-small|Microsoft Entra ID", "prompt": "c86-m4", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best workforce identity platform is usually **Microsoft Entra ID** if you already use Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c86-m4|challenger-small|JumpCloud", "prompt": "c86-m4", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "JumpCloud is repeatedly called out as a good value option for SMBs"}, {"id": "mai-20260917-0816-smoke|c86-m4|challenger-small|OneLogin", "prompt": "c86-m4", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OneLogin is described as a budget-tier choice for workforce SSO and MFA"}, {"id": "mai-20260917-0816-smoke|c86-m4|challenger-small|Okta", "prompt": "c86-m4", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "multiple sources position it as a premium option rather than the best budget choice"}, {"id": "mai-20260917-0816-smoke|c86-m4|deepseek-small|Microsoft Entra ID", "prompt": "c86-m4", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies on a tight budget, **Microsoft Entra ID** is the best value if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0816-smoke|c86-m4|deepseek-small|JumpCloud", "prompt": "c86-m4", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**JumpCloud** is the best free-tier option if you're not"}, {"id": "mai-20260917-0816-smoke|c86-m4|deepseek-small|Okta Workforce Identity Cloud", "prompt": "c86-m4", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for broad app integrations / long-term brand"}, {"id": "mai-20260917-0816-smoke|c86-m4|deepseek-small|OneLogin (by One Identity)", "prompt": "c86-m4", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin (by One Identity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often cited as the *\"budget-tier choice\"* for mid-market SaaS-heavy companies"}, {"id": "mai-20260917-0816-smoke|c86-m4|deepseek-small|Cisco Duo", "prompt": "c86-m4", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "has one of the lowest published starting prices at **~$3/user/month** (MFA-focused)"}, {"id": "mai-20260917-0816-smoke|c86-m4|deepseek-small|Google Cloud Identity", "prompt": "c86-m4", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Google Cloud Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cisco Duo** or **Google Cloud Identity** (~$3\\u20136/user/mo)"}, {"id": "mai-20260917-0816-smoke|c86-m4|google-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-m4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company uses Microsoft 365 (especially Business Premium or Enterprise plans), Entra ID is your best option."}, {"id": "mai-20260917-0816-smoke|c86-m4|google-small|Google Workspace Identity", "prompt": "c86-m4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Google Workspace Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a Google-centric startup, Google’s native Identity Provider (IdP) features allow you to enforce MFA... at no extra cost."}, {"id": "mai-20260917-0816-smoke|c86-m4|google-small|Authentik", "prompt": "c86-m4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Authentik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Authentik is a modern, lightweight, and incredibly fast-growing open-source IdP."}, {"id": "mai-20260917-0816-smoke|c86-m4|google-small|Keycloak", "prompt": "c86-m4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its admin UI can feel a bit dated, it has a steeper learning curve, and it is more resource-heavy to host"}, {"id": "mai-20260917-0816-smoke|c86-m4|google-small|JumpCloud", "prompt": "c86-m4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **JumpCloud** to consolidate your identity and MDM budgets."}, {"id": "mai-20260917-0816-smoke|c86-m4|google-small|Okta", "prompt": "c86-m4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "find Okta's enterprise pricing and add-on costs prohibitively expensive"}, {"id": "mai-20260917-0816-smoke|c86-m4|google-small|OneLogin (by One Identity)", "prompt": "c86-m4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin (by One Identity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "OneLogin offers straightforward, predictable pricing tiers"}, {"id": "mai-20260917-0816-smoke|c86-m4|google-small|Cisco Duo", "prompt": "c86-m4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Look into **OneLogin** or basic tiers of **Cisco Duo**."}, {"id": "mai-20260917-0816-smoke|c86-m4|meta-small|JumpCloud", "prompt": "c86-m4", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "JumpCloud - known for combining identity and device management."}, {"id": "mai-20260917-0816-smoke|c86-m4|meta-small|Microsoft Entra", "prompt": "c86-m4", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a good option for Microsoft 365 shops, as it layers on top of an existing subscription"}, {"id": "mai-20260917-0816-smoke|c86-m4|meta-small|Okta", "prompt": "c86-m4", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "offers a range of features, but may be more expensive than some other options"}, {"id": "mai-20260917-0816-smoke|c86-m4|meta-small|OneLogin", "prompt": "c86-m4", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "OneLogin - known for simple SSO and MFA."}, {"id": "mai-20260917-0816-smoke|c86-m4|meta-small|miniOrange", "prompt": "c86-m4", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "miniOrange - offers flexible, budget-friendly IAM."}, {"id": "mai-20260917-0816-smoke|c86-m4|minimax-small|Cisco Duo", "prompt": "c86-m4", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, start with Cisco Duo or OneLogin Basic"}, {"id": "mai-20260917-0816-smoke|c86-m4|minimax-small|OneLogin Basic", "prompt": "c86-m4", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin Basic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the tightest budget, start with Cisco Duo or OneLogin Basic"}, {"id": "mai-20260917-0816-smoke|c86-m4|minimax-small|Microsoft Entra ID", "prompt": "c86-m4", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already on Microsoft 365, Entra ID is the most cost-effective choice (often included)"}, {"id": "mai-20260917-0816-smoke|c86-m4|minimax-small|JumpCloud", "prompt": "c86-m4", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "JumpCloud is also well-regarded for SMBs but pricing varies"}, {"id": "mai-20260917-0816-smoke|c86-m4|mistral-small|miniOrange", "prompt": "c86-m4", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most budget-conscious choice, **miniOrange** is frequently cited as the most flexible and affordable option"}, {"id": "mai-20260917-0816-smoke|c86-m4|mistral-small|JumpCloud", "prompt": "c86-m4", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recommended for combining identity and device management, which can be cost-effective"}, {"id": "mai-20260917-0816-smoke|c86-m4|mistral-small|Microsoft Entra (formerly Azure Active Directory)", "prompt": "c86-m4", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra (formerly Azure Active Directory)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A good option if your company already uses Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c86-m4|mistral-small|OneLogin", "prompt": "c86-m4", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for simple SSO and MFA, which can be easier to deploy and manage for smaller teams."}, {"id": "mai-20260917-0816-smoke|c86-m4|moonshot-small|JumpCloud", "prompt": "c86-m4", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value... I'd recommend starting with **JumpCloud's free tier**"}, {"id": "mai-20260917-0816-smoke|c86-m4|moonshot-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-m4", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already using Microsoft 365, **Entra ID** at $6/user/month is hard to beat for value."}, {"id": "mai-20260917-0816-smoke|c86-m4|moonshot-small|OneLogin", "prompt": "c86-m4", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"budget-tier\" workforce IAM choice"}, {"id": "mai-20260917-0816-smoke|c86-m4|moonshot-small|miniOrange", "prompt": "c86-m4", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for: Flexible, budget-friendly IAM solutions"}, {"id": "mai-20260917-0816-smoke|c86-m4|moonshot-small|Okta", "prompt": "c86-m4", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid Okta** if budget is a primary concern"}, {"id": "mai-20260917-0816-smoke|c86-m4|openai-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-m4", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra ID (formerly Azure AD)** is often the best value **if you already use Microsoft 365**"}, {"id": "mai-20260917-0816-smoke|c86-m4|openai-small|JumpCloud", "prompt": "c86-m4", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good all-in-one directory + device + identity option, especially for mixed Windows/Mac/Linux environments"}, {"id": "mai-20260917-0816-smoke|c86-m4|openai-small|Okta", "prompt": "c86-m4", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "excellent platform, but usually **not** the cheapest choice for budget-conscious teams"}, {"id": "mai-20260917-0816-smoke|c86-m4|openai-small|Google Cloud Identity", "prompt": "c86-m4", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Google Cloud Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "can be cost-effective if you're centered on Google Workspace"}, {"id": "mai-20260917-0816-smoke|c86-m4|xai-small|Microsoft Entra ID", "prompt": "c86-m4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Entra ID (formerly Azure AD) is often the best workforce identity platform."}, {"id": "mai-20260917-0816-smoke|c86-m4|xai-small|JumpCloud", "prompt": "c86-m4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For 10 or fewer users: JumpCloud free tier."}, {"id": "mai-20260917-0816-smoke|c86-m4|xai-small|Cisco Duo", "prompt": "c86-m4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$3/user/month; free tier available | Simple MFA add-on"}, {"id": "mai-20260917-0816-smoke|c86-m4|xai-small|OneLogin", "prompt": "c86-m4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget SSO/MFA | Unlimited lifecycle mgmt in higher tiers"}, {"id": "mai-20260917-0816-smoke|c86-m4|xai-small|Auth0 (by Okta)", "prompt": "c86-m4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SSO/MFA; MAU pricing suits low-usage but not pure workforce."}, {"id": "mai-20260917-0816-smoke|c86-m4|xai-small|Google Cloud Identity", "prompt": "c86-m4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Google Cloud Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stick with native (Entra ID or Google Cloud Identity—free edition up to 50 users)."}, {"id": "mai-20260917-0816-smoke|c86-m4|xai-small|Keycloak", "prompt": "c86-m4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid self-hosted open-source (e.g., Keycloak) unless you have IT resources"}, {"id": "mai-20260917-0816-smoke|c86-m4|zai-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-m4", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft-heavy? → Entra ID Free/P1 is often the cheapest, no-brainer choice."}, {"id": "mai-20260917-0816-smoke|c86-m4|zai-small|JumpCloud", "prompt": "c86-m4", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small team, multiple OSes, want \"directory + SSO + MDM in one\" | JumpCloud"}, {"id": "mai-20260917-0816-smoke|c86-m4|zai-small|Okta Workforce Identity", "prompt": "c86-m4", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Growing mid-size org, need strong SSO + MFA + decent app catalog | Okta Workforce Identity (basic tier)"}, {"id": "mai-20260917-0816-smoke|c86-m4|zai-small|OneLogin (by One Identity)", "prompt": "c86-m4", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin (by One Identity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Marketed as a \"budget-tier\" workforce IAM platform."}, {"id": "mai-20260917-0816-smoke|c86-m4|zai-small|miniOrange", "prompt": "c86-m4", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-constrained startup, need SSO + MFA across many SaaS apps | miniOrange or OneLogin (budget tiers)"}, {"id": "mai-20260917-0816-smoke|c86-m4|zai-small|Keycloak", "prompt": "c86-m4", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Have in-house IT/DevOps, want full control and no licensing fees | Open-source Keycloak, Authentik, or Ory"}, {"id": "mai-20260917-0816-smoke|c86-m4|zai-small|Authentik", "prompt": "c86-m4", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Authentik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source Keycloak/Authentik/Ory may be the most cost-effective over the long term"}, {"id": "mai-20260917-0816-smoke|c86-m4|zai-small|Ory", "prompt": "c86-m4", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Ory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Open-source Keycloak/Authentik/Ory may be the most cost-effective over the long term"}, {"id": "mai-20260917-0816-smoke|c86-m5|anthropic-small|Okta", "prompt": "c86-m5", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "popular options to benchmark against typically include Okta, Azure AD, Ping Identity, and JumpCloud"}, {"id": "mai-20260917-0816-smoke|c86-m5|anthropic-small|Azure AD", "prompt": "c86-m5", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Azure AD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "popular options to benchmark against typically include Okta, Azure AD, Ping Identity, and JumpCloud"}, {"id": "mai-20260917-0816-smoke|c86-m5|anthropic-small|Ping Identity", "prompt": "c86-m5", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "popular options to benchmark against typically include Okta, Azure AD, Ping Identity, and JumpCloud"}, {"id": "mai-20260917-0816-smoke|c86-m5|anthropic-small|JumpCloud", "prompt": "c86-m5", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "popular options to benchmark against typically include Okta, Azure AD, Ping Identity, and JumpCloud"}, {"id": "mai-20260917-0816-smoke|c86-m5|challenger-small|Okta", "prompt": "c86-m5", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "It should integrate with your current IdP (for example Okta, Microsoft Entra ID, or Google Workspace)"}, {"id": "mai-20260917-0816-smoke|c86-m5|challenger-small|Microsoft Entra ID", "prompt": "c86-m5", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "integrate with your current IdP (for example Okta, Microsoft Entra ID, or Google Workspace)"}, {"id": "mai-20260917-0816-smoke|c86-m5|challenger-small|Google Workspace", "prompt": "c86-m5", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Google Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "integrate with your current IdP (for example Okta, Microsoft Entra ID, or Google Workspace)"}, {"id": "mai-20260917-0816-smoke|c86-m5|deepseek-small|Okta", "prompt": "c86-m5", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Okta Workforce Identity** | Best-of-breed, deepest app catalog, vendor-neutral"}, {"id": "mai-20260917-0816-smoke|c86-m5|deepseek-small|Entra ID", "prompt": "c86-m5", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're **Microsoft-first**, Entra ID (P1/P2) may be dramatically cheaper and simpler"}, {"id": "mai-20260917-0816-smoke|c86-m5|deepseek-small|OneLogin", "prompt": "c86-m5", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OneLogin** | Simple, fast to deploy, clean packaging | mid-market focused"}, {"id": "mai-20260917-0816-smoke|c86-m5|deepseek-small|JumpCloud", "prompt": "c86-m5", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**JumpCloud** | Identity + device management in one, SMB/mid-market"}, {"id": "mai-20260917-0816-smoke|c86-m5|deepseek-small|CyberArk", "prompt": "c86-m5", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Privileged access management if admins are an exposure (CyberArk is the leader here)"}, {"id": "mai-20260917-0816-smoke|c86-m5|deepseek-small|Cloud Identity", "prompt": "c86-m5", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Cloud Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if you're on Google Workspace, Cloud Identity"}, {"id": "mai-20260917-0816-smoke|c86-m5|deepseek-small|Ping", "prompt": "c86-m5", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Ping / CyberArk** | More when you add governance or PAM depth | custom quote"}, {"id": "mai-20260917-0816-smoke|c86-m5|google-small|Microsoft Entra ID", "prompt": "c86-m5", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your company is already heavily invested in Microsoft 365, look first at **Microsoft Entra ID**"}, {"id": "mai-20260917-0816-smoke|c86-m5|google-small|Okta", "prompt": "c86-m5", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Okta Workforce Identity Cloud:** The gold standard for vendor-neutral, best-of-breed SaaS environments. Highly powerful and scales infinitely, though it can get expensive."}, {"id": "mai-20260917-0816-smoke|c86-m5|google-small|JumpCloud", "prompt": "c86-m5", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built specifically for the mid-market. It is highly appealing if you want to consolidate your directory, SSO, MFA, and device management"}, {"id": "mai-20260917-0816-smoke|c86-m5|google-small|Rippling", "prompt": "c86-m5", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already use Rippling for HR or payroll, their native identity product is unmatched in how seamlessly it automates onboarding"}, {"id": "mai-20260917-0816-smoke|c86-m5|mistral-small|Okta Workforce Identity", "prompt": "c86-m5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors: Okta Workforce Identity, Microsoft Entra ID (Azure AD), Ping Identity, ForgeRock, Duo (Cisco), Auth0 (Okta), JumpCloud, and others."}, {"id": "mai-20260917-0816-smoke|c86-m5|mistral-small|Microsoft Entra ID (Azure AD)", "prompt": "c86-m5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist Vendors: Okta Workforce Identity, Microsoft Entra ID (Azure AD), Ping Identity, ForgeRock, Duo (Cisco), Auth0 (Okta), JumpCloud, and others."}, {"id": "mai-20260917-0816-smoke|c86-m5|mistral-small|Ping Identity", "prompt": "c86-m5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist Vendors: ... Ping Identity, ForgeRock, Duo (Cisco), Auth0 (Okta), JumpCloud, and others."}, {"id": "mai-20260917-0816-smoke|c86-m5|mistral-small|ForgeRock", "prompt": "c86-m5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "ForgeRock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist Vendors: ... ForgeRock, Duo (Cisco), Auth0 (Okta), JumpCloud, and others."}, {"id": "mai-20260917-0816-smoke|c86-m5|mistral-small|Duo (Cisco)", "prompt": "c86-m5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Duo (Cisco)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist Vendors: ... Duo (Cisco), Auth0 (Okta), JumpCloud, and others."}, {"id": "mai-20260917-0816-smoke|c86-m5|mistral-small|Auth0 (Okta)", "prompt": "c86-m5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Auth0 (Okta)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist Vendors: ... Auth0 (Okta), JumpCloud, and others."}, {"id": "mai-20260917-0816-smoke|c86-m5|mistral-small|JumpCloud", "prompt": "c86-m5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Shortlist Vendors: ... JumpCloud, and others."}, {"id": "mai-20260917-0816-smoke|c86-m5|moonshot-small|Okta", "prompt": "c86-m5", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Okta** | Breadth of integrations, vendor-neutral | Leader in current offering; extensive app catalog"}, {"id": "mai-20260917-0816-smoke|c86-m5|moonshot-small|Microsoft Entra ID", "prompt": "c86-m5", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Microsoft-centric environments | Strong if you're already on M365/Azure; cost-effective bundling"}, {"id": "mai-20260917-0816-smoke|c86-m5|moonshot-small|Ping Identity", "prompt": "c86-m5", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "High-assurance scenarios, customization | Good for hybrid/cloud mix"}, {"id": "mai-20260917-0816-smoke|c86-m5|moonshot-small|CyberArk", "prompt": "c86-m5", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Privileged access focus | If you have significant admin/sensitive access needs"}, {"id": "mai-20260917-0816-smoke|c86-m5|moonshot-small|JumpCloud", "prompt": "c86-m5", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Smaller IT teams, all-in-one | Directory + IAM + device management combined"}, {"id": "mai-20260917-0816-smoke|c86-m5|xai-small|Okta Workforce Identity Cloud", "prompt": "c86-m5", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top contenders from recent analyses include Okta Workforce Identity Cloud, Microsoft Entra ID (ideal if you're Microsoft-heavy)... (check integration catalog size: Okta has 7,500+"}, {"id": "mai-20260917-0816-smoke|c86-m5|xai-small|Microsoft Entra ID", "prompt": "c86-m5", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Entra ID (ideal if you're Microsoft-heavy)"}, {"id": "mai-20260917-0816-smoke|c86-m5|xai-small|Ping Identity", "prompt": "c86-m5", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top contenders from recent analyses include ... Ping Identity"}, {"id": "mai-20260917-0816-smoke|c86-m5|xai-small|JumpCloud", "prompt": "c86-m5", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "JumpCloud (great for SMBs with device management)"}, {"id": "mai-20260917-0816-smoke|c86-m5|xai-small|CyberArk", "prompt": "c86-m5", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CyberArk, and IBM Security Verify"}, {"id": "mai-20260917-0816-smoke|c86-m5|xai-small|IBM Security Verify", "prompt": "c86-m5", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CyberArk, and IBM Security Verify"}, {"id": "mai-20260917-0816-smoke|c86-m6|alibaba-small|Microsoft Entra ID (Azure AD)", "prompt": "c86-m6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Offers the best value only if you're fully invested in the Microsoft stack. Non-Microsoft integrations are often less polished"}, {"id": "mai-20260917-0816-smoke|c86-m6|alibaba-small|Apple Business Manager", "prompt": "c86-m6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Apple Business Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Similar risk—deep integration within their respective ecosystems but limited flexibility"}, {"id": "mai-20260917-0816-smoke|c86-m6|alibaba-small|Google Workspace IAM", "prompt": "c86-m6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Google Workspace IAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Similar risk—deep integration within their respective ecosystems but limited flexibility"}, {"id": "mai-20260917-0816-smoke|c86-m6|alibaba-small|Okta Workforce Identity Cloud", "prompt": "c86-m6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Premium pricing relative to alternatives; experienced a significant customer support system breach in October 2023"}, {"id": "mai-20260917-0816-smoke|c86-m6|alibaba-small|ForgeRock", "prompt": "c86-m6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More complex to deploy than typical SaaS offerings; ... Higher total cost of ownership due to deployment complexity."}, {"id": "mai-20260917-0816-smoke|c86-m6|alibaba-small|JumpCloud", "prompt": "c86-m6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Lacks depth for very large enterprises or highly regulated environments"}, {"id": "mai-20260917-0816-smoke|c86-m6|alibaba-small|CyberArk Workforce Identity", "prompt": "c86-m6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Users report limitations in dashboard capabilities and integration breadth."}, {"id": "mai-20260917-0816-smoke|c86-m6|alibaba-small|Keycloak", "prompt": "c86-m6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Keycloak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "promise transparency and zero licensing costs, but carry hidden burdens"}, {"id": "mai-20260917-0816-smoke|c86-m6|alibaba-small|Gluu", "prompt": "c86-m6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Gluu", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "promise transparency and zero licensing costs, but carry hidden burdens"}, {"id": "mai-20260917-0816-smoke|c86-m6|alibaba-small|Authelia", "prompt": "c86-m6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Authelia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "promise transparency and zero licensing costs, but carry hidden burdens"}, {"id": "mai-20260917-0816-smoke|c86-m6|anthropic-small|Okta", "prompt": "c86-m6", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Okta** has experienced multiple significant security incidents that warrant caution"}, {"id": "mai-20260917-0816-smoke|c86-m6|challenger-small|Auth0", "prompt": "c86-m6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Auth0** is mainly a **customer identity (CIAM)** platform, not a workforce IAM product."}, {"id": "mai-20260917-0816-smoke|c86-m6|challenger-small|WorkOS", "prompt": "c86-m6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "WorkOS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "built for **enterprise SSO, directory sync, and compliance tooling for SaaS vendors**, not full workforce identity lifecycle management"}, {"id": "mai-20260917-0816-smoke|c86-m6|challenger-small|Cisco Duo", "prompt": "c86-m6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Cisco Duo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is not a full workforce IAM replacement if you need broader SSO, provisioning, and governance"}, {"id": "mai-20260917-0816-smoke|c86-m6|challenger-small|CyberArk", "prompt": "c86-m6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "not the cleanest choice if your primary need is standard workforce SSO/lifecycle management"}, {"id": "mai-20260917-0816-smoke|c86-m6|challenger-small|SailPoint", "prompt": "c86-m6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "described as **enterprise-scale** tools that can be over-engineered for smaller or mid-market organizations"}, {"id": "mai-20260917-0816-smoke|c86-m6|challenger-small|Saviynt", "prompt": "c86-m6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can be over-engineered for smaller or mid-market organizations"}, {"id": "mai-20260917-0816-smoke|c86-m6|challenger-small|Oracle Identity Manager", "prompt": "c86-m6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Oracle Identity Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise-scale tools that can be over-engineered for smaller or mid-market organizations"}, {"id": "mai-20260917-0816-smoke|c86-m6|challenger-small|IBM ISAM", "prompt": "c86-m6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "IBM ISAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "enterprise-scale tools that can be over-engineered for smaller or mid-market organizations"}, {"id": "mai-20260917-0816-smoke|c86-m6|challenger-small|Okta", "prompt": "c86-m6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "prefer workforce IAM leaders like **Okta** or **Microsoft Entra ID**"}, {"id": "mai-20260917-0816-smoke|c86-m6|challenger-small|Microsoft Entra ID", "prompt": "c86-m6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "may be a weaker fit as the *primary* platform if you have a large **macOS/Linux** population"}, {"id": "mai-20260917-0816-smoke|c86-m6|challenger-small|BeyondTrust", "prompt": "c86-m6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "consider **CyberArk** or **BeyondTrust** rather than a general workforce IdP"}, {"id": "mai-20260917-0816-smoke|c86-m6|challenger-small|Iru Workforce Identity", "prompt": "c86-m6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Iru Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "flagged as **not suited to organizations under 100 users** and its authenticator app is **not yet available on Android**"}, {"id": "mai-20260917-0816-smoke|c86-m6|deepseek-small|Okta Workforce Identity", "prompt": "c86-m6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid Okta as a single point of failure"}, {"id": "mai-20260917-0816-smoke|c86-m6|deepseek-small|Microsoft Entra ID", "prompt": "c86-m6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "don't assume Entra ID is \"secure just because it's Microsoft.\""}, {"id": "mai-20260917-0816-smoke|c86-m6|deepseek-small|Windows Hello for Business", "prompt": "c86-m6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Windows Hello for Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid Windows Hello for Business as your sole authentication factor"}, {"id": "mai-20260917-0816-smoke|c86-m6|deepseek-small|SailPoint IdentityNow/IdentityIQ", "prompt": "c86-m6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "SailPoint IdentityNow/IdentityIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cautious about buying SailPoint for mid-market needs."}, {"id": "mai-20260917-0816-smoke|c86-m6|deepseek-small|Lumos", "prompt": "c86-m6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look at lighter-weight IGA tools (e.g., Lumos, Zluri)"}, {"id": "mai-20260917-0816-smoke|c86-m6|deepseek-small|Zluri", "prompt": "c86-m6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look at lighter-weight IGA tools (e.g., Lumos, Zluri)"}, {"id": "mai-20260917-0816-smoke|c86-m6|deepseek-small|CyberArk Identity", "prompt": "c86-m6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CyberArk Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "be cautious about buying *all* your workforce identity needs from CyberArk"}, {"id": "mai-20260917-0816-smoke|c86-m6|deepseek-small|Auth0", "prompt": "c86-m6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid platforms that are primarily built for **Customer Identity and Access Management (CIAM)** but are marketed as workforce solutions (e.g., some modules of Auth0"}, {"id": "mai-20260917-0816-smoke|c86-m6|deepseek-small|PingOne for Customers", "prompt": "c86-m6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "PingOne for Customers", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "marketed as workforce solutions (e.g., some modules of Auth0, PingOne for Customers"}, {"id": "mai-20260917-0816-smoke|c86-m6|deepseek-small|Keycloak", "prompt": "c86-m6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Keycloak", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "consider open-source platforms like **Keycloak** or **Authentik**"}, {"id": "mai-20260917-0816-smoke|c86-m6|deepseek-small|Authentik", "prompt": "c86-m6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Authentik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "consider open-source platforms like **Keycloak** or **Authentik**"}, {"id": "mai-20260917-0816-smoke|c86-m6|google-small|Okta", "prompt": "c86-m6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Okta is widely considered a market leader, but it has suffered from a series of highly disruptive, public security incidents"}, {"id": "mai-20260917-0816-smoke|c86-m6|google-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-m6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it introduces massive **monoculture risk**"}, {"id": "mai-20260917-0816-smoke|c86-m6|google-small|Ping Identity", "prompt": "c86-m6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the \"mashup\" has introduced significant integration complexity"}, {"id": "mai-20260917-0816-smoke|c86-m6|google-small|ForgeRock", "prompt": "c86-m6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Merging two massive, overlapping identity platforms inevitably leads to product deprecation, shifting roadmaps"}, {"id": "mai-20260917-0816-smoke|c86-m6|google-small|OneLogin (by One Identity)", "prompt": "c86-m6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "OneLogin (by One Identity)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "customer feedback frequently highlights slow, unresponsive post-acquisition technical support"}, {"id": "mai-20260917-0816-smoke|c86-m6|google-small|Broadcom/CA SiteMinder", "prompt": "c86-m6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Broadcom/CA SiteMinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Legacy On-Premise IAM Platforms (Avoid Where Possible)"}, {"id": "mai-20260917-0816-smoke|c86-m6|google-small|older Oracle IAM suites", "prompt": "c86-m6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "older Oracle IAM suites", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Legacy On-Premise IAM Platforms (Avoid Where Possible)"}, {"id": "mai-20260917-0816-smoke|c86-m6|google-small|IBM Security Verify (on-prem)", "prompt": "c86-m6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "IBM Security Verify (on-prem)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Legacy On-Premise IAM Platforms (Avoid Where Possible)"}, {"id": "mai-20260917-0816-smoke|c86-m6|meta-small|Ping Identity", "prompt": "c86-m6", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While it remains a strong choice for enterprises with complex federation and hybrid identity requirements, it may not be the best fit for organizations with different needs."}, {"id": "mai-20260917-0816-smoke|c86-m6|meta-small|SecureAuth", "prompt": "c86-m6", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "SecureAuth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may not offer broader workforce IAM capabilities"}, {"id": "mai-20260917-0816-smoke|c86-m6|meta-small|Microsoft Entra ID", "prompt": "c86-m6", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A leading workforce IAM platform for organizations operating in Microsoft-centric environments."}, {"id": "mai-20260917-0816-smoke|c86-m6|meta-small|Okta", "prompt": "c86-m6", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A vendor-neutral workforce IAM platform with broad SaaS integration coverage."}, {"id": "mai-20260917-0816-smoke|c86-m6|meta-small|SailPoint", "prompt": "c86-m6", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "An identity governance and administration (IGA) platform."}, {"id": "mai-20260917-0816-smoke|c86-m6|meta-small|Saviynt", "prompt": "c86-m6", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A platform that combines identity governance with application and data access controls."}, {"id": "mai-20260917-0816-smoke|c86-m6|meta-small|CyberArk Identity", "prompt": "c86-m6", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CyberArk Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A workforce identity platform that offers strong security features."}, {"id": "mai-20260917-0816-smoke|c86-m6|meta-small|IBM Security Verify", "prompt": "c86-m6", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A workforce identity platform that offers a range of features and capabilities."}, {"id": "mai-20260917-0816-smoke|c86-m6|minimax-small|Okta", "prompt": "c86-m6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Okta has experienced several high-profile security incidents... the initial underreporting of the breach's scope damaged trust."}, {"id": "mai-20260917-0816-smoke|c86-m6|minimax-small|Microsoft Entra ID (formerly Azure Active Directory)", "prompt": "c86-m6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID (formerly Azure Active Directory)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Microsoft's identity platform has also faced vulnerabilities: **Critical Vulnerabilities**... multiple critical CVSS 10.0 vulnerabilities"}, {"id": "mai-20260917-0816-smoke|c86-m6|mistral-small|Okta", "prompt": "c86-m6", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it has had past security incidents, and its governance and lifecycle capabilities often require additional modules. Pricing can also become complex as deployments scale"}, {"id": "mai-20260917-0816-smoke|c86-m6|mistral-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-m6", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it can be less polished outside of it. Advanced governance and identity protection features are often locked behind higher-tier plans"}, {"id": "mai-20260917-0816-smoke|c86-m6|mistral-small|Ping Identity", "prompt": "c86-m6", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it can be more complex to deploy than turnkey SaaS solutions. Its integration with ForgeRock is still settling"}, {"id": "mai-20260917-0816-smoke|c86-m6|mistral-small|JumpCloud", "prompt": "c86-m6", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some reviews note that it offers less depth than enterprise leaders for very large or highly regulated environments"}, {"id": "mai-20260917-0816-smoke|c86-m6|moonshot-small|Okta", "prompt": "c86-m6", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Caution**: While Okta remains a major player, the repeated security incidents suggest systemic issues with their security posture."}, {"id": "mai-20260917-0816-smoke|c86-m6|moonshot-small|Microsoft Entra ID (Azure AD)", "prompt": "c86-m6", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Caution**: Microsoft's deep integration creates significant vendor lock-in risk, and the platform's complexity leads to frequent misconfigurations."}, {"id": "mai-20260917-0816-smoke|c86-m6|moonshot-small|ForgeRock/Ping Identity", "prompt": "c86-m6", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "ForgeRock/Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**ForgeRock/Ping Identity**: Significant proprietary technology dependencies"}, {"id": "mai-20260917-0816-smoke|c86-m6|openai-small|Okta", "prompt": "c86-m6", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Microsoft and Okta both emphasize controls like identity protection, risk monitoring, and phishing-resistant authentication in their workforce offerings"}, {"id": "mai-20260917-0816-smoke|c86-m6|openai-small|Microsoft Entra", "prompt": "c86-m6", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Microsoft and Okta both emphasize controls like identity protection, risk monitoring, and phishing-resistant authentication in their workforce offerings"}, {"id": "mai-20260917-0816-smoke|c86-m6|openai-small|Ping", "prompt": "c86-m6", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "workforce identity platforms** like Okta, Microsoft Entra, Ping, CyberArk, etc., I wouldn't frame it as \"avoid these vendors entirely.\""}, {"id": "mai-20260917-0816-smoke|c86-m6|openai-small|CyberArk", "prompt": "c86-m6", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare Okta, Microsoft Entra, Ping, CyberArk, and others side by side"}, {"id": "mai-20260917-0816-smoke|c86-m6|xai-small|Okta", "prompt": "c86-m6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Okta (including Auth0) – Highest Caution"}, {"id": "mai-20260917-0816-smoke|c86-m6|xai-small|Microsoft Entra ID", "prompt": "c86-m6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Leaders to Prioritize (Lower Relative Risk): Microsoft Entra ID (ecosystem lock-in but top execution in Gartner/Forrester; watch non-MS integrations)"}, {"id": "mai-20260917-0816-smoke|c86-m6|xai-small|Ping Identity", "prompt": "c86-m6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Ping Identity – Moderate Caution"}, {"id": "mai-20260917-0816-smoke|c86-m6|xai-small|OneLogin (One Identity)", "prompt": "c86-m6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "OneLogin (One Identity)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "OneLogin (One Identity) – Significant Caution"}, {"id": "mai-20260917-0816-smoke|c86-m6|xai-small|CyberArk", "prompt": "c86-m6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CyberArk/SailPoint for governance/PAM"}, {"id": "mai-20260917-0816-smoke|c86-m6|xai-small|SailPoint", "prompt": "c86-m6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CyberArk/SailPoint for governance/PAM"}, {"id": "mai-20260917-0816-smoke|c86-m6|zai-small|OneLogin", "prompt": "c86-m6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "OneLogin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid if:** You cannot verify the current security posture post-acquisition (OneLogin)"}, {"id": "mai-20260917-0816-smoke|c86-m6|zai-small|Ping Identity", "prompt": "c86-m6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "or if you require high availability and have experienced significant downtime (Ping Identity)"}, {"id": "mai-20260917-0816-smoke|c86-m6|zai-small|Okta", "prompt": "c86-m6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Be Cautious with:** Any IdP (Okta, OneLogin, Ping) regarding **Device Code Phishing** attacks"}, {"id": "mai-20260917-0816-smoke|c86-m6|zai-small|Auth0", "prompt": "c86-m6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the following platforms are **prime targets** for a specific attack vector called \"Device Code Phishing.\""}, {"id": "mai-20260917-0816-smoke|c86-m6|zai-small|Microsoft Entra ID", "prompt": "c86-m6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Entra ID Connect: Historically prone to similar credential exposure issues."}, {"id": "mai-20260917-0816-smoke|c86-m6|zai-small|IDScan", "prompt": "c86-m6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "IDScan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "In 2026, IDScan confirmed a breach involving the theft of over 153 million driver's license records."}, {"id": "mai-20260917-0816-smoke|c86-s1|alibaba-small|JumpCloud", "prompt": "c86-s1", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: **JumpCloud**\nJumpCloud is frequently ranked #1 for small businesses"}, {"id": "mai-20260917-0816-smoke|c86-s1|alibaba-small|Microsoft Entra ID", "prompt": "c86-s1", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Value (If you use Microsoft): **Microsoft Entra ID** (formerly Azure AD)"}, {"id": "mai-20260917-0816-smoke|c86-s1|alibaba-small|Okta", "prompt": "c86-s1", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Okta is the industry leader... While it can be pricey"}, {"id": "mai-20260917-0816-smoke|c86-s1|alibaba-small|OneLogin", "prompt": "c86-s1", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Budget-Friendly Alternative: **OneLogin**"}, {"id": "mai-20260917-0816-smoke|c86-s1|anthropic-small|Okta", "prompt": "c86-s1", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Common options** for small B2B companies include Okta, Microsoft Entra ID (formerly Azure AD), JumpCloud, and Auth0, among others"}, {"id": "mai-20260917-0816-smoke|c86-s1|anthropic-small|Microsoft Entra ID", "prompt": "c86-s1", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Okta, Microsoft Entra ID (formerly Azure AD), JumpCloud, and Auth0, among others"}, {"id": "mai-20260917-0816-smoke|c86-s1|anthropic-small|JumpCloud", "prompt": "c86-s1", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Okta, Microsoft Entra ID (formerly Azure AD), JumpCloud, and Auth0, among others"}, {"id": "mai-20260917-0816-smoke|c86-s1|anthropic-small|Auth0", "prompt": "c86-s1", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "JumpCloud, and Auth0, among others—but the right choice depends on your specific requirements"}, {"id": "mai-20260917-0816-smoke|c86-s1|challenger-small|JumpCloud", "prompt": "c86-s1", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *workforce identity platform* is usually **JumpCloud** if you want the strongest SMB fit"}, {"id": "mai-20260917-0816-smoke|c86-s1|challenger-small|Microsoft Entra ID", "prompt": "c86-s1", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already use **Microsoft 365** and want the most cost-effective native fit"}, {"id": "mai-20260917-0816-smoke|c86-s1|challenger-small|Okta", "prompt": "c86-s1", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but it is usually pricier and less SMB-friendly than JumpCloud"}, {"id": "mai-20260917-0816-smoke|c86-s1|deepseek-small|Microsoft Entra ID", "prompt": "c86-s1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Already on Microsoft 365? → Microsoft Entra ID (bundled, low cost)."}, {"id": "mai-20260917-0816-smoke|c86-s1|deepseek-small|JumpCloud", "prompt": "c86-s1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Frequently ranked the top pick for small/cloud-first businesses... (free to start, ideal SMB fit)"}, {"id": "mai-20260917-0816-smoke|c86-s1|deepseek-small|Okta Workforce Identity", "prompt": "c86-s1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More enterprise-grade, higher cost and complexity than a small company usually needs."}, {"id": "mai-20260917-0816-smoke|c86-s1|deepseek-small|WorkOS", "prompt": "c86-s1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like WorkOS, Auth0 (Okta Customer Identity Cloud), or FusionAuth are more appropriate"}, {"id": "mai-20260917-0816-smoke|c86-s1|deepseek-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c86-s1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like WorkOS, Auth0 (Okta Customer Identity Cloud), or FusionAuth are more appropriate"}, {"id": "mai-20260917-0816-smoke|c86-s1|deepseek-small|FusionAuth", "prompt": "c86-s1", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "FusionAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "tools like WorkOS, Auth0 (Okta Customer Identity Cloud), or FusionAuth are more appropriate"}, {"id": "mai-20260917-0816-smoke|c86-s1|google-small|JumpCloud", "prompt": "c86-s1", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. JumpCloud: Best All-in-One Identity & Device Management"}, {"id": "mai-20260917-0816-smoke|c86-s1|google-small|Okta", "prompt": "c86-s1", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "4. Okta Workforce Identity Cloud: Best for Scaling to Enterprise"}, {"id": "mai-20260917-0816-smoke|c86-s1|google-small|Rippling (Rippling IT)", "prompt": "c86-s1", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Rippling (Rippling IT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for HR-First Automation (Fast-Growing Teams)"}, {"id": "mai-20260917-0816-smoke|c86-s1|google-small|Microsoft Entra ID", "prompt": "c86-s1", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft 365 Environments"}, {"id": "mai-20260917-0816-smoke|c86-s1|meta-small|JumpCloud", "prompt": "c86-s1", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "one of the top-rated platforms such as JumpCloud, Okta, Microsoft Entra, OneLogin, or miniOrange"}, {"id": "mai-20260917-0816-smoke|c86-s1|meta-small|Okta", "prompt": "c86-s1", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "one of the top-rated platforms such as JumpCloud, Okta, Microsoft Entra, OneLogin, or miniOrange"}, {"id": "mai-20260917-0816-smoke|c86-s1|meta-small|Microsoft Entra", "prompt": "c86-s1", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as JumpCloud, Okta, Microsoft Entra, OneLogin, or miniOrange"}, {"id": "mai-20260917-0816-smoke|c86-s1|meta-small|OneLogin", "prompt": "c86-s1", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as JumpCloud, Okta, Microsoft Entra, OneLogin, or miniOrange"}, {"id": "mai-20260917-0816-smoke|c86-s1|meta-small|miniOrange", "prompt": "c86-s1", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as JumpCloud, Okta, Microsoft Entra, OneLogin, or miniOrange"}, {"id": "mai-20260917-0816-smoke|c86-s1|minimax-small|JumpCloud", "prompt": "c86-s1", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **JumpCloud** due to its inclusive pricing model and all-in-one capabilities"}, {"id": "mai-20260917-0816-smoke|c86-s1|minimax-small|Okta Workforce Identity", "prompt": "c86-s1", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Okta** if integration depth is your priority"}, {"id": "mai-20260917-0816-smoke|c86-s1|minimax-small|OneLogin", "prompt": "c86-s1", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Simplicity) - Easy deployment, good for small teams"}, {"id": "mai-20260917-0816-smoke|c86-s1|minimax-small|SSOJet", "prompt": "c86-s1", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "SSOJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically designed for B2B SaaS companies needing enterprise SSO/SCIM"}, {"id": "mai-20260917-0816-smoke|c86-s1|minimax-small|Microsoft Entra", "prompt": "c86-s1", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider Microsoft Entra if**: You're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0816-smoke|c86-s1|mistral-small|JumpCloud", "prompt": "c86-s1", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JumpCloud**: Best for combining identity and device management, making it a strong all-in-one solution."}, {"id": "mai-20260917-0816-smoke|c86-s1|mistral-small|Microsoft Entra (formerly Azure AD)", "prompt": "c86-s1", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team is already using Microsoft tools, **Microsoft Entra** is likely the best fit."}, {"id": "mai-20260917-0816-smoke|c86-s1|mistral-small|Okta", "prompt": "c86-s1", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a more independent or scalable solution, **Okta** or **JumpCloud** are excellent choices."}, {"id": "mai-20260917-0816-smoke|c86-s1|mistral-small|OneLogin", "prompt": "c86-s1", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**OneLogin**: Offers simple SSO and MFA, which is user-friendly for smaller teams."}, {"id": "mai-20260917-0816-smoke|c86-s1|mistral-small|miniOrange", "prompt": "c86-s1", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If budget is a primary concern, **miniOrange** is worth considering."}, {"id": "mai-20260917-0816-smoke|c86-s1|moonshot-small|JumpCloud", "prompt": "c86-s1", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **JumpCloud** is the best choice"}, {"id": "mai-20260917-0816-smoke|c86-s1|moonshot-small|Microsoft Entra ID", "prompt": "c86-s1", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're already using Microsoft 365 Business Premium, **Microsoft Entra ID** is essentially free and worth considering first"}, {"id": "mai-20260917-0816-smoke|c86-s1|moonshot-small|OneLogin", "prompt": "c86-s1", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cost-Conscious SSO-First Approach"}, {"id": "mai-20260917-0816-smoke|c86-s1|openai-small|Microsoft Entra ID", "prompt": "c86-s1", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra ID** is usually the best default, especially if cost, simplicity, and Microsoft ecosystem fit matter."}, {"id": "mai-20260917-0816-smoke|c86-s1|openai-small|JumpCloud", "prompt": "c86-s1", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**JumpCloud** is often the most SMB-friendly alternative"}, {"id": "mai-20260917-0816-smoke|c86-s1|openai-small|Okta", "prompt": "c86-s1", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want the most mature standalone workforce identity ecosystem and lots of integrations"}, {"id": "mai-20260917-0816-smoke|c86-s1|xai-small|JumpCloud", "prompt": "c86-s1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**start with JumpCloud**—it's tailored for your scale, cost-effective, and highly rated for quick value"}, {"id": "mai-20260917-0816-smoke|c86-s1|xai-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-s1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're deep in Microsoft, go Entra ID to avoid new costs."}, {"id": "mai-20260917-0816-smoke|c86-s1|xai-small|Okta Workforce Identity", "prompt": "c86-s1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Minimums and cost make it less ideal for tiniest teams."}, {"id": "mai-20260917-0816-smoke|c86-s1|xai-small|OneLogin", "prompt": "c86-s1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Others to consider**: OneLogin (~$4/user/mo, simple SSO)"}, {"id": "mai-20260917-0816-smoke|c86-s1|xai-small|miniOrange", "prompt": "c86-s1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "miniOrange (budget)"}, {"id": "mai-20260917-0816-smoke|c86-s1|xai-small|Google Cloud Identity", "prompt": "c86-s1", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Google Cloud Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Google Cloud Identity (if on Workspace)"}, {"id": "mai-20260917-0816-smoke|c86-s1|zai-small|JumpCloud", "prompt": "c86-s1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JumpCloud** is the best overall workforce‑identity platform for a small B2B company"}, {"id": "mai-20260917-0816-smoke|c86-s1|zai-small|Microsoft Entra ID", "prompt": "c86-s1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Entra ID** is the top alternative if you're already heavily invested in the Microsoft ecosystem"}, {"id": "mai-20260917-0816-smoke|c86-s1|zai-small|Okta", "prompt": "c86-s1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Okta** is the runner‑up"}, {"id": "mai-20260917-0816-smoke|c86-s1|zai-small|OneLogin", "prompt": "c86-s1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OneLogin** or **miniOrange** – simpler, cheaper, but less comprehensive"}, {"id": "mai-20260917-0816-smoke|c86-s1|zai-small|miniOrange", "prompt": "c86-s1", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "direct", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Very small businesses or projects where cost is a primary driver"}, {"id": "mai-20260917-0816-smoke|c86-s2|alibaba-small|Microsoft Entra ID", "prompt": "c86-s2", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Final Recommendation:** Start with **Microsoft Entra ID** if you use Office 365."}, {"id": "mai-20260917-0816-smoke|c86-s2|alibaba-small|JumpCloud", "prompt": "c86-s2", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Standalone Option: **JumpCloud**"}, {"id": "mai-20260917-0816-smoke|c86-s2|alibaba-small|Okta", "prompt": "c86-s2", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While it may be overkill for a very small team now... Significantly more expensive than the others; higher administrative overhead."}, {"id": "mai-20260917-0816-smoke|c86-s2|alibaba-small|Auth0", "prompt": "c86-s2", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you integrate a B2B Customer Identity platform such as: **Auth0** (by Okta)"}, {"id": "mai-20260917-0816-smoke|c86-s2|alibaba-small|Frontegg", "prompt": "c86-s2", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "B2B Customer Identity platform such as... **Frontegg**"}, {"id": "mai-20260917-0816-smoke|c86-s2|alibaba-small|WorkOS", "prompt": "c86-s2", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "B2B Customer Identity platform such as... **WorkOS**"}, {"id": "mai-20260917-0816-smoke|c86-s2|anthropic-small|Microsoft Entra ID (Azure AD)", "prompt": "c86-s2", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're primarily a Microsoft-using organization, **Microsoft Entra ID** offers the best value and integration."}, {"id": "mai-20260917-0816-smoke|c86-s2|anthropic-small|Okta", "prompt": "c86-s2", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a purpose-built solution with excellent B2B support, **Okta** is worth the investment."}, {"id": "mai-20260917-0816-smoke|c86-s2|anthropic-small|Google Workspace/Google Cloud Identity", "prompt": "c86-s2", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Google Workspace/Google Cloud Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A solid, cost-effective option if you're already in the Google ecosystem."}, {"id": "mai-20260917-0816-smoke|c86-s2|challenger-small|WorkOS", "prompt": "c86-s2", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **WorkOS** if your main need is **employee single sign-on** for your own team"}, {"id": "mai-20260917-0816-smoke|c86-s2|challenger-small|Okta", "prompt": "c86-s2", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Okta** is the safest default choice, and it is described as a leading workforce SSO provider"}, {"id": "mai-20260917-0816-smoke|c86-s2|challenger-small|Microsoft Entra ID", "prompt": "c86-s2", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you live in Microsoft 365:** **Microsoft Entra ID**"}, {"id": "mai-20260917-0816-smoke|c86-s2|challenger-small|JumpCloud", "prompt": "c86-s2", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best lower-cost SMB option with directory + SSO:** **JumpCloud**"}, {"id": "mai-20260917-0816-smoke|c86-s2|deepseek-small|JumpCloud", "prompt": "c86-s2", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## My recommendation: **JumpCloud** for most small B2B businesses"}, {"id": "mai-20260917-0816-smoke|c86-s2|deepseek-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-s2", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is already deeply invested in Microsoft 365, this is compelling"}, {"id": "mai-20260917-0816-smoke|c86-s2|deepseek-small|Okta Workforce Identity", "prompt": "c86-s2", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "is generally overkill for a small business with a lean team"}, {"id": "mai-20260917-0816-smoke|c86-s2|deepseek-small|Google Workspace", "prompt": "c86-s2", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Google Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top IdPs they use being **Microsoft Entra ID, Okta, Google Workspace, Ping, and OneLogin**"}, {"id": "mai-20260917-0816-smoke|c86-s2|deepseek-small|Ping", "prompt": "c86-s2", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Ping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top IdPs they use being **Microsoft Entra ID, Okta, Google Workspace, Ping, and OneLogin**"}, {"id": "mai-20260917-0816-smoke|c86-s2|deepseek-small|OneLogin", "prompt": "c86-s2", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "top IdPs they use being **Microsoft Entra ID, Okta, Google Workspace, Ping, and OneLogin**"}, {"id": "mai-20260917-0816-smoke|c86-s2|google-small|Microsoft Entra ID", "prompt": "c86-s2", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company runs on Outlook, Word, and Teams, look no further. **Microsoft Entra ID** is the industry standard for workforce identity."}, {"id": "mai-20260917-0816-smoke|c86-s2|google-small|Google Cloud Identity", "prompt": "c86-s2", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Google Cloud Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your startup runs on Gmail, Google Drive, and Slack, **Google Cloud Identity** is the most frictionless option."}, {"id": "mai-20260917-0816-smoke|c86-s2|google-small|JumpCloud", "prompt": "c86-s2", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "you want a single pane of glass to manage both your employees' logins and their actual physical laptops, **JumpCloud** is a fantastic choice"}, {"id": "mai-20260917-0816-smoke|c86-s2|google-small|Okta", "prompt": "c86-s2", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why it\"s a tough sell for very small businesses:** Okta is built for enterprise. It can be complex to configure, and they historically enforce annual contract minimums"}, {"id": "mai-20260917-0816-smoke|c86-s2|meta-small|Cisco Duo", "prompt": "c86-s2", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cisco Duo - a cloud-based identity access management platform"}, {"id": "mai-20260917-0816-smoke|c86-s2|meta-small|JumpCloud", "prompt": "c86-s2", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "JumpCloud - leads for combining identity and device management."}, {"id": "mai-20260917-0816-smoke|c86-s2|meta-small|Microsoft Entra", "prompt": "c86-s2", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft Entra - best for Microsoft 365 shops."}, {"id": "mai-20260917-0816-smoke|c86-s2|meta-small|Okta", "prompt": "c86-s2", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Okta - best for businesses that want to scale into a leader."}, {"id": "mai-20260917-0816-smoke|c86-s2|meta-small|OneLogin", "prompt": "c86-s2", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "OneLogin - best for simple SSO and MFA."}, {"id": "mai-20260917-0816-smoke|c86-s2|meta-small|miniOrange", "prompt": "c86-s2", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "miniOrange - best for flexible, budget-friendly IAM."}, {"id": "mai-20260917-0816-smoke|c86-s2|minimax-small|Microsoft Entra ID", "prompt": "c86-s2", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best if: You already use Microsoft 365... this is a natural choice."}, {"id": "mai-20260917-0816-smoke|c86-s2|minimax-small|JumpCloud", "prompt": "c86-s2", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if: You need an affordable, cross-platform solution... JumpCloud is the most affordable for small teams."}, {"id": "mai-20260917-0816-smoke|c86-s2|minimax-small|Okta Workforce Identity", "prompt": "c86-s2", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, it's more expensive and may be overkill for very small teams."}, {"id": "mai-20260917-0816-smoke|c86-s2|minimax-small|Google Cloud Identity", "prompt": "c86-s2", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Google Cloud Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you use Google Workspace, it's a solid, low-cost option."}, {"id": "mai-20260917-0816-smoke|c86-s2|minimax-small|OneLogin", "prompt": "c86-s2", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Similar to Okta, with pricing around $3–10 per user/month, but less market share."}, {"id": "mai-20260917-0816-smoke|c86-s2|minimax-small|Auth0", "prompt": "c86-s2", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Solutions like Auth0 or Okta Customer Identity are popular for that, but for employees, the above workforce IdPs suffice."}, {"id": "mai-20260917-0816-smoke|c86-s2|mistral-small|Okta", "prompt": "c86-s2", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a general-purpose SSO and identity provider, **Okta** or **Microsoft Entra ID** are the top choices"}, {"id": "mai-20260917-0816-smoke|c86-s2|mistral-small|Microsoft Entra ID", "prompt": "c86-s2", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Okta** or **Microsoft Entra ID** are the top choices due to their scalability and strong feature sets."}, {"id": "mai-20260917-0816-smoke|c86-s2|mistral-small|JumpCloud", "prompt": "c86-s2", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need device management as well, consider **JumpCloud**."}, {"id": "mai-20260917-0816-smoke|c86-s2|mistral-small|OneLogin", "prompt": "c86-s2", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OneLogin is a good choice for small businesses that want an easy-to-use SSO solution"}, {"id": "mai-20260917-0816-smoke|c86-s2|mistral-small|WorkOS", "prompt": "c86-s2", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For B2B SaaS companies embedding SSO for customers, **WorkOS** is highly recommended."}, {"id": "mai-20260917-0816-smoke|c86-s2|moonshot-small|JumpCloud", "prompt": "c86-s2", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **JumpCloud**"}, {"id": "mai-20260917-0816-smoke|c86-s2|moonshot-small|Microsoft Entra ID", "prompt": "c86-s2", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: **Microsoft Entra ID** (formerly Azure AD)"}, {"id": "mai-20260917-0816-smoke|c86-s2|moonshot-small|Okta", "prompt": "c86-s2", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: **Okta** ... **Caveat**: More expensive at scale"}, {"id": "mai-20260917-0816-smoke|c86-s2|openai-small|Google Workspace + Cloud Identity", "prompt": "c86-s2", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Google Workspace + Cloud Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "best if your company is already Google-first and wants lower complexity"}, {"id": "mai-20260917-0816-smoke|c86-s2|openai-small|Microsoft Entra ID (Azure AD)", "prompt": "c86-s2", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you use Microsoft 365, Teams, and Windows-heavy environments"}, {"id": "mai-20260917-0816-smoke|c86-s2|openai-small|Okta", "prompt": "c86-s2", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want a **single, neutral recommendation** for most small businesses, I\\u2019d pick: ## **Okta**"}, {"id": "mai-20260917-0816-smoke|c86-s2|openai-small|JumpCloud", "prompt": "c86-s2", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you want identity plus device/admin features in a smaller-business-friendly package"}, {"id": "mai-20260917-0816-smoke|c86-s2|xai-small|JumpCloud", "prompt": "c86-s2", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business managing employee SSO and identity, I recommend JumpCloud."}, {"id": "mai-20260917-0816-smoke|c86-s2|xai-small|Microsoft Entra ID", "prompt": "c86-s2", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Entra ID (if using Microsoft 365 Business Premium): Often $0 extra cost ... Best if your stack is Microsoft-heavy"}, {"id": "mai-20260917-0816-smoke|c86-s2|xai-small|Okta Workforce Identity Starter", "prompt": "c86-s2", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta Workforce Identity Starter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Top app coverage (7,500+), but overkill and pricier for tiny teams."}, {"id": "mai-20260917-0816-smoke|c86-s2|xai-small|OneLogin", "prompt": "c86-s2", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "~$3-6/user/month, no noted minimums. Solid mid-market option with strong MFA."}, {"id": "mai-20260917-0816-smoke|c86-s2|zai-small|Microsoft Entra ID (Azure AD)", "prompt": "c86-s2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your tech stack is Microsoft‑centric (M365, Azure, Teams) → **Microsoft Entra ID (Azure AD)** is usually the best single‑sign‑on and identity provider."}, {"id": "mai-20260917-0816-smoke|c86-s2|zai-small|Okta", "prompt": "c86-s2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're vendor‑agnostic... → **Okta** is the most reliable SSO and IdP choice."}, {"id": "mai-20260917-0816-smoke|c86-s2|zai-small|JumpCloud", "prompt": "c86-s2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**JumpCloud** or **OneLogin** are strong SMB‑focused alternatives"}, {"id": "mai-20260917-0816-smoke|c86-s2|zai-small|OneLogin", "prompt": "c86-s2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More affordable than Okta, focused on mid‑market organizations."}, {"id": "mai-20260917-0816-smoke|c86-s2|zai-small|Ping Identity", "prompt": "c86-s2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong B2B/partner IAM... These are more specialized and often enterprise‑oriented"}, {"id": "mai-20260917-0816-smoke|c86-s2|zai-small|Curity", "prompt": "c86-s2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "Curity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "One platform for B2B customer/partner access, including self‑service tools."}, {"id": "mai-20260917-0816-smoke|c86-s2|zai-small|EmpowerID", "prompt": "c86-s2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "EmpowerID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Unified fabric for partner organizations, users, roles, and governance."}, {"id": "mai-20260917-0816-smoke|c86-s2|zai-small|FoxIDs", "prompt": "c86-s2", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "paraphrase", "raw": "FoxIDs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Lets partners authenticate with their own IdP"}, {"id": "mai-20260917-0816-smoke|c86-s3|alibaba-small|Microsoft Entra", "prompt": "c86-s3", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Microsoft Entra** if you use Office 365 and want the lowest friction/cost."}, {"id": "mai-20260917-0816-smoke|c86-s3|alibaba-small|JumpCloud", "prompt": "c86-s3", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **JumpCloud** if you have a mix of Windows/Macs/Linuxs or if you need to manage passwords and device security alongside logins."}, {"id": "mai-20260917-0816-smoke|c86-s3|alibaba-small|Okta Workforce Identity Cloud", "prompt": "c86-s3", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Okta** if you plan to scale quickly and integrate with dozens of different niche SaaS tools."}, {"id": "mai-20260917-0816-smoke|c86-s3|alibaba-small|OneLogin", "prompt": "c86-s3", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Teams seeking simplicity and ease of deployment."}, {"id": "mai-20260917-0816-smoke|c86-s3|anthropic-small|JumpCloud", "prompt": "c86-s3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JumpCloud gives small businesses one platform for directory, SSO, MFA, and device management... a strong fit for lean IT teams"}, {"id": "mai-20260917-0816-smoke|c86-s3|anthropic-small|Okta", "prompt": "c86-s3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Okta's independence from any infrastructure vendor is its strategic advantage"}, {"id": "mai-20260917-0816-smoke|c86-s3|anthropic-small|Microsoft Entra", "prompt": "c86-s3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Entra ID remains the go-to IAM solution for organizations running on Microsoft 365 and Azure"}, {"id": "mai-20260917-0816-smoke|c86-s3|anthropic-small|OneLogin", "prompt": "c86-s3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "designed for small to mid-sized businesses that need core IAM functionality without the complexity of enterprise-heavy platforms"}, {"id": "mai-20260917-0816-smoke|c86-s3|anthropic-small|miniOrange", "prompt": "c86-s3", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "miniOrange offers configurable SSO, MFA, and directory features at competitive prices"}, {"id": "mai-20260917-0816-smoke|c86-s3|challenger-small|JumpCloud", "prompt": "c86-s3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JumpCloud is the best \"one pane of glass\" choice for small IT teams because it combines directory, SSO, MFA, and device management"}, {"id": "mai-20260917-0816-smoke|c86-s3|challenger-small|Microsoft Entra", "prompt": "c86-s3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "usually the best fit if your company already runs Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c86-s3|challenger-small|Okta", "prompt": "c86-s3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the strongest general-purpose choice when you want broad app integration"}, {"id": "mai-20260917-0816-smoke|c86-s3|challenger-small|OneLogin", "prompt": "c86-s3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose OneLogin if you want simple SSO/MFA at SMB scale"}, {"id": "mai-20260917-0816-smoke|c86-s3|challenger-small|miniOrange", "prompt": "c86-s3", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "mainly attractive when price and flexibility matter more than having the most recognized enterprise suite"}, {"id": "mai-20260917-0816-smoke|c86-s3|deepseek-small|JumpCloud", "prompt": "c86-s3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JumpCloud — best overall for SMBs"}, {"id": "mai-20260917-0816-smoke|c86-s3|deepseek-small|Microsoft Entra ID", "prompt": "c86-s3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use Microsoft 365 → Entra ID** is the most economical choice since it's bundled."}, {"id": "mai-20260917-0816-smoke|c86-s3|deepseek-small|Okta", "prompt": "c86-s3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "plan to grow → Okta.** ... Trade-offs: Pricier and more enterprise-oriented; can be overkill and costly for a tiny team."}, {"id": "mai-20260917-0816-smoke|c86-s3|deepseek-small|OneLogin (by One Identity)", "prompt": "c86-s3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "OneLogin (by One Identity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is the priority but you still need solid SSO+MFA → OneLogin."}, {"id": "mai-20260917-0816-smoke|c86-s3|deepseek-small|Cisco Duo", "prompt": "c86-s3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great if you mainly need simple, fast MFA (not a full directory/SSO platform)."}, {"id": "mai-20260917-0816-smoke|c86-s3|deepseek-small|Auth0", "prompt": "c86-s3", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "this is customer identity (CIAM), not workforce IAM, so usually a different use case"}, {"id": "mai-20260917-0816-smoke|c86-s3|google-small|JumpCloud", "prompt": "c86-s3", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small-to-medium teams that want to manage both employee identities (SSO, MFA) and physical devices ... If you have under 10 employees, start here because it is free."}, {"id": "mai-20260917-0816-smoke|c86-s3|google-small|Google Workspace (Cloud Identity)", "prompt": "c86-s3", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Google Workspace (Cloud Identity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Google Workspace if your team lives in Gmail and Google Drive ... you just want the easiest, lowest-friction SSO possible."}, {"id": "mai-20260917-0816-smoke|c86-s3|google-small|Microsoft Entra ID", "prompt": "c86-s3", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Microsoft Entra ID if you already pay for Microsoft 365 Business Premium."}, {"id": "mai-20260917-0816-smoke|c86-s3|google-small|Rippling", "prompt": "c86-s3", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Rippling if your team is growing, and you find yourself wasting hours manually setting up laptops"}, {"id": "mai-20260917-0816-smoke|c86-s3|google-small|Okta Workforce Identity Cloud", "prompt": "c86-s3", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it has a $1,500 annual contract minimum, meaning it can be prohibitively expensive and overly complex for a 15-person team with basic needs."}, {"id": "mai-20260917-0816-smoke|c86-s3|mistral-small|JumpCloud", "prompt": "c86-s3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, JumpCloud or Microsoft Entra are the best all-around choices"}, {"id": "mai-20260917-0816-smoke|c86-s3|mistral-small|Microsoft Entra", "prompt": "c86-s3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, JumpCloud or Microsoft Entra are the best all-around choices"}, {"id": "mai-20260917-0816-smoke|c86-s3|mistral-small|Okta Workforce Identity", "prompt": "c86-s3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Can be more expensive and complex for very small teams."}, {"id": "mai-20260917-0816-smoke|c86-s3|mistral-small|OneLogin", "prompt": "c86-s3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need simplicity and fast deployment, OneLogin is a strong contender."}, {"id": "mai-20260917-0816-smoke|c86-s3|mistral-small|miniOrange", "prompt": "c86-s3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "May require more manual setup and less polished user experience."}, {"id": "mai-20260917-0816-smoke|c86-s3|mistral-small|Ping Identity", "prompt": "c86-s3", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Steeper learning curve and higher cost."}, {"id": "mai-20260917-0816-smoke|c86-s3|moonshot-small|JumpCloud", "prompt": "c86-s3", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **JumpCloud** offers the best balance of features, pricing, and ease of use"}, {"id": "mai-20260917-0816-smoke|c86-s3|moonshot-small|OneLogin", "prompt": "c86-s3", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value for Basic SSO/MFA ... Lowest entry price point for SSO + MFA"}, {"id": "mai-20260917-0816-smoke|c86-s3|moonshot-small|Microsoft Entra ID", "prompt": "c86-s3", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-Centric Teams"}, {"id": "mai-20260917-0816-smoke|c86-s3|moonshot-small|Okta Workforce Identity", "prompt": "c86-s3", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher cost; overkill for teams under 20-50 employees; no native device management"}, {"id": "mai-20260917-0816-smoke|c86-s3|openai-small|Microsoft Entra ID", "prompt": "c86-s3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Microsoft Entra ID** if you already pay for Microsoft 365 and want the simplest path to secure SSO/MFA."}, {"id": "mai-20260917-0816-smoke|c86-s3|openai-small|JumpCloud", "prompt": "c86-s3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **JumpCloud** if you want a clean, SMB-friendly identity platform with real device management."}, {"id": "mai-20260917-0816-smoke|c86-s3|openai-small|Rippling", "prompt": "c86-s3", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Rippling** if you want identity to be tightly connected to HR, onboarding, and offboarding."}, {"id": "mai-20260917-0816-smoke|c86-s3|xai-small|JumpCloud", "prompt": "c86-s3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recent rankings (e.g., StartWithIdentity, TechRepublic) put JumpCloud #1 for SMBs"}, {"id": "mai-20260917-0816-smoke|c86-s3|xai-small|Microsoft Entra ID", "prompt": "c86-s3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Entra/Okta tied for value/scalability"}, {"id": "mai-20260917-0816-smoke|c86-s3|xai-small|Okta Workforce Identity", "prompt": "c86-s3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Higher mins/cost for tiny teams, more complex setup"}, {"id": "mai-20260917-0816-smoke|c86-s3|xai-small|OneLogin", "prompt": "c86-s3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cheapest entry, quick setup, good mid-market alternative"}, {"id": "mai-20260917-0816-smoke|c86-s3|xai-small|Google Cloud Identity", "prompt": "c86-s3", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Google Cloud Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Seamless for Google shops, low/no added cost"}, {"id": "mai-20260917-0816-smoke|c86-s3|zai-small|JumpCloud", "prompt": "c86-s3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JumpCloud** is the best choice if you want a single platform that handles directory, SSO, MFA, and device management for a small team"}, {"id": "mai-20260917-0816-smoke|c86-s3|zai-small|Microsoft Entra (formerly Azure AD)", "prompt": "c86-s3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Microsoft Entra (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Entra** is the natural fit if you're already on Microsoft 365 and want a low‑cost, tightly integrated identity layer."}, {"id": "mai-20260917-0816-smoke|c86-s3|zai-small|Okta Workforce Identity", "prompt": "c86-s3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Okta** offers the broadest app ecosystem and strongest security posture, ideal if you anticipate scaling beyond SMB"}, {"id": "mai-20260917-0816-smoke|c86-s3|zai-small|OneLogin", "prompt": "c86-s3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OneLogin** provides a simple, per‑user pricing model and easy management—great for lean IT teams."}, {"id": "mai-20260917-0816-smoke|c86-s3|zai-small|miniOrange", "prompt": "c86-s3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**miniOrange** is a budget‑focused option for targeted SSO/MFA needs, especially when you have niche integrations."}, {"id": "mai-20260917-0816-smoke|c86-s3|zai-small|CyberArk Workforce Identity", "prompt": "c86-s3", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "comparative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**CyberArk** shines when you need privileged access management alongside standard workforce identity, at a higher cost and with more specialized features."}, {"id": "mai-20260917-0816-smoke|c86-s4|alibaba-small|Cisco Duo", "prompt": "c86-s4", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Value: **Cisco Duo** ... widely considered the most cost-effective standalone solution."}, {"id": "mai-20260917-0816-smoke|c86-s4|alibaba-small|Microsoft Entra ID", "prompt": "c86-s4", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Microsoft Entra ID** if you use Microsoft 365 and want the simplest setup with minimal new costs."}, {"id": "mai-20260917-0816-smoke|c86-s4|alibaba-small|JumpCloud", "prompt": "c86-s4", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best All-in-One Identity & Device Management: **JumpCloud** ... highly regarded for its flexibility."}, {"id": "mai-20260917-0816-smoke|c86-s4|alibaba-small|miniOrange", "prompt": "c86-s4", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative Budget Contender: **miniOrange**"}, {"id": "mai-20260917-0816-smoke|c86-s4|anthropic-small|JumpCloud", "prompt": "c86-s4", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. JumpCloud** - Best Overall for SMBs"}, {"id": "mai-20260917-0816-smoke|c86-s4|anthropic-small|Microsoft Entra ID", "prompt": "c86-s4", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if You Use Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c86-s4|anthropic-small|OneLogin (One Identity)", "prompt": "c86-s4", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin (One Identity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a practical mid-market and SMB choice for teams wanting core identity"}, {"id": "mai-20260917-0816-smoke|c86-s4|anthropic-small|miniOrange", "prompt": "c86-s4", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "miniOrange is recommended for flexible, budget-friendly IAM"}, {"id": "mai-20260917-0816-smoke|c86-s4|anthropic-small|Okta", "prompt": "c86-s4", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid: Okta's costs escalate quickly... making it a poor fit for small businesses"}, {"id": "mai-20260917-0816-smoke|c86-s4|challenger-small|Microsoft Entra ID", "prompt": "c86-s4", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall workforce identity platform is usually **Microsoft Entra ID** *if you already use Microsoft 365*"}, {"id": "mai-20260917-0816-smoke|c86-s4|challenger-small|OneLogin", "prompt": "c86-s4", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "otherwise pick OneLogin for the lowest-cost straightforward workforce IAM"}, {"id": "mai-20260917-0816-smoke|c86-s4|challenger-small|JumpCloud", "prompt": "c86-s4", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want identity plus device management in one tool, with SMB-friendly pricing and a free tier"}, {"id": "mai-20260917-0816-smoke|c86-s4|challenger-small|miniOrange", "prompt": "c86-s4", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "mentioned as budget-friendly, but with less consistent positioning"}, {"id": "mai-20260917-0816-smoke|c86-s4|challenger-small|Okta", "prompt": "c86-s4", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strong product, but generally less budget-friendly for a small company"}, {"id": "mai-20260917-0816-smoke|c86-s4|deepseek-small|Microsoft Entra ID", "prompt": "c86-s4", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already have Microsoft 365** → Use the **included Entra ID**; it's essentially free and covers most small-business needs. This is the least-cost option."}, {"id": "mai-20260917-0816-smoke|c86-s4|deepseek-small|JumpCloud", "prompt": "c86-s4", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you don't use Microsoft and want a free starting point** → **JumpCloud**, because its free tier (up to 10 users) lets you test real SSO/MFA/device management"}, {"id": "mai-20260917-0816-smoke|c86-s4|deepseek-small|Okta Workforce Identity", "prompt": "c86-s4", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The identity leader with the largest SaaS app catalog and adaptive MFA. Good long-term brand choice as you grow."}, {"id": "mai-20260917-0816-smoke|c86-s4|deepseek-small|Cisco Duo", "prompt": "c86-s4", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cheapest if MFA is your main need... Excellent value if enforcing multi-factor authentication is your primary concern"}, {"id": "mai-20260917-0816-smoke|c86-s4|google-small|Okta", "prompt": "c86-s4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise leaders like Okta or Ping Identity are often cost-prohibitive because of premium pricing, modular upcharging (the \"SSO tax\"), or high annual minimum contracts."}, {"id": "mai-20260917-0816-smoke|c86-s4|google-small|Ping Identity", "prompt": "c86-s4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise leaders like Okta or Ping Identity are often cost-prohibitive because of premium pricing"}, {"id": "mai-20260917-0816-smoke|c86-s4|google-small|JumpCloud", "prompt": "c86-s4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "JumpCloud is widely considered the gold standard for small businesses"}, {"id": "mai-20260917-0816-smoke|c86-s4|google-small|Microsoft Entra ID", "prompt": "c86-s4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you run on Microsoft 365: Stick to Microsoft Entra ID. It offers the best value-to-cost ratio"}, {"id": "mai-20260917-0816-smoke|c86-s4|google-small|Google Cloud Identity", "prompt": "c86-s4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Google Cloud Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Google Workspace users under 50 people"}, {"id": "mai-20260917-0816-smoke|c86-s4|google-small|Authentik", "prompt": "c86-s4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Authentik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Authentik and Keycloak are open-source, fully featured identity providers."}, {"id": "mai-20260917-0816-smoke|c86-s4|google-small|Keycloak", "prompt": "c86-s4", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Authentik and Keycloak are open-source, fully featured identity providers."}, {"id": "mai-20260917-0816-smoke|c86-s4|meta-small|JumpCloud", "prompt": "c86-s4", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best workforce identity platform for a small company with a tight budget is JumpCloud"}, {"id": "mai-20260917-0816-smoke|c86-s4|meta-small|Okta", "prompt": "c86-s4", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Okta, Microsoft Entra, OneLogin, and miniOrange"}, {"id": "mai-20260917-0816-smoke|c86-s4|meta-small|Microsoft Entra", "prompt": "c86-s4", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Okta, Microsoft Entra, OneLogin, and miniOrange"}, {"id": "mai-20260917-0816-smoke|c86-s4|meta-small|OneLogin", "prompt": "c86-s4", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Okta, Microsoft Entra, OneLogin, and miniOrange"}, {"id": "mai-20260917-0816-smoke|c86-s4|meta-small|miniOrange", "prompt": "c86-s4", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include Okta, Microsoft Entra, OneLogin, and miniOrange"}, {"id": "mai-20260917-0816-smoke|c86-s4|minimax-small|miniOrange", "prompt": "c86-s4", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **miniOrange**"}, {"id": "mai-20260917-0816-smoke|c86-s4|minimax-small|JumpCloud", "prompt": "c86-s4", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**JumpCloud** offers better overall value at around $3-12/user/month"}, {"id": "mai-20260917-0816-smoke|c86-s4|minimax-small|OneLogin", "prompt": "c86-s4", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Simplicity)"}, {"id": "mai-20260917-0816-smoke|c86-s4|minimax-small|Microsoft Entra", "prompt": "c86-s4", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Microsoft 365 Users)"}, {"id": "mai-20260917-0816-smoke|c86-s4|mistral-small|JumpCloud", "prompt": "c86-s4", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JumpCloud, Microsoft Entra ID, and miniOrange are the top recommendations for small companies with tight budgets"}, {"id": "mai-20260917-0816-smoke|c86-s4|mistral-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-s4", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you already use Microsoft 365, Entra ID is especially compelling due to its free tier and seamless integration."}, {"id": "mai-20260917-0816-smoke|c86-s4|mistral-small|miniOrange", "prompt": "c86-s4", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for being flexible and budget-friendly, making it a strong choice for cost-conscious small businesses."}, {"id": "mai-20260917-0816-smoke|c86-s4|mistral-small|OneLogin", "prompt": "c86-s4", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers simple SSO and MFA, which can be cost-effective for smaller teams."}, {"id": "mai-20260917-0816-smoke|c86-s4|mistral-small|Okta", "prompt": "c86-s4", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "starts at around $6 per user per month with a $1,500 annual minimum, which may be less suitable for very small teams with tight budgets"}, {"id": "mai-20260917-0816-smoke|c86-s4|moonshot-small|JumpCloud", "prompt": "c86-s4", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JumpCloud** offers the best value with its free tier and reasonable scaling costs"}, {"id": "mai-20260917-0816-smoke|c86-s4|moonshot-small|Microsoft Entra ID", "prompt": "c86-s4", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you use Microsoft 365** → Go with **Microsoft Entra ID** (already included)"}, {"id": "mai-20260917-0816-smoke|c86-s4|moonshot-small|Google Workspace", "prompt": "c86-s4", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Google Shops) - **Cost:** Included with Google Workspace plans"}, {"id": "mai-20260917-0816-smoke|c86-s4|moonshot-small|OneLogin", "prompt": "c86-s4", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **OneLogin** | ~$2-4/user/mo | No | Basic SSO needs |"}, {"id": "mai-20260917-0816-smoke|c86-s4|moonshot-small|Keycloak", "prompt": "c86-s4", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Keycloak** is free but requires setup and maintenance"}, {"id": "mai-20260917-0816-smoke|c86-s4|moonshot-small|Okta", "prompt": "c86-s4", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Okta for tight budgets—it scales quickly in cost and is generally overkill for small businesses."}, {"id": "mai-20260917-0816-smoke|c86-s4|openai-small|Microsoft Entra ID", "prompt": "c86-s4", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Microsoft Entra ID (formerly Azure AD) if you already use Microsoft 365."}, {"id": "mai-20260917-0816-smoke|c86-s4|openai-small|JumpCloud", "prompt": "c86-s4", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong low-cost alternative is **JumpCloud** for a simpler, all-in-one workforce identity and device management setup"}, {"id": "mai-20260917-0816-smoke|c86-s4|openai-small|Okta", "prompt": "c86-s4", "model": "openai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Very good product, but often pricier than small companies need"}, {"id": "mai-20260917-0816-smoke|c86-s4|xai-small|JumpCloud", "prompt": "c86-s4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JumpCloud stands out as the best workforce identity platform overall"}, {"id": "mai-20260917-0816-smoke|c86-s4|xai-small|Microsoft Entra ID", "prompt": "c86-s4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if it doesn't fit: Microsoft Entra ID (if you use Microsoft 365)"}, {"id": "mai-20260917-0816-smoke|c86-s4|xai-small|Okta Workforce Identity Cloud", "prompt": "c86-s4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "has a ~$1,500 annual minimum in some cases—avoid if under ~25 users"}, {"id": "mai-20260917-0816-smoke|c86-s4|xai-small|Cisco Duo", "prompt": "c86-s4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free for up to 10 users (MFA-focused with SSO add-ons from $3/user/month)"}, {"id": "mai-20260917-0816-smoke|c86-s4|xai-small|OneLogin", "prompt": "c86-s4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ultra-budget picks): OneLogin ~$3–$6/user/month"}, {"id": "mai-20260917-0816-smoke|c86-s4|xai-small|miniOrange", "prompt": "c86-s4", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "miniOrange as low as $1–$2/user/month for SSO/MFA. Good for basic needs, but fewer reviews"}, {"id": "mai-20260917-0816-smoke|c86-s4|zai-small|Microsoft Entra ID", "prompt": "c86-s4", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Microsoft 365 Users ... then move to **Microsoft Entra ID** if you're on M365. Both offer excellent value"}, {"id": "mai-20260917-0816-smoke|c86-s4|zai-small|JumpCloud", "prompt": "c86-s4", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My top pick:** Start with **JumpCloud's free tier** to test"}, {"id": "mai-20260917-0816-smoke|c86-s4|zai-small|Cisco Duo", "prompt": "c86-s4", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Needs strong MFA with simple SSO | **Cisco Duo** (very affordable)"}, {"id": "mai-20260917-0816-smoke|c86-s4|zai-small|Okta Workforce Identity", "prompt": "c86-s4", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "budget", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caveat:** Hidden costs for governance, lifecycle management, and premium features can add up"}, {"id": "mai-20260917-0816-smoke|c86-s5|alibaba-small|Okta", "prompt": "c86-s5", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The market leader. Very polished, massive integrations, but can be pricey."}, {"id": "mai-20260917-0816-smoke|c86-s5|alibaba-small|OneLogin", "prompt": "c86-s5", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great mid-range options. Often easier to implement than Okta and more affordable."}, {"id": "mai-20260917-0816-smoke|c86-s5|alibaba-small|Microsoft Entra ID (Azure AD)", "prompt": "c86-s5", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "*If you use O365.* It is likely already included in your license. It's hard to beat for value at 30 people."}, {"id": "mai-20260917-0816-smoke|c86-s5|alibaba-small|Google Cloud Identity", "prompt": "c86-s5", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Google Cloud Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "*If you use Google Workspace.* Similar deal as Microsoft."}, {"id": "mai-20260917-0816-smoke|c86-s5|alibaba-small|Jumpcloud", "prompt": "c86-s5", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Jumpcloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great mid-range options. Often easier to implement than Okta and more affordable."}, {"id": "mai-20260917-0816-smoke|c86-s5|alibaba-small|Ping Identity", "prompt": "c86-s5", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Usually overkill/expensive for a 30-person company"}, {"id": "mai-20260917-0816-smoke|c86-s5|alibaba-small|ForgeRock", "prompt": "c86-s5", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "ForgeRock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Usually overkill/expensive for a 30-person company unless you have very specific legacy needs."}, {"id": "mai-20260917-0816-smoke|c86-s5|deepseek-small|Microsoft Entra ID", "prompt": "c86-s5", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Entra ID (formerly Azure AD) is likely already included in your licenses. For ~75% of companies this is the most cost-effective answer"}, {"id": "mai-20260917-0816-smoke|c86-s5|deepseek-small|Google Cloud Identity", "prompt": "c86-s5", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Google Cloud Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you run Google Workspace — Google Cloud Identity is similarly bundled."}, {"id": "mai-20260917-0816-smoke|c86-s5|deepseek-small|JumpCloud", "prompt": "c86-s5", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tools like **JumpCloud** combine directory, SSO, MFA, and device management in one — great if you don't want to run Active Directory and have a lean IT team."}, {"id": "mai-20260917-0816-smoke|c86-s5|deepseek-small|Okta", "prompt": "c86-s5", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Okta | Diverse SaaS portfolio, largest integration catalog (18,000+) | Pricing adds up as you add modules"}, {"id": "mai-20260917-0816-smoke|c86-s5|deepseek-small|OneLogin", "prompt": "c86-s5", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "OneLogin | Affordable mid-market, simple | Less enterprise depth"}, {"id": "mai-20260917-0816-smoke|c86-s5|deepseek-small|Ping Identity", "prompt": "c86-s5", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Ping Identity | Complex/regulated enterprises | Probably overkill for 30 people"}, {"id": "mai-20260917-0816-smoke|c86-s5|google-small|Okta", "prompt": "c86-s5", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "It is usually overkill and too expensive for a 30-person company... Okta's pricing and minimum contract size can be punitive for small teams."}, {"id": "mai-20260917-0816-smoke|c86-s5|google-small|Rippling", "prompt": "c86-s5", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Approach A: The HR-IT Converged Route (Best for rapid scaling)... **Top Vendor:** **Rippling**"}, {"id": "mai-20260917-0816-smoke|c86-s5|google-small|Google Workspace (Cloud Identity)", "prompt": "c86-s5", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Google Workspace (Cloud Identity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "upgrading to *Cloud Identity Premium* unlocks Single Sign-On (SSO) and basic mobile device management"}, {"id": "mai-20260917-0816-smoke|c86-s5|google-small|Microsoft Entra ID", "prompt": "c86-s5", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a Microsoft-heavy shop, *Microsoft Entra ID* (formerly Azure AD) is the gold standard."}, {"id": "mai-20260917-0816-smoke|c86-s5|google-small|JumpCloud", "prompt": "c86-s5", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "It is designed specifically for SMBs... it is free for your first 10 users, making it very affordable to test and scale."}, {"id": "mai-20260917-0816-smoke|c86-s5|google-small|1Password", "prompt": "c86-s5", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "1Password", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you may need a business password manager (like **1Password** or **Bitwarden**) alongside your IAM tool"}, {"id": "mai-20260917-0816-smoke|c86-s5|google-small|Bitwarden", "prompt": "c86-s5", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Bitwarden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "you may need a business password manager (like **1Password** or **Bitwarden**) alongside your IAM tool"}, {"id": "mai-20260917-0816-smoke|c86-s5|meta-small|Ping Identity", "prompt": "c86-s5", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Ping Identity recommends a three-step evaluation process organized by basic, intermediate, and advanced capabilities."}, {"id": "mai-20260917-0816-smoke|c86-s5|minimax-small|Microsoft Entra ID", "prompt": "c86-s5", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leaders from recent Forrester Wave include: **Microsoft Entra ID**, **CyberArk Identity**, **Okta**, and **Ping Identity**."}, {"id": "mai-20260917-0816-smoke|c86-s5|minimax-small|CyberArk Identity", "prompt": "c86-s5", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "CyberArk Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leaders from recent Forrester Wave include: **Microsoft Entra ID**, **CyberArk Identity**, **Okta**, and **Ping Identity**."}, {"id": "mai-20260917-0816-smoke|c86-s5|minimax-small|Okta", "prompt": "c86-s5", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leaders from recent Forrester Wave include: **Microsoft Entra ID**, **CyberArk Identity**, **Okta**, and **Ping Identity**."}, {"id": "mai-20260917-0816-smoke|c86-s5|minimax-small|Ping Identity", "prompt": "c86-s5", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leaders from recent Forrester Wave include: **Microsoft Entra ID**, **CyberArk Identity**, **Okta**, and **Ping Identity**."}, {"id": "mai-20260917-0816-smoke|c86-s5|mistral-small|Okta", "prompt": "c86-s5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some vendors offer free tiers for small teams (e.g., Okta, JumpCloud, 1Password Business)."}, {"id": "mai-20260917-0816-smoke|c86-s5|mistral-small|JumpCloud", "prompt": "c86-s5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| JumpCloud      | ✅  | ✅  | ✅                 | $10/user/mo    | 10 users free |"}, {"id": "mai-20260917-0816-smoke|c86-s5|mistral-small|1Password Business", "prompt": "c86-s5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| 1Password Business | ✅  | ✅  | ❌ (needs directory) | $7.99/user/mo  | 14-day trial |"}, {"id": "mai-20260917-0816-smoke|c86-s5|mistral-small|Microsoft Entra ID (Azure AD)", "prompt": "c86-s5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Microsoft Entra ID (Azure AD) | ✅  | ✅  | ✅  | $6/user/mo (P1) | Free tier available |"}, {"id": "mai-20260917-0816-smoke|c86-s5|mistral-small|Duo Security", "prompt": "c86-s5", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Duo Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Duo Security   | ✅  | ✅  | ❌                 | $3/user/mo     | Free tier available |"}, {"id": "mai-20260917-0816-smoke|c86-s5|moonshot-small|JumpCloud", "prompt": "c86-s5", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JumpCloud - Specifically designed for SMBs; combines directory, SSO, MFA, and device management"}, {"id": "mai-20260917-0816-smoke|c86-s5|moonshot-small|Okta", "prompt": "c86-s5", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Okta - Industry leader with strong integration catalog"}, {"id": "mai-20260917-0816-smoke|c86-s5|moonshot-small|Microsoft Entra ID", "prompt": "c86-s5", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft Entra ID - Good if you're already Microsoft-centric"}, {"id": "mai-20260917-0816-smoke|c86-s5|xai-small|JumpCloud", "prompt": "c86-s5", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top fits from recent analyses include JumpCloud (great for SMBs with device management)"}, {"id": "mai-20260917-0816-smoke|c86-s5|xai-small|Okta Workforce", "prompt": "c86-s5", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Okta Workforce (broad integrations)"}, {"id": "mai-20260917-0816-smoke|c86-s5|xai-small|Microsoft Entra ID", "prompt": "c86-s5", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft Entra ID (if you're on Microsoft 365)"}, {"id": "mai-20260917-0816-smoke|c86-s5|xai-small|OneLogin", "prompt": "c86-s5", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OneLogin (simple setup)"}, {"id": "mai-20260917-0816-smoke|c86-s5|zai-small|Microsoft Entra ID", "prompt": "c86-s5", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep Microsoft 365/Azure integration... Best if you're heavily Microsoft-centric; pricing may add up for full suite."}, {"id": "mai-20260917-0816-smoke|c86-s5|zai-small|Okta", "prompt": "c86-s5", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Per-user pricing can be high; extensive configuration needed for full value."}, {"id": "mai-20260917-0816-smoke|c86-s5|zai-small|JumpCloud", "prompt": "c86-s5", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloud directory, AD/LDAP bridge, broad OS/device integration, good for hybrid environments."}, {"id": "mai-20260917-0816-smoke|c86-s5|zai-small|CyberArk Identity", "prompt": "c86-s5", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "CyberArk Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Often targeted at regulated/enterprise environments; pricing may be higher."}, {"id": "mai-20260917-0816-smoke|c86-s5|zai-small|Ping Identity", "prompt": "c86-s5", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More complex to implement and manage; cost and expertise required."}, {"id": "mai-20260917-0816-smoke|c86-s5|zai-small|Keycloak", "prompt": "c86-s5", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Keycloak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Requires in-house DevOps/security expertise, ongoing maintenance."}, {"id": "mai-20260917-0816-smoke|c86-s5|zai-small|Zitadel", "prompt": "c86-s5", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Zitadel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Requires in-house DevOps/security expertise, ongoing maintenance."}, {"id": "mai-20260917-0816-smoke|c86-s5|zai-small|Authelia", "prompt": "c86-s5", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Authelia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Requires in-house DevOps/security expertise, ongoing maintenance."}, {"id": "mai-20260917-0816-smoke|c86-s5|zai-small|Auth0/Okta Customer Identity Cloud", "prompt": "c86-s5", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Auth0/Okta Customer Identity Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Developer-friendly, B2C focus, quick onboarding. | May need additional layers for internal workforce governance."}, {"id": "mai-20260917-0816-smoke|c86-s5|zai-small|LoginRadius", "prompt": "c86-s5", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "LoginRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "May need additional layers for internal workforce governance."}, {"id": "mai-20260917-0816-smoke|c86-s5|zai-small|Deel IT", "prompt": "c86-s5", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "scale", "raw": "Deel IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "May need additional layers for internal workforce governance."}, {"id": "mai-20260917-0816-smoke|c86-s6|alibaba-small|SailPoint", "prompt": "c86-s6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Vendors to Avoid/Caution With:** **SailPoint**"}, {"id": "mai-20260917-0816-smoke|c86-s6|alibaba-small|CyberArk", "prompt": "c86-s6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Vendors to Avoid/Caution With:** **CyberArk**"}, {"id": "mai-20260917-0816-smoke|c86-s6|alibaba-small|Ping Identity", "prompt": "c86-s6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Vendors to Avoid/Caution With:** **Ping Identity**"}, {"id": "mai-20260917-0816-smoke|c86-s6|alibaba-small|Microsoft Entra ID", "prompt": "c86-s6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "better served by leveraging the identity features already included in their core productivity suites (e.g., **Microsoft Entra ID** via Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c86-s6|alibaba-small|Google Workspace", "prompt": "c86-s6", "model": "alibaba-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Microsoft Entra ID** via Microsoft 365 or **Google Workspace**) before adding a standalone third-party layer"}, {"id": "mai-20260917-0816-smoke|c86-s6|anthropic-small|CyberArk", "prompt": "c86-s6", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "CyberArk can be slightly expensive compared to its competitors, making it unsuitable for small or medium businesses."}, {"id": "mai-20260917-0816-smoke|c86-s6|anthropic-small|Ping Identity", "prompt": "c86-s6", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "built for large enterprises... rarely the quickest or cheapest option for a small team"}, {"id": "mai-20260917-0816-smoke|c86-s6|anthropic-small|ForgeRock", "prompt": "c86-s6", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "ForgeRock is designed for complex, large-scale deployments and carries custom pricing"}, {"id": "mai-20260917-0816-smoke|c86-s6|anthropic-small|Okta", "prompt": "c86-s6", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Okta has premium pricing relative to SMB-first tools"}, {"id": "mai-20260917-0816-smoke|c86-s6|anthropic-small|Microsoft Entra ID", "prompt": "c86-s6", "model": "anthropic-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Microsoft Entra ID is the natural choice for Microsoft 365 businesses"}, {"id": "mai-20260917-0816-smoke|c86-s6|challenger-small|SailPoint IdentityIQ", "prompt": "c86-s6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "explicitly called out as over-engineered for the 100–500 employee range"}, {"id": "mai-20260917-0816-smoke|c86-s6|challenger-small|Oracle Identity Manager", "prompt": "c86-s6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Oracle Identity Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "excluded from the SMB shortlist for being enterprise-oriented and too heavy for smaller teams"}, {"id": "mai-20260917-0816-smoke|c86-s6|challenger-small|IBM ISAM", "prompt": "c86-s6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "IBM ISAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "likewise excluded as enterprise-scale and likely too complex for a small business"}, {"id": "mai-20260917-0816-smoke|c86-s6|challenger-small|Saviynt", "prompt": "c86-s6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "another governance-heavy enterprise platform that the SMB-focused roundup deliberately left out"}, {"id": "mai-20260917-0816-smoke|c86-s6|challenger-small|Ping Identity", "prompt": "c86-s6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "complexity and cost that can be excessive for mid-sized firms"}, {"id": "mai-20260917-0816-smoke|c86-s6|challenger-small|Okta Workforce Identity", "prompt": "c86-s6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not “bad,” but some SMB-focused guidance says to skip it unless you need a large SaaS integration catalog"}, {"id": "mai-20260917-0816-smoke|c86-s6|challenger-small|Microsoft Entra ID", "prompt": "c86-s6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "a small business with a significant macOS/Linux population or non-Microsoft stack should be cautious about making it the primary identity platform"}, {"id": "mai-20260917-0816-smoke|c86-s6|challenger-small|Google Workspace", "prompt": "c86-s6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "already live in **Microsoft 365** or **Google Workspace**, the built-in identity tools may be enough"}, {"id": "mai-20260917-0816-smoke|c86-s6|challenger-small|JumpCloud", "prompt": "c86-s6", "model": "challenger-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**JumpCloud** is repeatedly positioned as a better SMB fit than enterprise IAM suites"}, {"id": "mai-20260917-0816-smoke|c86-s6|deepseek-small|SailPoint", "prompt": "c86-s6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid \"buying by brand reputation\" and choosing enterprise-heavy products (SailPoint, Okta, Ping)"}, {"id": "mai-20260917-0816-smoke|c86-s6|deepseek-small|Okta Workforce Identity", "prompt": "c86-s6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid ... choosing enterprise-heavy products (SailPoint, Okta, Ping)"}, {"id": "mai-20260917-0816-smoke|c86-s6|deepseek-small|Ping Identity", "prompt": "c86-s6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Another enterprise-grade platform that's generally over-specced and over-priced for SMBs."}, {"id": "mai-20260917-0816-smoke|c86-s6|deepseek-small|JumpCloud", "prompt": "c86-s6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "the well-regarded SMB-focused options ... like JumpCloud, Microsoft Entra ID, or Rippling"}, {"id": "mai-20260917-0816-smoke|c86-s6|deepseek-small|Microsoft Entra ID", "prompt": "c86-s6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "like JumpCloud, Microsoft Entra ID, or Rippling \\u2014 are the ones that tend to avoid all three of these pitfalls"}, {"id": "mai-20260917-0816-smoke|c86-s6|deepseek-small|Rippling", "prompt": "c86-s6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "the sweet spot for most SMBs is tools like JumpCloud, Microsoft Entra ID, and Rippling"}, {"id": "mai-20260917-0816-smoke|c86-s6|deepseek-small|OneLogin", "prompt": "c86-s6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "OneLogin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be cautious with OneLogin (history of incidents)."}, {"id": "mai-20260917-0816-smoke|c86-s6|deepseek-small|Akamai Identity Cloud", "prompt": "c86-s6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Akamai Identity Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "avoid products in active retirement ... (Akamai Identity Cloud"}, {"id": "mai-20260917-0816-smoke|c86-s6|deepseek-small|Azure AD B2B/B2C", "prompt": "c86-s6", "model": "deepseek-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Azure AD B2B/B2C", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "avoid products in active retirement ... legacy Azure AD B2B/B2C"}, {"id": "mai-20260917-0816-smoke|c86-s6|google-small|SailPoint", "prompt": "c86-s6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to Avoid: These platforms are built for Fortune 500 companies"}, {"id": "mai-20260917-0816-smoke|c86-s6|google-small|CyberArk", "prompt": "c86-s6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to Avoid: These platforms are built for Fortune 500 companies"}, {"id": "mai-20260917-0816-smoke|c86-s6|google-small|Saviynt", "prompt": "c86-s6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to Avoid: These platforms are built for Fortune 500 companies"}, {"id": "mai-20260917-0816-smoke|c86-s6|google-small|Ping Identity", "prompt": "c86-s6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to Be Cautious: Ping and ForgeRock are incredibly powerful... Requires Developer Resources"}, {"id": "mai-20260917-0816-smoke|c86-s6|google-small|ForgeRock", "prompt": "c86-s6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Steep Learning Curve: They have a notoriously high learning curve"}, {"id": "mai-20260917-0816-smoke|c86-s6|google-small|Okta", "prompt": "c86-s6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Why to Be Cautious: Okta is the undisputed leader... Nickel-and-Dime Pricing"}, {"id": "mai-20260917-0816-smoke|c86-s6|google-small|On-Premises Microsoft Active Directory (AD)", "prompt": "c86-s6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "On-Premises Microsoft Active Directory (AD)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why to Avoid: Active Directory is over 25 years old"}, {"id": "mai-20260917-0816-smoke|c86-s6|google-small|Keycloak", "prompt": "c86-s6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Keycloak", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Why to Avoid: On paper, open-source sounds great because the software licensing is \"free.\""}, {"id": "mai-20260917-0816-smoke|c86-s6|google-small|Gluu", "prompt": "c86-s6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Gluu", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Self-hosted Keycloak, Gluu, or custom-configured reverse proxies... Why to Avoid"}, {"id": "mai-20260917-0816-smoke|c86-s6|google-small|JumpCloud", "prompt": "c86-s6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "JumpCloud: Often called \"Active Directory for the cloud era.\" It unifies SSO, MFA, directory services, and device management"}, {"id": "mai-20260917-0816-smoke|c86-s6|google-small|Rippling", "prompt": "c86-s6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Highly popular for small businesses because it dynamically links identity and device management"}, {"id": "mai-20260917-0816-smoke|c86-s6|google-small|Microsoft Entra ID", "prompt": "c86-s6", "model": "google-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "If your business already runs on Microsoft 365, Entra ID ... is usually built right into your subscription"}, {"id": "mai-20260917-0816-smoke|c86-s6|meta-small|SailPoint IdentityIQ", "prompt": "c86-s6", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "powerful but built for enterprise scale and may be over-engineered for small businesses with 100-500 employees"}, {"id": "mai-20260917-0816-smoke|c86-s6|meta-small|Oracle Identity Manager", "prompt": "c86-s6", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Oracle Identity Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "powerful but built for enterprise scale and may be over-engineered for small businesses"}, {"id": "mai-20260917-0816-smoke|c86-s6|meta-small|IBM ISAM", "prompt": "c86-s6", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "IBM ISAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "powerful but built for enterprise scale and may be over-engineered for small businesses"}, {"id": "mai-20260917-0816-smoke|c86-s6|meta-small|Saviynt", "prompt": "c86-s6", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "powerful but built for enterprise scale and may be over-engineered for small businesses"}, {"id": "mai-20260917-0816-smoke|c86-s6|meta-small|Okta", "prompt": "c86-s6", "model": "meta-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Okta's workforce product line has a $1,500 annual minimum commitment, making it a poor fit for very small teams"}, {"id": "mai-20260917-0816-smoke|c86-s6|minimax-small|SailPoint IdentityIQ & Identity Security Cloud", "prompt": "c86-s6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "SailPoint IdentityIQ & Identity Security Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid**: Built for enterprise-scale organizations with complex identity governance needs"}, {"id": "mai-20260917-0816-smoke|c86-s6|minimax-small|JumpCloud", "prompt": "c86-s6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**JumpCloud**: Best overall for simplicity, combines identity and device management"}, {"id": "mai-20260917-0816-smoke|c86-s6|minimax-small|Okta", "prompt": "c86-s6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Okta**: Good for businesses expecting to scale into complex identity needs"}, {"id": "mai-20260917-0816-smoke|c86-s6|minimax-small|Microsoft Entra ID", "prompt": "c86-s6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Microsoft Entra ID**: Ideal if already using Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c86-s6|minimax-small|Oracle Identity Manager", "prompt": "c86-s6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Oracle Identity Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why avoid**: Enterprise-focused with complex implementation requirements"}, {"id": "mai-20260917-0816-smoke|c86-s6|minimax-small|OneLogin", "prompt": "c86-s6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**OneLogin**: Simple SSO and MFA for small teams"}, {"id": "mai-20260917-0816-smoke|c86-s6|minimax-small|miniOrange", "prompt": "c86-s6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Simpler cloud-native solutions like OneLogin or miniOrange"}, {"id": "mai-20260917-0816-smoke|c86-s6|minimax-small|IBM ISAM (Security Access Manager)", "prompt": "c86-s6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "IBM ISAM (Security Access Manager)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Why avoid**: Designed for large enterprises with legacy infrastructure"}, {"id": "mai-20260917-0816-smoke|c86-s6|minimax-small|Google Workspace", "prompt": "c86-s6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Google Workspace**: Built-in identity management sufficient for many small businesses"}, {"id": "mai-20260917-0816-smoke|c86-s6|minimax-small|Saviynt Identity Cloud", "prompt": "c86-s6", "model": "minimax-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Saviynt Identity Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Why avoid**: Built for upper SMB/mid-market with advanced compliance needs"}, {"id": "mai-20260917-0816-smoke|c86-s6|mistral-small|SailPoint IdentityIQ", "prompt": "c86-s6", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "built for large-scale, highly regulated environments... over-engineered for small businesses"}, {"id": "mai-20260917-0816-smoke|c86-s6|mistral-small|Oracle Identity Manager", "prompt": "c86-s6", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Oracle Identity Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "over-engineered for small businesses... best suited for enterprises, not SMBs"}, {"id": "mai-20260917-0816-smoke|c86-s6|mistral-small|IBM ISAM", "prompt": "c86-s6", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "IBM ISAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "over-engineered for small businesses... best suited for enterprises, not SMBs"}, {"id": "mai-20260917-0816-smoke|c86-s6|mistral-small|Saviynt", "prompt": "c86-s6", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "built for large-scale, highly regulated environments... unnecessary complexity and cost"}, {"id": "mai-20260917-0816-smoke|c86-s6|mistral-small|Okta", "prompt": "c86-s6", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Okta (due to complexity and pricing)"}, {"id": "mai-20260917-0816-smoke|c86-s6|mistral-small|Microsoft Entra ID", "prompt": "c86-s6", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Microsoft Entra ID (if not primarily a Microsoft shop)"}, {"id": "mai-20260917-0816-smoke|c86-s6|mistral-small|JumpCloud", "prompt": "c86-s6", "model": "mistral-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "such as JumpCloud, which offers a unified directory, SSO, MFA, and device management in one place"}, {"id": "mai-20260917-0816-smoke|c86-s6|moonshot-small|SailPoint", "prompt": "c86-s6", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**SailPoint** – Avoid for Small Business ... Complete overkill for small businesses"}, {"id": "mai-20260917-0816-smoke|c86-s6|moonshot-small|Saviynt", "prompt": "c86-s6", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Saviynt** – Avoid for Small Business"}, {"id": "mai-20260917-0816-smoke|c86-s6|moonshot-small|CyberArk", "prompt": "c86-s6", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**CyberArk** – Approach with Caution"}, {"id": "mai-20260917-0816-smoke|c86-s6|moonshot-small|Okta", "prompt": "c86-s6", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Okta** – Approach with Caution ... watch costs carefully"}, {"id": "mai-20260917-0816-smoke|c86-s6|moonshot-small|Microsoft Entra ID (Azure AD)", "prompt": "c86-s6", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Microsoft Entra ID (Azure AD)** – Use Carefully ... Often seems \"free\" but has hidden costs"}, {"id": "mai-20260917-0816-smoke|c86-s6|moonshot-small|Google Cloud IAM", "prompt": "c86-s6", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Google Cloud IAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Google Cloud IAM** – Approach with Caution"}, {"id": "mai-20260917-0816-smoke|c86-s6|moonshot-small|JumpCloud", "prompt": "c86-s6", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**JumpCloud** – Unified directory, SSO, MFA, and device management; designed for lean IT teams"}, {"id": "mai-20260917-0816-smoke|c86-s6|moonshot-small|OneLogin", "prompt": "c86-s6", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**OneLogin** – Simple SSO and MFA for SMBs"}, {"id": "mai-20260917-0816-smoke|c86-s6|moonshot-small|miniOrange", "prompt": "c86-s6", "model": "moonshot-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**miniOrange** – Budget-conscious option"}, {"id": "mai-20260917-0816-smoke|c86-s6|xai-small|Okta Workforce Identity Cloud", "prompt": "c86-s6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why cautious/avoid**: Premium per-user pricing ... Contract minimums punish small teams."}, {"id": "mai-20260917-0816-smoke|c86-s6|xai-small|Ping Identity (PingOne/PingFederate)", "prompt": "c86-s6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity (PingOne/PingFederate)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid**: Designed for complex enterprise integrations and on-prem/hybrid setups."}, {"id": "mai-20260917-0816-smoke|c86-s6|xai-small|SailPoint (IdentityNow/IdentityIQ)", "prompt": "c86-s6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "SailPoint (IdentityNow/IdentityIQ)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why avoid**: Heavy focus on identity governance (IGA) for Fortune 500 compliance."}, {"id": "mai-20260917-0816-smoke|c86-s6|xai-small|Saviynt", "prompt": "c86-s6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why avoid**: Enterprise-centric for privileged access and compliance."}, {"id": "mai-20260917-0816-smoke|c86-s6|xai-small|CyberArk Workforce Identity", "prompt": "c86-s6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CyberArk Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Why cautious**: Strong on privileged access but integration gaps, manual processes"}, {"id": "mai-20260917-0816-smoke|c86-s6|xai-small|JumpCloud", "prompt": "c86-s6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**JumpCloud**: Top-rated for SMBs (4.5/5). Affordable, unifies identity/SSO/MFA/device mgmt."}, {"id": "mai-20260917-0816-smoke|c86-s6|xai-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-s6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Bundled cheap with M365; scales well if you're in that ecosystem."}, {"id": "mai-20260917-0816-smoke|c86-s6|xai-small|OneLogin", "prompt": "c86-s6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**OneLogin or miniOrange**: Value-focused, easier pricing/setup."}, {"id": "mai-20260917-0816-smoke|c86-s6|xai-small|miniOrange", "prompt": "c86-s6", "model": "xai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**OneLogin or miniOrange**: Value-focused, easier pricing/setup."}, {"id": "mai-20260917-0816-smoke|c86-s6|zai-small|miniOrange", "prompt": "c86-s6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "miniOrange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to Avoid:** ... **deceptive licensing** ... **unresponsive customer support**, and **plugin failures**. **Verdict:** High risk for small businesses"}, {"id": "mai-20260917-0816-smoke|c86-s6|zai-small|Okta", "prompt": "c86-s6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict:** Avoid unless you have a dedicated IT staff or a large budget"}, {"id": "mai-20260917-0816-smoke|c86-s6|zai-small|OneLogin", "prompt": "c86-s6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "OneLogin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Reviews highlight that OneLogin is **not optimized for small businesses**"}, {"id": "mai-20260917-0816-smoke|c86-s6|zai-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c86-s6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Verdict:** Avoid the premium tiers unless you have a dedicated Microsoft engineer."}, {"id": "mai-20260917-0816-smoke|c86-s6|zai-small|JumpCloud", "prompt": "c86-s6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Verdict:** Only use if you have a specific mixed-environment need and a dedicated IT person to manage it."}, {"id": "mai-20260917-0816-smoke|c86-s6|zai-small|Ping Identity", "prompt": "c86-s6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "General Category to Avoid: Enterprise-Grade Legacy IAM"}, {"id": "mai-20260917-0816-smoke|c86-s6|zai-small|ForgeRock", "prompt": "c86-s6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "rather than enterprise giants like Okta or legacy suites like ForgeRock"}, {"id": "mai-20260917-0816-smoke|c86-s6|zai-small|CyberArk", "prompt": "c86-s6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Why avoid them? These platforms often require **custom engineering**, **dedicated identity engineers**, and **high implementation costs**"}, {"id": "mai-20260917-0816-smoke|c86-s6|zai-small|OpenIAM", "prompt": "c86-s6", "model": "zai-small", "cat": "workforce-identity-and-sso", "variant": "negative", "raw": "OpenIAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "General Category to Avoid: Enterprise-Grade Legacy IAM"}, {"id": "mai-20260917-0816-smoke|c87-l1|alibaba-small|Zscaler (Zero Trust Exchange)", "prompt": "c87-l1", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler (Zero Trust Exchange)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zscaler is widely considered the gold standard for pure ZTNA and SSE (Security Service Edge) solutions."}, {"id": "mai-20260917-0816-smoke|c87-l1|alibaba-small|Netskope", "prompt": "c87-l1", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Netskope if your biggest fear is data loss (DLP) across hybrid clouds."}, {"id": "mai-20260917-0816-smoke|c87-l1|alibaba-small|Palo Alto Networks (Prisma Access)", "prompt": "c87-l1", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Palo Alto Networks (Prisma Access)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is already using Palo Alto firewalls ... Prisma Access is often the logical path."}, {"id": "mai-20260917-0816-smoke|c87-l1|alibaba-small|Cloudflare One", "prompt": "c87-l1", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Cloudflare if you want the easiest setup and fastest speeds for SaaS apps."}, {"id": "mai-20260917-0816-smoke|c87-l1|alibaba-small|Fortinet (FortiSASE)", "prompt": "c87-l1", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Fortinet (FortiSASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Cost-conscious enterprises with existing on-premises Fortinet hardware."}, {"id": "mai-20260917-0816-smoke|c87-l1|anthropic-small|Zscaler Zero Trust Exchange", "prompt": "c87-l1", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zscaler Zero Trust Exchange offers deep DLP, threat protection, and regulated-egress controls, making it ideal for organizations prioritizing comprehensive security."}, {"id": "mai-20260917-0816-smoke|c87-l1|anthropic-small|Cloudflare Zero Trust", "prompt": "c87-l1", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cloudflare Zero Trust provides the lowest-friction enterprise rollout with native SWG and DNS filtering bundled"}, {"id": "mai-20260917-0816-smoke|c87-l1|anthropic-small|Palo Alto Networks", "prompt": "c87-l1", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Palo Alto Networks offers Prisma Access and ZTNA 2.0, enabling identity-based, application-specific access with continuous trust verification"}, {"id": "mai-20260917-0816-smoke|c87-l1|anthropic-small|Microsoft Entra Internet Access + Private Access", "prompt": "c87-l1", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Microsoft Entra Internet Access + Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the right pick for M365 E5 shops that want ZTNA inside existing licensing"}, {"id": "mai-20260917-0816-smoke|c87-l1|anthropic-small|Tailscale", "prompt": "c87-l1", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Tailscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tailscale and Twingate build direct peer-to-peer overlay networks for low latency"}, {"id": "mai-20260917-0816-smoke|c87-l1|anthropic-small|Twingate", "prompt": "c87-l1", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tailscale and Twingate build direct peer-to-peer overlay networks for low latency"}, {"id": "mai-20260917-0816-smoke|c87-l1|challenger-small|Zscaler Private Access / Zero Trust Exchange", "prompt": "c87-l1", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Private Access / Zero Trust Exchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best overall ZTNA choice is Zscaler Private Access / Zero Trust Exchange"}, {"id": "mai-20260917-0816-smoke|c87-l1|challenger-small|Microsoft Entra Internet Access + Private Access", "prompt": "c87-l1", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Microsoft Entra Internet Access + Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often the best *value-and-integration* choice"}, {"id": "mai-20260917-0816-smoke|c87-l1|challenger-small|Cloudflare Zero Trust/Access", "prompt": "c87-l1", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust/Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong option when you want the fastest rollout and bundled web/DNS security"}, {"id": "mai-20260917-0816-smoke|c87-l1|challenger-small|Cato Networks", "prompt": "c87-l1", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Positioned for teams wanting networking and security combined"}, {"id": "mai-20260917-0816-smoke|c87-l1|deepseek-small|Zscaler Private Access (ZPA)", "prompt": "c87-l1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zscaler Private Access (ZPA)** is the strongest overall recommendation due to its market leadership"}, {"id": "mai-20260917-0816-smoke|c87-l1|deepseek-small|Cloudflare Zero Trust", "prompt": "c87-l1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Cloudflare Zero Trust** if you want a lower-cost, agile rollout and developer-friendly tooling."}, {"id": "mai-20260917-0816-smoke|c87-l1|deepseek-small|Microsoft Entra Private Access / Internet Access", "prompt": "c87-l1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Microsoft Entra Private Access / Internet Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-centric shops"}, {"id": "mai-20260917-0816-smoke|c87-l1|deepseek-small|Palo Alto Prisma Access", "prompt": "c87-l1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for existing Palo Alto customers"}, {"id": "mai-20260917-0816-smoke|c87-l1|deepseek-small|Netskope One Private Access", "prompt": "c87-l1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Netskope One Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Netskope** if rigorous data-loss prevention for partner access is your #1 concern."}, {"id": "mai-20260917-0816-smoke|c87-l1|google-small|Zscaler Private Access (ZPA)", "prompt": "c87-l1", "model": "google-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Zscaler is a market leader in the SSE space... The Catch: It is a heavy, enterprise-grade platform. The deployment cycle is complex"}, {"id": "mai-20260917-0816-smoke|c87-l1|google-small|Netskope Private Access (NPA)", "prompt": "c87-l1", "model": "google-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Netskope Private Access (NPA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Netskope has arguably the strongest Data Loss Prevention (DLP) and cloud data protection engines integrated directly into its ZTNA."}, {"id": "mai-20260917-0816-smoke|c87-l1|google-small|Cloudflare One / Cloudflare Access", "prompt": "c87-l1", "model": "google-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare One / Cloudflare Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**It is the gold standard for agentless, third-party vendor access.**"}, {"id": "mai-20260917-0816-smoke|c87-l1|google-small|Twingate", "prompt": "c87-l1", "model": "google-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Twingate is a modern, highly praised alternative to traditional VPNs, operating on a peer-to-peer, split-tunneling architecture."}, {"id": "mai-20260917-0816-smoke|c87-l1|google-small|Microsoft Entra Private Access", "prompt": "c87-l1", "model": "google-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Microsoft Entra Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your enterprise is already paying for Microsoft 365 E5 licenses, Entra Private Access is incredibly cost-effective"}, {"id": "mai-20260917-0816-smoke|c87-l1|meta-small|Zscaler Private Access", "prompt": "c87-l1", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Private Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best ZTNA solution for an enterprise B2B company is Zscaler Private Access"}, {"id": "mai-20260917-0816-smoke|c87-l1|meta-small|CloudConnexa", "prompt": "c87-l1", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "CloudConnexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top ZTNA solutions include CloudConnexa, and Zero Networks."}, {"id": "mai-20260917-0816-smoke|c87-l1|meta-small|Zero Networks", "prompt": "c87-l1", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zero Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top ZTNA solutions include CloudConnexa, and Zero Networks."}, {"id": "mai-20260917-0816-smoke|c87-l1|minimax-small|Palo Alto Prisma Access", "prompt": "c87-l1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Prisma Access** if you need comprehensive security features and compliance"}, {"id": "mai-20260917-0816-smoke|c87-l1|minimax-small|Zscaler ZPA", "prompt": "c87-l1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler ZPA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zscaler ZPA** if you have many partners/vendors requiring access"}, {"id": "mai-20260917-0816-smoke|c87-l1|minimax-small|Cloudflare Access", "prompt": "c87-l1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cloudflare Access** if you want the easiest deployment and good performance"}, {"id": "mai-20260917-0816-smoke|c87-l1|minimax-small|Check Point", "prompt": "c87-l1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Enterprise Security Integration"}, {"id": "mai-20260917-0816-smoke|c87-l1|minimax-small|Cisco Universal ZTNA", "prompt": "c87-l1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cisco Universal ZTNA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Hybrid IT Environments"}, {"id": "mai-20260917-0816-smoke|c87-l1|mistral-small|Zscaler Private Access", "prompt": "c87-l1", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Private Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zscaler Private Access** and **Palo Alto Prisma Access** are the leading ZTNA solutions"}, {"id": "mai-20260917-0816-smoke|c87-l1|mistral-small|Palo Alto Networks Prisma Access", "prompt": "c87-l1", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zscaler Private Access** and **Palo Alto Prisma Access** are the leading ZTNA solutions"}, {"id": "mai-20260917-0816-smoke|c87-l1|mistral-small|Fortinet Universal ZTNA", "prompt": "c87-l1", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Fortinet Universal ZTNA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for existing Fortinet environments, offering built-in ZTNA with robust threat inspection"}, {"id": "mai-20260917-0816-smoke|c87-l1|mistral-small|Cloudflare Access", "prompt": "c87-l1", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for fast, clientless rollouts at global scale"}, {"id": "mai-20260917-0816-smoke|c87-l1|mistral-small|Cisco Secure Access", "prompt": "c87-l1", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cisco Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for enterprises standardizing on Cisco\\u2019s security and identity stack."}, {"id": "mai-20260917-0816-smoke|c87-l1|moonshot-small|Zscaler Private Access (ZPA)", "prompt": "c87-l1", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Zscaler Private Access with Zscaler B2B** as the top choice"}, {"id": "mai-20260917-0816-smoke|c87-l1|moonshot-small|Palo Alto Networks Prisma Access", "prompt": "c87-l1", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your organization is already heavily invested in **Palo Alto Networks** infrastructure, Prisma Access provides better integration"}, {"id": "mai-20260917-0816-smoke|c87-l1|moonshot-small|Cloudflare Zero Trust", "prompt": "c87-l1", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **cloud-native startups or companies prioritizing developer experience**, Cloudflare Zero Trust offers excellent value"}, {"id": "mai-20260917-0816-smoke|c87-l1|moonshot-small|Netskope ZTNA Next", "prompt": "c87-l1", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Netskope ZTNA Next", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Data-Protection-First Enterprises"}, {"id": "mai-20260917-0816-smoke|c87-l1|openai-small|Zscaler Private Access", "prompt": "c87-l1", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Private Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My default pick without more context:** - **Zscaler Private Access** for very large, distributed B2B enterprises with broad app access needs."}, {"id": "mai-20260917-0816-smoke|c87-l1|openai-small|Palo Alto Prisma Access / ZTNA", "prompt": "c87-l1", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Palo Alto Prisma Access / ZTNA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prisma Access** if you are already standardized on Palo Alto and want tighter integration."}, {"id": "mai-20260917-0816-smoke|c87-l1|openai-small|Cloudflare Zero Trust", "prompt": "c87-l1", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cloudflare Zero Trust** for cloud-native organizations that want fast deployment and simpler operations."}, {"id": "mai-20260917-0816-smoke|c87-l1|openai-small|Cisco", "prompt": "c87-l1", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Palo Alto / Cisco / Zscaler already in place"}, {"id": "mai-20260917-0816-smoke|c87-l1|xai-small|Zscaler Private Access (ZPA)", "prompt": "c87-l1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Large-scale VPN replacement with full SSE**: Zscaler ZPA—most mature for 1,000+ users, B2B partner access."}, {"id": "mai-20260917-0816-smoke|c87-l1|xai-small|Palo Alto Networks Prisma Access", "prompt": "c87-l1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Palo Alto shop or firewall-heavy**: Prisma Access."}, {"id": "mai-20260917-0816-smoke|c87-l1|xai-small|Netskope Private Access", "prompt": "c87-l1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Netskope Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Data protection/SaaS focus**: Netskope."}, {"id": "mai-20260917-0816-smoke|c87-l1|xai-small|Cloudflare Access", "prompt": "c87-l1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cost/performance priority, quick rollout**: Cloudflare."}, {"id": "mai-20260917-0816-smoke|c87-l1|xai-small|Fortinet", "prompt": "c87-l1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fortinet (top Peer Insights ratings, Challenger)"}, {"id": "mai-20260917-0816-smoke|c87-l1|xai-small|Cisco", "prompt": "c87-l1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cisco (ecosystem play)"}, {"id": "mai-20260917-0816-smoke|c87-l1|xai-small|Twingate", "prompt": "c87-l1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Twingate (SMB-to-enterprise riser)"}, {"id": "mai-20260917-0816-smoke|c87-l1|zai-small|Zscaler Private Access (ZPA)", "prompt": "c87-l1", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Market Leader: Zscaler Private Access (ZPA) ... widely considered the market leader in cloud-native SASE"}, {"id": "mai-20260917-0816-smoke|c87-l1|zai-small|Palo Alto Networks Prisma Access", "prompt": "c87-l1", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your enterprise is heavily invested in Palo Alto Networks firewalls (NGFWs), Prisma Access is often the logical choice."}, {"id": "mai-20260917-0816-smoke|c87-l1|zai-small|Netskope Private Access", "prompt": "c87-l1", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Netskope Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "particularly strong when your priority is **Data Protection** alongside access control"}, {"id": "mai-20260917-0816-smoke|c87-l1|zai-small|Cloudflare Zero Trust", "prompt": "c87-l1", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "excellent choice if your B2B company prioritizes developer experience, global performance, and cost-effectiveness"}, {"id": "mai-20260917-0816-smoke|c87-l2|alibaba-small|Zscaler Private Access (ZPA)", "prompt": "c87-l2", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most widely recommended and robust tool on the market is **Zscaler Private Access (ZPA)**"}, {"id": "mai-20260917-0816-smoke|c87-l2|alibaba-small|Cloudflare Access", "prompt": "c87-l2", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudflare Access ... **Best for:** Companies prioritizing speed, simplicity, and a \"no-agent\" experience."}, {"id": "mai-20260917-0816-smoke|c87-l2|alibaba-small|Twingate", "prompt": "c87-l2", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Twingate is rapidly gaining market share in the enterprise space because it is significantly easier to manage than Zscaler"}, {"id": "mai-20260917-0816-smoke|c87-l2|alibaba-small|Microsoft (Entra ID Conditional Access)", "prompt": "c87-l2", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Microsoft (Entra ID Conditional Access)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Organizations fully committed to the Microsoft 365 ecosystem."}, {"id": "mai-20260917-0816-smoke|c87-l2|anthropic-small|Cloudflare Zero Trust", "prompt": "c87-l2", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare Zero Trust - Excellent for large enterprises, offers application access without VPN, strong security posture, reasonable pricing at scale"}, {"id": "mai-20260917-0816-smoke|c87-l2|anthropic-small|Okta Identity Cloud + Okta Access Gateway", "prompt": "c87-l2", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Okta Identity Cloud + Okta Access Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong identity-first approach, integrates well with existing Okta deployments"}, {"id": "mai-20260917-0816-smoke|c87-l2|anthropic-small|Microsoft Entra (Azure AD) + Conditional Access", "prompt": "c87-l2", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Microsoft Entra (Azure AD) + Conditional Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Particularly good if already in Microsoft ecosystem"}, {"id": "mai-20260917-0816-smoke|c87-l2|anthropic-small|Zscaler Private Access (ZPA)", "prompt": "c87-l2", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Purpose-built for zero trust, strong segmentation"}, {"id": "mai-20260917-0816-smoke|c87-l2|anthropic-small|Palo Alto Networks Prisma Access", "prompt": "c87-l2", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise-grade, comprehensive threat prevention"}, {"id": "mai-20260917-0816-smoke|c87-l2|anthropic-small|Fortinet Zero Trust Access", "prompt": "c87-l2", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Fortinet Zero Trust Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong alternative in the Fortinet ecosystem"}, {"id": "mai-20260917-0816-smoke|c87-l2|challenger-small|Zscaler Private Access (ZPA)", "prompt": "c87-l2", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Zscaler Private Access (ZPA)** as the default choice for replacing a VPN"}, {"id": "mai-20260917-0816-smoke|c87-l2|challenger-small|Cloudflare Access / Cloudflare One", "prompt": "c87-l2", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Access / Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want **faster deployment, simpler operations, and more transparent pricing**"}, {"id": "mai-20260917-0816-smoke|c87-l2|challenger-small|Twingate", "prompt": "c87-l2", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your main goal is the **fastest, simplest VPN replacement** and your organization is more midmarket"}, {"id": "mai-20260917-0816-smoke|c87-l2|challenger-small|Palo Alto Prisma Access", "prompt": "c87-l2", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you are already standardizing on a **SASE** platform and want ZTNA as part of that broader stack"}, {"id": "mai-20260917-0816-smoke|c87-l2|challenger-small|Okta", "prompt": "c87-l2", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if your priority is **identity-first zero trust** rather than a full remote-access replacement platform"}, {"id": "mai-20260917-0816-smoke|c87-l2|challenger-small|Microsoft", "prompt": "c87-l2", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "shortlist of 3 vendors** based on your existing stack, such as **Microsoft, CrowdStrike, Palo Alto, or Okta**"}, {"id": "mai-20260917-0816-smoke|c87-l2|challenger-small|CrowdStrike", "prompt": "c87-l2", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "such as **Microsoft, CrowdStrike, Palo Alto, or Okta**"}, {"id": "mai-20260917-0816-smoke|c87-l2|deepseek-small|Zscaler Private Access (ZPA)", "prompt": "c87-l2", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation would be **Zscaler Private Access (ZPA)**"}, {"id": "mai-20260917-0816-smoke|c87-l2|deepseek-small|Palo Alto Prisma Access", "prompt": "c87-l2", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're a **Palo Alto** shop, **Prisma Access** consolidates your security stack"}, {"id": "mai-20260917-0816-smoke|c87-l2|deepseek-small|Microsoft Entra Private Access", "prompt": "c87-l2", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Microsoft Entra Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Entra Private Access** could give you faster wins and better economics"}, {"id": "mai-20260917-0816-smoke|c87-l2|deepseek-small|Cloudflare One / Access", "prompt": "c87-l2", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare One / Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Great value, but typically favored by smaller/remote-first orgs."}, {"id": "mai-20260917-0816-smoke|c87-l2|deepseek-small|Google BeyondCorp Enterprise", "prompt": "c87-l2", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Google BeyondCorp Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You're standardized on Google Workspace."}, {"id": "mai-20260917-0816-smoke|c87-l2|deepseek-small|Twingate / Tailscale", "prompt": "c87-l2", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate / Tailscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these are generally more suited to the 500–5,000 range than multi-thousand global workforces"}, {"id": "mai-20260917-0816-smoke|c87-l2|google-small|Zscaler Private Access (ZPA)", "prompt": "c87-l2", "model": "google-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zscaler is the market leader for enterprise VPN replacement... The Catch: It is complex to deploy... most expensive option"}, {"id": "mai-20260917-0816-smoke|c87-l2|google-small|Cloudflare One (Cloudflare Access)", "prompt": "c87-l2", "model": "google-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare One (Cloudflare Access)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want low-latency performance, a great user experience, and have many third-party contractors or partners accessing your apps, Cloudflare is highly recommended."}, {"id": "mai-20260917-0816-smoke|c87-l2|google-small|Netskope Private Access (NPA)", "prompt": "c87-l2", "model": "google-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Netskope Private Access (NPA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your B2B company operates in a highly regulated industry... Netskope is a top contender."}, {"id": "mai-20260917-0816-smoke|c87-l2|google-small|Palo Alto Networks Prisma Access", "prompt": "c87-l2", "model": "google-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Already Use Palo Alto... Prisma Access is the most logical evolution."}, {"id": "mai-20260917-0816-smoke|c87-l2|google-small|Twingate", "prompt": "c87-l2", "model": "google-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Fast Deployment & Developer Teams: Twingate"}, {"id": "mai-20260917-0816-smoke|c87-l2|meta-small|Zscaler Private Access", "prompt": "c87-l2", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Private Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best zero trust remote access tool for a large B2B company with thousands of employees would be Zscaler Private Access"}, {"id": "mai-20260917-0816-smoke|c87-l2|mistral-small|Zscaler Private Access (ZPA)", "prompt": "c87-l2", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best zero trust remote access (ZTNA) tool to replace a VPN is **Zscaler Private Access (ZPA)**"}, {"id": "mai-20260917-0816-smoke|c87-l2|mistral-small|Cloudflare Access", "prompt": "c87-l2", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for teams wanting a cloud-native, easy-to-deploy solution with a free tier"}, {"id": "mai-20260917-0816-smoke|c87-l2|mistral-small|Twingate", "prompt": "c87-l2", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for fast deployment and least-privilege access"}, {"id": "mai-20260917-0816-smoke|c87-l2|mistral-small|Citrix Secure Private Access", "prompt": "c87-l2", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Citrix Secure Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need to support a wide range of application types, including VDI and legacy apps"}, {"id": "mai-20260917-0816-smoke|c87-l2|moonshot-small|Zscaler Private Access (ZPA)", "prompt": "c87-l2", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Zscaler Private Access (ZPA)**"}, {"id": "mai-20260917-0816-smoke|c87-l2|moonshot-small|Palo Alto Prisma Access", "prompt": "c87-l2", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Palo Alto Prisma Access**"}, {"id": "mai-20260917-0816-smoke|c87-l2|moonshot-small|Cloudflare Zero Trust", "prompt": "c87-l2", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Worth Considering: **Cloudflare Zero Trust** ... Limitation: Smaller enterprise SASE footprint"}, {"id": "mai-20260917-0816-smoke|c87-l2|openai-small|Cloudflare Zero Trust / Cloudflare Access", "prompt": "c87-l2", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust / Cloudflare Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Cloudflare Zero Trust / Cloudflare Access**"}, {"id": "mai-20260917-0816-smoke|c87-l2|openai-small|Zscaler ZPA", "prompt": "c87-l2", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler ZPA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often a top enterprise choice if you want a mature, enterprise-first ZTNA stack"}, {"id": "mai-20260917-0816-smoke|c87-l2|openai-small|Palo Alto Networks Prisma Access / ZTNA", "prompt": "c87-l2", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma Access / ZTNA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good option if you already run Palo Alto in your security stack"}, {"id": "mai-20260917-0816-smoke|c87-l2|xai-small|Zscaler Private Access (ZPA)", "prompt": "c87-l2", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Zscaler Private Access (ZPA) as the top choice"}, {"id": "mai-20260917-0816-smoke|c87-l2|xai-small|Palo Alto Prisma Access", "prompt": "c87-l2", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader in Gartner SSE/SASE; GlobalProtect agent familiar... Higher latency (more hairpinning); pricier if not consolidated."}, {"id": "mai-20260917-0816-smoke|c87-l2|xai-small|Netskope", "prompt": "c87-l2", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Netskope Private Access | Need top Gartner execution & AI threats | #1 in SSE vision/execution"}, {"id": "mai-20260917-0816-smoke|c87-l2|xai-small|Cloudflare One/Access", "prompt": "c87-l2", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare One/Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prioritizing speed/low cost & agentless | Edge network (300+ cities) for best UX"}, {"id": "mai-20260917-0816-smoke|c87-l2|zai-small|Zscaler Private Access (ZPA)", "prompt": "c87-l2", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most robust and widely adopted recommendation is **Zscaler Private Access (ZPA)**"}, {"id": "mai-20260917-0816-smoke|c87-l2|zai-small|Cloudflare Zero Trust (Cloudflare Access)", "prompt": "c87-l2", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust (Cloudflare Access)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Strong Alternative: Cloudflare Zero Trust (Cloudflare Access)"}, {"id": "mai-20260917-0816-smoke|c87-l2|zai-small|Palo Alto Networks Prisma Access", "prompt": "c87-l2", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trade-off: It is generally more complex to implement and manage than Zscaler or Cloudflare"}, {"id": "mai-20260917-0816-smoke|c87-l3|alibaba-small|Zscaler Private Access (ZPA)", "prompt": "c87-l3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "often considered the gold standard for large-scale transformations away from traditional VPNs"}, {"id": "mai-20260917-0816-smoke|c87-l3|alibaba-small|Cloudflare Zero Trust", "prompt": "c87-l3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Cloudflare** if you want ease of use, speed, and modern architecture without excessive complexity."}, {"id": "mai-20260917-0816-smoke|c87-l3|alibaba-small|Palo Alto Networks Prisma Access", "prompt": "c87-l3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Palo Alto** or **Cisco** if you are already deeply invested in their respective ecosystems."}, {"id": "mai-20260917-0816-smoke|c87-l3|alibaba-small|Fortinet FortiClient Secure Access", "prompt": "c87-l3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet FortiClient Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Fortinet** or **Appgate** if budget, rapid deployment, or hybrid-cloud flexibility are critical."}, {"id": "mai-20260917-0816-smoke|c87-l3|alibaba-small|Cisco Secure Access", "prompt": "c87-l3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Palo Alto** or **Cisco** if you are already deeply invested in their respective ecosystems."}, {"id": "mai-20260917-0816-smoke|c87-l3|alibaba-small|Appgate SDP", "prompt": "c87-l3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Appgate SDP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Very fast deployment (often weeks rather than months), supports \"agentless\" modes for legacy apps"}, {"id": "mai-20260917-0816-smoke|c87-l3|alibaba-small|Netskope Secure Access", "prompt": "c87-l3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Netskope Secure Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Historically weaker in protecting internal/legacy on-premises apps compared to Zscaler or Appgate."}, {"id": "mai-20260917-0816-smoke|c87-l3|anthropic-small|Fortinet FortiGate", "prompt": "c87-l3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top 5 ZTNA solutions are Fortinet FortiGate, Tailscale, Check Point Harmony SASE, Cloudflare One and ThreatLocker Zero Trust Platform"}, {"id": "mai-20260917-0816-smoke|c87-l3|anthropic-small|Tailscale", "prompt": "c87-l3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top 5 ZTNA solutions are Fortinet FortiGate, Tailscale, Check Point Harmony SASE..."}, {"id": "mai-20260917-0816-smoke|c87-l3|anthropic-small|Check Point Harmony SASE", "prompt": "c87-l3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is less flexible than best-of-breed stacks but solid when an SMB IT team wants one vendor and one screen for the network layer"}, {"id": "mai-20260917-0816-smoke|c87-l3|anthropic-small|Cloudflare One", "prompt": "c87-l3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloudflare One and ThreatLocker Zero Trust Platform"}, {"id": "mai-20260917-0816-smoke|c87-l3|anthropic-small|ThreatLocker Zero Trust Platform", "prompt": "c87-l3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "ThreatLocker Zero Trust Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "ThreatLocker Zero Trust Platform receiving the highest rating of 9.3 among the leaders"}, {"id": "mai-20260917-0816-smoke|c87-l3|anthropic-small|Zscaler Private Access", "prompt": "c87-l3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for large enterprises consolidating multiple security functions under one SSE platform"}, {"id": "mai-20260917-0816-smoke|c87-l3|anthropic-small|Cloudflare Access", "prompt": "c87-l3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best for fast, clientless rollout and teams that want a usable free tier to start"}, {"id": "mai-20260917-0816-smoke|c87-l3|anthropic-small|Palo Alto Prisma Access", "prompt": "c87-l3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "best for organizations that want traffic inspection alongside access and are invested in Palo Alto"}, {"id": "mai-20260917-0816-smoke|c87-l3|anthropic-small|Fortinet Universal ZTNA", "prompt": "c87-l3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet Universal ZTNA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Application-specific access built into the Fortinet Security Fabric using FortiGate and FortiClient"}, {"id": "mai-20260917-0816-smoke|c87-l3|anthropic-small|Akamai Enterprise Application Access", "prompt": "c87-l3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Akamai Enterprise Application Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "best suited for mid-to-large enterprises prioritising low-latency global access"}, {"id": "mai-20260917-0816-smoke|c87-l3|challenger-small|Zscaler Private Access", "prompt": "c87-l3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zscaler** is usually the default comparison point for enterprises because it is repeatedly described as the strongest option for replacing VPNs at scale"}, {"id": "mai-20260917-0816-smoke|c87-l3|challenger-small|Palo Alto Networks Prisma Access", "prompt": "c87-l3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "stands out when buyers want ZTNA plus deeper inline inspection and broader network-security integration"}, {"id": "mai-20260917-0816-smoke|c87-l3|challenger-small|Cloudflare Access / Cloudflare Zero Trust", "prompt": "c87-l3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access / Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "most commonly cited choice for organizations that want faster deployment and global edge performance"}, {"id": "mai-20260917-0816-smoke|c87-l3|challenger-small|Netskope Private Access", "prompt": "c87-l3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Netskope Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often differentiated by its **data-centric** approach"}, {"id": "mai-20260917-0816-smoke|c87-l3|challenger-small|Cisco Secure Access", "prompt": "c87-l3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "more compelling for organizations already standardized on Cisco identity and networking tools"}, {"id": "mai-20260917-0816-smoke|c87-l3|challenger-small|Fortinet Universal ZTNA", "prompt": "c87-l3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet Universal ZTNA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "strongest in Fortinet-centric shops because it is embedded in that stack"}, {"id": "mai-20260917-0816-smoke|c87-l3|deepseek-small|Zscaler Private Access (ZPA)", "prompt": "c87-l3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zscaler** — largest enterprises replacing VPN at scale, deepest connector architecture and inspection."}, {"id": "mai-20260917-0816-smoke|c87-l3|deepseek-small|Palo Alto Networks Prisma Access", "prompt": "c87-l3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "organizations standardized on PAN-OS wanting ZTNA 2.0 within a broader security platform and meeting federal compliance"}, {"id": "mai-20260917-0816-smoke|c87-l3|deepseek-small|Cloudflare Access / Zero Trust", "prompt": "c87-l3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access / Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cost-sensitive, developer-first orgs wanting fast, agentless/edge-delivered access"}, {"id": "mai-20260917-0816-smoke|c87-l3|deepseek-small|Netskope Private Access (NPA)", "prompt": "c87-l3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Netskope Private Access (NPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Netskope** — data protection, DLP/CASB across SaaS, and current Gartner SASE pick."}, {"id": "mai-20260917-0816-smoke|c87-l3|deepseek-small|Microsoft Entra Private Access", "prompt": "c87-l3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Microsoft Entra Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Microsoft-centric environments where it's often already included"}, {"id": "mai-20260917-0816-smoke|c87-l3|deepseek-small|Fortinet", "prompt": "c87-l3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other strong enterprise players include ... **Fortinet**"}, {"id": "mai-20260917-0816-smoke|c87-l3|deepseek-small|Cisco Secure Access", "prompt": "c87-l3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other strong enterprise players include ... **Cisco Secure Access**"}, {"id": "mai-20260917-0816-smoke|c87-l3|deepseek-small|Check Point Harmony SASE", "prompt": "c87-l3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other strong enterprise players include ... **Check Point Harmony SASE**"}, {"id": "mai-20260917-0816-smoke|c87-l3|deepseek-small|Akamai Enterprise Application Access", "prompt": "c87-l3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Akamai Enterprise Application Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other strong enterprise players include ... **Akamai Enterprise Application Access**"}, {"id": "mai-20260917-0816-smoke|c87-l3|deepseek-small|Cato Networks", "prompt": "c87-l3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other strong enterprise players include ... **Cato Networks**"}, {"id": "mai-20260917-0816-smoke|c87-l3|deepseek-small|Appgate SDP", "prompt": "c87-l3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Appgate SDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other strong enterprise players include ... and **Appgate SDP**"}, {"id": "mai-20260917-0816-smoke|c87-l3|google-small|Zscaler Private Access (ZPA)", "prompt": "c87-l3", "model": "google-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose Zscaler if you want to completely eliminate VPNs across a massive, globally distributed remote workforce"}, {"id": "mai-20260917-0816-smoke|c87-l3|google-small|Palo Alto Networks (Prisma Access)", "prompt": "c87-l3", "model": "google-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks (Prisma Access)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose Palo Alto Networks if you have a massive existing Palo Alto firewall estate"}, {"id": "mai-20260917-0816-smoke|c87-l3|google-small|Netskope One / Netskope Private Access (NPA)", "prompt": "c87-l3", "model": "google-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Netskope One / Netskope Private Access (NPA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose Netskope if your highest priority is regulatory compliance, IP protection, and prevent data leakage"}, {"id": "mai-20260917-0816-smoke|c87-l3|google-small|Cloudflare One (Cloudflare Access)", "prompt": "c87-l3", "model": "google-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare One (Cloudflare Access)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose Cloudflare if speed, low latency, and ease of deployment are your primary metrics"}, {"id": "mai-20260917-0816-smoke|c87-l3|google-small|Fortinet (FortiSASE / FortiClient ZTNA)", "prompt": "c87-l3", "model": "google-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet (FortiSASE / FortiClient ZTNA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose Fortinet if you are a budget-conscious, mid-to-large-sized enterprise running FortiGate firewalls on-premise"}, {"id": "mai-20260917-0816-smoke|c87-l3|meta-small|Cloudflare Access", "prompt": "c87-l3", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloudflare Access is known for its fast, agentless ZTNA and is best for teams wanting quick deployment"}, {"id": "mai-20260917-0816-smoke|c87-l3|meta-small|Zscaler Private Access", "prompt": "c87-l3", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Zscaler Private Access is geared towards large enterprises replacing VPNs at scale"}, {"id": "mai-20260917-0816-smoke|c87-l3|meta-small|Palo Alto Networks Prisma Access", "prompt": "c87-l3", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Prisma Access is suitable for organizations already standardized on Palo Alto Networks"}, {"id": "mai-20260917-0816-smoke|c87-l3|meta-small|Twingate ZTNA", "prompt": "c87-l3", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate ZTNA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable solutions include Twingate ZTNA"}, {"id": "mai-20260917-0816-smoke|c87-l3|meta-small|NordLayer", "prompt": "c87-l3", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "NordLayer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable solutions include Twingate ZTNA, NordLayer"}, {"id": "mai-20260917-0816-smoke|c87-l3|meta-small|Akamai Enterprise Application Access", "prompt": "c87-l3", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Akamai Enterprise Application Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Akamai Enterprise Application Access"}, {"id": "mai-20260917-0816-smoke|c87-l3|meta-small|Check Point Harmony SASE", "prompt": "c87-l3", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Check Point Harmony SASE, each with their unique strengths"}, {"id": "mai-20260917-0816-smoke|c87-l3|minimax-small|Zscaler Private Access (ZPA)", "prompt": "c87-l3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for enterprise scale and SASE standardization"}, {"id": "mai-20260917-0816-smoke|c87-l3|minimax-small|Palo Alto Networks Prisma Access", "prompt": "c87-l3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for organizations wanting converged security suite"}, {"id": "mai-20260917-0816-smoke|c87-l3|minimax-small|Cloudflare One", "prompt": "c87-l3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud-first and edge-delivered access"}, {"id": "mai-20260917-0816-smoke|c87-l3|minimax-small|Netskope Private Access", "prompt": "c87-l3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Netskope Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for organizations already using Netskope security stack"}, {"id": "mai-20260917-0816-smoke|c87-l3|minimax-small|Cisco DUO", "prompt": "c87-l3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cisco DUO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrated with Cisco's broader security ecosystem"}, {"id": "mai-20260917-0816-smoke|c87-l3|minimax-small|Perimeter 81", "prompt": "c87-l3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Perimeter 81", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Simplified deployment - Strong for mid-market"}, {"id": "mai-20260917-0816-smoke|c87-l3|minimax-small|Akamai Enterprise Access", "prompt": "c87-l3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Akamai Enterprise Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Edge-focused approach"}, {"id": "mai-20260917-0816-smoke|c87-l3|minimax-small|Fortinet FortiNAC/FortiClient", "prompt": "c87-l3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet FortiNAC/FortiClient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good for existing Fortinet customers"}, {"id": "mai-20260917-0816-smoke|c87-l3|minimax-small|Twingate", "prompt": "c87-l3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Clean, lightweight VPN alternative"}, {"id": "mai-20260917-0816-smoke|c87-l3|minimax-small|Tailscale", "prompt": "c87-l3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Developer-friendly private networking"}, {"id": "mai-20260917-0816-smoke|c87-l3|mistral-small|Zscaler Private Access (ZPA)", "prompt": "c87-l3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zscaler is the market leader for large, security-focused enterprises."}, {"id": "mai-20260917-0816-smoke|c87-l3|mistral-small|Palo Alto Prisma Access", "prompt": "c87-l3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Palo Alto is ideal for those already invested in Palo Alto's ecosystem."}, {"id": "mai-20260917-0816-smoke|c87-l3|mistral-small|Cloudflare Access", "prompt": "c87-l3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloudflare stands out for its global reach, developer-friendliness, and cost-effective entry point."}, {"id": "mai-20260917-0816-smoke|c87-l3|mistral-small|Fortinet FortiClient (ZTNA)", "prompt": "c87-l3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet FortiClient (ZTNA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fortinet is best for organizations using Fortinet's broader security stack."}, {"id": "mai-20260917-0816-smoke|c87-l3|moonshot-small|Zscaler", "prompt": "c87-l3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Largest enterprise deployment base (~40% of Fortune 500) ... Deepest enterprise ZTNA experience; massive global cloud; #1 in Gartner execution for SSE"}, {"id": "mai-20260917-0816-smoke|c87-l3|moonshot-small|Palo Alto Networks", "prompt": "c87-l3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "typically Zscaler or Palo Alto for managed-device ZTNA"}, {"id": "mai-20260917-0816-smoke|c87-l3|moonshot-small|Netskope", "prompt": "c87-l3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Industry-leading CASB/DLP integration; data-centric zero trust; strong in regulated industries"}, {"id": "mai-20260917-0816-smoke|c87-l3|moonshot-small|Cloudflare", "prompt": "c87-l3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "supplemented by Cloudflare or Microsoft for specific agentless/BYOD scenarios"}, {"id": "mai-20260917-0816-smoke|c87-l3|moonshot-small|Cisco", "prompt": "c87-l3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best fit: Existing Cisco shops with SD-WAN investments"}, {"id": "mai-20260917-0816-smoke|c87-l3|moonshot-small|Fortinet", "prompt": "c87-l3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best fit: Fortinet Fabric customers seeking lowest TCO VPN replacement"}, {"id": "mai-20260917-0816-smoke|c87-l3|moonshot-small|Check Point", "prompt": "c87-l3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Harmony Connect | Compliance-focused BYOD scenarios"}, {"id": "mai-20260917-0816-smoke|c87-l3|moonshot-small|Akamai", "prompt": "c87-l3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best user experience for global remote workers | Cloudflare or Akamai"}, {"id": "mai-20260917-0816-smoke|c87-l3|moonshot-small|Microsoft", "prompt": "c87-l3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Microsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Microsoft/Azure-centric environment | Microsoft Entra Private Access"}, {"id": "mai-20260917-0816-smoke|c87-l3|moonshot-small|Cato", "prompt": "c87-l3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Converged SD-WAN + security (single-vendor SASE) | Cisco, Cato, or Palo Alto"}, {"id": "mai-20260917-0816-smoke|c87-l3|moonshot-small|Google BeyondCorp", "prompt": "c87-l3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Google BeyondCorp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Developer/API-first zero trust | Cloudflare or Google BeyondCorp"}, {"id": "mai-20260917-0816-smoke|c87-l3|openai-small|Zscaler Private Access (ZPA)", "prompt": "c87-l3", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best pure ZTNA maturity:** Zscaler."}, {"id": "mai-20260917-0816-smoke|c87-l3|openai-small|Palo Alto Networks Prisma Access", "prompt": "c87-l3", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for integrated security stack:** Palo Alto Prisma Access."}, {"id": "mai-20260917-0816-smoke|c87-l3|openai-small|Cloudflare Access", "prompt": "c87-l3", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for edge performance / simpler deployment:** Cloudflare Access."}, {"id": "mai-20260917-0816-smoke|c87-l3|openai-small|Cisco Secure Access", "prompt": "c87-l3", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for consolidated SSE/operations:** Cisco Secure Access."}, {"id": "mai-20260917-0816-smoke|c87-l3|xai-small|Zscaler Private Access (ZPA)", "prompt": "c87-l3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader in Gartner SSE (top execution), Forrester SSE, and multiple compasses."}, {"id": "mai-20260917-0816-smoke|c87-l3|xai-small|Palo Alto Networks Prisma Access", "prompt": "c87-l3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader in Gartner SSE and Forrester SSE."}, {"id": "mai-20260917-0816-smoke|c87-l3|xai-small|Netskope Private Access (NPA)", "prompt": "c87-l3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Netskope Private Access (NPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Pure scale/SSE**: Zscaler or Netskope."}, {"id": "mai-20260917-0816-smoke|c87-l3|xai-small|Cloudflare Zero Trust (Access/One)", "prompt": "c87-l3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Zero Trust (Access/One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "highly rated for performance and pricing"}, {"id": "mai-20260917-0816-smoke|c87-l3|xai-small|Akamai Enterprise Application Access", "prompt": "c87-l3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Akamai Enterprise Application Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Performance/edge**: Cloudflare or Akamai."}, {"id": "mai-20260917-0816-smoke|c87-l3|xai-small|Fortinet", "prompt": "c87-l3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fortinet (high Peer Insights scores)"}, {"id": "mai-20260917-0816-smoke|c87-l3|xai-small|Cato Networks", "prompt": "c87-l3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others frequently top-ranked"}, {"id": "mai-20260917-0816-smoke|c87-l3|xai-small|Check Point", "prompt": "c87-l3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Check Point (KuppingerCole leaders)"}, {"id": "mai-20260917-0816-smoke|c87-l3|zai-small|Zscaler Private Access (ZPA)", "prompt": "c87-l3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| 1 | **Zscaler Private Access (ZPA)** | ... Large enterprises replacing VPN at scale; deep traffic inspection"}, {"id": "mai-20260917-0816-smoke|c87-l3|zai-small|Palo Alto Networks Prisma Access", "prompt": "c87-l3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Prisma Access** ... for tight integration and reduced operational overhead."}, {"id": "mai-20260917-0816-smoke|c87-l3|zai-small|Cloudflare Access", "prompt": "c87-l3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cloudflare Access** (agentless for most use cases) is ideal."}, {"id": "mai-20260917-0816-smoke|c87-l3|zai-small|Netskope Private Access (NPA)", "prompt": "c87-l3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Netskope Private Access (NPA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zscaler ZPA**, **Netskope NPA**, or **Palo Alto Prisma Access** give the most advanced inspection capabilities."}, {"id": "mai-20260917-0816-smoke|c87-l3|zai-small|Cato Networks SASE Cloud", "prompt": "c87-l3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cato Networks SASE Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cato Networks** or **Fortinet** (with SD‑WAN) are the strongest choices."}, {"id": "mai-20260917-0816-smoke|c87-l3|zai-small|Fortinet FortiClient (FortiGate Zero Trust)", "prompt": "c87-l3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet FortiClient (FortiGate Zero Trust)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Fortinet‑centric networks** | Fortinet FortiClient"}, {"id": "mai-20260917-0816-smoke|c87-l3|zai-small|Akamai Enterprise Application Access", "prompt": "c87-l3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Akamai Enterprise Application Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Akamai Enterprise Application Access** excels with its edge network."}, {"id": "mai-20260917-0816-smoke|c87-l3|zai-small|Check Point Harmony SASE", "prompt": "c87-l3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Check Point‑centric environments** | Check Point Harmony SASE"}, {"id": "mai-20260917-0816-smoke|c87-l3|zai-small|Cisco Secure Access (Cisco Duo + SD‑Access)", "prompt": "c87-l3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cisco Secure Access (Cisco Duo + SD‑Access)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Cisco‑centric environments** | Cisco Secure Access (Duo + SD‑Access)"}, {"id": "mai-20260917-0816-smoke|c87-l3|zai-small|Okta Access Gateway", "prompt": "c87-l3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Okta Access Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Okta Access Gateway** provides seamless integration."}, {"id": "mai-20260917-0816-smoke|c87-l3|zai-small|Twingate", "prompt": "c87-l3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cloudflare Access (up to 50 users free), Twingate (lower cost)"}, {"id": "mai-20260917-0816-smoke|c87-l4|alibaba-small|Cloudflare Zero Trust", "prompt": "c87-l4", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best solution is **Cloudflare Zero Trust**"}, {"id": "mai-20260917-0816-smoke|c87-l4|alibaba-small|Zscaler", "prompt": "c87-l4", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their pricing models are opaque and reliant on custom enterprise negotiations, making Total Cost of Ownership (TCO) difficult to forecast"}, {"id": "mai-20260917-0816-smoke|c87-l4|alibaba-small|Palo Alto", "prompt": "c87-l4", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "other vendors like Zscaler or Palo Alto offer deeper feature sets ... their pricing models are opaque"}, {"id": "mai-20260917-0816-smoke|c87-l4|alibaba-small|Twingate", "prompt": "c87-l4", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Balanced Alternative: Twingate ... is a strong contender"}, {"id": "mai-20260917-0816-smoke|c87-l4|anthropic-small|Kitecyber", "prompt": "c87-l4", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Kitecyber", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Solutions like Kitecyber offer up to 60 percent cost savings compared to competitors with every feature unlocked at one predictable per-user rate"}, {"id": "mai-20260917-0816-smoke|c87-l4|anthropic-small|Zscaler Private Access (ZPA)", "prompt": "c87-l4", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "best for large enterprises consolidating multiple security functions under one SSE platform. However, pricing is more complex"}, {"id": "mai-20260917-0816-smoke|c87-l4|challenger-small|Cloudflare Access / Cloudflare Zero Trust", "prompt": "c87-l4", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Access / Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare Access / Cloudflare Zero Trust** is often the best fit because it is explicitly positioned as strong on **cost** and **transparent pricing**"}, {"id": "mai-20260917-0816-smoke|c87-l4|challenger-small|Zscaler Private Access (ZPA)", "prompt": "c87-l4", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "most commonly cited large-enterprise benchmark, but multiple sources describe it as **custom-priced** and potentially **complex/expensive**"}, {"id": "mai-20260917-0816-smoke|c87-l4|challenger-small|Palo Alto Prisma Access", "prompt": "c87-l4", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Typically bundled/custom quoted, so less predictable for ZTNA-only budgeting."}, {"id": "mai-20260917-0816-smoke|c87-l4|deepseek-small|Cloudflare Zero Trust (Cloudflare One)", "prompt": "c87-l4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust (Cloudflare One)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**First choice: Cloudflare One / Zero Trust** — the only major platform with a flat, per-seat pricing model"}, {"id": "mai-20260917-0816-smoke|c87-l4|deepseek-small|Zscaler", "prompt": "c87-l4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Consider Zscaler ZPA only if** ... you're prepared to accept custom quotes and higher, less-transparent total cost."}, {"id": "mai-20260917-0816-smoke|c87-l4|deepseek-small|Netskope", "prompt": "c87-l4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Strong alternative: Netskope One** — if your ZTNA needs to be tightly integrated with full SSE"}, {"id": "mai-20260917-0816-smoke|c87-l4|deepseek-small|Palo Alto Prisma Access", "prompt": "c87-l4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they layer on costs tied to data egress, bandwidth consumption, regional routing, and traffic inspection volume"}, {"id": "mai-20260917-0816-smoke|c87-l4|google-small|Zscaler", "prompt": "c87-l4", "model": "google-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "such as Zscaler and Palo Alto Networks) use complex, opaque pricing structures that can fluctuate unpredictably"}, {"id": "mai-20260917-0816-smoke|c87-l4|google-small|Palo Alto Networks", "prompt": "c87-l4", "model": "google-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "use complex, opaque pricing structures that can fluctuate unpredictably based on data throughput"}, {"id": "mai-20260917-0816-smoke|c87-l4|google-small|Cloudflare One (Cloudflare Access)", "prompt": "c87-l4", "model": "google-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare One (Cloudflare Access)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Cloudflare One** is the most predictable choice."}, {"id": "mai-20260917-0816-smoke|c87-l4|google-small|Twingate", "prompt": "c87-l4", "model": "google-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Twingate** is the ideal solution."}, {"id": "mai-20260917-0816-smoke|c87-l4|google-small|Check Point Harmony (formerly Perimeter 81)", "prompt": "c87-l4", "model": "google-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Check Point Harmony (formerly Perimeter 81)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Unlike Check Point Harmony (formerly Perimeter 81) or other competitors who charge you per virtual gateway"}, {"id": "mai-20260917-0816-smoke|c87-l4|google-small|Tailscale", "prompt": "c87-l4", "model": "google-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best for Developer-Heavy Enterprises: **Tailscale**"}, {"id": "mai-20260917-0816-smoke|c87-l4|google-small|Fortinet FortiClient ZTNA", "prompt": "c87-l4", "model": "google-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Fortinet FortiClient ZTNA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Best for Existing Hardware Shops: **Fortinet FortiClient ZTNA**"}, {"id": "mai-20260917-0816-smoke|c87-l4|meta-small|Zscaler Private Access", "prompt": "c87-l4", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular ZTNA vendors include Zscaler Private Access, Palo Alto Prisma Access, and Cloudflare Access."}, {"id": "mai-20260917-0816-smoke|c87-l4|meta-small|Palo Alto Prisma Access", "prompt": "c87-l4", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular ZTNA vendors include Zscaler Private Access, Palo Alto Prisma Access, and Cloudflare Access."}, {"id": "mai-20260917-0816-smoke|c87-l4|meta-small|Cloudflare Access", "prompt": "c87-l4", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular ZTNA vendors include Zscaler Private Access, Palo Alto Prisma Access, and Cloudflare Access."}, {"id": "mai-20260917-0816-smoke|c87-l4|minimax-small|Cloudflare Zero Trust", "prompt": "c87-l4", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare Zero Trust** (the \"Access\" + \"Gateway\" bundle) is the simplest, most predictable ZTNA pricing model"}, {"id": "mai-20260917-0816-smoke|c87-l4|minimax-small|Entra Private Access", "prompt": "c87-l4", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Entra Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already have Microsoft 365 E5, **Entra Private Access** ... is essentially \"free\""}, {"id": "mai-20260917-0816-smoke|c87-l4|minimax-small|Zscaler Private Access (ZPA)", "prompt": "c87-l4", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why it's less predictable:** ... any additional security service (SWG, CASB, DLP) quickly adds extra per-user fees"}, {"id": "mai-20260917-0816-smoke|c87-l4|minimax-small|Palo Alto Prisma Access", "prompt": "c87-l4", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Zscaler Private Access** or **Palo Alto Prisma Access** (expect tiered pricing)"}, {"id": "mai-20260917-0816-smoke|c87-l4|minimax-small|Cato Networks", "prompt": "c87-l4", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cato Networks** (offers bundled per-user pricing, but pricing is often bandwidth-tiered)"}, {"id": "mai-20260917-0816-smoke|c87-l4|minimax-small|OpenZiti", "prompt": "c87-l4", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "OpenZiti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**OpenZiti** or **WireGuard-based Tailscale** (cost = compute/hardware only, but you take ops risk)"}, {"id": "mai-20260917-0816-smoke|c87-l4|minimax-small|Tailscale", "prompt": "c87-l4", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Tailscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**WireGuard-based Tailscale** (cost = compute/hardware only, but you take ops risk)"}, {"id": "mai-20260917-0816-smoke|c87-l4|mistral-small|Zscaler Private Access (ZPA)", "prompt": "c87-l4", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is widely regarded as the best-in-class ZTNA solution"}, {"id": "mai-20260917-0816-smoke|c87-l4|mistral-small|Cloudflare Zero Trust", "prompt": "c87-l4", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options like **Cloudflare Zero Trust** ... also offer competitive pricing"}, {"id": "mai-20260917-0816-smoke|c87-l4|mistral-small|Akamai Enterprise Application Access (EAA)", "prompt": "c87-l4", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Akamai Enterprise Application Access (EAA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Akamai Enterprise Application Access (EAA)** also offer competitive pricing"}, {"id": "mai-20260917-0816-smoke|c87-l4|moonshot-small|Cloudflare Zero Trust", "prompt": "c87-l4", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare Zero Trust** – Best for Transparent, Predictable Pricing"}, {"id": "mai-20260917-0816-smoke|c87-l4|moonshot-small|Microsoft Entra Private Access", "prompt": "c87-l4", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Microsoft Entra Private Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If already on Microsoft 365 E3/E5**: **Microsoft Entra Private Access** — lowest cost ($3–$5/user), simplest licensing"}, {"id": "mai-20260917-0816-smoke|c87-l4|moonshot-small|Zscaler Private Access (ZPA)", "prompt": "c87-l4", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Best for Largest Scale, but Opaque Pricing ... standalone ZTNA is expensive"}, {"id": "mai-20260917-0816-smoke|c87-l4|moonshot-small|Twingate", "prompt": "c87-l4", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Twingate** | ~$300K | ⭐⭐⭐⭐ Published | High |"}, {"id": "mai-20260917-0816-smoke|c87-l4|moonshot-small|Palo Alto Prisma Access", "prompt": "c87-l4", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "| **Palo Alto Prisma Access** | $480K–$1.5M | ⭐⭐ Custom quotes | Lower |"}, {"id": "mai-20260917-0816-smoke|c87-l4|openai-small|Cloudflare Access", "prompt": "c87-l4", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Cloudflare Access on a contract/enterprise plan**"}, {"id": "mai-20260917-0816-smoke|c87-l4|openai-small|Zscaler Private Access (ZPA)", "prompt": "c87-l4", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "strong enterprise ZTNA product, but the publicly available material I found focuses on architecture and deployment rather than a clearly predictable flat-cost model"}, {"id": "mai-20260917-0816-smoke|c87-l4|openai-small|Tailscale", "prompt": "c87-l4", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "very transparent and simple to buy, but its standard pricing is **per-user/month**, and enterprise pricing is **custom**"}, {"id": "mai-20260917-0816-smoke|c87-l4|xai-small|Zscaler Private Access (ZPA)", "prompt": "c87-l4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zscaler Private Access (ZPA) stands out as the best ZTNA solution for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260917-0816-smoke|c87-l4|xai-small|Palo Alto Prisma Access", "prompt": "c87-l4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Prisma/Netskope match scale but have modular add-ons risking overruns."}, {"id": "mai-20260917-0816-smoke|c87-l4|xai-small|Netskope Private Access", "prompt": "c87-l4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Netskope Private Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Prisma/Netskope match scale but have modular add-ons risking overruns."}, {"id": "mai-20260917-0816-smoke|c87-l4|xai-small|Cloudflare Zero Trust", "prompt": "c87-l4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cloudflare's transparent $7/user is cheapest *on paper* but less mature for 10K+ regulated enterprises"}, {"id": "mai-20260917-0816-smoke|c87-l4|xai-small|Cisco Duo ZTNA", "prompt": "c87-l4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cisco Duo ZTNA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Cisco Duo ZTNA is identity-focused, not full ZTNA for broad apps."}, {"id": "mai-20260917-0816-smoke|c87-l4|zai-small|Cloudflare Zero Trust (Cloudflare One)", "prompt": "c87-l4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust (Cloudflare One)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit today is **Cloudflare Zero Trust (Cloudflare One)**"}, {"id": "mai-20260917-0816-smoke|c87-l4|zai-small|Zscaler Private Access (ZPA)", "prompt": "c87-l4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zscaler Private Access (ZPA)** is the runner-up, but you must accept a custom-quote model."}, {"id": "mai-20260917-0816-smoke|c87-l4|zai-small|Palo Alto Networks Prisma Access", "prompt": "c87-l4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Palo Alto Networks Prisma Access** | **$100–$180/user/year"}, {"id": "mai-20260917-0816-smoke|c87-l4|zai-small|Akamai Enterprise Application Access (EAA)", "prompt": "c87-l4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Akamai Enterprise Application Access (EAA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Akamai Enterprise Application Access (EAA)** | **~$10–$15/user/month (est.)"}, {"id": "mai-20260917-0816-smoke|c87-l4|zai-small|Twingate", "prompt": "c87-l4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Focused ZTNA; lacks some enterprise-grade features (advanced DLP, full SSE)."}, {"id": "mai-20260917-0816-smoke|c87-l4|zai-small|NordLayer", "prompt": "c87-l4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "NordLayer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Good for SMBs; similar trade-offs to Twingate."}, {"id": "mai-20260917-0816-smoke|c87-l5|alibaba-small|Palo Alto Networks (Prisma Access / ZTNA)", "prompt": "c87-l5", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Palo Alto Networks (Prisma Access / ZTNA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Strongest for network-first companies. Excellent visibility, but can be complex/expensive."}, {"id": "mai-20260917-0816-smoke|c87-l5|alibaba-small|Zscaler (ZIA)", "prompt": "c87-l5", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler (ZIA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Market leader in Cloud-Native ZTNA. Heavy emphasis on security and scale. Very strong procurement reputation, but high cost."}, {"id": "mai-20260917-0816-smoke|c87-l5|alibaba-small|Fortinet (SASE)", "prompt": "c87-l5", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Fortinet (SASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good option if you already use Fortinet firewalls for cost efficiency."}, {"id": "mai-20260917-0816-smoke|c87-l5|alibaba-small|Microsoft (Entra ID Access Reviews)", "prompt": "c87-l5", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Microsoft (Entra ID Access Reviews)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are heavily invested in the Microsoft ecosystem, native ZTNA is gaining traction."}, {"id": "mai-20260917-0816-smoke|c87-l5|deepseek-small|Zscaler", "prompt": "c87-l5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist vendors (Zscaler, Netskope, Palo Alto Prisma Access, Cloudflare, Appgate, Symantec/Broadcom, Fortinet, etc.)"}, {"id": "mai-20260917-0816-smoke|c87-l5|deepseek-small|Netskope", "prompt": "c87-l5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist vendors (Zscaler, Netskope, Palo Alto Prisma Access, Cloudflare, Appgate, Symantec/Broadcom, Fortinet, etc.)"}, {"id": "mai-20260917-0816-smoke|c87-l5|deepseek-small|Palo Alto Prisma Access", "prompt": "c87-l5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist vendors (Zscaler, Netskope, Palo Alto Prisma Access, Cloudflare, Appgate, Symantec/Broadcom, Fortinet, etc.)"}, {"id": "mai-20260917-0816-smoke|c87-l5|deepseek-small|Cloudflare", "prompt": "c87-l5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist vendors (Zscaler, Netskope, Palo Alto Prisma Access, Cloudflare, Appgate, Symantec/Broadcom, Fortinet, etc.)"}, {"id": "mai-20260917-0816-smoke|c87-l5|deepseek-small|Appgate", "prompt": "c87-l5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Appgate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist vendors (Zscaler, Netskope, Palo Alto Prisma Access, Cloudflare, Appgate, Symantec/Broadcom, Fortinet, etc.)"}, {"id": "mai-20260917-0816-smoke|c87-l5|deepseek-small|Symantec/Broadcom", "prompt": "c87-l5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Symantec/Broadcom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist vendors (Zscaler, Netskope, Palo Alto Prisma Access, Cloudflare, Appgate, Symantec/Broadcom, Fortinet, etc.)"}, {"id": "mai-20260917-0816-smoke|c87-l5|deepseek-small|Fortinet", "prompt": "c87-l5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Shortlist vendors (Zscaler, Netskope, Palo Alto Prisma Access, Cloudflare, Appgate, Symantec/Broadcom, Fortinet, etc.)"}, {"id": "mai-20260917-0816-smoke|c87-l5|google-small|Zscaler Private Access", "prompt": "c87-l5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "*Heavyweights (SASE Platforms):* Zscaler Private Access, Palo Alto Networks Prisma Access, Cloudflare One."}, {"id": "mai-20260917-0816-smoke|c87-l5|google-small|Palo Alto Networks Prisma Access", "prompt": "c87-l5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Heavyweights (SASE Platforms):* Zscaler Private Access, Palo Alto Networks Prisma Access, Cloudflare One."}, {"id": "mai-20260917-0816-smoke|c87-l5|google-small|Cloudflare One", "prompt": "c87-l5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Heavyweights (SASE Platforms):* Zscaler Private Access, Palo Alto Networks Prisma Access, Cloudflare One."}, {"id": "mai-20260917-0816-smoke|c87-l5|google-small|Twingate", "prompt": "c87-l5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Modern/Agile ZTNA:* Twingate, Tailscale Enterprise, Banyan Security."}, {"id": "mai-20260917-0816-smoke|c87-l5|google-small|Tailscale Enterprise", "prompt": "c87-l5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Tailscale Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Modern/Agile ZTNA:* Twingate, Tailscale Enterprise, Banyan Security."}, {"id": "mai-20260917-0816-smoke|c87-l5|google-small|Banyan Security", "prompt": "c87-l5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Banyan Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Modern/Agile ZTNA:* Twingate, Tailscale Enterprise, Banyan Security."}, {"id": "mai-20260917-0816-smoke|c87-l5|meta-small|Zscaler Private Access", "prompt": "c87-l5", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top ZTNA platforms for enterprises include Zscaler Private Access, Cloudflare Zero Trust, and Palo Alto Networks Prisma Access."}, {"id": "mai-20260917-0816-smoke|c87-l5|meta-small|Cloudflare Zero Trust", "prompt": "c87-l5", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top ZTNA platforms for enterprises include Zscaler Private Access, Cloudflare Zero Trust, and Palo Alto Networks Prisma Access."}, {"id": "mai-20260917-0816-smoke|c87-l5|meta-small|Palo Alto Networks Prisma Access", "prompt": "c87-l5", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some top ZTNA platforms for enterprises include Zscaler Private Access, Cloudflare Zero Trust, and Palo Alto Networks Prisma Access."}, {"id": "mai-20260917-0816-smoke|c87-l5|minimax-small|Zscaler Private Access", "prompt": "c87-l5", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler Private Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zscaler Private Access** - Strong enterprise/compliance focus"}, {"id": "mai-20260917-0816-smoke|c87-l5|minimax-small|Cloudflare One", "prompt": "c87-l5", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare One** - Good SASE integration"}, {"id": "mai-20260917-0816-smoke|c87-l5|minimax-small|Palo Alto Prisma Access", "prompt": "c87-l5", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Palo Alto Prisma Access** - Established enterprise"}, {"id": "mai-20260917-0816-smoke|c87-l5|minimax-small|Twingate", "prompt": "c87-l5", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Twingate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Twingate** - Modern, developer-friendly"}, {"id": "mai-20260917-0816-smoke|c87-l5|minimax-small|Perimeter 81", "prompt": "c87-l5", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Perimeter 81", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Perimeter 81** - Good EU presence"}, {"id": "mai-20260917-0816-smoke|c87-l5|mistral-small|Zscaler Private Access", "prompt": "c87-l5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist vendors based on your requirements (e.g., Zscaler Private Access, Cloudflare Access, Netskope Private Access, Tailscale, Perimeter 81, Cato Networks)."}, {"id": "mai-20260917-0816-smoke|c87-l5|mistral-small|Cloudflare Access", "prompt": "c87-l5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Zscaler Private Access, Cloudflare Access, Netskope Private Access, Tailscale, Perimeter 81, Cato Networks"}, {"id": "mai-20260917-0816-smoke|c87-l5|mistral-small|Netskope Private Access", "prompt": "c87-l5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Netskope Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Zscaler Private Access, Cloudflare Access, Netskope Private Access, Tailscale, Perimeter 81, Cato Networks"}, {"id": "mai-20260917-0816-smoke|c87-l5|mistral-small|Tailscale", "prompt": "c87-l5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Tailscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Zscaler Private Access, Cloudflare Access, Netskope Private Access, Tailscale, Perimeter 81, Cato Networks"}, {"id": "mai-20260917-0816-smoke|c87-l5|mistral-small|Perimeter 81", "prompt": "c87-l5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Perimeter 81", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Zscaler Private Access, Cloudflare Access, Netskope Private Access, Tailscale, Perimeter 81, Cato Networks"}, {"id": "mai-20260917-0816-smoke|c87-l5|mistral-small|Cato Networks", "prompt": "c87-l5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Zscaler Private Access, Cloudflare Access, Netskope Private Access, Tailscale, Perimeter 81, Cato Networks"}, {"id": "mai-20260917-0816-smoke|c87-l5|moonshot-small|Zscaler", "prompt": "c87-l5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zscaler ZPA** – Market leader, proven at scale"}, {"id": "mai-20260917-0816-smoke|c87-l5|moonshot-small|Palo Alto", "prompt": "c87-l5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Palo Alto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Palo Alto Prisma Access** – If you have existing Palo Alto investments"}, {"id": "mai-20260917-0816-smoke|c87-l5|moonshot-small|Cloudflare", "prompt": "c87-l5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cloudflare Access** – Strong value, excellent developer experience"}, {"id": "mai-20260917-0816-smoke|c87-l5|moonshot-small|Netskope", "prompt": "c87-l5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Netskope** | Private Access | SSE-integrated environments | Cloud-native |"}, {"id": "mai-20260917-0816-smoke|c87-l5|moonshot-small|Microsoft", "prompt": "c87-l5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Microsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Microsoft Entra Private Access** – If you're M365 E5, lowest incremental cost"}, {"id": "mai-20260917-0816-smoke|c87-l5|xai-small|Zscaler Private Access (ZPA)", "prompt": "c87-l5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-4: Zscaler/Prisma for SASE-integrated scale"}, {"id": "mai-20260917-0816-smoke|c87-l5|xai-small|Palo Alto Prisma Access", "prompt": "c87-l5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zscaler/Prisma for SASE-integrated scale"}, {"id": "mai-20260917-0816-smoke|c87-l5|xai-small|Cloudflare One/Access", "prompt": "c87-l5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare One/Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloudflare for edge/performance"}, {"id": "mai-20260917-0816-smoke|c87-l5|xai-small|Netskole Private Access", "prompt": "c87-l5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Netskole Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Netskole/Okta for identity-first"}, {"id": "mai-20260917-0816-smoke|c87-l5|xai-small|Okta", "prompt": "c87-l5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Netskole/Okta for identity-first"}, {"id": "mai-20260917-0816-smoke|c87-l6|alibaba-small|Netskope", "prompt": "c87-l6", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Specific Vendor Caution: Netskope ... the platform is often cited as one of the most expensive options on the market."}, {"id": "mai-20260917-0816-smoke|c87-l6|alibaba-small|Zscaler", "prompt": "c87-l6", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Specific Vendor Caution: Zscaler ... the console can be difficult to navigate (\"convoluted configuration process\")"}, {"id": "mai-20260917-0816-smoke|c87-l6|alibaba-small|Palo Alto", "prompt": "c87-l6", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "lacks a \"leading\" user experience compared to competitors like Palo Alto or Microsoft"}, {"id": "mai-20260917-0816-smoke|c87-l6|alibaba-small|Microsoft", "prompt": "c87-l6", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compared to competitors like Palo Alto or Microsoft"}, {"id": "mai-20260917-0816-smoke|c87-l6|anthropic-small|Zscaler Private Access", "prompt": "c87-l6", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler Private Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Zscaler Private Access has cloud-only delivery with no on-premises deployment option, which disqualifies it for sovereign, classified, or air-gapped environments"}, {"id": "mai-20260917-0816-smoke|c87-l6|anthropic-small|Palo Alto's Prisma Access", "prompt": "c87-l6", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Palo Alto's Prisma Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Palo Alto's Prisma Access has no on-premises deployment option"}, {"id": "mai-20260917-0816-smoke|c87-l6|anthropic-small|Netskope Private Access", "prompt": "c87-l6", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Netskope Private Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Netskope Private Access is strongest when paired with the wider Netskope platform"}, {"id": "mai-20260917-0816-smoke|c87-l6|challenger-small|Perimeter 81", "prompt": "c87-l6", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Perimeter 81", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SMB-first ZTNA (e.g. Perimeter 81, NordLayer, Tailscale-style \"quick VPN replacement\" tools) | Often optimized for fast rollout and simplicity, but may lack the depth, scale, or governance"}, {"id": "mai-20260917-0816-smoke|c87-l6|challenger-small|NordLayer", "prompt": "c87-l6", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "NordLayer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SMB-first ZTNA (e.g. Perimeter 81, NordLayer, Tailscale-style \"quick VPN replacement\" tools) ... may lack the depth, scale, or governance large enterprises need."}, {"id": "mai-20260917-0816-smoke|c87-l6|challenger-small|Tailscale", "prompt": "c87-l6", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Tailscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tailscale-style \"quick VPN replacement\" tools) | Often optimized for fast rollout and simplicity, but may lack the depth, scale, or governance large enterprises need."}, {"id": "mai-20260917-0816-smoke|c87-l6|challenger-small|Zscaler Private Access", "prompt": "c87-l6", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler Private Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "the safer direction in the results is the opposite of the above: **Zscaler Private Access**, **Palo Alto Prisma Access**, and similar **enterprise-scale SSE/SASE platforms**"}, {"id": "mai-20260917-0816-smoke|c87-l6|challenger-small|Palo Alto Prisma Access", "prompt": "c87-l6", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Zscaler Private Access**, **Palo Alto Prisma Access** ... repeatedly described as better fits for large distributed environments and VPN retirement at scale."}, {"id": "mai-20260917-0816-smoke|c87-l6|deepseek-small|OpenZiti", "prompt": "c87-l6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "OpenZiti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Open-source \"DIY\" ZTNA (OpenZiti, HashiCorp Boundary) | No commercial SLAs, no global PoP, heavy integration burden"}, {"id": "mai-20260917-0816-smoke|c87-l6|deepseek-small|Cloudflare", "prompt": "c87-l6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cloudflare is strong on network performance but historically weaker on SSE features... If you're buying *pure* ZTNA, Cloudflare Access is excellent."}, {"id": "mai-20260917-0816-smoke|c87-l6|deepseek-small|Zscaler", "prompt": "c87-l6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Gartner MQ for SSE (2025) places **Zscaler, Netskope, Palo Alto, and Fortinet** as Leaders... starting from that shortlist"}, {"id": "mai-20260917-0816-smoke|c87-l6|deepseek-small|Netskope", "prompt": "c87-l6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "places **Zscaler, Netskope, Palo Alto, and Fortinet** as Leaders"}, {"id": "mai-20260917-0816-smoke|c87-l6|deepseek-small|Twingate", "prompt": "c87-l6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Twingate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Standalone ZTNA startups (e.g., Twingate, Tailscale for enterprise at 10k+ users) | May lack enterprise support SLAs"}, {"id": "mai-20260917-0816-smoke|c87-l6|deepseek-small|Tailscale", "prompt": "c87-l6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Tailscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tailscale's BSL license switch also raised community concerns"}, {"id": "mai-20260917-0816-smoke|c87-l6|deepseek-small|Palo Alto Prisma", "prompt": "c87-l6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Better Alternative | Zscaler, Palo Alto Prisma, Netskope"}, {"id": "mai-20260917-0816-smoke|c87-l6|deepseek-small|Barracuda", "prompt": "c87-l6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Barracuda (post-Cape Networks sunset)** | History of product discontinuation"}, {"id": "mai-20260917-0816-smoke|c87-l6|deepseek-small|Fortinet", "prompt": "c87-l6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Better Alternative | Fortinet, Cisco"}, {"id": "mai-20260917-0816-smoke|c87-l6|deepseek-small|Cisco", "prompt": "c87-l6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Cisco (on-prem options), or hybrid architectures"}, {"id": "mai-20260917-0816-smoke|c87-l6|deepseek-small|HashiCorp Boundary", "prompt": "c87-l6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "HashiCorp Boundary", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Open-source \"DIY\" ZTNA (OpenZiti, HashiCorp Boundary) | No commercial SLAs, no global PoP, heavy integration burden"}, {"id": "mai-20260917-0816-smoke|c87-l6|google-small|Zscaler", "prompt": "c87-l6", "model": "google-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "When evaluating leading market players (e.g., Zscaler, Netskope, Check Point), explicitly ask your account teams how they have patched and architecturally mitigated cross-tenant token vulnerabilities"}, {"id": "mai-20260917-0816-smoke|c87-l6|google-small|Netskope", "prompt": "c87-l6", "model": "google-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "critical flaws (e.g., authentication bypasses, cross-tenant data leaks) in several prominent enterprise ZTNA vendors ... (e.g., Zscaler, Netskope, Check Point)"}, {"id": "mai-20260917-0816-smoke|c87-l6|google-small|Check Point", "prompt": "c87-l6", "model": "google-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "When evaluating leading market players (e.g., Zscaler, Netskope, Check Point), explicitly ask your account teams how they have patched ... SAML validation exploits."}, {"id": "mai-20260917-0816-smoke|c87-l6|xai-small|Zscaler Private Access (ZPA)", "prompt": "c87-l6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Authentication bypass via flawed SAML signature validation, allowing forged tokens... complaints about unsuitability for large-scale deployments."}, {"id": "mai-20260917-0816-smoke|c87-l6|xai-small|Netskope Private Access", "prompt": "c87-l6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Netskope Private Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Cross-tenant vulnerabilities enabling compromise via leaked enrollment tokens. Lacks consistent innovation in some areas per Gartner critiques."}, {"id": "mai-20260917-0816-smoke|c87-l6|xai-small|Check Point Harmony SASE / Perimeter 81", "prompt": "c87-l6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Check Point Harmony SASE / Perimeter 81", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Hard-coded encryption keys exposing customer data in logs, plus authentication bypasses and privilege escalation risks."}, {"id": "mai-20260917-0816-smoke|c87-l6|xai-small|Proofpoint", "prompt": "c87-l6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limited enterprise references, poor traffic intelligence, and scalability unproven for 10,000+ users. Avoid if your needs exceed mid-market"}, {"id": "mai-20260917-0816-smoke|c87-l6|xai-small|Juniper", "prompt": "c87-l6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Juniper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Smaller or niche players (e.g., some \"Challengers\" like Proofpoint, Juniper, or early entrants): Limited enterprise references"}, {"id": "mai-20260917-0816-smoke|c87-l6|xai-small|Twingate", "prompt": "c87-l6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Twingate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Twingate scores high in reviews but is specialized/small-scale"}, {"id": "mai-20260917-0816-smoke|c87-l6|xai-small|Microsoft Entra", "prompt": "c87-l6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Microsoft Entra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Vendor lock-in: Those tightly coupled to ecosystems (e.g., Microsoft Entra for non-Azure shops) without strong interoperability."}, {"id": "mai-20260917-0816-smoke|c87-l6|xai-small|Palo Alto Prisma Access", "prompt": "c87-l6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Opt for diversified Leaders like **Palo Alto Prisma Access**"}, {"id": "mai-20260917-0816-smoke|c87-l6|xai-small|Cloudflare Zero Trust", "prompt": "c87-l6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Opt for diversified Leaders like ... **Cloudflare Zero Trust**"}, {"id": "mai-20260917-0816-smoke|c87-l6|xai-small|Cato Networks", "prompt": "c87-l6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Cato Networks**... they appear stronger in recent analyst reports"}, {"id": "mai-20260917-0816-smoke|c87-l6|xai-small|Fortinet", "prompt": "c87-l6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Fortinet**, or **Akamai Enterprise Application Access**—they appear stronger in recent analyst reports"}, {"id": "mai-20260917-0816-smoke|c87-l6|xai-small|Akamai Enterprise Application Access", "prompt": "c87-l6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Akamai Enterprise Application Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Akamai Enterprise Application Access**—they appear stronger in recent analyst reports ... with better enterprise validation"}, {"id": "mai-20260917-0816-smoke|c87-l6|zai-small|Fortinet (Agentless ZTNA portal)", "prompt": "c87-l6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Fortinet (Agentless ZTNA portal)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Certificate validation flaw (CWE‑295) that could enable a man‑in‑the‑middle attack on the agentless ZTNA portal"}, {"id": "mai-20260917-0816-smoke|c87-l6|zai-small|Zscaler Private Access (ZPA)", "prompt": "c87-l6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High cost and custom pricing ... Latency complaints and client reconnect issues ... Earlier critical authentication bypass vulnerabilities"}, {"id": "mai-20260917-0816-smoke|c87-l6|zai-small|Netskope", "prompt": "c87-l6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Authentication bypass, privilege escalation, and hardcoded credential flaws across multiple zero‑trust platforms"}, {"id": "mai-20260917-0816-smoke|c87-l6|zai-small|Check Point Perimeter 81", "prompt": "c87-l6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Check Point Perimeter 81", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Authentication bypass, privilege escalation, and hardcoded credential flaws across multiple zero‑trust platforms"}, {"id": "mai-20260917-0816-smoke|c87-m1|alibaba-small|Twingate", "prompt": "c87-m1", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Pure ZTNA & Ease of Use: **Twingate**"}, {"id": "mai-20260917-0816-smoke|c87-m1|alibaba-small|Cato Networks", "prompt": "c87-m1", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Converged Platform (SASE): **Cato Networks**"}, {"id": "mai-20260917-0816-smoke|c87-m1|alibaba-small|Cloudflare One", "prompt": "c87-m1", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Performance & Entry-Level Pricing: **Cloudflare One**"}, {"id": "mai-20260917-0816-smoke|c87-m1|anthropic-small|Twingate", "prompt": "c87-m1", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Twingate is a software-first remote access platform using a software-defined perimeter, best for small and mid-market teams"}, {"id": "mai-20260917-0816-smoke|c87-m1|anthropic-small|Cato Networks", "prompt": "c87-m1", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cato Networks is recommended for mid-market teams that want networking and security converged."}, {"id": "mai-20260917-0816-smoke|c87-m1|anthropic-small|Cloudflare Zero Trust", "prompt": "c87-m1", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "best for startups, SMBs, and mid-market organizations that need a fast, easy-to-deploy, and affordable ZTNA solution"}, {"id": "mai-20260917-0816-smoke|c87-m1|anthropic-small|NordLayer", "prompt": "c87-m1", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NordLayer is a cloud-based ZTNA solution designed for mid-sized organizations that want zero trust without a heavy deployment lift"}, {"id": "mai-20260917-0816-smoke|c87-m1|anthropic-small|Zscaler ZPA Browser Access", "prompt": "c87-m1", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler ZPA Browser Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the better pick for regulated mid-market firms that already run the Zero Trust Exchange"}, {"id": "mai-20260917-0816-smoke|c87-m1|challenger-small|Cloudflare Access / Cloudflare One", "prompt": "c87-m1", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Access / Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default ZTNA choice is usually **Cloudflare Access / Cloudflare One**"}, {"id": "mai-20260917-0816-smoke|c87-m1|challenger-small|Cato Networks", "prompt": "c87-m1", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cato Networks** is the strongest fit in several 2026 comparisons"}, {"id": "mai-20260917-0816-smoke|c87-m1|challenger-small|Zscaler Private Access", "prompt": "c87-m1", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stronger for organizations that need mature, app-segmented access at scale"}, {"id": "mai-20260917-0816-smoke|c87-m1|challenger-small|Twingate", "prompt": "c87-m1", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Emphasized for rapid deployment and SMB/mid-market remote access"}, {"id": "mai-20260917-0816-smoke|c87-m1|challenger-small|Cisco Duo / Secure Access", "prompt": "c87-m1", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cisco Duo / Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better when you want phased Zero Trust adoption through identity controls"}, {"id": "mai-20260917-0816-smoke|c87-m1|deepseek-small|Cato Networks", "prompt": "c87-m1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cato Networks** is the standout balanced pick"}, {"id": "mai-20260917-0816-smoke|c87-m1|deepseek-small|Twingate", "prompt": "c87-m1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for a fast, cheap VPN replacement"}, {"id": "mai-20260917-0816-smoke|c87-m1|deepseek-small|Check Point Harmony SASE (formerly Perimeter 81)", "prompt": "c87-m1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Check Point Harmony SASE (formerly Perimeter 81)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best balance of capability & manageability"}, {"id": "mai-20260917-0816-smoke|c87-m1|deepseek-small|Zscaler Private Access", "prompt": "c87-m1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Private Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it's often more than mid-market teams strictly need"}, {"id": "mai-20260917-0816-smoke|c87-m1|deepseek-small|Cloudflare Zero Trust", "prompt": "c87-m1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "excellent clientless option, edge-based, strong mid-market fit"}, {"id": "mai-20260917-0816-smoke|c87-m1|deepseek-small|Microsoft Entra ID", "prompt": "c87-m1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "if you're already standardized on Microsoft 365 or Google Workspace, these are compelling and lower-cost"}, {"id": "mai-20260917-0816-smoke|c87-m1|deepseek-small|Google BeyondCorp", "prompt": "c87-m1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Google BeyondCorp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Already deep in Microsoft or Google stack → Entra ID / BeyondCorp"}, {"id": "mai-20260917-0816-smoke|c87-m1|deepseek-small|NordLayer", "prompt": "c87-m1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "NordLayer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "simplified ZTNA with straightforward pricing and easy onboarding"}, {"id": "mai-20260917-0816-smoke|c87-m1|google-small|Zscaler", "prompt": "c87-m1", "model": "google-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While enterprise giants like Zscaler can feel overly complex and require multi-SKU negotiations"}, {"id": "mai-20260917-0816-smoke|c87-m1|google-small|Palo Alto Networks", "prompt": "c87-m1", "model": "google-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "dedicated SecOps teams to manage complex solutions like Zscaler or Palo Alto Networks"}, {"id": "mai-20260917-0816-smoke|c87-m1|google-small|Twingate", "prompt": "c87-m1", "model": "google-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Twingate** is arguably the best overall choice for the mid-market"}, {"id": "mai-20260917-0816-smoke|c87-m1|google-small|Cloudflare Zero Trust / Cloudflare Access", "prompt": "c87-m1", "model": "google-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust / Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cloudflare Access** is an exceptional choice"}, {"id": "mai-20260917-0816-smoke|c87-m1|google-small|Cato Networks", "prompt": "c87-m1", "model": "google-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cato Networks** is the gold standard for the mid-market"}, {"id": "mai-20260917-0816-smoke|c87-m1|google-small|Check Point Harmony SASE / Perimeter 81", "prompt": "c87-m1", "model": "google-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Check Point Harmony SASE / Perimeter 81", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Harmony SASE** is another darling of the SMB and mid-market space"}, {"id": "mai-20260917-0816-smoke|c87-m1|google-small|Microsoft Entra Private Access", "prompt": "c87-m1", "model": "google-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Microsoft Entra Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look no further than **Microsoft Entra Private Access**"}, {"id": "mai-20260917-0816-smoke|c87-m1|meta-small|CloudConnexa", "prompt": "c87-m1", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "CloudConnexa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CloudConnexa - designed for small and medium-sized businesses that want scalable Zero Trust security without significant infrastructure or management overhead."}, {"id": "mai-20260917-0816-smoke|c87-m1|meta-small|Cato Networks", "prompt": "c87-m1", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ideal for mid-market and lean-enterprise teams that want ZTNA as one feature of a single converged platform"}, {"id": "mai-20260917-0816-smoke|c87-m1|meta-small|NordLayer", "prompt": "c87-m1", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a cloud-based ZTNA solution designed for mid-sized organizations that want zero trust without a heavy deployment lift"}, {"id": "mai-20260917-0816-smoke|c87-m1|meta-small|Microsoft Entra E5", "prompt": "c87-m1", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Microsoft Entra E5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "suitable for regulated mid-market businesses with 100+ users and HIPAA, PCI, or CMMC requirements"}, {"id": "mai-20260917-0816-smoke|c87-m1|meta-small|Zscaler Zero Trust Exchange", "prompt": "c87-m1", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "suitable for regulated mid-market businesses with 100+ users and HIPAA, PCI, or CMMC requirements"}, {"id": "mai-20260917-0816-smoke|c87-m1|minimax-small|Akamai – Enterprise Threat Protection (ETP) + Edge DNS", "prompt": "c87-m1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Akamai – Enterprise Threat Protection (ETP) + Edge DNS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "May require additional products for full ZTNA; pricing can be complex for small deployments."}, {"id": "mai-20260917-0816-smoke|c87-m1|minimax-small|Cloudflare – Cloudflare One", "prompt": "c87-m1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare – Cloudflare One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud‑native; unified dashboard for Zero‑Trust, VPN, and edge compute; strong partner ecosystem."}, {"id": "mai-20260917-0816-smoke|c87-m1|minimax-small|Cisco – Duo + Cisco ISE (Zero Trust)", "prompt": "c87-m1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cisco – Duo + Cisco ISE (Zero Trust)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Full Zero‑Trust often needs additional Cisco hardware/virtual appliances; can be complex to configure."}, {"id": "mai-20260917-0816-smoke|c87-m1|minimax-small|Microsoft – Azure AD Conditional Access + Microsoft Defender for Cloud Apps", "prompt": "c87-m1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Microsoft – Azure AD Conditional Access + Microsoft Defender for Cloud Apps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Primarily works well for Microsoft‑centric workloads; add‑on licensing for full ZTNA scenarios."}, {"id": "mai-20260917-0816-smoke|c87-m1|minimax-small|NordLayer (formerly NordVPN Teams)", "prompt": "c87-m1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "NordLayer (formerly NordVPN Teams)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple per‑user pricing; easy self‑service portal; good for small‑to‑mid teams."}, {"id": "mai-20260917-0816-smoke|c87-m1|minimax-small|Palo Alto Networks – Prisma Access", "prompt": "c87-m1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Palo Alto Networks – Prisma Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher price point; can be overkill for simple use cases."}, {"id": "mai-20260917-0816-smoke|c87-m1|minimax-small|Perimeter 81", "prompt": "c87-m1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Perimeter 81", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid‑market companies seeking a lightweight, cloud‑native solution."}, {"id": "mai-20260917-0816-smoke|c87-m1|minimax-small|Twingate", "prompt": "c87-m1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fast‑growing startups and mid‑market firms wanting a “plug‑and‑play” ZTNA."}, {"id": "mai-20260917-0816-smoke|c87-m1|minimax-small|Zscaler – Private Access (ZPA)", "prompt": "c87-m1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler – Private Access (ZPA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprises and mid‑market firms with a distributed workforce."}, {"id": "mai-20260917-0816-smoke|c87-m1|mistral-small|Cato Networks", "prompt": "c87-m1", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cato Networks** stands out as the best overall ZTNA solution due to its converged SASE platform"}, {"id": "mai-20260917-0816-smoke|c87-m1|mistral-small|NordLayer", "prompt": "c87-m1", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NordLayer** or **Twingate** are excellent alternatives"}, {"id": "mai-20260917-0816-smoke|c87-m1|mistral-small|Twingate", "prompt": "c87-m1", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NordLayer** or **Twingate** are excellent alternatives"}, {"id": "mai-20260917-0816-smoke|c87-m1|mistral-small|Netskope", "prompt": "c87-m1", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For advanced data security, consider **Netskope**."}, {"id": "mai-20260917-0816-smoke|c87-m1|moonshot-small|Cato Networks", "prompt": "c87-m1", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Cato Networks** – Best for Mid-Market SASE Convergence"}, {"id": "mai-20260917-0816-smoke|c87-m1|moonshot-small|Twingate", "prompt": "c87-m1", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Twingate** – Best for Fast VPN Replacement"}, {"id": "mai-20260917-0816-smoke|c87-m1|moonshot-small|Cloudflare Zero Trust", "prompt": "c87-m1", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Cloudflare Zero Trust** – Best Free Starting Point"}, {"id": "mai-20260917-0816-smoke|c87-m1|moonshot-small|OpenVPN CloudConnexa", "prompt": "c87-m1", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **OpenVPN CloudConnexa** – Best for SMB Budget"}, {"id": "mai-20260917-0816-smoke|c87-m1|moonshot-small|Check Point Harmony SASE", "prompt": "c87-m1", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Purpose-built for mid-market ZTNA/Network-as-a-Service"}, {"id": "mai-20260917-0816-smoke|c87-m1|openai-small|Cloudflare Zero Trust", "prompt": "c87-m1", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare Zero Trust** if you want the best balance of ease, speed, and breadth."}, {"id": "mai-20260917-0816-smoke|c87-m1|openai-small|Zscaler Private Access (ZPA)", "prompt": "c87-m1", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zscaler ZPA** if you have more complex security requirements and can pay for a more mature platform."}, {"id": "mai-20260917-0816-smoke|c87-m1|openai-small|Microsoft Entra Private Access", "prompt": "c87-m1", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Microsoft Entra Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Entra Private Access** if you\\u2019re heavily Microsoft-centric and cost/simplicity matter most."}, {"id": "mai-20260917-0816-smoke|c87-m1|xai-small|Cato Networks (Cato SASE Cloud)", "prompt": "c87-m1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cato Networks (Cato SASE Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Often top pick for mid-market convergence**"}, {"id": "mai-20260917-0816-smoke|c87-m1|xai-small|Check Point Harmony SASE (ex-Perimeter 81)", "prompt": "c87-m1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Check Point Harmony SASE (ex-Perimeter 81)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for straightforward, affordable mid-market**"}, {"id": "mai-20260917-0816-smoke|c87-m1|xai-small|Cloudflare Zero Trust (Cloudflare One/Access)", "prompt": "c87-m1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust (Cloudflare One/Access)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for cost-effective, edge-performance start**"}, {"id": "mai-20260917-0816-smoke|c87-m1|xai-small|Zscaler Private Access (ZPA)", "prompt": "c87-m1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enterprise-grade for regulated B2B**... **Cons:** Pricier, steeper learning curve."}, {"id": "mai-20260917-0816-smoke|c87-m1|xai-small|Twingate", "prompt": "c87-m1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best pure ZTNA for quick VPN replacement**"}, {"id": "mai-20260917-0816-smoke|c87-m1|xai-small|Palo Alto", "prompt": "c87-m1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gartner 2024 SASE/SSE MQs (Leaders: Cato, Zscaler, Palo Alto, Netskope)"}, {"id": "mai-20260917-0816-smoke|c87-m1|xai-small|Netskope", "prompt": "c87-m1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Leaders: Cato, Zscaler, Palo Alto, Netskope"}, {"id": "mai-20260917-0816-smoke|c87-m1|xai-small|Entra Private Access", "prompt": "c87-m1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Entra Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "if Microsoft-heavy, consider Entra Private Access (~$15/user in E5)"}, {"id": "mai-20260917-0816-smoke|c87-m1|zai-small|Cato Networks", "prompt": "c87-m1", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for mid‑market B2B:** **Cato Networks**"}, {"id": "mai-20260917-0816-smoke|c87-m1|zai-small|Twingate", "prompt": "c87-m1", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for fast, simple VPN replacement:** **Twingate**"}, {"id": "mai-20260917-0816-smoke|c87-m1|zai-small|Check Point Harmony SASE (formerly Perimeter 81)", "prompt": "c87-m1", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Check Point Harmony SASE (formerly Perimeter 81)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for a bundled web‑security + ZTNA solution:** **Check Point Harmony SASE**"}, {"id": "mai-20260917-0816-smoke|c87-m1|zai-small|CloudConnexa (OpenVPN)", "prompt": "c87-m1", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "CloudConnexa (OpenVPN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SMBs and mid‑market** seeking a **cloud‑delivered ZTNA** with minimal infrastructure"}, {"id": "mai-20260917-0816-smoke|c87-m1|zai-small|Cloudflare Zero Trust", "prompt": "c87-m1", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for fast, simple VPN replacement ... (or **Cloudflare Zero Trust** for a free tier)"}, {"id": "mai-20260917-0816-smoke|c87-m1|zai-small|Microsoft Entra ID + Intune", "prompt": "c87-m1", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Microsoft Entra ID + Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "may be sufficient for identity‑first ZTNA"}, {"id": "mai-20260917-0816-smoke|c87-m1|zai-small|Zscaler Private Access", "prompt": "c87-m1", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Do you need advanced DLP or CASB? | Look at **Zscaler Private Access**"}, {"id": "mai-20260917-0816-smoke|c87-m1|zai-small|Netskope", "prompt": "c87-m1", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "or **Netskope** (full SSE/SASE)"}, {"id": "mai-20260917-0816-smoke|c87-m2|alibaba-small|Twingate", "prompt": "c87-m2", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the industry standard recommendation right now is **Twingate**"}, {"id": "mai-20260917-0816-smoke|c87-m2|alibaba-small|Tailscale", "prompt": "c87-m2", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Runner-Up: Tailscale ... equally excellent for mid-sized teams"}, {"id": "mai-20260917-0816-smoke|c87-m2|alibaba-small|Cloudflare Access", "prompt": "c87-m2", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use Cloudflare: Cloudflare Access ... is a logical next step"}, {"id": "mai-20260917-0816-smoke|c87-m2|anthropic-small|Zscaler", "prompt": "c87-m2", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### Best Overall: **Zscaler**"}, {"id": "mai-20260917-0816-smoke|c87-m2|anthropic-small|Twingate", "prompt": "c87-m2", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Simplicity: **Twingate** ... designed to replace legacy VPNs entirely"}, {"id": "mai-20260917-0816-smoke|c87-m2|anthropic-small|Cloudflare Zero Trust", "prompt": "c87-m2", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Developer-Friendly Deployment: **Cloudflare Zero Trust**"}, {"id": "mai-20260917-0816-smoke|c87-m2|challenger-small|Cloudflare Zero Trust", "prompt": "c87-m2", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cloudflare Zero Trust** as the default choice"}, {"id": "mai-20260917-0816-smoke|c87-m2|challenger-small|Twingate", "prompt": "c87-m2", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Twingate** if your main goal is simply to replace the VPN as quickly and cleanly as possible."}, {"id": "mai-20260917-0816-smoke|c87-m2|challenger-small|NordLayer", "prompt": "c87-m2", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Called out as a good fit for **mid-sized orgs** and quick deployment."}, {"id": "mai-20260917-0816-smoke|c87-m2|challenger-small|Cato Networks", "prompt": "c87-m2", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A **broader SASE/security platform** | **Cato Networks** or **Zscaler**"}, {"id": "mai-20260917-0816-smoke|c87-m2|challenger-small|Zscaler", "prompt": "c87-m2", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better if you want ZTNA as part of a larger security stack rather than a standalone VPN replacement."}, {"id": "mai-20260917-0816-smoke|c87-m2|deepseek-small|Twingate", "prompt": "c87-m2", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Twingate** is the strongest overall fit for a VPN replacement"}, {"id": "mai-20260917-0816-smoke|c87-m2|deepseek-small|Cloudflare Zero Trust (Access)", "prompt": "c87-m2", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust (Access)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Cloudflare Zero Trust** as the cost-effective alternative if your needs are predominantly web-based"}, {"id": "mai-20260917-0816-smoke|c87-m2|deepseek-small|Tailscale", "prompt": "c87-m2", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The simplest, developer-friendly WireGuard-based mesh VPN, from **~$7/user/month**"}, {"id": "mai-20260917-0816-smoke|c87-m2|deepseek-small|Perimeter 81 / Check Point", "prompt": "c87-m2", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Perimeter 81 / Check Point", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it's evolving into a fuller SASE package that may be more than a pure VPN replacement needs"}, {"id": "mai-20260917-0816-smoke|c87-m2|google-small|Twingate", "prompt": "c87-m2", "model": "google-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Twingate** is the gold standard for the mid-market"}, {"id": "mai-20260917-0816-smoke|c87-m2|google-small|Cloudflare One / Cloudflare Access", "prompt": "c87-m2", "model": "google-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare One / Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Web-Heavy Environments & Vendor/Contractor Access"}, {"id": "mai-20260917-0816-smoke|c87-m2|google-small|Tailscale", "prompt": "c87-m2", "model": "google-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Tech-Heavy, Engineering-Centric Teams"}, {"id": "mai-20260917-0816-smoke|c87-m2|google-small|Check Point Harmony SASE (formerly Perimeter 81)", "prompt": "c87-m2", "model": "google-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Check Point Harmony SASE (formerly Perimeter 81)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Harmony SASE is an excellent transitional option"}, {"id": "mai-20260917-0816-smoke|c87-m2|google-small|Zscaler Private Access (ZPA)", "prompt": "c87-m2", "model": "google-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "they are generally not recommended for mid-sized B2B companies"}, {"id": "mai-20260917-0816-smoke|c87-m2|google-small|Palo Alto Prisma Access", "prompt": "c87-m2", "model": "google-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid: Zscaler & Palo Alto Prisma Access"}, {"id": "mai-20260917-0816-smoke|c87-m2|meta-small|Perimeter 81", "prompt": "c87-m2", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Perimeter 81", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Perimeter 81 - Best for small to mid-sized businesses seeking an easy-to-deploy, affordable ZTNA solution with VPN capabilities."}, {"id": "mai-20260917-0816-smoke|c87-m2|meta-small|Cloudflare Access", "prompt": "c87-m2", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudflare Access - Best for any-size teams replacing VPN with cloud-native ZTNA."}, {"id": "mai-20260917-0816-smoke|c87-m2|meta-small|Twingate", "prompt": "c87-m2", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Twingate - Best for SMBs to enterprises, VPN replacement."}, {"id": "mai-20260917-0816-smoke|c87-m2|meta-small|NordLayer", "prompt": "c87-m2", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NordLayer - Best for mid-sized organizations with quick deployment."}, {"id": "mai-20260917-0816-smoke|c87-m2|meta-small|OpenVPN's CloudConnexa", "prompt": "c87-m2", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "OpenVPN's CloudConnexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for small and mid-sized businesses that want Zero Trust Network Access without an enterprise budget"}, {"id": "mai-20260917-0816-smoke|c87-m2|minimax-small|Twingate", "prompt": "c87-m2", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Twingate** (Best Overall for Fast VPN Replacement)"}, {"id": "mai-20260917-0816-smoke|c87-m2|minimax-small|Check Point Harmony SASE", "prompt": "c87-m2", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Check Point Harmony SASE** if you want enterprise-grade features with straightforward pricing"}, {"id": "mai-20260917-0816-smoke|c87-m2|minimax-small|Cato Networks", "prompt": "c87-m2", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cato Networks** if you're ready to converge networking and security long-term"}, {"id": "mai-20260917-0816-smoke|c87-m2|minimax-small|OpenVPN CloudConnexa", "prompt": "c87-m2", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**OpenVPN CloudConnexa** (Best Value for Budget-Conscious)"}, {"id": "mai-20260917-0816-smoke|c87-m2|minimax-small|Cloudflare Access", "prompt": "c87-m2", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cloudflare Access** (Best for Security-Focused)"}, {"id": "mai-20260917-0816-smoke|c87-m2|mistral-small|CloudConnexa", "prompt": "c87-m2", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "CloudConnexa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CloudConnexa** and **NordLayer** are the top picks due to their scalability, ease of use, and direct fit for the mid-market segment"}, {"id": "mai-20260917-0816-smoke|c87-m2|mistral-small|NordLayer", "prompt": "c87-m2", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "NordLayer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**CloudConnexa** and **NordLayer** are the top picks"}, {"id": "mai-20260917-0816-smoke|c87-m2|mistral-small|OpenVPN (with CloudConnexa or AS)", "prompt": "c87-m2", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "OpenVPN (with CloudConnexa or AS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use OpenVPN or need a phased transition, OpenVPN's CloudConnexa or Access Server is a solid choice."}, {"id": "mai-20260917-0816-smoke|c87-m2|mistral-small|Check Point Harmony Connect", "prompt": "c87-m2", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Check Point Harmony Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For those wanting a more comprehensive security suite, **Check Point Harmony Connect** is worth considering."}, {"id": "mai-20260917-0816-smoke|c87-m2|moonshot-small|Twingate", "prompt": "c87-m2", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Twingate**"}, {"id": "mai-20260917-0816-smoke|c87-m2|moonshot-small|Cloudflare Access", "prompt": "c87-m2", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Cloudflare Access**"}, {"id": "mai-20260917-0816-smoke|c87-m2|moonshot-small|Zscaler Private Access", "prompt": "c87-m2", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Large enterprises with complex hybrid environments | Custom (enterprise)"}, {"id": "mai-20260917-0816-smoke|c87-m2|moonshot-small|NordLayer", "prompt": "c87-m2", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "NordLayer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Quick deployment, mid-sized orgs wanting simple cloud ZTNA"}, {"id": "mai-20260917-0816-smoke|c87-m2|openai-small|Cloudflare Access / Cloudflare One", "prompt": "c87-m2", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Access / Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Cloudflare Access / Cloudflare One**"}, {"id": "mai-20260917-0816-smoke|c87-m2|openai-small|Zscaler Private Access (ZPA)", "prompt": "c87-m2", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zscaler Private Access (ZPA)** is also a top-tier choice"}, {"id": "mai-20260917-0816-smoke|c87-m2|xai-small|Cloudflare Zero Trust (specifically Cloudflare Access)", "prompt": "c87-m2", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust (specifically Cloudflare Access)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cloudflare Zero Trust (specifically Cloudflare Access)** as the top choice"}, {"id": "mai-20260917-0816-smoke|c87-m2|xai-small|Twingate", "prompt": "c87-m2", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for pure ZTNA focus and fastest VPN swap (minutes to deploy connectors)"}, {"id": "mai-20260917-0816-smoke|c87-m2|xai-small|Tailscale", "prompt": "c87-m2", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for dev-heavy B2B or mesh networking... but more network-oriented than app-specific ZTNA"}, {"id": "mai-20260917-0816-smoke|c87-m2|xai-small|Check Point Harmony SASE (ex-Perimeter 81)", "prompt": "c87-m2", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Check Point Harmony SASE (ex-Perimeter 81)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Transparent pricing, gradual VPN migration, and threat prevention. Good if you need bundled SASE"}, {"id": "mai-20260917-0816-smoke|c87-m2|xai-small|Zscaler Private Access", "prompt": "c87-m2", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Private Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "custom pricing (~$15-20+/user/month) and heavier setup make it better for 1,000+ users"}, {"id": "mai-20260917-0816-smoke|c87-m2|xai-small|Entra Private Access", "prompt": "c87-m2", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Entra Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Microsoft-heavy? Consider Entra Private Access"}, {"id": "mai-20260917-0816-smoke|c87-m2|zai-small|Twingate", "prompt": "c87-m2", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why **Twingate** is often the first-choice recommendation"}, {"id": "mai-20260917-0816-smoke|c87-m2|zai-small|Cloudflare Zero Trust", "prompt": "c87-m2", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cloudflare Zero Trust** – free up to 50 users, integrates DNS filtering and SWG, and has a clear upgrade path."}, {"id": "mai-20260917-0816-smoke|c87-m2|zai-small|Check Point Harmony SASE (ex-Perimeter 81)", "prompt": "c87-m2", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Check Point Harmony SASE (ex-Perimeter 81)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "When to consider **Check Point Harmony SASE (Perimeter 81)**"}, {"id": "mai-20260917-0816-smoke|c87-m2|zai-small|Zscaler Private Access (ZPA)", "prompt": "c87-m2", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Higher price** – Starts around $15–$20 / user / mo, which is justified for larger or highly regulated B2B firms."}, {"id": "mai-20260917-0816-smoke|c87-m2|zai-small|OpenVPN CloudConnexa", "prompt": "c87-m2", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "When **OpenVPN CloudConnexa** is a reasonable fallback"}, {"id": "mai-20260917-0816-smoke|c87-m3|alibaba-small|Zscaler Private Access (ZPA)", "prompt": "c87-m3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader with strong analyst recognition; seamless integration with Zscaler Internet Access (ZIA)"}, {"id": "mai-20260917-0816-smoke|c87-m3|alibaba-small|Palo Alto Networks Prisma Access", "prompt": "c87-m3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong policy enforcement leveraging Palo Alto's firewall expertise; good balance of features and usability"}, {"id": "mai-20260917-0816-smoke|c87-m3|alibaba-small|Cloudflare Access", "prompt": "c87-m3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent user ratings (~4.6/5); simple deployment model; competitive pricing"}, {"id": "mai-20260917-0816-smoke|c87-m3|alibaba-small|Appgate SDP", "prompt": "c87-m3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Appgate SDP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Granular access policies; strong for complex environments with many private applications"}, {"id": "mai-20260917-0816-smoke|c87-m3|alibaba-small|Fortinet FortiClient / FortiNAC", "prompt": "c87-m3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet FortiClient / FortiNAC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leverages Fortinet's broader security fabric; cost-effective for existing Fortinet customers"}, {"id": "mai-20260917-0816-smoke|c87-m3|alibaba-small|Cisco Secure Access", "prompt": "c87-m3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deep integration with Cisco's networking and security portfolio; strong for hybrid environments"}, {"id": "mai-20260917-0816-smoke|c87-m3|alibaba-small|Twingate", "prompt": "c87-m3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Highest user ratings (~4.8/5); free tier available; modern architecture with minimal overhead"}, {"id": "mai-20260917-0816-smoke|c87-m3|alibaba-small|Okta", "prompt": "c87-m3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "IdP-first (Okta, Cloudflare) vs. Agent-based (Fortinet)"}, {"id": "mai-20260917-0816-smoke|c87-m3|alibaba-small|NordLayer", "prompt": "c87-m3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "NordLayer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SMB-friendly (Twingate, NordLayer) vs. Enterprise-scale"}, {"id": "mai-20260917-0816-smoke|c87-m3|anthropic-small|Fortinet FortiGate", "prompt": "c87-m3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top 5 ZTNA solutions are Fortinet FortiGate, Tailscale, Check Point Harmony SASE..."}, {"id": "mai-20260917-0816-smoke|c87-m3|anthropic-small|Tailscale", "prompt": "c87-m3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A 50-person startup replacing a traditional VPN should start with Tailscale."}, {"id": "mai-20260917-0816-smoke|c87-m3|anthropic-small|Check Point Harmony SASE (formerly Perimeter 81)", "prompt": "c87-m3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point Harmony SASE (formerly Perimeter 81)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Check Point Harmony SASE (formerly Perimeter 81), Cloudflare One and ThreatLocker Zero Trust Platform, as ranked by PeerSpot users"}, {"id": "mai-20260917-0816-smoke|c87-m3|anthropic-small|Cloudflare One", "prompt": "c87-m3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "A 5,000-person enterprise replacing VPN as part of a zero trust program should evaluate Zscaler or Cloudflare."}, {"id": "mai-20260917-0816-smoke|c87-m3|anthropic-small|ThreatLocker Zero Trust Platform", "prompt": "c87-m3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "ThreatLocker Zero Trust Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ThreatLocker Zero Trust Platform received the highest rating of 9.3 among the leaders."}, {"id": "mai-20260917-0816-smoke|c87-m3|anthropic-small|Zscaler Private Access (ZPA)", "prompt": "c87-m3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Zscaler Private Access (ZPA) is the stronger choice for large, regulated enterprises that need deep SSE features"}, {"id": "mai-20260917-0816-smoke|c87-m3|anthropic-small|Netskope", "prompt": "c87-m3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "agentless browser-based access (Cloudflare, Netskope) covers unmanaged devices"}, {"id": "mai-20260917-0816-smoke|c87-m3|anthropic-small|Twingate", "prompt": "c87-m3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tailscale and Twingate keep traffic peer-to-peer."}, {"id": "mai-20260917-0816-smoke|c87-m3|anthropic-small|Palo Alto Prisma Access", "prompt": "c87-m3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Palo Alto's ZTNA is the most granular in the comparison."}, {"id": "mai-20260917-0816-smoke|c87-m3|challenger-small|Zscaler Private Access", "prompt": "c87-m3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Large enterprises replacing VPNs at scale | Cloud SSE platform with strong large-enterprise adoption"}, {"id": "mai-20260917-0816-smoke|c87-m3|challenger-small|Cloudflare Access", "prompt": "c87-m3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Fast, clientless rollout and global performance"}, {"id": "mai-20260917-0816-smoke|c87-m3|challenger-small|Palo Alto Prisma Access", "prompt": "c87-m3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Security-first organizations and Palo Alto shops"}, {"id": "mai-20260917-0816-smoke|c87-m3|challenger-small|Cisco Secure Access", "prompt": "c87-m3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best when organizations already use Cisco identity/security tooling"}, {"id": "mai-20260917-0816-smoke|c87-m3|challenger-small|Netskope Private Access", "prompt": "c87-m3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Netskope Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Emphasizes data visibility and controls alongside ZTNA"}, {"id": "mai-20260917-0816-smoke|c87-m3|challenger-small|Twingate", "prompt": "c87-m3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SMBs and mid-market VPN replacement | Lightweight, simple deployment"}, {"id": "mai-20260917-0816-smoke|c87-m3|challenger-small|Fortinet ZTNA/FortiGate/FortiClient", "prompt": "c87-m3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet ZTNA/FortiGate/FortiClient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fits into a unified security fabric"}, {"id": "mai-20260917-0816-smoke|c87-m3|challenger-small|Cato Networks", "prompt": "c87-m3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-market or consolidated SASE buyers"}, {"id": "mai-20260917-0816-smoke|c87-m3|challenger-small|Check Point Harmony SASE", "prompt": "c87-m3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ZTNA is bundled into a broader converged network/security platform"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|Zscaler Private Access (ZPA)", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zscaler Private Access (ZPA)** — the ZTNA market leader and SSE pioneer"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|Palo Alto Networks Prisma Access", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large enterprise needing SASE convergence + DLP/SWG/CASB | Zscaler, Netskope, Cloudflare, Cisco, Palo Alto Prisma"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|Netskope Private Access", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Netskope Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Netskope Private Access** — strong data protection depth (CASB/DLP origin)"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|Cisco Secure Access", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cisco Secure Access** — unified client with intelligent routing"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|Cloudflare Zero Trust", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fast, simple VPN replacement | Twingate (under a week), Cloudflare Zero Trust"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|Cato Networks", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cato Networks / Fortinet / Check Point Harmony SASE** — SASE-integrated options"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|Fortinet", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cato Networks / Fortinet / Check Point Harmony SASE** — SASE-integrated options"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|Check Point Harmony SASE", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Cato Networks / Fortinet / Check Point Harmony SASE** — SASE-integrated options"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|Ivanti ZTNA", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Ivanti ZTNA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Ivanti ZTNA, Appgate SDP, Forcepoint, Absolute Secure Access** — additional enterprise options"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|Appgate SDP", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Appgate SDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "additional enterprise options"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|Forcepoint", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "additional enterprise options"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|Absolute Secure Access", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Absolute Secure Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "additional enterprise options"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|Twingate", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Twingate** — purpose-built VPN replacement, deploys in under a week"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|Tailscale", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "DevOps / technical teams, WireGuard mesh | Tailscale, Teleport"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|NordLayer", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "SMB / small teams with small budget | NordLayer, Twingate, Cloudflare free tier"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|Cyolo", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cyolo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**NordLayer / Cyolo / Zero Networks** — SMB and vertical specialists"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|Zero Networks", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zero Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**NordLayer / Cyolo / Zero Networks** — SMB and vertical specialists"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|Teleport", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "**Tailscale / Teleport**: DevOps teams connecting engineers to infrastructure"}, {"id": "mai-20260917-0816-smoke|c87-m3|deepseek-small|NetFoundry", "prompt": "c87-m3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "NetFoundry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Machine-to-machine / API / AI-agent traffic | Newer specialists like NetFoundry"}, {"id": "mai-20260917-0816-smoke|c87-m3|google-small|Zscaler Private Access (ZPA)", "prompt": "c87-m3", "model": "google-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a **purely cloud-native, robust enterprise-wide VPN replacement** ... choose **Zscaler**."}, {"id": "mai-20260917-0816-smoke|c87-m3|google-small|Palo Alto Networks (Prisma Access)", "prompt": "c87-m3", "model": "google-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks (Prisma Access)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a **Palo Alto or Fortinet firewall footprint**, stick with their native ZTNA integrations"}, {"id": "mai-20260917-0816-smoke|c87-m3|google-small|Netskope Private Access (NPA)", "prompt": "c87-m3", "model": "google-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Netskope Private Access (NPA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your chief concern is **preventing data loss to SaaS and AI tools**, choose **Netskope**."}, {"id": "mai-20260917-0816-smoke|c87-m3|google-small|Cloudflare One (Cloudflare Zero Trust)", "prompt": "c87-m3", "model": "google-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare One (Cloudflare Zero Trust)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a **fast, low-latency setup** that is incredibly easy to manage ... choose **Cloudflare**."}, {"id": "mai-20260917-0816-smoke|c87-m3|google-small|Fortinet Universal ZTNA", "prompt": "c87-m3", "model": "google-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet Universal ZTNA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Distributed enterprises that already rely on FortiGate firewalls"}, {"id": "mai-20260917-0816-smoke|c87-m3|meta-small|Portnox", "prompt": "c87-m3", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Portnox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Portnox offers cloud-native, agent-based or agentless ZTNA"}, {"id": "mai-20260917-0816-smoke|c87-m3|meta-small|Zscaler Private Access", "prompt": "c87-m3", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Zscaler Private Access is a cloud SSE solution"}, {"id": "mai-20260917-0816-smoke|c87-m3|meta-small|Cloudflare Access", "prompt": "c87-m3", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloudflare Access is a cloud edge solution with a clientless option"}, {"id": "mai-20260917-0816-smoke|c87-m3|meta-small|Palo Alto Prisma Access", "prompt": "c87-m3", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Palo Alto Prisma Access is a cloud SASE solution"}, {"id": "mai-20260917-0816-smoke|c87-m3|meta-small|Twingate", "prompt": "c87-m3", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Twingate is a specialized product with a free version and pricing starting at $5"}, {"id": "mai-20260917-0816-smoke|c87-m3|minimax-small|Zscaler Private Access (ZPA)", "prompt": "c87-m3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strengths**: Industry leader, strong SASE convergence, extensive scalability"}, {"id": "mai-20260917-0816-smoke|c87-m3|minimax-small|Palo Alto Networks Prisma Access", "prompt": "c87-m3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Organizations already using Palo Alto networks"}, {"id": "mai-20260917-0816-smoke|c87-m3|minimax-small|Cloudflare Access (Cloudflare One)", "prompt": "c87-m3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access (Cloudflare One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloudflare offers easiest setup; ... if you need agentless, Cloudflare leads"}, {"id": "mai-20260917-0816-smoke|c87-m3|minimax-small|Appgate SDP", "prompt": "c87-m3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Appgate SDP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Appgate for high-compliance needs"}, {"id": "mai-20260917-0816-smoke|c87-m3|minimax-small|Netskope Private Access", "prompt": "c87-m3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Netskope Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Enterprises needing cloud-centric security"}, {"id": "mai-20260917-0816-smoke|c87-m3|minimax-small|Microsoft Entra Private Access", "prompt": "c87-m3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Microsoft Entra Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Microsoft-centric → Entra"}, {"id": "mai-20260917-0816-smoke|c87-m3|minimax-small|Twingate", "prompt": "c87-m3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for**: Small technical teams"}, {"id": "mai-20260917-0816-smoke|c87-m3|minimax-small|Tailscale", "prompt": "c87-m3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for**: Developers and technical teams"}, {"id": "mai-20260917-0816-smoke|c87-m3|mistral-small|Zscaler Private Access (ZPA)", "prompt": "c87-m3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For large enterprises, Zscaler, Palo Alto, and Netskope lead in scalability and integration."}, {"id": "mai-20260917-0816-smoke|c87-m3|mistral-small|Palo Alto Networks Prisma Access", "prompt": "c87-m3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unified security stack, strong firewall integration, good for large-scale consolidation."}, {"id": "mai-20260917-0816-smoke|c87-m3|mistral-small|Cloudflare Access", "prompt": "c87-m3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For simplicity and cost, Cloudflare and Perimeter 81 are strong choices."}, {"id": "mai-20260917-0816-smoke|c87-m3|mistral-small|Netskope Private Access (NPA)", "prompt": "c87-m3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Netskope Private Access (NPA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Universal ZTNA, AI-powered policy optimization, strong for legacy app access."}, {"id": "mai-20260917-0816-smoke|c87-m3|mistral-small|Fortinet FortiNAC", "prompt": "c87-m3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet FortiNAC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fortinet and Akamai are best for organizations already invested in their ecosystems"}, {"id": "mai-20260917-0816-smoke|c87-m3|mistral-small|Akamai Enterprise Access", "prompt": "c87-m3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Akamai Enterprise Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Global enterprises needing high performance and reliability."}, {"id": "mai-20260917-0816-smoke|c87-m3|mistral-small|Okta Access Gateway", "prompt": "c87-m3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Okta Access Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For identity-centric or hybrid cloud, Okta Access Gateway and Appgate SDP are notable."}, {"id": "mai-20260917-0816-smoke|c87-m3|mistral-small|Perimeter 81", "prompt": "c87-m3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Perimeter 81", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For simplicity and cost, Cloudflare and Perimeter 81 are strong choices."}, {"id": "mai-20260917-0816-smoke|c87-m3|mistral-small|Appgate SDP", "prompt": "c87-m3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Appgate SDP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For identity-centric or hybrid cloud, Okta Access Gateway and Appgate SDP are notable."}, {"id": "mai-20260917-0816-smoke|c87-m3|moonshot-small|Zscaler Private Access (ZPA)", "prompt": "c87-m3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**For Enterprise SASE:** Zscaler or Palo Alto Prisma Access"}, {"id": "mai-20260917-0816-smoke|c87-m3|moonshot-small|Palo Alto Networks Prisma Access", "prompt": "c87-m3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For:** Organizations already invested in Palo Alto ecosystem"}, {"id": "mai-20260917-0816-smoke|c87-m3|moonshot-small|Cloudflare Access / Cloudflare One", "prompt": "c87-m3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access / Cloudflare One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Rating:** 4.6/5 ... Fastest performance ... **For Performance-Critical Apps:** Cloudflare (fastest global network)"}, {"id": "mai-20260917-0816-smoke|c87-m3|moonshot-small|Fortinet FortiClient / FortiNAC", "prompt": "c87-m3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet FortiClient / FortiNAC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unified platform approach, integrates well with Fortinet security fabric"}, {"id": "mai-20260917-0816-smoke|c87-m3|moonshot-small|Netskope Private Access", "prompt": "c87-m3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Netskope Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong data protection capabilities, good for cloud-first organizations"}, {"id": "mai-20260917-0816-smoke|c87-m3|moonshot-small|Akamai Enterprise Application Access", "prompt": "c87-m3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Akamai Enterprise Application Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Global low-latency access leveraging Akamai's massive CDN infrastructure"}, {"id": "mai-20260917-0816-smoke|c87-m3|moonshot-small|Cisco Secure Access / Duo", "prompt": "c87-m3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cisco Secure Access / Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For Cisco Environments:** Cisco Secure Access/Duo"}, {"id": "mai-20260917-0816-smoke|c87-m3|moonshot-small|Twingate", "prompt": "c87-m3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Rating:** 4.8/5 (highest rated) ... **For SMBs/Fast Deployment:** Twingate or Cloudflare"}, {"id": "mai-20260917-0816-smoke|c87-m3|moonshot-small|Appgate SDP", "prompt": "c87-m3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Appgate SDP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**For Security-First Organizations:** Zscaler or Appgate SDP"}, {"id": "mai-20260917-0816-smoke|c87-m3|openai-small|Zscaler Private Access (ZPA)", "prompt": "c87-m3", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for pure cloud-native ZTNA at large scale: Zscaler"}, {"id": "mai-20260917-0816-smoke|c87-m3|openai-small|Palo Alto Networks Prisma Access / ZTNA 2.0", "prompt": "c87-m3", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access / ZTNA 2.0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for unified security + deeper inspection: Palo Alto Networks"}, {"id": "mai-20260917-0816-smoke|c87-m3|openai-small|Cloudflare Access", "prompt": "c87-m3", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for simple edge-delivered access and browser-based use cases: Cloudflare Access"}, {"id": "mai-20260917-0816-smoke|c87-m3|openai-small|Fortinet ZTNA", "prompt": "c87-m3", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet ZTNA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're already standardized on Fortinet: Fortinet ZTNA"}, {"id": "mai-20260917-0816-smoke|c87-m3|xai-small|Zscaler Private Access (ZPA)", "prompt": "c87-m3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consistent Gartner SSE Leader; highest in some execution/vision scores."}, {"id": "mai-20260917-0816-smoke|c87-m3|xai-small|Palo Alto Networks Prisma Access", "prompt": "c87-m3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gartner SSE Leader; strong for integrated SASE."}, {"id": "mai-20260917-0816-smoke|c87-m3|xai-small|Netskope Private Access", "prompt": "c87-m3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Netskope Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gartner SSE Leader (top Ability to Execute in 2024); excels in innovation."}, {"id": "mai-20260917-0816-smoke|c87-m3|xai-small|Cloudflare Access", "prompt": "c87-m3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Frequently top-rated for user reviews (4.6/5); agentless appeal."}, {"id": "mai-20260917-0816-smoke|c87-m3|xai-small|Cisco Secure Access", "prompt": "c87-m3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Broad ecosystem integration; strong in enterprise deployments."}, {"id": "mai-20260917-0816-smoke|c87-m3|xai-small|Fortinet ZTNA (via FortiClient/SASE)", "prompt": "c87-m3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet ZTNA (via FortiClient/SASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gartner SSE Challenger, highest Peer Insights score (4.9/5); cost-effective."}, {"id": "mai-20260917-0816-smoke|c87-m3|xai-small|Akamai Enterprise Application Access", "prompt": "c87-m3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Akamai Enterprise Application Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others notable: Akamai Enterprise Application Access (edge performance)"}, {"id": "mai-20260917-0816-smoke|c87-m3|xai-small|Twingate", "prompt": "c87-m3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "VPN replacement? Go Twingate/Cloudflare."}, {"id": "mai-20260917-0816-smoke|c87-m3|xai-small|Appgate SDP", "prompt": "c87-m3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Appgate SDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Appgate SDP (pure-play ZTNA)"}, {"id": "mai-20260917-0816-smoke|c87-m3|xai-small|Check Point Quantum/Harmony SASE", "prompt": "c87-m3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point Quantum/Harmony SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Check Point Quantum/Harmony SASE."}, {"id": "mai-20260917-0816-smoke|c87-m3|xai-small|Tailscale", "prompt": "c87-m3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "peer-to-peer (some like Tailscale, not top-listed)"}, {"id": "mai-20260917-0816-smoke|c87-m3|xai-small|NordLayer", "prompt": "c87-m3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "NordLayer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SMB picks (Twingate, NordLayer) are cheaper/simpler"}, {"id": "mai-20260917-0816-smoke|c87-m3|zai-small|Zscaler Private Access (ZPA)", "prompt": "c87-m3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| 1 | **Zscaler Private Access (ZPA)** | Large, globally‑distributed enterprises | 4.5 / 5"}, {"id": "mai-20260917-0816-smoke|c87-m3|zai-small|Zero Networks", "prompt": "c87-m3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zero Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| 2 | **Zero Networks** | Organizations needing posture‑aware, IdP‑scoped access to many private apps"}, {"id": "mai-20260917-0816-smoke|c87-m3|zai-small|Palo Alto Networks Prisma Access", "prompt": "c87-m3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| 3 | **Palo Alto Networks Prisma Access** | Enterprises already using Palo Alto firewalls & SD‑WAN"}, {"id": "mai-20260917-0816-smoke|c87-m3|zai-small|Cato Networks (Cato SASE)", "prompt": "c87-m3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cato Networks (Cato SASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid‑market to enterprise wanting a unified SASE platform | 4.6 / 5"}, {"id": "mai-20260917-0816-smoke|c87-m3|zai-small|Cloudflare Access", "prompt": "c87-m3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teams needing simple, edge‑based VPN replacement"}, {"id": "mai-20260917-0816-smoke|c87-m3|zai-small|Appgate SDP", "prompt": "c87-m3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Appgate SDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Regulated industries (healthcare, finance) needing strict identity‑based segmentation"}, {"id": "mai-20260917-0816-smoke|c87-m3|zai-small|Netskope Private Access (NPA)", "prompt": "c87-m3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Netskope Private Access (NPA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Data‑protection‑focused enterprises | 8.3 / 10"}, {"id": "mai-20260917-0816-smoke|c87-m3|zai-small|Cisco Secure Access", "prompt": "c87-m3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cisco‑ecosystem enterprises | 4.3 / 5"}, {"id": "mai-20260917-0816-smoke|c87-m3|zai-small|Fortinet FortiClient", "prompt": "c87-m3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Fortinet FortiClient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Mid‑market to large enterprises using Fortinet firewalls"}, {"id": "mai-20260917-0816-smoke|c87-m3|zai-small|Akamai Enterprise Application Access", "prompt": "c87-m3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Akamai Enterprise Application Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Global enterprises needing low‑latency edge access"}, {"id": "mai-20260917-0816-smoke|c87-m3|zai-small|Twingate", "prompt": "c87-m3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "SMBs & startups looking for a simple, low‑cost VPN replacement | 4.8 / 5"}, {"id": "mai-20260917-0816-smoke|c87-m3|zai-small|NordLayer", "prompt": "c87-m3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Distributed teams needing quick, brokered access to specific internal apps"}, {"id": "mai-20260917-0816-smoke|c87-m3|zai-small|Check Point Harmony SASE", "prompt": "c87-m3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Organizations wanting consolidated ZTNA & web security | 7.7 / 10"}, {"id": "mai-20260917-0816-smoke|c87-m4|alibaba-small|Palo Alto", "prompt": "c87-m4", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Full enterprise suites (like Palo Alto or Zscaler) are often prohibitively expensive and complex for smaller organizations."}, {"id": "mai-20260917-0816-smoke|c87-m4|alibaba-small|Zscaler", "prompt": "c87-m4", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Full enterprise suites (like Palo Alto or Zscaler) are often prohibitively expensive and complex"}, {"id": "mai-20260917-0816-smoke|c87-m4|alibaba-small|Cloudflare Zero Trust", "prompt": "c87-m4", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best Overall Free Option: **Cloudflare Zero Trust**"}, {"id": "mai-20260917-0816-smoke|c87-m4|alibaba-small|Twingate", "prompt": "c87-m4", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Twingate is the leading cost-effective alternative."}, {"id": "mai-20260917-0816-smoke|c87-m4|alibaba-small|Tailscale", "prompt": "c87-m4", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Simplicity & Integration: **Tailscale**"}, {"id": "mai-20260917-0816-smoke|c87-m4|alibaba-small|Perimeter 81", "prompt": "c87-m4", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Perimeter 81", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Managed Solution: **Perimeter 81**"}, {"id": "mai-20260917-0816-smoke|c87-m4|alibaba-small|Pomerium", "prompt": "c87-m4", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Pomerium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Have **DevOps skills** | **Pomerium** (Self-hosted) | **Free** (Software)"}, {"id": "mai-20260917-0816-smoke|c87-m4|anthropic-small|Tailscale", "prompt": "c87-m4", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For startups under 10 users, Tailscale (free for 3) or Twingate (free for 5) layered on identity you already own costs nothing to start."}, {"id": "mai-20260917-0816-smoke|c87-m4|anthropic-small|Twingate", "prompt": "c87-m4", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tailscale (free for 3) or Twingate (free for 5) layered on identity you already own costs nothing to start."}, {"id": "mai-20260917-0816-smoke|c87-m4|anthropic-small|Cloudflare Zero Trust", "prompt": "c87-m4", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Cloudflare Zero Trust is free up to 50 users ... making it an accessible and powerful choice for businesses of all sizes."}, {"id": "mai-20260917-0816-smoke|c87-m4|anthropic-small|Duo Essentials", "prompt": "c87-m4", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Duo Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "pairs with Duo Essentials at $3 per user per month for MFA"}, {"id": "mai-20260917-0816-smoke|c87-m4|anthropic-small|NordLayer ZTNA", "prompt": "c87-m4", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "NordLayer ZTNA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "NordLayer's intuitive interface and affordable pricing make it accessible for SMBs and enterprises alike."}, {"id": "mai-20260917-0816-smoke|c87-m4|anthropic-small|Appgate SDP", "prompt": "c87-m4", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Appgate SDP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Appgate SDP offers the best free tier among ZTNA tools"}, {"id": "mai-20260917-0816-smoke|c87-m4|anthropic-small|Banyan Security", "prompt": "c87-m4", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Banyan Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "with Banyan Security also worth considering as a free alternative"}, {"id": "mai-20260917-0816-smoke|c87-m4|challenger-small|Cloudflare Zero Trust", "prompt": "c87-m4", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best ZTNA choice is usually **Cloudflare Zero Trust** if you want the lowest-cost practical option for a small team"}, {"id": "mai-20260917-0816-smoke|c87-m4|challenger-small|Twingate", "prompt": "c87-m4", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Twingate** is also a strong pick, especially for very small teams, because it has a free tier"}, {"id": "mai-20260917-0816-smoke|c87-m4|challenger-small|Microsoft Entra + Intune", "prompt": "c87-m4", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Microsoft Entra + Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the most budget-efficient approach may be **Microsoft Entra + Intune** plus a low-cost ZTNA layer"}, {"id": "mai-20260917-0816-smoke|c87-m4|challenger-small|Check Point Harmony SASE", "prompt": "c87-m4", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need more bundled security and published per-user pricing:** **Check Point Harmony SASE**"}, {"id": "mai-20260917-0816-smoke|c87-m4|deepseek-small|Cloudflare Zero Trust (Access)", "prompt": "c87-m4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust (Access)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Limited Budget: **Cloudflare Zero Trust (Access)**"}, {"id": "mai-20260917-0816-smoke|c87-m4|deepseek-small|Twingate", "prompt": "c87-m4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Twingate** at ~$5\\u201312/user/month is the most cost-effective paid option"}, {"id": "mai-20260917-0816-smoke|c87-m4|deepseek-small|Tailscale", "prompt": "c87-m4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Technical Teams / Developers: **Tailscale**"}, {"id": "mai-20260917-0816-smoke|c87-m4|deepseek-small|Akamai Enterprise Application Access", "prompt": "c87-m4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Akamai Enterprise Application Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Akamai Enterprise Application Access** \\u2014 free plan available"}, {"id": "mai-20260917-0816-smoke|c87-m4|deepseek-small|Banyan Security", "prompt": "c87-m4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Banyan Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Banyan Security** \\u2014 free entry tier, ~$5/user/month median"}, {"id": "mai-20260917-0816-smoke|c87-m4|deepseek-small|OpenVPN CloudConnexa", "prompt": "c87-m4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "free Starter plan up to 5 seats; paid from **$7/seat/month**"}, {"id": "mai-20260917-0816-smoke|c87-m4|deepseek-small|Microsoft Entra ID + Intune", "prompt": "c87-m4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Microsoft Entra ID + Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "excellent if you're already a Microsoft shop"}, {"id": "mai-20260917-0816-smoke|c87-m4|google-small|Cloudflare Zero Trust", "prompt": "c87-m4", "model": "google-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare Zero Trust** is almost universally the best option because of its incredibly generous free tier."}, {"id": "mai-20260917-0816-smoke|c87-m4|google-small|Tailscale", "prompt": "c87-m4", "model": "google-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have 50+ users and no IT/Sysadmin expertise:** Use **Twingate** or **Tailscale**."}, {"id": "mai-20260917-0816-smoke|c87-m4|google-small|Twingate", "prompt": "c87-m4", "model": "google-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Twingate is designed explicitly to replace corporate VPNs."}, {"id": "mai-20260917-0816-smoke|c87-m4|google-small|Pomerium", "prompt": "c87-m4", "model": "google-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Pomerium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Self-host **NetBird** (for network-wide secure access) or **Pomerium** (for clientless access to web apps and APIs)"}, {"id": "mai-20260917-0816-smoke|c87-m4|google-small|NetBird", "prompt": "c87-m4", "model": "google-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "NetBird", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "NetBird combines the peer-to-peer speed of WireGuard with a central control panel"}, {"id": "mai-20260917-0816-smoke|c87-m4|google-small|Firezone", "prompt": "c87-m4", "model": "google-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Firezone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Firezone is a lightweight, WireGuard-based ZTNA tool."}, {"id": "mai-20260917-0816-smoke|c87-m4|meta-small|Cloudflare Zero Trust", "prompt": "c87-m4", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best ZTNA solution for a company with a limited budget is Cloudflare Zero Trust (free tier) + Duo Essentials (from $3/user)."}, {"id": "mai-20260917-0816-smoke|c87-m4|meta-small|Duo Essentials", "prompt": "c87-m4", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Duo Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudflare Zero Trust (free tier) + Duo Essentials (from $3/user). This solution covers network and identity at minimal cost"}, {"id": "mai-20260917-0816-smoke|c87-m4|minimax-small|Cloudflare Zero Trust", "prompt": "c87-m4", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Cloudflare Zero Trust** ... generous **free tier for up to 50 users**"}, {"id": "mai-20260917-0816-smoke|c87-m4|minimax-small|Twingate Starter", "prompt": "c87-m4", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Twingate Starter** - **Pricing**: $10/user/month - **Best for**: SMBs replacing legacy VPNs"}, {"id": "mai-20260917-0816-smoke|c87-m4|minimax-small|NordLayer", "prompt": "c87-m4", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **NordLayer** - **Pricing**: Competitive mid-range pricing"}, {"id": "mai-20260917-0816-smoke|c87-m4|mistral-small|CloudConnexa", "prompt": "c87-m4", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "CloudConnexa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **CloudConnexa's free tier** or **Twingate's free plan**"}, {"id": "mai-20260917-0816-smoke|c87-m4|mistral-small|Tailscale", "prompt": "c87-m4", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides a free tier for up to 3 users, making it a good choice for very small teams or startups"}, {"id": "mai-20260917-0816-smoke|c87-m4|mistral-small|Twingate", "prompt": "c87-m4", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **CloudConnexa's free tier** or **Twingate's free plan**"}, {"id": "mai-20260917-0816-smoke|c87-m4|mistral-small|Microsoft Entra", "prompt": "c87-m4", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Microsoft Entra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "leverage Microsoft Entra's free identity services and pair them with a free ZTNA tier from another provider"}, {"id": "mai-20260917-0816-smoke|c87-m4|moonshot-small|Cloudflare Zero Trust", "prompt": "c87-m4", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Cloudflare Zero Trust"}, {"id": "mai-20260917-0816-smoke|c87-m4|moonshot-small|Twingate", "prompt": "c87-m4", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Twingate's** free tier is excellent and purpose-built for VPN replacement"}, {"id": "mai-20260917-0816-smoke|c87-m4|moonshot-small|Tailscale", "prompt": "c87-m4", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tailscale** is incredibly easy to deploy but note its free tier is limited to 3 users"}, {"id": "mai-20260917-0816-smoke|c87-m4|moonshot-small|GoodAccess", "prompt": "c87-m4", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "GoodAccess", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "GoodAccess | 14-day trial | ~$7/user/mo | Very small businesses"}, {"id": "mai-20260917-0816-smoke|c87-m4|openai-small|Cloudflare Zero Trust / Cloudflare Access", "prompt": "c87-m4", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust / Cloudflare Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Cloudflare Zero Trust / Cloudflare Access**"}, {"id": "mai-20260917-0816-smoke|c87-m4|openai-small|Zscaler ZPA", "prompt": "c87-m4", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler ZPA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Zscaler ZPA** is solid, but pricing is typically more custom/enterprise-oriented"}, {"id": "mai-20260917-0816-smoke|c87-m4|openai-small|Twingate", "prompt": "c87-m4", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Twingate** is worth evaluating, but I'd still check current pricing and plan fit directly"}, {"id": "mai-20260917-0816-smoke|c87-m4|xai-small|Cloudflare Zero Trust", "prompt": "c87-m4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare Zero Trust stands out as the best ZTNA solution for a company with a limited budget."}, {"id": "mai-20260917-0816-smoke|c87-m4|xai-small|Tailscale", "prompt": "c87-m4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If under 10 users and preferring mesh networking: Tailscale or Twingate"}, {"id": "mai-20260917-0816-smoke|c87-m4|xai-small|Twingate", "prompt": "c87-m4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If under 10 users and preferring mesh networking: Tailscale or Twingate"}, {"id": "mai-20260917-0816-smoke|c87-m4|xai-small|NordLayer", "prompt": "c87-m4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "NordLayer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "No free tier; 5-user min"}, {"id": "mai-20260917-0816-smoke|c87-m4|xai-small|OpenVPN CloudConnexa", "prompt": "c87-m4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Hybrid/multi-cloud support, MFA | Smaller free limit"}, {"id": "mai-20260917-0816-smoke|c87-m4|xai-small|Zscaler", "prompt": "c87-m4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise-heavy like Zscaler/Palo Alto? Avoid—custom pricing often $15+/user, no free tiers."}, {"id": "mai-20260917-0816-smoke|c87-m4|xai-small|Palo Alto", "prompt": "c87-m4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise-heavy like Zscaler/Palo Alto? Avoid—custom pricing often $15+/user, no free tiers."}, {"id": "mai-20260917-0816-smoke|c87-m4|zai-small|CloudConnexa (OpenVPN-based)", "prompt": "c87-m4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "CloudConnexa (OpenVPN-based)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For the absolute lowest cost** (≤ 5 users, no existing licences): **Twingate** (free tier) or **CloudConnexa** (5‑seat free starter)."}, {"id": "mai-20260917-0816-smoke|c87-m4|zai-small|Twingate", "prompt": "c87-m4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Twingate (free tier)** or **CloudConnexa (5‑seat free)** | Very low price, simple SaaS, quick setup"}, {"id": "mai-20260917-0816-smoke|c87-m4|zai-small|Cloudflare Access", "prompt": "c87-m4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cloudflare Zero Trust Teams ($7 / user)** ... Good balance of features, support, and per‑user cost"}, {"id": "mai-20260917-0816-smoke|c87-m4|zai-small|Tailscale", "prompt": "c87-m4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Tailscale ($8 / user)** | Good balance of features, support, and per‑user cost"}, {"id": "mai-20260917-0816-smoke|c87-m4|zai-small|NordLayer ZTNA", "prompt": "c87-m4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "NordLayer ZTNA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**50‑200 users, need DNS filtering / SWG** | **NordLayer ZTNA**"}, {"id": "mai-20260917-0816-smoke|c87-m4|zai-small|Zscaler Private Access", "prompt": "c87-m4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler Private Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "only if the budget can stretch to $8‑$20 / user | Best feature set but higher price point"}, {"id": "mai-20260917-0816-smoke|c87-m4|zai-small|Pomerium", "prompt": "c87-m4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Pomerium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If you prefer open‑source / self‑hosting**: **Pomerium**, **OpenZiti**, **NetBird**, or **Octelium**"}, {"id": "mai-20260917-0816-smoke|c87-m4|zai-small|OpenZiti", "prompt": "c87-m4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "OpenZiti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Pomerium**, **OpenZiti**, **NetBird**, or **Octelium** give you full control at no per‑seat price."}, {"id": "mai-20260917-0816-smoke|c87-m4|zai-small|NetBird", "prompt": "c87-m4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "NetBird", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "WireGuard‑based mesh, zero‑config remote access | Small teams that need a simple, peer‑to‑peer overlay"}, {"id": "mai-20260917-0816-smoke|c87-m4|zai-small|Teleport", "prompt": "c87-m4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Teleport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SSH/DB/cluster access, RBAC, audit logs | Teams that need privileged‑access management (PAM) + ZTNA"}, {"id": "mai-20260917-0816-smoke|c87-m4|zai-small|Octelium", "prompt": "c87-m4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Octelium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Unified platform (ZTNA, VPN, tunnel, API gateway)"}, {"id": "mai-20260917-0816-smoke|c87-m4|zai-small|Microsoft Entra ID (formerly Azure AD) Conditional Access", "prompt": "c87-m4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Microsoft Entra ID (formerly Azure AD) Conditional Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**If you already own Microsoft 365 E3/E5**: Start with **Entra ID Conditional Access + Intune** (free)"}, {"id": "mai-20260917-0816-smoke|c87-m4|zai-small|Intune", "prompt": "c87-m4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Entra ID + Intune** is the most cost‑effective way to achieve “zero‑trust”"}, {"id": "mai-20260917-0816-smoke|c87-m5|alibaba-small|Netskope", "prompt": "c87-m5", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some vendors (like Netskope or Zscaler) charge more for \"Advanced\" apps"}, {"id": "mai-20260917-0816-smoke|c87-m5|alibaba-small|Zscaler", "prompt": "c87-m5", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "*Market Leaders:* Zscaler (ZIA), Palo Alto Networks (Prisma Access), Netskope (Private Access)."}, {"id": "mai-20260917-0816-smoke|c87-m5|alibaba-small|Palo Alto Networks (Prisma Access)", "prompt": "c87-m5", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Palo Alto Networks (Prisma Access)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*Market Leaders:* Zscaler (ZIA), Palo Alto Networks (Prisma Access), Netskope (Private Access)."}, {"id": "mai-20260917-0816-smoke|c87-m5|alibaba-small|Cisco", "prompt": "c87-m5", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cisco (SecurPlus/Broadcom - though recent changes make them tricky)"}, {"id": "mai-20260917-0816-smoke|c87-m5|alibaba-small|Fortinet (FortiGate+FortiClient)", "prompt": "c87-m5", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Fortinet (FortiGate+FortiClient)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*Mid-Market Focused:* ... Fortinet (FortiGate+FortiClient)"}, {"id": "mai-20260917-0816-smoke|c87-m5|alibaba-small|Tunic/Secure Link", "prompt": "c87-m5", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Tunic/Secure Link", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tunic/Secure Link (often overlooked but solid for mid-market)"}, {"id": "mai-20260917-0816-smoke|c87-m5|deepseek-small|Zscaler (ZPA)", "prompt": "c87-m5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler (ZPA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "strong candidates to evaluate include **Zscaler (ZPA)**"}, {"id": "mai-20260917-0816-smoke|c87-m5|deepseek-small|Cloudflare One", "prompt": "c87-m5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "strong candidates to evaluate include ... **Cloudflare One**"}, {"id": "mai-20260917-0816-smoke|c87-m5|deepseek-small|Microsoft Entra Private Access", "prompt": "c87-m5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Microsoft Entra Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Microsoft Entra Private Access** (especially if you're a Microsoft shop)"}, {"id": "mai-20260917-0816-smoke|c87-m5|deepseek-small|Palo Alto Prisma Access", "prompt": "c87-m5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Palo Alto Prisma Access**"}, {"id": "mai-20260917-0816-smoke|c87-m5|deepseek-small|Netskope", "prompt": "c87-m5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Netskope**"}, {"id": "mai-20260917-0816-smoke|c87-m5|deepseek-small|Cisco Secure Access", "prompt": "c87-m5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cisco Secure Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cisco Secure Access**"}, {"id": "mai-20260917-0816-smoke|c87-m5|deepseek-small|Fortinet", "prompt": "c87-m5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "and **Fortinet**"}, {"id": "mai-20260917-0816-smoke|c87-m5|deepseek-small|Cato", "prompt": "c87-m5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "newer converged players like **Cato**"}, {"id": "mai-20260917-0816-smoke|c87-m5|deepseek-small|Check Point", "prompt": "c87-m5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "newer converged players like **Cato** and **Check Point**"}, {"id": "mai-20260917-0816-smoke|c87-m5|google-small|Twingate", "prompt": "c87-m5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "look at specialized, software-first ZTNA solutions (e.g., **Twingate**, **Tailscale**). They are exceptionally fast to deploy and maintain, making them ideal for lean IT teams."}, {"id": "mai-20260917-0816-smoke|c87-m5|google-small|Tailscale", "prompt": "c87-m5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "software-first ZTNA solutions (e.g., **Twingate**, **Tailscale**). They are exceptionally fast to deploy and maintain"}, {"id": "mai-20260917-0816-smoke|c87-m5|google-small|Cloudflare One", "prompt": "c87-m5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "you should look at a broader Security Service Edge (SSE) suite (e.g., **Cloudflare One**, **Netskope**, **Zscaler**, or **Cato**)"}, {"id": "mai-20260917-0816-smoke|c87-m5|google-small|Netskope", "prompt": "c87-m5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., **Cloudflare One**, **Netskope**, **Zscaler**, or **Cato**)"}, {"id": "mai-20260917-0816-smoke|c87-m5|google-small|Zscaler", "prompt": "c87-m5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look for ZTNA solutions with a highly distributed global edge network (such as Cloudflare or Zscaler)"}, {"id": "mai-20260917-0816-smoke|c87-m5|google-small|Cato", "prompt": "c87-m5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(e.g., **Cloudflare One**, **Netskope**, **Zscaler**, or **Cato**)"}, {"id": "mai-20260917-0816-smoke|c87-m5|google-small|Microsoft Entra Private Access", "prompt": "c87-m5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Microsoft Entra Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "evaluating **Microsoft Entra Private Access** is a highly logical route, as it keeps your security policies in a single console"}, {"id": "mai-20260917-0816-smoke|c87-m5|mistral-small|Cloudflare Access", "prompt": "c87-m5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cloudflare Access** | Simple, fast, global PoPs, strong free tier"}, {"id": "mai-20260917-0816-smoke|c87-m5|mistral-small|Zscaler Private Access (ZPA)", "prompt": "c87-m5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mature, strong security, global scale"}, {"id": "mai-20260917-0816-smoke|c87-m5|mistral-small|Palo Alto Prisma Access", "prompt": "c87-m5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tight integration with Palo Alto firewalls, strong threat prevention"}, {"id": "mai-20260917-0816-smoke|c87-m5|mistral-small|Cisco Duo (with ZTNA)", "prompt": "c87-m5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cisco Duo (with ZTNA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Identity-first, integrates with Cisco ecosystem"}, {"id": "mai-20260917-0816-smoke|c87-m5|mistral-small|Twingate", "prompt": "c87-m5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Twingate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern, developer-friendly, easy to deploy"}, {"id": "mai-20260917-0816-smoke|c87-m5|mistral-small|Netskope Private Access", "prompt": "c87-m5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Netskope Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CASB + ZTNA, strong for cloud apps"}, {"id": "mai-20260917-0816-smoke|c87-m5|mistral-small|Akamai Enterprise Application Access (EAA)", "prompt": "c87-m5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Akamai Enterprise Application Access (EAA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Global reach, strong performance"}, {"id": "mai-20260917-0816-smoke|c87-m5|moonshot-small|Zscaler", "prompt": "c87-m5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SASE Leaders** (Zscaler, Cloudflare One, Netskope, Palo Alto Prisma) — best if you want a unified platform, but can be expensive and complex."}, {"id": "mai-20260917-0816-smoke|c87-m5|moonshot-small|Cloudflare One", "prompt": "c87-m5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SASE Leaders** (Zscaler, Cloudflare One, Netskope, Palo Alto Prisma) — best if you want a unified platform, but can be expensive and complex."}, {"id": "mai-20260917-0816-smoke|c87-m5|moonshot-small|Netskope", "prompt": "c87-m5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SASE Leaders** (Zscaler, Cloudflare One, Netskope, Palo Alto Prisma)"}, {"id": "mai-20260917-0816-smoke|c87-m5|moonshot-small|Palo Alto Prisma", "prompt": "c87-m5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SASE Leaders** (Zscaler, Cloudflare One, Netskope, Palo Alto Prisma) — best if you want a unified platform, but can be expensive and complex."}, {"id": "mai-20260917-0816-smoke|c87-m5|moonshot-small|Twingate", "prompt": "c87-m5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mid-Market-Focused ZTNA** (Twingate, Banyan Security, GoodAccess, Axis Security) — often easier to deploy and purpose-built for smaller teams."}, {"id": "mai-20260917-0816-smoke|c87-m5|moonshot-small|Banyan Security", "prompt": "c87-m5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Banyan Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mid-Market-Focused ZTNA** (Twingate, Banyan Security, GoodAccess, Axis Security) — often easier to deploy and purpose-built for smaller teams."}, {"id": "mai-20260917-0816-smoke|c87-m5|moonshot-small|GoodAccess", "prompt": "c87-m5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "GoodAccess", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "often easier to deploy and purpose-built for smaller teams"}, {"id": "mai-20260917-0816-smoke|c87-m5|moonshot-small|Axis Security", "prompt": "c87-m5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Axis Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Mid-Market-Focused ZTNA** (Twingate, Banyan Security, GoodAccess, Axis Security) — often easier to deploy and purpose-built for smaller teams."}, {"id": "mai-20260917-0816-smoke|c87-m5|moonshot-small|Fortinet", "prompt": "c87-m5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "may offer ZTNA modules, but verify they offer true app-level segmentation, not just \"VPN-lite.\""}, {"id": "mai-20260917-0816-smoke|c87-m5|moonshot-small|Cisco", "prompt": "c87-m5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "may offer ZTNA modules, but verify they offer true app-level segmentation, not just \"VPN-lite.\""}, {"id": "mai-20260917-0816-smoke|c87-m5|moonshot-small|Checkpoint", "prompt": "c87-m5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Checkpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**Incumbent Firewall/VPN Vendors** (Fortinet, Cisco, Checkpoint) — may offer ZTNA modules, but verify they offer true app-level segmentation"}, {"id": "mai-20260917-0816-smoke|c87-m5|xai-small|Zscaler Private Access", "prompt": "c87-m5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Analyst Leaders (SSE/SASE with strong ZTNA...): Zscaler Private Access, Netskope Private Access, Cloudflare One"}, {"id": "mai-20260917-0816-smoke|c87-m5|xai-small|Netskope Private Access", "prompt": "c87-m5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Netskope Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Zscaler Private Access, Netskope Private Access, Cloudflare One"}, {"id": "mai-20260917-0816-smoke|c87-m5|xai-small|Cloudflare One", "prompt": "c87-m5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloudflare One, Palo Alto Prisma Access"}, {"id": "mai-20260917-0816-smoke|c87-m5|xai-small|Palo Alto Prisma Access", "prompt": "c87-m5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Palo Alto Prisma Access, Cisco Secure Access"}, {"id": "mai-20260917-0816-smoke|c87-m5|xai-small|Cisco Secure Access", "prompt": "c87-m5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cisco Secure Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cisco Secure Access, Cato Networks"}, {"id": "mai-20260917-0816-smoke|c87-m5|xai-small|Cato Networks", "prompt": "c87-m5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cato Networks, Check Point Harmony, Akamai EAA"}, {"id": "mai-20260917-0816-smoke|c87-m5|xai-small|Check Point Harmony", "prompt": "c87-m5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Check Point Harmony", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Check Point Harmony, Akamai EAA"}, {"id": "mai-20260917-0816-smoke|c87-m5|xai-small|Akamai EAA", "prompt": "c87-m5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Akamai EAA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Check Point Harmony, Akamai EAA"}, {"id": "mai-20260917-0816-smoke|c87-m5|xai-small|Twingate", "prompt": "c87-m5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Mid-Market/SMB-Friendly: Twingate, Perimeter 81 (easier/cheaper)"}, {"id": "mai-20260917-0816-smoke|c87-m5|xai-small|Perimeter 81", "prompt": "c87-m5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Perimeter 81", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Mid-Market/SMB-Friendly: Twingate, Perimeter 81 (easier/cheaper)"}, {"id": "mai-20260917-0816-smoke|c87-m5|xai-small|Fortinet", "prompt": "c87-m5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Fortinet, Absolute for posture focus"}, {"id": "mai-20260917-0816-smoke|c87-m5|xai-small|Absolute", "prompt": "c87-m5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Absolute", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Fortinet, Absolute for posture focus"}, {"id": "mai-20260917-0816-smoke|c87-m6|alibaba-small|Tailscale", "prompt": "c87-m6", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Tailscale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid Tailscale for **critical production infrastructure** until their Workload Identity Federation (WIF) rollout is fully matured"}, {"id": "mai-20260917-0816-smoke|c87-m6|alibaba-small|Zscaler", "prompt": "c87-m6", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution Regarding Cost & Complexity: Zscaler ... faces consistent pushback regarding total cost of ownership (TCO) and operational friction."}, {"id": "mai-20260917-0816-smoke|c87-m6|alibaba-small|Fortinet", "prompt": "c87-m6", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "describe moving from traditional VPNs to Fortinet’s ZTNA implementation as an \"administrative nightmare,\""}, {"id": "mai-20260917-0816-smoke|c87-m6|alibaba-small|Netskope", "prompt": "c87-m6", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Netskope’s \"myopic focus\" on large enterprises can mean poorer support and fewer resources for smaller organizations."}, {"id": "mai-20260917-0816-smoke|c87-m6|alibaba-small|Palo Alto Networks (Prisma Access)", "prompt": "c87-m6", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Palo Alto Networks (Prisma Access)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "some users find Palo Alto’s use cases (like Secure Browser) too narrow for broader network access needs."}, {"id": "mai-20260917-0816-smoke|c87-m6|anthropic-small|Check Point", "prompt": "c87-m6", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Research exposed critical vulnerabilities across Check Point, Zscaler and Netskope that fell into three primary categories: authentication bypasses, credential storage failures and cross-tenant exploitation."}, {"id": "mai-20260917-0816-smoke|c87-m6|anthropic-small|Zscaler", "prompt": "c87-m6", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Research exposed critical vulnerabilities across Check Point, Zscaler and Netskope"}, {"id": "mai-20260917-0816-smoke|c87-m6|anthropic-small|Netskope", "prompt": "c87-m6", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Research exposed critical vulnerabilities across Check Point, Zscaler and Netskope"}, {"id": "mai-20260917-0816-smoke|c87-m6|deepseek-small|Zscaler (ZPA / Zero Trust Exchange)", "prompt": "c87-m6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler (ZPA / Zero Trust Exchange)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Commonly criticized for **latency** ... **Security red flag (Aug 2025):** critical SAML authentication bypass (CVE-2025-54982)"}, {"id": "mai-20260917-0816-smoke|c87-m6|deepseek-small|Netskope (Private Access)", "prompt": "c87-m6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Netskope (Private Access)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Multiple client-side vulnerabilities disclosed in the same DEF CON research... they directly undermine the trust model."}, {"id": "mai-20260917-0816-smoke|c87-m6|deepseek-small|Check Point Perimeter 81", "prompt": "c87-m6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Check Point Perimeter 81", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "A **hardcoded credential / password vulnerability** was among the critical flaws flagged in the same 2025 research."}, {"id": "mai-20260917-0816-smoke|c87-m6|deepseek-small|Defined.net / Nebula-based solutions", "prompt": "c87-m6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Defined.net / Nebula-based solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Great for DIY, but risky if you lack the in-house expertise."}, {"id": "mai-20260917-0816-smoke|c87-m6|deepseek-small|Tailscale", "prompt": "c87-m6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Tailscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The **hosted coordination server is a single point of trust**"}, {"id": "mai-20260917-0816-smoke|c87-m6|google-small|Zscaler", "prompt": "c87-m6", "model": "google-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Zscaler (CVE-2025-54982): Had a SAML authentication bypass ... (Note: All three of the above vendors quickly remediated these specific bugs)"}, {"id": "mai-20260917-0816-smoke|c87-m6|google-small|Netskope", "prompt": "c87-m6", "model": "google-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Netskope (CVE-2024-7401): Suffered from an authentication bypass during Identity Provider (IdP) enrollment and cross-tenant vulnerabilities"}, {"id": "mai-20260917-0816-smoke|c87-m6|google-small|Check Point (Harmony SASE/Perimeter 81)", "prompt": "c87-m6", "model": "google-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Check Point (Harmony SASE/Perimeter 81)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Check Point (Perimeter 81): Contained hard-coded SFTP credentials in diagnostic logs, exposing JWT tokens that could be reused to impersonate users."}, {"id": "mai-20260917-0816-smoke|c87-m6|minimax-small|Zscaler", "prompt": "c87-m6", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Zscaler**: CVE-2025-54982 - A SAML authentication bypass vulnerability that allowed complete authentication bypass"}, {"id": "mai-20260917-0816-smoke|c87-m6|minimax-small|Netskope", "prompt": "c87-m6", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Netskope** and **Check Point**: Also had critical vulnerabilities demonstrated at DEF CON 33"}, {"id": "mai-20260917-0816-smoke|c87-m6|minimax-small|Check Point", "prompt": "c87-m6", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Netskope** and **Check Point**: Also had critical vulnerabilities demonstrated at DEF CON 33"}, {"id": "mai-20260917-0816-smoke|c87-m6|moonshot-small|Zscaler", "prompt": "c87-m6", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "CVE-2025-54982 - SAML authentication bypass; failed to validate SAML assertion signatures | Complete authentication bypass"}, {"id": "mai-20260917-0816-smoke|c87-m6|moonshot-small|Netskope", "prompt": "c87-m6", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Cross-tenant vulnerabilities with leaked enrollment tokens | Attackers could compromise ANY organization"}, {"id": "mai-20260917-0816-smoke|c87-m6|moonshot-small|Check Point", "prompt": "c87-m6", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "(Perimeter 81/Harmony SASE) | Hard-coded encryption keys in diagnostic logs | Customer data exposure"}, {"id": "mai-20260917-0816-smoke|c87-m6|moonshot-small|Fortinet", "prompt": "c87-m6", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "CVE-2026-84393 - Certificate validation flaw in Agentless ZTNA | MITM attacks possible"}, {"id": "mai-20260917-0816-smoke|c87-m6|xai-small|Zscaler", "prompt": "c87-m6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Zscaler | SAML auth bypass (CVE-2025-54982); unsigned assertions allowed full access to proxies/private apps."}, {"id": "mai-20260917-0816-smoke|c87-m6|xai-small|Netskope", "prompt": "c87-m6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Netskope | Auth bypass in IdP enrollment (CVE-2024-7401), cross-tenant impersonation via leaked OrgKeys, privilege escalation."}, {"id": "mai-20260917-0816-smoke|c87-m6|xai-small|Palo Alto Networks (Prisma)", "prompt": "c87-m6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Palo Alto Networks (Prisma)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Prioritize**: Fortinet (Gartner Customers' Choice 4.9/5, 235+ reviews), Cloudflare, Palo Alto for satisfaction."}, {"id": "mai-20260917-0816-smoke|c87-m6|xai-small|Check Point", "prompt": "c87-m6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Check Point | Hard-coded SFTP keys leaking tenant data in logs."}, {"id": "mai-20260917-0816-smoke|c87-m6|xai-small|Fortinet ZTNA", "prompt": "c87-m6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Fortinet ZTNA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Prioritize**: Fortinet (Gartner Customers' Choice 4.9/5, 235+ reviews)"}, {"id": "mai-20260917-0816-smoke|c87-m6|xai-small|Appgate", "prompt": "c87-m6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Appgate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "score lower vs. leaders like Appgate (4.51) or Zscaler (4.38)"}, {"id": "mai-20260917-0816-smoke|c87-m6|xai-small|Cisco", "prompt": "c87-m6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cisco on setup complexity"}, {"id": "mai-20260917-0816-smoke|c87-m6|xai-small|Cloudflare", "prompt": "c87-m6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Prioritize**: Fortinet ..., Cloudflare, Palo Alto for satisfaction."}, {"id": "mai-20260917-0816-smoke|c87-m6|zai-small|Fortinet FortiClient EMS", "prompt": "c87-m6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Fortinet FortiClient EMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Zendikt notes Fortinet FortiClient EMS critical CVEs and FortiGate supply‑chain warnings as “weaknesses.”"}, {"id": "mai-20260917-0816-smoke|c87-m6|zai-small|Zscaler Private Access (ZPA)", "prompt": "c87-m6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Comparisec review of Zscaler Private Access (ZPA): “Latency complaints more frequent than peers in some geographies” and “client agent reconnect issues on network changes.”"}, {"id": "mai-20260917-0816-smoke|c87-s1|alibaba-small|Cloudflare Zero Trust", "prompt": "c87-s1", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation:** Start with **Cloudflare Zero Trust**. It is aggressive on pricing, covers both network and web security"}, {"id": "mai-20260917-0816-smoke|c87-s1|alibaba-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c87-s1", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft Shops: **Microsoft Entra ID (formerly Azure AD)**"}, {"id": "mai-20260917-0816-smoke|c87-s1|alibaba-small|Zscaler Private Access (ZPA)", "prompt": "c87-s1", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zscaler is the market leader in ZTNA."}, {"id": "mai-20260917-0816-smoke|c87-s1|alibaba-small|Tailscale", "prompt": "c87-s1", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Internal Software/DevOps: **Tailscale**"}, {"id": "mai-20260917-0816-smoke|c87-s1|alibaba-small|Cisco Duo + Cisco Umbrella", "prompt": "c87-s1", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cisco Duo + Cisco Umbrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Identity-Centric Approach: **Cisco Duo + Cisco Umbrella**"}, {"id": "mai-20260917-0816-smoke|c87-s1|alibaba-small|Okta", "prompt": "c87-s1", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Stick to **Microsoft Entra ID** or **Okta** (if you use Google Workspace)"}, {"id": "mai-20260917-0816-smoke|c87-s1|anthropic-small|Cloudflare Access", "prompt": "c87-s1", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare Zero Trust is chosen for its unique combination of simplicity, speed, and global scale... offering a generous free tier and affordable pricing."}, {"id": "mai-20260917-0816-smoke|c87-s1|anthropic-small|Twingate", "prompt": "c87-s1", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "making it a good fit for SMBs that want to eliminate VPN without deploying a full zero trust platform"}, {"id": "mai-20260917-0816-smoke|c87-s1|anthropic-small|Perimeter 81", "prompt": "c87-s1", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Perimeter 81", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "solid when an SMB IT team wants one vendor and one screen for the network layer"}, {"id": "mai-20260917-0816-smoke|c87-s1|anthropic-small|Microsoft Entra + Intune", "prompt": "c87-s1", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Microsoft Entra + Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For most SMBs running Microsoft 365, Microsoft Entra + Intune is the best starting point"}, {"id": "mai-20260917-0816-smoke|c87-s1|challenger-small|Twingate", "prompt": "c87-s1", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Twingate is the best default choice**"}, {"id": "mai-20260917-0816-smoke|c87-s1|challenger-small|Cloudflare Zero Trust / Cloudflare Access", "prompt": "c87-s1", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust / Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a **broader, low-cost option** with a generous free tier and room to grow"}, {"id": "mai-20260917-0816-smoke|c87-s1|challenger-small|Tailscale", "prompt": "c87-s1", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your team is very small and you want the **simplest startup-friendly deployment**"}, {"id": "mai-20260917-0816-smoke|c87-s1|challenger-small|NordLayer", "prompt": "c87-s1", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **NordLayer** or **Check Point Harmony SASE** if you want more bundled security features"}, {"id": "mai-20260917-0816-smoke|c87-s1|challenger-small|Check Point Harmony SASE", "prompt": "c87-s1", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you want more bundled security features and are comfortable with a more managed, less minimal platform"}, {"id": "mai-20260917-0816-smoke|c87-s1|deepseek-small|Twingate", "prompt": "c87-s1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Twingate — Best Overall for Small Teams ... Twingate is the simplest \"set it and forget it\" option for a small B2B team."}, {"id": "mai-20260917-0816-smoke|c87-s1|deepseek-small|Cloudflare Zero Trust (Access)", "prompt": "c87-s1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust (Access)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Simplicity + Scale ... Start with Cloudflare Zero Trust's free tier (up to 50 users) if you want zero cost to trial."}, {"id": "mai-20260917-0816-smoke|c87-s1|deepseek-small|Check Point Harmony SASE (formerly Perimeter 81)", "prompt": "c87-s1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Check Point Harmony SASE (formerly Perimeter 81)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SMB Admin Focus ... Published per-user pricing with threat prevention built in."}, {"id": "mai-20260917-0816-smoke|c87-s1|deepseek-small|Tailscale", "prompt": "c87-s1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Distributed/Technical Teams ... Very developer-friendly."}, {"id": "mai-20260917-0816-smoke|c87-s1|deepseek-small|OpenVPN CloudConnexa", "prompt": "c87-s1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for SMB Budget ... Cloud-delivered ZTNA designed specifically for SMBs without enterprise budgets."}, {"id": "mai-20260917-0816-smoke|c87-s1|deepseek-small|Microsoft Entra ID + Intune", "prompt": "c87-s1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Microsoft Entra ID + Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you already use Microsoft 365, look at Microsoft Entra ID + Intune."}, {"id": "mai-20260917-0816-smoke|c87-s1|deepseek-small|Google BeyondCorp Enterprise", "prompt": "c87-s1", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Google BeyondCorp Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you're on Google Workspace, consider Google BeyondCorp Enterprise."}, {"id": "mai-20260917-0816-smoke|c87-s1|google-small|Twingate", "prompt": "c87-s1", "model": "google-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Twingate (Best Overall & Easiest to Manage)"}, {"id": "mai-20260917-0816-smoke|c87-s1|google-small|Cloudflare Zero Trust / Access", "prompt": "c87-s1", "model": "google-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust / Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Cloudflare Zero Trust / Access (Best Free Tier & Clientless Access)"}, {"id": "mai-20260917-0816-smoke|c87-s1|google-small|Tailscale", "prompt": "c87-s1", "model": "google-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Tailscale (Best for Developer-Heavy & Technical Teams)"}, {"id": "mai-20260917-0816-smoke|c87-s1|google-small|Check Point Harmony SASE", "prompt": "c87-s1", "model": "google-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Honorable Mention: Check Point Harmony SASE (Formerly Perimeter 81) ... is a strong option"}, {"id": "mai-20260917-0816-smoke|c87-s1|google-small|Microsoft Entra ID (with Conditional Access) and Intune", "prompt": "c87-s1", "model": "google-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Microsoft Entra ID (with Conditional Access) and Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Before buying a third-party tool, check if you can meet your ZTNA needs using Microsoft's built-in device-compliance and conditional-access rules."}, {"id": "mai-20260917-0816-smoke|c87-s1|meta-small|Twingate", "prompt": "c87-s1", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best ZTNA solution for a small B2B company is likely to be Twingate or Cloudflare Access"}, {"id": "mai-20260917-0816-smoke|c87-s1|meta-small|Cloudflare Access", "prompt": "c87-s1", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "likely to be Twingate or Cloudflare Access, as they provide resource-level access without traditional VPN concentrator management"}, {"id": "mai-20260917-0816-smoke|c87-s1|meta-small|Check Point Harmony SASE (formerly Perimeter 81)", "prompt": "c87-s1", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Check Point Harmony SASE (formerly Perimeter 81)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider include Check Point Harmony SASE (formerly Perimeter 81)"}, {"id": "mai-20260917-0816-smoke|c87-s1|minimax-small|Twingate", "prompt": "c87-s1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Twingate** - Best for fast deployment, cheap VPN replacement, generous free tier"}, {"id": "mai-20260917-0816-smoke|c87-s1|minimax-small|Perimeter 81 (Check Point Harmony SASE)", "prompt": "c87-s1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Perimeter 81 (Check Point Harmony SASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good for SMBs with built-in threat prevention"}, {"id": "mai-20260917-0816-smoke|c87-s1|minimax-small|CloudConnexa", "prompt": "c87-s1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "CloudConnexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed for SMBs with scalable zero trust security"}, {"id": "mai-20260917-0816-smoke|c87-s1|minimax-small|Tailscale", "prompt": "c87-s1", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for distributed teams, uses mesh-style networking"}, {"id": "mai-20260917-0816-smoke|c87-s1|mistral-small|CloudConnexa", "prompt": "c87-s1", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "CloudConnexa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CloudConnexa** stands out as the best overall ZTNA solution due to its SMB focus, ease of deployment, and strong user ratings"}, {"id": "mai-20260917-0816-smoke|c87-s1|mistral-small|Twingate", "prompt": "c87-s1", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Twingate** and **NordLayer** are excellent alternatives"}, {"id": "mai-20260917-0816-smoke|c87-s1|mistral-small|NordLayer", "prompt": "c87-s1", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Twingate** and **NordLayer** are excellent alternatives"}, {"id": "mai-20260917-0816-smoke|c87-s1|mistral-small|Microsoft Entra ID with Intune", "prompt": "c87-s1", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Microsoft Entra ID with Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For companies already using Microsoft 365, this identity-first platform integrates well with existing tools"}, {"id": "mai-20260917-0816-smoke|c87-s1|moonshot-small|Cloudflare Zero Trust", "prompt": "c87-s1", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: **Cloudflare Zero Trust** ... If you have <50 employees: Start with **Cloudflare Zero Trust (free tier)**"}, {"id": "mai-20260917-0816-smoke|c87-s1|moonshot-small|Twingate", "prompt": "c87-s1", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Replacing VPN: **Twingate**"}, {"id": "mai-20260917-0816-smoke|c87-s1|moonshot-small|NordLayer", "prompt": "c87-s1", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Easy Rollout: **NordLayer**"}, {"id": "mai-20260917-0816-smoke|c87-s1|moonshot-small|Microsoft Entra Private Access", "prompt": "c87-s1", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Microsoft Entra Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already deep in Microsoft 365: Use **Microsoft Entra Private Access**"}, {"id": "mai-20260917-0816-smoke|c87-s1|moonshot-small|Zscaler", "prompt": "c87-s1", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid - Enterprise solutions (Zscaler, Palo Alto Prisma Access): ... usually overkill and overpriced for small B2B."}, {"id": "mai-20260917-0816-smoke|c87-s1|moonshot-small|Palo Alto Prisma Access", "prompt": "c87-s1", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid - Enterprise solutions (Zscaler, Palo Alto Prisma Access)"}, {"id": "mai-20260917-0816-smoke|c87-s1|openai-small|Cloudflare Access", "prompt": "c87-s1", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare Access is the best \"small B2B company\" default choice"}, {"id": "mai-20260917-0816-smoke|c87-s1|openai-small|Zscaler", "prompt": "c87-s1", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you expect to grow into a broader security platform and want a mature SSE/ZTNA stack"}, {"id": "mai-20260917-0816-smoke|c87-s1|openai-small|Cisco Secure Access", "prompt": "c87-s1", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cisco Secure Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good fit if you're already a Cisco shop or want a converged SSE platform"}, {"id": "mai-20260917-0816-smoke|c87-s1|openai-small|Fortinet / FortiSASE", "prompt": "c87-s1", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Fortinet / FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "attractive if you already use Fortinet security/network gear and want tight integration"}, {"id": "mai-20260917-0816-smoke|c87-s1|xai-small|Cloudflare Zero Trust", "prompt": "c87-s1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare Zero Trust (Top Pick for Most Small B2B)"}, {"id": "mai-20260917-0816-smoke|c87-s1|xai-small|Twingate", "prompt": "c87-s1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Why great: Fastest deploy (minutes), high user ratings (4.8/5), tailored for SMB VPN replacement."}, {"id": "mai-20260917-0816-smoke|c87-s1|xai-small|CloudConnexa (by OpenVPN)", "prompt": "c87-s1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "CloudConnexa (by OpenVPN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Why suitable: SMB-focused, hybrid/multi-cloud support"}, {"id": "mai-20260917-0816-smoke|c87-s1|xai-small|Tailscale", "prompt": "c87-s1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Tailscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tailscale | Free (6 users); $8/user/mo | Dev/distributed teams, mesh networking"}, {"id": "mai-20260917-0816-smoke|c87-s1|xai-small|Check Point Harmony SASE (ex-Perimeter 81)", "prompt": "c87-s1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Check Point Harmony SASE (ex-Perimeter 81)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Check Point Harmony SASE (ex-Perimeter 81) | ~$5-10/user/mo (published) | Threat prevention included"}, {"id": "mai-20260917-0816-smoke|c87-s1|xai-small|Zscaler Private Access", "prompt": "c87-s1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Zscaler Private Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise leaders like Zscaler/Palo Alto/Fortinet ... work but often overkill/costly for small B2B"}, {"id": "mai-20260917-0816-smoke|c87-s1|xai-small|Palo Alto", "prompt": "c87-s1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "often overkill/costly for small B2B—start with trials"}, {"id": "mai-20260917-0816-smoke|c87-s1|xai-small|Fortinet", "prompt": "c87-s1", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Fortinet 4.9/5 Customers' Choice) work but often overkill/costly for small B2B"}, {"id": "mai-20260917-0816-smoke|c87-s1|zai-small|Cloudflare Zero Trust", "prompt": "c87-s1", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare's free tier covers up to 50 users, making it an ideal starting point before any paid commitment."}, {"id": "mai-20260917-0816-smoke|c87-s1|zai-small|Twingate", "prompt": "c87-s1", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Twingate** if you prefer per‑resource granularity, a lightweight outbound‑only model, and a simpler setup"}, {"id": "mai-20260917-0816-smoke|c87-s1|zai-small|Microsoft Entra ID + Intune", "prompt": "c87-s1", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "direct", "raw": "Microsoft Entra ID + Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Less \"pure‑play\" ZTNA focus but sufficient for most B2B needs if you're M365‑heavy."}, {"id": "mai-20260917-0816-smoke|c87-s2|alibaba-small|Cloudflare Zero Trust", "prompt": "c87-s2", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best All-Rounder (Best Value): Cloudflare Zero Trust"}, {"id": "mai-20260917-0816-smoke|c87-s2|alibaba-small|OpenVPN", "prompt": "c87-s2", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "OpenVPN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "It is not a full network-layer replacement like OpenVPN for things like local file sharing."}, {"id": "mai-20260917-0816-smoke|c87-s2|alibaba-small|Tailscale", "prompt": "c87-s2", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 2. The Easiest to Deploy: Tailscale"}, {"id": "mai-20260917-0816-smoke|c87-s2|alibaba-small|Zscaler Internet Access (ZIA)", "prompt": "c87-s2", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Internet Access (ZIA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Drawback:** It is more expensive than Tailscale or Cloudflare and requires a slightly heavier installation on endpoints"}, {"id": "mai-20260917-0816-smoke|c87-s2|alibaba-small|Microsoft Entra External Identities", "prompt": "c87-s2", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Microsoft Entra External Identities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**If you use Microsoft 365:** Use **Microsoft Entra External Identities**."}, {"id": "mai-20260917-0816-smoke|c87-s2|alibaba-small|BeyondTrust Remote Support", "prompt": "c87-s2", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "BeyondTrust Remote Support", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Look at **BeyondTrust Remote Support** or **Cloudflare**, both of which integrate deeply with Google SSO."}, {"id": "mai-20260917-0816-smoke|c87-s2|anthropic-small|Cloudflare Zero Trust", "prompt": "c87-s2", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd lean toward Tailscale or Cloudflare Zero Trust"}, {"id": "mai-20260917-0816-smoke|c87-s2|anthropic-small|Tailscale", "prompt": "c87-s2", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Tailscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a small B2B business, I'd lean toward Tailscale or Cloudflare Zero Trust"}, {"id": "mai-20260917-0816-smoke|c87-s2|anthropic-small|Netskope", "prompt": "c87-s2", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Netskope** - more enterprise-focused but scalable"}, {"id": "mai-20260917-0816-smoke|c87-s2|anthropic-small|Palo Alto Networks Prisma Access", "prompt": "c87-s2", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "comprehensive but may be overkill for small businesses"}, {"id": "mai-20260917-0816-smoke|c87-s2|anthropic-small|Zscaler", "prompt": "c87-s2", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strong reputation but typically more expensive"}, {"id": "mai-20260917-0816-smoke|c87-s2|challenger-small|Twingate", "prompt": "c87-s2", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Twingate** as the default choice because it is consistently positioned as the fastest, simplest VPN replacement for small teams"}, {"id": "mai-20260917-0816-smoke|c87-s2|challenger-small|Cloudflare Zero Trust", "prompt": "c87-s2", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the **best alternative**, choose **Cloudflare Zero Trust**"}, {"id": "mai-20260917-0816-smoke|c87-s2|challenger-small|Check Point Harmony SASE / Perimeter 81", "prompt": "c87-s2", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Check Point Harmony SASE / Perimeter 81", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "worth considering if you want **published per-user pricing** and bundled threat prevention"}, {"id": "mai-20260917-0816-smoke|c87-s2|challenger-small|Microsoft Entra Private Access", "prompt": "c87-s2", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Microsoft Entra Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best if your company already lives in the Microsoft ecosystem"}, {"id": "mai-20260917-0816-smoke|c87-s2|challenger-small|Zscaler ZPA", "prompt": "c87-s2", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler ZPA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strong for zero-trust app access, but usually better suited to larger or more mature IT environments"}, {"id": "mai-20260917-0816-smoke|c87-s2|deepseek-small|Cloudflare Zero Trust", "prompt": "c87-s2", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: **Cloudflare Zero Trust**"}, {"id": "mai-20260917-0816-smoke|c87-s2|deepseek-small|Twingate", "prompt": "c87-s2", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Purpose-built as a \"VPN replacement,\" very easy for small technical teams to set up."}, {"id": "mai-20260917-0816-smoke|c87-s2|deepseek-small|Tailscale", "prompt": "c87-s2", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent if your team is technical. Built on WireGuard"}, {"id": "mai-20260917-0816-smoke|c87-s2|google-small|Twingate", "prompt": "c87-s2", "model": "google-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Twingate (Best Overall for Most B2B SMBs)... widely considered the absolute best direct replacement for a traditional VPN"}, {"id": "mai-20260917-0816-smoke|c87-s2|google-small|Cloudflare Zero Trust / Cloudflare Access", "prompt": "c87-s2", "model": "google-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust / Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best on a Budget... Cloudflare Zero Trust is an outstanding option."}, {"id": "mai-20260917-0816-smoke|c87-s2|google-small|Tailscale", "prompt": "c87-s2", "model": "google-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Tech-Heavy or Developer-Focused Teams... Tailscale is the gold standard."}, {"id": "mai-20260917-0816-smoke|c87-s2|meta-small|Cloudflare Zero Trust", "prompt": "c87-s2", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the recommended zero trust remote access tools for a small business that sells to other businesses are: 1. Cloudflare Zero Trust"}, {"id": "mai-20260917-0816-smoke|c87-s2|meta-small|NordLayer", "prompt": "c87-s2", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "NordLayer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. NordLayer"}, {"id": "mai-20260917-0816-smoke|c87-s2|meta-small|OpenVPN's CloudConnexa", "prompt": "c87-s2", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "OpenVPN's CloudConnexa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. OpenVPN's CloudConnexa"}, {"id": "mai-20260917-0816-smoke|c87-s2|meta-small|Twingate", "prompt": "c87-s2", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Twingate"}, {"id": "mai-20260917-0816-smoke|c87-s2|meta-small|JumpCloud", "prompt": "c87-s2", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. JumpCloud"}, {"id": "mai-20260917-0816-smoke|c87-s2|minimax-small|Twingate", "prompt": "c87-s2", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend **Twingate** as the top choice."}, {"id": "mai-20260917-0816-smoke|c87-s2|minimax-small|NordLayer", "prompt": "c87-s2", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NordLayer** is also excellent."}, {"id": "mai-20260917-0816-smoke|c87-s2|minimax-small|Tailscale", "prompt": "c87-s2", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Tailscale** (Best for Technical Teams)"}, {"id": "mai-20260917-0816-smoke|c87-s2|mistral-small|Cloudflare Zero Trust", "prompt": "c87-s2", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **Cloudflare Zero Trust** or **OpenVPN CloudConnexa** will provide the best balance of security, ease of use, and cost."}, {"id": "mai-20260917-0816-smoke|c87-s2|mistral-small|OpenVPN CloudConnexa", "prompt": "c87-s2", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B businesses, **Cloudflare Zero Trust** or **OpenVPN CloudConnexa** will provide the best balance of security, ease of use, and cost."}, {"id": "mai-20260917-0816-smoke|c87-s2|mistral-small|Tailscale", "prompt": "c87-s2", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer a developer-friendly, lightweight tool, consider **Tailscale**."}, {"id": "mai-20260917-0816-smoke|c87-s2|mistral-small|Zscaler Private Access", "prompt": "c87-s2", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you anticipate rapid growth and need a robust, scalable solution, **Zscaler** is worth evaluating."}, {"id": "mai-20260917-0816-smoke|c87-s2|moonshot-small|Twingate", "prompt": "c87-s2", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Twingate**"}, {"id": "mai-20260917-0816-smoke|c87-s2|moonshot-small|Cloudflare Zero Trust", "prompt": "c87-s2", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Cloudflare Zero Trust**"}, {"id": "mai-20260917-0816-smoke|c87-s2|moonshot-small|Tailscale", "prompt": "c87-s2", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If You Have a Technical Team: **Tailscale**"}, {"id": "mai-20260917-0816-smoke|c87-s2|moonshot-small|Zscaler", "prompt": "c87-s2", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to avoid as a small B2B: **Enterprise ZTNA suites (Zscaler, Netskope):** Powerful but often require professional services and opaque pricing"}, {"id": "mai-20260917-0816-smoke|c87-s2|moonshot-small|Netskope", "prompt": "c87-s2", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid as a small B2B: **Enterprise ZTNA suites (Zscaler, Netskope):** ... overkill for most sub-50-person shops."}, {"id": "mai-20260917-0816-smoke|c87-s2|openai-small|Cloudflare Access", "prompt": "c87-s2", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Cloudflare Access** as the default choice for replacing a VPN"}, {"id": "mai-20260917-0816-smoke|c87-s2|openai-small|Tailscale", "prompt": "c87-s2", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong alternative is **Tailscale** if you want something especially easy to deploy"}, {"id": "mai-20260917-0816-smoke|c87-s2|xai-small|Cloudflare Zero Trust", "prompt": "c87-s2", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with Cloudflare Zero Trust (specifically Cloudflare Access) if your team has 50 or fewer users"}, {"id": "mai-20260917-0816-smoke|c87-s2|xai-small|Twingate", "prompt": "c87-s2", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Twingate (Best for Pure VPN-Like Replacement with Granular Control)"}, {"id": "mai-20260917-0816-smoke|c87-s2|xai-small|Tailscale", "prompt": "c87-s2", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tailscale (Best for Dev/Tech-Savvy Teams Needing Mesh Networking)"}, {"id": "mai-20260917-0816-smoke|c87-s2|xai-small|Zscaler", "prompt": "c87-s2", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise tools like Zscaler or Netskope—they're overkill"}, {"id": "mai-20260917-0816-smoke|c87-s2|xai-small|Netskope", "prompt": "c87-s2", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise tools like Zscaler or Netskope—they're overkill"}, {"id": "mai-20260917-0816-smoke|c87-s2|zai-small|Twingate", "prompt": "c87-s2", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Twingate** is the best \"out-of-the-box\" choice"}, {"id": "mai-20260917-0816-smoke|c87-s2|zai-small|Cloudflare Access", "prompt": "c87-s2", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudflare Access is a fantastic, slightly cheaper alternative"}, {"id": "mai-20260917-0816-smoke|c87-s2|zai-small|NordLayer", "prompt": "c87-s2", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "NordLayer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's a \"VPN-first\" solution ... doesn't give you the same fine-grained app-level control"}, {"id": "mai-20260917-0816-smoke|c87-s2|zai-small|JumpCloud", "prompt": "c87-s2", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "You'd need to pair it with a separate access broker for true ZTNA."}, {"id": "mai-20260917-0816-smoke|c87-s2|zai-small|Zscaler Private Access (ZPA)", "prompt": "c87-s2", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overkill for a small B2B shop."}, {"id": "mai-20260917-0816-smoke|c87-s2|zai-small|OpenVPN CloudConnexa", "prompt": "c87-s2", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "still a \"network-first\" solution and less developer-friendly than Twingate"}, {"id": "mai-20260917-0816-smoke|c87-s2|zai-small|Tailscale / Tailscale Netbird", "prompt": "c87-s2", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Tailscale / Tailscale Netbird", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more \"mesh VPN\" tools than true ZTNA"}, {"id": "mai-20260917-0816-smoke|c87-s2|zai-small|Check Point Perimeter 81", "prompt": "c87-s2", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "Check Point Perimeter 81", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "pricing and onboarding complexity are better suited for mid-market companies"}, {"id": "mai-20260917-0816-smoke|c87-s2|zai-small|BeyondTrust Remote Support", "prompt": "c87-s2", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "paraphrase", "raw": "BeyondTrust Remote Support", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "it's a support-focused tool, not a general-purpose remote-access platform"}, {"id": "mai-20260917-0816-smoke|c87-s3|alibaba-small|Twingate", "prompt": "c87-s3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "\"We just need a better, safer VPN for 5–30 people\" → **Twingate** or **Tailscale**"}, {"id": "mai-20260917-0816-smoke|c87-s3|alibaba-small|Cloudflare Zero Trust", "prompt": "c87-s3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "\"We want the best free tier to get started\" → **Cloudflare Zero Trust** (free up to 50 users!)"}, {"id": "mai-20260917-0816-smoke|c87-s3|alibaba-small|Tailscale", "prompt": "c87-s3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "\"We just need a better, safer VPN for 5–30 people\" → **Twingate** or **Tailscale**"}, {"id": "mai-20260917-0816-smoke|c87-s3|alibaba-small|Check Point Harmony SASE", "prompt": "c87-s3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "\"We want predictable per-user pricing with no surprises\" → **Check Point Harmony SASE**"}, {"id": "mai-20260917-0816-smoke|c87-s3|alibaba-small|Zscaler Private Access", "prompt": "c87-s3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "\"We need deep threat inspection & compliance\" → **Zscaler**"}, {"id": "mai-20260917-0816-smoke|c87-s3|alibaba-small|Microsoft Entra ID + Conditional Access", "prompt": "c87-s3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Microsoft Entra ID + Conditional Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "\"Our team lives in Microsoft 365\" → Enable **Conditional Access** via Entra ID (often zero incremental cost)"}, {"id": "mai-20260917-0816-smoke|c87-s3|alibaba-small|Palo Alto Prisma Access", "prompt": "c87-s3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Edge / Proxy-Based Models** (Cloudflare, Zscaler, Palo Alto Prisma Access)"}, {"id": "mai-20260917-0816-smoke|c87-s3|alibaba-small|Google BeyondCorp", "prompt": "c87-s3", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Google BeyondCorp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "\"Our team lives in Google Workspace\" → **Google BeyondCorp Enterprise**"}, {"id": "mai-20260917-0816-smoke|c87-s3|anthropic-small|Twingate", "prompt": "c87-s3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Twingate is well worth considering for small to mid-sized teams wanting VPN replacement without infrastructure complexity."}, {"id": "mai-20260917-0816-smoke|c87-s3|anthropic-small|Cloudflare Zero Trust (Access)", "prompt": "c87-s3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Zero Trust (Access)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most SMBs, Cloudflare Zero Trust is the best browser-based zero trust access solution"}, {"id": "mai-20260917-0816-smoke|c87-s3|anthropic-small|Perimeter 81 (Check Point Harmony SASE)", "prompt": "c87-s3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Perimeter 81 (Check Point Harmony SASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "whether you need consolidated security features (Perimeter 81)"}, {"id": "mai-20260917-0816-smoke|c87-s3|anthropic-small|Tailscale", "prompt": "c87-s3", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Twingate and Tailscale also provide generous free tiers for developers and small organizations"}, {"id": "mai-20260917-0816-smoke|c87-s3|challenger-small|Twingate", "prompt": "c87-s3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Twingate** if you want the clearest **VPN replacement** with low operational overhead"}, {"id": "mai-20260917-0816-smoke|c87-s3|challenger-small|Tailscale", "prompt": "c87-s3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Under 10 users:** **Tailscale** or **Twingate** can be the lowest-friction start"}, {"id": "mai-20260917-0816-smoke|c87-s3|challenger-small|Cloudflare Zero Trust / Access", "prompt": "c87-s3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Zero Trust / Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very strong if you want simple rollout"}, {"id": "mai-20260917-0816-smoke|c87-s3|challenger-small|Check Point Harmony SASE (Perimeter 81)", "prompt": "c87-s3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point Harmony SASE (Perimeter 81)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for non-technical SMBs"}, {"id": "mai-20260917-0816-smoke|c87-s3|challenger-small|Cisco Duo", "prompt": "c87-s3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Primarily MFA/device trust; ZTNA is often layered onto existing access"}, {"id": "mai-20260917-0816-smoke|c87-s3|challenger-small|Microsoft Entra ID + Intune", "prompt": "c87-s3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Microsoft Entra ID + Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong if you already pay for Microsoft"}, {"id": "mai-20260917-0816-smoke|c87-s3|challenger-small|Google BeyondCorp Enterprise", "prompt": "c87-s3", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Google BeyondCorp Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong if standardized on Google"}, {"id": "mai-20260917-0816-smoke|c87-s3|deepseek-small|Cloudflare Zero Trust", "prompt": "c87-s3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Want it free and cloud-edge simplicity?** → **Cloudflare Zero Trust** (free for ≤50 users, clientless web access)"}, {"id": "mai-20260917-0816-smoke|c87-s3|deepseek-small|Twingate", "prompt": "c87-s3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Replacing a VPN with granular app-level control?** → **Twingate** (port/DNS-level least privilege, no public ports)"}, {"id": "mai-20260917-0816-smoke|c87-s3|deepseek-small|Tailscale", "prompt": "c87-s3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the \"Big Three\" of **Cloudflare Zero Trust, Twingate, and Tailscale** are the sweet spot"}, {"id": "mai-20260917-0816-smoke|c87-s3|deepseek-small|(Check Point) Perimeter 81 / Harmony SASE", "prompt": "c87-s3", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "(Check Point) Perimeter 81 / Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Watch out:** A heavier \"suite\" than the point solutions; more suited if you also want web gateway/FWaaS features."}, {"id": "mai-20260917-0816-smoke|c87-s3|google-small|Tailscale", "prompt": "c87-s3", "model": "google-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Tailscale** if your team consists of developers, sysadmins, or engineers who need high-speed, direct machine-to-machine connectivity"}, {"id": "mai-20260917-0816-smoke|c87-s3|google-small|Twingate", "prompt": "c87-s3", "model": "google-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Twingate** if you want to replace your clunky, slow legacy VPN with a modern solution that is completely invisible to your non-technical employees"}, {"id": "mai-20260917-0816-smoke|c87-s3|google-small|Cloudflare One / Cloudflare Zero Trust", "prompt": "c87-s3", "model": "google-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare One / Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Free for up to 50 users**, making it the absolute best value for small teams"}, {"id": "mai-20260917-0816-smoke|c87-s3|google-small|NetBird", "prompt": "c87-s3", "model": "google-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "NetBird", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NetBird is a rising, open-source alternative to Tailscale."}, {"id": "mai-20260917-0816-smoke|c87-s3|meta-small|Twingate", "prompt": "c87-s3", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Twingate is ideal for small teams that want a fast and cheap VPN replacement"}, {"id": "mai-20260917-0816-smoke|c87-s3|meta-small|Check Point Harmony SASE", "prompt": "c87-s3", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "suitable for SMBs that want transparent per-user pricing and quick ZTNA deployment"}, {"id": "mai-20260917-0816-smoke|c87-s3|meta-small|Cloudflare Zero Trust", "prompt": "c87-s3", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "provides a comprehensive zero-trust platform that includes ZTNA, secure web gateway, DNS filtering, and browser isolation"}, {"id": "mai-20260917-0816-smoke|c87-s3|meta-small|Tailscale", "prompt": "c87-s3", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "mesh-based solution that is easy to deploy and offers a generous free tier for small teams"}, {"id": "mai-20260917-0816-smoke|c87-s3|meta-small|Perimeter 81", "prompt": "c87-s3", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Perimeter 81", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "simplified ZTNA solution that bridges the gap between traditional VPN and full zero trust"}, {"id": "mai-20260917-0816-smoke|c87-s3|minimax-small|Tailscale", "prompt": "c87-s3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Tailscale**\n- **Best for:** Technical teams wanting direct peer-to-peer connectivity"}, {"id": "mai-20260917-0816-smoke|c87-s3|minimax-small|Twingate", "prompt": "c87-s3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Small teams needing easy GUI-driven deployment"}, {"id": "mai-20260917-0816-smoke|c87-s3|minimax-small|Cloudflare Access", "prompt": "c87-s3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Teams wanting strongest free tier"}, {"id": "mai-20260917-0816-smoke|c87-s3|minimax-small|Perimeter 81", "prompt": "c87-s3", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Perimeter 81", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** SMBs wanting VPN replacement with simplicity"}, {"id": "mai-20260917-0816-smoke|c87-s3|mistral-small|Twingate", "prompt": "c87-s3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small to mid-sized teams needing per-app ZTNA with identity-driven access and minimal network changes."}, {"id": "mai-20260917-0816-smoke|c87-s3|mistral-small|Tailscale", "prompt": "c87-s3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Tailscale and Twingate are the easiest to deploy"}, {"id": "mai-20260917-0816-smoke|c87-s3|mistral-small|Perimeter 81 (now part of Check Point Harmony SASE)", "prompt": "c87-s3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Perimeter 81 (now part of Check Point Harmony SASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Small to mid-sized businesses seeking an easy-to-deploy, affordable ZTNA with VPN capabilities."}, {"id": "mai-20260917-0816-smoke|c87-s3|mistral-small|CloudConnexa (by OpenZiti)", "prompt": "c87-s3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "CloudConnexa (by OpenZiti)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ease of use: Moderate—good for teams that want scalability as they grow."}, {"id": "mai-20260917-0816-smoke|c87-s3|mistral-small|Check Point Harmony SASE", "prompt": "c87-s3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Small and mid-sized organizations wanting published pricing and quick ZTNA deployment."}, {"id": "mai-20260917-0816-smoke|c87-s3|mistral-small|Zscaler Private Access", "prompt": "c87-s3", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ease of use: Moderate—best for teams already invested in Zscaler's ecosystem."}, {"id": "mai-20260917-0816-smoke|c87-s3|moonshot-small|Twingate", "prompt": "c87-s3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most small teams find **Cloudflare Zero Trust** or **Twingate** to be the sweet spot for balancing features, ease of use, and cost."}, {"id": "mai-20260917-0816-smoke|c87-s3|moonshot-small|Cloudflare Zero Trust", "prompt": "c87-s3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most small teams find **Cloudflare Zero Trust** or **Twingate** to be the sweet spot"}, {"id": "mai-20260917-0816-smoke|c87-s3|moonshot-small|Tailscale", "prompt": "c87-s3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tailscale** — Best Overall Value"}, {"id": "mai-20260917-0816-smoke|c87-s3|moonshot-small|Check Point Harmony SASE", "prompt": "c87-s3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for**: SMBs wanting transparent pricing and managed security package"}, {"id": "mai-20260917-0816-smoke|c87-s3|moonshot-small|NordLayer", "prompt": "c87-s3", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "NordLayer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simpler business VPN/ZTNA blend, easy setup"}, {"id": "mai-20260917-0816-smoke|c87-s3|openai-small|Twingate", "prompt": "c87-s3", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Twingate** if you want the cleanest “replace our VPN for private apps” experience."}, {"id": "mai-20260917-0816-smoke|c87-s3|openai-small|Cloudflare Access", "prompt": "c87-s3", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Cloudflare Access** if you want a very capable ZTNA platform with a generous free tier"}, {"id": "mai-20260917-0816-smoke|c87-s3|openai-small|Tailscale", "prompt": "c87-s3", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Tailscale** if your team is technical and you also want secure device/network connectivity"}, {"id": "mai-20260917-0816-smoke|c87-s3|openai-small|NetBird", "prompt": "c87-s3", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "NetBird", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose NetBird** if you care about self-hosting or open-source-style control."}, {"id": "mai-20260917-0816-smoke|c87-s3|openai-small|Zscaler Private Access (ZPA)", "prompt": "c87-s3", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usually **more enterprise-oriented** than a small team needs, so it may be overkill"}, {"id": "mai-20260917-0816-smoke|c87-s3|xai-small|Twingate", "prompt": "c87-s3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Simplest for dev/distributed teams; no suite bloat; cheaper than Tailscale for basics"}, {"id": "mai-20260917-0816-smoke|c87-s3|xai-small|Cloudflare Zero Trust", "prompt": "c87-s3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pick Twingate/Cloudflare for budget VPN kill"}, {"id": "mai-20260917-0816-smoke|c87-s3|xai-small|Tailscale", "prompt": "c87-s3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tailscale for device-heavy"}, {"id": "mai-20260917-0816-smoke|c87-s3|xai-small|CloudConnexa (OpenVPN)", "prompt": "c87-s3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "CloudConnexa (OpenVPN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CloudConnexa for open-source fans"}, {"id": "mai-20260917-0816-smoke|c87-s3|xai-small|Check Point Harmony SASE", "prompt": "c87-s3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Harmony for integrated security"}, {"id": "mai-20260917-0816-smoke|c87-s3|xai-small|Zscaler", "prompt": "c87-s3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise options (Zscaler/Palo Alto) are pricier/opaque, less ideal for small teams."}, {"id": "mai-20260917-0816-smoke|c87-s3|xai-small|Palo Alto", "prompt": "c87-s3", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise options (Zscaler/Palo Alto) are pricier/opaque, less ideal for small teams."}, {"id": "mai-20260917-0816-smoke|c87-s3|zai-small|Twingate", "prompt": "c87-s3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Twingate** and **Cloudflare Zero Trust** are the top \"value\" options for small teams"}, {"id": "mai-20260917-0816-smoke|c87-s3|zai-small|Cloudflare Zero Trust", "prompt": "c87-s3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Twingate** and **Cloudflare Zero Trust** are the top \"value\" options for small teams"}, {"id": "mai-20260917-0816-smoke|c87-s3|zai-small|Perimeter 81", "prompt": "c87-s3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Perimeter 81", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Perimeter 81** provides clear per-user tiers with simple deployment and VPN features."}, {"id": "mai-20260917-0816-smoke|c87-s3|zai-small|Zscaler Private Access (ZPA)", "prompt": "c87-s3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "best suited for teams that value a mature, enterprise-grade stack and can invest in higher pricing"}, {"id": "mai-20260917-0816-smoke|c87-s3|zai-small|Banyan Security", "prompt": "c87-s3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Banyan Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Banyan Security** offers a modern, identity-driven solution with a free tier."}, {"id": "mai-20260917-0816-smoke|c87-s3|zai-small|Check Point Harmony SASE", "prompt": "c87-s3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "good if you want published, predictable pricing and a blend of ZTNA plus SWG/FWaaS"}, {"id": "mai-20260917-0816-smoke|c87-s3|zai-small|OpenVPN CloudConnexa", "prompt": "c87-s3", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "comparative", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "provides a familiar OpenVPN base with ZTNA features and a free starter plan"}, {"id": "mai-20260917-0816-smoke|c87-s4|alibaba-small|Cloudflare Zero Trust", "prompt": "c87-s4", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best ZTNA solution is currently **Cloudflare Zero Trust**"}, {"id": "mai-20260917-0816-smoke|c87-s4|alibaba-small|Twingate", "prompt": "c87-s4", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Alternative (For Ease of Use): Twingate ... is the runner-up"}, {"id": "mai-20260917-0816-smoke|c87-s4|alibaba-small|Banyan Security", "prompt": "c87-s4", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Banyan Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Banyan Security** | ... Simplest UI / Small Apps"}, {"id": "mai-20260917-0816-smoke|c87-s4|alibaba-small|Zscaler", "prompt": "c87-s4", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Do not buy into expensive enterprise suites like Zscaler or Palo Alto"}, {"id": "mai-20260917-0816-smoke|c87-s4|alibaba-small|Palo Alto", "prompt": "c87-s4", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Do not buy into expensive enterprise suites like Zscaler or Palo Alto"}, {"id": "mai-20260917-0816-smoke|c87-s4|anthropic-small|Cloudflare Zero Trust", "prompt": "c87-s4", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare Zero Trust (free tier) combined with Duo Essentials (starting at $3/user) covers network and identity at minimal cost."}, {"id": "mai-20260917-0816-smoke|c87-s4|anthropic-small|Duo Essentials", "prompt": "c87-s4", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Duo Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "combined with Duo Essentials (starting at $3/user) covers network and identity at minimal cost"}, {"id": "mai-20260917-0816-smoke|c87-s4|anthropic-small|Twingate", "prompt": "c87-s4", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for small and mid-market teams that want straightforward secure access without appliances"}, {"id": "mai-20260917-0816-smoke|c87-s4|anthropic-small|NordLayer ZTNA", "prompt": "c87-s4", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "NordLayer ZTNA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "designed for businesses looking for easy-to-use, scalable zero trust solutions"}, {"id": "mai-20260917-0816-smoke|c87-s4|anthropic-small|Microsoft Entra", "prompt": "c87-s4", "model": "anthropic-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Microsoft Entra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're already using Microsoft 365, start with Microsoft Entra and Intune"}, {"id": "mai-20260917-0816-smoke|c87-s4|challenger-small|Cloudflare Zero Trust Free", "prompt": "c87-s4", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point is usually **Cloudflare Zero Trust Free**, because it has a **free tier for up to 50 users**"}, {"id": "mai-20260917-0816-smoke|c87-s4|challenger-small|Twingate", "prompt": "c87-s4", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Twingate** is the strongest budget-friendly choice for a VPN replacement"}, {"id": "mai-20260917-0816-smoke|c87-s4|challenger-small|Microsoft Entra + Intune", "prompt": "c87-s4", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Microsoft Entra + Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "May be the cheapest path if identity/device controls are already included in your licensing."}, {"id": "mai-20260917-0816-smoke|c87-s4|challenger-small|Pomerium", "prompt": "c87-s4", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Pomerium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you have technical staff and want to avoid vendor lock-in."}, {"id": "mai-20260917-0816-smoke|c87-s4|challenger-small|NordLayer", "prompt": "c87-s4", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "NordLayer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "side-by-side Cloudflare vs Twingate vs NordLayer comparison"}, {"id": "mai-20260917-0816-smoke|c87-s4|deepseek-small|Cloudflare Zero Trust", "prompt": "c87-s4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Cloudflare Zero Trust** (free for up to 50 users)"}, {"id": "mai-20260917-0816-smoke|c87-s4|deepseek-small|Twingate", "prompt": "c87-s4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Twingate** or **Tailscale** free tiers are fast, developer-friendly"}, {"id": "mai-20260917-0816-smoke|c87-s4|deepseek-small|Tailscale", "prompt": "c87-s4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Twingate** or **Tailscale** free tiers are fast, developer-friendly"}, {"id": "mai-20260917-0816-smoke|c87-s4|deepseek-small|NordLayer", "prompt": "c87-s4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "NordLayer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **NordLayer** | $8/user/mo | Moving off a consumer VPN; includes ZTNA |"}, {"id": "mai-20260917-0816-smoke|c87-s4|deepseek-small|OpenVPN CloudConnexa", "prompt": "c87-s4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Built specifically for SMBs on open-source OpenVPN"}, {"id": "mai-20260917-0816-smoke|c87-s4|deepseek-small|Check Point Harmony SASE (formerly Perimeter 81)", "prompt": "c87-s4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Check Point Harmony SASE (formerly Perimeter 81)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You need transparent per-user pricing with built-in threat prevention** → **Check Point Harmony SASE"}, {"id": "mai-20260917-0816-smoke|c87-s4|deepseek-small|Google BeyondCorp Enterprise", "prompt": "c87-s4", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Google BeyondCorp Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Already standardized on Google Workspace** → **Google BeyondCorp Enterprise** integrates naturally."}, {"id": "mai-20260917-0816-smoke|c87-s4|google-small|Cloudflare Zero Trust (Access)", "prompt": "c87-s4", "model": "google-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust (Access)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Teams of 10 to 50 Users ... Cloudflare Zero Trust is the undisputed winner."}, {"id": "mai-20260917-0816-smoke|c87-s4|google-small|Twingate", "prompt": "c87-s4", "model": "google-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Fast-Growing Teams & Easy Usability ... Twingate is the gold standard."}, {"id": "mai-20260917-0816-smoke|c87-s4|google-small|Tailscale", "prompt": "c87-s4", "model": "google-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Very Small, Tech-Heavy Teams ... Tailscale is phenomenal."}, {"id": "mai-20260917-0816-smoke|c87-s4|google-small|NetBird", "prompt": "c87-s4", "model": "google-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "NetBird", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Open-Source \"Do-It-Yourself\" Option ... 100% Free to self-host"}, {"id": "mai-20260917-0816-smoke|c87-s4|meta-small|Twingate", "prompt": "c87-s4", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best ZTNA solution for a small company with a tight budget is Twingate, which offers a free tier and is priced at $10/user/month."}, {"id": "mai-20260917-0816-smoke|c87-s4|meta-small|Check Point Harmony SASE", "prompt": "c87-s4", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Check Point Harmony SASE is another option that offers transparent per-user pricing and quick ZTNA deployment."}, {"id": "mai-20260917-0816-smoke|c87-s4|meta-small|Cloudflare Zero Trust Standard", "prompt": "c87-s4", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloudflare Zero Trust Standard is also a good option, priced at $7/user/month with a generous free tier up to 50 users."}, {"id": "mai-20260917-0816-smoke|c87-s4|minimax-small|Twingate", "prompt": "c87-s4", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Twingate** is the top recommendation because:"}, {"id": "mai-20260917-0816-smoke|c87-s4|minimax-small|Cloudflare Access", "prompt": "c87-s4", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides resource-level access without VPN concentrator management - Reasonable pricing"}, {"id": "mai-20260917-0816-smoke|c87-s4|minimax-small|NordLayer", "prompt": "c87-s4", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Listed among top-rated ZTNA platforms for 2026 - Flexible pricing options"}, {"id": "mai-20260917-0816-smoke|c87-s4|minimax-small|Check Point Harmony SASE", "prompt": "c87-s4", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Published per-user pricing (transparency) - Quick deployment"}, {"id": "mai-20260917-0816-smoke|c87-s4|mistral-small|Cloudflare Zero Trust", "prompt": "c87-s4", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers a free tier and starts at just a few dollars per user per month... ideal for budget-conscious SMBs"}, {"id": "mai-20260917-0816-smoke|c87-s4|mistral-small|Twingate", "prompt": "c87-s4", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for a generous free tier and quick deployment, making it a strong choice for fast, cheap VPN replacement."}, {"id": "mai-20260917-0816-smoke|c87-s4|mistral-small|Check Point Harmony SASE", "prompt": "c87-s4", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides transparent per-user pricing and includes threat prevention, suitable for small businesses"}, {"id": "mai-20260917-0816-smoke|c87-s4|moonshot-small|Cloudflare Zero Trust", "prompt": "c87-s4", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Cloudflare Zero Trust** if you have 50 or fewer employees—it's genuinely free with no major feature limitations."}, {"id": "mai-20260917-0816-smoke|c87-s4|moonshot-small|Tailscale", "prompt": "c87-s4", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tailscale — Best for Technical Teams"}, {"id": "mai-20260917-0816-smoke|c87-s4|moonshot-small|Twingate", "prompt": "c87-s4", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Twingate — Best VPN Replacement"}, {"id": "mai-20260917-0816-smoke|c87-s4|openai-small|Tailscale", "prompt": "c87-s4", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Tailscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tailscale** — best budget-friendly choice for small teams"}, {"id": "mai-20260917-0816-smoke|c87-s4|openai-small|Cloudflare Zero Trust / Access", "prompt": "c87-s4", "model": "openai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust / Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already use Cloudflare or need broader zero-trust features"}, {"id": "mai-20260917-0816-smoke|c87-s4|xai-small|Cloudflare Zero Trust", "prompt": "c87-s4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare Zero Trust stands out as the best ZTNA solution for a small company on a tight budget."}, {"id": "mai-20260917-0816-smoke|c87-s4|xai-small|Twingate", "prompt": "c87-s4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simple VPN replacement; high ratings (4.8/5); good for <10 people."}, {"id": "mai-20260917-0816-smoke|c87-s4|xai-small|Tailscale", "prompt": "c87-s4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mesh networking focus; unlimited devices; developer-friendly."}, {"id": "mai-20260917-0816-smoke|c87-s4|xai-small|OpenVPN CloudConnexa", "prompt": "c87-s4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open-source based; SMB-oriented with SWG; 4.6/5 G2 rating."}, {"id": "mai-20260917-0816-smoke|c87-s4|xai-small|Zscaler", "prompt": "c87-s4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise options like Zscaler or Palo Alto are pricier ... and overkill for small budgets."}, {"id": "mai-20260917-0816-smoke|c87-s4|xai-small|Palo Alto", "prompt": "c87-s4", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise options like Zscaler or Palo Alto are pricier ... and overkill for small budgets."}, {"id": "mai-20260917-0816-smoke|c87-s4|zai-small|Cloudflare Zero Trust", "prompt": "c87-s4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best ZTNA solution is **Cloudflare Zero Trust (free tier)** if you have ≤50 users"}, {"id": "mai-20260917-0816-smoke|c87-s4|zai-small|Twingate", "prompt": "c87-s4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Twingate** or **Tailscale Business** offer the best balance of price, ease of use, and functionality"}, {"id": "mai-20260917-0816-smoke|c87-s4|zai-small|Tailscale", "prompt": "c87-s4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tailscale** – $6/user/month (Business)"}, {"id": "mai-20260917-0816-smoke|c87-s4|zai-small|MeshWG", "prompt": "c87-s4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "MeshWG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have multiple branch offices and want router‑based pricing → **MeshWG**"}, {"id": "mai-20260917-0816-smoke|c87-s4|zai-small|Pomerium", "prompt": "c87-s4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Pomerium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pomerium** or **NetBird** provide open‑source, low‑cost alternatives"}, {"id": "mai-20260917-0816-smoke|c87-s4|zai-small|NetBird", "prompt": "c87-s4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "NetBird", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pomerium** or **NetBird** for a lightweight, open‑source ZTNA solution"}, {"id": "mai-20260917-0816-smoke|c87-s4|zai-small|OpenZiti", "prompt": "c87-s4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "OpenZiti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Highly customizable, cryptographically authenticated overlay network"}, {"id": "mai-20260917-0816-smoke|c87-s4|zai-small|Teleport", "prompt": "c87-s4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Teleport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SSH, database, Kubernetes, and cloud access control"}, {"id": "mai-20260917-0816-smoke|c87-s4|zai-small|HashiCorp Boundary", "prompt": "c87-s4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "HashiCorp Boundary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Zero‑trust infrastructure access broker"}, {"id": "mai-20260917-0816-smoke|c87-s4|zai-small|CloudConnexa", "prompt": "c87-s4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "CloudConnexa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Free Starter up to 5 seats; paid thereafter"}, {"id": "mai-20260917-0816-smoke|c87-s4|zai-small|Zscaler Private Access", "prompt": "c87-s4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Zscaler Private Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Strong feature set, but you’ll likely need a sales call; better for mid‑size businesses."}, {"id": "mai-20260917-0816-smoke|c87-s4|zai-small|Headscale", "prompt": "c87-s4", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "budget", "raw": "Headscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Self‑hosted Tailscale admin server"}, {"id": "mai-20260917-0816-smoke|c87-s5|alibaba-small|Cloudflare for Teams", "prompt": "c87-s5", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare for Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly regarded for being incredibly fast and offering a generous free tier or low-cost paid plans. It requires very little configuration compared to competitors."}, {"id": "mai-20260917-0816-smoke|c87-s5|alibaba-small|Meraki (Cisco) / Tenable", "prompt": "c87-s5", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Meraki (Cisco) / Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Good if you already use these for network monitoring."}, {"id": "mai-20260917-0816-smoke|c87-s5|alibaba-small|Tailscale / ZeroTier", "prompt": "c87-s5", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Tailscale / ZeroTier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "very popular with small dev/engineering teams. They set up virtual LANs instantly... though lacking the advanced reporting of a Zscaler"}, {"id": "mai-20260917-0816-smoke|c87-s5|alibaba-small|SentinelOne Stargate", "prompt": "c87-s5", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "SentinelOne Stargate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often more affordable than legacy firewalls, great for endpoint visibility."}, {"id": "mai-20260917-0816-smoke|c87-s5|alibaba-small|Zscaler Internet Access (ZIA)", "prompt": "c87-s5", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler Internet Access (ZIA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The market leader. Extremely secure, but can be expensive and licensing-complex for a 30-person team."}, {"id": "mai-20260917-0816-smoke|c87-s5|alibaba-small|Netskope", "prompt": "c87-s5", "model": "alibaba-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses heavily on shadow IT discovery."}, {"id": "mai-20260917-0816-smoke|c87-s5|deepseek-small|Cloudflare", "prompt": "c87-s5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Many vendors (Cloudflare, Perimeter 81/Cato, Tailscale, Twingate) have SMB-friendly tiers."}, {"id": "mai-20260917-0816-smoke|c87-s5|deepseek-small|Perimeter 81/Cato", "prompt": "c87-s5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Perimeter 81/Cato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Many vendors (Cloudflare, Perimeter 81/Cato, Tailscale, Twingate) have SMB-friendly tiers."}, {"id": "mai-20260917-0816-smoke|c87-s5|deepseek-small|Tailscale", "prompt": "c87-s5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Tailscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Many vendors (Cloudflare, Perimeter 81/Cato, Tailscale, Twingate) have SMB-friendly tiers."}, {"id": "mai-20260917-0816-smoke|c87-s5|deepseek-small|Twingate", "prompt": "c87-s5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Twingate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Many vendors (Cloudflare, Perimeter 81/Cato, Tailscale, Twingate) have SMB-friendly tiers."}, {"id": "mai-20260917-0816-smoke|c87-s5|deepseek-small|Portnox", "prompt": "c87-s5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Portnox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "resources from vendors like Portnox, Zero Networks, and the Check Point buyer guidance are worth skimming"}, {"id": "mai-20260917-0816-smoke|c87-s5|deepseek-small|Zero Networks", "prompt": "c87-s5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zero Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "resources from vendors like Portnox, Zero Networks, and the Check Point buyer guidance"}, {"id": "mai-20260917-0816-smoke|c87-s5|deepseek-small|Check Point", "prompt": "c87-s5", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "the Check Point buyer guidance are worth skimming for the detailed question lists"}, {"id": "mai-20260917-0816-smoke|c87-s5|google-small|Zscaler", "prompt": "c87-s5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-focused ZTNA giants (like Zscaler, Palo Alto Prisma, or Netskope) often require a minimum of 100 to 500 seats to purchase, and they will ignore small accounts."}, {"id": "mai-20260917-0816-smoke|c87-s5|google-small|Palo Alto Prisma", "prompt": "c87-s5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often require a minimum of 100 to 500 seats to purchase, and they will ignore small accounts"}, {"id": "mai-20260917-0816-smoke|c87-s5|google-small|Netskope", "prompt": "c87-s5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often require a minimum of 100 to 500 seats to purchase, and they will ignore small accounts"}, {"id": "mai-20260917-0816-smoke|c87-s5|google-small|Cloudflare Zero Trust (Access / Tunnels)", "prompt": "c87-s5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare Zero Trust (Access / Tunnels)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "It is completely free for up to 50 users**. For a 30-person company, you can deploy a highly robust, world-class ZTNA system for $0."}, {"id": "mai-20260917-0816-smoke|c87-s5|google-small|Twingate", "prompt": "c87-s5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Widely considered to have the best user and admin interface on the market. Setup takes about 15 minutes."}, {"id": "mai-20260917-0816-smoke|c87-s5|google-small|Tailscale", "prompt": "c87-s5", "model": "google-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "highly favored by engineering, developer, and DevOps-heavy teams"}, {"id": "mai-20260917-0816-smoke|c87-s5|minimax-small|Cloudflare Zero Trust", "prompt": "c87-s5", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Free tier options like Cloudflare Zero Trust (free up to 50 users) let you pilot with minimal commitment"}, {"id": "mai-20260917-0816-smoke|c87-s5|minimax-small|Twingate", "prompt": "c87-s5", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| Twingate | Easy SMB deployment | ~$10/user/mo |"}, {"id": "mai-20260917-0816-smoke|c87-s5|minimax-small|Twilio Segment", "prompt": "c87-s5", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Twilio Segment (if segment.io) | Different use case | — |"}, {"id": "mai-20260917-0816-smoke|c87-s5|mistral-small|Cloudflare Access", "prompt": "c87-s5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "cloud-delivered solution (e.g., Cloudflare Access, Zscaler Private Access)"}, {"id": "mai-20260917-0816-smoke|c87-s5|mistral-small|Zscaler Private Access", "prompt": "c87-s5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler Private Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "cloud-delivered solution (e.g., Cloudflare Access, Zscaler Private Access)"}, {"id": "mai-20260917-0816-smoke|c87-s5|mistral-small|Tailscale", "prompt": "c87-s5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Tailscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "on-prem/hybrid model (e.g., Tailscale, Netskope)"}, {"id": "mai-20260917-0816-smoke|c87-s5|mistral-small|Netskope", "prompt": "c87-s5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "on-prem/hybrid model (e.g., Tailscale, Netskope)"}, {"id": "mai-20260917-0816-smoke|c87-s5|mistral-small|Perimeter 81", "prompt": "c87-s5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Perimeter 81", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Perimeter 81**"}, {"id": "mai-20260917-0816-smoke|c87-s5|mistral-small|Cisco Duo (with ZTNA)", "prompt": "c87-s5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cisco Duo (with ZTNA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cisco Duo (with ZTNA)**"}, {"id": "mai-20260917-0816-smoke|c87-s5|mistral-small|Palo Alto GlobalProtect (ZTNA mode)", "prompt": "c87-s5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Palo Alto GlobalProtect (ZTNA mode)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Palo Alto GlobalProtect (ZTNA mode)**"}, {"id": "mai-20260917-0816-smoke|c87-s5|mistral-small|Cloudflare Tunnel (for internal apps)", "prompt": "c87-s5", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare Tunnel (for internal apps)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Cloudflare Tunnel (for internal apps)**"}, {"id": "mai-20260917-0816-smoke|c87-s5|moonshot-small|Microsoft Entra ID + Intune", "prompt": "c87-s5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Microsoft Entra ID + Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Microsoft Entra ID (Azure AD)** with conditional access – May already be included in your M365 subscription"}, {"id": "mai-20260917-0816-smoke|c87-s5|moonshot-small|Okta", "prompt": "c87-s5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Identity-First** | Microsoft Entra ID + Intune, Okta, JumpCloud, Cisco Duo"}, {"id": "mai-20260917-0816-smoke|c87-s5|moonshot-small|JumpCloud", "prompt": "c87-s5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Identity-First** | Microsoft Entra ID + Intune, Okta, JumpCloud, Cisco Duo"}, {"id": "mai-20260917-0816-smoke|c87-s5|moonshot-small|Cisco Duo", "prompt": "c87-s5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cisco Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Identity-First** | Microsoft Entra ID + Intune, Okta, JumpCloud, Cisco Duo"}, {"id": "mai-20260917-0816-smoke|c87-s5|moonshot-small|Cloudflare Zero Trust", "prompt": "c87-s5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Cloudflare Zero Trust** – Generous free tier (up to 50 users), easy setup"}, {"id": "mai-20260917-0816-smoke|c87-s5|moonshot-small|Twingate", "prompt": "c87-s5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Twingate** – Purpose-built for SMBs, simple deployment"}, {"id": "mai-20260917-0816-smoke|c87-s5|moonshot-small|Tailscale", "prompt": "c87-s5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Tailscale** – WireGuard-based, excellent for small teams"}, {"id": "mai-20260917-0816-smoke|c87-s5|moonshot-small|Perimeter 81", "prompt": "c87-s5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Perimeter 81", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Perimeter 81** (now part of Check Point) – Good balance of features and simplicity"}, {"id": "mai-20260917-0816-smoke|c87-s5|moonshot-small|Google BeyondCorp Enterprise", "prompt": "c87-s5", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Google BeyondCorp Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Google BeyondCorp Enterprise** – Native integration"}, {"id": "mai-20260917-0816-smoke|c87-s5|xai-small|Cloudflare Zero Trust", "prompt": "c87-s5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Cloudflare or Twingate for pilots—they fit 80% of small teams."}, {"id": "mai-20260917-0816-smoke|c87-s5|xai-small|Twingate", "prompt": "c87-s5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Cloudflare or Twingate for pilots—they fit 80% of small teams."}, {"id": "mai-20260917-0816-smoke|c87-s5|xai-small|Zscaler Private Access", "prompt": "c87-s5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Zscaler Private Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Mid-Tier (e.g., Zscaler Private Access lite) | $450–$600 ($15–20/user) ... Higher cost/complexity."}, {"id": "mai-20260917-0816-smoke|c87-s5|xai-small|Tailscale", "prompt": "c87-s5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tailscale | Dev/engineering focus, mesh networking | Budget-friendly (~$5–10/user) | More peer-to-peer."}, {"id": "mai-20260917-0816-smoke|c87-s5|xai-small|Netskope", "prompt": "c87-s5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "alternatives like Netskope | Compliance-heavy | $10–20/user | Higher cost/complexity."}, {"id": "mai-20260917-0816-smoke|c87-s5|xai-small|Microsoft Entra + Intune", "prompt": "c87-s5", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Microsoft Entra + Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Microsoft Entra + Intune | M365 shops | $6+/user (bundled) | Best if already invested."}, {"id": "mai-20260917-0816-smoke|c87-s5|zai-small|Cloudflare", "prompt": "c87-s5", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Many SMB\\u2011oriented ZTNA vendors (e.g., Cloudflare, Twingate, OpenVPN CloudConnexa) can get you running in under a day."}, {"id": "mai-20260917-0816-smoke|c87-s5|zai-small|Twingate", "prompt": "c87-s5", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "Twingate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Many SMB\\u2011oriented ZTNA vendors (e.g., Cloudflare, Twingate, OpenVPN CloudConnexa) can get you running in under a day."}, {"id": "mai-20260917-0816-smoke|c87-s5|zai-small|OpenVPN CloudConnexa", "prompt": "c87-s5", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "scale", "raw": "OpenVPN CloudConnexa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some vendors are more open (e.g., OpenVPN CloudConnexa), others are tightly integrated into their own security suite."}, {"id": "mai-20260917-0816-smoke|c87-s6|challenger-small|Zscaler Private Access", "prompt": "c87-s6", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler Private Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "products like **Zscaler Private Access** are powerful but more complex and better suited to organizations that can absorb that complexity"}, {"id": "mai-20260917-0816-smoke|c87-s6|challenger-small|Sophos ZTNA", "prompt": "c87-s6", "model": "challenger-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Sophos ZTNA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "community advice to **avoid Sophos ZTNA** because installation and ongoing management were not worth the hassle"}, {"id": "mai-20260917-0816-smoke|c87-s6|deepseek-small|Zscaler", "prompt": "c87-s6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "unless you're growing fast into an enterprise, Zscaler is usually overkill and a poor value fit for an SMB"}, {"id": "mai-20260917-0816-smoke|c87-s6|deepseek-small|Cato", "prompt": "c87-s6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cato", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Broad \"converged SASE\" platforms (Cato, Palo Alto, etc.) ... Add complexity and cost for capabilities an SMB won't use."}, {"id": "mai-20260917-0816-smoke|c87-s6|deepseek-small|Palo Alto", "prompt": "c87-s6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Broad \"converged SASE\" platforms (Cato, Palo Alto, etc.) ... Typically require enterprise quotes and 1–3 year contracts"}, {"id": "mai-20260917-0816-smoke|c87-s6|deepseek-small|Tailscale", "prompt": "c87-s6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Tailscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Tailscale raised community concerns in 2024 when it switched to a Business Source License (BSL). Be cautious"}, {"id": "mai-20260917-0816-smoke|c87-s6|deepseek-small|Pomerium", "prompt": "c87-s6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Pomerium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Self-hosted ZTNA (Pomerium, etc.) that you must run yourself ... shifts operational burden onto you"}, {"id": "mai-20260917-0816-smoke|c87-s6|deepseek-small|Twingate", "prompt": "c87-s6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Twingate — most polished pure ZTNA, transparent ~$10/user/month, fast VPN replacement."}, {"id": "mai-20260917-0816-smoke|c87-s6|deepseek-small|Cloudflare Zero Trust", "prompt": "c87-s6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "free up to 50 users; strongest free tier"}, {"id": "mai-20260917-0816-smoke|c87-s6|deepseek-small|NordLayer", "prompt": "c87-s6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "NordLayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "simpler managed blend of VPN/ZTNA for small teams"}, {"id": "mai-20260917-0816-smoke|c87-s6|deepseek-small|JumpCloud", "prompt": "c87-s6", "model": "deepseek-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "good if you also need identity/device management"}, {"id": "mai-20260917-0816-smoke|c87-s6|google-small|Zscaler Private Access (ZPA)", "prompt": "c87-s6", "model": "google-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler Private Access (ZPA)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples to be cautious of: Zscaler Private Access (ZPA)... Why to avoid them: ... built for Fortune 500 enterprises"}, {"id": "mai-20260917-0816-smoke|c87-s6|google-small|Palo Alto Networks Prisma Access", "prompt": "c87-s6", "model": "google-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples to be cautious of: ... Palo Alto Networks Prisma Access ... Why to avoid them"}, {"id": "mai-20260917-0816-smoke|c87-s6|google-small|Broadcom (Symantec) Secure Access", "prompt": "c87-s6", "model": "google-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Broadcom (Symantec) Secure Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples to be cautious of: ... Broadcom (Symantec) Secure Access. Why to avoid them"}, {"id": "mai-20260917-0816-smoke|c87-s6|google-small|Fortinet (FortiClient ZTNA)", "prompt": "c87-s6", "model": "google-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Fortinet (FortiClient ZTNA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Certain deployments of Fortinet (FortiClient ZTNA) ... bind you to their physical or virtual on-premises firewalls/appliances"}, {"id": "mai-20260917-0816-smoke|c87-s6|google-small|Cisco Secure Access", "prompt": "c87-s6", "model": "google-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "legacy Cisco Secure Access solutions ... Infrastructure Overhead"}, {"id": "mai-20260917-0816-smoke|c87-s6|google-small|WireGuard", "prompt": "c87-s6", "model": "google-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "WireGuard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Building a custom ZTNA mesh using raw WireGuard ... Why to avoid them: ... massive hidden cost in labor"}, {"id": "mai-20260917-0816-smoke|c87-s6|google-small|OpenVPN self-hosted", "prompt": "c87-s6", "model": "google-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "OpenVPN self-hosted", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "OpenVPN self-hosted scripts, or complex open-source projects. Why to avoid them"}, {"id": "mai-20260917-0816-smoke|c87-s6|google-small|Twingate", "prompt": "c87-s6", "model": "google-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Twingate: Widely praised by SMB IT admins for being incredibly easy to set up"}, {"id": "mai-20260917-0816-smoke|c87-s6|google-small|Tailscale", "prompt": "c87-s6", "model": "google-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "A fantastic, lightweight, mesh-VPN/ZTNA hybrid ... free for small teams"}, {"id": "mai-20260917-0816-smoke|c87-s6|google-small|Cloudflare Zero Trust", "prompt": "c87-s6", "model": "google-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Offers a highly robust free tier (often up to 50 users)"}, {"id": "mai-20260917-0816-smoke|c87-s6|google-small|Perimeter 81 (by Check Point)", "prompt": "c87-s6", "model": "google-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Perimeter 81 (by Check Point)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "A user-friendly, cloud-native platform specifically built for SMBs"}, {"id": "mai-20260917-0816-smoke|c87-s6|meta-small|Twingate Starter", "prompt": "c87-s6", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Twingate Starter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it has a per-user pricing model that may not be suitable for businesses with a large number of devices"}, {"id": "mai-20260917-0816-smoke|c87-s6|meta-small|Cloudflare Zero Trust", "prompt": "c87-s6", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "free for up to 50 users and has a per-user pricing model. It is designed for small and medium-sized businesses"}, {"id": "mai-20260917-0816-smoke|c87-s6|meta-small|Zscaler", "prompt": "c87-s6", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-grade ZTNA solutions that are typically priced per user and may be too expensive for small businesses"}, {"id": "mai-20260917-0816-smoke|c87-s6|meta-small|Palo Alto", "prompt": "c87-s6", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-grade ZTNA solutions that are typically priced per user and may be too expensive for small businesses"}, {"id": "mai-20260917-0816-smoke|c87-s6|meta-small|MeshWG", "prompt": "c87-s6", "model": "meta-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "MeshWG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "priced per router and may be a more cost-effective option for small businesses"}, {"id": "mai-20260917-0816-smoke|c87-s6|minimax-small|Zscaler Private Access", "prompt": "c87-s6", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler Private Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid expensive enterprise ZTNA solutions** (Zscaler, Palo Alto)"}, {"id": "mai-20260917-0816-smoke|c87-s6|minimax-small|Palo Alto Networks Prisma Access", "prompt": "c87-s6", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid expensive enterprise ZTNA solutions** (Zscaler, Palo Alto)"}, {"id": "mai-20260917-0816-smoke|c87-s6|minimax-small|Twingate", "prompt": "c87-s6", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Twingate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may be overpriced for small businesses that don't need per-resource granularity"}, {"id": "mai-20260917-0816-smoke|c87-s6|minimax-small|Cloudflare Access", "prompt": "c87-s6", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cloudflare Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "a simpler VPN/ZTNA blend like NordLayer or Cloudflare Access"}, {"id": "mai-20260917-0816-smoke|c87-s6|minimax-small|NordLayer", "prompt": "c87-s6", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "NordLayer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "a simpler VPN/ZTNA blend like NordLayer or Cloudflare Access"}, {"id": "mai-20260917-0816-smoke|c87-s6|minimax-small|JumpCloud", "prompt": "c87-s6", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Identity + device management | JumpCloud | $3-10/user/month"}, {"id": "mai-20260917-0816-smoke|c87-s6|minimax-small|Pomerium", "prompt": "c87-s6", "model": "minimax-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Pomerium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source self-hosted | Pomerium | Free (but requires server management)"}, {"id": "mai-20260917-0816-smoke|c87-s6|mistral-small|Twingate", "prompt": "c87-s6", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Twingate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Twingate’s Starter plan is priced per user, which may not align with the needs of a small business with multiple routers or devices"}, {"id": "mai-20260917-0816-smoke|c87-s6|mistral-small|Check Point Harmony SASE", "prompt": "c87-s6", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Check Point Harmony SASE (formerly Perimeter 81) is noted for improving transparency, but legacy models may still be costly"}, {"id": "mai-20260917-0816-smoke|c87-s6|mistral-small|Cloudflare Zero Trust", "prompt": "c87-s6", "model": "mistral-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "look for solutions like Cloudflare Zero Trust, Twingate, or Check Point Harmony SASE, which are more SMB-friendly"}, {"id": "mai-20260917-0816-smoke|c87-s6|moonshot-small|Zscaler", "prompt": "c87-s6", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-only pricing, complex procurement"}, {"id": "mai-20260917-0816-smoke|c87-s6|moonshot-small|Palo Alto Prisma Access", "prompt": "c87-s6", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Most expensive option, steep learning curve ... not built for SMBs (<200 users)"}, {"id": "mai-20260917-0816-smoke|c87-s6|moonshot-small|Cisco Secure Access", "prompt": "c87-s6", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Expensive add-on ecosystem | Requires stacking multiple Cisco products; complex licensing"}, {"id": "mai-20260917-0816-smoke|c87-s6|moonshot-small|Cloudflare Zero Trust", "prompt": "c87-s6", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Free tier up to 50 users; simple deployment"}, {"id": "mai-20260917-0816-smoke|c87-s6|moonshot-small|Twingate", "prompt": "c87-s6", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "a simple ZTNA replacement (Twingate, Cloudflare) is better than a full SASE platform"}, {"id": "mai-20260917-0816-smoke|c87-s6|moonshot-small|Tailscale", "prompt": "c87-s6", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free for up to 3 users; mesh-based"}, {"id": "mai-20260917-0816-smoke|c87-s6|moonshot-small|Check Point Harmony SASE", "prompt": "c87-s6", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Transparent per-user pricing; quick deployment"}, {"id": "mai-20260917-0816-smoke|c87-s6|moonshot-small|MeshWG", "prompt": "c87-s6", "model": "moonshot-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "MeshWG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "solutions like **MeshWG** (~$21/month for 5 routers) may provide better value"}, {"id": "mai-20260917-0816-smoke|c87-s6|xai-small|Cloudflare Zero Trust", "prompt": "c87-s6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "can opt for affordable alternatives like Cloudflare Zero Trust (free up to 50 users)"}, {"id": "mai-20260917-0816-smoke|c87-s6|xai-small|Twingate", "prompt": "c87-s6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Twingate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Twingate (generous free tier, ~$5-10/user/mo)"}, {"id": "mai-20260917-0816-smoke|c87-s6|xai-small|Check Point Harmony SASE", "prompt": "c87-s6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Check Point Harmony SASE (transparent SMB pricing)"}, {"id": "mai-20260917-0816-smoke|c87-s6|xai-small|Zscaler Private Access (ZPA) / Zero Trust Exchange", "prompt": "c87-s6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler Private Access (ZPA) / Zero Trust Exchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "cost-prohibitive and complex for SMBs"}, {"id": "mai-20260917-0816-smoke|c87-s6|xai-small|Palo Alto Networks Prisma Access", "prompt": "c87-s6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "unsuitable for small orgs due to cost and overlooked SMB needs"}, {"id": "mai-20260917-0816-smoke|c87-s6|xai-small|Netskope One Private Access", "prompt": "c87-s6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Netskope One Private Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Other Enterprise-Heavy Vendors (e.g., Netskope One Private Access ... lacks SMB-friendly free tiers"}, {"id": "mai-20260917-0816-smoke|c87-s6|xai-small|Forcepoint ZTNA", "prompt": "c87-s6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Forcepoint ZTNA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Forcepoint reviews highlight SMB cost constraints despite strong DLP"}, {"id": "mai-20260917-0816-smoke|c87-s6|xai-small|MeshWG", "prompt": "c87-s6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "MeshWG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "many SMBs thrive with mesh VPNs (e.g., Tailscale, MeshWG ~$20-250/year)"}, {"id": "mai-20260917-0816-smoke|c87-s6|xai-small|Tailscale", "prompt": "c87-s6", "model": "xai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "many SMBs thrive with mesh VPNs (e.g., Tailscale"}, {"id": "mai-20260917-0816-smoke|c87-s6|zai-small|Zscaler Private Access", "prompt": "c87-s6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Zscaler Private Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid **enterprise‑centric, per‑user pricing platforms** (Zscaler, Palo Alto, Cisco SASE)"}, {"id": "mai-20260917-0816-smoke|c87-s6|zai-small|Palo Alto Prisma Access", "prompt": "c87-s6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid **enterprise‑centric, per‑user pricing platforms** (Zscaler, Palo Alto, Cisco SASE)"}, {"id": "mai-20260917-0816-smoke|c87-s6|zai-small|Cisco Secure Access", "prompt": "c87-s6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid ... (Zscaler, Palo Alto, Cisco SASE)"}, {"id": "mai-20260917-0816-smoke|c87-s6|zai-small|Fortinet Universal ZTNA", "prompt": "c87-s6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Fortinet Universal ZTNA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid ... **hardware‑heavy VPN/SASE suites** (Fortinet, Cisco, Palo Alto bundles)"}, {"id": "mai-20260917-0816-smoke|c87-s6|zai-small|Forcepoint One", "prompt": "c87-s6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Forcepoint One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "reviews highlight “cost is a constraint when it comes to the SMB segment.”"}, {"id": "mai-20260917-0816-smoke|c87-s6|zai-small|Netskope Private Access", "prompt": "c87-s6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Netskope Private Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "pricing and complexity can be high for small businesses"}, {"id": "mai-20260917-0816-smoke|c87-s6|zai-small|AppGate SDP", "prompt": "c87-s6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "AppGate SDP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise‑oriented with steep licensing and management requirements"}, {"id": "mai-20260917-0816-smoke|c87-s6|zai-small|Azure Firewall + custom ZTNA", "prompt": "c87-s6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Azure Firewall + custom ZTNA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "can be complex to configure and manage, especially for teams without deep networking expertise"}, {"id": "mai-20260917-0816-smoke|c87-s6|zai-small|Okta Identity Cloud", "prompt": "c87-s6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Okta Identity Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "without a complementary ZTNA or access control layer, you still need another solution for granular application access"}, {"id": "mai-20260917-0816-smoke|c87-s6|zai-small|Duo", "prompt": "c87-s6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Duo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Great for MFA and conditional access, but by itself it doesn’t replace ZTNA"}, {"id": "mai-20260917-0816-smoke|c87-s6|zai-small|Cato Networks", "prompt": "c87-s6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "feature sets and pricing models can be intimidating for small businesses"}, {"id": "mai-20260917-0816-smoke|c87-s6|zai-small|Cloudflare Zero Trust", "prompt": "c87-s6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Start with **free or low‑cost ZTNA** (e.g., Cloudflare Zero Trust, Twingate, Tailscale)."}, {"id": "mai-20260917-0816-smoke|c87-s6|zai-small|Twingate", "prompt": "c87-s6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Twingate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Start with **free or low‑cost ZTNA** (e.g., Cloudflare Zero Trust, Twingate, Tailscale)."}, {"id": "mai-20260917-0816-smoke|c87-s6|zai-small|Tailscale", "prompt": "c87-s6", "model": "zai-small", "cat": "zero-trust-network-access", "variant": "negative", "raw": "Tailscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Start with **free or low‑cost ZTNA** (e.g., Cloudflare Zero Trust, Twingate, Tailscale)."}, {"id": "mai-20260917-0816-smoke|c88-l1|alibaba-small|Amazon Web Services (AWS)", "prompt": "c88-l1", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most new enterprise B2B deployments today, **AWS** is the safest default for its sheer capability"}, {"id": "mai-20260917-0816-smoke|c88-l1|alibaba-small|Microsoft Azure", "prompt": "c88-l1", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Azure** is the strategic choice for established corporate environments utilizing Microsoft stacks"}, {"id": "mai-20260917-0816-smoke|c88-l1|alibaba-small|Google Cloud Platform (GCP)", "prompt": "c88-l1", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GCP is a powerhouse... Weakness: Fewer overall features compared to AWS; smaller partner network."}, {"id": "mai-20260917-0816-smoke|c88-l1|alibaba-small|Oracle Cloud", "prompt": "c88-l1", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Oracle Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for enterprises deeply invested in Oracle databases (ERP/CRM systems)."}, {"id": "mai-20260917-0816-smoke|c88-l1|alibaba-small|IBM Cloud", "prompt": "c88-l1", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "direct", "raw": "IBM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Often preferred by traditional, risk-averse industries"}, {"id": "mai-20260917-0816-smoke|c88-l1|anthropic-small|Amazon Web Services (AWS)", "prompt": "c88-l1", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS** remains the safest default choice due to its market maturity and comprehensive service offering"}, {"id": "mai-20260917-0816-smoke|c88-l1|anthropic-small|Microsoft Azure", "prompt": "c88-l1", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Azure** is increasingly competitive for Microsoft-centric organizations"}, {"id": "mai-20260917-0816-smoke|c88-l1|anthropic-small|Google Cloud Platform (GCP)", "prompt": "c88-l1", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for strong data analytics, AI/ML capabilities, and competitive pricing"}, {"id": "mai-20260917-0816-smoke|c88-l1|anthropic-small|IBM Cloud", "prompt": "c88-l1", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "direct", "raw": "IBM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often preferred by large enterprises with complex legacy system integration needs"}, {"id": "mai-20260917-0816-smoke|c88-l1|challenger-small|Amazon Web Services (AWS)", "prompt": "c88-l1", "model": "challenger-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon Web Services (AWS)** is the strongest default recommendation"}, {"id": "mai-20260917-0816-smoke|c88-l1|challenger-small|Google Cloud", "prompt": "c88-l1", "model": "challenger-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google Cloud** — best fit for **data-heavy and AI-heavy workloads**"}, {"id": "mai-20260917-0816-smoke|c88-l1|challenger-small|Microsoft Azure", "prompt": "c88-l1", "model": "challenger-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best fit when **enterprise governance, Microsoft ecosystem integration, or hybrid deployment** matter most"}, {"id": "mai-20260917-0816-smoke|c88-l1|challenger-small|IBM Cloud", "prompt": "c88-l1", "model": "challenger-small", "cat": "cloud-hosting", "variant": "direct", "raw": "IBM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best fit for **regulated industries and hybrid environments**"}, {"id": "mai-20260917-0816-smoke|c88-l1|challenger-small|Akamai Connected Cloud", "prompt": "c88-l1", "model": "challenger-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Akamai Connected Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "appears as a strong **enterprise specialist** option in one ranking"}, {"id": "mai-20260917-0816-smoke|c88-l1|deepseek-small|Amazon Web Services (AWS)", "prompt": "c88-l1", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, that's **AWS** (broadest, most reliable) or **Azure** (best Microsoft integration)"}, {"id": "mai-20260917-0816-smoke|c88-l1|deepseek-small|Microsoft Azure", "prompt": "c88-l1", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Azure** if you're a Microsoft-centric organization (very common in B2B)"}, {"id": "mai-20260917-0816-smoke|c88-l1|deepseek-small|Google Cloud (GCP)", "prompt": "c88-l1", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **GCP** as a strong choice if data/AI is your core competency"}, {"id": "mai-20260917-0816-smoke|c88-l1|google-small|Microsoft Azure", "prompt": "c88-l1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Azure is often the default choice for established enterprise B2B companies"}, {"id": "mai-20260917-0816-smoke|c88-l1|google-small|Amazon Web Services", "prompt": "c88-l1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS remains the largest and most mature cloud platform on earth"}, {"id": "mai-20260917-0816-smoke|c88-l1|google-small|Google Cloud Platform", "prompt": "c88-l1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for AI, Machine Learning, & Data Analytics"}, {"id": "mai-20260917-0816-smoke|c88-l1|google-small|WP Engine / Flywheel", "prompt": "c88-l1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "WP Engine / Flywheel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "WP Engine is the gold standard for managed enterprise hosting"}, {"id": "mai-20260917-0816-smoke|c88-l1|google-small|Vercel", "prompt": "c88-l1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Vercel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Vercel or Netlify (Best for Headless / Composed Web Apps)"}, {"id": "mai-20260917-0816-smoke|c88-l1|google-small|Netlify", "prompt": "c88-l1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Netlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Vercel and Netlify host your site \"at the edge\""}, {"id": "mai-20260917-0816-smoke|c88-l1|google-small|Pantheon", "prompt": "c88-l1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Pantheon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pantheon and Acquia are built to manage massive multi-site portfolios"}, {"id": "mai-20260917-0816-smoke|c88-l1|google-small|Acquia", "prompt": "c88-l1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Acquia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Pantheon and Acquia are built to manage massive multi-site portfolios"}, {"id": "mai-20260917-0816-smoke|c88-l1|meta-small|Google Cloud", "prompt": "c88-l1", "model": "meta-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one of the big names such as Google Cloud, AWS, or Microsoft Azure"}, {"id": "mai-20260917-0816-smoke|c88-l1|meta-small|AWS", "prompt": "c88-l1", "model": "meta-small", "cat": "cloud-hosting", "variant": "direct", "raw": "AWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "likely to be one of the big names such as Google Cloud, AWS, or Microsoft Azure"}, {"id": "mai-20260917-0816-smoke|c88-l1|meta-small|Microsoft Azure", "prompt": "c88-l1", "model": "meta-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "likely to be one of the big names such as Google Cloud, AWS, or Microsoft Azure"}, {"id": "mai-20260917-0816-smoke|c88-l1|meta-small|Akamai Connected Cloud", "prompt": "c88-l1", "model": "meta-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Akamai Connected Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Akamai Connected Cloud, Vercel, DigitalOcean, and Vultr."}, {"id": "mai-20260917-0816-smoke|c88-l1|meta-small|Vercel", "prompt": "c88-l1", "model": "meta-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Vercel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options include Akamai Connected Cloud, Vercel, DigitalOcean, and Vultr."}, {"id": "mai-20260917-0816-smoke|c88-l1|meta-small|DigitalOcean", "prompt": "c88-l1", "model": "meta-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other options include Akamai Connected Cloud, Vercel, DigitalOcean, and Vultr."}, {"id": "mai-20260917-0816-smoke|c88-l1|meta-small|Vultr", "prompt": "c88-l1", "model": "meta-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Other options include Akamai Connected Cloud, Vercel, DigitalOcean, and Vultr."}, {"id": "mai-20260917-0816-smoke|c88-l1|minimax-small|Amazon Web Services (AWS)", "prompt": "c88-l1", "model": "minimax-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon Web Services (AWS)** is the top recommendation"}, {"id": "mai-20260917-0816-smoke|c88-l1|minimax-small|Microsoft Azure", "prompt": "c88-l1", "model": "minimax-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Azure** if you're deeply invested in Microsoft tools"}, {"id": "mai-20260917-0816-smoke|c88-l1|minimax-small|Google Cloud Platform (GCP)", "prompt": "c88-l1", "model": "minimax-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider GCP** if AI/ML or data analytics is central to your product"}, {"id": "mai-20260917-0816-smoke|c88-l1|mistral-small|Amazon Web Services (AWS)", "prompt": "c88-l1", "model": "mistral-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market leader with the most extensive range of services, global reach, and scalability... **AWS** is the most comprehensive and widely adopted."}, {"id": "mai-20260917-0816-smoke|c88-l1|mistral-small|Microsoft Azure", "prompt": "c88-l1", "model": "mistral-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for enterprises already using Microsoft products"}, {"id": "mai-20260917-0816-smoke|c88-l1|mistral-small|Google Cloud Platform (GCP)", "prompt": "c88-l1", "model": "mistral-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excels in data-centric and AI/ML workloads"}, {"id": "mai-20260917-0816-smoke|c88-l1|mistral-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-l1", "model": "mistral-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gaining traction for enterprise workloads, especially those requiring high-performance computing"}, {"id": "mai-20260917-0816-smoke|c88-l1|moonshot-small|Amazon Web Services (AWS)", "prompt": "c88-l1", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS** remains the most versatile option if you want maximum flexibility and service breadth."}, {"id": "mai-20260917-0816-smoke|c88-l1|moonshot-small|Microsoft Azure", "prompt": "c88-l1", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a typical enterprise B2B company already using Microsoft products, **Azure** is often the best choice"}, {"id": "mai-20260917-0816-smoke|c88-l1|moonshot-small|Google Cloud Platform (GCP)", "prompt": "c88-l1", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose GCP if your B2B offering is heavily data-driven, AI-powered, or built on modern containerized architectures."}, {"id": "mai-20260917-0816-smoke|c88-l1|openai-small|AWS", "prompt": "c88-l1", "model": "openai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "AWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS is usually the safest first choice** for broad enterprise workloads"}, {"id": "mai-20260917-0816-smoke|c88-l1|openai-small|Microsoft Azure", "prompt": "c88-l1", "model": "openai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often best if you're already deep in Microsoft ecosystems"}, {"id": "mai-20260917-0816-smoke|c88-l1|openai-small|Google Cloud", "prompt": "c88-l1", "model": "openai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often strongest if your enterprise is data/AI-heavy"}, {"id": "mai-20260917-0816-smoke|c88-l1|xai-small|AWS", "prompt": "c88-l1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "AWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with AWS** if you're building from scratch or want the most proven enterprise option"}, {"id": "mai-20260917-0816-smoke|c88-l1|xai-small|Microsoft Azure", "prompt": "c88-l1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Seamless Microsoft integration ... hybrid cloud excellence, enterprise governance"}, {"id": "mai-20260917-0816-smoke|c88-l1|xai-small|Google Cloud", "prompt": "c88-l1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI/ML leadership (Vertex AI, BigQuery), data analytics, Kubernetes (GKE), cost efficiency"}, {"id": "mai-20260917-0816-smoke|c88-l1|xai-small|Oracle", "prompt": "c88-l1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other strong options like IBM Cloud or Oracle suit niche enterprise needs"}, {"id": "mai-20260917-0816-smoke|c88-l1|xai-small|Alibaba", "prompt": "c88-l1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Alibaba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leaders include **Microsoft, AWS, Google Cloud**, Alibaba, and others"}, {"id": "mai-20260917-0816-smoke|c88-l1|xai-small|IBM Cloud", "prompt": "c88-l1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "IBM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other strong options like IBM Cloud or Oracle suit niche enterprise needs"}, {"id": "mai-20260917-0816-smoke|c88-l1|zai-small|Amazon Web Services (AWS)", "prompt": "c88-l1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Amazon Web Services (AWS)** is the best overall cloud hosting provider."}, {"id": "mai-20260917-0816-smoke|c88-l1|zai-small|Microsoft Azure", "prompt": "c88-l1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If your organization is Microsoft\\u2011centric with heavy Windows/AD and hybrid requirements:** Consider **Azure**."}, {"id": "mai-20260917-0816-smoke|c88-l1|zai-small|Google Cloud Platform (GCP)", "prompt": "c88-l1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If your focus is on data analytics, AI/ML, and cloud\\u2011native architectures:** Evaluate **Google Cloud**."}, {"id": "mai-20260917-0816-smoke|c88-l1|zai-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-l1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you rely heavily on Oracle databases and ERP systems:** Assess **Oracle Cloud Infrastructure**"}, {"id": "mai-20260917-0816-smoke|c88-l2|alibaba-small|Microsoft Azure", "prompt": "c88-l2", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the decision generally boils down to **Microsoft Azure** or **Amazon Web Services (AWS)**"}, {"id": "mai-20260917-0816-smoke|c88-l2|alibaba-small|Amazon Web Services (AWS)", "prompt": "c88-l2", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**AWS** is generally the recommended starting point. It is the market leader in cloud infrastructure."}, {"id": "mai-20260917-0816-smoke|c88-l2|alibaba-small|Google Cloud", "prompt": "c88-l2", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google Cloud is a strong third option depending on specific technical needs."}, {"id": "mai-20260917-0816-smoke|c88-l2|anthropic-small|Amazon Web Services (AWS)", "prompt": "c88-l2", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B enterprises, **AWS** or **Azure** are the most common choices due to their maturity, feature breadth, and strong enterprise support."}, {"id": "mai-20260917-0816-smoke|c88-l2|anthropic-small|Microsoft Azure", "prompt": "c88-l2", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**AWS** or **Azure** are the most common choices ... if you're heavily invested in Microsoft technologies, Azure often makes the most sense."}, {"id": "mai-20260917-0816-smoke|c88-l2|anthropic-small|Google Cloud Platform (GCP)", "prompt": "c88-l2", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for data analytics, machine learning, and containerization capabilities. Good if those are core to your workloads."}, {"id": "mai-20260917-0816-smoke|c88-l2|anthropic-small|IBM Cloud", "prompt": "c88-l2", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "IBM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Options for hybrid and private cloud solutions, useful for regulated industries"}, {"id": "mai-20260917-0816-smoke|c88-l2|challenger-small|Microsoft Azure", "prompt": "c88-l2", "model": "challenger-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Microsoft Azure** if your organization is already heavily invested in Microsoft tools"}, {"id": "mai-20260917-0816-smoke|c88-l2|challenger-small|AWS", "prompt": "c88-l2", "model": "challenger-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**AWS** if you want the broadest, most mature IaaS platform overall"}, {"id": "mai-20260917-0816-smoke|c88-l2|challenger-small|Google Cloud", "prompt": "c88-l2", "model": "challenger-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Google Cloud** if your priorities are data, Kubernetes, or advanced networking."}, {"id": "mai-20260917-0816-smoke|c88-l2|challenger-small|Oracle Cloud Infrastructure", "prompt": "c88-l2", "model": "challenger-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Oracle Cloud Infrastructure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Oracle Cloud Infrastructure** if your core workloads depend on Oracle databases"}, {"id": "mai-20260917-0816-smoke|c88-l2|deepseek-small|Microsoft Azure", "prompt": "c88-l2", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Microsoft Azure** for a large B2B company with thousands of employees"}, {"id": "mai-20260917-0816-smoke|c88-l2|deepseek-small|AWS", "prompt": "c88-l2", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Why AWS (the best alternative)"}, {"id": "mai-20260917-0816-smoke|c88-l2|deepseek-small|Google Cloud", "prompt": "c88-l2", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Why Google Cloud (only for specific cases)"}, {"id": "mai-20260917-0816-smoke|c88-l2|google-small|Microsoft Azure", "prompt": "c88-l2", "model": "google-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation for Most B2B Enterprises: Microsoft Azure"}, {"id": "mai-20260917-0816-smoke|c88-l2|google-small|Amazon Web Services (AWS)", "prompt": "c88-l2", "model": "google-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Alternative: Amazon Web Services (AWS)"}, {"id": "mai-20260917-0816-smoke|c88-l2|google-small|Google Cloud Platform (GCP)", "prompt": "c88-l2", "model": "google-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Niche Alternative: Google Cloud Platform (GCP)"}, {"id": "mai-20260917-0816-smoke|c88-l2|meta-small|Amazon Web Services (AWS)", "prompt": "c88-l2", "model": "meta-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top IaaS providers for enterprises include:\n\n1. Amazon Web Services (AWS)"}, {"id": "mai-20260917-0816-smoke|c88-l2|meta-small|Microsoft Azure", "prompt": "c88-l2", "model": "meta-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Microsoft Azure"}, {"id": "mai-20260917-0816-smoke|c88-l2|meta-small|Google Cloud Platform (GCP)", "prompt": "c88-l2", "model": "meta-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Google Cloud Platform (GCP)"}, {"id": "mai-20260917-0816-smoke|c88-l2|meta-small|IBM Cloud", "prompt": "c88-l2", "model": "meta-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "IBM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. IBM Cloud"}, {"id": "mai-20260917-0816-smoke|c88-l2|meta-small|Oracle Cloud Infrastructure", "prompt": "c88-l2", "model": "meta-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Oracle Cloud Infrastructure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Oracle Cloud Infrastructure"}, {"id": "mai-20260917-0816-smoke|c88-l2|minimax-small|Amazon Web Services (AWS)", "prompt": "c88-l2", "model": "minimax-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Amazon Web Services (AWS)** as the primary infrastructure-as-a-service (IaaS) cloud provider"}, {"id": "mai-20260917-0816-smoke|c88-l2|minimax-small|Microsoft Azure", "prompt": "c88-l2", "model": "minimax-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Microsoft Azure** as a strong alternative"}, {"id": "mai-20260917-0816-smoke|c88-l2|minimax-small|Google Cloud Platform (GCP)", "prompt": "c88-l2", "model": "minimax-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong data/analytics, AI/ML, Kubernetes expertise | Data-driven companies, containerized workloads"}, {"id": "mai-20260917-0816-smoke|c88-l2|minimax-small|IBM Cloud", "prompt": "c88-l2", "model": "minimax-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "IBM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong in hybrid cloud, AI (Watson), legacy enterprise support"}, {"id": "mai-20260917-0816-smoke|c88-l2|minimax-small|Oracle Cloud", "prompt": "c88-l2", "model": "minimax-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Oracle Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong in database, ERP, and built-in applications | Companies using Oracle software"}, {"id": "mai-20260917-0816-smoke|c88-l2|mistral-small|AWS (Amazon Web Services)", "prompt": "c88-l2", "model": "mistral-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS is the top recommendation** due to its maturity, scalability, and breadth of services"}, {"id": "mai-20260917-0816-smoke|c88-l2|mistral-small|Microsoft Azure", "prompt": "c88-l2", "model": "mistral-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is also a strong contender, especially if your company is already using Microsoft products"}, {"id": "mai-20260917-0816-smoke|c88-l2|mistral-small|Google Cloud Platform (GCP)", "prompt": "c88-l2", "model": "mistral-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "another option, particularly if your company values data analytics, AI/ML, or open-source technologies, but it generally has a smaller market share"}, {"id": "mai-20260917-0816-smoke|c88-l2|moonshot-small|Microsoft Azure", "prompt": "c88-l2", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Microsoft Azure** for a large B2B company with thousands of employees"}, {"id": "mai-20260917-0816-smoke|c88-l2|moonshot-small|AWS", "prompt": "c88-l2", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the most mature platform with the widest service range → **AWS**"}, {"id": "mai-20260917-0816-smoke|c88-l2|moonshot-small|Google Cloud", "prompt": "c88-l2", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your focus is data analytics, AI/ML, or you're building cloud-native applications → **Google Cloud**"}, {"id": "mai-20260917-0816-smoke|c88-l2|openai-small|AWS", "prompt": "c88-l2", "model": "openai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **AWS** for most large B2B enterprises because it's the safest \"default\" for broad infrastructure needs"}, {"id": "mai-20260917-0816-smoke|c88-l2|openai-small|Azure", "prompt": "c88-l2", "model": "openai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Azure** if your company is already deeply invested in Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c88-l2|openai-small|Google Cloud", "prompt": "c88-l2", "model": "openai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Google Cloud** if your priorities are high-performance global infrastructure, data/analytics"}, {"id": "mai-20260917-0816-smoke|c88-l2|xai-small|AWS (Amazon Web Services)", "prompt": "c88-l2", "model": "xai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend AWS (Amazon Web Services) as the primary IaaS cloud provider."}, {"id": "mai-20260917-0816-smoke|c88-l2|xai-small|Microsoft Azure", "prompt": "c88-l2", "model": "xai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives Based on Your Stack ... Heavy Microsoft use ... Seamless hybrid (Azure Arc), enterprise integrations, fastest growth"}, {"id": "mai-20260917-0816-smoke|c88-l2|xai-small|Google Cloud Platform (GCP)", "prompt": "c88-l2", "model": "xai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Data-heavy/AI/ML focus, Kubernetes-native | Cheaper sustained-use compute, BigQuery/TPUs, premium network."}, {"id": "mai-20260917-0816-smoke|c88-l2|zai-small|AWS (Amazon Web Services)", "prompt": "c88-l2", "model": "zai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **AWS (Amazon Web Services)** as your primary infrastructure-as-a-service cloud provider."}, {"id": "mai-20260917-0816-smoke|c88-l2|zai-small|Microsoft Azure", "prompt": "c88-l2", "model": "zai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Azure** | Hybrid cloud & Microsoft stack users"}, {"id": "mai-20260917-0816-smoke|c88-l2|zai-small|Google Cloud Platform", "prompt": "c88-l2", "model": "zai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud Platform** | AI/ML & Kubernetes workloads"}, {"id": "mai-20260917-0816-smoke|c88-l3|alibaba-small|Amazon Web Services (AWS)", "prompt": "c88-l3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS is the pioneer of modern cloud computing and holds the largest market share (roughly 31-34%). It offers the most comprehensive portfolio of services"}, {"id": "mai-20260917-0816-smoke|c88-l3|alibaba-small|Microsoft Azure", "prompt": "c88-l3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Azure is the second-largest player globally... the default choice for many large corporations"}, {"id": "mai-20260917-0816-smoke|c88-l3|alibaba-small|Google Cloud Platform (GCP)", "prompt": "c88-l3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Big Data, Artificial Intelligence/Machine Learning, and containerization."}, {"id": "mai-20260917-0816-smoke|c88-l3|alibaba-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-l3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Enterprises running mission-critical Oracle Databases."}, {"id": "mai-20260917-0816-smoke|c88-l3|alibaba-small|IBM Cloud", "prompt": "c88-l3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "IBM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "IBM occupies a unique space focused on regulated industries like banking, finance, healthcare, and government."}, {"id": "mai-20260917-0816-smoke|c88-l3|anthropic-small|Amazon Web Services", "prompt": "c88-l3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS leads in breadth and maturity with over 200 services, 34+ global regions, and the largest partner ecosystem."}, {"id": "mai-20260917-0816-smoke|c88-l3|anthropic-small|Microsoft Azure", "prompt": "c88-l3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Azure prioritizes Microsoft integration and hybrid capability... currently has the lowest on-demand pricing."}, {"id": "mai-20260917-0816-smoke|c88-l3|anthropic-small|Google Cloud Platform", "prompt": "c88-l3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GCP is the undisputed leader in Big Data (BigQuery) and AI/ML"}, {"id": "mai-20260917-0816-smoke|c88-l3|challenger-small|AWS", "prompt": "c88-l3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "AWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **AWS** if you want the most mature all-purpose enterprise cloud."}, {"id": "mai-20260917-0816-smoke|c88-l3|challenger-small|Microsoft Azure", "prompt": "c88-l3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft integration, identity/governance, and hybrid cloud workflows."}, {"id": "mai-20260917-0816-smoke|c88-l3|challenger-small|Google Cloud", "prompt": "c88-l3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest for modern data platforms and machine learning"}, {"id": "mai-20260917-0816-smoke|c88-l3|challenger-small|IBM Cloud", "prompt": "c88-l3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "IBM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Emphasizes enterprise governance, compliance, and hybrid-cloud needs."}, {"id": "mai-20260917-0816-smoke|c88-l3|challenger-small|Oracle Cloud (OCI)", "prompt": "c88-l3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Oracle Cloud (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Commonly chosen for high-performance database and enterprise application workloads."}, {"id": "mai-20260917-0816-smoke|c88-l3|challenger-small|Rackspace", "prompt": "c88-l3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Rackspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Rackspace** if you want someone to **manage** multi-cloud infrastructure for you."}, {"id": "mai-20260917-0816-smoke|c88-l3|challenger-small|Atlantic.Net", "prompt": "c88-l3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Atlantic.Net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Stronger fit when compliance and managed infrastructure matter more than hyperscale breadth."}, {"id": "mai-20260917-0816-smoke|c88-l3|challenger-small|Akamai Connected Cloud", "prompt": "c88-l3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Akamai Connected Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Not general-purpose hyperscalers; stronger at edge, performance, and protection than full-stack cloud breadth."}, {"id": "mai-20260917-0816-smoke|c88-l3|challenger-small|Cloudflare", "prompt": "c88-l3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Not general-purpose hyperscalers; stronger at edge, performance, and protection"}, {"id": "mai-20260917-0816-smoke|c88-l3|challenger-small|Fastly", "prompt": "c88-l3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Not general-purpose hyperscalers; stronger at edge, performance, and protection"}, {"id": "mai-20260917-0816-smoke|c88-l3|deepseek-small|Amazon Web Services (AWS)", "prompt": "c88-l3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose AWS as the safe general-purpose default"}, {"id": "mai-20260917-0816-smoke|c88-l3|deepseek-small|Microsoft Azure", "prompt": "c88-l3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Azure if you're a Microsoft shop"}, {"id": "mai-20260917-0816-smoke|c88-l3|deepseek-small|Google Cloud (GCP)", "prompt": "c88-l3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google Cloud for AI, analytics, and cloud-native work"}, {"id": "mai-20260917-0816-smoke|c88-l3|deepseek-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-l3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oracle for database/HPC-heavy estates"}, {"id": "mai-20260917-0816-smoke|c88-l3|deepseek-small|IBM Cloud", "prompt": "c88-l3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "IBM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "IBM or Alibaba for specific regulatory or Asia-Pacific requirements"}, {"id": "mai-20260917-0816-smoke|c88-l3|deepseek-small|Alibaba Cloud", "prompt": "c88-l3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Alibaba Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Companies operating in or serving China/Asia-Pacific markets."}, {"id": "mai-20260917-0816-smoke|c88-l3|deepseek-small|Huawei Cloud", "prompt": "c88-l3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Huawei Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Primarily relevant for **China and Asia-Pacific** regulatory/regional requirements."}, {"id": "mai-20260917-0816-smoke|c88-l3|deepseek-small|Tencent Cloud", "prompt": "c88-l3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Tencent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Primarily relevant for **China and Asia-Pacific** regulatory/regional requirements."}, {"id": "mai-20260917-0816-smoke|c88-l3|google-small|Amazon Web Services (AWS)", "prompt": "c88-l3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS is the oldest and largest cloud provider. It boasts the most mature ecosystem, the broadest service catalog"}, {"id": "mai-20260917-0816-smoke|c88-l3|google-small|Microsoft Azure", "prompt": "c88-l3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Existing Microsoft shops, hybrid-first enterprises"}, {"id": "mai-20260917-0816-smoke|c88-l3|google-small|Google Cloud Platform (GCP)", "prompt": "c88-l3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Primary Strength: Data science, analytics, and Kubernetes management."}, {"id": "mai-20260917-0816-smoke|c88-l3|google-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-l3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Companies running heavy Oracle databases, performance-critical legacy workloads"}, {"id": "mai-20260917-0816-smoke|c88-l3|google-small|IBM Cloud", "prompt": "c88-l3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "IBM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Strictly regulated industries with hybrid infrastructure topologies"}, {"id": "mai-20260917-0816-smoke|c88-l3|meta-small|Amazon Web Services (AWS)", "prompt": "c88-l3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS is considered the best enterprise-level solution"}, {"id": "mai-20260917-0816-smoke|c88-l3|meta-small|Microsoft Azure", "prompt": "c88-l3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Azure is best for Microsoft integrations"}, {"id": "mai-20260917-0816-smoke|c88-l3|meta-small|Google Cloud", "prompt": "c88-l3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google Cloud is best for scaling and machine learning"}, {"id": "mai-20260917-0816-smoke|c88-l3|meta-small|IBM Consulting", "prompt": "c88-l3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "IBM Consulting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AWS), Microsoft Azure, Google Cloud, IBM Consulting, and Oracle Cloud Infrastructure (OCI)"}, {"id": "mai-20260917-0816-smoke|c88-l3|meta-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-l3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Oracle Cloud Infrastructure is a cloud platform focusing on enterprise-grade hosting"}, {"id": "mai-20260917-0816-smoke|c88-l3|minimax-small|Amazon Web Services (AWS)", "prompt": "c88-l3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is the global leader, being first to market in 2006 and holding around 28% of cloud infrastructure spending"}, {"id": "mai-20260917-0816-smoke|c88-l3|minimax-small|Microsoft Azure", "prompt": "c88-l3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "second-largest provider and excels in enterprise integration"}, {"id": "mai-20260917-0816-smoke|c88-l3|minimax-small|Google Cloud", "prompt": "c88-l3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "third major provider, known for its strength in data analytics, machine learning"}, {"id": "mai-20260917-0816-smoke|c88-l3|minimax-small|Oracle Cloud", "prompt": "c88-l3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Oracle Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "specializes in database workloads and enterprise applications"}, {"id": "mai-20260917-0816-smoke|c88-l3|minimax-small|IBM Cloud", "prompt": "c88-l3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "IBM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "focuses on hybrid cloud solutions and enterprise workloads"}, {"id": "mai-20260917-0816-smoke|c88-l3|minimax-small|Alibaba Cloud", "prompt": "c88-l3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Alibaba Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "dominates the Asian market, especially China"}, {"id": "mai-20260917-0816-smoke|c88-l3|mistral-small|Amazon Web Services (AWS)", "prompt": "c88-l3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The global leader with over 200 services, AWS is the most comprehensive and widely adopted enterprise cloud platform."}, {"id": "mai-20260917-0816-smoke|c88-l3|mistral-small|Microsoft Azure", "prompt": "c88-l3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a top choice for enterprises with hybrid or regulated workloads"}, {"id": "mai-20260917-0816-smoke|c88-l3|mistral-small|Google Cloud Platform (GCP)", "prompt": "c88-l3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GCP is renowned for its data analytics, machine learning, and Kubernetes (GKE) capabilities."}, {"id": "mai-20260917-0816-smoke|c88-l3|mistral-small|IBM Cloud", "prompt": "c88-l3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "IBM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "IBM Cloud is strong in hybrid cloud, AI (Watson), and enterprise workloads"}, {"id": "mai-20260917-0816-smoke|c88-l3|mistral-small|Rackspace Technology", "prompt": "c88-l3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Rackspace Technology", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rackspace is a leader in managed cloud services"}, {"id": "mai-20260917-0816-smoke|c88-l3|mistral-small|Akamai Connected Cloud", "prompt": "c88-l3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Akamai Connected Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Known for edge computing and strong observability"}, {"id": "mai-20260917-0816-smoke|c88-l3|mistral-small|DigitalOcean", "prompt": "c88-l3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "better for smaller or less complex workloads"}, {"id": "mai-20260917-0816-smoke|c88-l3|mistral-small|Vultr", "prompt": "c88-l3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vultr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "better for smaller or less complex workloads"}, {"id": "mai-20260917-0816-smoke|c88-l3|mistral-small|Linode (Akamai)", "prompt": "c88-l3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Linode (Akamai)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "budget-friendly or developer-focused solutions"}, {"id": "mai-20260917-0816-smoke|c88-l3|mistral-small|OVHcloud", "prompt": "c88-l3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "OVHcloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "budget-friendly or developer-focused solutions"}, {"id": "mai-20260917-0816-smoke|c88-l3|mistral-small|IONOS", "prompt": "c88-l3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "IONOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "budget-friendly or developer-focused solutions"}, {"id": "mai-20260917-0816-smoke|c88-l3|moonshot-small|Amazon Web Services (AWS)", "prompt": "c88-l3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Market Position**: Undisputed leader (~31% global market share)"}, {"id": "mai-20260917-0816-smoke|c88-l3|moonshot-small|Microsoft Azure", "prompt": "c88-l3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Market Position**: Strong #2 (~25% market share)"}, {"id": "mai-20260917-0816-smoke|c88-l3|moonshot-small|Google Cloud Platform (GCP)", "prompt": "c88-l3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose GCP** if data analytics, AI/ML, or Kubernetes are your priorities"}, {"id": "mai-20260917-0816-smoke|c88-l3|moonshot-small|IBM Cloud", "prompt": "c88-l3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "IBM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For**: Enterprises with complex legacy systems and strict compliance requirements"}, {"id": "mai-20260917-0816-smoke|c88-l3|moonshot-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-l3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Oracle** if you're running critical Oracle database or ERP applications"}, {"id": "mai-20260917-0816-smoke|c88-l3|moonshot-small|Alibaba Cloud", "prompt": "c88-l3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Alibaba Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Consideration**: Geographic focus and regulatory considerations"}, {"id": "mai-20260917-0816-smoke|c88-l3|openai-small|Amazon Web Services (AWS)", "prompt": "c88-l3", "model": "openai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS is the most mature hyperscaler and is known for the **broadest and deepest service catalog**"}, {"id": "mai-20260917-0816-smoke|c88-l3|openai-small|Microsoft Azure", "prompt": "c88-l3", "model": "openai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Azure** if your company is deeply tied to Microsoft enterprise software."}, {"id": "mai-20260917-0816-smoke|c88-l3|openai-small|Google Cloud Platform (GCP)", "prompt": "c88-l3", "model": "openai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Google Cloud** if AI, analytics, and Kubernetes are top priorities."}, {"id": "mai-20260917-0816-smoke|c88-l3|openai-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-l3", "model": "openai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose OCI** if Oracle databases/apps or hybrid dedicated-cloud deployments are central."}, {"id": "mai-20260917-0816-smoke|c88-l3|xai-small|Amazon Web Services (AWS)", "prompt": "c88-l3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "led by **Amazon Web Services (AWS)**... AWS wins (everything from IoT to quantum)"}, {"id": "mai-20260917-0816-smoke|c88-l3|xai-small|Microsoft Azure", "prompt": "c88-l3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft-centric orgs, hybrid setups"}, {"id": "mai-20260917-0816-smoke|c88-l3|xai-small|Google Cloud Platform (GCP)", "prompt": "c88-l3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Data-heavy/AI workloads (e.g., analytics, Spotify)"}, {"id": "mai-20260917-0816-smoke|c88-l3|xai-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-l3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oracle app/DB migrations; cost-sensitive high-perf"}, {"id": "mai-20260917-0816-smoke|c88-l3|xai-small|IBM Cloud", "prompt": "c88-l3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "IBM Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "appear in some rankings but trail in global adoption for Western enterprises"}, {"id": "mai-20260917-0816-smoke|c88-l3|xai-small|Alibaba Cloud", "prompt": "c88-l3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Alibaba Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "appear in some rankings but trail in global adoption for Western enterprises"}, {"id": "mai-20260917-0816-smoke|c88-l3|zai-small|Amazon Web Services (AWS)", "prompt": "c88-l3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed market leader with the largest global market share (~31%)."}, {"id": "mai-20260917-0816-smoke|c88-l3|zai-small|Microsoft Azure", "prompt": "c88-l3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The #2 provider, growing faster than AWS in recent years"}, {"id": "mai-20260917-0816-smoke|c88-l3|zai-small|Google Cloud Platform (GCP)", "prompt": "c88-l3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The third-largest (~11-12% share), but often the fastest-growing."}, {"id": "mai-20260917-0816-smoke|c88-l3|zai-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-l3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OCI is the best choice for **Oracle Database** workloads."}, {"id": "mai-20260917-0816-smoke|c88-l3|zai-small|IBM Cloud", "prompt": "c88-l3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "IBM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for regulated industries & hybrid ops."}, {"id": "mai-20260917-0816-smoke|c88-l3|zai-small|Alibaba Cloud", "prompt": "c88-l3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Alibaba Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It is the #1 cloud provider in **Asia-Pacific** and China."}, {"id": "mai-20260917-0816-smoke|c88-l4|alibaba-small|Microsoft Azure", "prompt": "c88-l4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Azure** and **Amazon Web Services (AWS)** are generally considered the top contenders due to their mature enterprise discount programs"}, {"id": "mai-20260917-0816-smoke|c88-l4|alibaba-small|Amazon Web Services (AWS)", "prompt": "c88-l4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most large enterprises seeking the ultimate balance of predictability and flexibility, **AWS Savings Plans** combined with rigorous **FinOps practices** is currently the industry standard"}, {"id": "mai-20260917-0816-smoke|c88-l4|alibaba-small|Google Cloud Platform (GCP)", "prompt": "c88-l4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud Platform (GCP)** is also a strong competitor if you can leverage its specific automated discounts."}, {"id": "mai-20260917-0816-smoke|c88-l4|anthropic-small|AWS", "prompt": "c88-l4", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS or Azure with Reserved Instances** is the best choice"}, {"id": "mai-20260917-0816-smoke|c88-l4|anthropic-small|Azure", "prompt": "c88-l4", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**AWS or Azure with Reserved Instances** is the best choice"}, {"id": "mai-20260917-0816-smoke|c88-l4|anthropic-small|Google Cloud", "prompt": "c88-l4", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Azure and Google Cloud have introduced flexibility through exchanges (Azure) or resource-based commitments (Google CUDs)"}, {"id": "mai-20260917-0816-smoke|c88-l4|anthropic-small|DigitalOcean", "prompt": "c88-l4", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Smaller Scale: **DigitalOcean** ... designed for clarity and predictability"}, {"id": "mai-20260917-0816-smoke|c88-l4|challenger-small|DigitalOcean", "prompt": "c88-l4", "model": "challenger-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "the safest answer is **Akamai Linode first, DigitalOcean second**"}, {"id": "mai-20260917-0816-smoke|c88-l4|challenger-small|Akamai Linode", "prompt": "c88-l4", "model": "challenger-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Akamai Linode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd pick **Akamai Linode** for predictability"}, {"id": "mai-20260917-0816-smoke|c88-l4|challenger-small|AWS", "prompt": "c88-l4", "model": "challenger-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "rather than AWS, Azure, or Google Cloud... expect less predictable spend"}, {"id": "mai-20260917-0816-smoke|c88-l4|challenger-small|Azure", "prompt": "c88-l4", "model": "challenger-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "rather than AWS, Azure, or Google Cloud... expect less predictable spend"}, {"id": "mai-20260917-0816-smoke|c88-l4|challenger-small|Google Cloud", "prompt": "c88-l4", "model": "challenger-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "rather than AWS, Azure, or Google Cloud... expect less predictable spend"}, {"id": "mai-20260917-0816-smoke|c88-l4|challenger-small|Cloudways", "prompt": "c88-l4", "model": "challenger-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Cloudways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cloudways** is a strong managed option, but its pricing is still tied to the underlying cloud provider"}, {"id": "mai-20260917-0816-smoke|c88-l4|deepseek-small|AWS", "prompt": "c88-l4", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS \\u2014 Best overall for enterprise TCO predictability"}, {"id": "mai-20260917-0816-smoke|c88-l4|deepseek-small|Microsoft Azure", "prompt": "c88-l4", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Azure \\u2014 Best if you're a Microsoft shop"}, {"id": "mai-20260917-0816-smoke|c88-l4|deepseek-small|Google Cloud", "prompt": "c88-l4", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its multi-tiered discount system can make **total cost harder to project** precisely at enterprise scale"}, {"id": "mai-20260917-0816-smoke|c88-l4|google-small|AWS", "prompt": "c88-l4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Hyperscale clouds like AWS, Azure, and Google Cloud (GCP) are built on variable, consumption-based billing models where data egress, API calls, and usage spikes can lead to massive \"bill shock\"."}, {"id": "mai-20260917-0816-smoke|c88-l4|google-small|Azure", "prompt": "c88-l4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "variable, consumption-based billing models where data egress, API calls, and usage spikes can lead to massive \"bill shock\""}, {"id": "mai-20260917-0816-smoke|c88-l4|google-small|Google Cloud (GCP)", "prompt": "c88-l4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud (GCP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Hyperscale clouds like AWS, Azure, and Google Cloud (GCP) are built on variable, consumption-based billing models"}, {"id": "mai-20260917-0816-smoke|c88-l4|google-small|Microsoft Windows 365 (Enterprise)", "prompt": "c88-l4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Microsoft Windows 365 (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Winner: Microsoft Windows 365 (Enterprise) ... offers flat-rate, per-user, per-month pricing"}, {"id": "mai-20260917-0816-smoke|c88-l4|google-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-l4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "OCI has gained significant market share by positioning itself as the most predictably priced enterprise public cloud."}, {"id": "mai-20260917-0816-smoke|c88-l4|google-small|Akamai Connected Cloud (formerly Linode)", "prompt": "c88-l4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Akamai Connected Cloud (formerly Linode)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Winner: Akamai Connected Cloud (formerly Linode) or DigitalOcean"}, {"id": "mai-20260917-0816-smoke|c88-l4|google-small|DigitalOcean", "prompt": "c88-l4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "flat-rate monthly pricing for virtual machines (VMs) and database hosting"}, {"id": "mai-20260917-0816-smoke|c88-l4|google-small|OVHcloud", "prompt": "c88-l4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "OVHcloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The Winner: OVHcloud, OpenMetal, or Rackspace"}, {"id": "mai-20260917-0816-smoke|c88-l4|google-small|OpenMetal", "prompt": "c88-l4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "OpenMetal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "The Winner: OVHcloud, OpenMetal, or Rackspace"}, {"id": "mai-20260917-0816-smoke|c88-l4|google-small|Rackspace", "prompt": "c88-l4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Rackspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "The Winner: OVHcloud, OpenMetal, or Rackspace"}, {"id": "mai-20260917-0816-smoke|c88-l4|meta-small|Atlantic.Net", "prompt": "c88-l4", "model": "meta-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Atlantic.Net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "check out the websites of the top cloud hosting providers, such as Atlantic.Net, Oracle Cloud (OCI), and Alibaba Cloud"}, {"id": "mai-20260917-0816-smoke|c88-l4|meta-small|Oracle Cloud (OCI)", "prompt": "c88-l4", "model": "meta-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Oracle Cloud (OCI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Atlantic.Net, Oracle Cloud (OCI), and Alibaba Cloud, to compare their pricing and features"}, {"id": "mai-20260917-0816-smoke|c88-l4|meta-small|Alibaba Cloud", "prompt": "c88-l4", "model": "meta-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Alibaba Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Atlantic.Net, Oracle Cloud (OCI), and Alibaba Cloud, to compare their pricing and features"}, {"id": "mai-20260917-0816-smoke|c88-l4|minimax-small|AWS (Amazon Web Services)", "prompt": "c88-l4", "model": "minimax-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **AWS (Amazon Web Services)**\n- **Best for**: Largest enterprise ecosystem and most service options"}, {"id": "mai-20260917-0816-smoke|c88-l4|minimax-small|Microsoft Azure", "prompt": "c88-l4", "model": "minimax-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Microsoft Azure**\n- **Best for**: Companies already using Microsoft products"}, {"id": "mai-20260917-0816-smoke|c88-l4|minimax-small|Google Cloud Platform (GCP)", "prompt": "c88-l4", "model": "minimax-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Google Cloud Platform (GCP)**\n- **Best for**: Companies prioritizing compute efficiency and AI/ML workloads"}, {"id": "mai-20260917-0816-smoke|c88-l4|mistral-small|OpenMetal", "prompt": "c88-l4", "model": "mistral-small", "cat": "cloud-hosting", "variant": "budget", "raw": "OpenMetal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OpenMetal's fixed-cost private cloud** is the top choice due to its radical transparency and budget certainty."}, {"id": "mai-20260917-0816-smoke|c88-l4|mistral-small|Oracle Cloud (OCI)", "prompt": "c88-l4", "model": "mistral-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Oracle Cloud (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle Cloud (OCI)** and **Concourse Cloud** are also strong alternatives"}, {"id": "mai-20260917-0816-smoke|c88-l4|mistral-small|Concourse Cloud", "prompt": "c88-l4", "model": "mistral-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Concourse Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers transparent, flat-rate pricing without variable meters, making it a good fit for SaaS and enterprise applications"}, {"id": "mai-20260917-0816-smoke|c88-l4|mistral-small|Azure SQL Managed Instance", "prompt": "c88-l4", "model": "mistral-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Azure SQL Managed Instance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "|**Predictability**|Low (Bill fluctuates with usage patterns)|"}, {"id": "mai-20260917-0816-smoke|c88-l4|mistral-small|AWS RDS for SQL Server", "prompt": "c88-l4", "model": "mistral-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS RDS for SQL Server", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Low (Multiple variable meters)"}, {"id": "mai-20260917-0816-smoke|c88-l4|moonshot-small|Microsoft Azure", "prompt": "c88-l4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary:** **Microsoft Azure** if you're already a Microsoft shop"}, {"id": "mai-20260917-0816-smoke|c88-l4|moonshot-small|AWS (Amazon Web Services)", "prompt": "c88-l4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative:** **AWS** if you need maximum workload flexibility with Savings Plans"}, {"id": "mai-20260917-0816-smoke|c88-l4|moonshot-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-l4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cost-focused:** **Oracle Cloud** if you have stable, predictable workloads"}, {"id": "mai-20260917-0816-smoke|c88-l4|moonshot-small|IBM Cloud", "prompt": "c88-l4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "IBM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**IBM Cloud** - Best for Regulated Industries"}, {"id": "mai-20260917-0816-smoke|c88-l4|moonshot-small|Google Cloud", "prompt": "c88-l4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Spend-Based Commitments | 20-35% | Google Cloud CUDs, AWS Savings Plans"}, {"id": "mai-20260917-0816-smoke|c88-l4|openai-small|AWS", "prompt": "c88-l4", "model": "openai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Azure or AWS** and structure the deal around **reserved capacity / savings commitments**"}, {"id": "mai-20260917-0816-smoke|c88-l4|openai-small|Azure", "prompt": "c88-l4", "model": "openai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Azure** is often the strongest default for enterprise procurement"}, {"id": "mai-20260917-0816-smoke|c88-l4|openai-small|Google Cloud", "prompt": "c88-l4", "model": "openai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud** if your workloads fit well with committed-use pricing"}, {"id": "mai-20260917-0816-smoke|c88-l4|xai-small|AWS (Amazon Web Services)", "prompt": "c88-l4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS (Amazon Web Services)** stands out as the strongest overall choice for cloud hosting with predictable total costs"}, {"id": "mai-20260917-0816-smoke|c88-l4|xai-small|Microsoft Azure", "prompt": "c88-l4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Azure (Best if Microsoft-Centric)**"}, {"id": "mai-20260917-0816-smoke|c88-l4|xai-small|Google Cloud Platform (GCP)", "prompt": "c88-l4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud Platform (GCP) (Strong for Data/AI-Heavy Workloads)**"}, {"id": "mai-20260917-0816-smoke|c88-l4|xai-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-l4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Value Alternative for Oracles/High-Perf ... Often lowest cost-per-performance"}, {"id": "mai-20260917-0816-smoke|c88-l4|zai-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-l4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle Cloud Infrastructure (OCI)** is the strongest recommendation"}, {"id": "mai-20260917-0816-smoke|c88-l4|zai-small|OpenMetal", "prompt": "c88-l4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "OpenMetal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OpenMetal** \\u2014 Best for True \"Flat-Rate\" Pricing"}, {"id": "mai-20260917-0816-smoke|c88-l4|zai-small|Northflank", "prompt": "c88-l4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Northflank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**OpenMetal** or **Northflank** are the best options if you want to eliminate \"bill shock\" entirely"}, {"id": "mai-20260917-0816-smoke|c88-l4|zai-small|AWS", "prompt": "c88-l4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**High** (Volatile bills unless heavy forecasting is done)"}, {"id": "mai-20260917-0816-smoke|c88-l4|zai-small|Azure", "prompt": "c88-l4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their native pricing is volatile"}, {"id": "mai-20260917-0816-smoke|c88-l5|xai-small|AWS", "prompt": "c88-l5", "model": "xai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "prioritize providers with proven enterprise-scale maturity (e.g., AWS, Azure, GCP, or equivalents in your Magic Quadrant shortlist)"}, {"id": "mai-20260917-0816-smoke|c88-l5|xai-small|Azure", "prompt": "c88-l5", "model": "xai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., AWS, Azure, GCP, or equivalents in your Magic Quadrant shortlist"}, {"id": "mai-20260917-0816-smoke|c88-l5|xai-small|GCP", "prompt": "c88-l5", "model": "xai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "GCP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., AWS, Azure, GCP, or equivalents in your Magic Quadrant shortlist"}, {"id": "mai-20260917-0816-smoke|c88-l6|alibaba-small|OVHcloud", "prompt": "c88-l6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "OVHcloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it has significant reliability risks that make it dangerous for mission-critical enterprise workloads"}, {"id": "mai-20260917-0816-smoke|c88-l6|alibaba-small|Contabo", "prompt": "c88-l6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Contabo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Suitable only for non-production environments like development testing or staging, never for live enterprise services."}, {"id": "mai-20260917-0816-smoke|c88-l6|alibaba-small|Huawei Cloud", "prompt": "c88-l6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Huawei Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Using it can expose an enterprise to compliance failures or sanctions."}, {"id": "mai-20260917-0816-smoke|c88-l6|alibaba-small|Amazon Web Services (AWS)", "prompt": "c88-l6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Large enterprises should generally stick to **Tier-1 Hyperscalers** such as **Amazon Web Services (AWS)**, **Microsoft Azure**, or **Google Cloud Platform (GCP)**"}, {"id": "mai-20260917-0816-smoke|c88-l6|alibaba-small|Microsoft Azure", "prompt": "c88-l6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "should generally stick to **Tier-1 Hyperscalers** such as **Amazon Web Services (AWS)**, **Microsoft Azure**, or **Google Cloud Platform (GCP)**"}, {"id": "mai-20260917-0816-smoke|c88-l6|alibaba-small|Google Cloud Platform (GCP)", "prompt": "c88-l6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "should generally stick to **Tier-1 Hyperscalers** such as **Amazon Web Services (AWS)**, **Microsoft Azure**, or **Google Cloud Platform (GCP)**"}, {"id": "mai-20260917-0816-smoke|c88-l6|anthropic-small|AWS", "prompt": "c88-l6", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "AWS requires significant operational expertise, has a complex billing structure, and presents a steep learning curve"}, {"id": "mai-20260917-0816-smoke|c88-l6|anthropic-small|Azure", "prompt": "c88-l6", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Azure is less flexible outside the Microsoft ecosystem"}, {"id": "mai-20260917-0816-smoke|c88-l6|anthropic-small|DigitalOcean", "prompt": "c88-l6", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its features may not meet all requirements of larger enterprises, and basic customer support can be slow"}, {"id": "mai-20260917-0816-smoke|c88-l6|challenger-small|AWS", "prompt": "c88-l6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Usually safe bets for large enterprise: AWS, Azure, Google Cloud."}, {"id": "mai-20260917-0816-smoke|c88-l6|challenger-small|Microsoft Azure", "prompt": "c88-l6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Usually safe bets for large enterprise: AWS, Azure, Google Cloud."}, {"id": "mai-20260917-0816-smoke|c88-l6|challenger-small|Google Cloud", "prompt": "c88-l6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Usually safe bets for large enterprise: AWS, Azure, Google Cloud."}, {"id": "mai-20260917-0816-smoke|c88-l6|challenger-small|DigitalOcean", "prompt": "c88-l6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better suited to simpler infrastructure and predictable workloads... not the first choice for highly complex enterprise environments"}, {"id": "mai-20260917-0816-smoke|c88-l6|challenger-small|Vultr", "prompt": "c88-l6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally more attractive for simpler deployments than for broad enterprise governance, compliance, and global-scale needs"}, {"id": "mai-20260917-0816-smoke|c88-l6|challenger-small|Linode", "prompt": "c88-l6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generally more attractive for simpler deployments than for broad enterprise governance, compliance, and global-scale needs"}, {"id": "mai-20260917-0816-smoke|c88-l6|challenger-small|OVHcloud", "prompt": "c88-l6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "OVHcloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more niche than the hyperscalers and should be evaluated carefully for global enterprise standardization"}, {"id": "mai-20260917-0816-smoke|c88-l6|challenger-small|Alibaba Cloud", "prompt": "c88-l6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Alibaba Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "strongest caution is for enterprises outside APAC... rather than a default global enterprise choice"}, {"id": "mai-20260917-0816-smoke|c88-l6|challenger-small|Rackspace", "prompt": "c88-l6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Rackspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "large enterprises should be cautious about using them as a substitute for a full hyperscale cloud"}, {"id": "mai-20260917-0816-smoke|c88-l6|challenger-small|Kinsta", "prompt": "c88-l6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Kinsta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "they are not general-purpose enterprise clouds and may impose workload restrictions"}, {"id": "mai-20260917-0816-smoke|c88-l6|challenger-small|WP Engine", "prompt": "c88-l6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "WP Engine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "they are not general-purpose enterprise clouds and may impose workload restrictions"}, {"id": "mai-20260917-0816-smoke|c88-l6|challenger-small|Acquia", "prompt": "c88-l6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Acquia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "they are not general-purpose enterprise clouds and may impose workload restrictions"}, {"id": "mai-20260917-0816-smoke|c88-l6|deepseek-small|Rackspace Technology", "prompt": "c88-l6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Rackspace Technology", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Rackspace and OVHcloud for new mission-critical workloads"}, {"id": "mai-20260917-0816-smoke|c88-l6|deepseek-small|OVHcloud", "prompt": "c88-l6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "OVHcloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid for core production workloads without a multi-site, multi-cloud strategy."}, {"id": "mai-20260917-0816-smoke|c88-l6|deepseek-small|Bluehost", "prompt": "c88-l6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Bluehost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Never use Bluehost, GoDaddy, or HostGator for anything enterprise"}, {"id": "mai-20260917-0816-smoke|c88-l6|deepseek-small|HostGator", "prompt": "c88-l6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Never use Bluehost, GoDaddy, or HostGator for anything enterprise"}, {"id": "mai-20260917-0816-smoke|c88-l6|deepseek-small|GoDaddy", "prompt": "c88-l6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Never use Bluehost, GoDaddy, or HostGator for anything enterprise"}, {"id": "mai-20260917-0816-smoke|c88-l6|deepseek-small|AWS", "prompt": "c88-l6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not to avoid, but *approach with caution* (AWS, Azure, GCP)"}, {"id": "mai-20260917-0816-smoke|c88-l6|deepseek-small|Azure", "prompt": "c88-l6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "not to avoid, but *approach with caution* (AWS, Azure, GCP)"}, {"id": "mai-20260917-0816-smoke|c88-l6|deepseek-small|GCP", "prompt": "c88-l6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GCP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "not to avoid, but *approach with caution* (AWS, Azure, GCP)"}, {"id": "mai-20260917-0816-smoke|c88-l6|deepseek-small|Hetzner", "prompt": "c88-l6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Hetzner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Hetzner is well-regarded for price/performance, but ... a poor fit for enterprises with multinational data requirements. Use for dev/test, not production."}, {"id": "mai-20260917-0816-smoke|c88-l6|deepseek-small|Linode", "prompt": "c88-l6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "offer excellent price-performance but **lack enterprise-grade features**"}, {"id": "mai-20260917-0816-smoke|c88-l6|deepseek-small|Vultr", "prompt": "c88-l6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "offer excellent price-performance but **lack enterprise-grade features**"}, {"id": "mai-20260917-0816-smoke|c88-l6|deepseek-small|DigitalOcean", "prompt": "c88-l6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "offer excellent price-performance but **lack enterprise-grade features**"}, {"id": "mai-20260917-0816-smoke|c88-l6|google-small|AWS", "prompt": "c88-l6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "major hyperscalers like AWS, Microsoft Azure, and Google Cloud Platform are generally the default choices, they are not risk-free"}, {"id": "mai-20260917-0816-smoke|c88-l6|google-small|Microsoft Azure", "prompt": "c88-l6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Microsoft Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "major hyperscalers like AWS, Microsoft Azure, and Google Cloud Platform are generally the default choices"}, {"id": "mai-20260917-0816-smoke|c88-l6|google-small|Google Cloud Platform", "prompt": "c88-l6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "major hyperscalers like AWS, Microsoft Azure, and Google Cloud Platform are generally the default choices"}, {"id": "mai-20260917-0816-smoke|c88-l6|google-small|Hostinger", "prompt": "c88-l6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Hostinger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why to avoid: These providers are built for small-to-medium businesses"}, {"id": "mai-20260917-0816-smoke|c88-l6|google-small|Bluehost", "prompt": "c88-l6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Bluehost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why to avoid: These providers are built for small-to-medium businesses"}, {"id": "mai-20260917-0816-smoke|c88-l6|google-small|GoDaddy", "prompt": "c88-l6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why to avoid: These providers are built for small-to-medium businesses"}, {"id": "mai-20260917-0816-smoke|c88-l6|google-small|Heroku", "prompt": "c88-l6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Heroku", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why to be cautious: ... scaling them to a Fortune 500 enterprise level is highly risky."}, {"id": "mai-20260917-0816-smoke|c88-l6|google-small|Fly.io", "prompt": "c88-l6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Fly.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "scaling them to a Fortune 500 enterprise level is highly risky"}, {"id": "mai-20260917-0816-smoke|c88-l6|google-small|Render", "prompt": "c88-l6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Render", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "scaling them to a Fortune 500 enterprise level is highly risky"}, {"id": "mai-20260917-0816-smoke|c88-l6|google-small|DigitalOcean", "prompt": "c88-l6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "basic DigitalOcean tiers ... scaling them to a Fortune 500 enterprise level is highly risky"}, {"id": "mai-20260917-0816-smoke|c88-l6|google-small|CoreWeave", "prompt": "c88-l6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "CoreWeave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Why to be cautious: ... using them as the primary backbone for non-AI core enterprise infrastructure is a massive risk."}, {"id": "mai-20260917-0816-smoke|c88-l6|google-small|Lambda Labs", "prompt": "c88-l6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Lambda Labs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "GPU-heavy cloud startups (such as CoreWeave or Lambda Labs) ... massive risk"}, {"id": "mai-20260917-0816-smoke|c88-l6|google-small|Alibaba Cloud", "prompt": "c88-l6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Alibaba Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Geopolitically Vulnerable or Non-Sovereign Clouds ... Why to be cautious"}, {"id": "mai-20260917-0816-smoke|c88-l6|google-small|Tencent Cloud", "prompt": "c88-l6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Tencent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Alibaba Cloud or Tencent Cloud (for Western enterprises) ... Why to be cautious"}, {"id": "mai-20260917-0816-smoke|c88-l6|google-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-l6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Oracle's historical reputation for aggressive software licensing audits makes enterprise procurement teams highly cautious."}, {"id": "mai-20260917-0816-smoke|c88-l6|meta-small|Amazon Web Services", "prompt": "c88-l6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Amazon Web Services", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "AWS is considered the default enterprise choice, but its complexity and billing structure may not be suitable for startups or smaller enterprises."}, {"id": "mai-20260917-0816-smoke|c88-l6|meta-small|Microsoft Azure", "prompt": "c88-l6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Microsoft Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "hyperscalers such as Amazon Web Services, Microsoft Azure, and Google Cloud may not be the best choice for large enterprises due to their complexity and cost"}, {"id": "mai-20260917-0816-smoke|c88-l6|meta-small|Google Cloud", "prompt": "c88-l6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "concerns about Google depreciating services persist among larger enterprises"}, {"id": "mai-20260917-0816-smoke|c88-l6|meta-small|Vercel", "prompt": "c88-l6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Vercel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Vercel, Netlify, and Cloudflare Workers for frontend clouds."}, {"id": "mai-20260917-0816-smoke|c88-l6|meta-small|Netlify", "prompt": "c88-l6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Netlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vercel, Netlify, and Cloudflare Workers for frontend clouds."}, {"id": "mai-20260917-0816-smoke|c88-l6|meta-small|Cloudflare Workers", "prompt": "c88-l6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Cloudflare Workers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vercel, Netlify, and Cloudflare Workers for frontend clouds."}, {"id": "mai-20260917-0816-smoke|c88-l6|meta-small|WP Engine", "prompt": "c88-l6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "WP Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "WP Engine, Pantheon, and Acquia for CMS-anchored managed hosts."}, {"id": "mai-20260917-0816-smoke|c88-l6|meta-small|Pantheon", "prompt": "c88-l6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Pantheon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "WP Engine, Pantheon, and Acquia for CMS-anchored managed hosts."}, {"id": "mai-20260917-0816-smoke|c88-l6|meta-small|Acquia", "prompt": "c88-l6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Acquia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "WP Engine, Pantheon, and Acquia for CMS-anchored managed hosts."}, {"id": "mai-20260917-0816-smoke|c88-l6|meta-small|AWS Amplify", "prompt": "c88-l6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS Amplify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AWS Amplify, Azure, and Google Firebase App Hosting for hyperscaler offerings."}, {"id": "mai-20260917-0816-smoke|c88-l6|meta-small|Google Firebase App Hosting", "prompt": "c88-l6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Firebase App Hosting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AWS Amplify, Azure, and Google Firebase App Hosting for hyperscaler offerings."}, {"id": "mai-20260917-0816-smoke|c88-l6|minimax-small|AWS", "prompt": "c88-l6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "major hyperscalers like AWS, Microsoft Azure, and Google Cloud actually dominate enterprise cloud spending due to their extensive capabilities. However, they may introduce complexity and cost challenges"}, {"id": "mai-20260917-0816-smoke|c88-l6|minimax-small|Microsoft Azure", "prompt": "c88-l6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Microsoft Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "major hyperscalers like AWS, Microsoft Azure, and Google Cloud actually dominate enterprise cloud spending"}, {"id": "mai-20260917-0816-smoke|c88-l6|minimax-small|Google Cloud", "prompt": "c88-l6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "major hyperscalers like AWS, Microsoft Azure, and Google Cloud actually dominate enterprise cloud spending"}, {"id": "mai-20260917-0816-smoke|c88-l6|mistral-small|AWS", "prompt": "c88-l6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While AWS, Azure, and GCP dominate the market, even these giants have had periods of instability or support shortcomings."}, {"id": "mai-20260917-0816-smoke|c88-l6|mistral-small|Azure", "prompt": "c88-l6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While AWS, Azure, and GCP dominate the market, even these giants have had periods of instability or support shortcomings."}, {"id": "mai-20260917-0816-smoke|c88-l6|mistral-small|GCP", "prompt": "c88-l6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GCP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While AWS, Azure, and GCP dominate the market, even these giants have had periods of instability or support shortcomings."}, {"id": "mai-20260917-0816-smoke|c88-l6|moonshot-small|Alibaba Cloud", "prompt": "c88-l6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Alibaba Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict**: Generally avoid for sensitive workloads"}, {"id": "mai-20260917-0816-smoke|c88-l6|moonshot-small|Huawei Cloud", "prompt": "c88-l6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Huawei Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict**: Generally avoid for sensitive workloads"}, {"id": "mai-20260917-0816-smoke|c88-l6|moonshot-small|Tencent Cloud", "prompt": "c88-l6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Tencent Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Verdict**: Generally avoid for sensitive workloads"}, {"id": "mai-20260917-0816-smoke|c88-l6|moonshot-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-l6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Verdict**: Exercise caution; conduct thorough security due diligence."}, {"id": "mai-20260917-0816-smoke|c88-l6|moonshot-small|AWS", "prompt": "c88-l6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Even AWS, Azure, and Google Cloud warrant strategic caution"}, {"id": "mai-20260917-0816-smoke|c88-l6|moonshot-small|Azure", "prompt": "c88-l6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Even AWS, Azure, and Google Cloud warrant strategic caution"}, {"id": "mai-20260917-0816-smoke|c88-l6|moonshot-small|Google Cloud", "prompt": "c88-l6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Google Cloud specifically cited for inconsistent support quality"}, {"id": "mai-20260917-0816-smoke|c88-l6|openai-small|AWS", "prompt": "c88-l6", "model": "openai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The big hyperscalers are often the default enterprise choices: AWS ... But even with them, enterprises should still be cautious about: cost complexity, lock-in"}, {"id": "mai-20260917-0816-smoke|c88-l6|openai-small|Microsoft Azure", "prompt": "c88-l6", "model": "openai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Microsoft Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often the default enterprise choices ... But even with them, enterprises should still be cautious about: cost complexity, lock-in, region-specific outages"}, {"id": "mai-20260917-0816-smoke|c88-l6|openai-small|Google Cloud", "prompt": "c88-l6", "model": "openai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often the default enterprise choices ... But even with them, enterprises should still be cautious about: cost complexity, lock-in"}, {"id": "mai-20260917-0816-smoke|c88-l6|xai-small|AWS", "prompt": "c88-l6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize hyperscalers for core workloads; ... Gartner/CRN 2024 leaders: AWS (79.3), Azure (80.2), GCP (78)."}, {"id": "mai-20260917-0816-smoke|c88-l6|xai-small|Azure", "prompt": "c88-l6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "All major providers (AWS, Azure, GCP) ... Enterprise Fit: Vast services, global regions, top compliance."}, {"id": "mai-20260917-0816-smoke|c88-l6|xai-small|Google Cloud", "prompt": "c88-l6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "dominate reliability benchmarks despite occasional outages"}, {"id": "mai-20260917-0816-smoke|c88-l6|xai-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-l6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cautions: More frequent multi-region outages ... enterprises report less ecosystem maturity."}, {"id": "mai-20260917-0816-smoke|c88-l6|xai-small|Alibaba Cloud", "prompt": "c88-l6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Alibaba Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cautions: Geopolitical/data sovereignty risks ... global expansion limits"}, {"id": "mai-20260917-0816-smoke|c88-l6|xai-small|Tencent", "prompt": "c88-l6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Tencent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "other China-centric providers like Tencent"}, {"id": "mai-20260917-0816-smoke|c88-l6|zai-small|HostGator", "prompt": "c88-l6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** the Newfold Digital family (HostGator, Bluehost, iPage, etc.) and budget VPS brands with consistently poor reliability and support ratings."}, {"id": "mai-20260917-0816-smoke|c88-l6|zai-small|GoDaddy", "prompt": "c88-l6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Worst performance and uptime of any tested provider (≈99.79 % uptime, ~18 hrs downtime/year)."}, {"id": "mai-20260917-0816-smoke|c88-l6|zai-small|Newfold Digital ecosystem", "prompt": "c88-l6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Newfold Digital ecosystem", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid** the Newfold Digital family (HostGator, Bluehost, iPage, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-l6|zai-small|Bluehost", "prompt": "c88-l6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Bluehost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** the Newfold Digital family (HostGator, Bluehost, iPage, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-l6|zai-small|iPage", "prompt": "c88-l6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "iPage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** the Newfold Digital family (HostGator, Bluehost, iPage, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-l6|zai-small|Vultr", "prompt": "c88-l6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "2.1/10 average rating on Trustpilot for cloud services. Common complaints: accounts terminated without explanation"}, {"id": "mai-20260917-0816-smoke|c88-l6|zai-small|DigitalOcean", "prompt": "c88-l6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "While generally reliable, the experience can be severe when support fails to distinguish a single URL from the whole instance."}, {"id": "mai-20260917-0816-smoke|c88-l6|zai-small|AWS", "prompt": "c88-l6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Exercise extreme caution** with providers that have high misconfiguration rates (AWS, Azure, GCP) unless you have robust internal controls"}, {"id": "mai-20260917-0816-smoke|c88-l6|zai-small|Azure", "prompt": "c88-l6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "64 % of accounts have public exposure; leads on misconfigured services among the three hyperscalers."}, {"id": "mai-20260917-0816-smoke|c88-l6|zai-small|Google Cloud", "prompt": "c88-l6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Lowest exposure rate (≈8 %) ... but still not immune to misconfigurations."}, {"id": "mai-20260917-0816-smoke|c88-l6|zai-small|Neoclouds (newer, niche providers)", "prompt": "c88-l6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Neoclouds (newer, niche providers)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "newer “neoclouds” that lack mature security by‑design practices"}, {"id": "mai-20260917-0816-smoke|c88-l6|zai-small|OVHcloud (France)", "prompt": "c88-l6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "OVHcloud (France)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "strong enterprise focus, 4‑star Trustpilot rating, robust security and compliance posture."}, {"id": "mai-20260917-0816-smoke|c88-l6|zai-small|Hetzner", "prompt": "c88-l6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "high‑performance German data centers, transparent pricing, strong privacy stance."}, {"id": "mai-20260917-0816-smoke|c88-l6|zai-small|Liquid Web", "prompt": "c88-l6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Liquid Web", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "premium managed hosting with 24/7 expert support; 100 % uptime guarantee"}, {"id": "mai-20260917-0816-smoke|c88-m1|alibaba-small|Amazon Web Services (AWS)", "prompt": "c88-m1", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose AWS** if you are building a complex, highly scalable application and have the technical expertise to manage it."}, {"id": "mai-20260917-0816-smoke|c88-m1|alibaba-small|Microsoft Azure", "prompt": "c88-m1", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Azure** if your company uses Microsoft products extensively or needs to bridge on-premise servers with the cloud."}, {"id": "mai-20260917-0816-smoke|c88-m1|alibaba-small|Google Cloud Platform (GCP)", "prompt": "c88-m1", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GCP is often praised for simpler networking architectures and lower data egress fees."}, {"id": "mai-20260917-0816-smoke|c88-m1|alibaba-small|Rackspace Technology", "prompt": "c88-m1", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Rackspace Technology", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Choose Rackspace (or a managed partner)** if you want the power of a top-tier cloud but need a dedicated team to handle the administration"}, {"id": "mai-20260917-0816-smoke|c88-m1|alibaba-small|Vultr", "prompt": "c88-m1", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Vultr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "*Note: These skew slightly smaller; ensure the provider meets your specific compliance audits.*"}, {"id": "mai-20260917-0816-smoke|c88-m1|alibaba-small|Linode (Akamai)", "prompt": "c88-m1", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Linode (Akamai)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "*Note: These skew slightly smaller; ensure the provider meets your specific compliance audits.*"}, {"id": "mai-20260917-0816-smoke|c88-m1|alibaba-small|DigitalOcean", "prompt": "c88-m1", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "*Note: These skew slightly smaller; ensure the provider meets your specific compliance audits.*"}, {"id": "mai-20260917-0816-smoke|c88-m1|alibaba-small|Oracle", "prompt": "c88-m1", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Rackspace/Oracle:** often provide senior human engineers at lower price points."}, {"id": "mai-20260917-0816-smoke|c88-m1|anthropic-small|AWS (Amazon Web Services)", "prompt": "c88-m1", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "direct", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most common answer for mid-market B2B companies is AWS or Azure"}, {"id": "mai-20260917-0816-smoke|c88-m1|anthropic-small|Microsoft Azure", "prompt": "c88-m1", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The most common answer for mid-market B2B companies is AWS or Azure"}, {"id": "mai-20260917-0816-smoke|c88-m1|anthropic-small|Google Cloud Platform (GCP)", "prompt": "c88-m1", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Smaller ecosystem than AWS or Azure"}, {"id": "mai-20260917-0816-smoke|c88-m1|anthropic-small|DigitalOcean", "prompt": "c88-m1", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want simplicity and cost-effectiveness, DigitalOcean is worth considering if your needs are less complex."}, {"id": "mai-20260917-0816-smoke|c88-m1|anthropic-small|Linode", "prompt": "c88-m1", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Less comprehensive than larger providers"}, {"id": "mai-20260917-0816-smoke|c88-m1|challenger-small|Cloudways", "prompt": "c88-m1", "model": "challenger-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Cloudways", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudways** is the strongest default recommendation because it is positioned specifically for mid-market businesses"}, {"id": "mai-20260917-0816-smoke|c88-m1|challenger-small|AWS", "prompt": "c88-m1", "model": "challenger-small", "cat": "cloud-hosting", "variant": "direct", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS**: best if you need the broadest service catalog and maximum flexibility."}, {"id": "mai-20260917-0816-smoke|c88-m1|challenger-small|Microsoft Azure", "prompt": "c88-m1", "model": "challenger-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your stack is already tied to Microsoft tooling or enterprise identity systems"}, {"id": "mai-20260917-0816-smoke|c88-m1|challenger-small|Google Cloud", "prompt": "c88-m1", "model": "challenger-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your workloads are data-heavy or AI-heavy"}, {"id": "mai-20260917-0816-smoke|c88-m1|deepseek-small|Microsoft Azure", "prompt": "c88-m1", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**General default:** Start with **Azure** if you're a Microsoft-aligned B2B company (most are)"}, {"id": "mai-20260917-0816-smoke|c88-m1|deepseek-small|Amazon Web Services (AWS)", "prompt": "c88-m1", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **GCP** or **AWS** when you need advanced services or global scale."}, {"id": "mai-20260917-0816-smoke|c88-m1|deepseek-small|Google Cloud (GCP)", "prompt": "c88-m1", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for data, AI/ML, and Kubernetes"}, {"id": "mai-20260917-0816-smoke|c88-m1|deepseek-small|DigitalOcean", "prompt": "c88-m1", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Simplicity-first:** Choose **DigitalOcean** for predictable pricing and low operational overhead."}, {"id": "mai-20260917-0816-smoke|c88-m1|deepseek-small|Linode (Akamai)", "prompt": "c88-m1", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Linode (Akamai)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "DigitalOcean / Linode (Akamai) — best for simplicity and predictable pricing"}, {"id": "mai-20260917-0816-smoke|c88-m1|google-small|Microsoft Azure", "prompt": "c88-m1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: B2B companies heavily integrated into the Microsoft ecosystem... Azure is almost always the path of least resistance."}, {"id": "mai-20260917-0816-smoke|c88-m1|google-small|Amazon Web Services (AWS)", "prompt": "c88-m1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "As the global market leader, AWS has the most extensive catalog of services (over 200)... AWS is the gold standard."}, {"id": "mai-20260917-0816-smoke|c88-m1|google-small|Google Cloud Platform (GCP)", "prompt": "c88-m1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Data-intensive B2B tools, analytics, and AI/machine learning workloads."}, {"id": "mai-20260917-0816-smoke|c88-m1|google-small|Atlantic.Net", "prompt": "c88-m1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Atlantic.Net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Highly regulated B2B sectors (Healthcare/HIPAA, Finance/PCI-DSS) needing custom infrastructure."}, {"id": "mai-20260917-0816-smoke|c88-m1|google-small|Liquid Web / Nexcess", "prompt": "c88-m1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Liquid Web / Nexcess", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Liquid Web offers fully managed hosting... Known for their \"Heroic Support\""}, {"id": "mai-20260917-0816-smoke|c88-m1|google-small|Cloudways (by DigitalOcean)", "prompt": "c88-m1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Cloudways (by DigitalOcean)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cloudways acts as a managed middleman... Highly cost-effective."}, {"id": "mai-20260917-0816-smoke|c88-m1|meta-small|DigitalOcean", "prompt": "c88-m1", "model": "meta-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some top contenders include:\n\n1. DigitalOcean"}, {"id": "mai-20260917-0816-smoke|c88-m1|meta-small|Vultr", "prompt": "c88-m1", "model": "meta-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Vultr"}, {"id": "mai-20260917-0816-smoke|c88-m1|meta-small|Linode (Akamai)", "prompt": "c88-m1", "model": "meta-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Linode (Akamai)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Linode (Akamai)"}, {"id": "mai-20260917-0816-smoke|c88-m1|meta-small|Kamatera", "prompt": "c88-m1", "model": "meta-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Kamatera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Kamatera"}, {"id": "mai-20260917-0816-smoke|c88-m1|meta-small|UpCloud", "prompt": "c88-m1", "model": "meta-small", "cat": "cloud-hosting", "variant": "direct", "raw": "UpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. UpCloud"}, {"id": "mai-20260917-0816-smoke|c88-m1|meta-small|Scaleway", "prompt": "c88-m1", "model": "meta-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Scaleway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Scaleway"}, {"id": "mai-20260917-0816-smoke|c88-m1|meta-small|IONOS", "prompt": "c88-m1", "model": "meta-small", "cat": "cloud-hosting", "variant": "direct", "raw": "IONOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. IONOS"}, {"id": "mai-20260917-0816-smoke|c88-m1|meta-small|Cloudways", "prompt": "c88-m1", "model": "meta-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Cloudways", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Cloudways"}, {"id": "mai-20260917-0816-smoke|c88-m1|minimax-small|Rackspace Technology", "prompt": "c88-m1", "model": "minimax-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Rackspace Technology", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For mid-market B2B companies, Rackspace Technology** is frequently recommended because they offer managed services specifically designed for mid-market and enterprise customers"}, {"id": "mai-20260917-0816-smoke|c88-m1|minimax-small|DigitalOcean", "prompt": "c88-m1", "model": "minimax-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**DigitalOcean** is another excellent choice, especially if your team values simplicity and developer-friendly tools."}, {"id": "mai-20260917-0816-smoke|c88-m1|minimax-small|AWS", "prompt": "c88-m1", "model": "minimax-small", "cat": "cloud-hosting", "variant": "direct", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the major hyperscalers like **AWS, Google Cloud, and Microsoft Azure** are worth considering"}, {"id": "mai-20260917-0816-smoke|c88-m1|minimax-small|Google Cloud", "prompt": "c88-m1", "model": "minimax-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the major hyperscalers like **AWS, Google Cloud, and Microsoft Azure** are worth considering"}, {"id": "mai-20260917-0816-smoke|c88-m1|minimax-small|Microsoft Azure", "prompt": "c88-m1", "model": "minimax-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure particularly stands out for B2B companies already using Microsoft products."}, {"id": "mai-20260917-0816-smoke|c88-m1|minimax-small|Liquid Web", "prompt": "c88-m1", "model": "minimax-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Liquid Web", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Liquid Web** offers high-quality fully managed cloud hosting suitable for medium-sized businesses"}, {"id": "mai-20260917-0816-smoke|c88-m1|mistral-small|Amazon Web Services (AWS)", "prompt": "c88-m1", "model": "mistral-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the best overall for scalability, reliability, and a broad range of services"}, {"id": "mai-20260917-0816-smoke|c88-m1|mistral-small|Microsoft Azure", "prompt": "c88-m1", "model": "mistral-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong alternative, especially for companies already using Microsoft products"}, {"id": "mai-20260917-0816-smoke|c88-m1|mistral-small|Google Cloud Platform (GCP)", "prompt": "c88-m1", "model": "mistral-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Known for strong data analytics and AI/ML services, and competitive pricing."}, {"id": "mai-20260917-0816-smoke|c88-m1|mistral-small|DigitalOcean", "prompt": "c88-m1", "model": "mistral-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "popular for mid-level teams and startups due to their simplicity, predictable pricing"}, {"id": "mai-20260917-0816-smoke|c88-m1|mistral-small|Vultr", "prompt": "c88-m1", "model": "mistral-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often cited as the best value for mid-market businesses"}, {"id": "mai-20260917-0816-smoke|c88-m1|mistral-small|Linode (Akamai)", "prompt": "c88-m1", "model": "mistral-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Linode (Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "DigitalOcean, Vultr, or Linode may be ideal"}, {"id": "mai-20260917-0816-smoke|c88-m1|moonshot-small|Microsoft Azure", "prompt": "c88-m1", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Microsoft Azure** – Best for Microsoft-Integrated Environments"}, {"id": "mai-20260917-0816-smoke|c88-m1|moonshot-small|Amazon Web Services (AWS)", "prompt": "c88-m1", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Amazon Web Services (AWS)** – Best for Flexibility & Breadth"}, {"id": "mai-20260917-0816-smoke|c88-m1|moonshot-small|Google Cloud Platform (GCP)", "prompt": "c88-m1", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Google Cloud Platform (GCP)** – Best for Data & AI"}, {"id": "mai-20260917-0816-smoke|c88-m1|moonshot-small|RapidScale", "prompt": "c88-m1", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "direct", "raw": "RapidScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Broadest managed cloud offering (AWS, Azure, private cloud, VDI, DR)"}, {"id": "mai-20260917-0816-smoke|c88-m1|moonshot-small|DigitalOcean", "prompt": "c88-m1", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Predictable costs for forecastable workloads"}, {"id": "mai-20260917-0816-smoke|c88-m1|moonshot-small|11:11 Systems", "prompt": "c88-m1", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "direct", "raw": "11:11 Systems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong VMware and disaster recovery focus"}, {"id": "mai-20260917-0816-smoke|c88-m1|openai-small|AWS", "prompt": "c88-m1", "model": "openai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "AWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS** as the default best overall choice."}, {"id": "mai-20260917-0816-smoke|c88-m1|openai-small|Microsoft Azure", "prompt": "c88-m1", "model": "openai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Azure** if your stack is Microsoft-centric."}, {"id": "mai-20260917-0816-smoke|c88-m1|openai-small|Google Cloud", "prompt": "c88-m1", "model": "openai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud** if data platform maturity matters more than breadth."}, {"id": "mai-20260917-0816-smoke|c88-m1|openai-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-m1", "model": "openai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OCI** if you’re highly cost-sensitive and want to optimize infrastructure spend."}, {"id": "mai-20260917-0816-smoke|c88-m1|xai-small|AWS (Amazon Web Services)", "prompt": "c88-m1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "In general, **start with AWS** for its maturity in B2B unless you have a clear ecosystem match elsewhere."}, {"id": "mai-20260917-0816-smoke|c88-m1|xai-small|Microsoft Azure", "prompt": "c88-m1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for Microsoft-heavy B2B (e.g., Office 365, Dynamics, SQL Server)"}, {"id": "mai-20260917-0816-smoke|c88-m1|xai-small|Google Cloud Platform (GCP)", "prompt": "c88-m1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for data/AI/ML-heavy B2B apps ... Rising fast but smaller talent pool."}, {"id": "mai-20260917-0816-smoke|c88-m1|xai-small|DigitalOcean/Linode", "prompt": "c88-m1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean/Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Simpler web/SaaS apps | Flat/predictable ... Limited enterprise features"}, {"id": "mai-20260917-0816-smoke|c88-m1|xai-small|Rackspace", "prompt": "c88-m1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Rackspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "mid-market may need partners (e.g., Rackspace for managed)"}, {"id": "mai-20260917-0816-smoke|c88-m1|zai-small|Amazon Web Services (AWS)", "prompt": "c88-m1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**AWS:** You need maximum flexibility, breadth of services, and a mature partner ecosystem."}, {"id": "mai-20260917-0816-smoke|c88-m1|zai-small|Microsoft Azure", "prompt": "c88-m1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already a Microsoft shop and want hybrid/cloud integration:** Go with **Azure**"}, {"id": "mai-20260917-0816-smoke|c88-m1|zai-small|Google Cloud Platform (GCP)", "prompt": "c88-m1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If AI/ML and data analytics are central to your offering:** **GCP** is compelling"}, {"id": "mai-20260917-0816-smoke|c88-m1|zai-small|Rackspace", "prompt": "c88-m1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Rackspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider a managed partner like **Rackspace** or **RapidScale** for ongoing optimization"}, {"id": "mai-20260917-0816-smoke|c88-m1|zai-small|RapidScale", "prompt": "c88-m1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "RapidScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market organizations with complex compliance requirements ... who want end-to-end managed cloud services"}, {"id": "mai-20260917-0816-smoke|c88-m1|zai-small|DigitalOcean", "prompt": "c88-m1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**DigitalOcean** or **Vultr** are strong choices"}, {"id": "mai-20260917-0816-smoke|c88-m1|zai-small|Linode", "prompt": "c88-m1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Linode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Teams that want high-performance VPS with a straightforward, no-frills experience."}, {"id": "mai-20260917-0816-smoke|c88-m1|zai-small|Vultr", "prompt": "c88-m1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**DigitalOcean** or **Vultr** are strong choices"}, {"id": "mai-20260917-0816-smoke|c88-m1|zai-small|CloudWave", "prompt": "c88-m1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "CloudWave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a specialized managed provider (RapidScale, CloudWave, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-m2|alibaba-small|Microsoft Azure", "prompt": "c88-m2", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "in the vast majority of cases, **Microsoft Azure** is the strongest recommendation"}, {"id": "mai-20260917-0816-smoke|c88-m2|alibaba-small|AWS", "prompt": "c88-m2", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Runner-Up: Amazon Web Services (AWS)"}, {"id": "mai-20260917-0816-smoke|c88-m2|alibaba-small|Google Cloud Platform (GCP)", "prompt": "c88-m2", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "GCP can sometimes feel less \"enterprise-ready\" regarding administrative tooling compared to Azure."}, {"id": "mai-20260917-0816-smoke|c88-m2|anthropic-small|AWS (Amazon Web Services)", "prompt": "c88-m2", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "or **AWS** if you need maximum flexibility and integration options"}, {"id": "mai-20260917-0816-smoke|c88-m2|anthropic-small|Microsoft Azure", "prompt": "c88-m2", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My general recommendation** for a mid-sized B2B company would be **Azure** if you're in the Microsoft ecosystem"}, {"id": "mai-20260917-0816-smoke|c88-m2|anthropic-small|Google Cloud Platform (GCP)", "prompt": "c88-m2", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Competitive pricing and strong data analytics/AI capabilities; good for data-intensive workloads."}, {"id": "mai-20260917-0816-smoke|c88-m2|anthropic-small|DigitalOcean", "prompt": "c88-m2", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other solid options** include DigitalOcean (simpler, good for smaller deployments)"}, {"id": "mai-20260917-0816-smoke|c88-m2|anthropic-small|Linode", "prompt": "c88-m2", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include DigitalOcean (simpler, good for smaller deployments), Linode, and others"}, {"id": "mai-20260917-0816-smoke|c88-m2|challenger-small|AWS", "prompt": "c88-m2", "model": "challenger-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **AWS** as the default choice if you want the safest all-around IaaS option"}, {"id": "mai-20260917-0816-smoke|c88-m2|challenger-small|DigitalOcean", "prompt": "c88-m2", "model": "challenger-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**DigitalOcean** is the strongest simpler alternative for many mid-market teams"}, {"id": "mai-20260917-0816-smoke|c88-m2|challenger-small|Azure", "prompt": "c88-m2", "model": "challenger-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if your company is already invested in Microsoft tooling"}, {"id": "mai-20260917-0816-smoke|c88-m2|challenger-small|Google Cloud", "prompt": "c88-m2", "model": "challenger-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good fit for data-heavy or AI-oriented workloads"}, {"id": "mai-20260917-0816-smoke|c88-m2|deepseek-small|Microsoft Azure", "prompt": "c88-m2", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your company already lives in Microsoft tools (very common for B2B): Azure.**"}, {"id": "mai-20260917-0816-smoke|c88-m2|deepseek-small|Amazon Web Services (AWS)", "prompt": "c88-m2", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you have no strong existing-preference signal: AWS.** It's the safest, most flexible choice for a mid-sized B2B company"}, {"id": "mai-20260917-0816-smoke|c88-m2|deepseek-small|Google Cloud (GCP)", "prompt": "c88-m2", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your product is data/AI-centric: GCP."}, {"id": "mai-20260917-0816-smoke|c88-m2|google-small|Microsoft Azure", "prompt": "c88-m2", "model": "google-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Azure is almost always the most logical and cost-effective choice"}, {"id": "mai-20260917-0816-smoke|c88-m2|google-small|Amazon Web Services (AWS)", "prompt": "c88-m2", "model": "google-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your B2B company is building a proprietary software-as-a-service (SaaS) product, **AWS is the gold standard**."}, {"id": "mai-20260917-0816-smoke|c88-m2|google-small|Google Cloud Platform (GCP)", "prompt": "c88-m2", "model": "google-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GCP is a incredibly strong contender"}, {"id": "mai-20260917-0816-smoke|c88-m2|google-small|DigitalOcean", "prompt": "c88-m2", "model": "google-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "They generally lack the heavy compliance auditing, advanced identity management (IAM), and global scale"}, {"id": "mai-20260917-0816-smoke|c88-m2|google-small|Akamai/Linode", "prompt": "c88-m2", "model": "google-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Akamai/Linode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "They generally lack the heavy compliance auditing, advanced identity management (IAM), and global scale"}, {"id": "mai-20260917-0816-smoke|c88-m2|meta-small|DigitalOcean", "prompt": "c88-m2", "model": "meta-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Known for its predictable pricing and ease of use, DigitalOcean is a popular choice for mid-sized businesses."}, {"id": "mai-20260917-0816-smoke|c88-m2|meta-small|Akamai Cloud (formerly Linode)", "prompt": "c88-m2", "model": "meta-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Akamai Cloud (formerly Linode)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's a good option for companies that require a high level of distribution and performance."}, {"id": "mai-20260917-0816-smoke|c88-m2|meta-small|AWS", "prompt": "c88-m2", "model": "meta-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS and Azure are well-known IaaS providers that offer a wide range of services and are often considered by mid-sized businesses."}, {"id": "mai-20260917-0816-smoke|c88-m2|meta-small|Azure", "prompt": "c88-m2", "model": "meta-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS and Azure are well-known IaaS providers that offer a wide range of services and are often considered by mid-sized businesses."}, {"id": "mai-20260917-0816-smoke|c88-m2|minimax-small|Microsoft Azure", "prompt": "c88-m2", "model": "minimax-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd typically recommend **Microsoft Azure** or **AWS** as the top choices"}, {"id": "mai-20260917-0816-smoke|c88-m2|minimax-small|Amazon Web Services (AWS)", "prompt": "c88-m2", "model": "minimax-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd typically recommend **Microsoft Azure** or **AWS** as the top choices"}, {"id": "mai-20260917-0816-smoke|c88-m2|minimax-small|Google Cloud Platform (GCP)", "prompt": "c88-m2", "model": "minimax-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Google Cloud Platform (GCP)** (Best for data & analytics)"}, {"id": "mai-20260917-0816-smoke|c88-m2|minimax-small|DigitalOcean", "prompt": "c88-m2", "model": "minimax-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider DigitalOcean or Vultr for simpler needs"}, {"id": "mai-20260917-0816-smoke|c88-m2|minimax-small|Vultr", "prompt": "c88-m2", "model": "minimax-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider DigitalOcean or Vultr for simpler needs"}, {"id": "mai-20260917-0816-smoke|c88-m2|mistral-small|DigitalOcean", "prompt": "c88-m2", "model": "mistral-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DigitalOcean** is the top recommendation due to its balance of affordability, ease of use, and reliability"}, {"id": "mai-20260917-0816-smoke|c88-m2|mistral-small|AWS", "prompt": "c88-m2", "model": "mistral-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "avoid the complexity of larger providers like AWS or Azure"}, {"id": "mai-20260917-0816-smoke|c88-m2|mistral-small|Azure", "prompt": "c88-m2", "model": "mistral-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "avoid the complexity of larger providers like AWS or Azure"}, {"id": "mai-20260917-0816-smoke|c88-m2|mistral-small|Vultr", "prompt": "c88-m2", "model": "mistral-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For the lowest cost and good performance, **Vultr** or **Hetzner** are excellent alternatives."}, {"id": "mai-20260917-0816-smoke|c88-m2|mistral-small|OVHcloud", "prompt": "c88-m2", "model": "mistral-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "OVHcloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need EU compliance, consider **OVHcloud**."}, {"id": "mai-20260917-0816-smoke|c88-m2|mistral-small|Hetzner", "prompt": "c88-m2", "model": "mistral-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Known for exceptional value and low pricing"}, {"id": "mai-20260917-0816-smoke|c88-m2|mistral-small|Cloud4U", "prompt": "c88-m2", "model": "mistral-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Cloud4U", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers flexibility and a personal manager for support"}, {"id": "mai-20260917-0816-smoke|c88-m2|moonshot-small|Microsoft Azure", "prompt": "c88-m2", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Recommendation: **Microsoft Azure** (with AWS as a strong alternative)"}, {"id": "mai-20260917-0816-smoke|c88-m2|moonshot-small|AWS", "prompt": "c88-m2", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with AWS as a strong alternative"}, {"id": "mai-20260917-0816-smoke|c88-m2|moonshot-small|Google Cloud", "prompt": "c88-m2", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Google Cloud if: Data analytics, AI/ML, or big data are core to your business"}, {"id": "mai-20260917-0816-smoke|c88-m2|moonshot-small|DigitalOcean", "prompt": "c88-m2", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "DigitalOcean/Vultr are simpler but limited"}, {"id": "mai-20260917-0816-smoke|c88-m2|moonshot-small|Vultr", "prompt": "c88-m2", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Vultr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "DigitalOcean/Vultr are simpler but limited"}, {"id": "mai-20260917-0816-smoke|c88-m2|openai-small|AWS", "prompt": "c88-m2", "model": "openai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **AWS** as the default infrastructure-as-a-service choice."}, {"id": "mai-20260917-0816-smoke|c88-m2|openai-small|Microsoft Azure", "prompt": "c88-m2", "model": "openai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your company is already heavily invested in **Microsoft 365, Active Directory, Windows Server, SQL Server, or .NET**"}, {"id": "mai-20260917-0816-smoke|c88-m2|openai-small|Google Cloud", "prompt": "c88-m2", "model": "openai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if your team is more **data/analytics/AI-oriented**"}, {"id": "mai-20260917-0816-smoke|c88-m2|openai-small|DigitalOcean", "prompt": "c88-m2", "model": "openai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they're usually less ideal for a company that expects significant scaling, compliance needs, or complex enterprise requirements"}, {"id": "mai-20260917-0816-smoke|c88-m2|openai-small|Vultr", "prompt": "c88-m2", "model": "openai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Vultr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they're usually less ideal for a company that expects significant scaling, compliance needs, or complex enterprise requirements"}, {"id": "mai-20260917-0816-smoke|c88-m2|openai-small|Linode", "prompt": "c88-m2", "model": "openai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Linode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they're usually less ideal for a company that expects significant scaling, compliance needs, or complex enterprise requirements"}, {"id": "mai-20260917-0816-smoke|c88-m2|xai-small|Amazon Web Services (AWS)", "prompt": "c88-m2", "model": "xai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Amazon Web Services (AWS) as the top Infrastructure-as-a-Service (IaaS) cloud provider in most cases."}, {"id": "mai-20260917-0816-smoke|c88-m2|xai-small|Microsoft Azure", "prompt": "c88-m2", "model": "xai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Azure | Microsoft stack ... Hybrid cloud excellence, Windows integration"}, {"id": "mai-20260917-0816-smoke|c88-m2|xai-small|Google Cloud (GCP)", "prompt": "c88-m2", "model": "xai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google Cloud (GCP) | Data analytics, AI/ML, Kubernetes | Superior networking/performance"}, {"id": "mai-20260917-0816-smoke|c88-m2|xai-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-m2", "model": "xai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent price/performance, 10TB free egress/month | Enterprise-focused, less developer-friendly"}, {"id": "mai-20260917-0816-smoke|c88-m2|xai-small|DigitalOcean", "prompt": "c88-m2", "model": "xai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simpler/dev-focused, cost-sensitive | Easy UI, predictable pricing | Fewer enterprise features/compliance tools"}, {"id": "mai-20260917-0816-smoke|c88-m2|zai-small|Microsoft Azure", "prompt": "c88-m2", "model": "zai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend considering **Microsoft Azure** for most mid-sized B2B companies"}, {"id": "mai-20260917-0816-smoke|c88-m2|zai-small|Amazon Web Services (AWS)", "prompt": "c88-m2", "model": "zai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider AWS** if you have Linux/DevOps expertise or want the most mature platform."}, {"id": "mai-20260917-0816-smoke|c88-m2|zai-small|Google Cloud Platform (GCP)", "prompt": "c88-m2", "model": "zai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose GCP** if your focus is on data analytics, AI/ML, or containerized workloads."}, {"id": "mai-20260917-0816-smoke|c88-m3|alibaba-small|Amazon Web Services (AWS)", "prompt": "c88-m3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AWS is the market leader with the most mature ecosystem."}, {"id": "mai-20260917-0816-smoke|c88-m3|alibaba-small|Microsoft Azure", "prompt": "c88-m3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Azure excels in hybrid cloud scenarios"}, {"id": "mai-20260917-0816-smoke|c88-m3|alibaba-small|Google Cloud Platform (GCP)", "prompt": "c88-m3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "GCP is known for superior network performance and data processing capabilities."}, {"id": "mai-20260917-0816-smoke|c88-m3|alibaba-small|DigitalOcean", "prompt": "c88-m3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best For: Developers, startups, and simple web apps."}, {"id": "mai-20260917-0816-smoke|c88-m3|alibaba-small|Linode (now Akamai)", "prompt": "c88-m3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Linode (now Akamai)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Linode focuses on high-performance virtual servers with no-nonsense pricing."}, {"id": "mai-20260917-0816-smoke|c88-m3|alibaba-small|Vultr", "prompt": "c88-m3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vultr offers a massive number of locations worldwide"}, {"id": "mai-20260917-0816-smoke|c88-m3|alibaba-small|Cloudways", "prompt": "c88-m3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Cloudways", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Managed convenience with the power of multiple underlying providers."}, {"id": "mai-20260917-0816-smoke|c88-m3|alibaba-small|SiteGround", "prompt": "c88-m3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "SiteGround", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These are primarily managed *web* hosts that leverage cloud infrastructure."}, {"id": "mai-20260917-0816-smoke|c88-m3|alibaba-small|Kinsta", "prompt": "c88-m3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Kinsta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "These are primarily managed *web* hosts that leverage cloud infrastructure."}, {"id": "mai-20260917-0816-smoke|c88-m3|anthropic-small|AWS", "prompt": "c88-m3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AWS is ideal if you need the broadest range of services, global reach, and mature infrastructure"}, {"id": "mai-20260917-0816-smoke|c88-m3|anthropic-small|Azure", "prompt": "c88-m3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Azure excels with hybrid and enterprise Microsoft environments."}, {"id": "mai-20260917-0816-smoke|c88-m3|anthropic-small|GCP", "prompt": "c88-m3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "GCP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Google Cloud is the go-to for AI and data-heavy workloads."}, {"id": "mai-20260917-0816-smoke|c88-m3|anthropic-small|DigitalOcean", "prompt": "c88-m3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "followed by DigitalOcean and Vultr for simpler infrastructure needs"}, {"id": "mai-20260917-0816-smoke|c88-m3|anthropic-small|Vultr", "prompt": "c88-m3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "DigitalOcean and Vultr for simpler infrastructure needs"}, {"id": "mai-20260917-0816-smoke|c88-m3|anthropic-small|Hetzner", "prompt": "c88-m3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Hetzner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Hetzner (price-competitive European hosting)"}, {"id": "mai-20260917-0816-smoke|c88-m3|anthropic-small|OVHcloud", "prompt": "c88-m3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "OVHcloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "OVHcloud (EU data sovereignty)"}, {"id": "mai-20260917-0816-smoke|c88-m3|anthropic-small|Serverspace", "prompt": "c88-m3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Serverspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Developer-friendly platforms like Serverspace, DigitalOcean, and Linode"}, {"id": "mai-20260917-0816-smoke|c88-m3|anthropic-small|Linode", "prompt": "c88-m3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Developer-friendly platforms like Serverspace, DigitalOcean, and Linode often provide a more balanced path"}, {"id": "mai-20260917-0816-smoke|c88-m3|challenger-small|Amazon Web Services (AWS)", "prompt": "c88-m3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if you need the widest set of services and enterprise maturity, start with **AWS**"}, {"id": "mai-20260917-0816-smoke|c88-m3|challenger-small|Microsoft Azure", "prompt": "c88-m3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you rely on Microsoft tools, choose **Azure**"}, {"id": "mai-20260917-0816-smoke|c88-m3|challenger-small|Google Cloud Platform (GCP)", "prompt": "c88-m3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your workload is AI/data-heavy, choose **GCP**"}, {"id": "mai-20260917-0816-smoke|c88-m3|challenger-small|DigitalOcean", "prompt": "c88-m3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for **developers, startups, and predictable simple infrastructure**"}, {"id": "mai-20260917-0816-smoke|c88-m3|challenger-small|Vultr", "prompt": "c88-m3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for **budget-friendly performance** and broad global deployments"}, {"id": "mai-20260917-0816-smoke|c88-m3|challenger-small|Hostinger", "prompt": "c88-m3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Hostinger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for **managed cloud hosting** for small to medium sites"}, {"id": "mai-20260917-0816-smoke|c88-m3|challenger-small|Cloudways", "prompt": "c88-m3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Cloudways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for a **managed layer on top of cloud infrastructure**"}, {"id": "mai-20260917-0816-smoke|c88-m3|challenger-small|Kamatera", "prompt": "c88-m3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Kamatera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for **flexible, highly configurable cloud services** and scaling"}, {"id": "mai-20260917-0816-smoke|c88-m3|deepseek-small|Amazon Web Services (AWS)", "prompt": "c88-m3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS is the safest all-round choice"}, {"id": "mai-20260917-0816-smoke|c88-m3|deepseek-small|Microsoft Azure", "prompt": "c88-m3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Azure fits Microsoft-heavy shops"}, {"id": "mai-20260917-0816-smoke|c88-m3|deepseek-small|Google Cloud Platform (GCP)", "prompt": "c88-m3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GCP wins on data/AI"}, {"id": "mai-20260917-0816-smoke|c88-m3|deepseek-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-m3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Particularly attractive for **Oracle database** workloads"}, {"id": "mai-20260917-0816-smoke|c88-m3|deepseek-small|IBM Cloud", "prompt": "c88-m3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "IBM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need **hybrid cloud + regulated-industry compliance** | **IBM Cloud**"}, {"id": "mai-20260917-0816-smoke|c88-m3|deepseek-small|Alibaba Cloud (Aliyun)", "prompt": "c88-m3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Alibaba Cloud (Aliyun)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The **strongest provider in Asia**"}, {"id": "mai-20260917-0816-smoke|c88-m3|deepseek-small|Huawei Cloud", "prompt": "c88-m3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Huawei Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Also ranked by Gartner among the top cloud platforms"}, {"id": "mai-20260917-0816-smoke|c88-m3|deepseek-small|Tencent Cloud", "prompt": "c88-m3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Tencent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Also ranked by Gartner among the top cloud platforms"}, {"id": "mai-20260917-0816-smoke|c88-m3|deepseek-small|DigitalOcean", "prompt": "c88-m3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "developer-friendly, simple pricing, great for small apps/startups"}, {"id": "mai-20260917-0816-smoke|c88-m3|deepseek-small|Hetzner", "prompt": "c88-m3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "low-cost European provider"}, {"id": "mai-20260917-0816-smoke|c88-m3|deepseek-small|Linode (Akamai)", "prompt": "c88-m3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Linode (Akamai)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "straightforward VPS hosting"}, {"id": "mai-20260917-0816-smoke|c88-m3|google-small|Amazon Web Services (AWS)", "prompt": "c88-m3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **AWS** if you want the most reliable, standard choice with a service for literally every possible use case."}, {"id": "mai-20260917-0816-smoke|c88-m3|google-small|Microsoft Azure", "prompt": "c88-m3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Azure** if your company is fundamentally built on Windows, Office 365, or enterprise Microsoft licensing."}, {"id": "mai-20260917-0816-smoke|c88-m3|google-small|Google Cloud Platform (GCP)", "prompt": "c88-m3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **GCP** if your workload heavily relies on Kubernetes, containers, and complex big data analytics."}, {"id": "mai-20260917-0816-smoke|c88-m3|google-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-m3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **OCI** if you are running massive databases or need raw, cost-effective GPU compute power."}, {"id": "mai-20260917-0816-smoke|c88-m3|google-small|DigitalOcean", "prompt": "c88-m3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For:** Startups, independent developers, and simple web application hosting."}, {"id": "mai-20260917-0816-smoke|c88-m3|google-small|Akamai Cloud Computing (formerly Linode)", "prompt": "c88-m3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Akamai Cloud Computing (formerly Linode)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "robust VPS infrastructure is now backed by one of the world's largest Content Delivery Networks"}, {"id": "mai-20260917-0816-smoke|c88-m3|google-small|Vultr", "prompt": "c88-m3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Offers highly customizable virtual servers and robust bare-metal options across more than 30 global regions."}, {"id": "mai-20260917-0816-smoke|c88-m3|meta-small|AWS", "prompt": "c88-m3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top providers include AWS, DigitalOcean, Kamatera"}, {"id": "mai-20260917-0816-smoke|c88-m3|meta-small|DigitalOcean", "prompt": "c88-m3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top providers include AWS, DigitalOcean, Kamatera"}, {"id": "mai-20260917-0816-smoke|c88-m3|meta-small|Kamatera", "prompt": "c88-m3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Kamatera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top providers include AWS, DigitalOcean, Kamatera, Atlantic.Net"}, {"id": "mai-20260917-0816-smoke|c88-m3|meta-small|Atlantic.Net", "prompt": "c88-m3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Atlantic.Net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Atlantic.Net, Microsoft Azure, Vultr"}, {"id": "mai-20260917-0816-smoke|c88-m3|meta-small|Microsoft Azure", "prompt": "c88-m3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Atlantic.Net, Microsoft Azure, Vultr"}, {"id": "mai-20260917-0816-smoke|c88-m3|meta-small|Vultr", "prompt": "c88-m3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Microsoft Azure, Vultr, Google Cloud Platform"}, {"id": "mai-20260917-0816-smoke|c88-m3|meta-small|Google Cloud Platform", "prompt": "c88-m3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Google Cloud Platform, Linode (Akamai)"}, {"id": "mai-20260917-0816-smoke|c88-m3|meta-small|Linode (Akamai)", "prompt": "c88-m3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Linode (Akamai)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Linode (Akamai), Brightbox, and OVHcloud"}, {"id": "mai-20260917-0816-smoke|c88-m3|meta-small|Brightbox", "prompt": "c88-m3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Brightbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Brightbox, and OVHcloud"}, {"id": "mai-20260917-0816-smoke|c88-m3|meta-small|OVHcloud", "prompt": "c88-m3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "OVHcloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Brightbox, and OVHcloud"}, {"id": "mai-20260917-0816-smoke|c88-m3|minimax-small|Amazon Web Services (AWS)", "prompt": "c88-m3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS** = \"the biggest, most mature, everything-as-a-service\" – ideal when you need the widest range of cloud services"}, {"id": "mai-20260917-0816-smoke|c88-m3|minimax-small|Microsoft Azure", "prompt": "c88-m3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Azure** = \"the Microsoft-centric, hybrid-cloud champion\" – the natural choice for organisations deeply invested in Windows"}, {"id": "mai-20260917-0816-smoke|c88-m3|minimax-small|Google Cloud Platform (GCP)", "prompt": "c88-m3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Google Cloud** = \"the data-analytics & AI powerhouse\" – excels in big-data workloads, machine learning"}, {"id": "mai-20260917-0816-smoke|c88-m3|mistral-small|Amazon Web Services (AWS)", "prompt": "c88-m3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market leader, known for its vast array of services, global reach... AWS is ideal for businesses of all sizes"}, {"id": "mai-20260917-0816-smoke|c88-m3|mistral-small|Microsoft Azure", "prompt": "c88-m3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A close second with 64 regions and 126 availability zones"}, {"id": "mai-20260917-0816-smoke|c88-m3|mistral-small|Google Cloud Platform (GCP)", "prompt": "c88-m3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "renowned for its data analytics, machine learning, and Kubernetes (GKE) capabilities"}, {"id": "mai-20260917-0816-smoke|c88-m3|mistral-small|Alibaba Cloud", "prompt": "c88-m3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Alibaba Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The largest cloud provider in Asia, with 30 regions and 89 availability zones"}, {"id": "mai-20260917-0816-smoke|c88-m3|mistral-small|Oracle Cloud", "prompt": "c88-m3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Oracle Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Known for its high-performance computing and strong database services"}, {"id": "mai-20260917-0816-smoke|c88-m3|mistral-small|IBM Cloud", "prompt": "c88-m3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "IBM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on hybrid cloud and enterprise solutions, with 10 regions and 30 availability zones"}, {"id": "mai-20260917-0816-smoke|c88-m3|mistral-small|Tencent Cloud", "prompt": "c88-m3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Tencent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Popular in China and Asia, with 21 regions and 65 availability zones"}, {"id": "mai-20260917-0816-smoke|c88-m3|mistral-small|OVHcloud", "prompt": "c88-m3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "OVHcloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A European leader with 17 regions and 37 availability zones, known for data sovereignty"}, {"id": "mai-20260917-0816-smoke|c88-m3|mistral-small|DigitalOcean", "prompt": "c88-m3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "A developer-friendly provider... praised for simplicity, affordability, and ease of use"}, {"id": "mai-20260917-0816-smoke|c88-m3|mistral-small|Linode (Akamai)", "prompt": "c88-m3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Linode (Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "known for customizable VPS hosting and high performance"}, {"id": "mai-20260917-0816-smoke|c88-m3|moonshot-small|Amazon Web Services (AWS)", "prompt": "c88-m3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market Position: Largest cloud provider (32% market share) ... Most extensive service catalog (240+ services)"}, {"id": "mai-20260917-0816-smoke|c88-m3|moonshot-small|Microsoft Azure", "prompt": "c88-m3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Azure if: You're already invested in Microsoft products, need strong hybrid cloud capabilities"}, {"id": "mai-20260917-0816-smoke|c88-m3|moonshot-small|Google Cloud Platform (GCP)", "prompt": "c88-m3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose GCP if: You're building AI/ML applications, need superior data analytics"}, {"id": "mai-20260917-0816-smoke|c88-m3|moonshot-small|DigitalOcean", "prompt": "c88-m3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Developers, startups, small-to-medium projects ... Trade-off: Fewer enterprise features compared to Big Three"}, {"id": "mai-20260917-0816-smoke|c88-m3|moonshot-small|Linode (now Akamai)", "prompt": "c88-m3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Linode (now Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Linux enthusiasts, customizable VPS hosting"}, {"id": "mai-20260917-0816-smoke|c88-m3|moonshot-small|Vultr", "prompt": "c88-m3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Global deployment, high-performance on a budget"}, {"id": "mai-20260917-0816-smoke|c88-m3|moonshot-small|Oracle Cloud", "prompt": "c88-m3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Oracle Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strengths: Competitive pricing, strong database services"}, {"id": "mai-20260917-0816-smoke|c88-m3|openai-small|AWS", "prompt": "c88-m3", "model": "openai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "AWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS is usually considered the most comprehensive cloud platform, with the broadest range of services and the deepest ecosystem."}, {"id": "mai-20260917-0816-smoke|c88-m3|openai-small|Microsoft Azure", "prompt": "c88-m3", "model": "openai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Azure is especially strong if you use Microsoft software already"}, {"id": "mai-20260917-0816-smoke|c88-m3|openai-small|Google Cloud", "prompt": "c88-m3", "model": "openai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often chosen for analytics, machine learning, and Kubernetes-based workloads"}, {"id": "mai-20260917-0816-smoke|c88-m3|openai-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-m3", "model": "openai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OCI tends to stand out on price and networking economics"}, {"id": "mai-20260917-0816-smoke|c88-m3|openai-small|IBM Cloud", "prompt": "c88-m3", "model": "openai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "IBM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "commonly associated with regulated industries, hybrid cloud, and OpenShift-based enterprise environments"}, {"id": "mai-20260917-0816-smoke|c88-m3|openai-small|DigitalOcean", "prompt": "c88-m3", "model": "openai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "often a good fit for smaller teams and simpler hosting needs"}, {"id": "mai-20260917-0816-smoke|c88-m3|openai-small|Akamai/Linode", "prompt": "c88-m3", "model": "openai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Akamai/Linode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "known for simpler infrastructure hosting and relatively approachable pricing"}, {"id": "mai-20260917-0816-smoke|c88-m3|xai-small|AWS (Amazon Web Services)", "prompt": "c88-m3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Broadest ecosystem; mature, scalable for any workload. Enterprises/high-traffic sites."}, {"id": "mai-20260917-0816-smoke|c88-m3|xai-small|Microsoft Azure", "prompt": "c88-m3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Seamless Microsoft integration ... Hybrid cloud leader."}, {"id": "mai-20260917-0816-smoke|c88-m3|xai-small|Google Cloud Platform (GCP)", "prompt": "c88-m3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI/ML, big data, analytics powerhouse."}, {"id": "mai-20260917-0816-smoke|c88-m3|xai-small|DigitalOcean", "prompt": "c88-m3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Developer-friendly, simple UI. Predictable pricing for startups/SMBs."}, {"id": "mai-20260917-0816-smoke|c88-m3|xai-small|Linode (Akamai)", "prompt": "c88-m3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Linode (Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Customizable VPS; high performance on budget."}, {"id": "mai-20260917-0816-smoke|c88-m3|xai-small|Vultr", "prompt": "c88-m3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High-performance, bare-metal options. Budget high-perf."}, {"id": "mai-20260917-0816-smoke|c88-m3|xai-small|OVHcloud", "prompt": "c88-m3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "OVHcloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "popular alternatives include **DigitalOcean**, **Linode (Akamai)**, **Vultr**, and **OVHcloud**"}, {"id": "mai-20260917-0816-smoke|c88-m3|xai-small|Hetzner", "prompt": "c88-m3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Hetzner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "DigitalOcean/Hetzner strong for value"}, {"id": "mai-20260917-0816-smoke|c88-m3|zai-small|AWS (Amazon Web Services)", "prompt": "c88-m3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most comprehensive service catalog (~250+ services), broadest global coverage"}, {"id": "mai-20260917-0816-smoke|c88-m3|zai-small|Microsoft Azure", "prompt": "c88-m3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deep integration with Microsoft ecosystem (Office 365, Active Directory)"}, {"id": "mai-20260917-0816-smoke|c88-m3|zai-small|Google Cloud Platform (GCP)", "prompt": "c88-m3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for machine learning workloads, most affordable compute options"}, {"id": "mai-20260917-0816-smoke|c88-m3|zai-small|DigitalOcean", "prompt": "c88-m3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Polished, user-friendly interface, excellent documentation and community, simple pricing"}, {"id": "mai-20260917-0816-smoke|c88-m3|zai-small|Linode (Akamai)", "prompt": "c88-m3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Linode (Akamai)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "High-performance hardware (AMD EPYC processors), no-nonsense approach"}, {"id": "mai-20260917-0816-smoke|c88-m3|zai-small|Vultr", "prompt": "c88-m3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Wide selection of data centers worldwide, specialty instances (bare metal, GPU)"}, {"id": "mai-20260917-0816-smoke|c88-m3|zai-small|OVHcloud", "prompt": "c88-m3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "OVHcloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for European hosting and enterprise needs"}, {"id": "mai-20260917-0816-smoke|c88-m3|zai-small|Hetzner", "prompt": "c88-m3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Hetzner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Excellent value for simple workloads (50-70% cheaper than hyperscalers)"}, {"id": "mai-20260917-0816-smoke|c88-m3|zai-small|Oracle Cloud Infrastructure (OCI)", "prompt": "c88-m3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Oracle Cloud Infrastructure (OCI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Competitive pricing for database-heavy workloads"}, {"id": "mai-20260917-0816-smoke|c88-m3|zai-small|Kamatera", "prompt": "c88-m3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Kamatera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Highly flexible cloud services"}, {"id": "mai-20260917-0816-smoke|c88-m3|zai-small|Cloudways", "prompt": "c88-m3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Cloudways", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Specialized for WordPress and eCommerce platforms"}, {"id": "mai-20260917-0816-smoke|c88-m4|alibaba-small|Vultr", "prompt": "c88-m4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Absolute cheapest scalable option:** `Vultr` (`$2.50–$4/mo`) – best bang-per-dollar"}, {"id": "mai-20260917-0816-smoke|c88-m4|alibaba-small|DigitalOcean", "prompt": "c88-m4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Most balanced for SMBs:** `DigitalOcean` (`$4/mo`) – unbeatable documentation, API, and smooth upgrade path"}, {"id": "mai-20260917-0816-smoke|c88-m4|alibaba-small|Linode (Akamai)", "prompt": "c88-m4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Linode (Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Backed by Akamai's CDN/network, rock-solid uptime SLA, consistent performance"}, {"id": "mai-20260917-0816-smoke|c88-m4|alibaba-small|Hostinger Cloud", "prompt": "c88-m4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hostinger Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Non-technical teams wanting support:** `Hostinger Cloud` (`~$7.19/mo`)"}, {"id": "mai-20260917-0816-smoke|c88-m4|alibaba-small|Atlantic.Net", "prompt": "c88-m4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Atlantic.Net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Companies needing compliance (HIPAA/PCI) | Hybrid options"}, {"id": "mai-20260917-0816-smoke|c88-m4|alibaba-small|Cloudways", "prompt": "c88-m4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Cloudways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "`Hostinger Cloud Startup` or `Cloudways` (~$10–$14/mo). They abstract the infrastructure"}, {"id": "mai-20260917-0816-smoke|c88-m4|alibaba-small|AWS", "prompt": "c88-m4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Egress bandwidth overages can spike bills on AWS/GCP"}, {"id": "mai-20260917-0816-smoke|c88-m4|alibaba-small|GCP", "prompt": "c88-m4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "GCP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Egress bandwidth overages can spike bills on AWS/GCP"}, {"id": "mai-20260917-0816-smoke|c88-m4|alibaba-small|Kamatera", "prompt": "c88-m4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Kamatera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Kamatera & AccuWebHosting have extended trials/sub-`$3` entry nodes"}, {"id": "mai-20260917-0816-smoke|c88-m4|alibaba-small|AccuWebHosting", "prompt": "c88-m4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AccuWebHosting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Kamatera & AccuWebHosting have extended trials/sub-`$3` entry nodes"}, {"id": "mai-20260917-0816-smoke|c88-m4|anthropic-small|AWS (Amazon Web Services)", "prompt": "c88-m4", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Offers a free tier with generous limits for the first 12 months"}, {"id": "mai-20260917-0816-smoke|c88-m4|anthropic-small|Google Cloud", "prompt": "c88-m4", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Also provides a free tier with $300 in credits"}, {"id": "mai-20260917-0816-smoke|c88-m4|anthropic-small|Microsoft Azure", "prompt": "c88-m4", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Microsoft Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers free tier options and pay-as-you-go pricing"}, {"id": "mai-20260917-0816-smoke|c88-m4|anthropic-small|DigitalOcean", "prompt": "c88-m4", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Known for being very affordable and beginner-friendly"}, {"id": "mai-20260917-0816-smoke|c88-m4|anthropic-small|Linode", "prompt": "c88-m4", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers competitive pricing and good performance at lower cost tiers"}, {"id": "mai-20260917-0816-smoke|c88-m4|anthropic-small|Vultr", "prompt": "c88-m4", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Another affordable option with transparent, straightforward pricing"}, {"id": "mai-20260917-0816-smoke|c88-m4|challenger-small|Hostinger", "prompt": "c88-m4", "model": "challenger-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hostinger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hostinger** is the strongest general pick if you want the best mix of low cost and usable cloud performance"}, {"id": "mai-20260917-0816-smoke|c88-m4|challenger-small|Kamatera", "prompt": "c88-m4", "model": "challenger-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Kamatera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want very low starting cost and flexible cloud server sizing"}, {"id": "mai-20260917-0816-smoke|c88-m4|challenger-small|IONOS", "prompt": "c88-m4", "model": "challenger-small", "cat": "cloud-hosting", "variant": "budget", "raw": "IONOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good for a strict budget and basic business hosting needs"}, {"id": "mai-20260917-0816-smoke|c88-m4|challenger-small|DigitalOcean", "prompt": "c88-m4", "model": "challenger-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good for developers or small teams that want simplicity at a low flat rate"}, {"id": "mai-20260917-0816-smoke|c88-m4|challenger-small|OVHcloud", "prompt": "c88-m4", "model": "challenger-small", "cat": "cloud-hosting", "variant": "budget", "raw": "OVHcloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good if minimizing cost matters most and you can accept a more infrastructure-oriented setup"}, {"id": "mai-20260917-0816-smoke|c88-m4|deepseek-small|Hetzner Cloud", "prompt": "c88-m4", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hetzner Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the best raw value on a tight budget, **Hetzner** is hard to beat."}, {"id": "mai-20260917-0816-smoke|c88-m4|deepseek-small|Vultr", "prompt": "c88-m4", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hetzner Cloud** or **Vultr** offer the best price-to-performance"}, {"id": "mai-20260917-0816-smoke|c88-m4|deepseek-small|Kamatera", "prompt": "c88-m4", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Kamatera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "From **$4/month** (1 vCPU, 1GB RAM, 20-30GB SSD). Extremely flexible"}, {"id": "mai-20260917-0816-smoke|c88-m4|deepseek-small|AWS", "prompt": "c88-m4", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with a big cloud provider (**AWS** or **Google Cloud**) free tier... but be careful of cost complexity."}, {"id": "mai-20260917-0816-smoke|c88-m4|deepseek-small|Google Cloud", "prompt": "c88-m4", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Start with a big cloud provider (**AWS** or **Google Cloud**) free tier"}, {"id": "mai-20260917-0816-smoke|c88-m4|deepseek-small|Azure", "prompt": "c88-m4", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Azure VM ≈ **$2.92/month**"}, {"id": "mai-20260917-0816-smoke|c88-m4|deepseek-small|Hostinger", "prompt": "c88-m4", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hostinger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "For an easy, managed experience at low cost, **Hostinger** is the safest pick."}, {"id": "mai-20260917-0816-smoke|c88-m4|deepseek-small|IONOS", "prompt": "c88-m4", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "budget", "raw": "IONOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Hostinger** or **IONOS** — the included control panels, support, and management make them the easiest for non-experts on a budget."}, {"id": "mai-20260917-0816-smoke|c88-m4|deepseek-small|DreamHost", "prompt": "c88-m4", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DreamHost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "From about **$4.50/month** for cloud hosting."}, {"id": "mai-20260917-0816-smoke|c88-m4|google-small|AWS", "prompt": "c88-m4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "A major trap for budget-conscious companies is choosing \"hyperscalers\" like AWS, Google Cloud, or Microsoft Azure"}, {"id": "mai-20260917-0816-smoke|c88-m4|google-small|Google Cloud", "prompt": "c88-m4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "A major trap for budget-conscious companies is choosing \"hyperscalers\" like AWS, Google Cloud, or Microsoft Azure"}, {"id": "mai-20260917-0816-smoke|c88-m4|google-small|Microsoft Azure", "prompt": "c88-m4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Microsoft Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their complex pay-as-you-go pricing, steep learning curves, and high data transfer (egress) fees frequently lead to \"sticker shock\" invoices"}, {"id": "mai-20260917-0816-smoke|c88-m4|google-small|Hetzner", "prompt": "c88-m4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hetzner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Hetzner — *The Absolute King of Value*... Choose **Hetzner** if you have a developer and want the absolute lowest monthly bill"}, {"id": "mai-20260917-0816-smoke|c88-m4|google-small|DigitalOcean", "prompt": "c88-m4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Developer Experience & Predictable Billing"}, {"id": "mai-20260917-0816-smoke|c88-m4|google-small|Cloudways", "prompt": "c88-m4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Cloudways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Managed Cloud for Growing Businesses"}, {"id": "mai-20260917-0816-smoke|c88-m4|google-small|Hostinger (Cloud Startup)", "prompt": "c88-m4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hostinger (Cloud Startup)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Simple Websites & E-Commerce"}, {"id": "mai-20260917-0816-smoke|c88-m4|google-small|Render", "prompt": "c88-m4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Render", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "These are Platform-as-a-Service (PaaS) providers built for modern development teams."}, {"id": "mai-20260917-0816-smoke|c88-m4|google-small|Railway", "prompt": "c88-m4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Railway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "These are Platform-as-a-Service (PaaS) providers built for modern development teams."}, {"id": "mai-20260917-0816-smoke|c88-m4|google-small|Vultr", "prompt": "c88-m4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "They set up and manage cloud infrastructure from providers like DigitalOcean or Vultr for you."}, {"id": "mai-20260917-0816-smoke|c88-m4|google-small|Oracle Cloud \"Always Free\" Tier", "prompt": "c88-m4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Oracle Cloud \"Always Free\" Tier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**not recommended** for mission-critical business production"}, {"id": "mai-20260917-0816-smoke|c88-m4|minimax-small|DigitalOcean", "prompt": "c88-m4", "model": "minimax-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **DigitalOcean** ... Simple pricing, predictable costs, great documentation | Simplest setup | DigitalOcean |"}, {"id": "mai-20260917-0816-smoke|c88-m4|minimax-small|Linode", "prompt": "c88-m4", "model": "minimax-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Linode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Starting price:** $5/month - **Pros:** Competitive pricing, reliable performance, good support"}, {"id": "mai-20260917-0816-smoke|c88-m4|minimax-small|Vultr", "prompt": "c88-m4", "model": "minimax-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| Lowest cost | Vultr |"}, {"id": "mai-20260917-0816-smoke|c88-m4|minimax-small|AWS Free Tier", "prompt": "c88-m4", "model": "minimax-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS Free Tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| Free tier to start | AWS or Google Cloud |"}, {"id": "mai-20260917-0816-smoke|c88-m4|minimax-small|Google Cloud", "prompt": "c88-m4", "model": "minimax-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| Best scalability | AWS or Google Cloud |"}, {"id": "mai-20260917-0816-smoke|c88-m4|minimax-small|Azure", "prompt": "c88-m4", "model": "minimax-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "### 5. **Google Cloud / Azure** - **Free tiers available:** Both offer generous free credits"}, {"id": "mai-20260917-0816-smoke|c88-m4|mistral-small|Kamatera", "prompt": "c88-m4", "model": "mistral-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Kamatera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need the absolute lowest cost, Kamatera or IONOS are your best bets."}, {"id": "mai-20260917-0816-smoke|c88-m4|mistral-small|IONOS", "prompt": "c88-m4", "model": "mistral-small", "cat": "cloud-hosting", "variant": "budget", "raw": "IONOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need the absolute lowest cost, Kamatera or IONOS are your best bets."}, {"id": "mai-20260917-0816-smoke|c88-m4|mistral-small|DreamHost", "prompt": "c88-m4", "model": "mistral-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DreamHost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DreamHost** is another budget-friendly choice, starting at $4.50 per month."}, {"id": "mai-20260917-0816-smoke|c88-m4|mistral-small|Hetzner", "prompt": "c88-m4", "model": "mistral-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For the best balance of price and performance, consider Hetzner or DigitalOcean."}, {"id": "mai-20260917-0816-smoke|c88-m4|mistral-small|DigitalOcean", "prompt": "c88-m4", "model": "mistral-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For the best balance of price and performance, consider Hetzner or DigitalOcean."}, {"id": "mai-20260917-0816-smoke|c88-m4|mistral-small|HostGator", "prompt": "c88-m4", "model": "mistral-small", "cat": "cloud-hosting", "variant": "budget", "raw": "HostGator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "also frequently cited as affordable and reliable options for small businesses"}, {"id": "mai-20260917-0816-smoke|c88-m4|moonshot-small|Hostinger", "prompt": "c88-m4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hostinger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hostinger** is consistently rated as the **Best Budget** option"}, {"id": "mai-20260917-0816-smoke|c88-m4|moonshot-small|OVHcloud", "prompt": "c88-m4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "OVHcloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**OVHcloud** stands out as the cheapest option for web hosting, with plans starting as low as **$1.04/month**"}, {"id": "mai-20260917-0816-smoke|c88-m4|moonshot-small|Dreamhost", "prompt": "c88-m4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Dreamhost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Dreamhost** – Best for storage needs"}, {"id": "mai-20260917-0816-smoke|c88-m4|moonshot-small|SiteGround", "prompt": "c88-m4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "SiteGround", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SiteGround** – Good for daily backups and reliability"}, {"id": "mai-20260917-0816-smoke|c88-m4|moonshot-small|Kamatera", "prompt": "c88-m4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Kamatera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Need maximum flexibility?** → **Kamatera** or **Cloudways**"}, {"id": "mai-20260917-0816-smoke|c88-m4|moonshot-small|Google Cloud (GCP)", "prompt": "c88-m4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need app hosting with minimal budget?** → **Google Cloud Platform** (cheapest compute + automatic discounts)"}, {"id": "mai-20260917-0816-smoke|c88-m4|moonshot-small|Microsoft Azure", "prompt": "c88-m4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Already using Microsoft tools?** → **Azure** (integration savings)"}, {"id": "mai-20260917-0816-smoke|c88-m4|moonshot-small|AWS", "prompt": "c88-m4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Most services available but generally the most expensive; premium pricing"}, {"id": "mai-20260917-0816-smoke|c88-m4|moonshot-small|Cloudways", "prompt": "c88-m4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Cloudways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Kamatera** or **Cloudways** (pay-as-you-go without huge provider complexity)"}, {"id": "mai-20260917-0816-smoke|c88-m4|openai-small|DigitalOcean", "prompt": "c88-m4", "model": "openai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Hetzner Cloud** for cheapest good performance, or **DigitalOcean** if you value ease of use more."}, {"id": "mai-20260917-0816-smoke|c88-m4|openai-small|Hetzner Cloud", "prompt": "c88-m4", "model": "openai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hetzner Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small companies on a tight budget, I'd start with **Hetzner Cloud** for cheapest good performance"}, {"id": "mai-20260917-0816-smoke|c88-m4|openai-small|Linode / Akamai Cloud", "prompt": "c88-m4", "model": "openai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Linode / Akamai Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "straightforward pricing and generally good value"}, {"id": "mai-20260917-0816-smoke|c88-m4|openai-small|AWS Lightsail", "prompt": "c88-m4", "model": "openai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS Lightsail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want **easy path to larger cloud services later**: **AWS Lightsail**"}, {"id": "mai-20260917-0816-smoke|c88-m4|openai-small|Google Cloud / AWS / Azure", "prompt": "c88-m4", "model": "openai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud / AWS / Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "powerful, but usually more expensive and more complex for small-budget teams unless you carefully optimize"}, {"id": "mai-20260917-0816-smoke|c88-m4|xai-small|Hetzner Cloud", "prompt": "c88-m4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hetzner Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hetzner Cloud** stands out as one of the best options for companies on a limited budget"}, {"id": "mai-20260917-0816-smoke|c88-m4|xai-small|Vultr", "prompt": "c88-m4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Close alternatives**: **Vultr**: Starts at $2.50–$5/month"}, {"id": "mai-20260917-0816-smoke|c88-m4|xai-small|DigitalOcean", "prompt": "c88-m4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Beginner-friendly with excellent docs, managed services, and 14 regions."}, {"id": "mai-20260917-0816-smoke|c88-m4|xai-small|Linode (Akamai)", "prompt": "c88-m4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Linode (Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$5/month entry (1GB Nanode). Reliable, 11+ regions, good for scaling."}, {"id": "mai-20260917-0816-smoke|c88-m4|xai-small|Kamatera", "prompt": "c88-m4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Kamatera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Customizable from $4/month (1 vCPU/1GB/20GB). Flexible for small setups."}, {"id": "mai-20260917-0816-smoke|c88-m4|xai-small|AWS", "prompt": "c88-m4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid big clouds like AWS/GCP/Azure for tiny budgets"}, {"id": "mai-20260917-0816-smoke|c88-m4|xai-small|GCP", "prompt": "c88-m4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "GCP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid big clouds like AWS/GCP/Azure for tiny budgets"}, {"id": "mai-20260917-0816-smoke|c88-m4|xai-small|Azure", "prompt": "c88-m4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid big clouds like AWS/GCP/Azure for tiny budgets"}, {"id": "mai-20260917-0816-smoke|c88-m4|xai-small|Hostinger", "prompt": "c88-m4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hostinger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "For managed/shared options, Hostinger or IONOS start under $5 but less \"cloud-like\" scalability."}, {"id": "mai-20260917-0816-smoke|c88-m4|xai-small|IONOS", "prompt": "c88-m4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "IONOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Hostinger or IONOS start under $5 but less \"cloud-like\" scalability"}, {"id": "mai-20260917-0816-smoke|c88-m4|zai-small|Google Cloud Platform (GCP)", "prompt": "c88-m4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For experimentation and initial development: Google Cloud Platform (GCP) or Amazon Web Services (AWS) free tiers."}, {"id": "mai-20260917-0816-smoke|c88-m4|zai-small|Amazon Web Services (AWS)", "prompt": "c88-m4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For experimentation and initial development: Google Cloud Platform (GCP) or Amazon Web Services (AWS) free tiers."}, {"id": "mai-20260917-0816-smoke|c88-m4|zai-small|Kamatera", "prompt": "c88-m4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Kamatera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For small to mid-sized workloads with a simple, beginner-friendly setup: DigitalOcean or Kamatera."}, {"id": "mai-20260917-0816-smoke|c88-m4|zai-small|DigitalOcean", "prompt": "c88-m4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For small to mid-sized workloads with a simple, beginner-friendly setup: DigitalOcean or Kamatera."}, {"id": "mai-20260917-0816-smoke|c88-m4|zai-small|Ionos (1&1)", "prompt": "c88-m4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Ionos (1&1)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For low-cost, predictable pricing with no long-term contracts: Kamatera, Ionos, or DreamHost."}, {"id": "mai-20260917-0816-smoke|c88-m4|zai-small|DreamHost", "prompt": "c88-m4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DreamHost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pay-as-you-go pricing starting at $4.50/month."}, {"id": "mai-20260917-0816-smoke|c88-m5|alibaba-small|AWS", "prompt": "c88-m5", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "AWS and Azure are notorious for high egress fees"}, {"id": "mai-20260917-0816-smoke|c88-m5|alibaba-small|Azure", "prompt": "c88-m5", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "AWS and Azure are notorious for high egress fees"}, {"id": "mai-20260917-0816-smoke|c88-m5|alibaba-small|Linode", "prompt": "c88-m5", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "newer competitors (like Linode or Vultr) are sometimes more transparent here"}, {"id": "mai-20260917-0816-smoke|c88-m5|alibaba-small|Vultr", "prompt": "c88-m5", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "newer competitors (like Linode or Vultr) are sometimes more transparent here"}, {"id": "mai-20260917-0816-smoke|c88-m5|anthropic-small|AWS", "prompt": "c88-m5", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The major providers (AWS, Google Cloud, Microsoft Azure) excel in different areas"}, {"id": "mai-20260917-0816-smoke|c88-m5|anthropic-small|Google Cloud", "prompt": "c88-m5", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The major providers (AWS, Google Cloud, Microsoft Azure) excel in different areas"}, {"id": "mai-20260917-0816-smoke|c88-m5|anthropic-small|Microsoft Azure", "prompt": "c88-m5", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Microsoft Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The major providers (AWS, Google Cloud, Microsoft Azure) excel in different areas"}, {"id": "mai-20260917-0816-smoke|c88-m5|google-small|AWS", "prompt": "c88-m5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Hyperscalers (AWS, Azure, GCP): Best if you need incredibly complex, cutting-edge services... However, they are highly complex and can be very expensive."}, {"id": "mai-20260917-0816-smoke|c88-m5|google-small|Azure", "prompt": "c88-m5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they are highly complex and can be very expensive"}, {"id": "mai-20260917-0816-smoke|c88-m5|google-small|GCP", "prompt": "c88-m5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "GCP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they are highly complex and can be very expensive"}, {"id": "mai-20260917-0816-smoke|c88-m5|google-small|Cloudflare", "prompt": "c88-m5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "others (like Cloudflare, Wasabi, or Linode/Akamai) charge little to nothing"}, {"id": "mai-20260917-0816-smoke|c88-m5|google-small|Wasabi", "prompt": "c88-m5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "others (like Cloudflare, Wasabi, or Linode/Akamai) charge little to nothing"}, {"id": "mai-20260917-0816-smoke|c88-m5|google-small|Linode/Akamai", "prompt": "c88-m5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Linode/Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Alternative/Developer Clouds (DigitalOcean, Akamai/Linode, Vultr): Best for standard web apps, databases, and general compute."}, {"id": "mai-20260917-0816-smoke|c88-m5|google-small|DigitalOcean", "prompt": "c88-m5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Alternative/Developer Clouds (DigitalOcean, Akamai/Linode, Vultr): Best for standard web apps... significantly cheaper, easier to manage"}, {"id": "mai-20260917-0816-smoke|c88-m5|google-small|Vultr", "prompt": "c88-m5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Alternative/Developer Clouds (DigitalOcean, Akamai/Linode, Vultr)"}, {"id": "mai-20260917-0816-smoke|c88-m5|mistral-small|AWS", "prompt": "c88-m5", "model": "mistral-small", "cat": "cloud-hosting", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Send detailed RFPs to top providers (AWS, Azure, GCP, IBM Cloud, Oracle Cloud, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-m5|mistral-small|Azure", "prompt": "c88-m5", "model": "mistral-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Send detailed RFPs to top providers (AWS, Azure, GCP, IBM Cloud, Oracle Cloud, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-m5|mistral-small|GCP", "prompt": "c88-m5", "model": "mistral-small", "cat": "cloud-hosting", "variant": "scale", "raw": "GCP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Send detailed RFPs to top providers (AWS, Azure, GCP, IBM Cloud, Oracle Cloud, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-m5|mistral-small|IBM Cloud", "prompt": "c88-m5", "model": "mistral-small", "cat": "cloud-hosting", "variant": "scale", "raw": "IBM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Send detailed RFPs to top providers (AWS, Azure, GCP, IBM Cloud, Oracle Cloud, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-m5|mistral-small|Oracle Cloud", "prompt": "c88-m5", "model": "mistral-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Oracle Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Send detailed RFPs to top providers (AWS, Azure, GCP, IBM Cloud, Oracle Cloud, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-m5|moonshot-small|AWS", "prompt": "c88-m5", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "free assessment tools (e.g., AWS Migration Evaluator, Azure Migrate)"}, {"id": "mai-20260917-0816-smoke|c88-m5|moonshot-small|Azure", "prompt": "c88-m5", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a Microsoft-heavy shop (Office 365, Active Directory, Windows Server), Azure often offers the smoothest integration."}, {"id": "mai-20260917-0816-smoke|c88-m5|moonshot-small|GCP", "prompt": "c88-m5", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "scale", "raw": "GCP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are Google Workspace-centric, GCP may feel more natural."}, {"id": "mai-20260917-0816-smoke|c88-m5|openai-small|AWS", "prompt": "c88-m5", "model": "openai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "you can use with AWS, Azure, GCP, or any hosting provider."}, {"id": "mai-20260917-0816-smoke|c88-m5|openai-small|Azure", "prompt": "c88-m5", "model": "openai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "you can use with AWS, Azure, GCP, or any hosting provider."}, {"id": "mai-20260917-0816-smoke|c88-m5|openai-small|GCP", "prompt": "c88-m5", "model": "openai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "GCP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "you can use with AWS, Azure, GCP, or any hosting provider."}, {"id": "mai-20260917-0816-smoke|c88-m5|xai-small|AWS", "prompt": "c88-m5", "model": "xai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5**: AWS/Azure/GCP for hyperscalers; niche like DigitalOcean/Linode for simpler needs."}, {"id": "mai-20260917-0816-smoke|c88-m5|xai-small|Azure", "prompt": "c88-m5", "model": "xai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AWS/Azure/GCP for hyperscalers"}, {"id": "mai-20260917-0816-smoke|c88-m5|xai-small|Google Cloud", "prompt": "c88-m5", "model": "xai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., AWS, Azure, Google Cloud, Oracle Cloud, or others"}, {"id": "mai-20260917-0816-smoke|c88-m5|xai-small|Oracle Cloud", "prompt": "c88-m5", "model": "xai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Oracle Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Oracle | Often 50%+ cheaper | High for long-term |"}, {"id": "mai-20260917-0816-smoke|c88-m5|xai-small|DigitalOcean", "prompt": "c88-m5", "model": "xai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "niche like DigitalOcean/Linode for simpler needs"}, {"id": "mai-20260917-0816-smoke|c88-m5|xai-small|Linode", "prompt": "c88-m5", "model": "xai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "niche like DigitalOcean/Linode for simpler needs"}, {"id": "mai-20260917-0816-smoke|c88-m6|alibaba-small|Bluehost", "prompt": "c88-m6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Bluehost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Providers in this group to watch out for: Bluehost"}, {"id": "mai-20260917-0816-smoke|c88-m6|alibaba-small|HostGator", "prompt": "c88-m6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Providers in this group to watch out for: ... HostGator"}, {"id": "mai-20260917-0816-smoke|c88-m6|alibaba-small|Network Solutions", "prompt": "c88-m6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Network Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Providers in this group to watch out for: ... Network Solutions"}, {"id": "mai-20260917-0816-smoke|c88-m6|alibaba-small|FatCow", "prompt": "c88-m6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "FatCow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Providers in this group to watch out for: ... FatCow"}, {"id": "mai-20260917-0816-smoke|c88-m6|alibaba-small|Contabo", "prompt": "c88-m6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Contabo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Users frequently report that actual performance is a fraction of the advertised specs, making it unsuitable for production environments"}, {"id": "mai-20260917-0816-smoke|c88-m6|alibaba-small|Netcup", "prompt": "c88-m6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Netcup", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Often grouped with Contabo; ... budget\" Eastern European providers that can have inconsistent support"}, {"id": "mai-20260917-0816-smoke|c88-m6|alibaba-small|AWS", "prompt": "c88-m6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Most \"major\" cloud providers (like AWS, Google Cloud, Azure, DigitalOcean, Linode/Akamai) are reliable but expensive"}, {"id": "mai-20260917-0816-smoke|c88-m6|alibaba-small|Google Cloud", "prompt": "c88-m6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Most \"major\" cloud providers (like AWS, Google Cloud, Azure ...) are reliable but expensive"}, {"id": "mai-20260917-0816-smoke|c88-m6|alibaba-small|Azure", "prompt": "c88-m6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Most \"major\" cloud providers (like AWS, Google Cloud, Azure ...) are reliable but expensive"}, {"id": "mai-20260917-0816-smoke|c88-m6|alibaba-small|DigitalOcean", "prompt": "c88-m6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For Developer Friendly/Transparent Pricing: DigitalOcean, Vultr, Linode (Akamai), Hetzner."}, {"id": "mai-20260917-0816-smoke|c88-m6|alibaba-small|Linode/Akamai", "prompt": "c88-m6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Linode/Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For Developer Friendly/Transparent Pricing: DigitalOcean, Vultr, Linode (Akamai), Hetzner."}, {"id": "mai-20260917-0816-smoke|c88-m6|alibaba-small|OVHcloud", "prompt": "c88-m6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "OVHcloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "they may suspend your account immediately until you upload a government ID ... often viewed as hostile towards international developers"}, {"id": "mai-20260917-0816-smoke|c88-m6|alibaba-small|Greencloud", "prompt": "c88-m6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Greencloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Smaller, obscure VPS providers sometimes pop up with great reviews on affiliate sites but suffer from sudden shutdowns or refund denial policies"}, {"id": "mai-20260917-0816-smoke|c88-m6|alibaba-small|Vultr", "prompt": "c88-m6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "For Developer Friendly/Transparent Pricing: DigitalOcean, Vultr, Linode (Akamai), Hetzner."}, {"id": "mai-20260917-0816-smoke|c88-m6|alibaba-small|Hetzner", "prompt": "c88-m6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "For Developer Friendly/Transparent Pricing: DigitalOcean, Vultr, Linode (Akamai), Hetzner."}, {"id": "mai-20260917-0816-smoke|c88-m6|alibaba-small|KnownHost", "prompt": "c88-m6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "KnownHost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "For Shared/Beginner Hosting: KnownHost, InMotion (usually preferred over the EIG group)"}, {"id": "mai-20260917-0816-smoke|c88-m6|alibaba-small|InMotion", "prompt": "c88-m6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "InMotion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "For Shared/Beginner Hosting: KnownHost, InMotion (usually preferred over the EIG group)"}, {"id": "mai-20260917-0816-smoke|c88-m6|anthropic-small|GoDaddy", "prompt": "c88-m6", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "a major security outlier\" with multiple disclosed compromises in a multi-year campaign, and billing and exit friction compound the risk"}, {"id": "mai-20260917-0816-smoke|c88-m6|anthropic-small|HostGator", "prompt": "c88-m6", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Complaints highlight long wait times for help and unreliable server speeds."}, {"id": "mai-20260917-0816-smoke|c88-m6|anthropic-small|A2 Hosting", "prompt": "c88-m6", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "negative", "raw": "A2 Hosting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "faces significant scrutiny for inconsistent uptime and frequent downtimes"}, {"id": "mai-20260917-0816-smoke|c88-m6|anthropic-small|IONOS (formerly 1&1)", "prompt": "c88-m6", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "negative", "raw": "IONOS (formerly 1&1)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "behaves unpredictably often enough that it's treated as high-risk"}, {"id": "mai-20260917-0816-smoke|c88-m6|anthropic-small|EIG-owned providers", "prompt": "c88-m6", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "negative", "raw": "EIG-owned providers", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Many users have had to migrate from EIG-owned hosts due to complaints about quality or reliability."}, {"id": "mai-20260917-0816-smoke|c88-m6|challenger-small|GoDaddy", "prompt": "c88-m6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the providers most often flagged as **high-risk** or **worth avoiding with caution** are **GoDaddy**"}, {"id": "mai-20260917-0816-smoke|c88-m6|challenger-small|HostGator", "prompt": "c88-m6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**HostGator** and **Bluehost** are commonly listed by reviewers and community posts as hosts to avoid"}, {"id": "mai-20260917-0816-smoke|c88-m6|challenger-small|Bluehost", "prompt": "c88-m6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Bluehost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "commonly listed by reviewers and community posts as hosts to avoid"}, {"id": "mai-20260917-0816-smoke|c88-m6|challenger-small|Newfold Digital/EIG", "prompt": "c88-m6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Newfold Digital/EIG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "other hosts associated with **Newfold Digital/EIG** ownership"}, {"id": "mai-20260917-0816-smoke|c88-m6|challenger-small|Rackspace", "prompt": "c88-m6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Rackspace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "singled out in community discussion as a \"terrible cloud provider,\" with ... recommendation to choose alternatives like AWS instead"}, {"id": "mai-20260917-0816-smoke|c88-m6|challenger-small|Contabo", "prompt": "c88-m6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Contabo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "show up in user reports with caution flags around account verification, support, and service experience"}, {"id": "mai-20260917-0816-smoke|c88-m6|challenger-small|Cloudways", "prompt": "c88-m6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Cloudways", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "described by one 2026 review as having notable caveats after DigitalOcean's acquisition"}, {"id": "mai-20260917-0816-smoke|c88-m6|challenger-small|OVHcloud", "prompt": "c88-m6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "OVHcloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**OVHcloud** and **Contabo** show up in user reports with caution flags"}, {"id": "mai-20260917-0816-smoke|c88-m6|challenger-small|AWS", "prompt": "c88-m6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "recommendation to choose alternatives like AWS instead"}, {"id": "mai-20260917-0816-smoke|c88-m6|deepseek-small|Contabo", "prompt": "c88-m6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Contabo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "one of the most consistently criticized budget providers... Heavy overselling"}, {"id": "mai-20260917-0816-smoke|c88-m6|deepseek-small|GoDaddy", "prompt": "c88-m6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "its hosting draws criticism for: Outdated technology... Weak security... Frequent outages"}, {"id": "mai-20260917-0816-smoke|c88-m6|deepseek-small|CloudServer.net", "prompt": "c88-m6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "CloudServer.net", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "essentially scam-like. This one you'd want to steer well clear of."}, {"id": "mai-20260917-0816-smoke|c88-m6|deepseek-small|OVHcloud", "prompt": "c88-m6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "OVHcloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Also flagged for overcrowded servers and sluggish CPU performance, similar to Contabo, though generally better uptime."}, {"id": "mai-20260917-0816-smoke|c88-m6|deepseek-small|Alibaba Cloud", "prompt": "c88-m6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Alibaba Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "poor Trustpilot rating, and less relevant in Western markets"}, {"id": "mai-20260917-0816-smoke|c88-m6|deepseek-small|E2E Networks", "prompt": "c88-m6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "E2E Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "long outages, poor support"}, {"id": "mai-20260917-0816-smoke|c88-m6|deepseek-small|IBM Cloud", "prompt": "c88-m6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "IBM Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "often cited as poor value in performance/price comparisons"}, {"id": "mai-20260917-0816-smoke|c88-m6|deepseek-small|Newfold/EIG-brand hosts", "prompt": "c88-m6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Newfold/EIG-brand hosts", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "commonly criticized for budget traps, hidden fees, and \"support theater\""}, {"id": "mai-20260917-0816-smoke|c88-m6|deepseek-small|Hetzner", "prompt": "c88-m6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Hetzner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Hetzner is frequently recommended as the reliable alternative to Contabo — it's praised as \"boringly reliable\""}, {"id": "mai-20260917-0816-smoke|c88-m6|deepseek-small|AWS", "prompt": "c88-m6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "the major hyperscalers (AWS, Google Cloud, Azure) are generally the safe choices for reliability"}, {"id": "mai-20260917-0816-smoke|c88-m6|deepseek-small|Google Cloud", "prompt": "c88-m6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "the major hyperscalers (AWS, Google Cloud, Azure) are generally the safe choices for reliability"}, {"id": "mai-20260917-0816-smoke|c88-m6|deepseek-small|Azure", "prompt": "c88-m6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "the major hyperscalers (AWS, Google Cloud, Azure) are generally the safe choices for reliability"}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|HostGator", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid them: Sluggish performance... Predatory pricing"}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|Bluehost", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Bluehost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The \"Host Acquisition\" Trap (Newfold Digital & GoDaddy)"}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|iPage", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "iPage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Brands like HostGator, Bluehost, iPage, HostMonster, and GoDaddy."}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|HostMonster", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostMonster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Brands like HostGator, Bluehost, iPage, HostMonster, and GoDaddy."}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|GoDaddy", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why to avoid them: Sluggish performance"}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|Newfold Digital", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Newfold Digital", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "owned by a massive parent conglomerate called Newfold Digital (formerly EIG)"}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|Vercel", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Vercel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "High-Markup PaaS Platforms at Scale (Vercel, Render) ... Why to be cautious: Surprise \"Bill Shock\""}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|Render", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Render", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "High-Markup PaaS Platforms at Scale (Vercel, Render)"}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|Heroku", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Heroku", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "making it a platform you should avoid migrating into"}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|AWS", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "terrible for beginners or solo developers who do not have dedicated DevOps support"}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|Google Cloud", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Hyper-scalers for Beginners (AWS, Google Cloud, Azure) ... Why to be cautious: Extreme complexity"}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|Azure", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "No hard spending limits: Unlike consumer services, AWS, GCP, and Azure do not have \"hard stops\" on billing"}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|KnownHost", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "KnownHost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Look for independent, highly-rated hosts like KnownHost, Kinsta, or WP Engine"}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|Kinsta", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Kinsta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Look for independent, highly-rated hosts like KnownHost, Kinsta, or WP Engine"}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|WP Engine", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "WP Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "WP Engine (for managed WordPress)"}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|Hetzner", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Hetzner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "Hetzner (unmatched price-to-performance in Europe/US)"}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|DigitalOcean", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "For affordable developer VPS/Cloud: Hetzner..., DigitalOcean, or Linode (Akamai)"}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|Linode (Akamai)", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Linode (Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "DigitalOcean, or Linode (Akamai)"}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|Coolify", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Coolify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "Try connecting a VPS to an open-source tool like Coolify or Dokku"}, {"id": "mai-20260917-0816-smoke|c88-m6|google-small|Dokku", "prompt": "c88-m6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Dokku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "Try connecting a VPS to an open-source tool like Coolify or Dokku"}, {"id": "mai-20260917-0816-smoke|c88-m6|meta-small|Rackspace", "prompt": "c88-m6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Rackspace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "list of cloud hosting providers that users should avoid or be cautious about"}, {"id": "mai-20260917-0816-smoke|c88-m6|meta-small|Endurance International Group (EIG)", "prompt": "c88-m6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Endurance International Group (EIG)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "list of cloud hosting providers that users should avoid or be cautious about"}, {"id": "mai-20260917-0816-smoke|c88-m6|meta-small|GoDaddy", "prompt": "c88-m6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "It's recommended to avoid or be cautious when using these providers."}, {"id": "mai-20260917-0816-smoke|c88-m6|meta-small|HostGator", "prompt": "c88-m6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "It's recommended to avoid or be cautious when using these providers."}, {"id": "mai-20260917-0816-smoke|c88-m6|meta-small|Bluehost", "prompt": "c88-m6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Bluehost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "It's recommended to avoid or be cautious when using these providers."}, {"id": "mai-20260917-0816-smoke|c88-m6|meta-small|Inmotion Hosting", "prompt": "c88-m6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Inmotion Hosting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "It's recommended to avoid or be cautious when using these providers."}, {"id": "mai-20260917-0816-smoke|c88-m6|meta-small|EdgeVirt", "prompt": "c88-m6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "EdgeVirt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "It's recommended to avoid or be cautious when using these providers."}, {"id": "mai-20260917-0816-smoke|c88-m6|meta-small|OVHCloud", "prompt": "c88-m6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "OVHCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "criticized for various reasons such as poor customer service, slow performance, major outages, and privacy intrusion"}, {"id": "mai-20260917-0816-smoke|c88-m6|minimax-small|E2E Networks", "prompt": "c88-m6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "E2E Networks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Rated ~2.3/5 on Trustpilot, reports of extended downtime"}, {"id": "mai-20260917-0816-smoke|c88-m6|minimax-small|Contabo", "prompt": "c88-m6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Contabo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Multiple complaints about poor customer support, frequent downtime, slow server performance"}, {"id": "mai-20260917-0816-smoke|c88-m6|minimax-small|CreeperCastle", "prompt": "c88-m6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "CreeperCastle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Called a \"scam\" in reviews, constant server overload issues"}, {"id": "mai-20260917-0816-smoke|c88-m6|minimax-small|Play2Go Cloud", "prompt": "c88-m6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Play2Go Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Questionable stability according to user reviews"}, {"id": "mai-20260917-0816-smoke|c88-m6|minimax-small|AWS", "prompt": "c88-m6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "US-East-1 region has had multiple high-impact incidents"}, {"id": "mai-20260917-0816-smoke|c88-m6|minimax-small|Azure", "prompt": "c88-m6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Highest number of outages among the three in recent years"}, {"id": "mai-20260917-0816-smoke|c88-m6|minimax-small|GCP", "prompt": "c88-m6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GCP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Generally fewer incidents but has had significant regional failures"}, {"id": "mai-20260917-0816-smoke|c88-m6|minimax-small|SiteGround", "prompt": "c88-m6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "SiteGround", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use well-established providers - SiteGround, Kinsta, Cloudways, Hetzner, DigitalOcean have better track records"}, {"id": "mai-20260917-0816-smoke|c88-m6|minimax-small|Kinsta", "prompt": "c88-m6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Kinsta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SiteGround, Kinsta, Cloudways, Hetzner, DigitalOcean have better track records"}, {"id": "mai-20260917-0816-smoke|c88-m6|minimax-small|Cloudways", "prompt": "c88-m6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Cloudways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "SiteGround, Kinsta, Cloudways, Hetzner, DigitalOcean have better track records"}, {"id": "mai-20260917-0816-smoke|c88-m6|minimax-small|Hetzner", "prompt": "c88-m6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "SiteGround, Kinsta, Cloudways, Hetzner, DigitalOcean have better track records"}, {"id": "mai-20260917-0816-smoke|c88-m6|minimax-small|DigitalOcean", "prompt": "c88-m6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "SiteGround, Kinsta, Cloudways, Hetzner, DigitalOcean have better track records"}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|IBM Cloud", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "IBM Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Criticized for poor value compared to competitors"}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|OVHCloud", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "OVHCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users report disappointment with both performance and support"}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|Alibaba Cloud", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Alibaba Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "noted for being less relevant in Western markets"}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|Tencent Cloud", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Tencent Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "noted for being less relevant in Western markets"}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|Endurance International Group (EIG)", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Endurance International Group (EIG)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "EIG is known for overloading servers, leading to slow performance, major outages, and poor customer support"}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|2slick", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "2slick", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Some EIG-owned properties include: 2slick"}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|HostMonster", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostMonster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Some EIG-owned properties include ... HostMonster"}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|Bluehost", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Bluehost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Some EIG-owned properties include ... Bluehost"}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|iPage", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "iPage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Some EIG-owned properties include ... iPage"}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|JustHost", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "JustHost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Some EIG-owned properties include ... JustHost"}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|FatCow", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "FatCow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Some EIG-owned properties include ... FatCow"}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|EdgeVirt", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "EdgeVirt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Users report issues with VPS not booting, non-existent support, and unrefunded payments"}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|Hetzner", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Hetzner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Providers generally recommended instead:** Hetzner, DigitalOcean, Linode..."}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|DigitalOcean", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Providers generally recommended instead:** Hetzner, DigitalOcean, Linode..."}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|Linode", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "frequently praised for better performance, support, and value"}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|SiteGround", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "SiteGround", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "frequently praised for better performance, support, and value"}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|Kinsta", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Kinsta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "frequently praised for better performance, support, and value"}, {"id": "mai-20260917-0816-smoke|c88-m6|mistral-small|Contabo", "prompt": "c88-m6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Contabo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Contabo (for VPS) are frequently praised for better performance, support, and value"}, {"id": "mai-20260917-0816-smoke|c88-m6|moonshot-small|SurferCloud", "prompt": "c88-m6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "SurferCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**SurferCloud** - AVOID"}, {"id": "mai-20260917-0816-smoke|c88-m6|moonshot-small|CloudAtCost", "prompt": "c88-m6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "CloudAtCost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**CloudAtCost** - AVOID"}, {"id": "mai-20260917-0816-smoke|c88-m6|moonshot-small|NexusVM", "prompt": "c88-m6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "NexusVM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**NexusVM** - AVOID"}, {"id": "mai-20260917-0816-smoke|c88-m6|moonshot-small|CloudCone", "prompt": "c88-m6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "CloudCone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**CloudCone** - BE CAUTIOUS"}, {"id": "mai-20260917-0816-smoke|c88-m6|moonshot-small|HostLiger", "prompt": "c88-m6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostLiger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**HostLiger** - BE CAUTIOUS"}, {"id": "mai-20260917-0816-smoke|c88-m6|moonshot-small|AWS/GCP/Azure", "prompt": "c88-m6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS/GCP/Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "While reliable, some users report declining support quality and increasing complexity/costs"}, {"id": "mai-20260917-0816-smoke|c88-m6|moonshot-small|Cloudways", "prompt": "c88-m6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Cloudways", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Post-acquisition concerns include high CPU usage, limited integrations, ~220% markup on underlying resources, and allegedly fake reviews"}, {"id": "mai-20260917-0816-smoke|c88-m6|moonshot-small|Hostinger", "prompt": "c88-m6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Hostinger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Reports of unjust account suspensions and denial of backup access leading to significant data loss"}, {"id": "mai-20260917-0816-smoke|c88-m6|moonshot-small|SiteGround", "prompt": "c88-m6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "SiteGround", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**SiteGround** - Good uptime and support"}, {"id": "mai-20260917-0816-smoke|c88-m6|moonshot-small|Kinsta", "prompt": "c88-m6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Kinsta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Kinsta** - Premium managed WordPress on Google Cloud"}, {"id": "mai-20260917-0816-smoke|c88-m6|moonshot-small|DigitalOcean", "prompt": "c88-m6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**DigitalOcean** - Developer-friendly"}, {"id": "mai-20260917-0816-smoke|c88-m6|moonshot-small|Vultr", "prompt": "c88-m6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Vultr** - High performance, budget-friendly"}, {"id": "mai-20260917-0816-smoke|c88-m6|moonshot-small|Linode (Akamai)", "prompt": "c88-m6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Linode (Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Linode (Akamai)** - Customizable VPS"}, {"id": "mai-20260917-0816-smoke|c88-m6|moonshot-small|Hetzner", "prompt": "c88-m6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Hetzner** - Reliable European option"}, {"id": "mai-20260917-0816-smoke|c88-m6|xai-small|AWS", "prompt": "c88-m6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "AWS/Azure/GCP: Vendor lock-in, complex billing (bill shock), outages (AWS us-east-1 prone)"}, {"id": "mai-20260917-0816-smoke|c88-m6|xai-small|Azure", "prompt": "c88-m6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Vendor lock-in, complex billing (bill shock), outages"}, {"id": "mai-20260917-0816-smoke|c88-m6|xai-small|Google Cloud", "prompt": "c88-m6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AWS/Azure/GCP: Vendor lock-in, complex billing (bill shock), outages"}, {"id": "mai-20260917-0816-smoke|c88-m6|xai-small|Oracle", "prompt": "c88-m6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Oracle Cloud: Dropped from benchmarks for poor value; mixed support complaints."}, {"id": "mai-20260917-0816-smoke|c88-m6|xai-small|Bluehost", "prompt": "c88-m6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Bluehost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Oversold shared/cloud servers lead to poor performance/uptime; notorious for slow support, outages"}, {"id": "mai-20260917-0816-smoke|c88-m6|xai-small|HostGator", "prompt": "c88-m6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Blacklisted in many \"hosts to avoid\" lists since ~2015"}, {"id": "mai-20260917-0816-smoke|c88-m6|xai-small|iPage", "prompt": "c88-m6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "iPage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Blacklisted in many \"hosts to avoid\" lists since ~2015"}, {"id": "mai-20260917-0816-smoke|c88-m6|xai-small|Domain.com", "prompt": "c88-m6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Domain.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Blacklisted in many \"hosts to avoid\" lists since ~2015"}, {"id": "mai-20260917-0816-smoke|c88-m6|xai-small|A Small Orange", "prompt": "c88-m6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "A Small Orange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Blacklisted in many \"hosts to avoid\" lists since ~2015"}, {"id": "mai-20260917-0816-smoke|c88-m6|xai-small|OVHcloud", "prompt": "c88-m6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "OVHcloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Good pricing but high risk for email/hosting."}, {"id": "mai-20260917-0816-smoke|c88-m6|xai-small|Contabo", "prompt": "c88-m6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Contabo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Budget VPS with reports of blacklisted IP ranges ... Fine for non-email use but risky."}, {"id": "mai-20260917-0816-smoke|c88-m6|xai-small|DigitalOcean", "prompt": "c88-m6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Lower reliability scores ... recycled IPs often blacklisted ... better for devs okay with self-managing"}, {"id": "mai-20260917-0816-smoke|c88-m6|xai-small|Vercel", "prompt": "c88-m6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Vercel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Vercel/Cloudflare: High recent incidents (e.g., 233/110 in 90-day data)."}, {"id": "mai-20260917-0816-smoke|c88-m6|xai-small|Cloudflare", "prompt": "c88-m6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Vercel/Cloudflare: High recent incidents"}, {"id": "mai-20260917-0816-smoke|c88-m6|xai-small|Linode", "prompt": "c88-m6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "DigitalOcean/Linode/Vultr for simple VPS (test IPs first)"}, {"id": "mai-20260917-0816-smoke|c88-m6|xai-small|Vultr", "prompt": "c88-m6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "For startups, Hetzner or Vultr score well in perf/price."}, {"id": "mai-20260917-0816-smoke|c88-m6|xai-small|Hetzner", "prompt": "c88-m6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "For startups, Hetzner or Vultr score well in perf/price."}, {"id": "mai-20260917-0816-smoke|c88-m6|zai-small|Arubacloud", "prompt": "c88-m6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Arubacloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Trustpilot Rating:** Poor (2.4/5) - **Issues:** Slow panel... frequent downtime, and confusing/scammy pricing"}, {"id": "mai-20260917-0816-smoke|c88-m6|zai-small|OVHcloud", "prompt": "c88-m6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "OVHcloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Has improved to 99.96% uptime, but should still be monitored"}, {"id": "mai-20260917-0816-smoke|c88-m6|zai-small|Cloudways", "prompt": "c88-m6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Cloudways", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Slow response times, unhelpful bot interactions, and poor customer service overall"}, {"id": "mai-20260917-0816-smoke|c88-m6|zai-small|Hetzner Online GmbH", "prompt": "c88-m6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Hetzner Online GmbH", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Great server performance and affordable pricing... Concerns: Slow customer service responses"}, {"id": "mai-20260917-0816-smoke|c88-m6|zai-small|Newfold Digital (formerly EIG)", "prompt": "c88-m6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Newfold Digital (formerly EIG)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Private equity-driven roll-up strategy with consistently poor customer support"}, {"id": "mai-20260917-0816-smoke|c88-m6|zai-small|Bluehost", "prompt": "c88-m6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Bluehost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "owns/has acquired **60+ brands** including Bluehost... consistently poor customer support"}, {"id": "mai-20260917-0816-smoke|c88-m6|zai-small|HostGator", "prompt": "c88-m6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "including Bluehost, HostGator, HostMonster, iPage... consistently poor customer support"}, {"id": "mai-20260917-0816-smoke|c88-m6|zai-small|HostMonster", "prompt": "c88-m6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostMonster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "including Bluehost, HostGator, HostMonster, iPage, FatCow"}, {"id": "mai-20260917-0816-smoke|c88-m6|zai-small|iPage", "prompt": "c88-m6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "iPage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "including Bluehost, HostGator, HostMonster, iPage, FatCow, JustHost"}, {"id": "mai-20260917-0816-smoke|c88-m6|zai-small|FatCow", "prompt": "c88-m6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "FatCow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "iPage, FatCow, JustHost, Site5, and A Small Orange"}, {"id": "mai-20260917-0816-smoke|c88-m6|zai-small|JustHost", "prompt": "c88-m6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "JustHost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "FatCow, JustHost, Site5, and A Small Orange"}, {"id": "mai-20260917-0816-smoke|c88-m6|zai-small|Site5", "prompt": "c88-m6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Site5", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "JustHost, Site5, and A Small Orange"}, {"id": "mai-20260917-0816-smoke|c88-m6|zai-small|A Small Orange", "prompt": "c88-m6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "A Small Orange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Site5, and A Small Orange"}, {"id": "mai-20260917-0816-smoke|c88-m6|zai-small|AWS", "prompt": "c88-m6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "The major cloud providers (AWS, Azure, Google Cloud) generally have better security infrastructure and support"}, {"id": "mai-20260917-0816-smoke|c88-m6|zai-small|Azure", "prompt": "c88-m6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "The major cloud providers (AWS, Azure, Google Cloud) generally have better security infrastructure and support"}, {"id": "mai-20260917-0816-smoke|c88-m6|zai-small|Google Cloud", "prompt": "c88-m6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "The major cloud providers (AWS, Azure, Google Cloud) generally have better security infrastructure and support"}, {"id": "mai-20260917-0816-smoke|c88-s1|alibaba-small|DigitalOcean", "prompt": "c88-s1", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Choice: **DigitalOcean**"}, {"id": "mai-20260917-0816-smoke|c88-s1|alibaba-small|Amazon Web Services (AWS)", "prompt": "c88-s1", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Long-Term Scalability: **Amazon Web Services (AWS)**"}, {"id": "mai-20260917-0816-smoke|c88-s1|alibaba-small|Azure", "prompt": "c88-s1", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-Centric Teams: **Azure**"}, {"id": "mai-20260917-0816-smoke|c88-s1|alibaba-small|Vultr", "prompt": "c88-s1", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Vultr** | High-performance global deployment | ~$2.50 / mo |"}, {"id": "mai-20260917-0816-smoke|c88-s1|anthropic-small|AWS (Amazon Web Services)", "prompt": "c88-s1", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "direct", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "can be complex and expensive for small teams"}, {"id": "mai-20260917-0816-smoke|c88-s1|anthropic-small|Microsoft Azure", "prompt": "c88-s1", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're heavily invested in Microsoft products or need enterprise-grade compliance, Azure might be better"}, {"id": "mai-20260917-0816-smoke|c88-s1|anthropic-small|Google Cloud Platform", "prompt": "c88-s1", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Competitive pricing, excellent data analytics and AI capabilities"}, {"id": "mai-20260917-0816-smoke|c88-s1|anthropic-small|DigitalOcean", "prompt": "c88-s1", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**DigitalOcean** offers the best balance of affordability, ease of use, and sufficient features"}, {"id": "mai-20260917-0816-smoke|c88-s1|anthropic-small|Linode", "prompt": "c88-s1", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Straightforward pricing, good performance, developer-friendly"}, {"id": "mai-20260917-0816-smoke|c88-s1|anthropic-small|Heroku", "prompt": "c88-s1", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Heroku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Great for quick app deployment, best if you want minimal DevOps overhead"}, {"id": "mai-20260917-0816-smoke|c88-s1|anthropic-small|Hetzner", "prompt": "c88-s1", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Hetzner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "DigitalOcean, Linode, or Hetzner for budget-conscious operations"}, {"id": "mai-20260917-0816-smoke|c88-s1|challenger-small|DreamHost", "prompt": "c88-s1", "model": "challenger-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DreamHost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose DreamHost unless you specifically need compliance-heavy hosting or more hands-on managed support"}, {"id": "mai-20260917-0816-smoke|c88-s1|challenger-small|ScalaHosting", "prompt": "c88-s1", "model": "challenger-small", "cat": "cloud-hosting", "variant": "direct", "raw": "ScalaHosting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a very balanced managed option: ScalaHosting"}, {"id": "mai-20260917-0816-smoke|c88-s1|challenger-small|Atlantic.Net", "prompt": "c88-s1", "model": "challenger-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Atlantic.Net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if compliance and support are top priorities: Atlantic.Net"}, {"id": "mai-20260917-0816-smoke|c88-s1|deepseek-small|Hostinger Cloud", "prompt": "c88-s1", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Hostinger Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hostinger Cloud** for the best price-to-value."}, {"id": "mai-20260917-0816-smoke|c88-s1|deepseek-small|Cloudways", "prompt": "c88-s1", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Cloudways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudways** if you want to sit on top of a major cloud backend."}, {"id": "mai-20260917-0816-smoke|c88-s1|deepseek-small|Amazon Web Services (AWS)", "prompt": "c88-s1", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're a **B2B SaaS startup planning major growth**, **AWS** is likely the better long-term foundation"}, {"id": "mai-20260917-0816-smoke|c88-s1|deepseek-small|SiteGround", "prompt": "c88-s1", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "direct", "raw": "SiteGround", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. SiteGround** (great support) - Excellent, highly rated customer support"}, {"id": "mai-20260917-0816-smoke|c88-s1|deepseek-small|GCP", "prompt": "c88-s1", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "direct", "raw": "GCP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "choose *managed* hosting (Hostinger, Cloudways, SiteGround) over raw infrastructure (AWS, GCP)"}, {"id": "mai-20260917-0816-smoke|c88-s1|google-small|Cloudways", "prompt": "c88-s1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Cloudways", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudways (Best Overall for Websites)... We have zero IT staff and just need a fast, secure website/portal: Choose **Cloudways**."}, {"id": "mai-20260917-0816-smoke|c88-s1|google-small|Kinsta", "prompt": "c88-s1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Kinsta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kinsta (Best for Premium managed WordPress)"}, {"id": "mai-20260917-0816-smoke|c88-s1|google-small|Hostinger Cloud", "prompt": "c88-s1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Hostinger Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hostinger Cloud (Best Budget Option)"}, {"id": "mai-20260917-0816-smoke|c88-s1|google-small|Render", "prompt": "c88-s1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Render", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Render or Railway (Best PaaS)"}, {"id": "mai-20260917-0816-smoke|c88-s1|google-small|Railway", "prompt": "c88-s1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Railway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Render or Railway (Best PaaS)"}, {"id": "mai-20260917-0816-smoke|c88-s1|google-small|DigitalOcean App Platform", "prompt": "c88-s1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean App Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A highly reliable hybrid option that bridges the gap between pure PaaS simplicity and raw cloud server control."}, {"id": "mai-20260917-0816-smoke|c88-s1|google-small|Atlantic.Net", "prompt": "c88-s1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Atlantic.Net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Highly rated for small and mid-sized B2B companies... 100% uptime SLA"}, {"id": "mai-20260917-0816-smoke|c88-s1|google-small|DigitalOcean", "prompt": "c88-s1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "We have developers, want predictable pricing, and need simple cloud servers: Choose **DigitalOcean**."}, {"id": "mai-20260917-0816-smoke|c88-s1|google-small|Microsoft Azure", "prompt": "c88-s1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Our client base demands Microsoft-level security and active directory integration: Choose **Microsoft Azure**."}, {"id": "mai-20260917-0816-smoke|c88-s1|google-small|Amazon Web Services (AWS)", "prompt": "c88-s1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "warning:** it has a steep learning curve and is highly complex. If misconfigured, you can easily rack up massive, unexpected bandwidth and API fees."}, {"id": "mai-20260917-0816-smoke|c88-s1|google-small|Google Cloud", "prompt": "c88-s1", "model": "google-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "host your site on top of top-tier cloud infrastructures like DigitalOcean, AWS, or Google Cloud"}, {"id": "mai-20260917-0816-smoke|c88-s1|meta-small|Amazon Web Services (AWS)", "prompt": "c88-s1", "model": "meta-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best cloud hosting provider for a small B2B company is Amazon Web Services (AWS) or Atlantic.Net."}, {"id": "mai-20260917-0816-smoke|c88-s1|meta-small|Atlantic.Net", "prompt": "c88-s1", "model": "meta-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Atlantic.Net", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The best cloud hosting provider for a small B2B company is Amazon Web Services (AWS) or Atlantic.Net."}, {"id": "mai-20260917-0816-smoke|c88-s1|minimax-small|AWS (Amazon Web Services)", "prompt": "c88-s1", "model": "minimax-small", "cat": "cloud-hosting", "variant": "direct", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need enterprise-grade features and have the budget, **AWS** or **Azure** provide the most robust infrastructure"}, {"id": "mai-20260917-0816-smoke|c88-s1|minimax-small|Microsoft Azure", "prompt": "c88-s1", "model": "minimax-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS** or **Azure** provide the most robust infrastructure for future growth"}, {"id": "mai-20260917-0816-smoke|c88-s1|minimax-small|Google Cloud", "prompt": "c88-s1", "model": "minimax-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong performance, good data analytics tools, competitive pricing"}, {"id": "mai-20260917-0816-smoke|c88-s1|minimax-small|DigitalOcean", "prompt": "c88-s1", "model": "minimax-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd suggest starting with **DigitalOcean** or **AWS Lightsail** for simplicity and cost-effectiveness"}, {"id": "mai-20260917-0816-smoke|c88-s1|minimax-small|Linode", "prompt": "c88-s1", "model": "minimax-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget-friendly, straightforward, good performance"}, {"id": "mai-20260917-0816-smoke|c88-s1|minimax-small|Vultr", "prompt": "c88-s1", "model": "minimax-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Competitive pricing, global data centers"}, {"id": "mai-20260917-0816-smoke|c88-s1|minimax-small|AWS Lightsail", "prompt": "c88-s1", "model": "minimax-small", "cat": "cloud-hosting", "variant": "direct", "raw": "AWS Lightsail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "starting with **DigitalOcean** or **AWS Lightsail** for simplicity and cost-effectiveness"}, {"id": "mai-20260917-0816-smoke|c88-s1|mistral-small|Amazon Web Services (AWS)", "prompt": "c88-s1", "model": "mistral-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best cloud hosting provider is generally considered to be **Amazon Web Services (AWS)**"}, {"id": "mai-20260917-0816-smoke|c88-s1|mistral-small|Google Cloud", "prompt": "c88-s1", "model": "mistral-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Would you like a comparison with other providers like Google Cloud or Microsoft Azure"}, {"id": "mai-20260917-0816-smoke|c88-s1|mistral-small|Microsoft Azure", "prompt": "c88-s1", "model": "mistral-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Would you like a comparison with other providers like Google Cloud or Microsoft Azure"}, {"id": "mai-20260917-0816-smoke|c88-s1|moonshot-small|DigitalOcean", "prompt": "c88-s1", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation:** Start with **DigitalOcean** if you're pre-product-market-fit and want simplicity."}, {"id": "mai-20260917-0816-smoke|c88-s1|moonshot-small|AWS (Amazon Web Services)", "prompt": "c88-s1", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "direct", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Migrate to **AWS** when you're ready to scale and sell to enterprise customers"}, {"id": "mai-20260917-0816-smoke|c88-s1|moonshot-small|Atlantic.Net", "prompt": "c88-s1", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Atlantic.Net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Atlantic.Net** - Best for Compliance-First Workloads"}, {"id": "mai-20260917-0816-smoke|c88-s1|moonshot-small|Microsoft Azure", "prompt": "c88-s1", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Microsoft Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Already using Microsoft 365/Office | **Microsoft Azure**"}, {"id": "mai-20260917-0816-smoke|c88-s1|openai-small|DigitalOcean", "prompt": "c88-s1", "model": "openai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B company without a dedicated infrastructure team**, I'd usually start with **DigitalOcean** for simplicity"}, {"id": "mai-20260917-0816-smoke|c88-s1|openai-small|AWS", "prompt": "c88-s1", "model": "openai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose AWS** if you want: the widest range of services"}, {"id": "mai-20260917-0816-smoke|c88-s1|openai-small|Azure", "prompt": "c88-s1", "model": "openai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Azure** if your company already lives in Microsoft 365, Entra ID, or Windows-heavy tooling."}, {"id": "mai-20260917-0816-smoke|c88-s1|openai-small|Google Cloud", "prompt": "c88-s1", "model": "openai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Google Cloud** if your workload is analytics-heavy, data-heavy, or ML-oriented."}, {"id": "mai-20260917-0816-smoke|c88-s1|xai-small|DigitalOcean", "prompt": "c88-s1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **DigitalOcean** as the top pick"}, {"id": "mai-20260917-0816-smoke|c88-s1|xai-small|Vultr", "prompt": "c88-s1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ultra-cheap/global**: Vultr."}, {"id": "mai-20260917-0816-smoke|c88-s1|xai-small|Linode (Akamai)", "prompt": "c88-s1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Linode (Akamai)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Linode (Akamai)** | $5/mo | Reliable compute | Strong hardware, enterprise backing | Acquired feel, less buzz |"}, {"id": "mai-20260917-0816-smoke|c88-s1|xai-small|AWS Lightsail", "prompt": "c88-s1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "AWS Lightsail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Future AWS growth**: Lightsail."}, {"id": "mai-20260917-0816-smoke|c88-s1|xai-small|Cloudways", "prompt": "c88-s1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Cloudways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If managed/no ops**: Cloudways"}, {"id": "mai-20260917-0816-smoke|c88-s1|xai-small|Hostinger", "prompt": "c88-s1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Hostinger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If managed/no ops**: Cloudways or Hostinger"}, {"id": "mai-20260917-0816-smoke|c88-s1|xai-small|AWS", "prompt": "c88-s1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "AWS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid full AWS/GCP/Azure initially—overkill, steep learning curve, surprise bills"}, {"id": "mai-20260917-0816-smoke|c88-s1|xai-small|GCP", "prompt": "c88-s1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "GCP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid full AWS/GCP/Azure initially—overkill"}, {"id": "mai-20260917-0816-smoke|c88-s1|xai-small|Azure", "prompt": "c88-s1", "model": "xai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Azure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid full AWS/GCP/Azure initially—overkill"}, {"id": "mai-20260917-0816-smoke|c88-s1|zai-small|DigitalOcean", "prompt": "c88-s1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a managed, developer-friendly cloud with an intuitive interface and managed services: → **DigitalOcean**"}, {"id": "mai-20260917-0816-smoke|c88-s1|zai-small|AWS Lightsail", "prompt": "c88-s1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "AWS Lightsail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(or AWS Lightsail if you're already in the AWS ecosystem)"}, {"id": "mai-20260917-0816-smoke|c88-s1|zai-small|Azure App Service", "prompt": "c88-s1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Azure App Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your B2B stack is deeply tied to Microsoft: → **Azure App Service**"}, {"id": "mai-20260917-0816-smoke|c88-s1|zai-small|Hetzner", "prompt": "c88-s1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best value per dollar and are comfortable managing your own servers: → **Hetzner**"}, {"id": "mai-20260917-0816-smoke|c88-s1|zai-small|Linode (Akamai)", "prompt": "c88-s1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Linode (Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or **Linode** for global reach"}, {"id": "mai-20260917-0816-smoke|c88-s1|zai-small|Vultr", "prompt": "c88-s1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers a wide selection of instance types and datacenter locations, plus flexible hourly billing."}, {"id": "mai-20260917-0816-smoke|c88-s1|zai-small|Cloudways", "prompt": "c88-s1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Cloudways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "fully managed experience with strong support: → **Cloudways**"}, {"id": "mai-20260917-0816-smoke|c88-s1|zai-small|SiteGround", "prompt": "c88-s1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "SiteGround", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**SiteGround** (for WordPress-centric B2B sites)"}, {"id": "mai-20260917-0816-smoke|c88-s1|zai-small|InMotion", "prompt": "c88-s1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "InMotion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Known for strong customer support and data-center reliability."}, {"id": "mai-20260917-0816-smoke|c88-s1|zai-small|AWS", "prompt": "c88-s1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "While AWS, Azure, and GCP are the market leaders, they can be overwhelming for a small B2B team."}, {"id": "mai-20260917-0816-smoke|c88-s1|zai-small|Azure", "prompt": "c88-s1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "they can be overwhelming for a small B2B team"}, {"id": "mai-20260917-0816-smoke|c88-s1|zai-small|GCP", "prompt": "c88-s1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "GCP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "While AWS, Azure, and GCP are the market leaders, they can be overwhelming for a small B2B team."}, {"id": "mai-20260917-0816-smoke|c88-s1|zai-small|Atlantic.Net", "prompt": "c88-s1", "model": "zai-small", "cat": "cloud-hosting", "variant": "direct", "raw": "Atlantic.Net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "e.g., **Atlantic.Net** in some comparisons, though it's more enterprise-focused"}, {"id": "mai-20260917-0816-smoke|c88-s2|alibaba-small|DigitalOcean", "prompt": "c88-s2", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 Top Recommendation: **DigitalOcean**"}, {"id": "mai-20260917-0816-smoke|c88-s2|alibaba-small|AWS Lightsail", "prompt": "c88-s2", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS Lightsail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Needs rapid scaling, strict B2B compliance (SOC 2, ISO 27001, HIPAA), or plans to use AWS-native tools long-term."}, {"id": "mai-20260917-0816-smoke|c88-s2|alibaba-small|Microsoft Azure", "prompt": "c88-s2", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Already uses Microsoft 365, Entra ID (Azure AD), or targets enterprise buyers who prefer the Microsoft ecosystem."}, {"id": "mai-20260917-0816-smoke|c88-s2|alibaba-small|Vultr / Linode (Akamai)", "prompt": "c88-s2", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Vultr / Linode (Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget is extremely tight and you only need raw VPS hosting with minimal add-ons."}, {"id": "mai-20260917-0816-smoke|c88-s2|alibaba-small|GCP", "prompt": "c88-s2", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "GCP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "heavy analytics or AI workloads → Consider GCP or AWS for niche services"}, {"id": "mai-20260917-0816-smoke|c88-s2|anthropic-small|Amazon Web Services (AWS)", "prompt": "c88-s2", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you anticipate rapid growth or complex infrastructure needs, **AWS** is the safer long-term choice despite the steeper learning curve."}, {"id": "mai-20260917-0816-smoke|c88-s2|anthropic-small|Microsoft Azure", "prompt": "c88-s2", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Excellent if your business already uses Microsoft products"}, {"id": "mai-20260917-0816-smoke|c88-s2|anthropic-small|Google Cloud Platform (GCP)", "prompt": "c88-s2", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong in data analytics and machine learning."}, {"id": "mai-20260917-0816-smoke|c88-s2|anthropic-small|DigitalOcean", "prompt": "c88-s2", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For many small B2B businesses just starting out, **DigitalOcean** or **Linode** offer the best balance of simplicity and cost."}, {"id": "mai-20260917-0816-smoke|c88-s2|anthropic-small|Linode", "prompt": "c88-s2", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Linode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**DigitalOcean** or **Linode** offer the best balance of simplicity and cost"}, {"id": "mai-20260917-0816-smoke|c88-s2|challenger-small|DigitalOcean", "prompt": "c88-s2", "model": "challenger-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best default for most SMBs:** **DigitalOcean**"}, {"id": "mai-20260917-0816-smoke|c88-s2|challenger-small|AWS", "prompt": "c88-s2", "model": "challenger-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you sell into enterprise buyers or need deep compliance/integration options:** **AWS** or **Azure**"}, {"id": "mai-20260917-0816-smoke|c88-s2|challenger-small|Azure", "prompt": "c88-s2", "model": "challenger-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS or Azure** if you need more enterprise-grade breadth, compliance, or integration"}, {"id": "mai-20260917-0816-smoke|c88-s2|challenger-small|Google Cloud", "prompt": "c88-s2", "model": "challenger-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**AWS**, **Azure**, and **Google Cloud** are stronger choices when your B2B customers expect stronger enterprise controls"}, {"id": "mai-20260917-0816-smoke|c88-s2|challenger-small|Kuberns", "prompt": "c88-s2", "model": "challenger-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Kuberns", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "a platform like **Kuberns** is positioned that way, though it is less established than the major clouds"}, {"id": "mai-20260917-0816-smoke|c88-s2|deepseek-small|DigitalOcean", "prompt": "c88-s2", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with a mid-tier provider (DigitalOcean or Vultr)**"}, {"id": "mai-20260917-0816-smoke|c88-s2|deepseek-small|Vultr", "prompt": "c88-s2", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Vultr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with a mid-tier provider (DigitalOcean or Vultr)**"}, {"id": "mai-20260917-0816-smoke|c88-s2|deepseek-small|Linode (Akamai)", "prompt": "c88-s2", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Linode (Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DigitalOcean, Vultr, or Linode (Akamai)** These are purpose-built for small teams"}, {"id": "mai-20260917-0816-smoke|c88-s2|deepseek-small|Microsoft Azure", "prompt": "c88-s2", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your team is already Microsoft-centric, choose Azure"}, {"id": "mai-20260917-0816-smoke|c88-s2|deepseek-small|AWS", "prompt": "c88-s2", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or AWS if you're Linux/dev-stack-first"}, {"id": "mai-20260917-0816-smoke|c88-s2|deepseek-small|Google Cloud", "prompt": "c88-s2", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose this if you run **Google Workspace** and want the cleanest path to **BigQuery/AI**"}, {"id": "mai-20260917-0816-smoke|c88-s2|google-small|Microsoft Azure", "prompt": "c88-s2", "model": "google-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Azure: Best Overall for B2B (Especially Enterprise Clients)"}, {"id": "mai-20260917-0816-smoke|c88-s2|google-small|DigitalOcean", "prompt": "c88-s2", "model": "google-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "DigitalOcean: Best for Budget-Conscious, Low-Complexity B2B"}, {"id": "mai-20260917-0816-smoke|c88-s2|google-small|AWS (Amazon Web Services)", "prompt": "c88-s2", "model": "google-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS has a notoriously steep learning curve and a complex billing structure"}, {"id": "mai-20260917-0816-smoke|c88-s2|google-small|Google Cloud Platform (GCP)", "prompt": "c88-s2", "model": "google-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "consider **Google Cloud Platform (GCP)**, which has the most advanced built-in data pipelines and AI tools"}, {"id": "mai-20260917-0816-smoke|c88-s2|meta-small|Amazon EC2", "prompt": "c88-s2", "model": "meta-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Amazon EC2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top-rated IaaS providers for small businesses include Amazon EC2"}, {"id": "mai-20260917-0816-smoke|c88-s2|minimax-small|AWS (Amazon Web Services)", "prompt": "c88-s2", "model": "minimax-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS (Amazon Web Services)** — Recommended Default"}, {"id": "mai-20260917-0816-smoke|c88-s2|minimax-small|Microsoft Azure", "prompt": "c88-s2", "model": "minimax-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong integration with Microsoft products (Office 365, Dynamics), excellent enterprise features"}, {"id": "mai-20260917-0816-smoke|c88-s2|minimax-small|DigitalOcean", "prompt": "c88-s2", "model": "minimax-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest starting with **AWS** or **DigitalOcean**"}, {"id": "mai-20260917-0816-smoke|c88-s2|mistral-small|AWS", "prompt": "c88-s2", "model": "mistral-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can compare the top IaaS providers (like AWS, Azure, Google Cloud, DigitalOcean, Linode, Vultr)"}, {"id": "mai-20260917-0816-smoke|c88-s2|mistral-small|Azure", "prompt": "c88-s2", "model": "mistral-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "I can compare the top IaaS providers (like AWS, Azure, Google Cloud, DigitalOcean, Linode, Vultr)"}, {"id": "mai-20260917-0816-smoke|c88-s2|mistral-small|Google Cloud", "prompt": "c88-s2", "model": "mistral-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "I can compare the top IaaS providers (like AWS, Azure, Google Cloud, DigitalOcean, Linode, Vultr)"}, {"id": "mai-20260917-0816-smoke|c88-s2|mistral-small|DigitalOcean", "prompt": "c88-s2", "model": "mistral-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "I can compare the top IaaS providers (like AWS, Azure, Google Cloud, DigitalOcean, Linode, Vultr)"}, {"id": "mai-20260917-0816-smoke|c88-s2|mistral-small|Linode", "prompt": "c88-s2", "model": "mistral-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "I can compare the top IaaS providers (like AWS, Azure, Google Cloud, DigitalOcean, Linode, Vultr)"}, {"id": "mai-20260917-0816-smoke|c88-s2|mistral-small|Vultr", "prompt": "c88-s2", "model": "mistral-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "I can compare the top IaaS providers (like AWS, Azure, Google Cloud, DigitalOcean, Linode, Vultr)"}, {"id": "mai-20260917-0816-smoke|c88-s2|moonshot-small|AWS (Amazon Web Services)", "prompt": "c88-s2", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Recommendation: **AWS (Amazon Web Services)** or **DigitalOcean** (depending on your specific situation)"}, {"id": "mai-20260917-0816-smoke|c88-s2|moonshot-small|DigitalOcean", "prompt": "c88-s2", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose DigitalOcean** if your customers are smaller businesses, you're budget-constrained, or you want simplicity"}, {"id": "mai-20260917-0816-smoke|c88-s2|openai-small|AWS", "prompt": "c88-s2", "model": "openai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **AWS as the default IaaS choice**"}, {"id": "mai-20260917-0816-smoke|c88-s2|openai-small|Azure", "prompt": "c88-s2", "model": "openai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Azure** if your stack is already Microsoft-centric."}, {"id": "mai-20260917-0816-smoke|c88-s2|openai-small|Google Cloud", "prompt": "c88-s2", "model": "openai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Google Cloud** if analytics, containers, or simpler pricing transparency are top priorities."}, {"id": "mai-20260917-0816-smoke|c88-s2|xai-small|DigitalOcean", "prompt": "c88-s2", "model": "xai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend DigitalOcean as the top Infrastructure-as-a-Service (IaaS) cloud provider."}, {"id": "mai-20260917-0816-smoke|c88-s2|xai-small|AWS", "prompt": "c88-s2", "model": "xai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS is the default leader (32% market share), but overkill for small ops."}, {"id": "mai-20260917-0816-smoke|c88-s2|xai-small|Microsoft Azure", "prompt": "c88-s2", "model": "xai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already using Microsoft tools ... Go with Azure for tight integration."}, {"id": "mai-20260917-0816-smoke|c88-s2|xai-small|Google Cloud (GCP)", "prompt": "c88-s2", "model": "xai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud (GCP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Data/ML workloads | ~$5/mo (e2-micro) | Strong analytics, good discounts | Less intuitive UI"}, {"id": "mai-20260917-0816-smoke|c88-s2|zai-small|DigitalOcean", "prompt": "c88-s2", "model": "zai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **DigitalOcean** as the primary IaaS cloud"}, {"id": "mai-20260917-0816-smoke|c88-s2|zai-small|AWS", "prompt": "c88-s2", "model": "zai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS** is the go\\u2011to alternative"}, {"id": "mai-20260917-0816-smoke|c88-s2|zai-small|Microsoft Azure", "prompt": "c88-s2", "model": "zai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Microsoft Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong if your small B2B business already uses Microsoft products"}, {"id": "mai-20260917-0816-smoke|c88-s2|zai-small|Google Cloud Platform (GCP)", "prompt": "c88-s2", "model": "zai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excellent for data analytics, machine learning"}, {"id": "mai-20260917-0816-smoke|c88-s2|zai-small|Hetzner", "prompt": "c88-s2", "model": "zai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Hetzner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "offer very low base costs, but they may have a less mature ecosystem"}, {"id": "mai-20260917-0816-smoke|c88-s2|zai-small|Fluence", "prompt": "c88-s2", "model": "zai-small", "cat": "cloud-hosting", "variant": "paraphrase", "raw": "Fluence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "offer very low base costs, but they may have a less mature ecosystem"}, {"id": "mai-20260917-0816-smoke|c88-s3|alibaba-small|DigitalOcean", "prompt": "c88-s3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for most small teams:** **DigitalOcean**—it strikes the best balance of ease-of-use, performance, documentation, and features"}, {"id": "mai-20260917-0816-smoke|c88-s3|alibaba-small|AWS Lightsail", "prompt": "c88-s3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "AWS Lightsail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you're already in AWS:** **AWS Lightsail**—low barrier to entry with a clear growth path"}, {"id": "mai-20260917-0816-smoke|c88-s3|alibaba-small|Linode (now Akamai)", "prompt": "c88-s3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Linode (now Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for support-heavy needs:** **Linode/Akamai**—your team gets real human help when things break"}, {"id": "mai-20260917-0816-smoke|c88-s3|alibaba-small|Vultr", "prompt": "c88-s3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best budget option:** **Hetzner** or **Vultr**—lower costs but potentially more manual setup"}, {"id": "mai-20260917-0816-smoke|c88-s3|alibaba-small|Hetzner", "prompt": "c88-s3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Trade-off:** Developer tools and documentation aren't as polished as DigitalOcean; better suited for experienced sysadmins"}, {"id": "mai-20260917-0816-smoke|c88-s3|alibaba-small|Atlantic.Net", "prompt": "c88-s3", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Atlantic.Net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for compliance-critical projects:** **Atlantic.Net**"}, {"id": "mai-20260917-0816-smoke|c88-s3|anthropic-small|DigitalOcean", "prompt": "c88-s3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "recommended as the right starting point for most small businesses and SaaS founders"}, {"id": "mai-20260917-0816-smoke|c88-s3|anthropic-small|AWS", "prompt": "c88-s3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can create billing and support challenges for small teams"}, {"id": "mai-20260917-0816-smoke|c88-s3|anthropic-small|Azure", "prompt": "c88-s3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "best suited for large-scale or enterprise environments"}, {"id": "mai-20260917-0816-smoke|c88-s3|anthropic-small|GCP", "prompt": "c88-s3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "GCP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful but complex enterprise solutions (AWS, Azure, GCP) that may have steeper learning curves"}, {"id": "mai-20260917-0816-smoke|c88-s3|anthropic-small|Render", "prompt": "c88-s3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Render", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "simpler, developer-friendly options with predictable pricing (DigitalOcean, Render)"}, {"id": "mai-20260917-0816-smoke|c88-s3|anthropic-small|Railway", "prompt": "c88-s3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Railway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "modern platforms** (Render, Railway) prioritize simplicity but run only on their infrastructure"}, {"id": "mai-20260917-0816-smoke|c88-s3|anthropic-small|GoDaddy", "prompt": "c88-s3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "GoDaddy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "offers VPS products aimed at small businesses and straightforward workloads"}, {"id": "mai-20260917-0816-smoke|c88-s3|anthropic-small|UpCloud", "prompt": "c88-s3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "UpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "known for performance-focused hosting and strong disk I/O characteristics"}, {"id": "mai-20260917-0816-smoke|c88-s3|anthropic-small|Hetzner", "prompt": "c88-s3", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "a legitimate production-grade option for EU-based businesses willing to manage their own stack"}, {"id": "mai-20260917-0816-smoke|c88-s3|challenger-small|Cloudways", "prompt": "c88-s3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Cloudways", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Cloudways** if you want the easiest path to production with less server management."}, {"id": "mai-20260917-0816-smoke|c88-s3|challenger-small|DigitalOcean", "prompt": "c88-s3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **DigitalOcean** if you want a clean developer experience and lower cost."}, {"id": "mai-20260917-0816-smoke|c88-s3|challenger-small|AWS Lightsail", "prompt": "c88-s3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "AWS Lightsail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **AWS Lightsail** if you expect to grow into the wider AWS ecosystem."}, {"id": "mai-20260917-0816-smoke|c88-s3|challenger-small|Azure", "prompt": "c88-s3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Azure** if your team already uses Microsoft 365, Entra ID, or other Microsoft services."}, {"id": "mai-20260917-0816-smoke|c88-s3|challenger-small|Google Cloud", "prompt": "c88-s3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Google Cloud** if your team is more data-centric or wants Google's cloud services."}, {"id": "mai-20260917-0816-smoke|c88-s3|challenger-small|Vultr", "prompt": "c88-s3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Similar to DigitalOcean in developer orientation, with emphasis on flexible, global infrastructure."}, {"id": "mai-20260917-0816-smoke|c88-s3|challenger-small|Hetzner", "prompt": "c88-s3", "model": "challenger-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Hetzner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Noted for strong price-to-performance value, especially for straightforward workloads."}, {"id": "mai-20260917-0816-smoke|c88-s3|deepseek-small|AWS", "prompt": "c88-s3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Overwhelming for small teams, easy to rack up surprise bills"}, {"id": "mai-20260917-0816-smoke|c88-s3|deepseek-small|Microsoft Azure", "prompt": "c88-s3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're building on Microsoft/.NET or need enterprise compliance: **Azure.**"}, {"id": "mai-20260917-0816-smoke|c88-s3|deepseek-small|Google Cloud (GCP)", "prompt": "c88-s3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your project is heavy on AI/ML or data: **Google Cloud.**"}, {"id": "mai-20260917-0816-smoke|c88-s3|deepseek-small|Vercel", "prompt": "c88-s3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vercel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want zero DevOps friction and ship web/Next.js apps:** **Vercel**"}, {"id": "mai-20260917-0816-smoke|c88-s3|deepseek-small|Railway", "prompt": "c88-s3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Railway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or Railway/Render if you need more backend/full-stack compute"}, {"id": "mai-20260917-0816-smoke|c88-s3|deepseek-small|Render", "prompt": "c88-s3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Render", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or Railway/Render if you need more backend/full-stack compute"}, {"id": "mai-20260917-0816-smoke|c88-s3|deepseek-small|Fly.io", "prompt": "c88-s3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Fly.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Vercel, Railway, Render, Fly.io, Netlify** — focus on great developer experience"}, {"id": "mai-20260917-0816-smoke|c88-s3|deepseek-small|Netlify", "prompt": "c88-s3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Netlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Vercel, Railway, Render, Fly.io, Netlify** — focus on great developer experience"}, {"id": "mai-20260917-0816-smoke|c88-s3|deepseek-small|DigitalOcean", "prompt": "c88-s3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**DigitalOcean** for ease or **Hetzner** for raw price/performance"}, {"id": "mai-20260917-0816-smoke|c88-s3|deepseek-small|Hetzner", "prompt": "c88-s3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Hetzner often wins (roughly $30–60/month for a solid app server + managed DB)"}, {"id": "mai-20260917-0816-smoke|c88-s3|deepseek-small|Linode (Akamai)", "prompt": "c88-s3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Linode (Akamai)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**DigitalOcean, Hetzner, Linode (Akamai)** — raw compute with predictable, transparent pricing"}, {"id": "mai-20260917-0816-smoke|c88-s3|deepseek-small|Cloudflare Workers", "prompt": "c88-s3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Cloudflare Workers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Cloudflare Workers, AWS Lambda + API Gateway** — pay-per-request, globally distributed"}, {"id": "mai-20260917-0816-smoke|c88-s3|deepseek-small|AWS Lambda + API Gateway", "prompt": "c88-s3", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "AWS Lambda + API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Cloudflare Workers, AWS Lambda + API Gateway** — pay-per-request, globally distributed"}, {"id": "mai-20260917-0816-smoke|c88-s3|google-small|Vercel", "prompt": "c88-s3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vercel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your stack is built on Next.js/Svelte/Nuxt and is mostly frontend-driven: Choose **Vercel**."}, {"id": "mai-20260917-0816-smoke|c88-s3|google-small|Railway", "prompt": "c88-s3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Railway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Railway** (for speed and UI) or **Render** (for highly predictable, flat bills)."}, {"id": "mai-20260917-0816-smoke|c88-s3|google-small|Render", "prompt": "c88-s3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Render", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Railway** (for speed and UI) or **Render** (for highly predictable, flat bills)."}, {"id": "mai-20260917-0816-smoke|c88-s3|google-small|Fly.io", "prompt": "c88-s3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Fly.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your app relies on persistent, real-time connections ... Choose **Fly.io**."}, {"id": "mai-20260917-0816-smoke|c88-s3|google-small|DigitalOcean", "prompt": "c88-s3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "wants the absolute cheapest setup: Spin up a single $6 **DigitalOcean** droplet"}, {"id": "mai-20260917-0816-smoke|c88-s3|google-small|Hetzner", "prompt": "c88-s3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "offers undisputed industry-leading cost-to-performance ratios"}, {"id": "mai-20260917-0816-smoke|c88-s3|google-small|AWS", "prompt": "c88-s3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Though AWS and Azure are generally too complex and risky for small teams"}, {"id": "mai-20260917-0816-smoke|c88-s3|google-small|Azure", "prompt": "c88-s3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Though AWS and Azure are generally too complex and risky for small teams"}, {"id": "mai-20260917-0816-smoke|c88-s3|google-small|Google Cloud Run", "prompt": "c88-s3", "model": "google-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Run", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "there is one prominent hyperscale tool built for small teams: Google Cloud Run"}, {"id": "mai-20260917-0816-smoke|c88-s3|meta-small|Atlantic.Net", "prompt": "c88-s3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Atlantic.Net", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Atlantic.Net is the strongest overall choice for regulated organizations"}, {"id": "mai-20260917-0816-smoke|c88-s3|meta-small|DigitalOcean", "prompt": "c88-s3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for developers who want simple, API-driven deployment."}, {"id": "mai-20260917-0816-smoke|c88-s3|meta-small|Kamatera", "prompt": "c88-s3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Kamatera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kamatera offers flexible cloud services"}, {"id": "mai-20260917-0816-smoke|c88-s3|meta-small|Vultr", "prompt": "c88-s3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vultr provides high-performance solutions at an affordable price"}, {"id": "mai-20260917-0816-smoke|c88-s3|meta-small|Google Cloud Platform", "prompt": "c88-s3", "model": "meta-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Google Cloud Platform is ideal for businesses that need to scale and utilize machine learning."}, {"id": "mai-20260917-0816-smoke|c88-s3|minimax-small|Amazon Web Services (AWS)", "prompt": "c88-s3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you anticipate rapid growth or need enterprise-grade services ... start with one of the big three (**AWS, Azure, Google Cloud**)"}, {"id": "mai-20260917-0816-smoke|c88-s3|minimax-small|Microsoft Azure", "prompt": "c88-s3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Azure** – the tightest identity & Windows integration"}, {"id": "mai-20260917-0816-smoke|c88-s3|minimax-small|Google Cloud Platform (GCP)", "prompt": "c88-s3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "start with one of the big three (**AWS, Azure, Google Cloud**)"}, {"id": "mai-20260917-0816-smoke|c88-s3|minimax-small|DigitalOcean", "prompt": "c88-s3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For most small teams ... **DigitalOcean** (or **Linode/Akamai** if you prefer) hits the sweet spot of price, simplicity, and performance."}, {"id": "mai-20260917-0816-smoke|c88-s3|minimax-small|Linode (now Akamai Cloud Computing)", "prompt": "c88-s3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Linode (now Akamai Cloud Computing)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**DigitalOcean** (easiest) or **Linode/Akamai** (good community)"}, {"id": "mai-20260917-0816-smoke|c88-s3|minimax-small|Vultr", "prompt": "c88-s3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Vultr** (lowest price)"}, {"id": "mai-20260917-0816-smoke|c88-s3|minimax-small|Cloudways", "prompt": "c88-s3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Cloudways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Heroku** (PaaS) or **Cloudways** (managed underlying VMs)"}, {"id": "mai-20260917-0816-smoke|c88-s3|minimax-small|Heroku", "prompt": "c88-s3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Heroku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Developers who want to focus on code only and love a “git-push-to-deploy” workflow."}, {"id": "mai-20260917-0816-smoke|c88-s3|minimax-small|SiteGround", "prompt": "c88-s3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "SiteGround", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**SiteGround** (managed cloud) or **Cloudways**"}, {"id": "mai-20260917-0816-smoke|c88-s3|minimax-small|Hostinger", "prompt": "c88-s3", "model": "minimax-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Hostinger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Vultr** (lowest price) or **Hostinger** (cloud VPS)"}, {"id": "mai-20260917-0816-smoke|c88-s3|mistral-small|Microsoft Azure", "prompt": "c88-s3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best overall for small teams needing scalable deployments aligned with Microsoft identity and ecosystem"}, {"id": "mai-20260917-0816-smoke|c88-s3|mistral-small|DigitalOcean", "prompt": "c88-s3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, **DigitalOcean** or **Hostinger** offer the best balance of affordability, ease of use, and support."}, {"id": "mai-20260917-0816-smoke|c88-s3|mistral-small|Amazon Web Services (AWS)", "prompt": "c88-s3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For maximum flexibility and control, **AWS** is unmatched, but it comes with a steeper learning curve."}, {"id": "mai-20260917-0816-smoke|c88-s3|mistral-small|Hostinger", "prompt": "c88-s3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Hostinger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For most small teams, **DigitalOcean** or **Hostinger** offer the best balance of affordability, ease of use, and support."}, {"id": "mai-20260917-0816-smoke|c88-s3|mistral-small|Vultr", "prompt": "c88-s3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Kamatera** and **Vultr** are great for teams that want scalability and developer-friendly features"}, {"id": "mai-20260917-0816-smoke|c88-s3|mistral-small|Atlantic.Net", "prompt": "c88-s3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Atlantic.Net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Atlantic.Net** stands out for compliance and uptime guarantees"}, {"id": "mai-20260917-0816-smoke|c88-s3|mistral-small|Kamatera", "prompt": "c88-s3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Kamatera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for scalability and flexibility, with plans starting at $4/month."}, {"id": "mai-20260917-0816-smoke|c88-s3|mistral-small|SiteGround", "prompt": "c88-s3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "SiteGround", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for daily backups and WordPress-specific features."}, {"id": "mai-20260917-0816-smoke|c88-s3|mistral-small|Hostwinds", "prompt": "c88-s3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Hostwinds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Good for small businesses wanting to learn cloud hosting, with hourly billing and strong support."}, {"id": "mai-20260917-0816-smoke|c88-s3|mistral-small|DreamHost", "prompt": "c88-s3", "model": "mistral-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DreamHost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for fast server availability and small business needs"}, {"id": "mai-20260917-0816-smoke|c88-s3|moonshot-small|DigitalOcean", "prompt": "c88-s3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DigitalOcean** - Best for Simplicity & Developer-Friendly Experience"}, {"id": "mai-20260917-0816-smoke|c88-s3|moonshot-small|AWS (Amazon Web Services)", "prompt": "c88-s3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Weaknesses**: Complex pricing, steep learning curve, can be overwhelming"}, {"id": "mai-20260917-0816-smoke|c88-s3|moonshot-small|Google Cloud Platform (GCP)", "prompt": "c88-s3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for**: Data-heavy applications, AI/ML projects, Kubernetes-centric teams"}, {"id": "mai-20260917-0816-smoke|c88-s3|moonshot-small|Microsoft Azure", "prompt": "c88-s3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft Ecosystems"}, {"id": "mai-20260917-0816-smoke|c88-s3|moonshot-small|Cloudways", "prompt": "c88-s3", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Cloudways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Just getting started / small projects**: DigitalOcean or Cloudways"}, {"id": "mai-20260917-0816-smoke|c88-s3|openai-small|DigitalOcean", "prompt": "c88-s3", "model": "openai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best if you want the simplest experience... Tiny startup / indie team: DigitalOcean"}, {"id": "mai-20260917-0816-smoke|c88-s3|openai-small|AWS", "prompt": "c88-s3", "model": "openai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want the broadest service catalog and future scalability."}, {"id": "mai-20260917-0816-smoke|c88-s3|openai-small|Google Cloud", "prompt": "c88-s3", "model": "openai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want strong infrastructure plus a relatively clean developer experience."}, {"id": "mai-20260917-0816-smoke|c88-s3|openai-small|Microsoft Azure", "prompt": "c88-s3", "model": "openai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your team is already in the Microsoft ecosystem."}, {"id": "mai-20260917-0816-smoke|c88-s3|xai-small|DigitalOcean", "prompt": "c88-s3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **DigitalOcean** for most small teams—it's the sweet spot for cost/simplicity"}, {"id": "mai-20260917-0816-smoke|c88-s3|xai-small|AWS (Amazon Web Services)", "prompt": "c88-s3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Massive service catalog (200+ incl. AI/ML), global reach, free startup credits... overkill for tiny projects."}, {"id": "mai-20260917-0816-smoke|c88-s3|xai-small|Google Cloud Platform (GCP)", "prompt": "c88-s3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GCP for data... Excellent networking/BigQuery, strong managed services"}, {"id": "mai-20260917-0816-smoke|c88-s3|xai-small|Microsoft Azure", "prompt": "c88-s3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Evaluate based on your stack (e.g., Azure for MS"}, {"id": "mai-20260917-0816-smoke|c88-s3|xai-small|Vultr", "prompt": "c88-s3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cheap high-spec hardware (incl. GPUs), hourly billing, 20+ data centers"}, {"id": "mai-20260917-0816-smoke|c88-s3|xai-small|Linode (Akamai)", "prompt": "c88-s3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Linode (Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pick DO/Linode for \"just works\" VMs/apps"}, {"id": "mai-20260917-0816-smoke|c88-s3|xai-small|Hetzner", "prompt": "c88-s3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lowest prices for solid performance... EU-focused (fewer global regions), limited free tier/credits, basic support."}, {"id": "mai-20260917-0816-smoke|c88-s3|xai-small|Atlantic.Net", "prompt": "c88-s3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Atlantic.Net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Niche picks like Atlantic.Net (compliance-focused)... also appear but are less universal."}, {"id": "mai-20260917-0816-smoke|c88-s3|xai-small|Kamatera", "prompt": "c88-s3", "model": "xai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Kamatera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Kamatera (flexible custom builds) also appear but are less universal."}, {"id": "mai-20260917-0816-smoke|c88-s3|zai-small|Amazon Web Services (AWS)", "prompt": "c88-s3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Industry leader, most services, extensive ecosystem ... Cons: Steeper learning curve, can be expensive if not optimized"}, {"id": "mai-20260917-0816-smoke|c88-s3|zai-small|Microsoft Azure", "prompt": "c88-s3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Microsoft Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Teams using Microsoft products (Office 365, Teams)"}, {"id": "mai-20260917-0816-smoke|c88-s3|zai-small|Google Cloud Platform (GCP)", "prompt": "c88-s3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google Cloud Platform (best AI/ML tools)"}, {"id": "mai-20260917-0816-smoke|c88-s3|zai-small|DigitalOcean", "prompt": "c88-s3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Most small teams find that **DigitalOcean** or **Vercel** offer the best balance of simplicity, cost-effectiveness, and features"}, {"id": "mai-20260917-0816-smoke|c88-s3|zai-small|Linode (Akamai)", "prompt": "c88-s3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Linode (Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Linode (good alternative to DigitalOcean)"}, {"id": "mai-20260917-0816-smoke|c88-s3|zai-small|Vercel", "prompt": "c88-s3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Vercel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Most small teams find that **DigitalOcean** or **Vercel** offer the best balance of simplicity, cost-effectiveness, and features"}, {"id": "mai-20260917-0816-smoke|c88-s3|zai-small|Heroku", "prompt": "c88-s3", "model": "zai-small", "cat": "cloud-hosting", "variant": "comparative", "raw": "Heroku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cons: Can get expensive, less flexibility than IaaS"}, {"id": "mai-20260917-0816-smoke|c88-s4|alibaba-small|DigitalOcean", "prompt": "c88-s4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DigitalOcean is widely considered the king of cloud hosting for small businesses and startups"}, {"id": "mai-20260917-0816-smoke|c88-s4|alibaba-small|Hetzner", "prompt": "c88-s4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Hetzner if you are technical and want the absolute most powerful server for under $5."}, {"id": "mai-20260917-0816-smoke|c88-s4|alibaba-small|Oracle Cloud", "prompt": "c88-s4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Oracle Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Check Oracle Cloud if you want to start at $0 and don't mind a confusing interface."}, {"id": "mai-20260917-0816-smoke|c88-s4|alibaba-small|Vultr", "prompt": "c88-s4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers very high-frequency compute servers and allows you to deploy via hourly billing"}, {"id": "mai-20260917-0816-smoke|c88-s4|alibaba-small|Linode (Akamai)", "prompt": "c88-s4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Linode (Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Linode: Has excellent customer support and very stable uptime records."}, {"id": "mai-20260917-0816-smoke|c88-s4|alibaba-small|AWS (Amazon Web Services)", "prompt": "c88-s4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Even though AWS is generally expensive, they offer the AWS Free Tier."}, {"id": "mai-20260917-0816-smoke|c88-s4|alibaba-small|Azure", "prompt": "c88-s4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Microsoft for Startups Founders Hub: Often provides up to $150,000 in Azure credits."}, {"id": "mai-20260917-0816-smoke|c88-s4|alibaba-small|Google Cloud", "prompt": "c88-s4", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Google Cloud: Offers $100,000 in credits for verified startups."}, {"id": "mai-20260917-0816-smoke|c88-s4|anthropic-small|AWS (Amazon Web Services)", "prompt": "c88-s4", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS (Amazon Web Services)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Offers a free tier for 12 months plus always-free services, making it excellent for getting started at minimal cost."}, {"id": "mai-20260917-0816-smoke|c88-s4|anthropic-small|Google Cloud", "prompt": "c88-s4", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Also has a free tier with $300 in credits for new users."}, {"id": "mai-20260917-0816-smoke|c88-s4|anthropic-small|Microsoft Azure", "prompt": "c88-s4", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Microsoft Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Provides a free tier and free credits for startups."}, {"id": "mai-20260917-0816-smoke|c88-s4|anthropic-small|DigitalOcean", "prompt": "c88-s4", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Known for simplicity and affordable pricing."}, {"id": "mai-20260917-0816-smoke|c88-s4|anthropic-small|Linode", "prompt": "c88-s4", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers predictable, affordable pricing with good performance."}, {"id": "mai-20260917-0816-smoke|c88-s4|anthropic-small|Heroku", "prompt": "c88-s4", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Heroku", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though pricier than some alternatives once you move past free tier"}, {"id": "mai-20260917-0816-smoke|c88-s4|challenger-small|Hostinger", "prompt": "c88-s4", "model": "challenger-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hostinger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick from these results is **Hostinger** because it is repeatedly identified as the **most affordable** or **best value** cloud option"}, {"id": "mai-20260917-0816-smoke|c88-s4|challenger-small|Kamatera", "prompt": "c88-s4", "model": "challenger-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Kamatera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kamatera** — cheapest starting cloud server pricing in the comparison, but more infrastructure-oriented."}, {"id": "mai-20260917-0816-smoke|c88-s4|challenger-small|IONOS", "prompt": "c88-s4", "model": "challenger-small", "cat": "cloud-hosting", "variant": "budget", "raw": "IONOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**IONOS** — very cheap entry pricing, often positioned as a budget business host."}, {"id": "mai-20260917-0816-smoke|c88-s4|challenger-small|Atlantic.Net", "prompt": "c88-s4", "model": "challenger-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Atlantic.Net", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better if you need phone support, compliance, and predictable billing, but not the lowest-cost option overall"}, {"id": "mai-20260917-0816-smoke|c88-s4|deepseek-small|Kamatera", "prompt": "c88-s4", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Kamatera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Kamatera** (with its trial credit) or **Hetzner** offer the best dollar-for-dollar value."}, {"id": "mai-20260917-0816-smoke|c88-s4|deepseek-small|Hostinger", "prompt": "c88-s4", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hostinger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Hostinger** is usually the safest pick because it combines low cost with ease of use and management"}, {"id": "mai-20260917-0816-smoke|c88-s4|deepseek-small|Hetzner", "prompt": "c88-s4", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cheapest raw cloud (from ~\\u20ac3.49/mo)"}, {"id": "mai-20260917-0816-smoke|c88-s4|deepseek-small|IONOS", "prompt": "c88-s4", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "budget", "raw": "IONOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Solid entry-level cloud VPS options."}, {"id": "mai-20260917-0816-smoke|c88-s4|deepseek-small|AWS/Google/Azure", "prompt": "c88-s4", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS/Google/Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "costs can balloon with usage, bandwidth, and add-ons \\u2014 they're often not the best \"tight budget\" fit"}, {"id": "mai-20260917-0816-smoke|c88-s4|google-small|Hostinger (Cloud Startup)", "prompt": "c88-s4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hostinger (Cloud Startup)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The absolute cheapest entry point into cloud hosting.... Best for: Small business websites, portfolio sites, and simple WordPress blogs."}, {"id": "mai-20260917-0816-smoke|c88-s4|google-small|Cloudways", "prompt": "c88-s4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Cloudways", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "paying $15–$30/month for a **managed** service (like Cloudways or ScalaHosting) is almost always the more cost-effective choice."}, {"id": "mai-20260917-0816-smoke|c88-s4|google-small|ScalaHosting", "prompt": "c88-s4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "ScalaHosting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-powered, fully managed cloud VPS without the \"cPanel tax.\""}, {"id": "mai-20260917-0816-smoke|c88-s4|google-small|Hetzner", "prompt": "c88-s4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The undisputed king of raw price-to-performance."}, {"id": "mai-20260917-0816-smoke|c88-s4|google-small|DigitalOcean", "prompt": "c88-s4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Predictable, developer-friendly cloud with zero billing surprises."}, {"id": "mai-20260917-0816-smoke|c88-s4|google-small|AWS Lightsail", "prompt": "c88-s4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS Lightsail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lightsail packages VM instances, storage, and databases into cheap, predictable monthly bundles (starting at $3.50/month)."}, {"id": "mai-20260917-0816-smoke|c88-s4|google-small|Render", "prompt": "c88-s4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Render", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Low-cost, modern alternatives to Heroku."}, {"id": "mai-20260917-0816-smoke|c88-s4|google-small|Railway", "prompt": "c88-s4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Railway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Both offer generous free or low-cost hobbyist tiers."}, {"id": "mai-20260917-0816-smoke|c88-s4|google-small|Vercel", "prompt": "c88-s4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Vercel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "can host it globally on their CDNs for **completely free** under their hobbyist/standard tiers"}, {"id": "mai-20260917-0816-smoke|c88-s4|google-small|Netlify", "prompt": "c88-s4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Netlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "The gold standard for static websites and frontend frameworks"}, {"id": "mai-20260917-0816-smoke|c88-s4|google-small|AWS", "prompt": "c88-s4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid AWS, GCP, and Azure (the \"Big Three\") standard tiers"}, {"id": "mai-20260917-0816-smoke|c88-s4|google-small|Google Cloud", "prompt": "c88-s4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "stay away from standard AWS, Google Cloud, or Microsoft Azure"}, {"id": "mai-20260917-0816-smoke|c88-s4|google-small|Azure", "prompt": "c88-s4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "stay away from standard AWS, Google Cloud, or Microsoft Azure"}, {"id": "mai-20260917-0816-smoke|c88-s4|google-small|Heroku", "prompt": "c88-s4", "model": "google-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Heroku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Low-cost, modern alternatives to Heroku."}, {"id": "mai-20260917-0816-smoke|c88-s4|meta-small|Atlantic.Net", "prompt": "c88-s4", "model": "meta-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Atlantic.Net", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best cloud hosting provider for a small company with a tight budget is Atlantic.Net, offering $10-per-month entry pricing"}, {"id": "mai-20260917-0816-smoke|c88-s4|meta-small|SiteGround", "prompt": "c88-s4", "model": "meta-small", "cat": "cloud-hosting", "variant": "budget", "raw": "SiteGround", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are SiteGround, which offers cloud hosting in more affordable packages"}, {"id": "mai-20260917-0816-smoke|c88-s4|minimax-small|Atlantic.Net", "prompt": "c88-s4", "model": "minimax-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Atlantic.Net", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Atlantic.Net** offers the best value with its $10/month entry point, 100% uptime SLA, and US-based support"}, {"id": "mai-20260917-0816-smoke|c88-s4|minimax-small|SiteGround", "prompt": "c88-s4", "model": "minimax-small", "cat": "cloud-hosting", "variant": "budget", "raw": "SiteGround", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for Growing Small Businesses)"}, {"id": "mai-20260917-0816-smoke|c88-s4|minimax-small|InstaWP", "prompt": "c88-s4", "model": "minimax-small", "cat": "cloud-hosting", "variant": "budget", "raw": "InstaWP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you need WordPress-specific hosting, **InstaWP** provides the most affordable option"}, {"id": "mai-20260917-0816-smoke|c88-s4|mistral-small|Kamatera", "prompt": "c88-s4", "model": "mistral-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Kamatera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the absolute lowest cost, **Kamatera** and **IONOS** are the best choices, both starting at $4/month."}, {"id": "mai-20260917-0816-smoke|c88-s4|mistral-small|IONOS", "prompt": "c88-s4", "model": "mistral-small", "cat": "cloud-hosting", "variant": "budget", "raw": "IONOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the absolute lowest cost, **Kamatera** and **IONOS** are the best choices, both starting at $4/month."}, {"id": "mai-20260917-0816-smoke|c88-s4|mistral-small|DreamHost", "prompt": "c88-s4", "model": "mistral-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DreamHost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hostinger** and **DreamHost** are excellent alternatives"}, {"id": "mai-20260917-0816-smoke|c88-s4|mistral-small|Hostinger", "prompt": "c88-s4", "model": "mistral-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hostinger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hostinger** and **DreamHost** are excellent alternatives"}, {"id": "mai-20260917-0816-smoke|c88-s4|mistral-small|Google Cloud Platform (GCP)", "prompt": "c88-s4", "model": "mistral-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For businesses comfortable with pay-as-you-go pricing, **Google Cloud Platform** can also be very budget-friendly."}, {"id": "mai-20260917-0816-smoke|c88-s4|moonshot-small|Vultr", "prompt": "c88-s4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vultr at $2.50/month** if you need the absolute cheapest reliable option"}, {"id": "mai-20260917-0816-smoke|c88-s4|moonshot-small|AWS Lightsail", "prompt": "c88-s4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS Lightsail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS Lightsail** if you anticipate needing AWS's broader services as you grow"}, {"id": "mai-20260917-0816-smoke|c88-s4|moonshot-small|DigitalOcean", "prompt": "c88-s4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DigitalOcean at $4/month** if you value simplicity and good documentation"}, {"id": "mai-20260917-0816-smoke|c88-s4|moonshot-small|Hetzner", "prompt": "c88-s4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best EU-Based Low Cost ... consistently lowest cost per unit of compute"}, {"id": "mai-20260917-0816-smoke|c88-s4|moonshot-small|Oracle Cloud (OCI)", "prompt": "c88-s4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Oracle Cloud (OCI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Start with Oracle Cloud's free tier** if you can work within its limits"}, {"id": "mai-20260917-0816-smoke|c88-s4|moonshot-small|Azure", "prompt": "c88-s4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid full AWS, Azure, or Google Cloud pay-as-you-go models initially"}, {"id": "mai-20260917-0816-smoke|c88-s4|moonshot-small|Google Cloud", "prompt": "c88-s4", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid full AWS, Azure, or Google Cloud pay-as-you-go models initially"}, {"id": "mai-20260917-0816-smoke|c88-s4|openai-small|DigitalOcean", "prompt": "c88-s4", "model": "openai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall budget-friendly choice: **DigitalOcean**"}, {"id": "mai-20260917-0816-smoke|c88-s4|openai-small|AWS", "prompt": "c88-s4", "model": "openai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want maximum flexibility and scale: **AWS** ... pricing and setup are more complex"}, {"id": "mai-20260917-0816-smoke|c88-s4|openai-small|Azure", "prompt": "c88-s4", "model": "openai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Easier than AWS/Azure/GCP for small teams"}, {"id": "mai-20260917-0816-smoke|c88-s4|openai-small|GCP", "prompt": "c88-s4", "model": "openai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "GCP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Easier than AWS/Azure/GCP for small teams"}, {"id": "mai-20260917-0816-smoke|c88-s4|openai-small|Vultr", "prompt": "c88-s4", "model": "openai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want easy managed hosting for websites: **Vultr** or **Linode**"}, {"id": "mai-20260917-0816-smoke|c88-s4|openai-small|Linode", "prompt": "c88-s4", "model": "openai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Linode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Developer-heavy small startup:** DigitalOcean or Linode"}, {"id": "mai-20260917-0816-smoke|c88-s4|xai-small|Hetzner", "prompt": "c88-s4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hetzner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Hetzner** if EU-based or pure budget; **DigitalOcean** for simplicity/US focus."}, {"id": "mai-20260917-0816-smoke|c88-s4|xai-small|DigitalOcean", "prompt": "c88-s4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**DigitalOcean** for simplicity/US focus"}, {"id": "mai-20260917-0816-smoke|c88-s4|xai-small|Vultr", "prompt": "c88-s4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vultr/DO on ease/global access"}, {"id": "mai-20260917-0816-smoke|c88-s4|xai-small|Kamatera", "prompt": "c88-s4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Kamatera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Customizable, pay-as-you-go | 30-day free trial; scales well without lock-in."}, {"id": "mai-20260917-0816-smoke|c88-s4|xai-small|AWS", "prompt": "c88-s4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often cheaper than big clouds like AWS/Azure"}, {"id": "mai-20260917-0816-smoke|c88-s4|xai-small|Azure", "prompt": "c88-s4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "often cheaper than big clouds like AWS/Azure"}, {"id": "mai-20260917-0816-smoke|c88-s4|xai-small|AWS Lightsail", "prompt": "c88-s4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS Lightsail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "AWS Lightsail starts ~$3.50 but bills extras; often 2-5x more for similar specs"}, {"id": "mai-20260917-0816-smoke|c88-s4|xai-small|Hostinger Cloud", "prompt": "c88-s4", "model": "xai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hostinger Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Avoid if you need fully managed (try Hostinger Cloud ~$10/mo then)."}, {"id": "mai-20260917-0816-smoke|c88-s4|zai-small|Hetzner", "prompt": "c88-s4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hetzner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the absolute lowest price for a real VPS: → **Hetzner** (~$4.50/month) or **Kamatera** (~$4/month)."}, {"id": "mai-20260917-0816-smoke|c88-s4|zai-small|Kamatera", "prompt": "c88-s4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Kamatera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "→ **Hetzner** (~$4.50/month) or **Kamatera** (~$4/month)."}, {"id": "mai-20260917-0816-smoke|c88-s4|zai-small|DigitalOcean", "prompt": "c88-s4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you value developer experience and documentation: → **DigitalOcean** (~$5/month) or **Linode** (~$5/month)."}, {"id": "mai-20260917-0816-smoke|c88-s4|zai-small|Linode", "prompt": "c88-s4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Linode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Linode** – ~$5/month for 1 vCPU, 1 GB RAM, 25 GB SSD. Linode has a mature developer ecosystem"}, {"id": "mai-20260917-0816-smoke|c88-s4|zai-small|Vultr", "prompt": "c88-s4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers a wide range of regions and flexible plans from ~$2.50–$6/month"}, {"id": "mai-20260917-0816-smoke|c88-s4|zai-small|DreamHost", "prompt": "c88-s4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "DreamHost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Starts at ~$4.50/month with 512 MB RAM and 80 GB SSD. Simple, good for WordPress"}, {"id": "mai-20260917-0816-smoke|c88-s4|zai-small|InstaWP", "prompt": "c88-s4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "InstaWP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Ideal if you only run WordPress and want a turnkey stack."}, {"id": "mai-20260917-0816-smoke|c88-s4|zai-small|Hostinger", "prompt": "c88-s4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Hostinger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you want an all‑around easy UI and free trial: → **Hostinger** (~$8.99/month)."}, {"id": "mai-20260917-0816-smoke|c88-s4|zai-small|AWS Lightsail", "prompt": "c88-s4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS Lightsail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "you'll still be paying more per resource than Hetzner/DigitalOcean"}, {"id": "mai-20260917-0816-smoke|c88-s4|zai-small|Google Cloud Platform", "prompt": "c88-s4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Google Cloud Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "the e2‑standard‑2 instance is about **$49/month** on‑demand... hyperscalers are often 4–10× more expensive"}, {"id": "mai-20260917-0816-smoke|c88-s4|zai-small|Microsoft Azure", "prompt": "c88-s4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "Microsoft Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Comparable B‑series instances run **$30+/month** for similar specs... it doesn't scale down as cheaply."}, {"id": "mai-20260917-0816-smoke|c88-s4|zai-small|AWS", "prompt": "c88-s4", "model": "zai-small", "cat": "cloud-hosting", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "the smallest usable t3.medium instance is about **$25/month** on‑demand"}, {"id": "mai-20260917-0816-smoke|c88-s5|alibaba-small|AWS EC2", "prompt": "c88-s5", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "scale", "raw": "AWS EC2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Virtual Machines like AWS EC2/Azure VMs"}, {"id": "mai-20260917-0816-smoke|c88-s5|alibaba-small|Azure VMs", "prompt": "c88-s5", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Azure VMs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Virtual Machines like AWS EC2/Azure VMs"}, {"id": "mai-20260917-0816-smoke|c88-s5|alibaba-small|Google App Engine", "prompt": "c88-s5", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Google App Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Managed services like Google App Engine or AWS Workspaces"}, {"id": "mai-20260917-0816-smoke|c88-s5|alibaba-small|AWS Workspaces", "prompt": "c88-s5", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "scale", "raw": "AWS Workspaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Managed services like Google App Engine or AWS Workspaces"}, {"id": "mai-20260917-0816-smoke|c88-s5|anthropic-small|AWS", "prompt": "c88-s5", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Get quotes from 2-3 major providers (AWS, Google Cloud, Azure)"}, {"id": "mai-20260917-0816-smoke|c88-s5|anthropic-small|Google Cloud", "prompt": "c88-s5", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Get quotes from 2-3 major providers (AWS, Google Cloud, Azure)"}, {"id": "mai-20260917-0816-smoke|c88-s5|anthropic-small|Azure", "prompt": "c88-s5", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Get quotes from 2-3 major providers (AWS, Google Cloud, Azure)"}, {"id": "mai-20260917-0816-smoke|c88-s5|deepseek-small|AWS", "prompt": "c88-s5", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "All three major cloud providers (AWS, Azure, Google Cloud) have small-business programs with free tiers and credits"}, {"id": "mai-20260917-0816-smoke|c88-s5|deepseek-small|Azure", "prompt": "c88-s5", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "All three major cloud providers (AWS, Azure, Google Cloud) have small-business programs with free tiers and credits"}, {"id": "mai-20260917-0816-smoke|c88-s5|deepseek-small|Google Cloud", "prompt": "c88-s5", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "All three major cloud providers (AWS, Azure, Google Cloud) have small-business programs with free tiers and credits"}, {"id": "mai-20260917-0816-smoke|c88-s5|google-small|Render", "prompt": "c88-s5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Render", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start on a modern PaaS (like **Render** or **Fly.io**) or a developer-friendly cloud (like **DigitalOcean**)"}, {"id": "mai-20260917-0816-smoke|c88-s5|google-small|Heroku", "prompt": "c88-s5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Heroku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Platform-as-a-Service (PaaS) (e.g., Render, Heroku, Fly.io, Railway)"}, {"id": "mai-20260917-0816-smoke|c88-s5|google-small|Fly.io", "prompt": "c88-s5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Fly.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start on a modern PaaS (like **Render** or **Fly.io**)"}, {"id": "mai-20260917-0816-smoke|c88-s5|google-small|Railway", "prompt": "c88-s5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Railway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Platform-as-a-Service (PaaS) (e.g., Render, Heroku, Fly.io, Railway)"}, {"id": "mai-20260917-0816-smoke|c88-s5|google-small|DigitalOcean", "prompt": "c88-s5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "or a developer-friendly cloud (like **DigitalOcean**). It will save you from needing to hire a full-time system administrator."}, {"id": "mai-20260917-0816-smoke|c88-s5|google-small|Linode/Akamai", "prompt": "c88-s5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Linode/Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Developer-Focused Clouds (e.g., DigitalOcean, Linode/Akamai, Vultr)"}, {"id": "mai-20260917-0816-smoke|c88-s5|google-small|Vultr", "prompt": "c88-s5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Developer-Focused Clouds (e.g., DigitalOcean, Linode/Akamai, Vultr)"}, {"id": "mai-20260917-0816-smoke|c88-s5|google-small|AWS", "prompt": "c88-s5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For companies with specialized needs ...: Adopt a hyperscaler (like **AWS** or **GCP**)"}, {"id": "mai-20260917-0816-smoke|c88-s5|google-small|Google Cloud", "prompt": "c88-s5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Adopt a hyperscaler (like **AWS** or **GCP**), but use their most highly managed, developer-focused services"}, {"id": "mai-20260917-0816-smoke|c88-s5|google-small|Microsoft Azure", "prompt": "c88-s5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Microsoft Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Many providers (especially AWS and Azure) charge heavily for data leaving their network (egress fees)"}, {"id": "mai-20260917-0816-smoke|c88-s5|google-small|Cloudflare", "prompt": "c88-s5", "model": "google-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Look for providers with generous free bandwidth pools or flat-rate bandwidth (like DigitalOcean or Cloudflare)"}, {"id": "mai-20260917-0816-smoke|c88-s5|minimax-small|Amazon Web Services (AWS)", "prompt": "c88-s5", "model": "minimax-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Major providers like **Amazon Web Services (AWS)**, **Microsoft Azure**, and **Google Cloud Platform** offer enterprise-grade features with scalable pricing"}, {"id": "mai-20260917-0816-smoke|c88-s5|minimax-small|Microsoft Azure", "prompt": "c88-s5", "model": "minimax-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Microsoft Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Major providers like **Amazon Web Services (AWS)**, **Microsoft Azure**, and **Google Cloud Platform** offer enterprise-grade features"}, {"id": "mai-20260917-0816-smoke|c88-s5|minimax-small|Google Cloud Platform", "prompt": "c88-s5", "model": "minimax-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Google Cloud Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Major providers like ... **Google Cloud Platform** offer enterprise-grade features with scalable pricing"}, {"id": "mai-20260917-0816-smoke|c88-s5|minimax-small|DigitalOcean", "prompt": "c88-s5", "model": "minimax-small", "cat": "cloud-hosting", "variant": "scale", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "reputable mid-range providers (e.g., DigitalOcean, Linode, or IBM Cloud) that may be a better fit if you have simpler needs"}, {"id": "mai-20260917-0816-smoke|c88-s5|minimax-small|Linode", "prompt": "c88-s5", "model": "minimax-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "reputable mid-range providers (e.g., DigitalOcean, Linode, or IBM Cloud)"}, {"id": "mai-20260917-0816-smoke|c88-s5|minimax-small|IBM Cloud", "prompt": "c88-s5", "model": "minimax-small", "cat": "cloud-hosting", "variant": "scale", "raw": "IBM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "reputable mid-range providers (e.g., DigitalOcean, Linode, or IBM Cloud) that may be a better fit"}, {"id": "mai-20260917-0816-smoke|c88-s5|mistral-small|AWS", "prompt": "c88-s5", "model": "mistral-small", "cat": "cloud-hosting", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Create a spreadsheet to compare providers (AWS, Azure, Google Cloud, DigitalOcean, Linode, Vultr, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-s5|mistral-small|Azure", "prompt": "c88-s5", "model": "mistral-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare providers (AWS, Azure, Google Cloud, DigitalOcean, Linode, Vultr, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-s5|mistral-small|Google Cloud", "prompt": "c88-s5", "model": "mistral-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare providers (AWS, Azure, Google Cloud, DigitalOcean, Linode, Vultr, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-s5|mistral-small|DigitalOcean", "prompt": "c88-s5", "model": "mistral-small", "cat": "cloud-hosting", "variant": "scale", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare providers (AWS, Azure, Google Cloud, DigitalOcean, Linode, Vultr, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-s5|mistral-small|Linode", "prompt": "c88-s5", "model": "mistral-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare providers (AWS, Azure, Google Cloud, DigitalOcean, Linode, Vultr, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-s5|mistral-small|Vultr", "prompt": "c88-s5", "model": "mistral-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Vultr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compare providers (AWS, Azure, Google Cloud, DigitalOcean, Linode, Vultr, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-s5|moonshot-small|AWS", "prompt": "c88-s5", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AWS has 200+ services and largest community"}, {"id": "mai-20260917-0816-smoke|c88-s5|moonshot-small|Google Cloud", "prompt": "c88-s5", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Google Cloud excels at big data and container-native networking"}, {"id": "mai-20260917-0816-smoke|c88-s5|moonshot-small|Azure", "prompt": "c88-s5", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft-heavy environment? → Azure offers deep integration and Hybrid Benefit discounts"}, {"id": "mai-20260917-0816-smoke|c88-s5|openai-small|AWS", "prompt": "c88-s5", "model": "openai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare AWS, Azure, GCP, and smaller providers side by side"}, {"id": "mai-20260917-0816-smoke|c88-s5|openai-small|Azure", "prompt": "c88-s5", "model": "openai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare AWS, Azure, GCP, and smaller providers side by side"}, {"id": "mai-20260917-0816-smoke|c88-s5|openai-small|GCP", "prompt": "c88-s5", "model": "openai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "GCP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare AWS, Azure, GCP, and smaller providers side by side"}, {"id": "mai-20260917-0816-smoke|c88-s5|xai-small|AWS", "prompt": "c88-s5", "model": "xai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Focus on providers like AWS, Google Cloud, Azure, DigitalOcean, or Linode"}, {"id": "mai-20260917-0816-smoke|c88-s5|xai-small|Google Cloud", "prompt": "c88-s5", "model": "xai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Google Cloud** | AI/ML, cheap networking | $300 credit |"}, {"id": "mai-20260917-0816-smoke|c88-s5|xai-small|Azure", "prompt": "c88-s5", "model": "xai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Azure** | Microsoft stack integration | $200 credit |"}, {"id": "mai-20260917-0816-smoke|c88-s5|xai-small|DigitalOcean", "prompt": "c88-s5", "model": "xai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Providers like DigitalOcean excel here with simpler support vs. Big 3's enterprise bias."}, {"id": "mai-20260917-0816-smoke|c88-s5|xai-small|Linode", "prompt": "c88-s5", "model": "xai-small", "cat": "cloud-hosting", "variant": "scale", "raw": "Linode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Linode (Akamai)** | Affordable VMs, great perf/price | $100 credit |"}, {"id": "mai-20260917-0816-smoke|c88-s6|alibaba-small|Amazon Web Services (AWS)", "prompt": "c88-s6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Amazon Web Services (AWS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you should generally avoid using raw infrastructure from the massive hyperscalers directly... their \"pay-as-you-go\" models are incredibly complex"}, {"id": "mai-20260917-0816-smoke|c88-s6|alibaba-small|Google Cloud Platform (GCP)", "prompt": "c88-s6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud Platform (GCP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While **Amazon Web Services (AWS)**, **Google Cloud Platform (GCP)**, and **Microsoft Azure** are the industry leaders, their \"pay-as-you-go\" models are incredibly complex."}, {"id": "mai-20260917-0816-smoke|c88-s6|alibaba-small|Microsoft Azure", "prompt": "c88-s6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Microsoft Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Without expert management, these platforms are prone to \"security drift\" and sudden cost spikes."}, {"id": "mai-20260917-0816-smoke|c88-s6|alibaba-small|AWS Lightsail", "prompt": "c88-s6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS Lightsail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Better Alternative:** Look for \"Lightweight\" offerings ... such as **AWS Lightsail**, **DigitalOcean Droplets**, or **Linode**"}, {"id": "mai-20260917-0816-smoke|c88-s6|alibaba-small|DigitalOcean Droplets", "prompt": "c88-s6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "DigitalOcean Droplets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "which offer predictable pricing and simpler interfaces tailored for small teams"}, {"id": "mai-20260917-0816-smoke|c88-s6|alibaba-small|Linode", "prompt": "c88-s6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "such as **AWS Lightsail**, **DigitalOcean Droplets**, or **Linode**, which offer predictable pricing and simpler interfaces"}, {"id": "mai-20260917-0816-smoke|c88-s6|alibaba-small|Bluehost", "prompt": "c88-s6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Bluehost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "brands frequently cited for misleading marketing or aggressive upselling include **Bluehost**, **GoDaddy**, and **HostGator**"}, {"id": "mai-20260917-0816-smoke|c88-s6|alibaba-small|GoDaddy", "prompt": "c88-s6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Why to Avoid:** These providers rely on massive overcrowding of servers"}, {"id": "mai-20260917-0816-smoke|c88-s6|alibaba-small|HostGator", "prompt": "c88-s6", "model": "alibaba-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "notorious for hidden renewal fee hikes and selling user data to third-party partners"}, {"id": "mai-20260917-0816-smoke|c88-s6|anthropic-small|GoDaddy", "prompt": "c88-s6", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "GoDaddy is one of the slowest web hosting providers in the industry with scored worst uptime at 99.76%"}, {"id": "mai-20260917-0816-smoke|c88-s6|anthropic-small|A2 Hosting", "prompt": "c88-s6", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "negative", "raw": "A2 Hosting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Numerous customer reviews highlight concerns over inconsistent uptime guarantees. Users have reported frequent downtimes"}, {"id": "mai-20260917-0816-smoke|c88-s6|anthropic-small|IONOS (formerly 1&1)", "prompt": "c88-s6", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "negative", "raw": "IONOS (formerly 1&1)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The platform behaves unpredictably often enough that it's treated as high-risk."}, {"id": "mai-20260917-0816-smoke|c88-s6|anthropic-small|AccuWeb Hosting", "prompt": "c88-s6", "model": "anthropic-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AccuWeb Hosting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "There are notable complaints about customer service, with reports of delayed responses or unresolved technical support issues."}, {"id": "mai-20260917-0816-smoke|c88-s6|challenger-small|AWS", "prompt": "c88-s6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Very powerful, but can be **complex for beginners** and may require more technical setup than a small team wants."}, {"id": "mai-20260917-0816-smoke|c88-s6|challenger-small|Google Cloud", "prompt": "c88-s6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**pricing can climb as usage grows**, so costs may be less predictable."}, {"id": "mai-20260917-0816-smoke|c88-s6|challenger-small|Azure", "prompt": "c88-s6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its **pricing model can be harder to predict**"}, {"id": "mai-20260917-0816-smoke|c88-s6|challenger-small|Vultr", "prompt": "c88-s6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Often affordable, but they usually involve **more manual management**"}, {"id": "mai-20260917-0816-smoke|c88-s6|challenger-small|Linode", "prompt": "c88-s6", "model": "challenger-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Often affordable, but they usually involve **more manual management**"}, {"id": "mai-20260917-0816-smoke|c88-s6|deepseek-small|Bluehost", "prompt": "c88-s6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Bluehost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Names to be cautious about: Bluehost, HostGator, iPage... make them a poor fit for a business that cannot afford downtime."}, {"id": "mai-20260917-0816-smoke|c88-s6|deepseek-small|HostGator", "prompt": "c88-s6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "HostGator users reporting 87% uptime despite a 99.9% SLA"}, {"id": "mai-20260917-0816-smoke|c88-s6|deepseek-small|iPage", "prompt": "c88-s6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "iPage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Names to be cautious about: Bluehost, HostGator, iPage, HostMonster, Just Host"}, {"id": "mai-20260917-0816-smoke|c88-s6|deepseek-small|HostMonster", "prompt": "c88-s6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostMonster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Names to be cautious about: Bluehost, HostGator, iPage, HostMonster, Just Host"}, {"id": "mai-20260917-0816-smoke|c88-s6|deepseek-small|Just Host", "prompt": "c88-s6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Just Host", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Names to be cautious about: Bluehost, HostGator, iPage, HostMonster, Just Host"}, {"id": "mai-20260917-0816-smoke|c88-s6|deepseek-small|Hostinger", "prompt": "c88-s6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Hostinger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Hostinger is popular for its price and performance, but you should be cautious about the caveats."}, {"id": "mai-20260917-0816-smoke|c88-s6|deepseek-small|GoDaddy", "prompt": "c88-s6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "GoDaddy is fine for domain registration, but it should be avoided for cloud hosting."}, {"id": "mai-20260917-0816-smoke|c88-s6|deepseek-small|OVHcloud", "prompt": "c88-s6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "OVHcloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it's not ideal for small businesses without a dedicated IT team"}, {"id": "mai-20260917-0816-smoke|c88-s6|deepseek-small|Liquid Web", "prompt": "c88-s6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Liquid Web", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Despite being a \"premium\" managed host, recent user feedback is concerning."}, {"id": "mai-20260917-0816-smoke|c88-s6|deepseek-small|AWS", "prompt": "c88-s6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "While AWS, Azure, and GCP are excellent for enterprises with engineering teams, small businesses should be very cautious"}, {"id": "mai-20260917-0816-smoke|c88-s6|deepseek-small|Azure", "prompt": "c88-s6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "small businesses should be **very cautious**"}, {"id": "mai-20260917-0816-smoke|c88-s6|deepseek-small|GCP", "prompt": "c88-s6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GCP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "small businesses should be **very cautious**"}, {"id": "mai-20260917-0816-smoke|c88-s6|deepseek-small|SiteGround", "prompt": "c88-s6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "SiteGround", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "SiteGround, Kinsta, and Cloudways are consistently recommended for their reliability and responsive support"}, {"id": "mai-20260917-0816-smoke|c88-s6|deepseek-small|Kinsta", "prompt": "c88-s6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Kinsta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "SiteGround, Kinsta, and Cloudways are consistently recommended"}, {"id": "mai-20260917-0816-smoke|c88-s6|deepseek-small|Cloudways", "prompt": "c88-s6", "model": "deepseek-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Cloudways", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "SiteGround, Kinsta, and Cloudways are consistently recommended"}, {"id": "mai-20260917-0816-smoke|c88-s6|google-small|AWS", "prompt": "c88-s6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid unless you have a dedicated system administrator or DevOps engineer on your payroll."}, {"id": "mai-20260917-0816-smoke|c88-s6|google-small|Google Cloud", "prompt": "c88-s6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "generally **not designed for small businesses** without dedicated IT departments"}, {"id": "mai-20260917-0816-smoke|c88-s6|google-small|Microsoft Azure", "prompt": "c88-s6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Microsoft Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "generally **not designed for small businesses** without dedicated IT departments"}, {"id": "mai-20260917-0816-smoke|c88-s6|google-small|Newfold Digital", "prompt": "c88-s6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Newfold Digital", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Be highly cautious. Many \"Best Cloud Hosting\" lists online are driven by high affiliate commissions paid by these brands"}, {"id": "mai-20260917-0816-smoke|c88-s6|google-small|Bluehost", "prompt": "c88-s6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Bluehost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "This includes brands like **Bluehost, HostGator, iPage, HostMonster, and Domain.com**"}, {"id": "mai-20260917-0816-smoke|c88-s6|google-small|HostGator", "prompt": "c88-s6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "This includes brands like **Bluehost, HostGator, iPage, HostMonster, and Domain.com**"}, {"id": "mai-20260917-0816-smoke|c88-s6|google-small|iPage", "prompt": "c88-s6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "iPage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "This includes brands like **Bluehost, HostGator, iPage, HostMonster, and Domain.com**"}, {"id": "mai-20260917-0816-smoke|c88-s6|google-small|HostMonster", "prompt": "c88-s6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostMonster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "This includes brands like **Bluehost, HostGator, iPage, HostMonster, and Domain.com**"}, {"id": "mai-20260917-0816-smoke|c88-s6|google-small|Domain.com", "prompt": "c88-s6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Domain.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "This includes brands like **Bluehost, HostGator, iPage, HostMonster, and Domain.com**"}, {"id": "mai-20260917-0816-smoke|c88-s6|google-small|DigitalOcean", "prompt": "c88-s6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Avoid unless you or your team have strong Linux command-line skills."}, {"id": "mai-20260917-0816-smoke|c88-s6|google-small|Vultr", "prompt": "c88-s6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Avoid unless you or your team have strong Linux command-line skills."}, {"id": "mai-20260917-0816-smoke|c88-s6|google-small|Linode/Akamai", "prompt": "c88-s6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Linode/Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Avoid unless you or your team have strong Linux command-line skills."}, {"id": "mai-20260917-0816-smoke|c88-s6|google-small|Cloudways", "prompt": "c88-s6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Cloudways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "You *can* safely use these providers if you pair them with a managed control panel wrapper like **Cloudways** or **RunCloud**"}, {"id": "mai-20260917-0816-smoke|c88-s6|google-small|RunCloud", "prompt": "c88-s6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "RunCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "pair them with a managed control panel wrapper like **Cloudways** or **RunCloud**, which handles the server management for you"}, {"id": "mai-20260917-0816-smoke|c88-s6|google-small|GoDaddy", "prompt": "c88-s6", "model": "google-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Providers with Hostile Pricing & \"Add-on\" Traps (e.g., GoDaddy)... Avoid providers that nickle-and-dime you for basic security."}, {"id": "mai-20260917-0816-smoke|c88-s6|meta-small|GoDaddy", "prompt": "c88-s6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "cloud hosting providers that small businesses should be cautious about or avoid"}, {"id": "mai-20260917-0816-smoke|c88-s6|meta-small|HostGator", "prompt": "c88-s6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "cloud hosting providers that small businesses should be cautious about or avoid"}, {"id": "mai-20260917-0816-smoke|c88-s6|meta-small|BlueHost", "prompt": "c88-s6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "BlueHost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "cloud hosting providers that small businesses should be cautious about or avoid"}, {"id": "mai-20260917-0816-smoke|c88-s6|meta-small|EIG (Endurance International Group)", "prompt": "c88-s6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "EIG (Endurance International Group)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "EIG (Endurance International Group) subsidiaries, such as Hostinger, DomainRacer, and others"}, {"id": "mai-20260917-0816-smoke|c88-s6|meta-small|Hostinger", "prompt": "c88-s6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Hostinger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "EIG (Endurance International Group) subsidiaries, such as Hostinger, DomainRacer, and others"}, {"id": "mai-20260917-0816-smoke|c88-s6|meta-small|DomainRacer", "prompt": "c88-s6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "DomainRacer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "EIG (Endurance International Group) subsidiaries, such as Hostinger, DomainRacer, and others"}, {"id": "mai-20260917-0816-smoke|c88-s6|meta-small|Freenom", "prompt": "c88-s6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Freenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "providers that small businesses should be cautious about or avoid"}, {"id": "mai-20260917-0816-smoke|c88-s6|meta-small|AWS", "prompt": "c88-s6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Hyperscalers like AWS, Google Cloud, and Azure, due to their complex pricing models and potential for high costs."}, {"id": "mai-20260917-0816-smoke|c88-s6|meta-small|Google Cloud", "prompt": "c88-s6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Hyperscalers like AWS, Google Cloud, and Azure, due to their complex pricing models and potential for high costs."}, {"id": "mai-20260917-0816-smoke|c88-s6|meta-small|Azure", "prompt": "c88-s6", "model": "meta-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Hyperscalers like AWS, Google Cloud, and Azure, due to their complex pricing models and potential for high costs."}, {"id": "mai-20260917-0816-smoke|c88-s6|minimax-small|Newfold Digital (formerly EIG)", "prompt": "c88-s6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Newfold Digital (formerly EIG)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Commonly criticized for overselling servers, poor customer support, and aggressive upselling"}, {"id": "mai-20260917-0816-smoke|c88-s6|minimax-small|HostGator", "prompt": "c88-s6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "HostGator, BlueHost, and dozens of other brands are owned by this parent company"}, {"id": "mai-20260917-0816-smoke|c88-s6|minimax-small|BlueHost", "prompt": "c88-s6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "BlueHost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "HostGator, BlueHost, and dozens of other brands are owned by this parent company"}, {"id": "mai-20260917-0816-smoke|c88-s6|minimax-small|GoDaddy", "prompt": "c88-s6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Frequently mentioned in \"avoid\" discussions"}, {"id": "mai-20260917-0816-smoke|c88-s6|minimax-small|Hostinger", "prompt": "c88-s6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Hostinger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "some users report hidden fees, renewal price spikes, and support issues"}, {"id": "mai-20260917-0816-smoke|c88-s6|minimax-small|AWS", "prompt": "c88-s6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Can be overkill for small businesses with simple needs"}, {"id": "mai-20260917-0816-smoke|c88-s6|minimax-small|Azure", "prompt": "c88-s6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Can be overkill for small businesses with simple needs"}, {"id": "mai-20260917-0816-smoke|c88-s6|minimax-small|Google Cloud", "prompt": "c88-s6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Pricing is often described as \"opaque\" with variable egress charges and unexpected spikes"}, {"id": "mai-20260917-0816-smoke|c88-s6|minimax-small|DigitalOcean", "prompt": "c88-s6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "providers like DigitalOcean, Linode, or managed cloud services like Cloudways are often cited as better fits"}, {"id": "mai-20260917-0816-smoke|c88-s6|minimax-small|Linode", "prompt": "c88-s6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "providers like DigitalOcean, Linode, or managed cloud services like Cloudways are often cited as better fits"}, {"id": "mai-20260917-0816-smoke|c88-s6|minimax-small|Cloudways", "prompt": "c88-s6", "model": "minimax-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Cloudways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "managed cloud services like Cloudways are often cited as better fits due to simpler pricing"}, {"id": "mai-20260917-0816-smoke|c88-s6|mistral-small|Contabo", "prompt": "c88-s6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Contabo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "poor ratings ... for unreliable performance, significant downtime, and poor customer support"}, {"id": "mai-20260917-0816-smoke|c88-s6|mistral-small|Hostinger", "prompt": "c88-s6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Hostinger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "mentioned in Reddit discussions as a provider to avoid due to poor support, frequent outages"}, {"id": "mai-20260917-0816-smoke|c88-s6|mistral-small|Bluehost", "prompt": "c88-s6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Bluehost", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "approach Contabo, Hostinger, HostGator, GoDaddy, and sometimes Bluehost with caution"}, {"id": "mai-20260917-0816-smoke|c88-s6|mistral-small|HostGator", "prompt": "c88-s6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "HostGator and GoDaddy are frequently listed among the most disliked hosting companies"}, {"id": "mai-20260917-0816-smoke|c88-s6|mistral-small|GoDaddy", "prompt": "c88-s6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "HostGator and GoDaddy are frequently listed among the most disliked hosting companies"}, {"id": "mai-20260917-0816-smoke|c88-s6|mistral-small|SiteGround", "prompt": "c88-s6", "model": "mistral-small", "cat": "cloud-hosting", "variant": "negative", "raw": "SiteGround", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SiteGround, while generally well-regarded, has its detractors who find it overpriced or unreliable"}, {"id": "mai-20260917-0816-smoke|c88-s6|moonshot-small|GoDaddy Hosting", "prompt": "c88-s6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy Hosting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** Consistently poor performance with TTFB (time to first byte) exceeding 1.5-2 seconds"}, {"id": "mai-20260917-0816-smoke|c88-s6|moonshot-small|SiteGround", "prompt": "c88-s6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "SiteGround", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Better alternative:** SiteGround or Cloudways"}, {"id": "mai-20260917-0816-smoke|c88-s6|moonshot-small|Cloudways", "prompt": "c88-s6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Cloudways", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Better alternative:** SiteGround or Cloudways"}, {"id": "mai-20260917-0816-smoke|c88-s6|moonshot-small|HostGator", "prompt": "c88-s6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why avoid:** Documented 99.88% uptime (10+ hours of annual downtime), 14 separate incidents in testing"}, {"id": "mai-20260917-0816-smoke|c88-s6|moonshot-small|iPage", "prompt": "c88-s6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "iPage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why avoid:** Particularly unreliable server performance"}, {"id": "mai-20260917-0816-smoke|c88-s6|moonshot-small|Bluehost", "prompt": "c88-s6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Bluehost", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Why be cautious:** 99.93% uptime (6+ hours annual downtime), slower TTFB at 340ms"}, {"id": "mai-20260917-0816-smoke|c88-s6|moonshot-small|DigitalOcean", "prompt": "c88-s6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "DigitalOcean | ~$5/mo | 99.99% | Developers, predictable pricing"}, {"id": "mai-20260917-0816-smoke|c88-s6|moonshot-small|Vultr", "prompt": "c88-s6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Vultr | ~$2.50/mo | 99.99% | Budget-conscious, technical users"}, {"id": "mai-20260917-0816-smoke|c88-s6|moonshot-small|Atlantic.Net", "prompt": "c88-s6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Atlantic.Net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Atlantic.Net | $10/mo | 100% SLA | Compliance needs, US-based support"}, {"id": "mai-20260917-0816-smoke|c88-s6|moonshot-small|AWS", "prompt": "c88-s6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid \"hyperscalers\" (AWS, Azure, GCP) for simple workloads"}, {"id": "mai-20260917-0816-smoke|c88-s6|moonshot-small|Azure", "prompt": "c88-s6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid \"hyperscalers\" (AWS, Azure, GCP) for simple workloads"}, {"id": "mai-20260917-0816-smoke|c88-s6|moonshot-small|GCP", "prompt": "c88-s6", "model": "moonshot-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GCP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Avoid \"hyperscalers\" (AWS, Azure, GCP) for simple workloads"}, {"id": "mai-20260917-0816-smoke|c88-s6|openai-small|Rackspace", "prompt": "c88-s6", "model": "openai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Rackspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "recent reviews mention large price increases, weak support, and outage concerns"}, {"id": "mai-20260917-0816-smoke|c88-s6|openai-small|Serverspace", "prompt": "c88-s6", "model": "openai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Serverspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "reviews point to weak communication and limited support responsiveness"}, {"id": "mai-20260917-0816-smoke|c88-s6|openai-small|OhzCloud", "prompt": "c88-s6", "model": "openai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "OhzCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "recent reviews describe unreliable deployment, firewall/configuration issues, and poor ticket handling"}, {"id": "mai-20260917-0816-smoke|c88-s6|openai-small|SHIFT HOSTING LLC", "prompt": "c88-s6", "model": "openai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "SHIFT HOSTING LLC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "reviews warn of unresolved support disputes and recommend avoiding it for serious business use"}, {"id": "mai-20260917-0816-smoke|c88-s6|openai-small|is*hosting", "prompt": "c88-s6", "model": "openai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "is*hosting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "reviews describe repeated VM reboots and downtime, though some users note the provider eventually addressed issues"}, {"id": "mai-20260917-0816-smoke|c88-s6|xai-small|Bluehost", "prompt": "c88-s6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Bluehost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Key Providers to Avoid or Approach with Caution: Bluehost, HostGator, and other Newfold Digital brands"}, {"id": "mai-20260917-0816-smoke|c88-s6|xai-small|HostGator", "prompt": "c88-s6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "overcrowded servers leading to slow speeds, high downtime ... Renewal complaints up ... 28% for HostGator"}, {"id": "mai-20260917-0816-smoke|c88-s6|xai-small|GoDaddy", "prompt": "c88-s6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Upsell-heavy sales tactics, glitchy tools, poor UX for non-tech users, slow performance, and ignorant support"}, {"id": "mai-20260917-0816-smoke|c88-s6|xai-small|iPage", "prompt": "c88-s6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "iPage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "other Newfold Digital brands (e.g., iPage, HostMonster, FatCow)"}, {"id": "mai-20260917-0816-smoke|c88-s6|xai-small|HostMonster", "prompt": "c88-s6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostMonster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "other Newfold Digital brands (e.g., iPage, HostMonster, FatCow)"}, {"id": "mai-20260917-0816-smoke|c88-s6|xai-small|FatCow", "prompt": "c88-s6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "FatCow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "other Newfold Digital brands (e.g., iPage, HostMonster, FatCow)"}, {"id": "mai-20260917-0816-smoke|c88-s6|xai-small|AWS", "prompt": "c88-s6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why cautious? Overkill for simple sites/apps—complex consoles, opaque pricing"}, {"id": "mai-20260917-0816-smoke|c88-s6|xai-small|Azure", "prompt": "c88-s6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be Cautious (Not Avoid) with Enterprise Clouds ... AWS, Azure, Google Cloud (hyperscalers)"}, {"id": "mai-20260917-0816-smoke|c88-s6|xai-small|Google Cloud", "prompt": "c88-s6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "GCP had 57% more critical downtime in 2024 (Parametrix report)"}, {"id": "mai-20260917-0816-smoke|c88-s6|xai-small|Hostinger Cloud", "prompt": "c88-s6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Hostinger Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Prioritize instead: Hostinger Cloud, Cloudways (managed on top of hyperscalers), DigitalOcean/Linode/Vultr"}, {"id": "mai-20260917-0816-smoke|c88-s6|xai-small|Cloudways", "prompt": "c88-s6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Cloudways", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Prioritize instead: Hostinger Cloud, Cloudways (managed on top of hyperscalers)"}, {"id": "mai-20260917-0816-smoke|c88-s6|xai-small|DigitalOcean", "prompt": "c88-s6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "DigitalOcean/Linode/Vultr (simple VPS/cloud, predictable pricing)"}, {"id": "mai-20260917-0816-smoke|c88-s6|xai-small|Linode", "prompt": "c88-s6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "DigitalOcean/Linode/Vultr (simple VPS/cloud, predictable pricing)"}, {"id": "mai-20260917-0816-smoke|c88-s6|xai-small|Vultr", "prompt": "c88-s6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "DigitalOcean/Linode/Vultr (simple VPS/cloud, predictable pricing)"}, {"id": "mai-20260917-0816-smoke|c88-s6|xai-small|SiteGround", "prompt": "c88-s6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "SiteGround", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "SiteGround, or Liquid Web for better uptime (99.99%+), fast support"}, {"id": "mai-20260917-0816-smoke|c88-s6|xai-small|Liquid Web", "prompt": "c88-s6", "model": "xai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Liquid Web", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "SiteGround, or Liquid Web for better uptime (99.99%+), fast support"}, {"id": "mai-20260917-0816-smoke|c88-s6|zai-small|Newfold Digital", "prompt": "c88-s6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Newfold Digital", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** well‑known “cheap‑host” brands that have been absorbed by Newfold Digital (Bluehost, HostGator, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-s6|zai-small|Bluehost", "prompt": "c88-s6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Bluehost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** well‑known “cheap‑host” brands that have been absorbed by Newfold Digital (Bluehost, HostGator, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-s6|zai-small|HostGator", "prompt": "c88-s6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostGator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid** well‑known “cheap‑host” brands ... (Bluehost, HostGator, etc.)"}, {"id": "mai-20260917-0816-smoke|c88-s6|zai-small|HostMonster", "prompt": "c88-s6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "HostMonster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "brands include **Bluehost, HostGator, HostMonster, iPage, FatCow, JustHost, Site5, A Small Orange**"}, {"id": "mai-20260917-0816-smoke|c88-s6|zai-small|iPage", "prompt": "c88-s6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "iPage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "brands include **Bluehost, HostGator, HostMonster, iPage, FatCow, JustHost, Site5, A Small Orange**"}, {"id": "mai-20260917-0816-smoke|c88-s6|zai-small|FatCow", "prompt": "c88-s6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "FatCow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "brands include **Bluehost, HostGator, HostMonster, iPage, FatCow, JustHost, Site5, A Small Orange**"}, {"id": "mai-20260917-0816-smoke|c88-s6|zai-small|JustHost", "prompt": "c88-s6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "JustHost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "brands include **Bluehost, HostGator, HostMonster, iPage, FatCow, JustHost, Site5, A Small Orange**"}, {"id": "mai-20260917-0816-smoke|c88-s6|zai-small|Site5", "prompt": "c88-s6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Site5", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "brands include **Bluehost, HostGator, HostMonster, iPage, FatCow, JustHost, Site5, A Small Orange**"}, {"id": "mai-20260917-0816-smoke|c88-s6|zai-small|A Small Orange", "prompt": "c88-s6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "A Small Orange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "brands include **Bluehost, HostGator, HostMonster, iPage, FatCow, JustHost, Site5, A Small Orange**"}, {"id": "mai-20260917-0816-smoke|c88-s6|zai-small|GoDaddy", "prompt": "c88-s6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid** ... or GoDaddy’s shared/managed hosting."}, {"id": "mai-20260917-0816-smoke|c88-s6|zai-small|Ace Cloud Hosting", "prompt": "c88-s6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Ace Cloud Hosting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Multiple reports of **sub‑par performance** and **support that ignores experienced IT advice**."}, {"id": "mai-20260917-0816-smoke|c88-s6|zai-small|Cloudways", "prompt": "c88-s6", "model": "zai-small", "cat": "cloud-hosting", "variant": "negative", "raw": "Cloudways", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Proceed with caution** with Cloudways if your budget is tight or you need responsive, hands‑on support."}, {"id": "mai-20260917-0816-smoke|c89-l1|alibaba-small|Microsoft Intune", "prompt": "c89-l1", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune** is the dominant market leader due to its bundled value proposition."}, {"id": "mai-20260917-0816-smoke|c89-l1|alibaba-small|Omnissa Workspace ONE (formerly VMware AirWatch)", "prompt": "c89-l1", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Omnissa Workspace ONE (formerly VMware AirWatch)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Omnissa Workspace ONE** is often cited as the most powerful \"true\" UEM"}, {"id": "mai-20260917-0816-smoke|c89-l1|alibaba-small|Cisco Meraki Systems Manager", "prompt": "c89-l1", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Cisco Meraki Systems Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if you already use Cisco Meraki networking gear... less feature-rich for complex enterprise policy enforcement"}, {"id": "mai-20260917-0816-smoke|c89-l1|alibaba-small|Jamf Pro", "prompt": "c89-l1", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The gold standard for **Apple-only** or **Apple-dominant** enterprises"}, {"id": "mai-20260917-0816-smoke|c89-l1|anthropic-small|Microsoft Intune", "prompt": "c89-l1", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Microsoft Intune (strong for Windows/Microsoft ecosystem)"}, {"id": "mai-20260917-0816-smoke|c89-l1|anthropic-small|Jamf", "prompt": "c89-l1", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Jamf (popular for Apple devices)"}, {"id": "mai-20260917-0816-smoke|c89-l1|anthropic-small|VMware Workspace ONE", "prompt": "c89-l1", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "VMware Workspace ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "VMware Workspace ONE"}, {"id": "mai-20260917-0816-smoke|c89-l1|anthropic-small|Citrix XenMobile", "prompt": "c89-l1", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Citrix XenMobile", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Citrix XenMobile"}, {"id": "mai-20260917-0816-smoke|c89-l1|anthropic-small|IBM MobileFirst", "prompt": "c89-l1", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "IBM MobileFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "IBM MobileFirst"}, {"id": "mai-20260917-0816-smoke|c89-l1|anthropic-small|MobileIron", "prompt": "c89-l1", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "MobileIron", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "MobileIron (now part of Ivanti)"}, {"id": "mai-20260917-0816-smoke|c89-l1|challenger-small|Microsoft Intune", "prompt": "c89-l1", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Intune** is the best unified endpoint management platform for most enterprise B2B companies"}, {"id": "mai-20260917-0816-smoke|c89-l1|challenger-small|ManageEngine Endpoint Central", "prompt": "c89-l1", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the most common alternative top pick in enterprise-focused rankings"}, {"id": "mai-20260917-0816-smoke|c89-l1|challenger-small|NinjaOne", "prompt": "c89-l1", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest when the priority is managing a large, distributed, or mixed-OS estate from one console"}, {"id": "mai-20260917-0816-smoke|c89-l1|challenger-small|VMware Workspace ONE UEM", "prompt": "c89-l1", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "VMware Workspace ONE UEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth considering for more specialized enterprise needs... though they appear less often as the overall top default"}, {"id": "mai-20260917-0816-smoke|c89-l1|challenger-small|IBM MaaS360", "prompt": "c89-l1", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "IBM MaaS360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "worth considering for more specialized enterprise needs, particularly complex mobility or compliance-heavy environments"}, {"id": "mai-20260917-0816-smoke|c89-l1|deepseek-small|Microsoft Intune", "prompt": "c89-l1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Microsoft Intune** is the pragmatic default"}, {"id": "mai-20260917-0816-smoke|c89-l1|deepseek-small|Omnissa Workspace ONE", "prompt": "c89-l1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your fleet is highly mixed ... **Omnissa Workspace ONE** is the stronger cross-platform choice"}, {"id": "mai-20260917-0816-smoke|c89-l1|deepseek-small|Jamf Pro", "prompt": "c89-l1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "add **Jamf** if you have a substantial Apple deployment needing deep management"}, {"id": "mai-20260917-0816-smoke|c89-l1|deepseek-small|ManageEngine Endpoint Central", "prompt": "c89-l1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best value / cost-sensitive enterprise"}, {"id": "mai-20260917-0816-smoke|c89-l1|deepseek-small|IVANTI Neurons", "prompt": "c89-l1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "IVANTI Neurons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ivanti:** Patch-led UEM in regulated enterprises."}, {"id": "mai-20260917-0816-smoke|c89-l1|deepseek-small|Tanium", "prompt": "c89-l1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Tanium:** Real-time visibility and incident response at massive scale."}, {"id": "mai-20260917-0816-smoke|c89-l1|deepseek-small|NinjaOne", "prompt": "c89-l1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**NinjaOne:** RMM-style operations for MSPs and helpdesk-heavy teams."}, {"id": "mai-20260917-0816-smoke|c89-l1|google-small|Microsoft Intune", "prompt": "c89-l1", "model": "google-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the vast majority of B2B enterprises, Microsoft Intune is the default choice."}, {"id": "mai-20260917-0816-smoke|c89-l1|google-small|Omnissa Workspace ONE", "prompt": "c89-l1", "model": "google-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workspace ONE remains the gold standard for massive, heterogeneous enterprises"}, {"id": "mai-20260917-0816-smoke|c89-l1|google-small|Jamf Pro", "prompt": "c89-l1", "model": "google-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Is an **Apple-only or Apple-dominant** workspace. | **Jamf Pro** (the gold standard for macOS/iOS)."}, {"id": "mai-20260917-0816-smoke|c89-l1|google-small|ManageEngine Endpoint Central", "prompt": "c89-l1", "model": "google-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "robust, budget-friendly alternative to the premium costs of Omnissa or Microsoft add-ons"}, {"id": "mai-20260917-0816-smoke|c89-l1|meta-small|Omnissa", "prompt": "c89-l1", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Omnissa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best unified endpoint management platform for an enterprise B2B company is Omnissa, as it is considered the best cross-platform enterprise UEM solution."}, {"id": "mai-20260917-0816-smoke|c89-l1|minimax-small|Cisco Meraki", "prompt": "c89-l1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Cisco Meraki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Omnissa (Workspace ONE)** or **Cisco Meraki** | Better native macOS management and simpler UI for Apple devices."}, {"id": "mai-20260917-0816-smoke|c89-l1|minimax-small|IBM MaaS360", "prompt": "c89-l1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "IBM MaaS360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strict regulatory requirements (finance, healthcare)** | **IBM MaaS360** | Advanced threat‑defense"}, {"id": "mai-20260917-0816-smoke|c89-l1|minimax-small|Microsoft Intune", "prompt": "c89-l1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Microsoft Intune** is the most common “best‑all‑round” choice for the majority of enterprise‑B2B companies"}, {"id": "mai-20260917-0816-smoke|c89-l1|minimax-small|Omnissa (formerly Citrix Endpoint Management)", "prompt": "c89-l1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Omnissa (formerly Citrix Endpoint Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Large VDI/virtualization footprint** | **Omnissa (Citrix Endpoint Management)** | Tight integration with Citrix VDI"}, {"id": "mai-20260917-0816-smoke|c89-l1|minimax-small|Scalable UEM (Scalable Systems)", "prompt": "c89-l1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Scalable UEM (Scalable Systems)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for large‑scale Windows‑centric shops, strong patch management, affordable tiering"}, {"id": "mai-20260917-0816-smoke|c89-l1|minimax-small|SureMDM (42Gears)", "prompt": "c89-l1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "SureMDM (42Gears)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mixed OS + IoT/embedded devices** | **SureMDM (42Gears)** | Lightweight, supports Linux, IoT"}, {"id": "mai-20260917-0816-smoke|c89-l1|minimax-small|VMware Workspace ONE (UEM)", "prompt": "c89-l1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "VMware Workspace ONE (UEM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Run a pilot with 2–3 platforms (Intune, Workspace ONE, and one other)"}, {"id": "mai-20260917-0816-smoke|c89-l1|minimax-small|ManageEngine UEM", "prompt": "c89-l1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Budget‑constrained but need solid Windows management** | **ManageEngine UEM** | Often cheaper"}, {"id": "mai-20260917-0816-smoke|c89-l1|mistral-small|Microsoft Intune", "prompt": "c89-l1", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune** and **Omnissa (Workspace ONE)** are top choices due to their scalability, cross-platform support, and deep integration with enterprise ecosystems."}, {"id": "mai-20260917-0816-smoke|c89-l1|mistral-small|Cisco Meraki", "prompt": "c89-l1", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Cisco Meraki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cisco Meraki** is excellent for organizations needing strong MDM and network integration"}, {"id": "mai-20260917-0816-smoke|c89-l1|mistral-small|Omnissa (formerly VMware Workspace ONE)", "prompt": "c89-l1", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Omnissa (formerly VMware Workspace ONE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Microsoft Intune** and **Omnissa (Workspace ONE)** are top choices"}, {"id": "mai-20260917-0816-smoke|c89-l1|mistral-small|ManageEngine Endpoint Central", "prompt": "c89-l1", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a cost-effective alternative with robust features"}, {"id": "mai-20260917-0816-smoke|c89-l1|mistral-small|SureMDM by 42Gears", "prompt": "c89-l1", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "SureMDM by 42Gears", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Another award winner, SureMDM is recognized for its flexibility"}, {"id": "mai-20260917-0816-smoke|c89-l1|moonshot-small|Microsoft Intune", "prompt": "c89-l1", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune** is almost certainly your best choice"}, {"id": "mai-20260917-0816-smoke|c89-l1|moonshot-small|Omnissa Workspace ONE", "prompt": "c89-l1", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Omnissa remains the choice for complex, multi-platform enterprises that need maximum flexibility"}, {"id": "mai-20260917-0816-smoke|c89-l1|moonshot-small|ManageEngine Endpoint Central", "prompt": "c89-l1", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best Value Mid-Market"}, {"id": "mai-20260917-0816-smoke|c89-l1|moonshot-small|Ivanti UEM", "prompt": "c89-l1", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Ivanti UEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for ITSM Integration"}, {"id": "mai-20260917-0816-smoke|c89-l1|moonshot-small|Jamf Pro", "prompt": "c89-l1", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for Apple-Heavy Environments"}, {"id": "mai-20260917-0816-smoke|c89-l1|openai-small|Microsoft Intune", "prompt": "c89-l1", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is **Microsoft Intune**"}, {"id": "mai-20260917-0816-smoke|c89-l1|openai-small|Jamf Pro", "prompt": "c89-l1", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jamf Pro** if your fleet is overwhelmingly Apple"}, {"id": "mai-20260917-0816-smoke|c89-l1|openai-small|Workspace ONE UEM / Omnissa", "prompt": "c89-l1", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Workspace ONE UEM / Omnissa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you need a more traditional broad UEM stack and it already fits your environment"}, {"id": "mai-20260917-0816-smoke|c89-l1|xai-small|Microsoft Intune", "prompt": "c89-l1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Microsoft Intune** if your B2B company uses Microsoft 365—it's the most adopted and economical for most enterprises."}, {"id": "mai-20260917-0816-smoke|c89-l1|xai-small|Omnissa Workspace ONE UEM", "prompt": "c89-l1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Omnissa Workspace ONE UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Evaluate **Omnissa Workspace ONE** for diverse endpoints."}, {"id": "mai-20260917-0816-smoke|c89-l1|xai-small|ManageEngine Endpoint Central", "prompt": "c89-l1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ManageEngine Endpoint Central (Strong Performer, Forrester/PeerSpot #2)"}, {"id": "mai-20260917-0816-smoke|c89-l1|xai-small|Ivanti", "prompt": "c89-l1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Other notables**: Ivanti (good legacy support)"}, {"id": "mai-20260917-0816-smoke|c89-l1|xai-small|IBM MaaS360", "prompt": "c89-l1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "IBM MaaS360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "IBM MaaS360 (cloud-first)"}, {"id": "mai-20260917-0816-smoke|c89-l1|xai-small|Jamf", "prompt": "c89-l1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Jamf (Apple-focused)"}, {"id": "mai-20260917-0816-smoke|c89-l1|xai-small|NinjaOne", "prompt": "c89-l1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "NinjaOne (ease of use)"}, {"id": "mai-20260917-0816-smoke|c89-l1|zai-small|Microsoft Intune", "prompt": "c89-l1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Intune** is the most practical, cost‑effective, and widely adopted unified endpoint management (UEM) platform."}, {"id": "mai-20260917-0816-smoke|c89-l1|zai-small|Jamf", "prompt": "c89-l1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jamf Pro** | Best‑in‑class Apple management."}, {"id": "mai-20260917-0816-smoke|c89-l1|zai-small|SOTI", "prompt": "c89-l1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "SOTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for rugged devices, kiosks, retail, and Android‑heavy environments."}, {"id": "mai-20260917-0816-smoke|c89-l1|zai-small|42Gears", "prompt": "c89-l1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "42Gears", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SOTI, 42Gears, Scalefusion:** Excellent for rugged devices, kiosks"}, {"id": "mai-20260917-0816-smoke|c89-l1|zai-small|Scalefusion", "prompt": "c89-l1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specialized for rugged and purpose‑built devices."}, {"id": "mai-20260917-0816-smoke|c89-l1|zai-small|SCCM", "prompt": "c89-l1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "SCCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "many organizations keep SCCM for legacy patching"}, {"id": "mai-20260917-0816-smoke|c89-l1|zai-small|Omnissa Workspace ONE", "prompt": "c89-l1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "if you need a true all‑OS platform with VDI and mobile‑first depth"}, {"id": "mai-20260917-0816-smoke|c89-l1|zai-small|Ivanti UEM (Neurons for UEM)", "prompt": "c89-l1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Ivanti UEM (Neurons for UEM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "if you're consolidating management and security and want strong automation"}, {"id": "mai-20260917-0816-smoke|c89-l1|zai-small|ManageEngine Endpoint Central", "prompt": "c89-l1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "if you want published pricing and a mid‑market‑friendly solution"}, {"id": "mai-20260917-0816-smoke|c89-l2|alibaba-small|Microsoft Intune", "prompt": "c89-l2", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Microsoft Intune**. In 90% of large enterprises, it is the most cost-effective way to secure thousands of employees"}, {"id": "mai-20260917-0816-smoke|c89-l2|alibaba-small|Omnissa (formerly VMware) Workspace ONE", "prompt": "c89-l2", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Omnissa (formerly VMware) Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Move to **Workspace ONE** only if you find Intune lacks the deep technical customization"}, {"id": "mai-20260917-0816-smoke|c89-l2|alibaba-small|Jamf Pro", "prompt": "c89-l2", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your \"laptops and phones\" are primarily **Macs and iPhones** ... Jamf is the undisputed king."}, {"id": "mai-20260917-0816-smoke|c89-l2|anthropic-small|Microsoft Intune", "prompt": "c89-l2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune** - Excellent for organizations already in the Microsoft ecosystem, integrates seamlessly with Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c89-l2|anthropic-small|Jamf Pro", "prompt": "c89-l2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Industry leader for Apple device management, particularly strong for organizations with significant Mac and iOS deployments"}, {"id": "mai-20260917-0816-smoke|c89-l2|anthropic-small|VMware Workspace ONE", "prompt": "c89-l2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "VMware Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Comprehensive UEM platform offering strong device management, app management, and workspace features across platforms"}, {"id": "mai-20260917-0816-smoke|c89-l2|anthropic-small|MobileIron (now part of Ivanti)", "prompt": "c89-l2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "MobileIron (now part of Ivanti)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Robust for enterprise security and device management with good compliance features"}, {"id": "mai-20260917-0816-smoke|c89-l2|anthropic-small|Kandji", "prompt": "c89-l2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern, purpose-built for Apple ecosystems with excellent user experience"}, {"id": "mai-20260917-0816-smoke|c89-l2|challenger-small|Microsoft Intune", "prompt": "c89-l2", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune** is the safest default for a large B2B company because it scales well"}, {"id": "mai-20260917-0816-smoke|c89-l2|challenger-small|Omnissa Workspace ONE", "prompt": "c89-l2", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the strongest alternatives are **Omnissa Workspace ONE** for large cross-platform enterprises"}, {"id": "mai-20260917-0816-smoke|c89-l2|challenger-small|IBM MaaS360", "prompt": "c89-l2", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "IBM MaaS360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**IBM MaaS360** for large enterprises that need stronger compliance, analytics, and security controls"}, {"id": "mai-20260917-0816-smoke|c89-l2|challenger-small|Jamf Pro", "prompt": "c89-l2", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Jamf Pro** — best if your fleet is overwhelmingly Apple devices."}, {"id": "mai-20260917-0816-smoke|c89-l2|deepseek-small|Microsoft Intune", "prompt": "c89-l2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Intune (best overall for most large companies)"}, {"id": "mai-20260917-0816-smoke|c89-l2|deepseek-small|Omnissa Workspace ONE", "prompt": "c89-l2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best cross-platform depth ... No published pricing and premium cost"}, {"id": "mai-20260917-0816-smoke|c89-l2|deepseek-small|Jamf Pro", "prompt": "c89-l2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you're Apple-centric ... it does *not* manage Windows"}, {"id": "mai-20260917-0816-smoke|c89-l2|deepseek-small|ManageEngine Endpoint Central", "prompt": "c89-l2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is a solid, lower-cost choice"}, {"id": "mai-20260917-0816-smoke|c89-l2|google-small|Microsoft Intune", "prompt": "c89-l2", "model": "google-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Microsoft Intune** if your company already pays for Microsoft 365 E3/E5... It is financially irresponsible to buy another tool before evaluating Intune."}, {"id": "mai-20260917-0816-smoke|c89-l2|google-small|Omnissa Workspace ONE", "prompt": "c89-l2", "model": "google-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Agnostic Platform: Omnissa Workspace ONE (formerly VMware Workspace ONE)"}, {"id": "mai-20260917-0816-smoke|c89-l2|google-small|ManageEngine Endpoint Central", "prompt": "c89-l2", "model": "google-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Value and IT-Heavy Alternative: ManageEngine Endpoint Central"}, {"id": "mai-20260917-0816-smoke|c89-l2|google-small|Jamf Pro", "prompt": "c89-l2", "model": "google-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "integrating **Jamf Pro** to manage macOS laptops... Jamf Pro is the undisputed leader in Apple management."}, {"id": "mai-20260917-0816-smoke|c89-l2|meta-small|Jamf", "prompt": "c89-l2", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Jamf - Best for enterprise Apple device management"}, {"id": "mai-20260917-0816-smoke|c89-l2|meta-small|NinjaOne", "prompt": "c89-l2", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "NinjaOne - Best for remote endpoint management for MSPs"}, {"id": "mai-20260917-0816-smoke|c89-l2|meta-small|JumpCloud", "prompt": "c89-l2", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "JumpCloud - Best for cloud-native identity and device control"}, {"id": "mai-20260917-0816-smoke|c89-l2|meta-small|Microsoft Intune", "prompt": "c89-l2", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft Intune - Best for Microsoft 365 E3 or E5 estate"}, {"id": "mai-20260917-0816-smoke|c89-l2|meta-small|Omnissa (Workspace ONE)", "prompt": "c89-l2", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Omnissa (Workspace ONE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Omnissa (Workspace ONE) - Best for large cross-platform enterprise"}, {"id": "mai-20260917-0816-smoke|c89-l2|meta-small|IBM MaaS360", "prompt": "c89-l2", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "IBM MaaS360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "IBM MaaS360 - Best for large enterprises with AI-assisted policy management"}, {"id": "mai-20260917-0816-smoke|c89-l2|meta-small|ManageEngine Mobile Device Manager Plus", "prompt": "c89-l2", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "ManageEngine Mobile Device Manager Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ManageEngine Mobile Device Manager Plus - Best for broad device coverage with remote troubleshooting"}, {"id": "mai-20260917-0816-smoke|c89-l2|minimax-small|Microsoft Intune", "prompt": "c89-l2", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune** (Best Overall Value)"}, {"id": "mai-20260917-0816-smoke|c89-l2|minimax-small|Omnissa (Workspace ONE)", "prompt": "c89-l2", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Omnissa (Workspace ONE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you have a diverse device mix:** Go with **Omnissa Workspace ONE**"}, {"id": "mai-20260917-0816-smoke|c89-l2|minimax-small|Jamf", "prompt": "c89-l2", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you're Apple-heavy:** Go with **Jamf**"}, {"id": "mai-20260917-0816-smoke|c89-l2|mistral-small|Omnissa Workspace ONE", "prompt": "c89-l2", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Omnissa Workspace ONE** (formerly VMware Workspace ONE) as your device management tool"}, {"id": "mai-20260917-0816-smoke|c89-l2|mistral-small|Cisco Meraki Systems Manager", "prompt": "c89-l2", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Cisco Meraki Systems Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include:\n- **Cisco Meraki Systems Manager**: Best for large distributed environments"}, {"id": "mai-20260917-0816-smoke|c89-l2|mistral-small|Microsoft Intune", "prompt": "c89-l2", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Intune**: If your organization is heavily invested in Microsoft 365, Intune integrates seamlessly with Azure Active Directory"}, {"id": "mai-20260917-0816-smoke|c89-l2|moonshot-small|Microsoft Intune", "prompt": "c89-l2", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Microsoft Intune** (Best Overall Value)"}, {"id": "mai-20260917-0816-smoke|c89-l2|moonshot-small|Omnissa (formerly VMware Workspace ONE)", "prompt": "c89-l2", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Omnissa (formerly VMware Workspace ONE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a truly mixed environment or need best-in-class cross-platform management → **Omnissa Workspace ONE**"}, {"id": "mai-20260917-0816-smoke|c89-l2|moonshot-small|IBM MaaS360", "prompt": "c89-l2", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "IBM MaaS360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built specifically for large enterprises with AI-assisted policy management"}, {"id": "mai-20260917-0816-smoke|c89-l2|moonshot-small|Jamf Pro", "prompt": "c89-l2", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need deep Apple-specific management → Consider **Jamf Pro** as a supplement for Mac/iOS devices"}, {"id": "mai-20260917-0816-smoke|c89-l2|openai-small|Microsoft Intune", "prompt": "c89-l2", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Microsoft Intune**"}, {"id": "mai-20260917-0816-smoke|c89-l2|openai-small|Jamf Pro", "prompt": "c89-l2", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mostly Apple-heavy environment: consider **Jamf Pro** for deeper Apple-specific management"}, {"id": "mai-20260917-0816-smoke|c89-l2|openai-small|Ivanti", "prompt": "c89-l2", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **Ivanti** or **Omnissa Workspace ONE** if you need deeper legacy/complex UEM workflows"}, {"id": "mai-20260917-0816-smoke|c89-l2|openai-small|Omnissa Workspace ONE", "prompt": "c89-l2", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Ivanti** or **Omnissa Workspace ONE** if you need deeper legacy/complex UEM workflows"}, {"id": "mai-20260917-0816-smoke|c89-l2|openai-small|Kandji", "prompt": "c89-l2", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Kandji", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Kandji** is often shortlisted, though it's more Apple-centric than broad UEM"}, {"id": "mai-20260917-0816-smoke|c89-l2|xai-small|Microsoft Intune", "prompt": "c89-l2", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune** is my top recommendation for a large B2B company"}, {"id": "mai-20260917-0816-smoke|c89-l2|xai-small|Jamf Pro", "prompt": "c89-l2", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unmatched Apple depth (zero-touch, macOS controls); 8.6/10 scores. Less ideal for non-Apple."}, {"id": "mai-20260917-0816-smoke|c89-l2|xai-small|Omnissa Workspace ONE", "prompt": "c89-l2", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Robust cross-platform (8.3/10); great for complex/V DI setups."}, {"id": "mai-20260917-0816-smoke|c89-l2|xai-small|ManageEngine MDM", "prompt": "c89-l2", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "ManageEngine MDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good all-platforms, published pricing, free tier for testing."}, {"id": "mai-20260917-0816-smoke|c89-l2|zai-small|Microsoft Intune", "prompt": "c89-l2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune** is the best starting point for most large B2B companies"}, {"id": "mai-20260917-0816-smoke|c89-l2|zai-small|VMware Workspace ONE (Omnissa)", "prompt": "c89-l2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "VMware Workspace ONE (Omnissa)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Very large, complex, multi‑platform enterprise with VDI... → **VMware Workspace ONE** or **IBM MaaS360**"}, {"id": "mai-20260917-0816-smoke|c89-l2|zai-small|Jamf Pro", "prompt": "c89-l2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Apple‑heavy environment** with many macOS/iOS devices → **Jamf Pro** for Apple‑only management"}, {"id": "mai-20260917-0816-smoke|c89-l2|zai-small|IBM MaaS360", "prompt": "c89-l2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "IBM MaaS360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strict compliance requirements → **VMware Workspace ONE** or **IBM MaaS360**"}, {"id": "mai-20260917-0816-smoke|c89-l2|zai-small|ManageEngine Endpoint Central", "prompt": "c89-l2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Budget‑sensitive mid‑market fleet** with mixed platforms → **ManageEngine Endpoint Central**"}, {"id": "mai-20260917-0816-smoke|c89-l3|alibaba-small|Microsoft Intune", "prompt": "c89-l3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If yes (mostly Windows users), **Intune** is the logical default."}, {"id": "mai-20260917-0816-smoke|c89-l3|alibaba-small|Omnissa (formerly VMware Workspace ONE)", "prompt": "c89-l3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa (formerly VMware Workspace ONE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workspace ONE** is likely your best technical fit despite the higher cost."}, {"id": "mai-20260917-0816-smoke|c89-l3|alibaba-small|Jamf Pro", "prompt": "c89-l3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If 90%+ of your users are on Macs or iPads, **Jamf** is superior."}, {"id": "mai-20260917-0816-smoke|c89-l3|alibaba-small|Ivanti Neurons for UEM", "prompt": "c89-l3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti Neurons for UEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ivanti bridges the gap between modern management and older software patching."}, {"id": "mai-20260917-0816-smoke|c89-l3|alibaba-small|ManageEngine Endpoint Central", "prompt": "c89-l3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It is significantly cheaper but may lack the \"enterprise scalability\" of Workspace ONE or the ecosystem integration of Intune."}, {"id": "mai-20260917-0816-smoke|c89-l3|alibaba-small|SOTI", "prompt": "c89-l3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For:** Industrial, Healthcare, Logistics, and Field Service sectors using rugged devices."}, {"id": "mai-20260917-0816-smoke|c89-l3|alibaba-small|42Gears", "prompt": "c89-l3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "42Gears", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These platforms are built specifically for harsh environments."}, {"id": "mai-20260917-0816-smoke|c89-l3|anthropic-small|Microsoft Intune", "prompt": "c89-l3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Scores highest largely because most organizations already own it through Microsoft 365 E3 and E5"}, {"id": "mai-20260917-0816-smoke|c89-l3|anthropic-small|ManageEngine Endpoint Central", "prompt": "c89-l3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ManageEngine leads on published pricing"}, {"id": "mai-20260917-0816-smoke|c89-l3|anthropic-small|Workspace ONE UEM", "prompt": "c89-l3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Workspace ONE UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Omnissa leads on cross-platform depth"}, {"id": "mai-20260917-0816-smoke|c89-l3|anthropic-small|Ivanti Endpoint Manager", "prompt": "c89-l3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti Endpoint Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Received the highest rating of 8.5 among UEM leaders"}, {"id": "mai-20260917-0816-smoke|c89-l3|anthropic-small|IBM MaaS360", "prompt": "c89-l3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "IBM MaaS360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "IBM Security MaaS360 is cloud-based with AI and predictive analytics providing alerts to potential endpoint threats"}, {"id": "mai-20260917-0816-smoke|c89-l3|anthropic-small|Action1", "prompt": "c89-l3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Action1 is free for the first 200 endpoints"}, {"id": "mai-20260917-0816-smoke|c89-l3|anthropic-small|Hexnode", "prompt": "c89-l3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Hexnode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "additional platforms like Action1, Hexnode, Jamf Pro, HCL BigFix, SOTI ONE, and NinjaOne are also among the best in 2026"}, {"id": "mai-20260917-0816-smoke|c89-l3|anthropic-small|Jamf Pro", "prompt": "c89-l3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "additional platforms like Action1, Hexnode, Jamf Pro, HCL BigFix, SOTI ONE, and NinjaOne are also among the best in 2026"}, {"id": "mai-20260917-0816-smoke|c89-l3|anthropic-small|HCL BigFix", "prompt": "c89-l3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "HCL BigFix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HCL BigFix enables full automation of discovery, management, and remediation regardless of location or connectivity"}, {"id": "mai-20260917-0816-smoke|c89-l3|anthropic-small|SOTI ONE", "prompt": "c89-l3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SOTI ONE, and NinjaOne are also among the best in 2026"}, {"id": "mai-20260917-0816-smoke|c89-l3|anthropic-small|NinjaOne", "prompt": "c89-l3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SOTI ONE, and NinjaOne are also among the best in 2026"}, {"id": "mai-20260917-0816-smoke|c89-l3|anthropic-small|BlackBerry UEM", "prompt": "c89-l3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "BlackBerry UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "It's noted as best for high-assurance security"}, {"id": "mai-20260917-0816-smoke|c89-l3|anthropic-small|JumpCloud", "prompt": "c89-l3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "JumpCloud is free for up to 10 users"}, {"id": "mai-20260917-0816-smoke|c89-l3|anthropic-small|Venn", "prompt": "c89-l3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Venn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Venn is best for BYOD security"}, {"id": "mai-20260917-0816-smoke|c89-l3|challenger-small|Microsoft Intune", "prompt": "c89-l3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intune** is the default choice for organizations already standardized on Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c89-l3|challenger-small|Omnissa Workspace ONE", "prompt": "c89-l3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workspace ONE** is usually favored when the enterprise has a **more heterogeneous device estate**"}, {"id": "mai-20260917-0816-smoke|c89-l3|challenger-small|ManageEngine Endpoint Central", "prompt": "c89-l3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often selected for **value and feature breadth**"}, {"id": "mai-20260917-0816-smoke|c89-l3|challenger-small|Ivanti Neurons for UEM", "prompt": "c89-l3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti Neurons for UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often used where enterprises need **automation across legacy and modern endpoints**"}, {"id": "mai-20260917-0816-smoke|c89-l3|challenger-small|IBM MaaS360", "prompt": "c89-l3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "IBM MaaS360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Less often cited as the broadest cross-platform leader versus Intune or Workspace ONE"}, {"id": "mai-20260917-0816-smoke|c89-l3|challenger-small|Jamf Pro", "prompt": "c89-l3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Jamf Pro** is the clear specialist when the fleet is mostly **Apple**"}, {"id": "mai-20260917-0816-smoke|c89-l3|challenger-small|BlackBerry UEM", "prompt": "c89-l3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "BlackBerry UEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Not usually the first pick for general-purpose enterprise endpoint breadth"}, {"id": "mai-20260917-0816-smoke|c89-l3|challenger-small|SOTI MobiControl/42Gears", "prompt": "c89-l3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI MobiControl/42Gears", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More niche than general enterprise UEM suites"}, {"id": "mai-20260917-0816-smoke|c89-l3|deepseek-small|Microsoft Intune", "prompt": "c89-l3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft 365 estate?** Start with **Intune** — you almost certainly already own it."}, {"id": "mai-20260917-0816-smoke|c89-l3|deepseek-small|Omnissa Workspace ONE", "prompt": "c89-l3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Omnissa Workspace ONE** offers the most complete cross-platform depth."}, {"id": "mai-20260917-0816-smoke|c89-l3|deepseek-small|Jamf Pro", "prompt": "c89-l3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jamf** is the clear leader for deep Apple management."}, {"id": "mai-20260917-0816-smoke|c89-l3|deepseek-small|Ivanti Neurons / Ivanti UEM", "prompt": "c89-l3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti Neurons / Ivanti UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ivanti** leads on patch management."}, {"id": "mai-20260917-0816-smoke|c89-l3|deepseek-small|ManageEngine Endpoint Central", "prompt": "c89-l3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ManageEngine** is the value pick."}, {"id": "mai-20260917-0816-smoke|c89-l3|deepseek-small|Kandji", "prompt": "c89-l3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Kandji", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "arguably the most approachable Apple platform"}, {"id": "mai-20260917-0816-smoke|c89-l3|deepseek-small|SOTI ONE Platform", "prompt": "c89-l3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI ONE Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SOTI** is in a category of its own."}, {"id": "mai-20260917-0816-smoke|c89-l3|deepseek-small|IBM Security MaaS360", "prompt": "c89-l3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "IBM Security MaaS360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: IBM-aligned, regulated enterprises."}, {"id": "mai-20260917-0816-smoke|c89-l3|google-small|Microsoft Intune", "prompt": "c89-l3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Microsoft Intune** if your company is 80%+ Windows, and you are already paying for Microsoft 365 E3 or E5 licenses."}, {"id": "mai-20260917-0816-smoke|c89-l3|google-small|Omnissa Workspace ONE", "prompt": "c89-l3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Omnissa Workspace ONE** if you have a highly diverse fleet, need to manage complex corporate mobile/rugged devices"}, {"id": "mai-20260917-0816-smoke|c89-l3|google-small|Tanium", "prompt": "c89-l3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Tanium** if you are a massive global enterprise where an unpatched zero-day could cost millions"}, {"id": "mai-20260917-0816-smoke|c89-l3|google-small|NinjaOne", "prompt": "c89-l3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **NinjaOne** if you have a lean IT department, need rapid time-to-value"}, {"id": "mai-20260917-0816-smoke|c89-l3|google-small|Ivanti Neurons for UEM", "prompt": "c89-l3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti Neurons for UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Organizations looking for highly automated, self-healing IT operations and risk-prioritised patching."}, {"id": "mai-20260917-0816-smoke|c89-l3|google-small|HCL BigFix", "prompt": "c89-l3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "HCL BigFix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **HCL BigFix** if you are in a highly locked-down sector (like defense or healthcare)"}, {"id": "mai-20260917-0816-smoke|c89-l3|google-small|ManageEngine Endpoint Central", "prompt": "c89-l3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For: Budget-conscious IT departments that want a single platform covering patching, MDM, OS deployment"}, {"id": "mai-20260917-0816-smoke|c89-l3|google-small|Jamf Pro", "prompt": "c89-l3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best For: Apple-heavy organizations or creative departments within larger enterprises."}, {"id": "mai-20260917-0816-smoke|c89-l3|meta-small|Microsoft Intune", "prompt": "c89-l3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Intune is considered the best value overall and is included in Microsoft 365 E3 and E5"}, {"id": "mai-20260917-0816-smoke|c89-l3|meta-small|Omnissa (Workspace ONE)", "prompt": "c89-l3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa (Workspace ONE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "considered the best cross-platform enterprise UEM"}, {"id": "mai-20260917-0816-smoke|c89-l3|meta-small|ManageEngine", "prompt": "c89-l3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ManageEngine is known for its published pricing"}, {"id": "mai-20260917-0816-smoke|c89-l3|meta-small|Ivanti", "prompt": "c89-l3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ivanti is a good choice for organizations with legacy Windows systems"}, {"id": "mai-20260917-0816-smoke|c89-l3|meta-small|Baramundi", "prompt": "c89-l3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Baramundi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Baramundi and Matrix42 are popular in European markets"}, {"id": "mai-20260917-0816-smoke|c89-l3|meta-small|Matrix42", "prompt": "c89-l3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Matrix42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Baramundi and Matrix42 are popular in European markets"}, {"id": "mai-20260917-0816-smoke|c89-l3|meta-small|Sophos Mob", "prompt": "c89-l3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Sophos Mob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sophos Mob is a good choice for organizations with existing Sophos security estates"}, {"id": "mai-20260917-0816-smoke|c89-l3|meta-small|Jamf", "prompt": "c89-l3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Jamf is known for its Apple depth"}, {"id": "mai-20260917-0816-smoke|c89-l3|meta-small|SOTI", "prompt": "c89-l3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SOTI and 42Gears are specialized in rugged and purpose-built devices"}, {"id": "mai-20260917-0816-smoke|c89-l3|meta-small|42Gears", "prompt": "c89-l3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "42Gears", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SOTI and 42Gears are specialized in rugged and purpose-built devices"}, {"id": "mai-20260917-0816-smoke|c89-l3|minimax-small|Microsoft Intune", "prompt": "c89-l3", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Market Position:** Dominant in enterprise environments, especially for Microsoft-centric organizations"}, {"id": "mai-20260917-0816-smoke|c89-l3|minimax-small|Omnissa Workspace ONE", "prompt": "c89-l3", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Highly diverse device fleets** → Workspace ONE (best cross-platform)"}, {"id": "mai-20260917-0816-smoke|c89-l3|minimax-small|Jamf Pro", "prompt": "c89-l3", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Apple-heavy environments** → Jamf Pro (deepest Apple management)"}, {"id": "mai-20260917-0816-smoke|c89-l3|minimax-small|Ivanti UEM", "prompt": "c89-l3", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Organizations needing both legacy and modern management** → Ivanti UEM"}, {"id": "mai-20260917-0816-smoke|c89-l3|minimax-small|ManageEngine Endpoint Central", "prompt": "c89-l3", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Budget-conscious enterprises** → ManageEngine Endpoint Central"}, {"id": "mai-20260917-0816-smoke|c89-l3|mistral-small|Microsoft Intune", "prompt": "c89-l3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Microsoft Intune** ... **Score:** 8.7/10 in recent evaluations."}, {"id": "mai-20260917-0816-smoke|c89-l3|mistral-small|Omnissa (formerly VMware Workspace ONE)", "prompt": "c89-l3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa (formerly VMware Workspace ONE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Large, cross-platform enterprises needing deep device and application management."}, {"id": "mai-20260917-0816-smoke|c89-l3|mistral-small|ManageEngine (UEM)", "prompt": "c89-l3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine (UEM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Mid-market organizations wanting transparent, published pricing."}, {"id": "mai-20260917-0816-smoke|c89-l3|mistral-small|Jamf", "prompt": "c89-l3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprises with a heavy Apple device footprint."}, {"id": "mai-20260917-0816-smoke|c89-l3|mistral-small|Ivanti", "prompt": "c89-l3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Organizations with legacy Windows systems needing modern management."}, {"id": "mai-20260917-0816-smoke|c89-l3|mistral-small|Baramundi", "prompt": "c89-l3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Baramundi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** German-speaking Europe, Windows-heavy environments."}, {"id": "mai-20260917-0816-smoke|c89-l3|mistral-small|Matrix42", "prompt": "c89-l3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Matrix42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** European enterprises needing service-management integration."}, {"id": "mai-20260917-0816-smoke|c89-l3|mistral-small|Sophos Mobile", "prompt": "c89-l3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Sophos Mobile", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Organizations already using Sophos security solutions."}, {"id": "mai-20260917-0816-smoke|c89-l3|mistral-small|SOTI", "prompt": "c89-l3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SOTI/42Gears for rugged devices"}, {"id": "mai-20260917-0816-smoke|c89-l3|mistral-small|42Gears", "prompt": "c89-l3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "42Gears", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** Rugged and purpose-built devices (e.g., retail, logistics, healthcare)."}, {"id": "mai-20260917-0816-smoke|c89-l3|moonshot-small|Microsoft Intune", "prompt": "c89-l3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Already invested in Microsoft 365? → **Intune** is the default and most economically rational choice."}, {"id": "mai-20260917-0816-smoke|c89-l3|moonshot-small|Omnissa (formerly VMware Workspace ONE)", "prompt": "c89-l3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa (formerly VMware Workspace ONE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best-in-class for managing a mixed estate at scale... though it can be complex to deploy and carries a higher price point."}, {"id": "mai-20260917-0816-smoke|c89-l3|moonshot-small|Ivanti Neurons for UEM", "prompt": "c89-l3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti Neurons for UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need to bridge old SCCM/LANDesk infrastructure with modern cloud management? → **Ivanti Neurons**"}, {"id": "mai-20260917-0816-smoke|c89-l3|moonshot-small|Jamf Pro / Jamf Now", "prompt": "c89-l3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro / Jamf Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Heavy Apple shop (creative, education, professional services)? → **Jamf**"}, {"id": "mai-20260917-0816-smoke|c89-l3|moonshot-small|SOTI MobiControl", "prompt": "c89-l3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI MobiControl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Manufacturing, warehousing, or field service with rugged handhelds? → **SOTI MobiControl**"}, {"id": "mai-20260917-0816-smoke|c89-l3|moonshot-small|ManageEngine Endpoint Central", "prompt": "c89-l3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget-conscious mid-market needing published pricing? → **ManageEngine Endpoint Central**"}, {"id": "mai-20260917-0816-smoke|c89-l3|openai-small|Microsoft Intune", "prompt": "c89-l3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intune** — best Microsoft-native default"}, {"id": "mai-20260917-0816-smoke|c89-l3|openai-small|Omnissa Workspace ONE", "prompt": "c89-l3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workspace ONE** — broadest classic enterprise UEM alternative"}, {"id": "mai-20260917-0816-smoke|c89-l3|openai-small|Jamf Pro", "prompt": "c89-l3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jamf Pro** — best Apple specialist"}, {"id": "mai-20260917-0816-smoke|c89-l3|openai-small|IBM MaaS360", "prompt": "c89-l3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "IBM MaaS360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**MaaS360** — security/governance-oriented option"}, {"id": "mai-20260917-0816-smoke|c89-l3|openai-small|Ivanti Unified Endpoint Manager / UEM", "prompt": "c89-l3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti Unified Endpoint Manager / UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ivanti UEM** — endpoint ops / service-management friendly"}, {"id": "mai-20260917-0816-smoke|c89-l3|openai-small|BlackBerry UEM", "prompt": "c89-l3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "BlackBerry UEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less commonly the default choice for general-purpose enterprise endpoint standardization today."}, {"id": "mai-20260917-0816-smoke|c89-l3|xai-small|Microsoft Intune", "prompt": "c89-l3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader in IDC; top for Microsoft ecosystems.\" ... \"Intune if Microsoft-centric (cost-effective for many)"}, {"id": "mai-20260917-0816-smoke|c89-l3|xai-small|Omnissa Workspace ONE", "prompt": "c89-l3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Workspace ONE for max OS breadth"}, {"id": "mai-20260917-0816-smoke|c89-l3|xai-small|Jamf Pro", "prompt": "c89-l3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Jamf for Apple dominance"}, {"id": "mai-20260917-0816-smoke|c89-l3|xai-small|Ivanti UEM", "prompt": "c89-l3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for hybrid/legacy Windows + modern"}, {"id": "mai-20260917-0816-smoke|c89-l3|xai-small|ManageEngine Endpoint Central", "prompt": "c89-l3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leader in IDC; value for mid-to-large with transparent pricing"}, {"id": "mai-20260917-0816-smoke|c89-l3|xai-small|IBM MaaS360", "prompt": "c89-l3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "IBM MaaS360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others notable for enterprises**: IBM MaaS360 (security depth)"}, {"id": "mai-20260917-0816-smoke|c89-l3|xai-small|SOTI MobiControl", "prompt": "c89-l3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI MobiControl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SOTI MobiControl (rugged/IoT)"}, {"id": "mai-20260917-0816-smoke|c89-l3|zai-small|Microsoft Intune", "prompt": "c89-l3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune** is the default for most Microsoft‑centric organizations (M365/Entra ID), offering the best value and security integration"}, {"id": "mai-20260917-0816-smoke|c89-l3|zai-small|Omnissa Workspace ONE", "prompt": "c89-l3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the go‑to for truly heterogeneous fleets that require legacy Windows support plus IoT/industrial device management"}, {"id": "mai-20260917-0816-smoke|c89-l3|zai-small|Jamf Pro", "prompt": "c89-l3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jamf Pro** remains the gold standard for Apple‑only environments."}, {"id": "mai-20260917-0816-smoke|c89-l3|zai-small|Ivanti Neurons", "prompt": "c89-l3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ivanti** and **ManageEngine** fill the gap for legacy Windows‑heavy shops"}, {"id": "mai-20260917-0816-smoke|c89-l3|zai-small|ManageEngine Endpoint Central", "prompt": "c89-l3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Transparent per‑device pricing, solid Windows/macOS/Linux support."}, {"id": "mai-20260917-0816-smoke|c89-l3|zai-small|SOTI", "prompt": "c89-l3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Specialized for rugged, remote, and industrial hardware."}, {"id": "mai-20260917-0816-smoke|c89-l3|zai-small|42Gears SureMDM", "prompt": "c89-l3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "42Gears SureMDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Flexible licensing, supports wearables and IoT, all‑OS coverage."}, {"id": "mai-20260917-0816-smoke|c89-l3|zai-small|Matrix42", "prompt": "c89-l3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Matrix42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong on‑prem, EU‑focused compliance, deep Windows management."}, {"id": "mai-20260917-0816-smoke|c89-l3|zai-small|BlackBerry UEM", "prompt": "c89-l3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "BlackBerry UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**BlackBerry UEM** or **IBM MaaS360** | Built‑in security stack, compliance frameworks, DLP."}, {"id": "mai-20260917-0816-smoke|c89-l3|zai-small|IBM MaaS360", "prompt": "c89-l3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "IBM MaaS360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Deep IBM ecosystem integration, strong data‑loss‑prevention and compliance features."}, {"id": "mai-20260917-0816-smoke|c89-l4|alibaba-small|Microsoft Intune", "prompt": "c89-l4", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best Unified Endpoint Management (UEM) platform is generally considered to be **Microsoft Intune**"}, {"id": "mai-20260917-0816-smoke|c89-l4|alibaba-small|ManageEngine Endpoint Central", "prompt": "c89-l4", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ManageEngine Endpoint Central** is a strong alternative"}, {"id": "mai-20260917-0816-smoke|c89-l4|alibaba-small|Hexnode UEM", "prompt": "c89-l4", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative for Pure Transparency: Hexnode UEM or Scalefusion"}, {"id": "mai-20260917-0816-smoke|c89-l4|alibaba-small|Scalefusion", "prompt": "c89-l4", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative for Pure Transparency: Hexnode UEM or Scalefusion"}, {"id": "mai-20260917-0816-smoke|c89-l4|alibaba-small|VMware (Omnissa)", "prompt": "c89-l4", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "VMware (Omnissa)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Medium** (Often quote-based/negotiated)"}, {"id": "mai-20260917-0816-smoke|c89-l4|anthropic-small|Microsoft Intune", "prompt": "c89-l4", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Microsoft Intune** (Best if you already own Microsoft 365)... Intune Plan 1 is priced at $8 per user per month. This offers very predictable per-user pricing."}, {"id": "mai-20260917-0816-smoke|c89-l4|anthropic-small|Omnissa Workspace ONE", "prompt": "c89-l4", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "organizations should be aware of high, complex pricing and support issues since the ownership change."}, {"id": "mai-20260917-0816-smoke|c89-l4|anthropic-small|ManageEngine Endpoint Central", "prompt": "c89-l4", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. ManageEngine Endpoint Central** (Best for published, transparent pricing)"}, {"id": "mai-20260917-0816-smoke|c89-l4|challenger-small|Hexnode UEM", "prompt": "c89-l4", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Hexnode UEM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Hexnode UEM is the strongest fit among the options in your results because it emphasizes all-inclusive, transparent pricing"}, {"id": "mai-20260917-0816-smoke|c89-l4|challenger-small|Microsoft Intune", "prompt": "c89-l4", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Intune — best if you are already standardized on Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c89-l4|challenger-small|ManageEngine Endpoint Central", "prompt": "c89-l4", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best published-price mid-market value, but less emphasized for all-inclusive predictability at very large scale"}, {"id": "mai-20260917-0816-smoke|c89-l4|challenger-small|Scalefusion", "prompt": "c89-l4", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Scalefusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft Intune's estimated three-year total cost was higher than ManageEngine and Scalefusion"}, {"id": "mai-20260917-0816-smoke|c89-l4|challenger-small|VMware Workspace ONE", "prompt": "c89-l4", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "VMware Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "VMware Workspace ONE was highest by a wide margin"}, {"id": "mai-20260917-0816-smoke|c89-l4|deepseek-small|Microsoft Intune", "prompt": "c89-l4", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest recommendation for a large company that needs **predictable total cost across thousands of users** is **Microsoft Intune**"}, {"id": "mai-20260917-0816-smoke|c89-l4|deepseek-small|Omnissa", "prompt": "c89-l4", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Omnissa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its pricing is **quote-based and non-transparent** ... which makes total cost *less* predictable for thousands of users"}, {"id": "mai-20260917-0816-smoke|c89-l4|deepseek-small|Jamf", "prompt": "c89-l4", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Many competitors (Omnissa, Jamf, SOTI) charge **per device**."}, {"id": "mai-20260917-0816-smoke|c89-l4|deepseek-small|SOTI", "prompt": "c89-l4", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "SOTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Many competitors (Omnissa, Jamf, SOTI) charge **per device**."}, {"id": "mai-20260917-0816-smoke|c89-l4|google-small|Microsoft Intune", "prompt": "c89-l4", "model": "google-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "one solution stands out as the champion of predictable total cost: **Microsoft Intune**."}, {"id": "mai-20260917-0816-smoke|c89-l4|google-small|Omnissa Workspace ONE", "prompt": "c89-l4", "model": "google-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "alternative options like **Omnissa Workspace ONE** or **ManageEngine Endpoint Central** may offer better predictability"}, {"id": "mai-20260917-0816-smoke|c89-l4|google-small|ManageEngine Endpoint Central", "prompt": "c89-l4", "model": "google-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Budget-Friendly and Transparent Alternative: ManageEngine Endpoint Central"}, {"id": "mai-20260917-0816-smoke|c89-l4|google-small|Jamf", "prompt": "c89-l4", "model": "google-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you may end up needing third-party add-ons (like Jamf)"}, {"id": "mai-20260917-0816-smoke|c89-l4|google-small|Ivanti Neurons", "prompt": "c89-l4", "model": "google-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Ivanti Neurons", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more complex platforms like Omnissa Workspace ONE or Ivanti Neurons may require dedicated, higher-salaried administrators"}, {"id": "mai-20260917-0816-smoke|c89-l4|meta-small|Omnissa (Workspace ONE)", "prompt": "c89-l4", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Omnissa (Workspace ONE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best unified endpoint management platform ... is Omnissa (Workspace ONE)."}, {"id": "mai-20260917-0816-smoke|c89-l4|minimax-small|Microsoft Intune", "prompt": "c89-l4", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Microsoft Intune** (Best if already using M365) ... Intune via M365 E3 - predictable per-user pricing, though watch for add-on costs"}, {"id": "mai-20260917-0816-smoke|c89-l4|minimax-small|ManageEngine", "prompt": "c89-l4", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you want transparency:** ManageEngine or Hexnode - both offer published pricing and bundling"}, {"id": "mai-20260917-0816-smoke|c89-l4|minimax-small|Hexnode", "prompt": "c89-l4", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Hexnode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want transparency:** ManageEngine or Hexnode - both offer published pricing and bundling"}, {"id": "mai-20260917-0816-smoke|c89-l4|mistral-small|Microsoft Intune", "prompt": "c89-l4", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune** stands out as the best choice"}, {"id": "mai-20260917-0816-smoke|c89-l4|mistral-small|Omnissa (Workspace ONE)", "prompt": "c89-l4", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Omnissa (Workspace ONE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their pricing is typically quote-based, which can introduce unpredictability"}, {"id": "mai-20260917-0816-smoke|c89-l4|moonshot-small|Microsoft Intune", "prompt": "c89-l4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "or **Microsoft Intune** if you're already in the Microsoft ecosystem."}, {"id": "mai-20260917-0816-smoke|c89-l4|moonshot-small|ManageEngine Endpoint Central", "prompt": "c89-l4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd lean toward **ManageEngine Endpoint Central** if you need transparent pricing"}, {"id": "mai-20260917-0816-smoke|c89-l4|moonshot-small|Omnissa (Workspace ONE)", "prompt": "c89-l4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Omnissa (Workspace ONE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Quote-based pricing** — not published, making predictability harder"}, {"id": "mai-20260917-0816-smoke|c89-l4|moonshot-small|Ivanti", "prompt": "c89-l4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ivanti Neurons** — quote-based, but strong ROI (261% in one study)"}, {"id": "mai-20260917-0816-smoke|c89-l4|moonshot-small|Jamf", "prompt": "c89-l4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "only four vendors publish meaningful pricing**: Microsoft, ManageEngine, Jamf, and 42Gears"}, {"id": "mai-20260917-0816-smoke|c89-l4|moonshot-small|42Gears", "prompt": "c89-l4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "42Gears", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "only four vendors publish meaningful pricing**: Microsoft, ManageEngine, Jamf, and 42Gears"}, {"id": "mai-20260917-0816-smoke|c89-l4|moonshot-small|Citrix", "prompt": "c89-l4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Citrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "All others (Omnissa, Ivanti, Citrix, Tanium, etc.) require custom quotes"}, {"id": "mai-20260917-0816-smoke|c89-l4|moonshot-small|Tanium", "prompt": "c89-l4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "All others (Omnissa, Ivanti, Citrix, Tanium, etc.) require custom quotes"}, {"id": "mai-20260917-0816-smoke|c89-l4|openai-small|Microsoft Intune", "prompt": "c89-l4", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is usually **Microsoft Intune**"}, {"id": "mai-20260917-0816-smoke|c89-l4|openai-small|Ivanti Neurons for UEM", "prompt": "c89-l4", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Ivanti Neurons for UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ivanti Neurons for UEM** is also a strong contender"}, {"id": "mai-20260917-0816-smoke|c89-l4|openai-small|ManageEngine Endpoint Central", "prompt": "c89-l4", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can be attractive, but its pricing is more slab-based and may be less predictable if your fleet size changes"}, {"id": "mai-20260917-0816-smoke|c89-l4|openai-small|Workspace ONE", "prompt": "c89-l4", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Workspace ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "side-by-side comparison of Intune vs Ivanti vs ManageEngine vs Workspace ONE"}, {"id": "mai-20260917-0816-smoke|c89-l4|xai-small|Microsoft Intune", "prompt": "c89-l4", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Intune stands out as the best unified endpoint management (UEM) platform for a large company prioritizing predictable total cost of ownership (TCO)"}, {"id": "mai-20260917-0816-smoke|c89-l4|xai-small|Omnissa Workspace ONE", "prompt": "c89-l4", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Device-based can inflate TCO; post-Broadcom changes disrupted pricing"}, {"id": "mai-20260917-0816-smoke|c89-l4|xai-small|Jamf Pro", "prompt": "c89-l4", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For | Apple fleets ... pair with Jamf for heavy macOS"}, {"id": "mai-20260917-0816-smoke|c89-l4|xai-small|Ivanti", "prompt": "c89-l4", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unlike quote-based rivals (e.g., Omnissa, Ivanti)"}, {"id": "mai-20260917-0816-smoke|c89-l4|xai-small|ManageEngine Endpoint Central", "prompt": "c89-l4", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Budget mid-market | Less enterprise polish/ecosystem vs. leaders"}, {"id": "mai-20260917-0816-smoke|c89-l4|zai-small|Microsoft Intune", "prompt": "c89-l4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune** is usually the most cost-effective and predictable option—its licensing is bundled, per-user, and well-documented."}, {"id": "mai-20260917-0816-smoke|c89-l4|zai-small|VMware Workspace ONE (Omnissa)", "prompt": "c89-l4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "VMware Workspace ONE (Omnissa)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Why VMware Workspace ONE (Omnissa) Is the Best Cross-Platform Alternative"}, {"id": "mai-20260917-0816-smoke|c89-l4|zai-small|Jamf Pro", "prompt": "c89-l4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **Apple-centric environments**, **Jamf Pro** provides volume discounts that can lower TCO, but it is limited to the Apple ecosystem."}, {"id": "mai-20260917-0816-smoke|c89-l4|zai-small|ManageEngine Endpoint Central", "prompt": "c89-l4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ManageEngine Endpoint Central** offers the lowest per-endpoint cost, though it requires more operational overhead."}, {"id": "mai-20260917-0816-smoke|c89-l4|zai-small|Ivanti UEM", "prompt": "c89-l4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Ivanti UEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Not publicly listed; typically quoted per-endpoint"}, {"id": "mai-20260917-0816-smoke|c89-l4|zai-small|Scalefusion", "prompt": "c89-l4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Scalefusion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Limited feature set compared with full-UEM platforms."}, {"id": "mai-20260917-0816-smoke|c89-l4|zai-small|Atera", "prompt": "c89-l4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "competitive per-device pricing, but smaller ecosystem and less mature for large enterprises"}, {"id": "mai-20260917-0816-smoke|c89-l4|zai-small|Hexnode", "prompt": "c89-l4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Hexnode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "competitive per-device pricing, but smaller ecosystem and less mature for large enterprises"}, {"id": "mai-20260917-0816-smoke|c89-l4|zai-small|NinjaOne", "prompt": "c89-l4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "competitive per-device pricing, but smaller ecosystem and less mature for large enterprises"}, {"id": "mai-20260917-0816-smoke|c89-l5|alibaba-small|Jamf", "prompt": "c89-l5", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Jamf excels on Apple; Intune leads on Windows."}, {"id": "mai-20260917-0816-smoke|c89-l5|alibaba-small|Microsoft Intune", "prompt": "c89-l5", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best if you're already heavily invested in Microsoft 365/Azure AD. Strongest Windows integration... lowest marginal license cost"}, {"id": "mai-20260917-0816-smoke|c89-l5|alibaba-small|VMware/Broadcom Workspace ONE", "prompt": "c89-l5", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "VMware/Broadcom Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong cross-platform consistency, good for organizations with complex hybrid infrastructure."}, {"id": "mai-20260917-0816-smoke|c89-l5|alibaba-small|Ivanti Neurons / MDM", "prompt": "c89-l5", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Ivanti Neurons / MDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong consolidation play if you also evaluate Ivanti for ITSM"}, {"id": "mai-20260917-0816-smoke|c89-l5|alibaba-small|ManageEngine MEO / Endpoint Central", "prompt": "c89-l5", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "ManageEngine MEO / Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Budget-conscious option; adequate for many enterprises but may lack polish at scale compared to leaders."}, {"id": "mai-20260917-0816-smoke|c89-l5|deepseek-small|Microsoft Intune", "prompt": "c89-l5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3 vendors (e.g., Microsoft Intune, Omnissa Workspace ONE, Jamf/Kandji for Apple-only, Ivanti for hybrid estate)"}, {"id": "mai-20260917-0816-smoke|c89-l5|deepseek-small|Omnissa Workspace ONE", "prompt": "c89-l5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3 vendors (e.g., Microsoft Intune, Omnissa Workspace ONE, Jamf/Kandji for Apple-only, Ivanti for hybrid estate)"}, {"id": "mai-20260917-0816-smoke|c89-l5|deepseek-small|Jamf", "prompt": "c89-l5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Jamf/Kandji for Apple-only"}, {"id": "mai-20260917-0816-smoke|c89-l5|deepseek-small|Kandji", "prompt": "c89-l5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Kandji", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Jamf/Kandji for Apple-only"}, {"id": "mai-20260917-0816-smoke|c89-l5|deepseek-small|Ivanti", "prompt": "c89-l5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ivanti for hybrid estate"}, {"id": "mai-20260917-0816-smoke|c89-l5|google-small|Microsoft Intune", "prompt": "c89-l5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your 5,000-person company is already on Microsoft 365 E3/E5, Intune is likely already licensed. It has native, unrivaled integration with Microsoft Entra ID (SSO)"}, {"id": "mai-20260917-0816-smoke|c89-l5|google-small|Omnissa Workspace ONE", "prompt": "c89-l5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "gold standard for true, highly complex cross-platform UEM... The Catch: Highly complex to configure and manage; licensing can be expensive"}, {"id": "mai-20260917-0816-smoke|c89-l5|google-small|Ivanti Neurons for UEM", "prompt": "c89-l5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Ivanti Neurons for UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Exceptional at automated patch management... The Catch: Can feel like a collection of acquired products stitched together"}, {"id": "mai-20260917-0816-smoke|c89-l5|google-small|Jamf Pro", "prompt": "c89-l5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Many enterprises use Intune for Windows/Android, Jamf Pro for Apple"}, {"id": "mai-20260917-0816-smoke|c89-l5|meta-small|MobileIron UEM", "prompt": "c89-l5", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "MobileIron UEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular unified endpoint management platforms that may meet your requirements include:\n\n* MobileIron UEM"}, {"id": "mai-20260917-0816-smoke|c89-l5|meta-small|BlackBerry UEM", "prompt": "c89-l5", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "BlackBerry UEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "* BlackBerry UEM"}, {"id": "mai-20260917-0816-smoke|c89-l5|meta-small|Scalefusion UEM", "prompt": "c89-l5", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Scalefusion UEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "* Scalefusion UEM"}, {"id": "mai-20260917-0816-smoke|c89-l5|meta-small|NinjaOne", "prompt": "c89-l5", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "* NinjaOne"}, {"id": "mai-20260917-0816-smoke|c89-l5|minimax-small|Microsoft Intune", "prompt": "c89-l5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Microsoft Intune** (if already in Microsoft ecosystem)"}, {"id": "mai-20260917-0816-smoke|c89-l5|minimax-small|VMware Workspace ONE", "prompt": "c89-l5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "VMware Workspace ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**VMware Workspace ONE**"}, {"id": "mai-20260917-0816-smoke|c89-l5|minimax-small|Jamf Pro", "prompt": "c89-l5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Jamf Pro** (strong for macOS)"}, {"id": "mai-20260917-0816-smoke|c89-l5|minimax-small|NinjaOne", "prompt": "c89-l5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**NinjaOne** (mentioned in results, strong for MSPs/enterprise)"}, {"id": "mai-20260917-0816-smoke|c89-l5|minimax-small|Swif", "prompt": "c89-l5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Swif", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Swif** (compliance-first, SOC 2 built-in)"}, {"id": "mai-20260917-0816-smoke|c89-l5|minimax-small|Hexnode", "prompt": "c89-l5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Hexnode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Hexnode**"}, {"id": "mai-20260917-0816-smoke|c89-l5|minimax-small|Cisco Meraki", "prompt": "c89-l5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Cisco Meraki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cisco Meraki**"}, {"id": "mai-20260917-0816-smoke|c89-l5|mistral-small|VMware Workspace ONE", "prompt": "c89-l5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "VMware Workspace ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Suggested vendors to evaluate (based on your requirements):\n- **VMware Workspace ONE**"}, {"id": "mai-20260917-0816-smoke|c89-l5|mistral-small|Microsoft Intune (with co-management for ConfigMgr)", "prompt": "c89-l5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune (with co-management for ConfigMgr)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Microsoft Intune (with co-management for ConfigMgr)**"}, {"id": "mai-20260917-0816-smoke|c89-l5|mistral-small|Jamf Pro", "prompt": "c89-l5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Jamf Pro (for Apple-heavy environments)**"}, {"id": "mai-20260917-0816-smoke|c89-l5|mistral-small|Hexnode UEM", "prompt": "c89-l5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Hexnode UEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Hexnode UEM**"}, {"id": "mai-20260917-0816-smoke|c89-l5|mistral-small|Mosyle", "prompt": "c89-l5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Mosyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Mosyle**"}, {"id": "mai-20260917-0816-smoke|c89-l5|mistral-small|Ivanti Neurons", "prompt": "c89-l5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Ivanti Neurons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Ivanti Neurons**"}, {"id": "mai-20260917-0816-smoke|c89-l5|mistral-small|SentinelOne Singularity", "prompt": "c89-l5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**SentinelOne Singularity (if you want UEM + XDR integration)**"}, {"id": "mai-20260917-0816-smoke|c89-l5|moonshot-small|Microsoft Intune", "prompt": "c89-l5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are >70% Windows + Microsoft cloud, Intune is usually the path of least resistance."}, {"id": "mai-20260917-0816-smoke|c89-l5|moonshot-small|Omnissa Workspace ONE", "prompt": "c89-l5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are truly mixed-platform, Omnissa is the safer enterprise bet."}, {"id": "mai-20260917-0816-smoke|c89-l5|moonshot-small|ManageEngine Endpoint Central", "prompt": "c89-l5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Price-sensitive or hybrid deployment | Published pricing; on-prem or cloud; broad OS coverage"}, {"id": "mai-20260917-0816-smoke|c89-l5|moonshot-small|Jamf Pro", "prompt": "c89-l5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Apple-heavy fleets (>30% Mac/iOS) | Unmatched macOS/iOS depth"}, {"id": "mai-20260917-0816-smoke|c89-l5|moonshot-small|Ivanti", "prompt": "c89-l5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ManageEngine and Ivanti offer hybrid"}, {"id": "mai-20260917-0816-smoke|c89-l5|xai-small|Microsoft Intune", "prompt": "c89-l5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intune (if Microsoft-heavy) ... Intune often wins on Microsoft ecosystem integration"}, {"id": "mai-20260917-0816-smoke|c89-l5|xai-small|Omnissa Workspace ONE", "prompt": "c89-l5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Workspace ONE (heterogeneous fleets) ... Workspace ONE for cross-OS depth"}, {"id": "mai-20260917-0816-smoke|c89-l5|xai-small|Jamf Pro", "prompt": "c89-l5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Jamf (Apple-focused)"}, {"id": "mai-20260917-0816-smoke|c89-l5|xai-small|Ivanti", "prompt": "c89-l5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ivanti (security depth)"}, {"id": "mai-20260917-0816-smoke|c89-l5|xai-small|SOTI", "prompt": "c89-l5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "SOTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "rugged/kiosk (e.g., via SOTI)"}, {"id": "mai-20260917-0816-smoke|c89-l5|xai-small|ManageEngine Endpoint Central", "prompt": "c89-l5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms proven for large-scale deployments (e.g., ... ManageEngine Endpoint Central)"}, {"id": "mai-20260917-0816-smoke|c89-l5|zai-small|Microsoft Intune", "prompt": "c89-l5", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune:** Best if your primary ecosystem is Microsoft (Entra ID, Azure). Lowest cost, but potentially less flexible for macOS/Linux"}, {"id": "mai-20260917-0816-smoke|c89-l5|zai-small|Omnissa (formerly VMware Workspace ONE)", "prompt": "c89-l5", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Omnissa (formerly VMware Workspace ONE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The strongest \"Unified\" player for cross-platform (Windows, Mac, Mobile) without being tied to Microsoft."}, {"id": "mai-20260917-0816-smoke|c89-l5|zai-small|Jamf", "prompt": "c89-l5", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The gold standard for macOS management, but expensive and often requires a Microsoft partner for full cross-platform coverage."}, {"id": "mai-20260917-0816-smoke|c89-l5|zai-small|Ivanti Neurons", "prompt": "c89-l5", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Ivanti Neurons", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "A strong contender for older Windows-heavy environments, but modernization is required to match the capabilities of Omnissa/Intune."}, {"id": "mai-20260917-0816-smoke|c89-l6|alibaba-small|Omnissa Workspace ONE", "prompt": "c89-l6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "PE Ownership: KKR-focused models often involve aggressive cost extraction, licensing fee increases, and bundle pressures."}, {"id": "mai-20260917-0816-smoke|c89-l6|alibaba-small|Ivanti", "prompt": "c89-l6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users often describe the platform as a \"hodgepodge\" of acquired technologies, leading to inconsistent user experiences"}, {"id": "mai-20260917-0816-smoke|c89-l6|alibaba-small|Citrix Endpoint Management", "prompt": "c89-l6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix Endpoint Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Citrix announced it would no longer sell traditional endpoint management (as of July 2022)"}, {"id": "mai-20260917-0816-smoke|c89-l6|alibaba-small|Jamf", "prompt": "c89-l6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Are you Apple-heavy? → **Jamf** is the gold standard."}, {"id": "mai-20260917-0816-smoke|c89-l6|alibaba-small|SOTI", "prompt": "c89-l6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "SOTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Platforms like **SOTI** or **Mocean** are specialized for kiosk modes, device hardening, and industrial protocols."}, {"id": "mai-20260917-0816-smoke|c89-l6|alibaba-small|Hexnode", "prompt": "c89-l6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Hexnode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "lacks the enterprise-grade scalability, support tiering, and deep integration features required by large global corporations"}, {"id": "mai-20260917-0816-smoke|c89-l6|alibaba-small|Microsoft Intune", "prompt": "c89-l6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Do you use Microsoft 365? → **Intune** is the strongest candidate."}, {"id": "mai-20260917-0816-smoke|c89-l6|alibaba-small|ManageEngine", "prompt": "c89-l6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "criticized for complex setup and inconsistent reporting. May not scale well for very large, heterogeneous fleets"}, {"id": "mai-20260917-0816-smoke|c89-l6|alibaba-small|Mocean", "prompt": "c89-l6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Mocean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Platforms like **SOTI** or **Mocean** are specialized for kiosk modes"}, {"id": "mai-20260917-0816-smoke|c89-l6|alibaba-small|baramundi", "prompt": "c89-l6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "baramundi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "UEMs with strong on-prem legacy integrations (e.g., older versions of ManageEngine or baramundi) may be more suitable"}, {"id": "mai-20260917-0816-smoke|c89-l6|alibaba-small|NinjaOne", "prompt": "c89-l6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "These are **RMM** tools, not true UEMs... Using them for UEM purposes will lead to tool sprawl and security gaps."}, {"id": "mai-20260917-0816-smoke|c89-l6|alibaba-small|Atera", "prompt": "c89-l6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "These are **RMM (Remote Monitoring & Management)** tools, not true UEMs."}, {"id": "mai-20260917-0816-smoke|c89-l6|alibaba-small|BlackBerry", "prompt": "c89-l6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "BlackBerry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "though BlackBerry has exited some markets"}, {"id": "mai-20260917-0816-smoke|c89-l6|anthropic-small|Ivanti", "prompt": "c89-l6", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Ivanti has been subject to multiple CVEs"}, {"id": "mai-20260917-0816-smoke|c89-l6|anthropic-small|Omnissa Workspace ONE", "prompt": "c89-l6", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Multiple CVEs affecting UEM platforms such as Ivanti, Omnissa Workspace ONE, and Microsoft Intune have raised security concerns"}, {"id": "mai-20260917-0816-smoke|c89-l6|anthropic-small|Microsoft Intune", "prompt": "c89-l6", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Microsoft Intune experienced a significant incident in March 2026 where hackers exploited cloud-based identity and access management to compromise device management controls"}, {"id": "mai-20260917-0816-smoke|c89-l6|anthropic-small|IBM MaaS360", "prompt": "c89-l6", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "IBM MaaS360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprises should be cautious about enterprise pricing, implementation complexity, its primarily mobile-focused nature"}, {"id": "mai-20260917-0816-smoke|c89-l6|challenger-small|Microsoft Intune", "prompt": "c89-l6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The strongest enterprise-fit options in the results are **Microsoft Intune** and **Omnissa Workspace ONE**"}, {"id": "mai-20260917-0816-smoke|c89-l6|challenger-small|Omnissa Workspace ONE", "prompt": "c89-l6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The strongest enterprise-fit options in the results are **Microsoft Intune** and **Omnissa Workspace ONE**"}, {"id": "mai-20260917-0816-smoke|c89-l6|challenger-small|Syncro", "prompt": "c89-l6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Syncro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "tools like **Syncro**... are positioned more toward SMBs/MSPs... so they may be a poor fit"}, {"id": "mai-20260917-0816-smoke|c89-l6|challenger-small|Atera", "prompt": "c89-l6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "aimed at MSP-style operations, which is typically a mismatch for large enterprises"}, {"id": "mai-20260917-0816-smoke|c89-l6|challenger-small|Datto RMM", "prompt": "c89-l6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Datto RMM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "explicitly targeted at **MSPs managing multiple client sites**, so it is better thought of as an RMM platform"}, {"id": "mai-20260917-0816-smoke|c89-l6|challenger-small|NinjaOne", "prompt": "c89-l6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it should be evaluated carefully if UEM depth is the goal"}, {"id": "mai-20260917-0816-smoke|c89-l6|challenger-small|Rippling", "prompt": "c89-l6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "is not the same as a deeply mature, cross-platform enterprise UEM core"}, {"id": "mai-20260917-0816-smoke|c89-l6|challenger-small|Citrix Endpoint Management / Citrix Workspace", "prompt": "c89-l6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix Endpoint Management / Citrix Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it can get **heavy while scaling**... large enterprises should validate scale and admin experience carefully"}, {"id": "mai-20260917-0816-smoke|c89-l6|challenger-small|IBM MaaS360", "prompt": "c89-l6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "IBM MaaS360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "flags an **outdated UI**, which is a practical caution"}, {"id": "mai-20260917-0816-smoke|c89-l6|challenger-small|Jamf", "prompt": "c89-l6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "excellent for **Apple-first** environments, but it is not a broad cross-platform UEM answer"}, {"id": "mai-20260917-0816-smoke|c89-l6|challenger-small|Hexnode", "prompt": "c89-l6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Hexnode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "emphasizes SMB friendliness... rather than proving it as the best fit for very large, complex estates"}, {"id": "mai-20260917-0816-smoke|c89-l6|challenger-small|ManageEngine Endpoint Central", "prompt": "c89-l6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "one review also notes **customer support** as an issue"}, {"id": "mai-20260917-0816-smoke|c89-l6|challenger-small|SOTI", "prompt": "c89-l6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "SOTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "sources specifically call out **SOTI** and **42Gears** as better fits for rugged device estates"}, {"id": "mai-20260917-0816-smoke|c89-l6|challenger-small|42Gears", "prompt": "c89-l6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "42Gears", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "sources specifically call out **SOTI** and **42Gears** as better fits for rugged device estates"}, {"id": "mai-20260917-0816-smoke|c89-l6|deepseek-small|Citrix Endpoint Management (CEM)", "prompt": "c89-l6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix Endpoint Management (CEM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**do not select Citrix Endpoint Management**"}, {"id": "mai-20260917-0816-smoke|c89-l6|deepseek-small|Microsoft Intune", "prompt": "c89-l6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Intune** remains the safest default choice due to its M365 licensing integration and massive support ecosystem"}, {"id": "mai-20260917-0816-smoke|c89-l6|deepseek-small|Omnissa (formerly VMware Workspace ONE)", "prompt": "c89-l6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa (formerly VMware Workspace ONE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Proceed only with **extreme caution**... treat Omnissa as a high-risk selection"}, {"id": "mai-20260917-0816-smoke|c89-l6|deepseek-small|BlackBerry UEM", "prompt": "c89-l6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "BlackBerry UEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**BlackBerry UEM poses a strategic risk** of being left behind technically"}, {"id": "mai-20260917-0816-smoke|c89-l6|deepseek-small|Jamf", "prompt": "c89-l6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "slower update cadence compared to Intune/Jamf"}, {"id": "mai-20260917-0816-smoke|c89-l6|deepseek-small|Ivanti UEM (incl. MobileIron/Neurons)", "prompt": "c89-l6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti UEM (incl. MobileIron/Neurons)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "historical and industry context warrants a strong caution flag"}, {"id": "mai-20260917-0816-smoke|c89-l6|google-small|Ivanti (Neurons for UEM / Endpoint Manager)", "prompt": "c89-l6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti (Neurons for UEM / Endpoint Manager)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Exercise extreme caution.** Ensure your security operations center (SOC) is tightly integrated and prepared for frequent patch cycles"}, {"id": "mai-20260917-0816-smoke|c89-l6|google-small|Omnissa Workspace ONE", "prompt": "c89-l6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Proceed with commercial caution.** Do not avoid Workspace ONE—its technology is outstanding—but closely audit the contractual agreements"}, {"id": "mai-20260917-0816-smoke|c89-l6|google-small|Citrix Endpoint Management", "prompt": "c89-l6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix Endpoint Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid for net-new deployments.**"}, {"id": "mai-20260917-0816-smoke|c89-l6|google-small|Miradore", "prompt": "c89-l6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Miradore", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid for large-scale enterprise deployments.**"}, {"id": "mai-20260917-0816-smoke|c89-l6|google-small|Hexnode", "prompt": "c89-l6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Hexnode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid for large-scale enterprise deployments.**"}, {"id": "mai-20260917-0816-smoke|c89-l6|google-small|Action1", "prompt": "c89-l6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "SMB and MSP-Focused Tools: Miradore, Hexnode, and Action1 ... **Avoid for large-scale enterprise deployments.**"}, {"id": "mai-20260917-0816-smoke|c89-l6|meta-small|Microsoft Intune", "prompt": "c89-l6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it may not be the best choice for organizations with a diverse device estate or those that require more advanced features"}, {"id": "mai-20260917-0816-smoke|c89-l6|meta-small|Omnissa Workspace ONE", "prompt": "c89-l6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its pricing model is not transparent, and it may not be the best choice for organizations with a large number of rugged or purpose-built devices"}, {"id": "mai-20260917-0816-smoke|c89-l6|meta-small|Jamf", "prompt": "c89-l6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may not be suitable for organizations with a diverse device estate or those that require more advanced features"}, {"id": "mai-20260917-0816-smoke|c89-l6|meta-small|ManageEngine", "prompt": "c89-l6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its suitability for large enterprises is not explicitly mentioned in the search results"}, {"id": "mai-20260917-0816-smoke|c89-l6|meta-small|NinjaOne", "prompt": "c89-l6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it may not be suitable for organizations that require advanced features or those with a large number of mobile devices"}, {"id": "mai-20260917-0816-smoke|c89-l6|meta-small|JumpCloud", "prompt": "c89-l6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "its suitability for large enterprises is not explicitly mentioned in the search results"}, {"id": "mai-20260917-0816-smoke|c89-l6|meta-small|Citrix Endpoint Management", "prompt": "c89-l6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix Endpoint Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "its suitability for large enterprises is not explicitly mentioned in the search results"}, {"id": "mai-20260917-0816-smoke|c89-l6|meta-small|Hexnode UEM", "prompt": "c89-l6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Hexnode UEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "its suitability for large enterprises is not explicitly mentioned in the search results"}, {"id": "mai-20260917-0816-smoke|c89-l6|meta-small|SOTI", "prompt": "c89-l6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "SOTI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "its suitability for large enterprises is not explicitly mentioned in the search results"}, {"id": "mai-20260917-0816-smoke|c89-l6|minimax-small|Jamf", "prompt": "c89-l6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Strong only for macOS & iOS. If your environment includes Windows, Linux, Android, or legacy endpoints, you'll need a second UEM"}, {"id": "mai-20260917-0816-smoke|c89-l6|minimax-small|SOTI", "prompt": "c89-l6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "SOTI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its Windows‑ and Linux‑management capabilities are limited compared with full‑featured UEMs"}, {"id": "mai-20260917-0816-smoke|c89-l6|minimax-small|Citrix Endpoint Management", "prompt": "c89-l6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix Endpoint Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "lacks deep cross‑platform endpoint‑configuration and patch‑management for Windows/macOS/Linux"}, {"id": "mai-20260917-0816-smoke|c89-l6|minimax-small|NinjaOne", "prompt": "c89-l6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "large deployments (≥10 k endpoints) sometimes report performance bottlenecks, limited advanced compliance reporting"}, {"id": "mai-20260917-0816-smoke|c89-l6|minimax-small|Syncro", "prompt": "c89-l6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Syncro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can become costly and hard to manage when you need enterprise‑wide visibility"}, {"id": "mai-20260917-0816-smoke|c89-l6|minimax-small|Atera", "prompt": "c89-l6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "lacks the granular security‑posture and audit capabilities that large regulatory‑driven organizations require"}, {"id": "mai-20260917-0816-smoke|c89-l6|minimax-small|Hexnode", "prompt": "c89-l6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Hexnode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "can feel shallow for a global enterprise with tens of thousands of devices"}, {"id": "mai-20260917-0816-smoke|c89-l6|minimax-small|Omnissa (formerly VMware Workspace ONE)", "prompt": "c89-l6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa (formerly VMware Workspace ONE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "customers have voiced concerns about future product roadmaps, support‑channel continuity, and potential price shifts"}, {"id": "mai-20260917-0816-smoke|c89-l6|minimax-small|BlackBerry UEM", "prompt": "c89-l6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "BlackBerry UEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "slower feature‑release cycles after BlackBerry's pivot to cybersecurity services; some enterprises find the cost‑to‑capability ratio less attractive"}, {"id": "mai-20260917-0816-smoke|c89-l6|minimax-small|SolarWinds", "prompt": "c89-l6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "The 2020 supply‑chain breach (SUNBURST) made many IT leaders wary of trusting SolarWinds for core endpoint management"}, {"id": "mai-20260917-0816-smoke|c89-l6|minimax-small|Kaseya", "prompt": "c89-l6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Kaseya", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "After the 2021 ransomware attack, some organizations remain cautious about deploying Kaseya's RMM/UEM tools"}, {"id": "mai-20260917-0816-smoke|c89-l6|minimax-small|Trend Micro", "prompt": "c89-l6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "some older versions have had vulnerabilities that required patches"}, {"id": "mai-20260917-0816-smoke|c89-l6|minimax-small|ManageEngine Endpoint Central", "prompt": "c89-l6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "some large organizations report difficulties integrating with Azure AD conditional access, SCCM, or complex compliance‑reporting pipelines"}, {"id": "mai-20260917-0816-smoke|c89-l6|minimax-small|JumpCloud", "prompt": "c89-l6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "the \"UEM\" piece is relatively new; enterprises needing deep patch‑management... often need to augment with additional tools"}, {"id": "mai-20260917-0816-smoke|c89-l6|minimax-small|Microsoft Intune", "prompt": "c89-l6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Intune works best when you're fully invested in Microsoft 365... you may hit feature gaps"}, {"id": "mai-20260917-0816-smoke|c89-l6|mistral-small|Citrix (Citrix Endpoint Management)", "prompt": "c89-l6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix (Citrix Endpoint Management)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprises should avoid or be cautious about Citrix (for new deployments)"}, {"id": "mai-20260917-0816-smoke|c89-l6|mistral-small|IBM MaaS360", "prompt": "c89-l6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "IBM MaaS360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprises should avoid or be cautious about Citrix (for new deployments), IBM MaaS360"}, {"id": "mai-20260917-0816-smoke|c89-l6|mistral-small|Sophos Mobile", "prompt": "c89-l6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Sophos Mobile", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid or be cautious about ... Sophos Mobile (outside its ecosystem)"}, {"id": "mai-20260917-0816-smoke|c89-l6|mistral-small|Baramundi", "prompt": "c89-l6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Baramundi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid or be cautious about ... Baramundi (outside German-speaking Europe)"}, {"id": "mai-20260917-0816-smoke|c89-l6|mistral-small|Matrix42", "prompt": "c89-l6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Matrix42", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Matrix42 (unless service-management integration is a critical need)"}, {"id": "mai-20260917-0816-smoke|c89-l6|mistral-small|Microsoft Intune", "prompt": "c89-l6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Microsoft Intune** is highly recommended for organizations already using Microsoft 365, but its macOS, Linux, and rugged device support is less robust."}, {"id": "mai-20260917-0816-smoke|c89-l6|mistral-small|Omnissa (Workspace ONE)", "prompt": "c89-l6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa (Workspace ONE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "is a strong choice for large, cross-platform enterprises, but its rugged/kiosk device support is limited"}, {"id": "mai-20260917-0816-smoke|c89-l6|mistral-small|Jamf", "prompt": "c89-l6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Jamf** is best for macOS-heavy environments, but lacks native Windows management."}, {"id": "mai-20260917-0816-smoke|c89-l6|mistral-small|Ivanti", "prompt": "c89-l6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "its overall score is lower compared to leaders"}, {"id": "mai-20260917-0816-smoke|c89-l6|moonshot-small|Ivanti", "prompt": "c89-l6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "HIGH CAUTION: Significant Security or Structural Risks... Why exercise extreme caution: Severe security track record"}, {"id": "mai-20260917-0816-smoke|c89-l6|moonshot-small|Omnissa Workspace ONE", "prompt": "c89-l6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spin-off uncertainty... Gartner risk warning: Analysts explicitly advised customers to \"conduct risk assessment and create contingency plans\""}, {"id": "mai-20260917-0816-smoke|c89-l6|moonshot-small|Microsoft Intune", "prompt": "c89-l6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Not a \"avoid,\" but significant limitations at scale"}, {"id": "mai-20260917-0816-smoke|c89-l6|moonshot-small|SOTI MobiControl", "prompt": "c89-l6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "SOTI MobiControl", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why large enterprises should evaluate carefully: Android-centric limitations"}, {"id": "mai-20260917-0816-smoke|c89-l6|moonshot-small|Jamf", "prompt": "c89-l6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Jamf: For Apple-dominant environments (acknowledged leader)"}, {"id": "mai-20260917-0816-smoke|c89-l6|moonshot-small|ManageEngine Endpoint Central", "prompt": "c89-l6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong automation for regulated industries"}, {"id": "mai-20260917-0816-smoke|c89-l6|moonshot-small|IBM MaaS360", "prompt": "c89-l6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "IBM MaaS360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Enterprise-grade, though verify current roadmap"}, {"id": "mai-20260917-0816-smoke|c89-l6|moonshot-small|KACE by Quest", "prompt": "c89-l6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "KACE by Quest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Established enterprise presence"}, {"id": "mai-20260917-0816-smoke|c89-l6|openai-small|Kaseya / VSA-based endpoint management", "prompt": "c89-l6", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Kaseya / VSA-based endpoint management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "often a concern for very large, security-sensitive environments because Kaseya is more commonly associated with MSP-style operations and broad tool sprawl"}, {"id": "mai-20260917-0816-smoke|c89-l6|openai-small|Atera", "prompt": "c89-l6", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "these can be very effective in SMB and midmarket scenarios, but large enterprises should verify whether they can meet complex requirements"}, {"id": "mai-20260917-0816-smoke|c89-l6|openai-small|N-able", "prompt": "c89-l6", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "N-able", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "these can be very effective in SMB and midmarket scenarios, but large enterprises should verify whether they can meet complex requirements"}, {"id": "mai-20260917-0816-smoke|c89-l6|openai-small|NinjaOne", "prompt": "c89-l6", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these can be very effective in SMB and midmarket scenarios, but large enterprises should verify whether they can meet complex requirements"}, {"id": "mai-20260917-0816-smoke|c89-l6|openai-small|ManageEngine", "prompt": "c89-l6", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "viable in some environments, but large enterprises should validate global support, advanced integrations, workflow automation, and reporting rigor"}, {"id": "mai-20260917-0816-smoke|c89-l6|openai-small|HCLSoftware", "prompt": "c89-l6", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "HCLSoftware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "viable in some environments, but large enterprises should validate global support, advanced integrations, workflow automation, and reporting rigor"}, {"id": "mai-20260917-0816-smoke|c89-l6|openai-small|Raynet", "prompt": "c89-l6", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Raynet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "viable in some environments, but large enterprises should validate global support, advanced integrations, workflow automation, and reporting rigor"}, {"id": "mai-20260917-0816-smoke|c89-l6|openai-small|42Gears", "prompt": "c89-l6", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "42Gears", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "viable in some environments, but large enterprises should validate global support, advanced integrations, workflow automation, and reporting rigor"}, {"id": "mai-20260917-0816-smoke|c89-l6|openai-small|Ivanti", "prompt": "c89-l6", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "powerful and broad, but enterprise buyers should be cautious about **platform complexity**"}, {"id": "mai-20260917-0816-smoke|c89-l6|openai-small|Omnissa / Workspace ONE", "prompt": "c89-l6", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa / Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "generally strong for enterprise UEM, but large enterprises should still scrutinize post-vendor-transition roadmap, support model, and integration strategy"}, {"id": "mai-20260917-0816-smoke|c89-l6|openai-small|Microsoft Intune", "prompt": "c89-l6", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "not a \"bad choice,\" but large enterprises should be cautious if they have **non-Microsoft-heavy environments**"}, {"id": "mai-20260917-0816-smoke|c89-l6|xai-small|ManageEngine Endpoint Central", "prompt": "c89-l6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High Caution/Avoid Unless Specific Fit ... Poor scalability for very large fleets ... Best for mid-market, not massive deployments."}, {"id": "mai-20260917-0816-smoke|c89-l6|xai-small|BlackBerry UEM", "prompt": "c89-l6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "BlackBerry UEM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Dropped from recent Gartner Magic Quadrant due to failure to meet macOS management criteria ... lacks breadth"}, {"id": "mai-20260917-0816-smoke|c89-l6|xai-small|Omnissa Workspace ONE (formerly VMware)", "prompt": "c89-l6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa Workspace ONE (formerly VMware)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Moderate Caution (Evaluate Closely) ... Complaints about inadequate support ... high licensing costs"}, {"id": "mai-20260917-0816-smoke|c89-l6|xai-small|Ivanti Neurons/Avanti", "prompt": "c89-l6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti Neurons/Avanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mixed reviews on enterprise scalability and UI; better as a bridge for legacy Windows but not ideal standalone"}, {"id": "mai-20260917-0816-smoke|c89-l6|xai-small|Intune", "prompt": "c89-l6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Prioritize **Leaders** like Microsoft Intune (for M365-integrated enterprises)"}, {"id": "mai-20260917-0816-smoke|c89-l6|xai-small|Citrix Endpoint Management", "prompt": "c89-l6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix Endpoint Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "post-dropouts like Citrix Endpoint Management) signal instability"}, {"id": "mai-20260917-0816-smoke|c89-l6|xai-small|IBM", "prompt": "c89-l6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or Citrix/IBM (if consolidating)"}, {"id": "mai-20260917-0816-smoke|c89-l6|zai-small|Ivanti (Neurons for UEM / Endpoint Manager)", "prompt": "c89-l6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti (Neurons for UEM / Endpoint Manager)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should **avoid** or **approach with extreme caution**: * **Ivanti** due to recent security advisories."}, {"id": "mai-20260917-0816-smoke|c89-l6|zai-small|ManageEngine Endpoint Central", "prompt": "c89-l6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**ManageEngine** if you rely heavily on SCCM or require modern Apple MDM standards."}, {"id": "mai-20260917-0816-smoke|c89-l6|zai-small|Jamf (Jamf Pro)", "prompt": "c89-l6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf (Jamf Pro)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is not without major drawbacks for a large, cross-platform enterprise"}, {"id": "mai-20260917-0816-smoke|c89-l6|zai-small|SOTI (MobiControl)", "prompt": "c89-l6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "SOTI (MobiControl)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**SOTI** if you need high-performance scaling and cost-efficiency."}, {"id": "mai-20260917-0816-smoke|c89-l6|zai-small|Matrix42", "prompt": "c89-l6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Matrix42", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Consolidation Risk ... Technical Complexity: The user interface and agent configuration can be complex"}, {"id": "mai-20260917-0816-smoke|c89-l6|zai-small|Microsoft Intune", "prompt": "c89-l6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**The Safer Bet:** For large enterprises, Microsoft Intune (integrated with Microsoft 365) or Omnissa Workspace ONE ... generally offer better stability"}, {"id": "mai-20260917-0816-smoke|c89-l6|zai-small|Omnissa Workspace ONE", "prompt": "c89-l6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Microsoft Intune ... or Omnissa Workspace ONE (formerly VMware AirWatch) generally offer better stability, security roadmaps, and support for mixed environments."}, {"id": "mai-20260917-0816-smoke|c89-m1|alibaba-small|ManageEngine Endpoint Central", "prompt": "c89-m1", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value & Comprehensive Coverage... widely considered the top choice for mid-market IT teams"}, {"id": "mai-20260917-0816-smoke|c89-m1|alibaba-small|NinjaOne", "prompt": "c89-m1", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Cloud-Native Simplicity & Rapid Deployment"}, {"id": "mai-20260917-0816-smoke|c89-m1|alibaba-small|Microsoft Intune", "prompt": "c89-m1", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Are Already a Microsoft Shop... the per-seat pricing can become expensive"}, {"id": "mai-20260917-0816-smoke|c89-m1|alibaba-small|VMware Workspace ONE", "prompt": "c89-m1", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "VMware Workspace ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "without the heavy price tag of enterprise suites like Intune or VMware Workspace ONE"}, {"id": "mai-20260917-0816-smoke|c89-m1|anthropic-small|ManageEngine Endpoint Central", "prompt": "c89-m1", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is frequently cited as the best mid-market value"}, {"id": "mai-20260917-0816-smoke|c89-m1|anthropic-small|NinjaOne", "prompt": "c89-m1", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NinjaOne is also well-suited for mid-market companies."}, {"id": "mai-20260917-0816-smoke|c89-m1|anthropic-small|Ivanti Neurons for UEM", "prompt": "c89-m1", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Ivanti Neurons for UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "serves as a bridge option for mid-to-large organizations"}, {"id": "mai-20260917-0816-smoke|c89-m1|challenger-small|ManageEngine Endpoint Central", "prompt": "c89-m1", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice from the results is **ManageEngine Endpoint Central**"}, {"id": "mai-20260917-0816-smoke|c89-m1|challenger-small|NinjaOne", "prompt": "c89-m1", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NinjaOne** is the better all-around pick if you want the strongest **one-console IT operations/RMM-style experience** for lean teams."}, {"id": "mai-20260917-0816-smoke|c89-m1|challenger-small|Jamf", "prompt": "c89-m1", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jamf** is better if your environment is **Apple-heavy**"}, {"id": "mai-20260917-0816-smoke|c89-m1|challenger-small|SOTI", "prompt": "c89-m1", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "SOTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SOTI** or **42Gears** fit better for **rugged/mobile-first** device fleets."}, {"id": "mai-20260917-0816-smoke|c89-m1|challenger-small|42Gears", "prompt": "c89-m1", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "42Gears", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SOTI** or **42Gears** fit better for **rugged/mobile-first** device fleets."}, {"id": "mai-20260917-0816-smoke|c89-m1|challenger-small|Ivanti", "prompt": "c89-m1", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Ivanti** or **Quest KACE** are better if **legacy Windows management** is a major requirement."}, {"id": "mai-20260917-0816-smoke|c89-m1|challenger-small|Quest KACE", "prompt": "c89-m1", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Quest KACE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Ivanti** or **Quest KACE** are better if **legacy Windows management** is a major requirement."}, {"id": "mai-20260917-0816-smoke|c89-m1|deepseek-small|ManageEngine Endpoint Central", "prompt": "c89-m1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ManageEngine Endpoint Central is the most widely recommended pick"}, {"id": "mai-20260917-0816-smoke|c89-m1|deepseek-small|Scalefusion", "prompt": "c89-m1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Android-heavy / frontline deployments"}, {"id": "mai-20260917-0816-smoke|c89-m1|deepseek-small|NinjaOne", "prompt": "c89-m1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for consolidated simplicity"}, {"id": "mai-20260917-0816-smoke|c89-m1|deepseek-small|Microsoft Intune", "prompt": "c89-m1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the best choice if you're deeply invested in the Microsoft 365/Azure AD ecosystem"}, {"id": "mai-20260917-0816-smoke|c89-m1|deepseek-small|Hexnode", "prompt": "c89-m1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Hexnode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "purpose-built for small and mid-sized businesses"}, {"id": "mai-20260917-0816-smoke|c89-m1|deepseek-small|Ivanti Neurons", "prompt": "c89-m1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Ivanti Neurons", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "for mid-to-large enterprises needing AI-driven automation (may be heavier than needed)"}, {"id": "mai-20260917-0816-smoke|c89-m1|deepseek-small|SOTI", "prompt": "c89-m1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "SOTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "non-negotiable if you have rugged, kiosk, or field-device estates"}, {"id": "mai-20260917-0816-smoke|c89-m1|google-small|Microsoft Intune", "prompt": "c89-m1", "model": "google-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Do you already have Microsoft 365 Business Premium or E3/E5? *Yes:* Start with **Microsoft Intune**."}, {"id": "mai-20260917-0816-smoke|c89-m1|google-small|ManageEngine Endpoint Central", "prompt": "c89-m1", "model": "google-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Value & Compliance Champion... Choose **ManageEngine Endpoint Central**."}, {"id": "mai-20260917-0816-smoke|c89-m1|google-small|NinjaOne", "prompt": "c89-m1", "model": "google-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Do you have a lean IT department (1-3 people)... *Yes:* Choose **NinjaOne**."}, {"id": "mai-20260917-0816-smoke|c89-m1|google-small|Iru (formerly Kandji)", "prompt": "c89-m1", "model": "google-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Iru (formerly Kandji)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "majority-Mac fleet looking to simplify SOC 2 compliance? *Yes:* Go with **Iru (Kandji)**."}, {"id": "mai-20260917-0816-smoke|c89-m1|google-small|Omnissa", "prompt": "c89-m1", "model": "google-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Omnissa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally overbuilt, highly expensive, and require a dedicated full-time administrator, making them less ideal for the mid-market"}, {"id": "mai-20260917-0816-smoke|c89-m1|google-small|Ivanti", "prompt": "c89-m1", "model": "google-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generally overbuilt, highly expensive... less ideal for the mid-market"}, {"id": "mai-20260917-0816-smoke|c89-m1|meta-small|ManageEngine", "prompt": "c89-m1", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best unified endpoint management platform for a mid-market B2B company is ManageEngine"}, {"id": "mai-20260917-0816-smoke|c89-m1|meta-small|Scalefusion", "prompt": "c89-m1", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Scalefusion, which is suitable for mid-market and Android-heavy deployments"}, {"id": "mai-20260917-0816-smoke|c89-m1|meta-small|NinjaOne", "prompt": "c89-m1", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "NinjaOne, which is an excellent fit for SMBs, mid-market IT teams, and MSPs"}, {"id": "mai-20260917-0816-smoke|c89-m1|minimax-small|ManageEngine Endpoint Central", "prompt": "c89-m1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ManageEngine Endpoint Central** emerges as the top recommendation for mid-market B2B companies"}, {"id": "mai-20260917-0816-smoke|c89-m1|minimax-small|NinjaOne", "prompt": "c89-m1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for mid-market IT teams and SMBs"}, {"id": "mai-20260917-0816-smoke|c89-m1|minimax-small|Jamf", "prompt": "c89-m1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your environment is Apple-centric, **Jamf** would be better"}, {"id": "mai-20260917-0816-smoke|c89-m1|minimax-small|Scalefusion", "prompt": "c89-m1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for Android-heavy deployments"}, {"id": "mai-20260917-0816-smoke|c89-m1|minimax-small|SOTI", "prompt": "c89-m1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "SOTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for rugged devices or specialized IoT management"}, {"id": "mai-20260917-0816-smoke|c89-m1|mistral-small|ManageEngine Endpoint Central", "prompt": "c89-m1", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "stands out as the best overall choice due to its balance of cost, functionality, and ease of deployment"}, {"id": "mai-20260917-0816-smoke|c89-m1|mistral-small|NinjaOne", "prompt": "c89-m1", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a simpler, MSP-friendly solution, consider **NinjaOne**."}, {"id": "mai-20260917-0816-smoke|c89-m1|mistral-small|Scalefusion", "prompt": "c89-m1", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your focus is heavily on Android or kiosk devices, **Scalefusion** may be more suitable."}, {"id": "mai-20260917-0816-smoke|c89-m1|moonshot-small|Microsoft Intune", "prompt": "c89-m1", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Microsoft Intune** makes the most sense if you're already invested in the Microsoft ecosystem."}, {"id": "mai-20260917-0816-smoke|c89-m1|moonshot-small|ManageEngine Endpoint Central", "prompt": "c89-m1", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ManageEngine Endpoint Central** is likely your best bet"}, {"id": "mai-20260917-0816-smoke|c89-m1|moonshot-small|NinjaOne", "prompt": "c89-m1", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NinjaOne** is excellent if you prioritize user experience and have the budget for it"}, {"id": "mai-20260917-0816-smoke|c89-m1|moonshot-small|Jamf", "prompt": "c89-m1", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Apple-heavy environment | **Jamf**"}, {"id": "mai-20260917-0816-smoke|c89-m1|moonshot-small|Scalefusion", "prompt": "c89-m1", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Scalefusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Android/kiosk-heavy deployments | **Scalefusion**"}, {"id": "mai-20260917-0816-smoke|c89-m1|moonshot-small|SOTI", "prompt": "c89-m1", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "SOTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Rugged/industrial devices | **SOTI**"}, {"id": "mai-20260917-0816-smoke|c89-m1|openai-small|Microsoft Intune", "prompt": "c89-m1", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **default choice** is usually **Microsoft Intune**"}, {"id": "mai-20260917-0816-smoke|c89-m1|openai-small|Jamf Pro", "prompt": "c89-m1", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mostly Apple devices:** **Jamf Pro** is usually the strongest choice"}, {"id": "mai-20260917-0816-smoke|c89-m1|openai-small|Ivanti Neurons", "prompt": "c89-m1", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Ivanti Neurons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ivanti Neurons** is a contender"}, {"id": "mai-20260917-0816-smoke|c89-m1|xai-small|Microsoft Intune", "prompt": "c89-m1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Microsoft Intune (Best if You're in the Microsoft Ecosystem)**"}, {"id": "mai-20260917-0816-smoke|c89-m1|xai-small|ManageEngine Endpoint Central", "prompt": "c89-m1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ManageEngine Endpoint Central (Strongest Overall Pick for Most Mid-Market)**"}, {"id": "mai-20260917-0816-smoke|c89-m1|xai-small|Ivanti Neurons", "prompt": "c89-m1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Ivanti Neurons", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Gartner Leader; strong automation but pricier."}, {"id": "mai-20260917-0816-smoke|c89-m1|xai-small|Omnissa Workspace ONE", "prompt": "c89-m1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Gartner Leader (highest in some use cases); overkill for pure mid-market."}, {"id": "mai-20260917-0816-smoke|c89-m1|xai-small|IBM", "prompt": "c89-m1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "leaders include Microsoft Intune, ManageEngine, Ivanti, Omnissa/VMware, and IBM"}, {"id": "mai-20260917-0816-smoke|c89-m1|xai-small|NinjaOne", "prompt": "c89-m1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top G2 leader; great patching/remote for mid-market IT."}, {"id": "mai-20260917-0816-smoke|c89-m1|xai-small|Scalefusion", "prompt": "c89-m1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Scalefusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-market gap-filler; pairs with security tools."}, {"id": "mai-20260917-0816-smoke|c89-m1|xai-small|Jamf", "prompt": "c89-m1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "macOS depth lags Jamf"}, {"id": "mai-20260917-0816-smoke|c89-m1|zai-small|ManageEngine Endpoint Central", "prompt": "c89-m1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendation for a mid‑market B2B organization that wants a single, cost‑transparent console is **ManageEngine Endpoint Central**"}, {"id": "mai-20260917-0816-smoke|c89-m1|zai-small|Microsoft Intune", "prompt": "c89-m1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already use Microsoft 365 and want a familiar, integrated stack"}, {"id": "mai-20260917-0816-smoke|c89-m1|zai-small|Jamf Pro", "prompt": "c89-m1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your fleet is Apple‑heavy (macOS, iOS/iPadOS)"}, {"id": "mai-20260917-0816-smoke|c89-m1|zai-small|NinjaOne", "prompt": "c89-m1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for lean IT teams and MSPs wanting RMM‑style automation"}, {"id": "mai-20260917-0816-smoke|c89-m1|zai-small|SOTI", "prompt": "c89-m1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "SOTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you manage rugged, industrial, or kiosk devices"}, {"id": "mai-20260917-0816-smoke|c89-m1|zai-small|42Gears", "prompt": "c89-m1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "42Gears", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider SOTI or 42Gears alongside your primary platform"}, {"id": "mai-20260917-0816-smoke|c89-m2|alibaba-small|Microsoft Intune", "prompt": "c89-m2", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your company uses Windows PCs and Outlook/Teams/OneDrive, this is almost always the first choice... Cons: Complexity: It has a steep learning curve."}, {"id": "mai-20260917-0816-smoke|c89-m2|alibaba-small|Scalefusion", "prompt": "c89-m2", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Scalefusion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My Final Recommendation: Start with a trial of **Scalefusion**."}, {"id": "mai-20260917-0816-smoke|c89-m2|alibaba-small|Hexnode (by ManageEngine)", "prompt": "c89-m2", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Hexnode (by ManageEngine)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Budget Champion: Hexnode (by ManageEngine)... Offers a lot of features... at a very competitive price point."}, {"id": "mai-20260917-0816-smoke|c89-m2|alibaba-small|Jamf", "prompt": "c89-m2", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "If you are split 50/50 between Windows and Apple, avoid Jamf due to complexity and cost."}, {"id": "mai-20260917-0816-smoke|c89-m2|alibaba-small|Mosyle", "prompt": "c89-m2", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Mosyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Are your employees mostly on Macs? **Look at Jamf or Mosyle.**"}, {"id": "mai-20260917-0816-smoke|c89-m2|anthropic-small|Intune", "prompt": "c89-m2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Intune works well for Microsoft-centric enterprises"}, {"id": "mai-20260917-0816-smoke|c89-m2|anthropic-small|Jamf", "prompt": "c89-m2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Jamf for Apple-first"}, {"id": "mai-20260917-0816-smoke|c89-m2|anthropic-small|Scalefusion", "prompt": "c89-m2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Scalefusion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Scalefusion for mixed fleets that also want built-in identity and endpoint security"}, {"id": "mai-20260917-0816-smoke|c89-m2|anthropic-small|NinjaOne", "prompt": "c89-m2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NinjaOne has one of the fastest setups available with a 94% ease of setup score on G2"}, {"id": "mai-20260917-0816-smoke|c89-m2|anthropic-small|Prey", "prompt": "c89-m2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Prey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prey is a security-focused MDM platform good for IT teams in SMBs"}, {"id": "mai-20260917-0816-smoke|c89-m2|challenger-small|JumpCloud", "prompt": "c89-m2", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **JumpCloud**"}, {"id": "mai-20260917-0816-smoke|c89-m2|challenger-small|Microsoft Intune", "prompt": "c89-m2", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is already heavily invested in Microsoft 365/Entra ID, **Microsoft Intune** is the more natural choice"}, {"id": "mai-20260917-0816-smoke|c89-m2|challenger-small|Scalefusion", "prompt": "c89-m2", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need broad, cost-effective cross-platform UEM | **Scalefusion**"}, {"id": "mai-20260917-0816-smoke|c89-m2|challenger-small|NinjaOne", "prompt": "c89-m2", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for balancing cost and capability in mid-market teams"}, {"id": "mai-20260917-0816-smoke|c89-m2|deepseek-small|Microsoft Intune", "prompt": "c89-m2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Microsoft Intune** (if you're already on Microsoft 365)"}, {"id": "mai-20260917-0816-smoke|c89-m2|deepseek-small|ManageEngine Endpoint Central", "prompt": "c89-m2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Alternative: **ManageEngine Endpoint Central**"}, {"id": "mai-20260917-0816-smoke|c89-m2|deepseek-small|Hexnode", "prompt": "c89-m2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Hexnode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mixed fleets with good documented mid-market pricing"}, {"id": "mai-20260917-0816-smoke|c89-m2|deepseek-small|JumpCloud", "prompt": "c89-m2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you want identity + device management on one per-user bill"}, {"id": "mai-20260917-0816-smoke|c89-m2|deepseek-small|Jamf", "prompt": "c89-m2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Apple-first fleet** \\u2192 Consider **Jamf** or **Kandji**"}, {"id": "mai-20260917-0816-smoke|c89-m2|deepseek-small|Kandji", "prompt": "c89-m2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Apple-first fleet** \\u2192 Consider **Jamf** or **Kandji**"}, {"id": "mai-20260917-0816-smoke|c89-m2|deepseek-small|NinjaOne", "prompt": "c89-m2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If patching and remote support matter more than deep policy control"}, {"id": "mai-20260917-0816-smoke|c89-m2|deepseek-small|Scalefusion", "prompt": "c89-m2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Scalefusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Heavy Android/custom devices** \\u2192 Consider **Scalefusion** or **Hexnode**"}, {"id": "mai-20260917-0816-smoke|c89-m2|google-small|Microsoft Intune", "prompt": "c89-m2", "model": "google-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company runs on the Microsoft ecosystem, **Intune is the default choice**."}, {"id": "mai-20260917-0816-smoke|c89-m2|google-small|Scalefusion", "prompt": "c89-m2", "model": "google-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Scalefusion** or **Hexnode** are excellent options. They are specifically built with the mid-market in mind."}, {"id": "mai-20260917-0816-smoke|c89-m2|google-small|Hexnode", "prompt": "c89-m2", "model": "google-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Hexnode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Scalefusion** or **Hexnode** are excellent options."}, {"id": "mai-20260917-0816-smoke|c89-m2|google-small|JumpCloud", "prompt": "c89-m2", "model": "google-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "JumpCloud is a unique and highly popular mid-market platform."}, {"id": "mai-20260917-0816-smoke|c89-m2|google-small|ManageEngine Endpoint Central", "prompt": "c89-m2", "model": "google-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ManageEngine is a mid-market favorite... Unrivaled third-party software patching capabilities."}, {"id": "mai-20260917-0816-smoke|c89-m2|meta-small|Admin by Google", "prompt": "c89-m2", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Admin by Google", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Admin by Google - a lightweight and easy-to-use MDM solution designed for small and mid-sized businesses."}, {"id": "mai-20260917-0816-smoke|c89-m2|meta-small|NinjaOne", "prompt": "c89-m2", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a cost-effective MDM solution that is valued for its straightforward setup and lightweight management"}, {"id": "mai-20260917-0816-smoke|c89-m2|meta-small|JumpCloud", "prompt": "c89-m2", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a comprehensive identity and device security platform that includes MDM capabilities"}, {"id": "mai-20260917-0816-smoke|c89-m2|meta-small|Microsoft Intune", "prompt": "c89-m2", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a popular MDM solution that is included in Microsoft 365 E3 and E5 plans"}, {"id": "mai-20260917-0816-smoke|c89-m2|meta-small|ManageEngine", "prompt": "c89-m2", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a versatile MDM solution that offers a range of features and pricing plans"}, {"id": "mai-20260917-0816-smoke|c89-m2|minimax-small|NinjaOne", "prompt": "c89-m2", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **NinjaOne** or **JumpCloud** as top choices based on the current reviews"}, {"id": "mai-20260917-0816-smoke|c89-m2|minimax-small|JumpCloud", "prompt": "c89-m2", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **NinjaOne** or **JumpCloud** as top choices"}, {"id": "mai-20260917-0816-smoke|c89-m2|minimax-small|Microsoft Intune", "prompt": "c89-m2", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0816-smoke|c89-m2|minimax-small|Mobile Device Manager Plus", "prompt": "c89-m2", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Mobile Device Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Broad platform coverage (Windows, macOS, iOS, Android)"}, {"id": "mai-20260917-0816-smoke|c89-m2|mistral-small|NinjaOne", "prompt": "c89-m2", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendations from recent expert reviews are **NinjaOne** and **JumpCloud** MDM solutions"}, {"id": "mai-20260917-0816-smoke|c89-m2|mistral-small|JumpCloud", "prompt": "c89-m2", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the top recommendations from recent expert reviews are **NinjaOne** and **JumpCloud** MDM solutions"}, {"id": "mai-20260917-0816-smoke|c89-m2|mistral-small|ManageEngine", "prompt": "c89-m2", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other transparent mid-market options include **ManageEngine**, **Scalefusion**, and **Miradore**"}, {"id": "mai-20260917-0816-smoke|c89-m2|mistral-small|Scalefusion", "prompt": "c89-m2", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other transparent mid-market options include **ManageEngine**, **Scalefusion**, and **Miradore**"}, {"id": "mai-20260917-0816-smoke|c89-m2|mistral-small|Miradore", "prompt": "c89-m2", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Miradore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "noted for their suitability for small to mid-sized businesses"}, {"id": "mai-20260917-0816-smoke|c89-m2|moonshot-small|Microsoft Intune", "prompt": "c89-m2", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick for Most Mid-Sized B2B Companies: Microsoft Intune"}, {"id": "mai-20260917-0816-smoke|c89-m2|moonshot-small|Jamf Pro", "prompt": "c89-m2", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If You're Apple-Heavy: Jamf Pro or Kandji"}, {"id": "mai-20260917-0816-smoke|c89-m2|moonshot-small|Kandji", "prompt": "c89-m2", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A newer, more automated alternative with a cleaner UI"}, {"id": "mai-20260917-0816-smoke|c89-m2|moonshot-small|NinjaOne", "prompt": "c89-m2", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small IT team, mixed OS, need RMM features | **NinjaOne**"}, {"id": "mai-20260917-0816-smoke|c89-m2|moonshot-small|ManageEngine Endpoint Central", "prompt": "c89-m2", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Broad feature set, competitive published pricing, on-prem or cloud"}, {"id": "mai-20260917-0816-smoke|c89-m2|moonshot-small|Workspace ONE", "prompt": "c89-m2", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "many mid-sized companies report **pricing uncertainty, sales complexity, and support changes**. I'd only recommend it if you have specific legacy VMware investments"}, {"id": "mai-20260917-0816-smoke|c89-m2|moonshot-small|Google Endpoint Management", "prompt": "c89-m2", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Google Endpoint Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Google Workspace is your core identity platform | **Google Endpoint Management**"}, {"id": "mai-20260917-0816-smoke|c89-m2|openai-small|Microsoft Intune", "prompt": "c89-m2", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Microsoft Intune** as the default choice"}, {"id": "mai-20260917-0816-smoke|c89-m2|openai-small|Jamf Pro", "prompt": "c89-m2", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Apple-dominant environment:** evaluate **Jamf Pro** first"}, {"id": "mai-20260917-0816-smoke|c89-m2|openai-small|Kandji", "prompt": "c89-m2", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Kandji** as the more automation-focused alternative"}, {"id": "mai-20260917-0816-smoke|c89-m2|xai-small|Microsoft Intune", "prompt": "c89-m2", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Microsoft Intune as the top choice in most cases."}, {"id": "mai-20260917-0816-smoke|c89-m2|xai-small|Jamf", "prompt": "c89-m2", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Apple support is good but not as \"native\" as Jamf/Mosyle."}, {"id": "mai-20260917-0816-smoke|c89-m2|xai-small|Mosyle", "prompt": "c89-m2", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Mosyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Apple-heavy fleet** | **Mosyle** | Fast setup, low cost, Apple-focused with security bundle."}, {"id": "mai-20260917-0816-smoke|c89-m2|xai-small|ManageEngine MDM Plus", "prompt": "c89-m2", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "ManageEngine MDM Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Budget-focused, mixed OS** | **ManageEngine MDM Plus** | Affordable, full UEM"}, {"id": "mai-20260917-0816-smoke|c89-m2|xai-small|JumpCloud", "prompt": "c89-m2", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "JumpCloud: Identity + MDM (per-user)."}, {"id": "mai-20260917-0816-smoke|c89-m2|xai-small|NinjaOne", "prompt": "c89-m2", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "NinjaOne: RMM-style for MSP-like ops, high G2 ratings (4.7/5)."}, {"id": "mai-20260917-0816-smoke|c89-m2|zai-small|Microsoft Intune", "prompt": "c89-m2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Microsoft Intune** is the best starting point"}, {"id": "mai-20260917-0816-smoke|c89-m2|zai-small|NinjaOne", "prompt": "c89-m2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NinjaOne** or **JumpCloud** offer the best balance of capabilities and pricing for mid-sized businesses"}, {"id": "mai-20260917-0816-smoke|c89-m2|zai-small|JumpCloud", "prompt": "c89-m2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NinjaOne** or **JumpCloud** offer the best balance of capabilities and pricing"}, {"id": "mai-20260917-0816-smoke|c89-m2|zai-small|ManageEngine Mobile Device Manager Plus", "prompt": "c89-m2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "ManageEngine Mobile Device Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Budget-conscious**: Consider ManageEngine or Miradore"}, {"id": "mai-20260917-0816-smoke|c89-m2|zai-small|Scalefusion", "prompt": "c89-m2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For Android-heavy environments, **Scalefusion** or **Hexnode** provide specialized value"}, {"id": "mai-20260917-0816-smoke|c89-m2|zai-small|Hexnode", "prompt": "c89-m2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Hexnode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Complex BYOD**: Add Hexnode"}, {"id": "mai-20260917-0816-smoke|c89-m2|zai-small|Miradore", "prompt": "c89-m2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Miradore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Simple, low-cost option with transparent pricing"}, {"id": "mai-20260917-0816-smoke|c89-m2|zai-small|Jamf", "prompt": "c89-m2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Apple-heavy**: Add Jamf"}, {"id": "mai-20260917-0816-smoke|c89-m2|zai-small|SOTI", "prompt": "c89-m2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "SOTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Rugged devices**: Add SOTI"}, {"id": "mai-20260917-0816-smoke|c89-m2|zai-small|Omnissa (formerly VMware Workspace ONE)", "prompt": "c89-m2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Omnissa (formerly VMware Workspace ONE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for**: Large-scale enterprises with diverse endpoint needs"}, {"id": "mai-20260917-0816-smoke|c89-m3|alibaba-small|Microsoft Intune", "prompt": "c89-m3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best For:** Organizations already heavily invested in the Microsoft ecosystem (Windows, Azure, Office 365)."}, {"id": "mai-20260917-0816-smoke|c89-m3|alibaba-small|Omnissa Workspace ONE (Formerly VMware)", "prompt": "c89-m3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa Workspace ONE (Formerly VMware)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "It is often cited as the leader in \"true\" cross-platform depth."}, {"id": "mai-20260917-0816-smoke|c89-m3|alibaba-small|Jamf", "prompt": "c89-m3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Jamf is the gold standard for macOS and iOS/iPadOS management."}, {"id": "mai-20260917-0816-smoke|c89-m3|alibaba-small|ManageEngine", "prompt": "c89-m3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often wins on value. It provides strong multi-OS management with transparent pricing tiers"}, {"id": "mai-20260917-0816-smoke|c89-m3|alibaba-small|SOTI", "prompt": "c89-m3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "These platforms specialize in **rugged devices**, kiosks, and industrial fleets"}, {"id": "mai-20260917-0816-smoke|c89-m3|alibaba-small|42Gears (SureMDM)", "prompt": "c89-m3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "42Gears (SureMDM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "These platforms specialize in **rugged devices**, kiosks, and industrial fleets"}, {"id": "mai-20260917-0816-smoke|c89-m3|alibaba-small|Ivanti", "prompt": "c89-m3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Known for merging Mobility Management with Identity Management."}, {"id": "mai-20260917-0816-smoke|c89-m3|alibaba-small|Baramundi", "prompt": "c89-m3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Baramundi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These are popular in Europe and serve organizations with strict data privacy requirements (GDPR)"}, {"id": "mai-20260917-0816-smoke|c89-m3|alibaba-small|Matrix42", "prompt": "c89-m3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Matrix42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "These are popular in Europe and serve organizations with strict data privacy requirements (GDPR)"}, {"id": "mai-20260917-0816-smoke|c89-m3|anthropic-small|Action1", "prompt": "c89-m3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The best UEM platforms in 2026 include Action1, Microsoft Intune, ManageEngine Endpoint Central"}, {"id": "mai-20260917-0816-smoke|c89-m3|anthropic-small|Microsoft Intune", "prompt": "c89-m3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Microsoft Intune is the most popular solution in terms of searches by peers and holds the largest mind share of 19.6%."}, {"id": "mai-20260917-0816-smoke|c89-m3|anthropic-small|ManageEngine Endpoint Central", "prompt": "c89-m3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, its dense, module-heavy interface brings a steep learning curve."}, {"id": "mai-20260917-0816-smoke|c89-m3|anthropic-small|Omnissa Workspace ONE", "prompt": "c89-m3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "It's noted as best for cross-platform enterprise use."}, {"id": "mai-20260917-0816-smoke|c89-m3|anthropic-small|Ivanti Neurons", "prompt": "c89-m3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ivanti is an automation-led unified endpoint management solution"}, {"id": "mai-20260917-0816-smoke|c89-m3|anthropic-small|Hexnode", "prompt": "c89-m3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Hexnode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Omnissa Workspace ONE, Ivanti Neurons, Hexnode, Jamf Pro"}, {"id": "mai-20260917-0816-smoke|c89-m3|anthropic-small|Jamf Pro", "prompt": "c89-m3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Hexnode, Jamf Pro, HCL BigFix, SOTI ONE, and NinjaOne"}, {"id": "mai-20260917-0816-smoke|c89-m3|anthropic-small|HCL BigFix", "prompt": "c89-m3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "HCL BigFix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HCL BigFix is a Unified Endpoint Management and automation platform"}, {"id": "mai-20260917-0816-smoke|c89-m3|anthropic-small|SOTI ONE", "prompt": "c89-m3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SOTI targets warehouse scanners, delivery handhelds, retail kiosks"}, {"id": "mai-20260917-0816-smoke|c89-m3|anthropic-small|NinjaOne", "prompt": "c89-m3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "However, it uses per-device pricing, so cost scales with fleet size."}, {"id": "mai-20260917-0816-smoke|c89-m3|anthropic-small|Ivanti Endpoint Manager", "prompt": "c89-m3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti Endpoint Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "with Ivanti Endpoint Manager receiving the highest rating of 8.5"}, {"id": "mai-20260917-0816-smoke|c89-m3|anthropic-small|IBM MaaS360", "prompt": "c89-m3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "IBM MaaS360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "MaaS360 combines UEM with IBM's security analytics and strong compliance posture"}, {"id": "mai-20260917-0816-smoke|c89-m3|challenger-small|Microsoft Intune", "prompt": "c89-m3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune** is usually the default choice for organizations already standardized on Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c89-m3|challenger-small|ManageEngine Endpoint Central", "prompt": "c89-m3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "usually the best fit when you want **broad UEM features plus strong patching and automation** at relatively competitive pricing"}, {"id": "mai-20260917-0816-smoke|c89-m3|challenger-small|Omnissa Workspace ONE", "prompt": "c89-m3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often selected for **complex hybrid environments** that need broad platform coverage"}, {"id": "mai-20260917-0816-smoke|c89-m3|challenger-small|IBM MaaS360", "prompt": "c89-m3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "IBM MaaS360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "tend to appeal more to **security-conscious or compliance-heavy enterprises**"}, {"id": "mai-20260917-0816-smoke|c89-m3|challenger-small|Hexnode UEM", "prompt": "c89-m3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "frequently recommended for **kiosk, BYOD, retail, and education** scenarios"}, {"id": "mai-20260917-0816-smoke|c89-m3|challenger-small|Jamf Pro", "prompt": "c89-m3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the clear specialist for **Apple-only or Apple-primary** environments"}, {"id": "mai-20260917-0816-smoke|c89-m3|challenger-small|JumpCloud", "prompt": "c89-m3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "stands out when **identity management and device management** need to be handled together"}, {"id": "mai-20260917-0816-smoke|c89-m3|challenger-small|Ivanti Neurons for UEM", "prompt": "c89-m3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti Neurons for UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Often chosen for automation, policy-driven configuration, and ITSM integration rather than simplicity."}, {"id": "mai-20260917-0816-smoke|c89-m3|deepseek-small|Microsoft Intune", "prompt": "c89-m3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a Microsoft 365 organization → Microsoft Intune (you already own it, and conditional access + Defender integration are hard to beat)."}, {"id": "mai-20260917-0816-smoke|c89-m3|deepseek-small|Jamf (Jamf Pro / Jamf Now)", "prompt": "c89-m3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf (Jamf Pro / Jamf Now)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your estate is Apple-heavy → Jamf (or Kandji/Mosyle as modern challengers)."}, {"id": "mai-20260917-0816-smoke|c89-m3|deepseek-small|Omnissa (formerly VMware Workspace ONE)", "prompt": "c89-m3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa (formerly VMware Workspace ONE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need the broadest enterprise cross-platform coverage and VDI/hybrid → Omnissa (Workspace ONE)"}, {"id": "mai-20260917-0816-smoke|c89-m3|deepseek-small|ManageEngine Endpoint Central (Desktop Central)", "prompt": "c89-m3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central (Desktop Central)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're mid-market and want transparent pricing and strong Windows management → ManageEngine."}, {"id": "mai-20260917-0816-smoke|c89-m3|deepseek-small|SOTI (MobiControl)", "prompt": "c89-m3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI (MobiControl)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have rugged, kiosk, retail, or industrial hardware → SOTI"}, {"id": "mai-20260917-0816-smoke|c89-m3|deepseek-small|IBM MaaS360", "prompt": "c89-m3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "IBM MaaS360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Enterprises wanting broad multi-OS coverage with strong security compliance and analytics."}, {"id": "mai-20260917-0816-smoke|c89-m3|deepseek-small|Ivanti Neurons", "prompt": "c89-m3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong for complex heterogeneous environments, predictive analytics, and legacy system support."}, {"id": "mai-20260917-0816-smoke|c89-m3|deepseek-small|NinjaOne", "prompt": "c89-m3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Popular for MSPs and smaller estates ... though more RMM-flavored than pure UEM."}, {"id": "mai-20260917-0816-smoke|c89-m3|deepseek-small|Kandji", "prompt": "c89-m3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Kandji", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Kandji for Apple-focused midsize firms"}, {"id": "mai-20260917-0816-smoke|c89-m3|deepseek-small|Mosyle", "prompt": "c89-m3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Mosyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mosyle for affordable Apple management (with a free tier)"}, {"id": "mai-20260917-0816-smoke|c89-m3|deepseek-small|42Gears (SureMDM)", "prompt": "c89-m3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "42Gears (SureMDM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "recognized for rugged/specialized"}, {"id": "mai-20260917-0816-smoke|c89-m3|deepseek-small|Cisco Meraki (Systems Manager)", "prompt": "c89-m3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Cisco Meraki (Systems Manager)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "recognized for ... lightweight management respectively"}, {"id": "mai-20260917-0816-smoke|c89-m3|google-small|Microsoft Intune", "prompt": "c89-m3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intune is the market giant, primarily because it is bundled with Microsoft 365 E3/E5 licenses."}, {"id": "mai-20260917-0816-smoke|c89-m3|google-small|Omnissa Workspace ONE", "prompt": "c89-m3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Its flagship Workspace ONE remains a premier UEM platform, particularly known for its cross-platform capability."}, {"id": "mai-20260917-0816-smoke|c89-m3|google-small|ManageEngine Endpoint Central", "prompt": "c89-m3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ManageEngine offers incredible value per dollar, but its platform can feel disjointed"}, {"id": "mai-20260917-0816-smoke|c89-m3|google-small|Tanium", "prompt": "c89-m3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Massive global enterprises requiring real-time, planet-scale endpoint visibility"}, {"id": "mai-20260917-0816-smoke|c89-m3|google-small|NinjaOne", "prompt": "c89-m3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "NinjaOne has quickly grown into a leading UEM player."}, {"id": "mai-20260917-0816-smoke|c89-m3|google-small|Ivanti Neurons for UEM", "prompt": "c89-m3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti Neurons for UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Organizations aiming for AI-driven \"self-healing\" automation and heavy workflow orchestration."}, {"id": "mai-20260917-0816-smoke|c89-m3|meta-small|Microsoft Intune", "prompt": "c89-m3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Microsoft Intune is included in Microsoft 365 E3 and E5, making it a good choice for organizations already using these products."}, {"id": "mai-20260917-0816-smoke|c89-m3|meta-small|Omnissa (Workspace ONE)", "prompt": "c89-m3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa (Workspace ONE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Omnissa (Workspace ONE) is known for its cross-platform depth"}, {"id": "mai-20260917-0816-smoke|c89-m3|meta-small|ManageEngine Endpoint Central", "prompt": "c89-m3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ManageEngine Endpoint Central is praised for its published pricing and comprehensive endpoint management and security features"}, {"id": "mai-20260917-0816-smoke|c89-m3|meta-small|NinjaOne", "prompt": "c89-m3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "NinjaOne is highly rated for its ease of use and fast deployment."}, {"id": "mai-20260917-0816-smoke|c89-m3|minimax-small|Microsoft Intune", "prompt": "c89-m3", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft 365 organizations: Intune is typically the default choice"}, {"id": "mai-20260917-0816-smoke|c89-m3|minimax-small|Omnissa (Workspace ONE)", "prompt": "c89-m3", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa (Workspace ONE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large enterprises needing breadth: Omnissa Workspace ONE"}, {"id": "mai-20260917-0816-smoke|c89-m3|minimax-small|Jamf", "prompt": "c89-m3", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Apple-heavy estates: Jamf excels"}, {"id": "mai-20260917-0816-smoke|c89-m3|minimax-small|ManageEngine Endpoint Central", "prompt": "c89-m3", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market with budget constraints: ManageEngine"}, {"id": "mai-20260917-0816-smoke|c89-m3|minimax-small|Ivanti", "prompt": "c89-m3", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best fit: Organizations transitioning from legacy management"}, {"id": "mai-20260917-0816-smoke|c89-m3|minimax-small|SOTI", "prompt": "c89-m3", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rugged/kiosk devices: SOTI or 42Gears"}, {"id": "mai-20260917-0816-smoke|c89-m3|minimax-small|42Gears", "prompt": "c89-m3", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "42Gears", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Rugged/kiosk devices: SOTI or 42Gears"}, {"id": "mai-20260917-0816-smoke|c89-m3|mistral-small|Microsoft Intune", "prompt": "c89-m3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most popular and widely adopted, included with Microsoft 365 E3/E5, making it the best value for organizations already using Microsoft products"}, {"id": "mai-20260917-0816-smoke|c89-m3|mistral-small|Omnissa (formerly VMware Workspace ONE UEM)", "prompt": "c89-m3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa (formerly VMware Workspace ONE UEM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large, cross-platform enterprises needing deep macOS, Windows, and mobile device management"}, {"id": "mai-20260917-0816-smoke|c89-m3|mistral-small|Jamf", "prompt": "c89-m3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The leader for Apple-heavy environments, with superior macOS and iOS management. Less ideal for Windows or Android."}, {"id": "mai-20260917-0816-smoke|c89-m3|mistral-small|ManageEngine Endpoint Central", "prompt": "c89-m3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mid-market organizations wanting transparent, published pricing"}, {"id": "mai-20260917-0816-smoke|c89-m3|mistral-small|SOTI", "prompt": "c89-m3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specialists for rugged devices, kiosks, and purpose-built hardware"}, {"id": "mai-20260917-0816-smoke|c89-m3|mistral-small|42Gears", "prompt": "c89-m3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "42Gears", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Specialists for rugged devices, kiosks, and purpose-built hardware"}, {"id": "mai-20260917-0816-smoke|c89-m3|mistral-small|Ivanti", "prompt": "c89-m3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong for organizations with legacy Windows systems needing modern management"}, {"id": "mai-20260917-0816-smoke|c89-m3|mistral-small|IBM MaaS360", "prompt": "c89-m3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "IBM MaaS360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Both are highly rated"}, {"id": "mai-20260917-0816-smoke|c89-m3|mistral-small|NinjaOne", "prompt": "c89-m3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "NinjaOne scoring highest among leaders for ease of use and remote management"}, {"id": "mai-20260917-0816-smoke|c89-m3|moonshot-small|Microsoft Intune", "prompt": "c89-m3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Already using Microsoft 365?** → Microsoft Intune is the obvious choice"}, {"id": "mai-20260917-0816-smoke|c89-m3|moonshot-small|Omnissa (formerly VMware Workspace ONE)", "prompt": "c89-m3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa (formerly VMware Workspace ONE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mixed enterprise fleet?** → Omnissa Workspace ONE or Ivanti"}, {"id": "mai-20260917-0816-smoke|c89-m3|moonshot-small|Jamf Pro", "prompt": "c89-m3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mostly Apple devices?** → Jamf Pro"}, {"id": "mai-20260917-0816-smoke|c89-m3|moonshot-small|SOTI MobiControl", "prompt": "c89-m3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI MobiControl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rugged/retail/field devices?** → SOTI MobiControl"}, {"id": "mai-20260917-0816-smoke|c89-m3|moonshot-small|ManageEngine Endpoint Central", "prompt": "c89-m3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Budget-conscious mid-market?** → ManageEngine Endpoint Central"}, {"id": "mai-20260917-0816-smoke|c89-m3|moonshot-small|Ivanti Neurons for MDM / Autonomous Endpoint Management", "prompt": "c89-m3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti Neurons for MDM / Autonomous Endpoint Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Enterprise security environments"}, {"id": "mai-20260917-0816-smoke|c89-m3|moonshot-small|42Gears SureMDM", "prompt": "c89-m3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "42Gears SureMDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Need specialized device support?** → 42Gears SureMDM"}, {"id": "mai-20260917-0816-smoke|c89-m3|moonshot-small|IBM MaaS360", "prompt": "c89-m3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "IBM MaaS360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Enterprise mobility management with security focus"}, {"id": "mai-20260917-0816-smoke|c89-m3|openai-small|Microsoft Intune", "prompt": "c89-m3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mostly Windows + Microsoft 365/Entra** → **Intune**"}, {"id": "mai-20260917-0816-smoke|c89-m3|openai-small|Omnissa Workspace ONE UEM", "prompt": "c89-m3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa Workspace ONE UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mixed fleet with enterprise workspace needs** → **Workspace ONE UEM**"}, {"id": "mai-20260917-0816-smoke|c89-m3|openai-small|Jamf Pro", "prompt": "c89-m3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Mostly Apple** → **Jamf Pro**"}, {"id": "mai-20260917-0816-smoke|c89-m3|openai-small|Ivanti", "prompt": "c89-m3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need strong endpoint visibility/remediation/security operations** → **Tanium / Ivanti / Absolute**"}, {"id": "mai-20260917-0816-smoke|c89-m3|openai-small|ManageEngine", "prompt": "c89-m3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Need 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"raw": "Kaseya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "all appear in Gartner’s 2026 Endpoint Management Tools research as significant vendors"}, {"id": "mai-20260917-0816-smoke|c89-m3|openai-small|Absolute", "prompt": "c89-m3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Absolute", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Need strong endpoint visibility/remediation/security operations** → **Tanium / Ivanti / Absolute**"}, {"id": "mai-20260917-0816-smoke|c89-m3|openai-small|42Gears", "prompt": "c89-m3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "42Gears", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "all appear in Gartner’s 2026 Endpoint Management Tools research as significant vendors"}, {"id": "mai-20260917-0816-smoke|c89-m3|openai-small|HCLSoftware", "prompt": "c89-m3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "HCLSoftware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "all appear in Gartner’s 2026 Endpoint Management Tools research as significant vendors"}, {"id": "mai-20260917-0816-smoke|c89-m3|openai-small|IBM", "prompt": "c89-m3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "all appear in Gartner’s 2026 Endpoint Management Tools research as significant vendors"}, {"id": "mai-20260917-0816-smoke|c89-m3|openai-small|Samsung", "prompt": "c89-m3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Samsung", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "all appear in Gartner’s 2026 Endpoint Management Tools research as significant vendors"}, {"id": "mai-20260917-0816-smoke|c89-m3|openai-small|Google", "prompt": "c89-m3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Google", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "all appear in Gartner’s 2026 Endpoint Management Tools research as significant vendors"}, {"id": "mai-20260917-0816-smoke|c89-m3|openai-small|Atera", "prompt": "c89-m3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Need lighter-weight IT ops and patching** → **NinjaOne / ManageEngine / Atera**"}, {"id": "mai-20260917-0816-smoke|c89-m3|xai-small|Microsoft Intune", "prompt": "c89-m3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune** (Leader in IDC MarketScape; top PeerSpot mindshare at ~18%)"}, {"id": "mai-20260917-0816-smoke|c89-m3|xai-small|Omnissa Workspace ONE UEM", "prompt": "c89-m3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa Workspace ONE UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader in IDC; strong cross-platform"}, {"id": "mai-20260917-0816-smoke|c89-m3|xai-small|ManageEngine Endpoint Central", "prompt": "c89-m3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top PeerSpot; best value/pricing transparency"}, {"id": "mai-20260917-0816-smoke|c89-m3|xai-small|Jamf Pro", "prompt": "c89-m3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Apple; leader in macOS/iOS depth"}, {"id": "mai-20260917-0816-smoke|c89-m3|xai-small|Ivanti UEM", "prompt": "c89-m3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong legacy Windows/patch management"}, {"id": "mai-20260917-0816-smoke|c89-m3|xai-small|IBM MaaS360", "prompt": "c89-m3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "IBM MaaS360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Security-focused; PeerSpot top 5"}, {"id": "mai-20260917-0816-smoke|c89-m3|xai-small|SOTI MobiControl", "prompt": "c89-m3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI MobiControl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Rugged/IoT/kiosk specialist"}, {"id": "mai-20260917-0816-smoke|c89-m3|xai-small|NinjaOne", "prompt": "c89-m3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like NinjaOne (highest PeerSpot rating 8.6/10)"}, {"id": "mai-20260917-0816-smoke|c89-m3|xai-small|42Gears SureMDM", "prompt": "c89-m3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "42Gears SureMDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "42Gears SureMDM, and Scalefusion appear in niche awards"}, {"id": "mai-20260917-0816-smoke|c89-m3|xai-small|Scalefusion", "prompt": "c89-m3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Scalefusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Scalefusion appear in niche awards"}, {"id": "mai-20260917-0816-smoke|c89-m3|zai-small|Microsoft Intune", "prompt": "c89-m3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's the default choice for most organizations."}, {"id": "mai-20260917-0816-smoke|c89-m3|zai-small|Jamf", "prompt": "c89-m3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"gold standard\" for Apple device management"}, {"id": "mai-20260917-0816-smoke|c89-m3|zai-small|Omnissa (formerly VMware Workspace ONE)", "prompt": "c89-m3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa (formerly VMware Workspace ONE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The most comprehensive cross-platform UEM outside the Microsoft ecosystem"}, {"id": "mai-20260917-0816-smoke|c89-m3|zai-small|ManageEngine", "prompt": "c89-m3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Published pricing and strong mid-market value proposition"}, {"id": "mai-20260917-0816-smoke|c89-m3|zai-small|Ivanti", "prompt": "c89-m3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best-in-class for organizations transitioning from legacy Windows management to modern UEM"}, {"id": "mai-20260917-0816-smoke|c89-m3|zai-small|SOTI", "prompt": "c89-m3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The go-to UEM for rugged, purpose-built, and industrial devices"}, {"id": "mai-20260917-0816-smoke|c89-m3|zai-small|42Gears SureMDM", "prompt": "c89-m3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "42Gears SureMDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Rugged devices, mid-market, published pricing"}, {"id": "mai-20260917-0816-smoke|c89-m3|zai-small|Cisco Meraki", "prompt": "c89-m3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Cisco Meraki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SMBs and organizations already using Cisco networking"}, {"id": "mai-20260917-0816-smoke|c89-m3|zai-small|Miradore", "prompt": "c89-m3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Miradore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Simple, low-cost management with free tier"}, {"id": "mai-20260917-0816-smoke|c89-m3|zai-small|Mosyle", "prompt": "c89-m3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Mosyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Apple-heavy organizations with free tier and competitive pricing"}, {"id": "mai-20260917-0816-smoke|c89-m3|zai-small|Baramundi", "prompt": "c89-m3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Baramundi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "European buyers needing strong Windows management"}, {"id": "mai-20260917-0816-smoke|c89-m3|zai-small|Matrix42", "prompt": "c89-m3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Matrix42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "European buyers needing strong Windows management"}, {"id": "mai-20260917-0816-smoke|c89-m4|alibaba-small|ManageEngine MDM Plus", "prompt": "c89-m4", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine MDM Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best Unified Endpoint Management (UEM) platform is widely considered to be **ManageEngine MDM Plus**"}, {"id": "mai-20260917-0816-smoke|c89-m4|alibaba-small|Miradore", "prompt": "c89-m4", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Miradore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Runner Up: Miradore ... is a strong alternative."}, {"id": "mai-20260917-0816-smoke|c89-m4|alibaba-small|IBM MaaS360", "prompt": "c89-m4", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "IBM MaaS360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it typically starts around **$3.00–$4.00 per device per month**. This is roughly 3x the cost of ManageEngine."}, {"id": "mai-20260917-0816-smoke|c89-m4|alibaba-small|Jamf", "prompt": "c89-m4", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Jamf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often become prohibitively expensive once you scale past the initial license tiers"}, {"id": "mai-20260917-0816-smoke|c89-m4|alibaba-small|Mosyle", "prompt": "c89-m4", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Mosyle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often become prohibitively expensive once you scale past the initial license tiers"}, {"id": "mai-20260917-0816-smoke|c89-m4|alibaba-small|VMware", "prompt": "c89-m4", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "VMware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "significantly lower than competitors like IBM or VMware"}, {"id": "mai-20260917-0816-smoke|c89-m4|anthropic-small|Action1", "prompt": "c89-m4", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a company with a truly limited budget, **Action1** stands out due to its generous free tier covering up to 200 endpoints with full functionality"}, {"id": "mai-20260917-0816-smoke|c89-m4|anthropic-small|Hexnode UEM", "prompt": "c89-m4", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "perfect for small businesses or teams with limited budgets, and the customer support is highly appreciated"}, {"id": "mai-20260917-0816-smoke|c89-m4|anthropic-small|Miradore", "prompt": "c89-m4", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Miradore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "top-recommended UEM solution for small businesses and MSPs"}, {"id": "mai-20260917-0816-smoke|c89-m4|anthropic-small|ManageEngine Endpoint Central", "prompt": "c89-m4", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "accepting trade-offs in interface modernization and mobile-first capabilities"}, {"id": "mai-20260917-0816-smoke|c89-m4|challenger-small|Microsoft Intune", "prompt": "c89-m4", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default pick is usually **Microsoft Intune** if you already use Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c89-m4|challenger-small|Miradore", "prompt": "c89-m4", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Miradore** is the best budget-focused choice because it is repeatedly highlighted for SMBs and has a **free plan**"}, {"id": "mai-20260917-0816-smoke|c89-m4|challenger-small|ManageEngine Endpoint Central", "prompt": "c89-m4", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need strong automation at a budget-friendly price**: consider **ManageEngine Endpoint Central**"}, {"id": "mai-20260917-0816-smoke|c89-m4|challenger-small|Syncro", "prompt": "c89-m4", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want per-technician pricing for cost predictability**: look at **Syncro** or **Atera**"}, {"id": "mai-20260917-0816-smoke|c89-m4|challenger-small|Atera", "prompt": "c89-m4", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look at **Syncro** or **Atera**"}, {"id": "mai-20260917-0816-smoke|c89-m4|deepseek-small|Microsoft Intune", "prompt": "c89-m4", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is frequently the **best value option**, but only if you already use Microsoft products."}, {"id": "mai-20260917-0816-smoke|c89-m4|deepseek-small|Miradore", "prompt": "c89-m4", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you don't use Microsoft, go with **Miradore** if you have 50 or fewer devices (essentially free)"}, {"id": "mai-20260917-0816-smoke|c89-m4|deepseek-small|ManageEngine Endpoint Central", "prompt": "c89-m4", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ManageEngine ranks as the **best value for mid-market** with **published pricing**"}, {"id": "mai-20260917-0816-smoke|c89-m4|deepseek-small|Mosyle", "prompt": "c89-m4", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Mosyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free for up to 30 devices (Apple-focused... Great if you're an all-Apple shop."}, {"id": "mai-20260917-0816-smoke|c89-m4|deepseek-small|Hexnode UEM", "prompt": "c89-m4", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Hexnode UEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Very low entry pricing (~$2.20/device/mo) with broad multi-OS coverage"}, {"id": "mai-20260917-0816-smoke|c89-m4|deepseek-small|Atera", "prompt": "c89-m4", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Per-technician pricing with unlimited endpoints, useful if you're an MSP"}, {"id": "mai-20260917-0816-smoke|c89-m4|deepseek-small|NinjaOne", "prompt": "c89-m4", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Per-technician pricing with unlimited endpoints, useful if you're an MSP"}, {"id": "mai-20260917-0816-smoke|c89-m4|google-small|Microsoft Intune", "prompt": "c89-m4", "model": "google-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Are you already on Microsoft 365?** If yes, adopt **Microsoft Intune**. It will cost you nothing extra"}, {"id": "mai-20260917-0816-smoke|c89-m4|google-small|Miradore (by GoTo)", "prompt": "c89-m4", "model": "google-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Miradore (by GoTo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Small Fleets & Tight Budgets... Free for up to **50 devices**"}, {"id": "mai-20260917-0816-smoke|c89-m4|google-small|ManageEngine Endpoint Central", "prompt": "c89-m4", "model": "google-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Bang-for-Your-Buck\" for Heavy Features"}, {"id": "mai-20260917-0816-smoke|c89-m4|google-small|Omnissa (formerly Workspace ONE)", "prompt": "c89-m4", "model": "google-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Omnissa (formerly Workspace ONE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can't afford enterprise giants like Omnissa (formerly Workspace ONE) or Ivanti"}, {"id": "mai-20260917-0816-smoke|c89-m4|google-small|Ivanti", "prompt": "c89-m4", "model": "google-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can't afford enterprise giants like Omnissa (formerly Workspace ONE) or Ivanti"}, {"id": "mai-20260917-0816-smoke|c89-m4|google-small|Hexnode UEM", "prompt": "c89-m4", "model": "google-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Multi-OS Simplicity & Frontline Devices"}, {"id": "mai-20260917-0816-smoke|c89-m4|meta-small|Microsoft Intune", "prompt": "c89-m4", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best unified endpoint management platform for a company with a limited budget is Microsoft Intune"}, {"id": "mai-20260917-0816-smoke|c89-m4|meta-small|Miradore", "prompt": "c89-m4", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Miradore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another option is Miradore, which is a top-recommended UEM solution for small businesses and MSPs, with a free plan"}, {"id": "mai-20260917-0816-smoke|c89-m4|minimax-small|JumpCloud", "prompt": "c89-m4", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JumpCloud** - If you need a dedicated UEM platform and want transparent per-user pricing, starting at $9/user/month"}, {"id": "mai-20260917-0816-smoke|c89-m4|minimax-small|Microsoft Intune", "prompt": "c89-m4", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Intune** - If you already have Microsoft 365 business subscriptions (most companies do), this is included"}, {"id": "mai-20260917-0816-smoke|c89-m4|minimax-small|Syncro", "prompt": "c89-m4", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for**: SMBs with 50-1,000 endpoints"}, {"id": "mai-20260917-0816-smoke|c89-m4|minimax-small|Endpoint Central", "prompt": "c89-m4", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Target**: Mid-market organizations with reasonable pricing"}, {"id": "mai-20260917-0816-smoke|c89-m4|mistral-small|Microsoft Intune", "prompt": "c89-m4", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're already using Microsoft 365, **Microsoft Intune** is likely the most budget-friendly option"}, {"id": "mai-20260917-0816-smoke|c89-m4|mistral-small|JumpCloud", "prompt": "c89-m4", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**JumpCloud** is a strong, affordable alternative"}, {"id": "mai-20260917-0816-smoke|c89-m4|mistral-small|ManageEngine Endpoint Central MSP", "prompt": "c89-m4", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central MSP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also worth considering for its comprehensive features at a competitive price"}, {"id": "mai-20260917-0816-smoke|c89-m4|moonshot-small|ManageEngine Endpoint Central", "prompt": "c89-m4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value... offers the best value with its free tier and transparent pricing"}, {"id": "mai-20260917-0816-smoke|c89-m4|moonshot-small|Microsoft Intune", "prompt": "c89-m4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have Microsoft 365 E3/E5: Use Microsoft Intune at no extra cost"}, {"id": "mai-20260917-0816-smoke|c89-m4|moonshot-small|42Gears", "prompt": "c89-m4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "42Gears", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The budget option for rugged device management"}, {"id": "mai-20260917-0816-smoke|c89-m4|moonshot-small|SureMDM", "prompt": "c89-m4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "SureMDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget alternative to premium solutions"}, {"id": "mai-20260917-0816-smoke|c89-m4|moonshot-small|SOTI", "prompt": "c89-m4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "SOTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "More affordable than competitors like SOTI"}, {"id": "mai-20260917-0816-smoke|c89-m4|moonshot-small|VMware", "prompt": "c89-m4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "VMware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Most enterprise solutions (VMware, MobileIron, IBM) require custom quotes"}, {"id": "mai-20260917-0816-smoke|c89-m4|moonshot-small|MobileIron", "prompt": "c89-m4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "MobileIron", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Most enterprise solutions (VMware, MobileIron, IBM) require custom quotes"}, {"id": "mai-20260917-0816-smoke|c89-m4|moonshot-small|IBM", "prompt": "c89-m4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "IBM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Most enterprise solutions (VMware, MobileIron, IBM) require custom quotes"}, {"id": "mai-20260917-0816-smoke|c89-m4|openai-small|Microsoft Intune", "prompt": "c89-m4", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Microsoft Intune**"}, {"id": "mai-20260917-0816-smoke|c89-m4|openai-small|Jamf", "prompt": "c89-m4", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **Jamf** or **Kandji** if you want deeper Apple-first workflows, but those are usually less budget-friendly"}, {"id": "mai-20260917-0816-smoke|c89-m4|openai-small|Kandji", "prompt": "c89-m4", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **Jamf** or **Kandji** ... usually less budget-friendly for a mixed-device environment"}, {"id": "mai-20260917-0816-smoke|c89-m4|openai-small|ManageEngine Endpoint Central", "prompt": "c89-m4", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ManageEngine Endpoint Central** is often competitive on price"}, {"id": "mai-20260917-0816-smoke|c89-m4|xai-small|Miradore", "prompt": "c89-m4", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Miradore stands out as the best unified endpoint management (UEM) platform"}, {"id": "mai-20260917-0816-smoke|c89-m4|xai-small|ManageEngine Endpoint Central", "prompt": "c89-m4", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free/low-cost alternatives: ManageEngine Endpoint Central ... Top value"}, {"id": "mai-20260917-0816-smoke|c89-m4|xai-small|Action1", "prompt": "c89-m4", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If >25 devices and patching priority: **Action1**."}, {"id": "mai-20260917-0816-smoke|c89-m4|xai-small|Microsoft Intune", "prompt": "c89-m4", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already on Microsoft? **Intune** via M365 bundle. ... Not ideal without MS ecosystem."}, {"id": "mai-20260917-0816-smoke|c89-m4|xai-small|Hexnode UEM", "prompt": "c89-m4", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Affordable entry; good reviews but no perpetual free."}, {"id": "mai-20260917-0816-smoke|c89-m4|xai-small|Mosyle", "prompt": "c89-m4", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Mosyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Apple-heavy? Consider Mosyle free up to 30"}, {"id": "mai-20260917-0816-smoke|c89-m4|zai-small|ManageEngine Endpoint Central", "prompt": "c89-m4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ManageEngine Endpoint Central** ⭐ Best Overall Value"}, {"id": "mai-20260917-0816-smoke|c89-m4|zai-small|Microsoft Intune", "prompt": "c89-m4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already have M365"}, {"id": "mai-20260917-0816-smoke|c89-m4|zai-small|Scalefusion", "prompt": "c89-m4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highest User Rating"}, {"id": "mai-20260917-0816-smoke|c89-m4|zai-small|Atera Endpoint Management", "prompt": "c89-m4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Atera Endpoint Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Per-technician pricing with unlimited endpoints"}, {"id": "mai-20260917-0816-smoke|c89-m4|zai-small|Syncro", "prompt": "c89-m4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Per-technician pricing designed for SMBs"}, {"id": "mai-20260917-0816-smoke|c89-m5|alibaba-small|Microsoft Intune", "prompt": "c89-m5", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Intune: Best if you are heavily invested in the Microsoft 365 ecosystem. Deep integration with Azure AD is its killer feature."}, {"id": "mai-20260917-0816-smoke|c89-m5|alibaba-small|VMware Workspace ONE", "prompt": "c89-m5", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "VMware Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Extremely powerful, great for mixed OS environments, but can have a steeper learning curve."}, {"id": "mai-20260917-0816-smoke|c89-m5|alibaba-small|Jamf", "prompt": "c89-m5", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The gold standard if you are primarily an Apple shop"}, {"id": "mai-20260917-0816-smoke|c89-m5|alibaba-small|Kandji", "prompt": "c89-m5", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A newer, modern player focused on simplicity and automation... Excellent UX."}, {"id": "mai-20260917-0816-smoke|c89-m5|alibaba-small|ManageEngine Endpoint Central", "prompt": "c89-m5", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A cost-effective alternative often favored by IT teams who want a broad suite of tools"}, {"id": "mai-20260917-0816-smoke|c89-m5|deepseek-small|Omnissa (Workspace ONE)", "prompt": "c89-m5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Omnissa (Workspace ONE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Multi-platform with rugged/Linux needs or strong mobile app control: Omnissa Workspace ONE"}, {"id": "mai-20260917-0816-smoke|c89-m5|deepseek-small|Jamf", "prompt": "c89-m5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Apple-dominant: Jamf Pro"}, {"id": "mai-20260917-0816-smoke|c89-m5|deepseek-small|Intune", "prompt": "c89-m5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Heavily Microsoft (most likely for a 500-person firm): Start with Microsoft Intune — likely already licensed"}, {"id": "mai-20260917-0816-smoke|c89-m5|deepseek-small|ManageEngine", "prompt": "c89-m5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-conscious regulated mid-market: ManageEngine Endpoint Central or Scalefusion"}, {"id": "mai-20260917-0816-smoke|c89-m5|deepseek-small|Scalefusion", "prompt": "c89-m5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-conscious regulated mid-market: ManageEngine Endpoint Central or Scalefusion"}, {"id": "mai-20260917-0816-smoke|c89-m5|deepseek-small|baramundi", "prompt": "c89-m5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "baramundi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "several EU-native vendors (e.g., ManageEngine, baramundi, Hexnode) offer advantages here"}, {"id": "mai-20260917-0816-smoke|c89-m5|deepseek-small|Hexnode", "prompt": "c89-m5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Hexnode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "several EU-native vendors (e.g., ManageEngine, baramundi, Hexnode) offer advantages here"}, {"id": "mai-20260917-0816-smoke|c89-m5|deepseek-small|JumpCloud", "prompt": "c89-m5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Want unified IAM + endpoint management: JumpCloud"}, {"id": "mai-20260917-0816-smoke|c89-m5|google-small|Microsoft Intune", "prompt": "c89-m5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Evaluating Intune first is a must."}, {"id": "mai-20260917-0816-smoke|c89-m5|google-small|Google Workspace", "prompt": "c89-m5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Google's built-in endpoint management is great for mobile, but mostly insufficient for a 500-person company's desktop needs."}, {"id": "mai-20260917-0816-smoke|c89-m5|google-small|Omnissa Workspace ONE", "prompt": "c89-m5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be wary of enterprise \"behemoths\" like **Omnissa Workspace ONE** ... they are highly complex and can overwhelm a small IT team."}, {"id": "mai-20260917-0816-smoke|c89-m5|google-small|ManageEngine Endpoint Central", "prompt": "c89-m5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Value & Patching ... Outstanding value."}, {"id": "mai-20260917-0816-smoke|c89-m5|google-small|Hexnode UEM", "prompt": "c89-m5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Simplicity / Lean IT"}, {"id": "mai-20260917-0816-smoke|c89-m5|google-small|Miradore", "prompt": "c89-m5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Miradore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Simplicity / Lean IT"}, {"id": "mai-20260917-0816-smoke|c89-m5|google-small|Kandji", "prompt": "c89-m5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you are Apple-First"}, {"id": "mai-20260917-0816-smoke|c89-m5|google-small|Jamf Pro", "prompt": "c89-m5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "these are the gold standards"}, {"id": "mai-20260917-0816-smoke|c89-m5|google-small|Action1", "prompt": "c89-m5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Action1, in particular, is highly praised for autonomous OS and third-party patching."}, {"id": "mai-20260917-0816-smoke|c89-m5|google-small|NinjaOne", "prompt": "c89-m5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for Security-Focused Patching & RMM"}, {"id": "mai-20260917-0816-smoke|c89-m5|meta-small|Microsoft Intune", "prompt": "c89-m5", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top UEM platforms include Microsoft Intune, Omnissa Workspace ONE, Ivanti, Jamf, and ManageEngine."}, {"id": "mai-20260917-0816-smoke|c89-m5|meta-small|Omnissa Workspace ONE", "prompt": "c89-m5", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top UEM platforms include Microsoft Intune, Omnissa Workspace ONE, Ivanti, Jamf, and ManageEngine."}, {"id": "mai-20260917-0816-smoke|c89-m5|meta-small|Ivanti", "prompt": "c89-m5", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top UEM platforms include Microsoft Intune, Omnissa Workspace ONE, Ivanti, Jamf, and ManageEngine."}, {"id": "mai-20260917-0816-smoke|c89-m5|meta-small|Jamf", "prompt": "c89-m5", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top UEM platforms include Microsoft Intune, Omnissa Workspace ONE, Ivanti, Jamf, and ManageEngine."}, {"id": "mai-20260917-0816-smoke|c89-m5|meta-small|ManageEngine", "prompt": "c89-m5", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top UEM platforms include Microsoft Intune, Omnissa Workspace ONE, Ivanti, Jamf, and ManageEngine."}, {"id": "mai-20260917-0816-smoke|c89-m5|minimax-small|Microsoft Intune", "prompt": "c89-m5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Consider vendors like Microsoft Intune, Omnissa Workspace ONE, Ivanti, Jamf, ManageEngine, IBM MaaS360, and SOTI."}, {"id": "mai-20260917-0816-smoke|c89-m5|minimax-small|Omnissa Workspace ONE", "prompt": "c89-m5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consider vendors like Microsoft Intune, Omnissa Workspace ONE, Ivanti, Jamf, ManageEngine, IBM MaaS360, and SOTI."}, {"id": "mai-20260917-0816-smoke|c89-m5|minimax-small|Ivanti", "prompt": "c89-m5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider vendors like Microsoft Intune, Omnissa Workspace ONE, Ivanti, Jamf, ManageEngine, IBM MaaS360, and SOTI."}, {"id": "mai-20260917-0816-smoke|c89-m5|minimax-small|Jamf", "prompt": "c89-m5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider vendors like Microsoft Intune, Omnissa Workspace ONE, Ivanti, Jamf, ManageEngine, IBM MaaS360, and SOTI."}, {"id": "mai-20260917-0816-smoke|c89-m5|minimax-small|ManageEngine", "prompt": "c89-m5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider vendors like Microsoft Intune, Omnissa Workspace ONE, Ivanti, Jamf, ManageEngine, IBM MaaS360, and SOTI."}, {"id": "mai-20260917-0816-smoke|c89-m5|minimax-small|IBM MaaS360", "prompt": "c89-m5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "IBM MaaS360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider vendors like Microsoft Intune, Omnissa Workspace ONE, Ivanti, Jamf, ManageEngine, IBM MaaS360, and SOTI."}, {"id": "mai-20260917-0816-smoke|c89-m5|minimax-small|SOTI", "prompt": "c89-m5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "SOTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider vendors like Microsoft Intune, Omnissa Workspace ONE, Ivanti, Jamf, ManageEngine, IBM MaaS360, and SOTI."}, {"id": "mai-20260917-0816-smoke|c89-m5|mistral-small|Microsoft Intune", "prompt": "c89-m5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with Gartner/Forrester leaders (e.g., Microsoft Intune, VMware Workspace ONE, IBM MaaS360, Hexnode, Kandji, Mosyle)."}, {"id": "mai-20260917-0816-smoke|c89-m5|mistral-small|VMware Workspace ONE", "prompt": "c89-m5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "VMware Workspace ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Start with Gartner/Forrester leaders (e.g., Microsoft Intune, VMware Workspace ONE, IBM MaaS360, Hexnode, Kandji, Mosyle)."}, {"id": "mai-20260917-0816-smoke|c89-m5|mistral-small|IBM MaaS360", "prompt": "c89-m5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "IBM MaaS360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Start with Gartner/Forrester leaders (e.g., Microsoft Intune, VMware Workspace ONE, IBM MaaS360, Hexnode, Kandji, Mosyle)."}, {"id": "mai-20260917-0816-smoke|c89-m5|mistral-small|Hexnode", "prompt": "c89-m5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Hexnode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Start with Gartner/Forrester leaders (e.g., ... Hexnode, Kandji, Mosyle)."}, {"id": "mai-20260917-0816-smoke|c89-m5|mistral-small|Kandji", "prompt": "c89-m5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Kandji", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Start with Gartner/Forrester leaders (e.g., ... Hexnode, Kandji, Mosyle)."}, {"id": "mai-20260917-0816-smoke|c89-m5|mistral-small|Mosyle", "prompt": "c89-m5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Mosyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Start with Gartner/Forrester leaders (e.g., ... Hexnode, Kandji, Mosyle)."}, {"id": "mai-20260917-0816-smoke|c89-m5|moonshot-small|Microsoft Intune", "prompt": "c89-m5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Microsoft-centric shops (M365, Entra ID, Azure): Microsoft Intune is the default. Bundled pricing is often unbeatable, but macOS management is functional, not best-in-class."}, {"id": "mai-20260917-0816-smoke|c89-m5|moonshot-small|Omnissa (Workspace ONE)", "prompt": "c89-m5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Omnissa (Workspace ONE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Multi-OS / mixed Apple-Windows environments: Look at **Omnissa (Workspace ONE)**, **Ivanti**, or **ManageEngine Endpoint Central**"}, {"id": "mai-20260917-0816-smoke|c89-m5|moonshot-small|Ivanti", "prompt": "c89-m5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look at **Omnissa (Workspace ONE)**, **Ivanti**, or **ManageEngine Endpoint Central** for deeper cross-platform parity."}, {"id": "mai-20260917-0816-smoke|c89-m5|moonshot-small|ManageEngine Endpoint Central", "prompt": "c89-m5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ManageEngine Endpoint Central** and **NinjaOne** are frequently cited for transparent pricing and broad feature bundling"}, {"id": "mai-20260917-0816-smoke|c89-m5|moonshot-small|Jamf Pro", "prompt": "c89-m5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Apple-first shops: **Jamf Pro** or **Jamf Now** remains the gold standard for macOS/iOS depth."}, {"id": "mai-20260917-0816-smoke|c89-m5|moonshot-small|Jamf Now", "prompt": "c89-m5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Jamf Pro** or **Jamf Now** remains the gold standard for macOS/iOS depth."}, {"id": "mai-20260917-0816-smoke|c89-m5|moonshot-small|NinjaOne", "prompt": "c89-m5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ManageEngine Endpoint Central** and **NinjaOne** are frequently cited for transparent pricing and broad feature bundling (UEM + patch + remote)"}, {"id": "mai-20260917-0816-smoke|c89-m5|moonshot-small|JumpCloud", "prompt": "c89-m5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Identity-centric UEM: **JumpCloud** bundles UEM with directory services\\u2014interesting if you\\u2019re also looking to replace Active Directory."}, {"id": "mai-20260917-0816-smoke|c89-m5|xai-small|Microsoft Intune", "prompt": "c89-m5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "include Microsoft Intune (ideal if you're in the Microsoft ecosystem)... Shortlist 3-4: Intune (if Microsoft-heavy)"}, {"id": "mai-20260917-0816-smoke|c89-m5|xai-small|Omnissa Workspace ONE", "prompt": "c89-m5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Omnissa Workspace ONE (strong cross-platform)"}, {"id": "mai-20260917-0816-smoke|c89-m5|xai-small|ManageEngine Endpoint Central", "prompt": "c89-m5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ManageEngine Endpoint Central (value for mid-market with transparent pricing)"}, {"id": "mai-20260917-0816-smoke|c89-m5|xai-small|Ivanti", "prompt": "c89-m5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Omnissa/Ivanti (cross-platform)"}, {"id": "mai-20260917-0816-smoke|c89-m5|xai-small|Jamf", "prompt": "c89-m5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Jamf (Apple-heavy fleets)"}, {"id": "mai-20260917-0816-smoke|c89-m6|alibaba-small|Ivanti (Endpoint Manager / Neurons)", "prompt": "c89-m6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti (Endpoint Manager / Neurons)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid starting new projects with: Ivanti (due to recent security trauma and fragmentation)"}, {"id": "mai-20260917-0816-smoke|c89-m6|alibaba-small|Jamf", "prompt": "c89-m6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most modern enterprises: Evaluate **Jamf** (for Mac/iOS focus) + **Microsoft Intune**"}, {"id": "mai-20260917-0816-smoke|c89-m6|alibaba-small|Omnissa (formerly VMware Workspace ONE)", "prompt": "c89-m6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa (formerly VMware Workspace ONE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid if you are a small-to-mid-sized business or if budget predictability is a priority."}, {"id": "mai-20260917-0816-smoke|c89-m6|alibaba-small|Microsoft Intune", "prompt": "c89-m6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Do not avoid entirely if you are a Microsoft 365 E3/E5 shop—it's cost-effective."}, {"id": "mai-20260917-0816-smoke|c89-m6|alibaba-small|ManageEngine Endpoint Central", "prompt": "c89-m6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good for SMBs with simple needs. Avoid if you need robust reporting, dynamic group settings, or manage a highly diverse, large-scale environment."}, {"id": "mai-20260917-0816-smoke|c89-m6|alibaba-small|Citrix Endpoint Management", "prompt": "c89-m6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix Endpoint Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid as a standalone UEM solution."}, {"id": "mai-20260917-0816-smoke|c89-m6|anthropic-small|Microsoft Intune", "prompt": "c89-m6", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "here are some unified endpoint management platforms you should be cautious about"}, {"id": "mai-20260917-0816-smoke|c89-m6|anthropic-small|Omnissa Workspace ONE", "prompt": "c89-m6", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "CVE-2025-25231 is a Secondary Context Path Traversal vulnerability affecting Omnissa Workspace ONE UEM"}, {"id": "mai-20260917-0816-smoke|c89-m6|anthropic-small|Ivanti", "prompt": "c89-m6", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Multiple recent CVE's affecting UEM platforms such as Ivanti ... have put the security of these systems under scrutiny."}, {"id": "mai-20260917-0816-smoke|c89-m6|challenger-small|Microsoft Intune", "prompt": "c89-m6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Strong for Microsoft-centric organizations, but easy to overbuy if it is already included in your licensing"}, {"id": "mai-20260917-0816-smoke|c89-m6|challenger-small|Jamf", "prompt": "c89-m6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Excellent for Apple, but not a fit if you need broad Windows/Linux management."}, {"id": "mai-20260917-0816-smoke|c89-m6|challenger-small|SOTI", "prompt": "c89-m6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "SOTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "if the platform is not **SOTI** or **42Gears**, because those tools are repeatedly called out for that use case"}, {"id": "mai-20260917-0816-smoke|c89-m6|challenger-small|42Gears", "prompt": "c89-m6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "42Gears", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "if the platform is not **SOTI** or **42Gears**"}, {"id": "mai-20260917-0816-smoke|c89-m6|challenger-small|Ivanti", "prompt": "c89-m6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "guides specifically note **Ivanti** and **Quest KACE** as more relevant when old-school Windows management still matters"}, {"id": "mai-20260917-0816-smoke|c89-m6|challenger-small|Quest KACE", "prompt": "c89-m6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Quest KACE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "note **Ivanti** and **Quest KACE** as more relevant when old-school Windows management still matters"}, {"id": "mai-20260917-0816-smoke|c89-m6|challenger-small|Workspace ONE / Omnissa", "prompt": "c89-m6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Workspace ONE / Omnissa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "you should evaluate roadmap and operational complexity carefully if you need a straightforward deployment"}, {"id": "mai-20260917-0816-smoke|c89-m6|challenger-small|ManageEngine Endpoint Central", "prompt": "c89-m6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Attractive breadth and pricing, but you should verify that its depth matches your most important OS and compliance needs."}, {"id": "mai-20260917-0816-smoke|c89-m6|challenger-small|NinjaOne", "prompt": "c89-m6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "they are not full UEM substitutes for mobile/MDM-heavy requirements"}, {"id": "mai-20260917-0816-smoke|c89-m6|challenger-small|Atera", "prompt": "c89-m6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "they are not full UEM substitutes for mobile/MDM-heavy requirements"}, {"id": "mai-20260917-0816-smoke|c89-m6|challenger-small|Datto RMM", "prompt": "c89-m6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "they are not full UEM substitutes for mobile/MDM-heavy requirements"}, {"id": "mai-20260917-0816-smoke|c89-m6|deepseek-small|Omnissa (formerly VMware Workspace ONE)", "prompt": "c89-m6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa (formerly VMware Workspace ONE)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The platforms to treat most cautiously — given the overlap of poor user reviews *and* vendor instability — are **Omnissa/Workspace ONE** and **IBM MaaS360**."}, {"id": "mai-20260917-0816-smoke|c89-m6|deepseek-small|IBM Security MaaS360", "prompt": "c89-m6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "IBM Security MaaS360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The platforms to treat most cautiously ... are **Omnissa/Workspace ONE** and **IBM MaaS360**."}, {"id": "mai-20260917-0816-smoke|c89-m6|deepseek-small|Ivanti (Endpoint Manager / Neurons for UEM)", "prompt": "c89-m6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti (Endpoint Manager / Neurons for UEM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Often considered overpriced for small businesses. Many sysadmins report the product feels stagnant and poorly documented."}, {"id": "mai-20260917-0816-smoke|c89-m6|deepseek-small|Citrix Endpoint Management", "prompt": "c89-m6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix Endpoint Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "only really thrives inside a Citrix-based IT environment** — as a standalone UEM it's less compelling"}, {"id": "mai-20260917-0816-smoke|c89-m6|deepseek-small|BlackBerry UEM", "prompt": "c89-m6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "BlackBerry UEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Ownership instability** (e.g., Omnissa, BlackBerry UEM, which has seen significant contraction)"}, {"id": "mai-20260917-0816-smoke|c89-m6|deepseek-small|SOTI", "prompt": "c89-m6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "SOTI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**No published pricing**, making cost unpredictable (Omnissa, SOTI)"}, {"id": "mai-20260917-0816-smoke|c89-m6|deepseek-small|Jamf", "prompt": "c89-m6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Jamf** is best-in-class for Apple-only fleets, but if you manage mixed/Windows environments, it's not the right tool at all"}, {"id": "mai-20260917-0816-smoke|c89-m6|deepseek-small|Microsoft Intune", "prompt": "c89-m6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "the safest bets right now tend to be **Microsoft Intune** (especially if you already own Microsoft 365 E3/E5)"}, {"id": "mai-20260917-0816-smoke|c89-m6|deepseek-small|ManageEngine Endpoint Central", "prompt": "c89-m6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "safest bets right now tend to be **Microsoft Intune** ..., **ManageEngine Endpoint Central**, and **Jamf**"}, {"id": "mai-20260917-0816-smoke|c89-m6|google-small|Citrix Endpoint Management (formerly XenMobile)", "prompt": "c89-m6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix Endpoint Management (formerly XenMobile)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should avoid shortlisting this platform as it is largely in maintenance-only mode"}, {"id": "mai-20260917-0816-smoke|c89-m6|google-small|BlackBerry UEM", "prompt": "c89-m6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "BlackBerry UEM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: BlackBerry UEM now focuses heavily on specialized \"sovereign control\"... the architecture is overly complex, the UI is legacy"}, {"id": "mai-20260917-0816-smoke|c89-m6|google-small|Ivanti (Endpoint Manager / EPMM / Neurons for MDM)", "prompt": "c89-m6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti (Endpoint Manager / EPMM / Neurons for MDM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Ivanti represents a significant security liability"}, {"id": "mai-20260917-0816-smoke|c89-m6|google-small|ManageEngine Endpoint Central (formerly Desktop Central)", "prompt": "c89-m6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine Endpoint Central (formerly Desktop Central)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to be cautious: To stay secure, admins must navigate a constant stream of manual patch deployments"}, {"id": "mai-20260917-0816-smoke|c89-m6|google-small|Omnissa Workspace ONE (formerly VMware Workspace ONE)", "prompt": "c89-m6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa Workspace ONE (formerly VMware Workspace ONE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the organizational divorce has created administrative friction... pay close attention to support SLAs and contract pricing stability"}, {"id": "mai-20260917-0816-smoke|c89-m6|google-small|Microsoft Intune", "prompt": "c89-m6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Industry Standard with Caveats: Microsoft Intune... you should still understand its major limitations"}, {"id": "mai-20260917-0816-smoke|c89-m6|google-small|Jamf", "prompt": "c89-m6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Intune is still vastly inferior to Apple-native UEMs like Jamf or Kandji for managing macOS and iOS fleets"}, {"id": "mai-20260917-0816-smoke|c89-m6|google-small|Kandji", "prompt": "c89-m6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Apple-native UEMs like Jamf or Kandji for managing macOS and iOS fleets"}, {"id": "mai-20260917-0816-smoke|c89-m6|meta-small|Microsoft Intune", "prompt": "c89-m6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it may not be the best option for organizations with a diverse device ecosystem or those that require more advanced features"}, {"id": "mai-20260917-0816-smoke|c89-m6|meta-small|Omnissa Workspace ONE", "prompt": "c89-m6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may not be the best option for organizations with a large number of rugged or purpose-built devices"}, {"id": "mai-20260917-0816-smoke|c89-m6|meta-small|Jamf", "prompt": "c89-m6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not be the best option for organizations with a diverse device ecosystem"}, {"id": "mai-20260917-0816-smoke|c89-m6|meta-small|ManageEngine", "prompt": "c89-m6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may not be the best option for organizations with complex IT environments"}, {"id": "mai-20260917-0816-smoke|c89-m6|meta-small|Citrix Endpoint Management", "prompt": "c89-m6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix Endpoint Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may not be the best option for organizations with a diverse device ecosystem"}, {"id": "mai-20260917-0816-smoke|c89-m6|meta-small|Datto RMM", "prompt": "c89-m6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may not be the best option for organizations with complex IT environments"}, {"id": "mai-20260917-0816-smoke|c89-m6|meta-small|Hexnode UEM", "prompt": "c89-m6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Hexnode UEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may not be the best option for organizations with a diverse device ecosystem"}, {"id": "mai-20260917-0816-smoke|c89-m6|meta-small|Rippling", "prompt": "c89-m6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "may not be the best option for organizations with complex IT environments"}, {"id": "mai-20260917-0816-smoke|c89-m6|meta-small|Ivanti", "prompt": "c89-m6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "may not be the best option for organizations with a diverse device ecosystem"}, {"id": "mai-20260917-0816-smoke|c89-m6|meta-small|SOTI", "prompt": "c89-m6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "SOTI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "may not be the best option for organizations with a diverse device ecosystem"}, {"id": "mai-20260917-0816-smoke|c89-m6|meta-small|IBM MaaS360", "prompt": "c89-m6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "IBM MaaS360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "may not be the best option for organizations with a diverse device ecosystem"}, {"id": "mai-20260917-0816-smoke|c89-m6|minimax-small|N-able N-central", "prompt": "c89-m6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "N-able N-central", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**N-able N-central** stands out as a platform with significant security concerns."}, {"id": "mai-20260917-0816-smoke|c89-m6|minimax-small|Intune", "prompt": "c89-m6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Check Microsoft licensing first** – Intune comes with M365 and may meet needs"}, {"id": "mai-20260917-0816-smoke|c89-m6|mistral-small|Citrix (Workspace Environment Management)", "prompt": "c89-m6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix (Workspace Environment Management)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Citrix is flagged for users to \"verify status first\" before committing."}, {"id": "mai-20260917-0816-smoke|c89-m6|mistral-small|Sophos Mobile", "prompt": "c89-m6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Sophos Mobile", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it scores lower in overall evaluations (7.0/10) and may not be the best fit"}, {"id": "mai-20260917-0816-smoke|c89-m6|mistral-small|Matrix42", "prompt": "c89-m6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Matrix42", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These platforms score lower in head-to-head comparisons ... They may lack the breadth and depth required for most enterprise environments."}, {"id": "mai-20260917-0816-smoke|c89-m6|mistral-small|Baramundi", "prompt": "c89-m6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Baramundi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "recommended only for very specific regional or service-management integration needs"}, {"id": "mai-20260917-0816-smoke|c89-m6|mistral-small|Ivanti", "prompt": "c89-m6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Ivanti scores 7.8/10 ... may not be the best choice for modern, cross-platform estates"}, {"id": "mai-20260917-0816-smoke|c89-m6|moonshot-small|Ivanti Endpoint Manager", "prompt": "c89-m6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti Endpoint Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid Ivanti** unless security posture dramatically improves"}, {"id": "mai-20260917-0816-smoke|c89-m6|moonshot-small|Workspace ONE UEM (Omnissa)", "prompt": "c89-m6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Workspace ONE UEM (Omnissa)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why be cautious: Post-acquisition instability and complexity"}, {"id": "mai-20260917-0816-smoke|c89-m6|moonshot-small|IBM MaaS360", "prompt": "c89-m6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "IBM MaaS360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why be cautious: Aging platform and operational friction"}, {"id": "mai-20260917-0816-smoke|c89-m6|moonshot-small|BlackBerry UEM", "prompt": "c89-m6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "BlackBerry UEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Niche focus, declining market presence | Unless you need high-assurance/government security"}, {"id": "mai-20260917-0816-smoke|c89-m6|moonshot-small|baramundi", "prompt": "c89-m6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "baramundi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limited global reach, partner ecosystem gaps | For multi-region deployments"}, {"id": "mai-20260917-0816-smoke|c89-m6|moonshot-small|Microsoft Intune", "prompt": "c89-m6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Microsoft Intune** for Microsoft-centric environments (despite learning curve)"}, {"id": "mai-20260917-0816-smoke|c89-m6|moonshot-small|Jamf", "prompt": "c89-m6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Jamf** for Apple-heavy fleets"}, {"id": "mai-20260917-0816-smoke|c89-m6|moonshot-small|ManageEngine", "prompt": "c89-m6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Omnissa/ManageEngine** for heterogeneous environments"}, {"id": "mai-20260917-0816-smoke|c89-m6|openai-small|Ivanti Endpoint Manager / Ivanti Endpoint Manager Mobile (EPMM)", "prompt": "c89-m6", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti Endpoint Manager / Ivanti Endpoint Manager Mobile (EPMM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "these products have had serious, publicly documented vulnerabilities that were actively exploited, including auth-bypass and other critical flaws"}, {"id": "mai-20260917-0816-smoke|c89-m6|xai-small|Microsoft Intune", "prompt": "c89-m6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Leader, but real-world abuse in 2026 Stryker attack... Complaints: Frequent service outages (2024-2025), complex enrollment, lagging docs."}, {"id": "mai-20260917-0816-smoke|c89-m6|xai-small|Ivanti", "prompt": "c89-m6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Multiple actively exploited vulnerabilities... Users note steep learning curve and patching issues."}, {"id": "mai-20260917-0816-smoke|c89-m6|xai-small|Omnissa Workspace ONE", "prompt": "c89-m6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "users report weaker support, confusing UI/docs, pending queues, and migration pains"}, {"id": "mai-20260917-0816-smoke|c89-m6|xai-small|ManageEngine Endpoint Central", "prompt": "c89-m6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Frequent cons: Cluttered/complex UI, steep learning curve, patching/deployment failures"}, {"id": "mai-20260917-0816-smoke|c89-m6|xai-small|BlackBerry UEM", "prompt": "c89-m6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "BlackBerry UEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Lowest ratings; recent CVEs... Users cite complex setup, limited apps/updates."}, {"id": "mai-20260917-0816-smoke|c89-m6|xai-small|NinjaOne", "prompt": "c89-m6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "prioritize Leaders with strong security (e.g., NinjaOne 4.7/5, JumpCloud 4.5/5 have fewer issues)"}, {"id": "mai-20260917-0816-smoke|c89-m6|xai-small|JumpCloud", "prompt": "c89-m6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "prioritize Leaders with strong security (e.g., NinjaOne 4.7/5, JumpCloud 4.5/5 have fewer issues)"}, {"id": "mai-20260917-0816-smoke|c89-m6|zai-small|Omnissa Workspace ONE (formerly VMware Workspace ONE)", "prompt": "c89-m6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa Workspace ONE (formerly VMware Workspace ONE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: This platform has a history of critical Server-Side Request Forgery (SSRF) vulnerabilities."}, {"id": "mai-20260917-0816-smoke|c89-m6|zai-small|ManageEngine Endpoint Central (formerly Desktop Central)", "prompt": "c89-m6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine Endpoint Central (formerly Desktop Central)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why to be cautious: ManageEngine has had several critical authentication bypass vulnerabilities."}, {"id": "mai-20260917-0816-smoke|c89-m6|zai-small|Hitachi Energy UNEM (Industrial UEM)", "prompt": "c89-m6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Hitachi Energy UNEM (Industrial UEM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why to be cautious: While niche, this industrial UEM has suffered from catastrophic vulnerabilities."}, {"id": "mai-20260917-0816-smoke|c89-m6|zai-small|Cisco Meraki Systems Manager", "prompt": "c89-m6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Cisco Meraki Systems Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why to avoid: It is being phased out."}, {"id": "mai-20260917-0816-smoke|c89-m6|zai-small|Hexnode UEM", "prompt": "c89-m6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you must begin migrating to a replacement (such as Hexnode UEM or Scalefusion) immediately"}, {"id": "mai-20260917-0816-smoke|c89-m6|zai-small|Scalefusion", "prompt": "c89-m6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "you must begin migrating to a replacement (such as Hexnode UEM or Scalefusion) immediately"}, {"id": "mai-20260917-0816-smoke|c89-m6|zai-small|Ivanti Neurons for Unified Endpoint Management", "prompt": "c89-m6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti Neurons for Unified Endpoint Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why to be cautious: User reviews highlight significant usability friction."}, {"id": "mai-20260917-0816-smoke|c89-s1|alibaba-small|Mosyle", "prompt": "c89-s1", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Mosyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for Apple-Heavy Fleets: **Mosyle** ... widely considered the best value-for-money option."}, {"id": "mai-20260917-0816-smoke|c89-s1|alibaba-small|ManageEngine Mobile Device Manager Plus", "prompt": "c89-s1", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Mobile Device Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong runner-up that offers robust features at a competitive price."}, {"id": "mai-20260917-0816-smoke|c89-s1|alibaba-small|Hexnode", "prompt": "c89-s1", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Hexnode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Hexnode UEM** is often cited as the strongest overall fit."}, {"id": "mai-20260917-0816-smoke|c89-s1|alibaba-small|Microsoft Intune", "prompt": "c89-s1", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Can be complex to set up and manage without dedicated IT expertise."}, {"id": "mai-20260917-0816-smoke|c89-s1|alibaba-small|ManageEngine Endpoint Central", "prompt": "c89-s1", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for Mixed OS (Windows + Apple + Android): **Hexnode UEM** or **ManageEngine Endpoint Central**"}, {"id": "mai-20260917-0816-smoke|c89-s1|alibaba-small|JumpCloud", "prompt": "c89-s1", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Per User:** (Intune, JumpCloud) - Good if devices are shared."}, {"id": "mai-20260917-0816-smoke|c89-s1|alibaba-small|Jamf", "prompt": "c89-s1", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Per Device:** (Mosyle, Hexnode, Jamf) - Standard for most small businesses."}, {"id": "mai-20260917-0816-smoke|c89-s1|anthropic-small|Action1", "prompt": "c89-s1", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is identified as the best UEM software for small and small-to-mid-sized businesses, offering a cloud-native solution with a free tier for up to 200 endpoints"}, {"id": "mai-20260917-0816-smoke|c89-s1|anthropic-small|Miradore", "prompt": "c89-s1", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Miradore is the top-recommended UEM solution for small businesses and MSPs, recognized as a worldwide UEM Leader in the 2024 IDC MarketScape"}, {"id": "mai-20260917-0816-smoke|c89-s1|anthropic-small|NinjaOne", "prompt": "c89-s1", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "NinjaOne is a unified IT operations platform that helps IT teams and managed service providers manage, secure, and support every endpoint from a single cloud-native console"}, {"id": "mai-20260917-0816-smoke|c89-s1|challenger-small|Microsoft Intune", "prompt": "c89-s1", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *default* unified endpoint management platform is usually **Microsoft Intune** if you already use Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c89-s1|challenger-small|Miradore", "prompt": "c89-s1", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Miradore** if you want the simplest small-business-focused option with low-friction setup"}, {"id": "mai-20260917-0816-smoke|c89-s1|challenger-small|NinjaOne", "prompt": "c89-s1", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also a compelling SMB option if you want broad endpoint management plus a very strong ease-of-use reputation"}, {"id": "mai-20260917-0816-smoke|c89-s1|challenger-small|Scalefusion", "prompt": "c89-s1", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if your environment is mobile-heavy, especially Android-focused"}, {"id": "mai-20260917-0816-smoke|c89-s1|deepseek-small|Microsoft Intune", "prompt": "c89-s1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already pay for Microsoft 365 Business Premium** → enable **Intune** first. It's the best value because the licensing is already there."}, {"id": "mai-20260917-0816-smoke|c89-s1|deepseek-small|JumpCloud", "prompt": "c89-s1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**JumpCloud** or **Miradore** are the strongest contenders for balance of price, ease, and cross-platform coverage."}, {"id": "mai-20260917-0816-smoke|c89-s1|deepseek-small|Jamf", "prompt": "c89-s1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Apple-heavy organization → Jamf ... Deepest macOS/iPadOS management if you're an Apple-first shop."}, {"id": "mai-20260917-0816-smoke|c89-s1|deepseek-small|Kandji", "prompt": "c89-s1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Kandji** for compliance automation"}, {"id": "mai-20260917-0816-smoke|c89-s1|deepseek-small|Mosyle", "prompt": "c89-s1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Mosyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mosyle** if budget is tight"}, {"id": "mai-20260917-0816-smoke|c89-s1|deepseek-small|Hexnode", "prompt": "c89-s1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Hexnode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flexible budget, simple all-rounder for mixed fleets → Hexnode or ManageEngine Endpoint Central"}, {"id": "mai-20260917-0816-smoke|c89-s1|deepseek-small|ManageEngine Endpoint Central", "prompt": "c89-s1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cross-platform (Windows, macOS, Linux, iOS, Android), published pricing, easy setup."}, {"id": "mai-20260917-0816-smoke|c89-s1|deepseek-small|Miradore", "prompt": "c89-s1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "I'd recommend trialing **Miradore** (free, simple) and **JumpCloud** side by side"}, {"id": "mai-20260917-0816-smoke|c89-s1|deepseek-small|NinjaOne", "prompt": "c89-s1", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Strong RMM-style UEM with modern UI; popular with small IT teams, though it lacks built-in identity management."}, {"id": "mai-20260917-0816-smoke|c89-s1|google-small|Microsoft Intune", "prompt": "c89-s1", "model": "google-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Already on Microsoft 365 Premium** | **Microsoft Intune** | You already pay for it, and it is highly secure."}, {"id": "mai-20260917-0816-smoke|c89-s1|google-small|Miradore (by GoTo)", "prompt": "c89-s1", "model": "google-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Miradore (by GoTo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mixed OS & Lean/No IT Team** | **Miradore** | Incredibly easy to learn, cheap, and very fast to set up."}, {"id": "mai-20260917-0816-smoke|c89-s1|google-small|Hexnode UEM", "prompt": "c89-s1", "model": "google-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hexnode is highly praised in the SMB space for having some of the best customer support in the industry."}, {"id": "mai-20260917-0816-smoke|c89-s1|google-small|JumpCloud", "prompt": "c89-s1", "model": "google-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google Workspace / No Server** | **JumpCloud** | Solves both user login (SSO) and device security in one go."}, {"id": "mai-20260917-0816-smoke|c89-s1|google-small|Jamf", "prompt": "c89-s1", "model": "google-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**All-Apple (Mac & iOS)** | **Jamf or Kandji** | Unmatched control and user experience for Apple ecosystems."}, {"id": "mai-20260917-0816-smoke|c89-s1|google-small|Kandji", "prompt": "c89-s1", "model": "google-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Jamf and Kandji are built exclusively for Apple."}, {"id": "mai-20260917-0816-smoke|c89-s1|meta-small|JumpCloud", "prompt": "c89-s1", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best unified endpoint management platform for a small B2B company is JumpCloud"}, {"id": "mai-20260917-0816-smoke|c89-s1|minimax-small|Microsoft Intune", "prompt": "c89-s1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune** ⭐ Best Overall for Microsoft 365 Users"}, {"id": "mai-20260917-0816-smoke|c89-s1|minimax-small|ManageEngine Endpoint Central", "prompt": "c89-s1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Intune** or **ManageEngine Endpoint Central** would be the recommended starting points"}, {"id": "mai-20260917-0816-smoke|c89-s1|minimax-small|Syncro", "prompt": "c89-s1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Syncro** ⭐ Best for SMBs (50-1,000 endpoints)"}, {"id": "mai-20260917-0816-smoke|c89-s1|minimax-small|NinjaOne", "prompt": "c89-s1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**NinjaOne** ⭐ Best for Automation"}, {"id": "mai-20260917-0816-smoke|c89-s1|minimax-small|Jamf Pro", "prompt": "c89-s1", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Jamf Pro** ⭐ Best for Apple-Centric Environments"}, {"id": "mai-20260917-0816-smoke|c89-s1|mistral-small|JumpCloud", "prompt": "c89-s1", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best unified endpoint management (UEM) platform is often **JumpCloud**"}, {"id": "mai-20260917-0816-smoke|c89-s1|mistral-small|Scalefusion", "prompt": "c89-s1", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **Scalefusion** and **Hexnode**, which are also highly rated for small businesses"}, {"id": "mai-20260917-0816-smoke|c89-s1|mistral-small|Hexnode", "prompt": "c89-s1", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Hexnode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable options include **Scalefusion** and **Hexnode**, which are also highly rated for small businesses"}, {"id": "mai-20260917-0816-smoke|c89-s1|moonshot-small|JumpCloud", "prompt": "c89-s1", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Miradore** (free tier) or **JumpCloud** if you also need identity management."}, {"id": "mai-20260917-0816-smoke|c89-s1|moonshot-small|Miradore", "prompt": "c89-s1", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most **small B2B companies**, I'd recommend starting with **Miradore** (free tier)"}, {"id": "mai-20260917-0816-smoke|c89-s1|moonshot-small|NinjaOne", "prompt": "c89-s1", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for IT Teams & MSPs** ... **Note:** Pricing isn't transparent; requires sales contact"}, {"id": "mai-20260917-0816-smoke|c89-s1|moonshot-small|Hexnode UEM", "prompt": "c89-s1", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best for Flexible Tiers* ... Wide range of plans from basic MDM to full UEM"}, {"id": "mai-20260917-0816-smoke|c89-s1|moonshot-small|Scalefusion", "prompt": "c89-s1", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best for Frontline & Kiosk Use* ... Strong kiosk mode, multi-OS/device support"}, {"id": "mai-20260917-0816-smoke|c89-s1|moonshot-small|Microsoft Intune", "prompt": "c89-s1", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Weakness:** Can be complex; overkill for very small teams"}, {"id": "mai-20260917-0816-smoke|c89-s1|openai-small|Microsoft Intune", "prompt": "c89-s1", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Intune is usually the best default choice** for unified endpoint management"}, {"id": "mai-20260917-0816-smoke|c89-s1|openai-small|ManageEngine Endpoint Central", "prompt": "c89-s1", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "worth a look if you want a lower-cost, broader IT management suite and don't live in the Microsoft ecosystem"}, {"id": "mai-20260917-0816-smoke|c89-s1|openai-small|Jamf", "prompt": "c89-s1", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Apple-heavy company:** evaluate **Jamf** or **Kandji** first."}, {"id": "mai-20260917-0816-smoke|c89-s1|openai-small|Kandji", "prompt": "c89-s1", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Apple-heavy company:** evaluate **Jamf** or **Kandji** first."}, {"id": "mai-20260917-0816-smoke|c89-s1|openai-small|Hexnode", "prompt": "c89-s1", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Hexnode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "can be competitive, but the \"best\" choice depends more on device mix, budget"}, {"id": "mai-20260917-0816-smoke|c89-s1|openai-small|42 Gears", "prompt": "c89-s1", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "42 Gears", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "can be competitive, but the \"best\" choice depends more on device mix, budget"}, {"id": "mai-20260917-0816-smoke|c89-s1|openai-small|Ivanti", "prompt": "c89-s1", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "can be competitive, but the \"best\" choice depends more on device mix, budget"}, {"id": "mai-20260917-0816-smoke|c89-s1|xai-small|Miradore", "prompt": "c89-s1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Miradore (Strongest overall for small B2B)"}, {"id": "mai-20260917-0816-smoke|c89-s1|xai-small|Microsoft Intune", "prompt": "c89-s1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value if using Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c89-s1|xai-small|Hexnode UEM", "prompt": "c89-s1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Affordable cross-platform alternative"}, {"id": "mai-20260917-0816-smoke|c89-s1|xai-small|NinjaOne", "prompt": "c89-s1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want RMM + UEM bundle"}, {"id": "mai-20260917-0816-smoke|c89-s1|xai-small|ManageEngine", "prompt": "c89-s1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notables: ManageEngine (free tier, ~$1-2/device, broad OS)"}, {"id": "mai-20260917-0816-smoke|c89-s1|xai-small|JumpCloud", "prompt": "c89-s1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "JumpCloud (~$7/user, directory-integrated)"}, {"id": "mai-20260917-0816-smoke|c89-s1|xai-small|VMware/Omnissa", "prompt": "c89-s1", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "VMware/Omnissa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-heavy like VMware/Omnissa (quote-based, overkill/costly)"}, {"id": "mai-20260917-0816-smoke|c89-s1|zai-small|Microsoft Intune", "prompt": "c89-s1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune** – especially if your small B2B organization already uses Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c89-s1|zai-small|ManageEngine Endpoint Central", "prompt": "c89-s1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ManageEngine Endpoint Central** gives you a feature‑rich console at a transparent, per‑device price."}, {"id": "mai-20260917-0816-smoke|c89-s1|zai-small|NinjaOne", "prompt": "c89-s1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NinjaOne** (or Syncro) offers a single pane of glass for IT operations."}, {"id": "mai-20260917-0816-smoke|c89-s1|zai-small|Miradore", "prompt": "c89-s1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Miradore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Miradore** provides a low‑risk entry point for very small fleets."}, {"id": "mai-20260917-0816-smoke|c89-s1|zai-small|Syncro", "prompt": "c89-s1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Per‑technician pricing (quotes). Strong Windows/macOS support, built‑in ticketing"}, {"id": "mai-20260917-0816-smoke|c89-s1|zai-small|Scalefusion", "prompt": "c89-s1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You want an **affordable, cross‑platform** solution with **kiosk mode**"}, {"id": "mai-20260917-0816-smoke|c89-s1|zai-small|Hexnode", "prompt": "c89-s1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Hexnode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Scalefusion / Hexnode** ... Multi‑OS support ... kiosk mode, BYOD/COD, simple setup."}, {"id": "mai-20260917-0816-smoke|c89-s1|zai-small|Jamf Pro", "prompt": "c89-s1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**If you’re Apple‑heavy** → **Jamf Pro** (or Mosyle/Kandji) is the best‑in‑class Apple device manager."}, {"id": "mai-20260917-0816-smoke|c89-s1|zai-small|JumpCloud", "prompt": "c89-s1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "You want **identity‑driven device management** (directory + MDM in one)."}, {"id": "mai-20260917-0816-smoke|c89-s1|zai-small|Primo", "prompt": "c89-s1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Primo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "You need **UEM + SaaS management + IT ticketing** all in one."}, {"id": "mai-20260917-0816-smoke|c89-s1|zai-small|Omnissa (Workspace ONE)", "prompt": "c89-s1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Omnissa (Workspace ONE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Larger B2B with thousands of endpoints and advanced needs (VDI, advanced compliance)."}, {"id": "mai-20260917-0816-smoke|c89-s1|zai-small|Mosyle", "prompt": "c89-s1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Mosyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Mostly Apple → Jamf Pro (or Mosyle/Kandji for Apple‑focused teams)."}, {"id": "mai-20260917-0816-smoke|c89-s1|zai-small|Kandji", "prompt": "c89-s1", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "direct", "raw": "Kandji", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Mostly Apple → Jamf Pro (or Mosyle/Kandji for Apple‑focused teams)."}, {"id": "mai-20260917-0816-smoke|c89-s2|alibaba-small|Scalefusion", "prompt": "c89-s2", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Scalefusion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mixed Fleets (Windows, Mac, iOS, Android)\n**Recommendation: Scalefusion**"}, {"id": "mai-20260917-0816-smoke|c89-s2|alibaba-small|Microsoft Intune", "prompt": "c89-s2", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "designed specifically to be easier to navigate than enterprise-grade solutions like Microsoft Intune"}, {"id": "mai-20260917-0816-smoke|c89-s2|alibaba-small|Mosyle", "prompt": "c89-s2", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Mosyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Apple-Centric Businesses\n**Recommendation: Mosyle**"}, {"id": "mai-20260917-0816-smoke|c89-s2|alibaba-small|Miradore", "prompt": "c89-s2", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Miradore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget & Free Tier Option\n**Recommendation: Miradore**"}, {"id": "mai-20260917-0816-smoke|c89-s2|alibaba-small|NinjaOne", "prompt": "c89-s2", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**NinjaOne** is a great example of an IT tool that handles both device management (MDM) and system repair"}, {"id": "mai-20260917-0816-smoke|c89-s2|anthropic-small|Prey", "prompt": "c89-s2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Prey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The MDM solutions most built for small business reality include Prey, Iru (formerly Kandji), Hexnode, Miradore, and NinjaOne."}, {"id": "mai-20260917-0816-smoke|c89-s2|anthropic-small|Iru (formerly Kandji)", "prompt": "c89-s2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Iru (formerly Kandji)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "most built for small business reality include Prey, Iru (formerly Kandji), Hexnode, Miradore, and NinjaOne"}, {"id": "mai-20260917-0816-smoke|c89-s2|anthropic-small|Hexnode", "prompt": "c89-s2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Hexnode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Prey, Iru (formerly Kandji), Hexnode, Miradore, and NinjaOne"}, {"id": "mai-20260917-0816-smoke|c89-s2|anthropic-small|Miradore", "prompt": "c89-s2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Miradore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Prey, Iru (formerly Kandji), Hexnode, Miradore, and NinjaOne"}, {"id": "mai-20260917-0816-smoke|c89-s2|anthropic-small|NinjaOne", "prompt": "c89-s2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Prey, Iru (formerly Kandji), Hexnode, Miradore, and NinjaOne"}, {"id": "mai-20260917-0816-smoke|c89-s2|anthropic-small|Microsoft Intune", "prompt": "c89-s2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "the leading MDM tools include Microsoft Intune ($0-$10/month)"}, {"id": "mai-20260917-0816-smoke|c89-s2|anthropic-small|Mosyle", "prompt": "c89-s2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Mosyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mosyle ($1-$3/month)"}, {"id": "mai-20260917-0816-smoke|c89-s2|anthropic-small|Jamf Pro", "prompt": "c89-s2", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Jamf Pro ($4-$12.50/month)"}, {"id": "mai-20260917-0816-smoke|c89-s2|challenger-small|Microsoft Intune", "prompt": "c89-s2", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Microsoft Intune** if your company already uses Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c89-s2|challenger-small|Rippling IT", "prompt": "c89-s2", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Rippling IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rippling IT** is the strongest all-around recommendation for a small business"}, {"id": "mai-20260917-0816-smoke|c89-s2|challenger-small|Jamf", "prompt": "c89-s2", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Apple-only fleet | **Jamf** or **Kandji** | Strong Apple-specific management."}, {"id": "mai-20260917-0816-smoke|c89-s2|challenger-small|Kandji", "prompt": "c89-s2", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Apple-only fleet | **Jamf** or **Kandji** | Strong Apple-specific management."}, {"id": "mai-20260917-0816-smoke|c89-s2|challenger-small|JumpCloud", "prompt": "c89-s2", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mixed laptops + phones with simple setup | **JumpCloud** or **Hexnode** | Good mixed-OS coverage for SMBs."}, {"id": "mai-20260917-0816-smoke|c89-s2|challenger-small|Hexnode", "prompt": "c89-s2", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Hexnode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**JumpCloud** or **Hexnode** | Good mixed-OS coverage for SMBs."}, {"id": "mai-20260917-0816-smoke|c89-s2|deepseek-small|Microsoft Intune", "prompt": "c89-s2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already pay for Microsoft 365 Business Premium → start with Intune. Free, cross-platform"}, {"id": "mai-20260917-0816-smoke|c89-s2|deepseek-small|Iru (formerly Kandji)", "prompt": "c89-s2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Iru (formerly Kandji)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is Mac/iPhone-first → Mosyle or Iru."}, {"id": "mai-20260917-0816-smoke|c89-s2|deepseek-small|Addigy", "prompt": "c89-s2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Addigy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Iru (formerly Kandji) / Addigy / Mosyle (if you're Apple-heavy)"}, {"id": "mai-20260917-0816-smoke|c89-s2|deepseek-small|Mosyle", "prompt": "c89-s2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Mosyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mosyle even has a genuinely free tier that works for small fleets."}, {"id": "mai-20260917-0816-smoke|c89-s2|deepseek-small|Jamf", "prompt": "c89-s2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Jamf is the most powerful but is heavier and more expensive than a small business typically needs."}, {"id": "mai-20260917-0816-smoke|c89-s2|deepseek-small|ManageEngine MDM", "prompt": "c89-s2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "ManageEngine MDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "NinjaOne or ManageEngine MDM are excellent SMB options with flat pricing"}, {"id": "mai-20260917-0816-smoke|c89-s2|deepseek-small|Hexnode", "prompt": "c89-s2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Hexnode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ManageEngine MDM / Hexnode / Scalefusion (if you want simple, published pricing)"}, {"id": "mai-20260917-0816-smoke|c89-s2|deepseek-small|Scalefusion", "prompt": "c89-s2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Scalefusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ManageEngine MDM / Hexnode / Scalefusion (if you want simple, published pricing)"}, {"id": "mai-20260917-0816-smoke|c89-s2|deepseek-small|NinjaOne", "prompt": "c89-s2", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "NinjaOne or ManageEngine MDM are excellent SMB options with flat pricing"}, {"id": "mai-20260917-0816-smoke|c89-s2|google-small|Microsoft Intune (via Microsoft 365 Business Premium)", "prompt": "c89-s2", "model": "google-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune (via Microsoft 365 Business Premium)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Microsoft Intune (via Microsoft 365 Business Premium) ... the most cost-effective decision you can make"}, {"id": "mai-20260917-0816-smoke|c89-s2|google-small|JumpCloud", "prompt": "c89-s2", "model": "google-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Modern, cloud-first businesses using Google Workspace ... highly intuitive for small businesses"}, {"id": "mai-20260917-0816-smoke|c89-s2|google-small|Hexnode UEM", "prompt": "c89-s2", "model": "google-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hexnode is a pure-play endpoint management tool that is exceptionally friendly to SMBs"}, {"id": "mai-20260917-0816-smoke|c89-s2|google-small|Rippling (IT Cloud)", "prompt": "c89-s2", "model": "google-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Rippling (IT Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is the most expensive option on the list and requires you to use ... their broader HR/payroll ecosystem"}, {"id": "mai-20260917-0816-smoke|c89-s2|meta-small|Rippling IT", "prompt": "c89-s2", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Rippling IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Rippling IT - an all-in-one MDM + HR/IT platform that combines device management with HR and IT automation."}, {"id": "mai-20260917-0816-smoke|c89-s2|meta-small|Prey", "prompt": "c89-s2", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Prey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Prey - a small business MDM solution that prioritizes fast deployment, cross-platform support, and day-to-day controls."}, {"id": "mai-20260917-0816-smoke|c89-s2|meta-small|NinjaOne", "prompt": "c89-s2", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. NinjaOne - a lightweight MDM solution with straightforward setup and management tools."}, {"id": "mai-20260917-0816-smoke|c89-s2|meta-small|AirDroid Business", "prompt": "c89-s2", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "AirDroid Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. AirDroid Business - a solid choice for Android-centric small teams."}, {"id": "mai-20260917-0816-smoke|c89-s2|meta-small|Deel IT", "prompt": "c89-s2", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Deel IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Deel IT - a global SMB MDM solution that combines device logistics, MDM hosting, and lifecycle management."}, {"id": "mai-20260917-0816-smoke|c89-s2|moonshot-small|Microsoft Intune", "prompt": "c89-s2", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Microsoft Intune** – Best if you already use Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c89-s2|moonshot-small|Miradore", "prompt": "c89-s2", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Miradore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Miradore** – Best free/low-cost option"}, {"id": "mai-20260917-0816-smoke|c89-s2|moonshot-small|Hexnode", "prompt": "c89-s2", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Hexnode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Hexnode** – Best mid-market value"}, {"id": "mai-20260917-0816-smoke|c89-s2|moonshot-small|Scalefusion", "prompt": "c89-s2", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Scalefusion** – Best for Android-heavy environments"}, {"id": "mai-20260917-0816-smoke|c89-s2|moonshot-small|Mosyle", "prompt": "c89-s2", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Mosyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| Apple-only environment | **Mosyle** (free tier) or **Jamf** |"}, {"id": "mai-20260917-0816-smoke|c89-s2|moonshot-small|Jamf", "prompt": "c89-s2", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "| Apple-only environment | **Mosyle** (free tier) or **Jamf** |"}, {"id": "mai-20260917-0816-smoke|c89-s2|openai-small|Microsoft Intune", "prompt": "c89-s2", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Microsoft Intune** if you want one tool that can manage **both laptops and phones**"}, {"id": "mai-20260917-0816-smoke|c89-s2|openai-small|Apple Business", "prompt": "c89-s2", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Apple Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is **mostly Apple**, then **Apple Business** is the simplest choice for Apple-only fleets"}, {"id": "mai-20260917-0816-smoke|c89-s2|openai-small|Google endpoint management", "prompt": "c89-s2", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Google endpoint management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Workspace-first org:** **Google endpoint management**"}, {"id": "mai-20260917-0816-smoke|c89-s2|xai-small|Miradore", "prompt": "c89-s2", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Miradore or Hexnode as top cross-platform MDM ... **Start with Miradore** if budget is tight"}, {"id": "mai-20260917-0816-smoke|c89-s2|xai-small|Hexnode", "prompt": "c89-s2", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Hexnode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend Miradore or Hexnode as top cross-platform MDM (Mobile Device Management) tools"}, {"id": "mai-20260917-0816-smoke|c89-s2|xai-small|Microsoft Intune", "prompt": "c89-s2", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternatives like Microsoft Intune ... are great if you're already in the Microsoft ecosystem, but standalone pricing starts ~$8/user/mo and suits larger setups"}, {"id": "mai-20260917-0816-smoke|c89-s2|xai-small|JumpCloud", "prompt": "c89-s2", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "JumpCloud (~$3-11/user/mo) adds identity management if needed, but Miradore/Hexnode are simpler/cheaper"}, {"id": "mai-20260917-0816-smoke|c89-s2|zai-small|Microsoft Intune", "prompt": "c89-s2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## 1. Best Overall for Mixed Fleets (Laptops + Phones)\n**Microsoft Intune**"}, {"id": "mai-20260917-0816-smoke|c89-s2|zai-small|Jamf Pro", "prompt": "c89-s2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Apple-First Environments **Jamf Pro** or **Kandji**"}, {"id": "mai-20260917-0816-smoke|c89-s2|zai-small|Kandji", "prompt": "c89-s2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More modern UI and easier to set up than Jamf"}, {"id": "mai-20260917-0816-smoke|c89-s2|zai-small|LogMeIn Miradore", "prompt": "c89-s2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "LogMeIn Miradore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cost-Effective SMB MDM **LogMeIn Miradore**"}, {"id": "mai-20260917-0816-smoke|c89-s2|zai-small|Scalefusion", "prompt": "c89-s2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Android-Centric Environments **Scalefusion**"}, {"id": "mai-20260917-0816-smoke|c89-s2|zai-small|AirDroid Business", "prompt": "c89-s2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "AirDroid Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AirDroid Business: Android-first, with Windows/macOS support"}, {"id": "mai-20260917-0816-smoke|c89-s2|zai-small|JumpCloud", "prompt": "c89-s2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cloud-native identity + MDM; great for syncing users and devices"}, {"id": "mai-20260917-0816-smoke|c89-s2|zai-small|Rippling IT", "prompt": "c89-s2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "Rippling IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Combines HR, IT, and device management in one"}, {"id": "mai-20260917-0816-smoke|c89-s2|zai-small|NinjaOne", "prompt": "c89-s2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for MSPs / Agencies (Client-Managed Devices) **NinjaOne**"}, {"id": "mai-20260917-0816-smoke|c89-s2|zai-small|ManageEngine Mobile Device Manager Plus", "prompt": "c89-s2", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "paraphrase", "raw": "ManageEngine Mobile Device Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strong MDM for Windows, macOS, iOS, Android"}, {"id": "mai-20260917-0816-smoke|c89-s3|alibaba-small|Microsoft Intune", "prompt": "c89-s3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already have Microsoft 365 E5, try **Intune** first—you likely already paid for it."}, {"id": "mai-20260917-0816-smoke|c89-s3|alibaba-small|Hexnode MDM (by ManageEngine)", "prompt": "c89-s3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Hexnode MDM (by ManageEngine)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Very cost-effective for pure device management; robust policy controls; easy-to-use UI for smaller IT staff."}, {"id": "mai-20260917-0816-smoke|c89-s3|alibaba-small|JumpCloud", "prompt": "c89-s3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teams that want a unified identity management system alongside device management."}, {"id": "mai-20260917-0816-smoke|c89-s3|alibaba-small|Jamf Pro / Jamf Now", "prompt": "c89-s3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro / Jamf Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Jamf is the gold standard for Apple device management."}, {"id": "mai-20260917-0816-smoke|c89-s3|alibaba-small|Kandji", "prompt": "c89-s3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Growth-stage startups and Apple-heavy teams needing high-speed compliance."}, {"id": "mai-20260917-0816-smoke|c89-s3|alibaba-small|Primo", "prompt": "c89-s3", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Primo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Primo bundles UEM with Remote Monitoring & Management (RMM), backup, ticketing, and file access."}, {"id": "mai-20260917-0816-smoke|c89-s3|anthropic-small|Action1", "prompt": "c89-s3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Action1 is free and fully featured for the first 200 endpoints, making it accessible for small teams starting out."}, {"id": "mai-20260917-0816-smoke|c89-s3|anthropic-small|Microsoft Intune", "prompt": "c89-s3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "for SMBs that run their operations on Microsoft 365 Business, Intune is a natural extension"}, {"id": "mai-20260917-0816-smoke|c89-s3|anthropic-small|ManageEngine Endpoint Central", "prompt": "c89-s3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its dense, module-heavy interface brings a steep learning curve"}, {"id": "mai-20260917-0816-smoke|c89-s3|anthropic-small|Omnissa Workspace ONE", "prompt": "c89-s3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The best UEM platforms in 2026 include Action1, Microsoft Intune, ManageEngine Endpoint Central, Omnissa Workspace ONE"}, {"id": "mai-20260917-0816-smoke|c89-s3|anthropic-small|Ivanti Neurons", "prompt": "c89-s3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ivanti Neurons, Hexnode, Jamf Pro, HCL BigFix, SOTI ONE, and NinjaOne"}, {"id": "mai-20260917-0816-smoke|c89-s3|anthropic-small|Hexnode", "prompt": "c89-s3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Hexnode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Smaller teams find their footing with Hexnode."}, {"id": "mai-20260917-0816-smoke|c89-s3|anthropic-small|Jamf Pro", "prompt": "c89-s3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ivanti Neurons, Hexnode, Jamf Pro, HCL BigFix, SOTI ONE, and NinjaOne"}, {"id": "mai-20260917-0816-smoke|c89-s3|anthropic-small|HCL BigFix", "prompt": "c89-s3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "HCL BigFix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ivanti Neurons, Hexnode, Jamf Pro, HCL BigFix, SOTI ONE, and NinjaOne"}, {"id": "mai-20260917-0816-smoke|c89-s3|anthropic-small|SOTI ONE", "prompt": "c89-s3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SOTI ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Ivanti Neurons, Hexnode, Jamf Pro, HCL BigFix, SOTI ONE, and NinjaOne"}, {"id": "mai-20260917-0816-smoke|c89-s3|anthropic-small|NinjaOne", "prompt": "c89-s3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "NinjaOne is per-device, so cost scales with the size of your fleet"}, {"id": "mai-20260917-0816-smoke|c89-s3|anthropic-small|Miradore (LogMeIn)", "prompt": "c89-s3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Miradore (LogMeIn)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Miradore is the top-recommended UEM solution for small businesses and MSPs"}, {"id": "mai-20260917-0816-smoke|c89-s3|anthropic-small|JumpCloud", "prompt": "c89-s3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Per-user platforms (JumpCloud) and bundled licensing"}, {"id": "mai-20260917-0816-smoke|c89-s3|anthropic-small|IBM MaaS360", "prompt": "c89-s3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "IBM MaaS360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Hexnode, IBM MaaS360, and Microsoft Intune are strong on mobile and kiosk devices"}, {"id": "mai-20260917-0816-smoke|c89-s3|anthropic-small|Syncro", "prompt": "c89-s3", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "platforms like Syncro and NinjaOne focus on workstations and servers"}, {"id": "mai-20260917-0816-smoke|c89-s3|challenger-small|Hexnode", "prompt": "c89-s3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Hexnode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best balanced all-round SMB pick: **Hexnode**"}, {"id": "mai-20260917-0816-smoke|c89-s3|challenger-small|Miradore", "prompt": "c89-s3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best simple SMB pick: **Miradore**"}, {"id": "mai-20260917-0816-smoke|c89-s3|challenger-small|NinjaOne", "prompt": "c89-s3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want stronger automation: **NinjaOne**"}, {"id": "mai-20260917-0816-smoke|c89-s3|challenger-small|ManageEngine Endpoint Central", "prompt": "c89-s3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need deeper enterprise-style controls"}, {"id": "mai-20260917-0816-smoke|c89-s3|challenger-small|Microsoft Intune", "prompt": "c89-s3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you're Microsoft-first: **Microsoft Intune**"}, {"id": "mai-20260917-0816-smoke|c89-s3|challenger-small|JumpCloud", "prompt": "c89-s3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "blends directory/identity functions with endpoint management, which can reduce tool sprawl"}, {"id": "mai-20260917-0816-smoke|c89-s3|challenger-small|Action1", "prompt": "c89-s3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Action1's free tier are examples"}, {"id": "mai-20260917-0816-smoke|c89-s3|challenger-small|Samsung Knox Suite", "prompt": "c89-s3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Samsung Knox Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "appear in small-business UEM roundups, but they are more specialized"}, {"id": "mai-20260917-0816-smoke|c89-s3|challenger-small|Jamf", "prompt": "c89-s3", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Samsung Knox Suite and Jamf appear in small-business UEM roundups, but they are more specialized"}, {"id": "mai-20260917-0816-smoke|c89-s3|deepseek-small|Omnissa", "prompt": "c89-s3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not the enterprise giants like Omnissa or Ivanti, which are overkill and quote-only"}, {"id": "mai-20260917-0816-smoke|c89-s3|deepseek-small|Ivanti", "prompt": "c89-s3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not the enterprise giants like Omnissa or Ivanti, which are overkill and quote-only"}, {"id": "mai-20260917-0816-smoke|c89-s3|deepseek-small|Miradore", "prompt": "c89-s3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The standouts for most small teams are Miradore (lowest cost) and JumpCloud (identity + devices)."}, {"id": "mai-20260917-0816-smoke|c89-s3|deepseek-small|Hexnode UEM", "prompt": "c89-s3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hexnode** is the best value for policy depth."}, {"id": "mai-20260917-0816-smoke|c89-s3|deepseek-small|ManageEngine Endpoint Central (MDM Plus)", "prompt": "c89-s3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central (MDM Plus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free for up to 25 devices (full featured)... UI is feature-dense and slightly dated"}, {"id": "mai-20260917-0816-smoke|c89-s3|deepseek-small|JumpCloud", "prompt": "c89-s3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "The standouts for most small teams are Miradore (lowest cost) and JumpCloud (identity + devices)."}, {"id": "mai-20260917-0816-smoke|c89-s3|deepseek-small|Scalefusion", "prompt": "c89-s3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Teams with rugged devices, kiosks, or Android-heavy fleets"}, {"id": "mai-20260917-0816-smoke|c89-s3|deepseek-small|Microsoft Intune", "prompt": "c89-s3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "its setup complexity is steep, and it lacks the simplicity of Hexnode/Miradore... If you're not a Microsoft shop, skip it."}, {"id": "mai-20260917-0816-smoke|c89-s3|deepseek-small|Jamf", "prompt": "c89-s3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "macOS management is not as deep as Jamf"}, {"id": "mai-20260917-0816-smoke|c89-s3|deepseek-small|Mosyle", "prompt": "c89-s3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Mosyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "you might also consider **Mosyle** (free up to 30 devices, but Apple-only)"}, {"id": "mai-20260917-0816-smoke|c89-s3|deepseek-small|NinjaOne", "prompt": "c89-s3", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**NinjaOne** (per-device $1.50, nice for MSP-style small IT teams) — but both are less full-featured"}, {"id": "mai-20260917-0816-smoke|c89-s3|google-small|Omnissa Workspace ONE", "prompt": "c89-s3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-grade UEMs like Omnissa Workspace ONE (formerly VMware) or Ivanti are typically overkill and too complex for small teams."}, {"id": "mai-20260917-0816-smoke|c89-s3|google-small|Ivanti", "prompt": "c89-s3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-grade UEMs like Omnissa Workspace ONE (formerly VMware) or Ivanti are typically overkill and too complex for small teams."}, {"id": "mai-20260917-0816-smoke|c89-s3|google-small|Miradore (by GoTo)", "prompt": "c89-s3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Miradore (by GoTo)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "It is the most user-friendly multi-OS platform on the market, with quick enrollment and clear visual status indicators."}, {"id": "mai-20260917-0816-smoke|c89-s3|google-small|Hexnode UEM", "prompt": "c89-s3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hexnode is an affordable, highly customizable UEM that excels in managing a diverse range of hardware."}, {"id": "mai-20260917-0816-smoke|c89-s3|google-small|Microsoft Intune", "prompt": "c89-s3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Teams already fully integrated into the Microsoft 365 ecosystem... Cons: A steep learning curve."}, {"id": "mai-20260917-0816-smoke|c89-s3|google-small|JumpCloud", "prompt": "c89-s3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It manages both the machine and the user's identity/SSO, keeping your overall software stack slim."}, {"id": "mai-20260917-0816-smoke|c89-s3|google-small|Kandji", "prompt": "c89-s3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Kandji is slightly more modern, built with \"Blueprints\" (pre-made templates) that automate compliance standards"}, {"id": "mai-20260917-0816-smoke|c89-s3|google-small|Jamf Now", "prompt": "c89-s3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Jamf Now is a simplified, highly streamlined version of the industry-standard Jamf Pro"}, {"id": "mai-20260917-0816-smoke|c89-s3|google-small|Jamf Pro", "prompt": "c89-s3", "model": "google-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a simplified, highly streamlined version of the industry-standard Jamf Pro"}, {"id": "mai-20260917-0816-smoke|c89-s3|meta-small|Endpoint Central", "prompt": "c89-s3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Endpoint Central: Offers UEM, automated patch management software, remote control, and asset management at published pricing that mid-market organizations can approve."}, {"id": "mai-20260917-0816-smoke|c89-s3|meta-small|Syncro", "prompt": "c89-s3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consolidates monitoring, patching, ticketing, backup, and compliance reporting into one platform with one agent."}, {"id": "mai-20260917-0816-smoke|c89-s3|meta-small|Citrix Workspace", "prompt": "c89-s3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Citrix Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, it can get slightly heavy while scaling."}, {"id": "mai-20260917-0816-smoke|c89-s3|meta-small|SuperOps", "prompt": "c89-s3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers competitive pricing, intuitive UI, and industry-first intelligent alerting. It is suitable for SMBs"}, {"id": "mai-20260917-0816-smoke|c89-s3|meta-small|Scalefusion", "prompt": "c89-s3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Is good for SMBs, particularly good at managing Android devices."}, {"id": "mai-20260917-0816-smoke|c89-s3|meta-small|Hexnode UEM", "prompt": "c89-s3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Offers seamless onboarding and is particularly good at kiosk device management."}, {"id": "mai-20260917-0816-smoke|c89-s3|meta-small|Intune", "prompt": "c89-s3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Offers good Android support and is affordable."}, {"id": "mai-20260917-0816-smoke|c89-s3|meta-small|ManageEngine Endpoint Central", "prompt": "c89-s3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "However, it needs work on customer support."}, {"id": "mai-20260917-0816-smoke|c89-s3|meta-small|Vmware Workspace ONE", "prompt": "c89-s3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Vmware Workspace ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Vmware Workspace ONE: Offers better pricing."}, {"id": "mai-20260917-0816-smoke|c89-s3|meta-small|JumpCloud", "prompt": "c89-s3", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "cloud-based identity, device, and access management platform built for small and medium-sized businesses"}, {"id": "mai-20260917-0816-smoke|c89-s3|minimax-small|Miradore", "prompt": "c89-s3", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tiny budget / just starting:** → **Miradore** (free tier is unbeatable)"}, {"id": "mai-20260917-0816-smoke|c89-s3|minimax-small|NinjaOne", "prompt": "c89-s3", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need to scale quickly:** → **NinjaOne** (volume discounts, strong automation)"}, {"id": "mai-20260917-0816-smoke|c89-s3|minimax-small|Atera", "prompt": "c89-s3", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Many devices, few techs:** → **Atera** (flat per-tech cost)"}, {"id": "mai-20260917-0816-smoke|c89-s3|minimax-small|Syncro", "prompt": "c89-s3", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Heavily Microsoft-centric:** → **Syncro** (built-in M365 security)"}, {"id": "mai-20260917-0816-smoke|c89-s3|minimax-small|Jamf Pro", "prompt": "c89-s3", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For Apple-heavy teams, consider **Jamf Pro** (though it's pricier)"}, {"id": "mai-20260917-0816-smoke|c89-s3|mistral-small|Microsoft Intune", "prompt": "c89-s3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Microsoft Intune** - **Best for:** Small businesses already using Microsoft 365, affordable and integrates well with Azure."}, {"id": "mai-20260917-0816-smoke|c89-s3|mistral-small|JumpCloud", "prompt": "c89-s3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small to mid-sized businesses needing a cloud-based identity and device management solution."}, {"id": "mai-20260917-0816-smoke|c89-s3|mistral-small|Syncro", "prompt": "c89-s3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "includes RMM and PSA tools, ideal for MSPs or small IT teams"}, {"id": "mai-20260917-0816-smoke|c89-s3|mistral-small|Hexnode UEM", "prompt": "c89-s3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Particularly strong for Android and kiosk use cases."}, {"id": "mai-20260917-0816-smoke|c89-s3|mistral-small|ManageEngine Endpoint Central", "prompt": "c89-s3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More comprehensive feature set, but customer support can be a weak point."}, {"id": "mai-20260917-0816-smoke|c89-s3|mistral-small|Scalefusion", "prompt": "c89-s3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good for Android device management, remote control, and app deployment."}, {"id": "mai-20260917-0816-smoke|c89-s3|mistral-small|Citrix Workspace", "prompt": "c89-s3", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Citrix Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Can be heavy on resources as it scales."}, {"id": "mai-20260917-0816-smoke|c89-s3|moonshot-small|Microsoft Intune", "prompt": "c89-s3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Already on Microsoft 365?** → **Intune** (you’re likely already paying for it)."}, {"id": "mai-20260917-0816-smoke|c89-s3|moonshot-small|Miradore", "prompt": "c89-s3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Under 50 devices, mixed OS, zero budget?** → **Miradore** (free tier is genuinely usable)."}, {"id": "mai-20260917-0816-smoke|c89-s3|moonshot-small|ManageEngine Endpoint Central / MDM Plus", "prompt": "c89-s3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central / MDM Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want the lowest published per-device cost?** → **ManageEngine** or **Mosyle**."}, {"id": "mai-20260917-0816-smoke|c89-s3|moonshot-small|NinjaOne", "prompt": "c89-s3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need more than MDM—patching, remote access, monitoring?** → **NinjaOne** or **ManageEngine**."}, {"id": "mai-20260917-0816-smoke|c89-s3|moonshot-small|Jamf Pro / Jamf Now", "prompt": "c89-s3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro / Jamf Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Apple-only or Apple-first fleets"}, {"id": "mai-20260917-0816-smoke|c89-s3|moonshot-small|Mosyle", "prompt": "c89-s3", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Mosyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**All Apple, under 30 devices?** → **Mosyle** (free) or **Jamf Now**."}, {"id": "mai-20260917-0816-smoke|c89-s3|openai-small|Microsoft Intune", "prompt": "c89-s3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for Microsoft-first shops:** **Microsoft Intune**. It’s tightly integrated with Microsoft 365, Entra ID, Defender, and Windows Autopilot"}, {"id": "mai-20260917-0816-smoke|c89-s3|openai-small|Jamf Pro", "prompt": "c89-s3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Apple-only or Apple-heavy teams:** **Jamf Pro** or **Kandji**"}, {"id": "mai-20260917-0816-smoke|c89-s3|openai-small|Kandji", "prompt": "c89-s3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Apple-focused and SMB-friendly."}, {"id": "mai-20260917-0816-smoke|c89-s3|openai-small|ManageEngine Endpoint Central", "prompt": "c89-s3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best all-around SMB value/cross-platform:** **ManageEngine Endpoint Central** or **NinjaOne**"}, {"id": "mai-20260917-0816-smoke|c89-s3|openai-small|NinjaOne", "prompt": "c89-s3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Popular with small IT/MSP-style teams for ease of use and operational speed."}, {"id": "mai-20260917-0816-smoke|c89-s3|openai-small|Omnissa Workspace ONE", "prompt": "c89-s3", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Can be more complex and heavier than a small team needs."}, {"id": "mai-20260917-0816-smoke|c89-s3|xai-small|Microsoft Intune", "prompt": "c89-s3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick Intune if using M365"}, {"id": "mai-20260917-0816-smoke|c89-s3|xai-small|ManageEngine Endpoint Central", "prompt": "c89-s3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget-conscious, Windows-heavy ... Published pricing, patching, on-prem option"}, {"id": "mai-20260917-0816-smoke|c89-s3|xai-small|JumpCloud", "prompt": "c89-s3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Directory + device mgmt hybrid ... Cloud directory, MFA/SSO"}, {"id": "mai-20260917-0816-smoke|c89-s3|xai-small|Miradore", "prompt": "c89-s3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Miradore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Miradore/Hexnode for cheapest entry"}, {"id": "mai-20260917-0816-smoke|c89-s3|xai-small|NinjaOne", "prompt": "c89-s3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "NinjaOne if needing remote support"}, {"id": "mai-20260917-0816-smoke|c89-s3|xai-small|Hexnode UEM", "prompt": "c89-s3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Miradore/Hexnode for cheapest entry"}, {"id": "mai-20260917-0816-smoke|c89-s3|xai-small|Jamf", "prompt": "c89-s3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Jamf/Kandji (not top-listed here but Apple alternatives) for macOS-only"}, {"id": "mai-20260917-0816-smoke|c89-s3|xai-small|Kandji", "prompt": "c89-s3", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Kandji", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Jamf/Kandji (not top-listed here but Apple alternatives) for macOS-only"}, {"id": "mai-20260917-0816-smoke|c89-s3|zai-small|Syncro", "prompt": "c89-s3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For SMBs wanting simplicity + built‑in helpdesk:** Syncro"}, {"id": "mai-20260917-0816-smoke|c89-s3|zai-small|Kandji", "prompt": "c89-s3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For Apple‑only or Apple‑heavy teams:** Kandji or Jamf Pro"}, {"id": "mai-20260917-0816-smoke|c89-s3|zai-small|JumpCloud", "prompt": "c89-s3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For identity‑first or cross‑platform teams:** JumpCloud"}, {"id": "mai-20260917-0816-smoke|c89-s3|zai-small|NinjaOne", "prompt": "c89-s3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For teams needing strong patching & remote monitoring:** NinjaOne"}, {"id": "mai-20260917-0816-smoke|c89-s3|zai-small|Microsoft Intune", "prompt": "c89-s3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For Microsoft‑centric environments:** Intune"}, {"id": "mai-20260917-0816-smoke|c89-s3|zai-small|ManageEngine Endpoint Central", "prompt": "c89-s3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For mixed‑OS teams needing published pricing:** ManageEngine Endpoint Central"}, {"id": "mai-20260917-0816-smoke|c89-s3|zai-small|Jamf Pro", "prompt": "c89-s3", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Deep Apple expertise; best for Apple‑only or Apple‑heavy environments."}, {"id": "mai-20260917-0816-smoke|c89-s4|alibaba-small|Miradore", "prompt": "c89-s4", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Choice: Miradore ... Start with **Miradore**."}, {"id": "mai-20260917-0816-smoke|c89-s4|alibaba-small|Scalefusion", "prompt": "c89-s4", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Low-Cost Paid Option: Scalefusion"}, {"id": "mai-20260917-0816-smoke|c89-s4|alibaba-small|Intune", "prompt": "c89-s4", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often **$0 additional** if included in your existing M365 license."}, {"id": "mai-20260917-0816-smoke|c89-s4|alibaba-small|Jamf", "prompt": "c89-s4", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "often cheaper than major competitors like Jamf or VMware"}, {"id": "mai-20260917-0816-smoke|c89-s4|alibaba-small|VMware", "prompt": "c89-s4", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "VMware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "cheaper than major competitors like Jamf or VMware"}, {"id": "mai-20260917-0816-smoke|c89-s4|anthropic-small|Miradore", "prompt": "c89-s4", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Miradore (Best Overall for Small Business)... For the tightest budgets, **Miradore** stands out with its free no-credit-card plan"}, {"id": "mai-20260917-0816-smoke|c89-s4|anthropic-small|ManageEngine Endpoint Central", "prompt": "c89-s4", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ManageEngine** offers good value with transparent pricing and bundled features"}, {"id": "mai-20260917-0816-smoke|c89-s4|anthropic-small|Microsoft Intune", "prompt": "c89-s4", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft Intune (If Already Using Microsoft 365)... effective additional cost zero"}, {"id": "mai-20260917-0816-smoke|c89-s4|anthropic-small|Hexnode UEM", "prompt": "c89-s4", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "purpose-built for small and mid-sized businesses... recognized for its ease of deployment and straightforward pricing"}, {"id": "mai-20260917-0816-smoke|c89-s4|anthropic-small|Action1", "prompt": "c89-s4", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Action1 is free and fully featured for the first 200 endpoints"}, {"id": "mai-20260917-0816-smoke|c89-s4|anthropic-small|JumpCloud", "prompt": "c89-s4", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "JumpCloud is free for up to 10 users"}, {"id": "mai-20260917-0816-smoke|c89-s4|challenger-small|Miradore", "prompt": "c89-s4", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around choice is usually **Miradore** because it is explicitly recommended for SMBs, has a **free plan**"}, {"id": "mai-20260917-0816-smoke|c89-s4|challenger-small|Microsoft Intune", "prompt": "c89-s4", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you already pay for Microsoft 365 Business Premium or E3/E5, since it can be the best value when it is already included in licensing"}, {"id": "mai-20260917-0816-smoke|c89-s4|challenger-small|ManageEngine", "prompt": "c89-s4", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want transparent pricing and a small-deployment-friendly option with budget-conscious positioning"}, {"id": "mai-20260917-0816-smoke|c89-s4|challenger-small|Hexnode UEM", "prompt": "c89-s4", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you need stronger mixed-platform support and still want relatively accessible pricing for SMBs"}, {"id": "mai-20260917-0816-smoke|c89-s4|challenger-small|Mosyle", "prompt": "c89-s4", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Mosyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you are mostly or entirely an Apple fleet... best low-cost choice for Apple-focused small businesses"}, {"id": "mai-20260917-0816-smoke|c89-s4|deepseek-small|ManageEngine Endpoint Central", "prompt": "c89-s4", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: **ManageEngine Endpoint Central**"}, {"id": "mai-20260917-0816-smoke|c89-s4|deepseek-small|Microsoft Intune", "prompt": "c89-s4", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you use Microsoft 365 already → Use **Microsoft Intune** (free with your existing plan). This is almost always the cheapest path."}, {"id": "mai-20260917-0816-smoke|c89-s4|deepseek-small|Miradore", "prompt": "c89-s4", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Miradore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with **Miradore** (free for 50 devices)"}, {"id": "mai-20260917-0816-smoke|c89-s4|deepseek-small|Mosyle", "prompt": "c89-s4", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Mosyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mosyle** (free for 30 devices)"}, {"id": "mai-20260917-0816-smoke|c89-s4|deepseek-small|Hexnode", "prompt": "c89-s4", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Hexnode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Starts around **$1–2/device/month**, very budget-friendly"}, {"id": "mai-20260917-0816-smoke|c89-s4|deepseek-small|Scalefusion", "prompt": "c89-s4", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Scalefusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Starting at **~$2/device/month**, great for small fleets"}, {"id": "mai-20260917-0816-smoke|c89-s4|google-small|ManageEngine Mobile Device Manager Plus (Free Edition)", "prompt": "c89-s4", "model": "google-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Mobile Device Manager Plus (Free Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "\"We have fewer than 25 devices and a $0 budget\": Go with **ManageEngine MDM Plus Free**."}, {"id": "mai-20260917-0816-smoke|c89-s4|google-small|GoTo Miradore (Free Plan)", "prompt": "c89-s4", "model": "google-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "GoTo Miradore (Free Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Miradore offers one of the most generous device caps for a free tier (up to 50 endpoints)."}, {"id": "mai-20260917-0816-smoke|c89-s4|google-small|Microsoft Intune (via Microsoft 365 Business Premium)", "prompt": "c89-s4", "model": "google-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune (via Microsoft 365 Business Premium)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Value Bundle\" (If you already use Microsoft 365)... The Catch: Intune has a steep learning curve"}, {"id": "mai-20260917-0816-smoke|c89-s4|google-small|Prey (Prey Project)", "prompt": "c89-s4", "model": "google-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Prey (Prey Project)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "\"We only care about tracking, locking, and wiping lost laptops\": Go with **Prey**."}, {"id": "mai-20260917-0816-smoke|c89-s4|google-small|Hexnode UEM", "prompt": "c89-s4", "model": "google-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Hexnode UEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hexnode is highly rated for its customer support ... and has very flexible, budget-friendly pricing tiers."}, {"id": "mai-20260917-0816-smoke|c89-s4|meta-small|Endpoint Central", "prompt": "c89-s4", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Endpoint Central - offers UEM, automated patch management software, remote control, and asset management at a published pricing that mid-market organizations can approve."}, {"id": "mai-20260917-0816-smoke|c89-s4|meta-small|Syncro", "prompt": "c89-s4", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a tool designed for IT departments at SMBs (50 to 1,000 endpoints) with a per-technician pricing model"}, {"id": "mai-20260917-0816-smoke|c89-s4|meta-small|Citrix Workspace", "prompt": "c89-s4", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Citrix Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers extensive features and is suitable for SMBs"}, {"id": "mai-20260917-0816-smoke|c89-s4|meta-small|JumpCloud", "prompt": "c89-s4", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a cloud-based identity, device, and access management platform built for small and medium-sized businesses"}, {"id": "mai-20260917-0816-smoke|c89-s4|minimax-small|Miradore", "prompt": "c89-s4", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Miradore**"}, {"id": "mai-20260917-0816-smoke|c89-s4|minimax-small|IBM MaaS360", "prompt": "c89-s4", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "IBM MaaS360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **IBM MaaS360** at $2.97/device/month"}, {"id": "mai-20260917-0816-smoke|c89-s4|minimax-small|Microsoft Intune", "prompt": "c89-s4", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft Environments"}, {"id": "mai-20260917-0816-smoke|c89-s4|minimax-small|NinjaOne", "prompt": "c89-s4", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for IT Teams"}, {"id": "mai-20260917-0816-smoke|c89-s4|mistral-small|Miradore", "prompt": "c89-s4", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, **Miradore's free plan** is often the best starting point"}, {"id": "mai-20260917-0816-smoke|c89-s4|mistral-small|Syncro", "prompt": "c89-s4", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Syncro** is a strong paid alternative with a transparent per-technician pricing model"}, {"id": "mai-20260917-0816-smoke|c89-s4|mistral-small|Avast Essential Business Security", "prompt": "c89-s4", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Avast Essential Business Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Suitable for small businesses needing remote visibility and centralized control over device security"}, {"id": "mai-20260917-0816-smoke|c89-s4|moonshot-small|ManageEngine Endpoint Central", "prompt": "c89-s4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ManageEngine Endpoint Central – Best Overall Value"}, {"id": "mai-20260917-0816-smoke|c89-s4|moonshot-small|Miradore", "prompt": "c89-s4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Miradore's free tier (50 devices) if you have 25–50 endpoints"}, {"id": "mai-20260917-0816-smoke|c89-s4|moonshot-small|Hexnode", "prompt": "c89-s4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Hexnode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hexnode – Cheapest Paid Option"}, {"id": "mai-20260917-0816-smoke|c89-s4|moonshot-small|Microsoft Intune", "prompt": "c89-s4", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Already Use Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c89-s4|openai-small|Microsoft Intune", "prompt": "c89-s4", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall value is usually **Microsoft Intune** if you already use Microsoft 365"}, {"id": "mai-20260917-0816-smoke|c89-s4|openai-small|ManageEngine Endpoint Central", "prompt": "c89-s4", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best pure budget pick** for a small business, I'd put **ManageEngine Endpoint Central** or **Hexnode** high on the shortlist"}, {"id": "mai-20260917-0816-smoke|c89-s4|openai-small|Hexnode", "prompt": "c89-s4", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Hexnode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compare **ManageEngine Endpoint Central** and **Hexnode**"}, {"id": "mai-20260917-0816-smoke|c89-s4|openai-small|Sophos Mobile", "prompt": "c89-s4", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Sophos Mobile", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Sophos Mobile** also worth a look if security integration matters"}, {"id": "mai-20260917-0816-smoke|c89-s4|openai-small|Jamf Now", "prompt": "c89-s4", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Jamf Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Apple-only shop?** Consider **Jamf Now** / **Jamf Business Plan**"}, {"id": "mai-20260917-0816-smoke|c89-s4|xai-small|Miradore", "prompt": "c89-s4", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Miradore's free plan—it's the lowest barrier for true UEM on a tight budget."}, {"id": "mai-20260917-0816-smoke|c89-s4|xai-small|ManageEngine Endpoint Central", "prompt": "c89-s4", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Strong Alternative: **ManageEngine Endpoint Central (Free for up to 25 endpoints)**"}, {"id": "mai-20260917-0816-smoke|c89-s4|xai-small|Mosyle", "prompt": "c89-s4", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Mosyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If Apple-only**: Mosyle's free tier shines at $0 for 30 devices."}, {"id": "mai-20260917-0816-smoke|c89-s4|xai-small|JumpCloud", "prompt": "c89-s4", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **JumpCloud** | 10 users/devices | $7–11/user/mo | Win/mac/Linux + IAM | Identity + UEM | 4.6/5 |"}, {"id": "mai-20260917-0816-smoke|c89-s4|xai-small|Microsoft Intune", "prompt": "c89-s4", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Intune is \"free\" (included in Business Premium/E3), but standalone isn't budget-friendly."}, {"id": "mai-20260917-0816-smoke|c89-s4|zai-small|Microsoft Intune", "prompt": "c89-s4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Microsoft Intune"}, {"id": "mai-20260917-0816-smoke|c89-s4|zai-small|Jamf", "prompt": "c89-s4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner‑Up (Apple‑First Teams): Jamf"}, {"id": "mai-20260917-0816-smoke|c89-s4|zai-small|ManageEngine Mobile Device Manager Plus", "prompt": "c89-s4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "ManageEngine Mobile Device Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value (Per‑Device / Budget‑Friendly): ManageEngine Mobile Device Manager Plus"}, {"id": "mai-20260917-0816-smoke|c89-s4|zai-small|Miradore", "prompt": "c89-s4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Miradore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leader for SMBs/MSPs; offers a free plan with no credit card required"}, {"id": "mai-20260917-0816-smoke|c89-s4|zai-small|Hexnode", "prompt": "c89-s4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Hexnode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Affordable cross‑platform UEM for SMBs; per‑device pricing that scales."}, {"id": "mai-20260917-0816-smoke|c89-s4|zai-small|Primo", "prompt": "c89-s4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Primo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "All‑in‑one UEM + SaaS management + IT ticketing for SMBs"}, {"id": "mai-20260917-0816-smoke|c89-s4|zai-small|Syncro", "prompt": "c89-s4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Per‑technician pricing (e.g., for teams of three managing ~400 endpoints)"}, {"id": "mai-20260917-0816-smoke|c89-s4|zai-small|Mosyle", "prompt": "c89-s4", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "budget", "raw": "Mosyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Starts at free tier; best for Apple‑focused fleets and schools."}, {"id": "mai-20260917-0816-smoke|c89-s5|alibaba-small|Microsoft Intune", "prompt": "c89-s5", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are a Microsoft Shop (Office 365): Look closely at Microsoft Intune. ... you likely already own the license"}, {"id": "mai-20260917-0816-smoke|c89-s5|alibaba-small|Kandji", "prompt": "c89-s5", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Apple-first environments. | Incredible User Experience; very fast setup. | Expensive ($50-$90/user)"}, {"id": "mai-20260917-0816-smoke|c89-s5|alibaba-small|Jamf", "prompt": "c89-s5", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Jamf One | Apple-first environments. ... Complex interface; high cost; hard to learn."}, {"id": "mai-20260917-0816-smoke|c89-s5|alibaba-small|NinjaOne", "prompt": "c89-s5", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NinjaOne. While technically a \"Modern RMM,\" it handles device management, remote control, and patching excellently for small shops."}, {"id": "mai-20260917-0816-smoke|c89-s5|alibaba-small|Scalefusion / Hive", "prompt": "c89-s5", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Scalefusion / Hive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Designed specifically for MSPs/SMBs; very easy UI. | Adds a monthly fee on top of Intune/Jamf."}, {"id": "mai-20260917-0816-smoke|c89-s5|alibaba-small|VMware Workspace ONE", "prompt": "c89-s5", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "VMware Workspace ONE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Skip this. Too complex and expensive for 30 users. | Overkill pricing and configuration."}, {"id": "mai-20260917-0816-smoke|c89-s5|deepseek-small|Microsoft Intune", "prompt": "c89-s5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune** — if you're already a Microsoft 365 shop (often free/included with E3/E5)"}, {"id": "mai-20260917-0816-smoke|c89-s5|deepseek-small|ManageEngine", "prompt": "c89-s5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ManageEngine** — good mid-market fit with published pricing"}, {"id": "mai-20260917-0816-smoke|c89-s5|deepseek-small|Jamf", "prompt": "c89-s5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jamf** — if your fleet is heavily Apple"}, {"id": "mai-20260917-0816-smoke|c89-s5|deepseek-small|Miradore", "prompt": "c89-s5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Miradore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Miradore, Hexnode, or other SMB-focused tools** — designed for smaller IT teams with transparent pricing"}, {"id": "mai-20260917-0816-smoke|c89-s5|deepseek-small|Hexnode", "prompt": "c89-s5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Hexnode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Miradore, Hexnode, or other SMB-focused tools** — designed for smaller IT teams with transparent pricing"}, {"id": "mai-20260917-0816-smoke|c89-s5|deepseek-small|Ivanti", "prompt": "c89-s5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Ivanti/Omnissa Workspace ONE** — typically enterprise-tier; probably overkill unless you have unusual needs"}, {"id": "mai-20260917-0816-smoke|c89-s5|deepseek-small|Omnissa Workspace ONE", "prompt": "c89-s5", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "typically enterprise-tier; probably overkill unless you have unusual needs"}, {"id": "mai-20260917-0816-smoke|c89-s5|google-small|Microsoft Intune", "prompt": "c89-s5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are a Microsoft 365 shop: **Microsoft Intune** ... you already own Intune—it is essentially \"free\"."}, {"id": "mai-20260917-0816-smoke|c89-s5|google-small|Rippling", "prompt": "c89-s5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want seamless HR/Onboarding Integration: **Rippling** ... their IT/Device Management module is highly compelling."}, {"id": "mai-20260917-0816-smoke|c89-s5|google-small|Iru (formerly Kandji)", "prompt": "c89-s5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Iru (formerly Kandji)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a modern, cross-platform IT & Security Suite: **Iru (formerly Kandji)** ... Exceptionally clean user interface"}, {"id": "mai-20260917-0816-smoke|c89-s5|google-small|JumpCloud", "prompt": "c89-s5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a Unified Directory + UEM: **JumpCloud** ... powerful, lightweight MDM for Mac, Windows, and Linux"}, {"id": "mai-20260917-0816-smoke|c89-s5|google-small|Jamf Now", "prompt": "c89-s5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Jamf is the gold standard for Apple, and **Jamf Now** is their streamlined, highly affordable version built specifically for small businesses."}, {"id": "mai-20260917-0816-smoke|c89-s5|google-small|Hexnode", "prompt": "c89-s5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Hexnode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The user interfaces can feel slightly dated or complex compared to modern platforms like Iru or Rippling."}, {"id": "mai-20260917-0816-smoke|c89-s5|google-small|Miradore", "prompt": "c89-s5", "model": "google-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Miradore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "The user interfaces can feel slightly dated or complex compared to modern platforms like Iru or Rippling."}, {"id": "mai-20260917-0816-smoke|c89-s5|meta-small|Microsoft Intune", "prompt": "c89-s5", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top unified endpoint management platforms to consider include:\n\n1. Microsoft Intune"}, {"id": "mai-20260917-0816-smoke|c89-s5|meta-small|Omnissa Workspace ONE", "prompt": "c89-s5", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Omnissa Workspace ONE"}, {"id": "mai-20260917-0816-smoke|c89-s5|meta-small|Ivanti", "prompt": "c89-s5", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Ivanti"}, {"id": "mai-20260917-0816-smoke|c89-s5|meta-small|Jamf", "prompt": "c89-s5", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Jamf"}, {"id": "mai-20260917-0816-smoke|c89-s5|meta-small|ManageEngine", "prompt": "c89-s5", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. ManageEngine"}, {"id": "mai-20260917-0816-smoke|c89-s5|minimax-small|Microsoft Intune", "prompt": "c89-s5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Microsoft Intune** (strong if you're already in the Microsoft ecosystem)"}, {"id": "mai-20260917-0816-smoke|c89-s5|minimax-small|VMware Workspace ONE", "prompt": "c89-s5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "VMware Workspace ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**VMware Workspace ONE** (robust, enterprise-grade)"}, {"id": "mai-20260917-0816-smoke|c89-s5|minimax-small|Jamf Pro", "prompt": "c89-s5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Jamf Pro** (excellent for Apple-heavy environments)"}, {"id": "mai-20260917-0816-smoke|c89-s5|minimax-small|IBM MaaS360", "prompt": "c89-s5", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "IBM MaaS360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**IBM MaaS360** (good for diverse device fleets)"}, {"id": "mai-20260917-0816-smoke|c89-s5|mistral-small|Microsoft Intune", "prompt": "c89-s5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Microsoft Intune** (if you're all-in on Microsoft 365)"}, {"id": "mai-20260917-0816-smoke|c89-s5|mistral-small|VMware Workspace ONE", "prompt": "c89-s5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "VMware Workspace ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**VMware Workspace ONE** (strong for macOS and Android)"}, {"id": "mai-20260917-0816-smoke|c89-s5|mistral-small|Hexnode UEM", "prompt": "c89-s5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Hexnode UEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Hexnode UEM** (affordable, good for SMBs)"}, {"id": "mai-20260917-0816-smoke|c89-s5|mistral-small|Mosyle", "prompt": "c89-s5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Mosyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Mosyle** (Apple-focused, strong for macOS/iOS)"}, {"id": "mai-20260917-0816-smoke|c89-s5|mistral-small|Scalefusion", "prompt": "c89-s5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Scalefusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Scalefusion** (good for Android/Kiosk)"}, {"id": "mai-20260917-0816-smoke|c89-s5|mistral-small|IBM Security MaaS360", "prompt": "c89-s5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "IBM Security MaaS360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**IBM Security MaaS360** (enterprise-grade, but complex)"}, {"id": "mai-20260917-0816-smoke|c89-s5|mistral-small|SentinelOne Singularity XDR", "prompt": "c89-s5", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**SentinelOne Singularity XDR** (if you want EDR + UEM)"}, {"id": "mai-20260917-0816-smoke|c89-s5|moonshot-small|Microsoft Intune", "prompt": "c89-s5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune** (if you are already paying for M365 — verify your license includes it)."}, {"id": "mai-20260917-0816-smoke|c89-s5|moonshot-small|Jamf Pro", "prompt": "c89-s5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mac-heavy or design studio** | **Jamf Pro** or **Jamf Now** | The gold standard for Apple."}, {"id": "mai-20260917-0816-smoke|c89-s5|moonshot-small|Jamf Now", "prompt": "c89-s5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Jamf Now is simplified for smaller teams."}, {"id": "mai-20260917-0816-smoke|c89-s5|moonshot-small|ManageEngine Endpoint Central", "prompt": "c89-s5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Transparent pricing, free tier available, strong patch management, good for mid-market/SMB."}, {"id": "mai-20260917-0816-smoke|c89-s5|moonshot-small|NinjaOne", "prompt": "c89-s5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Per-technician models that favor small teams managing diverse endpoints."}, {"id": "mai-20260917-0816-smoke|c89-s5|moonshot-small|Syncro", "prompt": "c89-s5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**NinjaOne**, **Syncro**, or **SuperOps** | Per-technician models"}, {"id": "mai-20260917-0816-smoke|c89-s5|moonshot-small|SuperOps", "prompt": "c89-s5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**NinjaOne**, **Syncro**, or **SuperOps** | Per-technician models"}, {"id": "mai-20260917-0816-smoke|c89-s5|moonshot-small|Scalefusion", "prompt": "c89-s5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Scalefusion** or **Hexnode UEM** | Strong Android/iOS management, kiosk lockdown, very SMB-friendly."}, {"id": "mai-20260917-0816-smoke|c89-s5|moonshot-small|Hexnode UEM", "prompt": "c89-s5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Hexnode UEM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Scalefusion** or **Hexnode UEM** | Strong Android/iOS management, kiosk lockdown"}, {"id": "mai-20260917-0816-smoke|c89-s5|moonshot-small|Omnissa Workspace ONE", "prompt": "c89-s5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Generally avoid** heavy enterprise suites (Omnissa Workspace ONE, Ivanti, IBM MaaS360)"}, {"id": "mai-20260917-0816-smoke|c89-s5|moonshot-small|Ivanti", "prompt": "c89-s5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Generally avoid** heavy enterprise suites (Omnissa Workspace ONE, Ivanti, IBM MaaS360)"}, {"id": "mai-20260917-0816-smoke|c89-s5|moonshot-small|IBM MaaS360", "prompt": "c89-s5", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "IBM MaaS360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**Generally avoid** heavy enterprise suites (Omnissa Workspace ONE, Ivanti, IBM MaaS360)"}, {"id": "mai-20260917-0816-smoke|c89-s5|xai-small|Microsoft Intune", "prompt": "c89-s5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're Microsoft-centric, start with Intune (often \"free\" if on M365)."}, {"id": "mai-20260917-0816-smoke|c89-s5|xai-small|ManageEngine Endpoint Central", "prompt": "c89-s5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget multi-OS | ~$1-4/device/mo (tiered) | Transparent pricing, Linux support."}, {"id": "mai-20260917-0816-smoke|c89-s5|xai-small|Syncro", "prompt": "c89-s5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SMB IT/MSPS | Per-tech (~$100/tech) or device | Automation, easy RMM hybrid."}, {"id": "mai-20260917-0816-smoke|c89-s5|xai-small|NinjaOne", "prompt": "c89-s5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Syncro / NinjaOne | SMB IT/MSPS | Automation, easy RMM hybrid."}, {"id": "mai-20260917-0816-smoke|c89-s5|xai-small|Hexnode", "prompt": "c89-s5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Hexnode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Android-heavy | ~$1-6/device/mo | Quick kiosk/BYOD setup."}, {"id": "mai-20260917-0816-smoke|c89-s5|xai-small|Scalefusion", "prompt": "c89-s5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Hexnode / Scalefusion | Android-heavy | Quick kiosk/BYOD setup."}, {"id": "mai-20260917-0816-smoke|c89-s5|xai-small|Jamf Pro", "prompt": "c89-s5", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Apple fleets | ~$5-10/device/mo | Deep macOS/iOS."}, {"id": "mai-20260917-0816-smoke|c89-s5|zai-small|Microsoft Intune", "prompt": "c89-s5", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Per‑user pricing within Microsoft 365 E3/E5; strong Windows support, good macOS and mobile coverage; often included in existing M365 licenses."}, {"id": "mai-20260917-0816-smoke|c89-s5|zai-small|ManageEngine Endpoint Central", "prompt": "c89-s5", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Per‑device or tiered pricing with published pricing; broad cross‑platform support and mid‑market value positioning."}, {"id": "mai-20260917-0816-smoke|c89-s5|zai-small|Jamf Pro", "prompt": "c89-s5", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Jamf Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Per‑device pricing with published pricing; strongest Apple/macOS depth."}, {"id": "mai-20260917-0816-smoke|c89-s5|zai-small|Omnissa (formerly VMware Workspace ONE)", "prompt": "c89-s5", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Omnissa (formerly VMware Workspace ONE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Per‑device or per‑user; excellent cross‑platform depth, with ITSM connectors and advanced integrations."}, {"id": "mai-20260917-0816-smoke|c89-s5|zai-small|Ivanti", "prompt": "c89-s5", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Per‑device; strong legacy Windows plus modern management capabilities."}, {"id": "mai-20260917-0816-smoke|c89-s5|zai-small|SOTI", "prompt": "c89-s5", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "SOTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Specialized vendors (e.g., SOTI, 42Gears, Mosyle, Miradore)"}, {"id": "mai-20260917-0816-smoke|c89-s5|zai-small|42Gears", "prompt": "c89-s5", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "42Gears", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Specialized vendors (e.g., SOTI, 42Gears, Mosyle, Miradore)"}, {"id": "mai-20260917-0816-smoke|c89-s5|zai-small|Mosyle", "prompt": "c89-s5", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Mosyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Specialized vendors (e.g., SOTI, 42Gears, Mosyle, Miradore)"}, {"id": "mai-20260917-0816-smoke|c89-s5|zai-small|Miradore", "prompt": "c89-s5", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "scale", "raw": "Miradore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "some excel at rugged devices, iOS, or SMB‑friendly pricing and free tiers"}, {"id": "mai-20260917-0816-smoke|c89-s6|alibaba-small|VMware Workspace ONE (Omnissa)", "prompt": "c89-s6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "VMware Workspace ONE (Omnissa)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to Avoid/Caution: It is extremely powerful but notoriously complex to deploy and maintain."}, {"id": "mai-20260917-0816-smoke|c89-s6|alibaba-small|Intune", "prompt": "c89-s6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you use Microsoft 365, **Intune** is often the most cost-effective choice because it\\u2019s bundled in licenses you likely already have."}, {"id": "mai-20260917-0816-smoke|c89-s6|alibaba-small|Jamf", "prompt": "c89-s6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While **Jamf Pro** is excellent for Apple-only shops, it is a significant expense... Jamf becomes incredibly expensive per-device"}, {"id": "mai-20260917-0816-smoke|c89-s6|alibaba-small|SOTI", "prompt": "c89-s6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "SOTI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "their platform is over-engineered... adds unnecessary bloat for a standard office-based SMB"}, {"id": "mai-20260917-0816-smoke|c89-s6|alibaba-small|Citrix Endpoint Management (formerly XenMobile)", "prompt": "c89-s6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix Endpoint Management (formerly XenMobile)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "its MDM capabilities can feel dated compared to newer competitors. Licensing can be tied to broader Citrix subscriptions which are expensive and complex."}, {"id": "mai-20260917-0816-smoke|c89-s6|alibaba-small|Baramundi", "prompt": "c89-s6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Baramundi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms like **Baramundi** or older versions of **ManageEngine** ... can become very expensive quickly."}, {"id": "mai-20260917-0816-smoke|c89-s6|alibaba-small|ManageEngine", "prompt": "c89-s6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "older versions of **ManageEngine** (depending on the edition) can become very expensive quickly"}, {"id": "mai-20260917-0816-smoke|c89-s6|alibaba-small|Atera", "prompt": "c89-s6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Per-Technician Pricing: You scale your IT labor, not your hardware count. (Examples: **Atera**, **Syncro**)"}, {"id": "mai-20260917-0816-smoke|c89-s6|alibaba-small|Syncro", "prompt": "c89-s6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Compare this against **Per-Technician** models (like **Atera** or **Syncro**)"}, {"id": "mai-20260917-0816-smoke|c89-s6|alibaba-small|Miradore", "prompt": "c89-s6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Miradore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Platforms like **JumpCloud** or **Miradore** offer strong value for SMBs with flat, predictable pricing and easy setup."}, {"id": "mai-20260917-0816-smoke|c89-s6|alibaba-small|Cisco Meraki Systems Manager", "prompt": "c89-s6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Cisco Meraki Systems Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "choosing Meraki solely for device management can lead to long-term support questions"}, {"id": "mai-20260917-0816-smoke|c89-s6|alibaba-small|AirWatch", "prompt": "c89-s6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "AirWatch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**AirWatch (VMware Workspace ONE):** See point #1 above regarding complexity."}, {"id": "mai-20260917-0816-smoke|c89-s6|alibaba-small|JumpCloud", "prompt": "c89-s6", "model": "alibaba-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Platforms like **JumpCloud** or **Miradore** offer strong value for SMBs"}, {"id": "mai-20260917-0816-smoke|c89-s6|anthropic-small|VMware Workspace ONE", "prompt": "c89-s6", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "VMware Workspace ONE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-focused platforms** like \nVMware Workspace ONE and IBM MaaS360 are built for large IT departments"}, {"id": "mai-20260917-0816-smoke|c89-s6|anthropic-small|IBM MaaS360", "prompt": "c89-s6", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "IBM MaaS360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "VMware Workspace ONE and IBM MaaS360 are built for large IT departments with the staff and infrastructure to absorb their complexity"}, {"id": "mai-20260917-0816-smoke|c89-s6|anthropic-small|Ivanti Neurons", "prompt": "c89-s6", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Users find navigation cumbersome and a feature set that typically requires dedicated training to use effectively"}, {"id": "mai-20260917-0816-smoke|c89-s6|anthropic-small|LogMeIn Resolve", "prompt": "c89-s6", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "LogMeIn Resolve", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "issues with the Android MDM lacking basic controls, delays when switching users, problems with the helpdesk ticketing system"}, {"id": "mai-20260917-0816-smoke|c89-s6|anthropic-small|Sophos Mobile", "prompt": "c89-s6", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Sophos Mobile", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Verify before buying current roadmap commitment for Sophos Mobile specifically"}, {"id": "mai-20260917-0816-smoke|c89-s6|anthropic-small|Citrix", "prompt": "c89-s6", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Citrix endpoint management sits within a portfolio that has changed substantially under Cloud Software Group ownership"}, {"id": "mai-20260917-0816-smoke|c89-s6|anthropic-small|Microsoft 365", "prompt": "c89-s6", "model": "anthropic-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "small businesses should verify existing Microsoft 365 licensing before purchasing a separate solution"}, {"id": "mai-20260917-0816-smoke|c89-s6|challenger-small|VMware/Omnissa Workspace ONE", "prompt": "c89-s6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "VMware/Omnissa Workspace ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "reviewers flag **high, complex pricing** and implementation burden"}, {"id": "mai-20260917-0816-smoke|c89-s6|challenger-small|Jamf Pro", "prompt": "c89-s6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "described as **enterprise / compliance-heavy**, so it can be more than a small mixed-fleet business needs"}, {"id": "mai-20260917-0816-smoke|c89-s6|challenger-small|Citrix Endpoint Management", "prompt": "c89-s6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix Endpoint Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tends to fit **distributed enterprise secure-access** use cases rather than straightforward SMB endpoint management"}, {"id": "mai-20260917-0816-smoke|c89-s6|challenger-small|Microsoft Intune", "prompt": "c89-s6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "best viewed as an **ecosystem-dependent** option rather than a universally simple SMB pick"}, {"id": "mai-20260917-0816-smoke|c89-s6|challenger-small|Rippling UEM", "prompt": "c89-s6", "model": "challenger-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Rippling UEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "that integration focus can make it less ideal if a small business only wants basic device management"}, {"id": "mai-20260917-0816-smoke|c89-s6|deepseek-small|Omnissa (formerly VMware Workspace ONE)", "prompt": "c89-s6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa (formerly VMware Workspace ONE)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid enterprise-focused suites like **Omnissa/Workspace ONE, IBM MaaS360, and Ivanti**"}, {"id": "mai-20260917-0816-smoke|c89-s6|deepseek-small|IBM Security MaaS360", "prompt": "c89-s6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "IBM Security MaaS360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid enterprise-focused suites like **Omnissa/Workspace ONE, IBM MaaS360, and Ivanti**"}, {"id": "mai-20260917-0816-smoke|c89-s6|deepseek-small|Ivanti (Endpoint Manager / Neurons UEM)", "prompt": "c89-s6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti (Endpoint Manager / Neurons UEM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid enterprise-focused suites like **Omnissa/Workspace ONE, IBM MaaS360, and Ivanti**"}, {"id": "mai-20260917-0816-smoke|c89-s6|deepseek-small|Citrix Workspace", "prompt": "c89-s6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ongoing questions about its product status, naming, and roadmap after ownership changes"}, {"id": "mai-20260917-0816-smoke|c89-s6|deepseek-small|Swif.ai", "prompt": "c89-s6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Swif.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "flagged for a **steep learning curve, poor UI, poor reporting, and weak Linux/HR integration**"}, {"id": "mai-20260917-0816-smoke|c89-s6|deepseek-small|Microsoft Intune", "prompt": "c89-s6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "check whether **Microsoft Intune** is already in your licensing"}, {"id": "mai-20260917-0816-smoke|c89-s6|deepseek-small|Google Workspace", "prompt": "c89-s6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Basic device management built into Google Workspace or Microsoft 365."}, {"id": "mai-20260917-0816-smoke|c89-s6|deepseek-small|ManageEngine Endpoint Central", "prompt": "c89-s6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SMB-friendly, simpler options like ManageEngine Endpoint Central, NinjaOne, Hexnode, or Scalefusion"}, {"id": "mai-20260917-0816-smoke|c89-s6|deepseek-small|NinjaOne", "prompt": "c89-s6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SMB-friendly, simpler options like ManageEngine Endpoint Central, NinjaOne, Hexnode, or Scalefusion"}, {"id": "mai-20260917-0816-smoke|c89-s6|deepseek-small|Hexnode", "prompt": "c89-s6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Hexnode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "SMB-friendly, simpler options like ManageEngine Endpoint Central, NinjaOne, Hexnode, or Scalefusion"}, {"id": "mai-20260917-0816-smoke|c89-s6|deepseek-small|Scalefusion", "prompt": "c89-s6", "model": "deepseek-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "which have cleaner UI, published pricing, and lower administrative overhead"}, {"id": "mai-20260917-0816-smoke|c89-s6|google-small|Microsoft Intune", "prompt": "c89-s6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**High Caution.** Only use Intune if you have an experienced internal IT resource or hire an MSP to set up and manage it for you."}, {"id": "mai-20260917-0816-smoke|c89-s6|google-small|Omnissa Workspace ONE", "prompt": "c89-s6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid.** It is massive overkill for an SMB."}, {"id": "mai-20260917-0816-smoke|c89-s6|google-small|Ivanti Neurons for UEM", "prompt": "c89-s6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti Neurons for UEM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid.** The platform is too heavy, expensive, and demands rapid, expert security patching"}, {"id": "mai-20260917-0816-smoke|c89-s6|google-small|IBM MaaS360", "prompt": "c89-s6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "IBM MaaS360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid.** ... MaaS360\\u2019s user experience will likely frustrate your team"}, {"id": "mai-20260917-0816-smoke|c89-s6|google-small|SOTI ONE", "prompt": "c89-s6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "SOTI ONE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** unless you have a highly specific, non-traditional device use case."}, {"id": "mai-20260917-0816-smoke|c89-s6|google-small|BlackBerry UEM", "prompt": "c89-s6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "BlackBerry UEM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid** unless you have a highly specific, non-traditional device use case."}, {"id": "mai-20260917-0816-smoke|c89-s6|google-small|Miradore", "prompt": "c89-s6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Miradore:** Known for having a highly intuitive UI, great customer support, and lightweight client requirements."}, {"id": "mai-20260917-0816-smoke|c89-s6|google-small|Hexnode", "prompt": "c89-s6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Hexnode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A highly cost-effective, easily scalable platform with excellent out-of-the-box templates for SMBs."}, {"id": "mai-20260917-0816-smoke|c89-s6|google-small|Kandji", "prompt": "c89-s6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If your small business is primarily Mac-based, these Apple-first MDMs offer incredible \"zero-touch\" deployment experiences"}, {"id": "mai-20260917-0816-smoke|c89-s6|google-small|Jamf Pro", "prompt": "c89-s6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If your small business is primarily Mac-based, these Apple-first MDMs offer incredible \"zero-touch\" deployment experiences"}, {"id": "mai-20260917-0816-smoke|c89-s6|google-small|Rippling", "prompt": "c89-s6", "model": "google-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Excellent if you want your device management to automatically tie directly into your payroll and HR onboarding/offboarding workflows."}, {"id": "mai-20260917-0816-smoke|c89-s6|meta-small|Microsoft Intune", "prompt": "c89-s6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "for those without Microsoft 365, Intune's pricing model may not be the most cost-effective"}, {"id": "mai-20260917-0816-smoke|c89-s6|meta-small|Omnissa (Workspace ONE)", "prompt": "c89-s6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa (Workspace ONE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its pricing model is not transparent, and it may not be suitable for small businesses with limited budgets"}, {"id": "mai-20260917-0816-smoke|c89-s6|meta-small|Jamf", "prompt": "c89-s6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not support a wide range of devices or operating systems, which could limit their usefulness"}, {"id": "mai-20260917-0816-smoke|c89-s6|meta-small|ManageEngine", "prompt": "c89-s6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "cost-effective option, but its security features may not be as robust as some of the other UEM platforms"}, {"id": "mai-20260917-0816-smoke|c89-s6|meta-small|Citrix", "prompt": "c89-s6", "model": "meta-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Citrix's UEM solution is not recommended, and its status should be verified before considering it"}, {"id": "mai-20260917-0816-smoke|c89-s6|minimax-small|Ivanti Endpoint Manager", "prompt": "c89-s6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti Endpoint Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "expensive for small businesses**, has **pricing challenges** and **slow performance**"}, {"id": "mai-20260917-0816-smoke|c89-s6|minimax-small|VMware Workspace ONE", "prompt": "c89-s6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "VMware Workspace ONE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Built for **large enterprise IT departments**, not small businesses"}, {"id": "mai-20260917-0816-smoke|c89-s6|minimax-small|IBM MaaS360", "prompt": "c89-s6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "IBM MaaS360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Not purpose-built for small business budgets or staffing"}, {"id": "mai-20260917-0816-smoke|c89-s6|minimax-small|Microsoft Intune", "prompt": "c89-s6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "(with caveats)... Costs can escalate quickly with add-on features"}, {"id": "mai-20260917-0816-smoke|c89-s6|minimax-small|Miradore", "prompt": "c89-s6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Free plan available, cloud-based, specifically designed for SMBs"}, {"id": "mai-20260917-0816-smoke|c89-s6|minimax-small|Prey", "prompt": "c89-s6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Prey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lightweight, built for small teams"}, {"id": "mai-20260917-0816-smoke|c89-s6|minimax-small|Hexnode", "prompt": "c89-s6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Hexnode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good onboarding, strong for SMBs"}, {"id": "mai-20260917-0816-smoke|c89-s6|minimax-small|NinjaOne", "prompt": "c89-s6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Competitive pricing, intuitive interface"}, {"id": "mai-20260917-0816-smoke|c89-s6|minimax-small|Kandji", "prompt": "c89-s6", "model": "minimax-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Purpose-built for Apple devices"}, {"id": "mai-20260917-0816-smoke|c89-s6|mistral-small|Citrix (Workspace Environment)", "prompt": "c89-s6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix (Workspace Environment)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The status of Citrix as a UEM solution is unclear and may be in flux, so small businesses should verify its current capabilities"}, {"id": "mai-20260917-0816-smoke|c89-s6|mistral-small|IBM MaaS360", "prompt": "c89-s6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "IBM MaaS360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it is often cited as being more complex and less user-friendly for small businesses"}, {"id": "mai-20260917-0816-smoke|c89-s6|mistral-small|Sophos Mobile", "prompt": "c89-s6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Sophos Mobile", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may lack the depth and breadth required for comprehensive endpoint management"}, {"id": "mai-20260917-0816-smoke|c89-s6|mistral-small|Baramundi", "prompt": "c89-s6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Baramundi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These platforms are more niche... their scores in evaluations are lower, indicating potential limitations"}, {"id": "mai-20260917-0816-smoke|c89-s6|mistral-small|Matrix42", "prompt": "c89-s6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Matrix42", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These platforms are more niche... their scores in evaluations are lower, indicating potential limitations"}, {"id": "mai-20260917-0816-smoke|c89-s6|mistral-small|Ivanti", "prompt": "c89-s6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it scores lower in evaluations for modern cross-platform needs and may be more complex than necessary for small businesses"}, {"id": "mai-20260917-0816-smoke|c89-s6|mistral-small|Microsoft Intune", "prompt": "c89-s6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "For most small businesses, Microsoft Intune, ManageEngine, or Jamf (for Apple-heavy environments) are more straightforward and cost-effective choices."}, {"id": "mai-20260917-0816-smoke|c89-s6|mistral-small|ManageEngine", "prompt": "c89-s6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Microsoft Intune, ManageEngine, or Jamf ... are more straightforward and cost-effective choices"}, {"id": "mai-20260917-0816-smoke|c89-s6|mistral-small|Jamf", "prompt": "c89-s6", "model": "mistral-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Jamf (for Apple-heavy environments) are more straightforward and cost-effective choices"}, {"id": "mai-20260917-0816-smoke|c89-s6|moonshot-small|VMware Workspace ONE (now Omnissa)", "prompt": "c89-s6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "VMware Workspace ONE (now Omnissa)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why be cautious: High pricing ... Better suited for larger enterprises"}, {"id": "mai-20260917-0816-smoke|c89-s6|moonshot-small|SOTI MobiControl", "prompt": "c89-s6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "SOTI MobiControl", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why be cautious: Expensive for large device counts"}, {"id": "mai-20260917-0816-smoke|c89-s6|moonshot-small|BlackBerry UEM", "prompt": "c89-s6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "BlackBerry UEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "overkill and overpriced for typical small businesses"}, {"id": "mai-20260917-0816-smoke|c89-s6|moonshot-small|Quest KACE (formerly Dell KACE)", "prompt": "c89-s6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Quest KACE (formerly Dell KACE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High cost — explicitly noted as \"pretty high\""}, {"id": "mai-20260917-0816-smoke|c89-s6|moonshot-small|Microsoft Intune", "prompt": "c89-s6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if already using Microsoft 365 (though macOS/Linux support is weaker)"}, {"id": "mai-20260917-0816-smoke|c89-s6|moonshot-small|NinjaOne", "prompt": "c89-s6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "simpler, more affordable, good for mixed environments"}, {"id": "mai-20260917-0816-smoke|c89-s6|moonshot-small|JumpCloud", "prompt": "c89-s6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "unified identity + device management, transparent pricing"}, {"id": "mai-20260917-0816-smoke|c89-s6|moonshot-small|ManageEngine Endpoint Central", "prompt": "c89-s6", "model": "moonshot-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "affordable with free tier available"}, {"id": "mai-20260917-0816-smoke|c89-s6|openai-small|Workspace ONE UEM (Omnissa)", "prompt": "c89-s6", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Workspace ONE UEM (Omnissa)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "reviews note it can be tricky to manage because of policy inheritance... more of a \"proceed carefully\" choice for a small team"}, {"id": "mai-20260917-0816-smoke|c89-s6|openai-small|SOTI ONE Platform / MobiControl", "prompt": "c89-s6", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "SOTI ONE Platform / MobiControl", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "setup can be time-consuming, the platform can feel like overkill for a small number of devices"}, {"id": "mai-20260917-0816-smoke|c89-s6|openai-small|Jamf Pro", "prompt": "c89-s6", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "IDC notes cost and complexity can hinder adoption, especially for SMBs"}, {"id": "mai-20260917-0816-smoke|c89-s6|openai-small|Ivanti Neurons for UEM", "prompt": "c89-s6", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Ivanti Neurons for UEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "tends to skew enterprise... flag a small partner ecosystem and limited support services"}, {"id": "mai-20260917-0816-smoke|c89-s6|openai-small|Microsoft Intune", "prompt": "c89-s6", "model": "openai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often a good fit, but... it's best when you're ready for a structured deployment, not a casual one"}, {"id": "mai-20260917-0816-smoke|c89-s6|xai-small|VMware Workspace ONE (now Broadcom)", "prompt": "c89-s6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "VMware Workspace ONE (now Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid or Be Highly Cautious About**: 1. **VMware Workspace ONE (now Broadcom)**"}, {"id": "mai-20260917-0816-smoke|c89-s6|xai-small|Hexnode UEM", "prompt": "c89-s6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Hexnode UEM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequent technical glitches like failed MDM enrollment/unenrollment... poor support response"}, {"id": "mai-20260917-0816-smoke|c89-s6|xai-small|ManageEngine Endpoint Central", "prompt": "c89-s6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Steep initial complexity and learning curve due to overwhelming features and unclear docs"}, {"id": "mai-20260917-0816-smoke|c89-s6|xai-small|Citrix Endpoint Management", "prompt": "c89-s6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Citrix Endpoint Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Enterprise-heavy platforms** like legacy Citrix Endpoint Management ... often carry high costs, on-premises baggage"}, {"id": "mai-20260917-0816-smoke|c89-s6|xai-small|Blackberry", "prompt": "c89-s6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Blackberry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Blackberry (dropped from Gartner radars) often carry high costs, on-premises baggage"}, {"id": "mai-20260917-0816-smoke|c89-s6|xai-small|Microsoft Intune", "prompt": "c89-s6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "its standalone pricing (~$8/user/month) and Microsoft-centric ecosystem may overwhelm non-Microsoft shops"}, {"id": "mai-20260917-0816-smoke|c89-s6|xai-small|Miradore", "prompt": "c89-s6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Miradore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Prioritize **SMB-friendly alternatives** like Miradore (free tier, easy setup)"}, {"id": "mai-20260917-0816-smoke|c89-s6|xai-small|JumpCloud", "prompt": "c89-s6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "JumpCloud (flexible pricing)"}, {"id": "mai-20260917-0816-smoke|c89-s6|xai-small|Scalefusion", "prompt": "c89-s6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Scalefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Scalefusion, NinjaOne, or Atera"}, {"id": "mai-20260917-0816-smoke|c89-s6|xai-small|NinjaOne", "prompt": "c89-s6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Scalefusion, NinjaOne, or Atera"}, {"id": "mai-20260917-0816-smoke|c89-s6|xai-small|Atera", "prompt": "c89-s6", "model": "xai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Atera (per-tech pricing scales with staff, not devices)"}, {"id": "mai-20260917-0816-smoke|c89-s6|zai-small|VMware Workspace ONE (now part of Omnissa)", "prompt": "c89-s6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "VMware Workspace ONE (now part of Omnissa)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**VMware Workspace ONE (Omnissa)** – complex UI, poor support, expensive licensing."}, {"id": "mai-20260917-0816-smoke|c89-s6|zai-small|IBM MaaS360", "prompt": "c89-s6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "IBM MaaS360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**IBM MaaS360** – enterprise-centric design, non-intuitive interface, subpar support."}, {"id": "mai-20260917-0816-smoke|c89-s6|zai-small|Saviynt", "prompt": "c89-s6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "make it **not recommended** for a small business that simply wants a UEM solution"}, {"id": "mai-20260917-0816-smoke|c89-s6|zai-small|Omnissa Workspace ONE", "prompt": "c89-s6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Omnissa Workspace ONE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Same complexity, support, and licensing concerns as Workspace ONE."}, {"id": "mai-20260917-0816-smoke|c89-s6|zai-small|Microsoft Intune", "prompt": "c89-s6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Use with caution (or keep simple): Full-blown **Intune**"}, {"id": "mai-20260917-0816-smoke|c89-s6|zai-small|ManageEngine Endpoint Central", "prompt": "c89-s6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the sheer number of modules can be overwhelming for a small IT team"}, {"id": "mai-20260917-0816-smoke|c89-s6|zai-small|Hexnode UEM", "prompt": "c89-s6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Hexnode UEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "advanced security and compliance features can be complex to configure and that support may not be as responsive"}, {"id": "mai-20260917-0816-smoke|c89-s6|zai-small|Jamf Pro", "prompt": "c89-s6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Jamf Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "if you also need Windows/Linux/Android coverage, you'll need to layer another tool, increasing complexity"}, {"id": "mai-20260917-0816-smoke|c89-s6|zai-small|Miradore", "prompt": "c89-s6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Miradore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Examples that align with these criteria ... include **Miradore**"}, {"id": "mai-20260917-0816-smoke|c89-s6|zai-small|Zecurit Endpoint Manager", "prompt": "c89-s6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "Zecurit Endpoint Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Zecurit Endpoint Manager**, **NinjaOne**, and **Microsoft Intune (basic plan)**"}, {"id": "mai-20260917-0816-smoke|c89-s6|zai-small|NinjaOne", "prompt": "c89-s6", "model": "zai-small", "cat": "unified-endpoint-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "These tend to offer faster deployment, clearer pricing, and more user-friendly interfaces for SMBs."}, {"id": "mai-20260917-0816-smoke|c90-l1|alibaba-small|Datadog", "prompt": "c90-l1", "model": "alibaba-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"Gold Standard\" All-Rounder: Datadog ... If you want the easiest time getting started and have a good budget: Choose Datadog."}, {"id": "mai-20260917-0816-smoke|c90-l1|alibaba-small|Dynatrace", "prompt": "c90-l1", "model": "alibaba-small", "cat": "observability-platforms", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a massive, hybrid legacy estate and need deep AI correlation: Choose Dynatrace."}, {"id": "mai-20260917-0816-smoke|c90-l1|alibaba-small|Splunk", "prompt": "c90-l1", "model": "alibaba-small", "cat": "observability-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you live in logs and do heavy security work: Choose Splunk."}, {"id": "mai-20260917-0816-smoke|c90-l1|alibaba-small|New Relic", "prompt": "c90-l1", "model": "alibaba-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Developer-Centric Choice: New Relic ... Highly flexible pricing models and a strong push toward OpenTelemetry compliance"}, {"id": "mai-20260917-0816-smoke|c90-l1|alibaba-small|Cribl", "prompt": "c90-l1", "model": "alibaba-small", "cat": "observability-platforms", "variant": "direct", "raw": "Cribl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are cost-conscious and want to optimize spend: Consider building a pipeline with Cribl"}, {"id": "mai-20260917-0816-smoke|c90-l1|alibaba-small|Elasticsearch", "prompt": "c90-l1", "model": "alibaba-small", "cat": "observability-platforms", "variant": "direct", "raw": "Elasticsearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "pointing to a cheaper SaaS backend (or Elasticsearch)"}, {"id": "mai-20260917-0816-smoke|c90-l1|anthropic-small|Datadog", "prompt": "c90-l1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Datadog** - Comprehensive APM, infrastructure, and log management with strong enterprise features"}, {"id": "mai-20260917-0816-smoke|c90-l1|anthropic-small|New Relic", "prompt": "c90-l1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**New Relic** - Full-stack observability with good scaling capabilities"}, {"id": "mai-20260917-0816-smoke|c90-l1|anthropic-small|Elastic Stack", "prompt": "c90-l1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "Elastic Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Elastic Stack** - Open-source option with enterprise support; good for cost-conscious organizations"}, {"id": "mai-20260917-0816-smoke|c90-l1|anthropic-small|Dynatrace", "prompt": "c90-l1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Dynatrace** - AI-powered insights and excellent for application performance"}, {"id": "mai-20260917-0816-smoke|c90-l1|anthropic-small|Splunk", "prompt": "c90-l1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Splunk** - Strong for security and compliance use cases"}, {"id": "mai-20260917-0816-smoke|c90-l1|anthropic-small|Grafana Stack", "prompt": "c90-l1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Grafana Stack** - Open-source with enterprise options, increasingly popular for cost efficiency"}, {"id": "mai-20260917-0816-smoke|c90-l1|anthropic-small|AWS X-Ray / CloudWatch", "prompt": "c90-l1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "AWS X-Ray / CloudWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**AWS X-Ray / CloudWatch** - Good if you're heavily invested in AWS"}, {"id": "mai-20260917-0816-smoke|c90-l1|anthropic-small|Google Cloud Operations", "prompt": "c90-l1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "Google Cloud Operations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Google Cloud Operations** - Strong if using GCP"}, {"id": "mai-20260917-0816-smoke|c90-l1|challenger-small|Dynatrace", "prompt": "c90-l1", "model": "challenger-small", "cat": "observability-platforms", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is **Dynatrace** if you want the strongest all-around enterprise observability platform"}, {"id": "mai-20260917-0816-smoke|c90-l1|challenger-small|Datadog", "prompt": "c90-l1", "model": "challenger-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong choice if you want a broad, unified platform across infrastructure, APM, logs, and security"}, {"id": "mai-20260917-0816-smoke|c90-l1|challenger-small|Splunk Observability Cloud", "prompt": "c90-l1", "model": "challenger-small", "cat": "observability-platforms", "variant": "direct", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a solid enterprise option when log analytics and observability need to fit into a broader Splunk ecosystem"}, {"id": "mai-20260917-0816-smoke|c90-l1|challenger-small|Grafana", "prompt": "c90-l1", "model": "challenger-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Grafana + SigNoz** or similar stacks can work well if you prioritize control and lower cost"}, {"id": "mai-20260917-0816-smoke|c90-l1|challenger-small|SigNoz", "prompt": "c90-l1", "model": "challenger-small", "cat": "observability-platforms", "variant": "direct", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Grafana + SigNoz** or similar stacks can work well if you prioritize control and lower cost"}, {"id": "mai-20260917-0816-smoke|c90-l1|deepseek-small|Datadog", "prompt": "c90-l1", "model": "deepseek-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one unified, easy-to-adopt platform: Datadog is the default enterprise answer."}, {"id": "mai-20260917-0816-smoke|c90-l1|deepseek-small|Dynatrace", "prompt": "c90-l1", "model": "deepseek-small", "cat": "observability-platforms", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want AI-powered, automated troubleshooting at scale: Dynatrace."}, {"id": "mai-20260917-0816-smoke|c90-l1|deepseek-small|Splunk Observability Cloud", "prompt": "c90-l1", "model": "deepseek-small", "cat": "observability-platforms", "variant": "direct", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If log management and compliance are paramount: Splunk Observability."}, {"id": "mai-20260917-0816-smoke|c90-l1|deepseek-small|Grafana Cloud / Grafana Stack", "prompt": "c90-l1", "model": "deepseek-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud / Grafana Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want cost control and open-source flexibility: Grafana Stack."}, {"id": "mai-20260917-0816-smoke|c90-l1|deepseek-small|New Relic", "prompt": "c90-l1", "model": "deepseek-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "per-user pricing (Pro ~$349/user/month) that can be expensive at scale"}, {"id": "mai-20260917-0816-smoke|c90-l1|deepseek-small|Chronosphere", "prompt": "c90-l1", "model": "deepseek-small", "cat": "observability-platforms", "variant": "direct", "raw": "Chronosphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Grafana/Chronosphere offer more cost governance"}, {"id": "mai-20260917-0816-smoke|c90-l1|google-small|Datadog", "prompt": "c90-l1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog remains a market leader due to its sheer breadth of features and unparalleled developer experience."}, {"id": "mai-20260917-0816-smoke|c90-l1|google-small|Dynatrace", "prompt": "c90-l1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for Complex Hybrid-Cloud & AI-Driven Automation ... Leader in the Gartner Magic Quadrant"}, {"id": "mai-20260917-0816-smoke|c90-l1|google-small|Chronosphere", "prompt": "c90-l1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "Chronosphere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Chronosphere if you run high-volume Kubernetes clusters and your primary pain point is an astronomical, unpredictable observability bill."}, {"id": "mai-20260917-0816-smoke|c90-l1|google-small|Honeycomb", "prompt": "c90-l1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Honeycomb if you are a B2B SaaS engineering team ... need to instantly debug issues down to a specific enterprise customer's ID."}, {"id": "mai-20260917-0816-smoke|c90-l1|google-small|Grafana Enterprise / Grafana Cloud", "prompt": "c90-l1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Enterprise / Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Open-Source & Vendor-Neutral Stacks ... The Catch: Requires a dedicated platform engineering team"}, {"id": "mai-20260917-0816-smoke|c90-l1|meta-small|Dynatrace", "prompt": "c90-l1", "model": "meta-small", "cat": "observability-platforms", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top observability platforms for enterprise B2B companies include Dynatrace, Datadog, and Splunk Observability Cloud"}, {"id": "mai-20260917-0816-smoke|c90-l1|meta-small|Datadog", "prompt": "c90-l1", "model": "meta-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top observability platforms for enterprise B2B companies include Dynatrace, Datadog, and Splunk Observability Cloud"}, {"id": "mai-20260917-0816-smoke|c90-l1|meta-small|Splunk Observability Cloud", "prompt": "c90-l1", "model": "meta-small", "cat": "observability-platforms", "variant": "direct", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top observability platforms for enterprise B2B companies include Dynatrace, Datadog, and Splunk Observability Cloud"}, {"id": "mai-20260917-0816-smoke|c90-l1|minimax-small|Datadog", "prompt": "c90-l1", "model": "minimax-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** offers the best balance of coverage, cloud-native strength, and onboarding speed"}, {"id": "mai-20260917-0816-smoke|c90-l1|minimax-small|Dynatrace", "prompt": "c90-l1", "model": "minimax-small", "cat": "observability-platforms", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dynatrace** if you want maximum AI automation and have complex legacy + cloud infrastructure"}, {"id": "mai-20260917-0816-smoke|c90-l1|minimax-small|Splunk Observability Cloud", "prompt": "c90-l1", "model": "minimax-small", "cat": "observability-platforms", "variant": "direct", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Splunk** if security/SIEM is paramount"}, {"id": "mai-20260917-0816-smoke|c90-l1|minimax-small|New Relic", "prompt": "c90-l1", "model": "minimax-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**New Relic** (Developer-Centric, Cost Predictable)"}, {"id": "mai-20260917-0816-smoke|c90-l1|minimax-small|Grafana Cloud/LGTM", "prompt": "c90-l1", "model": "minimax-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud/LGTM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Grafana Cloud/LGTM** (Best for Cost Control)"}, {"id": "mai-20260917-0816-smoke|c90-l1|mistral-small|Dynatrace", "prompt": "c90-l1", "model": "mistral-small", "cat": "observability-platforms", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best observability platforms for an enterprise B2B company are generally considered to be **Dynatrace, Datadog, and Splunk Observability Cloud**"}, {"id": "mai-20260917-0816-smoke|c90-l1|mistral-small|Datadog", "prompt": "c90-l1", "model": "mistral-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "generally considered to be **Dynatrace, Datadog, and Splunk Observability Cloud**"}, {"id": "mai-20260917-0816-smoke|c90-l1|mistral-small|Splunk Observability Cloud", "prompt": "c90-l1", "model": "mistral-small", "cat": "observability-platforms", "variant": "direct", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "generally considered to be **Dynatrace, Datadog, and Splunk Observability Cloud**"}, {"id": "mai-20260917-0816-smoke|c90-l1|moonshot-small|Datadog", "prompt": "c90-l1", "model": "moonshot-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick for a typical B2B SaaS enterprise**: **Datadog** offers the best balance of features, ecosystem breadth, and enterprise-grade security/compliance features"}, {"id": "mai-20260917-0816-smoke|c90-l1|moonshot-small|Dynatrace", "prompt": "c90-l1", "model": "moonshot-small", "cat": "observability-platforms", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Dynatrace** if you have complex distributed systems, need advanced AI-driven root cause analysis"}, {"id": "mai-20260917-0816-smoke|c90-l1|moonshot-small|New Relic", "prompt": "c90-l1", "model": "moonshot-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**New Relic** - Best Price-to-Value"}, {"id": "mai-20260917-0816-smoke|c90-l1|moonshot-small|Splunk", "prompt": "c90-l1", "model": "moonshot-small", "cat": "observability-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Splunk** if security observability is equally important as application performance"}, {"id": "mai-20260917-0816-smoke|c90-l1|openai-small|Datadog", "prompt": "c90-l1", "model": "openai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around SaaS choice:** **Datadog**"}, {"id": "mai-20260917-0816-smoke|c90-l1|openai-small|Dynatrace", "prompt": "c90-l1", "model": "openai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for large enterprises needing deep automation / AIOps:** **Dynatrace**"}, {"id": "mai-20260917-0816-smoke|c90-l1|openai-small|New Relic", "prompt": "c90-l1", "model": "openai-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "led by vendors like **Datadog, Dynatrace, New Relic, Splunk, Elastic..."}, {"id": "mai-20260917-0816-smoke|c90-l1|openai-small|Splunk", "prompt": "c90-l1", "model": "openai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "led by vendors like **Datadog, Dynatrace, New Relic, Splunk, Elastic, Grafana Labs..."}, {"id": "mai-20260917-0816-smoke|c90-l1|openai-small|Elastic", "prompt": "c90-l1", "model": "openai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Elastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for self-managed / control / open ecosystem:** **Grafana Labs** or **Elastic**"}, {"id": "mai-20260917-0816-smoke|c90-l1|openai-small|Grafana Labs", "prompt": "c90-l1", "model": "openai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for self-managed / control / open ecosystem:** **Grafana Labs** or **Elastic**"}, {"id": "mai-20260917-0816-smoke|c90-l1|openai-small|Chronosphere", "prompt": "c90-l1", "model": "openai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Chronosphere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Grafana/Elastic/Chronosphere** if cost, portability, or OpenTelemetry strategy is a top priority."}, {"id": "mai-20260917-0816-smoke|c90-l1|openai-small|Honeycomb", "prompt": "c90-l1", "model": "openai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Chronosphere, Honeycomb, and others"}, {"id": "mai-20260917-0816-smoke|c90-l1|openai-small|Azure-native options / Microsoft", "prompt": "c90-l1", "model": "openai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Azure-native options / Microsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best if you're heavily in the Microsoft/Azure ecosystem:** **Azure-native options / Microsoft**"}, {"id": "mai-20260917-0816-smoke|c90-l1|xai-small|Datadog", "prompt": "c90-l1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often called the \"best full-stack enterprise platform\" in reviews."}, {"id": "mai-20260917-0816-smoke|c90-l1|xai-small|Dynatrace", "prompt": "c90-l1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Positioned highest for Ability to Execute and furthest for Completeness of Vision."}, {"id": "mai-20260917-0816-smoke|c90-l1|xai-small|New Relic", "prompt": "c90-l1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other Leaders include New Relic (strong on unified MELT data...with usage-based pricing)"}, {"id": "mai-20260917-0816-smoke|c90-l1|xai-small|Splunk Observability Cloud", "prompt": "c90-l1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Splunk (log-heavy environments with real-time streaming)"}, {"id": "mai-20260917-0816-smoke|c90-l1|xai-small|Grafana", "prompt": "c90-l1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Grafana/Prometheus for cost-sensitive, but less enterprise-ready without extras."}, {"id": "mai-20260917-0816-smoke|c90-l1|xai-small|Prometheus", "prompt": "c90-l1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Grafana/Prometheus for cost-sensitive, but less enterprise-ready without extras."}, {"id": "mai-20260917-0816-smoke|c90-l1|zai-small|Datadog", "prompt": "c90-l1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the broadest integration ecosystem and fastest onboarding: Datadog or New Relic."}, {"id": "mai-20260917-0816-smoke|c90-l1|zai-small|New Relic", "prompt": "c90-l1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the broadest integration ecosystem and fastest onboarding: Datadog or New Relic."}, {"id": "mai-20260917-0816-smoke|c90-l1|zai-small|Splunk Observability", "prompt": "c90-l1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Splunk Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're security-focused with strong log-analytics needs: Splunk Observability."}, {"id": "mai-20260917-0816-smoke|c90-l1|zai-small|Coralogix", "prompt": "c90-l1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "volume-heavy and want predictable, volume-based pricing with data ownership: Coralogix or OpenObserve"}, {"id": "mai-20260917-0816-smoke|c90-l1|zai-small|OpenObserve", "prompt": "c90-l1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best overall cost savings (60–90% lower than Datadog/Dynatrace)"}, {"id": "mai-20260917-0816-smoke|c90-l1|zai-small|Parseable", "prompt": "c90-l1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Parseable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Feature set still expanding; ecosystem depth behind leaders."}, {"id": "mai-20260917-0816-smoke|c90-l1|zai-small|Grafana Stack (Prometheus + Loki + Tempo + K6)", "prompt": "c90-l1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Stack (Prometheus + Loki + Tempo + K6)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want an open-source, self-hostable solution with deep customization: Grafana stack"}, {"id": "mai-20260917-0816-smoke|c90-l1|zai-small|SigNoz", "prompt": "c90-l1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cost-effective open-source with strong unified observability."}, {"id": "mai-20260917-0816-smoke|c90-l1|zai-small|Honeycomb", "prompt": "c90-l1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Pricing can be high at scale; SaaS-only."}, {"id": "mai-20260917-0816-smoke|c90-l2|alibaba-small|Dynatrace", "prompt": "c90-l2", "model": "alibaba-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Contender: Dynatrace ... Dynatrace excels in environments where manual configuration is impossible due to scale."}, {"id": "mai-20260917-0816-smoke|c90-l2|alibaba-small|Datadog", "prompt": "c90-l2", "model": "alibaba-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Runner Up: Datadog"}, {"id": "mai-20260917-0816-smoke|c90-l2|alibaba-small|Splunk Observability Cloud", "prompt": "c90-l2", "model": "alibaba-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Strategic Alternative: Splunk Observability Cloud"}, {"id": "mai-20260917-0816-smoke|c90-l2|alibaba-small|OpenTelemetry + Self-Hosted (Grafana Stack)", "prompt": "c90-l2", "model": "alibaba-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "OpenTelemetry + Self-Hosted (Grafana Stack)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Cost-Control Option: OpenTelemetry + Self-Hosted (Grafana Stack)"}, {"id": "mai-20260917-0816-smoke|c90-l2|alibaba-small|Prometheus", "prompt": "c90-l2", "model": "alibaba-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Using tools like Prometheus (metrics), Loki (logs), and Tempo/Jaeger (traces)"}, {"id": "mai-20260917-0816-smoke|c90-l2|alibaba-small|Loki", "prompt": "c90-l2", "model": "alibaba-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Prometheus (metrics), Loki (logs), and Tempo/Jaeger (traces)"}, {"id": "mai-20260917-0816-smoke|c90-l2|alibaba-small|Tempo/Jaeger", "prompt": "c90-l2", "model": "alibaba-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Tempo/Jaeger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tempo/Jaeger (traces) allows you to host everything on your own servers"}, {"id": "mai-20260917-0816-smoke|c90-l2|anthropic-small|Datadog", "prompt": "c90-l2", "model": "anthropic-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Datadog** (Best Overall)"}, {"id": "mai-20260917-0816-smoke|c90-l2|anthropic-small|Dynatrace", "prompt": "c90-l2", "model": "anthropic-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dynatrace is the strongest choice for large enterprises with heterogeneous environments"}, {"id": "mai-20260917-0816-smoke|c90-l2|anthropic-small|Splunk Observability Cloud", "prompt": "c90-l2", "model": "anthropic-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "built OpenTelemetry-native and is known for NoSample distributed tracing"}, {"id": "mai-20260917-0816-smoke|c90-l2|anthropic-small|New Relic", "prompt": "c90-l2", "model": "anthropic-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "New Relic offers a unified telemetry platform that ingests metrics, events, logs, and traces into one data store"}, {"id": "mai-20260917-0816-smoke|c90-l2|challenger-small|Datadog", "prompt": "c90-l2", "model": "challenger-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Datadog** as the default choice for a full-stack monitoring platform"}, {"id": "mai-20260917-0816-smoke|c90-l2|challenger-small|Dynatrace", "prompt": "c90-l2", "model": "challenger-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong alternative for very complex enterprise environments"}, {"id": "mai-20260917-0816-smoke|c90-l2|challenger-small|Splunk Observability Cloud", "prompt": "c90-l2", "model": "challenger-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "compelling if your organization is already invested in the Splunk ecosystem"}, {"id": "mai-20260917-0816-smoke|c90-l2|challenger-small|New Relic", "prompt": "c90-l2", "model": "challenger-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you want a unified platform but are optimizing for a gentler entry point"}, {"id": "mai-20260917-0816-smoke|c90-l2|challenger-small|Elastic Observability", "prompt": "c90-l2", "model": "challenger-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong if you value search-centric workflows"}, {"id": "mai-20260917-0816-smoke|c90-l2|challenger-small|Coralogix", "prompt": "c90-l2", "model": "challenger-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "worth considering if cost governance, streaming pipelines, and enterprise controls like RBAC and audit trails are especially important"}, {"id": "mai-20260917-0816-smoke|c90-l2|deepseek-small|Datadog", "prompt": "c90-l2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Datadog** as the primary choice"}, {"id": "mai-20260917-0816-smoke|c90-l2|deepseek-small|Dynatrace", "prompt": "c90-l2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Dynatrace** as the strongest alternative depending on your priorities"}, {"id": "mai-20260917-0816-smoke|c90-l2|deepseek-small|New Relic", "prompt": "c90-l2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Simplicity and full-stack ease; generous free tier"}, {"id": "mai-20260917-0816-smoke|c90-l2|deepseek-small|Splunk (Cisco)", "prompt": "c90-l2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Splunk (Cisco)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "bring **Chronosphere or Splunk** into the picture only if cost governance or log-depth becomes your dominant concern"}, {"id": "mai-20260917-0816-smoke|c90-l2|deepseek-small|Grafana Cloud", "prompt": "c90-l2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "excellent dashboards, but more of an assembled toolkit than out-of-the-box"}, {"id": "mai-20260917-0816-smoke|c90-l2|deepseek-small|Chronosphere", "prompt": "c90-l2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Chronosphere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "bring **Chronosphere or Splunk** into the picture only if cost governance ... becomes your dominant concern"}, {"id": "mai-20260917-0816-smoke|c90-l2|deepseek-small|Elastic", "prompt": "c90-l2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source, self-hostable; strong if you want data portability and on-prem control."}, {"id": "mai-20260917-0816-smoke|c90-l2|google-small|Dynatrace", "prompt": "c90-l2", "model": "google-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Dynatrace** if your systems are highly complex, hybrid (on-prem + cloud), and you want out-of-the-box automation"}, {"id": "mai-20260917-0816-smoke|c90-l2|google-small|Grafana Enterprise / Grafana Cloud", "prompt": "c90-l2", "model": "google-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Enterprise / Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the **Grafana LGTM stack** ... is the modern industry standard"}, {"id": "mai-20260917-0816-smoke|c90-l2|google-small|Cisco Splunk Observability Cloud", "prompt": "c90-l2", "model": "google-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Cisco Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Splunk (under Cisco) is a powerhouse... The Catch: Splunk is notoriously expensive"}, {"id": "mai-20260917-0816-smoke|c90-l2|google-small|Datadog", "prompt": "c90-l2", "model": "google-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Datadog presents a **massive procurement and budget risk**"}, {"id": "mai-20260917-0816-smoke|c90-l2|google-small|Cribl Stream", "prompt": "c90-l2", "model": "google-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Cribl Stream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "pair it with a telemetry pipeline layer like **Cribl Stream**"}, {"id": "mai-20260917-0816-smoke|c90-l2|meta-small|Datadog", "prompt": "c90-l2", "model": "meta-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The results suggest several options, including Datadog, CubeAPM, Elastic Observability, Dynatrace, and New Relic."}, {"id": "mai-20260917-0816-smoke|c90-l2|meta-small|CubeAPM", "prompt": "c90-l2", "model": "meta-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "CubeAPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The results suggest several options, including Datadog, CubeAPM, Elastic Observability, Dynatrace, and New Relic."}, {"id": "mai-20260917-0816-smoke|c90-l2|meta-small|Elastic Observability", "prompt": "c90-l2", "model": "meta-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The results suggest several options, including Datadog, CubeAPM, Elastic Observability, Dynatrace, and New Relic."}, {"id": "mai-20260917-0816-smoke|c90-l2|meta-small|Dynatrace", "prompt": "c90-l2", "model": "meta-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The results suggest several options, including Datadog, CubeAPM, Elastic Observability, Dynatrace, and New Relic."}, {"id": "mai-20260917-0816-smoke|c90-l2|meta-small|New Relic", "prompt": "c90-l2", "model": "meta-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The results suggest several options, including Datadog, CubeAPM, Elastic Observability, Dynatrace, and New Relic."}, {"id": "mai-20260917-0816-smoke|c90-l2|minimax-small|Datadog", "prompt": "c90-l2", "model": "minimax-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Datadog** | ✅ (full‑text search, pipelines, live tail) |"}, {"id": "mai-20260917-0816-smoke|c90-l2|minimax-small|New Relic One", "prompt": "c90-l2", "model": "minimax-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **New Relic One** | ✅ (log management, “Logs in context”) |"}, {"id": "mai-20260917-0816-smoke|c90-l2|mistral-small|Datadog", "prompt": "c90-l2", "model": "mistral-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** and **Dynatrace** are the top recommendations due to their proven scalability"}, {"id": "mai-20260917-0816-smoke|c90-l2|mistral-small|Dynatrace", "prompt": "c90-l2", "model": "mistral-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Datadog** and **Dynatrace** are the top recommendations"}, {"id": "mai-20260917-0816-smoke|c90-l2|mistral-small|Elastic Observability", "prompt": "c90-l2", "model": "mistral-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Elastic Observability and Coralogix are also strong contenders"}, {"id": "mai-20260917-0816-smoke|c90-l2|mistral-small|Coralogix", "prompt": "c90-l2", "model": "mistral-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Elastic Observability and Coralogix are also strong contenders, especially if you value open-source integration or cost control."}, {"id": "mai-20260917-0816-smoke|c90-l2|moonshot-small|Dynatrace", "prompt": "c90-l2", "model": "moonshot-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Dynatrace"}, {"id": "mai-20260917-0816-smoke|c90-l2|moonshot-small|Datadog", "prompt": "c90-l2", "model": "moonshot-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Datadog"}, {"id": "mai-20260917-0816-smoke|c90-l2|moonshot-small|Splunk Observability Cloud", "prompt": "c90-l2", "model": "moonshot-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Honorable Mention: Splunk Observability Cloud"}, {"id": "mai-20260917-0816-smoke|c90-l2|openai-small|Dynatrace", "prompt": "c90-l2", "model": "openai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Dynatrace** as the first platform to evaluate for full-stack observability"}, {"id": "mai-20260917-0816-smoke|c90-l2|openai-small|New Relic", "prompt": "c90-l2", "model": "openai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "great if you want a developer-friendly unified platform with strong query/search ergonomics"}, {"id": "mai-20260917-0816-smoke|c90-l2|openai-small|Splunk Observability + Splunk Enterprise", "prompt": "c90-l2", "model": "openai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Splunk Observability + Splunk Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "compelling if your organization is already deeply invested in Splunk for logging/security"}, {"id": "mai-20260917-0816-smoke|c90-l2|openai-small|Datadog", "prompt": "c90-l2", "model": "openai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also a top-tier enterprise choice... though I'd still compare it head-to-head with Dynatrace"}, {"id": "mai-20260917-0816-smoke|c90-l2|xai-small|Dynatrace", "prompt": "c90-l2", "model": "xai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Dynatrace as the top full-stack observability platform for logs, metrics, and traces."}, {"id": "mai-20260917-0816-smoke|c90-l2|xai-small|Datadog", "prompt": "c90-l2", "model": "xai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** (also a Gartner Leader, strong market share ~24%): Best if you're cloud-native heavy"}, {"id": "mai-20260917-0816-smoke|c90-l2|xai-small|New Relic", "prompt": "c90-l2", "model": "xai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cheaper per GB/user for dev-focused teams, but less optimized for ultra-large/complex estates per enterprise reviews."}, {"id": "mai-20260917-0816-smoke|c90-l2|xai-small|Chronosphere", "prompt": "c90-l2", "model": "xai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Chronosphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other Leaders include Datadog, New Relic, and Chronosphere"}, {"id": "mai-20260917-0816-smoke|c90-l2|xai-small|Splunk Observability Cloud", "prompt": "c90-l2", "model": "xai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal if you already use Splunk for logs/SIEM (~16% share, Cisco-backed)"}, {"id": "mai-20260917-0816-smoke|c90-l2|zai-small|Datadog", "prompt": "c90-l2", "model": "zai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most balanced and widely adopted recommendation is **Datadog**"}, {"id": "mai-20260917-0816-smoke|c90-l2|zai-small|Splunk", "prompt": "c90-l2", "model": "zai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your primary concern is **log analytics** combined with strict **security compliance** ... Splunk is the strongest choice."}, {"id": "mai-20260917-0816-smoke|c90-l2|zai-small|Dynatrace", "prompt": "c90-l2", "model": "zai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to reduce the manual effort of monitoring and prioritize **AI-driven automation**, Dynatrace is a top contender."}, {"id": "mai-20260917-0816-smoke|c90-l2|zai-small|New Relic", "prompt": "c90-l2", "model": "zai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your main pain point is **budget predictability** at scale, New Relic is often a better alternative to Datadog."}, {"id": "mai-20260917-0816-smoke|c90-l2|zai-small|Grafana Cloud (Loki/Tempo/Prometheus)", "prompt": "c90-l2", "model": "zai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud (Loki/Tempo/Prometheus)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though this requires a much larger internal engineering team to maintain compared to the SaaS leaders"}, {"id": "mai-20260917-0816-smoke|c90-l3|alibaba-small|Datadog", "prompt": "c90-l3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** | Leader (5th consecutive year in Gartner MQ) | Teams wanting broadest integrations & unified UI"}, {"id": "mai-20260917-0816-smoke|c90-l3|alibaba-small|Dynatrace", "prompt": "c90-l3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Leader (15th consecutive year, highest Ability to Execute) | Large enterprises needing automated root-cause analysis"}, {"id": "mai-20260917-0816-smoke|c90-l3|alibaba-small|Splunk Observability Cloud", "prompt": "c90-l3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You already live in the Splunk/Splunk Cloud ecosystem | **Splunk Observability Cloud**"}, {"id": "mai-20260917-0816-smoke|c90-l3|alibaba-small|New Relic", "prompt": "c90-l3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Developer-centric culture, unified UI preference | **New Relic**"}, {"id": "mai-20260917-0816-smoke|c90-l3|alibaba-small|Grafana Stack", "prompt": "c90-l3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget matters and you value openness/flexibility | **Grafana Stack** or **Parseable**"}, {"id": "mai-20260917-0816-smoke|c90-l3|alibaba-small|Parseable", "prompt": "c90-l3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Parseable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Emerging player | Customer-controlled storage with OTel-native design"}, {"id": "mai-20260917-0816-smoke|c90-l3|alibaba-small|Elastic", "prompt": "c90-l3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Data Ingestion Volume** | Splunk, Elastic"}, {"id": "mai-20260917-0816-smoke|c90-l3|anthropic-small|Datadog", "prompt": "c90-l3", "model": "anthropic-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog remains a top choice for cloud-native enterprises that want a unified SaaS platform"}, {"id": "mai-20260917-0816-smoke|c90-l3|anthropic-small|Dynatrace", "prompt": "c90-l3", "model": "anthropic-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "bills Kubernetes pods separately at per-pod rates ... which can add up in dense microservices environments"}, {"id": "mai-20260917-0816-smoke|c90-l3|anthropic-small|New Relic", "prompt": "c90-l3", "model": "anthropic-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A free tier covers 100 gigabytes of ingest per month ... which makes evaluation easier than most vendors on this list"}, {"id": "mai-20260917-0816-smoke|c90-l3|anthropic-small|Splunk", "prompt": "c90-l3", "model": "anthropic-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Splunk excels at indexing, searching, and correlating massive log datasets, often in regulated industries"}, {"id": "mai-20260917-0816-smoke|c90-l3|anthropic-small|Coralogix", "prompt": "c90-l3", "model": "anthropic-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "pricing per gigabyte ingested and no per-host, per-query, or per-user fees layered on top"}, {"id": "mai-20260917-0816-smoke|c90-l3|challenger-small|Datadog", "prompt": "c90-l3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Datadog is the broadest managed SaaS option... but it is SaaS-only and often cited as expensive at scale"}, {"id": "mai-20260917-0816-smoke|c90-l3|challenger-small|Dynatrace", "prompt": "c90-l3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Dynatrace is strongest for large, complex estates that want automatic root-cause analysis"}, {"id": "mai-20260917-0816-smoke|c90-l3|challenger-small|New Relic", "prompt": "c90-l3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "New Relic is a managed full-stack platform with a unified UI and broad telemetry coverage"}, {"id": "mai-20260917-0816-smoke|c90-l3|challenger-small|Splunk Observability Cloud", "prompt": "c90-l3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "often chosen by organizations already using Splunk or those needing tighter observability-plus-security workflows"}, {"id": "mai-20260917-0816-smoke|c90-l3|challenger-small|Grafana Cloud", "prompt": "c90-l3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strongest fit for teams built around open standards and the LGTM stack"}, {"id": "mai-20260917-0816-smoke|c90-l3|challenger-small|Elastic Observability", "prompt": "c90-l3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "best for search-led investigation and for organizations already invested in Elastic"}, {"id": "mai-20260917-0816-smoke|c90-l3|challenger-small|Chronosphere", "prompt": "c90-l3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Chronosphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "aimed at very large, cloud-native environments that care most about telemetry governance, scale, and cost control"}, {"id": "mai-20260917-0816-smoke|c90-l3|challenger-small|Coralogix", "prompt": "c90-l3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "emphasizes in-stream analytics and telemetry cost controls"}, {"id": "mai-20260917-0816-smoke|c90-l3|challenger-small|Parseable", "prompt": "c90-l3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Parseable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "stands out for customer-controlled storage and flexible deployment"}, {"id": "mai-20260917-0816-smoke|c90-l3|deepseek-small|Datadog", "prompt": "c90-l3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the realistic shortlist remains **Datadog vs. Dynatrace** (with negotiated pricing) as the \"platform de record,\""}, {"id": "mai-20260917-0816-smoke|c90-l3|deepseek-small|Dynatrace", "prompt": "c90-l3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the realistic shortlist remains **Datadog vs. Dynatrace** (with negotiated pricing)"}, {"id": "mai-20260917-0816-smoke|c90-l3|deepseek-small|New Relic", "prompt": "c90-l3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Developer-focused APM / predictable ingest:** New Relic"}, {"id": "mai-20260917-0816-smoke|c90-l3|deepseek-small|Grafana Cloud / Grafana + OpenTelemetry stack", "prompt": "c90-l3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud / Grafana + OpenTelemetry stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **Grafana** as the cost-conscious, open-standards challenger"}, {"id": "mai-20260917-0816-smoke|c90-l3|deepseek-small|Splunk Observability Cloud", "prompt": "c90-l3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Security + logs converge with observability:** Splunk"}, {"id": "mai-20260917-0816-smoke|c90-l3|deepseek-small|Elastic (Elastic Observability)", "prompt": "c90-l3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Elastic (Elastic Observability)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Commercial but less \"open\": Elastic (Elastic Observability)"}, {"id": "mai-20260917-0816-smoke|c90-l3|google-small|Datadog", "prompt": "c90-l3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a massive budget and need absolute ease of use:** Choose **Datadog**. The ease of moving from an alert to a trace is unmatched"}, {"id": "mai-20260917-0816-smoke|c90-l3|google-small|Dynatrace", "prompt": "c90-l3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a massive global enterprise with complex legacy-and-cloud hybrids:** Choose **Dynatrace**"}, {"id": "mai-20260917-0816-smoke|c90-l3|google-small|Splunk (including Splunk AppDynamics)", "prompt": "c90-l3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk (including Splunk AppDynamics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your security and operations teams are unified (DevSecOps):** Choose **Splunk**"}, {"id": "mai-20260917-0816-smoke|c90-l3|google-small|New Relic", "prompt": "c90-l3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want full enterprise APM but need to drastically cut costs:** Choose **New Relic**"}, {"id": "mai-20260917-0816-smoke|c90-l3|google-small|Grafana Labs (Grafana Cloud)", "prompt": "c90-l3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Labs (Grafana Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you require data sovereignty, on-prem setups, or hate vendor lock-in:** Choose **Grafana Cloud**"}, {"id": "mai-20260917-0816-smoke|c90-l3|google-small|Honeycomb", "prompt": "c90-l3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you run highly complex microservices and debug deep application logic:** Choose **Honeycomb**"}, {"id": "mai-20260917-0816-smoke|c90-l3|meta-small|Datadog", "prompt": "c90-l3", "model": "meta-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Datadog: Offers a unified view across logs, metrics, and traces, with a flexible pricing model and a wide range of integrations."}, {"id": "mai-20260917-0816-smoke|c90-l3|meta-small|Dynatrace", "prompt": "c90-l3", "model": "meta-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Dynatrace: Provides automated topology and root-cause workflows"}, {"id": "mai-20260917-0816-smoke|c90-l3|meta-small|New Relic", "prompt": "c90-l3", "model": "meta-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "New Relic: Offers managed full-stack observability with a unified UI"}, {"id": "mai-20260917-0816-smoke|c90-l3|meta-small|Splunk Observability Cloud", "prompt": "c90-l3", "model": "meta-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Splunk Observability Cloud: Provides APM and infrastructure monitoring"}, {"id": "mai-20260917-0816-smoke|c90-l3|meta-small|Parseable", "prompt": "c90-l3", "model": "meta-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Parseable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Parseable: Offers unified telemetry with customer-controlled storage"}, {"id": "mai-20260917-0816-smoke|c90-l3|meta-small|Grafana Cloud", "prompt": "c90-l3", "model": "meta-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Grafana Cloud: Provides a flexible and open-source observability platform"}, {"id": "mai-20260917-0816-smoke|c90-l3|meta-small|Metoro", "prompt": "c90-l3", "model": "meta-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Metoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Metoro: Offers eBPF auto-instrumentation, an AI SRE"}, {"id": "mai-20260917-0816-smoke|c90-l3|minimax-small|Datadog", "prompt": "c90-l3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Datadog** if you want the broadest integrations and fastest time-to-value"}, {"id": "mai-20260917-0816-smoke|c90-l3|minimax-small|Dynatrace", "prompt": "c90-l3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Dynatrace** if automated root-cause analysis in complex enterprises is priority"}, {"id": "mai-20260917-0816-smoke|c90-l3|minimax-small|New Relic", "prompt": "c90-l3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose New Relic** if pricing transparency and OpenTelemetry are key"}, {"id": "mai-20260917-0816-smoke|c90-l3|minimax-small|Splunk Observability Cloud", "prompt": "c90-l3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Splunk** if you need unified SIEM + observability"}, {"id": "mai-20260917-0816-smoke|c90-l3|minimax-small|Elastic Observability", "prompt": "c90-l3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Elastic** if you need deployment flexibility and open-source alignment"}, {"id": "mai-20260917-0816-smoke|c90-l3|mistral-small|Datadog", "prompt": "c90-l3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Teams needing integrated, comprehensive observability with broad integration coverage."}, {"id": "mai-20260917-0816-smoke|c90-l3|mistral-small|Dynatrace", "prompt": "c90-l3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dynatrace leads in AI-driven root cause analysis."}, {"id": "mai-20260917-0816-smoke|c90-l3|mistral-small|Splunk Observability Cloud", "prompt": "c90-l3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong in log management (SPL query language), enterprise-grade scalability, and deep integrations."}, {"id": "mai-20260917-0816-smoke|c90-l3|mistral-small|New Relic", "prompt": "c90-l3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Startups and growing teams wanting a unified UI and managed full-stack observability."}, {"id": "mai-20260917-0816-smoke|c90-l3|mistral-small|Grafana Cloud (Grafana Labs)", "prompt": "c90-l3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud (Grafana Labs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong in open-source (Loki, Tempo, Mimir), no vendor lock-in, and cost-effective"}, {"id": "mai-20260917-0816-smoke|c90-l3|mistral-small|Parseable", "prompt": "c90-l3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Parseable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Unified telemetry with customer-controlled storage."}, {"id": "mai-20260917-0816-smoke|c90-l3|mistral-small|Cribl Stream", "prompt": "c90-l3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Cribl Stream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Focus on data routing and pipeline flexibility, not a full observability suite."}, {"id": "mai-20260917-0816-smoke|c90-l3|moonshot-small|Datadog", "prompt": "c90-l3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market Position**: Market leader (51.82% market share)... **Choose Datadog** if you want fastest setup, most integrations"}, {"id": "mai-20260917-0816-smoke|c90-l3|moonshot-small|Dynatrace", "prompt": "c90-l3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Premium enterprise leader (13 consecutive years as Gartner Leader)... AI/Automation | **Excellent** (Davis AI)"}, {"id": "mai-20260917-0816-smoke|c90-l3|moonshot-small|Splunk Observability Cloud", "prompt": "c90-l3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Splunk** if security and log analytics are primary concerns"}, {"id": "mai-20260917-0816-smoke|c90-l3|moonshot-small|New Relic", "prompt": "c90-l3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose New Relic** if you prefer consumption-based pricing and have budget constraints"}, {"id": "mai-20260917-0816-smoke|c90-l3|moonshot-small|AppDynamics", "prompt": "c90-l3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose AppDynamics** if deep application code profiling is critical"}, {"id": "mai-20260917-0816-smoke|c90-l3|moonshot-small|Grafana Labs (LGTM Stack)", "prompt": "c90-l3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Labs (LGTM Stack)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Grafana** if you want open-source flexibility and lower costs"}, {"id": "mai-20260917-0816-smoke|c90-l3|openai-small|Datadog", "prompt": "c90-l3", "model": "openai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Want the broadest enterprise SaaS default? → Datadog"}, {"id": "mai-20260917-0816-smoke|c90-l3|openai-small|Dynatrace", "prompt": "c90-l3", "model": "openai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Want the most automated AI-driven root cause analysis? → Dynatrace"}, {"id": "mai-20260917-0816-smoke|c90-l3|openai-small|New Relic", "prompt": "c90-l3", "model": "openai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want broad observability with strong analytics and OpenTelemetry? → New Relic"}, {"id": "mai-20260917-0816-smoke|c90-l3|openai-small|Splunk Observability Cloud", "prompt": "c90-l3", "model": "openai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already use Splunk or have heavy hybrid-cloud/search needs? → Splunk Observability"}, {"id": "mai-20260917-0816-smoke|c90-l3|openai-small|Grafana Cloud / Grafana Enterprise", "prompt": "c90-l3", "model": "openai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud / Grafana Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want open, flexible, platform-team control? → Grafana"}, {"id": "mai-20260917-0816-smoke|c90-l3|openai-small|Elastic Observability", "prompt": "c90-l3", "model": "openai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Log/search-centric or already on Elastic? → Elastic"}, {"id": "mai-20260917-0816-smoke|c90-l3|openai-small|Honeycomb", "prompt": "c90-l3", "model": "openai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Need deep debugging on high-cardinality distributed systems? → Honeycomb"}, {"id": "mai-20260917-0816-smoke|c90-l3|xai-small|Datadog", "prompt": "c90-l3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog for integration breadth; ... Broadest integrations (700+), cloud-native infra/APM/security"}, {"id": "mai-20260917-0816-smoke|c90-l3|xai-small|Dynatrace", "prompt": "c90-l3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Dynatrace for AI automation in complex enterprises; ... tops Gartner execution/vision"}, {"id": "mai-20260917-0816-smoke|c90-l3|xai-small|New Relic", "prompt": "c90-l3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "New Relic/Grafana for budget-conscious growth"}, {"id": "mai-20260917-0816-smoke|c90-l3|xai-small|Splunk Observability Cloud", "prompt": "c90-l3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Splunk if logs/security dominate"}, {"id": "mai-20260917-0816-smoke|c90-l3|xai-small|Grafana Cloud / Labs", "prompt": "c90-l3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud / Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Grafana/New Relic often win on TCO"}, {"id": "mai-20260917-0816-smoke|c90-l3|xai-small|Chronosphere", "prompt": "c90-l3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Chronosphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leaders include Dynatrace, New Relic, Splunk, Datadog, and Chronosphere"}, {"id": "mai-20260917-0816-smoke|c90-l3|zai-small|Dynatrace", "prompt": "c90-l3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dynatrace excels at *automated, deterministic root‑cause isolation* for complex environments."}, {"id": "mai-20260917-0816-smoke|c90-l3|zai-small|Datadog", "prompt": "c90-l3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Breadth, speed, and plug‑and‑play** | Datadog"}, {"id": "mai-20260917-0816-smoke|c90-l3|zai-small|Splunk Observability", "prompt": "c90-l3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Log‑centric observability + SIEM convergence** | Splunk Observability"}, {"id": "mai-20260917-0816-smoke|c90-l3|zai-small|New Relic", "prompt": "c90-l3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Developer ergonomics and OpenTelemetry** | New Relic"}, {"id": "mai-20260917-0816-smoke|c90-l3|zai-small|Grafana Enterprise", "prompt": "c90-l3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Open‑source control and cost predictability** | Grafana Enterprise"}, {"id": "mai-20260917-0816-smoke|c90-l3|zai-small|Elastic (Elastic Observability)", "prompt": "c90-l3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Elastic (Elastic Observability)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**On‑prem flexibility and maximum control** | Elastic (Elastic Observability)"}, {"id": "mai-20260917-0816-smoke|c90-l4|alibaba-small|Splunk Observability Cloud", "prompt": "c90-l4", "model": "alibaba-small", "cat": "observability-platforms", "variant": "budget", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendations are **Splunk Observability Cloud** (for managed SaaS)"}, {"id": "mai-20260917-0816-smoke|c90-l4|alibaba-small|Grafana with a Self-Hosted Stack", "prompt": "c90-l4", "model": "alibaba-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana with a Self-Hosted Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Grafana with a Self-Hosted Stack** (for absolute budget control)"}, {"id": "mai-20260917-0816-smoke|c90-l4|alibaba-small|Datadog", "prompt": "c90-l4", "model": "alibaba-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Datadog (High Risk):** ... frequently cited in enterprise reviews for **unpredictable costing**"}, {"id": "mai-20260917-0816-smoke|c90-l4|alibaba-small|Dynatrace", "prompt": "c90-l4", "model": "alibaba-small", "cat": "observability-platforms", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the baseline prices are significantly higher than competitors ... often unnecessary"}, {"id": "mai-20260917-0816-smoke|c90-l4|anthropic-small|New Relic", "prompt": "c90-l4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. New Relic** (if you have a smaller engineering team)\n\nNew Relic's no-per-host model wins on predictability"}, {"id": "mai-20260917-0816-smoke|c90-l4|anthropic-small|Splunk", "prompt": "c90-l4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Splunk offers predictable per-host pricing for infra and APM"}, {"id": "mai-20260917-0816-smoke|c90-l4|anthropic-small|Uptrace", "prompt": "c90-l4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ClickHouse-backed platforms like Uptrace and Better Stack have advantages in cost structure"}, {"id": "mai-20260917-0816-smoke|c90-l4|anthropic-small|Better Stack", "prompt": "c90-l4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ClickHouse-backed platforms like Uptrace and Better Stack have advantages in cost structure"}, {"id": "mai-20260917-0816-smoke|c90-l4|anthropic-small|Coralogix", "prompt": "c90-l4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Coralogix's ingest-based pricing decouples query volume from cost"}, {"id": "mai-20260917-0816-smoke|c90-l4|anthropic-small|Datadog", "prompt": "c90-l4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Key Warning on Datadog ... makes costs genuinely hard to predict ... bills have been seen landing at 5 to 10 times the entry-point estimate"}, {"id": "mai-20260917-0816-smoke|c90-l4|challenger-small|groundcover", "prompt": "c90-l4", "model": "challenger-small", "cat": "observability-platforms", "variant": "budget", "raw": "groundcover", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would choose **groundcover first**"}, {"id": "mai-20260917-0816-smoke|c90-l4|challenger-small|Uptrace", "prompt": "c90-l4", "model": "challenger-small", "cat": "observability-platforms", "variant": "budget", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Uptrace** is presented as the most cost-effective in the comparison, with no per-host or per-user fees"}, {"id": "mai-20260917-0816-smoke|c90-l4|challenger-small|New Relic", "prompt": "c90-l4", "model": "challenger-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**New Relic** is positioned as a strong choice because its pricing is based mainly on users and data ingest"}, {"id": "mai-20260917-0816-smoke|c90-l4|challenger-small|OpenObserve", "prompt": "c90-l4", "model": "challenger-small", "cat": "observability-platforms", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flat pricing/no month-end surprises is emphasized[17]"}, {"id": "mai-20260917-0816-smoke|c90-l4|challenger-small|Datadog", "prompt": "c90-l4", "model": "challenger-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Less evidence in the results here about enterprise breadth versus Datadog"}, {"id": "mai-20260917-0816-smoke|c90-l4|deepseek-small|Datadog", "prompt": "c90-l4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Datadog has the weakest cost predictability... It's explicitly the wrong choice when forecastability is your #1 requirement."}, {"id": "mai-20260917-0816-smoke|c90-l4|deepseek-small|Dynatrace", "prompt": "c90-l4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Per-host/usage (Datadog, Dynatrace) ... Lowest — bills can spike wildly during incidents"}, {"id": "mai-20260917-0816-smoke|c90-l4|deepseek-small|New Relic", "prompt": "c90-l4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caveat: per-seat pricing \"punishes\" large orgs — you pay for thousands of seats before ingesting a byte"}, {"id": "mai-20260917-0816-smoke|c90-l4|deepseek-small|Grafana Cloud", "prompt": "c90-l4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Grafana Cloud (flat per-seat tiers) is the strongest mainstream recommendation"}, {"id": "mai-20260917-0816-smoke|c90-l4|deepseek-small|Chronosphere", "prompt": "c90-l4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "Chronosphere", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Caveat: per-seat pricing \"punishes\" large orgs"}, {"id": "mai-20260917-0816-smoke|c90-l4|deepseek-small|groundcover", "prompt": "c90-l4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "groundcover", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "groundcover offers the most bulletproof predictable bill"}, {"id": "mai-20260917-0816-smoke|c90-l4|google-small|New Relic", "prompt": "c90-l4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms like New Relic charge up to $349/month per Full Platform user... over **$4.1 million per year just in seat licenses**"}, {"id": "mai-20260917-0816-smoke|c90-l4|google-small|Datadog", "prompt": "c90-l4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms like Datadog ... charge heavily per host, per container, and especially per \"custom metric\" (high cardinality), leading to highly volatile, unpredictable bills."}, {"id": "mai-20260917-0816-smoke|c90-l4|google-small|Coralogix", "prompt": "c90-l4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "Coralogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Coralogix (Best Overall for Predictable Full-Stack Telemetry)"}, {"id": "mai-20260917-0816-smoke|c90-l4|google-small|Honeycomb", "prompt": "c90-l4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Honeycomb (Best for Developer-First & Tracing-Heavy Teams)"}, {"id": "mai-20260917-0816-smoke|c90-l4|google-small|Observe Inc.", "prompt": "c90-l4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "Observe Inc.", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Observe Inc. (Best for Snowflake/Data-Lake Native Enterprises)"}, {"id": "mai-20260917-0816-smoke|c90-l4|google-small|SigNoz", "prompt": "c90-l4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "self-hosting at a \"thousands of users\" scale is not actually free. You must account for the **SRE headcount**"}, {"id": "mai-20260917-0816-smoke|c90-l4|google-small|OpenObserve", "prompt": "c90-l4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "requires you to absorb the internal engineering operational overhead"}, {"id": "mai-20260917-0816-smoke|c90-l4|meta-small|groundcover", "prompt": "c90-l4", "model": "meta-small", "cat": "observability-platforms", "variant": "budget", "raw": "groundcover", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best observability platform for a large company that needs predictable total cost across thousands of users is groundcover."}, {"id": "mai-20260917-0816-smoke|c90-l4|meta-small|OpenObserve", "prompt": "c90-l4", "model": "meta-small", "cat": "observability-platforms", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include OpenObserve, which offers 60-90% savings versus Datadog or New Relic"}, {"id": "mai-20260917-0816-smoke|c90-l4|meta-small|Datadog", "prompt": "c90-l4", "model": "meta-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "60-90% savings versus Datadog or New Relic"}, {"id": "mai-20260917-0816-smoke|c90-l4|meta-small|New Relic", "prompt": "c90-l4", "model": "meta-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "60-90% savings versus Datadog or New Relic"}, {"id": "mai-20260917-0816-smoke|c90-l4|meta-small|CubeAPM", "prompt": "c90-l4", "model": "meta-small", "cat": "observability-platforms", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CubeAPM also offers a transparent pricing model of $0.15 per GB ingested."}, {"id": "mai-20260917-0816-smoke|c90-l4|minimax-small|groundcover", "prompt": "c90-l4", "model": "minimax-small", "cat": "observability-platforms", "variant": "budget", "raw": "groundcover", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**groundcover** — Best for maximum cost predictability"}, {"id": "mai-20260917-0816-smoke|c90-l4|minimax-small|Netdata", "prompt": "c90-l4", "model": "minimax-small", "cat": "observability-platforms", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**groundcover** or **Netdata** offer the most predictable models"}, {"id": "mai-20260917-0816-smoke|c90-l4|minimax-small|Dynatrace", "prompt": "c90-l4", "model": "minimax-small", "cat": "observability-platforms", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, uses host-hour, memory-GiB-hour, and pod-hour billing — can scale unpredictably in dynamic environments"}, {"id": "mai-20260917-0816-smoke|c90-l4|minimax-small|Observe", "prompt": "c90-l4", "model": "minimax-small", "cat": "observability-platforms", "variant": "budget", "raw": "Observe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides predictability through committed contracts, but still volume-based"}, {"id": "mai-20260917-0816-smoke|c90-l4|mistral-small|groundcover", "prompt": "c90-l4", "model": "mistral-small", "cat": "observability-platforms", "variant": "budget", "raw": "groundcover", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "groundcover is the strongest choice due to its flat per-node pricing"}, {"id": "mai-20260917-0816-smoke|c90-l4|mistral-small|Coralogix", "prompt": "c90-l4", "model": "mistral-small", "cat": "observability-platforms", "variant": "budget", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coralogix is a close second if you prefer a SaaS model with transparent per-GB pricing"}, {"id": "mai-20260917-0816-smoke|c90-l4|mistral-small|Datadog", "prompt": "c90-l4", "model": "mistral-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "use more complex, consumption-based models that can become unpredictable... making them less ideal for strict cost control at scale"}, {"id": "mai-20260917-0816-smoke|c90-l4|mistral-small|New Relic", "prompt": "c90-l4", "model": "mistral-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "use more complex, consumption-based models that can become unpredictable... making them less ideal for strict cost control at scale"}, {"id": "mai-20260917-0816-smoke|c90-l4|moonshot-small|Coralogix", "prompt": "c90-l4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "Coralogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is **Coralogix**"}, {"id": "mai-20260917-0816-smoke|c90-l4|moonshot-small|New Relic", "prompt": "c90-l4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid New Relic and Datadog** for this specific use case"}, {"id": "mai-20260917-0816-smoke|c90-l4|moonshot-small|Datadog", "prompt": "c90-l4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid New Relic and Datadog** for this specific use case"}, {"id": "mai-20260917-0816-smoke|c90-l4|moonshot-small|Grafana Enterprise (self-hosted)", "prompt": "c90-l4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Enterprise (self-hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid | **Grafana Enterprise (self-hosted)** | Priced **per user**"}, {"id": "mai-20260917-0816-smoke|c90-l4|moonshot-small|Grafana Cloud", "prompt": "c90-l4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Grafana Cloud** only if your top priority is open-source compatibility/OpenTelemetry"}, {"id": "mai-20260917-0816-smoke|c90-l4|moonshot-small|Groundcover", "prompt": "c90-l4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "Groundcover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Alternative Worth Considering... However, as a newer vendor, it may lack the enterprise breadth"}, {"id": "mai-20260917-0816-smoke|c90-l4|openai-small|Grafana Cloud / Grafana Enterprise", "prompt": "c90-l4", "model": "openai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud / Grafana Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Grafana Cloud / Grafana Enterprise**"}, {"id": "mai-20260917-0816-smoke|c90-l4|openai-small|New Relic", "prompt": "c90-l4", "model": "openai-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong alternative is **New Relic**"}, {"id": "mai-20260917-0816-smoke|c90-l4|openai-small|Datadog", "prompt": "c90-l4", "model": "openai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "I\\u2019d **avoid recommending Datadog** for this specific requirement"}, {"id": "mai-20260917-0816-smoke|c90-l4|xai-small|groundcover", "prompt": "c90-l4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "groundcover", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: groundcover (Best for Ultimate Predictability)**"}, {"id": "mai-20260917-0816-smoke|c90-l4|xai-small|Dynatrace", "prompt": "c90-l4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Alternative: Dynatrace (Best for Proven Enterprise Scale)**"}, {"id": "mai-20260917-0816-smoke|c90-l4|xai-small|Datadog", "prompt": "c90-l4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Bills grow 30–60% YoY from ingest/cardinality; modular = surprise add-ons | Poor"}, {"id": "mai-20260917-0816-smoke|c90-l4|xai-small|New Relic", "prompt": "c90-l4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Directly scales with users/data volume | Terrible for 1K+ users"}, {"id": "mai-20260917-0816-smoke|c90-l4|xai-small|Grafana Enterprise", "prompt": "c90-l4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cardinality explodes costs in K8s/large setups | Moderate, but variable"}, {"id": "mai-20260917-0816-smoke|c90-l4|xai-small|Splunk", "prompt": "c90-l4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Logs/events unpredictable | Fair, but hybrid"}, {"id": "mai-20260917-0816-smoke|c90-l4|zai-small|Groundcover", "prompt": "c90-l4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Groundcover", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Groundcover** is the most cost‑predictable observability platform for a large organization"}, {"id": "mai-20260917-0816-smoke|c90-l4|zai-small|Dynatrace", "prompt": "c90-l4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dynatrace** is the next‑best choice because it also uses a per‑host (or per‑container) model"}, {"id": "mai-20260917-0816-smoke|c90-l4|zai-small|Observe", "prompt": "c90-l4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Observe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Observe** is a strong alternative"}, {"id": "mai-20260917-0816-smoke|c90-l4|zai-small|New Relic", "prompt": "c90-l4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per‑user fee can become costly at scale; per‑GB model reacts to data spikes."}, {"id": "mai-20260917-0816-smoke|c90-l4|zai-small|Datadog", "prompt": "c90-l4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the bill can become opaque once you enable multiple add‑ons"}, {"id": "mai-20260917-0816-smoke|c90-l4|zai-small|Splunk", "prompt": "c90-l4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not ideal for pure observability cost predictability"}, {"id": "mai-20260917-0816-smoke|c90-l5|anthropic-small|Datadog", "prompt": "c90-l5", "model": "anthropic-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The vendors most commonly evaluated in enterprise contexts (per recent 2026 assessments) include Datadog, New Relic, Dynatrace, Splunk, and Elastic"}, {"id": "mai-20260917-0816-smoke|c90-l5|anthropic-small|New Relic", "prompt": "c90-l5", "model": "anthropic-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Datadog, New Relic, Dynatrace, Splunk, and Elastic"}, {"id": "mai-20260917-0816-smoke|c90-l5|anthropic-small|Dynatrace", "prompt": "c90-l5", "model": "anthropic-small", "cat": "observability-platforms", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Datadog, New Relic, Dynatrace, Splunk, and Elastic"}, {"id": "mai-20260917-0816-smoke|c90-l5|anthropic-small|Splunk", "prompt": "c90-l5", "model": "anthropic-small", "cat": "observability-platforms", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Datadog, New Relic, Dynatrace, Splunk, and Elastic"}, {"id": "mai-20260917-0816-smoke|c90-l5|anthropic-small|Elastic", "prompt": "c90-l5", "model": "anthropic-small", "cat": "observability-platforms", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Datadog, New Relic, Dynatrace, Splunk, and Elastic\\u2014but your specific requirements may heavily weight different capabilities."}, {"id": "mai-20260917-0816-smoke|c90-l5|deepseek-small|Datadog", "prompt": "c90-l5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–4 vendors (e.g., Datadog, Grafana, New Relic, Splunk Observability, or OTel-native platforms like Last9/Chronosphere depending on your stack)."}, {"id": "mai-20260917-0816-smoke|c90-l5|deepseek-small|Grafana", "prompt": "c90-l5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3–4 vendors (e.g., Datadog, Grafana, New Relic, Splunk Observability..."}, {"id": "mai-20260917-0816-smoke|c90-l5|deepseek-small|Prometheus", "prompt": "c90-l5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "existing tools (Datadog, Grafana, Prometheus, PagerDuty/Slack for alerting)"}, {"id": "mai-20260917-0816-smoke|c90-l5|deepseek-small|New Relic", "prompt": "c90-l5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3–4 vendors (e.g., Datadog, Grafana, New Relic, Splunk Observability"}, {"id": "mai-20260917-0816-smoke|c90-l5|deepseek-small|Splunk Observability", "prompt": "c90-l5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "Splunk Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Splunk Observability, or OTel-native platforms like Last9/Chronosphere"}, {"id": "mai-20260917-0816-smoke|c90-l5|deepseek-small|Last9", "prompt": "c90-l5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "Last9", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "OTel-native platforms like Last9/Chronosphere depending on your stack"}, {"id": "mai-20260917-0816-smoke|c90-l5|deepseek-small|Chronosphere", "prompt": "c90-l5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "Chronosphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "OTel-native platforms like Last9/Chronosphere depending on your stack"}, {"id": "mai-20260917-0816-smoke|c90-l5|meta-small|OpenObserve", "prompt": "c90-l5", "model": "meta-small", "cat": "observability-platforms", "variant": "scale", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some potential observability platforms to consider based on the search results include: **OpenObserve**"}, {"id": "mai-20260917-0816-smoke|c90-l5|meta-small|OneUptime", "prompt": "c90-l5", "model": "meta-small", "cat": "observability-platforms", "variant": "scale", "raw": "OneUptime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides comprehensive monitoring, incident management, and observability with SOC 2 Type II compliance"}, {"id": "mai-20260917-0816-smoke|c90-l5|meta-small|Grafana Cloud", "prompt": "c90-l5", "model": "meta-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers AI-powered full-stack observability with enterprise-grade security and compliance"}, {"id": "mai-20260917-0816-smoke|c90-l5|meta-small|Confident AI", "prompt": "c90-l5", "model": "meta-small", "cat": "observability-platforms", "variant": "scale", "raw": "Confident AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Specializes in LLM (Large Language Model) observability with features like evaluation-first monitoring, SSO, RBAC, and audit controls"}, {"id": "mai-20260917-0816-smoke|c90-l5|mistral-small|Prometheus", "prompt": "c90-l5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Ensure the platform covers all three pillars (e.g., Prometheus, Fluentd, Jaeger)."}, {"id": "mai-20260917-0816-smoke|c90-l5|mistral-small|Fluentd", "prompt": "c90-l5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Fluentd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "covers all three pillars (e.g., Prometheus, Fluentd, Jaeger)"}, {"id": "mai-20260917-0816-smoke|c90-l5|mistral-small|Jaeger", "prompt": "c90-l5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Jaeger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "covers all three pillars (e.g., Prometheus, Fluentd, Jaeger)"}, {"id": "mai-20260917-0816-smoke|c90-l5|mistral-small|Datadog", "prompt": "c90-l5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Datadog** | Full-stack, ease of use | Yes | SAML/SCIM | Per host/per million logs |"}, {"id": "mai-20260917-0816-smoke|c90-l5|mistral-small|New Relic", "prompt": "c90-l5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **New Relic** | Full-stack, APM focus | Yes | SAML/SCIM |"}, {"id": "mai-20260917-0816-smoke|c90-l5|mistral-small|Dynatrace", "prompt": "c90-l5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Dynatrace** | AI-powered, auto-discovery | Yes |"}, {"id": "mai-20260917-0816-smoke|c90-l5|mistral-small|Grafana Cloud", "prompt": "c90-l5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Grafana Cloud** | Open-source, cost-effective | Yes |"}, {"id": "mai-20260917-0816-smoke|c90-l5|mistral-small|Elastic Observability", "prompt": "c90-l5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Elastic Observability** | Elasticsearch-based, flexible | Yes |"}, {"id": "mai-20260917-0816-smoke|c90-l5|mistral-small|Splunk Observability", "prompt": "c90-l5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Splunk Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Splunk Observability** | Logs + metrics + traces | Yes |"}, {"id": "mai-20260917-0816-smoke|c90-l5|moonshot-small|Datadog", "prompt": "c90-l5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Datadog** | Breadth of integrations, multi-cloud | SaaS only"}, {"id": "mai-20260917-0816-smoke|c90-l5|moonshot-small|Dynatrace", "prompt": "c90-l5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Dynatrace** | AI-driven root cause, enterprise scale | SaaS or managed"}, {"id": "mai-20260917-0816-smoke|c90-l5|moonshot-small|New Relic", "prompt": "c90-l5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**New Relic** | Cost efficiency, ingestion pricing | SaaS only"}, {"id": "mai-20260917-0816-smoke|c90-l5|moonshot-small|OpenObserve", "prompt": "c90-l5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**OpenObserve** | Data sovereignty, 60-90% cost savings"}, {"id": "mai-20260917-0816-smoke|c90-l5|moonshot-small|Grafana Cloud", "prompt": "c90-l5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Grafana Cloud** | Open source flexibility, vendor neutrality"}, {"id": "mai-20260917-0816-smoke|c90-l5|openai-small|Datadog", "prompt": "c90-l5", "model": "openai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "vendor evaluation checklist / RFP template you can send to Datadog, Dynatrace, New Relic, Grafana, Splunk, or another platform"}, {"id": "mai-20260917-0816-smoke|c90-l5|openai-small|Dynatrace", "prompt": "c90-l5", "model": "openai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "you can send to Datadog, Dynatrace, New Relic, Grafana, Splunk, or another platform"}, {"id": "mai-20260917-0816-smoke|c90-l5|openai-small|New Relic", "prompt": "c90-l5", "model": "openai-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "you can send to Datadog, Dynatrace, New Relic, Grafana, Splunk, or another platform"}, {"id": "mai-20260917-0816-smoke|c90-l5|openai-small|Grafana", "prompt": "c90-l5", "model": "openai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you can send to Datadog, Dynatrace, New Relic, Grafana, Splunk, or another platform"}, {"id": "mai-20260917-0816-smoke|c90-l5|openai-small|Splunk", "prompt": "c90-l5", "model": "openai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you can send to Datadog, Dynatrace, New Relic, Grafana, Splunk, or another platform"}, {"id": "mai-20260917-0816-smoke|c90-l5|xai-small|Datadog", "prompt": "c90-l5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Shortlist**: Datadog (breadth), Dynatrace (AI/scale), Grafana Cloud (cost/open), Splunk/New Relic (logs)."}, {"id": "mai-20260917-0816-smoke|c90-l5|xai-small|Dynatrace", "prompt": "c90-l5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dynatrace (AI/scale)"}, {"id": "mai-20260917-0816-smoke|c90-l5|xai-small|New Relic", "prompt": "c90-l5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Splunk/New Relic (logs)"}, {"id": "mai-20260917-0816-smoke|c90-l5|xai-small|Splunk Observability", "prompt": "c90-l5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Splunk Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Splunk/New Relic (logs)"}, {"id": "mai-20260917-0816-smoke|c90-l5|xai-small|Grafana Cloud", "prompt": "c90-l5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Grafana Cloud (cost/open)"}, {"id": "mai-20260917-0816-smoke|c90-l5|xai-small|Elastic", "prompt": "c90-l5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Grafana Cloud, and Elastic are commonly used by similar-sized enterprises"}, {"id": "mai-20260917-0816-smoke|c90-l5|xai-small|OpenObserve", "prompt": "c90-l5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., OpenObserve claims enterprise multi-tenancy"}, {"id": "mai-20260917-0816-smoke|c90-l5|xai-small|Honeycomb", "prompt": "c90-l5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| Per series/events | High-cardinality friendly | Complex calcs | Grafana, Honeycomb |"}, {"id": "mai-20260917-0816-smoke|c90-l5|xai-small|Sumo Logic", "prompt": "c90-l5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| Credits/workload | Logs-heavy | Opaque scaling | Splunk, Sumo Logic |"}, {"id": "mai-20260917-0816-smoke|c90-l5|xai-small|Coralogix", "prompt": "c90-l5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "vendor trust portals (e.g., Grafana, Coralogix SOC 2 confirmed)"}, {"id": "mai-20260917-0816-smoke|c90-l6|alibaba-small|Splunk", "prompt": "c90-l6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "frequently cited as a poor fit for pure Application Performance Monitoring (APM) and logging in large enterprises due to economic reasons"}, {"id": "mai-20260917-0816-smoke|c90-l6|alibaba-small|Self-Hosted Prometheus", "prompt": "c90-l6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Self-Hosted Prometheus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid self-hosting raw Prometheus for long-term global storage."}, {"id": "mai-20260917-0816-smoke|c90-l6|alibaba-small|Grafana Cloud", "prompt": "c90-l6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use a managed service (like Grafana Cloud, Chronosphere)"}, {"id": "mai-20260917-0816-smoke|c90-l6|alibaba-small|Chronosphere", "prompt": "c90-l6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Chronosphere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use a managed service (like Grafana Cloud, Chronosphere)"}, {"id": "mai-20260917-0816-smoke|c90-l6|alibaba-small|Thanos/Cortex/VictoriaMetrics", "prompt": "c90-l6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Thanos/Cortex/VictoriaMetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a specialized partner solution (Thanos/Cortex/VictoriaMetrics) if you must stay on-prem"}, {"id": "mai-20260917-0816-smoke|c90-l6|alibaba-small|New Relic", "prompt": "c90-l6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Use cautiously if you have variable workloads and tight budget predictability requirements."}, {"id": "mai-20260917-0816-smoke|c90-l6|alibaba-small|Datadog", "prompt": "c90-l6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Do not avoid it, but **do not deploy it without a cost-governance policy.**"}, {"id": "mai-20260917-0816-smoke|c90-l6|challenger-small|Datadog", "prompt": "c90-l6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "strong breadth, but it is **SaaS-only** and is repeatedly flagged for **high cost** and **vendor lock-in** concerns"}, {"id": "mai-20260917-0816-smoke|c90-l6|challenger-small|New Relic", "prompt": "c90-l6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "also **SaaS-only**, so it is a poor fit if telemetry must stay inside your network"}, {"id": "mai-20260917-0816-smoke|c90-l6|challenger-small|Splunk Observability Cloud", "prompt": "c90-l6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is also listed as **SaaS-only** ... may be unsuitable when self-hosting or strict network isolation is mandatory"}, {"id": "mai-20260917-0816-smoke|c90-l6|challenger-small|Dynatrace", "prompt": "c90-l6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the caution is that its newer AI/analytics features may rely on a **cloud back end**"}, {"id": "mai-20260917-0816-smoke|c90-l6|deepseek-small|Datadog", "prompt": "c90-l6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the ones to approach with the most caution are those with the most complex, unpredictable, multi-dimensional pricing (Datadog especially)"}, {"id": "mai-20260917-0816-smoke|c90-l6|deepseek-small|Dynatrace", "prompt": "c90-l6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution because: total cost of ownership is genuinely hard to forecast"}, {"id": "mai-20260917-0816-smoke|c90-l6|deepseek-small|New Relic", "prompt": "c90-l6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its pricing can flip from cheap to very expensive ... hard to forecast for a large, sprawling org"}, {"id": "mai-20260917-0816-smoke|c90-l6|deepseek-small|Prometheus", "prompt": "c90-l6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider build/self-hosted options (Prometheus, Thanos, Grafana Mimir/Loki/Tempo) for cost control"}, {"id": "mai-20260917-0816-smoke|c90-l6|deepseek-small|Thanos", "prompt": "c90-l6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Thanos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider build/self-hosted options (Prometheus, Thanos, Grafana Mimir/Loki/Tempo) for cost control"}, {"id": "mai-20260917-0816-smoke|c90-l6|deepseek-small|Grafana Mimir/Loki/Tempo", "prompt": "c90-l6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana Mimir/Loki/Tempo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider build/self-hosted options (Prometheus, Thanos, Grafana Mimir/Loki/Tempo) for cost control"}, {"id": "mai-20260917-0816-smoke|c90-l6|deepseek-small|Chronosphere", "prompt": "c90-l6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Chronosphere", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Chronosphere is frequently cited as cost-optimized for high-volume enterprises"}, {"id": "mai-20260917-0816-smoke|c90-l6|google-small|Datadog", "prompt": "c90-l6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Vendors to approach with caution: Datadog, Splunk"}, {"id": "mai-20260917-0816-smoke|c90-l6|google-small|Splunk", "prompt": "c90-l6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Highly powerful for enterprise security (SIEM) and log management, but historically **incredibly expensive for log ingestion**"}, {"id": "mai-20260917-0816-smoke|c90-l6|google-small|Cisco (Splunk & AppDynamics)", "prompt": "c90-l6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Cisco (Splunk & AppDynamics)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Vendors to approach with caution: Cisco (Splunk & AppDynamics), New Relic"}, {"id": "mai-20260917-0816-smoke|c90-l6|google-small|New Relic", "prompt": "c90-l6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "New Relic has aggressively pushed its consumption-based pricing tied to \"Full Platform Users\"... can become highly restrictive and costly"}, {"id": "mai-20260917-0816-smoke|c90-l6|google-small|Grafana", "prompt": "c90-l6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you do utilize different backends (such as Grafana for metrics and Elasticsearch for logs)"}, {"id": "mai-20260917-0816-smoke|c90-l6|google-small|Elasticsearch", "prompt": "c90-l6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Elasticsearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "such as Grafana for metrics and Elasticsearch for logs"}, {"id": "mai-20260917-0816-smoke|c90-l6|meta-small|Dynatrace", "prompt": "c90-l6", "model": "meta-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some examples of observability platforms that may be suitable for large enterprises include: 1. Dynatrace"}, {"id": "mai-20260917-0816-smoke|c90-l6|meta-small|Datadog", "prompt": "c90-l6", "model": "meta-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Dynatrace, Datadog, and Splunk Observability Cloud, which offer AI-driven troubleshooting"}, {"id": "mai-20260917-0816-smoke|c90-l6|meta-small|Splunk Observability Cloud", "prompt": "c90-l6", "model": "meta-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Dynatrace, Datadog, and Splunk Observability Cloud, which offer AI-driven troubleshooting and other advanced features"}, {"id": "mai-20260917-0816-smoke|c90-l6|meta-small|Cribl", "prompt": "c90-l6", "model": "meta-small", "cat": "observability-platforms", "variant": "negative", "raw": "Cribl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "may be suitable for large enterprises include: ... 4. Cribl"}, {"id": "mai-20260917-0816-smoke|c90-l6|meta-small|Acceldata", "prompt": "c90-l6", "model": "meta-small", "cat": "observability-platforms", "variant": "negative", "raw": "Acceldata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "may be suitable for large enterprises include: ... 5. Acceldata"}, {"id": "mai-20260917-0816-smoke|c90-l6|minimax-small|Datadog", "prompt": "c90-l6", "model": "minimax-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Cost escalations**: Complex usage-based pricing often leads to unexpected overages"}, {"id": "mai-20260917-0816-smoke|c90-l6|minimax-small|Splunk", "prompt": "c90-l6", "model": "minimax-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Per-GB pricing**: Creates significant budget unpredictability"}, {"id": "mai-20260917-0816-smoke|c90-l6|minimax-small|Dynatrace", "prompt": "c90-l6", "model": "minimax-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Opaque pricing**: Becomes complex at larger scales"}, {"id": "mai-20260917-0816-smoke|c90-l6|minimax-small|New Relic", "prompt": "c90-l6", "model": "minimax-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Query limitations**: NRQL has complex builder and regex limitations"}, {"id": "mai-20260917-0816-smoke|c90-l6|mistral-small|Splunk Observability", "prompt": "c90-l6", "model": "mistral-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk Observability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools that are optimized for small businesses or simple architectures may not scale effectively for large enterprises with distributed, microservices-based systems_--_Splunk_Observability"}, {"id": "mai-20260917-0816-smoke|c90-l6|mistral-small|Datadog", "prompt": "c90-l6", "model": "mistral-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "should prioritize platforms with strong OpenTelemetry integration, proven scalability, transparent pricing, and robust AI/ML capabilities—such as Datadog, Dynatrace, Grafana Enterprise, or New Relic"}, {"id": "mai-20260917-0816-smoke|c90-l6|mistral-small|Dynatrace", "prompt": "c90-l6", "model": "mistral-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "such as Datadog, Dynatrace, Grafana Enterprise, or New Relic"}, {"id": "mai-20260917-0816-smoke|c90-l6|mistral-small|Grafana Enterprise", "prompt": "c90-l6", "model": "mistral-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "such as Datadog, Dynatrace, Grafana Enterprise, or New Relic"}, {"id": "mai-20260917-0816-smoke|c90-l6|mistral-small|New Relic", "prompt": "c90-l6", "model": "mistral-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "such as Datadog, Dynatrace, Grafana Enterprise, or New Relic"}, {"id": "mai-20260917-0816-smoke|c90-l6|moonshot-small|Datadog", "prompt": "c90-l6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Datadog and Dynatrace demand extreme cost scrutiny"}, {"id": "mai-20260917-0816-smoke|c90-l6|moonshot-small|Splunk Observability Cloud", "prompt": "c90-l6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Splunk Observability requires contract safeguards against overages"}, {"id": "mai-20260917-0816-smoke|c90-l6|moonshot-small|AppDynamics (Cisco)", "prompt": "c90-l6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "AppDynamics (Cisco)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "AppDynamics is increasingly a legacy play"}, {"id": "mai-20260917-0816-smoke|c90-l6|moonshot-small|Dynatrace", "prompt": "c90-l6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Premium pricing: Typically 1.2–1.5x the cost of equivalent New Relic deployments"}, {"id": "mai-20260917-0816-smoke|c90-l6|moonshot-small|New Relic", "prompt": "c90-l6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "1.2–1.5x the cost of equivalent New Relic deployments"}, {"id": "mai-20260917-0816-smoke|c90-l6|openai-small|Datadog", "prompt": "c90-l6", "model": "openai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise buyers should watch for **usage-based cost growth**, especially as logs, traces, and high-cardinality data expand"}, {"id": "mai-20260917-0816-smoke|c90-l6|openai-small|Splunk Observability / Cisco Systems (Splunk)", "prompt": "c90-l6", "model": "openai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk Observability / Cisco Systems (Splunk)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise reviews frequently mention **complex adoption, steep learning curve, and high pricing**"}, {"id": "mai-20260917-0816-smoke|c90-l6|openai-small|Honeycomb", "prompt": "c90-l6", "model": "openai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Honeycomb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprises should be cautious if they need broad conventional monitoring, strict data control, or very large-scale cost predictability"}, {"id": "mai-20260917-0816-smoke|c90-l6|openai-small|New Relic", "prompt": "c90-l6", "model": "openai-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "large enterprises should carefully model **cost at scale** and governance needs"}, {"id": "mai-20260917-0816-smoke|c90-l6|xai-small|Datadog", "prompt": "c90-l6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**When to Avoid**: If your environment exceeds 200 hosts/containers or generates >100GB/day telemetry without strict sampling controls."}, {"id": "mai-20260917-0816-smoke|c90-l6|xai-small|Splunk (Observability Cloud/ITSI)", "prompt": "c90-l6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk (Observability Cloud/ITSI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**When to Avoid**: High-volume log-heavy workloads in global setups. Post-Cisco acquisition, integration lock-in has frustrated some users."}, {"id": "mai-20260917-0816-smoke|c90-l6|xai-small|Dynatrace", "prompt": "c90-l6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**When to Avoid**: Cost-sensitive orgs or those avoiding deep vendor lock-in (proprietary OneAgent)."}, {"id": "mai-20260917-0816-smoke|c90-l6|xai-small|New Relic", "prompt": "c90-l6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**When to Avoid**: Similar to Datadog for growing telemetry; recent ownership changes add uncertainty."}, {"id": "mai-20260917-0816-smoke|c90-l6|xai-small|Prometheus + Grafana (or LGTM: Loki/Grafana/Tempo/Mimir)", "prompt": "c90-l6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Prometheus + Grafana (or LGTM: Loki/Grafana/Tempo/Mimir)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**When to Avoid**: Without dedicated platform teams (5–10+ engineers)."}, {"id": "mai-20260917-0816-smoke|c90-l6|xai-small|ELK Stack (Elasticsearch/Logstash/Kibana)", "prompt": "c90-l6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "ELK Stack (Elasticsearch/Logstash/Kibana)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**When to Avoid**: Unless augmented (e.g., with OpenSearch forks); hidden costs rival SaaS bills."}, {"id": "mai-20260917-0816-smoke|c90-l6|xai-small|Chronosphere", "prompt": "c90-l6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Chronosphere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Test Leaders like Chronosphere (cost control for metrics cardinality)"}, {"id": "mai-20260917-0816-smoke|c90-l6|xai-small|Honeycomb", "prompt": "c90-l6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Honeycomb (high-cardinality friendly)"}, {"id": "mai-20260917-0816-smoke|c90-l6|xai-small|Groundcover", "prompt": "c90-l6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Groundcover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Groundcover (Kubernetes-focused, no per-GB) if avoiding above"}, {"id": "mai-20260917-0816-smoke|c90-l6|zai-small|Datadog", "prompt": "c90-l6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why Avoid:** The \"per-host\" minimums combined with log ingest overages ($0.40/GB) can cause costs to spiral 5x to 10x after a Proof of Concept (POC)."}, {"id": "mai-20260917-0816-smoke|c90-l6|zai-small|Splunk", "prompt": "c90-l6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Splunk’s volume-based pricing can lead to bill shock if you exceed indexing limits."}, {"id": "mai-20260917-0816-smoke|c90-l6|zai-small|Prometheus", "prompt": "c90-l6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Using a collection of disconnected tools (e.g., Prometheus for metrics, Loki for logs, Jaeger for traces) without a central platform to stitch them together."}, {"id": "mai-20260917-0816-smoke|c90-l6|zai-small|Loki", "prompt": "c90-l6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Loki", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "e.g., Prometheus for metrics, Loki for logs, Jaeger for traces) without a central platform to stitch them together"}, {"id": "mai-20260917-0816-smoke|c90-l6|zai-small|Jaeger", "prompt": "c90-l6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Jaeger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "e.g., Prometheus for metrics, Loki for logs, Jaeger for traces) without a central platform"}, {"id": "mai-20260917-0816-smoke|c90-l6|zai-small|AppDynamics", "prompt": "c90-l6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Legacy \"All-in-One\" Suites (e.g., older versions of AppDynamics) ... struggle to keep up with modern cloud-native architectures"}, {"id": "mai-20260917-0816-smoke|c90-m1|alibaba-small|Splunk", "prompt": "c90-m1", "model": "alibaba-small", "cat": "observability-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise giants (like Splunk or Dynatrace) are often too expensive and slow"}, {"id": "mai-20260917-0816-smoke|c90-m1|alibaba-small|Dynatrace", "prompt": "c90-m1", "model": "alibaba-small", "cat": "observability-platforms", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise giants (like Splunk or Dynatrace) are often too expensive and slow"}, {"id": "mai-20260917-0816-smoke|c90-m1|alibaba-small|Datadog", "prompt": "c90-m1", "model": "alibaba-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most mid-market startups, Datadog is the default choice."}, {"id": "mai-20260917-0816-smoke|c90-m1|alibaba-small|Coralogix", "prompt": "c90-m1", "model": "alibaba-small", "cat": "observability-platforms", "variant": "direct", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Cost-Control King: Coralogix ... Best for: Mid-market companies that are seeing massive data volume growth"}, {"id": "mai-20260917-0816-smoke|c90-m1|alibaba-small|New Relic", "prompt": "c90-m1", "model": "alibaba-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Predictable Option: New Relic ... great for B2B planning"}, {"id": "mai-20260917-0816-smoke|c90-m1|alibaba-small|Grafana Cloud", "prompt": "c90-m1", "model": "alibaba-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Grafana Cloud is becoming the favorite alternative"}, {"id": "mai-20260917-0816-smoke|c90-m1|anthropic-small|Datadog", "prompt": "c90-m1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Datadog** - Comprehensive, but can scale costs quickly; good all-in-one platform"}, {"id": "mai-20260917-0816-smoke|c90-m1|anthropic-small|New Relic", "prompt": "c90-m1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**New Relic** - Strong APM and infrastructure; flexible pricing models"}, {"id": "mai-20260917-0816-smoke|c90-m1|anthropic-small|Grafana Stack", "prompt": "c90-m1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Grafana Stack** - Open-source options available; cost-effective for observability"}, {"id": "mai-20260917-0816-smoke|c90-m1|anthropic-small|Elastic/ELK Stack", "prompt": "c90-m1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "Elastic/ELK Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Elastic/ELK Stack** - Good for logs and search; can be self-managed to control costs"}, {"id": "mai-20260917-0816-smoke|c90-m1|anthropic-small|Honeycomb", "prompt": "c90-m1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Honeycomb** - Excellent for events/tracing; good for modern architectures"}, {"id": "mai-20260917-0816-smoke|c90-m1|anthropic-small|Splunk", "prompt": "c90-m1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Splunk** - Mature but can be expensive; strong compliance features"}, {"id": "mai-20260917-0816-smoke|c90-m1|anthropic-small|Prometheus + Grafana", "prompt": "c90-m1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Prometheus + Grafana** - Open-source; requires more operational overhead"}, {"id": "mai-20260917-0816-smoke|c90-m1|challenger-small|Datadog", "prompt": "c90-m1", "model": "challenger-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **Datadog**"}, {"id": "mai-20260917-0816-smoke|c90-m1|challenger-small|New Relic", "prompt": "c90-m1", "model": "challenger-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**New Relic** is the strongest alternative for mid-market teams"}, {"id": "mai-20260917-0816-smoke|c90-m1|challenger-small|Grafana-based open-source stacks", "prompt": "c90-m1", "model": "challenger-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana-based open-source stacks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Grafana-based open-source stacks** if you have strong platform engineering resources"}, {"id": "mai-20260917-0816-smoke|c90-m1|challenger-small|Dynatrace", "prompt": "c90-m1", "model": "challenger-small", "cat": "observability-platforms", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is typically more enterprise-oriented than mid-market"}, {"id": "mai-20260917-0816-smoke|c90-m1|deepseek-small|New Relic", "prompt": "c90-m1", "model": "deepseek-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "New Relic — Best overall for mid-market"}, {"id": "mai-20260917-0816-smoke|c90-m1|deepseek-small|Datadog", "prompt": "c90-m1", "model": "deepseek-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datadog — Best if budget allows and you need breadth"}, {"id": "mai-20260917-0816-smoke|c90-m1|deepseek-small|Grafana Cloud (LGTM stack)", "prompt": "c90-m1", "model": "deepseek-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud (LGTM stack)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Grafana Cloud (LGTM stack) — Best for cost control & flexibility"}, {"id": "mai-20260917-0816-smoke|c90-m1|google-small|Honeycomb", "prompt": "c90-m1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for B2B SaaS (High Cardinality): **Honeycomb** ... Honeycomb is the industry leader."}, {"id": "mai-20260917-0816-smoke|c90-m1|google-small|New Relic", "prompt": "c90-m1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "New Relic is the strongest alternative to Datadog for mid-market companies"}, {"id": "mai-20260917-0816-smoke|c90-m1|google-small|Coralogix", "prompt": "c90-m1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coralogix is a top-tier mid-market contender."}, {"id": "mai-20260917-0816-smoke|c90-m1|google-small|Grafana Cloud", "prompt": "c90-m1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Open-Source Standard: **Grafana Cloud** ... is the go-to."}, {"id": "mai-20260917-0816-smoke|c90-m1|google-small|Datadog", "prompt": "c90-m1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "it is **often a trap for mid-market B2B companies**"}, {"id": "mai-20260917-0816-smoke|c90-m1|google-small|Prometheus", "prompt": "c90-m1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "rarely have a dozen dedicated SREs to spend their days maintaining open-source infrastructure (like vanilla Prometheus and Thanos)"}, {"id": "mai-20260917-0816-smoke|c90-m1|meta-small|New Relic", "prompt": "c90-m1", "model": "meta-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "New Relic: Known for its balanced features and predictable pricing, making it a good choice for mid-market companies."}, {"id": "mai-20260917-0816-smoke|c90-m1|meta-small|Datadog", "prompt": "c90-m1", "model": "meta-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Offers a wide range of features and is a market leader, but may be more expensive than other options."}, {"id": "mai-20260917-0816-smoke|c90-m1|meta-small|Uptrace", "prompt": "c90-m1", "model": "meta-small", "cat": "observability-platforms", "variant": "direct", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A cost-effective option that is suitable for mid-market companies looking to scale."}, {"id": "mai-20260917-0816-smoke|c90-m1|meta-small|Motadata ObserveOps", "prompt": "c90-m1", "model": "meta-small", "cat": "observability-platforms", "variant": "direct", "raw": "Motadata ObserveOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A good choice for mid-market teams running hybrid or on-prem estates, especially in regulated industries."}, {"id": "mai-20260917-0816-smoke|c90-m1|minimax-small|Datadog", "prompt": "c90-m1", "model": "minimax-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "most mid‑market B2B companies end up choosing between **Datadog** or **New Relic**"}, {"id": "mai-20260917-0816-smoke|c90-m1|minimax-small|New Relic", "prompt": "c90-m1", "model": "minimax-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "most mid‑market B2B companies end up choosing between **Datadog** or **New Relic**"}, {"id": "mai-20260917-0816-smoke|c90-m1|minimax-small|Dynatrace", "prompt": "c90-m1", "model": "minimax-small", "cat": "observability-platforms", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need the most advanced AI‑driven root‑cause analysis and have a larger budget."}, {"id": "mai-20260917-0816-smoke|c90-m1|minimax-small|Splunk", "prompt": "c90-m1", "model": "minimax-small", "cat": "observability-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already have a large Splunk deployment for security logging and want to unify observability."}, {"id": "mai-20260917-0816-smoke|c90-m1|minimax-small|Elastic (ELK Stack)", "prompt": "c90-m1", "model": "minimax-small", "cat": "observability-platforms", "variant": "direct", "raw": "Elastic (ELK Stack)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **Grafana + Prometheus + Loki** or a self‑managed **Elastic** deployment"}, {"id": "mai-20260917-0816-smoke|c90-m1|minimax-small|Grafana + Prometheus + Loki", "prompt": "c90-m1", "model": "minimax-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana + Prometheus + Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you have strong internal DevOps talent and prefer to control costs: consider **Grafana + Prometheus + Loki**"}, {"id": "mai-20260917-0816-smoke|c90-m1|minimax-small|AWS CloudWatch / Azure Monitor / GCP Operations", "prompt": "c90-m1", "model": "minimax-small", "cat": "observability-platforms", "variant": "direct", "raw": "AWS CloudWatch / Azure Monitor / GCP Operations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you’re fully on AWS, Azure, or GCP and don’t anticipate multi‑cloud needs, the native monitor can be the cheapest entry point."}, {"id": "mai-20260917-0816-smoke|c90-m1|mistral-small|New Relic", "prompt": "c90-m1", "model": "mistral-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often recommended for mid-market companies due to its balanced feature set and predictable pricing"}, {"id": "mai-20260917-0816-smoke|c90-m1|mistral-small|Datadog", "prompt": "c90-m1", "model": "mistral-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**New Relic** or **Datadog** are the top recommendations"}, {"id": "mai-20260917-0816-smoke|c90-m1|mistral-small|Sumo Logic", "prompt": "c90-m1", "model": "mistral-small", "cat": "observability-platforms", "variant": "direct", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for mid-market teams that want strong log analytics and SIEM capabilities, with flexible pricing models."}, {"id": "mai-20260917-0816-smoke|c90-m1|mistral-small|Motadata ObserveOps", "prompt": "c90-m1", "model": "mistral-small", "cat": "observability-platforms", "variant": "direct", "raw": "Motadata ObserveOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mid-market teams running hybrid or on-premises environments, especially in regulated industries"}, {"id": "mai-20260917-0816-smoke|c90-m1|moonshot-small|Datadog", "prompt": "c90-m1", "model": "moonshot-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most mid-market B2B SaaS companies end up choosing between **Datadog** and **New Relic**."}, {"id": "mai-20260917-0816-smoke|c90-m1|moonshot-small|New Relic", "prompt": "c90-m1", "model": "moonshot-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most mid-market B2B SaaS companies end up choosing between **Datadog** and **New Relic**."}, {"id": "mai-20260917-0816-smoke|c90-m1|moonshot-small|Dynatrace", "prompt": "c90-m1", "model": "moonshot-small", "cat": "observability-platforms", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best-in-class automation (Davis AI) and topology mapping... though it can be heavier to implement."}, {"id": "mai-20260917-0816-smoke|c90-m1|moonshot-small|Grafana Cloud", "prompt": "c90-m1", "model": "moonshot-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Grafana Cloud if you prefer open-source tooling, have Kubernetes-centric infrastructure"}, {"id": "mai-20260917-0816-smoke|c90-m1|moonshot-small|Honeycomb", "prompt": "c90-m1", "model": "moonshot-small", "cat": "observability-platforms", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for debugging distributed systems and understanding user-level events."}, {"id": "mai-20260917-0816-smoke|c90-m1|openai-small|New Relic", "prompt": "c90-m1", "model": "openai-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "New Relic is the best default observability platform for a mid-market B2B company"}, {"id": "mai-20260917-0816-smoke|c90-m1|openai-small|Grafana Cloud", "prompt": "c90-m1", "model": "openai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Grafana Cloud if you care most about cost control, openness, and flexibility."}, {"id": "mai-20260917-0816-smoke|c90-m1|openai-small|Datadog", "prompt": "c90-m1", "model": "openai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Datadog is still a strong choice, but it often becomes expensive as usage grows"}, {"id": "mai-20260917-0816-smoke|c90-m1|openai-small|Honeycomb", "prompt": "c90-m1", "model": "openai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Honeycomb if your team is very engineering-driven and strongly values fast debugging"}, {"id": "mai-20260917-0816-smoke|c90-m1|xai-small|New Relic", "prompt": "c90-m1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "New Relic often wins on price/performance for mid-size (3–5x cheaper than Datadog at scale)"}, {"id": "mai-20260917-0816-smoke|c90-m1|xai-small|Datadog", "prompt": "c90-m1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datadog for feature breadth; ... Bills can spike with high telemetry"}, {"id": "mai-20260917-0816-smoke|c90-m1|xai-small|Dynatrace", "prompt": "c90-m1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-driven root-cause analysis, complex/hybrid environments ... Most expensive"}, {"id": "mai-20260917-0816-smoke|c90-m1|xai-small|Grafana Cloud / LGTM Stack", "prompt": "c90-m1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud / LGTM Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open-source friendly, flexible, low-cost (~$49/mo); great for custom stacks but needs more setup."}, {"id": "mai-20260917-0816-smoke|c90-m1|xai-small|Motadata ObserveOps", "prompt": "c90-m1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Motadata ObserveOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Hybrid/on-prem B2B (e.g., regulated industries); affordable all-in-one for SMBs."}, {"id": "mai-20260917-0816-smoke|c90-m1|xai-small|Site24x7", "prompt": "c90-m1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Hybrid/on-prem B2B (e.g., regulated industries); affordable all-in-one for SMBs."}, {"id": "mai-20260917-0816-smoke|c90-m1|xai-small|Honeycomb", "prompt": "c90-m1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "High-cardinality debugging for dev-focused teams."}, {"id": "mai-20260917-0816-smoke|c90-m1|xai-small|Splunk", "prompt": "c90-m1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "avoid pure enterprise like Splunk unless logs/security dominate"}, {"id": "mai-20260917-0816-smoke|c90-m1|zai-small|Datadog", "prompt": "c90-m1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Datadog** — The Industry Leader ... #1 in mid-market specifically (40% adoption)"}, {"id": "mai-20260917-0816-smoke|c90-m1|zai-small|New Relic", "prompt": "c90-m1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **New Relic** — Best Value & Predictable Pricing"}, {"id": "mai-20260917-0816-smoke|c90-m1|zai-small|Grafana Cloud", "prompt": "c90-m1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Grafana Cloud** — Best Value/Price Ratio"}, {"id": "mai-20260917-0816-smoke|c90-m1|zai-small|Honeycomb", "prompt": "c90-m1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Honeycomb** — Best for Deep Debugging"}, {"id": "mai-20260917-0816-smoke|c90-m1|zai-small|Uptrace", "prompt": "c90-m1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. **Uptrace** — Cost-Effective Alternative"}, {"id": "mai-20260917-0816-smoke|c90-m1|zai-small|Motadata ObserveOps", "prompt": "c90-m1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Motadata ObserveOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you need on-prem capabilities, consider Grafana Cloud or Motadata ObserveOps"}, {"id": "mai-20260917-0816-smoke|c90-m1|zai-small|Sumo Logic", "prompt": "c90-m1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sumo Logic offers log analytics + SIEM in one platform"}, {"id": "mai-20260917-0816-smoke|c90-m2|alibaba-small|Datadog", "prompt": "c90-m2", "model": "alibaba-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog is widely considered the gold standard for full-stack monitoring... **If budget is less of a concern and you want speed to value:** Choose **Datadog**."}, {"id": "mai-20260917-0816-smoke|c90-m2|alibaba-small|New Relic", "prompt": "c90-m2", "model": "alibaba-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Value Alternative (Best for Cost/Depth balance): **New Relic**"}, {"id": "mai-20260917-0816-smoke|c90-m2|alibaba-small|Grafana Cloud", "prompt": "c90-m2", "model": "alibaba-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Flexible & Modern Choice: **Grafana Cloud**"}, {"id": "mai-20260917-0816-smoke|c90-m2|alibaba-small|Dynatrace", "prompt": "c90-m2", "model": "alibaba-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Often overkill and expensive for a mid-sized company. Implementation can be heavy."}, {"id": "mai-20260917-0816-smoke|c90-m2|anthropic-small|Middleware", "prompt": "c90-m2", "model": "anthropic-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Middleware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Middleware** or **OpenObserve** would be the sweet spot"}, {"id": "mai-20260917-0816-smoke|c90-m2|anthropic-small|OpenObserve", "prompt": "c90-m2", "model": "anthropic-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "OpenObserve", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-sized B2B companies, **Middleware** or **OpenObserve** would be the sweet spot"}, {"id": "mai-20260917-0816-smoke|c90-m2|anthropic-small|Dynatrace", "prompt": "c90-m2", "model": "anthropic-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Dynatrace and Datadog are enterprise-grade choices for complex, multi-cloud environments where budget is secondary to capability"}, {"id": "mai-20260917-0816-smoke|c90-m2|anthropic-small|Datadog", "prompt": "c90-m2", "model": "anthropic-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is not a primary concern and you need extensive integrations and features, Datadog is the industry standard."}, {"id": "mai-20260917-0816-smoke|c90-m2|anthropic-small|Grafana Loki", "prompt": "c90-m2", "model": "anthropic-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Grafana Loki and Graylog are the most cost-effective self-managed options for teams already operating Prometheus/Grafana stacks"}, {"id": "mai-20260917-0816-smoke|c90-m2|anthropic-small|Graylog", "prompt": "c90-m2", "model": "anthropic-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Grafana Loki and Graylog are the most cost-effective self-managed options"}, {"id": "mai-20260917-0816-smoke|c90-m2|challenger-small|Datadog", "prompt": "c90-m2", "model": "challenger-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **Datadog** as the default choice"}, {"id": "mai-20260917-0816-smoke|c90-m2|challenger-small|New Relic", "prompt": "c90-m2", "model": "challenger-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**New Relic** if you want a strong unified platform with a lower-cost entry point"}, {"id": "mai-20260917-0816-smoke|c90-m2|challenger-small|Dynatrace", "prompt": "c90-m2", "model": "challenger-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dynatrace** if you are more enterprise-oriented"}, {"id": "mai-20260917-0816-smoke|c90-m2|deepseek-small|Grafana Cloud", "prompt": "c90-m2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, **Grafana Cloud** is my top pick because it strikes the best balance of functionality, cost control, and flexibility."}, {"id": "mai-20260917-0816-smoke|c90-m2|deepseek-small|Datadog", "prompt": "c90-m2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "*However*, costs compound quickly ($15\\u201331/host/month plus add-ons; budget $5k\\u201315k/month even at ~100 hosts)."}, {"id": "mai-20260917-0816-smoke|c90-m2|deepseek-small|New Relic", "prompt": "c90-m2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're new to observability. A generous 100GB/month free tier and simpler pricing"}, {"id": "mai-20260917-0816-smoke|c90-m2|deepseek-small|SigNoz", "prompt": "c90-m2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent open-source, OpenTelemetry-native options"}, {"id": "mai-20260917-0816-smoke|c90-m2|deepseek-small|Uptrace", "prompt": "c90-m2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SigNoz or Uptrace** \\u2014 Excellent open-source, OpenTelemetry-native options"}, {"id": "mai-20260917-0816-smoke|c90-m2|deepseek-small|Coralogix", "prompt": "c90-m2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "I'd also flag **Coralogix** and **groundcover** as emerging options"}, {"id": "mai-20260917-0816-smoke|c90-m2|deepseek-small|groundcover", "prompt": "c90-m2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "groundcover", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "as emerging options that emphasize cost control and data ownership"}, {"id": "mai-20260917-0816-smoke|c90-m2|google-small|New Relic", "prompt": "c90-m2", "model": "google-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Overall Best Recommendation: **New Relic**"}, {"id": "mai-20260917-0816-smoke|c90-m2|google-small|Grafana Cloud", "prompt": "c90-m2", "model": "google-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Engineering-First & Open-Source Recommendation: **Grafana Cloud**"}, {"id": "mai-20260917-0816-smoke|c90-m2|google-small|Datadog", "prompt": "c90-m2", "model": "google-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The Big Warning for Mid-Sized Companies:** Datadog's pricing is notoriously complex and prone to \"bill shock\""}, {"id": "mai-20260917-0816-smoke|c90-m2|google-small|SigNoz", "prompt": "c90-m2", "model": "google-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An open-source, OpenTelemetry-native alternative to Datadog... at a fraction of the cost."}, {"id": "mai-20260917-0816-smoke|c90-m2|google-small|Better Stack", "prompt": "c90-m2", "model": "google-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A fantastic developer-friendly platform that combines beautifully designed log management"}, {"id": "mai-20260917-0816-smoke|c90-m2|meta-small|Datadog", "prompt": "c90-m2", "model": "meta-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Datadog - a cloud-based monitoring platform that provides full-stack monitoring, log management, and analytics."}, {"id": "mai-20260917-0816-smoke|c90-m2|meta-small|Coralogix", "prompt": "c90-m2", "model": "meta-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Coralogix - a modern, full-stack observability platform that provides comprehensive monitoring of logs, metrics, traces, and security events."}, {"id": "mai-20260917-0816-smoke|c90-m2|meta-small|groundcover", "prompt": "c90-m2", "model": "meta-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "groundcover", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "groundcover - a cloud-native observability platform that consolidates all monitoring data into a single pane of glass."}, {"id": "mai-20260917-0816-smoke|c90-m2|minimax-small|Datadog", "prompt": "c90-m2", "model": "minimax-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Datadog** or **New Relic** for a balance of features, ease of use, and scalability."}, {"id": "mai-20260917-0816-smoke|c90-m2|minimax-small|New Relic", "prompt": "c90-m2", "model": "minimax-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Datadog** or **New Relic** for a balance of features, ease of use, and scalability."}, {"id": "mai-20260917-0816-smoke|c90-m2|minimax-small|Grafana Cloud", "prompt": "c90-m2", "model": "minimax-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A more cost-effective option, built on open-source Grafana."}, {"id": "mai-20260917-0816-smoke|c90-m2|minimax-small|Dynatrace", "prompt": "c90-m2", "model": "minimax-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options to explore include **Dynatrace** (strong for enterprise-grade automation and AI)"}, {"id": "mai-20260917-0816-smoke|c90-m2|minimax-small|Splunk Observability Cloud", "prompt": "c90-m2", "model": "minimax-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Splunk Observability Cloud** (if you need robust security and compliance)"}, {"id": "mai-20260917-0816-smoke|c90-m2|minimax-small|Elastic Observability", "prompt": "c90-m2", "model": "minimax-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Elastic Observability** (if you already use the Elastic stack)"}, {"id": "mai-20260917-0816-smoke|c90-m2|mistral-small|Datadog", "prompt": "c90-m2", "model": "mistral-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** and **New Relic** are the top recommendations due to their comprehensive feature sets, scalability"}, {"id": "mai-20260917-0816-smoke|c90-m2|mistral-small|New Relic", "prompt": "c90-m2", "model": "mistral-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Datadog** and **New Relic** are the top recommendations"}, {"id": "mai-20260917-0816-smoke|c90-m2|mistral-small|Grafana Cloud", "prompt": "c90-m2", "model": "mistral-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer open-source or need advanced analytics, **Grafana Cloud** or **Elastic Observability** are excellent alternatives."}, {"id": "mai-20260917-0816-smoke|c90-m2|mistral-small|Elastic Observability", "prompt": "c90-m2", "model": "mistral-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Grafana Cloud** or **Elastic Observability** are excellent alternatives"}, {"id": "mai-20260917-0816-smoke|c90-m2|moonshot-small|Grafana Cloud", "prompt": "c90-m2", "model": "moonshot-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Grafana Cloud** if you have some DevOps capacity and want to control costs long-term."}, {"id": "mai-20260917-0816-smoke|c90-m2|moonshot-small|New Relic", "prompt": "c90-m2", "model": "moonshot-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose New Relic** if you prefer a fully managed solution with predictable SaaS pricing"}, {"id": "mai-20260917-0816-smoke|c90-m2|moonshot-small|Datadog", "prompt": "c90-m2", "model": "moonshot-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caveat:** Expensive for mid-sized companies... can lead to bill shock."}, {"id": "mai-20260917-0816-smoke|c90-m2|openai-small|New Relic", "prompt": "c90-m2", "model": "openai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend New Relic for most mid-sized B2B companies."}, {"id": "mai-20260917-0816-smoke|c90-m2|openai-small|Grafana Cloud", "prompt": "c90-m2", "model": "openai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Grafana Cloud** is the strongest alternative"}, {"id": "mai-20260917-0816-smoke|c90-m2|openai-small|Dynatrace", "prompt": "c90-m2", "model": "openai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dynatrace** is a very strong enterprise-grade choice"}, {"id": "mai-20260917-0816-smoke|c90-m2|openai-small|Datadog", "prompt": "c90-m2", "model": "openai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong all-rounder, but pricing can be less predictable"}, {"id": "mai-20260917-0816-smoke|c90-m2|xai-small|New Relic", "prompt": "c90-m2", "model": "xai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend New Relic as the top full-stack observability platform for a mid-sized B2B company."}, {"id": "mai-20260917-0816-smoke|c90-m2|xai-small|Datadog", "prompt": "c90-m2", "model": "xai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** (if you prioritize 900+ integrations and polished UX): Best for complex, cloud-native stacks but watch costs scaling to $20K+/month."}, {"id": "mai-20260917-0816-smoke|c90-m2|xai-small|Dynatrace", "prompt": "c90-m2", "model": "xai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dynatrace** (AI-heavy automation): For regulated B2B needing auto-root-cause, but higher cost"}, {"id": "mai-20260917-0816-smoke|c90-m2|xai-small|Grafana Cloud", "prompt": "c90-m2", "model": "xai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Grafana Cloud** (budget/open-source focus): Free tier + low entry ... ideal if avoiding vendor SaaS."}, {"id": "mai-20260917-0816-smoke|c90-m2|zai-small|New Relic", "prompt": "c90-m2", "model": "zai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best All-Rounder: New Relic"}, {"id": "mai-20260917-0816-smoke|c90-m2|zai-small|Coralogix", "prompt": "c90-m2", "model": "zai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Best for Cost Efficiency: Coralogix"}, {"id": "mai-20260917-0816-smoke|c90-m2|zai-small|Honeycomb", "prompt": "c90-m2", "model": "zai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Best for Engineering Depth: Honeycomb"}, {"id": "mai-20260917-0816-smoke|c90-m2|zai-small|Datadog", "prompt": "c90-m2", "model": "zai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cons:** **Bill shock.** If you scale from 50 to 200 hosts, your bill can jump from $2k to $8k+ overnight."}, {"id": "mai-20260917-0816-smoke|c90-m2|zai-small|The Open Source Stack (Prometheus + Grafana + Loki + Tempo)", "prompt": "c90-m2", "model": "zai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "The Open Source Stack (Prometheus + Grafana + Loki + Tempo)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "this stack is free. However, it requires significant maintenance"}, {"id": "mai-20260917-0816-smoke|c90-m2|zai-small|Grafana Cloud", "prompt": "c90-m2", "model": "zai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Grafana Cloud offers a managed version of this stack that starts at $0"}, {"id": "mai-20260917-0816-smoke|c90-m3|alibaba-small|Datadog", "prompt": "c90-m3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Datadog or Dynatrace if: You have budget, want a single vendor for everything, and need deep infrastructure + APM correlation out-of-the-box."}, {"id": "mai-20260917-0816-smoke|c90-m3|alibaba-small|Dynatrace", "prompt": "c90-m3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Datadog or Dynatrace if: You have budget, want a single vendor for everything"}, {"id": "mai-20260917-0816-smoke|c90-m3|alibaba-small|New Relic", "prompt": "c90-m3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Startups and teams wanting a simplified, developer-friendly experience."}, {"id": "mai-20260917-0816-smoke|c90-m3|alibaba-small|Grafana Stack (Grafana Cloud / On-Prem)", "prompt": "c90-m3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Stack (Grafana Cloud / On-Prem)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Grafana Stack if: You value flexibility, want to avoid vendor lock-in"}, {"id": "mai-20260917-0816-smoke|c90-m3|alibaba-small|Elastic Observability", "prompt": "c90-m3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Teams heavily invested in log management and search-based analytics."}, {"id": "mai-20260917-0816-smoke|c90-m3|alibaba-small|Honeycomb", "prompt": "c90-m3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Honeycomb if: Your system is highly distributed, generates vast amounts of data"}, {"id": "mai-20260917-0816-smoke|c90-m3|alibaba-small|Sentry", "prompt": "c90-m3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Sentry if: Your primary pain point is user-facing errors in web/mobile apps"}, {"id": "mai-20260917-0816-smoke|c90-m3|alibaba-small|Splunk", "prompt": "c90-m3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Learning Curve: Steep learning curve for SPL ... Pricing Model: Expensive, typically based on daily data ingestion volume."}, {"id": "mai-20260917-0816-smoke|c90-m3|anthropic-small|Datadog", "prompt": "c90-m3", "model": "anthropic-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog remains a top choice for cloud-native enterprises that want a unified SaaS platform combining APM, infrastructure monitoring, RUM, and security observability"}, {"id": "mai-20260917-0816-smoke|c90-m3|anthropic-small|Grafana", "prompt": "c90-m3", "model": "anthropic-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Grafana's 2025 Observability Survey found 74% of respondents cite cost as a top priority"}, {"id": "mai-20260917-0816-smoke|c90-m3|anthropic-small|New Relic", "prompt": "c90-m3", "model": "anthropic-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "New Relic is a full-stack observability platform that runs on a usage-based model"}, {"id": "mai-20260917-0816-smoke|c90-m3|anthropic-small|Uptrace", "prompt": "c90-m3", "model": "anthropic-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Uptrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top observability platforms in 2026 include Datadog, Grafana, New Relic, and Uptrace"}, {"id": "mai-20260917-0816-smoke|c90-m3|anthropic-small|Dynatrace", "prompt": "c90-m3", "model": "anthropic-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dynatrace serves large enterprises that prioritize automation and deep analytics, with its Davis AI engine"}, {"id": "mai-20260917-0816-smoke|c90-m3|anthropic-small|Coralogix", "prompt": "c90-m3", "model": "anthropic-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Coralogix is a full-stack observability and security platform that processes telemetry in flight through its Streama engine"}, {"id": "mai-20260917-0816-smoke|c90-m3|challenger-small|Datadog", "prompt": "c90-m3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Datadog** if you want the most polished, broad SaaS suite with many integrations."}, {"id": "mai-20260917-0816-smoke|c90-m3|challenger-small|Dynatrace", "prompt": "c90-m3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Dynatrace** if you want **automation and AI** to do more of the root-cause work."}, {"id": "mai-20260917-0816-smoke|c90-m3|challenger-small|New Relic", "prompt": "c90-m3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**New Relic** if you want a **simpler entry point** and usage-based growth path."}, {"id": "mai-20260917-0816-smoke|c90-m3|challenger-small|Grafana Cloud", "prompt": "c90-m3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Grafana Cloud** if you prioritize **open standards, flexibility, and lower lock-in**."}, {"id": "mai-20260917-0816-smoke|c90-m3|challenger-small|Splunk Observability Cloud", "prompt": "c90-m3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Splunk** if your organization already depends on **security, compliance, or heavy log analytics**."}, {"id": "mai-20260917-0816-smoke|c90-m3|challenger-small|Elastic Observability", "prompt": "c90-m3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Elastic** if **search and self-hosting** matter a lot."}, {"id": "mai-20260917-0816-smoke|c90-m3|challenger-small|Coralogix", "prompt": "c90-m3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Coralogix** if you care strongly about **pricing clarity and data ownership**."}, {"id": "mai-20260917-0816-smoke|c90-m3|challenger-small|OpenObserve", "prompt": "c90-m3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**OpenObserve** if you want an **OTel-first** platform with a more open, cost-efficient model."}, {"id": "mai-20260917-0816-smoke|c90-m3|deepseek-small|Datadog", "prompt": "c90-m3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need everything integrated with minimal effort and have budget? → **Datadog**"}, {"id": "mai-20260917-0816-smoke|c90-m3|deepseek-small|Grafana + Prometheus (Grafana Labs)", "prompt": "c90-m3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana + Prometheus (Grafana Labs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Want open-source control, great dashboards, and no lock-in? → **Grafana**"}, {"id": "mai-20260917-0816-smoke|c90-m3|deepseek-small|New Relic", "prompt": "c90-m3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Are a startup wanting a strong free tier and simple pricing? → **New Relic**"}, {"id": "mai-20260917-0816-smoke|c90-m3|deepseek-small|Dynatrace", "prompt": "c90-m3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want AI-driven automatic root-cause analysis? → **Dynatrace**"}, {"id": "mai-20260917-0816-smoke|c90-m3|deepseek-small|Honeycomb", "prompt": "c90-m3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Primarily debugging complex distributed systems with high-cardinality data? → **Honeycomb**"}, {"id": "mai-20260917-0816-smoke|c90-m3|deepseek-small|Sentry", "prompt": "c90-m3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for error tracking, performance monitoring, and session replay (frontend-focused)."}, {"id": "mai-20260917-0816-smoke|c90-m3|deepseek-small|Elastic Observability", "prompt": "c90-m3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Great if you already use the ELK stack and want full open-source self-hosting."}, {"id": "mai-20260917-0816-smoke|c90-m3|deepseek-small|SigNoz", "prompt": "c90-m3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cost-conscious and OTel-native with one backend? → **SigNoz / OpenObserve**"}, {"id": "mai-20260917-0816-smoke|c90-m3|deepseek-small|OpenObserve", "prompt": "c90-m3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Cost-conscious and OTel-native with one backend? → **SigNoz / OpenObserve**"}, {"id": "mai-20260917-0816-smoke|c90-m3|deepseek-small|Splunk Observability (SignalFx)", "prompt": "c90-m3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk Observability (SignalFx)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strong for log-heavy environments and existing Splunk users."}, {"id": "mai-20260917-0816-smoke|c90-m3|google-small|Datadog", "prompt": "c90-m3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Datadog or Dynatrace if you have a massive enterprise budget and want a \"done-for-you\" platform"}, {"id": "mai-20260917-0816-smoke|c90-m3|google-small|Dynatrace", "prompt": "c90-m3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The gold standard for enterprise automation and heavy-duty, high-compliance environments."}, {"id": "mai-20260917-0816-smoke|c90-m3|google-small|New Relic", "prompt": "c90-m3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose New Relic if you want predictable \"per-gigabyte\" pricing"}, {"id": "mai-20260917-0816-smoke|c90-m3|google-small|Splunk (A Cisco Company)", "prompt": "c90-m3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk (A Cisco Company)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Splunk if you are a large corporate entity where IT operations... must live inside the same data ecosystem."}, {"id": "mai-20260917-0816-smoke|c90-m3|google-small|Grafana Labs (Grafana Cloud)", "prompt": "c90-m3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Labs (Grafana Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Grafana Cloud or Chronosphere if you want to rely on open-source standards"}, {"id": "mai-20260917-0816-smoke|c90-m3|google-small|Honeycomb", "prompt": "c90-m3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Honeycomb if you are building complex distributed systems or AI-agent applications"}, {"id": "mai-20260917-0816-smoke|c90-m3|google-small|Chronosphere", "prompt": "c90-m3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Chronosphere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Chronosphere excels at analyzing your telemetry stream before it is ingested and stored."}, {"id": "mai-20260917-0816-smoke|c90-m3|meta-small|Datadog", "prompt": "c90-m3", "model": "meta-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top observability platforms in 2026 are Datadog, New Relic, Grafana, Dynatrace, Better Stack, and Honeycomb."}, {"id": "mai-20260917-0816-smoke|c90-m3|meta-small|New Relic", "prompt": "c90-m3", "model": "meta-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top observability platforms in 2026 are Datadog, New Relic, Grafana, Dynatrace, Better Stack, and Honeycomb."}, {"id": "mai-20260917-0816-smoke|c90-m3|meta-small|Grafana", "prompt": "c90-m3", "model": "meta-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top observability platforms in 2026 are Datadog, New Relic, Grafana, Dynatrace, Better Stack, and Honeycomb."}, {"id": "mai-20260917-0816-smoke|c90-m3|meta-small|Dynatrace", "prompt": "c90-m3", "model": "meta-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top observability platforms in 2026 are Datadog, New Relic, Grafana, Dynatrace, Better Stack, and Honeycomb."}, {"id": "mai-20260917-0816-smoke|c90-m3|meta-small|Better Stack", "prompt": "c90-m3", "model": "meta-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top observability platforms in 2026 are Datadog, New Relic, Grafana, Dynatrace, Better Stack, and Honeycomb."}, {"id": "mai-20260917-0816-smoke|c90-m3|meta-small|Honeycomb", "prompt": "c90-m3", "model": "meta-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top observability platforms in 2026 are Datadog, New Relic, Grafana, Dynatrace, Better Stack, and Honeycomb."}, {"id": "mai-20260917-0816-smoke|c90-m3|minimax-small|Datadog", "prompt": "c90-m3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Market‑share leader (≈ 40‑44 % of search traffic), very broad integration ecosystem"}, {"id": "mai-20260917-0816-smoke|c90-m3|minimax-small|Dynatrace", "prompt": "c90-m3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "\"Full‑stack, AI‑driven\" – automatic instrumentation, Davis AI engine"}, {"id": "mai-20260917-0816-smoke|c90-m3|minimax-small|New Relic", "prompt": "c90-m3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Low‑cost entry (starts at $10 / mo), \"Full Stack Observability\""}, {"id": "mai-20260917-0816-smoke|c90-m3|minimax-small|Splunk (Observability Cloud)", "prompt": "c90-m3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk (Observability Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Originally a log‑analytics powerhouse; now also offers APM (SignalFx)"}, {"id": "mai-20260917-0816-smoke|c90-m3|minimax-small|Elastic Observability", "prompt": "c90-m3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Built on the ELK stack (Elasticsearch, Logstash, Kibana)"}, {"id": "mai-20260917-0816-smoke|c90-m3|minimax-small|Grafana Labs (Grafana Cloud)", "prompt": "c90-m3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Labs (Grafana Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open‑source‑first: combines Prometheus (metrics), Loki (logs), Tempo (traces)"}, {"id": "mai-20260917-0816-smoke|c90-m3|minimax-small|SolarWinds Observability", "prompt": "c90-m3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "SolarWinds Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Complete IT‑infrastructure visibility, especially for hybrid‑/on‑prem environments"}, {"id": "mai-20260917-0816-smoke|c90-m3|minimax-small|Cisco AppDynamics", "prompt": "c90-m3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Cisco AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Deep application‑performance monitoring (business‑transaction tracking)"}, {"id": "mai-20260917-0816-smoke|c90-m3|minimax-small|IBM Instana (Observability)", "prompt": "c90-m3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "IBM Instana (Observability)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Automatic service‑discovery, AI‑ops, strong for microservice and Kubernetes environments"}, {"id": "mai-20260917-0816-smoke|c90-m3|minimax-small|Chronosphere", "prompt": "c90-m3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Chronosphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Cloud‑native metrics platform built on open standards (OpenTelemetry, M3DB)"}, {"id": "mai-20260917-0816-smoke|c90-m3|mistral-small|Datadog", "prompt": "c90-m3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog is the market leader in terms of adoption and search share"}, {"id": "mai-20260917-0816-smoke|c90-m3|mistral-small|Dynatrace", "prompt": "c90-m3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recognized for its AI-powered analytics and automatic root cause analysis, making it a strong choice for complex, large-scale environments."}, {"id": "mai-20260917-0816-smoke|c90-m3|mistral-small|Splunk", "prompt": "c90-m3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Renowned for its log management and analytics, especially in security and large-scale data processing."}, {"id": "mai-20260917-0816-smoke|c90-m3|mistral-small|New Relic", "prompt": "c90-m3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Popular with startups and growing teams for its ease of use and flexible pricing"}, {"id": "mai-20260917-0816-smoke|c90-m3|mistral-small|Elastic Observability", "prompt": "c90-m3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "known for flexibility, scalability, and strong integration with open-source tools"}, {"id": "mai-20260917-0816-smoke|c90-m3|mistral-small|Grafana Labs", "prompt": "c90-m3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "valued for its flexibility, no vendor lock-in, and strong community support"}, {"id": "mai-20260917-0816-smoke|c90-m3|mistral-small|Chronosphere", "prompt": "c90-m3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Chronosphere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Emerging as a leader, especially for teams needing scalable, cost-effective observability solutions."}, {"id": "mai-20260917-0816-smoke|c90-m3|mistral-small|BMC Software", "prompt": "c90-m3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "BMC Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "also recognized for specific strengths"}, {"id": "mai-20260917-0816-smoke|c90-m3|mistral-small|HPE OpsRamp", "prompt": "c90-m3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "HPE OpsRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "also recognized for specific strengths"}, {"id": "mai-20260917-0816-smoke|c90-m3|mistral-small|IBM", "prompt": "c90-m3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "also recognized for specific strengths"}, {"id": "mai-20260917-0816-smoke|c90-m3|mistral-small|Riverbed", "prompt": "c90-m3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Riverbed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "also recognized for specific strengths"}, {"id": "mai-20260917-0816-smoke|c90-m3|mistral-small|Science Logic", "prompt": "c90-m3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Science Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "also recognized for specific strengths"}, {"id": "mai-20260917-0816-smoke|c90-m3|mistral-small|Sentry", "prompt": "c90-m3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "also recognized for specific strengths"}, {"id": "mai-20260917-0816-smoke|c90-m3|mistral-small|SolarWinds", "prompt": "c90-m3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "SolarWinds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "also recognized for specific strengths"}, {"id": "mai-20260917-0816-smoke|c90-m3|mistral-small|Zabbix", "prompt": "c90-m3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "also recognized for specific strengths, such as IT operations management, infrastructure monitoring, or niche use cases"}, {"id": "mai-20260917-0816-smoke|c90-m3|moonshot-small|Datadog", "prompt": "c90-m3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Cloud-native enterprises needing comprehensive, integrated observability"}, {"id": "mai-20260917-0816-smoke|c90-m3|moonshot-small|Dynatrace", "prompt": "c90-m3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Large enterprises requiring AI-driven, full-stack observability"}, {"id": "mai-20260917-0816-smoke|c90-m3|moonshot-small|Grafana Labs / Grafana Cloud", "prompt": "c90-m3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Labs / Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Teams wanting flexibility, open-source foundation, and no vendor lock-in"}, {"id": "mai-20260917-0816-smoke|c90-m3|moonshot-small|New Relic", "prompt": "c90-m3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Startups and growing teams starting observability journey"}, {"id": "mai-20260917-0816-smoke|c90-m3|moonshot-small|Splunk", "prompt": "c90-m3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Organizations already invested in Splunk ecosystem, security-focused teams"}, {"id": "mai-20260917-0816-smoke|c90-m3|moonshot-small|Elastic Observability", "prompt": "c90-m3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Teams already using ELK stack"}, {"id": "mai-20260917-0816-smoke|c90-m3|moonshot-small|Chronosphere", "prompt": "c90-m3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Chronosphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Cloud-native companies focused on cost optimization and data governance"}, {"id": "mai-20260917-0816-smoke|c90-m3|moonshot-small|Honeycomb", "prompt": "c90-m3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Engineering teams debugging complex distributed systems"}, {"id": "mai-20260917-0816-smoke|c90-m3|moonshot-small|Sentry", "prompt": "c90-m3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Error tracking and performance monitoring for applications"}, {"id": "mai-20260917-0816-smoke|c90-m3|openai-small|Datadog", "prompt": "c90-m3", "model": "openai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **Datadog** if you want broad coverage, lots of integrations, and strong cloud-native monitoring."}, {"id": "mai-20260917-0816-smoke|c90-m3|openai-small|Dynatrace", "prompt": "c90-m3", "model": "openai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **Dynatrace** if you want maximum automation and AI-driven diagnosis with deep context."}, {"id": "mai-20260917-0816-smoke|c90-m3|openai-small|New Relic", "prompt": "c90-m3", "model": "openai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **New Relic** if you want a unified, developer-friendly observability platform."}, {"id": "mai-20260917-0816-smoke|c90-m3|openai-small|Splunk Observability Cloud", "prompt": "c90-m3", "model": "openai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **Splunk Observability** if you already use Splunk and want observability to fit into that ecosystem."}, {"id": "mai-20260917-0816-smoke|c90-m3|xai-small|Datadog", "prompt": "c90-m3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Datadog** ... 700+ integrations, unified UI for full-stack ... Cloud-native teams, multi-tool integrations, enterprises scaling fast"}, {"id": "mai-20260917-0816-smoke|c90-m3|xai-small|Dynatrace", "prompt": "c90-m3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI-powered auto-discovery & root cause (Davis AI), full automation ... top Gartner vision/execution"}, {"id": "mai-20260917-0816-smoke|c90-m3|xai-small|New Relic", "prompt": "c90-m3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Usage-based pricing, developer observability (e.g., NRQL queries), strong APM/RUM, good free tier"}, {"id": "mai-20260917-0816-smoke|c90-m3|xai-small|Grafana Cloud / LGTM Stack", "prompt": "c90-m3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud / LGTM Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open standards (PromQL, Loki, Tempo), no vendor lock-in, customizable dashboards, cost-effective at scale"}, {"id": "mai-20260917-0816-smoke|c90-m3|xai-small|Splunk Observability Cloud", "prompt": "c90-m3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Log powerhouse, security integration (SIEM), massive scale for unstructured data"}, {"id": "mai-20260917-0816-smoke|c90-m3|xai-small|Honeycomb", "prompt": "c90-m3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High-cardinality querying (bubbling), excels at distributed tracing/debugging unknowns"}, {"id": "mai-20260917-0816-smoke|c90-m3|xai-small|Elastic Observability", "prompt": "c90-m3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source roots, full-text search, scalable for logs/metrics/traces"}, {"id": "mai-20260917-0816-smoke|c90-m3|xai-small|Chronosphere", "prompt": "c90-m3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Chronosphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others frequently mentioned include Chronosphere"}, {"id": "mai-20260917-0816-smoke|c90-m3|xai-small|AppDynamics (Cisco)", "prompt": "c90-m3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "AppDynamics (Cisco)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others frequently mentioned include ... AppDynamics (Cisco)"}, {"id": "mai-20260917-0816-smoke|c90-m3|xai-small|Sumo Logic", "prompt": "c90-m3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others frequently mentioned include ... Sumo Logic"}, {"id": "mai-20260917-0816-smoke|c90-m3|xai-small|OpenObserve", "prompt": "c90-m3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "open-source options like OpenObserve or SigNoz"}, {"id": "mai-20260917-0816-smoke|c90-m3|xai-small|SigNoz", "prompt": "c90-m3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "open-source options like OpenObserve or SigNoz"}, {"id": "mai-20260917-0816-smoke|c90-m3|xai-small|Metoro", "prompt": "c90-m3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Metoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Choice depends on your stack (e.g., Kubernetes? Grafana/Metoro)"}, {"id": "mai-20260917-0816-smoke|c90-m3|zai-small|Datadog", "prompt": "c90-m3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most large enterprises:** Datadog or Dynatrace ... Need many integrations ... → **Datadog** (most comprehensive)"}, {"id": "mai-20260917-0816-smoke|c90-m3|zai-small|New Relic", "prompt": "c90-m3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For startups & growing teams:** New Relic or Grafana Cloud (balance of cost and features)."}, {"id": "mai-20260917-0816-smoke|c90-m3|zai-small|Grafana Cloud", "prompt": "c90-m3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For startups & growing teams:** New Relic or Grafana Cloud (balance of cost and features)."}, {"id": "mai-20260917-0816-smoke|c90-m3|zai-small|Dynatrace", "prompt": "c90-m3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For most large enterprises:** Datadog or Dynatrace"}, {"id": "mai-20260917-0816-smoke|c90-m3|zai-small|Splunk Observability", "prompt": "c90-m3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Splunk Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Splunk Observability if you're already in the Splunk world"}, {"id": "mai-20260917-0816-smoke|c90-m3|zai-small|Elastic Observability", "prompt": "c90-m3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**For cost-sensitive or self-hosted needs:** OpenObserve or Elastic."}, {"id": "mai-20260917-0816-smoke|c90-m3|zai-small|Chronosphere", "prompt": "c90-m3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Chronosphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**For complex distributed debugging:** Honeycomb or Chronosphere."}, {"id": "mai-20260917-0816-smoke|c90-m3|zai-small|Honeycomb", "prompt": "c90-m3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**For complex distributed debugging:** Honeycomb or Chronosphere."}, {"id": "mai-20260917-0816-smoke|c90-m3|zai-small|Better Stack", "prompt": "c90-m3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**For SMBs wanting hybrid, low-lock-in monitoring:** SolarWinds Observability or Better Stack."}, {"id": "mai-20260917-0816-smoke|c90-m3|zai-small|OpenObserve", "prompt": "c90-m3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**For cost-sensitive or self-hosted needs:** OpenObserve or Elastic."}, {"id": "mai-20260917-0816-smoke|c90-m3|zai-small|Sentry", "prompt": "c90-m3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**For simple, developer-focused error tracking:** Sentry."}, {"id": "mai-20260917-0816-smoke|c90-m3|zai-small|SolarWinds Observability", "prompt": "c90-m3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "SolarWinds Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**For SMBs wanting hybrid, low-lock-in monitoring:** SolarWinds Observability or Better Stack."}, {"id": "mai-20260917-0816-smoke|c90-m4|alibaba-small|SigNoz", "prompt": "c90-m4", "model": "alibaba-small", "cat": "observability-platforms", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: SigNoz ... widely considered the best cost-effective alternative to Datadog"}, {"id": "mai-20260917-0816-smoke|c90-m4|alibaba-small|Datadog", "prompt": "c90-m4", "model": "alibaba-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "try to avoid platforms like **Datadog** or **New Relic**"}, {"id": "mai-20260917-0816-smoke|c90-m4|alibaba-small|Honeycomb", "prompt": "c90-m4", "model": "alibaba-small", "cat": "observability-platforms", "variant": "budget", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best \"Free Forever\" Tier: Honeycomb"}, {"id": "mai-20260917-0816-smoke|c90-m4|alibaba-small|Grafana", "prompt": "c90-m4", "model": "alibaba-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Classic Low-Cost Combo: Grafana + Prometheus"}, {"id": "mai-20260917-0816-smoke|c90-m4|alibaba-small|Prometheus", "prompt": "c90-m4", "model": "alibaba-small", "cat": "observability-platforms", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Prometheus & Loki:** Both are open-source and free to use."}, {"id": "mai-20260917-0816-smoke|c90-m4|alibaba-small|Loki", "prompt": "c90-m4", "model": "alibaba-small", "cat": "observability-platforms", "variant": "budget", "raw": "Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Prometheus & Loki:** Both are open-source and free to use."}, {"id": "mai-20260917-0816-smoke|c90-m4|alibaba-small|New Relic", "prompt": "c90-m4", "model": "alibaba-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "try to avoid platforms like **Datadog** or **New Relic** (once past the trial phase)"}, {"id": "mai-20260917-0816-smoke|c90-m4|anthropic-small|Grafana", "prompt": "c90-m4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For budget-conscious teams comfortable with self-hosting, Grafana + SigNoz provide a complete open-source stack."}, {"id": "mai-20260917-0816-smoke|c90-m4|anthropic-small|SigNoz", "prompt": "c90-m4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Grafana + SigNoz provide a complete open-source stack."}, {"id": "mai-20260917-0816-smoke|c90-m4|anthropic-small|OpenObserve", "prompt": "c90-m4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OpenObserve offers 60-90% lower costs than Datadog or Dynatrace with no per-host fees"}, {"id": "mai-20260917-0816-smoke|c90-m4|anthropic-small|Datadog", "prompt": "c90-m4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "60-90% lower costs than Datadog or Dynatrace"}, {"id": "mai-20260917-0816-smoke|c90-m4|anthropic-small|Dynatrace", "prompt": "c90-m4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "60-90% lower costs than Datadog or Dynatrace"}, {"id": "mai-20260917-0816-smoke|c90-m4|anthropic-small|New Relic", "prompt": "c90-m4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "New Relic offers balanced features with usage-based pricing and a generous free tier."}, {"id": "mai-20260917-0816-smoke|c90-m4|anthropic-small|Middleware", "prompt": "c90-m4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "Middleware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Middleware is the strongest choice in 2026, with its modular architecture, usage-based pricing, and OpsAI capabilities"}, {"id": "mai-20260917-0816-smoke|c90-m4|challenger-small|Grafana Cloud", "prompt": "c90-m4", "model": "challenger-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one answer, I'd pick **Grafana Cloud** for most limited-budget companies"}, {"id": "mai-20260917-0816-smoke|c90-m4|challenger-small|OpenObserve", "prompt": "c90-m4", "model": "challenger-small", "cat": "observability-platforms", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if cost is the top priority:** **OpenObserve** — open-source, usage-based or free tier"}, {"id": "mai-20260917-0816-smoke|c90-m4|challenger-small|self-hosted Grafana Stack", "prompt": "c90-m4", "model": "challenger-small", "cat": "observability-platforms", "variant": "budget", "raw": "self-hosted Grafana Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a **Grafana + Prometheus/Loki/Tempo** stack"}, {"id": "mai-20260917-0816-smoke|c90-m4|challenger-small|Better Stack", "prompt": "c90-m4", "model": "challenger-small", "cat": "observability-platforms", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want simple and cheap:** **Better Stack** — described as a low-cost all-in-one option for small teams"}, {"id": "mai-20260917-0816-smoke|c90-m4|challenger-small|New Relic", "prompt": "c90-m4", "model": "challenger-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "free tier with 100 GB/month included, but it becomes more expensive once you scale beyond that"}, {"id": "mai-20260917-0816-smoke|c90-m4|challenger-small|Datadog", "prompt": "c90-m4", "model": "challenger-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "marketed as significantly cheaper than Datadog-style per-host pricing"}, {"id": "mai-20260917-0816-smoke|c90-m4|deepseek-small|Grafana Cloud", "prompt": "c90-m4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most small teams ✅ ... generous free tier ... the safest starting point"}, {"id": "mai-20260917-0816-smoke|c90-m4|deepseek-small|Self-hosted Prometheus + Grafana + Loki + Tempo", "prompt": "c90-m4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "Self-hosted Prometheus + Grafana + Loki + Tempo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Truly free, but high effort ... Best if you have a platform engineer or DevOps expertise in-house."}, {"id": "mai-20260917-0816-smoke|c90-m4|deepseek-small|SigNoz", "prompt": "c90-m4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great open-source value ... Often cited as the best *value* option"}, {"id": "mai-20260917-0816-smoke|c90-m4|deepseek-small|New Relic", "prompt": "c90-m4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be aware pricing can rise steeply once you exceed free limits."}, {"id": "mai-20260917-0816-smoke|c90-m4|deepseek-small|Thanos", "prompt": "c90-m4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "Thanos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Long-term retention needs add-ons (Thanos, Mimir, VictoriaMetrics), which add complexity."}, {"id": "mai-20260917-0816-smoke|c90-m4|deepseek-small|Mimir", "prompt": "c90-m4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "Mimir", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Long-term retention needs add-ons (Thanos, Mimir, VictoriaMetrics), which add complexity."}, {"id": "mai-20260917-0816-smoke|c90-m4|deepseek-small|VictoriaMetrics", "prompt": "c90-m4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "VictoriaMetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Long-term retention needs add-ons (Thanos, Mimir, VictoriaMetrics), which add complexity."}, {"id": "mai-20260917-0816-smoke|c90-m4|google-small|Datadog", "prompt": "c90-m4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Unlike Datadog, which charges \"per host\" or \"per container\" (punishing you for autoscaling or running small microservices)"}, {"id": "mai-20260917-0816-smoke|c90-m4|google-small|Grafana Cloud", "prompt": "c90-m4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want \"set it and forget it\" with zero cost:** Start with **Grafana Cloud's free tier**"}, {"id": "mai-20260917-0816-smoke|c90-m4|google-small|New Relic", "prompt": "c90-m4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a growing team and want to avoid \"per-host\" billing:** Go with **New Relic**"}, {"id": "mai-20260917-0816-smoke|c90-m4|google-small|Honeycomb", "prompt": "c90-m4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "Honeycomb", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "or **Honeycomb's free tier** (if your primary focus is tracing and collaborative debugging)"}, {"id": "mai-20260917-0816-smoke|c90-m4|google-small|Better Stack", "prompt": "c90-m4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better Stack acts as a cost-effective alternative to combining multiple tools"}, {"id": "mai-20260917-0816-smoke|c90-m4|google-small|Uptrace", "prompt": "c90-m4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Uptrace is an open-source APM tool that also offers a highly affordable hosted cloud service"}, {"id": "mai-20260917-0816-smoke|c90-m4|google-small|SigNoz", "prompt": "c90-m4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Deploy **OpenObserve** or **SigNoz** on your own hardware"}, {"id": "mai-20260917-0816-smoke|c90-m4|google-small|OpenObserve", "prompt": "c90-m4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you have massive logs and must host it yourself:** Deploy **OpenObserve**"}, {"id": "mai-20260917-0816-smoke|c90-m4|meta-small|SigNoz", "prompt": "c90-m4", "model": "meta-small", "cat": "observability-platforms", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be SigNoz or Grafana Cloud, as they offer cost-effective solutions"}, {"id": "mai-20260917-0816-smoke|c90-m4|meta-small|Grafana Cloud", "prompt": "c90-m4", "model": "meta-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Grafana Cloud is a good option for teams that want open-source control and can ride the free tier"}, {"id": "mai-20260917-0816-smoke|c90-m4|minimax-small|Grafana Cloud", "prompt": "c90-m4", "model": "minimax-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Grafana Cloud's free tier** - it offers the best value"}, {"id": "mai-20260917-0816-smoke|c90-m4|minimax-small|New Relic", "prompt": "c90-m4", "model": "minimax-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-in-one platform, great for early-stage startups, comprehensive features"}, {"id": "mai-20260917-0816-smoke|c90-m4|minimax-small|Uptrace", "prompt": "c90-m4", "model": "minimax-small", "cat": "observability-platforms", "variant": "budget", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise features at startup prices, OTel-native from day one"}, {"id": "mai-20260917-0816-smoke|c90-m4|minimax-small|Site24x7", "prompt": "c90-m4", "model": "minimax-small", "cat": "observability-platforms", "variant": "budget", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Comprehensive all-in-one capabilities at accessible prices"}, {"id": "mai-20260917-0816-smoke|c90-m4|minimax-small|Better Stack", "prompt": "c90-m4", "model": "minimax-small", "cat": "observability-platforms", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need fastest setup | **Better Stack**"}, {"id": "mai-20260917-0816-smoke|c90-m4|minimax-small|Prometheus", "prompt": "c90-m4", "model": "minimax-small", "cat": "observability-platforms", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Have DevOps expertise | **Grafana + Prometheus** (self-hosted)"}, {"id": "mai-20260917-0816-smoke|c90-m4|mistral-small|Grafana Cloud Free Tier", "prompt": "c90-m4", "model": "mistral-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud Free Tier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a fully managed, no-cost solution, **Grafana Cloud Free Tier** is the best choice."}, {"id": "mai-20260917-0816-smoke|c90-m4|mistral-small|Netdata", "prompt": "c90-m4", "model": "mistral-small", "cat": "observability-platforms", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Netdata** or **OpenObserve** are excellent open-source alternatives"}, {"id": "mai-20260917-0816-smoke|c90-m4|mistral-small|OpenObserve", "prompt": "c90-m4", "model": "mistral-small", "cat": "observability-platforms", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for very small teams (1–2 engineers) who want a single-binary deployment"}, {"id": "mai-20260917-0816-smoke|c90-m4|mistral-small|Prometheus + Grafana", "prompt": "c90-m4", "model": "mistral-small", "cat": "observability-platforms", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "widely used and well-documented, but requires more setup and maintenance"}, {"id": "mai-20260917-0816-smoke|c90-m4|moonshot-small|SigNoz", "prompt": "c90-m4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SigNoz** — Best Overall Value"}, {"id": "mai-20260917-0816-smoke|c90-m4|moonshot-small|Grafana Cloud", "prompt": "c90-m4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with Grafana Cloud's free tier** or **self-hosted SigNoz**"}, {"id": "mai-20260917-0816-smoke|c90-m4|moonshot-small|Uptrace", "prompt": "c90-m4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Uptrace** — Most Cost-Effective Hosted Option"}, {"id": "mai-20260917-0816-smoke|c90-m4|moonshot-small|New Relic", "prompt": "c90-m4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**New Relic** | Single developers, moderate traffic | Comprehensive APM free tier"}, {"id": "mai-20260917-0816-smoke|c90-m4|moonshot-small|Sentry", "prompt": "c90-m4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Sentry** | Error tracking | $26/month/developer plan"}, {"id": "mai-20260917-0816-smoke|c90-m4|moonshot-small|HyperDX / OpenObserve", "prompt": "c90-m4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "HyperDX / OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HyperDX / OpenObserve** | ClickHouse-based debugging | Open-source options"}, {"id": "mai-20260917-0816-smoke|c90-m4|moonshot-small|Grafana LGTM", "prompt": "c90-m4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana LGTM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tightest budget + DevOps skills** | Self-hosted **SigNoz** or **Grafana LGTM**"}, {"id": "mai-20260917-0816-smoke|c90-m4|moonshot-small|Datadog", "prompt": "c90-m4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid - **Datadog**: Excellent but expensive"}, {"id": "mai-20260917-0816-smoke|c90-m4|openai-small|Grafana Cloud", "prompt": "c90-m4", "model": "openai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Grafana Cloud on the free/low-cost tier**"}, {"id": "mai-20260917-0816-smoke|c90-m4|openai-small|Prometheus", "prompt": "c90-m4", "model": "openai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tiny startup / very tight budget:** self-host **Prometheus + Grafana + Loki + Tempo**"}, {"id": "mai-20260917-0816-smoke|c90-m4|openai-small|Loki", "prompt": "c90-m4", "model": "openai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Loki** for logs"}, {"id": "mai-20260917-0816-smoke|c90-m4|openai-small|Tempo", "prompt": "c90-m4", "model": "openai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Tempo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tempo** for traces"}, {"id": "mai-20260917-0816-smoke|c90-m4|openai-small|OpenTelemetry", "prompt": "c90-m4", "model": "openai-small", "cat": "observability-platforms", "variant": "budget", "raw": "OpenTelemetry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OpenTelemetry** for collection"}, {"id": "mai-20260917-0816-smoke|c90-m4|openai-small|New Relic", "prompt": "c90-m4", "model": "openai-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "compare **New Relic** or **Datadog**, but they're often less budget-friendly at scale"}, {"id": "mai-20260917-0816-smoke|c90-m4|openai-small|Datadog", "prompt": "c90-m4", "model": "openai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "compare **New Relic** or **Datadog**, but they're often less budget-friendly at scale"}, {"id": "mai-20260917-0816-smoke|c90-m4|xai-small|LGTM stack (Loki for logs, Grafana for visualization, Tempo for traces, Mimir/Prometheus for metrics)", "prompt": "c90-m4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "LGTM stack (Loki for logs, Grafana for visualization, Tempo for traces, Mimir/Prometheus for metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best observability platform is typically a combination of open-source tools like the **LGTM stack"}, {"id": "mai-20260917-0816-smoke|c90-m4|xai-small|Grafana Cloud", "prompt": "c90-m4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Test Grafana Cloud free tier first—no credit card needed."}, {"id": "mai-20260917-0816-smoke|c90-m4|xai-small|New Relic", "prompt": "c90-m4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Datadog/New Relic at scale**: Free tiers great for eval, but usage-based spikes fast"}, {"id": "mai-20260917-0816-smoke|c90-m4|xai-small|Better Stack", "prompt": "c90-m4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple logs/uptime for smallest teams."}, {"id": "mai-20260917-0816-smoke|c90-m4|xai-small|SigNoz (open-source)", "prompt": "c90-m4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "SigNoz (open-source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fully free self-hosted; OTel-native | Datadog-like UI without the $200+/mo bills."}, {"id": "mai-20260917-0816-smoke|c90-m4|xai-small|Honeycomb", "prompt": "c90-m4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free plan for traces | High-cardinality events/traces."}, {"id": "mai-20260917-0816-smoke|c90-m4|xai-small|Datadog", "prompt": "c90-m4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for limited budgets: **Datadog/New Relic at scale**"}, {"id": "mai-20260917-0816-smoke|c90-m4|xai-small|Dynatrace", "prompt": "c90-m4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise like Dynatrace: Overkill and pricey."}, {"id": "mai-20260917-0816-smoke|c90-m4|zai-small|Prometheus + Grafana", "prompt": "c90-m4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**building your own stack with Prometheus + Grafana + Loki** if you have the time to manage it"}, {"id": "mai-20260917-0816-smoke|c90-m4|zai-small|Loki", "prompt": "c90-m4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Loki** for logs"}, {"id": "mai-20260917-0816-smoke|c90-m4|zai-small|Jaeger", "prompt": "c90-m4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Jaeger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jaeger** for distributed tracing"}, {"id": "mai-20260917-0816-smoke|c90-m4|zai-small|OpenTelemetry", "prompt": "c90-m4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "OpenTelemetry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Add OpenTelemetry** for instrumentation (works with any stack)"}, {"id": "mai-20260917-0816-smoke|c90-m4|zai-small|ELK Stack (Elasticsearch, Logstash, Kibana)", "prompt": "c90-m4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "ELK Stack (Elasticsearch, Logstash, Kibana)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ELK Stack (Elasticsearch, Logstash, Kibana)** | Logs & Metrics | Free | Comprehensive logging"}, {"id": "mai-20260917-0816-smoke|c90-m4|zai-small|Chronograf + InfluxDB", "prompt": "c90-m4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Chronograf + InfluxDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Time-series metrics | Free | Simple metric dashboards"}, {"id": "mai-20260917-0816-smoke|c90-m4|zai-small|Grafana Cloud", "prompt": "c90-m4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "I'd recommend **starting with Grafana Cloud's free tier** (metrics + logs)"}, {"id": "mai-20260917-0816-smoke|c90-m4|zai-small|Datadog", "prompt": "c90-m4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Datadog** or **New Relic** - Fast setup - Easy to use - Generous free tier"}, {"id": "mai-20260917-0816-smoke|c90-m4|zai-small|New Relic", "prompt": "c90-m4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Grafana Cloud** or **New Relic** - Managed infrastructure"}, {"id": "mai-20260917-0816-smoke|c90-m4|zai-small|CloudWatch", "prompt": "c90-m4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "CloudWatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**AWS CloudWatch + X-Ray** - Integrated with AWS"}, {"id": "mai-20260917-0816-smoke|c90-m4|zai-small|Sumo Logic", "prompt": "c90-m4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "5GB/day | Good for logs initially"}, {"id": "mai-20260917-0816-smoke|c90-m4|zai-small|Honeycomb", "prompt": "c90-m4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Honeycomb** or **SigNoz** - Interactive query experience"}, {"id": "mai-20260917-0816-smoke|c90-m4|zai-small|SigNoz", "prompt": "c90-m4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Open-source APM tool with hosted option"}, {"id": "mai-20260917-0816-smoke|c90-m4|zai-small|SignalFx", "prompt": "c90-m4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "SignalFx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**SignalFx** (now Datadog) | Per-host + data | ~$15/host/month"}, {"id": "mai-20260917-0816-smoke|c90-m4|zai-small|Splunk", "prompt": "c90-m4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Splunk** | Per GB | ~$5/GB"}, {"id": "mai-20260917-0816-smoke|c90-m4|zai-small|X-Ray", "prompt": "c90-m4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "X-Ray", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**AWS CloudWatch + X-Ray**"}, {"id": "mai-20260917-0816-smoke|c90-m5|alibaba-small|Datadog", "prompt": "c90-m5", "model": "alibaba-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "most opt for fully managed SaaS (e.g., Datadog, Dynatrace, New Relic)"}, {"id": "mai-20260917-0816-smoke|c90-m5|alibaba-small|Dynatrace", "prompt": "c90-m5", "model": "alibaba-small", "cat": "observability-platforms", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "most opt for fully managed SaaS (e.g., Datadog, Dynatrace, New Relic)"}, {"id": "mai-20260917-0816-smoke|c90-m5|alibaba-small|New Relic", "prompt": "c90-m5", "model": "alibaba-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "most opt for fully managed SaaS (e.g., Datadog, Dynatrace, New Relic)"}, {"id": "mai-20260917-0816-smoke|c90-m5|alibaba-small|ELK Stack (Elasticsearch, Logstash, Kibana)", "prompt": "c90-m5", "model": "alibaba-small", "cat": "observability-platforms", "variant": "scale", "raw": "ELK Stack (Elasticsearch, Logstash, Kibana)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "evaluate self-hosted options like ELK Stack (Elasticsearch, Logstash, Kibana) or Grafana Stack"}, {"id": "mai-20260917-0816-smoke|c90-m5|alibaba-small|Grafana Stack", "prompt": "c90-m5", "model": "alibaba-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "evaluate self-hosted options like ELK Stack (Elasticsearch, Logstash, Kibana) or Grafana Stack"}, {"id": "mai-20260917-0816-smoke|c90-m5|alibaba-small|Splunk", "prompt": "c90-m5", "model": "alibaba-small", "cat": "observability-platforms", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a proprietary query language (like Splunk's SPL or Datadog's DQL)"}, {"id": "mai-20260917-0816-smoke|c90-m5|deepseek-small|New Relic", "prompt": "c90-m5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "New Relic is a strong managed middle ground"}, {"id": "mai-20260917-0816-smoke|c90-m5|deepseek-small|Grove", "prompt": "c90-m5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grove", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Per-signal/ingestion** (New Relic ~$0.40/GB, Grove/CubeAPM)"}, {"id": "mai-20260917-0816-smoke|c90-m5|deepseek-small|CubeAPM", "prompt": "c90-m5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "CubeAPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Per-signal/ingestion** (New Relic ~$0.40/GB, Grove/CubeAPM)"}, {"id": "mai-20260917-0816-smoke|c90-m5|deepseek-small|Datadog", "prompt": "c90-m5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "per-host + add-on pricing that often lands mid-size companies at **$500K\\u2013$2M+/year**. The wildcard if budget is generous"}, {"id": "mai-20260917-0816-smoke|c90-m5|deepseek-small|Dynatrace", "prompt": "c90-m5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but per-host multi-dimensional pricing, more costly at your scale"}, {"id": "mai-20260917-0816-smoke|c90-m5|deepseek-small|Grafana Cloud / Grafana Stack", "prompt": "c90-m5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud / Grafana Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "A self-hosted/Otel-aligned stack (Grafana) tends to be the cost-sensitive default"}, {"id": "mai-20260917-0816-smoke|c90-m5|deepseek-small|Honeycomb", "prompt": "c90-m5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best-in-class for high-cardinality distributed debugging; narrower full-stack scope"}, {"id": "mai-20260917-0816-smoke|c90-m5|deepseek-small|SigNoz", "prompt": "c90-m5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Lower-cost OTel-native alternatives if you want Datadog-like features without the bill"}, {"id": "mai-20260917-0816-smoke|c90-m5|google-small|Datadog", "prompt": "c90-m5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The \"All-in-One\" Giants (Datadog, Dynatrace, New Relic): ... Cons: Very expensive"}, {"id": "mai-20260917-0816-smoke|c90-m5|google-small|Dynatrace", "prompt": "c90-m5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The \"All-in-One\" Giants (Datadog, Dynatrace, New Relic)"}, {"id": "mai-20260917-0816-smoke|c90-m5|google-small|New Relic", "prompt": "c90-m5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The \"All-in-One\" Giants (Datadog, Dynatrace, New Relic)"}, {"id": "mai-20260917-0816-smoke|c90-m5|google-small|Grafana Cloud", "prompt": "c90-m5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The Open-Standard Leaders (Grafana Cloud, Chronosphere)"}, {"id": "mai-20260917-0816-smoke|c90-m5|google-small|Chronosphere", "prompt": "c90-m5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "Chronosphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The Open-Standard Leaders (Grafana Cloud, Chronosphere)"}, {"id": "mai-20260917-0816-smoke|c90-m5|google-small|Honeycomb", "prompt": "c90-m5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The High-Cardinality Debuggers (Honeycomb): Arguably the best tool on the market for debugging complex, highly distributed systems"}, {"id": "mai-20260917-0816-smoke|c90-m5|google-small|SigNoz", "prompt": "c90-m5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emerging & Cost-Effective Disrupters (SigNoz, Middleware.io, HyperDX)"}, {"id": "mai-20260917-0816-smoke|c90-m5|google-small|Middleware.io", "prompt": "c90-m5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "Middleware.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Emerging & Cost-Effective Disrupters (SigNoz, Middleware.io, HyperDX)"}, {"id": "mai-20260917-0816-smoke|c90-m5|google-small|HyperDX", "prompt": "c90-m5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "HyperDX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Emerging & Cost-Effective Disrupters (SigNoz, Middleware.io, HyperDX)"}, {"id": "mai-20260917-0816-smoke|c90-m5|meta-small|Datadog", "prompt": "c90-m5", "model": "meta-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top results include Datadog, Grafana Cloud, New Relic, Honeycomb, Sentry, Chronosphere, and Observe."}, {"id": "mai-20260917-0816-smoke|c90-m5|meta-small|Grafana Cloud", "prompt": "c90-m5", "model": "meta-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top results include Datadog, Grafana Cloud, New Relic, Honeycomb, Sentry, Chronosphere, and Observe."}, {"id": "mai-20260917-0816-smoke|c90-m5|meta-small|New Relic", "prompt": "c90-m5", "model": "meta-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top results include Datadog, Grafana Cloud, New Relic, Honeycomb, Sentry, Chronosphere, and Observe."}, {"id": "mai-20260917-0816-smoke|c90-m5|meta-small|Honeycomb", "prompt": "c90-m5", "model": "meta-small", "cat": "observability-platforms", "variant": "scale", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top results include Datadog, Grafana Cloud, New Relic, Honeycomb, Sentry, Chronosphere, and Observe."}, {"id": "mai-20260917-0816-smoke|c90-m5|meta-small|Sentry", "prompt": "c90-m5", "model": "meta-small", "cat": "observability-platforms", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top results include Datadog, Grafana Cloud, New Relic, Honeycomb, Sentry, Chronosphere, and Observe."}, {"id": "mai-20260917-0816-smoke|c90-m5|meta-small|Chronosphere", "prompt": "c90-m5", "model": "meta-small", "cat": "observability-platforms", "variant": "scale", "raw": "Chronosphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top results include Datadog, Grafana Cloud, New Relic, Honeycomb, Sentry, Chronosphere, and Observe."}, {"id": "mai-20260917-0816-smoke|c90-m5|meta-small|Observe", "prompt": "c90-m5", "model": "meta-small", "cat": "observability-platforms", "variant": "scale", "raw": "Observe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The top results include Datadog, Grafana Cloud, New Relic, Honeycomb, Sentry, Chronosphere, and Observe."}, {"id": "mai-20260917-0816-smoke|c90-m5|mistral-small|Datadog", "prompt": "c90-m5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Expensive at scale, vendor lock-in"}, {"id": "mai-20260917-0816-smoke|c90-m5|mistral-small|New Relic", "prompt": "c90-m5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "UI can feel cluttered, pricing model criticized"}, {"id": "mai-20260917-0816-smoke|c90-m5|mistral-small|Grafana Cloud (Loki/Tempo/Prometheus)", "prompt": "c90-m5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud (Loki/Tempo/Prometheus)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "consider Grafana Cloud or self-hosted options to reduce cost and lock-in"}, {"id": "mai-20260917-0816-smoke|c90-m5|mistral-small|Dynatrace", "prompt": "c90-m5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Expensive, complex for smaller teams"}, {"id": "mai-20260917-0816-smoke|c90-m5|mistral-small|Elastic Observability", "prompt": "c90-m5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Logs + metrics + traces in one, strong search | Steep learning curve, resource-heavy"}, {"id": "mai-20260917-0816-smoke|c90-m5|mistral-small|Honeycomb", "prompt": "c90-m5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for high-cardinality event data | Less mature for metrics/logs"}, {"id": "mai-20260917-0816-smoke|c90-m5|mistral-small|OpenTelemetry + Backend (e.g., Tempo, Cortex, Mimir)", "prompt": "c90-m5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "OpenTelemetry + Backend (e.g., Tempo, Cortex, Mimir)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Many teams are migrating to open-source stacks (OpenTelemetry + Prometheus/Grafana + Loki/Tempo) for cost and flexibility"}, {"id": "mai-20260917-0816-smoke|c90-m5|moonshot-small|Datadog", "prompt": "c90-m5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "typically one \"safe\" integrated choice (Datadog or New Relic) and one open-standards choice (Grafana Cloud or SigNoz)"}, {"id": "mai-20260917-0816-smoke|c90-m5|moonshot-small|Dynatrace", "prompt": "c90-m5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**AI-powered auto-remediation** | Dynatrace | Budget is tight"}, {"id": "mai-20260917-0816-smoke|c90-m5|moonshot-small|New Relic", "prompt": "c90-m5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "one \"safe\" integrated choice (Datadog or New Relic)"}, {"id": "mai-20260917-0816-smoke|c90-m5|moonshot-small|Splunk", "prompt": "c90-m5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Data ingest (per GB)** | New Relic, Splunk | Log volume is unpredictable"}, {"id": "mai-20260917-0816-smoke|c90-m5|moonshot-small|Grafana Cloud", "prompt": "c90-m5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "one open-standards choice (Grafana Cloud or SigNoz)"}, {"id": "mai-20260917-0816-smoke|c90-m5|moonshot-small|SigNoz", "prompt": "c90-m5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "one open-standards choice (Grafana Cloud or SigNoz)"}, {"id": "mai-20260917-0816-smoke|c90-m5|moonshot-small|OpenObserve", "prompt": "c90-m5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Maximum cost reduction** | OpenObserve, self-hosted Grafana | You lack DevOps bandwidth"}, {"id": "mai-20260917-0816-smoke|c90-m5|openai-small|Datadog", "prompt": "c90-m5", "model": "openai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "vendor scorecard** or a **RFP checklist** you can use with Datadog, New Relic, Grafana, Honeycomb, Splunk, etc."}, {"id": "mai-20260917-0816-smoke|c90-m5|openai-small|New Relic", "prompt": "c90-m5", "model": "openai-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "you can use with Datadog, New Relic, Grafana, Honeycomb, Splunk, etc."}, {"id": "mai-20260917-0816-smoke|c90-m5|openai-small|Grafana", "prompt": "c90-m5", "model": "openai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "you can use with Datadog, New Relic, Grafana, Honeycomb, Splunk, etc."}, {"id": "mai-20260917-0816-smoke|c90-m5|openai-small|Honeycomb", "prompt": "c90-m5", "model": "openai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you can use with Datadog, New Relic, Grafana, Honeycomb, Splunk, etc."}, {"id": "mai-20260917-0816-smoke|c90-m5|openai-small|Splunk", "prompt": "c90-m5", "model": "openai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you can use with Datadog, New Relic, Grafana, Honeycomb, Splunk, etc."}, {"id": "mai-20260917-0816-smoke|c90-m5|xai-small|Grafana", "prompt": "c90-m5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Intuitive UI (e.g., like Grafana)"}, {"id": "mai-20260917-0816-smoke|c90-m5|xai-small|Dynatrace", "prompt": "c90-m5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dynatrace for AI/automation ... Automation, complex estates | Agent-heavy, premium price"}, {"id": "mai-20260917-0816-smoke|c90-m5|xai-small|Datadog", "prompt": "c90-m5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Shortlist 3 (e.g., Datadog for breadth, Dynatrace for AI/automation, New Relic for value)"}, {"id": "mai-20260917-0816-smoke|c90-m5|xai-small|New Relic", "prompt": "c90-m5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "New Relic for value ... Dev-focused, OpenTelemetry | Less AI depth"}, {"id": "mai-20260917-0816-smoke|c90-m5|xai-small|Splunk Observability Cloud", "prompt": "c90-m5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "If you have Splunk logs/SIEM | Weaker standalone traces"}, {"id": "mai-20260917-0816-smoke|c90-m5|zai-small|Datadog", "prompt": "c90-m5", "model": "zai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Full-stack observability, rich integrations, strong dashboards and APM"}, {"id": "mai-20260917-0816-smoke|c90-m5|zai-small|New Relic", "prompt": "c90-m5", "model": "zai-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consumption-based pricing, unified platform, good for startups and growth-stage companies"}, {"id": "mai-20260917-0816-smoke|c90-m5|zai-small|Grafana Cloud", "prompt": "c90-m5", "model": "zai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Open-source roots, flexible, cost-effective, strong dashboarding"}, {"id": "mai-20260917-0816-smoke|c90-m5|zai-small|Dynatrace", "prompt": "c90-m5", "model": "zai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI-driven auto-discovery, automated root cause analysis, strong for complex environments"}, {"id": "mai-20260917-0816-smoke|c90-m5|zai-small|Elastic Observability", "prompt": "c90-m5", "model": "zai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Search-first architecture, strong log analytics, good if you already use ELK"}, {"id": "mai-20260917-0816-smoke|c90-m5|zai-small|Honeycomb", "prompt": "c90-m5", "model": "zai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "High-cardinality debugging, query-driven investigation"}, {"id": "mai-20260917-0816-smoke|c90-m5|zai-small|SigNoz", "prompt": "c90-m5", "model": "zai-small", "cat": "observability-platforms", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source, cost-effective, OTel-native"}, {"id": "mai-20260917-0816-smoke|c90-m5|zai-small|OpenObserve", "prompt": "c90-m5", "model": "zai-small", "cat": "observability-platforms", "variant": "scale", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SigNoz / OpenObserve | Open-source, cost-effective, OTel-native"}, {"id": "mai-20260917-0816-smoke|c90-m6|alibaba-small|New Relic", "prompt": "c90-m6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "New Relic transitioned from simple ingest pricing to a \"Compute Capacity Unit\" (CCU) model. This has been widely criticized by developers for being opaque.... The Trap: It penalizes investigation."}, {"id": "mai-20260917-0816-smoke|c90-m6|alibaba-small|Datadog", "prompt": "c90-m6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its cost trajectory is notoriously difficult to predict... exercise extreme caution regarding retention policies and metric cardinality for large enterprises"}, {"id": "mai-20260917-0816-smoke|c90-m6|alibaba-small|Dynatrace", "prompt": "c90-m6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Dynatrace is often the most expensive option on a \"per host\" basis... It is a monolithic suite."}, {"id": "mai-20260917-0816-smoke|c90-m6|alibaba-small|Splunk", "prompt": "c90-m6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "If a platform relies on its own proprietary agent (like New Relic's earlier agents or older Splunk signatures), you are locked into that ecosystem."}, {"id": "mai-20260917-0816-smoke|c90-m6|alibaba-small|Prometheus", "prompt": "c90-m6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While platforms like raw **Prometheus** + **Grafana** are popular, using them as a \"black box\" solution is a trap for many organizations."}, {"id": "mai-20260917-0816-smoke|c90-m6|alibaba-small|Grafana", "prompt": "c90-m6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "using them as a \"black box\" solution is a trap for many organizations... \"Free\" software requires paid engineering time."}, {"id": "mai-20260917-0816-smoke|c90-m6|alibaba-small|Loki", "prompt": "c90-m6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Managing Prometheus for logs (Loki), traces (Tempo), and metrics simultaneously requires managing highly available clusters"}, {"id": "mai-20260917-0816-smoke|c90-m6|alibaba-small|Tempo", "prompt": "c90-m6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Tempo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Managing Prometheus for logs (Loki), traces (Tempo), and metrics simultaneously"}, {"id": "mai-20260917-0816-smoke|c90-m6|anthropic-small|Datadog", "prompt": "c90-m6", "model": "anthropic-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Are you evaluating particular tools like Datadog, New Relic, Prometheus, Grafana, Splunk, Dynatrace, or others?"}, {"id": "mai-20260917-0816-smoke|c90-m6|anthropic-small|New Relic", "prompt": "c90-m6", "model": "anthropic-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Are you evaluating particular tools like Datadog, New Relic, Prometheus, Grafana, Splunk, Dynatrace, or others?"}, {"id": "mai-20260917-0816-smoke|c90-m6|anthropic-small|Prometheus", "prompt": "c90-m6", "model": "anthropic-small", "cat": "observability-platforms", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Are you evaluating particular tools like Datadog, New Relic, Prometheus, Grafana, Splunk, Dynatrace, or others?"}, {"id": "mai-20260917-0816-smoke|c90-m6|anthropic-small|Grafana", "prompt": "c90-m6", "model": "anthropic-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Are you evaluating particular tools like Datadog, New Relic, Prometheus, Grafana, Splunk, Dynatrace, or others?"}, {"id": "mai-20260917-0816-smoke|c90-m6|anthropic-small|Splunk", "prompt": "c90-m6", "model": "anthropic-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Are you evaluating particular tools like Datadog, New Relic, Prometheus, Grafana, Splunk, Dynatrace, or others?"}, {"id": "mai-20260917-0816-smoke|c90-m6|anthropic-small|Dynatrace", "prompt": "c90-m6", "model": "anthropic-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Are you evaluating particular tools like Datadog, New Relic, Prometheus, Grafana, Splunk, Dynatrace, or others?"}, {"id": "mai-20260917-0816-smoke|c90-m6|challenger-small|Datadog", "prompt": "c90-m6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "multiple sources flag **non-linear cost growth** ... so it can become expensive at scale"}, {"id": "mai-20260917-0816-smoke|c90-m6|challenger-small|Dynatrace", "prompt": "c90-m6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its **consumption-style DPS pricing** is described as hard to forecast for procurement"}, {"id": "mai-20260917-0816-smoke|c90-m6|challenger-small|New Relic", "prompt": "c90-m6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its **ingest-based pricing** can still produce unexpectedly large bills"}, {"id": "mai-20260917-0816-smoke|c90-m6|challenger-small|Chronosphere", "prompt": "c90-m6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "Chronosphere", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "no public pricing** and relies on sales-led discussions, which reduces predictability"}, {"id": "mai-20260917-0816-smoke|c90-m6|challenger-small|Metoro", "prompt": "c90-m6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "Metoro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "worth avoiding if you are **not Kubernetes-only**"}, {"id": "mai-20260917-0816-smoke|c90-m6|deepseek-small|Datadog", "prompt": "c90-m6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "unpredictable, runaway pricing ... aggressive vendor lock-in"}, {"id": "mai-20260917-0816-smoke|c90-m6|deepseek-small|New Relic", "prompt": "c90-m6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Post private-equity takeover, many users report a deteriorating experience"}, {"id": "mai-20260917-0816-smoke|c90-m6|deepseek-small|Splunk", "prompt": "c90-m6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "powerful but expensive and operationally heavy"}, {"id": "mai-20260917-0816-smoke|c90-m6|deepseek-small|Dynatrace", "prompt": "c90-m6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "expensive (often \"not far off Datadog\") and built on a proprietary stack"}, {"id": "mai-20260917-0816-smoke|c90-m6|deepseek-small|Elastic", "prompt": "c90-m6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Elastic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cheaper, but high maintenance"}, {"id": "mai-20260917-0816-smoke|c90-m6|deepseek-small|Grafana", "prompt": "c90-m6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "open-source / OTel-native options (Grafana, SigNoz, Uptrace) that teams specifically adopt to avoid proprietary lock-in"}, {"id": "mai-20260917-0816-smoke|c90-m6|deepseek-small|SigNoz", "prompt": "c90-m6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "open-source / OTel-native options (Grafana, SigNoz, Uptrace)"}, {"id": "mai-20260917-0816-smoke|c90-m6|deepseek-small|Uptrace", "prompt": "c90-m6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "open-source / OTel-native options (Grafana, SigNoz, Uptrace)"}, {"id": "mai-20260917-0816-smoke|c90-m6|google-small|Datadog", "prompt": "c90-m6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Unpredictable, compounding billing and high-cardinality \"traps\"... notorious for \"bill shock\"."}, {"id": "mai-20260917-0816-smoke|c90-m6|google-small|Legacy Cisco / AppDynamics", "prompt": "c90-m6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Legacy Cisco / AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "bypass legacy AppDynamics entirely and focus strictly on Splunk's modern unified suite."}, {"id": "mai-20260917-0816-smoke|c90-m6|google-small|Splunk Observability Cloud", "prompt": "c90-m6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "migrating cloud customers toward **Splunk Observability Cloud**"}, {"id": "mai-20260917-0816-smoke|c90-m6|google-small|Splunk (Standard Enterprise Log Platform)", "prompt": "c90-m6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk (Standard Enterprise Log Platform)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Extreme cost at scale and massive administrative overhead."}, {"id": "mai-20260917-0816-smoke|c90-m6|google-small|Prometheus", "prompt": "c90-m6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Self-Hosted \"DIY\" Open-Source Stacks (e.g., Prometheus, Grafana, OpenSearch)... hidden engineering costs"}, {"id": "mai-20260917-0816-smoke|c90-m6|google-small|Grafana", "prompt": "c90-m6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Self-Hosted \"DIY\" Open-Source Stacks (e.g., Prometheus, Grafana, OpenSearch)... The \"free as in a puppy\" trap"}, {"id": "mai-20260917-0816-smoke|c90-m6|google-small|OpenSearch", "prompt": "c90-m6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "OpenSearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Self-Hosted \"DIY\" Open-Source Stacks (e.g., Prometheus, Grafana, OpenSearch)"}, {"id": "mai-20260917-0816-smoke|c90-m6|google-small|New Relic", "prompt": "c90-m6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "\"Gatekeeping\" seat-based pricing... Avoid if: You want your entire engineering organization to have unfettered... access"}, {"id": "mai-20260917-0816-smoke|c90-m6|google-small|Grafana Cloud", "prompt": "c90-m6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "you can swap your backend observability vendor (e.g., move from Datadog to Grafana Cloud or Dynatrace) overnight"}, {"id": "mai-20260917-0816-smoke|c90-m6|google-small|Dynatrace", "prompt": "c90-m6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "move from Datadog to Grafana Cloud or Dynatrace"}, {"id": "mai-20260917-0816-smoke|c90-m6|meta-small|New Relic", "prompt": "c90-m6", "model": "meta-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "One user on Reddit recommends staying away from New Relic due to its closed-sourced agents and the fact that it can be expensive."}, {"id": "mai-20260917-0816-smoke|c90-m6|meta-small|Datadog", "prompt": "c90-m6", "model": "meta-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While Datadog is a popular observability platform, it can be expensive, especially at scale."}, {"id": "mai-20260917-0816-smoke|c90-m6|meta-small|Dynatrace", "prompt": "c90-m6", "model": "meta-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Dynatrace can also be expensive, especially for large-scale deployments."}, {"id": "mai-20260917-0816-smoke|c90-m6|meta-small|Grafana Labs", "prompt": "c90-m6", "model": "meta-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana Labs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it can require significant effort to set up and maintain"}, {"id": "mai-20260917-0816-smoke|c90-m6|mistral-small|New Relic", "prompt": "c90-m6", "model": "mistral-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid New Relic due to slow innovation and outdated features."}, {"id": "mai-20260917-0816-smoke|c90-m6|mistral-small|Splunk Observability", "prompt": "c90-m6", "model": "mistral-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk Observability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Splunk Observability may be overkill for small businesses with monolithic applications or simple websites"}, {"id": "mai-20260917-0816-smoke|c90-m6|moonshot-small|Datadog", "prompt": "c90-m6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Approach with Caution ... **1. Datadog** ... Unpredictable, rapidly escalating costs"}, {"id": "mai-20260917-0816-smoke|c90-m6|moonshot-small|Splunk", "prompt": "c90-m6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Extremely expensive** - Historically known for some of the highest costs in the industry"}, {"id": "mai-20260917-0816-smoke|c90-m6|moonshot-small|Dynatrace", "prompt": "c90-m6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Proprietary OneAgent instrumentation creates vendor lock-in ... Opaque pricing"}, {"id": "mai-20260917-0816-smoke|c90-m6|moonshot-small|New Relic", "prompt": "c90-m6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Ingestion-based pricing that can spike unexpectedly ... Proprietary SDKs that create lock-in"}, {"id": "mai-20260917-0816-smoke|c90-m6|moonshot-small|Grafana + Prometheus/Loki/Tempo", "prompt": "c90-m6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana + Prometheus/Loki/Tempo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Open source, no vendor lock-in"}, {"id": "mai-20260917-0816-smoke|c90-m6|moonshot-small|OpenTelemetry", "prompt": "c90-m6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "OpenTelemetry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Vendor-neutral instrumentation standard"}, {"id": "mai-20260917-0816-smoke|c90-m6|moonshot-small|SigNoz", "prompt": "c90-m6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source alternative specifically designed to avoid vendor lock-in"}, {"id": "mai-20260917-0816-smoke|c90-m6|moonshot-small|OpenObserve", "prompt": "c90-m6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Unified logs, metrics, traces at ~$0.50/GB with no per-host fees"}, {"id": "mai-20260917-0816-smoke|c90-m6|moonshot-small|Honeycomb", "prompt": "c90-m6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Event-based pricing, high-cardinality friendly"}, {"id": "mai-20260917-0816-smoke|c90-m6|moonshot-small|Coralogix", "prompt": "c90-m6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Ingestion-based pricing with pipeline portability"}, {"id": "mai-20260917-0816-smoke|c90-m6|openai-small|New Relic", "prompt": "c90-m6", "model": "openai-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "can be attractive on paper, but you should read the billing model carefully because pricing can be tied to **users, compute, and data ingest**"}, {"id": "mai-20260917-0816-smoke|c90-m6|openai-small|Datadog", "prompt": "c90-m6", "model": "openai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often praised for breadth, but users frequently complain about **cost predictability, upsells, and pricing complexity**"}, {"id": "mai-20260917-0816-smoke|c90-m6|openai-small|Dynatrace", "prompt": "c90-m6", "model": "openai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "powerful, but it's a **commitment-based, enterprise-style platform** with a pricing model that can be harder to benchmark"}, {"id": "mai-20260917-0816-smoke|c90-m6|openai-small|Splunk", "prompt": "c90-m6", "model": "openai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Splunk Observability Cloud**: worth scrutinizing if you're sensitive to **billing controls and bundled pricing**"}, {"id": "mai-20260917-0816-smoke|c90-m6|xai-small|Datadog", "prompt": "c90-m6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Datadog/New Relic often hit $10K+/mo for mid-scale setups (100 hosts)"}, {"id": "mai-20260917-0816-smoke|c90-m6|xai-small|New Relic", "prompt": "c90-m6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Datadog/New Relic often hit $10K+/mo for mid-scale setups (100 hosts)"}, {"id": "mai-20260917-0816-smoke|c90-m6|xai-small|Dynatrace", "prompt": "c90-m6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SaaS tools (Datadog/New Relic/Dynatrace) route data to US vendors, risking residency violations"}, {"id": "mai-20260917-0816-smoke|c90-m6|xai-small|Grafana Cloud", "prompt": "c90-m6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Grafana Cloud is cheaper but usage-based"}, {"id": "mai-20260917-0816-smoke|c90-m6|xai-small|Monte Carlo", "prompt": "c90-m6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Monte Carlo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "steep setup (e.g., Monte Carlo frustrations)"}, {"id": "mai-20260917-0816-smoke|c90-m6|xai-small|ELK", "prompt": "c90-m6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "ELK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "On-prem/self-hosted (e.g., ELK, Prometheus/Grafana OSS) reduces this"}, {"id": "mai-20260917-0816-smoke|c90-m6|xai-small|Prometheus/Grafana OSS", "prompt": "c90-m6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Prometheus/Grafana OSS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Safer Bets**: Open-source like Prometheus/Grafana for control; avoid if you lack ops expertise."}, {"id": "mai-20260917-0816-smoke|c90-m6|zai-small|Datadog", "prompt": "c90-m6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Datadog is widely used, but it is frequently cited as having the most volatile pricing models in the industry."}, {"id": "mai-20260917-0816-smoke|c90-m6|zai-small|Splunk Observability Cloud", "prompt": "c90-m6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Splunk is often viewed as a premium tool, but its observability cloud has distinct downsides."}, {"id": "mai-20260917-0816-smoke|c90-m6|zai-small|New Relic", "prompt": "c90-m6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "New Relic offers a generous free tier, but it becomes problematic at scale."}, {"id": "mai-20260917-0816-smoke|c90-m6|zai-small|AWS CloudWatch", "prompt": "c90-m6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "AWS CloudWatch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often criticized for being a *monitoring* tool rather than a true *observability* platform"}, {"id": "mai-20260917-0816-smoke|c90-s1|alibaba-small|Better Stack", "prompt": "c90-s1", "model": "alibaba-small", "cat": "observability-platforms", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value & Speed: Better Stack ... Start with **Better Stack** or **Grafana Cloud**"}, {"id": "mai-20260917-0816-smoke|c90-s1|alibaba-small|Grafana Cloud", "prompt": "c90-s1", "model": "alibaba-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Better Stack** or **Grafana Cloud**. Both offer free tiers"}, {"id": "mai-20260917-0816-smoke|c90-s1|alibaba-small|Site24x7 (by Zoho)", "prompt": "c90-s1", "model": "alibaba-small", "cat": "observability-platforms", "variant": "direct", "raw": "Site24x7 (by Zoho)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"All-in-One\" Simplicity: Site24x7 (by Zoho)"}, {"id": "mai-20260917-0816-smoke|c90-s1|alibaba-small|Datadog", "prompt": "c90-s1", "model": "alibaba-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Premium Option (If Budget Allows): Datadog ... Cons: Expensive at scale"}, {"id": "mai-20260917-0816-smoke|c90-s1|alibaba-small|Honeycomb", "prompt": "c90-s1", "model": "alibaba-small", "cat": "observability-platforms", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specialized cloud tools like Datadog or Honeycomb"}, {"id": "mai-20260917-0816-smoke|c90-s1|anthropic-small|Better Stack", "prompt": "c90-s1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Better Stack** is the simplest option for small teams"}, {"id": "mai-20260917-0816-smoke|c90-s1|anthropic-small|Atatus", "prompt": "c90-s1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "Atatus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Atatus is ideal for small to mid-sized businesses and fast-growing tech teams"}, {"id": "mai-20260917-0816-smoke|c90-s1|anthropic-small|New Relic", "prompt": "c90-s1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "pay-by-usage pricing model and all-in-one platform make it attractive to smaller organizations"}, {"id": "mai-20260917-0816-smoke|c90-s1|anthropic-small|Grafana Cloud", "prompt": "c90-s1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Grafana Cloud is best for cost-conscious teams using OpenTelemetry"}, {"id": "mai-20260917-0816-smoke|c90-s1|anthropic-small|Grafana Loki", "prompt": "c90-s1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Grafana Loki and Prometheus are also cost-effective open-source options"}, {"id": "mai-20260917-0816-smoke|c90-s1|anthropic-small|Prometheus", "prompt": "c90-s1", "model": "anthropic-small", "cat": "observability-platforms", "variant": "direct", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Grafana Loki and Prometheus are also cost-effective open-source options"}, {"id": "mai-20260917-0816-smoke|c90-s1|challenger-small|New Relic", "prompt": "c90-s1", "model": "challenger-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **New Relic**"}, {"id": "mai-20260917-0816-smoke|c90-s1|challenger-small|Grafana Cloud", "prompt": "c90-s1", "model": "challenger-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Grafana Cloud** and **Better Stack** as strong alternatives"}, {"id": "mai-20260917-0816-smoke|c90-s1|challenger-small|Better Stack", "prompt": "c90-s1", "model": "challenger-small", "cat": "observability-platforms", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Grafana Cloud** and **Better Stack** as strong alternatives"}, {"id": "mai-20260917-0816-smoke|c90-s1|challenger-small|Grafana OSS", "prompt": "c90-s1", "model": "challenger-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana OSS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "such as Grafana OSS or OpenObserve, but these usually require more engineering effort"}, {"id": "mai-20260917-0816-smoke|c90-s1|challenger-small|OpenObserve", "prompt": "c90-s1", "model": "challenger-small", "cat": "observability-platforms", "variant": "direct", "raw": "OpenObserve", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "such as Grafana OSS or OpenObserve, but these usually require more engineering effort"}, {"id": "mai-20260917-0816-smoke|c90-s1|deepseek-small|Sentry", "prompt": "c90-s1", "model": "deepseek-small", "cat": "observability-platforms", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value for a small team (1–10 engineers): Sentry"}, {"id": "mai-20260917-0816-smoke|c90-s1|deepseek-small|Grafana Cloud", "prompt": "c90-s1", "model": "deepseek-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best budget/open-source option: Grafana Cloud"}, {"id": "mai-20260917-0816-smoke|c90-s1|deepseek-small|New Relic", "prompt": "c90-s1", "model": "deepseek-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free option to evaluate: New Relic"}, {"id": "mai-20260917-0816-smoke|c90-s1|deepseek-small|Datadog", "prompt": "c90-s1", "model": "deepseek-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it's expensive... Probably overkill for a small B2B team."}, {"id": "mai-20260917-0816-smoke|c90-s1|deepseek-small|Site24x7 (Zoho)", "prompt": "c90-s1", "model": "deepseek-small", "cat": "observability-platforms", "variant": "direct", "raw": "Site24x7 (Zoho)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for budget-conscious SMBs: Site24x7 (Zoho)"}, {"id": "mai-20260917-0816-smoke|c90-s1|deepseek-small|Metoro", "prompt": "c90-s1", "model": "deepseek-small", "cat": "observability-platforms", "variant": "direct", "raw": "Metoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If your stack is Kubernetes-heavy and you want zero-config coverage → check out Metoro"}, {"id": "mai-20260917-0816-smoke|c90-s1|google-small|Datadog", "prompt": "c90-s1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The industry standard of \"just use Datadog\" has largely shifted for startups and small teams due to notorious pricing complexities"}, {"id": "mai-20260917-0816-smoke|c90-s1|google-small|Better Stack", "prompt": "c90-s1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for All-in-One Simplicity: **Better Stack** ... Better Stack is arguably the best choice."}, {"id": "mai-20260917-0816-smoke|c90-s1|google-small|PagerDuty", "prompt": "c90-s1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "It allows you to retire three different subscriptions (e.g., PagerDuty, Statuspage.io, and Papertrail)."}, {"id": "mai-20260917-0816-smoke|c90-s1|google-small|Statuspage.io", "prompt": "c90-s1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "Statuspage.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "retire three different subscriptions (e.g., PagerDuty, Statuspage.io, and Papertrail)"}, {"id": "mai-20260917-0816-smoke|c90-s1|google-small|Papertrail", "prompt": "c90-s1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "Papertrail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "retire three different subscriptions (e.g., PagerDuty, Statuspage.io, and Papertrail)"}, {"id": "mai-20260917-0816-smoke|c90-s1|google-small|Sentry", "prompt": "c90-s1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want to **fix bugs instantly at the code level**: Go with **Sentry**."}, {"id": "mai-20260917-0816-smoke|c90-s1|google-small|SigNoz Cloud", "prompt": "c90-s1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "SigNoz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Built natively on OpenTelemetry. It offers an interface that is very close to Datadog but at a fraction of the cost"}, {"id": "mai-20260917-0816-smoke|c90-s1|google-small|OpenObserve", "prompt": "c90-s1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Highly praised for its modern architecture ... drastically cheaper than older logging backends"}, {"id": "mai-20260917-0816-smoke|c90-s1|google-small|Honeycomb", "prompt": "c90-s1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Honeycomb is the industry leader for distributed tracing"}, {"id": "mai-20260917-0816-smoke|c90-s1|google-small|New Relic", "prompt": "c90-s1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "do not use proprietary agents** (like Datadog's or New Relic's custom libraries)"}, {"id": "mai-20260917-0816-smoke|c90-s1|google-small|Grafana", "prompt": "c90-s1", "model": "google-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Almost all modern SaaS backends (Sentry, Honeycomb, Grafana, SigNoz) now ingest OTel data directly."}, {"id": "mai-20260917-0816-smoke|c90-s1|meta-small|Datadog", "prompt": "c90-s1", "model": "meta-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best observability platform for a small B2B company is likely to be Datadog or Site24x7 (by Zoho)"}, {"id": "mai-20260917-0816-smoke|c90-s1|meta-small|Site24x7 (by Zoho)", "prompt": "c90-s1", "model": "meta-small", "cat": "observability-platforms", "variant": "direct", "raw": "Site24x7 (by Zoho)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "likely to be Datadog or Site24x7 (by Zoho), as they are highly rated for their comprehensive all-in-one capabilities"}, {"id": "mai-20260917-0816-smoke|c90-s1|minimax-small|Site24x7", "prompt": "c90-s1", "model": "minimax-small", "cat": "observability-platforms", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Site24x7** (by Zoho) — Best Overall Value"}, {"id": "mai-20260917-0816-smoke|c90-s1|minimax-small|Datadog", "prompt": "c90-s1", "model": "minimax-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need **enterprise-grade features** and have the budget, go with **Datadog**."}, {"id": "mai-20260917-0816-smoke|c90-s1|minimax-small|SigNoz", "prompt": "c90-s1", "model": "minimax-small", "cat": "observability-platforms", "variant": "direct", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **Site24x7** or **SigNoz**"}, {"id": "mai-20260917-0816-smoke|c90-s1|minimax-small|Grafana Cloud", "prompt": "c90-s1", "model": "minimax-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want **open-source flexibility**, consider **Grafana Cloud**."}, {"id": "mai-20260917-0816-smoke|c90-s1|minimax-small|Better Stack", "prompt": "c90-s1", "model": "minimax-small", "cat": "observability-platforms", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Better Stack** — Simplest for Small Teams"}, {"id": "mai-20260917-0816-smoke|c90-s1|mistral-small|Datadog", "prompt": "c90-s1", "model": "mistral-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** and **Site24x7** are the top choices due to their balance of features, ease of use, and scalability"}, {"id": "mai-20260917-0816-smoke|c90-s1|mistral-small|Site24x7 (by Zoho)", "prompt": "c90-s1", "model": "mistral-small", "cat": "observability-platforms", "variant": "direct", "raw": "Site24x7 (by Zoho)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Datadog** and **Site24x7** are the top choices"}, {"id": "mai-20260917-0816-smoke|c90-s1|mistral-small|Grafana", "prompt": "c90-s1", "model": "mistral-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer open-source or need more customization, **Grafana** is a strong alternative."}, {"id": "mai-20260917-0816-smoke|c90-s1|mistral-small|New Relic", "prompt": "c90-s1", "model": "mistral-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another robust option, especially if you need detailed application performance monitoring"}, {"id": "mai-20260917-0816-smoke|c90-s1|moonshot-small|New Relic", "prompt": "c90-s1", "model": "moonshot-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**New Relic** – Best Overall for Small B2B"}, {"id": "mai-20260917-0816-smoke|c90-s1|moonshot-small|Grafana Cloud", "prompt": "c90-s1", "model": "moonshot-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Grafana Cloud** – Best Budget Option"}, {"id": "mai-20260917-0816-smoke|c90-s1|moonshot-small|SigNoz", "prompt": "c90-s1", "model": "moonshot-small", "cat": "observability-platforms", "variant": "direct", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SigNoz** – Best Open-Source Alternative"}, {"id": "mai-20260917-0816-smoke|c90-s1|moonshot-small|Datadog", "prompt": "c90-s1", "model": "moonshot-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caveat**: Can become expensive quickly; free tier is very limited (5 hosts, 1-day retention)"}, {"id": "mai-20260917-0816-smoke|c90-s1|openai-small|Grafana Cloud", "prompt": "c90-s1", "model": "openai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Grafana Cloud or New Relic**"}, {"id": "mai-20260917-0816-smoke|c90-s1|openai-small|New Relic", "prompt": "c90-s1", "model": "openai-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**New Relic** is a strong default because it offers a broad feature set"}, {"id": "mai-20260917-0816-smoke|c90-s1|openai-small|Honeycomb", "prompt": "c90-s1", "model": "openai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for deep analysis and engineering-heavy teams:** **Honeycomb**"}, {"id": "mai-20260917-0816-smoke|c90-s1|openai-small|Datadog", "prompt": "c90-s1", "model": "openai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Best enterprise \"all-in-one\" but often pricey:** **Datadog**"}, {"id": "mai-20260917-0816-smoke|c90-s1|xai-small|New Relic", "prompt": "c90-s1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**New Relic** (Best overall starter for small/growing teams)"}, {"id": "mai-20260917-0816-smoke|c90-s1|xai-small|Grafana Cloud", "prompt": "c90-s1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Grafana Cloud** (Best value/flexible/open-source hybrid)"}, {"id": "mai-20260917-0816-smoke|c90-s1|xai-small|SigNoz", "prompt": "c90-s1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SigNoz** (Best budget/open-source alternative to Datadog)"}, {"id": "mai-20260917-0816-smoke|c90-s1|xai-small|Datadog", "prompt": "c90-s1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "is powerful (900+ integrations) but often overkill/expensive for small teams"}, {"id": "mai-20260917-0816-smoke|c90-s1|xai-small|ELK/Prometheus", "prompt": "c90-s1", "model": "xai-small", "cat": "observability-platforms", "variant": "direct", "raw": "ELK/Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Open-source stacks like ELK/Prometheus are free but require more maintenance."}, {"id": "mai-20260917-0816-smoke|c90-s1|zai-small|Datadog", "prompt": "c90-s1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Datadog** remains a strong choice"}, {"id": "mai-20260917-0816-smoke|c90-s1|zai-small|Grafana Cloud", "prompt": "c90-s1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I’d recommend starting with **Grafana Cloud** for its generous free tier and flexibility"}, {"id": "mai-20260917-0816-smoke|c90-s1|zai-small|Honeycomb", "prompt": "c90-s1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deep debugging focus**: Honeycomb."}, {"id": "mai-20260917-0816-smoke|c90-s1|zai-small|SigNoz", "prompt": "c90-s1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "or **SigNoz** if you prefer an open‑source approach with startup‑friendly pricing"}, {"id": "mai-20260917-0816-smoke|c90-s1|zai-small|OpenObserve", "prompt": "c90-s1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Open‑source + low cost**: SigNoz or OpenObserve (managed)."}, {"id": "mai-20260917-0816-smoke|c90-s1|zai-small|Splunk", "prompt": "c90-s1", "model": "zai-small", "cat": "observability-platforms", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Log analytics & security**: Splunk."}, {"id": "mai-20260917-0816-smoke|c90-s2|alibaba-small|Grafana Cloud", "prompt": "c90-s2", "model": "alibaba-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Grafana Cloud"}, {"id": "mai-20260917-0816-smoke|c90-s2|alibaba-small|New Relic", "prompt": "c90-s2", "model": "alibaba-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: New Relic"}, {"id": "mai-20260917-0816-smoke|c90-s2|alibaba-small|Datadog", "prompt": "c90-s2", "model": "alibaba-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Weaknesses for SMBs: Expensive ... Bills are unpredictable and can spike quickly; Heavy vendor lock-in"}, {"id": "mai-20260917-0816-smoke|c90-s2|anthropic-small|Datadog", "prompt": "c90-s2", "model": "anthropic-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick:** I'd lean toward **Datadog** for most small B2B companies"}, {"id": "mai-20260917-0816-smoke|c90-s2|anthropic-small|New Relic", "prompt": "c90-s2", "model": "anthropic-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another complete observability platform with all three pillars"}, {"id": "mai-20260917-0816-smoke|c90-s2|anthropic-small|Grafana Cloud", "prompt": "c90-s2", "model": "anthropic-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if cost is your primary concern, **Grafana Cloud** offers excellent value"}, {"id": "mai-20260917-0816-smoke|c90-s2|anthropic-small|Elastic Stack (ELK)", "prompt": "c90-s2", "model": "anthropic-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though requires more operational overhead"}, {"id": "mai-20260917-0816-smoke|c90-s2|challenger-small|New Relic", "prompt": "c90-s2", "model": "challenger-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **New Relic** first"}, {"id": "mai-20260917-0816-smoke|c90-s2|challenger-small|Better Stack", "prompt": "c90-s2", "model": "challenger-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Better Stack** or **Dash0** as strong alternatives"}, {"id": "mai-20260917-0816-smoke|c90-s2|challenger-small|Dash0", "prompt": "c90-s2", "model": "challenger-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dash0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dash0** is also worth considering if your team prefers transparent pricing"}, {"id": "mai-20260917-0816-smoke|c90-s2|challenger-small|Datadog", "prompt": "c90-s2", "model": "challenger-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its costs can scale quickly and unpredictably, which is often a poor fit for a small business"}, {"id": "mai-20260917-0816-smoke|c90-s2|deepseek-small|Grafana Cloud", "prompt": "c90-s2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: **Grafana Cloud**"}, {"id": "mai-20260917-0816-smoke|c90-s2|deepseek-small|Datadog", "prompt": "c90-s2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid Datadog** at small business scale — powerful, but the pricing model punishes small teams."}, {"id": "mai-20260917-0816-smoke|c90-s2|deepseek-small|New Relic", "prompt": "c90-s2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free/low-cost alternative: **New Relic**"}, {"id": "mai-20260917-0816-smoke|c90-s2|deepseek-small|SigNoz Cloud", "prompt": "c90-s2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "SigNoz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the best \"open-source with modern UX\" option... Good middle ground"}, {"id": "mai-20260917-0816-smoke|c90-s2|deepseek-small|Elastic Observability", "prompt": "c90-s2", "model": "deepseek-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Elastic Observability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "solid but heavier to operate"}, {"id": "mai-20260917-0816-smoke|c90-s2|google-small|Honeycomb.io", "prompt": "c90-s2", "model": "google-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Honeycomb.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Honeycomb.io: The Best Overall for B2B SaaS ... **Honeycomb** is the gold standard."}, {"id": "mai-20260917-0816-smoke|c90-s2|google-small|New Relic", "prompt": "c90-s2", "model": "google-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "New Relic: The Best \"Turnkey\" All-in-One Platform"}, {"id": "mai-20260917-0816-smoke|c90-s2|google-small|Grafana Cloud", "prompt": "c90-s2", "model": "google-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Grafana Cloud: The Best for Value and Open-Source Standardists"}, {"id": "mai-20260917-0816-smoke|c90-s2|google-small|SigNoz", "prompt": "c90-s2", "model": "google-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SigNoz: The Best for Strict B2B Security/Compliance"}, {"id": "mai-20260917-0816-smoke|c90-s2|google-small|Datadog", "prompt": "c90-s2", "model": "google-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "it is generally not recommended for small B2B businesses"}, {"id": "mai-20260917-0816-smoke|c90-s2|meta-small|Datadog", "prompt": "c90-s2", "model": "meta-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top options include:\n\n1. Datadog - offers full-stack monitoring and observability for hybrid environments"}, {"id": "mai-20260917-0816-smoke|c90-s2|meta-small|Checkmk", "prompt": "c90-s2", "model": "meta-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Checkmk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Checkmk - provides full-stack monitoring and observability for hybrid environments"}, {"id": "mai-20260917-0816-smoke|c90-s2|meta-small|Elastic Observability", "prompt": "c90-s2", "model": "meta-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Elastic Observability - offers full-stack observability with features such as log analytics"}, {"id": "mai-20260917-0816-smoke|c90-s2|minimax-small|Grafana Cloud", "prompt": "c90-s2", "model": "minimax-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend **Grafana Cloud** or **Better Stack**"}, {"id": "mai-20260917-0816-smoke|c90-s2|minimax-small|Better Stack", "prompt": "c90-s2", "model": "minimax-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a small B2B business, I'd recommend **Grafana Cloud** or **Better Stack**"}, {"id": "mai-20260917-0816-smoke|c90-s2|minimax-small|New Relic", "prompt": "c90-s2", "model": "minimax-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**New Relic** — Best Generous Free Tier"}, {"id": "mai-20260917-0816-smoke|c90-s2|minimax-small|Coralogix", "prompt": "c90-s2", "model": "minimax-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Coralogix** — Best for Cost Control"}, {"id": "mai-20260917-0816-smoke|c90-s2|minimax-small|Datadog", "prompt": "c90-s2", "model": "minimax-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "without the enterprise price tag of Datadog (which gets expensive quickly)"}, {"id": "mai-20260917-0816-smoke|c90-s2|mistral-small|Datadog", "prompt": "c90-s2", "model": "mistral-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Datadog** as your full-stack monitoring platform."}, {"id": "mai-20260917-0816-smoke|c90-s2|mistral-small|New Relic", "prompt": "c90-s2", "model": "mistral-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "want to compare alternatives like New Relic, Dynatrace, or open-source stacks"}, {"id": "mai-20260917-0816-smoke|c90-s2|mistral-small|Dynatrace", "prompt": "c90-s2", "model": "mistral-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "want to compare alternatives like New Relic, Dynatrace, or open-source stacks"}, {"id": "mai-20260917-0816-smoke|c90-s2|moonshot-small|Grafana Cloud", "prompt": "c90-s2", "model": "moonshot-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Grafana Cloud**"}, {"id": "mai-20260917-0816-smoke|c90-s2|moonshot-small|Datadog", "prompt": "c90-s2", "model": "moonshot-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid Datadog for now** unless you have specific compliance requirements... it's typically 2x more expensive at small business scale."}, {"id": "mai-20260917-0816-smoke|c90-s2|moonshot-small|New Relic", "prompt": "c90-s2", "model": "moonshot-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose New Relic if:** You want the simplest setup with minimal configuration"}, {"id": "mai-20260917-0816-smoke|c90-s2|moonshot-small|Honeycomb", "prompt": "c90-s2", "model": "moonshot-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Honeycomb if:** You're building distributed/microservices architectures"}, {"id": "mai-20260917-0816-smoke|c90-s2|openai-small|New Relic", "prompt": "c90-s2", "model": "openai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **New Relic**"}, {"id": "mai-20260917-0816-smoke|c90-s2|openai-small|Grafana Cloud", "prompt": "c90-s2", "model": "openai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Grafana Cloud** if you want a more open, flexible stack"}, {"id": "mai-20260917-0816-smoke|c90-s2|openai-small|Dynatrace", "prompt": "c90-s2", "model": "openai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dynatrace** if you want stronger automation/AI-driven root-cause analysis"}, {"id": "mai-20260917-0816-smoke|c90-s2|xai-small|Grafana Cloud", "prompt": "c90-s2", "model": "xai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Grafana Cloud as the top full-stack observability platform"}, {"id": "mai-20260917-0816-smoke|c90-s2|xai-small|New Relic", "prompt": "c90-s2", "model": "xai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You want simplest ingest-based pricing ... Excellent full-stack (APM, logs, traces, RUM)"}, {"id": "mai-20260917-0816-smoke|c90-s2|xai-small|Datadog", "prompt": "c90-s2", "model": "xai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Powerful but pricier; bills stack up fast for logs/traces."}, {"id": "mai-20260917-0816-smoke|c90-s2|xai-small|SigNoz", "prompt": "c90-s2", "model": "xai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OpenTelemetry-first & budget-tight ... self-host free but needs infra management."}, {"id": "mai-20260917-0816-smoke|c90-s2|xai-small|Better Stack", "prompt": "c90-s2", "model": "xai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for startups, but lighter on deep APM/traces."}, {"id": "mai-20260917-0816-smoke|c90-s2|zai-small|Datadog", "prompt": "c90-s2", "model": "zai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While established giants like Datadog are excellent, their per-host pricing models can become expensive very quickly for a small team."}, {"id": "mai-20260917-0816-smoke|c90-s2|zai-small|Better Stack", "prompt": "c90-s2", "model": "zai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Top Recommendation: Better Stack"}, {"id": "mai-20260917-0816-smoke|c90-s2|zai-small|Grafana Cloud (LGTM Stack)", "prompt": "c90-s2", "model": "zai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "Grafana Cloud (LGTM Stack)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Runner Up: Grafana Cloud (LGTM Stack)"}, {"id": "mai-20260917-0816-smoke|c90-s2|zai-small|New Relic", "prompt": "c90-s2", "model": "zai-small", "cat": "observability-platforms", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Runner Up: New Relic"}, {"id": "mai-20260917-0816-smoke|c90-s3|alibaba-small|Datadog", "prompt": "c90-s3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**If money is no object:** Pick **Datadog**."}, {"id": "mai-20260917-0816-smoke|c90-s3|alibaba-small|New Relic", "prompt": "c90-s3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A solid, long-standing alternative to Datadog with a slightly different approach to data modeling."}, {"id": "mai-20260917-0816-smoke|c90-s3|alibaba-small|Sentry", "prompt": "c90-s3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If your users are unhappy with bugs:** Pick **Sentry**."}, {"id": "mai-20260917-0816-smoke|c90-s3|alibaba-small|Honeycomb", "prompt": "c90-s3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you have complex microservices:** Look at **Honeycomb**."}, {"id": "mai-20260917-0816-smoke|c90-s3|alibaba-small|Grafana Cloud", "prompt": "c90-s3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**If you are bootstrapping/booting:** Pick **Grafana Cloud**. The free tier covers a lot of ground, and it scales with your wallet."}, {"id": "mai-20260917-0816-smoke|c90-s3|alibaba-small|SigNoz", "prompt": "c90-s3", "model": "alibaba-small", "cat": "observability-platforms", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Open-source core ... Cons: Smaller community and fewer plugins/integrations than Datadog or Grafana."}, {"id": "mai-20260917-0816-smoke|c90-s3|anthropic-small|Better Stack", "prompt": "c90-s3", "model": "anthropic-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Better Stack is the simplest option for small teams"}, {"id": "mai-20260917-0816-smoke|c90-s3|anthropic-small|Grafana Cloud", "prompt": "c90-s3", "model": "anthropic-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Grafana offers lower cost but requires more operational work"}, {"id": "mai-20260917-0816-smoke|c90-s3|anthropic-small|Honeycomb", "prompt": "c90-s3", "model": "anthropic-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Honeycomb wins for high-cardinality debugging"}, {"id": "mai-20260917-0816-smoke|c90-s3|anthropic-small|Metoro", "prompt": "c90-s3", "model": "anthropic-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Metoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Metoro is the strongest option for Kubernetes teams"}, {"id": "mai-20260917-0816-smoke|c90-s3|challenger-small|Better Stack", "prompt": "c90-s3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1–10 engineers:** choose **Better Stack** if you want simplicity and incident management, or **Grafana Cloud** if you want a low-cost, flexible stack"}, {"id": "mai-20260917-0816-smoke|c90-s3|challenger-small|Grafana Cloud", "prompt": "c90-s3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Grafana Cloud** if you want a low-cost, flexible stack and can handle more setup"}, {"id": "mai-20260917-0816-smoke|c90-s3|challenger-small|New Relic", "prompt": "c90-s3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**10–50 engineers:** choose **New Relic** if you want deeper APM and tracing with a friendly entry point"}, {"id": "mai-20260917-0816-smoke|c90-s3|challenger-small|Uptrace", "prompt": "c90-s3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you're already using OpenTelemetry:** **Uptrace** and **Grafana Cloud** are especially attractive"}, {"id": "mai-20260917-0816-smoke|c90-s3|challenger-small|Datadog", "prompt": "c90-s3", "model": "challenger-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Typically the most expensive and potentially overkill for very small teams."}, {"id": "mai-20260917-0816-smoke|c90-s3|deepseek-small|New Relic", "prompt": "c90-s3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, the strongest starting points are **New Relic** or **Grafana Cloud** (both have genuinely useful free tiers)"}, {"id": "mai-20260917-0816-smoke|c90-s3|deepseek-small|Grafana Cloud", "prompt": "c90-s3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the strongest starting points are **New Relic** or **Grafana Cloud** (both have genuinely useful free tiers)"}, {"id": "mai-20260917-0816-smoke|c90-s3|deepseek-small|SigNoz", "prompt": "c90-s3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want open-source with predictable costs, **SigNoz** is the sweet spot."}, {"id": "mai-20260917-0816-smoke|c90-s3|deepseek-small|Honeycomb", "prompt": "c90-s3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Honeycomb** (if you need deep debugging)"}, {"id": "mai-20260917-0816-smoke|c90-s3|deepseek-small|Datadog", "prompt": "c90-s3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Not the best first choice for cost-conscious small teams.**"}, {"id": "mai-20260917-0816-smoke|c90-s3|deepseek-small|Uptrace", "prompt": "c90-s3", "model": "deepseek-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best lightweight value pick ... Often the cheapest option"}, {"id": "mai-20260917-0816-smoke|c90-s3|google-small|Datadog", "prompt": "c90-s3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The notorious \"Datadog tax\" is real—unpredictable per-host, custom metric, and indexing fees can quickly scale a bill to thousands of dollars for a small startup."}, {"id": "mai-20260917-0816-smoke|c90-s3|google-small|Better Stack", "prompt": "c90-s3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with Better Stack if your biggest priority is not losing sleep over downtime and keeping log searching fast and cheap."}, {"id": "mai-20260917-0816-smoke|c90-s3|google-small|Grafana Cloud", "prompt": "c90-s3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with Grafana Cloud if you plan on scaling your infrastructure, want to master industry-standard tools"}, {"id": "mai-20260917-0816-smoke|c90-s3|google-small|Honeycomb", "prompt": "c90-s3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with Honeycomb if you have heavy API traffic, microservices, or non-deterministic code"}, {"id": "mai-20260917-0816-smoke|c90-s3|google-small|New Relic", "prompt": "c90-s3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "However, be careful: adding a second full-access user or going over the data limit is where the pricing starts to scale up rapidly."}, {"id": "mai-20260917-0816-smoke|c90-s3|google-small|OpenObserve", "prompt": "c90-s3", "model": "google-small", "cat": "observability-platforms", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with OpenObserve if you want the visual breadth of Datadog but need to keep your budget flat"}, {"id": "mai-20260917-0816-smoke|c90-s3|minimax-small|Better Stack", "prompt": "c90-s3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Better Stack** — Best for Fast Time to Value ... **Prioritize simplicity**: Better Stack"}, {"id": "mai-20260917-0816-smoke|c90-s3|minimax-small|New Relic", "prompt": "c90-s3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**New Relic** — Best Free Tier"}, {"id": "mai-20260917-0816-smoke|c90-s3|minimax-small|Datadog", "prompt": "c90-s3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most extensive integration ecosystem, but can get expensive"}, {"id": "mai-20260917-0816-smoke|c90-s3|minimax-small|Grafana Cloud", "prompt": "c90-s3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already using Grafana**: Grafana Cloud"}, {"id": "mai-20260917-0816-smoke|c90-s3|minimax-small|Uptrace", "prompt": "c90-s3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Uptrace** — Best Value"}, {"id": "mai-20260917-0816-smoke|c90-s3|minimax-small|SigNoz", "prompt": "c90-s3", "model": "minimax-small", "cat": "observability-platforms", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Want control/self-hosted**: SigNoz"}, {"id": "mai-20260917-0816-smoke|c90-s3|mistral-small|Datadog", "prompt": "c90-s3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want an all-in-one, easy-to-use platform and have the budget, choose **Datadog**."}, {"id": "mai-20260917-0816-smoke|c90-s3|mistral-small|Grafana Cloud", "prompt": "c90-s3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want flexibility and no vendor lock-in, go with **Grafana Cloud**."}, {"id": "mai-20260917-0816-smoke|c90-s3|mistral-small|New Relic", "prompt": "c90-s3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a startup or need a free tier, try **New Relic** or **Better Stack**."}, {"id": "mai-20260917-0816-smoke|c90-s3|mistral-small|Uptrace", "prompt": "c90-s3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you use OpenTelemetry, **Uptrace** is a strong, cost-effective choice."}, {"id": "mai-20260917-0816-smoke|c90-s3|mistral-small|Better Stack", "prompt": "c90-s3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're a startup or need a free tier, try **New Relic** or **Better Stack**."}, {"id": "mai-20260917-0816-smoke|c90-s3|mistral-small|Site24x7", "prompt": "c90-s3", "model": "mistral-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** All-in-one monitoring (websites, servers, networks, applications)."}, {"id": "mai-20260917-0816-smoke|c90-s3|moonshot-small|Grafana Cloud", "prompt": "c90-s3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick Grafana Cloud if you have someone on the team who likes tinkering with Prometheus/Grafana and you want to avoid vendor lock-in entirely."}, {"id": "mai-20260917-0816-smoke|c90-s3|moonshot-small|SigNoz", "prompt": "c90-s3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pick SigNoz if you need predictable costs above all else"}, {"id": "mai-20260917-0816-smoke|c90-s3|moonshot-small|Better Stack (formerly Logtail)", "prompt": "c90-s3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Better Stack (formerly Logtail)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Pick Better Stack if you want the fastest, cleanest setup with the least operational overhead"}, {"id": "mai-20260917-0816-smoke|c90-s3|moonshot-small|New Relic", "prompt": "c90-s3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing can become unpredictable at scale, and the company has been losing market share"}, {"id": "mai-20260917-0816-smoke|c90-s3|moonshot-small|Uptrace", "prompt": "c90-s3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simpler and cheaper than Datadog/New Relic but less mature ecosystem. Good middle ground"}, {"id": "mai-20260917-0816-smoke|c90-s3|moonshot-small|Datadog", "prompt": "c90-s3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Datadog/Dynatrace for small teams unless you have the budget"}, {"id": "mai-20260917-0816-smoke|c90-s3|moonshot-small|Dynatrace", "prompt": "c90-s3", "model": "moonshot-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Datadog/Dynatrace for small teams unless you have the budget"}, {"id": "mai-20260917-0816-smoke|c90-s3|openai-small|Datadog", "prompt": "c90-s3", "model": "openai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The downside is cost: its pricing often becomes a concern as telemetry volume and product usage grow."}, {"id": "mai-20260917-0816-smoke|c90-s3|openai-small|New Relic", "prompt": "c90-s3", "model": "openai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Grafana Cloud** or **New Relic** for metrics/logs/traces"}, {"id": "mai-20260917-0816-smoke|c90-s3|openai-small|Grafana Cloud", "prompt": "c90-s3", "model": "openai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Grafana Cloud** or **New Relic** for metrics/logs/traces"}, {"id": "mai-20260917-0816-smoke|c90-s3|openai-small|Honeycomb", "prompt": "c90-s3", "model": "openai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Honeycomb** if incident investigation is especially painful"}, {"id": "mai-20260917-0816-smoke|c90-s3|openai-small|Sentry", "prompt": "c90-s3", "model": "openai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sentry** for errors ... Not a full replacement for infra/logs/APM suites"}, {"id": "mai-20260917-0816-smoke|c90-s3|xai-small|Grafana Cloud", "prompt": "c90-s3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with free tiers of Grafana or New Relic for most small teams"}, {"id": "mai-20260917-0816-smoke|c90-s3|xai-small|New Relic", "prompt": "c90-s3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with free tiers of Grafana or New Relic for most small teams"}, {"id": "mai-20260917-0816-smoke|c90-s3|xai-small|SigNoz", "prompt": "c90-s3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OpenTelemetry-native, cost-conscious scaling teams"}, {"id": "mai-20260917-0816-smoke|c90-s3|xai-small|Better Stack", "prompt": "c90-s3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple logs/uptime/incidents, startups wanting ease"}, {"id": "mai-20260917-0816-smoke|c90-s3|xai-small|Uptrace", "prompt": "c90-s3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OTel-focused, high-volume at low cost"}, {"id": "mai-20260917-0816-smoke|c90-s3|xai-small|Datadog", "prompt": "c90-s3", "model": "xai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Host/user/add-on based—expensive quickly for small teams."}, {"id": "mai-20260917-0816-smoke|c90-s3|zai-small|Datadog", "prompt": "c90-s3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Great if you have budget and want everything integrated and ready to use."}, {"id": "mai-20260917-0816-smoke|c90-s3|zai-small|Grafana Cloud / LGTM", "prompt": "c90-s3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Grafana Cloud / LGTM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value if you want open standards and control over your stack."}, {"id": "mai-20260917-0816-smoke|c90-s3|zai-small|New Relic", "prompt": "c90-s3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for startups with tight budgets and simple onboarding needs."}, {"id": "mai-20260917-0816-smoke|c90-s3|zai-small|Better Stack", "prompt": "c90-s3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Great default for small teams that want a simple, no‑frills solution."}, {"id": "mai-20260917-0816-smoke|c90-s3|zai-small|SigNoz", "prompt": "c90-s3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best pick if you want self‑hosted or cloud‑native observability at a lower cost."}, {"id": "mai-20260917-0816-smoke|c90-s3|zai-small|Honeycomb", "prompt": "c90-s3", "model": "zai-small", "cat": "observability-platforms", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose if debugging complexity is your top priority and you’re willing to pay for it."}, {"id": "mai-20260917-0816-smoke|c90-s4|alibaba-small|New Relic", "prompt": "c90-s4", "model": "alibaba-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Startups: **New Relic**"}, {"id": "mai-20260917-0816-smoke|c90-s4|alibaba-small|Uptrace", "prompt": "c90-s4", "model": "alibaba-small", "cat": "observability-platforms", "variant": "budget", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value & Scaling: **Uptrace**"}, {"id": "mai-20260917-0816-smoke|c90-s4|alibaba-small|Grafana Cloud", "prompt": "c90-s4", "model": "alibaba-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Flexibility & DevOps Skills: **Grafana Cloud**"}, {"id": "mai-20260917-0816-smoke|c90-s4|alibaba-small|Prometheus", "prompt": "c90-s4", "model": "alibaba-small", "cat": "observability-platforms", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose Self-Hosted Prometheus/Grafana if you have internal engineering resources"}, {"id": "mai-20260917-0816-smoke|c90-s4|anthropic-small|New Relic", "prompt": "c90-s4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "New Relic provides an excellent free tier and is more cost-effective than Datadog for smaller teams."}, {"id": "mai-20260917-0816-smoke|c90-s4|anthropic-small|Datadog", "prompt": "c90-s4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "more cost-effective than Datadog for smaller teams"}, {"id": "mai-20260917-0816-smoke|c90-s4|anthropic-small|Uptrace", "prompt": "c90-s4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "Uptrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "New Relic or Uptrace are solid picks"}, {"id": "mai-20260917-0816-smoke|c90-s4|anthropic-small|Middleware", "prompt": "c90-s4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "Middleware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "particularly well-suited for startups or scale-ups needing enterprise-grade observability without an enterprise budget"}, {"id": "mai-20260917-0816-smoke|c90-s4|anthropic-small|OpenObserve", "prompt": "c90-s4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OpenObserve offers exceptional cost savings."}, {"id": "mai-20260917-0816-smoke|c90-s4|anthropic-small|Grafana Cloud", "prompt": "c90-s4", "model": "anthropic-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Grafana Cloud is available in three subscription plans with the Pro plan starting at $19 per month."}, {"id": "mai-20260917-0816-smoke|c90-s4|challenger-small|Better Stack", "prompt": "c90-s4", "model": "challenger-small", "cat": "observability-platforms", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Better Stack** if you want the fastest, simplest all-in-one setup"}, {"id": "mai-20260917-0816-smoke|c90-s4|challenger-small|Grafana Cloud", "prompt": "c90-s4", "model": "challenger-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Grafana Cloud** or the **Grafana + Prometheus** stack is the strongest budget-friendly alternative"}, {"id": "mai-20260917-0816-smoke|c90-s4|challenger-small|New Relic", "prompt": "c90-s4", "model": "challenger-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a **generous free tier** and a more balanced feature set"}, {"id": "mai-20260917-0816-smoke|c90-s4|challenger-small|Uptrace", "prompt": "c90-s4", "model": "challenger-small", "cat": "observability-platforms", "variant": "budget", "raw": "Uptrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best if you are using **OpenTelemetry** and want strong value for a small team"}, {"id": "mai-20260917-0816-smoke|c90-s4|challenger-small|Datadog", "prompt": "c90-s4", "model": "challenger-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usually **not** the best fit for a tight budget, because it is powerful but tends to become expensive"}, {"id": "mai-20260917-0816-smoke|c90-s4|deepseek-small|Grafana Cloud (LGTM stack)", "prompt": "c90-s4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud (LGTM stack)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Grafana Cloud (LGTM stack)** — Best overall for cost control"}, {"id": "mai-20260917-0816-smoke|c90-s4|deepseek-small|Better Stack", "prompt": "c90-s4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best turn-key value for the smallest teams"}, {"id": "mai-20260917-0816-smoke|c90-s4|deepseek-small|New Relic", "prompt": "c90-s4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a generous, predictable ingest floor"}, {"id": "mai-20260917-0816-smoke|c90-s4|deepseek-small|SigNoz", "prompt": "c90-s4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SigNoz** is the standout modern self-hosted option"}, {"id": "mai-20260917-0816-smoke|c90-s4|deepseek-small|Prometheus + Grafana", "prompt": "c90-s4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the most battle-tested CNCF default, but you'll need someone to operate it"}, {"id": "mai-20260917-0816-smoke|c90-s4|deepseek-small|Datadog", "prompt": "c90-s4", "model": "deepseek-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Skip Datadog** — ... it's the most expensive option and generally overkill"}, {"id": "mai-20260917-0816-smoke|c90-s4|google-small|Prometheus", "prompt": "c90-s4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While self-hosting open-source tools (like Prometheus, Grafana, and Loki) sounds free, it often becomes a \"hidden tax\""}, {"id": "mai-20260917-0816-smoke|c90-s4|google-small|Grafana Cloud", "prompt": "c90-s4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Grafana Cloud if you want to start for $0/month... arguably the most generous managed observability platform on the market"}, {"id": "mai-20260917-0816-smoke|c90-s4|google-small|Better Stack", "prompt": "c90-s4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Better Stack if you want a highly polished, easy-to-use platform"}, {"id": "mai-20260917-0816-smoke|c90-s4|google-small|SigNoz", "prompt": "c90-s4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose SigNoz if you have a team of 5+ developers, want to avoid paying \"per seat\""}, {"id": "mai-20260917-0816-smoke|c90-s4|google-small|New Relic", "prompt": "c90-s4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "If your team grows to 5+ engineers, New Relic can quickly become too expensive for a tight budget."}, {"id": "mai-20260917-0816-smoke|c90-s4|google-small|Datadog", "prompt": "c90-s4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SigNoz is a modern, open-source alternative to Datadog."}, {"id": "mai-20260917-0816-smoke|c90-s4|google-small|Dynatrace", "prompt": "c90-s4", "model": "google-small", "cat": "observability-platforms", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "rather than a vendor-proprietary agent (like Datadog's or Dynatrace's)"}, {"id": "mai-20260917-0816-smoke|c90-s4|meta-small|Grafana Cloud", "prompt": "c90-s4", "model": "meta-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Grafana Cloud - offers a free tier that can be used for as long as possible."}, {"id": "mai-20260917-0816-smoke|c90-s4|meta-small|New Relic", "prompt": "c90-s4", "model": "meta-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers a generous free tier for early stages and a balanced features and predictable pricing"}, {"id": "mai-20260917-0816-smoke|c90-s4|meta-small|Uptrace", "prompt": "c90-s4", "model": "meta-small", "cat": "observability-platforms", "variant": "budget", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers the best value with enterprise features and is OTel-native from day one"}, {"id": "mai-20260917-0816-smoke|c90-s4|meta-small|Datadog", "prompt": "c90-s4", "model": "meta-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is a leader in cloud-native monitoring and offers a unified solution for metrics, logs, and traces"}, {"id": "mai-20260917-0816-smoke|c90-s4|meta-small|Site24x7 (by Zoho)", "prompt": "c90-s4", "model": "meta-small", "cat": "observability-platforms", "variant": "budget", "raw": "Site24x7 (by Zoho)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "at a price point that genuinely works for budget-conscious SMBs"}, {"id": "mai-20260917-0816-smoke|c90-s4|minimax-small|Grafana Cloud", "prompt": "c90-s4", "model": "minimax-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Grafana Cloud** or **New Relic** since they have the most generous free tiers"}, {"id": "mai-20260917-0816-smoke|c90-s4|minimax-small|New Relic", "prompt": "c90-s4", "model": "minimax-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Grafana Cloud** or **New Relic** since they have the most generous free tiers"}, {"id": "mai-20260917-0816-smoke|c90-s4|minimax-small|Site24x7 (by Zoho)", "prompt": "c90-s4", "model": "minimax-small", "cat": "observability-platforms", "variant": "budget", "raw": "Site24x7 (by Zoho)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Site24x7** is specifically mentioned as budget-friendly for SMBs"}, {"id": "mai-20260917-0816-smoke|c90-s4|minimax-small|Logz.io", "prompt": "c90-s4", "model": "minimax-small", "cat": "observability-platforms", "variant": "budget", "raw": "Logz.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Another option to consider, particularly for log management and analytics."}, {"id": "mai-20260917-0816-smoke|c90-s4|mistral-small|Grafana Cloud", "prompt": "c90-s4", "model": "mistral-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the best balance of cost and features, start with **Grafana Cloud** (free tier) or **Site24x7**"}, {"id": "mai-20260917-0816-smoke|c90-s4|mistral-small|Site24x7 (by Zoho)", "prompt": "c90-s4", "model": "mistral-small", "cat": "observability-platforms", "variant": "budget", "raw": "Site24x7 (by Zoho)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Grafana Cloud** (free tier) or **Site24x7** (budget-friendly all-in-one)"}, {"id": "mai-20260917-0816-smoke|c90-s4|mistral-small|Zabbix", "prompt": "c90-s4", "model": "mistral-small", "cat": "observability-platforms", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need self-hosted, **Zabbix** is a strong open-source choice."}, {"id": "mai-20260917-0816-smoke|c90-s4|mistral-small|VictoriaMetrics Cloud", "prompt": "c90-s4", "model": "mistral-small", "cat": "observability-platforms", "variant": "budget", "raw": "VictoriaMetrics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another budget-friendly option, especially if you prefer a cloud-based solution."}, {"id": "mai-20260917-0816-smoke|c90-s4|mistral-small|Sentry", "prompt": "c90-s4", "model": "mistral-small", "cat": "observability-platforms", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for error tracking and application monitoring, with easy integration and a free tier for small teams."}, {"id": "mai-20260917-0816-smoke|c90-s4|moonshot-small|SigNoz", "prompt": "c90-s4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **SigNoz** (Best Overall Value)"}, {"id": "mai-20260917-0816-smoke|c90-s4|moonshot-small|Grafana Cloud", "prompt": "c90-s4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **SigNoz** (self-hosted) or **Grafana Cloud's free tier** if you have technical resources"}, {"id": "mai-20260917-0816-smoke|c90-s4|moonshot-small|Better Stack", "prompt": "c90-s4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Better Stack** (Easiest for Small Teams)"}, {"id": "mai-20260917-0816-smoke|c90-s4|moonshot-small|OpenObserve", "prompt": "c90-s4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **OpenObserve** (Most Cost-Efficient Storage)"}, {"id": "mai-20260917-0816-smoke|c90-s4|moonshot-small|New Relic", "prompt": "c90-s4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. **New Relic** (Best Free Tier for Startups)"}, {"id": "mai-20260917-0816-smoke|c90-s4|moonshot-small|Datadog", "prompt": "c90-s4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Teams that want Datadog-like features at a fraction of the cost"}, {"id": "mai-20260917-0816-smoke|c90-s4|moonshot-small|Prometheus", "prompt": "c90-s4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Grafana Cloud + Prometheus**"}, {"id": "mai-20260917-0816-smoke|c90-s4|moonshot-small|Uptrace", "prompt": "c90-s4", "model": "moonshot-small", "cat": "observability-platforms", "variant": "budget", "raw": "Uptrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Need to scale affordably later | **SigNoz** or **Uptrace**"}, {"id": "mai-20260917-0816-smoke|c90-s4|openai-small|OpenTelemetry", "prompt": "c90-s4", "model": "openai-small", "cat": "observability-platforms", "variant": "budget", "raw": "OpenTelemetry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "the best default choice is usually an **OpenTelemetry-based stack with a low-cost backend**"}, {"id": "mai-20260917-0816-smoke|c90-s4|openai-small|Grafana Cloud", "prompt": "c90-s4", "model": "openai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Want easiest hosted experience:** **Grafana Cloud**"}, {"id": "mai-20260917-0816-smoke|c90-s4|openai-small|SigNoz", "prompt": "c90-s4", "model": "openai-small", "cat": "observability-platforms", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "use **OpenTelemetry + Grafana Cloud** or **OpenTelemetry + SigNoz**"}, {"id": "mai-20260917-0816-smoke|c90-s4|openai-small|New Relic", "prompt": "c90-s4", "model": "openai-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it can be more than a lean team needs"}, {"id": "mai-20260917-0816-smoke|c90-s4|xai-small|Grafana Cloud", "prompt": "c90-s4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best observability platform is likely Grafana Cloud's free tier"}, {"id": "mai-20260917-0816-smoke|c90-s4|xai-small|Prometheus", "prompt": "c90-s4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "self-hosted open-source stack like Prometheus + Grafana + Loki + Tempo if you have DevOps resources"}, {"id": "mai-20260917-0816-smoke|c90-s4|xai-small|Loki", "prompt": "c90-s4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prometheus + Grafana + Loki + Tempo"}, {"id": "mai-20260917-0816-smoke|c90-s4|xai-small|Tempo", "prompt": "c90-s4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Tempo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prometheus + Grafana + Loki + Tempo"}, {"id": "mai-20260917-0816-smoke|c90-s4|xai-small|New Relic", "prompt": "c90-s4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "New Relic Free Tier - $0 for 100 GB data ingest/month... Bills can rise with growth."}, {"id": "mai-20260917-0816-smoke|c90-s4|xai-small|SigNoz", "prompt": "c90-s4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SigNoz praised as Datadog alternative (no per-host/user fees)"}, {"id": "mai-20260917-0816-smoke|c90-s4|xai-small|Site24x7", "prompt": "c90-s4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Starts $9-10/mo (Lite: 10 servers/websites). All-in-one... Good for SMBs consolidating tools."}, {"id": "mai-20260917-0816-smoke|c90-s4|xai-small|Datadog", "prompt": "c90-s4", "model": "xai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise-heavy like Datadog/New Relic full plans early"}, {"id": "mai-20260917-0816-smoke|c90-s4|zai-small|Grafana Cloud", "prompt": "c90-s4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the easiest, most complete solution with a free tier that can cover most early‑stage workloads → Grafana Cloud or New Relic."}, {"id": "mai-20260917-0816-smoke|c90-s4|zai-small|New Relic", "prompt": "c90-s4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "either Grafana Cloud or New Relic is the simplest, most complete solution"}, {"id": "mai-20260917-0816-smoke|c90-s4|zai-small|Prometheus + Grafana (LGTM stack)", "prompt": "c90-s4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Prometheus + Grafana (LGTM stack)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want zero licensing cost and have a bit of DevOps expertise → Prometheus + Grafana (LGTM) or SigNoz self‑hosted."}, {"id": "mai-20260917-0816-smoke|c90-s4|zai-small|SigNoz", "prompt": "c90-s4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simpler deployment than the raw LGTM stack (Docker‑based), OTel‑native, good out‑of‑the‑box UI."}, {"id": "mai-20260917-0816-smoke|c90-s4|zai-small|Sentry", "prompt": "c90-s4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you mainly need error tracking and uptime → Sentry + Better Stack"}, {"id": "mai-20260917-0816-smoke|c90-s4|zai-small|Better Stack", "prompt": "c90-s4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free tier with 10 monitors; paid plans start at $24/month and bundle uptime, logs, and incident management."}, {"id": "mai-20260917-0816-smoke|c90-s4|zai-small|Site24x7", "prompt": "c90-s4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "All‑in‑one server, network, app, and website monitoring with a free tier for up to 5 hosts."}, {"id": "mai-20260917-0816-smoke|c90-s4|zai-small|OpenObserve", "prompt": "c90-s4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Newer project, community support not as extensive as Grafana/Prometheus."}, {"id": "mai-20260917-0816-smoke|c90-s4|zai-small|UptimeRobot", "prompt": "c90-s4", "model": "zai-small", "cat": "observability-platforms", "variant": "budget", "raw": "UptimeRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pair with uptime tools (e.g., UptimeRobot or Better Stack)"}, {"id": "mai-20260917-0816-smoke|c90-s5|alibaba-small|self-hosted ELK stack", "prompt": "c90-s5", "model": "alibaba-small", "cat": "observability-platforms", "variant": "scale", "raw": "self-hosted ELK stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You do not have the manpower to maintain complex infrastructure like a self-hosted ELK stack or Prometheus cluster."}, {"id": "mai-20260917-0816-smoke|c90-s5|alibaba-small|Prometheus cluster", "prompt": "c90-s5", "model": "alibaba-small", "cat": "observability-platforms", "variant": "scale", "raw": "Prometheus cluster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You do not have the manpower to maintain complex infrastructure like a self-hosted ELK stack or Prometheus cluster."}, {"id": "mai-20260917-0816-smoke|c90-s5|alibaba-small|self-hosted Grafana", "prompt": "c90-s5", "model": "alibaba-small", "cat": "observability-platforms", "variant": "scale", "raw": "self-hosted Grafana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid solutions that require you to host the database yourself (self-hosted Grafana or Elasticsearch)"}, {"id": "mai-20260917-0816-smoke|c90-s5|alibaba-small|Elasticsearch", "prompt": "c90-s5", "model": "alibaba-small", "cat": "observability-platforms", "variant": "scale", "raw": "Elasticsearch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid solutions that require you to host the database yourself (self-hosted Grafana or Elasticsearch)"}, {"id": "mai-20260917-0816-smoke|c90-s5|alibaba-small|Datadog", "prompt": "c90-s5", "model": "alibaba-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "*Look at:* **Datadog** or **New Relic**. *Why:* They have the best native cloud integrations."}, {"id": "mai-20260917-0816-smoke|c90-s5|alibaba-small|New Relic", "prompt": "c90-s5", "model": "alibaba-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "*Look at:* **Datadog** or **New Relic**. ... *Cons:* Expensive."}, {"id": "mai-20260917-0816-smoke|c90-s5|alibaba-small|Sentry", "prompt": "c90-s5", "model": "alibaba-small", "cat": "observability-platforms", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Developers usually prefer Sentry because it tells them exactly which line of code failed."}, {"id": "mai-20260917-0816-smoke|c90-s5|alibaba-small|Rollbar", "prompt": "c90-s5", "model": "alibaba-small", "cat": "observability-platforms", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Sentry** (for crash/error tracking) + **Rollbar** or **Datadog** (for infra)"}, {"id": "mai-20260917-0816-smoke|c90-s5|alibaba-small|Grafana Cloud", "prompt": "c90-s5", "model": "alibaba-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "*Look at:* **Grafana Cloud** or **SigNoz**. ... generally more affordable"}, {"id": "mai-20260917-0816-smoke|c90-s5|alibaba-small|SigNoz", "prompt": "c90-s5", "model": "alibaba-small", "cat": "observability-platforms", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "They offer good free tiers (to test the waters) and are generally more affordable"}, {"id": "mai-20260917-0816-smoke|c90-s5|deepseek-small|Prometheus", "prompt": "c90-s5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "can it replace the *sprawl* of Prometheus + Grafana + ELK you probably have today?"}, {"id": "mai-20260917-0816-smoke|c90-s5|deepseek-small|ELK", "prompt": "c90-s5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "ELK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "can it replace the *sprawl* of Prometheus + Grafana + ELK you probably have today?"}, {"id": "mai-20260917-0816-smoke|c90-s5|deepseek-small|New Relic", "prompt": "c90-s5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with the free tiers of New Relic, Grafana Cloud, or Better Stack to run a real PoC"}, {"id": "mai-20260917-0816-smoke|c90-s5|deepseek-small|Grafana Cloud (LGTM)", "prompt": "c90-s5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud (LGTM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with the free tiers of New Relic, Grafana Cloud, or Better Stack to run a real PoC"}, {"id": "mai-20260917-0816-smoke|c90-s5|deepseek-small|Better Stack", "prompt": "c90-s5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with the free tiers of New Relic, Grafana Cloud, or Better Stack to run a real PoC"}, {"id": "mai-20260917-0816-smoke|c90-s5|deepseek-small|Sentry", "prompt": "c90-s5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent value if errors/frontend are your main need"}, {"id": "mai-20260917-0816-smoke|c90-s5|deepseek-small|Datadog", "prompt": "c90-s5", "model": "deepseek-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Full-featured but watch the bill; typically better once you grow past ~50"}, {"id": "mai-20260917-0816-smoke|c90-s5|google-small|Datadog", "prompt": "c90-s5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "It is notoriously expensive and has highly complex billing... Only choose Datadog if you qualify for their Startup Program"}, {"id": "mai-20260917-0816-smoke|c90-s5|google-small|New Relic", "prompt": "c90-s5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Excellent starting point because they offer a forever-free tier with 100 GB/month of free data ingestion"}, {"id": "mai-20260917-0816-smoke|c90-s5|google-small|SigNoz", "prompt": "c90-s5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent if you want the power of Datadog but want to avoid vendor lock-in by using pure OpenTelemetry standard pipelines"}, {"id": "mai-20260917-0816-smoke|c90-s5|google-small|HyperDX", "prompt": "c90-s5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "HyperDX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "modern, open-source alternatives to Datadog... hosted SaaS versions that are clean, developer-focused"}, {"id": "mai-20260917-0816-smoke|c90-s5|google-small|Better Stack", "prompt": "c90-s5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Very budget-friendly and easy for a 30-person team to adopt."}, {"id": "mai-20260917-0816-smoke|c90-s5|google-small|Sentry", "prompt": "c90-s5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If serverless/frontend-heavy, favor Sentry or Datadog."}, {"id": "mai-20260917-0816-smoke|c90-s5|google-small|Groundcover", "prompt": "c90-s5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "Groundcover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If Kubernetes, evaluate Groundcover or SigNoz."}, {"id": "mai-20260917-0816-smoke|c90-s5|google-small|Metoro", "prompt": "c90-s5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "Metoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Groundcover or Metoro: These tools leverage eBPF"}, {"id": "mai-20260917-0816-smoke|c90-s5|google-small|Honeycomb", "prompt": "c90-s5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Honeycomb is unmatched for distributed tracing. However, it has a steeper learning curve"}, {"id": "mai-20260917-0816-smoke|c90-s5|google-small|Grafana Cloud", "prompt": "c90-s5", "model": "google-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "export that data to the free tiers of Grafana Cloud, SigNoz SaaS, and Honeycomb"}, {"id": "mai-20260917-0816-smoke|c90-s5|meta-small|Grafana Cloud", "prompt": "c90-s5", "model": "meta-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "consider a platform with open-source control, such as Grafana Cloud"}, {"id": "mai-20260917-0816-smoke|c90-s5|meta-small|SigNoz", "prompt": "c90-s5", "model": "meta-small", "cat": "observability-platforms", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider an OTel-native platform like SigNoz"}, {"id": "mai-20260917-0816-smoke|c90-s5|meta-small|Datadog", "prompt": "c90-s5", "model": "meta-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Datadog**: A comprehensive platform with a wide range of integrations and a user-friendly interface."}, {"id": "mai-20260917-0816-smoke|c90-s5|meta-small|Better Stack", "prompt": "c90-s5", "model": "meta-small", "cat": "observability-platforms", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Better Stack**: A simple and affordable option for small teams and startups."}, {"id": "mai-20260917-0816-smoke|c90-s5|meta-small|New Relic", "prompt": "c90-s5", "model": "meta-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**New Relic**: A scalable platform with a wide range of features and a user-friendly interface."}, {"id": "mai-20260917-0816-smoke|c90-s5|minimax-small|Grafana Cloud", "prompt": "c90-s5", "model": "minimax-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Grafana Cloud** | Flexibility, open-source love, no vendor lock-in | Great free tier; requires some DevOps know-how"}, {"id": "mai-20260917-0816-smoke|c90-s5|minimax-small|Datadog", "prompt": "c90-s5", "model": "minimax-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want **low friction and managed services**: Datadog or New Relic"}, {"id": "mai-20260917-0816-smoke|c90-s5|minimax-small|New Relic", "prompt": "c90-s5", "model": "minimax-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want **low friction and managed services**: Datadog or New Relic"}, {"id": "mai-20260917-0816-smoke|c90-s5|minimax-small|Uptrace", "prompt": "c90-s5", "model": "minimax-small", "cat": "observability-platforms", "variant": "scale", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want **OTel-native and budget-conscious**: Uptrace"}, {"id": "mai-20260917-0816-smoke|c90-s5|minimax-small|self-hosted Prometheus+Grafana", "prompt": "c90-s5", "model": "minimax-small", "cat": "observability-platforms", "variant": "scale", "raw": "self-hosted Prometheus+Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want **control, flexibility, and cost savings**: Grafana Cloud or self-hosted Prometheus+Grafana"}, {"id": "mai-20260917-0816-smoke|c90-s5|mistral-small|Datadog", "prompt": "c90-s5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want an all-in-one SaaS:** Datadog or New Relic (easy to set up, but can get expensive)."}, {"id": "mai-20260917-0816-smoke|c90-s5|mistral-small|New Relic", "prompt": "c90-s5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Datadog or New Relic (easy to set up, but can get expensive)."}, {"id": "mai-20260917-0816-smoke|c90-s5|mistral-small|Dynatrace", "prompt": "c90-s5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Datadog, New Relic, Dynatrace, Grafana Cloud, Honeycomb, Lightstep"}, {"id": "mai-20260917-0816-smoke|c90-s5|mistral-small|Grafana Cloud", "prompt": "c90-s5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you want open source + SaaS:** Grafana Cloud (cost-effective, flexible)."}, {"id": "mai-20260917-0816-smoke|c90-s5|mistral-small|Honeycomb", "prompt": "c90-s5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Honeycomb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Honeycomb or Lightstep (great for distributed tracing, but may be overkill for your size)."}, {"id": "mai-20260917-0816-smoke|c90-s5|mistral-small|Lightstep", "prompt": "c90-s5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Lightstep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may be overkill for your size"}, {"id": "mai-20260917-0816-smoke|c90-s5|mistral-small|Grafana Labs (Loki, Tempo, Mimir)", "prompt": "c90-s5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Labs (Loki, Tempo, Mimir)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Open Source + SaaS** | Grafana Labs (Loki, Tempo, Mimir), Elastic Observability, SigNoz"}, {"id": "mai-20260917-0816-smoke|c90-s5|mistral-small|Elastic Observability", "prompt": "c90-s5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Grafana Labs (Loki, Tempo, Mimir), Elastic Observability, SigNoz"}, {"id": "mai-20260917-0816-smoke|c90-s5|mistral-small|SigNoz", "prompt": "c90-s5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "pair it with a SaaS backend (e.g., Grafana Cloud, SigNoz, or Lightstep)"}, {"id": "mai-20260917-0816-smoke|c90-s5|mistral-small|Prometheus + Grafana", "prompt": "c90-s5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Open Source Only** | Prometheus + Grafana, OpenTelemetry + Jaeger, VictoriaMetrics"}, {"id": "mai-20260917-0816-smoke|c90-s5|mistral-small|OpenTelemetry + Jaeger", "prompt": "c90-s5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "OpenTelemetry + Jaeger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Prometheus + Grafana, OpenTelemetry + Jaeger, VictoriaMetrics"}, {"id": "mai-20260917-0816-smoke|c90-s5|mistral-small|VictoriaMetrics", "prompt": "c90-s5", "model": "mistral-small", "cat": "observability-platforms", "variant": "scale", "raw": "VictoriaMetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Prometheus + Grafana, OpenTelemetry + Jaeger, VictoriaMetrics"}, {"id": "mai-20260917-0816-smoke|c90-s5|moonshot-small|Uptrace", "prompt": "c90-s5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "Uptrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Lowest total cost / OTel-native | Uptrace, OpenObserve, Grafana Cloud"}, {"id": "mai-20260917-0816-smoke|c90-s5|moonshot-small|OpenObserve", "prompt": "c90-s5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Lowest total cost / OTel-native | Uptrace, OpenObserve, Grafana Cloud"}, {"id": "mai-20260917-0816-smoke|c90-s5|moonshot-small|Grafana Cloud", "prompt": "c90-s5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Lowest total cost / OTel-native | Uptrace, OpenObserve, Grafana Cloud"}, {"id": "mai-20260917-0816-smoke|c90-s5|moonshot-small|Better Stack", "prompt": "c90-s5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fastest setup, least maintenance | Better Stack, Honeycomb"}, {"id": "mai-20260917-0816-smoke|c90-s5|moonshot-small|Honeycomb", "prompt": "c90-s5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fastest setup, least maintenance | Better Stack, Honeycomb"}, {"id": "mai-20260917-0816-smoke|c90-s5|moonshot-small|New Relic", "prompt": "c90-s5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Generous free tier to start | New Relic, Grafana Cloud"}, {"id": "mai-20260917-0816-smoke|c90-s5|moonshot-small|Datadog", "prompt": "c90-s5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Datadog (powerful, expensive at scale)"}, {"id": "mai-20260917-0816-smoke|c90-s5|moonshot-small|Grafana stack", "prompt": "c90-s5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Self-hosted / data sovereignty | Grafana stack, SigNoz"}, {"id": "mai-20260917-0816-smoke|c90-s5|moonshot-small|SigNoz", "prompt": "c90-s5", "model": "moonshot-small", "cat": "observability-platforms", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Self-hosted / data sovereignty | Grafana stack, SigNoz"}, {"id": "mai-20260917-0816-smoke|c90-s5|xai-small|New Relic", "prompt": "c90-s5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Popular SMB picks: New Relic or Grafana for balance"}, {"id": "mai-20260917-0816-smoke|c90-s5|xai-small|Better Stack", "prompt": "c90-s5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Better Stack | $24/mo flat | 3GB logs free| Fast setup for small teams"}, {"id": "mai-20260917-0816-smoke|c90-s5|xai-small|Uptrace", "prompt": "c90-s5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Uptrace | Pay-per-GB | Self-host free| OTel-native, cost-effective"}, {"id": "mai-20260917-0816-smoke|c90-s5|xai-small|Datadog", "prompt": "c90-s5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Datadog | ~$15/host | 5 hosts free | Good if budget allows breadth"}, {"id": "mai-20260917-0816-smoke|c90-s5|xai-small|Grafana Cloud", "prompt": "c90-s5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Popular SMB picks: New Relic or Grafana for balance"}, {"id": "mai-20260917-0816-smoke|c90-s5|xai-small|SigNoz", "prompt": "c90-s5", "model": "xai-small", "cat": "observability-platforms", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "open-source like SigNoz if self-managing infra"}, {"id": "mai-20260917-0816-smoke|c90-s6|alibaba-small|Splunk", "prompt": "c90-s6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "here are the platforms and approaches small businesses should generally avoid or approach with extreme caution:\n\n### 1. Splunk"}, {"id": "mai-20260917-0816-smoke|c90-s6|alibaba-small|Prometheus + Grafana", "prompt": "c90-s6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "building a stack using open-source components like **Prometheus + Grafana** ... **Why to be cautious:** ... Hidden Engineering Costs"}, {"id": "mai-20260917-0816-smoke|c90-s6|alibaba-small|ELK (Elasticsearch, Logstash, Kibana)", "prompt": "c90-s6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "ELK (Elasticsearch, Logstash, Kibana)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "combined with **ELK (Elasticsearch, Logstash, Kibana)** ... Maintenance Burden"}, {"id": "mai-20260917-0816-smoke|c90-s6|alibaba-small|Grafana Cloud", "prompt": "c90-s6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternative:** Use managed versions of these tools (e.g., Grafana Cloud or Elastic Cloud)"}, {"id": "mai-20260917-0816-smoke|c90-s6|alibaba-small|Elastic Cloud", "prompt": "c90-s6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Elastic Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use managed versions of these tools (e.g., Grafana Cloud or Elastic Cloud) if you want the flexibility without the maintenance tax."}, {"id": "mai-20260917-0816-smoke|c90-s6|alibaba-small|Dynatrace", "prompt": "c90-s6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools like Dynatrace offer incredible automation ... **Overkill** ... high price tag that scales poorly for smaller budgets"}, {"id": "mai-20260917-0816-smoke|c90-s6|alibaba-small|Datadog", "prompt": "c90-s6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "platforms like **Datadog** (unless strictly on their free tier) ... might be overkill"}, {"id": "mai-20260917-0816-smoke|c90-s6|alibaba-small|New Relic", "prompt": "c90-s6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**New Relic** (Standard plan) might be overkill"}, {"id": "mai-20260917-0816-smoke|c90-s6|alibaba-small|UptimeRobot", "prompt": "c90-s6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "UptimeRobot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**What to use instead:** specialized tools like **UptimeRobot**, **Betterstack**, or simple cloud provider dashboards"}, {"id": "mai-20260917-0816-smoke|c90-s6|alibaba-small|Betterstack", "prompt": "c90-s6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Betterstack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "specialized tools like **UptimeRobot**, **Betterstack** ... are often sufficient and significantly cheaper"}, {"id": "mai-20260917-0816-smoke|c90-s6|alibaba-small|AWS CloudWatch", "prompt": "c90-s6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "AWS CloudWatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "simple cloud provider dashboards (AWS CloudWatch/Azure Monitor) are often sufficient and significantly cheaper"}, {"id": "mai-20260917-0816-smoke|c90-s6|alibaba-small|Azure Monitor", "prompt": "c90-s6", "model": "alibaba-small", "cat": "observability-platforms", "variant": "negative", "raw": "Azure Monitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "simple cloud provider dashboards (AWS CloudWatch/Azure Monitor) are often sufficient"}, {"id": "mai-20260917-0816-smoke|c90-s6|anthropic-small|IBM Instana", "prompt": "c90-s6", "model": "anthropic-small", "cat": "observability-platforms", "variant": "negative", "raw": "IBM Instana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "IBM Instana is positioned as better suited for larger enterprises, with small or midsize customers less likely to consider it"}, {"id": "mai-20260917-0816-smoke|c90-s6|anthropic-small|Dynatrace", "prompt": "c90-s6", "model": "anthropic-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Dynatrace is recommended primarily for large enterprise environments\n, making it potentially overkill for smaller teams"}, {"id": "mai-20260917-0816-smoke|c90-s6|anthropic-small|Datadog", "prompt": "c90-s6", "model": "anthropic-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Datadog should be chosen only if budget isn't a primary concern"}, {"id": "mai-20260917-0816-smoke|c90-s6|challenger-small|Datadog", "prompt": "c90-s6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "powerful, but multiple sources note that its pricing can strain budgets at scale"}, {"id": "mai-20260917-0816-smoke|c90-s6|challenger-small|Splunk Observability", "prompt": "c90-s6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk Observability", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "one source explicitly says it is *not ideal* for small businesses with monolithic apps or simple sites"}, {"id": "mai-20260917-0816-smoke|c90-s6|challenger-small|Honeycomb", "prompt": "c90-s6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "Honeycomb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its starting price and focus on advanced use cases make it less attractive for small teams"}, {"id": "mai-20260917-0816-smoke|c90-s6|challenger-small|Dynatrace", "prompt": "c90-s6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "geared toward larger organizations imply it may be overkill for startups and many SMBs"}, {"id": "mai-20260917-0816-smoke|c90-s6|challenger-small|Monte Carlo", "prompt": "c90-s6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "Monte Carlo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "described as comparatively pricey and *not suitable for small companies* on tight budgets"}, {"id": "mai-20260917-0816-smoke|c90-s6|challenger-small|LogicMonitor", "prompt": "c90-s6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "LogicMonitor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "smaller or more specialized setups may be better served by simpler tools"}, {"id": "mai-20260917-0816-smoke|c90-s6|challenger-small|Grafana Cloud", "prompt": "c90-s6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "sources recommend starting with **Grafana Cloud**, **New Relic entry/free tiers**, **SigNoz**"}, {"id": "mai-20260917-0816-smoke|c90-s6|challenger-small|New Relic entry/free tiers", "prompt": "c90-s6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic entry/free tiers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "sources recommend starting with **Grafana Cloud**, **New Relic entry/free tiers**, **SigNoz**"}, {"id": "mai-20260917-0816-smoke|c90-s6|challenger-small|SigNoz", "prompt": "c90-s6", "model": "challenger-small", "cat": "observability-platforms", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "cost-conscious, OpenTelemetry-friendly options instead of full enterprise suites"}, {"id": "mai-20260917-0816-smoke|c90-s6|deepseek-small|Datadog", "prompt": "c90-s6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Datadog — the biggest \"bill shock\" risk ... platforms to be *most cautious* about are Datadog, Dynatrace, and Splunk"}, {"id": "mai-20260917-0816-smoke|c90-s6|deepseek-small|Dynatrace", "prompt": "c90-s6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-grade (great Davis AI), but overkill and overpriced for a small operation."}, {"id": "mai-20260917-0816-smoke|c90-s6|deepseek-small|Splunk", "prompt": "c90-s6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Not a small-business first choice."}, {"id": "mai-20260917-0816-smoke|c90-s6|deepseek-small|Grafana Cloud", "prompt": "c90-s6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "free tier + Pro from ~$19–29/month, open-source based, no vendor lock-in"}, {"id": "mai-20260917-0816-smoke|c90-s6|deepseek-small|SigNoz", "prompt": "c90-s6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OpenTelemetry-native, cost-conscious startup favorite"}, {"id": "mai-20260917-0816-smoke|c90-s6|deepseek-small|Better Stack", "prompt": "c90-s6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "best default for small teams"}, {"id": "mai-20260917-0816-smoke|c90-s6|deepseek-small|New Relic", "prompt": "c90-s6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "strong free tier (100GB/month) and growth-friendly pricing"}, {"id": "mai-20260917-0816-smoke|c90-s6|deepseek-small|Prometheus", "prompt": "c90-s6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Open-source (self-hosted) — Prometheus, OpenTelemetry, OpenSearch, Jaeger if you have technical staff"}, {"id": "mai-20260917-0816-smoke|c90-s6|deepseek-small|OpenTelemetry", "prompt": "c90-s6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "OpenTelemetry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Open-source (self-hosted) — Prometheus, OpenTelemetry, OpenSearch, Jaeger"}, {"id": "mai-20260917-0816-smoke|c90-s6|deepseek-small|OpenSearch", "prompt": "c90-s6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "OpenSearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Prometheus, OpenTelemetry, OpenSearch, Jaeger if you have technical staff"}, {"id": "mai-20260917-0816-smoke|c90-s6|deepseek-small|Jaeger", "prompt": "c90-s6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Jaeger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Prometheus, OpenTelemetry, OpenSearch, Jaeger if you have technical staff"}, {"id": "mai-20260917-0816-smoke|c90-s6|deepseek-small|Coralogix", "prompt": "c90-s6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "OpenTelemetry-native** tools (like Grafana, SigNoz, Coralogix, or Uptrace)"}, {"id": "mai-20260917-0816-smoke|c90-s6|deepseek-small|Uptrace", "prompt": "c90-s6", "model": "deepseek-small", "cat": "observability-platforms", "variant": "negative", "raw": "Uptrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "tools (like Grafana, SigNoz, Coralogix, or Uptrace) that decouple cost from data volume"}, {"id": "mai-20260917-0816-smoke|c90-s6|google-small|Datadog", "prompt": "c90-s6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Unless you have a dedicated engineer who actively manages telemetry governance and pricing alerts, Datadog is a highly risky choice for tight budgets."}, {"id": "mai-20260917-0816-smoke|c90-s6|google-small|Splunk", "prompt": "c90-s6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why SMBs should avoid them... These platforms are massive overkill for small businesses."}, {"id": "mai-20260917-0816-smoke|c90-s6|google-small|Dynatrace", "prompt": "c90-s6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Setting up tools like Dynatrace or AppDynamics is not \"plug-and-play\"... massive overkill for small businesses."}, {"id": "mai-20260917-0816-smoke|c90-s6|google-small|AppDynamics", "prompt": "c90-s6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "These platforms are massive overkill for small businesses. They will drain your runway"}, {"id": "mai-20260917-0816-smoke|c90-s6|google-small|Self-managed ELK", "prompt": "c90-s6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Self-managed ELK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why SMBs should be cautious: High Total Cost of Ownership (TCO)"}, {"id": "mai-20260917-0816-smoke|c90-s6|google-small|Prometheus", "prompt": "c90-s6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "DIY Self-Hosted Open-Source Stacks (e.g., Self-managed ELK, Prometheus, Grafana, Jaeger)... Don't build your own observability infrastructure."}, {"id": "mai-20260917-0816-smoke|c90-s6|google-small|Grafana", "prompt": "c90-s6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Don't build your own observability infrastructure. Your engineering hours are better spent on your core product."}, {"id": "mai-20260917-0816-smoke|c90-s6|google-small|Jaeger", "prompt": "c90-s6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Jaeger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "DIY Self-Hosted Open-Source Stacks (e.g., Self-managed ELK, Prometheus, Grafana, Jaeger)"}, {"id": "mai-20260917-0816-smoke|c90-s6|google-small|Thanos", "prompt": "c90-s6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Thanos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "open-source tools like Elasticsearch/Logstash/Kibana (ELK), self-hosted Prometheus, Thanos, and Grafana"}, {"id": "mai-20260917-0816-smoke|c90-s6|google-small|Honeycomb", "prompt": "c90-s6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Honeycomb", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Honeycomb: Excellent for modern application tracing and debugging with highly predictable, event-volume-based pricing."}, {"id": "mai-20260917-0816-smoke|c90-s6|google-small|Better Stack", "prompt": "c90-s6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Exceptionally SMB-friendly, combining uptime monitoring, log management, and incident response into one affordable"}, {"id": "mai-20260917-0816-smoke|c90-s6|google-small|Axiom", "prompt": "c90-s6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Axiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Known for incredibly cheap, highly scalable log storage and simple, transparent pricing."}, {"id": "mai-20260917-0816-smoke|c90-s6|google-small|Grafana Cloud", "prompt": "c90-s6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "It provides a highly generous free tier and lets you scale predictably without the headache of managing the backend yourself."}, {"id": "mai-20260917-0816-smoke|c90-s6|google-small|Logz.io", "prompt": "c90-s6", "model": "google-small", "cat": "observability-platforms", "variant": "negative", "raw": "Logz.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Offers managed versions of popular open-source tools (ELK, Prometheus), giving you the familiarity of open source without the maintenance overhead."}, {"id": "mai-20260917-0816-smoke|c90-s6|meta-small|Splunk Observability", "prompt": "c90-s6", "model": "meta-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk Observability", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some observability platforms, such as Splunk Observability, may not be ideal for small businesses with monolithic applications or simple WordPress sites."}, {"id": "mai-20260917-0816-smoke|c90-s6|meta-small|UptimeRobot", "prompt": "c90-s6", "model": "meta-small", "cat": "observability-platforms", "variant": "negative", "raw": "UptimeRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Basic server monitoring or uptime checks, such as UptimeRobot, may be more appropriate and significantly cheaper"}, {"id": "mai-20260917-0816-smoke|c90-s6|meta-small|Grafana Cloud", "prompt": "c90-s6", "model": "meta-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Grafana Cloud: Offers a free tier and is cost-effective, with a rating of 4.5/5."}, {"id": "mai-20260917-0816-smoke|c90-s6|meta-small|Datadog", "prompt": "c90-s6", "model": "meta-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Grafana Cloud and Datadog are recommended for solo users or small teams"}, {"id": "mai-20260917-0816-smoke|c90-s6|meta-small|New Relic", "prompt": "c90-s6", "model": "meta-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "New Relic: Offers a free tier and is suitable for startups and growing teams, with a rating of 4.4/5."}, {"id": "mai-20260917-0816-smoke|c90-s6|meta-small|Dynatrace", "prompt": "c90-s6", "model": "meta-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Dynatrace and Splunk are built for enterprise complexity and may be too complex for small businesses."}, {"id": "mai-20260917-0816-smoke|c90-s6|minimax-small|Datadog", "prompt": "c90-s6", "model": "minimax-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Datadog** (Most Expensive)... costs can escalate quickly... Best suited for enterprises with substantial budgets"}, {"id": "mai-20260917-0816-smoke|c90-s6|minimax-small|New Relic", "prompt": "c90-s6", "model": "minimax-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While starting at $10/month, costs can grow significantly... Can become expensive as you scale"}, {"id": "mai-20260917-0816-smoke|c90-s6|minimax-small|Uptrace", "prompt": "c90-s6", "model": "minimax-small", "cat": "observability-platforms", "variant": "negative", "raw": "Uptrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Uptrace** - Most affordable at $332/month for small teams"}, {"id": "mai-20260917-0816-smoke|c90-s6|minimax-small|SigNoz", "prompt": "c90-s6", "model": "minimax-small", "cat": "observability-platforms", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SigNoz** - Open-source, approximately $1,374/month"}, {"id": "mai-20260917-0816-smoke|c90-s6|minimax-small|Grafana Cloud", "prompt": "c90-s6", "model": "minimax-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Grafana Cloud** - Free tier available, flexible pricing"}, {"id": "mai-20260917-0816-smoke|c90-s6|minimax-small|Sentry", "prompt": "c90-s6", "model": "minimax-small", "cat": "observability-platforms", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Sentry** - Free plan available, great for error tracking"}, {"id": "mai-20260917-0816-smoke|c90-s6|minimax-small|Prometheus", "prompt": "c90-s6", "model": "minimax-small", "cat": "observability-platforms", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use open-source solutions (Prometheus + Grafana)"}, {"id": "mai-20260917-0816-smoke|c90-s6|mistral-small|Splunk Observability", "prompt": "c90-s6", "model": "mistral-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk Observability", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid tools like Splunk Observability if you have simple needs"}, {"id": "mai-20260917-0816-smoke|c90-s6|mistral-small|UptimeRobot", "prompt": "c90-s6", "model": "mistral-small", "cat": "observability-platforms", "variant": "negative", "raw": "UptimeRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "basic server monitoring or uptime checks (like UptimeRobot) are more appropriate and significantly cheaper"}, {"id": "mai-20260917-0816-smoke|c90-s6|mistral-small|Grafana Cloud", "prompt": "c90-s6", "model": "mistral-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "opt for simpler, cost-effective, and easy-to-setup solutions such as Grafana Cloud, the free tier of Datadog"}, {"id": "mai-20260917-0816-smoke|c90-s6|mistral-small|Datadog", "prompt": "c90-s6", "model": "mistral-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "while Datadog is powerful, its pricing model may not be suitable for very small teams unless they use the free tier"}, {"id": "mai-20260917-0816-smoke|c90-s6|mistral-small|SigNoz", "prompt": "c90-s6", "model": "mistral-small", "cat": "observability-platforms", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "budget-friendly options like Site24x7 or SigNoz (for those willing to self-host or use cloud at a lower cost)"}, {"id": "mai-20260917-0816-smoke|c90-s6|mistral-small|Site24x7", "prompt": "c90-s6", "model": "mistral-small", "cat": "observability-platforms", "variant": "negative", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "budget-friendly options such as Site24x7 or SigNoz"}, {"id": "mai-20260917-0816-smoke|c90-s6|moonshot-small|Datadog", "prompt": "c90-s6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the pricing structure is actively hostile to cost-constrained teams with variable workloads"}, {"id": "mai-20260917-0816-smoke|c90-s6|moonshot-small|Splunk", "prompt": "c90-s6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "For small teams, the cost-to-value ratio is typically poor"}, {"id": "mai-20260917-0816-smoke|c90-s6|moonshot-small|New Relic", "prompt": "c90-s6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "it's still fundamentally architected as an enterprise APM platform"}, {"id": "mai-20260917-0816-smoke|c90-s6|moonshot-small|AppDynamics", "prompt": "c90-s6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Pricing is based on per CPU core, which can become expensive quickly"}, {"id": "mai-20260917-0816-smoke|c90-s6|moonshot-small|Grafana Cloud", "prompt": "c90-s6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Consider lighter alternatives: Grafana Cloud (generous free tier)"}, {"id": "mai-20260917-0816-smoke|c90-s6|moonshot-small|SigNoz", "prompt": "c90-s6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "SigNoz (OpenTelemetry-native, no per-host fees)"}, {"id": "mai-20260917-0816-smoke|c90-s6|moonshot-small|Better Stack", "prompt": "c90-s6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Better Stack, or even managed Prometheus/Loki stacks often provide 80% of the value at 20% of the cost"}, {"id": "mai-20260917-0816-smoke|c90-s6|moonshot-small|managed Prometheus/Loki stacks", "prompt": "c90-s6", "model": "moonshot-small", "cat": "observability-platforms", "variant": "negative", "raw": "managed Prometheus/Loki stacks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "even managed Prometheus/Loki stacks often provide 80% of the value at 20% of the cost"}, {"id": "mai-20260917-0816-smoke|c90-s6|openai-small|Datadog", "prompt": "c90-s6", "model": "openai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Datadog**: powerful, but often expensive as usage expands"}, {"id": "mai-20260917-0816-smoke|c90-s6|openai-small|Splunk Observability", "prompt": "c90-s6", "model": "openai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk Observability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "strong enterprise capabilities, but it's typically a platform to evaluate carefully if budget predictability is important"}, {"id": "mai-20260917-0816-smoke|c90-s6|openai-small|Dynatrace", "prompt": "c90-s6", "model": "openai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "worth caution if you're a small team, because they can be feature-rich and contract-heavy"}, {"id": "mai-20260917-0816-smoke|c90-s6|openai-small|AppDynamics", "prompt": "c90-s6", "model": "openai-small", "cat": "observability-platforms", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "worth caution if you're a small team, because they can be feature-rich and contract-heavy"}, {"id": "mai-20260917-0816-smoke|c90-s6|xai-small|Splunk", "prompt": "c90-s6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently called \"too expensive\" in G2 reviews (16+ mentions); complex setup and steep learning curve... Better for large-scale log analytics, not simple monitoring."}, {"id": "mai-20260917-0816-smoke|c90-s6|xai-small|Datadog", "prompt": "c90-s6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Infamous for \"bill shock\"—teams report 3–12x overruns (e.g., budgeted $12K, billed $147K)."}, {"id": "mai-20260917-0816-smoke|c90-s6|xai-small|Dynatrace", "prompt": "c90-s6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Suited for massive enterprises, not budget-conscious teams."}, {"id": "mai-20260917-0816-smoke|c90-s6|xai-small|New Relic", "prompt": "c90-s6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generous free tier makes it more SMB-tolerant than others. Still risky if expanding beyond basics."}, {"id": "mai-20260917-0816-smoke|c90-s6|xai-small|Grafana Cloud", "prompt": "c90-s6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Grafana Cloud** (free tier, scales cheaply; OSS flexibility)."}, {"id": "mai-20260917-0816-smoke|c90-s6|xai-small|Site24x7", "prompt": "c90-s6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Site24x7** (budget all-in-one, high G2 ratings for SMBs)."}, {"id": "mai-20260917-0816-smoke|c90-s6|xai-small|Sentry", "prompt": "c90-s6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Sentry** (free for error tracking; 4.5/5 G2 for small projects)."}, {"id": "mai-20260917-0816-smoke|c90-s6|xai-small|Prometheus", "prompt": "c90-s6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Open-source like Prometheus + Grafana (zero cost, but needs ops time)."}, {"id": "mai-20260917-0816-smoke|c90-s6|xai-small|UptimeRobot", "prompt": "c90-s6", "model": "xai-small", "cat": "observability-platforms", "variant": "negative", "raw": "UptimeRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "even uptime tools like UptimeRobot beat full observability suites"}, {"id": "mai-20260917-0816-smoke|c90-s6|zai-small|Splunk Observability Cloud", "prompt": "c90-s6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms That Are Overkill or Misaligned for Small Businesses ... **Splunk Observability Cloud** | • **Complex setup** ... **Expensive**"}, {"id": "mai-20260917-0816-smoke|c90-s6|zai-small|Honeycomb", "prompt": "c90-s6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Honeycomb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not ideal for simple monoliths or early‑stage startups... Per‑event pricing can get costly"}, {"id": "mai-20260917-0816-smoke|c90-s6|zai-small|Dynatrace", "prompt": "c90-s6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Traditional Enterprise APM Suites (e.g., **Dynatrace** enterprise tiers... **Over‑engineered**"}, {"id": "mai-20260917-0816-smoke|c90-s6|zai-small|AppDynamics", "prompt": "c90-s6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Traditional Enterprise APM Suites (e.g., Dynatrace enterprise tiers, **AppDynamics**, **CA APM**) ... High licensing and support costs"}, {"id": "mai-20260917-0816-smoke|c90-s6|zai-small|CA APM", "prompt": "c90-s6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "CA APM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Traditional Enterprise APM Suites (e.g., Dynatrace enterprise tiers, AppDynamics, **CA APM**)"}, {"id": "mai-20260917-0816-smoke|c90-s6|zai-small|Datadog", "prompt": "c90-s6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Datadog** with many modules enabled) | • **Cost can explode** ... **Bill shock** ... **Vendor lock‑in**"}, {"id": "mai-20260917-0816-smoke|c90-s6|zai-small|New Relic", "prompt": "c90-s6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**New Relic** – generous free tier, per‑GB pricing, easy to get started."}, {"id": "mai-20260917-0816-smoke|c90-s6|zai-small|Grafana Cloud + Prometheus + Loki", "prompt": "c90-s6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "Grafana Cloud + Prometheus + Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "open‑source stack with a managed option, cost‑effective at scale"}, {"id": "mai-20260917-0816-smoke|c90-s6|zai-small|SigNoz", "prompt": "c90-s6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "OTel‑native, no per‑host or per‑seat pricing, good for cost‑conscious startups"}, {"id": "mai-20260917-0816-smoke|c90-s6|zai-small|UptimeRobot", "prompt": "c90-s6", "model": "zai-small", "cat": "observability-platforms", "variant": "negative", "raw": "UptimeRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Basic uptime and server monitoring (e.g., UptimeRobot, basic cloud provider dashboards) for very small setups"}, {"id": "mai-20260917-0816-smoke|c91-l1|alibaba-small|GitHub Copilot for Business & Enterprises", "prompt": "c91-l1", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot for Business & Enterprises", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **safest, easiest rollout** with maximum market share backing, choose **GitHub Copilot for Business**."}, {"id": "mai-20260917-0816-smoke|c91-l1|alibaba-small|Amazon Q Developer", "prompt": "c91-l1", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a **heavy AWS user**, stick with **Amazon Q for Enterprise**."}, {"id": "mai-20260917-0816-smoke|c91-l1|alibaba-small|Cursor Enterprise", "prompt": "c91-l1", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your developers demand a **superior, agentic experience** for complex architecture changes, look into **Cursor Enterprise**."}, {"id": "mai-20260917-0816-smoke|c91-l1|alibaba-small|Tabnine Enterprise", "prompt": "c91-l1", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly regulated industries (Finance, Healthcare, Defense) that require on-premise deployment or strict model ownership."}, {"id": "mai-20260917-0816-smoke|c91-l1|anthropic-small|GitHub Copilot", "prompt": "c91-l1", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Copilot Enterprise ($19/user) wins for large teams—custom agents, shared Spaces, SOC 2 compliance"}, {"id": "mai-20260917-0816-smoke|c91-l1|anthropic-small|Claude", "prompt": "c91-l1", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Claude is the stronger AI model for reasoning and deep work"}, {"id": "mai-20260917-0816-smoke|c91-l1|anthropic-small|Cursor", "prompt": "c91-l1", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cursor shines for large codebase refactoring with its 100K token context"}, {"id": "mai-20260917-0816-smoke|c91-l1|anthropic-small|Windsurf", "prompt": "c91-l1", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Windsurf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Windsurf features Fast Context for quickly understanding entire codebases"}, {"id": "mai-20260917-0816-smoke|c91-l1|anthropic-small|Tabnine", "prompt": "c91-l1", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tabnine offers fully private, on-premises deployment options where your code never leaves your infrastructure"}, {"id": "mai-20260917-0816-smoke|c91-l1|challenger-small|GitHub Copilot", "prompt": "c91-l1", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is **GitHub Copilot** because it has the broadest enterprise fit"}, {"id": "mai-20260917-0816-smoke|c91-l1|challenger-small|Augment Code", "prompt": "c91-l1", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Augment Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for **large monorepos**, cross-service changes, and enterprise codebases"}, {"id": "mai-20260917-0816-smoke|c91-l1|challenger-small|Tabnine Enterprise", "prompt": "c91-l1", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when you need **air-gapped deployment** or strict data sovereignty"}, {"id": "mai-20260917-0816-smoke|c91-l1|challenger-small|Sourcegraph Cody Enterprise", "prompt": "c91-l1", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Sourcegraph Cody Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for **multi-repository context** and org-wide code intelligence"}, {"id": "mai-20260917-0816-smoke|c91-l1|challenger-small|Amazon Q Developer", "prompt": "c91-l1", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if your company is heavily invested in **AWS**"}, {"id": "mai-20260917-0816-smoke|c91-l1|challenger-small|Gemini Code Assist Enterprise", "prompt": "c91-l1", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Gemini Code Assist Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a strong enterprise option with published business pricing"}, {"id": "mai-20260917-0816-smoke|c91-l1|deepseek-small|GitHub Copilot (Business/Enterprise)", "prompt": "c91-l1", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot (Business/Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with GitHub Copilot Business as the default — best fit for most companies already on GitHub... safest \"best overall\" pick"}, {"id": "mai-20260917-0816-smoke|c91-l1|deepseek-small|Claude Code", "prompt": "c91-l1", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The strongest agentic option... Pilot a secondary agent tool (Claude Code or Cursor"}, {"id": "mai-20260917-0816-smoke|c91-l1|deepseek-small|OpenAI Codex", "prompt": "c91-l1", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "OpenAI Codex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another agentic leader for enterprise"}, {"id": "mai-20260917-0816-smoke|c91-l1|deepseek-small|Cursor", "prompt": "c91-l1", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise rollout, SSO, audit logging, and predictable pricing are weaker than Copilot"}, {"id": "mai-20260917-0816-smoke|c91-l1|deepseek-small|Windsurf / Codeium", "prompt": "c91-l1", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Windsurf / Codeium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally a step behind the leaders on enterprise features. Fine as a budget option."}, {"id": "mai-20260917-0816-smoke|c91-l1|deepseek-small|Augment Code", "prompt": "c91-l1", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Augment Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some vendors offer VPC or self-hosted deployment (e.g., Augment Code and others position this specifically for enterprise)"}, {"id": "mai-20260917-0816-smoke|c91-l1|google-small|GitHub Copilot Enterprise", "prompt": "c91-l1", "model": "google-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall & Safest Corporate Bet: **GitHub Copilot Enterprise**"}, {"id": "mai-20260917-0816-smoke|c91-l1|google-small|Tabnine Enterprise", "prompt": "c91-l1", "model": "google-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High-Security, Regulated, or Air-Gapped B2B: **Tabnine Enterprise**"}, {"id": "mai-20260917-0816-smoke|c91-l1|google-small|Codeium Enterprise", "prompt": "c91-l1", "model": "google-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Codeium Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Runner-up in this category:* **Codeium Enterprise**, which also offers excellent VPC and on-prem deployments"}, {"id": "mai-20260917-0816-smoke|c91-l1|google-small|Cursor Enterprise", "prompt": "c91-l1", "model": "google-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Tech-First B2B & High Velocity: **Cursor Enterprise**"}, {"id": "mai-20260917-0816-smoke|c91-l1|google-small|Sourcegraph Cody", "prompt": "c91-l1", "model": "google-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Massive, Multi-Repo Codebases: **Sourcegraph Cody**"}, {"id": "mai-20260917-0816-smoke|c91-l1|meta-small|GitHub Copilot", "prompt": "c91-l1", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best AI coding assistant for an enterprise B2B company is GitHub Copilot"}, {"id": "mai-20260917-0816-smoke|c91-l1|meta-small|Cursor", "prompt": "c91-l1", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top contenders include Cursor, Claude Code, and OpenAI Codex."}, {"id": "mai-20260917-0816-smoke|c91-l1|meta-small|Claude Code", "prompt": "c91-l1", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top contenders include Cursor, Claude Code, and OpenAI Codex."}, {"id": "mai-20260917-0816-smoke|c91-l1|meta-small|OpenAI Codex", "prompt": "c91-l1", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "OpenAI Codex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top contenders include Cursor, Claude Code, and OpenAI Codex."}, {"id": "mai-20260917-0816-smoke|c91-l1|minimax-small|GitHub Copilot Business", "prompt": "c91-l1", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most B2B enterprises, **GitHub Copilot Business** offers the best balance of adoption, security features, and ease of deployment."}, {"id": "mai-20260917-0816-smoke|c91-l1|minimax-small|Augment Code", "prompt": "c91-l1", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Augment Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Augment Code** is emerging as a strong enterprise-specific alternative"}, {"id": "mai-20260917-0816-smoke|c91-l1|minimax-small|Cursor", "prompt": "c91-l1", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** AI-native editor for heavy, multi-file work"}, {"id": "mai-20260917-0816-smoke|c91-l1|minimax-small|Claude Code", "prompt": "c91-l1", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Terminal-based autonomous coding tasks"}, {"id": "mai-20260917-0816-smoke|c91-l1|mistral-small|GitHub Copilot", "prompt": "c91-l1", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Copilot is often the best starting point for most enterprises due to its ease of adoption and integration"}, {"id": "mai-20260917-0816-smoke|c91-l1|mistral-small|Cursor", "prompt": "c91-l1", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cursor and Claude Code are preferred for more advanced or autonomous coding needs"}, {"id": "mai-20260917-0816-smoke|c91-l1|mistral-small|Claude Code", "prompt": "c91-l1", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cursor and Claude Code are preferred for more advanced or autonomous coding needs"}, {"id": "mai-20260917-0816-smoke|c91-l1|moonshot-small|GitHub Copilot Business/Enterprise", "prompt": "c91-l1", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot Business/Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Copilot Business/Enterprise** - Best Overall"}, {"id": "mai-20260917-0816-smoke|c91-l1|moonshot-small|Amazon CodeWhisperer Professional", "prompt": "c91-l1", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Amazon CodeWhisperer Professional", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for AWS-Native Companies"}, {"id": "mai-20260917-0816-smoke|c91-l1|moonshot-small|Tabnine Enterprise", "prompt": "c91-l1", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Privacy & Security"}, {"id": "mai-20260917-0816-smoke|c91-l1|moonshot-small|Augment Code", "prompt": "c91-l1", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Augment Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "200k-token context, AI management compliance certification"}, {"id": "mai-20260917-0816-smoke|c91-l1|moonshot-small|Claude Code", "prompt": "c91-l1", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Terminal-based agent for complex multi-file work"}, {"id": "mai-20260917-0816-smoke|c91-l1|moonshot-small|Cursor", "prompt": "c91-l1", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-native editor for complex projects"}, {"id": "mai-20260917-0816-smoke|c91-l1|openai-small|GitHub Copilot Enterprise", "prompt": "c91-l1", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AI coding assistant is usually **GitHub Copilot Enterprise**"}, {"id": "mai-20260917-0816-smoke|c91-l1|openai-small|Amazon Q Developer", "prompt": "c91-l1", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strongest fit if you're heavily on AWS"}, {"id": "mai-20260917-0816-smoke|c91-l1|openai-small|OpenAI Codex / ChatGPT Enterprise + Codex", "prompt": "c91-l1", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "OpenAI Codex / ChatGPT Enterprise + Codex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "compelling if you want a more agentic coding workflow"}, {"id": "mai-20260917-0816-smoke|c91-l1|openai-small|Gemini Code Assist Enterprise", "prompt": "c91-l1", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Gemini Code Assist Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a better fit if your company is deeply invested in Google Cloud"}, {"id": "mai-20260917-0816-smoke|c91-l1|xai-small|GitHub Copilot Enterprise", "prompt": "c91-l1", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Copilot Enterprise stands out as the most widely recommended and adopted option for most B2B enterprises"}, {"id": "mai-20260917-0816-smoke|c91-l1|xai-small|Cursor Business", "prompt": "c91-l1", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Advanced/agentic coding, powerful IDE ... Trusted by 64% of Fortune 500."}, {"id": "mai-20260917-0816-smoke|c91-l1|xai-small|Amazon Q Developer", "prompt": "c91-l1", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS-heavy teams ... Native AWS IAM/security scanning"}, {"id": "mai-20260917-0816-smoke|c91-l1|xai-small|Codeium", "prompt": "c91-l1", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Codeium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-conscious, broad support ... Fewer advanced enterprise controls vs. leaders"}, {"id": "mai-20260917-0816-smoke|c91-l1|xai-small|Tabnine Enterprise", "prompt": "c91-l1", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strict privacy/self-hosting ... On-prem/air-gapped"}, {"id": "mai-20260917-0816-smoke|c91-l1|zai-small|GitHub Copilot", "prompt": "c91-l1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B teams the safest, most widely-adopted choice is **GitHub Copilot**"}, {"id": "mai-20260917-0816-smoke|c91-l1|zai-small|Augment Code", "prompt": "c91-l1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Augment Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large monorepo with deep architectural context | **Augment Code** | 200 k-token context"}, {"id": "mai-20260917-0816-smoke|c91-l1|zai-small|Amazon Q Developer", "prompt": "c91-l1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS-centric org with cloud-native workflows | **Amazon Q Developer**"}, {"id": "mai-20260917-0816-smoke|c91-l1|zai-small|Tabnine", "prompt": "c91-l1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Regulated industry / air-gapped deployment | **Tabnine** (self-host)"}, {"id": "mai-20260917-0816-smoke|c91-l1|zai-small|Claude Code", "prompt": "c91-l1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Terminal-centric teams needing autonomous multi-file work | **Claude Code**"}, {"id": "mai-20260917-0816-smoke|c91-l1|zai-small|Cursor", "prompt": "c91-l1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AI-first IDE experience & flexible model selection | **Cursor**"}, {"id": "mai-20260917-0816-smoke|c91-l1|zai-small|Sourcegraph Cody", "prompt": "c91-l1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Massive multi-repo codebase with custom model requirements | **Sourcegraph Cody**"}, {"id": "mai-20260917-0816-smoke|c91-l1|zai-small|JetBrains AI Assistant", "prompt": "c91-l1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "JetBrains AI Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "JetBrains-heavy dev team | **JetBrains AI Assistant** | Deep IDE integration"}, {"id": "mai-20260917-0816-smoke|c91-l2|alibaba-small|GitHub Copilot Enterprise", "prompt": "c91-l2", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Overall Best Choice: GitHub Copilot Enterprise"}, {"id": "mai-20260917-0816-smoke|c91-l2|alibaba-small|Amazon Q Developer", "prompt": "c91-l2", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for AWS-Centric Shops: Amazon Q Developer"}, {"id": "mai-20260917-0816-smoke|c91-l2|alibaba-small|Tabnine Business", "prompt": "c91-l2", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Strict On-Premise/Private Cloud Needs: Tabnine Business"}, {"id": "mai-20260917-0816-smoke|c91-l2|anthropic-small|GitHub Copilot", "prompt": "c91-l2", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend GitHub Copilot as your starting point"}, {"id": "mai-20260917-0816-smoke|c91-l2|anthropic-small|JetBrains AI Assistant", "prompt": "c91-l2", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "JetBrains AI Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is excellent if your company heavily uses JetBrains IDEs"}, {"id": "mai-20260917-0816-smoke|c91-l2|anthropic-small|Amazon CodeWhisperer", "prompt": "c91-l2", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is worth evaluating if you use AWS services"}, {"id": "mai-20260917-0816-smoke|c91-l2|anthropic-small|TabNine", "prompt": "c91-l2", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "TabNine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers flexibility for large organizations"}, {"id": "mai-20260917-0816-smoke|c91-l2|challenger-small|GitHub Copilot Enterprise", "prompt": "c91-l2", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **GitHub Copilot Enterprise** as the default choice"}, {"id": "mai-20260917-0816-smoke|c91-l2|challenger-small|Google Gemini Code Assist", "prompt": "c91-l2", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Google Gemini Code Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google Gemini Code Assist** is the stronger fit because it is positioned for Google Cloud teams"}, {"id": "mai-20260917-0816-smoke|c91-l2|challenger-small|Tabnine", "prompt": "c91-l2", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tabnine** is the better enterprise option because it is highlighted for self-hosting/private deployment"}, {"id": "mai-20260917-0816-smoke|c91-l2|challenger-small|Cursor", "prompt": "c91-l2", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more often framed as a developer-loved IDE than the safest company-wide enterprise default"}, {"id": "mai-20260917-0816-smoke|c91-l2|deepseek-small|GitHub Copilot Business / Enterprise", "prompt": "c91-l2", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Business / Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large enterprise, **GitHub Copilot** is the safest and most practical choice."}, {"id": "mai-20260917-0816-smoke|c91-l2|deepseek-small|Amazon Q Developer", "prompt": "c91-l2", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS-heavy stacks, security scans, SSO | Strong if you're all-in on AWS"}, {"id": "mai-20260917-0816-smoke|c91-l2|deepseek-small|Cursor", "prompt": "c91-l2", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Full IDE *replacement* — harder to standardize across thousands in mixed environments; weaker JetBrains support"}, {"id": "mai-20260917-0816-smoke|c91-l2|deepseek-small|Tabnine", "prompt": "c91-l2", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Self-hosted / air-gapped environments, strict data privacy | Good if you need on-prem deployment"}, {"id": "mai-20260917-0816-smoke|c91-l2|google-small|GitHub Copilot Enterprise", "prompt": "c91-l2", "model": "google-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Gold Standard & Safest Default: **GitHub Copilot Enterprise**"}, {"id": "mai-20260917-0816-smoke|c91-l2|google-small|Augment Code", "prompt": "c91-l2", "model": "google-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Augment Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Massive, Multi-Repo Legacy Messes: **Augment Code** or **Sourcegraph Cody**"}, {"id": "mai-20260917-0816-smoke|c91-l2|google-small|Sourcegraph Cody", "prompt": "c91-l2", "model": "google-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cody is a top-tier option for developers who need to ask cross-repository questions"}, {"id": "mai-20260917-0816-smoke|c91-l2|google-small|Tabnine Enterprise", "prompt": "c91-l2", "model": "google-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Highly Regulated Industries (Fintech/Healthtech): **Tabnine Enterprise**"}, {"id": "mai-20260917-0816-smoke|c91-l2|google-small|Amazon Q Developer", "prompt": "c91-l2", "model": "google-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for AWS-Heavy Infrastructure: **Amazon Q Developer**"}, {"id": "mai-20260917-0816-smoke|c91-l2|google-small|Cursor", "prompt": "c91-l2", "model": "google-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "not recommended for a rapid rollout to thousands of employees"}, {"id": "mai-20260917-0816-smoke|c91-l2|google-small|Claude Code", "prompt": "c91-l2", "model": "google-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Claude Code", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why not recommended: **Cursor** or **Claude Code** (for 1,000+ developers)"}, {"id": "mai-20260917-0816-smoke|c91-l2|meta-small|Codey", "prompt": "c91-l2", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Codey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Codey: An advanced pair programmer and autonomous coding agent that supports the full path from individual coding help to autonomous execution and organization-wide governance."}, {"id": "mai-20260917-0816-smoke|c91-l2|meta-small|PairCoder", "prompt": "c91-l2", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "PairCoder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "PairCoder: An AI co-pilot that understands your workflow and brings multi-agent orchestration, TDD-first development, and intelligent task management to your terminal."}, {"id": "mai-20260917-0816-smoke|c91-l2|meta-small|Augment Code", "prompt": "c91-l2", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Augment Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ideal for massive legacy estates needing cross-service changes, autonomous workflows, and spec-driven multi-agent orchestration"}, {"id": "mai-20260917-0816-smoke|c91-l2|meta-small|Windsurf", "prompt": "c91-l2", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Windsurf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best for pair programming workflows, real-time collaboration, and distributed teams"}, {"id": "mai-20260917-0816-smoke|c91-l2|meta-small|Amazon Q Developer", "prompt": "c91-l2", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon Q Developer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "optimized for AWS environments and integrates tightly with Amazon services"}, {"id": "mai-20260917-0816-smoke|c91-l2|minimax-small|GitHub Copilot Enterprise", "prompt": "c91-l2", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **GitHub Copilot Enterprise** as the top choice"}, {"id": "mai-20260917-0816-smoke|c91-l2|minimax-small|Amazon Q Developer", "prompt": "c91-l2", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other Strong Enterprise Options ### Amazon Q Developer - **Best for:** Companies deeply invested in AWS ecosystem"}, {"id": "mai-20260917-0816-smoke|c91-l2|minimax-small|Tabnine Enterprise", "prompt": "c91-l2", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies with strict privacy/data locality requirements"}, {"id": "mai-20260917-0816-smoke|c91-l2|mistral-small|GitHub Copilot Enterprise", "prompt": "c91-l2", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Copilot Enterprise** is the top recommendation due to its deep integration with GitHub, strong enterprise features, and widespread adoption."}, {"id": "mai-20260917-0816-smoke|c91-l2|mistral-small|JetBrains AI Assistant", "prompt": "c91-l2", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "JetBrains AI Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**JetBrains AI Assistant** or **Tabnine** are excellent alternatives"}, {"id": "mai-20260917-0816-smoke|c91-l2|mistral-small|Tabnine", "prompt": "c91-l2", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**JetBrains AI Assistant** or **Tabnine** are excellent alternatives"}, {"id": "mai-20260917-0816-smoke|c91-l2|mistral-small|Zed", "prompt": "c91-l2", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Zed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For real-time collaboration, consider **Zed**."}, {"id": "mai-20260917-0816-smoke|c91-l2|moonshot-small|GitHub Copilot Enterprise", "prompt": "c91-l2", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B company with thousands of employees, **GitHub Copilot Enterprise** is the strongest recommendation."}, {"id": "mai-20260917-0816-smoke|c91-l2|moonshot-small|Amazon Q Developer", "prompt": "c91-l2", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is primarily AWS-focused, **Amazon Q Developer** is a strong alternative worth evaluating."}, {"id": "mai-20260917-0816-smoke|c91-l2|moonshot-small|Tabnine Enterprise", "prompt": "c91-l2", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have extreme data privacy constraints, consider **Tabnine Enterprise** for on-premises deployment."}, {"id": "mai-20260917-0816-smoke|c91-l2|openai-small|GitHub Copilot Enterprise", "prompt": "c91-l2", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **GitHub Copilot Enterprise**"}, {"id": "mai-20260917-0816-smoke|c91-l2|openai-small|Gemini Code Assist Enterprise", "prompt": "c91-l2", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Gemini Code Assist Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Gemini Code Assist Enterprise if your company is heavily invested in **Google Cloud**"}, {"id": "mai-20260917-0816-smoke|c91-l2|openai-small|Amazon Q Developer", "prompt": "c91-l2", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Amazon Q Developer if your stack is centered on **AWS**"}, {"id": "mai-20260917-0816-smoke|c91-l2|xai-small|GitHub Copilot Enterprise", "prompt": "c91-l2", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Copilot Enterprise** is my top recommendation for a large B2B company with thousands of employees."}, {"id": "mai-20260917-0816-smoke|c91-l2|xai-small|Amazon Q Developer", "prompt": "c91-l2", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Heavy AWS users; needs built-in security scans ... Less versatile outside AWS; narrower IDE support"}, {"id": "mai-20260917-0816-smoke|c91-l2|xai-small|Tabnine", "prompt": "c91-l2", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strict on-prem/privacy needs ... Less mature chat/agent features"}, {"id": "mai-20260917-0816-smoke|c91-l2|xai-small|Cursor", "prompt": "c91-l2", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams open to AI-native IDE (VS Code fork) ... Requires editor switch; not as plug-and-play"}, {"id": "mai-20260917-0816-smoke|c91-l2|zai-small|GitHub Copilot Enterprise", "prompt": "c91-l2", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **overall industry standard** for a general enterprise deployment is **GitHub Copilot Enterprise**"}, {"id": "mai-20260917-0816-smoke|c91-l2|zai-small|JetBrains AI Enterprise", "prompt": "c91-l2", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "JetBrains AI Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Security & Compliance: JetBrains AI Enterprise"}, {"id": "mai-20260917-0816-smoke|c91-l2|zai-small|Amazon Q Developer", "prompt": "c91-l2", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for AWS Ecosystems: Amazon Q Developer"}, {"id": "mai-20260917-0816-smoke|c91-l2|zai-small|Sourcegraph Cody", "prompt": "c91-l2", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Monorepos: Sourcegraph Cody"}, {"id": "mai-20260917-0816-smoke|c91-l3|alibaba-small|GitHub Copilot (Microsoft)", "prompt": "c91-l3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot (Microsoft)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Teams already on GitHub | **GitHub Copilot** ... e.g., GitHub Copilot for day-to-day work"}, {"id": "mai-20260917-0816-smoke|c91-l3|alibaba-small|Amazon Q Developer (AWS)", "prompt": "c91-l3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Heavily AWS-dependent teams | **Amazon Q Developer**"}, {"id": "mai-20260917-0816-smoke|c91-l3|alibaba-small|Augment Code", "prompt": "c91-l3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Augment Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Complex monorepos/microservices | **Augment Code**"}, {"id": "mai-20260917-0816-smoke|c91-l3|alibaba-small|Tabnine", "prompt": "c91-l3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Air-gapped/highly regulated environments | **Tabnine**"}, {"id": "mai-20260917-0816-smoke|c91-l3|alibaba-small|Sourcegraph Cody", "prompt": "c91-l3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Repo-wide context via RAG | **Sourcegraph Cody**"}, {"id": "mai-20260917-0816-smoke|c91-l3|alibaba-small|Cursor (by Cursor Labs)", "prompt": "c91-l3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor (by Cursor Labs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fast prototyping with AI-first editor | **Cursor**"}, {"id": "mai-20260917-0816-smoke|c91-l3|alibaba-small|JetBrains AI Assistant", "prompt": "c91-l3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "JetBrains AI Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "JetBrains IDE users | **JetBrains AI Assistant**"}, {"id": "mai-20260917-0816-smoke|c91-l3|alibaba-small|Qodo", "prompt": "c91-l3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Qodo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Qodo**: Specializes in PR reviews, test generation, and quality checks with agent workflows."}, {"id": "mai-20260917-0816-smoke|c91-l3|alibaba-small|Aider", "prompt": "c91-l3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Aider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Aider** and **Cursor** offer strong terminal-based AI interaction"}, {"id": "mai-20260917-0816-smoke|c91-l3|anthropic-small|Claude Code", "prompt": "c91-l3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The best AI coding tools in 2026 come from Claude Code, GitHub Copilot, Cursor, Qodo, Coder, and Tabnine, among others."}, {"id": "mai-20260917-0816-smoke|c91-l3|anthropic-small|GitHub Copilot", "prompt": "c91-l3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitHub Copilot gives teams already on GitHub the shortest adoption path"}, {"id": "mai-20260917-0816-smoke|c91-l3|anthropic-small|Cursor", "prompt": "c91-l3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cursor shines for large codebase refactoring with its 100K token context."}, {"id": "mai-20260917-0816-smoke|c91-l3|anthropic-small|Qodo", "prompt": "c91-l3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Qodo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "come from Claude Code, GitHub Copilot, Cursor, Qodo, Coder, and Tabnine"}, {"id": "mai-20260917-0816-smoke|c91-l3|anthropic-small|Coder", "prompt": "c91-l3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Coder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "come from Claude Code, GitHub Copilot, Cursor, Qodo, Coder, and Tabnine"}, {"id": "mai-20260917-0816-smoke|c91-l3|anthropic-small|Tabnine", "prompt": "c91-l3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If data residency and zero-training guarantees are your first concern... Tabnine is the answer"}, {"id": "mai-20260917-0816-smoke|c91-l3|anthropic-small|Augment Code", "prompt": "c91-l3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Augment Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Augment Code handles enterprise monorepos and legacy refactoring"}, {"id": "mai-20260917-0816-smoke|c91-l3|anthropic-small|Amazon Q", "prompt": "c91-l3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Amazon Q owns AWS infrastructure work"}, {"id": "mai-20260917-0816-smoke|c91-l3|anthropic-small|Aider", "prompt": "c91-l3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Aider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Aider hands terminal users full model control"}, {"id": "mai-20260917-0816-smoke|c91-l3|challenger-small|GitHub Copilot", "prompt": "c91-l3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best default for most enterprises:** **GitHub Copilot** because it is the most widely adopted"}, {"id": "mai-20260917-0816-smoke|c91-l3|challenger-small|Claude Code", "prompt": "c91-l3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for complex autonomous work:** **Claude Code**"}, {"id": "mai-20260917-0816-smoke|c91-l3|challenger-small|OpenAI Codex", "prompt": "c91-l3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "OpenAI Codex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broad IDE/app/CLI coverage with governance controls and sandboxed execution for enterprise workflows."}, {"id": "mai-20260917-0816-smoke|c91-l3|challenger-small|Cursor", "prompt": "c91-l3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for IDE-native AI-first workflows:** **Cursor**"}, {"id": "mai-20260917-0816-smoke|c91-l3|challenger-small|Augment Code", "prompt": "c91-l3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Augment Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for very large codebases:** **Augment Code**"}, {"id": "mai-20260917-0816-smoke|c91-l3|challenger-small|Tabnine", "prompt": "c91-l3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for strict privacy / regulated environments:** **Tabnine**"}, {"id": "mai-20260917-0816-smoke|c91-l3|challenger-small|Gemini Code Assist", "prompt": "c91-l3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Gemini Code Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Gemini Code Assist** for Google Cloud teams"}, {"id": "mai-20260917-0816-smoke|c91-l3|challenger-small|Amazon Q Developer", "prompt": "c91-l3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Amazon Q Developer** for AWS teams"}, {"id": "mai-20260917-0816-smoke|c91-l3|deepseek-small|GitHub Copilot (Enterprise)", "prompt": "c91-l3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot (Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market leader and default enterprise standard... The shortest adoption path."}, {"id": "mai-20260917-0816-smoke|c91-l3|deepseek-small|Amazon Q Developer", "prompt": "c91-l3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strongest for AWS-native organizations."}, {"id": "mai-20260917-0816-smoke|c91-l3|deepseek-small|Cursor", "prompt": "c91-l3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a developer favorite for agility and agentic work... *no on-prem/self-hosting option*"}, {"id": "mai-20260917-0816-smoke|c91-l3|deepseek-small|Tabnine (Enterprise)", "prompt": "c91-l3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Highly regulated industries (finance, healthcare, defense) with strict data-protection requirements."}, {"id": "mai-20260917-0816-smoke|c91-l3|deepseek-small|Augment Code", "prompt": "c91-l3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Augment Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Enterprises with massive legacy monorepos and cross-service refactoring."}, {"id": "mai-20260917-0816-smoke|c91-l3|deepseek-small|Sourcegraph Cody", "prompt": "c91-l3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Teams needing deep codebase discovery/understanding and multi-repository context."}, {"id": "mai-20260917-0816-smoke|c91-l3|deepseek-small|Gemini Code Assist Enterprise", "prompt": "c91-l3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Gemini Code Assist Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other players: Gemini Code Assist Enterprise for Google Cloud fans"}, {"id": "mai-20260917-0816-smoke|c91-l3|deepseek-small|JetBrains AI Assistant", "prompt": "c91-l3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "JetBrains AI Assistant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other players: ... JetBrains AI Assistant"}, {"id": "mai-20260917-0816-smoke|c91-l3|deepseek-small|Claude Code", "prompt": "c91-l3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "terminal-based agents like Claude Code and Aider ... less \"enterprise-containerized.\""}, {"id": "mai-20260917-0816-smoke|c91-l3|deepseek-small|Aider", "prompt": "c91-l3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Aider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Aider/Claude Code lead terminal-based agentic coding (more DIY/less enterprise-governed)"}, {"id": "mai-20260917-0816-smoke|c91-l3|google-small|GitHub Copilot Enterprise", "prompt": "c91-l3", "model": "google-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For: Teams deeply integrated into the GitHub and Microsoft ecosystems."}, {"id": "mai-20260917-0816-smoke|c91-l3|google-small|Tabnine Enterprise", "prompt": "c91-l3", "model": "google-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tabnine is the industry leader for private cloud setups."}, {"id": "mai-20260917-0816-smoke|c91-l3|google-small|Sourcegraph Cody (Enterprise)", "prompt": "c91-l3", "model": "google-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Sourcegraph Cody (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Sourcegraph Cody if... your company has a massive, sprawling microservice architecture"}, {"id": "mai-20260917-0816-smoke|c91-l3|google-small|Augment Code", "prompt": "c91-l3", "model": "google-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Augment Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Augment Code if... you have a massive monorepo"}, {"id": "mai-20260917-0816-smoke|c91-l3|google-small|Cursor (Enterprise / Teams)", "prompt": "c91-l3", "model": "google-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor (Enterprise / Teams)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Teams seeking the most cutting-edge, AI-native editor experience."}, {"id": "mai-20260917-0816-smoke|c91-l3|google-small|Claude Code (Anthropic)", "prompt": "c91-l3", "model": "google-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code (Anthropic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It is unmatched in its ability to reason through massive refactoring tasks"}, {"id": "mai-20260917-0816-smoke|c91-l3|google-small|Windsurf", "prompt": "c91-l3", "model": "google-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Windsurf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Cursor / Windsurf** |"}, {"id": "mai-20260917-0816-smoke|c91-l3|meta-small|GitHub Copilot", "prompt": "c91-l3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top picks include GitHub Copilot, Replit, Gemini, Amazon Q Developer, IBM watsonx Code Assistant, Claude, Cursor, and SoftSpell."}, {"id": "mai-20260917-0816-smoke|c91-l3|meta-small|Replit", "prompt": "c91-l3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Replit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top picks include GitHub Copilot, Replit, Gemini..."}, {"id": "mai-20260917-0816-smoke|c91-l3|meta-small|Gemini", "prompt": "c91-l3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Gemini", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top picks include GitHub Copilot, Replit, Gemini, Amazon Q Developer..."}, {"id": "mai-20260917-0816-smoke|c91-l3|meta-small|Amazon Q Developer", "prompt": "c91-l3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Amazon Q Developer, IBM watsonx Code Assistant, Claude, Cursor, and SoftSpell."}, {"id": "mai-20260917-0816-smoke|c91-l3|meta-small|IBM watsonx Code Assistant", "prompt": "c91-l3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "IBM watsonx Code Assistant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "IBM watsonx Code Assistant, Claude, Cursor, and SoftSpell."}, {"id": "mai-20260917-0816-smoke|c91-l3|meta-small|Claude", "prompt": "c91-l3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Claude, Cursor, and SoftSpell."}, {"id": "mai-20260917-0816-smoke|c91-l3|meta-small|Cursor", "prompt": "c91-l3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Claude, Cursor, and SoftSpell."}, {"id": "mai-20260917-0816-smoke|c91-l3|meta-small|SoftSpell", "prompt": "c91-l3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "SoftSpell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Claude, Cursor, and SoftSpell."}, {"id": "mai-20260917-0816-smoke|c91-l3|minimax-small|Augment Code", "prompt": "c91-l3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Augment Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Large enterprise monorepos | Context Engine mapping dependencies across entire repositories"}, {"id": "mai-20260917-0816-smoke|c91-l3|minimax-small|GitHub Copilot Enterprise", "prompt": "c91-l3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Teams already on GitHub | Broadest installation base"}, {"id": "mai-20260917-0816-smoke|c91-l3|minimax-small|Amazon Q Developer", "prompt": "c91-l3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AWS-native teams | Native AWS infrastructure expertise"}, {"id": "mai-20260917-0816-smoke|c91-l3|minimax-small|Cursor", "prompt": "c91-l3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Modern SaaS teams | AI-first IDE experience"}, {"id": "mai-20260917-0816-smoke|c91-l3|minimax-small|Tabnine", "prompt": "c91-l3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strict security environments | Air-gapped deployment"}, {"id": "mai-20260917-0816-smoke|c91-l3|minimax-small|Claude Code", "prompt": "c91-l3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Terminal-centric developers | Strongest agentic coding tool"}, {"id": "mai-20260917-0816-smoke|c91-l3|minimax-small|Sourcegraph Cody", "prompt": "c91-l3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Monorepo enterprises | Code-search-anchored AI"}, {"id": "mai-20260917-0816-smoke|c91-l3|minimax-small|Windsurf (Codeium)", "prompt": "c91-l3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Windsurf (Codeium)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise self-hosting | Credible Cursor alternative"}, {"id": "mai-20260917-0816-smoke|c91-l3|mistral-small|GitHub Copilot Enterprise", "prompt": "c91-l3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "making it a safe default choice for procurement"}, {"id": "mai-20260917-0816-smoke|c91-l3|mistral-small|Amazon Q Developer (Enterprise)", "prompt": "c91-l3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For AWS-heavy environments, **Amazon Q Developer** is a strong fit."}, {"id": "mai-20260917-0816-smoke|c91-l3|mistral-small|Augment Code", "prompt": "c91-l3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Augment Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For massive, complex codebases, **Augment Code** leads in context and performance."}, {"id": "mai-20260917-0816-smoke|c91-l3|mistral-small|Cursor (Enterprise)", "prompt": "c91-l3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a VS Code-based, model-flexible experience, **Cursor Enterprise** is ideal."}, {"id": "mai-20260917-0816-smoke|c91-l3|mistral-small|Claude Code", "prompt": "c91-l3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For high-context, agentic coding, **Claude Code** (often embedded in other tools) is a top performer."}, {"id": "mai-20260917-0816-smoke|c91-l3|moonshot-small|GitHub Copilot Enterprise", "prompt": "c91-l3", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose GitHub Copilot Enterprise if you're already on GitHub, need proven reliability, and want the most mature ecosystem"}, {"id": "mai-20260917-0816-smoke|c91-l3|moonshot-small|Amazon Q Developer Pro", "prompt": "c91-l3", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Amazon Q Developer if you're AWS-heavy and want built-in security scanning with the largest context window"}, {"id": "mai-20260917-0816-smoke|c91-l3|moonshot-small|Sourcegraph Cody Enterprise", "prompt": "c91-l3", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Sourcegraph Cody Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Sourcegraph Cody if you have massive codebases across many repos and need air-gapped options"}, {"id": "mai-20260917-0816-smoke|c91-l3|moonshot-small|Tabnine Enterprise", "prompt": "c91-l3", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Tabnine if data sovereignty and on-premise deployment are non-negotiable"}, {"id": "mai-20260917-0816-smoke|c91-l3|moonshot-small|Cursor", "prompt": "c91-l3", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limited enterprise features; newer player with less proven enterprise track record"}, {"id": "mai-20260917-0816-smoke|c91-l3|openai-small|GitHub Copilot for Business / Enterprise", "prompt": "c91-l3", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot for Business / Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Copilot** if you live in **GitHub** and want the safest default enterprise rollout."}, {"id": "mai-20260917-0816-smoke|c91-l3|openai-small|Cursor Teams / Enterprise", "prompt": "c91-l3", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor Teams / Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Cursor** if you want the most **agentic, AI-first** coding environment."}, {"id": "mai-20260917-0816-smoke|c91-l3|openai-small|Amazon Q Developer", "prompt": "c91-l3", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Amazon Q Developer** if your codebase and infra are strongly **AWS**."}, {"id": "mai-20260917-0816-smoke|c91-l3|openai-small|Gemini Code Assist Standard / Enterprise", "prompt": "c91-l3", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Gemini Code Assist Standard / Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Gemini Code Assist** if you're standardizing on **Google Cloud**."}, {"id": "mai-20260917-0816-smoke|c91-l3|xai-small|GitHub Copilot Enterprise", "prompt": "c91-l3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Recent benchmarks (e.g., SWE-bench) favor Copilot/Cursor for general use, Tabnine for privacy."}, {"id": "mai-20260917-0816-smoke|c91-l3|xai-small|Amazon Q Developer (Pro)", "prompt": "c91-l3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer (Pro)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AWS-heavy enterprises, cloud ops/modernization."}, {"id": "mai-20260917-0816-smoke|c91-l3|xai-small|Tabnine Enterprise", "prompt": "c91-l3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tabnine leads in sovereignty."}, {"id": "mai-20260917-0816-smoke|c91-l3|xai-small|Cursor Teams/Enterprise", "prompt": "c91-l3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor Teams/Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fast prototyping, agentic editing in editor-first workflows."}, {"id": "mai-20260917-0816-smoke|c91-l3|xai-small|Google Gemini Code Assist Enterprise", "prompt": "c91-l3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Google Gemini Code Assist Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Google Cloud/Android teams, codebase-customized suggestions."}, {"id": "mai-20260917-0816-smoke|c91-l3|xai-small|Sourcegraph Cody Enterprise", "prompt": "c91-l3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Sourcegraph Cody Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Massive codebases, search-heavy dev."}, {"id": "mai-20260917-0816-smoke|c91-l3|zai-small|GitHub Copilot", "prompt": "c91-l3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Copilot:** The market leader with the largest ecosystem."}, {"id": "mai-20260917-0816-smoke|c91-l3|zai-small|Amazon Q Developer", "prompt": "c91-l3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best choice for AWS-native infrastructure and cloud operations."}, {"id": "mai-20260917-0816-smoke|c91-l3|zai-small|Augment Code", "prompt": "c91-l3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Augment Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The best choice for complex monorepos and deep architectural reasoning."}, {"id": "mai-20260917-0816-smoke|c91-l3|zai-small|JetBrains AI Assistant", "prompt": "c91-l3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "JetBrains AI Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The best choice for native IDE integration and Bring-Your-Own-Key (BYOK) security."}, {"id": "mai-20260917-0816-smoke|c91-l3|zai-small|Tabnine", "prompt": "c91-l3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The best choice for air-gapped environments and strict data privacy."}, {"id": "mai-20260917-0816-smoke|c91-l3|zai-small|Sourcegraph Cody", "prompt": "c91-l3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "making it the top choice for understanding massive legacy codebases"}, {"id": "mai-20260917-0816-smoke|c91-l4|alibaba-small|GitHub Copilot Business", "prompt": "c91-l4", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the general market leader for enterprise cost control is **GitHub Copilot Business**"}, {"id": "mai-20260917-0816-smoke|c91-l4|alibaba-small|Tabnine", "prompt": "c91-l4", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tabnine** is the runner-up for strict infrastructure control"}, {"id": "mai-20260917-0816-smoke|c91-l4|alibaba-small|JetBrains AI Assistant", "prompt": "c91-l4", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "JetBrains AI Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for JetBrains Users: JetBrains AI Assistant"}, {"id": "mai-20260917-0816-smoke|c91-l4|anthropic-small|GitHub Copilot Business", "prompt": "c91-l4", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: GitHub Copilot Business"}, {"id": "mai-20260917-0816-smoke|c91-l4|anthropic-small|Tabnine", "prompt": "c91-l4", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tabnine** - Enterprise-only since 2025 (minimum $39/user/month, annual billing)"}, {"id": "mai-20260917-0816-smoke|c91-l4|anthropic-small|Cursor Teams", "prompt": "c91-l4", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cursor Teams** - Teams tier at $40/user/month with per-user allocation (not pooled)"}, {"id": "mai-20260917-0816-smoke|c91-l4|challenger-small|GitHub Copilot Business/Enterprise", "prompt": "c91-l4", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Business/Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **GitHub Copilot Business/Enterprise**"}, {"id": "mai-20260917-0816-smoke|c91-l4|challenger-small|Claude Code", "prompt": "c91-l4", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Claude Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Copilot is stronger than agentic tools like **Claude Code** or usage-heavy assistants, which can become much less predictable at scale"}, {"id": "mai-20260917-0816-smoke|c91-l4|challenger-small|Cursor", "prompt": "c91-l4", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "tools like **Cursor** may be stronger for individual developers, but they are less compelling when the main constraint is **company-wide budget predictability**"}, {"id": "mai-20260917-0816-smoke|c91-l4|deepseek-small|GitHub Copilot Enterprise", "prompt": "c91-l4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Copilot Enterprise** is the strongest default choice for predictable per-seat pricing at massive scale"}, {"id": "mai-20260917-0816-smoke|c91-l4|deepseek-small|Amazon Q Developer", "prompt": "c91-l4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Amazon Q Developer** and **Google Gemini Code Assist** as close, competitive alternatives"}, {"id": "mai-20260917-0816-smoke|c91-l4|deepseek-small|Google Gemini Code Assist", "prompt": "c91-l4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Google Gemini Code Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "close, competitive alternatives"}, {"id": "mai-20260917-0816-smoke|c91-l4|deepseek-small|Tabnine", "prompt": "c91-l4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For regulated industries needing on-prem/air-gapped deployment, **Tabnine** is the standout."}, {"id": "mai-20260917-0816-smoke|c91-l4|deepseek-small|Claude Code", "prompt": "c91-l4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Claude Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Token/usage-based pricing (Claude Code, Codex, Cursor's agentic tiers) → costs scale with consumption... difficult to budget"}, {"id": "mai-20260917-0816-smoke|c91-l4|deepseek-small|Codex", "prompt": "c91-l4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Codex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Token/usage-based pricing (Claude Code, Codex, Cursor's agentic tiers) ... difficult to budget across thousands of users"}, {"id": "mai-20260917-0816-smoke|c91-l4|deepseek-small|Cursor", "prompt": "c91-l4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cursor's agentic tiers) → costs scale with consumption and can climb **2–5x above base price**"}, {"id": "mai-20260917-0816-smoke|c91-l4|google-small|GitHub Copilot Enterprise", "prompt": "c91-l4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already use **GitHub Enterprise Cloud**, stick with **GitHub Copilot Enterprise** ... This gives you the standard industry tool at a locked, predictable price."}, {"id": "mai-20260917-0816-smoke|c91-l4|google-small|Tabnine Enterprise", "prompt": "c91-l4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are in a highly regulated industry ... go with **Tabnine Enterprise**"}, {"id": "mai-20260917-0816-smoke|c91-l4|google-small|Cursor Enterprise", "prompt": "c91-l4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "admins can set **both team-level and member-level spend limits**... The Catch: Because Cursor is a fork of VS Code, it is not native to developers who heavily use JetBrains IDEs"}, {"id": "mai-20260917-0816-smoke|c91-l4|google-small|Claude Code", "prompt": "c91-l4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Claude Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "it lacks the highly autonomous, multi-file agentic capabilities found in Cursor or Claude Code"}, {"id": "mai-20260917-0816-smoke|c91-l4|google-small|LiteLLM", "prompt": "c91-l4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "they use a **BYOK (Bring Your Own Key)** architecture using an internal AI Gateway (e.g., LiteLLM, Unity Gateway)"}, {"id": "mai-20260917-0816-smoke|c91-l4|google-small|Unity Gateway", "prompt": "c91-l4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Unity Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "an internal AI Gateway (e.g., LiteLLM, Unity Gateway)"}, {"id": "mai-20260917-0816-smoke|c91-l4|google-small|Cline", "prompt": "c91-l4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deploy open-source IDE extensions** (like Cline or Aider)"}, {"id": "mai-20260917-0816-smoke|c91-l4|google-small|Aider", "prompt": "c91-l4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Aider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Deploy open-source IDE extensions** (like Cline or Aider)"}, {"id": "mai-20260917-0816-smoke|c91-l4|meta-small|GitHub Copilot", "prompt": "c91-l4", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "some of the top contenders include:\n\n1. GitHub Copilot: Offers a Business plan at $19/user/month and an Enterprise plan at $39/user/month"}, {"id": "mai-20260917-0816-smoke|c91-l4|meta-small|Cursor", "prompt": "c91-l4", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is considered the market leader for team adoption."}, {"id": "mai-20260917-0816-smoke|c91-l4|meta-small|Claude Code", "prompt": "c91-l4", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a Max subscription plan at $100/month with a defined monthly usage cap"}, {"id": "mai-20260917-0816-smoke|c91-l4|minimax-small|GitHub Copilot Business", "prompt": "c91-l4", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Copilot Business** is the best choice for a large company needing predictable total cost across thousands of users."}, {"id": "mai-20260917-0816-smoke|c91-l4|minimax-small|GitHub Copilot Enterprise", "prompt": "c91-l4", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the **Enterprise tier at $39/user/month** still maintains predictable per-seat pricing"}, {"id": "mai-20260917-0816-smoke|c91-l4|minimax-small|Cursor Teams", "prompt": "c91-l4", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "⚠️ Credit-based; Auto mode unlimited but complex"}, {"id": "mai-20260917-0816-smoke|c91-l4|minimax-small|Tabnine Enterprise", "prompt": "c91-l4", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Custom quotes, variable"}, {"id": "mai-20260917-0816-smoke|c91-l4|mistral-small|GitHub Copilot Enterprise", "prompt": "c91-l4", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Copilot Enterprise** stands out as the best AI coding assistant"}, {"id": "mai-20260917-0816-smoke|c91-l4|mistral-small|Tabnine Enterprise", "prompt": "c91-l4", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong options like **Tabnine Enterprise** also offer predictable pricing at $39/user/month"}, {"id": "mai-20260917-0816-smoke|c91-l4|moonshot-small|GitHub Copilot Enterprise", "prompt": "c91-l4", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're GitHub-centric: GitHub Copilot Enterprise — but budget the full $60/user/month effective cost"}, {"id": "mai-20260917-0816-smoke|c91-l4|moonshot-small|Amazon CodeWhisperer Professional", "prompt": "c91-l4", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Amazon CodeWhisperer Professional", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're AWS-native: Amazon CodeWhisperer — simplest, most predictable at $19/user/month"}, {"id": "mai-20260917-0816-smoke|c91-l4|moonshot-small|Tabnine Enterprise", "prompt": "c91-l4", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need maximum control: Tabnine Enterprise with self-hosted LLM — eliminates token-based variability entirely"}, {"id": "mai-20260917-0816-smoke|c91-l4|moonshot-small|Cursor Teams", "prompt": "c91-l4", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid: Usage-based tools like Claude Code or Cursor for large deployments"}, {"id": "mai-20260917-0816-smoke|c91-l4|moonshot-small|Claude Code", "prompt": "c91-l4", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Claude Code", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid: Usage-based tools like Claude Code or Cursor for large deployments"}, {"id": "mai-20260917-0816-smoke|c91-l4|openai-small|GitHub Copilot Business or Copilot Enterprise", "prompt": "c91-l4", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Business or Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **GitHub Copilot Business or Copilot Enterprise**"}, {"id": "mai-20260917-0816-smoke|c91-l4|openai-small|Amazon Q Developer Pro", "prompt": "c91-l4", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Amazon Q Developer Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon Q Developer Pro** is also straightforward at **$19/user/month**"}, {"id": "mai-20260917-0816-smoke|c91-l4|openai-small|Tabnine", "prompt": "c91-l4", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if deployment/privacy control matters more than ecosystem convenience:** **Tabnine**"}, {"id": "mai-20260917-0816-smoke|c91-l4|xai-small|GitHub Copilot Enterprise", "prompt": "c91-l4", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Copilot Enterprise** stands out as the best AI coding assistant for a large company prioritizing predictable total costs"}, {"id": "mai-20260917-0816-smoke|c91-l4|xai-small|Amazon Q Developer Pro", "prompt": "c91-l4", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Amazon Q Developer Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If AWS-heavy, Q Developer saves ~50% upfront... Amazon Q or Tabnine could tie."}, {"id": "mai-20260917-0816-smoke|c91-l4|xai-small|Tabnine Enterprise", "prompt": "c91-l4", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For full self-hosting/privacy, Tabnine edges out."}, {"id": "mai-20260917-0816-smoke|c91-l4|xai-small|Cursor Teams/Enterprise", "prompt": "c91-l4", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor Teams/Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "heavy agent use hits $120+ premium seats or overages ... variable usage costs higher for diverse/large teams"}, {"id": "mai-20260917-0816-smoke|c91-l4|xai-small|Codeium Teams", "prompt": "c91-l4", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Codeium Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Privacy-focused, but fewer enterprise controls and agent features"}, {"id": "mai-20260917-0816-smoke|c91-l4|xai-small|Gemini Code Assist", "prompt": "c91-l4", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Gemini Code Assist", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Google ecosystem bias; comparable cost but trails in broad IDE support"}, {"id": "mai-20260917-0816-smoke|c91-l4|xai-small|Claude Code", "prompt": "c91-l4", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Claude Code", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid token-heavy tools like Claude Code or raw OpenAI for enterprises (pure usage-based)."}, {"id": "mai-20260917-0816-smoke|c91-l4|xai-small|raw OpenAI", "prompt": "c91-l4", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "raw OpenAI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid token-heavy tools like Claude Code or raw OpenAI for enterprises"}, {"id": "mai-20260917-0816-smoke|c91-l4|zai-small|Amazon Q Developer Pro (formerly CodeWhisperer Professional)", "prompt": "c91-l4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Amazon Q Developer Pro (formerly CodeWhisperer Professional)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is currently the best fit. It combines a flat‑rate seat price with a guaranteed number of \"agentic\" requests"}, {"id": "mai-20260917-0816-smoke|c91-l4|zai-small|GitHub Copilot Business", "prompt": "c91-l4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cons: Credits can be quickly consumed; overage is usage‑based → cost can vary month‑to‑month."}, {"id": "mai-20260917-0816-smoke|c91-l4|zai-small|GitHub Copilot Enterprise", "prompt": "c91-l4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Effective price jumps to ~$60 /user /month; still usage‑based for heavy agent work."}, {"id": "mai-20260917-0816-smoke|c91-l4|zai-small|Cursor Teams Standard", "prompt": "c91-l4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor Teams Standard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Higher seat price; unpredictable overage bills if many users go heavy on agents."}, {"id": "mai-20260917-0816-smoke|c91-l4|zai-small|Tabnine Enterprise", "prompt": "c91-l4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: No guaranteed agentic request count → you must monitor usage closely."}, {"id": "mai-20260917-0816-smoke|c91-l4|zai-small|JetBrains AI + Anthropic/Claude", "prompt": "c91-l4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "JetBrains AI + Anthropic/Claude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BYOK / Direct‑API approaches (e.g., JetBrains AI + Anthropic/Claude) ... Pros: Full control over token budget"}, {"id": "mai-20260917-0816-smoke|c91-l5|alibaba-small|GitHub Copilot Enterprise", "prompt": "c91-l5", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strongest Ecosystem:** Deep integration with Jira/GitHub, SAML SSO, centralized billing, org-wide usage analytics, and IP indemnification built-in."}, {"id": "mai-20260917-0816-smoke|c91-l5|alibaba-small|Cursor", "prompt": "c91-l5", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cursor offers an Enterprise tier with SAML SSO and spend caps, though admin controls can sometimes lag behind GitHub's maturity."}, {"id": "mai-20260917-0816-smoke|c91-l5|alibaba-small|Windsurf", "prompt": "c91-l5", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Windsurf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cursor / Windsurf** | Developer Productivity | **Modern UX:** Great AI-native IDEs."}, {"id": "mai-20260917-0816-smoke|c91-l5|alibaba-small|Kilo Code", "prompt": "c91-l5", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Kilo Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Security-First / On-Prem | **Private Models:** These vendors focus heavily on running private instances (VPC/On-prem)"}, {"id": "mai-20260917-0816-smoke|c91-l5|alibaba-small|Exceeds AI", "prompt": "c91-l5", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Exceeds AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Kilo Code / Exceeds AI** | Security-First / On-Prem | **Private Models**"}, {"id": "mai-20260917-0816-smoke|c91-l5|alibaba-small|Tabnine", "prompt": "c91-l5", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High Control | **Customization:** Known for allowing high degrees of customization regarding which LLMs are used and providing dedicated VPC deployments."}, {"id": "mai-20260917-0816-smoke|c91-l5|deepseek-small|Cursor", "prompt": "c91-l5", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some vendors say \"SOC 2\" but are still working toward Type II (e.g., Cursor was historically \"in progress\")"}, {"id": "mai-20260917-0816-smoke|c91-l5|deepseek-small|Anthropic's Claude Enterprise", "prompt": "c91-l5", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Anthropic's Claude Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Look for a Compliance API / streaming to your SIEM (e.g., Anthropic's Claude Enterprise offers 180-day retention and Compliance API)"}, {"id": "mai-20260917-0816-smoke|c91-l5|deepseek-small|GitHub Copilot Enterprise", "prompt": "c91-l5", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "IP indemnification \\u2014 critical for coding assistants. GitHub Copilot Enterprise offers it; some others don't."}, {"id": "mai-20260917-0816-smoke|c91-l5|google-small|Microsoft/GitHub", "prompt": "c91-l5", "model": "google-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Microsoft/GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Industry leaders (e.g., Microsoft/GitHub, Google, AWS, Codeium) offer copyright indemnification"}, {"id": "mai-20260917-0816-smoke|c91-l5|google-small|Google", "prompt": "c91-l5", "model": "google-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Google", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Industry leaders (e.g., Microsoft/GitHub, Google, AWS, Codeium) offer copyright indemnification"}, {"id": "mai-20260917-0816-smoke|c91-l5|google-small|AWS", "prompt": "c91-l5", "model": "google-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Industry leaders (e.g., Microsoft/GitHub, Google, AWS, Codeium) offer copyright indemnification"}, {"id": "mai-20260917-0816-smoke|c91-l5|google-small|Codeium", "prompt": "c91-l5", "model": "google-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Codeium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Industry leaders (e.g., Microsoft/GitHub, Google, AWS, Codeium) offer copyright indemnification"}, {"id": "mai-20260917-0816-smoke|c91-l5|mistral-small|GitHub Copilot Enterprise", "prompt": "c91-l5", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Evaluate 3-5 vendors (e.g., GitHub Copilot Enterprise, Amazon CodeWhisperer, Tabnine Enterprise, Replit Enterprise, Sourcegraph Cody)."}, {"id": "mai-20260917-0816-smoke|c91-l5|mistral-small|Amazon CodeWhisperer", "prompt": "c91-l5", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Evaluate 3-5 vendors (e.g., GitHub Copilot Enterprise, Amazon CodeWhisperer, Tabnine Enterprise, Replit Enterprise, Sourcegraph Cody)."}, {"id": "mai-20260917-0816-smoke|c91-l5|mistral-small|Tabnine Enterprise", "prompt": "c91-l5", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Evaluate 3-5 vendors (e.g., GitHub Copilot Enterprise, Amazon CodeWhisperer, Tabnine Enterprise, Replit Enterprise, Sourcegraph Cody)."}, {"id": "mai-20260917-0816-smoke|c91-l5|mistral-small|Replit Enterprise", "prompt": "c91-l5", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Replit Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Evaluate 3-5 vendors (e.g., ... Replit Enterprise, Sourcegraph Cody)."}, {"id": "mai-20260917-0816-smoke|c91-l5|mistral-small|Sourcegraph Cody", "prompt": "c91-l5", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Evaluate 3-5 vendors (e.g., ... Sourcegraph Cody)."}, {"id": "mai-20260917-0816-smoke|c91-l5|moonshot-small|GitHub Copilot", "prompt": "c91-l5", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "draft specific security questionnaire questions for vendors like GitHub Copilot, Cursor, or Tabnine?"}, {"id": "mai-20260917-0816-smoke|c91-l5|moonshot-small|Cursor", "prompt": "c91-l5", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vendors like GitHub Copilot, Cursor, or Tabnine?"}, {"id": "mai-20260917-0816-smoke|c91-l5|moonshot-small|Tabnine", "prompt": "c91-l5", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendors like GitHub Copilot, Cursor, or Tabnine?"}, {"id": "mai-20260917-0816-smoke|c91-l5|openai-small|OpenAI", "prompt": "c91-l5", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "OpenAI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "both OpenAI and Cursor publicly document SSO support for enterprise/business offerings"}, {"id": "mai-20260917-0816-smoke|c91-l5|openai-small|Cursor", "prompt": "c91-l5", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it does not currently direct-route from the app to your own enterprise OpenAI/Azure/Anthropic deployment; that may matter a lot if you need tight data control"}, {"id": "mai-20260917-0816-smoke|c91-l5|openai-small|GitHub Copilot", "prompt": "c91-l5", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "GitHub Copilot exposes enterprise/org policies in admin settings"}, {"id": "mai-20260917-0816-smoke|c91-l5|xai-small|GitHub Copilot Enterprise", "prompt": "c91-l5", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Broad IDE support, GitHub integration, IP indemnity, mature compliance."}, {"id": "mai-20260917-0816-smoke|c91-l5|xai-small|Amazon CodeWhisperer", "prompt": "c91-l5", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS-native, security scanning, zero-retention. | AWS-centric."}, {"id": "mai-20260917-0816-smoke|c91-l5|xai-small|Cursor Business", "prompt": "c91-l5", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "IDE-locked (VS Code fork), indemnity lacking. | In progress/Yes/No"}, {"id": "mai-20260917-0816-smoke|c91-l5|xai-small|Replit Agent", "prompt": "c91-l5", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Replit Agent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Check for zero-retention, but verify SOC 2 scope. | Often pilot-stage for enterprises."}, {"id": "mai-20260917-0816-smoke|c91-l5|xai-small|Augment", "prompt": "c91-l5", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Augment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Check for zero-retention, but verify SOC 2 scope. | Often pilot-stage for enterprises."}, {"id": "mai-20260917-0816-smoke|c91-l6|alibaba-small|OpenClaw", "prompt": "c91-l6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "OpenClaw", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict: Exercise extreme caution. Avoid connecting production environments to skill marketplaces that lack rigorous, verified publisher checks."}, {"id": "mai-20260917-0816-smoke|c91-l6|alibaba-small|Claude Code", "prompt": "c91-l6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Verdict: Restrictive use only. Do not grant these tools \"agent\" privileges to access infrastructure credentials"}, {"id": "mai-20260917-0816-smoke|c91-l6|alibaba-small|Cursor", "prompt": "c91-l6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often cited for having high counts of confirmed CVEs"}, {"id": "mai-20260917-0816-smoke|c91-l6|alibaba-small|GitHub Copilot", "prompt": "c91-l6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Industry-standard, but requires \"defense-in-depth.\""}, {"id": "mai-20260917-0816-smoke|c91-l6|alibaba-small|Amazon Q Developer", "prompt": "c91-l6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon Q Developer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "among the first flagged in vulnerability disclosures for prompt injection and rule file processing flaws"}, {"id": "mai-20260917-0816-smoke|c91-l6|anthropic-small|ChatGPT", "prompt": "c91-l6", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pasting CUI into ChatGPT, consumer Claude, consumer Gemini, or any non-authorized tool is a direct CMMC violation"}, {"id": "mai-20260917-0816-smoke|c91-l6|anthropic-small|Claude", "prompt": "c91-l6", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Claude requires close monitoring when agentic tools receive access to code, files and operating-system functions."}, {"id": "mai-20260917-0816-smoke|c91-l6|anthropic-small|Gemini", "prompt": "c91-l6", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "consumer Gemini, or any non-authorized tool is a direct CMMC violation"}, {"id": "mai-20260917-0816-smoke|c91-l6|anthropic-small|Cursor", "prompt": "c91-l6", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "critical security flaw dubbed \"CursorJacking\" against users of the Cursor AI coding assistant"}, {"id": "mai-20260917-0816-smoke|c91-l6|anthropic-small|Tabnine", "prompt": "c91-l6", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tabnine has the lowest known flaw rate at 12% (Checkmarx, 2026), but all major tools miss malware patterns."}, {"id": "mai-20260917-0816-smoke|c91-l6|challenger-small|GitHub Copilot", "prompt": "c91-l6", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "one guide explicitly says to avoid cloud-only solutions such as **GitHub Copilot, Amazon Q Developer, and Cursor** in air-gapped scenarios"}, {"id": "mai-20260917-0816-smoke|c91-l6|challenger-small|Cursor", "prompt": "c91-l6", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid cloud-only solutions such as **GitHub Copilot, Amazon Q Developer, and Cursor** in air-gapped scenarios"}, {"id": "mai-20260917-0816-smoke|c91-l6|challenger-small|Amazon Q Developer / CodeWhisperer", "prompt": "c91-l6", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon Q Developer / CodeWhisperer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid cloud-only solutions such as **GitHub Copilot, Amazon Q Developer, and Cursor** in air-gapped scenarios"}, {"id": "mai-20260917-0816-smoke|c91-l6|challenger-small|Claude Code", "prompt": "c91-l6", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Considered useful, but still requires enterprise controls; cloud/local execution differences matter for governance."}, {"id": "mai-20260917-0816-smoke|c91-l6|challenger-small|OpenAI Codex", "prompt": "c91-l6", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "OpenAI Codex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Generic AI assistants can leak proprietary information if used carelessly and are often not the right fit for governed enterprise code workflows."}, {"id": "mai-20260917-0816-smoke|c91-l6|challenger-small|ChatGPT", "prompt": "c91-l6", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generic consumer tools like ChatGPT**, especially if the organization has strict data-residency, air-gapped, compliance, or IP-protection requirements"}, {"id": "mai-20260917-0816-smoke|c91-l6|challenger-small|JetBrains Junie", "prompt": "c91-l6", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "JetBrains Junie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Named in the vulnerability disclosure affecting multiple coding platforms."}, {"id": "mai-20260917-0816-smoke|c91-l6|challenger-small|Roo Code", "prompt": "c91-l6", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Roo Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Also named in the same vulnerability disclosure."}, {"id": "mai-20260917-0816-smoke|c91-l6|deepseek-small|GitHub Copilot (Free, Pro, and Pro+ tiers)", "prompt": "c91-l6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot (Free, Pro, and Pro+ tiers)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "interaction data ... will be used to **train their AI models by default** ... **Enterprise action:** Ban personal account usage for work code immediately."}, {"id": "mai-20260917-0816-smoke|c91-l6|deepseek-small|Cursor (Free/Pro tier)", "prompt": "c91-l6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor (Free/Pro tier)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Outright Avoid: Consumer/Free Tiers of Major Tools ... the free tier has no contractual zero-retention guarantee"}, {"id": "mai-20260917-0816-smoke|c91-l6|deepseek-small|Windsurf/Codeium (Free/Pro)", "prompt": "c91-l6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Windsurf/Codeium (Free/Pro)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "There are no zero-data-retention guarantees, and no legal DPA (Data Processing Agreement) available."}, {"id": "mai-20260917-0816-smoke|c91-l6|deepseek-small|Claude Code", "prompt": "c91-l6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution: Claude Code (even Self-Hosted) ... still sent to `api.anthropic.com` for inference ... this is not a true privacy fix."}, {"id": "mai-20260917-0816-smoke|c91-l6|deepseek-small|OpenAI Codex", "prompt": "c91-l6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "OpenAI Codex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Agentic tools (like **Claude Code, Cursor's Cloud Agents, OpenAI Codex**, etc.) are the highest risk."}, {"id": "mai-20260917-0816-smoke|c91-l6|deepseek-small|Windsurf Enterprise", "prompt": "c91-l6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Windsurf Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mandate the Enterprise tier (Copilot Enterprise, Cursor Enterprise, Windsurf Enterprise)"}, {"id": "mai-20260917-0816-smoke|c91-l6|deepseek-small|GitHub Copilot Enterprise", "prompt": "c91-l6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tools like Windsurf Enterprise, GitHub Copilot Enterprise, and Cursor Enterprise *do* offer these"}, {"id": "mai-20260917-0816-smoke|c91-l6|deepseek-small|Cursor Enterprise", "prompt": "c91-l6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Mandate the Enterprise tier (Copilot Enterprise, Cursor Enterprise, Windsurf Enterprise) and disable all consumer/free tiers."}, {"id": "mai-20260917-0816-smoke|c91-l6|deepseek-small|Continue.dev", "prompt": "c91-l6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Continue.dev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "run the model locally (e.g., via open-source models like Llama 3 or CodeLlama through tools like Continue.dev or Ollama)"}, {"id": "mai-20260917-0816-smoke|c91-l6|deepseek-small|Ollama", "prompt": "c91-l6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Ollama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "through tools like Continue.dev or Ollama) without cloud connectivity"}, {"id": "mai-20260917-0816-smoke|c91-l6|google-small|GitHub Copilot", "prompt": "c91-l6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "What to Avoid: Standard individual accounts for GitHub Copilot, Cursor, ChatGPT, Claude Pro, and Supermaven."}, {"id": "mai-20260917-0816-smoke|c91-l6|google-small|Cursor", "prompt": "c91-l6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Agentic \"Power Tools\" (Proceed with Extreme Caution) ... If using Cursor, you *must* transition to its Enterprise tier."}, {"id": "mai-20260917-0816-smoke|c91-l6|google-small|ChatGPT", "prompt": "c91-l6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to Avoid: Standard individual accounts for GitHub Copilot, Cursor, ChatGPT, Claude Pro, and Supermaven."}, {"id": "mai-20260917-0816-smoke|c91-l6|google-small|Claude Pro", "prompt": "c91-l6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid: Standard individual accounts for GitHub Copilot, Cursor, ChatGPT, Claude Pro, and Supermaven."}, {"id": "mai-20260917-0816-smoke|c91-l6|google-small|Supermaven", "prompt": "c91-l6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Supermaven", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools with Operational Hygiene & Compliance Deficits (Avoid / High Caution) ... it lacks robust enterprise-grade SSO"}, {"id": "mai-20260917-0816-smoke|c91-l6|google-small|Blackbox AI", "prompt": "c91-l6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Blackbox AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "security analyses have flagged Blackbox for weak default transport-security configurations ... not robust enough"}, {"id": "mai-20260917-0816-smoke|c91-l6|google-small|Aider", "prompt": "c91-l6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Aider", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Unmanaged Command-Line Agents (e.g., Aider, open-source CLI tools) ... lack centralized audit logs"}, {"id": "mai-20260917-0816-smoke|c91-l6|google-small|Claude Code", "prompt": "c91-l6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Only deploy Claude Code under an Enterprise commercial plan ... highly vulnerable to prompt injection"}, {"id": "mai-20260917-0816-smoke|c91-l6|google-small|ClawHub / OpenClaw", "prompt": "c91-l6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "ClawHub / OpenClaw", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Strictly block public \"skills\" registries."}, {"id": "mai-20260917-0816-smoke|c91-l6|meta-small|Sourcegraph Cody", "prompt": "c91-l6", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "suitable for large enterprises include Sourcegraph Cody, Cursor, and Claude Code, which explicitly target large codebase understanding"}, {"id": "mai-20260917-0816-smoke|c91-l6|meta-small|Cursor", "prompt": "c91-l6", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "suitable for large enterprises include Sourcegraph Cody, Cursor, and Claude Code"}, {"id": "mai-20260917-0816-smoke|c91-l6|meta-small|Claude Code", "prompt": "c91-l6", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "suitable for large enterprises include Sourcegraph Cody, Cursor, and Claude Code"}, {"id": "mai-20260917-0816-smoke|c91-l6|meta-small|GitHub Copilot", "prompt": "c91-l6", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "GitHub Copilot, Amazon CodeWhisperer, and ChatGPT are mentioned as having limitations and potential security risks"}, {"id": "mai-20260917-0816-smoke|c91-l6|meta-small|Amazon CodeWhisperer", "prompt": "c91-l6", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "GitHub Copilot, Amazon CodeWhisperer, and ChatGPT are mentioned as having limitations and potential security risks"}, {"id": "mai-20260917-0816-smoke|c91-l6|meta-small|ChatGPT", "prompt": "c91-l6", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "GitHub Copilot, Amazon CodeWhisperer, and ChatGPT are mentioned as having limitations and potential security risks"}, {"id": "mai-20260917-0816-smoke|c91-l6|minimax-small|Cursor", "prompt": "c91-l6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Cursor** - Cloud-only architecture with limited privacy controls in consumer tiers"}, {"id": "mai-20260917-0816-smoke|c91-l6|minimax-small|ChatGPT", "prompt": "c91-l6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**OpenAI's ChatGPT/Codex** - Data may be used for model training unless enterprise features are used"}, {"id": "mai-20260917-0816-smoke|c91-l6|minimax-small|Claude", "prompt": "c91-l6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Claude** (free tier) pose higher risks"}, {"id": "mai-20260917-0816-smoke|c91-l6|minimax-small|GitHub Copilot (individual)", "prompt": "c91-l6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot (individual)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**GitHub Copilot (individual)** - Training on public code; enterprise tier recommended"}, {"id": "mai-20260917-0816-smoke|c91-l6|minimax-small|Google's Gemini-based tools", "prompt": "c91-l6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Google's Gemini-based tools", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Google's Gemini-based tools** - Similar privacy concerns with remote processing"}, {"id": "mai-20260917-0816-smoke|c91-l6|minimax-small|Tabnine", "prompt": "c91-l6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Tabnine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Tabnine** - Offers on-premise and air-gap deployment"}, {"id": "mai-20260917-0816-smoke|c91-l6|minimax-small|Cline", "prompt": "c91-l6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Cline** - Supports local deployment with complete data isolation"}, {"id": "mai-20260917-0816-smoke|c91-l6|minimax-small|GitHub Copilot Enterprise", "prompt": "c91-l6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**GitHub Copilot Enterprise** - Contractual guarantees against training on your code"}, {"id": "mai-20260917-0816-smoke|c91-l6|minimax-small|Windsurf (Codeium)", "prompt": "c91-l6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Windsurf (Codeium)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Windsurf (Codeium)** - Offers SOC 2 Type II with high data isolation"}, {"id": "mai-20260917-0816-smoke|c91-l6|moonshot-small|GitHub Copilot Free", "prompt": "c91-l6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot Free", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Only use **Copilot Business or Enterprise** tiers with explicit zero-retention contracts. Block free-tier usage organization-wide."}, {"id": "mai-20260917-0816-smoke|c91-l6|moonshot-small|Claude Code (Anthropic)", "prompt": "c91-l6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Code (Anthropic)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High Caution / Avoid for Sensitive Environments ... Exercise extreme caution; assess geopolitical exposure"}, {"id": "mai-20260917-0816-smoke|c91-l6|moonshot-small|GitHub Copilot (Business/Enterprise tiers)", "prompt": "c91-l6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot (Business/Enterprise tiers)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Proceed with Strong Governance ... While better than free tiers, still requires: Pre-commit hooks for secrets detection"}, {"id": "mai-20260917-0816-smoke|c91-l6|moonshot-small|Amazon CodeWhisperer", "prompt": "c91-l6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "requires careful **shared responsibility model** understanding ... Still sends data to AWS cloud"}, {"id": "mai-20260917-0816-smoke|c91-l6|moonshot-small|Tabnine Enterprise", "prompt": "c91-l6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "On-premise/air-gapped options, zero code retention, SOC 2 compliant, models trained only on permissively-licensed code"}, {"id": "mai-20260917-0816-smoke|c91-l6|moonshot-small|Continue.dev", "prompt": "c91-l6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Continue.dev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Complete data control (e.g., Continue.dev with local models)"}, {"id": "mai-20260917-0816-smoke|c91-l6|openai-small|Cursor", "prompt": "c91-l6", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cursor's docs note that prompts/code are sent to model providers, Cloud Agents can store encrypted repo copies while they run, and some models require provider data retention unless admin-approved."}, {"id": "mai-20260917-0816-smoke|c91-l6|openai-small|Gemini Code Assist", "prompt": "c91-l6", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Gemini Code Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "says it is stateless and does not store prompts/responses in Google Cloud by default, which is the sort of property enterprises generally want"}, {"id": "mai-20260917-0816-smoke|c91-l6|openai-small|GitHub Copilot", "prompt": "c91-l6", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cursor's enterprise docs and GitHub Copilot enterprise policy docs both show this kind of governance model."}, {"id": "mai-20260917-0816-smoke|c91-l6|openai-small|Amazon Q Developer", "prompt": "c91-l6", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon Q Developer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare specific tools like **Cursor, GitHub Copilot, Amazon Q Developer, Gemini Code Assist, Tabnine, and Codeium/Windsurf** for enterprise risk."}, {"id": "mai-20260917-0816-smoke|c91-l6|openai-small|Tabnine", "prompt": "c91-l6", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare specific tools like **Cursor, GitHub Copilot, Amazon Q Developer, Gemini Code Assist, Tabnine, and Codeium/Windsurf**"}, {"id": "mai-20260917-0816-smoke|c91-l6|openai-small|Codeium/Windsurf", "prompt": "c91-l6", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Codeium/Windsurf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compare specific tools like ... Tabnine, and Codeium/Windsurf** for enterprise risk."}, {"id": "mai-20260917-0816-smoke|c91-l6|xai-small|GitHub Copilot", "prompt": "c91-l6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Highest Caution/Avoid Without Strong Controls**\n1. **GitHub Copilot (especially non-Enterprise plans)**"}, {"id": "mai-20260917-0816-smoke|c91-l6|xai-small|Cursor", "prompt": "c91-l6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "weaker enterprise security posture—no self-hosting, limited data residency, and basic SSO"}, {"id": "mai-20260917-0816-smoke|c91-l6|xai-small|Amazon Q Developer (formerly CodeWhisperer)", "prompt": "c91-l6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon Q Developer (formerly CodeWhisperer)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Moderate Caution (Proceed with Enterprise Features)**"}, {"id": "mai-20260917-0816-smoke|c91-l6|xai-small|Tabnine", "prompt": "c91-l6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Tabnine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cloud-Dependent Tools Without On-Prem Options (e.g., basic Tabnine, Gemini Code Assist)**"}, {"id": "mai-20260917-0816-smoke|c91-l6|xai-small|Gemini Code Assist", "prompt": "c91-l6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Gemini Code Assist", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Transmit code to external providers; risks of proprietary data exposure"}, {"id": "mai-20260917-0816-smoke|c91-l6|xai-small|Tabnine Enterprise", "prompt": "c91-l6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Prefer:** Self-hosted/on-prem options (e.g., Tabnine Enterprise, Augment Code for monorepos)"}, {"id": "mai-20260917-0816-smoke|c91-l6|xai-small|Augment Code", "prompt": "c91-l6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Augment Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Augment Code for monorepos"}, {"id": "mai-20260917-0816-smoke|c91-m1|alibaba-small|GitHub Copilot", "prompt": "c91-m1", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with GitHub Copilot** if you're unsure. It's the safest, most widely adopted choice with the strongest enterprise security posture."}, {"id": "mai-20260917-0816-smoke|c91-m1|alibaba-small|Cursor", "prompt": "c91-m1", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Cursor** if your team consists of senior developers who ... need agentic capabilities"}, {"id": "mai-20260917-0816-smoke|c91-m1|anthropic-small|GitHub Copilot", "prompt": "c91-m1", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For mid-market B2B, GitHub Copilot or Claude often provide the best balance of capability and integration."}, {"id": "mai-20260917-0816-smoke|c91-m1|anthropic-small|Claude (via Claude.ai or API)", "prompt": "c91-m1", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude (via Claude.ai or API)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For mid-market B2B, GitHub Copilot or Claude often provide the best balance of capability and integration."}, {"id": "mai-20260917-0816-smoke|c91-m1|anthropic-small|ChatGPT/GPT-4", "prompt": "c91-m1", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "ChatGPT/GPT-4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ChatGPT/GPT-4** - Versatile, widely used, good for brainstorming and documentation"}, {"id": "mai-20260917-0816-smoke|c91-m1|anthropic-small|Amazon CodeWhisperer", "prompt": "c91-m1", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise-focused, integrates with AWS services and JetBrains IDEs"}, {"id": "mai-20260917-0816-smoke|c91-m1|anthropic-small|Tabnine", "prompt": "c91-m1", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Privacy-focused option that can be self-hosted, good for companies with security concerns"}, {"id": "mai-20260917-0816-smoke|c91-m1|anthropic-small|JetBrains AI Assistant", "prompt": "c91-m1", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "JetBrains AI Assistant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Native to JetBrains IDEs, useful if your team uses those tools"}, {"id": "mai-20260917-0816-smoke|c91-m1|challenger-small|GitHub Copilot", "prompt": "c91-m1", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **GitHub Copilot** if you want the safest enterprise-friendly rollout"}, {"id": "mai-20260917-0816-smoke|c91-m1|challenger-small|Cursor", "prompt": "c91-m1", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cursor** is often the better overall fit"}, {"id": "mai-20260917-0816-smoke|c91-m1|challenger-small|Claude Code", "prompt": "c91-m1", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Claude Code is strongest for agentic terminal workflows"}, {"id": "mai-20260917-0816-smoke|c91-m1|challenger-small|Sourcegraph Cody", "prompt": "c91-m1", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Sourcegraph Cody** if your biggest pain is working in a large, complex codebase"}, {"id": "mai-20260917-0816-smoke|c91-m1|deepseek-small|GitHub Copilot Business", "prompt": "c91-m1", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default is **GitHub Copilot Business** as your organization-wide standard"}, {"id": "mai-20260917-0816-smoke|c91-m1|deepseek-small|Cursor", "prompt": "c91-m1", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cursor** (or Claude Code) reserved for senior engineers doing heavy agentic work"}, {"id": "mai-20260917-0816-smoke|c91-m1|deepseek-small|Claude Code", "prompt": "c91-m1", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "with **Cursor** (or Claude Code) reserved for senior engineers"}, {"id": "mai-20260917-0816-smoke|c91-m1|deepseek-small|Amazon Q Developer", "prompt": "c91-m1", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Amazon Q Developer is the pick if your company is deeply AWS-centric."}, {"id": "mai-20260917-0816-smoke|c91-m1|deepseek-small|Tabnine", "prompt": "c91-m1", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tabnine (~$39/user/mo) is the compliance-first choice \\u2014 even if it's less feature-rich than the leaders"}, {"id": "mai-20260917-0816-smoke|c91-m1|google-small|Augment Code", "prompt": "c91-m1", "model": "google-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Augment Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Complex, Multi-Repository, or Microservice Architectures"}, {"id": "mai-20260917-0816-smoke|c91-m1|google-small|GitHub Copilot (Business / Enterprise)", "prompt": "c91-m1", "model": "google-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot (Business / Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Lowest Adoption Friction & Direct GitHub Ecosystem Integration"}, {"id": "mai-20260917-0816-smoke|c91-m1|google-small|Cursor (Teams / Enterprise)", "prompt": "c91-m1", "model": "google-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor (Teams / Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Drawbacks for Mid-Market B2B: IDE Lock-in... struggles with cross-repository reasoning"}, {"id": "mai-20260917-0816-smoke|c91-m1|google-small|Tabnine (Enterprise)", "prompt": "c91-m1", "model": "google-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Highly Regulated Industries (FinTech, HealthTech, GovTech)"}, {"id": "mai-20260917-0816-smoke|c91-m1|meta-small|GitHub Copilot Business", "prompt": "c91-m1", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best AI coding assistant for a mid-market B2B company is likely to be GitHub Copilot Business or Cursor Business"}, {"id": "mai-20260917-0816-smoke|c91-m1|meta-small|Cursor Business", "prompt": "c91-m1", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "likely to be GitHub Copilot Business or Cursor Business, depending on the specific needs and budget"}, {"id": "mai-20260917-0816-smoke|c91-m1|meta-small|Claude", "prompt": "c91-m1", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "use GitHub Copilot Business for consistency at scale and Cursor or Claude for power users"}, {"id": "mai-20260917-0816-smoke|c91-m1|minimax-small|GitHub Copilot Business", "prompt": "c91-m1", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended approach is **GitHub Copilot Business** combined with **Cursor** or **Claude Code** for power users"}, {"id": "mai-20260917-0816-smoke|c91-m1|minimax-small|Cursor", "prompt": "c91-m1", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "plus Cursor for power users provides a good balance of consistency at scale and flexibility for leads"}, {"id": "mai-20260917-0816-smoke|c91-m1|minimax-small|Claude Code", "prompt": "c91-m1", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "combined with **Cursor** or **Claude Code** for power users"}, {"id": "mai-20260917-0816-smoke|c91-m1|minimax-small|Claude Team", "prompt": "c91-m1", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude Team", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternative consideration: Claude Team ($25/user/month)**"}, {"id": "mai-20260917-0816-smoke|c91-m1|mistral-small|GitHub Copilot Business", "prompt": "c91-m1", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AI coding assistants are **GitHub Copilot Business** and **Cursor Business**"}, {"id": "mai-20260917-0816-smoke|c91-m1|mistral-small|Cursor Business", "prompt": "c91-m1", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best AI coding assistants are **GitHub Copilot Business** and **Cursor Business**"}, {"id": "mai-20260917-0816-smoke|c91-m1|mistral-small|Claude Code", "prompt": "c91-m1", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "supplement with **Cursor or Claude Code for power users**"}, {"id": "mai-20260917-0816-smoke|c91-m1|moonshot-small|GitHub Copilot Business", "prompt": "c91-m1", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Copilot Business** — *Best Overall Choice*"}, {"id": "mai-20260917-0816-smoke|c91-m1|moonshot-small|Codeium (Windsurf)", "prompt": "c91-m1", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Codeium (Windsurf)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Codeium (Windsurf)** — *Best Value & Flexibility*"}, {"id": "mai-20260917-0816-smoke|c91-m1|moonshot-small|Tabnine Enterprise", "prompt": "c91-m1", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tabnine Enterprise** — *Best for Security-Conscious B2B*"}, {"id": "mai-20260917-0816-smoke|c91-m1|openai-small|GitHub Copilot Business", "prompt": "c91-m1", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is usually **GitHub Copilot Business**"}, {"id": "mai-20260917-0816-smoke|c91-m1|openai-small|Cursor", "prompt": "c91-m1", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cursor**: best if you want the most \"developer-loved\" AI editor experience and can standardize on a new IDE"}, {"id": "mai-20260917-0816-smoke|c91-m1|openai-small|Amazon Q Developer", "prompt": "c91-m1", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon Q Developer**: best if you're deeply AWS-centric"}, {"id": "mai-20260917-0816-smoke|c91-m1|xai-small|GitHub Copilot Business", "prompt": "c91-m1", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Copilot Business is generally the best AI coding assistant for a mid-market B2B company"}, {"id": "mai-20260917-0816-smoke|c91-m1|xai-small|Cursor Teams", "prompt": "c91-m1", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need full AI IDE/agent workflows: Cursor (dev-favorite, but evaluate IDE migration)."}, {"id": "mai-20260917-0816-smoke|c91-m1|xai-small|Amazon Q Developer / CodeWhisperer", "prompt": "c91-m1", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Amazon Q Developer / CodeWhisperer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS/Google stack: Amazon Q or Gemini Code Assist"}, {"id": "mai-20260917-0816-smoke|c91-m1|xai-small|Tabnine Enterprise", "prompt": "c91-m1", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ultra-privacy/self-host: Tabnine."}, {"id": "mai-20260917-0816-smoke|c91-m1|xai-small|Claude Code (via Team plan)", "prompt": "c91-m1", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude Code (via Team plan)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Superior reasoning for complex tasks | Terminal/CLI-heavy; no native IDE autocomplete"}, {"id": "mai-20260917-0816-smoke|c91-m1|xai-small|Gemini Code Assist", "prompt": "c91-m1", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Gemini Code Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AWS/Google stack: Amazon Q or Gemini Code Assist ($19/user/mo)."}, {"id": "mai-20260917-0816-smoke|c91-m1|zai-small|GitHub Copilot Business", "prompt": "c91-m1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies: Start with GitHub Copilot Business ($19/user/month). It offers the best balance of enterprise compliance"}, {"id": "mai-20260917-0816-smoke|c91-m1|zai-small|Cursor", "prompt": "c91-m1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team wants a more AI-native experience: Try Cursor ($40/user/month) as an alternative or supplement."}, {"id": "mai-20260917-0816-smoke|c91-m1|zai-small|Amazon Q Developer", "prompt": "c91-m1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're AWS-heavy: Consider Amazon Q Developer ($19/user/month)."}, {"id": "mai-20260917-0816-smoke|c91-m1|zai-small|Tabnine", "prompt": "c91-m1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If data privacy is your #1 concern: Look at Tabnine ($12-39/user/month)."}, {"id": "mai-20260917-0816-smoke|c91-m2|alibaba-small|GitHub Copilot (specifically the Business Tier)", "prompt": "c91-m2", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot (specifically the Business Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendation for a mid-sized company is **GitHub Copilot (specifically the Business Tier)**"}, {"id": "mai-20260917-0816-smoke|c91-m2|alibaba-small|Tabnine (Team)", "prompt": "c91-m2", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine (Team)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For High-Security/Privacy-Focused Workforces:** **Tabnine (Team)**"}, {"id": "mai-20260917-0816-smoke|c91-m2|alibaba-small|Amazon Q Developer", "prompt": "c91-m2", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Companies Deeply Invested in AWS:** **Amazon Q Developer**"}, {"id": "mai-20260917-0816-smoke|c91-m2|alibaba-small|Cursor AI", "prompt": "c91-m2", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "requiring a mid-sized team to adopt a whole new IDE can be difficult change-management wise"}, {"id": "mai-20260917-0816-smoke|c91-m2|anthropic-small|GitHub Copilot", "prompt": "c91-m2", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd typically recommend starting with **GitHub Copilot** (if you're GitHub-centric) or **Codeium** (for cost efficiency and privacy options) as pilots"}, {"id": "mai-20260917-0816-smoke|c91-m2|anthropic-small|JetBrains AI Assistant", "prompt": "c91-m2", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "JetBrains AI Assistant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong for IDE-native developers, includes refactoring"}, {"id": "mai-20260917-0816-smoke|c91-m2|anthropic-small|Codeium", "prompt": "c91-m2", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Codeium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "recommend starting with **GitHub Copilot** ... or **Codeium** (for cost efficiency and privacy options) as pilots"}, {"id": "mai-20260917-0816-smoke|c91-m2|anthropic-small|Tabnine", "prompt": "c91-m2", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise-focused, flexible deployment options"}, {"id": "mai-20260917-0816-smoke|c91-m2|anthropic-small|Claude for Developers", "prompt": "c91-m2", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Claude for Developers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong reasoning for complex tasks"}, {"id": "mai-20260917-0816-smoke|c91-m2|challenger-small|GitHub Copilot Business", "prompt": "c91-m2", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **GitHub Copilot Business** as the default choice"}, {"id": "mai-20260917-0816-smoke|c91-m2|challenger-small|Cursor", "prompt": "c91-m2", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strongest for codebase-wide context and complex edits."}, {"id": "mai-20260917-0816-smoke|c91-m2|challenger-small|Tabnine", "prompt": "c91-m2", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better for enterprise privacy and controlled deployment."}, {"id": "mai-20260917-0816-smoke|c91-m2|challenger-small|Amazon Q Developer", "prompt": "c91-m2", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better fit for AWS-integrated teams and enterprise compliance."}, {"id": "mai-20260917-0816-smoke|c91-m2|challenger-small|Claude Code", "prompt": "c91-m2", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for architectural reasoning and large-context workflows."}, {"id": "mai-20260917-0816-smoke|c91-m2|deepseek-small|GitHub Copilot (Business tier)", "prompt": "c91-m2", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot (Business tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **GitHub Copilot (Business tier)**"}, {"id": "mai-20260917-0816-smoke|c91-m2|deepseek-small|Cursor", "prompt": "c91-m2", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Cursor** as a strong runner-up depending on your team's workflow"}, {"id": "mai-20260917-0816-smoke|c91-m2|deepseek-small|Amazon Q", "prompt": "c91-m2", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon Q", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Amazon Q and Tabnine are also worth a look in specific cases"}, {"id": "mai-20260917-0816-smoke|c91-m2|deepseek-small|Tabnine", "prompt": "c91-m2", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Amazon Q and Tabnine are also worth a look in specific cases"}, {"id": "mai-20260917-0816-smoke|c91-m2|google-small|GitHub Copilot (Business or Enterprise)", "prompt": "c91-m2", "model": "google-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot (Business or Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Copilot remains the default enterprise choice"}, {"id": "mai-20260917-0816-smoke|c91-m2|google-small|Cursor (Enterprise Plan)", "prompt": "c91-m2", "model": "google-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor (Enterprise Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cursor is widely considered the gold standard for developer experience"}, {"id": "mai-20260917-0816-smoke|c91-m2|google-small|Tabnine (Enterprise)", "prompt": "c91-m2", "model": "google-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Tabnine if you are in a highly regulated space where code cannot leave your servers"}, {"id": "mai-20260917-0816-smoke|c91-m2|meta-small|GitHub Copilot Business", "prompt": "c91-m2", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended AI pair programming tool is GitHub Copilot Business. It is the easiest to roll out"}, {"id": "mai-20260917-0816-smoke|c91-m2|meta-small|Cursor", "prompt": "c91-m2", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if the company is technically sophisticated, Cursor is a better option"}, {"id": "mai-20260917-0816-smoke|c91-m2|minimax-small|GitHub Copilot Business", "prompt": "c91-m2", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **GitHub Copilot Business**"}, {"id": "mai-20260917-0816-smoke|c91-m2|minimax-small|Cursor", "prompt": "c91-m2", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Technically more capable: Tools like **Cursor** (~$20/user) or **Claude Code** score higher on context awareness and autonomy"}, {"id": "mai-20260917-0816-smoke|c91-m2|minimax-small|Claude Code", "prompt": "c91-m2", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tools like **Cursor** (~$20/user) or **Claude Code** score higher on context awareness and autonomy"}, {"id": "mai-20260917-0816-smoke|c91-m2|minimax-small|Codeium's enterprise tier", "prompt": "c91-m2", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Codeium's enterprise tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Codeium's enterprise tier** with private deployment is a strong alternative"}, {"id": "mai-20260917-0816-smoke|c91-m2|mistral-small|GitHub Copilot", "prompt": "c91-m2", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Copilot** is the top recommendation due to its team features, broad language support, and enterprise readiness"}, {"id": "mai-20260917-0816-smoke|c91-m2|mistral-small|Amazon CodeWhisperer", "prompt": "c91-m2", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong alternative, especially if your company uses AWS"}, {"id": "mai-20260917-0816-smoke|c91-m2|mistral-small|Cursor AI", "prompt": "c91-m2", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a more modern IDE experience, **Cursor AI** is a strong contender"}, {"id": "mai-20260917-0816-smoke|c91-m2|mistral-small|Aider", "prompt": "c91-m2", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Aider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "for terminal-centric teams, **Aider** is worth evaluating"}, {"id": "mai-20260917-0816-smoke|c91-m2|moonshot-small|GitHub Copilot Business", "prompt": "c91-m2", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: GitHub Copilot Business"}, {"id": "mai-20260917-0816-smoke|c91-m2|moonshot-small|Cursor for Teams/Enterprise", "prompt": "c91-m2", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor for Teams/Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: Cursor for Teams/Enterprise"}, {"id": "mai-20260917-0816-smoke|c91-m2|moonshot-small|Amazon Q Developer", "prompt": "c91-m2", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Heavy AWS shop, needs tight cloud integration | **Amazon Q Developer**"}, {"id": "mai-20260917-0816-smoke|c91-m2|moonshot-small|Tabnine Enterprise", "prompt": "c91-m2", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strictest data privacy (air-gapped/self-hosted required) | **Tabnine Enterprise**"}, {"id": "mai-20260917-0816-smoke|c91-m2|openai-small|GitHub Copilot Business", "prompt": "c91-m2", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **GitHub Copilot Business** as the default starting point."}, {"id": "mai-20260917-0816-smoke|c91-m2|openai-small|GitHub Copilot Enterprise", "prompt": "c91-m2", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company has stronger enterprise needs...I'd look at **GitHub Copilot Enterprise** at **$39/user/month**."}, {"id": "mai-20260917-0816-smoke|c91-m2|openai-small|Tabnine", "prompt": "c91-m2", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I'd only pick **Tabnine** over Copilot if **privacy/compliance, deployment flexibility, or on-prem/air-gapped options** are top priorities."}, {"id": "mai-20260917-0816-smoke|c91-m2|openai-small|Cursor", "prompt": "c91-m2", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparing Copilot, Tabnine, and Cursor for a mid-sized company."}, {"id": "mai-20260917-0816-smoke|c91-m2|xai-small|GitHub Copilot Business", "prompt": "c91-m2", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend GitHub Copilot Business ($19/user/month) for a mid-sized B2B company."}, {"id": "mai-20260917-0816-smoke|c91-m2|xai-small|Cursor", "prompt": "c91-m2", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cursor shines if your team wants an AI-first IDE and can handle the switch."}, {"id": "mai-20260917-0816-smoke|c91-m2|xai-small|Tabnine", "prompt": "c91-m2", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For strict on-prem needs (e.g., finance/healthcare), go Tabnine."}, {"id": "mai-20260917-0816-smoke|c91-m2|xai-small|Amazon Q Developer", "prompt": "c91-m2", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company uses AWS exclusively, prioritize Amazon Q."}, {"id": "mai-20260917-0816-smoke|c91-m2|zai-small|GitHub Copilot", "prompt": "c91-m2", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: GitHub Copilot (Business/Enterprise tier)"}, {"id": "mai-20260917-0816-smoke|c91-m2|zai-small|Cursor Teams", "prompt": "c91-m2", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cursor Teams — For teams wanting a full AI-native editor"}, {"id": "mai-20260917-0816-smoke|c91-m2|zai-small|Tabnine Enterprise", "prompt": "c91-m2", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tabnine Enterprise — For privacy and self-hosting"}, {"id": "mai-20260917-0816-smoke|c91-m2|zai-small|Amazon Q Developer", "prompt": "c91-m2", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Amazon Q Developer (formerly CodeWhisperer) — For AWS-heavy environments"}, {"id": "mai-20260917-0816-smoke|c91-m2|zai-small|Codeium", "prompt": "c91-m2", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Codeium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Codeium — For cost-conscious teams"}, {"id": "mai-20260917-0816-smoke|c91-m3|alibaba-small|GitHub Copilot", "prompt": "c91-m3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: General-purpose use across many IDEs ... Widest adoption and integration"}, {"id": "mai-20260917-0816-smoke|c91-m3|alibaba-small|Cursor", "prompt": "c91-m3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best-in-class codebase indexing, powerful multi-file edits"}, {"id": "mai-20260917-0816-smoke|c91-m3|alibaba-small|Claude Code (by Anthropic)", "prompt": "c91-m3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code (by Anthropic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Complex, multi-step problems and terminal-heavy workflows."}, {"id": "mai-20260917-0816-smoke|c91-m3|alibaba-small|Amazon Q Developer (formerly CodeWhisperer)", "prompt": "c91-m3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer (formerly CodeWhisperer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Teams deeply integrated into the AWS cloud ecosystem."}, {"id": "mai-20260917-0816-smoke|c91-m3|alibaba-small|Tabnine", "prompt": "c91-m3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Enterprise customers prioritizing privacy and data security."}, {"id": "mai-20260917-0816-smoke|c91-m3|alibaba-small|Windsurf", "prompt": "c91-m3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Windsurf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "IDE-Native Agent: Cursor, Windsurf."}, {"id": "mai-20260917-0816-smoke|c91-m3|alibaba-small|Aider", "prompt": "c91-m3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Aider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Terminal/CLI Agent: Claude Code, Aider."}, {"id": "mai-20260917-0816-smoke|c91-m3|alibaba-small|Sourcegraph Cody", "prompt": "c91-m3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cursor and Sourcegraph Cody are strongest at indexing your entire project"}, {"id": "mai-20260917-0816-smoke|c91-m3|alibaba-small|Continue", "prompt": "c91-m3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Continue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Open-Source/Privacy-Focused: Tabnine, Continue (open-source plugin for VS Code/JetBrains)"}, {"id": "mai-20260917-0816-smoke|c91-m3|anthropic-small|Cursor", "prompt": "c91-m3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cursor fits editor-first work and strong multi-file edits"}, {"id": "mai-20260917-0816-smoke|c91-m3|anthropic-small|Claude Code", "prompt": "c91-m3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Claude Code is the top-ranked AI coding tool in 2026, powered by Opus 4.6, scoring 80.8% on SWE-bench Verified"}, {"id": "mai-20260917-0816-smoke|c91-m3|anthropic-small|Codex", "prompt": "c91-m3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Codex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The front-runners for 2026 are Cursor, Claude Code, Codex, GitHub Copilot, and Cline"}, {"id": "mai-20260917-0816-smoke|c91-m3|anthropic-small|GitHub Copilot", "prompt": "c91-m3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GitHub Copilot is the easiest for beginners, with a free tier"}, {"id": "mai-20260917-0816-smoke|c91-m3|anthropic-small|Cline", "prompt": "c91-m3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The front-runners for 2026 are Cursor, Claude Code, Codex, GitHub Copilot, and Cline"}, {"id": "mai-20260917-0816-smoke|c91-m3|anthropic-small|Aider", "prompt": "c91-m3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Aider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a terminal agent for deep repo work (Claude Code or Aider)"}, {"id": "mai-20260917-0816-smoke|c91-m3|challenger-small|GitHub Copilot", "prompt": "c91-m3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall default:** **GitHub Copilot**"}, {"id": "mai-20260917-0816-smoke|c91-m3|challenger-small|Cursor", "prompt": "c91-m3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best AI-native IDE:** **Cursor**"}, {"id": "mai-20260917-0816-smoke|c91-m3|challenger-small|Claude Code", "prompt": "c91-m3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best terminal agent:** **Claude Code**"}, {"id": "mai-20260917-0816-smoke|c91-m3|challenger-small|Windsurf / Devin-style agents", "prompt": "c91-m3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Windsurf / Devin-style agents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Designed for agentic execution rather than just suggestions"}, {"id": "mai-20260917-0816-smoke|c91-m3|challenger-small|Amazon Q Developer", "prompt": "c91-m3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best AWS choice:** **Amazon Q Developer**"}, {"id": "mai-20260917-0816-smoke|c91-m3|challenger-small|JetBrains AI", "prompt": "c91-m3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "JetBrains AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tight integration with JetBrains tools"}, {"id": "mai-20260917-0816-smoke|c91-m3|challenger-small|Tabnine", "prompt": "c91-m3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best privacy/enterprise constraint fit:** **Tabnine**"}, {"id": "mai-20260917-0816-smoke|c91-m3|challenger-small|Aider", "prompt": "c91-m3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Aider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Open-source, CLI-first, and good for structured code edits via the terminal."}, {"id": "mai-20260917-0816-smoke|c91-m3|challenger-small|Replit Agent / browser builders", "prompt": "c91-m3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Replit Agent / browser builders", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Browser-based, optimized for quick app creation rather than deep repository work."}, {"id": "mai-20260917-0816-smoke|c91-m3|deepseek-small|GitHub Copilot", "prompt": "c91-m3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**GitHub Copilot** — *the industry standard*"}, {"id": "mai-20260917-0816-smoke|c91-m3|deepseek-small|Tabnine", "prompt": "c91-m3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*privacy-first choice* ... **Best for:** teams needing data sovereignty"}, {"id": "mai-20260917-0816-smoke|c91-m3|deepseek-small|Cursor", "prompt": "c91-m3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Cursor or Windsurf** as the daily editing IDE"}, {"id": "mai-20260917-0816-smoke|c91-m3|deepseek-small|Windsurf (formerly Codeium)", "prompt": "c91-m3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Windsurf (formerly Codeium)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Cursor or Windsurf** as the daily editing IDE"}, {"id": "mai-20260917-0816-smoke|c91-m3|deepseek-small|Claude Code (Anthropic)", "prompt": "c91-m3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code (Anthropic)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "*top-performing terminal agent* ... Currently **tops SWE-bench (~80%)**"}, {"id": "mai-20260917-0816-smoke|c91-m3|deepseek-small|Devin (Cognition Labs)", "prompt": "c91-m3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Devin (Cognition Labs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Claude Code or Devin** for heavy agentic workloads"}, {"id": "mai-20260917-0816-smoke|c91-m3|deepseek-small|OpenAI Codex", "prompt": "c91-m3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "OpenAI Codex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Codex consistently high acceptance across task types"}, {"id": "mai-20260917-0816-smoke|c91-m3|deepseek-small|Aider", "prompt": "c91-m3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Aider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Aider is a popular open-source option"}, {"id": "mai-20260917-0816-smoke|c91-m3|deepseek-small|Gemini Code Assist", "prompt": "c91-m3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Gemini Code Assist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "best for Google Cloud/Android teams"}, {"id": "mai-20260917-0816-smoke|c91-m3|deepseek-small|Amazon Q Developer / AWS Kiro", "prompt": "c91-m3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer / AWS Kiro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "note: Q Developer is being sunset in favor of AWS's newer agent, Kiro"}, {"id": "mai-20260917-0816-smoke|c91-m3|deepseek-small|Cline", "prompt": "c91-m3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "open-source, model-flexible agent (bring your own API key)"}, {"id": "mai-20260917-0816-smoke|c91-m3|deepseek-small|Continue.dev", "prompt": "c91-m3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Continue.dev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "open-source and repo-aware options for large codebases"}, {"id": "mai-20260917-0816-smoke|c91-m3|deepseek-small|Cody (Sourcegraph)", "prompt": "c91-m3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cody (Sourcegraph)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "open-source and repo-aware options for large codebases"}, {"id": "mai-20260917-0816-smoke|c91-m3|google-small|Cursor", "prompt": "c91-m3", "model": "google-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a **state-of-the-art, everyday editor** that manages your entire workspace effortlessly: Go with **Cursor**."}, {"id": "mai-20260917-0816-smoke|c91-m3|google-small|Claude Code", "prompt": "c91-m3", "model": "google-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a **terminal power user**... Use **Claude Code**."}, {"id": "mai-20260917-0816-smoke|c91-m3|google-small|GitHub Copilot", "prompt": "c91-m3", "model": "google-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you work in a **strict corporate environment** already integrated with GitHub Enterprise: Stick with **GitHub Copilot**."}, {"id": "mai-20260917-0816-smoke|c91-m3|google-small|Devin Desktop", "prompt": "c91-m3", "model": "google-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Devin Desktop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want **the ultimate autonomous agent** to work in the background on complex tasks: Try **Devin Desktop**."}, {"id": "mai-20260917-0816-smoke|c91-m3|google-small|Cline", "prompt": "c91-m3", "model": "google-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want to **use your own API keys** and maintain total control over cost and model customization: Use **Cline**."}, {"id": "mai-20260917-0816-smoke|c91-m3|meta-small|GitHub Copilot", "prompt": "c91-m3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "GitHub Copilot is an assistant with agents that is best for GitHub-based teams"}, {"id": "mai-20260917-0816-smoke|c91-m3|meta-small|Cursor", "prompt": "c91-m3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cursor is an AI-first editor that is best for fast repo-aware editing"}, {"id": "mai-20260917-0816-smoke|c91-m3|meta-small|Qodo", "prompt": "c91-m3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Qodo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Qodo is a review assistant with agent workflows that is best for PRs, tests, and quality checks"}, {"id": "mai-20260917-0816-smoke|c91-m3|meta-small|Replit AI", "prompt": "c91-m3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Replit AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Replit AI is a browser coding assistant that is best for prototypes and learners"}, {"id": "mai-20260917-0816-smoke|c91-m3|meta-small|Tabnine", "prompt": "c91-m3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tabnine is a pair programming assistant that is best for secure code completion"}, {"id": "mai-20260917-0816-smoke|c91-m3|meta-small|Gemini Code Assist", "prompt": "c91-m3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Gemini Code Assist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gemini Code Assist is a pair programming assistant that is best for Google Cloud and Android teams"}, {"id": "mai-20260917-0816-smoke|c91-m3|meta-small|Sourcegraph Cody", "prompt": "c91-m3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sourcegraph Cody is a repo-aware assistant that is best for large codebases"}, {"id": "mai-20260917-0816-smoke|c91-m3|minimax-small|GitHub Copilot", "prompt": "c91-m3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **GitHub Copilot** (Most Popular) ... **Best for:** General coding, all-around use"}, {"id": "mai-20260917-0816-smoke|c91-m3|minimax-small|Cursor", "prompt": "c91-m3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Cursor** (Best for Fast Prototyping)"}, {"id": "mai-20260917-0816-smoke|c91-m3|minimax-small|Claude Code", "prompt": "c91-m3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Developers wanting deeper agentic workflows"}, {"id": "mai-20260917-0816-smoke|c91-m3|minimax-small|Tabnine", "prompt": "c91-m3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Teams wanting customizable AI"}, {"id": "mai-20260917-0816-smoke|c91-m3|minimax-small|Augment Code", "prompt": "c91-m3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Augment Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Enterprise monorepos, legacy refactoring"}, {"id": "mai-20260917-0816-smoke|c91-m3|minimax-small|Amazon CodeWhisperer", "prompt": "c91-m3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** AWS ecosystem users"}, {"id": "mai-20260917-0816-smoke|c91-m3|minimax-small|Sourcegraph Cody", "prompt": "c91-m3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "### 7. **Sourcegraph Cody** - **Best for:** Code context and awareness"}, {"id": "mai-20260917-0816-smoke|c91-m3|mistral-small|GitHub Copilot", "prompt": "c91-m3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "widely regarded as the most popular AI coding assistant"}, {"id": "mai-20260917-0816-smoke|c91-m3|mistral-small|Tabnine", "prompt": "c91-m3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Developers who want a privacy-focused, customizable assistant."}, {"id": "mai-20260917-0816-smoke|c91-m3|mistral-small|Amazon CodeWhisperer (now part of Amazon Q Developer)", "prompt": "c91-m3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon CodeWhisperer (now part of Amazon Q Developer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: AWS-integrated development and cloud-native applications."}, {"id": "mai-20260917-0816-smoke|c91-m3|mistral-small|Replit AI (Ghostwriter)", "prompt": "c91-m3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Replit AI (Ghostwriter)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Full-stack app development, testing, and hosting from a browser workspace."}, {"id": "mai-20260917-0816-smoke|c91-m3|mistral-small|Sourcegraph Cody", "prompt": "c91-m3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Large codebase understanding and enterprise workflows."}, {"id": "mai-20260917-0816-smoke|c91-m3|mistral-small|Cursor", "prompt": "c91-m3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cursor: AI-first editor for fast, repo-aware editing."}, {"id": "mai-20260917-0816-smoke|c91-m3|mistral-small|CodiumAI", "prompt": "c91-m3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "CodiumAI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses on generating tests and ensuring code quality."}, {"id": "mai-20260917-0816-smoke|c91-m3|mistral-small|Codeium", "prompt": "c91-m3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Codeium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free, open-core alternative with broad IDE support."}, {"id": "mai-20260917-0816-smoke|c91-m3|moonshot-small|GitHub Copilot", "prompt": "c91-m3", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Just starting out?** → GitHub Copilot"}, {"id": "mai-20260917-0816-smoke|c91-m3|moonshot-small|Cursor", "prompt": "c91-m3", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Want AI-first editing?** → Cursor"}, {"id": "mai-20260917-0816-smoke|c91-m3|moonshot-small|Claude Code", "prompt": "c91-m3", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Comfortable with terminal?** → Claude Code"}, {"id": "mai-20260917-0816-smoke|c91-m3|moonshot-small|Amazon Q Developer", "prompt": "c91-m3", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Heavy AWS user?** → Amazon Q Developer"}, {"id": "mai-20260917-0816-smoke|c91-m3|moonshot-small|Gemini Code Assist", "prompt": "c91-m3", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Gemini Code Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Google Cloud shop?** → Gemini Code Assist"}, {"id": "mai-20260917-0816-smoke|c91-m3|moonshot-small|Tabnine", "prompt": "c91-m3", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need maximum privacy?** → Tabnine"}, {"id": "mai-20260917-0816-smoke|c91-m3|openai-small|GitHub Copilot", "prompt": "c91-m3", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around default**: **GitHub Copilot**"}, {"id": "mai-20260917-0816-smoke|c91-m3|openai-small|Cursor", "prompt": "c91-m3", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best AI-native editor**: **Cursor**"}, {"id": "mai-20260917-0816-smoke|c91-m3|openai-small|ChatGPT / Codex", "prompt": "c91-m3", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "ChatGPT / Codex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for reasoning through hard code problems**: **Claude Code** or **ChatGPT/Codex**"}, {"id": "mai-20260917-0816-smoke|c91-m3|openai-small|Claude Code", "prompt": "c91-m3", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for reasoning through hard code problems**: **Claude Code**"}, {"id": "mai-20260917-0816-smoke|c91-m3|openai-small|Amazon Q Developer", "prompt": "c91-m3", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for AWS teams**: **Amazon Q Developer**"}, {"id": "mai-20260917-0816-smoke|c91-m3|openai-small|Tabnine", "prompt": "c91-m3", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tabnine is typically chosen by teams that care about controlled, privacy-conscious deployment"}, {"id": "mai-20260917-0816-smoke|c91-m3|openai-small|Gemini Code Assist", "prompt": "c91-m3", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Gemini Code Assist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Gemini Code Assist is Google's coding assistant line, often attractive in Google Cloud–heavy environments."}, {"id": "mai-20260917-0816-smoke|c91-m3|openai-small|Windsurf", "prompt": "c91-m3", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Windsurf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Windsurf is another AI-first coding environment focused on planning, editing, and workflow automation."}, {"id": "mai-20260917-0816-smoke|c91-m3|xai-small|Cursor", "prompt": "c91-m3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cursor** (often #1 for power users)"}, {"id": "mai-20260917-0816-smoke|c91-m3|xai-small|GitHub Copilot", "prompt": "c91-m3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitHub Copilot** (market leader, broadest adoption)"}, {"id": "mai-20260917-0816-smoke|c91-m3|xai-small|Claude Code", "prompt": "c91-m3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Claude Code** (Anthropic's CLI/agent tool, tops for reasoning)"}, {"id": "mai-20260917-0816-smoke|c91-m3|xai-small|Codeium", "prompt": "c91-m3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Codeium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Codeium** (best free option)"}, {"id": "mai-20260917-0816-smoke|c91-m3|xai-small|Tabnine", "prompt": "c91-m3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tabnine** (privacy/enterprise focus)"}, {"id": "mai-20260917-0816-smoke|c91-m3|xai-small|Amazon Q Developer", "prompt": "c91-m3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like Amazon Q Developer, Gemini Code Assist, Replit AI (strong in niches"}, {"id": "mai-20260917-0816-smoke|c91-m3|xai-small|Gemini Code Assist", "prompt": "c91-m3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Gemini Code Assist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like Amazon Q Developer, Gemini Code Assist, Replit AI"}, {"id": "mai-20260917-0816-smoke|c91-m3|xai-small|Replit AI", "prompt": "c91-m3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Replit AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Replit AI (strong in niches like AWS/Google or beginners)"}, {"id": "mai-20260917-0816-smoke|c91-m3|zai-small|GitHub Copilot", "prompt": "c91-m3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most widely adopted & balanced**: GitHub Copilot"}, {"id": "mai-20260917-0816-smoke|c91-m3|zai-small|Cursor", "prompt": "c91-m3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Most powerful AI\\u2011first editor**: Cursor"}, {"id": "mai-20260917-0816-smoke|c91-m3|zai-small|ChatGPT (GPT\\u20114/Claude)", "prompt": "c91-m3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "ChatGPT (GPT\\u20114/Claude)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for explanations & multi\\u2011language tasks**: ChatGPT (GPT\\u20114/Claude)"}, {"id": "mai-20260917-0816-smoke|c91-m3|zai-small|Amazon Q Developer (formerly CodeWhisperer)", "prompt": "c91-m3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer (formerly CodeWhisperer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for AWS projects**: Amazon Q Developer"}, {"id": "mai-20260917-0816-smoke|c91-m3|zai-small|Tabnine", "prompt": "c91-m3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for privacy & local use**: Tabnine"}, {"id": "mai-20260917-0816-smoke|c91-m3|zai-small|Codeium / Windsurf", "prompt": "c91-m3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Codeium / Windsurf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best free tier**: Codeium / Windsurf"}, {"id": "mai-20260917-0816-smoke|c91-m3|zai-small|Replit Ghostwriter", "prompt": "c91-m3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Replit Ghostwriter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Cloud\\u2011first, rapid prototyping** | Replit Ghostwriter"}, {"id": "mai-20260917-0816-smoke|c91-m3|zai-small|Claude Code", "prompt": "c91-m3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for terminal & agentic coding**: Claude Code"}, {"id": "mai-20260917-0816-smoke|c91-m4|alibaba-small|Windsurf", "prompt": "c91-m4", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Windsurf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Windsurf** is widely considered one of the best AI coding assistants for companies with a limited budget"}, {"id": "mai-20260917-0816-smoke|c91-m4|alibaba-small|Cline", "prompt": "c91-m4", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **Cline**"}, {"id": "mai-20260917-0816-smoke|c91-m4|alibaba-small|GitHub Copilot", "prompt": "c91-m4", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While powerful, it generally lands around $10–$19/month for individuals. For enterprises, the cost adds up quickly per seat."}, {"id": "mai-20260917-0816-smoke|c91-m4|alibaba-small|Cursor", "prompt": "c91-m4", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A strong competitor that sits in the same bracket as Windsurf ($20/month)"}, {"id": "mai-20260917-0816-smoke|c91-m4|anthropic-small|Codeium", "prompt": "c91-m4", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Codeium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Codeium (Best Free Option) ... **Codeium's free tier** or **GitHub Copilot's $10/month plan** offer the best balance of cost and functionality."}, {"id": "mai-20260917-0816-smoke|c91-m4|anthropic-small|GitHub Copilot", "prompt": "c91-m4", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GitHub Copilot (Best Value for Money) ... **Codeium's free tier** or **GitHub Copilot's $10/month plan** offer the best balance of cost and functionality."}, {"id": "mai-20260917-0816-smoke|c91-m4|anthropic-small|Aider", "prompt": "c91-m4", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Aider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The cheapest AI coding assistants are free, open-source tools — Aider, Cline, and opencode"}, {"id": "mai-20260917-0816-smoke|c91-m4|anthropic-small|Cline", "prompt": "c91-m4", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free, open-source tools — Aider, Cline, and opencode — where the software costs nothing"}, {"id": "mai-20260917-0816-smoke|c91-m4|anthropic-small|opencode", "prompt": "c91-m4", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "opencode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "free, open-source tools — Aider, Cline, and opencode — where the software costs nothing"}, {"id": "mai-20260917-0816-smoke|c91-m4|challenger-small|GitHub Copilot", "prompt": "c91-m4", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **GitHub Copilot Free or GitHub Copilot Pro at $10/month per user**"}, {"id": "mai-20260917-0816-smoke|c91-m4|challenger-small|Amazon Q Developer", "prompt": "c91-m4", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon Q Developer free tier**: cited as offering **50 agentic chats**"}, {"id": "mai-20260917-0816-smoke|c91-m4|challenger-small|Tabnine", "prompt": "c91-m4", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tabnine free tier**: cited as providing **basic completions**"}, {"id": "mai-20260917-0816-smoke|c91-m4|challenger-small|Cline", "prompt": "c91-m4", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Very cost-sensitive, technically capable team:** **Copilot Free + Cline**"}, {"id": "mai-20260917-0816-smoke|c91-m4|challenger-small|Replit", "prompt": "c91-m4", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Replit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Want an all-in-one startup environment:** **Replit**"}, {"id": "mai-20260917-0816-smoke|c91-m4|deepseek-small|GitHub Copilot", "prompt": "c91-m4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best options are **GitHub Copilot (Free tier)** and **Gemini Code Assist (Free)** — both at $0"}, {"id": "mai-20260917-0816-smoke|c91-m4|deepseek-small|Gemini Code Assist", "prompt": "c91-m4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Gemini Code Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Gemini Code Assist** (most generous free tier) or **GitHub Copilot Free**"}, {"id": "mai-20260917-0816-smoke|c91-m4|deepseek-small|Cline", "prompt": "c91-m4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cline** (VS Code) ... all free software where you bring your own API key"}, {"id": "mai-20260917-0816-smoke|c91-m4|deepseek-small|Aider", "prompt": "c91-m4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Aider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Aider** (git-native) ... Cheapest Long-Term"}, {"id": "mai-20260917-0816-smoke|c91-m4|deepseek-small|opencode", "prompt": "c91-m4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "opencode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**opencode** (terminal) ... Terminal-first team | Claude Code ($17/mo annual) or opencode"}, {"id": "mai-20260917-0816-smoke|c91-m4|deepseek-small|Continue", "prompt": "c91-m4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Continue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Continue** — all free software where you bring your own API key"}, {"id": "mai-20260917-0816-smoke|c91-m4|deepseek-small|Amazon Q Developer", "prompt": "c91-m4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**AWS-heavy stack** | Amazon Q Developer (free tier available)"}, {"id": "mai-20260917-0816-smoke|c91-m4|deepseek-small|ChatGPT Business with Codex", "prompt": "c91-m4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "ChatGPT Business with Codex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**ChatGPT Business with Codex**: ~$24,000/year"}, {"id": "mai-20260917-0816-smoke|c91-m4|deepseek-small|Cursor Teams", "prompt": "c91-m4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Some tools (Cursor, Copilot Pro+) use metered \"AI credits\" that can spike costs for power users"}, {"id": "mai-20260917-0816-smoke|c91-m4|deepseek-small|Tabnine", "prompt": "c91-m4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Tabnine**: ~$70,800/year (but offers on-prem/private deployment)"}, {"id": "mai-20260917-0816-smoke|c91-m4|deepseek-small|Claude Code", "prompt": "c91-m4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Terminal-first team | Claude Code ($17/mo annual) or opencode"}, {"id": "mai-20260917-0816-smoke|c91-m4|google-small|Cline", "prompt": "c91-m4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cline** and **OpenCode** have emerged as the premier open-source, BYOK coding assistants for VS Code"}, {"id": "mai-20260917-0816-smoke|c91-m4|google-small|OpenCode", "prompt": "c91-m4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "OpenCode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cline** and **OpenCode** have emerged as the premier open-source, BYOK coding assistants"}, {"id": "mai-20260917-0816-smoke|c91-m4|google-small|Continue.dev", "prompt": "c91-m4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Continue.dev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Following Cursor's acquisition of the popular *Continue.dev* extension"}, {"id": "mai-20260917-0816-smoke|c91-m4|google-small|Goose", "prompt": "c91-m4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Goose", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A powerful, open-source agentic coding assistant (originally built by Block and hosted by the Linux Foundation)"}, {"id": "mai-20260917-0816-smoke|c91-m4|google-small|OpenRouter", "prompt": "c91-m4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Connect Cline or Goose to **OpenRouter** or **DeepSeek**"}, {"id": "mai-20260917-0816-smoke|c91-m4|google-small|DeepSeek", "prompt": "c91-m4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "DeepSeek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Running a model like *DeepSeek-Coder* or *Gemini Flash* via API is incredibly cheap"}, {"id": "mai-20260917-0816-smoke|c91-m4|google-small|Ollama", "prompt": "c91-m4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Ollama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "you can run models locally using **Ollama**"}, {"id": "mai-20260917-0816-smoke|c91-m4|google-small|Qwen 2.5 Coder", "prompt": "c91-m4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Qwen 2.5 Coder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Running open-weight models like **Qwen 2.5 Coder** locally costs absolutely nothing in API fees"}, {"id": "mai-20260917-0816-smoke|c91-m4|google-small|Cursor", "prompt": "c91-m4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Cursor** is widely considered the overall gold standard for AI-native code editors"}, {"id": "mai-20260917-0816-smoke|c91-m4|google-small|Windsurf (by Codeium)", "prompt": "c91-m4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Windsurf (by Codeium)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Very generous free tier, with Pro starting at **$15/month**... one of the best free individual tiers in the industry"}, {"id": "mai-20260917-0816-smoke|c91-m4|google-small|GitHub Copilot", "prompt": "c91-m4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Copilot remains the king of fast, unobtrusive inline autocomplete... eliminates the risk of \"surprise bills\""}, {"id": "mai-20260917-0816-smoke|c91-m4|meta-small|GitHub Copilot (individual plan)", "prompt": "c91-m4", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot (individual plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "one that offers a free or low-cost plan, such as GitHub Copilot (individual plan), Replit, or Gemini"}, {"id": "mai-20260917-0816-smoke|c91-m4|meta-small|Replit", "prompt": "c91-m4", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Replit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as GitHub Copilot (individual plan), Replit, or Gemini"}, {"id": "mai-20260917-0816-smoke|c91-m4|meta-small|Gemini", "prompt": "c91-m4", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Gemini", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "such as GitHub Copilot (individual plan), Replit, or Gemini"}, {"id": "mai-20260917-0816-smoke|c91-m4|meta-small|Windsurf", "prompt": "c91-m4", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Windsurf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Windsurf, Cline, Aider, and Zed, which offer flexible pricing models or free tiers."}, {"id": "mai-20260917-0816-smoke|c91-m4|meta-small|Cline", "prompt": "c91-m4", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options include Windsurf, Cline, Aider, and Zed"}, {"id": "mai-20260917-0816-smoke|c91-m4|meta-small|Aider", "prompt": "c91-m4", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Aider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other options include Windsurf, Cline, Aider, and Zed"}, {"id": "mai-20260917-0816-smoke|c91-m4|meta-small|Zed", "prompt": "c91-m4", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Zed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Other options include Windsurf, Cline, Aider, and Zed"}, {"id": "mai-20260917-0816-smoke|c91-m4|minimax-small|Amazon CodeWhisperer", "prompt": "c91-m4", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **very tight budget**, start with:\n- **CodeWhisperer** (completely free)"}, {"id": "mai-20260917-0816-smoke|c91-m4|minimax-small|Tabnine", "prompt": "c91-m4", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tabnine Free** or **Cursor Free**"}, {"id": "mai-20260917-0816-smoke|c91-m4|minimax-small|Cursor", "prompt": "c91-m4", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cursor Pro** (~$20/month) - excellent for teams"}, {"id": "mai-20260917-0816-smoke|c91-m4|minimax-small|GitHub Copilot", "prompt": "c91-m4", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GitHub Copilot Business** (~$10/user/month) - widely considered one of the best"}, {"id": "mai-20260917-0816-smoke|c91-m4|mistral-small|GitHub Copilot Free", "prompt": "c91-m4", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **GitHub Copilot Free** for basic needs"}, {"id": "mai-20260917-0816-smoke|c91-m4|mistral-small|Codeium", "prompt": "c91-m4", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Codeium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Codeium** if you need more features without a budget"}, {"id": "mai-20260917-0816-smoke|c91-m4|mistral-small|Cursor (Free Tier)", "prompt": "c91-m4", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor (Free Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For individual developers, Cursor's free tier is also a solid choice."}, {"id": "mai-20260917-0816-smoke|c91-m4|moonshot-small|Codeium", "prompt": "c91-m4", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Codeium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Codeium's free tier** — it offers the most generous free plan with unlimited completions."}, {"id": "mai-20260917-0816-smoke|c91-m4|moonshot-small|Amazon Q Developer", "prompt": "c91-m4", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Amazon Q Developer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Note**: AWS is phasing out new subscriptions, so this may not be ideal for new adopters"}, {"id": "mai-20260917-0816-smoke|c91-m4|moonshot-small|GitHub Copilot", "prompt": "c91-m4", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider GitHub Copilot** ($10/month) if:"}, {"id": "mai-20260917-0816-smoke|c91-m4|moonshot-small|Tabnine", "prompt": "c91-m4", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Tabnine** for budget-conscious teams"}, {"id": "mai-20260917-0816-smoke|c91-m4|openai-small|GitHub Copilot", "prompt": "c91-m4", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall budget choice:** **GitHub Copilot**"}, {"id": "mai-20260917-0816-smoke|c91-m4|openai-small|Codeium", "prompt": "c91-m4", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Codeium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want a free / very low-cost option:** **Codeium**"}, {"id": "mai-20260917-0816-smoke|c91-m4|openai-small|Tabnine", "prompt": "c91-m4", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If code privacy is a major concern: **evaluate Tabnine or an enterprise-grade option**"}, {"id": "mai-20260917-0816-smoke|c91-m4|xai-small|Codeium", "prompt": "c91-m4", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Codeium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Codeium** stands out as the best AI coding assistant for a company with a limited budget."}, {"id": "mai-20260917-0816-smoke|c91-m4|xai-small|Continue.dev", "prompt": "c91-m4", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Continue.dev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Open-source flexibility, VS Code/JetBrains, privacy-focused teams | Requires API setup; quality varies by model"}, {"id": "mai-20260917-0816-smoke|c91-m4|xai-small|GitHub Copilot Free", "prompt": "c91-m4", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "~2,000 completions + 50 chats/month ... Caps limit heavy team use"}, {"id": "mai-20260917-0816-smoke|c91-m4|xai-small|Amazon Q Developer", "prompt": "c91-m4", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fully free for Pro tier ... Less versatile outside AWS"}, {"id": "mai-20260917-0816-smoke|c91-m4|xai-small|Cline", "prompt": "c91-m4", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Unlimited BYOK ... API costs add up for heavy use"}, {"id": "mai-20260917-0816-smoke|c91-m4|zai-small|Cline", "prompt": "c91-m4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Cline (or Aider)** if you want an autonomous agent at zero cost"}, {"id": "mai-20260917-0816-smoke|c91-m4|zai-small|Aider", "prompt": "c91-m4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Aider", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with **Cline (or Aider)** if you want an autonomous agent at zero cost"}, {"id": "mai-20260917-0816-smoke|c91-m4|zai-small|GitHub Copilot Free", "prompt": "c91-m4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **GitHub Copilot Free + Codeium** if you mainly need autocomplete in your existing IDE"}, {"id": "mai-20260917-0816-smoke|c91-m4|zai-small|Codeium / Windsurf", "prompt": "c91-m4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Codeium / Windsurf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Codeium/Windsurf provide substantial autocomplete for free, which covers most day-to-day coding needs."}, {"id": "mai-20260917-0816-smoke|c91-m4|zai-small|Continue.dev", "prompt": "c91-m4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Continue.dev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zero cost:** Cline, Aider, Continue.dev (self-hosted), Tabby."}, {"id": "mai-20260917-0816-smoke|c91-m4|zai-small|Tabby", "prompt": "c91-m4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Open-source; run your own LLM on your own hardware."}, {"id": "mai-20260917-0816-smoke|c91-m4|zai-small|Cursor (Hobby)", "prompt": "c91-m4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor (Hobby)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cursor (Hobby)** or **Windsurf** | $20/mo individual; free tier available for light use."}, {"id": "mai-20260917-0816-smoke|c91-m4|zai-small|Replit AI (formerly Ghostwriter)", "prompt": "c91-m4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Replit AI (formerly Ghostwriter)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free plan + Core from $20\\u2013$25/mo; good for prototypes and small teams."}, {"id": "mai-20260917-0816-smoke|c91-m5|alibaba-small|GitHub Copilot", "prompt": "c91-m5", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "*Microsoft/GitHub users:* Likely **GitHub Copilot** is the easiest win due to deep integration with Azure DevOps/GitHub."}, {"id": "mai-20260917-0816-smoke|c91-m5|alibaba-small|Tabnine", "prompt": "c91-m5", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Privacy-focused/Legacy:* **Tabnine** offers highly customizable, self-hosted options for strict environments."}, {"id": "mai-20260917-0816-smoke|c91-m5|alibaba-small|Amazon CodeWhisperer", "prompt": "c91-m5", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Java/Enterprise shops:* **Amazon CodeWhisperer** or **JetBrains AI** often perform very well here."}, {"id": "mai-20260917-0816-smoke|c91-m5|alibaba-small|JetBrains AI", "prompt": "c91-m5", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "JetBrains AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Java/Enterprise shops:* **Amazon CodeWhisperer** or **JetBrains AI** often perform very well here."}, {"id": "mai-20260917-0816-smoke|c91-m5|alibaba-small|Codeium", "prompt": "c91-m5", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Codeium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "When comparing vendors (Copilot, Codeium, Cursor, Tabnine, Amazon Codewhisperer), fill out this matrix"}, {"id": "mai-20260917-0816-smoke|c91-m5|alibaba-small|Cursor", "prompt": "c91-m5", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "When comparing vendors (Copilot, Codeium, Cursor, Tabnine, Amazon Codewhisperer), fill out this matrix"}, {"id": "mai-20260917-0816-smoke|c91-m5|deepseek-small|Copilot Enterprise/Business", "prompt": "c91-m5", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Copilot Enterprise/Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "e.g., Copilot Enterprise/Business explicitly does not train on customer code"}, {"id": "mai-20260917-0816-smoke|c91-m5|deepseek-small|Cursor", "prompt": "c91-m5", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 2–3 vendors (e.g., GitHub Copilot, Cursor, Windsurf, Google's, Amazon Q, Tabnine)"}, {"id": "mai-20260917-0816-smoke|c91-m5|deepseek-small|Windsurf", "prompt": "c91-m5", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Windsurf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., GitHub Copilot, Cursor, Windsurf, Google's, Amazon Q, Tabnine"}, {"id": "mai-20260917-0816-smoke|c91-m5|deepseek-small|Amazon Q", "prompt": "c91-m5", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Amazon Q", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., GitHub Copilot, Cursor, Windsurf, Google's, Amazon Q, Tabnine"}, {"id": "mai-20260917-0816-smoke|c91-m5|deepseek-small|Tabnine", "prompt": "c91-m5", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., GitHub Copilot, Cursor, Windsurf, Google's, Amazon Q, Tabnine"}, {"id": "mai-20260917-0816-smoke|c91-m5|google-small|Cursor", "prompt": "c91-m5", "model": "google-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Cursor Enterprise** (for a highly standardized, agentic IDE experience)"}, {"id": "mai-20260917-0816-smoke|c91-m5|google-small|Claude Code", "prompt": "c91-m5", "model": "google-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Claude Code** (for command-line/terminal-heavy power users)"}, {"id": "mai-20260917-0816-smoke|c91-m5|google-small|Copilot", "prompt": "c91-m5", "model": "google-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GitHub Copilot Enterprise** (if you are deeply integrated into the GitHub ecosystem)"}, {"id": "mai-20260917-0816-smoke|c91-m5|meta-small|GitHub Copilot Business", "prompt": "c91-m5", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "buy GitHub Copilot Business at $19 per seat as the baseline for all 500 engineers"}, {"id": "mai-20260917-0816-smoke|c91-m5|meta-small|GitHub Copilot Enterprise", "prompt": "c91-m5", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top AI coding assistants for a 500-person company include GitHub Copilot Business, GitHub Copilot Enterprise"}, {"id": "mai-20260917-0816-smoke|c91-m5|meta-small|Claude Code", "prompt": "c91-m5", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "add Claude Code as a metered second tool for the minority doing agentic work"}, {"id": "mai-20260917-0816-smoke|c91-m5|minimax-small|GitHub Copilot Business", "prompt": "c91-m5", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "GitHub Copilot Business at $19/seat is a common baseline, but watch for overage costs."}, {"id": "mai-20260917-0816-smoke|c91-m5|mistral-small|GitHub Copilot", "prompt": "c91-m5", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–5 tools (e.g., GitHub Copilot, Amazon CodeWhisperer, Tabnine, JetBrains AI Assistant)."}, {"id": "mai-20260917-0816-smoke|c91-m5|mistral-small|Amazon CodeWhisperer", "prompt": "c91-m5", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3–5 tools (e.g., GitHub Copilot, Amazon CodeWhisperer, Tabnine, JetBrains AI Assistant)."}, {"id": "mai-20260917-0816-smoke|c91-m5|mistral-small|Tabnine", "prompt": "c91-m5", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3–5 tools (e.g., GitHub Copilot, Amazon CodeWhisperer, Tabnine, JetBrains AI Assistant)."}, {"id": "mai-20260917-0816-smoke|c91-m5|mistral-small|JetBrains AI Assistant", "prompt": "c91-m5", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "JetBrains AI Assistant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3–5 tools (e.g., GitHub Copilot, Amazon CodeWhisperer, Tabnine, JetBrains AI Assistant)."}, {"id": "mai-20260917-0816-smoke|c91-m5|moonshot-small|GitHub Copilot Enterprise", "prompt": "c91-m5", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**GitHub Copilot Enterprise** - Strong Microsoft ecosystem integration"}, {"id": "mai-20260917-0816-smoke|c91-m5|moonshot-small|Cursor Business/Enterprise", "prompt": "c91-m5", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor Business/Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular with developers, growing enterprise features"}, {"id": "mai-20260917-0816-smoke|c91-m5|moonshot-small|Amazon CodeWhisperer", "prompt": "c91-m5", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good for AWS-heavy environments"}, {"id": "mai-20260917-0816-smoke|c91-m5|moonshot-small|Tabnine Enterprise", "prompt": "c91-m5", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong on privacy/premises deployment"}, {"id": "mai-20260917-0816-smoke|c91-m5|moonshot-small|Augment Code", "prompt": "c91-m5", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Augment Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SOC 2 ready, enterprise-focused"}, {"id": "mai-20260917-0816-smoke|c91-m5|xai-small|GitHub Copilot Enterprise", "prompt": "c91-m5", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-5: Copilot Enterprise (easy start, secure), Cursor (agentic), Amazon Q (if AWS-heavy)."}, {"id": "mai-20260917-0816-smoke|c91-m5|xai-small|Cursor", "prompt": "c91-m5", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cursor (agentic)"}, {"id": "mai-20260917-0816-smoke|c91-m5|xai-small|Amazon Q Developer", "prompt": "c91-m5", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amazon Q (if AWS-heavy)"}, {"id": "mai-20260917-0816-smoke|c91-m5|xai-small|Claude Code", "prompt": "c91-m5", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Claude Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Claude Code for reasoning/large repos"}, {"id": "mai-20260917-0816-smoke|c91-m5|xai-small|Tabnine", "prompt": "c91-m5", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(e.g., GitHub Copilot Enterprise, Cursor, Amazon Q Developer, Claude Code, Tabnine, JetBrains AI Assistant)"}, {"id": "mai-20260917-0816-smoke|c91-m5|xai-small|JetBrains AI Assistant", "prompt": "c91-m5", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "JetBrains AI Assistant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(e.g., GitHub Copilot Enterprise, Cursor, Amazon Q Developer, Claude Code, Tabnine, JetBrains AI Assistant)"}, {"id": "mai-20260917-0816-smoke|c91-m5|zai-small|GitHub Copilot Business", "prompt": "c91-m5", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**GitHub Copilot Business:** ~$19/seat/month (includes $19 of AI credits, metered overages)"}, {"id": "mai-20260917-0816-smoke|c91-m5|zai-small|GitHub Copilot Enterprise", "prompt": "c91-m5", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**GitHub Copilot Enterprise:** ~$39/seat/month"}, {"id": "mai-20260917-0816-smoke|c91-m5|zai-small|Anthropic Claude Code (Enterprise)", "prompt": "c91-m5", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Anthropic Claude Code (Enterprise)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Anthropic Claude Code (Enterprise):** Metered usage on top of seat"}, {"id": "mai-20260917-0816-smoke|c91-m6|alibaba-small|GitHub Copilot", "prompt": "c91-m6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You should generally **avoid** standard free-tier or public instances of major AI coding assistants (such as GitHub Copilot standard, Cursor, or Windsurf)"}, {"id": "mai-20260917-0816-smoke|c91-m6|alibaba-small|Cursor", "prompt": "c91-m6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid** standard free-tier or public instances of major AI coding assistants (such as GitHub Copilot standard, Cursor, or Windsurf)"}, {"id": "mai-20260917-0816-smoke|c91-m6|alibaba-small|Windsurf", "prompt": "c91-m6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Windsurf", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid** standard free-tier or public instances of major AI coding assistants (such as GitHub Copilot standard, Cursor, or Windsurf)"}, {"id": "mai-20260917-0816-smoke|c91-m6|alibaba-small|Tabnine (Private Cloud/Enterprise)", "prompt": "c91-m6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Tabnine (Private Cloud/Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Safer Alternative:** Use self-hosted or local-only solutions like **Tabnine (Private Cloud/Enterprise)**"}, {"id": "mai-20260917-0816-smoke|c91-m6|alibaba-small|Llama 3/Coder local", "prompt": "c91-m6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Llama 3/Coder local", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or local open-source models (Llama 3/Coder local) where data never leaves your infrastructure"}, {"id": "mai-20260917-0816-smoke|c91-m6|alibaba-small|OpenClaw/Claude Code", "prompt": "c91-m6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "OpenClaw/Claude Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be extremely **cautious** of coding assistants that allow users to easily install third-party \"skills\""}, {"id": "mai-20260917-0816-smoke|c91-m6|alibaba-small|JetBrains AI", "prompt": "c91-m6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "JetBrains AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Exercise **caution** when using any AI assistant (including GitHub Copilot, JetBrains AI, or Amazon Q)"}, {"id": "mai-20260917-0816-smoke|c91-m6|alibaba-small|Amazon Q", "prompt": "c91-m6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon Q", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Exercise **caution** when using any AI assistant (including GitHub Copilot, JetBrains AI, or Amazon Q)"}, {"id": "mai-20260917-0816-smoke|c91-m6|anthropic-small|Copilot", "prompt": "c91-m6", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Developers are using personal Copilot subscriptions, Claude Code accounts, and AI chatbots to generate code for proprietary projects"}, {"id": "mai-20260917-0816-smoke|c91-m6|anthropic-small|Claude Code", "prompt": "c91-m6", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Developers are using personal Copilot subscriptions, Claude Code accounts, and AI chatbots to generate code for proprietary projects"}, {"id": "mai-20260917-0816-smoke|c91-m6|challenger-small|GitHub Copilot", "prompt": "c91-m6", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Tools with public reports of bugs or security issues**: GitHub Copilot, Cursor, Roo Code, JetBrains Junie... deserve extra scrutiny"}, {"id": "mai-20260917-0816-smoke|c91-m6|challenger-small|Cursor", "prompt": "c91-m6", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "GitHub Copilot, Cursor, Roo Code, JetBrains Junie, and other widely deployed assistants have been mentioned in coordinated vulnerability disclosures"}, {"id": "mai-20260917-0816-smoke|c91-m6|challenger-small|Roo Code", "prompt": "c91-m6", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Roo Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "GitHub Copilot, Cursor, Roo Code, JetBrains Junie... mentioned in coordinated vulnerability disclosures and broader security-risk analyses"}, {"id": "mai-20260917-0816-smoke|c91-m6|challenger-small|JetBrains Junie", "prompt": "c91-m6", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "JetBrains Junie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "GitHub Copilot, Cursor, Roo Code, JetBrains Junie, and other widely deployed assistants have been mentioned in coordinated vulnerability disclosures"}, {"id": "mai-20260917-0816-smoke|c91-m6|deepseek-small|GitHub Copilot / OpenAI Codex", "prompt": "c91-m6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot / OpenAI Codex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Free tiers of Copilot/Windsurf for proprietary code"}, {"id": "mai-20260917-0816-smoke|c91-m6|deepseek-small|Windsurf (formerly Codeium)", "prompt": "c91-m6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Windsurf (formerly Codeium)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** Free tiers of Copilot/Windsurf for proprietary code"}, {"id": "mai-20260917-0816-smoke|c91-m6|deepseek-small|Amazon CodeWhisperer", "prompt": "c91-m6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Amazon CodeWhisperer** (older versions; check current terms)"}, {"id": "mai-20260917-0816-smoke|c91-m6|deepseek-small|Cline", "prompt": "c91-m6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Medium Caution (Use with awareness) ... direct terminal access"}, {"id": "mai-20260917-0816-smoke|c91-m6|deepseek-small|RooCode", "prompt": "c91-m6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "RooCode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cline / RooCode / Aider (open-source terminal agents) ... Why be cautious"}, {"id": "mai-20260917-0816-smoke|c91-m6|deepseek-small|Aider", "prompt": "c91-m6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Aider", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cline / RooCode / Aider (open-source terminal agents) ... Why be cautious"}, {"id": "mai-20260917-0816-smoke|c91-m6|deepseek-small|Claude Code (Anthropic)", "prompt": "c91-m6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Code (Anthropic)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Over-eagerness:** ... \"fulfill requests too eagerly\" — making changes you didn't ask for"}, {"id": "mai-20260917-0816-smoke|c91-m6|deepseek-small|Sourcegraph Cody", "prompt": "c91-m6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Sourcegraph Cody Enterprise and Tabnine are often highlighted as strong privacy-first options"}, {"id": "mai-20260917-0816-smoke|c91-m6|deepseek-small|Tabnine", "prompt": "c91-m6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Tabnine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Prefer:** Tools with explicit **zero-retention contracts** (Enterprise plans of Tabnine, GitHub Copilot Enterprise, Sourcegraph Cody Enterprise)"}, {"id": "mai-20260917-0816-smoke|c91-m6|deepseek-small|Continue", "prompt": "c91-m6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Continue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Continue is open-source and can be self-hosted"}, {"id": "mai-20260917-0816-smoke|c91-m6|google-small|Kite", "prompt": "c91-m6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Kite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Do not download \"cracked,\" unofficial, or lingering forks of Kite**  ... these are prime vectors for malware."}, {"id": "mai-20260917-0816-smoke|c91-m6|google-small|ChatGPT", "prompt": "c91-m6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid for Proprietary Work: Non-Enterprise Consumer Chatbots ... Standard, Free-Tier Web Chatbots (ChatGPT, Gemini, Claude)"}, {"id": "mai-20260917-0816-smoke|c91-m6|google-small|Gemini", "prompt": "c91-m6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Standard, Free-Tier Web Chatbots (ChatGPT, Gemini, Claude)"}, {"id": "mai-20260917-0816-smoke|c91-m6|google-small|Claude", "prompt": "c91-m6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Standard, Free-Tier Web Chatbots (ChatGPT, Gemini, Claude)"}, {"id": "mai-20260917-0816-smoke|c91-m6|google-small|Claude Code", "prompt": "c91-m6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Approach with Extreme Caution: \"Agentic\" Coding Assistants ... (such as Claude Code, Devin, Cursor, and Windsurf)"}, {"id": "mai-20260917-0816-smoke|c91-m6|google-small|Devin", "prompt": "c91-m6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Devin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "(such as Claude Code, Devin, Cursor, and Windsurf) ... they introduce severe new attack surfaces"}, {"id": "mai-20260917-0816-smoke|c91-m6|google-small|Cursor", "prompt": "c91-m6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "(such as Claude Code, Devin, Cursor, and Windsurf) ... they introduce severe new attack surfaces"}, {"id": "mai-20260917-0816-smoke|c91-m6|google-small|Windsurf", "prompt": "c91-m6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Windsurf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "(such as Claude Code, Devin, Cursor, and Windsurf) ... they introduce severe new attack surfaces"}, {"id": "mai-20260917-0816-smoke|c91-m6|minimax-small|Copilot", "prompt": "c91-m6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "tools like Copilot, Cursor, and Claude Code can boost productivity for experienced engineers but require careful oversight"}, {"id": "mai-20260917-0816-smoke|c91-m6|minimax-small|Cursor", "prompt": "c91-m6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tools like Copilot, Cursor, and Claude Code can boost productivity for experienced engineers but require careful oversight"}, {"id": "mai-20260917-0816-smoke|c91-m6|minimax-small|Claude Code", "prompt": "c91-m6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools like Copilot, Cursor, and Claude Code can boost productivity for experienced engineers but require careful oversight"}, {"id": "mai-20260917-0816-smoke|c91-m6|moonshot-small|Amazon Q / Amazon Kiro", "prompt": "c91-m6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon Q / Amazon Kiro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High-Risk Tools & Incidents ... A malicious actor injected a \"data-wiping\" system prompt into the Amazon Q VS Code extension"}, {"id": "mai-20260917-0816-smoke|c91-m6|moonshot-small|Claude Code / Claude Cowork (Anthropic)", "prompt": "c91-m6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Code / Claude Cowork (Anthropic)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Research found Claude Code silently ignored its own deny rules when commands exceeded 50 subcommands"}, {"id": "mai-20260917-0816-smoke|c91-m6|moonshot-small|Cursor", "prompt": "c91-m6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Documented security incidents involving insufficient boundaries and autonomous actions"}, {"id": "mai-20260917-0816-smoke|c91-m6|moonshot-small|Replit AI Agent", "prompt": "c91-m6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Replit AI Agent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Documented incidents with security failures spanning October 2024 - February 2026"}, {"id": "mai-20260917-0816-smoke|c91-m6|moonshot-small|Google Antigravity IDE", "prompt": "c91-m6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Google Antigravity IDE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Documented incidents with security failures spanning October 2024 - February 2026"}, {"id": "mai-20260917-0816-smoke|c91-m6|moonshot-small|GitHub Copilot", "prompt": "c91-m6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools Requiring Caution ... Can suggest code with hardcoded secrets"}, {"id": "mai-20260917-0816-smoke|c91-m6|moonshot-small|Codeium", "prompt": "c91-m6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Codeium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not GDPR compliant (unlike competitors)"}, {"id": "mai-20260917-0816-smoke|c91-m6|moonshot-small|Tabnine Enterprise", "prompt": "c91-m6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Tabnine Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Safer Alternatives (With Proper Configuration) ... SOC 2, ISO 27001, GDPR compliant"}, {"id": "mai-20260917-0816-smoke|c91-m6|moonshot-small|Continue.dev", "prompt": "c91-m6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Continue.dev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Continue.dev with local models"}, {"id": "mai-20260917-0816-smoke|c91-m6|moonshot-small|Ollama", "prompt": "c91-m6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Ollama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Ollama + code extensions"}, {"id": "mai-20260917-0816-smoke|c91-m6|openai-small|GitHub", "prompt": "c91-m6", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "GitHub says that for some individual plans, it may use interactions, code snippets, and context to train and improve models, unless you've opted out where available."}, {"id": "mai-20260917-0816-smoke|c91-m6|openai-small|Cursor", "prompt": "c91-m6", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cursor says turning off **Privacy Mode** allows it to use and store codebase data, prompts, editor actions, snippets, and other code data to improve AI features and train models."}, {"id": "mai-20260917-0816-smoke|c91-m6|openai-small|GitHub Copilot", "prompt": "c91-m6", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "GitHub Copilot cloud agent can work across repository context and GitHub warns about security risks, injection risks, and public-code matches... you should be cautious with sensitive repos."}, {"id": "mai-20260917-0816-smoke|c91-m6|xai-small|GitHub Copilot", "prompt": "c91-m6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Highest Caution: GitHub Copilot (most popular, but riskiest for many)"}, {"id": "mai-20260917-0816-smoke|c91-m6|xai-small|Amazon Q Developer", "prompt": "c91-m6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon Q Developer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be Cautious With: Amazon Q Developer (formerly CodeWhisperer)"}, {"id": "mai-20260917-0816-smoke|c91-m6|xai-small|Cursor", "prompt": "c91-m6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "General Risks Across Most (e.g., Cursor, Claude Code, Replit AI)"}, {"id": "mai-20260917-0816-smoke|c91-m6|xai-small|Claude Code", "prompt": "c91-m6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "General Risks Across Most (e.g., Cursor, Claude Code, Replit AI)"}, {"id": "mai-20260917-0816-smoke|c91-m6|xai-small|Replit AI", "prompt": "c91-m6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Replit AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "General Risks Across Most (e.g., Cursor, Claude Code, Replit AI)"}, {"id": "mai-20260917-0816-smoke|c91-m6|xai-small|Tabnine (Enterprise)", "prompt": "c91-m6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Tabnine (Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "prioritize local options like Tabnine"}, {"id": "mai-20260917-0816-smoke|c91-m6|xai-small|Continue.dev", "prompt": "c91-m6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Continue.dev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Continue.dev or Aider: Open-source, local/privacy-first"}, {"id": "mai-20260917-0816-smoke|c91-m6|xai-small|Aider", "prompt": "c91-m6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Aider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Continue.dev or Aider: Open-source, local/privacy-first"}, {"id": "mai-20260917-0816-smoke|c91-m6|zai-small|Cursor", "prompt": "c91-m6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Over 30 vulnerabilities reported; 100% of tested AI IDEs were vulnerable to chained prompt injection and auto-approved tool calls"}, {"id": "mai-20260917-0816-smoke|c91-m6|zai-small|GitHub Copilot", "prompt": "c91-m6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Prompt injection vulnerabilities leading to arbitrary command execution (e.g., CVE-2025-53773)"}, {"id": "mai-20260917-0816-smoke|c91-m6|zai-small|Claude Code", "prompt": "c91-m6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Code", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Also affected by IDEsaster; 100% of tested tools vulnerable to attack chains"}, {"id": "mai-20260917-0816-smoke|c91-m6|zai-small|Windsurf", "prompt": "c91-m6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Windsurf", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Listed among tools impacted by IDEsaster; vulnerable to the same chaining of prompt injection with IDE features"}, {"id": "mai-20260917-0816-smoke|c91-m6|zai-small|Zed.dev", "prompt": "c91-m6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Zed.dev", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Found vulnerable to the IDEsaster attack chain; prompt injection leading to code execution or data exfiltration"}, {"id": "mai-20260917-0816-smoke|c91-m6|zai-small|Kiro.dev", "prompt": "c91-m6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Kiro.dev", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Documented as vulnerable in the IDEsaster research"}, {"id": "mai-20260917-0816-smoke|c91-m6|zai-small|Roo Code", "prompt": "c91-m6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Roo Code", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Listed among tools affected by IDEsaster; vulnerable to prompt injection and auto-approved tool calls"}, {"id": "mai-20260917-0816-smoke|c91-m6|zai-small|Junie", "prompt": "c91-m6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Junie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Also affected by IDEsaster; vulnerable to the same attack chains"}, {"id": "mai-20260917-0816-smoke|c91-m6|zai-small|OpenClaw / ClawHub", "prompt": "c91-m6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "OpenClaw / ClawHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "unvetted skill/plugin marketplaces (e.g., ClawHub/Clawdhub) until patches or safeguards are confirmed"}, {"id": "mai-20260917-0816-smoke|c91-m6|zai-small|Amazon Q", "prompt": "c91-m6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon Q", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "code quality and security are inconsistent and often require manual review"}, {"id": "mai-20260917-0816-smoke|c91-m6|zai-small|Amazon CodeWhisperer", "prompt": "c91-m6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "code quality and security are inconsistent and often require manual review"}, {"id": "mai-20260917-0816-smoke|c91-m6|zai-small|Devin Desktop", "prompt": "c91-m6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Devin Desktop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "These tools can execute shell commands, install packages, edit files... the agent inherits those permissions wholesale"}, {"id": "mai-20260917-0816-smoke|c91-m6|zai-small|Copilot Workspace", "prompt": "c91-m6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Copilot Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Agentic tools create a broader attack surface, especially when they have excessive privilege inheritance"}, {"id": "mai-20260917-0816-smoke|c91-m6|zai-small|Aider", "prompt": "c91-m6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Aider", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Be especially cautious with agentic tools that inherit your shell permissions"}, {"id": "mai-20260917-0816-smoke|c91-m6|zai-small|ChatGPT", "prompt": "c91-m6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Samsung banning ChatGPT after confidential code leaks"}, {"id": "mai-20260917-0816-smoke|c91-s1|alibaba-small|GitHub Copilot", "prompt": "c91-s1", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: GitHub Copilot"}, {"id": "mai-20260917-0816-smoke|c91-s1|alibaba-small|Cursor", "prompt": "c91-s1", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner Up: Cursor"}, {"id": "mai-20260917-0816-smoke|c91-s1|alibaba-small|Tabnine", "prompt": "c91-s1", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Strict Security: Tabnine"}, {"id": "mai-20260917-0816-smoke|c91-s1|alibaba-small|Amazon Q Developer", "prompt": "c91-s1", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Amazon Q Developer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Recommendation: Avoid starting with Amazon Q."}, {"id": "mai-20260917-0816-smoke|c91-s1|anthropic-small|GitHub Copilot", "prompt": "c91-s1", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**GitHub Copilot** - Well-integrated with development environments"}, {"id": "mai-20260917-0816-smoke|c91-s1|anthropic-small|Claude (Anthropic)", "prompt": "c91-s1", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude (Anthropic)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Claude (Anthropic)** - Strong reasoning and code quality"}, {"id": "mai-20260917-0816-smoke|c91-s1|anthropic-small|ChatGPT Plus/Enterprise", "prompt": "c91-s1", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "ChatGPT Plus/Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ChatGPT Plus/Enterprise** - Broad capabilities and integrations"}, {"id": "mai-20260917-0816-smoke|c91-s1|anthropic-small|Codeium", "prompt": "c91-s1", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Codeium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Codeium** - Often free or low-cost option"}, {"id": "mai-20260917-0816-smoke|c91-s1|anthropic-small|Tabnine", "prompt": "c91-s1", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tabnine** - Lightweight, customizable"}, {"id": "mai-20260917-0816-smoke|c91-s1|anthropic-small|Amazon CodeWhisperer", "prompt": "c91-s1", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Amazon CodeWhisperer** - Good for AWS-heavy teams"}, {"id": "mai-20260917-0816-smoke|c91-s1|challenger-small|GitHub Copilot", "prompt": "c91-s1", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **GitHub Copilot** because it has the broadest editor support"}, {"id": "mai-20260917-0816-smoke|c91-s1|challenger-small|Cursor", "prompt": "c91-s1", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cursor** is the strongest all-around alternative for faster multi-file coding"}, {"id": "mai-20260917-0816-smoke|c91-s1|challenger-small|Claude Code", "prompt": "c91-s1", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Claude Code or Cline if your main need is more autonomous, agentic coding"}, {"id": "mai-20260917-0816-smoke|c91-s1|challenger-small|Cline", "prompt": "c91-s1", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Claude Code or Cline if your main need is more autonomous, agentic coding"}, {"id": "mai-20260917-0816-smoke|c91-s1|deepseek-small|GitHub Copilot", "prompt": "c91-s1", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're already standardized on GitHub → go with GitHub Copilot Business (~$19/user/mo)."}, {"id": "mai-20260917-0816-smoke|c91-s1|deepseek-small|Cursor", "prompt": "c91-s1", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Your devs are power users doing complex work → Cursor"}, {"id": "mai-20260917-0816-smoke|c91-s1|deepseek-small|Windsurf", "prompt": "c91-s1", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Windsurf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with Windsurf (Pro). It's consistently praised as the best value pick"}, {"id": "mai-20260917-0816-smoke|c91-s1|deepseek-small|Tabnine", "prompt": "c91-s1", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strict privacy/air-gapped needs → Tabnine"}, {"id": "mai-20260917-0816-smoke|c91-s1|deepseek-small|Replit Agent", "prompt": "c91-s1", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Replit Agent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Replit Agent (browser-based, builds & deploys full apps) is more approachable, though it's pricier"}, {"id": "mai-20260917-0816-smoke|c91-s1|google-small|Cursor (Business Tier)", "prompt": "c91-s1", "model": "google-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor (Business Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Maximum Productivity: **Cursor (Business Tier)**"}, {"id": "mai-20260917-0816-smoke|c91-s1|google-small|GitHub Copilot (Business)", "prompt": "c91-s1", "model": "google-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot (Business)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Safety, Reliability, and Easy Onboarding: **GitHub Copilot (Business)**"}, {"id": "mai-20260917-0816-smoke|c91-s1|google-small|Tabnine", "prompt": "c91-s1", "model": "google-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High-Security and Regulated Industries: **Tabnine**"}, {"id": "mai-20260917-0816-smoke|c91-s1|google-small|Amazon Q Developer", "prompt": "c91-s1", "model": "google-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if Your Infrastructure Lives on AWS: **Amazon Q Developer**"}, {"id": "mai-20260917-0816-smoke|c91-s1|meta-small|GitHub Copilot Pro", "prompt": "c91-s1", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best AI coding assistant for a small B2B company is GitHub Copilot Pro"}, {"id": "mai-20260917-0816-smoke|c91-s1|meta-small|Cursor", "prompt": "c91-s1", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternatively, Cursor is also a good option, especially if the team wants AI-native editing."}, {"id": "mai-20260917-0816-smoke|c91-s1|minimax-small|GitHub Copilot", "prompt": "c91-s1", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B just starting out, **GitHub Copilot Business** is usually the best balance of features, cost, and ease of adoption."}, {"id": "mai-20260917-0816-smoke|c91-s1|minimax-small|Cursor", "prompt": "c91-s1", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cursor** is great if you need stronger refactoring and multi-file context understanding, but may be overkill for very small teams."}, {"id": "mai-20260917-0816-smoke|c91-s1|minimax-small|Amazon CodeWhisperer", "prompt": "c91-s1", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Amazon CodeWhisperer** | AWS integration | Free for individuals |"}, {"id": "mai-20260917-0816-smoke|c91-s1|mistral-small|GitHub Copilot Pro", "prompt": "c91-s1", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **GitHub Copilot Pro** is the best balance of cost, ease of use, and effectiveness."}, {"id": "mai-20260917-0816-smoke|c91-s1|mistral-small|Cursor", "prompt": "c91-s1", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cursor** is a strong alternative"}, {"id": "mai-20260917-0816-smoke|c91-s1|moonshot-small|GitHub Copilot Business", "prompt": "c91-s1", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **GitHub Copilot Business**"}, {"id": "mai-20260917-0816-smoke|c91-s1|moonshot-small|Cursor", "prompt": "c91-s1", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cursor** – Best for AI-native experience"}, {"id": "mai-20260917-0816-smoke|c91-s1|moonshot-small|Tabnine", "prompt": "c91-s1", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tabnine** – Best for privacy/security-conscious teams"}, {"id": "mai-20260917-0816-smoke|c91-s1|openai-small|GitHub Copilot Business", "prompt": "c91-s1", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **GitHub Copilot Business**"}, {"id": "mai-20260917-0816-smoke|c91-s1|openai-small|OpenAI Codex", "prompt": "c91-s1", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "OpenAI Codex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OpenAI Codex** is worth considering"}, {"id": "mai-20260917-0816-smoke|c91-s1|openai-small|Cursor Teams", "prompt": "c91-s1", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cursor Teams** is another good option"}, {"id": "mai-20260917-0816-smoke|c91-s1|xai-small|GitHub Copilot", "prompt": "c91-s1", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with GitHub Copilot Business if your team uses VS Code/GitHub—it's the safest, most balanced for B2B"}, {"id": "mai-20260917-0816-smoke|c91-s1|xai-small|Cursor", "prompt": "c91-s1", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go Cursor for highest productivity gains if you're open to a new editor"}, {"id": "mai-20260917-0816-smoke|c91-s1|xai-small|Codeium", "prompt": "c91-s1", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Codeium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Test Codeium free first to baseline gains without commitment."}, {"id": "mai-20260917-0816-smoke|c91-s1|xai-small|Amazon Q Developer", "prompt": "c91-s1", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Amazon Q Developer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AWS-centric; less versatile elsewhere. | Heavy AWS users."}, {"id": "mai-20260917-0816-smoke|c91-s1|xai-small|Gemini Code Assist", "prompt": "c91-s1", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Gemini Code Assist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best in Google ecosystem. | You're on Google Cloud/Gemini."}, {"id": "mai-20260917-0816-smoke|c91-s1|zai-small|GitHub Copilot", "prompt": "c91-s1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most teams starting out, GitHub Copilot is a solid first choice due to its broad adoption and ease of use."}, {"id": "mai-20260917-0816-smoke|c91-s1|zai-small|Cursor", "prompt": "c91-s1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're willing to invest in a new AI-native editor, Cursor offers powerful capabilities."}, {"id": "mai-20260917-0816-smoke|c91-s1|zai-small|Claude Code", "prompt": "c91-s1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for teams facing hard problems where deep reasoning is more valuable than autocomplete."}, {"id": "mai-20260917-0816-smoke|c91-s1|zai-small|Windsurf (Codeium)", "prompt": "c91-s1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Windsurf (Codeium)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best low-cost option if you want strong autocomplete and are budget-sensitive."}, {"id": "mai-20260917-0816-smoke|c91-s1|zai-small|Tabnine", "prompt": "c91-s1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best choice if data privacy, on-prem deployment, or compliance is a top priority."}, {"id": "mai-20260917-0816-smoke|c91-s1|zai-small|Amazon Q Developer", "prompt": "c91-s1", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "direct", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent for teams heavily invested in AWS and needing enterprise-grade security and compliance."}, {"id": "mai-20260917-0816-smoke|c91-s2|alibaba-small|GitHub Copilot Business", "prompt": "c91-s2", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B (business-to-business) company, I recommend **GitHub Copilot Business**."}, {"id": "mai-20260917-0816-smoke|c91-s2|alibaba-small|Tabnine Team", "prompt": "c91-s2", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine Team", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### The Strong Alternative: Tabnine Team"}, {"id": "mai-20260917-0816-smoke|c91-s2|anthropic-small|GitHub Copilot", "prompt": "c91-s2", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Copilot (Best Overall for B2B Small Businesses)"}, {"id": "mai-20260917-0816-smoke|c91-s2|anthropic-small|Cursor", "prompt": "c91-s2", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Cursor (if you want more advanced capabilities)"}, {"id": "mai-20260917-0816-smoke|c91-s2|challenger-small|GitHub Copilot Business", "prompt": "c91-s2", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **GitHub Copilot Business** as the default choice"}, {"id": "mai-20260917-0816-smoke|c91-s2|challenger-small|Cursor", "prompt": "c91-s2", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cursor** is the main alternative to consider"}, {"id": "mai-20260917-0816-smoke|c91-s2|challenger-small|Codeium/Windsurf", "prompt": "c91-s2", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Codeium/Windsurf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Codeium/Windsurf** can be a sensible trial option for a small team before paying"}, {"id": "mai-20260917-0816-smoke|c91-s2|deepseek-small|GitHub Copilot (Business)", "prompt": "c91-s2", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot (Business)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **GitHub Copilot (Business)** as the default"}, {"id": "mai-20260917-0816-smoke|c91-s2|deepseek-small|Tabnine", "prompt": "c91-s2", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Tabnine** as a strong alternative if client data confidentiality is a top concern"}, {"id": "mai-20260917-0816-smoke|c91-s2|deepseek-small|Cursor", "prompt": "c91-s2", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Agentic multi-file coding | ~$20/user/mo | Strong codebase awareness, but cloud-based | Limited"}, {"id": "mai-20260917-0816-smoke|c91-s2|deepseek-small|Codeium/Windsurf", "prompt": "c91-s2", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Codeium/Windsurf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Budget / free tier | $0–15/mo | Generous free tier, but cloud-processing | Limited"}, {"id": "mai-20260917-0816-smoke|c91-s2|google-small|GitHub Copilot Business", "prompt": "c91-s2", "model": "google-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best All-Rounder & Easiest Security Pass: **GitHub Copilot Business**"}, {"id": "mai-20260917-0816-smoke|c91-s2|google-small|Cursor (Business/Enterprise Tier)", "prompt": "c91-s2", "model": "google-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor (Business/Enterprise Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Best for High-Growth Startups: **Cursor (Business/Enterprise Tier)**"}, {"id": "mai-20260917-0816-smoke|c91-s2|google-small|Tabnine (Pro or Enterprise)", "prompt": "c91-s2", "model": "google-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine (Pro or Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Best for Regulated Industries: **Tabnine (Pro or Enterprise)**"}, {"id": "mai-20260917-0816-smoke|c91-s2|google-small|ChatGPT", "prompt": "c91-s2", "model": "google-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Do not let developers use free or personal accounts: Under individual tiers (like standard Cursor, GitHub Copilot Individual, or ChatGPT)"}, {"id": "mai-20260917-0816-smoke|c91-s2|meta-small|PairCoder", "prompt": "c91-s2", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "PairCoder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "PairCoder — AI Pair Programming: This tool brings multi-agent orchestration, TDD-first development, and intelligent task management to your terminal."}, {"id": "mai-20260917-0816-smoke|c91-s2|meta-small|Cursor Pro+", "prompt": "c91-s2", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor Pro+", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "These tools are recommended for solo developers or very small teams (1-3 people). They offer maximum individual productivity"}, {"id": "mai-20260917-0816-smoke|c91-s2|meta-small|Windsurf Pro", "prompt": "c91-s2", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Windsurf Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Cursor Pro+ or Windsurf Pro: These tools are recommended for solo developers or very small teams (1-3 people)."}, {"id": "mai-20260917-0816-smoke|c91-s2|meta-small|GitHub Copilot Business", "prompt": "c91-s2", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "This is often the right organizational choice for mid-size teams (4-20 people)."}, {"id": "mai-20260917-0816-smoke|c91-s2|meta-small|Aider", "prompt": "c91-s2", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Aider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "This tool lets you pair program with LLMs to start a new project or build on your existing codebase."}, {"id": "mai-20260917-0816-smoke|c91-s2|minimax-small|GitHub Copilot Business", "prompt": "c91-s2", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Copilot Business** is the most practical choice."}, {"id": "mai-20260917-0816-smoke|c91-s2|minimax-small|Amazon CodeWhisperer", "prompt": "c91-s2", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Teams already on AWS and wanting a free tier for individuals"}, {"id": "mai-20260917-0816-smoke|c91-s2|minimax-small|Tabnine", "prompt": "c91-s2", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Companies that need on-prem or local AI for stricter data privacy"}, {"id": "mai-20260917-0816-smoke|c91-s2|minimax-small|JetBrains AI", "prompt": "c91-s2", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "JetBrains AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shops that already use JetBrains IDEs"}, {"id": "mai-20260917-0816-smoke|c91-s2|minimax-small|Open-source LLMs (self-hosted)", "prompt": "c91-s2", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Open-source LLMs (self-hosted)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Extreme privacy/-compliance requirements, plus the ability to fine-train a model"}, {"id": "mai-20260917-0816-smoke|c91-s2|mistral-small|GitHub Copilot", "prompt": "c91-s2", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **GitHub Copilot** as your AI pair programming tool"}, {"id": "mai-20260917-0816-smoke|c91-s2|mistral-small|Cursor", "prompt": "c91-s2", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong options include **Cursor** and **Windsurf**"}, {"id": "mai-20260917-0816-smoke|c91-s2|mistral-small|Windsurf", "prompt": "c91-s2", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Windsurf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other strong options include **Cursor** and **Windsurf**"}, {"id": "mai-20260917-0816-smoke|c91-s2|moonshot-small|GitHub Copilot Business", "prompt": "c91-s2", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, **GitHub Copilot Business** ($19/user/month) is likely your best choice"}, {"id": "mai-20260917-0816-smoke|c91-s2|moonshot-small|Cursor", "prompt": "c91-s2", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Cursor** ($20/user/month) as a strong alternative depending on your specific needs"}, {"id": "mai-20260917-0816-smoke|c91-s2|moonshot-small|Amazon CodeWhisperer", "prompt": "c91-s2", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Amazon CodeWhisperer** | AWS-heavy stacks | $19/mo | Good if you're building on AWS"}, {"id": "mai-20260917-0816-smoke|c91-s2|moonshot-small|Tabnine", "prompt": "c91-s2", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Tabnine** | Privacy-first teams | $12/mo | Self-hosted options available"}, {"id": "mai-20260917-0816-smoke|c91-s2|moonshot-small|Codeium", "prompt": "c91-s2", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Codeium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Codeium** | Budget-conscious | Free/$12mo | Good free tier for testing"}, {"id": "mai-20260917-0816-smoke|c91-s2|openai-small|GitHub Copilot Business", "prompt": "c91-s2", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd **recommend GitHub Copilot Business** if your main goal is helping software developers write, review, and maintain code faster."}, {"id": "mai-20260917-0816-smoke|c91-s2|openai-small|Microsoft 365 Copilot for Business", "prompt": "c91-s2", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Microsoft 365 Copilot for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your business is **not very code-heavy** ... then **Microsoft 365 Copilot for Business** is probably the better fit."}, {"id": "mai-20260917-0816-smoke|c91-s2|xai-small|GitHub Copilot Business", "prompt": "c91-s2", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend GitHub Copilot Business as the top AI pair programming tool."}, {"id": "mai-20260917-0816-smoke|c91-s2|xai-small|Cursor Teams", "prompt": "c91-s2", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Cursor Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "No need to switch editors (unlike Cursor, a VS Code fork)"}, {"id": "mai-20260917-0816-smoke|c91-s2|xai-small|Tabnine", "prompt": "c91-s2", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Tabnine** | $39/user/mo | Broad | Self-hosting option | Ultra-strict privacy needs |"}, {"id": "mai-20260917-0816-smoke|c91-s2|xai-small|Codeium Teams", "prompt": "c91-s2", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Codeium Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Codeium's free tier is a close second for cost-sensitive starts."}, {"id": "mai-20260917-0816-smoke|c91-s2|xai-small|Amazon Q", "prompt": "c91-s2", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Amazon Q", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If your team uses a specific stack (e.g., AWS → Amazon Q"}, {"id": "mai-20260917-0816-smoke|c91-s2|xai-small|Gemini Code Assist", "prompt": "c91-s2", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Gemini Code Assist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Google → Gemini Code Assist"}, {"id": "mai-20260917-0816-smoke|c91-s2|zai-small|Codeium", "prompt": "c91-s2", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Codeium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Codeium** is my top recommendation."}, {"id": "mai-20260917-0816-smoke|c91-s2|zai-small|GitHub Copilot", "prompt": "c91-s2", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "GitHub Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Copilot is the most polished tool, but it comes with a higher price tag and different privacy caveats."}, {"id": "mai-20260917-0816-smoke|c91-s2|zai-small|Tabnine", "prompt": "c91-s2", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "paraphrase", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tabnine is a strong contender if you have strict compliance requirements"}, {"id": "mai-20260917-0816-smoke|c91-s3|alibaba-small|GitHub Copilot", "prompt": "c91-s3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose GitHub Copilot if: You want the safest bet... this is the default choice."}, {"id": "mai-20260917-0816-smoke|c91-s3|alibaba-small|Cursor", "prompt": "c91-s3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Cursor if: You want to build products faster... Cursor boosts productivity more than any extension-based tool."}, {"id": "mai-20260917-0816-smoke|c91-s3|alibaba-small|Cody (by Sourcegraph)", "prompt": "c91-s3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cody (by Sourcegraph)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Cody if: You have a massive codebase with many dependencies."}, {"id": "mai-20260917-0816-smoke|c91-s3|alibaba-small|Tabnine", "prompt": "c91-s3", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Privacy-First Choice... Cons: Generally less \"smart\" at chatting about architecture compared to Copilot"}, {"id": "mai-20260917-0816-smoke|c91-s3|anthropic-small|Claude Code", "prompt": "c91-s3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Claude Code for terminal-first workflows"}, {"id": "mai-20260917-0816-smoke|c91-s3|anthropic-small|GitHub Copilot", "prompt": "c91-s3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitHub Copilot for reliable day-to-day coding"}, {"id": "mai-20260917-0816-smoke|c91-s3|anthropic-small|Cursor", "prompt": "c91-s3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Among individual developers and small teams, Cursor has become one of the most broadly adopted AI coding tools."}, {"id": "mai-20260917-0816-smoke|c91-s3|anthropic-small|Qodo", "prompt": "c91-s3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Qodo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "come from Claude Code, GitHub Copilot, Cursor, Qodo, Coder, and Tabnine, among others"}, {"id": "mai-20260917-0816-smoke|c91-s3|anthropic-small|Coder", "prompt": "c91-s3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Coder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Claude Code, GitHub Copilot, Cursor, Qodo, Coder, and Tabnine, among others"}, {"id": "mai-20260917-0816-smoke|c91-s3|anthropic-small|Tabnine", "prompt": "c91-s3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tabnine is built for teams that need on-prem, VPC, or air-gapped setups."}, {"id": "mai-20260917-0816-smoke|c91-s3|anthropic-small|Windsurf", "prompt": "c91-s3", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Windsurf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Windsurf makes the strongest value case for developers who want an agentic editor without Cursor's price."}, {"id": "mai-20260917-0816-smoke|c91-s3|challenger-small|Cursor", "prompt": "c91-s3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default is **GitHub Copilot** if adoption speed matters, and **Cursor** if you want the biggest productivity shift"}, {"id": "mai-20260917-0816-smoke|c91-s3|challenger-small|GitHub Copilot", "prompt": "c91-s3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, the safest default is **GitHub Copilot** if adoption speed matters"}, {"id": "mai-20260917-0816-smoke|c91-s3|challenger-small|Claude Code", "prompt": "c91-s3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team often does **large refactors or multi-file changes from the terminal**, choose **Claude Code**."}, {"id": "mai-20260917-0816-smoke|c91-s3|challenger-small|Windsurf", "prompt": "c91-s3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Windsurf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Similar category to Cursor, but often framed as easier to adopt."}, {"id": "mai-20260917-0816-smoke|c91-s3|challenger-small|Tabnine", "prompt": "c91-s3", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If **privacy or self-hosting** matters most, evaluate **Tabnine**."}, {"id": "mai-20260917-0816-smoke|c91-s3|deepseek-small|GitHub Copilot", "prompt": "c91-s3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The safe, ecosystem-friendly default ... → **GitHub Copilot Business** (~$19/user/mo). Lowest friction, lowest cost, keep your ecosystem."}, {"id": "mai-20260917-0816-smoke|c91-s3|deepseek-small|Cursor", "prompt": "c91-s3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team wants to tackle big refactors and is willing to switch editors → **Cursor** (Teams $40/user/mo)"}, {"id": "mai-20260917-0816-smoke|c91-s3|deepseek-small|Windsurf", "prompt": "c91-s3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Windsurf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The brand/product has shifted after the Devin acquisition — check the current roadmap before committing."}, {"id": "mai-20260917-0816-smoke|c91-s3|deepseek-small|Claude Code", "prompt": "c91-s3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need maximum reasoning for complex/migration-heavy work → **Claude Code** for your senior engineers"}, {"id": "mai-20260917-0816-smoke|c91-s3|deepseek-small|Tabnine", "prompt": "c91-s3", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're in a regulated industry needing data privacy → **Tabnine**."}, {"id": "mai-20260917-0816-smoke|c91-s3|google-small|Cursor", "prompt": "c91-s3", "model": "google-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "makes it the most powerful developer-centric choice"}, {"id": "mai-20260917-0816-smoke|c91-s3|google-small|GitHub Copilot", "prompt": "c91-s3", "model": "google-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick GitHub Copilot if your team values stability"}, {"id": "mai-20260917-0816-smoke|c91-s3|google-small|Devin Desktop", "prompt": "c91-s3", "model": "google-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Devin Desktop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick Devin Desktop if you want to experiment with the cutting edge of \"agentic\" software engineering"}, {"id": "mai-20260917-0816-smoke|c91-s3|google-small|Claude Code", "prompt": "c91-s3", "model": "google-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick Claude Code if your team consists of highly experienced developers who live in the terminal"}, {"id": "mai-20260917-0816-smoke|c91-s3|google-small|Continue.dev", "prompt": "c91-s3", "model": "google-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Continue.dev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick Continue.dev if you are a highly cost-conscious startup"}, {"id": "mai-20260917-0816-smoke|c91-s3|meta-small|Cursor", "prompt": "c91-s3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cursor is an AI-native editor that is considered the best default pick for most small teams"}, {"id": "mai-20260917-0816-smoke|c91-s3|meta-small|GitHub Copilot", "prompt": "c91-s3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitHub Copilot is a popular choice for smaller teams looking for affordable, high-impact coding assistance"}, {"id": "mai-20260917-0816-smoke|c91-s3|meta-small|Cline", "prompt": "c91-s3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cline is ideal for business owners who need autonomous coding across their entire stack"}, {"id": "mai-20260917-0816-smoke|c91-s3|meta-small|Qwen3-Coder", "prompt": "c91-s3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Qwen3-Coder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for teams that need lightning-fast, context-aware code generation"}, {"id": "mai-20260917-0816-smoke|c91-s3|meta-small|Kilo Code", "prompt": "c91-s3", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Kilo Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "suitable for non-technical founders who need low-code/no-code automation"}, {"id": "mai-20260917-0816-smoke|c91-s3|minimax-small|GitHub Copilot", "prompt": "c91-s3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Value:** GitHub Copilot Pro + Claude Code for senior developers"}, {"id": "mai-20260917-0816-smoke|c91-s3|minimax-small|Cursor", "prompt": "c91-s3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Maximum Capability:** Cursor Business with multi-model AI access"}, {"id": "mai-20260917-0816-smoke|c91-s3|minimax-small|Claude Code", "prompt": "c91-s3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best Value:** GitHub Copilot Pro + Claude Code for senior developers"}, {"id": "mai-20260917-0816-smoke|c91-s3|minimax-small|Codeium", "prompt": "c91-s3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Codeium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Small teams seeking affordable, high-impact assistance"}, {"id": "mai-20260917-0816-smoke|c91-s3|minimax-small|Windsurf", "prompt": "c91-s3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Windsurf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Structured agent workflows"}, {"id": "mai-20260917-0816-smoke|c91-s3|minimax-small|Replit", "prompt": "c91-s3", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Replit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Replit** | Browser-based, no setup | Beginners/deployment |"}, {"id": "mai-20260917-0816-smoke|c91-s3|mistral-small|GitHub Copilot", "prompt": "c91-s3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Copilot is the safest bet for most teams already using GitHub"}, {"id": "mai-20260917-0816-smoke|c91-s3|mistral-small|Cursor", "prompt": "c91-s3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cursor and Claude Code are top picks for more complex or large-scale projects"}, {"id": "mai-20260917-0816-smoke|c91-s3|mistral-small|Claude Code", "prompt": "c91-s3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cursor and Claude Code are top picks for more complex or large-scale projects"}, {"id": "mai-20260917-0816-smoke|c91-s3|mistral-small|Replit AI", "prompt": "c91-s3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Replit AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Startups and beginners; teams that want all-in-one coding, deployment, and infrastructure."}, {"id": "mai-20260917-0816-smoke|c91-s3|mistral-small|Codeium", "prompt": "c91-s3", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Codeium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Smaller teams looking for affordable, high-impact coding assistance."}, {"id": "mai-20260917-0816-smoke|c91-s3|moonshot-small|GitHub Copilot", "prompt": "c91-s3", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Copilot** is the safest choice if you're already in the GitHub ecosystem"}, {"id": "mai-20260917-0816-smoke|c91-s3|moonshot-small|Cursor", "prompt": "c91-s3", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, **Cursor** offers the best balance of power and usability"}, {"id": "mai-20260917-0816-smoke|c91-s3|moonshot-small|Tabnine", "prompt": "c91-s3", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If data privacy is critical, **Tabnine** is your only option for on-premises deployment."}, {"id": "mai-20260917-0816-smoke|c91-s3|moonshot-small|Codeium/Windsurf", "prompt": "c91-s3", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Codeium/Windsurf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tight budget | **Codeium** (free tier)"}, {"id": "mai-20260917-0816-smoke|c91-s3|moonshot-small|Claude Code", "prompt": "c91-s3", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Terminal-heavy workflow | **Claude Code**"}, {"id": "mai-20260917-0816-smoke|c91-s3|openai-small|GitHub Copilot", "prompt": "c91-s3", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Copilot** if you want the safest default, easiest team adoption, and GitHub-centered workflow."}, {"id": "mai-20260917-0816-smoke|c91-s3|openai-small|Cursor", "prompt": "c91-s3", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Cursor** if you want the most powerful AI-native coding experience and are okay with more usage-based complexity."}, {"id": "mai-20260917-0816-smoke|c91-s3|openai-small|JetBrains AI Assistant", "prompt": "c91-s3", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "JetBrains AI Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose JetBrains AI** if your stack is already JetBrains-heavy"}, {"id": "mai-20260917-0816-smoke|c91-s3|openai-small|Google Gemini Code Assist", "prompt": "c91-s3", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Google Gemini Code Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with Gemini Code Assist as a strong fourth if Google Cloud alignment matters"}, {"id": "mai-20260917-0816-smoke|c91-s3|xai-small|GitHub Copilot", "prompt": "c91-s3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Copilot leads in ecosystem breadth... Copilot for GitHub users; Proven for teams."}, {"id": "mai-20260917-0816-smoke|c91-s3|xai-small|Cursor", "prompt": "c91-s3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cursor for speed/agentic work; AI-first IDE with deep codebase awareness, multi-file edits/agents"}, {"id": "mai-20260917-0816-smoke|c91-s3|xai-small|Codeium", "prompt": "c91-s3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Codeium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Codeium for free-to-paid ramp-up; Budget-friendly entry."}, {"id": "mai-20260917-0816-smoke|c91-s3|xai-small|Tabnine", "prompt": "c91-s3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Privacy-focused (self-hosting option)... Good for sensitive code. | No free tier for teams, annual commitment only"}, {"id": "mai-20260917-0816-smoke|c91-s3|xai-small|Amazon Q Developer", "prompt": "c91-s3", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Q for AWS teams. Best in AWS ecosystem; weaker outside"}, {"id": "mai-20260917-0816-smoke|c91-s3|zai-small|GitHub Copilot", "prompt": "c91-s3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Copilot** is the default choice for teams already on GitHub who want a polished, low-friction experience."}, {"id": "mai-20260917-0816-smoke|c91-s3|zai-small|Cursor", "prompt": "c91-s3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cursor** excels when you need deep codebase awareness, multi-file editing, and flexible model selection."}, {"id": "mai-20260917-0816-smoke|c91-s3|zai-small|Codeium (now Windsurf)", "prompt": "c91-s3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Codeium (now Windsurf)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Codeium (Windsurf)** offers the best free tier and strong autocomplete for budget-conscious teams."}, {"id": "mai-20260917-0816-smoke|c91-s3|zai-small|Tabnine", "prompt": "c91-s3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tabnine** is the go-to for privacy, on‑prem, and compliance requirements."}, {"id": "mai-20260917-0816-smoke|c91-s3|zai-small|Replit", "prompt": "c91-s3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Replit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Replit** is ideal for rapid full‑stack development and deployment in a browser-based environment."}, {"id": "mai-20260917-0816-smoke|c91-s3|zai-small|Sourcegraph Cody", "prompt": "c91-s3", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "comparative", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Sourcegraph Cody** shines for teams working across many repositories or large codebases."}, {"id": "mai-20260917-0816-smoke|c91-s4|alibaba-small|GitHub Copilot", "prompt": "c91-s4", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Easiest Integration | GitHub Copilot | $19/user"}, {"id": "mai-20260917-0816-smoke|c91-s4|alibaba-small|Amazon Q Developer", "prompt": "c91-s4", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Amazon Q Developer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Codeium** or **Amazon Q**. Install them across your team immediately."}, {"id": "mai-20260917-0816-smoke|c91-s4|alibaba-small|Cursor", "prompt": "c91-s4", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "switch to **Cursor** (for one senior dev)"}, {"id": "mai-20260917-0816-smoke|c91-s4|alibaba-small|Codeium", "prompt": "c91-s4", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Codeium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with **Codeium** or **Amazon Q**."}, {"id": "mai-20260917-0816-smoke|c91-s4|anthropic-small|GitHub Copilot", "prompt": "c91-s4", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Copilot** - Affordable at around $10/month per user, it's widely used and integrates with popular IDEs"}, {"id": "mai-20260917-0816-smoke|c91-s4|anthropic-small|Ollama", "prompt": "c91-s4", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Ollama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Options like Ollama or local models can be self-hosted with minimal costs"}, {"id": "mai-20260917-0816-smoke|c91-s4|anthropic-small|Cursor", "prompt": "c91-s4", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cursor** - Often considered competitive in pricing for individual developers"}, {"id": "mai-20260917-0816-smoke|c91-s4|anthropic-small|TabNine", "prompt": "c91-s4", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "TabNine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**TabNine** - Offers free and paid versions with reasonable pricing"}, {"id": "mai-20260917-0816-smoke|c91-s4|anthropic-small|Amazon CodeWhisperer", "prompt": "c91-s4", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Start with free trials or free tiers of the most popular options (GitHub Copilot, Cursor, CodeWhisperer)"}, {"id": "mai-20260917-0816-smoke|c91-s4|challenger-small|GitHub Copilot Pro", "prompt": "c91-s4", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with GitHub Copilot Pro for the best value-to-friction ratio"}, {"id": "mai-20260917-0816-smoke|c91-s4|challenger-small|Windsurf", "prompt": "c91-s4", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Windsurf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want more AI-first editing without jumping to the higher-cost tools"}, {"id": "mai-20260917-0816-smoke|c91-s4|challenger-small|Cursor", "prompt": "c91-s4", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "move to Cursor only if the team specifically wants AI-native multi-file editing and is willing to pay more per seat"}, {"id": "mai-20260917-0816-smoke|c91-s4|challenger-small|Codeium", "prompt": "c91-s4", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Codeium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "some roundups point to Codeium and other generous free plans as good low-cost starting points"}, {"id": "mai-20260917-0816-smoke|c91-s4|challenger-small|Aider", "prompt": "c91-s4", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Aider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "open-source workflows can be effectively free aside from model/API usage"}, {"id": "mai-20260917-0816-smoke|c91-s4|challenger-small|OpenCode", "prompt": "c91-s4", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "OpenCode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Aider / OpenCode / Continue: open-source workflows can be effectively free"}, {"id": "mai-20260917-0816-smoke|c91-s4|challenger-small|Continue", "prompt": "c91-s4", "model": "challenger-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Continue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Aider / OpenCode / Continue: open-source workflows can be effectively free"}, {"id": "mai-20260917-0816-smoke|c91-s4|deepseek-small|GitHub Copilot", "prompt": "c91-s4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Copilot ($10/user/month)** is the best overall value"}, {"id": "mai-20260917-0816-smoke|c91-s4|deepseek-small|Cursor", "prompt": "c91-s4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Try free first: Have your team pilot **Cursor's free Hobby plan**"}, {"id": "mai-20260917-0816-smoke|c91-s4|deepseek-small|Codeium/Windsurf", "prompt": "c91-s4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Codeium/Windsurf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Extremely tight budget, just want autocomplete → Codeium/Windsurf free tier"}, {"id": "mai-20260917-0816-smoke|c91-s4|deepseek-small|Amazon Q Developer", "prompt": "c91-s4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Amazon Q Developer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Amazon Q Developer closed new signups** (sunsetting in 2027)"}, {"id": "mai-20260917-0816-smoke|c91-s4|deepseek-small|Gemini Code Assist", "prompt": "c91-s4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Gemini Code Assist", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Google shut down individual Gemini Code Assist plans**"}, {"id": "mai-20260917-0816-smoke|c91-s4|deepseek-small|Tabnine", "prompt": "c91-s4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Tabnine** | $12–$39/user/mo | No | Privacy-sensitive, local/on-prem |"}, {"id": "mai-20260917-0816-smoke|c91-s4|deepseek-small|Claude Code", "prompt": "c91-s4", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Claude Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cursor and Claude Code cost ~$20/user"}, {"id": "mai-20260917-0816-smoke|c91-s4|google-small|Continue.dev", "prompt": "c91-s4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Continue.dev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your team is comfortable doing 10 minutes of configuration, set them up with **Continue.dev and a DeepSeek API key**. It is by far the most powerful budget setup available."}, {"id": "mai-20260917-0816-smoke|c91-s4|google-small|DeepSeek V4", "prompt": "c91-s4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "DeepSeek V4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Continue.dev** (IDE Extension) + **DeepSeek V4** (via API)"}, {"id": "mai-20260917-0816-smoke|c91-s4|google-small|Codeium (Free Tier)", "prompt": "c91-s4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Codeium (Free Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a completely plug-and-play experience for free, download **Codeium**."}, {"id": "mai-20260917-0816-smoke|c91-s4|google-small|GitHub Copilot Individual", "prompt": "c91-s4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Individual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GitHub Copilot ($10/month):** Still the most cost-effective flat-rate subscription."}, {"id": "mai-20260917-0816-smoke|c91-s4|google-small|Cursor Pro", "prompt": "c91-s4", "model": "google-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cursor Pro ($20/month):** ... widely considered the gold standard for **agentic workflows**"}, {"id": "mai-20260917-0816-smoke|c91-s4|meta-small|GitHub Copilot Pro", "prompt": "c91-s4", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best AI coding assistant for a small company with a tight budget is likely to be GitHub Copilot Pro at $10/month"}, {"id": "mai-20260917-0816-smoke|c91-s4|meta-small|Windsurf", "prompt": "c91-s4", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Windsurf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Windsurf at $15/month"}, {"id": "mai-20260917-0816-smoke|c91-s4|meta-small|Cline", "prompt": "c91-s4", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Windsurf at $15/month, Cline, and the Windsurf Plugin"}, {"id": "mai-20260917-0816-smoke|c91-s4|meta-small|Windsurf Plugin", "prompt": "c91-s4", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Windsurf Plugin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the Windsurf Plugin, which offer flexible pricing and free completions"}, {"id": "mai-20260917-0816-smoke|c91-s4|minimax-small|Codeium", "prompt": "c91-s4", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Codeium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Codeium** is likely your best option for a small company with a tight budget"}, {"id": "mai-20260917-0816-smoke|c91-s4|minimax-small|GitHub Copilot", "prompt": "c91-s4", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **GitHub Copilot** | ❌ (students only) | $10-19/mo | Teams already using GitHub |"}, {"id": "mai-20260917-0816-smoke|c91-s4|minimax-small|Tabnine", "prompt": "c91-s4", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Tabnine** | Limited | ~$12/mo | Teams needing privacy controls |"}, {"id": "mai-20260917-0816-smoke|c91-s4|mistral-small|GitHub Copilot", "prompt": "c91-s4", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value:** GitHub Copilot (free for individuals, $10/user/month for teams)"}, {"id": "mai-20260917-0816-smoke|c91-s4|mistral-small|Codeium", "prompt": "c91-s4", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Codeium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best free option:** Codeium or Windsurf"}, {"id": "mai-20260917-0816-smoke|c91-s4|mistral-small|Cline", "prompt": "c91-s4", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for flexibility:** Cline (bring your own key)"}, {"id": "mai-20260917-0816-smoke|c91-s4|mistral-small|Windsurf (by Codeium)", "prompt": "c91-s4", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Windsurf (by Codeium)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It's a compelling free option for small teams."}, {"id": "mai-20260917-0816-smoke|c91-s4|mistral-small|Cursor", "prompt": "c91-s4", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free tier available; paid plans start at $20/month."}, {"id": "mai-20260917-0816-smoke|c91-s4|moonshot-small|Codeium", "prompt": "c91-s4", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Codeium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Codeium (FREE)** — it offers the most generous free plan"}, {"id": "mai-20260917-0816-smoke|c91-s4|moonshot-small|GitHub Copilot", "prompt": "c91-s4", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "upgrade to GitHub Copilot Business at $19/user/month for the best overall experience"}, {"id": "mai-20260917-0816-smoke|c91-s4|moonshot-small|Tabnine", "prompt": "c91-s4", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tabnine** — Best for Privacy"}, {"id": "mai-20260917-0816-smoke|c91-s4|moonshot-small|Cursor", "prompt": "c91-s4", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Cursor** | ⚠️ Limited | $20 |"}, {"id": "mai-20260917-0816-smoke|c91-s4|openai-small|GitHub Copilot Business", "prompt": "c91-s4", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "pick GitHub Copilot Business for the best balance of cost and capability"}, {"id": "mai-20260917-0816-smoke|c91-s4|openai-small|Cursor Teams", "prompt": "c91-s4", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "More expensive, but often preferred for agent workflows and deep editing."}, {"id": "mai-20260917-0816-smoke|c91-s4|openai-small|Copilot Free", "prompt": "c91-s4", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Copilot Free", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best cheapest option to start: Copilot Free / Cursor Hobby"}, {"id": "mai-20260917-0816-smoke|c91-s4|openai-small|Cursor Hobby", "prompt": "c91-s4", "model": "openai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor Hobby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Not ideal for a full team rollout because limits are tighter."}, {"id": "mai-20260917-0816-smoke|c91-s4|xai-small|Codeium", "prompt": "c91-s4", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Codeium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Codeium** stands out as the best AI coding assistant for a small company on a tight budget."}, {"id": "mai-20260917-0816-smoke|c91-s4|xai-small|GitHub Copilot Free Tier", "prompt": "c91-s4", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot Free Tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Close Runner-Ups for Minimal Spend: **GitHub Copilot Free Tier**"}, {"id": "mai-20260917-0816-smoke|c91-s4|xai-small|Windsurf (by Codeium team)", "prompt": "c91-s4", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Windsurf (by Codeium team)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Generous free tier with AI editor features; Pro at $15/month if you outgrow it."}, {"id": "mai-20260917-0816-smoke|c91-s4|xai-small|Cursor Free/Hobby", "prompt": "c91-s4", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor Free/Hobby", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Solid VS Code fork with AI smarts, but limits (e.g., 200 completions/month) push toward $20/month Pro quickly."}, {"id": "mai-20260917-0816-smoke|c91-s4|zai-small|Codeium", "prompt": "c91-s4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Codeium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Codeium free tier** is the most practical first step—it gives you powerful autocomplete, works in your existing IDE, and costs nothing"}, {"id": "mai-20260917-0816-smoke|c91-s4|zai-small|Amazon Q Developer", "prompt": "c91-s4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Amazon Q Developer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're on AWS, **Amazon Q Developer free tier** is an excellent alternative."}, {"id": "mai-20260917-0816-smoke|c91-s4|zai-small|Continue.dev with Ollama", "prompt": "c91-s4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Continue.dev with Ollama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Continue.dev with Ollama** gives you a fully free path... Caveat: Requires more setup and ongoing maintenance"}, {"id": "mai-20260917-0816-smoke|c91-s4|zai-small|Cursor", "prompt": "c91-s4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teams that want an AI‑first IDE and are OK paying for a full IDE"}, {"id": "mai-20260917-0816-smoke|c91-s4|zai-small|GitHub Copilot", "prompt": "c91-s4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "GitHub Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "GitHub Copilot – \"industry standard\" but not the cheapest"}, {"id": "mai-20260917-0816-smoke|c91-s4|zai-small|Tabnine", "prompt": "c91-s4", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "budget", "raw": "Tabnine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Privacy‑focused teams, but higher cost and no free tier"}, {"id": "mai-20260917-0816-smoke|c91-s5|alibaba-small|GitHub Copilot", "prompt": "c91-s5", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "evaluating AI coding assistants (like GitHub Copilot, Cursor, Amazon Q, or Tabnine)"}, {"id": "mai-20260917-0816-smoke|c91-s5|alibaba-small|Cursor", "prompt": "c91-s5", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "evaluating AI coding assistants (like GitHub Copilot, Cursor, Amazon Q, or Tabnine)"}, {"id": "mai-20260917-0816-smoke|c91-s5|alibaba-small|Amazon Q", "prompt": "c91-s5", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Amazon Q", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some competitors (like Amazon Q or custom Azure setups) allow you to point the AI to private repositories"}, {"id": "mai-20260917-0816-smoke|c91-s5|alibaba-small|Tabnine", "prompt": "c91-s5", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "evaluating AI coding assistants (like GitHub Copilot, Cursor, Amazon Q, or Tabnine)"}, {"id": "mai-20260917-0816-smoke|c91-s5|deepseek-small|GitHub Copilot", "prompt": "c91-s5", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Inline autocomplete/extensions** (GitHub Copilot, Tabnine, Codeium/Amazon Q)"}, {"id": "mai-20260917-0816-smoke|c91-s5|deepseek-small|Tabnine", "prompt": "c91-s5", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some teams use self-hostable tools like Tabnine for regulated work."}, {"id": "mai-20260917-0816-smoke|c91-s5|deepseek-small|Codeium/Amazon Q", "prompt": "c91-s5", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Codeium/Amazon Q", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Inline autocomplete/extensions** (GitHub Copilot, Tabnine, Codeium/Amazon Q)"}, {"id": "mai-20260917-0816-smoke|c91-s5|deepseek-small|Cursor", "prompt": "c91-s5", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**AI-native IDEs** (Cursor, Windsurf)"}, {"id": "mai-20260917-0816-smoke|c91-s5|deepseek-small|Windsurf", "prompt": "c91-s5", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Windsurf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**AI-native IDEs** (Cursor, Windsurf)"}, {"id": "mai-20260917-0816-smoke|c91-s5|deepseek-small|Claude Code", "prompt": "c91-s5", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Claude Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Agentic CLI/terminal tools** (Claude Code, OpenAI Codex CLI)"}, {"id": "mai-20260917-0816-smoke|c91-s5|deepseek-small|OpenAI Codex CLI", "prompt": "c91-s5", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "OpenAI Codex CLI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Agentic CLI/terminal tools** (Claude Code, OpenAI Codex CLI)"}, {"id": "mai-20260917-0816-smoke|c91-s5|google-small|GitHub Copilot", "prompt": "c91-s5", "model": "google-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Copilot (Enterprise/Business): The safest, most mainstream choice. Highly secure, predictable pricing, and has excellent enterprise administration."}, {"id": "mai-20260917-0816-smoke|c91-s5|google-small|Codeium", "prompt": "c91-s5", "model": "google-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Codeium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leaders like GitHub Copilot and Codeium offer IP indemnity clauses in their business plans."}, {"id": "mai-20260917-0816-smoke|c91-s5|google-small|Continue.dev", "prompt": "c91-s5", "model": "google-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Continue.dev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An open-source extension for VS Code and JetBrains. Highly customizable... Ideal if you want control over your tech stack."}, {"id": "mai-20260917-0816-smoke|c91-s5|google-small|Tabnine", "prompt": "c91-s5", "model": "google-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for robust security and hybrid/local deployment options, making it a favorite for teams with strict compliance needs."}, {"id": "mai-20260917-0816-smoke|c91-s5|google-small|Cursor", "prompt": "c91-s5", "model": "google-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Currently the gold standard for developer satisfaction and power users."}, {"id": "mai-20260917-0816-smoke|c91-s5|meta-small|Cursor", "prompt": "c91-s5", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Some recommended AI coding assistants for a 30-person company include Cursor, GitHub Copilot Enterprise, Claude Code, and Amazon Q Developer."}, {"id": "mai-20260917-0816-smoke|c91-s5|meta-small|GitHub Copilot Enterprise", "prompt": "c91-s5", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Some recommended AI coding assistants for a 30-person company include Cursor, GitHub Copilot Enterprise, Claude Code, and Amazon Q Developer."}, {"id": "mai-20260917-0816-smoke|c91-s5|meta-small|Claude Code", "prompt": "c91-s5", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Claude Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Some recommended AI coding assistants for a 30-person company include Cursor, GitHub Copilot Enterprise, Claude Code, and Amazon Q Developer."}, {"id": "mai-20260917-0816-smoke|c91-s5|meta-small|Amazon Q Developer", "prompt": "c91-s5", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Amazon Q Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Some recommended AI coding assistants for a 30-person company include Cursor, GitHub Copilot Enterprise, Claude Code, and Amazon Q Developer."}, {"id": "mai-20260917-0816-smoke|c91-s5|minimax-small|GitHub Copilot", "prompt": "c91-s5", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Many (GitHub Copilot, Cursor, Zed, Codeium) have team plans."}, {"id": "mai-20260917-0816-smoke|c91-s5|minimax-small|Cursor", "prompt": "c91-s5", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Many (GitHub Copilot, Cursor, Zed, Codeium) have team plans."}, {"id": "mai-20260917-0816-smoke|c91-s5|minimax-small|Zed", "prompt": "c91-s5", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Zed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Many (GitHub Copilot, Cursor, Zed, Codeium) have team plans."}, {"id": "mai-20260917-0816-smoke|c91-s5|minimax-small|Codeium", "prompt": "c91-s5", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Codeium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Many (GitHub Copilot, Cursor, Zed, Codeium) have team plans."}, {"id": "mai-20260917-0816-smoke|c91-s5|mistral-small|GitHub Copilot Enterprise", "prompt": "c91-s5", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Does it run locally (e.g., GitHub Copilot Enterprise, Continue) or in the cloud?"}, {"id": "mai-20260917-0816-smoke|c91-s5|mistral-small|Continue", "prompt": "c91-s5", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Continue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Continue** (Open-source, customizable)"}, {"id": "mai-20260917-0816-smoke|c91-s5|mistral-small|Cursor", "prompt": "c91-s5", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cursor** (AI-first editor with deep Copilot integration)"}, {"id": "mai-20260917-0816-smoke|c91-s5|mistral-small|Tabnine", "prompt": "c91-s5", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Tabnine** (Self-hosted option for privacy)"}, {"id": "mai-20260917-0816-smoke|c91-s5|mistral-small|Amazon Q Developer", "prompt": "c91-s5", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Amazon Q Developer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Amazon Q Developer** (AWS-centric teams)"}, {"id": "mai-20260917-0816-smoke|c91-s5|mistral-small|Codeium", "prompt": "c91-s5", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Codeium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Codeium** (Free tier available)"}, {"id": "mai-20260917-0816-smoke|c91-s5|moonshot-small|GitHub Copilot", "prompt": "c91-s5", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're already using GitHub**: Start with **GitHub Copilot Business** — lowest friction, solid security, good integration"}, {"id": "mai-20260917-0816-smoke|c91-s5|moonshot-small|Cursor", "prompt": "c91-s5", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Evaluate **Cursor** — best autocomplete and agent features, but higher cost and requires IDE switch"}, {"id": "mai-20260917-0816-smoke|c91-s5|moonshot-small|Codeium", "prompt": "c91-s5", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Codeium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is tight**: **Codeium** has the strongest free tier and works across many IDEs"}, {"id": "mai-20260917-0816-smoke|c91-s5|xai-small|GitHub Copilot", "prompt": "c91-s5", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Copilot excels here if you're in that ecosystem. ... Common wins: 30-50% faster delivery for small teams using Copilot/Cursor."}, {"id": "mai-20260917-0816-smoke|c91-s5|xai-small|Cursor", "prompt": "c91-s5", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Common wins: 30-50% faster delivery for small teams using Copilot/Cursor."}, {"id": "mai-20260917-0816-smoke|c91-s5|xai-small|Codeium", "prompt": "c91-s5", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Codeium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Codeium Enterprise** | $12+ (volume) | Budget-friendly, fast autocomplete |"}, {"id": "mai-20260917-0816-smoke|c91-s5|xai-small|Tabnine", "prompt": "c91-s5", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Tabnine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Tabnine Enterprise** | $20-39 | Privacy-focused, multi-IDE |"}, {"id": "mai-20260917-0816-smoke|c91-s5|xai-small|Claude Code", "prompt": "c91-s5", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Claude Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options include GitHub Copilot, Cursor, Codeium, Tabnine, and Claude Code"}, {"id": "mai-20260917-0816-smoke|c91-s5|zai-small|GitHub Copilot", "prompt": "c91-s5", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "GitHub Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep GitHub integration, strong quality, enterprise governance"}, {"id": "mai-20260917-0816-smoke|c91-s5|zai-small|Codeium", "prompt": "c91-s5", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Codeium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Free tier, strong privacy (no training on your code), self-hosted option"}, {"id": "mai-20260917-0816-smoke|c91-s5|zai-small|Cursor", "prompt": "c91-s5", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Cursor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Excellent UI, strong agentic features"}, {"id": "mai-20260917-0816-smoke|c91-s5|zai-small|Claude Code", "prompt": "c91-s5", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Claude Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "High-quality explanations, strong coding assistance"}, {"id": "mai-20260917-0816-smoke|c91-s5|zai-small|Sourcegraph Cody", "prompt": "c91-s5", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Sourcegraph Cody", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other (e.g., Sourcegraph Cody, Windsurf)"}, {"id": "mai-20260917-0816-smoke|c91-s5|zai-small|Windsurf", "prompt": "c91-s5", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "scale", "raw": "Windsurf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other (e.g., Sourcegraph Cody, Windsurf)"}, {"id": "mai-20260917-0816-smoke|c91-s6|alibaba-small|GitHub Copilot", "prompt": "c91-s6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard autocomplete tools (like GitHub Copilot in basic suggestion mode) are generally safer... Basic/Free Tiers of GitHub Copilot, Tabnine, or Amazon CodeWhisperer"}, {"id": "mai-20260917-0816-smoke|c91-s6|alibaba-small|Cursor (Agent Mode)", "prompt": "c91-s6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor (Agent Mode)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Never use \"Agentic\" tools (like Devin or Cursor Agent) to merge code directly to production repositories"}, {"id": "mai-20260917-0816-smoke|c91-s6|alibaba-small|Windsurf", "prompt": "c91-s6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Windsurf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Known for high autonomy; users must manually restrict permissions (sandboxing) immediately"}, {"id": "mai-20260917-0816-smoke|c91-s6|alibaba-small|Replit AI Agent", "prompt": "c91-s6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Replit AI Agent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "flagged in multiple reports for executing code and modifying files beyond the immediate request scope"}, {"id": "mai-20260917-0816-smoke|c91-s6|alibaba-small|Amazon Kiro", "prompt": "c91-s6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon Kiro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "cited in \"horror story\" case studies where agents acted with \"insufficient boundaries\""}, {"id": "mai-20260917-0816-smoke|c91-s6|alibaba-small|Google Antigravity IDE", "prompt": "c91-s6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Google Antigravity IDE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "leading to unauthorized filesystem access"}, {"id": "mai-20260917-0816-smoke|c91-s6|alibaba-small|Claude Code (Anthropic)", "prompt": "c91-s6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Code (Anthropic)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it poses a significant risk to infrastructure integrity"}, {"id": "mai-20260917-0816-smoke|c91-s6|alibaba-small|Bolt.new", "prompt": "c91-s6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Bolt.new", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Tools to Avoid (for production): Bolt.new"}, {"id": "mai-20260917-0816-smoke|c91-s6|alibaba-small|Loveable", "prompt": "c91-s6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Loveable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Tools to Avoid (for production): **Bolt.new**, **Loveable**"}, {"id": "mai-20260917-0816-smoke|c91-s6|alibaba-small|v0.dev", "prompt": "c91-s6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "v0.dev", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Tools to Avoid (for production): ... **v0.dev**, and similar generative app builders"}, {"id": "mai-20260917-0816-smoke|c91-s6|alibaba-small|Tabnine", "prompt": "c91-s6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Tabnine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Basic/Free Tiers of GitHub Copilot, Tabnine, or Amazon CodeWhisperer: ... ensure you verify that opt-out settings are active"}, {"id": "mai-20260917-0816-smoke|c91-s6|alibaba-small|Amazon CodeWhisperer", "prompt": "c91-s6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon CodeWhisperer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Basic/Free Tiers of GitHub Copilot, Tabnine, or Amazon CodeWhisperer"}, {"id": "mai-20260917-0816-smoke|c91-s6|alibaba-small|Devin", "prompt": "c91-s6", "model": "alibaba-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Devin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Never use \"Agentic\" tools (like Devin or Cursor Agent) to merge code directly to production repositories"}, {"id": "mai-20260917-0816-smoke|c91-s6|anthropic-small|GitHub Copilot", "prompt": "c91-s6", "model": "anthropic-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Use filtering features when available (e.g., GitHub Copilot's code-referencing filter)"}, {"id": "mai-20260917-0816-smoke|c91-s6|deepseek-small|GitHub Copilot (individual plans)", "prompt": "c91-s6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot (individual plans)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "GitHub Copilot (individual plans) — ⚠️ High concern"}, {"id": "mai-20260917-0816-smoke|c91-s6|deepseek-small|Cursor (free tier)", "prompt": "c91-s6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor (free tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cursor's **free tier uses your code for model training by default**"}, {"id": "mai-20260917-0816-smoke|c91-s6|deepseek-small|Replit", "prompt": "c91-s6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Replit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "\"Vibe coding\" / no-code tools — Replit, Lovable, Bolt, v0 (high caution for non-technical staff)"}, {"id": "mai-20260917-0816-smoke|c91-s6|deepseek-small|Lovable", "prompt": "c91-s6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Lovable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "~5,000 containing sensitive corporate data"}, {"id": "mai-20260917-0816-smoke|c91-s6|deepseek-small|Bolt", "prompt": "c91-s6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Bolt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "no-code tools — Replit, Lovable, Bolt, v0 (high caution for non-technical staff)"}, {"id": "mai-20260917-0816-smoke|c91-s6|deepseek-small|v0", "prompt": "c91-s6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "v0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "no-code tools — Replit, Lovable, Bolt, v0 (high caution for non-technical staff)"}, {"id": "mai-20260917-0816-smoke|c91-s6|deepseek-small|Base44", "prompt": "c91-s6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Base44", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "publicly accessible assets built with Lovable, Replit, Base44, and Netlify"}, {"id": "mai-20260917-0816-smoke|c91-s6|deepseek-small|Claude Code CLI", "prompt": "c91-s6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Code CLI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "some assistants offer **no configurable secret-exclusion settings** (e.g., Claude Code CLI in certain configs, Replit)"}, {"id": "mai-20260917-0816-smoke|c91-s6|deepseek-small|Tabnine", "prompt": "c91-s6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Tabnine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Strongest privacy options for regulated data:** **Tabnine** (commits to not training/storing on your code across all tiers"}, {"id": "mai-20260917-0816-smoke|c91-s6|deepseek-small|Tongyi Lingma", "prompt": "c91-s6", "model": "deepseek-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Tongyi Lingma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strongest privacy options for regulated data ... and **Tongyi Lingma**"}, {"id": "mai-20260917-0816-smoke|c91-s6|google-small|standard ChatGPT", "prompt": "c91-s6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "standard ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to AVOID Entirely ... Free, Consumer-Tier Web Chatbots (e.g., standard ChatGPT, Claude, Gemini)"}, {"id": "mai-20260917-0816-smoke|c91-s6|google-small|Claude", "prompt": "c91-s6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Free, Consumer-Tier Web Chatbots (e.g., standard ChatGPT, Claude, Gemini) ... Do not allow employees to paste proprietary code into any web-based AI assistant"}, {"id": "mai-20260917-0816-smoke|c91-s6|google-small|Gemini", "prompt": "c91-s6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Free, Consumer-Tier Web Chatbots (e.g., standard ChatGPT, Claude, Gemini)"}, {"id": "mai-20260917-0816-smoke|c91-s6|google-small|Tabnine", "prompt": "c91-s6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Tabnine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Stick strictly to verified, major publishers (e.g., GitHub, Google, Amazon, Anthropic, Cursor, Codeium, Tabnine)."}, {"id": "mai-20260917-0816-smoke|c91-s6|google-small|Claude Code", "prompt": "c91-s6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools to Use with EXTREME CAUTION ... Fully \"Agentic\" AI Coders (e.g., Claude Code, Windsurf, Cursor)"}, {"id": "mai-20260917-0816-smoke|c91-s6|google-small|Windsurf", "prompt": "c91-s6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Windsurf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Fully \"Agentic\" AI Coders (e.g., Claude Code, Windsurf, Cursor) ... Indirect Prompt Injection & Workspace Takeover"}, {"id": "mai-20260917-0816-smoke|c91-s6|google-small|Cursor", "prompt": "c91-s6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Fully \"Agentic\" AI Coders (e.g., Claude Code, Windsurf, Cursor)"}, {"id": "mai-20260917-0816-smoke|c91-s6|google-small|GitHub Copilot", "prompt": "c91-s6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Use assistants that offer built-in filters to block code matching public repositories (e.g., GitHub Copilot and Amazon Q offer toggles to \"block suggestions matching public code\")"}, {"id": "mai-20260917-0816-smoke|c91-s6|google-small|Amazon Q", "prompt": "c91-s6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon Q", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "e.g., GitHub Copilot and Amazon Q offer toggles to \"block suggestions matching public code\""}, {"id": "mai-20260917-0816-smoke|c91-s6|google-small|Codeium Enterprise", "prompt": "c91-s6", "model": "google-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Codeium Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Pay for Team or Business tiers of reputable tools (such as GitHub Copilot Business, Codeium Enterprise, or Amazon Q Developer)"}, {"id": "mai-20260917-0816-smoke|c91-s6|meta-small|GitHub Copilot", "prompt": "c91-s6", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "AI coding assistants like GitHub Copilot, Cursor, and Codeium can be useful for small businesses, but they also introduce subtle security risks and technical debt if not used properly"}, {"id": "mai-20260917-0816-smoke|c91-s6|meta-small|Cursor", "prompt": "c91-s6", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like GitHub Copilot, Cursor, and Codeium ... introduce subtle security risks and technical debt if not used properly"}, {"id": "mai-20260917-0816-smoke|c91-s6|meta-small|Codeium", "prompt": "c91-s6", "model": "meta-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Codeium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like GitHub Copilot, Cursor, and Codeium ... introduce subtle security risks and technical debt if not used properly"}, {"id": "mai-20260917-0816-smoke|c91-s6|minimax-small|GitHub Copilot Free", "prompt": "c91-s6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot Free", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Caution with**: GitHub Copilot Free, Cursor Free, Claude Free/Pro, early-tier plans"}, {"id": "mai-20260917-0816-smoke|c91-s6|minimax-small|Cursor", "prompt": "c91-s6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Cursor** and **Windsurf**: Carried 94+ unpatched Chromium vulnerabilities due to outdated Electron builds"}, {"id": "mai-20260917-0816-smoke|c91-s6|minimax-small|Claude", "prompt": "c91-s6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Even **ChatGPT** and **Claude** (when used via generic interfaces) retain and can train on business code"}, {"id": "mai-20260917-0816-smoke|c91-s6|minimax-small|Windsurf", "prompt": "c91-s6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Windsurf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cursor** and **Windsurf** have been flagged for transmitting more code context than developers realize"}, {"id": "mai-20260917-0816-smoke|c91-s6|minimax-small|ChatGPT", "prompt": "c91-s6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Even **ChatGPT** and **Claude** (when used via generic interfaces) retain and can train on business code"}, {"id": "mai-20260917-0816-smoke|c91-s6|minimax-small|GitHub Copilot Business/Enterprise", "prompt": "c91-s6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot Business/Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Strict data privacy** | GitHub Copilot Business/Enterprise, Cursor Privacy Mode"}, {"id": "mai-20260917-0816-smoke|c91-s6|minimax-small|Cursor Privacy Mode", "prompt": "c91-s6", "model": "minimax-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor Privacy Mode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "GitHub Copilot Business/Enterprise, Cursor Privacy Mode"}, {"id": "mai-20260917-0816-smoke|c91-s6|mistral-small|GitHub Copilot", "prompt": "c91-s6", "model": "mistral-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "like GitHub Copilot's Individual plan or certain consumer tiers) may use your proprietary code to improve their models"}, {"id": "mai-20260917-0816-smoke|c91-s6|moonshot-small|GitHub Copilot Free", "prompt": "c91-s6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot Free", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "never use free consumer tools for proprietary projects"}, {"id": "mai-20260917-0816-smoke|c91-s6|moonshot-small|Cursor", "prompt": "c91-s6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cursor (With Full-Repository Indexing Enabled) ... Less transparent data handling compared to enterprise-focused alternatives"}, {"id": "mai-20260917-0816-smoke|c91-s6|moonshot-small|ChatGPT", "prompt": "c91-s6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Samsung banned ChatGPT after employees accidentally leaked confidential source code."}, {"id": "mai-20260917-0816-smoke|c91-s6|moonshot-small|GitHub Copilot", "prompt": "c91-s6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Even Copilot Business has been criticized for limited control over IP leakage"}, {"id": "mai-20260917-0816-smoke|c91-s6|moonshot-small|Amazon CodeWhisperer / Q Developer", "prompt": "c91-s6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon CodeWhisperer / Q Developer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Proprietary code processed on AWS infrastructure ... Less flexibility for air-gapped or fully private deployments"}, {"id": "mai-20260917-0816-smoke|c91-s6|moonshot-small|Tabnine Enterprise/Private Cloud", "prompt": "c91-s6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Tabnine Enterprise/Private Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Processing within your own AWS/Azure/GCP account; code never leaves your VPC"}, {"id": "mai-20260917-0816-smoke|c91-s6|moonshot-small|CodeLlama", "prompt": "c91-s6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "CodeLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Self-hosted LLMs (e.g., CodeLlama, StarCoder on your infrastructure) | Technical teams wanting full control"}, {"id": "mai-20260917-0816-smoke|c91-s6|moonshot-small|StarCoder", "prompt": "c91-s6", "model": "moonshot-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "StarCoder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Self-hosted LLMs (e.g., CodeLlama, StarCoder on your infrastructure)"}, {"id": "mai-20260917-0816-smoke|c91-s6|xai-small|Free/Individual Tiers of GitHub Copilot (not Business/Enterprise)", "prompt": "c91-s6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Free/Individual Tiers of GitHub Copilot (not Business/Enterprise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Free, Pro, Pro+ plans use your code, prompts, and context for training models by default... risk IP exposure to competitors."}, {"id": "mai-20260917-0816-smoke|c91-s6|xai-small|Codeium Free Tier", "prompt": "c91-s6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Codeium Free Tier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise version safer, but free appeals to cost-conscious SMBs—avoid without verifying opt-outs."}, {"id": "mai-20260917-0816-smoke|c91-s6|xai-small|Cursor (Individual/Free Use)", "prompt": "c91-s6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor (Individual/Free Use)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Privacy Mode (no training on data) is **off by default** for non-enterprise. Recent IDEsaster flaws (CVE-2025-49150) allow prompt injection for data exfil/RCE."}, {"id": "mai-20260917-0816-smoke|c91-s6|xai-small|Amazon Q Developer Free", "prompt": "c91-s6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon Q Developer Free", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Any Unvetted Free/Open AI Tools (e.g., lesser-known like Amazon Q Developer Free, Replit AI)**: High malware/fake tool risks"}, {"id": "mai-20260917-0816-smoke|c91-s6|xai-small|Replit AI", "prompt": "c91-s6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Replit AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Any Unvetted Free/Open AI Tools (e.g., lesser-known like Amazon Q Developer Free, Replit AI)**: High malware/fake tool risks"}, {"id": "mai-20260917-0816-smoke|c91-s6|xai-small|Zed.dev", "prompt": "c91-s6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Zed.dev", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "IDEsaster (2025) hit 30+ flaws in Cursor, Copilot, Zed.dev, etc."}, {"id": "mai-20260917-0816-smoke|c91-s6|xai-small|Tabnine Enterprise/Self-Hosted", "prompt": "c91-s6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Tabnine Enterprise/Self-Hosted", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Code never leaves your infra; no training on your data. SOC 2."}, {"id": "mai-20260917-0816-smoke|c91-s6|xai-small|GitHub Copilot Business", "prompt": "c91-s6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "No training/storage of your code; IP indemnity."}, {"id": "mai-20260917-0816-smoke|c91-s6|xai-small|Continue.dev (Open-Source)", "prompt": "c91-s6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Continue.dev (Open-Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Local/privacy-first; BYO models."}, {"id": "mai-20260917-0816-smoke|c91-s6|xai-small|Amazon CodeWhisperer (Pro)", "prompt": "c91-s6", "model": "xai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon CodeWhisperer (Pro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Enterprise privacy; no training."}, {"id": "mai-20260917-0816-smoke|c91-s6|zai-small|Trae (ByteDance)", "prompt": "c91-s6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Trae (ByteDance)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Mandatory data upload; ownership concerns; graded **C–** with extreme caution | **Avoid for sensitive work**"}, {"id": "mai-20260917-0816-smoke|c91-s6|zai-small|GitHub Copilot", "prompt": "c91-s6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "GitHub Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cloud-based (CLOUD Act concerns); generates code with **2.74x more security vulnerabilities**"}, {"id": "mai-20260917-0816-smoke|c91-s6|zai-small|Claude Code", "prompt": "c91-s6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Claude Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cloud-based; higher token costs; may expose proprietary code to external servers"}, {"id": "mai-20260917-0816-smoke|c91-s6|zai-small|Cursor IDE", "prompt": "c91-s6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cursor IDE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Steeper learning curve; IDE lock-in; deep codebase analysis may send large amounts of proprietary code to the cloud"}, {"id": "mai-20260917-0816-smoke|c91-s6|zai-small|Amazon Q Developer", "prompt": "c91-s6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Amazon Q Developer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AWS-centric; cloud-based; may expose code to AWS infrastructure and training data"}, {"id": "mai-20260917-0816-smoke|c91-s6|zai-small|Tabnine (self-hosted)", "prompt": "c91-s6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Tabnine (self-hosted)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Maximum security — code never leaves your laptop; enterprise-grade"}, {"id": "mai-20260917-0816-smoke|c91-s6|zai-small|Cline", "prompt": "c91-s6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Cline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source; can run with your own API keys; strong for autonomous coding across entire stacks"}, {"id": "mai-20260917-0816-smoke|c91-s6|zai-small|Aider", "prompt": "c91-s6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Aider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Open-source terminal-based; full transparency; self-hosted options available"}, {"id": "mai-20260917-0816-smoke|c91-s6|zai-small|Continue.dev", "prompt": "c91-s6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Continue.dev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Open-source; supports local models (Ollama, LM Studio); no cloud handshake"}, {"id": "mai-20260917-0816-smoke|c91-s6|zai-small|Qwen3-Coder", "prompt": "c91-s6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Qwen3-Coder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Open-source; runs locally; handles complex codebases well; cost-effective"}, {"id": "mai-20260917-0816-smoke|c91-s6|zai-small|Kilo Code", "prompt": "c91-s6", "model": "zai-small", "cat": "ai-coding-assistants", "variant": "negative", "raw": "Kilo Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Low-code/no-code tools (Kilo Code) with human oversight"}, {"id": "mai-20260917-0816-smoke|c92-l1|alibaba-small|Snowflake", "prompt": "c92-l1", "model": "alibaba-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Flexibility and Data Collaboration ... Snowflake is currently the market leader for many enterprises"}, {"id": "mai-20260917-0816-smoke|c92-l1|alibaba-small|Databricks", "prompt": "c92-l1", "model": "alibaba-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for AI-Driven Organizations and Heavy Analytics"}, {"id": "mai-20260917-0816-smoke|c92-l1|alibaba-small|Google BigQuery", "prompt": "c92-l1", "model": "alibaba-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GCP: Go with BigQuery for lowest operational overhead."}, {"id": "mai-20260917-0816-smoke|c92-l1|alibaba-small|Amazon Redshift", "prompt": "c92-l1", "model": "alibaba-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS: Go with Redshift for cost efficiency."}, {"id": "mai-20260917-0816-smoke|c92-l1|alibaba-small|Microsoft Fabric (Synapse Analytics)", "prompt": "c92-l1", "model": "alibaba-small", "cat": "data-warehouses", "variant": "direct", "raw": "Microsoft Fabric (Synapse Analytics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure/Microsoft: Go with Fabric/Synapse for maximum synergy."}, {"id": "mai-20260917-0816-smoke|c92-l1|anthropic-small|Snowflake", "prompt": "c92-l1", "model": "anthropic-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snowflake** is often considered the best choice for enterprise B2B companies"}, {"id": "mai-20260917-0816-smoke|c92-l1|anthropic-small|Google BigQuery", "prompt": "c92-l1", "model": "anthropic-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google BigQuery** is an excellent alternative"}, {"id": "mai-20260917-0816-smoke|c92-l1|anthropic-small|Amazon Redshift", "prompt": "c92-l1", "model": "anthropic-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon Redshift** works well if you: Are already invested in AWS services"}, {"id": "mai-20260917-0816-smoke|c92-l1|anthropic-small|Microsoft Azure Synapse", "prompt": "c92-l1", "model": "anthropic-small", "cat": "data-warehouses", "variant": "direct", "raw": "Microsoft Azure Synapse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Microsoft Azure Synapse** is suitable if you: Use Microsoft 365 and other Azure services"}, {"id": "mai-20260917-0816-smoke|c92-l1|challenger-small|Snowflake", "prompt": "c92-l1", "model": "challenger-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most commonly recommended first evaluation is **Snowflake**, because multiple sources highlight its cross-cloud flexibility"}, {"id": "mai-20260917-0816-smoke|c92-l1|challenger-small|Google BigQuery", "prompt": "c92-l1", "model": "challenger-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google BigQuery**: best if you are on **GCP** or want a **serverless** warehouse"}, {"id": "mai-20260917-0816-smoke|c92-l1|challenger-small|Amazon Redshift", "prompt": "c92-l1", "model": "challenger-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **AWS-native** organizations that want tight integration with the AWS stack"}, {"id": "mai-20260917-0816-smoke|c92-l1|challenger-small|Databricks", "prompt": "c92-l1", "model": "challenger-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best when your enterprise is more **lakehouse / ML / engineering-heavy**"}, {"id": "mai-20260917-0816-smoke|c92-l1|challenger-small|Microsoft Fabric", "prompt": "c92-l1", "model": "challenger-small", "cat": "data-warehouses", "variant": "direct", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for organizations already centered on the **Microsoft/Azure** ecosystem"}, {"id": "mai-20260917-0816-smoke|c92-l1|deepseek-small|Snowflake", "prompt": "c92-l1", "model": "deepseek-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a general enterprise B2B company without a strong cloud lock-in, **Snowflake** is the safest, most proven default"}, {"id": "mai-20260917-0816-smoke|c92-l1|deepseek-small|Google BigQuery", "prompt": "c92-l1", "model": "deepseek-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**No existing cloud commitment, general B2B use** → **Snowflake** or **BigQuery**"}, {"id": "mai-20260917-0816-smoke|c92-l1|deepseek-small|Databricks (SQL/Lakehouse)", "prompt": "c92-l1", "model": "deepseek-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks (SQL/Lakehouse)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Heavy ML/AI + BI** → **Databricks**"}, {"id": "mai-20260917-0816-smoke|c92-l1|deepseek-small|Amazon Redshift", "prompt": "c92-l1", "model": "deepseek-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already AWS-native** → **Redshift**"}, {"id": "mai-20260917-0816-smoke|c92-l1|deepseek-small|Microsoft Fabric / Azure Synapse", "prompt": "c92-l1", "model": "deepseek-small", "cat": "data-warehouses", "variant": "direct", "raw": "Microsoft Fabric / Azure Synapse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Already on Microsoft ecosystem / Azure** → **Microsoft Fabric / Azure Synapse**"}, {"id": "mai-20260917-0816-smoke|c92-l1|deepseek-small|ClickHouse", "prompt": "c92-l1", "model": "deepseek-small", "cat": "data-warehouses", "variant": "direct", "raw": "ClickHouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Real-time sub-second analytics** → **ClickHouse**"}, {"id": "mai-20260917-0816-smoke|c92-l1|google-small|Snowflake", "prompt": "c92-l1", "model": "google-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snowflake's native data sharing is the industry gold standard... Snowflake's secure sharing features outclass the competition."}, {"id": "mai-20260917-0816-smoke|c92-l1|google-small|Databricks", "prompt": "c92-l1", "model": "google-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Databricks if: Your B2B enterprise relies on sophisticated machine learning, AI, or advanced product analytics"}, {"id": "mai-20260917-0816-smoke|c92-l1|google-small|Microsoft Fabric", "prompt": "c92-l1", "model": "google-small", "cat": "data-warehouses", "variant": "direct", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep in Azure? **Microsoft Fabric** is almost certainly the right play."}, {"id": "mai-20260917-0816-smoke|c92-l1|google-small|Google BigQuery", "prompt": "c92-l1", "model": "google-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Google BigQuery if: You are already on Google Cloud and want a highly scalable, serverless SQL warehouse"}, {"id": "mai-20260917-0816-smoke|c92-l1|meta-small|Yellowbrick Data", "prompt": "c92-l1", "model": "meta-small", "cat": "data-warehouses", "variant": "direct", "raw": "Yellowbrick Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top cloud data warehouse solutions include Yellowbrick Data, which offers a data warehouse for distributed clouds"}, {"id": "mai-20260917-0816-smoke|c92-l1|minimax-small|Snowflake", "prompt": "c92-l1", "model": "minimax-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Snowflake** as the top choice"}, {"id": "mai-20260917-0816-smoke|c92-l1|minimax-small|Google BigQuery", "prompt": "c92-l1", "model": "minimax-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google BigQuery** - Choose if you're already GCP-native"}, {"id": "mai-20260917-0816-smoke|c92-l1|minimax-small|Databricks", "prompt": "c92-l1", "model": "minimax-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Databricks** - Choose if your B2B company has significant machine learning or AI workloads"}, {"id": "mai-20260917-0816-smoke|c92-l1|minimax-small|Amazon Redshift", "prompt": "c92-l1", "model": "minimax-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Only choose if you're deeply invested in AWS and committed to reserved capacity pricing."}, {"id": "mai-20260917-0816-smoke|c92-l1|mistral-small|Snowflake", "prompt": "c92-l1", "model": "mistral-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snowflake** is the best choice for most enterprise B2B companies."}, {"id": "mai-20260917-0816-smoke|c92-l1|mistral-small|Databricks", "prompt": "c92-l1", "model": "mistral-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If AI/ML is a core part of your business, **Databricks** is the leader."}, {"id": "mai-20260917-0816-smoke|c92-l1|mistral-small|Google BigQuery", "prompt": "c92-l1", "model": "mistral-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're all-in on Google Cloud, **BigQuery** is a strong option."}, {"id": "mai-20260917-0816-smoke|c92-l1|mistral-small|Amazon Redshift", "prompt": "c92-l1", "model": "mistral-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "is falling behind in innovation and ease of use compared to Snowflake and BigQuery"}, {"id": "mai-20260917-0816-smoke|c92-l1|moonshot-small|Snowflake", "prompt": "c92-l1", "model": "moonshot-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snowflake** remains the safest choice due to its maturity, ease of use, and multi-cloud flexibility"}, {"id": "mai-20260917-0816-smoke|c92-l1|moonshot-small|Databricks", "prompt": "c92-l1", "model": "moonshot-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for AI/ML-Heavy Workloads"}, {"id": "mai-20260917-0816-smoke|c92-l1|moonshot-small|Google BigQuery", "prompt": "c92-l1", "model": "moonshot-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cost Efficiency & GCP Users"}, {"id": "mai-20260917-0816-smoke|c92-l1|moonshot-small|Amazon Redshift", "prompt": "c92-l1", "model": "moonshot-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for AWS-Native Shops"}, {"id": "mai-20260917-0816-smoke|c92-l1|openai-small|Snowflake", "prompt": "c92-l1", "model": "openai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snowflake is the best general-purpose cloud data warehouse for an enterprise B2B company"}, {"id": "mai-20260917-0816-smoke|c92-l1|openai-small|BigQuery", "prompt": "c92-l1", "model": "openai-small", "cat": "data-warehouses", "variant": "direct", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose BigQuery if you are heavily on GCP"}, {"id": "mai-20260917-0816-smoke|c92-l1|openai-small|Databricks SQL", "prompt": "c92-l1", "model": "openai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Databricks SQL if your company's core need is a lakehouse"}, {"id": "mai-20260917-0816-smoke|c92-l1|openai-small|Redshift", "prompt": "c92-l1", "model": "openai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Redshift mainly if you are deeply committed to AWS"}, {"id": "mai-20260917-0816-smoke|c92-l1|xai-small|Snowflake", "prompt": "c92-l1", "model": "xai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snowflake stands out as the top choice for many enterprises due to its multi-cloud flexibility, ease of use, and strong adoption."}, {"id": "mai-20260917-0816-smoke|c92-l1|xai-small|Amazon Redshift", "prompt": "c92-l1", "model": "xai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Go Redshift** if you're all-in on AWS (cheapest long-term for steady loads)."}, {"id": "mai-20260917-0816-smoke|c92-l1|xai-small|Google BigQuery", "prompt": "c92-l1", "model": "xai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick BigQuery** for serverless/low-ops, GCP/ML focus."}, {"id": "mai-20260917-0816-smoke|c92-l1|xai-small|Databricks", "prompt": "c92-l1", "model": "xai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Databricks** if blending warehouse + lake/ML (e.g., for advanced analytics)."}, {"id": "mai-20260917-0816-smoke|c92-l1|xai-small|Azure Synapse", "prompt": "c92-l1", "model": "xai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Azure Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "mentions of Databricks/Azure Synapse"}, {"id": "mai-20260917-0816-smoke|c92-l1|zai-small|Snowflake", "prompt": "c92-l1", "model": "zai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best cloud data warehouse today is Snowflake**"}, {"id": "mai-20260917-0816-smoke|c92-l1|zai-small|Google BigQuery", "prompt": "c92-l1", "model": "zai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BigQuery** wins if you are **GCP‑centric** and need **very low per‑TB cost**"}, {"id": "mai-20260917-0816-smoke|c92-l1|zai-small|Amazon Redshift", "prompt": "c92-l1", "model": "zai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Redshift** wins if you are **AWS‑heavy** and want a mature, cost‑optimized warehouse"}, {"id": "mai-20260917-0816-smoke|c92-l1|zai-small|Azure Synapse Analytics", "prompt": "c92-l1", "model": "zai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Synapse** wins if you are **Azure‑heavy**"}, {"id": "mai-20260917-0816-smoke|c92-l1|zai-small|Databricks", "prompt": "c92-l1", "model": "zai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Databricks** wins when **AI/ML scoring** is the primary business driver"}, {"id": "mai-20260917-0816-smoke|c92-l1|zai-small|Yellowbrick (Distributed Cloud)", "prompt": "c92-l1", "model": "zai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Yellowbrick (Distributed Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for enterprises that must keep certain B2B data **on‑prem**"}, {"id": "mai-20260917-0816-smoke|c92-l2|alibaba-small|Snowflake", "prompt": "c92-l2", "model": "alibaba-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Snowflake** unless you have a compelling reason otherwise"}, {"id": "mai-20260917-0816-smoke|c92-l2|alibaba-small|Databricks", "prompt": "c92-l2", "model": "alibaba-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Heavy ML/data science focus? → **Databricks** or **BigQuery**"}, {"id": "mai-20260917-0816-smoke|c92-l2|alibaba-small|Amazon Redshift", "prompt": "c92-l2", "model": "alibaba-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Already AWS-heavy? → **Redshift** reduces friction"}, {"id": "mai-20260917-0816-smoke|c92-l2|alibaba-small|Google BigQuery", "prompt": "c92-l2", "model": "alibaba-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want minimal ops? → **BigQuery**"}, {"id": "mai-20260917-0816-smoke|c92-l2|anthropic-small|Snowflake", "prompt": "c92-l2", "model": "anthropic-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Snowflake** - Known for scalability, ease of use, and strong performance with large data volumes."}, {"id": "mai-20260917-0816-smoke|c92-l2|anthropic-small|Google BigQuery", "prompt": "c92-l2", "model": "anthropic-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Google BigQuery** - Excellent for organizations already in the Google Cloud ecosystem."}, {"id": "mai-20260917-0816-smoke|c92-l2|anthropic-small|Amazon Redshift", "prompt": "c92-l2", "model": "anthropic-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Amazon Redshift** - Strong choice if you're AWS-focused."}, {"id": "mai-20260917-0816-smoke|c92-l2|anthropic-small|Databricks", "prompt": "c92-l2", "model": "anthropic-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Databricks** - Popular for organizations needing both data warehousing and advanced analytics/AI capabilities."}, {"id": "mai-20260917-0816-smoke|c92-l2|anthropic-small|Microsoft Azure Synapse Analytics", "prompt": "c92-l2", "model": "anthropic-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Microsoft Azure Synapse Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Microsoft Azure Synapse Analytics** - Best if you're heavily invested in Microsoft products"}, {"id": "mai-20260917-0816-smoke|c92-l2|challenger-small|Snowflake", "prompt": "c92-l2", "model": "challenger-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Snowflake** as the default choice"}, {"id": "mai-20260917-0816-smoke|c92-l2|challenger-small|Google BigQuery", "prompt": "c92-l2", "model": "challenger-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google BigQuery** if your company wants a more **serverless** model"}, {"id": "mai-20260917-0816-smoke|c92-l2|challenger-small|Amazon Redshift", "prompt": "c92-l2", "model": "challenger-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon Redshift** if your company is strongly **AWS-native**"}, {"id": "mai-20260917-0816-smoke|c92-l2|challenger-small|Azure Synapse Analytics", "prompt": "c92-l2", "model": "challenger-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if the organization is deeply invested in **Microsoft/Azure**"}, {"id": "mai-20260917-0816-smoke|c92-l2|challenger-small|Databricks SQL", "prompt": "c92-l2", "model": "challenger-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if the workload is heavily **ML/lakehouse/unstructured-data** oriented"}, {"id": "mai-20260917-0816-smoke|c92-l2|deepseek-small|Snowflake", "prompt": "c92-l2", "model": "deepseek-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bottom line: Start with **Snowflake** (with Databricks as the strongest alternative)"}, {"id": "mai-20260917-0816-smoke|c92-l2|deepseek-small|Databricks", "prompt": "c92-l2", "model": "deepseek-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The key alternative: Databricks"}, {"id": "mai-20260917-0816-smoke|c92-l2|deepseek-small|BigQuery", "prompt": "c92-l2", "model": "deepseek-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid unless you're deeply committed: **BigQuery** — excellent value and serverless simplicity, but best only if you're already all-in on GCP."}, {"id": "mai-20260917-0816-smoke|c92-l2|deepseek-small|Redshift", "prompt": "c92-l2", "model": "deepseek-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Redshift** — only if you're fully committed to AWS with reserved capacity; it's generally falling behind on governance and modern workloads."}, {"id": "mai-20260917-0816-smoke|c92-l2|google-small|Snowflake", "prompt": "c92-l2", "model": "google-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snowflake is the safest and most business-enabling starting point"}, {"id": "mai-20260917-0816-smoke|c92-l2|google-small|Databricks", "prompt": "c92-l2", "model": "google-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your organization already employs a large team of data scientists ... Databricks is the superior platform"}, {"id": "mai-20260917-0816-smoke|c92-l2|google-small|Microsoft Fabric", "prompt": "c92-l2", "model": "google-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Ultimate Consolidation Play for Microsoft-Centric Companies"}, {"id": "mai-20260917-0816-smoke|c92-l2|google-small|Google BigQuery", "prompt": "c92-l2", "model": "google-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Honorable Mentions ... BigQuery is highly attractive"}, {"id": "mai-20260917-0816-smoke|c92-l2|google-small|Amazon Redshift", "prompt": "c92-l2", "model": "google-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Redshift (particularly Redshift Serverless) remains a powerful, highly secure choice"}, {"id": "mai-20260917-0816-smoke|c92-l2|meta-small|Snowflake", "prompt": "c92-l2", "model": "meta-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "would be Snowflake, Google BigQuery, Amazon Redshift, Databricks, or Microsoft Fabric"}, {"id": "mai-20260917-0816-smoke|c92-l2|meta-small|Google BigQuery", "prompt": "c92-l2", "model": "meta-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "would be Snowflake, Google BigQuery, Amazon Redshift, Databricks, or Microsoft Fabric"}, {"id": "mai-20260917-0816-smoke|c92-l2|meta-small|Amazon Redshift", "prompt": "c92-l2", "model": "meta-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "would be Snowflake, Google BigQuery, Amazon Redshift, Databricks, or Microsoft Fabric"}, {"id": "mai-20260917-0816-smoke|c92-l2|meta-small|Databricks", "prompt": "c92-l2", "model": "meta-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "lakehouse and machine learning capabilities"}, {"id": "mai-20260917-0816-smoke|c92-l2|meta-small|Microsoft Fabric", "prompt": "c92-l2", "model": "meta-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Microsoft Fabric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "integration with Microsoft services"}, {"id": "mai-20260917-0816-smoke|c92-l2|minimax-small|Snowflake", "prompt": "c92-l2", "model": "minimax-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Snowflake** as the top choice"}, {"id": "mai-20260917-0816-smoke|c92-l2|minimax-small|Google BigQuery", "prompt": "c92-l2", "model": "minimax-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google BigQuery** and **Databricks** as strong alternatives"}, {"id": "mai-20260917-0816-smoke|c92-l2|minimax-small|Databricks", "prompt": "c92-l2", "model": "minimax-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Databricks** (if you prioritize AI/ML)"}, {"id": "mai-20260917-0816-smoke|c92-l2|minimax-small|Amazon Redshift", "prompt": "c92-l2", "model": "minimax-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Amazon Redshift** (if AWS-native)"}, {"id": "mai-20260917-0816-smoke|c92-l2|mistral-small|Snowflake", "prompt": "c92-l2", "model": "mistral-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies, **Snowflake** and **Amazon Redshift** are the top choices"}, {"id": "mai-20260917-0816-smoke|c92-l2|mistral-small|Amazon Redshift", "prompt": "c92-l2", "model": "mistral-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Snowflake** and **Amazon Redshift** are the top choices due to their proven scalability"}, {"id": "mai-20260917-0816-smoke|c92-l2|mistral-small|Google BigQuery", "prompt": "c92-l2", "model": "mistral-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already in the Microsoft or Google cloud, **Microsoft Fabric** or **BigQuery** may be more strategic."}, {"id": "mai-20260917-0816-smoke|c92-l2|mistral-small|Microsoft Fabric (including Azure Synapse Analytics)", "prompt": "c92-l2", "model": "mistral-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Microsoft Fabric (including Azure Synapse Analytics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for organizations already using Microsoft products."}, {"id": "mai-20260917-0816-smoke|c92-l2|mistral-small|Databricks SQL", "prompt": "c92-l2", "model": "mistral-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For advanced analytics and AI/ML, **Databricks SQL** is a strong contender."}, {"id": "mai-20260917-0816-smoke|c92-l2|moonshot-small|Snowflake", "prompt": "c92-l2", "model": "moonshot-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### **Primary Choice: Snowflake**"}, {"id": "mai-20260917-0816-smoke|c92-l2|moonshot-small|Databricks", "prompt": "c92-l2", "model": "moonshot-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### **Alternative: Databricks**"}, {"id": "mai-20260917-0816-smoke|c92-l2|moonshot-small|Google BigQuery", "prompt": "c92-l2", "model": "moonshot-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google BigQuery** as a strong alternative if you're already Google Cloud-native"}, {"id": "mai-20260917-0816-smoke|c92-l2|openai-small|Snowflake", "prompt": "c92-l2", "model": "openai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Snowflake**"}, {"id": "mai-20260917-0816-smoke|c92-l2|openai-small|BigQuery", "prompt": "c92-l2", "model": "openai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BigQuery** is a great pick if you're already deep in **Google Cloud**"}, {"id": "mai-20260917-0816-smoke|c92-l2|openai-small|Amazon Redshift", "prompt": "c92-l2", "model": "openai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the natural choice if your company is heavily invested in **AWS**"}, {"id": "mai-20260917-0816-smoke|c92-l2|openai-small|Databricks SQL", "prompt": "c92-l2", "model": "openai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if your \"warehouse\" is really part of a broader **lakehouse + ML/data engineering** platform"}, {"id": "mai-20260917-0816-smoke|c92-l2|xai-small|Snowflake", "prompt": "c92-l2", "model": "xai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snowflake** is my top recommendation for a large B2B company with thousands of employees."}, {"id": "mai-20260917-0816-smoke|c92-l2|xai-small|Google BigQuery", "prompt": "c92-l2", "model": "xai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You're on GCP, need serverless ad-hoc analytics, or prioritize cost for variable workloads."}, {"id": "mai-20260917-0816-smoke|c92-l2|xai-small|Amazon Redshift", "prompt": "c92-l2", "model": "xai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep AWS integration (e.g., with S3, SageMaker). Serverless option now available."}, {"id": "mai-20260917-0816-smoke|c92-l2|xai-small|Databricks", "prompt": "c92-l2", "model": "xai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Heavy AI/ML focus or lakehouse needs (Unity Catalog). | Higher cost/complexity if pure warehousing is the goal."}, {"id": "mai-20260917-0816-smoke|c92-l2|zai-small|Snowflake", "prompt": "c92-l2", "model": "zai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend considering **Snowflake** as your primary analytical data warehouse platform"}, {"id": "mai-20260917-0816-smoke|c92-l2|zai-small|Google BigQuery", "prompt": "c92-l2", "model": "zai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Google BigQuery** or **Amazon Redshift** as strong alternatives"}, {"id": "mai-20260917-0816-smoke|c92-l2|zai-small|Amazon Redshift", "prompt": "c92-l2", "model": "zai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Google BigQuery** or **Amazon Redshift** as strong alternatives"}, {"id": "mai-20260917-0816-smoke|c92-l3|alibaba-small|Snowflake", "prompt": "c92-l3", "model": "alibaba-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Snowflake** if you want the safest bet for general-purpose BI and multi-cloud compatibility."}, {"id": "mai-20260917-0816-smoke|c92-l3|alibaba-small|Google BigQuery", "prompt": "c92-l3", "model": "alibaba-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **BigQuery/Redshift/Fabric** if your company is locked into the Google, Amazon, or Microsoft ecosystems respectively"}, {"id": "mai-20260917-0816-smoke|c92-l3|alibaba-small|Amazon Redshift", "prompt": "c92-l3", "model": "alibaba-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For:** Large enterprises already committed to AWS who prioritize cost predictability"}, {"id": "mai-20260917-0816-smoke|c92-l3|alibaba-small|Databricks", "prompt": "c92-l3", "model": "alibaba-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose **Databricks** if your primary use case involves heavy Machine Learning or you are building a modern data platform from scratch."}, {"id": "mai-20260917-0816-smoke|c92-l3|alibaba-small|Microsoft Fabric", "prompt": "c92-l3", "model": "alibaba-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fabric is a unified SaaS offering that combines warehousing, real-time analytics, data engineering, and business intelligence"}, {"id": "mai-20260917-0816-smoke|c92-l3|anthropic-small|Snowflake", "prompt": "c92-l3", "model": "anthropic-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The most widely adopted platforms in 2026 are Snowflake, Google BigQuery, Amazon Redshift, Databricks SQL Warehouse, and Azure Synapse Analytics."}, {"id": "mai-20260917-0816-smoke|c92-l3|anthropic-small|Google BigQuery", "prompt": "c92-l3", "model": "anthropic-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mostly GCP + lots of exploration + spiky usage → BigQuery"}, {"id": "mai-20260917-0816-smoke|c92-l3|anthropic-small|Amazon Redshift", "prompt": "c92-l3", "model": "anthropic-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mostly AWS + classic warehouse + stable reporting → Redshift"}, {"id": "mai-20260917-0816-smoke|c92-l3|anthropic-small|Databricks SQL Warehouse", "prompt": "c92-l3", "model": "anthropic-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks SQL Warehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Snowflake and Databricks offer multi-cloud flexibility"}, {"id": "mai-20260917-0816-smoke|c92-l3|anthropic-small|Azure Synapse Analytics", "prompt": "c92-l3", "model": "anthropic-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mostly Azure + structured EDW approach → Synapse"}, {"id": "mai-20260917-0816-smoke|c92-l3|challenger-small|Snowflake", "prompt": "c92-l3", "model": "challenger-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Snowflake** for the most balanced enterprise warehouse with multi-cloud flexibility and strong governance."}, {"id": "mai-20260917-0816-smoke|c92-l3|challenger-small|Google BigQuery", "prompt": "c92-l3", "model": "challenger-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **BigQuery** if you want the simplest managed experience and you are already on Google Cloud."}, {"id": "mai-20260917-0816-smoke|c92-l3|challenger-small|Amazon Redshift", "prompt": "c92-l3", "model": "challenger-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Redshift** if your organization is deeply invested in AWS."}, {"id": "mai-20260917-0816-smoke|c92-l3|challenger-small|Databricks", "prompt": "c92-l3", "model": "challenger-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Databricks** if analytics and ML/AI are equally important."}, {"id": "mai-20260917-0816-smoke|c92-l3|challenger-small|Microsoft Fabric", "prompt": "c92-l3", "model": "challenger-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Fabric** if your analytics stack is centered on Microsoft tools."}, {"id": "mai-20260917-0816-smoke|c92-l3|deepseek-small|Snowflake", "prompt": "c92-l3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Snowflake → If concurrency, developer experience, multi-cloud, and data sharing matter most."}, {"id": "mai-20260917-0816-smoke|c92-l3|deepseek-small|Amazon Redshift", "prompt": "c92-l3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Redshift → If you're already deeply invested in AWS and prefer reserved capacity."}, {"id": "mai-20260917-0816-smoke|c92-l3|deepseek-small|Google BigQuery", "prompt": "c92-l3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BigQuery → If you're on GCP and want truly serverless, zero-maintenance analytics."}, {"id": "mai-20260917-0816-smoke|c92-l3|deepseek-small|Microsoft Fabric / Azure Synapse", "prompt": "c92-l3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric / Azure Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft Fabric/Synapse → If you're standardized on Azure + Power BI."}, {"id": "mai-20260917-0816-smoke|c92-l3|deepseek-small|Databricks", "prompt": "c92-l3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Databricks → If your workload is half data science/ML and you want open lakehouse formats."}, {"id": "mai-20260917-0816-smoke|c92-l3|google-small|Snowflake", "prompt": "c92-l3", "model": "google-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snowflake: The Multi-Cloud Standard"}, {"id": "mai-20260917-0816-smoke|c92-l3|google-small|Databricks (SQL)", "prompt": "c92-l3", "model": "google-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks (SQL)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Databricks (SQL): The Lakehouse Pioneer"}, {"id": "mai-20260917-0816-smoke|c92-l3|google-small|Google BigQuery", "prompt": "c92-l3", "model": "google-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose BigQuery if you are already on Google Cloud"}, {"id": "mai-20260917-0816-smoke|c92-l3|google-small|Amazon Redshift", "prompt": "c92-l3", "model": "google-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Redshift if your infrastructure is entirely on AWS"}, {"id": "mai-20260917-0816-smoke|c92-l3|google-small|Microsoft Fabric", "prompt": "c92-l3", "model": "google-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Microsoft Fabric if you are a \"Microsoft shop\""}, {"id": "mai-20260917-0816-smoke|c92-l3|google-small|Azure Synapse Analytics", "prompt": "c92-l3", "model": "google-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Microsoft has pivoted heavily away from its legacy Azure Synapse Analytics PaaS"}, {"id": "mai-20260917-0816-smoke|c92-l3|meta-small|Amazon Redshift", "prompt": "c92-l3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "AWS-native: Amazon Redshift"}, {"id": "mai-20260917-0816-smoke|c92-l3|meta-small|Microsoft Azure Synapse Analytics", "prompt": "c92-l3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Azure Synapse Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Azure Synapse Analytics is best for Microsoft-first enterprises"}, {"id": "mai-20260917-0816-smoke|c92-l3|meta-small|Google BigQuery", "prompt": "c92-l3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "No existing cloud commitment, general use: Google BigQuery or Snowflake"}, {"id": "mai-20260917-0816-smoke|c92-l3|meta-small|Snowflake", "prompt": "c92-l3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "No existing cloud commitment, general use: Google BigQuery or Snowflake"}, {"id": "mai-20260917-0816-smoke|c92-l3|meta-small|Microsoft Fabric", "prompt": "c92-l3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure-native / Microsoft ecosystem: Microsoft Fabric / Azure Synapse Analytics"}, {"id": "mai-20260917-0816-smoke|c92-l3|meta-small|Databricks", "prompt": "c92-l3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ML/AI + BI unified: Databricks SQL"}, {"id": "mai-20260917-0816-smoke|c92-l3|meta-small|ClickHouse", "prompt": "c92-l3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "ClickHouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Real-time sub-second analytics: ClickHouse"}, {"id": "mai-20260917-0816-smoke|c92-l3|minimax-small|Snowflake", "prompt": "c92-l3", "model": "minimax-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snowflake and BigQuery tend to lead in flexibility"}, {"id": "mai-20260917-0816-smoke|c92-l3|minimax-small|Google BigQuery", "prompt": "c92-l3", "model": "minimax-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Snowflake and BigQuery tend to lead in flexibility"}, {"id": "mai-20260917-0816-smoke|c92-l3|minimax-small|Amazon Redshift", "prompt": "c92-l3", "model": "minimax-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Redshift and Azure Synapse are preferred for AWS and Azure-centric environments respectively"}, {"id": "mai-20260917-0816-smoke|c92-l3|minimax-small|Microsoft Azure Synapse Analytics / Fabric", "prompt": "c92-l3", "model": "minimax-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Azure Synapse Analytics / Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Redshift and Azure Synapse are preferred for AWS and Azure-centric environments respectively"}, {"id": "mai-20260917-0816-smoke|c92-l3|minimax-small|Databricks SQL Warehouse", "prompt": "c92-l3", "model": "minimax-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks SQL Warehouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for organizations focused on data science and AI"}, {"id": "mai-20260917-0816-smoke|c92-l3|mistral-small|Snowflake", "prompt": "c92-l3", "model": "mistral-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Snowflake** – Known for its cloud-native architecture, multi-cloud support, and strong data sharing capabilities."}, {"id": "mai-20260917-0816-smoke|c92-l3|mistral-small|Google BigQuery", "prompt": "c92-l3", "model": "mistral-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A serverless, highly scalable data warehouse that charges per query or capacity."}, {"id": "mai-20260917-0816-smoke|c92-l3|mistral-small|Amazon Redshift", "prompt": "c92-l3", "model": "mistral-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A massively parallel processing (MPP) data warehouse designed for enterprise analytics within the AWS ecosystem."}, {"id": "mai-20260917-0816-smoke|c92-l3|mistral-small|Microsoft Azure Synapse Analytics", "prompt": "c92-l3", "model": "mistral-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Azure Synapse Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides end-to-end analytics solutions, including data integration, enterprise data warehousing, and big data analytics"}, {"id": "mai-20260917-0816-smoke|c92-l3|mistral-small|Databricks SQL Warehouse", "prompt": "c92-l3", "model": "mistral-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks SQL Warehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Part of the Databricks lakehouse platform, it offers a SQL engine for analytics"}, {"id": "mai-20260917-0816-smoke|c92-l3|moonshot-small|Snowflake", "prompt": "c92-l3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Snowflake** if you need multi-cloud flexibility, want to avoid vendor lock-in, or prioritize data sharing across organizations"}, {"id": "mai-20260917-0816-smoke|c92-l3|moonshot-small|Amazon Redshift", "prompt": "c92-l3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Redshift** if you're heavily invested in AWS, have predictable workloads"}, {"id": "mai-20260917-0816-smoke|c92-l3|moonshot-small|Google BigQuery", "prompt": "c92-l3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose BigQuery** if you want true serverless operation"}, {"id": "mai-20260917-0816-smoke|c92-l3|moonshot-small|Microsoft Azure Synapse Analytics", "prompt": "c92-l3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Azure Synapse Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Azure Synapse** if you're a Microsoft shop using Power BI"}, {"id": "mai-20260917-0816-smoke|c92-l3|moonshot-small|Databricks SQL Warehouse", "prompt": "c92-l3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks SQL Warehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lakehouse architecture, strong for AI/ML workloads"}, {"id": "mai-20260917-0816-smoke|c92-l3|moonshot-small|Microsoft Fabric", "prompt": "c92-l3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Newer unified data platform (evolution of Synapse)"}, {"id": "mai-20260917-0816-smoke|c92-l3|moonshot-small|Oracle Autonomous Data Warehouse", "prompt": "c92-l3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Oracle Autonomous Data Warehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for Oracle database migrations"}, {"id": "mai-20260917-0816-smoke|c92-l3|moonshot-small|Teradata Vantage", "prompt": "c92-l3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Teradata Vantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for very large enterprises with existing Teradata investments"}, {"id": "mai-20260917-0816-smoke|c92-l3|openai-small|Snowflake", "prompt": "c92-l3", "model": "openai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Snowflake** if you want the most balanced enterprise warehouse with strong sharing and multi-cloud support."}, {"id": "mai-20260917-0816-smoke|c92-l3|openai-small|Google BigQuery", "prompt": "c92-l3", "model": "openai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **BigQuery** if you want the simplest serverless architecture."}, {"id": "mai-20260917-0816-smoke|c92-l3|openai-small|Amazon Redshift", "prompt": "c92-l3", "model": "openai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Redshift** if you are all-in on AWS."}, {"id": "mai-20260917-0816-smoke|c92-l3|openai-small|Microsoft Fabric Warehouse / Azure Synapse dedicated SQL pool", "prompt": "c92-l3", "model": "openai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric Warehouse / Azure Synapse dedicated SQL pool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Fabric Warehouse / Synapse** if you're invested in Microsoft analytics tools."}, {"id": "mai-20260917-0816-smoke|c92-l3|openai-small|Databricks SQL Warehouse", "prompt": "c92-l3", "model": "openai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks SQL Warehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often included in broader \"cloud analytics warehouse\" comparisons, though it's more lakehouse-oriented than a classic warehouse"}, {"id": "mai-20260917-0816-smoke|c92-l3|xai-small|Snowflake", "prompt": "c92-l3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Multi-cloud BI, data sharing, high concurrency ... multi-cloud → Snowflake"}, {"id": "mai-20260917-0816-smoke|c92-l3|xai-small|Google BigQuery", "prompt": "c92-l3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Serverless ad-hoc/ML analytics, streaming"}, {"id": "mai-20260917-0816-smoke|c92-l3|xai-small|Amazon Redshift", "prompt": "c92-l3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AWS-integrated batch workloads"}, {"id": "mai-20260917-0816-smoke|c92-l3|xai-small|Microsoft Fabric", "prompt": "c92-l3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft/Power BI ecosystems, end-to-end analytics"}, {"id": "mai-20260917-0816-smoke|c92-l3|xai-small|Databricks", "prompt": "c92-l3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ML/AI, data engineering, unified lakehouse"}, {"id": "mai-20260917-0816-smoke|c92-l3|xai-small|ClickHouse", "prompt": "c92-l3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "ClickHouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like ClickHouse (real-time) or Teradata (legacy modernization) are niche."}, {"id": "mai-20260917-0816-smoke|c92-l3|xai-small|Teradata", "prompt": "c92-l3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Teradata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Teradata (legacy modernization) are niche"}, {"id": "mai-20260917-0816-smoke|c92-l3|zai-small|Amazon Redshift", "prompt": "c92-l3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're already invested in AWS, Redshift is often the lowest-friction choice."}, {"id": "mai-20260917-0816-smoke|c92-l3|zai-small|Google BigQuery", "prompt": "c92-l3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For GCP-only shops, BigQuery is the natural pick."}, {"id": "mai-20260917-0816-smoke|c92-l3|zai-small|Snowflake", "prompt": "c92-l3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you need cross-company data sharing or multi-cloud flexibility, Snowflake is usually the go-to."}, {"id": "mai-20260917-0816-smoke|c92-l3|zai-small|Azure Synapse Analytics", "prompt": "c92-l3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft-centric organizations should look at Synapse or Fabric."}, {"id": "mai-20260917-0816-smoke|c92-l3|zai-small|Databricks SQL Warehouse", "prompt": "c92-l3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks SQL Warehouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For analytics + ML on the same platform, Databricks shines."}, {"id": "mai-20260917-0816-smoke|c92-l3|zai-small|Microsoft Fabric", "prompt": "c92-l3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "End-to-end analytics with Power BI | Microsoft Fabric"}, {"id": "mai-20260917-0816-smoke|c92-l3|zai-small|Oracle Autonomous Data Warehouse (ADW)", "prompt": "c92-l3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Oracle Autonomous Data Warehouse (ADW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Oracle-centric ERP/CRM | Oracle ADW"}, {"id": "mai-20260917-0816-smoke|c92-l3|zai-small|SAP Datasphere", "prompt": "c92-l3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "SAP Datasphere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For SAP-heavy environments, SAP Datasphere is the most integrated."}, {"id": "mai-20260917-0816-smoke|c92-l3|zai-small|ClickHouse Cloud", "prompt": "c92-l3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "High-throughput time-series / IoT | ClickHouse Cloud"}, {"id": "mai-20260917-0816-smoke|c92-l3|zai-small|IBM Db2 Warehouse on Cloud", "prompt": "c92-l3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "IBM Db2 Warehouse on Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other notable players: IBM Db2 Warehouse on Cloud, Cloudera Data Platform, Firebolt"}, {"id": "mai-20260917-0816-smoke|c92-l3|zai-small|Cloudera Data Platform", "prompt": "c92-l3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Cloudera Data Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other notable players: IBM Db2 Warehouse on Cloud, Cloudera Data Platform, Firebolt"}, {"id": "mai-20260917-0816-smoke|c92-l3|zai-small|Firebolt", "prompt": "c92-l3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Firebolt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "each has niche strengths but the above eight are the de-facto \"top\" choices"}, {"id": "mai-20260917-0816-smoke|c92-l4|alibaba-small|Amazon Redshift", "prompt": "c92-l4", "model": "alibaba-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best cloud data warehouse is **Amazon Redshift**"}, {"id": "mai-20260917-0816-smoke|c92-l4|alibaba-small|Snowflake", "prompt": "c92-l4", "model": "alibaba-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why Not Snowflake? (The \"Trap\") ... Cost Volatility ... Price Premium"}, {"id": "mai-20260917-0816-smoke|c92-l4|alibaba-small|Azure Synapse Analytics Dedicated SQL Pool", "prompt": "c92-l4", "model": "alibaba-small", "cat": "data-warehouses", "variant": "budget", "raw": "Azure Synapse Analytics Dedicated SQL Pool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Closest Alternative: Azure Synapse Dedicated SQL Pool"}, {"id": "mai-20260917-0816-smoke|c92-l4|alibaba-small|Google BigQuery", "prompt": "c92-l4", "model": "alibaba-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "On-Demand Pricing (The Danger Zone) ... shockingly high and unpredictable bill"}, {"id": "mai-20260917-0816-smoke|c92-l4|anthropic-small|Amazon Redshift", "prompt": "c92-l4", "model": "anthropic-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your workload is predictable reporting across thousands of users, Redshift with reserved instances offers the best cost certainty."}, {"id": "mai-20260917-0816-smoke|c92-l4|anthropic-small|BigQuery", "prompt": "c92-l4", "model": "anthropic-small", "cat": "data-warehouses", "variant": "budget", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BigQuery's flat-rate pricing is ideal for businesses that deal with large volumes of data and want predictable data costs"}, {"id": "mai-20260917-0816-smoke|c92-l4|anthropic-small|Snowflake", "prompt": "c92-l4", "model": "anthropic-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "forcing customers serving 1,000 concurrent users to pay for dozens of duplicate warehouses running simultaneously"}, {"id": "mai-20260917-0816-smoke|c92-l4|anthropic-small|ClickHouse", "prompt": "c92-l4", "model": "anthropic-small", "cat": "data-warehouses", "variant": "budget", "raw": "ClickHouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider ClickHouse or MotherDuck to avoid the exponential cost multiplication of traditional warehouse scaling"}, {"id": "mai-20260917-0816-smoke|c92-l4|anthropic-small|MotherDuck", "prompt": "c92-l4", "model": "anthropic-small", "cat": "data-warehouses", "variant": "budget", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "MotherDuck provides fully serverless, auto-scaling compute with precise per-second billing"}, {"id": "mai-20260917-0816-smoke|c92-l4|challenger-small|Amazon Redshift", "prompt": "c92-l4", "model": "challenger-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon Redshift** is the strongest fit *if the company is AWS-native and can commit to reserved capacity*"}, {"id": "mai-20260917-0816-smoke|c92-l4|challenger-small|Snowflake", "prompt": "c92-l4", "model": "challenger-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for **multi-cloud enterprise** needs and strong data sharing, but usually at a higher cost"}, {"id": "mai-20260917-0816-smoke|c92-l4|challenger-small|BigQuery", "prompt": "c92-l4", "model": "challenger-small", "cat": "data-warehouses", "variant": "budget", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **burstier or unpredictable** usage, not for the most predictable total cost across thousands of users"}, {"id": "mai-20260917-0816-smoke|c92-l4|deepseek-small|Google BigQuery", "prompt": "c92-l4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest answer is **Google BigQuery in the capacity (flat-rate) pricing model**"}, {"id": "mai-20260917-0816-smoke|c92-l4|deepseek-small|Amazon Redshift", "prompt": "c92-l4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon Redshift (provisioned with reserved instances)** as the runner-up"}, {"id": "mai-20260917-0816-smoke|c92-l4|deepseek-small|Snowflake", "prompt": "c92-l4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cost scales with compute and **concurrency** (extra clusters = more credits). Great TCO but requires careful sizing to stay predictable"}, {"id": "mai-20260917-0816-smoke|c92-l4|google-small|Google BigQuery", "prompt": "c92-l4", "model": "google-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the two best options for securing predictable costs across thousands of users are **Google BigQuery (via Editions with Slot Commitments)** and **Amazon Redshift**"}, {"id": "mai-20260917-0816-smoke|c92-l4|google-small|Amazon Redshift", "prompt": "c92-l4", "model": "google-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Amazon Redshift Provisioned (using RA3 nodes)** is the industry standard for predictable, hardware-bound pricing."}, {"id": "mai-20260917-0816-smoke|c92-l4|google-small|Microsoft Fabric / Azure Synapse", "prompt": "c92-l4", "model": "google-small", "cat": "data-warehouses", "variant": "budget", "raw": "Microsoft Fabric / Azure Synapse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### Alternative: Microsoft Fabric / Azure Synapse (Best for Azure-Native Orgs)"}, {"id": "mai-20260917-0816-smoke|c92-l4|google-small|Snowflake", "prompt": "c92-l4", "model": "google-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "### Why Snowflake is Harder to Predict at This Scale"}, {"id": "mai-20260917-0816-smoke|c92-l4|meta-small|Redshift", "prompt": "c92-l4", "model": "meta-small", "cat": "data-warehouses", "variant": "budget", "raw": "Redshift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For steady, high-volume workloads, Redshift 3-year full upfront and Azure reserved instances can deliver the best economics"}, {"id": "mai-20260917-0816-smoke|c92-l4|meta-small|Azure reserved instances", "prompt": "c92-l4", "model": "meta-small", "cat": "data-warehouses", "variant": "budget", "raw": "Azure reserved instances", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Redshift 3-year full upfront and Azure reserved instances can deliver the best economics, with savings of up to 63% and 54%, respectively"}, {"id": "mai-20260917-0816-smoke|c92-l4|meta-small|BigQuery", "prompt": "c92-l4", "model": "meta-small", "cat": "data-warehouses", "variant": "budget", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For variable or unpredictable workloads, serverless pricing models such as BigQuery on-demand ... can be more cost-effective"}, {"id": "mai-20260917-0816-smoke|c92-l4|meta-small|Athena", "prompt": "c92-l4", "model": "meta-small", "cat": "data-warehouses", "variant": "budget", "raw": "Athena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "serverless pricing models such as BigQuery on-demand, Athena, or Azure Synapse serverless can be more cost-effective"}, {"id": "mai-20260917-0816-smoke|c92-l4|meta-small|Azure Synapse serverless", "prompt": "c92-l4", "model": "meta-small", "cat": "data-warehouses", "variant": "budget", "raw": "Azure Synapse serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "serverless pricing models such as BigQuery on-demand, Athena, or Azure Synapse serverless can be more cost-effective"}, {"id": "mai-20260917-0816-smoke|c92-l4|meta-small|ClickHouse Cloud", "prompt": "c92-l4", "model": "meta-small", "cat": "data-warehouses", "variant": "budget", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ClickHouse Cloud is another option that delivers strong overall cost-performance, with the lowest runtime \\u00d7 cost value"}, {"id": "mai-20260917-0816-smoke|c92-l4|minimax-small|Snowflake", "prompt": "c92-l4", "model": "minimax-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Snowflake with Capacity Pricing**"}, {"id": "mai-20260917-0816-smoke|c92-l4|minimax-small|BigQuery", "prompt": "c92-l4", "model": "minimax-small", "cat": "data-warehouses", "variant": "budget", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BigQuery**: Also offers slot reservations (30-40% savings), but only works on GCP"}, {"id": "mai-20260917-0816-smoke|c92-l4|minimax-small|Databricks", "prompt": "c92-l4", "model": "minimax-small", "cat": "data-warehouses", "variant": "budget", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Databricks | $1.2M-$3.5M+ |"}, {"id": "mai-20260917-0816-smoke|c92-l4|minimax-small|Redshift", "prompt": "c92-l4", "model": "minimax-small", "cat": "data-warehouses", "variant": "budget", "raw": "Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Redshift**: Good for AWS-heavy shops, but higher administrative overhead"}, {"id": "mai-20260917-0816-smoke|c92-l4|mistral-small|Snowflake", "prompt": "c92-l4", "model": "mistral-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best cloud data warehouse is **Snowflake**."}, {"id": "mai-20260917-0816-smoke|c92-l4|mistral-small|Amazon Redshift (RA3 nodes with reserved instances)", "prompt": "c92-l4", "model": "mistral-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift (RA3 nodes with reserved instances)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Redshift with reserved instances** is a strong alternative"}, {"id": "mai-20260917-0816-smoke|c92-l4|mistral-small|Google BigQuery", "prompt": "c92-l4", "model": "mistral-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**BigQuery** is less predictable for total cost at scale"}, {"id": "mai-20260917-0816-smoke|c92-l4|moonshot-small|Google BigQuery (with Flat-Rate Pricing)", "prompt": "c92-l4", "model": "moonshot-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery (with Flat-Rate Pricing)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary choice: Google BigQuery with Flat-Rate pricing - The slot-based reservation model gives you a fixed monthly cost"}, {"id": "mai-20260917-0816-smoke|c92-l4|moonshot-small|Snowflake", "prompt": "c92-l4", "model": "moonshot-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Snowflake - If you need multi-cloud flexibility"}, {"id": "mai-20260917-0816-smoke|c92-l4|moonshot-small|Amazon Redshift Serverless", "prompt": "c92-l4", "model": "moonshot-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Companies already heavily invested in AWS ecosystem"}, {"id": "mai-20260917-0816-smoke|c92-l4|openai-small|Snowflake", "prompt": "c92-l4", "model": "openai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for predictable enterprise cost across thousands of users: Snowflake."}, {"id": "mai-20260917-0816-smoke|c92-l4|openai-small|BigQuery", "prompt": "c92-l4", "model": "openai-small", "cat": "data-warehouses", "variant": "budget", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternative: BigQuery with reservations"}, {"id": "mai-20260917-0816-smoke|c92-l4|openai-small|Amazon Redshift", "prompt": "c92-l4", "model": "openai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Redshift can also work well for high concurrency and has automatic scaling features, but it tends to be a better fit when you want to stay deeply in AWS"}, {"id": "mai-20260917-0816-smoke|c92-l4|xai-small|Snowflake", "prompt": "c92-l4", "model": "xai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snowflake stands out as the best cloud data warehouse for a large company needing predictable total costs across thousands of users.**"}, {"id": "mai-20260917-0816-smoke|c92-l4|xai-small|BigQuery", "prompt": "c92-l4", "model": "xai-small", "cat": "data-warehouses", "variant": "budget", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BigQuery** is close if you're in Google Cloud (e.g., AI/ML integration) and commit slots"}, {"id": "mai-20260917-0816-smoke|c92-l4|xai-small|Redshift", "prompt": "c92-l4", "model": "xai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Redshift** excels in AWS-only stacks with reserved nodes, but less elastic for user spikes."}, {"id": "mai-20260917-0816-smoke|c92-l4|xai-small|Databricks", "prompt": "c92-l4", "model": "xai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Less ideal for pure warehousing + predictability."}, {"id": "mai-20260917-0816-smoke|c92-l4|zai-small|Google BigQuery", "prompt": "c92-l4", "model": "zai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with BigQuery flat‑rate slots** if you want the simplest, most predictable billing"}, {"id": "mai-20260917-0816-smoke|c92-l4|zai-small|Snowflake", "prompt": "c92-l4", "model": "zai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Snowflake** if you need more granular control over who can spin up compute"}, {"id": "mai-20260917-0816-smoke|c92-l4|zai-small|Amazon Redshift", "prompt": "c92-l4", "model": "zai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Redshift** if you’re deeply invested in AWS and can commit to reserved instances"}, {"id": "mai-20260917-0816-smoke|c92-l5|alibaba-small|Snowflake", "prompt": "c92-l5", "model": "alibaba-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "This is the industry standard (Snowflake, BigQuery, Redshift Spectrum, Databricks) rather than monolithic warehouses."}, {"id": "mai-20260917-0816-smoke|c92-l5|alibaba-small|BigQuery", "prompt": "c92-l5", "model": "alibaba-small", "cat": "data-warehouses", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Snowflake, BigQuery, Redshift Spectrum, Databricks"}, {"id": "mai-20260917-0816-smoke|c92-l5|alibaba-small|Redshift Spectrum", "prompt": "c92-l5", "model": "alibaba-small", "cat": "data-warehouses", "variant": "scale", "raw": "Redshift Spectrum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Snowflake, BigQuery, Redshift Spectrum, Databricks"}, {"id": "mai-20260917-0816-smoke|c92-l5|alibaba-small|Databricks", "prompt": "c92-l5", "model": "alibaba-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When sending your RFP to potential vendors (e.g., Snowflake, Databricks, BigQuery, Redshift)"}, {"id": "mai-20260917-0816-smoke|c92-l5|deepseek-small|Snowflake", "prompt": "c92-l5", "model": "deepseek-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Shortlist 2-3 vendors** (typically Snowflake + whichever aligns with your primary cloud)."}, {"id": "mai-20260917-0816-smoke|c92-l5|deepseek-small|Google BigQuery", "prompt": "c92-l5", "model": "deepseek-small", "cat": "data-warehouses", "variant": "scale", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if GCP, BigQuery + Looker"}, {"id": "mai-20260917-0816-smoke|c92-l5|deepseek-small|AWS Redshift", "prompt": "c92-l5", "model": "deepseek-small", "cat": "data-warehouses", "variant": "scale", "raw": "AWS Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're heavily in AWS, Redshift integrates tightly (S3, Lake Formation, KMS)"}, {"id": "mai-20260917-0816-smoke|c92-l5|google-small|Snowflake", "prompt": "c92-l5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "*Consumption-based (e.g., Snowflake, BigQuery):* You pay for what you use."}, {"id": "mai-20260917-0816-smoke|c92-l5|google-small|BigQuery", "prompt": "c92-l5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "*Consumption-based (e.g., Snowflake, BigQuery):* You pay for what you use."}, {"id": "mai-20260917-0816-smoke|c92-l5|google-small|Redshift", "prompt": "c92-l5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*Capacity-based (e.g., Redshift, Databricks clusters):* Predictable monthly billing"}, {"id": "mai-20260917-0816-smoke|c92-l5|google-small|Databricks", "prompt": "c92-l5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "*Capacity-based (e.g., Redshift, Databricks clusters):* Predictable monthly billing"}, {"id": "mai-20260917-0816-smoke|c92-l5|meta-small|Azure Synapse Analytics", "prompt": "c92-l5", "model": "meta-small", "cat": "data-warehouses", "variant": "scale", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some recommended cloud data warehouses for large companies include:\n\n1. Azure Synapse Analytics"}, {"id": "mai-20260917-0816-smoke|c92-l5|meta-small|Amazon Redshift", "prompt": "c92-l5", "model": "meta-small", "cat": "data-warehouses", "variant": "scale", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Amazon Redshift"}, {"id": "mai-20260917-0816-smoke|c92-l5|meta-small|Google BigQuery", "prompt": "c92-l5", "model": "meta-small", "cat": "data-warehouses", "variant": "scale", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Google BigQuery"}, {"id": "mai-20260917-0816-smoke|c92-l5|meta-small|Snowflake", "prompt": "c92-l5", "model": "meta-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Snowflake"}, {"id": "mai-20260917-0816-smoke|c92-l5|minimax-small|Snowflake", "prompt": "c92-l5", "model": "minimax-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Major players to evaluate include **Snowflake**, **Databricks**, **Google BigQuery**, **Amazon Redshift**, and **Microsoft Azure Synapse**."}, {"id": "mai-20260917-0816-smoke|c92-l5|minimax-small|Databricks", "prompt": "c92-l5", "model": "minimax-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Major players to evaluate include **Snowflake**, **Databricks**, **Google BigQuery**, **Amazon Redshift**, and **Microsoft Azure Synapse**."}, {"id": "mai-20260917-0816-smoke|c92-l5|minimax-small|Google BigQuery", "prompt": "c92-l5", "model": "minimax-small", "cat": "data-warehouses", "variant": "scale", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Major players to evaluate include **Snowflake**, **Databricks**, **Google BigQuery**, **Amazon Redshift**, and **Microsoft Azure Synapse**."}, {"id": "mai-20260917-0816-smoke|c92-l5|minimax-small|Amazon Redshift", "prompt": "c92-l5", "model": "minimax-small", "cat": "data-warehouses", "variant": "scale", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Major players to evaluate include ... **Amazon Redshift**, and **Microsoft Azure Synapse**."}, {"id": "mai-20260917-0816-smoke|c92-l5|minimax-small|Microsoft Azure Synapse", "prompt": "c92-l5", "model": "minimax-small", "cat": "data-warehouses", "variant": "scale", "raw": "Microsoft Azure Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Major players to evaluate include ... and **Microsoft Azure Synapse**. Each has different strengths"}, {"id": "mai-20260917-0816-smoke|c92-l5|mistral-small|Snowflake", "prompt": "c92-l5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snowflake**: Strong in multi-cloud, SSO, SOC 2, and ecosystem. High cost but flexible."}, {"id": "mai-20260917-0816-smoke|c92-l5|mistral-small|Google BigQuery", "prompt": "c92-l5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in analytics, ML integration, and pay-as-you-go pricing."}, {"id": "mai-20260917-0816-smoke|c92-l5|mistral-small|Amazon Redshift", "prompt": "c92-l5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good for AWS-centric orgs, but SSO and SOC 2 support varies by region."}, {"id": "mai-20260917-0816-smoke|c92-l5|mistral-small|Databricks SQL Warehouse", "prompt": "c92-l5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks SQL Warehouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for data teams already using Databricks."}, {"id": "mai-20260917-0816-smoke|c92-l5|mistral-small|Microsoft Fabric (formerly Azure Synapse)", "prompt": "c92-l5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "Microsoft Fabric (formerly Azure Synapse)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good for Microsoft shops, but newer."}, {"id": "mai-20260917-0816-smoke|c92-l5|moonshot-small|Snowflake", "prompt": "c92-l5", "model": "moonshot-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Snowflake** | Multi-cloud, heavy SQL/BI workloads | Mature governance, data sharing marketplace, cross-cloud | Higher cost at scale"}, {"id": "mai-20260917-0816-smoke|c92-l5|moonshot-small|Databricks", "prompt": "c92-l5", "model": "moonshot-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Databricks** | ML/AI + data engineering teams | Lakehouse architecture, Delta Lake, notebooks | SQL experience and governance maturity"}, {"id": "mai-20260917-0816-smoke|c92-l5|moonshot-small|BigQuery", "prompt": "c92-l5", "model": "moonshot-small", "cat": "data-warehouses", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**BigQuery** | GCP-native, serverless analytics | Zero cluster management, strong ML integration | Google Cloud lock-in"}, {"id": "mai-20260917-0816-smoke|c92-l5|moonshot-small|Redshift", "prompt": "c92-l5", "model": "moonshot-small", "cat": "data-warehouses", "variant": "scale", "raw": "Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Redshift** | Deep AWS integration | Cost-effective with reserved capacity, familiar SQL | Falling behind in AI/ML features"}, {"id": "mai-20260917-0816-smoke|c92-l5|openai-small|Snowflake", "prompt": "c92-l5", "model": "openai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Snowflake explicitly supports federated authentication and SSO, MFA, OAuth, and has SOC 2 Type II certification across editions."}, {"id": "mai-20260917-0816-smoke|c92-l5|openai-small|Amazon Redshift", "prompt": "c92-l5", "model": "openai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Amazon Redshift documents VPC-based isolation, IAM-based access control, row-level security, TLS 1.2+, and private network options"}, {"id": "mai-20260917-0816-smoke|c92-l5|openai-small|BigQuery", "prompt": "c92-l5", "model": "openai-small", "cat": "data-warehouses", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendor scorecard template for Snowflake vs. BigQuery vs. Redshift"}, {"id": "mai-20260917-0816-smoke|c92-l5|xai-small|Snowflake", "prompt": "c92-l5", "model": "xai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Shortlist**: Snowflake (multi-cloud flexibility), BigQuery (serverless ease), Synapse (if Azure-heavy)."}, {"id": "mai-20260917-0816-smoke|c92-l5|xai-small|Google BigQuery", "prompt": "c92-l5", "model": "xai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Shortlist**: Snowflake (multi-cloud flexibility), BigQuery (serverless ease)"}, {"id": "mai-20260917-0816-smoke|c92-l5|xai-small|Amazon Redshift", "prompt": "c92-l5", "model": "xai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top options include **Snowflake**, **Google BigQuery**, **Amazon Redshift**, and **Azure Synapse Analytics**"}, {"id": "mai-20260917-0816-smoke|c92-l5|xai-small|Azure Synapse Analytics", "prompt": "c92-l5", "model": "xai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Synapse (if Azure-heavy)"}, {"id": "mai-20260917-0816-smoke|c92-l5|xai-small|Firebolt", "prompt": "c92-l5", "model": "xai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Firebolt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Alternatives**: Firebolt/Databricks for niche perf"}, {"id": "mai-20260917-0816-smoke|c92-l5|xai-small|Databricks", "prompt": "c92-l5", "model": "xai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Alternatives**: Firebolt/Databricks for niche perf"}, {"id": "mai-20260917-0816-smoke|c92-l6|alibaba-small|ClickHouse", "prompt": "c92-l6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "ClickHouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like **ClickHouse**, **Apache Druid**, and **QuestDB** are incredible for specific tasks ... many enterprises try to force them into replacing their core ... warehouses."}, {"id": "mai-20260917-0816-smoke|c92-l6|alibaba-small|Apache Druid", "prompt": "c92-l6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "Apache Druid", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These engines often prioritize speed over Standard SQL compatibility and ACID ... compliance."}, {"id": "mai-20260917-0816-smoke|c92-l6|alibaba-small|QuestDB", "prompt": "c92-l6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "QuestDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like **ClickHouse**, **Apache Druid**, and **QuestDB** are incredible for specific tasks"}, {"id": "mai-20260917-0816-smoke|c92-l6|alibaba-small|Amazon Athena", "prompt": "c92-l6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Athena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "teams set up a warehouse simply by pointing tools like Amazon Athena or Spark directly at CSV files ... without a formal metadata management layer"}, {"id": "mai-20260917-0816-smoke|c92-l6|alibaba-small|Spark", "prompt": "c92-l6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "Spark", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pointing tools like Amazon Athena or Spark directly at CSV files or Parquet dumps sitting in an S3 bucket without a formal metadata management layer"}, {"id": "mai-20260917-0816-smoke|c92-l6|alibaba-small|Amazon Redshift", "prompt": "c92-l6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Amazon Redshift** and **Google BigQuery** are excellent products, but they are deeply integrated into their respective clouds. * **The Risk:** Vendor Lock-in."}, {"id": "mai-20260917-0816-smoke|c92-l6|alibaba-small|Google BigQuery", "prompt": "c92-l6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "keeping your warehouse in one specific silo (e.g., sticking everything in BigQuery) makes moving data out incredibly expensive"}, {"id": "mai-20260917-0816-smoke|c92-l6|alibaba-small|Teradata", "prompt": "c92-l6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "Teradata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Some enterprises lift-and-shift legacy hardware appliances (like Teradata or Oracle Exadata) onto generic cloud instances ... You lose the \"Pay-as-you-go\" advantage."}, {"id": "mai-20260917-0816-smoke|c92-l6|alibaba-small|Oracle Exadata", "prompt": "c92-l6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "Oracle Exadata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "lift-and-shift legacy hardware appliances (like Teradata or Oracle Exadata) onto generic cloud instances ... results in paying for idle CPU cycles"}, {"id": "mai-20260917-0816-smoke|c92-l6|alibaba-small|Snowflake", "prompt": "c92-l6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "All major vendors now offer Serverless Warehouses (Snowflake, Databricks, BigQuery). While convenient, using them without a strict **FinOps** ... budget is dangerous."}, {"id": "mai-20260917-0816-smoke|c92-l6|alibaba-small|Databricks", "prompt": "c92-l6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Serverless Warehouses (Snowflake, Databricks, BigQuery) ... using them without a strict **FinOps** ... budget is dangerous."}, {"id": "mai-20260917-0816-smoke|c92-l6|anthropic-small|BigQuery", "prompt": "c92-l6", "model": "anthropic-small", "cat": "data-warehouses", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BigQuery is the fastest platform on analytical queries but simultaneously the most cost-volatile"}, {"id": "mai-20260917-0816-smoke|c92-l6|anthropic-small|Snowflake", "prompt": "c92-l6", "model": "anthropic-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "paying $108,000 per month for Snowflake had moved from Redshift two years earlier expecting savings, but their bill kept climbing"}, {"id": "mai-20260917-0816-smoke|c92-l6|anthropic-small|Redshift", "prompt": "c92-l6", "model": "anthropic-small", "cat": "data-warehouses", "variant": "negative", "raw": "Redshift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Redshift wins almost nowhere in 2026 unless your stack is AWS-locked and you need RA3 features"}, {"id": "mai-20260917-0816-smoke|c92-l6|challenger-small|Google BigQuery", "prompt": "c92-l6", "model": "challenger-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "should be approached cautiously if the enterprise needs *multi-cloud portability* ... it is **GCP-only**"}, {"id": "mai-20260917-0816-smoke|c92-l6|challenger-small|Amazon Redshift", "prompt": "c92-l6", "model": "challenger-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "that can make it a weaker choice for multi-cloud or platform-agnostic strategies"}, {"id": "mai-20260917-0816-smoke|c92-l6|challenger-small|Azure Synapse/Fabric", "prompt": "c92-l6", "model": "challenger-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse/Fabric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "should be evaluated carefully if the enterprise needs a truly modern, highly portable warehouse architecture"}, {"id": "mai-20260917-0816-smoke|c92-l6|challenger-small|Snowflake", "prompt": "c92-l6", "model": "challenger-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "large organizations should still be cautious about **minimum compute billing**, governance overhead, and cost at scale"}, {"id": "mai-20260917-0816-smoke|c92-l6|challenger-small|Databricks SQL", "prompt": "c92-l6", "model": "challenger-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "should be treated cautiously when the primary need is a classic SQL data warehouse"}, {"id": "mai-20260917-0816-smoke|c92-l6|challenger-small|ClickHouse", "prompt": "c92-l6", "model": "challenger-small", "cat": "data-warehouses", "variant": "negative", "raw": "ClickHouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the results suggest alternatives like ClickHouse are often better aligned than legacy cloud warehouses"}, {"id": "mai-20260917-0816-smoke|c92-l6|deepseek-small|Snowflake", "prompt": "c92-l6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it has a well-documented **cost runaway** problem that hits large enterprises particularly hard."}, {"id": "mai-20260917-0816-smoke|c92-l6|deepseek-small|Amazon Redshift", "prompt": "c92-l6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution around operational overhead, concurrency, and lock-in"}, {"id": "mai-20260917-0816-smoke|c92-l6|deepseek-small|BigQuery", "prompt": "c92-l6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "That answer is almost always Snowflake (with strict FinOps), BigQuery (if GCP\\u2011heavy)"}, {"id": "mai-20260917-0816-smoke|c92-l6|deepseek-small|Azure Synapse Analytics", "prompt": "c92-l6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution around maturity, performance, and workloads"}, {"id": "mai-20260917-0816-smoke|c92-l6|deepseek-small|Microsoft Fabric", "prompt": "c92-l6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Be very cautious if considered as a primary warehouse** ... it carries **serious early\\u2011adopter risks**"}, {"id": "mai-20260917-0816-smoke|c92-l6|deepseek-small|Vertica", "prompt": "c92-l6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Vertica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "their **cloud\\u2011native offerings are limited**"}, {"id": "mai-20260917-0816-smoke|c92-l6|deepseek-small|Exasol", "prompt": "c92-l6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Exasol", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "their **cloud\\u2011native offerings are limited**"}, {"id": "mai-20260917-0816-smoke|c92-l6|deepseek-small|Teradata", "prompt": "c92-l6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Teradata", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Many enterprises are actively migrating *away* from Teradata precisely because of these issues."}, {"id": "mai-20260917-0816-smoke|c92-l6|deepseek-small|ClickHouse", "prompt": "c92-l6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "ClickHouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "it\\u2019s not a general\\u2011purpose warehouse ... best as a specialized accelerant, not a primary warehouse."}, {"id": "mai-20260917-0816-smoke|c92-l6|deepseek-small|Databricks", "prompt": "c92-l6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "or a well\\u2011engineered lakehouse (Databricks) for modern workloads."}, {"id": "mai-20260917-0816-smoke|c92-l6|google-small|Azure Synapse Analytics", "prompt": "c92-l6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprises should avoid starting new projects on Synapse and instead design directly for Microsoft Fabric"}, {"id": "mai-20260917-0816-smoke|c92-l6|google-small|Microsoft Fabric", "prompt": "c92-l6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "design directly for Microsoft Fabric or establish a clear migration roadmap"}, {"id": "mai-20260917-0816-smoke|c92-l6|google-small|Snowflake", "prompt": "c92-l6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "You do not need to avoid Snowflake or BigQuery entirely—they are premier enterprise tools—but you should **avoid deploying them without automated FinOps guardrails**"}, {"id": "mai-20260917-0816-smoke|c92-l6|google-small|Google BigQuery", "prompt": "c92-l6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "A single poorly written query ... can cost thousands of dollars in seconds."}, {"id": "mai-20260917-0816-smoke|c92-l6|google-small|Firebolt", "prompt": "c92-l6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Firebolt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid adopting niche startup CDWs as your **primary, general-purpose enterprise data warehouse**"}, {"id": "mai-20260917-0816-smoke|c92-l6|google-small|Databricks", "prompt": "c92-l6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use stable, highly integrated giants (Snowflake, BigQuery, Databricks, or Microsoft Fabric) for your core enterprise BI"}, {"id": "mai-20260917-0816-smoke|c92-l6|google-small|Teradata Vantage on Cloud", "prompt": "c92-l6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Teradata Vantage on Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Opting for these platforms to avoid a \"hard migration\" often results in the worst of both worlds"}, {"id": "mai-20260917-0816-smoke|c92-l6|google-small|IBM Netezza on Cloud", "prompt": "c92-l6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "IBM Netezza on Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Cloud-hosted versions of legacy on-premises databases"}, {"id": "mai-20260917-0816-smoke|c92-l6|google-small|Oracle Autonomous Data Warehouse", "prompt": "c92-l6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Oracle Autonomous Data Warehouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "legacy configurations of **Oracle Autonomous Data Warehouse**"}, {"id": "mai-20260917-0816-smoke|c92-l6|google-small|AWS Redshift (Traditional/Provisioned Clusters)", "prompt": "c92-l6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "AWS Redshift (Traditional/Provisioned Clusters)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid provisioned architectures in favor of modern, zero-maintenance serverless platforms."}, {"id": "mai-20260917-0816-smoke|c92-l6|google-small|Starburst", "prompt": "c92-l6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Starburst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "allowing you to easily point different query engines (like Snowflake, Databricks, or Starburst) at the exact same data lake"}, {"id": "mai-20260917-0816-smoke|c92-l6|google-small|ClickHouse", "prompt": "c92-l6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "ClickHouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Reserve specialized real-time databases (like ClickHouse or SingleStore) strictly for edge cases"}, {"id": "mai-20260917-0816-smoke|c92-l6|google-small|SingleStore", "prompt": "c92-l6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "SingleStore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Reserve specialized real-time databases (like ClickHouse or SingleStore) strictly for edge cases"}, {"id": "mai-20260917-0816-smoke|c92-l6|meta-small|Snowflake", "prompt": "c92-l6", "model": "meta-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top results suggest that Snowflake, BigQuery, Redshift, and Azure Synapse are popular cloud data warehouse options."}, {"id": "mai-20260917-0816-smoke|c92-l6|meta-small|BigQuery", "prompt": "c92-l6", "model": "meta-small", "cat": "data-warehouses", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Snowflake, BigQuery, Redshift, and Azure Synapse are popular cloud data warehouse options"}, {"id": "mai-20260917-0816-smoke|c92-l6|meta-small|Redshift", "prompt": "c92-l6", "model": "meta-small", "cat": "data-warehouses", "variant": "negative", "raw": "Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Snowflake, BigQuery, Redshift, and Azure Synapse are popular cloud data warehouse options"}, {"id": "mai-20260917-0816-smoke|c92-l6|meta-small|Azure Synapse", "prompt": "c92-l6", "model": "meta-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Snowflake, BigQuery, Redshift, and Azure Synapse are popular cloud data warehouse options"}, {"id": "mai-20260917-0816-smoke|c92-l6|minimax-small|Amazon Redshift", "prompt": "c92-l6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Amazon Redshift** — Approach with Caution"}, {"id": "mai-20260917-0816-smoke|c92-l6|minimax-small|Snowflake", "prompt": "c92-l6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Snowflake** — Caution on Cost Management"}, {"id": "mai-20260917-0816-smoke|c92-l6|minimax-small|BigQuery", "prompt": "c92-l6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Many are limited to a single cloud platform (e.g., RedShift to AWS, BigQuery to GCP)"}, {"id": "mai-20260917-0816-smoke|c92-l6|mistral-small|Snowflake", "prompt": "c92-l6", "model": "mistral-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some traditional cloud data warehouses (such as older architectures of Snowflake, Redshift, and BigQuery) may struggle with ultra-fast queries, real-time data ingestion"}, {"id": "mai-20260917-0816-smoke|c92-l6|mistral-small|Redshift", "prompt": "c92-l6", "model": "mistral-small", "cat": "data-warehouses", "variant": "negative", "raw": "Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "older architectures of Snowflake, Redshift, and BigQuery) may struggle with ultra-fast queries"}, {"id": "mai-20260917-0816-smoke|c92-l6|mistral-small|BigQuery", "prompt": "c92-l6", "model": "mistral-small", "cat": "data-warehouses", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid warehouses that are tightly coupled to one cloud (e.g., Azure Synapse for Azure-only, BigQuery for GCP-only)"}, {"id": "mai-20260917-0816-smoke|c92-l6|mistral-small|Azure Synapse", "prompt": "c92-l6", "model": "mistral-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid warehouses that are tightly coupled to one cloud (e.g., Azure Synapse for Azure-only, BigQuery for GCP-only)"}, {"id": "mai-20260917-0816-smoke|c92-l6|moonshot-small|Snowflake", "prompt": "c92-l6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Severe vendor lock-in**: Proprietary storage formats and APIs make migration extremely difficult and expensive"}, {"id": "mai-20260917-0816-smoke|c92-l6|moonshot-small|Databricks", "prompt": "c92-l6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**High operational overhead**: Requires manual node sizing, driver configuration, and cluster tuning"}, {"id": "mai-20260917-0816-smoke|c92-l6|moonshot-small|Google BigQuery", "prompt": "c92-l6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Unpredictable costs**: Pay-per-byte scanned model can explode with poorly optimized queries"}, {"id": "mai-20260917-0816-smoke|c92-l6|moonshot-small|AWS Redshift", "prompt": "c92-l6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "AWS Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Legacy design**: Built for predictable workloads; struggles with AI-scale, spiky analytics demands"}, {"id": "mai-20260917-0816-smoke|c92-l6|moonshot-small|Azure Synapse Analytics", "prompt": "c92-l6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Microsoft ecosystem dependency**: Best suited only for Microsoft-first enterprises; painful integration outside Azure"}, {"id": "mai-20260917-0816-smoke|c92-l6|openai-small|Databricks", "prompt": "c92-l6", "model": "openai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Databricks explicitly documents enterprise security/networking options such as private workspace access, PrivateLink... but some of those require higher-tier plans and specific architecture choices."}, {"id": "mai-20260917-0816-smoke|c92-l6|openai-small|Snowflake", "prompt": "c92-l6", "model": "openai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Snowflake says some services/features are limited or unavailable on certain clouds... That means \"Snowflake\" is not one uniform experience across all deployments."}, {"id": "mai-20260917-0816-smoke|c92-l6|openai-small|AWS Redshift", "prompt": "c92-l6", "model": "openai-small", "cat": "data-warehouses", "variant": "negative", "raw": "AWS Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Requires too much manual security/ops work under a shared-responsibility model. AWS Redshift documentation, for example, makes clear that the customer is responsible for security configuration"}, {"id": "mai-20260917-0816-smoke|c92-l6|openai-small|BigQuery", "prompt": "c92-l6", "model": "openai-small", "cat": "data-warehouses", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "major platforms like **Snowflake, Redshift, BigQuery, Fabric, and Databricks**"}, {"id": "mai-20260917-0816-smoke|c92-l6|openai-small|Fabric", "prompt": "c92-l6", "model": "openai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Fabric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "major platforms like **Snowflake, Redshift, BigQuery, Fabric, and Databricks**"}, {"id": "mai-20260917-0816-smoke|c92-l6|xai-small|Snowflake", "prompt": "c92-l6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious if: Budget sensitivity is high... Credit-based pricing... leads to high bills for small/spiky queries"}, {"id": "mai-20260917-0816-smoke|c92-l6|xai-small|Amazon Redshift", "prompt": "c92-l6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious if: You're not deeply embedded in AWS... Requires significant manual optimization"}, {"id": "mai-20260917-0816-smoke|c92-l6|xai-small|Google BigQuery", "prompt": "c92-l6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious if: You have high concurrency across many users... pricing... can explode for scan-heavy queries"}, {"id": "mai-20260917-0816-smoke|c92-l6|xai-small|Databricks SQL", "prompt": "c92-l6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious if: Your team lacks Spark/ML expertise... Lakehouse model adds complexity for SQL-only teams"}, {"id": "mai-20260917-0816-smoke|c92-l6|xai-small|Microsoft Fabric", "prompt": "c92-l6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious if: Not in the Microsoft ecosystem... Capacity unit pricing can be opaque"}, {"id": "mai-20260917-0816-smoke|c92-l6|xai-small|Azure Synapse legacy pools", "prompt": "c92-l6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse legacy pools", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Synapse's older SQL pools have reliability/cost issues at extreme scale."}, {"id": "mai-20260917-0816-smoke|c92-l6|xai-small|ClickHouse Cloud", "prompt": "c92-l6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid niche players (e.g., pure open-source like ClickHouse Cloud) for mission-critical enterprise"}, {"id": "mai-20260917-0816-smoke|c92-l6|zai-small|Snowflake", "prompt": "c92-l6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Snowflake (cost control)"}, {"id": "mai-20260917-0816-smoke|c92-l6|zai-small|Amazon Redshift", "prompt": "c92-l6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Redshift (requires tuning)"}, {"id": "mai-20260917-0816-smoke|c92-l6|zai-small|Google BigQuery", "prompt": "c92-l6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "BigQuery (quotas)"}, {"id": "mai-20260917-0816-smoke|c92-l6|zai-small|Azure Synapse", "prompt": "c92-l6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Synapse (manual scaling)"}, {"id": "mai-20260917-0816-smoke|c92-l6|zai-small|SQL Server", "prompt": "c92-l6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "SQL Server", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Do not simply spin up a virtual machine (VM) on AWS or Azure and install SQL Server or Oracle."}, {"id": "mai-20260917-0816-smoke|c92-l6|zai-small|Oracle", "prompt": "c92-l6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Do not simply spin up a virtual machine (VM) on AWS or Azure and install SQL Server or Oracle."}, {"id": "mai-20260917-0816-smoke|c92-m1|alibaba-small|Snowflake", "prompt": "c92-m1", "model": "alibaba-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snowflake is currently the most popular cloud data warehouse for the mid-market because it is platform-agnostic"}, {"id": "mai-20260917-0816-smoke|c92-m1|alibaba-small|Google BigQuery", "prompt": "c92-m1", "model": "alibaba-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is hosted on Google Cloud Platform (GCP), BigQuery is often the superior technical choice."}, {"id": "mai-20260917-0816-smoke|c92-m1|alibaba-small|Amazon Redshift", "prompt": "c92-m1", "model": "alibaba-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is deeply entrenched in the AWS ecosystem, Redshift remains a strong contender"}, {"id": "mai-20260917-0816-smoke|c92-m1|alibaba-small|Microsoft Fabric", "prompt": "c92-m1", "model": "alibaba-small", "cat": "data-warehouses", "variant": "direct", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"Wildcard\" Option: Microsoft Fabric ... is a disruptor."}, {"id": "mai-20260917-0816-smoke|c92-m1|alibaba-small|Databricks", "prompt": "c92-m1", "model": "alibaba-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "consider Databricks instead of a traditional warehouse. However, this adds significant complexity and cost"}, {"id": "mai-20260917-0816-smoke|c92-m1|anthropic-small|Snowflake", "prompt": "c92-m1", "model": "anthropic-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Snowflake's biggest criticism tends to be around cost, and it's often seen as one of the most expensive cloud data warehouses."}, {"id": "mai-20260917-0816-smoke|c92-m1|anthropic-small|Google BigQuery", "prompt": "c92-m1", "model": "anthropic-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The most widely adopted platforms in 2026 are Snowflake, Google BigQuery, Amazon Redshift, Databricks SQL Warehouse, and Azure Synapse Analytics."}, {"id": "mai-20260917-0816-smoke|c92-m1|anthropic-small|Amazon Redshift", "prompt": "c92-m1", "model": "anthropic-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The most widely adopted platforms in 2026 are Snowflake, Google BigQuery, Amazon Redshift, Databricks SQL Warehouse, and Azure Synapse Analytics."}, {"id": "mai-20260917-0816-smoke|c92-m1|anthropic-small|Databricks SQL Warehouse", "prompt": "c92-m1", "model": "anthropic-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks SQL Warehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The most widely adopted platforms in 2026 are Snowflake, Google BigQuery, Amazon Redshift, Databricks SQL Warehouse, and Azure Synapse Analytics."}, {"id": "mai-20260917-0816-smoke|c92-m1|anthropic-small|Azure Synapse Analytics", "prompt": "c92-m1", "model": "anthropic-small", "cat": "data-warehouses", "variant": "direct", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The most widely adopted platforms in 2026 are Snowflake, Google BigQuery, Amazon Redshift, Databricks SQL Warehouse, and Azure Synapse Analytics."}, {"id": "mai-20260917-0816-smoke|c92-m1|anthropic-small|Firebolt", "prompt": "c92-m1", "model": "anthropic-small", "cat": "data-warehouses", "variant": "direct", "raw": "Firebolt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Firebolt combines affordability with the agility of a cutting-edge cloud platform, becoming an ideal solution for startups and mid-market companies"}, {"id": "mai-20260917-0816-smoke|c92-m1|challenger-small|Snowflake", "prompt": "c92-m1", "model": "challenger-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Snowflake**"}, {"id": "mai-20260917-0816-smoke|c92-m1|challenger-small|Azure SQL Database / Microsoft Fabric", "prompt": "c92-m1", "model": "challenger-small", "cat": "data-warehouses", "variant": "direct", "raw": "Azure SQL Database / Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best aligned with Microsoft-native stacks"}, {"id": "mai-20260917-0816-smoke|c92-m1|challenger-small|BigQuery", "prompt": "c92-m1", "model": "challenger-small", "cat": "data-warehouses", "variant": "direct", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BigQuery** is a strong alternative"}, {"id": "mai-20260917-0816-smoke|c92-m1|challenger-small|Databricks", "prompt": "c92-m1", "model": "challenger-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when the workload is more data engineering and machine learning"}, {"id": "mai-20260917-0816-smoke|c92-m1|challenger-small|Amazon Redshift", "prompt": "c92-m1", "model": "challenger-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best fit for AWS-native organizations"}, {"id": "mai-20260917-0816-smoke|c92-m1|deepseek-small|Snowflake", "prompt": "c92-m1", "model": "deepseek-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snowflake is the most commonly recommended safe choice**"}, {"id": "mai-20260917-0816-smoke|c92-m1|deepseek-small|BigQuery", "prompt": "c92-m1", "model": "deepseek-small", "cat": "data-warehouses", "variant": "direct", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **BigQuery** as the best value/zero-ops alternative"}, {"id": "mai-20260917-0816-smoke|c92-m1|deepseek-small|Redshift", "prompt": "c92-m1", "model": "deepseek-small", "cat": "data-warehouses", "variant": "direct", "raw": "Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you're an AWS shop: Redshift.**"}, {"id": "mai-20260917-0816-smoke|c92-m1|deepseek-small|Databricks", "prompt": "c92-m1", "model": "deepseek-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Skip Databricks unless...** you're building ML workflows"}, {"id": "mai-20260917-0816-smoke|c92-m1|google-small|Snowflake", "prompt": "c92-m1", "model": "google-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snowflake** is the overall best choice"}, {"id": "mai-20260917-0816-smoke|c92-m1|google-small|Google BigQuery", "prompt": "c92-m1", "model": "google-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Google BigQuery** as a very close second"}, {"id": "mai-20260917-0816-smoke|c92-m1|google-small|Microsoft Fabric", "prompt": "c92-m1", "model": "google-small", "cat": "data-warehouses", "variant": "direct", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft & Power BI Ecosystems ... is the logical choice"}, {"id": "mai-20260917-0816-smoke|c92-m1|google-small|Amazon Redshift Serverless", "prompt": "c92-m1", "model": "google-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Redshift if your engineering team is already 100% committed to AWS"}, {"id": "mai-20260917-0816-smoke|c92-m1|google-small|Databricks", "prompt": "c92-m1", "model": "google-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Databricks introduces unnecessary engineering complexity and a steeper learning curve than a lean team requires"}, {"id": "mai-20260917-0816-smoke|c92-m1|meta-small|Snowflake", "prompt": "c92-m1", "model": "meta-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snowflake is a popular choice among mid-sized companies due to its near-zero maintenance, ecosystem maturity, and marketplace integrations."}, {"id": "mai-20260917-0816-smoke|c92-m1|meta-small|Databricks", "prompt": "c92-m1", "model": "meta-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top cloud data warehouse solutions include Snowflake, Databricks, BigQuery, and Redshift."}, {"id": "mai-20260917-0816-smoke|c92-m1|meta-small|BigQuery", "prompt": "c92-m1", "model": "meta-small", "cat": "data-warehouses", "variant": "direct", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BigQuery is a good option for teams with less than 20 people and variable monthly spend."}, {"id": "mai-20260917-0816-smoke|c92-m1|meta-small|Redshift", "prompt": "c92-m1", "model": "meta-small", "cat": "data-warehouses", "variant": "direct", "raw": "Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top cloud data warehouse solutions include Snowflake, Databricks, BigQuery, and Redshift."}, {"id": "mai-20260917-0816-smoke|c92-m1|meta-small|Azure SQL database", "prompt": "c92-m1", "model": "meta-small", "cat": "data-warehouses", "variant": "direct", "raw": "Azure SQL database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure SQL database is suitable for data warehousing scenarios with up to 8 TB of data volumes and a large number of active users."}, {"id": "mai-20260917-0816-smoke|c92-m1|minimax-small|Snowflake", "prompt": "c92-m1", "model": "minimax-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑market B2B companies, **Snowflake** is the best all‑around cloud data warehouse today."}, {"id": "mai-20260917-0816-smoke|c92-m1|minimax-small|Amazon Redshift", "prompt": "c92-m1", "model": "minimax-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Already deep in the AWS ecosystem... More operational overhead (maintenance, resizing clusters); concurrency can be a bottleneck"}, {"id": "mai-20260917-0816-smoke|c92-m1|minimax-small|Google BigQuery", "prompt": "c92-m1", "model": "minimax-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want serverless, massive scale, or built‑in ML (BigQuery ML)"}, {"id": "mai-20260917-0816-smoke|c92-m1|minimax-small|Azure Synapse Analytics", "prompt": "c92-m1", "model": "minimax-small", "cat": "data-warehouses", "variant": "direct", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Predominantly Azure‑first; need tight coupling with Azure Data Lake"}, {"id": "mai-20260917-0816-smoke|c92-m1|minimax-small|Databricks (Lakehouse)", "prompt": "c92-m1", "model": "minimax-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks (Lakehouse)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need a data lakehouse architecture... More complex to set up; you’ll need Spark expertise"}, {"id": "mai-20260917-0816-smoke|c92-m1|minimax-small|ClickHouse (Managed)", "prompt": "c92-m1", "model": "minimax-small", "cat": "data-warehouses", "variant": "direct", "raw": "ClickHouse (Managed)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less mature for multi‑tenant concurrency and BI tooling; requires more tuning"}, {"id": "mai-20260917-0816-smoke|c92-m1|minimax-small|Starburst (Trino‑based)", "prompt": "c92-m1", "model": "minimax-small", "cat": "data-warehouses", "variant": "direct", "raw": "Starburst (Trino‑based)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Higher cost for enterprise features; more operational complexity"}, {"id": "mai-20260917-0816-smoke|c92-m1|mistral-small|Snowflake", "prompt": "c92-m1", "model": "mistral-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snowflake** is often the best choice for mid-market B2B companies with 20-100 engineers and diverse data workloads."}, {"id": "mai-20260917-0816-smoke|c92-m1|mistral-small|Google BigQuery", "prompt": "c92-m1", "model": "mistral-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Snowflake** and **Google BigQuery** are the top recommendations based on recent evaluations"}, {"id": "mai-20260917-0816-smoke|c92-m1|mistral-small|Databricks", "prompt": "c92-m1", "model": "mistral-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options like **Databricks** and **Amazon Redshift** are also viable"}, {"id": "mai-20260917-0816-smoke|c92-m1|mistral-small|Amazon Redshift", "prompt": "c92-m1", "model": "mistral-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options like **Databricks** and **Amazon Redshift** are also viable"}, {"id": "mai-20260917-0816-smoke|c92-m1|moonshot-small|Google BigQuery", "prompt": "c92-m1", "model": "moonshot-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If cost is your primary concern**: Choose **BigQuery** - it's significantly cheaper at mid-market scale and requires zero infrastructure management."}, {"id": "mai-20260917-0816-smoke|c92-m1|moonshot-small|Snowflake", "prompt": "c92-m1", "model": "moonshot-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need flexibility and ease of use**: Choose **Snowflake** - despite the higher cost, it offers the best user experience"}, {"id": "mai-20260917-0816-smoke|c92-m1|moonshot-small|Amazon Redshift", "prompt": "c92-m1", "model": "moonshot-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you're already committed to AWS**: Choose **Redshift** - the tight integration with your existing AWS stack"}, {"id": "mai-20260917-0816-smoke|c92-m1|openai-small|Snowflake", "prompt": "c92-m1", "model": "openai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snowflake** is the most common \"best default\" because it tends to balance ease of use, governance, performance, and ecosystem fit"}, {"id": "mai-20260917-0816-smoke|c92-m1|openai-small|BigQuery", "prompt": "c92-m1", "model": "openai-small", "cat": "data-warehouses", "variant": "direct", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BigQuery** if you're already on Google Cloud and want the simplest serverless experience."}, {"id": "mai-20260917-0816-smoke|c92-m1|openai-small|Amazon Redshift", "prompt": "c92-m1", "model": "openai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon Redshift** if you're deep in AWS and want tighter native integration/cost control."}, {"id": "mai-20260917-0816-smoke|c92-m1|openai-small|Databricks SQL", "prompt": "c92-m1", "model": "openai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Databricks SQL** if your \"warehouse\" also needs to handle data engineering, ML, and lakehouse-style workloads in one platform."}, {"id": "mai-20260917-0816-smoke|c92-m1|xai-small|Snowflake", "prompt": "c92-m1", "model": "xai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snowflake (Most Popular for Mid-Market B2B)**"}, {"id": "mai-20260917-0816-smoke|c92-m1|xai-small|Google BigQuery", "prompt": "c92-m1", "model": "xai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google BigQuery (Best Value/Cost for Variable Workloads)**"}, {"id": "mai-20260917-0816-smoke|c92-m1|xai-small|Amazon Redshift", "prompt": "c92-m1", "model": "xai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon Redshift (If You're AWS-Heavy)**"}, {"id": "mai-20260917-0816-smoke|c92-m1|xai-small|Databricks", "prompt": "c92-m1", "model": "xai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Other Options**: Databricks (if lakehouse/ML-heavy)"}, {"id": "mai-20260917-0816-smoke|c92-m1|xai-small|Azure Synapse", "prompt": "c92-m1", "model": "xai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Azure Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Azure Synapse (Microsoft stack)"}, {"id": "mai-20260917-0816-smoke|c92-m1|xai-small|ClickHouse", "prompt": "c92-m1", "model": "xai-small", "cat": "data-warehouses", "variant": "direct", "raw": "ClickHouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ClickHouse (ultra-cheap analytics but niche)"}, {"id": "mai-20260917-0816-smoke|c92-m1|zai-small|Google BigQuery", "prompt": "c92-m1", "model": "zai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cheapest overall (10–100 TB):** Google BigQuery"}, {"id": "mai-20260917-0816-smoke|c92-m1|zai-small|Amazon Redshift", "prompt": "c92-m1", "model": "zai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best AWS integration:** Amazon Redshift"}, {"id": "mai-20260917-0816-smoke|c92-m1|zai-small|Snowflake", "prompt": "c92-m1", "model": "zai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Most flexible & AI‑rich:** Snowflake"}, {"id": "mai-20260917-0816-smoke|c92-m1|zai-small|Microsoft Fabric", "prompt": "c92-m1", "model": "zai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best Microsoft stack & lakehouse:** Microsoft Fabric (or Azure Synapse SQL Pools)"}, {"id": "mai-20260917-0816-smoke|c92-m1|zai-small|Azure Synapse SQL Pools", "prompt": "c92-m1", "model": "zai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Azure Synapse SQL Pools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft Fabric (or Azure Synapse SQL Pools)"}, {"id": "mai-20260917-0816-smoke|c92-m2|alibaba-small|Snowflake", "prompt": "c92-m2", "model": "alibaba-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "there is a clear winner in terms of market momentum and ease of adoption: **Snowflake**."}, {"id": "mai-20260917-0816-smoke|c92-m2|alibaba-small|Google BigQuery", "prompt": "c92-m2", "model": "alibaba-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Cost-Efficient Pick: Google BigQuery"}, {"id": "mai-20260917-0816-smoke|c92-m2|alibaba-small|Amazon Redshift", "prompt": "c92-m2", "model": "alibaba-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Ecosystem Pick: Amazon Redshift (or Azure Synapse)"}, {"id": "mai-20260917-0816-smoke|c92-m2|alibaba-small|Azure Synapse", "prompt": "c92-m2", "model": "alibaba-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Azure Synapse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Is heavy on Microsoft products (Office 365, Teams, Azure). | **Azure Synapse Analytics**"}, {"id": "mai-20260917-0816-smoke|c92-m2|alibaba-small|Databricks", "prompt": "c92-m2", "model": "alibaba-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Does significant Data Engineering & Machine Learning (not just analytics). | **Databricks**"}, {"id": "mai-20260917-0816-smoke|c92-m2|anthropic-small|Snowflake", "prompt": "c92-m2", "model": "anthropic-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Snowflake** (Best All-Around Choice)"}, {"id": "mai-20260917-0816-smoke|c92-m2|anthropic-small|Google BigQuery", "prompt": "c92-m2", "model": "anthropic-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BigQuery is excellent for serverless analytics and AI integration"}, {"id": "mai-20260917-0816-smoke|c92-m2|anthropic-small|Firebolt", "prompt": "c92-m2", "model": "anthropic-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Firebolt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Firebolt** if cost efficiency and query performance are paramount"}, {"id": "mai-20260917-0816-smoke|c92-m2|challenger-small|Google BigQuery", "prompt": "c92-m2", "model": "challenger-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would generally recommend **Google BigQuery** if your priority is a low-ops, scalable, cloud-native analytical warehouse"}, {"id": "mai-20260917-0816-smoke|c92-m2|challenger-small|Snowflake", "prompt": "c92-m2", "model": "challenger-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Snowflake** is the main alternative I would consider"}, {"id": "mai-20260917-0816-smoke|c92-m2|challenger-small|Redshift", "prompt": "c92-m2", "model": "challenger-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Redshift** if your team is already deeply invested in **AWS**"}, {"id": "mai-20260917-0816-smoke|c92-m2|deepseek-small|Google BigQuery", "prompt": "c92-m2", "model": "deepseek-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google BigQuery** is the best default recommendation on pure cost and operational simplicity"}, {"id": "mai-20260917-0816-smoke|c92-m2|deepseek-small|Snowflake", "prompt": "c92-m2", "model": "deepseek-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Snowflake** the strongest choice when team experience and ecosystem maturity matter more than the bill"}, {"id": "mai-20260917-0816-smoke|c92-m2|deepseek-small|Databricks", "prompt": "c92-m2", "model": "deepseek-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "only if your roadmap is heavily ML/AI-driven ... but DBU pricing is unpredictable, and it's the most operationally expensive of the four"}, {"id": "mai-20260917-0816-smoke|c92-m2|deepseek-small|Amazon Redshift", "prompt": "c92-m2", "model": "deepseek-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ties you to AWS and has the highest setup overhead"}, {"id": "mai-20260917-0816-smoke|c92-m2|google-small|Snowflake", "prompt": "c92-m2", "model": "google-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snowflake** is the overall recommended starting point for most mid-sized B2B companies"}, {"id": "mai-20260917-0816-smoke|c92-m2|google-small|Google BigQuery", "prompt": "c92-m2", "model": "google-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Cloud-Native Alternative: Google BigQuery"}, {"id": "mai-20260917-0816-smoke|c92-m2|google-small|Databricks", "prompt": "c92-m2", "model": "google-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Advanced Tech/AI Option: Databricks (Lakehouse)"}, {"id": "mai-20260917-0816-smoke|c92-m2|google-small|Microsoft Fabric", "prompt": "c92-m2", "model": "google-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Microsoft Ecosystem Choice: Microsoft Fabric"}, {"id": "mai-20260917-0816-smoke|c92-m2|google-small|AWS Redshift Serverless", "prompt": "c92-m2", "model": "google-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "AWS Redshift Serverless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or AWS Redshift Serverless if you want to keep billing unified under AWS"}, {"id": "mai-20260917-0816-smoke|c92-m2|meta-small|DashDB", "prompt": "c92-m2", "model": "meta-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "DashDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top data warehouse platforms include DashDB, SourceForge, Mch Strategic Data, Domo, and Skyvia"}, {"id": "mai-20260917-0816-smoke|c92-m2|meta-small|SourceForge", "prompt": "c92-m2", "model": "meta-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "SourceForge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top data warehouse platforms include DashDB, SourceForge, Mch Strategic Data, Domo, and Skyvia"}, {"id": "mai-20260917-0816-smoke|c92-m2|meta-small|Mch Strategic Data", "prompt": "c92-m2", "model": "meta-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Mch Strategic Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top data warehouse platforms include DashDB, SourceForge, Mch Strategic Data, Domo, and Skyvia"}, {"id": "mai-20260917-0816-smoke|c92-m2|meta-small|Domo", "prompt": "c92-m2", "model": "meta-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Domo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "if the company is looking for a cost-effective solution for small to mid-size analytical workloads, Domo might be a good option"}, {"id": "mai-20260917-0816-smoke|c92-m2|meta-small|Skyvia", "prompt": "c92-m2", "model": "meta-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "compatible with their existing infrastructure and has minimal friction, Skyvia could be a good choice"}, {"id": "mai-20260917-0816-smoke|c92-m2|minimax-small|Snowflake", "prompt": "c92-m2", "model": "minimax-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Snowflake** (Best Overall for Most Mid-Sized B2B Companies)"}, {"id": "mai-20260917-0816-smoke|c92-m2|minimax-small|Google BigQuery", "prompt": "c92-m2", "model": "minimax-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Snowflake** if budget allows, or **Google BigQuery** if cost optimization is critical"}, {"id": "mai-20260917-0816-smoke|c92-m2|minimax-small|Amazon Redshift", "prompt": "c92-m2", "model": "minimax-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Amazon Redshift** (Best for AWS-Native Shops)"}, {"id": "mai-20260917-0816-smoke|c92-m2|minimax-small|Databricks", "prompt": "c92-m2", "model": "minimax-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Databricks** (Best for AI/ML Focus)"}, {"id": "mai-20260917-0816-smoke|c92-m2|mistral-small|Snowflake", "prompt": "c92-m2", "model": "mistral-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Snowflake** is the top recommendation due to its ease of use, scalability, and strong ecosystem."}, {"id": "mai-20260917-0816-smoke|c92-m2|mistral-small|Google BigQuery", "prompt": "c92-m2", "model": "mistral-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If cost is a major concern and you're using Google Cloud, **BigQuery** is a strong alternative."}, {"id": "mai-20260917-0816-smoke|c92-m2|mistral-small|Amazon Redshift", "prompt": "c92-m2", "model": "mistral-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "consider **Redshift**, but be prepared for more management overhead"}, {"id": "mai-20260917-0816-smoke|c92-m2|mistral-small|Databricks", "prompt": "c92-m2", "model": "mistral-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it may be overkill for simpler analytical needs and can be more complex to set up and manage"}, {"id": "mai-20260917-0816-smoke|c92-m2|moonshot-small|Snowflake", "prompt": "c92-m2", "model": "moonshot-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I generally recommend **Snowflake** as the best all-around analytical data warehouse"}, {"id": "mai-20260917-0816-smoke|c92-m2|moonshot-small|BigQuery", "prompt": "c92-m2", "model": "moonshot-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BigQuery** or **Databricks** as strong alternatives depending on your specific situation"}, {"id": "mai-20260917-0816-smoke|c92-m2|moonshot-small|Databricks", "prompt": "c92-m2", "model": "moonshot-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Databricks** if analytics is just one part of a broader data/ML platform strategy"}, {"id": "mai-20260917-0816-smoke|c92-m2|moonshot-small|Amazon Redshift", "prompt": "c92-m2", "model": "moonshot-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deep AWS shop** with predictable workloads | **Amazon Redshift** | Cost-effective if you can commit to reserved capacity"}, {"id": "mai-20260917-0816-smoke|c92-m2|openai-small|Snowflake", "prompt": "c92-m2", "model": "openai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Snowflake** as the default analytical data warehouse platform."}, {"id": "mai-20260917-0816-smoke|c92-m2|openai-small|BigQuery", "prompt": "c92-m2", "model": "openai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose BigQuery** if your company is heavily on **Google Cloud**"}, {"id": "mai-20260917-0816-smoke|c92-m2|openai-small|Amazon Redshift", "prompt": "c92-m2", "model": "openai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Amazon Redshift** if you're deeply committed to **AWS**"}, {"id": "mai-20260917-0816-smoke|c92-m2|openai-small|Databricks SQL / Lakehouse", "prompt": "c92-m2", "model": "openai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks SQL / Lakehouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Databricks SQL / Lakehouse** if your company needs both **warehouse-style BI** and **data engineering / ML / lakehouse** workflows"}, {"id": "mai-20260917-0816-smoke|c92-m2|xai-small|Snowflake", "prompt": "c92-m2", "model": "xai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Snowflake as the top analytical data warehouse platform."}, {"id": "mai-20260917-0816-smoke|c92-m2|xai-small|Google BigQuery", "prompt": "c92-m2", "model": "xai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You're on GCP, want serverless/pay-per-query, lowest cost for unpredictable loads."}, {"id": "mai-20260917-0816-smoke|c92-m2|xai-small|Amazon Redshift", "prompt": "c92-m2", "model": "xai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep AWS integration (e.g., with EC2/S3). Serverless option available."}, {"id": "mai-20260917-0816-smoke|c92-m2|xai-small|Databricks", "prompt": "c92-m2", "model": "xai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Overkill for pure warehousing; steeper for SQL-only teams."}, {"id": "mai-20260917-0816-smoke|c92-m2|zai-small|Snowflake", "prompt": "c92-m2", "model": "zai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑sized B2B companies, **Snowflake** is the best starting point."}, {"id": "mai-20260917-0816-smoke|c92-m2|zai-small|Google BigQuery", "prompt": "c92-m2", "model": "zai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zero ops and want the simplest serverless experience** | **BigQuery**"}, {"id": "mai-20260917-0816-smoke|c92-m2|zai-small|Amazon Redshift", "prompt": "c92-m2", "model": "zai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already AWS‑heavy?** → Consider Redshift or Synapse."}, {"id": "mai-20260917-0816-smoke|c92-m2|zai-small|Microsoft Synapse", "prompt": "c92-m2", "model": "zai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Microsoft Synapse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deeply embedded in Microsoft stack** ... | **Microsoft Synapse**"}, {"id": "mai-20260917-0816-smoke|c92-m2|zai-small|Oracle Autonomous Data Warehouse", "prompt": "c92-m2", "model": "zai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Oracle Autonomous Data Warehouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Already heavily invested in Oracle** (apps, DBAs) | **Oracle Autonomous Data Warehouse**"}, {"id": "mai-20260917-0816-smoke|c92-m2|zai-small|ClickHouse", "prompt": "c92-m2", "model": "zai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "ClickHouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Very cost‑sensitive with large analytical workloads** | **ClickHouse Cloud**"}, {"id": "mai-20260917-0816-smoke|c92-m2|zai-small|PostgreSQL + ClickHouse", "prompt": "c92-m2", "model": "zai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "PostgreSQL + ClickHouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open‑source / self‑hosting → PostgreSQL + ClickHouse."}, {"id": "mai-20260917-0816-smoke|c92-m2|zai-small|Databricks", "prompt": "c92-m2", "model": "zai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Heavy ML/AI workloads** (notebooks, Delta Lake) | **Databricks**"}, {"id": "mai-20260917-0816-smoke|c92-m3|alibaba-small|Snowflake", "prompt": "c92-m3", "model": "alibaba-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Currently the leader in the pure-data warehouse category due to its flexibility and ease of use."}, {"id": "mai-20260917-0816-smoke|c92-m3|alibaba-small|Google BigQuery", "prompt": "c92-m3", "model": "alibaba-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **BigQuery** or **Redshift** if you are strictly committed to the Google or Amazon ecosystems"}, {"id": "mai-20260917-0816-smoke|c92-m3|alibaba-small|Amazon Redshift", "prompt": "c92-m3", "model": "alibaba-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The default choice for organizations heavily invested in the AWS ecosystem."}, {"id": "mai-20260917-0816-smoke|c92-m3|alibaba-small|Databricks", "prompt": "c92-m3", "model": "alibaba-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Databricks** if your team does significant AI/ML development"}, {"id": "mai-20260917-0816-smoke|c92-m3|alibaba-small|Microsoft Fabric / Synapse", "prompt": "c92-m3", "model": "alibaba-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric / Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft's integrated platform, gaining ground due to tight integration with Office 365 and Power BI."}, {"id": "mai-20260917-0816-smoke|c92-m3|anthropic-small|Snowflake", "prompt": "c92-m3", "model": "anthropic-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Snowflake when you have distinct workloads that must not interfere, when you are multi-cloud or want portability"}, {"id": "mai-20260917-0816-smoke|c92-m3|anthropic-small|Google BigQuery", "prompt": "c92-m3", "model": "anthropic-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose BigQuery when your workload is spiky, your team is small, you are already on GCP"}, {"id": "mai-20260917-0816-smoke|c92-m3|anthropic-small|Amazon Redshift", "prompt": "c92-m3", "model": "anthropic-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Redshift when you are deep in AWS and value that integration"}, {"id": "mai-20260917-0816-smoke|c92-m3|anthropic-small|Databricks SQL Warehouse", "prompt": "c92-m3", "model": "anthropic-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks SQL Warehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The most widely adopted platforms in 2026 are Snowflake, Google BigQuery, Amazon Redshift, Databricks SQL Warehouse, and Azure Synapse Analytics."}, {"id": "mai-20260917-0816-smoke|c92-m3|anthropic-small|Azure Synapse Analytics", "prompt": "c92-m3", "model": "anthropic-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The most widely adopted platforms in 2026 are ... and Azure Synapse Analytics."}, {"id": "mai-20260917-0816-smoke|c92-m3|anthropic-small|ClickHouse", "prompt": "c92-m3", "model": "anthropic-small", "cat": "data-warehouses", "variant": "comparative", "raw": "ClickHouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable options include ClickHouse."}, {"id": "mai-20260917-0816-smoke|c92-m3|challenger-small|Snowflake", "prompt": "c92-m3", "model": "challenger-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Snowflake, BigQuery, and Redshift among the most widely used"}, {"id": "mai-20260917-0816-smoke|c92-m3|challenger-small|Google BigQuery", "prompt": "c92-m3", "model": "challenger-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Fully serverless, with compute abstracted from infrastructure management"}, {"id": "mai-20260917-0816-smoke|c92-m3|challenger-small|Amazon Redshift", "prompt": "c92-m3", "model": "challenger-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "MPP columnar warehouse tightly integrated with AWS"}, {"id": "mai-20260917-0816-smoke|c92-m3|challenger-small|Databricks SQL", "prompt": "c92-m3", "model": "challenger-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Lakehouse architecture built on Spark/Delta Lake rather than a classic warehouse model"}, {"id": "mai-20260917-0816-smoke|c92-m3|challenger-small|Microsoft Fabric/Synapse", "prompt": "c92-m3", "model": "challenger-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric/Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrated analytics platform with warehouse and broader BI/data services"}, {"id": "mai-20260917-0816-smoke|c92-m3|challenger-small|ClickHouse Cloud", "prompt": "c92-m3", "model": "challenger-small", "cat": "data-warehouses", "variant": "comparative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Columnar OLAP engine optimized for low-latency analytics"}, {"id": "mai-20260917-0816-smoke|c92-m3|deepseek-small|Snowflake", "prompt": "c92-m3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Snowflake** if concurrency, developer experience, and multi-cloud matter more than your bill."}, {"id": "mai-20260917-0816-smoke|c92-m3|deepseek-small|Google BigQuery", "prompt": "c92-m3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose BigQuery** if you live in GCP and want zero cluster management (and it often wins on cost)."}, {"id": "mai-20260917-0816-smoke|c92-m3|deepseek-small|Amazon Redshift", "prompt": "c92-m3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Redshift** if you're already deep in AWS and committed to reserved capacity for cost savings."}, {"id": "mai-20260917-0816-smoke|c92-m3|deepseek-small|Databricks", "prompt": "c92-m3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Databricks** if your pipeline is half machine learning and you want a lakehouse with Delta Lake."}, {"id": "mai-20260917-0816-smoke|c92-m3|deepseek-small|Microsoft Fabric / Azure Synapse", "prompt": "c92-m3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric / Azure Synapse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Microsoft Fabric/Synapse** if you're standardized on the Microsoft/Azure stack."}, {"id": "mai-20260917-0816-smoke|c92-m3|deepseek-small|ClickHouse Cloud", "prompt": "c92-m3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ClickHouse Cloud for extreme performance"}, {"id": "mai-20260917-0816-smoke|c92-m3|deepseek-small|Oracle Autonomous Data Warehouse", "prompt": "c92-m3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Oracle Autonomous Data Warehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others worth knowing: ... Oracle Autonomous Data Warehouse"}, {"id": "mai-20260917-0816-smoke|c92-m3|deepseek-small|Teradata Vantage", "prompt": "c92-m3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Teradata Vantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Teradata Vantage, and SAP Datasphere"}, {"id": "mai-20260917-0816-smoke|c92-m3|deepseek-small|SAP Datasphere", "prompt": "c92-m3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "SAP Datasphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Teradata Vantage, and SAP Datasphere"}, {"id": "mai-20260917-0816-smoke|c92-m3|google-small|Snowflake", "prompt": "c92-m3", "model": "google-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The ultimate, easy-to-use, cloud-agnostic SQL platform."}, {"id": "mai-20260917-0816-smoke|c92-m3|google-small|Databricks", "prompt": "c92-m3", "model": "google-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The heavyweight champion of data engineering, machine learning, and AI."}, {"id": "mai-20260917-0816-smoke|c92-m3|google-small|Google BigQuery", "prompt": "c92-m3", "model": "google-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Google BigQuery if you are already on Google Cloud"}, {"id": "mai-20260917-0816-smoke|c92-m3|google-small|Amazon Redshift", "prompt": "c92-m3", "model": "google-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Amazon Redshift if your infrastructure is heavily committed to AWS"}, {"id": "mai-20260917-0816-smoke|c92-m3|google-small|Microsoft Fabric", "prompt": "c92-m3", "model": "google-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Microsoft Fabric if you are an enterprise using Azure"}, {"id": "mai-20260917-0816-smoke|c92-m3|meta-small|Snowflake", "prompt": "c92-m3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Snowflake is known for separating compute, storage, and cloud services into independent layers"}, {"id": "mai-20260917-0816-smoke|c92-m3|meta-small|Google BigQuery", "prompt": "c92-m3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Google BigQuery is best for cost-effective data warehousing"}, {"id": "mai-20260917-0816-smoke|c92-m3|meta-small|Amazon Redshift", "prompt": "c92-m3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Amazon Redshift is ideal for big data warehousing"}, {"id": "mai-20260917-0816-smoke|c92-m3|meta-small|Databricks", "prompt": "c92-m3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Databricks focuses on data science and engineering using the \"Lakehouse\" architecture"}, {"id": "mai-20260917-0816-smoke|c92-m3|meta-small|ClickHouse Cloud", "prompt": "c92-m3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ClickHouse Cloud is a cloud-native data warehouse that offers high performance and low latency"}, {"id": "mai-20260917-0816-smoke|c92-m3|minimax-small|Snowflake", "prompt": "c92-m3", "model": "minimax-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for**: Organizations needing flexibility, data sharing, and multi-cloud deployments"}, {"id": "mai-20260917-0816-smoke|c92-m3|minimax-small|Amazon Redshift", "prompt": "c92-m3", "model": "minimax-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for**: AWS-centric organizations with existing Redshift workloads"}, {"id": "mai-20260917-0816-smoke|c92-m3|minimax-small|Google BigQuery", "prompt": "c92-m3", "model": "minimax-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for**: Organizations needing serverless simplicity and strong GCP integration"}, {"id": "mai-20260917-0816-smoke|c92-m3|minimax-small|Microsoft Fabric / Azure Synapse Analytics", "prompt": "c92-m3", "model": "minimax-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric / Azure Synapse Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Microsoft-centric organizations needing integrated analytics"}, {"id": "mai-20260917-0816-smoke|c92-m3|minimax-small|Databricks SQL Warehouse", "prompt": "c92-m3", "model": "minimax-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks SQL Warehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Organizations needing data engineering, ML, and analytics in one platform"}, {"id": "mai-20260917-0816-smoke|c92-m3|minimax-small|ClickHouse Cloud", "prompt": "c92-m3", "model": "minimax-small", "cat": "data-warehouses", "variant": "comparative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for**: High-performance analytical workloads with large volumes"}, {"id": "mai-20260917-0816-smoke|c92-m3|mistral-small|Snowflake", "prompt": "c92-m3", "model": "mistral-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's a top pick for enterprises needing concurrent SQL analytics and governed data sharing."}, {"id": "mai-20260917-0816-smoke|c92-m3|mistral-small|Google BigQuery", "prompt": "c92-m3", "model": "mistral-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "favored for low-friction, cost-effective analytics and governance controls"}, {"id": "mai-20260917-0816-smoke|c92-m3|mistral-small|Amazon Redshift", "prompt": "c92-m3", "model": "mistral-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A robust, SQL-based data warehouse that excels at handling large volumes of structured and semi-structured data"}, {"id": "mai-20260917-0816-smoke|c92-m3|mistral-small|Azure Synapse Analytics", "prompt": "c92-m3", "model": "mistral-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft's enterprise solution, ideal for integrating data from hundreds of sources"}, {"id": "mai-20260917-0816-smoke|c92-m3|mistral-small|Databricks", "prompt": "c92-m3", "model": "mistral-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong choice for data science and engineering teams"}, {"id": "mai-20260917-0816-smoke|c92-m3|mistral-small|ClickHouse Cloud", "prompt": "c92-m3", "model": "mistral-small", "cat": "data-warehouses", "variant": "comparative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Known for high-performance, real-time analytics, especially for large-scale, low-latency queries."}, {"id": "mai-20260917-0816-smoke|c92-m3|moonshot-small|Snowflake", "prompt": "c92-m3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Snowflake** - **Best for**: Multi-team environments with concurrent SQL analytics... **Rating**: 9.2/10"}, {"id": "mai-20260917-0816-smoke|c92-m3|moonshot-small|Google BigQuery", "prompt": "c92-m3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Serverless SQL analytics with minimal setup... **Rating**: 8.9/10"}, {"id": "mai-20260917-0816-smoke|c92-m3|moonshot-small|Amazon Redshift", "prompt": "c92-m3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: AWS-centric organizations, large-scale data warehousing"}, {"id": "mai-20260917-0816-smoke|c92-m3|moonshot-small|Databricks", "prompt": "c92-m3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Data science, machine learning, and lakehouse architectures"}, {"id": "mai-20260917-0816-smoke|c92-m3|moonshot-small|Microsoft Azure Synapse / Fabric", "prompt": "c92-m3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Azure Synapse / Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Organizations heavily invested in Microsoft ecosystem"}, {"id": "mai-20260917-0816-smoke|c92-m3|moonshot-small|ClickHouse Cloud", "prompt": "c92-m3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ClickHouse Cloud**: Known for exceptional cost-performance"}, {"id": "mai-20260917-0816-smoke|c92-m3|moonshot-small|MotherDuck", "prompt": "c92-m3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "MotherDuck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**MotherDuck**: Lightweight, SQL-first option for smaller teams"}, {"id": "mai-20260917-0816-smoke|c92-m3|openai-small|Snowflake", "prompt": "c92-m3", "model": "openai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **the simplest warehouse experience**, start with **Snowflake** or **BigQuery**."}, {"id": "mai-20260917-0816-smoke|c92-m3|openai-small|Google BigQuery", "prompt": "c92-m3", "model": "openai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want **the simplest warehouse experience**, start with **Snowflake** or **BigQuery**."}, {"id": "mai-20260917-0816-smoke|c92-m3|openai-small|Amazon Redshift", "prompt": "c92-m3", "model": "openai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS-centric stack**: Redshift"}, {"id": "mai-20260917-0816-smoke|c92-m3|openai-small|Azure Synapse Analytics", "prompt": "c92-m3", "model": "openai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure-centric enterprise analytics**: Synapse"}, {"id": "mai-20260917-0816-smoke|c92-m3|openai-small|Databricks SQL", "prompt": "c92-m3", "model": "openai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look at **Databricks SQL**"}, {"id": "mai-20260917-0816-smoke|c92-m3|xai-small|Snowflake", "prompt": "c92-m3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snowflake wins for neutrality/flexibility"}, {"id": "mai-20260917-0816-smoke|c92-m3|xai-small|Google BigQuery", "prompt": "c92-m3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "True serverless, fast scans, AI-native, cost-effective for sporadic use"}, {"id": "mai-20260917-0816-smoke|c92-m3|xai-small|Amazon Redshift", "prompt": "c92-m3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mature, cheap at scale, AWS integrations"}, {"id": "mai-20260917-0816-smoke|c92-m3|xai-small|Databricks", "prompt": "c92-m3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "lakehouses like Databricks/Fabric for modern data+AI"}, {"id": "mai-20260917-0816-smoke|c92-m3|xai-small|Microsoft Fabric", "prompt": "c92-m3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure-integrated, rapid riser"}, {"id": "mai-20260917-0816-smoke|c92-m3|xai-small|Oracle ADW", "prompt": "c92-m3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Oracle ADW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like Oracle ADW, ClickHouse Cloud, and IBM Db2 Warehouse trail but are notable in niches."}, {"id": "mai-20260917-0816-smoke|c92-m3|xai-small|ClickHouse Cloud", "prompt": "c92-m3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like Oracle ADW, ClickHouse Cloud, and IBM Db2 Warehouse trail but are notable in niches."}, {"id": "mai-20260917-0816-smoke|c92-m3|xai-small|IBM Db2 Warehouse", "prompt": "c92-m3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "IBM Db2 Warehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "trail but are notable in niches"}, {"id": "mai-20260917-0816-smoke|c92-m3|zai-small|Snowflake", "prompt": "c92-m3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "No existing cloud commitment, general use | **Snowflake** or **BigQuery**"}, {"id": "mai-20260917-0816-smoke|c92-m3|zai-small|Amazon Redshift", "prompt": "c92-m3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deeply invested in AWS ecosystem | **Amazon Redshift**"}, {"id": "mai-20260917-0816-smoke|c92-m3|zai-small|Google BigQuery", "prompt": "c92-m3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "No existing cloud commitment, general use | **Snowflake** or **BigQuery**"}, {"id": "mai-20260917-0816-smoke|c92-m3|zai-small|Azure Synapse Analytics", "prompt": "c92-m3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft-first organization (Power BI, Azure ML) | **Azure Synapse Analytics**"}, {"id": "mai-20260917-0816-smoke|c92-m4|alibaba-small|Google BigQuery", "prompt": "c92-m4", "model": "alibaba-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall cloud data warehouse is generally **Google BigQuery**, particularly because of its industry-leading free tier"}, {"id": "mai-20260917-0816-smoke|c92-m4|alibaba-small|Panoply", "prompt": "c92-m4", "model": "alibaba-small", "cat": "data-warehouses", "variant": "budget", "raw": "Panoply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Predictable Fixed Costs: Panoply ... You can get started for less than **$99/month**."}, {"id": "mai-20260917-0816-smoke|c92-m4|alibaba-small|Snowflake", "prompt": "c92-m4", "model": "alibaba-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Budget Warning:** ... many new users underestimate their compute bills ... you must actively monitor usage to avoid surprise invoices."}, {"id": "mai-20260917-0816-smoke|c92-m4|anthropic-small|Snowflake", "prompt": "c92-m4", "model": "anthropic-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Offers a free tier with 400MB of storage and compute credits monthly, making it accessible for testing and small projects."}, {"id": "mai-20260917-0816-smoke|c92-m4|anthropic-small|BigQuery (Google Cloud)", "prompt": "c92-m4", "model": "anthropic-small", "cat": "data-warehouses", "variant": "budget", "raw": "BigQuery (Google Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Features a generous free tier with 1TB of query data per month and 10GB of storage. It's highly cost-effective for sporadic queries and has no minimum commitment."}, {"id": "mai-20260917-0816-smoke|c92-m4|anthropic-small|Redshift (AWS)", "prompt": "c92-m4", "model": "anthropic-small", "cat": "data-warehouses", "variant": "budget", "raw": "Redshift (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a free tier for 2 months on DC2.large nodes, and their RA3 nodes with managed storage can be cost-effective for variable workloads."}, {"id": "mai-20260917-0816-smoke|c92-m4|anthropic-small|DuckDB", "prompt": "c92-m4", "model": "anthropic-small", "cat": "data-warehouses", "variant": "budget", "raw": "DuckDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A free, open-source option that's excellent for smaller scale analytics and can run on your own infrastructure, eliminating cloud costs."}, {"id": "mai-20260917-0816-smoke|c92-m4|anthropic-small|Databricks", "prompt": "c92-m4", "model": "anthropic-small", "cat": "data-warehouses", "variant": "budget", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Provides community edition options and free tier access, with flexible pricing for growth."}, {"id": "mai-20260917-0816-smoke|c92-m4|challenger-small|Google BigQuery", "prompt": "c92-m4", "model": "challenger-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best cloud data warehouse is usually **Google BigQuery** if you want the simplest low-ops, pay-as-you-go option"}, {"id": "mai-20260917-0816-smoke|c92-m4|challenger-small|ClickHouse Cloud", "prompt": "c92-m4", "model": "challenger-small", "cat": "data-warehouses", "variant": "budget", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **ClickHouse Cloud** if your priority is the **lowest cost-performance** for analytics-heavy workloads"}, {"id": "mai-20260917-0816-smoke|c92-m4|challenger-small|MotherDuck", "prompt": "c92-m4", "model": "challenger-small", "cat": "data-warehouses", "variant": "budget", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a lightweight option like **MotherDuck** is also positioned as a strong fit for startups and lean teams"}, {"id": "mai-20260917-0816-smoke|c92-m4|deepseek-small|Google BigQuery", "prompt": "c92-m4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Google BigQuery**"}, {"id": "mai-20260917-0816-smoke|c92-m4|deepseek-small|ClickHouse Cloud", "prompt": "c92-m4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ClickHouse Cloud** delivers drastically better cost-performance"}, {"id": "mai-20260917-0816-smoke|c92-m4|deepseek-small|Firebolt", "prompt": "c92-m4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Firebolt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cheapest entry price ... Good option if you want to start completely free"}, {"id": "mai-20260917-0816-smoke|c92-m4|deepseek-small|Cloudflare Workers", "prompt": "c92-m4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Cloudflare Workers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other free-tier options"}, {"id": "mai-20260917-0816-smoke|c92-m4|deepseek-small|MotherDuck", "prompt": "c92-m4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "MotherDuck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Several vendors (MotherDuck, Starburst, Databricks) offer **free tiers**"}, {"id": "mai-20260917-0816-smoke|c92-m4|deepseek-small|Starburst", "prompt": "c92-m4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Starburst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Several vendors (MotherDuck, Starburst, Databricks) offer **free tiers**"}, {"id": "mai-20260917-0816-smoke|c92-m4|deepseek-small|Databricks", "prompt": "c92-m4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Several vendors (MotherDuck, Starburst, Databricks) offer **free tiers**"}, {"id": "mai-20260917-0816-smoke|c92-m4|deepseek-small|Amazon Redshift", "prompt": "c92-m4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "provisioning (always-on) solutions like Redshift can quietly rack up bills when idle"}, {"id": "mai-20260917-0816-smoke|c92-m4|deepseek-small|Snowflake", "prompt": "c92-m4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid** Snowflake for tight budgets"}, {"id": "mai-20260917-0816-smoke|c92-m4|google-small|Snowflake", "prompt": "c92-m4", "model": "google-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "they carry a heavy \"idle compute tax\" and high administrative overhead that can quickly drain a startup or SMB’s budget"}, {"id": "mai-20260917-0816-smoke|c92-m4|google-small|Amazon Redshift", "prompt": "c92-m4", "model": "google-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many traditional data warehouses (like Snowflake or Amazon Redshift) are built on a \"scale-out\" architecture designed for petabyte-scale enterprises."}, {"id": "mai-20260917-0816-smoke|c92-m4|google-small|MotherDuck (Serverless DuckDB)", "prompt": "c92-m4", "model": "google-small", "cat": "data-warehouses", "variant": "budget", "raw": "MotherDuck (Serverless DuckDB)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your data is **under 1 Terabyte**, choose **MotherDuck**. It is the most modern, low-overhead, and cost-predictable choice on the market."}, {"id": "mai-20260917-0816-smoke|c92-m4|google-small|Google BigQuery", "prompt": "c92-m4", "model": "google-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your data is **larger or has unpredictable usage spikes**, choose **Google BigQuery** but set up strict query cost limits."}, {"id": "mai-20260917-0816-smoke|c92-m4|google-small|ClickHouse Cloud", "prompt": "c92-m4", "model": "google-small", "cat": "data-warehouses", "variant": "budget", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for High-Volume, Real-Time Logs: **ClickHouse Cloud**"}, {"id": "mai-20260917-0816-smoke|c92-m4|google-small|PostgreSQL (via Supabase or Neon)", "prompt": "c92-m4", "model": "google-small", "cat": "data-warehouses", "variant": "budget", "raw": "PostgreSQL (via Supabase or Neon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Bootstrapper's Choice (<50 GB): **PostgreSQL (via Supabase or Neon)**"}, {"id": "mai-20260917-0816-smoke|c92-m4|meta-small|Google BigQuery", "prompt": "c92-m4", "model": "meta-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Google BigQuery: A serverless, pay-as-you-go solution with a generous free tier, ideal for flexible, ad-hoc analytics, and startups."}, {"id": "mai-20260917-0816-smoke|c92-m4|meta-small|Snowflake", "prompt": "c92-m4", "model": "meta-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Snowflake: A pay-per-use solution with ease of use, flexibility, and integrations"}, {"id": "mai-20260917-0816-smoke|c92-m4|meta-small|Panoply", "prompt": "c92-m4", "model": "meta-small", "cat": "data-warehouses", "variant": "budget", "raw": "Panoply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Panoply: A fixed-price solution under $99/month, ideal for ease of setup and standard reporting."}, {"id": "mai-20260917-0816-smoke|c92-m4|meta-small|Firebolt", "prompt": "c92-m4", "model": "meta-small", "cat": "data-warehouses", "variant": "budget", "raw": "Firebolt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Firebolt: A speed-focused analytics solution on small datasets, priced between $50-$80/month."}, {"id": "mai-20260917-0816-smoke|c92-m4|meta-small|Dremio Cloud", "prompt": "c92-m4", "model": "meta-small", "cat": "data-warehouses", "variant": "budget", "raw": "Dremio Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dremio Cloud: A solution for data lake querying and quick insights, priced under $99/month."}, {"id": "mai-20260917-0816-smoke|c92-m4|minimax-small|Google BigQuery", "prompt": "c92-m4", "model": "minimax-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google BigQuery** is the best cloud data warehouse for a company with a limited budget"}, {"id": "mai-20260917-0816-smoke|c92-m4|minimax-small|AWS Redshift", "prompt": "c92-m4", "model": "minimax-small", "cat": "data-warehouses", "variant": "budget", "raw": "AWS Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you could also consider **Amazon Redshift** or **Azure Synapse**"}, {"id": "mai-20260917-0816-smoke|c92-m4|minimax-small|Azure Synapse", "prompt": "c92-m4", "model": "minimax-small", "cat": "data-warehouses", "variant": "budget", "raw": "Azure Synapse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "you could also consider **Amazon Redshift** or **Azure Synapse**"}, {"id": "mai-20260917-0816-smoke|c92-m4|minimax-small|Snowflake", "prompt": "c92-m4", "model": "minimax-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Snowflake | ~$2/credit | 30-day trial ($400 credits)"}, {"id": "mai-20260917-0816-smoke|c92-m4|minimax-small|Firebolt", "prompt": "c92-m4", "model": "minimax-small", "cat": "data-warehouses", "variant": "budget", "raw": "Firebolt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Firebolt | Low-cost plans | Limited"}, {"id": "mai-20260917-0816-smoke|c92-m4|minimax-small|MotherDuck", "prompt": "c92-m4", "model": "minimax-small", "cat": "data-warehouses", "variant": "budget", "raw": "MotherDuck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "MotherDuck | Free for small data | Yes"}, {"id": "mai-20260917-0816-smoke|c92-m4|mistral-small|Google BigQuery", "prompt": "c92-m4", "model": "mistral-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Google BigQuery and Firebolt are top recommendations"}, {"id": "mai-20260917-0816-smoke|c92-m4|mistral-small|Firebolt", "prompt": "c92-m4", "model": "mistral-small", "cat": "data-warehouses", "variant": "budget", "raw": "Firebolt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Google BigQuery and Firebolt are top recommendations"}, {"id": "mai-20260917-0816-smoke|c92-m4|mistral-small|Panoply", "prompt": "c92-m4", "model": "mistral-small", "cat": "data-warehouses", "variant": "budget", "raw": "Panoply", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Provides a fixed price under $99/month, quick setup, and minimal maintenance, though it's less customizable and has source limits."}, {"id": "mai-20260917-0816-smoke|c92-m4|mistral-small|Dremio Cloud", "prompt": "c92-m4", "model": "mistral-small", "cat": "data-warehouses", "variant": "budget", "raw": "Dremio Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Another affordable option under $99/month... but may require more technical expertise."}, {"id": "mai-20260917-0816-smoke|c92-m4|mistral-small|ClickHouse Cloud", "prompt": "c92-m4", "model": "mistral-small", "cat": "data-warehouses", "variant": "budget", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ClickHouse Cloud is also a strong contender"}, {"id": "mai-20260917-0816-smoke|c92-m4|moonshot-small|Google BigQuery", "prompt": "c92-m4", "model": "moonshot-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google BigQuery** is generally the best starting point"}, {"id": "mai-20260917-0816-smoke|c92-m4|moonshot-small|Amazon Redshift Serverless", "prompt": "c92-m4", "model": "moonshot-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if You're Already on AWS"}, {"id": "mai-20260917-0816-smoke|c92-m4|moonshot-small|Snowflake", "prompt": "c92-m4", "model": "moonshot-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Snowflake — Best Avoided on a Tight Budget"}, {"id": "mai-20260917-0816-smoke|c92-m4|moonshot-small|Panoply", "prompt": "c92-m4", "model": "moonshot-small", "cat": "data-warehouses", "variant": "budget", "raw": "Panoply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fixed pricing under $99/month; minimal maintenance, quick setup"}, {"id": "mai-20260917-0816-smoke|c92-m4|moonshot-small|Dremio Cloud", "prompt": "c92-m4", "model": "moonshot-small", "cat": "data-warehouses", "variant": "budget", "raw": "Dremio Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Under $99/month; good for querying data lakes directly"}, {"id": "mai-20260917-0816-smoke|c92-m4|moonshot-small|Firebolt", "prompt": "c92-m4", "model": "moonshot-small", "cat": "data-warehouses", "variant": "budget", "raw": "Firebolt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "~$50–$80/month for speed-focused analytics on smaller datasets"}, {"id": "mai-20260917-0816-smoke|c92-m4|openai-small|Google BigQuery", "prompt": "c92-m4", "model": "openai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Google BigQuery is usually the best default choice** for a cloud data warehouse"}, {"id": "mai-20260917-0816-smoke|c92-m4|openai-small|Amazon Redshift", "prompt": "c92-m4", "model": "openai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Amazon Redshift** if your company is already heavily on AWS"}, {"id": "mai-20260917-0816-smoke|c92-m4|openai-small|Snowflake", "prompt": "c92-m4", "model": "openai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "I\\u2019d usually avoid Snowflake as the first pick when the main priority is minimizing spend."}, {"id": "mai-20260917-0816-smoke|c92-m4|xai-small|Google BigQuery", "prompt": "c92-m4", "model": "xai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google BigQuery is generally the best cloud data warehouse for companies with a limited budget.**"}, {"id": "mai-20260917-0816-smoke|c92-m4|xai-small|Snowflake", "prompt": "c92-m4", "model": "xai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "1 credit/hour minimums add up even for short queries (~$100s/mo quick)"}, {"id": "mai-20260917-0816-smoke|c92-m4|xai-small|Redshift", "prompt": "c92-m4", "model": "xai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're AWS-locked, consider Redshift Serverless"}, {"id": "mai-20260917-0816-smoke|c92-m4|xai-small|Databricks", "prompt": "c92-m4", "model": "xai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Extra infra costs; overkill for pure warehousing"}, {"id": "mai-20260917-0816-smoke|c92-m4|xai-small|Firebolt/MotherDuck", "prompt": "c92-m4", "model": "xai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Firebolt/MotherDuck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ultra-small datasets | Less mature ecosystem, niche"}, {"id": "mai-20260917-0816-smoke|c92-m4|xai-small|Panoply", "prompt": "c92-m4", "model": "xai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Panoply", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "check Firebolt or Panoply, but they lack BigQuery's scale/power"}, {"id": "mai-20260917-0816-smoke|c92-m4|zai-small|Google BigQuery", "prompt": "c92-m4", "model": "zai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google BigQuery** is the best cloud data warehouse for a company with a limited budget."}, {"id": "mai-20260917-0816-smoke|c92-m4|zai-small|Amazon Redshift Serverless", "prompt": "c92-m4", "model": "zai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is already heavily invested in the AWS ecosystem, Redshift is a strong alternative, though it can be more expensive"}, {"id": "mai-20260917-0816-smoke|c92-m4|zai-small|Snowflake", "prompt": "c92-m4", "model": "zai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Snowflake is a powerful platform, but it is generally more expensive than BigQuery for small budgets."}, {"id": "mai-20260917-0816-smoke|c92-m5|alibaba-small|Snowflake", "prompt": "c92-m5", "model": "alibaba-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often seen as the \"safe\" bet for growth-stage companies."}, {"id": "mai-20260917-0816-smoke|c92-m5|alibaba-small|BigQuery", "prompt": "c92-m5", "model": "alibaba-small", "cat": "data-warehouses", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're already GCP-heavy, this is often the easiest choice."}, {"id": "mai-20260917-0816-smoke|c92-m5|alibaba-small|Redshift", "prompt": "c92-m5", "model": "alibaba-small", "cat": "data-warehouses", "variant": "scale", "raw": "Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-effective if you're deep in AWS. Newer versions (Redshift Serverless) have reduced management overhead."}, {"id": "mai-20260917-0816-smoke|c92-m5|alibaba-small|Databricks", "prompt": "c92-m5", "model": "alibaba-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Databricks is powerful but may be overkill if you only need SQL analytics"}, {"id": "mai-20260917-0816-smoke|c92-m5|alibaba-small|CockroachDB", "prompt": "c92-m5", "model": "alibaba-small", "cat": "data-warehouses", "variant": "scale", "raw": "CockroachDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you have transactional needs mixed with analytical ones (HTAP), these are worth a look."}, {"id": "mai-20260917-0816-smoke|c92-m5|alibaba-small|Yugabyte", "prompt": "c92-m5", "model": "alibaba-small", "cat": "data-warehouses", "variant": "scale", "raw": "Yugabyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you have transactional needs mixed with analytical ones (HTAP), these are worth a look."}, {"id": "mai-20260917-0816-smoke|c92-m5|anthropic-small|Snowflake", "prompt": "c92-m5", "model": "anthropic-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The major players (Snowflake, BigQuery, Redshift, Azure Synapse) all have different strengths"}, {"id": "mai-20260917-0816-smoke|c92-m5|anthropic-small|BigQuery", "prompt": "c92-m5", "model": "anthropic-small", "cat": "data-warehouses", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The major players (Snowflake, BigQuery, Redshift, Azure Synapse) all have different strengths"}, {"id": "mai-20260917-0816-smoke|c92-m5|anthropic-small|Redshift", "prompt": "c92-m5", "model": "anthropic-small", "cat": "data-warehouses", "variant": "scale", "raw": "Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The major players (Snowflake, BigQuery, Redshift, Azure Synapse) all have different strengths"}, {"id": "mai-20260917-0816-smoke|c92-m5|anthropic-small|Azure Synapse", "prompt": "c92-m5", "model": "anthropic-small", "cat": "data-warehouses", "variant": "scale", "raw": "Azure Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The major players (Snowflake, BigQuery, Redshift, Azure Synapse) all have different strengths"}, {"id": "mai-20260917-0816-smoke|c92-m5|deepseek-small|Snowflake", "prompt": "c92-m5", "model": "deepseek-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Snowflake** | Best concurrency + developer experience; neutral across clouds; if budget is secondary"}, {"id": "mai-20260917-0816-smoke|c92-m5|deepseek-small|BigQuery", "prompt": "c92-m5", "model": "deepseek-small", "cat": "data-warehouses", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**BigQuery** | GCP-native stacks, want zero cluster management / most hands-off"}, {"id": "mai-20260917-0816-smoke|c92-m5|deepseek-small|Redshift", "prompt": "c92-m5", "model": "deepseek-small", "cat": "data-warehouses", "variant": "scale", "raw": "Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Redshift** | Already deep in AWS, willing to commit to reserved capacity for cost"}, {"id": "mai-20260917-0816-smoke|c92-m5|deepseek-small|Databricks", "prompt": "c92-m5", "model": "deepseek-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Databricks** | Heavy ML/lakehouse workloads with notebooks and Delta Lake"}, {"id": "mai-20260917-0816-smoke|c92-m5|deepseek-small|Fabric/Synapse", "prompt": "c92-m5", "model": "deepseek-small", "cat": "data-warehouses", "variant": "scale", "raw": "Fabric/Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Native offerings (Redshift, Fabric/Synapse, BigQuery) get cost and integration advantages."}, {"id": "mai-20260917-0816-smoke|c92-m5|google-small|Snowflake", "prompt": "c92-m5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your team is primarily SQL-fluent analysts, lean heavily toward **Snowflake** or **BigQuery**."}, {"id": "mai-20260917-0816-smoke|c92-m5|google-small|BigQuery", "prompt": "c92-m5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "lean heavily toward **Snowflake** or **BigQuery**"}, {"id": "mai-20260917-0816-smoke|c92-m5|google-small|Microsoft Fabric / Synapse", "prompt": "c92-m5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "Microsoft Fabric / Synapse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best suited for organizations already deeply committed to the Microsoft ecosystem."}, {"id": "mai-20260917-0816-smoke|c92-m5|google-small|Amazon Redshift", "prompt": "c92-m5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it historically requires more optimization and manual tuning than Snowflake or BigQuery"}, {"id": "mai-20260917-0816-smoke|c92-m5|google-small|Databricks", "prompt": "c92-m5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have Python-focused data scientists, **Databricks** becomes a stronger candidate."}, {"id": "mai-20260917-0816-smoke|c92-m5|minimax-small|Snowflake", "prompt": "c92-m5", "model": "minimax-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Snowflake** | Multi-cloud, excellent concurrency, separate compute/storage scaling | Can get expensive for high-volume workloads"}, {"id": "mai-20260917-0816-smoke|c92-m5|minimax-small|Amazon Redshift", "prompt": "c92-m5", "model": "minimax-small", "cat": "data-warehouses", "variant": "scale", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Amazon Redshift** | Deep AWS integration, RA3 nodes for storage separation | Limited multi-cloud; maintenance overhead"}, {"id": "mai-20260917-0816-smoke|c92-m5|minimax-small|Google BigQuery", "prompt": "c92-m5", "model": "minimax-small", "cat": "data-warehouses", "variant": "scale", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Google BigQuery** | Serverless, strong ML integration, open formats | Complex pricing for high queries"}, {"id": "mai-20260917-0816-smoke|c92-m5|minimax-small|Azure Synapse Analytics", "prompt": "c92-m5", "model": "minimax-small", "cat": "data-warehouses", "variant": "scale", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Integrated with Azure ecosystem, hybrid query options | Less mature than competitors"}, {"id": "mai-20260917-0816-smoke|c92-m5|minimax-small|Databricks SQL Warehouse", "prompt": "c92-m5", "model": "minimax-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks SQL Warehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong for data engineering/ML, lakehouse architecture | Newer to pure analytics"}, {"id": "mai-20260917-0816-smoke|c92-m5|minimax-small|IBM Db2 Warehouse", "prompt": "c92-m5", "model": "minimax-small", "cat": "data-warehouses", "variant": "scale", "raw": "IBM Db2 Warehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good for regulated industries, strong on-premise legacy | Limited cloud-native features"}, {"id": "mai-20260917-0816-smoke|c92-m5|minimax-small|Oracle Autonomous Data Warehouse", "prompt": "c92-m5", "model": "minimax-small", "cat": "data-warehouses", "variant": "scale", "raw": "Oracle Autonomous Data Warehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Excellent for Oracle shops, automated tuning | Heavy on Oracle ecosystem; costly for non-Oracle workloads"}, {"id": "mai-20260917-0816-smoke|c92-m5|mistral-small|Snowflake", "prompt": "c92-m5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Separation of compute/storage, multi-cloud, ease of use | Cost at scale, proprietary SQL dialect | Mid-large companies"}, {"id": "mai-20260917-0816-smoke|c92-m5|mistral-small|Google BigQuery", "prompt": "c92-m5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Serverless, fast SQL, ML integration, pay per query | Cost for large scans, less control"}, {"id": "mai-20260917-0816-smoke|c92-m5|mistral-small|Amazon Redshift", "prompt": "c92-m5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "High performance, Redshift Spectrum, tight AWS integration | Cluster management, scaling limits"}, {"id": "mai-20260917-0816-smoke|c92-m5|mistral-small|Databricks SQL", "prompt": "c92-m5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unified data lakehouse, Delta Lake, Spark integration | Complexity, cost for non-Spark workloads"}, {"id": "mai-20260917-0816-smoke|c92-m5|mistral-small|Azure Synapse", "prompt": "c92-m5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "Azure Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tight Microsoft integration, unified analytics | Steep learning curve, mixed reviews"}, {"id": "mai-20260917-0816-smoke|c92-m5|mistral-small|Firebolt", "prompt": "c92-m5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "Firebolt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "High performance, sub-second queries, cost-effective | Smaller ecosystem, newer player"}, {"id": "mai-20260917-0816-smoke|c92-m5|moonshot-small|Snowflake", "prompt": "c92-m5", "model": "moonshot-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Snowflake** | Multi-cloud flexibility, ease of use | Higher cost but excellent for teams without deep cloud expertise"}, {"id": "mai-20260917-0816-smoke|c92-m5|moonshot-small|BigQuery", "prompt": "c92-m5", "model": "moonshot-small", "cat": "data-warehouses", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BigQuery** | GCP users, serverless simplicity | Great for analytics, pay-per-query model"}, {"id": "mai-20260917-0816-smoke|c92-m5|moonshot-small|Redshift", "prompt": "c92-m5", "model": "moonshot-small", "cat": "data-warehouses", "variant": "scale", "raw": "Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Requires more tuning, strong for predictable workloads"}, {"id": "mai-20260917-0816-smoke|c92-m5|moonshot-small|Azure Synapse", "prompt": "c92-m5", "model": "moonshot-small", "cat": "data-warehouses", "variant": "scale", "raw": "Azure Synapse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure Synapse** | Microsoft shops, hybrid scenarios | Tight Power BI integration"}, {"id": "mai-20260917-0816-smoke|c92-m5|openai-small|Snowflake", "prompt": "c92-m5", "model": "openai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "tailor it to **Snowflake vs BigQuery vs Redshift vs Databricks SQL**"}, {"id": "mai-20260917-0816-smoke|c92-m5|openai-small|BigQuery", "prompt": "c92-m5", "model": "openai-small", "cat": "data-warehouses", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tailor it to **Snowflake vs BigQuery vs Redshift vs Databricks SQL**"}, {"id": "mai-20260917-0816-smoke|c92-m5|openai-small|Redshift", "prompt": "c92-m5", "model": "openai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tailor it to **Snowflake vs BigQuery vs Redshift vs Databricks SQL**"}, {"id": "mai-20260917-0816-smoke|c92-m5|openai-small|Databricks SQL", "prompt": "c92-m5", "model": "openai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tailor it to **Snowflake vs BigQuery vs Redshift vs Databricks SQL**"}, {"id": "mai-20260917-0816-smoke|c92-m5|xai-small|Snowflake", "prompt": "c92-m5", "model": "xai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Snowflake or BigQuery if no cloud preference—they're safest defaults for mid-sized firms"}, {"id": "mai-20260917-0816-smoke|c92-m5|xai-small|Google BigQuery", "prompt": "c92-m5", "model": "xai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Snowflake or BigQuery if no cloud preference—they're safest defaults for mid-sized firms"}, {"id": "mai-20260917-0816-smoke|c92-m5|xai-small|Amazon Redshift", "prompt": "c92-m5", "model": "xai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS-heavy stacks ... More ops overhead"}, {"id": "mai-20260917-0816-smoke|c92-m5|xai-small|Databricks", "prompt": "c92-m5", "model": "xai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ML/unified analytics ... Steeper for pure SQL/BI"}, {"id": "mai-20260917-0816-smoke|c92-m5|xai-small|Azure Synapse/Fabric", "prompt": "c92-m5", "model": "xai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Azure Synapse/Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Microsoft ecosystem ... Azure-centric"}, {"id": "mai-20260917-0816-smoke|c92-m6|alibaba-small|Snowflake", "prompt": "c92-m6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Snowflake ⚠️ Be Cautious If... The Risk: Unpredictable Costs (\"Credit Burn\")"}, {"id": "mai-20260917-0816-smoke|c92-m6|alibaba-small|Databricks", "prompt": "c92-m6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative to consider: Databricks (if already on AWS)"}, {"id": "mai-20260917-0816-smoke|c92-m6|alibaba-small|ClickHouse", "prompt": "c92-m6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "ClickHouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look at specialized engines like **ClickHouse** or **Apache Druid**"}, {"id": "mai-20260917-0816-smoke|c92-m6|alibaba-small|Amazon Redshift", "prompt": "c92-m6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Amazon Redshift ⚠️ Be Cautious If... The Risk: Vendor Lock-in & Concurrency Limits"}, {"id": "mai-20260917-0816-smoke|c92-m6|alibaba-small|BigQuery", "prompt": "c92-m6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Google BigQuery ⚠️ Be Cautious If... The Risk: Egress Fees & Cold Starts"}, {"id": "mai-20260917-0816-smoke|c92-m6|alibaba-small|Azure Synapse", "prompt": "c92-m6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Azure Synapse Analytics ⚠️ Be Cautious If... The Risk: Complexity & Pricing Opacity"}, {"id": "mai-20260917-0816-smoke|c92-m6|alibaba-small|Apache Druid", "prompt": "c92-m6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "Apache Druid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look at specialized engines like **ClickHouse** or **Apache Druid**, but expect less hand-holding"}, {"id": "mai-20260917-0816-smoke|c92-m6|anthropic-small|BigQuery", "prompt": "c92-m6", "model": "anthropic-small", "cat": "data-warehouses", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "A single exploratory query on an unpartitioned table can generate a $50,000 bill overnight"}, {"id": "mai-20260917-0816-smoke|c92-m6|anthropic-small|Snowflake", "prompt": "c92-m6", "model": "anthropic-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many companies report bills 200-300% higher than budgeted... Snowflake is a clear example of the idle tax in practice."}, {"id": "mai-20260917-0816-smoke|c92-m6|anthropic-small|Redshift", "prompt": "c92-m6", "model": "anthropic-small", "cat": "data-warehouses", "variant": "negative", "raw": "Redshift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Skip Redshift for new projects (particularly AI-heavy ones)"}, {"id": "mai-20260917-0816-smoke|c92-m6|anthropic-small|Databricks", "prompt": "c92-m6", "model": "anthropic-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Databricks provides a lot of power, but with that comes verbose errors."}, {"id": "mai-20260917-0816-smoke|c92-m6|anthropic-small|Fabric", "prompt": "c92-m6", "model": "anthropic-small", "cat": "data-warehouses", "variant": "negative", "raw": "Fabric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The major incumbents\\u2014BigQuery, Snowflake, Redshift, Databricks, and Fabric\\u2014force you into punishing trade-offs"}, {"id": "mai-20260917-0816-smoke|c92-m6|challenger-small|BigQuery", "prompt": "c92-m6", "model": "challenger-small", "cat": "data-warehouses", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "A source warns against BigQuery for live data or workloads requiring frequent mutations"}, {"id": "mai-20260917-0816-smoke|c92-m6|challenger-small|Snowflake", "prompt": "c92-m6", "model": "challenger-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoid it if your stack is multi-cloud and egress matters, or if you need predictable cost forecasting"}, {"id": "mai-20260917-0816-smoke|c92-m6|challenger-small|Redshift", "prompt": "c92-m6", "model": "challenger-small", "cat": "data-warehouses", "variant": "negative", "raw": "Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Redshift** if you want to avoid provisioned-cluster management or your workload is highly spiky"}, {"id": "mai-20260917-0816-smoke|c92-m6|challenger-small|Azure Synapse / Fabric", "prompt": "c92-m6", "model": "challenger-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse / Fabric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "caution is warranted when that ecosystem advantage does not apply"}, {"id": "mai-20260917-0816-smoke|c92-m6|challenger-small|ClickHouse Cloud", "prompt": "c92-m6", "model": "challenger-small", "cat": "data-warehouses", "variant": "negative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more tuning and topology planning may be needed for strict SLAs"}, {"id": "mai-20260917-0816-smoke|c92-m6|deepseek-small|Teradata Vantage Cloud", "prompt": "c92-m6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Teradata Vantage Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Legacy Enterprise \"Lift-and-Shift\" Warehouses (Teradata Vantage Cloud, Oracle Exadata Cloud Service)"}, {"id": "mai-20260917-0816-smoke|c92-m6|deepseek-small|Oracle Exadata Cloud Service", "prompt": "c92-m6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Oracle Exadata Cloud Service", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid: Legacy Enterprise \"Lift-and-Shift\" Warehouses (Teradata Vantage Cloud, Oracle Exadata Cloud Service)"}, {"id": "mai-20260917-0816-smoke|c92-m6|deepseek-small|Amazon Redshift", "prompt": "c92-m6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Very Cautious: Amazon Redshift (especially for small teams)"}, {"id": "mai-20260917-0816-smoke|c92-m6|deepseek-small|Snowflake", "prompt": "c92-m6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be Cautious of Cost Overruns: Snowflake"}, {"id": "mai-20260917-0816-smoke|c92-m6|deepseek-small|ClickHouse", "prompt": "c92-m6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "ClickHouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Caution with a Strong Condition: ClickHouse"}, {"id": "mai-20260917-0816-smoke|c92-m6|deepseek-small|Druid", "prompt": "c92-m6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Druid", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "other columnar/OLAP engines like Druid, Pinot"}, {"id": "mai-20260917-0816-smoke|c92-m6|deepseek-small|Pinot", "prompt": "c92-m6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Pinot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "other columnar/OLAP engines like Druid, Pinot"}, {"id": "mai-20260917-0816-smoke|c92-m6|deepseek-small|BigQuery", "prompt": "c92-m6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Pricing based on \"bytes scanned\" without caching.** (like early BigQuery)"}, {"id": "mai-20260917-0816-smoke|c92-m6|google-small|Teradata Vantage", "prompt": "c92-m6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Teradata Vantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy \"Hosted\" Warehouses (Avoid)... Why to avoid them: They generally lack true cloud-native elasticity."}, {"id": "mai-20260917-0816-smoke|c92-m6|google-small|IBM Netezza", "prompt": "c92-m6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "IBM Netezza", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy \"Hosted\" Warehouses (Avoid)... Examples: Teradata Vantage, IBM Netezza, Oracle Exadata"}, {"id": "mai-20260917-0816-smoke|c92-m6|google-small|Oracle Exadata", "prompt": "c92-m6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Oracle Exadata", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Oracle Exadata (unless deeply integrated into an existing Oracle-only ecosystem)"}, {"id": "mai-20260917-0816-smoke|c92-m6|google-small|Azure Synapse Analytics", "prompt": "c92-m6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "For Azure-heavy shops, skip Azure Synapse and look directly at Microsoft Fabric."}, {"id": "mai-20260917-0816-smoke|c92-m6|google-small|Amazon Redshift (Provisioned Clusters)", "prompt": "c92-m6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift (Provisioned Clusters)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "provisioned Redshift is highly likely to become a slow, expensive bottleneck"}, {"id": "mai-20260917-0816-smoke|c92-m6|google-small|Microsoft Fabric", "prompt": "c92-m6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "skip Azure Synapse and look directly at Microsoft Fabric"}, {"id": "mai-20260917-0816-smoke|c92-m6|google-small|Snowflake", "prompt": "c92-m6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why to be cautious: Snowflake charges for compute by the second, but it has a 60-second minimum charge"}, {"id": "mai-20260917-0816-smoke|c92-m6|google-small|Google BigQuery", "prompt": "c92-m6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Pay-per-Query Volatility... To use BigQuery safely, you must enforce strict query cost limits"}, {"id": "mai-20260917-0816-smoke|c92-m6|google-small|Databricks", "prompt": "c92-m6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Databricks introduces unnecessary engineering overhead"}, {"id": "mai-20260917-0816-smoke|c92-m6|meta-small|BigQuery", "prompt": "c92-m6", "model": "meta-small", "cat": "data-warehouses", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BigQuery, which is not suitable for live data or situations that require frequent mutations."}, {"id": "mai-20260917-0816-smoke|c92-m6|meta-small|Snowflake", "prompt": "c92-m6", "model": "meta-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional cloud data warehouses like Snowflake and BigQuery, which may not be suitable for operational workloads or real-time analytics."}, {"id": "mai-20260917-0816-smoke|c92-m6|meta-small|ClickHouse Cloud", "prompt": "c92-m6", "model": "meta-small", "cat": "data-warehouses", "variant": "negative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ClickHouse Cloud, which is described as being \"Fast & Low-Cost\" and suitable for large-scale data warehousing."}, {"id": "mai-20260917-0816-smoke|c92-m6|meta-small|MotherDuck", "prompt": "c92-m6", "model": "meta-small", "cat": "data-warehouses", "variant": "negative", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MotherDuck, which offers a modern cloud data warehouse alternative with a \"scale-up\" serverless architecture powered by DuckDB."}, {"id": "mai-20260917-0816-smoke|c92-m6|minimax-small|Amazon Redshift", "prompt": "c92-m6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Concurrency limitations can cause performance issues under heavy parallel loads... Often more expensive than newer alternatives"}, {"id": "mai-20260917-0816-smoke|c92-m6|minimax-small|Snowflake", "prompt": "c92-m6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Can get expensive quickly with heavy compute usage... When to avoid: If budget control is critical"}, {"id": "mai-20260917-0816-smoke|c92-m6|minimax-small|Google BigQuery", "prompt": "c92-m6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "No true UPDATE/DELETE operations... Streaming inserts can get costly."}, {"id": "mai-20260917-0816-smoke|c92-m6|minimax-small|Azure Synapse Analytics", "prompt": "c92-m6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Complex pricing model (can be hard to predict costs). Less mature ecosystem compared to Snowflake/BigQuery."}, {"id": "mai-20260917-0816-smoke|c92-m6|minimax-small|Oracle Cloud Infrastructure (OCI) Analytic Warehouse", "prompt": "c92-m6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "Oracle Cloud Infrastructure (OCI) Analytic Warehouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Heavily tied to Oracle ecosystem... Can be expensive for non-Oracle shops."}, {"id": "mai-20260917-0816-smoke|c92-m6|minimax-small|IBM Db2 Warehouse (formerly dashDB)", "prompt": "c92-m6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "IBM Db2 Warehouse (formerly dashDB)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "When to avoid: For net-new projects unless you have specific IBM requirements."}, {"id": "mai-20260917-0816-smoke|c92-m6|minimax-small|Alibaba Cloud AnalyticDB", "prompt": "c92-m6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "Alibaba Cloud AnalyticDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "When to avoid: Unless your operations are primarily in Asia and you need Alibaba integration."}, {"id": "mai-20260917-0816-smoke|c92-m6|minimax-small|Apache Druid", "prompt": "c92-m6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "Apache Druid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consider open-source options like Apache Druid, ClickHouse"}, {"id": "mai-20260917-0816-smoke|c92-m6|minimax-small|ClickHouse", "prompt": "c92-m6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "ClickHouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Consider open-source options like Apache Druid, ClickHouse"}, {"id": "mai-20260917-0816-smoke|c92-m6|minimax-small|Starburst (Trino)", "prompt": "c92-m6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "Starburst (Trino)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "cloud-native alternatives like Starburst (Trino)"}, {"id": "mai-20260917-0816-smoke|c92-m6|moonshot-small|Amazon Redshift", "prompt": "c92-m6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Expensive pricing** compared to alternatives, especially for variable workloads - **Complex administration**"}, {"id": "mai-20260917-0816-smoke|c92-m6|moonshot-small|Google BigQuery", "prompt": "c92-m6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**No direct user support** - difficult for beginners ... **Unexpected costs**"}, {"id": "mai-20260917-0816-smoke|c92-m6|moonshot-small|IBM Db2 Warehouse", "prompt": "c92-m6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "IBM Db2 Warehouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Limited online references/community** ... **Expensive pricing**"}, {"id": "mai-20260917-0816-smoke|c92-m6|moonshot-small|Azure Synapse Analytics", "prompt": "c92-m6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Complexity** - can be overkill for simpler use cases - **Integration lock-in**"}, {"id": "mai-20260917-0816-smoke|c92-m6|moonshot-small|Snowflake", "prompt": "c92-m6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Safest Bets (with proper guardrails):** - **Snowflake** - Most flexible, but watch credit costs"}, {"id": "mai-20260917-0816-smoke|c92-m6|moonshot-small|Databricks", "prompt": "c92-m6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Databricks** - Good for ML + SQL, but has admin overhead"}, {"id": "mai-20260917-0816-smoke|c92-m6|moonshot-small|AWS Redshift Serverless", "prompt": "c92-m6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "AWS Redshift Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**AWS Redshift Serverless** - Most cost-effective entry point"}, {"id": "mai-20260917-0816-smoke|c92-m6|openai-small|BigQuery", "prompt": "c92-m6", "model": "openai-small", "cat": "data-warehouses", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BigQuery can be great, but on-demand query pricing can surprise teams if you don't put quotas and guardrails in place."}, {"id": "mai-20260917-0816-smoke|c92-m6|openai-small|Snowflake", "prompt": "c92-m6", "model": "openai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Snowflake is also powerful, but you should watch warehouse usage, autosuspend/autoresume settings, cloud-services charges, and serverless features"}, {"id": "mai-20260917-0816-smoke|c92-m6|openai-small|Redshift", "prompt": "c92-m6", "model": "openai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "BigQuery, Snowflake, and Redshift are all proprietary ecosystems. If portability matters, expect some migration friction"}, {"id": "mai-20260917-0816-smoke|c92-m6|openai-small|Synapse/Databricks", "prompt": "c92-m6", "model": "openai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Synapse/Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparison table of BigQuery vs Snowflake vs Redshift vs Synapse/Databricks"}, {"id": "mai-20260917-0816-smoke|c92-m6|xai-small|Snowflake", "prompt": "c92-m6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Snowflake**: Highest \"bill shock\" risk from consumption-based credits"}, {"id": "mai-20260917-0816-smoke|c92-m6|xai-small|Google BigQuery", "prompt": "c92-m6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Google BigQuery (on-demand)**: Unpredictable query costs ($6.25/TB scanned)"}, {"id": "mai-20260917-0816-smoke|c92-m6|xai-small|Amazon Redshift", "prompt": "c92-m6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Management-heavy (sort/dist keys, concurrency limits ~50, tuning complexity). Feels \"neglected\" vs rivals"}, {"id": "mai-20260917-0816-smoke|c92-m6|xai-small|Databricks", "prompt": "c92-m6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Billing/support friction (e.g., account suspensions over tiny invoices, slow resolution per community forums; risk score 49/100)"}, {"id": "mai-20260917-0816-smoke|c92-m6|xai-small|Azure Synapse/Fabric", "prompt": "c92-m6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse/Fabric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the leaders (Snowflake, Google BigQuery, Amazon Redshift, Databricks, Azure Synapse/Fabric) all have high uptimes"}, {"id": "mai-20260917-0816-smoke|c92-m6|zai-small|Amazon SimpleDB (AWS)", "prompt": "c92-m6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon SimpleDB (AWS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "this legacy service was effectively closed to new customers years ago. It is widely considered obsolete"}, {"id": "mai-20260917-0816-smoke|c92-m6|zai-small|Azure Synapse Analytics", "prompt": "c92-m6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid building new, mission-critical workloads on legacy Synapse features that are being phased out in favor of Fabric equivalents."}, {"id": "mai-20260917-0816-smoke|c92-m6|zai-small|Microsoft Fabric", "prompt": "c92-m6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft has shifted its engineering focus entirely to **Microsoft Fabric**"}, {"id": "mai-20260917-0816-smoke|c92-m6|zai-small|Legacy SAP Data Warehouse Cloud", "prompt": "c92-m6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Legacy SAP Data Warehouse Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the old name and legacy architecture are being phased out in favor of the new, lakehouse-oriented Datasphere"}, {"id": "mai-20260917-0816-smoke|c92-m6|zai-small|SAP Datasphere", "prompt": "c92-m6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "SAP Datasphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SAP rebranded \"Data Warehouse Cloud\" to **SAP Datasphere**"}, {"id": "mai-20260917-0816-smoke|c92-m6|zai-small|Neon", "prompt": "c92-m6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Neon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Niche vendors** that have recently been acquired (e.g., Neon, Tabular) if you value long-term roadmap independence."}, {"id": "mai-20260917-0816-smoke|c92-m6|zai-small|Databricks", "prompt": "c92-m6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For example, **Databricks acquired Neon**."}, {"id": "mai-20260917-0816-smoke|c92-m6|zai-small|Snowflake", "prompt": "c92-m6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "can be significantly more expensive than columnar databases like **ClickHouse Cloud** for high-volume analytical workloads"}, {"id": "mai-20260917-0816-smoke|c92-m6|zai-small|BigQuery", "prompt": "c92-m6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "traditional warehouses (Snowflake, BigQuery, Redshift) can be significantly more expensive"}, {"id": "mai-20260917-0816-smoke|c92-m6|zai-small|Redshift", "prompt": "c92-m6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Operational workloads** in standard CDWs (Snowflake/Redshift)"}, {"id": "mai-20260917-0816-smoke|c92-m6|zai-small|Teradata", "prompt": "c92-m6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Teradata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Avoid \"lifting and shifting\" old on-premises data warehouse architectures (like traditional Teradata or Oracle) to the cloud"}, {"id": "mai-20260917-0816-smoke|c92-m6|zai-small|Oracle", "prompt": "c92-m6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "often suffer from \"brittle architecture\" and high Total Cost of Ownership (TCO) when moved to the cloud"}, {"id": "mai-20260917-0816-smoke|c92-m6|zai-small|ClickHouse Cloud", "prompt": "c92-m6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "columnar databases like **ClickHouse Cloud** for high-volume analytical workloads"}, {"id": "mai-20260917-0816-smoke|c92-m6|zai-small|Tabular", "prompt": "c92-m6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Tabular", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "**Niche vendors** that have recently been acquired (e.g., Neon, Tabular)"}, {"id": "mai-20260917-0816-smoke|c92-s1|alibaba-small|Google BigQuery", "prompt": "c92-s1", "model": "alibaba-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are pre-Series A / Bootstrapped:** Go with **BigQuery**. The barrier to entry is lower, the price is friendlier"}, {"id": "mai-20260917-0816-smoke|c92-s1|alibaba-small|Snowflake", "prompt": "c92-s1", "model": "alibaba-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have external partners/investors:** Go with **Snowflake**."}, {"id": "mai-20260917-0816-smoke|c92-s1|alibaba-small|Amazon Redshift", "prompt": "c92-s1", "model": "alibaba-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are an AWS-first shop:** Go with **Redshift Serverless**."}, {"id": "mai-20260917-0816-smoke|c92-s1|anthropic-small|Google BigQuery", "prompt": "c92-s1", "model": "anthropic-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BigQuery is ideal for startups and small businesses due to its flexible pricing and ease of use"}, {"id": "mai-20260917-0816-smoke|c92-s1|anthropic-small|Snowflake", "prompt": "c92-s1", "model": "anthropic-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it's often seen as one of the most expensive cloud data warehouses."}, {"id": "mai-20260917-0816-smoke|c92-s1|anthropic-small|Panoply", "prompt": "c92-s1", "model": "anthropic-small", "cat": "data-warehouses", "variant": "direct", "raw": "Panoply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Panoply provides a turnkey analytics experience without needing a dedicated data engineering team"}, {"id": "mai-20260917-0816-smoke|c92-s1|anthropic-small|Firebolt", "prompt": "c92-s1", "model": "anthropic-small", "cat": "data-warehouses", "variant": "direct", "raw": "Firebolt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Firebolt is a budget-friendly solution engineered for speed"}, {"id": "mai-20260917-0816-smoke|c92-s1|anthropic-small|ClicData", "prompt": "c92-s1", "model": "anthropic-small", "cat": "data-warehouses", "variant": "direct", "raw": "ClicData", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ClicData combines cloud data warehousing, ETL automation, and BI visualization in a single interface"}, {"id": "mai-20260917-0816-smoke|c92-s1|challenger-small|Google BigQuery", "prompt": "c92-s1", "model": "challenger-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Google BigQuery**"}, {"id": "mai-20260917-0816-smoke|c92-s1|challenger-small|MotherDuck", "prompt": "c92-s1", "model": "challenger-small", "cat": "data-warehouses", "variant": "direct", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MotherDuck** is a strong alternative for lean teams"}, {"id": "mai-20260917-0816-smoke|c92-s1|challenger-small|Amazon Redshift", "prompt": "c92-s1", "model": "challenger-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when you are already standardized on AWS"}, {"id": "mai-20260917-0816-smoke|c92-s1|challenger-small|Snowflake", "prompt": "c92-s1", "model": "challenger-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong multi-cloud flexibility and data-sharing features"}, {"id": "mai-20260917-0816-smoke|c92-s1|challenger-small|Databricks", "prompt": "c92-s1", "model": "challenger-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better when engineering and machine learning are central to the stack"}, {"id": "mai-20260917-0816-smoke|c92-s1|deepseek-small|Google BigQuery", "prompt": "c92-s1", "model": "deepseek-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B teams, **Google BigQuery** is the strongest default today"}, {"id": "mai-20260917-0816-smoke|c92-s1|deepseek-small|Snowflake", "prompt": "c92-s1", "model": "deepseek-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Snowflake** a close second if you need multi-cloud flexibility or heavy concurrency"}, {"id": "mai-20260917-0816-smoke|c92-s1|deepseek-small|Databricks", "prompt": "c92-s1", "model": "deepseek-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Your pipeline is half machine learning and you want Delta Lake, notebooks, or a lakehouse model."}, {"id": "mai-20260917-0816-smoke|c92-s1|deepseek-small|Redshift", "prompt": "c92-s1", "model": "deepseek-small", "cat": "data-warehouses", "variant": "direct", "raw": "Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Otherwise it's often the least flexible for small teams."}, {"id": "mai-20260917-0816-smoke|c92-s1|deepseek-small|ClickHouse", "prompt": "c92-s1", "model": "deepseek-small", "cat": "data-warehouses", "variant": "direct", "raw": "ClickHouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You need raw real-time query speed on large volumes."}, {"id": "mai-20260917-0816-smoke|c92-s1|deepseek-small|MotherDuck", "prompt": "c92-s1", "model": "deepseek-small", "cat": "data-warehouses", "variant": "direct", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "evaluate a serverless scale-up option like MotherDuck alongside BigQuery"}, {"id": "mai-20260917-0816-smoke|c92-s1|google-small|Google BigQuery", "prompt": "c92-s1", "model": "google-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: Google BigQuery ... is highly recommended."}, {"id": "mai-20260917-0816-smoke|c92-s1|google-small|MotherDuck", "prompt": "c92-s1", "model": "google-small", "cat": "data-warehouses", "variant": "direct", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Lean\" & Modern Choice: MotherDuck ... is a compelling choice."}, {"id": "mai-20260917-0816-smoke|c92-s1|google-small|Snowflake", "prompt": "c92-s1", "model": "google-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The Downside: **Cost and complexity.** ... often requires hiring at least a part-time data engineer to maintain."}, {"id": "mai-20260917-0816-smoke|c92-s1|google-small|Managed PostgreSQL", "prompt": "c92-s1", "model": "google-small", "cat": "data-warehouses", "variant": "direct", "raw": "Managed PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"No-Warehouse\" Alternative: Managed PostgreSQL ... It is incredibly cheap"}, {"id": "mai-20260917-0816-smoke|c92-s1|google-small|Supabase", "prompt": "c92-s1", "model": "google-small", "cat": "data-warehouses", "variant": "direct", "raw": "Supabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "read-replica of a managed PostgreSQL database (using **Supabase**, **Neon**, or **AWS RDS**)"}, {"id": "mai-20260917-0816-smoke|c92-s1|google-small|Neon", "prompt": "c92-s1", "model": "google-small", "cat": "data-warehouses", "variant": "direct", "raw": "Neon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "using **Supabase**, **Neon**, or **AWS RDS**"}, {"id": "mai-20260917-0816-smoke|c92-s1|google-small|AWS RDS", "prompt": "c92-s1", "model": "google-small", "cat": "data-warehouses", "variant": "direct", "raw": "AWS RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "using **Supabase**, **Neon**, or **AWS RDS**"}, {"id": "mai-20260917-0816-smoke|c92-s1|google-small|Amazon Redshift Serverless", "prompt": "c92-s1", "model": "google-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you are on AWS: Go with **Amazon Redshift Serverless** (which handles scaling automatically)"}, {"id": "mai-20260917-0816-smoke|c92-s1|meta-small|Google BigQuery", "prompt": "c92-s1", "model": "meta-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top cloud data warehouse solutions for small businesses include Google BigQuery and Amazon Redshift."}, {"id": "mai-20260917-0816-smoke|c92-s1|meta-small|Amazon Redshift", "prompt": "c92-s1", "model": "meta-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Some of the top cloud data warehouse solutions for small businesses include Google BigQuery and Amazon Redshift."}, {"id": "mai-20260917-0816-smoke|c92-s1|minimax-small|Google BigQuery", "prompt": "c92-s1", "model": "minimax-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google BigQuery** (Best Overall for Small B2B)"}, {"id": "mai-20260917-0816-smoke|c92-s1|minimax-small|Snowflake", "prompt": "c92-s1", "model": "minimax-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Snowflake** (Best for Ease of Use)"}, {"id": "mai-20260917-0816-smoke|c92-s1|minimax-small|Amazon Redshift", "prompt": "c92-s1", "model": "minimax-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Redshift Serverless** is a solid alternative"}, {"id": "mai-20260917-0816-smoke|c92-s1|minimax-small|Databricks", "prompt": "c92-s1", "model": "minimax-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Databricks** (Best for AI/ML)"}, {"id": "mai-20260917-0816-smoke|c92-s1|mistral-small|Google BigQuery", "prompt": "c92-s1", "model": "mistral-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BigQuery** is often the best choice for small B2B companies"}, {"id": "mai-20260917-0816-smoke|c92-s1|mistral-small|Snowflake", "prompt": "c92-s1", "model": "mistral-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need multi-cloud or advanced scaling, **Snowflake** is a strong contender."}, {"id": "mai-20260917-0816-smoke|c92-s1|mistral-small|Amazon Redshift", "prompt": "c92-s1", "model": "mistral-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Redshift** is a solid option, but it may require more setup"}, {"id": "mai-20260917-0816-smoke|c92-s1|moonshot-small|Google BigQuery", "prompt": "c92-s1", "model": "moonshot-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **start with BigQuery**."}, {"id": "mai-20260917-0816-smoke|c92-s1|moonshot-small|Snowflake", "prompt": "c92-s1", "model": "moonshot-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Snowflake** \\u2013 Best for Fast-Growing B2B"}, {"id": "mai-20260917-0816-smoke|c92-s1|moonshot-small|Amazon Redshift Serverless", "prompt": "c92-s1", "model": "moonshot-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for AWS-Native Teams"}, {"id": "mai-20260917-0816-smoke|c92-s1|moonshot-small|MotherDuck", "prompt": "c92-s1", "model": "moonshot-small", "cat": "data-warehouses", "variant": "direct", "raw": "MotherDuck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tiny datasets, SQL practice | Free tier often sufficient"}, {"id": "mai-20260917-0816-smoke|c92-s1|moonshot-small|Azure Synapse", "prompt": "c92-s1", "model": "moonshot-small", "cat": "data-warehouses", "variant": "direct", "raw": "Azure Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft ecosystem users | $100-500"}, {"id": "mai-20260917-0816-smoke|c92-s1|moonshot-small|Panoply", "prompt": "c92-s1", "model": "moonshot-small", "cat": "data-warehouses", "variant": "direct", "raw": "Panoply", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Panoply/Firebolt | All-in-one simplicity"}, {"id": "mai-20260917-0816-smoke|c92-s1|moonshot-small|Firebolt", "prompt": "c92-s1", "model": "moonshot-small", "cat": "data-warehouses", "variant": "direct", "raw": "Firebolt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Panoply/Firebolt | All-in-one simplicity"}, {"id": "mai-20260917-0816-smoke|c92-s1|openai-small|BigQuery", "prompt": "c92-s1", "model": "openai-small", "cat": "data-warehouses", "variant": "direct", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **BigQuery** if your team wants the **least operational overhead**"}, {"id": "mai-20260917-0816-smoke|c92-s1|openai-small|Snowflake", "prompt": "c92-s1", "model": "openai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want strong multi-cloud flexibility and a very mature warehouse model with per-second billing"}, {"id": "mai-20260917-0816-smoke|c92-s1|openai-small|Amazon Redshift", "prompt": "c92-s1", "model": "openai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're deeply on AWS and want a more traditional warehouse tightly integrated with that ecosystem"}, {"id": "mai-20260917-0816-smoke|c92-s1|openai-small|Azure Synapse", "prompt": "c92-s1", "model": "openai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Azure Synapse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you're already standardized on Microsoft Azure and want the analytics stack there"}, {"id": "mai-20260917-0816-smoke|c92-s1|openai-small|Databricks SQL", "prompt": "c92-s1", "model": "openai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure Databricks offers serverless SQL warehouses and starter warehouses with minimal management overhead"}, {"id": "mai-20260917-0816-smoke|c92-s1|xai-small|Google BigQuery", "prompt": "c92-s1", "model": "xai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google BigQuery is often the best cloud data warehouse for a small B2B company**"}, {"id": "mai-20260917-0816-smoke|c92-s1|xai-small|Redshift", "prompt": "c92-s1", "model": "xai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're on AWS, lean Redshift"}, {"id": "mai-20260917-0816-smoke|c92-s1|xai-small|Snowflake", "prompt": "c92-s1", "model": "xai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "multi-cloud, Snowflake"}, {"id": "mai-20260917-0816-smoke|c92-s1|xai-small|ClickHouse Cloud", "prompt": "c92-s1", "model": "xai-small", "cat": "data-warehouses", "variant": "direct", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Others (e.g., ClickHouse Cloud) | Real-time/high-performance needs ... Less mature ecosystem"}, {"id": "mai-20260917-0816-smoke|c92-s1|zai-small|Snowflake", "prompt": "c92-s1", "model": "zai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snowflake** is the default \"safe\" choice because it's multi-cloud, easy to get started with, and scales with you."}, {"id": "mai-20260917-0816-smoke|c92-s1|zai-small|BigQuery", "prompt": "c92-s1", "model": "zai-small", "cat": "data-warehouses", "variant": "direct", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BigQuery** is often the most cost-effective option."}, {"id": "mai-20260917-0816-smoke|c92-s1|zai-small|Amazon Redshift", "prompt": "c92-s1", "model": "zai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon Redshift** (especially Redshift Serverless) is a solid alternative."}, {"id": "mai-20260917-0816-smoke|c92-s1|zai-small|Databricks", "prompt": "c92-s1", "model": "zai-small", "cat": "data-warehouses", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "More data engineers? Databricks (lakehouse) might be worth a look."}, {"id": "mai-20260917-0816-smoke|c92-s2|alibaba-small|Microsoft Fabric", "prompt": "c92-s2", "model": "alibaba-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Microsoft Fabric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"Low Friction\" Choice: Microsoft Fabric (powered by Power BI)"}, {"id": "mai-20260917-0816-smoke|c92-s2|alibaba-small|Google BigQuery", "prompt": "c92-s2", "model": "alibaba-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Best \"Pay-as-you-grow\" Choice: Google BigQuery ... widely considered the friendliest option for small businesses"}, {"id": "mai-20260917-0816-smoke|c92-s2|alibaba-small|Looker Studio", "prompt": "c92-s2", "model": "alibaba-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best \"Visual/Drag-and-Drop\" Choice: Looker Studio (with Fivetran/Stitch)"}, {"id": "mai-20260917-0816-smoke|c92-s2|alibaba-small|Fivetran", "prompt": "c92-s2", "model": "alibaba-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You pay for a tool like **Fivetran** (to move data from your apps)"}, {"id": "mai-20260917-0816-smoke|c92-s2|alibaba-small|Stitch", "prompt": "c92-s2", "model": "alibaba-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Looker Studio (with Fivetran/Stitch)"}, {"id": "mai-20260917-0816-smoke|c92-s2|anthropic-small|Snowflake", "prompt": "c92-s2", "model": "anthropic-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick** would be **Snowflake** or **BigQuery**"}, {"id": "mai-20260917-0816-smoke|c92-s2|anthropic-small|Google BigQuery", "prompt": "c92-s2", "model": "anthropic-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My top pick** would be **Snowflake** or **BigQuery**"}, {"id": "mai-20260917-0816-smoke|c92-s2|anthropic-small|Amazon Redshift", "prompt": "c92-s2", "model": "anthropic-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A solid choice if you're using AWS services."}, {"id": "mai-20260917-0816-smoke|c92-s2|anthropic-small|Databricks", "prompt": "c92-s2", "model": "anthropic-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you plan to do advanced analytics or machine learning."}, {"id": "mai-20260917-0816-smoke|c92-s2|challenger-small|Google BigQuery", "prompt": "c92-s2", "model": "challenger-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Google BigQuery** as the default choice for an analytical data warehouse"}, {"id": "mai-20260917-0816-smoke|c92-s2|challenger-small|MotherDuck/Definite", "prompt": "c92-s2", "model": "challenger-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "MotherDuck/Definite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "an all-in-one or \"lean\" option like MotherDuck/Definite can be attractive for startups and small teams"}, {"id": "mai-20260917-0816-smoke|c92-s2|challenger-small|Snowflake", "prompt": "c92-s2", "model": "challenger-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "short **BigQuery vs Snowflake vs Redshift** recommendation"}, {"id": "mai-20260917-0816-smoke|c92-s2|challenger-small|Redshift", "prompt": "c92-s2", "model": "challenger-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "short **BigQuery vs Snowflake vs Redshift** recommendation"}, {"id": "mai-20260917-0816-smoke|c92-s2|deepseek-small|Google BigQuery", "prompt": "c92-s2", "model": "deepseek-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Google BigQuery** as your primary analytical warehouse"}, {"id": "mai-20260917-0816-smoke|c92-s2|deepseek-small|Snowflake", "prompt": "c92-s2", "model": "deepseek-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the safest \"default\" if your team wants fully-managed simplicity and multi-cloud flexibility... But watch for **credit-based pricing that can spike**"}, {"id": "mai-20260917-0816-smoke|c92-s2|deepseek-small|Amazon Redshift", "prompt": "c92-s2", "model": "deepseek-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the best choice if you're already **AWS-native** and have predictable, batch-oriented workloads"}, {"id": "mai-20260917-0816-smoke|c92-s2|deepseek-small|ClickHouse", "prompt": "c92-s2", "model": "deepseek-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "ClickHouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Both are probably overkill for a small business today."}, {"id": "mai-20260917-0816-smoke|c92-s2|deepseek-small|Databricks", "prompt": "c92-s2", "model": "deepseek-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Both are probably overkill for a small business today."}, {"id": "mai-20260917-0816-smoke|c92-s2|google-small|Google BigQuery", "prompt": "c92-s2", "model": "google-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Google BigQuery: Best Overall for Low Budget & Minimal Maintenance"}, {"id": "mai-20260917-0816-smoke|c92-s2|google-small|MotherDuck", "prompt": "c92-s2", "model": "google-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "MotherDuck: Best for Lean Teams Seeking Speed and Simplicity"}, {"id": "mai-20260917-0816-smoke|c92-s2|google-small|DuckDB", "prompt": "c92-s2", "model": "google-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "DuckDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "built on top of **DuckDB** (an incredibly fast, open-source database optimized for analytical queries)"}, {"id": "mai-20260917-0816-smoke|c92-s2|google-small|Snowflake", "prompt": "c92-s2", "model": "google-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Snowflake: Best if You Plan to Scale Rapidly or Share Data with Clients"}, {"id": "mai-20260917-0816-smoke|c92-s2|meta-small|Google BigQuery", "prompt": "c92-s2", "model": "meta-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended analytical data warehouse platforms for small B2B businesses are:\n\n1. Google BigQuery"}, {"id": "mai-20260917-0816-smoke|c92-s2|meta-small|Snowflake", "prompt": "c92-s2", "model": "meta-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Snowflake"}, {"id": "mai-20260917-0816-smoke|c92-s2|meta-small|Microsoft Fabric", "prompt": "c92-s2", "model": "meta-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Microsoft Fabric"}, {"id": "mai-20260917-0816-smoke|c92-s2|meta-small|Databricks", "prompt": "c92-s2", "model": "meta-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Databricks"}, {"id": "mai-20260917-0816-smoke|c92-s2|meta-small|Amazon Redshift Serverless", "prompt": "c92-s2", "model": "meta-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Amazon Redshift Serverless"}, {"id": "mai-20260917-0816-smoke|c92-s2|meta-small|Oracle Autonomous DW", "prompt": "c92-s2", "model": "meta-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Oracle Autonomous DW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "6. Oracle Autonomous DW"}, {"id": "mai-20260917-0816-smoke|c92-s2|minimax-small|Snowflake", "prompt": "c92-s2", "model": "minimax-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Snowflake** (free trial, low monthly cost, near‑zero ops, strong B2B data‑sharing features)."}, {"id": "mai-20260917-0816-smoke|c92-s2|minimax-small|Google BigQuery", "prompt": "c92-s2", "model": "minimax-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Already heavily invested in Google Cloud & want built‑in ML & GIS** | **Google BigQuery**"}, {"id": "mai-20260917-0816-smoke|c92-s2|minimax-small|Amazon Redshift (Serverless & RA3)", "prompt": "c92-s2", "model": "minimax-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift (Serverless & RA3)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon Redshift Serverless** (or Redshift RA3) | Pay per second, no cluster to manage, good if you already use AWS."}, {"id": "mai-20260917-0816-smoke|c92-s2|minimax-small|Azure Synapse Analytics", "prompt": "c92-s2", "model": "minimax-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prefer Microsoft ecosystem, use Power BI and Azure** | **Azure Synapse Analytics**"}, {"id": "mai-20260917-0816-smoke|c92-s2|minimax-small|Panoply", "prompt": "c92-s2", "model": "minimax-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Panoply", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Quick to set up, but costs rise as data grows; less flexibility."}, {"id": "mai-20260917-0816-smoke|c92-s2|minimax-small|PostgreSQL + columnar extension (e.g., Citus, TimescaleDB)", "prompt": "c92-s2", "model": "minimax-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "PostgreSQL + columnar extension (e.g., Citus, TimescaleDB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Very low budget (<$20/month) and you're comfortable self‑managing** | **PostgreSQL + Citus**"}, {"id": "mai-20260917-0816-smoke|c92-s2|mistral-small|Google BigQuery", "prompt": "c92-s2", "model": "mistral-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **Google BigQuery** is the best starting point"}, {"id": "mai-20260917-0816-smoke|c92-s2|mistral-small|Snowflake", "prompt": "c92-s2", "model": "mistral-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "More enterprise features but still accessible ... More expensive than BigQuery for small datasets"}, {"id": "mai-20260917-0816-smoke|c92-s2|mistral-small|Amazon Redshift", "prompt": "c92-s2", "model": "mistral-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already in AWS ecosystem - Good performance for the price"}, {"id": "mai-20260917-0816-smoke|c92-s2|mistral-small|Firebolt", "prompt": "c92-s2", "model": "mistral-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Firebolt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Newer option focused on performance ... More expensive for small datasets"}, {"id": "mai-20260917-0816-smoke|c92-s2|moonshot-small|Google BigQuery", "prompt": "c92-s2", "model": "moonshot-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Google BigQuery**"}, {"id": "mai-20260917-0816-smoke|c92-s2|moonshot-small|Snowflake", "prompt": "c92-s2", "model": "moonshot-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Snowflake**: If you need multi-cloud flexibility or anticipate rapid scaling beyond small data volumes"}, {"id": "mai-20260917-0816-smoke|c92-s2|moonshot-small|Redshift", "prompt": "c92-s2", "model": "moonshot-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon Redshift**: If you're already heavily invested in the AWS ecosystem"}, {"id": "mai-20260917-0816-smoke|c92-s2|openai-small|BigQuery", "prompt": "c92-s2", "model": "openai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My default recommendation: **BigQuery**"}, {"id": "mai-20260917-0816-smoke|c92-s2|openai-small|Snowflake", "prompt": "c92-s2", "model": "openai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "When I’d pick **Snowflake** instead"}, {"id": "mai-20260917-0816-smoke|c92-s2|openai-small|PostgreSQL + BI tool", "prompt": "c92-s2", "model": "openai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "PostgreSQL + BI tool", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**PostgreSQL + BI tool** for the very earliest stage ... those are less attractive than BigQuery or Snowflake"}, {"id": "mai-20260917-0816-smoke|c92-s2|openai-small|Redshift", "prompt": "c92-s2", "model": "openai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "consider **Redshift**, but only if it fits your stack well"}, {"id": "mai-20260917-0816-smoke|c92-s2|xai-small|Google BigQuery", "prompt": "c92-s2", "model": "xai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google BigQuery** is my top recommendation for a small B2B business."}, {"id": "mai-20260917-0816-smoke|c92-s2|xai-small|Snowflake", "prompt": "c92-s2", "model": "xai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Multi-cloud needs? Snowflake."}, {"id": "mai-20260917-0816-smoke|c92-s2|xai-small|Redshift", "prompt": "c92-s2", "model": "xai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're on AWS already, go Redshift."}, {"id": "mai-20260917-0816-smoke|c92-s2|xai-small|Databricks", "prompt": "c92-s2", "model": "xai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Heavy AI/ML? Databricks."}, {"id": "mai-20260917-0816-smoke|c92-s2|zai-small|Google BigQuery", "prompt": "c92-s2", "model": "zai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google BigQuery** is usually the best starting point because it's free to start, server-less, and scales predictably"}, {"id": "mai-20260917-0816-smoke|c92-s2|zai-small|Amazon Redshift", "prompt": "c92-s2", "model": "zai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already live in AWS or need multi-cloud flexibility, **Amazon Redshift** or **Snowflake** are strong alternatives."}, {"id": "mai-20260917-0816-smoke|c92-s2|zai-small|Snowflake", "prompt": "c92-s2", "model": "zai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need multi-cloud flexibility, data sharing, or advanced AI/ML: **Snowflake** (more expensive but highly flexible)"}, {"id": "mai-20260917-0816-smoke|c92-s2|zai-small|MotherDuck", "prompt": "c92-s2", "model": "zai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "MotherDuck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A data lakehouse platform like **MotherDuck** or **Firebolt** (both offer free tiers and are designed for small teams)"}, {"id": "mai-20260917-0816-smoke|c92-s2|zai-small|Firebolt", "prompt": "c92-s2", "model": "zai-small", "cat": "data-warehouses", "variant": "paraphrase", "raw": "Firebolt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "less feature-rich for enterprise-grade governance but can get you started with minimal overhead"}, {"id": "mai-20260917-0816-smoke|c92-s3|alibaba-small|Google BigQuery", "prompt": "c92-s3", "model": "alibaba-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose BigQuery** if you want the easiest \"start now, stop later\" experience and aren't locked into another cloud provider."}, {"id": "mai-20260917-0816-smoke|c92-s3|alibaba-small|Snowflake", "prompt": "c92-s3", "model": "alibaba-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Snowflake** if you need maximum compatibility with various third-party data tools"}, {"id": "mai-20260917-0816-smoke|c92-s3|alibaba-small|Amazon Redshift (Serverless)", "prompt": "c92-s3", "model": "alibaba-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift (Serverless)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Redshift** if your company is already an AWS house"}, {"id": "mai-20260917-0816-smoke|c92-s3|alibaba-small|MotherDuck", "prompt": "c92-s3", "model": "alibaba-small", "cat": "data-warehouses", "variant": "comparative", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose MotherDuck** if you are a very small team or solo developer"}, {"id": "mai-20260917-0816-smoke|c92-s3|anthropic-small|Amazon Redshift", "prompt": "c92-s3", "model": "anthropic-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A fully managed, MPP-based cloud data warehouse, Redshift integrates closely with AWS services"}, {"id": "mai-20260917-0816-smoke|c92-s3|anthropic-small|Google BigQuery", "prompt": "c92-s3", "model": "anthropic-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the most common frustration is that the cost model is dangerously easy to misunderstand"}, {"id": "mai-20260917-0816-smoke|c92-s3|anthropic-small|Azure Synapse SQL Pools", "prompt": "c92-s3", "model": "anthropic-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Azure Synapse SQL Pools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The four leading cloud data warehouses are Amazon Redshift, Google BigQuery, Azure Synapse SQL Pools, and Snowflake."}, {"id": "mai-20260917-0816-smoke|c92-s3|anthropic-small|Snowflake", "prompt": "c92-s3", "model": "anthropic-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "It stands out as a platform known for its scalability and ease of use, and supports both structured and semi-structured data."}, {"id": "mai-20260917-0816-smoke|c92-s3|anthropic-small|ClicData", "prompt": "c92-s3", "model": "anthropic-small", "cat": "data-warehouses", "variant": "comparative", "raw": "ClicData", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ClicData offers a unique solution combining cloud data warehousing, ETL automation, and BI visualization as one of the most complete yet affordable options for small businesses"}, {"id": "mai-20260917-0816-smoke|c92-s3|challenger-small|MotherDuck", "prompt": "c92-s3", "model": "challenger-small", "cat": "data-warehouses", "variant": "comparative", "raw": "MotherDuck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **MotherDuck** if you want the **simplest** and most lightweight option."}, {"id": "mai-20260917-0816-smoke|c92-s3|challenger-small|Google BigQuery", "prompt": "c92-s3", "model": "challenger-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're already on Google Cloud or want minimal infrastructure management"}, {"id": "mai-20260917-0816-smoke|c92-s3|challenger-small|Snowflake", "prompt": "c92-s3", "model": "challenger-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for teams expecting to grow or needing multi-cloud flexibility"}, {"id": "mai-20260917-0816-smoke|c92-s3|challenger-small|Amazon Redshift", "prompt": "c92-s3", "model": "challenger-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your data stack already lives in AWS"}, {"id": "mai-20260917-0816-smoke|c92-s3|challenger-small|Databricks SQL", "prompt": "c92-s3", "model": "challenger-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better when a small team also needs notebooks, ML, or heavy data engineering"}, {"id": "mai-20260917-0816-smoke|c92-s3|challenger-small|ClickHouse Cloud", "prompt": "c92-s3", "model": "challenger-small", "cat": "data-warehouses", "variant": "comparative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good if low-latency analytics matters more than classic warehouse simplicity"}, {"id": "mai-20260917-0816-smoke|c92-s3|deepseek-small|Google BigQuery", "prompt": "c92-s3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the practical recommendation is **BigQuery (if you're GCP-native) or MotherDuck**"}, {"id": "mai-20260917-0816-smoke|c92-s3|deepseek-small|Amazon Redshift", "prompt": "c92-s3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "fixed-cost floors and minimum-query billing that make Snowflake and provisioned Redshift punishing for small, spiky workloads"}, {"id": "mai-20260917-0816-smoke|c92-s3|deepseek-small|Snowflake", "prompt": "c92-s3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "higher pricing floor \\u2014 often overkill for tiny teams"}, {"id": "mai-20260917-0816-smoke|c92-s3|deepseek-small|Databricks SQL (Lakehouse)", "prompt": "c92-s3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks SQL (Lakehouse)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need ML + data engineering on one platform \\u2192 **Databricks**"}, {"id": "mai-20260917-0816-smoke|c92-s3|deepseek-small|MotherDuck (DuckDB)", "prompt": "c92-s3", "model": "deepseek-small", "cat": "data-warehouses", "variant": "comparative", "raw": "MotherDuck (DuckDB)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "the practical recommendation is **BigQuery (if you're GCP-native) or MotherDuck**"}, {"id": "mai-20260917-0816-smoke|c92-s3|google-small|Google BigQuery", "prompt": "c92-s3", "model": "google-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with Google BigQuery** if you want a reliable \"set it and forget it\" setup with a free tier... It is the easiest way to get started"}, {"id": "mai-20260917-0816-smoke|c92-s3|google-small|MotherDuck", "prompt": "c92-s3", "model": "google-small", "cat": "data-warehouses", "variant": "comparative", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Go with MotherDuck** if your data is under 1\\u20132 terabytes, you want lightning-fast queries"}, {"id": "mai-20260917-0816-smoke|c92-s3|google-small|Snowflake", "prompt": "c92-s3", "model": "google-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**The \"Idle-Compute Tax\":** ... leading to high baseline costs (easily $300\\u2013$500+/month)"}, {"id": "mai-20260917-0816-smoke|c92-s3|google-small|Amazon Redshift Serverless", "prompt": "c92-s3", "model": "google-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Go with Redshift Serverless** if your entire stack is already hosted on AWS"}, {"id": "mai-20260917-0816-smoke|c92-s3|google-small|DuckDB", "prompt": "c92-s3", "model": "google-small", "cat": "data-warehouses", "variant": "comparative", "raw": "DuckDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Built on **DuckDB** (the highly popular open-source, in-process analytical database)"}, {"id": "mai-20260917-0816-smoke|c92-s3|meta-small|Actian Avalanche", "prompt": "c92-s3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Actian Avalanche", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. Actian Avalanche"}, {"id": "mai-20260917-0816-smoke|c92-s3|meta-small|Snowflake", "prompt": "c92-s3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Snowflake is a mainstream multi-cloud warehouse for enterprise"}, {"id": "mai-20260917-0816-smoke|c92-s3|meta-small|Google BigQuery", "prompt": "c92-s3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BigQuery is a serverless query pricing option that is strongest in Google Cloud"}, {"id": "mai-20260917-0816-smoke|c92-s3|meta-small|Amazon Redshift", "prompt": "c92-s3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Amazon Redshift is an AWS-native option with tight ecosystem integration"}, {"id": "mai-20260917-0816-smoke|c92-s3|meta-small|Databricks SQL", "prompt": "c92-s3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Databricks SQL is best when warehousing blends with ML and data engineering"}, {"id": "mai-20260917-0816-smoke|c92-s3|meta-small|ClickHouse Cloud", "prompt": "c92-s3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ClickHouse Cloud is performance-sensitive analytics on high-cardinality event data"}, {"id": "mai-20260917-0816-smoke|c92-s3|meta-small|MotherDuck", "prompt": "c92-s3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "MotherDuck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "MotherDuck is a managed SQL warehouse with practical ingestion and good query efficiency"}, {"id": "mai-20260917-0816-smoke|c92-s3|meta-small|Microsoft Fabric", "prompt": "c92-s3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Microsoft Fabric"}, {"id": "mai-20260917-0816-smoke|c92-s3|meta-small|Yellowbrick Data", "prompt": "c92-s3", "model": "meta-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Yellowbrick Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Yellowbrick Data"}, {"id": "mai-20260917-0816-smoke|c92-s3|minimax-small|Google BigQuery", "prompt": "c92-s3", "model": "minimax-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Easiest to start:** BigQuery or MotherDuck"}, {"id": "mai-20260917-0816-smoke|c92-s3|minimax-small|Snowflake", "prompt": "c92-s3", "model": "minimax-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for growth/multi-cloud:** Snowflake"}, {"id": "mai-20260917-0816-smoke|c92-s3|minimax-small|Amazon Redshift Serverless", "prompt": "c92-s3", "model": "minimax-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best AWS integration:** Redshift Serverless"}, {"id": "mai-20260917-0816-smoke|c92-s3|minimax-small|MotherDuck", "prompt": "c92-s3", "model": "minimax-small", "cat": "data-warehouses", "variant": "comparative", "raw": "MotherDuck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Easiest to start:** BigQuery or MotherDuck"}, {"id": "mai-20260917-0816-smoke|c92-s3|minimax-small|ClickHouse", "prompt": "c92-s3", "model": "minimax-small", "cat": "data-warehouses", "variant": "comparative", "raw": "ClickHouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for real-time needs:** ClickHouse"}, {"id": "mai-20260917-0816-smoke|c92-s3|minimax-small|Microsoft Fabric", "prompt": "c92-s3", "model": "minimax-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Microsoft Fabric** | Microsoft ecosystem | Capacity-based (F2 ~$2/hr) | Medium |"}, {"id": "mai-20260917-0816-smoke|c92-s3|mistral-small|MotherDuck", "prompt": "c92-s3", "model": "mistral-small", "cat": "data-warehouses", "variant": "comparative", "raw": "MotherDuck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **MotherDuck** is the best balance of cost, simplicity, and performance"}, {"id": "mai-20260917-0816-smoke|c92-s3|mistral-small|Snowflake", "prompt": "c92-s3", "model": "mistral-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can be expensive for small teams due to minimum billing... may be overkill for smaller teams due to cost and operational complexity"}, {"id": "mai-20260917-0816-smoke|c92-s3|mistral-small|Google BigQuery", "prompt": "c92-s3", "model": "mistral-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BigQuery** or **Azure Synapse** are strong alternatives"}, {"id": "mai-20260917-0816-smoke|c92-s3|mistral-small|Amazon Redshift", "prompt": "c92-s3", "model": "mistral-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can be complex to manage for smaller teams"}, {"id": "mai-20260917-0816-smoke|c92-s3|mistral-small|Azure Synapse SQL Pools", "prompt": "c92-s3", "model": "mistral-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Azure Synapse SQL Pools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BigQuery** or **Azure Synapse** are strong alternatives"}, {"id": "mai-20260917-0816-smoke|c92-s3|moonshot-small|Google BigQuery", "prompt": "c92-s3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Are on GCP and want the easiest start | **BigQuery**"}, {"id": "mai-20260917-0816-smoke|c92-s3|moonshot-small|Snowflake", "prompt": "c92-s3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need multi-cloud or plan to scale fast | **Snowflake**"}, {"id": "mai-20260917-0816-smoke|c92-s3|moonshot-small|Amazon Redshift", "prompt": "c92-s3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Are all-in on AWS | **Redshift Serverless**"}, {"id": "mai-20260917-0816-smoke|c92-s3|moonshot-small|MotherDuck", "prompt": "c92-s3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Have no data engineer and <10 GB data | **MotherDuck**"}, {"id": "mai-20260917-0816-smoke|c92-s3|moonshot-small|ClickHouse Cloud", "prompt": "c92-s3", "model": "moonshot-small", "cat": "data-warehouses", "variant": "comparative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need blazing-fast event analytics | **ClickHouse Cloud**"}, {"id": "mai-20260917-0816-smoke|c92-s3|openai-small|BigQuery (Google Cloud)", "prompt": "c92-s3", "model": "openai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "BigQuery (Google Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose BigQuery** if you want the least operational overhead and are okay with usage-based billing."}, {"id": "mai-20260917-0816-smoke|c92-s3|openai-small|Snowflake", "prompt": "c92-s3", "model": "openai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Very small team / minimal ops**: BigQuery or Snowflake."}, {"id": "mai-20260917-0816-smoke|c92-s3|openai-small|Amazon Redshift", "prompt": "c92-s3", "model": "openai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Redshift Serverless** if you're in AWS and want a native warehouse without managing clusters."}, {"id": "mai-20260917-0816-smoke|c92-s3|openai-small|Azure Synapse Analytics / Microsoft Fabric warehouse", "prompt": "c92-s3", "model": "openai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Azure Synapse Analytics / Microsoft Fabric warehouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Synapse/Fabric** if you're already standardized on Microsoft/Azure."}, {"id": "mai-20260917-0816-smoke|c92-s3|xai-small|Google BigQuery", "prompt": "c92-s3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **BigQuery** if query volume is low/spiky (free tier covers many small teams)."}, {"id": "mai-20260917-0816-smoke|c92-s3|xai-small|Snowflake", "prompt": "c92-s3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go **Snowflake** for ease/multi-cloud."}, {"id": "mai-20260917-0816-smoke|c92-s3|xai-small|Amazon Redshift Serverless", "prompt": "c92-s3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS ecosystems, steady workloads ... AWS tie-in; higher base for very light use"}, {"id": "mai-20260917-0816-smoke|c92-s3|xai-small|Databricks SQL", "prompt": "c92-s3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Databricks SQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Steeper learning curve; total cost = DBUs + VM/storage (higher for pure SQL)."}, {"id": "mai-20260917-0816-smoke|c92-s3|xai-small|MotherDuck", "prompt": "c92-s3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Test **MotherDuck** for minimal cost/simplicity."}, {"id": "mai-20260917-0816-smoke|c92-s3|xai-small|ClickHouse Cloud", "prompt": "c92-s3", "model": "xai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "DevOps-heavy; optimized for append-only, not general OLAP."}, {"id": "mai-20260917-0816-smoke|c92-s3|zai-small|Google BigQuery", "prompt": "c92-s3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BigQuery is widely considered the best choice for small teams due to its simplicity and pricing model."}, {"id": "mai-20260917-0816-smoke|c92-s3|zai-small|Snowflake", "prompt": "c92-s3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Snowflake if: You plan to scale rapidly, need to share data with other companies"}, {"id": "mai-20260917-0816-smoke|c92-s3|zai-small|Amazon Redshift", "prompt": "c92-s3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your small team is already heavily invested in the AWS ecosystem, Redshift is a strong contender."}, {"id": "mai-20260917-0816-smoke|c92-s3|zai-small|Microsoft Fabric", "prompt": "c92-s3", "model": "zai-small", "cat": "data-warehouses", "variant": "comparative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Microsoft Fabric if: Your team lives inside Microsoft tools (Power BI)"}, {"id": "mai-20260917-0816-smoke|c92-s4|alibaba-small|Google BigQuery", "prompt": "c92-s4", "model": "alibaba-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google BigQuery** is the safest and most flexible choice due to its generous free tier and pay-as-you-go model"}, {"id": "mai-20260917-0816-smoke|c92-s4|alibaba-small|ClickHouse Cloud", "prompt": "c92-s4", "model": "alibaba-small", "cat": "data-warehouses", "variant": "budget", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "currently offers the best raw value for performance"}, {"id": "mai-20260917-0816-smoke|c92-s4|alibaba-small|Amazon Redshift Serverless", "prompt": "c92-s4", "model": "alibaba-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you are already in AWS"}, {"id": "mai-20260917-0816-smoke|c92-s4|alibaba-small|Snowflake", "prompt": "c92-s4", "model": "alibaba-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is notoriously expensive if not managed correctly... often overkill and overpriced for a bootstrapped startup"}, {"id": "mai-20260917-0816-smoke|c92-s4|anthropic-small|Snowflake", "prompt": "c92-s4", "model": "anthropic-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Snowflake's free tier** is excellent if you need more processing power and want to experiment before scaling"}, {"id": "mai-20260917-0816-smoke|c92-s4|anthropic-small|Google BigQuery", "prompt": "c92-s4", "model": "anthropic-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Google BigQuery** is often the best choice if you have queries that don't exceed the free tier"}, {"id": "mai-20260917-0816-smoke|c92-s4|anthropic-small|Amazon Redshift (Spectrum)", "prompt": "c92-s4", "model": "anthropic-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift (Spectrum)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "On-demand pricing with no upfront costs"}, {"id": "mai-20260917-0816-smoke|c92-s4|anthropic-small|Microsoft Azure Synapse Analytics", "prompt": "c92-s4", "model": "anthropic-small", "cat": "data-warehouses", "variant": "budget", "raw": "Microsoft Azure Synapse Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Pay-per-query pricing - Can be cost-effective for occasional users"}, {"id": "mai-20260917-0816-smoke|c92-s4|anthropic-small|DuckDB", "prompt": "c92-s4", "model": "anthropic-small", "cat": "data-warehouses", "variant": "budget", "raw": "DuckDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good for OLAP workloads but requires more technical setup"}, {"id": "mai-20260917-0816-smoke|c92-s4|challenger-small|Google BigQuery", "prompt": "c92-s4", "model": "challenger-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google BigQuery** is usually the safest default choice because it is serverless and pay-as-you-go"}, {"id": "mai-20260917-0816-smoke|c92-s4|challenger-small|MotherDuck", "prompt": "c92-s4", "model": "challenger-small", "cat": "data-warehouses", "variant": "budget", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "an all-in-one low-cost option like **MotherDuck** can also be attractive for predictable pricing and minimal overhead"}, {"id": "mai-20260917-0816-smoke|c92-s4|challenger-small|Amazon Redshift", "prompt": "c92-s4", "model": "challenger-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "can be a good fit if you are already on AWS and expect steadier workloads"}, {"id": "mai-20260917-0816-smoke|c92-s4|challenger-small|Microsoft Fabric / Azure SQL", "prompt": "c92-s4", "model": "challenger-small", "cat": "data-warehouses", "variant": "budget", "raw": "Microsoft Fabric / Azure SQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "may be better if your team is already committed to Microsoft tools"}, {"id": "mai-20260917-0816-smoke|c92-s4|challenger-small|ClickHouse Cloud", "prompt": "c92-s4", "model": "challenger-small", "cat": "data-warehouses", "variant": "budget", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "usually less straightforward as a first warehouse for a small budget-conscious team"}, {"id": "mai-20260917-0816-smoke|c92-s4|deepseek-small|Google BigQuery", "prompt": "c92-s4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies on a tight budget, **Google BigQuery** is the strongest all-around choice"}, {"id": "mai-20260917-0816-smoke|c92-s4|deepseek-small|Amazon Redshift (serverless)", "prompt": "c92-s4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift (serverless)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great if you're already in the AWS ecosystem. On-demand pricing starts very low"}, {"id": "mai-20260917-0816-smoke|c92-s4|deepseek-small|Azure Synapse Analytics", "prompt": "c92-s4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're a Microsoft/Azure shop, with budget-friendly tiers around $0.07/hr."}, {"id": "mai-20260917-0816-smoke|c92-s4|deepseek-small|Snowflake", "prompt": "c92-s4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid Snowflake and provisioned Redshift unless you'll keep it actively used"}, {"id": "mai-20260917-0816-smoke|c92-s4|deepseek-small|Panoply", "prompt": "c92-s4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Panoply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Panoply** as the runner-up if you prefer a flat, predictable monthly fee"}, {"id": "mai-20260917-0816-smoke|c92-s4|deepseek-small|Firebolt", "prompt": "c92-s4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Firebolt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "~$50\\u2013$80/month, good for speed-focused analytics on smaller datasets (requires more technical setup)"}, {"id": "mai-20260917-0816-smoke|c92-s4|deepseek-small|Dremio Cloud", "prompt": "c92-s4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Dremio Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Under ~$99/month for querying data lakes, though it needs more technical expertise"}, {"id": "mai-20260917-0816-smoke|c92-s4|deepseek-small|Postgres", "prompt": "c92-s4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "Postgres", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a Postgres/Airbyte setup or DuckDB might be vastly cheaper"}, {"id": "mai-20260917-0816-smoke|c92-s4|deepseek-small|DuckDB", "prompt": "c92-s4", "model": "deepseek-small", "cat": "data-warehouses", "variant": "budget", "raw": "DuckDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a Postgres/Airbyte setup or DuckDB might be vastly cheaper (sometimes $0)"}, {"id": "mai-20260917-0816-smoke|c92-s4|google-small|Snowflake", "prompt": "c92-s4", "model": "google-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why You Should Avoid Snowflake & Amazon Redshift (For Now)"}, {"id": "mai-20260917-0816-smoke|c92-s4|google-small|Amazon Redshift", "prompt": "c92-s4", "model": "google-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Amazon Redshift: Redshift Serverless has a high baseline cost, and provisioned clusters require a constant running fee"}, {"id": "mai-20260917-0816-smoke|c92-s4|google-small|Google BigQuery", "prompt": "c92-s4", "model": "google-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the best cloud data warehouse... 1. Google BigQuery — Best for: Most small companies wanting a traditional, highly scalable, zero-maintenance data warehouse."}, {"id": "mai-20260917-0816-smoke|c92-s4|google-small|MotherDuck", "prompt": "c92-s4", "model": "google-small", "cat": "data-warehouses", "variant": "budget", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a modern, lightning-fast developer experience with zero management: Go with MotherDuck."}, {"id": "mai-20260917-0816-smoke|c92-s4|google-small|PostgreSQL", "prompt": "c92-s4", "model": "google-small", "cat": "data-warehouses", "variant": "budget", "raw": "PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your data is tiny (under 10 million rows): Just use a managed PostgreSQL instance"}, {"id": "mai-20260917-0816-smoke|c92-s4|google-small|Supabase", "prompt": "c92-s4", "model": "google-small", "cat": "data-warehouses", "variant": "budget", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "hosted on cheap, modern platforms like Supabase or Neon"}, {"id": "mai-20260917-0816-smoke|c92-s4|google-small|Neon", "prompt": "c92-s4", "model": "google-small", "cat": "data-warehouses", "variant": "budget", "raw": "Neon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Supabase and Neon have generous free tiers"}, {"id": "mai-20260917-0816-smoke|c92-s4|meta-small|Google BigQuery", "prompt": "c92-s4", "model": "meta-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best cloud data warehouse for a small company with a tight budget is Google BigQuery."}, {"id": "mai-20260917-0816-smoke|c92-s4|meta-small|Snowflake", "prompt": "c92-s4", "model": "meta-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Snowflake, Panoply, Firebolt, and Dremio Cloud"}, {"id": "mai-20260917-0816-smoke|c92-s4|meta-small|Panoply", "prompt": "c92-s4", "model": "meta-small", "cat": "data-warehouses", "variant": "budget", "raw": "Panoply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Snowflake, Panoply, Firebolt, and Dremio Cloud"}, {"id": "mai-20260917-0816-smoke|c92-s4|meta-small|Firebolt", "prompt": "c92-s4", "model": "meta-small", "cat": "data-warehouses", "variant": "budget", "raw": "Firebolt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Snowflake, Panoply, Firebolt, and Dremio Cloud"}, {"id": "mai-20260917-0816-smoke|c92-s4|meta-small|Dremio Cloud", "prompt": "c92-s4", "model": "meta-small", "cat": "data-warehouses", "variant": "budget", "raw": "Dremio Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Snowflake, Panoply, Firebolt, and Dremio Cloud"}, {"id": "mai-20260917-0816-smoke|c92-s4|minimax-small|Google BigQuery", "prompt": "c92-s4", "model": "minimax-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google BigQuery** is often the best choice because"}, {"id": "mai-20260917-0816-smoke|c92-s4|minimax-small|Amazon Redshift Serverless", "prompt": "c92-s4", "model": "minimax-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Automatically scales resources, no need to manage clusters"}, {"id": "mai-20260917-0816-smoke|c92-s4|minimax-small|Snowflake", "prompt": "c92-s4", "model": "minimax-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent performance, many features, pay only for what you use"}, {"id": "mai-20260917-0816-smoke|c92-s4|minimax-small|ClickHouse", "prompt": "c92-s4", "model": "minimax-small", "cat": "data-warehouses", "variant": "budget", "raw": "ClickHouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Extremely fast for analytics, very low resource usage"}, {"id": "mai-20260917-0816-smoke|c92-s4|minimax-small|Tinybird", "prompt": "c92-s4", "model": "minimax-small", "cat": "data-warehouses", "variant": "budget", "raw": "Tinybird", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Serverless, real-time analytics, developer-friendly"}, {"id": "mai-20260917-0816-smoke|c92-s4|mistral-small|Google BigQuery", "prompt": "c92-s4", "model": "mistral-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company with a tight budget, **Google BigQuery** is often the best choice."}, {"id": "mai-20260917-0816-smoke|c92-s4|mistral-small|Panoply", "prompt": "c92-s4", "model": "mistral-small", "cat": "data-warehouses", "variant": "budget", "raw": "Panoply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options include Panoply (fixed price under $99/month)"}, {"id": "mai-20260917-0816-smoke|c92-s4|mistral-small|Firebolt", "prompt": "c92-s4", "model": "mistral-small", "cat": "data-warehouses", "variant": "budget", "raw": "Firebolt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Firebolt (starting at $50\ncool$80/month)"}, {"id": "mai-20260917-0816-smoke|c92-s4|moonshot-small|Google BigQuery", "prompt": "c92-s4", "model": "moonshot-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company with a tight budget, **Google BigQuery** is likely your best bet"}, {"id": "mai-20260917-0816-smoke|c92-s4|moonshot-small|Panoply", "prompt": "c92-s4", "model": "moonshot-small", "cat": "data-warehouses", "variant": "budget", "raw": "Panoply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Panoply** offers predictable pricing under $99/month with minimal technical complexity"}, {"id": "mai-20260917-0816-smoke|c92-s4|moonshot-small|Snowflake", "prompt": "c92-s4", "model": "moonshot-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better for companies expecting rapid growth"}, {"id": "mai-20260917-0816-smoke|c92-s4|moonshot-small|Amazon Redshift", "prompt": "c92-s4", "model": "moonshot-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're already in the AWS ecosystem"}, {"id": "mai-20260917-0816-smoke|c92-s4|openai-small|BigQuery", "prompt": "c92-s4", "model": "openai-small", "cat": "data-warehouses", "variant": "budget", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BigQuery** is often the best default choice"}, {"id": "mai-20260917-0816-smoke|c92-s4|openai-small|Snowflake", "prompt": "c92-s4", "model": "openai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want very smooth UX and flexibility, but it can get pricey if usage isn’t well managed"}, {"id": "mai-20260917-0816-smoke|c92-s4|openai-small|Redshift", "prompt": "c92-s4", "model": "openai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you’re already deep in AWS and have someone who can manage infrastructure more actively"}, {"id": "mai-20260917-0816-smoke|c92-s4|openai-small|Azure Synapse", "prompt": "c92-s4", "model": "openai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Azure Synapse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "makes sense mainly if you’re already standardized on Microsoft/Azure"}, {"id": "mai-20260917-0816-smoke|c92-s4|openai-small|DuckDB / Postgres + BI tools", "prompt": "c92-s4", "model": "openai-small", "cat": "data-warehouses", "variant": "budget", "raw": "DuckDB / Postgres + BI tools", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can be the cheapest option for very small-scale analytics, but it’s not a full cloud warehouse solution"}, {"id": "mai-20260917-0816-smoke|c92-s4|openai-small|Databricks SQL / lakehouse", "prompt": "c92-s4", "model": "openai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Databricks SQL / lakehouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "strong, but usually more than you need for a small team"}, {"id": "mai-20260917-0816-smoke|c92-s4|xai-small|Google BigQuery", "prompt": "c92-s4", "model": "xai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google BigQuery is generally the best cloud data warehouse for a small company on a tight budget.**"}, {"id": "mai-20260917-0816-smoke|c92-s4|xai-small|Snowflake", "prompt": "c92-s4", "model": "xai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compute minimums can add up; no permanent free tier"}, {"id": "mai-20260917-0816-smoke|c92-s4|xai-small|Amazon Redshift Serverless", "prompt": "c92-s4", "model": "xai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Less \"free forever\"; cluster-like management"}, {"id": "mai-20260917-0816-smoke|c92-s4|xai-small|ClickHouse Cloud", "prompt": "c92-s4", "model": "xai-small", "cat": "data-warehouses", "variant": "budget", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very low-cost for high-volume (~$0.10–$1/hour) | Real-time/event data | Steeper learning curve"}, {"id": "mai-20260917-0816-smoke|c92-s4|zai-small|Google BigQuery", "prompt": "c92-s4", "model": "zai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google BigQuery** is generally considered the best starting point because it offers the most generous permanent free tier."}, {"id": "mai-20260917-0816-smoke|c92-s4|zai-small|Panoply", "prompt": "c92-s4", "model": "zai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Panoply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the easiest setup and a flat fee:** Choose **Panoply** (under $99/mo)."}, {"id": "mai-20260917-0816-smoke|c92-s4|zai-small|Amazon Redshift Serverless", "prompt": "c92-s4", "model": "zai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Amazon Redshift Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are an AWS shop:** Choose **Amazon Redshift Serverless** (start at $1.50/hr)."}, {"id": "mai-20260917-0816-smoke|c92-s4|zai-small|Firebolt", "prompt": "c92-s4", "model": "zai-small", "cat": "data-warehouses", "variant": "budget", "raw": "Firebolt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Speed: Firebolt ... Requires a more technical setup and maintenance"}, {"id": "mai-20260917-0816-smoke|c92-s5|alibaba-small|ClickHouse", "prompt": "c92-s5", "model": "alibaba-small", "cat": "data-warehouses", "variant": "scale", "raw": "ClickHouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You generally want to avoid the heavy operational burden of self-hosting tools like ClickHouse or Presto unless you have dedicated DevOps engineers."}, {"id": "mai-20260917-0816-smoke|c92-s5|alibaba-small|Presto", "prompt": "c92-s5", "model": "alibaba-small", "cat": "data-warehouses", "variant": "scale", "raw": "Presto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you want to avoid the heavy operational burden of self-hosting tools like ClickHouse or Presto unless you have dedicated DevOps engineers"}, {"id": "mai-20260917-0816-smoke|c92-s5|alibaba-small|Google BigQuery", "prompt": "c92-s5", "model": "alibaba-small", "cat": "data-warehouses", "variant": "scale", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you are GCP/Microsoft shops:** Go with **BigQuery**."}, {"id": "mai-20260917-0816-smoke|c92-s5|alibaba-small|Snowflake", "prompt": "c92-s5", "model": "alibaba-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**If you are agnostic or moving between clouds:** Go with **Snowflake**."}, {"id": "mai-20260917-0816-smoke|c92-s5|alibaba-small|Amazon Redshift", "prompt": "c92-s5", "model": "alibaba-small", "cat": "data-warehouses", "variant": "scale", "raw": "Amazon Redshift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**If you are pure AWS shops:** Go with **Redshift Serverless**."}, {"id": "mai-20260917-0816-smoke|c92-s5|alibaba-small|Synapse", "prompt": "c92-s5", "model": "alibaba-small", "cat": "data-warehouses", "variant": "scale", "raw": "Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you might look at **Synapse**, though Snowflake is still a strong contender for data-specific tasks"}, {"id": "mai-20260917-0816-smoke|c92-s5|anthropic-small|Snowflake", "prompt": "c92-s5", "model": "anthropic-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options to evaluate typically include Snowflake, BigQuery, Redshift, and Databricks"}, {"id": "mai-20260917-0816-smoke|c92-s5|anthropic-small|BigQuery", "prompt": "c92-s5", "model": "anthropic-small", "cat": "data-warehouses", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options to evaluate typically include Snowflake, BigQuery, Redshift, and Databricks"}, {"id": "mai-20260917-0816-smoke|c92-s5|anthropic-small|Redshift", "prompt": "c92-s5", "model": "anthropic-small", "cat": "data-warehouses", "variant": "scale", "raw": "Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options to evaluate typically include Snowflake, BigQuery, Redshift, and Databricks"}, {"id": "mai-20260917-0816-smoke|c92-s5|anthropic-small|Databricks", "prompt": "c92-s5", "model": "anthropic-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options to evaluate typically include Snowflake, BigQuery, Redshift, and Databricks, each with different strengths"}, {"id": "mai-20260917-0816-smoke|c92-s5|deepseek-small|BigQuery", "prompt": "c92-s5", "model": "deepseek-small", "cat": "data-warehouses", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally bias toward **BigQuery or Snowflake** for the hands-off, scalable, cost-predictable experience"}, {"id": "mai-20260917-0816-smoke|c92-s5|deepseek-small|Snowflake", "prompt": "c92-s5", "model": "deepseek-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd generally bias toward **BigQuery or Snowflake** for the hands-off, scalable, cost-predictable experience"}, {"id": "mai-20260917-0816-smoke|c92-s5|deepseek-small|Redshift (Serverless)", "prompt": "c92-s5", "model": "deepseek-small", "cat": "data-warehouses", "variant": "scale", "raw": "Redshift (Serverless)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "over a traditional provisioned Redshift cluster"}, {"id": "mai-20260917-0816-smoke|c92-s5|google-small|MotherDuck", "prompt": "c92-s5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "MotherDuck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Option A: MotherDuck (The \"Lean Team\" Modern Choice) ... Best for: Lean teams that want a highly modern, incredibly fast, and very inexpensive SQL data warehouse"}, {"id": "mai-20260917-0816-smoke|c92-s5|google-small|Google BigQuery", "prompt": "c92-s5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Option B: Google BigQuery (The \"Zero-Ops\" Default) ... There is zero infrastructure to manage. It has a very generous free tier"}, {"id": "mai-20260917-0816-smoke|c92-s5|google-small|Snowflake", "prompt": "c92-s5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Option C: Snowflake (The \"Industry Standard\") ... Note for small teams: You must carefully configure its \"auto-suspend\" limits"}, {"id": "mai-20260917-0816-smoke|c92-s5|google-small|Databricks", "prompt": "c92-s5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to avoid (for now): Databricks: ... too complex and has too much administrative overhead for a 30-person company"}, {"id": "mai-20260917-0816-smoke|c92-s5|google-small|Traditional AWS Redshift (Provisioned)", "prompt": "c92-s5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "Traditional AWS Redshift (Provisioned)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid (for now) ... It requires manual cluster management, resizing, and keys."}, {"id": "mai-20260917-0816-smoke|c92-s5|google-small|Redshift Serverless", "prompt": "c92-s5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "Redshift Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are on AWS, evaluate Redshift Serverless or Athena instead to avoid the manual upkeep."}, {"id": "mai-20260917-0816-smoke|c92-s5|google-small|Athena", "prompt": "c92-s5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "Athena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "evaluate **Redshift Serverless** or **Athena** instead"}, {"id": "mai-20260917-0816-smoke|c92-s5|google-small|Definite", "prompt": "c92-s5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "Definite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Look at **All-in-One data platforms** (like Definite or Y42) that handle the pipeline, warehouse, and BI dashboard"}, {"id": "mai-20260917-0816-smoke|c92-s5|google-small|Y42", "prompt": "c92-s5", "model": "google-small", "cat": "data-warehouses", "variant": "scale", "raw": "Y42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "All-in-One data platforms (like Definite or Y42)"}, {"id": "mai-20260917-0816-smoke|c92-s5|minimax-small|Snowflake", "prompt": "c92-s5", "model": "minimax-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Snowflake** | Multi-cloud, extensive integrations, solid scaling | Can get expensive at scale"}, {"id": "mai-20260917-0816-smoke|c92-s5|minimax-small|BigQuery", "prompt": "c92-s5", "model": "minimax-small", "cat": "data-warehouses", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**BigQuery** | Serverless, excellent GCP integration | Less control over performance tuning"}, {"id": "mai-20260917-0816-smoke|c92-s5|minimax-small|Databricks", "prompt": "c92-s5", "model": "minimax-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Databricks** | Great for ML + analytics lakehouse | More complex setup"}, {"id": "mai-20260917-0816-smoke|c92-s5|minimax-small|DuckDB", "prompt": "c92-s5", "model": "minimax-small", "cat": "data-warehouses", "variant": "scale", "raw": "DuckDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**DuckDB** | Great for small-scale/embedded analytics | Not ideal for heavy concurrent workloads"}, {"id": "mai-20260917-0816-smoke|c92-s5|minimax-small|PostgreSQL (cloud-hosted)", "prompt": "c92-s5", "model": "minimax-small", "cat": "data-warehouses", "variant": "scale", "raw": "PostgreSQL (cloud-hosted)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**PostgreSQL (cloud-hosted)** | Simple, SQL-native, cost-effective | Limited analytical optimizations"}, {"id": "mai-20260917-0816-smoke|c92-s5|mistral-small|BigQuery", "prompt": "c92-s5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular Options to Evaluate**\n- **BigQuery** (Google Cloud)"}, {"id": "mai-20260917-0816-smoke|c92-s5|mistral-small|Snowflake", "prompt": "c92-s5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- **Snowflake**"}, {"id": "mai-20260917-0816-smoke|c92-s5|mistral-small|Redshift", "prompt": "c92-s5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **Redshift** (AWS)"}, {"id": "mai-20260917-0816-smoke|c92-s5|mistral-small|Synapse", "prompt": "c92-s5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **Synapse** (Azure)"}, {"id": "mai-20260917-0816-smoke|c92-s5|mistral-small|Databricks SQL Warehouse", "prompt": "c92-s5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks SQL Warehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **Databricks SQL Warehouse**"}, {"id": "mai-20260917-0816-smoke|c92-s5|mistral-small|Firebolt", "prompt": "c92-s5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "Firebolt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- **Firebolt**"}, {"id": "mai-20260917-0816-smoke|c92-s5|mistral-small|ClickHouse", "prompt": "c92-s5", "model": "mistral-small", "cat": "data-warehouses", "variant": "scale", "raw": "ClickHouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- **ClickHouse** (for analytics-heavy workloads)"}, {"id": "mai-20260917-0816-smoke|c92-s5|moonshot-small|Google BigQuery", "prompt": "c92-s5", "model": "moonshot-small", "cat": "data-warehouses", "variant": "scale", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with BigQuery** - The free tier covers most small business needs initially"}, {"id": "mai-20260917-0816-smoke|c92-s5|moonshot-small|Amazon Redshift", "prompt": "c92-s5", "model": "moonshot-small", "cat": "data-warehouses", "variant": "scale", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Redshift Serverless offers the lowest entry cost if you're already on AWS"}, {"id": "mai-20260917-0816-smoke|c92-s5|moonshot-small|Snowflake", "prompt": "c92-s5", "model": "moonshot-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most flexible but can get expensive ... requires more expertise"}, {"id": "mai-20260917-0816-smoke|c92-s5|openai-small|Snowflake", "prompt": "c92-s5", "model": "openai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a **vendor comparison framework** for Snowflake vs BigQuery vs Redshift vs Databricks"}, {"id": "mai-20260917-0816-smoke|c92-s5|openai-small|BigQuery", "prompt": "c92-s5", "model": "openai-small", "cat": "data-warehouses", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Snowflake vs BigQuery vs Redshift vs Databricks"}, {"id": "mai-20260917-0816-smoke|c92-s5|openai-small|Redshift", "prompt": "c92-s5", "model": "openai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Snowflake vs BigQuery vs Redshift vs Databricks"}, {"id": "mai-20260917-0816-smoke|c92-s5|openai-small|Databricks", "prompt": "c92-s5", "model": "openai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Snowflake vs BigQuery vs Redshift vs Databricks"}, {"id": "mai-20260917-0816-smoke|c92-s5|xai-small|Snowflake", "prompt": "c92-s5", "model": "xai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snowflake** | Flexibility, sharing | Multi-cloud, easy scaling, no ops."}, {"id": "mai-20260917-0816-smoke|c92-s5|xai-small|Google BigQuery", "prompt": "c92-s5", "model": "xai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Free trials (Snowflake/BigQuery easiest) ... Zero infra, fast setup, ML built-in."}, {"id": "mai-20260917-0816-smoke|c92-s5|xai-small|Amazon Redshift", "prompt": "c92-s5", "model": "xai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Redshift | AWS users, steady workloads | Cost-effective if on AWS."}, {"id": "mai-20260917-0816-smoke|c92-s5|xai-small|Azure Synapse", "prompt": "c92-s5", "model": "xai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Azure Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Others: Azure Synapse (MS stack)"}, {"id": "mai-20260917-0816-smoke|c92-s5|xai-small|Databricks", "prompt": "c92-s5", "model": "xai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Databricks (lakehouse/ML)"}, {"id": "mai-20260917-0816-smoke|c92-s5|zai-small|Snowflake", "prompt": "c92-s5", "model": "zai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "multi-cloud options (Snowflake) offer flexibility ... General-purpose, multi-cloud, self-service BI"}, {"id": "mai-20260917-0816-smoke|c92-s5|zai-small|Google BigQuery", "prompt": "c92-s5", "model": "zai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer multi-cloud flexibility, Snowflake or BigQuery may be better."}, {"id": "mai-20260917-0816-smoke|c92-s5|zai-small|Amazon Redshift", "prompt": "c92-s5", "model": "zai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're heavily invested in AWS, Redshift or Snowflake (via AWS) can reduce complexity."}, {"id": "mai-20260917-0816-smoke|c92-s5|zai-small|Azure Synapse SQL", "prompt": "c92-s5", "model": "zai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Azure Synapse SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Azure-native, integrates with Fabric, strong SQL capabilities"}, {"id": "mai-20260917-0816-smoke|c92-s5|zai-small|Databricks SQL", "prompt": "c92-s5", "model": "zai-small", "cat": "data-warehouses", "variant": "scale", "raw": "Databricks SQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for ML + BI, unified data lakehouse, per-second billing"}, {"id": "mai-20260917-0816-smoke|c92-s5|zai-small|ClickHouse Cloud", "prompt": "c92-s5", "model": "zai-small", "cat": "data-warehouses", "variant": "scale", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Extremely fast, high cardinality, low TCO"}, {"id": "mai-20260917-0816-smoke|c92-s5|zai-small|MotherDuck", "prompt": "c92-s5", "model": "zai-small", "cat": "data-warehouses", "variant": "scale", "raw": "MotherDuck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Startups, open-source workflows, simple analytics"}, {"id": "mai-20260917-0816-smoke|c92-s6|alibaba-small|PostgreSQL", "prompt": "c92-s6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "standard databases (like **PostgreSQL**, **MySQL**, or managed services like **PlanetScale**) are faster, easier to maintain, and significantly cheaper"}, {"id": "mai-20260917-0816-smoke|c92-s6|alibaba-small|MySQL", "prompt": "c92-s6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "MySQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "standard databases (like **PostgreSQL**, **MySQL**, or managed services like **PlanetScale**) are faster, easier to maintain, and significantly cheaper"}, {"id": "mai-20260917-0816-smoke|c92-s6|alibaba-small|PlanetScale", "prompt": "c92-s6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "managed services like **PlanetScale**) are faster, easier to maintain, and significantly cheaper than dedicated data warehouses"}, {"id": "mai-20260917-0816-smoke|c92-s6|alibaba-small|Snowflake", "prompt": "c92-s6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "frequently cited as the most dangerous option for small teams who lack data engineering expertise"}, {"id": "mai-20260917-0816-smoke|c92-s6|alibaba-small|Google BigQuery", "prompt": "c92-s6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "BigQuery charges per terabyte of data *scanned*... the cost is immediate"}, {"id": "mai-20260917-0816-smoke|c92-s6|alibaba-small|Amazon Redshift", "prompt": "c92-s6", "model": "alibaba-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Redshift if your team does not have a dedicated DevOps engineer."}, {"id": "mai-20260917-0816-smoke|c92-s6|anthropic-small|Snowflake", "prompt": "c92-s6", "model": "anthropic-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Snowflake is better suited to large enterprises than small businesses. The platform's architecture, while powerful, may be overengineered for smaller data needs."}, {"id": "mai-20260917-0816-smoke|c92-s6|anthropic-small|BigQuery", "prompt": "c92-s6", "model": "anthropic-small", "cat": "data-warehouses", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Google BigQuery provides a serverless architecture, eliminating the need for infrastructure management, and includes pay-per-query pricing"}, {"id": "mai-20260917-0816-smoke|c92-s6|anthropic-small|Redshift", "prompt": "c92-s6", "model": "anthropic-small", "cat": "data-warehouses", "variant": "negative", "raw": "Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Redshift requires cluster setup and ongoing upkeep, which can be burdensome for small teams"}, {"id": "mai-20260917-0816-smoke|c92-s6|challenger-small|Snowflake", "prompt": "c92-s6", "model": "challenger-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "startup-focused guidance warns it can be too much if you mainly need speed and simplicity, and it can overspend relative to a smaller business's needs"}, {"id": "mai-20260917-0816-smoke|c92-s6|challenger-small|BigQuery", "prompt": "c92-s6", "model": "challenger-small", "cat": "data-warehouses", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Often a strong small-business option, but you should be cautious if your queries are frequent, poorly optimized, or hard to predict"}, {"id": "mai-20260917-0816-smoke|c92-s6|challenger-small|Amazon Redshift", "prompt": "c92-s6", "model": "challenger-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "small businesses without an AWS commitment may find it less straightforward than a serverless or simpler option"}, {"id": "mai-20260917-0816-smoke|c92-s6|challenger-small|Azure Synapse/Fabric", "prompt": "c92-s6", "model": "challenger-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse/Fabric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "otherwise, the platform choice can add complexity for a small business that just needs basic analytics"}, {"id": "mai-20260917-0816-smoke|c92-s6|challenger-small|Databricks SQL / lakehouse-style platforms", "prompt": "c92-s6", "model": "challenger-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks SQL / lakehouse-style platforms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More caution than avoidance for small businesses... can be more complex than a straightforward warehouse"}, {"id": "mai-20260917-0816-smoke|c92-s6|deepseek-small|Snowflake", "prompt": "c92-s6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Snowflake — Biggest caution flag ... For a small business with modest data, it's almost always overkill."}, {"id": "mai-20260917-0816-smoke|c92-s6|deepseek-small|Google BigQuery", "prompt": "c92-s6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Google BigQuery — Be cautious about runaway costs"}, {"id": "mai-20260917-0816-smoke|c92-s6|deepseek-small|Amazon Redshift", "prompt": "c92-s6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid provisioned clusters entirely at small scale; if you're already on AWS, prefer Redshift Serverless"}, {"id": "mai-20260917-0816-smoke|c92-s6|deepseek-small|Azure Synapse Analytics", "prompt": "c92-s6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Overkill and operationally heavy for most small businesses."}, {"id": "mai-20260917-0816-smoke|c92-s6|deepseek-small|Postgres", "prompt": "c92-s6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "Postgres", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "a shared Postgres or a low-cost option is almost always the smart move"}, {"id": "mai-20260917-0816-smoke|c92-s6|deepseek-small|ClickHouse Cloud", "prompt": "c92-s6", "model": "deepseek-small", "cat": "data-warehouses", "variant": "negative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "stands out in benchmarks for the strongest cost-performance at small-to-medium scale"}, {"id": "mai-20260917-0816-smoke|c92-s6|google-small|Databricks (Lakehouse)", "prompt": "c92-s6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks (Lakehouse)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why SMBs should avoid it: Managing Databricks requires a steep learning curve and active administration."}, {"id": "mai-20260917-0816-smoke|c92-s6|google-small|Amazon Redshift (Classic/Provisioned)", "prompt": "c92-s6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift (Classic/Provisioned)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why SMBs should avoid it: Redshift requires extensive database administrator (DBA) tuning."}, {"id": "mai-20260917-0816-smoke|c92-s6|google-small|Azure Synapse Analytics / Microsoft Fabric", "prompt": "c92-s6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse Analytics / Microsoft Fabric", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why SMBs should avoid it: The sheer variety of \"pools\" and services makes managing Synapse highly complex."}, {"id": "mai-20260917-0816-smoke|c92-s6|google-small|ClickHouse (Self-Hosted)", "prompt": "c92-s6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "ClickHouse (Self-Hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why SMBs should avoid it: ... self-hosting ClickHouse is a full-time job."}, {"id": "mai-20260917-0816-smoke|c92-s6|google-small|Snowflake", "prompt": "c92-s6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why SMBs must be cautious: ... it is equally easy for costs to spiral out of control."}, {"id": "mai-20260917-0816-smoke|c92-s6|google-small|Google BigQuery", "prompt": "c92-s6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Why SMBs must be cautious: Under the standard on-demand model, Google charges you based on the volume of data scanned"}, {"id": "mai-20260917-0816-smoke|c92-s6|google-small|PostgreSQL", "prompt": "c92-s6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Stick with PostgreSQL: If your data is under 100GB ... you do not need a data warehouse."}, {"id": "mai-20260917-0816-smoke|c92-s6|google-small|MotherDuck", "prompt": "c92-s6", "model": "google-small", "cat": "data-warehouses", "variant": "negative", "raw": "MotherDuck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "If you do need an analytical warehouse, look at modern \"lean\" architectures like MotherDuck (built on DuckDB)."}, {"id": "mai-20260917-0816-smoke|c92-s6|meta-small|BigQuery", "prompt": "c92-s6", "model": "meta-small", "cat": "data-warehouses", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "BigQuery, Snowflake, and Redshift are popular options, but the best choice depends on the specific needs"}, {"id": "mai-20260917-0816-smoke|c92-s6|meta-small|Snowflake", "prompt": "c92-s6", "model": "meta-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BigQuery, Snowflake, and Redshift are popular options"}, {"id": "mai-20260917-0816-smoke|c92-s6|meta-small|Redshift", "prompt": "c92-s6", "model": "meta-small", "cat": "data-warehouses", "variant": "negative", "raw": "Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BigQuery, Snowflake, and Redshift are popular options"}, {"id": "mai-20260917-0816-smoke|c92-s6|minimax-small|Snowflake", "prompt": "c92-s6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Concern: Credit-based pricing can escalate quickly. Users report costs harder to predict than expected."}, {"id": "mai-20260917-0816-smoke|c92-s6|minimax-small|Google BigQuery", "prompt": "c92-s6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "complex queries can lead to unexpectedly high bills. Users frequently report \"rapidly escalating charges\" and unpredictable pricing."}, {"id": "mai-20260917-0816-smoke|c92-s6|minimax-small|Amazon Redshift", "prompt": "c92-s6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Traditionally expensive provisioned clustering model. Even serverless options have minimum capacity floors."}, {"id": "mai-20260917-0816-smoke|c92-s6|minimax-small|PostgreSQL", "prompt": "c92-s6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Many small businesses get by just fine with PostgreSQL, MySQL, or managed database services."}, {"id": "mai-20260917-0816-smoke|c92-s6|minimax-small|MySQL", "prompt": "c92-s6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "MySQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Many small businesses get by just fine with PostgreSQL, MySQL, or managed database services."}, {"id": "mai-20260917-0816-smoke|c92-s6|minimax-small|ClickHouse", "prompt": "c92-s6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "ClickHouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider smaller alternatives like ClickHouse, DuckDB, or PostgreSQL-based solutions first"}, {"id": "mai-20260917-0816-smoke|c92-s6|minimax-small|DuckDB", "prompt": "c92-s6", "model": "minimax-small", "cat": "data-warehouses", "variant": "negative", "raw": "DuckDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider smaller alternatives like ClickHouse, DuckDB, or PostgreSQL-based solutions first"}, {"id": "mai-20260917-0816-smoke|c92-s6|mistral-small|Google BigQuery", "prompt": "c92-s6", "model": "mistral-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some warehouses, like Google BigQuery, are powerful but can become expensive quickly, especially with complex queries or large data volumes."}, {"id": "mai-20260917-0816-smoke|c92-s6|moonshot-small|Databricks", "prompt": "c92-s6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid or delay adopting:- **Databricks** unless doing serious ML/AI at scale"}, {"id": "mai-20260917-0816-smoke|c92-s6|moonshot-small|Azure Synapse Analytics", "prompt": "c92-s6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Azure Synapse** unless deeply committed to Azure ecosystem with dedicated data engineers"}, {"id": "mai-20260917-0816-smoke|c92-s6|moonshot-small|Snowflake", "prompt": "c92-s6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Moderate Caution: Powerful but Pricing Traps Exist ... small businesses often pay 300x markup on actual usage"}, {"id": "mai-20260917-0816-smoke|c92-s6|moonshot-small|Google BigQuery", "prompt": "c92-s6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "\"Scan Tax\"—pay per terabyte scanned, which can explode costs with poorly written queries"}, {"id": "mai-20260917-0816-smoke|c92-s6|moonshot-small|Amazon Redshift", "prompt": "c92-s6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Better for predictable workloads; spiky startup patterns get expensive"}, {"id": "mai-20260917-0816-smoke|c92-s6|moonshot-small|MotherDuck", "prompt": "c92-s6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "MotherDuck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "lightweight solution like MotherDuck often suffices until you hit true scale"}, {"id": "mai-20260917-0816-smoke|c92-s6|moonshot-small|ClickHouse", "prompt": "c92-s6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "ClickHouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Databricks | **ClickHouse** or **Postgres** | Open-source, simpler"}, {"id": "mai-20260917-0816-smoke|c92-s6|moonshot-small|Postgres", "prompt": "c92-s6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "Postgres", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A well-designed PostgreSQL database or lightweight solution like MotherDuck often suffices"}, {"id": "mai-20260917-0816-smoke|c92-s6|moonshot-small|Azure SQL Database", "prompt": "c92-s6", "model": "moonshot-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure SQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Azure Synapse | **Azure SQL Database** | Simpler, more predictable pricing for smaller needs"}, {"id": "mai-20260917-0816-smoke|c92-s6|xai-small|Snowflake", "prompt": "c92-s6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Snowflake (Highest Caution for SMBs) ... Unpredictable bills from idle warehouses"}, {"id": "mai-20260917-0816-smoke|c92-s6|xai-small|Amazon Redshift", "prompt": "c92-s6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Provisioned requires cluster sizing/management (ops burden for small teams)"}, {"id": "mai-20260917-0816-smoke|c92-s6|xai-small|Databricks", "prompt": "c92-s6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Lakehouse complexity for analytics-only needs ... higher TCO than pure warehouses"}, {"id": "mai-20260917-0816-smoke|c92-s6|xai-small|Google BigQuery", "prompt": "c92-s6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Google BigQuery (Recommended Starter): Serverless, pay-per-query ... G2 top for SMBs."}, {"id": "mai-20260917-0816-smoke|c92-s6|xai-small|ClickHouse Cloud", "prompt": "c92-s6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "ClickHouse Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ClickHouse Cloud or MotherDuck: Ultra-cheap for analytics"}, {"id": "mai-20260917-0816-smoke|c92-s6|xai-small|MotherDuck", "prompt": "c92-s6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ClickHouse Cloud or MotherDuck: Ultra-cheap for analytics ... lean for startups"}, {"id": "mai-20260917-0816-smoke|c92-s6|xai-small|Azure Synapse/Fabric", "prompt": "c92-s6", "model": "xai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure Synapse/Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Azure Synapse/Fabric: If in Microsoft ecosystem."}, {"id": "mai-20260917-0816-smoke|c92-s6|zai-small|Oracle Autonomous Database", "prompt": "c92-s6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Oracle Autonomous Database", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If your organization doesn't already have an Oracle or Teradata environment, these are likely unnecessary complexity and expense."}, {"id": "mai-20260917-0816-smoke|c92-s6|zai-small|Teradata Vantage", "prompt": "c92-s6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Teradata Vantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Often overkill for small‑business analytics."}, {"id": "mai-20260917-0816-smoke|c92-s6|zai-small|Snowflake", "prompt": "c92-s6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Snowflake (with careful planning) • Powerful, but only if you can manage query optimization and billing."}, {"id": "mai-20260917-0816-smoke|c92-s6|zai-small|Google BigQuery", "prompt": "c92-s6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per‑TB scan pricing can become expensive if queries aren't optimized... Requires disciplined cost management"}, {"id": "mai-20260917-0816-smoke|c92-s6|zai-small|Amazon Redshift (Traditional Cluster Mode)", "prompt": "c92-s6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift (Traditional Cluster Mode)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "traditional clusters can be more complex than needed for small businesses"}, {"id": "mai-20260917-0816-smoke|c92-s6|zai-small|Microsoft Fabric (early‑stage, enterprise‑oriented)", "prompt": "c92-s6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Microsoft Fabric (early‑stage, enterprise‑oriented)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Still maturing as a unified data platform; may introduce complexity for small teams."}, {"id": "mai-20260917-0816-smoke|c92-s6|zai-small|Databricks SQL (lakehouse‑centric)", "prompt": "c92-s6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Databricks SQL (lakehouse‑centric)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Can be overkill if you only need simple reporting and BI."}, {"id": "mai-20260917-0816-smoke|c92-s6|zai-small|Azure SQL Database / Managed Instance", "prompt": "c92-s6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Azure SQL Database / Managed Instance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Familiar SQL Server ecosystem... Good balance of performance and cost."}, {"id": "mai-20260917-0816-smoke|c92-s6|zai-small|Amazon Redshift Serverless", "prompt": "c92-s6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "Amazon Redshift Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Pay‑as‑you‑go compute (no idle charges). Lower entry point than traditional clusters."}, {"id": "mai-20260917-0816-smoke|c92-s6|zai-small|MotherDuck", "prompt": "c92-s6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Serverless, pay‑per‑second billing for startup workloads. Eliminates idle charges and slot lottery."}, {"id": "mai-20260917-0816-smoke|c92-s6|zai-small|ClickHouse", "prompt": "c92-s6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "ClickHouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Excellent for sub‑second, high‑throughput analytics."}, {"id": "mai-20260917-0816-smoke|c92-s6|zai-small|PostgreSQL", "prompt": "c92-s6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "PostgreSQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "you may be better off with a robust operational database (PostgreSQL, MySQL)"}, {"id": "mai-20260917-0816-smoke|c92-s6|zai-small|MySQL", "prompt": "c92-s6", "model": "zai-small", "cat": "data-warehouses", "variant": "negative", "raw": "MySQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "a robust operational database (PostgreSQL, MySQL)"}, {"id": "mai-20260917-0816-smoke|c93-l1|alibaba-small|Drata", "prompt": "c93-l1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Currently one of the most popular choices among technical B2B companies... Fast setup, excellent automation, great user experience."}, {"id": "mai-20260917-0816-smoke|c93-l1|alibaba-small|Vanta", "prompt": "c93-l1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Drata** or **Vanta**"}, {"id": "mai-20260917-0816-smoke|c93-l1|alibaba-small|ServiceNow GRC", "prompt": "c93-l1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you use ServiceNow for IT Ticketing, ServiceNow is the logical default for GRC."}, {"id": "mai-20260917-0816-smoke|c93-l1|alibaba-small|RSA Archer", "prompt": "c93-l1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is powerful but notoriously difficult to configure and requires a dedicated team to maintain."}, {"id": "mai-20260917-0816-smoke|c93-l1|alibaba-small|OneTrust", "prompt": "c93-l1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The market leader for **Data Privacy** (GDPR, CCPA)."}, {"id": "mai-20260917-0816-smoke|c93-l1|alibaba-small|AuditBoard", "prompt": "c93-l1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A strong bridge between the \"messy world of spreadsheets\" and \"expensive enterprise giants.\""}, {"id": "mai-20260917-0816-smoke|c93-l1|alibaba-small|Intigra", "prompt": "c93-l1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "Intigra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**RSA Archer** or **Intigra**"}, {"id": "mai-20260917-0816-smoke|c93-l1|anthropic-small|OneTrust", "prompt": "c93-l1", "model": "anthropic-small", "cat": "grc-platforms", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "OneTrust provides strong privacy and third-party governance modules and is widely adopted by companies with heavy GDPR/CPRA obligations."}, {"id": "mai-20260917-0816-smoke|c93-l1|anthropic-small|MetricStream", "prompt": "c93-l1", "model": "anthropic-small", "cat": "grc-platforms", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "MetricStream is the leading AI-first GRC platform for enterprises operating in complex, highly regulated environments"}, {"id": "mai-20260917-0816-smoke|c93-l1|anthropic-small|AuditBoard", "prompt": "c93-l1", "model": "anthropic-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise risk programs typically run on integrated suites like OneTrust, MetricStream, or AuditBoard."}, {"id": "mai-20260917-0816-smoke|c93-l1|anthropic-small|Riskonnect", "prompt": "c93-l1", "model": "anthropic-small", "cat": "grc-platforms", "variant": "direct", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise incumbents like MetricStream and Riskonnect suit large, complex organisations with the budget for a longer rollout."}, {"id": "mai-20260917-0816-smoke|c93-l1|anthropic-small|Vanta", "prompt": "c93-l1", "model": "anthropic-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-market security teams pursuing SOC 2 or ISO 27001 audits choose compliance-automation platforms like Vanta, Drata, or Hyperproof."}, {"id": "mai-20260917-0816-smoke|c93-l1|anthropic-small|Drata", "prompt": "c93-l1", "model": "anthropic-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compliance-automation platforms like Vanta, Drata, or Hyperproof"}, {"id": "mai-20260917-0816-smoke|c93-l1|anthropic-small|Hyperproof", "prompt": "c93-l1", "model": "anthropic-small", "cat": "grc-platforms", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "compliance-automation platforms like Vanta, Drata, or Hyperproof"}, {"id": "mai-20260917-0816-smoke|c93-l1|anthropic-small|LogicGate", "prompt": "c93-l1", "model": "anthropic-small", "cat": "grc-platforms", "variant": "direct", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "LogicGate offers a flexible low-code environment for risk, vendor, and compliance workflows"}, {"id": "mai-20260917-0816-smoke|c93-l1|challenger-small|ServiceNow GRC", "prompt": "c93-l1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow GRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **ServiceNow GRC** if you already run ServiceNow for IT/security operations"}, {"id": "mai-20260917-0816-smoke|c93-l1|challenger-small|AuditBoard", "prompt": "c93-l1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AuditBoard**, **MetricStream**, **Riskonnect**, and **IBM OpenPages** are the most commonly recommended enterprise-grade options"}, {"id": "mai-20260917-0816-smoke|c93-l1|challenger-small|MetricStream", "prompt": "c93-l1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Frequently positioned for large enterprises with multiple GRC programs"}, {"id": "mai-20260917-0816-smoke|c93-l1|challenger-small|Riskonnect", "prompt": "c93-l1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Commonly recommended for enterprise risk consolidation and broad risk management"}, {"id": "mai-20260917-0816-smoke|c93-l1|challenger-small|IBM OpenPages", "prompt": "c93-l1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "IBM OpenPages", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Repeatedly included in enterprise GRC shortlists"}, {"id": "mai-20260917-0816-smoke|c93-l1|deepseek-small|MetricStream", "prompt": "c93-l1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the two leaders to shortlist are **MetricStream** and **ServiceNow IRM**"}, {"id": "mai-20260917-0816-smoke|c93-l1|deepseek-small|ServiceNow IRM", "prompt": "c93-l1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow IRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the two leaders to shortlist are **MetricStream** and **ServiceNow IRM**"}, {"id": "mai-20260917-0816-smoke|c93-l1|deepseek-small|Archer", "prompt": "c93-l1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Archer** and **Optro (formerly AuditBoard)** as strong alternatives"}, {"id": "mai-20260917-0816-smoke|c93-l1|deepseek-small|Optro (formerly AuditBoard)", "prompt": "c93-l1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "as strong alternatives depending on your priorities"}, {"id": "mai-20260917-0816-smoke|c93-l1|deepseek-small|Vanta", "prompt": "c93-l1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "fastest time-to-value for SOC 2 / ISO / customer audits and third-party risk → Vanta or Drata"}, {"id": "mai-20260917-0816-smoke|c93-l1|deepseek-small|Drata", "prompt": "c93-l1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "fastest time-to-value for SOC 2 / ISO / customer audits and third-party risk → Vanta or Drata"}, {"id": "mai-20260917-0816-smoke|c93-l1|deepseek-small|Hyperproof", "prompt": "c93-l1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Excellent for lean security/compliance teams that want automated evidence collection"}, {"id": "mai-20260917-0816-smoke|c93-l1|deepseek-small|Sprinto", "prompt": "c93-l1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "compliance-automation platform (Vanta, Drata, Hyperproof, Sprinto, OneTrust)"}, {"id": "mai-20260917-0816-smoke|c93-l1|deepseek-small|OneTrust", "prompt": "c93-l1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If privacy/AI compliance matters → OneTrust"}, {"id": "mai-20260917-0816-smoke|c93-l1|deepseek-small|LogicGate Risk Cloud", "prompt": "c93-l1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for flexible no-code risk workflows and third-party risk that scale with you"}, {"id": "mai-20260917-0816-smoke|c93-l1|deepseek-small|Mitratech Alyne", "prompt": "c93-l1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Mitratech Alyne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Rated among the strongest for framework integration, multi-framework mapping"}, {"id": "mai-20260917-0816-smoke|c93-l1|deepseek-small|Copla", "prompt": "c93-l1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Copla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Vanta, LogicGate, and Copla all do this well"}, {"id": "mai-20260917-0816-smoke|c93-l1|google-small|Optro (formerly AuditBoard)", "prompt": "c93-l1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The overall market leader for connected enterprise risk, compliance, and internal audit."}, {"id": "mai-20260917-0816-smoke|c93-l1|google-small|Drata", "prompt": "c93-l1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drata or Vanta** ... The co-leaders in automated compliance."}, {"id": "mai-20260917-0816-smoke|c93-l1|google-small|Vanta", "prompt": "c93-l1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Drata or Vanta** ... The co-leaders in automated compliance."}, {"id": "mai-20260917-0816-smoke|c93-l1|google-small|MetricStream", "prompt": "c93-l1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The heavyweight standard for global, complex GRC programs."}, {"id": "mai-20260917-0816-smoke|c93-l1|google-small|ServiceNow GRC (Integrated Risk Management)", "prompt": "c93-l1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow GRC (Integrated Risk Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if your organization is already deeply embedded in the ServiceNow ecosystem."}, {"id": "mai-20260917-0816-smoke|c93-l1|google-small|OneTrust", "prompt": "c93-l1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The gold standard for data privacy, consent management, and emerging AI governance."}, {"id": "mai-20260917-0816-smoke|c93-l1|meta-small|Vanta", "prompt": "c93-l1", "model": "meta-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top GRC platforms for enterprise B2B companies include:\n\n1. Vanta"}, {"id": "mai-20260917-0816-smoke|c93-l1|meta-small|Drata", "prompt": "c93-l1", "model": "meta-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Drata"}, {"id": "mai-20260917-0816-smoke|c93-l1|meta-small|Sprinto", "prompt": "c93-l1", "model": "meta-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Sprinto"}, {"id": "mai-20260917-0816-smoke|c93-l1|meta-small|ServiceNow GRC", "prompt": "c93-l1", "model": "meta-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. ServiceNow GRC"}, {"id": "mai-20260917-0816-smoke|c93-l1|meta-small|MetricStream", "prompt": "c93-l1", "model": "meta-small", "cat": "grc-platforms", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. MetricStream"}, {"id": "mai-20260917-0816-smoke|c93-l1|meta-small|AuditBoard", "prompt": "c93-l1", "model": "meta-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. AuditBoard"}, {"id": "mai-20260917-0816-smoke|c93-l1|minimax-small|AuditBoard (formerly Optro)", "prompt": "c93-l1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard (formerly Optro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **AuditBoard** as the best overall choice"}, {"id": "mai-20260917-0816-smoke|c93-l1|minimax-small|ServiceNow GRC", "prompt": "c93-l1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're already heavily invested in ServiceNow, **ServiceNow GRC** provides seamless integration"}, {"id": "mai-20260917-0816-smoke|c93-l1|minimax-small|Workiva", "prompt": "c93-l1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for**: Public companies with SOX and disclosure requirements"}, {"id": "mai-20260917-0816-smoke|c93-l1|minimax-small|LogicGate Risk Cloud", "prompt": "c93-l1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for**: Lean risk teams needing no-code workflow builder"}, {"id": "mai-20260917-0816-smoke|c93-l1|minimax-small|OneTrust", "prompt": "c93-l1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for**: Multi-entity enterprises with complex governance needs"}, {"id": "mai-20260917-0816-smoke|c93-l1|minimax-small|Vanta", "prompt": "c93-l1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider compliance automation platforms like Vanta, Drata, or Sprinto"}, {"id": "mai-20260917-0816-smoke|c93-l1|minimax-small|Drata", "prompt": "c93-l1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider compliance automation platforms like Vanta, Drata, or Sprinto"}, {"id": "mai-20260917-0816-smoke|c93-l1|minimax-small|Sprinto", "prompt": "c93-l1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consider compliance automation platforms like Vanta, Drata, or Sprinto"}, {"id": "mai-20260917-0816-smoke|c93-l1|mistral-small|ServiceNow GRC", "prompt": "c93-l1", "model": "mistral-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "a full enterprise GRC suite like ServiceNow GRC or MetricStream may be more appropriate"}, {"id": "mai-20260917-0816-smoke|c93-l1|mistral-small|MetricStream", "prompt": "c93-l1", "model": "mistral-small", "cat": "grc-platforms", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a full enterprise GRC suite like ServiceNow GRC or MetricStream may be more appropriate"}, {"id": "mai-20260917-0816-smoke|c93-l1|mistral-small|AuditBoard", "prompt": "c93-l1", "model": "mistral-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Full enterprise GRC suites (like ServiceNow GRC, MetricStream, and AuditBoard)"}, {"id": "mai-20260917-0816-smoke|c93-l1|mistral-small|Vanta", "prompt": "c93-l1", "model": "mistral-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "a compliance automation platform like Vanta, Drata, or Sprinto is likely the best fit"}, {"id": "mai-20260917-0816-smoke|c93-l1|mistral-small|Drata", "prompt": "c93-l1", "model": "mistral-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "a compliance automation platform like Vanta, Drata, or Sprinto is likely the best fit"}, {"id": "mai-20260917-0816-smoke|c93-l1|mistral-small|Sprinto", "prompt": "c93-l1", "model": "mistral-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "a compliance automation platform like Vanta, Drata, or Sprinto is likely the best fit"}, {"id": "mai-20260917-0816-smoke|c93-l1|moonshot-small|ServiceNow GRC / IRM", "prompt": "c93-l1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow GRC / IRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow GRC** if you're already on the ServiceNow platform"}, {"id": "mai-20260917-0816-smoke|c93-l1|moonshot-small|AuditBoard (now Optro)", "prompt": "c93-l1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard (now Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AuditBoard/Optro** for a modern, connected risk management approach"}, {"id": "mai-20260917-0816-smoke|c93-l1|moonshot-small|MetricStream", "prompt": "c93-l1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MetricStream** for comprehensive AI-powered GRC coverage"}, {"id": "mai-20260917-0816-smoke|c93-l1|moonshot-small|IBM OpenPages", "prompt": "c93-l1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "IBM OpenPages", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**IBM OpenPages** for complex, highly regulated environments"}, {"id": "mai-20260917-0816-smoke|c93-l1|moonshot-small|Diligent One Platform / HighBond", "prompt": "c93-l1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "Diligent One Platform / HighBond", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Board-ready reporting and governance"}, {"id": "mai-20260917-0816-smoke|c93-l1|moonshot-small|Orbiq", "prompt": "c93-l1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "Orbiq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider specialized platforms like Orbiq"}, {"id": "mai-20260917-0816-smoke|c93-l1|openai-small|ServiceNow GRC / Integrated Risk Management", "prompt": "c93-l1", "model": "openai-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow GRC / Integrated Risk Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want the best overall enterprise workflow platform:** **ServiceNow GRC**"}, {"id": "mai-20260917-0816-smoke|c93-l1|openai-small|Archer", "prompt": "c93-l1", "model": "openai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mature, highly customizable enterprise risk and compliance programs."}, {"id": "mai-20260917-0816-smoke|c93-l1|openai-small|OneTrust", "prompt": "c93-l1", "model": "openai-small", "cat": "grc-platforms", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when privacy, third-party risk, ESG, and compliance are major priorities."}, {"id": "mai-20260917-0816-smoke|c93-l1|openai-small|AuditBoard", "prompt": "c93-l1", "model": "openai-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for audit-heavy organizations that want strong controls management and SOX support."}, {"id": "mai-20260917-0816-smoke|c93-l1|openai-small|MetricStream", "prompt": "c93-l1", "model": "openai-small", "cat": "grc-platforms", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Powerful, but can be heavier to implement and administer."}, {"id": "mai-20260917-0816-smoke|c93-l1|xai-small|ServiceNow GRC (Integrated Risk Management)", "prompt": "c93-l1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow GRC (Integrated Risk Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Request demos from ServiceNow/MetricStream if enterprise-scale"}, {"id": "mai-20260917-0816-smoke|c93-l1|xai-small|MetricStream", "prompt": "c93-l1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Request demos from ServiceNow/MetricStream if enterprise-scale"}, {"id": "mai-20260917-0816-smoke|c93-l1|xai-small|IBM OpenPages", "prompt": "c93-l1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "IBM OpenPages", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Robust analytics, AI, and workflow automation; excels in financial risk, compliance reporting."}, {"id": "mai-20260917-0816-smoke|c93-l1|xai-small|Diligent", "prompt": "c93-l1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Board governance + risk; high-performance risk intelligence"}, {"id": "mai-20260917-0816-smoke|c93-l1|xai-small|LogicGate", "prompt": "c93-l1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "No-code customization; risk assessments, audits; fast deployment."}, {"id": "mai-20260917-0816-smoke|c93-l1|xai-small|AuditBoard", "prompt": "c93-l1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SOX/internal audit focus; great for finance-heavy B2B (Gartner-recognized)."}, {"id": "mai-20260917-0816-smoke|c93-l1|xai-small|OneTrust", "prompt": "c93-l1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Privacy/third-party risk; ideal if data privacy is key"}, {"id": "mai-20260917-0816-smoke|c93-l1|xai-small|Archer (RSA)", "prompt": "c93-l1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Archer (RSA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Complex risk frameworks for large orgs (Gartner IRM)."}, {"id": "mai-20260917-0816-smoke|c93-l1|xai-small|Vanta", "prompt": "c93-l1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Easier for mid-to-large B2B but may lack full enterprise depth"}, {"id": "mai-20260917-0816-smoke|c93-l1|xai-small|Drata", "prompt": "c93-l1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "may lack full enterprise depth"}, {"id": "mai-20260917-0816-smoke|c93-l1|xai-small|Sprinto", "prompt": "c93-l1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "may lack full enterprise depth"}, {"id": "mai-20260917-0816-smoke|c93-l1|zai-small|OneTrust", "prompt": "c93-l1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OneTrust is currently the market leader for **global** enterprises that need to manage privacy, security, and third-party risk simultaneously."}, {"id": "mai-20260917-0816-smoke|c93-l1|zai-small|MetricStream", "prompt": "c93-l1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you are in banking/insurance/pharma:** Choose **MetricStream**."}, {"id": "mai-20260917-0816-smoke|c93-l1|zai-small|AuditBoard", "prompt": "c93-l1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AuditBoard is the dominant player if your primary pain point is the internal audit process"}, {"id": "mai-20260917-0816-smoke|c93-l1|zai-small|ServiceNow IRM", "prompt": "c93-l1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow IRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your enterprise is already heavily invested in the ServiceNow ecosystem, this is often the best choice."}, {"id": "mai-20260917-0816-smoke|c93-l1|zai-small|Vanta", "prompt": "c93-l1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Modern Automation Option: Vanta or Drata"}, {"id": "mai-20260917-0816-smoke|c93-l1|zai-small|Drata", "prompt": "c93-l1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Modern Automation Option: Vanta or Drata"}, {"id": "mai-20260917-0816-smoke|c93-l2|alibaba-small|ServiceNow GRC", "prompt": "c93-l2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow GRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "this is often the default choice for large enterprises"}, {"id": "mai-20260917-0816-smoke|c93-l2|alibaba-small|AuditBoard", "prompt": "c93-l2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Audit & Financial Reporting"}, {"id": "mai-20260917-0816-smoke|c93-l2|alibaba-small|MetricStream", "prompt": "c93-l2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Heavily Regulated Industries"}, {"id": "mai-20260917-0816-smoke|c93-l2|alibaba-small|Vanta", "prompt": "c93-l2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These tools are weaker on financial audit (SOX) and physical security risks compared to the options above."}, {"id": "mai-20260917-0816-smoke|c93-l2|alibaba-small|Drata", "prompt": "c93-l2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These tools are weaker on financial audit (SOX) and physical security risks compared to the options above."}, {"id": "mai-20260917-0816-smoke|c93-l2|anthropic-small|MetricStream", "prompt": "c93-l2", "model": "anthropic-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MetricStream** appears to be the leading choice for large enterprises."}, {"id": "mai-20260917-0816-smoke|c93-l2|anthropic-small|ServiceNow GRC", "prompt": "c93-l2", "model": "anthropic-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ServiceNow GRC** is another strong option."}, {"id": "mai-20260917-0816-smoke|c93-l2|anthropic-small|IBM OpenPages", "prompt": "c93-l2", "model": "anthropic-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "IBM OpenPages", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**IBM OpenPages** suits large organizations with existing IBM infrastructure."}, {"id": "mai-20260917-0816-smoke|c93-l2|anthropic-small|Diligent One", "prompt": "c93-l2", "model": "anthropic-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Diligent One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Diligent One** offers a unique value for board-level oversight."}, {"id": "mai-20260917-0816-smoke|c93-l2|challenger-small|ServiceNow GRC/IRM", "prompt": "c93-l2", "model": "challenger-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow GRC/IRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow GRC** is the safest choice for a very large B2B company"}, {"id": "mai-20260917-0816-smoke|c93-l2|challenger-small|MetricStream", "prompt": "c93-l2", "model": "challenger-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**MetricStream** is the strongest standalone enterprise GRC option in the results"}, {"id": "mai-20260917-0816-smoke|c93-l2|challenger-small|AuditBoard", "prompt": "c93-l2", "model": "challenger-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Repeatedly cited as strong for enterprise audit and connected risk programs."}, {"id": "mai-20260917-0816-smoke|c93-l2|deepseek-small|MetricStream", "prompt": "c93-l2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B enterprise (thousands of employees), **MetricStream** is the strongest overall recommendation."}, {"id": "mai-20260917-0816-smoke|c93-l2|deepseek-small|ServiceNow GRC (Integrated Risk Management)", "prompt": "c93-l2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow GRC (Integrated Risk Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your company is already running on ServiceNow... but less comprehensive across non-IT GRC domains."}, {"id": "mai-20260917-0816-smoke|c93-l2|deepseek-small|Archer (RSA/Archer Technologies)", "prompt": "c93-l2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Archer (RSA/Archer Technologies)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "\"Gold standard\" for fully configurable, audit-grade GRC ... but requires integrator-led implementation and is expensive"}, {"id": "mai-20260917-0816-smoke|c93-l2|deepseek-small|Optro (formerly AuditBoard)", "prompt": "c93-l2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A great fit if internal audit is your primary focus."}, {"id": "mai-20260917-0816-smoke|c93-l2|deepseek-small|Riskonnect", "prompt": "c93-l2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often praised as the most comprehensive and integrated GRC platform"}, {"id": "mai-20260917-0816-smoke|c93-l2|google-small|ServiceNow IRM (Integrated Risk Management)", "prompt": "c93-l2", "model": "google-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow IRM (Integrated Risk Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow IRM is the premier recommendation"}, {"id": "mai-20260917-0816-smoke|c93-l2|google-small|Optro (formerly AuditBoard)", "prompt": "c93-l2", "model": "google-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Optro is the market leader in usability"}, {"id": "mai-20260917-0816-smoke|c93-l2|google-small|MetricStream", "prompt": "c93-l2", "model": "google-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MetricStream is the gold standard for enterprise-wide risk quantification"}, {"id": "mai-20260917-0816-smoke|c93-l2|google-small|Hyperproof", "prompt": "c93-l2", "model": "google-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hyperproof is an excellent, agile alternative"}, {"id": "mai-20260917-0816-smoke|c93-l2|google-small|Vanta", "prompt": "c93-l2", "model": "google-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "scale up from basic startup compliance tools (like Vanta or Drata)"}, {"id": "mai-20260917-0816-smoke|c93-l2|google-small|Drata", "prompt": "c93-l2", "model": "google-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "scale up from basic startup compliance tools (like Vanta or Drata)"}, {"id": "mai-20260917-0816-smoke|c93-l2|meta-small|AuditBoard", "prompt": "c93-l2", "model": "meta-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top GRC tools recommended for large enterprises include:\n\n1. AuditBoard"}, {"id": "mai-20260917-0816-smoke|c93-l2|meta-small|Workiva", "prompt": "c93-l2", "model": "meta-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Workiva"}, {"id": "mai-20260917-0816-smoke|c93-l2|meta-small|Vanta", "prompt": "c93-l2", "model": "meta-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Vanta"}, {"id": "mai-20260917-0816-smoke|c93-l2|meta-small|Sprinto", "prompt": "c93-l2", "model": "meta-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Sprinto"}, {"id": "mai-20260917-0816-smoke|c93-l2|meta-small|Drata", "prompt": "c93-l2", "model": "meta-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Drata"}, {"id": "mai-20260917-0816-smoke|c93-l2|meta-small|Scrut Automation", "prompt": "c93-l2", "model": "meta-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Scrut Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Scrut Automation"}, {"id": "mai-20260917-0816-smoke|c93-l2|meta-small|Thoropass", "prompt": "c93-l2", "model": "meta-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Thoropass"}, {"id": "mai-20260917-0816-smoke|c93-l2|meta-small|Hyperproof", "prompt": "c93-l2", "model": "meta-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Hyperproof"}, {"id": "mai-20260917-0816-smoke|c93-l2|meta-small|Fusion Framework System", "prompt": "c93-l2", "model": "meta-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Fusion Framework System", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Fusion Framework System"}, {"id": "mai-20260917-0816-smoke|c93-l2|meta-small|IBM OpenPages", "prompt": "c93-l2", "model": "meta-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. IBM OpenPages"}, {"id": "mai-20260917-0816-smoke|c93-l2|meta-small|LogicGate Risk Cloud", "prompt": "c93-l2", "model": "meta-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "11. LogicGate Risk Cloud"}, {"id": "mai-20260917-0816-smoke|c93-l2|minimax-small|MetricStream", "prompt": "c93-l2", "model": "minimax-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MetricStream** gets my top recommendation"}, {"id": "mai-20260917-0816-smoke|c93-l2|minimax-small|Archer", "prompt": "c93-l2", "model": "minimax-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I would recommend **MetricStream** or **Archer** as your top choices"}, {"id": "mai-20260917-0816-smoke|c93-l2|minimax-small|LogicGate", "prompt": "c93-l2", "model": "minimax-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **LogicGate** (Modern Enterprise Solution)"}, {"id": "mai-20260917-0816-smoke|c93-l2|minimax-small|ZenGRC by RiskOptics", "prompt": "c93-l2", "model": "minimax-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ZenGRC by RiskOptics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-based GRC platform designed for complex needs of large organizations"}, {"id": "mai-20260917-0816-smoke|c93-l2|minimax-small|AuditBoard (Optro)", "prompt": "c93-l2", "model": "minimax-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Particularly strong for audit management and compliance workflows"}, {"id": "mai-20260917-0816-smoke|c93-l2|mistral-small|ServiceNow’s Governance, Risk, and Compliance (GRC) product", "prompt": "c93-l2", "model": "mistral-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow’s Governance, Risk, and Compliance (GRC) product", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **ServiceNow’s Governance, Risk, and Compliance (GRC) product**"}, {"id": "mai-20260917-0816-smoke|c93-l2|mistral-small|SAI360", "prompt": "c93-l2", "model": "mistral-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "SAI360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong contender is **SAI360**"}, {"id": "mai-20260917-0816-smoke|c93-l2|moonshot-small|ServiceNow Integrated Risk Management (IRM)", "prompt": "c93-l2", "model": "moonshot-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow Integrated Risk Management (IRM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow Integrated Risk Management (IRM) ⭐ Best Overall Choice"}, {"id": "mai-20260917-0816-smoke|c93-l2|moonshot-small|RSA Archer", "prompt": "c93-l2", "model": "moonshot-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "RSA Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider **RSA Archer** for configurability"}, {"id": "mai-20260917-0816-smoke|c93-l2|moonshot-small|MetricStream", "prompt": "c93-l2", "model": "moonshot-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **MetricStream** for AI capabilities"}, {"id": "mai-20260917-0816-smoke|c93-l2|moonshot-small|LogicGate", "prompt": "c93-l2", "model": "moonshot-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Evaluate **LogicGate** as a strong challenger to the legacy players"}, {"id": "mai-20260917-0816-smoke|c93-l2|moonshot-small|Diligent One Platform", "prompt": "c93-l2", "model": "moonshot-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Diligent One Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong on **board governance portals** and secure director communications"}, {"id": "mai-20260917-0816-smoke|c93-l2|openai-small|ServiceNow GRC / Integrated Risk Management", "prompt": "c93-l2", "model": "openai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow GRC / Integrated Risk Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **ServiceNow GRC / Integrated Risk Management** as the default choice."}, {"id": "mai-20260917-0816-smoke|c93-l2|openai-small|AuditBoard", "prompt": "c93-l2", "model": "openai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often strong for **audit- and SOX-heavy** organizations"}, {"id": "mai-20260917-0816-smoke|c93-l2|openai-small|OneTrust", "prompt": "c93-l2", "model": "openai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often a better fit if **privacy, third-party risk, and compliance** are the main priorities"}, {"id": "mai-20260917-0816-smoke|c93-l2|openai-small|Archer", "prompt": "c93-l2", "model": "openai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a long-standing option for more traditional enterprise risk programs"}, {"id": "mai-20260917-0816-smoke|c93-l2|xai-small|MetricStream", "prompt": "c93-l2", "model": "xai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend MetricStream as a top GRC (Governance, Risk, and Compliance) tool."}, {"id": "mai-20260917-0816-smoke|c93-l2|xai-small|ServiceNow GRC (Integrated Risk Management)", "prompt": "c93-l2", "model": "xai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow GRC (Integrated Risk Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Companies already using ServiceNow | Seamless integration into IT service management"}, {"id": "mai-20260917-0816-smoke|c93-l2|xai-small|AuditBoard", "prompt": "c93-l2", "model": "xai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Audit-heavy enterprises | Strong in SOX, audit automation, and financial controls"}, {"id": "mai-20260917-0816-smoke|c93-l2|xai-small|LogicGate Risk Cloud", "prompt": "c93-l2", "model": "xai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "No-code risk registers, control testing, and relationship-driven audits; flexible for B2B scale."}, {"id": "mai-20260917-0816-smoke|c93-l2|xai-small|Riskonnect", "prompt": "c93-l2", "model": "xai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Centralized risk/audit/compliance with strong analytics; good for ERM in complex orgs."}, {"id": "mai-20260917-0816-smoke|c93-l2|zai-small|ServiceNow Governance, Risk & Compliance (IRM)", "prompt": "c93-l2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow Governance, Risk & Compliance (IRM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary choice: ServiceNow Governance, Risk & Compliance (IRM)"}, {"id": "mai-20260917-0816-smoke|c93-l2|zai-small|MetricStream", "prompt": "c93-l2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative primary choice: MetricStream if you're in a highly regulated industry"}, {"id": "mai-20260917-0816-smoke|c93-l2|zai-small|AuditBoard (Optro)", "prompt": "c93-l2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative for SOX/internal audit focus: AuditBoard"}, {"id": "mai-20260917-0816-smoke|c93-l2|zai-small|OneTrust", "prompt": "c93-l2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative for privacy-heavy programs: OneTrust"}, {"id": "mai-20260917-0816-smoke|c93-l2|zai-small|LogicGate", "prompt": "c93-l2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal when: You need granular control testing and audit workflow management"}, {"id": "mai-20260917-0816-smoke|c93-l2|zai-small|Vanta", "prompt": "c93-l2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These tools excel at compliance automation but may lack the depth of governance and risk management capabilities needed for a full-scale enterprise program."}, {"id": "mai-20260917-0816-smoke|c93-l2|zai-small|Drata", "prompt": "c93-l2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may lack the depth of governance and risk management capabilities needed for a full-scale enterprise program"}, {"id": "mai-20260917-0816-smoke|c93-l2|zai-small|Secureframe", "prompt": "c93-l2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Guided onboarding, good for first-time SOC 2 prep. Caveat: These tools ... may lack the depth"}, {"id": "mai-20260917-0816-smoke|c93-l2|zai-small|Sprinto", "prompt": "c93-l2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Cost-effective global compliance ... Caveat: These tools ... may lack the depth"}, {"id": "mai-20260917-0816-smoke|c93-l3|alibaba-small|MetricStream", "prompt": "c93-l3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **MetricStream** if you need a holistic, enterprise-wide risk framework."}, {"id": "mai-20260917-0816-smoke|c93-l3|alibaba-small|AuditBoard (Optro)", "prompt": "c93-l3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **AuditBoard** if your biggest pain point is audit coordination and SOX remediation."}, {"id": "mai-20260917-0816-smoke|c93-l3|alibaba-small|IBM OpenPages", "prompt": "c93-l3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For:** Massive enterprises already heavily invested in the IBM ecosystem"}, {"id": "mai-20260917-0816-smoke|c93-l3|alibaba-small|Diligent (formerly HighGear/EthicsPoint)", "prompt": "c93-l3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Diligent (formerly HighGear/EthicsPoint)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "its unique selling point is bridging the gap between \"risk management\" and \"board reporting.\""}, {"id": "mai-20260917-0816-smoke|c93-l3|alibaba-small|ServiceNow Integrated Risk Management (IRM)", "prompt": "c93-l3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow Integrated Risk Management (IRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **ServiceNow** if your primary challenge is IT Risk"}, {"id": "mai-20260917-0816-smoke|c93-l3|alibaba-small|RSA Archer (Thomson Reuters)", "prompt": "c93-l3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "RSA Archer (Thomson Reuters)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **RSA Archer** if you have a dedicated technical team to build highly specific, custom processes."}, {"id": "mai-20260917-0816-smoke|c93-l3|alibaba-small|LogicGate Risk Cloud", "prompt": "c93-l3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For:** Mid-market to Enterprise companies transitioning from spreadsheets."}, {"id": "mai-20260917-0816-smoke|c93-l3|anthropic-small|MetricStream", "prompt": "c93-l3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MetricStream is a purpose-built, AI-first enterprise GRC platform that unifies risk, compliance, audit, cyber GRC, and third-party risk management in a single connected architecture"}, {"id": "mai-20260917-0816-smoke|c93-l3|anthropic-small|SAI360", "prompt": "c93-l3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "SAI360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAI360 is a unified GRC platform for large enterprises managing ethics, compliance, operational risk, and sustainability programs from one system"}, {"id": "mai-20260917-0816-smoke|c93-l3|anthropic-small|Vanta", "prompt": "c93-l3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for startups, mid-market, and scaling enterprises in regulated industries, automating control monitoring, evidence collection, and framework management while supporting 40+ frameworks"}, {"id": "mai-20260917-0816-smoke|c93-l3|anthropic-small|Archer", "prompt": "c93-l3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it typically requires dedicated governance staff to maintain"}, {"id": "mai-20260917-0816-smoke|c93-l3|anthropic-small|LogicGate", "prompt": "c93-l3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "LogicGate offers a flexible low-code environment for risk, vendor, and compliance workflows"}, {"id": "mai-20260917-0816-smoke|c93-l3|anthropic-small|OneTrust", "prompt": "c93-l3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "OneTrust provides strong privacy and third-party governance modules"}, {"id": "mai-20260917-0816-smoke|c93-l3|challenger-small|ServiceNow IRM", "prompt": "c93-l3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow IRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your enterprise wants **tight IT and workflow integration**, **ServiceNow IRM** is usually the best fit."}, {"id": "mai-20260917-0816-smoke|c93-l3|challenger-small|MetricStream", "prompt": "c93-l3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need a **full enterprise GRC operating model** across many business units, **MetricStream** is often the strongest match."}, {"id": "mai-20260917-0816-smoke|c93-l3|challenger-small|Archer", "prompt": "c93-l3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Longstanding enterprise risk platform with strong configurability for complex governance and risk processes."}, {"id": "mai-20260917-0816-smoke|c93-l3|challenger-small|AuditBoard", "prompt": "c93-l3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your priority is **SOX/internal audit and controls**, **AuditBoard** is usually more specialized and efficient."}, {"id": "mai-20260917-0816-smoke|c93-l3|challenger-small|OneTrust", "prompt": "c93-l3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your program is centered on **privacy, vendor risk, and AI governance**, **OneTrust** is differentiated."}, {"id": "mai-20260917-0816-smoke|c93-l3|challenger-small|LogicGate", "prompt": "c93-l3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want **maximum configurability with less coding**, **LogicGate** is a common pick."}, {"id": "mai-20260917-0816-smoke|c93-l3|challenger-small|Diligent One", "prompt": "c93-l3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Diligent One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong for governance and board-level oversight, with third-party risk and enterprise risk capabilities."}, {"id": "mai-20260917-0816-smoke|c93-l3|challenger-small|Workiva", "prompt": "c93-l3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strongest in reporting, controls, and disclosure workflows"}, {"id": "mai-20260917-0816-smoke|c93-l3|deepseek-small|Archer", "prompt": "c93-l3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely regarded as the best overall ERM choice for sophisticated risk programs."}, {"id": "mai-20260917-0816-smoke|c93-l3|deepseek-small|Optro (formerly AuditBoard)", "prompt": "c93-l3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Widely considered the easiest enterprise-credible platform to onboard and use."}, {"id": "mai-20260917-0816-smoke|c93-l3|deepseek-small|Diligent", "prompt": "c93-l3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Public sector / defense with strict security requirements | **Diligent** (FedRAMP/DoD IL5)"}, {"id": "mai-20260917-0816-smoke|c93-l3|deepseek-small|IBM OpenPages", "prompt": "c93-l3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global enterprise needing broad GRC + analytics | **MetricStream** or **IBM OpenPages**"}, {"id": "mai-20260917-0816-smoke|c93-l3|deepseek-small|LogicGate", "prompt": "c93-l3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gartner 2025 MQ Leader positioned as agile and configurable."}, {"id": "mai-20260917-0816-smoke|c93-l3|deepseek-small|MetricStream", "prompt": "c93-l3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Global enterprises with broad, cross-functional GRC programs"}, {"id": "mai-20260917-0816-smoke|c93-l3|deepseek-small|ServiceNow IRM", "prompt": "c93-l3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow IRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best value only if you're already on ServiceNow."}, {"id": "mai-20260917-0816-smoke|c93-l3|deepseek-small|OneTrust GRC", "prompt": "c93-l3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "broadest privacy + GRC + third-party risk suite on the market"}, {"id": "mai-20260917-0816-smoke|c93-l3|deepseek-small|Vanta", "prompt": "c93-l3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Compliance automation tools** (Vanta, Drata, Secureframe, Sprinto)"}, {"id": "mai-20260917-0816-smoke|c93-l3|deepseek-small|Drata", "prompt": "c93-l3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Compliance automation tools** (Vanta, Drata, Secureframe, Sprinto)"}, {"id": "mai-20260917-0816-smoke|c93-l3|deepseek-small|Secureframe", "prompt": "c93-l3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Compliance automation tools** (Vanta, Drata, Secureframe, Sprinto)"}, {"id": "mai-20260917-0816-smoke|c93-l3|deepseek-small|Sprinto", "prompt": "c93-l3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Compliance automation tools** (Vanta, Drata, Secureframe, Sprinto)"}, {"id": "mai-20260917-0816-smoke|c93-l3|google-small|ServiceNow GRC / Integrated Risk Management (IRM)", "prompt": "c93-l3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow GRC / Integrated Risk Management (IRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose ServiceNow if you are already a \"ServiceNow shop.\""}, {"id": "mai-20260917-0816-smoke|c93-l3|google-small|Optro (formerly AuditBoard)", "prompt": "c93-l3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Optro (AuditBoard) if your immediate priority is financial compliance, SOX readiness"}, {"id": "mai-20260917-0816-smoke|c93-l3|google-small|MetricStream", "prompt": "c93-l3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose MetricStream if you are a massive, multi-entity global enterprise in a highly scrutinized industry"}, {"id": "mai-20260917-0816-smoke|c93-l3|google-small|Diligent (Diligent One Platform)", "prompt": "c93-l3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Diligent (Diligent One Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Diligent if your board of directors is highly active in risk oversight"}, {"id": "mai-20260917-0816-smoke|c93-l3|google-small|Archer (formerly RSA Archer)", "prompt": "c93-l3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Archer (formerly RSA Archer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Archer or IBM OpenPages if you are a highly mature, massive enterprise"}, {"id": "mai-20260917-0816-smoke|c93-l3|google-small|IBM OpenPages with Watson", "prompt": "c93-l3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "IBM OpenPages with Watson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Archer or IBM OpenPages if you are a highly mature, massive enterprise"}, {"id": "mai-20260917-0816-smoke|c93-l3|meta-small|Mitratech Alyne", "prompt": "c93-l3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top GRC platforms include Mitratech Alyne, RapidFireTools Compliance Manager GRC, Optro, MetricStream, and Riskonnect."}, {"id": "mai-20260917-0816-smoke|c93-l3|meta-small|RapidFireTools Compliance Manager GRC", "prompt": "c93-l3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "RapidFireTools Compliance Manager GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top GRC platforms include Mitratech Alyne, RapidFireTools Compliance Manager GRC, Optro, MetricStream, and Riskonnect."}, {"id": "mai-20260917-0816-smoke|c93-l3|meta-small|Optro", "prompt": "c93-l3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Optro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top GRC platforms include Mitratech Alyne, RapidFireTools Compliance Manager GRC, Optro, MetricStream, and Riskonnect."}, {"id": "mai-20260917-0816-smoke|c93-l3|meta-small|MetricStream", "prompt": "c93-l3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top GRC platforms include Mitratech Alyne, RapidFireTools Compliance Manager GRC, Optro, MetricStream, and Riskonnect."}, {"id": "mai-20260917-0816-smoke|c93-l3|meta-small|Riskonnect", "prompt": "c93-l3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top GRC platforms include Mitratech Alyne, RapidFireTools Compliance Manager GRC, Optro, MetricStream, and Riskonnect."}, {"id": "mai-20260917-0816-smoke|c93-l3|minimax-small|Archer (RSA)", "prompt": "c93-l3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Archer (RSA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strengths**: Most configurable platform, ideal for complex risk landscapes ... Financial services often choose Archer"}, {"id": "mai-20260917-0816-smoke|c93-l3|minimax-small|MetricStream", "prompt": "c93-l3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "AI-driven risk prediction, extensive regulatory content library ... Archer and MetricStream lead in AI-driven risk insights"}, {"id": "mai-20260917-0816-smoke|c93-l3|minimax-small|ServiceNow IRM", "prompt": "c93-l3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow IRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations already invested in ServiceNow infrastructure"}, {"id": "mai-20260917-0816-smoke|c93-l3|minimax-small|OneTrust", "prompt": "c93-l3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "privacy-focused organizations prefer OneTrust"}, {"id": "mai-20260917-0816-smoke|c93-l3|minimax-small|LogicGate Risk Cloud", "prompt": "c93-l3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for**: Mid-market companies needing flexibility without enterprise complexity"}, {"id": "mai-20260917-0816-smoke|c93-l3|minimax-small|IBM OpenPages", "prompt": "c93-l3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Integrated with IBM ecosystem, strong analytics | Enterprise pricing"}, {"id": "mai-20260917-0816-smoke|c93-l3|mistral-small|ServiceNow Integrated Risk Management (IRM)", "prompt": "c93-l3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow Integrated Risk Management (IRM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large enterprises, ServiceNow, Archer, MetricStream, or OneTrust are top contenders"}, {"id": "mai-20260917-0816-smoke|c93-l3|mistral-small|Archer (by RSA)", "prompt": "c93-l3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Archer (by RSA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mature, highly configurable for complex regulatory environments"}, {"id": "mai-20260917-0816-smoke|c93-l3|mistral-small|MetricStream", "prompt": "c93-l3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broad framework coverage, scalability"}, {"id": "mai-20260917-0816-smoke|c93-l3|mistral-small|OneTrust", "prompt": "c93-l3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OneTrust is unmatched for privacy and AI governance"}, {"id": "mai-20260917-0816-smoke|c93-l3|mistral-small|IBM OpenPages", "prompt": "c93-l3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI-driven risk analytics; strong integration with IBM Watson"}, {"id": "mai-20260917-0816-smoke|c93-l3|mistral-small|Riskonnect", "prompt": "c93-l3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unifies governance, risk, compliance, internal audit, operational resilience, and ESG"}, {"id": "mai-20260917-0816-smoke|c93-l3|mistral-small|LogicGate", "prompt": "c93-l3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Highly customizable; strong in compliance and risk workflow automation"}, {"id": "mai-20260917-0816-smoke|c93-l3|mistral-small|Diligent", "prompt": "c93-l3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong in board reporting and governance"}, {"id": "mai-20260917-0816-smoke|c93-l3|mistral-small|Hyperproof", "prompt": "c93-l3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Focuses on automating evidence collection and continuous compliance"}, {"id": "mai-20260917-0816-smoke|c93-l3|mistral-small|SAP GRC", "prompt": "c93-l3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "SAP GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Tight integration with SAP systems; strong in access control and financial compliance"}, {"id": "mai-20260917-0816-smoke|c93-l3|moonshot-small|MetricStream", "prompt": "c93-l3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Large enterprises, regulated industries (finance, healthcare, energy), Fortune 500 companies"}, {"id": "mai-20260917-0816-smoke|c93-l3|moonshot-small|ServiceNow GRC (Integrated Risk Management)", "prompt": "c93-l3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow GRC (Integrated Risk Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal if you're already invested in the ServiceNow ecosystem"}, {"id": "mai-20260917-0816-smoke|c93-l3|moonshot-small|RSA Archer", "prompt": "c93-l3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steeper learning curve, requires significant implementation resources (~$150K+/year starting price)"}, {"id": "mai-20260917-0816-smoke|c93-l3|moonshot-small|IBM OpenPages", "prompt": "c93-l3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly scalable with flexible deployment options and strong AI automation."}, {"id": "mai-20260917-0816-smoke|c93-l3|moonshot-small|OneTrust", "prompt": "c93-l3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for organizations prioritizing privacy, data governance, and emerging AI risk management."}, {"id": "mai-20260917-0816-smoke|c93-l3|moonshot-small|Diligent One Platform (HighBond)", "prompt": "c93-l3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Diligent One Platform (HighBond)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Unique strength in audit analytics and board governance integration."}, {"id": "mai-20260917-0816-smoke|c93-l3|moonshot-small|Optro (formerly AuditBoard)", "prompt": "c93-l3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "User-friendly with fastest implementation for audit-centric programs."}, {"id": "mai-20260917-0816-smoke|c93-l3|openai-small|ServiceNow GRC", "prompt": "c93-l3", "model": "openai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workflow platform first: ServiceNow"}, {"id": "mai-20260917-0816-smoke|c93-l3|openai-small|Archer", "prompt": "c93-l3", "model": "openai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Regulatory/compliance depth first: Archer"}, {"id": "mai-20260917-0816-smoke|c93-l3|openai-small|MetricStream", "prompt": "c93-l3", "model": "openai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broad integrated enterprise GRC: MetricStream"}, {"id": "mai-20260917-0816-smoke|c93-l3|openai-small|SAP GRC", "prompt": "c93-l3", "model": "openai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "SAP GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP-centered controls: SAP GRC"}, {"id": "mai-20260917-0816-smoke|c93-l3|openai-small|OneTrust", "prompt": "c93-l3", "model": "openai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "OneTrust is often selected when privacy and data governance are central"}, {"id": "mai-20260917-0816-smoke|c93-l3|openai-small|Diligent One Platform", "prompt": "c93-l3", "model": "openai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Diligent One Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Also not directly sourced from an official page in this run, so I'd rather not make detailed claims"}, {"id": "mai-20260917-0816-smoke|c93-l3|xai-small|RSA Archer (now Archer IRM)", "prompt": "c93-l3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "RSA Archer (now Archer IRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Archer**       | Highly regulated/process-heavy enterprises (finance, pharma)"}, {"id": "mai-20260917-0816-smoke|c93-l3|xai-small|MetricStream", "prompt": "c93-l3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader for mature, global GRC programs."}, {"id": "mai-20260917-0816-smoke|c93-l3|xai-small|ServiceNow Integrated Risk Management (IRM/GRC)", "prompt": "c93-l3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow Integrated Risk Management (IRM/GRC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader, especially for ServiceNow ecosystems."}, {"id": "mai-20260917-0816-smoke|c93-l3|xai-small|IBM OpenPages", "prompt": "c93-l3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leader in comprehensive GRC."}, {"id": "mai-20260917-0816-smoke|c93-l3|xai-small|OneTrust", "prompt": "c93-l3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong in privacy-integrated GRC."}, {"id": "mai-20260917-0816-smoke|c93-l3|xai-small|LogicGate", "prompt": "c93-l3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others frequently top-ranked: LogicGate, Diligent One, Riskonnect, SAP GRC."}, {"id": "mai-20260917-0816-smoke|c93-l3|xai-small|Diligent One", "prompt": "c93-l3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Diligent One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others frequently top-ranked: LogicGate, Diligent One, Riskonnect, SAP GRC."}, {"id": "mai-20260917-0816-smoke|c93-l3|xai-small|Riskonnect", "prompt": "c93-l3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others frequently top-ranked: LogicGate, Diligent One, Riskonnect, SAP GRC."}, {"id": "mai-20260917-0816-smoke|c93-l3|xai-small|SAP GRC", "prompt": "c93-l3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "SAP GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others frequently top-ranked: LogicGate, Diligent One, Riskonnect, SAP GRC."}, {"id": "mai-20260917-0816-smoke|c93-l3|xai-small|AuditBoard", "prompt": "c93-l3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "naming Leaders like Archer, IBM OpenPages, Optro/AuditBoard, LogicGate"}, {"id": "mai-20260917-0816-smoke|c93-l3|zai-small|Riskonnect", "prompt": "c93-l3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Unified IT Risk + Cyber + Operational Resilience; strong compliance framework mapping"}, {"id": "mai-20260917-0816-smoke|c93-l3|zai-small|ServiceNow IRM", "prompt": "c93-l3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow IRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Native ITSM/CMDB integration; enterprise risk management built on the Now Platform"}, {"id": "mai-20260917-0816-smoke|c93-l3|zai-small|RSA Archer (GRC)", "prompt": "c93-l3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "RSA Archer (GRC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Highly configurable on\\u2011prem or cloud; mature risk, controls, audit, and incident modules"}, {"id": "mai-20260917-0816-smoke|c93-l3|zai-small|MetricStream", "prompt": "c93-l3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Broad GRC coverage (ERM, compliance, TPRM, BCM), advanced analytics, multi\\u2011framework support"}, {"id": "mai-20260917-0816-smoke|c93-l3|zai-small|OneTrust GRC", "prompt": "c93-l3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Privacy\\u2011first, AI\\u2011driven GRC with integrated TPRM, trust centers, and data privacy workflows"}, {"id": "mai-20260917-0816-smoke|c93-l3|zai-small|AuditBoard", "prompt": "c93-l3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Audit\\u2011focused, board\\u2011reportable security risk governance, strong audit workflows"}, {"id": "mai-20260917-0816-smoke|c93-l3|zai-small|Diligent One", "prompt": "c93-l3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Diligent One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise governance + risk, board\\u2011level visibility, integrated risk\\u2011to\\u2011compliance program"}, {"id": "mai-20260917-0816-smoke|c93-l3|zai-small|Optro", "prompt": "c93-l3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Optro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Connected audit, risk, compliance, and InfoSec workflows; practitioner\\u2011built UI"}, {"id": "mai-20260917-0816-smoke|c93-l3|zai-small|Apono", "prompt": "c93-l3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Apono", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Least\\u2011privilege runtime enforcement, self\\u2011serve just\\u2011in\\u2011time access (complement to GRC)"}, {"id": "mai-20260917-0816-smoke|c93-l3|zai-small|Vanta", "prompt": "c93-l3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Trust management + compliance automation; evidence collection & SOC 2/ISO 27001/ HIPAA readiness"}, {"id": "mai-20260917-0816-smoke|c93-l3|zai-small|Drata", "prompt": "c93-l3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Continuous security monitoring & automated evidence collection; SOC 2/ISO 27001 focus"}, {"id": "mai-20260917-0816-smoke|c93-l3|zai-small|Hyperproof", "prompt": "c93-l3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Intelligent GRC workspace; continuous, scalable compliance beyond one\\u2011time audits"}, {"id": "mai-20260917-0816-smoke|c93-l3|zai-small|Sprinto", "prompt": "c93-l3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Compliance automation for Indian & global frameworks (ISO 27001, SOC 2, DORA, GDPR)"}, {"id": "mai-20260917-0816-smoke|c93-l3|zai-small|Secureframe", "prompt": "c93-l3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Automated evidence collection, SOC 2/ISO 27001/ HIPAA focus"}, {"id": "mai-20260917-0816-smoke|c93-l3|zai-small|Lema", "prompt": "c93-l3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Lema", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Continuous, evidence\\u2011driven compliance & TPRM; lightweight yet feature\\u2011rich"}, {"id": "mai-20260917-0816-smoke|c93-l4|alibaba-small|ServiceNow (Integrated Risk Management)", "prompt": "c93-l4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "ServiceNow (Integrated Risk Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation: **ServiceNow (Integrated Risk Management)**"}, {"id": "mai-20260917-0816-smoke|c93-l4|alibaba-small|OneTrust", "prompt": "c93-l4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Alternative: **OneTrust**"}, {"id": "mai-20260917-0816-smoke|c93-l4|alibaba-small|Microsoft Purview", "prompt": "c93-l4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "Microsoft Purview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it lacks deep manual audit management and custom risk workflows compared to dedicated GRC suites like ServiceNow"}, {"id": "mai-20260917-0816-smoke|c93-l4|anthropic-small|MetricStream", "prompt": "c93-l4", "model": "anthropic-small", "cat": "grc-platforms", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating MetricStream first due to its explicit flat-fee pricing model"}, {"id": "mai-20260917-0816-smoke|c93-l4|anthropic-small|ServiceNow GRC (Integrated Risk Management)", "prompt": "c93-l4", "model": "anthropic-small", "cat": "grc-platforms", "variant": "budget", "raw": "ServiceNow GRC (Integrated Risk Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed by ServiceNow if you have existing ServiceNow investments"}, {"id": "mai-20260917-0816-smoke|c93-l4|anthropic-small|Optro (formerly AuditBoard)", "prompt": "c93-l4", "model": "anthropic-small", "cat": "grc-platforms", "variant": "budget", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or Optro for its proven enterprise track record"}, {"id": "mai-20260917-0816-smoke|c93-l4|challenger-small|OneTrust", "prompt": "c93-l4", "model": "challenger-small", "cat": "grc-platforms", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one based on your requirement alone, I'd lean **OneTrust** for predictable enterprise-wide cost control"}, {"id": "mai-20260917-0816-smoke|c93-l4|challenger-small|ServiceNow GRC", "prompt": "c93-l4", "model": "challenger-small", "cat": "grc-platforms", "variant": "budget", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already run ServiceNow and want enterprise integration plus a bundled agreement"}, {"id": "mai-20260917-0816-smoke|c93-l4|challenger-small|MetricStream", "prompt": "c93-l4", "model": "challenger-small", "cat": "grc-platforms", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you need deep customization for a highly regulated, global enterprise"}, {"id": "mai-20260917-0816-smoke|c93-l4|deepseek-small|ServiceNow", "prompt": "c93-l4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "However, it's per-user ($100+/user/mo) and costs scale with seat count. At thousands of users, this becomes a massive, unpredictable line item"}, {"id": "mai-20260917-0816-smoke|c93-l4|deepseek-small|RSA Archer", "prompt": "c93-l4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Expensive, complex to forecast"}, {"id": "mai-20260917-0816-smoke|c93-l4|deepseek-small|MetricStream", "prompt": "c93-l4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Heaviest TCO, least predictable"}, {"id": "mai-20260917-0816-smoke|c93-l4|deepseek-small|OneTrust", "prompt": "c93-l4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Negotiation-heavy, scales with modules/entities"}, {"id": "mai-20260917-0816-smoke|c93-l4|deepseek-small|ZenGRC", "prompt": "c93-l4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "ZenGRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "ZenGRC — Best overall for your need ... Flat, all-inclusive pricing with unlimited users"}, {"id": "mai-20260917-0816-smoke|c93-l4|deepseek-small|Centraleyes", "prompt": "c93-l4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "Centraleyes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Centraleyes — unlimited users, priced on frameworks/vendors only."}, {"id": "mai-20260917-0816-smoke|c93-l4|deepseek-small|Eramba", "prompt": "c93-l4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "Eramba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a budget option at a flat $5K/year with unlimited users (though a smaller/niche tool, less enterprise-proven)"}, {"id": "mai-20260917-0816-smoke|c93-l4|google-small|LogicManager", "prompt": "c93-l4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "LogicManager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Implementation, configuration, and—uniquely—ongoing access to their dedicated risk advisory services are included in their fixed fee."}, {"id": "mai-20260917-0816-smoke|c93-l4|google-small|ZenGRC (by Reciprocity)", "prompt": "c93-l4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "ZenGRC (by Reciprocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ZenGRC’s pricing is built on a single, custom flat rate."}, {"id": "mai-20260917-0816-smoke|c93-l4|google-small|Workiva", "prompt": "c93-l4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workiva is billed based on reporting scale and database scope rather than user headcount"}, {"id": "mai-20260917-0816-smoke|c93-l4|google-small|6clicks", "prompt": "c93-l4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "6clicks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you pay a predictable enterprise rate based on your corporate structure"}, {"id": "mai-20260917-0816-smoke|c93-l4|google-small|Centraleyes", "prompt": "c93-l4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "Centraleyes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Centraleyes completely decouples pricing from user accounts."}, {"id": "mai-20260917-0816-smoke|c93-l4|google-small|ServiceNow IRM", "prompt": "c93-l4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "ServiceNow IRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms like ServiceNow IRM or Archer may negotiate flexible user pricing, but their implementation consultancies can easily cost $200,000 to $500,000+"}, {"id": "mai-20260917-0816-smoke|c93-l4|google-small|Archer", "prompt": "c93-l4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Platforms like ServiceNow IRM or Archer ... implementation consultancies can easily cost $200,000 to $500,000+"}, {"id": "mai-20260917-0816-smoke|c93-l4|meta-small|Riskonnect", "prompt": "c93-l4", "model": "meta-small", "cat": "grc-platforms", "variant": "budget", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Riskonnect: Serves 2,700+ enterprise customers across six continents through a unified platform"}, {"id": "mai-20260917-0816-smoke|c93-l4|meta-small|MetricStream", "prompt": "c93-l4", "model": "meta-small", "cat": "grc-platforms", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "MetricStream: Best for large regulated enterprises."}, {"id": "mai-20260917-0816-smoke|c93-l4|meta-small|OneTrust", "prompt": "c93-l4", "model": "meta-small", "cat": "grc-platforms", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "OneTrust: Enterprise GRC suite with custom pricing starting at $10,000/year minimum."}, {"id": "mai-20260917-0816-smoke|c93-l4|meta-small|ServiceNow GRC", "prompt": "c93-l4", "model": "meta-small", "cat": "grc-platforms", "variant": "budget", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ServiceNow GRC: Starting at approximately $50,000/year for mid-enterprise deployments."}, {"id": "mai-20260917-0816-smoke|c93-l4|meta-small|SAP GRC", "prompt": "c93-l4", "model": "meta-small", "cat": "grc-platforms", "variant": "budget", "raw": "SAP GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SAP GRC: Enterprise solutions with pricing models varying widely"}, {"id": "mai-20260917-0816-smoke|c93-l4|minimax-small|ZenGRC", "prompt": "c93-l4", "model": "minimax-small", "cat": "grc-platforms", "variant": "budget", "raw": "ZenGRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ZenGRC** offers the most transparent flat-rate model"}, {"id": "mai-20260917-0816-smoke|c93-l4|minimax-small|RSA Archer", "prompt": "c93-l4", "model": "minimax-small", "cat": "grc-platforms", "variant": "budget", "raw": "RSA Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers **fixed-price Enterprise License Agreements (ELAs)** that can cover unlimited users"}, {"id": "mai-20260917-0816-smoke|c93-l4|minimax-small|ServiceNow GRC", "prompt": "c93-l4", "model": "minimax-small", "cat": "grc-platforms", "variant": "budget", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "costs can still escalate significantly at scale — one source cited **$600K-$2M+ annually**"}, {"id": "mai-20260917-0816-smoke|c93-l4|mistral-small|ServiceNow GRC", "prompt": "c93-l4", "model": "mistral-small", "cat": "grc-platforms", "variant": "budget", "raw": "ServiceNow GRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow GRC** and **MetricStream** are the top choices"}, {"id": "mai-20260917-0816-smoke|c93-l4|mistral-small|MetricStream", "prompt": "c93-l4", "model": "mistral-small", "cat": "grc-platforms", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ServiceNow GRC** and **MetricStream** are the top choices"}, {"id": "mai-20260917-0816-smoke|c93-l4|mistral-small|OneTrust", "prompt": "c93-l4", "model": "mistral-small", "cat": "grc-platforms", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **OneTrust** as a strong alternative for global, multi-entity organizations"}, {"id": "mai-20260917-0816-smoke|c93-l4|moonshot-small|LogicGate Risk Cloud", "prompt": "c93-l4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **LogicGate Risk Cloud**"}, {"id": "mai-20260917-0816-smoke|c93-l4|moonshot-small|Centraleyes", "prompt": "c93-l4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "Centraleyes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Centraleyes**"}, {"id": "mai-20260917-0816-smoke|c93-l4|moonshot-small|RSA Archer", "prompt": "c93-l4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid their standard named-user or concurrent-user models, which become prohibitively expensive and unpredictable at scale."}, {"id": "mai-20260917-0816-smoke|c93-l4|moonshot-small|IBM OpenPages", "prompt": "c93-l4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "IBM OpenPages", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the only way to achieve predictable costs across thousands of users is to negotiate a **fixed-price Enterprise License Agreement (ELA)**"}, {"id": "mai-20260917-0816-smoke|c93-l4|moonshot-small|ServiceNow GRC", "prompt": "c93-l4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platform to Approach with Caution: **ServiceNow GRC** ... It is the opposite of predictable for broad user bases."}, {"id": "mai-20260917-0816-smoke|c93-l4|openai-small|ServiceNow GRC", "prompt": "c93-l4", "model": "openai-small", "cat": "grc-platforms", "variant": "budget", "raw": "ServiceNow GRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest bet is usually **ServiceNow GRC**"}, {"id": "mai-20260917-0816-smoke|c93-l4|openai-small|OneTrust", "prompt": "c93-l4", "model": "openai-small", "cat": "grc-platforms", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OneTrust** is often worth a close look because its pricing is metered on **admin users**"}, {"id": "mai-20260917-0816-smoke|c93-l4|openai-small|Intelex", "prompt": "c93-l4", "model": "openai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Intelex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Less ideal if you need strict cost predictability across thousands of users: tools with clearly per-user pricing like Intelex\\u2019s published pricing"}, {"id": "mai-20260917-0816-smoke|c93-l4|xai-small|ServiceNow Integrated Risk Management (IRM, formerly GRC)", "prompt": "c93-l4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "ServiceNow Integrated Risk Management (IRM, formerly GRC)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "stands out as the best GRC platform for a large company needing predictable total costs across thousands of users"}, {"id": "mai-20260917-0816-smoke|c93-l4|xai-small|RSA Archer (now RSA Unified GRC)", "prompt": "c93-l4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "RSA Archer (now RSA Unified GRC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Named/creator-user + use-case bundles, but negotiable fixed ELAs for enterprises"}, {"id": "mai-20260917-0816-smoke|c93-l4|xai-small|MetricStream", "prompt": "c93-l4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "enterprise contracts bundle for predictability ($250K\\u2013$1M+/yr). Good for compliance-heavy globals."}, {"id": "mai-20260917-0816-smoke|c93-l4|xai-small|OneTrust", "prompt": "c93-l4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Per-User Heavyweights (avoid for 1K+ users): OneTrust, LogicGate, AuditBoard—costs scale linearly with seats"}, {"id": "mai-20260917-0816-smoke|c93-l4|xai-small|LogicGate", "prompt": "c93-l4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "LogicGate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid for 1K+ users): OneTrust, LogicGate, AuditBoard—costs scale linearly with seats, ballooning TCO"}, {"id": "mai-20260917-0816-smoke|c93-l4|xai-small|AuditBoard", "prompt": "c93-l4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "AuditBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid for 1K+ users): OneTrust, LogicGate, AuditBoard—costs scale linearly with seats, ballooning TCO"}, {"id": "mai-20260917-0816-smoke|c93-l4|xai-small|Eramba", "prompt": "c93-l4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Eramba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Great value but lack depth for Fortune-scale (limited AI, integrations, support)"}, {"id": "mai-20260917-0816-smoke|c93-l4|xai-small|ZenGRC", "prompt": "c93-l4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "ZenGRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Great value but lack depth for Fortune-scale (limited AI, integrations, support)"}, {"id": "mai-20260917-0816-smoke|c93-l4|zai-small|ServiceNow GRC", "prompt": "c93-l4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "ServiceNow GRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most reliable choice is **ServiceNow GRC**"}, {"id": "mai-20260917-0816-smoke|c93-l4|zai-small|MetricStream", "prompt": "c93-l4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Your organization is in a *highly regulated* sector ... need a **pre-built, industry-specific framework library**"}, {"id": "mai-20260917-0816-smoke|c93-l4|zai-small|Riskonnect", "prompt": "c93-l4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You want a **single platform that combines GRC, TPRM, ERM, and business continuity**"}, {"id": "mai-20260917-0816-smoke|c93-l4|zai-small|RSA Archer", "prompt": "c93-l4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "RSA Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You already use RSA security products ... need deep integration with your existing security stack."}, {"id": "mai-20260917-0816-smoke|c93-l4|zai-small|AuditBoard (Optro)", "prompt": "c93-l4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Your primary need is **internal-audit and SOX compliance**"}, {"id": "mai-20260917-0816-smoke|c93-l4|zai-small|OneTrust", "prompt": "c93-l4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You need **strong privacy & data-subject-rights management** alongside standard GRC"}, {"id": "mai-20260917-0816-smoke|c93-l4|zai-small|Orbiq", "prompt": "c93-l4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Orbiq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Moderate – best for 500-5k employees, not yet proven at 10k+"}, {"id": "mai-20260917-0816-smoke|c93-l4|zai-small|Vanta / Drata", "prompt": "c93-l4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Vanta / Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Limited – designed for 500-5k users; scaling to 10k+ becomes costly"}, {"id": "mai-20260917-0816-smoke|c93-l5|alibaba-small|ServiceNow Governance Risk & Compliance (GRC)", "prompt": "c93-l5", "model": "alibaba-small", "cat": "grc-platforms", "variant": "scale", "raw": "ServiceNow Governance Risk & Compliance (GRC)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not yet ready for the massive complexity of tools like ServiceNow Governance Risk & Compliance (GRC)"}, {"id": "mai-20260917-0816-smoke|c93-l5|alibaba-small|Vanta", "prompt": "c93-l5", "model": "alibaba-small", "cat": "grc-platforms", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "*Examples:* **Vanta, Drata, Securiti.ai.** ... They excel at SOC 2 automation."}, {"id": "mai-20260917-0816-smoke|c93-l5|alibaba-small|Drata", "prompt": "c93-l5", "model": "alibaba-small", "cat": "grc-platforms", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "*Examples:* **Vanta, Drata, Securiti.ai.** ... They excel at SOC 2 automation."}, {"id": "mai-20260917-0816-smoke|c93-l5|alibaba-small|Securiti.ai", "prompt": "c93-l5", "model": "alibaba-small", "cat": "grc-platforms", "variant": "scale", "raw": "Securiti.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Examples:* **Vanta, Drata, Securiti.ai.**"}, {"id": "mai-20260917-0816-smoke|c93-l5|alibaba-small|OneTrust", "prompt": "c93-l5", "model": "alibaba-small", "cat": "grc-platforms", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Often considered \"overkill\" for pure security compliance due to high implementation times (3–6 months) and high costs."}, {"id": "mai-20260917-0816-smoke|c93-l5|alibaba-small|RSA Archer", "prompt": "c93-l5", "model": "alibaba-small", "cat": "grc-platforms", "variant": "scale", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Often considered \"overkill\" for pure security compliance due to high implementation times (3–6 months) and high costs."}, {"id": "mai-20260917-0816-smoke|c93-l5|anthropic-small|Drata", "prompt": "c93-l5", "model": "anthropic-small", "cat": "grc-platforms", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Drata shows exactly where controls satisfy multiple requirements, eliminating duplicate audit prep work"}, {"id": "mai-20260917-0816-smoke|c93-l5|deepseek-small|Archer", "prompt": "c93-l5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Want me to dig into specific vendors (e.g., Archer, MetricStream, LogicGate, Diligent, ServiceNow, Vanta/Drata for SOC 2-specific)"}, {"id": "mai-20260917-0816-smoke|c93-l5|deepseek-small|MetricStream", "prompt": "c93-l5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Want me to dig into specific vendors (e.g., Archer, MetricStream, LogicGate, Diligent, ServiceNow, Vanta/Drata for SOC 2-specific)"}, {"id": "mai-20260917-0816-smoke|c93-l5|deepseek-small|LogicGate", "prompt": "c93-l5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Want me to dig into specific vendors (e.g., Archer, MetricStream, LogicGate, Diligent, ServiceNow, Vanta/Drata for SOC 2-specific)"}, {"id": "mai-20260917-0816-smoke|c93-l5|deepseek-small|Diligent", "prompt": "c93-l5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Want me to dig into specific vendors (e.g., Archer, MetricStream, LogicGate, Diligent, ServiceNow, Vanta/Drata for SOC 2-specific)"}, {"id": "mai-20260917-0816-smoke|c93-l5|deepseek-small|ServiceNow", "prompt": "c93-l5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Want me to dig into specific vendors (e.g., Archer, MetricStream, LogicGate, Diligent, ServiceNow, Vanta/Drata for SOC 2-specific)"}, {"id": "mai-20260917-0816-smoke|c93-l5|deepseek-small|Vanta", "prompt": "c93-l5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vanta/Drata for SOC 2-specific"}, {"id": "mai-20260917-0816-smoke|c93-l5|deepseek-small|Drata", "prompt": "c93-l5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Vanta/Drata for SOC 2-specific"}, {"id": "mai-20260917-0816-smoke|c93-l5|google-small|AuditBoard", "prompt": "c93-l5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Heavily favored by enterprise compliance, internal audit, and SOX teams. It offers deeply connected risk, compliance, and audit modules and is highly scalable"}, {"id": "mai-20260917-0816-smoke|c93-l5|google-small|OneTrust", "prompt": "c93-l5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent if you have a massive privacy footprint (GDPR/CCPA consent, DSARs)"}, {"id": "mai-20260917-0816-smoke|c93-l5|google-small|ServiceNow GRC", "prompt": "c93-l5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "expect long implementation timelines and heavy consultant dependency"}, {"id": "mai-20260917-0816-smoke|c93-l5|google-small|MetricStream", "prompt": "c93-l5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "massive, traditional enterprise IRM platforms... expect long implementation timelines and heavy consultant dependency"}, {"id": "mai-20260917-0816-smoke|c93-l5|google-small|Hyperproof", "prompt": "c93-l5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Highly regarded for compliance operations. It is built specifically for managing multiple, overlapping frameworks and complex control-to-evidence mappings"}, {"id": "mai-20260917-0816-smoke|c93-l5|google-small|Anecdotes", "prompt": "c93-l5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Anecdotes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A data-first enterprise GRC that excels at automatically collecting compliance evidence across complex, hybrid environments"}, {"id": "mai-20260917-0816-smoke|c93-l5|google-small|Compyl", "prompt": "c93-l5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Compyl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern, flexible platforms that scale well for mid-market and enterprise teams"}, {"id": "mai-20260917-0816-smoke|c93-l5|google-small|Centraleyes", "prompt": "c93-l5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Centraleyes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modern, flexible platforms that scale well for mid-market and enterprise teams"}, {"id": "mai-20260917-0816-smoke|c93-l5|google-small|Drata (Enterprise)", "prompt": "c93-l5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Drata (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "While famously known for SMB compliance automation, both have built robust enterprise-grade tiers"}, {"id": "mai-20260917-0816-smoke|c93-l5|google-small|Vanta (Enterprise)", "prompt": "c93-l5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Vanta (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "their enterprise packages—featuring custom frameworks, role-based access, and multi-workspace support—are highly competitive"}, {"id": "mai-20260917-0816-smoke|c93-l5|meta-small|Vanta", "prompt": "c93-l5", "model": "meta-small", "cat": "grc-platforms", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compliance Automation Tools: Suitable for companies seeking a first SOC 2 certification quickly (e.g., Vanta, Drata)."}, {"id": "mai-20260917-0816-smoke|c93-l5|meta-small|Drata", "prompt": "c93-l5", "model": "meta-small", "cat": "grc-platforms", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compliance Automation Tools: Suitable for companies seeking a first SOC 2 certification quickly (e.g., Vanta, Drata)."}, {"id": "mai-20260917-0816-smoke|c93-l5|meta-small|Compyl", "prompt": "c93-l5", "model": "meta-small", "cat": "grc-platforms", "variant": "scale", "raw": "Compyl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Flexible GRC Platforms: Ideal for teams managing multiple frameworks, risk, and vendors in one system (e.g., Compyl, Hyperproof, LogicGate)."}, {"id": "mai-20260917-0816-smoke|c93-l5|meta-small|Hyperproof", "prompt": "c93-l5", "model": "meta-small", "cat": "grc-platforms", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flexible GRC Platforms: ... (e.g., Compyl, Hyperproof, LogicGate)."}, {"id": "mai-20260917-0816-smoke|c93-l5|meta-small|LogicGate", "prompt": "c93-l5", "model": "meta-small", "cat": "grc-platforms", "variant": "scale", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Flexible GRC Platforms: ... (e.g., Compyl, Hyperproof, LogicGate)."}, {"id": "mai-20260917-0816-smoke|c93-l5|meta-small|Optro", "prompt": "c93-l5", "model": "meta-small", "cat": "grc-platforms", "variant": "scale", "raw": "Optro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise Suites: Suitable for large, complex organizations with heavily customized programs (e.g., Optro, OneTrust)."}, {"id": "mai-20260917-0816-smoke|c93-l5|meta-small|OneTrust", "prompt": "c93-l5", "model": "meta-small", "cat": "grc-platforms", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise Suites: Suitable for large, complex organizations with heavily customized programs (e.g., Optro, OneTrust)."}, {"id": "mai-20260917-0816-smoke|c93-l5|mistral-small|ServiceNow GRC", "prompt": "c93-l5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep workflow automation, strong integration with IT service management"}, {"id": "mai-20260917-0816-smoke|c93-l5|mistral-small|RSA Archer", "prompt": "c93-l5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "RSA Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Highly customizable, strong for operational risk and third-party risk"}, {"id": "mai-20260917-0816-smoke|c93-l5|mistral-small|MetricStream", "prompt": "c93-l5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong compliance management, regulatory change management"}, {"id": "mai-20260917-0816-smoke|c93-l5|mistral-small|OneTrust GRC", "prompt": "c93-l5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "OneTrust GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Privacy and third-party risk focus, strong automation"}, {"id": "mai-20260917-0816-smoke|c93-l5|mistral-small|Reciprocity ZenGRC", "prompt": "c93-l5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "Reciprocity ZenGRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Yes (but check scalability)"}, {"id": "mai-20260917-0816-smoke|c93-l5|mistral-small|SailPoint (for Identity Risk)", "prompt": "c93-l5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "SailPoint (for Identity Risk)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Identity governance and risk, strong for IAM risk"}, {"id": "mai-20260917-0816-smoke|c93-l5|mistral-small|IBM OpenPages", "prompt": "c93-l5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong for financial services and operational risk"}, {"id": "mai-20260917-0816-smoke|c93-l5|moonshot-small|AuditBoard", "prompt": "c93-l5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**AuditBoard** | Large enterprises, SOX-heavy | Strong for internal audit, connected risk"}, {"id": "mai-20260917-0816-smoke|c93-l5|moonshot-small|LogicGate Risk Cloud", "prompt": "c93-l5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Configurable no-code workflows | Highly customizable, good for complex orgs"}, {"id": "mai-20260917-0816-smoke|c93-l5|moonshot-small|OneTrust", "prompt": "c93-l5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Comprehensive but expensive; verify integration depth"}, {"id": "mai-20260917-0816-smoke|c93-l5|moonshot-small|Sprinto", "prompt": "c93-l5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud-first, fast implementation | Strong automation, good for SaaS companies"}, {"id": "mai-20260917-0816-smoke|c93-l5|moonshot-small|Drata", "prompt": "c93-l5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SOC 2-first, continuous compliance | Fast time-to-audit, expanding to broader GRC"}, {"id": "mai-20260917-0816-smoke|c93-l5|moonshot-small|IBM OpenPages / MetricStream", "prompt": "c93-l5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "IBM OpenPages / MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Highly regulated industries | Mature, heavy implementation"}, {"id": "mai-20260917-0816-smoke|c93-l5|xai-small|Vanta", "prompt": "c93-l5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "From 2024 reviews (G2, Gartner peers): Vanta, Drata, Secureframe, Hyperproof, AuditBoard, ServiceNow IRM, IBM OpenPages, OneTrust."}, {"id": "mai-20260917-0816-smoke|c93-l5|xai-small|Drata", "prompt": "c93-l5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vanta, Drata, Secureframe, Hyperproof, AuditBoard, ServiceNow IRM, IBM OpenPages, OneTrust"}, {"id": "mai-20260917-0816-smoke|c93-l5|xai-small|Secureframe", "prompt": "c93-l5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vanta/Drata/Secureframe | Yes (all IdPs) | Type II | Fast automation for SOC 2"}, {"id": "mai-20260917-0816-smoke|c93-l5|xai-small|Hyperproof", "prompt": "c93-l5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Hyperproof/AuditBoard | Full | Type II | Workflow depth"}, {"id": "mai-20260917-0816-smoke|c93-l5|xai-small|AuditBoard", "prompt": "c93-l5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Hyperproof/AuditBoard | Full | Type II | Workflow depth"}, {"id": "mai-20260917-0816-smoke|c93-l5|xai-small|ServiceNow IRM", "prompt": "c93-l5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "ServiceNow IRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ServiceNow IRM | Native | Type II | If you run ServiceNow"}, {"id": "mai-20260917-0816-smoke|c93-l5|xai-small|IBM OpenPages", "prompt": "c93-l5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IBM OpenPages, OneTrust"}, {"id": "mai-20260917-0816-smoke|c93-l5|xai-small|OneTrust", "prompt": "c93-l5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "IBM OpenPages, OneTrust"}, {"id": "mai-20260917-0816-smoke|c93-l6|alibaba-small|Vanta", "prompt": "c93-l6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms to be cautious about: **Vanta**, **Drata**, **Sprinto**, and **Secureframe**."}, {"id": "mai-20260917-0816-smoke|c93-l6|alibaba-small|Drata", "prompt": "c93-l6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms to be cautious about: **Vanta**, **Drata**, **Sprinto**, and **Secureframe**."}, {"id": "mai-20260917-0816-smoke|c93-l6|alibaba-small|Sprinto", "prompt": "c93-l6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms to be cautious about: **Vanta**, **Drata**, **Sprinto**, and **Secureframe**."}, {"id": "mai-20260917-0816-smoke|c93-l6|alibaba-small|Secureframe", "prompt": "c93-l6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms to be cautious about: **Vanta**, **Drata**, **Sprinto**, and **Secureframe**."}, {"id": "mai-20260917-0816-smoke|c93-l6|alibaba-small|SAI360", "prompt": "c93-l6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "SAI360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Platforms like **SAI360**, **LogicGate**, **Riskonnect**, and **Mitratech Alyne** are frequently cited ... as better fits for enterprises"}, {"id": "mai-20260917-0816-smoke|c93-l6|alibaba-small|LogicGate", "prompt": "c93-l6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "LogicGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "frequently cited in 2024-2026 reviews as better fits for enterprises"}, {"id": "mai-20260917-0816-smoke|c93-l6|alibaba-small|Riskonnect", "prompt": "c93-l6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "Riskonnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "frequently cited in 2024-2026 reviews as better fits for enterprises"}, {"id": "mai-20260917-0816-smoke|c93-l6|alibaba-small|Mitratech Alyne", "prompt": "c93-l6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "frequently cited in 2024-2026 reviews as better fits for enterprises"}, {"id": "mai-20260917-0816-smoke|c93-l6|anthropic-small|Anodots", "prompt": "c93-l6", "model": "anthropic-small", "cat": "grc-platforms", "variant": "negative", "raw": "Anodots", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Anodots relies on data connectors rather than running its own deep, automated tests, which limits its direct integration depth"}, {"id": "mai-20260917-0816-smoke|c93-l6|challenger-small|Vanta", "prompt": "c93-l6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be cautious with: **Vanta** and **Drata** if your need is broad enterprise GRC rather than fast SOC 2/ISO 27001 compliance automation"}, {"id": "mai-20260917-0816-smoke|c93-l6|challenger-small|Drata", "prompt": "c93-l6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "be cautious with: **Vanta** and **Drata** if your need is broad enterprise GRC"}, {"id": "mai-20260917-0816-smoke|c93-l6|challenger-small|LogicGate Risk Cloud", "prompt": "c93-l6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is described as a **fast, no-code GRC for mid-market**, which usually means it is not the first choice for highly complex, multinational enterprise programs"}, {"id": "mai-20260917-0816-smoke|c93-l6|challenger-small|OneTrust", "prompt": "c93-l6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the results frame it mainly around **privacy**... rather than being the broadest enterprise GRC suite"}, {"id": "mai-20260917-0816-smoke|c93-l6|challenger-small|SAP GRC", "prompt": "c93-l6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "SAP GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it can be a poor fit as a general-purpose enterprise GRC platform outside that environment"}, {"id": "mai-20260917-0816-smoke|c93-l6|challenger-small|Archer", "prompt": "c93-l6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they are the ones to be cautious about on implementation effort, specialization, and total cost of ownership"}, {"id": "mai-20260917-0816-smoke|c93-l6|challenger-small|MetricStream", "prompt": "c93-l6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "cautious about on implementation effort, specialization, and total cost of ownership"}, {"id": "mai-20260917-0816-smoke|c93-l6|challenger-small|IBM OpenPages", "prompt": "c93-l6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "IBM OpenPages", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "sources note long rollouts, specialist admin/developer needs, and high TCO"}, {"id": "mai-20260917-0816-smoke|c93-l6|challenger-small|ServiceNow GRC", "prompt": "c93-l6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "not* usually \"avoid\" choices for large enterprises, but they are the ones to be cautious about"}, {"id": "mai-20260917-0816-smoke|c93-l6|deepseek-small|RSA Archer", "prompt": "c93-l6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the platforms to be most cautious about are the **heavyweight legacy suites (RSA Archer and MetricStream especially)**"}, {"id": "mai-20260917-0816-smoke|c93-l6|deepseek-small|MetricStream", "prompt": "c93-l6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "heavyweight legacy suites (RSA Archer and MetricStream especially) — ... high TCO, long implementations, dated UX"}, {"id": "mai-20260917-0816-smoke|c93-l6|deepseek-small|ServiceNow GRC", "prompt": "c93-l6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**ServiceNow GRC** deserves caution if you're not already a ServiceNow customer."}, {"id": "mai-20260917-0816-smoke|c93-l6|deepseek-small|IBM OpenPages", "prompt": "c93-l6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "IBM OpenPages", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Legacy \"Big Iron\" GRC suites generally (RSA Archer, MetricStream, IBM OpenPages, etc.)"}, {"id": "mai-20260917-0816-smoke|c93-l6|deepseek-small|AuditBoard", "prompt": "c93-l6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "tend to be the **integrated, modern platforms** like AuditBoard, Diligent One, Riskonnect, LogicGate, Onspring"}, {"id": "mai-20260917-0816-smoke|c93-l6|deepseek-small|Diligent One", "prompt": "c93-l6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "Diligent One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "integrated, modern platforms like AuditBoard, Diligent One, Riskonnect"}, {"id": "mai-20260917-0816-smoke|c93-l6|deepseek-small|Riskonnect", "prompt": "c93-l6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "integrated, modern platforms like AuditBoard, Diligent One, Riskonnect, LogicGate, Onspring"}, {"id": "mai-20260917-0816-smoke|c93-l6|deepseek-small|LogicGate", "prompt": "c93-l6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "integrated, modern platforms like ... LogicGate, Onspring"}, {"id": "mai-20260917-0816-smoke|c93-l6|deepseek-small|Onspring", "prompt": "c93-l6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "integrated, modern platforms like ... Onspring, maybe Sprinto"}, {"id": "mai-20260917-0816-smoke|c93-l6|deepseek-small|Sprinto", "prompt": "c93-l6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "maybe Sprinto — which offer enterprise depth without the legacy complexity"}, {"id": "mai-20260917-0816-smoke|c93-l6|google-small|Archer IRM (formerly RSA Archer)", "prompt": "c93-l6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "Archer IRM (formerly RSA Archer)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The Legacy Heavyweights: \"Built-in-the-2000s\" Architectures ... Why to be cautious: Astronomical Total Cost of Ownership (TCO)"}, {"id": "mai-20260917-0816-smoke|c93-l6|google-small|MetricStream", "prompt": "c93-l6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples: Archer IRM (formerly RSA Archer), MetricStream, and legacy setups of Diligent. Why to be cautious:"}, {"id": "mai-20260917-0816-smoke|c93-l6|google-small|Diligent", "prompt": "c93-l6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "legacy setups of Diligent ... These legacy platforms were architected decades ago around document storage"}, {"id": "mai-20260917-0816-smoke|c93-l6|google-small|ServiceNow GRC / Integrated Risk Management (IRM)", "prompt": "c93-l6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC / Integrated Risk Management (IRM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid buying it as a standalone, isolated compliance tool."}, {"id": "mai-20260917-0816-smoke|c93-l6|google-small|Vanta", "prompt": "c93-l6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Examples: Vanta, Drata, and Secureframe. Why to be cautious: \"Black-Box\" Automation Limitations"}, {"id": "mai-20260917-0816-smoke|c93-l6|google-small|Drata", "prompt": "c93-l6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "They struggle to integrate with legacy, hybrid, on-premises, or proprietary enterprise mainframes."}, {"id": "mai-20260917-0816-smoke|c93-l6|google-small|Secureframe", "prompt": "c93-l6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Lack of Deep Risk Management and Customization"}, {"id": "mai-20260917-0816-smoke|c93-l6|meta-small|Archer", "prompt": "c93-l6", "model": "meta-small", "cat": "grc-platforms", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "such as Archer, are expensive and may be more suitable for large companies with complex infosec requirements"}, {"id": "mai-20260917-0816-smoke|c93-l6|meta-small|ServiceNow GRC", "prompt": "c93-l6", "model": "meta-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "powerful and scalable but may be too complex and resource-intensive for most startups and mid-market teams"}, {"id": "mai-20260917-0816-smoke|c93-l6|meta-small|Scrut Automation", "prompt": "c93-l6", "model": "meta-small", "cat": "grc-platforms", "variant": "negative", "raw": "Scrut Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the GRC platforms mentioned in the search results include"}, {"id": "mai-20260917-0816-smoke|c93-l6|meta-small|Vanta", "prompt": "c93-l6", "model": "meta-small", "cat": "grc-platforms", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the GRC platforms mentioned in the search results include"}, {"id": "mai-20260917-0816-smoke|c93-l6|meta-small|Drata", "prompt": "c93-l6", "model": "meta-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the GRC platforms mentioned in the search results include"}, {"id": "mai-20260917-0816-smoke|c93-l6|meta-small|Hyperproof", "prompt": "c93-l6", "model": "meta-small", "cat": "grc-platforms", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the GRC platforms mentioned in the search results include"}, {"id": "mai-20260917-0816-smoke|c93-l6|meta-small|Secureframe", "prompt": "c93-l6", "model": "meta-small", "cat": "grc-platforms", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the GRC platforms mentioned in the search results include"}, {"id": "mai-20260917-0816-smoke|c93-l6|meta-small|MetricStream", "prompt": "c93-l6", "model": "meta-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the GRC platforms mentioned in the search results include"}, {"id": "mai-20260917-0816-smoke|c93-l6|meta-small|Workiva", "prompt": "c93-l6", "model": "meta-small", "cat": "grc-platforms", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some of the GRC platforms mentioned in the search results include"}, {"id": "mai-20260917-0816-smoke|c93-l6|minimax-small|RSA Archer", "prompt": "c93-l6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy Enterprise GRC Suites (Proceed with Caution)... Platforms like RSA Archer, MetricStream, and older enterprise suites often present significant challenges"}, {"id": "mai-20260917-0816-smoke|c93-l6|minimax-small|MetricStream", "prompt": "c93-l6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms like RSA Archer, MetricStream, and older enterprise suites often present significant challenges"}, {"id": "mai-20260917-0816-smoke|c93-l6|minimax-small|Vanta", "prompt": "c93-l6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms like Vanta, Drata, Secureframe... often fall short for large enterprises"}, {"id": "mai-20260917-0816-smoke|c93-l6|minimax-small|Drata", "prompt": "c93-l6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often fall short for large enterprises because: Designed primarily for startups and mid-market companies"}, {"id": "mai-20260917-0816-smoke|c93-l6|minimax-small|Secureframe", "prompt": "c93-l6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Compliance Automation Tools (Often Too Simplistic)"}, {"id": "mai-20260917-0816-smoke|c93-l6|minimax-small|Panorays", "prompt": "c93-l6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "Panorays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "tools like Panorays, CyberGRX, or vendor assessment platforms may not integrate well into comprehensive GRC programs"}, {"id": "mai-20260917-0816-smoke|c93-l6|minimax-small|CyberGRX", "prompt": "c93-l6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "CyberGRX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may not integrate well into comprehensive GRC programs: Often assessment-centric rather than governance-centric"}, {"id": "mai-20260917-0816-smoke|c93-l6|mistral-small|Archer (by RSA)", "prompt": "c93-l6", "model": "mistral-small", "cat": "grc-platforms", "variant": "negative", "raw": "Archer (by RSA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is frequently cited as being very expensive. This high cost can be a significant drawback for large enterprises"}, {"id": "mai-20260917-0816-smoke|c93-l6|mistral-small|ServiceNow GRC", "prompt": "c93-l6", "model": "mistral-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It can be complex to implement and maintain, and its cost and resource requirements may be prohibitive"}, {"id": "mai-20260917-0816-smoke|c93-l6|mistral-small|MetricStream", "prompt": "c93-l6", "model": "mistral-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "MetricStream can be another high-cost option. Its complexity and resource demands may not suit all large enterprises"}, {"id": "mai-20260917-0816-smoke|c93-l6|mistral-small|LogicGate", "prompt": "c93-l6", "model": "mistral-small", "cat": "grc-platforms", "variant": "negative", "raw": "LogicGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may not be the best fit for large enterprises seeking out-of-the-box solutions or those with limited IT resources"}, {"id": "mai-20260917-0816-smoke|c93-l6|moonshot-small|ServiceNow IRM/GRC", "prompt": "c93-l6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow IRM/GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "ServiceNow receives more complaints for GRC/IRM use cases than any other solution on the market"}, {"id": "mai-20260917-0816-smoke|c93-l6|moonshot-small|RSA Archer", "prompt": "c93-l6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it suffers from significant legacy architecture problems"}, {"id": "mai-20260917-0816-smoke|c93-l6|moonshot-small|MetricStream", "prompt": "c93-l6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the implementation burden is substantial"}, {"id": "mai-20260917-0816-smoke|c93-l6|moonshot-small|SAP GRC", "prompt": "c93-l6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "SAP GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally insufficient as a standalone enterprise GRC strategy"}, {"id": "mai-20260917-0816-smoke|c93-l6|moonshot-small|AuditBoard", "prompt": "c93-l6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AuditBoard has drawn criticism on specific technical and pricing issues"}, {"id": "mai-20260917-0816-smoke|c93-l6|moonshot-small|Vanta", "prompt": "c93-l6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Mid-market compliance tools masquerading as enterprise GRC ... They typically lack the workflow depth"}, {"id": "mai-20260917-0816-smoke|c93-l6|moonshot-small|Drata", "prompt": "c93-l6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Solutions like Vanta or Drata ... are sometimes pushed into enterprise GRC RFPs. They typically lack the workflow depth"}, {"id": "mai-20260917-0816-smoke|c93-l6|xai-small|RSA Archer", "prompt": "c93-l6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid** ... (e.g., older RSA Archer or MetricStream implementations)"}, {"id": "mai-20260917-0816-smoke|c93-l6|xai-small|MetricStream", "prompt": "c93-l6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms to **Avoid** ... (e.g., older RSA Archer or MetricStream implementations)"}, {"id": "mai-20260917-0816-smoke|c93-l6|xai-small|Drata", "prompt": "c93-l6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms to **Be Cautious About** ... **Drata, Vanta, OneTrust**"}, {"id": "mai-20260917-0816-smoke|c93-l6|xai-small|Vanta", "prompt": "c93-l6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms to **Be Cautious About** ... **Drata, Vanta, OneTrust**"}, {"id": "mai-20260917-0816-smoke|c93-l6|xai-small|OneTrust", "prompt": "c93-l6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platforms to **Be Cautious About** ... **Drata, Vanta, OneTrust**"}, {"id": "mai-20260917-0816-smoke|c93-l6|xai-small|SAI360", "prompt": "c93-l6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "SAI360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Variable implementation quality and post-sales support drop-off ... ballooning TCO (200-300% over quotes)"}, {"id": "mai-20260917-0816-smoke|c93-l6|xai-small|Mitratech Alyne", "prompt": "c93-l6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**SAI360 (or Mitratech Alyne)** ... criticized for convoluted UIs and ballooning TCO"}, {"id": "mai-20260917-0816-smoke|c93-l6|xai-small|ServiceNow GRC", "prompt": "c93-l6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Users note complexity, expensive upgrades, and lack of GRC-specific innovation."}, {"id": "mai-20260917-0816-smoke|c93-l6|xai-small|LogicGate", "prompt": "c93-l6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "LogicGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Focus on **Leaders** like LogicGate, ZenGRC/Onspring, or Riskonnect for enterprise scale"}, {"id": "mai-20260917-0816-smoke|c93-l6|xai-small|ZenGRC/Onspring", "prompt": "c93-l6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "ZenGRC/Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Focus on **Leaders** like LogicGate, ZenGRC/Onspring, or Riskonnect for enterprise scale"}, {"id": "mai-20260917-0816-smoke|c93-l6|xai-small|Riskonnect", "prompt": "c93-l6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Focus on **Leaders** like LogicGate, ZenGRC/Onspring, or Riskonnect for enterprise scale"}, {"id": "mai-20260917-0816-smoke|c93-l6|zai-small|ServiceNow GRC", "prompt": "c93-l6", "model": "zai-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Workflow-first, GRC-second – ServiceNow is a workflow platform that has been retrofitted for GRC."}, {"id": "mai-20260917-0816-smoke|c93-l6|zai-small|AuditBoard", "prompt": "c93-l6", "model": "zai-small", "cat": "grc-platforms", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Audit-centric, not IT-risk-centric ... High licensing and add-on costs"}, {"id": "mai-20260917-0816-smoke|c93-l6|zai-small|MetricStream ConnectedGRC", "prompt": "c93-l6", "model": "zai-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream ConnectedGRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Deployment and support issues – Gartner and peer-insight reviews note deployment challenges and slower response times."}, {"id": "mai-20260917-0816-smoke|c93-l6|zai-small|RSA Archer", "prompt": "c93-l6", "model": "zai-small", "cat": "grc-platforms", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Expensive and complex – Archer is often cited as premium-priced and requiring substantial implementation effort."}, {"id": "mai-20260917-0816-smoke|c93-l6|zai-small|Diligent", "prompt": "c93-l6", "model": "zai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Other “All-In-One” Platforms ... “One-size-fits-none” design"}, {"id": "mai-20260917-0816-smoke|c93-l6|zai-small|SAI360", "prompt": "c93-l6", "model": "zai-small", "cat": "grc-platforms", "variant": "negative", "raw": "SAI360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Other “All-In-One” Platforms ... Integration gaps"}, {"id": "mai-20260917-0816-smoke|c93-l6|zai-small|Mitratech", "prompt": "c93-l6", "model": "zai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Mitratech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Other “All-In-One” Platforms ... User adoption and usability"}, {"id": "mai-20260917-0816-smoke|c93-l6|zai-small|Resolver", "prompt": "c93-l6", "model": "zai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Resolver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Other “All-In-One” Platforms ... Hidden costs"}, {"id": "mai-20260917-0816-smoke|c93-m1|alibaba-small|Drata", "prompt": "c93-m1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Drata is widely considered the most user-friendly and modern platform on the market."}, {"id": "mai-20260917-0816-smoke|c93-m1|alibaba-small|Vanta", "prompt": "c93-m1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If it is closing deals and answering security questionnaires, choose **Drata** or **Vanta**."}, {"id": "mai-20260917-0816-smoke|c93-m1|alibaba-small|AuditBoard", "prompt": "c93-m1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AuditBoard bridges the gap between easy-to-use SaaS and legacy enterprise tools"}, {"id": "mai-20260917-0816-smoke|c93-m1|alibaba-small|Sprinto", "prompt": "c93-m1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often the most cost-effective option... a great choice if you find Drata/Vanta too expensive"}, {"id": "mai-20260917-0816-smoke|c93-m1|alibaba-small|Hyperproof", "prompt": "c93-m1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A favorite for mid-sized organizations that have outgrown spreadsheets"}, {"id": "mai-20260917-0816-smoke|c93-m1|alibaba-small|OneTrust", "prompt": "c93-m1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The leader if your primary concern is **Data Privacy**"}, {"id": "mai-20260917-0816-smoke|c93-m1|anthropic-small|Vanta", "prompt": "c93-m1", "model": "anthropic-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta stands out as the leading GRC platform in 2026, with its powerful automation, intuitive interface, and unmatched scalability"}, {"id": "mai-20260917-0816-smoke|c93-m1|anthropic-small|Drata", "prompt": "c93-m1", "model": "anthropic-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drata** is another strong option."}, {"id": "mai-20260917-0816-smoke|c93-m1|anthropic-small|LogicGate Risk Cloud", "prompt": "c93-m1", "model": "anthropic-small", "cat": "grc-platforms", "variant": "direct", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "suits mid-market organizations... needing highly configurable GRC workflows"}, {"id": "mai-20260917-0816-smoke|c93-m1|anthropic-small|VComply", "prompt": "c93-m1", "model": "anthropic-small", "cat": "grc-platforms", "variant": "direct", "raw": "VComply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For mid-market and growing organizations, VComply is a strong fit"}, {"id": "mai-20260917-0816-smoke|c93-m1|anthropic-small|MetricStream", "prompt": "c93-m1", "model": "anthropic-small", "cat": "grc-platforms", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most mid-market teams will find enterprise platforms like MetricStream heavier than they need"}, {"id": "mai-20260917-0816-smoke|c93-m1|challenger-small|LogicGate Risk Cloud", "prompt": "c93-m1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LogicGate Risk Cloud** is the best general-purpose pick because it is repeatedly positioned as the mid-market-friendly, no-code option"}, {"id": "mai-20260917-0816-smoke|c93-m1|challenger-small|Drata", "prompt": "c93-m1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SOC 2 / ISO 27001 automation:** **Drata** or **Vanta**"}, {"id": "mai-20260917-0816-smoke|c93-m1|challenger-small|Vanta", "prompt": "c93-m1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SOC 2 / ISO 27001 automation:** **Drata** or **Vanta**"}, {"id": "mai-20260917-0816-smoke|c93-m1|challenger-small|Hyperproof", "prompt": "c93-m1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for broader integrated GRC:** **Hyperproof** or **Compyl**"}, {"id": "mai-20260917-0816-smoke|c93-m1|challenger-small|Compyl", "prompt": "c93-m1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "Compyl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for broader integrated GRC:** **Hyperproof** or **Compyl**"}, {"id": "mai-20260917-0816-smoke|c93-m1|challenger-small|AuditBoard", "prompt": "c93-m1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for audit-heavy or internal-control-heavy teams:** **AuditBoard**"}, {"id": "mai-20260917-0816-smoke|c93-m1|deepseek-small|Vanta", "prompt": "c93-m1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you're B2B SaaS selling to enterprise buyers and mainly need a trust report to close deals:** start with **Vanta**"}, {"id": "mai-20260917-0816-smoke|c93-m1|deepseek-small|Drata", "prompt": "c93-m1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drata** — best if you're engineering-heavy/DevOps-first and want the deepest automation"}, {"id": "mai-20260917-0816-smoke|c93-m1|deepseek-small|Secureframe", "prompt": "c93-m1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Secureframe** — best value; the price floor in the market (~$5–7K/yr)"}, {"id": "mai-20260917-0816-smoke|c93-m1|deepseek-small|Sprinto", "prompt": "c93-m1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compliance automation tools** — Vanta, Drata, Secureframe, Sprinto"}, {"id": "mai-20260917-0816-smoke|c93-m1|deepseek-small|LogicGate", "prompt": "c93-m1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**LogicGate Risk Cloud** — best if you have a dedicated owner who wants to *build* custom risk and compliance workflows"}, {"id": "mai-20260917-0816-smoke|c93-m1|deepseek-small|Hyperproof", "prompt": "c93-m1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Hyperproof** is the strongest current choice — it sits in the \"sweet spot\""}, {"id": "mai-20260917-0816-smoke|c93-m1|deepseek-small|ZenGRC", "prompt": "c93-m1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "ZenGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ZenGRC** — solid mid-market option when you specifically need vendor/third-party risk management"}, {"id": "mai-20260917-0816-smoke|c93-m1|deepseek-small|LogicManager", "prompt": "c93-m1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "LogicManager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Hyperproof, ZenGRC, LogicManager"}, {"id": "mai-20260917-0816-smoke|c93-m1|deepseek-small|OneTrust", "prompt": "c93-m1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Riskonnect, MetricStream, OneTrust (enterprise-grade)"}, {"id": "mai-20260917-0816-smoke|c93-m1|deepseek-small|Riskonnect", "prompt": "c93-m1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Riskonnect, MetricStream, OneTrust (enterprise-grade)"}, {"id": "mai-20260917-0816-smoke|c93-m1|deepseek-small|MetricStream", "prompt": "c93-m1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "skip full enterprise platforms (ServiceNow GRC, MetricStream, Archer) unless you have a dedicated GRC team"}, {"id": "mai-20260917-0816-smoke|c93-m1|deepseek-small|ServiceNow GRC", "prompt": "c93-m1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "skip full enterprise platforms (ServiceNow GRC, MetricStream, Archer)"}, {"id": "mai-20260917-0816-smoke|c93-m1|deepseek-small|Archer", "prompt": "c93-m1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "skip full enterprise platforms (ServiceNow GRC, MetricStream, Archer)"}, {"id": "mai-20260917-0816-smoke|c93-m1|google-small|ServiceNow GRC", "prompt": "c93-m1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The Enterprise Overkill Trap: Buying heavyweight GRC suites (e.g., ServiceNow GRC, MetricStream, Archer) that cost upwards of $150,000"}, {"id": "mai-20260917-0816-smoke|c93-m1|google-small|MetricStream", "prompt": "c93-m1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavyweight GRC suites (e.g., ServiceNow GRC, MetricStream, Archer) that cost upwards of $150,000 to license, require 6 to 12 months to deploy"}, {"id": "mai-20260917-0816-smoke|c93-m1|google-small|Archer", "prompt": "c93-m1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "heavyweight GRC suites (e.g., ServiceNow GRC, MetricStream, Archer) ... need dedicated full-time administrators just to maintain"}, {"id": "mai-20260917-0816-smoke|c93-m1|google-small|Hyperproof", "prompt": "c93-m1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The \"Flexible GRC\" Sweet Spot (Best Overall for Mid-Market) ... Hyperproof’s core strength is cross-framework control mapping."}, {"id": "mai-20260917-0816-smoke|c93-m1|google-small|LogicGate Risk Cloud", "prompt": "c93-m1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Mid-market companies that need highly customized, flexible risk workflows"}, {"id": "mai-20260917-0816-smoke|c93-m1|google-small|Drata", "prompt": "c93-m1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Cloud-native B2B companies looking for automation-first compliance"}, {"id": "mai-20260917-0816-smoke|c93-m1|google-small|Vanta", "prompt": "c93-m1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Vanta is the market leader in the compliance automation space."}, {"id": "mai-20260917-0816-smoke|c93-m1|google-small|AuditBoard", "prompt": "c93-m1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "AuditBoard is the premier tool for internal audit teams."}, {"id": "mai-20260917-0816-smoke|c93-m1|meta-small|Korinza", "prompt": "c93-m1", "model": "meta-small", "cat": "grc-platforms", "variant": "direct", "raw": "Korinza", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Korinza - Best for CFOs, compliance managers, risk teams, and general counsel at mid-market companies"}, {"id": "mai-20260917-0816-smoke|c93-m1|meta-small|Drata", "prompt": "c93-m1", "model": "meta-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Drata - Best for lower-mid-market companies beyond Vanta, with a starting price of $7,500/yr."}, {"id": "mai-20260917-0816-smoke|c93-m1|meta-small|Vanta", "prompt": "c93-m1", "model": "meta-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for lower-mid-market companies beyond Vanta"}, {"id": "mai-20260917-0816-smoke|c93-m1|minimax-small|LogicGate Risk Cloud", "prompt": "c93-m1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Market ... I'd recommend starting with **LogicGate Risk Cloud** or **ZenGRC**"}, {"id": "mai-20260917-0816-smoke|c93-m1|minimax-small|ZenGRC (Reciprocity)", "prompt": "c93-m1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "ZenGRC (Reciprocity)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **LogicGate Risk Cloud** or **ZenGRC**. ... ZenGRC offers better multi-framework mapping capabilities"}, {"id": "mai-20260917-0816-smoke|c93-m1|minimax-small|OneTrust GRC", "prompt": "c93-m1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "OneTrust GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Teams already using OneTrust privacy tools ... Weakness: Higher price point"}, {"id": "mai-20260917-0816-smoke|c93-m1|minimax-small|Hyperproof", "prompt": "c93-m1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-market companies needing robust compliance automation"}, {"id": "mai-20260917-0816-smoke|c93-m1|minimax-small|AuditBoard (Optro)", "prompt": "c93-m1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Audit-led GRC programs"}, {"id": "mai-20260917-0816-smoke|c93-m1|minimax-small|Vanta", "prompt": "c93-m1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider point solutions like **Vanta** or **Drata** as more cost-effective options"}, {"id": "mai-20260917-0816-smoke|c93-m1|minimax-small|Drata", "prompt": "c93-m1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider point solutions like **Vanta** or **Drata** as more cost-effective options"}, {"id": "mai-20260917-0816-smoke|c93-m1|mistral-small|Hyperproof", "prompt": "c93-m1", "model": "mistral-small", "cat": "grc-platforms", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hyperproof** – Known for adding governance and risk management workflows on top of compliance"}, {"id": "mai-20260917-0816-smoke|c93-m1|mistral-small|LogicGate Risk Cloud", "prompt": "c93-m1", "model": "mistral-small", "cat": "grc-platforms", "variant": "direct", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option for mid-market B2B companies, offering robust GRC features and workflow customization."}, {"id": "mai-20260917-0816-smoke|c93-m1|mistral-small|Sprinto", "prompt": "c93-m1", "model": "mistral-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recognized for its ability to streamline compliance and risk management"}, {"id": "mai-20260917-0816-smoke|c93-m1|mistral-small|Drata", "prompt": "c93-m1", "model": "mistral-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A popular choice for lower-mid-market companies, with a starting price of $7,500/year"}, {"id": "mai-20260917-0816-smoke|c93-m1|mistral-small|Korinza", "prompt": "c93-m1", "model": "mistral-small", "cat": "grc-platforms", "variant": "direct", "raw": "Korinza", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your primary need is risk visibility and reporting, Korinza is also a strong contender."}, {"id": "mai-20260917-0816-smoke|c93-m1|moonshot-small|LogicGate Risk Cloud", "prompt": "c93-m1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for most mid-market B2B companies:** **LogicGate** for flexibility"}, {"id": "mai-20260917-0816-smoke|c93-m1|moonshot-small|ZenGRC", "prompt": "c93-m1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "ZenGRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **ZenGRC** for multi-framework compliance — both offer the right balance of capability"}, {"id": "mai-20260917-0816-smoke|c93-m1|moonshot-small|LogicManager", "prompt": "c93-m1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "LogicManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Organizations prioritizing risk management methodology... Consideration:** May have steeper learning curve"}, {"id": "mai-20260917-0816-smoke|c93-m1|moonshot-small|Hyperproof", "prompt": "c93-m1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tight budget, need quick implementation | **Hyperproof** or **Secureframe**"}, {"id": "mai-20260917-0816-smoke|c93-m1|moonshot-small|RiskWatch", "prompt": "c93-m1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "RiskWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "RiskWatch | Multi-program GRC consolidation | Global risk register, 40+ framework mappings"}, {"id": "mai-20260917-0816-smoke|c93-m1|moonshot-small|ServiceNow GRC (IRM)", "prompt": "c93-m1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow GRC (IRM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise integration, but may be overkill for pure mid-market"}, {"id": "mai-20260917-0816-smoke|c93-m1|moonshot-small|OneTrust", "prompt": "c93-m1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Broad feature set, higher price point"}, {"id": "mai-20260917-0816-smoke|c93-m1|moonshot-small|Secureframe", "prompt": "c93-m1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tight budget, need quick implementation | **Hyperproof** or **Secureframe**"}, {"id": "mai-20260917-0816-smoke|c93-m1|moonshot-small|MetricStream", "prompt": "c93-m1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise platforms like MetricStream or full ServiceNow IRM may be too complex/expensive"}, {"id": "mai-20260917-0816-smoke|c93-m1|openai-small|LogicGate Risk Cloud", "prompt": "c93-m1", "model": "openai-small", "cat": "grc-platforms", "variant": "direct", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for mid-market:** **LogicGate Risk Cloud**"}, {"id": "mai-20260917-0816-smoke|c93-m1|openai-small|Onspring", "prompt": "c93-m1", "model": "openai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Onspring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the strongest default pick is usually LogicGate Risk Cloud or Onspring"}, {"id": "mai-20260917-0816-smoke|c93-m1|openai-small|AuditBoard", "prompt": "c93-m1", "model": "openai-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose AuditBoard** if internal audit and SOX/compliance are central"}, {"id": "mai-20260917-0816-smoke|c93-m1|openai-small|Workiva", "prompt": "c93-m1", "model": "openai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Workiva** if reporting, controls, and board-ready reporting matter a lot."}, {"id": "mai-20260917-0816-smoke|c93-m1|openai-small|ServiceNow", "prompt": "c93-m1", "model": "openai-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Choose ServiceNow GRC** only if you already run ServiceNow and want tight platform consolidation."}, {"id": "mai-20260917-0816-smoke|c93-m1|openai-small|Audit Prodigy", "prompt": "c93-m1", "model": "openai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Audit Prodigy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "start with **Onspring** or **Audit Prodigy**"}, {"id": "mai-20260917-0816-smoke|c93-m1|openai-small|CyberStrong", "prompt": "c93-m1", "model": "openai-small", "cat": "grc-platforms", "variant": "direct", "raw": "CyberStrong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "highlights LogicGate, Onspring, and CyberStrong as strong options"}, {"id": "mai-20260917-0816-smoke|c93-m1|xai-small|Drata", "prompt": "c93-m1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Compliance-first (e.g., SOC 2 for sales enablement):** Vanta or Drata—G2 top for automation and mid-market speed."}, {"id": "mai-20260917-0816-smoke|c93-m1|xai-small|Vanta", "prompt": "c93-m1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Compliance-first (e.g., SOC 2 for sales enablement):** Vanta or Drata—G2 top for automation and mid-market speed."}, {"id": "mai-20260917-0816-smoke|c93-m1|xai-small|Sprinto", "prompt": "c93-m1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget-conscious scalability:** Sprinto or Secureframe."}, {"id": "mai-20260917-0816-smoke|c93-m1|xai-small|Hyperproof", "prompt": "c93-m1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-market with evidence reuse across frameworks ... Requires some config for full GRC"}, {"id": "mai-20260917-0816-smoke|c93-m1|xai-small|LogicGate", "prompt": "c93-m1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Risk + vendor management:** LogicGate or ZenGRC"}, {"id": "mai-20260917-0816-smoke|c93-m1|xai-small|AuditBoard", "prompt": "c93-m1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Upper-mid-market with SOX/audit needs ... Heavier for smaller mid-market"}, {"id": "mai-20260917-0816-smoke|c93-m1|xai-small|ZenGRC", "prompt": "c93-m1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "ZenGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Risk + vendor management:** LogicGate or ZenGRC (strong in Comchart tiers for 500–1K employees)."}, {"id": "mai-20260917-0816-smoke|c93-m1|xai-small|Secureframe", "prompt": "c93-m1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Budget-conscious scalability:** Sprinto or Secureframe."}, {"id": "mai-20260917-0816-smoke|c93-m1|xai-small|ServiceNow", "prompt": "c93-m1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "tools like these suit midsize orgs better than enterprise-heavy ones (e.g., ServiceNow, OneTrust)"}, {"id": "mai-20260917-0816-smoke|c93-m1|xai-small|OneTrust", "prompt": "c93-m1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "tools like these suit midsize orgs better than enterprise-heavy ones (e.g., ServiceNow, OneTrust)"}, {"id": "mai-20260917-0816-smoke|c93-m1|zai-small|LogicGate", "prompt": "c93-m1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "LogicGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **LogicGate** or **ZenGRC** are typically the best starting points"}, {"id": "mai-20260917-0816-smoke|c93-m1|zai-small|ZenGRC", "prompt": "c93-m1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "ZenGRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LogicGate** or **ZenGRC** are typically the best starting points"}, {"id": "mai-20260917-0816-smoke|c93-m1|zai-small|Riskonnect", "prompt": "c93-m1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Overall in 2026, integrated risk management | Mid-market to enterprise with complex risk needs"}, {"id": "mai-20260917-0816-smoke|c93-m1|zai-small|AuditBoard", "prompt": "c93-m1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong internal audit focus, Gartner recognition | Companies prioritizing audit management"}, {"id": "mai-20260917-0816-smoke|c93-m1|zai-small|ServiceNow GRC", "prompt": "c93-m1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Seamless integration with ServiceNow platform | Organizations already using ServiceNow"}, {"id": "mai-20260917-0816-smoke|c93-m1|zai-small|OneTrust", "prompt": "c93-m1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong brand recognition, comprehensive ESG coverage | Companies needing broad compliance coverage"}, {"id": "mai-20260917-0816-smoke|c93-m2|alibaba-small|Vanta", "prompt": "c93-m2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "It is not as rigidly automated as Vanta (which can feel limiting later)"}, {"id": "mai-20260917-0816-smoke|c93-m2|alibaba-small|Secureframe", "prompt": "c93-m2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vanta or Secureframe: These are arguably the most popular choices for mid-sized tech/SaaS companies."}, {"id": "mai-20260917-0816-smoke|c93-m2|alibaba-small|Sprinto", "prompt": "c93-m2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong competitor to Vanta/Secureframe, often praised for its customer support"}, {"id": "mai-20260917-0816-smoke|c93-m2|alibaba-small|Hyperproof", "prompt": "c93-m2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For most mid-sized B2B companies today, Hyperproof offers the best balance."}, {"id": "mai-20260917-0816-smoke|c93-m2|alibaba-small|Scrut", "prompt": "c93-m2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Scrut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Similar to Hyperproof but often positioned as more cost-effective for mid-sized companies."}, {"id": "mai-20260917-0816-smoke|c93-m2|alibaba-small|ZenGRC", "prompt": "c93-m2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ZenGRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cons: User interface can feel dated; implementation can be slower."}, {"id": "mai-20260917-0816-smoke|c93-m2|alibaba-small|LogicManager", "prompt": "c93-m2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "LogicManager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Another traditional giant. Good for highly regulated industries"}, {"id": "mai-20260917-0816-smoke|c93-m2|alibaba-small|OneTrust", "prompt": "c93-m2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Hyperproof or OneTrust (for broader trust center/vendor mgmt)"}, {"id": "mai-20260917-0816-smoke|c93-m2|anthropic-small|Domo", "prompt": "c93-m2", "model": "anthropic-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Domo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Domo, Salesforce Compliance Cloud** - Strong integration capabilities"}, {"id": "mai-20260917-0816-smoke|c93-m2|anthropic-small|Salesforce Compliance Cloud", "prompt": "c93-m2", "model": "anthropic-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Salesforce Compliance Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Domo, Salesforce Compliance Cloud** - Strong integration capabilities"}, {"id": "mai-20260917-0816-smoke|c93-m2|anthropic-small|MetricStream", "prompt": "c93-m2", "model": "anthropic-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**MetricStream, LogicGate, Workiva** - Dedicated GRC platforms"}, {"id": "mai-20260917-0816-smoke|c93-m2|anthropic-small|LogicGate", "prompt": "c93-m2", "model": "anthropic-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**MetricStream, LogicGate, Workiva** - Dedicated GRC platforms"}, {"id": "mai-20260917-0816-smoke|c93-m2|anthropic-small|Workiva", "prompt": "c93-m2", "model": "anthropic-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**MetricStream, LogicGate, Workiva** - Dedicated GRC platforms"}, {"id": "mai-20260917-0816-smoke|c93-m2|anthropic-small|OneTrust", "prompt": "c93-m2", "model": "anthropic-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**OneTrust** - Privacy and compliance focused"}, {"id": "mai-20260917-0816-smoke|c93-m2|anthropic-small|AuditBoard", "prompt": "c93-m2", "model": "anthropic-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**AuditBoard** - Audit and risk management focus"}, {"id": "mai-20260917-0816-smoke|c93-m2|challenger-small|LogicGate Risk Cloud", "prompt": "c93-m2", "model": "challenger-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LogicGate Risk Cloud** is the best fit for many mid-market teams because it is specifically described as a **no-code GRC option for mid-market organizations**"}, {"id": "mai-20260917-0816-smoke|c93-m2|challenger-small|Hyperproof", "prompt": "c93-m2", "model": "challenger-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Hyperproof** if your main priority is compliance automation with some governance workflow management"}, {"id": "mai-20260917-0816-smoke|c93-m2|challenger-small|Vanta", "prompt": "c93-m2", "model": "challenger-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Vanta** or **Drata** if you are earlier-stage or mainly focused on fast compliance automation"}, {"id": "mai-20260917-0816-smoke|c93-m2|challenger-small|Drata", "prompt": "c93-m2", "model": "challenger-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Vanta** or **Drata** if you are earlier-stage or mainly focused on fast compliance automation"}, {"id": "mai-20260917-0816-smoke|c93-m2|deepseek-small|Vanta", "prompt": "c93-m2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My default recommendation: If I had to name one tool for a typical mid-sized B2B company, it's Vanta"}, {"id": "mai-20260917-0816-smoke|c93-m2|deepseek-small|Drata", "prompt": "c93-m2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Drata — The closest alternative. Strong automation and real-time evidence collection"}, {"id": "mai-20260917-0816-smoke|c93-m2|deepseek-small|RiskWatch", "prompt": "c93-m2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "RiskWatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose RiskWatch or Hyperproof instead only when your program is genuinely multi-framework"}, {"id": "mai-20260917-0816-smoke|c93-m2|deepseek-small|Mitratech Alyne", "prompt": "c93-m2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Mitratech Alyne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "look at platforms like RiskWatch, Mitratech Alyne, or Hyperproof"}, {"id": "mai-20260917-0816-smoke|c93-m2|deepseek-small|Hyperproof", "prompt": "c93-m2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hyperproof — A good bridge between compliance automation and fuller GRC"}, {"id": "mai-20260917-0816-smoke|c93-m2|deepseek-small|ServiceNow GRC", "prompt": "c93-m2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "like ServiceNow GRC or Archer) is typically overkill for a mid-sized B2B company"}, {"id": "mai-20260917-0816-smoke|c93-m2|deepseek-small|Archer", "prompt": "c93-m2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "typically overkill for a mid-sized B2B company — those are built for large enterprises and come with steep cost and complexity"}, {"id": "mai-20260917-0816-smoke|c93-m2|google-small|Vanta", "prompt": "c93-m2", "model": "google-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta (Best Overall & Integration Breadth)** Vanta is the market leader for a reason."}, {"id": "mai-20260917-0816-smoke|c93-m2|google-small|Drata", "prompt": "c93-m2", "model": "google-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Drata is Vanta’s primary competitor and offers a very similar feature set"}, {"id": "mai-20260917-0816-smoke|c93-m2|google-small|Hyperproof", "prompt": "c93-m2", "model": "google-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hyperproof (Best for Juggling Overlapping Frameworks)"}, {"id": "mai-20260917-0816-smoke|c93-m2|google-small|Compyl", "prompt": "c93-m2", "model": "google-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Compyl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Compyl or LogicGate Risk Cloud (Best for Custom Risk & Vendor Management)"}, {"id": "mai-20260917-0816-smoke|c93-m2|google-small|LogicGate Risk Cloud", "prompt": "c93-m2", "model": "google-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Compyl or LogicGate Risk Cloud (Best for Custom Risk & Vendor Management)"}, {"id": "mai-20260917-0816-smoke|c93-m2|meta-small|LogicGate", "prompt": "c93-m2", "model": "meta-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "LogicGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LogicGate - Best for mid-market organizations, starting at approximately $30,000/year."}, {"id": "mai-20260917-0816-smoke|c93-m2|meta-small|Sprinto", "prompt": "c93-m2", "model": "meta-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sprinto - Suitable for cloud-first startups and mid-sized teams looking to get audit-ready quickly."}, {"id": "mai-20260917-0816-smoke|c93-m2|minimax-small|LogicGate", "prompt": "c93-m2", "model": "minimax-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "LogicGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **LogicGate** or **AuditBoard**... I'd recommend starting with **LogicGate**"}, {"id": "mai-20260917-0816-smoke|c93-m2|minimax-small|AuditBoard", "prompt": "c93-m2", "model": "minimax-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AuditBoard** is another strong contender"}, {"id": "mai-20260917-0816-smoke|c93-m2|minimax-small|Vanta", "prompt": "c93-m2", "model": "minimax-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vanta** - Great for continuous monitoring, strong automation"}, {"id": "mai-20260917-0816-smoke|c93-m2|minimax-small|Drata", "prompt": "c93-m2", "model": "minimax-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Drata** - Excellent integrations and real-time tracking"}, {"id": "mai-20260917-0816-smoke|c93-m2|minimax-small|Sprinto", "prompt": "c93-m2", "model": "minimax-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sprinto** - Quick audit-readiness, cloud-first"}, {"id": "mai-20260917-0816-smoke|c93-m2|minimax-small|Riskonnect", "prompt": "c93-m2", "model": "minimax-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Riskonnect** - Best for automated workflows with audit trails"}, {"id": "mai-20260917-0816-smoke|c93-m2|minimax-small|ServiceNow GRC", "prompt": "c93-m2", "model": "minimax-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ServiceNow GRC** - If you're already in the ServiceNow ecosystem"}, {"id": "mai-20260917-0816-smoke|c93-m2|minimax-small|Mitratech Alyne", "prompt": "c93-m2", "model": "minimax-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Mitratech Alyne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Mitratech Alyne** - AI-driven GRC for midsize to enterprises"}, {"id": "mai-20260917-0816-smoke|c93-m2|mistral-small|Sprinto", "prompt": "c93-m2", "model": "mistral-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sprinto** is frequently recommended for cloud-first startups and mid-sized teams looking to get audit-ready quickly"}, {"id": "mai-20260917-0816-smoke|c93-m2|moonshot-small|LogicManager", "prompt": "c93-m2", "model": "moonshot-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "LogicManager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LogicManager** – Best Overall for Mid-Market"}, {"id": "mai-20260917-0816-smoke|c93-m2|moonshot-small|Vanta", "prompt": "c93-m2", "model": "moonshot-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vanta** – Best for Fast Implementation & Automation"}, {"id": "mai-20260917-0816-smoke|c93-m2|moonshot-small|Secureframe", "prompt": "c93-m2", "model": "moonshot-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Secureframe** – Best Budget-Friendly Alternative"}, {"id": "mai-20260917-0816-smoke|c93-m2|moonshot-small|ZenGRC (by Reciprocity)", "prompt": "c93-m2", "model": "moonshot-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ZenGRC (by Reciprocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ZenGRC (by Reciprocity)** – Best for Collaborative Workflows"}, {"id": "mai-20260917-0816-smoke|c93-m2|moonshot-small|Drata", "prompt": "c93-m2", "model": "moonshot-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Direct competitor to Vanta/Drata with heavy automation focus"}, {"id": "mai-20260917-0816-smoke|c93-m2|openai-small|SAI360", "prompt": "c93-m2", "model": "openai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "SAI360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most mid-sized B2B companies:** **SAI360**"}, {"id": "mai-20260917-0816-smoke|c93-m2|openai-small|Drata", "prompt": "c93-m2", "model": "openai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fast-growing SaaS/B2B with compliance-first needs:** **Drata**"}, {"id": "mai-20260917-0816-smoke|c93-m2|openai-small|MetricStream", "prompt": "c93-m2", "model": "openai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a stronger long-term enterprise option, but it may be more than a mid-sized company needs initially"}, {"id": "mai-20260917-0816-smoke|c93-m2|openai-small|ServiceNow GRC", "prompt": "c93-m2", "model": "openai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you already run a lot on ServiceNow:** **ServiceNow GRC** can make sense"}, {"id": "mai-20260917-0816-smoke|c93-m2|xai-small|LogicGate Risk Cloud", "prompt": "c93-m2", "model": "xai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend LogicGate Risk Cloud as a strong GRC tool"}, {"id": "mai-20260917-0816-smoke|c93-m2|xai-small|Vanta", "prompt": "c93-m2", "model": "xai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "between SMB automation tools (like Vanta/Drata) and heavy enterprise platforms"}, {"id": "mai-20260917-0816-smoke|c93-m2|xai-small|Drata", "prompt": "c93-m2", "model": "xai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "between SMB automation tools (like Vanta/Drata) and heavy enterprise platforms"}, {"id": "mai-20260917-0816-smoke|c93-m2|xai-small|ServiceNow", "prompt": "c93-m2", "model": "xai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "heavy enterprise platforms (like ServiceNow)"}, {"id": "mai-20260917-0816-smoke|c93-m2|xai-small|Sprinto", "prompt": "c93-m2", "model": "xai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "great for audit-readiness but lighter on broad risk mgmt"}, {"id": "mai-20260917-0816-smoke|c93-m2|xai-small|Hyperproof", "prompt": "c93-m2", "model": "xai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent for evidence reuse; more enterprise-leaning but works for mid-sized"}, {"id": "mai-20260917-0816-smoke|c93-m2|zai-small|Korinza", "prompt": "c93-m2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Korinza", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top pick:**  \n**Korinza** – purpose‑built for mid‑market firms"}, {"id": "mai-20260917-0816-smoke|c93-m2|zai-small|Secureframe", "prompt": "c93-m2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative strong options:**  \n- **Secureframe**"}, {"id": "mai-20260917-0816-smoke|c93-m2|zai-small|Hyperproof", "prompt": "c93-m2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hyperproof** – evidence‑collection automation, multi‑framework support"}, {"id": "mai-20260917-0816-smoke|c93-m2|zai-small|Orbiq", "prompt": "c93-m2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Orbiq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Orbiq** – modern compliance‑automation platform with GRC capabilities"}, {"id": "mai-20260917-0816-smoke|c93-m2|zai-small|ServiceNow GRC", "prompt": "c93-m2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoids enterprise price tags ($50 K+ for ServiceNow GRC"}, {"id": "mai-20260917-0816-smoke|c93-m2|zai-small|AuditBoard", "prompt": "c93-m2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "custom pricing >$100 K for AuditBoard/MetricStream"}, {"id": "mai-20260917-0816-smoke|c93-m2|zai-small|MetricStream", "prompt": "c93-m2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "custom pricing >$100 K for AuditBoard/MetricStream"}, {"id": "mai-20260917-0816-smoke|c93-m2|zai-small|ZenGRC", "prompt": "c93-m2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ZenGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Alternative strong choices:** **Secureframe**, **Hyperproof**, **Orbiq**, or **ZenGRC**"}, {"id": "mai-20260917-0816-smoke|c93-m2|zai-small|LogicManager", "prompt": "c93-m2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "LogicManager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**LogicManager / OneTrust** (tier‑2 mid‑market)"}, {"id": "mai-20260917-0816-smoke|c93-m2|zai-small|OneTrust", "prompt": "c93-m2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**LogicManager / OneTrust** (tier‑2 mid‑market)"}, {"id": "mai-20260917-0816-smoke|c93-m2|zai-small|Sprinto", "prompt": "c93-m2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**SMB automation** (Secureframe, Hyperproof, Orbiq, Sprinto)"}, {"id": "mai-20260917-0816-smoke|c93-m3|alibaba-small|Vanta", "prompt": "c93-m3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Top Platforms: Vanta, Drata, Hyperproof, Lema"}, {"id": "mai-20260917-0816-smoke|c93-m3|alibaba-small|Drata", "prompt": "c93-m3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top Platforms: Vanta, Drata, Hyperproof, Lema"}, {"id": "mai-20260917-0816-smoke|c93-m3|alibaba-small|Hyperproof", "prompt": "c93-m3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top Platforms: Vanta, Drata, Hyperproof, Lema"}, {"id": "mai-20260917-0816-smoke|c93-m3|alibaba-small|Lema", "prompt": "c93-m3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Lema", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top Platforms: Vanta, Drata, Hyperproof, Lema"}, {"id": "mai-20260917-0816-smoke|c93-m3|alibaba-small|LogicGate", "prompt": "c93-m3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Platforms: LogicGate, Optro, SureCloud, Riskonnect"}, {"id": "mai-20260917-0816-smoke|c93-m3|alibaba-small|Optro", "prompt": "c93-m3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Optro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top Platforms: LogicGate, Optro, SureCloud, Riskonnect"}, {"id": "mai-20260917-0816-smoke|c93-m3|alibaba-small|SureCloud", "prompt": "c93-m3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "SureCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Top Platforms: LogicGate, Optro, SureCloud, Riskonnect"}, {"id": "mai-20260917-0816-smoke|c93-m3|alibaba-small|Riskonnect", "prompt": "c93-m3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Top Platforms: LogicGate, Optro, SureCloud, Riskonnect"}, {"id": "mai-20260917-0816-smoke|c93-m3|alibaba-small|MetricStream", "prompt": "c93-m3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "High cost of ownership and longer implementation cycles (months to years)"}, {"id": "mai-20260917-0816-smoke|c93-m3|alibaba-small|Diligent One (HighBond)", "prompt": "c93-m3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Diligent One (HighBond)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "High cost of ownership and longer implementation cycles (months to years)"}, {"id": "mai-20260917-0816-smoke|c93-m3|alibaba-small|ServiceNow IRM", "prompt": "c93-m3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow IRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "ServiceNow specifically wins out if an enterprise already runs their entire operations on ServiceNow"}, {"id": "mai-20260917-0816-smoke|c93-m3|alibaba-small|Workiva", "prompt": "c93-m3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Primarily focuses on Financial Reporting and Disclosures"}, {"id": "mai-20260917-0816-smoke|c93-m3|alibaba-small|OneTrust", "prompt": "c93-m3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "It is the leader if your primary driver is Data Privacy combined with AI Governance."}, {"id": "mai-20260917-0816-smoke|c93-m3|alibaba-small|Apono", "prompt": "c93-m3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Apono", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "It doesn't replace a GRC suite but handles the real-time enforcement of least privilege access."}, {"id": "mai-20260917-0816-smoke|c93-m3|alibaba-small|Archer", "prompt": "c93-m3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Enterprise Giants (MetricStream/Archer)"}, {"id": "mai-20260917-0816-smoke|c93-m3|anthropic-small|SureCloud", "prompt": "c93-m3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "SureCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The best GRC platforms for 2026 include SureCloud, Vanta, Drata, ISMS.online, Hyperproof, LogicGate, Riskonnect, MetricStream, CoreStream and Decision Focus"}, {"id": "mai-20260917-0816-smoke|c93-m3|anthropic-small|Vanta", "prompt": "c93-m3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "agile, cloud-native options such as Vanta and LogicGate"}, {"id": "mai-20260917-0816-smoke|c93-m3|anthropic-small|Drata", "prompt": "c93-m3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include SureCloud, Vanta, Drata, ISMS.online, Hyperproof"}, {"id": "mai-20260917-0816-smoke|c93-m3|anthropic-small|ISMS.online", "prompt": "c93-m3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ISMS.online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SureCloud, Vanta, Drata, ISMS.online, Hyperproof, LogicGate"}, {"id": "mai-20260917-0816-smoke|c93-m3|anthropic-small|Hyperproof", "prompt": "c93-m3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "top platforms like Hyperproof standing out for their robust framework template library, native AI capabilities, continuous controls monitoring, and seamless integrations"}, {"id": "mai-20260917-0816-smoke|c93-m3|anthropic-small|LogicGate", "prompt": "c93-m3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "agile, cloud-native options such as Vanta and LogicGate"}, {"id": "mai-20260917-0816-smoke|c93-m3|anthropic-small|Riskonnect", "prompt": "c93-m3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "LogicGate, Riskonnect, MetricStream, CoreStream and Decision Focus"}, {"id": "mai-20260917-0816-smoke|c93-m3|anthropic-small|MetricStream", "prompt": "c93-m3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "enterprise-grade platforms like Mitratech, MetricStream, and IBM OpenPages"}, {"id": "mai-20260917-0816-smoke|c93-m3|anthropic-small|CoreStream", "prompt": "c93-m3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "CoreStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Riskonnect, MetricStream, CoreStream and Decision Focus"}, {"id": "mai-20260917-0816-smoke|c93-m3|anthropic-small|Decision Focus", "prompt": "c93-m3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Decision Focus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "CoreStream and Decision Focus, each suited to a different GRC maturity level"}, {"id": "mai-20260917-0816-smoke|c93-m3|anthropic-small|Mitratech", "prompt": "c93-m3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Mitratech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "highly configurable, enterprise-grade platforms like Mitratech, MetricStream, and IBM OpenPages"}, {"id": "mai-20260917-0816-smoke|c93-m3|anthropic-small|IBM OpenPages", "prompt": "c93-m3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "enterprise-grade platforms like Mitratech, MetricStream, and IBM OpenPages"}, {"id": "mai-20260917-0816-smoke|c93-m3|anthropic-small|Optro", "prompt": "c93-m3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Optro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Optro is built for large enterprises that run internal audit, SOX, IT risk, and third-party risk as connected programs"}, {"id": "mai-20260917-0816-smoke|c93-m3|challenger-small|MetricStream", "prompt": "c93-m3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Broad enterprise GRC coverage with advanced AI and strong analyst recognition."}, {"id": "mai-20260917-0816-smoke|c93-m3|challenger-small|ServiceNow GRC", "prompt": "c93-m3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deep integration with IT workflows and ServiceNow ecosystem."}, {"id": "mai-20260917-0816-smoke|c93-m3|challenger-small|AuditBoard", "prompt": "c93-m3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong audit and continuous control monitoring focus."}, {"id": "mai-20260917-0816-smoke|c93-m3|challenger-small|LogicGate", "prompt": "c93-m3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flexible, no-code workflow design for custom GRC processes."}, {"id": "mai-20260917-0816-smoke|c93-m3|challenger-small|Archer (RSA)", "prompt": "c93-m3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Archer (RSA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Longstanding, enterprise-grade ERM and complex program support."}, {"id": "mai-20260917-0816-smoke|c93-m3|challenger-small|OneTrust", "prompt": "c93-m3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Combines privacy, third-party risk, and broader trust/compliance modules."}, {"id": "mai-20260917-0816-smoke|c93-m3|challenger-small|Workiva", "prompt": "c93-m3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong in reporting, disclosure, and audit/ESG workflows."}, {"id": "mai-20260917-0816-smoke|c93-m3|challenger-small|IBM OpenPages", "prompt": "c93-m3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Watson AI and regulatory mapping for broad risk management."}, {"id": "mai-20260917-0816-smoke|c93-m3|challenger-small|Hyperproof", "prompt": "c93-m3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Emphasis on continuous compliance and automated evidence collection."}, {"id": "mai-20260917-0816-smoke|c93-m3|challenger-small|Vanta", "prompt": "c93-m3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Fast compliance automation for SOC 2, ISO 27001, and similar frameworks."}, {"id": "mai-20260917-0816-smoke|c93-m3|challenger-small|Drata", "prompt": "c93-m3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Similar to Vanta, with a focus on speed to certification and evidence automation."}, {"id": "mai-20260917-0816-smoke|c93-m3|challenger-small|Diligent One/HighBond", "prompt": "c93-m3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Diligent One/HighBond", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**AuditBoard** and some **Diligent One/HighBond** deployments"}, {"id": "mai-20260917-0816-smoke|c93-m3|deepseek-small|MetricStream", "prompt": "c93-m3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Large regulated enterprise (banking, healthcare)?** → MetricStream, Archer"}, {"id": "mai-20260917-0816-smoke|c93-m3|deepseek-small|ServiceNow GRC/IRM", "prompt": "c93-m3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow GRC/IRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Already on ServiceNow?** → ServiceNow GRC/IRM"}, {"id": "mai-20260917-0816-smoke|c93-m3|deepseek-small|Archer (RSA)", "prompt": "c93-m3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Archer (RSA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fortune 100 programs needing on-prem options | High configurability, pre-built use-case packages"}, {"id": "mai-20260917-0816-smoke|c93-m3|deepseek-small|OneTrust GRC", "prompt": "c93-m3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Privacy-heavy (GDPR, DORA, AI governance) focus?** → OneTrust"}, {"id": "mai-20260917-0816-smoke|c93-m3|deepseek-small|AuditBoard (Optro)", "prompt": "c93-m3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Internal audit & SOX compliance | Deepest audit-management heritage"}, {"id": "mai-20260917-0816-smoke|c93-m3|deepseek-small|LogicGate Risk Cloud", "prompt": "c93-m3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mid-market needing multi-framework compliance without enterprise cost?** → LogicGate, AuditBoard, ZenGRC, Hyperproof"}, {"id": "mai-20260917-0816-smoke|c93-m3|deepseek-small|ZenGRC", "prompt": "c93-m3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ZenGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Businesses of all sizes | Simplest, most user-friendly interface"}, {"id": "mai-20260917-0816-smoke|c93-m3|deepseek-small|Hyperproof", "prompt": "c93-m3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Lean security/compliance teams | Automates evidence collection for continuous compliance"}, {"id": "mai-20260917-0816-smoke|c93-m3|deepseek-small|Vanta", "prompt": "c93-m3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Small SaaS/startup chasing SOC 2/ISO quickly?** → Vanta, Drata, Secureframe"}, {"id": "mai-20260917-0816-smoke|c93-m3|deepseek-small|Drata", "prompt": "c93-m3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Multi-framework startups/SMBs | Continuous monitoring UX, automation"}, {"id": "mai-20260917-0816-smoke|c93-m3|deepseek-small|Secureframe", "prompt": "c93-m3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "SMBs wanting guided onboarding | Guided implementation"}, {"id": "mai-20260917-0816-smoke|c93-m3|google-small|ServiceNow Integrated Risk Management (IRM)", "prompt": "c93-m3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow Integrated Risk Management (IRM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "GRC built directly into your IT and operational service workflows."}, {"id": "mai-20260917-0816-smoke|c93-m3|google-small|Archer (formerly RSA Archer)", "prompt": "c93-m3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Archer (formerly RSA Archer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The long-standing gold standard for enterprise-wide risk management."}, {"id": "mai-20260917-0816-smoke|c93-m3|google-small|MetricStream", "prompt": "c93-m3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "An \"AI-first\" connected GRC platform."}, {"id": "mai-20260917-0816-smoke|c93-m3|google-small|LogicGate Risk Cloud", "prompt": "c93-m3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A flexible, \"no-code\" workflow builder for customized GRC programs."}, {"id": "mai-20260917-0816-smoke|c93-m3|google-small|AuditBoard", "prompt": "c93-m3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The ultimate platform for internal audit, SOX compliance, and risk teams."}, {"id": "mai-20260917-0816-smoke|c93-m3|google-small|Diligent (Diligent One Platform)", "prompt": "c93-m3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Diligent (Diligent One Platform)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Board-ready governance and risk intelligence."}, {"id": "mai-20260917-0816-smoke|c93-m3|google-small|Workiva", "prompt": "c93-m3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Connected reporting and compliance for SEC filings, SOX, and ESG."}, {"id": "mai-20260917-0816-smoke|c93-m3|google-small|Vanta", "prompt": "c93-m3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The leaders in continuous compliance automation."}, {"id": "mai-20260917-0816-smoke|c93-m3|google-small|Drata", "prompt": "c93-m3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "The leaders in continuous compliance automation."}, {"id": "mai-20260917-0816-smoke|c93-m3|google-small|OneTrust", "prompt": "c93-m3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "The global leader in data privacy GRC, consent management, and data mapping."}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|Mitratech Alyne", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|RapidFireTools Compliance Manager GRC", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "RapidFireTools Compliance Manager GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|Optro", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Optro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|Vanta", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|Drata", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|Compyl", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Compyl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|Hyperproof", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|LogicGate", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|OneTrust", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|SoftExpert GRC", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "SoftExpert GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|Diligent", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|MetricStream", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|Riskonnect", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|Workiva", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|Archer IRM", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Archer IRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|SureCloud", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "SureCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|ISMS.online", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ISMS.online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|CoreStream", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "CoreStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|meta-small|Decision Focus", "prompt": "c93-m3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Decision Focus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Some of the top GRC platforms include:"}, {"id": "mai-20260917-0816-smoke|c93-m3|minimax-small|ServiceNow GRC", "prompt": "c93-m3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**ServiceNow GRC** | Organizations already using ServiceNow | Deep workflow automation and IT Service Management integration"}, {"id": "mai-20260917-0816-smoke|c93-m3|minimax-small|Archer (RSA)", "prompt": "c93-m3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Archer (RSA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Archer (RSA)** | Highly regulated, process-heavy enterprises | Comprehensive enterprise GRC across multiple domains"}, {"id": "mai-20260917-0816-smoke|c93-m3|minimax-small|MetricStream", "prompt": "c93-m3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**MetricStream** | Global enterprises with mature, cross-functional GRC programs"}, {"id": "mai-20260917-0816-smoke|c93-m3|minimax-small|OneTrust", "prompt": "c93-m3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**OneTrust** | Organizations needing privacy and AI governance alongside GRC"}, {"id": "mai-20260917-0816-smoke|c93-m3|minimax-small|SAP GRC", "prompt": "c93-m3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "SAP GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SAP GRC** | Organizations using SAP ecosystem | Deep integration with SAP ERP"}, {"id": "mai-20260917-0816-smoke|c93-m3|minimax-small|LogicGate Risk Cloud", "prompt": "c93-m3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**LogicGate Risk Cloud** | Mid-market organizations needing flexibility | No-code workflow builder"}, {"id": "mai-20260917-0816-smoke|c93-m3|minimax-small|Hyperproof", "prompt": "c93-m3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Hyperproof** | Lean security teams wanting automation | 140+ frameworks"}, {"id": "mai-20260917-0816-smoke|c93-m3|minimax-small|AuditBoard (Optro)", "prompt": "c93-m3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**AuditBoard (Optro)** | Fortune 500 audit programs | Trusted by 50%+ of Fortune 500"}, {"id": "mai-20260917-0816-smoke|c93-m3|minimax-small|Diligent (Galvanize)", "prompt": "c93-m3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Diligent (Galvanize)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Diligent (Galvanize)** | Midsize to large enterprises | AI-driven GRC"}, {"id": "mai-20260917-0816-smoke|c93-m3|minimax-small|Mitratech Alyne", "prompt": "c93-m3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Mitratech Alyne** | Midsize to large enterprises | AI-driven risk quantification"}, {"id": "mai-20260917-0816-smoke|c93-m3|minimax-small|Vanta", "prompt": "c93-m3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Vanta, Drata lead in automated evidence collection and continuous compliance"}, {"id": "mai-20260917-0816-smoke|c93-m3|minimax-small|Drata", "prompt": "c93-m3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Vanta, Drata lead in automated evidence collection and continuous compliance"}, {"id": "mai-20260917-0816-smoke|c93-m3|minimax-small|Sprinto", "prompt": "c93-m3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Sprinto** | Startups managing compliance | Simplified compliance for growing companies"}, {"id": "mai-20260917-0816-smoke|c93-m3|minimax-small|ComplyJet", "prompt": "c93-m3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ComplyJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**ComplyJet** | Startups, first-time compliance | Flat pricing"}, {"id": "mai-20260917-0816-smoke|c93-m3|mistral-small|ServiceNow GRC", "prompt": "c93-m3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Large enterprises with complex compliance needs"}, {"id": "mai-20260917-0816-smoke|c93-m3|mistral-small|OneTrust", "prompt": "c93-m3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong in privacy and AI, making it unique for companies prioritizing these areas."}, {"id": "mai-20260917-0816-smoke|c93-m3|mistral-small|MetricStream", "prompt": "c93-m3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Highly customizable and scalable for large, complex organizations."}, {"id": "mai-20260917-0816-smoke|c93-m3|mistral-small|Archer (by RSA Archer)", "prompt": "c93-m3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Archer (by RSA Archer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mature platform with deep functionality for highly regulated industries."}, {"id": "mai-20260917-0816-smoke|c93-m3|mistral-small|IBM OpenPages", "prompt": "c93-m3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong AI and analytics capabilities, part of IBM's ecosystem."}, {"id": "mai-20260917-0816-smoke|c93-m3|mistral-small|LogicGate Risk Cloud", "prompt": "c93-m3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "User-friendly, customizable, and designed for mid-market companies."}, {"id": "mai-20260917-0816-smoke|c93-m3|mistral-small|Hyperproof", "prompt": "c93-m3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on automation and ease of use for smaller teams."}, {"id": "mai-20260917-0816-smoke|c93-m3|mistral-small|ZenGRC by RiskOptics", "prompt": "c93-m3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ZenGRC by RiskOptics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cloud-native, designed for large-scale GRC needs."}, {"id": "mai-20260917-0816-smoke|c93-m3|mistral-small|SAI360", "prompt": "c93-m3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "SAI360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Broader scope beyond traditional GRC, including EHS&S and learning management."}, {"id": "mai-20260917-0816-smoke|c93-m3|mistral-small|SAP GRC", "prompt": "c93-m3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "SAP GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for SAP-centric environments."}, {"id": "mai-20260917-0816-smoke|c93-m3|moonshot-small|MetricStream", "prompt": "c93-m3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. MetricStream**\n- **Best for:** Large enterprises, regulated industries, Fortune 500 companies"}, {"id": "mai-20260917-0816-smoke|c93-m3|moonshot-small|ServiceNow IRM (Integrated Risk Management)", "prompt": "c93-m3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow IRM (Integrated Risk Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Organizations already using ServiceNow"}, {"id": "mai-20260917-0816-smoke|c93-m3|moonshot-small|Archer (RSA)", "prompt": "c93-m3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Archer (RSA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fortune 500 with mature GRC?** → MetricStream or Archer"}, {"id": "mai-20260917-0816-smoke|c93-m3|moonshot-small|AuditBoard (Optro)", "prompt": "c93-m3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Audit-first organization?** → AuditBoard"}, {"id": "mai-20260917-0816-smoke|c93-m3|moonshot-small|LogicGate Risk Cloud", "prompt": "c93-m3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need flexibility without coding?** → LogicGate"}, {"id": "mai-20260917-0816-smoke|c93-m3|moonshot-small|OneTrust", "prompt": "c93-m3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Privacy + AI governance critical?** → OneTrust"}, {"id": "mai-20260917-0816-smoke|c93-m3|moonshot-small|Hyperproof", "prompt": "c93-m3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Mid-market teams with 5+ compliance frameworks"}, {"id": "mai-20260917-0816-smoke|c93-m3|moonshot-small|Vanta", "prompt": "c93-m3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SaaS startup needing SOC 2 fast?** → Vanta or Drata"}, {"id": "mai-20260917-0816-smoke|c93-m3|moonshot-small|Drata", "prompt": "c93-m3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SaaS startup needing SOC 2 fast?** → Vanta or Drata"}, {"id": "mai-20260917-0816-smoke|c93-m3|moonshot-small|Sprinto", "prompt": "c93-m3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Vanta / Drata / Sprinto**\n- **Best for:** Startups and SaaS companies needing automated compliance"}, {"id": "mai-20260917-0816-smoke|c93-m3|openai-small|ServiceNow GRC", "prompt": "c93-m3", "model": "openai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **workflow automation across the enterprise**, start with **ServiceNow**."}, {"id": "mai-20260917-0816-smoke|c93-m3|openai-small|MetricStream", "prompt": "c93-m3", "model": "openai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want **deep enterprise GRC** with broad module coverage, look at **MetricStream**."}, {"id": "mai-20260917-0816-smoke|c93-m3|openai-small|Diligent", "prompt": "c93-m3", "model": "openai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you care most about **board governance and executive visibility**, consider **Diligent**."}, {"id": "mai-20260917-0816-smoke|c93-m3|openai-small|SAP GRC", "prompt": "c93-m3", "model": "openai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "SAP GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're **SAP-heavy**, prioritize **SAP GRC**."}, {"id": "mai-20260917-0816-smoke|c93-m3|openai-small|SAI360", "prompt": "c93-m3", "model": "openai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "SAI360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want to **match tool to a specific GRC job**, look at **SAI360**."}, {"id": "mai-20260917-0816-smoke|c93-m3|xai-small|RSA Archer (now Archer IRA)", "prompt": "c93-m3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "RSA Archer (now Archer IRA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Highly configurable for complex, process-heavy enterprises."}, {"id": "mai-20260917-0816-smoke|c93-m3|xai-small|MetricStream", "prompt": "c93-m3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "MetricStream for AI/reg-heavy"}, {"id": "mai-20260917-0816-smoke|c93-m3|xai-small|ServiceNow Governance, Risk, and Compliance (GRC/IRM)", "prompt": "c93-m3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow Governance, Risk, and Compliance (GRC/IRM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ServiceNow if integrated"}, {"id": "mai-20260917-0816-smoke|c93-m3|xai-small|LogicGate Risk Cloud", "prompt": "c93-m3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "LogicGate for flexibility"}, {"id": "mai-20260917-0816-smoke|c93-m3|xai-small|OneTrust", "prompt": "c93-m3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "OneTrust shines in privacy/TPRM"}, {"id": "mai-20260917-0816-smoke|c93-m3|xai-small|AuditBoard", "prompt": "c93-m3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focused on audit, SOX, and internal controls."}, {"id": "mai-20260917-0816-smoke|c93-m3|xai-small|Hyperproof", "prompt": "c93-m3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Evidence automation and compliance ops for lean teams."}, {"id": "mai-20260917-0816-smoke|c93-m3|xai-small|NAVEX One", "prompt": "c93-m3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "NAVEX One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "frequent mentions for ethics, audit, and analytics"}, {"id": "mai-20260917-0816-smoke|c93-m3|xai-small|Diligent HighBond", "prompt": "c93-m3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Diligent HighBond", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "frequent mentions for ethics, audit, and analytics"}, {"id": "mai-20260917-0816-smoke|c93-m3|xai-small|IBM OpenPages", "prompt": "c93-m3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other notables: IBM OpenPages"}, {"id": "mai-20260917-0816-smoke|c93-m3|xai-small|ZenGRC (Riskonnect)", "prompt": "c93-m3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ZenGRC (Riskonnect)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other notables: ... ZenGRC (Riskonnect)"}, {"id": "mai-20260917-0816-smoke|c93-m3|xai-small|SAI360", "prompt": "c93-m3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "SAI360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Other notables: ... SAI360"}, {"id": "mai-20260917-0816-smoke|c93-m3|xai-small|Centraleyes", "prompt": "c93-m3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Centraleyes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Centraleyes (AI-native)"}, {"id": "mai-20260917-0816-smoke|c93-m3|xai-small|Vanta", "prompt": "c93-m3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "compliance-focused like Vanta/Drata (more for SOC 2/ISO startups)"}, {"id": "mai-20260917-0816-smoke|c93-m3|xai-small|Drata", "prompt": "c93-m3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "compliance-focused like Vanta/Drata (more for SOC 2/ISO startups)"}, {"id": "mai-20260917-0816-smoke|c93-m3|zai-small|OneTrust", "prompt": "c93-m3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**If you need Privacy & ESG:** Choose **OneTrust**."}, {"id": "mai-20260917-0816-smoke|c93-m3|zai-small|MetricStream", "prompt": "c93-m3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you are a Bank/Insurance:** Choose **MetricStream**."}, {"id": "mai-20260917-0816-smoke|c93-m3|zai-small|ServiceNow IRM", "prompt": "c93-m3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow IRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you run on ServiceNow:** Choose **ServiceNow IRM**."}, {"id": "mai-20260917-0816-smoke|c93-m3|zai-small|RSA Archer", "prompt": "c93-m3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "RSA Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For:** Organizations needing a highly **customizable, modular database-driven** platform."}, {"id": "mai-20260917-0816-smoke|c93-m3|zai-small|ZenGRC", "prompt": "c93-m3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ZenGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ZenGRC is widely recognized for its simplicity and \"flat-rate\" pricing model."}, {"id": "mai-20260917-0816-smoke|c93-m3|zai-small|AuditBoard", "prompt": "c93-m3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AuditBoard is a market leader specifically in the audit management space."}, {"id": "mai-20260917-0816-smoke|c93-m3|zai-small|Vanta", "prompt": "c93-m3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If you are a SaaS startup:** Choose **Vanta, Drata, or ZenGRC**."}, {"id": "mai-20260917-0816-smoke|c93-m3|zai-small|Drata", "prompt": "c93-m3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**If you are a SaaS startup:** Choose **Vanta, Drata, or ZenGRC**."}, {"id": "mai-20260917-0816-smoke|c93-m3|zai-small|Secureframe", "prompt": "c93-m3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Vanta, Drata, and Secureframe** ... These platforms are \"continuous compliance\" tools."}, {"id": "mai-20260917-0816-smoke|c93-m4|alibaba-small|AdaptiveGRC", "prompt": "c93-m4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "AdaptiveGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For: Small businesses looking for a strong all-rounder... cost-effective alternative to major enterprise suites."}, {"id": "mai-20260917-0816-smoke|c93-m4|alibaba-small|Ethicontrol", "prompt": "c93-m4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "Ethicontrol", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with the free tier of RealCSO** or exploring **Ethicontrol\\u2019s** fixed low-cost model is often the safest entry point"}, {"id": "mai-20260917-0816-smoke|c93-m4|alibaba-small|RealCSO", "prompt": "c93-m4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "RealCSO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small businesses with very limited funds, **starting with the free tier of RealCSO**"}, {"id": "mai-20260917-0816-smoke|c93-m4|alibaba-small|SimpleRisk", "prompt": "c93-m4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "SimpleRisk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SimpleRisk, in particular, is known for being SMB-friendly."}, {"id": "mai-20260917-0816-smoke|c93-m4|alibaba-small|Hyperproof", "prompt": "c93-m4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Frequently recommended in community forums ... for balancing cost with powerful automation features."}, {"id": "mai-20260917-0816-smoke|c93-m4|alibaba-small|Kopexa", "prompt": "c93-m4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "Kopexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A modern platform designed specifically to replace spreadsheets... emphasizes usability and affordability for SMBs."}, {"id": "mai-20260917-0816-smoke|c93-m4|anthropic-small|Sprinto", "prompt": "c93-m4", "model": "anthropic-small", "cat": "grc-platforms", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sprinto** is the most recommended option for budget-conscious organizations."}, {"id": "mai-20260917-0816-smoke|c93-m4|anthropic-small|Vanta", "prompt": "c93-m4", "model": "anthropic-small", "cat": "grc-platforms", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vanta and Drata** are also viable options with more modest pricing."}, {"id": "mai-20260917-0816-smoke|c93-m4|anthropic-small|Drata", "prompt": "c93-m4", "model": "anthropic-small", "cat": "grc-platforms", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vanta and Drata** are also viable options with more modest pricing."}, {"id": "mai-20260917-0816-smoke|c93-m4|anthropic-small|LogicManager", "prompt": "c93-m4", "model": "anthropic-small", "cat": "grc-platforms", "variant": "budget", "raw": "LogicManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LogicManager** is another good fit for mid-market organizations."}, {"id": "mai-20260917-0816-smoke|c93-m4|challenger-small|SimpleRisk", "prompt": "c93-m4", "model": "challenger-small", "cat": "grc-platforms", "variant": "budget", "raw": "SimpleRisk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **single best pick on value**, **SimpleRisk** is a strong default"}, {"id": "mai-20260917-0816-smoke|c93-m4|challenger-small|Kopexa", "prompt": "c93-m4", "model": "challenger-small", "cat": "grc-platforms", "variant": "budget", "raw": "Kopexa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "are the most budget-oriented candidates"}, {"id": "mai-20260917-0816-smoke|c93-m4|challenger-small|Eramba", "prompt": "c93-m4", "model": "challenger-small", "cat": "grc-platforms", "variant": "budget", "raw": "Eramba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best open-source / low-cost option to investigate:** **Eramba**"}, {"id": "mai-20260917-0816-smoke|c93-m4|challenger-small|Ethicontrol", "prompt": "c93-m4", "model": "challenger-small", "cat": "grc-platforms", "variant": "budget", "raw": "Ethicontrol", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lowest listed monthly price:** **Ethicontrol** at **$399/month**"}, {"id": "mai-20260917-0816-smoke|c93-m4|challenger-small|RealCISO", "prompt": "c93-m4", "model": "challenger-small", "cat": "grc-platforms", "variant": "budget", "raw": "RealCISO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cheapest obvious entry point:** **RealCISO** free tier, then **$3,600/year**"}, {"id": "mai-20260917-0816-smoke|c93-m4|challenger-small|AdaptiveGRC", "prompt": "c93-m4", "model": "challenger-small", "cat": "grc-platforms", "variant": "budget", "raw": "AdaptiveGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "rated highly in the SMB list, but the result set does not show transparent pricing for it"}, {"id": "mai-20260917-0816-smoke|c93-m4|deepseek-small|SimpleRisk", "prompt": "c93-m4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "SimpleRisk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a genuinely limited budget, **SimpleRisk** is the standout choice — its core platform is **free, open source, with unlimited users**"}, {"id": "mai-20260917-0816-smoke|c93-m4|deepseek-small|Sprinto", "prompt": "c93-m4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Low-cost managed SaaS:** **Sprinto** (best value, no per-seat fees)"}, {"id": "mai-20260917-0816-smoke|c93-m4|deepseek-small|Scrut Automation", "prompt": "c93-m4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sprinto** and **Scrut Automation** offer the most budget-friendly entry points"}, {"id": "mai-20260917-0816-smoke|c93-m4|deepseek-small|Secureframe", "prompt": "c93-m4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "~$7.5K/year | Aggressive pricing, AI remediation"}, {"id": "mai-20260917-0816-smoke|c93-m4|deepseek-small|Drata", "prompt": "c93-m4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong automation; engineering-led teams"}, {"id": "mai-20260917-0816-smoke|c93-m4|deepseek-small|ComplyJet", "prompt": "c93-m4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "ComplyJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "From $5K/year | Flat pricing; good for startups' first compliance"}, {"id": "mai-20260917-0816-smoke|c93-m4|deepseek-small|Vanta", "prompt": "c93-m4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Vanta** (~$10K–$50K/year) ... are enterprise-tier and will far exceed most limited budgets"}, {"id": "mai-20260917-0816-smoke|c93-m4|deepseek-small|OneTrust", "prompt": "c93-m4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**OneTrust, MetricStream, ServiceNow GRC** ($30K–$150K+/year) are enterprise-tier and will far exceed most limited budgets"}, {"id": "mai-20260917-0816-smoke|c93-m4|deepseek-small|MetricStream", "prompt": "c93-m4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "enterprise-tier and will far exceed most limited budgets"}, {"id": "mai-20260917-0816-smoke|c93-m4|deepseek-small|ServiceNow GRC", "prompt": "c93-m4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "ServiceNow GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "enterprise-tier and will far exceed most limited budgets"}, {"id": "mai-20260917-0816-smoke|c93-m4|deepseek-small|Hyperproof", "prompt": "c93-m4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Hyperproof** is popular but quote-only pricing and typically starts around **$12K/year** — generally not budget-friendly."}, {"id": "mai-20260917-0816-smoke|c93-m4|google-small|ServiceNow", "prompt": "c93-m4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "enterprise suites like ServiceNow, OneTrust, or MetricStream (which often cost six figures and require months of setup) are out of the question"}, {"id": "mai-20260917-0816-smoke|c93-m4|google-small|OneTrust", "prompt": "c93-m4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "enterprise suites like ServiceNow, OneTrust, or MetricStream ... are out of the question"}, {"id": "mai-20260917-0816-smoke|c93-m4|google-small|MetricStream", "prompt": "c93-m4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "enterprise suites like ServiceNow, OneTrust, or MetricStream ... are out of the question"}, {"id": "mai-20260917-0816-smoke|c93-m4|google-small|CISO Assistant (by Intuitem)", "prompt": "c93-m4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "CISO Assistant (by Intuitem)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want a modern, beautiful, and completely free GRC tool (and can self-host): Go with **CISO Assistant**."}, {"id": "mai-20260917-0816-smoke|c93-m4|google-small|SimpleRisk", "prompt": "c93-m4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "SimpleRisk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a proven risk register with cheap, flat-rate upgrade paths: Go with **SimpleRisk**."}, {"id": "mai-20260917-0816-smoke|c93-m4|google-small|Eramba", "prompt": "c93-m4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "Eramba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Eramba offers a **free, self-hosted Community Edition**"}, {"id": "mai-20260917-0816-smoke|c93-m4|google-small|Sprinto", "prompt": "c93-m4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need to pass a SOC 2 / ISO 27001 audit ASAP and have some budget: Go with **Sprinto**"}, {"id": "mai-20260917-0816-smoke|c93-m4|google-small|RealCISO", "prompt": "c93-m4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "RealCISO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "It offers very low-barrier, transparent pricing to upgrade to their full platform, making it a great alternative"}, {"id": "mai-20260917-0816-smoke|c93-m4|google-small|Drata", "prompt": "c93-m4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "fewer complex, continuous-monitoring automations compared to platforms like Drata or Vanta"}, {"id": "mai-20260917-0816-smoke|c93-m4|google-small|Vanta", "prompt": "c93-m4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "compared to platforms like Drata or Vanta"}, {"id": "mai-20260917-0816-smoke|c93-m4|google-small|Baserow", "prompt": "c93-m4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "Baserow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "use a free/cheap tier of **Baserow** (an open-source Airtable alternative)"}, {"id": "mai-20260917-0816-smoke|c93-m4|google-small|Airtable", "prompt": "c93-m4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "No-Code Databases (Baserow or Airtable)"}, {"id": "mai-20260917-0816-smoke|c93-m4|google-small|CIS CSAT (Cybersecurity Assessment Tool)", "prompt": "c93-m4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "CIS CSAT (Cybersecurity Assessment Tool)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "pair Google Sheets with the free **CIS CSAT (Cybersecurity Assessment Tool)**"}, {"id": "mai-20260917-0816-smoke|c93-m4|meta-small|SimpleRisk", "prompt": "c93-m4", "model": "meta-small", "cat": "grc-platforms", "variant": "budget", "raw": "SimpleRisk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one that offers basic GRC capabilities for small teams, such as SimpleRisk, Hyperproof, or LogicGate"}, {"id": "mai-20260917-0816-smoke|c93-m4|meta-small|Hyperproof", "prompt": "c93-m4", "model": "meta-small", "cat": "grc-platforms", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as SimpleRisk, Hyperproof, or LogicGate. These platforms provide low-cost or open-source options"}, {"id": "mai-20260917-0816-smoke|c93-m4|meta-small|LogicGate", "prompt": "c93-m4", "model": "meta-small", "cat": "grc-platforms", "variant": "budget", "raw": "LogicGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "such as SimpleRisk, Hyperproof, or LogicGate. These platforms provide low-cost or open-source options"}, {"id": "mai-20260917-0816-smoke|c93-m4|minimax-small|Ethicontrol", "prompt": "c93-m4", "model": "minimax-small", "cat": "grc-platforms", "variant": "budget", "raw": "Ethicontrol", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Featured as the \"budget choice\" in recent reviews"}, {"id": "mai-20260917-0816-smoke|c93-m4|minimax-small|RealCISO", "prompt": "c93-m4", "model": "minimax-small", "cat": "grc-platforms", "variant": "budget", "raw": "RealCISO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for companies just starting with compliance"}, {"id": "mai-20260917-0816-smoke|c93-m4|minimax-small|SimpleRisk", "prompt": "c93-m4", "model": "minimax-small", "cat": "grc-platforms", "variant": "budget", "raw": "SimpleRisk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "starting with free tiers or open-source options like SimpleRisk is recommended"}, {"id": "mai-20260917-0816-smoke|c93-m4|minimax-small|Hyperproof", "prompt": "c93-m4", "model": "minimax-small", "cat": "grc-platforms", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for growing companies pursuing multiple certifications"}, {"id": "mai-20260917-0816-smoke|c93-m4|minimax-small|Drata", "prompt": "c93-m4", "model": "minimax-small", "cat": "grc-platforms", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Popular for startups pursuing compliance"}, {"id": "mai-20260917-0816-smoke|c93-m4|mistral-small|Sprinto", "prompt": "c93-m4", "model": "mistral-small", "cat": "grc-platforms", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Described as ideal for small and medium businesses... making it a strong choice for SMBs with budget constraints."}, {"id": "mai-20260917-0816-smoke|c93-m4|mistral-small|Ethicontrol", "prompt": "c93-m4", "model": "mistral-small", "cat": "grc-platforms", "variant": "budget", "raw": "Ethicontrol", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "consider Ethicontrol for its low monthly cost"}, {"id": "mai-20260917-0816-smoke|c93-m4|mistral-small|RealCISO Essentials", "prompt": "c93-m4", "model": "mistral-small", "cat": "grc-platforms", "variant": "budget", "raw": "RealCISO Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "RealCISO for a free entry point and low-cost annual plan"}, {"id": "mai-20260917-0816-smoke|c93-m4|mistral-small|IBM OpenPages Essentials", "prompt": "c93-m4", "model": "mistral-small", "cat": "grc-platforms", "variant": "budget", "raw": "IBM OpenPages Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a more established name with scalable pricing, IBM OpenPages Essentials is also worth considering."}, {"id": "mai-20260917-0816-smoke|c93-m4|mistral-small|Governance360", "prompt": "c93-m4", "model": "mistral-small", "cat": "grc-platforms", "variant": "budget", "raw": "Governance360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A simple, user-friendly board governance portal designed for smaller organizations."}, {"id": "mai-20260917-0816-smoke|c93-m4|moonshot-small|SimpleRisk", "prompt": "c93-m4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "SimpleRisk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For absolute minimal budget:** Start with **SimpleRisk (free)**"}, {"id": "mai-20260917-0816-smoke|c93-m4|moonshot-small|RealCISO", "prompt": "c93-m4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "RealCISO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For small teams needing guidance:** **RealCISO** offers the best free-to-paid transition with AI assistance."}, {"id": "mai-20260917-0816-smoke|c93-m4|moonshot-small|Eramba", "prompt": "c93-m4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "Eramba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Eramba Community Edition** if you have technical resources to self-host"}, {"id": "mai-20260917-0816-smoke|c93-m4|moonshot-small|Hyperproof", "prompt": "c93-m4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hyperproof** provides good value for automated compliance monitoring"}, {"id": "mai-20260917-0816-smoke|c93-m4|moonshot-small|Ethicontrol", "prompt": "c93-m4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "Ethicontrol", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pricing:** $399/month (~$4,800/year) - **Best for:** Budget-conscious companies needing basic GRC features"}, {"id": "mai-20260917-0816-smoke|c93-m4|openai-small|TeamMate Risk & Compliance", "prompt": "c93-m4", "model": "openai-small", "cat": "grc-platforms", "variant": "budget", "raw": "TeamMate Risk & Compliance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall budget pick:** **TeamMate Risk & Compliance** if you need a real GRC platform with stronger compliance/risk workflows."}, {"id": "mai-20260917-0816-smoke|c93-m4|openai-small|Mitti (by SafetyCulture)", "prompt": "c93-m4", "model": "openai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if budget is extremely tight:** **Mitti (SafetyCulture)** or another free-plan tool, if your needs are simpler"}, {"id": "mai-20260917-0816-smoke|c93-m4|openai-small|6clicks", "prompt": "c93-m4", "model": "openai-small", "cat": "grc-platforms", "variant": "budget", "raw": "6clicks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Good SMB-friendly alternative:** **6clicks**, which Software Advice highlights as suitable for small businesses"}, {"id": "mai-20260917-0816-smoke|c93-m4|xai-small|SimpleRisk", "prompt": "c93-m4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "SimpleRisk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SimpleRisk (Top Recommendation for Truly Limited Budgets)"}, {"id": "mai-20260917-0816-smoke|c93-m4|xai-small|Eramba", "prompt": "c93-m4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Eramba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Eramba (Strong Free Alternative)"}, {"id": "mai-20260917-0816-smoke|c93-m4|xai-small|RealCISO", "prompt": "c93-m4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "RealCISO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Low-Cost SaaS with Free Tier"}, {"id": "mai-20260917-0816-smoke|c93-m4|xai-small|Hyperproof", "prompt": "c93-m4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Hyperproof (affordable but quote-based, ~$7.5k+)"}, {"id": "mai-20260917-0816-smoke|c93-m4|xai-small|Vanta", "prompt": "c93-m4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid enterprise tools like Vanta/Drata (often $10k+)"}, {"id": "mai-20260917-0816-smoke|c93-m4|xai-small|Drata", "prompt": "c93-m4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid enterprise tools like Vanta/Drata (often $10k+)"}, {"id": "mai-20260917-0816-smoke|c93-m4|xai-small|Ethicontrol", "prompt": "c93-m4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Ethicontrol", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Ethicontrol (~$400+/mo) is ethics-focused, not full GRC."}, {"id": "mai-20260917-0816-smoke|c93-m4|zai-small|Ethicontrol", "prompt": "c93-m4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Ethicontrol", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you prefer a commercial solution on a tight budget: Start with Ethicontrol or SimpleRisk (free core)"}, {"id": "mai-20260917-0816-smoke|c93-m4|zai-small|RealCiso", "prompt": "c93-m4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "RealCiso", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Free to $3,600/year | Startups and small teams; free tier with basic features"}, {"id": "mai-20260917-0816-smoke|c93-m4|zai-small|SimpleRisk", "prompt": "c93-m4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "SimpleRisk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with Ethicontrol or SimpleRisk (free core)"}, {"id": "mai-20260917-0816-smoke|c93-m4|zai-small|Hyperproof", "prompt": "c93-m4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "mentioned by Reddit users as a good budget option"}, {"id": "mai-20260917-0816-smoke|c93-m4|zai-small|CISO Assistant", "prompt": "c93-m4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "CISO Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need full-featured open source: Evaluate CISO Assistant or Eramba"}, {"id": "mai-20260917-0816-smoke|c93-m4|zai-small|Eramba", "prompt": "c93-m4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Eramba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need full-featured open source: Evaluate CISO Assistant or Eramba"}, {"id": "mai-20260917-0816-smoke|c93-m4|zai-small|Open Risk Register", "prompt": "c93-m4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Open Risk Register", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want a quick start with minimal setup: Try Open Risk Register or GovReady-Q"}, {"id": "mai-20260917-0816-smoke|c93-m4|zai-small|Comp AI", "prompt": "c93-m4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Comp AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-powered compliance platform with 580+ integrations"}, {"id": "mai-20260917-0816-smoke|c93-m4|zai-small|Probo", "prompt": "c93-m4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Probo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Engineer-focused GRC platform with CLI, MCP, and GraphQL access"}, {"id": "mai-20260917-0816-smoke|c93-m4|zai-small|GovReady-Q", "prompt": "c93-m4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "GovReady-Q", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Try Open Risk Register or GovReady-Q"}, {"id": "mai-20260917-0816-smoke|c93-m4|zai-small|Deming", "prompt": "c93-m4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Deming", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ISO 27001 ISMS tool with planning, monitoring, and reporting"}, {"id": "mai-20260917-0816-smoke|c93-m4|zai-small|Openlane", "prompt": "c93-m4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Openlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Compliance automation for SOC 2, ISO 27001, NIST 800-53, GDPR"}, {"id": "mai-20260917-0816-smoke|c93-m5|alibaba-small|ServiceNow", "prompt": "c93-m5", "model": "alibaba-small", "cat": "grc-platforms", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not large enough to justify the massive overhead of enterprise tools like ServiceNow or RSA Archer"}, {"id": "mai-20260917-0816-smoke|c93-m5|alibaba-small|RSA Archer", "prompt": "c93-m5", "model": "alibaba-small", "cat": "grc-platforms", "variant": "scale", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not large enough to justify the massive overhead of enterprise tools like ServiceNow or RSA Archer"}, {"id": "mai-20260917-0816-smoke|c93-m5|deepseek-small|LogicGate", "prompt": "c93-m5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "LogicGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "shortlist 3–4 from the compliance-automation/mid-market category (Vanta, Drata, Secureframe, LogicGate, and maybe RiskWatch or OneTrust if you have privacy demands)"}, {"id": "mai-20260917-0816-smoke|c93-m5|deepseek-small|Archer", "prompt": "c93-m5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise suites (Archer, MetricStream, IBM OpenPages) often start at $55K+ and go much higher."}, {"id": "mai-20260917-0816-smoke|c93-m5|deepseek-small|MetricStream", "prompt": "c93-m5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise suites (Archer, MetricStream, IBM OpenPages) often start at $55K+ and go much higher."}, {"id": "mai-20260917-0816-smoke|c93-m5|deepseek-small|IBM OpenPages", "prompt": "c93-m5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "IBM OpenPages", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise suites (Archer, MetricStream, IBM OpenPages) often start at $55K+ and go much higher."}, {"id": "mai-20260917-0816-smoke|c93-m5|deepseek-small|Vanta", "prompt": "c93-m5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "shortlist 3–4 from the compliance-automation/mid-market category (Vanta, Drata, Secureframe, LogicGate...)"}, {"id": "mai-20260917-0816-smoke|c93-m5|deepseek-small|Drata", "prompt": "c93-m5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "shortlist 3–4 from the compliance-automation/mid-market category (Vanta, Drata, Secureframe, LogicGate...)"}, {"id": "mai-20260917-0816-smoke|c93-m5|deepseek-small|Secureframe", "prompt": "c93-m5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "shortlist 3–4 from the compliance-automation/mid-market category (Vanta, Drata, Secureframe, LogicGate...)"}, {"id": "mai-20260917-0816-smoke|c93-m5|deepseek-small|Sprinto", "prompt": "c93-m5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Vanta, Drata, Secureframe, Sprinto, Thoropass, Scytale, Scrut, LogicGate, RiskWatch"}, {"id": "mai-20260917-0816-smoke|c93-m5|deepseek-small|Thoropass", "prompt": "c93-m5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Vanta, Drata, Secureframe, Sprinto, Thoropass, Scytale, Scrut, LogicGate, RiskWatch"}, {"id": "mai-20260917-0816-smoke|c93-m5|deepseek-small|Scytale", "prompt": "c93-m5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "Scytale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Vanta, Drata, Secureframe, Sprinto, Thoropass, Scytale, Scrut, LogicGate, RiskWatch"}, {"id": "mai-20260917-0816-smoke|c93-m5|deepseek-small|Scrut", "prompt": "c93-m5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "Scrut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Vanta, Drata, Secureframe, Sprinto, Thoropass, Scytale, Scrut, LogicGate, RiskWatch"}, {"id": "mai-20260917-0816-smoke|c93-m5|deepseek-small|RiskWatch", "prompt": "c93-m5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "RiskWatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "and maybe RiskWatch or OneTrust if you have privacy demands"}, {"id": "mai-20260917-0816-smoke|c93-m5|deepseek-small|Riskonnect", "prompt": "c93-m5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Enterprise GRC/IRM suites — Archer, MetricStream, Riskonnect, ServiceNow IRM, IBM OpenPages, OneTrust, LogicManager"}, {"id": "mai-20260917-0816-smoke|c93-m5|deepseek-small|ServiceNow IRM", "prompt": "c93-m5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "ServiceNow IRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "ServiceNow GRC makes sense only if you're already standardized on ServiceNow — otherwise the integration value evaporates."}, {"id": "mai-20260917-0816-smoke|c93-m5|deepseek-small|OneTrust", "prompt": "c93-m5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "and maybe RiskWatch or OneTrust if you have privacy demands"}, {"id": "mai-20260917-0816-smoke|c93-m5|deepseek-small|LogicManager", "prompt": "c93-m5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "LogicManager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Enterprise GRC/IRM suites — Archer, MetricStream, Riskonnect, ServiceNow IRM, IBM OpenPages, OneTrust, LogicManager"}, {"id": "mai-20260917-0816-smoke|c93-m5|google-small|ServiceNow", "prompt": "c93-m5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you do not have the massive IT budgets or dedicated administrative staff required to manage traditional, legacy enterprise GRC suites like ServiceNow, MetricStream, or Archer"}, {"id": "mai-20260917-0816-smoke|c93-m5|google-small|MetricStream", "prompt": "c93-m5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you do not have the massive IT budgets or dedicated administrative staff required to manage traditional, legacy enterprise GRC suites like ServiceNow, MetricStream, or Archer"}, {"id": "mai-20260917-0816-smoke|c93-m5|google-small|Archer", "prompt": "c93-m5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "legacy enterprise GRC suites like ServiceNow, MetricStream, or Archer ... Extremely expensive ($100k+ annual software licenses), 6–12 month implementation timelines"}, {"id": "mai-20260917-0816-smoke|c93-m5|google-small|Vanta", "prompt": "c93-m5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tier 1: Compliance Automation / Checkbox Tools (e.g., Vanta, Drata, Secureframe) ... the sweet spot lies in a high-performing **Tier 1**"}, {"id": "mai-20260917-0816-smoke|c93-m5|google-small|Drata", "prompt": "c93-m5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tier 1: Compliance Automation / Checkbox Tools (e.g., Vanta, Drata, Secureframe)"}, {"id": "mai-20260917-0816-smoke|c93-m5|google-small|Secureframe", "prompt": "c93-m5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tier 1: Compliance Automation / Checkbox Tools (e.g., Vanta, Drata, Secureframe)"}, {"id": "mai-20260917-0816-smoke|c93-m5|google-small|Hyperproof", "prompt": "c93-m5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tier 2: Flexible Mid-Market GRC Platforms (e.g., Hyperproof, Compyl, RealCISO, LogicGate)"}, {"id": "mai-20260917-0816-smoke|c93-m5|google-small|Compyl", "prompt": "c93-m5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Compyl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tier 2: Flexible Mid-Market GRC Platforms (e.g., Hyperproof, Compyl, RealCISO, LogicGate)"}, {"id": "mai-20260917-0816-smoke|c93-m5|google-small|RealCISO", "prompt": "c93-m5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "RealCISO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Tier 2: Flexible Mid-Market GRC Platforms (e.g., Hyperproof, Compyl, RealCISO, LogicGate)"}, {"id": "mai-20260917-0816-smoke|c93-m5|google-small|LogicGate", "prompt": "c93-m5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Tier 2: Flexible Mid-Market GRC Platforms (e.g., Hyperproof, Compyl, RealCISO, LogicGate)"}, {"id": "mai-20260917-0816-smoke|c93-m5|google-small|AuditBoard", "prompt": "c93-m5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Tier 3: Enterprise Suites (e.g., AuditBoard, OneTrust, Archer) ... Extremely expensive ($100k+ annual software licenses), 6–12 month implementation timelines"}, {"id": "mai-20260917-0816-smoke|c93-m5|google-small|OneTrust", "prompt": "c93-m5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Tier 3: Enterprise Suites (e.g., AuditBoard, OneTrust, Archer) ... usually require a full-time system administrator just to keep them running"}, {"id": "mai-20260917-0816-smoke|c93-m5|minimax-small|Drata", "prompt": "c93-m5", "model": "minimax-small", "cat": "grc-platforms", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "This is where modern platforms (like Drata, Hyperproof, or Apono) tend to outperform legacy tools."}, {"id": "mai-20260917-0816-smoke|c93-m5|minimax-small|Hyperproof", "prompt": "c93-m5", "model": "minimax-small", "cat": "grc-platforms", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "modern platforms (like Drata, Hyperproof, or Apono) tend to outperform legacy tools"}, {"id": "mai-20260917-0816-smoke|c93-m5|minimax-small|Apono", "prompt": "c93-m5", "model": "minimax-small", "cat": "grc-platforms", "variant": "scale", "raw": "Apono", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "modern platforms (like Drata, Hyperproof, or Apono) tend to outperform legacy tools"}, {"id": "mai-20260917-0816-smoke|c93-m5|minimax-small|Archer", "prompt": "c93-m5", "model": "minimax-small", "cat": "grc-platforms", "variant": "scale", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Many older platforms (like Archer or ServiceNow IRM) are powerful but require heavy implementation."}, {"id": "mai-20260917-0816-smoke|c93-m5|minimax-small|ServiceNow IRM", "prompt": "c93-m5", "model": "minimax-small", "cat": "grc-platforms", "variant": "scale", "raw": "ServiceNow IRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Many older platforms (like Archer or ServiceNow IRM) are powerful but require heavy implementation."}, {"id": "mai-20260917-0816-smoke|c93-m5|mistral-small|ServiceNow GRC", "prompt": "c93-m5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "consider platforms like ServiceNow GRC, RSA Archer, MetricStream, OneTrust, Reciprocity, or Diligent"}, {"id": "mai-20260917-0816-smoke|c93-m5|mistral-small|RSA Archer", "prompt": "c93-m5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "RSA Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "consider platforms like ServiceNow GRC, RSA Archer, MetricStream, OneTrust, Reciprocity, or Diligent"}, {"id": "mai-20260917-0816-smoke|c93-m5|mistral-small|MetricStream", "prompt": "c93-m5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "consider platforms like ServiceNow GRC, RSA Archer, MetricStream, OneTrust, Reciprocity, or Diligent"}, {"id": "mai-20260917-0816-smoke|c93-m5|mistral-small|OneTrust", "prompt": "c93-m5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "consider platforms like ServiceNow GRC, RSA Archer, MetricStream, OneTrust, Reciprocity, or Diligent"}, {"id": "mai-20260917-0816-smoke|c93-m5|mistral-small|Reciprocity", "prompt": "c93-m5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "Reciprocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider platforms like ServiceNow GRC, RSA Archer, MetricStream, OneTrust, Reciprocity, or Diligent"}, {"id": "mai-20260917-0816-smoke|c93-m5|mistral-small|Diligent", "prompt": "c93-m5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider platforms like ServiceNow GRC, RSA Archer, MetricStream, OneTrust, Reciprocity, or Diligent"}, {"id": "mai-20260917-0816-smoke|c93-m5|moonshot-small|Hyperproof", "prompt": "c93-m5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 2-3 vendors in the mid-market tier (LogicGate, Hyperproof, AuditBoard, ZenGRC)"}, {"id": "mai-20260917-0816-smoke|c93-m5|moonshot-small|ZenGRC", "prompt": "c93-m5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "ZenGRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist 2-3 vendors in the mid-market tier (LogicGate, Hyperproof, AuditBoard, ZenGRC)"}, {"id": "mai-20260917-0816-smoke|c93-m5|moonshot-small|LogicGate", "prompt": "c93-m5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "LogicGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Shortlist 2-3 vendors in the mid-market tier (LogicGate, Hyperproof, AuditBoard, ZenGRC)"}, {"id": "mai-20260917-0816-smoke|c93-m5|moonshot-small|AuditBoard", "prompt": "c93-m5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Shortlist 2-3 vendors in the mid-market tier (LogicGate, Hyperproof, AuditBoard, ZenGRC)"}, {"id": "mai-20260917-0816-smoke|c93-m5|moonshot-small|ServiceNow GRC", "prompt": "c93-m5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise Suites | ServiceNow GRC, RSA Archer, MetricStream | Complex enterprise needs, dedicated GRC staff ... Avoid enterprise suites designed for Fortune 500 companies"}, {"id": "mai-20260917-0816-smoke|c93-m5|moonshot-small|RSA Archer", "prompt": "c93-m5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid enterprise suites designed for Fortune 500 companies that require dedicated administrators"}, {"id": "mai-20260917-0816-smoke|c93-m5|moonshot-small|MetricStream", "prompt": "c93-m5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Avoid enterprise suites designed for Fortune 500 companies that require dedicated administrators"}, {"id": "mai-20260917-0816-smoke|c93-m5|moonshot-small|Vanta", "prompt": "c93-m5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Point Solutions | Vanta, Drata | Single-framework focus (e.g., SOC 2 only)"}, {"id": "mai-20260917-0816-smoke|c93-m5|moonshot-small|Drata", "prompt": "c93-m5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Point Solutions | Vanta, Drata | Single-framework focus (e.g., SOC 2 only)"}, {"id": "mai-20260917-0816-smoke|c93-m5|xai-small|Vanta", "prompt": "c93-m5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For your size—Vanta (compliance-focused, easy start)"}, {"id": "mai-20260917-0816-smoke|c93-m5|xai-small|RiskWatch", "prompt": "c93-m5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "RiskWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "drawn from industry best practices like those from Vanta, RiskWatch, and ISACA"}, {"id": "mai-20260917-0816-smoke|c93-m5|xai-small|Drata", "prompt": "c93-m5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Drata/Scrut (automation-heavy)"}, {"id": "mai-20260917-0816-smoke|c93-m5|xai-small|Scrut", "prompt": "c93-m5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "Scrut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Drata/Scrut (automation-heavy)"}, {"id": "mai-20260917-0816-smoke|c93-m5|xai-small|LogicGate", "prompt": "c93-m5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "LogicGate/StandardFusion (flexible mid-market)"}, {"id": "mai-20260917-0816-smoke|c93-m5|xai-small|StandardFusion", "prompt": "c93-m5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "StandardFusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "LogicGate/StandardFusion (flexible mid-market)"}, {"id": "mai-20260917-0816-smoke|c93-m5|xai-small|RSA Archer", "prompt": "c93-m5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise-lite like RSA Archer if complex"}, {"id": "mai-20260917-0816-smoke|c93-m5|xai-small|ServiceNow GRC", "prompt": "c93-m5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "(Avoid overkill like ServiceNow GRC for 500 ppl.)"}, {"id": "mai-20260917-0816-smoke|c93-m6|alibaba-small|Tenable", "prompt": "c93-m6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many modern security vendors (like Tenable or Qualys) sell compliance add-ons... When used as a standalone GRC platform, they often lack the workflows for policy management"}, {"id": "mai-20260917-0816-smoke|c93-m6|alibaba-small|Qualys", "prompt": "c93-m6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many modern security vendors (like Tenable or Qualys) sell compliance add-ons... they often lack the workflows for policy management, third-party risk assessment (TPRM), or Board-level reporting"}, {"id": "mai-20260917-0816-smoke|c93-m6|challenger-small|RSA Archer", "prompt": "c93-m6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "heavy implementation complexity and requiring significant configuration"}, {"id": "mai-20260917-0816-smoke|c93-m6|challenger-small|ServiceNow GRC", "prompt": "c93-m6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the tradeoff is **complex deployment and customization**"}, {"id": "mai-20260917-0816-smoke|c93-m6|challenger-small|MetricStream", "prompt": "c93-m6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "tends to have **longer deployment timelines**"}, {"id": "mai-20260917-0816-smoke|c93-m6|challenger-small|SAP GRC", "prompt": "c93-m6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "SAP GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "otherwise it can feel heavyweight"}, {"id": "mai-20260917-0816-smoke|c93-m6|challenger-small|OneTrust", "prompt": "c93-m6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Reviews commonly flag a **steep learning curve**, **high configuration effort**, and **modular add-on pricing**"}, {"id": "mai-20260917-0816-smoke|c93-m6|deepseek-small|RSA Archer", "prompt": "c93-m6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid these if you are a mid-market or smaller enterprise.\" ... \"bulky,\" \"clunky,\" \"like using Linux\""}, {"id": "mai-20260917-0816-smoke|c93-m6|deepseek-small|MetricStream", "prompt": "c93-m6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"heavy,\" \"bloated,\" and slow to implement ... avoid these if you are a mid-market or smaller enterprise"}, {"id": "mai-20260917-0816-smoke|c93-m6|deepseek-small|OneTrust", "prompt": "c93-m6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Be very cautious** if you are a lean startup or mid-market company. It is overkill"}, {"id": "mai-20260917-0816-smoke|c93-m6|deepseek-small|ServiceNow GRC (IRM)", "prompt": "c93-m6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC (IRM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Avoid if you don't already use ServiceNow.** If you do use ServiceNow, it's the best integration you'll get"}, {"id": "mai-20260917-0816-smoke|c93-m6|deepseek-small|Vanta", "prompt": "c93-m6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "modern tools like Vanta, Drata, or Sprinto are generally well-regarded"}, {"id": "mai-20260917-0816-smoke|c93-m6|deepseek-small|Drata", "prompt": "c93-m6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "modern tools like Vanta, Drata, or Sprinto are generally well-regarded"}, {"id": "mai-20260917-0816-smoke|c93-m6|deepseek-small|Sprinto", "prompt": "c93-m6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "modern tools like Vanta, Drata, or Sprinto are generally well-regarded"}, {"id": "mai-20260917-0816-smoke|c93-m6|google-small|Archer", "prompt": "c93-m6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "notorious for being rigid, expensive, and slow to deploy"}, {"id": "mai-20260917-0816-smoke|c93-m6|google-small|MetricStream", "prompt": "c93-m6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "notorious for being rigid, expensive, and slow to deploy"}, {"id": "mai-20260917-0816-smoke|c93-m6|google-small|ServiceNow GRC / IRM", "prompt": "c93-m6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC / IRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "If you are not, it is a massive, incredibly expensive trap."}, {"id": "mai-20260917-0816-smoke|c93-m6|google-small|OneTrust", "prompt": "c93-m6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "users frequently report UI inconsistencies, integration glitches, and bugs"}, {"id": "mai-20260917-0816-smoke|c93-m6|google-small|Vanta", "prompt": "c93-m6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "security veterans warn against relying on them for actual enterprise risk management"}, {"id": "mai-20260917-0816-smoke|c93-m6|google-small|Drata", "prompt": "c93-m6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "security veterans warn against relying on them for actual enterprise risk management"}, {"id": "mai-20260917-0816-smoke|c93-m6|google-small|Secureframe", "prompt": "c93-m6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "security veterans warn against relying on them for actual enterprise risk management"}, {"id": "mai-20260917-0816-smoke|c93-m6|minimax-small|Compliance Manager GRC", "prompt": "c93-m6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "Compliance Manager GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Compliance Manager GRC** specifically received criticism for:\n- Difficult setup for newcomers\n- Inadequate reporting"}, {"id": "mai-20260917-0816-smoke|c93-m6|mistral-small|Drata", "prompt": "c93-m6", "model": "mistral-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Drata, OneTrust, Vanta:** User experiences vary; thorough vetting is advised."}, {"id": "mai-20260917-0816-smoke|c93-m6|mistral-small|OneTrust", "prompt": "c93-m6", "model": "mistral-small", "cat": "grc-platforms", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Drata, OneTrust, Vanta:** User experiences vary; thorough vetting is advised."}, {"id": "mai-20260917-0816-smoke|c93-m6|mistral-small|Vanta", "prompt": "c93-m6", "model": "mistral-small", "cat": "grc-platforms", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Drata, OneTrust, Vanta:** User experiences vary; thorough vetting is advised."}, {"id": "mai-20260917-0816-smoke|c93-m6|moonshot-small|ServiceNow GRC (IRM)", "prompt": "c93-m6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC (IRM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**ServiceNow GRC (IRM)** — *Highest Caution*ceived **more complaints about ServiceNow for GRC than any other solution**"}, {"id": "mai-20260917-0816-smoke|c93-m6|moonshot-small|Oracle GRC", "prompt": "c93-m6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "Oracle GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Oracle GRC** — *Avoid/New Purchases* ... reached end-of-support in **May 2025**"}, {"id": "mai-20260917-0816-smoke|c93-m6|moonshot-small|IBM OpenPages", "prompt": "c93-m6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "IBM OpenPages", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "first-generation tools were built primarily for SOX compliance and financial controls, not modern integrated GRC"}, {"id": "mai-20260917-0816-smoke|c93-m6|moonshot-small|Paisley", "prompt": "c93-m6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "Paisley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these first-generation tools were built primarily for SOX compliance ... Often lack capabilities for continuous monitoring"}, {"id": "mai-20260917-0816-smoke|c93-m6|moonshot-small|Oracle Internal Controls Manager", "prompt": "c93-m6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "Oracle Internal Controls Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Oracle Internal Controls Manager**: These first-generation tools were built primarily for SOX compliance"}, {"id": "mai-20260917-0816-smoke|c93-m6|moonshot-small|SAP GRC", "prompt": "c93-m6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "SAP GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "ERP \"add-on\" GRC modules** (SAP GRC, Oracle GRC modules) | Vendor lock-in, limited functionality"}, {"id": "mai-20260917-0816-smoke|c93-m6|openai-small|ServiceNow GRC", "prompt": "c93-m6", "model": "openai-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**ServiceNow GRC** — powerful, but reviews often mention rigidity and cumbersome UX."}, {"id": "mai-20260917-0816-smoke|c93-m6|openai-small|NAVEX", "prompt": "c93-m6", "model": "openai-small", "cat": "grc-platforms", "variant": "negative", "raw": "NAVEX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**NAVEX Global GRC Solutions** — watch for bespoke-architecture lock-in and future change limitations."}, {"id": "mai-20260917-0816-smoke|c93-m6|openai-small|ProcessUnity", "prompt": "c93-m6", "model": "openai-small", "cat": "grc-platforms", "variant": "negative", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**ProcessUnity** — reviewers cite limited deployment guidance and extra paid services for changes."}, {"id": "mai-20260917-0816-smoke|c93-m6|openai-small|Archer", "prompt": "c93-m6", "model": "openai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they can be over-engineered for smaller teams and slower to deploy"}, {"id": "mai-20260917-0816-smoke|c93-m6|openai-small|MetricStream", "prompt": "c93-m6", "model": "openai-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they can be over-engineered for smaller teams and slower to deploy"}, {"id": "mai-20260917-0816-smoke|c93-m6|openai-small|IBM", "prompt": "c93-m6", "model": "openai-small", "cat": "grc-platforms", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they can be over-engineered for smaller teams and slower to deploy"}, {"id": "mai-20260917-0816-smoke|c93-m6|openai-small|SAP", "prompt": "c93-m6", "model": "openai-small", "cat": "grc-platforms", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they can be over-engineered for smaller teams and slower to deploy"}, {"id": "mai-20260917-0816-smoke|c93-m6|xai-small|Vanta", "prompt": "c93-m6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Vanta/Drata (Reddit: Paid support unresponsive, partners push upsells)"}, {"id": "mai-20260917-0816-smoke|c93-m6|xai-small|Drata", "prompt": "c93-m6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Vanta/Drata (Reddit: Paid support unresponsive, partners push upsells)"}, {"id": "mai-20260917-0816-smoke|c93-m6|xai-small|OneTrust", "prompt": "c93-m6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "OneTrust (Reddit: \"Horrible customer service, no account rep, massive price hikes ignored\")"}, {"id": "mai-20260917-0816-smoke|c93-m6|xai-small|MetricStream", "prompt": "c93-m6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "MetricStream (PeerSpot/G2: 7.0/10 avg., \"steep learning curve, sluggish performance, flow issues\")"}, {"id": "mai-20260917-0816-smoke|c93-m6|xai-small|Hyperproof", "prompt": "c93-m6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Top-Rated Alternatives** (high G2 scores, fewer complaints): Hyperproof (4.5)"}, {"id": "mai-20260917-0816-smoke|c93-m6|xai-small|Sprinto", "prompt": "c93-m6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sprinto (4.8)"}, {"id": "mai-20260917-0816-smoke|c93-m6|xai-small|RiskWatch", "prompt": "c93-m6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "RiskWatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "RiskWatch (4.5)—but check fit"}, {"id": "mai-20260917-0816-smoke|c93-m6|zai-small|RapidFireTools (Kaseya)", "prompt": "c93-m6", "model": "zai-small", "cat": "grc-platforms", "variant": "negative", "raw": "RapidFireTools (Kaseya)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "RapidFireTools (Kaseya) – Strongly Discouraged\n**Why to avoid:**"}, {"id": "mai-20260917-0816-smoke|c93-m6|zai-small|Optro (formerly AuditBoard)", "prompt": "c93-m6", "model": "zai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Optro (formerly AuditBoard) – Use with Caution"}, {"id": "mai-20260917-0816-smoke|c93-m6|zai-small|Diligent One Platform (formerly HighBond)", "prompt": "c93-m6", "model": "zai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Diligent One Platform (formerly HighBond)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Diligent One Platform (formerly HighBond) – Mixed Reviews"}, {"id": "mai-20260917-0816-smoke|c93-s1|alibaba-small|IBM OpenPages", "prompt": "c93-s1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "IBM OpenPages", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the definition of \"best\" has shifted away from heavy, legacy GRC suites (like IBM OpenPages or ServiceNow)"}, {"id": "mai-20260917-0816-smoke|c93-s1|alibaba-small|ServiceNow", "prompt": "c93-s1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "shifted away from heavy, legacy GRC suites (like IBM OpenPages or ServiceNow)"}, {"id": "mai-20260917-0816-smoke|c93-s1|alibaba-small|Scrut Automation", "prompt": "c93-s1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "Scrut Automation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best Overall Value: Scrut Automation"}, {"id": "mai-20260917-0816-smoke|c93-s1|alibaba-small|Vanta", "prompt": "c93-s1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Leaders in Automation: Vanta & Drata"}, {"id": "mai-20260917-0816-smoke|c93-s1|alibaba-small|Drata", "prompt": "c93-s1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often praised for its ease of setup and real-time monitoring dashboard"}, {"id": "mai-20260917-0816-smoke|c93-s1|alibaba-small|LogicGate Risk Cloud", "prompt": "c93-s1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Most Flexible: LogicGate Risk Cloud"}, {"id": "mai-20260917-0816-smoke|c93-s1|alibaba-small|Hyperproof", "prompt": "c93-s1", "model": "alibaba-small", "cat": "grc-platforms", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best User Experience: Hyperproof"}, {"id": "mai-20260917-0816-smoke|c93-s1|anthropic-small|Osano", "prompt": "c93-s1", "model": "anthropic-small", "cat": "grc-platforms", "variant": "direct", "raw": "Osano", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Osano is best for B2B SaaS companies that need consent + DSAR + vendor risk assessment in one tool"}, {"id": "mai-20260917-0816-smoke|c93-s1|anthropic-small|Vanta", "prompt": "c93-s1", "model": "anthropic-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "pricing can be high for smaller businesses"}, {"id": "mai-20260917-0816-smoke|c93-s1|anthropic-small|Drata", "prompt": "c93-s1", "model": "anthropic-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Drata works well for mid-market and small organizations with standard compliance requirements"}, {"id": "mai-20260917-0816-smoke|c93-s1|challenger-small|Sprinto", "prompt": "c93-s1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around GRC platform is usually **Sprinto**"}, {"id": "mai-20260917-0816-smoke|c93-s1|challenger-small|Enzuzo", "prompt": "c93-s1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "Enzuzo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enzuzo** can be a better fit for B2B SaaS teams"}, {"id": "mai-20260917-0816-smoke|c93-s1|challenger-small|GRC Toolbox", "prompt": "c93-s1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "GRC Toolbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best low-friction SMB GRC alternatives:** **GRC Toolbox** or **AdaptiveGRC**"}, {"id": "mai-20260917-0816-smoke|c93-s1|challenger-small|AdaptiveGRC", "prompt": "c93-s1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "AdaptiveGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also commonly surfaced as SMB-friendly choices"}, {"id": "mai-20260917-0816-smoke|c93-s1|challenger-small|ServiceNow GRC", "prompt": "c93-s1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More enterprise-oriented suites like ServiceNow GRC, Archer, or Riskonnect are typically better when you already have larger teams"}, {"id": "mai-20260917-0816-smoke|c93-s1|challenger-small|Archer", "prompt": "c93-s1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More enterprise-oriented suites like ServiceNow GRC, Archer, or Riskonnect are typically better when you already have larger teams"}, {"id": "mai-20260917-0816-smoke|c93-s1|challenger-small|Riskonnect", "prompt": "c93-s1", "model": "challenger-small", "cat": "grc-platforms", "variant": "direct", "raw": "Riskonnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More enterprise-oriented suites like ServiceNow GRC, Archer, or Riskonnect are typically better when you already have larger teams"}, {"id": "mai-20260917-0816-smoke|c93-s1|deepseek-small|Sprinto", "prompt": "c93-s1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company, **Sprinto** is the strongest overall starting point"}, {"id": "mai-20260917-0816-smoke|c93-s1|deepseek-small|Scrut Automation", "prompt": "c93-s1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need to bundle multiple frameworks economically, go with **Scrut**."}, {"id": "mai-20260917-0816-smoke|c93-s1|deepseek-small|Vanta", "prompt": "c93-s1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your budget allows and you want the most mature, scalable platform with the biggest ecosystem, choose **Vanta**."}, {"id": "mai-20260917-0816-smoke|c93-s1|deepseek-small|Drata", "prompt": "c93-s1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Drata** (~$12\\u201315K/yr): Best if you want the most integrations and deep automation"}, {"id": "mai-20260917-0816-smoke|c93-s1|deepseek-small|Secureframe", "prompt": "c93-s1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Great high-touch, guided onboarding, but on the pricier end"}, {"id": "mai-20260917-0816-smoke|c93-s1|deepseek-small|ComplyJet", "prompt": "c93-s1", "model": "deepseek-small", "cat": "grc-platforms", "variant": "direct", "raw": "ComplyJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ComplyJet** (from ~$5K/yr): Flat pricing, team-guided outcomes\\u2014good budget entry point"}, {"id": "mai-20260917-0816-smoke|c93-s1|google-small|ServiceNow GRC", "prompt": "c93-s1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional \"Enterprise GRC\" platforms (like ServiceNow GRC, MetricStream, or RSA Archer) are typically too expensive, complex, and slow to implement."}, {"id": "mai-20260917-0816-smoke|c93-s1|google-small|MetricStream", "prompt": "c93-s1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically too expensive, complex, and slow to implement"}, {"id": "mai-20260917-0816-smoke|c93-s1|google-small|RSA Archer", "prompt": "c93-s1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically too expensive, complex, and slow to implement"}, {"id": "mai-20260917-0816-smoke|c93-s1|google-small|Vanta", "prompt": "c93-s1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Vanta: Best Overall & Industry Standard"}, {"id": "mai-20260917-0816-smoke|c93-s1|google-small|Drata", "prompt": "c93-s1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Drata is Vanta's closest competitor, offering an incredibly polished platform"}, {"id": "mai-20260917-0816-smoke|c93-s1|google-small|Sprinto", "prompt": "c93-s1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sprinto: Best for Tight Budgets & Small Teams"}, {"id": "mai-20260917-0816-smoke|c93-s1|google-small|Secureframe", "prompt": "c93-s1", "model": "google-small", "cat": "grc-platforms", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Secureframe: Best for Guided Workflows"}, {"id": "mai-20260917-0816-smoke|c93-s1|meta-small|AdaptiveGRC", "prompt": "c93-s1", "model": "meta-small", "cat": "grc-platforms", "variant": "direct", "raw": "AdaptiveGRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top GRC platforms for small businesses include AdaptiveGRC, which has a 5-star rating and 21 reviews."}, {"id": "mai-20260917-0816-smoke|c93-s1|minimax-small|Sprinto", "prompt": "c93-s1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sprinto** or **Drata** are typically the best starting points"}, {"id": "mai-20260917-0816-smoke|c93-s1|minimax-small|Drata", "prompt": "c93-s1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sprinto** or **Drata** are typically the best starting points"}, {"id": "mai-20260917-0816-smoke|c93-s1|minimax-small|Vanta", "prompt": "c93-s1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Vanta** – Best for Automation"}, {"id": "mai-20260917-0816-smoke|c93-s1|minimax-small|AdaptiveGRC", "prompt": "c93-s1", "model": "minimax-small", "cat": "grc-platforms", "variant": "direct", "raw": "AdaptiveGRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**4. AdaptiveGRC** – Highly Rated"}, {"id": "mai-20260917-0816-smoke|c93-s1|mistral-small|Vanta", "prompt": "c93-s1", "model": "mistral-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vanta** – Best for fast-growing companies needing continuous compliance monitoring and strong automation."}, {"id": "mai-20260917-0816-smoke|c93-s1|mistral-small|Sprinto", "prompt": "c93-s1", "model": "mistral-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for cloud-first startups and mid-sized teams wanting to get audit-ready quickly."}, {"id": "mai-20260917-0816-smoke|c93-s1|mistral-small|Scrut Automation", "prompt": "c93-s1", "model": "mistral-small", "cat": "grc-platforms", "variant": "direct", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly rated for multi-framework SMBs, with a strong reputation for user satisfaction."}, {"id": "mai-20260917-0816-smoke|c93-s1|mistral-small|Kopexa", "prompt": "c93-s1", "model": "mistral-small", "cat": "grc-platforms", "variant": "direct", "raw": "Kopexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A modern European platform designed specifically for small and medium-sized businesses"}, {"id": "mai-20260917-0816-smoke|c93-s1|mistral-small|StandardFusion", "prompt": "c93-s1", "model": "mistral-small", "cat": "grc-platforms", "variant": "direct", "raw": "StandardFusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for business expansion and user-friendliness, making it a good fit for B2B companies scaling up."}, {"id": "mai-20260917-0816-smoke|c93-s1|moonshot-small|Sprinto", "prompt": "c93-s1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, I'd suggest starting with **Sprinto** or **SimpleRisk**"}, {"id": "mai-20260917-0816-smoke|c93-s1|moonshot-small|SimpleRisk", "prompt": "c93-s1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "SimpleRisk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, I'd suggest starting with **Sprinto** or **SimpleRisk**"}, {"id": "mai-20260917-0816-smoke|c93-s1|moonshot-small|Hyperproof", "prompt": "c93-s1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Slightly more expensive than SimpleRisk but still budget-friendly with solid features"}, {"id": "mai-20260917-0816-smoke|c93-s1|moonshot-small|Drata", "prompt": "c93-s1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong compliance automation, popular among startups"}, {"id": "mai-20260917-0816-smoke|c93-s1|moonshot-small|Kopexa", "prompt": "c93-s1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "Kopexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern European GRC platform built specifically for SMBs"}, {"id": "mai-20260917-0816-smoke|c93-s1|moonshot-small|IBM OpenPages (Essentials Edition)", "prompt": "c93-s1", "model": "moonshot-small", "cat": "grc-platforms", "variant": "direct", "raw": "IBM OpenPages (Essentials Edition)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-grade capabilities at an accessible entry point"}, {"id": "mai-20260917-0816-smoke|c93-s1|openai-small|Onspring", "prompt": "c93-s1", "model": "openai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Onspring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best \"general-purpose\" GRC platform is usually **Onspring** if you want flexibility and a platform that can grow with you"}, {"id": "mai-20260917-0816-smoke|c93-s1|openai-small|Vanta", "prompt": "c93-s1", "model": "openai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "start with **Vanta, Sprinto, or Scrut**"}, {"id": "mai-20260917-0816-smoke|c93-s1|openai-small|Sprinto", "prompt": "c93-s1", "model": "openai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "start with **Vanta, Sprinto, or Scrut**"}, {"id": "mai-20260917-0816-smoke|c93-s1|openai-small|Scrut", "prompt": "c93-s1", "model": "openai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Scrut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "start with **Vanta, Sprinto, or Scrut**"}, {"id": "mai-20260917-0816-smoke|c93-s1|openai-small|AuditBoard", "prompt": "c93-s1", "model": "openai-small", "cat": "grc-platforms", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**AuditBoard** is very strong, but it may be more than a small company needs"}, {"id": "mai-20260917-0816-smoke|c93-s1|xai-small|Sprinto", "prompt": "c93-s1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sprinto stands out as one of the best GRC (Governance, Risk, and Compliance) platforms for a small B2B company"}, {"id": "mai-20260917-0816-smoke|c93-s1|xai-small|Vanta", "prompt": "c93-s1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vanta** (G2: ~4.7/5, 2,500+ reviews): Great for continuous monitoring and 400+ integrations."}, {"id": "mai-20260917-0816-smoke|c93-s1|xai-small|Drata", "prompt": "c93-s1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Drata** (G2: ~4.8/5): Deep automation and real-time tracking."}, {"id": "mai-20260917-0816-smoke|c93-s1|xai-small|Hyperproof", "prompt": "c93-s1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hyperproof** (G2: ~4.7/5): Flexible for custom workflows, from ~$12k/year."}, {"id": "mai-20260917-0816-smoke|c93-s1|xai-small|Eramba", "prompt": "c93-s1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Eramba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Self-hosted, no recurring fees ... but require more manual setup. Good for basics like risk registers, not full automation."}, {"id": "mai-20260917-0816-smoke|c93-s1|xai-small|SimpleRisk", "prompt": "c93-s1", "model": "xai-small", "cat": "grc-platforms", "variant": "direct", "raw": "SimpleRisk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Self-hosted, no recurring fees ... but require more manual setup. Good for basics like risk registers, not full automation."}, {"id": "mai-20260917-0816-smoke|c93-s1|zai-small|Sprinto", "prompt": "c93-s1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for SMBs that want compliance automation without enterprise complexity; focuses on SOC 2 and ISO 27001."}, {"id": "mai-20260917-0816-smoke|c93-s1|zai-small|Hyperproof", "prompt": "c93-s1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for evidence reuse and integrations; recommended for teams of 5\\u201330."}, {"id": "mai-20260917-0816-smoke|c93-s1|zai-small|RealCISO", "prompt": "c93-s1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "RealCISO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for companies with no existing compliance team; offers AI-guided assessments and a free tier."}, {"id": "mai-20260917-0816-smoke|c93-s1|zai-small|SimpleRisk", "prompt": "c93-s1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "SimpleRisk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides a free self-hosted option plus a hosted version with additional content."}, {"id": "mai-20260917-0816-smoke|c93-s1|zai-small|AdaptiveGRC", "prompt": "c93-s1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "AdaptiveGRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Both receive high user ratings (5.00\\u2605 and 4.80\\u2605, respectively)"}, {"id": "mai-20260917-0816-smoke|c93-s1|zai-small|Ethicontrol", "prompt": "c93-s1", "model": "zai-small", "cat": "grc-platforms", "variant": "direct", "raw": "Ethicontrol", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "High user ratings (4.80\\u2605), SMB-focused"}, {"id": "mai-20260917-0816-smoke|c93-s2|alibaba-small|ServiceNow", "prompt": "c93-s2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional tools (like ServiceNow or Splunk) require massive manual effort and dedicated teams to maintain."}, {"id": "mai-20260917-0816-smoke|c93-s2|alibaba-small|Splunk", "prompt": "c93-s2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional tools (like ServiceNow or Splunk) require massive manual effort and dedicated teams to maintain."}, {"id": "mai-20260917-0816-smoke|c93-s2|alibaba-small|Vanta", "prompt": "c93-s2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "### 1. The Industry Standard: Vanta ... currently the most popular platform for startups and tech-forward SMBs"}, {"id": "mai-20260917-0816-smoke|c93-s2|alibaba-small|Drata", "prompt": "c93-s2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Drata is arguably Vanta’s biggest competitor."}, {"id": "mai-20260917-0816-smoke|c93-s2|alibaba-small|Secureframe", "prompt": "c93-s2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Budget-Friendly Choice: Secureframe ... is a strong contender"}, {"id": "mai-20260917-0816-smoke|c93-s2|alibaba-small|Sprinto", "prompt": "c93-s2", "model": "alibaba-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Rapid Deployer: Sprinto ... a great choice if you have international B2B clients"}, {"id": "mai-20260917-0816-smoke|c93-s2|anthropic-small|Vanta", "prompt": "c93-s2", "model": "anthropic-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Vanta** or **Drata** as they're specifically designed to scale with growing companies"}, {"id": "mai-20260917-0816-smoke|c93-s2|anthropic-small|Drata", "prompt": "c93-s2", "model": "anthropic-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Vanta** or **Drata**"}, {"id": "mai-20260917-0816-smoke|c93-s2|anthropic-small|GRC Toolbox", "prompt": "c93-s2", "model": "anthropic-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "GRC Toolbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A web-based software solution for governance, risk, compliance"}, {"id": "mai-20260917-0816-smoke|c93-s2|anthropic-small|C1Risk", "prompt": "c93-s2", "model": "anthropic-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "C1Risk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Supports the move from spreadsheets to automation & a single source of truth"}, {"id": "mai-20260917-0816-smoke|c93-s2|challenger-small|Vanta", "prompt": "c93-s2", "model": "challenger-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single default recommendation, **Vanta** is the safest choice for most small B2B companies"}, {"id": "mai-20260917-0816-smoke|c93-s2|challenger-small|Sprinto", "prompt": "c93-s2", "model": "challenger-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sprinto** is the better SMB-oriented alternative"}, {"id": "mai-20260917-0816-smoke|c93-s2|challenger-small|Hyperproof", "prompt": "c93-s2", "model": "challenger-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Choose **Hyperproof** or **LogicGate Risk Cloud** only if you already need more mature **risk management** ... than a typical small business usually needs"}, {"id": "mai-20260917-0816-smoke|c93-s2|challenger-small|LogicGate Risk Cloud", "prompt": "c93-s2", "model": "challenger-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "only if you already need more mature **risk management** and workflow capabilities than a typical small business usually needs"}, {"id": "mai-20260917-0816-smoke|c93-s2|deepseek-small|Vanta", "prompt": "c93-s2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vanta** is the strongest default recommendation."}, {"id": "mai-20260917-0816-smoke|c93-s2|deepseek-small|Drata", "prompt": "c93-s2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drata** is the closest alternative—similar features, clean UI"}, {"id": "mai-20260917-0816-smoke|c93-s2|deepseek-small|Sprinto", "prompt": "c93-s2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If budget is tight** (<$10K) → **Sprinto**"}, {"id": "mai-20260917-0816-smoke|c93-s2|deepseek-small|SimpleRisk", "prompt": "c93-s2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "SimpleRisk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A true value pick. The **Core version is free**"}, {"id": "mai-20260917-0816-smoke|c93-s2|deepseek-small|ServiceNow", "prompt": "c93-s2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Skip** the enterprise GRC platforms (ServiceNow, Archer, OneTrust) until you're much larger."}, {"id": "mai-20260917-0816-smoke|c93-s2|deepseek-small|Archer", "prompt": "c93-s2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Skip** the enterprise GRC platforms (ServiceNow, Archer, OneTrust)"}, {"id": "mai-20260917-0816-smoke|c93-s2|deepseek-small|OneTrust", "prompt": "c93-s2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Skip** the enterprise GRC platforms (ServiceNow, Archer, OneTrust)"}, {"id": "mai-20260917-0816-smoke|c93-s2|deepseek-small|LogicGate", "prompt": "c93-s2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "LogicGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "a heavyweight GRC platform (ServiceNow, Archer, OneTrust, LogicGate) is overkill"}, {"id": "mai-20260917-0816-smoke|c93-s2|deepseek-small|Hyperproof", "prompt": "c93-s2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Mid-market GRC like **Hyperproof, LogicGate, or AuditBoard** (~$12K+/year)"}, {"id": "mai-20260917-0816-smoke|c93-s2|deepseek-small|AuditBoard", "prompt": "c93-s2", "model": "deepseek-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mid-market GRC like **Hyperproof, LogicGate, or AuditBoard**"}, {"id": "mai-20260917-0816-smoke|c93-s2|google-small|MetricStream", "prompt": "c93-s2", "model": "google-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You don't need a massive, complex enterprise system like MetricStream or ServiceNow."}, {"id": "mai-20260917-0816-smoke|c93-s2|google-small|ServiceNow", "prompt": "c93-s2", "model": "google-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You don't need a massive, complex enterprise system like MetricStream or ServiceNow."}, {"id": "mai-20260917-0816-smoke|c93-s2|google-small|Vanta", "prompt": "c93-s2", "model": "google-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Vanta — Overall Best for B2B Sales Enablement"}, {"id": "mai-20260917-0816-smoke|c93-s2|google-small|Drata", "prompt": "c93-s2", "model": "google-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Drata — Best for Highly Technical / Engineering-Led Teams"}, {"id": "mai-20260917-0816-smoke|c93-s2|google-small|Sprinto", "prompt": "c93-s2", "model": "google-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sprinto — Best for Lean Startups on a Tight Budget"}, {"id": "mai-20260917-0816-smoke|c93-s2|google-small|Thoropass (formerly Laika)", "prompt": "c93-s2", "model": "google-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Thoropass (formerly Laika)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Thoropass (formerly Laika) — Best \"All-in-One\" Bundled Solution"}, {"id": "mai-20260917-0816-smoke|c93-s2|meta-small|Governance360", "prompt": "c93-s2", "model": "meta-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Governance360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Governance360 - a Cyber Essentials Plus accredited, UK GDPR compliant, simple to use board governance portal purpose-built for smaller organisations."}, {"id": "mai-20260917-0816-smoke|c93-s2|minimax-small|TeamMate Risk & Compliance", "prompt": "c93-s2", "model": "minimax-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "TeamMate Risk & Compliance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **TeamMate Risk & Compliance** or look into specialized SMB-focused solutions"}, {"id": "mai-20260917-0816-smoke|c93-s2|minimax-small|ServiceNow Governance Risk and Compliance", "prompt": "c93-s2", "model": "minimax-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "ServiceNow Governance Risk and Compliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "More enterprise-focused but powerful if you need robust capabilities\n- Higher learning curve and cost"}, {"id": "mai-20260917-0816-smoke|c93-s2|minimax-small|BrightDefense", "prompt": "c93-s2", "model": "minimax-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "BrightDefense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "specialized SMB-focused solutions like **BrightDefense**"}, {"id": "mai-20260917-0816-smoke|c93-s2|minimax-small|CyberGRC", "prompt": "c93-s2", "model": "minimax-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "CyberGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "solutions like **BrightDefense** or **CyberGRC**"}, {"id": "mai-20260917-0816-smoke|c93-s2|mistral-small|Sprinto", "prompt": "c93-s2", "model": "mistral-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Sprinto if you want a balance of simplicity, automation, and affordability."}, {"id": "mai-20260917-0816-smoke|c93-s2|moonshot-small|SimpleRisk", "prompt": "c93-s2", "model": "moonshot-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "SimpleRisk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **SimpleRisk** ⭐ Best Budget Option"}, {"id": "mai-20260917-0816-smoke|c93-s2|moonshot-small|Hyperproof", "prompt": "c93-s2", "model": "moonshot-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good balance of features and price."}, {"id": "mai-20260917-0816-smoke|c93-s2|moonshot-small|Drata", "prompt": "c93-s2", "model": "moonshot-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you sell to enterprise customers:** Invest in **Drata** or **Vanta**."}, {"id": "mai-20260917-0816-smoke|c93-s2|moonshot-small|Vanta", "prompt": "c93-s2", "model": "moonshot-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**If you sell to enterprise customers:** Invest in **Drata** or **Vanta**."}, {"id": "mai-20260917-0816-smoke|c93-s2|moonshot-small|LogicGate", "prompt": "c93-s2", "model": "moonshot-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you want flexibility:** **LogicGate** offers a middle ground with room to expand."}, {"id": "mai-20260917-0816-smoke|c93-s2|openai-small|Vanta", "prompt": "c93-s2", "model": "openai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Vanta** as the default choice"}, {"id": "mai-20260917-0816-smoke|c93-s2|openai-small|Drata", "prompt": "c93-s2", "model": "openai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick Drata** if you want a similarly strong alternative with modular GRC and compliance automation"}, {"id": "mai-20260917-0816-smoke|c93-s2|openai-small|Onspring", "prompt": "c93-s2", "model": "openai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick Onspring** if you want more of a flexible, customizable GRC platform"}, {"id": "mai-20260917-0816-smoke|c93-s2|xai-small|Sprinto", "prompt": "c93-s2", "model": "xai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Sprinto as a strong starting point for a governance, risk, and compliance (GRC) tool."}, {"id": "mai-20260917-0816-smoke|c93-s2|xai-small|Vanta", "prompt": "c93-s2", "model": "xai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Market leader with 400+ integrations; excellent if you prioritize trust centers."}, {"id": "mai-20260917-0816-smoke|c93-s2|xai-small|Drata", "prompt": "c93-s2", "model": "xai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for SOC 2 first-timers; slightly more structured but can get pricier with add-ons."}, {"id": "mai-20260917-0816-smoke|c93-s2|xai-small|Hyperproof", "prompt": "c93-s2", "model": "xai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good all-rounder if you need more governance depth."}, {"id": "mai-20260917-0816-smoke|c93-s2|xai-small|Eramba", "prompt": "c93-s2", "model": "xai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Eramba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Basic GRC for very small teams; lacks automation—better for manual processes."}, {"id": "mai-20260917-0816-smoke|c93-s2|xai-small|SimpleRisk", "prompt": "c93-s2", "model": "xai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "SimpleRisk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Basic GRC for very small teams; lacks automation—better for manual processes."}, {"id": "mai-20260917-0816-smoke|c93-s2|zai-small|Vanta", "prompt": "c93-s2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vanta** is a top choice"}, {"id": "mai-20260917-0816-smoke|c93-s2|zai-small|Drata", "prompt": "c93-s2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Drata** and **Secureframe** are equally capable with slightly different workflow emphases."}, {"id": "mai-20260917-0816-smoke|c93-s2|zai-small|Secureframe", "prompt": "c93-s2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Drata** and **Secureframe** are equally capable with slightly different workflow emphases."}, {"id": "mai-20260917-0816-smoke|c93-s2|zai-small|SecureSlate", "prompt": "c93-s2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "SecureSlate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unified compliance, risk, vendor, and Trust Center on live evidence."}, {"id": "mai-20260917-0816-smoke|c93-s2|zai-small|Sprinto", "prompt": "c93-s2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "First‑time certification + trust for SMBs."}, {"id": "mai-20260917-0816-smoke|c93-s2|zai-small|Orbiq", "prompt": "c93-s2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Orbiq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "EU‑focused B2B with NIS2, DORA, ISO 27001, and EU data residency."}, {"id": "mai-20260917-0816-smoke|c93-s2|zai-small|RealCISO", "prompt": "c93-s2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "RealCISO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Small teams that want a lightweight, free‑to‑start platform with a Trust Center."}, {"id": "mai-20260917-0816-smoke|c93-s2|zai-small|Workiva", "prompt": "c93-s2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise‑grade; usually overkill for a small B2B seller."}, {"id": "mai-20260917-0816-smoke|c93-s2|zai-small|SAI360", "prompt": "c93-s2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "SAI360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise‑grade; usually overkill for a small B2B seller."}, {"id": "mai-20260917-0816-smoke|c93-s2|zai-small|MetricStream", "prompt": "c93-s2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Enterprise‑grade; usually overkill for a small B2B seller."}, {"id": "mai-20260917-0816-smoke|c93-s2|zai-small|SafeBase", "prompt": "c93-s2", "model": "zai-small", "cat": "grc-platforms", "variant": "paraphrase", "raw": "SafeBase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Trust Center + questionnaire deflection** is #1 → Vanta, SecureSlate, SafeBase."}, {"id": "mai-20260917-0816-smoke|c93-s3|alibaba-small|Vanta", "prompt": "c93-s3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Vanta if: You want the safest, fastest path to SOC 2 with maximum plug-and-play simplicity."}, {"id": "mai-20260917-0816-smoke|c93-s3|alibaba-small|Drata", "prompt": "c93-s3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Drata if: You have a custom tech stack, anticipate rapid team growth, and want unlimited users."}, {"id": "mai-20260917-0816-smoke|c93-s3|alibaba-small|Sprinto", "prompt": "c93-s3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Sprinto if: Budget is a primary constraint but you still want strong automation"}, {"id": "mai-20260917-0816-smoke|c93-s3|alibaba-small|ComplySpace", "prompt": "c93-s3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ComplySpace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose ComplySpace if: You lack internal security expertise and prefer human-led guidance"}, {"id": "mai-20260917-0816-smoke|c93-s3|alibaba-small|Eramba", "prompt": "c93-s3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Eramba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider lighter tools like Eramba or SimpleRisk (open-source/budget options) instead"}, {"id": "mai-20260917-0816-smoke|c93-s3|alibaba-small|SimpleRisk", "prompt": "c93-s3", "model": "alibaba-small", "cat": "grc-platforms", "variant": "comparative", "raw": "SimpleRisk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider lighter tools like Eramba or SimpleRisk (open-source/budget options) instead"}, {"id": "mai-20260917-0816-smoke|c93-s3|anthropic-small|Vanta", "prompt": "c93-s3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta is a trust management platform trusted by over 10,000 companies globally that simplifies and automates GRC... best fit for startups, mid-market, and scaling enterprises"}, {"id": "mai-20260917-0816-smoke|c93-s3|anthropic-small|Drata", "prompt": "c93-s3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it runs daily—not hourly—tests that require strict data separation, so control failures can go undetected for up to 24 hours."}, {"id": "mai-20260917-0816-smoke|c93-s3|anthropic-small|Sprinto", "prompt": "c93-s3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sprinto has been positioned as a cost-conscious option for smaller companies."}, {"id": "mai-20260917-0816-smoke|c93-s3|anthropic-small|OneTrust", "prompt": "c93-s3", "model": "anthropic-small", "cat": "grc-platforms", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "OneTrust excels in environments where GRC is managed by large, specialized teams and is often excessive for mid-sized or fast-moving organizations."}, {"id": "mai-20260917-0816-smoke|c93-s3|challenger-small|Vanta", "prompt": "c93-s3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Vanta** for the easiest startup compliance path"}, {"id": "mai-20260917-0816-smoke|c93-s3|challenger-small|Drata", "prompt": "c93-s3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Drata** if you want deeper automation and monitoring"}, {"id": "mai-20260917-0816-smoke|c93-s3|challenger-small|Sprinto", "prompt": "c93-s3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong pick for small teams that want **hands-off compliance automation**"}, {"id": "mai-20260917-0816-smoke|c93-s3|challenger-small|Hyperproof", "prompt": "c93-s3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if your team wants **evidence collection, audit collaboration, and multi-framework compliance**"}, {"id": "mai-20260917-0816-smoke|c93-s3|challenger-small|LogicGate Risk Cloud", "prompt": "c93-s3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "fits small teams that want **configurable risk workflows**"}, {"id": "mai-20260917-0816-smoke|c93-s3|challenger-small|SimpleRisk", "prompt": "c93-s3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "SimpleRisk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a good option if you want a **lighter, more affordable complete GRC platform**"}, {"id": "mai-20260917-0816-smoke|c93-s3|challenger-small|StandardFusion", "prompt": "c93-s3", "model": "challenger-small", "cat": "grc-platforms", "variant": "comparative", "raw": "StandardFusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "commonly described as an **integrated GRC solution** for SMBs"}, {"id": "mai-20260917-0816-smoke|c93-s3|deepseek-small|Vanta", "prompt": "c93-s3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta — Best overall / fastest setup"}, {"id": "mai-20260917-0816-smoke|c93-s3|deepseek-small|Drata", "prompt": "c93-s3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a technical/engineering-led team that wants to own automation: **Drata**."}, {"id": "mai-20260917-0816-smoke|c93-s3|deepseek-small|Sprinto", "prompt": "c93-s3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sprinto — Most affordable / budget-friendly"}, {"id": "mai-20260917-0816-smoke|c93-s3|deepseek-small|Secureframe", "prompt": "c93-s3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for hand-holding / non-technical buyers"}, {"id": "mai-20260917-0816-smoke|c93-s3|deepseek-small|Hyperproof", "prompt": "c93-s3", "model": "deepseek-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Entry price is high (~$22K–30K+/year), making it a stretch for very lean teams."}, {"id": "mai-20260917-0816-smoke|c93-s3|google-small|ServiceNow", "prompt": "c93-s3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "traditional enterprise GRC ... platforms like ServiceNow, Archer, or LogicGate are far too heavy, expensive, and manual"}, {"id": "mai-20260917-0816-smoke|c93-s3|google-small|Archer", "prompt": "c93-s3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "platforms like ServiceNow, Archer, or LogicGate are far too heavy, expensive, and manual"}, {"id": "mai-20260917-0816-smoke|c93-s3|google-small|LogicGate", "prompt": "c93-s3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "platforms like ServiceNow, Archer, or LogicGate are far too heavy, expensive, and manual"}, {"id": "mai-20260917-0816-smoke|c93-s3|google-small|Vanta", "prompt": "c93-s3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Vanta is the most popular compliance automation tool on the market... reliable default for B2B SaaS startups"}, {"id": "mai-20260917-0816-smoke|c93-s3|google-small|Drata", "prompt": "c93-s3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose Vanta or Drata if you are venture-backed, growing rapidly... want the market standard"}, {"id": "mai-20260917-0816-smoke|c93-s3|google-small|Sprinto", "prompt": "c93-s3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Sprinto if you are a very small or bootstrapped team with a tight budget"}, {"id": "mai-20260917-0816-smoke|c93-s3|google-small|Thoropass", "prompt": "c93-s3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Thoropass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Thoropass if your team has zero bandwidth to shop for... a third-party CPA auditor"}, {"id": "mai-20260917-0816-smoke|c93-s3|google-small|Scrut Automation", "prompt": "c93-s3", "model": "google-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Scrut Automation if you want your security program to genuinely focus on risk management"}, {"id": "mai-20260917-0816-smoke|c93-s3|meta-small|Vanta", "prompt": "c93-s3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta is known for its intuitive interface and fast implementation"}, {"id": "mai-20260917-0816-smoke|c93-s3|meta-small|Sprinto", "prompt": "c93-s3", "model": "meta-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Sprinto is designed specifically for small and medium businesses with simpler UI and pricing calibrated for smaller teams"}, {"id": "mai-20260917-0816-smoke|c93-s3|minimax-small|Vanta", "prompt": "c93-s3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For very small teams (under 50 people) without dedicated compliance staff, **Vanta** or **Bright Defense** are often recommended."}, {"id": "mai-20260917-0816-smoke|c93-s3|minimax-small|Drata", "prompt": "c93-s3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Small teams needing automation and broad integrations"}, {"id": "mai-20260917-0816-smoke|c93-s3|minimax-small|Bright Defense", "prompt": "c93-s3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Bright Defense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Vanta** or **Bright Defense** are often recommended"}, {"id": "mai-20260917-0816-smoke|c93-s3|minimax-small|ZenGRC", "prompt": "c93-s3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ZenGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For slightly larger teams needing multi-framework support, **ZenGRC** or **Hyperproof** offer more flexibility."}, {"id": "mai-20260917-0816-smoke|c93-s3|minimax-small|Hyperproof", "prompt": "c93-s3", "model": "minimax-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ZenGRC** or **Hyperproof** offer more flexibility"}, {"id": "mai-20260917-0816-smoke|c93-s3|mistral-small|Drata", "prompt": "c93-s3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Startups and small teams needing deep integrations and AI-first compliance."}, {"id": "mai-20260917-0816-smoke|c93-s3|mistral-small|Sprinto", "prompt": "c93-s3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Cloud-first startups and small teams."}, {"id": "mai-20260917-0816-smoke|c93-s3|mistral-small|Scrut Automation", "prompt": "c93-s3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highest-rated (4.9/5 across 1,298 reviews), automated evidence collection"}, {"id": "mai-20260917-0816-smoke|c93-s3|mistral-small|Hyperproof", "prompt": "c93-s3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For multi-framework support: Scrut or Hyperproof."}, {"id": "mai-20260917-0816-smoke|c93-s3|mistral-small|Vanta", "prompt": "c93-s3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focuses on continuous monitoring and is widely adopted by startups and small businesses."}, {"id": "mai-20260917-0816-smoke|c93-s3|mistral-small|Bright Defense", "prompt": "c93-s3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Bright Defense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For hands-on support: Bright Defense (includes vCISO services)."}, {"id": "mai-20260917-0816-smoke|c93-s3|mistral-small|AuditBadger", "prompt": "c93-s3", "model": "mistral-small", "cat": "grc-platforms", "variant": "comparative", "raw": "AuditBadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Very affordable and designed specifically for startups and small teams"}, {"id": "mai-20260917-0816-smoke|c93-s3|moonshot-small|Vanta", "prompt": "c93-s3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Vanta** — Best for First-Time Compliance"}, {"id": "mai-20260917-0816-smoke|c93-s3|moonshot-small|Drata", "prompt": "c93-s3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drata** — Best for Scaling Tech Companies"}, {"id": "mai-20260917-0816-smoke|c93-s3|moonshot-small|Sprinto", "prompt": "c93-s3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sprinto** — Best Purpose-Built for SMBs"}, {"id": "mai-20260917-0816-smoke|c93-s3|moonshot-small|Scrut Automation", "prompt": "c93-s3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Scrut Automation** — Best AI-Driven Compliance"}, {"id": "mai-20260917-0816-smoke|c93-s3|moonshot-small|ComplyJet", "prompt": "c93-s3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ComplyJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ComplyJet** — Most Affordable ... Tightest budget: ComplyJet"}, {"id": "mai-20260917-0816-smoke|c93-s3|moonshot-small|RealCISO", "prompt": "c93-s3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "RealCISO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**RealCISO** — Best Free Starting Option"}, {"id": "mai-20260917-0816-smoke|c93-s3|moonshot-small|Hyperproof", "prompt": "c93-s3", "model": "moonshot-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Hyperproof** — Best for Compliance Operations"}, {"id": "mai-20260917-0816-smoke|c93-s3|openai-small|Vanta", "prompt": "c93-s3", "model": "openai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Vanta** if you want the most straightforward \"get compliant fast\" experience with strong automation and a mature GRC feel."}, {"id": "mai-20260917-0816-smoke|c93-s3|openai-small|Drata", "prompt": "c93-s3", "model": "openai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Drata** if vendor risk and a broader governance/risk/assurance model are important"}, {"id": "mai-20260917-0816-smoke|c93-s3|openai-small|Secureframe", "prompt": "c93-s3", "model": "openai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Secureframe** if your priority is audit readiness, evidence collection, and flexible compliance management in a simpler package."}, {"id": "mai-20260917-0816-smoke|c93-s3|xai-small|Sprinto", "prompt": "c93-s3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pricing:** ~$5K-$10K/year starter (under 50 employees); most affordable in class."}, {"id": "mai-20260917-0816-smoke|c93-s3|xai-small|Vanta", "prompt": "c93-s3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Market leader in adoption, mature product; **Cons:** Pricier for tiniest teams."}, {"id": "mai-20260917-0816-smoke|c93-s3|xai-small|Drata", "prompt": "c93-s3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Feature-rich, reliable; **Cons:** Steeper learning curve than Sprinto."}, {"id": "mai-20260917-0816-smoke|c93-s3|xai-small|Hyperproof", "prompt": "c93-s3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-effective, practical for non-experts."}, {"id": "mai-20260917-0816-smoke|c93-s3|xai-small|LogicGate Risk Cloud", "prompt": "c93-s3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Flexible; **Cons:** Less \"out-of-box\" automation than compliance-heavy tools like Vanta."}, {"id": "mai-20260917-0816-smoke|c93-s3|xai-small|Scrut Automation", "prompt": "c93-s3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top-rated for ease/automation."}, {"id": "mai-20260917-0816-smoke|c93-s3|xai-small|MetricStream", "prompt": "c93-s3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "full enterprise GRC (e.g., MetricStream/AuditBoard = too heavy/expensive)"}, {"id": "mai-20260917-0816-smoke|c93-s3|xai-small|AuditBoard", "prompt": "c93-s3", "model": "xai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "full enterprise GRC (e.g., MetricStream/AuditBoard = too heavy/expensive)"}, {"id": "mai-20260917-0816-smoke|c93-s3|zai-small|ComplyJet", "prompt": "c93-s3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "ComplyJet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ComplyJet** | Early-stage startups, tight budgets, first-time compliance | **$5,000/year** (Flat, no per-seat fees)"}, {"id": "mai-20260917-0816-smoke|c93-s3|zai-small|Sprinto", "prompt": "c93-s3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Sprinto if: You need to manage **multiple frameworks simultaneously**"}, {"id": "mai-20260917-0816-smoke|c93-s3|zai-small|Drata", "prompt": "c93-s3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Drata if: You are a **scaling tech company** with a complex tech stack"}, {"id": "mai-20260917-0816-smoke|c93-s3|zai-small|Vanta", "prompt": "c93-s3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Vanta if: Your primary goal is **speed and simplicity** to get audit-ready quickly"}, {"id": "mai-20260917-0816-smoke|c93-s3|zai-small|Hyperproof", "prompt": "c93-s3", "model": "zai-small", "cat": "grc-platforms", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market teams requiring high customization and complex workflows"}, {"id": "mai-20260917-0816-smoke|c93-s4|alibaba-small|OneTrust", "prompt": "c93-s4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The old giants (like OneTrust or AuditBoard) are usually too expensive and heavy."}, {"id": "mai-20260917-0816-smoke|c93-s4|alibaba-small|AuditBoard", "prompt": "c93-s4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "AuditBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The old giants (like OneTrust or AuditBoard) are usually too expensive and heavy."}, {"id": "mai-20260917-0816-smoke|c93-s4|alibaba-small|Vantage AI", "prompt": "c93-s4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "Vantage AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "### 1. Vantage AI (Best Overall Value)"}, {"id": "mai-20260917-0816-smoke|c93-s4|alibaba-small|Humaans", "prompt": "c93-s4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "Humaans", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Humaans (Best Specifically for Small Business)"}, {"id": "mai-20260917-0816-smoke|c93-s4|alibaba-small|Krasan", "prompt": "c93-s4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "Krasan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 3. Krasan (Best for Non-Standard Frameworks)"}, {"id": "mai-20260917-0816-smoke|c93-s4|alibaba-small|Drata", "prompt": "c93-s4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Without a startup discount, they are often too expensive ($15k–$30k/year)."}, {"id": "mai-20260917-0816-smoke|c93-s4|alibaba-small|Vanta", "prompt": "c93-s4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Without a startup discount, they are often too expensive ($15k–$30k/year)."}, {"id": "mai-20260917-0816-smoke|c93-s4|alibaba-small|Secureframe", "prompt": "c93-s4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Without a startup discount, they are often too expensive ($15k–$30k/year)."}, {"id": "mai-20260917-0816-smoke|c93-s4|alibaba-small|Notion", "prompt": "c93-s4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Has $0 budget** | **Notion** (Manual processes)"}, {"id": "mai-20260917-0816-smoke|c93-s4|alibaba-small|Confluence", "prompt": "c93-s4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "Confluence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Notion / Confluence:** You can create a central database of your policies"}, {"id": "mai-20260917-0816-smoke|c93-s4|alibaba-small|Jira", "prompt": "c93-s4", "model": "alibaba-small", "cat": "grc-platforms", "variant": "budget", "raw": "Jira", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Jira:** Use Jira to track risks and issues."}, {"id": "mai-20260917-0816-smoke|c93-s4|anthropic-small|Sprinto", "prompt": "c93-s4", "model": "anthropic-small", "cat": "grc-platforms", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For very tight budgets, **Sprinto** and **Osano** stand out because they're specifically designed for startups and smaller organizations."}, {"id": "mai-20260917-0816-smoke|c93-s4|anthropic-small|Osano", "prompt": "c93-s4", "model": "anthropic-small", "cat": "grc-platforms", "variant": "budget", "raw": "Osano", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sprinto** and **Osano** stand out ... Osano offers a free tier if you want to test before committing financially."}, {"id": "mai-20260917-0816-smoke|c93-s4|anthropic-small|Bright Defense", "prompt": "c93-s4", "model": "anthropic-small", "cat": "grc-platforms", "variant": "budget", "raw": "Bright Defense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bright Defense offers a cost-effective plan called Sentry at $1,000/month"}, {"id": "mai-20260917-0816-smoke|c93-s4|challenger-small|RealCISO", "prompt": "c93-s4", "model": "challenger-small", "cat": "grc-platforms", "variant": "budget", "raw": "RealCISO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**RealCISO** looks like the best starting point because it explicitly offers a **free** entry option"}, {"id": "mai-20260917-0816-smoke|c93-s4|challenger-small|Ethicontrol", "prompt": "c93-s4", "model": "challenger-small", "cat": "grc-platforms", "variant": "budget", "raw": "Ethicontrol", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ethicontrol** is the clearest budget-priced paid option in the results"}, {"id": "mai-20260917-0816-smoke|c93-s4|challenger-small|Sprinto", "prompt": "c93-s4", "model": "challenger-small", "cat": "grc-platforms", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your goal is SOC 2 or ISO 27001 automation:** **Sprinto**"}, {"id": "mai-20260917-0816-smoke|c93-s4|challenger-small|SimpleRisk", "prompt": "c93-s4", "model": "challenger-small", "cat": "grc-platforms", "variant": "budget", "raw": "SimpleRisk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good if you want a lighter platform a small team can stand up quickly"}, {"id": "mai-20260917-0816-smoke|c93-s4|deepseek-small|SimpleRisk", "prompt": "c93-s4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "SimpleRisk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **SimpleRisk** (free) if you just need core risk management"}, {"id": "mai-20260917-0816-smoke|c93-s4|deepseek-small|realCISO", "prompt": "c93-s4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "realCISO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **realCISO** / **Sprinto** if you need compliance automation at a low entry point"}, {"id": "mai-20260917-0816-smoke|c93-s4|deepseek-small|Sprinto", "prompt": "c93-s4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **realCISO** / **Sprinto** if you need compliance automation at a low entry point"}, {"id": "mai-20260917-0816-smoke|c93-s4|deepseek-small|Hyperproof", "prompt": "c93-s4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another commonly recommended affordable option, especially for mid-market needs."}, {"id": "mai-20260917-0816-smoke|c93-s4|deepseek-small|episki", "prompt": "c93-s4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "episki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Flat **$750/month**, unlimited seats, every framework included"}, {"id": "mai-20260917-0816-smoke|c93-s4|deepseek-small|Ethicontrol", "prompt": "c93-s4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "Ethicontrol", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A true budget choice at roughly **$399/month**"}, {"id": "mai-20260917-0816-smoke|c93-s4|deepseek-small|Vanta", "prompt": "c93-s4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "built almost entirely for audit readiness (Vanta, Drata, Sprinto, Secureframe)"}, {"id": "mai-20260917-0816-smoke|c93-s4|deepseek-small|Drata", "prompt": "c93-s4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "built almost entirely for audit readiness (Vanta, Drata, Sprinto, Secureframe)"}, {"id": "mai-20260917-0816-smoke|c93-s4|deepseek-small|Secureframe", "prompt": "c93-s4", "model": "deepseek-small", "cat": "grc-platforms", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "built almost entirely for audit readiness (Vanta, Drata, Sprinto, Secureframe)"}, {"id": "mai-20260917-0816-smoke|c93-s4|google-small|ServiceNow", "prompt": "c93-s4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "enterprise-grade GRC ... platforms like ServiceNow, MetricStream, or Archer are out of the question—they are overly complex and easily scale into six-figure annual contracts"}, {"id": "mai-20260917-0816-smoke|c93-s4|google-small|MetricStream", "prompt": "c93-s4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "like ServiceNow, MetricStream, or Archer are out of the question"}, {"id": "mai-20260917-0816-smoke|c93-s4|google-small|Archer", "prompt": "c93-s4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "like ServiceNow, MetricStream, or Archer are out of the question"}, {"id": "mai-20260917-0816-smoke|c93-s4|google-small|SimpleRisk", "prompt": "c93-s4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "SimpleRisk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have **$0 budget** and want to track risk/compliance: **SimpleRisk** (self-hosted)"}, {"id": "mai-20260917-0816-smoke|c93-s4|google-small|Eramba", "prompt": "c93-s4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "Eramba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it has a steeper learning curve than SimpleRisk, so prepare to spend some time configuring it"}, {"id": "mai-20260917-0816-smoke|c93-s4|google-small|RealCISO", "prompt": "c93-s4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "RealCISO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "If you have **some budget (~$3,600/yr)** and want an easy SaaS tool to manage your security program: **RealCISO**"}, {"id": "mai-20260917-0816-smoke|c93-s4|google-small|OpenGRC", "prompt": "c93-s4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "OpenGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "hosted **Basic plan starts at $4,500/year** ... incredibly clean, modern interface"}, {"id": "mai-20260917-0816-smoke|c93-s4|google-small|Sprinto", "prompt": "c93-s4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you need to **pass a SOC 2 audit quickly on a tight budget**: **Sprinto**"}, {"id": "mai-20260917-0816-smoke|c93-s4|google-small|Vanta", "prompt": "c93-s4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "look for startup partner discounts for **Vanta**"}, {"id": "mai-20260917-0816-smoke|c93-s4|google-small|Drata", "prompt": "c93-s4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "you can often secure Drata or Vanta at a 50% discount or even free for the first year"}, {"id": "mai-20260917-0816-smoke|c93-s4|google-small|CIS CSAT", "prompt": "c93-s4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "CIS CSAT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If you have **$0 budget** ... **CIS CSAT** (free web app)"}, {"id": "mai-20260917-0816-smoke|c93-s4|google-small|Spreadsheets + Notion/Confluence", "prompt": "c93-s4", "model": "google-small", "cat": "grc-platforms", "variant": "budget", "raw": "Spreadsheets + Notion/Confluence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "For companies under 30 employees, many cybersecurity professionals actually recommend avoiding GRC software altogether"}, {"id": "mai-20260917-0816-smoke|c93-s4|meta-small|Ethicontrol", "prompt": "c93-s4", "model": "meta-small", "cat": "grc-platforms", "variant": "budget", "raw": "Ethicontrol", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one that offers a free or low-cost plan, such as Ethicontrol or SimpleRisk"}, {"id": "mai-20260917-0816-smoke|c93-s4|meta-small|SimpleRisk", "prompt": "c93-s4", "model": "meta-small", "cat": "grc-platforms", "variant": "budget", "raw": "SimpleRisk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as Ethicontrol or SimpleRisk"}, {"id": "mai-20260917-0816-smoke|c93-s4|meta-small|AdaptiveGRC", "prompt": "c93-s4", "model": "meta-small", "cat": "grc-platforms", "variant": "budget", "raw": "AdaptiveGRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular GRC platforms for small businesses include AdaptiveGRC, Ethicontrol, SimpleRisk, and Hyperproof."}, {"id": "mai-20260917-0816-smoke|c93-s4|meta-small|Hyperproof", "prompt": "c93-s4", "model": "meta-small", "cat": "grc-platforms", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular GRC platforms for small businesses include AdaptiveGRC, Ethicontrol, SimpleRisk, and Hyperproof."}, {"id": "mai-20260917-0816-smoke|c93-s4|minimax-small|SimpleRisk", "prompt": "c93-s4", "model": "minimax-small", "cat": "grc-platforms", "variant": "budget", "raw": "SimpleRisk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SimpleRisk** — Best Overall Budget Choice ... I'd recommend starting with **SimpleRisk**"}, {"id": "mai-20260917-0816-smoke|c93-s4|minimax-small|Sprinto", "prompt": "c93-s4", "model": "minimax-small", "cat": "grc-platforms", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sprinto** offers the best balance of affordability and features specifically designed for small businesses"}, {"id": "mai-20260917-0816-smoke|c93-s4|minimax-small|Hyperproof", "prompt": "c93-s4", "model": "minimax-small", "cat": "grc-platforms", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hyperproof** — Best for Simplicity"}, {"id": "mai-20260917-0816-smoke|c93-s4|minimax-small|Ethicontrol", "prompt": "c93-s4", "model": "minimax-small", "cat": "grc-platforms", "variant": "budget", "raw": "Ethicontrol", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Ethicontrol** — Budget Option ... Around $399/month"}, {"id": "mai-20260917-0816-smoke|c93-s4|mistral-small|Ethicontrol", "prompt": "c93-s4", "model": "mistral-small", "cat": "grc-platforms", "variant": "budget", "raw": "Ethicontrol", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the best value, **Ethicontrol** and **SimpleRisk** are often cited as top picks for small companies"}, {"id": "mai-20260917-0816-smoke|c93-s4|mistral-small|SimpleRisk", "prompt": "c93-s4", "model": "mistral-small", "cat": "grc-platforms", "variant": "budget", "raw": "SimpleRisk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the best value, **Ethicontrol** and **SimpleRisk** are often cited as top picks for small companies"}, {"id": "mai-20260917-0816-smoke|c93-s4|mistral-small|Hyperproof", "prompt": "c93-s4", "model": "mistral-small", "cat": "grc-platforms", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another tool frequently mentioned for small businesses, offering a balance of affordability and robust GRC capabilities."}, {"id": "mai-20260917-0816-smoke|c93-s4|mistral-small|RealCISO Essentials", "prompt": "c93-s4", "model": "mistral-small", "cat": "grc-platforms", "variant": "budget", "raw": "RealCISO Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a free tier and a paid plan starting at $3,600 per year, which is quite cost-effective for small teams"}, {"id": "mai-20260917-0816-smoke|c93-s4|moonshot-small|Eramba (Community Edition)", "prompt": "c93-s4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "Eramba (Community Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My suggestion: Start with **Eramba Community Edition** or **CISO Assistant** to test your needs at zero cost"}, {"id": "mai-20260917-0816-smoke|c93-s4|moonshot-small|OpenGRC", "prompt": "c93-s4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "OpenGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **Eramba Community Edition** or **OpenGRC**."}, {"id": "mai-20260917-0816-smoke|c93-s4|moonshot-small|CISO Assistant", "prompt": "c93-s4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "CISO Assistant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Eramba Community Edition** or **CISO Assistant** to test your needs at zero cost"}, {"id": "mai-20260917-0816-smoke|c93-s4|moonshot-small|Open Risk Register", "prompt": "c93-s4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "Open Risk Register", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Browser-based, no installation needed. Great for SMEs and consultants."}, {"id": "mai-20260917-0816-smoke|c93-s4|moonshot-small|RealCISO", "prompt": "c93-s4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "RealCISO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**RealCISO Essentials ($3,600/yr)** is likely the easiest SaaS option"}, {"id": "mai-20260917-0816-smoke|c93-s4|moonshot-small|SimpleRisk", "prompt": "c93-s4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "SimpleRisk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SimpleRisk ($5,000/yr)** is a solid choice if risk management is your primary focus."}, {"id": "mai-20260917-0816-smoke|c93-s4|moonshot-small|Eramba Enterprise", "prompt": "c93-s4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "Eramba Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Eramba Enterprise (\\u20ac5,000/yr)** is unique because it's a flat fee"}, {"id": "mai-20260917-0816-smoke|c93-s4|moonshot-small|Hyperproof", "prompt": "c93-s4", "model": "moonshot-small", "cat": "grc-platforms", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "specifically recommend **SimpleRisk** and **Hyperproof** as the best balance of features and price"}, {"id": "mai-20260917-0816-smoke|c93-s4|openai-small|Apptega", "prompt": "c93-s4", "model": "openai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Apptega", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best if you want easy cybersecurity/compliance automation and may start small:** **Apptega**"}, {"id": "mai-20260917-0816-smoke|c93-s4|openai-small|Sprinto", "prompt": "c93-s4", "model": "openai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall for tight budget + small team:** **Sprinto**"}, {"id": "mai-20260917-0816-smoke|c93-s4|openai-small|Scrut Automation", "prompt": "c93-s4", "model": "openai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Scrut Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Sprinto** and **Scrut Automation** are generally the more accessible options for early-stage teams"}, {"id": "mai-20260917-0816-smoke|c93-s4|openai-small|Onspring", "prompt": "c93-s4", "model": "openai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Onspring", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "positioned for larger programs with higher price points"}, {"id": "mai-20260917-0816-smoke|c93-s4|openai-small|Hyperproof", "prompt": "c93-s4", "model": "openai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "positioned for larger programs with higher price points"}, {"id": "mai-20260917-0816-smoke|c93-s4|openai-small|LogicGate Risk Cloud", "prompt": "c93-s4", "model": "openai-small", "cat": "grc-platforms", "variant": "budget", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "positioned for larger programs with higher price points"}, {"id": "mai-20260917-0816-smoke|c93-s4|openai-small|Risk Cognizance", "prompt": "c93-s4", "model": "openai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Risk Cognizance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you want broader GRC and lower-cost positioning:** **Risk Cognizance**"}, {"id": "mai-20260917-0816-smoke|c93-s4|xai-small|SimpleRisk", "prompt": "c93-s4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "SimpleRisk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SimpleRisk (Best Overall Free Pick)"}, {"id": "mai-20260917-0816-smoke|c93-s4|xai-small|Eramba", "prompt": "c93-s4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Eramba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Eramba (Best Scalable Free/Open-Source)"}, {"id": "mai-20260917-0816-smoke|c93-s4|xai-small|RealCISO", "prompt": "c93-s4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "RealCISO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "RealCISO (Best Low-Cost SaaS Starter)"}, {"id": "mai-20260917-0816-smoke|c93-s4|xai-small|Drata", "prompt": "c93-s4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise tools like Drata/Vanta ($7.5K+/yr)"}, {"id": "mai-20260917-0816-smoke|c93-s4|xai-small|Vanta", "prompt": "c93-s4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise tools like Drata/Vanta ($7.5K+/yr)"}, {"id": "mai-20260917-0816-smoke|c93-s4|xai-small|LogicGate", "prompt": "c93-s4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "LogicGate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "or LogicGate ($30K+)—great but overkill for tight budgets"}, {"id": "mai-20260917-0816-smoke|c93-s4|xai-small|Ethicontrol", "prompt": "c93-s4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Ethicontrol", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Ethicontrol (~$399/mo) or Sprinto are next-cheapest SaaS but less feature-rich for full GRC"}, {"id": "mai-20260917-0816-smoke|c93-s4|xai-small|Sprinto", "prompt": "c93-s4", "model": "xai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "next-cheapest SaaS but less feature-rich for full GRC"}, {"id": "mai-20260917-0816-smoke|c93-s4|zai-small|RealCISO", "prompt": "c93-s4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "RealCISO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**RealCISO** is the best starting point due to its free tier, AI-powered guidance, and transparent pricing"}, {"id": "mai-20260917-0816-smoke|c93-s4|zai-small|Keel", "prompt": "c93-s4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Keel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Keel** offers a simple, published pricing model"}, {"id": "mai-20260917-0816-smoke|c93-s4|zai-small|AuditBadger", "prompt": "c93-s4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "AuditBadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **AuditBadger** if you need specialized features like device monitoring or vendor risk assessment"}, {"id": "mai-20260917-0816-smoke|c93-s4|zai-small|Symbiant", "prompt": "c93-s4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Symbiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best For**: Companies needing modular pricing flexibility"}, {"id": "mai-20260917-0816-smoke|c93-s4|zai-small|Ethicontrol", "prompt": "c93-s4", "model": "zai-small", "cat": "grc-platforms", "variant": "budget", "raw": "Ethicontrol", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For**: Companies needing GDPR-focused compliance"}, {"id": "mai-20260917-0816-smoke|c93-s5|alibaba-small|Vanta", "prompt": "c93-s5", "model": "alibaba-small", "cat": "grc-platforms", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When evaluating a GRC (Governance, Risk, and Compliance) platform like Vanta, Drata, Hyperproof, Secureframe, or Sprinto"}, {"id": "mai-20260917-0816-smoke|c93-s5|alibaba-small|Drata", "prompt": "c93-s5", "model": "alibaba-small", "cat": "grc-platforms", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a GRC (Governance, Risk, and Compliance) platform like Vanta, Drata, Hyperproof, Secureframe, or Sprinto"}, {"id": "mai-20260917-0816-smoke|c93-s5|alibaba-small|Hyperproof", "prompt": "c93-s5", "model": "alibaba-small", "cat": "grc-platforms", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platform like Vanta, Drata, Hyperproof, Secureframe, or Sprinto"}, {"id": "mai-20260917-0816-smoke|c93-s5|alibaba-small|Secureframe", "prompt": "c93-s5", "model": "alibaba-small", "cat": "grc-platforms", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platform like Vanta, Drata, Hyperproof, Secureframe, or Sprinto"}, {"id": "mai-20260917-0816-smoke|c93-s5|alibaba-small|Sprinto", "prompt": "c93-s5", "model": "alibaba-small", "cat": "grc-platforms", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platform like Vanta, Drata, Hyperproof, Secureframe, or Sprinto"}, {"id": "mai-20260917-0816-smoke|c93-s5|deepseek-small|OneTrust", "prompt": "c93-s5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise suites (OneTrust, ServiceNow-tier): can hit $150K+, plus expensive implementation — **be very wary** of these."}, {"id": "mai-20260917-0816-smoke|c93-s5|deepseek-small|ServiceNow", "prompt": "c93-s5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise suites (OneTrust, ServiceNow-tier): can hit $150K+, plus expensive implementation — **be very wary** of these."}, {"id": "mai-20260917-0816-smoke|c93-s5|deepseek-small|Vanta", "prompt": "c93-s5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "You almost certainly want a lightweight, framework-specific compliance-automation tool (Vanta, Drata, Secureframe, Sprinto, etc.)"}, {"id": "mai-20260917-0816-smoke|c93-s5|deepseek-small|Drata", "prompt": "c93-s5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "lightweight, framework-specific compliance-automation tool (Vanta, Drata, Secureframe, Sprinto, etc.)"}, {"id": "mai-20260917-0816-smoke|c93-s5|deepseek-small|Secureframe", "prompt": "c93-s5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "lightweight, framework-specific compliance-automation tool (Vanta, Drata, Secureframe, Sprinto, etc.)"}, {"id": "mai-20260917-0816-smoke|c93-s5|deepseek-small|Sprinto", "prompt": "c93-s5", "model": "deepseek-small", "cat": "grc-platforms", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "(Vanta, Drata, Secureframe, Sprinto, etc.)"}, {"id": "mai-20260917-0816-smoke|c93-s5|google-small|ServiceNow", "prompt": "c93-s5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional \"Enterprise GRC\" suites (like ServiceNow, Archer, or OneTrust) are too complex, expensive, and manual"}, {"id": "mai-20260917-0816-smoke|c93-s5|google-small|Archer", "prompt": "c93-s5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "suites (like ServiceNow, Archer, or OneTrust) are too complex, expensive, and manual"}, {"id": "mai-20260917-0816-smoke|c93-s5|google-small|OneTrust", "prompt": "c93-s5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "suites (like ServiceNow, Archer, or OneTrust) are too complex, expensive, and manual"}, {"id": "mai-20260917-0816-smoke|c93-s5|google-small|Vanta", "prompt": "c93-s5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Reach out to **Vanta** (for the market standard)"}, {"id": "mai-20260917-0816-smoke|c93-s5|google-small|Drata", "prompt": "c93-s5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "either **Drata** (if you have strong developers)"}, {"id": "mai-20260917-0816-smoke|c93-s5|google-small|Secureframe", "prompt": "c93-s5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Sprinto/Secureframe** (if you want lower costs or guided support)"}, {"id": "mai-20260917-0816-smoke|c93-s5|google-small|Sprinto", "prompt": "c93-s5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Sprinto/Secureframe** (if you want lower costs or guided support)"}, {"id": "mai-20260917-0816-smoke|c93-s5|google-small|Thoropass", "prompt": "c93-s5", "model": "google-small", "cat": "grc-platforms", "variant": "scale", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "They bundle both the compliance platform *and* the actual auditor into a single contract/price."}, {"id": "mai-20260917-0816-smoke|c93-s5|mistral-small|Drata", "prompt": "c93-s5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with 3-5 platforms that fit your size and needs (e.g., Drata, Vanta, OneTrust, Hyperproof, ServiceNow GRC, MetricStream, Reciprocity, Resolver)."}, {"id": "mai-20260917-0816-smoke|c93-s5|mistral-small|Vanta", "prompt": "c93-s5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Drata, Vanta, OneTrust, Hyperproof, ServiceNow GRC, MetricStream, Reciprocity, Resolver"}, {"id": "mai-20260917-0816-smoke|c93-s5|mistral-small|OneTrust", "prompt": "c93-s5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Drata, Vanta, OneTrust, Hyperproof, ServiceNow GRC, MetricStream, Reciprocity, Resolver"}, {"id": "mai-20260917-0816-smoke|c93-s5|mistral-small|Hyperproof", "prompt": "c93-s5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Drata, Vanta, OneTrust, Hyperproof, ServiceNow GRC, MetricStream, Reciprocity, Resolver"}, {"id": "mai-20260917-0816-smoke|c93-s5|mistral-small|ServiceNow GRC", "prompt": "c93-s5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Drata, Vanta, OneTrust, Hyperproof, ServiceNow GRC, MetricStream, Reciprocity, Resolver"}, {"id": "mai-20260917-0816-smoke|c93-s5|mistral-small|MetricStream", "prompt": "c93-s5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Drata, Vanta, OneTrust, Hyperproof, ServiceNow GRC, MetricStream, Reciprocity, Resolver"}, {"id": "mai-20260917-0816-smoke|c93-s5|mistral-small|Reciprocity", "prompt": "c93-s5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "Reciprocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., Drata, Vanta, OneTrust, Hyperproof, ServiceNow GRC, MetricStream, Reciprocity, Resolver"}, {"id": "mai-20260917-0816-smoke|c93-s5|mistral-small|Resolver", "prompt": "c93-s5", "model": "mistral-small", "cat": "grc-platforms", "variant": "scale", "raw": "Resolver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "e.g., Drata, Vanta, OneTrust, Hyperproof, ServiceNow GRC, MetricStream, Reciprocity, Resolver"}, {"id": "mai-20260917-0816-smoke|c93-s5|moonshot-small|Vanta", "prompt": "c93-s5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Vanta** – Strong automation, transparent pricing"}, {"id": "mai-20260917-0816-smoke|c93-s5|moonshot-small|SimpleRisk", "prompt": "c93-s5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "SimpleRisk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SimpleRisk** – Affordable, has free self-hosted option"}, {"id": "mai-20260917-0816-smoke|c93-s5|moonshot-small|Sprinto", "prompt": "c93-s5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Sprinto** – Purpose-built for SMBs, faster setup, simpler UI"}, {"id": "mai-20260917-0816-smoke|c93-s5|moonshot-small|Hyperproof", "prompt": "c93-s5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hyperproof** – Accessible pricing for small teams"}, {"id": "mai-20260917-0816-smoke|c93-s5|moonshot-small|Drata", "prompt": "c93-s5", "model": "moonshot-small", "cat": "grc-platforms", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Drata** – Good integration ecosystem (120+ tools)"}, {"id": "mai-20260917-0816-smoke|c93-s5|xai-small|ZenGRC", "prompt": "c93-s5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "ZenGRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Prioritize tools like ZenGRC, Vanta, LogicGate, Hyperproof, or RiskWatch, which emphasize simplicity and quick value for smaller orgs."}, {"id": "mai-20260917-0816-smoke|c93-s5|xai-small|Vanta", "prompt": "c93-s5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Prioritize tools like ZenGRC, Vanta, LogicGate, Hyperproof, or RiskWatch"}, {"id": "mai-20260917-0816-smoke|c93-s5|xai-small|LogicGate", "prompt": "c93-s5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Prioritize tools like ZenGRC, Vanta, LogicGate, Hyperproof, or RiskWatch"}, {"id": "mai-20260917-0816-smoke|c93-s5|xai-small|Hyperproof", "prompt": "c93-s5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prioritize tools like ZenGRC, Vanta, LogicGate, Hyperproof, or RiskWatch"}, {"id": "mai-20260917-0816-smoke|c93-s5|xai-small|RiskWatch", "prompt": "c93-s5", "model": "xai-small", "cat": "grc-platforms", "variant": "scale", "raw": "RiskWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Prioritize tools like ZenGRC, Vanta, LogicGate, Hyperproof, or RiskWatch"}, {"id": "mai-20260917-0816-smoke|c93-s6|alibaba-small|ServiceNow GRC (Integrated Risk Management)", "prompt": "c93-s6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC (Integrated Risk Management)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Unless your business is *already* using ServiceNow for everything else, implementing GRC is a mistake."}, {"id": "mai-20260917-0816-smoke|c93-s6|alibaba-small|RSA Archer", "prompt": "c93-s6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "These are legacy, monolithic platforms."}, {"id": "mai-20260917-0816-smoke|c93-s6|alibaba-small|MetricStream", "prompt": "c93-s6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These are legacy, monolithic platforms."}, {"id": "mai-20260917-0816-smoke|c93-s6|alibaba-small|Vanta", "prompt": "c93-s6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Users on tech forums frequently report issues with **binding contracts**."}, {"id": "mai-20260917-0816-smoke|c93-s6|alibaba-small|Drata", "prompt": "c93-s6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the setup process is often described as \"heavy\" for very small teams"}, {"id": "mai-20260917-0816-smoke|c93-s6|alibaba-small|Securiti", "prompt": "c93-s6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "Securiti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Premature \"Automated\" Compliance Suites (Proceed with Caution)"}, {"id": "mai-20260917-0816-smoke|c93-s6|alibaba-small|ZenGRC", "prompt": "c93-s6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "ZenGRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "A frequent complaint is that the native reporting is weak."}, {"id": "mai-20260917-0816-smoke|c93-s6|alibaba-small|LogicGate (Real-Time Risk Manager)", "prompt": "c93-s6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "LogicGate (Real-Time Risk Manager)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they often get stuck in \"configuration paralysis.\""}, {"id": "mai-20260917-0816-smoke|c93-s6|alibaba-small|SimpleRisk", "prompt": "c93-s6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "SimpleRisk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**SimpleRisk:** Low cost, simple interface, focuses purely on a risk register."}, {"id": "mai-20260917-0816-smoke|c93-s6|alibaba-small|Hyperproof", "prompt": "c93-s6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Developer-friendly, lighter weight than the \"Big Two\" (Vanta/Drata)."}, {"id": "mai-20260917-0816-smoke|c93-s6|alibaba-small|Manual Tracking (Notion/Excel)", "prompt": "c93-s6", "model": "alibaba-small", "cat": "grc-platforms", "variant": "negative", "raw": "Manual Tracking (Notion/Excel)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Completely free. Best for pre-audit preparation before committing to automated tools."}, {"id": "mai-20260917-0816-smoke|c93-s6|anthropic-small|MetricStream", "prompt": "c93-s6", "model": "anthropic-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large enterprises with complex risk landscapes often choose platforms like MetricStream, IBM OpenPages, or ServiceNow... These enterprise solutions are typically overkill for small businesses."}, {"id": "mai-20260917-0816-smoke|c93-s6|anthropic-small|IBM OpenPages", "prompt": "c93-s6", "model": "anthropic-small", "cat": "grc-platforms", "variant": "negative", "raw": "IBM OpenPages", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "platforms like MetricStream, IBM OpenPages, or ServiceNow... These enterprise solutions are typically overkill for small businesses."}, {"id": "mai-20260917-0816-smoke|c93-s6|anthropic-small|ServiceNow", "prompt": "c93-s6", "model": "anthropic-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "platforms like MetricStream, IBM OpenPages, or ServiceNow... These enterprise solutions are typically overkill for small businesses."}, {"id": "mai-20260917-0816-smoke|c93-s6|challenger-small|ServiceNow IRM", "prompt": "c93-s6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow IRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "cautious about enterprise-grade GRC suites—especially platforms like ServiceNow IRM ... too complex, too expensive, and over-built"}, {"id": "mai-20260917-0816-smoke|c93-s6|challenger-small|SAP GRC", "prompt": "c93-s6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "SAP GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "platforms like ServiceNow IRM, SAP GRC ... too complex, too expensive, and over-built for smaller teams"}, {"id": "mai-20260917-0816-smoke|c93-s6|challenger-small|IBM OpenPages", "prompt": "c93-s6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "IBM OpenPages", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "IBM OpenPages ... too complex, too expensive, and over-built for smaller teams"}, {"id": "mai-20260917-0816-smoke|c93-s6|challenger-small|MetricStream", "prompt": "c93-s6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "MetricStream ... too complex, too expensive, and over-built for smaller teams"}, {"id": "mai-20260917-0816-smoke|c93-s6|challenger-small|RSA Archer", "prompt": "c93-s6", "model": "challenger-small", "cat": "grc-platforms", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "RSA Archer, and similar large-suite tools—because they are often too complex, too expensive, and over-built"}, {"id": "mai-20260917-0816-smoke|c93-s6|deepseek-small|RSA Archer", "prompt": "c93-s6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise GRC suites — generally avoid\n- **RSA Archer** — ... Known for poor user experience and heavy customization costs."}, {"id": "mai-20260917-0816-smoke|c93-s6|deepseek-small|MetricStream", "prompt": "c93-s6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Routinely described as overkill and \"not economical for small teams.\""}, {"id": "mai-20260917-0816-smoke|c93-s6|deepseek-small|ServiceNow GRC/IRM", "prompt": "c93-s6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC/IRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Per-user costs make it inaccessible for most organizations under ~2,000 employees. Priced for enterprise budgets."}, {"id": "mai-20260917-0816-smoke|c93-s6|deepseek-small|OneTrust", "prompt": "c93-s6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "the platforms to be most cautious about are ... the broad quote-only platforms (OneTrust)"}, {"id": "mai-20260917-0816-smoke|c93-s6|deepseek-small|Hyperproof", "prompt": "c93-s6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "hidden implementation/training fees, and median real contract pricing ... around **$41K/year** — far above advertised entry points"}, {"id": "mai-20260917-0816-smoke|c93-s6|deepseek-small|Vanta", "prompt": "c93-s6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider **compliance automation platforms** (Vanta, Drata, Secureframe, Sprinto) rather than full enterprise GRC suites"}, {"id": "mai-20260917-0816-smoke|c93-s6|deepseek-small|Drata", "prompt": "c93-s6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider **compliance automation platforms** (Vanta, Drata, Secureframe, Sprinto)"}, {"id": "mai-20260917-0816-smoke|c93-s6|deepseek-small|Secureframe", "prompt": "c93-s6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Consider **compliance automation platforms** (Vanta, Drata, Secureframe, Sprinto)"}, {"id": "mai-20260917-0816-smoke|c93-s6|deepseek-small|Sprinto", "prompt": "c93-s6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Consider **compliance automation platforms** (Vanta, Drata, Secureframe, Sprinto)"}, {"id": "mai-20260917-0816-smoke|c93-s6|deepseek-small|SimpleRisk", "prompt": "c93-s6", "model": "deepseek-small", "cat": "grc-platforms", "variant": "negative", "raw": "SimpleRisk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Good affordable mid-market options mentioned repeatedly: **SimpleRisk** and **Hyperproof**"}, {"id": "mai-20260917-0816-smoke|c93-s6|google-small|Archer (formerly RSA Archer)", "prompt": "c93-s6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "Archer (formerly RSA Archer)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy Enterprise GRC Platforms (Avoid)... expensive overkill"}, {"id": "mai-20260917-0816-smoke|c93-s6|google-small|MetricStream", "prompt": "c93-s6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy Enterprise GRC Platforms (Avoid)... expensive overkill"}, {"id": "mai-20260917-0816-smoke|c93-s6|google-small|IBM OpenPages", "prompt": "c93-s6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "IBM OpenPages", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Legacy Enterprise GRC Platforms (Avoid)"}, {"id": "mai-20260917-0816-smoke|c93-s6|google-small|SAP GRC", "prompt": "c93-s6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "SAP GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Legacy Enterprise GRC Platforms (Avoid)"}, {"id": "mai-20260917-0816-smoke|c93-s6|google-small|ServiceNow GRC / Integrated Risk Management (IRM)", "prompt": "c93-s6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC / Integrated Risk Management (IRM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Ecosystem-Heavy Platforms (Exercise Extreme Caution)"}, {"id": "mai-20260917-0816-smoke|c93-s6|google-small|Diligent One (formerly Galvanize / HighBond)", "prompt": "c93-s6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "Diligent One (formerly Galvanize / HighBond)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Why to be cautious: These platforms are heavily optimized for public companies"}, {"id": "mai-20260917-0816-smoke|c93-s6|google-small|AuditBoard", "prompt": "c93-s6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Board-Facing & Large-Scale Audit Platforms (Overkill)"}, {"id": "mai-20260917-0816-smoke|c93-s6|google-small|LogicGate Risk Cloud", "prompt": "c93-s6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Hyper-Customizable \"Build-Your-Own\" Risk Clouds (Caution)"}, {"id": "mai-20260917-0816-smoke|c93-s6|google-small|Onspring", "prompt": "c93-s6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "Onspring", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Hyper-Customizable \"Build-Your-Own\" Risk Clouds (Caution)"}, {"id": "mai-20260917-0816-smoke|c93-s6|google-small|Vanta", "prompt": "c93-s6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "platforms like Vanta, Drata, or Scrut are highly recommended for startups and SMBs"}, {"id": "mai-20260917-0816-smoke|c93-s6|google-small|Drata", "prompt": "c93-s6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "highly recommended for startups and SMBs, they can lull small businesses into a \"set-it-and-forget-it\" trap"}, {"id": "mai-20260917-0816-smoke|c93-s6|google-small|Scrut", "prompt": "c93-s6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "Scrut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Look for lightweight, SMB-focused compliance automation platforms (like Thoropass, Scrut, SecureSlate, Vanta, or Drata)"}, {"id": "mai-20260917-0816-smoke|c93-s6|google-small|Thoropass", "prompt": "c93-s6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "Thoropass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Look for lightweight, SMB-focused compliance automation platforms (like Thoropass, Scrut, SecureSlate, Vanta, or Drata)"}, {"id": "mai-20260917-0816-smoke|c93-s6|google-small|SecureSlate", "prompt": "c93-s6", "model": "google-small", "cat": "grc-platforms", "variant": "negative", "raw": "SecureSlate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Look for lightweight, SMB-focused compliance automation platforms (like Thoropass, Scrut, SecureSlate, Vanta, or Drata)"}, {"id": "mai-20260917-0816-smoke|c93-s6|meta-small|ZenGRC", "prompt": "c93-s6", "model": "meta-small", "cat": "grc-platforms", "variant": "negative", "raw": "ZenGRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ZenGRC: A lightweight compliance-focused platform that is budget-friendly and suitable for solo users or small teams."}, {"id": "mai-20260917-0816-smoke|c93-s6|meta-small|AuditBoard", "prompt": "c93-s6", "model": "meta-small", "cat": "grc-platforms", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AuditBoard: A GRC platform that is suitable for SMBs and offers a balance of ease and features."}, {"id": "mai-20260917-0816-smoke|c93-s6|meta-small|LogicGate", "prompt": "c93-s6", "model": "meta-small", "cat": "grc-platforms", "variant": "negative", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LogicGate: A GRC platform that is suitable for SMBs and mid-market organizations"}, {"id": "mai-20260917-0816-smoke|c93-s6|meta-small|SimpleRisk", "prompt": "c93-s6", "model": "meta-small", "cat": "grc-platforms", "variant": "negative", "raw": "SimpleRisk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SimpleRisk: A GRC tool that is suitable for small businesses and offers a range of features."}, {"id": "mai-20260917-0816-smoke|c93-s6|meta-small|Hyperproof", "prompt": "c93-s6", "model": "meta-small", "cat": "grc-platforms", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hyperproof: A GRC tool that is suitable for small businesses and offers a range of features."}, {"id": "mai-20260917-0816-smoke|c93-s6|minimax-small|ServiceNow GRC", "prompt": "c93-s6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**ServiceNow GRC** - Complex deployment and customization, best for large organizations"}, {"id": "mai-20260917-0816-smoke|c93-s6|minimax-small|RSA Archer", "prompt": "c93-s6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**RSA Archer** - Enterprise-level complexity and pricing"}, {"id": "mai-20260917-0816-smoke|c93-s6|minimax-small|MetricStream", "prompt": "c93-s6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**MetricStream** - Designed for large enterprises with complex needs"}, {"id": "mai-20260917-0816-smoke|c93-s6|minimax-small|Riskonnect", "prompt": "c93-s6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "Riskonnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Riskonnect** - Enterprise-focused GRC suite"}, {"id": "mai-20260917-0816-smoke|c93-s6|minimax-small|Tugboat", "prompt": "c93-s6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "Tugboat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Tugboat** - Mentioned as more expensive"}, {"id": "mai-20260917-0816-smoke|c93-s6|minimax-small|Cybersaint", "prompt": "c93-s6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "Cybersaint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Cybersaint** - Also mentioned as being on the higher end"}, {"id": "mai-20260917-0816-smoke|c93-s6|minimax-small|OneTrust", "prompt": "c93-s6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**OneTrust** - Enterprise-focused platform"}, {"id": "mai-20260917-0816-smoke|c93-s6|minimax-small|ZenGRC", "prompt": "c93-s6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "ZenGRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Lightweight tools** like ZenGRC (designed for SMBs)"}, {"id": "mai-20260917-0816-smoke|c93-s6|minimax-small|Vanta", "prompt": "c93-s6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Compliance automation tools** like Vanta or Drata (good for startups getting first SOC 2)"}, {"id": "mai-20260917-0816-smoke|c93-s6|minimax-small|Drata", "prompt": "c93-s6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "like Vanta or Drata (good for startups getting first SOC 2)"}, {"id": "mai-20260917-0816-smoke|c93-s6|minimax-small|SimpleRisk", "prompt": "c93-s6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "SimpleRisk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Affordable options** like SimpleRisk (has free self-hosted option) or Hyperproof"}, {"id": "mai-20260917-0816-smoke|c93-s6|minimax-small|Hyperproof", "prompt": "c93-s6", "model": "minimax-small", "cat": "grc-platforms", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "like SimpleRisk (has free self-hosted option) or Hyperproof"}, {"id": "mai-20260917-0816-smoke|c93-s6|mistral-small|ServiceNow GRC", "prompt": "c93-s6", "model": "mistral-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like ServiceNow GRC, RSA Archer, and MetricStream are designed for large enterprises... prohibitively expensive for small businesses"}, {"id": "mai-20260917-0816-smoke|c93-s6|mistral-small|RSA Archer", "prompt": "c93-s6", "model": "mistral-small", "cat": "grc-platforms", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms like RSA Archer and MetricStream are powerful but come with high costs and steep learning curves, making them unsuitable for small teams"}, {"id": "mai-20260917-0816-smoke|c93-s6|mistral-small|MetricStream", "prompt": "c93-s6", "model": "mistral-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms like RSA Archer and MetricStream are powerful but come with high costs and steep learning curves, making them unsuitable for small teams"}, {"id": "mai-20260917-0816-smoke|c93-s6|mistral-small|ZenGRC", "prompt": "c93-s6", "model": "mistral-small", "cat": "grc-platforms", "variant": "negative", "raw": "ZenGRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with lightweight, user-friendly tools such as ZenGRC, AuditBoard, or LogicGate"}, {"id": "mai-20260917-0816-smoke|c93-s6|mistral-small|AuditBoard", "prompt": "c93-s6", "model": "mistral-small", "cat": "grc-platforms", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with lightweight, user-friendly tools such as ZenGRC, AuditBoard, or LogicGate"}, {"id": "mai-20260917-0816-smoke|c93-s6|mistral-small|LogicGate", "prompt": "c93-s6", "model": "mistral-small", "cat": "grc-platforms", "variant": "negative", "raw": "LogicGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Start with lightweight, user-friendly tools such as ZenGRC, AuditBoard, or LogicGate"}, {"id": "mai-20260917-0816-smoke|c93-s6|mistral-small|Drata", "prompt": "c93-s6", "model": "mistral-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider platforms like Drata, Hyperproof, or SimpleRisk if you need compliance automation"}, {"id": "mai-20260917-0816-smoke|c93-s6|mistral-small|Hyperproof", "prompt": "c93-s6", "model": "mistral-small", "cat": "grc-platforms", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Consider platforms like Drata, Hyperproof, or SimpleRisk if you need compliance automation"}, {"id": "mai-20260917-0816-smoke|c93-s6|mistral-small|SimpleRisk", "prompt": "c93-s6", "model": "mistral-small", "cat": "grc-platforms", "variant": "negative", "raw": "SimpleRisk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Consider platforms like Drata, Hyperproof, or SimpleRisk if you need compliance automation"}, {"id": "mai-20260917-0816-smoke|c93-s6|moonshot-small|ServiceNow GRC", "prompt": "c93-s6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why avoid: Designed exclusively for large enterprises already using ServiceNow ITSM"}, {"id": "mai-20260917-0816-smoke|c93-s6|moonshot-small|MetricStream", "prompt": "c93-s6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why avoid: Built for banks and large enterprises with complex regulatory needs"}, {"id": "mai-20260917-0816-smoke|c93-s6|moonshot-small|AuditBoard", "prompt": "c93-s6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why avoid: Premium pricing aimed at large audit and SOX teams"}, {"id": "mai-20260917-0816-smoke|c93-s6|moonshot-small|SAP GRC", "prompt": "c93-s6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "SAP GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why avoid: Built for public companies with audited financials"}, {"id": "mai-20260917-0816-smoke|c93-s6|moonshot-small|Workiva", "prompt": "c93-s6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "SAP GRC / Workiva - Why avoid: Built for public companies with audited financials"}, {"id": "mai-20260917-0816-smoke|c93-s6|moonshot-small|Hyperproof", "prompt": "c93-s6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Caution: More affordable than enterprise options but still may be overkill"}, {"id": "mai-20260917-0816-smoke|c93-s6|moonshot-small|LogicGate Risk Cloud", "prompt": "c93-s6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Caution: While flexible, pricing starts around $30,000–$80,000/year"}, {"id": "mai-20260917-0816-smoke|c93-s6|moonshot-small|SimpleRisk", "prompt": "c93-s6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "SimpleRisk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Has a free self-hosted option; very affordable hosted version"}, {"id": "mai-20260917-0816-smoke|c93-s6|moonshot-small|Eramba", "prompt": "c93-s6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "Eramba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Community edition available; low-cost licensed version"}, {"id": "mai-20260917-0816-smoke|c93-s6|moonshot-small|Vanta", "prompt": "c93-s6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "a compliance automation platform (like Vanta, Drata, or Hyperproof at the simpler end) is usually more appropriate"}, {"id": "mai-20260917-0816-smoke|c93-s6|moonshot-small|Drata", "prompt": "c93-s6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Purpose-built for SOC 2/ISO 27001 automation; flatter pricing"}, {"id": "mai-20260917-0816-smoke|c93-s6|moonshot-small|AuditBadger", "prompt": "c93-s6", "model": "moonshot-small", "cat": "grc-platforms", "variant": "negative", "raw": "AuditBadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Flat $250/month pricing; designed for seed/Series A startups"}, {"id": "mai-20260917-0816-smoke|c93-s6|openai-small|ServiceNow GRC", "prompt": "c93-s6", "model": "openai-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "strong at large-scale workflow, but user reviews commonly mention it can feel **too rigid**, with a **cumbersome UI**"}, {"id": "mai-20260917-0816-smoke|c93-s6|openai-small|SAP GRC / GRC Solutions", "prompt": "c93-s6", "model": "openai-small", "cat": "grc-platforms", "variant": "negative", "raw": "SAP GRC / GRC Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can make it a poor fit for smaller teams unless you truly need SAP integration"}, {"id": "mai-20260917-0816-smoke|c93-s6|openai-small|Riskonnect", "prompt": "c93-s6", "model": "openai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Riskonnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it can become overkill fast for small businesses"}, {"id": "mai-20260917-0816-smoke|c93-s6|openai-small|NAVEX Global GRC", "prompt": "c93-s6", "model": "openai-small", "cat": "grc-platforms", "variant": "negative", "raw": "NAVEX Global GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can be harder to justify for small teams that only need a narrow compliance setup"}, {"id": "mai-20260917-0816-smoke|c93-s6|openai-small|ProcessUnity", "prompt": "c93-s6", "model": "openai-small", "cat": "grc-platforms", "variant": "negative", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "some reviews mention **implementation challenges** and limited deployment guidance, which is a red flag"}, {"id": "mai-20260917-0816-smoke|c93-s6|openai-small|Continuum GRC", "prompt": "c93-s6", "model": "openai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Continuum GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "user feedback points to **non-intuitive navigation**, which can slow down smaller teams"}, {"id": "mai-20260917-0816-smoke|c93-s6|xai-small|ServiceNow GRC", "prompt": "c93-s6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid or Be Highly Cautious About**: ... **ServiceNow GRC** ... Overkill for SMBs"}, {"id": "mai-20260917-0816-smoke|c93-s6|xai-small|RSA Archer", "prompt": "c93-s6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SMBs report poor ROI due to underutilized features and high maintenance."}, {"id": "mai-20260917-0816-smoke|c93-s6|xai-small|MetricStream", "prompt": "c93-s6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Too feature-heavy and expensive for small teams"}, {"id": "mai-20260917-0816-smoke|c93-s6|xai-small|LogicGate", "prompt": "c93-s6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "LogicGate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "often criticized for being pricey for very small businesses"}, {"id": "mai-20260917-0816-smoke|c93-s6|xai-small|OneTrust", "prompt": "c93-s6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platforms to **Approach with Caution** ... rigid contracts, integration gaps"}, {"id": "mai-20260917-0816-smoke|c93-s6|xai-small|ZenGRC (now part of Reciprocity)", "prompt": "c93-s6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "ZenGRC (now part of Reciprocity)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "poor reporting, complex navigation/setup, and the need for external tools"}, {"id": "mai-20260917-0816-smoke|c93-s6|xai-small|AuditBoard", "prompt": "c93-s6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "contract rigidity and higher costs bite smaller companies"}, {"id": "mai-20260917-0816-smoke|c93-s6|xai-small|Drata", "prompt": "c93-s6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Opt for SMB-suited alternatives** like Drata, Vanta, Hyperproof, Sprinto, or SimpleRisk"}, {"id": "mai-20260917-0816-smoke|c93-s6|xai-small|Vanta", "prompt": "c93-s6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SMB-suited alternatives** like Drata, Vanta, Hyperproof"}, {"id": "mai-20260917-0816-smoke|c93-s6|xai-small|Hyperproof", "prompt": "c93-s6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "like Drata, Vanta, Hyperproof, Sprinto, or SimpleRisk"}, {"id": "mai-20260917-0816-smoke|c93-s6|xai-small|Sprinto", "prompt": "c93-s6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Hyperproof, Sprinto, or SimpleRisk (some with free/self-hosted options under $5K/year)"}, {"id": "mai-20260917-0816-smoke|c93-s6|xai-small|SimpleRisk", "prompt": "c93-s6", "model": "xai-small", "cat": "grc-platforms", "variant": "negative", "raw": "SimpleRisk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Sprinto, or SimpleRisk (some with free/self-hosted options under $5K/year)"}, {"id": "mai-20260917-0816-smoke|c93-s6|zai-small|Workiva", "prompt": "c93-s6", "model": "zai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid platforms that are clearly designed for large enterprises** (e.g., Workiva, Diligent One/HighBond, many SAP‑based suites)."}, {"id": "mai-20260917-0816-smoke|c93-s6|zai-small|Diligent One/HighBond", "prompt": "c93-s6", "model": "zai-small", "cat": "grc-platforms", "variant": "negative", "raw": "Diligent One/HighBond", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid platforms that are clearly designed for large enterprises** (e.g., Workiva, Diligent One/HighBond, many SAP‑based suites)."}, {"id": "mai-20260917-0816-smoke|c93-s6|zai-small|SAP‑based suites", "prompt": "c93-s6", "model": "zai-small", "cat": "grc-platforms", "variant": "negative", "raw": "SAP‑based suites", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid platforms that are clearly designed for large enterprises** (e.g., Workiva, Diligent One/HighBond, many SAP‑based suites)."}, {"id": "mai-20260917-0816-smoke|c94-l1|alibaba-small|Drata", "prompt": "c94-l1", "model": "alibaba-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Drata ... Drata has the strongest reputation for user experience (UX) and integration speed."}, {"id": "mai-20260917-0816-smoke|c94-l1|alibaba-small|Vanta", "prompt": "c94-l1", "model": "alibaba-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Vanta"}, {"id": "mai-20260917-0816-smoke|c94-l1|alibaba-small|SecureFrame", "prompt": "c94-l1", "model": "alibaba-small", "cat": "compliance-automation", "variant": "direct", "raw": "SecureFrame", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strict Control Focus: SecureFrame"}, {"id": "mai-20260917-0816-smoke|c94-l1|alibaba-small|OneTrust", "prompt": "c94-l1", "model": "alibaba-small", "cat": "compliance-automation", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top Pick: OneTrust ... Cons: Extremely expensive; notoriously difficult to implement"}, {"id": "mai-20260917-0816-smoke|c94-l1|alibaba-small|AuditBoard", "prompt": "c94-l1", "model": "alibaba-small", "cat": "compliance-automation", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Pick: AuditBoard — Best For: Finance, Fintech, and Life Sciences."}, {"id": "mai-20260917-0816-smoke|c94-l1|alibaba-small|InterScan", "prompt": "c94-l1", "model": "alibaba-small", "cat": "compliance-automation", "variant": "direct", "raw": "InterScan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top Pick: InterScan ... automates the sending, collecting, and scoring of vendor questionnaires."}, {"id": "mai-20260917-0816-smoke|c94-l1|alibaba-small|ServiceNow GRC", "prompt": "c94-l1", "model": "alibaba-small", "cat": "compliance-automation", "variant": "direct", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**I already use ServiceNow.** | **ServiceNow GRC**"}, {"id": "mai-20260917-0816-smoke|c94-l1|challenger-small|Vanta", "prompt": "c94-l1", "model": "challenger-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vanta** is the strongest default choice because it is explicitly positioned for **enterprise compliance programs**"}, {"id": "mai-20260917-0816-smoke|c94-l1|challenger-small|Orbiq", "prompt": "c94-l1", "model": "challenger-small", "cat": "compliance-automation", "variant": "direct", "raw": "Orbiq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you are an **EU-headquartered B2B** company and need a single platform for **NIS2, DORA, ISO 27001, and SOC 2**"}, {"id": "mai-20260917-0816-smoke|c94-l1|challenger-small|ComplyDo", "prompt": "c94-l1", "model": "challenger-small", "cat": "compliance-automation", "variant": "direct", "raw": "ComplyDo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth evaluating if you need an **agentic enterprise** platform that can ingest many regulations"}, {"id": "mai-20260917-0816-smoke|c94-l1|challenger-small|Drata", "prompt": "c94-l1", "model": "challenger-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often recommended more for **SaaS and SMB/mid-market** use cases than as the top enterprise default"}, {"id": "mai-20260917-0816-smoke|c94-l1|challenger-small|Sprinto", "prompt": "c94-l1", "model": "challenger-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often recommended more for **SaaS and SMB/mid-market** use cases than as the top enterprise default"}, {"id": "mai-20260917-0816-smoke|c94-l1|challenger-small|Scrut", "prompt": "c94-l1", "model": "challenger-small", "cat": "compliance-automation", "variant": "direct", "raw": "Scrut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "often recommended more for **SaaS and SMB/mid-market** use cases than as the top enterprise default"}, {"id": "mai-20260917-0816-smoke|c94-l1|deepseek-small|Vanta", "prompt": "c94-l1", "model": "deepseek-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vanta** is the safest default (breadth + speed)"}, {"id": "mai-20260917-0816-smoke|c94-l1|deepseek-small|Drata", "prompt": "c94-l1", "model": "deepseek-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drata** is best if you have a strong technical team"}, {"id": "mai-20260917-0816-smoke|c94-l1|deepseek-small|Secureframe", "prompt": "c94-l1", "model": "deepseek-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Secureframe** if you value guided, hands-on partnership across many frameworks"}, {"id": "mai-20260917-0816-smoke|c94-l1|deepseek-small|Scytale", "prompt": "c94-l1", "model": "deepseek-small", "cat": "compliance-automation", "variant": "direct", "raw": "Scytale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A strong up-and-comer ... Frequently ranked at or near the top"}, {"id": "mai-20260917-0816-smoke|c94-l1|deepseek-small|Centraleyes", "prompt": "c94-l1", "model": "deepseek-small", "cat": "compliance-automation", "variant": "direct", "raw": "Centraleyes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A robust GRC platform tailored to large enterprises with complex compliance needs."}, {"id": "mai-20260917-0816-smoke|c94-l1|deepseek-small|Orbiq", "prompt": "c94-l1", "model": "deepseek-small", "cat": "compliance-automation", "variant": "direct", "raw": "Orbiq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Great for **EU-headquartered B2B companies** needing NIS2, DORA, ISO 27001, and SOC 2"}, {"id": "mai-20260917-0816-smoke|c94-l1|google-small|Vanta", "prompt": "c94-l1", "model": "google-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is the overall market leader for modern, cloud-first enterprise compliance."}, {"id": "mai-20260917-0816-smoke|c94-l1|google-small|Drata", "prompt": "c94-l1", "model": "google-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Drata is Vanta's primary modern competitor and is highly regarded for its structured compliance \"operating system\" feel"}, {"id": "mai-20260917-0816-smoke|c94-l1|google-small|Optro (formerly AuditBoard)", "prompt": "c94-l1", "model": "google-small", "cat": "compliance-automation", "variant": "direct", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your enterprise has deep corporate governance structures, internal auditors, and SOX requirements, go with Optro."}, {"id": "mai-20260917-0816-smoke|c94-l1|google-small|Anecdotes", "prompt": "c94-l1", "model": "google-small", "cat": "compliance-automation", "variant": "direct", "raw": "Anecdotes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Large, Complex, or Hybrid (On-Prem/Cloud) Architectures"}, {"id": "mai-20260917-0816-smoke|c94-l1|meta-small|Orbiq", "prompt": "c94-l1", "model": "meta-small", "cat": "compliance-automation", "variant": "direct", "raw": "Orbiq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Orbiq - Ideal for EU-headquartered B2B companies needing NIS2, DORA, ISO 27001, and SOC 2 compliance in a single platform."}, {"id": "mai-20260917-0816-smoke|c94-l1|meta-small|Vanta", "prompt": "c94-l1", "model": "meta-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vanta - Provides a list of the 5 best compliance software solutions for enterprises in 2026"}, {"id": "mai-20260917-0816-smoke|c94-l1|minimax-small|Vanta", "prompt": "c94-l1", "model": "minimax-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Vanta** is frequently cited as a top choice due to its comprehensive automation, extensive integrations, and strong enterprise scalability."}, {"id": "mai-20260917-0816-smoke|c94-l1|minimax-small|Orbiq", "prompt": "c94-l1", "model": "minimax-small", "cat": "compliance-automation", "variant": "direct", "raw": "Orbiq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your company is EU-based or specifically needs NIS2/DORA compliance, **Orbiq** might be more suitable"}, {"id": "mai-20260917-0816-smoke|c94-l1|minimax-small|Process Street", "prompt": "c94-l1", "model": "minimax-small", "cat": "compliance-automation", "variant": "direct", "raw": "Process Street", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Compliance operations and process documentation"}, {"id": "mai-20260917-0816-smoke|c94-l1|mistral-small|Vanta", "prompt": "c94-l1", "model": "mistral-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies: Vanta is the most mature and widely adopted"}, {"id": "mai-20260917-0816-smoke|c94-l1|mistral-small|Drata", "prompt": "c94-l1", "model": "mistral-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Drata is a strong alternative, with similar features and a focus on continuous compliance."}, {"id": "mai-20260917-0816-smoke|c94-l1|mistral-small|Sprinto", "prompt": "c94-l1", "model": "mistral-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For cost-conscious scaling companies: Sprinto offers excellent value"}, {"id": "mai-20260917-0816-smoke|c94-l1|moonshot-small|Vanta", "prompt": "c94-l1", "model": "moonshot-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vanta** or **Drata** are the leading choices due to their modern automation, continuous monitoring, and faster implementation"}, {"id": "mai-20260917-0816-smoke|c94-l1|moonshot-small|Drata", "prompt": "c94-l1", "model": "moonshot-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vanta** or **Drata** are the leading choices due to their modern automation, continuous monitoring, and faster implementation"}, {"id": "mai-20260917-0816-smoke|c94-l1|moonshot-small|ServiceNow GRC", "prompt": "c94-l1", "model": "moonshot-small", "cat": "compliance-automation", "variant": "direct", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're a large enterprise with ... existing ServiceNow investments ... **ServiceNow GRC** or **RSA Archer** may be more appropriate despite higher costs"}, {"id": "mai-20260917-0816-smoke|c94-l1|moonshot-small|RSA Archer", "prompt": "c94-l1", "model": "moonshot-small", "cat": "compliance-automation", "variant": "direct", "raw": "RSA Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Higher cost (~$150K+/year), legacy architecture but gold standard for audit-grade GRC"}, {"id": "mai-20260917-0816-smoke|c94-l1|moonshot-small|MetricStream", "prompt": "c94-l1", "model": "moonshot-small", "cat": "compliance-automation", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Fortune 500/Global Enterprises"}, {"id": "mai-20260917-0816-smoke|c94-l1|openai-small|Vanta", "prompt": "c94-l1", "model": "openai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta is the strongest default recommendation"}, {"id": "mai-20260917-0816-smoke|c94-l1|openai-small|Drata", "prompt": "c94-l1", "model": "openai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often a strong alternative if you want robust continuous compliance"}, {"id": "mai-20260917-0816-smoke|c94-l1|openai-small|Secureframe", "prompt": "c94-l1", "model": "openai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you want a strong compliance ops workflow"}, {"id": "mai-20260917-0816-smoke|c94-l1|openai-small|Hyperproof", "prompt": "c94-l1", "model": "openai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "usually better if your enterprise needs lean more toward broader GRC"}, {"id": "mai-20260917-0816-smoke|c94-l1|openai-small|AuditBoard", "prompt": "c94-l1", "model": "openai-small", "cat": "compliance-automation", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "usually better if your enterprise needs lean more toward broader GRC"}, {"id": "mai-20260917-0816-smoke|c94-l1|openai-small|OneTrust", "prompt": "c94-l1", "model": "openai-small", "cat": "compliance-automation", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "usually better if your enterprise needs lean more toward broader GRC, risk, privacy"}, {"id": "mai-20260917-0816-smoke|c94-l1|xai-small|Vanta", "prompt": "c94-l1", "model": "xai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Overall enterprise programs, fast audit readiness, sales trust ... Vanta/Drata lead in adoption"}, {"id": "mai-20260917-0816-smoke|c94-l1|xai-small|Drata", "prompt": "c94-l1", "model": "xai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Prioritize Vanta/Drata for B2B SaaS velocity"}, {"id": "mai-20260917-0816-smoke|c94-l1|xai-small|Secureframe", "prompt": "c94-l1", "model": "xai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-driven evidence + high-touch support; Good for first-time SOC 2 at scale"}, {"id": "mai-20260917-0816-smoke|c94-l1|xai-small|Hyperproof", "prompt": "c94-l1", "model": "xai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hyperproof/AuditBoard for 1000+ employees or custom controls"}, {"id": "mai-20260917-0816-smoke|c94-l1|xai-small|AuditBoard (Optro)", "prompt": "c94-l1", "model": "xai-small", "cat": "compliance-automation", "variant": "direct", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Connected GRC (audit/risk/compliance) at large scale"}, {"id": "mai-20260917-0816-smoke|c94-l1|xai-small|IBM OpenPages", "prompt": "c94-l1", "model": "xai-small", "cat": "compliance-automation", "variant": "direct", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For heavier GRC (beyond automation): IBM OpenPages or MetricStream"}, {"id": "mai-20260917-0816-smoke|c94-l1|xai-small|MetricStream", "prompt": "c94-l1", "model": "xai-small", "cat": "compliance-automation", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IBM OpenPages or MetricStream (Gartner Leaders for full GRC platforms)"}, {"id": "mai-20260917-0816-smoke|c94-l1|zai-small|Vanta", "prompt": "c94-l1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best SaaS-Focused Automation: Vanta"}, {"id": "mai-20260917-0816-smoke|c94-l1|zai-small|Drata", "prompt": "c94-l1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for First-Time SOC 2 & Fast Automation: Drata"}, {"id": "mai-20260917-0816-smoke|c94-l1|zai-small|Hyperproof", "prompt": "c94-l1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Multi-Framework Continuous Monitoring: Hyperproof"}, {"id": "mai-20260917-0816-smoke|c94-l1|zai-small|Scytale", "prompt": "c94-l1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Scytale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SaaS-focused automation tools (Vanta, Drata, Hyperproof, Scytale, Secureframe, Sprinto)"}, {"id": "mai-20260917-0816-smoke|c94-l1|zai-small|Secureframe", "prompt": "c94-l1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SaaS-focused automation tools (Vanta, Drata, Hyperproof, Scytale, Secureframe, Sprinto)"}, {"id": "mai-20260917-0816-smoke|c94-l1|zai-small|Sprinto", "prompt": "c94-l1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Budget-Friendly SaaS Option: Sprinto"}, {"id": "mai-20260917-0816-smoke|c94-l1|zai-small|OneTrust", "prompt": "c94-l1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Best Overall for Enterprise B2B: OneTrust Tech Risk & Compliance"}, {"id": "mai-20260917-0816-smoke|c94-l1|zai-small|AuditBoard", "prompt": "c94-l1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best Audit-First Enterprise Suite: AuditBoard"}, {"id": "mai-20260917-0816-smoke|c94-l1|zai-small|LogicGate", "prompt": "c94-l1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best Flexible, Process-Automation Platform: LogicGate Risk Cloud"}, {"id": "mai-20260917-0816-smoke|c94-l1|zai-small|Mitratech Alyne", "prompt": "c94-l1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Mitratech Alyne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for Deep Enterprise GRC: Mitratech Alyne"}, {"id": "mai-20260917-0816-smoke|c94-l1|zai-small|Onspring", "prompt": "c94-l1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Onspring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Full-featured GRC suites (OneTrust, AuditBoard, LogicGate, Mitratech Alyne, Onspring)"}, {"id": "mai-20260917-0816-smoke|c94-l2|alibaba-small|Vanta", "prompt": "c94-l2", "model": "alibaba-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Vanta ... My advice: Start a pilot with **Vanta**."}, {"id": "mai-20260917-0816-smoke|c94-l2|alibaba-small|Drata", "prompt": "c94-l2", "model": "alibaba-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Drata"}, {"id": "mai-20260917-0816-smoke|c94-l2|alibaba-small|AuditBoard", "prompt": "c94-l2", "model": "alibaba-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Heavyweight\" Option: AuditBoard ... If you have a heavy requirement for internal auditing or SOX, bring **AuditBoard** into the conversation"}, {"id": "mai-20260917-0816-smoke|c94-l2|anthropic-small|Vanta", "prompt": "c94-l2", "model": "anthropic-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vanta or Drata** would be the safest choices, with Vanta excelling in speed and integration breadth"}, {"id": "mai-20260917-0816-smoke|c94-l2|anthropic-small|Drata", "prompt": "c94-l2", "model": "anthropic-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vanta or Drata** would be the safest choices ... Drata in comprehensive continuous monitoring"}, {"id": "mai-20260917-0816-smoke|c94-l2|anthropic-small|Secureframe", "prompt": "c94-l2", "model": "anthropic-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Secureframe offers 35+ frameworks with hands-on support, making it valuable for organizations managing multiple compliance requirements"}, {"id": "mai-20260917-0816-smoke|c94-l2|challenger-small|Drata", "prompt": "c94-l2", "model": "challenger-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Drata** if your priority is a highly automated, multi-framework compliance program that can scale beyond the first audit."}, {"id": "mai-20260917-0816-smoke|c94-l2|challenger-small|Hyperproof", "prompt": "c94-l2", "model": "challenger-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hyperproof** is also positioned for larger, more regulated teams"}, {"id": "mai-20260917-0816-smoke|c94-l2|challenger-small|Vanta", "prompt": "c94-l2", "model": "challenger-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Vanta** if you want the most widely validated option and expect a faster path to first audit readiness."}, {"id": "mai-20260917-0816-smoke|c94-l2|deepseek-small|ServiceNow IRM", "prompt": "c94-l2", "model": "deepseek-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "ServiceNow IRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **ServiceNow IRM** if you're already deeply invested in ServiceNow, operate in heavily regulated sectors"}, {"id": "mai-20260917-0816-smoke|c94-l2|deepseek-small|OneTrust GRC", "prompt": "c94-l2", "model": "deepseek-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "OneTrust GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **OneTrust** if privacy/consent and third-party risk across many jurisdictions are primary drivers."}, {"id": "mai-20260917-0816-smoke|c94-l2|deepseek-small|Vanta", "prompt": "c94-l2", "model": "deepseek-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend **Vanta** as the primary pick"}, {"id": "mai-20260917-0816-smoke|c94-l2|deepseek-small|Drata", "prompt": "c94-l2", "model": "deepseek-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The closest like-for-like alternative, with strong reviews"}, {"id": "mai-20260917-0816-smoke|c94-l2|deepseek-small|Secureframe", "prompt": "c94-l2", "model": "deepseek-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less suited to the deep self-service scale that big orgs often need"}, {"id": "mai-20260917-0816-smoke|c94-l2|google-small|Vanta (Enterprise Tier)", "prompt": "c94-l2", "model": "google-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta (Enterprise Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Scale and Configurable Automation"}, {"id": "mai-20260917-0816-smoke|c94-l2|google-small|Drata (Enterprise Tier)", "prompt": "c94-l2", "model": "google-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata (Enterprise Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Structured Compliance Operations and Audit Hub"}, {"id": "mai-20260917-0816-smoke|c94-l2|google-small|Hyperproof", "prompt": "c94-l2", "model": "google-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for \"Write Once, Satisfy Many\" & Scoped Organizations"}, {"id": "mai-20260917-0816-smoke|c94-l2|google-small|Optro (formerly AuditBoard)", "prompt": "c94-l2", "model": "google-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It lacks the modern \"compliance-as-code\" continuous API-driven automation... often find it heavy, manual, and disconnected"}, {"id": "mai-20260917-0816-smoke|c94-l2|meta-small|Vanta", "prompt": "c94-l2", "model": "meta-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta is a recommended SOC 2 and ISO 27001 automation tool for a large B2B company with thousands of employees"}, {"id": "mai-20260917-0816-smoke|c94-l2|minimax-small|Vanta", "prompt": "c94-l2", "model": "minimax-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular options in the market include Vanta, Drata, Secureframe, Scrut, and Hyperproof."}, {"id": "mai-20260917-0816-smoke|c94-l2|minimax-small|Drata", "prompt": "c94-l2", "model": "minimax-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular options in the market include Vanta, Drata, Secureframe, Scrut, and Hyperproof."}, {"id": "mai-20260917-0816-smoke|c94-l2|minimax-small|Secureframe", "prompt": "c94-l2", "model": "minimax-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular options in the market include Vanta, Drata, Secureframe, Scrut, and Hyperproof."}, {"id": "mai-20260917-0816-smoke|c94-l2|minimax-small|Scrut", "prompt": "c94-l2", "model": "minimax-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Scrut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular options in the market include Vanta, Drata, Secureframe, Scrut, and Hyperproof."}, {"id": "mai-20260917-0816-smoke|c94-l2|minimax-small|Hyperproof", "prompt": "c94-l2", "model": "minimax-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular options in the market include Vanta, Drata, Secureframe, Scrut, and Hyperproof."}, {"id": "mai-20260917-0816-smoke|c94-l2|mistral-small|Vanta", "prompt": "c94-l2", "model": "mistral-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely regarded as the leader for SOC 2 automation... making it a top choice for complex environments."}, {"id": "mai-20260917-0816-smoke|c94-l2|mistral-small|Secureframe", "prompt": "c94-l2", "model": "mistral-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vanta** and **Secureframe** are the most popular and highly rated choices due to their scalability"}, {"id": "mai-20260917-0816-smoke|c94-l2|mistral-small|Drata", "prompt": "c94-l2", "model": "mistral-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another strong option, Drata is designed for continuous compliance"}, {"id": "mai-20260917-0816-smoke|c94-l2|mistral-small|Scytale", "prompt": "c94-l2", "model": "mistral-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Drata** and **Scytale** are also strong contenders"}, {"id": "mai-20260917-0816-smoke|c94-l2|moonshot-small|Vanta", "prompt": "c94-l2", "model": "moonshot-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Recommendation: **Vanta**"}, {"id": "mai-20260917-0816-smoke|c94-l2|moonshot-small|Drata", "prompt": "c94-l2", "model": "moonshot-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Alternative: Drata"}, {"id": "mai-20260917-0816-smoke|c94-l2|openai-small|Vanta", "prompt": "c94-l2", "model": "openai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Vanta or Drata**, with a slight edge to **Vanta**"}, {"id": "mai-20260917-0816-smoke|c94-l2|openai-small|Drata", "prompt": "c94-l2", "model": "openai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drata** is also a solid choice"}, {"id": "mai-20260917-0816-smoke|c94-l2|openai-small|Secureframe", "prompt": "c94-l2", "model": "openai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Secureframe** if you want an enterprise option but are evaluating a third contender for fit"}, {"id": "mai-20260917-0816-smoke|c94-l2|xai-small|Vanta", "prompt": "c94-l2", "model": "xai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Vanta** as the top choice"}, {"id": "mai-20260917-0816-smoke|c94-l2|xai-small|Drata", "prompt": "c94-l2", "model": "xai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Drata** as a very close second"}, {"id": "mai-20260917-0816-smoke|c94-l2|xai-small|AuditBoard", "prompt": "c94-l2", "model": "xai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AuditBoard** for more mature enterprise GRC needs"}, {"id": "mai-20260917-0816-smoke|c94-l2|xai-small|OneTrust", "prompt": "c94-l2", "model": "xai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "consider OneTrust as a heavier GRC suite, but it's less automation-focused for pure SOC 2/ISO"}, {"id": "mai-20260917-0816-smoke|c94-l2|zai-small|SureCloud", "prompt": "c94-l2", "model": "zai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "SureCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: SureCloud"}, {"id": "mai-20260917-0816-smoke|c94-l2|zai-small|Vanta", "prompt": "c94-l2", "model": "zai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Vanta (Best for Speed & AI-Driven Automation)"}, {"id": "mai-20260917-0816-smoke|c94-l2|zai-small|Compyl", "prompt": "c94-l2", "model": "zai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Compyl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: Compyl (Best for Multi-Framework & \"One Source of Truth\")"}, {"id": "mai-20260917-0816-smoke|c94-l3|alibaba-small|Drata", "prompt": "c94-l3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The industry standard choice right now is **Drata** or **Vanta**."}, {"id": "mai-20260917-0816-smoke|c94-l3|alibaba-small|Vanta", "prompt": "c94-l3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Vanta** if you want the easiest implementation and have a developer-centric culture."}, {"id": "mai-20260917-0816-smoke|c94-l3|alibaba-small|AuditBoard", "prompt": "c94-l3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose AuditBoard** if you need to manage financial audits (SOX) alongside technical audits."}, {"id": "mai-20260917-0816-smoke|c94-l3|alibaba-small|ServiceNow GRC", "prompt": "c94-l3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Massive legacy enterprises already embedded in the ServiceNow ecosystem."}, {"id": "mai-20260917-0816-smoke|c94-l3|alibaba-small|OneTrust", "prompt": "c94-l3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose OneTrust** if your primary concern is managing customer data privacy (GDPR/CCPA)."}, {"id": "mai-20260917-0816-smoke|c94-l3|alibaba-small|Hyperproof", "prompt": "c94-l3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best For:** Companies struggling with organization and messy spreadsheets."}, {"id": "mai-20260917-0816-smoke|c94-l3|alibaba-small|MetricStream", "prompt": "c94-l3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "usually prefer **AuditBoard**, **MetricStream**, or **IBM OpenPages**"}, {"id": "mai-20260917-0816-smoke|c94-l3|alibaba-small|IBM OpenPages", "prompt": "c94-l3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "usually prefer **AuditBoard**, **MetricStream**, or **IBM OpenPages**"}, {"id": "mai-20260917-0816-smoke|c94-l3|anthropic-small|Drata", "prompt": "c94-l3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The leading platforms ranked by product attributes are Drata (8.80)"}, {"id": "mai-20260917-0816-smoke|c94-l3|anthropic-small|Secureframe", "prompt": "c94-l3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Secureframe (8.78)"}, {"id": "mai-20260917-0816-smoke|c94-l3|anthropic-small|Vanta", "prompt": "c94-l3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vanta has the largest integration library (400+ integrations) and the broadest framework list"}, {"id": "mai-20260917-0816-smoke|c94-l3|anthropic-small|Sprinto", "prompt": "c94-l3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vanta and Sprinto are fastest"}, {"id": "mai-20260917-0816-smoke|c94-l3|anthropic-small|Hyperproof", "prompt": "c94-l3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Hyperproof (8.62)"}, {"id": "mai-20260917-0816-smoke|c94-l3|anthropic-small|Scrut", "prompt": "c94-l3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scrut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Scrut (8.62)"}, {"id": "mai-20260917-0816-smoke|c94-l3|anthropic-small|Optro", "prompt": "c94-l3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Optro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Optro, which rebranded from AuditBoard in March 2026 and unifies compliance, risk, and internal audit"}, {"id": "mai-20260917-0816-smoke|c94-l3|anthropic-small|IBM OpenPages", "prompt": "c94-l3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "IBM OpenPages, built for enterprises managing GRC across multiple business units"}, {"id": "mai-20260917-0816-smoke|c94-l3|anthropic-small|Netwrix", "prompt": "c94-l3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Netwrix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Netwrix automates technical control evidence, not full GRC workflow orchestration, and should be paired with a GRC platform"}, {"id": "mai-20260917-0816-smoke|c94-l3|anthropic-small|Cynomi", "prompt": "c94-l3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Cynomi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Cynomi is the only compliance automation platform purpose-built exclusively for MSPs and MSSPs"}, {"id": "mai-20260917-0816-smoke|c94-l3|anthropic-small|Scytale", "prompt": "c94-l3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Secureframe and Scytale are moderate"}, {"id": "mai-20260917-0816-smoke|c94-l3|anthropic-small|Anecdotes", "prompt": "c94-l3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Anecdotes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Drata and Anecdotes take longer to configure but pay off across subsequent audits"}, {"id": "mai-20260917-0816-smoke|c94-l3|challenger-small|OneTrust", "prompt": "c94-l3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Hyperproof, LogicGate, OneTrust, ServiceNow GRC, IBM OpenPages, or MetricStream** if you need **broader governance, risk, policy, and enterprise workflow control**."}, {"id": "mai-20260917-0816-smoke|c94-l3|challenger-small|ServiceNow GRC", "prompt": "c94-l3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best when compliance must fit into the ServiceNow stack."}, {"id": "mai-20260917-0816-smoke|c94-l3|challenger-small|IBM OpenPages", "prompt": "c94-l3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More robust for governance and risk than lightweight automation."}, {"id": "mai-20260917-0816-smoke|c94-l3|challenger-small|MetricStream", "prompt": "c94-l3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong in regulatory complexity and enterprise risk."}, {"id": "mai-20260917-0816-smoke|c94-l3|challenger-small|Workiva", "prompt": "c94-l3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better for reporting and assurance than pure compliance automation."}, {"id": "mai-20260917-0816-smoke|c94-l3|challenger-small|LogicGate Risk Cloud", "prompt": "c94-l3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "More GRC/workflow-centric than pure compliance automation."}, {"id": "mai-20260917-0816-smoke|c94-l3|challenger-small|Hyperproof", "prompt": "c94-l3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong for evidence-centered enterprise compliance operations."}, {"id": "mai-20260917-0816-smoke|c94-l3|challenger-small|Optro/AuditBoard", "prompt": "c94-l3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Optro/AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Optro/AuditBoard** if you want a more **enterprise audit and risk** orientation with compliance automation layered in."}, {"id": "mai-20260917-0816-smoke|c94-l3|challenger-small|Vanta", "prompt": "c94-l3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Choose **Vanta, Drata, or Secureframe** if your priority is **fast audit readiness, automated evidence, and recurring certification work**."}, {"id": "mai-20260917-0816-smoke|c94-l3|challenger-small|Drata", "prompt": "c94-l3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Choose **Vanta, Drata, or Secureframe** if your priority is **fast audit readiness, automated evidence, and recurring certification work**."}, {"id": "mai-20260917-0816-smoke|c94-l3|challenger-small|Secureframe", "prompt": "c94-l3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Choose **Vanta, Drata, or Secureframe** if your priority is **fast audit readiness, automated evidence**"}, {"id": "mai-20260917-0816-smoke|c94-l3|challenger-small|Mitratech Alyne", "prompt": "c94-l3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Enterprise multi-framework GRC with strong workflow support."}, {"id": "mai-20260917-0816-smoke|c94-l3|deepseek-small|Vanta", "prompt": "c94-l3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The default choice for a *first audit*. Largest integration library (400+ integrations) and the largest auditor network"}, {"id": "mai-20260917-0816-smoke|c94-l3|deepseek-small|Drata", "prompt": "c94-l3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for *technical, engineering-led teams* that want control and will actually live in the tool."}, {"id": "mai-20260917-0816-smoke|c94-l3|deepseek-small|Secureframe", "prompt": "c94-l3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for *guided, multi-framework programs*. Offers white-glove onboarding and 45+ frameworks."}, {"id": "mai-20260917-0816-smoke|c94-l3|deepseek-small|Sprinto", "prompt": "c94-l3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "lean guided onboarding for cloud-native/mid-market SaaS; best value under ~100 employees"}, {"id": "mai-20260917-0816-smoke|c94-l3|deepseek-small|Thoropass", "prompt": "c94-l3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Thoropass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want **consultant-led help or a bundled auditor**: **Thoropass** or **Secureframe**."}, {"id": "mai-20260917-0816-smoke|c94-l3|deepseek-small|Scytale", "prompt": "c94-l3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you manage **many frameworks with strong evidence reuse**: **Hyperproof** or **Scytale**."}, {"id": "mai-20260917-0816-smoke|c94-l3|deepseek-small|Scrut Automation", "prompt": "c94-l3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scrut Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "highly rated by its own users (4.9 on G2/Capterra); strong SaaS-focused risk monitoring"}, {"id": "mai-20260917-0816-smoke|c94-l3|deepseek-small|Cynomi", "prompt": "c94-l3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Cynomi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "asset-visibility and broader certification platforms"}, {"id": "mai-20260917-0816-smoke|c94-l3|deepseek-small|JupiterOne", "prompt": "c94-l3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "JupiterOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "asset-visibility and broader certification platforms"}, {"id": "mai-20260917-0816-smoke|c94-l3|deepseek-small|OneTrust Certification Automation", "prompt": "c94-l3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "OneTrust Certification Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Supports multiple concurrent certifications (50+ frameworks) with 100+ integrations"}, {"id": "mai-20260917-0816-smoke|c94-l3|deepseek-small|Hyperproof", "prompt": "c94-l3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Standout for *many frameworks at once* (140+ in a single control library)"}, {"id": "mai-20260917-0816-smoke|c94-l3|deepseek-small|AuditBoard", "prompt": "c94-l3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "large enterprise with SOX, internal audit, and enterprise risk**: **AuditBoard, Diligent, or LogicGate**"}, {"id": "mai-20260917-0816-smoke|c94-l3|deepseek-small|Diligent (One Platform)", "prompt": "c94-l3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Diligent (One Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Entity-wide GRC combining governance, risk, compliance, and audit with AI-powered regulatory-change mapping"}, {"id": "mai-20260917-0816-smoke|c94-l3|deepseek-small|LogicGate (Risk Cloud)", "prompt": "c94-l3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "LogicGate (Risk Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Highly configurable workflow automation across audit, SOX controls, risk, and issue management"}, {"id": "mai-20260917-0816-smoke|c94-l3|deepseek-small|Mitratech Alyne", "prompt": "c94-l3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Named a top pick for enterprise multi-framework GRC with 1,500+ templates"}, {"id": "mai-20260917-0816-smoke|c94-l3|google-small|Drata", "prompt": "c94-l3", "model": "google-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Drata is a dominant player in the mid-market and enterprise spaces.... Deep control customization, multi-framework mapping, and a highly polished Audit Hub"}, {"id": "mai-20260917-0816-smoke|c94-l3|google-small|Vanta", "prompt": "c94-l3", "model": "google-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The pioneer of compliance automation, Vanta is famous for its vast library of integrations (over 400+)... has matured into a powerhouse enterprise tool."}, {"id": "mai-20260917-0816-smoke|c94-l3|google-small|Anecdotes", "prompt": "c94-l3", "model": "google-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Anecdotes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Steeper learning curve; overkill and too costly for standard, single-framework needs."}, {"id": "mai-20260917-0816-smoke|c94-l3|google-small|Optro (formerly AuditBoard)", "prompt": "c94-l3", "model": "google-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Optro is trusted by over 50% of the Fortune 500. It bridges the gap between IT security compliance and traditional financial/corporate compliance"}, {"id": "mai-20260917-0816-smoke|c94-l3|google-small|OneTrust", "prompt": "c94-l3", "model": "google-small", "cat": "compliance-automation", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Massive platform footprint; complex implementation and expensive licensing."}, {"id": "mai-20260917-0816-smoke|c94-l3|meta-small|Cynomi", "prompt": "c94-l3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Cynomi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade compliance automation platforms include Cynomi, Vanta, Drata, Secureframe"}, {"id": "mai-20260917-0816-smoke|c94-l3|meta-small|Vanta", "prompt": "c94-l3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "others, like Vanta, are better suited for US companies"}, {"id": "mai-20260917-0816-smoke|c94-l3|meta-small|Drata", "prompt": "c94-l3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms include Cynomi, Vanta, Drata, Secureframe, Hyperproof"}, {"id": "mai-20260917-0816-smoke|c94-l3|meta-small|Secureframe", "prompt": "c94-l3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cynomi, Vanta, Drata, Secureframe, Hyperproof, Tugboat Logic"}, {"id": "mai-20260917-0816-smoke|c94-l3|meta-small|Hyperproof", "prompt": "c94-l3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Secureframe, Hyperproof, Tugboat Logic, AuditBoard"}, {"id": "mai-20260917-0816-smoke|c94-l3|meta-small|Tugboat Logic", "prompt": "c94-l3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Tugboat Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Hyperproof, Tugboat Logic, AuditBoard, LogicGate"}, {"id": "mai-20260917-0816-smoke|c94-l3|meta-small|AuditBoard", "prompt": "c94-l3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tugboat Logic, AuditBoard, LogicGate, Scrut"}, {"id": "mai-20260917-0816-smoke|c94-l3|meta-small|LogicGate", "prompt": "c94-l3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AuditBoard, LogicGate, Scrut, JupiterOne"}, {"id": "mai-20260917-0816-smoke|c94-l3|meta-small|Scrut", "prompt": "c94-l3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scrut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "LogicGate, Scrut, JupiterOne, Sprinto"}, {"id": "mai-20260917-0816-smoke|c94-l3|meta-small|JupiterOne", "prompt": "c94-l3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "JupiterOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Scrut, JupiterOne, Sprinto, and Scytale AI"}, {"id": "mai-20260917-0816-smoke|c94-l3|meta-small|Sprinto", "prompt": "c94-l3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "JupiterOne, Sprinto, and Scytale AI"}, {"id": "mai-20260917-0816-smoke|c94-l3|meta-small|Scytale AI", "prompt": "c94-l3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Sprinto, and Scytale AI"}, {"id": "mai-20260917-0816-smoke|c94-l3|meta-small|Orbiq", "prompt": "c94-l3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Orbiq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Some platforms, like Orbiq, are ideal for EU companies"}, {"id": "mai-20260917-0816-smoke|c94-l3|minimax-small|Vanta", "prompt": "c94-l3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Strengths**: Fast setup, 300+ integrations, strong cross-framework mapping, excellent for achieving SOC 2 quickly"}, {"id": "mai-20260917-0816-smoke|c94-l3|minimax-small|Drata", "prompt": "c94-l3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Strengths**: Most polished UI, strongest custom controls engine, real-time monitoring, deep automation"}, {"id": "mai-20260917-0816-smoke|c94-l3|minimax-small|Secureframe", "prompt": "c94-l3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for**: Teams wanting hand-holding and guided onboarding"}, {"id": "mai-20260917-0816-smoke|c94-l3|minimax-small|Sprinto", "prompt": "c94-l3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Fast-growing SaaS companies, early-stage startups"}, {"id": "mai-20260917-0816-smoke|c94-l3|minimax-small|Hyperproof", "prompt": "c94-l3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Multi-framework evidence reuse"}, {"id": "mai-20260917-0816-smoke|c94-l3|mistral-small|Archer (RSA Archer)", "prompt": "c94-l3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Archer (RSA Archer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "One of the most established GRC platforms, ideal for organizations with complex, multi-framework compliance needs"}, {"id": "mai-20260917-0816-smoke|c94-l3|mistral-small|MetricStream", "prompt": "c94-l3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Market leader for AI-first GRC, especially for Fortune 500 companies"}, {"id": "mai-20260917-0816-smoke|c94-l3|mistral-small|ServiceNow GRC (IRM Suite)", "prompt": "c94-l3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "ServiceNow GRC (IRM Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprises that want a unified platform for IT, security, and risk management"}, {"id": "mai-20260917-0816-smoke|c94-l3|mistral-small|Vanta", "prompt": "c94-l3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Safest default for most startups and mid-market teams, with the broadest integrations and auditor network"}, {"id": "mai-20260917-0816-smoke|c94-l3|mistral-small|Drata", "prompt": "c94-l3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More flexibility and customization than Vanta, strong for multi-framework programs"}, {"id": "mai-20260917-0816-smoke|c94-l3|mistral-small|Secureframe", "prompt": "c94-l3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong in cross-framework automation and scalability for growing SaaS companies"}, {"id": "mai-20260917-0816-smoke|c94-l3|mistral-small|Hyperproof", "prompt": "c94-l3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Framework-agnostic, ideal for complex, multi-framework environments"}, {"id": "mai-20260917-0816-smoke|c94-l3|mistral-small|OneTrust", "prompt": "c94-l3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For enterprise privacy and data governance, OneTrust is the dominant player"}, {"id": "mai-20260917-0816-smoke|c94-l3|moonshot-small|Vanta", "prompt": "c94-l3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Vanta if: You need fastest time-to-compliance, US-focused SOC 2, and clean UX matters most."}, {"id": "mai-20260917-0816-smoke|c94-l3|moonshot-small|Drata", "prompt": "c94-l3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Drata if: You want the deepest automation, real-time monitoring, and plan to scale across multiple frameworks."}, {"id": "mai-20260917-0816-smoke|c94-l3|moonshot-small|Secureframe", "prompt": "c94-l3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Considerations: Less workflow flexibility; thinner feature depth compared to competitors"}, {"id": "mai-20260917-0816-smoke|c94-l3|moonshot-small|Mitratech Alyne", "prompt": "c94-l3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Mitratech Alyne if: You're a larger enterprise needing comprehensive GRC"}, {"id": "mai-20260917-0816-smoke|c94-l3|moonshot-small|Hyperproof", "prompt": "c94-l3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Multi-framework evidence reuse"}, {"id": "mai-20260917-0816-smoke|c94-l3|openai-small|ServiceNow GRC / Integrated Risk", "prompt": "c94-l3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "ServiceNow GRC / Integrated Risk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: **large enterprises that want compliance embedded in a broader workflow/risk platform**."}, {"id": "mai-20260917-0816-smoke|c94-l3|openai-small|AuditBoard", "prompt": "c94-l3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: **enterprise audit, risk, and controls programs**"}, {"id": "mai-20260917-0816-smoke|c94-l3|openai-small|Vanta", "prompt": "c94-l3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Usually a top pick for companies that need to **move quickly toward enterprise readiness**"}, {"id": "mai-20260917-0816-smoke|c94-l3|openai-small|Drata", "prompt": "c94-l3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: **continuous compliance with automated evidence collection**"}, {"id": "mai-20260917-0816-smoke|c94-l3|openai-small|Secureframe", "prompt": "c94-l3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: **companies that want \"enterprise-ready\" compliance with strong support for SOC 2 and ISO 27001**"}, {"id": "mai-20260917-0816-smoke|c94-l3|openai-small|Scrut Automation", "prompt": "c94-l3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: **broader framework coverage and enterprise-style flexibility**"}, {"id": "mai-20260917-0816-smoke|c94-l3|openai-small|Scytale", "prompt": "c94-l3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: **automation plus expert-guided compliance**"}, {"id": "mai-20260917-0816-smoke|c94-l3|openai-small|Thoropass", "prompt": "c94-l3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Thoropass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: **bundled compliance plus audit support**"}, {"id": "mai-20260917-0816-smoke|c94-l3|xai-small|Vanta", "prompt": "c94-l3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Startups/SaaS often pick Vanta for speed"}, {"id": "mai-20260917-0816-smoke|c94-l3|xai-small|Drata", "prompt": "c94-l3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "technical teams favor Drata"}, {"id": "mai-20260917-0816-smoke|c94-l3|xai-small|Secureframe", "prompt": "c94-l3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "multi-reg teams lean Secureframe/Hyperproof"}, {"id": "mai-20260917-0816-smoke|c94-l3|xai-small|Hyperproof", "prompt": "c94-l3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "multi-reg teams lean Secureframe/Hyperproof"}, {"id": "mai-20260917-0816-smoke|c94-l3|xai-small|OneTrust", "prompt": "c94-l3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "massive orgs go OneTrust"}, {"id": "mai-20260917-0816-smoke|c94-l3|xai-small|AuditBoard", "prompt": "c94-l3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "strong contenders but more niche (e.g., ... AuditBoard for audit-risk integration)"}, {"id": "mai-20260917-0816-smoke|c94-l3|xai-small|LogicGate", "prompt": "c94-l3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like AuditBoard, LogicGate, Sprinto, and Mitratech Alyne are strong contenders but more niche"}, {"id": "mai-20260917-0816-smoke|c94-l3|xai-small|Sprinto", "prompt": "c94-l3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "more niche (e.g., Sprinto for startups"}, {"id": "mai-20260917-0816-smoke|c94-l3|xai-small|Mitratech Alyne", "prompt": "c94-l3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "strong contenders but more niche"}, {"id": "mai-20260917-0816-smoke|c94-l3|zai-small|Scytale", "prompt": "c94-l3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "positioned as an alternative to Drata/Vanta for teams that value expert guidance"}, {"id": "mai-20260917-0816-smoke|c94-l3|zai-small|Drata", "prompt": "c94-l3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Speed & Cloud‑Native Focus | Vanta, Drata, Scytale"}, {"id": "mai-20260917-0816-smoke|c94-l3|zai-small|Vanta", "prompt": "c94-l3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "37+ frameworks; 300+ integrations"}, {"id": "mai-20260917-0816-smoke|c94-l3|zai-small|Hyperproof", "prompt": "c94-l3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi‑Framework Evidence Reuse | Hyperproof, OneTrust Certification Automation"}, {"id": "mai-20260917-0816-smoke|c94-l3|zai-small|Secureframe", "prompt": "c94-l3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hand‑Holding & Dedicated Support | Secureframe (with compliance managers)"}, {"id": "mai-20260917-0816-smoke|c94-l3|zai-small|Sprinto", "prompt": "c94-l3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Early‑Stage Startup on a Budget | Sprinto"}, {"id": "mai-20260917-0816-smoke|c94-l3|zai-small|OneTrust Certification Automation", "prompt": "c94-l3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "OneTrust Certification Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Multiple concurrent certifications; large organizations needing certification management"}, {"id": "mai-20260917-0816-smoke|c94-l3|zai-small|Scrut Automation", "prompt": "c94-l3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scrut Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SaaS‑focused risk monitoring; organizations needing tight integration with SaaS stacks"}, {"id": "mai-20260917-0816-smoke|c94-l3|zai-small|OneTrust Tech Risk and Compliance", "prompt": "c94-l3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "OneTrust Tech Risk and Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Global Multi‑Entity Programs with Strong Privacy | OneTrust"}, {"id": "mai-20260917-0816-smoke|c94-l3|zai-small|AuditBoard", "prompt": "c94-l3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Internal Audit‑Driven SOX Program | AuditBoard"}, {"id": "mai-20260917-0816-smoke|c94-l3|zai-small|LogicGate Risk Cloud", "prompt": "c94-l3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Highly Custom Workflows & Risk Quantification | LogicGate"}, {"id": "mai-20260917-0816-smoke|c94-l3|zai-small|MetricStream", "prompt": "c94-l3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Regulated Industries (Banking, Healthcare, Energy) | MetricStream"}, {"id": "mai-20260917-0816-smoke|c94-l3|zai-small|ServiceNow GRC / Archer", "prompt": "c94-l3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "ServiceNow GRC / Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Six‑figure implementation budgets; suited for very large, complex organizations"}, {"id": "mai-20260917-0816-smoke|c94-l4|alibaba-small|LowerPlane", "prompt": "c94-l4", "model": "alibaba-small", "cat": "compliance-automation", "variant": "budget", "raw": "LowerPlane", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LowerPlane** or **HiComply** are the strongest choices"}, {"id": "mai-20260917-0816-smoke|c94-l4|alibaba-small|HiComply", "prompt": "c94-l4", "model": "alibaba-small", "cat": "compliance-automation", "variant": "budget", "raw": "HiComply", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LowerPlane** or **HiComply** are the strongest choices"}, {"id": "mai-20260917-0816-smoke|c94-l4|alibaba-small|Vanta", "prompt": "c94-l4", "model": "alibaba-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Standard Platforms (Vanta, Drata, etc.) | Price often increases as you add users/licenses."}, {"id": "mai-20260917-0816-smoke|c94-l4|alibaba-small|Drata", "prompt": "c94-l4", "model": "alibaba-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Standard Platforms (Vanta, Drata, etc.) | Price often increases as you add users/licenses."}, {"id": "mai-20260917-0816-smoke|c94-l4|anthropic-small|Hicomply", "prompt": "c94-l4", "model": "anthropic-small", "cat": "compliance-automation", "variant": "budget", "raw": "Hicomply", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hicomply** appears to be the strongest option for your specific needs."}, {"id": "mai-20260917-0816-smoke|c94-l4|anthropic-small|AuditBoard", "prompt": "c94-l4", "model": "anthropic-small", "cat": "compliance-automation", "variant": "budget", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "enterprise platforms like Optro AI or AuditBoard offer established solutions with custom enterprise agreements that can lock in fixed costs"}, {"id": "mai-20260917-0816-smoke|c94-l4|anthropic-small|Optro AI", "prompt": "c94-l4", "model": "anthropic-small", "cat": "compliance-automation", "variant": "budget", "raw": "Optro AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Optro AI pricing typically starts around $30,000–$50,000 per year for mid-market deployments"}, {"id": "mai-20260917-0816-smoke|c94-l4|anthropic-small|OneTrust", "prompt": "c94-l4", "model": "anthropic-small", "cat": "compliance-automation", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "OneTrust supports privacy, GRC, third-party risk... However, pricing is custom quoted."}, {"id": "mai-20260917-0816-smoke|c94-l4|challenger-small|Mitratech Alyne", "prompt": "c94-l4", "model": "challenger-small", "cat": "compliance-automation", "variant": "budget", "raw": "Mitratech Alyne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit in the results is **Mitratech Alyne** for enterprise-scale compliance complexity"}, {"id": "mai-20260917-0816-smoke|c94-l4|challenger-small|OneTrust", "prompt": "c94-l4", "model": "challenger-small", "cat": "compliance-automation", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **OneTrust** if you need broad enterprise privacy/GRC coverage but can accept quote-only pricing"}, {"id": "mai-20260917-0816-smoke|c94-l4|challenger-small|Vanta", "prompt": "c94-l4", "model": "challenger-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "not the clearest fit when you specifically want cost predictability across **thousands of users**"}, {"id": "mai-20260917-0816-smoke|c94-l4|challenger-small|Drata", "prompt": "c94-l4", "model": "challenger-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "not the clearest fit when you specifically want cost predictability across **thousands of users**"}, {"id": "mai-20260917-0816-smoke|c94-l4|challenger-small|Whale", "prompt": "c94-l4", "model": "challenger-small", "cat": "compliance-automation", "variant": "budget", "raw": "Whale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "its published plans are aimed at smaller team sizes and are not positioned for massive enterprise deployments"}, {"id": "mai-20260917-0816-smoke|c94-l4|challenger-small|Hyperproof", "prompt": "c94-l4", "model": "challenger-small", "cat": "compliance-automation", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "strong enterprise options, but the results emphasize complexity and enterprise breadth more than predictable per-large-org pricing"}, {"id": "mai-20260917-0816-smoke|c94-l4|challenger-small|MetricStream", "prompt": "c94-l4", "model": "challenger-small", "cat": "compliance-automation", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "strong enterprise options, but the results emphasize complexity and enterprise breadth more than predictable per-large-org pricing"}, {"id": "mai-20260917-0816-smoke|c94-l4|challenger-small|IBM OpenPages", "prompt": "c94-l4", "model": "challenger-small", "cat": "compliance-automation", "variant": "budget", "raw": "IBM OpenPages", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "strong enterprise options, but the results emphasize complexity and enterprise breadth more than predictable per-large-org pricing"}, {"id": "mai-20260917-0816-smoke|c94-l4|deepseek-small|ZenGRC", "prompt": "c94-l4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "ZenGRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ZenGRC** is the best strategic fit because it's purpose-built for the enterprise tier"}, {"id": "mai-20260917-0816-smoke|c94-l4|deepseek-small|HiComply", "prompt": "c94-l4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "HiComply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HiComply's Enterprise tier** is the strongest alternative"}, {"id": "mai-20260917-0816-smoke|c94-l4|deepseek-small|LowerPlane", "prompt": "c94-l4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "LowerPlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LowerPlane Enterprise:** $15,995/yr with **no per-user charges, no setup fees, no surprise costs**"}, {"id": "mai-20260917-0816-smoke|c94-l4|deepseek-small|ComplyJet", "prompt": "c94-l4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "ComplyJet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "capped at ~50 employees for its listed tiers, so less suited to a genuinely large enterprise"}, {"id": "mai-20260917-0816-smoke|c94-l4|deepseek-small|Vanta", "prompt": "c94-l4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid for your use case - Vanta, Drata, Secureframe, Sprinto, LogicGate: These scale pricing with headcount"}, {"id": "mai-20260917-0816-smoke|c94-l4|deepseek-small|Drata", "prompt": "c94-l4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to avoid for your use case"}, {"id": "mai-20260917-0816-smoke|c94-l4|deepseek-small|Secureframe", "prompt": "c94-l4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to avoid for your use case"}, {"id": "mai-20260917-0816-smoke|c94-l4|deepseek-small|Sprinto", "prompt": "c94-l4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to avoid for your use case"}, {"id": "mai-20260917-0816-smoke|c94-l4|deepseek-small|LogicGate", "prompt": "c94-l4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "LogicGate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "These scale pricing with headcount and framework count"}, {"id": "mai-20260917-0816-smoke|c94-l4|deepseek-small|OneTrust", "prompt": "c94-l4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "custom-quoted, module-based, often landing in the high six figures with add-ons — least predictable for total cost"}, {"id": "mai-20260917-0816-smoke|c94-l4|deepseek-small|ServiceNow IRM", "prompt": "c94-l4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "ServiceNow IRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "least predictable for total cost"}, {"id": "mai-20260917-0816-smoke|c94-l4|deepseek-small|AuditBoard", "prompt": "c94-l4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "AuditBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "least predictable for total cost"}, {"id": "mai-20260917-0816-smoke|c94-l4|google-small|Drata", "prompt": "c94-l4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Drata (Best Overall for Large-Scale Automation)... does not charge per-seat licensing"}, {"id": "mai-20260917-0816-smoke|c94-l4|google-small|Hyperproof", "prompt": "c94-l4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hyperproof (Best for Complex, Multi-Departmental Controls)... includes unlimited users on all plans"}, {"id": "mai-20260917-0816-smoke|c94-l4|google-small|Complyance", "prompt": "c94-l4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "Complyance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "flat enterprise subscription model that features unlimited users, controls, frameworks, risks, and vendors"}, {"id": "mai-20260917-0816-smoke|c94-l4|google-small|Vanta", "prompt": "c94-l4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its standard pricing model frequently scales with employee headcount thresholds... your costs can scale aggressively"}, {"id": "mai-20260917-0816-smoke|c94-l4|google-small|AuditBoard (Rebranded to Optro)", "prompt": "c94-l4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "AuditBoard (Rebranded to Optro)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "will result in a highly customized, expensive, and less predictable contract"}, {"id": "mai-20260917-0816-smoke|c94-l4|google-small|ServiceNow GRC", "prompt": "c94-l4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "steep learning curve, high implementation costs, and a highly complex enterprise pricing structure"}, {"id": "mai-20260917-0816-smoke|c94-l4|meta-small|Vanta", "prompt": "c94-l4", "model": "meta-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "some of the top compliance automation platforms include Vanta, which offers automated compliance software that can streamline compliance processes and reduce manual tasks"}, {"id": "mai-20260917-0816-smoke|c94-l4|minimax-small|Hyperproof", "prompt": "c94-l4", "model": "minimax-small", "cat": "compliance-automation", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hyperproof** is the best fit for a large company with thousands of users that needs predictable, flat-rate pricing."}, {"id": "mai-20260917-0816-smoke|c94-l4|minimax-small|Vanta", "prompt": "c94-l4", "model": "minimax-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Scales with headcount | Costs explode with thousands of users"}, {"id": "mai-20260917-0816-smoke|c94-l4|minimax-small|Secureframe", "prompt": "c94-l4", "model": "minimax-small", "cat": "compliance-automation", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Per-seat + framework fees | Unpredictable as you grow"}, {"id": "mai-20260917-0816-smoke|c94-l4|minimax-small|Drata", "prompt": "c94-l4", "model": "minimax-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "somewhat predictable \"complexity bracket\" model, but less transparent than Hyperproof for enterprise deployments"}, {"id": "mai-20260917-0816-smoke|c94-l4|minimax-small|ComplyJet", "prompt": "c94-l4", "model": "minimax-small", "cat": "compliance-automation", "variant": "budget", "raw": "ComplyJet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "flat per-company pricing ($4K-$8K/year), but best suited for SMBs (typically up to 50 employees)"}, {"id": "mai-20260917-0816-smoke|c94-l4|mistral-small|Vanta", "prompt": "c94-l4", "model": "mistral-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vanta** is often the best choice due to its strong emphasis on pricing transparency and scalability"}, {"id": "mai-20260917-0816-smoke|c94-l4|mistral-small|Drata", "prompt": "c94-l4", "model": "mistral-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drata** and **Hyperproof** are also excellent alternatives"}, {"id": "mai-20260917-0816-smoke|c94-l4|mistral-small|Hyperproof", "prompt": "c94-l4", "model": "mistral-small", "cat": "compliance-automation", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Drata** and **Hyperproof** are also excellent alternatives"}, {"id": "mai-20260917-0816-smoke|c94-l4|moonshot-small|Vanta", "prompt": "c94-l4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Uses per-seat pricing that scales with headcount... Enterprise plans can reach $80,000+/year"}, {"id": "mai-20260917-0816-smoke|c94-l4|moonshot-small|Drata", "prompt": "c94-l4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Custom quote-based pricing... scaling to $100,000+/year for enterprises"}, {"id": "mai-20260917-0816-smoke|c94-l4|moonshot-small|OneTrust", "prompt": "c94-l4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OneTrust Enterprise GRC – Designed for Fortune 1000 multi-entity programs, but requires careful negotiation to manage the multiple pricing vectors"}, {"id": "mai-20260917-0816-smoke|c94-l4|moonshot-small|Hyperproof", "prompt": "c94-l4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Prioritize platforms offering **unlimited user licenses** (Hyperproof is the leading option here)"}, {"id": "mai-20260917-0816-smoke|c94-l4|moonshot-small|Episki", "prompt": "c94-l4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "Episki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "offers true flat-rate pricing... most transparent model found, though it's a smaller vendor"}, {"id": "mai-20260917-0816-smoke|c94-l4|moonshot-small|ServiceNow GRC", "prompt": "c94-l4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "alternatives like ServiceNow GRC, RSA Archer, or SAP GRC that might offer different pricing structures"}, {"id": "mai-20260917-0816-smoke|c94-l4|moonshot-small|RSA Archer", "prompt": "c94-l4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "RSA Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "alternatives like ServiceNow GRC, RSA Archer, or SAP GRC"}, {"id": "mai-20260917-0816-smoke|c94-l4|moonshot-small|SAP GRC", "prompt": "c94-l4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "SAP GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "alternatives like ServiceNow GRC, RSA Archer, or SAP GRC"}, {"id": "mai-20260917-0816-smoke|c94-l4|openai-small|Scrut", "prompt": "c94-l4", "model": "openai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Scrut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Scrut**"}, {"id": "mai-20260917-0816-smoke|c94-l4|openai-small|Drata", "prompt": "c94-l4", "model": "openai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "evaluate **Drata** alongside it"}, {"id": "mai-20260917-0816-smoke|c94-l4|openai-small|Thoropass", "prompt": "c94-l4", "model": "openai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Thoropass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Thoropass** may be attractive because its bundled model can make total cost more predictable upfront"}, {"id": "mai-20260917-0816-smoke|c94-l4|openai-small|Vanta", "prompt": "c94-l4", "model": "openai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparing **Scrut vs Drata vs Vanta vs Secureframe vs Thoropass**"}, {"id": "mai-20260917-0816-smoke|c94-l4|openai-small|Secureframe", "prompt": "c94-l4", "model": "openai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparing **Scrut vs Drata vs Vanta vs Secureframe vs Thoropass**"}, {"id": "mai-20260917-0816-smoke|c94-l4|xai-small|ServiceNow GRC (Integrated Risk Management)", "prompt": "c94-l4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "ServiceNow GRC (Integrated Risk Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ServiceNow GRC (Integrated Risk Management)** as the top choice"}, {"id": "mai-20260917-0816-smoke|c94-l4|xai-small|RSA Archer", "prompt": "c94-l4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "RSA Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **RSA Archer** and **AuditBoard** as strong alternatives"}, {"id": "mai-20260917-0816-smoke|c94-l4|xai-small|AuditBoard", "prompt": "c94-l4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **RSA Archer** and **AuditBoard** as strong alternatives"}, {"id": "mai-20260917-0816-smoke|c94-l4|xai-small|Vanta", "prompt": "c94-l4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to Avoid for Predictability - **Vanta/Drata/Secureframe**: ... per-employee pricing explodes unpredictably"}, {"id": "mai-20260917-0816-smoke|c94-l4|xai-small|Drata", "prompt": "c94-l4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Platforms to Avoid for Predictability - **Vanta/Drata/Secureframe**"}, {"id": "mai-20260917-0816-smoke|c94-l4|xai-small|Secureframe", "prompt": "c94-l4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms to Avoid for Predictability - **Vanta/Drata/Secureframe**"}, {"id": "mai-20260917-0816-smoke|c94-l4|xai-small|OneTrust", "prompt": "c94-l4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**OneTrust/MetricStream/LogicGate**: Modular/per-framework/user models lead to variable costs"}, {"id": "mai-20260917-0816-smoke|c94-l4|xai-small|MetricStream", "prompt": "c94-l4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**OneTrust/MetricStream/LogicGate**: Modular/per-framework/user models lead to variable costs"}, {"id": "mai-20260917-0816-smoke|c94-l4|xai-small|LogicGate", "prompt": "c94-l4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "LogicGate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**OneTrust/MetricStream/LogicGate**: Modular/per-framework/user models lead to variable costs"}, {"id": "mai-20260917-0816-smoke|c94-l4|zai-small|Centraleyes", "prompt": "c94-l4", "model": "zai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Centraleyes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best platform is **Centraleyes** (by ServiceNow)"}, {"id": "mai-20260917-0816-smoke|c94-l4|zai-small|Drata", "prompt": "c94-l4", "model": "zai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Drata is a highly automated compliance platform... Cons: Pricing scales with your workforce."}, {"id": "mai-20260917-0816-smoke|c94-l4|zai-small|Vanta", "prompt": "c94-l4", "model": "zai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vanta is a market leader in trust management and compliance automation."}, {"id": "mai-20260917-0816-smoke|c94-l5|alibaba-small|Vanta", "prompt": "c94-l5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Do they share data via a broker like Vanta/Diligent/Secureframe, or do they email PDFs directly?"}, {"id": "mai-20260917-0816-smoke|c94-l5|alibaba-small|Diligent", "prompt": "c94-l5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Do they share data via a broker like Vanta/Diligent/Secureframe"}, {"id": "mai-20260917-0816-smoke|c94-l5|alibaba-small|Secureframe", "prompt": "c94-l5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Do they share data via a broker like Vanta/Diligent/Secureframe"}, {"id": "mai-20260917-0816-smoke|c94-l5|deepseek-small|Thoropass", "prompt": "c94-l5", "model": "deepseek-small", "cat": "compliance-automation", "variant": "scale", "raw": "Thoropass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Some vendors (e.g., Thoropass) bundle in-house audit."}, {"id": "mai-20260917-0816-smoke|c94-l5|deepseek-small|Vanta", "prompt": "c94-l5", "model": "deepseek-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vanta** — widest integration ecosystem (300–400+), strong cross-framework mapping, largest auditor network."}, {"id": "mai-20260917-0816-smoke|c94-l5|deepseek-small|Drata", "prompt": "c94-l5", "model": "deepseek-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Drata** — strong automation/real-time evidence, deep infrastructure monitoring, engineering-friendly."}, {"id": "mai-20260917-0816-smoke|c94-l5|deepseek-small|Secureframe", "prompt": "c94-l5", "model": "deepseek-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Secureframe** — guided multi-framework, strong AI questionnaire automation, a federal/FedRAMP-oriented tier."}, {"id": "mai-20260917-0816-smoke|c94-l5|deepseek-small|Centraleyes", "prompt": "c94-l5", "model": "deepseek-small", "cat": "compliance-automation", "variant": "scale", "raw": "Centraleyes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "platforms like Centraleyes, Thoropass (bundled audit), and broader GRC suites"}, {"id": "mai-20260917-0816-smoke|c94-l5|google-small|Anecdotes", "prompt": "c94-l5", "model": "google-small", "cat": "compliance-automation", "variant": "scale", "raw": "Anecdotes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Anecdotes was built specifically for the enterprise**. Instead of treating compliance as a static checklist, it treats it as a data graph"}, {"id": "mai-20260917-0816-smoke|c94-l5|google-small|Vanta", "prompt": "c94-l5", "model": "google-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vanta is the market leader and has invested heavily in enterprise-grade workspace management"}, {"id": "mai-20260917-0816-smoke|c94-l5|google-small|Drata", "prompt": "c94-l5", "model": "google-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Drata is incredibly strong on workflow customization and developer-friendly APIs."}, {"id": "mai-20260917-0816-smoke|c94-l5|google-small|AuditBoard", "prompt": "c94-l5", "model": "google-small", "cat": "compliance-automation", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "these platforms are the industry standards for large enterprises"}, {"id": "mai-20260917-0816-smoke|c94-l5|google-small|OneTrust", "prompt": "c94-l5", "model": "google-small", "cat": "compliance-automation", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "legacy, heavy-duty GRC that also handles third-party vendor risk, ESG, operational risk, and internal audits"}, {"id": "mai-20260917-0816-smoke|c94-l5|meta-small|Vanta", "prompt": "c94-l5", "model": "meta-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top compliance automation platforms to consider are:\n\n1. Vanta"}, {"id": "mai-20260917-0816-smoke|c94-l5|meta-small|Drata", "prompt": "c94-l5", "model": "meta-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Drata"}, {"id": "mai-20260917-0816-smoke|c94-l5|meta-small|Secureframe", "prompt": "c94-l5", "model": "meta-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Secureframe"}, {"id": "mai-20260917-0816-smoke|c94-l5|meta-small|Sprinto", "prompt": "c94-l5", "model": "meta-small", "cat": "compliance-automation", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Sprinto"}, {"id": "mai-20260917-0816-smoke|c94-l5|meta-small|Comp AI", "prompt": "c94-l5", "model": "meta-small", "cat": "compliance-automation", "variant": "scale", "raw": "Comp AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Comp AI"}, {"id": "mai-20260917-0816-smoke|c94-l5|meta-small|Scytale", "prompt": "c94-l5", "model": "meta-small", "cat": "compliance-automation", "variant": "scale", "raw": "Scytale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Scytale"}, {"id": "mai-20260917-0816-smoke|c94-l5|meta-small|Oneleet", "prompt": "c94-l5", "model": "meta-small", "cat": "compliance-automation", "variant": "scale", "raw": "Oneleet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Oneleet"}, {"id": "mai-20260917-0816-smoke|c94-l5|meta-small|Hyperproof", "prompt": "c94-l5", "model": "meta-small", "cat": "compliance-automation", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Hyperproof"}, {"id": "mai-20260917-0816-smoke|c94-l5|meta-small|Scrut Automation", "prompt": "c94-l5", "model": "meta-small", "cat": "compliance-automation", "variant": "scale", "raw": "Scrut Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Scrut Automation"}, {"id": "mai-20260917-0816-smoke|c94-l5|meta-small|AuditBoard", "prompt": "c94-l5", "model": "meta-small", "cat": "compliance-automation", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. AuditBoard"}, {"id": "mai-20260917-0816-smoke|c94-l5|minimax-small|Vanta", "prompt": "c94-l5", "model": "minimax-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular options include **Vanta**, **Drata**, **Secureframe**, **OneTrust**, and **LogicGate**."}, {"id": "mai-20260917-0816-smoke|c94-l5|minimax-small|Drata", "prompt": "c94-l5", "model": "minimax-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular options include **Vanta**, **Drata**, **Secureframe**, **OneTrust**, and **LogicGate**."}, {"id": "mai-20260917-0816-smoke|c94-l5|minimax-small|Secureframe", "prompt": "c94-l5", "model": "minimax-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular options include **Vanta**, **Drata**, **Secureframe**, **OneTrust**, and **LogicGate**."}, {"id": "mai-20260917-0816-smoke|c94-l5|minimax-small|OneTrust", "prompt": "c94-l5", "model": "minimax-small", "cat": "compliance-automation", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular options include **Vanta**, **Drata**, **Secureframe**, **OneTrust**, and **LogicGate**."}, {"id": "mai-20260917-0816-smoke|c94-l5|minimax-small|LogicGate", "prompt": "c94-l5", "model": "minimax-small", "cat": "compliance-automation", "variant": "scale", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular options include **Vanta**, **Drata**, **Secureframe**, **OneTrust**, and **LogicGate**."}, {"id": "mai-20260917-0816-smoke|c94-l5|mistral-small|Drata", "prompt": "c94-l5", "model": "mistral-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "consider these leading platforms (but verify their fit for your specific needs):\n- **Drata**"}, {"id": "mai-20260917-0816-smoke|c94-l5|mistral-small|Vanta", "prompt": "c94-l5", "model": "mistral-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "consider these leading platforms"}, {"id": "mai-20260917-0816-smoke|c94-l5|mistral-small|Secureframe", "prompt": "c94-l5", "model": "mistral-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "consider these leading platforms"}, {"id": "mai-20260917-0816-smoke|c94-l5|mistral-small|Laika", "prompt": "c94-l5", "model": "mistral-small", "cat": "compliance-automation", "variant": "scale", "raw": "Laika", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "consider these leading platforms"}, {"id": "mai-20260917-0816-smoke|c94-l5|mistral-small|ComplianceQuest", "prompt": "c94-l5", "model": "mistral-small", "cat": "compliance-automation", "variant": "scale", "raw": "ComplianceQuest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider these leading platforms"}, {"id": "mai-20260917-0816-smoke|c94-l5|mistral-small|OneTrust", "prompt": "c94-l5", "model": "mistral-small", "cat": "compliance-automation", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**OneTrust (for broader GRC)**"}, {"id": "mai-20260917-0816-smoke|c94-l5|mistral-small|ServiceNow GRC", "prompt": "c94-l5", "model": "mistral-small", "cat": "compliance-automation", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**ServiceNow GRC**"}, {"id": "mai-20260917-0816-smoke|c94-l5|moonshot-small|Drata", "prompt": "c94-l5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Drata** | Enterprise scalability | Strong multi-entity administration, 400+ integrations"}, {"id": "mai-20260917-0816-smoke|c94-l5|moonshot-small|Vanta", "prompt": "c94-l5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vanta** | Balance of automation + usability | Professional/Enterprise tiers; verify SSO inclusion"}, {"id": "mai-20260917-0816-smoke|c94-l5|moonshot-small|Hyperproof", "prompt": "c94-l5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hyperproof** | Complex multi-framework programs | Built for enterprise GRC teams"}, {"id": "mai-20260917-0816-smoke|c94-l5|moonshot-small|Scrut", "prompt": "c94-l5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "Scrut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Scrut/Onspring/Archer** | Full GRC suite needs"}, {"id": "mai-20260917-0816-smoke|c94-l5|moonshot-small|Onspring", "prompt": "c94-l5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "Onspring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Scrut/Onspring/Archer** | Full GRC suite needs"}, {"id": "mai-20260917-0816-smoke|c94-l5|moonshot-small|Archer", "prompt": "c94-l5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Scrut/Onspring/Archer** | Full GRC suite needs"}, {"id": "mai-20260917-0816-smoke|c94-l5|openai-small|Vanta", "prompt": "c94-l5", "model": "openai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vanta, Secureframe, and Drata all position themselves in that direction, but the deciding factors will usually be enterprise access controls, workflow flexibility, and procurement readiness."}, {"id": "mai-20260917-0816-smoke|c94-l5|openai-small|Secureframe", "prompt": "c94-l5", "model": "openai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vanta, Secureframe, and Drata all position themselves in that direction"}, {"id": "mai-20260917-0816-smoke|c94-l5|openai-small|Drata", "prompt": "c94-l5", "model": "openai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vanta, Secureframe, and Drata all position themselves in that direction"}, {"id": "mai-20260917-0816-smoke|c94-l5|xai-small|Vanta", "prompt": "c94-l5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Shortlist**: Demo top 4-5 (Vanta/Drata/Secureframe/AuditBoard) based on your tech stack."}, {"id": "mai-20260917-0816-smoke|c94-l5|xai-small|Drata", "prompt": "c94-l5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Demo top 4-5 (Vanta/Drata/Secureframe/AuditBoard)"}, {"id": "mai-20260917-0816-smoke|c94-l5|xai-small|Secureframe", "prompt": "c94-l5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Demo top 4-5 (Vanta/Drata/Secureframe/AuditBoard)"}, {"id": "mai-20260917-0816-smoke|c94-l5|xai-small|Sprinto", "prompt": "c94-l5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Sprinto | Speed, TCO | 4.8/5 |"}, {"id": "mai-20260917-0816-smoke|c94-l5|xai-small|AuditBoard", "prompt": "c94-l5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Demo top 4-5 (Vanta/Drata/Secureframe/AuditBoard)"}, {"id": "mai-20260917-0816-smoke|c94-l5|xai-small|Strac Comply", "prompt": "c94-l5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Strac Comply", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "focus on platforms that scale to large teams (e.g., Vanta, Drata, Secureframe, Sprinto, AuditBoard, Strac Comply)"}, {"id": "mai-20260917-0816-smoke|c94-l5|xai-small|Jinba", "prompt": "c94-l5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Jinba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Scoped roles for large orgs (e.g., Jinba, AuditBoard)"}, {"id": "mai-20260917-0816-smoke|c94-l5|zai-small|Vanta", "prompt": "c94-l5", "model": "zai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with the platforms that scored well on automation depth, continuous monitoring, and framework breadth (e.g., Vanta, Drata, Secureframe, Hyperproof, Sprinto, Comp AI)."}, {"id": "mai-20260917-0816-smoke|c94-l5|zai-small|Drata", "prompt": "c94-l5", "model": "zai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., Vanta, Drata, Secureframe, Hyperproof, Sprinto, Comp AI)"}, {"id": "mai-20260917-0816-smoke|c94-l5|zai-small|Secureframe", "prompt": "c94-l5", "model": "zai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., Vanta, Drata, Secureframe, Hyperproof, Sprinto, Comp AI)"}, {"id": "mai-20260917-0816-smoke|c94-l5|zai-small|Hyperproof", "prompt": "c94-l5", "model": "zai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., Vanta, Drata, Secureframe, Hyperproof, Sprinto, Comp AI)"}, {"id": "mai-20260917-0816-smoke|c94-l5|zai-small|Sprinto", "prompt": "c94-l5", "model": "zai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(e.g., Vanta, Drata, Secureframe, Hyperproof, Sprinto, Comp AI)"}, {"id": "mai-20260917-0816-smoke|c94-l5|zai-small|Comp AI", "prompt": "c94-l5", "model": "zai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Comp AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(e.g., Vanta, Drata, Secureframe, Hyperproof, Sprinto, Comp AI)"}, {"id": "mai-20260917-0816-smoke|c94-l6|alibaba-small|Vanta", "prompt": "c94-l6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Startup-First \"Compliance Automation\" Platforms **Examples:** *Vanta, Drata, Sprinto, Secureframe* ... **Why to Avoid/Caution:**"}, {"id": "mai-20260917-0816-smoke|c94-l6|alibaba-small|Drata", "prompt": "c94-l6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Examples:** *Vanta, Drata, Sprinto, Secureframe* ... often unsuitable for large enterprises as a sole solution."}, {"id": "mai-20260917-0816-smoke|c94-l6|alibaba-small|Sprinto", "prompt": "c94-l6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Examples:** *Vanta, Drata, Sprinto, Secureframe* ... often unsuitable for large enterprises as a sole solution."}, {"id": "mai-20260917-0816-smoke|c94-l6|alibaba-small|Secureframe", "prompt": "c94-l6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Examples:** *Vanta, Drata, Sprinto, Secureframe* ... often unsuitable for large enterprises as a sole solution."}, {"id": "mai-20260917-0816-smoke|c94-l6|alibaba-small|RSA Archer", "prompt": "c94-l6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "*RSA Archer (legacy configurations)* ... specific iterations or configurations can be detrimental if the goal is modern *automation*."}, {"id": "mai-20260917-0816-smoke|c94-l6|challenger-small|Vanta", "prompt": "c94-l6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "best for first SOC 2 / mid-market use... not the strongest default for broad enterprise GRC"}, {"id": "mai-20260917-0816-smoke|c94-l6|challenger-small|Drata", "prompt": "c94-l6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "still positioned mainly as a compliance automation tool rather than a full enterprise GRC suite"}, {"id": "mai-20260917-0816-smoke|c94-l6|challenger-small|Sprinto", "prompt": "c94-l6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a clear signal to be cautious in a large-enterprise context"}, {"id": "mai-20260917-0816-smoke|c94-l6|challenger-small|Secureframe", "prompt": "c94-l6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "should be vetted carefully for scale and customization needs"}, {"id": "mai-20260917-0816-smoke|c94-l6|challenger-small|Thoropass", "prompt": "c94-l6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "Thoropass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "a specific tradeoff large enterprises should scrutinize closely"}, {"id": "mai-20260917-0816-smoke|c94-l6|challenger-small|AuditBoard", "prompt": "c94-l6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Hyperproof, AuditBoard, Compyl, and Mitratech Alyne are repeatedly described as better fits for larger or more complex organizations"}, {"id": "mai-20260917-0816-smoke|c94-l6|challenger-small|Hyperproof", "prompt": "c94-l6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Hyperproof, AuditBoard, Compyl, and Mitratech Alyne are repeatedly described as better fits for larger or more complex organizations"}, {"id": "mai-20260917-0816-smoke|c94-l6|challenger-small|LogicGate Risk Cloud", "prompt": "c94-l6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "the results point more toward AuditBoard, Hyperproof, LogicGate Risk Cloud, ZenGRC, Compyl, and MetricStream"}, {"id": "mai-20260917-0816-smoke|c94-l6|challenger-small|ZenGRC", "prompt": "c94-l6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "ZenGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "the results point more toward AuditBoard, Hyperproof, LogicGate Risk Cloud, ZenGRC, Compyl, and MetricStream"}, {"id": "mai-20260917-0816-smoke|c94-l6|challenger-small|Compyl", "prompt": "c94-l6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "Compyl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Hyperproof, AuditBoard, Compyl, and Mitratech Alyne are repeatedly described as better fits"}, {"id": "mai-20260917-0816-smoke|c94-l6|challenger-small|MetricStream", "prompt": "c94-l6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "the results point more toward AuditBoard, Hyperproof, LogicGate Risk Cloud, ZenGRC, Compyl, and MetricStream"}, {"id": "mai-20260917-0816-smoke|c94-l6|challenger-small|Mitratech Alyne", "prompt": "c94-l6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "repeatedly described as better fits for larger or more complex organizations"}, {"id": "mai-20260917-0816-smoke|c94-l6|deepseek-small|Drata", "prompt": "c94-l6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Drata and Secureframe struggle with multi-framework, multi-entity orchestration"}, {"id": "mai-20260917-0816-smoke|c94-l6|deepseek-small|Secureframe", "prompt": "c94-l6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Drata and Secureframe struggle with multi-framework, multi-entity orchestration"}, {"id": "mai-20260917-0816-smoke|c94-l6|deepseek-small|Sprinto", "prompt": "c94-l6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SMB-First Compliance Automation Platforms (e.g., Drata, Secureframe, Sprinto, Thoropass)... often hit a ceiling in complex enterprise environments"}, {"id": "mai-20260917-0816-smoke|c94-l6|deepseek-small|Thoropass", "prompt": "c94-l6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Thoropass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "SMB-First Compliance Automation Platforms (e.g., Drata, Secureframe, Sprinto, Thoropass)... often hit a ceiling in complex enterprise environments"}, {"id": "mai-20260917-0816-smoke|c94-l6|deepseek-small|ServiceNow GRC", "prompt": "c94-l6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Legacy GRC Suites (e.g., ServiceNow GRC, RSA Archer, IBM OpenPages)... infamous for 12-18 month implementations"}, {"id": "mai-20260917-0816-smoke|c94-l6|deepseek-small|RSA Archer", "prompt": "c94-l6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "powerful but infamous for 12-18 month implementations, heavy consulting fees, and poor user adoption"}, {"id": "mai-20260917-0816-smoke|c94-l6|deepseek-small|IBM OpenPages", "prompt": "c94-l6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "IBM OpenPages", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "powerful but infamous for 12-18 month implementations, heavy consulting fees, and poor user adoption"}, {"id": "mai-20260917-0816-smoke|c94-l6|deepseek-small|Mitratech Alyne", "prompt": "c94-l6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "the safest bets are platforms like **Mitratech Alyne** (enterprise multi-framework GRC)"}, {"id": "mai-20260917-0816-smoke|c94-l6|deepseek-small|LogicGate", "prompt": "c94-l6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "LogicGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**LogicGate** (workflow-driven risk)"}, {"id": "mai-20260917-0816-smoke|c94-l6|deepseek-small|AuditBoard", "prompt": "c94-l6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "look for modern platforms like Mitratech Alyne, LogicGate, or AuditBoard that offer enterprise scale"}, {"id": "mai-20260917-0816-smoke|c94-l6|deepseek-small|Vanta", "prompt": "c94-l6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Vanta's renewal increases and add-on surprises are common complaints"}, {"id": "mai-20260917-0816-smoke|c94-l6|deepseek-small|RiskWatch", "prompt": "c94-l6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "RiskWatch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "RiskWatch's enterprise lists are $30k-$50k per year with opaque \"Growth\" tiers"}, {"id": "mai-20260917-0816-smoke|c94-l6|deepseek-small|OneTrust", "prompt": "c94-l6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Platforms with Opaque Pricing and Add-Ons (e.g., Vanta at Enterprise Level, RiskWatch, OneTrust)"}, {"id": "mai-20260917-0816-smoke|c94-l6|deepseek-small|Zapier", "prompt": "c94-l6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Avoid using generic automation for compliance."}, {"id": "mai-20260917-0816-smoke|c94-l6|deepseek-small|Integromat", "prompt": "c94-l6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Integromat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Avoid using generic automation for compliance."}, {"id": "mai-20260917-0816-smoke|c94-l6|deepseek-small|Workato", "prompt": "c94-l6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Workato", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "Avoid using generic automation for compliance."}, {"id": "mai-20260917-0816-smoke|c94-l6|google-small|Vanta", "prompt": "c94-l6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the lower/standard tiers of **Vanta** and **Drata**... Why Enterprises Should Be Cautious"}, {"id": "mai-20260917-0816-smoke|c94-l6|google-small|Drata", "prompt": "c94-l6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While Vanta and Drata started in the SMB space, both have aggressively built enterprise offerings"}, {"id": "mai-20260917-0816-smoke|c94-l6|google-small|Sprinto", "prompt": "c94-l6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "An enterprise should avoid or be highly cautious about ... **Examples:** **Sprinto, Secureframe, Scytale**"}, {"id": "mai-20260917-0816-smoke|c94-l6|google-small|Secureframe", "prompt": "c94-l6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools like Secureframe often rely on their own lightweight endpoint agents ... is a security risk and an administrative headache."}, {"id": "mai-20260917-0816-smoke|c94-l6|google-small|Scytale", "prompt": "c94-l6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scytale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Examples:** **Sprinto, Secureframe, Scytale**"}, {"id": "mai-20260917-0816-smoke|c94-l6|google-small|ServiceNow GRC", "prompt": "c94-l6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Legacy GRCs \"Rebranded\" as Automation ... these suites are often \"automated\" in name only"}, {"id": "mai-20260917-0816-smoke|c94-l6|google-small|Archer", "prompt": "c94-l6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "legacy iterations of **ServiceNow GRC, Archer, IBM OpenPages, or OneTrust**"}, {"id": "mai-20260917-0816-smoke|c94-l6|google-small|IBM OpenPages", "prompt": "c94-l6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "IBM OpenPages", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "legacy iterations of **ServiceNow GRC, Archer, IBM OpenPages, or OneTrust**"}, {"id": "mai-20260917-0816-smoke|c94-l6|google-small|OneTrust", "prompt": "c94-l6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "legacy iterations of **ServiceNow GRC, Archer, IBM OpenPages, or OneTrust**"}, {"id": "mai-20260917-0816-smoke|c94-l6|google-small|Optro", "prompt": "c94-l6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "Optro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Optro** (formerly known as *AuditBoard*...) and **Anecdotes** ... are built to handle the customized, high-data-volume needs of larger enterprises"}, {"id": "mai-20260917-0816-smoke|c94-l6|google-small|Anecdotes", "prompt": "c94-l6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "Anecdotes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "**Anecdotes** (which uses an audit-grade data infrastructure specifically to ingest complex, multi-entity system data and custom workflows)"}, {"id": "mai-20260917-0816-smoke|c94-l6|meta-small|Scrut Automation", "prompt": "c94-l6", "model": "meta-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "platforms like Hyperproof and Scrut Automation might be more appropriate for larger enterprises due to their broader GRC capabilities"}, {"id": "mai-20260917-0816-smoke|c94-l6|meta-small|Hyperproof", "prompt": "c94-l6", "model": "meta-small", "cat": "compliance-automation", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "highlighted for its GRC depth, risk management, and control reuse, making it a good fit for larger enterprises with complex GRC needs"}, {"id": "mai-20260917-0816-smoke|c94-l6|meta-small|Vanta", "prompt": "c94-l6", "model": "meta-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms like Vanta and Drata might be more suited for smaller to mid-sized organizations due to their limitations in handling complex, enterprise-wide compliance needs"}, {"id": "mai-20260917-0816-smoke|c94-l6|meta-small|Drata", "prompt": "c94-l6", "model": "meta-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms like Vanta and Drata might be more suited for smaller to mid-sized organizations due to their limitations"}, {"id": "mai-20260917-0816-smoke|c94-l6|meta-small|Secureframe", "prompt": "c94-l6", "model": "meta-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "priced between $20K-$60K/year, with enterprise pricing negotiable and potentially exceeding $100K/year. This could be a consideration"}, {"id": "mai-20260917-0816-smoke|c94-l6|meta-small|Scytale", "prompt": "c94-l6", "model": "meta-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scytale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compliance automation platforms that are often compared"}, {"id": "mai-20260917-0816-smoke|c94-l6|meta-small|Thoropass", "prompt": "c94-l6", "model": "meta-small", "cat": "compliance-automation", "variant": "negative", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "compliance automation platforms that are often compared"}, {"id": "mai-20260917-0816-smoke|c94-l6|mistral-small|Vanta", "prompt": "c94-l6", "model": "mistral-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some of the most established platforms (like Vanta, Drata, Secureframe, Sprinto, Scytale) use sales-led pricing, which can be opaque and expensive for large enterprises."}, {"id": "mai-20260917-0816-smoke|c94-l6|mistral-small|Drata", "prompt": "c94-l6", "model": "mistral-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some of the most established platforms (like Vanta, Drata, Secureframe, Sprinto, Scytale) use sales-led pricing, which can be opaque and expensive for large enterprises."}, {"id": "mai-20260917-0816-smoke|c94-l6|mistral-small|Secureframe", "prompt": "c94-l6", "model": "mistral-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some of the most established platforms (like Vanta, Drata, Secureframe, Sprinto, Scytale) use sales-led pricing, which can be opaque and expensive for large enterprises."}, {"id": "mai-20260917-0816-smoke|c94-l6|mistral-small|Sprinto", "prompt": "c94-l6", "model": "mistral-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some of the most established platforms (like Vanta, Drata, Secureframe, Sprinto, Scytale) use sales-led pricing, which can be opaque and expensive for large enterprises."}, {"id": "mai-20260917-0816-smoke|c94-l6|mistral-small|Scytale", "prompt": "c94-l6", "model": "mistral-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scytale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some of the most established platforms (like Vanta, Drata, Secureframe, Sprinto, Scytale) use sales-led pricing, which can be opaque and expensive for large enterprises."}, {"id": "mai-20260917-0816-smoke|c94-l6|moonshot-small|Hyperproof", "prompt": "c94-l6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Hyperproof — Caution: Limited Automation at Scale"}, {"id": "mai-20260917-0816-smoke|c94-l6|moonshot-small|Drata", "prompt": "c94-l6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Drata — Caution: Scalability and Pricing Structure"}, {"id": "mai-20260917-0816-smoke|c94-l6|moonshot-small|Sprinto", "prompt": "c94-l6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SMB-Focused \"Fast-Deploy\" Platforms — Avoid for Core Enterprise GRC\nPlatforms like **Sprinto**, **Strike Graph**"}, {"id": "mai-20260917-0816-smoke|c94-l6|moonshot-small|Strike Graph", "prompt": "c94-l6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Strike Graph", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid for Core Enterprise GRC\nPlatforms like **Sprinto**, **Strike Graph**, and to a lesser extent **Scrut Automation**"}, {"id": "mai-20260917-0816-smoke|c94-l6|moonshot-small|Scrut Automation", "prompt": "c94-l6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scrut Automation", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "and to a lesser extent **Scrut Automation**, are optimized for startups and mid-market teams"}, {"id": "mai-20260917-0816-smoke|c94-l6|moonshot-small|OneTrust GRC", "prompt": "c94-l6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "OneTrust GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "OneTrust GRC — Caution: Implementation Burden"}, {"id": "mai-20260917-0816-smoke|c94-l6|moonshot-small|MetricStream", "prompt": "c94-l6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Legacy Enterprise GRC Suites — Caution: Overkill and Rigidity"}, {"id": "mai-20260917-0816-smoke|c94-l6|moonshot-small|ServiceNow GRC", "prompt": "c94-l6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**MetricStream**, **ServiceNow GRC**, and similar platforms suit enterprises with *dedicated GRC teams*, but come with significant tradeoffs"}, {"id": "mai-20260917-0816-smoke|c94-l6|openai-small|Drata", "prompt": "c94-l6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Drata — strong automation for common frameworks, but Gartner Peer Insights includes a complaint that users were “locked in”... That doesn’t mean “avoid,” but it does mean procurement... deserve close review."}, {"id": "mai-20260917-0816-smoke|c94-l6|openai-small|Vanta", "prompt": "c94-l6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "shortlist/avoid list by specific vendor (for example: Drata, Vanta, Secureframe, Sprinto, Scrut, Hyperproof, LogicGate, etc.)"}, {"id": "mai-20260917-0816-smoke|c94-l6|openai-small|Secureframe", "prompt": "c94-l6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "for example: Drata, Vanta, Secureframe, Sprinto, Scrut, Hyperproof, LogicGate, etc."}, {"id": "mai-20260917-0816-smoke|c94-l6|openai-small|Sprinto", "prompt": "c94-l6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "for example: Drata, Vanta, Secureframe, Sprinto, Scrut, Hyperproof, LogicGate, etc."}, {"id": "mai-20260917-0816-smoke|c94-l6|openai-small|Scrut", "prompt": "c94-l6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scrut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "for example: Drata, Vanta, Secureframe, Sprinto, Scrut, Hyperproof, LogicGate, etc."}, {"id": "mai-20260917-0816-smoke|c94-l6|openai-small|Hyperproof", "prompt": "c94-l6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "for example: Drata, Vanta, Secureframe, Sprinto, Scrut, Hyperproof, LogicGate, etc."}, {"id": "mai-20260917-0816-smoke|c94-l6|openai-small|LogicGate", "prompt": "c94-l6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "for example: Drata, Vanta, Secureframe, Sprinto, Scrut, Hyperproof, LogicGate, etc."}, {"id": "mai-20260917-0816-smoke|c94-l6|xai-small|Vanta", "prompt": "c94-l6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Designed for fast SOC 2/ISO 27001 automation in smaller orgs (e.g., <500 employees). They struggle with enterprise complexity"}, {"id": "mai-20260917-0816-smoke|c94-l6|xai-small|Drata", "prompt": "c94-l6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "frequently underperform at enterprise scale"}, {"id": "mai-20260917-0816-smoke|c94-l6|xai-small|Sprinto", "prompt": "c94-l6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "frequently underperform at enterprise scale"}, {"id": "mai-20260917-0816-smoke|c94-l6|xai-small|Secureframe", "prompt": "c94-l6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "frequently underperform at enterprise scale"}, {"id": "mai-20260917-0816-smoke|c94-l6|xai-small|Scytale/Thoropass", "prompt": "c94-l6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scytale/Thoropass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These \"Tier 1\" compliance automation tools (e.g., Vanta, Drata, Sprinto, Secureframe, Scytale/Thoropass) excel at rapid certification readiness for cloud-native firms but frequently underperform"}, {"id": "mai-20260917-0816-smoke|c94-l6|xai-small|Hyperproof", "prompt": "c94-l6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Pivot to Hyperproof or Scrut Automation for better GRC depth in larger setups."}, {"id": "mai-20260917-0816-smoke|c94-l6|xai-small|Scrut Automation", "prompt": "c94-l6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pivot to Hyperproof or Scrut Automation for better GRC depth in larger setups."}, {"id": "mai-20260917-0816-smoke|c94-l6|xai-small|Archer (RSA Archer)", "prompt": "c94-l6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Archer (RSA Archer)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "notorious for **heavy implementation complexity** (often 12+ months) and rigidity"}, {"id": "mai-20260917-0816-smoke|c94-l6|xai-small|IBM OpenPages", "prompt": "c94-l6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "IBM OpenPages", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Prioritize Leaders for Scale: IBM OpenPages, AuditBoard, MetricStream, or Hyperproof"}, {"id": "mai-20260917-0816-smoke|c94-l6|xai-small|AuditBoard", "prompt": "c94-l6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Prioritize Leaders for Scale: IBM OpenPages, AuditBoard, MetricStream, or Hyperproof"}, {"id": "mai-20260917-0816-smoke|c94-l6|xai-small|MetricStream", "prompt": "c94-l6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Prioritize Leaders for Scale: IBM OpenPages, AuditBoard, MetricStream, or Hyperproof"}, {"id": "mai-20260917-0816-smoke|c94-l6|zai-small|Vanta", "prompt": "c94-l6", "model": "zai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the search results indicate significant red flags for large enterprises, specifically regarding **scalability, support, and flexibility.**"}, {"id": "mai-20260917-0816-smoke|c94-l6|zai-small|Drata", "prompt": "c94-l6", "model": "zai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "it has specific technical limitations that make it risky for large enterprises with complex identity management"}, {"id": "mai-20260917-0816-smoke|c94-l6|zai-small|Thoropass", "prompt": "c94-l6", "model": "zai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Thoropass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "reviews highlight UX and functional limitations that become problematic at scale"}, {"id": "mai-20260917-0816-smoke|c94-m1|alibaba-small|Drata", "prompt": "c94-m1", "model": "alibaba-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Drata** is widely considered the leader for mid-market companies that want the lowest amount of manual intervention."}, {"id": "mai-20260917-0816-smoke|c94-m1|alibaba-small|Vanta", "prompt": "c94-m1", "model": "alibaba-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the choice is almost always between **Drata** and **Vanta**"}, {"id": "mai-20260917-0816-smoke|c94-m1|alibaba-small|Secureframe", "prompt": "c94-m1", "model": "alibaba-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Secureframe (Best for Budget & Versatility)"}, {"id": "mai-20260917-0816-smoke|c94-m1|alibaba-small|Orbiq", "prompt": "c94-m1", "model": "alibaba-small", "cat": "compliance-automation", "variant": "direct", "raw": "Orbiq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your mid-market company is headquartered in Europe... **Orbiq** is superior."}, {"id": "mai-20260917-0816-smoke|c94-m1|alibaba-small|SureCloud", "prompt": "c94-m1", "model": "alibaba-small", "cat": "compliance-automation", "variant": "direct", "raw": "SureCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tools like **SureCloud** or **LogicGate** are full-blown GRC ... suites"}, {"id": "mai-20260917-0816-smoke|c94-m1|alibaba-small|LogicGate", "prompt": "c94-m1", "model": "alibaba-small", "cat": "compliance-automation", "variant": "direct", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tools like **SureCloud** or **LogicGate** are full-blown GRC ... suites"}, {"id": "mai-20260917-0816-smoke|c94-m1|anthropic-small|Drata", "prompt": "c94-m1", "model": "anthropic-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Drata and Vanta lead for startups and mid-market firms on SOC 2, HIPAA, and ISO 27001."}, {"id": "mai-20260917-0816-smoke|c94-m1|anthropic-small|Vanta", "prompt": "c94-m1", "model": "anthropic-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Drata and Vanta lead for startups and mid-market firms... consistently recommended as the strongest generalist choices."}, {"id": "mai-20260917-0816-smoke|c94-m1|anthropic-small|Secureframe", "prompt": "c94-m1", "model": "anthropic-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Other strong mid-market options:** - **Secureframe**"}, {"id": "mai-20260917-0816-smoke|c94-m1|anthropic-small|Thoropass", "prompt": "c94-m1", "model": "anthropic-small", "cat": "compliance-automation", "variant": "direct", "raw": "Thoropass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "positioning itself as a one-stop solution for mid-market organizations"}, {"id": "mai-20260917-0816-smoke|c94-m1|anthropic-small|Sprinto", "prompt": "c94-m1", "model": "anthropic-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fastest to deploy for teams without dedicated compliance staff."}, {"id": "mai-20260917-0816-smoke|c94-m1|anthropic-small|Hyperproof", "prompt": "c94-m1", "model": "anthropic-small", "cat": "compliance-automation", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strongest for enterprise multi-framework programs."}, {"id": "mai-20260917-0816-smoke|c94-m1|challenger-small|Vanta", "prompt": "c94-m1", "model": "challenger-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best single-platform choice is usually **Vanta**"}, {"id": "mai-20260917-0816-smoke|c94-m1|challenger-small|Drata", "prompt": "c94-m1", "model": "challenger-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drata** as a strong alternative when you want deeper automation"}, {"id": "mai-20260917-0816-smoke|c94-m1|challenger-small|Secureframe", "prompt": "c94-m1", "model": "challenger-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when you need broad framework coverage and a simpler compliance program"}, {"id": "mai-20260917-0816-smoke|c94-m1|challenger-small|SureCloud", "prompt": "c94-m1", "model": "challenger-small", "cat": "compliance-automation", "variant": "direct", "raw": "SureCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you already have a more mature compliance function"}, {"id": "mai-20260917-0816-smoke|c94-m1|challenger-small|Hyperproof", "prompt": "c94-m1", "model": "challenger-small", "cat": "compliance-automation", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "need stronger GRC-style workflow management across multiple frameworks"}, {"id": "mai-20260917-0816-smoke|c94-m1|deepseek-small|Vanta", "prompt": "c94-m1", "model": "deepseek-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "with **Vanta** as the strongest overall alternative"}, {"id": "mai-20260917-0816-smoke|c94-m1|deepseek-small|Drata", "prompt": "c94-m1", "model": "deepseek-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Drata tends to be the most frequently recommended fit** in recent analyses"}, {"id": "mai-20260917-0816-smoke|c94-m1|deepseek-small|Secureframe", "prompt": "c94-m1", "model": "deepseek-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Secureframe** as a strong value pick"}, {"id": "mai-20260917-0816-smoke|c94-m1|deepseek-small|Sprinto", "prompt": "c94-m1", "model": "deepseek-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Sprinto and Scrut are too limited for these"}, {"id": "mai-20260917-0816-smoke|c94-m1|deepseek-small|Scrut", "prompt": "c94-m1", "model": "deepseek-small", "cat": "compliance-automation", "variant": "direct", "raw": "Scrut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Sprinto and Scrut are too limited for these"}, {"id": "mai-20260917-0816-smoke|c94-m1|google-small|Drata", "prompt": "c94-m1", "model": "google-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "*Yes:* **Drata** is the top choice. Your technical team will love the customization, API access, and control ownership features."}, {"id": "mai-20260917-0816-smoke|c94-m1|google-small|Vanta", "prompt": "c94-m1", "model": "google-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vanta is the market-share leader and the \"default\" shortlist candidate for most B2B SaaS organizations."}, {"id": "mai-20260917-0816-smoke|c94-m1|google-small|Secureframe", "prompt": "c94-m1", "model": "google-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Secureframe** (for the heavy advisory guidance) or **Vanta** ... are better fits."}, {"id": "mai-20260917-0816-smoke|c94-m1|google-small|Hyperproof", "prompt": "c94-m1", "model": "google-small", "cat": "compliance-automation", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Transitioning to Full Enterprise GRC ... Hyperproof is a highly powerful choice."}, {"id": "mai-20260917-0816-smoke|c94-m1|google-small|Orbiq", "prompt": "c94-m1", "model": "google-small", "cat": "compliance-automation", "variant": "direct", "raw": "Orbiq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you may also want to evaluate European-native automation platforms (like **Orbiq**)"}, {"id": "mai-20260917-0816-smoke|c94-m1|meta-small|Vanta", "prompt": "c94-m1", "model": "meta-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta is a good option for companies that need to achieve SOC 2, ISO 27001, HIPAA, or similar certifications quickly."}, {"id": "mai-20260917-0816-smoke|c94-m1|meta-small|Drata", "prompt": "c94-m1", "model": "meta-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Drata is a good option for companies that need to manage multiple compliance programs with overlapping controls."}, {"id": "mai-20260917-0816-smoke|c94-m1|meta-small|Secureframe", "prompt": "c94-m1", "model": "meta-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Secureframe is a good option for companies that need broad framework coverage."}, {"id": "mai-20260917-0816-smoke|c94-m1|minimax-small|Drata", "prompt": "c94-m1", "model": "minimax-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Drata** often provides the best balance of automation depth, multi-framework management, and mid-market specialization"}, {"id": "mai-20260917-0816-smoke|c94-m1|minimax-small|Vanta", "prompt": "c94-m1", "model": "minimax-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if SOC 2 speed is your primary concern and you're newer to compliance, **Vanta** is a safer default"}, {"id": "mai-20260917-0816-smoke|c94-m1|minimax-small|Sprinto", "prompt": "c94-m1", "model": "minimax-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Sprinto** – Cost-effective for global SMBs"}, {"id": "mai-20260917-0816-smoke|c94-m1|minimax-small|Secureframe", "prompt": "c94-m1", "model": "minimax-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Secureframe** – Broad framework coverage with high-touch service"}, {"id": "mai-20260917-0816-smoke|c94-m1|minimax-small|Orbiq", "prompt": "c94-m1", "model": "minimax-small", "cat": "compliance-automation", "variant": "direct", "raw": "Orbiq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Orbiq** – Best for EU-headquartered companies needing NIS2/DORA compliance"}, {"id": "mai-20260917-0816-smoke|c94-m1|mistral-small|Drata", "prompt": "c94-m1", "model": "mistral-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Drata is the best overall choice due to its automation depth, scalability, and value"}, {"id": "mai-20260917-0816-smoke|c94-m1|mistral-small|Vanta", "prompt": "c94-m1", "model": "mistral-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vanta and Secureframe are strong alternatives depending on your specific needs"}, {"id": "mai-20260917-0816-smoke|c94-m1|mistral-small|Secureframe", "prompt": "c94-m1", "model": "mistral-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers broad framework coverage, making it a good fit if your company needs to manage multiple compliance programs"}, {"id": "mai-20260917-0816-smoke|c94-m1|moonshot-small|Drata", "prompt": "c94-m1", "model": "moonshot-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Drata** offers the best balance"}, {"id": "mai-20260917-0816-smoke|c94-m1|moonshot-small|Vanta", "prompt": "c94-m1", "model": "moonshot-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if speed to SOC 2 is your top priority, **Vanta** is the proven leader"}, {"id": "mai-20260917-0816-smoke|c94-m1|moonshot-small|Secureframe", "prompt": "c94-m1", "model": "moonshot-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is tight, **Secureframe** or **Sprinto** offer strong value propositions."}, {"id": "mai-20260917-0816-smoke|c94-m1|moonshot-small|Sprinto", "prompt": "c94-m1", "model": "moonshot-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is tight, **Secureframe** or **Sprinto** offer strong value propositions."}, {"id": "mai-20260917-0816-smoke|c94-m1|moonshot-small|Orbiq", "prompt": "c94-m1", "model": "moonshot-small", "cat": "compliance-automation", "variant": "direct", "raw": "Orbiq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you need EU-specific compliance (NIS2/DORA), consider Orbiq."}, {"id": "mai-20260917-0816-smoke|c94-m1|moonshot-small|Thoropass", "prompt": "c94-m1", "model": "moonshot-small", "cat": "compliance-automation", "variant": "direct", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market with audit marketplace"}, {"id": "mai-20260917-0816-smoke|c94-m1|openai-small|Vanta", "prompt": "c94-m1", "model": "openai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for most mid-market B2B:** **Vanta**."}, {"id": "mai-20260917-0816-smoke|c94-m1|openai-small|Drata", "prompt": "c94-m1", "model": "openai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for more advanced scaling/compliance depth:** **Drata**."}, {"id": "mai-20260917-0816-smoke|c94-m1|openai-small|Secureframe", "prompt": "c94-m1", "model": "openai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Secureframe** as a strong alternative if you want more guided onboarding"}, {"id": "mai-20260917-0816-smoke|c94-m1|xai-small|Drata", "prompt": "c94-m1", "model": "xai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Drata or Vanta** if you're B2B SaaS chasing SOC 2/ISO fast—Drata for polish at scale"}, {"id": "mai-20260917-0816-smoke|c94-m1|xai-small|Vanta", "prompt": "c94-m1", "model": "xai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Drata or Vanta** ... Vanta for integrations/speed."}, {"id": "mai-20260917-0816-smoke|c94-m1|xai-small|Secureframe", "prompt": "c94-m1", "model": "xai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Sprinto or Secureframe** if budget < $10K or need AI/questionnaire tools."}, {"id": "mai-20260917-0816-smoke|c94-m1|xai-small|Sprinto", "prompt": "c94-m1", "model": "xai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Sprinto or Secureframe** if budget < $10K"}, {"id": "mai-20260917-0816-smoke|c94-m1|xai-small|Scrut Automation", "prompt": "c94-m1", "model": "xai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sprinto/Scrut for affordability/high ratings."}, {"id": "mai-20260917-0816-smoke|c94-m1|zai-small|Drata", "prompt": "c94-m1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most mid‑market B2B companies will find **Drata** or **Vanta** to be the \"best\" out‑of‑the‑box solutions"}, {"id": "mai-20260917-0816-smoke|c94-m1|zai-small|Vanta", "prompt": "c94-m1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most mid‑market B2B companies will find **Drata** or **Vanta** to be the \"best\" out‑of‑the‑box solutions"}, {"id": "mai-20260917-0816-smoke|c94-m1|zai-small|Secureframe", "prompt": "c94-m1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need to manage multiple frameworks (HIPAA, PCI, NIST) ... **Secureframe** is the go‑to."}, {"id": "mai-20260917-0816-smoke|c94-m1|zai-small|Hyperproof", "prompt": "c94-m1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hyperproof** offers the best depth."}, {"id": "mai-20260917-0816-smoke|c94-m1|zai-small|Orbiq", "prompt": "c94-m1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Orbiq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're EU‑centric and need native NIS2/DORA/GDPR support:** **Orbiq** ... should be your first choice."}, {"id": "mai-20260917-0816-smoke|c94-m1|zai-small|ServiceNow GRC", "prompt": "c94-m1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "rarely need the 6–12‑month implementations and $50k‑$500k/year price tags of full‑enterprise suites (ServiceNow GRC, MetricStream, OneTrust, AuditBoard)"}, {"id": "mai-20260917-0816-smoke|c94-m1|zai-small|MetricStream", "prompt": "c94-m1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "rarely need the 6–12‑month implementations and $50k‑$500k/year price tags of full‑enterprise suites"}, {"id": "mai-20260917-0816-smoke|c94-m1|zai-small|OneTrust", "prompt": "c94-m1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "rarely need the 6–12‑month implementations and $50k‑$500k/year price tags of full‑enterprise suites"}, {"id": "mai-20260917-0816-smoke|c94-m1|zai-small|AuditBoard", "prompt": "c94-m1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "rarely need the 6–12‑month implementations and $50k‑$500k/year price tags of full‑enterprise suites"}, {"id": "mai-20260917-0816-smoke|c94-m2|alibaba-small|Vanta", "prompt": "c94-m2", "model": "alibaba-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies today, **Vanta** is the default recommendation for getting a SOC 2 Type 1 report completed as fast as possible"}, {"id": "mai-20260917-0816-smoke|c94-m2|alibaba-small|Drata", "prompt": "c94-m2", "model": "alibaba-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drata** offers better economic scalability and architectural flexibility."}, {"id": "mai-20260917-0816-smoke|c94-m2|anthropic-small|Drata", "prompt": "c94-m2", "model": "anthropic-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For mid-sized companies specifically, **Drata** appears to offer the best balance of automation, ease of use, and scalability"}, {"id": "mai-20260917-0816-smoke|c94-m2|anthropic-small|Sprinto", "prompt": "c94-m2", "model": "anthropic-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sprinto offers an automation-first compliance platform"}, {"id": "mai-20260917-0816-smoke|c94-m2|anthropic-small|Secureframe", "prompt": "c94-m2", "model": "anthropic-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Secureframe targets SMB and lower mid-market"}, {"id": "mai-20260917-0816-smoke|c94-m2|challenger-small|Drata", "prompt": "c94-m2", "model": "challenger-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Drata** as the default choice"}, {"id": "mai-20260917-0816-smoke|c94-m2|challenger-small|Vanta", "prompt": "c94-m2", "model": "challenger-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vanta** is the best alternative to compare directly against Drata"}, {"id": "mai-20260917-0816-smoke|c94-m2|challenger-small|Secureframe", "prompt": "c94-m2", "model": "challenger-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "worth considering if you want more hands-on guidance and broad framework coverage"}, {"id": "mai-20260917-0816-smoke|c94-m2|challenger-small|Sprinto", "prompt": "c94-m2", "model": "challenger-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a good option if you are optimizing for cloud-native speed and cost control"}, {"id": "mai-20260917-0816-smoke|c94-m2|deepseek-small|Secureframe", "prompt": "c94-m2", "model": "deepseek-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Secureframe** is the strongest default"}, {"id": "mai-20260917-0816-smoke|c94-m2|deepseek-small|Drata", "prompt": "c94-m2", "model": "deepseek-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For the fastest first audit in a Google Workspace shop → **Drata**"}, {"id": "mai-20260917-0816-smoke|c94-m2|deepseek-small|Vanta", "prompt": "c94-m2", "model": "deepseek-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For the widest integration and auditor network with cross-framework mapping → **Vanta**"}, {"id": "mai-20260917-0816-smoke|c94-m2|google-small|Drata", "prompt": "c94-m2", "model": "google-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Drata is the top overall recommendation for a mid-sized B2B company, with Vanta as a very close alternative."}, {"id": "mai-20260917-0816-smoke|c94-m2|google-small|Vanta", "prompt": "c94-m2", "model": "google-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Vanta as a very close alternative"}, {"id": "mai-20260917-0816-smoke|c94-m2|google-small|Hyperproof", "prompt": "c94-m2", "model": "google-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hyperproof is an excellent choice"}, {"id": "mai-20260917-0816-smoke|c94-m2|google-small|Secureframe", "prompt": "c94-m2", "model": "google-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Secureframe is highly competitive in the lower-mid market."}, {"id": "mai-20260917-0816-smoke|c94-m2|meta-small|Secureframe", "prompt": "c94-m2", "model": "meta-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Secureframe - Best for growing multi-framework teams... suitable for SaaS companies pursuing ISO 27001 and SOC 2 simultaneously."}, {"id": "mai-20260917-0816-smoke|c94-m2|meta-small|Hyperproof", "prompt": "c94-m2", "model": "meta-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hyperproof - Best for mid-market and enterprise... supports 140+ frameworks"}, {"id": "mai-20260917-0816-smoke|c94-m2|meta-small|Vanta", "prompt": "c94-m2", "model": "meta-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers SOC 2 compliance automation software with continuous monitoring and automation"}, {"id": "mai-20260917-0816-smoke|c94-m2|meta-small|Optro", "prompt": "c94-m2", "model": "meta-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Optro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "suitable for mid-market and enterprise teams needing to scale compliance across frameworks"}, {"id": "mai-20260917-0816-smoke|c94-m2|meta-small|Mitratech Alyne", "prompt": "c94-m2", "model": "meta-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Mitratech Alyne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Recommended for mid-size to large enterprises seeking to automate complex compliance processes"}, {"id": "mai-20260917-0816-smoke|c94-m2|minimax-small|Vanta", "prompt": "c94-m2", "model": "minimax-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vanta** is the recommendation I'd start with"}, {"id": "mai-20260917-0816-smoke|c94-m2|minimax-small|Drata", "prompt": "c94-m2", "model": "minimax-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Teams that want a lightweight, \"plug‑and‑play\" UI | Very intuitive UI and fast onboarding"}, {"id": "mai-20260917-0816-smoke|c94-m2|minimax-small|Secureframe", "prompt": "c94-m2", "model": "minimax-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprises or companies with complex multi‑vendor environments"}, {"id": "mai-20260917-0816-smoke|c94-m2|minimax-small|Centraleyes", "prompt": "c94-m2", "model": "minimax-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Centraleyes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid‑market firms that also need a broader GRC platform"}, {"id": "mai-20260917-0816-smoke|c94-m2|mistral-small|Drata", "prompt": "c94-m2", "model": "mistral-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as the strongest choice for companies running both SOC 2 and ISO 27001 simultaneously"}, {"id": "mai-20260917-0816-smoke|c94-m2|mistral-small|Vanta", "prompt": "c94-m2", "model": "mistral-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for companies that want maximum automation speed and a large integration library"}, {"id": "mai-20260917-0816-smoke|c94-m2|mistral-small|Sprinto", "prompt": "c94-m2", "model": "mistral-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another top contender, especially for mid-sized B2B companies"}, {"id": "mai-20260917-0816-smoke|c94-m2|mistral-small|Secureframe", "prompt": "c94-m2", "model": "mistral-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong alternative, particularly for companies that need to manage multiple frameworks"}, {"id": "mai-20260917-0816-smoke|c94-m2|moonshot-small|Drata", "prompt": "c94-m2", "model": "moonshot-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Drata** – Best for Mid-Market Scale"}, {"id": "mai-20260917-0816-smoke|c94-m2|moonshot-small|Vanta", "prompt": "c94-m2", "model": "moonshot-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Vanta** – Best Overall for Most Companies"}, {"id": "mai-20260917-0816-smoke|c94-m2|moonshot-small|Secureframe", "prompt": "c94-m2", "model": "moonshot-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Secureframe** – Best Value & Multi-Framework"}, {"id": "mai-20260917-0816-smoke|c94-m2|moonshot-small|Sprinto", "prompt": "c94-m2", "model": "moonshot-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Sprinto** – Best for International/Scaling Teams"}, {"id": "mai-20260917-0816-smoke|c94-m2|openai-small|Drata", "prompt": "c94-m2", "model": "openai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Drata** as the first option to evaluate."}, {"id": "mai-20260917-0816-smoke|c94-m2|openai-small|Vanta", "prompt": "c94-m2", "model": "openai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also a very strong choice if you want a well-known, mature platform with broad framework coverage"}, {"id": "mai-20260917-0816-smoke|c94-m2|openai-small|Secureframe", "prompt": "c94-m2", "model": "openai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth a look if pricing transparency and packaged tiers matter to you"}, {"id": "mai-20260917-0816-smoke|c94-m2|xai-small|Drata", "prompt": "c94-m2", "model": "xai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Drata as the top SOC 2 and ISO 27001 automation tool."}, {"id": "mai-20260917-0816-smoke|c94-m2|xai-small|Vanta", "prompt": "c94-m2", "model": "xai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Runner-up: Vanta"}, {"id": "mai-20260917-0816-smoke|c94-m2|xai-small|Secureframe", "prompt": "c94-m2", "model": "xai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Higher cost, more hand-holding (overkill if internal team exists)"}, {"id": "mai-20260917-0816-smoke|c94-m2|xai-small|Sprinto", "prompt": "c94-m2", "model": "xai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Fewer integrations; less depth for mid-sized complexity"}, {"id": "mai-20260917-0816-smoke|c94-m2|xai-small|Hyperproof", "prompt": "c94-m2", "model": "xai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Heavier GRC focus, not as automation-first"}, {"id": "mai-20260917-0816-smoke|c94-m2|zai-small|Drata", "prompt": "c94-m2", "model": "zai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Drata** is the most suitable automation platform for a mid‑sized B2B company"}, {"id": "mai-20260917-0816-smoke|c94-m2|zai-small|Vanta", "prompt": "c94-m2", "model": "zai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Very strong for first‑time SOC 2 and ISO 27001... Pricing is quote‑based and often higher for mid‑market."}, {"id": "mai-20260917-0816-smoke|c94-m2|zai-small|ComplyJet", "prompt": "c94-m2", "model": "zai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "ComplyJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for deep automation across 25+ frameworks and strong integration coverage"}, {"id": "mai-20260917-0816-smoke|c94-m2|zai-small|Sprinto", "prompt": "c94-m2", "model": "zai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another solid mid‑market option with AI‑native GRC"}, {"id": "mai-20260917-0816-smoke|c94-m3|alibaba-small|Drata", "prompt": "c94-m3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Drata is currently considered the market leader in terms of growth and user adoption."}, {"id": "mai-20260917-0816-smoke|c94-m3|alibaba-small|Vanta", "prompt": "c94-m3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Vanta was arguably the first to disrupt the market and remains the favorite among early-stage startups"}, {"id": "mai-20260917-0816-smoke|c94-m3|alibaba-small|Secureframe", "prompt": "c94-m3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "positions itself as the most cost-effective alternative to Drata while offering similar functionality"}, {"id": "mai-20260917-0816-smoke|c94-m3|alibaba-small|OneTrust", "prompt": "c94-m3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is significantly more complex and expensive."}, {"id": "mai-20260917-0816-smoke|c94-m3|alibaba-small|ServiceNow GRC", "prompt": "c94-m3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Organizations already embedded in the ServiceNow ecosystem."}, {"id": "mai-20260917-0816-smoke|c94-m3|alibaba-small|AuditBoard", "prompt": "c94-m3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AuditBoard has successfully moved into Cybersecurity GRC"}, {"id": "mai-20260917-0816-smoke|c94-m3|alibaba-small|Hyperproof (Workiva)", "prompt": "c94-m3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof (Workiva)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "this platform is highly beloved by engineering teams"}, {"id": "mai-20260917-0816-smoke|c94-m3|anthropic-small|Cynomi", "prompt": "c94-m3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Cynomi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Cynomi is the only compliance automation platform purpose-built exclusively for MSPs and MSSPs"}, {"id": "mai-20260917-0816-smoke|c94-m3|anthropic-small|Vanta", "prompt": "c94-m3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Vanta is the leading agentic trust and compliance automation platform... Vanta leads for US SOC 2 velocity"}, {"id": "mai-20260917-0816-smoke|c94-m3|anthropic-small|Drata", "prompt": "c94-m3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Drata for mid-market scale"}, {"id": "mai-20260917-0816-smoke|c94-m3|anthropic-small|Secureframe", "prompt": "c94-m3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Secureframe for broad framework coverage"}, {"id": "mai-20260917-0816-smoke|c94-m3|anthropic-small|Hyperproof", "prompt": "c94-m3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not ideal for a first-time SOC 2 with no internal GRC resource"}, {"id": "mai-20260917-0816-smoke|c94-m3|anthropic-small|Tugboat Logic", "prompt": "c94-m3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Tugboat Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top solutions include Cynomi, Vanta, Drata, Secureframe, Hyperproof, Tugboat Logic, AuditBoard, LogicGate, Scrut, JupiterOne, Sprinto, and Scytale AI."}, {"id": "mai-20260917-0816-smoke|c94-m3|anthropic-small|AuditBoard", "prompt": "c94-m3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The company rebranded from AuditBoard in March 2026."}, {"id": "mai-20260917-0816-smoke|c94-m3|anthropic-small|LogicGate", "prompt": "c94-m3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Top solutions include ... LogicGate"}, {"id": "mai-20260917-0816-smoke|c94-m3|anthropic-small|Scrut", "prompt": "c94-m3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scrut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Top solutions include ... Scrut"}, {"id": "mai-20260917-0816-smoke|c94-m3|anthropic-small|JupiterOne", "prompt": "c94-m3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "JupiterOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Top solutions include ... JupiterOne"}, {"id": "mai-20260917-0816-smoke|c94-m3|anthropic-small|Sprinto", "prompt": "c94-m3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Top solutions include ... Sprinto"}, {"id": "mai-20260917-0816-smoke|c94-m3|anthropic-small|Scytale AI", "prompt": "c94-m3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Top solutions include ... Scytale AI"}, {"id": "mai-20260917-0816-smoke|c94-m3|anthropic-small|Optro", "prompt": "c94-m3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Optro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Optro is a governance, risk, and compliance platform that unifies compliance, risk, and internal audit"}, {"id": "mai-20260917-0816-smoke|c94-m3|anthropic-small|Orbiq", "prompt": "c94-m3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Orbiq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Orbiq for EU regulatory compliance"}, {"id": "mai-20260917-0816-smoke|c94-m3|challenger-small|Vanta", "prompt": "c94-m3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong general-purpose automation and a large integration catalog."}, {"id": "mai-20260917-0816-smoke|c94-m3|challenger-small|Drata", "prompt": "c94-m3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Often positioned for deep technical automation and audit readiness."}, {"id": "mai-20260917-0816-smoke|c94-m3|challenger-small|Secureframe", "prompt": "c94-m3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Common choice when you want a more guided certification path."}, {"id": "mai-20260917-0816-smoke|c94-m3|challenger-small|Sprinto", "prompt": "c94-m3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Frequently framed as startup-friendly with broad framework support."}, {"id": "mai-20260917-0816-smoke|c94-m3|challenger-small|Thoropass", "prompt": "c94-m3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Differentiates by combining platform and audit support in one offering."}, {"id": "mai-20260917-0816-smoke|c94-m3|challenger-small|Hyperproof", "prompt": "c94-m3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong when you need broad control library coverage and multi-framework operations."}, {"id": "mai-20260917-0816-smoke|c94-m3|challenger-small|Scytale", "prompt": "c94-m3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Often emphasized for fast SOC 2 / ISO 27001 preparation and AI-assisted workflows."}, {"id": "mai-20260917-0816-smoke|c94-m3|challenger-small|OneTrust Certification Automation", "prompt": "c94-m3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "OneTrust Certification Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best when you already use OneTrust and want to extend into compliance automation."}, {"id": "mai-20260917-0816-smoke|c94-m3|challenger-small|Scrut Automation", "prompt": "c94-m3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scrut Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Frequently described as an AI-powered multi-framework platform."}, {"id": "mai-20260917-0816-smoke|c94-m3|challenger-small|Mitratech Alyne", "prompt": "c94-m3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Broader GRC platforms like Hyperproof, Mitratech Alyne, AuditBoard, LogicGate, and OneTrust go further into risk management"}, {"id": "mai-20260917-0816-smoke|c94-m3|challenger-small|AuditBoard", "prompt": "c94-m3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Broader GRC platforms like Hyperproof, Mitratech Alyne, AuditBoard, LogicGate, and OneTrust"}, {"id": "mai-20260917-0816-smoke|c94-m3|challenger-small|LogicGate", "prompt": "c94-m3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Broader GRC platforms like Hyperproof, Mitratech Alyne, AuditBoard, LogicGate, and OneTrust"}, {"id": "mai-20260917-0816-smoke|c94-m3|deepseek-small|Vanta", "prompt": "c94-m3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vanta** wins on **breadth** (widest integrations + auditor network, hourly monitoring) → best default for a fast first audit"}, {"id": "mai-20260917-0816-smoke|c94-m3|deepseek-small|Drata", "prompt": "c94-m3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drata** wins on **technical depth** ... → best for engineering-led teams"}, {"id": "mai-20260917-0816-smoke|c94-m3|deepseek-small|Secureframe", "prompt": "c94-m3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "first SOC 2** to close a deal → **Vanta** or **Secureframe**"}, {"id": "mai-20260917-0816-smoke|c94-m3|deepseek-small|Sprinto", "prompt": "c94-m3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "engineering-heavy team** planning multiple frameworks with custom tooling → **Drata** or **Sprinto**"}, {"id": "mai-20260917-0816-smoke|c94-m3|deepseek-small|Strike Graph", "prompt": "c94-m3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Strike Graph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "guided first-time readiness with traceable evidence mapping"}, {"id": "mai-20260917-0816-smoke|c94-m3|deepseek-small|Scrut", "prompt": "c94-m3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scrut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "structured, process-driven compliance programs (50+ frameworks)"}, {"id": "mai-20260917-0816-smoke|c94-m3|deepseek-small|Scytale", "prompt": "c94-m3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "all-in-one hub for 20+ frameworks with expert guidance"}, {"id": "mai-20260917-0816-smoke|c94-m3|deepseek-small|Apptega", "prompt": "c94-m3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Apptega", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "great for MSPs bringing compliance to multiple clients"}, {"id": "mai-20260917-0816-smoke|c94-m3|deepseek-small|OneTrust", "prompt": "c94-m3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "regulated enterprise** needing cross-cutting risk and policy management → **Archer, ServiceNow GRC,** or **OneTrust**"}, {"id": "mai-20260917-0816-smoke|c94-m3|deepseek-small|ServiceNow GRC (IRM)", "prompt": "c94-m3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "ServiceNow GRC (IRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for organizations already on ServiceNow"}, {"id": "mai-20260917-0816-smoke|c94-m3|deepseek-small|RSA Archer", "prompt": "c94-m3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Expensive (~$150K+/yr) and requires significant configuration"}, {"id": "mai-20260917-0816-smoke|c94-m3|deepseek-small|Hyperproof", "prompt": "c94-m3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "multi-framework evidence reuse (110+ frameworks, 60+ integrations); praised for being easier to adopt than OneTrust"}, {"id": "mai-20260917-0816-smoke|c94-m3|deepseek-small|Mitratech Alyne", "prompt": "c94-m3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "no-code ERM/IT risk connected to a broader GRC suite"}, {"id": "mai-20260917-0816-smoke|c94-m3|deepseek-small|MetricStream", "prompt": "c94-m3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "heavy regulated-industry GRC"}, {"id": "mai-20260917-0816-smoke|c94-m3|deepseek-small|IBM OpenPages", "prompt": "c94-m3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "heavy regulated-industry GRC"}, {"id": "mai-20260917-0816-smoke|c94-m3|deepseek-small|SAIGlobal", "prompt": "c94-m3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "SAIGlobal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "heavy regulated-industry GRC"}, {"id": "mai-20260917-0816-smoke|c94-m3|deepseek-small|Diligent", "prompt": "c94-m3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "heavy regulated-industry GRC"}, {"id": "mai-20260917-0816-smoke|c94-m3|google-small|Vanta", "prompt": "c94-m3", "model": "google-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta is the most recognized brand in the category... Choose Vanta if your primary goal is to satisfy enterprise prospects"}, {"id": "mai-20260917-0816-smoke|c94-m3|google-small|Drata", "prompt": "c94-m3", "model": "google-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Drata is Vanta’s closest competitor and has grown rapidly by prioritizing deep, granular control, customizability, and automated testing."}, {"id": "mai-20260917-0816-smoke|c94-m3|google-small|Secureframe", "prompt": "c94-m3", "model": "google-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Secureframe if you want structured guidance and want to bundle your compliance software with services like pen-testing."}, {"id": "mai-20260917-0816-smoke|c94-m3|google-small|Sprinto", "prompt": "c94-m3", "model": "google-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Sprinto if you are early-stage, working with a tight budget"}, {"id": "mai-20260917-0816-smoke|c94-m3|google-small|Cynomi", "prompt": "c94-m3", "model": "google-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Cynomi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Managed Service Providers (MSPs), MSSPs, and consultancies delivering virtual CISO (vCISO) and compliance services"}, {"id": "mai-20260917-0816-smoke|c94-m3|google-small|AuditBoard", "prompt": "c94-m3", "model": "google-small", "cat": "compliance-automation", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ideal for public companies that need a \"connected risk\" ecosystem to handle SOX"}, {"id": "mai-20260917-0816-smoke|c94-m3|google-small|LogicGate Risk Cloud", "prompt": "c94-m3", "model": "google-small", "cat": "compliance-automation", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "highly flexible, no-code relational database for compliance... though it requires a steep learning curve"}, {"id": "mai-20260917-0816-smoke|c94-m3|meta-small|Consilien", "prompt": "c94-m3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Consilien", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top compliance automation platforms include Consilien, Thoropass, Scytale, Secureframe, Vanta, Sprinto, Hyperproof, and Scrut Automation."}, {"id": "mai-20260917-0816-smoke|c94-m3|meta-small|Thoropass", "prompt": "c94-m3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top compliance automation platforms include Consilien, Thoropass, Scytale, Secureframe, Vanta, Sprinto, Hyperproof, and Scrut Automation."}, {"id": "mai-20260917-0816-smoke|c94-m3|meta-small|Scytale", "prompt": "c94-m3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top compliance automation platforms include Consilien, Thoropass, Scytale, Secureframe, Vanta, Sprinto, Hyperproof, and Scrut Automation."}, {"id": "mai-20260917-0816-smoke|c94-m3|meta-small|Secureframe", "prompt": "c94-m3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top compliance automation platforms include Consilien, Thoropass, Scytale, Secureframe, Vanta, Sprinto, Hyperproof, and Scrut Automation."}, {"id": "mai-20260917-0816-smoke|c94-m3|meta-small|Vanta", "prompt": "c94-m3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top compliance automation platforms include ... Secureframe, Vanta, Sprinto, Hyperproof, and Scrut Automation."}, {"id": "mai-20260917-0816-smoke|c94-m3|meta-small|Sprinto", "prompt": "c94-m3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top compliance automation platforms include ... Vanta, Sprinto, Hyperproof, and Scrut Automation."}, {"id": "mai-20260917-0816-smoke|c94-m3|meta-small|Hyperproof", "prompt": "c94-m3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Hyperproof: Strong on multi-framework evidence reuse."}, {"id": "mai-20260917-0816-smoke|c94-m3|meta-small|Scrut Automation", "prompt": "c94-m3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scrut Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The top compliance automation platforms include ... Hyperproof, and Scrut Automation."}, {"id": "mai-20260917-0816-smoke|c94-m3|meta-small|Mitratech Alyne", "prompt": "c94-m3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Mitratech Alyne: Strong on framework breadth and audit workflow quality."}, {"id": "mai-20260917-0816-smoke|c94-m3|meta-small|Apptega", "prompt": "c94-m3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Apptega", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Apptega: Strong on multi-framework harmonization."}, {"id": "mai-20260917-0816-smoke|c94-m3|meta-small|Archer Regulatory and Corporate Compliance", "prompt": "c94-m3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Archer Regulatory and Corporate Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Archer Regulatory and Corporate Compliance: Strong on enterprise multi-entity compliance."}, {"id": "mai-20260917-0816-smoke|c94-m3|meta-small|Drata", "prompt": "c94-m3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Drata: Strong on continuous evidence automation."}, {"id": "mai-20260917-0816-smoke|c94-m3|meta-small|OneTrust Certification Automation", "prompt": "c94-m3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "OneTrust Certification Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "OneTrust Certification Automation: Strong on automated, audit-aligned evidence workflows across regulatory processes."}, {"id": "mai-20260917-0816-smoke|c94-m3|minimax-small|Vanta", "prompt": "c94-m3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vanta**: 400+ integrations (market leader)... **Integration requirements** - Vanta has the broadest ecosystem"}, {"id": "mai-20260917-0816-smoke|c94-m3|minimax-small|Secureframe", "prompt": "c94-m3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Secureframe**: Strong AI integration for risk assessment and policy drafting"}, {"id": "mai-20260917-0816-smoke|c94-m3|minimax-small|Drata", "prompt": "c94-m3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Drata** | Continuous monitoring | 20+ | Adaptive automation, compliance-as-code, 120+ integrations"}, {"id": "mai-20260917-0816-smoke|c94-m3|minimax-small|Hyperproof", "prompt": "c94-m3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hyperproof**: Emphasizes evidence reuse across multiple frameworks"}, {"id": "mai-20260917-0816-smoke|c94-m3|minimax-small|Scytale", "prompt": "c94-m3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Scytale** | Comprehensive automation | 20+ | Expert guidance, built-in audit solutions"}, {"id": "mai-20260917-0816-smoke|c94-m3|minimax-small|OneTrust Certification Automation", "prompt": "c94-m3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "OneTrust Certification Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Enterprise needs** - Secureframe, OneTrust for large organizations"}, {"id": "mai-20260917-0816-smoke|c94-m3|minimax-small|AuditBoard", "prompt": "c94-m3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**AuditBoard** | GRC integration | Multiple | Unified GRC platform"}, {"id": "mai-20260917-0816-smoke|c94-m3|minimax-small|Mitratech Alyne", "prompt": "c94-m3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**OneTrust/Mitratech Alyne**: Large enterprise multi-framework GRC"}, {"id": "mai-20260917-0816-smoke|c94-m3|mistral-small|Scytale", "prompt": "c94-m3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked at the top for its intuitive interface, automated evidence collection, expert guidance, and support for over 20 compliance frameworks."}, {"id": "mai-20260917-0816-smoke|c94-m3|mistral-small|Drata", "prompt": "c94-m3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For continuous monitoring and evidence automation, Drata or Hyperproof are top choices."}, {"id": "mai-20260917-0816-smoke|c94-m3|mistral-small|Hyperproof", "prompt": "c94-m3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excels in multi-framework evidence reuse and supports 110+ frameworks."}, {"id": "mai-20260917-0816-smoke|c94-m3|mistral-small|Mitratech Alyne", "prompt": "c94-m3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For enterprises, Mitratech Alyne or ServiceNow GRC offer the most customization and integration options."}, {"id": "mai-20260917-0816-smoke|c94-m3|mistral-small|Secureframe", "prompt": "c94-m3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focuses on cross-framework automation and is popular among SaaS companies"}, {"id": "mai-20260917-0816-smoke|c94-m3|mistral-small|Vanta", "prompt": "c94-m3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A well-known platform for continuous monitoring, especially in SOC 2 and HIPAA compliance"}, {"id": "mai-20260917-0816-smoke|c94-m3|mistral-small|Strike Graph", "prompt": "c94-m3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Strike Graph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For SMBs or those needing expert guidance, Scytale or Strike Graph may be best."}, {"id": "mai-20260917-0816-smoke|c94-m3|mistral-small|ServiceNow GRC", "prompt": "c94-m3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For enterprises, Mitratech Alyne or ServiceNow GRC offer the most customization and integration options."}, {"id": "mai-20260917-0816-smoke|c94-m3|mistral-small|RSA Archer", "prompt": "c94-m3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "RSA Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Known for its risk assessment and policy enforcement tools, suitable for larger organizations"}, {"id": "mai-20260917-0816-smoke|c94-m3|mistral-small|Centraleyes", "prompt": "c94-m3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Centraleyes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Offers comprehensive compliance automation, risk assessment, policy enforcement, and audit trail logging."}, {"id": "mai-20260917-0816-smoke|c94-m3|moonshot-small|Vanta", "prompt": "c94-m3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta is the default choice for US-based SaaS startups that want the broadest compatibility and fastest setup"}, {"id": "mai-20260917-0816-smoke|c94-m3|moonshot-small|Drata", "prompt": "c94-m3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Drata matches it closely but wins on interface cleanliness and audit-hub workflow"}, {"id": "mai-20260917-0816-smoke|c94-m3|moonshot-small|Secureframe", "prompt": "c94-m3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Secureframe trades some automation depth for human guidance"}, {"id": "mai-20260917-0816-smoke|c94-m3|moonshot-small|Sprinto", "prompt": "c94-m3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sprinto if budget is tight"}, {"id": "mai-20260917-0816-smoke|c94-m3|moonshot-small|Hyperproof", "prompt": "c94-m3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hyperproof for framework density"}, {"id": "mai-20260917-0816-smoke|c94-m3|moonshot-small|LogicGate Risk Cloud", "prompt": "c94-m3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "LogicGate if risk workflow configurability matters most"}, {"id": "mai-20260917-0816-smoke|c94-m3|moonshot-small|Compyl", "prompt": "c94-m3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Compyl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Flexible control mapping without heavy professional services; sits between startup tools and enterprise suites"}, {"id": "mai-20260917-0816-smoke|c94-m3|moonshot-small|OneTrust", "prompt": "c94-m3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "OneTrust for privacy/AI governance overlap"}, {"id": "mai-20260917-0816-smoke|c94-m3|moonshot-small|AuditBoard (Optro)", "prompt": "c94-m3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "AuditBoard for SOX and internal audit"}, {"id": "mai-20260917-0816-smoke|c94-m3|moonshot-small|MetricStream", "prompt": "c94-m3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Deep risk quantification for regulated industries (banking, healthcare, energy)"}, {"id": "mai-20260917-0816-smoke|c94-m3|moonshot-small|IBM OpenPages", "prompt": "c94-m3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Heavy integration with existing IBM/enterprise ERP ecosystems"}, {"id": "mai-20260917-0816-smoke|c94-m3|openai-small|Vanta", "prompt": "c94-m3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need SOC 2 fast with minimal overhead?** Vanta or Drata."}, {"id": "mai-20260917-0816-smoke|c94-m3|openai-small|Drata", "prompt": "c94-m3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Need SOC 2 fast with minimal overhead?** Vanta or Drata."}, {"id": "mai-20260917-0816-smoke|c94-m3|openai-small|Secureframe", "prompt": "c94-m3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want more guided setup and simplicity?** Secureframe."}, {"id": "mai-20260917-0816-smoke|c94-m3|openai-small|Sprinto", "prompt": "c94-m3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **Sprinto**"}, {"id": "mai-20260917-0816-smoke|c94-m3|openai-small|Thoropass", "prompt": "c94-m3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **Thoropass**"}, {"id": "mai-20260917-0816-smoke|c94-m3|openai-small|AuditBoard", "prompt": "c94-m3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need enterprise audit/risk workflows?** AuditBoard or Hyperproof."}, {"id": "mai-20260917-0816-smoke|c94-m3|openai-small|Hyperproof", "prompt": "c94-m3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Need enterprise audit/risk workflows?** AuditBoard or Hyperproof."}, {"id": "mai-20260917-0816-smoke|c94-m3|openai-small|OneTrust", "prompt": "c94-m3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Need privacy + governance + third-party risk in one suite?** OneTrust."}, {"id": "mai-20260917-0816-smoke|c94-m3|openai-small|ServiceNow GRC / IRM", "prompt": "c94-m3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "ServiceNow GRC / IRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "- **ServiceNow GRC / IRM**"}, {"id": "mai-20260917-0816-smoke|c94-m3|openai-small|IBM OpenPages", "prompt": "c94-m3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "- **IBM OpenPages**"}, {"id": "mai-20260917-0816-smoke|c94-m3|openai-small|Workiva", "prompt": "c94-m3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "- **Workiva**"}, {"id": "mai-20260917-0816-smoke|c94-m3|xai-small|Vanta", "prompt": "c94-m3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vanta | 4.6/5 (2,400+) | Fast first-time audits (startups/SaaS) | Widest integrations (400+)"}, {"id": "mai-20260917-0816-smoke|c94-m3|xai-small|Drata", "prompt": "c94-m3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Drata excels in granular, real-time control checks"}, {"id": "mai-20260917-0816-smoke|c94-m3|xai-small|Secureframe", "prompt": "c94-m3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Secureframe adds AI remediation suggestions"}, {"id": "mai-20260917-0816-smoke|c94-m3|xai-small|Hyperproof", "prompt": "c94-m3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Hyperproof shines in complex GRC/multi-framework ops"}, {"id": "mai-20260917-0816-smoke|c94-m3|xai-small|Sprinto", "prompt": "c94-m3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget-conscious early-stage startups | Affordable, structured paths"}, {"id": "mai-20260917-0816-smoke|c94-m3|xai-small|Scytale", "prompt": "c94-m3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SMBs wanting expert guidance | Intuitive UI, automated evidence + built-in audits/advisory"}, {"id": "mai-20260917-0816-smoke|c94-m3|zai-small|Scytale", "prompt": "c94-m3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Scytale** – AI-powered, multi‑framework GRC with dedicated expert guidance and automated evidence collection"}, {"id": "mai-20260917-0816-smoke|c94-m3|zai-small|Drata", "prompt": "c94-m3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Drata and Vanta lead in end‑to‑end automation and evidence collection"}, {"id": "mai-20260917-0816-smoke|c94-m3|zai-small|Vanta", "prompt": "c94-m3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Startups needing fast SOC 2/ISO 27001: Vanta or Drata"}, {"id": "mai-20260917-0816-smoke|c94-m3|zai-small|Hyperproof", "prompt": "c94-m3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Hyperproof for cross‑framework evidence"}, {"id": "mai-20260917-0816-smoke|c94-m3|zai-small|Secureframe", "prompt": "c94-m3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Teams wanting guided support + automation: Scytale or Secureframe"}, {"id": "mai-20260917-0816-smoke|c94-m3|zai-small|Optro", "prompt": "c94-m3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Optro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Optro for AI‑driven, continuous compliance"}, {"id": "mai-20260917-0816-smoke|c94-m3|zai-small|Sprinto", "prompt": "c94-m3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud‑native, lean onboarding: Sprinto"}, {"id": "mai-20260917-0816-smoke|c94-m3|zai-small|Thoropass", "prompt": "c94-m3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Audit and software combined; strong enterprise focus"}, {"id": "mai-20260917-0816-smoke|c94-m3|zai-small|LogicGate", "prompt": "c94-m3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Flexible, custom workflows: LogicGate"}, {"id": "mai-20260917-0816-smoke|c94-m3|zai-small|AuditBoard", "prompt": "c94-m3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Full‑lifecycle GRC (compliance, risk, audit, privacy, third‑party): AuditBoard"}, {"id": "mai-20260917-0816-smoke|c94-m3|zai-small|OneTrust Certification Automation", "prompt": "c94-m3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "OneTrust Certification Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Multiple concurrent certifications: OneTrust Certification Automation"}, {"id": "mai-20260917-0816-smoke|c94-m3|zai-small|Mitratech Alyne", "prompt": "c94-m3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Enterprise multi‑framework GRC with 1,500+ templates"}, {"id": "mai-20260917-0816-smoke|c94-m4|alibaba-small|CATAAM", "prompt": "c94-m4", "model": "alibaba-small", "cat": "compliance-automation", "variant": "budget", "raw": "CATAAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CATAAM** is currently the most cost-effective option"}, {"id": "mai-20260917-0816-smoke|c94-m4|alibaba-small|Scrut Automation", "prompt": "c94-m4", "model": "alibaba-small", "cat": "compliance-automation", "variant": "budget", "raw": "Scrut Automation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Scrut Automation** offers the best long-term value if you anticipate needing multiple frameworks"}, {"id": "mai-20260917-0816-smoke|c94-m4|alibaba-small|Scytale", "prompt": "c94-m4", "model": "alibaba-small", "cat": "compliance-automation", "variant": "budget", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Startups Needing Consultation: Scytale"}, {"id": "mai-20260917-0816-smoke|c94-m4|alibaba-small|Vanta", "prompt": "c94-m4", "model": "alibaba-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Custom, Sales-Led | ... High (~$5k+ per extra frame)"}, {"id": "mai-20260917-0816-smoke|c94-m4|alibaba-small|Drata", "prompt": "c94-m4", "model": "alibaba-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Custom, Sales-Led | ... High (~$5k+ per extra frame)"}, {"id": "mai-20260917-0816-smoke|c94-m4|anthropic-small|Sprinto", "prompt": "c94-m4", "model": "anthropic-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sprinto** is widely recommended for budget-conscious organizations."}, {"id": "mai-20260917-0816-smoke|c94-m4|anthropic-small|Scrut", "prompt": "c94-m4", "model": "anthropic-small", "cat": "compliance-automation", "variant": "budget", "raw": "Scrut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Scrut** is another cost-effective option."}, {"id": "mai-20260917-0816-smoke|c94-m4|anthropic-small|Secureframe", "prompt": "c94-m4", "model": "anthropic-small", "cat": "compliance-automation", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Secureframe** offers a more beginner-friendly approach."}, {"id": "mai-20260917-0816-smoke|c94-m4|challenger-small|Sprinto", "prompt": "c94-m4", "model": "challenger-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best practical choice is usually **Sprinto** if you want a full compliance automation platform that is still relatively affordable"}, {"id": "mai-20260917-0816-smoke|c94-m4|challenger-small|LowerPlane", "prompt": "c94-m4", "model": "challenger-small", "cat": "compliance-automation", "variant": "budget", "raw": "LowerPlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LowerPlane**: free tier and about **$4,000/year** entry pricing, best for pre-Series A teams"}, {"id": "mai-20260917-0816-smoke|c94-m4|challenger-small|CATAAM", "prompt": "c94-m4", "model": "challenger-small", "cat": "compliance-automation", "variant": "budget", "raw": "CATAAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CATAAM**: from about **$149/month**, marketed as a low-cost self-serve option"}, {"id": "mai-20260917-0816-smoke|c94-m4|challenger-small|Complies", "prompt": "c94-m4", "model": "challenger-small", "cat": "compliance-automation", "variant": "budget", "raw": "Complies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Complies**: published pricing of about **$79–$499/month**, which can be very cost-effective for small teams"}, {"id": "mai-20260917-0816-smoke|c94-m4|challenger-small|Vanta", "prompt": "c94-m4", "model": "challenger-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid **Vanta** or **Drata** if budget is the main constraint"}, {"id": "mai-20260917-0816-smoke|c94-m4|challenger-small|Drata", "prompt": "c94-m4", "model": "challenger-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid **Vanta** or **Drata** if budget is the main constraint"}, {"id": "mai-20260917-0816-smoke|c94-m4|deepseek-small|Tugboat Logic", "prompt": "c94-m4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "Tugboat Logic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tugboat Logic** offers the best price-to-value at ~$3,000/year"}, {"id": "mai-20260917-0816-smoke|c94-m4|deepseek-small|ComplyJet", "prompt": "c94-m4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "ComplyJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ComplyJet** (~$4,000–5,000/year) is a strong choice"}, {"id": "mai-20260917-0816-smoke|c94-m4|deepseek-small|SecureSlate", "prompt": "c94-m4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "SecureSlate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Vanta alternative at a fraction of the cost"}, {"id": "mai-20260917-0816-smoke|c94-m4|deepseek-small|Sprinto", "prompt": "c94-m4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For larger teams without per-user costs, **Sprinto** is worth a look."}, {"id": "mai-20260917-0816-smoke|c94-m4|deepseek-small|Secureframe", "prompt": "c94-m4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best value under $100 employees (~$7,500/year)"}, {"id": "mai-20260917-0816-smoke|c94-m4|deepseek-small|Vanta", "prompt": "c94-m4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "typically **$7,500–15,000+/year** and quote-based — often costlier for small teams"}, {"id": "mai-20260917-0816-smoke|c94-m4|deepseek-small|Drata", "prompt": "c94-m4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "solid but generally priced for mid-market"}, {"id": "mai-20260917-0816-smoke|c94-m4|google-small|Scrut Automation", "prompt": "c94-m4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "Scrut Automation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Scrut Automation: Best for Multi-Framework Budgets ... is highly cost-effective."}, {"id": "mai-20260917-0816-smoke|c94-m4|google-small|Sprinto", "prompt": "c94-m4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sprinto: Best for Startups with Simple Tech Stacks"}, {"id": "mai-20260917-0816-smoke|c94-m4|google-small|Scytale", "prompt": "c94-m4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Scytale: Best if You Can't Afford a Compliance Consultant"}, {"id": "mai-20260917-0816-smoke|c94-m4|google-small|Vanta", "prompt": "c94-m4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Normally, they are too expensive for tight budgets"}, {"id": "mai-20260917-0816-smoke|c94-m4|google-small|Drata", "prompt": "c94-m4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Normally, they are too expensive for tight budgets"}, {"id": "mai-20260917-0816-smoke|c94-m4|google-small|Thoropass", "prompt": "c94-m4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Platforms like **Thoropass**, **Sprinto**, and **Scytale** offer packages that include both the software and the actual audit."}, {"id": "mai-20260917-0816-smoke|c94-m4|meta-small|CATAAM", "prompt": "c94-m4", "model": "meta-small", "cat": "compliance-automation", "variant": "budget", "raw": "CATAAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best compliance automation platform for a company with a limited budget is likely to be CATAAM, Ciphrix, Sprinto, or LowerPlane"}, {"id": "mai-20260917-0816-smoke|c94-m4|meta-small|Ciphrix", "prompt": "c94-m4", "model": "meta-small", "cat": "compliance-automation", "variant": "budget", "raw": "Ciphrix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Ciphrix is a strong option for startups moving fast toward a first SOC 2 or ISO 27001"}, {"id": "mai-20260917-0816-smoke|c94-m4|meta-small|Sprinto", "prompt": "c94-m4", "model": "meta-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Sprinto is a good choice if the budget is tight and the team is under 100 people"}, {"id": "mai-20260917-0816-smoke|c94-m4|meta-small|LowerPlane", "prompt": "c94-m4", "model": "meta-small", "cat": "compliance-automation", "variant": "budget", "raw": "LowerPlane", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "LowerPlane has a free tier and a $4,000/year entry point for pre-Series A companies"}, {"id": "mai-20260917-0816-smoke|c94-m4|minimax-small|SecureSlate", "prompt": "c94-m4", "model": "minimax-small", "cat": "compliance-automation", "variant": "budget", "raw": "SecureSlate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SecureSlate** (Top Pick for Value)"}, {"id": "mai-20260917-0816-smoke|c94-m4|minimax-small|Sprinto", "prompt": "c94-m4", "model": "minimax-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sprinto** or **Strike Graph** offer good middle-ground options with published pricing"}, {"id": "mai-20260917-0816-smoke|c94-m4|minimax-small|Strike Graph", "prompt": "c94-m4", "model": "minimax-small", "cat": "compliance-automation", "variant": "budget", "raw": "Strike Graph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Published pricing (unlike most competitors), user-friendly interface"}, {"id": "mai-20260917-0816-smoke|c94-m4|minimax-small|Complies.ai", "prompt": "c94-m4", "model": "minimax-small", "cat": "compliance-automation", "variant": "budget", "raw": "Complies.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd suggest starting with **SecureSlate** or **Complies.ai** as they offer the best value with transparent pricing"}, {"id": "mai-20260917-0816-smoke|c94-m4|minimax-small|Hicomply", "prompt": "c94-m4", "model": "minimax-small", "cat": "compliance-automation", "variant": "budget", "raw": "Hicomply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Transparent annual pricing, straightforward tiers"}, {"id": "mai-20260917-0816-smoke|c94-m4|minimax-small|Vanta", "prompt": "c94-m4", "model": "minimax-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Most platforms use quote-based pricing** (Vanta, Drata, Secureframe, OneTrust) and can run $10,000-$80,000+/year"}, {"id": "mai-20260917-0816-smoke|c94-m4|minimax-small|Drata", "prompt": "c94-m4", "model": "minimax-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "quote-based pricing** (Vanta, Drata, Secureframe, OneTrust) and can run $10,000-$80,000+/year"}, {"id": "mai-20260917-0816-smoke|c94-m4|minimax-small|Secureframe", "prompt": "c94-m4", "model": "minimax-small", "cat": "compliance-automation", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "quote-based pricing** (Vanta, Drata, Secureframe, OneTrust) and can run $10,000-$80,000+/year"}, {"id": "mai-20260917-0816-smoke|c94-m4|minimax-small|OneTrust", "prompt": "c94-m4", "model": "minimax-small", "cat": "compliance-automation", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "quote-based pricing** (Vanta, Drata, Secureframe, OneTrust) and can run $10,000-$80,000+/year"}, {"id": "mai-20260917-0816-smoke|c94-m4|mistral-small|CATAAM", "prompt": "c94-m4", "model": "mistral-small", "cat": "compliance-automation", "variant": "budget", "raw": "CATAAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best compliance automation platform for a company with a limited budget is **CATAAM**"}, {"id": "mai-20260917-0816-smoke|c94-m4|mistral-small|Vanta", "prompt": "c94-m4", "model": "mistral-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "roughly half the cost of legacy tools like Vanta, Drata, and Secureframe"}, {"id": "mai-20260917-0816-smoke|c94-m4|mistral-small|Drata", "prompt": "c94-m4", "model": "mistral-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "roughly half the cost of legacy tools like Vanta, Drata, and Secureframe"}, {"id": "mai-20260917-0816-smoke|c94-m4|mistral-small|Secureframe", "prompt": "c94-m4", "model": "mistral-small", "cat": "compliance-automation", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "roughly half the cost of legacy tools like Vanta, Drata, and Secureframe"}, {"id": "mai-20260917-0816-smoke|c94-m4|mistral-small|LowerPlane", "prompt": "c94-m4", "model": "mistral-small", "cat": "compliance-automation", "variant": "budget", "raw": "LowerPlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are a very early-stage startup, **LowerPlane** is also worth considering"}, {"id": "mai-20260917-0816-smoke|c94-m4|moonshot-small|Sprinto", "prompt": "c94-m4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For the tightest budgets**: Start with **Sprinto** or **SecureSlate**"}, {"id": "mai-20260917-0816-smoke|c94-m4|moonshot-small|Scrut", "prompt": "c94-m4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "Scrut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need multiple frameworks**: **Scrut** is the clear winner due to its bundled pricing model."}, {"id": "mai-20260917-0816-smoke|c94-m4|moonshot-small|SecureSlate", "prompt": "c94-m4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "SecureSlate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Sprinto** or **SecureSlate** - both offer significantly lower costs than the big players"}, {"id": "mai-20260917-0816-smoke|c94-m4|moonshot-small|Scytale", "prompt": "c94-m4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Scytale** offers packages that include consulting support"}, {"id": "mai-20260917-0816-smoke|c94-m4|moonshot-small|Comp AI", "prompt": "c94-m4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "Comp AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for**: Technical founders who want inspectable software with expert Slack support"}, {"id": "mai-20260917-0816-smoke|c94-m4|moonshot-small|Vanta", "prompt": "c94-m4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "~$10K-15K/year | Broad ecosystem (if budget allows)"}, {"id": "mai-20260917-0816-smoke|c94-m4|moonshot-small|Drata", "prompt": "c94-m4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More affordable than competitors like Vanta and Drata"}, {"id": "mai-20260917-0816-smoke|c94-m4|openai-small|Vanta", "prompt": "c94-m4", "model": "openai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall budget-friendly pick:** **Vanta** or **Drata** for startups and small companies"}, {"id": "mai-20260917-0816-smoke|c94-m4|openai-small|Drata", "prompt": "c94-m4", "model": "openai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall budget-friendly pick:** **Vanta** or **Drata**"}, {"id": "mai-20260917-0816-smoke|c94-m4|openai-small|Sprinto", "prompt": "c94-m4", "model": "openai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best ultra-budget / lighter-weight option:** **Sprinto** or **Secureframe**"}, {"id": "mai-20260917-0816-smoke|c94-m4|openai-small|Secureframe", "prompt": "c94-m4", "model": "openai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Secureframe** \\u2014 good for companies wanting a simpler compliance experience"}, {"id": "mai-20260917-0816-smoke|c94-m4|xai-small|LowerPlane", "prompt": "c94-m4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "LowerPlane", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LowerPlane stands out as one of the best compliance automation platforms"}, {"id": "mai-20260917-0816-smoke|c94-m4|xai-small|Vanta", "prompt": "c94-m4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid**: Enterprise tools like Vanta/Drata (higher cost, sales-led pricing)."}, {"id": "mai-20260917-0816-smoke|c94-m4|xai-small|Drata", "prompt": "c94-m4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid**: Enterprise tools like Vanta/Drata (higher cost, sales-led pricing)."}, {"id": "mai-20260917-0816-smoke|c94-m4|xai-small|ComplyJet", "prompt": "c94-m4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "ComplyJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Low-Cost Alternatives ... Flat pricing (no per-user fees), 350+ integrations, 4.8/5 G2 rating"}, {"id": "mai-20260917-0816-smoke|c94-m4|xai-small|CATAAM", "prompt": "c94-m4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "CATAAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "$149/mo (~$1,500/year Starter) ... 50% below market"}, {"id": "mai-20260917-0816-smoke|c94-m4|xai-small|Strike Graph", "prompt": "c94-m4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Strike Graph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Developer-friendly, risk-based; G2 4.7/5."}, {"id": "mai-20260917-0816-smoke|c94-m4|zai-small|LowerPlane", "prompt": "c94-m4", "model": "zai-small", "cat": "compliance-automation", "variant": "budget", "raw": "LowerPlane", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LowerPlane** or **RealCISO** offer the best balance of transparent pricing, framework coverage, and support"}, {"id": "mai-20260917-0816-smoke|c94-m4|zai-small|RealCISO", "prompt": "c94-m4", "model": "zai-small", "cat": "compliance-automation", "variant": "budget", "raw": "RealCISO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LowerPlane** or **RealCISO** offer the best balance of transparent pricing, framework coverage, and support"}, {"id": "mai-20260917-0816-smoke|c94-m4|zai-small|SimpleRisk Core", "prompt": "c94-m4", "model": "zai-small", "cat": "compliance-automation", "variant": "budget", "raw": "SimpleRisk Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're comfortable self-hosting, **SimpleRisk Core** provides a completely free, full-featured GRC platform."}, {"id": "mai-20260917-0816-smoke|c94-m4|zai-small|Sprinto", "prompt": "c94-m4", "model": "zai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sprinto** (Foundation ~$6,000-$8,000/yr) is well-suited for startups pursuing their first certification."}, {"id": "mai-20260917-0816-smoke|c94-m4|zai-small|Ethicontrol", "prompt": "c94-m4", "model": "zai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Ethicontrol", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ethicontrol** (~$399/mo) ... options if you want bundled advisory"}, {"id": "mai-20260917-0816-smoke|c94-m4|zai-small|Bright Defense Sentry", "prompt": "c94-m4", "model": "zai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Bright Defense Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Bright Defense Sentry** (~$1,000/mo) with vCISO support are options"}, {"id": "mai-20260917-0816-smoke|c94-m5|alibaba-small|ServiceNow GRC", "prompt": "c94-m5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too cost-conscious to invest in a massive legacy enterprise suite (like ServiceNow GRC or RSA Archer) right now"}, {"id": "mai-20260917-0816-smoke|c94-m5|alibaba-small|RSA Archer", "prompt": "c94-m5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too large for manual spreadsheets, but perhaps too agile or cost-conscious to invest in a massive legacy enterprise suite (like ServiceNow GRC or RSA Archer)"}, {"id": "mai-20260917-0816-smoke|c94-m5|alibaba-small|Vanta", "prompt": "c94-m5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tier 1: Modern, Automated Focus (Best for Tech-Focused Ops) *Examples:* **Drata, Vanta, SecureFrame, WardenAI.**"}, {"id": "mai-20260917-0816-smoke|c94-m5|alibaba-small|Drata", "prompt": "c94-m5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tier 1: Modern, Automated Focus (Best for Tech-Focused Ops) *Examples:* **Drata, Vanta, SecureFrame, WardenAI.**"}, {"id": "mai-20260917-0816-smoke|c94-m5|alibaba-small|SecureFrame", "prompt": "c94-m5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "SecureFrame", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tier 1: Modern, Automated Focus ... Drata, Vanta, SecureFrame, WardenAI"}, {"id": "mai-20260917-0816-smoke|c94-m5|alibaba-small|WardenAI", "prompt": "c94-m5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "WardenAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tier 1: Modern, Automated Focus ... Drata, Vanta, SecureFrame, WardenAI"}, {"id": "mai-20260917-0816-smoke|c94-m5|alibaba-small|AuditBoard", "prompt": "c94-m5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tier 2: Enterprise GRC with Mid-Market Reach ... AuditBoard, OneTrust, LogicManager, Diligent"}, {"id": "mai-20260917-0816-smoke|c94-m5|alibaba-small|OneTrust", "prompt": "c94-m5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tier 2: Enterprise GRC with Mid-Market Reach ... AuditBoard, OneTrust, LogicManager, Diligent"}, {"id": "mai-20260917-0816-smoke|c94-m5|alibaba-small|LogicManager", "prompt": "c94-m5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "LogicManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Tier 2: Enterprise GRC with Mid-Market Reach ... AuditBoard, OneTrust, LogicManager, Diligent"}, {"id": "mai-20260917-0816-smoke|c94-m5|alibaba-small|Diligent", "prompt": "c94-m5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Tier 2: Enterprise GRC with Mid-Market Reach ... AuditBoard, OneTrust, LogicManager, Diligent"}, {"id": "mai-20260917-0816-smoke|c94-m5|deepseek-small|Vanta", "prompt": "c94-m5", "model": "deepseek-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vanta** (default choice, largest integration library and auditor network, but premium pricing and sticky renewals)"}, {"id": "mai-20260917-0816-smoke|c94-m5|deepseek-small|Drata", "prompt": "c94-m5", "model": "deepseek-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drata** (strong for engineering-heavy teams and multi-framework on a budget)"}, {"id": "mai-20260917-0816-smoke|c94-m5|deepseek-small|Secureframe", "prompt": "c94-m5", "model": "deepseek-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Secureframe** (often cheapest, committed multi-framework with a named compliance manager)"}, {"id": "mai-20260917-0816-smoke|c94-m5|deepseek-small|Sprinto", "prompt": "c94-m5", "model": "deepseek-small", "cat": "compliance-automation", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Also consider **Sprinto**, **Scrut**, and **Thoropass**"}, {"id": "mai-20260917-0816-smoke|c94-m5|deepseek-small|Scrut", "prompt": "c94-m5", "model": "deepseek-small", "cat": "compliance-automation", "variant": "scale", "raw": "Scrut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Also consider **Sprinto**, **Scrut**, and **Thoropass**"}, {"id": "mai-20260917-0816-smoke|c94-m5|deepseek-small|Thoropass", "prompt": "c94-m5", "model": "deepseek-small", "cat": "compliance-automation", "variant": "scale", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Also consider **Sprinto**, **Scrut**, and **Thoropass**"}, {"id": "mai-20260917-0816-smoke|c94-m5|deepseek-small|Orbiq", "prompt": "c94-m5", "model": "deepseek-small", "cat": "compliance-automation", "variant": "scale", "raw": "Orbiq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "EU-first tools like **Orbiq** if residency matters"}, {"id": "mai-20260917-0816-smoke|c94-m5|google-small|Vanta", "prompt": "c94-m5", "model": "google-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "request demos from both Vanta and Drata"}, {"id": "mai-20260917-0816-smoke|c94-m5|google-small|Drata", "prompt": "c94-m5", "model": "google-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "request demos from both Vanta and Drata"}, {"id": "mai-20260917-0816-smoke|c94-m5|google-small|Secureframe", "prompt": "c94-m5", "model": "google-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Secureframe is highly competitive on customer success and hands-on guidance."}, {"id": "mai-20260917-0816-smoke|c94-m5|google-small|Thoropass", "prompt": "c94-m5", "model": "google-small", "cat": "compliance-automation", "variant": "scale", "raw": "Thoropass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Thoropass is popular if you want a bundled model... though ensure your enterprise buyers are comfortable with their auditing arm"}, {"id": "mai-20260917-0816-smoke|c94-m5|google-small|AuditBoard", "prompt": "c94-m5", "model": "google-small", "cat": "compliance-automation", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "heavy-duty GRCs, though they lack the turn-key automation of Vanta/Drata"}, {"id": "mai-20260917-0816-smoke|c94-m5|google-small|LogicGate", "prompt": "c94-m5", "model": "google-small", "cat": "compliance-automation", "variant": "scale", "raw": "LogicGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "heavy-duty GRCs, though they lack the turn-key automation of Vanta/Drata"}, {"id": "mai-20260917-0816-smoke|c94-m5|moonshot-small|Vanta", "prompt": "c94-m5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deepest integration ecosystem, strong brand/trust"}, {"id": "mai-20260917-0816-smoke|c94-m5|moonshot-small|Drata", "prompt": "c94-m5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong cross-framework logic, enterprise scalability"}, {"id": "mai-20260917-0816-smoke|c94-m5|moonshot-small|Secureframe", "prompt": "c94-m5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fast implementation, strong policy templates"}, {"id": "mai-20260917-0816-smoke|c94-m5|moonshot-small|Sprinto", "prompt": "c94-m5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong TCO/ROI, good for SaaS"}, {"id": "mai-20260917-0816-smoke|c94-m5|moonshot-small|Hyperproof", "prompt": "c94-m5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Heavy workflow/risk management"}, {"id": "mai-20260917-0816-smoke|c94-m5|moonshot-small|ISMS.online", "prompt": "c94-m5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "ISMS.online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Document-first, ISO 27001-native"}, {"id": "mai-20260917-0816-smoke|c94-m5|xai-small|Vanta", "prompt": "c94-m5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options like Vanta, Drata, Sprinto, Secureframe, Thoropass, Scytale, and Scrut Automation often come up in reviews for this size"}, {"id": "mai-20260917-0816-smoke|c94-m5|xai-small|Drata", "prompt": "c94-m5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options like Vanta, Drata, Sprinto, Secureframe, Thoropass, Scytale, and Scrut Automation often come up in reviews"}, {"id": "mai-20260917-0816-smoke|c94-m5|xai-small|Sprinto", "prompt": "c94-m5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options like Vanta, Drata, Sprinto, Secureframe..."}, {"id": "mai-20260917-0816-smoke|c94-m5|xai-small|Secureframe", "prompt": "c94-m5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options like Vanta, Drata, Sprinto, Secureframe, Thoropass, Scytale, and Scrut Automation"}, {"id": "mai-20260917-0816-smoke|c94-m5|xai-small|Thoropass", "prompt": "c94-m5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options like ... Thoropass, Scytale, and Scrut Automation often come up in reviews for this size"}, {"id": "mai-20260917-0816-smoke|c94-m5|xai-small|Scytale", "prompt": "c94-m5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Scytale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular options like ... Scytale, and Scrut Automation often come up in reviews"}, {"id": "mai-20260917-0816-smoke|c94-m5|xai-small|Scrut Automation", "prompt": "c94-m5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Scrut Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Popular options like ... Scrut Automation often come up in reviews for this size"}, {"id": "mai-20260917-0816-smoke|c94-m5|zai-small|Strac Comply", "prompt": "c94-m5", "model": "zai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Strac Comply", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for SOC 2 + active data security in one platform. Strong evidence automation and integration depth."}, {"id": "mai-20260917-0816-smoke|c94-m5|zai-small|Vanta", "prompt": "c94-m5", "model": "zai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for fast first SOC 2 audit; widely used by fast-growing mid-market companies."}, {"id": "mai-20260917-0816-smoke|c94-m5|zai-small|Drata", "prompt": "c94-m5", "model": "zai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly automated multi-framework programs; strong continuous monitoring."}, {"id": "mai-20260917-0816-smoke|c94-m5|zai-small|Hyperproof", "prompt": "c94-m5", "model": "zai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi-framework evidence reuse with 110+ frameworks; strong cross-mapping."}, {"id": "mai-20260917-0816-smoke|c94-m5|zai-small|Secureframe", "prompt": "c94-m5", "model": "zai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Balanced automation and integration; solid continuous monitoring."}, {"id": "mai-20260917-0816-smoke|c94-m5|zai-small|Sprinto", "prompt": "c94-m5", "model": "zai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Value-oriented for early-stage and mid-market companies; near $6K/yr for smaller teams."}, {"id": "mai-20260917-0816-smoke|c94-m5|zai-small|Thoropass", "prompt": "c94-m5", "model": "zai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bundled audit services with software; strong auditor relationships."}, {"id": "mai-20260917-0816-smoke|c94-m5|zai-small|OneTrust Certification Automation", "prompt": "c94-m5", "model": "zai-small", "cat": "compliance-automation", "variant": "scale", "raw": "OneTrust Certification Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise-grade multi-framework GRC; supports many integrations and templates."}, {"id": "mai-20260917-0816-smoke|c94-m6|alibaba-small|Vanta", "prompt": "c94-m6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "frequently cited as platforms to **be cautious about** rather than outright avoid, specifically regarding long-term cost and vendor lock-in"}, {"id": "mai-20260917-0816-smoke|c94-m6|alibaba-small|Drata", "prompt": "c94-m6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "frequently cited as platforms to **be cautious about** rather than outright avoid, specifically regarding long-term cost and vendor lock-in"}, {"id": "mai-20260917-0816-smoke|c94-m6|alibaba-small|Secureframe", "prompt": "c94-m6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "frequently cited as platforms to **be cautious about** rather than outright avoid, specifically regarding long-term cost and vendor lock-in"}, {"id": "mai-20260917-0816-smoke|c94-m6|alibaba-small|Complyance", "prompt": "c94-m6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Complyance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "proceed cautiously or avoid these... Reviewers frequently cite **poor integration capabilities** and a lack of flexibility in evidence collection"}, {"id": "mai-20260917-0816-smoke|c94-m6|alibaba-small|MyComplianceOffice", "prompt": "c94-m6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "MyComplianceOffice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "users regularly complain about an **outdated and clunky user interface**"}, {"id": "mai-20260917-0816-smoke|c94-m6|alibaba-small|Compliance Quest", "prompt": "c94-m6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Compliance Quest", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Users report issues with its managed package nature, which locks certain underlying logic and prevents customization"}, {"id": "mai-20260917-0816-smoke|c94-m6|alibaba-small|Kaseya's Compliance Manager", "prompt": "c94-m6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Kaseya's Compliance Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "The support team is unresponsive** to configuration bugs. (Specifically noted in reviews for Kaseya\\u2019s Compliance Manager and others)"}, {"id": "mai-20260917-0816-smoke|c94-m6|anthropic-small|OneTrust", "prompt": "c94-m6", "model": "anthropic-small", "cat": "compliance-automation", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "OneTrust has caused size issues on specific platforms, suggesting technical problems that may affect usability."}, {"id": "mai-20260917-0816-smoke|c94-m6|anthropic-small|ISMS", "prompt": "c94-m6", "model": "anthropic-small", "cat": "compliance-automation", "variant": "negative", "raw": "ISMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "some users find the risk management tool offered by ISMS quite rigid"}, {"id": "mai-20260917-0816-smoke|c94-m6|anthropic-small|Archer", "prompt": "c94-m6", "model": "anthropic-small", "cat": "compliance-automation", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "If you are under a hundred people, Archer will be a heavy fit."}, {"id": "mai-20260917-0816-smoke|c94-m6|challenger-small|Vanta", "prompt": "c94-m6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "help you evaluate specific platforms like **Vanta, Drata, Secureframe, Sprinto, Hyperproof, or OneTrust**"}, {"id": "mai-20260917-0816-smoke|c94-m6|challenger-small|Drata", "prompt": "c94-m6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "evaluate specific platforms like **Vanta, Drata, Secureframe, Sprinto, Hyperproof, or OneTrust**"}, {"id": "mai-20260917-0816-smoke|c94-m6|challenger-small|Secureframe", "prompt": "c94-m6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "evaluate specific platforms like **Vanta, Drata, Secureframe, Sprinto, Hyperproof, or OneTrust**"}, {"id": "mai-20260917-0816-smoke|c94-m6|challenger-small|Sprinto", "prompt": "c94-m6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "evaluate specific platforms like **Vanta, Drata, Secureframe, Sprinto, Hyperproof, or OneTrust**"}, {"id": "mai-20260917-0816-smoke|c94-m6|challenger-small|Hyperproof", "prompt": "c94-m6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "evaluate specific platforms like **Vanta, Drata, Secureframe, Sprinto, Hyperproof, or OneTrust**"}, {"id": "mai-20260917-0816-smoke|c94-m6|challenger-small|OneTrust", "prompt": "c94-m6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "evaluate specific platforms like **Vanta, Drata, Secureframe, Sprinto, Hyperproof, or OneTrust**"}, {"id": "mai-20260917-0816-smoke|c94-m6|deepseek-small|Sprinto", "prompt": "c94-m6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** Sprinto and legacy GRC platforms if you need a reliable, cost-effective audit path."}, {"id": "mai-20260917-0816-smoke|c94-m6|deepseek-small|Vanta", "prompt": "c94-m6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Be cautious** with Vanta (contract rigidity)"}, {"id": "mai-20260917-0816-smoke|c94-m6|deepseek-small|Drata", "prompt": "c94-m6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Be cautious** with ... Drata (technical complexity)"}, {"id": "mai-20260917-0816-smoke|c94-m6|deepseek-small|Secureframe", "prompt": "c94-m6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Be cautious** with ... Secureframe (process overhead)"}, {"id": "mai-20260917-0816-smoke|c94-m6|deepseek-small|MetricStream", "prompt": "c94-m6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Verdict:** Avoid unless you truly have thousands of employees and a dedicated GRC team."}, {"id": "mai-20260917-0816-smoke|c94-m6|deepseek-small|OneTrust", "prompt": "c94-m6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Verdict:** Avoid unless you truly have thousands of employees and a dedicated GRC team."}, {"id": "mai-20260917-0816-smoke|c94-m6|deepseek-small|Archer", "prompt": "c94-m6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Verdict:** Avoid unless you truly have thousands of employees and a dedicated GRC team."}, {"id": "mai-20260917-0816-smoke|c94-m6|google-small|Delve", "prompt": "c94-m6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "Delve", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "### 1. The Active Platform to Avoid: Delve (delve.co)"}, {"id": "mai-20260917-0816-smoke|c94-m6|google-small|Vanta", "prompt": "c94-m6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Well-known giants in the space (like Vanta and Drata) are incredibly popular, but they frequently draw complaints from users regarding pricing structures and framework scaling."}, {"id": "mai-20260917-0816-smoke|c94-m6|google-small|Drata", "prompt": "c94-m6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Well-known giants in the space (like Vanta and Drata) are incredibly popular, but they frequently draw complaints from users regarding pricing structures and framework scaling."}, {"id": "mai-20260917-0816-smoke|c94-m6|mistral-small|Vanta", "prompt": "c94-m6", "model": "mistral-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "may be overpriced, limited in scope (compliance-only), and lack transparent pricing"}, {"id": "mai-20260917-0816-smoke|c94-m6|mistral-small|Drata", "prompt": "c94-m6", "model": "mistral-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may be overpriced, limited in scope (compliance-only), and lack transparent pricing"}, {"id": "mai-20260917-0816-smoke|c94-m6|mistral-small|Secureframe", "prompt": "c94-m6", "model": "mistral-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be overpriced, limited in scope (compliance-only), and lack transparent pricing"}, {"id": "mai-20260917-0816-smoke|c94-m6|mistral-small|Sprinto", "prompt": "c94-m6", "model": "mistral-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Vanta, Drata, Secureframe, Sprinto, Scytale, Scrut: These are generally reliable but may be overpriced"}, {"id": "mai-20260917-0816-smoke|c94-m6|mistral-small|Scytale", "prompt": "c94-m6", "model": "mistral-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scytale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These are generally reliable but may be overpriced, limited in scope"}, {"id": "mai-20260917-0816-smoke|c94-m6|mistral-small|Thoropass", "prompt": "c94-m6", "model": "mistral-small", "cat": "compliance-automation", "variant": "negative", "raw": "Thoropass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Offers bundled audit services but may still be costly and less flexible for smaller teams."}, {"id": "mai-20260917-0816-smoke|c94-m6|mistral-small|Scrut", "prompt": "c94-m6", "model": "mistral-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scrut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "use sales-led, custom pricing models, which can be opaque and expensive"}, {"id": "mai-20260917-0816-smoke|c94-m6|mistral-small|CATAAM", "prompt": "c94-m6", "model": "mistral-small", "cat": "compliance-automation", "variant": "negative", "raw": "CATAAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "CATAAM may be a more suitable choice compared to the more expensive, legacy options."}, {"id": "mai-20260917-0816-smoke|c94-m6|moonshot-small|Delve", "prompt": "c94-m6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Delve", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Any SOC 2 report from Delve should be considered potentially fraudulent."}, {"id": "mai-20260917-0816-smoke|c94-m6|moonshot-small|Vanta", "prompt": "c94-m6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pricing expansion and rigidity—costs can balloon unexpectedly"}, {"id": "mai-20260917-0816-smoke|c94-m6|moonshot-small|Drata", "prompt": "c94-m6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steep learning curve and configuration work required"}, {"id": "mai-20260917-0816-smoke|c94-m6|moonshot-small|Secureframe", "prompt": "c94-m6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "\"Wonky\" integrations that can be confusing"}, {"id": "mai-20260917-0816-smoke|c94-m6|openai-small|Vanta", "prompt": "c94-m6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the major compliance automation tools (like Vanta, Drata, Sprinto, Scrut, Secureframe, etc.)"}, {"id": "mai-20260917-0816-smoke|c94-m6|openai-small|Drata", "prompt": "c94-m6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "the major compliance automation tools (like Vanta, Drata, Sprinto, Scrut, Secureframe, etc.)"}, {"id": "mai-20260917-0816-smoke|c94-m6|openai-small|Sprinto", "prompt": "c94-m6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the major compliance automation tools (like Vanta, Drata, Sprinto, Scrut, Secureframe, etc.)"}, {"id": "mai-20260917-0816-smoke|c94-m6|openai-small|Scrut", "prompt": "c94-m6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scrut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the major compliance automation tools (like Vanta, Drata, Sprinto, Scrut, Secureframe, etc.)"}, {"id": "mai-20260917-0816-smoke|c94-m6|openai-small|Secureframe", "prompt": "c94-m6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the major compliance automation tools (like Vanta, Drata, Sprinto, Scrut, Secureframe, etc.)"}, {"id": "mai-20260917-0816-smoke|c94-m6|xai-small|Vanta", "prompt": "c94-m6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Vanta: locked-in 2-year terms, no early exit ... Vanta: hard to reach humans"}, {"id": "mai-20260917-0816-smoke|c94-m6|xai-small|Drata", "prompt": "c94-m6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Drata: support \"deteriorated\""}, {"id": "mai-20260917-0816-smoke|c94-m6|xai-small|Secureframe", "prompt": "c94-m6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Drata/Secureframe: renewal hikes"}, {"id": "mai-20260917-0816-smoke|c94-m6|xai-small|Sprinto", "prompt": "c94-m6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sprinto/Scrut for budget"}, {"id": "mai-20260917-0816-smoke|c94-m6|xai-small|Hyperproof", "prompt": "c94-m6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Hyperproof: steep setup ... enterprises want more from Hyperproof"}, {"id": "mai-20260917-0816-smoke|c94-m6|xai-small|Scrut Automation", "prompt": "c94-m6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Alternatives if cautious: Look at high-satisfaction ones like Scrut (4.9/5)"}, {"id": "mai-20260917-0816-smoke|c94-m6|xai-small|Thoropass", "prompt": "c94-m6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CMMC drops some like Thoropass"}, {"id": "mai-20260917-0816-smoke|c94-m6|xai-small|Cynomi", "prompt": "c94-m6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Cynomi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look at high-satisfaction ones like Scrut (4.9/5) or Cynomi (multi-tenant)"}, {"id": "mai-20260917-0816-smoke|c94-m6|zai-small|Vanta", "prompt": "c94-m6", "model": "zai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Auditors often find Vanta restrictive... Vanta's \"closed ecosystem\" approach can be a major friction point and may lead to audit delays."}, {"id": "mai-20260917-0816-smoke|c94-m6|zai-small|Drata", "prompt": "c94-m6", "model": "zai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users frequently report that Drata has fewer integrations than its competitors."}, {"id": "mai-20260917-0816-smoke|c94-m6|zai-small|Secureframe", "prompt": "c94-m6", "model": "zai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "rigid platforms like Secureframe may force you to adapt your compliance program to the software"}, {"id": "mai-20260917-0816-smoke|c94-s1|alibaba-small|Vanta", "prompt": "c94-s1", "model": "alibaba-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Generally, **Vanta** and **Drata** are considered the gold standards for US-based companies"}, {"id": "mai-20260917-0816-smoke|c94-s1|alibaba-small|Drata", "prompt": "c94-s1", "model": "alibaba-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Generally, **Vanta** and **Drata** are considered the gold standards for US-based companies"}, {"id": "mai-20260917-0816-smoke|c94-s1|alibaba-small|Orbiq", "prompt": "c94-s1", "model": "alibaba-small", "cat": "compliance-automation", "variant": "direct", "raw": "Orbiq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Orbiq** is a top choice for EU-specific regulatory needs"}, {"id": "mai-20260917-0816-smoke|c94-s1|alibaba-small|Secureframe", "prompt": "c94-s1", "model": "alibaba-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Secureframe often positions itself as more cost-effective than Vanta and Drata"}, {"id": "mai-20260917-0816-smoke|c94-s1|anthropic-small|Vanta", "prompt": "c94-s1", "model": "anthropic-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vanta** and **Drata** are the most popular choices"}, {"id": "mai-20260917-0816-smoke|c94-s1|anthropic-small|Drata", "prompt": "c94-s1", "model": "anthropic-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vanta** and **Drata** are the most popular choices"}, {"id": "mai-20260917-0816-smoke|c94-s1|anthropic-small|Sprinto", "prompt": "c94-s1", "model": "anthropic-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sprinto** is a budget-friendly alternative"}, {"id": "mai-20260917-0816-smoke|c94-s1|anthropic-small|Secureframe", "prompt": "c94-s1", "model": "anthropic-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Vanta and Secureframe starting at $10K–$15K and $10K–$35K respectively"}, {"id": "mai-20260917-0816-smoke|c94-s1|challenger-small|Sprinto", "prompt": "c94-s1", "model": "challenger-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Sprinto**"}, {"id": "mai-20260917-0816-smoke|c94-s1|challenger-small|Vanta", "prompt": "c94-s1", "model": "challenger-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vanta** is the main alternative to compare closely"}, {"id": "mai-20260917-0816-smoke|c94-s1|deepseek-small|Vanta", "prompt": "c94-s1", "model": "deepseek-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vanta** and **Drata** are the safest bets"}, {"id": "mai-20260917-0816-smoke|c94-s1|deepseek-small|Drata", "prompt": "c94-s1", "model": "deepseek-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vanta** and **Drata** are the safest bets"}, {"id": "mai-20260917-0816-smoke|c94-s1|deepseek-small|Sprinto", "prompt": "c94-s1", "model": "deepseek-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sprinto** or **Secureframe** are great alternatives"}, {"id": "mai-20260917-0816-smoke|c94-s1|deepseek-small|Secureframe", "prompt": "c94-s1", "model": "deepseek-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sprinto** or **Secureframe** are great alternatives"}, {"id": "mai-20260917-0816-smoke|c94-s1|deepseek-small|Thoropass", "prompt": "c94-s1", "model": "deepseek-small", "cat": "compliance-automation", "variant": "direct", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for a combined platform + built-in audit"}, {"id": "mai-20260917-0816-smoke|c94-s1|google-small|Vanta", "prompt": "c94-s1", "model": "google-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta — Best Overall & Most Recognized"}, {"id": "mai-20260917-0816-smoke|c94-s1|google-small|Sprinto", "prompt": "c94-s1", "model": "google-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sprinto — Best for Lean Budgets & Startup Speed"}, {"id": "mai-20260917-0816-smoke|c94-s1|google-small|Drata", "prompt": "c94-s1", "model": "google-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Drata — Best for Scaling to Multi-Frameworks"}, {"id": "mai-20260917-0816-smoke|c94-s1|google-small|Thoropass (formerly Laika)", "prompt": "c94-s1", "model": "google-small", "cat": "compliance-automation", "variant": "direct", "raw": "Thoropass (formerly Laika)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for All-in-One \"Software + Audit\""}, {"id": "mai-20260917-0816-smoke|c94-s1|meta-small|Sprinto", "prompt": "c94-s1", "model": "meta-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sprinto - Best for SMBs wanting automation without complexity. It is purpose-built for SMBs, with a simpler UI, faster setup, and pricing calibrated for smaller teams."}, {"id": "mai-20260917-0816-smoke|c94-s1|meta-small|Vanta", "prompt": "c94-s1", "model": "meta-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vanta - Helps small and mid-sized businesses fast-track SOC 2, ISO 27001, HIPAA, and other certifications via automation and continuous monitoring."}, {"id": "mai-20260917-0816-smoke|c94-s1|minimax-small|Sprinto", "prompt": "c94-s1", "model": "minimax-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sprinto** is often the top recommendation for small B2B companies"}, {"id": "mai-20260917-0816-smoke|c94-s1|minimax-small|Vanta", "prompt": "c94-s1", "model": "minimax-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For something slightly larger or more enterprise-focused, Drata or Vanta may be worth the investment."}, {"id": "mai-20260917-0816-smoke|c94-s1|minimax-small|Drata", "prompt": "c94-s1", "model": "minimax-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Drata** — strong automation, popular with startups"}, {"id": "mai-20260917-0816-smoke|c94-s1|minimax-small|Secureframe", "prompt": "c94-s1", "model": "minimax-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Secureframe** — enterprise-focused with broad framework support"}, {"id": "mai-20260917-0816-smoke|c94-s1|minimax-small|Orbiq", "prompt": "c94-s1", "model": "minimax-small", "cat": "compliance-automation", "variant": "direct", "raw": "Orbiq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Orbiq** — EU-headquartered, good for NIS2/DORA needs"}, {"id": "mai-20260917-0816-smoke|c94-s1|mistral-small|Sprinto", "prompt": "c94-s1", "model": "mistral-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sprinto** stands out as a top choice for SMBs, offering automation without the complexity of enterprise solutions"}, {"id": "mai-20260917-0816-smoke|c94-s1|mistral-small|Vanta", "prompt": "c94-s1", "model": "mistral-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option is **Vanta**, which is widely used by small and mid-sized businesses"}, {"id": "mai-20260917-0816-smoke|c94-s1|mistral-small|Orbiq", "prompt": "c94-s1", "model": "mistral-small", "cat": "compliance-automation", "variant": "direct", "raw": "Orbiq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Orbiq** is suitable for EU-headquartered companies needing multiple frameworks in one platform"}, {"id": "mai-20260917-0816-smoke|c94-s1|moonshot-small|Sprinto", "prompt": "c94-s1", "model": "moonshot-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sprinto** – Best Overall for SMBs"}, {"id": "mai-20260917-0816-smoke|c94-s1|moonshot-small|Vanta", "prompt": "c94-s1", "model": "moonshot-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vanta** if you primarily need SOC 2 and want the most integrations"}, {"id": "mai-20260917-0816-smoke|c94-s1|moonshot-small|Drata", "prompt": "c94-s1", "model": "moonshot-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Drata** – Best for Continuous Evidence Automation"}, {"id": "mai-20260917-0816-smoke|c94-s1|moonshot-small|Scytale", "prompt": "c94-s1", "model": "moonshot-small", "cat": "compliance-automation", "variant": "direct", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Scytale** if budget is your primary concern"}, {"id": "mai-20260917-0816-smoke|c94-s1|moonshot-small|Secureframe", "prompt": "c94-s1", "model": "moonshot-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Secureframe** – Best for Multi-Framework"}, {"id": "mai-20260917-0816-smoke|c94-s1|openai-small|Vanta", "prompt": "c94-s1", "model": "openai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **Vanta**"}, {"id": "mai-20260917-0816-smoke|c94-s1|openai-small|Drata", "prompt": "c94-s1", "model": "openai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Drata if you want more granular automation/workflow control"}, {"id": "mai-20260917-0816-smoke|c94-s1|openai-small|Secureframe", "prompt": "c94-s1", "model": "openai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Secureframe if you care most about a more guided, hands-on experience"}, {"id": "mai-20260917-0816-smoke|c94-s1|xai-small|Vanta", "prompt": "c94-s1", "model": "xai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta edges out as the safest pick for most small B2B due to maturity and reviews"}, {"id": "mai-20260917-0816-smoke|c94-s1|xai-small|Sprinto", "prompt": "c94-s1", "model": "xai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sprinto (best for affordability + ease)**: Often ranked #1 for SMBs."}, {"id": "mai-20260917-0816-smoke|c94-s1|xai-small|Drata", "prompt": "c94-s1", "model": "xai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Solid Vanta alternative if HIPAA/PCI matters."}, {"id": "mai-20260917-0816-smoke|c94-s1|xai-small|Secureframe", "prompt": "c94-s1", "model": "xai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Secureframe (~$8K–$20K) for guided support"}, {"id": "mai-20260917-0816-smoke|c94-s1|xai-small|Thoropass", "prompt": "c94-s1", "model": "xai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Thoropass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Thoropass bundles software + audit (~$20K+ total, but simplifies vendor management)"}, {"id": "mai-20260917-0816-smoke|c94-s1|zai-small|Complies", "prompt": "c94-s1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Complies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If budget is a primary concern, **Complies** is an excellent alternative at $79–$499/month with no forced annual contract."}, {"id": "mai-20260917-0816-smoke|c94-s1|zai-small|Sprinto", "prompt": "c94-s1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "## My Top Pick for Most Small B2B Companies: **Sprinto**"}, {"id": "mai-20260917-0816-smoke|c94-s1|zai-small|Vanta", "prompt": "c94-s1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Market leader for SOC 2, mid-market growth-stage"}, {"id": "mai-20260917-0816-smoke|c94-s1|zai-small|Secureframe", "prompt": "c94-s1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cross-framework control mapping, 300+ integrations, designed for small/mid-size."}, {"id": "mai-20260917-0816-smoke|c94-s1|zai-small|Drata", "prompt": "c94-s1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "120+ integrations, continuous monitoring, no manual evidence collection."}, {"id": "mai-20260917-0816-smoke|c94-s1|zai-small|ZenGRC", "prompt": "c94-s1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "ZenGRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Multi-framework teams needing evidence reuse | Flexible usage-based"}, {"id": "mai-20260917-0816-smoke|c94-s1|zai-small|AuditBoard", "prompt": "c94-s1", "model": "zai-small", "cat": "compliance-automation", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Larger platforms like AuditBoard (enterprise) are overkill for small teams."}, {"id": "mai-20260917-0816-smoke|c94-s2|alibaba-small|Vanta", "prompt": "c94-s2", "model": "alibaba-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Vanta** if you have an engineering-heavy team and want speed."}, {"id": "mai-20260917-0816-smoke|c94-s2|alibaba-small|Drata", "prompt": "c94-s2", "model": "alibaba-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Drata** if you have an Operations/Project Manager leading the effort and want the smoothest interface."}, {"id": "mai-20260917-0816-smoke|c94-s2|alibaba-small|Secureframe", "prompt": "c94-s2", "model": "alibaba-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Secureframe** if budget is the primary constraint but you still want an automated solution."}, {"id": "mai-20260917-0816-smoke|c94-s2|anthropic-small|Scrut", "prompt": "c94-s2", "model": "anthropic-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Scrut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small businesses specifically, I'd lean toward **Scrut** or **Comp AI**"}, {"id": "mai-20260917-0816-smoke|c94-s2|anthropic-small|Comp AI", "prompt": "c94-s2", "model": "anthropic-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Comp AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For small businesses specifically, I'd lean toward **Scrut** or **Comp AI**"}, {"id": "mai-20260917-0816-smoke|c94-s2|anthropic-small|Vanta", "prompt": "c94-s2", "model": "anthropic-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For Comprehensive Platform Coverage:** Vanta is a compliance management platform"}, {"id": "mai-20260917-0816-smoke|c94-s2|challenger-small|Vanta", "prompt": "c94-s2", "model": "challenger-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Vanta** as the default choice if you want the safest all-around pick"}, {"id": "mai-20260917-0816-smoke|c94-s2|challenger-small|Secureframe", "prompt": "c94-s2", "model": "challenger-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Secureframe** is the main alternative to consider"}, {"id": "mai-20260917-0816-smoke|c94-s2|challenger-small|Sprinto", "prompt": "c94-s2", "model": "challenger-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you are very early-stage, cloud-native, and optimizing for speed and startup pricing"}, {"id": "mai-20260917-0816-smoke|c94-s2|challenger-small|Drata", "prompt": "c94-s2", "model": "challenger-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong if you expect to run multiple frameworks and want deeper automation"}, {"id": "mai-20260917-0816-smoke|c94-s2|deepseek-small|Vanta", "prompt": "c94-s2", "model": "deepseek-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **Vanta is the safest, most proven recommendation**"}, {"id": "mai-20260917-0816-smoke|c94-s2|deepseek-small|Drata", "prompt": "c94-s2", "model": "deepseek-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Drata** | Multi-framework automation | ~$10K–15K/yr | Excellent automation, clean UI |"}, {"id": "mai-20260917-0816-smoke|c94-s2|deepseek-small|Secureframe", "prompt": "c94-s2", "model": "deepseek-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Secureframe offers more hand-holding — but at a higher price."}, {"id": "mai-20260917-0816-smoke|c94-s2|deepseek-small|Sprinto", "prompt": "c94-s2", "model": "deepseek-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sprinto as the value pick** if budget is your binding constraint"}, {"id": "mai-20260917-0816-smoke|c94-s2|google-small|Vanta", "prompt": "c94-s2", "model": "google-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for B2B Startups: **Vanta** ... remains the market leader. It is the safest, most comprehensive bet"}, {"id": "mai-20260917-0816-smoke|c94-s2|google-small|Sprinto", "prompt": "c94-s2", "model": "google-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Lean Teams on a Budget: **Sprinto** ... is an exceptional alternative."}, {"id": "mai-20260917-0816-smoke|c94-s2|google-small|Drata", "prompt": "c94-s2", "model": "google-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Drata is Vanta's closest competitor and is highly favored by engineering-heavy companies."}, {"id": "mai-20260917-0816-smoke|c94-s2|google-small|Thoropass", "prompt": "c94-s2", "model": "google-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Thoropass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"All-in-One\" (Platform + Auditor): **Thoropass** (formerly Laika)"}, {"id": "mai-20260917-0816-smoke|c94-s2|google-small|SafeBase", "prompt": "c94-s2", "model": "google-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "SafeBase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Drata recently acquired SafeBase (a premier trust center platform)."}, {"id": "mai-20260917-0816-smoke|c94-s2|meta-small|Vanta", "prompt": "c94-s2", "model": "meta-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta - Ideal for US-based or US-selling companies that want to achieve ISO 27001 certification alongside SOC 2 with maximum automation speed and the largest integration library."}, {"id": "mai-20260917-0816-smoke|c94-s2|meta-small|Drata", "prompt": "c94-s2", "model": "meta-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Drata - Accelerates SOC 2, ISO 27001, and HIPAA compliance for startups through continuous monitoring and automated evidence collection."}, {"id": "mai-20260917-0816-smoke|c94-s2|meta-small|Sprinto", "prompt": "c94-s2", "model": "meta-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sprinto - Best for SMBs on their first ISO 27001 or SOC 2 journey"}, {"id": "mai-20260917-0816-smoke|c94-s2|minimax-small|Vanta", "prompt": "c94-s2", "model": "minimax-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd likely recommend **Vanta** or **Sprinto** as starting points"}, {"id": "mai-20260917-0816-smoke|c94-s2|minimax-small|Sprinto", "prompt": "c94-s2", "model": "minimax-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd likely recommend **Vanta** or **Sprinto** as starting points"}, {"id": "mai-20260917-0816-smoke|c94-s2|minimax-small|Secureframe", "prompt": "c94-s2", "model": "minimax-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Multi-framework support with intuitive interface"}, {"id": "mai-20260917-0816-smoke|c94-s2|minimax-small|Scytale", "prompt": "c94-s2", "model": "minimax-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong on automated evidence collection"}, {"id": "mai-20260917-0816-smoke|c94-s2|mistral-small|Vanta", "prompt": "c94-s2", "model": "mistral-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vanta** and **Secureframe** are the top recommendations due to their robust automation, ease of use"}, {"id": "mai-20260917-0816-smoke|c94-s2|mistral-small|Secureframe", "prompt": "c94-s2", "model": "mistral-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vanta** and **Secureframe** are the top recommendations"}, {"id": "mai-20260917-0816-smoke|c94-s2|mistral-small|Sprinto", "prompt": "c94-s2", "model": "mistral-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sprinto is designed with small businesses in mind, offering a streamlined approach to compliance automation"}, {"id": "mai-20260917-0816-smoke|c94-s2|mistral-small|Scytale", "prompt": "c94-s2", "model": "mistral-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is a concern, **Scytale** is a great alternative."}, {"id": "mai-20260917-0816-smoke|c94-s2|moonshot-small|Vanta", "prompt": "c94-s2", "model": "moonshot-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vanta** - Best Overall Choice ... I'd recommend: If budget allows (~$10-12K/year): Go with **Vanta**"}, {"id": "mai-20260917-0816-smoke|c94-s2|moonshot-small|Drata", "prompt": "c94-s2", "model": "moonshot-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drata** - Best for Multi-Framework Programs ... If you want the most automation: Consider **Drata**"}, {"id": "mai-20260917-0816-smoke|c94-s2|moonshot-small|Sprinto", "prompt": "c94-s2", "model": "moonshot-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is tight (~$7K/year): Choose **Sprinto**"}, {"id": "mai-20260917-0816-smoke|c94-s2|moonshot-small|Secureframe", "prompt": "c94-s2", "model": "moonshot-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Secureframe** - Best for Guided Experience"}, {"id": "mai-20260917-0816-smoke|c94-s2|openai-small|Secureframe", "prompt": "c94-s2", "model": "openai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Secureframe for a small business, Drata if you can spend more for a stronger product experience."}, {"id": "mai-20260917-0816-smoke|c94-s2|openai-small|Drata", "prompt": "c94-s2", "model": "openai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Drata if you want a more polished automation platform and expect to grow into more frameworks later"}, {"id": "mai-20260917-0816-smoke|c94-s2|openai-small|Vanta", "prompt": "c94-s2", "model": "openai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Vanta if you already know you want the market-leading brand and are comfortable getting a quote rather than seeing public pricing"}, {"id": "mai-20260917-0816-smoke|c94-s2|xai-small|Sprinto", "prompt": "c94-s2", "model": "xai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Sprinto as the top automation tool"}, {"id": "mai-20260917-0816-smoke|c94-s2|xai-small|Vanta", "prompt": "c94-s2", "model": "xai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fastest automation & integrations (300+) | $8K–$15K/year | Largest library... Can scale pricier quickly"}, {"id": "mai-20260917-0816-smoke|c94-s2|xai-small|Drata", "prompt": "c94-s2", "model": "xai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "lower than competitors like Vanta (~$8,000–$20,000 median) or Drata (~$10,000+)"}, {"id": "mai-20260917-0816-smoke|c94-s2|xai-small|Secureframe", "prompt": "c94-s2", "model": "xai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Guided support/hand-holding | $8K–$12K/year | Expert onboarding, multi-framework"}, {"id": "mai-20260917-0816-smoke|c94-s2|xai-small|Strike Graph", "prompt": "c94-s2", "model": "xai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Strike Graph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Transparent pricing, free tier trial | $10K/year (Certify) | Public plans, SMB-tailored"}, {"id": "mai-20260917-0816-smoke|c94-s2|zai-small|Vanta", "prompt": "c94-s2", "model": "zai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the fastest path to your first SOC 2 (and ISO 27001) and a guided experience:** Go with **Vanta**."}, {"id": "mai-20260917-0816-smoke|c94-s2|zai-small|Drata", "prompt": "c94-s2", "model": "zai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drata** is a strong choice."}, {"id": "mai-20260917-0816-smoke|c94-s2|zai-small|Secureframe", "prompt": "c94-s2", "model": "zai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Secureframe** is a good fit."}, {"id": "mai-20260917-0816-smoke|c94-s2|zai-small|Sprinto", "prompt": "c94-s2", "model": "zai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sprinto** offers a guided, cost‑effective solution."}, {"id": "mai-20260917-0816-smoke|c94-s2|zai-small|Strac Comply", "prompt": "c94-s2", "model": "zai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Strac Comply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want compliance + active data security in one place:** Consider **Strac Comply**."}, {"id": "mai-20260917-0816-smoke|c94-s2|zai-small|AuditBoard (Risk & Compliance)", "prompt": "c94-s2", "model": "zai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "AuditBoard (Risk & Compliance)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher price point; generally more suitable for mid‑market or larger organizations."}, {"id": "mai-20260917-0816-smoke|c94-s2|zai-small|Optro", "prompt": "c94-s2", "model": "zai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Optro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Generally higher, more appropriate for mid‑market and larger enterprises."}, {"id": "mai-20260917-0816-smoke|c94-s2|zai-small|Centraleyes", "prompt": "c94-s2", "model": "zai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "Centraleyes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Higher; typically targeted at mid‑market and larger companies."}, {"id": "mai-20260917-0816-smoke|c94-s2|zai-small|ComplyJet", "prompt": "c94-s2", "model": "zai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "ComplyJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Generally mid‑range; quote‑based and scales with your needs."}, {"id": "mai-20260917-0816-smoke|c94-s2|zai-small|SureCloud", "prompt": "c94-s2", "model": "zai-small", "cat": "compliance-automation", "variant": "paraphrase", "raw": "SureCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Higher; typically mid‑market to enterprise pricing."}, {"id": "mai-20260917-0816-smoke|c94-s3|alibaba-small|Vanta", "prompt": "c94-s3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Vanta or Drata** if you have 1–2 technical people who can manage integrations and want the fastest path to SOC 2."}, {"id": "mai-20260917-0816-smoke|c94-s3|alibaba-small|Sprinto", "prompt": "c94-s3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Sprinto or Scytale** if you need SOC 2 + Privacy laws (GDPR/HIPAA)"}, {"id": "mai-20260917-0816-smoke|c94-s3|alibaba-small|Drata", "prompt": "c94-s3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose Vanta or Drata** if you have 1–2 technical people who can manage integrations and want the fastest path to SOC 2."}, {"id": "mai-20260917-0816-smoke|c94-s3|alibaba-small|Secureframe", "prompt": "c94-s3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Secureframe** if you lack technical resources and want hand-holding and clear, simple workflows."}, {"id": "mai-20260917-0816-smoke|c94-s3|alibaba-small|Scytale", "prompt": "c94-s3", "model": "alibaba-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Sprinto or Scytale** if you need SOC 2 + Privacy laws"}, {"id": "mai-20260917-0816-smoke|c94-s3|anthropic-small|Vanta", "prompt": "c94-s3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta is a compliance automation platform targeting smaller mid-market and growth-stage organizations... However, the pricing may be prohibitive for smaller businesses or startups."}, {"id": "mai-20260917-0816-smoke|c94-s3|anthropic-small|Drata", "prompt": "c94-s3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Drata offers excellent automation features, an intuitive interface, and a strong integration ecosystem, though it has higher pricing for smaller teams"}, {"id": "mai-20260917-0816-smoke|c94-s3|anthropic-small|Secureframe", "prompt": "c94-s3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a leading compliance management software platform built to simplify and automate regulatory compliance for growing businesses"}, {"id": "mai-20260917-0816-smoke|c94-s3|anthropic-small|ComplyUp", "prompt": "c94-s3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "ComplyUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ComplyUp focuses on serving small business contractors to the Department of Defense and small managed service providers"}, {"id": "mai-20260917-0816-smoke|c94-s3|anthropic-small|SecureSlate", "prompt": "c94-s3", "model": "anthropic-small", "cat": "compliance-automation", "variant": "comparative", "raw": "SecureSlate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For budget-conscious teams, SecureSlate offers a more affordable option, with affordable plans starting at just $284/month."}, {"id": "mai-20260917-0816-smoke|c94-s3|challenger-small|Vanta", "prompt": "c94-s3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Vanta if you want the safest mainstream pick for a first SOC 2."}, {"id": "mai-20260917-0816-smoke|c94-s3|challenger-small|Sprinto", "prompt": "c94-s3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Sprinto if cost matters most and the team is small."}, {"id": "mai-20260917-0816-smoke|c94-s3|challenger-small|Secureframe", "prompt": "c94-s3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Secureframe if you want guided audit readiness with less process design burden."}, {"id": "mai-20260917-0816-smoke|c94-s3|challenger-small|Drata", "prompt": "c94-s3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Drata if you expect multiple frameworks soon."}, {"id": "mai-20260917-0816-smoke|c94-s3|challenger-small|Scytale", "prompt": "c94-s3", "model": "challenger-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Scytale if you want structured, guided compliance workflows."}, {"id": "mai-20260917-0816-smoke|c94-s3|deepseek-small|Vanta", "prompt": "c94-s3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the fastest, most turnkey route with maximum brand recognition:** Vanta"}, {"id": "mai-20260917-0816-smoke|c94-s3|deepseek-small|Drata", "prompt": "c94-s3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Drata \\u2014 The Feature-Rich Alternative"}, {"id": "mai-20260917-0816-smoke|c94-s3|deepseek-small|Secureframe", "prompt": "c94-s3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Secureframe if you want more hand-holding"}, {"id": "mai-20260917-0816-smoke|c94-s3|deepseek-small|Sprinto", "prompt": "c94-s3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For a first SOC 2 with a tight budget:** Sprinto is the value leader"}, {"id": "mai-20260917-0816-smoke|c94-s3|deepseek-small|Scytale", "prompt": "c94-s3", "model": "deepseek-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Drata or Scytale give the deepest multi-framework workflow"}, {"id": "mai-20260917-0816-smoke|c94-s3|google-small|Vanta", "prompt": "c94-s3", "model": "google-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta is the pioneer and market leader in this space... Best for: Small-to-midsize SaaS startups wanting the fastest setup and the widest integration coverage."}, {"id": "mai-20260917-0816-smoke|c94-s3|google-small|Drata", "prompt": "c94-s3", "model": "google-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Drata** or **Vanta** will serve you best... Drata is Vanta’s main competitor."}, {"id": "mai-20260917-0816-smoke|c94-s3|google-small|Sprinto", "prompt": "c94-s3", "model": "google-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sprinto** offers the lowest barrier to entry"}, {"id": "mai-20260917-0816-smoke|c94-s3|google-small|Secureframe", "prompt": "c94-s3", "model": "google-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Secureframe** or **Thoropass** are better options"}, {"id": "mai-20260917-0816-smoke|c94-s3|google-small|Thoropass (formerly Laika)", "prompt": "c94-s3", "model": "google-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Thoropass (formerly Laika)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want to bypass the stress of selecting an auditor entirely, go with **Thoropass**."}, {"id": "mai-20260917-0816-smoke|c94-s3|meta-small|Vanta", "prompt": "c94-s3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vanta is known for its SOC 2 automation and is a good choice for SaaS startups"}, {"id": "mai-20260917-0816-smoke|c94-s3|meta-small|Drata", "prompt": "c94-s3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Drata accelerates SOC 2, ISO 27001, and HIPAA compliance for startups"}, {"id": "mai-20260917-0816-smoke|c94-s3|meta-small|Scytale", "prompt": "c94-s3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Scytale is a good fit for SMB compliance teams that need traceable control evidence workflows"}, {"id": "mai-20260917-0816-smoke|c94-s3|meta-small|Sprinto", "prompt": "c94-s3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sprinto is a good value for teams under 100 employees"}, {"id": "mai-20260917-0816-smoke|c94-s3|meta-small|Hyperproof", "prompt": "c94-s3", "model": "meta-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Hyperproof is another option that supports many frameworks at once"}, {"id": "mai-20260917-0816-smoke|c94-s3|minimax-small|Vanta", "prompt": "c94-s3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Simplest setup:** Sprinto or Vanta ... **Fastest first audit:** Vanta"}, {"id": "mai-20260917-0816-smoke|c94-s3|minimax-small|Sprinto", "prompt": "c94-s3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Simplest setup:** Sprinto or Vanta"}, {"id": "mai-20260917-0816-smoke|c94-s3|minimax-small|Drata", "prompt": "c94-s3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Most features:** Drata"}, {"id": "mai-20260917-0816-smoke|c94-s3|minimax-small|Scytale", "prompt": "c94-s3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Most support:** Secureframe or Scytale"}, {"id": "mai-20260917-0816-smoke|c94-s3|minimax-small|Secureframe", "prompt": "c94-s3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Most support:** Secureframe or Scytale"}, {"id": "mai-20260917-0816-smoke|c94-s3|minimax-small|Thoropass", "prompt": "c94-s3", "model": "minimax-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Ideal if:** You want hybrid support + software"}, {"id": "mai-20260917-0816-smoke|c94-s3|mistral-small|Vanta", "prompt": "c94-s3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ideal for small teams needing fast, end-to-end compliance automation, especially for SOC 2 certification."}, {"id": "mai-20260917-0816-smoke|c94-s3|mistral-small|Drata", "prompt": "c94-s3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Vanta and Drata are top choices for fast, automated SOC 2 compliance with minimal setup."}, {"id": "mai-20260917-0816-smoke|c94-s3|mistral-small|Sprinto", "prompt": "c94-s3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for budget-conscious small teams that need a straightforward compliance solution."}, {"id": "mai-20260917-0816-smoke|c94-s3|mistral-small|Hyperproof", "prompt": "c94-s3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for growing teams that anticipate needing to handle multiple compliance frameworks."}, {"id": "mai-20260917-0816-smoke|c94-s3|mistral-small|Scytale", "prompt": "c94-s3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Suited for teams that require detailed audit trails and evidence management."}, {"id": "mai-20260917-0816-smoke|c94-s3|mistral-small|Thoropass", "prompt": "c94-s3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Thoropass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good for teams that want a balance between software and managed services."}, {"id": "mai-20260917-0816-smoke|c94-s3|mistral-small|Secureframe", "prompt": "c94-s3", "model": "mistral-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for teams that want a balance of automation and human support."}, {"id": "mai-20260917-0816-smoke|c94-s3|moonshot-small|Vanta", "prompt": "c94-s3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"safe default\" for SaaS startups ... **Vanta** (market default, trusted by auditors)"}, {"id": "mai-20260917-0816-smoke|c94-s3|moonshot-small|Drata", "prompt": "c94-s3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Engineering-led teams wanting depth ... deepest automation"}, {"id": "mai-20260917-0816-smoke|c94-s3|moonshot-small|Secureframe", "prompt": "c94-s3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "First-time compliance buyers wanting guidance"}, {"id": "mai-20260917-0816-smoke|c94-s3|moonshot-small|Sprinto", "prompt": "c94-s3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-conscious lean teams"}, {"id": "mai-20260917-0816-smoke|c94-s3|moonshot-small|ComplyJet", "prompt": "c94-s3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "ComplyJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pre-Series A, under 10 employees, tight budget | **ComplyJet** (flat pricing, covers essentials)"}, {"id": "mai-20260917-0816-smoke|c94-s3|moonshot-small|Thoropass", "prompt": "c94-s3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Thoropass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Teams wanting software + audit in one place"}, {"id": "mai-20260917-0816-smoke|c94-s3|moonshot-small|Hyperproof", "prompt": "c94-s3", "model": "moonshot-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Multi-framework mid-market teams"}, {"id": "mai-20260917-0816-smoke|c94-s3|openai-small|Vanta", "prompt": "c94-s3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a **tiny startup and want the easiest setup**: **Vanta**"}, {"id": "mai-20260917-0816-smoke|c94-s3|openai-small|Drata", "prompt": "c94-s3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **more depth and room to grow**: **Drata**"}, {"id": "mai-20260917-0816-smoke|c94-s3|openai-small|Secureframe", "prompt": "c94-s3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **structured audit workflows with a clear starting package**: **Secureframe**"}, {"id": "mai-20260917-0816-smoke|c94-s3|openai-small|Scrut", "prompt": "c94-s3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scrut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want **more human support**: **Scrut**"}, {"id": "mai-20260917-0816-smoke|c94-s3|openai-small|Sprinto", "prompt": "c94-s3", "model": "openai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If budget/value is a big concern: **Sprinto** is worth a look."}, {"id": "mai-20260917-0816-smoke|c94-s3|xai-small|Vanta", "prompt": "c94-s3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Vanta/Drata if prioritizing integrations/speed"}, {"id": "mai-20260917-0816-smoke|c94-s3|xai-small|Drata", "prompt": "c94-s3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vanta/Drata if prioritizing integrations/speed"}, {"id": "mai-20260917-0816-smoke|c94-s3|xai-small|Sprinto", "prompt": "c94-s3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with Sprinto or Scytale if budget-tight/first-time"}, {"id": "mai-20260917-0816-smoke|c94-s3|xai-small|Secureframe", "prompt": "c94-s3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "More consulting-like support; broader coverage; pricier for basics but flexible for custom needs."}, {"id": "mai-20260917-0816-smoke|c94-s3|xai-small|Scytale", "prompt": "c94-s3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Scytale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with Sprinto or Scytale if budget-tight/first-time"}, {"id": "mai-20260917-0816-smoke|c94-s3|xai-small|Thoropass", "prompt": "c94-s3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Thoropass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Others like Thoropass (bundled audits) or Hyperproof (multi-framework) are viable but less emphasized for tiniest teams due to cost or complexity."}, {"id": "mai-20260917-0816-smoke|c94-s3|xai-small|Hyperproof", "prompt": "c94-s3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "viable but less emphasized for tiniest teams due to cost or complexity"}, {"id": "mai-20260917-0816-smoke|c94-s3|xai-small|LowerPlane", "prompt": "c94-s3", "model": "xai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "LowerPlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Free tiers rare (e.g., LowerPlane ~$4K, but less mature)"}, {"id": "mai-20260917-0816-smoke|c94-s3|zai-small|Vanta", "prompt": "c94-s3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need to get certified ASAP for a US client: Choose **Vanta**. It has the most recognizable brand for auditors"}, {"id": "mai-20260917-0816-smoke|c94-s3|zai-small|Drata", "prompt": "c94-s3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are heavy on AWS/GitHub/DevOps: Choose **Drata**."}, {"id": "mai-20260917-0816-smoke|c94-s3|zai-small|Secureframe", "prompt": "c94-s3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have no compliance experience: Choose **Secureframe**."}, {"id": "mai-20260917-0816-smoke|c94-s3|zai-small|Sprinto", "prompt": "c94-s3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your primary goal is ISO 27001 and your budget is tighter, Sprinto is a strong alternative. However, it has fewer integrations"}, {"id": "mai-20260917-0816-smoke|c94-s3|zai-small|Orbiq", "prompt": "c94-s3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Orbiq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are a small team based in Europe ... Orbiq is the strongest fit."}, {"id": "mai-20260917-0816-smoke|c94-s3|zai-small|Thoropass", "prompt": "c94-s3", "model": "zai-small", "cat": "compliance-automation", "variant": "comparative", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Thoropass combines automated evidence collection with actual audit services."}, {"id": "mai-20260917-0816-smoke|c94-s4|alibaba-small|Sprinto", "prompt": "c94-s4", "model": "alibaba-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sprinto** and **LowerPlane** are currently the top recommendations in the market for compliance automation"}, {"id": "mai-20260917-0816-smoke|c94-s4|alibaba-small|LowerPlane", "prompt": "c94-s4", "model": "alibaba-small", "cat": "compliance-automation", "variant": "budget", "raw": "LowerPlane", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose LowerPlane** if you need to keep costs under $5k/year"}, {"id": "mai-20260917-0816-smoke|c94-s4|alibaba-small|Vanta", "prompt": "c94-s4", "model": "alibaba-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vanta (The \"Gold Standard\" - If you can stretch the budget)"}, {"id": "mai-20260917-0816-smoke|c94-s4|alibaba-small|Drata", "prompt": "c94-s4", "model": "alibaba-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "features comparable to larger enterprise solutions (like Vanta or Drata) but at a fraction of the cost"}, {"id": "mai-20260917-0816-smoke|c94-s4|anthropic-small|Strike Graph", "prompt": "c94-s4", "model": "anthropic-small", "cat": "compliance-automation", "variant": "budget", "raw": "Strike Graph", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strike Graph (with its free tier option) or SecureSlate (lowest monthly cost) would be your best starting points"}, {"id": "mai-20260917-0816-smoke|c94-s4|anthropic-small|Sprinto", "prompt": "c94-s4", "model": "anthropic-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Sprinto as a strong alternative if you're looking for a proven mid-market solution designed for SMBs"}, {"id": "mai-20260917-0816-smoke|c94-s4|anthropic-small|SecureSlate", "prompt": "c94-s4", "model": "anthropic-small", "cat": "compliance-automation", "variant": "budget", "raw": "SecureSlate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Strike Graph (with its free tier option) or SecureSlate (lowest monthly cost) would be your best starting points"}, {"id": "mai-20260917-0816-smoke|c94-s4|anthropic-small|Drata", "prompt": "c94-s4", "model": "anthropic-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best fit for startups and high-growth SMBs needing fast SOC 2 or ISO automation with minimal setup"}, {"id": "mai-20260917-0816-smoke|c94-s4|anthropic-small|AuditBoard", "prompt": "c94-s4", "model": "anthropic-small", "cat": "compliance-automation", "variant": "budget", "raw": "AuditBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid for Tight Budgets... Enterprise GRC tools like AuditBoard, OneTrust, and Hyperproof assume a dedicated internal compliance team"}, {"id": "mai-20260917-0816-smoke|c94-s4|anthropic-small|OneTrust", "prompt": "c94-s4", "model": "anthropic-small", "cat": "compliance-automation", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid for Tight Budgets... AuditBoard, OneTrust, and Hyperproof ... budgets starting at six figures"}, {"id": "mai-20260917-0816-smoke|c94-s4|anthropic-small|Hyperproof", "prompt": "c94-s4", "model": "anthropic-small", "cat": "compliance-automation", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid for Tight Budgets... AuditBoard, OneTrust, and Hyperproof ... entry pricing starting at $15K or enterprise quotes only"}, {"id": "mai-20260917-0816-smoke|c94-s4|challenger-small|Sprinto", "prompt": "c94-s4", "model": "challenger-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **Sprinto**"}, {"id": "mai-20260917-0816-smoke|c94-s4|challenger-small|Vanta", "prompt": "c94-s4", "model": "challenger-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "but it is typically more expensive, with pricing starting around **$10k/year**"}, {"id": "mai-20260917-0816-smoke|c94-s4|challenger-small|ZenGRC", "prompt": "c94-s4", "model": "challenger-small", "cat": "compliance-automation", "variant": "budget", "raw": "ZenGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "described as an approachable, affordable GRC option for small businesses"}, {"id": "mai-20260917-0816-smoke|c94-s4|deepseek-small|Sprinto", "prompt": "c94-s4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies on a tight budget, **Sprinto** offers the best balance of affordability, automation, and scalability"}, {"id": "mai-20260917-0816-smoke|c94-s4|deepseek-small|Scrut Automation", "prompt": "c94-s4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Scrut** as a strong close second"}, {"id": "mai-20260917-0816-smoke|c94-s4|deepseek-small|TrustCloud", "prompt": "c94-s4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "TrustCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TrustCloud's free tier as the no-cost starting point"}, {"id": "mai-20260917-0816-smoke|c94-s4|deepseek-small|Vanta", "prompt": "c94-s4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Best all-around, but often considered expensive for startups"}, {"id": "mai-20260917-0816-smoke|c94-s4|deepseek-small|Drata", "prompt": "c94-s4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally **not** the best fit for a tight budget"}, {"id": "mai-20260917-0816-smoke|c94-s4|deepseek-small|Secureframe", "prompt": "c94-s4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Good hand-holding, tends to run slightly higher"}, {"id": "mai-20260917-0816-smoke|c94-s4|deepseek-small|Screenata", "prompt": "c94-s4", "model": "deepseek-small", "cat": "compliance-automation", "variant": "budget", "raw": "Screenata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Great value if you need consultant-style guidance bundled in"}, {"id": "mai-20260917-0816-smoke|c94-s4|google-small|Vanta", "prompt": "c94-s4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While market leaders like Vanta and Drata dominate the space, they can be expensive"}, {"id": "mai-20260917-0816-smoke|c94-s4|google-small|Drata", "prompt": "c94-s4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "market leaders like Vanta and Drata dominate the space, they can be expensive"}, {"id": "mai-20260917-0816-smoke|c94-s4|google-small|Sprinto", "prompt": "c94-s4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Sprinto (Best Overall for Lean Teams on a Budget)"}, {"id": "mai-20260917-0816-smoke|c94-s4|google-small|Strike Graph", "prompt": "c94-s4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "Strike Graph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strike Graph (Best for Price Transparency & Control)"}, {"id": "mai-20260917-0816-smoke|c94-s4|google-small|Scrut Automation", "prompt": "c94-s4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Scrut Automation (Best Low-Cost Cloud & Risk Monitoring)"}, {"id": "mai-20260917-0816-smoke|c94-s4|google-small|Thoropass", "prompt": "c94-s4", "model": "google-small", "cat": "compliance-automation", "variant": "budget", "raw": "Thoropass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Thoropass (Best \"All-in-One\" Platform + Audit Bundle)"}, {"id": "mai-20260917-0816-smoke|c94-s4|meta-small|Vanta", "prompt": "c94-s4", "model": "meta-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta: Best overall for sub-200-person SaaS teams."}, {"id": "mai-20260917-0816-smoke|c94-s4|meta-small|SecureSlate", "prompt": "c94-s4", "model": "meta-small", "cat": "compliance-automation", "variant": "budget", "raw": "SecureSlate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Vanta alternative for teams that want enterprise-grade compliance automation at a fraction of Vanta's cost."}, {"id": "mai-20260917-0816-smoke|c94-s4|minimax-small|Sprinto", "prompt": "c94-s4", "model": "minimax-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sprinto (Best Overall Budget Pick) ... **Sprinto with its startup discount** is the most recommended option."}, {"id": "mai-20260917-0816-smoke|c94-s4|minimax-small|Drata", "prompt": "c94-s4", "model": "minimax-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Developer-led organizations ... More affordable than many competitors"}, {"id": "mai-20260917-0816-smoke|c94-s4|minimax-small|Vanta", "prompt": "c94-s4", "model": "minimax-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Starting price: Higher entry point but comprehensive ... Best overall for small SaaS teams"}, {"id": "mai-20260917-0816-smoke|c94-s4|mistral-small|Sprinto", "prompt": "c94-s4", "model": "mistral-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sprinto** stands out as the best compliance automation platform for small companies with a tight budget"}, {"id": "mai-20260917-0816-smoke|c94-s4|moonshot-small|Lowerplane", "prompt": "c94-s4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "Lowerplane", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, **Lowerplane** or **HiComply** offer the best balance of affordability and functionality."}, {"id": "mai-20260917-0816-smoke|c94-s4|moonshot-small|HiComply", "prompt": "c94-s4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "HiComply", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the tightest budgets, **Lowerplane** or **HiComply** offer the best balance of affordability and functionality."}, {"id": "mai-20260917-0816-smoke|c94-s4|moonshot-small|Probo", "prompt": "c94-s4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "Probo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have technical expertise and want maximum cost savings, **Probo's** open-source approach could reduce costs even further."}, {"id": "mai-20260917-0816-smoke|c94-s4|moonshot-small|Scrut Automation", "prompt": "c94-s4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Customized SMB Pricing ... Consistently reviewed as more affordable and budget-friendly"}, {"id": "mai-20260917-0816-smoke|c94-s4|moonshot-small|Klaay", "prompt": "c94-s4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "Klaay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Transparent pricing published | Fully transparent pricing model"}, {"id": "mai-20260917-0816-smoke|c94-s4|moonshot-small|Scytale", "prompt": "c94-s4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "Scytale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Varies (DFY packages) | Need software + consultant"}, {"id": "mai-20260917-0816-smoke|c94-s4|moonshot-small|Comp AI", "prompt": "c94-s4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "Comp AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lower-cost tier | Technical owners wanting inspectable software"}, {"id": "mai-20260917-0816-smoke|c94-s4|moonshot-small|Vanta", "prompt": "c94-s4", "model": "moonshot-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid - **Vanta** (~$12K/year) and similar enterprise-focused platforms may be overkill for very small budgets"}, {"id": "mai-20260917-0816-smoke|c94-s4|openai-small|Secureframe", "prompt": "c94-s4", "model": "openai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Secureframe tends to be the best \"budget-aware\" pick because its entry pricing is often lower than Vanta or Drata"}, {"id": "mai-20260917-0816-smoke|c94-s4|openai-small|Sprinto", "prompt": "c94-s4", "model": "openai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a smaller-budget newcomer like Sprinto/TrustCloud if your needs are simpler"}, {"id": "mai-20260917-0816-smoke|c94-s4|openai-small|TrustCloud", "prompt": "c94-s4", "model": "openai-small", "cat": "compliance-automation", "variant": "budget", "raw": "TrustCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a smaller-budget newcomer like Sprinto/TrustCloud if your needs are simpler"}, {"id": "mai-20260917-0816-smoke|c94-s4|openai-small|Vanta", "prompt": "c94-s4", "model": "openai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its pricing is typically quote-based and often higher for small teams"}, {"id": "mai-20260917-0816-smoke|c94-s4|openai-small|Drata", "prompt": "c94-s4", "model": "openai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it's also quote-based and aimed at scaling teams rather than ultra-tight budgets"}, {"id": "mai-20260917-0816-smoke|c94-s4|xai-small|ComplianceStack", "prompt": "c94-s4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "ComplianceStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company on a tight budget, ComplianceStack stands out as one of the most affordable dedicated compliance automation platforms"}, {"id": "mai-20260917-0816-smoke|c94-s4|xai-small|Comp AI (trycomp.ai)", "prompt": "c94-s4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Comp AI (trycomp.ai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fully open-source core (GitHub under AGPLv3) for SOC 2, ISO 27001, HIPAA, GDPR... Perfect for developers/startups"}, {"id": "mai-20260917-0816-smoke|c94-s4|xai-small|Strike Graph Launch tier", "prompt": "c94-s4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Strike Graph Launch tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free for basic setup, policy templates, and control frameworks (SOC 2 focus). Developer-friendly"}, {"id": "mai-20260917-0816-smoke|c94-s4|xai-small|Sprinto", "prompt": "c94-s4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple UI, fast setup (25–30 days to readiness), dedicated expert"}, {"id": "mai-20260917-0816-smoke|c94-s4|xai-small|LowerPlane", "prompt": "c94-s4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "LowerPlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "$4K–$5K/year (Starter); free tier basics | Early-stage startups ... Transparent pricing"}, {"id": "mai-20260917-0816-smoke|c94-s4|xai-small|Drata", "prompt": "c94-s4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "tight budgets favor self-serve tools like these over pricier leaders (Vanta/Drata at $10K+)"}, {"id": "mai-20260917-0816-smoke|c94-s4|xai-small|Vanta", "prompt": "c94-s4", "model": "xai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "tight budgets favor self-serve tools like these over pricier leaders (Vanta/Drata at $10K+)"}, {"id": "mai-20260917-0816-smoke|c94-s4|zai-small|Tugboat Logic", "prompt": "c94-s4", "model": "zai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Tugboat Logic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall for Startups: **Tugboat Logic** ... this is the top recommendation."}, {"id": "mai-20260917-0816-smoke|c94-s4|zai-small|Vanta", "prompt": "c94-s4", "model": "zai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "less \"enterprise-heavy\" than competitors like Vanta or Drata"}, {"id": "mai-20260917-0816-smoke|c94-s4|zai-small|Drata", "prompt": "c94-s4", "model": "zai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "less \"enterprise-heavy\" than competitors like Vanta or Drata"}, {"id": "mai-20260917-0816-smoke|c94-s4|zai-small|Secureframe", "prompt": "c94-s4", "model": "zai-small", "cat": "compliance-automation", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Full Automation: **Secureframe** ... offers the best value for money."}, {"id": "mai-20260917-0816-smoke|c94-s4|zai-small|ComplyAdvantage", "prompt": "c94-s4", "model": "zai-small", "cat": "compliance-automation", "variant": "budget", "raw": "ComplyAdvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Financial Crime (AML): **ComplyAdvantage**"}, {"id": "mai-20260917-0816-smoke|c94-s5|alibaba-small|Vanta", "prompt": "c94-s5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Vanta:** Very popular for speed and design; great UX."}, {"id": "mai-20260917-0816-smoke|c94-s5|alibaba-small|Drata", "prompt": "c94-s5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Drata:** Strong focus on deep integrations and continuous control monitoring."}, {"id": "mai-20260917-0816-smoke|c94-s5|alibaba-small|Secureframe", "prompt": "c94-s5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Often perceived as slightly more budget-friendly or having strong customer success support."}, {"id": "mai-20260917-0816-smoke|c94-s5|alibaba-small|Sprinto", "prompt": "c94-s5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Sprinto / Huma:** Emerging players focusing on the European/Indian markets"}, {"id": "mai-20260917-0816-smoke|c94-s5|alibaba-small|Huma", "prompt": "c94-s5", "model": "alibaba-small", "cat": "compliance-automation", "variant": "scale", "raw": "Huma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Sprinto / Huma:** Emerging players focusing on the European/Indian markets or specific niche needs."}, {"id": "mai-20260917-0816-smoke|c94-s5|deepseek-small|Vanta", "prompt": "c94-s5", "model": "deepseek-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fast first SOC 2, broad native coverage, strong customer-facing trust; best overall for sub-200 SaaS"}, {"id": "mai-20260917-0816-smoke|c94-s5|deepseek-small|Drata", "prompt": "c94-s5", "model": "deepseek-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Engineering-led, structured compliance \"operating system,\" stronger audit workflows"}, {"id": "mai-20260917-0816-smoke|c94-s5|deepseek-small|Secureframe", "prompt": "c94-s5", "model": "deepseek-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teams that want guided hand-holding and support | Workflow flexibility is thinner"}, {"id": "mai-20260917-0816-smoke|c94-s5|deepseek-small|Sprinto", "prompt": "c94-s5", "model": "deepseek-small", "cat": "compliance-automation", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lean/early-stage, affordability, first SOC 2 Type 1 | Validate integration & audit workflow depth"}, {"id": "mai-20260917-0816-smoke|c94-s5|deepseek-small|Thoropass", "prompt": "c94-s5", "model": "deepseek-small", "cat": "compliance-automation", "variant": "scale", "raw": "Thoropass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Software + hands-on support, bundled auditor | Watch add-ons"}, {"id": "mai-20260917-0816-smoke|c94-s5|google-small|Vanta", "prompt": "c94-s5", "model": "google-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "such as Vanta, Drata, Secureframe, Thoropass, etc."}, {"id": "mai-20260917-0816-smoke|c94-s5|google-small|Drata", "prompt": "c94-s5", "model": "google-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Vanta, Drata, Secureframe, Thoropass, etc."}, {"id": "mai-20260917-0816-smoke|c94-s5|google-small|Secureframe", "prompt": "c94-s5", "model": "google-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Vanta, Drata, Secureframe, Thoropass, etc."}, {"id": "mai-20260917-0816-smoke|c94-s5|google-small|Thoropass", "prompt": "c94-s5", "model": "google-small", "cat": "compliance-automation", "variant": "scale", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some vendors (like Thoropass) act as both the software provider and the auditor"}, {"id": "mai-20260917-0816-smoke|c94-s5|meta-small|Vanta", "prompt": "c94-s5", "model": "meta-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The results include articles from various sources, such as Topickz, Consilien, Vanta, Orbiq, and Cynomi"}, {"id": "mai-20260917-0816-smoke|c94-s5|minimax-small|Drata", "prompt": "c94-s5", "model": "minimax-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "specific vendors like Drata, Vanta, Secureframe, OneTrust, or others that might fit your needs"}, {"id": "mai-20260917-0816-smoke|c94-s5|minimax-small|Vanta", "prompt": "c94-s5", "model": "minimax-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "specific vendors like Drata, Vanta, Secureframe, OneTrust, or others"}, {"id": "mai-20260917-0816-smoke|c94-s5|minimax-small|Secureframe", "prompt": "c94-s5", "model": "minimax-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specific vendors like Drata, Vanta, Secureframe, OneTrust, or others"}, {"id": "mai-20260917-0816-smoke|c94-s5|minimax-small|OneTrust", "prompt": "c94-s5", "model": "minimax-small", "cat": "compliance-automation", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specific vendors like Drata, Vanta, Secureframe, OneTrust, or others"}, {"id": "mai-20260917-0816-smoke|c94-s5|moonshot-small|Sprinto", "prompt": "c94-s5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sprinto** | Value under 100 employees | Entry pricing ~$6k/year, prescriptive implementation"}, {"id": "mai-20260917-0816-smoke|c94-s5|moonshot-small|Drata", "prompt": "c94-s5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drata** | Multi-framework programs | Strong integration breadth"}, {"id": "mai-20260917-0816-smoke|c94-s5|moonshot-small|Vanta", "prompt": "c94-s5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vanta** | First SOC 2 audit | Most auditor familiarity"}, {"id": "mai-20260917-0816-smoke|c94-s5|moonshot-small|Secureframe", "prompt": "c94-s5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Secureframe** | Guided support | Good for compliance beginners"}, {"id": "mai-20260917-0816-smoke|c94-s5|moonshot-small|Strike Graph", "prompt": "c94-s5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "Strike Graph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Strike Graph** | Pricing transparency | Public paid tiers before sales call"}, {"id": "mai-20260917-0816-smoke|c94-s5|moonshot-small|ServiceNow GRC", "prompt": "c94-s5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Solutions built for enterprises (ServiceNow GRC, MetricStream) — overkill and $50K+/year"}, {"id": "mai-20260917-0816-smoke|c94-s5|moonshot-small|MetricStream", "prompt": "c94-s5", "model": "moonshot-small", "cat": "compliance-automation", "variant": "scale", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Solutions built for enterprises (ServiceNow GRC, MetricStream) — overkill and $50K+/year"}, {"id": "mai-20260917-0816-smoke|c94-s5|xai-small|Vanta", "prompt": "c94-s5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Vanta/Drata (top for automation)"}, {"id": "mai-20260917-0816-smoke|c94-s5|xai-small|Drata", "prompt": "c94-s5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Vanta/Drata (top for automation)"}, {"id": "mai-20260917-0816-smoke|c94-s5|xai-small|Sprinto", "prompt": "c94-s5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sprinto (SMB-focused, strong evidence validation)"}, {"id": "mai-20260917-0816-smoke|c94-s5|xai-small|Secureframe", "prompt": "c94-s5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for your size include Vanta, Drata, Sprinto, Secureframe, Hyperproof, and Scrut Automation"}, {"id": "mai-20260917-0816-smoke|c94-s5|xai-small|Hyperproof", "prompt": "c94-s5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options for your size include Vanta, Drata, Sprinto, Secureframe, Hyperproof, and Scrut Automation"}, {"id": "mai-20260917-0816-smoke|c94-s5|xai-small|Scrut Automation", "prompt": "c94-s5", "model": "xai-small", "cat": "compliance-automation", "variant": "scale", "raw": "Scrut Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular options for your size include Vanta, Drata, Sprinto, Secureframe, Hyperproof, and Scrut Automation"}, {"id": "mai-20260917-0816-smoke|c94-s6|alibaba-small|AuditBoard", "prompt": "c94-s6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Platforms to Avoid:** **AuditBoard**, **OneTrust**, **RSA Archer**, **LogicGate**."}, {"id": "mai-20260917-0816-smoke|c94-s6|alibaba-small|OneTrust", "prompt": "c94-s6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Platforms to Avoid:** **AuditBoard**, **OneTrust**, **RSA Archer**, **LogicGate**."}, {"id": "mai-20260917-0816-smoke|c94-s6|alibaba-small|RSA Archer", "prompt": "c94-s6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Platforms to Avoid:** **AuditBoard**, **OneTrust**, **RSA Archer**, **LogicGate**."}, {"id": "mai-20260917-0816-smoke|c94-s6|alibaba-small|LogicGate", "prompt": "c94-s6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "LogicGate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Platforms to Avoid:** **AuditBoard**, **OneTrust**, **RSA Archer**, **LogicGate**."}, {"id": "mai-20260917-0816-smoke|c94-s6|alibaba-small|Sprinto", "prompt": "c94-s6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Safer Alternatives:** Platforms like **Sprinto** (often priced near $4k–$6k/year)... provide a better ROI for early-stage companies"}, {"id": "mai-20260917-0816-smoke|c94-s6|alibaba-small|Scytale", "prompt": "c94-s6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look at lightweight automation platforms like **Sprinto**, **Scytale**, or **Thoropass**"}, {"id": "mai-20260917-0816-smoke|c94-s6|alibaba-small|Thoropass", "prompt": "c94-s6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Thoropass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look at lightweight automation platforms like **Sprinto**, **Scytale**, or **Thoropass**"}, {"id": "mai-20260917-0816-smoke|c94-s6|alibaba-small|Comply365", "prompt": "c94-s6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Comply365", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Platforms to Avoid:** **Comply365** (for small teams with simple needs)."}, {"id": "mai-20260917-0816-smoke|c94-s6|alibaba-small|Secureframe", "prompt": "c94-s6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use a dedicated compliance tool (like **Secureframe**) that handles both policies and technical monitoring"}, {"id": "mai-20260917-0816-smoke|c94-s6|alibaba-small|Vanta", "prompt": "c94-s6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "While excellent, they come with significant caveats for small businesses on a budget."}, {"id": "mai-20260917-0816-smoke|c94-s6|alibaba-small|Drata", "prompt": "c94-s6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "While excellent, they come with significant caveats for small businesses on a budget."}, {"id": "mai-20260917-0816-smoke|c94-s6|alibaba-small|Consilien", "prompt": "c94-s6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Consilien", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Consilien** (managed service model) often provide a better ROI for early-stage companies"}, {"id": "mai-20260917-0816-smoke|c94-s6|alibaba-small|Jira", "prompt": "c94-s6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "consider using **Jira**, **Salesforce**, or **Trello** as \"compliance tools\"... **Why to Avoid:** These tools cannot natively connect to your cloud infrastructure"}, {"id": "mai-20260917-0816-smoke|c94-s6|alibaba-small|Salesforce", "prompt": "c94-s6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "**Why to Avoid:** These tools cannot natively connect to your cloud infrastructure (AWS/Azure/GCP) to pull automated evidence."}, {"id": "mai-20260917-0816-smoke|c94-s6|alibaba-small|Trello", "prompt": "c94-s6", "model": "alibaba-small", "cat": "compliance-automation", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "**Why to Avoid:** These tools cannot natively connect to your cloud infrastructure (AWS/Azure/GCP) to pull automated evidence."}, {"id": "mai-20260917-0816-smoke|c94-s6|anthropic-small|Drata", "prompt": "c94-s6", "model": "anthropic-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most modern compliance platforms (Drata, Vanta, Secureframe) are generally well-regarded for SMBs"}, {"id": "mai-20260917-0816-smoke|c94-s6|anthropic-small|Vanta", "prompt": "c94-s6", "model": "anthropic-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Most modern compliance platforms (Drata, Vanta, Secureframe) are generally well-regarded for SMBs"}, {"id": "mai-20260917-0816-smoke|c94-s6|anthropic-small|Secureframe", "prompt": "c94-s6", "model": "anthropic-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most modern compliance platforms (Drata, Vanta, Secureframe) are generally well-regarded for SMBs"}, {"id": "mai-20260917-0816-smoke|c94-s6|challenger-small|IBM OpenPages", "prompt": "c94-s6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "IBM OpenPages", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "positioned for large, complex compliance environments rather than small businesses"}, {"id": "mai-20260917-0816-smoke|c94-s6|challenger-small|RSA Archer", "prompt": "c94-s6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "positioned for large, complex compliance environments rather than small businesses"}, {"id": "mai-20260917-0816-smoke|c94-s6|challenger-small|MetricStream", "prompt": "c94-s6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "similarly enterprise-oriented, with broad regulatory coverage and tooling that is usually more than a small business needs"}, {"id": "mai-20260917-0816-smoke|c94-s6|challenger-small|OneTrust", "prompt": "c94-s6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often better suited to larger organizations with broader governance, risk, and compliance requirements than a typical SMB"}, {"id": "mai-20260917-0816-smoke|c94-s6|challenger-small|AuditBoard", "prompt": "c94-s6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SMBs should verify that the cost and feature set match their actual compliance scope"}, {"id": "mai-20260917-0816-smoke|c94-s6|challenger-small|LogicGate Risk Cloud", "prompt": "c94-s6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can mean extra setup and overhead for smaller teams"}, {"id": "mai-20260917-0816-smoke|c94-s6|challenger-small|ZenGRC", "prompt": "c94-s6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "ZenGRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "can mean extra setup and overhead for smaller teams"}, {"id": "mai-20260917-0816-smoke|c94-s6|challenger-small|Hyperproof", "prompt": "c94-s6", "model": "challenger-small", "cat": "compliance-automation", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "may be more than a very small business needs unless it has multiple frameworks or a formal compliance program"}, {"id": "mai-20260917-0816-smoke|c94-s6|deepseek-small|Avetta", "prompt": "c94-s6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Avetta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "this platform is widely regarded as one to avoid unless a big customer *forces* you onto it"}, {"id": "mai-20260917-0816-smoke|c94-s6|deepseek-small|SAP GRC", "prompt": "c94-s6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "SAP GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reasons to steer clear"}, {"id": "mai-20260917-0816-smoke|c94-s6|deepseek-small|Archer", "prompt": "c94-s6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "built for Fortune 500 companies and overwhelmingly mis-fit for small businesses"}, {"id": "mai-20260917-0816-smoke|c94-s6|deepseek-small|IBM OpenPages", "prompt": "c94-s6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "IBM OpenPages", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "built for Fortune 500 companies and overwhelmingly mis-fit for small businesses"}, {"id": "mai-20260917-0816-smoke|c94-s6|deepseek-small|Diligent", "prompt": "c94-s6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "built for Fortune 500 companies and overwhelmingly mis-fit for small businesses"}, {"id": "mai-20260917-0816-smoke|c94-s6|deepseek-small|Vanta", "prompt": "c94-s6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Vanta is popular and useful, but small/solo businesses should weigh the documented downsides"}, {"id": "mai-20260917-0816-smoke|c94-s6|deepseek-small|Thoropass", "prompt": "c94-s6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Thoropass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Hidden pricing** — many tools (Thoropass, Apptega, Scrut, etc.) require contacting sales"}, {"id": "mai-20260917-0816-smoke|c94-s6|deepseek-small|Apptega", "prompt": "c94-s6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Apptega", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Hidden pricing** — many tools (Thoropass, Apptega, Scrut, etc.) require contacting sales"}, {"id": "mai-20260917-0816-smoke|c94-s6|deepseek-small|Drata", "prompt": "c94-s6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Drata's support has reportedly deteriorated to AI-heavy responses"}, {"id": "mai-20260917-0816-smoke|c94-s6|deepseek-small|SimpleRisk", "prompt": "c94-s6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "SimpleRisk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Healthier alternatives for small businesses ... **SimpleRisk** (free self-hosted option, affordable hosted)"}, {"id": "mai-20260917-0816-smoke|c94-s6|deepseek-small|Hyperproof", "prompt": "c94-s6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Hyperproof** (good for 5–30 person teams)"}, {"id": "mai-20260917-0816-smoke|c94-s6|deepseek-small|Scytale", "prompt": "c94-s6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "designed for lean/small security teams with guided workflows"}, {"id": "mai-20260917-0816-smoke|c94-s6|deepseek-small|Scrut Automation", "prompt": "c94-s6", "model": "deepseek-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "highest reviewer satisfaction (4.87/5) in recent comparisons, though reviewers note a some learning curve"}, {"id": "mai-20260917-0816-smoke|c94-s6|google-small|ServiceNow", "prompt": "c94-s6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy Enterprise GRC Platforms (e.g., ServiceNow, RSA Archer, MetricStream)... Why to avoid"}, {"id": "mai-20260917-0816-smoke|c94-s6|google-small|RSA Archer", "prompt": "c94-s6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy Enterprise GRC Platforms (e.g., ServiceNow, RSA Archer, MetricStream)... Why to avoid"}, {"id": "mai-20260917-0816-smoke|c94-s6|google-small|MetricStream", "prompt": "c94-s6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Legacy Enterprise GRC Platforms (e.g., ServiceNow, RSA Archer, MetricStream)... Why to avoid"}, {"id": "mai-20260917-0816-smoke|c94-s6|google-small|OneTrust Certification Automation (formerly Tugboat Logic)", "prompt": "c94-s6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "OneTrust Certification Automation (formerly Tugboat Logic)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to be cautious: ... making it a poor fit for lean startups that need quick, agile support."}, {"id": "mai-20260917-0816-smoke|c94-s6|google-small|Thoropass (formerly Laika)", "prompt": "c94-s6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "Thoropass (formerly Laika)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Extreme Vendor Lock-in ... Auditor Independence Concerns"}, {"id": "mai-20260917-0816-smoke|c94-s6|google-small|Drata", "prompt": "c94-s6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Market Leaders (Drata & Vanta) — if you are on a tight, bootstrapped budget ... Why to be cautious"}, {"id": "mai-20260917-0816-smoke|c94-s6|google-small|Vanta", "prompt": "c94-s6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Vanta experienced a notable, widely reported data-exposure bug that leaked customer data to other tenants"}, {"id": "mai-20260917-0816-smoke|c94-s6|google-small|Sprinto", "prompt": "c94-s6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Consider agile, startup-friendly alternatives like *Sprinto*, *Scrut*, or *Comp AI*"}, {"id": "mai-20260917-0816-smoke|c94-s6|google-small|Scrut", "prompt": "c94-s6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scrut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Consider agile, startup-friendly alternatives like *Sprinto*, *Scrut*, or *Comp AI*"}, {"id": "mai-20260917-0816-smoke|c94-s6|google-small|Comp AI", "prompt": "c94-s6", "model": "google-small", "cat": "compliance-automation", "variant": "negative", "raw": "Comp AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Consider agile, startup-friendly alternatives like *Sprinto*, *Scrut*, or *Comp AI*"}, {"id": "mai-20260917-0816-smoke|c94-s6|meta-small|Vanta", "prompt": "c94-s6", "model": "meta-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it may not be suitable for smaller businesses due to its higher cost and limited customization options"}, {"id": "mai-20260917-0816-smoke|c94-s6|meta-small|Drata", "prompt": "c94-s6", "model": "meta-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may not be suitable for smaller organizations due to its limited enterprise depth"}, {"id": "mai-20260917-0816-smoke|c94-s6|meta-small|Comply365", "prompt": "c94-s6", "model": "meta-small", "cat": "compliance-automation", "variant": "negative", "raw": "Comply365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may be complex for smaller teams to configure and has a higher price point"}, {"id": "mai-20260917-0816-smoke|c94-s6|minimax-small|Vanta", "prompt": "c94-s6", "model": "minimax-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Vanta**: Pricing is opaque and likely steep for smaller companies; common complaint is pricing expansion and rigidity"}, {"id": "mai-20260917-0816-smoke|c94-s6|minimax-small|Drata", "prompt": "c94-s6", "model": "minimax-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Drata**: Early customers locked in favorable rates, but new customers report significant price increases; some integrations are shallow"}, {"id": "mai-20260917-0816-smoke|c94-s6|minimax-small|Secureframe", "prompt": "c94-s6", "model": "minimax-small", "cat": "compliance-automation", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Secureframe**: Process-heavy approach can be overwhelming; sales complexity and high renewal prices reported"}, {"id": "mai-20260917-0816-smoke|c94-s6|minimax-small|Sprinto", "prompt": "c94-s6", "model": "minimax-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like Vanta, Drata, Secureframe, Sprinto, and others targeting startups and SMBs"}, {"id": "mai-20260917-0816-smoke|c94-s6|mistral-small|Comply365", "prompt": "c94-s6", "model": "mistral-small", "cat": "compliance-automation", "variant": "negative", "raw": "Comply365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-focused platforms like Comply365, which may have a higher price point and more features than a small business needs."}, {"id": "mai-20260917-0816-smoke|c94-s6|moonshot-small|ISNetworld", "prompt": "c94-s6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "ISNetworld", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High-Caution Platforms ... ISNetworld & Avetta ... Forced \"pay-to-play\" model"}, {"id": "mai-20260917-0816-smoke|c94-s6|moonshot-small|Avetta", "prompt": "c94-s6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Avetta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "ISNetworld & Avetta (Contractor/Supplier Compliance) Why small businesses should be wary"}, {"id": "mai-20260917-0816-smoke|c94-s6|moonshot-small|Hyperproof", "prompt": "c94-s6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pricing; targets larger teams | \"Somewhat pricey compared to other solutions,\" especially for smaller organizations"}, {"id": "mai-20260917-0816-smoke|c94-s6|moonshot-small|Drata", "prompt": "c94-s6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Renewal pricing uncertainty | Multiple sources note lack of \"price certainty at renewal\""}, {"id": "mai-20260917-0816-smoke|c94-s6|moonshot-small|Scrut Automation", "prompt": "c94-s6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scrut Automation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "UI/UX issues | Users cite need for improvement in UI, documentation, and bug resolution"}, {"id": "mai-20260917-0816-smoke|c94-s6|moonshot-small|SAP", "prompt": "c94-s6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Large Enterprise GRC Suites (SAP, Oracle, ServiceNow) | Over-engineered for small business"}, {"id": "mai-20260917-0816-smoke|c94-s6|moonshot-small|Oracle", "prompt": "c94-s6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Over-engineered for small business | Complex setup, requires dedicated IT resources, excessive cost"}, {"id": "mai-20260917-0816-smoke|c94-s6|moonshot-small|ServiceNow", "prompt": "c94-s6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Large Enterprise GRC Suites (SAP, Oracle, ServiceNow) | Over-engineered for small business"}, {"id": "mai-20260917-0816-smoke|c94-s6|moonshot-small|Sprinto", "prompt": "c94-s6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Budget-friendly (~$6K–$8K/year entry) but verify their connector depth and support responsiveness"}, {"id": "mai-20260917-0816-smoke|c94-s6|moonshot-small|Scytale", "prompt": "c94-s6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scytale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Smaller/Newer Platforms: Exercise Due Diligence"}, {"id": "mai-20260917-0816-smoke|c94-s6|moonshot-small|ComplyJet", "prompt": "c94-s6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "ComplyJet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Budget-friendly (~$6K–$8K/year entry) but verify their connector depth and support responsiveness"}, {"id": "mai-20260917-0816-smoke|c94-s6|moonshot-small|Oneleet", "prompt": "c94-s6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Oneleet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Bundled offerings sound attractive—confirm what's actually included versus add-on costs"}, {"id": "mai-20260917-0816-smoke|c94-s6|moonshot-small|Thoropass", "prompt": "c94-s6", "model": "moonshot-small", "cat": "compliance-automation", "variant": "negative", "raw": "Thoropass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Bundled offerings sound attractive—confirm what's actually included versus add-on costs"}, {"id": "mai-20260917-0816-smoke|c94-s6|openai-small|Onspring", "prompt": "c94-s6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Onspring", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "positioned more for larger GRC programs; ... aimed at larger organizations, with higher price points"}, {"id": "mai-20260917-0816-smoke|c94-s6|openai-small|Hyperproof", "prompt": "c94-s6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "same issue: often a better fit for more mature compliance operations than a very small business"}, {"id": "mai-20260917-0816-smoke|c94-s6|openai-small|LogicGate Risk Cloud", "prompt": "c94-s6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "also framed as enterprise/GRC-oriented rather than lightweight SMB compliance automation"}, {"id": "mai-20260917-0816-smoke|c94-s6|openai-small|OneTrust Tech Risk & Compliance", "prompt": "c94-s6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "OneTrust Tech Risk & Compliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful, but commonly described as global/enterprise compliance automation, which can be overkill"}, {"id": "mai-20260917-0816-smoke|c94-s6|openai-small|Comply", "prompt": "c94-s6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Comply", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it may be too specialized or costly unless you're in that niche"}, {"id": "mai-20260917-0816-smoke|c94-s6|openai-small|Strike Graph", "prompt": "c94-s6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Strike Graph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tools that are more explicitly aimed at small teams include **Strike Graph**"}, {"id": "mai-20260917-0816-smoke|c94-s6|openai-small|Scrut Automation", "prompt": "c94-s6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "more explicitly aimed at small teams include **Strike Graph**, **Scrut Automation**"}, {"id": "mai-20260917-0816-smoke|c94-s6|openai-small|Vanta", "prompt": "c94-s6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "sometimes **Vanta/Drata** depending on your budget"}, {"id": "mai-20260917-0816-smoke|c94-s6|openai-small|Drata", "prompt": "c94-s6", "model": "openai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "sometimes **Vanta/Drata** depending on your budget"}, {"id": "mai-20260917-0816-smoke|c94-s6|xai-small|Vanta", "prompt": "c94-s6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Popular for SOC 2, ISO 27001, and HIPAA automation, but user reviews (G2, Reddit) frequently cite high costs"}, {"id": "mai-20260917-0816-smoke|c94-s6|xai-small|Drata", "prompt": "c94-s6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Small teams report poor value, renewal hikes (e.g., $7.5K to $15K/$20K), limited customization, and still-heavy manual work."}, {"id": "mai-20260917-0816-smoke|c94-s6|xai-small|Avetta", "prompt": "c94-s6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Avetta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reviews slam poor support, slow responses, unauthorized charges, and barriers for small contractors—unsuitable unless mandated by large clients."}, {"id": "mai-20260917-0816-smoke|c94-s6|xai-small|Comply365", "prompt": "c94-s6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Comply365", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Complex for small teams, high price point, and configuration-heavy. Geared toward aviation/large ops; basic needs better served by simpler tools."}, {"id": "mai-20260917-0816-smoke|c94-s6|xai-small|Sprinto", "prompt": "c94-s6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Sprinto/Scrut Automation: ~$5K–$10K entry, high ratings (4.7–4.9), fast setup for SOC 2/HIPAA."}, {"id": "mai-20260917-0816-smoke|c94-s6|xai-small|Scrut", "prompt": "c94-s6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Scrut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Sprinto/Scrut Automation: ~$5K–$10K entry, high ratings (4.7–4.9), fast setup for SOC 2/HIPAA."}, {"id": "mai-20260917-0816-smoke|c94-s6|xai-small|Google Workspace", "prompt": "c94-s6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "DIY/low-cost: Google Workspace + spreadsheets for basics"}, {"id": "mai-20260917-0816-smoke|c94-s6|xai-small|ADP", "prompt": "c94-s6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or HR tools like ADP/Paycor (~$30/user/month)"}, {"id": "mai-20260917-0816-smoke|c94-s6|xai-small|Paycor", "prompt": "c94-s6", "model": "xai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or HR tools like ADP/Paycor (~$30/user/month)"}, {"id": "mai-20260917-0816-smoke|c94-s6|zai-small|OneTrust", "prompt": "c94-s6", "model": "zai-small", "cat": "compliance-automation", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** It is widely considered overkill and financially risky for small businesses."}, {"id": "mai-20260917-0816-smoke|c94-s6|zai-small|Archer", "prompt": "c94-s6", "model": "zai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** It is an \"Enterprise Bloat\" tool that requires significant IT resources to manage."}, {"id": "mai-20260917-0816-smoke|c94-s6|zai-small|Mitratech Alyne", "prompt": "c94-s6", "model": "zai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** These are \"heavyweight\" solutions that are difficult to scale down."}, {"id": "mai-20260917-0816-smoke|c94-s6|zai-small|Vanta", "prompt": "c94-s6", "model": "zai-small", "cat": "compliance-automation", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why to be cautious:** While Vanta is popular among startups, it has specific limitations for smaller businesses"}, {"id": "mai-20260917-0922-baseline|c100-l1|alibaba-small|Bitsight", "prompt": "c100-l1", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Overall Industry Leader: **Bitsight** ... Bitsight is typically the top recommendation."}, {"id": "mai-20260917-0922-baseline|c100-l1|alibaba-small|CrowdStrike Falcon Exposure Management", "prompt": "c100-l1", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Operational Leader: **CrowdStrike Falcon Exposure Management**"}, {"id": "mai-20260917-0922-baseline|c100-l1|alibaba-small|CyCognito", "prompt": "c100-l1", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Technical Specialist: **CyCognito**"}, {"id": "mai-20260917-0922-baseline|c100-l1|alibaba-small|Microsoft Defender EASM", "prompt": "c100-l1", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Existing Microsoft Stack** | **Microsoft Defender EASM**"}, {"id": "mai-20260917-0922-baseline|c100-l1|alibaba-small|UpGuard", "prompt": "c100-l1", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Bitsight** or **UpGuard** are often the stronger choices over pure technical platforms."}, {"id": "mai-20260917-0922-baseline|c100-l1|anthropic-small|Bitsight", "prompt": "c100-l1", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bitsight is the leading External Attack Surface Management (EASM) platform for global enterprises in 2026"}, {"id": "mai-20260917-0922-baseline|c100-l1|anthropic-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-l1", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for large environments needing ownership mapping and automated response"}, {"id": "mai-20260917-0922-baseline|c100-l1|anthropic-small|Synack", "prompt": "c100-l1", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This is strong if you want validation that discovered assets can actually be exploited."}, {"id": "mai-20260917-0922-baseline|c100-l1|anthropic-small|Microsoft Defender External Attack Surface Management", "prompt": "c100-l1", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Microsoft Defender External Attack Surface Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "for outside-in visibility that plugs into an existing Defender footprint"}, {"id": "mai-20260917-0922-baseline|c100-l1|anthropic-small|CrowdStrike Falcon Surface", "prompt": "c100-l1", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "when you already standardize on Falcon and want exposure inside it"}, {"id": "mai-20260917-0922-baseline|c100-l1|challenger-small|Bitsight", "prompt": "c100-l1", "model": "challenger-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for global enterprise EASM:** **Bitsight** is explicitly positioned as the leading external attack surface management platform for global enterprises"}, {"id": "mai-20260917-0922-baseline|c100-l1|challenger-small|Wiz", "prompt": "c100-l1", "model": "challenger-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for cloud-native B2B enterprises:** **Wiz** is a top pick when you want unified attack surface management"}, {"id": "mai-20260917-0922-baseline|c100-l1|challenger-small|Synack", "prompt": "c100-l1", "model": "challenger-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Synack** stands out if you want *validated* attack surface management"}, {"id": "mai-20260917-0922-baseline|c100-l1|challenger-small|CyCognito", "prompt": "c100-l1", "model": "challenger-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CyCognito** is highlighted as a strong enterprise fit for continuous change visibility"}, {"id": "mai-20260917-0922-baseline|c100-l1|deepseek-small|Bitsight", "prompt": "c100-l1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're starting fresh and want the highest-rated overall, **Bitsight** is the common enterprise recommendation."}, {"id": "mai-20260917-0922-baseline|c100-l1|deepseek-small|Palo Alto Cortex Xpanse", "prompt": "c100-l1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best-in-class for enterprises already using Palo Alto (NGFW, Cortex)."}, {"id": "mai-20260917-0922-baseline|c100-l1|deepseek-small|CrowdStrike Falcon Surface", "prompt": "c100-l1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A natural fit if you're on the CrowdStrike Falcon platform"}, {"id": "mai-20260917-0922-baseline|c100-l1|deepseek-small|Microsoft Defender EASM", "prompt": "c100-l1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-effective choice for Microsoft-centric (Azure/M365) shops"}, {"id": "mai-20260917-0922-baseline|c100-l1|deepseek-small|Tenable ASM", "prompt": "c100-l1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Tenable ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong options if you already use their vulnerability management suites"}, {"id": "mai-20260917-0922-baseline|c100-l1|deepseek-small|Qualys EASM", "prompt": "c100-l1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Qualys EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong options if you already use their vulnerability management suites"}, {"id": "mai-20260917-0922-baseline|c100-l1|deepseek-small|Synack", "prompt": "c100-l1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "FedRAMP-grade — good for regulated B2B."}, {"id": "mai-20260917-0922-baseline|c100-l1|deepseek-small|Censys", "prompt": "c100-l1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Censys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Specialized picks for specific needs"}, {"id": "mai-20260917-0922-baseline|c100-l1|deepseek-small|IONIX", "prompt": "c100-l1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "IONIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Specialized picks for specific needs"}, {"id": "mai-20260917-0922-baseline|c100-l1|deepseek-small|Bishop Fox Cosmos", "prompt": "c100-l1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Bishop Fox Cosmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Specialized picks for specific needs"}, {"id": "mai-20260917-0922-baseline|c100-l1|deepseek-small|Rapid7", "prompt": "c100-l1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Specialized picks for specific needs"}, {"id": "mai-20260917-0922-baseline|c100-l1|deepseek-small|Detectify", "prompt": "c100-l1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Detectify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Specialized picks for specific needs"}, {"id": "mai-20260917-0922-baseline|c100-l1|google-small|Wiz (Wiz ASM)", "prompt": "c100-l1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Wiz (Wiz ASM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz is highly regarded for modern B2B SaaS and cloud-first enterprises."}, {"id": "mai-20260917-0922-baseline|c100-l1|google-small|CyCognito", "prompt": "c100-l1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For B2B enterprises that grow through mergers and acquisitions... CyCognito is an industry leader."}, {"id": "mai-20260917-0922-baseline|c100-l1|google-small|Synack", "prompt": "c100-l1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Synack if you are in a highly regulated industry and require human-validated pentesting"}, {"id": "mai-20260917-0922-baseline|c100-l1|google-small|IONIX", "prompt": "c100-l1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "IONIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose IONIX if your primary concern is third-party vendor risks, APIs, and digital supply chain vulnerabilities."}, {"id": "mai-20260917-0922-baseline|c100-l1|google-small|Palo Alto Networks (Cortex Xpanse)", "prompt": "c100-l1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Palo Alto Networks (Cortex Xpanse)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The heavyweight of active internet scanning."}, {"id": "mai-20260917-0922-baseline|c100-l1|google-small|Microsoft Defender External Attack Surface Management (EASM)", "prompt": "c100-l1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Microsoft Defender External Attack Surface Management (EASM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are an \"all-in\" Microsoft shop... this EASM integrates perfectly."}, {"id": "mai-20260917-0922-baseline|c100-l1|google-small|CrowdStrike Falcon Exposure Management", "prompt": "c100-l1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Excellent if CrowdStrike is your primary endpoint/XDR agent."}, {"id": "mai-20260917-0922-baseline|c100-l1|meta-small|Bitsight", "prompt": "c100-l1", "model": "meta-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best attack surface management platform for an enterprise B2B company is Bitsight"}, {"id": "mai-20260917-0922-baseline|c100-l1|meta-small|Censys", "prompt": "c100-l1", "model": "meta-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Censys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include Censys, UpGuard, and Synack."}, {"id": "mai-20260917-0922-baseline|c100-l1|meta-small|UpGuard", "prompt": "c100-l1", "model": "meta-small", "cat": "attack-surface-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable options include Censys, UpGuard, and Synack."}, {"id": "mai-20260917-0922-baseline|c100-l1|meta-small|Synack", "prompt": "c100-l1", "model": "meta-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other notable options include Censys, UpGuard, and Synack."}, {"id": "mai-20260917-0922-baseline|c100-l1|minimax-small|Bitsight", "prompt": "c100-l1", "model": "minimax-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is widely recognized as a top choice for global enterprises, offering comprehensive external attack surface management (EASM)"}, {"id": "mai-20260917-0922-baseline|c100-l1|minimax-small|Cortex Xpanse", "prompt": "c100-l1", "model": "minimax-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "another enterprise-grade solution that excels at discovering and monitoring internet-facing assets at scale"}, {"id": "mai-20260917-0922-baseline|c100-l1|minimax-small|Synack", "prompt": "c100-l1", "model": "minimax-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "combines AI-powered discovery with human-validated penetration testing, offering a hybrid approach"}, {"id": "mai-20260917-0922-baseline|c100-l1|minimax-small|SecPod SanerNow", "prompt": "c100-l1", "model": "minimax-small", "cat": "attack-surface-management", "variant": "direct", "raw": "SecPod SanerNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "has gained recognition as a strong performer in the ASM space"}, {"id": "mai-20260917-0922-baseline|c100-l1|mistral-small|Bitsight", "prompt": "c100-l1", "model": "mistral-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best attack surface management (ASM) platform is **Bitsight**"}, {"id": "mai-20260917-0922-baseline|c100-l1|mistral-small|Synack", "prompt": "c100-l1", "model": "mistral-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for validated ASM with human-validated external and internal asset discovery"}, {"id": "mai-20260917-0922-baseline|c100-l1|mistral-small|Intruder", "prompt": "c100-l1", "model": "mistral-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suitable for scaling mid-market to enterprise businesses as an exposure management platform."}, {"id": "mai-20260917-0922-baseline|c100-l1|moonshot-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-l1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Cortex Xpanse** – If you want the strongest external discovery and automation"}, {"id": "mai-20260917-0922-baseline|c100-l1|moonshot-small|Tenable One Exposure Management Platform", "prompt": "c100-l1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Tenable One Exposure Management Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tenable One** – If you need unified vulnerability + exposure management (Gartner Leader)"}, {"id": "mai-20260917-0922-baseline|c100-l1|moonshot-small|CrowdStrike Falcon Exposure Management", "prompt": "c100-l1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CrowdStrike** – If you're already using Falcon for endpoint protection"}, {"id": "mai-20260917-0922-baseline|c100-l1|moonshot-small|Rapid7 Exposure Command", "prompt": "c100-l1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Rapid7 Exposure Command", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leader in Gartner's 2025 Magic Quadrant for Exposure Assessment Platforms"}, {"id": "mai-20260917-0922-baseline|c100-l1|moonshot-small|Microsoft Defender External Attack Surface Management", "prompt": "c100-l1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Microsoft Defender External Attack Surface Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Microsoft-centric enterprises"}, {"id": "mai-20260917-0922-baseline|c100-l1|moonshot-small|Bitsight", "prompt": "c100-l1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Third-party/cyber risk management + EASM combined"}, {"id": "mai-20260917-0922-baseline|c100-l1|moonshot-small|CyCognito", "prompt": "c100-l1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CyCognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Automated discovery with focus on shadow IT"}, {"id": "mai-20260917-0922-baseline|c100-l1|moonshot-small|Synack", "prompt": "c100-l1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Validated ASM with human pentesting validation"}, {"id": "mai-20260917-0922-baseline|c100-l1|moonshot-small|IBM Randori", "prompt": "c100-l1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "IBM Randori", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Attack-centric exposure management"}, {"id": "mai-20260917-0922-baseline|c100-l1|openai-small|Microsoft Defender External Attack Surface Management (Defender EASM)", "prompt": "c100-l1", "model": "openai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Microsoft Defender External Attack Surface Management (Defender EASM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender EASM** is the safest default recommendation because it has strong native integration"}, {"id": "mai-20260917-0922-baseline|c100-l1|openai-small|CrowdStrike Falcon Surface / Exposure Management", "prompt": "c100-l1", "model": "openai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CrowdStrike Falcon Surface / Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strongest if you already use CrowdStrike and want EASM tightly connected to endpoint, identity, and exposure management workflows"}, {"id": "mai-20260917-0922-baseline|c100-l1|openai-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-l1", "model": "openai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong choice if you want ASM integrated into a larger SecOps/XSIAM ecosystem"}, {"id": "mai-20260917-0922-baseline|c100-l1|openai-small|Censys", "prompt": "c100-l1", "model": "openai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Censys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparison table** for Microsoft vs CrowdStrike vs Palo Alto vs Censys"}, {"id": "mai-20260917-0922-baseline|c100-l1|xai-small|CrowdStrike Falcon Exposure Management", "prompt": "c100-l1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CrowdStrike Falcon Exposure Management** (Strongest overall for integrated enterprise use)"}, {"id": "mai-20260917-0922-baseline|c100-l1|xai-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-l1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for comprehensive platform convergence)"}, {"id": "mai-20260917-0922-baseline|c100-l1|xai-small|Rapid7 Exposure Command", "prompt": "c100-l1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Rapid7 Exposure Command", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for exposure management + remediation)"}, {"id": "mai-20260917-0922-baseline|c100-l1|xai-small|Bitsight", "prompt": "c100-l1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prioritize Bitsight or IONIX for vendor ratings alongside ASM."}, {"id": "mai-20260917-0922-baseline|c100-l1|xai-small|IONIX", "prompt": "c100-l1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "IONIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Prioritize Bitsight or IONIX for vendor ratings alongside ASM."}, {"id": "mai-20260917-0922-baseline|c100-l1|xai-small|Microsoft Defender EASM", "prompt": "c100-l1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Microsoft Defender EASM for Azure-heavy"}, {"id": "mai-20260917-0922-baseline|c100-l1|xai-small|Tenable", "prompt": "c100-l1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tenable/Rapid7 for vuln mgmt extensions"}, {"id": "mai-20260917-0922-baseline|c100-l1|zai-small|Cortex Xpanse", "prompt": "c100-l1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Cortex Xpanse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large enterprises needing comprehensive external + cloud visibility: → Cortex Xpanse (best overall for external exposure and change tracking)."}, {"id": "mai-20260917-0922-baseline|c100-l1|zai-small|Wiz", "prompt": "c100-l1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For cloud-native, CNAPP-centric organizations: → Wiz (best for cloud-centric attack-path visibility)."}, {"id": "mai-20260917-0922-baseline|c100-l1|zai-small|CyCognito", "prompt": "c100-l1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For teams that want zero-input discovery without providing asset lists: → CyCognito."}, {"id": "mai-20260917-0922-baseline|c100-l1|zai-small|Synack", "prompt": "c100-l1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For organizations that want continuous human + AI validation and PTaaS: → Synack."}, {"id": "mai-20260917-0922-baseline|c100-l1|zai-small|Tenable One ASM", "prompt": "c100-l1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Tenable One ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For enterprises already invested in Tenable: → Tenable One ASM."}, {"id": "mai-20260917-0922-baseline|c100-l1|zai-small|Microsoft Defender EASM", "prompt": "c100-l1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For Azure-heavy, M365-oriented companies: → Microsoft Defender EASM."}, {"id": "mai-20260917-0922-baseline|c100-l1|zai-small|Censys", "prompt": "c100-l1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "No built-in exploit validation or remediation workflows (best used as a data source, not a standalone ASM program)."}, {"id": "mai-20260917-0922-baseline|c100-l1|zai-small|VeilScan", "prompt": "c100-l1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "VeilScan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Startup-focused tools (e.g., VeilScan, Intruder, Detectify) cost far less ... but are not designed for large, complex estates."}, {"id": "mai-20260917-0922-baseline|c100-l1|zai-small|Intruder", "prompt": "c100-l1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Startup-focused tools (e.g., VeilScan, Intruder, Detectify) ... are not designed for large, complex estates."}, {"id": "mai-20260917-0922-baseline|c100-l1|zai-small|Detectify", "prompt": "c100-l1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Detectify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Startup-focused tools (e.g., VeilScan, Intruder, Detectify) ... are not designed for large, complex estates."}, {"id": "mai-20260917-0922-baseline|c100-l2|alibaba-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-l2", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Palo Alto Networks Cortex Xpanse** ... as the primary external attack surface monitoring (EASM) tool."}, {"id": "mai-20260917-0922-baseline|c100-l2|alibaba-small|Microsoft Defender for External Attack Surface Management", "prompt": "c100-l2", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Microsoft Defender for External Attack Surface Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is heavily invested in the Microsoft ecosystem ... this is a strong contender."}, {"id": "mai-20260917-0922-baseline|c100-l2|alibaba-small|Wiz", "prompt": "c100-l2", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wiz's new EASM capabilities can unify identity, posture, and vulnerability context across your entire estate."}, {"id": "mai-20260917-0922-baseline|c100-l2|alibaba-small|CyCognito", "prompt": "c100-l2", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another strong enterprise player known for its agentless approach and robust discovery engine"}, {"id": "mai-20260917-0922-baseline|c100-l2|anthropic-small|Bitsight", "prompt": "c100-l2", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bitsight is the leading External Attack Surface Management (EASM) platform for global enterprises in 2026, and is best suited for large global enterprises"}, {"id": "mai-20260917-0922-baseline|c100-l2|anthropic-small|Qualys External Attack Surface Management", "prompt": "c100-l2", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Qualys External Attack Surface Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for large organizations that are capable of configuring a more complex product"}, {"id": "mai-20260917-0922-baseline|c100-l2|anthropic-small|Tenable Attack Surface Management", "prompt": "c100-l2", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Tenable Attack Surface Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for enterprises aiming for detailed and continuous insight into their external attack surface"}, {"id": "mai-20260917-0922-baseline|c100-l2|anthropic-small|CyCognito", "prompt": "c100-l2", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "maps full attack surface including subsidiaries, acquisitions, and third-party connections without seed data"}, {"id": "mai-20260917-0922-baseline|c100-l2|anthropic-small|Cortex Xpanse", "prompt": "c100-l2", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Cortex Xpanse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "lead with an enterprise platform (Cortex Xpanse, Defender EASM, or Tenable) that ties discovery to remediation"}, {"id": "mai-20260917-0922-baseline|c100-l2|anthropic-small|Defender EASM", "prompt": "c100-l2", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Defender EASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "lead with an enterprise platform (Cortex Xpanse, Defender EASM, or Tenable) that ties discovery to remediation"}, {"id": "mai-20260917-0922-baseline|c100-l2|challenger-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-l2", "model": "challenger-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Palo Alto Networks Cortex Xpanse** as the strongest default choice"}, {"id": "mai-20260917-0922-baseline|c100-l2|challenger-small|Microsoft Defender EASM", "prompt": "c100-l2", "model": "challenger-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you are heavily invested in Microsoft security tooling; it is described as the best first stop for Microsoft-centered teams"}, {"id": "mai-20260917-0922-baseline|c100-l2|challenger-small|Bitsight EASM", "prompt": "c100-l2", "model": "challenger-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Bitsight EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you also need **third-party risk** and broader cyber risk intelligence"}, {"id": "mai-20260917-0922-baseline|c100-l2|challenger-small|Censys ASM", "prompt": "c100-l2", "model": "challenger-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Censys ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your top priority is **internet-scale discovery** and broad external visibility"}, {"id": "mai-20260917-0922-baseline|c100-l2|challenger-small|Tenable One ASM", "prompt": "c100-l2", "model": "challenger-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Tenable One ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you want attack surface management tightly connected to a broader exposure-management program"}, {"id": "mai-20260917-0922-baseline|c100-l2|deepseek-small|CyCognito", "prompt": "c100-l2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CyCognito", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **CyCognito**"}, {"id": "mai-20260917-0922-baseline|c100-l2|deepseek-small|Palo Alto Cortex Xpanse", "prompt": "c100-l2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Runner-Up: **Palo Alto Cortex Xpanse**"}, {"id": "mai-20260917-0922-baseline|c100-l2|deepseek-small|Microsoft Defender EASM", "prompt": "c100-l2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-Centric Teams: **Microsoft Defender EASM**"}, {"id": "mai-20260917-0922-baseline|c100-l2|deepseek-small|BitSight", "prompt": "c100-l2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better as a complement than as your sole EASM tool."}, {"id": "mai-20260917-0922-baseline|c100-l2|deepseek-small|Tenable One / Tenable ASM", "prompt": "c100-l2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Tenable One / Tenable ASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Also Consider (Niche Strength)"}, {"id": "mai-20260917-0922-baseline|c100-l2|deepseek-small|CrowdStrike Falcon Surface (Exposure Management)", "prompt": "c100-l2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CrowdStrike Falcon Surface (Exposure Management)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best if you're a CrowdStrike shop; single-agent consolidation model."}, {"id": "mai-20260917-0922-baseline|c100-l2|deepseek-small|Synack", "prompt": "c100-l2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best if you want human-validated findings"}, {"id": "mai-20260917-0922-baseline|c100-l2|google-small|IONIX", "prompt": "c100-l2", "model": "google-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "IONIX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your B2B enterprise is highly distributed, has multiple subsidiaries... **IONIX** is a top-tier choice."}, {"id": "mai-20260917-0922-baseline|c100-l2|google-small|CyCognito", "prompt": "c100-l2", "model": "google-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CyCognito", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**CyCognito** is a market leader."}, {"id": "mai-20260917-0922-baseline|c100-l2|google-small|Cortex Xpanse", "prompt": "c100-l2", "model": "google-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is highly recommended if you are already using Cortex XDR or Cortex SOAR"}, {"id": "mai-20260917-0922-baseline|c100-l2|google-small|Falcon Surface (Falcon Exposure Management)", "prompt": "c100-l2", "model": "google-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Falcon Surface (Falcon Exposure Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "an excellent choice for existing CrowdStrike customers"}, {"id": "mai-20260917-0922-baseline|c100-l2|google-small|Tenable ASM", "prompt": "c100-l2", "model": "google-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Tenable ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tenable ASM integrates external discovery into your existing internal scanning workflows"}, {"id": "mai-20260917-0922-baseline|c100-l2|google-small|Wiz (Attack Surface Management)", "prompt": "c100-l2", "model": "google-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Wiz (Attack Surface Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Wiz** is highly recommended"}, {"id": "mai-20260917-0922-baseline|c100-l2|meta-small|CrowdStrike EASM", "prompt": "c100-l2", "model": "meta-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CrowdStrike EASM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "such as CrowdStrike EASM, Ivanti Neurons for EASM, or ExternalSight"}, {"id": "mai-20260917-0922-baseline|c100-l2|meta-small|Ivanti Neurons for EASM", "prompt": "c100-l2", "model": "meta-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Ivanti Neurons for EASM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as CrowdStrike EASM, Ivanti Neurons for EASM, or ExternalSight"}, {"id": "mai-20260917-0922-baseline|c100-l2|meta-small|ExternalSight", "prompt": "c100-l2", "model": "meta-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "ExternalSight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "such as CrowdStrike EASM, Ivanti Neurons for EASM, or ExternalSight"}, {"id": "mai-20260917-0922-baseline|c100-l2|minimax-small|Microsoft Defender for External Attack Surface Management", "prompt": "c100-l2", "model": "minimax-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Microsoft Defender for External Attack Surface Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most practical choice today is **Microsoft Defender for External Attack Surface Management** (formerly RiskIQ)"}, {"id": "mai-20260917-0922-baseline|c100-l2|minimax-small|Tenable Attack Surface Management (ASM)", "prompt": "c100-l2", "model": "minimax-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Tenable Attack Surface Management (ASM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Companies already using Tenable.io for vulnerability management | Tight integration with Tenable's vulnerability data"}, {"id": "mai-20260917-0922-baseline|c100-l2|minimax-small|Qualys External Attack Surface Management (EASM)", "prompt": "c100-l2", "model": "minimax-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Qualys External Attack Surface Management (EASM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Organisations that prefer a single Qualys platform for internal & external assets"}, {"id": "mai-20260917-0922-baseline|c100-l2|minimax-small|Censys", "prompt": "c100-l2", "model": "minimax-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Censys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams that need raw Internet-wide scanning data and custom threat-intel pipelines"}, {"id": "mai-20260917-0922-baseline|c100-l2|minimax-small|SecurityScorecard", "prompt": "c100-l2", "model": "minimax-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Companies that also want a security-rating service for third-party risk and brand reputation"}, {"id": "mai-20260917-0922-baseline|c100-l2|minimax-small|BitSight", "prompt": "c100-l2", "model": "minimax-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SecurityScorecard / BitSight | Companies that also want a security-rating service"}, {"id": "mai-20260917-0922-baseline|c100-l2|mistral-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-l2", "model": "mistral-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "frequently highlighted as ideal for large enterprises with mature security operations"}, {"id": "mai-20260917-0922-baseline|c100-l2|mistral-small|Bitsight", "prompt": "c100-l2", "model": "mistral-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Palo Alto Cortex Xpanse** and **Bitsight** are the most recommended due to their scalability"}, {"id": "mai-20260917-0922-baseline|c100-l2|mistral-small|Assetnote", "prompt": "c100-l2", "model": "mistral-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Assetnote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Assetnote is a solid alternative, especially for mapping and monitoring needs."}, {"id": "mai-20260917-0922-baseline|c100-l2|moonshot-small|Palo Alto Cortex Xpanse", "prompt": "c100-l2", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Palo Alto Cortex Xpanse** – Best Overall for Enterprise"}, {"id": "mai-20260917-0922-baseline|c100-l2|moonshot-small|IBM Security Randori", "prompt": "c100-l2", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "IBM Security Randori", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose IBM Randori** if you want the most actionable intelligence"}, {"id": "mai-20260917-0922-baseline|c100-l2|moonshot-small|CyCognito", "prompt": "c100-l2", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with CyCognito** if organizational complexity ... is your primary concern."}, {"id": "mai-20260917-0922-baseline|c100-l2|openai-small|Tenable One", "prompt": "c100-l2", "model": "openai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Tenable One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Tenable One** as the default pick if you want a broad, enterprise-oriented platform rather than a point solution"}, {"id": "mai-20260917-0922-baseline|c100-l2|openai-small|CrowdStrike Falcon Surface", "prompt": "c100-l2", "model": "openai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **CrowdStrike Falcon Surface** if your main goal is **best-in-class external asset discovery and prioritization**"}, {"id": "mai-20260917-0922-baseline|c100-l2|openai-small|Rapid7 Surface Command", "prompt": "c100-l2", "model": "openai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Rapid7 Surface Command", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already standardized on Rapid7 tooling:** Rapid7 Surface Command fits well."}, {"id": "mai-20260917-0922-baseline|c100-l2|xai-small|CyCognito", "prompt": "c100-l2", "model": "xai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CyCognito", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **CyCognito** as a top external attack surface monitoring (EASM) tool"}, {"id": "mai-20260917-0922-baseline|c100-l2|xai-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-l2", "model": "xai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're in the Palo Alto ecosystem or need massive IPv4 scanning depth... but heavier on resources"}, {"id": "mai-20260917-0922-baseline|c100-l2|xai-small|Bitsight", "prompt": "c100-l2", "model": "xai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for global/multinational B2B with heavy third-party risk needs"}, {"id": "mai-20260917-0922-baseline|c100-l2|xai-small|IONIX", "prompt": "c100-l2", "model": "xai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "IONIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for validated exploitability across full org scopes... but less ubiquitous than the top two"}, {"id": "mai-20260917-0922-baseline|c100-l2|xai-small|Falcon Exposure Management", "prompt": "c100-l2", "model": "xai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Falcon Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your stack (e.g., CrowdStrike-heavy), consider Falcon Exposure Management instead."}, {"id": "mai-20260917-0922-baseline|c100-l2|zai-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-l2", "model": "zai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B company, **Palo Alto Networks Cortex Xpanse** is likely the safest bet"}, {"id": "mai-20260917-0922-baseline|c100-l2|zai-small|Wiz", "prompt": "c100-l2", "model": "zai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Cloud-Native Environments: Wiz ... Wiz is a powerful alternative."}, {"id": "mai-20260917-0922-baseline|c100-l2|zai-small|Tenable One", "prompt": "c100-l2", "model": "zai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Tenable One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Vulnerability Management Integration: Tenable One"}, {"id": "mai-20260917-0922-baseline|c100-l2|zai-small|Microsoft Defender EASM", "prompt": "c100-l2", "model": "zai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft Ecosystems: Microsoft Defender EASM"}, {"id": "mai-20260917-0922-baseline|c100-l3|alibaba-small|CyCognito", "prompt": "c100-l3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose CyCognito** if your team struggles with too many false positives and needs a tool that tells you exactly which vulnerabilities matter right now."}, {"id": "mai-20260917-0922-baseline|c100-l3|alibaba-small|Bitsight", "prompt": "c100-l3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Bitsight** if your primary goal is to improve your cybersecurity ratings, satisfy insurance underwriters, or manage third-party vendor risk."}, {"id": "mai-20260917-0922-baseline|c100-l3|alibaba-small|CrowdStrike Falcon Surface", "prompt": "c100-l3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose CrowdStrike or Palo Alto** if you want to consolidate your tooling stack"}, {"id": "mai-20260917-0922-baseline|c100-l3|alibaba-small|Mandiant (Google Cloud) ASM", "prompt": "c100-l3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Mandiant (Google Cloud) ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leveraging the world-class incident response and threat hunting expertise of Mandiant"}, {"id": "mai-20260917-0922-baseline|c100-l3|alibaba-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-l3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose CrowdStrike or Palo Alto** if you want to consolidate your tooling stack"}, {"id": "mai-20260917-0922-baseline|c100-l3|alibaba-small|Censys", "prompt": "c100-l3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Censys provides a \"bird's eye view\" of the public-facing web"}, {"id": "mai-20260917-0922-baseline|c100-l3|anthropic-small|Bitsight", "prompt": "c100-l3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bitsight is the leading External Attack Surface Management (EASM) platform for global enterprises in 2026"}, {"id": "mai-20260917-0922-baseline|c100-l3|anthropic-small|CyCognito", "prompt": "c100-l3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CyCognito is an advanced attack surface management platform specializing in the discovery of shadow IT and hidden assets"}, {"id": "mai-20260917-0922-baseline|c100-l3|anthropic-small|Wiz Attack Surface Management", "prompt": "c100-l3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Wiz Attack Surface Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud-native organizations may prioritize Wiz."}, {"id": "mai-20260917-0922-baseline|c100-l3|anthropic-small|Palo Alto Cortex Xpanse", "prompt": "c100-l3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It's ideal for enterprises already running Palo Alto solutions or those seeking tight security operations integration."}, {"id": "mai-20260917-0922-baseline|c100-l3|challenger-small|Palo Alto Networks Cortex Xpanse / Cortex Exposure Management", "prompt": "c100-l3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Networks Cortex Xpanse / Cortex Exposure Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto Cortex Xpanse: best for large enterprises that want ASM tied to detection and response operations."}, {"id": "mai-20260917-0922-baseline|c100-l3|challenger-small|CrowdStrike Falcon Surface / Exposure Management", "prompt": "c100-l3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike Falcon Surface / Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for buyers wanting ASM as part of a broader endpoint-first security stack."}, {"id": "mai-20260917-0922-baseline|c100-l3|challenger-small|Tenable Attack Surface Management / Tenable One", "prompt": "c100-l3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Tenable Attack Surface Management / Tenable One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best where vulnerability management and ASM need to be unified"}, {"id": "mai-20260917-0922-baseline|c100-l3|challenger-small|Microsoft Defender EASM", "prompt": "c100-l3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for Microsoft-centric security teams"}, {"id": "mai-20260917-0922-baseline|c100-l3|challenger-small|Censys ASM", "prompt": "c100-l3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Less of an end-to-end platform; strongest as a discovery/data layer rather than a workflow suite."}, {"id": "mai-20260917-0922-baseline|c100-l3|challenger-small|CyCognito", "prompt": "c100-l3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong at finding unknown assets and prioritizing exploitable exposure."}, {"id": "mai-20260917-0922-baseline|c100-l3|challenger-small|IONIX", "prompt": "c100-l3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "IONIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More oriented toward entity mapping and multi-entity exposure than classic external scanning."}, {"id": "mai-20260917-0922-baseline|c100-l3|challenger-small|Wiz", "prompt": "c100-l3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Better described as exposure management/CNAPP with ASM capabilities, rather than a pure ASM tool."}, {"id": "mai-20260917-0922-baseline|c100-l3|challenger-small|Synack", "prompt": "c100-l3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Synack and some exposure platforms emphasize human validation"}, {"id": "mai-20260917-0922-baseline|c100-l3|deepseek-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-l3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Enterprises wanting a converged ASM, XDR, and SIEM (Cortex XSIAM) platform."}, {"id": "mai-20260917-0922-baseline|c100-l3|deepseek-small|Microsoft Defender External Attack Surface Management", "prompt": "c100-l3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender External Attack Surface Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations already in the Microsoft security ecosystem."}, {"id": "mai-20260917-0922-baseline|c100-l3|deepseek-small|CrowdStrike Falcon Exposure Management (Falcon Surface)", "prompt": "c100-l3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike Falcon Exposure Management (Falcon Surface)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Existing CrowdStrike Falcon platform customers."}, {"id": "mai-20260917-0922-baseline|c100-l3|deepseek-small|CyCognito", "prompt": "c100-l3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you're a lean team wrestling with unknown/shadow IT exposure, **CyCognito** (for validated external risk) ... are strong standalone choices."}, {"id": "mai-20260917-0922-baseline|c100-l3|deepseek-small|Tenable One / Tenable ASM", "prompt": "c100-l3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Tenable One / Tenable ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Teams already running Tenable VMDR."}, {"id": "mai-20260917-0922-baseline|c100-l3|deepseek-small|Qualys CyberSecurity Asset Management (CSAM)", "prompt": "c100-l3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Qualys CyberSecurity Asset Management (CSAM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Organizations standardized on Qualys (rated highest by PeerSpot users at 8.9)."}, {"id": "mai-20260917-0922-baseline|c100-l3|deepseek-small|IBM Randori", "prompt": "c100-l3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "IBM Randori", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Attack surface simulation and offensive-style testing."}, {"id": "mai-20260917-0922-baseline|c100-l3|deepseek-small|Censys", "prompt": "c100-l3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Censys** (as an internet-data backbone) are strong standalone choices"}, {"id": "mai-20260917-0922-baseline|c100-l3|deepseek-small|IONIX", "prompt": "c100-l3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "IONIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "strong for complex multi-entity organizations and external exposure."}, {"id": "mai-20260917-0922-baseline|c100-l3|deepseek-small|Synack", "prompt": "c100-l3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "unique in pairing ASM discovery with agentic AI pentesting and human (Red Team) validation."}, {"id": "mai-20260917-0922-baseline|c100-l3|deepseek-small|CyberArk/NetSPI", "prompt": "c100-l3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyberArk/NetSPI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "also hold leading positions, especially on the internal reconciliation side."}, {"id": "mai-20260917-0922-baseline|c100-l3|deepseek-small|JupiterOne", "prompt": "c100-l3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "JupiterOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "platforms like **JupiterOne**, **Axonius**, and **Qualys CSAM** focus on the inside-out aggregation model"}, {"id": "mai-20260917-0922-baseline|c100-l3|deepseek-small|Trend Vision One", "prompt": "c100-l3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Trend Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "also hold leading positions, especially on the internal reconciliation side."}, {"id": "mai-20260917-0922-baseline|c100-l3|deepseek-small|Axonius", "prompt": "c100-l3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Axonius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "platforms like **JupiterOne**, **Axonius**, and **Qualys CSAM** focus on the inside-out aggregation model"}, {"id": "mai-20260917-0922-baseline|c100-l3|google-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-l3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Cortex Xpanse**, **Defender EASM**, or **Falcon Surface** if you are already heavily committed to Palo Alto, Microsoft, or CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c100-l3|google-small|Microsoft Defender External Attack Surface Management (Defender EASM)", "prompt": "c100-l3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender External Attack Surface Management (Defender EASM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Cortex Xpanse**, **Defender EASM**, or **Falcon Surface** if you are already heavily committed"}, {"id": "mai-20260917-0922-baseline|c100-l3|google-small|IBM Security Randori (Randori Recon)", "prompt": "c100-l3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "IBM Security Randori (Randori Recon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Randori** or **Synack** if you want to prioritize findings based on real-world exploitability"}, {"id": "mai-20260917-0922-baseline|c100-l3|google-small|CyCognito", "prompt": "c100-l3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **CyCognito** if you have gone through heavy M&A, have massive global subsidiaries"}, {"id": "mai-20260917-0922-baseline|c100-l3|google-small|IONIX (formerly Cyberpion)", "prompt": "c100-l3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "IONIX (formerly Cyberpion)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **IONIX** if your primary goal is to validate exposures to reduce alert noise"}, {"id": "mai-20260917-0922-baseline|c100-l3|google-small|CrowdStrike Falcon Surface (formerly Reposify)", "prompt": "c100-l3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike Falcon Surface (formerly Reposify)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Choose **Cortex Xpanse**, **Defender EASM**, or **Falcon Surface** if you are already heavily committed"}, {"id": "mai-20260917-0922-baseline|c100-l3|google-small|Synack", "prompt": "c100-l3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Randori** or **Synack** if you want to prioritize findings based on real-world exploitability"}, {"id": "mai-20260917-0922-baseline|c100-l3|google-small|Censys ASM", "prompt": "c100-l3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best For: Mature enterprise teams with internal security engineering talent who want highly accurate raw telemetry"}, {"id": "mai-20260917-0922-baseline|c100-l3|google-small|Shodan", "prompt": "c100-l3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Shodan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a world-class internet scanning data provider (similar to Shodan, but optimized for enterprise ASM)"}, {"id": "mai-20260917-0922-baseline|c100-l3|minimax-small|Synack", "prompt": "c100-l3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Platforms like Synack and CyCognito lead in providing validated, actionable findings rather than long lists of potential issues."}, {"id": "mai-20260917-0922-baseline|c100-l3|minimax-small|Bitsight", "prompt": "c100-l3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitsight** | Global enterprises, financial institutions | Tied to cyber risk intelligence & third-party visibility"}, {"id": "mai-20260917-0922-baseline|c100-l3|minimax-small|CyCognito", "prompt": "c100-l3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Platforms like Synack and CyCognito lead in providing validated, actionable findings"}, {"id": "mai-20260917-0922-baseline|c100-l3|minimax-small|Palo Alto Cortex Xpanse", "prompt": "c100-l3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Large distributed infrastructure | Massive scale, automated attack path prioritization"}, {"id": "mai-20260917-0922-baseline|c100-l3|minimax-small|Censys", "prompt": "c100-l3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**None**: Pure discovery tools like Censys"}, {"id": "mai-20260917-0922-baseline|c100-l3|minimax-small|Microsoft Defender EASM", "prompt": "c100-l3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Microsoft ecosystem customers | Deep integration with Microsoft security suite"}, {"id": "mai-20260917-0922-baseline|c100-l3|minimax-small|Tenable ASM", "prompt": "c100-l3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Tenable ASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Tenable ASM** | Tenable customers | Integration with vulnerability management"}, {"id": "mai-20260917-0922-baseline|c100-l3|minimax-small|CrowdStrike Falcon Surface", "prompt": "c100-l3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CrowdStrike users | Integration with endpoint detection & response"}, {"id": "mai-20260917-0922-baseline|c100-l3|minimax-small|Wiz", "prompt": "c100-l3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Cloud-focused**: Wiz (strong cloud misconfiguration detection)"}, {"id": "mai-20260917-0922-baseline|c100-l3|minimax-small|SecPod SanerNow", "prompt": "c100-l3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "SecPod SanerNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Mid-market**: SecPod SanerNow, Qualys"}, {"id": "mai-20260917-0922-baseline|c100-l3|minimax-small|Qualys", "prompt": "c100-l3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Mid-market**: SecPod SanerNow, Qualys"}, {"id": "mai-20260917-0922-baseline|c100-l3|mistral-small|Synack", "prompt": "c100-l3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Synack leads with a unique combination of continuous Attack Surface Discovery, agentic AI pentesting, and human-validated exploitation"}, {"id": "mai-20260917-0922-baseline|c100-l3|mistral-small|Censys", "prompt": "c100-l3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Does not offer validation or remediation; best used as an input for other platforms."}, {"id": "mai-20260917-0922-baseline|c100-l3|mistral-small|Palo Alto Cortex Xpanse", "prompt": "c100-l3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Palo Alto customers seeking continuous EASM within their security stack."}, {"id": "mai-20260917-0922-baseline|c100-l3|mistral-small|Microsoft Defender External Attack Surface Management (EASM)", "prompt": "c100-l3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender External Attack Surface Management (EASM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprises heavily invested in Microsoft security tools."}, {"id": "mai-20260917-0922-baseline|c100-l3|mistral-small|CrowdStrike Falcon Surface", "prompt": "c100-l3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Combines external attack surface discovery with internal vulnerability assessment, identity risk, and cloud misconfigurations."}, {"id": "mai-20260917-0922-baseline|c100-l3|mistral-small|Tenable ASM", "prompt": "c100-l3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Tenable ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Enterprises seeking to integrate ASM with vulnerability management."}, {"id": "mai-20260917-0922-baseline|c100-l3|mistral-small|CyCognito", "prompt": "c100-l3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Specializes in uncovering shadow IT and attack vectors, making it ideal for lean teams"}, {"id": "mai-20260917-0922-baseline|c100-l3|mistral-small|IONIX", "prompt": "c100-l3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "IONIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Entity-based exposure management, suitable for complex multi-entity organizations."}, {"id": "mai-20260917-0922-baseline|c100-l3|moonshot-small|Palo Alto Cortex Xpanse", "prompt": "c100-l3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Organizations already invested in Palo Alto's security ecosystem"}, {"id": "mai-20260917-0922-baseline|c100-l3|moonshot-small|CrowdStrike Falcon Surface", "prompt": "c100-l3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Existing CrowdStrike Falcon customers seeking unified platform approach"}, {"id": "mai-20260917-0922-baseline|c100-l3|moonshot-small|CyCognito", "prompt": "c100-l3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Limitation: Limited CAASM (Cyber Asset Attack Surface Management) capabilities; pricing escalates quickly with asset counts"}, {"id": "mai-20260917-0922-baseline|c100-l3|moonshot-small|Censys", "prompt": "c100-l3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limitation: No validation or remediation capabilities—serves as strong input rather than standalone program"}, {"id": "mai-20260917-0922-baseline|c100-l3|moonshot-small|Microsoft Defender External Attack Surface Management", "prompt": "c100-l3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender External Attack Surface Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Microsoft-centric security teams and organizations heavily using Microsoft 365/Azure"}, {"id": "mai-20260917-0922-baseline|c100-l3|moonshot-small|Tenable One / Tenable ASM", "prompt": "c100-l3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Tenable One / Tenable ASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Organizations wanting unified vulnerability and attack surface management"}, {"id": "mai-20260917-0922-baseline|c100-l3|moonshot-small|Qualys EASM / VMDR", "prompt": "c100-l3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Qualys EASM / VMDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Organizations wanting unified platform for VM, compliance, and EASM"}, {"id": "mai-20260917-0922-baseline|c100-l3|moonshot-small|Synack", "prompt": "c100-l3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Organizations requiring human-validated findings beyond automated scanning"}, {"id": "mai-20260917-0922-baseline|c100-l3|openai-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-l3", "model": "openai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **best pure ASM-first experience**, Palo Alto Cortex Xpanse is often the most clearly ASM-specialized."}, {"id": "mai-20260917-0922-baseline|c100-l3|openai-small|Microsoft Defender External Attack Surface Management (Defender EASM)", "prompt": "c100-l3", "model": "openai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender External Attack Surface Management (Defender EASM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Microsoft-centric enterprises, especially those using Defender, Azure, or the broader Microsoft security stack."}, {"id": "mai-20260917-0922-baseline|c100-l3|openai-small|Tenable One Attack Surface Management", "prompt": "c100-l3", "model": "openai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Tenable One Attack Surface Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Tenable One ASM** if: you already rely on Tenable for vulnerability/exposure management"}, {"id": "mai-20260917-0922-baseline|c100-l3|xai-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-l3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Networks Cortex Xpanse** (often ranked #1 for scale)"}, {"id": "mai-20260917-0922-baseline|c100-l3|xai-small|CrowdStrike Falcon Exposure Management", "prompt": "c100-l3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong in unified platforms"}, {"id": "mai-20260917-0922-baseline|c100-l3|xai-small|CyCognito", "prompt": "c100-l3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Shadow IT/multi-entity**: CyCognito or IONIX."}, {"id": "mai-20260917-0922-baseline|c100-l3|xai-small|Microsoft Defender Attack Surface Management", "prompt": "c100-l3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender Attack Surface Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Seamless Azure/365 integration; narrower non-MS scope"}, {"id": "mai-20260917-0922-baseline|c100-l3|xai-small|IONIX", "prompt": "c100-l3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "IONIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Complex orgs w/ subsidiaries | Corporate structure mapping first; strong validation"}, {"id": "mai-20260917-0922-baseline|c100-l3|xai-small|Tenable ASM", "prompt": "c100-l3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Tenable ASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Bridges VM/ASM; less attacker simulation"}, {"id": "mai-20260917-0922-baseline|c100-l3|xai-small|Synack", "prompt": "c100-l3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Budget/validation focus**: Synack for confirmed exploits."}, {"id": "mai-20260917-0922-baseline|c100-l3|xai-small|Bitsight", "prompt": "c100-l3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Holistic ratings; lighter on remediation"}, {"id": "mai-20260917-0922-baseline|c100-l3|xai-small|IBM Randori", "prompt": "c100-l3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "IBM Randori", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Simulates adversaries; acquired, less standalone now"}, {"id": "mai-20260917-0922-baseline|c100-l3|xai-small|Balbix", "prompt": "c100-l3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Balbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Balbix** (focuses on cyber asset ASM/CAASM)"}, {"id": "mai-20260917-0922-baseline|c100-l3|xai-small|Censys", "prompt": "c100-l3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other notables: Censys (discovery-focused)"}, {"id": "mai-20260917-0922-baseline|c100-l3|xai-small|Detectify", "prompt": "c100-l3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Detectify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Detectify (web/app-heavy)"}, {"id": "mai-20260917-0922-baseline|c100-l3|xai-small|SecPod SanerNow", "prompt": "c100-l3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "SecPod SanerNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Other notables: ... SecPod SanerNow"}, {"id": "mai-20260917-0922-baseline|c100-l3|xai-small|Wiz", "prompt": "c100-l3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Wiz (cloud-native exposure management)"}, {"id": "mai-20260917-0922-baseline|c100-l3|zai-small|Synack", "prompt": "c100-l3", "model": "zai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Synack is widely considered the leader in **Validated ASM**."}, {"id": "mai-20260917-0922-baseline|c100-l3|zai-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-l3", "model": "zai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cortex Xpanse is a mature, high-scale platform designed for large enterprises."}, {"id": "mai-20260917-0922-baseline|c100-l3|zai-small|Wiz", "prompt": "c100-l3", "model": "zai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a cloud-native company (AWS/Azure/GCP): Choose **Wiz**."}, {"id": "mai-20260917-0922-baseline|c100-l3|zai-small|Censys", "prompt": "c100-l3", "model": "zai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It offers the **broadest internet coverage**... often used by researchers or as a data feed"}, {"id": "mai-20260917-0922-baseline|c100-l3|zai-small|Qualys EASM", "prompt": "c100-l3", "model": "zai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Qualys EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want to consolidate your Vulnerability Management: Choose **Qualys** or **Tenable**."}, {"id": "mai-20260917-0922-baseline|c100-l3|zai-small|Tenable ASM", "prompt": "c100-l3", "model": "zai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Tenable ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tenable ASM: Focuses on **coverage and context**."}, {"id": "mai-20260917-0922-baseline|c100-l3|zai-small|CyCognito", "prompt": "c100-l3", "model": "zai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you have no asset list and need to find everything: Choose **CyCognito**."}, {"id": "mai-20260917-0922-baseline|c100-l4|alibaba-small|FullHunt ASM", "prompt": "c100-l4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "FullHunt ASM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For Maximum Predictability & Scale: Choose **FullHunt** or **Trickest** and negotiate a fixed annual price for a high asset limit"}, {"id": "mai-20260917-0922-baseline|c100-l4|alibaba-small|UpGuard BreachSight", "prompt": "c100-l4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "UpGuard BreachSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "its pricing is more transparent and starts lower than competitors"}, {"id": "mai-20260917-0922-baseline|c100-l4|alibaba-small|Trickest ASM", "prompt": "c100-l4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Trickest ASM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **FullHunt** or **Trickest** and negotiate a fixed annual price for a high asset limit"}, {"id": "mai-20260917-0922-baseline|c100-l4|alibaba-small|Microsoft Defender EASM", "prompt": "c100-l4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Ease of Integration (Microsoft Shops): Choose **Microsoft Defender EASM** and leverage enterprise agreement discounts."}, {"id": "mai-20260917-0922-baseline|c100-l4|alibaba-small|Palo Alto Cortex Xpanse", "prompt": "c100-l4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they are less self-service predictable than Trickest or FullHunt"}, {"id": "mai-20260917-0922-baseline|c100-l4|alibaba-small|Wiz CNAPP", "prompt": "c100-l4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Wiz CNAPP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they are less self-service predictable than Trickest or FullHunt"}, {"id": "mai-20260917-0922-baseline|c100-l4|alibaba-small|CyCognito", "prompt": "c100-l4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CyCognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid: Pure per-asset metered plans from vendors like **CyCognito** or **Tenable**"}, {"id": "mai-20260917-0922-baseline|c100-l4|alibaba-small|Tenable", "prompt": "c100-l4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Tenable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid: Pure per-asset metered plans from vendors like **CyCognito** or **Tenable**"}, {"id": "mai-20260917-0922-baseline|c100-l4|anthropic-small|Bitsight", "prompt": "c100-l4", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Bitsight is best suited for large global enterprises... However, pricing details aren't specified in public materials."}, {"id": "mai-20260917-0922-baseline|c100-l4|anthropic-small|Microsoft Defender", "prompt": "c100-l4", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Tiered pricing accommodates businesses with smaller budgets, which may offer better cost predictability for large deployments."}, {"id": "mai-20260917-0922-baseline|c100-l4|anthropic-small|Tenable ASM", "prompt": "c100-l4", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Tenable ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tenable ASM for existing Tenable customers... are often more competitive within their ecosystems"}, {"id": "mai-20260917-0922-baseline|c100-l4|anthropic-small|Cortex Xpanse", "prompt": "c100-l4", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cortex Xpanse for Palo Alto organizations — are often more competitive within their ecosystems"}, {"id": "mai-20260917-0922-baseline|c100-l4|challenger-small|Microsoft Defender EASM", "prompt": "c100-l4", "model": "challenger-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender EASM** is often the most practical starting point because it is positioned for enterprise use"}, {"id": "mai-20260917-0922-baseline|c100-l4|challenger-small|Cortex Xpanse", "prompt": "c100-l4", "model": "challenger-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cortex Xpanse** is a top-tier alternative for large enterprises"}, {"id": "mai-20260917-0922-baseline|c100-l4|challenger-small|CrowdStrike Falcon Exposure Management", "prompt": "c100-l4", "model": "challenger-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "lists **Cortex Xpanse, Microsoft Defender EASM, CrowdStrike Falcon Exposure Management, and Tenable Attack Surface Management** as leading enterprise ASM solutions"}, {"id": "mai-20260917-0922-baseline|c100-l4|challenger-small|Tenable Attack Surface Management", "prompt": "c100-l4", "model": "challenger-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Tenable Attack Surface Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Usually enterprise-custom pricing"}, {"id": "mai-20260917-0922-baseline|c100-l4|deepseek-small|Mandiant Attack Surface Management", "prompt": "c100-l4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Mandiant Attack Surface Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the standout choice is **Mandiant Attack Surface Management (formerly Mandiant ASM, hosted on Google Cloud)**"}, {"id": "mai-20260917-0922-baseline|c100-l4|deepseek-small|Microsoft Defender EASM", "prompt": "c100-l4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "❌ Poor — invoice scales with discovery, which grows unboundedly"}, {"id": "mai-20260917-0922-baseline|c100-l4|deepseek-small|CyCognito", "prompt": "c100-l4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "⚠️ Moderate — asset tiers create cliffs; your 50,000+ assets will likely push you into the highest (most expensive) band"}, {"id": "mai-20260917-0922-baseline|c100-l4|deepseek-small|Palo Alto Cortex Xpanse", "prompt": "c100-l4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Fixed once signed, but the negotiation itself is unpredictable and tied to asset count"}, {"id": "mai-20260917-0922-baseline|c100-l4|deepseek-small|Censys", "prompt": "c100-l4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Predictable *annual* contract, but per-asset overages may apply"}, {"id": "mai-20260917-0922-baseline|c100-l4|deepseek-small|Shockwave", "prompt": "c100-l4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Shockwave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "❌ Poor for large estates — cost scales linearly with discovered subdomains"}, {"id": "mai-20260917-0922-baseline|c100-l4|deepseek-small|CTM360", "prompt": "c100-l4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CTM360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Fixed annual, but modules add unpredictably and aren't user-based"}, {"id": "mai-20260917-0922-baseline|c100-l4|google-small|Microsoft Defender EASM", "prompt": "c100-l4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid Metered EASM (e.g., Microsoft Defender EASM):**"}, {"id": "mai-20260917-0922-baseline|c100-l4|google-small|runZero", "prompt": "c100-l4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "runZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**runZero** is widely considered the gold standard"}, {"id": "mai-20260917-0922-baseline|c100-l4|google-small|CyCognito", "prompt": "c100-l4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **CyCognito** or **Censys ASM** if you need a **pure external perimeter scan**"}, {"id": "mai-20260917-0922-baseline|c100-l4|google-small|Censys ASM", "prompt": "c100-l4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Censys ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **CyCognito** or **Censys ASM** if you need a **pure external perimeter scan**"}, {"id": "mai-20260917-0922-baseline|c100-l4|google-small|Cortex Xpanse", "prompt": "c100-l4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Palo Alto Networks Cortex Xpanse sell through quote-based, annual Enterprise License Agreements"}, {"id": "mai-20260917-0922-baseline|c100-l4|google-small|Nudge Security", "prompt": "c100-l4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Nudge Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Identity ASM (IASM) platforms with strict per-user pricing... (like Nudge Security)"}, {"id": "mai-20260917-0922-baseline|c100-l4|meta-small|Microsoft Defender EASM", "prompt": "c100-l4", "model": "meta-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Microsoft Defender EASM starts at $2.00 per user per month"}, {"id": "mai-20260917-0922-baseline|c100-l4|meta-small|CyCognito Platform", "prompt": "c100-l4", "model": "meta-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CyCognito Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top attack surface management software include Microsoft Defender EASM, CyCognito Platform, Rapid7, Intruder, and UpGuard BreachSight."}, {"id": "mai-20260917-0922-baseline|c100-l4|meta-small|Rapid7", "prompt": "c100-l4", "model": "meta-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Rapid7 starts at $1.62 per asset per month for 500 assets"}, {"id": "mai-20260917-0922-baseline|c100-l4|meta-small|Intruder", "prompt": "c100-l4", "model": "meta-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Intruder starts at $3,500 per test"}, {"id": "mai-20260917-0922-baseline|c100-l4|meta-small|UpGuard BreachSight", "prompt": "c100-l4", "model": "meta-small", "cat": "attack-surface-management", "variant": "budget", "raw": "UpGuard BreachSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "UpGuard BreachSight pricing starts at $5,999 per year."}, {"id": "mai-20260917-0922-baseline|c100-l4|minimax-small|Microsoft Defender EASM", "prompt": "c100-l4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender EASM** is your best bet at ~$2/user/month."}, {"id": "mai-20260917-0922-baseline|c100-l4|minimax-small|Mandiant Attack Surface Management", "prompt": "c100-l4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Mandiant Attack Surface Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Employee-based pricing is predictable"}, {"id": "mai-20260917-0922-baseline|c100-l4|minimax-small|CrowdStrike Falcon Surface", "prompt": "c100-l4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already a CrowdStrike customer, adding ASM is cost-effective"}, {"id": "mai-20260917-0922-baseline|c100-l4|minimax-small|CyCognito", "prompt": "c100-l4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **CyCognito** or **Palo Alto Cortex Xpanse**—they're leaders in the Gartner Magic Quadrant for EASM, though their pricing is asset-based"}, {"id": "mai-20260917-0922-baseline|c100-l4|minimax-small|Palo Alto Cortex Xpanse", "prompt": "c100-l4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **CyCognito** or **Palo Alto Cortex Xpanse**—they're leaders in the Gartner Magic Quadrant for EASM, though their pricing is asset-based"}, {"id": "mai-20260917-0922-baseline|c100-l4|mistral-small|Microsoft Defender EASM", "prompt": "c100-l4", "model": "mistral-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender EASM** stands out as the best option for predictable pricing"}, {"id": "mai-20260917-0922-baseline|c100-l4|moonshot-small|Microsoft Defender EASM", "prompt": "c100-l4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary Recommendation: Microsoft Defender EASM**"}, {"id": "mai-20260917-0922-baseline|c100-l4|moonshot-small|Tenable One (with ASM)", "prompt": "c100-l4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Tenable One (with ASM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### **Alternative: Tenable One**"}, {"id": "mai-20260917-0922-baseline|c100-l4|moonshot-small|FullHunt Enterprise", "prompt": "c100-l4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "FullHunt Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### **Budget-Conscious Alternative: FullHunt**"}, {"id": "mai-20260917-0922-baseline|c100-l4|moonshot-small|Palo Alto Cortex Xpanse", "prompt": "c100-l4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms to Approach with Caution for Cost Predictability ... Bundled with broader Cortex platform; costs scale with module adoption"}, {"id": "mai-20260917-0922-baseline|c100-l4|moonshot-small|CyCognito", "prompt": "c100-l4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Published tier starts high; large enterprises with 50K+ assets face significant costs"}, {"id": "mai-20260917-0922-baseline|c100-l4|moonshot-small|CrowdStrike Falcon Surface", "prompt": "c100-l4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "pricing opaque without existing relationship"}, {"id": "mai-20260917-0922-baseline|c100-l4|openai-small|Mandiant Attack Surface Management", "prompt": "c100-l4", "model": "openai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Mandiant Attack Surface Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mandiant Attack Surface Management is the best choice for a large company that needs predictable total cost across thousands of users."}, {"id": "mai-20260917-0922-baseline|c100-l4|openai-small|Microsoft Defender EASM", "prompt": "c100-l4", "model": "openai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it uses billable assets and you need to contact sales for a quote, so cost is typically less predictable up front"}, {"id": "mai-20260917-0922-baseline|c100-l4|openai-small|Obsonis Enterprise", "prompt": "c100-l4", "model": "openai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Obsonis Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Common enterprise alternative: Obsonis Enterprise — it advertises tailored pricing ... but pricing is still custom rather than clearly fixed."}, {"id": "mai-20260917-0922-baseline|c100-l4|openai-small|Attaxion", "prompt": "c100-l4", "model": "openai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Attaxion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lower-cost but less enterprise-predictable: Attaxion ... usually better for smaller deployments than thousands of users."}, {"id": "mai-20260917-0922-baseline|c100-l4|xai-small|Microsoft Defender External Attack Surface Management (EASM)", "prompt": "c100-l4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender External Attack Surface Management (EASM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "stands out as the strongest option for a large company needing predictable total costs across thousands of users"}, {"id": "mai-20260917-0922-baseline|c100-l4|xai-small|CrowdStrike Falcon Surface", "prompt": "c100-l4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives (If Not Microsoft-Centric)"}, {"id": "mai-20260917-0922-baseline|c100-l4|xai-small|Qualys EASM", "prompt": "c100-l4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Qualys EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Asset/subscription-based with tiers (more predictable than pure custom"}, {"id": "mai-20260917-0922-baseline|c100-l4|xai-small|CyCognito", "prompt": "c100-l4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "$100K–$200K+ (less predictable) | Deep testing; avoid if assets explode."}, {"id": "mai-20260917-0922-baseline|c100-l4|xai-small|Palo Alto Cortex Xpanse", "prompt": "c100-l4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Custom/asset | $150K+ | Cortex stack, auto-response."}, {"id": "mai-20260917-0922-baseline|c100-l4|xai-small|Detectify", "prompt": "c100-l4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Detectify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not ideal for 1,000s users | Smaller web/app focus."}, {"id": "mai-20260917-0922-baseline|c100-l4|xai-small|Mandiant/Google", "prompt": "c100-l4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Mandiant/Google", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "custom/asset-based, risking unpredictable spikes"}, {"id": "mai-20260917-0922-baseline|c100-l4|xai-small|Tenable", "prompt": "c100-l4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "custom/asset-based, risking unpredictable spikes as discovery uncovers 10x more assets than expected"}, {"id": "mai-20260917-0922-baseline|c100-l4|zai-small|Microsoft Defender EASM (External Attack Surface Management)", "prompt": "c100-l4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender EASM (External Attack Surface Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best attack surface management platform is **Microsoft Defender EASM (External Attack Surface Management)**"}, {"id": "mai-20260917-0922-baseline|c100-l4|zai-small|CyCognito", "prompt": "c100-l4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Drawback: If your attack surface grows ... your bill will grow with it."}, {"id": "mai-20260917-0922-baseline|c100-l4|zai-small|Tenable One / ASM", "prompt": "c100-l4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Tenable One / ASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pricing is opaque (\"contact sales\") and not predictable without a long procurement cycle."}, {"id": "mai-20260917-0922-baseline|c100-l4|zai-small|CrowdStrike Falcon Surface", "prompt": "c100-l4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "this pricing model is inefficient"}, {"id": "mai-20260917-0922-baseline|c100-l5|alibaba-small|Tenable.io", "prompt": "c100-l5", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Tenable.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When speaking to vendors like Tenable.io, Wiz, Orca, Rapid7, Censys, or HackerOne, ask these three specific questions"}, {"id": "mai-20260917-0922-baseline|c100-l5|alibaba-small|Wiz", "prompt": "c100-l5", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vendors like Tenable.io, Wiz, Orca, Rapid7, Censys, or HackerOne"}, {"id": "mai-20260917-0922-baseline|c100-l5|alibaba-small|Orca", "prompt": "c100-l5", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendors like Tenable.io, Wiz, Orca, Rapid7, Censys, or HackerOne"}, {"id": "mai-20260917-0922-baseline|c100-l5|alibaba-small|Rapid7", "prompt": "c100-l5", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "vendors like Tenable.io, Wiz, Orca, Rapid7, Censys, or HackerOne"}, {"id": "mai-20260917-0922-baseline|c100-l5|alibaba-small|Censys", "prompt": "c100-l5", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Censys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "vendors like Tenable.io, Wiz, Orca, Rapid7, Censys, or HackerOne"}, {"id": "mai-20260917-0922-baseline|c100-l5|alibaba-small|HackerOne", "prompt": "c100-l5", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "scale", "raw": "HackerOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "vendors like Tenable.io, Wiz, Orca, Rapid7, Censys, or HackerOne"}, {"id": "mai-20260917-0922-baseline|c100-l5|deepseek-small|CrowdStrike Falcon ASM", "prompt": "c100-l5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CrowdStrike Falcon ASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Would you like me to benchmark specific vendors (e.g., CrowdStrike Falcon ASM, Censys, CyCognito, Randori, Rapid7, Tenable) against these criteria?"}, {"id": "mai-20260917-0922-baseline|c100-l5|deepseek-small|Censys", "prompt": "c100-l5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Censys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Would you like me to benchmark specific vendors (e.g., CrowdStrike Falcon ASM, Censys, CyCognito, Randori, Rapid7, Tenable) against these criteria?"}, {"id": "mai-20260917-0922-baseline|c100-l5|deepseek-small|CyCognito", "prompt": "c100-l5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CyCognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Would you like me to benchmark specific vendors (e.g., CrowdStrike Falcon ASM, Censys, CyCognito, Randori, Rapid7, Tenable) against these criteria?"}, {"id": "mai-20260917-0922-baseline|c100-l5|deepseek-small|Randori", "prompt": "c100-l5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Randori", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Would you like me to benchmark specific vendors (e.g., CrowdStrike Falcon ASM, Censys, CyCognito, Randori, Rapid7, Tenable) against these criteria?"}, {"id": "mai-20260917-0922-baseline|c100-l5|deepseek-small|Rapid7", "prompt": "c100-l5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Would you like me to benchmark specific vendors (e.g., CrowdStrike Falcon ASM, Censys, CyCognito, Randori, Rapid7, Tenable) against these criteria?"}, {"id": "mai-20260917-0922-baseline|c100-l5|deepseek-small|Tenable", "prompt": "c100-l5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Would you like me to benchmark specific vendors (e.g., CrowdStrike Falcon ASM, Censys, CyCognito, Randori, Rapid7, Tenable) against these criteria?"}, {"id": "mai-20260917-0922-baseline|c100-l5|meta-small|Attack Surface Management Platform by AttackSurfaceManagement.com", "prompt": "c100-l5", "model": "meta-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Attack Surface Management Platform by AttackSurfaceManagement.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top attack surface management platforms that meet these requirements include:"}, {"id": "mai-20260917-0922-baseline|c100-l5|meta-small|Bitsight External Attack Surface Management (EASM) platform", "prompt": "c100-l5", "model": "meta-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Bitsight External Attack Surface Management (EASM) platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Bitsight External Attack Surface Management (EASM) platform"}, {"id": "mai-20260917-0922-baseline|c100-l5|meta-small|Bugcrowd Attack Surface Management platform", "prompt": "c100-l5", "model": "meta-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Bugcrowd Attack Surface Management platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Bugcrowd Attack Surface Management platform"}, {"id": "mai-20260917-0922-baseline|c100-l5|minimax-small|CyCognito", "prompt": "c100-l5", "model": "minimax-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CyCognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Based on enterprise capabilities, consider: **CyCognito**, **CrowdStrike Falcon Exposure Management**, **Bitsight**, **Armis Centrix**, and **Randori**"}, {"id": "mai-20260917-0922-baseline|c100-l5|minimax-small|CrowdStrike Falcon Exposure Management", "prompt": "c100-l5", "model": "minimax-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "consider: **CyCognito**, **CrowdStrike Falcon Exposure Management**, **Bitsight**, **Armis Centrix**, and **Randori** (now part of IBM)"}, {"id": "mai-20260917-0922-baseline|c100-l5|minimax-small|Bitsight", "prompt": "c100-l5", "model": "minimax-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "consider: **CyCognito**, **CrowdStrike Falcon Exposure Management**, **Bitsight**, **Armis Centrix**"}, {"id": "mai-20260917-0922-baseline|c100-l5|minimax-small|Armis Centrix", "prompt": "c100-l5", "model": "minimax-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Armis Centrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Armis Centrix**, and **Randori** (now part of IBM)"}, {"id": "mai-20260917-0922-baseline|c100-l5|minimax-small|Randori", "prompt": "c100-l5", "model": "minimax-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Randori", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "and **Randori** (now part of IBM). Request SOC 2 reports from each"}, {"id": "mai-20260917-0922-baseline|c100-l5|mistral-small|Randori", "prompt": "c100-l5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Randori", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Randori**          | Attack path analysis, red teaming      | Yes    | Yes    | Custom"}, {"id": "mai-20260917-0922-baseline|c100-l5|mistral-small|Censys", "prompt": "c100-l5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Censys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Censys**           | Internet-wide asset discovery          | Yes    | Yes    | Per-asset"}, {"id": "mai-20260917-0922-baseline|c100-l5|mistral-small|Vercara (formerly Farsight)", "prompt": "c100-l5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Vercara (formerly Farsight)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "DNS/SSL-based discovery"}, {"id": "mai-20260917-0922-baseline|c100-l5|mistral-small|Netenrich", "prompt": "c100-l5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Netenrich", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Netenrich**        | Threat exposure management"}, {"id": "mai-20260917-0922-baseline|c100-l5|mistral-small|AttackIQ", "prompt": "c100-l5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "AttackIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **AttackIQ**         | Continuous validation + ASM"}, {"id": "mai-20260917-0922-baseline|c100-l5|mistral-small|Panaseer", "prompt": "c100-l5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Panaseer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Panaseer**         | Attack surface analytics"}, {"id": "mai-20260917-0922-baseline|c100-l5|mistral-small|SentinelOne (Attivo)", "prompt": "c100-l5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "SentinelOne (Attivo)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Identity threat detection + ASM"}, {"id": "mai-20260917-0922-baseline|c100-l5|openai-small|Google Cloud's ASM offering", "prompt": "c100-l5", "model": "openai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Google Cloud's ASM offering", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Google Cloud's ASM offering, for example, explicitly highlights integrations with Chronicle, Cortex XSOAR, Splunk, and ServiceNow"}, {"id": "mai-20260917-0922-baseline|c100-l5|xai-small|CyCognito", "prompt": "c100-l5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CyCognito", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize vendors with proven scale for large orgs (e.g., CyCognito, CrowdStrike Falcon Exposure Management, Censys, Detectify, Mandiant/IONIX from top lists)."}, {"id": "mai-20260917-0922-baseline|c100-l5|xai-small|CrowdStrike Falcon Exposure Management", "prompt": "c100-l5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Prioritize vendors with proven scale for large orgs (e.g., CyCognito, CrowdStrike Falcon Exposure Management, Censys, Detectify, Mandiant/IONIX from top lists)."}, {"id": "mai-20260917-0922-baseline|c100-l5|xai-small|Censys", "prompt": "c100-l5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Censys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist (5-7 Vendors)**: CyCognito, CrowdStrike Falcon, Censys, Detectify, Randori (IBM), IONIX, UpGuard"}, {"id": "mai-20260917-0922-baseline|c100-l5|xai-small|Detectify", "prompt": "c100-l5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shortlist (5-7 Vendors)**: CyCognito, CrowdStrike Falcon, Censys, Detectify, Randori (IBM), IONIX, UpGuard"}, {"id": "mai-20260917-0922-baseline|c100-l5|xai-small|Mandiant/IONIX", "prompt": "c100-l5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Mandiant/IONIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Censys, Detectify, Mandiant/IONIX from top lists"}, {"id": "mai-20260917-0922-baseline|c100-l5|xai-small|Randori (IBM)", "prompt": "c100-l5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Randori (IBM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Shortlist (5-7 Vendors)**: ... Randori (IBM), IONIX, UpGuard (from 2024-2026 rankings)"}, {"id": "mai-20260917-0922-baseline|c100-l5|xai-small|UpGuard", "prompt": "c100-l5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Shortlist (5-7 Vendors)**: ... IONIX, UpGuard (from 2024-2026 rankings)"}, {"id": "mai-20260917-0922-baseline|c100-l6|alibaba-small|CyCognito", "prompt": "c100-l6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CyCognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leading platforms generally considered robust for large enterprises (based on current market consensus) include **CyCognito, IBM Randori, Bitsight, and Palo Alto Networks Cortex Xpanse**"}, {"id": "mai-20260917-0922-baseline|c100-l6|alibaba-small|IBM Randori", "prompt": "c100-l6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "IBM Randori", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leading platforms generally considered robust for large enterprises ... include **CyCognito, IBM Randori, Bitsight, and Palo Alto Networks Cortex Xpanse**"}, {"id": "mai-20260917-0922-baseline|c100-l6|alibaba-small|Bitsight", "prompt": "c100-l6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leading platforms generally considered robust for large enterprises ... include **CyCognito, IBM Randori, Bitsight, and Palo Alto Networks Cortex Xpanse**"}, {"id": "mai-20260917-0922-baseline|c100-l6|alibaba-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-l6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leading platforms generally considered robust for large enterprises ... include **CyCognito, IBM Randori, Bitsight, and Palo Alto Networks Cortex Xpanse**"}, {"id": "mai-20260917-0922-baseline|c100-l6|anthropic-small|Mandiant Attack Surface Management", "prompt": "c100-l6", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Mandiant Attack Surface Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "One specific platform to be aware of: Mandiant Attack Surface Management experienced issues with Azure integrations"}, {"id": "mai-20260917-0922-baseline|c100-l6|challenger-small|Censys", "prompt": "c100-l6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "described as a **data layer** with **no validation**, so it is stronger as an input than as a standalone enterprise ASM program"}, {"id": "mai-20260917-0922-baseline|c100-l6|challenger-small|Microsoft Defender EASM", "prompt": "c100-l6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "external discovery breadth trails dedicated EASM specialists** and it has **limited CAASM capability**"}, {"id": "mai-20260917-0922-baseline|c100-l6|challenger-small|Cortex Xpanse", "prompt": "c100-l6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "caution is warranted if you want a vendor-neutral platform"}, {"id": "mai-20260917-0922-baseline|c100-l6|challenger-small|Falcon Surface / Falcon Exposure Management", "prompt": "c100-l6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Falcon Surface / Falcon Exposure Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprises not standardized on CrowdStrike should evaluate fit carefully"}, {"id": "mai-20260917-0922-baseline|c100-l6|challenger-small|Tenable ASM / Tenable One", "prompt": "c100-l6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable ASM / Tenable One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more of a **combined VM + ASM** approach than a pure EASM specialist"}, {"id": "mai-20260917-0922-baseline|c100-l6|challenger-small|Detectify", "prompt": "c100-l6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Detectify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "web-focused** and DAST-oriented, which makes it narrower than what most large enterprises need"}, {"id": "mai-20260917-0922-baseline|c100-l6|challenger-small|UpGuard", "prompt": "c100-l6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "UpGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more accessible and mid-market oriented in the results, so a large enterprise should be cautious"}, {"id": "mai-20260917-0922-baseline|c100-l6|challenger-small|Intruder", "prompt": "c100-l6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "more accessible and mid-market oriented in the results, so a large enterprise should be cautious"}, {"id": "mai-20260917-0922-baseline|c100-l6|challenger-small|Bishop Fox Cosmos", "prompt": "c100-l6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Bishop Fox Cosmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "more specialized than a general-purpose enterprise exposure-management platform"}, {"id": "mai-20260917-0922-baseline|c100-l6|challenger-small|attaxion", "prompt": "c100-l6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "attaxion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "pricing and learning curve make it suitable only for **huge enterprises with no rush and no budget constraints**; that is a warning sign for most buyers"}, {"id": "mai-20260917-0922-baseline|c100-l6|deepseek-small|Censys ASM", "prompt": "c100-l6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys ASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "\"delivers best-in-class internet scanning as a data layer, but offers no validation, making it a strong input rather than a standalone program.\""}, {"id": "mai-20260917-0922-baseline|c100-l6|deepseek-small|Synack", "prompt": "c100-l6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Platforms that include **Breach and Attack Simulation (BAS)** or **pen-test validation** (like Synack, Randori, or CyCognito's validation tiers)"}, {"id": "mai-20260917-0922-baseline|c100-l6|deepseek-small|Randori", "prompt": "c100-l6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Randori", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "pen-test validation** (like Synack, Randori, or CyCognito's validation tiers) to eliminate false positives"}, {"id": "mai-20260917-0922-baseline|c100-l6|deepseek-small|CyCognito", "prompt": "c100-l6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vendors like IONIX (entity-mapping based) and CyCognito (which handles complex entity relationships) are better suited"}, {"id": "mai-20260917-0922-baseline|c100-l6|deepseek-small|Orca Security", "prompt": "c100-l6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Internal asset discovery tools** (like Orca Security on the cloud side) that claim to do external attack surface mapping—they often miss shadow IT"}, {"id": "mai-20260917-0922-baseline|c100-l6|deepseek-small|IONIX", "prompt": "c100-l6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "IONIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Vendors like IONIX (entity-mapping based) and CyCognito ... are better suited, but require solid data hygiene"}, {"id": "mai-20260917-0922-baseline|c100-l6|deepseek-small|Cortex Xpanse", "prompt": "c100-l6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Cortex Xpanse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The ASM market has seen massive M&A (e.g., Palo Alto acquiring Cortex Xpanse, Microsoft acquiring RiskIQ, CrowdStrike acquiring Reposify)"}, {"id": "mai-20260917-0922-baseline|c100-l6|deepseek-small|RiskIQ", "prompt": "c100-l6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "RiskIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Microsoft acquiring RiskIQ"}, {"id": "mai-20260917-0922-baseline|c100-l6|deepseek-small|Reposify", "prompt": "c100-l6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Reposify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "CrowdStrike acquiring Reposify"}, {"id": "mai-20260917-0922-baseline|c100-l6|google-small|Cortex Xpanse", "prompt": "c100-l6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: Xpanse scans the global internet at an incredible scale. However... it heavily relies on user-provided \"seed\" data"}, {"id": "mai-20260917-0922-baseline|c100-l6|google-small|Microsoft Defender EASM", "prompt": "c100-l6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its asset-attribution algorithms can be over-inclusive, pulling in historical data... Defender EASM can feel siloed"}, {"id": "mai-20260917-0922-baseline|c100-l6|google-small|Censys ASM", "prompt": "c100-l6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys ASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pure-play scanning platforms (like Censys)... should not be purchased as a standalone enterprise ASM solution"}, {"id": "mai-20260917-0922-baseline|c100-l6|google-small|Shodan-style aggregators", "prompt": "c100-l6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Shodan-style aggregators", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "\"Platform-Only\" & Passive Data Dumpers (e.g., Censys ASM, Shodan-style aggregators)"}, {"id": "mai-20260917-0922-baseline|c100-l6|google-small|CyCognito", "prompt": "c100-l6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Rigid Licensing and Restricted-Scanning Platforms (e.g., CyCognito, Tenable ASM)"}, {"id": "mai-20260917-0922-baseline|c100-l6|google-small|Tenable ASM", "prompt": "c100-l6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable ASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms like Tenable ASM (integrated into Tenable One) or Defender EASM count licensing based on discovered assets... unexpected billing spikes"}, {"id": "mai-20260917-0922-baseline|c100-l6|meta-small|CyCognito", "prompt": "c100-l6", "model": "meta-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CyCognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CyCognito - Suitable for large enterprises with distributed external footprints and acquisition complexity."}, {"id": "mai-20260917-0922-baseline|c100-l6|meta-small|Censys", "prompt": "c100-l6", "model": "meta-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Censys - Suitable for technical teams that want research-grade internet intelligence with strong API access."}, {"id": "mai-20260917-0922-baseline|c100-l6|meta-small|Palo Alto Cortex Xpanse", "prompt": "c100-l6", "model": "meta-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Suitable for Palo Alto Networks environments that want EASM unified with Cortex XSOAR."}, {"id": "mai-20260917-0922-baseline|c100-l6|meta-small|Bugcrowd Attack Surface Management", "prompt": "c100-l6", "model": "meta-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Bugcrowd Attack Surface Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Suitable for enterprise security teams, Chief Information Security Officers (CISOs), and managed service providers (MSPs)"}, {"id": "mai-20260917-0922-baseline|c100-l6|meta-small|Microsoft Defender EASM", "prompt": "c100-l6", "model": "meta-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "One of the three products that dominate the buying conversation for attack surface management."}, {"id": "mai-20260917-0922-baseline|c100-l6|meta-small|Tenable ASM", "prompt": "c100-l6", "model": "meta-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable ASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "One of the three products that dominate the buying conversation for attack surface management."}, {"id": "mai-20260917-0922-baseline|c100-l6|mistral-small|Censys", "prompt": "c100-l6", "model": "mistral-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools that do not validate the exploitability of discovered vulnerabilities (e.g., Censys as a standalone) may overwhelm security teams with false positives"}, {"id": "mai-20260917-0922-baseline|c100-l6|mistral-small|Cortex Xpanse", "prompt": "c100-l6", "model": "mistral-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms tightly integrated with a single vendor's ecosystem (e.g., Cortex Xpanse, Defender EASM, Falcon Surface, Tenable ASM) may not be suitable"}, {"id": "mai-20260917-0922-baseline|c100-l6|mistral-small|Defender EASM", "prompt": "c100-l6", "model": "mistral-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Defender EASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms tightly integrated with a single vendor's ecosystem (e.g., Cortex Xpanse, Defender EASM, Falcon Surface, Tenable ASM) may not be suitable"}, {"id": "mai-20260917-0922-baseline|c100-l6|mistral-small|Falcon Surface", "prompt": "c100-l6", "model": "mistral-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Falcon Surface", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms tightly integrated with a single vendor's ecosystem (e.g., Cortex Xpanse, Defender EASM, Falcon Surface, Tenable ASM) may not be suitable"}, {"id": "mai-20260917-0922-baseline|c100-l6|mistral-small|Tenable ASM", "prompt": "c100-l6", "model": "mistral-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable ASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platforms tightly integrated with a single vendor's ecosystem (e.g., Cortex Xpanse, Defender EASM, Falcon Surface, Tenable ASM) may not be suitable"}, {"id": "mai-20260917-0922-baseline|c100-l6|moonshot-small|Censys", "prompt": "c100-l6", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Censys delivers excellent internet-scale scanning data, but **offers no validation**, making it better as a data input layer than a standalone ASM program."}, {"id": "mai-20260917-0922-baseline|c100-l6|moonshot-small|Microsoft Defender EASM", "prompt": "c100-l6", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Only makes sense if heavily invested in Microsoft 365 E5; limited effectiveness outside Azure/Entra environments"}, {"id": "mai-20260917-0922-baseline|c100-l6|moonshot-small|CrowdStrike Falcon Surface", "prompt": "c100-l6", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Requires existing CrowdStrike deployment; limited value as standalone ASM"}, {"id": "mai-20260917-0922-baseline|c100-l6|moonshot-small|Palo Alto Cortex Xpanse", "prompt": "c100-l6", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Best for existing Palo Alto NGFW customers; may force broader platform consolidation"}, {"id": "mai-20260917-0922-baseline|c100-l6|openai-small|Qualys", "prompt": "c100-l6", "model": "openai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Qualys** reviewers reported **asset duplication during large-scale scans** and complaints about **integration, support, and innovation pace**."}, {"id": "mai-20260917-0922-baseline|c100-l6|openai-small|RedHunt Labs ASM Platform", "prompt": "c100-l6", "model": "openai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "RedHunt Labs ASM Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "reviews mention **poor usability, lack of detail, integration issues, inefficient alerting, and dashboard issues**"}, {"id": "mai-20260917-0922-baseline|c100-l6|openai-small|Pentera", "prompt": "c100-l6", "model": "openai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Pentera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Pentera** users reported **inadequate reporting**, **missing features**, and **insufficient RBAC**, which can be problematic in large enterprises."}, {"id": "mai-20260917-0922-baseline|c100-l6|openai-small|CrowdStrike Falcon Security and IT Operations", "prompt": "c100-l6", "model": "openai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CrowdStrike Falcon Security and IT Operations", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "reviews note **cost and complexity**, **false positives**, **slow searches**, and **bugs in processing/installation**"}, {"id": "mai-20260917-0922-baseline|c100-l6|xai-small|Tenable", "prompt": "c100-l6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "leaders like Tenable, CrowdStrike Falcon Exposure Management, Palo Alto Cortex Xpanse, Microsoft Defender EASM, and CyCognito generally score well in analyst reports"}, {"id": "mai-20260917-0922-baseline|c100-l6|xai-small|CrowdStrike Falcon Exposure Management", "prompt": "c100-l6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "leaders like Tenable, CrowdStrike Falcon Exposure Management... generally score well in analyst reports"}, {"id": "mai-20260917-0922-baseline|c100-l6|xai-small|Palo Alto Cortex Xpanse", "prompt": "c100-l6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitsight/Palo Alto for global scale"}, {"id": "mai-20260917-0922-baseline|c100-l6|xai-small|Microsoft Defender EASM", "prompt": "c100-l6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft Defender EASM, and CyCognito generally score well in analyst reports"}, {"id": "mai-20260917-0922-baseline|c100-l6|xai-small|CyCognito", "prompt": "c100-l6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High-Cost, Narrow-Scope Tools (e.g., CyCognito at Extreme Scale...) pricing climbs fast"}, {"id": "mai-20260917-0922-baseline|c100-l6|xai-small|Censys", "prompt": "c100-l6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pure Discovery-Focused Tools Without Validation (e.g., Some Legacy EASM like Basic Censys ...) often deliver raw data dumps leading to alert fatigue"}, {"id": "mai-20260917-0922-baseline|c100-l6|xai-small|Rapid7 InsightVM", "prompt": "c100-l6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Basic Censys or Rapid7 InsightVM in ASM Mode... high false positives and limited CAASM/EASM bridging"}, {"id": "mai-20260917-0922-baseline|c100-l6|xai-small|Armis", "prompt": "c100-l6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Armis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "CAASM-Heavy Platforms with Limited EASM (e.g., Armis-Centric ...) weak on shadow IT, external attribution"}, {"id": "mai-20260917-0922-baseline|c100-l6|xai-small|Microsoft Purview", "prompt": "c100-l6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Microsoft Purview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Pure Inventory Tools like Microsoft Purview if Not Paired with Defender... weak on shadow IT"}, {"id": "mai-20260917-0922-baseline|c100-l6|xai-small|Synack", "prompt": "c100-l6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Prioritize: Synack (validated pentesting)"}, {"id": "mai-20260917-0922-baseline|c100-l6|xai-small|Ostorlab", "prompt": "c100-l6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Ostorlab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Ostorlab (agentic discovery)"}, {"id": "mai-20260917-0922-baseline|c100-l6|xai-small|Tenable One", "prompt": "c100-l6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Tenable One (broad coverage)"}, {"id": "mai-20260917-0922-baseline|c100-l6|xai-small|Bitsight", "prompt": "c100-l6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Bitsight/Palo Alto for global scale"}, {"id": "mai-20260917-0922-baseline|c100-l6|zai-small|Cortex Xpanse (Palo Alto Networks)", "prompt": "c100-l6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Cortex Xpanse (Palo Alto Networks)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Proceed with caution**—only if you already have a mature seed list and can tolerate manual enrichment."}, {"id": "mai-20260917-0922-baseline|c100-l6|zai-small|BitSight Attack Surface Intelligence (ASI)", "prompt": "c100-l6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "BitSight Attack Surface Intelligence (ASI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** unless your primary need is continuous vendor posture monitoring."}, {"id": "mai-20260917-0922-baseline|c100-l6|zai-small|JupiterOne", "prompt": "c100-l6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "JupiterOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Use as a data-consolidation layer** only; do not rely on it for core ASM discovery."}, {"id": "mai-20260917-0922-baseline|c100-l6|zai-small|ReliaQuest GreyMatter", "prompt": "c100-l6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "ReliaQuest GreyMatter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** if your priority is attacker-perspective external-asset discovery."}, {"id": "mai-20260917-0922-baseline|c100-l6|zai-small|CyCognito", "prompt": "c100-l6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CyCognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*CyCognito vs. Cortex Xpanse* (2026)"}, {"id": "mai-20260917-0922-baseline|c100-l6|zai-small|IONIX", "prompt": "c100-l6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "IONIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "*IONIX Buyer's Guide* (2026)"}, {"id": "mai-20260917-0922-baseline|c100-m1|alibaba-small|Kenna Security", "prompt": "c100-m1", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Kenna Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder (Risk-Based): Kenna Security ... gold standard for mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c100-m1|alibaba-small|Censys", "prompt": "c100-m1", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Censys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Developer-Led/Stapled Companies: Censys ... Censys is an excellent choice."}, {"id": "mai-20260917-0922-baseline|c100-m1|alibaba-small|Vanta", "prompt": "c100-m1", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Compliance & Trust: Vanta or Drata"}, {"id": "mai-20260917-0922-baseline|c100-m1|alibaba-small|Drata", "prompt": "c100-m1", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If yes: Look at **Vanta** or **Drata**."}, {"id": "mai-20260917-0922-baseline|c100-m1|alibaba-small|Pentera", "prompt": "c100-m1", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Pentera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Drawback: Higher price point and complexity. Best suited for mature mid-market companies"}, {"id": "mai-20260917-0922-baseline|c100-m1|anthropic-small|Intruder", "prompt": "c100-m1", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend trialing Intruder first"}, {"id": "mai-20260917-0922-baseline|c100-m1|anthropic-small|CyCognito", "prompt": "c100-m1", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's best for mid-market organizations with a single-entity footprint and limited supply chain exposure"}, {"id": "mai-20260917-0922-baseline|c100-m1|anthropic-small|Hadrian", "prompt": "c100-m1", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Hadrian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for mid-market organizations that want automated external scanning with leaked credential monitoring"}, {"id": "mai-20260917-0922-baseline|c100-m1|anthropic-small|UpGuard Breach Risk", "prompt": "c100-m1", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "direct", "raw": "UpGuard Breach Risk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "UpGuard Breach Risk takes a three-surface approach combining external asset discovery, dark web monitoring"}, {"id": "mai-20260917-0922-baseline|c100-m1|anthropic-small|Wiz", "prompt": "c100-m1", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-native organizations may prioritize Wiz"}, {"id": "mai-20260917-0922-baseline|c100-m1|challenger-small|Intruder", "prompt": "c100-m1", "model": "challenger-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick from the available results is **Intruder**"}, {"id": "mai-20260917-0922-baseline|c100-m1|challenger-small|Attaxion", "prompt": "c100-m1", "model": "challenger-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Attaxion** is a strong alternative, with one source calling it the best for discovery capabilities"}, {"id": "mai-20260917-0922-baseline|c100-m1|challenger-small|ThreatScope", "prompt": "c100-m1", "model": "challenger-small", "cat": "attack-surface-management", "variant": "direct", "raw": "ThreatScope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ThreatScope** is specifically called out as a mid-market-priced option with guidance"}, {"id": "mai-20260917-0922-baseline|c100-m1|challenger-small|Rapid7 ASM", "prompt": "c100-m1", "model": "challenger-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Rapid7 ASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best if already in a vendor ecosystem:** **Rapid7 ASM / Defender EASM**"}, {"id": "mai-20260917-0922-baseline|c100-m1|challenger-small|Defender EASM", "prompt": "c100-m1", "model": "challenger-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Defender EASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if already in a vendor ecosystem:** **Rapid7 ASM / Defender EASM**"}, {"id": "mai-20260917-0922-baseline|c100-m1|deepseek-small|Intruder", "prompt": "c100-m1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intruder** is the safest default recommendation because it's purpose-built for your segment"}, {"id": "mai-20260917-0922-baseline|c100-m1|deepseek-small|Detectify", "prompt": "c100-m1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for web-heavy B2B businesses: Detectify"}, {"id": "mai-20260917-0922-baseline|c100-m1|deepseek-small|Attaxion", "prompt": "c100-m1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for price/coverage value: Attaxion"}, {"id": "mai-20260917-0922-baseline|c100-m1|deepseek-small|CyCognito", "prompt": "c100-m1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "$50k\\u2013$500k+ for enterprise tools like CyCognito, Cortex Xpanse, or Bitsight"}, {"id": "mai-20260917-0922-baseline|c100-m1|deepseek-small|Cortex Xpanse", "prompt": "c100-m1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "$50k\\u2013$500k+ for enterprise tools like CyCognito, Cortex Xpanse, or Bitsight"}, {"id": "mai-20260917-0922-baseline|c100-m1|deepseek-small|Bitsight", "prompt": "c100-m1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "$50k\\u2013$500k+ for enterprise tools like CyCognito, Cortex Xpanse, or Bitsight"}, {"id": "mai-20260917-0922-baseline|c100-m1|deepseek-small|Rapid7 ASM", "prompt": "c100-m1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Rapid7 ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "On **Rapid7** or **Microsoft**? Use Rapid7 ASM ... to avoid tool sprawl."}, {"id": "mai-20260917-0922-baseline|c100-m1|deepseek-small|Microsoft Defender EASM", "prompt": "c100-m1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use Rapid7 ASM or **Microsoft Defender EASM** (from ~$2/user/month...)"}, {"id": "mai-20260917-0922-baseline|c100-m1|deepseek-small|IONIX", "prompt": "c100-m1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "IONIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "if this matters, look at IONIX or Cyble Vision"}, {"id": "mai-20260917-0922-baseline|c100-m1|deepseek-small|Cyble Vision", "prompt": "c100-m1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Cyble Vision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "if this matters, look at IONIX or Cyble Vision"}, {"id": "mai-20260917-0922-baseline|c100-m1|google-small|Palo Alto's Cortex Xpanse", "prompt": "c100-m1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Palo Alto's Cortex Xpanse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Palo Alto Cortex Xpanse & Censys ASM: ... often priced out of reach for mid-market budgets and can create \"alert fatigue\" for a small team."}, {"id": "mai-20260917-0922-baseline|c100-m1|google-small|Intruder", "prompt": "c100-m1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall for Simplicity & Value: **Intruder** ... is the top choice."}, {"id": "mai-20260917-0922-baseline|c100-m1|google-small|Detectify", "prompt": "c100-m1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for B2B SaaS & Web-Heavy Portfolios: **Detectify**"}, {"id": "mai-20260917-0922-baseline|c100-m1|google-small|CyCognito", "prompt": "c100-m1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CyCognito** is highly recommended."}, {"id": "mai-20260917-0922-baseline|c100-m1|google-small|runZero", "prompt": "c100-m1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "runZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**runZero** (formerly Rumble) is the gold standard."}, {"id": "mai-20260917-0922-baseline|c100-m1|google-small|Censys ASM", "prompt": "c100-m1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Censys ASM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms to Approach with Caution ... often priced out of reach for mid-market budgets"}, {"id": "mai-20260917-0922-baseline|c100-m1|google-small|Microsoft Defender EASM", "prompt": "c100-m1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "users often report that it is incredibly noisy and difficult to manage without a dedicated Microsoft-certified engineer"}, {"id": "mai-20260917-0922-baseline|c100-m1|meta-small|Intruder", "prompt": "c100-m1", "model": "meta-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated platforms include Intruder, Detectify, Attaxion, ThreatScope, CyCognito, Cortex Xpanse, Bitsight, and Randori."}, {"id": "mai-20260917-0922-baseline|c100-m1|meta-small|Detectify", "prompt": "c100-m1", "model": "meta-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Detectify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated platforms include Intruder, Detectify, Attaxion..."}, {"id": "mai-20260917-0922-baseline|c100-m1|meta-small|Attaxion", "prompt": "c100-m1", "model": "meta-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Attaxion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top-rated platforms include Intruder, Detectify, Attaxion, ThreatScope"}, {"id": "mai-20260917-0922-baseline|c100-m1|meta-small|ThreatScope", "prompt": "c100-m1", "model": "meta-small", "cat": "attack-surface-management", "variant": "direct", "raw": "ThreatScope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Attaxion, ThreatScope, CyCognito"}, {"id": "mai-20260917-0922-baseline|c100-m1|meta-small|CyCognito", "prompt": "c100-m1", "model": "meta-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CyCognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ThreatScope, CyCognito, Cortex Xpanse"}, {"id": "mai-20260917-0922-baseline|c100-m1|meta-small|Cortex Xpanse", "prompt": "c100-m1", "model": "meta-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Cortex Xpanse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CyCognito, Cortex Xpanse, Bitsight, and Randori"}, {"id": "mai-20260917-0922-baseline|c100-m1|meta-small|Bitsight", "prompt": "c100-m1", "model": "meta-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cortex Xpanse, Bitsight, and Randori"}, {"id": "mai-20260917-0922-baseline|c100-m1|meta-small|Randori", "prompt": "c100-m1", "model": "meta-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Randori", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Bitsight, and Randori"}, {"id": "mai-20260917-0922-baseline|c100-m1|minimax-small|Intruder", "prompt": "c100-m1", "model": "minimax-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intruder** is generally considered the best balance of functionality, ease of use, and pricing"}, {"id": "mai-20260917-0922-baseline|c100-m1|minimax-small|Detectify", "prompt": "c100-m1", "model": "minimax-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for thorough asset discovery"}, {"id": "mai-20260917-0922-baseline|c100-m1|minimax-small|Attaxion", "prompt": "c100-m1", "model": "minimax-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Emerging as a strong alternative to more expensive enterprise tools"}, {"id": "mai-20260917-0922-baseline|c100-m1|minimax-small|ThreatScope", "prompt": "c100-m1", "model": "minimax-small", "cat": "attack-surface-management", "variant": "direct", "raw": "ThreatScope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Part of the mid-market pricing tier"}, {"id": "mai-20260917-0922-baseline|c100-m1|minimax-small|Bitsight", "prompt": "c100-m1", "model": "minimax-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise-focused platforms like Bitsight, CyCognito, Cortex Xpanse, and Randori are typically overkill"}, {"id": "mai-20260917-0922-baseline|c100-m1|minimax-small|CyCognito", "prompt": "c100-m1", "model": "minimax-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CyCognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "typically overkill (and overpriced) for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c100-m1|minimax-small|Cortex Xpanse", "prompt": "c100-m1", "model": "minimax-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Cortex Xpanse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "typically overkill (and overpriced) for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c100-m1|minimax-small|Randori", "prompt": "c100-m1", "model": "minimax-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Randori", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "typically overkill (and overpriced) for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c100-m1|mistral-small|Intruder", "prompt": "c100-m1", "model": "mistral-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intruder stands out as the best attack surface management platform due to its automation, scalability, and mid-market focus"}, {"id": "mai-20260917-0922-baseline|c100-m1|mistral-small|Detectify", "prompt": "c100-m1", "model": "mistral-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also mentioned as strong options for mid-market and SMB segments"}, {"id": "mai-20260917-0922-baseline|c100-m1|mistral-small|Attaxion", "prompt": "c100-m1", "model": "mistral-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also mentioned as strong options for mid-market and SMB segments"}, {"id": "mai-20260917-0922-baseline|c100-m1|mistral-small|Cortex Xpanse", "prompt": "c100-m1", "model": "mistral-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it may be overkill and more expensive for pure mid-market needs"}, {"id": "mai-20260917-0922-baseline|c100-m1|moonshot-small|Intruder", "prompt": "c100-m1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Intruder** offers the best balance of capability, affordability, and simplicity."}, {"id": "mai-20260917-0922-baseline|c100-m1|moonshot-small|Detectify", "prompt": "c100-m1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Affordable and user-friendly with strong continuous monitoring"}, {"id": "mai-20260917-0922-baseline|c100-m1|moonshot-small|Censys", "prompt": "c100-m1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Censys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Censys** is a strong step up"}, {"id": "mai-20260917-0922-baseline|c100-m1|moonshot-small|Attaxion", "prompt": "c100-m1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Attaxion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Intruder, Detectify, Attaxion, ThreatScope"}, {"id": "mai-20260917-0922-baseline|c100-m1|moonshot-small|ThreatScope", "prompt": "c100-m1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "ThreatScope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Intruder, Detectify, Attaxion, ThreatScope"}, {"id": "mai-20260917-0922-baseline|c100-m1|moonshot-small|CyCognito", "prompt": "c100-m1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CyCognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-focused platforms like Cortex Xpanse or CyCognito unless you have complex multi-entity infrastructure"}, {"id": "mai-20260917-0922-baseline|c100-m1|moonshot-small|Cortex Xpanse", "prompt": "c100-m1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Cortex Xpanse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-focused platforms like Cortex Xpanse or CyCognito"}, {"id": "mai-20260917-0922-baseline|c100-m1|moonshot-small|Bitsight", "prompt": "c100-m1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CyCognito, Cortex Xpanse, Bitsight, Randori"}, {"id": "mai-20260917-0922-baseline|c100-m1|moonshot-small|Randori", "prompt": "c100-m1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Randori", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "CyCognito, Cortex Xpanse, Bitsight, Randori"}, {"id": "mai-20260917-0922-baseline|c100-m1|openai-small|Rapid7 Surface Command", "prompt": "c100-m1", "model": "openai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Rapid7 Surface Command", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **one default pick for a mid-market B2B company**, I'd start with **Rapid7 Surface Command**."}, {"id": "mai-20260917-0922-baseline|c100-m1|openai-small|Palo Alto Cortex Xpanse", "prompt": "c100-m1", "model": "openai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already use Palo Alto or want strongest internet-scale discovery"}, {"id": "mai-20260917-0922-baseline|c100-m1|openai-small|Tenable One Attack Surface Management", "prompt": "c100-m1", "model": "openai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Tenable One Attack Surface Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want exposure management with strong vulnerability-management tie-in"}, {"id": "mai-20260917-0922-baseline|c100-m1|openai-small|Bitsight", "prompt": "c100-m1", "model": "openai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if vendor risk and external posture management are equally important"}, {"id": "mai-20260917-0922-baseline|c100-m1|xai-small|Intruder", "prompt": "c100-m1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Intruder** if budget-conscious and focused on external exposures"}, {"id": "mai-20260917-0922-baseline|c100-m1|xai-small|Rapid7 Exposure Command", "prompt": "c100-m1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Rapid7 Exposure Command", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unified view across cloud/hybrid, risk prioritization, 500+ integrations; operational for growing SOCs."}, {"id": "mai-20260917-0922-baseline|c100-m1|xai-small|UpGuard", "prompt": "c100-m1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vendor risk + ASM combo ... good for B2B supply chain focus. Free tier to start."}, {"id": "mai-20260917-0922-baseline|c100-m1|xai-small|Microsoft Defender EASM", "prompt": "c100-m1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft/Azure shops | Low-cost asset-based pricing, integrates with Defender stack"}, {"id": "mai-20260917-0922-baseline|c100-m1|xai-small|Palo Alto Cortex Xpanse", "prompt": "c100-m1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "powerful but often overkill/too pricey ($50K+), better for larger firms"}, {"id": "mai-20260917-0922-baseline|c100-m1|xai-small|CrowdStrike Falcon Surface", "prompt": "c100-m1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "powerful but often overkill/too pricey ($50K+), better for larger firms"}, {"id": "mai-20260917-0922-baseline|c100-m1|zai-small|Intruder EASM", "prompt": "c100-m1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder EASM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intruder EASM** – **Best all‑around choice for most mid‑market B2B teams**"}, {"id": "mai-20260917-0922-baseline|c100-m1|zai-small|Detectify", "prompt": "c100-m1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Transparent pricing, strong web‑asset coverage, 14‑day free trial."}, {"id": "mai-20260917-0922-baseline|c100-m1|zai-small|Patrowl", "prompt": "c100-m1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Patrowl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Patrowl** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c100-m1|zai-small|Microsoft Defender EASM", "prompt": "c100-m1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal if you already run Microsoft Defender and want a low‑cost, consumption‑based solution."}, {"id": "mai-20260917-0922-baseline|c100-m1|zai-small|Attaxion", "prompt": "c100-m1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI‑powered, agentless continuous discovery with public pricing."}, {"id": "mai-20260917-0922-baseline|c100-m1|zai-small|Rapid7 InsightVM + EASM", "prompt": "c100-m1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Rapid7 InsightVM + EASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Best for mid‑to‑large enterprises already using Rapid7's vulnerability management stack; pricing is custom and not publicly listed."}, {"id": "mai-20260917-0922-baseline|c100-m1|zai-small|UpGuard BreachSight", "prompt": "c100-m1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "UpGuard BreachSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| UpGuard BreachSight | ~$5,999 | Subscription |"}, {"id": "mai-20260917-0922-baseline|c100-m1|zai-small|CyCognito", "prompt": "c100-m1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CyCognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| CyCognito | ~$30,000 (250 assets) | Flat annual tier |"}, {"id": "mai-20260917-0922-baseline|c100-m1|zai-small|Cortex Xpanse", "prompt": "c100-m1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Cortex Xpanse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| Cortex Xpanse / Falcon / Randori | $50,000–$500,000+ | Custom enterprise |"}, {"id": "mai-20260917-0922-baseline|c100-m1|zai-small|Falcon", "prompt": "c100-m1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| Cortex Xpanse / Falcon / Randori | $50,000–$500,000+ | Custom enterprise |"}, {"id": "mai-20260917-0922-baseline|c100-m1|zai-small|Randori", "prompt": "c100-m1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Randori", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "| Cortex Xpanse / Falcon / Randori | $50,000–$500,000+ | Custom enterprise |"}, {"id": "mai-20260917-0922-baseline|c100-m2|alibaba-small|Rapid7 InsightVM", "prompt": "c100-m2", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The Best \"All-Rounder\" (Vuln Mgmt + EASM)... Rapid7 is the industry standard for balancing mid-market scalability with enterprise power."}, {"id": "mai-20260917-0922-baseline|c100-m2|alibaba-small|RedTeam.io", "prompt": "c100-m2", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "RedTeam.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If I were starting today in a mid-sized B2B environment, I would choose **RedTeam.io**. It strikes the best balance for this stage"}, {"id": "mai-20260917-0922-baseline|c100-m2|alibaba-small|BitSight", "prompt": "c100-m2", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for \"Trust\" and Sales Cycles **Tool:** **BitSight** or **SecurityScorecard**"}, {"id": "mai-20260917-0922-baseline|c100-m2|alibaba-small|SecurityScorecard", "prompt": "c100-m2", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Focus on Closing Big Enterprise Deals** | **SecurityScorecard** (To prove compliance to prospects)"}, {"id": "mai-20260917-0922-baseline|c100-m2|alibaba-small|Sploitus", "prompt": "c100-m2", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Sploitus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Heavily Cloud / AWS-Azure Dependent** | **Sploitus** (Best for cloud-specific exposures)"}, {"id": "mai-20260917-0922-baseline|c100-m2|alibaba-small|Zerofox", "prompt": "c100-m2", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Zerofox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Tool:** **Sploitus** (or **Zerofox**)"}, {"id": "mai-20260917-0922-baseline|c100-m2|anthropic-small|Intruder EASM", "prompt": "c100-m2", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder EASM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Intruder EASM** (Best Overall Pick for Mid-Market)"}, {"id": "mai-20260917-0922-baseline|c100-m2|anthropic-small|Detectify", "prompt": "c100-m2", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Detectify** if you need integrated web application security testing"}, {"id": "mai-20260917-0922-baseline|c100-m2|anthropic-small|Halo Security", "prompt": "c100-m2", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Halo Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Halo Security suits mid-market organizations seeking vulnerability scanning and compliance support"}, {"id": "mai-20260917-0922-baseline|c100-m2|challenger-small|UpGuard", "prompt": "c100-m2", "model": "challenger-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **UpGuard** as the default choice ... best value option for SMB and mid-market teams"}, {"id": "mai-20260917-0922-baseline|c100-m2|challenger-small|Intruder", "prompt": "c100-m2", "model": "challenger-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Intruder** is a strong second choice for teams that want a simple, automated tool"}, {"id": "mai-20260917-0922-baseline|c100-m2|challenger-small|Microsoft Defender EASM", "prompt": "c100-m2", "model": "challenger-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your company is heavily invested in Microsoft"}, {"id": "mai-20260917-0922-baseline|c100-m2|challenger-small|Attaxion", "prompt": "c100-m2", "model": "challenger-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if discovery depth is your top priority and you still want mid-market-friendly pricing"}, {"id": "mai-20260917-0922-baseline|c100-m2|challenger-small|IONIX", "prompt": "c100-m2", "model": "challenger-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "IONIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering if your mid-sized company has a more complex, distributed attack surface"}, {"id": "mai-20260917-0922-baseline|c100-m2|deepseek-small|Intruder", "prompt": "c100-m2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intruder** is the strongest default recommendation"}, {"id": "mai-20260917-0922-baseline|c100-m2|deepseek-small|Detectify", "prompt": "c100-m2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Detectify** as the runner-up if web applications dominate your attack surface"}, {"id": "mai-20260917-0922-baseline|c100-m2|deepseek-small|Attaxion", "prompt": "c100-m2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Attaxion** as a budget-friendly alternative"}, {"id": "mai-20260917-0922-baseline|c100-m2|deepseek-small|CyCognito", "prompt": "c100-m2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong discovery ... but enterprise-oriented pricing and can produce false positives"}, {"id": "mai-20260917-0922-baseline|c100-m2|deepseek-small|CrowdStrike Falcon Surface", "prompt": "c100-m2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best fit if you're invested in the CrowdStrike ecosystem"}, {"id": "mai-20260917-0922-baseline|c100-m2|deepseek-small|IONIX", "prompt": "c100-m2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "IONIX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Usually overkill on price and complexity for a mid-sized firm"}, {"id": "mai-20260917-0922-baseline|c100-m2|deepseek-small|Cyble Vision", "prompt": "c100-m2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Cyble Vision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Usually overkill on price and complexity for a mid-sized firm"}, {"id": "mai-20260917-0922-baseline|c100-m2|deepseek-small|Randori", "prompt": "c100-m2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Randori", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Usually overkill on price and complexity for a mid-sized firm"}, {"id": "mai-20260917-0922-baseline|c100-m2|google-small|Palo Alto Cortex Xpanse", "prompt": "c100-m2", "model": "google-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cannot afford to spend hours triaging thousands of noisy alerts or hundreds of thousands of dollars on enterprise-heavy tools (like Palo Alto Cortex Xpanse)"}, {"id": "mai-20260917-0922-baseline|c100-m2|google-small|Detectify", "prompt": "c100-m2", "model": "google-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Detectify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best For: B2B SaaS/software companies prioritizing web applications and API security."}, {"id": "mai-20260917-0922-baseline|c100-m2|google-small|Intruder", "prompt": "c100-m2", "model": "google-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Lean IT or security teams looking for an all-in-one vulnerability scanner and EASM tool."}, {"id": "mai-20260917-0922-baseline|c100-m2|google-small|UpGuard (Breach Risk)", "prompt": "c100-m2", "model": "google-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "UpGuard (Breach Risk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: B2B companies that need to manage both their own external attack surface and their third-party vendor risks."}, {"id": "mai-20260917-0922-baseline|c100-m2|google-small|Attaxion", "prompt": "c100-m2", "model": "google-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Teams looking for a dedicated, \"pure-play\" EASM tool on a strict budget."}, {"id": "mai-20260917-0922-baseline|c100-m2|meta-small|Intruder", "prompt": "c100-m2", "model": "meta-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intruder - Best for medium-sized businesses looking for an automated external attack surface management solution."}, {"id": "mai-20260917-0922-baseline|c100-m2|meta-small|Detectify", "prompt": "c100-m2", "model": "meta-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A Swedish EASM platform primarily geared toward small and medium-sized businesses."}, {"id": "mai-20260917-0922-baseline|c100-m2|meta-small|UpGuard (Breach Risk)", "prompt": "c100-m2", "model": "meta-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "UpGuard (Breach Risk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "External attack-surface and breach-risk monitoring built for mid-market organizations with lean security teams."}, {"id": "mai-20260917-0922-baseline|c100-m2|meta-small|ThreatScope (by VISO Group)", "prompt": "c100-m2", "model": "meta-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "ThreatScope (by VISO Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Continuous EASM and threat validation built specifically for mid-market organizations, at a fraction of enterprise pricing."}, {"id": "mai-20260917-0922-baseline|c100-m2|minimax-small|Intruder", "prompt": "c100-m2", "model": "minimax-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend starting with **Intruder** or **Detectify**."}, {"id": "mai-20260917-0922-baseline|c100-m2|minimax-small|Detectify", "prompt": "c100-m2", "model": "minimax-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Detectify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend starting with **Intruder** or **Detectify**."}, {"id": "mai-20260917-0922-baseline|c100-m2|minimax-small|Attaxion", "prompt": "c100-m2", "model": "minimax-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Attaxion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "often cited as a good mid-market option with competitive pricing"}, {"id": "mai-20260917-0922-baseline|c100-m2|minimax-small|Bitsight", "prompt": "c100-m2", "model": "minimax-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Bitsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more enterprise-oriented, but offers robust EASM capabilities"}, {"id": "mai-20260917-0922-baseline|c100-m2|minimax-small|CyCognito", "prompt": "c100-m2", "model": "minimax-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lean toward larger enterprises and may be overkill (and more expensive) for a mid-sized B2B company"}, {"id": "mai-20260917-0922-baseline|c100-m2|minimax-small|Cortex Xpanse", "prompt": "c100-m2", "model": "minimax-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "lean toward larger enterprises and may be overkill (and more expensive) for a mid-sized B2B company"}, {"id": "mai-20260917-0922-baseline|c100-m2|mistral-small|Intruder", "prompt": "c100-m2", "model": "mistral-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intruder is especially noted for its automation and suitability for the mid-market, making it a strong recommendation for most organizations in this category."}, {"id": "mai-20260917-0922-baseline|c100-m2|mistral-small|Detectify", "prompt": "c100-m2", "model": "mistral-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A Swedish EASM platform primarily geared toward small and medium-sized businesses."}, {"id": "mai-20260917-0922-baseline|c100-m2|mistral-small|Attaxion", "prompt": "c100-m2", "model": "mistral-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another mid-market focused EASM tool, offering comprehensive external asset discovery and vulnerability management at a reasonable price point."}, {"id": "mai-20260917-0922-baseline|c100-m2|moonshot-small|Attaxion", "prompt": "c100-m2", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Attaxion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Attaxion** or **Intruder**"}, {"id": "mai-20260917-0922-baseline|c100-m2|moonshot-small|Intruder", "prompt": "c100-m2", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend starting with **Attaxion** or **Intruder** based on your specific needs and budget."}, {"id": "mai-20260917-0922-baseline|c100-m2|moonshot-small|Cortex Xpanse", "prompt": "c100-m2", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Overkill for smaller attack surfaces; complex implementation"}, {"id": "mai-20260917-0922-baseline|c100-m2|moonshot-small|CyCognito", "prompt": "c100-m2", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Designed for large, multi-entity organizations"}, {"id": "mai-20260917-0922-baseline|c100-m2|moonshot-small|Bitsight", "prompt": "c100-m2", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Bitsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Better suited for vendor risk management at scale"}, {"id": "mai-20260917-0922-baseline|c100-m2|moonshot-small|IBM Randori", "prompt": "c100-m2", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "IBM Randori", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Red-team automation features mid-market teams rarely need"}, {"id": "mai-20260917-0922-baseline|c100-m2|moonshot-small|Detectify", "prompt": "c100-m2", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Also need web app security testing | **Detectify** (Surface Monitoring ~\\u20ac302/month)"}, {"id": "mai-20260917-0922-baseline|c100-m2|openai-small|CyCognito", "prompt": "c100-m2", "model": "openai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CyCognito", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **CyCognito** if your priority is **finding unknown internet-exposed assets quickly and continuously**"}, {"id": "mai-20260917-0922-baseline|c100-m2|openai-small|Censys ASM", "prompt": "c100-m2", "model": "openai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Censys ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a more **budget-friendly / easier-to-adopt** option, I'd put **Censys ASM** very high on the shortlist."}, {"id": "mai-20260917-0922-baseline|c100-m2|openai-small|Microsoft Defender External Attack Surface Management", "prompt": "c100-m2", "model": "openai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Microsoft Defender External Attack Surface Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're heavily invested in Microsoft security tooling"}, {"id": "mai-20260917-0922-baseline|c100-m2|openai-small|Rapid7 Surface Command", "prompt": "c100-m2", "model": "openai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Rapid7 Surface Command", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want to stay within the Rapid7 ecosystem"}, {"id": "mai-20260917-0922-baseline|c100-m2|xai-small|Intruder.io", "prompt": "c100-m2", "model": "xai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Intruder.io as the top external attack surface monitoring (EASM) tool"}, {"id": "mai-20260917-0922-baseline|c100-m2|xai-small|CyCognito", "prompt": "c100-m2", "model": "xai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CyCognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise tools (CrowdStrike Falcon Surface, CyCognito, Microsoft Defender EASM) are overkill: $50k+ annually"}, {"id": "mai-20260917-0922-baseline|c100-m2|xai-small|Detectify", "prompt": "c100-m2", "model": "xai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for web/app-heavy B2B (e.g., SaaS). Combines EASM with ethical hacker-powered DAST."}, {"id": "mai-20260917-0922-baseline|c100-m2|xai-small|Attaxion", "prompt": "c100-m2", "model": "xai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most affordable broad discovery (AI-driven, widest asset coverage). Perfect for cost-sensitive SMBs scaling up."}, {"id": "mai-20260917-0922-baseline|c100-m2|xai-small|CrowdStrike Falcon Surface", "prompt": "c100-m2", "model": "xai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "are overkill: $50k+ annually, complex sales cycles, better for 1,000+ employee firms"}, {"id": "mai-20260917-0922-baseline|c100-m2|xai-small|Microsoft Defender EASM", "prompt": "c100-m2", "model": "xai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "are overkill: $50k+ annually, complex sales cycles, better for 1,000+ employee firms"}, {"id": "mai-20260917-0922-baseline|c100-m2|zai-small|Intruder", "prompt": "c100-m2", "model": "zai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Intruder** as the primary external attack surface monitoring tool"}, {"id": "mai-20260917-0922-baseline|c100-m2|zai-small|UpGuard", "prompt": "c100-m2", "model": "zai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Complementary choice:** **UpGuard** \\u2013 If you need strong third\\u2011party risk management"}, {"id": "mai-20260917-0922-baseline|c100-m2|zai-small|Detectify", "prompt": "c100-m2", "model": "zai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Detectify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Higher cost and more complex pricing structure compared to Intruder."}, {"id": "mai-20260917-0922-baseline|c100-m2|zai-small|CyCognito", "prompt": "c100-m2", "model": "zai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may be overkill for smaller, simpler footprints"}, {"id": "mai-20260917-0922-baseline|c100-m2|zai-small|Microsoft Defender EASM", "prompt": "c100-m2", "model": "zai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A good fit if your external attack surface is largely Microsoft\\u2011driven"}, {"id": "mai-20260917-0922-baseline|c100-m3|alibaba-small|Tenable.io (with ASM Module)", "prompt": "c100-m3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Tenable.io (with ASM Module)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Positioning:** The market leader for organizations already using vulnerability management."}, {"id": "mai-20260917-0922-baseline|c100-m3|alibaba-small|CyCognito", "prompt": "c100-m3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The leading \"pure-play\" ASM provider focusing on the \"Attacker’s Perspective.\""}, {"id": "mai-20260917-0922-baseline|c100-m3|alibaba-small|Rapid7 (InsightVM / InsightConnect)", "prompt": "c100-m3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Rapid7 (InsightVM / InsightConnect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A direct competitor to Tenable, offering deep visibility into the environment."}, {"id": "mai-20260917-0922-baseline|c100-m3|alibaba-small|BitSight", "prompt": "c100-m3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Positioning:** Third-Party Risk Management (TPRM) focused."}, {"id": "mai-20260917-0922-baseline|c100-m3|alibaba-small|RiskRecon (UpGuard)", "prompt": "c100-m3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "RiskRecon (UpGuard)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BitSight / RiskRecon (UpGuard)"}, {"id": "mai-20260917-0922-baseline|c100-m3|alibaba-small|Zecurium (Zycada)", "prompt": "c100-m3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Zecurium (Zycada)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High-end enterprise ASM known for deep integration and \"Shadow IT\" discovery."}, {"id": "mai-20260917-0922-baseline|c100-m3|alibaba-small|NetSparker", "prompt": "c100-m3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "NetSparker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tools like older NetSparker or generic scanners focus on web servers and open ports."}, {"id": "mai-20260917-0922-baseline|c100-m3|alibaba-small|Wiz", "prompt": "c100-m3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "While technically CSPM (Cloud Security Posture Management), these tools overlap with ASM."}, {"id": "mai-20260917-0922-baseline|c100-m3|alibaba-small|Orca", "prompt": "c100-m3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Cloud-Native (Wiz, Orca):** While technically CSPM ... these tools overlap with ASM."}, {"id": "mai-20260917-0922-baseline|c100-m3|anthropic-small|ComplyScore® by Atlas Systems", "prompt": "c100-m3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "ComplyScore® by Atlas Systems", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leading attack surface management tools for 2026 include ComplyScore® by Atlas Systems"}, {"id": "mai-20260917-0922-baseline|c100-m3|anthropic-small|Microsoft Defender External Attack Surface Management", "prompt": "c100-m3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender External Attack Surface Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Microsoft Defender External Attack Surface Management"}, {"id": "mai-20260917-0922-baseline|c100-m3|anthropic-small|CrowdStrike Falcon Surface", "prompt": "c100-m3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CrowdStrike Falcon Surface"}, {"id": "mai-20260917-0922-baseline|c100-m3|anthropic-small|Palo Alto Cortex Xpanse", "prompt": "c100-m3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Palo Alto Cortex Xpanse, Wiz, CyCognito, UpGuard, BitSight, and Qualys"}, {"id": "mai-20260917-0922-baseline|c100-m3|anthropic-small|Wiz", "prompt": "c100-m3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For cloud-native organizations, Wiz is a cloud-native security platform that continuously discovers every cloud, AI, SaaS, on-prem, and API asset"}, {"id": "mai-20260917-0922-baseline|c100-m3|anthropic-small|CyCognito", "prompt": "c100-m3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable platforms mentioned include CyCognito"}, {"id": "mai-20260917-0922-baseline|c100-m3|anthropic-small|UpGuard", "prompt": "c100-m3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "UpGuard, BitSight, and Qualys"}, {"id": "mai-20260917-0922-baseline|c100-m3|anthropic-small|BitSight", "prompt": "c100-m3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Bitsight is the leading External Attack Surface Management (EASM) platform for global enterprises in 2026"}, {"id": "mai-20260917-0922-baseline|c100-m3|anthropic-small|Qualys", "prompt": "c100-m3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "UpGuard, BitSight, and Qualys"}, {"id": "mai-20260917-0922-baseline|c100-m3|anthropic-small|Google Cloud Security by Mandiant", "prompt": "c100-m3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Google Cloud Security by Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other notable platforms mentioned include CyCognito, Google Cloud Security by Mandiant"}, {"id": "mai-20260917-0922-baseline|c100-m3|challenger-small|Palo Alto Cortex Xpanse", "prompt": "c100-m3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Uses an **active + passive hybrid** approach and is strongest for organizations already using Palo Alto's Cortex stack"}, {"id": "mai-20260917-0922-baseline|c100-m3|challenger-small|CyCognito", "prompt": "c100-m3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focuses on **seedless discovery** and attack-simulation-style validation"}, {"id": "mai-20260917-0922-baseline|c100-m3|challenger-small|Censys", "prompt": "c100-m3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it does not emphasize validation or remediation the way fuller ASM suites do"}, {"id": "mai-20260917-0922-baseline|c100-m3|challenger-small|Microsoft Defender EASM", "prompt": "c100-m3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Built for organizations in the **Microsoft ecosystem**"}, {"id": "mai-20260917-0922-baseline|c100-m3|challenger-small|CrowdStrike Falcon Surface", "prompt": "c100-m3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tightly integrated with the Falcon platform"}, {"id": "mai-20260917-0922-baseline|c100-m3|challenger-small|Tenable Attack Surface Management", "prompt": "c100-m3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Tenable Attack Surface Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Combines **external and internal** visibility"}, {"id": "mai-20260917-0922-baseline|c100-m3|challenger-small|IONIX", "prompt": "c100-m3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "IONIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Stands out for **entity-based** mapping and deeper dependency analysis"}, {"id": "mai-20260917-0922-baseline|c100-m3|challenger-small|Detectify", "prompt": "c100-m3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Detectify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More **web-focused** than general-purpose ASM"}, {"id": "mai-20260917-0922-baseline|c100-m3|challenger-small|UpGuard", "prompt": "c100-m3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Combines external discovery with **dark web monitoring**"}, {"id": "mai-20260917-0922-baseline|c100-m3|challenger-small|Bishop Fox Cosmos", "prompt": "c100-m3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Bishop Fox Cosmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "pairing continuous ASM with **pentester-backed validation**"}, {"id": "mai-20260917-0922-baseline|c100-m3|challenger-small|Synack", "prompt": "c100-m3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Platforms such as Synack, Bishop Fox Cosmos, and CyCognito put more emphasis on **human or simulated validation**"}, {"id": "mai-20260917-0922-baseline|c100-m3|deepseek-small|Censys", "prompt": "c100-m3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best-in-class discovery accuracy and internet intelligence depth; strong API; free tier for research."}, {"id": "mai-20260917-0922-baseline|c100-m3|deepseek-small|CyCognito", "prompt": "c100-m3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Validated, proven-exploitable risk (not just a list)** → CyCognito, Randori, or Synack."}, {"id": "mai-20260917-0922-baseline|c100-m3|deepseek-small|Palo Alto Cortex Xpanse", "prompt": "c100-m3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Internet-scale asset discovery and excellent attribution of assets back to business owners."}, {"id": "mai-20260917-0922-baseline|c100-m3|deepseek-small|Microsoft Defender EASM", "prompt": "c100-m3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Microsoft-centric organizations. Less valuable if you're not on Microsoft stack."}, {"id": "mai-20260917-0922-baseline|c100-m3|deepseek-small|Tenable ASM (Tenable One)", "prompt": "c100-m3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Tenable ASM (Tenable One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Organizations that already use Tenable's VM/cloud tools."}, {"id": "mai-20260917-0922-baseline|c100-m3|deepseek-small|Qualys EASM / Cloud Platform", "prompt": "c100-m3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Qualys EASM / Cloud Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for:** Existing Qualys customers wanting a single exposure stack."}, {"id": "mai-20260917-0922-baseline|c100-m3|deepseek-small|CrowdStrike Falcon Surface", "prompt": "c100-m3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for:** CrowdStrike shops wanting ASM inside their existing security stack."}, {"id": "mai-20260917-0922-baseline|c100-m3|deepseek-small|Randori (IBM)", "prompt": "c100-m3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Randori (IBM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Attacker-centric prioritization and ongoing automated red teaming"}, {"id": "mai-20260917-0922-baseline|c100-m3|deepseek-small|Mandiant ASM (Google Cloud)", "prompt": "c100-m3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Mandiant ASM (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Deep threat intelligence integration and Mandiant's research pedigree."}, {"id": "mai-20260917-0922-baseline|c100-m3|deepseek-small|Detectify", "prompt": "c100-m3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Detectify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for:** Continuous monitoring of web-facing assets."}, {"id": "mai-20260917-0922-baseline|c100-m3|deepseek-small|IONIX", "prompt": "c100-m3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "IONIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for:** Complex organizations with fragmented entities/third-party dependencies."}, {"id": "mai-20260917-0922-baseline|c100-m3|deepseek-small|runZero", "prompt": "c100-m3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "runZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Internal asset/coverage gaps** → runZero or Axonius (CAASM)."}, {"id": "mai-20260917-0922-baseline|c100-m3|deepseek-small|Axonius", "prompt": "c100-m3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Axonius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Internal asset/coverage gaps** → runZero or Axonius (CAASM)."}, {"id": "mai-20260917-0922-baseline|c100-m3|deepseek-small|Synack", "prompt": "c100-m3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "others *prove* exploitability via active testing or red teaming (CyCognito, Randori, Synack)"}, {"id": "mai-20260917-0922-baseline|c100-m3|deepseek-small|Wiz", "prompt": "c100-m3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "embedded in CNAPP/cloud (CrowdStrike, Wiz)"}, {"id": "mai-20260917-0922-baseline|c100-m3|deepseek-small|ImmuniWeb", "prompt": "c100-m3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "ImmuniWeb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Continuous Threat Exposure Management cycle (ImmuniWeb, Wiz, Tenable One lead)"}, {"id": "mai-20260917-0922-baseline|c100-m3|google-small|Palo Alto Networks (Cortex Xpanse)", "prompt": "c100-m3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Networks (Cortex Xpanse)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The heavyweight champion for large, legacy enterprise environments."}, {"id": "mai-20260917-0922-baseline|c100-m3|google-small|watchTowr", "prompt": "c100-m3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "watchTowr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **watchTowr** or **Synack**, which actively prove what is actually exploitable"}, {"id": "mai-20260917-0922-baseline|c100-m3|google-small|Wiz (Wiz ASM)", "prompt": "c100-m3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Wiz (Wiz ASM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The absolute leader for cloud-first and hybrid environments."}, {"id": "mai-20260917-0922-baseline|c100-m3|google-small|Censys ASM", "prompt": "c100-m3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The raw data and internet-mapping gold standard."}, {"id": "mai-20260917-0922-baseline|c100-m3|google-small|CyCognito", "prompt": "c100-m3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"shadow IT\" and M&A specialist."}, {"id": "mai-20260917-0922-baseline|c100-m3|google-small|IONIX", "prompt": "c100-m3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "IONIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The digital supply chain and third-party exposure specialist."}, {"id": "mai-20260917-0922-baseline|c100-m3|google-small|Synack", "prompt": "c100-m3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The hybrid Human-plus-AI validation platform."}, {"id": "mai-20260917-0922-baseline|c100-m3|meta-small|Synack", "prompt": "c100-m3", "model": "meta-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include Synack, Censys, Cortex Xpanse, Defender EASM"}, {"id": "mai-20260917-0922-baseline|c100-m3|meta-small|Censys", "prompt": "c100-m3", "model": "meta-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include Synack, Censys, Cortex Xpanse"}, {"id": "mai-20260917-0922-baseline|c100-m3|meta-small|Cortex Xpanse", "prompt": "c100-m3", "model": "meta-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Cortex Xpanse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cortex Xpanse, Defender EASM, Falcon Surface"}, {"id": "mai-20260917-0922-baseline|c100-m3|meta-small|Defender EASM", "prompt": "c100-m3", "model": "meta-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Defender EASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Defender EASM, Falcon Surface, Tenable ASM"}, {"id": "mai-20260917-0922-baseline|c100-m3|meta-small|Falcon Surface", "prompt": "c100-m3", "model": "meta-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Falcon Surface", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Falcon Surface, Tenable ASM, UpGuard Breach Risk"}, {"id": "mai-20260917-0922-baseline|c100-m3|meta-small|Tenable ASM", "prompt": "c100-m3", "model": "meta-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Tenable ASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tenable ASM, UpGuard Breach Risk, SentinelOne Singularity"}, {"id": "mai-20260917-0922-baseline|c100-m3|meta-small|UpGuard Breach Risk", "prompt": "c100-m3", "model": "meta-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "UpGuard Breach Risk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "UpGuard Breach Risk, SentinelOne Singularity, Wiz"}, {"id": "mai-20260917-0922-baseline|c100-m3|meta-small|SentinelOne Singularity", "prompt": "c100-m3", "model": "meta-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SentinelOne Singularity, Wiz, CyCognito"}, {"id": "mai-20260917-0922-baseline|c100-m3|meta-small|Wiz", "prompt": "c100-m3", "model": "meta-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Wiz, CyCognito, Google Cloud Security by Mandiant"}, {"id": "mai-20260917-0922-baseline|c100-m3|meta-small|CyCognito", "prompt": "c100-m3", "model": "meta-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "CyCognito, Google Cloud Security by Mandiant"}, {"id": "mai-20260917-0922-baseline|c100-m3|meta-small|Google Cloud Security by Mandiant", "prompt": "c100-m3", "model": "meta-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Google Cloud Security by Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Google Cloud Security by Mandiant, Palo Alto Cortex Xpanse"}, {"id": "mai-20260917-0922-baseline|c100-m3|meta-small|Microsoft Defender", "prompt": "c100-m3", "model": "meta-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Microsoft Defender, CrowdStrike Falcon Surface, Tenable, and IBM Randori"}, {"id": "mai-20260917-0922-baseline|c100-m3|meta-small|IBM Randori", "prompt": "c100-m3", "model": "meta-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "IBM Randori", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Tenable, and IBM Randori. Each platform has its unique features"}, {"id": "mai-20260917-0922-baseline|c100-m3|minimax-small|CyCognito", "prompt": "c100-m3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Large enterprises with distributed external footprints and acquisition complexity"}, {"id": "mai-20260917-0922-baseline|c100-m3|minimax-small|Censys", "prompt": "c100-m3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best-in-class discovery accuracy, extensive IPv4/IPv6 coverage"}, {"id": "mai-20260917-0922-baseline|c100-m3|minimax-small|Palo Alto Cortex Xpanse", "prompt": "c100-m3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-scale ASM with massive discovery and attribution"}, {"id": "mai-20260917-0922-baseline|c100-m3|minimax-small|Mandiant ASM (Google Cloud)", "prompt": "c100-m3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Mandiant ASM (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Organizations wanting threat-intelligence-led ASM"}, {"id": "mai-20260917-0922-baseline|c100-m3|minimax-small|Synack", "prompt": "c100-m3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Combines ASM with agentic AI pentesting and human validation in one platform"}, {"id": "mai-20260917-0922-baseline|c100-m3|minimax-small|IONIX", "prompt": "c100-m3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "IONIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Nine independent discovery methods, strong attribution accuracy"}, {"id": "mai-20260917-0922-baseline|c100-m3|minimax-small|Microsoft Defender EASM", "prompt": "c100-m3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Organizations heavily invested in Microsoft and Azure ecosystems"}, {"id": "mai-20260917-0922-baseline|c100-m3|minimax-small|Randori (IBM)", "prompt": "c100-m3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Randori (IBM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Unique combination of external discovery with attacker-centric validation"}, {"id": "mai-20260917-0922-baseline|c100-m3|minimax-small|Detectify", "prompt": "c100-m3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Detectify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Leverages ethical hacker community for discovery"}, {"id": "mai-20260917-0922-baseline|c100-m3|minimax-small|SecPod SanerNow", "prompt": "c100-m3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "SecPod SanerNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Native risk remediation engine with automatic patch deployment"}, {"id": "mai-20260917-0922-baseline|c100-m3|minimax-small|CrowdStrike", "prompt": "c100-m3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "with CrowdStrike, Palo Alto, and Microsoft leading this consolidation trend"}, {"id": "mai-20260917-0922-baseline|c100-m3|mistral-small|Synack", "prompt": "c100-m3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Combines attack surface discovery with agentic AI pentesting and human-validated exploitation, making it ideal for enterprises seeking confirmed, exploitable risks."}, {"id": "mai-20260917-0922-baseline|c100-m3|mistral-small|Censys", "prompt": "c100-m3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Known for best-in-class internet scanning and deep data, but lacks built-in validation, serving best as a data layer for other tools."}, {"id": "mai-20260917-0922-baseline|c100-m3|mistral-small|Cortex Xpanse (Palo Alto)", "prompt": "c100-m3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Cortex Xpanse (Palo Alto)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Scales massively for external attack surface management (EASM), especially suited for Palo Alto customers."}, {"id": "mai-20260917-0922-baseline|c100-m3|mistral-small|CyCognito", "prompt": "c100-m3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pioneers zero-input AI-driven discovery, focusing on shadow IT and unknown assets."}, {"id": "mai-20260917-0922-baseline|c100-m3|mistral-small|Mandiant ASM (Google Cloud)", "prompt": "c100-m3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Mandiant ASM (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leads in threat intelligence integration, helping prioritize risks based on real-world attacker behavior."}, {"id": "mai-20260917-0922-baseline|c100-m3|mistral-small|Detectify", "prompt": "c100-m3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Leverages crowdsourced vulnerability research for continuous web app security."}, {"id": "mai-20260917-0922-baseline|c100-m3|mistral-small|Randori (IBM)", "prompt": "c100-m3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Randori (IBM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For validated, exploitable risks: Synack or Randori."}, {"id": "mai-20260917-0922-baseline|c100-m3|mistral-small|Qualys CyberSecurity Asset Management", "prompt": "c100-m3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Qualys CyberSecurity Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Offers comprehensive vulnerability management and asset discovery, highly rated for integration and remediation."}, {"id": "mai-20260917-0922-baseline|c100-m3|mistral-small|UpGuard BreachSight", "prompt": "c100-m3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "UpGuard BreachSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Focuses on external asset discovery, dark web monitoring, and social media impersonation detection."}, {"id": "mai-20260917-0922-baseline|c100-m3|mistral-small|Microsoft Defender EASM", "prompt": "c100-m3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for enterprises already using Microsoft security tools, providing expansive mapping and data richness."}, {"id": "mai-20260917-0922-baseline|c100-m3|moonshot-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-m3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Enterprise EASM with NGFW integration"}, {"id": "mai-20260917-0922-baseline|c100-m3|moonshot-small|CrowdStrike Falcon Surface", "prompt": "c100-m3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Organizations already using CrowdStrike Falcon platform"}, {"id": "mai-20260917-0922-baseline|c100-m3|moonshot-small|CyCognito", "prompt": "c100-m3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: AI-driven discovery without manual input"}, {"id": "mai-20260917-0922-baseline|c100-m3|moonshot-small|Microsoft Defender EASM", "prompt": "c100-m3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Microsoft-centric security stacks"}, {"id": "mai-20260917-0922-baseline|c100-m3|moonshot-small|Mandiant ASM", "prompt": "c100-m3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Mandiant ASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Threat-intelligence-led ASM"}, {"id": "mai-20260917-0922-baseline|c100-m3|moonshot-small|Censys", "prompt": "c100-m3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Best-in-class as a **data layer** (API-driven), though limited validation capabilities"}, {"id": "mai-20260917-0922-baseline|c100-m3|moonshot-small|IBM Randori", "prompt": "c100-m3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "IBM Randori", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: ASM + Continuous Automated Red Teaming (CART)"}, {"id": "mai-20260917-0922-baseline|c100-m3|moonshot-small|Tenable ASM", "prompt": "c100-m3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Tenable ASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Organizations using Tenable One platform"}, {"id": "mai-20260917-0922-baseline|c100-m3|openai-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-m3", "model": "openai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Palo Alto Cortex Xpanse** if you want best-in-class external discovery"}, {"id": "mai-20260917-0922-baseline|c100-m3|openai-small|Microsoft Defender External Attack Surface Management (Defender EASM)", "prompt": "c100-m3", "model": "openai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender External Attack Surface Management (Defender EASM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you're already in Microsoft Defender / Entra / Azure"}, {"id": "mai-20260917-0922-baseline|c100-m3|openai-small|Tenable Attack Surface Management", "prompt": "c100-m3", "model": "openai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Tenable Attack Surface Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest when paired with Tenable One"}, {"id": "mai-20260917-0922-baseline|c100-m3|openai-small|Bitsight EASM", "prompt": "c100-m3", "model": "openai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Bitsight EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Bitsight EASM** if your focus is third-party risk and security posture monitoring"}, {"id": "mai-20260917-0922-baseline|c100-m3|openai-small|Censys ASM", "prompt": "c100-m3", "model": "openai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Censys ASM** if you want internet-wide asset intelligence and fast investigation workflows"}, {"id": "mai-20260917-0922-baseline|c100-m3|openai-small|CrowdStrike Falcon Exposure Management", "prompt": "c100-m3", "model": "openai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if you want external exposure tied to endpoint/cloud telemetry in the Falcon platform"}, {"id": "mai-20260917-0922-baseline|c100-m3|xai-small|Cortex Xpanse (Palo Alto Networks)", "prompt": "c100-m3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Cortex Xpanse (Palo Alto Networks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader in Forrester Wave (top score in strategy, vision, innovation, roadmap)."}, {"id": "mai-20260917-0922-baseline|c100-m3|xai-small|Tenable (Tenable One/ASM)", "prompt": "c100-m3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Tenable (Tenable One/ASM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Leader in Gartner MQ (highest Ability to Execute, furthest Completeness of Vision)"}, {"id": "mai-20260917-0922-baseline|c100-m3|xai-small|Qualys (Cloud Platform/EASM)", "prompt": "c100-m3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Qualys (Cloud Platform/EASM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader in Gartner MQ; praised for cloud-based vulnerability and risk management."}, {"id": "mai-20260917-0922-baseline|c100-m3|xai-small|Rapid7", "prompt": "c100-m3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leader in Gartner MQ; excels in exposure management with SIEM/MDR integration."}, {"id": "mai-20260917-0922-baseline|c100-m3|xai-small|CrowdStrike Falcon Exposure Management", "prompt": "c100-m3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Evaluated in Forrester; strong for ecosystem users."}, {"id": "mai-20260917-0922-baseline|c100-m3|xai-small|CyCognito", "prompt": "c100-m3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AI-driven, seedless discovery; tops lists for shadow IT detection."}, {"id": "mai-20260917-0922-baseline|c100-m3|xai-small|Censys", "prompt": "c100-m3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best-in-class internet-scale scanning and data depth."}, {"id": "mai-20260917-0922-baseline|c100-m3|xai-small|Mandiant ASM (Google Cloud)", "prompt": "c100-m3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Mandiant ASM (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Threat intelligence-led."}, {"id": "mai-20260917-0922-baseline|c100-m3|xai-small|Microsoft Defender EASM", "prompt": "c100-m3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others: Microsoft Defender EASM (Azure-focused)"}, {"id": "mai-20260917-0922-baseline|c100-m3|xai-small|Wiz", "prompt": "c100-m3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Wiz (cloud-native)"}, {"id": "mai-20260917-0922-baseline|c100-m3|xai-small|Synack", "prompt": "c100-m3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Synack (with AI pentesting/human validation)"}, {"id": "mai-20260917-0922-baseline|c100-m3|xai-small|Randori/IBM", "prompt": "c100-m3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Randori/IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Randori/IBM (attacker emulation)"}, {"id": "mai-20260917-0922-baseline|c100-m3|xai-small|Armis", "prompt": "c100-m3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Armis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "CAASM/internal (asset-focused, e.g., Armis/JupiterOne)"}, {"id": "mai-20260917-0922-baseline|c100-m3|xai-small|JupiterOne", "prompt": "c100-m3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "JupiterOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "CAASM/internal (asset-focused, e.g., Armis/JupiterOne)"}, {"id": "mai-20260917-0922-baseline|c100-m3|zai-small|Synack", "prompt": "c100-m3", "model": "zai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Synack** = discovery + AI pentesting + human validation (best for validated, actionable risks)."}, {"id": "mai-20260917-0922-baseline|c100-m3|zai-small|Wiz", "prompt": "c100-m3", "model": "zai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wiz** = cloud-native Security Graph, AI-guided remediation (best for code-to-cloud visibility)."}, {"id": "mai-20260917-0922-baseline|c100-m3|zai-small|Bitsight", "prompt": "c100-m3", "model": "zai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitsight** = EASM + ratings + third-party risk (best for external surface and vendor risk)."}, {"id": "mai-20260917-0922-baseline|c100-m3|zai-small|UpGuard Breach Risk", "prompt": "c100-m3", "model": "zai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "UpGuard Breach Risk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**UpGuard** = three-surface (external + dark web + social) + vendor risk"}, {"id": "mai-20260917-0922-baseline|c100-m3|zai-small|SecPod SanerNow", "prompt": "c100-m3", "model": "zai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "SecPod SanerNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SecPod SanerNow** = broad discovery + patch automation"}, {"id": "mai-20260917-0922-baseline|c100-m3|zai-small|Censys", "prompt": "c100-m3", "model": "zai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Censys** = powerful internet scanning as a data layer (best as an input source, not a full program)."}, {"id": "mai-20260917-0922-baseline|c100-m4|alibaba-small|Intruder", "prompt": "c100-m4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intruder is currently the top recommendation for budget-conscious teams."}, {"id": "mai-20260917-0922-baseline|c100-m4|alibaba-small|RunZero (Community Edition)", "prompt": "c100-m4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "RunZero (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free Option: RunZero (Community Edition)"}, {"id": "mai-20260917-0922-baseline|c100-m4|alibaba-small|Shodan Monitor", "prompt": "c100-m4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Shodan Monitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shodan Monitor: Starts around $69/month."}, {"id": "mai-20260917-0922-baseline|c100-m4|alibaba-small|Attack Surface Scan", "prompt": "c100-m4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Attack Surface Scan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "One of the lowest-cost dedicated EASM vendors, starting as low as $25/month."}, {"id": "mai-20260917-0922-baseline|c100-m4|alibaba-small|Microsoft Defender EASM", "prompt": "c100-m4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Existing Microsoft Customers: Microsoft Defender EASM"}, {"id": "mai-20260917-0922-baseline|c100-m4|anthropic-small|Attaxion", "prompt": "c100-m4", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Attaxion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Attaxion** stands out as the top recommendation for budget-conscious organizations."}, {"id": "mai-20260917-0922-baseline|c100-m4|anthropic-small|Microsoft Defender EASM", "prompt": "c100-m4", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "another solid choice if you're already using Microsoft products"}, {"id": "mai-20260917-0922-baseline|c100-m4|anthropic-small|Open-Source Tools", "prompt": "c100-m4", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Open-Source Tools", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "offer a zero-cost option, though with limitations... not meant for continuous usage"}, {"id": "mai-20260917-0922-baseline|c100-m4|challenger-small|Intruder", "prompt": "c100-m4", "model": "challenger-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to choose one for most budget-conscious small companies, I would pick **Intruder**"}, {"id": "mai-20260917-0922-baseline|c100-m4|challenger-small|Detectify", "prompt": "c100-m4", "model": "challenger-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want budget transparency for web-app-focused EASM:** **Detectify**"}, {"id": "mai-20260917-0922-baseline|c100-m4|challenger-small|runZero Community Edition", "prompt": "c100-m4", "model": "challenger-small", "cat": "attack-surface-management", "variant": "budget", "raw": "runZero Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "free for up to **100 assets**, making it the best no-cost option if your environment is small enough"}, {"id": "mai-20260917-0922-baseline|c100-m4|challenger-small|HostedScan", "prompt": "c100-m4", "model": "challenger-small", "cat": "attack-surface-management", "variant": "budget", "raw": "HostedScan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HostedScan** is also a budget-friendly option, with a **free forever plan** and paid plans starting at **$49/month**"}, {"id": "mai-20260917-0922-baseline|c100-m4|deepseek-small|Intruder", "prompt": "c100-m4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intruder** is the safest all-around pick (transparent pricing, built for teams without dedicated security staff, strong SMB fit)"}, {"id": "mai-20260917-0922-baseline|c100-m4|deepseek-small|Attaxion", "prompt": "c100-m4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you specifically need the absolute lowest price per asset, **Attaxion** edges it out."}, {"id": "mai-20260917-0922-baseline|c100-m4|deepseek-small|Detectify", "prompt": "c100-m4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Web-Heavy Businesses: **Detectify** ... However, beware—its low advertised entry price ... only covers *application scanning*"}, {"id": "mai-20260917-0922-baseline|c100-m4|deepseek-small|runZero Community Edition", "prompt": "c100-m4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "runZero Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free for up to 100 assets"}, {"id": "mai-20260917-0922-baseline|c100-m4|deepseek-small|Microsoft Defender EASM", "prompt": "c100-m4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "from ~$2/user/month if you're already a Microsoft shop (a very cheap add-on for Defender customers)"}, {"id": "mai-20260917-0922-baseline|c100-m4|deepseek-small|CyCognito", "prompt": "c100-m4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise platforms (CyCognito, Cortex Xpanse, Bitsight) run $50,000–$500,000+—generally out of reach for limited budgets."}, {"id": "mai-20260917-0922-baseline|c100-m4|deepseek-small|Cortex Xpanse", "prompt": "c100-m4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise platforms (CyCognito, Cortex Xpanse, Bitsight) run $50,000–$500,000+—generally out of reach for limited budgets."}, {"id": "mai-20260917-0922-baseline|c100-m4|deepseek-small|Bitsight", "prompt": "c100-m4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Bitsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise platforms (CyCognito, Cortex Xpanse, Bitsight) run $50,000–$500,000+—generally out of reach for limited budgets."}, {"id": "mai-20260917-0922-baseline|c100-m4|google-small|Palo Alto Cortex Xpanse", "prompt": "c100-m4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "major enterprise solutions (such as Palo Alto Cortex Xpanse, CyCognito, or Censys) easily scale into five-figure annual contracts"}, {"id": "mai-20260917-0922-baseline|c100-m4|google-small|CyCognito", "prompt": "c100-m4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "easily scale into five-figure annual contracts"}, {"id": "mai-20260917-0922-baseline|c100-m4|google-small|Censys", "prompt": "c100-m4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "easily scale into five-figure annual contracts"}, {"id": "mai-20260917-0922-baseline|c100-m4|google-small|Attaxion", "prompt": "c100-m4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Attaxion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want an easy commercial dashboard with zero setup and a predictable flat-rate budget, choose Attaxion."}, {"id": "mai-20260917-0922-baseline|c100-m4|google-small|ProjectDiscovery Cloud Platform (Neo)", "prompt": "c100-m4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "ProjectDiscovery Cloud Platform (Neo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have a developer-centric team ... choose ProjectDiscovery Cloud Platform (Neo)"}, {"id": "mai-20260917-0922-baseline|c100-m4|google-small|runZero (Community Edition)", "prompt": "c100-m4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "runZero (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you have fewer than 100 assets and want standard IT/OT/External visibility for free, sign up for runZero Community Edition."}, {"id": "mai-20260917-0922-baseline|c100-m4|google-small|reNgine", "prompt": "c100-m4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "reNgine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "deploy reNgine or OASM on a virtual machine to get a premium-feeling, self-hosted ASM interface"}, {"id": "mai-20260917-0922-baseline|c100-m4|google-small|OASM (Open-ASM)", "prompt": "c100-m4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "OASM (Open-ASM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "deploy reNgine or OASM on a virtual machine"}, {"id": "mai-20260917-0922-baseline|c100-m4|google-small|The ProjectDiscovery Open-Source Suite (Subfinder + httpx + Nuclei)", "prompt": "c100-m4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "The ProjectDiscovery Open-Source Suite (Subfinder + httpx + Nuclei)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Building a modular, command-line DIY ASM pipeline."}, {"id": "mai-20260917-0922-baseline|c100-m4|google-small|OWASP Amass", "prompt": "c100-m4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "OWASP Amass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Amass is the most thorough open-source active and passive asset discovery tool available"}, {"id": "mai-20260917-0922-baseline|c100-m4|google-small|Microsoft Defender External Attack Surface Management (Defender EASM)", "prompt": "c100-m4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender External Attack Surface Management (Defender EASM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "The Budget Warning: Be cautious with this pricing model ... resulting in unpredictable monthly bills."}, {"id": "mai-20260917-0922-baseline|c100-m4|meta-small|Intruder", "prompt": "c100-m4", "model": "meta-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one of the mid-market or SMB-focused platforms, such as Intruder, Detectify, or Attaxion"}, {"id": "mai-20260917-0922-baseline|c100-m4|meta-small|Detectify", "prompt": "c100-m4", "model": "meta-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Detectify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as Intruder, Detectify, or Attaxion, which typically cost between $10,000 and $50,000 per year"}, {"id": "mai-20260917-0922-baseline|c100-m4|meta-small|Attaxion", "prompt": "c100-m4", "model": "meta-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Attaxion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "such as Intruder, Detectify, or Attaxion, which typically cost between $10,000 and $50,000 per year"}, {"id": "mai-20260917-0922-baseline|c100-m4|minimax-small|Intruder", "prompt": "c100-m4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best value paid option:** **Intruder** is frequently recommended for SMBs due to transparent pricing, comprehensive features, and a free tier that actually works"}, {"id": "mai-20260917-0922-baseline|c100-m4|minimax-small|runZero Community", "prompt": "c100-m4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "runZero Community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **Intruder's free tier** or **runZero's Community Edition**"}, {"id": "mai-20260917-0922-baseline|c100-m4|minimax-small|Qualys Community", "prompt": "c100-m4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Qualys Community", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3 external + 16 internal assets | Very limited asset count"}, {"id": "mai-20260917-0922-baseline|c100-m4|minimax-small|Attack Surface Center", "prompt": "c100-m4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Attack Surface Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "From £89/month (~$110), includes subdomain discovery"}, {"id": "mai-20260917-0922-baseline|c100-m4|minimax-small|Detectify", "prompt": "c100-m4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Detectify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "~€275/month, comprehensive web app monitoring"}, {"id": "mai-20260917-0922-baseline|c100-m4|minimax-small|IntelliBreach", "prompt": "c100-m4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "IntelliBreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "From $79/month, automated vulnerability scanning"}, {"id": "mai-20260917-0922-baseline|c100-m4|minimax-small|CyCognito", "prompt": "c100-m4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CyCognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "require $50,000+/year – these are not suitable for limited budgets"}, {"id": "mai-20260917-0922-baseline|c100-m4|minimax-small|Cortex Xpanse", "prompt": "c100-m4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Cortex Xpanse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "require $50,000+/year – these are not suitable for limited budgets"}, {"id": "mai-20260917-0922-baseline|c100-m4|minimax-small|Bitsight", "prompt": "c100-m4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Bitsight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "require $50,000+/year – these are not suitable for limited budgets"}, {"id": "mai-20260917-0922-baseline|c100-m4|mistral-small|Microsoft Defender EASM", "prompt": "c100-m4", "model": "mistral-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most budget-friendly options, consider Microsoft Defender EASM, Intruder, or Rapid7 InsightVM."}, {"id": "mai-20260917-0922-baseline|c100-m4|mistral-small|Intruder", "prompt": "c100-m4", "model": "mistral-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need a free option, Intruder’s free plan is a good starting point."}, {"id": "mai-20260917-0922-baseline|c100-m4|mistral-small|Rapid7 (InsightVM)", "prompt": "c100-m4", "model": "mistral-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Rapid7 (InsightVM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers modular exposure management and is suitable for those with a limited budget"}, {"id": "mai-20260917-0922-baseline|c100-m4|mistral-small|Detectify", "prompt": "c100-m4", "model": "mistral-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Detectify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Noted as a relatively inexpensive solution for external attack surface management"}, {"id": "mai-20260917-0922-baseline|c100-m4|moonshot-small|Attaxion", "prompt": "c100-m4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Attaxion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Attaxion** - Best Value for SMBs ... Attaxion Starter ($129/mo) | Best value per asset"}, {"id": "mai-20260917-0922-baseline|c100-m4|moonshot-small|Attack Surface Center", "prompt": "c100-m4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Attack Surface Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Free plan available** (no credit card required)... Attack Surface Center Free or OASM | Zero cost to start"}, {"id": "mai-20260917-0922-baseline|c100-m4|moonshot-small|ThreatScope", "prompt": "c100-m4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "ThreatScope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Attaxion Plus ($349/mo) or ThreatScope Professional | Full features, reasonable price"}, {"id": "mai-20260917-0922-baseline|c100-m4|moonshot-small|Intruder", "prompt": "c100-m4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for lean teams needing continuous external scanning"}, {"id": "mai-20260917-0922-baseline|c100-m4|moonshot-small|OASM (Open Attack Surface Management)", "prompt": "c100-m4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "OASM (Open Attack Surface Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Completely free**, self-hosted with Docker"}, {"id": "mai-20260917-0922-baseline|c100-m4|moonshot-small|OWASP Amass", "prompt": "c100-m4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "OWASP Amass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Industry-standard open-source tool for external asset discovery"}, {"id": "mai-20260917-0922-baseline|c100-m4|moonshot-small|reNgine", "prompt": "c100-m4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "reNgine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source automated reconnaissance framework"}, {"id": "mai-20260917-0922-baseline|c100-m4|moonshot-small|Subfinder", "prompt": "c100-m4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Subfinder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Subfinder** or **Sublist3r** (subdomain enumeration)"}, {"id": "mai-20260917-0922-baseline|c100-m4|moonshot-small|Sublist3r", "prompt": "c100-m4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Sublist3r", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Subfinder** or **Sublist3r** (subdomain enumeration)"}, {"id": "mai-20260917-0922-baseline|c100-m4|moonshot-small|Nmap", "prompt": "c100-m4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Nmap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Nmap** (port and service enumeration)"}, {"id": "mai-20260917-0922-baseline|c100-m4|moonshot-small|Nuclei", "prompt": "c100-m4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Nuclei", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Nuclei** or **OpenVAS** (vulnerability scanning)"}, {"id": "mai-20260917-0922-baseline|c100-m4|moonshot-small|OpenVAS", "prompt": "c100-m4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "OpenVAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Nuclei** or **OpenVAS** (vulnerability scanning)"}, {"id": "mai-20260917-0922-baseline|c100-m4|moonshot-small|Microsoft Defender EASM", "prompt": "c100-m4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Microsoft Defender EASM starts at just $2/user/month if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c100-m4|openai-small|Intruder", "prompt": "c100-m4", "model": "openai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best practical choice is usually **Intruder** or **Censys**"}, {"id": "mai-20260917-0922-baseline|c100-m4|openai-small|Censys", "prompt": "c100-m4", "model": "openai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Censys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best practical choice is usually **Intruder** or **Censys**"}, {"id": "mai-20260917-0922-baseline|c100-m4|openai-small|Wiz", "prompt": "c100-m4", "model": "openai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing is quote-based and generally aimed at larger cloud/security programs"}, {"id": "mai-20260917-0922-baseline|c100-m4|openai-small|Aikido Security", "prompt": "c100-m4", "model": "openai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "good ratings, but G2 notes pricing can be challenging for micro businesses due to upgrade costs"}, {"id": "mai-20260917-0922-baseline|c100-m4|xai-small|Intruder.io's Free plan", "prompt": "c100-m4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder.io's Free plan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intruder.io's Free plan** stands out as the top recommendation based on recent reviews and comparisons."}, {"id": "mai-20260917-0922-baseline|c100-m4|xai-small|OWASP Amass", "prompt": "c100-m4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "OWASP Amass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OWASP Amass** (Free, open-source): Excellent for asset discovery"}, {"id": "mai-20260917-0922-baseline|c100-m4|xai-small|OpenVAS", "prompt": "c100-m4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "OpenVAS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pair with OpenVAS (free vuln scanner) for a DIY stack."}, {"id": "mai-20260917-0922-baseline|c100-m4|xai-small|Sn1per Community Edition", "prompt": "c100-m4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Sn1per Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Orchestrates 90+ tools for recon, scanning, and reporting."}, {"id": "mai-20260917-0922-baseline|c100-m4|xai-small|Qualys Community Edition", "prompt": "c100-m4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Qualys Community Edition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focus on vuln scanning; less on full surface discovery."}, {"id": "mai-20260917-0922-baseline|c100-m4|xai-small|bspeka/Attaxion Starter", "prompt": "c100-m4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "bspeka/Attaxion Starter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "$0–$129/mo (trials/free tiers) | SMB monitoring | Emerging (positive SMB reviews)"}, {"id": "mai-20260917-0922-baseline|c100-m4|xai-small|Defender EASM", "prompt": "c100-m4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If Microsoft-heavy: Check Defender EASM (low-cost add-on for existing 365/Defender users)."}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|Criminal IP ASM", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Criminal IP ASM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Criminal IP ASM** – great balance of features and price for small teams."}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|Detectify", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Detectify** – if your main concern is web-app vulnerabilities."}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|Intruder", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Intruder** – if you want simple, continuous external scanning and vulnerability management."}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|Attack Surface Center", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Attack Surface Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Attack Surface Center** – if you want a full ASM suite with port scanning, web scanning, subdomain discovery"}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|Attaxion", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Attaxion** – if you want AI-assisted, agentless continuous discovery."}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|OWASP Amass", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "OWASP Amass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**OWASP Amass** – industry-standard for external asset discovery and subdomain enumeration."}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|Subfinder", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Subfinder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Subfinder** – fast passive subdomain enumeration using many data sources."}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|Findomain", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Findomain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Findomain** – cross-platform enumerator with optional monitoring."}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|Knock", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Knock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Knock** – subdomain scanner with wordlists and zone-transfer support."}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|Chaos Client", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Chaos Client", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Chaos Client** – queries the ProjectDiscovery Chaos dataset for passive enumeration."}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|Wappalyzer (fork)", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Wappalyzer (fork)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "free, open-source fork for identifying technologies on assets"}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|BuiltWith", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "BuiltWith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**BuiltWith** (web-based) – technology fingerprinting (often has a free tier)."}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|Nuclei", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Nuclei", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Nuclei** – fast template-based scanner for known vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|ZAP", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "ZAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**ZAP** (OWASP ZAP) – web-app scanner with many extensions."}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|OpenVAS", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "OpenVAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**OpenVAS** – full-featured vulnerability scanner."}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|Sn1per Community Edition", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Sn1per Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "open-source self-hosted EASM platform that stitches together many of the above tools and offers a dashboard"}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|Hackrate", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Hackrate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "~€250/month | External attack surface monitoring and reporting."}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|Shockwave", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Shockwave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**Shockwave** (Essential tier) for cloud-focused ASM."}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|TrustedSite", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "TrustedSite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "~$30 per target | Website security monitoring and reporting."}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|UpGuard BreachSight", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "UpGuard BreachSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "**UpGuard BreachSight** if you need strong reporting, typosquatting detection, and integrations."}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|Reflectiz", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Reflectiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "**Reflectiz** | Custom pricing | Comprehensive website scanning"}, {"id": "mai-20260917-0922-baseline|c100-m4|zai-small|Censys", "prompt": "c100-m4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 22, "ev": "Internet-scale asset discovery (Censys, etc.) ... These are not recommended for a limited-budget scenario"}, {"id": "mai-20260917-0922-baseline|c100-m5|deepseek-small|Cortex Xpanse", "prompt": "c100-m5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise tools (Cortex Xpanse, premium CyCognito) can run $100K+."}, {"id": "mai-20260917-0922-baseline|c100-m5|deepseek-small|Censys ASM", "prompt": "c100-m5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Censys ASM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Internet-scale discovery, comprehensive scanning, strong API | Good mid-market fit, ~$25K+/year"}, {"id": "mai-20260917-0922-baseline|c100-m5|deepseek-small|CyCognito", "prompt": "c100-m5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Discovery + active testing + exploit-informed prioritization | Stronger for teams wanting validation built in"}, {"id": "mai-20260917-0922-baseline|c100-m5|deepseek-small|Microsoft Defender EASM", "prompt": "c100-m5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're a Microsoft/Azure shop, deeply integrated | ~$0.011/asset/day — cost-effective at your scale"}, {"id": "mai-20260917-0922-baseline|c100-m5|deepseek-small|CrowdStrike Falcon Surface", "prompt": "c100-m5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already use CrowdStrike, it integrates into the Falcon platform | Best as a module, not standalone"}, {"id": "mai-20260917-0922-baseline|c100-m5|deepseek-small|Wiz", "prompt": "c100-m5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Powerful if you're cloud-heavy (multi-cloud) with deep cloud/identity context | Leader in cloud-aware ASM"}, {"id": "mai-20260917-0922-baseline|c100-m5|google-small|Palo Alto Cortex Xpanse", "prompt": "c100-m5", "model": "google-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "skip the heavyweight, six-figure enterprise suites (like *Palo Alto Cortex Xpanse*, which is designed for massive SOCs with budgets to match)"}, {"id": "mai-20260917-0922-baseline|c100-m5|google-small|Intruder", "prompt": "c100-m5", "model": "google-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Highly praised for straightforward user experiences, easy setup, and getting out of your way once configured."}, {"id": "mai-20260917-0922-baseline|c100-m5|google-small|Halo Security", "prompt": "c100-m5", "model": "google-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Halo Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Intruder / Halo Security:** Highly praised for straightforward user experiences, easy setup"}, {"id": "mai-20260917-0922-baseline|c100-m5|google-small|runZero", "prompt": "c100-m5", "model": "google-small", "cat": "attack-surface-management", "variant": "scale", "raw": "runZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent if you want to combine internal asset discovery (CAASM) with external attack surface discovery (EASM)"}, {"id": "mai-20260917-0922-baseline|c100-m5|google-small|CyCognito", "prompt": "c100-m5", "model": "google-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Very strong on automated attribution and shadow IT discovery, often scaling well for fast-growing mid-market companies."}, {"id": "mai-20260917-0922-baseline|c100-m5|google-small|Microsoft Defender", "prompt": "c100-m5", "model": "google-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look at their built-in EASM add-ons (e.g., *Defender EASM* or *Falcon Surface*)"}, {"id": "mai-20260917-0922-baseline|c100-m5|google-small|CrowdStrike", "prompt": "c100-m5", "model": "google-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look at their built-in EASM add-ons (e.g., *Defender EASM* or *Falcon Surface*)"}, {"id": "mai-20260917-0922-baseline|c100-m5|google-small|Tenable", "prompt": "c100-m5", "model": "google-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you already use **Microsoft Defender**, **CrowdStrike**, **Tenable**, or **Rapid7**, look at their built-in EASM add-ons"}, {"id": "mai-20260917-0922-baseline|c100-m5|google-small|Rapid7", "prompt": "c100-m5", "model": "google-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you already use ... **Rapid7**, look at their built-in EASM add-ons"}, {"id": "mai-20260917-0922-baseline|c100-m5|mistral-small|Randori", "prompt": "c100-m5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Randori", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Comprehensive ASM**: Randori, Bishop Fox, Netenrich, AttackIQ"}, {"id": "mai-20260917-0922-baseline|c100-m5|mistral-small|Bishop Fox", "prompt": "c100-m5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Bishop Fox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Comprehensive ASM**: Randori, Bishop Fox, Netenrich, AttackIQ"}, {"id": "mai-20260917-0922-baseline|c100-m5|mistral-small|Netenrich", "prompt": "c100-m5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Netenrich", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Comprehensive ASM**: Randori, Bishop Fox, Netenrich, AttackIQ"}, {"id": "mai-20260917-0922-baseline|c100-m5|mistral-small|AttackIQ", "prompt": "c100-m5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "AttackIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Comprehensive ASM**: Randori, Bishop Fox, Netenrich, AttackIQ"}, {"id": "mai-20260917-0922-baseline|c100-m5|mistral-small|Wiz", "prompt": "c100-m5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cloud-Focused ASM**: Wiz, Ermetic, Orca Security"}, {"id": "mai-20260917-0922-baseline|c100-m5|mistral-small|Ermetic", "prompt": "c100-m5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Ermetic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cloud-Focused ASM**: Wiz, Ermetic, Orca Security"}, {"id": "mai-20260917-0922-baseline|c100-m5|mistral-small|Orca Security", "prompt": "c100-m5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cloud-Focused ASM**: Wiz, Ermetic, Orca Security"}, {"id": "mai-20260917-0922-baseline|c100-m5|mistral-small|Tenable", "prompt": "c100-m5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Hybrid ASM**: Tenable, Qualys, Rapid7"}, {"id": "mai-20260917-0922-baseline|c100-m5|mistral-small|Qualys", "prompt": "c100-m5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Hybrid ASM**: Tenable, Qualys, Rapid7"}, {"id": "mai-20260917-0922-baseline|c100-m5|mistral-small|Rapid7", "prompt": "c100-m5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Hybrid ASM**: Tenable, Qualys, Rapid7"}, {"id": "mai-20260917-0922-baseline|c100-m5|mistral-small|JupiterOne", "prompt": "c100-m5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "JupiterOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Emerging Players**: JupiterOne, Axonius (for asset inventory + risk context)"}, {"id": "mai-20260917-0922-baseline|c100-m5|mistral-small|Axonius", "prompt": "c100-m5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Axonius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Emerging Players**: JupiterOne, Axonius (for asset inventory + risk context)"}, {"id": "mai-20260917-0922-baseline|c100-m5|xai-small|Bitsight", "prompt": "c100-m5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "risk reduction (e.g., Bitsight claims 45% breach risk drop)"}, {"id": "mai-20260917-0922-baseline|c100-m5|xai-small|CyCognito", "prompt": "c100-m5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CyCognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top 2024/2025 options for mid-sized orgs include CyCognito, Bitsight, UpGuard, JupiterOne"}, {"id": "mai-20260917-0922-baseline|c100-m5|xai-small|UpGuard", "prompt": "c100-m5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "options for mid-sized orgs include CyCognito, Bitsight, UpGuard, JupiterOne"}, {"id": "mai-20260917-0922-baseline|c100-m5|xai-small|JupiterOne", "prompt": "c100-m5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "JupiterOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CyCognito, Bitsight, UpGuard, JupiterOne, Palo Alto (Cortex Xpanse)"}, {"id": "mai-20260917-0922-baseline|c100-m5|xai-small|Palo Alto (Cortex Xpanse)", "prompt": "c100-m5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Palo Alto (Cortex Xpanse)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Palo Alto (Cortex Xpanse), Rapid7 (AttackSurface), and Detectify"}, {"id": "mai-20260917-0922-baseline|c100-m5|xai-small|Rapid7 (AttackSurface)", "prompt": "c100-m5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Rapid7 (AttackSurface)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Rapid7 (AttackSurface), and Detectify"}, {"id": "mai-20260917-0922-baseline|c100-m5|xai-small|Detectify", "prompt": "c100-m5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Detectify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Rapid7 (AttackSurface), and Detectify. Review G2/Peerspot for user ratings."}, {"id": "mai-20260917-0922-baseline|c100-m5|zai-small|Bitsight", "prompt": "c100-m5", "model": "zai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Bitsight**: Best overall EASM platform for global enterprises; strong risk intelligence."}, {"id": "mai-20260917-0922-baseline|c100-m5|zai-small|Synack", "prompt": "c100-m5", "model": "zai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Synack**: Combines attack surface discovery with AI pentesting and human validation."}, {"id": "mai-20260917-0922-baseline|c100-m5|zai-small|CyCognito", "prompt": "c100-m5", "model": "zai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CyCognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**CyCognito**: Seedless EASM with strong shadow IT detection and attack simulation."}, {"id": "mai-20260917-0922-baseline|c100-m5|zai-small|Cortex Xpanse", "prompt": "c100-m5", "model": "zai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Cortex Xpanse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Cortex Xpanse**: Massively scalable EASM, especially for Palo Alto customers."}, {"id": "mai-20260917-0922-baseline|c100-m5|zai-small|Wiz", "prompt": "c100-m5", "model": "zai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Wiz**: Cloud-focused ASM with unified posture, identity, and vulnerability context."}, {"id": "mai-20260917-0922-baseline|c100-m5|zai-small|IONIX", "prompt": "c100-m5", "model": "zai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "IONIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**IONIX**: Entity-based exposure management with multi-entity/supply chain support."}, {"id": "mai-20260917-0922-baseline|c100-m5|zai-small|Google Cloud Security by Mandiant", "prompt": "c100-m5", "model": "zai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Google Cloud Security by Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong for Google Cloud and Microsoft-centric environments."}, {"id": "mai-20260917-0922-baseline|c100-m6|alibaba-small|Censys", "prompt": "c100-m6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "relying on them as a standalone ASM solution leaves your team to manually interpret data without automated exploit validation"}, {"id": "mai-20260917-0922-baseline|c100-m6|alibaba-small|Synack", "prompt": "c100-m6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good platforms (like **Synack**, **SecPod**, or **Tenable**) prioritize findings based on business context"}, {"id": "mai-20260917-0922-baseline|c100-m6|alibaba-small|SecPod", "prompt": "c100-m6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "SecPod", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good platforms (like **Synack**, **SecPod**, or **Tenable**) prioritize findings based on business context"}, {"id": "mai-20260917-0922-baseline|c100-m6|alibaba-small|Tenable", "prompt": "c100-m6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good platforms (like **Synack**, **SecPod**, or **Tenable**) prioritize findings based on business context"}, {"id": "mai-20260917-0922-baseline|c100-m6|alibaba-small|BitSight", "prompt": "c100-m6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Vendors like **BitSight** or **Mandiant** may have pricing models ($10k-$100k+ annually) that are overkill"}, {"id": "mai-20260917-0922-baseline|c100-m6|alibaba-small|Mandiant", "prompt": "c100-m6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Mandiant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Vendors like **BitSight** or **Mandiant** may have pricing models ($10k-$100k+ annually) that are overkill"}, {"id": "mai-20260917-0922-baseline|c100-m6|alibaba-small|Intruder", "prompt": "c100-m6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "External tools (like **Intruder** or **Detectify**) focus on what the *internet* sees. Avoid using these if your primary goal is managing internal corporate network exposure"}, {"id": "mai-20260917-0922-baseline|c100-m6|alibaba-small|Detectify", "prompt": "c100-m6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Detectify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "External tools (like **Intruder** or **Detectify**) focus on what the *internet* sees. Avoid using these if your primary goal is managing internal corporate network exposure"}, {"id": "mai-20260917-0922-baseline|c100-m6|challenger-small|Censys", "prompt": "c100-m6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Censys is explicitly described as best-in-class for internet scanning, but with **no validation**, making it a strong data layer rather than a standalone ASM program."}, {"id": "mai-20260917-0922-baseline|c100-m6|challenger-small|Ionix", "prompt": "c100-m6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Ionix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Ionix flags \"discovery starts from a seed domain list\" as a **red flag**"}, {"id": "mai-20260917-0922-baseline|c100-m6|challenger-small|Cortex Xpanse", "prompt": "c100-m6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cortex Xpanse is positioned as best for **Palo Alto customers** ... both should be viewed cautiously if you need broad cross-vendor flexibility."}, {"id": "mai-20260917-0922-baseline|c100-m6|challenger-small|Defender EASM", "prompt": "c100-m6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Defender EASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Defender EASM is best for **Microsoft shops**, so both should be viewed cautiously if you need broad cross-vendor flexibility."}, {"id": "mai-20260917-0922-baseline|c100-m6|challenger-small|Detectify", "prompt": "c100-m6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Detectify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Detectify is described as **web-focused**, so it is not a fit for broader external exposure management needs."}, {"id": "mai-20260917-0922-baseline|c100-m6|challenger-small|Tenable ASM", "prompt": "c100-m6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable ASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tenable ASM is described as **unified VM + ASM**, which can be useful, but it should be evaluated carefully if your main need is deep external discovery."}, {"id": "mai-20260917-0922-baseline|c100-m6|deepseek-small|Microsoft Defender EASM", "prompt": "c100-m6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict: **Avoid if** your environment isn't heavily Azure-centric. Be cautious even if it is, due to the false-positive workload."}, {"id": "mai-20260917-0922-baseline|c100-m6|deepseek-small|Censys ASM", "prompt": "c100-m6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys ASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Verdict: **Be cautious** if you lack internal expertise to manage complex queries and don't want to manually prune stale assets."}, {"id": "mai-20260917-0922-baseline|c100-m6|deepseek-small|Attaxion", "prompt": "c100-m6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Attaxion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Verdict: **Avoid** these if you require strict integration workflows."}, {"id": "mai-20260917-0922-baseline|c100-m6|google-small|RiskIQ", "prompt": "c100-m6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "RiskIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "these acquired platforms are often overpriced, rigid, and slow to receive cutting-edge feature updates compared to modern independent vendors"}, {"id": "mai-20260917-0922-baseline|c100-m6|google-small|Intrigue", "prompt": "c100-m6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Intrigue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Once acquired, these platforms are often folded into massive enterprise security suites... Standalone development of the tool frequently slows down"}, {"id": "mai-20260917-0922-baseline|c100-m6|google-small|Expanse", "prompt": "c100-m6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Expanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Palo Alto Networks acquiring Expanse... these acquired platforms are often overpriced, rigid, and slow to receive cutting-edge feature updates"}, {"id": "mai-20260917-0922-baseline|c100-m6|google-small|Cyberint", "prompt": "c100-m6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Cyberint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Check Point acquiring Cyberint and Cyclops... the pricing is restructured to force you into a larger platform commitment"}, {"id": "mai-20260917-0922-baseline|c100-m6|google-small|Cyclops", "prompt": "c100-m6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Cyclops", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Check Point acquiring Cyberint and Cyclops... Standalone development of the tool frequently slows down"}, {"id": "mai-20260917-0922-baseline|c100-m6|google-small|Microsoft Defender", "prompt": "c100-m6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "folded into massive enterprise security suites (like Microsoft Defender...) ... if you are looking for an agile, standalone, multi-cloud solution, these acquired platforms are often overpriced"}, {"id": "mai-20260917-0922-baseline|c100-m6|google-small|Google Cloud Security", "prompt": "c100-m6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Google Cloud Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "folded into massive enterprise security suites (like Microsoft Defender, Google Cloud Security, or Check Point Infinity)"}, {"id": "mai-20260917-0922-baseline|c100-m6|google-small|Check Point Infinity", "prompt": "c100-m6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Check Point Infinity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "folded into massive enterprise security suites (like Microsoft Defender, Google Cloud Security, or Check Point Infinity)"}, {"id": "mai-20260917-0922-baseline|c100-m6|meta-small|Cortex Xpanse", "prompt": "c100-m6", "model": "meta-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cortex Xpanse: It has limited validation capabilities and is best suited for Palo Alto customers."}, {"id": "mai-20260917-0922-baseline|c100-m6|meta-small|Defender EASM", "prompt": "c100-m6", "model": "meta-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Defender EASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Defender EASM: It is Microsoft-centric and has limited validation capabilities."}, {"id": "mai-20260917-0922-baseline|c100-m6|meta-small|Censys", "prompt": "c100-m6", "model": "meta-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Censys: It has no validation capabilities and is best suited for discovery accuracy."}, {"id": "mai-20260917-0922-baseline|c100-m6|mistral-small|Censys", "prompt": "c100-m6", "model": "mistral-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it does **not offer validation** of exposures... this makes it more suitable as a data layer or for discovery rather than a standalone ASM solution"}, {"id": "mai-20260917-0922-baseline|c100-m6|mistral-small|Cortex Xpanse", "prompt": "c100-m6", "model": "mistral-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its validation capabilities are described as \"limited.\"... organizations needing robust exposure validation should be cautious"}, {"id": "mai-20260917-0922-baseline|c100-m6|moonshot-small|Censys", "prompt": "c100-m6", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "\"70% drop in false positives\" — documented improvement when switching from some platforms to alternatives (Forrester TEI study on Censys)"}, {"id": "mai-20260917-0922-baseline|c100-m6|xai-small|CloudSEK BeVigil", "prompt": "c100-m6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CloudSEK BeVigil", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**High Caution (Frequent Complaints in Reviews)**:\n- **CloudSEK BeVigil**... **Avoid if**: You're resource-constrained"}, {"id": "mai-20260917-0922-baseline|c100-m6|xai-small|Microsoft Defender External Attack Surface Management (EASM)", "prompt": "c100-m6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Microsoft Defender External Attack Surface Management (EASM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid if**: Not deep in Microsoft ecosystem. Gartner notes it's \"complex like most MS products.\""}, {"id": "mai-20260917-0922-baseline|c100-m6|xai-small|CyCognito", "prompt": "c100-m6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Moderate Caution... false positives, slow/poor support response (tickets ignored)"}, {"id": "mai-20260917-0922-baseline|c100-m6|xai-small|Tenable One ASM", "prompt": "c100-m6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable One ASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some G2/Gartner mentions of alert fatigue in comparisons; setup/group policies tricky initially"}, {"id": "mai-20260917-0922-baseline|c100-m6|xai-small|Censys", "prompt": "c100-m6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Common in EASM (e.g., discovery tools like early Censys or basic scanners)"}, {"id": "mai-20260917-0922-baseline|c100-m6|xai-small|Wiz", "prompt": "c100-m6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Safer Bets**: Wiz (4.7/5 G2, top Gartner)"}, {"id": "mai-20260917-0922-baseline|c100-m6|xai-small|CrowdStrike Falcon Exposure", "prompt": "c100-m6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CrowdStrike Falcon Exposure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "CrowdStrike Falcon Exposure (4.7)"}, {"id": "mai-20260917-0922-baseline|c100-m6|xai-small|Palo Alto Cortex Xpanse", "prompt": "c100-m6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Palo Alto Cortex Xpanse (Forrester Leader)"}, {"id": "mai-20260917-0922-baseline|c100-m6|xai-small|Bitsight", "prompt": "c100-m6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Bitsight (strong EASM). Low noise, broad discovery"}, {"id": "mai-20260917-0922-baseline|c100-m6|xai-small|Trend Micro", "prompt": "c100-m6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "mostly Leaders like Palo Alto Cortex Xpanse, Trend Micro, Qualys (Strong Performer)"}, {"id": "mai-20260917-0922-baseline|c100-m6|xai-small|Qualys", "prompt": "c100-m6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "layer with CTEM tools or vulnerability managers like Qualys/Rapid7"}, {"id": "mai-20260917-0922-baseline|c100-m6|xai-small|Rapid7", "prompt": "c100-m6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "vulnerability managers like Qualys/Rapid7"}, {"id": "mai-20260917-0922-baseline|c100-m6|zai-small|Censys", "prompt": "c100-m6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequently cited as a best-in-class *data layer* for discovery, but reviews often note that it offers **no validation**... dangerous as a standalone solution."}, {"id": "mai-20260917-0922-baseline|c100-m6|zai-small|Tenable", "prompt": "c100-m6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You may see vendors (like older versions of **Tenable**) marketing \"Unified\" solutions... Why to Avoid: ... these legacy stacks are often too heavy and slow."}, {"id": "mai-20260917-0922-baseline|c100-s1|alibaba-small|Intruder", "prompt": "c100-s1", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder for SMBs: **Intruder**"}, {"id": "mai-20260917-0922-baseline|c100-s1|alibaba-small|bspeka", "prompt": "c100-s1", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "direct", "raw": "bspeka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget-Friendly Option: **bspeka**"}, {"id": "mai-20260917-0922-baseline|c100-s1|alibaba-small|UpGuard", "prompt": "c100-s1", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Third-Party Risk (Vendor Risk): **UpGuard**"}, {"id": "mai-20260917-0922-baseline|c100-s1|alibaba-small|Aikido Security", "prompt": "c100-s1", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Developer-Heavy Teams: **Aikido Security**"}, {"id": "mai-20260917-0922-baseline|c100-s1|alibaba-small|Microsoft Defender External Attack Surface Management", "prompt": "c100-s1", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Microsoft Defender External Attack Surface Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Microsoft Ecosystem: **Microsoft Defender External Attack Surface Management**"}, {"id": "mai-20260917-0922-baseline|c100-s1|anthropic-small|HostedScan.com", "prompt": "c100-s1", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "direct", "raw": "HostedScan.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "designed for small businesses seeking affordable attack surface management without the complexity of enterprise solutions"}, {"id": "mai-20260917-0922-baseline|c100-s1|anthropic-small|Intruder", "prompt": "c100-s1", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "another cloud-based vulnerability scanning platform designed for small businesses and lean security teams"}, {"id": "mai-20260917-0922-baseline|c100-s1|anthropic-small|Attaxion", "prompt": "c100-s1", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "stands out for having wide asset coverage and being one of the most affordable solutions"}, {"id": "mai-20260917-0922-baseline|c100-s1|anthropic-small|Detectify", "prompt": "c100-s1", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "primarily geared toward small and medium-sized businesses, combining DAST and external attack surface management"}, {"id": "mai-20260917-0922-baseline|c100-s1|anthropic-small|Microsoft Defender EASM", "prompt": "c100-s1", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a natural fit for organizations using Microsoft's cloud and security services"}, {"id": "mai-20260917-0922-baseline|c100-s1|challenger-small|Detectify", "prompt": "c100-s1", "model": "challenger-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Detectify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My practical pick would be **Detectify** for most small B2B companies"}, {"id": "mai-20260917-0922-baseline|c100-s1|challenger-small|Intruder", "prompt": "c100-s1", "model": "challenger-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Intruder** for a small company that wants an automated external ASM solution with a simple operational model"}, {"id": "mai-20260917-0922-baseline|c100-s1|challenger-small|Microsoft Defender EASM", "prompt": "c100-s1", "model": "challenger-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Defender EASM** only if your environment is already heavily invested in Microsoft/Azure"}, {"id": "mai-20260917-0922-baseline|c100-s1|deepseek-small|Intruder", "prompt": "c100-s1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intruder — best overall value ... Start with **Intruder's free tier** to validate"}, {"id": "mai-20260917-0922-baseline|c100-s1|deepseek-small|Detectify", "prompt": "c100-s1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Detectify — best if you have critical web applications ... Caveat: reviewers note pricing gets complicated/expensive"}, {"id": "mai-20260917-0922-baseline|c100-s1|deepseek-small|runZero", "prompt": "c100-s1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "runZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "runZero — best if you don't know your full asset inventory"}, {"id": "mai-20260917-0922-baseline|c100-s1|deepseek-small|Attaxion", "prompt": "c100-s1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Attaxion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "very affordable (from ~$129/month), transparent pricing, suitable for SMBs"}, {"id": "mai-20260917-0922-baseline|c100-s1|deepseek-small|Aikido", "prompt": "c100-s1", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Aikido", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "paid tier jumps to ~$350–$600/month, which reviewers call steep for micro-businesses"}, {"id": "mai-20260917-0922-baseline|c100-s1|google-small|Palo Alto Cortex Xpanse", "prompt": "c100-s1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should generally steer clear of the following... **Palo Alto Cortex Xpanse / Mandiant ASM:** Extremely powerful, but built for giant companies."}, {"id": "mai-20260917-0922-baseline|c100-s1|google-small|CyCognito", "prompt": "c100-s1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CyCognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise giants like **Palo Alto Cortex Xpanse**, **CyCognito**, and **Censys** are too expensive"}, {"id": "mai-20260917-0922-baseline|c100-s1|google-small|Censys", "prompt": "c100-s1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Censys", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "are too expensive (typically costing $25,000 to $100,000+ per year) and emit too much \"noise\" for a lean team to manage"}, {"id": "mai-20260917-0922-baseline|c100-s1|google-small|Intruder.io", "prompt": "c100-s1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "### 1. Intruder.io (Best Overall for SMBs)"}, {"id": "mai-20260917-0922-baseline|c100-s1|google-small|bspeka", "prompt": "c100-s1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "bspeka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "bspeka (Best for Teams with Zero Security Engineers)"}, {"id": "mai-20260917-0922-baseline|c100-s1|google-small|Detectify", "prompt": "c100-s1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Detectify (Best for B2B SaaS and Web App/API-Heavy Companies)"}, {"id": "mai-20260917-0922-baseline|c100-s1|google-small|Mandiant ASM", "prompt": "c100-s1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Mandiant ASM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "steer clear of the following... Mandiant ASM: Extremely powerful, but built for giant companies."}, {"id": "mai-20260917-0922-baseline|c100-s1|google-small|Amass", "prompt": "c100-s1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Amass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Pure Open-Source (Amass, Subfinder, Nmap):** While free and powerful, they require command-line expertise"}, {"id": "mai-20260917-0922-baseline|c100-s1|google-small|Subfinder", "prompt": "c100-s1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Subfinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Pure Open-Source (Amass, Subfinder, Nmap)... require manual triaging"}, {"id": "mai-20260917-0922-baseline|c100-s1|google-small|Nmap", "prompt": "c100-s1", "model": "google-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Nmap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Pure Open-Source (Amass, Subfinder, Nmap)... do not offer continuous monitoring out-of-the-box"}, {"id": "mai-20260917-0922-baseline|c100-s1|meta-small|Intruder", "prompt": "c100-s1", "model": "meta-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated attack surface management platforms include Intruder, Detectify, Attaxion, and ThreatScope."}, {"id": "mai-20260917-0922-baseline|c100-s1|meta-small|Detectify", "prompt": "c100-s1", "model": "meta-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Detectify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Intruder, Detectify, Attaxion, and ThreatScope"}, {"id": "mai-20260917-0922-baseline|c100-s1|meta-small|Attaxion", "prompt": "c100-s1", "model": "meta-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Attaxion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Intruder, Detectify, Attaxion, and ThreatScope"}, {"id": "mai-20260917-0922-baseline|c100-s1|meta-small|ThreatScope", "prompt": "c100-s1", "model": "meta-small", "cat": "attack-surface-management", "variant": "direct", "raw": "ThreatScope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Intruder, Detectify, Attaxion, and ThreatScope"}, {"id": "mai-20260917-0922-baseline|c100-s1|minimax-small|UpGuard ASM", "prompt": "c100-s1", "model": "minimax-small", "cat": "attack-surface-management", "variant": "direct", "raw": "UpGuard ASM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UpGuard** or **Intruder** are often recommended due to their balance of features, ease of use, and pricing models suitable for smaller organizations"}, {"id": "mai-20260917-0922-baseline|c100-s1|minimax-small|Intruder", "prompt": "c100-s1", "model": "minimax-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**UpGuard** or **Intruder** are often recommended due to their balance of features, ease of use, and pricing models"}, {"id": "mai-20260917-0922-baseline|c100-s1|minimax-small|CyCognito", "prompt": "c100-s1", "model": "minimax-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CyCognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**CyCognito** | Enterprise-level but scalable | Bot-powered reconnaissance, attack path analysis"}, {"id": "mai-20260917-0922-baseline|c100-s1|minimax-small|SecurityScorecard", "prompt": "c100-s1", "model": "minimax-small", "cat": "attack-surface-management", "variant": "direct", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SecurityScorecard** | Security ratings | External visibility, peer benchmarking"}, {"id": "mai-20260917-0922-baseline|c100-s1|mistral-small|Intruder", "prompt": "c100-s1", "model": "mistral-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intruder** – Typically costs between $10,000 and $50,000 annually, making it suitable for small to mid-sized businesses."}, {"id": "mai-20260917-0922-baseline|c100-s1|mistral-small|Detectify", "prompt": "c100-s1", "model": "mistral-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another mid-market option with a focus on ease of use and automation."}, {"id": "mai-20260917-0922-baseline|c100-s1|mistral-small|Aikido", "prompt": "c100-s1", "model": "mistral-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed for teams of any size, Aikido automates protection and simulates real-world attacks"}, {"id": "mai-20260917-0922-baseline|c100-s1|moonshot-small|Intruder", "prompt": "c100-s1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, I'd recommend **Intruder** or **Attaxion**"}, {"id": "mai-20260917-0922-baseline|c100-s1|moonshot-small|Attaxion", "prompt": "c100-s1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Attaxion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, I'd recommend **Intruder** or **Attaxion**"}, {"id": "mai-20260917-0922-baseline|c100-s1|moonshot-small|Detectify", "prompt": "c100-s1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Detectify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Note:** Pricing can get expensive as you scale; better for B2B companies with web-centric operations"}, {"id": "mai-20260917-0922-baseline|c100-s1|moonshot-small|Attack Surface Center", "prompt": "c100-s1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Attack Surface Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget Option ... Best for: Very small B2B companies just starting with ASM"}, {"id": "mai-20260917-0922-baseline|c100-s1|moonshot-small|PortWarden", "prompt": "c100-s1", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "direct", "raw": "PortWarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If budget is extremely tight, start with **PortWarden's free tier** (3 IPs)"}, {"id": "mai-20260917-0922-baseline|c100-s1|openai-small|WatchGate", "prompt": "c100-s1", "model": "openai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "WatchGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "strongest fit if you want **simple, flat-rate pricing** and a platform explicitly positioned for small businesses"}, {"id": "mai-20260917-0922-baseline|c100-s1|openai-small|wye scan", "prompt": "c100-s1", "model": "openai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "wye scan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a very small-company-friendly option with **low entry pricing** and a clear SMB focus"}, {"id": "mai-20260917-0922-baseline|c100-s1|openai-small|Hackal", "prompt": "c100-s1", "model": "openai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Hackal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Hackal** if you want more actionable security testing and remediation guidance"}, {"id": "mai-20260917-0922-baseline|c100-s1|openai-small|Vulmon Recon", "prompt": "c100-s1", "model": "openai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Vulmon Recon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth a look if you want **straightforward pricing** and a simpler external ASM setup"}, {"id": "mai-20260917-0922-baseline|c100-s1|xai-small|Intruder.io", "prompt": "c100-s1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intruder.io stands out as a top pick for small B2B teams due to its affordability, ease of use, and balance of features."}, {"id": "mai-20260917-0922-baseline|c100-s1|xai-small|UpGuard", "prompt": "c100-s1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "$1,750/mo (50 vendors) | Ratings, workflows | Too pricey for small teams"}, {"id": "mai-20260917-0922-baseline|c100-s1|xai-small|CyCognito", "prompt": "c100-s1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Much cheaper than enterprise options like UpGuard ($1,750+/mo) or CyCognito ($25K+/yr)."}, {"id": "mai-20260917-0922-baseline|c100-s1|xai-small|runZero", "prompt": "c100-s1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "runZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Try **Intruder's free plan** or **runZero's Community Edition** (both zero-risk entry)."}, {"id": "mai-20260917-0922-baseline|c100-s1|xai-small|bspeka", "prompt": "c100-s1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "bspeka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget startups, quick subdomain monitoring | Free plan; €79-99/mo | 15-min setup"}, {"id": "mai-20260917-0922-baseline|c100-s1|xai-small|Detectify", "prompt": "c100-s1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Web/app-heavy B2B | ~$300-400/mo (€302+) | Crowd-sourced testing"}, {"id": "mai-20260917-0922-baseline|c100-s1|xai-small|Microsoft Defender", "prompt": "c100-s1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cloud-First**: Intruder Cloud or Microsoft Defender (if in Azure ecosystem)."}, {"id": "mai-20260917-0922-baseline|c100-s1|xai-small|Aikido", "prompt": "c100-s1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Aikido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "grid (leaders: Aikido/Intruder-like tools)"}, {"id": "mai-20260917-0922-baseline|c100-s1|xai-small|Palo Alto", "prompt": "c100-s1", "model": "xai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "leaders like Palo Alto for enterprises"}, {"id": "mai-20260917-0922-baseline|c100-s1|zai-small|Intruder", "prompt": "c100-s1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best Attack Surface Management (ASM) platform is **Intruder**"}, {"id": "mai-20260917-0922-baseline|c100-s1|zai-small|Hexiosec", "prompt": "c100-s1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Hexiosec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Budget Alternative: Hexiosec"}, {"id": "mai-20260917-0922-baseline|c100-s1|zai-small|ManageEngine Vulnerability Manager", "prompt": "c100-s1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "ManageEngine Vulnerability Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best \"All-in-One\" Alternative: ManageEngine Vulnerability Manager"}, {"id": "mai-20260917-0922-baseline|c100-s1|zai-small|CyCognito", "prompt": "c100-s1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "CyCognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid (Enterprise Tools) ... **CyCognito**, for example, starts at approximately **$30,000 per year**"}, {"id": "mai-20260917-0922-baseline|c100-s1|zai-small|Palo Alto Cortex Xpanse", "prompt": "c100-s1", "model": "zai-small", "cat": "attack-surface-management", "variant": "direct", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid (Enterprise Tools) ... tools like **CyCognito** or **Palo Alto Cortex Xpanse**"}, {"id": "mai-20260917-0922-baseline|c100-s2|alibaba-small|Intruder", "prompt": "c100-s2", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Intruder** as your primary External Attack Surface Management (EASM) tool"}, {"id": "mai-20260917-0922-baseline|c100-s2|alibaba-small|UpGuard", "prompt": "c100-s2", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **UpGuard** as a strong alternative if you need more formal reporting capabilities for clients"}, {"id": "mai-20260917-0922-baseline|c100-s2|alibaba-small|Detectify", "prompt": "c100-s2", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Detectify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When evaluating these (and others like **Detectify**), ensure the tool offers:"}, {"id": "mai-20260917-0922-baseline|c100-s2|challenger-small|UpGuard", "prompt": "c100-s2", "model": "challenger-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **UpGuard** as the default choice if you want a practical, SMB-friendly external attack surface monitoring platform"}, {"id": "mai-20260917-0922-baseline|c100-s2|challenger-small|Attack Surface Scan", "prompt": "c100-s2", "model": "challenger-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Attack Surface Scan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want the **lowest-friction, budget-friendly** monitoring approach"}, {"id": "mai-20260917-0922-baseline|c100-s2|challenger-small|Microsoft Defender EASM", "prompt": "c100-s2", "model": "challenger-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you are already heavily invested in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c100-s2|challenger-small|Cortex Xpanse", "prompt": "c100-s2", "model": "challenger-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it is more enterprise-oriented"}, {"id": "mai-20260917-0922-baseline|c100-s2|deepseek-small|Intruder", "prompt": "c100-s2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick: Intruder **Best overall for small businesses**"}, {"id": "mai-20260917-0922-baseline|c100-s2|deepseek-small|Attaxion", "prompt": "c100-s2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is the #1 constraint, this is the most affordable dedicated EASM platform with fully public pricing"}, {"id": "mai-20260917-0922-baseline|c100-s2|deepseek-small|Detectify", "prompt": "c100-s2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another transparent-priced option, particularly strong for **web-focused** businesses"}, {"id": "mai-20260917-0922-baseline|c100-s2|deepseek-small|bspeka", "prompt": "c100-s2", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "bspeka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SMB/startup-focused with a **free plan** and cheap paid tiers"}, {"id": "mai-20260917-0922-baseline|c100-s2|google-small|Intruder", "prompt": "c100-s2", "model": "google-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want an all-in-one tool that continuously discovers your external assets... **Intruder** is the top choice."}, {"id": "mai-20260917-0922-baseline|c100-s2|google-small|UpGuard", "prompt": "c100-s2", "model": "google-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**UpGuard** acts as both an EASM and a tool to manage your public-facing security rating."}, {"id": "mai-20260917-0922-baseline|c100-s2|google-small|BitSight", "prompt": "c100-s2", "model": "google-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "UpGuard is notably more SMB-friendly than enterprise-heavy alternatives like BitSight."}, {"id": "mai-20260917-0922-baseline|c100-s2|google-small|SecurityScorecard", "prompt": "c100-s2", "model": "google-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "enterprise prospects will often run external risk-scoring tools (like BitSight or SecurityScorecard)"}, {"id": "mai-20260917-0922-baseline|c100-s2|google-small|Detectify", "prompt": "c100-s2", "model": "google-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with **Detectify** if your core product is a SaaS/web app"}, {"id": "mai-20260917-0922-baseline|c100-s2|meta-small|Microsoft Defender External Attack Surface Management (EASM)", "prompt": "c100-s2", "model": "meta-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Microsoft Defender External Attack Surface Management (EASM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top options include:\n\n1. Microsoft Defender External Attack Surface Management (EASM) - This tool provides real-time visibility"}, {"id": "mai-20260917-0922-baseline|c100-s2|meta-small|HostedScan", "prompt": "c100-s2", "model": "meta-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "HostedScan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HostedScan - This tool offers continuous monitoring for misconfigurations and powerful scans for cybersecurity vulnerabilities."}, {"id": "mai-20260917-0922-baseline|c100-s2|meta-small|Bitsight", "prompt": "c100-s2", "model": "meta-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitsight - This tool detects early signs of real-world targeting and exposure across a vendor ecosystem."}, {"id": "mai-20260917-0922-baseline|c100-s2|meta-small|Intruder", "prompt": "c100-s2", "model": "meta-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Intruder - This tool is best for medium-sized businesses looking for an automated external attack surface management solution."}, {"id": "mai-20260917-0922-baseline|c100-s2|minimax-small|HostedScan", "prompt": "c100-s2", "model": "minimax-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "HostedScan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HostedScan** as the best external attack surface monitoring tool for a small B2B business"}, {"id": "mai-20260917-0922-baseline|c100-s2|minimax-small|Intruder", "prompt": "c100-s2", "model": "minimax-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a bit more budget, consider these alternatives"}, {"id": "mai-20260917-0922-baseline|c100-s2|minimax-small|Detectify", "prompt": "c100-s2", "model": "minimax-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Attack surface discovery, particularly for web apps"}, {"id": "mai-20260917-0922-baseline|c100-s2|minimax-small|Attaxion", "prompt": "c100-s2", "model": "minimax-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market/SMB focus with good remediation support"}, {"id": "mai-20260917-0922-baseline|c100-s2|mistral-small|Detectify", "prompt": "c100-s2", "model": "mistral-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Detectify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Detectify** or **Intruder** are likely the best choices due to their focus on SMB needs and ease of use"}, {"id": "mai-20260917-0922-baseline|c100-s2|mistral-small|Intruder", "prompt": "c100-s2", "model": "mistral-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Detectify** or **Intruder** are likely the best choices due to their focus on SMB needs and ease of use"}, {"id": "mai-20260917-0922-baseline|c100-s2|mistral-small|ExternalSight", "prompt": "c100-s2", "model": "mistral-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "ExternalSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for domain-focused EASM with clear remediation guidance"}, {"id": "mai-20260917-0922-baseline|c100-s2|mistral-small|UpGuard", "prompt": "c100-s2", "model": "mistral-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want the best value, consider **UpGuard**"}, {"id": "mai-20260917-0922-baseline|c100-s2|moonshot-small|Intruder", "prompt": "c100-s2", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **starting with Intruder**"}, {"id": "mai-20260917-0922-baseline|c100-s2|moonshot-small|Attaxion", "prompt": "c100-s2", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is extremely tight, **Attaxion** offers the lowest entry point"}, {"id": "mai-20260917-0922-baseline|c100-s2|moonshot-small|Detectify", "prompt": "c100-s2", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Detectify** – Best for Web-Heavy Businesses"}, {"id": "mai-20260917-0922-baseline|c100-s2|moonshot-small|Palo Alto Cortex Xpanse", "prompt": "c100-s2", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid - **Enterprise-focused tools** like Palo Alto Cortex Xpanse or Rapid7"}, {"id": "mai-20260917-0922-baseline|c100-s2|moonshot-small|Rapid7", "prompt": "c100-s2", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Rapid7", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid - **Enterprise-focused tools** like Palo Alto Cortex Xpanse or Rapid7"}, {"id": "mai-20260917-0922-baseline|c100-s2|moonshot-small|UpGuard BreachSight", "prompt": "c100-s2", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "UpGuard BreachSight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**UpGuard BreachSight** – starts at $5,999/year, which may be steep for very small businesses"}, {"id": "mai-20260917-0922-baseline|c100-s2|openai-small|Tenable One Attack Surface Management", "prompt": "c100-s2", "model": "openai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Tenable One Attack Surface Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d **start with Tenable One Attack Surface Management**"}, {"id": "mai-20260917-0922-baseline|c100-s2|openai-small|CrowdStrike Falcon Exposure Management / EASM", "prompt": "c100-s2", "model": "openai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "CrowdStrike Falcon Exposure Management / EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is also worth a look; CrowdStrike says it was the only vendor named a Customers’ Choice"}, {"id": "mai-20260917-0922-baseline|c100-s2|openai-small|Rapid7 Surface Command", "prompt": "c100-s2", "model": "openai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Rapid7 Surface Command", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rapid7 Surface Command** if you prefer an exposure-management stack"}, {"id": "mai-20260917-0922-baseline|c100-s2|xai-small|Intruder.io", "prompt": "c100-s2", "model": "xai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Intruder.io as the top external attack surface monitoring (EASM) tool."}, {"id": "mai-20260917-0922-baseline|c100-s2|xai-small|Attaxion", "prompt": "c100-s2", "model": "xai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Close alternatives if Intruder doesn't fit... Attaxion | $129/mo (40 assets)"}, {"id": "mai-20260917-0922-baseline|c100-s2|xai-small|Detectify", "prompt": "c100-s2", "model": "xai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Heavy on web apps/sites; need 0-days. Less ideal for broad infra."}, {"id": "mai-20260917-0922-baseline|c100-s2|xai-small|PortWarden", "prompt": "c100-s2", "model": "xai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "PortWarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free (3 IPs), then $10/IP/mo ... Tiny footprint (few IPs/servers); basic exposure checks."}, {"id": "mai-20260917-0922-baseline|c100-s2|zai-small|Intruder", "prompt": "c100-s2", "model": "zai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation: Intruder ... is the best all-around choice."}, {"id": "mai-20260917-0922-baseline|c100-s2|zai-small|UpGuard", "prompt": "c100-s2", "model": "zai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "UpGuard is the industry leader, but it comes at a higher price point."}, {"id": "mai-20260917-0922-baseline|c100-s2|zai-small|Microsoft Defender EASM", "prompt": "c100-s2", "model": "zai-small", "cat": "attack-surface-management", "variant": "paraphrase", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Microsoft Defender if you are already heavily invested in the Microsoft cloud stack."}, {"id": "mai-20260917-0922-baseline|c100-s3|alibaba-small|Censys", "prompt": "c100-s3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Censys if: You have a developer who loves APIs and wants deep visibility into your digital footprint for cheap."}, {"id": "mai-20260917-0922-baseline|c100-s3|alibaba-small|Kintaps", "prompt": "c100-s3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Kintaps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Kintaps or Pentera if: You lack dedicated security staff and need a system to validate your security posture"}, {"id": "mai-20260917-0922-baseline|c100-s3|alibaba-small|Pentera", "prompt": "c100-s3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Pentera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pentera only notifies you of critical risks that can impact business continuity."}, {"id": "mai-20260917-0922-baseline|c100-s3|alibaba-small|CyberHat", "prompt": "c100-s3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyberHat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Cost-conscious startups looking for comprehensive coverage."}, {"id": "mai-20260917-0922-baseline|c100-s3|alibaba-small|BitSight", "prompt": "c100-s3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose BitSight if: Your revenue depends on passing procurement questionnaires from large enterprise buyers."}, {"id": "mai-20260917-0922-baseline|c100-s3|alibaba-small|SecurityScorecard", "prompt": "c100-s3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BitSight / SecurityScorecard ... Best for: B2B companies selling to large enterprises."}, {"id": "mai-20260917-0922-baseline|c100-s3|alibaba-small|Shodan", "prompt": "c100-s3", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Shodan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Passive (Censys, Shodan, CyberHat)"}, {"id": "mai-20260917-0922-baseline|c100-s3|anthropic-small|Shodan", "prompt": "c100-s3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Shodan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shodan is a popular choice for small teams due to its straightforward approach to discovering internet-connected devices and services."}, {"id": "mai-20260917-0922-baseline|c100-s3|anthropic-small|Project Discovery (Nuclei & Subfinder)", "prompt": "c100-s3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Project Discovery (Nuclei & Subfinder)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "These tools are lightweight and don't require expensive infrastructure, making them ideal for resource-constrained teams."}, {"id": "mai-20260917-0922-baseline|c100-s3|anthropic-small|Censys", "prompt": "c100-s3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Censys provides certificate-based asset discovery and exposure detection."}, {"id": "mai-20260917-0922-baseline|c100-s3|anthropic-small|Qualys CSAM (Cloud Secure Asset Management)", "prompt": "c100-s3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Qualys CSAM (Cloud Secure Asset Management)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While more enterprise-oriented, smaller deployments are possible"}, {"id": "mai-20260917-0922-baseline|c100-s3|anthropic-small|Rapid7 InsightVM", "prompt": "c100-s3", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It's scalable for small teams starting out and can grow with the organization."}, {"id": "mai-20260917-0922-baseline|c100-s3|challenger-small|Intruder", "prompt": "c100-s3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Intruder** if you want the **simplest external ASM** with SMB-friendly positioning."}, {"id": "mai-20260917-0922-baseline|c100-s3|challenger-small|Detectify", "prompt": "c100-s3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Detectify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Detectify** if your exposure is mostly **web applications**."}, {"id": "mai-20260917-0922-baseline|c100-s3|challenger-small|CyCognito", "prompt": "c100-s3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Usually more enterprise-priced and heavier than simpler SMB tools"}, {"id": "mai-20260917-0922-baseline|c100-s3|challenger-small|Microsoft Defender EASM", "prompt": "c100-s3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best only if you already live in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c100-s3|challenger-small|Censys", "prompt": "c100-s3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Less of a full workflow platform by itself"}, {"id": "mai-20260917-0922-baseline|c100-s3|challenger-small|UpGuard", "prompt": "c100-s3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Broader exposure management, not just ASM"}, {"id": "mai-20260917-0922-baseline|c100-s3|challenger-small|Cortex Xpanse", "prompt": "c100-s3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**CyCognito** and **Cortex Xpanse** skew more enterprise-grade"}, {"id": "mai-20260917-0922-baseline|c100-s3|challenger-small|CrowdStrike Falcon Surface", "prompt": "c100-s3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "tend to make the most sense if you already use those vendors' broader security stacks"}, {"id": "mai-20260917-0922-baseline|c100-s3|challenger-small|Rapid7", "prompt": "c100-s3", "model": "challenger-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "tend to make the most sense if you already use those vendors' broader security stacks"}, {"id": "mai-20260917-0922-baseline|c100-s3|deepseek-small|Intruder", "prompt": "c100-s3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need simple external visibility with low noise** → **Intruder** (or **Halo Security**)."}, {"id": "mai-20260917-0922-baseline|c100-s3|deepseek-small|Detectify", "prompt": "c100-s3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Heavy web-app focus** → **Detectify**."}, {"id": "mai-20260917-0922-baseline|c100-s3|deepseek-small|Aikido Security", "prompt": "c100-s3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dev-led / small startup shipping software** → **Aikido** (great free tier, all-in-one code-to-cloud)."}, {"id": "mai-20260917-0922-baseline|c100-s3|deepseek-small|Halo Security", "prompt": "c100-s3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Halo Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lean teams wanting straightforward external monitoring"}, {"id": "mai-20260917-0922-baseline|c100-s3|deepseek-small|UpGuard BreachSight", "prompt": "c100-s3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "UpGuard BreachSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Also managing vendor risk/compliance** → **UpGuard BreachSight**."}, {"id": "mai-20260917-0922-baseline|c100-s3|deepseek-small|Attaxion", "prompt": "c100-s3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Attaxion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "are notable for publishing pricing"}, {"id": "mai-20260917-0922-baseline|c100-s3|deepseek-small|CyCognito", "prompt": "c100-s3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid jumping straight to **CyCognito, Cortex Xpanse, Bitsight, or Mandiant**"}, {"id": "mai-20260917-0922-baseline|c100-s3|deepseek-small|Cortex Xpanse", "prompt": "c100-s3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Cortex Xpanse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid jumping straight to **CyCognito, Cortex Xpanse, Bitsight, or Mandiant**"}, {"id": "mai-20260917-0922-baseline|c100-s3|deepseek-small|Bitsight", "prompt": "c100-s3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid jumping straight to **CyCognito, Cortex Xpanse, Bitsight, or Mandiant**"}, {"id": "mai-20260917-0922-baseline|c100-s3|deepseek-small|Microsoft Defender EASM", "prompt": "c100-s3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "only a great fit if you're already deep in the Microsoft/Azure ecosystem"}, {"id": "mai-20260917-0922-baseline|c100-s3|deepseek-small|Mandiant", "prompt": "c100-s3", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Mandiant", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid jumping straight to **CyCognito, Cortex Xpanse, Bitsight, or Mandiant**"}, {"id": "mai-20260917-0922-baseline|c100-s3|google-small|Palo Alto Cortex Xpanse", "prompt": "c100-s3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional enterprise Attack Surface Management (ASM) platforms (such as Palo Alto Cortex Xpanse or CyCognito) are often too expensive, complex, and noisy"}, {"id": "mai-20260917-0922-baseline|c100-s3|google-small|CyCognito", "prompt": "c100-s3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as Palo Alto Cortex Xpanse or CyCognito) are often too expensive, complex, and noisy"}, {"id": "mai-20260917-0922-baseline|c100-s3|google-small|bspeka", "prompt": "c100-s3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "bspeka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you do not have a dedicated security person: Go with **bspeka** (for quick DNS/subdomain setup) or **Intruder**"}, {"id": "mai-20260917-0922-baseline|c100-s3|google-small|Intruder", "prompt": "c100-s3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Go with **bspeka** (for quick DNS/subdomain setup) or **Intruder** (for straightforward vulnerability scanning)"}, {"id": "mai-20260917-0922-baseline|c100-s3|google-small|runZero", "prompt": "c100-s3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "runZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have physical offices and remote/IoT networks to track: Choose **runZero**"}, {"id": "mai-20260917-0922-baseline|c100-s3|google-small|Detectify", "prompt": "c100-s3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are a SaaS startup building a software product: Choose **Detectify**"}, {"id": "mai-20260917-0922-baseline|c100-s3|google-small|Censys ASM", "prompt": "c100-s3", "model": "google-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are highly technical and want raw, exhaustive external data: Choose **Censys ASM**"}, {"id": "mai-20260917-0922-baseline|c100-s3|meta-small|Intruder", "prompt": "c100-s3", "model": "meta-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intruder is designed for teams without a dedicated security function and offers simple, continuous vulnerability management with EASM built-in"}, {"id": "mai-20260917-0922-baseline|c100-s3|meta-small|Detectify", "prompt": "c100-s3", "model": "meta-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Detectify offers continuous attacker-style testing and leaked-cred monitoring."}, {"id": "mai-20260917-0922-baseline|c100-s3|meta-small|Attaxion", "prompt": "c100-s3", "model": "meta-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Attaxion and ThreatScope offer hands-on guidance and mid-market-priced platforms."}, {"id": "mai-20260917-0922-baseline|c100-s3|meta-small|ThreatScope", "prompt": "c100-s3", "model": "meta-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "ThreatScope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Attaxion and ThreatScope offer hands-on guidance and mid-market-priced platforms."}, {"id": "mai-20260917-0922-baseline|c100-s3|minimax-small|Intruder", "prompt": "c100-s3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For simplicity + cloud integration**: Intruder is designed for teams without dedicated security analysts"}, {"id": "mai-20260917-0922-baseline|c100-s3|minimax-small|runZero", "prompt": "c100-s3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "runZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For internal network discovery**: runZero is the standout (unique capability)"}, {"id": "mai-20260917-0922-baseline|c100-s3|minimax-small|Detectify", "prompt": "c100-s3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For web application focus**: Detectify offers strong web scanning capabilities"}, {"id": "mai-20260917-0922-baseline|c100-s3|minimax-small|Attaxion", "prompt": "c100-s3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Budget-conscious SMBs"}, {"id": "mai-20260917-0922-baseline|c100-s3|minimax-small|Attack Surface Center", "prompt": "c100-s3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Attack Surface Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Small teams wanting transparent UK-based pricing"}, {"id": "mai-20260917-0922-baseline|c100-s3|minimax-small|Criminal IP", "prompt": "c100-s3", "model": "minimax-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Criminal IP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for**: Basic attack surface monitoring"}, {"id": "mai-20260917-0922-baseline|c100-s3|mistral-small|Intruder", "prompt": "c100-s3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Intruder** or **runZero** offer the best balance of affordability, ease of use, and comprehensive coverage."}, {"id": "mai-20260917-0922-baseline|c100-s3|mistral-small|runZero", "prompt": "c100-s3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "runZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, **Intruder** or **runZero** offer the best balance of affordability, ease of use, and comprehensive coverage."}, {"id": "mai-20260917-0922-baseline|c100-s3|mistral-small|CyCognito", "prompt": "c100-s3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**CyCognito** is worth evaluating, though it may be pricier."}, {"id": "mai-20260917-0922-baseline|c100-s3|mistral-small|CrowdStrike Falcon Exposure Management", "prompt": "c100-s3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already using CrowdStrike, **Falcon Exposure Management** is a strong choice."}, {"id": "mai-20260917-0922-baseline|c100-s3|mistral-small|Pentest-Tools.com", "prompt": "c100-s3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Pentest-Tools.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Budget-conscious teams and MSPs. ... Less comprehensive than full EASM platforms."}, {"id": "mai-20260917-0922-baseline|c100-s3|mistral-small|HostedScan", "prompt": "c100-s3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "HostedScan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Pentest-Tools.com & HostedScan** ... Affordable, with free or low-cost plans"}, {"id": "mai-20260917-0922-baseline|c100-s3|mistral-small|Aikido", "prompt": "c100-s3", "model": "mistral-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Aikido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Developers and small teams wanting to automate security and simulate attacks."}, {"id": "mai-20260917-0922-baseline|c100-s3|moonshot-small|Intruder", "prompt": "c100-s3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Intruder** 🏆 **Best for:** SMBs wanting enterprise-grade scanning without complexity"}, {"id": "mai-20260917-0922-baseline|c100-s3|moonshot-small|Aikido", "prompt": "c100-s3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Aikido** 🏆 **Best for:** Developer-led teams needing unified security"}, {"id": "mai-20260917-0922-baseline|c100-s3|moonshot-small|Attack Surface Center", "prompt": "c100-s3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Attack Surface Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Budget-conscious teams needing transparent pricing"}, {"id": "mai-20260917-0922-baseline|c100-s3|moonshot-small|Attaxion", "prompt": "c100-s3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Most affordable EASM with public pricing"}, {"id": "mai-20260917-0922-baseline|c100-s3|moonshot-small|Detectify", "prompt": "c100-s3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Web application-focused ASM"}, {"id": "mai-20260917-0922-baseline|c100-s3|moonshot-small|CyCognito", "prompt": "c100-s3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**CyCognito** | Shadow IT-heavy environments | \"Seedless\" discovery"}, {"id": "mai-20260917-0922-baseline|c100-s3|moonshot-small|IONIX", "prompt": "c100-s3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "IONIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**IONIX** | Multi-entity/supply chain"}, {"id": "mai-20260917-0922-baseline|c100-s3|moonshot-small|Tenable ASM", "prompt": "c100-s3", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Tenable ASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Tenable ASM** | Existing Tenable customers"}, {"id": "mai-20260917-0922-baseline|c100-s3|openai-small|Censys ASM", "prompt": "c100-s3", "model": "openai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys ASM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best pure ASM for a small team:** **Censys ASM**"}, {"id": "mai-20260917-0922-baseline|c100-s3|openai-small|Horizon3 NodeZero", "prompt": "c100-s3", "model": "openai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Horizon3 NodeZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you need automated validation and remediation proof:** **Horizon3 NodeZero**"}, {"id": "mai-20260917-0922-baseline|c100-s3|openai-small|Palo Alto Cortex Xpanse", "prompt": "c100-s3", "model": "openai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it can be heavier than a standalone tool for a very small team"}, {"id": "mai-20260917-0922-baseline|c100-s3|openai-small|Microsoft Defender EASM", "prompt": "c100-s3", "model": "openai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "less attractive as a standalone choice if you want the simplest, most focused ASM experience"}, {"id": "mai-20260917-0922-baseline|c100-s3|openai-small|Rapid7 InsightVM / InsightCloudSec exposure features", "prompt": "c100-s3", "model": "openai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Rapid7 InsightVM / InsightCloudSec exposure features", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usually not as purpose-built for external attack-surface discovery as Censys/Xpanse/Defender EASM"}, {"id": "mai-20260917-0922-baseline|c100-s3|xai-small|Intruder", "prompt": "c100-s3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Intruder's free plan for testing... Intruder wins for bootstrapped teams (free start)."}, {"id": "mai-20260917-0922-baseline|c100-s3|xai-small|Detectify", "prompt": "c100-s3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Detectify for dev-heavy"}, {"id": "mai-20260917-0922-baseline|c100-s3|xai-small|UpGuard", "prompt": "c100-s3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "UpGuard adds vendor/third-party risk scoring"}, {"id": "mai-20260917-0922-baseline|c100-s3|xai-small|CyCognito", "prompt": "c100-s3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may over-discover for tiny teams... often needs a demo/quote, suiting slightly larger SMBs"}, {"id": "mai-20260917-0922-baseline|c100-s3|xai-small|Microsoft Defender EASM", "prompt": "c100-s3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise-heavy tools (e.g., Microsoft Defender EASM, CrowdStrike Falcon Surface) were excluded"}, {"id": "mai-20260917-0922-baseline|c100-s3|xai-small|CrowdStrike Falcon Surface", "prompt": "c100-s3", "model": "xai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "were excluded as they tie to stacks, lack transparent SMB pricing, or target bigger orgs"}, {"id": "mai-20260917-0922-baseline|c100-s3|zai-small|runZero", "prompt": "c100-s3", "model": "zai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "runZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The \"All-Rounder\" (Internal & External): **runZero**"}, {"id": "mai-20260917-0922-baseline|c100-s3|zai-small|Intruder", "prompt": "c100-s3", "model": "zai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The \"Continuous Monitor\" (External Focus): **Intruder**"}, {"id": "mai-20260917-0922-baseline|c100-s3|zai-small|Censys", "prompt": "c100-s3", "model": "zai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "Censys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The \"Internet-Wide\" Tool: **Censys**"}, {"id": "mai-20260917-0922-baseline|c100-s3|zai-small|PortWarden", "prompt": "c100-s3", "model": "zai-small", "cat": "attack-surface-management", "variant": "comparative", "raw": "PortWarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. The \"Per-IP\" Budget Option: **PortWarden**"}, {"id": "mai-20260917-0922-baseline|c100-s4|alibaba-small|Intruder", "prompt": "c100-s4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation: Intruder ... widely considered the most accessible ASM solution for SMBs today"}, {"id": "mai-20260917-0922-baseline|c100-s4|alibaba-small|Detectify", "prompt": "c100-s4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Runner-Up: Detectify ... is the strong second option"}, {"id": "mai-20260917-0922-baseline|c100-s4|alibaba-small|Tenable", "prompt": "c100-s4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Tenable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Do not contact vendors like **Qualys**, **Tenable.on (Enterprise)**, or **IBM QRadar**."}, {"id": "mai-20260917-0922-baseline|c100-s4|alibaba-small|Rapid7", "prompt": "c100-s4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Unlike enterprise-grade tools (such as Tenable or Rapid7) that require massive annual contracts and dedicated security analysts"}, {"id": "mai-20260917-0922-baseline|c100-s4|alibaba-small|Nessus Essentials", "prompt": "c100-s4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Nessus Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Absolute Lowest Cost Option: Nessus Essentials ... It is **not** automated."}, {"id": "mai-20260917-0922-baseline|c100-s4|alibaba-small|Qualys", "prompt": "c100-s4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Qualys", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Do not contact vendors like **Qualys**"}, {"id": "mai-20260917-0922-baseline|c100-s4|alibaba-small|IBM QRadar", "prompt": "c100-s4", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "budget", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Do not contact vendors like ... **IBM QRadar**"}, {"id": "mai-20260917-0922-baseline|c100-s4|anthropic-small|HostedScan.com", "prompt": "c100-s4", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "budget", "raw": "HostedScan.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HostedScan.com is a cloud-based vulnerability scanning platform designed specifically for small businesses seeking affordable attack surface management"}, {"id": "mai-20260917-0922-baseline|c100-s4|anthropic-small|Detectify", "prompt": "c100-s4", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "one of the very few relatively affordable EASM platforms"}, {"id": "mai-20260917-0922-baseline|c100-s4|anthropic-small|Intruder", "prompt": "c100-s4", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "provides comprehensive vulnerability scanning alongside attack surface discovery with strong integrations and SMB-friendly pricing"}, {"id": "mai-20260917-0922-baseline|c100-s4|anthropic-small|Attaxion", "prompt": "c100-s4", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "among the best EASM platforms for those who care about protecting their external attack surface, with superior coverage and affordable pricing"}, {"id": "mai-20260917-0922-baseline|c100-s4|anthropic-small|OWASP Amass", "prompt": "c100-s4", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "budget", "raw": "OWASP Amass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "open-source attack surface management tools like OWASP Amass, Nmap, reNgine, Faraday, and Sn1per Community Edition"}, {"id": "mai-20260917-0922-baseline|c100-s4|anthropic-small|Nmap", "prompt": "c100-s4", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Nmap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "open-source attack surface management tools like OWASP Amass, Nmap, reNgine, Faraday, and Sn1per Community Edition"}, {"id": "mai-20260917-0922-baseline|c100-s4|anthropic-small|reNgine", "prompt": "c100-s4", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "budget", "raw": "reNgine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "open-source attack surface management tools like OWASP Amass, Nmap, reNgine, Faraday, and Sn1per Community Edition"}, {"id": "mai-20260917-0922-baseline|c100-s4|anthropic-small|Faraday", "prompt": "c100-s4", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Faraday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "open-source attack surface management tools like OWASP Amass, Nmap, reNgine, Faraday, and Sn1per Community Edition"}, {"id": "mai-20260917-0922-baseline|c100-s4|anthropic-small|Sn1per Community Edition", "prompt": "c100-s4", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Sn1per Community Edition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "open-source attack surface management tools like OWASP Amass, Nmap, reNgine, Faraday, and Sn1per Community Edition"}, {"id": "mai-20260917-0922-baseline|c100-s4|challenger-small|Intruder", "prompt": "c100-s4", "model": "challenger-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best practical starting point is **Intruder** if you want the cheapest low-friction option"}, {"id": "mai-20260917-0922-baseline|c100-s4|challenger-small|runZero Community Edition", "prompt": "c100-s4", "model": "challenger-small", "cat": "attack-surface-management", "variant": "budget", "raw": "runZero Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**runZero** is the strongest choice because it publishes pricing and offers a free Community Edition"}, {"id": "mai-20260917-0922-baseline|c100-s4|challenger-small|HostedScan", "prompt": "c100-s4", "model": "challenger-small", "cat": "attack-surface-management", "variant": "budget", "raw": "HostedScan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HostedScan** is described as the easiest small-team pick"}, {"id": "mai-20260917-0922-baseline|c100-s4|challenger-small|Microsoft Defender External Attack Surface Management", "prompt": "c100-s4", "model": "challenger-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Microsoft Defender External Attack Surface Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "paid versions start at **$8,000/year**, so it is not usually the cheapest path"}, {"id": "mai-20260917-0922-baseline|c100-s4|challenger-small|ManageEngine Vulnerability Manager", "prompt": "c100-s4", "model": "challenger-small", "cat": "attack-surface-management", "variant": "budget", "raw": "ManageEngine Vulnerability Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "called out as best for small to mid-sized businesses seeking affordable vulnerability management"}, {"id": "mai-20260917-0922-baseline|c100-s4|deepseek-small|Intruder", "prompt": "c100-s4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Intruder** ... offers the best balance of price (~$100/month), transparency, ease of use, and real ASM capability"}, {"id": "mai-20260917-0922-baseline|c100-s4|deepseek-small|bspeka", "prompt": "c100-s4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "bspeka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **bspeka**"}, {"id": "mai-20260917-0922-baseline|c100-s4|deepseek-small|Attack Surface Center", "prompt": "c100-s4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Attack Surface Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also Worth Considering: **Attack Surface Center**"}, {"id": "mai-20260917-0922-baseline|c100-s4|deepseek-small|Detectify", "prompt": "c100-s4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Detectify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Detectify for pure ASM**"}, {"id": "mai-20260917-0922-baseline|c100-s4|deepseek-small|PortWarden", "prompt": "c100-s4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "PortWarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "free tier covers your first 3 IPs permanently, then just $10/IP/month. Excellent for companies with a very small digital footprint."}, {"id": "mai-20260917-0922-baseline|c100-s4|deepseek-small|OWASP ZAP", "prompt": "c100-s4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "OWASP ZAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "free but require technical skill and manual effort — they lack continuous monitoring and automated prioritization"}, {"id": "mai-20260917-0922-baseline|c100-s4|deepseek-small|Amass", "prompt": "c100-s4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Amass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "free but require technical skill and manual effort — they lack continuous monitoring and automated prioritization"}, {"id": "mai-20260917-0922-baseline|c100-s4|deepseek-small|Shodan", "prompt": "c100-s4", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Shodan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "free but require technical skill and manual effort — they lack continuous monitoring and automated prioritization"}, {"id": "mai-20260917-0922-baseline|c100-s4|google-small|Palo Alto Cortex Xpanse", "prompt": "c100-s4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade Attack Surface Management (ASM) platforms like Palo Alto Cortex Xpanse or CyCognito are out of reach"}, {"id": "mai-20260917-0922-baseline|c100-s4|google-small|CyCognito", "prompt": "c100-s4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "are out of reach, often starting in the tens of thousands of dollars"}, {"id": "mai-20260917-0922-baseline|c100-s4|google-small|runZero (Community Edition)", "prompt": "c100-s4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "runZero (Community Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "runZero offers a **completely free Community Edition for up to 100 assets**"}, {"id": "mai-20260917-0922-baseline|c100-s4|google-small|ProjectDiscovery Cloud Platform (PDCP)", "prompt": "c100-s4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "ProjectDiscovery Cloud Platform (PDCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "They offer a **Free Basic Tier** for single-domain users."}, {"id": "mai-20260917-0922-baseline|c100-s4|google-small|Attaxion", "prompt": "c100-s4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The most feature-complete, dedicated EASM tool at a highly aggressive SMB price point."}, {"id": "mai-20260917-0922-baseline|c100-s4|google-small|Intruder.io", "prompt": "c100-s4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Ideal for teams without a dedicated security engineer; very clean UI."}, {"id": "mai-20260917-0922-baseline|c100-s4|google-small|Detectify", "prompt": "c100-s4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Offers a \"Small Attack Surface\" package starting at **€82/month**"}, {"id": "mai-20260917-0922-baseline|c100-s4|google-small|reNgine", "prompt": "c100-s4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "reNgine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Gives you a fully featured, GUI-based web recon pipeline if you're willing to host it yourself."}, {"id": "mai-20260917-0922-baseline|c100-s4|google-small|OWASP Amass", "prompt": "c100-s4", "model": "google-small", "cat": "attack-surface-management", "variant": "budget", "raw": "OWASP Amass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "The industry gold standard for active and passive subdomain enumeration and asset discovery."}, {"id": "mai-20260917-0922-baseline|c100-s4|meta-small|Intruder", "prompt": "c100-s4", "model": "meta-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best attack surface management platform for a small company with a tight budget is likely to be one of the following options:\n\n1. Intruder"}, {"id": "mai-20260917-0922-baseline|c100-s4|meta-small|Detectify", "prompt": "c100-s4", "model": "meta-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Detectify - Starting price around $10,000-$50,000 per year"}, {"id": "mai-20260917-0922-baseline|c100-s4|meta-small|Attaxion", "prompt": "c100-s4", "model": "meta-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Attaxion - Starting price around $10,000-$50,000 per year"}, {"id": "mai-20260917-0922-baseline|c100-s4|meta-small|ThreatScope Enterprise", "prompt": "c100-s4", "model": "meta-small", "cat": "attack-surface-management", "variant": "budget", "raw": "ThreatScope Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. ThreatScope Enterprise - Starting price around $10,000-$50,000 per year"}, {"id": "mai-20260917-0922-baseline|c100-s4|minimax-small|Censys", "prompt": "c100-s4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Censys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Censys** (small‑business plan) is often the best balance of data depth, ease of use, and cost."}, {"id": "mai-20260917-0922-baseline|c100-s4|minimax-small|Shodan", "prompt": "c100-s4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Shodan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shodan** (free or cheap personal plan) is very straightforward."}, {"id": "mai-20260917-0922-baseline|c100-s4|minimax-small|RiskRecon", "prompt": "c100-s4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "RiskRecon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More expensive than other options; best if you need compliance‑driven reporting."}, {"id": "mai-20260917-0922-baseline|c100-s4|minimax-small|SecurityScorecard", "prompt": "c100-s4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricey for a startup with a very tight budget"}, {"id": "mai-20260917-0922-baseline|c100-s4|minimax-small|BitSight", "prompt": "c100-s4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not ideal for a small team that just needs basic external visibility."}, {"id": "mai-20260917-0922-baseline|c100-s4|minimax-small|Spyse", "prompt": "c100-s4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Spyse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The platform has been transitioning; some features may shift after rebrand."}, {"id": "mai-20260917-0922-baseline|c100-s4|minimax-small|OpenVAS", "prompt": "c100-s4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "OpenVAS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want full open‑source flexibility: Deploy **OpenVAS** + **Nmap**"}, {"id": "mai-20260917-0922-baseline|c100-s4|minimax-small|Nmap + script engine", "prompt": "c100-s4", "model": "minimax-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Nmap + script engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Good for technical teams that want full control and no ongoing cost."}, {"id": "mai-20260917-0922-baseline|c100-s4|mistral-small|bspeka", "prompt": "c100-s4", "model": "mistral-small", "cat": "attack-surface-management", "variant": "budget", "raw": "bspeka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**bspeka** (free plan available) and **Intruder** ($99+/month) are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c100-s4|mistral-small|Intruder", "prompt": "c100-s4", "model": "mistral-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**bspeka** (free plan available) and **Intruder** ($99+/month) are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c100-s4|mistral-small|Detectify", "prompt": "c100-s4", "model": "mistral-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Detectify is suitable for growing SMBs and starts at a reasonable monthly cost"}, {"id": "mai-20260917-0922-baseline|c100-s4|moonshot-small|runZero Community Edition", "prompt": "c100-s4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "runZero Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Under 100 assets and zero budget?** → **runZero Community Edition**"}, {"id": "mai-20260917-0922-baseline|c100-s4|moonshot-small|Attaxion", "prompt": "c100-s4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget-Friendly Paid Option ... \"perhaps the most affordable EASM platform out there\""}, {"id": "mai-20260917-0922-baseline|c100-s4|moonshot-small|Intruder", "prompt": "c100-s4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a free tier to get started without immediate budget commitment."}, {"id": "mai-20260917-0922-baseline|c100-s4|moonshot-small|Praetorian Chariot", "prompt": "c100-s4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Praetorian Chariot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "making this a future-proof choice that grows with you"}, {"id": "mai-20260917-0922-baseline|c100-s4|moonshot-small|Detectify", "prompt": "c100-s4", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Detectify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The low entry price is for application scanning only — true attack surface management costs significantly more."}, {"id": "mai-20260917-0922-baseline|c100-s4|openai-small|runZero Community Edition", "prompt": "c100-s4", "model": "openai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "runZero Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my best practical recommendation is **runZero Community Edition** if you can stay within its limits"}, {"id": "mai-20260917-0922-baseline|c100-s4|openai-small|Censys", "prompt": "c100-s4", "model": "openai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Censys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Censys Core/Starter** if your priority is **external internet-facing visibility**"}, {"id": "mai-20260917-0922-baseline|c100-s4|openai-small|Tenable", "prompt": "c100-s4", "model": "openai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their public pricing pages point more toward **request-a-quote / enterprise-style pricing**, which usually makes them less budget-friendly"}, {"id": "mai-20260917-0922-baseline|c100-s4|openai-small|Qualys", "prompt": "c100-s4", "model": "openai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Qualys says pricing depends on apps, IPs, web apps, and users"}, {"id": "mai-20260917-0922-baseline|c100-s4|xai-small|bspeka", "prompt": "c100-s4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "bspeka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**bspeka (Best Overall Free/Low-Cost Pick)**"}, {"id": "mai-20260917-0922-baseline|c100-s4|xai-small|Intruder.io", "prompt": "c100-s4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Intruder.io (Best Value Paid Option with Free Tier)**"}, {"id": "mai-20260917-0922-baseline|c100-s4|xai-small|VeilScan", "prompt": "c100-s4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "VeilScan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**VeilScan (Great for Startups)**"}, {"id": "mai-20260917-0922-baseline|c100-s4|xai-small|Detectify", "prompt": "c100-s4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Detectify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Web-heavy sites (pricier)"}, {"id": "mai-20260917-0922-baseline|c100-s4|xai-small|Qualys Community Edition", "prompt": "c100-s4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Qualys Community Edition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great intro for very small setups, but limited scale/no automation."}, {"id": "mai-20260917-0922-baseline|c100-s4|xai-small|OWASP Amass/Subfinder", "prompt": "c100-s4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "OWASP Amass/Subfinder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Requires manual effort/setup—good if you have DevOps time, but not a full platform."}, {"id": "mai-20260917-0922-baseline|c100-s4|xai-small|Nuclei", "prompt": "c100-s4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Nuclei", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Nuclei (vulns)"}, {"id": "mai-20260917-0922-baseline|c100-s4|xai-small|Shodan/Censys", "prompt": "c100-s4", "model": "xai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Shodan/Censys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Shodan/Censys (internet scan)"}, {"id": "mai-20260917-0922-baseline|c100-s4|zai-small|Intruder", "prompt": "c100-s4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intruder** – Best Overall Value with a Real Free Plan"}, {"id": "mai-20260917-0922-baseline|c100-s4|zai-small|runZero Community Edition", "prompt": "c100-s4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "runZero Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with runZero Community Edition** – It's free and gives you comprehensive asset discovery across all environments"}, {"id": "mai-20260917-0922-baseline|c100-s4|zai-small|HostedScan", "prompt": "c100-s4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "HostedScan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HostedScan** – Most Affordable Paid Option"}, {"id": "mai-20260917-0922-baseline|c100-s4|zai-small|Detectify", "prompt": "c100-s4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Detectify** is a great add-on if your main concern is web applications and APIs."}, {"id": "mai-20260917-0922-baseline|c100-s4|zai-small|PortWarden", "prompt": "c100-s4", "model": "zai-small", "cat": "attack-surface-management", "variant": "budget", "raw": "PortWarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**PortWarden** – Flexible Per-IP Pricing"}, {"id": "mai-20260917-0922-baseline|c100-s5|alibaba-small|CrowdStrike", "prompt": "c100-s5", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid the \"Call Us for Pricing\" model typical of enterprise vendors (like CrowdStrike or Fortinet), which often has minimum contracts of \\$15k–\\$20k+.)"}, {"id": "mai-20260917-0922-baseline|c100-s5|alibaba-small|Fortinet", "prompt": "c100-s5", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avoid the \"Call Us for Pricing\" model typical of enterprise vendors (like CrowdStrike or Fortinet)"}, {"id": "mai-20260917-0922-baseline|c100-s5|alibaba-small|Intruder", "prompt": "c100-s5", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Look for vendors like **Intruder**, **Detectify**, or **CyCognito**, which are known for this model."}, {"id": "mai-20260917-0922-baseline|c100-s5|alibaba-small|Detectify", "prompt": "c100-s5", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Detectify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Look for vendors like **Intruder**, **Detectify**, or **CyCognito**, which are known for this model."}, {"id": "mai-20260917-0922-baseline|c100-s5|alibaba-small|CyCognito", "prompt": "c100-s5", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CyCognito", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Look for vendors like **Intruder**, **Detectify**, or **CyCognito**, which are known for this model."}, {"id": "mai-20260917-0922-baseline|c100-s5|deepseek-small|CyCognito", "prompt": "c100-s5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise platforms like CyCognito start around **$30,000/year** for just a 250-asset baseline. A 30-person company almost certainly belongs in the former camp."}, {"id": "mai-20260917-0922-baseline|c100-s5|deepseek-small|Aikido Security", "prompt": "c100-s5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "A few vendors worth shortlisting that specifically target the small/mid-market: **Aikido Security, Attack Surface Center, and Botnet Security** all fit the \"small business\" tier."}, {"id": "mai-20260917-0922-baseline|c100-s5|deepseek-small|Attack Surface Center", "prompt": "c100-s5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Attack Surface Center", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "worth shortlisting that specifically target the small/mid-market: **Aikido Security, Attack Surface Center, and Botnet Security**"}, {"id": "mai-20260917-0922-baseline|c100-s5|deepseek-small|Botnet Security", "prompt": "c100-s5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Botnet Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "worth shortlisting that specifically target the small/mid-market: **Aikido Security, Attack Surface Center, and Botnet Security**"}, {"id": "mai-20260917-0922-baseline|c100-s5|deepseek-small|CrowdStrike", "prompt": "c100-s5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the enterprise-heavy names (CyCognito, CrowdStrike, Palo Alto) that may be overkill for your size"}, {"id": "mai-20260917-0922-baseline|c100-s5|deepseek-small|Palo Alto", "prompt": "c100-s5", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the enterprise-heavy names (CyCognito, CrowdStrike, Palo Alto) that may be overkill for your size"}, {"id": "mai-20260917-0922-baseline|c100-s5|google-small|Palo Alto Cortex Xpanse", "prompt": "c100-s5", "model": "google-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many legacy ASM platforms (like Palo Alto Cortex Xpanse or CyCognito) target the Fortune 500, with entry-level pricing starting in the tens of thousands of dollars per year."}, {"id": "mai-20260917-0922-baseline|c100-s5|google-small|CyCognito", "prompt": "c100-s5", "model": "google-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "legacy ASM platforms (like Palo Alto Cortex Xpanse or CyCognito) target the Fortune 500"}, {"id": "mai-20260917-0922-baseline|c100-s5|google-small|Intruder", "prompt": "c100-s5", "model": "google-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "It is built specifically for SMBs and mid-market teams... extremely clean, easy-to-use interface"}, {"id": "mai-20260917-0922-baseline|c100-s5|google-small|UpGuard (Breach Risk)", "prompt": "c100-s5", "model": "google-small", "cat": "attack-surface-management", "variant": "scale", "raw": "UpGuard (Breach Risk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "UpGuard is excellent for lean teams because it tackles three surfaces in one console"}, {"id": "mai-20260917-0922-baseline|c100-s5|google-small|Detectify", "prompt": "c100-s5", "model": "google-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for its highly accurate, crowd-sourced vulnerability tests. It is highly developer-focused."}, {"id": "mai-20260917-0922-baseline|c100-s5|google-small|Censys", "prompt": "c100-s5", "model": "google-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Censys", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid \"Data-Only\" Tools: Platforms like Censys or Shodan are great for security researchers, but they only provide raw internet data."}, {"id": "mai-20260917-0922-baseline|c100-s5|google-small|Shodan", "prompt": "c100-s5", "model": "google-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Shodan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid \"Data-Only\" Tools: Platforms like Censys or Shodan... these tools will sit unused."}, {"id": "mai-20260917-0922-baseline|c100-s5|mistral-small|Cobalt Strike ASM", "prompt": "c100-s5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Cobalt Strike ASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cobalt Strike ASM** | Strong threat hunting, phishing protection | Mid-market pricing"}, {"id": "mai-20260917-0922-baseline|c100-s5|mistral-small|Randori", "prompt": "c100-s5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Randori", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Randori** | Continuous red teaming, attack path analysis | Custom quotes"}, {"id": "mai-20260917-0922-baseline|c100-s5|mistral-small|SentinelOne ASM", "prompt": "c100-s5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "SentinelOne ASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SentinelOne ASM** | Unified XDR + ASM, cloud-native | Per-asset, starts ~$10K/yr"}, {"id": "mai-20260917-0922-baseline|c100-s5|mistral-small|AttackIQ", "prompt": "c100-s5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "AttackIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**AttackIQ** | Breach and attack simulation | Custom quotes"}, {"id": "mai-20260917-0922-baseline|c100-s5|mistral-small|Bishop Fox ASM", "prompt": "c100-s5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Bishop Fox ASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Bishop Fox ASM** | Research-backed, deep asset discovery | Custom quotes"}, {"id": "mai-20260917-0922-baseline|c100-s5|mistral-small|HackerOne ASM", "prompt": "c100-s5", "model": "mistral-small", "cat": "attack-surface-management", "variant": "scale", "raw": "HackerOne ASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HackerOne ASM** | Crowdsourced security + ASM | Per-asset, starts ~$5K/yr"}, {"id": "mai-20260917-0922-baseline|c100-s5|moonshot-small|Intruder", "prompt": "c100-s5", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intruder** | SMBs wanting vuln scanning + ASM | ~$99-108/month | Strong integrations, transparent pricing"}, {"id": "mai-20260917-0922-baseline|c100-s5|moonshot-small|Detectify", "prompt": "c100-s5", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with free trials of 2-3 SMB-focused tools (Intruder, Detectify, UpGuard)"}, {"id": "mai-20260917-0922-baseline|c100-s5|moonshot-small|UpGuard", "prompt": "c100-s5", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "scale", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**UpGuard** | SMBs needing vendor risk + ASM | SaaS-based | Good for smaller orgs"}, {"id": "mai-20260917-0922-baseline|c100-s5|moonshot-small|bspeka", "prompt": "c100-s5", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "scale", "raw": "bspeka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**bspeka** | Budget-conscious SMBs | €79-99/month | Step-by-step remediation guidance"}, {"id": "mai-20260917-0922-baseline|c100-s5|moonshot-small|Attaxion", "prompt": "c100-s5", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Attaxion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Attaxion** | Mid-market with transparent pricing | Published pricing | Good middle ground"}, {"id": "mai-20260917-0922-baseline|c100-s5|xai-small|Intruder", "prompt": "c100-s5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize platforms suited for SMBs like Intruder, CyCognito, UpGuard, or Detectify... Intruder (SMB-friendly scanning)"}, {"id": "mai-20260917-0922-baseline|c100-s5|xai-small|CyCognito", "prompt": "c100-s5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "CyCognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CyCognito (shadow IT)"}, {"id": "mai-20260917-0922-baseline|c100-s5|xai-small|UpGuard", "prompt": "c100-s5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "UpGuard (vendor risk)"}, {"id": "mai-20260917-0922-baseline|c100-s5|xai-small|Detectify", "prompt": "c100-s5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prioritize platforms suited for SMBs like Intruder, CyCognito, UpGuard, or Detectify"}, {"id": "mai-20260917-0922-baseline|c100-s5|xai-small|NetSPI", "prompt": "c100-s5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "NetSPI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "human expert review (e.g., NetSPI)"}, {"id": "mai-20260917-0922-baseline|c100-s5|xai-small|Synack", "prompt": "c100-s5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "pentest integration (e.g., Synack)"}, {"id": "mai-20260917-0922-baseline|c100-s5|xai-small|Wiz", "prompt": "c100-s5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Wiz (cloud focus if applicable)"}, {"id": "mai-20260917-0922-baseline|c100-s5|xai-small|Cortex Xpanse", "prompt": "c100-s5", "model": "xai-small", "cat": "attack-surface-management", "variant": "scale", "raw": "Cortex Xpanse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Common pitfalls: Overbuying enterprise bloat (e.g., Cortex Xpanse for Fortune 500)"}, {"id": "mai-20260917-0922-baseline|c100-s6|alibaba-small|Cortex Xpanse (Palo Alto Networks)", "prompt": "c100-s6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Cortex Xpanse (Palo Alto Networks)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "For a small business without existing Palo Alto hardware or a large budget, the ROI is rarely there."}, {"id": "mai-20260917-0922-baseline|c100-s6|alibaba-small|Synack", "prompt": "c100-s6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Synack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "It is expensive and often better suited for companies facing regulatory audits or running bug bounty programs."}, {"id": "mai-20260917-0922-baseline|c100-s6|alibaba-small|CyCognito", "prompt": "c100-s6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CyCognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "A small business with a simple AWS/Azure footprint may find the complexity overwhelming."}, {"id": "mai-20260917-0922-baseline|c100-s6|alibaba-small|Tenable.asm", "prompt": "c100-s6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable.asm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Purchasing this as a standalone solution for a small business often means missing features found in competitors"}, {"id": "mai-20260917-0922-baseline|c100-s6|alibaba-small|Falcon Surface (CrowdStrike)", "prompt": "c100-s6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Falcon Surface (CrowdStrike)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "it is largely redundant if you do not already use CrowdStrike for endpoint protection."}, {"id": "mai-20260917-0922-baseline|c100-s6|alibaba-small|BitSight", "prompt": "c100-s6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "BitSight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "generally not the right tool for a small business trying to actively patch vulnerabilities and discover rogue assets"}, {"id": "mai-20260917-0922-baseline|c100-s6|alibaba-small|SecurityScorecard", "prompt": "c100-s6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "generally not the right tool for a small business trying to actively patch vulnerabilities and discover rogue assets"}, {"id": "mai-20260917-0922-baseline|c100-s6|alibaba-small|Intruder", "prompt": "c100-s6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Known for transparent pricing, easy setup, and direct human support."}, {"id": "mai-20260917-0922-baseline|c100-s6|alibaba-small|Attacker", "prompt": "c100-s6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Attacker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Intruder / Attacker:** Known for transparent pricing, easy setup, and direct human support."}, {"id": "mai-20260917-0922-baseline|c100-s6|alibaba-small|Detectify", "prompt": "c100-s6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Excellent for SMBs that want continuous vulnerability scanning specifically focused on web and API exposure."}, {"id": "mai-20260917-0922-baseline|c100-s6|alibaba-small|Censys ASM", "prompt": "c100-s6", "model": "alibaba-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys ASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Offers high-quality data and discovery capabilities without the heavy price tag of enterprise suites."}, {"id": "mai-20260917-0922-baseline|c100-s6|anthropic-small|Palo Alto Cortex Xpanse", "prompt": "c100-s6", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is clearly not a good fit for small businesses with budget constraints."}, {"id": "mai-20260917-0922-baseline|c100-s6|anthropic-small|CrowdStrike Falcon Exposure Management", "prompt": "c100-s6", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The product can be very expensive for small and medium businesses, and the pricing model is not flexible or scalable enough."}, {"id": "mai-20260917-0922-baseline|c100-s6|anthropic-small|Detectify", "prompt": "c100-s6", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Detectify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Detectify is a Swedish EASM platform primarily geared toward small and medium-sized businesses, and it's one of the very few relatively affordable EASM platforms."}, {"id": "mai-20260917-0922-baseline|c100-s6|anthropic-small|Intruder EASM", "prompt": "c100-s6", "model": "anthropic-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Intruder EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Intruder EASM is a specialist surface management solution that's well-suited to mid-market businesses"}, {"id": "mai-20260917-0922-baseline|c100-s6|challenger-small|CyCognito", "prompt": "c100-s6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CyCognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "one review notes that small businesses should likely steer clear because pricing is not public and could lead to a large bill"}, {"id": "mai-20260917-0922-baseline|c100-s6|challenger-small|Palo Alto Cortex Xpanse", "prompt": "c100-s6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "repeatedly described as an enterprise-focused platform best suited to larger organizations"}, {"id": "mai-20260917-0922-baseline|c100-s6|challenger-small|Microsoft Defender EASM", "prompt": "c100-s6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "if you are not already a Microsoft-heavy shop, it is less attractive as a general SMB choice"}, {"id": "mai-20260917-0922-baseline|c100-s6|challenger-small|Bitsight", "prompt": "c100-s6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Bitsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "grouped with enterprise pricing... usually not the first choice for a small business on a tight budget"}, {"id": "mai-20260917-0922-baseline|c100-s6|challenger-small|Qualys ASM", "prompt": "c100-s6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Qualys ASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "custom-priced and part of a broader enterprise security platform, which can make it heavier than many SMBs need"}, {"id": "mai-20260917-0922-baseline|c100-s6|challenger-small|Tenable ASM / Tenable One", "prompt": "c100-s6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable ASM / Tenable One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generally framed as an ecosystem-led, broader exposure-management purchase rather than a lightweight SMB point solution"}, {"id": "mai-20260917-0922-baseline|c100-s6|challenger-small|Rapid7 Surface Command", "prompt": "c100-s6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Rapid7 Surface Command", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it is less of a simple standalone SMB buy"}, {"id": "mai-20260917-0922-baseline|c100-s6|challenger-small|CrowdStrike Falcon Surface", "prompt": "c100-s6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CrowdStrike Falcon Surface", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "typically tied to CrowdStrike customers and enterprise security operations rather than budget-conscious standalone SMB deployment"}, {"id": "mai-20260917-0922-baseline|c100-s6|challenger-small|Bishop Fox Cosmos", "prompt": "c100-s6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Bishop Fox Cosmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "less SMB-friendly pricing signals mean small businesses should evaluate cost and complexity carefully"}, {"id": "mai-20260917-0922-baseline|c100-s6|challenger-small|ImmuniWeb Discovery", "prompt": "c100-s6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "ImmuniWeb Discovery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "less SMB-friendly pricing signals mean small businesses should evaluate cost and complexity carefully"}, {"id": "mai-20260917-0922-baseline|c100-s6|challenger-small|Intruder", "prompt": "c100-s6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "The sources most consistently point to **Intruder**, **Detectify**, and **Attaxion** as more SMB-friendly options."}, {"id": "mai-20260917-0922-baseline|c100-s6|challenger-small|Detectify", "prompt": "c100-s6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Detectify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "point to **Intruder**, **Detectify**, and **Attaxion** as more SMB-friendly options"}, {"id": "mai-20260917-0922-baseline|c100-s6|challenger-small|Attaxion", "prompt": "c100-s6", "model": "challenger-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Attaxion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "point to **Intruder**, **Detectify**, and **Attaxion** as more SMB-friendly options"}, {"id": "mai-20260917-0922-baseline|c100-s6|deepseek-small|CrowdStrike Falcon Exposure Management", "prompt": "c100-s6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid the **enterprise suites (CrowdStrike, Rapid7, Tenable, Cortex Xpanse, Qualys, CyCognito)**"}, {"id": "mai-20260917-0922-baseline|c100-s6|deepseek-small|Rapid7 Surface Command", "prompt": "c100-s6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Rapid7 Surface Command", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid the **enterprise suites (CrowdStrike, Rapid7, Tenable, Cortex Xpanse, Qualys, CyCognito)**"}, {"id": "mai-20260917-0922-baseline|c100-s6|deepseek-small|Tenable Attack Surface Management", "prompt": "c100-s6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable Attack Surface Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid the **enterprise suites (CrowdStrike, Rapid7, Tenable, Cortex Xpanse, Qualys, CyCognito)**"}, {"id": "mai-20260917-0922-baseline|c100-s6|deepseek-small|Palo Alto Networks Cortex Xpanse", "prompt": "c100-s6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Palo Alto Networks Cortex Xpanse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid the **enterprise suites (CrowdStrike, Rapid7, Tenable, Cortex Xpanse, Qualys, CyCognito)**"}, {"id": "mai-20260917-0922-baseline|c100-s6|deepseek-small|Qualys EASM", "prompt": "c100-s6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Qualys EASM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid the **enterprise suites (CrowdStrike, Rapid7, Tenable, Cortex Xpanse, Qualys, CyCognito)**"}, {"id": "mai-20260917-0922-baseline|c100-s6|deepseek-small|CyCognito", "prompt": "c100-s6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CyCognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid the **enterprise suites (CrowdStrike, Rapid7, Tenable, Cortex Xpanse, Qualys, CyCognito)**"}, {"id": "mai-20260917-0922-baseline|c100-s6|deepseek-small|Bitsight", "prompt": "c100-s6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Bitsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**CyCognito** and **Bitsight** (high-end, continuous intelligence) ... **Why be cautious:** **Cost-prohibitive.**"}, {"id": "mai-20260917-0922-baseline|c100-s6|deepseek-small|Intruder", "prompt": "c100-s6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Intruder** (transparent pricing from ~$99/month; often cited as a top pick for SMBs)"}, {"id": "mai-20260917-0922-baseline|c100-s6|deepseek-small|Detectify", "prompt": "c100-s6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Start with SMB-friendly tools ... **Detectify**"}, {"id": "mai-20260917-0922-baseline|c100-s6|deepseek-small|Aikido Security", "prompt": "c100-s6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Aikido Security** (developer-friendly, low noise)"}, {"id": "mai-20260917-0922-baseline|c100-s6|deepseek-small|Microsoft Defender EASM", "prompt": "c100-s6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "free tier / Azure-based, good if you're already Microsoft-centric"}, {"id": "mai-20260917-0922-baseline|c100-s6|deepseek-small|bspeka", "prompt": "c100-s6", "model": "deepseek-small", "cat": "attack-surface-management", "variant": "negative", "raw": "bspeka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "A few tools (e.g., **bspeka**) offer free plans to test before committing."}, {"id": "mai-20260917-0922-baseline|c100-s6|google-small|Cortex Xpanse", "prompt": "c100-s6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Cortex Xpanse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why small businesses should avoid them: High Minimum Spend... Cortex Xpanse is positioned strictly as a high-end enterprise tool"}, {"id": "mai-20260917-0922-baseline|c100-s6|google-small|CyCognito", "prompt": "c100-s6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CyCognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms to watch out for: Palo Alto Networks Cortex Xpanse, CyCognito... Why small businesses should avoid them"}, {"id": "mai-20260917-0922-baseline|c100-s6|google-small|Mandiant Advantage ASM", "prompt": "c100-s6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Mandiant Advantage ASM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms to watch out for: ... Mandiant Advantage ASM, and IONIX. Why small businesses should avoid them"}, {"id": "mai-20260917-0922-baseline|c100-s6|google-small|IONIX", "prompt": "c100-s6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "IONIX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to watch out for: ... and IONIX. Why small businesses should avoid them"}, {"id": "mai-20260917-0922-baseline|c100-s6|google-small|Microsoft Defender EASM", "prompt": "c100-s6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why small businesses should be cautious: Unpredictable Billing"}, {"id": "mai-20260917-0922-baseline|c100-s6|google-small|Censys", "prompt": "c100-s6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Censys (as a standalone tool)... Why small businesses should be cautious: Lacks Actionable Advice"}, {"id": "mai-20260917-0922-baseline|c100-s6|google-small|Team Cymru (Pure Signal Recon / Orbit)", "prompt": "c100-s6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Team Cymru (Pure Signal Recon / Orbit)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Requires Specialized Staff: Team Cymru's leadership has explicitly noted that their tools are built for \"mature teams\""}, {"id": "mai-20260917-0922-baseline|c100-s6|google-small|OWASP Amass", "prompt": "c100-s6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "OWASP Amass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Tools to watch out for: OWASP Amass... Why small businesses should avoid them: Invisible Labor Costs"}, {"id": "mai-20260917-0922-baseline|c100-s6|google-small|Chaos Client", "prompt": "c100-s6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Chaos Client", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Tools to watch out for: OWASP Amass, Chaos Client... Why small businesses should avoid them"}, {"id": "mai-20260917-0922-baseline|c100-s6|google-small|Nmap", "prompt": "c100-s6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Nmap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "custom Nmap script environments... Why small businesses should avoid them"}, {"id": "mai-20260917-0922-baseline|c100-s6|google-small|Intruder", "prompt": "c100-s6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Examples of platforms built with SMB capabilities and straightforward UI/pricing structures include Intruder, Attaxion, and Glasstrail."}, {"id": "mai-20260917-0922-baseline|c100-s6|google-small|Attaxion", "prompt": "c100-s6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Examples of platforms built with SMB capabilities... include Intruder, Attaxion, and Glasstrail."}, {"id": "mai-20260917-0922-baseline|c100-s6|google-small|Glasstrail", "prompt": "c100-s6", "model": "google-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Glasstrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Examples of platforms built with SMB capabilities... include Intruder, Attaxion, and Glasstrail."}, {"id": "mai-20260917-0922-baseline|c100-s6|meta-small|Intruder", "prompt": "c100-s6", "model": "meta-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Some platforms that may be suitable for small businesses include Intruder, ThreatScope, and Aikido Security."}, {"id": "mai-20260917-0922-baseline|c100-s6|meta-small|ThreatScope", "prompt": "c100-s6", "model": "meta-small", "cat": "attack-surface-management", "variant": "negative", "raw": "ThreatScope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Some platforms that may be suitable for small businesses include Intruder, ThreatScope, and Aikido Security."}, {"id": "mai-20260917-0922-baseline|c100-s6|meta-small|Aikido Security", "prompt": "c100-s6", "model": "meta-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Some platforms that may be suitable for small businesses include Intruder, ThreatScope, and Aikido Security."}, {"id": "mai-20260917-0922-baseline|c100-s6|meta-small|Synack", "prompt": "c100-s6", "model": "meta-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Synack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Synack is a validated ASM platform that is best for enterprise use"}, {"id": "mai-20260917-0922-baseline|c100-s6|meta-small|Censys", "prompt": "c100-s6", "model": "meta-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Censys is an internet scanning tool that is best for discovery accuracy"}, {"id": "mai-20260917-0922-baseline|c100-s6|minimax-small|CrowdStrike Falcon Exposure Management", "prompt": "c100-s6", "model": "minimax-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cited as potentially cost-prohibitive with complex remediation frameworks"}, {"id": "mai-20260917-0922-baseline|c100-s6|minimax-small|Team Cymru Pure Signal products", "prompt": "c100-s6", "model": "minimax-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Team Cymru Pure Signal products", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Require experienced security staff and extensive onboarding; currently scaled for medium and larger businesses"}, {"id": "mai-20260917-0922-baseline|c100-s6|minimax-small|Aikido Security", "prompt": "c100-s6", "model": "minimax-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Platforms designed specifically for SMBs (like Aikido Security, Intruder)"}, {"id": "mai-20260917-0922-baseline|c100-s6|minimax-small|Intruder", "prompt": "c100-s6", "model": "minimax-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Platforms designed specifically for SMBs (like Aikido Security, Intruder)"}, {"id": "mai-20260917-0922-baseline|c100-s6|mistral-small|Cortex Xpanse", "prompt": "c100-s6", "model": "mistral-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Cortex Xpanse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "typically overkill for small businesses due to complexity and cost"}, {"id": "mai-20260917-0922-baseline|c100-s6|mistral-small|Defender EASM", "prompt": "c100-s6", "model": "mistral-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Defender EASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically overkill for small businesses due to complexity and cost"}, {"id": "mai-20260917-0922-baseline|c100-s6|mistral-small|Falcon Surface", "prompt": "c100-s6", "model": "mistral-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Falcon Surface", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically overkill for small businesses due to complexity and cost"}, {"id": "mai-20260917-0922-baseline|c100-s6|mistral-small|Tenable ASM", "prompt": "c100-s6", "model": "mistral-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable ASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically overkill for small businesses due to complexity and cost"}, {"id": "mai-20260917-0922-baseline|c100-s6|mistral-small|CyCognito", "prompt": "c100-s6", "model": "mistral-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CyCognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Small businesses may find them unnecessarily complex and expensive."}, {"id": "mai-20260917-0922-baseline|c100-s6|mistral-small|IONIX", "prompt": "c100-s6", "model": "mistral-small", "cat": "attack-surface-management", "variant": "negative", "raw": "IONIX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Small businesses may find them unnecessarily complex and expensive."}, {"id": "mai-20260917-0922-baseline|c100-s6|mistral-small|Intruder", "prompt": "c100-s6", "model": "mistral-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Focus on platforms specifically designed for small-to-mid teams, such as Intruder, Detectify, or Attaxion"}, {"id": "mai-20260917-0922-baseline|c100-s6|mistral-small|Detectify", "prompt": "c100-s6", "model": "mistral-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Detectify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "such as Intruder, Detectify, or Attaxion, which offer transparent pricing, automation, and ease of use"}, {"id": "mai-20260917-0922-baseline|c100-s6|mistral-small|Attaxion", "prompt": "c100-s6", "model": "mistral-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Attaxion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "such as Intruder, Detectify, or Attaxion, which offer transparent pricing, automation, and ease of use"}, {"id": "mai-20260917-0922-baseline|c100-s6|moonshot-small|CyCognito", "prompt": "c100-s6", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CyCognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why avoid: Explicitly built for mid-market to large enterprises."}, {"id": "mai-20260917-0922-baseline|c100-s6|moonshot-small|Palo Alto Cortex Xpanse", "prompt": "c100-s6", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why avoid: \"Firmly enterprise-tier\" pricing with a steep learning curve, complex setup, and poor usability for smaller teams."}, {"id": "mai-20260917-0922-baseline|c100-s6|moonshot-small|Rapid7 InsightVM", "prompt": "c100-s6", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why be cautious: While the per-asset price (~$1.62/month) sounds reasonable, there's a 500-asset minimum"}, {"id": "mai-20260917-0922-baseline|c100-s6|moonshot-small|Microsoft Defender EASM", "prompt": "c100-s6", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Microsoft Defender EASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why cautious: Generates a high volume of false positives that require at least one dedicated person to triage."}, {"id": "mai-20260917-0922-baseline|c100-s6|moonshot-small|Tenable ASM", "prompt": "c100-s6", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable ASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why cautious: Bundled into the broader Tenable One platform with quote-based standalone pricing."}, {"id": "mai-20260917-0922-baseline|c100-s6|moonshot-small|Aikido", "prompt": "c100-s6", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Better alternatives for small business: ... developer-first platforms like Aikido or PortWarden"}, {"id": "mai-20260917-0922-baseline|c100-s6|moonshot-small|PortWarden", "prompt": "c100-s6", "model": "moonshot-small", "cat": "attack-surface-management", "variant": "negative", "raw": "PortWarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "developer-first platforms like Aikido or PortWarden"}, {"id": "mai-20260917-0922-baseline|c100-s6|openai-small|Microsoft Defender External Attack Surface Management", "prompt": "c100-s6", "model": "openai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Microsoft Defender External Attack Surface Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "reviewers mention **initial complexity, data noise, pricing per asset, and weak vendor support / missing professional services**"}, {"id": "mai-20260917-0922-baseline|c100-s6|openai-small|Tenable Nessus", "prompt": "c100-s6", "model": "openai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable Nessus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "users note **high cost, licensing complexity, slow scans, production impact, and false positives**"}, {"id": "mai-20260917-0922-baseline|c100-s6|openai-small|Qualys CAASM", "prompt": "c100-s6", "model": "openai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Qualys CAASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "reviewers mention **high license cost, weaker integration, and slow support**"}, {"id": "mai-20260917-0922-baseline|c100-s6|openai-small|Cyble", "prompt": "c100-s6", "model": "openai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Cyble", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "call out **significant false positives and noisy alerts**, which can create alert fatigue for lean teams"}, {"id": "mai-20260917-0922-baseline|c100-s6|openai-small|Detectify", "prompt": "c100-s6", "model": "openai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Detectify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "G2 notes **complex setup and expensive pricing when testing multiple sites**"}, {"id": "mai-20260917-0922-baseline|c100-s6|openai-small|ThingsRecon", "prompt": "c100-s6", "model": "openai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "ThingsRecon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "mentions **a steep learning curve, limited offline support, and expensive product**"}, {"id": "mai-20260917-0922-baseline|c100-s6|openai-small|Check Point Infinity External Risk Management", "prompt": "c100-s6", "model": "openai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Check Point Infinity External Risk Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "can also be a mismatch if you need something simple"}, {"id": "mai-20260917-0922-baseline|c100-s6|xai-small|Wiz", "prompt": "c100-s6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Specific Platforms to Approach with Caution/Avoid:\n1. **Wiz** ... Overkill for simple perimeters; requires cloud expertise."}, {"id": "mai-20260917-0922-baseline|c100-s6|xai-small|Prisma Cloud", "prompt": "c100-s6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "similar CNAPP-heavy tools like Prisma Cloud or Orca Security"}, {"id": "mai-20260917-0922-baseline|c100-s6|xai-small|Orca Security", "prompt": "c100-s6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "similar CNAPP-heavy tools like Prisma Cloud or Orca Security"}, {"id": "mai-20260917-0922-baseline|c100-s6|xai-small|Rapid7 Attack Surface Management", "prompt": "c100-s6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Rapid7 Attack Surface Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "criticized for per-target licensing that gets expensive quickly"}, {"id": "mai-20260917-0922-baseline|c100-s6|xai-small|Tenable.asm", "prompt": "c100-s6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable.asm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise-grade with strong discovery but criticized for per-target licensing"}, {"id": "mai-20260917-0922-baseline|c100-s6|xai-small|CyCognito", "prompt": "c100-s6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CyCognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "SMB feedback highlights pricing inaccessibility, false positives, and tuning time"}, {"id": "mai-20260917-0922-baseline|c100-s6|xai-small|Cortex Xpanse (Palo Alto)", "prompt": "c100-s6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Cortex Xpanse (Palo Alto)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Overly broad for SMBs; complaints around dependency on vendor ecosystems"}, {"id": "mai-20260917-0922-baseline|c100-s6|xai-small|CrowdStrike Falcon Exposure Management", "prompt": "c100-s6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CrowdStrike Falcon Exposure Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Overly broad for SMBs; complaints around dependency on vendor ecosystems"}, {"id": "mai-20260917-0922-baseline|c100-s6|xai-small|Intruder", "prompt": "c100-s6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Opt for transparent, lightweight options like **Intruder** ($99/mo start)"}, {"id": "mai-20260917-0922-baseline|c100-s6|xai-small|PortWarden", "prompt": "c100-s6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "PortWarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**PortWarden** ($10/IP, free starter IPs)"}, {"id": "mai-20260917-0922-baseline|c100-s6|xai-small|Aikido Security", "prompt": "c100-s6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Aikido Security** (dev-first, intuitive)"}, {"id": "mai-20260917-0922-baseline|c100-s6|xai-small|Detectify", "prompt": "c100-s6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Detectify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Detectify** (web-focused, affordable)"}, {"id": "mai-20260917-0922-baseline|c100-s6|xai-small|CloudSEK", "prompt": "c100-s6", "model": "xai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "CloudSEK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Feedback themes**: Noise/false positives (e.g., CloudSEK)"}, {"id": "mai-20260917-0922-baseline|c100-s6|zai-small|Palo Alto Cortex Xpanse", "prompt": "c100-s6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Palo Alto Cortex Xpanse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Described as having \"premium pricing\" and being \"best value when used within Palo Alto ecosystem\""}, {"id": "mai-20260917-0922-baseline|c100-s6|zai-small|Tenable ASM", "prompt": "c100-s6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Tenable ASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tenable products typically follow enterprise pricing models"}, {"id": "mai-20260917-0922-baseline|c100-s6|zai-small|Censys", "prompt": "c100-s6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Censys", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "pricing starting from \"~$25K/year, custom enterprise\" which is clearly outside small business budgets"}, {"id": "mai-20260917-0922-baseline|c100-s6|zai-small|UpGuard BreachSight", "prompt": "c100-s6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "UpGuard BreachSight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "starting at \"$5,999 per year\" which may be cost-prohibitive for many small businesses"}, {"id": "mai-20260917-0922-baseline|c100-s6|zai-small|Detectify", "prompt": "c100-s6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Detectify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Listed at \"€275/month\" ... which could be expensive for ongoing monitoring"}, {"id": "mai-20260917-0922-baseline|c100-s6|zai-small|IBM Randori", "prompt": "c100-s6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "IBM Randori", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Mentioned as an enterprise platform in the context of mid-market vs. enterprise pricing comparisons"}, {"id": "mai-20260917-0922-baseline|c100-s6|zai-small|Bitsight", "prompt": "c100-s6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Bitsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "primarily for organizations already on Azure platform, which may exclude many small businesses"}, {"id": "mai-20260917-0922-baseline|c100-s6|zai-small|Team Cymru Pure Signal Recon", "prompt": "c100-s6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Team Cymru Pure Signal Recon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Requires \"experienced staff to make the best use of its capabilities\""}, {"id": "mai-20260917-0922-baseline|c100-s6|zai-small|Team Cymru Pure Signal Orbit", "prompt": "c100-s6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Team Cymru Pure Signal Orbit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Currently \"scaled to medium and up\" with \"fairly extensive learning project at the beginning\""}, {"id": "mai-20260917-0922-baseline|c100-s6|zai-small|Intruder", "prompt": "c100-s6", "model": "zai-small", "cat": "attack-surface-management", "variant": "negative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Tools specifically designed for small teams (like Intruder, which is mentioned as \"$172 per month\" for coverage)"}, {"id": "mai-20260917-0922-baseline|c101-l1|alibaba-small|Cobalt (NTT Data)", "prompt": "c101-l1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt (NTT Data)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For Agility & UX:** Choose **Cobalt**."}, {"id": "mai-20260917-0922-baseline|c101-l1|alibaba-small|Synack", "prompt": "c101-l1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For Speed & Scale:** Choose **Synack**."}, {"id": "mai-20260917-0922-baseline|c101-l1|alibaba-small|Secops (RedTeam.com)", "prompt": "c101-l1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Secops (RedTeam.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For Deep Threat Simulation:** Choose **Secops** or **Bishop Fox**."}, {"id": "mai-20260917-0922-baseline|c101-l1|alibaba-small|Bishop Fox", "prompt": "c101-l1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For Deep Threat Simulation:** Choose **Secops** or **Bishop Fox**."}, {"id": "mai-20260917-0922-baseline|c101-l1|alibaba-small|VerSprite", "prompt": "c101-l1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "VerSprite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong focus on DevSecOps integration."}, {"id": "mai-20260917-0922-baseline|c101-l1|alibaba-small|Trustwave", "prompt": "c101-l1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Trustwave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For Heavy Regulatory Audit:** Choose **Trustwave**."}, {"id": "mai-20260917-0922-baseline|c101-l1|anthropic-small|NetSPI", "prompt": "c101-l1", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NetSPI is highest-rated on G2 with a 4.9/5 rating, offering deep human-led testing across APIs, cloud, and modern infrastructure"}, {"id": "mai-20260917-0922-baseline|c101-l1|anthropic-small|Mandiant", "prompt": "c101-l1", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise and critical infrastructure organizations lean toward NetSPI, Mandiant, or Synack"}, {"id": "mai-20260917-0922-baseline|c101-l1|anthropic-small|Synack", "prompt": "c101-l1", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Synack tops lists by combining Sara, its agentic AI engine, with the Synack Red Team for human-validated findings and FedRAMP Moderate authorization"}, {"id": "mai-20260917-0922-baseline|c101-l1|anthropic-small|NCC Group", "prompt": "c101-l1", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NCC Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NCC Group, founded in 1999, is a heavyweight in cybersecurity with a full-time, global team of certified professionals"}, {"id": "mai-20260917-0922-baseline|c101-l1|anthropic-small|BreachLock", "prompt": "c101-l1", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BreachLock created the world's first full-stack Penetration Testing as a Service solution with over 1,200 customers"}, {"id": "mai-20260917-0922-baseline|c101-l1|anthropic-small|Bishop Fox", "prompt": "c101-l1", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bishop Fox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "enterprise engagements from firms like Bishop Fox or NetSPI run $25,000 to $75,000 or more"}, {"id": "mai-20260917-0922-baseline|c101-l1|challenger-small|NetSPI", "prompt": "c101-l1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with **NetSPI** emerging as the safest default if you need broad enterprise coverage at scale"}, {"id": "mai-20260917-0922-baseline|c101-l1|challenger-small|Synack", "prompt": "c101-l1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for continuous PTaaS with enterprise/government fit:** **Synack**"}, {"id": "mai-20260917-0922-baseline|c101-l1|challenger-small|Bishop Fox", "prompt": "c101-l1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for large attack surfaces and continuous offensive testing:** **Bishop Fox**"}, {"id": "mai-20260917-0922-baseline|c101-l1|challenger-small|Mandiant", "prompt": "c101-l1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Mandiant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for critical infrastructure / high-assurance needs:** **Mandiant**"}, {"id": "mai-20260917-0922-baseline|c101-l1|challenger-small|AppSecure Security", "prompt": "c101-l1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "AppSecure Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Compliance-heavy web app testing:** **AppSecure Security** or **NCC Group**"}, {"id": "mai-20260917-0922-baseline|c101-l1|challenger-small|NCC Group", "prompt": "c101-l1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NCC Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Compliance-heavy web app testing:** **AppSecure Security** or **NCC Group**"}, {"id": "mai-20260917-0922-baseline|c101-l1|challenger-small|Cobalt", "prompt": "c101-l1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Continuous testing integrated into delivery pipelines:** **Cobalt** or **Bishop Fox**"}, {"id": "mai-20260917-0922-baseline|c101-l1|challenger-small|Redbot Security", "prompt": "c101-l1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Redbot Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Human-led exploitation validation over checklist-style findings:** **Redbot Security**"}, {"id": "mai-20260917-0922-baseline|c101-l1|deepseek-small|Bishop Fox", "prompt": "c101-l1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bishop Fox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd shortlist **Bishop Fox** (best global coverage) and **NetSPI** (best enterprise PTaaS platform)"}, {"id": "mai-20260917-0922-baseline|c101-l1|deepseek-small|NetSPI", "prompt": "c101-l1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd shortlist **Bishop Fox** (best global coverage) and **NetSPI** (best enterprise PTaaS platform)"}, {"id": "mai-20260917-0922-baseline|c101-l1|deepseek-small|Coalfire", "prompt": "c101-l1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Coalfire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Compliance-Driven Enterprises: **Coalfire**"}, {"id": "mai-20260917-0922-baseline|c101-l1|deepseek-small|Synack", "prompt": "c101-l1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for AI + Human Hybrid / Government: **Synack**"}, {"id": "mai-20260917-0922-baseline|c101-l1|deepseek-small|Optiv", "prompt": "c101-l1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Optiv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Optiv** \\u2013 enterprise vendor expertise, 9.0/10 rated"}, {"id": "mai-20260917-0922-baseline|c101-l1|deepseek-small|Rapid7", "prompt": "c101-l1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Rapid7, CrowdStrike, Secureworks** \\u2013 integrated with broader security platforms"}, {"id": "mai-20260917-0922-baseline|c101-l1|deepseek-small|CrowdStrike", "prompt": "c101-l1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "integrated with broader security platforms"}, {"id": "mai-20260917-0922-baseline|c101-l1|deepseek-small|Secureworks", "prompt": "c101-l1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Secureworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "integrated with broader security platforms"}, {"id": "mai-20260917-0922-baseline|c101-l1|deepseek-small|NCC Group", "prompt": "c101-l1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NCC Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "elite offensive-security specialists"}, {"id": "mai-20260917-0922-baseline|c101-l1|deepseek-small|IOActive", "prompt": "c101-l1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "IOActive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "elite offensive-security specialists"}, {"id": "mai-20260917-0922-baseline|c101-l1|deepseek-small|SpecterOps", "prompt": "c101-l1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "SpecterOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "elite offensive-security specialists"}, {"id": "mai-20260917-0922-baseline|c101-l1|deepseek-small|TrustedSec", "prompt": "c101-l1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "TrustedSec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "elite offensive-security specialists"}, {"id": "mai-20260917-0922-baseline|c101-l1|deepseek-small|Cobalt", "prompt": "c101-l1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Crowdsourced** (Synack, Cobalt) \\u2014 good for speed and breadth."}, {"id": "mai-20260917-0922-baseline|c101-l1|google-small|NetSPI", "prompt": "c101-l1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Enterprise Powerhouse: NetSPI (Merging with Synack) ... NetSPI has long been an enterprise gold standard"}, {"id": "mai-20260917-0922-baseline|c101-l1|google-small|Synack", "prompt": "c101-l1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It pairs NetSPI's established PTaaS platform (Resolve) with Synack’s elite, vetted freelance Red Team (SRT)"}, {"id": "mai-20260917-0922-baseline|c101-l1|google-small|Cobalt.io", "prompt": "c101-l1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Agile, DevSecOps Leader: Cobalt.io ... Cobalt pioneered the modern PTaaS model"}, {"id": "mai-20260917-0922-baseline|c101-l1|google-small|BreachLock", "prompt": "c101-l1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BreachLock offers a comprehensive, full-stack PTaaS platform"}, {"id": "mai-20260917-0922-baseline|c101-l1|google-small|Bishop Fox", "prompt": "c101-l1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bishop Fox is a top-tier premium option"}, {"id": "mai-20260917-0922-baseline|c101-l1|google-small|HackerOne", "prompt": "c101-l1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "HackerOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The Crowdsourced Scale Option: HackerOne / Bugcrowd"}, {"id": "mai-20260917-0922-baseline|c101-l1|google-small|Bugcrowd", "prompt": "c101-l1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bugcrowd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The Crowdsourced Scale Option: HackerOne / Bugcrowd"}, {"id": "mai-20260917-0922-baseline|c101-l1|meta-small|Synack", "prompt": "c101-l1", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated firms include Synack, Software Secured, and others listed in the search results."}, {"id": "mai-20260917-0922-baseline|c101-l1|meta-small|Software Secured", "prompt": "c101-l1", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Software Secured", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated firms include Synack, Software Secured, and others listed in the search results."}, {"id": "mai-20260917-0922-baseline|c101-l1|minimax-small|NCC Group", "prompt": "c101-l1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NCC Group", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all‑round:** **NCC Group** (global, multi‑service, strong compliance)."}, {"id": "mai-20260917-0922-baseline|c101-l1|minimax-small|IOActive", "prompt": "c101-l1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "IOActive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for deep‑technical, hardware/IoT:** **IOActive**."}, {"id": "mai-20260917-0922-baseline|c101-l1|minimax-small|Trustwave (SpiderLabs)", "prompt": "c101-l1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Trustwave (SpiderLabs)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "End‑to‑end security suite, strong PCI‑DSS heritage, hybrid (on‑prem + cloud) testing"}, {"id": "mai-20260917-0922-baseline|c101-l1|minimax-small|Verizon Enterprise Solutions (RISK Team)", "prompt": "c101-l1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Verizon Enterprise Solutions (RISK Team)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Large‑scale network assessments, history with Verizon’s Data Breach Investigations Report (DBIR)"}, {"id": "mai-20260917-0922-baseline|c101-l1|minimax-small|IBM X‑Force", "prompt": "c101-l1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "IBM X‑Force", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you’re in finance, you might lean toward **IBM X‑Force** (deep financial‑services experience)."}, {"id": "mai-20260917-0922-baseline|c101-l1|minimax-small|Rapid7 (InsightVM & Professional Services)", "prompt": "c101-l1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Rapid7 (InsightVM & Professional Services)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Combined vulnerability management + pen‑test, strong automation, transparent pricing"}, {"id": "mai-20260917-0922-baseline|c101-l1|minimax-small|Deloitte", "prompt": "c101-l1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Deloitte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for integrated risk‑management & audit‑style reporting:** **Deloitte, PwC, EY**"}, {"id": "mai-20260917-0922-baseline|c101-l1|minimax-small|PwC", "prompt": "c101-l1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "PwC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for integrated risk‑management & audit‑style reporting:** **Deloitte, PwC, EY**"}, {"id": "mai-20260917-0922-baseline|c101-l1|minimax-small|EY (Cybersecurity & Privacy)", "prompt": "c101-l1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "EY (Cybersecurity & Privacy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for integrated risk‑management & audit‑style reporting:** **Deloitte, PwC, EY**"}, {"id": "mai-20260917-0922-baseline|c101-l1|minimax-small|Synack", "prompt": "c101-l1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best for continuous app testing:** **Synack** or **Bugcrowd** (crowdsourced, on‑demand)."}, {"id": "mai-20260917-0922-baseline|c101-l1|minimax-small|Bugcrowd", "prompt": "c101-l1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Best for continuous app testing:** **Synack** or **Bugcrowd** (crowdsourced, on‑demand)."}, {"id": "mai-20260917-0922-baseline|c101-l1|mistral-small|Deloitte Cyber", "prompt": "c101-l1", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Deloitte Cyber", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Deloitte Cyber** or **Terra Security** are top choices"}, {"id": "mai-20260917-0922-baseline|c101-l1|mistral-small|Terra Security", "prompt": "c101-l1", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Terra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprise B2B companies, **Deloitte Cyber** or **Terra Security** are top choices"}, {"id": "mai-20260917-0922-baseline|c101-l1|mistral-small|Astra Security", "prompt": "c101-l1", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Named best overall for traditional penetration testing, with strong vulnerability scanning and a focus on enterprise needs."}, {"id": "mai-20260917-0922-baseline|c101-l1|moonshot-small|Bishop Fox", "prompt": "c101-l1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Bishop Fox or NetSPI** if you need highly customized, manual testing for complex environments"}, {"id": "mai-20260917-0922-baseline|c101-l1|moonshot-small|Synack", "prompt": "c101-l1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My top pick for most enterprise B2B companies:** **Cobalt.io** or **Synack**"}, {"id": "mai-20260917-0922-baseline|c101-l1|moonshot-small|Cobalt.io", "prompt": "c101-l1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**My top pick for most enterprise B2B companies:** **Cobalt.io** or **Synack**"}, {"id": "mai-20260917-0922-baseline|c101-l1|moonshot-small|HackerOne", "prompt": "c101-l1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "HackerOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider HackerOne** if you want to layer in crowdsourced security alongside traditional pentesting"}, {"id": "mai-20260917-0922-baseline|c101-l1|moonshot-small|NetSPI / NCC Group", "prompt": "c101-l1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NetSPI / NCC Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Regulated Industries"}, {"id": "mai-20260917-0922-baseline|c101-l1|moonshot-small|Rapid7 PTaaS", "prompt": "c101-l1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Rapid7 PTaaS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Speed & agility** | Cobalt.io or Rapid7 PTaaS"}, {"id": "mai-20260917-0922-baseline|c101-l1|moonshot-small|Astra Security", "prompt": "c101-l1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Astra Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Budget-conscious** | Astra Security or BreachLock (mid-market)"}, {"id": "mai-20260917-0922-baseline|c101-l1|moonshot-small|BreachLock", "prompt": "c101-l1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BreachLock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Budget-conscious** | Astra Security or BreachLock (mid-market)"}, {"id": "mai-20260917-0922-baseline|c101-l1|openai-small|NetSPI", "prompt": "c101-l1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose NetSPI if you want the safest enterprise default"}, {"id": "mai-20260917-0922-baseline|c101-l1|openai-small|BreachLock", "prompt": "c101-l1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for compliance-heavy organizations needing human depth: BreachLock"}, {"id": "mai-20260917-0922-baseline|c101-l1|openai-small|HackerOne", "prompt": "c101-l1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "HackerOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "G2's enterprise category currently highlights vendors like NetSPI, BreachLock, HackerOne, UnderDefense, and Vynox"}, {"id": "mai-20260917-0922-baseline|c101-l1|openai-small|UnderDefense", "prompt": "c101-l1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "UnderDefense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "choose BreachLock/UnderDefense if you want a more traditional managed pentest model"}, {"id": "mai-20260917-0922-baseline|c101-l1|openai-small|Vynox", "prompt": "c101-l1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Vynox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "highlights vendors like NetSPI, BreachLock, HackerOne, UnderDefense, and Vynox"}, {"id": "mai-20260917-0922-baseline|c101-l1|openai-small|Pentera", "prompt": "c101-l1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Pentera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for continuous / high-frequency validation: Pentera"}, {"id": "mai-20260917-0922-baseline|c101-l1|openai-small|Horizon3.ai", "prompt": "c101-l1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Horizon3.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "choose Pentera/Horizon3.ai if you want continuous automated validation"}, {"id": "mai-20260917-0922-baseline|c101-l1|xai-small|NetSPI", "prompt": "c101-l1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leaders like NetSPI or Bishop Fox are safe enterprise bets to start with."}, {"id": "mai-20260917-0922-baseline|c101-l1|xai-small|Bishop Fox", "prompt": "c101-l1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bishop Fox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Leaders like NetSPI or Bishop Fox are safe enterprise bets to start with."}, {"id": "mai-20260917-0922-baseline|c101-l1|xai-small|Mandiant (Google Cloud)", "prompt": "c101-l1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Mandiant (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gold standard for advanced persistent threat testing."}, {"id": "mai-20260917-0922-baseline|c101-l1|xai-small|Synack", "prompt": "c101-l1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top for AI readiness and regulated industries."}, {"id": "mai-20260917-0922-baseline|c101-l1|xai-small|NCC Group", "prompt": "c101-l1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NCC Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong in Forrester evaluations; enterprise specialist."}, {"id": "mai-20260917-0922-baseline|c101-l1|xai-small|Intruder", "prompt": "c101-l1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid SMB-focused tools like Intruder or Pentest-Tools.com."}, {"id": "mai-20260917-0922-baseline|c101-l1|xai-small|Pentest-Tools.com", "prompt": "c101-l1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Pentest-Tools.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid SMB-focused tools like Intruder or Pentest-Tools.com."}, {"id": "mai-20260917-0922-baseline|c101-l1|xai-small|HackerOne", "prompt": "c101-l1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "HackerOne", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Skip crowdsourced-only (e.g., HackerOne for bug bounties, not full pentests)"}, {"id": "mai-20260917-0922-baseline|c101-l1|zai-small|NetSPI", "prompt": "c101-l1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NetSPI** | Enterprise-scale PTaaS with broad asset coverage | Gartner-recommended; integrates PTaaS with EASM/CAASM/BAS"}, {"id": "mai-20260917-0922-baseline|c101-l1|zai-small|Cobalt", "prompt": "c101-l1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "On-demand pentesting integrated into DevSecOps workflows"}, {"id": "mai-20260917-0922-baseline|c101-l1|zai-small|Bishop Fox", "prompt": "c101-l1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep manual research & continuous attack surface management"}, {"id": "mai-20260917-0922-baseline|c101-l1|zai-small|Synack", "prompt": "c101-l1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI + human PTaaS for enterprise & government"}, {"id": "mai-20260917-0922-baseline|c101-l1|zai-small|Rapid7", "prompt": "c101-l1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "good for organizations already using Rapid7"}, {"id": "mai-20260917-0922-baseline|c101-l1|zai-small|UnderDefense", "prompt": "c101-l1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "UnderDefense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Transparent pricing; vendor-agnostic integration"}, {"id": "mai-20260917-0922-baseline|c101-l1|zai-small|Astra Security", "prompt": "c101-l1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best overall for many organizations (2024)"}, {"id": "mai-20260917-0922-baseline|c101-l1|zai-small|Intruder", "prompt": "c101-l1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for vulnerability scanning"}, {"id": "mai-20260917-0922-baseline|c101-l1|zai-small|Secureworks", "prompt": "c101-l1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Secureworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Intelligence-driven testing backed by CTU research"}, {"id": "mai-20260917-0922-baseline|c101-l1|zai-small|Mandiant", "prompt": "c101-l1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "High-end red teaming and incident response"}, {"id": "mai-20260917-0922-baseline|c101-l2|alibaba-small|Cobalt", "prompt": "c101-l2", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cobalt (Best Overall for Scale & Speed)\nCobalt is widely considered the leader in the PTaaS space."}, {"id": "mai-20260917-0922-baseline|c101-l2|alibaba-small|Antisyphon", "prompt": "c101-l2", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Antisyphon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Antisyphon (Best for Remediation & Compliance)"}, {"id": "mai-20260917-0922-baseline|c101-l2|alibaba-small|ImmuniWeb", "prompt": "c101-l2", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "ImmuniWeb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ImmuniWeb (Best for AI & Cloud Coverage)"}, {"id": "mai-20260917-0922-baseline|c101-l2|alibaba-small|Bugcrowd", "prompt": "c101-l2", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative: Bugcrowd (Best for \"Unlimited\" Assets)"}, {"id": "mai-20260917-0922-baseline|c101-l2|anthropic-small|Synack", "prompt": "c101-l2", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NetSPI** or **Synack** would be your strongest choices"}, {"id": "mai-20260917-0922-baseline|c101-l2|anthropic-small|NetSPI", "prompt": "c101-l2", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**NetSPI** or **Synack** would be your strongest choices"}, {"id": "mai-20260917-0922-baseline|c101-l2|anthropic-small|Mandiant", "prompt": "c101-l2", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "For enterprise and critical infrastructure, NetSPI, Mandiant, and Synack are recommended."}, {"id": "mai-20260917-0922-baseline|c101-l2|anthropic-small|IBM X Force Red", "prompt": "c101-l2", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "IBM X Force Red", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternative Enterprise Option:** IBM X Force Red offers global consulting strength"}, {"id": "mai-20260917-0922-baseline|c101-l2|challenger-small|NetSPI", "prompt": "c101-l2", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **NetSPI** as the default PTaaS choice"}, {"id": "mai-20260917-0922-baseline|c101-l2|challenger-small|Synack", "prompt": "c101-l2", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Synack** is the strongest alternative I'd consider"}, {"id": "mai-20260917-0922-baseline|c101-l2|challenger-small|Bishop Fox", "prompt": "c101-l2", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bishop Fox** is another credible enterprise option"}, {"id": "mai-20260917-0922-baseline|c101-l2|deepseek-small|Synack", "prompt": "c101-l2", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend either Synack or NetSPI as the primary pick."}, {"id": "mai-20260917-0922-baseline|c101-l2|deepseek-small|NetSPI", "prompt": "c101-l2", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend either Synack or NetSPI as the primary pick."}, {"id": "mai-20260917-0922-baseline|c101-l2|deepseek-small|Cobalt", "prompt": "c101-l2", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "supplemented by **Cobalt** for agile DevOps sprint-based testing"}, {"id": "mai-20260917-0922-baseline|c101-l2|deepseek-small|HackerOne", "prompt": "c101-l2", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "HackerOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "potentially **HackerOne** for ongoing crowd-sourced vulnerability discovery/bug bounty"}, {"id": "mai-20260917-0922-baseline|c101-l2|google-small|NetSPI + Synack", "prompt": "c101-l2", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "NetSPI + Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. NetSPI + Synack (Best Overall for Enterprise Scale & Compliance)"}, {"id": "mai-20260917-0922-baseline|c101-l2|google-small|Cobalt.io", "prompt": "c101-l2", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Cobalt.io (Best for Fast-Paced Agile DevOps & Workflow Integrations)"}, {"id": "mai-20260917-0922-baseline|c101-l2|google-small|Bishop Fox - Cosmos", "prompt": "c101-l2", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Bishop Fox - Cosmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bishop Fox is a premium choice"}, {"id": "mai-20260917-0922-baseline|c101-l2|google-small|HackerOne", "prompt": "c101-l2", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "HackerOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. HackerOne / Bugcrowd (Best for Consolidating PTaaS and Bug Bounty)"}, {"id": "mai-20260917-0922-baseline|c101-l2|google-small|Bugcrowd", "prompt": "c101-l2", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bugcrowd seamlessly links structured pentests to broader bug bounty programs"}, {"id": "mai-20260917-0922-baseline|c101-l2|meta-small|BreachLock", "prompt": "c101-l2", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended pentest-as-a-service provider for a large B2B company with thousands of employees is BreachLock"}, {"id": "mai-20260917-0922-baseline|c101-l2|meta-small|NetSPI", "prompt": "c101-l2", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable providers include NetSPI, DeepStrike, and Software Secured."}, {"id": "mai-20260917-0922-baseline|c101-l2|meta-small|DeepStrike", "prompt": "c101-l2", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "DeepStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable providers include NetSPI, DeepStrike, and Software Secured."}, {"id": "mai-20260917-0922-baseline|c101-l2|meta-small|Software Secured", "prompt": "c101-l2", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Software Secured", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other notable providers include NetSPI, DeepStrike, and Software Secured."}, {"id": "mai-20260917-0922-baseline|c101-l2|minimax-small|NetSPI", "prompt": "c101-l2", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **NetSPI** ... stands out as the leading choice for large enterprises"}, {"id": "mai-20260917-0922-baseline|c101-l2|minimax-small|Synack", "prompt": "c101-l2", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other Strong Enterprise Options: ### **Synack** - AI + human hybrid approach"}, {"id": "mai-20260917-0922-baseline|c101-l2|minimax-small|DeepStrike", "prompt": "c101-l2", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "DeepStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-grade manual testing - 48-hour start time with unlimited retesting for 12 months"}, {"id": "mai-20260917-0922-baseline|c101-l2|minimax-small|Stingrai", "prompt": "c101-l2", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Stingrai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CREST-accredited - Best overall PTaaS rating for 2026 - Strong for enterprise managed programs"}, {"id": "mai-20260917-0922-baseline|c101-l2|mistral-small|NetSPI", "prompt": "c101-l2", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NetSPI** is the most frequently recommended pentest-as-a-service provider due to its enterprise focus, scalability, and deep managed services"}, {"id": "mai-20260917-0922-baseline|c101-l2|mistral-small|Cobalt", "prompt": "c101-l2", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Praised for its scalable, collaborative platform and strong reputation among security teams"}, {"id": "mai-20260917-0922-baseline|c101-l2|mistral-small|Synack", "prompt": "c101-l2", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for deep testing across applications and a strong focus on security research"}, {"id": "mai-20260917-0922-baseline|c101-l2|mistral-small|HackerOne", "prompt": "c101-l2", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "HackerOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A well-established name in the bug bounty and PTaaS space, trusted by many large organizations"}, {"id": "mai-20260917-0922-baseline|c101-l2|mistral-small|BreachLock", "prompt": "c101-l2", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers a balance of automation and expert human testing, suitable for AI-augmented testing at scale"}, {"id": "mai-20260917-0922-baseline|c101-l2|moonshot-small|Synack", "prompt": "c101-l2", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **Synack** or **NetSPI** as your primary options"}, {"id": "mai-20260917-0922-baseline|c101-l2|moonshot-small|NetSPI", "prompt": "c101-l2", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **Synack** or **NetSPI** as your primary options"}, {"id": "mai-20260917-0922-baseline|c101-l2|moonshot-small|Bishop Fox", "prompt": "c101-l2", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Bishop Fox** — *Best for Deep Technical Expertise*"}, {"id": "mai-20260917-0922-baseline|c101-l2|openai-small|Cobalt", "prompt": "c101-l2", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd **start with Cobalt** as the default recommendation"}, {"id": "mai-20260917-0922-baseline|c101-l2|openai-small|Synack", "prompt": "c101-l2", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd consider **Synack** the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c101-l2|openai-small|Bugcrowd", "prompt": "c101-l2", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Bugcrowd** if you already use their platform for broader security testing"}, {"id": "mai-20260917-0922-baseline|c101-l2|openai-small|HackerOne", "prompt": "c101-l2", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "HackerOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "short vendor scorecard** for Cobalt vs Synack vs HackerOne vs Bugcrowd"}, {"id": "mai-20260917-0922-baseline|c101-l2|xai-small|NetSPI", "prompt": "c101-l2", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend NetSPI or Synack as top PTaaS providers"}, {"id": "mai-20260917-0922-baseline|c101-l2|xai-small|Synack", "prompt": "c101-l2", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend NetSPI or Synack as top PTaaS providers"}, {"id": "mai-20260917-0922-baseline|c101-l2|xai-small|Bishop Fox", "prompt": "c101-l2", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Complex/multi-cloud enterprises | Elite red teaming, Cosmos platform | Premium pricing, longer ramps"}, {"id": "mai-20260917-0922-baseline|c101-l2|xai-small|HackerOne", "prompt": "c101-l2", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "HackerOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Faster mid-market | Cost-effective, broad coverage | Variable quality/continuity for massive scopes"}, {"id": "mai-20260917-0922-baseline|c101-l2|xai-small|Bugcrowd", "prompt": "c101-l2", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Bugcrowd", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Faster mid-market | Cost-effective, broad coverage | Variable quality/continuity for massive scopes"}, {"id": "mai-20260917-0922-baseline|c101-l2|xai-small|Cobalt", "prompt": "c101-l2", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Faster mid-market | Cost-effective, broad coverage | Variable quality/continuity for massive scopes"}, {"id": "mai-20260917-0922-baseline|c101-l2|zai-small|NetSPI", "prompt": "c101-l2", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation: **NetSPI**"}, {"id": "mai-20260917-0922-baseline|c101-l2|zai-small|Cobalt", "prompt": "c101-l2", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Agentic\" Leader: **Cobalt**"}, {"id": "mai-20260917-0922-baseline|c101-l2|zai-small|HackerOne", "prompt": "c101-l2", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "HackerOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Crowd-Driven Leader: **HackerOne**"}, {"id": "mai-20260917-0922-baseline|c101-l3|alibaba-small|Cobalt.io", "prompt": "c101-l3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely considered the leader in the PTaaS space."}, {"id": "mai-20260917-0922-baseline|c101-l3|alibaba-small|HackerOne Business Protect", "prompt": "c101-l3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "HackerOne Business Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for organizations already using their bug bounty program"}, {"id": "mai-20260917-0922-baseline|c101-l3|alibaba-small|BreachLock", "prompt": "c101-l3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly focused on cloud-native enterprises."}, {"id": "mai-20260917-0922-baseline|c101-l3|alibaba-small|Synack", "prompt": "c101-l3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Heavily promoted for its \"SARA\" (Synack Responder AI) engine."}, {"id": "mai-20260917-0922-baseline|c101-l3|alibaba-small|CyberGlobal", "prompt": "c101-l3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "CyberGlobal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Utilizes an AI-driven platform (PentX) to provide real-time scanning"}, {"id": "mai-20260917-0922-baseline|c101-l3|alibaba-small|Offensive Security Services", "prompt": "c101-l3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Offensive Security Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "regarded as the gold standard for technical rigor and high-end, long-form red team exercises"}, {"id": "mai-20260917-0922-baseline|c101-l3|alibaba-small|Bishop Fox", "prompt": "c101-l3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "often hired when an organization needs to prove resilience against highly sophisticated actors"}, {"id": "mai-20260917-0922-baseline|c101-l3|alibaba-small|Rhino Security Labs", "prompt": "c101-l3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Rhino Security Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Specialized exclusively in cloud security (AWS, Azure, GCP)"}, {"id": "mai-20260917-0922-baseline|c101-l3|alibaba-small|IBM X-Force Red", "prompt": "c101-l3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "IBM X-Force Red", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Offers \"threat-informed\" penetration testing."}, {"id": "mai-20260917-0922-baseline|c101-l3|alibaba-small|Secureworks", "prompt": "c101-l3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Secureworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "focusing on adversarial simulation and intelligence-driven testing for very large global enterprises"}, {"id": "mai-20260917-0922-baseline|c101-l3|alibaba-small|CrowdStrike", "prompt": "c101-l3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Provides Red Team services integrated with their Falcon platform"}, {"id": "mai-20260917-0922-baseline|c101-l3|anthropic-small|Synack", "prompt": "c101-l3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Synack runs continuous penetration testing powered by AI and their vetted Synack Red Team"}, {"id": "mai-20260917-0922-baseline|c101-l3|anthropic-small|NetSPI", "prompt": "c101-l3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NetSPI operates at the depth that matters for enterprise environments: certified testers who understand complex architectures"}, {"id": "mai-20260917-0922-baseline|c101-l3|anthropic-small|Bishop Fox", "prompt": "c101-l3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "enterprise engagements from firms like Bishop Fox or NetSPI run $25,000 to $75,000 or more"}, {"id": "mai-20260917-0922-baseline|c101-l3|anthropic-small|Cobalt", "prompt": "c101-l3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cobalt.io delivers penetration testing through their Pentest as a Service (PtaaS) model"}, {"id": "mai-20260917-0922-baseline|c101-l3|anthropic-small|HackerOne", "prompt": "c101-l3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "HackerOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leading firms in 2026 include Synack, NetSPI, Bishop Fox, Cobalt, HackerOne, Coalfire, and NCC Group"}, {"id": "mai-20260917-0922-baseline|c101-l3|anthropic-small|Coalfire", "prompt": "c101-l3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Coalfire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Coalfire is a compliance focused provider excelling in regulated industries"}, {"id": "mai-20260917-0922-baseline|c101-l3|anthropic-small|NCC Group", "prompt": "c101-l3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NCC Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Leading firms in 2026 include Synack, NetSPI, Bishop Fox, Cobalt, HackerOne, Coalfire, and NCC Group"}, {"id": "mai-20260917-0922-baseline|c101-l3|anthropic-small|IBM X Force Red", "prompt": "c101-l3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "IBM X Force Red", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "IBM X Force Red offers global consulting strength with seasoned experts and threat intelligence"}, {"id": "mai-20260917-0922-baseline|c101-l3|challenger-small|NetSPI", "prompt": "c101-l3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need **enterprise-scale program management**, **NetSPI** is the clearest fit"}, {"id": "mai-20260917-0922-baseline|c101-l3|challenger-small|Synack", "prompt": "c101-l3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **continuous testing with a broad researcher bench**, **Synack** stands out"}, {"id": "mai-20260917-0922-baseline|c101-l3|challenger-small|Bishop Fox", "prompt": "c101-l3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **high-end red teaming**, **Bishop Fox** and **Mandiant** are stronger fits"}, {"id": "mai-20260917-0922-baseline|c101-l3|challenger-small|Cobalt", "prompt": "c101-l3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quick launch and flexible researcher pool"}, {"id": "mai-20260917-0922-baseline|c101-l3|challenger-small|Rapid7", "prompt": "c101-l3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want **security-tool integration**, **Rapid7** is more relevant"}, {"id": "mai-20260917-0922-baseline|c101-l3|challenger-small|Coalfire", "prompt": "c101-l3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Coalfire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are in a **regulated industry**, **Coalfire** is often the most aligned choice"}, {"id": "mai-20260917-0922-baseline|c101-l3|challenger-small|Mandiant", "prompt": "c101-l3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Mandiant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Bishop Fox** and **Mandiant** are stronger fits"}, {"id": "mai-20260917-0922-baseline|c101-l3|challenger-small|UnderDefense", "prompt": "c101-l3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "UnderDefense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Combines testing with detection and response workflows"}, {"id": "mai-20260917-0922-baseline|c101-l3|challenger-small|Astra", "prompt": "c101-l3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Astra/Synack-adjacent enterprise offerings** are repeatedly described as strong for regulated or audit-heavy environments"}, {"id": "mai-20260917-0922-baseline|c101-l3|deepseek-small|Synack", "prompt": "c101-l3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Synack** — Best for AI + Human hybrid"}, {"id": "mai-20260917-0922-baseline|c101-l3|deepseek-small|NetSPI", "prompt": "c101-l3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**NetSPI** — Best overall enterprise PTaaS balance"}, {"id": "mai-20260917-0922-baseline|c101-l3|deepseek-small|Bishop Fox", "prompt": "c101-l3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bishop Fox** — Best for deep manual research & red teaming"}, {"id": "mai-20260917-0922-baseline|c101-l3|deepseek-small|Cobalt", "prompt": "c101-l3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cobalt** — Best for on-demand pentesting integrated with DevSecOps"}, {"id": "mai-20260917-0922-baseline|c101-l3|deepseek-small|Mandiant (Google Cloud)", "prompt": "c101-l3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Mandiant (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mandiant (Google Cloud)** — Best for nation-state APT emulation"}, {"id": "mai-20260917-0922-baseline|c101-l3|deepseek-small|IBM X-Force Red", "prompt": "c101-l3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "IBM X-Force Red", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**IBM X-Force Red** — Best for managed multi-year enterprise programs"}, {"id": "mai-20260917-0922-baseline|c101-l3|deepseek-small|NCC Group", "prompt": "c101-l3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NCC Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**NCC Group** — Best global/regulatory candidate"}, {"id": "mai-20260917-0922-baseline|c101-l3|deepseek-small|HackerOne", "prompt": "c101-l3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "HackerOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**HackerOne / Bugcrowd** — Best for researcher-scale crowdsourcing"}, {"id": "mai-20260917-0922-baseline|c101-l3|deepseek-small|Bugcrowd", "prompt": "c101-l3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**HackerOne / Bugcrowd** — Best for researcher-scale crowdsourcing"}, {"id": "mai-20260917-0922-baseline|c101-l3|deepseek-small|Astra", "prompt": "c101-l3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "others lead with agentic AI amplification (Synack) or platform automation (Astra, Intruder)"}, {"id": "mai-20260917-0922-baseline|c101-l3|deepseek-small|Intruder", "prompt": "c101-l3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "platform automation (Astra, Intruder)"}, {"id": "mai-20260917-0922-baseline|c101-l3|deepseek-small|Rhino Security Labs", "prompt": "c101-l3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Rhino Security Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Some excel in cloud (Rhino Security Labs, AWS specialists)"}, {"id": "mai-20260917-0922-baseline|c101-l3|deepseek-small|Redbot Security", "prompt": "c101-l3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Redbot Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "OT/ICS/SCADA (Redbot Security)"}, {"id": "mai-20260917-0922-baseline|c101-l3|deepseek-small|SpecterOps", "prompt": "c101-l3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "SpecterOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Active Directory/identity (SpecterOps)"}, {"id": "mai-20260917-0922-baseline|c101-l3|deepseek-small|Coalfire", "prompt": "c101-l3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Coalfire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "traditional consultancies (NCC Group, Coalfire, Bishop Fox)"}, {"id": "mai-20260917-0922-baseline|c101-l3|deepseek-small|CrowdStrike", "prompt": "c101-l3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "red teams (Mandiant, IBM X-Force Red, CrowdStrike)"}, {"id": "mai-20260917-0922-baseline|c101-l3|google-small|Bishop Fox", "prompt": "c101-l3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Bishop Fox is widely respected for its deep, original offensive security research."}, {"id": "mai-20260917-0922-baseline|c101-l3|google-small|NCC Group", "prompt": "c101-l3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NCC Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NCC Group offers unmatched global compliance assurance"}, {"id": "mai-20260917-0922-baseline|c101-l3|google-small|Mandiant", "prompt": "c101-l3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Mandiant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mandiant specializes in threat-intelligence-led testing"}, {"id": "mai-20260917-0922-baseline|c101-l3|google-small|NetSPI", "prompt": "c101-l3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Premium PTaaS combined with deep, expert-led manual testing."}, {"id": "mai-20260917-0922-baseline|c101-l3|google-small|Cobalt.io", "prompt": "c101-l3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cobalt is the pioneer of the PTaaS space."}, {"id": "mai-20260917-0922-baseline|c101-l3|google-small|Synack", "prompt": "c101-l3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Synack combines the sheer coverage of a global crowd with the strict control of an enterprise platform."}, {"id": "mai-20260917-0922-baseline|c101-l3|google-small|Pentera", "prompt": "c101-l3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Pentera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pentera is fully automated."}, {"id": "mai-20260917-0922-baseline|c101-l3|google-small|BreachLock", "prompt": "c101-l3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "BreachLock acts as a unified \"one-stop-shop\" platform."}, {"id": "mai-20260917-0922-baseline|c101-l3|google-small|Horizon3", "prompt": "c101-l3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Horizon3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Autonomous AI (Pentera, Horizon3)"}, {"id": "mai-20260917-0922-baseline|c101-l3|meta-small|Synack", "prompt": "c101-l3", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Synack combines human testers with AI to provide continuous testing"}, {"id": "mai-20260917-0922-baseline|c101-l3|meta-small|NetSPI", "prompt": "c101-l3", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "NetSPI offers a managed PTaaS platform with a large team of testers"}, {"id": "mai-20260917-0922-baseline|c101-l3|meta-small|Bishop Fox", "prompt": "c101-l3", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Bishop Fox is known for its Cosmos continuous attack surface management platform"}, {"id": "mai-20260917-0922-baseline|c101-l3|meta-small|NCC Group", "prompt": "c101-l3", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NCC Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "NCC Group is recognized for its expertise in cryptography and regulated industries"}, {"id": "mai-20260917-0922-baseline|c101-l3|meta-small|Stingrai", "prompt": "c101-l3", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Stingrai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Stingrai is a CREST-accredited company that offers PTaaS with a focus on seniority and research"}, {"id": "mai-20260917-0922-baseline|c101-l3|minimax-small|Bishop Fox", "prompt": "c101-l3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Bishop Fox** | Continuous enterprise testing | Cosmos platform, research-driven depth | $15K-$60K/year |"}, {"id": "mai-20260917-0922-baseline|c101-l3|minimax-small|Cobalt.io", "prompt": "c101-l3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Cobalt.io** | PTaaS + CI/CD integration | Flexible scheduling, platform model | Subscription-based |"}, {"id": "mai-20260917-0922-baseline|c101-l3|minimax-small|Synack", "prompt": "c101-l3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Synack** | AI-augmented human testing | Elite red team + agentic AI (Sara) | Premium enterprise |"}, {"id": "mai-20260917-0922-baseline|c101-l3|minimax-small|Mandiant", "prompt": "c101-l3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Mandiant** | Incident response + threat intel | Nation-state expertise, Google backing | Premium |"}, {"id": "mai-20260917-0922-baseline|c101-l3|minimax-small|NCC Group", "prompt": "c101-l3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NCC Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **NCC Group** | Multinational regulated enterprises | Global reach, strong compliance | Mid-to-premium |"}, {"id": "mai-20260917-0922-baseline|c101-l3|minimax-small|Astra Security", "prompt": "c101-l3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Astra Security** | DevSecOps integration | Comprehensive dashboard, automation | $1,999+/year |"}, {"id": "mai-20260917-0922-baseline|c101-l3|minimax-small|NetSPI", "prompt": "c101-l3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **NetSPI** | Enterprise-scale managed testing | Depth, automation, enterprise focus | Premium |"}, {"id": "mai-20260917-0922-baseline|c101-l3|minimax-small|HackerOne", "prompt": "c101-l3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "HackerOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **HackerOne** | Bug bounty hybrid | Crowdsourced + targeted testing | Flexible |"}, {"id": "mai-20260917-0922-baseline|c101-l3|minimax-small|BreachLock", "prompt": "c101-l3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**PTaaS (Penetration Testing as a Service)**: Cobalt, BreachLock, Astra Security (platform-based, continuous)"}, {"id": "mai-20260917-0922-baseline|c101-l3|minimax-small|Bugcrowd", "prompt": "c101-l3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bugcrowd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Crowdsourced**: HackerOne, Bugcrowd (bug bounties + targeted tests)"}, {"id": "mai-20260917-0922-baseline|c101-l3|minimax-small|AppSecure Security", "prompt": "c101-l3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "AppSecure Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Manual-Focused**: Synack, AppSecure Security (human-led, deep testing)"}, {"id": "mai-20260917-0922-baseline|c101-l3|minimax-small|Invicti", "prompt": "c101-l3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Invicti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Automation-Heavy**: Invicti, Intruder (continuous scanning)"}, {"id": "mai-20260917-0922-baseline|c101-l3|minimax-small|Intruder", "prompt": "c101-l3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Automation-Heavy**: Invicti, Intruder (continuous scanning)"}, {"id": "mai-20260917-0922-baseline|c101-l3|mistral-small|Bishop Fox", "prompt": "c101-l3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Continuous attack surface management and deep manual research"}, {"id": "mai-20260917-0922-baseline|c101-l3|mistral-small|NetSPI", "prompt": "c101-l3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Enterprise-scale PTaaS (Penetration Testing as a Service) with broad asset coverage"}, {"id": "mai-20260917-0922-baseline|c101-l3|mistral-small|Cobalt.io", "prompt": "c101-l3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: On-demand pentesting integrated with DevSecOps workflows"}, {"id": "mai-20260917-0922-baseline|c101-l3|mistral-small|Praetorian", "prompt": "c101-l3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Praetorian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Exploit validation with evidence-first, traceable reporting"}, {"id": "mai-20260917-0922-baseline|c101-l3|mistral-small|Deloitte", "prompt": "c101-l3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Large enterprises needing evidence-heavy penetration test writeups for leadership decisions"}, {"id": "mai-20260917-0922-baseline|c101-l3|mistral-small|PwC", "prompt": "c101-l3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deloitte (and other Big 4: PwC, EY, KPMG)"}, {"id": "mai-20260917-0922-baseline|c101-l3|mistral-small|EY", "prompt": "c101-l3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "EY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deloitte (and other Big 4: PwC, EY, KPMG)"}, {"id": "mai-20260917-0922-baseline|c101-l3|mistral-small|KPMG", "prompt": "c101-l3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Deloitte (and other Big 4: PwC, EY, KPMG)"}, {"id": "mai-20260917-0922-baseline|c101-l3|mistral-small|NCC Group", "prompt": "c101-l3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NCC Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Enterprise-heavy providers with broader offensive security depth"}, {"id": "mai-20260917-0922-baseline|c101-l3|mistral-small|IBM X-Force Red", "prompt": "c101-l3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "IBM X-Force Red", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "NCC Group, IBM X-Force Red, Kroll, Mandiant"}, {"id": "mai-20260917-0922-baseline|c101-l3|mistral-small|Kroll", "prompt": "c101-l3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Kroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "NCC Group, IBM X-Force Red, Kroll, Mandiant"}, {"id": "mai-20260917-0922-baseline|c101-l3|mistral-small|Mandiant", "prompt": "c101-l3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "NCC Group, IBM X-Force Red, Kroll, Mandiant"}, {"id": "mai-20260917-0922-baseline|c101-l3|mistral-small|Invicti", "prompt": "c101-l3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Invicti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Best for: Large companies and enterprises seeking automated vulnerability scanning combined with manual testing"}, {"id": "mai-20260917-0922-baseline|c101-l3|mistral-small|BreachLock", "prompt": "c101-l3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Some (Cobalt, BreachLock, DeepStrike) use PTaaS"}, {"id": "mai-20260917-0922-baseline|c101-l3|mistral-small|DeepStrike", "prompt": "c101-l3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "DeepStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Some (Cobalt, BreachLock, DeepStrike) use PTaaS"}, {"id": "mai-20260917-0922-baseline|c101-l3|mistral-small|Synack", "prompt": "c101-l3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Some integrate with DevSecOps (Cobalt, Synack)"}, {"id": "mai-20260917-0922-baseline|c101-l3|moonshot-small|NetSPI", "prompt": "c101-l3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NetSPI** - Best Overall Enterprise PTaaS"}, {"id": "mai-20260917-0922-baseline|c101-l3|moonshot-small|Bishop Fox", "prompt": "c101-l3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Deep Manual Research & Red Teaming"}, {"id": "mai-20260917-0922-baseline|c101-l3|moonshot-small|Synack", "prompt": "c101-l3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for AI-Augmented Continuous Testing"}, {"id": "mai-20260917-0922-baseline|c101-l3|moonshot-small|Cobalt.io", "prompt": "c101-l3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for On-Demand/DevSecOps"}, {"id": "mai-20260917-0922-baseline|c101-l3|moonshot-small|CrowdStrike", "prompt": "c101-l3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Threat-Informed Testing"}, {"id": "mai-20260917-0922-baseline|c101-l3|moonshot-small|Rapid7", "prompt": "c101-l3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Unified Vulnerability Management"}, {"id": "mai-20260917-0922-baseline|c101-l3|moonshot-small|Mandiant (Google Cloud)", "prompt": "c101-l3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Mandiant (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Incident Response Integration"}, {"id": "mai-20260917-0922-baseline|c101-l3|moonshot-small|HackerOne", "prompt": "c101-l3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "HackerOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Crowdsourced Bug Bounty"}, {"id": "mai-20260917-0922-baseline|c101-l3|moonshot-small|BreachLock", "prompt": "c101-l3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "For budget-conscious but quality testing**: Cobalt or BreachLock"}, {"id": "mai-20260917-0922-baseline|c101-l3|openai-small|Rapid7", "prompt": "c101-l3", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Rapid7's service offering, for example, includes network, application, wireless, social engineering, and boutique engagements."}, {"id": "mai-20260917-0922-baseline|c101-l3|openai-small|Cobalt", "prompt": "c101-l3", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cobalt positions this as a continuous, centrally managed offensive security program with real-time collaboration and workflows"}, {"id": "mai-20260917-0922-baseline|c101-l3|openai-small|CrowdStrike", "prompt": "c101-l3", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CrowdStrike explicitly describes its services as simulating real-world attacks to test people, processes, and technology"}, {"id": "mai-20260917-0922-baseline|c101-l3|xai-small|Synack", "prompt": "c101-l3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose based on needs: continuous coverage (Synack/Cobalt)"}, {"id": "mai-20260917-0922-baseline|c101-l3|xai-small|NetSPI", "prompt": "c101-l3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or depth (Bishop Fox/NetSPI)"}, {"id": "mai-20260917-0922-baseline|c101-l3|xai-small|Bishop Fox", "prompt": "c101-l3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or depth (Bishop Fox/NetSPI)"}, {"id": "mai-20260917-0922-baseline|c101-l3|xai-small|Cobalt", "prompt": "c101-l3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "continuous coverage (Synack/Cobalt)"}, {"id": "mai-20260917-0922-baseline|c101-l3|xai-small|Bugcrowd", "prompt": "c101-l3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bugcrowd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Large researcher pool; managed triage; flexible bounty + fixed PTaaS; good for apps"}, {"id": "mai-20260917-0922-baseline|c101-l3|xai-small|HackerOne", "prompt": "c101-l3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "HackerOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Huge community; structured PTaaS add-on; cost-effective for broad coverage"}, {"id": "mai-20260917-0922-baseline|c101-l3|xai-small|Coalfire", "prompt": "c101-l3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Coalfire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "compliance (Coalfire)"}, {"id": "mai-20260917-0922-baseline|c101-l3|xai-small|Rapid7", "prompt": "c101-l3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Insight platform integrates pen testing w/ scanning; automation-heavy"}, {"id": "mai-20260917-0922-baseline|c101-l3|xai-small|NCC Group", "prompt": "c101-l3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NCC Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Realistic attacks; strong Europe coverage; education/remediation"}, {"id": "mai-20260917-0922-baseline|c101-l3|xai-small|BreachLock", "prompt": "c101-l3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Gartner Hype Cycle for Application Security 2024 names PTaaS providers like BreachLock"}, {"id": "mai-20260917-0922-baseline|c101-l3|xai-small|TrustedSec", "prompt": "c101-l3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "TrustedSec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "praise threat-centric approaches (e.g., TrustedSec as Forrester leader in consulting)"}, {"id": "mai-20260917-0922-baseline|c101-l3|zai-small|Synack", "prompt": "c101-l3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need FedRAMP or Gov:** Choose **Synack**."}, {"id": "mai-20260917-0922-baseline|c101-l3|zai-small|NetSPI", "prompt": "c101-l3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need deep compliance governance (PCI/SOC2):** Choose **NetSPI** or **Cobalt**."}, {"id": "mai-20260917-0922-baseline|c101-l3|zai-small|Bishop Fox", "prompt": "c101-l3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a complex, custom tech stack (IoT, AI, Cloud):** Choose **Bishop Fox**"}, {"id": "mai-20260917-0922-baseline|c101-l3|zai-small|IBM X-Force Red", "prompt": "c101-l3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "IBM X-Force Red", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Bishop Fox** or **IBM X-Force Red**"}, {"id": "mai-20260917-0922-baseline|c101-l3|zai-small|NCC Group", "prompt": "c101-l3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NCC Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "They are a \"one-stop-shop\" for technical assurance"}, {"id": "mai-20260917-0922-baseline|c101-l3|zai-small|Secureworks", "prompt": "c101-l3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Secureworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want to train your defenders:** Choose **Secureworks** or **Mandiant**."}, {"id": "mai-20260917-0922-baseline|c101-l3|zai-small|Mandiant (now part of Google Cloud)", "prompt": "c101-l3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Mandiant (now part of Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "World-renowned for Incident Response (IR)"}, {"id": "mai-20260917-0922-baseline|c101-l3|zai-small|Cobalt", "prompt": "c101-l3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you are a DevOps shop needing speed:** Choose **Cobalt**."}, {"id": "mai-20260917-0922-baseline|c101-l3|zai-small|Rapid7", "prompt": "c101-l3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best For:** Organizations already invested in the Rapid7 ecosystem."}, {"id": "mai-20260917-0922-baseline|c101-l4|alibaba-small|Pentera", "prompt": "c101-l4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Pentera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pentera** is generally the strongest technical fit because it removes human latency and billing variance entirely."}, {"id": "mai-20260917-0922-baseline|c101-l4|alibaba-small|SafeBreach", "prompt": "c101-l4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "SafeBreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner Up: SafeBreach**"}, {"id": "mai-20260917-0922-baseline|c101-l4|alibaba-small|HackerOne (Business Program)", "prompt": "c101-l4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "HackerOne (Business Program)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "you should pursue **HackerOne Business**, asking for a \"Managed Engagement\""}, {"id": "mai-20260917-0922-baseline|c101-l4|alibaba-small|Cobalt", "prompt": "c101-l4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Top Pick: Cobalt** ... specialize in developer-first security"}, {"id": "mai-20260917-0922-baseline|c101-l4|alibaba-small|Rackpoint", "prompt": "c101-l4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Rackpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Traditional MSP** (e.g., Rackpoint, SecFusion)"}, {"id": "mai-20260917-0922-baseline|c101-l4|alibaba-small|SecFusion", "prompt": "c101-l4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "SecFusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Traditional MSP** (e.g., Rackpoint, SecFusion)"}, {"id": "mai-20260917-0922-baseline|c101-l4|anthropic-small|Cobalt", "prompt": "c101-l4", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Annual PTaaS programs from vendors like Cobalt or Synack run $20,000 to $100,000 or more per year"}, {"id": "mai-20260917-0922-baseline|c101-l4|anthropic-small|Synack", "prompt": "c101-l4", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**1. Synack** - Synack operates as a crowdsourced red-team PTaaS platform providing on-demand access to a vetted, specialized network of global security researchers"}, {"id": "mai-20260917-0922-baseline|c101-l4|anthropic-small|Pentera", "prompt": "c101-l4", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Pentera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pentera is the most mature, targeting mid-to-large enterprises with continuous validation of production infrastructure"}, {"id": "mai-20260917-0922-baseline|c101-l4|anthropic-small|Invicti", "prompt": "c101-l4", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Invicti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Invicti's platform targets enterprise AppSec programmes managing 1,000+ applications"}, {"id": "mai-20260917-0922-baseline|c101-l4|challenger-small|NetSPI", "prompt": "c101-l4", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NetSPI** is the strongest enterprise-oriented choice"}, {"id": "mai-20260917-0922-baseline|c101-l4|challenger-small|Cobalt", "prompt": "c101-l4", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**consider Cobalt or Synack** if you want a more explicitly subscription-based PTaaS model"}, {"id": "mai-20260917-0922-baseline|c101-l4|challenger-small|Synack", "prompt": "c101-l4", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**consider Cobalt or Synack** if you want a more explicitly subscription-based PTaaS model"}, {"id": "mai-20260917-0922-baseline|c101-l4|deepseek-small|HackerOne Pentest", "prompt": "c101-l4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "HackerOne Pentest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Final pick:** ... **HackerOne's Pentest product (fixed-cost) is the strongest choice.**"}, {"id": "mai-20260917-0922-baseline|c101-l4|deepseek-small|Synack", "prompt": "c101-l4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Closest Alternative: **Synack** (Annual Platform + Credits)"}, {"id": "mai-20260917-0922-baseline|c101-l4|deepseek-small|Picus Security", "prompt": "c101-l4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Picus Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Automated attack simulation and pentesting. Sells as an annual subscription"}, {"id": "mai-20260917-0922-baseline|c101-l4|deepseek-small|Risk72", "prompt": "c101-l4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Risk72", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Extremely predictable, but this is AI-driven, not human-led. Fine for basic coverage but not for deep red-teaming."}, {"id": "mai-20260917-0922-baseline|c101-l4|deepseek-small|Pentera", "prompt": "c101-l4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Pentera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for autonomous penetration testing and validation. Sells annual subscriptions"}, {"id": "mai-20260917-0922-baseline|c101-l4|deepseek-small|Bishop Fox", "prompt": "c101-l4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bishop Fox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid for Predictable Cost ... Costs scale unpredictably as scope expands."}, {"id": "mai-20260917-0922-baseline|c101-l4|deepseek-small|NCC Group", "prompt": "c101-l4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "NCC Group", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid for Predictable Cost ... no subscription model to cap annual spend."}, {"id": "mai-20260917-0922-baseline|c101-l4|deepseek-small|IBM X-Force Red", "prompt": "c101-l4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "IBM X-Force Red", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Elite consultancies with excellent testing, but they price by engagement duration and scope."}, {"id": "mai-20260917-0922-baseline|c101-l4|deepseek-small|Bugcrowd", "prompt": "c101-l4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bugcrowd", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Pay-per-vulnerability is the least predictable model."}, {"id": "mai-20260917-0922-baseline|c101-l4|google-small|Pentera", "prompt": "c101-l4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Pentera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Top Vendors: **Pentera** or **Horizon3.ai (NodeZero)**"}, {"id": "mai-20260917-0922-baseline|c101-l4|google-small|Horizon3.ai (NodeZero)", "prompt": "c101-l4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Horizon3.ai (NodeZero)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Opt for **Pentera** or **Horizon3.ai** for your internal infrastructure"}, {"id": "mai-20260917-0922-baseline|c101-l4|google-small|KnowBe4 (PhishER)", "prompt": "c101-l4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "KnowBe4 (PhishER)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Vendors: **KnowBe4 (PhishER)** or **Infosec IQ**"}, {"id": "mai-20260917-0922-baseline|c101-l4|google-small|Infosec IQ", "prompt": "c101-l4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Infosec IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top Vendors: **KnowBe4 (PhishER)** or **Infosec IQ**"}, {"id": "mai-20260917-0922-baseline|c101-l4|google-small|Cobalt.io", "prompt": "c101-l4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "PTaaS | **Cobalt.io** or **BreachLock** | Predictable credit packages or annual subscriptions"}, {"id": "mai-20260917-0922-baseline|c101-l4|google-small|BreachLock", "prompt": "c101-l4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "PTaaS | **Cobalt.io** or **BreachLock** | Predictable credit packages or annual subscriptions"}, {"id": "mai-20260917-0922-baseline|c101-l4|google-small|Synack", "prompt": "c101-l4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Top Vendors: **Cobalt.io**, **BreachLock**, or **Synack**"}, {"id": "mai-20260917-0922-baseline|c101-l4|meta-small|Synack", "prompt": "c101-l4", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top PTaaS providers include Synack, NetSPI, and Cobalt."}, {"id": "mai-20260917-0922-baseline|c101-l4|meta-small|NetSPI", "prompt": "c101-l4", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "NetSPI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top PTaaS providers include Synack, NetSPI, and Cobalt."}, {"id": "mai-20260917-0922-baseline|c101-l4|meta-small|Cobalt", "prompt": "c101-l4", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some top PTaaS providers include Synack, NetSPI, and Cobalt."}, {"id": "mai-20260917-0922-baseline|c101-l4|minimax-small|Synack", "prompt": "c101-l4", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Synack's Red Team subscription** – scales with organization size, predictable annual fee"}, {"id": "mai-20260917-0922-baseline|c101-l4|minimax-small|Pentestas", "prompt": "c101-l4", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Pentestas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pentestas** – unlimited scans model, good for large attack surfaces"}, {"id": "mai-20260917-0922-baseline|c101-l4|minimax-small|Canima", "prompt": "c101-l4", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Canima", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Canima** | Per-application subscription | Quote-based"}, {"id": "mai-20260917-0922-baseline|c101-l4|minimax-small|Intruder", "prompt": "c101-l4", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Intruder** | Continuous scanning platform | Quote-based"}, {"id": "mai-20260917-0922-baseline|c101-l4|minimax-small|Cymptom", "prompt": "c101-l4", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cymptom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Custom PTaaS quotes** from vendors like Cymptom or GuidePoint"}, {"id": "mai-20260917-0922-baseline|c101-l4|minimax-small|GuidePoint", "prompt": "c101-l4", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "GuidePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Custom PTaaS quotes** from vendors like Cymptom or GuidePoint"}, {"id": "mai-20260917-0922-baseline|c101-l4|mistral-small|Synack", "prompt": "c101-l4", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most predictable total cost, **Synack, NetSPI, and Cobalt** are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c101-l4|mistral-small|NetSPI", "prompt": "c101-l4", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers managed PTaaS with enterprise programs, compliance coverage (PCI, SOC 2), and pricing typically between $25K to $75K+ per year"}, {"id": "mai-20260917-0922-baseline|c101-l4|mistral-small|Cobalt", "prompt": "c101-l4", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides crowdsourced PTaaS with SOC 2 and PCI compliance, with annual pricing ranging from $20K to $100K"}, {"id": "mai-20260917-0922-baseline|c101-l4|mistral-small|Cybri", "prompt": "c101-l4", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cybri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for predictable fixed-fee pricing and fast test initiation, making it a strong choice for large enterprises"}, {"id": "mai-20260917-0922-baseline|c101-l4|moonshot-small|Cobalt", "prompt": "c101-l4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cobalt** for mid-to-large enterprises wanting transparent credit-based pricing"}, {"id": "mai-20260917-0922-baseline|c101-l4|moonshot-small|Synack", "prompt": "c101-l4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Synack** for large enterprises needing FedRAMP compliance and published pricing benchmarks"}, {"id": "mai-20260917-0922-baseline|c101-l4|moonshot-small|NetSPI", "prompt": "c101-l4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Large Enterprise Programs ... Request custom enterprise quotes from NetSPI"}, {"id": "mai-20260917-0922-baseline|c101-l4|moonshot-small|Bishop Fox", "prompt": "c101-l4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bishop Fox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Request custom enterprise quotes from NetSPI or Bishop Fox if you need the deepest expertise"}, {"id": "mai-20260917-0922-baseline|c101-l4|moonshot-small|Coalfire", "prompt": "c101-l4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Coalfire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "do **not** publish fixed pricing for large deployments"}, {"id": "mai-20260917-0922-baseline|c101-l4|moonshot-small|HackerOne", "prompt": "c101-l4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "HackerOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "do **not** publish fixed pricing for large deployments"}, {"id": "mai-20260917-0922-baseline|c101-l4|moonshot-small|Bugcrowd", "prompt": "c101-l4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bugcrowd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "do **not** publish fixed pricing for large deployments"}, {"id": "mai-20260917-0922-baseline|c101-l4|openai-small|HackerOne Enterprise / Enterprise Plus", "prompt": "c101-l4", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "HackerOne Enterprise / Enterprise Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick: HackerOne Enterprise / Enterprise Plus"}, {"id": "mai-20260917-0922-baseline|c101-l4|openai-small|Cobalt Enterprise", "prompt": "c101-l4", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternative: Cobalt Enterprise"}, {"id": "mai-20260917-0922-baseline|c101-l4|openai-small|AttackIQ Flex", "prompt": "c101-l4", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "AttackIQ Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid pure pay-as-you-go** services like AttackIQ Flex unless your testing volume is tightly controlled"}, {"id": "mai-20260917-0922-baseline|c101-l4|xai-small|NetSPI", "prompt": "c101-l4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NetSPI stands out as the strongest recommendation based on available data"}, {"id": "mai-20260917-0922-baseline|c101-l4|xai-small|Synack", "prompt": "c101-l4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Request quotes from NetSPI and Synack, specifying user scale/assets for tailored fixed pricing"}, {"id": "mai-20260917-0922-baseline|c101-l4|xai-small|Bishop Fox", "prompt": "c101-l4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Custom enterprise subscriptions; managed for broad scopes"}, {"id": "mai-20260917-0922-baseline|c101-l4|xai-small|Cybri", "prompt": "c101-l4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cybri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Transparent fixed prices ... simple budgeting"}, {"id": "mai-20260917-0922-baseline|c101-l4|xai-small|Invicti", "prompt": "c101-l4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Invicti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise DAST + agentic pentests"}, {"id": "mai-20260917-0922-baseline|c101-l4|xai-small|Cobalt", "prompt": "c101-l4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Quick starts, but credits can vary if scope expands."}, {"id": "mai-20260917-0922-baseline|c101-l4|xai-small|HackerOne", "prompt": "c101-l4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "HackerOne", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid pure crowdsourced (HackerOne/Bugcrowd) due to variable bounties/credits"}, {"id": "mai-20260917-0922-baseline|c101-l4|xai-small|Bugcrowd", "prompt": "c101-l4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bugcrowd", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid pure crowdsourced (HackerOne/Bugcrowd) due to variable bounties/credits"}, {"id": "mai-20260917-0922-baseline|c101-l4|zai-small|Synack", "prompt": "c101-l4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Synack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Among the leading vendors, **Synack, Cobalt, NetSPI, and Pentera** consistently deliver enterprise‑grade coverage via subscription or credit‑based pricing"}, {"id": "mai-20260917-0922-baseline|c101-l4|zai-small|Cobalt", "prompt": "c101-l4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Synack, Cobalt, NetSPI, and Pentera** consistently deliver enterprise‑grade coverage via subscription or credit‑based pricing"}, {"id": "mai-20260917-0922-baseline|c101-l4|zai-small|NetSPI", "prompt": "c101-l4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Synack, Cobalt, NetSPI, and Pentera** consistently deliver enterprise‑grade coverage"}, {"id": "mai-20260917-0922-baseline|c101-l4|zai-small|Pentera", "prompt": "c101-l4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Pentera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Synack, Cobalt, NetSPI, and Pentera** consistently deliver enterprise‑grade coverage"}, {"id": "mai-20260917-0922-baseline|c101-l4|zai-small|Simbian AI", "prompt": "c101-l4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Simbian AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Autonomous AI pentest agent (continuous) | $4 k–$8 k per test; enterprise by quote | ... low‑cost entry point."}, {"id": "mai-20260917-0922-baseline|c101-l4|zai-small|Bishop Fox", "prompt": "c101-l4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bishop Fox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Elite red‑team, adversary simulation, novel‑surface testing; higher cost, higher expertise."}, {"id": "mai-20260917-0922-baseline|c101-l5|meta-small|A-LIGN", "prompt": "c101-l5", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "A-LIGN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A-LIGN: Offers expert-led penetration testing with tiered packages to meet different security maturity levels."}, {"id": "mai-20260917-0922-baseline|c101-l5|meta-small|NCC Group", "prompt": "c101-l5", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "NCC Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "NCC Group: Provides comprehensive penetration testing services with a global presence and expertise in SOC 2"}, {"id": "mai-20260917-0922-baseline|c101-l5|meta-small|Q-Sec", "prompt": "c101-l5", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "Q-Sec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Q-Sec: Offers penetration testing services that go beyond checklists"}, {"id": "mai-20260917-0922-baseline|c101-l5|meta-small|Coral Esecure", "prompt": "c101-l5", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "Coral Esecure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Coral Esecure: Provides SOC 2, ISO 27001, and other compliance-aligned penetration testing services."}, {"id": "mai-20260917-0922-baseline|c101-l5|meta-small|Axipro", "prompt": "c101-l5", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "Axipro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Axipro: Offers penetration testing services with a focus on Middle East, UK, Europe, USA, and Asia-Pacific regions."}, {"id": "mai-20260917-0922-baseline|c101-l5|xai-small|Synack", "prompt": "c101-l5", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 5-7 vendors**: E.g., Synack, Cobalt, Bright Defense, NetSPI, or CREST-accredited firms with SOC 2 focus."}, {"id": "mai-20260917-0922-baseline|c101-l5|xai-small|Cobalt", "prompt": "c101-l5", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "Cobalt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "E.g., Synack, Cobalt, Bright Defense, NetSPI"}, {"id": "mai-20260917-0922-baseline|c101-l5|xai-small|Bright Defense", "prompt": "c101-l5", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "Bright Defense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "E.g., Synack, Cobalt, Bright Defense, NetSPI"}, {"id": "mai-20260917-0922-baseline|c101-l5|xai-small|NetSPI", "prompt": "c101-l5", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "NetSPI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "E.g., Synack, Cobalt, Bright Defense, NetSPI, or CREST-accredited firms"}, {"id": "mai-20260917-0922-baseline|c101-l6|google-small|Nessus", "prompt": "c101-l6", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "Nessus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Low-cost vendors that run automated scanning tools (like Nessus, Qualys, or Acunetix)"}, {"id": "mai-20260917-0922-baseline|c101-l6|google-small|Qualys", "prompt": "c101-l6", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "automated scanning tools (like Nessus, Qualys, or Acunetix), export the findings into a PDF with their logo, and sell it as a \"penetration test.\""}, {"id": "mai-20260917-0922-baseline|c101-l6|google-small|Acunetix", "prompt": "c101-l6", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "Acunetix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "automated scanning tools (like Nessus, Qualys, or Acunetix)"}, {"id": "mai-20260917-0922-baseline|c101-l6|xai-small|NetSPI", "prompt": "c101-l6", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prioritize proven firms**: NetSPI, Bishop Fox, NCC Group, Mandiant (for red teaming), or Synack (PTaaS)"}, {"id": "mai-20260917-0922-baseline|c101-l6|xai-small|Bishop Fox", "prompt": "c101-l6", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "Bishop Fox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Prioritize proven firms**: NetSPI, Bishop Fox, NCC Group..."}, {"id": "mai-20260917-0922-baseline|c101-l6|xai-small|NCC Group", "prompt": "c101-l6", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "NCC Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prioritize proven firms: NetSPI, Bishop Fox, NCC Group, Mandiant (for red teaming), or Synack (PTaaS)"}, {"id": "mai-20260917-0922-baseline|c101-l6|xai-small|Mandiant", "prompt": "c101-l6", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "Mandiant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mandiant (for red teaming)"}, {"id": "mai-20260917-0922-baseline|c101-l6|xai-small|Synack", "prompt": "c101-l6", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or Synack (PTaaS)—they handle scale, compliance (PCI, FedRAMP), and recurring tests"}, {"id": "mai-20260917-0922-baseline|c101-l6|xai-small|Cobalt Strike", "prompt": "c101-l6", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "Cobalt Strike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Internal teams + platforms like Cobalt Strike or Burp Suite Pro, but outsource for impartiality"}, {"id": "mai-20260917-0922-baseline|c101-l6|xai-small|Burp Suite Pro", "prompt": "c101-l6", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "Burp Suite Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Internal teams + platforms like Cobalt Strike or Burp Suite Pro, but outsource for impartiality"}, {"id": "mai-20260917-0922-baseline|c101-m1|alibaba-small|Cobalt.io", "prompt": "c101-m1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies today, **Cobalt.io** offers the highest Return on Investment (ROI)"}, {"id": "mai-20260917-0922-baseline|c101-m1|alibaba-small|Coalfire", "prompt": "c101-m1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Coalfire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Compliance & Sales Enablement: **Coalfire**"}, {"id": "mai-20260917-0922-baseline|c101-m1|alibaba-small|Synack", "prompt": "c101-m1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Elite Talent (Human-Only): **Synack**"}, {"id": "mai-20260917-0922-baseline|c101-m1|alibaba-small|Bug Crowds", "prompt": "c101-m1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bug Crowds", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Unlike Bug Crowds where you get random hackers, Synack vets its talent rigorously."}, {"id": "mai-20260917-0922-baseline|c101-m1|alibaba-small|Trustwave", "prompt": "c101-m1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Trustwave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "One of the largest names in the business. They have a massive footprint"}, {"id": "mai-20260917-0922-baseline|c101-m1|alibaba-small|Kforce", "prompt": "c101-m1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Kforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly regarded for their consulting approach."}, {"id": "mai-20260917-0922-baseline|c101-m1|alibaba-small|Tenable", "prompt": "c101-m1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Go with **Cobalt** or **Tenable**"}, {"id": "mai-20260917-0922-baseline|c101-m1|alibaba-small|RapidSeven", "prompt": "c101-m1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "RapidSeven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Automated tools like RapidSeven or Tenable"}, {"id": "mai-20260917-0922-baseline|c101-m1|alibaba-small|Mandiant", "prompt": "c101-m1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Mandiant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Most Expensive: Custom Manual Pen Test (Enterprise firms like Mandiant or CrowdStrike, usually $50k+)"}, {"id": "mai-20260917-0922-baseline|c101-m1|alibaba-small|CrowdStrike", "prompt": "c101-m1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Most Expensive: Custom Manual Pen Test (Enterprise firms like Mandiant or CrowdStrike, usually $50k+)"}, {"id": "mai-20260917-0922-baseline|c101-m1|anthropic-small|Mandiant", "prompt": "c101-m1", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Mandiant, Crowdstrike, and other tier-1 security firms"}, {"id": "mai-20260917-0922-baseline|c101-m1|anthropic-small|Crowdstrike", "prompt": "c101-m1", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Crowdstrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mandiant, Crowdstrike, and other tier-1 security firms"}, {"id": "mai-20260917-0922-baseline|c101-m1|challenger-small|Cobalt", "prompt": "c101-m1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best penetration testing service is usually **Cobalt** if you want fast turnaround, audit-ready reporting, and a PTaaS model"}, {"id": "mai-20260917-0922-baseline|c101-m1|challenger-small|Prescient Security", "prompt": "c101-m1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Prescient Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Listed as a mid-market fit with public starting prices and compliance-oriented deliverables."}, {"id": "mai-20260917-0922-baseline|c101-m1|challenger-small|UnderDefense", "prompt": "c101-m1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "UnderDefense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a fit for startups and mid-market companies needing manual-led project testing"}, {"id": "mai-20260917-0922-baseline|c101-m1|challenger-small|Stingrai", "prompt": "c101-m1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Stingrai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better for teams wanting ongoing coverage rather than a one-off pentest."}, {"id": "mai-20260917-0922-baseline|c101-m1|challenger-small|DeepStrike", "prompt": "c101-m1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "DeepStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better for teams wanting ongoing coverage rather than a one-off pentest."}, {"id": "mai-20260917-0922-baseline|c101-m1|challenger-small|BreachLock", "prompt": "c101-m1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **BreachLock** if you want PTaaS plus a remediation portal and self-service attestation documentation."}, {"id": "mai-20260917-0922-baseline|c101-m1|deepseek-small|Cobalt", "prompt": "c101-m1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most mid-market B2B:** **Cobalt** (PTaaS—fast, compliance-ready, retesting included, right-sized pricing)"}, {"id": "mai-20260917-0922-baseline|c101-m1|deepseek-small|Packetlabs", "prompt": "c101-m1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Packetlabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for regulated / compliance-heavy mid-market"}, {"id": "mai-20260917-0922-baseline|c101-m1|deepseek-small|BreachLock", "prompt": "c101-m1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for budget-conscious SMBs/mid-market"}, {"id": "mai-20260917-0922-baseline|c101-m1|deepseek-small|Astra Security", "prompt": "c101-m1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best value for smaller mid-market"}, {"id": "mai-20260917-0922-baseline|c101-m1|deepseek-small|NetSPI", "prompt": "c101-m1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you're scaling toward enterprise"}, {"id": "mai-20260917-0922-baseline|c101-m1|google-small|Cobalt.io", "prompt": "c101-m1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cobalt.io (Best Overall for Mid-Market SaaS & Dev Workflows) ... widely considered the gold standard for mid-market technology and SaaS companies"}, {"id": "mai-20260917-0922-baseline|c101-m1|google-small|BreachLock", "prompt": "c101-m1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BreachLock (Best for Budget-Conscious & Continuous Security)"}, {"id": "mai-20260917-0922-baseline|c101-m1|google-small|Cybri", "prompt": "c101-m1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cybri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cybri (Best for High-Touch, Cloud-Native SaaS)"}, {"id": "mai-20260917-0922-baseline|c101-m1|google-small|NetSPI", "prompt": "c101-m1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NetSPI (Best for Highly Regulated Mid-Market Companies) ... has historically leaned toward large enterprises"}, {"id": "mai-20260917-0922-baseline|c101-m1|google-small|Bishop Fox", "prompt": "c101-m1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bishop Fox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a high-end boutique (like Bishop Fox or Rhino Security Labs) will dig much deeper"}, {"id": "mai-20260917-0922-baseline|c101-m1|google-small|Rhino Security Labs", "prompt": "c101-m1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Rhino Security Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a high-end boutique (like Bishop Fox or Rhino Security Labs)"}, {"id": "mai-20260917-0922-baseline|c101-m1|meta-small|Cobalt", "prompt": "c101-m1", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best penetration testing service for a mid-market B2B company is Cobalt"}, {"id": "mai-20260917-0922-baseline|c101-m1|meta-small|DeepStrike", "prompt": "c101-m1", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "DeepStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include DeepStrike, which offers manual PTaaS, cloud, and API security"}, {"id": "mai-20260917-0922-baseline|c101-m1|meta-small|Echelon Cyber", "prompt": "c101-m1", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Echelon Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Echelon Cyber, which offers program-led offensive security and is best for mid-market and regulated organizations"}, {"id": "mai-20260917-0922-baseline|c101-m1|minimax-small|Stingrai", "prompt": "c101-m1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Stingrai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Stingrai** - Best Overall for Mid-Market B2B"}, {"id": "mai-20260917-0922-baseline|c101-m1|minimax-small|Cobalt", "prompt": "c101-m1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Cobalt** - Best for Fast-Moving Companies"}, {"id": "mai-20260917-0922-baseline|c101-m1|minimax-small|Invadel", "prompt": "c101-m1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Invadel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Invadel** - Best for Fixed-Price Manual Testing"}, {"id": "mai-20260917-0922-baseline|c101-m1|minimax-small|NetSPI", "prompt": "c101-m1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NetSPI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**4. NetSPI, Bishop Fox, Packetlabs** - Enterprise-Grade Options"}, {"id": "mai-20260917-0922-baseline|c101-m1|minimax-small|Bishop Fox", "prompt": "c101-m1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bishop Fox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**4. NetSPI, Bishop Fox, Packetlabs** - Enterprise-Grade Options"}, {"id": "mai-20260917-0922-baseline|c101-m1|minimax-small|Packetlabs", "prompt": "c101-m1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Packetlabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**4. NetSPI, Bishop Fox, Packetlabs** - Enterprise-Grade Options"}, {"id": "mai-20260917-0922-baseline|c101-m1|mistral-small|Cobalt", "prompt": "c101-m1", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cobalt is highly rated for fast-moving mid-market companies, especially those needing SOC 2 or PCI compliance"}, {"id": "mai-20260917-0922-baseline|c101-m1|mistral-small|BreachLock", "prompt": "c101-m1", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "making them a top choice for mid-market B2B companies seeking robust security and compliance documentation"}, {"id": "mai-20260917-0922-baseline|c101-m1|mistral-small|Packetlabs", "prompt": "c101-m1", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Packetlabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Praised for PTaaS speed and audit-ready reports"}, {"id": "mai-20260917-0922-baseline|c101-m1|mistral-small|Stingrai", "prompt": "c101-m1", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Stingrai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for mid-market companies needing SOC 2 compliance"}, {"id": "mai-20260917-0922-baseline|c101-m1|moonshot-small|Cobalt", "prompt": "c101-m1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Cobalt** if you're a SaaS company with frequent releases needing fast, continuous testing"}, {"id": "mai-20260917-0922-baseline|c101-m1|moonshot-small|BreachLock", "prompt": "c101-m1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose BreachLock** if you want a balance of quality, support, and CREST accreditation"}, {"id": "mai-20260917-0922-baseline|c101-m1|moonshot-small|NetSPI", "prompt": "c101-m1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Mid-Market to Enterprise Bridge"}, {"id": "mai-20260917-0922-baseline|c101-m1|moonshot-small|UnderDefense", "prompt": "c101-m1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "UnderDefense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose UnderDefense** if budget is a primary concern but you still need quality testing"}, {"id": "mai-20260917-0922-baseline|c101-m1|moonshot-small|Bishop Fox", "prompt": "c101-m1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bishop Fox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid traditional consultancies like Bishop Fox unless you need deep red teaming—they're typically $60K-$350K+ and overkill"}, {"id": "mai-20260917-0922-baseline|c101-m1|openai-small|Cobalt", "prompt": "c101-m1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most mid-market B2B teams:** **Cobalt**"}, {"id": "mai-20260917-0922-baseline|c101-m1|openai-small|Astra Pentest", "prompt": "c101-m1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Astra Pentest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value for web-first products:** **Astra Pentest**"}, {"id": "mai-20260917-0922-baseline|c101-m1|openai-small|HackerOne", "prompt": "c101-m1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "HackerOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for continuous testing / bug bounty programs:** **HackerOne Platform**"}, {"id": "mai-20260917-0922-baseline|c101-m1|openai-small|Thoropass Pentesting", "prompt": "c101-m1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Thoropass Pentesting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if compliance is the main driver:** **Thoropass Pentesting** or **UnderDefense**"}, {"id": "mai-20260917-0922-baseline|c101-m1|openai-small|UnderDefense", "prompt": "c101-m1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "UnderDefense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gartner Peer Insights shows UnderDefense being used by mid-sized and larger firms"}, {"id": "mai-20260917-0922-baseline|c101-m1|openai-small|Vumetric", "prompt": "c101-m1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Vumetric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose a **boutique provider like Vumetric or Packetlabs** if you need highly tailored, human-led testing"}, {"id": "mai-20260917-0922-baseline|c101-m1|openai-small|Packetlabs", "prompt": "c101-m1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Packetlabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "boutique provider like Vumetric or Packetlabs"}, {"id": "mai-20260917-0922-baseline|c101-m1|xai-small|Packetlabs", "prompt": "c101-m1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Packetlabs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Packetlabs** (Top pick for manual depth and mid-market fit)"}, {"id": "mai-20260917-0922-baseline|c101-m1|xai-small|Cobalt", "prompt": "c101-m1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for fast, scalable PTaaS ... Drawback: Some note higher costs and variable tester depth."}, {"id": "mai-20260917-0922-baseline|c101-m1|xai-small|BreachLock", "prompt": "c101-m1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BreachLock** (Best value for continuous testing)"}, {"id": "mai-20260917-0922-baseline|c101-m1|xai-small|NetSPI", "prompt": "c101-m1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NetSPI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good for growing B2B; pricier"}, {"id": "mai-20260917-0922-baseline|c101-m1|xai-small|Echelon Risk + Cyber", "prompt": "c101-m1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Echelon Risk + Cyber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Program-led + remediation | Quote-based | Regulated mid-market"}, {"id": "mai-20260917-0922-baseline|c101-m1|xai-small|Synack", "prompt": "c101-m1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Fast but enterprise-leaning"}, {"id": "mai-20260917-0922-baseline|c101-m1|zai-small|Cobalt", "prompt": "c101-m1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "→ **Cobalt** or **NetSPI** (both offer PTaaS with strong compliance support and transparent pricing)"}, {"id": "mai-20260917-0922-baseline|c101-m1|zai-small|NetSPI", "prompt": "c101-m1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "→ **Cobalt** or **NetSPI** (both offer PTaaS with strong compliance support and transparent pricing)"}, {"id": "mai-20260917-0922-baseline|c101-m1|zai-small|Bishop Fox", "prompt": "c101-m1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "→ **Bishop Fox** or **Secureworks** (great for red‑team exercises and threat‑driven validation)"}, {"id": "mai-20260917-0922-baseline|c101-m1|zai-small|Secureworks", "prompt": "c101-m1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Secureworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "→ **Bishop Fox** or **Secureworks** (great for red‑team exercises and threat‑driven validation)"}, {"id": "mai-20260917-0922-baseline|c101-m1|zai-small|BreachLock", "prompt": "c101-m1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "→ **BreachLock** or **Astra Security** (affordable PTaaS with good automation and remediation tools)"}, {"id": "mai-20260917-0922-baseline|c101-m1|zai-small|Synack", "prompt": "c101-m1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "→ **Synack** (large vetted researcher pool, AI‑assisted testing)"}, {"id": "mai-20260917-0922-baseline|c101-m1|zai-small|Astra Security", "prompt": "c101-m1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "→ **BreachLock** or **Astra Security** (affordable PTaaS with good automation and remediation tools)"}, {"id": "mai-20260917-0922-baseline|c101-m2|alibaba-small|Astra", "prompt": "c101-m2", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Astra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Astra is frequently highlighted as a top choice for mid-sized firms"}, {"id": "mai-20260917-0922-baseline|c101-m2|alibaba-small|Software Secured", "prompt": "c101-m2", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Software Secured", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Software Secured is a strong contender"}, {"id": "mai-20260917-0922-baseline|c101-m2|alibaba-small|Cobalt", "prompt": "c101-m2", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Pick for Agility & Speed: **Cobalt**"}, {"id": "mai-20260917-0922-baseline|c101-m2|anthropic-small|BreachLock", "prompt": "c101-m2", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall Value: \nBreachLock**"}, {"id": "mai-20260917-0922-baseline|c101-m2|anthropic-small|Cobalt", "prompt": "c101-m2", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Compliance-Focused Organizations: \nCobalt or Packetlabs**"}, {"id": "mai-20260917-0922-baseline|c101-m2|anthropic-small|Packetlabs", "prompt": "c101-m2", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Packetlabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compliance-driven mid-market fits Cobalt, Packetlabs, or BreachLock."}, {"id": "mai-20260917-0922-baseline|c101-m2|anthropic-small|NetSPI", "prompt": "c101-m2", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other Strong Mid-Market Options:**\n\n- \nNetSPI, which provides platform-based penetration testing"}, {"id": "mai-20260917-0922-baseline|c101-m2|anthropic-small|Software Secured", "prompt": "c101-m2", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Software Secured", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Software Secured, a leading provider for B2B SaaS companies"}, {"id": "mai-20260917-0922-baseline|c101-m2|challenger-small|Cobalt", "prompt": "c101-m2", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cobalt** as the safest default choice"}, {"id": "mai-20260917-0922-baseline|c101-m2|challenger-small|BreachLock", "prompt": "c101-m2", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you want a more **budget-conscious** managed PTaaS option"}, {"id": "mai-20260917-0922-baseline|c101-m2|challenger-small|DeepStrike", "prompt": "c101-m2", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "DeepStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if you need **higher-touch, manual-first testing**"}, {"id": "mai-20260917-0922-baseline|c101-m2|challenger-small|Sprocket Security", "prompt": "c101-m2", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Sprocket Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if your company wants **continuous testing**"}, {"id": "mai-20260917-0922-baseline|c101-m2|deepseek-small|Cobalt", "prompt": "c101-m2", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cobalt** as the strongest all-around choice"}, {"id": "mai-20260917-0922-baseline|c101-m2|deepseek-small|BreachLock", "prompt": "c101-m2", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **BreachLock** as the best value alternative"}, {"id": "mai-20260917-0922-baseline|c101-m2|deepseek-small|Astra", "prompt": "c101-m2", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Astra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Astra** as a strong option if you want transparent, fixed pricing"}, {"id": "mai-20260917-0922-baseline|c101-m2|deepseek-small|Synack", "prompt": "c101-m2", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise-grade red teaming or regulated industry | Synack, NetSPI, Coalfire (premium tier)"}, {"id": "mai-20260917-0922-baseline|c101-m2|deepseek-small|NetSPI", "prompt": "c101-m2", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "NetSPI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Synack, NetSPI, Coalfire (premium tier)"}, {"id": "mai-20260917-0922-baseline|c101-m2|deepseek-small|Coalfire", "prompt": "c101-m2", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Coalfire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Synack, NetSPI, Coalfire (premium tier)"}, {"id": "mai-20260917-0922-baseline|c101-m2|google-small|Cobalt (Cobalt.io)", "prompt": "c101-m2", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt (Cobalt.io)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Agile Tech & SaaS Companies... de facto standard of the PTaaS market for mid-sized tech companies"}, {"id": "mai-20260917-0922-baseline|c101-m2|google-small|BreachLock", "prompt": "c101-m2", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value for Compliance-Heavy B2Bs"}, {"id": "mai-20260917-0922-baseline|c101-m2|google-small|Astra Security", "prompt": "c101-m2", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Collaborative Dev Teams"}, {"id": "mai-20260917-0922-baseline|c101-m2|google-small|Stingrai", "prompt": "c101-m2", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Stingrai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Engineering-Led Teams & CI/CD Automation"}, {"id": "mai-20260917-0922-baseline|c101-m2|google-small|NetSPI (Merged with Synack)", "prompt": "c101-m2", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "NetSPI (Merged with Synack)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you are in a Highly Regulated Sector"}, {"id": "mai-20260917-0922-baseline|c101-m2|meta-small|Software Secured", "prompt": "c101-m2", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Software Secured", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best pentest-as-a-service provider for a mid-sized B2B company would be Software Secured"}, {"id": "mai-20260917-0922-baseline|c101-m2|meta-small|BreachLock", "prompt": "c101-m2", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other notable providers include BreachLock, Cobalt, Synack, Bugcrowd, and Astra Security."}, {"id": "mai-20260917-0922-baseline|c101-m2|meta-small|Cobalt", "prompt": "c101-m2", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other notable providers include BreachLock, Cobalt, Synack, Bugcrowd, and Astra Security."}, {"id": "mai-20260917-0922-baseline|c101-m2|meta-small|Synack", "prompt": "c101-m2", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable providers include BreachLock, Cobalt, Synack, Bugcrowd, and Astra Security."}, {"id": "mai-20260917-0922-baseline|c101-m2|meta-small|Bugcrowd", "prompt": "c101-m2", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Bugcrowd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable providers include BreachLock, Cobalt, Synack, Bugcrowd, and Astra Security."}, {"id": "mai-20260917-0922-baseline|c101-m2|meta-small|Astra Security", "prompt": "c101-m2", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Astra Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable providers include BreachLock, Cobalt, Synack, Bugcrowd, and Astra Security."}, {"id": "mai-20260917-0922-baseline|c101-m2|minimax-small|Cobalt", "prompt": "c101-m2", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cobalt and Astra seem to edge out as particularly strong options based on the current search results"}, {"id": "mai-20260917-0922-baseline|c101-m2|minimax-small|Astra", "prompt": "c101-m2", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Astra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cobalt and Astra seem to edge out as particularly strong options"}, {"id": "mai-20260917-0922-baseline|c101-m2|minimax-small|BreachLock", "prompt": "c101-m2", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers managed PTaaS with subscription-based plans, making it a good option if you prioritize simplicity and value"}, {"id": "mai-20260917-0922-baseline|c101-m2|minimax-small|Terra Security", "prompt": "c101-m2", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Terra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "noted as \"best overall\" in one source and is suitable for small to mid-sized teams"}, {"id": "mai-20260917-0922-baseline|c101-m2|mistral-small|Astra", "prompt": "c101-m2", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Astra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Astra** and **Cobalt** are especially well-regarded for their integration capabilities and scalability"}, {"id": "mai-20260917-0922-baseline|c101-m2|mistral-small|Cobalt", "prompt": "c101-m2", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Astra** and **Cobalt** are especially well-regarded for their integration capabilities and scalability"}, {"id": "mai-20260917-0922-baseline|c101-m2|mistral-small|BreachLock", "prompt": "c101-m2", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BreachLock** offers a more streamlined, cost-effective solution"}, {"id": "mai-20260917-0922-baseline|c101-m2|mistral-small|Software Secured", "prompt": "c101-m2", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Software Secured", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Software Secured** is also highly recommended for B2B SaaS firms"}, {"id": "mai-20260917-0922-baseline|c101-m2|moonshot-small|Cobalt", "prompt": "c101-m2", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cobalt** — Best Overall for Mid-Market ... My recommendation:** Start with **Cobalt** if you have the budget"}, {"id": "mai-20260917-0922-baseline|c101-m2|moonshot-small|Astra Security", "prompt": "c101-m2", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Astra is a strong alternative specifically targeting the mid-market."}, {"id": "mai-20260917-0922-baseline|c101-m2|moonshot-small|Synack", "prompt": "c101-m2", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your mid-sized B2B company operates in a regulated industry ... Synack is worth considering."}, {"id": "mai-20260917-0922-baseline|c101-m2|moonshot-small|HackerOne", "prompt": "c101-m2", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "HackerOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "HackerOne (usually better for larger orgs)"}, {"id": "mai-20260917-0922-baseline|c101-m2|openai-small|Cobalt", "prompt": "c101-m2", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Cobalt** first"}, {"id": "mai-20260917-0922-baseline|c101-m2|openai-small|Synack", "prompt": "c101-m2", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Synack** and **Bugcrowd** as strong alternatives"}, {"id": "mai-20260917-0922-baseline|c101-m2|openai-small|Bugcrowd", "prompt": "c101-m2", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Synack** and **Bugcrowd** as strong alternatives"}, {"id": "mai-20260917-0922-baseline|c101-m2|xai-small|Cobalt", "prompt": "c101-m2", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Cobalt as a strong starting point."}, {"id": "mai-20260917-0922-baseline|c101-m2|xai-small|BreachLock", "prompt": "c101-m2", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Solid Alternative: BreachLock"}, {"id": "mai-20260917-0922-baseline|c101-m2|xai-small|Astra", "prompt": "c101-m2", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Astra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Astra | DevSecOps integration | $6k+ | 4.6/5 | Scanner + manual, CI/CD"}, {"id": "mai-20260917-0922-baseline|c101-m2|zai-small|Cobalt.io", "prompt": "c101-m2", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with Cobalt.io"}, {"id": "mai-20260917-0922-baseline|c101-m2|zai-small|Sprocket Security", "prompt": "c101-m2", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Sprocket Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sprocket Security is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c101-m2|zai-small|BreachLock", "prompt": "c101-m2", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "One‑off compliance‑driven pentest (e.g., SOC 2, PCI DSS)? → BreachLock or Cobalt (on‑demand)"}, {"id": "mai-20260917-0922-baseline|c101-m2|zai-small|Astra Security", "prompt": "c101-m2", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Astra Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Platform that combines manual testing with automated scanning"}, {"id": "mai-20260917-0922-baseline|c101-m2|zai-small|HackerOne", "prompt": "c101-m2", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "HackerOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically more expensive for enterprise‑scale needs; often better suited to large, complex programs"}, {"id": "mai-20260917-0922-baseline|c101-m2|zai-small|Synack", "prompt": "c101-m2", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Synack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "typically more expensive for enterprise‑scale needs; often better suited to large, complex programs"}, {"id": "mai-20260917-0922-baseline|c101-m2|zai-small|Bugcrowd", "prompt": "c101-m2", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Bugcrowd", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "typically more expensive for enterprise‑scale needs; often better suited to large, complex programs"}, {"id": "mai-20260917-0922-baseline|c101-m2|zai-small|Rapid7", "prompt": "c101-m2", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Higher cost (often $20k‑$50k+ per engagement); less suited for continuous/subscription models"}, {"id": "mai-20260917-0922-baseline|c101-m2|zai-small|Netspi", "prompt": "c101-m2", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Netspi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Higher cost (often $20k‑$50k+ per engagement); less suited for continuous/subscription models"}, {"id": "mai-20260917-0922-baseline|c101-m3|alibaba-small|NetSPI", "prompt": "c101-m3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use **Coalfire** for compliance needs or **NetSPI** for broad coverage across banking and government sectors."}, {"id": "mai-20260917-0922-baseline|c101-m3|alibaba-small|Bishop Fox", "prompt": "c101-m3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Bishop Fox for premium \"Red Teaming.\""}, {"id": "mai-20260917-0922-baseline|c101-m3|alibaba-small|IBM X-Force Red", "prompt": "c101-m3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "IBM X-Force Red", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**NetSPI**, **Bishop Fox**, **IBM X-Force Red** | Large organizations"}, {"id": "mai-20260917-0922-baseline|c101-m3|alibaba-small|Cobalt.io", "prompt": "c101-m3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**For Startups/SMBs:** Choose **Intruder** or **Cobalt.io** for cost-effective, recurring testing"}, {"id": "mai-20260917-0922-baseline|c101-m3|alibaba-small|Astra Security", "prompt": "c101-m3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cobalt.io**, **Astra Security**, **Intruder** | Software engineering teams needing speed."}, {"id": "mai-20260917-0922-baseline|c101-m3|alibaba-small|Intruder", "prompt": "c101-m3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**For Startups/SMBs:** Choose **Intruder** or **Cobalt.io** for cost-effective, recurring testing"}, {"id": "mai-20260917-0922-baseline|c101-m3|alibaba-small|Coalfire", "prompt": "c101-m3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Coalfire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**For Regulated Enterprises:** Use **Coalfire** for compliance needs"}, {"id": "mai-20260917-0922-baseline|c101-m3|alibaba-small|Spectral Ops", "prompt": "c101-m3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Spectral Ops", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Spectral Ops excels at Active Directory and Identity protection."}, {"id": "mai-20260917-0922-baseline|c101-m3|alibaba-small|Synack", "prompt": "c101-m3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Synack**, **Stingrai** | Companies wanting \"perpetual\" security."}, {"id": "mai-20260917-0922-baseline|c101-m3|alibaba-small|Stingrai", "prompt": "c101-m3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Stingrai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Synack**, **Stingrai** | Companies wanting \"perpetual\" security."}, {"id": "mai-20260917-0922-baseline|c101-m3|alibaba-small|HackerOne", "prompt": "c101-m3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "HackerOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "While good for finding unique bugs, tester continuity is lower because you never know which specific hacker will test your system next."}, {"id": "mai-20260917-0922-baseline|c101-m3|alibaba-small|Bugcrowd", "prompt": "c101-m3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bugcrowd", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Platforms like **HackerOne** or **Bugcrowd**... tester continuity is lower"}, {"id": "mai-20260917-0922-baseline|c101-m3|alibaba-small|BreachLock", "prompt": "c101-m3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Select a boutique firm like **SpecterOps** or **BreachLock** for deep, manual analysis"}, {"id": "mai-20260917-0922-baseline|c101-m3|alibaba-small|SpecterOps", "prompt": "c101-m3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "SpecterOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**For Complex Logic Issues:** Select a boutique firm like **SpecterOps**"}, {"id": "mai-20260917-0922-baseline|c101-m3|anthropic-small|UnderDefense", "prompt": "c101-m3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "UnderDefense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The leading penetration testing companies include UnderDefense, Cobalt, NetSPI, Bishop Fox, Synack, HackerOne, Rapid7, Packetlabs, BreachLock, Astra Security, Qualysec, and Mandiant"}, {"id": "mai-20260917-0922-baseline|c101-m3|anthropic-small|Cobalt", "prompt": "c101-m3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cobalt is ideal for small and mid-sized companies, enabling fast, on-demand testing with skilled freelancers"}, {"id": "mai-20260917-0922-baseline|c101-m3|anthropic-small|NetSPI", "prompt": "c101-m3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprises requiring deep manual expertise should look to firms like NetSPI, Trustwave, or Bishop Fox"}, {"id": "mai-20260917-0922-baseline|c101-m3|anthropic-small|Bishop Fox", "prompt": "c101-m3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprises requiring deep manual expertise should look to firms like NetSPI, Trustwave, or Bishop Fox"}, {"id": "mai-20260917-0922-baseline|c101-m3|anthropic-small|Synack", "prompt": "c101-m3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Synack finds exploitable vulnerabilities faster than traditional pentesting with a community of ethical security researchers paired with smart technology"}, {"id": "mai-20260917-0922-baseline|c101-m3|anthropic-small|HackerOne", "prompt": "c101-m3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "HackerOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The leading penetration testing companies include ... HackerOne, Rapid7"}, {"id": "mai-20260917-0922-baseline|c101-m3|anthropic-small|Rapid7", "prompt": "c101-m3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Rapid7 masters the PTaaS model by providing expert consultation through a cloud-based approach that combines expert-led testing with live results"}, {"id": "mai-20260917-0922-baseline|c101-m3|anthropic-small|Packetlabs", "prompt": "c101-m3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Packetlabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "leading penetration testing companies include ... Packetlabs, BreachLock"}, {"id": "mai-20260917-0922-baseline|c101-m3|anthropic-small|BreachLock", "prompt": "c101-m3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "leading penetration testing companies include ... BreachLock, Astra Security"}, {"id": "mai-20260917-0922-baseline|c101-m3|anthropic-small|Astra Security", "prompt": "c101-m3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "leading penetration testing companies include ... Astra Security, Qualysec, and Mandiant"}, {"id": "mai-20260917-0922-baseline|c101-m3|anthropic-small|Qualysec", "prompt": "c101-m3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Qualysec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Astra Security, Qualysec, and Mandiant"}, {"id": "mai-20260917-0922-baseline|c101-m3|anthropic-small|Mandiant", "prompt": "c101-m3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Astra Security, Qualysec, and Mandiant"}, {"id": "mai-20260917-0922-baseline|c101-m3|anthropic-small|IBM X Force Red", "prompt": "c101-m3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "IBM X Force Red", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "IBM X Force Red offers global consulting strength with seasoned experts and threat intelligence for large-scale, comprehensive security testing"}, {"id": "mai-20260917-0922-baseline|c101-m3|anthropic-small|Coalfire", "prompt": "c101-m3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Coalfire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Coalfire excels in regulated industries like finance, healthcare, and government with deep audit and standards expertise"}, {"id": "mai-20260917-0922-baseline|c101-m3|anthropic-small|Trustwave", "prompt": "c101-m3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Trustwave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Enterprises requiring deep manual expertise should look to firms like NetSPI, Trustwave, or Bishop Fox"}, {"id": "mai-20260917-0922-baseline|c101-m3|anthropic-small|Beagle Security", "prompt": "c101-m3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Beagle Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Startups and DevSecOps teams benefit most from Agenti AI pentesting platforms like Beagle Security"}, {"id": "mai-20260917-0922-baseline|c101-m3|challenger-small|Synack", "prompt": "c101-m3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Combines vetted researchers with an AI-assisted workflow; positioned for regulated buyers and continuous coverage."}, {"id": "mai-20260917-0922-baseline|c101-m3|challenger-small|NetSPI", "prompt": "c101-m3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Emphasizes enterprise-scale, human-led testing across many assets and compliance-heavy environments."}, {"id": "mai-20260917-0922-baseline|c101-m3|challenger-small|Bishop Fox", "prompt": "c101-m3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Stronger fit for adversary simulation and attack-surface-focused engagements"}, {"id": "mai-20260917-0922-baseline|c101-m3|challenger-small|Cobalt", "prompt": "c101-m3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gives on-demand access to a distributed tester pool and integrates well with DevSecOps workflows."}, {"id": "mai-20260917-0922-baseline|c101-m3|challenger-small|HackerOne", "prompt": "c101-m3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "HackerOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best known for large-scale researcher access and flexible program-based testing."}, {"id": "mai-20260917-0922-baseline|c101-m3|challenger-small|Bugcrowd", "prompt": "c101-m3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bugcrowd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Similar to HackerOne, with a strong mix of bounty programs and penetration testing services."}, {"id": "mai-20260917-0922-baseline|c101-m3|challenger-small|Coalfire", "prompt": "c101-m3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Coalfire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Often chosen for formal compliance needs, including FedRAMP/PCI-oriented work."}, {"id": "mai-20260917-0922-baseline|c101-m3|challenger-small|NCC Group", "prompt": "c101-m3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NCC Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong when you need broad, specialized, or geographically distributed testing support."}, {"id": "mai-20260917-0922-baseline|c101-m3|challenger-small|SpecterOps", "prompt": "c101-m3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "SpecterOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Differentiates itself by focusing heavily on identity, AD, and real-world attack paths."}, {"id": "mai-20260917-0922-baseline|c101-m3|challenger-small|Rapid7", "prompt": "c101-m3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best when you want pentesting aligned with a broader vulnerability-management and detection stack."}, {"id": "mai-20260917-0922-baseline|c101-m3|challenger-small|Rhino Security Labs", "prompt": "c101-m3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Rhino Security Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "cloud-first testing** (**Rhino Security Labs**, **Coalfire**, **NetSPI**)"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|NetSPI", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Deep manual validation of complex/custom apps** → consultants (NetSPI, Bishop Fox)"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|Bishop Fox", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consistently rated #1 by some analysts for exploitation evidence and remediation-ready reporting"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|Rapid7", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "established enterprise consulting leaders"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|NCC Group", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NCC Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "established enterprise consulting leaders"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|Mandiant", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "established enterprise consulting leaders"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|Praetorian", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Praetorian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Full attack simulation / red teaming** → specialists (NetSPI, Praetorian)"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|Optiv", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Optiv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "established enterprise consulting leaders"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|Synack", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Vetted freelancer pools:** Cobalt, Synack (access to broader expertise)"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|Astra Security", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "\"best overall\" on TechRepublic; scanner + manual pentest with compliance reporting"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|Cobalt.io", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "\"best for on-demand pentesting\"; a vetted pool of 500+ independent pentesters"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|BreachLock", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "\"best for flexible pentesting\"; PTaaS leader with 100% in-house certified team"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|Intruder", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Intruder does not offer remediation guidance"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|Acunetix", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Acunetix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "though these are more DAST tools than true manual pentests"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|Invicti", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Invicti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "though these are more DAST tools than true manual pentests"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|HackerOne", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "HackerOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Large-scale, ongoing coverage** → bug bounty/crowdsourced (HackerOne, Bugcrowd)"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|Bugcrowd", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Large-scale, ongoing coverage** → bug bounty/crowdsourced (HackerOne, Bugcrowd)"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|Qualys", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Intruder, Acunetix, Invicti, Qualys"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|Stingrai", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Stingrai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "moving toward **AI-augmented pentesting agents** (Stingrai, Intruder, Horizon3's NodeZero, Pentera)"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|Horizon3's NodeZero", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Horizon3's NodeZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "AI-augmented pentesting agents** (Stingrai, Intruder, Horizon3's NodeZero, Pentera)"}, {"id": "mai-20260917-0922-baseline|c101-m3|deepseek-small|Pentera", "prompt": "c101-m3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Pentera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "AI-augmented pentesting agents** (Stingrai, Intruder, Horizon3's NodeZero, Pentera)"}, {"id": "mai-20260917-0922-baseline|c101-m3|google-small|NetSPI", "prompt": "c101-m3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Widely recognized as a massive enterprise leader. They have a vast bench of in-house testers and cover the broadest scope of targets"}, {"id": "mai-20260917-0922-baseline|c101-m3|google-small|Bishop Fox", "prompt": "c101-m3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for premier research-driven consulting and advanced adversary emulation (Red Teaming)."}, {"id": "mai-20260917-0922-baseline|c101-m3|google-small|Synack", "prompt": "c101-m3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pairs an elite crowdsourced community (the Synack Red Team) with its proprietary agentic AI engine (\"Sara\"). It is FedRAMP-authorized"}, {"id": "mai-20260917-0922-baseline|c101-m3|google-small|Cobalt", "prompt": "c101-m3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A pioneer of PTaaS, Cobalt focuses on fast-deployment, on-demand human pentesting with top-tier developer integrations."}, {"id": "mai-20260917-0922-baseline|c101-m3|google-small|HackerOne", "prompt": "c101-m3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "HackerOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Originally built as bug bounty platforms, they utilize massive crowdsourced communities"}, {"id": "mai-20260917-0922-baseline|c101-m3|google-small|Bugcrowd", "prompt": "c101-m3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bugcrowd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Originally built as bug bounty platforms, they utilize massive crowdsourced communities"}, {"id": "mai-20260917-0922-baseline|c101-m3|google-small|Pentera", "prompt": "c101-m3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Pentera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A market leader in autonomous exposure validation. It is safe-by-design in live production environments"}, {"id": "mai-20260917-0922-baseline|c101-m3|google-small|Horizon3 (NodeZero)", "prompt": "c101-m3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Horizon3 (NodeZero)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Offers a 100% agentless, autonomous platform that continuously chains exploits"}, {"id": "mai-20260917-0922-baseline|c101-m3|google-small|BreachLock", "prompt": "c101-m3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Combines machine-driven automated testing with human-validated results"}, {"id": "mai-20260917-0922-baseline|c101-m3|meta-small|Bishop Fox", "prompt": "c101-m3", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top companies include Bishop Fox, Optiv, Praetorian, and Deloitte."}, {"id": "mai-20260917-0922-baseline|c101-m3|meta-small|Optiv", "prompt": "c101-m3", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Optiv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top companies include Bishop Fox, Optiv, Praetorian, and Deloitte."}, {"id": "mai-20260917-0922-baseline|c101-m3|meta-small|Praetorian", "prompt": "c101-m3", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Praetorian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top companies include Bishop Fox, Optiv, Praetorian, and Deloitte."}, {"id": "mai-20260917-0922-baseline|c101-m3|meta-small|Deloitte", "prompt": "c101-m3", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top companies include Bishop Fox, Optiv, Praetorian, and Deloitte."}, {"id": "mai-20260917-0922-baseline|c101-m3|minimax-small|Astra Security", "prompt": "c101-m3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Astra Security** is often ranked as the best overall solution, particularly for modern engineering teams."}, {"id": "mai-20260917-0922-baseline|c101-m3|minimax-small|Intruder", "prompt": "c101-m3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "specializes in vulnerability scanning and is ideal for organizations seeking continuous security monitoring"}, {"id": "mai-20260917-0922-baseline|c101-m3|minimax-small|Cobalt.io", "prompt": "c101-m3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "provides on-demand penetration testing services with a focus on flexible engagement models"}, {"id": "mai-20260917-0922-baseline|c101-m3|minimax-small|Acunetix", "prompt": "c101-m3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Acunetix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "targets small businesses with automated scanning capabilities"}, {"id": "mai-20260917-0922-baseline|c101-m3|minimax-small|Invicti", "prompt": "c101-m3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Invicti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "serves large enterprises requiring extensive, multi-layered security assessments"}, {"id": "mai-20260917-0922-baseline|c101-m3|minimax-small|DeepStrike", "prompt": "c101-m3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "DeepStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "are also major players, particularly for large enterprises"}, {"id": "mai-20260917-0922-baseline|c101-m3|minimax-small|NetSPI", "prompt": "c101-m3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "are also major players, particularly for large enterprises"}, {"id": "mai-20260917-0922-baseline|c101-m3|minimax-small|Bishop Fox", "prompt": "c101-m3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "are also major players, particularly for large enterprises"}, {"id": "mai-20260917-0922-baseline|c101-m3|minimax-small|Rapid7", "prompt": "c101-m3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "are also major players, particularly for large enterprises"}, {"id": "mai-20260917-0922-baseline|c101-m3|minimax-small|NCC Group", "prompt": "c101-m3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NCC Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "are also major players, particularly for large enterprises"}, {"id": "mai-20260917-0922-baseline|c101-m3|minimax-small|Mandiant", "prompt": "c101-m3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "are also major players, particularly for large enterprises"}, {"id": "mai-20260917-0922-baseline|c101-m3|mistral-small|Astra Security", "prompt": "c101-m3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Overall penetration testing"}, {"id": "mai-20260917-0922-baseline|c101-m3|mistral-small|Intruder", "prompt": "c101-m3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Vulnerability scanning"}, {"id": "mai-20260917-0922-baseline|c101-m3|mistral-small|Cobalt.io", "prompt": "c101-m3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** On-demand pentesting"}, {"id": "mai-20260917-0922-baseline|c101-m3|mistral-small|Invicti", "prompt": "c101-m3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Invicti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Large companies and enterprises"}, {"id": "mai-20260917-0922-baseline|c101-m3|mistral-small|BreachLock", "prompt": "c101-m3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Flexible pentesting options"}, {"id": "mai-20260917-0922-baseline|c101-m3|mistral-small|Synack", "prompt": "c101-m3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Continuous pentesting"}, {"id": "mai-20260917-0922-baseline|c101-m3|mistral-small|White Knight Labs", "prompt": "c101-m3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "White Knight Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Advanced and specialized testing"}, {"id": "mai-20260917-0922-baseline|c101-m3|mistral-small|DeepStrike", "prompt": "c101-m3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "DeepStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Manual-first consulting with platform support"}, {"id": "mai-20260917-0922-baseline|c101-m3|mistral-small|NetSPI", "prompt": "c101-m3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for:** Human-delivered enterprise PTaaS"}, {"id": "mai-20260917-0922-baseline|c101-m3|mistral-small|Bishop Fox", "prompt": "c101-m3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best for:** Specialist consulting with platform support"}, {"id": "mai-20260917-0922-baseline|c101-m3|mistral-small|Rapid7", "prompt": "c101-m3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Best for:** Consulting services alongside a security platform"}, {"id": "mai-20260917-0922-baseline|c101-m3|moonshot-small|Astra Security", "prompt": "c101-m3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Astra Security** | Overall/Best value | ~$1,999/year | Comprehensive coverage with expert remediation"}, {"id": "mai-20260917-0922-baseline|c101-m3|moonshot-small|Bishop Fox", "prompt": "c101-m3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bishop Fox** | Complex environments | Premium | Exploitation evidence, remediation-ready reporting"}, {"id": "mai-20260917-0922-baseline|c101-m3|moonshot-small|Optiv", "prompt": "c101-m3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Optiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Optiv** | Enterprise + adversary simulation | Premium | Adversary-path evidence under strict rules"}, {"id": "mai-20260917-0922-baseline|c101-m3|moonshot-small|Cobalt.io", "prompt": "c101-m3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cobalt.io** | On-demand pentesting | Mid-range | Flexible, platform-based approach"}, {"id": "mai-20260917-0922-baseline|c101-m3|moonshot-small|Intruder", "prompt": "c101-m3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Intruder** | Vulnerability scanning | Lower-mid | Automated scanning capabilities"}, {"id": "mai-20260917-0922-baseline|c101-m3|moonshot-small|BreachLock", "prompt": "c101-m3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**BreachLock** | Flexible options | Variable | Multiple testing approaches"}, {"id": "mai-20260917-0922-baseline|c101-m3|moonshot-small|Acunetix", "prompt": "c101-m3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Acunetix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Acunetix** | Small businesses | Lower | User-friendly for smaller orgs"}, {"id": "mai-20260917-0922-baseline|c101-m3|moonshot-small|Synopsys", "prompt": "c101-m3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synopsys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Synopsys** | Software integrity | Premium | Enterprise-grade application security"}, {"id": "mai-20260917-0922-baseline|c101-m3|xai-small|NetSPI", "prompt": "c101-m3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NetSPI scores 4.9/5 ... Deep manual testing; platform for visibility/remediation; low false positives; G2 leader."}, {"id": "mai-20260917-0922-baseline|c101-m3|xai-small|Bishop Fox", "prompt": "c101-m3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Research-driven, custom depth; premium for novel attacks; strong reporting."}, {"id": "mai-20260917-0922-baseline|c101-m3|xai-small|Synack", "prompt": "c101-m3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vetted elite hackers + AI (Sara); fast, low-noise findings; FedRAMP-authorized."}, {"id": "mai-20260917-0922-baseline|c101-m3|xai-small|Cobalt", "prompt": "c101-m3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vetted freelancer pool; quick turnaround; good for devs; integrates with CI/CD."}, {"id": "mai-20260917-0922-baseline|c101-m3|xai-small|Rapid7", "prompt": "c101-m3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pairs with other sec services; less \"pure\" pentest."}, {"id": "mai-20260917-0922-baseline|c101-m3|xai-small|BreachLock", "prompt": "c101-m3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Hybrid auto/manual; unlimited retests; attack surface mgmt."}, {"id": "mai-20260917-0922-baseline|c101-m3|xai-small|Astra Security", "prompt": "c101-m3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Affordable continuous; scans behind logins; remediation guidance."}, {"id": "mai-20260917-0922-baseline|c101-m3|xai-small|HackerOne", "prompt": "c101-m3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "HackerOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "providers include NetSPI, Bishop Fox, Synack, Cobalt, Rapid7, BreachLock, Astra Security, and HackerOne"}, {"id": "mai-20260917-0922-baseline|c101-m3|zai-small|Bugcrowd", "prompt": "c101-m3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bugcrowd", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Service: Bugcrowd**"}, {"id": "mai-20260917-0922-baseline|c101-m3|zai-small|Synack", "prompt": "c101-m3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner Up: Synack**"}, {"id": "mai-20260917-0922-baseline|c101-m3|zai-small|NetSPI", "prompt": "c101-m3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "NetSPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Top Service: NetSPI**"}, {"id": "mai-20260917-0922-baseline|c101-m3|zai-small|Bishop Fox", "prompt": "c101-m3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bishop Fox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Top Service: Bishop Fox**"}, {"id": "mai-20260917-0922-baseline|c101-m3|zai-small|DeepStrike", "prompt": "c101-m3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "DeepStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Runner Up: DeepStrike**"}, {"id": "mai-20260917-0922-baseline|c101-m4|alibaba-small|BreachDefense", "prompt": "c101-m4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "BreachDefense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you need to build a trust base/startup:** Go with **BreachDefense** or **Luta Security**."}, {"id": "mai-20260917-0922-baseline|c101-m4|alibaba-small|Intigriti", "prompt": "c101-m4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Intigriti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Intigriti:** Offers a mix of automated scanning and human red-teaming."}, {"id": "mai-20260917-0922-baseline|c101-m4|alibaba-small|Luta Security", "prompt": "c101-m4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Luta Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with **BreachDefense** or **Luta Security**."}, {"id": "mai-20260917-0922-baseline|c101-m4|alibaba-small|HackerOne (Program Builder)", "prompt": "c101-m4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "HackerOne (Program Builder)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you want to minimize financial risk:** Set up a private program on **HackerOne**."}, {"id": "mai-20260917-0922-baseline|c101-m4|alibaba-small|Bugcrowd", "prompt": "c101-m4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Similar to HackerOne, offers great entry-level tiers for small businesses."}, {"id": "mai-20260917-0922-baseline|c101-m4|alibaba-small|Deloitte", "prompt": "c101-m4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Deloitte", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid the \"Big 4\" firms (Deloitte, KPMG, PwC, EY) as they are too expensive"}, {"id": "mai-20260917-0922-baseline|c101-m4|alibaba-small|KPMG", "prompt": "c101-m4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "KPMG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid the \"Big 4\" firms (Deloitte, KPMG, PwC, EY) as they are too expensive"}, {"id": "mai-20260917-0922-baseline|c101-m4|alibaba-small|PwC", "prompt": "c101-m4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "PwC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "avoid the \"Big 4\" firms (Deloitte, KPMG, PwC, EY) as they are too expensive"}, {"id": "mai-20260917-0922-baseline|c101-m4|alibaba-small|EY", "prompt": "c101-m4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "EY", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "avoid the \"Big 4\" firms (Deloitte, KPMG, PwC, EY) as they are too expensive"}, {"id": "mai-20260917-0922-baseline|c101-m4|alibaba-small|Nessus", "prompt": "c101-m4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Nessus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Many cheap providers simply run a tool like Nessus or OpenVAS and hand you a PDF report. This is called **Vulnerability Scanning**, not Penetration Testing."}, {"id": "mai-20260917-0922-baseline|c101-m4|alibaba-small|OpenVAS", "prompt": "c101-m4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "OpenVAS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "simply run a tool like Nessus or OpenVAS and hand you a PDF report. This is called **Vulnerability Scanning**, not Penetration Testing."}, {"id": "mai-20260917-0922-baseline|c101-m4|anthropic-small|BreachLock", "prompt": "c101-m4", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "consider grey-box testing with a provider like BreachLock, UnderDefense, or Kualitatem, as this approach typically offers the best value for money"}, {"id": "mai-20260917-0922-baseline|c101-m4|anthropic-small|UnderDefense", "prompt": "c101-m4", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "UnderDefense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "consider grey-box testing with a provider like BreachLock, UnderDefense, or Kualitatem"}, {"id": "mai-20260917-0922-baseline|c101-m4|anthropic-small|Kualitatem", "prompt": "c101-m4", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Kualitatem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "consider grey-box testing with a provider like BreachLock, UnderDefense, or Kualitatem"}, {"id": "mai-20260917-0922-baseline|c101-m4|anthropic-small|Cyber Protection Group", "prompt": "c101-m4", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cyber Protection Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cyber Protection Group offers vulnerability assessments or penetration tests starting at $2,000"}, {"id": "mai-20260917-0922-baseline|c101-m4|anthropic-small|Fiverr", "prompt": "c101-m4", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "platforms like Fiverr offer freelance penetration testers at even lower costs (starting at $40-$500), though quality may vary more"}, {"id": "mai-20260917-0922-baseline|c101-m4|challenger-small|Astra Security", "prompt": "c101-m4", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Astra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Astra Security** is the safest single recommendation from these results because it is repeatedly framed as SMB-friendly"}, {"id": "mai-20260917-0922-baseline|c101-m4|challenger-small|BreachLock", "prompt": "c101-m4", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "described as well suited for **SMBs and startups** with **subscription-based plans** and simpler purchasing"}, {"id": "mai-20260917-0922-baseline|c101-m4|challenger-small|Cobalt", "prompt": "c101-m4", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though it is more of a managed marketplace than a low-cost commodity service"}, {"id": "mai-20260917-0922-baseline|c101-m4|challenger-small|UnderDefense", "prompt": "c101-m4", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "UnderDefense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "repeatedly described as serving **SMBs** with more affordable or accessible offerings"}, {"id": "mai-20260917-0922-baseline|c101-m4|challenger-small|Qualysec", "prompt": "c101-m4", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Qualysec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "repeatedly described as serving **SMBs** with more affordable or accessible offerings"}, {"id": "mai-20260917-0922-baseline|c101-m4|challenger-small|Acunetix", "prompt": "c101-m4", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Acunetix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "but it is more of a web app security product than a full manual pentest firm"}, {"id": "mai-20260917-0922-baseline|c101-m4|challenger-small|Intruder", "prompt": "c101-m4", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Intruder**-style PTaaS tools can be cheaper, but they are not a substitute for a full penetration test"}, {"id": "mai-20260917-0922-baseline|c101-m4|deepseek-small|Astra Pentest (PTaaS)", "prompt": "c101-m4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Astra Pentest (PTaaS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Best overall value for SMBs **Astra Pentest (PTaaS)** — Starting around **$1,999/year per target**"}, {"id": "mai-20260917-0922-baseline|c101-m4|deepseek-small|BreachLock", "prompt": "c101-m4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Astra** or **BreachLock** (the ~$2,000–2,500 sweet spot)"}, {"id": "mai-20260917-0922-baseline|c101-m4|deepseek-small|TurboPentest", "prompt": "c101-m4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "TurboPentest", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the ultra-cheap options (TurboPentest, Bug Circuit) are largely **automated/AI-driven** and won't deliver the depth of a certified human-led test"}, {"id": "mai-20260917-0922-baseline|c101-m4|deepseek-small|Bug Circuit", "prompt": "c101-m4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bug Circuit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the ultra-cheap options (TurboPentest, Bug Circuit) are largely **automated/AI-driven** and won't deliver the depth of a certified human-led test"}, {"id": "mai-20260917-0922-baseline|c101-m4|deepseek-small|Beagle Security Essential", "prompt": "c101-m4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Beagle Security Essential", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need continuous scanning on a tight monthly budget** → **Beagle Security** or **Intruder**"}, {"id": "mai-20260917-0922-baseline|c101-m4|deepseek-small|Penti", "prompt": "c101-m4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Penti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Penti** | **$300/month** | Unlimited autonomous runs, same-day results"}, {"id": "mai-20260917-0922-baseline|c101-m4|deepseek-small|vPenTest", "prompt": "c101-m4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "vPenTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "you'll usually want a hybrid option like **Astra**, **BreachLock**, or **vPenTest** (from ~$2,999)"}, {"id": "mai-20260917-0922-baseline|c101-m4|deepseek-small|Intruder", "prompt": "c101-m4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Beagle Security** or **Intruder** (from ~$119–149/month)"}, {"id": "mai-20260917-0922-baseline|c101-m4|google-small|Vonahi Security (vPenTest)", "prompt": "c101-m4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Vonahi Security (vPenTest)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Network Pentesting: **Vonahi Security (vPenTest)**... Why it’s a top choice"}, {"id": "mai-20260917-0922-baseline|c101-m4|google-small|Beagle Security", "prompt": "c101-m4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Beagle Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Web App & API Pentesting: **Beagle Security**... one of the most budget-friendly ways"}, {"id": "mai-20260917-0922-baseline|c101-m4|google-small|TCM Security", "prompt": "c101-m4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "TCM Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "widely praised for providing realistic, manual penetration tests without the inflated \"enterprise\" markup"}, {"id": "mai-20260917-0922-baseline|c101-m4|google-small|Cyber Protection Group", "prompt": "c101-m4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cyber Protection Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known specifically for catering to small businesses on tight budgets... starting as low as $2,000"}, {"id": "mai-20260917-0922-baseline|c101-m4|google-small|Astra Security (Astra Pentest)", "prompt": "c101-m4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Astra Security (Astra Pentest)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Astra offers a popular hybrid model... combined with affordable, human-led manual pentesting"}, {"id": "mai-20260917-0922-baseline|c101-m4|google-small|OWASP ZAP (ZAP)", "prompt": "c101-m4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "OWASP ZAP (ZAP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The industry standard for free, open-source web application scanning."}, {"id": "mai-20260917-0922-baseline|c101-m4|google-small|OpenVAS", "prompt": "c101-m4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "OpenVAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A completely free, robust vulnerability scanner for searching networks and servers."}, {"id": "mai-20260917-0922-baseline|c101-m4|google-small|Nmap", "prompt": "c101-m4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Nmap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free tool for discovering open ports and mapping network attack surfaces."}, {"id": "mai-20260917-0922-baseline|c101-m4|meta-small|Cobalt", "prompt": "c101-m4", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be a platform-based provider such as Cobalt or BreachLock, which offer more accessible pricing models"}, {"id": "mai-20260917-0922-baseline|c101-m4|meta-small|BreachLock", "prompt": "c101-m4", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "likely to be a platform-based provider such as Cobalt or BreachLock, which offer more accessible pricing models"}, {"id": "mai-20260917-0922-baseline|c101-m4|meta-small|Astra Security", "prompt": "c101-m4", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Some companies, such as Astra Security, offer continuous validation for SaaS shipping daily, unified web/API/cloud coverage, and compliance automation for $5K–$10K/year"}, {"id": "mai-20260917-0922-baseline|c101-m4|minimax-small|Affordable Penetration Testing", "prompt": "c101-m4", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Affordable Penetration Testing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Affordable Penetration Testing** (affordablepentesting.com)\n- Specifically targets startups and SMBs"}, {"id": "mai-20260917-0922-baseline|c101-m4|minimax-small|BreachLock", "prompt": "c101-m4", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider PTaaS platforms** like BreachLock or Cobalt for ongoing testing at lower annual costs"}, {"id": "mai-20260917-0922-baseline|c101-m4|minimax-small|Cobalt", "prompt": "c101-m4", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Platform-based provider with more accessible pricing models"}, {"id": "mai-20260917-0922-baseline|c101-m4|minimax-small|CyberSuite", "prompt": "c101-m4", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "CyberSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for very small businesses with minimal budgets"}, {"id": "mai-20260917-0922-baseline|c101-m4|mistral-small|Astra Security", "prompt": "c101-m4", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Astra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Astra Security and Cobalt.io are the most recommended due to their affordable pricing, flexible models, and comprehensive coverage"}, {"id": "mai-20260917-0922-baseline|c101-m4|mistral-small|Cobalt.io", "prompt": "c101-m4", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Astra Security and Cobalt.io are the most recommended"}, {"id": "mai-20260917-0922-baseline|c101-m4|mistral-small|Acunetix", "prompt": "c101-m4", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Acunetix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your main concern is web applications, Acunetix is a strong contender."}, {"id": "mai-20260917-0922-baseline|c101-m4|mistral-small|Intruder", "prompt": "c101-m4", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Intruder is a good option for continuous scanning at a very low monthly cost."}, {"id": "mai-20260917-0922-baseline|c101-m4|moonshot-small|Bug Circuit", "prompt": "c101-m4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bug Circuit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Bug Circuit** or **HIFENCE** for initial testing"}, {"id": "mai-20260917-0922-baseline|c101-m4|moonshot-small|HIFENCE", "prompt": "c101-m4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "HIFENCE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Bug Circuit** or **HIFENCE** for initial testing"}, {"id": "mai-20260917-0922-baseline|c101-m4|moonshot-small|Cobalt", "prompt": "c101-m4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "then graduating to **Cobalt** as your security needs and budget grow"}, {"id": "mai-20260917-0922-baseline|c101-m4|moonshot-small|BreachLock", "prompt": "c101-m4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Noted for providing \"good value\" that fits budgets"}, {"id": "mai-20260917-0922-baseline|c101-m4|moonshot-small|Acunetix", "prompt": "c101-m4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Acunetix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Start with automated tools** like Acunetix for continuous scanning"}, {"id": "mai-20260917-0922-baseline|c101-m4|moonshot-small|NetSPI", "prompt": "c101-m4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "NetSPI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "$15,000+ | NetSPI, Synack, or comprehensive traditional firms"}, {"id": "mai-20260917-0922-baseline|c101-m4|moonshot-small|Synack", "prompt": "c101-m4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "$15,000+ | NetSPI, Synack, or comprehensive traditional firms"}, {"id": "mai-20260917-0922-baseline|c101-m4|xai-small|Bug Circuit", "prompt": "c101-m4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bug Circuit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bug Circuit (Best Ultra-Budget Pick for Small Websites)**"}, {"id": "mai-20260917-0922-baseline|c101-m4|xai-small|Practical Assurance", "prompt": "c101-m4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Practical Assurance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Practical Assurance (Best for SOC 2/Compliance-Focused SMBs)**"}, {"id": "mai-20260917-0922-baseline|c101-m4|xai-small|Affordable Pentesting", "prompt": "c101-m4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Affordable Pentesting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Affordable Pentesting (Strong Manual Budget Option)**"}, {"id": "mai-20260917-0922-baseline|c101-m4|xai-small|Astra Security", "prompt": "c101-m4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Astra Security (Best Subscription for Ongoing/Scanning)** ... TechRepublic/others call it best overall/value"}, {"id": "mai-20260917-0922-baseline|c101-m4|xai-small|UnderDefense", "prompt": "c101-m4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "UnderDefense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "$10K+ projects but \"affordable for SMBs\" per Clutch"}, {"id": "mai-20260917-0922-baseline|c101-m4|xai-small|BreachLock", "prompt": "c101-m4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "BreachLock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "PTaaS from ~$3K-$10K/yr; crowdsourced for value, but less \"one-off cheap.\""}, {"id": "mai-20260917-0922-baseline|c101-m4|xai-small|Cobalt", "prompt": "c101-m4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "PTaaS from ~$3K-$10K/yr; crowdsourced for value, but less \"one-off cheap.\""}, {"id": "mai-20260917-0922-baseline|c101-m4|zai-small|Bug Circuit", "prompt": "c101-m4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bug Circuit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Absolute lowest cost (human‑led, one domain):** Bug Circuit – **$49**."}, {"id": "mai-20260917-0922-baseline|c101-m4|zai-small|TurboPentest", "prompt": "c101-m4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "TurboPentest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fast, automated, self‑serve:** TurboPentest – **$99 per target**."}, {"id": "mai-20260917-0922-baseline|c101-m4|zai-small|Affordable Pentesting", "prompt": "c101-m4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Affordable Pentesting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Manual, compliance‑ready, scalable:** Affordable Pentesting – starts at **$2,000**."}, {"id": "mai-20260917-0922-baseline|c101-m4|zai-small|Cobalt", "prompt": "c101-m4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some platforms (e.g., Cobalt, Breacon) offer **pentest‑as‑a‑service** with tiered pricing"}, {"id": "mai-20260917-0922-baseline|c101-m4|zai-small|Breacon", "prompt": "c101-m4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Breacon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some platforms (e.g., Cobalt, Breacon) offer **pentest‑as‑a‑service** with tiered pricing"}, {"id": "mai-20260917-0922-baseline|c101-m4|zai-small|Kali Linux", "prompt": "c101-m4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Kali Linux", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Kali Linux** – Debian‑based OS with many built‑in tools."}, {"id": "mai-20260917-0922-baseline|c101-m4|zai-small|OWASP ZAP", "prompt": "c101-m4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "OWASP ZAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**OWASP ZAP** – free web app scanner for DAST."}, {"id": "mai-20260917-0922-baseline|c101-m4|zai-small|Nessus", "prompt": "c101-m4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Nessus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Nessus / OpenVAS** – network and vulnerability scanning."}, {"id": "mai-20260917-0922-baseline|c101-m4|zai-small|OpenVAS", "prompt": "c101-m4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "OpenVAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Nessus / OpenVAS** – network and vulnerability scanning."}, {"id": "mai-20260917-0922-baseline|c101-m4|zai-small|Nuclei", "prompt": "c101-m4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Nuclei", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Nuclei** – fast template‑based vulnerability scanner."}, {"id": "mai-20260917-0922-baseline|c101-m4|zai-small|Burp Suite Community Edition", "prompt": "c101-m4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Burp Suite Community Edition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Burp Suite Community Edition** – web app security testing."}, {"id": "mai-20260917-0922-baseline|c101-m5|alibaba-small|Deloitte", "prompt": "c101-m5", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "Deloitte", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The \"Big 4\" (Deloitte, KPMG, etc.): Usually too expensive and bureaucratic for a routine pentest."}, {"id": "mai-20260917-0922-baseline|c101-m5|alibaba-small|KPMG", "prompt": "c101-m5", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "KPMG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The \"Big 4\" (Deloitte, KPMG, etc.): Usually too expensive and bureaucratic for a routine pentest."}, {"id": "mai-20260917-0922-baseline|c101-m5|google-small|Nessus", "prompt": "c101-m5", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "Nessus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a \"pen test\" that is actually just an automated vulnerability scan (like Nessus or Qualys)"}, {"id": "mai-20260917-0922-baseline|c101-m5|google-small|Qualys", "prompt": "c101-m5", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "automated vulnerability scan (like Nessus or Qualys) with a custom logo slapped on top"}, {"id": "mai-20260917-0922-baseline|c101-m5|minimax-small|Synack", "prompt": "c101-m5", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Synack** | AI + human red team, gov/enterprise focus"}, {"id": "mai-20260917-0922-baseline|c101-m5|minimax-small|NetSPI", "prompt": "c101-m5", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NetSPI** | Large enterprise programs, PTaaS platform"}, {"id": "mai-20260917-0922-baseline|c101-m5|minimax-small|Bishop Fox", "prompt": "c101-m5", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bishop Fox** | Premium red teaming, research-driven"}, {"id": "mai-20260917-0922-baseline|c101-m5|minimax-small|Cobalt.io", "prompt": "c101-m5", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "Cobalt.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cobalt.io** | Flexible, on-demand pentesting"}, {"id": "mai-20260917-0922-baseline|c101-m5|minimax-small|Astra Security", "prompt": "c101-m5", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Astra Security** | Good for DevSecOps pipelines"}, {"id": "mai-20260917-0922-baseline|c101-m5|xai-small|Deepstrike", "prompt": "c101-m5", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "Deepstrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Issue to 3-5 shortlisted vendors (e.g., via Deepstrike, NetSPI, or local firms)"}, {"id": "mai-20260917-0922-baseline|c101-m5|xai-small|NetSPI", "prompt": "c101-m5", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "scale", "raw": "NetSPI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Issue to 3-5 shortlisted vendors (e.g., via Deepstrike, NetSPI, or local firms)"}, {"id": "mai-20260917-0922-baseline|c101-m6|challenger-small|Nessus", "prompt": "c101-m6", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "Nessus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If the vendor mainly runs Nessus/OpenVAS/Qualys and delivers the results as a pentest report, that is a major red flag."}, {"id": "mai-20260917-0922-baseline|c101-m6|challenger-small|OpenVAS", "prompt": "c101-m6", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "OpenVAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "If the vendor mainly runs Nessus/OpenVAS/Qualys and delivers the results as a pentest report, that is a major red flag."}, {"id": "mai-20260917-0922-baseline|c101-m6|challenger-small|Qualys", "prompt": "c101-m6", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If the vendor mainly runs Nessus/OpenVAS/Qualys and delivers the results as a pentest report, that is a major red flag."}, {"id": "mai-20260917-0922-baseline|c101-m6|google-small|Nessus", "prompt": "c101-m6", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "Nessus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Scanners (like Nessus, Qualys, or OpenVAS) simply run automated checks for known software versions and basic misconfigurations."}, {"id": "mai-20260917-0922-baseline|c101-m6|google-small|Qualys", "prompt": "c101-m6", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Scanners (like Nessus, Qualys, or OpenVAS) simply run automated checks"}, {"id": "mai-20260917-0922-baseline|c101-m6|google-small|OpenVAS", "prompt": "c101-m6", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "OpenVAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Scanners (like Nessus, Qualys, or OpenVAS) simply run automated checks"}, {"id": "mai-20260917-0922-baseline|c101-m6|meta-small|Trustwave", "prompt": "c101-m6", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "Trustwave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some companies that have been mentioned as having inconsistent experiences or being overly sales-focused include Trustwave and Black Hills Information Security."}, {"id": "mai-20260917-0922-baseline|c101-m6|meta-small|Black Hills Information Security", "prompt": "c101-m6", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "Black Hills Information Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "mentioned as having inconsistent experiences or being overly sales-focused include Trustwave and Black Hills Information Security."}, {"id": "mai-20260917-0922-baseline|c101-m6|xai-small|Deepstrike", "prompt": "c101-m6", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "Deepstrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Reputable providers** (examples from sources): Often boutique firms like Deepstrike, Artifice Security"}, {"id": "mai-20260917-0922-baseline|c101-m6|xai-small|Artifice Security", "prompt": "c101-m6", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "negative", "raw": "Artifice Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often boutique firms like Deepstrike, Artifice Security, or those emphasizing human-led testing"}, {"id": "mai-20260917-0922-baseline|c101-s1|alibaba-small|Cobalt", "prompt": "c101-s1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For a modern SaaS/Tech B2B:** Start with **Cobalt**."}, {"id": "mai-20260917-0922-baseline|c101-s1|alibaba-small|Synack", "prompt": "c101-s1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI-assisted model where human experts validate findings... High-quality reporting"}, {"id": "mai-20260917-0922-baseline|c101-s1|alibaba-small|Coalfire", "prompt": "c101-s1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Coalfire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For Healthcare/Finance B2B:** Go with **Coalfire**"}, {"id": "mai-20260917-0922-baseline|c101-s1|alibaba-small|SANS Institute", "prompt": "c101-s1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "SANS Institute", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or a SANS partner"}, {"id": "mai-20260917-0922-baseline|c101-s1|alibaba-small|Bugcrowd", "prompt": "c101-s1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For Maximum Budget Efficiency:** Use **Bugcrowd** for ad-hoc testing."}, {"id": "mai-20260917-0922-baseline|c101-s1|alibaba-small|HackerOne", "prompt": "c101-s1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "HackerOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Bugcrowd / HackerOne:** These are crowdsourcing platforms."}, {"id": "mai-20260917-0922-baseline|c101-s1|alibaba-small|Nessus", "prompt": "c101-s1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Nessus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Do not buy a $1,000 automated scanner expecting a full pentest. An automated scanner (like Nessus or Qualys) finds known signatures."}, {"id": "mai-20260917-0922-baseline|c101-s1|alibaba-small|Qualys", "prompt": "c101-s1", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "An automated scanner (like Nessus or Qualys) finds known signatures."}, {"id": "mai-20260917-0922-baseline|c101-s1|anthropic-small|Cobalt", "prompt": "c101-s1", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cobalt is a Pentest as a Service platform ideal for small and mid-sized companies, enabling fast, on-demand testing with skilled freelancers."}, {"id": "mai-20260917-0922-baseline|c101-s1|anthropic-small|Beagle Security", "prompt": "c101-s1", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Beagle Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Startups and DevSecOps teams benefit from AI pentesting platforms like Beagle Security"}, {"id": "mai-20260917-0922-baseline|c101-s1|anthropic-small|BreachLock", "prompt": "c101-s1", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "mid-market companies may prefer the flexibility of PTaaS solutions like Cobalt.io or BreachLock"}, {"id": "mai-20260917-0922-baseline|c101-s1|anthropic-small|Astra Security", "prompt": "c101-s1", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Astra Security offers continuous, compliance-ready coverage with hybrid DAST and manual testing mapped to SOC 2, PCI DSS, and ISO 27001."}, {"id": "mai-20260917-0922-baseline|c101-s1|challenger-small|Astra Security", "prompt": "c101-s1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Astra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Astra Security** is the best \"default\" choice from the results because TechRepublic lists it as **best overall**"}, {"id": "mai-20260917-0922-baseline|c101-s1|challenger-small|Acunetix", "prompt": "c101-s1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Acunetix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for small-business usability:** **Acunetix**"}, {"id": "mai-20260917-0922-baseline|c101-s1|challenger-small|Bright Defense", "prompt": "c101-s1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bright Defense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for compliance-driven SMBs:** **BreachLock** or **Bright Defense**"}, {"id": "mai-20260917-0922-baseline|c101-s1|challenger-small|BreachLock", "prompt": "c101-s1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BreachLock** is repeatedly positioned as a strong fit for **startups and SMBs**"}, {"id": "mai-20260917-0922-baseline|c101-s1|challenger-small|Cobalt", "prompt": "c101-s1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for fast on-demand PTaaS:** **Cobalt**"}, {"id": "mai-20260917-0922-baseline|c101-s1|challenger-small|Qualysec", "prompt": "c101-s1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Qualysec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "sources explicitly calling out SMB suitability for Astra, Qualysec, BreachLock, and Cobalt"}, {"id": "mai-20260917-0922-baseline|c101-s1|challenger-small|Invicti", "prompt": "c101-s1", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Invicti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Invicti** is mentioned for larger firms, so it is usually less aligned with a small-company default choice"}, {"id": "mai-20260917-0922-baseline|c101-s1|deepseek-small|Astra Security", "prompt": "c101-s1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Astra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Astra Security** or **BreachLock** offer the best balance of affordability, coverage, and compliance support"}, {"id": "mai-20260917-0922-baseline|c101-s1|deepseek-small|Intruder", "prompt": "c101-s1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for \"set it and forget it\" continuous vulnerability scanning... Very budget-friendly and user-friendly."}, {"id": "mai-20260917-0922-baseline|c101-s1|deepseek-small|BreachLock", "prompt": "c101-s1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Astra Security** or **BreachLock** offer the best balance of affordability, coverage, and compliance support"}, {"id": "mai-20260917-0922-baseline|c101-s1|deepseek-small|Bugcrowd", "prompt": "c101-s1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "\"Best for small teams\" in newer reviews; good if you want a crowdsourced, pay-for-results model."}, {"id": "mai-20260917-0922-baseline|c101-s1|deepseek-small|Practical Assurance", "prompt": "c101-s1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Practical Assurance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your main goal is SOC 2 compliance on a startup budget, **Practical Assurance** is the standout cost-to-value pick."}, {"id": "mai-20260917-0922-baseline|c101-s1|deepseek-small|Software Secured", "prompt": "c101-s1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Software Secured", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're a SaaS company specifically, **Software Secured** is the top match."}, {"id": "mai-20260917-0922-baseline|c101-s1|deepseek-small|Vonahi", "prompt": "c101-s1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Vonahi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Vonahi** (self-service, automated, widely recommended on MSP forums)"}, {"id": "mai-20260917-0922-baseline|c101-s1|deepseek-small|pentest-tools.com", "prompt": "c101-s1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "pentest-tools.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**pentest-tools.com** (simple external scanning)"}, {"id": "mai-20260917-0922-baseline|c101-s1|deepseek-small|UnderDefense", "prompt": "c101-s1", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "UnderDefense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Astra** or **UnderDefense** for affordable one-time engagements (from ~$2,500)."}, {"id": "mai-20260917-0922-baseline|c101-s1|google-small|NCC Group", "prompt": "c101-s1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NCC Group", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the \"best\" penetration testing service is rarely a massive enterprise cybersecurity consultancy (like NCC Group or Bishop Fox)"}, {"id": "mai-20260917-0922-baseline|c101-s1|google-small|Bishop Fox", "prompt": "c101-s1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bishop Fox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rarely a massive enterprise cybersecurity consultancy (like NCC Group or Bishop Fox)"}, {"id": "mai-20260917-0922-baseline|c101-s1|google-small|BreachLock", "prompt": "c101-s1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "BreachLock (Best Overall for SMB Compliance)"}, {"id": "mai-20260917-0922-baseline|c101-s1|google-small|Cobalt", "prompt": "c101-s1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cobalt (Best for Fast-Moving Tech & Agile Teams)"}, {"id": "mai-20260917-0922-baseline|c101-s1|google-small|Astra Security", "prompt": "c101-s1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Astra Security (Best for Budget & Transparent SaaS Pricing)"}, {"id": "mai-20260917-0922-baseline|c101-s1|google-small|SecureLeap", "prompt": "c101-s1", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "SecureLeap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SecureLeap (Best for Bundled Security & GRC Setup)"}, {"id": "mai-20260917-0922-baseline|c101-s1|meta-small|Acunetix", "prompt": "c101-s1", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Acunetix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best penetration testing service for a small B2B company is Acunetix, according to TechRepublic."}, {"id": "mai-20260917-0922-baseline|c101-s1|meta-small|Bugcrowd", "prompt": "c101-s1", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Bugcrowd, which is best for small teams"}, {"id": "mai-20260917-0922-baseline|c101-s1|meta-small|Terra Security", "prompt": "c101-s1", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Terra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Terra Security, which is the best overall PTaaS provider"}, {"id": "mai-20260917-0922-baseline|c101-s1|minimax-small|Acunetix", "prompt": "c101-s1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Acunetix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Small Businesses ... starting with Acunetix or Pentest-Tools.com would be cost-effective options"}, {"id": "mai-20260917-0922-baseline|c101-s1|minimax-small|Pentest-Tools.com", "prompt": "c101-s1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Pentest-Tools.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with Acunetix or Pentest-Tools.com would be cost-effective options"}, {"id": "mai-20260917-0922-baseline|c101-s1|minimax-small|Terra Security", "prompt": "c101-s1", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Terra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Overall PTaaS - Modern platform ... Suitable for companies with development teams"}, {"id": "mai-20260917-0922-baseline|c101-s1|mistral-small|Acunetix", "prompt": "c101-s1", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Acunetix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for small businesses needing web application security testing... However, it's limited to web apps"}, {"id": "mai-20260917-0922-baseline|c101-s1|mistral-small|Bugcrowd", "prompt": "c101-s1", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bugcrowd", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for small teams looking for a Penetration Testing as a Service (PTaaS) model"}, {"id": "mai-20260917-0922-baseline|c101-s1|mistral-small|Terra Security", "prompt": "c101-s1", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Terra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best overall PTaaS provider, offering real-time risk detection"}, {"id": "mai-20260917-0922-baseline|c101-s1|moonshot-small|TurboPentest", "prompt": "c101-s1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "TurboPentest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For Budget-Conscious Startups: TurboPentest"}, {"id": "mai-20260917-0922-baseline|c101-s1|moonshot-small|Bug Circuit", "prompt": "c101-s1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bug Circuit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bug Circuit** if budget is extremely tight and you just need a one-time test"}, {"id": "mai-20260917-0922-baseline|c101-s1|moonshot-small|Cobalt", "prompt": "c101-s1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small B2B companies, I'd suggest starting with **Cobalt** or **Astra Security**"}, {"id": "mai-20260917-0922-baseline|c101-s1|moonshot-small|Stingrai", "prompt": "c101-s1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Stingrai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for CREST-Accredited Testing: Stingrai"}, {"id": "mai-20260917-0922-baseline|c101-s1|moonshot-small|Astra Security", "prompt": "c101-s1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Astra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "I'd suggest starting with **Cobalt** or **Astra Security** if you want a platform approach with ongoing support"}, {"id": "mai-20260917-0922-baseline|c101-s1|moonshot-small|BreachLock", "prompt": "c101-s1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BreachLock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Astra Security, Cobalt, or BreachLock"}, {"id": "mai-20260917-0922-baseline|c101-s1|moonshot-small|Invadel", "prompt": "c101-s1", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Invadel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bug Circuit, Stingrai, or Invadel"}, {"id": "mai-20260917-0922-baseline|c101-s1|openai-small|Bishop Fox", "prompt": "c101-s1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Bishop Fox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Need a straightforward, auditor-friendly engagement: look at firms like Bishop Fox, NCC Group, NetSPI, or Rapid7-style services."}, {"id": "mai-20260917-0922-baseline|c101-s1|openai-small|NCC Group", "prompt": "c101-s1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NCC Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "look at firms like Bishop Fox, NCC Group, NetSPI, or Rapid7-style services"}, {"id": "mai-20260917-0922-baseline|c101-s1|openai-small|NetSPI", "prompt": "c101-s1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look at firms like Bishop Fox, NCC Group, NetSPI, or Rapid7-style services"}, {"id": "mai-20260917-0922-baseline|c101-s1|openai-small|Rapid7", "prompt": "c101-s1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at firms like Bishop Fox, NCC Group, NetSPI, or Rapid7-style services"}, {"id": "mai-20260917-0922-baseline|c101-s1|openai-small|Cobalt", "prompt": "c101-s1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "platforms like Cobalt or Synack are often positioned for ongoing testing and faster procurement workflows"}, {"id": "mai-20260917-0922-baseline|c101-s1|openai-small|Synack", "prompt": "c101-s1", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "platforms like Cobalt or Synack are often positioned for ongoing testing and faster procurement workflows"}, {"id": "mai-20260917-0922-baseline|c101-s1|xai-small|BreachLock", "prompt": "c101-s1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BreachLock** | SMBs needing simple, compliance-focused PTaaS ... **Budget check**: Start with BreachLock or Astra for under $5k entry."}, {"id": "mai-20260917-0922-baseline|c101-s1|xai-small|Astra Security", "prompt": "c101-s1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Astra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with BreachLock or Astra for under $5k entry"}, {"id": "mai-20260917-0922-baseline|c101-s1|xai-small|Cobalt", "prompt": "c101-s1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "On-demand, flexible PTaaS for agile teams"}, {"id": "mai-20260917-0922-baseline|c101-s1|xai-small|Acunetix (by Invicti)", "prompt": "c101-s1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Acunetix (by Invicti)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Web-focused scanning for tight budgets ... Mainly web apps, quote for full pentest"}, {"id": "mai-20260917-0922-baseline|c101-s1|xai-small|Intruder", "prompt": "c101-s1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Intruder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More automated vuln scanning than deep manual pentest"}, {"id": "mai-20260917-0922-baseline|c101-s1|xai-small|NetSPI", "prompt": "c101-s1", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "NetSPI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-heavy like NetSPI ($25k+) unless scaling."}, {"id": "mai-20260917-0922-baseline|c101-s1|zai-small|BugCircuit", "prompt": "c101-s1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "BugCircuit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a one‑off, ultra‑low‑cost manual test: Start with **BugCircuit** (manual pentest starting at $49)."}, {"id": "mai-20260917-0922-baseline|c101-s1|zai-small|Affordable Pentesting", "prompt": "c101-s1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Affordable Pentesting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider **Affordable Pentesting** (starting ~$2,000 for external network...)"}, {"id": "mai-20260917-0922-baseline|c101-s1|zai-small|Terra Security", "prompt": "c101-s1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Terra Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "May feel like overkill for a very small B2B."}, {"id": "mai-20260917-0922-baseline|c101-s1|zai-small|Pentest‑Tools.com", "prompt": "c101-s1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Pentest‑Tools.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Still more suited to mid‑market or larger organizations."}, {"id": "mai-20260917-0922-baseline|c101-s1|zai-small|Cobalt Pentest as a Service", "prompt": "c101-s1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Cobalt Pentest as a Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For on‑demand, flexible testing with skilled freelancers: Look at **Cobalt Pentest as a Service**."}, {"id": "mai-20260917-0922-baseline|c101-s1|zai-small|SRS Networks", "prompt": "c101-s1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "SRS Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Evaluate **SRS Networks** for testing plus risk assessments and remediation."}, {"id": "mai-20260917-0922-baseline|c101-s1|zai-small|Synack", "prompt": "c101-s1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "Synack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Typically priced for larger organizations."}, {"id": "mai-20260917-0922-baseline|c101-s1|zai-small|UnderDefense", "prompt": "c101-s1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "UnderDefense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Companies wanting transparent pricing and verified reputation."}, {"id": "mai-20260917-0922-baseline|c101-s1|zai-small|IBM X‑Force Red", "prompt": "c101-s1", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "direct", "raw": "IBM X‑Force Red", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Best for: Large enterprises needing deep expertise and threat intelligence."}, {"id": "mai-20260917-0922-baseline|c101-s2|alibaba-small|BreachLock", "prompt": "c101-s2", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **BreachLock** as the primary choice"}, {"id": "mai-20260917-0922-baseline|c101-s2|alibaba-small|Bugcrowd", "prompt": "c101-s2", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Bugcrowd** as a strong alternative depending on your technical resources"}, {"id": "mai-20260917-0922-baseline|c101-s2|anthropic-small|BreachLock", "prompt": "c101-s2", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for SMBs:** \nBreachLock is a managed PTaaS solution with affordable, subscription-based plans"}, {"id": "mai-20260917-0922-baseline|c101-s2|anthropic-small|Cobalt", "prompt": "c101-s2", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative Strong Choice:** \nCobalt is a Pentest as a Service platform ideal for small and mid-sized companies"}, {"id": "mai-20260917-0922-baseline|c101-s2|anthropic-small|Black Hills Information Security (BHIS)", "prompt": "c101-s2", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Black Hills Information Security (BHIS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "BHIS typically has a waiting list; their popularity and limited size mean you might need to book well in advance"}, {"id": "mai-20260917-0922-baseline|c101-s2|challenger-small|BreachLock", "prompt": "c101-s2", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BreachLock** as the default PTaaS choice"}, {"id": "mai-20260917-0922-baseline|c101-s2|challenger-small|Cobalt", "prompt": "c101-s2", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cobalt** is the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c101-s2|challenger-small|Pentest-Tools.com", "prompt": "c101-s2", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Pentest-Tools.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pentest-Tools.com** is singled out as the **easiest to get started** with"}, {"id": "mai-20260917-0922-baseline|c101-s2|deepseek-small|BreachLock", "prompt": "c101-s2", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BreachLock — best overall value for SMBs ... I'd start with **BreachLock**"}, {"id": "mai-20260917-0922-baseline|c101-s2|deepseek-small|Astra Security", "prompt": "c101-s2", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Astra Security — best for compliance certificates & predictable pricing"}, {"id": "mai-20260917-0922-baseline|c101-s2|deepseek-small|Cobalt", "prompt": "c101-s2", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more geared toward mid-market teams, and pricing requires a quote (less transparent for a small budget)"}, {"id": "mai-20260917-0922-baseline|c101-s2|deepseek-small|Intruder", "prompt": "c101-s2", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**no expert remediation** and it's more of a scanner than a fully manual pentest"}, {"id": "mai-20260917-0922-baseline|c101-s2|google-small|Astra Security", "prompt": "c101-s2", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Astra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Astra Security (Best for B2B SaaS & Developer Integrations)\nAstra is highly popular among fast-growing SaaS startups."}, {"id": "mai-20260917-0922-baseline|c101-s2|google-small|BreachLock", "prompt": "c101-s2", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BreachLock is frequently recognized as one of the best PTaaS options for SMBs seeking simplicity and high value."}, {"id": "mai-20260917-0922-baseline|c101-s2|google-small|Cobalt.io", "prompt": "c101-s2", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cobalt is one of the pioneers of the PTaaS space... Slightly more expensive than Astra or BreachLock"}, {"id": "mai-20260917-0922-baseline|c101-s2|meta-small|Cobalt", "prompt": "c101-s2", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cobalt - Offers a PTaaS credit model that is SMB-friendly, with a 24-hour kickoff and integration with dev workflows."}, {"id": "mai-20260917-0922-baseline|c101-s2|meta-small|BreachLock", "prompt": "c101-s2", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides human + AI PTaaS with clear subscription tiers, fast scoping, and findings that are easy to understand."}, {"id": "mai-20260917-0922-baseline|c101-s2|meta-small|Software Secured", "prompt": "c101-s2", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Software Secured", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Delivers manual, exploit-driven pentesting with built-in retesting and audit-ready evidence"}, {"id": "mai-20260917-0922-baseline|c101-s2|meta-small|NetSPI", "prompt": "c101-s2", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "NetSPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers application pentesting with dedicated security experts, intelligent process, and advanced technology"}, {"id": "mai-20260917-0922-baseline|c101-s2|minimax-small|Cobalt", "prompt": "c101-s2", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Cobalt**"}, {"id": "mai-20260917-0922-baseline|c101-s2|minimax-small|BreachLock", "prompt": "c101-s2", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-up: **BreachLock**"}, {"id": "mai-20260917-0922-baseline|c101-s2|minimax-small|Acunetix", "prompt": "c101-s2", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Acunetix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Acunetix** – if you mainly need web application testing and want something more affordable"}, {"id": "mai-20260917-0922-baseline|c101-s2|minimax-small|Pentest-Tools.com", "prompt": "c101-s2", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Pentest-Tools.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pentest-Tools.com** – easier to get started quickly"}, {"id": "mai-20260917-0922-baseline|c101-s2|mistral-small|Cobalt", "prompt": "c101-s2", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "specifically highlighted as ideal for small and mid-sized companies... a strong fit for B2B companies"}, {"id": "mai-20260917-0922-baseline|c101-s2|mistral-small|BreachLock", "prompt": "c101-s2", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recognized for its managed PTaaS solution with affordable, subscription-based plans"}, {"id": "mai-20260917-0922-baseline|c101-s2|mistral-small|Bugcrowd", "prompt": "c101-s2", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mentioned as the best for small teams, Bugcrowd offers a crowdsourced security model"}, {"id": "mai-20260917-0922-baseline|c101-s2|moonshot-small|BreachLock", "prompt": "c101-s2", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BreachLock** as the top choice"}, {"id": "mai-20260917-0922-baseline|c101-s2|moonshot-small|Astra Pentest", "prompt": "c101-s2", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Astra Pentest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Astra Pentest** as a close alternative depending on your priorities"}, {"id": "mai-20260917-0922-baseline|c101-s2|moonshot-small|Software Secured", "prompt": "c101-s2", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Software Secured", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Honorable Mention: **Software Secured**"}, {"id": "mai-20260917-0922-baseline|c101-s2|openai-small|Cobalt", "prompt": "c101-s2", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd **start by looking at Cobalt**... **Best overall:** Cobalt"}, {"id": "mai-20260917-0922-baseline|c101-s2|openai-small|Muster", "prompt": "c101-s2", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Muster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority is **budget and simplicity**, I'd also consider **Muster** or **Parameter**"}, {"id": "mai-20260917-0922-baseline|c101-s2|openai-small|Parameter", "prompt": "c101-s2", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Parameter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Parameter emphasizes pricing that scales with size/complexity"}, {"id": "mai-20260917-0922-baseline|c101-s2|openai-small|Vonahi", "prompt": "c101-s2", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Vonahi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vonahi** is worth a look, especially for internal/external network testing with a quick turnaround"}, {"id": "mai-20260917-0922-baseline|c101-s2|xai-small|Cobalt", "prompt": "c101-s2", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend Cobalt as a strong PTaaS provider."}, {"id": "mai-20260917-0922-baseline|c101-s2|xai-small|Synack", "prompt": "c101-s2", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Synack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Entry-level tests fit small budgets better than enterprise-focused options like Synack."}, {"id": "mai-20260917-0922-baseline|c101-s2|xai-small|Acunetix", "prompt": "c101-s2", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Acunetix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cheaper automated tools (e.g., Acunetix) lack full manual pentesting depth."}, {"id": "mai-20260917-0922-baseline|c101-s2|xai-small|Bugcrowd", "prompt": "c101-s2", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bugcrowd and BreachLock are close alternatives"}, {"id": "mai-20260917-0922-baseline|c101-s2|xai-small|BreachLock", "prompt": "c101-s2", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BreachLock for transparent subs starting ~$2,500 one-time/$5K annual"}, {"id": "mai-20260917-0922-baseline|c101-s2|zai-small|BreachLock", "prompt": "c101-s2", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with BreachLock** for a managed PTaaS solution with subscription pricing and compliance focus."}, {"id": "mai-20260917-0922-baseline|c101-s2|zai-small|Cobalt", "prompt": "c101-s2", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team prefers a crowdsourced model with on-demand flexibility, choose **Cobalt**."}, {"id": "mai-20260917-0922-baseline|c101-s2|zai-small|Intruder", "prompt": "c101-s2", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need the most budget-friendly option, go with **Intruder**."}, {"id": "mai-20260917-0922-baseline|c101-s2|zai-small|Astra Security", "prompt": "c101-s2", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "paraphrase", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Astra Security** — Best Value with Remediation"}, {"id": "mai-20260917-0922-baseline|c101-s3|alibaba-small|Mandiant", "prompt": "c101-s3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Mandiant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Unlike large enterprises that hire massive consultancies (like Mandiant) for six-figure contracts, small teams benefit from platforms that offer flexibility, pay-as-you-go pricing"}, {"id": "mai-20260917-0922-baseline|c101-s3|alibaba-small|Invicti (formerly Netsparker)", "prompt": "c101-s3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Invicti (formerly Netsparker)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If budget is under $1,000/year:** Use **ImmuniWeb** or **Invicti**. You will get excellent automated coverage."}, {"id": "mai-20260917-0922-baseline|c101-s3|alibaba-small|ImmuniWeb", "prompt": "c101-s3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "ImmuniWeb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If budget is under $1,000/year:** Use **ImmuniWeb** or **Invicti**."}, {"id": "mai-20260917-0922-baseline|c101-s3|alibaba-small|Cobalt", "prompt": "c101-s3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Go with **Cobalt**. It acts as a fractional security team that verifies your vulnerabilities in real-time."}, {"id": "mai-20260917-0922-baseline|c101-s3|alibaba-small|Intrig", "prompt": "c101-s3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Intrig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Intrig focuses on \"Cyber Risk Score.\" ... Holistic approach covering **People + Technology**"}, {"id": "mai-20260917-0922-baseline|c101-s3|alibaba-small|Snyk", "prompt": "c101-s3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you have developers but no security officer:** Start with **Snyk**. It fixes problems at the source."}, {"id": "mai-20260917-0922-baseline|c101-s3|alibaba-small|Rapid7", "prompt": "c101-s3", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "you usually need a provider that offers specific, stamped reports, such as **ImmuniWeb** or **Rapid7**"}, {"id": "mai-20260917-0922-baseline|c101-s3|anthropic-small|Cobalt", "prompt": "c101-s3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cobalt is a Pentest as a Service platform ideal for small and mid-sized companies, enabling fast, on-demand testing with skilled freelancers."}, {"id": "mai-20260917-0922-baseline|c101-s3|anthropic-small|BreachLock", "prompt": "c101-s3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "mid-market companies may prefer the flexibility of PTaaS solutions like Cobalt.io or BreachLock"}, {"id": "mai-20260917-0922-baseline|c101-s3|anthropic-small|Software Secured", "prompt": "c101-s3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Software Secured", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Software Secured offers Pentest Essentials for annual web app and network pentesting"}, {"id": "mai-20260917-0922-baseline|c101-s3|anthropic-small|UnderDefense", "prompt": "c101-s3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "UnderDefense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "concentrates on the delivery of affordable and easily accessible penetration testing to smaller organizations"}, {"id": "mai-20260917-0922-baseline|c101-s3|anthropic-small|Packetlabs", "prompt": "c101-s3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Packetlabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "offers penetration testing services to small and mid-sized companies requiring viable and reasonably priced security testing"}, {"id": "mai-20260917-0922-baseline|c101-s3|anthropic-small|Beagle Security", "prompt": "c101-s3", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Beagle Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Startups and DevSecOps teams benefit most from Agenti AI pentesting platforms like Beagle Security"}, {"id": "mai-20260917-0922-baseline|c101-s3|challenger-small|Cobalt", "prompt": "c101-s3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cobalt** is a strong choice if you want **fast, on-demand PTaaS** with a marketplace-style model and recurring testing."}, {"id": "mai-20260917-0922-baseline|c101-s3|challenger-small|Bugcrowd", "prompt": "c101-s3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bugcrowd** is a fit for small teams that want **crowdsourced testing**"}, {"id": "mai-20260917-0922-baseline|c101-s3|challenger-small|Astra Security", "prompt": "c101-s3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "aimed at **startups and SMBs** that want **continuous, compliance-ready PTaaS**"}, {"id": "mai-20260917-0922-baseline|c101-s3|challenger-small|BreachLock", "prompt": "c101-s3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "positioned as **continuous hybrid PTaaS** with attack surface management"}, {"id": "mai-20260917-0922-baseline|c101-s3|challenger-small|UnderDefense", "prompt": "c101-s3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "UnderDefense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a good match if you want pentesting tied to **detection and response**, plus transparent pricing"}, {"id": "mai-20260917-0922-baseline|c101-s3|challenger-small|Secureworks", "prompt": "c101-s3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Secureworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "highlighted for small teams that want **managed pentesting and practical reporting**"}, {"id": "mai-20260917-0922-baseline|c101-s3|challenger-small|Pentest People", "prompt": "c101-s3", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Pentest People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "similar in being **managed and hands-on**, with support for scoping and execution"}, {"id": "mai-20260917-0922-baseline|c101-s3|deepseek-small|Astra Security", "prompt": "c101-s3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need compliance and no internal security staff:** Astra Security (hybrid, zero-false-positives, compliance reports included) or BreachLock."}, {"id": "mai-20260917-0922-baseline|c101-s3|deepseek-small|Intruder", "prompt": "c101-s3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're on a tight budget and just want continuous vulnerability scanning:** Intruder — cheapest ongoing option."}, {"id": "mai-20260917-0922-baseline|c101-s3|deepseek-small|BreachLock", "prompt": "c101-s3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Astra Security (hybrid, zero-false-positives, compliance reports included) or BreachLock"}, {"id": "mai-20260917-0922-baseline|c101-s3|deepseek-small|Cobalt", "prompt": "c101-s3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want occasional deep manual testing with tester collaboration:** Cobalt."}, {"id": "mai-20260917-0922-baseline|c101-s3|deepseek-small|Bugcrowd", "prompt": "c101-s3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bugcrowd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Crowdsourced researcher model with varied pricing/flexibility"}, {"id": "mai-20260917-0922-baseline|c101-s3|deepseek-small|Acunetix/Invicti", "prompt": "c101-s3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Acunetix/Invicti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "An enterprise tool, but the scaled-down option is often cited as best for small businesses"}, {"id": "mai-20260917-0922-baseline|c101-s3|deepseek-small|Open-source stack", "prompt": "c101-s3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Open-source stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ZAP + Nmap + Metasploit + Burp Suite; you do the work yourself"}, {"id": "mai-20260917-0922-baseline|c101-s3|deepseek-small|Synack", "prompt": "c101-s3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Expert/crowdsourced** (Cobalt, Bugcrowd, Synack)"}, {"id": "mai-20260917-0922-baseline|c101-s3|deepseek-small|Stingrai", "prompt": "c101-s3", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Stingrai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Stingrai $3,000–$6,800) suit teams that test occasionally"}, {"id": "mai-20260917-0922-baseline|c101-s3|google-small|Astra Security (Astra's Pentest)", "prompt": "c101-s3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra Security (Astra's Pentest)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is one of the few highly respected services that publishes transparent, tier-based pricing online"}, {"id": "mai-20260917-0922-baseline|c101-s3|google-small|Cobalt.io", "prompt": "c101-s3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose PTaaS (like Astra or Cobalt)** if you are a B2B SaaS startup preparing for a SOC 2 audit"}, {"id": "mai-20260917-0922-baseline|c101-s3|google-small|BreachLock (Breach360)", "prompt": "c101-s3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock (Breach360)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Compliance-driven SMBs that want a reliable, cost-effective, and standardized human-in-the-loop pentest."}, {"id": "mai-20260917-0922-baseline|c101-s3|google-small|Horizon3.ai (NodeZero)", "prompt": "c101-s3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Horizon3.ai (NodeZero)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Autonomous AI (like NodeZero)** if you are an IT team managing a local office network"}, {"id": "mai-20260917-0922-baseline|c101-s3|google-small|Defendify", "prompt": "c101-s3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Defendify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose an SMB Suite (like Defendify)** if you have zero internal security staff"}, {"id": "mai-20260917-0922-baseline|c101-s3|google-small|Intruder", "prompt": "c101-s3", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for:** Teams with limited time who need basic, set-it-and-forget-it continuous external scanning."}, {"id": "mai-20260917-0922-baseline|c101-s3|meta-small|Bugcrowd", "prompt": "c101-s3", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bugcrowd", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bugcrowd is considered best for small teams"}, {"id": "mai-20260917-0922-baseline|c101-s3|meta-small|Acunetix", "prompt": "c101-s3", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Acunetix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Acunetix is geared towards small businesses that don't need enterprise-grade pentesting"}, {"id": "mai-20260917-0922-baseline|c101-s3|meta-small|Astra Security", "prompt": "c101-s3", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Astra Security is suitable for SMBs needing verifiable VAPT"}, {"id": "mai-20260917-0922-baseline|c101-s3|minimax-small|Bugcrowd", "prompt": "c101-s3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bugcrowd", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team, **Bugcrowd** and **BreachLock** appear to offer the best balance of affordability, simplicity, and comprehensive testing capabilities."}, {"id": "mai-20260917-0922-baseline|c101-s3|minimax-small|Cobalt", "prompt": "c101-s3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Mid-to-Large Teams Needing Continuous PTaaS"}, {"id": "mai-20260917-0922-baseline|c101-s3|minimax-small|HackerOne", "prompt": "c101-s3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "HackerOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Continuous Testing:** Cobalt or HackerOne"}, {"id": "mai-20260917-0922-baseline|c101-s3|minimax-small|BreachLock", "prompt": "c101-s3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Bugcrowd** and **BreachLock** appear to offer the best balance of affordability, simplicity"}, {"id": "mai-20260917-0922-baseline|c101-s3|minimax-small|Synack", "prompt": "c101-s3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Deep Application Testing:** Synack (AI + human combination)"}, {"id": "mai-20260917-0922-baseline|c101-s3|minimax-small|UnderDefense", "prompt": "c101-s3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "UnderDefense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**UnderDefense** - Best for Detection & Response Integration"}, {"id": "mai-20260917-0922-baseline|c101-s3|minimax-small|Acunetix", "prompt": "c101-s3", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Acunetix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Web Application Focus:** Acunetix (specifically for web apps, more affordable)"}, {"id": "mai-20260917-0922-baseline|c101-s3|mistral-small|Bugcrowd", "prompt": "c101-s3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bugcrowd", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for most small teams: Astra Security (for breadth, validation, and transparency) or Bugcrowd (for managed, crowdsourced testing with strong support)."}, {"id": "mai-20260917-0922-baseline|c101-s3|mistral-small|Cobalt", "prompt": "c101-s3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Entry around $8,500 per engagement; can be steep for very small teams"}, {"id": "mai-20260917-0922-baseline|c101-s3|mistral-small|Astra Security", "prompt": "c101-s3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for most small teams: Astra Security (for breadth, validation, and transparency)"}, {"id": "mai-20260917-0922-baseline|c101-s3|mistral-small|Acunetix (by Invicti)", "prompt": "c101-s3", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Acunetix (by Invicti)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you only need web app testing, Acunetix is a cost-effective choice"}, {"id": "mai-20260917-0922-baseline|c101-s3|moonshot-small|Cobalt.io", "prompt": "c101-s3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "or **Cobalt** if you want more hands-on collaboration with testers"}, {"id": "mai-20260917-0922-baseline|c101-s3|moonshot-small|Astra Security", "prompt": "c101-s3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Astra Security** if you need affordable compliance-ready testing"}, {"id": "mai-20260917-0922-baseline|c101-s3|moonshot-small|Intruder", "prompt": "c101-s3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Intruder** works well if you primarily need continuous vulnerability scanning"}, {"id": "mai-20260917-0922-baseline|c101-s3|moonshot-small|Bugcrowd", "prompt": "c101-s3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Teams wanting breadth of coverage via crowdsourcing"}, {"id": "mai-20260917-0922-baseline|c101-s3|moonshot-small|Pentest-Tools.com", "prompt": "c101-s3", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Pentest-Tools.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Easiest to Get Started ... Good for basic automated testing"}, {"id": "mai-20260917-0922-baseline|c101-s3|openai-small|Cobalt", "prompt": "c101-s3", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: small teams that want a streamlined, platform-first experience and broad test coverage."}, {"id": "mai-20260917-0922-baseline|c101-s3|openai-small|HackerOne Pentest", "prompt": "c101-s3", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "HackerOne Pentest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose HackerOne if you want a relatively fast, guided pentest process with strong ethical hacker credentials."}, {"id": "mai-20260917-0922-baseline|c101-s3|openai-small|Synack PTaaS", "prompt": "c101-s3", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Synack PTaaS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Synack if continuous coverage, verification, and ongoing vulnerability management matter most."}, {"id": "mai-20260917-0922-baseline|c101-s3|xai-small|Prescient Security", "prompt": "c101-s3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Prescient Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Budget-conscious SMBs, compliance | Manual-led project    | From $3K–$6K"}, {"id": "mai-20260917-0922-baseline|c101-s3|xai-small|Bright Defense", "prompt": "c101-s3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bright Defense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Startups, regulated SaaS ... Consultant-led; retest support; affordable entry"}, {"id": "mai-20260917-0922-baseline|c101-s3|xai-small|UnderDefense", "prompt": "c101-s3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "UnderDefense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lean teams wanting integrated response ... transparent pricing; vendor-agnostic"}, {"id": "mai-20260917-0922-baseline|c101-s3|xai-small|BreachLock", "prompt": "c101-s3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Continuous testing on budget ... Unlimited retests; CREST-accredited"}, {"id": "mai-20260917-0922-baseline|c101-s3|xai-small|Cobalt", "prompt": "c101-s3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Agile/DevOps small-mid teams ... 24-hour launches; 400+ vetted pentesters"}, {"id": "mai-20260917-0922-baseline|c101-s3|xai-small|Bugcrowd", "prompt": "c101-s3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Small teams, bounty-style insights ... less structured than pure PTaaS"}, {"id": "mai-20260917-0922-baseline|c101-s3|xai-small|Astra Security", "prompt": "c101-s3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "cheapest continuous option"}, {"id": "mai-20260917-0922-baseline|c101-s3|xai-small|Acunetix", "prompt": "c101-s3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Acunetix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Automated Scanners (e.g., Astra, Acunetix/Intruder ~$100–$2K/mo)"}, {"id": "mai-20260917-0922-baseline|c101-s3|xai-small|Intruder", "prompt": "c101-s3", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Intruder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Automated Scanners (e.g., Astra, Acunetix/Intruder ~$100–$2K/mo)"}, {"id": "mai-20260917-0922-baseline|c101-s3|zai-small|Bugcrowd", "prompt": "c101-s3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Bugcrowd** (for bounty‑plus‑PTaaS hybrid) or **Cobalt** (credit‑based PTaaS)."}, {"id": "mai-20260917-0922-baseline|c101-s3|zai-small|Cobalt", "prompt": "c101-s3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cobalt (Best for SMB Credit‑Based PTaaS)"}, {"id": "mai-20260917-0922-baseline|c101-s3|zai-small|HackerOne", "prompt": "c101-s3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "HackerOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HackerOne (Best for Large Researcher Scale + Agentic PTaaS)"}, {"id": "mai-20260917-0922-baseline|c101-s3|zai-small|BreachLock", "prompt": "c101-s3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BreachLock (Best for SMBs with Subscription‑Based PTaaS)"}, {"id": "mai-20260917-0922-baseline|c101-s3|zai-small|Astra Security", "prompt": "c101-s3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Astra Security** (automated pentest, low cost)."}, {"id": "mai-20260917-0922-baseline|c101-s3|zai-small|UnderDefense", "prompt": "c101-s3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "UnderDefense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "UnderDefense (Best for Manual‑Led Project Testing)"}, {"id": "mai-20260917-0922-baseline|c101-s3|zai-small|Prescient Security", "prompt": "c101-s3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Prescient Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prescient Security (Best for Human‑Led Compliance Testing)"}, {"id": "mai-20260917-0922-baseline|c101-s3|zai-small|Bright Defense", "prompt": "c101-s3", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "comparative", "raw": "Bright Defense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Bright Defense (Best for Startups & Regulated SaaS)"}, {"id": "mai-20260917-0922-baseline|c101-s4|alibaba-small|Bug Circuit", "prompt": "c101-s4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bug Circuit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Contact **Bug Circuit** (if very small site) or **Affordable Pentesting**/**Astra Security** for a formal quote"}, {"id": "mai-20260917-0922-baseline|c101-s4|alibaba-small|Affordable Pentesting", "prompt": "c101-s4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Affordable Pentesting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Offers manual penetration tests starting at **$2,000** with compliance-ready reports (SOC 2) in as little as 5 days"}, {"id": "mai-20260917-0922-baseline|c101-s4|alibaba-small|Astra Security", "prompt": "c101-s4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Astra Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often cited for small-to-mid businesses. They offer unified coverage (web/API/cloud)"}, {"id": "mai-20260917-0922-baseline|c101-s4|alibaba-small|Invicti (Acunetix)", "prompt": "c101-s4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Invicti (Acunetix)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "less expensive than full-scope human pen-testing but won't cover network infrastructure or APIs unless added"}, {"id": "mai-20260917-0922-baseline|c101-s4|alibaba-small|BreachLock", "prompt": "c101-s4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "noted for affordable, subscription-based plans suitable for SMBs"}, {"id": "mai-20260917-0922-baseline|c101-s4|alibaba-small|Synack", "prompt": "c101-s4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Synack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "While known for enterprise, they offer trials (like SARA®) and have tiered pricing that can be accessible"}, {"id": "mai-20260917-0922-baseline|c101-s4|alibaba-small|OWASP ZAP", "prompt": "c101-s4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "OWASP ZAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "use free or low-cost automated scanners (like OWASP ZAP, Nessus Essentials, or OpenVAS)"}, {"id": "mai-20260917-0922-baseline|c101-s4|alibaba-small|Nessus Essentials", "prompt": "c101-s4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Nessus Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "use free or low-cost automated scanners (like OWASP ZAP, Nessus Essentials, or OpenVAS)"}, {"id": "mai-20260917-0922-baseline|c101-s4|alibaba-small|OpenVAS", "prompt": "c101-s4", "model": "alibaba-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "OpenVAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "use free or low-cost automated scanners (like OWASP ZAP, Nessus Essentials, or OpenVAS)"}, {"id": "mai-20260917-0922-baseline|c101-s4|anthropic-small|UnderDefense", "prompt": "c101-s4", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "UnderDefense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UnderDefense focuses on providing affordable and accessible security testing services to small and medium-sized businesses"}, {"id": "mai-20260917-0922-baseline|c101-s4|anthropic-small|Packetlabs", "prompt": "c101-s4", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Packetlabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Packetlabs offers penetration testing services to small and mid-sized companies requiring viable and reasonably priced security testing."}, {"id": "mai-20260917-0922-baseline|c101-s4|anthropic-small|Kualitatem", "prompt": "c101-s4", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Kualitatem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kualitatem was highlighted as a particularly good option that combined affordability with quality"}, {"id": "mai-20260917-0922-baseline|c101-s4|anthropic-small|TechMagic", "prompt": "c101-s4", "model": "anthropic-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "TechMagic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TechMagic offered a \"great price\" for comprehensive penetration testing... particularly well-suited for startups and smaller organizations"}, {"id": "mai-20260917-0922-baseline|c101-s4|challenger-small|Acunetix", "prompt": "c101-s4", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Acunetix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best-fit choice from the results is **Acunetix** because TechRepublic explicitly names it **\"best for small businesses\"**"}, {"id": "mai-20260917-0922-baseline|c101-s4|challenger-small|Cobalt", "prompt": "c101-s4", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "annual PTaaS programs from vendors like Cobalt can still run **$20,000 to $100,000+ per year**, which may be too high for a tight budget"}, {"id": "mai-20260917-0922-baseline|c101-s4|challenger-small|Practical Assurance", "prompt": "c101-s4", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Practical Assurance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you also need SOC 2/compliance support:** **Practical Assurance**"}, {"id": "mai-20260917-0922-baseline|c101-s4|challenger-small|Bright Defense", "prompt": "c101-s4", "model": "challenger-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bright Defense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bright Defense**-style SMB-focused compliance providers, though these are more compliance-oriented than budget-minimal"}, {"id": "mai-20260917-0922-baseline|c101-s4|deepseek-small|BreachLock", "prompt": "c101-s4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BreachLock offers the best combination of low cost (from ~$2,000 for a one-time test), subscription flexibility, and compliance support"}, {"id": "mai-20260917-0922-baseline|c101-s4|deepseek-small|Cobalt", "prompt": "c101-s4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Cobalt** as a strong alternative if you need very fast kickoffs and developer-friendly integration"}, {"id": "mai-20260917-0922-baseline|c101-s4|deepseek-small|Budget Security", "prompt": "c101-s4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Budget Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget Security — Cheapest Entry Option"}, {"id": "mai-20260917-0922-baseline|c101-s4|deepseek-small|Acunetix", "prompt": "c101-s4", "model": "deepseek-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Acunetix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "However, note this is a vulnerability scanner, not a true manual penetration test."}, {"id": "mai-20260917-0922-baseline|c101-s4|google-small|Astra Security", "prompt": "c101-s4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Astra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Astra Security (Best Overall for Web Apps & SaaS Startups)"}, {"id": "mai-20260917-0922-baseline|c101-s4|google-small|BreachLock", "prompt": "c101-s4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. BreachLock (Best for Manual Compliance Requirements)"}, {"id": "mai-20260917-0922-baseline|c101-s4|google-small|Vonahi Security / vPenTest", "prompt": "c101-s4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Vonahi Security / vPenTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vonahi Security\\u2019s *vPenTest* is the budget gold standard"}, {"id": "mai-20260917-0922-baseline|c101-s4|google-small|Intruder", "prompt": "c101-s4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Intruder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Intruder (Best for Cloud & Developer-Led Teams)"}, {"id": "mai-20260917-0922-baseline|c101-s4|google-small|Invadel", "prompt": "c101-s4", "model": "google-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Invadel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Opt for PTaaS vendors (like Astra, BreachLock, or Invadel) that bundle free manual/automated retests"}, {"id": "mai-20260917-0922-baseline|c101-s4|meta-small|Acunetix", "prompt": "c101-s4", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Acunetix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best penetration testing service for a small company with a tight budget is Acunetix"}, {"id": "mai-20260917-0922-baseline|c101-s4|meta-small|BreachLock", "prompt": "c101-s4", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include BreachLock, Bugcrowd, and CyberSuite.com, which offer affordable and subscription-based plans."}, {"id": "mai-20260917-0922-baseline|c101-s4|meta-small|Bugcrowd", "prompt": "c101-s4", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bugcrowd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include BreachLock, Bugcrowd, and CyberSuite.com, which offer affordable and subscription-based plans."}, {"id": "mai-20260917-0922-baseline|c101-s4|meta-small|CyberSuite.com", "prompt": "c101-s4", "model": "meta-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "CyberSuite.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include BreachLock, Bugcrowd, and CyberSuite.com, which offer affordable and subscription-based plans."}, {"id": "mai-20260917-0922-baseline|c101-s4|minimax-small|Nessus", "prompt": "c101-s4", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Nessus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tools like Nessus, OpenVAS, or Nexpose offer affordable (including free/community editions) vulnerability scanning"}, {"id": "mai-20260917-0922-baseline|c101-s4|minimax-small|OpenVAS", "prompt": "c101-s4", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "OpenVAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tools like Nessus, OpenVAS, or Nexpose offer affordable (including free/community editions) vulnerability scanning"}, {"id": "mai-20260917-0922-baseline|c101-s4|minimax-small|Nexpose", "prompt": "c101-s4", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Nexpose", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tools like Nessus, OpenVAS, or Nexpose offer affordable (including free/community editions) vulnerability scanning"}, {"id": "mai-20260917-0922-baseline|c101-s4|minimax-small|HackerOne", "prompt": "c101-s4", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "HackerOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Platforms like HackerOne or Bugcrowd allow you to leverage independent researchers to find vulnerabilities, often at lower costs"}, {"id": "mai-20260917-0922-baseline|c101-s4|minimax-small|Bugcrowd", "prompt": "c101-s4", "model": "minimax-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bugcrowd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Platforms like HackerOne or Bugcrowd allow you to leverage independent researchers to find vulnerabilities, often at lower costs"}, {"id": "mai-20260917-0922-baseline|c101-s4|mistral-small|Cobalt", "prompt": "c101-s4", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cobalt** and **BreachLock** are mentioned as platform-based providers with more accessible pricing models, making them suitable for small businesses."}, {"id": "mai-20260917-0922-baseline|c101-s4|mistral-small|BreachLock", "prompt": "c101-s4", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cobalt** and **BreachLock** are mentioned as platform-based providers with more accessible pricing models, making them suitable for small businesses."}, {"id": "mai-20260917-0922-baseline|c101-s4|mistral-small|CyberSuite.com", "prompt": "c101-s4", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "CyberSuite.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recommended for its subscription model, which includes penetration testing, dark web monitoring, and other cybersecurity services for a flat monthly or annual fee"}, {"id": "mai-20260917-0922-baseline|c101-s4|mistral-small|AffordablePenTesting.com", "prompt": "c101-s4", "model": "mistral-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "AffordablePenTesting.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "specifically targets startups and SMBs, offering high-quality manual and AI-assisted penetration tests at accessible prices"}, {"id": "mai-20260917-0922-baseline|c101-s4|moonshot-small|Bug Circuit", "prompt": "c101-s4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bug Circuit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For the tightest budgets**: Start with **Bug Circuit** ($49)"}, {"id": "mai-20260917-0922-baseline|c101-s4|moonshot-small|Acunetix (by Invicti)", "prompt": "c101-s4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Acunetix (by Invicti)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Automated Solution for Small Businesses"}, {"id": "mai-20260917-0922-baseline|c101-s4|moonshot-small|BreachLock", "prompt": "c101-s4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **BreachLock** for subscription-based PTaaS that spreads costs over time."}, {"id": "mai-20260917-0922-baseline|c101-s4|moonshot-small|Cobalt", "prompt": "c101-s4", "model": "moonshot-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Cobalt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More accessible pricing than traditional consulting firms"}, {"id": "mai-20260917-0922-baseline|c101-s4|openai-small|Astra Pentest", "prompt": "c101-s4", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Astra Pentest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Astra Pentest** is often a strong choice for budget-conscious small businesses"}, {"id": "mai-20260917-0922-baseline|c101-s4|openai-small|Pentest-Tools.com", "prompt": "c101-s4", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Pentest-Tools.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a **cheaper software-first option**... more of a tool than a full manual pentest service"}, {"id": "mai-20260917-0922-baseline|c101-s4|openai-small|vPenTest", "prompt": "c101-s4", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "vPenTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want an **automated, on-demand pentest platform**"}, {"id": "mai-20260917-0922-baseline|c101-s4|openai-small|Affordable Pentesting", "prompt": "c101-s4", "model": "openai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Affordable Pentesting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your goal is specifically to clear an audit or insurance requirement with a faster turnaround"}, {"id": "mai-20260917-0922-baseline|c101-s4|xai-small|Astra Security", "prompt": "c101-s4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Astra Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Astra Security** (Best overall value for starters)"}, {"id": "mai-20260917-0922-baseline|c101-s4|xai-small|BreachLock", "prompt": "c101-s4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "BreachLock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "platforms like Astra Security or BreachLock stand out as strong, reliable options"}, {"id": "mai-20260917-0922-baseline|c101-s4|xai-small|Intruder.io", "prompt": "c101-s4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Intruder.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Continuous vulnerability scanning with AI pentest add-ons; free plan/trial for basics... but less manual depth."}, {"id": "mai-20260917-0922-baseline|c101-s4|xai-small|Bug Circuit", "prompt": "c101-s4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bug Circuit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limited scope—not full enterprise pentest... Beware ultra-cheap options ($49/mo like HIFENCE/Bug Circuit)"}, {"id": "mai-20260917-0922-baseline|c101-s4|xai-small|HIFENCE", "prompt": "c101-s4", "model": "xai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "HIFENCE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Beware ultra-cheap options ($49/mo like HIFENCE/Bug Circuit) if you need certified manual depth"}, {"id": "mai-20260917-0922-baseline|c101-s4|zai-small|BugCircuit", "prompt": "c101-s4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "BugCircuit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a very tight budget and only need to test one or two web properties, start with **BugCircuit** ($49) or **TurboPentest** ($99 per target)."}, {"id": "mai-20260917-0922-baseline|c101-s4|zai-small|TurboPentest", "prompt": "c101-s4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "TurboPentest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **BugCircuit** ($49) or **TurboPentest** ($99 per target)"}, {"id": "mai-20260917-0922-baseline|c101-s4|zai-small|Affordable Pentesting", "prompt": "c101-s4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Affordable Pentesting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more comprehensive coverage (network + web app) and have a bit more budget, consider **Affordable Pentesting** ($2,000\\u2013$10,000)."}, {"id": "mai-20260917-0922-baseline|c101-s4|zai-small|Prescient Security", "prompt": "c101-s4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Prescient Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for: Organizations that need a bit more depth and compliance support"}, {"id": "mai-20260917-0922-baseline|c101-s4|zai-small|Bright Defense", "prompt": "c101-s4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Bright Defense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great for: Startups/SMBs with compliance or SOC 2 requirements"}, {"id": "mai-20260917-0922-baseline|c101-s4|zai-small|Invadel", "prompt": "c101-s4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "Invadel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Great for: Organizations with more complex external exposure"}, {"id": "mai-20260917-0922-baseline|c101-s4|zai-small|CyberGrantsAlliance", "prompt": "c101-s4", "model": "zai-small", "cat": "penetration-testing-as-a-service", "variant": "budget", "raw": "CyberGrantsAlliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you\\u2019re in the Defense Industrial Base and need CMMC compliance, check eligibility for **CyberGrantsAlliance** (free $5,000 grant)."}, {"id": "mai-20260917-0922-baseline|c102-l1|alibaba-small|Proofpoint", "prompt": "c102-l1", "model": "alibaba-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Proofpoint is widely considered the market leader for pure security efficacy."}, {"id": "mai-20260917-0922-baseline|c102-l1|alibaba-small|Microsoft Defender for Office 365", "prompt": "c102-l1", "model": "alibaba-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Microsoft Defender if you are a Microsoft 365 shop (E3/E5) and want to reduce IT overhead"}, {"id": "mai-20260917-0922-baseline|c102-l1|alibaba-small|Mimecast", "prompt": "c102-l1", "model": "alibaba-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Mimecast if compliance (archiving) and uptime (continuity) are tied to the same procurement contract"}, {"id": "mai-20260917-0922-baseline|c102-l1|alibaba-small|Abnormal Security", "prompt": "c102-l1", "model": "alibaba-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Emerging Alternative: Abnormal Security"}, {"id": "mai-20260917-0922-baseline|c102-l1|anthropic-small|Sublime Security", "prompt": "c102-l1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "Sublime Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leading platforms in 2026 include Sublime Security, Microsoft Defender for Office 365, Proofpoint, and Abnormal Security."}, {"id": "mai-20260917-0922-baseline|c102-l1|anthropic-small|Microsoft Defender for Office 365", "prompt": "c102-l1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leading platforms in 2026 include Sublime Security, Microsoft Defender for Office 365, Proofpoint, and Abnormal Security."}, {"id": "mai-20260917-0922-baseline|c102-l1|anthropic-small|Proofpoint", "prompt": "c102-l1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Proofpoint Enterprise (TAP) remains the default choice — largest installed base, deepest threat intel"}, {"id": "mai-20260917-0922-baseline|c102-l1|anthropic-small|Abnormal Security", "prompt": "c102-l1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Abnormal Security is the strongest behavioral-AI alternative when you want to stack on top of Defender for Office 365"}, {"id": "mai-20260917-0922-baseline|c102-l1|anthropic-small|Mimecast", "prompt": "c102-l1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick Mimecast if compliance archiving is the gating requirement."}, {"id": "mai-20260917-0922-baseline|c102-l1|challenger-small|Proofpoint Enterprise", "prompt": "c102-l1", "model": "challenger-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most common \"best overall\" choice in the current market is **Proofpoint Enterprise**"}, {"id": "mai-20260917-0922-baseline|c102-l1|challenger-small|Mimecast", "prompt": "c102-l1", "model": "challenger-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mimecast** and **Abnormal Security** close behind"}, {"id": "mai-20260917-0922-baseline|c102-l1|challenger-small|Abnormal Security", "prompt": "c102-l1", "model": "challenger-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **API-native** protection focused on BEC, identity threats, and account takeover"}, {"id": "mai-20260917-0922-baseline|c102-l1|challenger-small|Check Point", "prompt": "c102-l1", "model": "challenger-small", "cat": "email-security", "variant": "direct", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "place Mimecast and Check Point among the strongest enterprise options"}, {"id": "mai-20260917-0922-baseline|c102-l1|challenger-small|Barracuda", "prompt": "c102-l1", "model": "challenger-small", "cat": "email-security", "variant": "direct", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a strong alternative when you want a widely recognized enterprise platform"}, {"id": "mai-20260917-0922-baseline|c102-l1|deepseek-small|Abnormal Security", "prompt": "c102-l1", "model": "deepseek-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If **BEC / account takeover / social engineering** is your #1 threat → **Abnormal Security** (AI-native, fast, modern)."}, {"id": "mai-20260917-0922-baseline|c102-l1|deepseek-small|Proofpoint", "prompt": "c102-l1", "model": "deepseek-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need **deep, compliance-grade protection with integrated human-risk training** → **Proofpoint**."}, {"id": "mai-20260917-0922-baseline|c102-l1|deepseek-small|Mimecast", "prompt": "c102-l1", "model": "deepseek-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want an **all-in-one with continuity/archiving at lower cost** → **Mimecast**."}, {"id": "mai-20260917-0922-baseline|c102-l1|deepseek-small|Microsoft Defender for Office 365", "prompt": "c102-l1", "model": "deepseek-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **Microsoft Defender for Office 365** as a strong baseline option (especially if you're on Microsoft 365)"}, {"id": "mai-20260917-0922-baseline|c102-l1|google-small|Abnormal AI", "prompt": "c102-l1", "model": "google-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Layer **Abnormal AI** on top via API. This combination is highly effective"}, {"id": "mai-20260917-0922-baseline|c102-l1|google-small|Proofpoint Email Protection", "prompt": "c102-l1", "model": "google-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Enterprise Control & Outbound DLP: **Proofpoint Email Protection**"}, {"id": "mai-20260917-0922-baseline|c102-l1|google-small|Mimecast", "prompt": "c102-l1", "model": "google-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Business Continuity & Compliance: **Mimecast**"}, {"id": "mai-20260917-0922-baseline|c102-l1|google-small|Sublime Security", "prompt": "c102-l1", "model": "google-small", "cat": "email-security", "variant": "direct", "raw": "Sublime Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have an aggressive threat hunting team and a dedicated SOC: Implement **Sublime Security**"}, {"id": "mai-20260917-0922-baseline|c102-l1|google-small|IRONSCALES", "prompt": "c102-l1", "model": "google-small", "cat": "email-security", "variant": "direct", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best High-Automation Alternative: **IRONSCALES** or **Check Point Avanan**"}, {"id": "mai-20260917-0922-baseline|c102-l1|google-small|Check Point Avanan", "prompt": "c102-l1", "model": "google-small", "cat": "email-security", "variant": "direct", "raw": "Check Point Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best High-Automation Alternative: **IRONSCALES** or **Check Point Avanan**"}, {"id": "mai-20260917-0922-baseline|c102-l1|google-small|Microsoft Defender for Office 365", "prompt": "c102-l1", "model": "google-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Keep Microsoft Defender for Office 365 for your baseline spam and malware filtering."}, {"id": "mai-20260917-0922-baseline|c102-l1|meta-small|Microsoft Defender for Office 365", "prompt": "c102-l1", "model": "meta-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top-rated email security solutions for enterprise B2B companies include Microsoft Defender for Office 365, Proofpoint Core Email Protection, and Acronis Cyber Protect Cloud"}, {"id": "mai-20260917-0922-baseline|c102-l1|meta-small|Proofpoint Core Email Protection", "prompt": "c102-l1", "model": "meta-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Core Email Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top-rated email security solutions ... include Microsoft Defender for Office 365, Proofpoint Core Email Protection, and Acronis Cyber Protect Cloud"}, {"id": "mai-20260917-0922-baseline|c102-l1|meta-small|Acronis Cyber Protect Cloud", "prompt": "c102-l1", "model": "meta-small", "cat": "email-security", "variant": "direct", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top-rated email security solutions ... include ... Acronis Cyber Protect Cloud"}, {"id": "mai-20260917-0922-baseline|c102-l1|minimax-small|Microsoft Defender for Office 365", "prompt": "c102-l1", "model": "minimax-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Microsoft Defender for Office 365** offers the best value if you're in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c102-l1|minimax-small|Proofpoint Core Email Protection", "prompt": "c102-l1", "model": "minimax-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Core Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Proofpoint** is ideal for organizations with strict compliance needs"}, {"id": "mai-20260917-0922-baseline|c102-l1|minimax-small|Mimecast Advanced Email Security", "prompt": "c102-l1", "model": "minimax-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast Advanced Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mimecast** excels if you need comprehensive email services including archiving and continuity in one platform"}, {"id": "mai-20260917-0922-baseline|c102-l1|minimax-small|Check Point Harmony Email & Collaboration", "prompt": "c102-l1", "model": "minimax-small", "cat": "email-security", "variant": "direct", "raw": "Check Point Harmony Email & Collaboration", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Enterprises needing broad threat protection"}, {"id": "mai-20260917-0922-baseline|c102-l1|mistral-small|Proofpoint Email Protection", "prompt": "c102-l1", "model": "mistral-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Email Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Proofpoint** and **Microsoft Defender for Office 365** are the leading choices"}, {"id": "mai-20260917-0922-baseline|c102-l1|mistral-small|Microsoft Defender for Office 365", "prompt": "c102-l1", "model": "mistral-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Proofpoint** and **Microsoft Defender for Office 365** are the leading choices"}, {"id": "mai-20260917-0922-baseline|c102-l1|mistral-small|Mimecast Email Security", "prompt": "c102-l1", "model": "mistral-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a full-suite solution with strong support, **Mimecast** is also a top contender."}, {"id": "mai-20260917-0922-baseline|c102-l1|mistral-small|Abnormal Security", "prompt": "c102-l1", "model": "mistral-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For cutting-edge AI and social-engineering protection, consider **Abnormal Security**."}, {"id": "mai-20260917-0922-baseline|c102-l1|moonshot-small|Proofpoint Email Protection", "prompt": "c102-l1", "model": "moonshot-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Email Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start by evaluating **Proofpoint** and **Mimecast** side-by-side in a proof-of-concept"}, {"id": "mai-20260917-0922-baseline|c102-l1|moonshot-small|Mimecast", "prompt": "c102-l1", "model": "moonshot-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start by evaluating **Proofpoint** and **Mimecast** side-by-side in a proof-of-concept"}, {"id": "mai-20260917-0922-baseline|c102-l1|moonshot-small|Microsoft Defender for Office 365", "prompt": "c102-l1", "model": "moonshot-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a Microsoft-heavy shop with standard threat exposure, **Microsoft Defender for Office 365** (Plan 2) may suffice"}, {"id": "mai-20260917-0922-baseline|c102-l1|openai-small|Microsoft Defender for Office 365", "prompt": "c102-l1", "model": "openai-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default recommendation is **Microsoft Defender for Office 365**"}, {"id": "mai-20260917-0922-baseline|c102-l1|openai-small|Proofpoint", "prompt": "c102-l1", "model": "openai-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Proofpoint** is often the top enterprise alternative for larger orgs"}, {"id": "mai-20260917-0922-baseline|c102-l1|openai-small|Mimecast", "prompt": "c102-l1", "model": "openai-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mimecast is another common enterprise choice, particularly when email continuity and archive-centric workflows matter."}, {"id": "mai-20260917-0922-baseline|c102-l1|xai-small|Proofpoint", "prompt": "c102-l1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Proofpoint or Defender if M365-based."}, {"id": "mai-20260917-0922-baseline|c102-l1|xai-small|Microsoft Defender for Office 365 (Plan 2)", "prompt": "c102-l1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365 (Plan 2)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Proofpoint or Defender if M365-based."}, {"id": "mai-20260917-0922-baseline|c102-l1|xai-small|Mimecast", "prompt": "c102-l1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bundled security + archiving/continuity (100% uptime SLA); solid impersonation/internal email protection"}, {"id": "mai-20260917-0922-baseline|c102-l1|xai-small|Abnormal Security", "prompt": "c102-l1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-driven BEC/account takeover detection; API-based (no MX changes); high signal quality for SOCs."}, {"id": "mai-20260917-0922-baseline|c102-l1|xai-small|Fortinet FortiMail", "prompt": "c102-l1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Fortinet FortiMail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fortinet: High accuracy phishing/ransomware ... Challengers in Gartner."}, {"id": "mai-20260917-0922-baseline|c102-l1|xai-small|Cisco Secure Email", "prompt": "c102-l1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Cisco Secure Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cisco: Talos intel, multi-platform. Challengers in Gartner."}, {"id": "mai-20260917-0922-baseline|c102-l1|xai-small|Sublime", "prompt": "c102-l1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Sublime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "API platforms (Abnormal, Sublime ~4.9/5) praised for low ops overhead vs. gateways"}, {"id": "mai-20260917-0922-baseline|c102-l1|zai-small|Proofpoint", "prompt": "c102-l1", "model": "zai-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For organizations needing the deepest threat intelligence, BEC detection, and a full-stack security + governance platform, **Proofpoint** remains the market leader."}, {"id": "mai-20260917-0922-baseline|c102-l1|zai-small|Microsoft Defender for Office 365", "prompt": "c102-l1", "model": "zai-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most modern B2B enterprises, **Microsoft Defender for Office 365** is the best starting point if you're already on M365."}, {"id": "mai-20260917-0922-baseline|c102-l1|zai-small|Mimecast", "prompt": "c102-l1", "model": "zai-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mimecast** is ideal if you need email continuity and archiving"}, {"id": "mai-20260917-0922-baseline|c102-l1|zai-small|Abnormal Security", "prompt": "c102-l1", "model": "zai-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Abnormal Security** is a strong choice for API-first, AI-driven protection without gateway overhead."}, {"id": "mai-20260917-0922-baseline|c102-l1|zai-small|Cisco Secure Email", "prompt": "c102-l1", "model": "zai-small", "cat": "email-security", "variant": "direct", "raw": "Cisco Secure Email", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Talos threat intel, multi-platform support."}, {"id": "mai-20260917-0922-baseline|c102-l1|zai-small|Barracuda Networks", "prompt": "c102-l1", "model": "zai-small", "cat": "email-security", "variant": "direct", "raw": "Barracuda Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Proven on-prem gateway, competitive pricing."}, {"id": "mai-20260917-0922-baseline|c102-l2|alibaba-small|Abnormal Security", "prompt": "c102-l2", "model": "alibaba-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Modern Gold Standard: Abnormal Security ... has rapidly become the preferred choice for modern enterprises"}, {"id": "mai-20260917-0922-baseline|c102-l2|alibaba-small|Mimecast", "prompt": "c102-l2", "model": "alibaba-small", "cat": "email-security", "variant": "paraphrase", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Mimecast if your primary fear is employees accidentally leaking sensitive data or contract fraud."}, {"id": "mai-20260917-0922-baseline|c102-l2|alibaba-small|Proofpoint", "prompt": "c102-l2", "model": "alibaba-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Proofpoint if you have a massive compliance team and require the most granular logging"}, {"id": "mai-20260917-0922-baseline|c102-l2|alibaba-small|Microsoft Defender for Office 365 (Plan 2)", "prompt": "c102-l2", "model": "alibaba-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365 (Plan 2)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "for *advanced* spear-phishing, third-party solutions (like options above) are generally superior"}, {"id": "mai-20260917-0922-baseline|c102-l2|anthropic-small|Proofpoint Core Email Protection", "prompt": "c102-l2", "model": "anthropic-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint Core Email Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Proofpoint Core Email Protection** is the strongest choice for your scenario."}, {"id": "mai-20260917-0922-baseline|c102-l2|anthropic-small|Mimecast", "prompt": "c102-l2", "model": "anthropic-small", "cat": "email-security", "variant": "paraphrase", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mimecast** is another excellent enterprise option."}, {"id": "mai-20260917-0922-baseline|c102-l2|anthropic-small|IRONSCALES", "prompt": "c102-l2", "model": "anthropic-small", "cat": "email-security", "variant": "paraphrase", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "combining your email security gateway with supplementary tools like IRONSCALES or Abnormal AI"}, {"id": "mai-20260917-0922-baseline|c102-l2|anthropic-small|Abnormal AI", "prompt": "c102-l2", "model": "anthropic-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "supplementary tools like IRONSCALES or Abnormal AI for comprehensive protection"}, {"id": "mai-20260917-0922-baseline|c102-l2|challenger-small|Proofpoint", "prompt": "c102-l2", "model": "challenger-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Proofpoint** as the default choice for **email and phishing threat protection**"}, {"id": "mai-20260917-0922-baseline|c102-l2|challenger-small|Microsoft Defender for Office 365", "prompt": "c102-l2", "model": "challenger-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Defender for Office 365** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c102-l2|challenger-small|Abnormal Security", "prompt": "c102-l2", "model": "challenger-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for behavior-based BEC detection:** **Abnormal Security**"}, {"id": "mai-20260917-0922-baseline|c102-l2|challenger-small|IRONSCALES", "prompt": "c102-l2", "model": "challenger-small", "cat": "email-security", "variant": "paraphrase", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Abnormal Security** or **IRONSCALES** are also commonly recommended for enterprise email protection"}, {"id": "mai-20260917-0922-baseline|c102-l2|deepseek-small|Proofpoint", "prompt": "c102-l2", "model": "deepseek-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Proofpoint**"}, {"id": "mai-20260917-0922-baseline|c102-l2|deepseek-small|Abnormal Security", "prompt": "c102-l2", "model": "deepseek-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best **AI-native** behavioral detection of BEC and account takeover"}, {"id": "mai-20260917-0922-baseline|c102-l2|deepseek-small|Mimecast", "prompt": "c102-l2", "model": "deepseek-small", "cat": "email-security", "variant": "paraphrase", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though it can lag on evasive/novel BEC detection compared to Proofpoint and Abnormal"}, {"id": "mai-20260917-0922-baseline|c102-l2|google-small|Microsoft Defender for Office 365", "prompt": "c102-l2", "model": "google-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "deploying **Abnormal AI** on top of Microsoft Defender for Office 365 or Google Workspace is the most effective and future-proof strategy"}, {"id": "mai-20260917-0922-baseline|c102-l2|google-small|Google Workspace", "prompt": "c102-l2", "model": "google-small", "cat": "email-security", "variant": "paraphrase", "raw": "Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "utilizing the native security controls of your email suite (such as Microsoft Defender for Office 365 or Google Workspace)"}, {"id": "mai-20260917-0922-baseline|c102-l2|google-small|Abnormal AI", "prompt": "c102-l2", "model": "google-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "#1 Recommendation: Abnormal AI ... is the top-tier recommendation"}, {"id": "mai-20260917-0922-baseline|c102-l2|google-small|Check Point Harmony Email & Collaboration (Avanan)", "prompt": "c102-l2", "model": "google-small", "cat": "email-security", "variant": "paraphrase", "raw": "Check Point Harmony Email & Collaboration (Avanan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative Option (High-Tech SOCs): Check Point Harmony Email & Collaboration (Avanan)"}, {"id": "mai-20260917-0922-baseline|c102-l2|google-small|Proofpoint Email Protection", "prompt": "c102-l2", "model": "google-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternative Option (The Suite Heavyweight): Proofpoint Email Protection"}, {"id": "mai-20260917-0922-baseline|c102-l2|google-small|Sublime Security", "prompt": "c102-l2", "model": "google-small", "cat": "email-security", "variant": "paraphrase", "raw": "Sublime Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Sublime Security** is a rapidly rising enterprise favorite"}, {"id": "mai-20260917-0922-baseline|c102-l2|meta-small|Microsoft Defender", "prompt": "c102-l2", "model": "meta-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top recommendations include:\n\n1. Microsoft Defender for basic filtering"}, {"id": "mai-20260917-0922-baseline|c102-l2|meta-small|PowerDMARC", "prompt": "c102-l2", "model": "meta-small", "cat": "email-security", "variant": "paraphrase", "raw": "PowerDMARC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. PowerDMARC for authentication"}, {"id": "mai-20260917-0922-baseline|c102-l2|meta-small|Avanan", "prompt": "c102-l2", "model": "meta-small", "cat": "email-security", "variant": "paraphrase", "raw": "Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Avanan for AI-based phishing detection"}, {"id": "mai-20260917-0922-baseline|c102-l2|minimax-small|Proofpoint Core Email Protection", "prompt": "c102-l2", "model": "minimax-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint Core Email Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Proofpoint Core Email Protection**"}, {"id": "mai-20260917-0922-baseline|c102-l2|minimax-small|Mimecast", "prompt": "c102-l2", "model": "minimax-small", "cat": "email-security", "variant": "paraphrase", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Mimecast** if you also need archiving/compliance and want a bundled solution."}, {"id": "mai-20260917-0922-baseline|c102-l2|minimax-small|Microsoft Defender for Office 365 (Plan 2)", "prompt": "c102-l2", "model": "minimax-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365 (Plan 2)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, third-party solutions still outperform it for advanced threats"}, {"id": "mai-20260917-0922-baseline|c102-l2|mistral-small|Netcraft", "prompt": "c102-l2", "model": "mistral-small", "cat": "email-security", "variant": "paraphrase", "raw": "Netcraft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Netcraft** – Best for large organizations needing continuous detection and rapid removal of phishing, scam, and brand-abuse campaigns."}, {"id": "mai-20260917-0922-baseline|c102-l2|mistral-small|Cloudflare Area 1 Email Security", "prompt": "c102-l2", "model": "mistral-small", "cat": "email-security", "variant": "paraphrase", "raw": "Cloudflare Area 1 Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for teams using Microsoft 365 or Google Workspace, providing measurable phishing coverage directly in the inbox."}, {"id": "mai-20260917-0922-baseline|c102-l2|mistral-small|Mimecast", "prompt": "c102-l2", "model": "mistral-small", "cat": "email-security", "variant": "paraphrase", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also highly regarded for large enterprises, offering advanced threat protection"}, {"id": "mai-20260917-0922-baseline|c102-l2|mistral-small|Proofpoint", "prompt": "c102-l2", "model": "mistral-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also highly regarded for large enterprises, offering advanced threat protection"}, {"id": "mai-20260917-0922-baseline|c102-l2|moonshot-small|Proofpoint Email Protection", "prompt": "c102-l2", "model": "moonshot-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint Email Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Proofpoint Email Protection** (Best for Maximum Security)\n**Why it's the top choice:**"}, {"id": "mai-20260917-0922-baseline|c102-l2|moonshot-small|Mimecast Email Security", "prompt": "c102-l2", "model": "moonshot-small", "cat": "email-security", "variant": "paraphrase", "raw": "Mimecast Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for Operational Simplicity & Value)\n**Why it's a strong contender:**"}, {"id": "mai-20260917-0922-baseline|c102-l2|moonshot-small|Microsoft Defender for Office 365", "prompt": "c102-l2", "model": "moonshot-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Proofpoint** as primary gateway + Defender as secondary layer"}, {"id": "mai-20260917-0922-baseline|c102-l2|moonshot-small|Abnormal Security", "prompt": "c102-l2", "model": "moonshot-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Abnormal Security** (~$50\\u2013$80/user/year) is gaining traction for AI-driven BEC detection and may be worth evaluating"}, {"id": "mai-20260917-0922-baseline|c102-l2|moonshot-small|IRONSCALES", "prompt": "c102-l2", "model": "moonshot-small", "cat": "email-security", "variant": "paraphrase", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "add **Abnormal Security** or **IRONSCALES** (AI-focused ICES solutions) for advanced BEC protection"}, {"id": "mai-20260917-0922-baseline|c102-l2|openai-small|Proofpoint", "prompt": "c102-l2", "model": "openai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Proofpoint** as the first place to look"}, {"id": "mai-20260917-0922-baseline|c102-l2|openai-small|Microsoft Defender for Office 365", "prompt": "c102-l2", "model": "openai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want native Microsoft 365 integration and simpler rollout:** **Microsoft Defender for Office 365**"}, {"id": "mai-20260917-0922-baseline|c102-l2|openai-small|Abnormal Security", "prompt": "c102-l2", "model": "openai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Abnormal Security** is also worth serious consideration as a complementary or alternative layer"}, {"id": "mai-20260917-0922-baseline|c102-l2|xai-small|Proofpoint", "prompt": "c102-l2", "model": "xai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Proofpoint as the top phishing and email threat protection tool"}, {"id": "mai-20260917-0922-baseline|c102-l2|xai-small|Mimecast", "prompt": "c102-l2", "model": "xai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bundled continuity/archiving (100% uptime SLA) + solid phishing defense. Leader in Gartner."}, {"id": "mai-20260917-0922-baseline|c102-l2|xai-small|Abnormal Security", "prompt": "c102-l2", "model": "xai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-native BEC/phishing in M365 (no gateway latency). Emerging Leader."}, {"id": "mai-20260917-0922-baseline|c102-l2|xai-small|Trend Micro", "prompt": "c102-l2", "model": "xai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "alongside Mimecast, Abnormal Security, Trend Micro, etc."}, {"id": "mai-20260917-0922-baseline|c102-l2|xai-small|Microsoft Defender for Office 365 (Plan 2)", "prompt": "c102-l2", "model": "xai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365 (Plan 2)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Weaker on sophisticated phishing/BEC per comparisons; layer third-party on top for enterprises."}, {"id": "mai-20260917-0922-baseline|c102-l2|zai-small|Proofpoint Email Protection", "prompt": "c102-l2", "model": "zai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint Email Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Proofpoint Email Protection**"}, {"id": "mai-20260917-0922-baseline|c102-l2|zai-small|Microsoft Defender for Office 365", "prompt": "c102-l2", "model": "zai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pairing it with **Microsoft Defender for Office 365** as a native baseline"}, {"id": "mai-20260917-0922-baseline|c102-l2|zai-small|Mimecast", "prompt": "c102-l2", "model": "zai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If email continuity, archiving, and compliance ... are top priorities alongside security"}, {"id": "mai-20260917-0922-baseline|c102-l2|zai-small|Barracuda", "prompt": "c102-l2", "model": "zai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Organizations wanting fast M365 integration via API with built-in account takeover protection"}, {"id": "mai-20260917-0922-baseline|c102-l2|zai-small|Abnormal Security", "prompt": "c102-l2", "model": "zai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teams prioritizing AI-native behavioral detection of BEC/account takeover without gateway overhead"}, {"id": "mai-20260917-0922-baseline|c102-l2|zai-small|Cisco Secure Email", "prompt": "c102-l2", "model": "zai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Cisco Secure Email", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Organizations deeply integrated into the Cisco ecosystem"}, {"id": "mai-20260917-0922-baseline|c102-l3|alibaba-small|Microsoft Defender for Office 365", "prompt": "c102-l3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Baseline Protection:** Essential for any M365 shop; deep integration with Windows/Office ecosystem."}, {"id": "mai-20260917-0922-baseline|c102-l3|alibaba-small|Proofpoint", "prompt": "c102-l3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The gold standard for highly regulated industries; powerful data loss prevention (DLP)."}, {"id": "mai-20260917-0922-baseline|c102-l3|alibaba-small|Mimecast", "prompt": "c102-l3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Industry leader in offline access, spam filtering, and message archiving."}, {"id": "mai-20260917-0922-baseline|c102-l3|alibaba-small|Abnormal Security", "prompt": "c102-l3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Behavioral AI:** Specialized in catching Business Email Compromise (BEC) and Account Takeover attacks."}, {"id": "mai-20260917-0922-baseline|c102-l3|alibaba-small|Check Point (Avanan)", "prompt": "c102-l3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point (Avanan)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong AI-driven reputation service specifically designed to catch zero-day phishing."}, {"id": "mai-20260917-0922-baseline|c102-l3|alibaba-small|Sublime Security", "prompt": "c102-l3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Sublime Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Highly customizable detection engines preferred by security operations centers."}, {"id": "mai-20260917-0922-baseline|c102-l3|alibaba-small|Barracuda", "prompt": "c102-l3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Barracuda** and **Microsoft Defender** are often the best starting points for organizations that want a \"set it and forget it\" baseline"}, {"id": "mai-20260917-0922-baseline|c102-l3|anthropic-small|Sublime Security", "prompt": "c102-l3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Sublime Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The leading platforms in 2026 include Sublime Security, Microsoft Defender for Office 365, Proofpoint, and Abnormal Security."}, {"id": "mai-20260917-0922-baseline|c102-l3|anthropic-small|Microsoft Defender for Office 365", "prompt": "c102-l3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Defender for Office 365 provides built-in phishing defense, safe attachments, safe links... For organizations with E5 licensing, it is included in the subscription."}, {"id": "mai-20260917-0922-baseline|c102-l3|anthropic-small|Proofpoint", "prompt": "c102-l3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Proofpoint Enterprise (TAP) remains the default choice for Microsoft 365–tier enterprise email security with the largest installed base, deepest threat intel"}, {"id": "mai-20260917-0922-baseline|c102-l3|anthropic-small|Abnormal Security", "prompt": "c102-l3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Abnormal Security's behavioral AI provides some of the strongest detection available for socially engineered, payload-free attacks"}, {"id": "mai-20260917-0922-baseline|c102-l3|anthropic-small|Google Workspace Security", "prompt": "c102-l3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Google Workspace Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other prominent providers include Google Workspace Security, Mimecast, CrowdStrike..."}, {"id": "mai-20260917-0922-baseline|c102-l3|anthropic-small|Mimecast", "prompt": "c102-l3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mimecast is the right call when compliance archiving and business continuity sit alongside threat protection as primary requirements."}, {"id": "mai-20260917-0922-baseline|c102-l3|anthropic-small|CrowdStrike", "prompt": "c102-l3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other prominent providers include Google Workspace Security, Mimecast, CrowdStrike, Trend Micro"}, {"id": "mai-20260917-0922-baseline|c102-l3|anthropic-small|Trend Micro", "prompt": "c102-l3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other prominent providers include ... Trend Micro, Check Point Avanan"}, {"id": "mai-20260917-0922-baseline|c102-l3|anthropic-small|Check Point Avanan", "prompt": "c102-l3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point Avanan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other prominent providers include ... Check Point Avanan, Cisco Secure Email"}, {"id": "mai-20260917-0922-baseline|c102-l3|anthropic-small|Cisco Secure Email", "prompt": "c102-l3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Cisco Secure Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other prominent providers include ... Cisco Secure Email, Barracuda, and Sophos."}, {"id": "mai-20260917-0922-baseline|c102-l3|anthropic-small|Barracuda", "prompt": "c102-l3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other prominent providers include ... Barracuda, and Sophos."}, {"id": "mai-20260917-0922-baseline|c102-l3|anthropic-small|Sophos", "prompt": "c102-l3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Other prominent providers include ... Barracuda, and Sophos."}, {"id": "mai-20260917-0922-baseline|c102-l3|anthropic-small|IRONSCALES", "prompt": "c102-l3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "IRONSCALES delivers mailbox-level threat detection, autonomous remediation, and integrated user training."}, {"id": "mai-20260917-0922-baseline|c102-l3|challenger-small|Proofpoint", "prompt": "c102-l3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise suite**: **Proofpoint**"}, {"id": "mai-20260917-0922-baseline|c102-l3|challenger-small|Abnormal Security", "prompt": "c102-l3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for BEC/impersonation detection in M365**: **Abnormal Security**"}, {"id": "mai-20260917-0922-baseline|c102-l3|challenger-small|Microsoft Defender for Office 365", "prompt": "c102-l3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best native option for Microsoft 365**: **Microsoft Defender for Office 365**"}, {"id": "mai-20260917-0922-baseline|c102-l3|challenger-small|Mimecast", "prompt": "c102-l3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for compliance and continuity**: **Mimecast**"}, {"id": "mai-20260917-0922-baseline|c102-l3|challenger-small|Check Point Avanan", "prompt": "c102-l3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best cloud-native alternative**: **Check Point Avanan**"}, {"id": "mai-20260917-0922-baseline|c102-l3|challenger-small|Cisco Secure Email", "prompt": "c102-l3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Cisco Secure Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Talos-backed intelligence, plus DLP and encryption options"}, {"id": "mai-20260917-0922-baseline|c102-l3|challenger-small|Barracuda", "prompt": "c102-l3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Easy deployment, impersonation protection, archiving/backup options"}, {"id": "mai-20260917-0922-baseline|c102-l3|challenger-small|IRONSCALES", "prompt": "c102-l3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Phishing and BEC focus with user-reported threat handling and fast response"}, {"id": "mai-20260917-0922-baseline|c102-l3|deepseek-small|Proofpoint", "prompt": "c102-l3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Regulated enterprise needing maximum threat coverage + DLP/compliance → **Proofpoint**"}, {"id": "mai-20260917-0922-baseline|c102-l3|deepseek-small|Mimecast", "prompt": "c102-l3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market wanting an all-in-one suite with continuity/archiving at good value → **Mimecast**"}, {"id": "mai-20260917-0922-baseline|c102-l3|deepseek-small|Abnormal Security", "prompt": "c102-l3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BEC, account takeover, and fast time-to-value with behavioral AI → **Abnormal Security**"}, {"id": "mai-20260917-0922-baseline|c102-l3|deepseek-small|Trend Micro", "prompt": "c102-l3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leader; strong SEG plus cloud workload protection"}, {"id": "mai-20260917-0922-baseline|c102-l3|deepseek-small|Check Point", "prompt": "c102-l3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Check Point Harmony** – API/ICES; strong for Microsoft 365 + collaboration apps"}, {"id": "mai-20260917-0922-baseline|c102-l3|deepseek-small|Cisco", "prompt": "c102-l3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong if you're already standardized on Cisco; ... More of a traditional gateway play."}, {"id": "mai-20260917-0922-baseline|c102-l3|deepseek-small|Egress (KnowBe4)", "prompt": "c102-l3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Egress (KnowBe4)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "API-based; known for intelligent DLP and data-loss prevention"}, {"id": "mai-20260917-0922-baseline|c102-l3|deepseek-small|Microsoft Defender for Office 365", "prompt": "c102-l3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "M365-native baseline** → **Microsoft Defender for Office 365**"}, {"id": "mai-20260917-0922-baseline|c102-l3|deepseek-small|IRONSCALES", "prompt": "c102-l3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "API/ICES; popular with **MSPs and mid-market** for phishing defense and simulation."}, {"id": "mai-20260917-0922-baseline|c102-l3|deepseek-small|Sublime Security", "prompt": "c102-l3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Sublime Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "API/ICES; favored by **SOC teams** wanting transparent, tunable detection rules."}, {"id": "mai-20260917-0922-baseline|c102-l3|google-small|Proofpoint (Threat Protection Platform)", "prompt": "c102-l3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint (Threat Protection Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "A hybrid SEG suite like **Mimecast** or **Proofpoint** is still the industry gold standard."}, {"id": "mai-20260917-0922-baseline|c102-l3|google-small|Mimecast (Advanced Email Security)", "prompt": "c102-l3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast (Advanced Email Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A hybrid SEG suite like **Mimecast** or **Proofpoint** is still the industry gold standard."}, {"id": "mai-20260917-0922-baseline|c102-l3|google-small|Abnormal Security", "prompt": "c102-l3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "layer an API-native solution like **Abnormal Security** (for behavioral BEC protection) or **Sublime Security** ... directly on top"}, {"id": "mai-20260917-0922-baseline|c102-l3|google-small|Check Point Avanan", "prompt": "c102-l3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Avanan pioneered an **inline API deployment**... highly praised for catching advanced phishing, malware"}, {"id": "mai-20260917-0922-baseline|c102-l3|google-small|Sublime Security", "prompt": "c102-l3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "Sublime Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "or **Sublime Security** (for advanced threat hunting control) directly on top"}, {"id": "mai-20260917-0922-baseline|c102-l3|google-small|IRONSCALES", "prompt": "c102-l3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "IRONSCALES combines **machine learning with decentralized human intelligence**"}, {"id": "mai-20260917-0922-baseline|c102-l3|google-small|Microsoft Defender for Office 365", "prompt": "c102-l3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "let Microsoft Defender for Office 365 handle the baseline gateway features"}, {"id": "mai-20260917-0922-baseline|c102-l3|meta-small|Sublime Security", "prompt": "c102-l3", "model": "meta-small", "cat": "email-security", "variant": "comparative", "raw": "Sublime Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of leading platforms, including Sublime Security, Microsoft Defender for Office 365, Proofpoint, and Abnormal Security"}, {"id": "mai-20260917-0922-baseline|c102-l3|meta-small|Microsoft Defender for Office 365", "prompt": "c102-l3", "model": "meta-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Sublime Security, Microsoft Defender for Office 365, Proofpoint, and Abnormal Security"}, {"id": "mai-20260917-0922-baseline|c102-l3|meta-small|Proofpoint", "prompt": "c102-l3", "model": "meta-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Sublime Security, Microsoft Defender for Office 365, Proofpoint, and Abnormal Security"}, {"id": "mai-20260917-0922-baseline|c102-l3|meta-small|Abnormal Security", "prompt": "c102-l3", "model": "meta-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including Sublime Security, Microsoft Defender for Office 365, Proofpoint, and Abnormal Security"}, {"id": "mai-20260917-0922-baseline|c102-l3|minimax-small|Proofpoint", "prompt": "c102-l3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for**: Regulated enterprises requiring granular controls, archiving, and compliance depth"}, {"id": "mai-20260917-0922-baseline|c102-l3|minimax-small|Abnormal Security", "prompt": "c102-l3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for**: Enterprise BEC (Business Email Compromise) and account takeover protection"}, {"id": "mai-20260917-0922-baseline|c102-l3|minimax-small|Mimecast", "prompt": "c102-l3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Largest market share, email continuity, archiving, perimeter defense"}, {"id": "mai-20260917-0922-baseline|c102-l3|minimax-small|Microsoft Defender for Office 365", "prompt": "c102-l3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good starting point but may need supplementing with dedicated solutions"}, {"id": "mai-20260917-0922-baseline|c102-l3|minimax-small|Sublime Security", "prompt": "c102-l3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "Sublime Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highest detection efficacy, strong for teams wanting customization"}, {"id": "mai-20260917-0922-baseline|c102-l3|minimax-small|Barracuda Email Security", "prompt": "c102-l3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda Email Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for**: Organizations needing gateway or appliance-based solutions"}, {"id": "mai-20260917-0922-baseline|c102-l3|minimax-small|Cisco Secure Email", "prompt": "c102-l3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "Cisco Secure Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for**: Organizations in Cisco ecosystem"}, {"id": "mai-20260917-0922-baseline|c102-l3|minimax-small|IRONSCALES", "prompt": "c102-l3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for**: MSPs and mid-market phishing defense"}, {"id": "mai-20260917-0922-baseline|c102-l3|mistral-small|Proofpoint Email Protection", "prompt": "c102-l3", "model": "mistral-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint Email Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers the most comprehensive, enterprise-focused suite, often considered the market leader by revenue and deployment breadth"}, {"id": "mai-20260917-0922-baseline|c102-l3|mistral-small|Mimecast", "prompt": "c102-l3", "model": "mistral-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Mimecast for a full-stack, easy-to-manage solution with strong continuity and compliance features."}, {"id": "mai-20260917-0922-baseline|c102-l3|mistral-small|Microsoft Defender for Office 365", "prompt": "c102-l3", "model": "mistral-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Microsoft Defender if you're already in the M365 ecosystem and want a cost-effective, integrated solution."}, {"id": "mai-20260917-0922-baseline|c102-l3|mistral-small|Abnormal Security", "prompt": "c102-l3", "model": "mistral-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Abnormal Security if you need cutting-edge AI to stop sophisticated social engineering and BEC attacks"}, {"id": "mai-20260917-0922-baseline|c102-l3|moonshot-small|Proofpoint Email Protection", "prompt": "c102-l3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Large, regulated enterprises with complex compliance requirements and high volumes of targeted malware/credential phishing."}, {"id": "mai-20260917-0922-baseline|c102-l3|moonshot-small|Mimecast", "prompt": "c102-l3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations that need email security bundled with archiving, continuity, and compliance in one stack."}, {"id": "mai-20260917-0922-baseline|c102-l3|moonshot-small|Cisco Secure Email", "prompt": "c102-l3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "Cisco Secure Email", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Organizations already invested in the Cisco security ecosystem."}, {"id": "mai-20260917-0922-baseline|c102-l3|moonshot-small|Abnormal Security", "prompt": "c102-l3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stopping BEC/social engineering | Abnormal Security | Behavioral AI catches what signatures miss; no MX changes needed"}, {"id": "mai-20260917-0922-baseline|c102-l3|moonshot-small|IRONSCALES", "prompt": "c102-l3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Mid-market companies and MSPs needing strong anti-phishing with lower operational overhead."}, {"id": "mai-20260917-0922-baseline|c102-l3|moonshot-small|Sublime Security", "prompt": "c102-l3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "Sublime Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Security operations teams that want transparent, tunable detection rules rather than a \"black box.\""}, {"id": "mai-20260917-0922-baseline|c102-l3|moonshot-small|Microsoft Defender for Office 365", "prompt": "c102-l3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Considered a baseline; many enterprises layer an ICES or SEG on top for advanced BEC and behavioral detection."}, {"id": "mai-20260917-0922-baseline|c102-l3|moonshot-small|Barracuda Email Protection", "prompt": "c102-l3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Less depth than Proofpoint or Mimecast at the high end of the enterprise."}, {"id": "mai-20260917-0922-baseline|c102-l3|openai-small|Microsoft Defender for Office 365", "prompt": "c102-l3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're already on **Microsoft 365**, Defender is usually the default starting point."}, {"id": "mai-20260917-0922-baseline|c102-l3|openai-small|Proofpoint Email Security", "prompt": "c102-l3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Proofpoint** if your priority is advanced targeted-attack defense and user-risk reduction."}, {"id": "mai-20260917-0922-baseline|c102-l3|openai-small|Mimecast Email Security", "prompt": "c102-l3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Mimecast** if you want an email security layer plus continuity/resilience around M365."}, {"id": "mai-20260917-0922-baseline|c102-l3|openai-small|Google Workspace security", "prompt": "c102-l3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "Google Workspace security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Google Workspace security** if your org is already deeply standardized on Google."}, {"id": "mai-20260917-0922-baseline|c102-l3|xai-small|Proofpoint", "prompt": "c102-l3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Proofpoint leads by market share (in 87 Fortune 100 firms)... Proofpoint tops for scale/complexity"}, {"id": "mai-20260917-0922-baseline|c102-l3|xai-small|Abnormal Security", "prompt": "c102-l3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Abnormal excelling in AI-native detection... Abnormal for innovation/vision"}, {"id": "mai-20260917-0922-baseline|c102-l3|xai-small|Mimecast", "prompt": "c102-l3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one: security, archiving, continuity (100% SLA)... Weaker on advanced BEC vs. AI natives"}, {"id": "mai-20260917-0922-baseline|c102-l3|xai-small|Trend Micro", "prompt": "c102-l3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include **Leaders** like Proofpoint, Abnormal Security, Mimecast, Trend Micro"}, {"id": "mai-20260917-0922-baseline|c102-l3|xai-small|Check Point Harmony Email & Collaboration", "prompt": "c102-l3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point Harmony Email & Collaboration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Broad collab app protection (beyond email), strong phishing/BEC; Less dominant in pure email vs. Proofpoint."}, {"id": "mai-20260917-0922-baseline|c102-l3|xai-small|Egress (from KnowBe4)", "prompt": "c102-l3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Egress (from KnowBe4)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "and Egress (from KnowBe4)"}, {"id": "mai-20260917-0922-baseline|c102-l3|xai-small|Microsoft Defender for Office 365", "prompt": "c102-l3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Lags leaders on sophisticated attacks/BEC; no standalone gateway. Gartner Challenger."}, {"id": "mai-20260917-0922-baseline|c102-l3|xai-small|Cisco Secure Email", "prompt": "c102-l3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Cisco Secure Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "(a Challenger in Gartner) and Cisco Secure Email"}, {"id": "mai-20260917-0922-baseline|c102-l3|zai-small|Microsoft Defender for Office 365", "prompt": "c102-l3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## 1. **Microsoft Defender for Office 365** ... Best for: Organizations already heavily invested in Microsoft 365 ecosystem"}, {"id": "mai-20260917-0922-baseline|c102-l3|zai-small|Google Workspace Security", "prompt": "c102-l3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Google Workspace Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Google if:** You use Google Workspace, value simplicity, and want cloud-native security."}, {"id": "mai-20260917-0922-baseline|c102-l3|zai-small|Mimecast", "prompt": "c102-l3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Mimecast if:** You need enterprise-grade continuity, strong compliance features, and are willing to pay premium pricing."}, {"id": "mai-20260917-0922-baseline|c102-l3|zai-small|Barracuda Email Security Gateway", "prompt": "c102-l3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda Email Security Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Barracuda if:** You need flexible deployment options (cloud/appliance)"}, {"id": "mai-20260917-0922-baseline|c102-l3|zai-small|Proofpoint Essentials", "prompt": "c102-l3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Mid-sized businesses requiring enterprise-grade protection"}, {"id": "mai-20260917-0922-baseline|c102-l3|zai-small|Cisco Secure Email", "prompt": "c102-l3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Cisco Secure Email", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Cisco ecosystem users and enterprises with network infrastructure"}, {"id": "mai-20260917-0922-baseline|c102-l3|zai-small|Tessian", "prompt": "c102-l3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Tessian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Tessian if:** You're concerned about employee email threats and insider risks"}, {"id": "mai-20260917-0922-baseline|c102-l3|zai-small|Zix", "prompt": "c102-l3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Zix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose Zix if:** You're in a highly regulated industry and need strong compliance features."}, {"id": "mai-20260917-0922-baseline|c102-l3|zai-small|Sophos Central Email Security", "prompt": "c102-l3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Sophos Central Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for:** Sophos customers and organizations wanting unified endpoint security"}, {"id": "mai-20260917-0922-baseline|c102-l3|zai-small|MailMarshal", "prompt": "c102-l3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "MailMarshal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** Enterprises needing comprehensive email security and archiving"}, {"id": "mai-20260917-0922-baseline|c102-l4|alibaba-small|Proofpoint", "prompt": "c102-l4", "model": "alibaba-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "typically price based on message volume or storage capacity. This creates financial risk... **High** (Charges for overages/API usage)"}, {"id": "mai-20260917-0922-baseline|c102-l4|alibaba-small|Mimecast", "prompt": "c102-l4", "model": "alibaba-small", "cat": "email-security", "variant": "budget", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**High** (Storage & API usage caps)"}, {"id": "mai-20260917-0922-baseline|c102-l4|alibaba-small|Microsoft Defender for Office 365 (MDO)", "prompt": "c102-l4", "model": "alibaba-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365 (MDO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you are in a pure Microsoft environment, choose **Microsoft Defender for Office 365** for simplicity and integration."}, {"id": "mai-20260917-0922-baseline|c102-l4|alibaba-small|ZixGate (by ZixCorp)", "prompt": "c102-l4", "model": "alibaba-small", "cat": "email-security", "variant": "budget", "raw": "ZixGate (by ZixCorp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**ZixGate** is the safest choice for maintaining a strictly predictable IT budget."}, {"id": "mai-20260917-0922-baseline|c102-l4|alibaba-small|Nucleus Cyber", "prompt": "c102-l4", "model": "alibaba-small", "cat": "email-security", "variant": "budget", "raw": "Nucleus Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Honorable Mention: Nucleus Cyber (Now part of Cisco)"}, {"id": "mai-20260917-0922-baseline|c102-l4|anthropic-small|Microsoft Defender for Office 365", "prompt": "c102-l4", "model": "anthropic-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Office 365 stands out because it rides on standardized Microsoft 365 per-user licensing"}, {"id": "mai-20260917-0922-baseline|c102-l4|anthropic-small|IRONSCALES", "prompt": "c102-l4", "model": "anthropic-small", "cat": "email-security", "variant": "budget", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "IRONSCALES pairs AI phishing detection with transparent per-user pricing and a three-click Microsoft 365 setup"}, {"id": "mai-20260917-0922-baseline|c102-l4|anthropic-small|Coro", "prompt": "c102-l4", "model": "anthropic-small", "cat": "email-security", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coro rolls email protection into an all-in-one security suite and is easy to price and deploy"}, {"id": "mai-20260917-0922-baseline|c102-l4|challenger-small|SpamTitan", "prompt": "c102-l4", "model": "challenger-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **SpamTitan** if cost predictability is the top priority"}, {"id": "mai-20260917-0922-baseline|c102-l4|challenger-small|Microsoft Defender for Office 365", "prompt": "c102-l4", "model": "challenger-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Microsoft Defender for Office 365** if the company is already standardized on Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c102-l4|challenger-small|Proofpoint", "prompt": "c102-l4", "model": "challenger-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing is typically **quote-based** and often depends on stacked modules, which makes total cost less predictable"}, {"id": "mai-20260917-0922-baseline|c102-l4|challenger-small|Mimecast", "prompt": "c102-l4", "model": "challenger-small", "cat": "email-security", "variant": "budget", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally **quote-based** and often bundled with archiving/continuity, again making budget predictability harder"}, {"id": "mai-20260917-0922-baseline|c102-l4|deepseek-small|Microsoft Defender for Office 365", "prompt": "c102-l4", "model": "deepseek-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Microsoft Defender for Office 365 if you're a Microsoft shop — fixed $2/user pricing (or free with E5) gives you a perfectly predictable total."}, {"id": "mai-20260917-0922-baseline|c102-l4|deepseek-small|Barracuda Email Security Gateway", "prompt": "c102-l4", "model": "deepseek-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda Email Security Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall for the exact requirement ... Barracuda Email Security Gateway — it's the only major platform with public, per-user, volume-discounted pricing"}, {"id": "mai-20260917-0922-baseline|c102-l4|deepseek-small|Proofpoint", "prompt": "c102-l4", "model": "deepseek-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caveat: Enterprise/TAP bundles are quote-based and negotiated, so while per-user in structure, real prices require forecasting."}, {"id": "mai-20260917-0922-baseline|c102-l4|deepseek-small|Abnormal Security", "prompt": "c102-l4", "model": "deepseek-small", "cat": "email-security", "variant": "budget", "raw": "Abnormal Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Quote-only and includes a flat $5K–$15K platform fee plus 5–7% annual renewal uplifts — less transparent for budget planning"}, {"id": "mai-20260917-0922-baseline|c102-l4|deepseek-small|Mimecast", "prompt": "c102-l4", "model": "deepseek-small", "cat": "email-security", "variant": "budget", "raw": "Mimecast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid for Predictability - Mimecast — quote-only, opaque pricing"}, {"id": "mai-20260917-0922-baseline|c102-l4|google-small|Microsoft Defender for Office 365 (MDO)", "prompt": "c102-l4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365 (MDO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MDO Plan 1 or Plan 2 is the most cost-predictable choice available"}, {"id": "mai-20260917-0922-baseline|c102-l4|google-small|Cloudflare Area 1 Email Security", "prompt": "c102-l4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "Cloudflare Area 1 Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudflare bills Area 1 strictly on a seat-licensed model... highly competitive, flat-rate enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c102-l4|google-small|Check Point Harmony Email & Collaboration (formerly Avanan)", "prompt": "c102-l4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "Check Point Harmony Email & Collaboration (formerly Avanan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "widely praised for its high catch rate and straightforward pricing model"}, {"id": "mai-20260917-0922-baseline|c102-l4|google-small|Abnormal Security", "prompt": "c102-l4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "Abnormal Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its pricing model is notoriously complex... charges a flat Platform Fee"}, {"id": "mai-20260917-0922-baseline|c102-l4|google-small|Proofpoint", "prompt": "c102-l4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these platforms have high operational and configuration overhead"}, {"id": "mai-20260917-0922-baseline|c102-l4|google-small|Mimecast", "prompt": "c102-l4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these platforms have high operational and configuration overhead"}, {"id": "mai-20260917-0922-baseline|c102-l4|meta-small|Proofpoint Email Protection", "prompt": "c102-l4", "model": "meta-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint Email Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best email security platform for a large company that needs predictable total cost across thousands of users is Proofpoint Email Protection"}, {"id": "mai-20260917-0922-baseline|c102-l4|meta-small|Microsoft Defender for Office 365 Plan 1", "prompt": "c102-l4", "model": "meta-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365 Plan 1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Microsoft Defender for Office 365 Plan 1, which starts at $2/user/month standalone"}, {"id": "mai-20260917-0922-baseline|c102-l4|meta-small|Mimecast", "prompt": "c102-l4", "model": "meta-small", "cat": "email-security", "variant": "budget", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and Mimecast, which runs $6-$10/user/month for mid-size organizations"}, {"id": "mai-20260917-0922-baseline|c102-l4|minimax-small|Microsoft Defender for Office 365", "prompt": "c102-l4", "model": "minimax-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Office 365** is generally the best choice for cost predictability and TCO"}, {"id": "mai-20260917-0922-baseline|c102-l4|minimax-small|Proofpoint", "prompt": "c102-l4", "model": "minimax-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Proofpoint | $18-35/mailbox/year | Medium (modular pricing)"}, {"id": "mai-20260917-0922-baseline|c102-l4|minimax-small|Mimecast", "prompt": "c102-l4", "model": "minimax-small", "cat": "email-security", "variant": "budget", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mimecast | $6-10/user/month | Medium-High"}, {"id": "mai-20260917-0922-baseline|c102-l4|minimax-small|Abnormal Security", "prompt": "c102-l4", "model": "minimax-small", "cat": "email-security", "variant": "budget", "raw": "Abnormal Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Abnormal Security | $15-35/user/year | Low (custom quotes, platform fees)"}, {"id": "mai-20260917-0922-baseline|c102-l4|mistral-small|Proofpoint Email Protection", "prompt": "c102-l4", "model": "mistral-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint Email Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Proofpoint Email Protection** stands out as the best email security platform for a large company seeking predictable total cost"}, {"id": "mai-20260917-0922-baseline|c102-l4|mistral-small|Microsoft Defender for Office 365", "prompt": "c102-l4", "model": "mistral-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong option if your company is already using Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c102-l4|mistral-small|Mimecast", "prompt": "c102-l4", "model": "mistral-small", "cat": "email-security", "variant": "budget", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its pricing is custom-quoted and may be less predictable"}, {"id": "mai-20260917-0922-baseline|c102-l4|moonshot-small|Microsoft Defender for Office 365", "prompt": "c102-l4", "model": "moonshot-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is typically **Microsoft Defender for Office 365**—specifically **Plan 2**"}, {"id": "mai-20260917-0922-baseline|c102-l4|moonshot-small|Mimecast", "prompt": "c102-l4", "model": "moonshot-small", "cat": "email-security", "variant": "budget", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mimecast** is the strongest alternative for predictable pricing"}, {"id": "mai-20260917-0922-baseline|c102-l4|moonshot-small|Proofpoint Email Protection", "prompt": "c102-l4", "model": "moonshot-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint Email Protection", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The lack of public, standardized pricing makes multi-year TCO harder to predict."}, {"id": "mai-20260917-0922-baseline|c102-l4|moonshot-small|Abnormal Security", "prompt": "c102-l4", "model": "moonshot-small", "cat": "email-security", "variant": "budget", "raw": "Abnormal Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The dual cost structure is less predictable for pure budgeting purposes."}, {"id": "mai-20260917-0922-baseline|c102-l4|openai-small|Microsoft Defender for Office 365", "prompt": "c102-l4", "model": "openai-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Microsoft Defender for Office 365 / Microsoft 365 E5-based security**"}, {"id": "mai-20260917-0922-baseline|c102-l4|openai-small|Proofpoint", "prompt": "c102-l4", "model": "openai-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Proofpoint** is often the main alternative to evaluate"}, {"id": "mai-20260917-0922-baseline|c102-l4|openai-small|Mimecast", "prompt": "c102-l4", "model": "openai-small", "cat": "email-security", "variant": "budget", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Mimecast** and other enterprise vendors can be excellent technically, but ... Microsoft's published licensing is usually easier to plan around"}, {"id": "mai-20260917-0922-baseline|c102-l4|xai-small|Microsoft Defender for Office 365", "prompt": "c102-l4", "model": "xai-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Office 365 stands out as the best option for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260917-0922-baseline|c102-l4|xai-small|Proofpoint", "prompt": "c102-l4", "model": "xai-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Proofpoint is a close #2 for advanced threats (top pick in many 2026 guides for Fortune 1000)"}, {"id": "mai-20260917-0922-baseline|c102-l4|xai-small|Mimecast", "prompt": "c102-l4", "model": "xai-small", "cat": "email-security", "variant": "budget", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tiered/quote-based; comparable to Proofpoint but often bundles extras, less transparent upfront."}, {"id": "mai-20260917-0922-baseline|c102-l4|xai-small|Abnormal Security", "prompt": "c102-l4", "model": "xai-small", "cat": "email-security", "variant": "budget", "raw": "Abnormal Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Custom quotes; scales with users but flat fees add minor unpredictability."}, {"id": "mai-20260917-0922-baseline|c102-l4|xai-small|Check Point", "prompt": "c102-l4", "model": "xai-small", "cat": "email-security", "variant": "budget", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others (e.g., Check Point, Cisco) | Per-user/subscription | $80–$120/user"}, {"id": "mai-20260917-0922-baseline|c102-l4|xai-small|Cisco", "prompt": "c102-l4", "model": "xai-small", "cat": "email-security", "variant": "budget", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others (e.g., Check Point, Cisco) | Per-user/subscription"}, {"id": "mai-20260917-0922-baseline|c102-l4|zai-small|Microsoft Defender for Office 365", "prompt": "c102-l4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best email‑security platform is **Microsoft Defender for Office 365**"}, {"id": "mai-20260917-0922-baseline|c102-l4|zai-small|Proofpoint", "prompt": "c102-l4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "prefer a standalone SEG: Proofpoint or Mimecast may be more natural"}, {"id": "mai-20260917-0922-baseline|c102-l4|zai-small|Abnormal Security", "prompt": "c102-l4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Abnormal Security is a strong choice, but be aware of the platform fee and quote‑based pricing"}, {"id": "mai-20260917-0922-baseline|c102-l4|zai-small|Mimecast", "prompt": "c102-l4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Proofpoint or Mimecast may be more natural"}, {"id": "mai-20260917-0922-baseline|c102-l4|zai-small|Cisco Secure Email", "prompt": "c102-l4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "Cisco Secure Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Competitive feature set, but pricing is custom."}, {"id": "mai-20260917-0922-baseline|c102-l4|zai-small|Barracuda", "prompt": "c102-l4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Value‑focused, but pricing is custom and add‑ons add up."}, {"id": "mai-20260917-0922-baseline|c102-l5|deepseek-small|M365 Defender for O365", "prompt": "c102-l5", "model": "deepseek-small", "cat": "email-security", "variant": "scale", "raw": "M365 Defender for O365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Many organizations in your band run **both** native M365 Defender for O365 and a dedicated third-party API/layered layer"}, {"id": "mai-20260917-0922-baseline|c102-l5|mistral-small|Proofpoint", "prompt": "c102-l5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist vendors based on your requirements (e.g., Proofpoint, Mimecast, Microsoft Defender for Office 365, Ironscales, Abnormal Security, etc.)"}, {"id": "mai-20260917-0922-baseline|c102-l5|mistral-small|Mimecast", "prompt": "c102-l5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Proofpoint, Mimecast, Microsoft Defender for Office 365, Ironscales, Abnormal Security, etc."}, {"id": "mai-20260917-0922-baseline|c102-l5|mistral-small|Microsoft Defender for Office 365", "prompt": "c102-l5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Proofpoint, Mimecast, Microsoft Defender for Office 365, Ironscales, Abnormal Security, etc."}, {"id": "mai-20260917-0922-baseline|c102-l5|mistral-small|Ironscales", "prompt": "c102-l5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "Ironscales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Proofpoint, Mimecast, Microsoft Defender for Office 365, Ironscales, Abnormal Security, etc."}, {"id": "mai-20260917-0922-baseline|c102-l5|mistral-small|Abnormal Security", "prompt": "c102-l5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "Abnormal Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Proofpoint, Mimecast, Microsoft Defender for Office 365, Ironscales, Abnormal Security, etc."}, {"id": "mai-20260917-0922-baseline|c102-l5|xai-small|Proofpoint", "prompt": "c102-l5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Key vendors to shortlist ...: Proofpoint, Mimecast, Abnormal Security, Microsoft Defender for Office 365"}, {"id": "mai-20260917-0922-baseline|c102-l5|xai-small|Mimecast", "prompt": "c102-l5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Proofpoint, Mimecast, Abnormal Security"}, {"id": "mai-20260917-0922-baseline|c102-l5|xai-small|Abnormal Security", "prompt": "c102-l5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Abnormal Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mimecast, Abnormal Security, Microsoft Defender for Office 365"}, {"id": "mai-20260917-0922-baseline|c102-l5|xai-small|Microsoft Defender for Office 365", "prompt": "c102-l5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft Defender for Office 365, Check Point Harmony Email"}, {"id": "mai-20260917-0922-baseline|c102-l5|xai-small|Check Point Harmony Email", "prompt": "c102-l5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Check Point Harmony Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Check Point Harmony Email, CrowdStrike Falcon"}, {"id": "mai-20260917-0922-baseline|c102-l5|xai-small|CrowdStrike Falcon", "prompt": "c102-l5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CrowdStrike Falcon, Cisco Secure Email"}, {"id": "mai-20260917-0922-baseline|c102-l5|xai-small|Cisco Secure Email", "prompt": "c102-l5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Cisco Secure Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cisco Secure Email, Barracuda, Sophos"}, {"id": "mai-20260917-0922-baseline|c102-l5|xai-small|Barracuda", "prompt": "c102-l5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Barracuda, Sophos, Hornetsecurity"}, {"id": "mai-20260917-0922-baseline|c102-l5|xai-small|Sophos", "prompt": "c102-l5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Barracuda, Sophos, Hornetsecurity"}, {"id": "mai-20260917-0922-baseline|c102-l5|xai-small|Hornetsecurity", "prompt": "c102-l5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Hornetsecurity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Sophos, Hornetsecurity. All major ones support SSO/SAML and SOC 2 Type II."}, {"id": "mai-20260917-0922-baseline|c102-l6|alibaba-small|Barracuda Email Security Gateway", "prompt": "c102-l6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Barracuda Email Security Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "increasingly viewed as archaic by large enterprise standards... \"corrupted updates\" as a major failure point"}, {"id": "mai-20260917-0922-baseline|c102-l6|alibaba-small|Proofpoint", "prompt": "c102-l6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "large IT teams often warn others about its operational headaches... notoriously difficult to configure and manage"}, {"id": "mai-20260917-0922-baseline|c102-l6|alibaba-small|Abnormal Security", "prompt": "c102-l6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Abnormal Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "prioritize platforms like **Abnormal Security**, **IronScales**, or **Mimecast's newer behavioral modules**"}, {"id": "mai-20260917-0922-baseline|c102-l6|alibaba-small|IronScales", "prompt": "c102-l6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "IronScales", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "prioritize platforms like **Abnormal Security**, **IronScales**, or **Mimecast's newer behavioral modules**"}, {"id": "mai-20260917-0922-baseline|c102-l6|alibaba-small|Mimecast's newer behavioral modules", "prompt": "c102-l6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast's newer behavioral modules", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "prioritize platforms like **Abnormal Security**, **IronScales**, or **Mimecast's newer behavioral modules**"}, {"id": "mai-20260917-0922-baseline|c102-l6|anthropic-small|Cisco Secure Email Gateway", "prompt": "c102-l6", "model": "anthropic-small", "cat": "email-security", "variant": "negative", "raw": "Cisco Secure Email Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "CVE-2026-76461 is a pre-authentication SQL injection vulnerability in Cisco Secure Email Gateway that enables unauthenticated remote threat actors to execute arbitrary code as root"}, {"id": "mai-20260917-0922-baseline|c102-l6|anthropic-small|SmarterMail", "prompt": "c102-l6", "model": "anthropic-small", "cat": "email-security", "variant": "negative", "raw": "SmarterMail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Critical vulnerability CVE-2026-24423 was added to CISA's Known Exploited Vulnerabilities catalog on February 5, with exploitation ongoing since January 28"}, {"id": "mai-20260917-0922-baseline|c102-l6|anthropic-small|Exchange Server", "prompt": "c102-l6", "model": "anthropic-small", "cat": "email-security", "variant": "negative", "raw": "Exchange Server", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Microsoft released security updates in June 2026 for Exchange Server impacted by CVE-2026-42897"}, {"id": "mai-20260917-0922-baseline|c102-l6|challenger-small|Proofpoint", "prompt": "c102-l6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "enterprise-focused tools like **Proofpoint**, **Mimecast**, **Check Point**, **Abnormal**, and **Microsoft Defender for Office 365** are the recurring large-enterprise options"}, {"id": "mai-20260917-0922-baseline|c102-l6|challenger-small|Mimecast", "prompt": "c102-l6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "enterprise-focused tools like **Proofpoint**, **Mimecast** ... are the recurring large-enterprise options"}, {"id": "mai-20260917-0922-baseline|c102-l6|challenger-small|Check Point", "prompt": "c102-l6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Check Point Harmony Email** — Good API-based integration, but you should validate whether it covers your full enterprise needs"}, {"id": "mai-20260917-0922-baseline|c102-l6|challenger-small|Abnormal", "prompt": "c102-l6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Abnormal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Abnormal AI** — Strong for behavioral BEC ... the results frame it as a complementary layer rather than a full replacement"}, {"id": "mai-20260917-0922-baseline|c102-l6|challenger-small|Microsoft Defender for Office 365", "prompt": "c102-l6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the recurring large-enterprise options in the results"}, {"id": "mai-20260917-0922-baseline|c102-l6|challenger-small|MailWasher", "prompt": "c102-l6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "MailWasher", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "making it unsuitable as a primary control for a large enterprise"}, {"id": "mai-20260917-0922-baseline|c102-l6|challenger-small|SpamTitan", "prompt": "c102-l6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "SpamTitan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "better treated as a smaller-environment gateway than a broad enterprise platform"}, {"id": "mai-20260917-0922-baseline|c102-l6|challenger-small|Trustifi", "prompt": "c102-l6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Trustifi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "signals MSP-oriented packaging rather than a default fit for a large enterprise security stack"}, {"id": "mai-20260917-0922-baseline|c102-l6|challenger-small|Guardz", "prompt": "c102-l6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Guardz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "positions it for smaller operational environments and unified SMB-style stacks, not large regulated enterprises"}, {"id": "mai-20260917-0922-baseline|c102-l6|challenger-small|Mailfence", "prompt": "c102-l6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Mailfence", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "not as enterprise email security platforms for complex mail flows, archiving, and layered threat defense"}, {"id": "mai-20260917-0922-baseline|c102-l6|challenger-small|Proton Mail", "prompt": "c102-l6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Proton Mail", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "not as enterprise email security platforms for complex mail flows, archiving, and layered threat defense"}, {"id": "mai-20260917-0922-baseline|c102-l6|challenger-small|Tuta", "prompt": "c102-l6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Tuta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "not as enterprise email security platforms for complex mail flows, archiving, and layered threat defense"}, {"id": "mai-20260917-0922-baseline|c102-l6|challenger-small|Cisco Secure Email", "prompt": "c102-l6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Cisco Secure Email", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "it is not emphasized as a top default in the large-enterprise shortlists here, so it warrants comparison"}, {"id": "mai-20260917-0922-baseline|c102-l6|challenger-small|Material Security", "prompt": "c102-l6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Material Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "position them more as targeted behavioral or remediation layers than universal enterprise primary platforms"}, {"id": "mai-20260917-0922-baseline|c102-l6|challenger-small|IRONSCALES", "prompt": "c102-l6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "IRONSCALES", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "position them more as targeted behavioral or remediation layers than universal enterprise primary platforms"}, {"id": "mai-20260917-0922-baseline|c102-l6|deepseek-small|Mimecast", "prompt": "c102-l6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Mimecast** | **Cautious** | Historical NOBELIUM compromise + high cost + PE ownership complexity."}, {"id": "mai-20260917-0922-baseline|c102-l6|deepseek-small|Barracuda (Email Security Gateway - ESG)", "prompt": "c102-l6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Barracuda (Email Security Gateway - ESG)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Barracuda (ESG)** | **Avoid** | Hardware was literally compromised by CVE-2023-2868"}, {"id": "mai-20260917-0922-baseline|c102-l6|deepseek-small|Cisco Email Security Appliance (ESA)", "prompt": "c102-l6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Cisco Email Security Appliance (ESA)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Cisco ESA / Symantec** | **Avoid** | Legacy, on-prem, unmanageable for cloud-first scale."}, {"id": "mai-20260917-0922-baseline|c102-l6|deepseek-small|Symantec/Broadcom Email Security", "prompt": "c102-l6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Symantec/Broadcom Email Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Cisco ESA / Symantec** | **Avoid** | Legacy, on-prem, unmanageable for cloud-first scale."}, {"id": "mai-20260917-0922-baseline|c102-l6|deepseek-small|Microsoft Defender for Office 365 (MDO)", "prompt": "c102-l6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Defender for Office 365 (MDO)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Microsoft MDO (standalone)** | **Cautious** | Acceptable as a baseline, but you will get breached if it is your only layer."}, {"id": "mai-20260917-0922-baseline|c102-l6|deepseek-small|Google Workspace", "prompt": "c102-l6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Native Microsoft 365 (MDO) and Google Workspace defaults as a *standalone* solution... Never rely on native controls alone."}, {"id": "mai-20260917-0922-baseline|c102-l6|deepseek-small|Proofpoint", "prompt": "c102-l6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Proofpoint, Abnormal, and others regularly document that customers who run MDO alone experience significant gaps"}, {"id": "mai-20260917-0922-baseline|c102-l6|deepseek-small|Abnormal Security", "prompt": "c102-l6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Abnormal Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Abnormal / Darktrace / Sublime** | **Cautious** | Validate false positive rates in POC."}, {"id": "mai-20260917-0922-baseline|c102-l6|deepseek-small|Darktrace EMAIL", "prompt": "c102-l6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Darktrace EMAIL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Abnormal / Darktrace / Sublime** | **Cautious** | Validate false positive rates in POC."}, {"id": "mai-20260917-0922-baseline|c102-l6|deepseek-small|Sublime Security", "prompt": "c102-l6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Sublime Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Abnormal / Darktrace / Sublime** | **Cautious** | Validate false positive rates in POC."}, {"id": "mai-20260917-0922-baseline|c102-l6|deepseek-small|Tessian", "prompt": "c102-l6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Tessian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Tessian was acquired by Proofpoint**"}, {"id": "mai-20260917-0922-baseline|c102-l6|deepseek-small|Fortra (formerly HelpSystems) / Agari", "prompt": "c102-l6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Fortra (formerly HelpSystems) / Agari", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**Fortra / Agari** | **Avoid** | Low NPS, weak core detection, and lack of market momentum."}, {"id": "mai-20260917-0922-baseline|c102-l6|google-small|Symantec Email Security.cloud (formerly MessageLabs)", "prompt": "c102-l6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Symantec Email Security.cloud (formerly MessageLabs)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "It is widely viewed in the industry as a legacy asset experiencing declining innovation."}, {"id": "mai-20260917-0922-baseline|c102-l6|google-small|Cisco Secure Email Gateway (formerly IronPort)", "prompt": "c102-l6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Cisco Secure Email Gateway (formerly IronPort)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Organizations relying on these gateways face high-maintenance patching overhead and increased zero-day exposure."}, {"id": "mai-20260917-0922-baseline|c102-l6|google-small|Microsoft 365 (Exchange Online Protection - EOP)", "prompt": "c102-l6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft 365 (Exchange Online Protection - EOP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "relying on the **basic/standard native tiers** is highly risky"}, {"id": "mai-20260917-0922-baseline|c102-l6|google-small|Google Workspace", "prompt": "c102-l6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "relying on the **basic/standard native tiers** is highly risky"}, {"id": "mai-20260917-0922-baseline|c102-l6|google-small|Abnormal Security", "prompt": "c102-l6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Abnormal Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Platforms like *Abnormal Security, Check Point Avanan, Ironscales, or Material Security* integrate directly inside your cloud email tenant via APIs."}, {"id": "mai-20260917-0922-baseline|c102-l6|google-small|Check Point Avanan", "prompt": "c102-l6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Check Point Avanan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Platforms like *Abnormal Security, Check Point Avanan, Ironscales, or Material Security* integrate directly inside your cloud email tenant via APIs."}, {"id": "mai-20260917-0922-baseline|c102-l6|google-small|Ironscales", "prompt": "c102-l6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Ironscales", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Platforms like *Abnormal Security, Check Point Avanan, Ironscales, or Material Security* integrate directly inside your cloud email tenant via APIs."}, {"id": "mai-20260917-0922-baseline|c102-l6|google-small|Material Security", "prompt": "c102-l6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Material Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Platforms like *Abnormal Security, Check Point Avanan, Ironscales, or Material Security* integrate directly inside your cloud email tenant via APIs."}, {"id": "mai-20260917-0922-baseline|c102-l6|minimax-small|Microsoft 365", "prompt": "c102-l6", "model": "minimax-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Microsoft 365**: 43-52% of email-related breaches"}, {"id": "mai-20260917-0922-baseline|c102-l6|minimax-small|Proofpoint", "prompt": "c102-l6", "model": "minimax-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Proofpoint**: Score 18/25, under KKR ownership"}, {"id": "mai-20260917-0922-baseline|c102-l6|minimax-small|Barracuda", "prompt": "c102-l6", "model": "minimax-small", "cat": "email-security", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Critical vulnerability (CVE-2023-2868)**: This was so severe CISA issued an unprecedented hardware-replacement advisory"}, {"id": "mai-20260917-0922-baseline|c102-l6|minimax-small|Mimecast", "prompt": "c102-l6", "model": "minimax-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Mimecast**: Score 16/25, under UK Permira ownership"}, {"id": "mai-20260917-0922-baseline|c102-l6|minimax-small|Google Workspace", "prompt": "c102-l6", "model": "minimax-small", "cat": "email-security", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Even Google Workspace appeared in 3% of breaches"}, {"id": "mai-20260917-0922-baseline|c102-l6|mistral-small|Barracuda Email Security Gateway (ESG)", "prompt": "c102-l6", "model": "mistral-small", "cat": "email-security", "variant": "negative", "raw": "Barracuda Email Security Gateway (ESG)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Barracuda ESG should be avoided or replaced due to the severity of its known compromises."}, {"id": "mai-20260917-0922-baseline|c102-l6|mistral-small|Mimecast", "prompt": "c102-l6", "model": "mistral-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Mimecast and Cisco Secure Email should be approached with caution"}, {"id": "mai-20260917-0922-baseline|c102-l6|mistral-small|Cisco Secure Email Gateway", "prompt": "c102-l6", "model": "mistral-small", "cat": "email-security", "variant": "negative", "raw": "Cisco Secure Email Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Mimecast and Cisco Secure Email should be approached with caution"}, {"id": "mai-20260917-0922-baseline|c102-l6|mistral-small|Proofpoint", "prompt": "c102-l6", "model": "mistral-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Many leading email security vendors (Proofpoint, Mimecast, Barracuda, Cisco) are US-based ... subject to the CLOUD Act"}, {"id": "mai-20260917-0922-baseline|c102-l6|moonshot-small|Barracuda Email Security Gateway (ESG) Appliances", "prompt": "c102-l6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Barracuda Email Security Gateway (ESG) Appliances", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is the clearest \"avoid\" recommendation.... they should be considered a **high-risk legacy asset** and replaced rather than patched."}, {"id": "mai-20260917-0922-baseline|c102-l6|moonshot-small|Proofpoint", "prompt": "c102-l6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Link-wrapping exploitation... High cost and complexity: Described as \"ridiculously expensive\""}, {"id": "mai-20260917-0922-baseline|c102-l6|moonshot-small|Mimecast", "prompt": "c102-l6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Common enterprise complaints include: Operational drag... UI and support issues"}, {"id": "mai-20260917-0922-baseline|c102-l6|moonshot-small|Cisco Secure Email", "prompt": "c102-l6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Cisco Secure Email", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "exercise caution with: Proofpoint (US/Delaware), Cisco Secure Email (US/Delaware)"}, {"id": "mai-20260917-0922-baseline|c102-l6|moonshot-small|Microsoft Native Email Security Alone", "prompt": "c102-l6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Native Email Security Alone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Microsoft 365's built-in protections should not be your sole defense."}, {"id": "mai-20260917-0922-baseline|c102-l6|moonshot-small|Abnormal", "prompt": "c102-l6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Abnormal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Hybrid approach:** SEG + API-based ICES (e.g., Abnormal, Tessian, Material Security)"}, {"id": "mai-20260917-0922-baseline|c102-l6|moonshot-small|Tessian", "prompt": "c102-l6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Tessian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SEG + API-based ICES (e.g., Abnormal, Tessian, Material Security)"}, {"id": "mai-20260917-0922-baseline|c102-l6|moonshot-small|Material Security", "prompt": "c102-l6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Material Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SEG + API-based ICES (e.g., Abnormal, Tessian, Material Security)"}, {"id": "mai-20260917-0922-baseline|c102-l6|xai-small|Proofpoint", "prompt": "c102-l6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Proofpoint** | High cost, steep admin learning curve, outsourced support (still effective)."}, {"id": "mai-20260917-0922-baseline|c102-l6|xai-small|Mimecast", "prompt": "c102-l6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Mimecast**  | Clunky UI, support delays, abuse mailbox overload despite low claims (At-Bay)."}, {"id": "mai-20260917-0922-baseline|c102-l6|xai-small|Abnormal Security", "prompt": "c102-l6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Layer gateway (e.g., Proofpoint) + behavioral AI (e.g., Abnormal) for 99%+ efficacy"}, {"id": "mai-20260917-0922-baseline|c102-l6|xai-small|Check Point", "prompt": "c102-l6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leaders like Proofpoint, Mimecast, Abnormal Security, Check Point, Trend Micro... generally perform well"}, {"id": "mai-20260917-0922-baseline|c102-l6|xai-small|Trend Micro", "prompt": "c102-l6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leaders like Proofpoint, Mimecast, Abnormal Security, Check Point, Trend Micro, and KnowBe4/Egress"}, {"id": "mai-20260917-0922-baseline|c102-l6|xai-small|KnowBe4/Egress", "prompt": "c102-l6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "KnowBe4/Egress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "KnowBe4/Egress (per Gartner's 2024 Magic Quadrant for Email Security Platforms) generally perform well"}, {"id": "mai-20260917-0922-baseline|c102-l6|xai-small|Barracuda Email Protection", "prompt": "c102-l6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Lower detection efficacy in benchmarks... Better suited for SMBs than massive scale"}, {"id": "mai-20260917-0922-baseline|c102-l6|xai-small|Acronis", "prompt": "c102-l6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "vs. competitors like Acronis at 122/200"}, {"id": "mai-20260917-0922-baseline|c102-l6|xai-small|Microsoft Defender for Office 365", "prompt": "c102-l6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "consistent under-detection of targeted attacks... Avoid if: Sole reliance without supplementation"}, {"id": "mai-20260917-0922-baseline|c102-l6|xai-small|Symantec Email Security.cloud (Broadcom)", "prompt": "c102-l6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Symantec Email Security.cloud (Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Lags in innovation... user reviews cite high false positives (forcing disables, leading to breaches)"}, {"id": "mai-20260917-0922-baseline|c102-l6|xai-small|Darktrace", "prompt": "c102-l6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Darktrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Darktrace excels in anomaly detection but may lack full gateway breadth"}, {"id": "mai-20260917-0922-baseline|c102-l6|xai-small|Hornetsecurity", "prompt": "c102-l6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Hornetsecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Hornetsecurity suits EU compliance but trails globally"}, {"id": "mai-20260917-0922-baseline|c102-l6|xai-small|Cisco Secure Email", "prompt": "c102-l6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Cisco Secure Email", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Gartner 2024 MQ places them outside Leaders: narrower focus, weaker execution/vision, or scale issues"}, {"id": "mai-20260917-0922-baseline|c102-m1|alibaba-small|Microsoft Defender for Office 365", "prompt": "c102-m1", "model": "alibaba-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your organization already uses Microsoft 365 ... this is usually the default and most cost-effective choice."}, {"id": "mai-20260917-0922-baseline|c102-m1|alibaba-small|Proofpoint", "prompt": "c102-m1", "model": "alibaba-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose **Proofpoint** if complex data leakage prevention is key"}, {"id": "mai-20260917-0922-baseline|c102-m1|alibaba-small|Mimecast", "prompt": "c102-m1", "model": "alibaba-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Mimecast** if uptime is your #1 priority"}, {"id": "mai-20260917-0922-baseline|c102-m1|alibaba-small|Abnormal Security", "prompt": "c102-m1", "model": "alibaba-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Add **Abnormal Security** only if you are specifically worried about wire fraud/phishing."}, {"id": "mai-20260917-0922-baseline|c102-m1|alibaba-small|Barracuda Email Security", "prompt": "c102-m1", "model": "alibaba-small", "cat": "email-security", "variant": "direct", "raw": "Barracuda Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want the safest bang-for-buck: Go with **Barracuda**."}, {"id": "mai-20260917-0922-baseline|c102-m1|alibaba-small|IronScales", "prompt": "c102-m1", "model": "alibaba-small", "cat": "email-security", "variant": "direct", "raw": "IronScales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Go with **Abnormal Security** or **IronScales**."}, {"id": "mai-20260917-0922-baseline|c102-m1|anthropic-small|Barracuda Email Protection", "prompt": "c102-m1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "has solidified its position as the top choice for mid-sized enterprises"}, {"id": "mai-20260917-0922-baseline|c102-m1|anthropic-small|Abnormal Security", "prompt": "c102-m1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "lead behavioral BEC defense for mid-market estates of 250 to 1,500 users"}, {"id": "mai-20260917-0922-baseline|c102-m1|anthropic-small|Check Point Harmony Email", "prompt": "c102-m1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "Check Point Harmony Email", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "lead behavioral BEC defense for mid-market estates of 250 to 1,500 users"}, {"id": "mai-20260917-0922-baseline|c102-m1|anthropic-small|IRONSCALES", "prompt": "c102-m1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The mid-market tier also includes **IRONSCALES**"}, {"id": "mai-20260917-0922-baseline|c102-m1|anthropic-small|TitanHQ SpamTitan", "prompt": "c102-m1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "TitanHQ SpamTitan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**TitanHQ SpamTitan**, and **Coro Cybersecurity**"}, {"id": "mai-20260917-0922-baseline|c102-m1|anthropic-small|Coro Cybersecurity", "prompt": "c102-m1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "Coro Cybersecurity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "offer AI-driven behavioral detection through to straightforward gateway filtering at more accessible price points"}, {"id": "mai-20260917-0922-baseline|c102-m1|anthropic-small|Proofpoint", "prompt": "c102-m1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "priced and configured for enterprise environments with significant operational complexity and generally positioned above SMB budgets"}, {"id": "mai-20260917-0922-baseline|c102-m1|challenger-small|Mimecast", "prompt": "c102-m1", "model": "challenger-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Mimecast**"}, {"id": "mai-20260917-0922-baseline|c102-m1|challenger-small|Proofpoint", "prompt": "c102-m1", "model": "challenger-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Proofpoint** is the most consistently cited alternative for **sophisticated BEC, impersonation, and advanced email threats**"}, {"id": "mai-20260917-0922-baseline|c102-m1|challenger-small|Abnormal Security", "prompt": "c102-m1", "model": "challenger-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Often recommended for behavioral detection and identity-centric attacks."}, {"id": "mai-20260917-0922-baseline|c102-m1|challenger-small|Barracuda", "prompt": "c102-m1", "model": "challenger-small", "cat": "email-security", "variant": "direct", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Combines security with incident response and cloud backup, with resilience emphasis."}, {"id": "mai-20260917-0922-baseline|c102-m1|challenger-small|Ironscales", "prompt": "c102-m1", "model": "challenger-small", "cat": "email-security", "variant": "direct", "raw": "Ironscales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Commonly positioned for smaller-to-mid-size organizations with strong phishing protection."}, {"id": "mai-20260917-0922-baseline|c102-m1|deepseek-small|Proofpoint", "prompt": "c102-m1", "model": "deepseek-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "lean toward **Proofpoint** for its deepest detection and compliance features"}, {"id": "mai-20260917-0922-baseline|c102-m1|deepseek-small|Mimecast", "prompt": "c102-m1", "model": "deepseek-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best total cost of ownership in mid-market, combines filtering with continuity/archiving"}, {"id": "mai-20260917-0922-baseline|c102-m1|deepseek-small|Barracuda Email Protection", "prompt": "c102-m1", "model": "deepseek-small", "cat": "email-security", "variant": "direct", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Barracuda Email Protection** is the most-cited single platform for mid-market"}, {"id": "mai-20260917-0922-baseline|c102-m1|deepseek-small|Abnormal", "prompt": "c102-m1", "model": "deepseek-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Layer an API-native platform (Avanan, Abnormal, or IRONSCALES) on top"}, {"id": "mai-20260917-0922-baseline|c102-m1|deepseek-small|Avanan/Check Point", "prompt": "c102-m1", "model": "deepseek-small", "cat": "email-security", "variant": "direct", "raw": "Avanan/Check Point", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Layer an API-native platform (Avanan, Abnormal, or IRONSCALES) on top"}, {"id": "mai-20260917-0922-baseline|c102-m1|deepseek-small|IRONSCALES", "prompt": "c102-m1", "model": "deepseek-small", "cat": "email-security", "variant": "direct", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Layer an API-native platform (Avanan, Abnormal, or IRONSCALES) on top"}, {"id": "mai-20260917-0922-baseline|c102-m1|deepseek-small|Microsoft Defender for Office 365", "prompt": "c102-m1", "model": "deepseek-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Start with Microsoft Defender for Office 365 as your baseline ... but it still leaves consistent gaps in BEC"}, {"id": "mai-20260917-0922-baseline|c102-m1|google-small|Avanan (Check Point Harmony Email & Collaboration)", "prompt": "c102-m1", "model": "google-small", "cat": "email-security", "variant": "direct", "raw": "Avanan (Check Point Harmony Email & Collaboration)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Mid-Market B2B**"}, {"id": "mai-20260917-0922-baseline|c102-m1|google-small|Abnormal Security", "prompt": "c102-m1", "model": "google-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the absolute **highest level of defense** ... go with **Abnormal Security**."}, {"id": "mai-20260917-0922-baseline|c102-m1|google-small|Ironscales", "prompt": "c102-m1", "model": "google-small", "cat": "email-security", "variant": "direct", "raw": "Ironscales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Cost-Efficiency and Integrated Phishing Simulations**"}, {"id": "mai-20260917-0922-baseline|c102-m1|google-small|Sophos Email", "prompt": "c102-m1", "model": "google-small", "cat": "email-security", "variant": "direct", "raw": "Sophos Email", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Unified Security Stack Consolidation**"}, {"id": "mai-20260917-0922-baseline|c102-m1|google-small|Sublime Security", "prompt": "c102-m1", "model": "google-small", "cat": "email-security", "variant": "direct", "raw": "Sublime Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for Technically Advanced IT Teams (Detection-as-Code)**"}, {"id": "mai-20260917-0922-baseline|c102-m1|meta-small|Barracuda Email Protection", "prompt": "c102-m1", "model": "meta-small", "cat": "email-security", "variant": "direct", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best email security platform for a mid-market B2B company is Barracuda Email Protection"}, {"id": "mai-20260917-0922-baseline|c102-m1|meta-small|Proofpoint Essentials", "prompt": "c102-m1", "model": "meta-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Proofpoint Essentials, IRONSCALES, and SpamTitan."}, {"id": "mai-20260917-0922-baseline|c102-m1|meta-small|IRONSCALES", "prompt": "c102-m1", "model": "meta-small", "cat": "email-security", "variant": "direct", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Proofpoint Essentials, IRONSCALES, and SpamTitan."}, {"id": "mai-20260917-0922-baseline|c102-m1|meta-small|SpamTitan", "prompt": "c102-m1", "model": "meta-small", "cat": "email-security", "variant": "direct", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Proofpoint Essentials, IRONSCALES, and SpamTitan."}, {"id": "mai-20260917-0922-baseline|c102-m1|minimax-small|Proofpoint Core Email Protection", "prompt": "c102-m1", "model": "minimax-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Core Email Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Microsoft Defender for Office 365** if you're on M365, or **Proofpoint Core Email Protection** if you need more advanced features"}, {"id": "mai-20260917-0922-baseline|c102-m1|minimax-small|Microsoft Defender for Office 365", "prompt": "c102-m1", "model": "minimax-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Microsoft Defender for Office 365** if you're on M365"}, {"id": "mai-20260917-0922-baseline|c102-m1|minimax-small|Mimecast Advanced Email Security", "prompt": "c102-m1", "model": "minimax-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast Advanced Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Proofpoint or Mimecast for more robust requirements"}, {"id": "mai-20260917-0922-baseline|c102-m1|minimax-small|Abnormal Security", "prompt": "c102-m1", "model": "minimax-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern AI-driven approach to threat detection... Growing popularity in mid-market segment"}, {"id": "mai-20260917-0922-baseline|c102-m1|mistral-small|Proofpoint Essentials", "prompt": "c102-m1", "model": "mistral-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Proofpoint Essentials** and **Barracuda Email Protection** are top recommendations due to their balance of advanced features, scalability, and value."}, {"id": "mai-20260917-0922-baseline|c102-m1|mistral-small|Barracuda Email Protection", "prompt": "c102-m1", "model": "mistral-small", "cat": "email-security", "variant": "direct", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Proofpoint Essentials** and **Barracuda Email Protection** are top recommendations"}, {"id": "mai-20260917-0922-baseline|c102-m1|mistral-small|Abnormal AI", "prompt": "c102-m1", "model": "mistral-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prioritize AI-driven threat detection, consider **Abnormal AI**."}, {"id": "mai-20260917-0922-baseline|c102-m1|mistral-small|Mimecast Advanced Email Security", "prompt": "c102-m1", "model": "mistral-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast Advanced Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Microsoft 365 environments, **Barracuda** and **Mimecast** are especially strong choices."}, {"id": "mai-20260917-0922-baseline|c102-m1|mistral-small|IRONSCALES", "prompt": "c102-m1", "model": "mistral-small", "cat": "email-security", "variant": "direct", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "IRONSCALES is a solid option for mid-market companies seeking a user-friendly, effective solution."}, {"id": "mai-20260917-0922-baseline|c102-m1|moonshot-small|IRONSCALES", "prompt": "c102-m1", "model": "moonshot-small", "cat": "email-security", "variant": "direct", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start by evaluating **IRONSCALES** or **Abnormal Security** if you're using Microsoft 365 or Google Workspace"}, {"id": "mai-20260917-0922-baseline|c102-m1|moonshot-small|Barracuda Email Protection", "prompt": "c102-m1", "model": "moonshot-small", "cat": "email-security", "variant": "direct", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Barracuda** or **Mimecast** are solid mid-market choices"}, {"id": "mai-20260917-0922-baseline|c102-m1|moonshot-small|Mimecast", "prompt": "c102-m1", "model": "moonshot-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Low Total Cost of Ownership: Mimecast"}, {"id": "mai-20260917-0922-baseline|c102-m1|moonshot-small|Abnormal Security", "prompt": "c102-m1", "model": "moonshot-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start by evaluating **IRONSCALES** or **Abnormal Security**"}, {"id": "mai-20260917-0922-baseline|c102-m1|moonshot-small|Proofpoint", "prompt": "c102-m1", "model": "moonshot-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More enterprise-oriented; may be overkill and over-budget for typical mid-market needs."}, {"id": "mai-20260917-0922-baseline|c102-m1|moonshot-small|Microsoft Defender for Office 365", "prompt": "c102-m1", "model": "moonshot-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "using Microsoft Defender for Office 365 (or Google Workspace native controls) as a baseline"}, {"id": "mai-20260917-0922-baseline|c102-m1|openai-small|Microsoft Defender for Office 365", "prompt": "c102-m1", "model": "openai-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best default choice is usually Microsoft Defender for Office 365 if you're already on Microsoft 365**"}, {"id": "mai-20260917-0922-baseline|c102-m1|openai-small|Proofpoint", "prompt": "c102-m1", "model": "openai-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Proofpoint** is the strongest alternative if you need a more specialized, layered email-security stack"}, {"id": "mai-20260917-0922-baseline|c102-m1|openai-small|Mimecast", "prompt": "c102-m1", "model": "openai-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft, Proofpoint, Mimecast, and Abnormal are all in the current market set"}, {"id": "mai-20260917-0922-baseline|c102-m1|openai-small|Abnormal", "prompt": "c102-m1", "model": "openai-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft, Proofpoint, Mimecast, and Abnormal are all in the current market set"}, {"id": "mai-20260917-0922-baseline|c102-m1|xai-small|Proofpoint Email Protection", "prompt": "c102-m1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Email Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Proofpoint or Mimecast edge out for most mid-market B2B due to balance of protection and usability"}, {"id": "mai-20260917-0922-baseline|c102-m1|xai-small|Abnormal Security", "prompt": "c102-m1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI/behavioral focus catches advanced BEC/imposter attacks missed by traditional gateways"}, {"id": "mai-20260917-0922-baseline|c102-m1|xai-small|Mimecast Email Security", "prompt": "c102-m1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast Email Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Proofpoint or Mimecast edge out for most mid-market B2B due to balance of protection and usability"}, {"id": "mai-20260917-0922-baseline|c102-m1|xai-small|Microsoft Defender for Office 365", "prompt": "c102-m1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Weak on standalone advanced threats—layer with others if needed."}, {"id": "mai-20260917-0922-baseline|c102-m1|xai-small|Barracuda Email Protection", "prompt": "c102-m1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "All-in-one (security + M365 backup/continuity) at SMB/mid-market pricing"}, {"id": "mai-20260917-0922-baseline|c102-m1|xai-small|Check Point Harmony", "prompt": "c102-m1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Check Point Harmony", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Alternatives**: Check Point Harmony (top PeerSpot rating)"}, {"id": "mai-20260917-0922-baseline|c102-m1|xai-small|Sophos", "prompt": "c102-m1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sophos (if bundled ecosystem)"}, {"id": "mai-20260917-0922-baseline|c102-m1|xai-small|Avanan", "prompt": "c102-m1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Avanan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Avanan (AI overlay for ~$4/user/mo)"}, {"id": "mai-20260917-0922-baseline|c102-m1|zai-small|Mimecast", "prompt": "c102-m1", "model": "zai-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mimecast is widely considered the leader in the mid-market segment because it solves three problems at once"}, {"id": "mai-20260917-0922-baseline|c102-m1|zai-small|Barracuda Email Security", "prompt": "c102-m1", "model": "zai-small", "cat": "email-security", "variant": "direct", "raw": "Barracuda Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Value: Barracuda Email Security"}, {"id": "mai-20260917-0922-baseline|c102-m1|zai-small|Abnormal Security", "prompt": "c102-m1", "model": "zai-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Abnormal Security if you are worried specifically about advanced Business Email Compromise (BEC) attacks."}, {"id": "mai-20260917-0922-baseline|c102-m1|zai-small|Ironscales", "prompt": "c102-m1", "model": "zai-small", "cat": "email-security", "variant": "direct", "raw": "Ironscales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Cost-Effective Option: Ironscales"}, {"id": "mai-20260917-0922-baseline|c102-m1|zai-small|Egress (KnowBe4)", "prompt": "c102-m1", "model": "zai-small", "cat": "email-security", "variant": "direct", "raw": "Egress (KnowBe4)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The DLP & Compliance Choice: Egress (KnowBe4)"}, {"id": "mai-20260917-0922-baseline|c102-m1|zai-small|Proofpoint", "prompt": "c102-m1", "model": "zai-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "robust protection at a lower cost than Mimecast or Proofpoint"}, {"id": "mai-20260917-0922-baseline|c102-m2|alibaba-small|Proofpoint Essentials", "prompt": "c102-m2", "model": "alibaba-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Proofpoint Essentials**"}, {"id": "mai-20260917-0922-baseline|c102-m2|alibaba-small|Red Sift", "prompt": "c102-m2", "model": "alibaba-small", "cat": "email-security", "variant": "paraphrase", "raw": "Red Sift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative (Modern Choice): **Red Sift**"}, {"id": "mai-20260917-0922-baseline|c102-m2|alibaba-small|Vade Secure", "prompt": "c102-m2", "model": "alibaba-small", "cat": "email-security", "variant": "paraphrase", "raw": "Vade Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specialized Option (if using Microsoft 365): **Vade Secure**"}, {"id": "mai-20260917-0922-baseline|c102-m2|alibaba-small|KnowBe4", "prompt": "c102-m2", "model": "alibaba-small", "cat": "email-security", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use **KnowBe4** to run quarterly simulated phishing campaigns."}, {"id": "mai-20260917-0922-baseline|c102-m2|anthropic-small|IRONSCALES", "prompt": "c102-m2", "model": "anthropic-small", "cat": "email-security", "variant": "paraphrase", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the Best Overall Choice: IRONSCALES is an API-based email security platform"}, {"id": "mai-20260917-0922-baseline|c102-m2|anthropic-small|Microsoft 365", "prompt": "c102-m2", "model": "anthropic-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "sits at the mailbox level inside Microsoft 365 or Google Workspace"}, {"id": "mai-20260917-0922-baseline|c102-m2|anthropic-small|Google Workspace", "prompt": "c102-m2", "model": "anthropic-small", "cat": "email-security", "variant": "paraphrase", "raw": "Google Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "sits at the mailbox level inside Microsoft 365 or Google Workspace"}, {"id": "mai-20260917-0922-baseline|c102-m2|anthropic-small|Barracuda", "prompt": "c102-m2", "model": "anthropic-small", "cat": "email-security", "variant": "paraphrase", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Budget-Conscious Mid-Market Organizations: Barracuda provides cloud-based email security"}, {"id": "mai-20260917-0922-baseline|c102-m2|anthropic-small|Sophos", "prompt": "c102-m2", "model": "anthropic-small", "cat": "email-security", "variant": "paraphrase", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sophos provides an excellent ecosystem for SMBs who want their firewall and email to communicate."}, {"id": "mai-20260917-0922-baseline|c102-m2|challenger-small|Microsoft Defender for Office 365", "prompt": "c102-m2", "model": "challenger-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one default recommendation** without more context, I'd choose **Microsoft Defender for Office 365**"}, {"id": "mai-20260917-0922-baseline|c102-m2|challenger-small|Barracuda", "prompt": "c102-m2", "model": "challenger-small", "cat": "email-security", "variant": "paraphrase", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Barracuda** if you want a vendor-agnostic option with a simpler all-in-one package"}, {"id": "mai-20260917-0922-baseline|c102-m2|challenger-small|Abnormal Security", "prompt": "c102-m2", "model": "challenger-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Abnormal Security** is also a top contender because it focuses on behavioral AI detection for inbound mail"}, {"id": "mai-20260917-0922-baseline|c102-m2|deepseek-small|Microsoft Defender for Office 365", "prompt": "c102-m2", "model": "deepseek-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "should start with **Microsoft Defender for Office 365** as the baseline and add **IRONSCALES** as a phishing-specific layer"}, {"id": "mai-20260917-0922-baseline|c102-m2|deepseek-small|IRONSCALES", "prompt": "c102-m2", "model": "deepseek-small", "cat": "email-security", "variant": "paraphrase", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "add **IRONSCALES** as a phishing-specific layer with built-in security awareness training"}, {"id": "mai-20260917-0922-baseline|c102-m2|deepseek-small|Mimecast", "prompt": "c102-m2", "model": "deepseek-small", "cat": "email-security", "variant": "paraphrase", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mid-market, email continuity + security in one"}, {"id": "mai-20260917-0922-baseline|c102-m2|deepseek-small|Proofpoint", "prompt": "c102-m2", "model": "deepseek-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong gateway + advanced threat intel"}, {"id": "mai-20260917-0922-baseline|c102-m2|deepseek-small|Abnormal AI", "prompt": "c102-m2", "model": "deepseek-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Add a mailbox-level API tool like **IRONSCALES** or **Abnormal**"}, {"id": "mai-20260917-0922-baseline|c102-m2|deepseek-small|Barracuda", "prompt": "c102-m2", "model": "deepseek-small", "cat": "email-security", "variant": "paraphrase", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Affordable all-in-one for SMB/mid-market"}, {"id": "mai-20260917-0922-baseline|c102-m2|deepseek-small|TitanHQ", "prompt": "c102-m2", "model": "deepseek-small", "cat": "email-security", "variant": "paraphrase", "raw": "TitanHQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cost-effective gateway for smaller budgets"}, {"id": "mai-20260917-0922-baseline|c102-m2|google-small|legacy Proofpoint", "prompt": "c102-m2", "model": "google-small", "cat": "email-security", "variant": "paraphrase", "raw": "legacy Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional SEGs (like legacy Proofpoint or Mimecast setups) require rerouting your MX records, which is complex to manage and can disrupt mail flow."}, {"id": "mai-20260917-0922-baseline|c102-m2|google-small|Mimecast", "prompt": "c102-m2", "model": "google-small", "cat": "email-security", "variant": "paraphrase", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional SEGs (like legacy Proofpoint or Mimecast setups) require rerouting your MX records, which is complex to manage and can disrupt mail flow."}, {"id": "mai-20260917-0922-baseline|c102-m2|google-small|Check Point Harmony Email & Collaboration (formerly Avanan)", "prompt": "c102-m2", "model": "google-small", "cat": "email-security", "variant": "paraphrase", "raw": "Check Point Harmony Email & Collaboration (formerly Avanan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "It is widely considered one of the most effective tools on the market for stopping sophisticated phishing, malicious attachments, and compromised-account threats."}, {"id": "mai-20260917-0922-baseline|c102-m2|google-small|IRONSCALES", "prompt": "c102-m2", "model": "google-small", "cat": "email-security", "variant": "paraphrase", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose IRONSCALES if your IT team is stretched thin, you want a single pane of glass to automate phishing defense"}, {"id": "mai-20260917-0922-baseline|c102-m2|google-small|Abnormal Security (Abnormal AI)", "prompt": "c102-m2", "model": "google-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security (Abnormal AI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: Expensive. It carries a minimum contract threshold (usually $20k–$25k annually), which might price out smaller mid-sized companies."}, {"id": "mai-20260917-0922-baseline|c102-m2|meta-small|Trustmi", "prompt": "c102-m2", "model": "meta-small", "cat": "email-security", "variant": "paraphrase", "raw": "Trustmi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Trustmi's email security solution, which combines phishing and malware detection with backup, encryption, archiving, and user training."}, {"id": "mai-20260917-0922-baseline|c102-m2|meta-small|ControlD", "prompt": "c102-m2", "model": "meta-small", "cat": "email-security", "variant": "paraphrase", "raw": "ControlD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ControlD's recommended stack, which includes email security, DNS filtering, domain authentication, security awareness training, phishing simulation, and phishing-resistant MFA."}, {"id": "mai-20260917-0922-baseline|c102-m2|minimax-small|Check Point Email Security (formerly Avanan)", "prompt": "c102-m2", "model": "minimax-small", "cat": "email-security", "variant": "paraphrase", "raw": "Check Point Email Security (formerly Avanan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **Check Point Email Security (Avanan)** or **IRONSCALES** as top choices"}, {"id": "mai-20260917-0922-baseline|c102-m2|minimax-small|IRONSCALES", "prompt": "c102-m2", "model": "minimax-small", "cat": "email-security", "variant": "paraphrase", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "IRONSCALES specializes specifically in phishing protection for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c102-m2|minimax-small|Barracuda Email Protection", "prompt": "c102-m2", "model": "minimax-small", "cat": "email-security", "variant": "paraphrase", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: All-in-one suite with email continuity"}, {"id": "mai-20260917-0922-baseline|c102-m2|minimax-small|Abnormal Security", "prompt": "c102-m2", "model": "minimax-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: AI-driven behavioral analysis"}, {"id": "mai-20260917-0922-baseline|c102-m2|mistral-small|Mimecast", "prompt": "c102-m2", "model": "mistral-small", "cat": "email-security", "variant": "paraphrase", "raw": "Mimecast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mimecast** and **Proofpoint** are frequently cited as leaders for mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c102-m2|mistral-small|Proofpoint", "prompt": "c102-m2", "model": "mistral-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Mimecast** and **Proofpoint** are frequently cited as leaders for mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c102-m2|mistral-small|Microsoft Defender for Office 365", "prompt": "c102-m2", "model": "mistral-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is a strong choice if your company already uses Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c102-m2|mistral-small|Cisco Secure Email", "prompt": "c102-m2", "model": "mistral-small", "cat": "email-security", "variant": "paraphrase", "raw": "Cisco Secure Email", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another top contender, known for its high detection rates"}, {"id": "mai-20260917-0922-baseline|c102-m2|mistral-small|Barracuda Email Security Gateway", "prompt": "c102-m2", "model": "mistral-small", "cat": "email-security", "variant": "paraphrase", "raw": "Barracuda Email Security Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "also highly regarded for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c102-m2|mistral-small|Abnormal Security", "prompt": "c102-m2", "model": "mistral-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "also highly regarded for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c102-m2|moonshot-small|Abnormal Security", "prompt": "c102-m2", "model": "moonshot-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with: Abnormal Security or Barracuda for core protection"}, {"id": "mai-20260917-0922-baseline|c102-m2|moonshot-small|Mimecast", "prompt": "c102-m2", "model": "moonshot-small", "cat": "email-security", "variant": "paraphrase", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider: Mimecast if you're in a regulated industry"}, {"id": "mai-20260917-0922-baseline|c102-m2|moonshot-small|KnowBe4", "prompt": "c102-m2", "model": "moonshot-small", "cat": "email-security", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Add: KnowBe4 for security awareness training (if not bundled)"}, {"id": "mai-20260917-0922-baseline|c102-m2|moonshot-small|Barracuda Email Protection", "prompt": "c102-m2", "model": "moonshot-small", "cat": "email-security", "variant": "paraphrase", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with: Abnormal Security or Barracuda for core protection"}, {"id": "mai-20260917-0922-baseline|c102-m2|moonshot-small|Proofpoint", "prompt": "c102-m2", "model": "moonshot-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Proofpoint** | Enterprise-grade | Larger mid-market |"}, {"id": "mai-20260917-0922-baseline|c102-m2|openai-small|Microsoft Defender for Office 365", "prompt": "c102-m2", "model": "openai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Microsoft Defender for Office 365** if you’re already on Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c102-m2|openai-small|Proofpoint Threat Protection", "prompt": "c102-m2", "model": "openai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint Threat Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Proofpoint Threat Protection** if email security is your top priority and you want a more specialized best-of-breed layer"}, {"id": "mai-20260917-0922-baseline|c102-m2|openai-small|Mimecast", "prompt": "c102-m2", "model": "openai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side comparison of Microsoft Defender vs Proofpoint vs Mimecast"}, {"id": "mai-20260917-0922-baseline|c102-m2|xai-small|Proofpoint Essentials", "prompt": "c102-m2", "model": "xai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why Proofpoint Essentials as My #1 Pick?"}, {"id": "mai-20260917-0922-baseline|c102-m2|xai-small|Microsoft Defender for Office 365", "prompt": "c102-m2", "model": "xai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Proofpoint Essentials** or **Microsoft Defender for Office 365** as top email threat protection tools"}, {"id": "mai-20260917-0922-baseline|c102-m2|xai-small|Mimecast Email Security", "prompt": "c102-m2", "model": "xai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Mimecast Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Targeted threat protection, social graphing for BEC, 100% uptime SLA; Gartner Leader. Good for regulated B2B."}, {"id": "mai-20260917-0922-baseline|c102-m2|xai-small|Abnormal Security", "prompt": "c102-m2", "model": "xai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Behavioral AI excels at sophisticated attacks; Gartner Leader, top in SMB reviews"}, {"id": "mai-20260917-0922-baseline|c102-m2|xai-small|Barracuda Email Protection", "prompt": "c102-m2", "model": "xai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Affordable (~$4-7/user/mo). | Not a Gartner Leader."}, {"id": "mai-20260917-0922-baseline|c102-m2|zai-small|Microsoft Defender for Office 365", "prompt": "c102-m2", "model": "zai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're already on Microsoft 365 → Microsoft Defender for Office 365 - Best value when bundled with M365 Business Premium"}, {"id": "mai-20260917-0922-baseline|c102-m2|zai-small|Proofpoint Email Protection", "prompt": "c102-m2", "model": "zai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need deep BEC/impersonation protection and advanced threat intelligence → Proofpoint Email Protection"}, {"id": "mai-20260917-0922-baseline|c102-m2|zai-small|Barracuda Email Protection", "prompt": "c102-m2", "model": "zai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "all‑in‑one email security + backup + MSP‑friendly platform → Barracuda Email Protection"}, {"id": "mai-20260917-0922-baseline|c102-m2|zai-small|Mimecast", "prompt": "c102-m2", "model": "zai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you prioritize compliance, archiving, and 100% SLA protection → Mimecast"}, {"id": "mai-20260917-0922-baseline|c102-m2|zai-small|Abnormal AI", "prompt": "c102-m2", "model": "zai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some tools specialize in BEC (Proofpoint, Abnormal AI, IRONSCALES)"}, {"id": "mai-20260917-0922-baseline|c102-m2|zai-small|IRONSCALES", "prompt": "c102-m2", "model": "zai-small", "cat": "email-security", "variant": "paraphrase", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "IRONSCALES | SOC‑heavy teams, post‑delivery remediation"}, {"id": "mai-20260917-0922-baseline|c102-m2|zai-small|Darktrace EMAIL", "prompt": "c102-m2", "model": "zai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Darktrace EMAIL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Darktrace EMAIL | AI‑driven behavioral detection | Contact for quote"}, {"id": "mai-20260917-0922-baseline|c102-m3|alibaba-small|Microsoft Defender for Office 365", "prompt": "c102-m3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're on Microsoft 365 E5: Start with **Defender for Office 365**; it's often sufficient for most threats."}, {"id": "mai-20260917-0922-baseline|c102-m3|alibaba-small|Proofpoint", "prompt": "c102-m3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For heavy compliance/archival needs: Choose **Proofpoint** or **Mimecast**."}, {"id": "mai-20260917-0922-baseline|c102-m3|alibaba-small|Mimecast", "prompt": "c102-m3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For heavy compliance/archival needs: Choose **Proofpoint** or **Mimecast**."}, {"id": "mai-20260917-0922-baseline|c102-m3|alibaba-small|Abnormal Security", "prompt": "c102-m3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "To fight BEC/Accidental Hacking: Consider adding **Abnormal Security** or **IRONSCALES** for behavioral analysis."}, {"id": "mai-20260917-0922-baseline|c102-m3|alibaba-small|IRONSCALES", "prompt": "c102-m3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Combines defense with rigorous employee training and simulated phishing campaigns."}, {"id": "mai-20260917-0922-baseline|c102-m3|alibaba-small|Check Point Avanan", "prompt": "c102-m3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For pure cloud innovation & speed: Look at **Avanan** or **Abnormal**."}, {"id": "mai-20260917-0922-baseline|c102-m3|alibaba-small|Google Workspace Advanced Protection", "prompt": "c102-m3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Google Workspace Advanced Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Google Workspace Advanced Protection** (and other cloud-native providers)"}, {"id": "mai-20260917-0922-baseline|c102-m3|anthropic-small|IRONSCALES", "prompt": "c102-m3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The best email security solutions in 2026 are IRONSCALES, Check Point Avanan, Proofpoint, Abnormal AI, Mimecast, Barracuda, SpamTitan, and Microsoft Defender for Office 365."}, {"id": "mai-20260917-0922-baseline|c102-m3|anthropic-small|Check Point Avanan", "prompt": "c102-m3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Check Point offers a modern approach for those who want deep API integration into the Microsoft suite."}, {"id": "mai-20260917-0922-baseline|c102-m3|anthropic-small|Proofpoint", "prompt": "c102-m3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Proofpoint and Mimecast remain reasonable choices for massive enterprises requiring absolute granularity and compliance controls."}, {"id": "mai-20260917-0922-baseline|c102-m3|anthropic-small|Abnormal AI", "prompt": "c102-m3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Abnormal Security builds behavioral baselines for every employee and vendor relationship, flagging deviations that indicate BEC"}, {"id": "mai-20260917-0922-baseline|c102-m3|anthropic-small|Mimecast", "prompt": "c102-m3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Proofpoint and Mimecast remain reasonable choices for massive enterprises"}, {"id": "mai-20260917-0922-baseline|c102-m3|anthropic-small|Barracuda", "prompt": "c102-m3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Barracuda Email Protection has solidified its position as the top choice for mid-sized enterprises"}, {"id": "mai-20260917-0922-baseline|c102-m3|anthropic-small|SpamTitan", "prompt": "c102-m3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "SpamTitan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Barracuda, SpamTitan, and Microsoft Defender for Office 365"}, {"id": "mai-20260917-0922-baseline|c102-m3|anthropic-small|Microsoft Defender for Office 365", "prompt": "c102-m3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SpamTitan, and Microsoft Defender for Office 365"}, {"id": "mai-20260917-0922-baseline|c102-m3|anthropic-small|Sophos", "prompt": "c102-m3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Sophos provides an excellent ecosystem for SMBs who want their firewall and email to communicate."}, {"id": "mai-20260917-0922-baseline|c102-m3|challenger-small|Proofpoint", "prompt": "c102-m3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Proofpoint** is strongest when you want a **full enterprise email-security stack**"}, {"id": "mai-20260917-0922-baseline|c102-m3|challenger-small|Microsoft Defender for Office 365", "prompt": "c102-m3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "strongest when you are already in **Microsoft 365** and want integrated protection with minimal friction"}, {"id": "mai-20260917-0922-baseline|c102-m3|challenger-small|Mimecast", "prompt": "c102-m3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Mimecast** stands out for **email continuity** and broader email governance features"}, {"id": "mai-20260917-0922-baseline|c102-m3|challenger-small|Check Point Email Security (Avanan)", "prompt": "c102-m3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point Email Security (Avanan)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a strong **cloud-native overlay** for M365 and Google Workspace"}, {"id": "mai-20260917-0922-baseline|c102-m3|challenger-small|Abnormal AI", "prompt": "c102-m3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "especially known for **behavior-based detection of BEC and account takeover**"}, {"id": "mai-20260917-0922-baseline|c102-m3|challenger-small|Barracuda", "prompt": "c102-m3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "often chosen when buyers care about **deployment flexibility**"}, {"id": "mai-20260917-0922-baseline|c102-m3|challenger-small|Cisco Secure Email", "prompt": "c102-m3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Cisco Secure Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Large enterprises needing flexible deployment"}, {"id": "mai-20260917-0922-baseline|c102-m3|challenger-small|Trend Micro Email Security", "prompt": "c102-m3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Trend Micro Email Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good coverage for phishing, BEC, ransomware, malicious files"}, {"id": "mai-20260917-0922-baseline|c102-m3|challenger-small|IRONSCALES", "prompt": "c102-m3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-driven phishing defense plus awareness training"}, {"id": "mai-20260917-0922-baseline|c102-m3|challenger-small|Fortinet FortiMail", "prompt": "c102-m3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Fortinet FortiMail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Flexible on-prem/cloud/hybrid deployment"}, {"id": "mai-20260917-0922-baseline|c102-m3|deepseek-small|Proofpoint", "prompt": "c102-m3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Proofpoint** for the deepest threat coverage in high-risk, compliance-heavy, regulated environments."}, {"id": "mai-20260917-0922-baseline|c102-m3|deepseek-small|Mimecast", "prompt": "c102-m3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Mimecast** for operational simplicity, email archiving/continuity, and a low total cost of ownership in the mid-market."}, {"id": "mai-20260917-0922-baseline|c102-m3|deepseek-small|Abnormal Security", "prompt": "c102-m3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Abnormal** if BEC/account-takeover detection ... is your top priority"}, {"id": "mai-20260917-0922-baseline|c102-m3|deepseek-small|Microsoft Defender for Office 365", "prompt": "c102-m3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Microsoft Defender** if you're already deep in the Microsoft 365 ecosystem"}, {"id": "mai-20260917-0922-baseline|c102-m3|deepseek-small|Google Workspace (Cloud Email Security)", "prompt": "c102-m3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Google Workspace (Cloud Email Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Google/Barracuda** for cost-conscious, native or value-oriented deployments."}, {"id": "mai-20260917-0922-baseline|c102-m3|deepseek-small|Barracuda Email Security Gateway", "prompt": "c102-m3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda Email Security Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong value proposition vs. Mimecast with more automation and faster response ... Good mid-market option."}, {"id": "mai-20260917-0922-baseline|c102-m3|deepseek-small|Check Point (Avanan)", "prompt": "c102-m3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point (Avanan)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "cloud email security with strong integration across M365, Google, and collaboration/file-sharing apps"}, {"id": "mai-20260917-0922-baseline|c102-m3|deepseek-small|IRONSCALES", "prompt": "c102-m3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "cloud email security with human-risk / AI phishing detection, strong customer scores"}, {"id": "mai-20260917-0922-baseline|c102-m3|deepseek-small|Trend Micro", "prompt": "c102-m3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "established enterprise gateways"}, {"id": "mai-20260917-0922-baseline|c102-m3|deepseek-small|Cisco", "prompt": "c102-m3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "established enterprise gateways"}, {"id": "mai-20260917-0922-baseline|c102-m3|google-small|Proofpoint", "prompt": "c102-m3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Proofpoint is the market leader in traditional enterprise email security... Best For: Large enterprises and compliance-heavy industries"}, {"id": "mai-20260917-0922-baseline|c102-m3|google-small|Abnormal Security", "prompt": "c102-m3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Abnormal is a pioneer of the API-based behavioral AI approach... Superb at catching payloadless BEC"}, {"id": "mai-20260917-0922-baseline|c102-m3|google-small|Check Point Avanan / Harmony Email & Collaboration", "prompt": "c102-m3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point Avanan / Harmony Email & Collaboration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Avanan (acquired by Check Point) occupies a unique middle ground... Combines the ease of API setup with the pre-delivery security of a gateway."}, {"id": "mai-20260917-0922-baseline|c102-m3|google-small|Mimecast", "prompt": "c102-m3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mimecast has evolved to focus heavily on Human Risk Management (HRM)"}, {"id": "mai-20260917-0922-baseline|c102-m3|google-small|Microsoft Defender for Office 365", "prompt": "c102-m3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Defender is the most widely deployed email security platform in the world"}, {"id": "mai-20260917-0922-baseline|c102-m3|google-small|Sublime Security", "prompt": "c102-m3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "Sublime Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sublime is a rising star in the space that takes a \"detection-as-code\" approach."}, {"id": "mai-20260917-0922-baseline|c102-m3|meta-small|Abnormal AI", "prompt": "c102-m3", "model": "meta-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Abnormal AI is best for stopping BEC and vendor email compromise"}, {"id": "mai-20260917-0922-baseline|c102-m3|meta-small|Proofpoint", "prompt": "c102-m3", "model": "meta-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Proofpoint is best for enterprises that want one vendor for gateway, DLP, and threat intel"}, {"id": "mai-20260917-0922-baseline|c102-m3|meta-small|Microsoft Defender for Office 365", "prompt": "c102-m3", "model": "meta-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the default pick for organizations already running Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c102-m3|meta-small|Mimecast", "prompt": "c102-m3", "model": "meta-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top email security platforms include Abnormal AI, Proofpoint, Microsoft Defender for Office 365, Mimecast, and Material Security."}, {"id": "mai-20260917-0922-baseline|c102-m3|meta-small|Material Security", "prompt": "c102-m3", "model": "meta-small", "cat": "email-security", "variant": "comparative", "raw": "Material Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top email security platforms include Abnormal AI, Proofpoint, Microsoft Defender for Office 365, Mimecast, and Material Security."}, {"id": "mai-20260917-0922-baseline|c102-m3|minimax-small|Proofpoint", "prompt": "c102-m3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Proofpoint** remains the leader with the largest installed base and deepest threat intelligence"}, {"id": "mai-20260917-0922-baseline|c102-m3|minimax-small|Mimecast", "prompt": "c102-m3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Email gateway + continuity + archiving + security training in one console"}, {"id": "mai-20260917-0922-baseline|c102-m3|minimax-small|Barracuda", "prompt": "c102-m3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-conscious enterprises | Account takeover protection, automated incident response"}, {"id": "mai-20260917-0922-baseline|c102-m3|minimax-small|Cisco Secure Email", "prompt": "c102-m3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "Cisco Secure Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cisco ecosystem users | Integration with Cisco security suite, Talos threat intelligence"}, {"id": "mai-20260917-0922-baseline|c102-m3|minimax-small|Abnormal AI", "prompt": "c102-m3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI-first security approach | Advanced AI/ML detection, SOC 2 Type II, ISO 27001 certified"}, {"id": "mai-20260917-0922-baseline|c102-m3|minimax-small|Microsoft Defender for Office 365", "prompt": "c102-m3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For Microsoft 365 environments, **Defender for Office 365** provides strong native integration."}, {"id": "mai-20260917-0922-baseline|c102-m3|minimax-small|Sublime Security", "prompt": "c102-m3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "Sublime Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "organizations prioritizing control and detection iteration may prefer **Sublime Security** (API-first approach)"}, {"id": "mai-20260917-0922-baseline|c102-m3|mistral-small|Abnormal AI", "prompt": "c102-m3", "model": "mistral-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Stopping Business Email Compromise (BEC) and vendor email compromise that traditional gateways miss."}, {"id": "mai-20260917-0922-baseline|c102-m3|mistral-small|Proofpoint", "prompt": "c102-m3", "model": "mistral-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Large enterprises needing a single vendor for gateway, Data Loss Prevention (DLP), and threat intelligence."}, {"id": "mai-20260917-0922-baseline|c102-m3|mistral-small|Microsoft Defender for Office 365", "prompt": "c102-m3", "model": "mistral-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Organizations already using Microsoft 365 (M365) for baseline phishing and malware protection."}, {"id": "mai-20260917-0922-baseline|c102-m3|mistral-small|Mimecast", "prompt": "c102-m3", "model": "mistral-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Comprehensive email security with strong incident reduction and support."}, {"id": "mai-20260917-0922-baseline|c102-m3|mistral-small|IRONSCALES", "prompt": "c102-m3", "model": "mistral-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Cloud email security with a focus on ease of use and customer satisfaction."}, {"id": "mai-20260917-0922-baseline|c102-m3|mistral-small|Check Point Avanan", "prompt": "c102-m3", "model": "mistral-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point Avanan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Cloud email security and secure email gateway needs."}, {"id": "mai-20260917-0922-baseline|c102-m3|moonshot-small|Proofpoint", "prompt": "c102-m3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best For**: Regulated industries needing comprehensive compliance (DLP, archiving, DMARC)"}, {"id": "mai-20260917-0922-baseline|c102-m3|moonshot-small|Abnormal Security", "prompt": "c102-m3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "should evaluate API-based ICES solutions (Abnormal, IRONSCALES, Material Security) alongside or instead of traditional gateways"}, {"id": "mai-20260917-0922-baseline|c102-m3|moonshot-small|Mimecast", "prompt": "c102-m3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Type**: Secure Email Gateway (SEG)"}, {"id": "mai-20260917-0922-baseline|c102-m3|moonshot-small|Microsoft Defender for Office 365", "prompt": "c102-m3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Limitation**: Research shows third-party solutions are significantly more effective (44-93x according to some vendors)"}, {"id": "mai-20260917-0922-baseline|c102-m3|moonshot-small|IRONSCALES", "prompt": "c102-m3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "should evaluate API-based ICES solutions (Abnormal, IRONSCALES, Material Security)"}, {"id": "mai-20260917-0922-baseline|c102-m3|moonshot-small|Check Point (Avanan)", "prompt": "c102-m3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point (Avanan)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Strengths**: Claims 44x more effective than legacy gateways"}, {"id": "mai-20260917-0922-baseline|c102-m3|moonshot-small|Material Security", "prompt": "c102-m3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "Material Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "should evaluate API-based ICES solutions (Abnormal, IRONSCALES, Material Security)"}, {"id": "mai-20260917-0922-baseline|c102-m3|openai-small|Microsoft Defender for Office 365", "prompt": "c102-m3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best if you want **native protection inside Microsoft 365**."}, {"id": "mai-20260917-0922-baseline|c102-m3|openai-small|Proofpoint", "prompt": "c102-m3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best known for **enterprise-grade phishing/BEC protection and user-risk focus**."}, {"id": "mai-20260917-0922-baseline|c102-m3|openai-small|Mimecast", "prompt": "c102-m3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a **broad email security and resilience platform**."}, {"id": "mai-20260917-0922-baseline|c102-m3|openai-small|Check Point Harmony Email & Collaboration", "prompt": "c102-m3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point Harmony Email & Collaboration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for organizations that want **email plus collaboration-app protection**."}, {"id": "mai-20260917-0922-baseline|c102-m3|openai-small|Cisco Secure Email", "prompt": "c102-m3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "Cisco Secure Email", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for organizations that prefer **Cisco's security ecosystem**"}, {"id": "mai-20260917-0922-baseline|c102-m3|openai-small|Abnormal Security", "prompt": "c102-m3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for **behavioral, cloud-native BEC and account-takeover defense**."}, {"id": "mai-20260917-0922-baseline|c102-m3|openai-small|Darktrace", "prompt": "c102-m3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "Darktrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you want **anomaly/behavior-driven detection**."}, {"id": "mai-20260917-0922-baseline|c102-m3|openai-small|VIPRE", "prompt": "c102-m3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "VIPRE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Also often seen in the market: **Abnormal Security**, **Darktrace**, **VIPRE**, **Trellix**, and others."}, {"id": "mai-20260917-0922-baseline|c102-m3|openai-small|Trellix", "prompt": "c102-m3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Also often seen in the market: ... **Trellix**, and others."}, {"id": "mai-20260917-0922-baseline|c102-m3|openai-small|KnowBe4", "prompt": "c102-m3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Defender integration currently with Darktrace, KnowBe4, and VIPRE in its vendor ecosystem"}, {"id": "mai-20260917-0922-baseline|c102-m3|xai-small|Proofpoint Email Protection", "prompt": "c102-m3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint Email Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Proofpoint Email Protection** - Enterprise leader with highest execution in Gartner; excels in regulated industries."}, {"id": "mai-20260917-0922-baseline|c102-m3|xai-small|Abnormal Security", "prompt": "c102-m3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI-native challenger, furthest in vision (Gartner); top for behavioral detection."}, {"id": "mai-20260917-0922-baseline|c102-m3|xai-small|Mimecast", "prompt": "c102-m3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Established for mid-market/compliance, strong continuity features."}, {"id": "mai-20260917-0922-baseline|c102-m3|xai-small|Microsoft Defender for Office 365", "prompt": "c102-m3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native for M365 users, bundled in E3/E5 licenses."}, {"id": "mai-20260917-0922-baseline|c102-m3|xai-small|Check Point Harmony Email & Collaboration", "prompt": "c102-m3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point Harmony Email & Collaboration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leader emphasizing API-based protection."}, {"id": "mai-20260917-0922-baseline|c102-m3|xai-small|Barracuda", "prompt": "c102-m3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "others like Barracuda; consistently top-rated in peer reviews and benchmarks"}, {"id": "mai-20260917-0922-baseline|c102-m3|zai-small|Microsoft Defender for Office 365", "prompt": "c102-m3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Stick with Microsoft Defender if: You are a small business (under 500 users) on a budget and want the easiest setup."}, {"id": "mai-20260917-0922-baseline|c102-m3|zai-small|Abnormal Security", "prompt": "c102-m3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Abnormal Security** is the leader here."}, {"id": "mai-20260917-0922-baseline|c102-m3|zai-small|Mimecast", "prompt": "c102-m3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Mimecast if: You need email archiving, business continuity"}, {"id": "mai-20260917-0922-baseline|c102-m3|zai-small|Proofpoint", "prompt": "c102-m3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for having the most sophisticated threat intelligence and \"Targeted Attack Protection\" (TAP)"}, {"id": "mai-20260917-0922-baseline|c102-m3|zai-small|Barracuda", "prompt": "c102-m3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A strong contender for **Managed Service Providers (MSPs)**"}, {"id": "mai-20260917-0922-baseline|c102-m3|zai-small|Cisco Secure Email", "prompt": "c102-m3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Cisco Secure Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Talos threat intel, Malware Defense, Strong DLP and Encryption."}, {"id": "mai-20260917-0922-baseline|c102-m3|zai-small|Egress", "prompt": "c102-m3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Egress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Data Loss Prevention (DLP) and Encryption, Egress is the market leader."}, {"id": "mai-20260917-0922-baseline|c102-m3|zai-small|Check Point Harmony", "prompt": "c102-m3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point Harmony", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Examples: Abnormal Security, Check Point Harmony, Ironscales."}, {"id": "mai-20260917-0922-baseline|c102-m3|zai-small|Ironscales", "prompt": "c102-m3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Ironscales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Examples: Abnormal Security, Check Point Harmony, Ironscales."}, {"id": "mai-20260917-0922-baseline|c102-m4|alibaba-small|Microsoft Defender for Office 365", "prompt": "c102-m4", "model": "alibaba-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Microsoft Defender** if you are already a Microsoft shop to avoid integration headaches."}, {"id": "mai-20260917-0922-baseline|c102-m4|alibaba-small|Proofpoint Essentials", "prompt": "c102-m4", "model": "alibaba-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Dedicated Third-Party Option: **Proofpoint Essentials**"}, {"id": "mai-20260917-0922-baseline|c102-m4|alibaba-small|SpamTitan", "prompt": "c102-m4", "model": "alibaba-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **SpamTitan** if you need a standalone third-party tool on the absolute lowest budget."}, {"id": "mai-20260917-0922-baseline|c102-m4|alibaba-small|Sophos Email Security", "prompt": "c102-m4", "model": "alibaba-small", "cat": "email-security", "variant": "budget", "raw": "Sophos Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Bundle Value: **Sophos Email Security**"}, {"id": "mai-20260917-0922-baseline|c102-m4|alibaba-small|Barracuda Email", "prompt": "c102-m4", "model": "alibaba-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Barracuda Email** | ~$2.00 - $4.00 | Good all-around balance of features/cost. |"}, {"id": "mai-20260917-0922-baseline|c102-m4|alibaba-small|Mimecast", "prompt": "c102-m4", "model": "alibaba-small", "cat": "email-security", "variant": "budget", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "significantly cheaper than Proofpoint or Mimecast"}, {"id": "mai-20260917-0922-baseline|c102-m4|alibaba-small|Google Workspace", "prompt": "c102-m4", "model": "alibaba-small", "cat": "email-security", "variant": "budget", "raw": "Google Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The *basic* security provided by Google is actually quite robust against standard spam and malware."}, {"id": "mai-20260917-0922-baseline|c102-m4|anthropic-small|SpamTitan (TitanHQ)", "prompt": "c102-m4", "model": "anthropic-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan (TitanHQ)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for budget-friendly secure email gateway protection"}, {"id": "mai-20260917-0922-baseline|c102-m4|anthropic-small|Barracuda", "prompt": "c102-m4", "model": "anthropic-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "frequently selected for its affordability and ease of administration"}, {"id": "mai-20260917-0922-baseline|c102-m4|anthropic-small|Microsoft Defender for Office 365", "prompt": "c102-m4", "model": "anthropic-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "making it cost-effective for Microsoft-centric organizations"}, {"id": "mai-20260917-0922-baseline|c102-m4|challenger-small|Microsoft Defender for Office 365", "prompt": "c102-m4", "model": "challenger-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Microsoft Defender for Office 365** if you already use Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c102-m4|challenger-small|SpamTitan", "prompt": "c102-m4", "model": "challenger-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best ultra-budget standalone:** **SpamTitan**"}, {"id": "mai-20260917-0922-baseline|c102-m4|challenger-small|Barracuda", "prompt": "c102-m4", "model": "challenger-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best budget-friendly all-around SMB option:** **Barracuda Email Protection**"}, {"id": "mai-20260917-0922-baseline|c102-m4|deepseek-small|Microsoft Defender for Office 365 (Plan 1)", "prompt": "c102-m4", "model": "deepseek-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365 (Plan 1)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**The smartest first move** if you already use Microsoft 365... Best overall value for Microsoft shops."}, {"id": "mai-20260917-0922-baseline|c102-m4|deepseek-small|SpamTitan (TitanHQ)", "prompt": "c102-m4", "model": "deepseek-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan (TitanHQ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you want the cheapest credible option:** **SpamTitan** (~$2/user/month)."}, {"id": "mai-20260917-0922-baseline|c102-m4|deepseek-small|Barracuda Email Security Gateway", "prompt": "c102-m4", "model": "deepseek-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda Email Security Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great \"best budget option\" with AI-based phishing detection"}, {"id": "mai-20260917-0922-baseline|c102-m4|deepseek-small|Proofpoint Essentials", "prompt": "c102-m4", "model": "deepseek-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enterprise-grade protection at SMB pricing.**"}, {"id": "mai-20260917-0922-baseline|c102-m4|deepseek-small|IRONSCALES", "prompt": "c102-m4", "model": "deepseek-small", "cat": "email-security", "variant": "budget", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "One of the few with a **free tier**, plus a strong anti-phishing/BEC focus."}, {"id": "mai-20260917-0922-baseline|c102-m4|google-small|Abnormal Security", "prompt": "c102-m4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "Abnormal Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you want to avoid enterprise-only platforms (like Abnormal Security, which has high annual minimums)"}, {"id": "mai-20260917-0922-baseline|c102-m4|google-small|Sublime Security", "prompt": "c102-m4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "Sublime Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall Value for Small Teams: **Sublime Security** ... Go with **Sublime Security** (it's free and highly capable)"}, {"id": "mai-20260917-0922-baseline|c102-m4|google-small|Check Point Avanan", "prompt": "c102-m4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "Check Point Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Set-and-Forget\" API Security: **Check Point Avanan**"}, {"id": "mai-20260917-0922-baseline|c102-m4|google-small|IRONSCALES", "prompt": "c102-m4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"All-in-One\" Security & Training Bundle: **IRONSCALES**"}, {"id": "mai-20260917-0922-baseline|c102-m4|google-small|SpamTitan (TitanHQ)", "prompt": "c102-m4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan (TitanHQ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Ultra-Low-Cost Gateway: **SpamTitan (TitanHQ)** ... one of the cheapest reliable options on the market"}, {"id": "mai-20260917-0922-baseline|c102-m4|google-small|Microsoft Defender for Office 365 (Plan 1)", "prompt": "c102-m4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365 (Plan 1)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Microsoft's native filtering is notoriously bypassed by highly customized, brand-new phishing campaigns"}, {"id": "mai-20260917-0922-baseline|c102-m4|meta-small|Microsoft Defender for Office 365 Plan 1", "prompt": "c102-m4", "model": "meta-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365 Plan 1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Microsoft Defender for Office 365 Plan 1, which costs approximately €2.00/user/month with an annual commitment."}, {"id": "mai-20260917-0922-baseline|c102-m4|meta-small|Acronis Cyber Protect Cloud", "prompt": "c102-m4", "model": "meta-small", "cat": "email-security", "variant": "budget", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Acronis Cyber Protect Cloud, which is a cloud email security platform that offers a range of features, including spam filtering and phishing protection."}, {"id": "mai-20260917-0922-baseline|c102-m4|minimax-small|Microsoft Defender for Office 365", "prompt": "c102-m4", "model": "minimax-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Microsoft Defender for Office 365** ... Included in many Microsoft 365 business plans"}, {"id": "mai-20260917-0922-baseline|c102-m4|minimax-small|Google Workspace Security", "prompt": "c102-m4", "model": "minimax-small", "cat": "email-security", "variant": "budget", "raw": "Google Workspace Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Included with Google Workspace subscriptions"}, {"id": "mai-20260917-0922-baseline|c102-m4|minimax-small|SpamTitan", "prompt": "c102-m4", "model": "minimax-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Affordable, easy to manage, good spam/malware protection"}, {"id": "mai-20260917-0922-baseline|c102-m4|minimax-small|ESET Mail Security", "prompt": "c102-m4", "model": "minimax-small", "cat": "email-security", "variant": "budget", "raw": "ESET Mail Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Competitive pricing for small businesses"}, {"id": "mai-20260917-0922-baseline|c102-m4|minimax-small|Cloudflare Area 1", "prompt": "c102-m4", "model": "minimax-small", "cat": "email-security", "variant": "budget", "raw": "Cloudflare Area 1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Flexible pricing, often affordable"}, {"id": "mai-20260917-0922-baseline|c102-m4|mistral-small|Avanan", "prompt": "c102-m4", "model": "mistral-small", "cat": "email-security", "variant": "budget", "raw": "Avanan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avanan**: Recommended for most small businesses, with a 5-minute setup and best AI detection. Pricing is $3–5 per user per month"}, {"id": "mai-20260917-0922-baseline|c102-m4|mistral-small|Barracuda", "prompt": "c102-m4", "model": "mistral-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Both are highlighted as the \"tightest budget\" options, with starting prices as low as $2–2.50 per user per month."}, {"id": "mai-20260917-0922-baseline|c102-m4|mistral-small|SpamTitan", "prompt": "c102-m4", "model": "mistral-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Both are highlighted as the \"tightest budget\" options, with starting prices as low as $2–2.50 per user per month."}, {"id": "mai-20260917-0922-baseline|c102-m4|mistral-small|Microsoft Defender for Office 365", "prompt": "c102-m4", "model": "mistral-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company already uses Microsoft 365, Defender can be a cost-effective choice, starting at $3 per user per month"}, {"id": "mai-20260917-0922-baseline|c102-m4|moonshot-small|Microsoft Defender for Office 365", "prompt": "c102-m4", "model": "moonshot-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Budget Option: Microsoft Defender for Office 365"}, {"id": "mai-20260917-0922-baseline|c102-m4|moonshot-small|SpamTitan", "prompt": "c102-m4", "model": "moonshot-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Standalone Budget Option: SpamTitan"}, {"id": "mai-20260917-0922-baseline|c102-m4|moonshot-small|Proofpoint Essentials", "prompt": "c102-m4", "model": "moonshot-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need advanced compliance features? Consider Trustifi or Proofpoint Essentials"}, {"id": "mai-20260917-0922-baseline|c102-m4|moonshot-small|Trustifi", "prompt": "c102-m4", "model": "moonshot-small", "cat": "email-security", "variant": "budget", "raw": "Trustifi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **Trustifi** or **Proofpoint Essentials**"}, {"id": "mai-20260917-0922-baseline|c102-m4|moonshot-small|IRONSCALES", "prompt": "c102-m4", "model": "moonshot-small", "cat": "email-security", "variant": "budget", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "IRONSCALES | Varies | AI-powered phishing detection"}, {"id": "mai-20260917-0922-baseline|c102-m4|openai-small|Microsoft Defender for Office 365 Plan 1", "prompt": "c102-m4", "model": "openai-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365 Plan 1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Office 365 Plan 1** is often the best value."}, {"id": "mai-20260917-0922-baseline|c102-m4|openai-small|Google Workspace’s built-in protections", "prompt": "c102-m4", "model": "openai-small", "cat": "email-security", "variant": "budget", "raw": "Google Workspace’s built-in protections", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google Workspace’s built-in protections** are a decent starting point"}, {"id": "mai-20260917-0922-baseline|c102-m4|openai-small|Avanan/Check Point Harmony Email", "prompt": "c102-m4", "model": "openai-small", "cat": "email-security", "variant": "budget", "raw": "Avanan/Check Point Harmony Email", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Workspace company:** **Check Point Harmony Email** or **Proofpoint Essentials**"}, {"id": "mai-20260917-0922-baseline|c102-m4|openai-small|Proofpoint Essentials", "prompt": "c102-m4", "model": "openai-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Proofpoint Essentials** and **Check Point Harmony Email** are commonly considered strong SMB choices."}, {"id": "mai-20260917-0922-baseline|c102-m4|openai-small|Barracuda Email Protection", "prompt": "c102-m4", "model": "openai-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Barracuda Email Protection (often competitive for SMBs)"}, {"id": "mai-20260917-0922-baseline|c102-m4|xai-small|Microsoft Defender for Office 365 (Plan 1)", "prompt": "c102-m4", "model": "xai-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365 (Plan 1)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Budget Pick: Microsoft Defender for Office 365 (Plan 1)"}, {"id": "mai-20260917-0922-baseline|c102-m4|xai-small|Proofpoint Essentials", "prompt": "c102-m4", "model": "xai-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Standalone Alternative: Proofpoint Essentials \\u2013 ~$3-4/user/month"}, {"id": "mai-20260917-0922-baseline|c102-m4|xai-small|SpamTitan", "prompt": "c102-m4", "model": "xai-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget < $2/user:** SpamTitan or Barracuda for essentials."}, {"id": "mai-20260917-0922-baseline|c102-m4|xai-small|Barracuda Email Protection", "prompt": "c102-m4", "model": "xai-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI detection, links/attachments; modular. | Upsells for extras; mixed reviews on support."}, {"id": "mai-20260917-0922-baseline|c102-m4|xai-small|IRONSCALES", "prompt": "c102-m4", "model": "xai-small", "cat": "email-security", "variant": "budget", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**IRONSCALES**: ~$3-5/user; AI remediation, quick M365 setup"}, {"id": "mai-20260917-0922-baseline|c102-m4|xai-small|Avanan (Check Point)", "prompt": "c102-m4", "model": "xai-small", "cat": "email-security", "variant": "budget", "raw": "Avanan (Check Point)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Avanan (Check Point)**: ~$3-5/user; API-based, no gateway needed."}, {"id": "mai-20260917-0922-baseline|c102-m4|zai-small|Sophos Email Protection", "prompt": "c102-m4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "Sophos Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Sophos Email Protection** and **SpamTitan** offer the most competitive per‑user pricing"}, {"id": "mai-20260917-0922-baseline|c102-m4|zai-small|Microsoft Defender for Office 365 (Plan 1)", "prompt": "c102-m4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365 (Plan 1)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best starting point is often **Microsoft Defender for Office 365** if you’re on Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c102-m4|zai-small|SpamTitan", "prompt": "c102-m4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SpamTitan** offer the most competitive per‑user pricing"}, {"id": "mai-20260917-0922-baseline|c102-m4|zai-small|Barracuda Email Protection", "prompt": "c102-m4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "All‑in‑one protection with strong Microsoft 365 integration"}, {"id": "mai-20260917-0922-baseline|c102-m4|zai-small|Proofpoint Essentials", "prompt": "c102-m4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Proofpoint Essentials** (~$3.03/user) or **SpamTitan**"}, {"id": "mai-20260917-0922-baseline|c102-m4|zai-small|Google Workspace Security", "prompt": "c102-m4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "Google Workspace Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "or **Google Workspace Security** if you’re on Gmail"}, {"id": "mai-20260917-0922-baseline|c102-m4|zai-small|Mimecast", "prompt": "c102-m4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mimecast (quoted $5‑8/user) or Barracuda"}, {"id": "mai-20260917-0922-baseline|c102-m5|alibaba-small|Mimecast", "prompt": "c102-m5", "model": "alibaba-small", "cat": "email-security", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Mimecast:** The market leader. Very robust, excellent continuity... Can be pricey and interface-heavy."}, {"id": "mai-20260917-0922-baseline|c102-m5|alibaba-small|Proofpoint", "prompt": "c102-m5", "model": "alibaba-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Proofpoint:** Excellent threat intelligence. Often used in conjunction with O365 Advanced Threat Protection (ATP)."}, {"id": "mai-20260917-0922-baseline|c102-m5|alibaba-small|Barracuda", "prompt": "c102-m5", "model": "alibaba-small", "cat": "email-security", "variant": "scale", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Barracuda:** Solid mid-tier option, often cheaper than Mimecast/Proofpoint with good basic protection."}, {"id": "mai-20260917-0922-baseline|c102-m5|alibaba-small|Abnormal", "prompt": "c102-m5", "model": "alibaba-small", "cat": "email-security", "variant": "scale", "raw": "Abnormal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Abnormal Security:** Gaining massive traction. Uses AI specifically for BEC and impersonation. Very clean UI, integrates seamlessly via API."}, {"id": "mai-20260917-0922-baseline|c102-m5|alibaba-small|Valimail", "prompt": "c102-m5", "model": "alibaba-small", "cat": "email-security", "variant": "scale", "raw": "Valimail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Valimail:** Best-in-class specifically for DMARC enforcement and sender reputation."}, {"id": "mai-20260917-0922-baseline|c102-m5|alibaba-small|Skyhigh / IronPort (Cisco)", "prompt": "c102-m5", "model": "alibaba-small", "cat": "email-security", "variant": "scale", "raw": "Skyhigh / IronPort (Cisco)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good if you are already deep in the Cisco ecosystem."}, {"id": "mai-20260917-0922-baseline|c102-m5|deepseek-small|Proofpoint", "prompt": "c102-m5", "model": "deepseek-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Proofpoint** (deepest threat coverage, but often overkill/expensive at 500 seats)"}, {"id": "mai-20260917-0922-baseline|c102-m5|deepseek-small|Mimecast", "prompt": "c102-m5", "model": "deepseek-small", "cat": "email-security", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mimecast** (SEG, mid-market simplicity, email continuity, good TCO)"}, {"id": "mai-20260917-0922-baseline|c102-m5|deepseek-small|Abnormal", "prompt": "c102-m5", "model": "deepseek-small", "cat": "email-security", "variant": "scale", "raw": "Abnormal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Abnormal Security** (API/ICES, strongest on BEC/ATO/behavioral)"}, {"id": "mai-20260917-0922-baseline|c102-m5|deepseek-small|Microsoft Defender for Office 365", "prompt": "c102-m5", "model": "deepseek-small", "cat": "email-security", "variant": "scale", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Microsoft Defender for Office 365** (native baseline, especially if you're on M365)"}, {"id": "mai-20260917-0922-baseline|c102-m5|google-small|Abnormal Security", "prompt": "c102-m5", "model": "google-small", "cat": "email-security", "variant": "scale", "raw": "Abnormal Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Abnormal Security: Exceptional at AI behavioral detection and stopping BEC. Extremely low management overhead, though usually comes at a premium price point."}, {"id": "mai-20260917-0922-baseline|c102-m5|google-small|Check Point Harmony/Avanan", "prompt": "c102-m5", "model": "google-small", "cat": "email-security", "variant": "scale", "raw": "Check Point Harmony/Avanan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Highly rated by mid-market users. Offers inline API protection ... and very strong pricing."}, {"id": "mai-20260917-0922-baseline|c102-m5|google-small|Ironscales", "prompt": "c102-m5", "model": "google-small", "cat": "email-security", "variant": "scale", "raw": "Ironscales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for mid-market teams. Combines AI detection with strong user-feedback loops and built-in phishing simulation/training."}, {"id": "mai-20260917-0922-baseline|c102-m5|google-small|Mimecast", "prompt": "c102-m5", "model": "google-small", "cat": "email-security", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need heavy compliance archiving, e-discovery, or \"mail continuity\" ... traditional players like Mimecast or Proofpoint excel here."}, {"id": "mai-20260917-0922-baseline|c102-m5|google-small|Proofpoint", "prompt": "c102-m5", "model": "google-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "traditional players like **Mimecast** or **Proofpoint** excel here"}, {"id": "mai-20260917-0922-baseline|c102-m5|google-small|Sublime Security", "prompt": "c102-m5", "model": "google-small", "cat": "email-security", "variant": "scale", "raw": "Sublime Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A modern, highly flexible platform using \"detection-as-code,\" allowing your team to write custom rules if you have a hands-on IT/security engineer."}, {"id": "mai-20260917-0922-baseline|c102-m5|mistral-small|Microsoft Defender for Office 365", "prompt": "c102-m5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Microsoft Defender for Office 365** (if using Microsoft 365)"}, {"id": "mai-20260917-0922-baseline|c102-m5|mistral-small|Mimecast", "prompt": "c102-m5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top Vendors to Consider (as of 2024)"}, {"id": "mai-20260917-0922-baseline|c102-m5|mistral-small|Proofpoint", "prompt": "c102-m5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top Vendors to Consider (as of 2024)"}, {"id": "mai-20260917-0922-baseline|c102-m5|mistral-small|Cisco Secure Email", "prompt": "c102-m5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "Cisco Secure Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Cisco Secure Email**"}, {"id": "mai-20260917-0922-baseline|c102-m5|mistral-small|Barracuda Email Security", "prompt": "c102-m5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "Barracuda Email Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Barracuda Email Security**"}, {"id": "mai-20260917-0922-baseline|c102-m5|mistral-small|Abnormal Security", "prompt": "c102-m5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "Abnormal Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Abnormal Security**"}, {"id": "mai-20260917-0922-baseline|c102-m5|mistral-small|IRONSCALES", "prompt": "c102-m5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**IRONSCALES**"}, {"id": "mai-20260917-0922-baseline|c102-m5|mistral-small|GreatHorn", "prompt": "c102-m5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "GreatHorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**GreatHorn** (now part of Proofpoint)"}, {"id": "mai-20260917-0922-baseline|c102-m5|moonshot-small|Microsoft Defender for O365", "prompt": "c102-m5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "Microsoft Defender for O365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're standardized on Microsoft 365, evaluate whether **Defender P2** is sufficient first"}, {"id": "mai-20260917-0922-baseline|c102-m5|moonshot-small|Google Workspace security", "prompt": "c102-m5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "Google Workspace security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Native-first:** Microsoft Defender for Office 365, Google Workspace add-ons"}, {"id": "mai-20260917-0922-baseline|c102-m5|moonshot-small|Abnormal", "prompt": "c102-m5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "Abnormal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "then run an ICES POC to measure incremental value on *your* specific threat volume"}, {"id": "mai-20260917-0922-baseline|c102-m5|moonshot-small|Material", "prompt": "c102-m5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "Material", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Modern API/ICES:** Abnormal, Material Security, GreatHorn"}, {"id": "mai-20260917-0922-baseline|c102-m5|moonshot-small|Proofpoint", "prompt": "c102-m5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Established SEG/Gateway:** Proofpoint, Mimecast, Barracuda, Check Point"}, {"id": "mai-20260917-0922-baseline|c102-m5|moonshot-small|Mimecast", "prompt": "c102-m5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Established SEG/Gateway:** Proofpoint, Mimecast, Barracuda, Check Point"}, {"id": "mai-20260917-0922-baseline|c102-m5|moonshot-small|Barracuda", "prompt": "c102-m5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Established SEG/Gateway:** Proofpoint, Mimecast, Barracuda, Check Point"}, {"id": "mai-20260917-0922-baseline|c102-m5|moonshot-small|GreatHorn", "prompt": "c102-m5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "GreatHorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Modern API/ICES:** Abnormal, Material Security, GreatHorn"}, {"id": "mai-20260917-0922-baseline|c102-m5|moonshot-small|Check Point", "prompt": "c102-m5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Established SEG/Gateway:** Proofpoint, Mimecast, Barracuda, Check Point"}, {"id": "mai-20260917-0922-baseline|c102-m5|moonshot-small|Darktrace email", "prompt": "c102-m5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "Darktrace email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**AI-native newer entrants:** Darktrace email, Sublime Security"}, {"id": "mai-20260917-0922-baseline|c102-m5|moonshot-small|Sublime Security", "prompt": "c102-m5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "Sublime Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**AI-native newer entrants:** Darktrace email, Sublime Security"}, {"id": "mai-20260917-0922-baseline|c102-m5|xai-small|Proofpoint", "prompt": "c102-m5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist: Proofpoint, Abnormal Security, Mimecast, Trend Micro (Gartner Leaders)"}, {"id": "mai-20260917-0922-baseline|c102-m5|xai-small|Abnormal Security", "prompt": "c102-m5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist: Proofpoint, Abnormal Security, Mimecast, Trend Micro (Gartner Leaders)"}, {"id": "mai-20260917-0922-baseline|c102-m5|xai-small|Mimecast", "prompt": "c102-m5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist: Proofpoint, Abnormal Security, Mimecast, Trend Micro (Gartner Leaders)"}, {"id": "mai-20260917-0922-baseline|c102-m5|xai-small|Trend Micro", "prompt": "c102-m5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Trend Micro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shortlist: Proofpoint, Abnormal Security, Mimecast, Trend Micro (Gartner Leaders)"}, {"id": "mai-20260917-0922-baseline|c102-m5|xai-small|Check Point", "prompt": "c102-m5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leaders include Proofpoint, Abnormal Security, Mimecast, Trend Micro, Check Point, KnowBe4/Egress"}, {"id": "mai-20260917-0922-baseline|c102-m5|xai-small|KnowBe4/Egress", "prompt": "c102-m5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "KnowBe4/Egress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leaders include ... KnowBe4/Egress"}, {"id": "mai-20260917-0922-baseline|c102-m5|xai-small|Cloudflare", "prompt": "c102-m5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cloudflare or Microsoft Defender if budget/M365-focused"}, {"id": "mai-20260917-0922-baseline|c102-m5|xai-small|Microsoft Defender", "prompt": "c102-m5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cloudflare or Microsoft Defender if budget/M365-focused"}, {"id": "mai-20260917-0922-baseline|c102-m5|zai-small|Microsoft Defender for Office 365", "prompt": "c102-m5", "model": "zai-small", "cat": "email-security", "variant": "scale", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Consider market leaders (e.g., Microsoft Defender for Office 365, Proofpoint, Mimecast, Barracuda, Abnormal Security, Sublime Security, etc.)"}, {"id": "mai-20260917-0922-baseline|c102-m5|zai-small|Proofpoint", "prompt": "c102-m5", "model": "zai-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consider market leaders (e.g., Microsoft Defender for Office 365, Proofpoint, Mimecast, Barracuda, Abnormal Security, Sublime Security, etc.)"}, {"id": "mai-20260917-0922-baseline|c102-m5|zai-small|Mimecast", "prompt": "c102-m5", "model": "zai-small", "cat": "email-security", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider market leaders (e.g., ... Mimecast, Barracuda, Abnormal Security, Sublime Security, etc.)"}, {"id": "mai-20260917-0922-baseline|c102-m5|zai-small|Barracuda", "prompt": "c102-m5", "model": "zai-small", "cat": "email-security", "variant": "scale", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider market leaders (e.g., ... Barracuda, Abnormal Security, Sublime Security, etc.)"}, {"id": "mai-20260917-0922-baseline|c102-m5|zai-small|Abnormal Security", "prompt": "c102-m5", "model": "zai-small", "cat": "email-security", "variant": "scale", "raw": "Abnormal Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider market leaders (e.g., ... Abnormal Security, Sublime Security, etc.)"}, {"id": "mai-20260917-0922-baseline|c102-m5|zai-small|Sublime Security", "prompt": "c102-m5", "model": "zai-small", "cat": "email-security", "variant": "scale", "raw": "Sublime Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider market leaders (e.g., ... Sublime Security, etc.) based on your region and requirements."}, {"id": "mai-20260917-0922-baseline|c102-m6|alibaba-small|Windows Defender standalone", "prompt": "c102-m6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Windows Defender standalone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "rely solely on the email scanning features built into standard desktop antivirus software (e.g., Windows Defender standalone, McAfee Total Protection)... Why to Avoid"}, {"id": "mai-20260917-0922-baseline|c102-m6|alibaba-small|McAfee Total Protection", "prompt": "c102-m6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "McAfee Total Protection", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "e.g., Windows Defender standalone, McAfee Total Protection) without a dedicated **Email Gateway**... **Why to Avoid:**"}, {"id": "mai-20260917-0922-baseline|c102-m6|alibaba-small|Microsoft Defender for Office 365", "prompt": "c102-m6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Industry Standard Alternatives... such as **Microsoft Defender for Office 365, Proofpoint, Mimecast, or Netskope.**"}, {"id": "mai-20260917-0922-baseline|c102-m6|alibaba-small|Proofpoint", "prompt": "c102-m6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "look toward platforms that specialize exclusively in email security ... such as **Microsoft Defender for Office 365, Proofpoint, Mimecast, or Netskope.**"}, {"id": "mai-20260917-0922-baseline|c102-m6|alibaba-small|Mimecast", "prompt": "c102-m6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "such as **Microsoft Defender for Office 365, Proofpoint, Mimecast, or Netskope.**"}, {"id": "mai-20260917-0922-baseline|c102-m6|alibaba-small|Netskope", "prompt": "c102-m6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "such as **Microsoft Defender for Office 365, Proofpoint, Mimecast, or Netskope.**"}, {"id": "mai-20260917-0922-baseline|c102-m6|anthropic-small|Salesloft Drift", "prompt": "c102-m6", "model": "anthropic-small", "cat": "email-security", "variant": "negative", "raw": "Salesloft Drift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "attackers abused OAuth tokens connected to the Salesloft Drift app to access sensitive data and email accounts across hundreds of organizations"}, {"id": "mai-20260917-0922-baseline|c102-m6|anthropic-small|Proofpoint", "prompt": "c102-m6", "model": "anthropic-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Proofpoint is priced and configured for enterprise environments with significant operational complexity... it just may not be suitable for smaller organizations."}, {"id": "mai-20260917-0922-baseline|c102-m6|anthropic-small|Mimecast", "prompt": "c102-m6", "model": "anthropic-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "major platforms like Proofpoint, Mimecast, Microsoft Defender for Office 365, and others have strong track records"}, {"id": "mai-20260917-0922-baseline|c102-m6|anthropic-small|Microsoft Defender for Office 365", "prompt": "c102-m6", "model": "anthropic-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "major platforms like Proofpoint, Mimecast, Microsoft Defender for Office 365, and others have strong track records"}, {"id": "mai-20260917-0922-baseline|c102-m6|challenger-small|Microsoft Defender for Office 365", "prompt": "c102-m6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "they mostly list leading vendors such as Microsoft Defender for Office 365, Proofpoint, Mimecast, Abnormal AI, Barracuda, and Cisco Secure Email."}, {"id": "mai-20260917-0922-baseline|c102-m6|challenger-small|Proofpoint", "prompt": "c102-m6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "leading vendors such as Microsoft Defender for Office 365, Proofpoint, Mimecast..."}, {"id": "mai-20260917-0922-baseline|c102-m6|challenger-small|Mimecast", "prompt": "c102-m6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "leading vendors such as ... Proofpoint, Mimecast, Abnormal AI"}, {"id": "mai-20260917-0922-baseline|c102-m6|challenger-small|Abnormal AI", "prompt": "c102-m6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Abnormal AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "leading vendors such as ... Abnormal AI, Barracuda, and Cisco Secure Email"}, {"id": "mai-20260917-0922-baseline|c102-m6|challenger-small|Barracuda", "prompt": "c102-m6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "a Reddit discussion specifically flags **Barracuda** as having security issues, but that is anecdotal and not a formal audit"}, {"id": "mai-20260917-0922-baseline|c102-m6|challenger-small|Cisco Secure Email", "prompt": "c102-m6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Cisco Secure Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "leading vendors such as ... Barracuda, and Cisco Secure Email"}, {"id": "mai-20260917-0922-baseline|c102-m6|challenger-small|Yahoo Mail", "prompt": "c102-m6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Yahoo Mail", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "the results most often suggest avoiding or being cautious with **Yahoo Mail**, **AOL Mail**"}, {"id": "mai-20260917-0922-baseline|c102-m6|challenger-small|AOL Mail", "prompt": "c102-m6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "AOL Mail", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "suggest avoiding or being cautious with **Yahoo Mail**, **AOL Mail**"}, {"id": "mai-20260917-0922-baseline|c102-m6|challenger-small|Gmail", "prompt": "c102-m6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Gmail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "for privacy-sensitive use cases, **Gmail** and **Outlook/Microsoft** because of their history of breaches, ad/data-driven models"}, {"id": "mai-20260917-0922-baseline|c102-m6|challenger-small|Outlook/Microsoft", "prompt": "c102-m6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Outlook/Microsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "for privacy-sensitive use cases, **Gmail** and **Outlook/Microsoft** because of their history of breaches"}, {"id": "mai-20260917-0922-baseline|c102-m6|deepseek-small|Mimecast", "prompt": "c102-m6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Be cautious with:** Mimecast and Barracuda if you've had a past breach, or if you require immutable audit trails."}, {"id": "mai-20260917-0922-baseline|c102-m6|deepseek-small|Barracuda Email Security Gateway (ESG)", "prompt": "c102-m6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Barracuda Email Security Gateway (ESG)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why be cautious: Any appliance-based Secure Email Gateway (SEG) that relies on a \"black box\" with delayed updates is a liability today."}, {"id": "mai-20260917-0922-baseline|c102-m6|deepseek-small|SpamTitan (TitanHQ)", "prompt": "c102-m6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "SpamTitan (TitanHQ)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "If you use SpamTitan versions before 8.00.101 or 8.01.14, you are actively at risk of full tenant takeover... complain about **high false positives**"}, {"id": "mai-20260917-0922-baseline|c102-m6|deepseek-small|Microsoft Defender for Office 365 (MDO)", "prompt": "c102-m6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Defender for Office 365 (MDO)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "You should be cautious about treating MDO as your *only* line of defense; it’s a baseline, not a full security platform."}, {"id": "mai-20260917-0922-baseline|c102-m6|deepseek-small|Abnormal", "prompt": "c102-m6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Abnormal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The market is shifting towards **API-native, AI-driven platforms** (like Abnormal, Material Security, or Sublime Security)"}, {"id": "mai-20260917-0922-baseline|c102-m6|deepseek-small|Material Security", "prompt": "c102-m6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Material Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "API-native, AI-driven platforms (like Abnormal, Material Security, or Sublime Security) which sit *inside* the cloud mailbox"}, {"id": "mai-20260917-0922-baseline|c102-m6|deepseek-small|Sublime Security", "prompt": "c102-m6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Sublime Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "These are specifically designed to solve the false-positive and BEC detection failures of older vendors."}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|Cisco Secure Email (formerly IronPort / ESA)", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Cisco Secure Email (formerly IronPort / ESA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cisco has initiated End-of-Sale (EOS) and End-of-Life (EOL) timelines ... criticize it for having a highly complex, clunky legacy management interface"}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|Symantec Email Security.cloud (Broadcom)", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Symantec Email Security.cloud (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Security teams are actively migrating away from Symantec\\u2019s legacy cloud gateway to avoid these integration hurdles and rising costs."}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|Trellix (Legacy McAfee/FireEye Email Security)", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Trellix (Legacy McAfee/FireEye Email Security)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Their legacy gateway-based architectures have struggled to keep pace with agile, API-driven alternatives."}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|Microsoft 365 EOP", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft 365 EOP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "relying on them as your *only* line of defense is risky"}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|Google Workspace", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "relying on them as your *only* line of defense is risky"}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|Skiff Mail", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Skiff Mail", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Do not attempt to use it.** Skiff was acquired by Notion and officially shut down its services."}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|Hushmail", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Hushmail", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "history of complying with court orders to log and hand over cleartext emails to law enforcement, making it a poor choice for high-privacy requirements"}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|Gmail", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Gmail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they are **not privacy platforms**"}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|Yahoo", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Yahoo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Mainstream webmails (especially Yahoo and AOL) actively scan email metadata, subject lines, and sender habits to build profiles for targeted advertising."}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|AOL", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "AOL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "especially Yahoo and AOL) actively scan email metadata, subject lines, and sender habits to build profiles for targeted advertising"}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|Outlook", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Outlook", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Standard Mainstream Providers (Gmail, Yahoo, AOL, Outlook) ... they are **not privacy platforms**"}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|Apple iCloud Mail", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Apple iCloud Mail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "iCloud Mail lacks default zero-knowledge encryption for emails at rest ... closed-source"}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|Abnormal Security", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Abnormal Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Shift toward **Integrated Cloud Email Security (ICES)** ... (such as *Abnormal Security*, *Check Point Avanan*, or *Sublime*)"}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|Check Point Avanan", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Check Point Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "such as *Abnormal Security*, *Check Point Avanan*, or *Sublime*"}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|Sublime", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Sublime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "such as *Abnormal Security*, *Check Point Avanan*, or *Sublime*"}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|Proton Mail", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Proton Mail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Providers like **Proton Mail**, **Tuta (formerly Tutanota)**, or **Mailfence** encrypt your emails and metadata locally"}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|Tuta (formerly Tutanota)", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Tuta (formerly Tutanota)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Opt for reputable, open-source, zero-knowledge encrypted email services."}, {"id": "mai-20260917-0922-baseline|c102-m6|google-small|Mailfence", "prompt": "c102-m6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Mailfence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Providers like **Proton Mail**, **Tuta (formerly Tutanota)**, or **Mailfence** encrypt your emails and metadata locally"}, {"id": "mai-20260917-0922-baseline|c102-m6|meta-small|Yahoo Mail", "prompt": "c102-m6", "model": "meta-small", "cat": "email-security", "variant": "negative", "raw": "Yahoo Mail", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Yahoo Mail and AOL Mail are considered to be insecure and should be avoided due to their history of data breaches"}, {"id": "mai-20260917-0922-baseline|c102-m6|meta-small|AOL Mail", "prompt": "c102-m6", "model": "meta-small", "cat": "email-security", "variant": "negative", "raw": "AOL Mail", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Yahoo Mail and AOL Mail are considered to be insecure and should be avoided"}, {"id": "mai-20260917-0922-baseline|c102-m6|meta-small|Gmail", "prompt": "c102-m6", "model": "meta-small", "cat": "email-security", "variant": "negative", "raw": "Gmail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Gmail is also considered to be a medium-risk email provider due to its data collection practices"}, {"id": "mai-20260917-0922-baseline|c102-m6|meta-small|Microsoft Outlook", "prompt": "c102-m6", "model": "meta-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Outlook", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Microsoft Outlook and Hotmail (now Outlook) are also considered to be medium-risk due to their past breaches and limited encryption"}, {"id": "mai-20260917-0922-baseline|c102-m6|meta-small|Hotmail", "prompt": "c102-m6", "model": "meta-small", "cat": "email-security", "variant": "negative", "raw": "Hotmail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Hotmail (now Outlook) are also considered to be medium-risk"}, {"id": "mai-20260917-0922-baseline|c102-m6|meta-small|iCloud Mail", "prompt": "c102-m6", "model": "meta-small", "cat": "email-security", "variant": "negative", "raw": "iCloud Mail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "iCloud Mail is also mentioned as having known security issues"}, {"id": "mai-20260917-0922-baseline|c102-m6|minimax-small|Microsoft", "prompt": "c102-m6", "model": "minimax-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Microsoft** and **Darktrace** were positioned in the \"Challengers\" quadrant - Analysts noted Microsoft relies \"generally on developments in adjacent security areas\""}, {"id": "mai-20260917-0922-baseline|c102-m6|minimax-small|Darktrace", "prompt": "c102-m6", "model": "minimax-small", "cat": "email-security", "variant": "negative", "raw": "Darktrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Microsoft** and **Darktrace** were positioned in the \"Challengers\" quadrant"}, {"id": "mai-20260917-0922-baseline|c102-m6|mistral-small|Microsoft Defender for Office 365", "prompt": "c102-m6", "model": "mistral-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "they do highlight the leading and well-regarded options in the market, such as Microsoft Defender for Office 365, Proofpoint, Abnormal AI, Mimecast, Barracuda, and others."}, {"id": "mai-20260917-0922-baseline|c102-m6|mistral-small|Proofpoint", "prompt": "c102-m6", "model": "mistral-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "the leading and well-regarded options in the market, such as Microsoft Defender for Office 365, Proofpoint, Abnormal AI"}, {"id": "mai-20260917-0922-baseline|c102-m6|mistral-small|Abnormal AI", "prompt": "c102-m6", "model": "mistral-small", "cat": "email-security", "variant": "negative", "raw": "Abnormal AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "leading and well-regarded options in the market, such as ... Abnormal AI"}, {"id": "mai-20260917-0922-baseline|c102-m6|mistral-small|Mimecast", "prompt": "c102-m6", "model": "mistral-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it has experienced security breaches in the past, including a certificate compromise... This has led some organizations to approach Mimecast with caution."}, {"id": "mai-20260917-0922-baseline|c102-m6|mistral-small|Barracuda", "prompt": "c102-m6", "model": "mistral-small", "cat": "email-security", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Barracuda faced a major security incident involving a zero-day vulnerability in its Email Security Gateway appliances... raised concerns about the platform's security and reliability"}, {"id": "mai-20260917-0922-baseline|c102-m6|moonshot-small|Barracuda Email Security Gateway (ESG)", "prompt": "c102-m6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Barracuda Email Security Gateway (ESG)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid**: Barracuda ESG appliances specifically"}, {"id": "mai-20260917-0922-baseline|c102-m6|moonshot-small|Cisco Secure Email Gateway", "prompt": "c102-m6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Cisco Secure Email Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Approach with caution: Cisco on-premises appliances"}, {"id": "mai-20260917-0922-baseline|c102-m6|moonshot-small|Libraesva Email Security Gateway", "prompt": "c102-m6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Libraesva Email Security Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Approach with caution: ... Libraesva"}, {"id": "mai-20260917-0922-baseline|c102-m6|moonshot-small|Mimecast", "prompt": "c102-m6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Complex configuration, high false positives, outdated UI, poor customer support, billing disputes"}, {"id": "mai-20260917-0922-baseline|c102-m6|moonshot-small|Proofpoint", "prompt": "c102-m6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Confusing multi-portal interface, high false positives, slow incident response"}, {"id": "mai-20260917-0922-baseline|c102-m6|moonshot-small|Check Point Email Security", "prompt": "c102-m6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Check Point Email Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Complex setup, false positives, limited features, slow performance"}, {"id": "mai-20260917-0922-baseline|c102-m6|moonshot-small|Abnormal AI", "prompt": "c102-m6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Abnormal AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Examples: Abnormal AI, Sublime Security, Material Security, Ironscales"}, {"id": "mai-20260917-0922-baseline|c102-m6|moonshot-small|Sublime Security", "prompt": "c102-m6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Sublime Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Examples: Abnormal AI, Sublime Security, Material Security, Ironscales"}, {"id": "mai-20260917-0922-baseline|c102-m6|moonshot-small|Material Security", "prompt": "c102-m6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Material Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Examples: Abnormal AI, Sublime Security, Material Security, Ironscales"}, {"id": "mai-20260917-0922-baseline|c102-m6|moonshot-small|Ironscales", "prompt": "c102-m6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Ironscales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Examples: Abnormal AI, Sublime Security, Material Security, Ironscales"}, {"id": "mai-20260917-0922-baseline|c102-m6|xai-small|Barracuda Email Security Gateway (ESG)", "prompt": "c102-m6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Barracuda Email Security Gateway (ESG)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Barracuda advised affected customers to replace devices. Ongoing exploits via third-party libraries ... have kept it risky."}, {"id": "mai-20260917-0922-baseline|c102-m6|xai-small|Mimecast", "prompt": "c102-m6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Prioritize Mimecast, Proofpoint, Abnormal Security, or Check Point Harmony Email"}, {"id": "mai-20260917-0922-baseline|c102-m6|xai-small|Proofpoint", "prompt": "c102-m6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Proofpoint has BBB complaints (31 in 3 years, mostly resolved)."}, {"id": "mai-20260917-0922-baseline|c102-m6|xai-small|Sophos", "prompt": "c102-m6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Sophos**, **AppRiver**, others | Higher incident frequencies"}, {"id": "mai-20260917-0922-baseline|c102-m6|xai-small|AppRiver", "prompt": "c102-m6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "AppRiver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Sophos**, **AppRiver**, others | Higher incident frequencies"}, {"id": "mai-20260917-0922-baseline|c102-m6|xai-small|Microsoft 365", "prompt": "c102-m6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Microsoft 365 users saw 45% *higher* email incidents than average without strong add-ons"}, {"id": "mai-20260917-0922-baseline|c102-m6|xai-small|Google Workspace", "prompt": "c102-m6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Google Workspace performed better natively."}, {"id": "mai-20260917-0922-baseline|c102-m6|xai-small|IRONSCALES", "prompt": "c102-m6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "IRONSCALES | 4.7/5 | 4.7/5 | 91% | High"}, {"id": "mai-20260917-0922-baseline|c102-m6|xai-small|Microsoft Defender", "prompt": "c102-m6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Microsoft Defender | 4.5/5 | 4.4/5 | 86% | Lower"}, {"id": "mai-20260917-0922-baseline|c102-m6|xai-small|FortiMail", "prompt": "c102-m6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "FortiMail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "high false positives/false negatives in Virus Bulletin VBSpam tests (2024) include lesser-known or older products like certain FortiMail configs"}, {"id": "mai-20260917-0922-baseline|c102-m6|xai-small|SonicWall", "prompt": "c102-m6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "SonicWall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "SonicWall (firewall/email) faced a lawsuit (Marquis v. SonicWall) over alleged failures in a data exposure."}, {"id": "mai-20260917-0922-baseline|c102-m6|xai-small|Yahoo Mail/AOL", "prompt": "c102-m6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Yahoo Mail/AOL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Avoid Yahoo Mail/AOL for breaches/privacy scandals"}, {"id": "mai-20260917-0922-baseline|c102-m6|xai-small|Abnormal Security", "prompt": "c102-m6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Prioritize Mimecast, Proofpoint, Abnormal Security, or Check Point Harmony Email"}, {"id": "mai-20260917-0922-baseline|c102-m6|xai-small|Check Point Harmony Email", "prompt": "c102-m6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Check Point Harmony Email", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Prioritize Mimecast, Proofpoint, Abnormal Security, or Check Point Harmony Email"}, {"id": "mai-20260917-0922-baseline|c102-m6|zai-small|Cisco Secure Email Gateway", "prompt": "c102-m6", "model": "zai-small", "cat": "email-security", "variant": "negative", "raw": "Cisco Secure Email Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Status: Avoid or Patch Immediately**"}, {"id": "mai-20260917-0922-baseline|c102-m6|zai-small|Mimecast Advanced Email Security", "prompt": "c102-m6", "model": "zai-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast Advanced Email Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Status: Caution Required**"}, {"id": "mai-20260917-0922-baseline|c102-m6|zai-small|Check Point Email Security", "prompt": "c102-m6", "model": "zai-small", "cat": "email-security", "variant": "negative", "raw": "Check Point Email Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Status: Caution Required**"}, {"id": "mai-20260917-0922-baseline|c102-m6|zai-small|Libraesva Email Security Gateway (ESG)", "prompt": "c102-m6", "model": "zai-small", "cat": "email-security", "variant": "negative", "raw": "Libraesva Email Security Gateway (ESG)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Status: Caution Required (History of Exploitation)**"}, {"id": "mai-20260917-0922-baseline|c102-m6|zai-small|Bitdefender Email Security", "prompt": "c102-m6", "model": "zai-small", "cat": "email-security", "variant": "negative", "raw": "Bitdefender Email Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Status: Caution Required (Based on Community Sentiment)**"}, {"id": "mai-20260917-0922-baseline|c102-s1|alibaba-small|Barracuda Email Security Service", "prompt": "c102-s1", "model": "alibaba-small", "cat": "email-security", "variant": "direct", "raw": "Barracuda Email Security Service", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Barracuda** (Best price-to-performance ratio)."}, {"id": "mai-20260917-0922-baseline|c102-s1|alibaba-small|Proofpoint (Standard)", "prompt": "c102-s1", "model": "alibaba-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint (Standard)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Price:** Higher (Often requires Minimum User Counts or Reseller purchase)."}, {"id": "mai-20260917-0922-baseline|c102-s1|alibaba-small|Mimecast", "prompt": "c102-s1", "model": "alibaba-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While expensive for a small shop, Mimecast offers superior archiving and restore capabilities."}, {"id": "mai-20260917-0922-baseline|c102-s1|alibaba-small|Microsoft Defender for Office 365 (Business Premium)", "prompt": "c102-s1", "model": "alibaba-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365 (Business Premium)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Microsoft Defender for Business Premium** (Stop here, it's all you need)."}, {"id": "mai-20260917-0922-baseline|c102-s1|alibaba-small|Google Workspace Enterprise (Security & EDR)", "prompt": "c102-s1", "model": "alibaba-small", "cat": "email-security", "variant": "direct", "raw": "Google Workspace Enterprise (Security & EDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Verdict:** Excellent if you run a Google-centric office."}, {"id": "mai-20260917-0922-baseline|c102-s1|alibaba-small|Trend Micro Office Scan / Apex One", "prompt": "c102-s1", "model": "alibaba-small", "cat": "email-security", "variant": "direct", "raw": "Trend Micro Office Scan / Apex One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Known for being lightweight on computer resources. Their email module integrates well with Windows environments."}, {"id": "mai-20260917-0922-baseline|c102-s1|alibaba-small|Bitdefender GravityZone", "prompt": "c102-s1", "model": "alibaba-small", "cat": "email-security", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Highly rated for low resource usage and high ransomware protection rates."}, {"id": "mai-20260917-0922-baseline|c102-s1|anthropic-small|Proofpoint", "prompt": "c102-s1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options typically include:\n- Proofpoint"}, {"id": "mai-20260917-0922-baseline|c102-s1|anthropic-small|Mimecast", "prompt": "c102-s1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options typically include:\n- Proofpoint\n- Mimecast"}, {"id": "mai-20260917-0922-baseline|c102-s1|anthropic-small|Fortinet FortiMail", "prompt": "c102-s1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "Fortinet FortiMail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Fortinet FortiMail"}, {"id": "mai-20260917-0922-baseline|c102-s1|anthropic-small|Cisco Secure Email", "prompt": "c102-s1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "Cisco Secure Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Cisco Secure Email"}, {"id": "mai-20260917-0922-baseline|c102-s1|anthropic-small|Microsoft Defender for Office 365", "prompt": "c102-s1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- Microsoft Defender for Office 365 (if using Microsoft)"}, {"id": "mai-20260917-0922-baseline|c102-s1|anthropic-small|Google Security", "prompt": "c102-s1", "model": "anthropic-small", "cat": "email-security", "variant": "direct", "raw": "Google Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- Google Security (if using Google Workspace)"}, {"id": "mai-20260917-0922-baseline|c102-s1|challenger-small|IRONSCALES", "prompt": "c102-s1", "model": "challenger-small", "cat": "email-security", "variant": "direct", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best single-platform choice in the results is **IRONSCALES**"}, {"id": "mai-20260917-0922-baseline|c102-s1|challenger-small|Defender for Office 365 Plan 1", "prompt": "c102-s1", "model": "challenger-small", "cat": "email-security", "variant": "direct", "raw": "Defender for Office 365 Plan 1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already pay for Microsoft 365 Business Premium and want the simplest native option"}, {"id": "mai-20260917-0922-baseline|c102-s1|challenger-small|Guardz", "prompt": "c102-s1", "model": "challenger-small", "cat": "email-security", "variant": "direct", "raw": "Guardz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want an all-in-one stack for a very small team"}, {"id": "mai-20260917-0922-baseline|c102-s1|challenger-small|Proofpoint Essentials / Proofpoint 365 Total Protection", "prompt": "c102-s1", "model": "challenger-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Essentials / Proofpoint 365 Total Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth considering if you want a more established enterprise-grade vendor adapted for SMBs"}, {"id": "mai-20260917-0922-baseline|c102-s1|challenger-small|Barracuda", "prompt": "c102-s1", "model": "challenger-small", "cat": "email-security", "variant": "direct", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a solid budget-conscious, easy-to-use option for lean IT teams"}, {"id": "mai-20260917-0922-baseline|c102-s1|deepseek-small|Microsoft Defender for Office 365", "prompt": "c102-s1", "model": "deepseek-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best value is often **Microsoft Defender for Office 365**—it's included or cheap, and works natively"}, {"id": "mai-20260917-0922-baseline|c102-s1|deepseek-small|IRONSCALES", "prompt": "c102-s1", "model": "deepseek-small", "cat": "email-security", "variant": "direct", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "most 2025/2026 rankings put **IRONSCALES** at #1 for small businesses"}, {"id": "mai-20260917-0922-baseline|c102-s1|deepseek-small|Abnormal Security", "prompt": "c102-s1", "model": "deepseek-small", "cat": "email-security", "variant": "direct", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Abnormal Security** if BEC/vendor fraud protection is your biggest concern and budget allows"}, {"id": "mai-20260917-0922-baseline|c102-s1|deepseek-small|Barracuda Email Protection", "prompt": "c102-s1", "model": "deepseek-small", "cat": "email-security", "variant": "direct", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget Option: Barracuda Email Protection"}, {"id": "mai-20260917-0922-baseline|c102-s1|deepseek-small|Proofpoint Essentials", "prompt": "c102-s1", "model": "deepseek-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise-Grade at SMB Prices: Proofpoint Essentials"}, {"id": "mai-20260917-0922-baseline|c102-s1|deepseek-small|Mimecast", "prompt": "c102-s1", "model": "deepseek-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Many enterprise tools (full Proofpoint/Mimecast suites) add archiving and compliance features you may not need yet"}, {"id": "mai-20260917-0922-baseline|c102-s1|google-small|Check Point Avanan", "prompt": "c102-s1", "model": "google-small", "cat": "email-security", "variant": "direct", "raw": "Check Point Avanan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "#### 1. Check Point Avanan (Best Overall)\nAvanan is widely considered the gold standard for cloud-native email security."}, {"id": "mai-20260917-0922-baseline|c102-s1|google-small|IRONSCALES", "prompt": "c102-s1", "model": "google-small", "cat": "email-security", "variant": "direct", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "#### 2. IRONSCALES (Best Value & User-Friendly)"}, {"id": "mai-20260917-0922-baseline|c102-s1|google-small|Microsoft Defender for Office 365", "prompt": "c102-s1", "model": "google-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Management Overhead:** **High.** Defender is incredibly powerful, but it does *not* work well out of the box with default settings."}, {"id": "mai-20260917-0922-baseline|c102-s1|google-small|Coro Cybersecurity", "prompt": "c102-s1", "model": "google-small", "cat": "email-security", "variant": "direct", "raw": "Coro Cybersecurity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "#### 4. Coro Cybersecurity (Best All-in-One Security for Lean Teams)"}, {"id": "mai-20260917-0922-baseline|c102-s1|meta-small|IRONSCALES", "prompt": "c102-s1", "model": "meta-small", "cat": "email-security", "variant": "direct", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "IRONSCALES - Best overall for SMBs that want AI protection plus built-in training."}, {"id": "mai-20260917-0922-baseline|c102-s1|meta-small|Coro Cybersecurity", "prompt": "c102-s1", "model": "meta-small", "cat": "email-security", "variant": "direct", "raw": "Coro Cybersecurity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SMBs that want automated email security."}, {"id": "mai-20260917-0922-baseline|c102-s1|meta-small|Proofpoint Essentials", "prompt": "c102-s1", "model": "meta-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A well-suited option for SMBs due to its simplified deployment, bundled security capabilities, and affordable pricing models."}, {"id": "mai-20260917-0922-baseline|c102-s1|meta-small|Mimecast", "prompt": "c102-s1", "model": "meta-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A secondary path for specific fits."}, {"id": "mai-20260917-0922-baseline|c102-s1|meta-small|Avanan", "prompt": "c102-s1", "model": "meta-small", "cat": "email-security", "variant": "direct", "raw": "Avanan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A secondary path for specific fits."}, {"id": "mai-20260917-0922-baseline|c102-s1|meta-small|Defender for Office 365 Plan 1 via M365 Business Premium", "prompt": "c102-s1", "model": "meta-small", "cat": "email-security", "variant": "direct", "raw": "Defender for Office 365 Plan 1 via M365 Business Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A default answer for most M365 SMBs."}, {"id": "mai-20260917-0922-baseline|c102-s1|minimax-small|Microsoft Defender for Office 365", "prompt": "c102-s1", "model": "minimax-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My general recommendation would be to start with Microsoft Defender if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c102-s1|minimax-small|Coro Cybersecurity", "prompt": "c102-s1", "model": "minimax-small", "cat": "email-security", "variant": "direct", "raw": "Coro Cybersecurity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "particularly well-suited for small SMBs seeking automated email security with simplified deployment"}, {"id": "mai-20260917-0922-baseline|c102-s1|minimax-small|SpamTitan", "prompt": "c102-s1", "model": "minimax-small", "cat": "email-security", "variant": "direct", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a budget-friendly option popular with small businesses"}, {"id": "mai-20260917-0922-baseline|c102-s1|minimax-small|Proofpoint Essentials", "prompt": "c102-s1", "model": "minimax-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another solid choice designed for smaller organizations"}, {"id": "mai-20260917-0922-baseline|c102-s1|mistral-small|IRONSCALES", "prompt": "c102-s1", "model": "mistral-small", "cat": "email-security", "variant": "direct", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "considered the best overall solution for SMBs in 2026"}, {"id": "mai-20260917-0922-baseline|c102-s1|mistral-small|Microsoft Defender for Office 365 (Plan 1)", "prompt": "c102-s1", "model": "mistral-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365 (Plan 1)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Defender for Office 365 Plan 1** is a top choice due to its integration and value"}, {"id": "mai-20260917-0922-baseline|c102-s1|mistral-small|Proofpoint Essentials", "prompt": "c102-s1", "model": "mistral-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another solid option for SMBs, Proofpoint Essentials offers simplified deployment"}, {"id": "mai-20260917-0922-baseline|c102-s1|mistral-small|Coro Cybersecurity", "prompt": "c102-s1", "model": "mistral-small", "cat": "email-security", "variant": "direct", "raw": "Coro Cybersecurity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "These platforms are also well-suited for small businesses"}, {"id": "mai-20260917-0922-baseline|c102-s1|mistral-small|SpamTitan", "prompt": "c102-s1", "model": "mistral-small", "cat": "email-security", "variant": "direct", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For additional options, consider **Proofpoint Essentials** or **SpamTitan**"}, {"id": "mai-20260917-0922-baseline|c102-s1|moonshot-small|Microsoft Defender for Office 365", "prompt": "c102-s1", "model": "moonshot-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're on Microsoft 365: Start with **Defender for Office 365 Plan 1**"}, {"id": "mai-20260917-0922-baseline|c102-s1|moonshot-small|Proofpoint Essentials", "prompt": "c102-s1", "model": "moonshot-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you handle sensitive client data or face phishing threats: Upgrade to **Proofpoint Essentials**"}, {"id": "mai-20260917-0922-baseline|c102-s1|moonshot-small|Avanan", "prompt": "c102-s1", "model": "moonshot-small", "cat": "email-security", "variant": "direct", "raw": "Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best AI Detection ... 5-minute setup, advanced AI detection"}, {"id": "mai-20260917-0922-baseline|c102-s1|moonshot-small|SpamTitan", "prompt": "c102-s1", "model": "moonshot-small", "cat": "email-security", "variant": "direct", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is critical: **SpamTitan** offers solid basic protection at the lowest price point."}, {"id": "mai-20260917-0922-baseline|c102-s1|openai-small|Microsoft Defender for Office 365", "prompt": "c102-s1", "model": "openai-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Microsoft Defender for Office 365** **if you already use Microsoft 365**"}, {"id": "mai-20260917-0922-baseline|c102-s1|openai-small|Proofpoint", "prompt": "c102-s1", "model": "openai-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Proofpoint** \\u2014 **best premium standalone option**"}, {"id": "mai-20260917-0922-baseline|c102-s1|openai-small|Barracuda", "prompt": "c102-s1", "model": "openai-small", "cat": "email-security", "variant": "direct", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Barracuda, IRONSCALES, or Mimecast** if you want strong alternatives"}, {"id": "mai-20260917-0922-baseline|c102-s1|openai-small|IRONSCALES", "prompt": "c102-s1", "model": "openai-small", "cat": "email-security", "variant": "direct", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Barracuda, IRONSCALES, or Mimecast** if you want strong alternatives"}, {"id": "mai-20260917-0922-baseline|c102-s1|openai-small|Mimecast", "prompt": "c102-s1", "model": "openai-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Consider Barracuda, IRONSCALES, or Mimecast** if you want strong alternatives"}, {"id": "mai-20260917-0922-baseline|c102-s1|xai-small|Microsoft Defender for Office 365 Plan 1", "prompt": "c102-s1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365 Plan 1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If on Microsoft 365 (most SMBs):** Start with Defender Plan 1—it's often already paid for and covers 80% of needs."}, {"id": "mai-20260917-0922-baseline|c102-s1|xai-small|IRONSCALES", "prompt": "c102-s1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Overall SMB pick, AI phishing + training | ... #1 in small biz rankings (Consilien 9.1/10)"}, {"id": "mai-20260917-0922-baseline|c102-s1|xai-small|Proofpoint Essentials", "prompt": "c102-s1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "B2B priorities (BEC, compliance):** IRONSCALES or Proofpoint Essentials."}, {"id": "mai-20260917-0922-baseline|c102-s1|xai-small|Coro Cybersecurity", "prompt": "c102-s1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "Coro Cybersecurity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bundled/all-in-one for lean IT ... Less specialized in email alone"}, {"id": "mai-20260917-0922-baseline|c102-s1|xai-small|SpamTitan", "prompt": "c102-s1", "model": "xai-small", "cat": "email-security", "variant": "direct", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget < $3/user:** SpamTitan or Defender."}, {"id": "mai-20260917-0922-baseline|c102-s1|zai-small|Microsoft Defender for Office 365 (Plan 1)", "prompt": "c102-s1", "model": "zai-small", "cat": "email-security", "variant": "direct", "raw": "Microsoft Defender for Office 365 (Plan 1)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Value: Microsoft Defender for Office 365 (Plan 1) ... this is almost always the best choice"}, {"id": "mai-20260917-0922-baseline|c102-s1|zai-small|Proofpoint Essentials", "prompt": "c102-s1", "model": "zai-small", "cat": "email-security", "variant": "direct", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for SMB-Specific Features: Proofpoint Essentials ... Why it’s a top contender"}, {"id": "mai-20260917-0922-baseline|c102-s1|zai-small|Mimecast", "prompt": "c102-s1", "model": "zai-small", "cat": "email-security", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Business Continuity: Mimecast ... Why it’s a top contender"}, {"id": "mai-20260917-0922-baseline|c102-s2|alibaba-small|Abnormal Security", "prompt": "c102-s2", "model": "alibaba-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Choice for B2B Risk Mitigation: **Abnormal Security**"}, {"id": "mai-20260917-0922-baseline|c102-s2|alibaba-small|Microsoft Defender for Office 365", "prompt": "c102-s2", "model": "alibaba-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Built-In\" Value: **Microsoft Defender for Office 365 **(Plan 2)"}, {"id": "mai-20260917-0922-baseline|c102-s2|alibaba-small|IronScales", "prompt": "c102-s2", "model": "alibaba-small", "cat": "email-security", "variant": "paraphrase", "raw": "IronScales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best All-in-One Solution: **IRONSCALES** ... is a strong contender"}, {"id": "mai-20260917-0922-baseline|c102-s2|alibaba-small|Guardz", "prompt": "c102-s2", "model": "alibaba-small", "cat": "email-security", "variant": "paraphrase", "raw": "Guardz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **IRONSCALES** or **Guardz**"}, {"id": "mai-20260917-0922-baseline|c102-s2|anthropic-small|IRONSCALES", "prompt": "c102-s2", "model": "anthropic-small", "cat": "email-security", "variant": "paraphrase", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend IRONSCALES as your primary choice given its ease of deployment and small-business focus"}, {"id": "mai-20260917-0922-baseline|c102-s2|anthropic-small|Abnormal Security", "prompt": "c102-s2", "model": "anthropic-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Abnormal Security leads on business email compromise and vendor fraud"}, {"id": "mai-20260917-0922-baseline|c102-s2|anthropic-small|Microsoft Defender for Office 365", "prompt": "c102-s2", "model": "anthropic-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft Defender for Office 365 wins on built-in value"}, {"id": "mai-20260917-0922-baseline|c102-s2|anthropic-small|Exchange Online Protection", "prompt": "c102-s2", "model": "anthropic-small", "cat": "email-security", "variant": "paraphrase", "raw": "Exchange Online Protection", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "consistently fail against the targeted, behavioral, and supplier-pretexting attacks"}, {"id": "mai-20260917-0922-baseline|c102-s2|anthropic-small|Google Workspace built-in filters", "prompt": "c102-s2", "model": "anthropic-small", "cat": "email-security", "variant": "paraphrase", "raw": "Google Workspace built-in filters", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "consistently fail against the targeted, behavioral, and supplier-pretexting attacks"}, {"id": "mai-20260917-0922-baseline|c102-s2|anthropic-small|Guardz", "prompt": "c102-s2", "model": "anthropic-small", "cat": "email-security", "variant": "paraphrase", "raw": "Guardz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Guardz is best all-in-one for small teams."}, {"id": "mai-20260917-0922-baseline|c102-s2|challenger-small|Microsoft Defender for Office 365", "prompt": "c102-s2", "model": "challenger-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my first recommendation would be **Microsoft Defender for Office 365** if you already use Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c102-s2|challenger-small|Huntress Security Platform", "prompt": "c102-s2", "model": "challenger-small", "cat": "email-security", "variant": "paraphrase", "raw": "Huntress Security Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Huntress is positioned as total managed protection for small and mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c102-s2|challenger-small|KnowBe4", "prompt": "c102-s2", "model": "challenger-small", "cat": "email-security", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "KnowBe4 is repeatedly highlighted for connecting phishing protection with user-behavior change"}, {"id": "mai-20260917-0922-baseline|c102-s2|challenger-small|EasyDMARC", "prompt": "c102-s2", "model": "challenger-small", "cat": "email-security", "variant": "paraphrase", "raw": "EasyDMARC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**EasyDMARC** is also a good fit because it focuses on email authentication"}, {"id": "mai-20260917-0922-baseline|c102-s2|deepseek-small|Microsoft Defender for Office 365 (Plan 1)", "prompt": "c102-s2", "model": "deepseek-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365 (Plan 1)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: **Start with Microsoft Defender for Office 365 (Plan 1)**"}, {"id": "mai-20260917-0922-baseline|c102-s2|deepseek-small|Proofpoint Essentials", "prompt": "c102-s2", "model": "deepseek-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the SMB tier of Proofpoint; best-in-class for **BEC and supplier/customer impersonation** detection"}, {"id": "mai-20260917-0922-baseline|c102-s2|deepseek-small|Abnormal Security", "prompt": "c102-s2", "model": "deepseek-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "an AI-native, API-based option with zero gateway overhead (no MX rerouting), very strong social-engineering detection"}, {"id": "mai-20260917-0922-baseline|c102-s2|google-small|Check Point Harmony Email & Collaboration (formerly Avanan)", "prompt": "c102-s2", "model": "google-small", "cat": "email-security", "variant": "paraphrase", "raw": "Check Point Harmony Email & Collaboration (formerly Avanan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Protection: Check Point Harmony Email & Collaboration (formerly Avanan)"}, {"id": "mai-20260917-0922-baseline|c102-s2|google-small|IRONSCALES", "prompt": "c102-s2", "model": "google-small", "cat": "email-security", "variant": "paraphrase", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Value + Training Combo: IRONSCALES"}, {"id": "mai-20260917-0922-baseline|c102-s2|google-small|Huntress (Managed ITDR + Defender)", "prompt": "c102-s2", "model": "google-small", "cat": "email-security", "variant": "paraphrase", "raw": "Huntress (Managed ITDR + Defender)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best \"Hands-Off\" Managed Option: Huntress (Managed ITDR + Defender)"}, {"id": "mai-20260917-0922-baseline|c102-s2|google-small|Microsoft Defender", "prompt": "c102-s2", "model": "google-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "you have some native protection (Microsoft Defender). However, configuring it properly and investigating alerts requires security expertise."}, {"id": "mai-20260917-0922-baseline|c102-s2|meta-small|IRONSCALES", "prompt": "c102-s2", "model": "meta-small", "cat": "email-security", "variant": "paraphrase", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is considered the best overall for small businesses in 2026, pairing AI phishing detection with transparent per-user pricing"}, {"id": "mai-20260917-0922-baseline|c102-s2|meta-small|Abnormal Security", "prompt": "c102-s2", "model": "meta-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "recommended for stopping Business Email Compromise (BEC) and vendor fraud"}, {"id": "mai-20260917-0922-baseline|c102-s2|meta-small|ManageEngine's Browser Security Plus", "prompt": "c102-s2", "model": "meta-small", "cat": "email-security", "variant": "paraphrase", "raw": "ManageEngine's Browser Security Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "considered a top pick for comprehensive phishing protection"}, {"id": "mai-20260917-0922-baseline|c102-s2|meta-small|Proofpoint", "prompt": "c102-s2", "model": "meta-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers a small business email security and cybersecurity solution that includes business email compromise detection"}, {"id": "mai-20260917-0922-baseline|c102-s2|minimax-small|Microsoft Defender for Office 365", "prompt": "c102-s2", "model": "minimax-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Microsoft Defender for Office 365** if you're on Microsoft 365 - it's cost-effective"}, {"id": "mai-20260917-0922-baseline|c102-s2|minimax-small|Proofpoint Essentials", "prompt": "c102-s2", "model": "minimax-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Proofpoint Essentials** is an excellent choice specifically designed for small businesses with B2B needs"}, {"id": "mai-20260917-0922-baseline|c102-s2|minimax-small|Mimecast Email Security", "prompt": "c102-s2", "model": "minimax-small", "cat": "email-security", "variant": "paraphrase", "raw": "Mimecast Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for layered protection)"}, {"id": "mai-20260917-0922-baseline|c102-s2|mistral-small|Coro Cybersecurity", "prompt": "c102-s2", "model": "mistral-small", "cat": "email-security", "variant": "paraphrase", "raw": "Coro Cybersecurity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coro Cybersecurity** stands out as the best choice for SMBs needing simple, bundled security solutions."}, {"id": "mai-20260917-0922-baseline|c102-s2|mistral-small|Proofpoint", "prompt": "c102-s2", "model": "mistral-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong options include **Proofpoint**, which provides multi-layered anti-virus, anti-spam, and phishing detection"}, {"id": "mai-20260917-0922-baseline|c102-s2|moonshot-small|Microsoft Defender for Office 365", "prompt": "c102-s2", "model": "moonshot-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, I'd recommend starting with **Microsoft Defender for Office 365 Plan 1**"}, {"id": "mai-20260917-0922-baseline|c102-s2|moonshot-small|Proofpoint Essentials", "prompt": "c102-s2", "model": "moonshot-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Upgrade to Proofpoint Essentials** if you: - Handle high-value B2B transactions frequently"}, {"id": "mai-20260917-0922-baseline|c102-s2|moonshot-small|Barracuda Email Protection", "prompt": "c102-s2", "model": "moonshot-small", "cat": "email-security", "variant": "paraphrase", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Barracuda** if you also need email backup/archiving bundled with security."}, {"id": "mai-20260917-0922-baseline|c102-s2|openai-small|Microsoft Defender for Office 365", "prompt": "c102-s2", "model": "openai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Microsoft Defender for Office 365** if you already use Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c102-s2|openai-small|Proofpoint Essentials", "prompt": "c102-s2", "model": "openai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Proofpoint Essentials** if you want a more email-security-specialist approach"}, {"id": "mai-20260917-0922-baseline|c102-s2|openai-small|Barracuda Email Protection", "prompt": "c102-s2", "model": "openai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Barracuda Email Protection** if you want broader packaged email protection"}, {"id": "mai-20260917-0922-baseline|c102-s2|xai-small|Proofpoint Essentials", "prompt": "c102-s2", "model": "xai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Proofpoint Essentials as the top phishing and email threat protection tool"}, {"id": "mai-20260917-0922-baseline|c102-s2|xai-small|Microsoft Defender", "prompt": "c102-s2", "model": "xai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Weaker on advanced BEC/phishing (misses more per tests)"}, {"id": "mai-20260917-0922-baseline|c102-s2|xai-small|IRONSCALES", "prompt": "c102-s2", "model": "xai-small", "cat": "email-security", "variant": "paraphrase", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're heavily on Google Workspace or need training simulations, IRONSCALES is a close second"}, {"id": "mai-20260917-0922-baseline|c102-s2|xai-small|Abnormal Security", "prompt": "c102-s2", "model": "xai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Abnormal Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Narrower scope, enterprise-leaning"}, {"id": "mai-20260917-0922-baseline|c102-s2|zai-small|Microsoft Defender for Office 365 (MDO)", "prompt": "c102-s2", "model": "zai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Microsoft Defender for Office 365 (MDO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation (best overall for most small B2B businesses): **Microsoft Defender for Office 365 (MDO)**"}, {"id": "mai-20260917-0922-baseline|c102-s2|zai-small|Proofpoint Essentials", "prompt": "c102-s2", "model": "zai-small", "cat": "email-security", "variant": "paraphrase", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Proofpoint Essentials is the next best option"}, {"id": "mai-20260917-0922-baseline|c102-s2|zai-small|SpamTitan", "prompt": "c102-s2", "model": "zai-small", "cat": "email-security", "variant": "paraphrase", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a key concern ... SpamTitan is a solid alternative."}, {"id": "mai-20260917-0922-baseline|c102-s3|alibaba-small|Microsoft Defender for Office 365 (Plan 1 / Plan 2)", "prompt": "c102-s3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365 (Plan 1 / Plan 2)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Microsoft Defender Plan 1** (if on Business Premium) as your foundation."}, {"id": "mai-20260917-0922-baseline|c102-s3|alibaba-small|IRONSCALES", "prompt": "c102-s3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Upgrade to **IRONSCALES** if you notice your team clicking suspicious links frequently."}, {"id": "mai-20260917-0922-baseline|c102-s3|alibaba-small|Proofpoint Essentials", "prompt": "c102-s3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Switch to **Proofpoint** or **Guardz** if you need strict email retention for legal reasons"}, {"id": "mai-20260917-0922-baseline|c102-s3|alibaba-small|Abnormal Security", "prompt": "c102-s3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For:** Teams prioritizing **AI-driven anomaly detection**... **Cons:** Higher price point"}, {"id": "mai-20260917-0922-baseline|c102-s3|alibaba-small|Guardz", "prompt": "c102-s3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Guardz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Switch to **Proofpoint** or **Guardz** if you need strict email retention for legal reasons (archiving)"}, {"id": "mai-20260917-0922-baseline|c102-s3|alibaba-small|Coro Cybersecurity", "prompt": "c102-s3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Coro Cybersecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Security depth is generally \"good enough\" rather than \"best-in-class.\""}, {"id": "mai-20260917-0922-baseline|c102-s3|alibaba-small|Mimecast", "prompt": "c102-s3", "model": "alibaba-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Email archiving capabilities are lighter than legacy players like Mimecast."}, {"id": "mai-20260917-0922-baseline|c102-s3|anthropic-small|IRONSCALES", "prompt": "c102-s3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "IRONSCALES ranks first for small businesses in 2026 because it pairs AI phishing detection with transparent per-user pricing and a three-click Microsoft 365 setup."}, {"id": "mai-20260917-0922-baseline|c102-s3|anthropic-small|Abnormal Security", "prompt": "c102-s3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Abnormal Security leads on business email compromise"}, {"id": "mai-20260917-0922-baseline|c102-s3|anthropic-small|Microsoft Defender", "prompt": "c102-s3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft Defender wins on built-in value"}, {"id": "mai-20260917-0922-baseline|c102-s3|anthropic-small|Guardz", "prompt": "c102-s3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Guardz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Guardz packs the most into a single pane"}, {"id": "mai-20260917-0922-baseline|c102-s3|anthropic-small|Barracuda", "prompt": "c102-s3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Broad, general coverage on a budget points to Barracuda."}, {"id": "mai-20260917-0922-baseline|c102-s3|anthropic-small|Mimecast", "prompt": "c102-s3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "A gateway like Proofpoint or Mimecast rewards a team that can tune it and punishes one that cannot."}, {"id": "mai-20260917-0922-baseline|c102-s3|anthropic-small|Proofpoint", "prompt": "c102-s3", "model": "anthropic-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "A gateway like Proofpoint or Mimecast rewards a team that can tune it and punishes one that cannot."}, {"id": "mai-20260917-0922-baseline|c102-s3|challenger-small|Microsoft Defender for Office 365", "prompt": "c102-s3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is the best fit if your team already uses Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c102-s3|challenger-small|Proofpoint Essentials", "prompt": "c102-s3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong standalone choice for small businesses that want enterprise-style protection"}, {"id": "mai-20260917-0922-baseline|c102-s3|challenger-small|Mimecast", "prompt": "c102-s3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for teams that care about retention, archiving, content controls, and continuity"}, {"id": "mai-20260917-0922-baseline|c102-s3|challenger-small|Check Point Harmony Email / Avanan", "prompt": "c102-s3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point Harmony Email / Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the best-known API-based option, meaning it does not require MX-record changes"}, {"id": "mai-20260917-0922-baseline|c102-s3|challenger-small|Barracuda Email Protection", "prompt": "c102-s3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often chosen by SMBs that want a broader resilience platform"}, {"id": "mai-20260917-0922-baseline|c102-s3|challenger-small|Sophos Email", "prompt": "c102-s3", "model": "challenger-small", "cat": "email-security", "variant": "comparative", "raw": "Sophos Email", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "better fit when a company already uses other Sophos products, rather than as a standalone best-in-class email platform"}, {"id": "mai-20260917-0922-baseline|c102-s3|deepseek-small|Microsoft Defender for Office 365", "prompt": "c102-s3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Already on M365? Start with Microsoft Defender (Plan 1) — often the cheapest since it's bundled"}, {"id": "mai-20260917-0922-baseline|c102-s3|deepseek-small|IRONSCALES", "prompt": "c102-s3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the practical sweet spots are **IRONSCALES** (best overall AI + training combo)"}, {"id": "mai-20260917-0922-baseline|c102-s3|deepseek-small|Abnormal Security", "prompt": "c102-s3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Worried specifically about BEC/vendor fraud? Abnormal leads here."}, {"id": "mai-20260917-0922-baseline|c102-s3|deepseek-small|Check Point Harmony Email & Collaboration", "prompt": "c102-s3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Check Point Harmony Email & Collaboration", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "API-inline model (no MX changes) with AI-powered phishing protection"}, {"id": "mai-20260917-0922-baseline|c102-s3|deepseek-small|Barracuda Email Protection", "prompt": "c102-s3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Barracuda (API, no MX changes) is the easiest value choice."}, {"id": "mai-20260917-0922-baseline|c102-s3|deepseek-small|Proofpoint Essentials", "prompt": "c102-s3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need compliance archiving (HIPAA/FINRA/SEC)? Proofpoint Essentials is the top pick."}, {"id": "mai-20260917-0922-baseline|c102-s3|deepseek-small|Mimecast", "prompt": "c102-s3", "model": "deepseek-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Can be heavier/more expensive than needed for a small team"}, {"id": "mai-20260917-0922-baseline|c102-s3|google-small|Avanan (by Check Point / Harmony Email)", "prompt": "c102-s3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "Avanan (by Check Point / Harmony Email)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Avanan if you want the highest threat-detection rates, use Google Workspace or Microsoft 365, and want a simple \"install and forget\" tool."}, {"id": "mai-20260917-0922-baseline|c102-s3|google-small|IRONSCALES", "prompt": "c102-s3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose IRONSCALES if you want a user-friendly platform that handles both email security and automated phishing training for your employees under one bill."}, {"id": "mai-20260917-0922-baseline|c102-s3|google-small|Microsoft Defender for Office 365 (Plan 1)", "prompt": "c102-s3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365 (Plan 1)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Microsoft Defender if you have Microsoft Business Premium licenses, are on a tight budget, and have the internal IT bandwidth to configure the platform."}, {"id": "mai-20260917-0922-baseline|c102-s3|google-small|Proofpoint Essentials", "prompt": "c102-s3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Proofpoint Essentials if you have strict data compliance rules, need robust outbound email encryption"}, {"id": "mai-20260917-0922-baseline|c102-s3|google-small|Guardz", "prompt": "c102-s3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "Guardz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Guardz is designed as a unified cyber-security platform for micro-businesses."}, {"id": "mai-20260917-0922-baseline|c102-s3|google-small|Sublime Security", "prompt": "c102-s3", "model": "google-small", "cat": "email-security", "variant": "comparative", "raw": "Sublime Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sublime Security is a fast-growing, highly customizable platform."}, {"id": "mai-20260917-0922-baseline|c102-s3|meta-small|IRONSCALES", "prompt": "c102-s3", "model": "meta-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "IRONSCALES - Best overall for SMBs that want AI protection plus built-in training."}, {"id": "mai-20260917-0922-baseline|c102-s3|meta-small|Abnormal Security", "prompt": "c102-s3", "model": "meta-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Abnormal Security - Best for stopping BEC and vendor fraud."}, {"id": "mai-20260917-0922-baseline|c102-s3|meta-small|Microsoft Defender for Office 365", "prompt": "c102-s3", "model": "meta-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best built-in value for Microsoft 365 shops."}, {"id": "mai-20260917-0922-baseline|c102-s3|meta-small|Guardz", "prompt": "c102-s3", "model": "meta-small", "cat": "email-security", "variant": "comparative", "raw": "Guardz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Guardz - Best all-in-one for small teams."}, {"id": "mai-20260917-0922-baseline|c102-s3|meta-small|Mimecast", "prompt": "c102-s3", "model": "meta-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong on compliance retention, content controls, and business continuity."}, {"id": "mai-20260917-0922-baseline|c102-s3|meta-small|Proofpoint Essentials", "prompt": "c102-s3", "model": "meta-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best-of-breed BEC and supplier-impersonation detection."}, {"id": "mai-20260917-0922-baseline|c102-s3|meta-small|Sophos Email Security", "prompt": "c102-s3", "model": "meta-small", "cat": "email-security", "variant": "comparative", "raw": "Sophos Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for teams already using Sophos endpoint or firewall."}, {"id": "mai-20260917-0922-baseline|c102-s3|meta-small|Coro Cybersecurity", "prompt": "c102-s3", "model": "meta-small", "cat": "email-security", "variant": "comparative", "raw": "Coro Cybersecurity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for SMBs that want automated email security."}, {"id": "mai-20260917-0922-baseline|c102-s3|minimax-small|Microsoft Defender for Office 365", "prompt": "c102-s3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best built-in value if you're already on Microsoft 365—no additional MX record changes needed."}, {"id": "mai-20260917-0922-baseline|c102-s3|minimax-small|IRONSCALES", "prompt": "c102-s3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Want hands-off AI automation? → IRONSCALES"}, {"id": "mai-20260917-0922-baseline|c102-s3|minimax-small|Coro Cybersecurity", "prompt": "c102-s3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "Coro Cybersecurity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want one platform for everything? → Coro or Guardz"}, {"id": "mai-20260917-0922-baseline|c102-s3|minimax-small|Guardz", "prompt": "c102-s3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "Guardz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need MDR + email security? → Guardz (higher tiers)"}, {"id": "mai-20260917-0922-baseline|c102-s3|minimax-small|SpamTitan (TitanHQ)", "prompt": "c102-s3", "model": "minimax-small", "cat": "email-security", "variant": "comparative", "raw": "SpamTitan (TitanHQ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Very tight budget? → SpamTitan"}, {"id": "mai-20260917-0922-baseline|c102-s3|mistral-small|Microsoft Defender for Office 365", "prompt": "c102-s3", "model": "mistral-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Teams already using Microsoft 365... Seamless integration with Microsoft tools"}, {"id": "mai-20260917-0922-baseline|c102-s3|mistral-small|Proofpoint Essentials", "prompt": "c102-s3", "model": "mistral-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best-of-breed BEC and supplier-impersonation detection, with robust compliance and archiving."}, {"id": "mai-20260917-0922-baseline|c102-s3|mistral-small|Mimecast Email Security", "prompt": "c102-s3", "model": "mistral-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong on compliance and business continuity, with a long-established reputation."}, {"id": "mai-20260917-0922-baseline|c102-s3|mistral-small|Barracuda Email Protection", "prompt": "c102-s3", "model": "mistral-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one solution with strong integration for Microsoft 365 users."}, {"id": "mai-20260917-0922-baseline|c102-s3|mistral-small|Sophos Email Security", "prompt": "c102-s3", "model": "mistral-small", "cat": "email-security", "variant": "comparative", "raw": "Sophos Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cost-effective for existing Sophos users, with centralized management."}, {"id": "mai-20260917-0922-baseline|c102-s3|mistral-small|Coro Cybersecurity", "prompt": "c102-s3", "model": "mistral-small", "cat": "email-security", "variant": "comparative", "raw": "Coro Cybersecurity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Automated, fast to deploy, and designed specifically for SMBs."}, {"id": "mai-20260917-0922-baseline|c102-s3|mistral-small|IRONSCALES", "prompt": "c102-s3", "model": "mistral-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Highly rated for ease of use and effectiveness against phishing attacks."}, {"id": "mai-20260917-0922-baseline|c102-s3|moonshot-small|IRONSCALES", "prompt": "c102-s3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**IRONSCALES** – Best Overall for Small Business"}, {"id": "mai-20260917-0922-baseline|c102-s3|moonshot-small|Microsoft Defender for Office 365", "prompt": "c102-s3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already on Microsoft 365 Business Premium, start with **Microsoft Defender**"}, {"id": "mai-20260917-0922-baseline|c102-s3|moonshot-small|Proofpoint Essentials", "prompt": "c102-s3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "go with **IRONSCALES** or **Proofpoint Essentials**"}, {"id": "mai-20260917-0922-baseline|c102-s3|moonshot-small|Abnormal Security", "prompt": "c102-s3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Abnormal Security** – Best for BEC Protection"}, {"id": "mai-20260917-0922-baseline|c102-s3|moonshot-small|Guardz", "prompt": "c102-s3", "model": "moonshot-small", "cat": "email-security", "variant": "comparative", "raw": "Guardz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Guardz** – Best All-in-One for Small Teams"}, {"id": "mai-20260917-0922-baseline|c102-s3|openai-small|Microsoft Defender for Office 365", "prompt": "c102-s3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Office 365** if you're already in Microsoft 365."}, {"id": "mai-20260917-0922-baseline|c102-s3|openai-small|Barracuda Email Protection", "prompt": "c102-s3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Barracuda Email Protection** if you want a more complete security + backup package."}, {"id": "mai-20260917-0922-baseline|c102-s3|openai-small|Proofpoint", "prompt": "c102-s3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often more complex and usually better suited to mid-market or enterprise"}, {"id": "mai-20260917-0922-baseline|c102-s3|openai-small|Mimecast", "prompt": "c102-s3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can be heavier than a small team really needs"}, {"id": "mai-20260917-0922-baseline|c102-s3|openai-small|Sophos Email", "prompt": "c102-s3", "model": "openai-small", "cat": "email-security", "variant": "comparative", "raw": "Sophos Email", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sophos Email** if you're an SMB already using Sophos."}, {"id": "mai-20260917-0922-baseline|c102-s3|xai-small|Microsoft Defender for Office 365", "prompt": "c102-s3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For M365 teams, start with Defender + layer if needed."}, {"id": "mai-20260917-0922-baseline|c102-s3|xai-small|Proofpoint Essentials", "prompt": "c102-s3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SMBs needing robust, scalable protection like big corps, without complexity."}, {"id": "mai-20260917-0922-baseline|c102-s3|xai-small|Mimecast Email Security", "prompt": "c102-s3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compliance-heavy teams (e.g., regulated industries) needing archiving/continuity alongside security."}, {"id": "mai-20260917-0922-baseline|c102-s3|xai-small|IRONSCALES", "prompt": "c102-s3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quick-setup AI for phishing-prone teams; includes awareness training. 3-click M365 install. | API/ICES; 4.7/5 (top G2 SMB)"}, {"id": "mai-20260917-0922-baseline|c102-s3|xai-small|Barracuda Email Protection", "prompt": "c102-s3", "model": "xai-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-conscious MSPs/SMBs wanting backups + security in one dashboard."}, {"id": "mai-20260917-0922-baseline|c102-s3|zai-small|Microsoft Defender for Office 365 (Plan 1/2)", "prompt": "c102-s3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Microsoft Defender for Office 365 (Plan 1/2)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Already on Microsoft 365 and wants the simplest option | Microsoft Defender for Office 365 (Plan 1)"}, {"id": "mai-20260917-0922-baseline|c102-s3|zai-small|IronScales", "prompt": "c102-s3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "IronScales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Wants AI-powered phishing detection with transparent pricing | IronScales"}, {"id": "mai-20260917-0922-baseline|c102-s3|zai-small|Abnormal Security", "prompt": "c102-s3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Worried about BEC and executive impersonation | Abnormal Security"}, {"id": "mai-20260917-0922-baseline|c102-s3|zai-small|Proofpoint Essentials", "prompt": "c102-s3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Needs archiving and compliance features | Mimecast or Proofpoint Essentials"}, {"id": "mai-20260917-0922-baseline|c102-s3|zai-small|Mimecast Advanced Email Security", "prompt": "c102-s3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Mimecast Advanced Email Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Complex; overkill for very small teams"}, {"id": "mai-20260917-0922-baseline|c102-s3|zai-small|Coro Cybersecurity", "prompt": "c102-s3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Coro Cybersecurity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Has a tight budget | Coro Cybersecurity or SpamTitan"}, {"id": "mai-20260917-0922-baseline|c102-s3|zai-small|SpamTitan", "prompt": "c102-s3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Low cost, MSP-friendly, solid filtering"}, {"id": "mai-20260917-0922-baseline|c102-s3|zai-small|Barracuda Email Security Gateway", "prompt": "c102-s3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Barracuda Email Security Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Gateway + API, backup and continuity extras, all-around protection"}, {"id": "mai-20260917-0922-baseline|c102-s3|zai-small|Avanan", "prompt": "c102-s3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Avanan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "IronScales and Avanan lead with AI-powered detection"}, {"id": "mai-20260917-0922-baseline|c102-s3|zai-small|Sophos Email", "prompt": "c102-s3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Sophos Email", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Already uses Sophos products | Sophos Email"}, {"id": "mai-20260917-0922-baseline|c102-s3|zai-small|Guardz", "prompt": "c102-s3", "model": "zai-small", "cat": "email-security", "variant": "comparative", "raw": "Guardz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Guardz and Barracuda offer comprehensive packages"}, {"id": "mai-20260917-0922-baseline|c102-s4|alibaba-small|Microsoft Defender for Office 365", "prompt": "c102-s4", "model": "alibaba-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "activate **Defender for Office 365**. It is the highest bang-for-buck solution available."}, {"id": "mai-20260917-0922-baseline|c102-s4|alibaba-small|Barracuda Email Security Service", "prompt": "c102-s4", "model": "alibaba-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda Email Security Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "go with **Barracuda** for the absolute lowest stable price"}, {"id": "mai-20260917-0922-baseline|c102-s4|alibaba-small|SpamTitan GlobalProtect", "prompt": "c102-s4", "model": "alibaba-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan GlobalProtect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **SpamTitan** for ease of setup"}, {"id": "mai-20260917-0922-baseline|c102-s4|alibaba-small|Avanan", "prompt": "c102-s4", "model": "alibaba-small", "cat": "email-security", "variant": "budget", "raw": "Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Slightly pricier than Barracuda, but often considered superior for detecting sophisticated zero-day attacks."}, {"id": "mai-20260917-0922-baseline|c102-s4|anthropic-small|IRONSCALES", "prompt": "c102-s4", "model": "anthropic-small", "cat": "email-security", "variant": "budget", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "IRONSCALES is the strongest single choice because it does the whole job"}, {"id": "mai-20260917-0922-baseline|c102-s4|anthropic-small|Microsoft Defender", "prompt": "c102-s4", "model": "anthropic-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "IRONSCALES and the built-in Microsoft Defender tiers are the clearest starting points if pricing transparency matters"}, {"id": "mai-20260917-0922-baseline|c102-s4|anthropic-small|Barracuda", "prompt": "c102-s4", "model": "anthropic-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Barracuda is recommended as a budget-friendly option"}, {"id": "mai-20260917-0922-baseline|c102-s4|anthropic-small|SpamTitan", "prompt": "c102-s4", "model": "anthropic-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SpamTitan is a budget-friendly spam and malware filtering solution for SMBs and MSPs"}, {"id": "mai-20260917-0922-baseline|c102-s4|challenger-small|Microsoft Defender for Office 365", "prompt": "c102-s4", "model": "challenger-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best first choice is usually **Microsoft Defender for Office 365** if you already use Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c102-s4|challenger-small|Barracuda Email Protection", "prompt": "c102-s4", "model": "challenger-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Barracuda** for everyone else who wants a low-cost dedicated platform"}, {"id": "mai-20260917-0922-baseline|c102-s4|challenger-small|SpamTitan", "prompt": "c102-s4", "model": "challenger-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need the cheapest standalone tool: **SpamTitan**"}, {"id": "mai-20260917-0922-baseline|c102-s4|challenger-small|IRONSCALES", "prompt": "c102-s4", "model": "challenger-small", "cat": "email-security", "variant": "budget", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want stronger AI phishing detection and can spend a bit more: **IRONSCALES** or **Avanan**"}, {"id": "mai-20260917-0922-baseline|c102-s4|challenger-small|Avanan", "prompt": "c102-s4", "model": "challenger-small", "cat": "email-security", "variant": "budget", "raw": "Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want stronger AI phishing detection and can spend a bit more: **IRONSCALES** or **Avanan**"}, {"id": "mai-20260917-0922-baseline|c102-s4|deepseek-small|Microsoft Defender for Office 365 (Plan 1)", "prompt": "c102-s4", "model": "deepseek-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365 (Plan 1)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company already uses Microsoft 365, this is your smartest first move."}, {"id": "mai-20260917-0922-baseline|c102-s4|deepseek-small|Barracuda Email Security Gateway", "prompt": "c102-s4", "model": "deepseek-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda Email Security Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consistently rated as the best *budget* option."}, {"id": "mai-20260917-0922-baseline|c102-s4|deepseek-small|SpamTitan (TitanHQ)", "prompt": "c102-s4", "model": "deepseek-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan (TitanHQ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The lowest-cost option, good for basic spam and malware filtering if your needs are simple."}, {"id": "mai-20260917-0922-baseline|c102-s4|deepseek-small|Proofpoint Essentials", "prompt": "c102-s4", "model": "deepseek-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Proofpoint Essentials (~$3/user/month) strikes the best balance of protection and price for most small teams"}, {"id": "mai-20260917-0922-baseline|c102-s4|deepseek-small|Avanan", "prompt": "c102-s4", "model": "deepseek-small", "cat": "email-security", "variant": "budget", "raw": "Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "I'd also recommend considering **Avanan** (~$3\\u20135/user/month) if your budget allows even a little headroom"}, {"id": "mai-20260917-0922-baseline|c102-s4|google-small|Mimecast", "prompt": "c102-s4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "Mimecast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the best approach is to avoid traditional, expensive Secure Email Gateways (SEGs) like Mimecast or Proofpoint Enterprise"}, {"id": "mai-20260917-0922-baseline|c102-s4|google-small|Proofpoint Enterprise", "prompt": "c102-s4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the best approach is to avoid traditional, expensive Secure Email Gateways (SEGs) like Mimecast or Proofpoint Enterprise"}, {"id": "mai-20260917-0922-baseline|c102-s4|google-small|Sublime Security", "prompt": "c102-s4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "Sublime Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Fewer than 100 users, want top-tier security, budget is $0 | Sublime Security | It is completely free for up to 100 mailboxes, with no catch."}, {"id": "mai-20260917-0922-baseline|c102-s4|google-small|Microsoft Defender for Office 365 (Plan 1)", "prompt": "c102-s4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365 (Plan 1)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small businesses already running on Microsoft 365... one of the cheapest paid security options on the market."}, {"id": "mai-20260917-0922-baseline|c102-s4|google-small|Ironscales", "prompt": "c102-s4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "Ironscales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Companies that want email security and employee training bundled together."}, {"id": "mai-20260917-0922-baseline|c102-s4|google-small|Coro", "prompt": "c102-s4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Coro and Guardz are \"all-in-one\" cybersecurity platforms designed specifically for SMBs."}, {"id": "mai-20260917-0922-baseline|c102-s4|google-small|Guardz", "prompt": "c102-s4", "model": "google-small", "cat": "email-security", "variant": "budget", "raw": "Guardz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Coro and Guardz are \"all-in-one\" cybersecurity platforms designed specifically for SMBs."}, {"id": "mai-20260917-0922-baseline|c102-s4|meta-small|Barracuda", "prompt": "c102-s4", "model": "meta-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best email security platform for a small company with a tight budget is Barracuda, which starts at $2.50/user/month"}, {"id": "mai-20260917-0922-baseline|c102-s4|meta-small|Avanan", "prompt": "c102-s4", "model": "meta-small", "cat": "email-security", "variant": "budget", "raw": "Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Avanan, which offers a 5-minute setup and AI detection for $3-5/user/month"}, {"id": "mai-20260917-0922-baseline|c102-s4|meta-small|IRONSCALES", "prompt": "c102-s4", "model": "meta-small", "cat": "email-security", "variant": "budget", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "IRONSCALES, which pairs AI phishing detection with transparent per-user pricing"}, {"id": "mai-20260917-0922-baseline|c102-s4|minimax-small|Microsoft Defender for Office 365", "prompt": "c102-s4", "model": "minimax-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Microsoft Defender for Office 365 (Best Value)**"}, {"id": "mai-20260917-0922-baseline|c102-s4|minimax-small|Proofpoint Essentials", "prompt": "c102-s4", "model": "minimax-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Defender** (if you have M365) or **Proofpoint Essentials** (~$3/user/mo) will give you the best bang for your buck"}, {"id": "mai-20260917-0922-baseline|c102-s4|minimax-small|SpamTitan", "prompt": "c102-s4", "model": "minimax-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For absolute tightest budget**: SpamTitan often has the lowest entry price"}, {"id": "mai-20260917-0922-baseline|c102-s4|mistral-small|Avanan", "prompt": "c102-s4", "model": "mistral-small", "cat": "email-security", "variant": "budget", "raw": "Avanan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avanan** is highlighted as the best for most small businesses, with a 5-minute setup, excellent AI detection"}, {"id": "mai-20260917-0922-baseline|c102-s4|mistral-small|SpamTitan", "prompt": "c102-s4", "model": "mistral-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the most budget-friendly options, starting at around $2–2.50 per user per month"}, {"id": "mai-20260917-0922-baseline|c102-s4|mistral-small|Barracuda", "prompt": "c102-s4", "model": "mistral-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SpamTitan** and **Barracuda** are noted as the most budget-friendly options"}, {"id": "mai-20260917-0922-baseline|c102-s4|mistral-small|Microsoft Defender for Office 365", "prompt": "c102-s4", "model": "mistral-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "may already be included in your plan, making it a cost-effective choice if available"}, {"id": "mai-20260917-0922-baseline|c102-s4|mistral-small|Proofpoint Essentials", "prompt": "c102-s4", "model": "mistral-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "recommended, though it may be at the higher end of the budget range"}, {"id": "mai-20260917-0922-baseline|c102-s4|moonshot-small|Microsoft Defender for Office 365", "prompt": "c102-s4", "model": "moonshot-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already use Microsoft 365 Business Premium **Microsoft Defender for Office 365** is the smartest move."}, {"id": "mai-20260917-0922-baseline|c102-s4|moonshot-small|Proofpoint Essentials", "prompt": "c102-s4", "model": "moonshot-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best standalone value (not tied to Microsoft)"}, {"id": "mai-20260917-0922-baseline|c102-s4|moonshot-small|SpamTitan", "prompt": "c102-s4", "model": "moonshot-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tightest budget that's still credible ... best \"no-frills\" secure email gateway"}, {"id": "mai-20260917-0922-baseline|c102-s4|moonshot-small|Sublime Security", "prompt": "c102-s4", "model": "moonshot-small", "cat": "email-security", "variant": "budget", "raw": "Sublime Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already using Google Workspace? ... **Free edition** available ... requires a bit more admin attention"}, {"id": "mai-20260917-0922-baseline|c102-s4|moonshot-small|Barracuda Email Protection", "prompt": "c102-s4", "model": "moonshot-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable mentions - **Barracuda Email Protection:** Roughly **$2.50–$4.00/user/month**"}, {"id": "mai-20260917-0922-baseline|c102-s4|moonshot-small|Sophos Email Security", "prompt": "c102-s4", "model": "moonshot-small", "cat": "email-security", "variant": "budget", "raw": "Sophos Email Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Sophos Email Security:** Can be as low as **$1.00–$3.00/user/month** if you're already in the Sophos ecosystem"}, {"id": "mai-20260917-0922-baseline|c102-s4|openai-small|Microsoft 365 Business Premium", "prompt": "c102-s4", "model": "openai-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft 365 Business Premium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best value is usually **Microsoft 365 Business Premium** **if you already use Microsoft 365/Exchange**"}, {"id": "mai-20260917-0922-baseline|c102-s4|openai-small|Defender for Office 365", "prompt": "c102-s4", "model": "openai-small", "cat": "email-security", "variant": "budget", "raw": "Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It bundles strong built-in email protection with **Defender for Office 365**"}, {"id": "mai-20260917-0922-baseline|c102-s4|openai-small|TitanHQ SpamTitan", "prompt": "c102-s4", "model": "openai-small", "cat": "email-security", "variant": "budget", "raw": "TitanHQ SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a budget-friendly secure email gateway like **TitanHQ SpamTitan** is often the kind of product reviewers point to for SMBs"}, {"id": "mai-20260917-0922-baseline|c102-s4|xai-small|Microsoft Defender for Office 365 Plan 1", "prompt": "c102-s4", "model": "xai-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365 Plan 1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick if you're on Microsoft 365 ... **If on M365**: Enable **Defender Plan 1** first"}, {"id": "mai-20260917-0922-baseline|c102-s4|xai-small|SpamTitan", "prompt": "c102-s4", "model": "xai-small", "cat": "email-security", "variant": "budget", "raw": "SpamTitan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tightest budget, any email**: Go **SpamTitan** for rock-bottom pricing without skimping on essentials."}, {"id": "mai-20260917-0922-baseline|c102-s4|xai-small|Proofpoint Essentials", "prompt": "c102-s4", "model": "xai-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value for enterprise-grade ... Top-rated (4.7/5), seamless M365 integration"}, {"id": "mai-20260917-0922-baseline|c102-s4|xai-small|Barracuda Email Protection", "prompt": "c102-s4", "model": "xai-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong budget alternative ... Cons: Support and granularity can lag"}, {"id": "mai-20260917-0922-baseline|c102-s4|zai-small|Microsoft Defender for Office 365", "prompt": "c102-s4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already use Microsoft 365: Start with Microsoft Defender for Office 365—it's often included or costs only ~$3.50/user/mo"}, {"id": "mai-20260917-0922-baseline|c102-s4|zai-small|Proofpoint Essentials", "prompt": "c102-s4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need top-tier phishing/BEC protection: Proofpoint Essentials is the standout at ~$3.03/user/mo."}, {"id": "mai-20260917-0922-baseline|c102-s4|zai-small|Sophos Email Security", "prompt": "c102-s4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "Sophos Email Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the lowest incremental cost: Sophos Email Security (~$1–3/user/mo) ... excellent value"}, {"id": "mai-20260917-0922-baseline|c102-s4|zai-small|KnowBe4 PhishER", "prompt": "c102-s4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "KnowBe4 PhishER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "KnowBe4 PhishER (~$1.15–1.50/seat/mo) are excellent value"}, {"id": "mai-20260917-0922-baseline|c102-s4|zai-small|Barracuda Email Protection", "prompt": "c102-s4", "model": "zai-small", "cat": "email-security", "variant": "budget", "raw": "Barracuda Email Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a single, all-in-one solution: Barracuda Email Protection at ~$5.20/user/mo offers comprehensive defenses"}, {"id": "mai-20260917-0922-baseline|c102-s5|alibaba-small|Microsoft Defender", "prompt": "c102-s5", "model": "alibaba-small", "cat": "email-security", "variant": "scale", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Verdict: Good baseline, but often requires purchasing \"Add-on\" modules"}, {"id": "mai-20260917-0922-baseline|c102-s5|alibaba-small|Google Vault", "prompt": "c102-s5", "model": "alibaba-small", "cat": "email-security", "variant": "scale", "raw": "Google Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The Native Options (Microsoft Defender / Google Vault)"}, {"id": "mai-20260917-0922-baseline|c102-s5|alibaba-small|Proofpoint", "prompt": "c102-s5", "model": "alibaba-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Often overkill for 30 users; expensive; pricing structures can be confusing"}, {"id": "mai-20260917-0922-baseline|c102-s5|alibaba-small|Mimecast", "prompt": "c102-s5", "model": "alibaba-small", "cat": "email-security", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Often overkill for 30 users; expensive; support may prioritize larger clients"}, {"id": "mai-20260917-0922-baseline|c102-s5|alibaba-small|Zix", "prompt": "c102-s5", "model": "alibaba-small", "cat": "email-security", "variant": "scale", "raw": "Zix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Built specifically for companies your size; often simpler pricing (per user/month); great customer support for smaller teams"}, {"id": "mai-20260917-0922-baseline|c102-s5|alibaba-small|Barracuda", "prompt": "c102-s5", "model": "alibaba-small", "cat": "email-security", "variant": "scale", "raw": "Barracuda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "The SMB-Focused Players (Zix, Barracuda, SkyHigh, Abnormal): Built specifically for companies your size"}, {"id": "mai-20260917-0922-baseline|c102-s5|alibaba-small|SkyHigh", "prompt": "c102-s5", "model": "alibaba-small", "cat": "email-security", "variant": "scale", "raw": "SkyHigh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Built specifically for companies your size; often simpler pricing (per user/month)"}, {"id": "mai-20260917-0922-baseline|c102-s5|alibaba-small|Abnormal", "prompt": "c102-s5", "model": "alibaba-small", "cat": "email-security", "variant": "scale", "raw": "Abnormal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Built specifically for companies your size; great customer support for smaller teams"}, {"id": "mai-20260917-0922-baseline|c102-s5|deepseek-small|Proofpoint", "prompt": "c102-s5", "model": "deepseek-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Gateway-based** (Proofpoint, Mimecast, SpamTitan) — scans *before* delivery via MX records."}, {"id": "mai-20260917-0922-baseline|c102-s5|deepseek-small|Mimecast", "prompt": "c102-s5", "model": "deepseek-small", "cat": "email-security", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Gateway-based** (Proofpoint, Mimecast, SpamTitan)"}, {"id": "mai-20260917-0922-baseline|c102-s5|deepseek-small|SpamTitan", "prompt": "c102-s5", "model": "deepseek-small", "cat": "email-security", "variant": "scale", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SpamTitan / Proofpoint Essentials** | Simple, affordable gateway options"}, {"id": "mai-20260917-0922-baseline|c102-s5|deepseek-small|Avanan", "prompt": "c102-s5", "model": "deepseek-small", "cat": "email-security", "variant": "scale", "raw": "Avanan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**API-based** (Avanan, Abnormal, IRONSCALES)"}, {"id": "mai-20260917-0922-baseline|c102-s5|deepseek-small|Abnormal", "prompt": "c102-s5", "model": "deepseek-small", "cat": "email-security", "variant": "scale", "raw": "Abnormal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Abnormal Security** | Strongest at BEC/vendor fraud"}, {"id": "mai-20260917-0922-baseline|c102-s5|deepseek-small|IRONSCALES", "prompt": "c102-s5", "model": "deepseek-small", "cat": "email-security", "variant": "scale", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "AI phishing detection, transparent per-user pricing, easy M365 setup — top pick for SMBs"}, {"id": "mai-20260917-0922-baseline|c102-s5|deepseek-small|Defender for Office 365", "prompt": "c102-s5", "model": "deepseek-small", "cat": "email-security", "variant": "scale", "raw": "Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "For most SMBs on M365, this is the smartest starting point."}, {"id": "mai-20260917-0922-baseline|c102-s5|deepseek-small|KnowBe4", "prompt": "c102-s5", "model": "deepseek-small", "cat": "email-security", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Simulated phishing / security awareness training built in (IRONSCALES, KnowBe4 integrations)"}, {"id": "mai-20260917-0922-baseline|c102-s5|deepseek-small|Coro", "prompt": "c102-s5", "model": "deepseek-small", "cat": "email-security", "variant": "scale", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Coro / Guardz** | Simplest all-in-one bundled security for small teams"}, {"id": "mai-20260917-0922-baseline|c102-s5|deepseek-small|Guardz", "prompt": "c102-s5", "model": "deepseek-small", "cat": "email-security", "variant": "scale", "raw": "Guardz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Coro, Guardz bundle email security with broader protections"}, {"id": "mai-20260917-0922-baseline|c102-s5|deepseek-small|Proofpoint Essentials", "prompt": "c102-s5", "model": "deepseek-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**SpamTitan / Proofpoint Essentials** | Simple, affordable gateway options"}, {"id": "mai-20260917-0922-baseline|c102-s5|google-small|Proofpoint", "prompt": "c102-s5", "model": "google-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Classic solutions (like legacy Proofpoint or Mimecast)... notoriously complex to configure"}, {"id": "mai-20260917-0922-baseline|c102-s5|google-small|Mimecast", "prompt": "c102-s5", "model": "google-small", "cat": "email-security", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many enterprise giants (like Palo Alto Networks, legacy Mimecast, or top-tier Proofpoint) enforce 50-, 100-, or even 250-user minimums"}, {"id": "mai-20260917-0922-baseline|c102-s5|google-small|Avanan", "prompt": "c102-s5", "model": "google-small", "cat": "email-security", "variant": "scale", "raw": "Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern, API-based tools (like Avanan, Ironscales, Sublime Security, or Huntress)... heavily favor ICES (API-based) platforms"}, {"id": "mai-20260917-0922-baseline|c102-s5|google-small|Ironscales", "prompt": "c102-s5", "model": "google-small", "cat": "email-security", "variant": "scale", "raw": "Ironscales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Some platforms (such as Ironscales or Proofpoint Essentials) bundle automated phishing simulation campaigns"}, {"id": "mai-20260917-0922-baseline|c102-s5|google-small|Sublime Security", "prompt": "c102-s5", "model": "google-small", "cat": "email-security", "variant": "scale", "raw": "Sublime Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern, API-based tools (like Avanan, Ironscales, Sublime Security, or Huntress)"}, {"id": "mai-20260917-0922-baseline|c102-s5|google-small|Huntress", "prompt": "c102-s5", "model": "google-small", "cat": "email-security", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Some vendors (like Huntress or Managed Service Providers using specialized tools) offer a managed service where *their* analysts triage suspicious emails for you"}, {"id": "mai-20260917-0922-baseline|c102-s5|google-small|Palo Alto Networks", "prompt": "c102-s5", "model": "google-small", "cat": "email-security", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Many enterprise giants (like Palo Alto Networks... enforce 50-, 100-, or even 250-user minimums"}, {"id": "mai-20260917-0922-baseline|c102-s5|google-small|Proofpoint Essentials", "prompt": "c102-s5", "model": "google-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Ensure you are looking at plans targeted specifically at SMBs (e.g., Proofpoint Essentials rather than Proofpoint Enterprise)"}, {"id": "mai-20260917-0922-baseline|c102-s5|google-small|Microsoft Defender for Business", "prompt": "c102-s5", "model": "google-small", "cat": "email-security", "variant": "scale", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you have Business Premium, you already have *Microsoft Defender for Business*. It might just need to be properly configured"}, {"id": "mai-20260917-0922-baseline|c102-s5|mistral-small|Microsoft Defender for Office 365", "prompt": "c102-s5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Microsoft Defender for Office 365** (if using Microsoft 365)"}, {"id": "mai-20260917-0922-baseline|c102-s5|mistral-small|Proofpoint Essentials", "prompt": "c102-s5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Proofpoint Essentials**"}, {"id": "mai-20260917-0922-baseline|c102-s5|mistral-small|Mimecast Secure Email Gateway", "prompt": "c102-s5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "Mimecast Secure Email Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Mimecast Secure Email Gateway**"}, {"id": "mai-20260917-0922-baseline|c102-s5|mistral-small|Barracuda Email Security Gateway", "prompt": "c102-s5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "Barracuda Email Security Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Barracuda Email Security Gateway**"}, {"id": "mai-20260917-0922-baseline|c102-s5|mistral-small|Cisco Secure Email", "prompt": "c102-s5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "Cisco Secure Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cisco Secure Email**"}, {"id": "mai-20260917-0922-baseline|c102-s5|mistral-small|Abnormal Security", "prompt": "c102-s5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "Abnormal Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Abnormal Security** (AI-driven, good for phishing)"}, {"id": "mai-20260917-0922-baseline|c102-s5|mistral-small|IRONSCALES", "prompt": "c102-s5", "model": "mistral-small", "cat": "email-security", "variant": "scale", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**IRONSCALES** (user-focused phishing defense)"}, {"id": "mai-20260917-0922-baseline|c102-s5|moonshot-small|Proofpoint", "prompt": "c102-s5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Gateway** (MX record redirect — Proofpoint, Mimecast, Barracuda)"}, {"id": "mai-20260917-0922-baseline|c102-s5|moonshot-small|Mimecast", "prompt": "c102-s5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Gateway** (MX record redirect — Proofpoint, Mimecast, Barracuda)"}, {"id": "mai-20260917-0922-baseline|c102-s5|moonshot-small|Barracuda", "prompt": "c102-s5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Gateway** (MX record redirect — Proofpoint, Mimecast, Barracuda)"}, {"id": "mai-20260917-0922-baseline|c102-s5|moonshot-small|Microsoft Defender for Office 365", "prompt": "c102-s5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "audit your **Microsoft Defender for Office 365** configuration before buying anything... it may be \"good enough\" for baseline protection"}, {"id": "mai-20260917-0922-baseline|c102-s5|moonshot-small|Abnormal", "prompt": "c102-s5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "Abnormal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you can layer a specialist tool (like Abnormal, IRONSCALES, or Avanan) for advanced phishing/BEC"}, {"id": "mai-20260917-0922-baseline|c102-s5|moonshot-small|IRONSCALES", "prompt": "c102-s5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "you can layer a specialist tool (like Abnormal, IRONSCALES, or Avanan) for advanced phishing/BEC"}, {"id": "mai-20260917-0922-baseline|c102-s5|moonshot-small|Avanan", "prompt": "c102-s5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "you can layer a specialist tool (like Abnormal, IRONSCALES, or Avanan) for advanced phishing/BEC"}, {"id": "mai-20260917-0922-baseline|c102-s5|moonshot-small|dmarcian", "prompt": "c102-s5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "dmarcian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "you'll need a separate tool (like dmarcian or Valimail)"}, {"id": "mai-20260917-0922-baseline|c102-s5|moonshot-small|Valimail", "prompt": "c102-s5", "model": "moonshot-small", "cat": "email-security", "variant": "scale", "raw": "Valimail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "you'll need a separate tool (like dmarcian or Valimail)"}, {"id": "mai-20260917-0922-baseline|c102-s5|xai-small|Abnormal Security", "prompt": "c102-s5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Abnormal Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Abnormal Security** or **IRONSCALES**: AI-heavy BEC/phishing; easy API deploy."}, {"id": "mai-20260917-0922-baseline|c102-s5|xai-small|IRONSCALES", "prompt": "c102-s5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "IRONSCALES", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Abnormal Security** or **IRONSCALES**: AI-heavy BEC/phishing; easy API deploy."}, {"id": "mai-20260917-0922-baseline|c102-s5|xai-small|Proofpoint", "prompt": "c102-s5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Proofpoint** or **Mimecast**: Comprehensive, but check pricing."}, {"id": "mai-20260917-0922-baseline|c102-s5|xai-small|Mimecast", "prompt": "c102-s5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Proofpoint** or **Mimecast**: Comprehensive, but check pricing."}, {"id": "mai-20260917-0922-baseline|c102-s5|xai-small|Microsoft Defender for Office 365", "prompt": "c102-s5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Microsoft Defender for Office 365** (if on M365): Bundled value."}, {"id": "mai-20260917-0922-baseline|c102-s5|xai-small|SpamTitan", "prompt": "c102-s5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "SpamTitan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SpamTitan** or **Barracuda**: Affordable gateways."}, {"id": "mai-20260917-0922-baseline|c102-s5|xai-small|Barracuda", "prompt": "c102-s5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SpamTitan** or **Barracuda**: Affordable gateways."}, {"id": "mai-20260917-0922-baseline|c102-s5|xai-small|Check Point Harmony Email", "prompt": "c102-s5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Check Point Harmony Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others: Check Point Harmony Email, Trend Micro."}, {"id": "mai-20260917-0922-baseline|c102-s5|xai-small|Trend Micro", "prompt": "c102-s5", "model": "xai-small", "cat": "email-security", "variant": "scale", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others: Check Point Harmony Email, Trend Micro."}, {"id": "mai-20260917-0922-baseline|c102-s5|zai-small|Microsoft Defender for Office 365", "prompt": "c102-s5", "model": "zai-small", "cat": "email-security", "variant": "scale", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Already on M365; want native, low-cost protection... Microsoft Defender for O365 is the cheapest entry point"}, {"id": "mai-20260917-0922-baseline|c102-s5|zai-small|Barracuda", "prompt": "c102-s5", "model": "zai-small", "cat": "email-security", "variant": "scale", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Barracuda Email Protection | Mid-market, easy deployment, strong M365 integration."}, {"id": "mai-20260917-0922-baseline|c102-s5|zai-small|Mimecast", "prompt": "c102-s5", "model": "zai-small", "cat": "email-security", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need comprehensive continuity, archiving, and compliance."}, {"id": "mai-20260917-0922-baseline|c102-s5|zai-small|Proofpoint Essentials", "prompt": "c102-s5", "model": "zai-small", "cat": "email-security", "variant": "scale", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SMB wanting enterprise-grade detection without full SEG."}, {"id": "mai-20260917-0922-baseline|c102-s5|zai-small|Abnormal Security", "prompt": "c102-s5", "model": "zai-small", "cat": "email-security", "variant": "scale", "raw": "Abnormal Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Very sophisticated BEC/phishing, behavior-based detection... Custom/quoted"}, {"id": "mai-20260917-0922-baseline|c102-s5|zai-small|Avanan", "prompt": "c102-s5", "model": "zai-small", "cat": "email-security", "variant": "scale", "raw": "Avanan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Often higher for premium features (e.g., Abnormal Security, Avanan)."}, {"id": "mai-20260917-0922-baseline|c102-s5|zai-small|IronScales", "prompt": "c102-s5", "model": "zai-small", "cat": "email-security", "variant": "scale", "raw": "IronScales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Phishing/BEC-focused, post-delivery remediation."}, {"id": "mai-20260917-0922-baseline|c102-s5|zai-small|SpamTitan / Graphus", "prompt": "c102-s5", "model": "zai-small", "cat": "email-security", "variant": "scale", "raw": "SpamTitan / Graphus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "MSP-friendly, multi-tenant, per-mailbox billing."}, {"id": "mai-20260917-0922-baseline|c102-s6|alibaba-small|Sendmail", "prompt": "c102-s6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Sendmail", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "using them without a robust, integrated security suite ... is dangerous for SMBs"}, {"id": "mai-20260917-0922-baseline|c102-s6|alibaba-small|Postfix", "prompt": "c102-s6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Postfix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Many small businesses host their own mail servers using open-source technologies like **Sendmail, Postfix, or Exim** ... is dangerous for SMBs"}, {"id": "mai-20260917-0922-baseline|c102-s6|alibaba-small|Exim", "prompt": "c102-s6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Exim", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "using them without a robust, integrated security suite ... is dangerous for SMBs"}, {"id": "mai-20260917-0922-baseline|c102-s6|alibaba-small|MailEnable", "prompt": "c102-s6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "MailEnable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a robust, integrated security suite (like MailEnable or specific hardening scripts)"}, {"id": "mai-20260917-0922-baseline|c102-s6|alibaba-small|free Gmail accounts", "prompt": "c102-s6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "free Gmail accounts", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools like free Gmail accounts ... Why to avoid: These services generally lack **Data Loss Prevention (DLP)** policies."}, {"id": "mai-20260917-0922-baseline|c102-s6|alibaba-small|Yahoo Business", "prompt": "c102-s6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Yahoo Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "older Yahoo Business, or basic ISP-hosted mailboxes. *   **Why to avoid:**"}, {"id": "mai-20260917-0922-baseline|c102-s6|alibaba-small|Proofpoint", "prompt": "c102-s6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "While tools like Proofpoint (Talon) and Ironport are industry leaders, certain configurations are enterprise-scale only."}, {"id": "mai-20260917-0922-baseline|c102-s6|alibaba-small|Ironport", "prompt": "c102-s6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Ironport", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "certain configurations are enterprise-scale only ... the danger lies in **deployment complexity**"}, {"id": "mai-20260917-0922-baseline|c102-s6|alibaba-small|Mimecast", "prompt": "c102-s6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Mimecast** (Good, though becoming pricier)."}, {"id": "mai-20260917-0922-baseline|c102-s6|alibaba-small|Barracuda", "prompt": "c102-s6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Barracuda** (Often more cost-effective for mid-sized SMBs)."}, {"id": "mai-20260917-0922-baseline|c102-s6|alibaba-small|Microsoft Defender for Office 365", "prompt": "c102-s6", "model": "alibaba-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If already in the Microsoft ecosystem, this is often the easiest integration"}, {"id": "mai-20260917-0922-baseline|c102-s6|anthropic-small|Mimecast", "prompt": "c102-s6", "model": "anthropic-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Customer satisfaction has declined in recent years, with many reviewers reporting an increase in missed attacks and expressing frustration with the overly complex setup and administration."}, {"id": "mai-20260917-0922-baseline|c102-s6|anthropic-small|SpamTitan", "prompt": "c102-s6", "model": "anthropic-small", "cat": "email-security", "variant": "negative", "raw": "SpamTitan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Several complaints centered on poor detection performance, with high rates of both false positives and false negatives, as well as slow customer support response times."}, {"id": "mai-20260917-0922-baseline|c102-s6|anthropic-small|Avanan (Check Point)", "prompt": "c102-s6", "model": "anthropic-small", "cat": "email-security", "variant": "negative", "raw": "Avanan (Check Point)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Common complaints included weak data loss prevention (DLP) capabilities, a lack of configuration and tuning options, and a relatively steep learning curve"}, {"id": "mai-20260917-0922-baseline|c102-s6|challenger-small|Proofpoint Essentials", "prompt": "c102-s6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "tools like **Proofpoint Essentials**, **Mimecast**, and **Avanan/Check Point Harmony Email & Collaboration** are framed as stronger fits for certain SMBs"}, {"id": "mai-20260917-0922-baseline|c102-s6|challenger-small|Mimecast", "prompt": "c102-s6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "framed as stronger fits for certain SMBs"}, {"id": "mai-20260917-0922-baseline|c102-s6|challenger-small|Avanan/Check Point Harmony Email & Collaboration", "prompt": "c102-s6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Avanan/Check Point Harmony Email & Collaboration", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "framed as stronger fits for certain SMBs"}, {"id": "mai-20260917-0922-baseline|c102-s6|challenger-small|Microsoft Defender for Office 365", "prompt": "c102-s6", "model": "challenger-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft Defender for Office 365 is often the default baseline for Microsoft 365 customers"}, {"id": "mai-20260917-0922-baseline|c102-s6|deepseek-small|SpamTitan (TitanHQ)", "prompt": "c102-s6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "SpamTitan (TitanHQ)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SpamTitan (TitanHQ) — proceed carefully ... Multiple reviewers report being charged after cancellation, describing the company as \"fraudulent\""}, {"id": "mai-20260917-0922-baseline|c102-s6|deepseek-small|Proofpoint", "prompt": "c102-s6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-grade platforms sold to small businesses (Proofpoint, Mimecast full editions) ... cautious about buying more than they need"}, {"id": "mai-20260917-0922-baseline|c102-s6|deepseek-small|Mimecast", "prompt": "c102-s6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Mimecast users consistently complain setup and configuration is overwhelming"}, {"id": "mai-20260917-0922-baseline|c102-s6|deepseek-small|Paubox", "prompt": "c102-s6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Paubox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "users report it's expensive and has occasional email delivery/bounce issues"}, {"id": "mai-20260917-0922-baseline|c102-s6|deepseek-small|Acronis Cyber Protect Cloud", "prompt": "c102-s6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "slow performance, unclear pricing, poor weekend support"}, {"id": "mai-20260917-0922-baseline|c102-s6|deepseek-small|IRONSCALES", "prompt": "c102-s6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Better-vetted alternatives consistently recommended for SMBs include IRONSCALES"}, {"id": "mai-20260917-0922-baseline|c102-s6|deepseek-small|Avanan (Check Point)", "prompt": "c102-s6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Avanan (Check Point)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Better-vetted alternatives consistently recommended for SMBs include ... Avanan (Check Point)"}, {"id": "mai-20260917-0922-baseline|c102-s6|deepseek-small|Abnormal Security", "prompt": "c102-s6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Better-vetted alternatives ... Abnormal Security"}, {"id": "mai-20260917-0922-baseline|c102-s6|deepseek-small|Barracuda", "prompt": "c102-s6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Better-vetted alternatives ... Barracuda"}, {"id": "mai-20260917-0922-baseline|c102-s6|deepseek-small|Proofpoint Essentials", "prompt": "c102-s6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Proofpoint Essentials (the leaner SMB tier, not the full enterprise suite)"}, {"id": "mai-20260917-0922-baseline|c102-s6|deepseek-small|Microsoft Defender for Office 365", "prompt": "c102-s6", "model": "deepseek-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Many SMBs also find Microsoft Defender for Office 365 sufficient as a built-in starting point."}, {"id": "mai-20260917-0922-baseline|c102-s6|google-small|Cisco Secure Email Gateway", "prompt": "c102-s6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Cisco Secure Email Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy, On-Premises Hardware Appliances (Avoid Completely)"}, {"id": "mai-20260917-0922-baseline|c102-s6|google-small|Barracuda", "prompt": "c102-s6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "older on-prem **Barracuda** models ... Why to avoid"}, {"id": "mai-20260917-0922-baseline|c102-s6|google-small|Proofpoint", "prompt": "c102-s6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise tiers of **Proofpoint** (Enterprise/Core, rather than their SMB-focused \"Essentials\" product) ... Be Highly Cautious"}, {"id": "mai-20260917-0922-baseline|c102-s6|google-small|Mimecast", "prompt": "c102-s6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise **Mimecast** setups ... Be Highly Cautious"}, {"id": "mai-20260917-0922-baseline|c102-s6|google-small|Symantec/Broadcom", "prompt": "c102-s6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Symantec/Broadcom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "older **Symantec/Broadcom** configurations ... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c102-s6|google-small|Microsoft 365 Business Basic/Standard", "prompt": "c102-s6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft 365 Business Basic/Standard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Relying *only* on the basic, out-of-the-box spam filtering included with standard Microsoft 365 Business Basic/Standard"}, {"id": "mai-20260917-0922-baseline|c102-s6|google-small|Google Workspace Starter", "prompt": "c102-s6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Google Workspace Starter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Avoid Relying Solely on This ... Google Workspace Starter accounts without additional security add-ons"}, {"id": "mai-20260917-0922-baseline|c102-s6|google-small|SpamAssassin", "prompt": "c102-s6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "SpamAssassin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "DIY or Open-Source Systems (Avoid) ... Self-hosted spam engines like **SpamAssassin**"}, {"id": "mai-20260917-0922-baseline|c102-s6|google-small|Avanan (Check Point)", "prompt": "c102-s6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Avanan (Check Point)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Examples of SMB-friendly, API-native or modern integrations include **Avanan (Check Point)**"}, {"id": "mai-20260917-0922-baseline|c102-s6|google-small|IronScales", "prompt": "c102-s6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "IronScales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "SMB-friendly, API-native or modern integrations include ... **IronScales**"}, {"id": "mai-20260917-0922-baseline|c102-s6|google-small|Microsoft Defender for Office 365 (Plan 1/2)", "prompt": "c102-s6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Defender for Office 365 (Plan 1/2)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Microsoft Defender for Office 365 (Plan 1/2)**"}, {"id": "mai-20260917-0922-baseline|c102-s6|google-small|Sublime Security", "prompt": "c102-s6", "model": "google-small", "cat": "email-security", "variant": "negative", "raw": "Sublime Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "and **Sublime Security**"}, {"id": "mai-20260917-0922-baseline|c102-s6|minimax-small|Microsoft 365 Exchange Online Protection (EOP)", "prompt": "c102-s6", "model": "minimax-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft 365 Exchange Online Protection (EOP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "catch basic threats but consistently fail against targeted, behavioral attacks"}, {"id": "mai-20260917-0922-baseline|c102-s6|minimax-small|Google Workspace built-in filters", "prompt": "c102-s6", "model": "minimax-small", "cat": "email-security", "variant": "negative", "raw": "Google Workspace built-in filters", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These native solutions are static, single-layered, and unable to anticipate emerging attacks"}, {"id": "mai-20260917-0922-baseline|c102-s6|mistral-small|Barracuda Email Security Gateway", "prompt": "c102-s6", "model": "mistral-small", "cat": "email-security", "variant": "negative", "raw": "Barracuda Email Security Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Barracuda has faced significant security incidents, including a major data breach in 2023 that exposed customer data"}, {"id": "mai-20260917-0922-baseline|c102-s6|mistral-small|Proofpoint Essentials", "prompt": "c102-s6", "model": "mistral-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often criticized for being overly complex and expensive for small businesses"}, {"id": "mai-20260917-0922-baseline|c102-s6|mistral-small|Coro Cybersecurity", "prompt": "c102-s6", "model": "mistral-small", "cat": "email-security", "variant": "negative", "raw": "Coro Cybersecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "sometimes criticized for lacking the granular control and advanced features"}, {"id": "mai-20260917-0922-baseline|c102-s6|moonshot-small|Proofpoint", "prompt": "c102-s6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Expensive for SMBs – Built primarily for enterprise; pricing can be prohibitive for small businesses"}, {"id": "mai-20260917-0922-baseline|c102-s6|moonshot-small|Mimecast", "prompt": "c102-s6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Clunky UI – Users frequently describe the interface as outdated and difficult to navigate"}, {"id": "mai-20260917-0922-baseline|c102-s6|moonshot-small|Barracuda", "prompt": "c102-s6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High false positive rates – Known for blocking legitimate emails"}, {"id": "mai-20260917-0922-baseline|c102-s6|moonshot-small|Darktrace", "prompt": "c102-s6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Darktrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High cost – AI-driven solutions come at a premium"}, {"id": "mai-20260917-0922-baseline|c102-s6|moonshot-small|Microsoft Defender for Office 365", "prompt": "c102-s6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Bundled with M365 Business Premium; good baseline protection at no extra cost"}, {"id": "mai-20260917-0922-baseline|c102-s6|moonshot-small|IRONSCALES", "prompt": "c102-s6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cloud-native solutions (e.g., IRONSCALES, Check Point Avanan) | Lower false positives, easier deployment, designed for SMBs"}, {"id": "mai-20260917-0922-baseline|c102-s6|moonshot-small|Check Point Avanan", "prompt": "c102-s6", "model": "moonshot-small", "cat": "email-security", "variant": "negative", "raw": "Check Point Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cloud-native solutions (e.g., IRONSCALES, Check Point Avanan) | Lower false positives, easier deployment, designed for SMBs"}, {"id": "mai-20260917-0922-baseline|c102-s6|xai-small|Proofpoint Essentials", "prompt": "c102-s6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Proofpoint Essentials, Mimecast, or Abnormal Security (Gartner Leaders, SMB-friendly pricing"}, {"id": "mai-20260917-0922-baseline|c102-s6|xai-small|Microsoft Defender for Office 365", "prompt": "c102-s6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Gartner ranks it as a **Challenger**, not Leader... Avoid relying solely on it without layering"}, {"id": "mai-20260917-0922-baseline|c102-s6|xai-small|Mimecast", "prompt": "c102-s6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with Proofpoint Essentials, Mimecast, or Abnormal Security (Gartner Leaders, SMB-friendly pricing"}, {"id": "mai-20260917-0922-baseline|c102-s6|xai-small|Barracuda", "prompt": "c102-s6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**High false positives** blocking legit emails is a recurring theme... Tuning is needed, which can overwhelm small businesses."}, {"id": "mai-20260917-0922-baseline|c102-s6|xai-small|N-able Mail Assure", "prompt": "c102-s6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "N-able Mail Assure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Best avoided unless you're already in their MSP ecosystem and have tested thoroughly."}, {"id": "mai-20260917-0922-baseline|c102-s6|xai-small|Darktrace / EMAIL", "prompt": "c102-s6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Darktrace / EMAIL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Expensive** for SMB scale, **poor integration** (e.g., Outlook issues), and **complex terminology** needing experts."}, {"id": "mai-20260917-0922-baseline|c102-s6|xai-small|Cloudflare", "prompt": "c102-s6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Niche Players/Visionaries in Gartner 2024** (e.g., Cloudflare, Cisco, Hornetsecurity): May lack SMB focus or execution scale."}, {"id": "mai-20260917-0922-baseline|c102-s6|xai-small|Cisco", "prompt": "c102-s6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "May lack SMB focus or execution scale."}, {"id": "mai-20260917-0922-baseline|c102-s6|xai-small|Hornetsecurity", "prompt": "c102-s6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Hornetsecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "May lack SMB focus or execution scale."}, {"id": "mai-20260917-0922-baseline|c102-s6|xai-small|Abnormal Security", "prompt": "c102-s6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Abnormal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Start with Proofpoint Essentials, Mimecast, or Abnormal Security (Gartner Leaders, SMB-friendly pricing"}, {"id": "mai-20260917-0922-baseline|c102-s6|xai-small|Avanan", "prompt": "c102-s6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "Avanan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If on M365, Defender Plan 2 + a gateway like Avanan covers most bases affordably."}, {"id": "mai-20260917-0922-baseline|c102-s6|xai-small|SpamTitan", "prompt": "c102-s6", "model": "xai-small", "cat": "email-security", "variant": "negative", "raw": "SpamTitan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "comparison sites like SpamTitan vs. Barracuda"}, {"id": "mai-20260917-0922-baseline|c102-s6|zai-small|Check Point", "prompt": "c102-s6", "model": "zai-small", "cat": "email-security", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid enterprise platforms that are designed for massive organizations with dedicated security teams (e.g., legacy Check Point or Fortinet on-premise setups without managed services)."}, {"id": "mai-20260917-0922-baseline|c102-s6|zai-small|Fortinet", "prompt": "c102-s6", "model": "zai-small", "cat": "email-security", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "e.g., legacy Check Point or Fortinet on-premise setups without managed services"}, {"id": "mai-20260917-0922-baseline|c102-s6|zai-small|Mailgun", "prompt": "c102-s6", "model": "zai-small", "cat": "email-security", "variant": "negative", "raw": "Mailgun", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Mailgun can disable accounts automatically and without warning, causing immediate operational chaos for small businesses."}, {"id": "mai-20260917-0922-baseline|c102-s6|zai-small|SendGrid", "prompt": "c102-s6", "model": "zai-small", "cat": "email-security", "variant": "negative", "raw": "SendGrid", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid using Transactional Email APIs (like **Mailgun**, **SendGrid**, or **Postmark**) as your primary business email platform"}, {"id": "mai-20260917-0922-baseline|c102-s6|zai-small|Postmark", "prompt": "c102-s6", "model": "zai-small", "cat": "email-security", "variant": "negative", "raw": "Postmark", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid using Transactional Email APIs (like **Mailgun**, **SendGrid**, or **Postmark**) as your primary business email platform"}, {"id": "mai-20260917-0922-baseline|c102-s6|zai-small|Microsoft Defender for Office 365", "prompt": "c102-s6", "model": "zai-small", "cat": "email-security", "variant": "negative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "look for **cloud-based, SaaS email security platforms** (like Microsoft Defender for Office 365, Proofpoint Essentials, or Coro)"}, {"id": "mai-20260917-0922-baseline|c102-s6|zai-small|Proofpoint Essentials", "prompt": "c102-s6", "model": "zai-small", "cat": "email-security", "variant": "negative", "raw": "Proofpoint Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look for **cloud-based, SaaS email security platforms** (like Microsoft Defender for Office 365, Proofpoint Essentials, or Coro)"}, {"id": "mai-20260917-0922-baseline|c102-s6|zai-small|Coro", "prompt": "c102-s6", "model": "zai-small", "cat": "email-security", "variant": "negative", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look for **cloud-based, SaaS email security platforms** (like Microsoft Defender for Office 365, Proofpoint Essentials, or Coro)"}, {"id": "mai-20260917-0922-baseline|c103-l1|alibaba-small|KnowBe4", "prompt": "c103-l1", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**KnowBe4** is the safest default bet."}, {"id": "mai-20260917-0922-baseline|c103-l1|alibaba-small|Proofpoint", "prompt": "c103-l1", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget allows, **Proofpoint** provides the highest ROI for advanced threat detection."}, {"id": "mai-20260917-0922-baseline|c103-l1|alibaba-small|SANS Security Awareness", "prompt": "c103-l1", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "direct", "raw": "SANS Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Highly regulated B2Bs (Finance, GovTech, Health) requiring deep technical compliance."}, {"id": "mai-20260917-0922-baseline|c103-l1|alibaba-small|Wombat Security (by CybaV)", "prompt": "c103-l1", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Wombat Security (by CybaV)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Companies prioritizing User Experience (UX) and behavior change over rote memorization."}, {"id": "mai-20260917-0922-baseline|c103-l1|anthropic-small|Hoxhunt", "prompt": "c103-l1", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hoxhunt** currently leads in customer satisfaction."}, {"id": "mai-20260917-0922-baseline|c103-l1|anthropic-small|KnowBe4", "prompt": "c103-l1", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**KnowBe4** is one of the most established options."}, {"id": "mai-20260917-0922-baseline|c103-l1|anthropic-small|MetaCompliance", "prompt": "c103-l1", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "direct", "raw": "MetaCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ahead of KnowBe4 (4.6, 2,364) and MetaCompliance (4.6, 1,116)"}, {"id": "mai-20260917-0922-baseline|c103-l1|anthropic-small|Proofpoint", "prompt": "c103-l1", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Proofpoint** is strong for organizations already using Proofpoint's email security."}, {"id": "mai-20260917-0922-baseline|c103-l1|challenger-small|KnowBe4", "prompt": "c103-l1", "model": "challenger-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **KnowBe4** if you need the safest all-around choice"}, {"id": "mai-20260917-0922-baseline|c103-l1|challenger-small|Proofpoint Security Awareness/ZenGuide", "prompt": "c103-l1", "model": "challenger-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Proofpoint Security Awareness/ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong choice if your company already buys Proofpoint for email security"}, {"id": "mai-20260917-0922-baseline|c103-l1|challenger-small|Hoxhunt", "prompt": "c103-l1", "model": "challenger-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Hoxhunt** if you care most about changing employee behavior rather than just completing training modules"}, {"id": "mai-20260917-0922-baseline|c103-l1|challenger-small|SoSafe", "prompt": "c103-l1", "model": "challenger-small", "cat": "security-awareness-training", "variant": "direct", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often recommended for EU-regulated organizations"}, {"id": "mai-20260917-0922-baseline|c103-l1|deepseek-small|KnowBe4", "prompt": "c103-l1", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "KnowBe4 — Best overall for enterprise breadth & default choice"}, {"id": "mai-20260917-0922-baseline|c103-l1|deepseek-small|Hoxhunt", "prompt": "c103-l1", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hoxhunt — Best for measurable behavior change & automation"}, {"id": "mai-20260917-0922-baseline|c103-l1|deepseek-small|Proofpoint ZenGuide", "prompt": "c103-l1", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already use Proofpoint ... weaker standalone"}, {"id": "mai-20260917-0922-baseline|c103-l1|deepseek-small|SANS Security Awareness", "prompt": "c103-l1", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "direct", "raw": "SANS Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for deepest expert content ... Watch out for: Generally less automated/gamified"}, {"id": "mai-20260917-0922-baseline|c103-l1|deepseek-small|SoSafe", "prompt": "c103-l1", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "direct", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Multilingual global workforce** (esp. EU) | **SoSafe**"}, {"id": "mai-20260917-0922-baseline|c103-l1|google-small|Hoxhunt", "prompt": "c103-l1", "model": "google-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Hoxhunt is the enterprise gold standard"}, {"id": "mai-20260917-0922-baseline|c103-l1|google-small|KnowBe4", "prompt": "c103-l1", "model": "google-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "KnowBe4 is the undisputed heavyweight of the SAT market... the default choice"}, {"id": "mai-20260917-0922-baseline|c103-l1|google-small|NINJIO", "prompt": "c103-l1", "model": "google-small", "cat": "security-awareness-training", "variant": "direct", "raw": "NINJIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have struggled with employees ignoring training or muting videos, NINJIO is highly recommended."}, {"id": "mai-20260917-0922-baseline|c103-l1|google-small|Proofpoint ZenGuide", "prompt": "c103-l1", "model": "google-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Existing Proofpoint Customers"}, {"id": "mai-20260917-0922-baseline|c103-l1|meta-small|KnowBe4", "prompt": "c103-l1", "model": "meta-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top-rated security awareness training platforms include KnowBe4, usecure, and Hoxhunt"}, {"id": "mai-20260917-0922-baseline|c103-l1|meta-small|usecure", "prompt": "c103-l1", "model": "meta-small", "cat": "security-awareness-training", "variant": "direct", "raw": "usecure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top-rated security awareness training platforms include KnowBe4, usecure, and Hoxhunt"}, {"id": "mai-20260917-0922-baseline|c103-l1|meta-small|Hoxhunt", "prompt": "c103-l1", "model": "meta-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top-rated security awareness training platforms include KnowBe4, usecure, and Hoxhunt"}, {"id": "mai-20260917-0922-baseline|c103-l1|mistral-small|KnowBe4", "prompt": "c103-l1", "model": "mistral-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the best overall fit for a B2B enterprise, **KnowBe4** is the most widely adopted and highly rated platform"}, {"id": "mai-20260917-0922-baseline|c103-l1|mistral-small|Proofpoint Security Awareness Training (PSAT)", "prompt": "c103-l1", "model": "mistral-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Proofpoint Security Awareness Training (PSAT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use Proofpoint for email security, **Proofpoint PSAT** offers seamless integration."}, {"id": "mai-20260917-0922-baseline|c103-l1|mistral-small|Cofense PhishMe", "prompt": "c103-l1", "model": "mistral-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Cofense PhishMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If phishing detection and response are critical, **Cofense PhishMe** is unmatched."}, {"id": "mai-20260917-0922-baseline|c103-l1|mistral-small|Hoxhunt", "prompt": "c103-l1", "model": "mistral-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For measurable risk reduction and high engagement, **Hoxhunt** leads in reviews."}, {"id": "mai-20260917-0922-baseline|c103-l1|moonshot-small|KnowBe4", "prompt": "c103-l1", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose KnowBe4** if you need maximum flexibility, content variety, and have dedicated security awareness staff"}, {"id": "mai-20260917-0922-baseline|c103-l1|moonshot-small|Proofpoint Security Awareness", "prompt": "c103-l1", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Proofpoint Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Proofpoint** if you're already in their ecosystem and want streamlined, efficient training"}, {"id": "mai-20260917-0922-baseline|c103-l1|moonshot-small|Mimecast Awareness Training", "prompt": "c103-l1", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Mimecast Awareness Training", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Considerations**: Smaller content library, less variety, monthly \"doses\" may not suit all learning styles"}, {"id": "mai-20260917-0922-baseline|c103-l1|moonshot-small|Hoxhunt", "prompt": "c103-l1", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Hoxhunt** if your priority is measurable behavior change and modern, adaptive learning experiences"}, {"id": "mai-20260917-0922-baseline|c103-l1|moonshot-small|Huntress", "prompt": "c103-l1", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: MSPs and SMBs looking for story-based learning"}, {"id": "mai-20260917-0922-baseline|c103-l1|openai-small|KnowBe4", "prompt": "c103-l1", "model": "openai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one default recommendation for most enterprise B2B companies**, I'd say **KnowBe4**"}, {"id": "mai-20260917-0922-baseline|c103-l1|openai-small|Hoxhunt", "prompt": "c103-l1", "model": "openai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hoxhunt** is a very strong contender"}, {"id": "mai-20260917-0922-baseline|c103-l1|openai-small|Proofpoint", "prompt": "c103-l1", "model": "openai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Proofpoint** if you want awareness tightly aligned with an existing enterprise security stack."}, {"id": "mai-20260917-0922-baseline|c103-l1|openai-small|Mimecast", "prompt": "c103-l1", "model": "openai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Mimecast** if email security and awareness are being bought together."}, {"id": "mai-20260917-0922-baseline|c103-l1|xai-small|KnowBe4", "prompt": "c103-l1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**KnowBe4** (Most frequently cited as the enterprise leader)"}, {"id": "mai-20260917-0922-baseline|c103-l1|xai-small|Hoxhunt", "prompt": "c103-l1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hoxhunt** (Highest user satisfaction, especially for engagement)"}, {"id": "mai-20260917-0922-baseline|c103-l1|xai-small|Proofpoint Security Awareness Training (ZenGuide)", "prompt": "c103-l1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Proofpoint Security Awareness Training (ZenGuide)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you use their email stack ... Drawbacks: Less standalone appeal"}, {"id": "mai-20260917-0922-baseline|c103-l1|xai-small|SoSafe", "prompt": "c103-l1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Other strong contenders**: SoSafe (EU/multilingual)"}, {"id": "mai-20260917-0922-baseline|c103-l1|xai-small|Arctic Wolf", "prompt": "c103-l1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Arctic Wolf (managed service, 100% recommend in Gartner 2024)"}, {"id": "mai-20260917-0922-baseline|c103-l1|xai-small|MetaCompliance", "prompt": "c103-l1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "MetaCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "MetaCompliance (compliance focus)"}, {"id": "mai-20260917-0922-baseline|c103-l1|xai-small|Infosec IQ", "prompt": "c103-l1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Infosec IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other strong contenders: ... Infosec IQ"}, {"id": "mai-20260917-0922-baseline|c103-l1|zai-small|Hoxhunt", "prompt": "c103-l1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Hoxhunt is currently the market leader in user satisfaction (4.8/5 on G2) and is widely considered the best choice"}, {"id": "mai-20260917-0922-baseline|c103-l1|zai-small|KnowBe4", "prompt": "c103-l1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "KnowBe4 is the incumbent market leader with the largest content library and the broadest feature set."}, {"id": "mai-20260917-0922-baseline|c103-l1|zai-small|Proofpoint ZenGuide", "prompt": "c103-l1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company already uses Proofpoint for email security, ZenGuide is the logical choice."}, {"id": "mai-20260917-0922-baseline|c103-l1|zai-small|SoSafe", "prompt": "c103-l1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SoSafe is a strong contender if your enterprise operates primarily in Europe"}, {"id": "mai-20260917-0922-baseline|c103-l1|zai-small|MetaCompliance", "prompt": "c103-l1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "MetaCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "MetaCompliance is a specialist in the intersection of security, privacy, and compliance."}, {"id": "mai-20260917-0922-baseline|c103-l2|alibaba-small|KnowBe4", "prompt": "c103-l2", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **KnowBe4** due to its vast community support and ease of onboarding for thousands of users"}, {"id": "mai-20260917-0922-baseline|c103-l2|alibaba-small|Proofpoint Security Awareness Training", "prompt": "c103-l2", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint Security Awareness Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already use Proofpoint Email Gateway"}, {"id": "mai-20260917-0922-baseline|c103-l2|alibaba-small|Cofense", "prompt": "c103-l2", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Cofense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are struggling with low reporting rates from your staff, look at **Cofense**."}, {"id": "mai-20260917-0922-baseline|c103-l2|alibaba-small|SANS Institute", "prompt": "c103-l2", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "SANS Institute", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Executive Credibility and Depth ... this is a premium option"}, {"id": "mai-20260917-0922-baseline|c103-l2|anthropic-small|KnowBe4", "prompt": "c103-l2", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Primary Recommendation: KnowBe4"}, {"id": "mai-20260917-0922-baseline|c103-l2|anthropic-small|Proofpoint", "prompt": "c103-l2", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Strong Alternative: Proofpoint"}, {"id": "mai-20260917-0922-baseline|c103-l2|anthropic-small|Adaptive Security", "prompt": "c103-l2", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Adaptive Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Adaptive Security combines email, vishing, smishing, and deepfake video simulation in a single admin interface"}, {"id": "mai-20260917-0922-baseline|c103-l2|challenger-small|KnowBe4", "prompt": "c103-l2", "model": "challenger-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **KnowBe4** as the default choice"}, {"id": "mai-20260917-0922-baseline|c103-l2|challenger-small|Proofpoint", "prompt": "c103-l2", "model": "challenger-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Proofpoint** and **Hoxhunt** as strong alternatives depending on your priorities"}, {"id": "mai-20260917-0922-baseline|c103-l2|challenger-small|Hoxhunt", "prompt": "c103-l2", "model": "challenger-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Hoxhunt** for **engagement-focused behavior change**"}, {"id": "mai-20260917-0922-baseline|c103-l2|deepseek-small|Hoxhunt", "prompt": "c103-l2", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my primary recommendation is Hoxhunt"}, {"id": "mai-20260917-0922-baseline|c103-l2|deepseek-small|KnowBe4", "prompt": "c103-l2", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Admin Intensive... notoriously poor end-user Trustpilot rating (1.9/5)"}, {"id": "mai-20260917-0922-baseline|c103-l2|deepseek-small|Proofpoint Security Awareness Training (PSAT)", "prompt": "c103-l2", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint Security Awareness Training (PSAT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Companies that *already* use Proofpoint for their primary email security gateway"}, {"id": "mai-20260917-0922-baseline|c103-l2|google-small|Hoxhunt", "prompt": "c103-l2", "model": "google-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Hoxhunt\n**Best for:** Driving genuine behavior change with minimal IT administrative overhead."}, {"id": "mai-20260917-0922-baseline|c103-l2|google-small|KnowBe4 (PhishER & KMSAT)", "prompt": "c103-l2", "model": "google-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4 (PhishER & KMSAT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Massive content depth, global multi-lingual support, and comprehensive compliance reporting."}, {"id": "mai-20260917-0922-baseline|c103-l2|google-small|Proofpoint Security Awareness (PSAT)", "prompt": "c103-l2", "model": "google-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint Security Awareness (PSAT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Large enterprises already embedded in the Proofpoint email security ecosystem."}, {"id": "mai-20260917-0922-baseline|c103-l2|google-small|Microsoft Attack Simulation Training (Defender for Office 365)", "prompt": "c103-l2", "model": "google-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Microsoft Attack Simulation Training (Defender for Office 365)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If your enterprise uses **Microsoft 365 E5 licenses**, this tool is already included."}, {"id": "mai-20260917-0922-baseline|c103-l2|google-small|SoSafe", "prompt": "c103-l2", "model": "google-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "heavy European footprint** with strict GDPR, works councils, and privacy constraints, SoSafe is highly recommended"}, {"id": "mai-20260917-0922-baseline|c103-l2|meta-small|Ninjio", "prompt": "c103-l2", "model": "meta-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Ninjio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Ninjio - Known for its immediate remediation feature, which triggers micro-learning modules or short remediation content at the teachable moment."}, {"id": "mai-20260917-0922-baseline|c103-l2|meta-small|KnowBe4", "prompt": "c103-l2", "model": "meta-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "KnowBe4 - A self-serve platform that scores 7.8 out of 10 and is best for large in-house programs that want template volume."}, {"id": "mai-20260917-0922-baseline|c103-l2|minimax-small|KnowBe4", "prompt": "c103-l2", "model": "minimax-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **KnowBe4** as the primary choice. It's the market leader"}, {"id": "mai-20260917-0922-baseline|c103-l2|minimax-small|Proofpoint", "prompt": "c103-l2", "model": "minimax-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Proofpoint** would be a close second if you need threat-intelligence-backed simulations"}, {"id": "mai-20260917-0922-baseline|c103-l2|minimax-small|Hoxhunt", "prompt": "c103-l2", "model": "minimax-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong focus on behavior change through gamified learning paths"}, {"id": "mai-20260917-0922-baseline|c103-l2|minimax-small|Cofense", "prompt": "c103-l2", "model": "minimax-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Cofense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Proven solution with good enterprise support"}, {"id": "mai-20260917-0922-baseline|c103-l2|mistral-small|KnowBe4", "prompt": "c103-l2", "model": "mistral-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **KnowBe4** or **Hoxhunt** as top phishing simulation and training tools"}, {"id": "mai-20260917-0922-baseline|c103-l2|mistral-small|Hoxhunt", "prompt": "c103-l2", "model": "mistral-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend **KnowBe4** or **Hoxhunt** as top phishing simulation and training tools"}, {"id": "mai-20260917-0922-baseline|c103-l2|moonshot-small|KnowBe4", "prompt": "c103-l2", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with KnowBe4 if you want the safest, most established choice with maximum content variety and proven enterprise scalability"}, {"id": "mai-20260917-0922-baseline|c103-l2|moonshot-small|Hoxhunt", "prompt": "c103-l2", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Hoxhunt if you're willing to invest in a more modern, AI-driven approach focused on measurable behavior change"}, {"id": "mai-20260917-0922-baseline|c103-l2|moonshot-small|Proofpoint ZenGuide", "prompt": "c103-l2", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Already Use Proofpoint Email Security"}, {"id": "mai-20260917-0922-baseline|c103-l2|moonshot-small|Cofense PhishMe", "prompt": "c103-l2", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Cofense PhishMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider Cofense if your primary gap is threat reporting and SOC integration"}, {"id": "mai-20260917-0922-baseline|c103-l2|moonshot-small|Microsoft Attack Simulation Training", "prompt": "c103-l2", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Microsoft Attack Simulation Training", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft 365 environment | Hoxhunt or Microsoft Attack Simulation Training"}, {"id": "mai-20260917-0922-baseline|c103-l2|openai-small|KnowBe4", "prompt": "c103-l2", "model": "openai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **KnowBe4**"}, {"id": "mai-20260917-0922-baseline|c103-l2|openai-small|Microsoft Attack Simulation Training", "prompt": "c103-l2", "model": "openai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Microsoft Attack Simulation Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a very strong second option because it's native to your stack"}, {"id": "mai-20260917-0922-baseline|c103-l2|openai-small|Proofpoint Security Awareness Training", "prompt": "c103-l2", "model": "openai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint Security Awareness Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your email security stack is already Proofpoint:** **Proofpoint Security Awareness Training** may be worth a closer look."}, {"id": "mai-20260917-0922-baseline|c103-l2|xai-small|KnowBe4", "prompt": "c103-l2", "model": "xai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend KnowBe4 as the top phishing simulation and training tool"}, {"id": "mai-20260917-0922-baseline|c103-l2|xai-small|Proofpoint", "prompt": "c103-l2", "model": "xai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Proofpoint edges out if you're already in their ecosystem"}, {"id": "mai-20260917-0922-baseline|c103-l2|xai-small|Cofense PhishMe", "prompt": "c103-l2", "model": "xai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Cofense PhishMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Excellent reporting culture, but smaller library; less automation."}, {"id": "mai-20260917-0922-baseline|c103-l2|xai-small|Hoxhunt/Infosec IQ", "prompt": "c103-l2", "model": "xai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt/Infosec IQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but more mid-market; less proven at ultra-scale"}, {"id": "mai-20260917-0922-baseline|c103-l2|xai-small|Mimecast", "prompt": "c103-l2", "model": "xai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Sitcom-style videos, but limited variety."}, {"id": "mai-20260917-0922-baseline|c103-l2|zai-small|Hoxhunt", "prompt": "c103-l2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Hoxhunt ... widely regarded as the strongest choice for enterprise-scale human risk management"}, {"id": "mai-20260917-0922-baseline|c103-l2|zai-small|KnowBe4", "prompt": "c103-l2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "KnowBe4 – Best for breadth and configurability ... is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c103-l2|zai-small|Proofpoint ZenGuide", "prompt": "c103-l2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Proofpoint ZenGuide – Best for email ecosystem integration"}, {"id": "mai-20260917-0922-baseline|c103-l2|zai-small|Cofense PhishMe", "prompt": "c103-l2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Cofense PhishMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cofense PhishMe – Best for threat intelligence and SOC workflows"}, {"id": "mai-20260917-0922-baseline|c103-l2|zai-small|FortiSAT", "prompt": "c103-l2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "FortiSAT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "FortiSAT – Best if you use Fortinet"}, {"id": "mai-20260917-0922-baseline|c103-l3|alibaba-small|KnowBe4", "prompt": "c103-l3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is widely considered the industry standard due to its massive, constantly updated library of training content"}, {"id": "mai-20260917-0922-baseline|c103-l3|alibaba-small|Hoxhunt", "prompt": "c103-l3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Core Strength: Behavioral adaptation."}, {"id": "mai-20260917-0922-baseline|c103-l3|alibaba-small|SoSafe", "prompt": "c103-l3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "\"Human Risk Management.\" It quantifies security posture through a specific risk score."}, {"id": "mai-20260917-0922-baseline|c103-l3|alibaba-small|MetaCompliance", "prompt": "c103-l3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "MetaCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top enterprise-grade security awareness training platforms include **KnowBe4**, **Hoxhunt**, **SoSafe**, **MetaCompliance**, and **Proofpoint ZenGuide**"}, {"id": "mai-20260917-0922-baseline|c103-l3|alibaba-small|Proofpoint ZenGuide", "prompt": "c103-l3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deep integration with Microsoft 365 and the Proofpoint email gateway."}, {"id": "mai-20260917-0922-baseline|c103-l3|alibaba-small|Adaptive Security", "prompt": "c103-l3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Adaptive Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Core Strength: AI-generated content."}, {"id": "mai-20260917-0922-baseline|c103-l3|alibaba-small|Phished", "prompt": "c103-l3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Phished", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Core Strength: Low-maintenance automation."}, {"id": "mai-20260917-0922-baseline|c103-l3|alibaba-small|Arctic Wolf Managed Security Awareness", "prompt": "c103-l3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Arctic Wolf Managed Security Awareness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Arctic Wolf offers a fully managed service where an external team runs the program for you."}, {"id": "mai-20260917-0922-baseline|c103-l3|anthropic-small|KnowBe4", "prompt": "c103-l3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "KnowBe4 is one of the most widely adopted platforms, known for its comprehensive approach combining training, phishing simulations, and risk assessments"}, {"id": "mai-20260917-0922-baseline|c103-l3|anthropic-small|Proofpoint", "prompt": "c103-l3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "provides integrated security awareness training alongside email security and threat protection capabilities"}, {"id": "mai-20260917-0922-baseline|c103-l3|anthropic-small|Gremlin Security", "prompt": "c103-l3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Gremlin Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(formerly Lucy) specializes in phishing simulations and security awareness training with strong gamification elements"}, {"id": "mai-20260917-0922-baseline|c103-l3|anthropic-small|Fortinet's Security Awareness Training", "prompt": "c103-l3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Fortinet's Security Awareness Training", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "integrates with their broader security ecosystem and offers automated training workflows"}, {"id": "mai-20260917-0922-baseline|c103-l3|anthropic-small|Mimecast", "prompt": "c103-l3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "combines security awareness training with email security features"}, {"id": "mai-20260917-0922-baseline|c103-l3|challenger-small|KnowBe4", "prompt": "c103-l3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "KnowBe4 is the most common enterprise default for large organizations"}, {"id": "mai-20260917-0922-baseline|c103-l3|challenger-small|Proofpoint ZenGuide", "prompt": "c103-l3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strongest for organizations already using the **Proofpoint ecosystem**"}, {"id": "mai-20260917-0922-baseline|c103-l3|challenger-small|Hoxhunt", "prompt": "c103-l3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "stands out for **adaptive, behavior-driven training**"}, {"id": "mai-20260917-0922-baseline|c103-l3|challenger-small|SoSafe", "prompt": "c103-l3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong fit for **EU-regulated organizations**"}, {"id": "mai-20260917-0922-baseline|c103-l3|challenger-small|Infosec IQ", "prompt": "c103-l3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Infosec IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often selected for **role-based training paths**"}, {"id": "mai-20260917-0922-baseline|c103-l3|challenger-small|Mimecast Awareness Training", "prompt": "c103-l3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Mimecast Awareness Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "fits best when buyers want awareness training bundled with **email security**"}, {"id": "mai-20260917-0922-baseline|c103-l3|challenger-small|MetaCompliance", "prompt": "c103-l3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "MetaCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "commonly cited as an enterprise option with strong **compliance-focused** training"}, {"id": "mai-20260917-0922-baseline|c103-l3|deepseek-small|KnowBe4", "prompt": "c103-l3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The largest and most established platform, used by 60,000+ customers... Best for: Large enterprises prioritizing content breadth, headcount scale, and compliance documentation."}, {"id": "mai-20260917-0922-baseline|c103-l3|deepseek-small|Hoxhunt", "prompt": "c103-l3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Increasingly the top-rated challenger (4.8/5 on G2 across ~3,685 reviews — the largest review base in the category)."}, {"id": "mai-20260917-0922-baseline|c103-l3|deepseek-small|Proofpoint (ZenGuide)", "prompt": "c103-l3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint (ZenGuide)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Enterprises already invested in Proofpoint's email ecosystem."}, {"id": "mai-20260917-0922-baseline|c103-l3|deepseek-small|SANS Security Awareness", "prompt": "c103-l3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SANS Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for technical teams... Trade-offs: Expensive and can feel academic/formal in tone"}, {"id": "mai-20260917-0922-baseline|c103-l3|deepseek-small|Infosec IQ", "prompt": "c103-l3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Infosec IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong on role-based training tracks and team-specific content."}, {"id": "mai-20260917-0922-baseline|c103-l3|deepseek-small|Adaptive Security", "prompt": "c103-l3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Adaptive Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Emerging AI-Native Competitors (Adaptive Security, Brightside, SoSafe, Arsen)"}, {"id": "mai-20260917-0922-baseline|c103-l3|deepseek-small|Brightside", "prompt": "c103-l3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Brightside", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emerging AI-Native Competitors (Adaptive Security, Brightside, SoSafe, Arsen)"}, {"id": "mai-20260917-0922-baseline|c103-l3|deepseek-small|SoSafe", "prompt": "c103-l3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-native platforms built for the full modern attack surface... (Hoxhunt, SoSafe, Adaptive Security)"}, {"id": "mai-20260917-0922-baseline|c103-l3|deepseek-small|Arsen", "prompt": "c103-l3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Arsen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Emerging AI-Native Competitors (Adaptive Security, Brightside, SoSafe, Arsen)"}, {"id": "mai-20260917-0922-baseline|c103-l3|google-small|KnowBe4", "prompt": "c103-l3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "KnowBe4 remains the largest and most widely deployed platform in the enterprise space."}, {"id": "mai-20260917-0922-baseline|c103-l3|google-small|Hoxhunt", "prompt": "c103-l3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Hoxhunt has emerged as a top-rated challenger by shifting the focus entirely from \"punitive, campaign-based training\" to automated, adaptive learning."}, {"id": "mai-20260917-0922-baseline|c103-l3|google-small|Proofpoint", "prompt": "c103-l3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with Proofpoint or Mimecast if you want your email gateway and your training platform to actively \"talk\" to one another"}, {"id": "mai-20260917-0922-baseline|c103-l3|google-small|Mimecast", "prompt": "c103-l3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mimecast Human Risk Management Platform calculates holistic human risk scores"}, {"id": "mai-20260917-0922-baseline|c103-l3|google-small|SoSafe", "prompt": "c103-l3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with SoSafe if GDPR compliance, strict works council requirements, and localized European training are your top priorities."}, {"id": "mai-20260917-0922-baseline|c103-l3|google-small|OutThink", "prompt": "c103-l3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "OutThink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tech-forward CISOs seeking a unified Human Risk Management dashboard."}, {"id": "mai-20260917-0922-baseline|c103-l3|google-small|NINJIO", "prompt": "c103-l3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "NINJIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "NINJIO’s high-production, narrative-driven micro-episodes historically garner much higher voluntary engagement."}, {"id": "mai-20260917-0922-baseline|c103-l3|meta-small|KnowBe4", "prompt": "c103-l3", "model": "meta-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include KnowBe4, Hoxhunt, SoSafe, and Proofpoint."}, {"id": "mai-20260917-0922-baseline|c103-l3|meta-small|Hoxhunt", "prompt": "c103-l3", "model": "meta-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include KnowBe4, Hoxhunt, SoSafe, and Proofpoint."}, {"id": "mai-20260917-0922-baseline|c103-l3|meta-small|SoSafe", "prompt": "c103-l3", "model": "meta-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include KnowBe4, Hoxhunt, SoSafe, and Proofpoint."}, {"id": "mai-20260917-0922-baseline|c103-l3|meta-small|Proofpoint", "prompt": "c103-l3", "model": "meta-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top platforms include KnowBe4, Hoxhunt, SoSafe, and Proofpoint."}, {"id": "mai-20260917-0922-baseline|c103-l3|minimax-small|Hoxhunt", "prompt": "c103-l3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hoxhunt** | 4.8/5 | 3,685+ | Adaptive learning, high engagement, behavioral change focus"}, {"id": "mai-20260917-0922-baseline|c103-l3|minimax-small|KnowBe4", "prompt": "c103-l3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Largest ready-made content library with extensive customization"}, {"id": "mai-20260917-0922-baseline|c103-l3|minimax-small|MetaCompliance", "prompt": "c103-l3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "MetaCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for**: Heavily regulated industries (finance, healthcare)"}, {"id": "mai-20260917-0922-baseline|c103-l3|minimax-small|SoSafe", "prompt": "c103-l3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "European market strength, data privacy focus"}, {"id": "mai-20260917-0922-baseline|c103-l3|minimax-small|Infosec IQ", "prompt": "c103-l3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Infosec IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Skills development, certification paths"}, {"id": "mai-20260917-0922-baseline|c103-l3|minimax-small|Proofpoint ZenGuide", "prompt": "c103-l3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for**: Organizations already using Proofpoint security products"}, {"id": "mai-20260917-0922-baseline|c103-l3|mistral-small|KnowBe4 Security Awareness Training", "prompt": "c103-l3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4 Security Awareness Training", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "KnowBe4 leads in breadth and configurability"}, {"id": "mai-20260917-0922-baseline|c103-l3|mistral-small|Hoxhunt", "prompt": "c103-l3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hoxhunt and SoSafe are strongest for measurable behavior change and risk scoring."}, {"id": "mai-20260917-0922-baseline|c103-l3|mistral-small|SoSafe", "prompt": "c103-l3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong multilingual support, role-based customization, and human risk scoring."}, {"id": "mai-20260917-0922-baseline|c103-l3|mistral-small|MetaCompliance Security Awareness Training", "prompt": "c103-l3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "MetaCompliance Security Awareness Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MetaCompliance is the top choice for compliance-focused programs."}, {"id": "mai-20260917-0922-baseline|c103-l3|mistral-small|Proofpoint ZenGuide", "prompt": "c103-l3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for organizations already using Proofpoint's email security"}, {"id": "mai-20260917-0922-baseline|c103-l3|mistral-small|Arctic Wolf Managed Security Awareness Training", "prompt": "c103-l3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Arctic Wolf Managed Security Awareness Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Arctic Wolf is ideal for those seeking a managed security approach."}, {"id": "mai-20260917-0922-baseline|c103-l3|moonshot-small|KnowBe4", "prompt": "c103-l3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want to run frequent, highly customized phishing simulations with enormous template variety, KnowBe4 is the default choice."}, {"id": "mai-20260917-0922-baseline|c103-l3|moonshot-small|Proofpoint ZenGuide", "prompt": "c103-l3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations already using Proofpoint email security"}, {"id": "mai-20260917-0922-baseline|c103-l3|moonshot-small|Hoxhunt", "prompt": "c103-l3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highest enterprise satisfaction — 4.8/5 on G2 ... Engagement-first and adaptive."}, {"id": "mai-20260917-0922-baseline|c103-l3|moonshot-small|Cofense PhishMe", "prompt": "c103-l3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Cofense PhishMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cofense PhishMe's closed-loop reporting is unmatched."}, {"id": "mai-20260917-0922-baseline|c103-l3|moonshot-small|SANS Security Awareness", "prompt": "c103-l3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SANS Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Technical teams and organizations prioritizing educational depth and compliance rigor"}, {"id": "mai-20260917-0922-baseline|c103-l3|moonshot-small|Infosec IQ", "prompt": "c103-l3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Infosec IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Structured, role-based training programs and LMS integration"}, {"id": "mai-20260917-0922-baseline|c103-l3|moonshot-small|MetaCompliance", "prompt": "c103-l3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "MetaCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Compliance-centric with strong presence in European regulatory environments."}, {"id": "mai-20260917-0922-baseline|c103-l3|moonshot-small|Arctic Wolf Managed Security Awareness", "prompt": "c103-l3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Arctic Wolf Managed Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Organizations wanting a fully managed program rather than self-service"}, {"id": "mai-20260917-0922-baseline|c103-l3|moonshot-small|SoSafe", "prompt": "c103-l3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "European compliance focus | MetaCompliance / SoSafe"}, {"id": "mai-20260917-0922-baseline|c103-l3|moonshot-small|Phished", "prompt": "c103-l3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Phished", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Lowest admin overhead | Phished"}, {"id": "mai-20260917-0922-baseline|c103-l3|openai-small|KnowBe4", "prompt": "c103-l3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **broadest all-around platform** Choose **KnowBe4**. It's the most \"full platform\" option"}, {"id": "mai-20260917-0922-baseline|c103-l3|openai-small|Proofpoint Security Awareness Training", "prompt": "c103-l3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint Security Awareness Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Proofpoint** or **Mimecast** if you already live in those ecosystems."}, {"id": "mai-20260917-0922-baseline|c103-l3|openai-small|Mimecast Security Awareness Training", "prompt": "c103-l3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Mimecast Security Awareness Training", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Less flexible and less differentiated than the strongest dedicated platforms in deeper simulation diversity and content breadth."}, {"id": "mai-20260917-0922-baseline|c103-l3|openai-small|Hoxhunt", "prompt": "c103-l3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want **adaptive behavior change** Choose **Hoxhunt**."}, {"id": "mai-20260917-0922-baseline|c103-l3|openai-small|Huntress Security Awareness Training", "prompt": "c103-l3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress Security Awareness Training", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Generally not the first choice for very large global programs needing the deepest content catalog and customization."}, {"id": "mai-20260917-0922-baseline|c103-l3|openai-small|Microsoft Defender for Office 365", "prompt": "c103-l3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Microsoft Defender for Office 365** if you're heavily standardized on Microsoft 365."}, {"id": "mai-20260917-0922-baseline|c103-l3|openai-small|SANS Security Awareness", "prompt": "c103-l3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SANS Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want **credibility and content quality** Choose **SANS**."}, {"id": "mai-20260917-0922-baseline|c103-l3|xai-small|KnowBe4", "prompt": "c103-l3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader with the largest customer base (60,000+ orgs) and highest review volume."}, {"id": "mai-20260917-0922-baseline|c103-l3|xai-small|Hoxhunt", "prompt": "c103-l3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hoxhunt for engagement metrics"}, {"id": "mai-20260917-0922-baseline|c103-l3|xai-small|Proofpoint ZenGuide", "prompt": "c103-l3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Proofpoint if integrated security"}, {"id": "mai-20260917-0922-baseline|c103-l3|xai-small|SoSafe", "prompt": "c103-l3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular in EU/multilingual setups."}, {"id": "mai-20260917-0922-baseline|c103-l3|xai-small|Cofense PhishMe", "prompt": "c103-l3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Cofense PhishMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Phishing simulation specialist with IR integration."}, {"id": "mai-20260917-0922-baseline|c103-l3|xai-small|Infosec IQ", "prompt": "c103-l3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Infosec IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Solid for customizable, unlimited training."}, {"id": "mai-20260917-0922-baseline|c103-l3|xai-small|MetaCompliance", "prompt": "c103-l3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "MetaCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses on automated, behavior-changing campaigns."}, {"id": "mai-20260917-0922-baseline|c103-l3|zai-small|Hoxhunt", "prompt": "c103-l3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hoxhunt** for adaptive, behavior‑driven training with strong reporting."}, {"id": "mai-20260917-0922-baseline|c103-l3|zai-small|KnowBe4", "prompt": "c103-l3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**KnowBe4** for a large library, configurable campaigns, and extensive language support."}, {"id": "mai-20260917-0922-baseline|c103-l3|zai-small|MetaCompliance", "prompt": "c103-l3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "MetaCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MetaCompliance** for built‑in compliance workflows and audit trails."}, {"id": "mai-20260917-0922-baseline|c103-l3|zai-small|SoSafe", "prompt": "c103-l3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SoSafe** for localization and cultural resonance."}, {"id": "mai-20260917-0922-baseline|c103-l3|zai-small|Proofpoint ZenGuide", "prompt": "c103-l3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Proofpoint ZenGuide** for tight integration and coordinated defense."}, {"id": "mai-20260917-0922-baseline|c103-l3|zai-small|Cofense PhishMe", "prompt": "c103-l3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Cofense PhishMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cofense PhishMe** (often as part of a broader Cofense offering)."}, {"id": "mai-20260917-0922-baseline|c103-l3|zai-small|Arctic Wolf Managed Security Awareness", "prompt": "c103-l3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Arctic Wolf Managed Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Arctic Wolf Managed Security Awareness** to reduce internal overhead."}, {"id": "mai-20260917-0922-baseline|c103-l4|alibaba-small|KnowBe4", "prompt": "c103-l4", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best platform for predicting total costs across thousands of users is generally considered to be **KnowBe4**"}, {"id": "mai-20260917-0922-baseline|c103-l4|alibaba-small|Cofense", "prompt": "c103-l4", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Cofense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Alternative 1: Cofense ... sits at the premium end of the market"}, {"id": "mai-20260917-0922-baseline|c103-l4|alibaba-small|Proofpoint (Bundled)", "prompt": "c103-l4", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Proofpoint (Bundled)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### Alternative 2: Proofpoint (Bundled) — Best for: Companies already using Proofpoint Email Security."}, {"id": "mai-20260917-0922-baseline|c103-l4|anthropic-small|Hoxhunt", "prompt": "c103-l4", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Hoxhunt** is recommended for behavioral outcomes"}, {"id": "mai-20260917-0922-baseline|c103-l4|anthropic-small|KnowBe4", "prompt": "c103-l4", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**KnowBe4** is particularly strong for large deployments: KnowBe4 is the largest security awareness training platform by content volume"}, {"id": "mai-20260917-0922-baseline|c103-l4|anthropic-small|MetaCompliance", "prompt": "c103-l4", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "budget", "raw": "MetaCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ahead of KnowBe4 (4.6, 2,364) and MetaCompliance (4.6, 1,116)"}, {"id": "mai-20260917-0922-baseline|c103-l4|challenger-small|KnowBe4", "prompt": "c103-l4", "model": "challenger-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **KnowBe4**"}, {"id": "mai-20260917-0922-baseline|c103-l4|challenger-small|Proofpoint", "prompt": "c103-l4", "model": "challenger-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Proofpoint** if your company already standardizes on Proofpoint email security"}, {"id": "mai-20260917-0922-baseline|c103-l4|challenger-small|SoSafe", "prompt": "c103-l4", "model": "challenger-small", "cat": "security-awareness-training", "variant": "budget", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SoSafe** if your organization is EU-heavy and data residency / NIS2 alignment matters"}, {"id": "mai-20260917-0922-baseline|c103-l4|challenger-small|Hoxhunt", "prompt": "c103-l4", "model": "challenger-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hoxhunt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Hoxhunt** if you care more about behavior change than cost predictability... rather than a simple enterprise pricing story"}, {"id": "mai-20260917-0922-baseline|c103-l4|deepseek-small|KnowBe4", "prompt": "c103-l4", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are heavily regulated ... **KnowBe4** is the safe incumbent — but get every feature you need written into a single annual fee"}, {"id": "mai-20260917-0922-baseline|c103-l4|deepseek-small|DefendWise", "prompt": "c103-l4", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "budget", "raw": "DefendWise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like DefendWise at $399/month unlimited) — but these are not enterprise-grade for 5,000+ employees"}, {"id": "mai-20260917-0922-baseline|c103-l4|deepseek-small|Hoxhunt", "prompt": "c103-l4", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I recommend negotiating a 3-year contract with Hoxhunt."}, {"id": "mai-20260917-0922-baseline|c103-l4|deepseek-small|Proofpoint Security Awareness Training (ZenGuide)", "prompt": "c103-l4", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Proofpoint Security Awareness Training (ZenGuide)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already run Proofpoint for email security"}, {"id": "mai-20260917-0922-baseline|c103-l4|google-small|Microsoft Attack Simulation Training (Defender for Office 365 Plan 2)", "prompt": "c103-l4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Microsoft Attack Simulation Training (Defender for Office 365 Plan 2)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The marginal software cost is **$0**. It scales automatically as your headcount grows from 1,000 to 10,000+"}, {"id": "mai-20260917-0922-baseline|c103-l4|google-small|Arctic Wolf Security Awareness", "prompt": "c103-l4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Arctic Wolf Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Arctic Wolf** and **Huntress** provide managed programs where their security experts design, deploy, and report on simulations"}, {"id": "mai-20260917-0922-baseline|c103-l4|google-small|Huntress Managed SAT", "prompt": "c103-l4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Huntress Managed SAT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "features a transparent, all-inclusive price with **no nickel-and-diming**"}, {"id": "mai-20260917-0922-baseline|c103-l4|google-small|CybeReady", "prompt": "c103-l4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CybeReady", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "requires virtually zero ongoing administrative hours, making it one of the lowest-TCO enterprise platforms"}, {"id": "mai-20260917-0922-baseline|c103-l4|google-small|Hoxhunt", "prompt": "c103-l4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "uses adaptive algorithms that automatically customize the training path"}, {"id": "mai-20260917-0922-baseline|c103-l4|google-small|Hook Security", "prompt": "c103-l4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Hook Security publishes its standard MSRP transparently and keeps its pricing flat"}, {"id": "mai-20260917-0922-baseline|c103-l4|google-small|KnowBe4", "prompt": "c103-l4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "legacy enterprise leaders (like **KnowBe4** or **Proofpoint**)... notorious for pricing hikes at year-two renewals"}, {"id": "mai-20260917-0922-baseline|c103-l4|google-small|Proofpoint", "prompt": "c103-l4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "If you evaluate legacy enterprise leaders (like **KnowBe4** or **Proofpoint**)... use these negotiating levers"}, {"id": "mai-20260917-0922-baseline|c103-l4|meta-small|KnowBe4", "prompt": "c103-l4", "model": "meta-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best security awareness training platform for a large company that needs predictable total cost across thousands of users is KnowBe4."}, {"id": "mai-20260917-0922-baseline|c103-l4|minimax-small|DefendWise", "prompt": "c103-l4", "model": "minimax-small", "cat": "security-awareness-training", "variant": "budget", "raw": "DefendWise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best option appears to be **DefendWise**"}, {"id": "mai-20260917-0922-baseline|c103-l4|minimax-small|PhishNext", "prompt": "c103-l4", "model": "minimax-small", "cat": "security-awareness-training", "variant": "budget", "raw": "PhishNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a 2-year flat fee of $2,000 for unlimited users with fully managed service (though this is more limited in scope)"}, {"id": "mai-20260917-0922-baseline|c103-l4|minimax-small|KnowBe4", "prompt": "c103-l4", "model": "minimax-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the cost still scales with user count, making it less predictable than flat-fee options"}, {"id": "mai-20260917-0922-baseline|c103-l4|minimax-small|Proofpoint", "prompt": "c103-l4", "model": "minimax-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the cost still scales with user count, making it less predictable than flat-fee options"}, {"id": "mai-20260917-0922-baseline|c103-l4|mistral-small|KnowBe4", "prompt": "c103-l4", "model": "mistral-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**KnowBe4** stands out as the best choice"}, {"id": "mai-20260917-0922-baseline|c103-l4|mistral-small|Hoxhunt", "prompt": "c103-l4", "model": "mistral-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Would you like a comparison with other platforms like Hoxhunt or Proofpoint"}, {"id": "mai-20260917-0922-baseline|c103-l4|mistral-small|Proofpoint", "prompt": "c103-l4", "model": "mistral-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Would you like a comparison with other platforms like Hoxhunt or Proofpoint"}, {"id": "mai-20260917-0922-baseline|c103-l4|moonshot-small|KnowBe4", "prompt": "c103-l4", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**KnowBe4** if you want published pricing transparency and proven enterprise scale"}, {"id": "mai-20260917-0922-baseline|c103-l4|moonshot-small|Proofpoint Security Awareness Training", "prompt": "c103-l4", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Proofpoint Security Awareness Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for All-Inclusive Bundles ... pricing less transparent than KnowBe4"}, {"id": "mai-20260917-0922-baseline|c103-l4|moonshot-small|Hoxhunt", "prompt": "c103-l4", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Behavior-Change Focus (Premium Option) ... Degressive pricing model"}, {"id": "mai-20260917-0922-baseline|c103-l4|moonshot-small|Riot", "prompt": "c103-l4", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Riot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Riot** ($6.89/user/month flat rate, no tier gating)"}, {"id": "mai-20260917-0922-baseline|c103-l4|openai-small|KnowBe4 Security Awareness Training", "prompt": "c103-l4", "model": "openai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4 Security Awareness Training", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default pick would be **KnowBe4 Security Awareness Training**"}, {"id": "mai-20260917-0922-baseline|c103-l4|openai-small|Proofpoint ZenGuide", "prompt": "c103-l4", "model": "openai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "pricing is not publicly straightforward in the sources I found, so it's harder to predict total cost at scale"}, {"id": "mai-20260917-0922-baseline|c103-l4|openai-small|SoSafe", "prompt": "c103-l4", "model": "openai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "SoSafe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing is quote-based in the sources I found, which makes budgeting less predictable"}, {"id": "mai-20260917-0922-baseline|c103-l4|xai-small|KnowBe4", "prompt": "c103-l4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**KnowBe4 stands out as the best security awareness training platform for a large company needing predictable total costs across thousands of users.**"}, {"id": "mai-20260917-0922-baseline|c103-l4|xai-small|Hoxhunt", "prompt": "c103-l4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your needs emphasize gamification (Hoxhunt) ... those could edge out"}, {"id": "mai-20260917-0922-baseline|c103-l4|xai-small|Proofpoint ZenGuide", "prompt": "c103-l4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or email integration (Proofpoint/Mimecast), those could edge out"}, {"id": "mai-20260917-0922-baseline|c103-l4|xai-small|SoSafe", "prompt": "c103-l4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unlike competitors (e.g., Hoxhunt, Proofpoint ZenGuide, SoSafe, Cofense, Mimecast)"}, {"id": "mai-20260917-0922-baseline|c103-l4|xai-small|Cofense", "prompt": "c103-l4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Cofense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Reporting-heavy, less training breadth"}, {"id": "mai-20260917-0922-baseline|c103-l4|xai-small|Mimecast", "prompt": "c103-l4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or email integration (Proofpoint/Mimecast), those could edge out"}, {"id": "mai-20260917-0922-baseline|c103-l4|xai-small|Terranova", "prompt": "c103-l4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Terranova", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "or Terranova (custom) lack public tiers, making budgeting opaque until late-stage quotes"}, {"id": "mai-20260917-0922-baseline|c103-l4|xai-small|Infosec IQ", "prompt": "c103-l4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Infosec IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Solid but smaller review base"}, {"id": "mai-20260917-0922-baseline|c103-l4|zai-small|Doozy", "prompt": "c103-l4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Doozy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "more common for niche tools (e.g., Doozy)"}, {"id": "mai-20260917-0922-baseline|c103-l4|zai-small|KnowBe4", "prompt": "c103-l4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Very strong content and simulation depth, but renewal uplift is higher and final TCO can be 22‑40 % above list."}, {"id": "mai-20260917-0922-baseline|c103-l4|zai-small|Proofpoint", "prompt": "c103-l4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most legacy vendors (KnowBe4, Proofpoint, Hoxhunt, etc.). | Low predictability"}, {"id": "mai-20260917-0922-baseline|c103-l4|zai-small|Hoxhunt", "prompt": "c103-l4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Most legacy vendors (KnowBe4, Proofpoint, Hoxhunt, etc.)"}, {"id": "mai-20260917-0922-baseline|c103-l4|zai-small|Arctic Wolf", "prompt": "c103-l4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Managed‑service providers (Arctic Wolf, UnderDefense)"}, {"id": "mai-20260917-0922-baseline|c103-l4|zai-small|UnderDefense", "prompt": "c103-l4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "UnderDefense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Managed‑service providers (Arctic Wolf, UnderDefense)"}, {"id": "mai-20260917-0922-baseline|c103-l4|zai-small|Infosec IQ", "prompt": "c103-l4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Infosec IQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Low renewal uplift and transparent per‑seat cost make it the most predictable entry in the market."}, {"id": "mai-20260917-0922-baseline|c103-l4|zai-small|Ironscales", "prompt": "c103-l4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Ironscales", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "the price is higher than Infosec IQ and renewal terms are not disclosed"}, {"id": "mai-20260917-0922-baseline|c103-l4|zai-small|Jericho", "prompt": "c103-l4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Jericho", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "the upper end is high and renewal uplifts are unknown"}, {"id": "mai-20260917-0922-baseline|c103-l4|zai-small|Riot", "prompt": "c103-l4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Riot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Riot** | Per‑user | **$6.89 / user / month**"}, {"id": "mai-20260917-0922-baseline|c103-l5|deepseek-small|KnowBe4", "prompt": "c103-l5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**KnowBe4** — dominant standalone, largest content library, strong SSO/SCIM; email-focused, weaker on live multi-channel simulation."}, {"id": "mai-20260917-0922-baseline|c103-l5|deepseek-small|Proofpoint Security Awareness", "prompt": "c103-l5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Proofpoint Security Awareness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Proofpoint Security Awareness** — strong if you already use Proofpoint email security; SAML via Entra works."}, {"id": "mai-20260917-0922-baseline|c103-l5|deepseek-small|Hoxhunt", "prompt": "c103-l5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Hoxhunt** — strong on measurable behavior change and integrations."}, {"id": "mai-20260917-0922-baseline|c103-l5|deepseek-small|IRONSCALES", "prompt": "c103-l5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**IRONSCALES / Cofense / Mimecast** — integrate training directly into email security platforms, useful if you want closed-loop."}, {"id": "mai-20260917-0922-baseline|c103-l5|deepseek-small|Cofense", "prompt": "c103-l5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Cofense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**IRONSCALES / Cofense / Mimecast** — integrate training directly into email security platforms"}, {"id": "mai-20260917-0922-baseline|c103-l5|deepseek-small|Mimecast", "prompt": "c103-l5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**IRONSCALES / Cofense / Mimecast** — integrate training directly into email security platforms"}, {"id": "mai-20260917-0922-baseline|c103-l5|deepseek-small|Adaptive Security", "prompt": "c103-l5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Adaptive Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Newer AI-native players (e.g., Adaptive Security, Cyber Aware) tout multi-channel/deepfake simulation — evaluate these claims live given the heavy SEO."}, {"id": "mai-20260917-0922-baseline|c103-l5|deepseek-small|Cyber Aware", "prompt": "c103-l5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Cyber Aware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Newer AI-native players (e.g., Adaptive Security, Cyber Aware) tout multi-channel/deepfake simulation — evaluate these claims live given the heavy SEO."}, {"id": "mai-20260917-0922-baseline|c103-l5|google-small|KnowBe4", "prompt": "c103-l5", "model": "google-small", "cat": "security-awareness-training", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "KnowBe4 (The Market Giant): Has the largest library of content ... Ideal if you want granular control and have the internal admin resources to manage it."}, {"id": "mai-20260917-0922-baseline|c103-l5|google-small|Hoxhunt", "prompt": "c103-l5", "model": "google-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Excellent for lowering administrative overhead and driving genuine behavioral change."}, {"id": "mai-20260917-0922-baseline|c103-l5|google-small|Proofpoint", "prompt": "c103-l5", "model": "google-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use Proofpoint for email security, their integrated training suite (ZenGuide) links real-world email telemetry to training assignments."}, {"id": "mai-20260917-0922-baseline|c103-l5|google-small|Ninjio", "prompt": "c103-l5", "model": "google-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Ninjio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent if your company has struggled with low training completion rates and needs high-engagement content."}, {"id": "mai-20260917-0922-baseline|c103-l5|minimax-small|KnowBe4", "prompt": "c103-l5", "model": "minimax-small", "cat": "security-awareness-training", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**KnowBe4** | Largest content library, strong SSO/SCIM, extensive enterprise integrations"}, {"id": "mai-20260917-0922-baseline|c103-l5|minimax-small|Proofpoint", "prompt": "c103-l5", "model": "minimax-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Proofpoint** | Strong email security integration, enterprise-grade analytics"}, {"id": "mai-20260917-0922-baseline|c103-l5|minimax-small|Hook Security", "prompt": "c103-l5", "model": "minimax-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hook Security** | Modern platform, strong SSO/SCIM, dedicated enterprise support"}, {"id": "mai-20260917-0922-baseline|c103-l5|minimax-small|Symbol", "prompt": "c103-l5", "model": "minimax-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Symbol", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Symbol** | Automated compliance reporting, SOC 2-focused"}, {"id": "mai-20260917-0922-baseline|c103-l5|mistral-small|KnowBe4", "prompt": "c103-l5", "model": "mistral-small", "cat": "security-awareness-training", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "narrow down to 3–5 platforms (e.g., KnowBe4, Proofpoint, Cofense, Mimecast, SANS Securing The Human, Infosec IQ, etc.)"}, {"id": "mai-20260917-0922-baseline|c103-l5|mistral-small|Proofpoint", "prompt": "c103-l5", "model": "mistral-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., KnowBe4, Proofpoint, Cofense, Mimecast, SANS Securing The Human, Infosec IQ, etc."}, {"id": "mai-20260917-0922-baseline|c103-l5|mistral-small|Cofense", "prompt": "c103-l5", "model": "mistral-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Cofense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., KnowBe4, Proofpoint, Cofense, Mimecast, SANS Securing The Human, Infosec IQ, etc."}, {"id": "mai-20260917-0922-baseline|c103-l5|mistral-small|Mimecast", "prompt": "c103-l5", "model": "mistral-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., KnowBe4, Proofpoint, Cofense, Mimecast, SANS Securing The Human, Infosec IQ, etc."}, {"id": "mai-20260917-0922-baseline|c103-l5|mistral-small|SANS Securing The Human", "prompt": "c103-l5", "model": "mistral-small", "cat": "security-awareness-training", "variant": "scale", "raw": "SANS Securing The Human", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., KnowBe4, Proofpoint, Cofense, Mimecast, SANS Securing The Human, Infosec IQ, etc."}, {"id": "mai-20260917-0922-baseline|c103-l5|mistral-small|Infosec IQ", "prompt": "c103-l5", "model": "mistral-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Infosec IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., KnowBe4, Proofpoint, Cofense, Mimecast, SANS Securing The Human, Infosec IQ, etc."}, {"id": "mai-20260917-0922-baseline|c103-l5|moonshot-small|KnowBe4", "prompt": "c103-l5", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**KnowBe4** | Mature SSO/federation, largest content library, strong analytics | Can be complex to configure; pricing tiers gate features"}, {"id": "mai-20260917-0922-baseline|c103-l5|moonshot-small|Hoxhunt", "prompt": "c103-l5", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Hoxhunt** | Gamification drives engagement, strong behavioral metrics | May need validation for your compliance frameworks"}, {"id": "mai-20260917-0922-baseline|c103-l5|moonshot-small|Hook Security", "prompt": "c103-l5", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Hook Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Hook Security** | Built for mid-market/enterprise, SCIM included, simpler UX | Newer player; validate scale references"}, {"id": "mai-20260917-0922-baseline|c103-l5|moonshot-small|Proofpoint", "prompt": "c103-l5", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Proofpoint** | Integrated with email security, strong threat intel | Higher complexity, enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c103-l5|xai-small|KnowBe4", "prompt": "c103-l5", "model": "xai-small", "cat": "security-awareness-training", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "KnowBe4 (compliance leader)"}, {"id": "mai-20260917-0922-baseline|c103-l5|xai-small|Proofpoint", "prompt": "c103-l5", "model": "xai-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Proofpoint (enterprise analytics)"}, {"id": "mai-20260917-0922-baseline|c103-l5|xai-small|uSecure", "prompt": "c103-l5", "model": "xai-small", "cat": "security-awareness-training", "variant": "scale", "raw": "uSecure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "uSecure/Hoxhunt (behavioral focus)"}, {"id": "mai-20260917-0922-baseline|c103-l5|xai-small|Hoxhunt", "prompt": "c103-l5", "model": "xai-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "uSecure/Hoxhunt (behavioral focus)"}, {"id": "mai-20260917-0922-baseline|c103-l5|xai-small|Adaptive Security", "prompt": "c103-l5", "model": "xai-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Adaptive Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Adaptive Security (multi-channel)"}, {"id": "mai-20260917-0922-baseline|c103-l5|xai-small|SoSafe", "prompt": "c103-l5", "model": "xai-small", "cat": "security-awareness-training", "variant": "scale", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist 3-5 vendors (e.g., KnowBe4, Proofpoint, uSecure, Hoxhunt, Adaptive Security, SoSafe"}, {"id": "mai-20260917-0922-baseline|c103-l6|challenger-small|PhishingBox", "prompt": "c103-l6", "model": "challenger-small", "cat": "security-awareness-training", "variant": "negative", "raw": "PhishingBox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "should be treated as a narrower-fit option for a large enterprise"}, {"id": "mai-20260917-0922-baseline|c103-l6|challenger-small|Infosec IQ", "prompt": "c103-l6", "model": "challenger-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Infosec IQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "no behavioral risk scoring** and **no multi-channel simulation** in that comparison, which makes it less compelling"}, {"id": "mai-20260917-0922-baseline|c103-l6|challenger-small|TitanHQ, powered by CyberSentriq", "prompt": "c103-l6", "model": "challenger-small", "cat": "security-awareness-training", "variant": "negative", "raw": "TitanHQ, powered by CyberSentriq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "positions it for **SMBs and MSPs**, which is a sign to be cautious for a large enterprise"}, {"id": "mai-20260917-0922-baseline|c103-l6|challenger-small|Arctic Wolf Managed Security Awareness", "prompt": "c103-l6", "model": "challenger-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Arctic Wolf Managed Security Awareness", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "shows **no behavioral risk scoring** and **no multi-channel simulation**"}, {"id": "mai-20260917-0922-baseline|c103-l6|challenger-small|Huntress Managed Security Awareness Training", "prompt": "c103-l6", "model": "challenger-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Huntress Managed Security Awareness Training", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may be better suited to MSP-led deployments than a large enterprise"}, {"id": "mai-20260917-0922-baseline|c103-l6|challenger-small|ESET Cybersecurity Awareness Training", "prompt": "c103-l6", "model": "challenger-small", "cat": "security-awareness-training", "variant": "negative", "raw": "ESET Cybersecurity Awareness Training", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "shows **no multi-channel simulation** and positions it more as a standalone training tool"}, {"id": "mai-20260917-0922-baseline|c103-l6|challenger-small|NINJIO", "prompt": "c103-l6", "model": "challenger-small", "cat": "security-awareness-training", "variant": "negative", "raw": "NINJIO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "a large enterprise should be cautious if it needs deep simulation, reporting, and response workflows"}, {"id": "mai-20260917-0922-baseline|c103-l6|deepseek-small|KnowBe4", "prompt": "c103-l6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The platforms to be most cautious about are the ones that: Have a huge gap between admin satisfaction and user satisfaction (like KnowBe4)."}, {"id": "mai-20260917-0922-baseline|c103-l6|deepseek-small|Hoxhunt", "prompt": "c103-l6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Hoxhunt (4.8/5 on G2, 3,685 reviews), SoSafe, and Infosec IQ consistently score higher on user engagement."}, {"id": "mai-20260917-0922-baseline|c103-l6|deepseek-small|SoSafe", "prompt": "c103-l6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hoxhunt (4.8/5 on G2, 3,685 reviews), SoSafe, and Infosec IQ consistently score higher on user engagement."}, {"id": "mai-20260917-0922-baseline|c103-l6|deepseek-small|Infosec IQ", "prompt": "c103-l6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Infosec IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SoSafe, and Infosec IQ consistently score higher on user engagement."}, {"id": "mai-20260917-0922-baseline|c103-l6|deepseek-small|MetaCompliance", "prompt": "c103-l6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "MetaCompliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "MetaCompliance, Proofpoint ZenGuide, and ESET's offering all have solid reputations for compliance ... but are email-first platforms"}, {"id": "mai-20260917-0922-baseline|c103-l6|deepseek-small|Proofpoint ZenGuide", "prompt": "c103-l6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "solid reputations for compliance ... but are **email-first** platforms"}, {"id": "mai-20260917-0922-baseline|c103-l6|deepseek-small|ESET's offering", "prompt": "c103-l6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "ESET's offering", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "ESET's offering all have solid reputations for compliance ... but are email-first platforms"}, {"id": "mai-20260917-0922-baseline|c103-l6|deepseek-small|Adaptive Security", "prompt": "c103-l6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Adaptive Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Adaptive Security, Keepnet, and Hoxhunt's newer offerings are leaders here."}, {"id": "mai-20260917-0922-baseline|c103-l6|deepseek-small|Keepnet", "prompt": "c103-l6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Keepnet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Adaptive Security, Keepnet, and Hoxhunt's newer offerings are leaders here."}, {"id": "mai-20260917-0922-baseline|c103-l6|deepseek-small|Phished", "prompt": "c103-l6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Phished", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Adaptive Security, Hoxhunt, and Phished are strong examples."}, {"id": "mai-20260917-0922-baseline|c103-l6|google-small|GoPhish", "prompt": "c103-l6", "model": "google-small", "cat": "security-awareness-training", "variant": "negative", "raw": "GoPhish", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why a large enterprise should avoid them: **No Built-In Learning Management System (LMS):** Frameworks like GoPhish do not come with educational content libraries"}, {"id": "mai-20260917-0922-baseline|c103-l6|google-small|Wizer", "prompt": "c103-l6", "model": "google-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Wizer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Lightweight, SMB-Focused, or MSP-Optimized Platforms (e.g., Wizer, Guardey) ... Why a large enterprise should exercise caution"}, {"id": "mai-20260917-0922-baseline|c103-l6|google-small|Guardey", "prompt": "c103-l6", "model": "google-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Guardey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Lightweight, SMB-Focused, or MSP-Optimized Platforms (e.g., Wizer, Guardey) ... Why a large enterprise should exercise caution"}, {"id": "mai-20260917-0922-baseline|c103-l6|meta-small|KnowBe4", "prompt": "c103-l6", "model": "meta-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top recommendations include KnowBe4, SoSafe, Proofpoint, RansomLeak, and Living Security."}, {"id": "mai-20260917-0922-baseline|c103-l6|meta-small|SoSafe", "prompt": "c103-l6", "model": "meta-small", "cat": "security-awareness-training", "variant": "negative", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top recommendations include KnowBe4, SoSafe, Proofpoint, RansomLeak, and Living Security."}, {"id": "mai-20260917-0922-baseline|c103-l6|meta-small|Proofpoint", "prompt": "c103-l6", "model": "meta-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top recommendations include KnowBe4, SoSafe, Proofpoint, RansomLeak, and Living Security."}, {"id": "mai-20260917-0922-baseline|c103-l6|meta-small|RansomLeak", "prompt": "c103-l6", "model": "meta-small", "cat": "security-awareness-training", "variant": "negative", "raw": "RansomLeak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top recommendations include KnowBe4, SoSafe, Proofpoint, RansomLeak, and Living Security."}, {"id": "mai-20260917-0922-baseline|c103-l6|meta-small|Living Security", "prompt": "c103-l6", "model": "meta-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Living Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top recommendations include KnowBe4, SoSafe, Proofpoint, RansomLeak, and Living Security."}, {"id": "mai-20260917-0922-baseline|c103-l6|minimax-small|KnowBe4", "prompt": "c103-l6", "model": "minimax-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Despite being the market leader, KnowBe4 has received significant criticism"}, {"id": "mai-20260917-0922-baseline|c103-l6|minimax-small|MetaCompliance", "prompt": "c103-l6", "model": "minimax-small", "cat": "security-awareness-training", "variant": "negative", "raw": "MetaCompliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Steep learning curve for administrators - Inadequate reporting capabilities"}, {"id": "mai-20260917-0922-baseline|c103-l6|minimax-small|Proofpoint", "prompt": "c103-l6", "model": "minimax-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Clunky integration - Non-customizable training content"}, {"id": "mai-20260917-0922-baseline|c103-l6|minimax-small|Arctic Wolf", "prompt": "c103-l6", "model": "minimax-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lack of measurable test results - Heavy reliance on manual setup"}, {"id": "mai-20260917-0922-baseline|c103-l6|mistral-small|KnowBe4", "prompt": "c103-l6", "model": "mistral-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprises should avoid or proceed with extreme caution when considering KnowBe4 and MetaCompliance"}, {"id": "mai-20260917-0922-baseline|c103-l6|mistral-small|MetaCompliance", "prompt": "c103-l6", "model": "mistral-small", "cat": "security-awareness-training", "variant": "negative", "raw": "MetaCompliance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "should avoid or proceed with extreme caution when considering KnowBe4 and MetaCompliance due to widespread user dissatisfaction"}, {"id": "mai-20260917-0922-baseline|c103-l6|mistral-small|Hoxhunt", "prompt": "c103-l6", "model": "mistral-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "such as Hoxhunt, SoSafe, or Proofpoint, depending on specific needs"}, {"id": "mai-20260917-0922-baseline|c103-l6|mistral-small|SoSafe", "prompt": "c103-l6", "model": "mistral-small", "cat": "security-awareness-training", "variant": "negative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "such as Hoxhunt, SoSafe, or Proofpoint, depending on specific needs"}, {"id": "mai-20260917-0922-baseline|c103-l6|mistral-small|Proofpoint", "prompt": "c103-l6", "model": "mistral-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "such as Hoxhunt, SoSafe, or Proofpoint, depending on specific needs"}, {"id": "mai-20260917-0922-baseline|c103-l6|moonshot-small|KnowBe4", "prompt": "c103-l6", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "enterprises should be especially cautious with KnowBe4 if their goals are modern threat simulation and genuine engagement"}, {"id": "mai-20260917-0922-baseline|c103-l6|moonshot-small|Proofpoint ZenGuide", "prompt": "c103-l6", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Reasonable if you're already a heavy Proofpoint shop, but poor as a standalone SAT choice."}, {"id": "mai-20260917-0922-baseline|c103-l6|moonshot-small|Arctic Wolf Managed Security Awareness", "prompt": "c103-l6", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Arctic Wolf Managed Security Awareness", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Better viewed as a bundled add-on for existing Arctic Wolf MDR customers than a standalone enterprise SAT platform."}, {"id": "mai-20260917-0922-baseline|c103-l6|moonshot-small|Hoxhunt", "prompt": "c103-l6", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the research consistently points toward platforms that lead on behavioral outcomes... (e.g., Hoxhunt, SoSafe, or newer adaptive platforms)"}, {"id": "mai-20260917-0922-baseline|c103-l6|moonshot-small|SoSafe", "prompt": "c103-l6", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "negative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(e.g., Hoxhunt, SoSafe, or newer adaptive platforms) rather than legacy content libraries"}, {"id": "mai-20260917-0922-baseline|c103-l6|xai-small|Arctic Wolf Managed Awareness Training", "prompt": "c103-l6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Arctic Wolf Managed Awareness Training", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid**: Limited visibility into metrics, heavy reliance on manual setup or engineering support for changes"}, {"id": "mai-20260917-0922-baseline|c103-l6|xai-small|KnowBe4", "prompt": "c103-l6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms to **Be Cautious About** ... **KnowBe4** (Market leader, but polarizing)"}, {"id": "mai-20260917-0922-baseline|c103-l6|xai-small|Hoxhunt", "prompt": "c103-l6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Top Tier** | Hoxhunt, SoSafe, Adaptive Security | 4.5-4.8/5 G2; behavior-first, AI-adaptive, low admin, multi-channel."}, {"id": "mai-20260917-0922-baseline|c103-l6|xai-small|usecure", "prompt": "c103-l6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "usecure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Stronger alternatives**: Hoxhunt (4.8/5 G2, adaptive/behavior-focused), usecure (policy integration)"}, {"id": "mai-20260917-0922-baseline|c103-l6|xai-small|Adaptive Security", "prompt": "c103-l6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Adaptive Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Top Tier** | Hoxhunt, SoSafe, Adaptive Security"}, {"id": "mai-20260917-0922-baseline|c103-l6|xai-small|Proofpoint Security Awareness Training (now ZenGuide)", "prompt": "c103-l6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Proofpoint Security Awareness Training (now ZenGuide)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Clunky setup, generic/non-customizable content, lower gamification. Limited standalone value."}, {"id": "mai-20260917-0922-baseline|c103-l6|xai-small|SoSafe", "prompt": "c103-l6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "SoSafe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Top Tier** | Hoxhunt, SoSafe, Adaptive Security"}, {"id": "mai-20260917-0922-baseline|c103-l6|xai-small|RansomLeak", "prompt": "c103-l6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "RansomLeak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Emerging** | RansomLeak, Phished | AI threats, risk scoring"}, {"id": "mai-20260917-0922-baseline|c103-l6|xai-small|Phished", "prompt": "c103-l6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Phished", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Emerging** | RansomLeak, Phished | AI threats, risk scoring; great for plateaued programs."}, {"id": "mai-20260917-0922-baseline|c103-l6|zai-small|KnowBe4", "prompt": "c103-l6", "model": "zai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "KnowBe4 has one of the worst reputations for user satisfaction among the platforms analyzed."}, {"id": "mai-20260917-0922-baseline|c103-l6|zai-small|MetaCompliance", "prompt": "c103-l6", "model": "zai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "MetaCompliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "user reviews highlight significant friction points during implementation and use."}, {"id": "mai-20260917-0922-baseline|c103-l6|zai-small|SoSafe", "prompt": "c103-l6", "model": "zai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "SoSafe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "This platform is often flagged for enterprise procurement issues rather than technical failure."}, {"id": "mai-20260917-0922-baseline|c103-m1|alibaba-small|Infosec IQ", "prompt": "c103-m1", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Infosec IQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Infosec IQ** is frequently cited as the best-fit platform for mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c103-m1|alibaba-small|Hoxhunt", "prompt": "c103-m1", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Engagement & Phishing Defense: **Hoxhunt**"}, {"id": "mai-20260917-0922-baseline|c103-m1|alibaba-small|KnowBe4", "prompt": "c103-m1", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Comprehensive Ecosystem: **KnowBe4**"}, {"id": "mai-20260917-0922-baseline|c103-m1|alibaba-small|RansomLeak", "prompt": "c103-m1", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "direct", "raw": "RansomLeak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Interactive Learning: **RansomLeak**"}, {"id": "mai-20260917-0922-baseline|c103-m1|anthropic-small|KnowBe4", "prompt": "c103-m1", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**KnowBe4** is the most widely deployed option."}, {"id": "mai-20260917-0922-baseline|c103-m1|anthropic-small|Hoxhunt", "prompt": "c103-m1", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hoxhunt** leads in customer satisfaction ratings."}, {"id": "mai-20260917-0922-baseline|c103-m1|anthropic-small|RansomLeak", "prompt": "c103-m1", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "direct", "raw": "RansomLeak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**RansomLeak** is recommended for interactive, hands-on training."}, {"id": "mai-20260917-0922-baseline|c103-m1|challenger-small|Hoxhunt", "prompt": "c103-m1", "model": "challenger-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hoxhunt** is the best default pick for a mid-market B2B company that wants modern, behavior-focused phishing awareness training"}, {"id": "mai-20260917-0922-baseline|c103-m1|challenger-small|KnowBe4", "prompt": "c103-m1", "model": "challenger-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**KnowBe4** is the safer all-purpose alternative"}, {"id": "mai-20260917-0922-baseline|c103-m1|challenger-small|MetaCompliance", "prompt": "c103-m1", "model": "challenger-small", "cat": "security-awareness-training", "variant": "direct", "raw": "MetaCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **MetaCompliance** for **automation and compliance-driven personalization**"}, {"id": "mai-20260917-0922-baseline|c103-m1|challenger-small|Infosec IQ", "prompt": "c103-m1", "model": "challenger-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Infosec IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Infosec IQ** for **role-based training** in a mid-market environment"}, {"id": "mai-20260917-0922-baseline|c103-m1|challenger-small|SoSafe", "prompt": "c103-m1", "model": "challenger-small", "cat": "security-awareness-training", "variant": "direct", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **SoSafe** for **EU-regulated** environments"}, {"id": "mai-20260917-0922-baseline|c103-m1|deepseek-small|KnowBe4", "prompt": "c103-m1", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **KnowBe4** if you need broad compliance coverage and a proven, well-supported platform"}, {"id": "mai-20260917-0922-baseline|c103-m1|deepseek-small|Hoxhunt", "prompt": "c103-m1", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist **Hoxhunt** instead if your leadership specifically cares about *measurable phishing-resistance and reduced human risk*"}, {"id": "mai-20260917-0922-baseline|c103-m1|deepseek-small|Proofpoint (ZenGuide)", "prompt": "c103-m1", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Proofpoint (ZenGuide)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you already use Proofpoint for email security"}, {"id": "mai-20260917-0922-baseline|c103-m1|deepseek-small|Infosec IQ", "prompt": "c103-m1", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Infosec IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "well-suited for mid-market with diverse workforces"}, {"id": "mai-20260917-0922-baseline|c103-m1|deepseek-small|MetaCompliance", "prompt": "c103-m1", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "direct", "raw": "MetaCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compliance/audit requirements → **KnowBe4** (or MetaCompliance)"}, {"id": "mai-20260917-0922-baseline|c103-m1|google-small|Hoxhunt", "prompt": "c103-m1", "model": "google-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Lean IT Teams (Set-and-Forget AI): **Hoxhunt** ... Hoxhunt is a top choice."}, {"id": "mai-20260917-0922-baseline|c103-m1|google-small|NINJIO", "prompt": "c103-m1", "model": "google-small", "cat": "security-awareness-training", "variant": "direct", "raw": "NINJIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NINJIO is the premier platform for keeping people awake."}, {"id": "mai-20260917-0922-baseline|c103-m1|google-small|Adaptive Security", "prompt": "c103-m1", "model": "google-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Adaptive Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Tech-Forward B2B Orgs: **Adaptive Security**"}, {"id": "mai-20260917-0922-baseline|c103-m1|google-small|Huntress Managed SAT", "prompt": "c103-m1", "model": "google-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Huntress Managed SAT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Huntress (which acquired Curricula) is an outstanding, cost-effective mid-market player."}, {"id": "mai-20260917-0922-baseline|c103-m1|google-small|KnowBe4", "prompt": "c103-m1", "model": "google-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The admin panel is notoriously complex and clunky... gates its advanced AI features... behind its more expensive Diamond tier, which can quickly inflate the cost."}, {"id": "mai-20260917-0922-baseline|c103-m1|meta-small|Arctic Wolf", "prompt": "c103-m1", "model": "meta-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Arctic Wolf - leads with 77% mid-market adoption and offers inbox-based training."}, {"id": "mai-20260917-0922-baseline|c103-m1|meta-small|MetaCompliance", "prompt": "c103-m1", "model": "meta-small", "cat": "security-awareness-training", "variant": "direct", "raw": "MetaCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "MetaCompliance - supports compliance-focused training at scale."}, {"id": "mai-20260917-0922-baseline|c103-m1|meta-small|Proofpoint", "prompt": "c103-m1", "model": "meta-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "stands out for its easy campaign scheduling and extensive phishing simulation options"}, {"id": "mai-20260917-0922-baseline|c103-m1|meta-small|RansomLeak", "prompt": "c103-m1", "model": "meta-small", "cat": "security-awareness-training", "variant": "direct", "raw": "RansomLeak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "wins on interactive depth and AI-era threat coverage for mid-market teams"}, {"id": "mai-20260917-0922-baseline|c103-m1|meta-small|Hoxhunt", "prompt": "c103-m1", "model": "meta-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hoxhunt - offers adaptive phishing specifically."}, {"id": "mai-20260917-0922-baseline|c103-m1|meta-small|KnowBe4", "prompt": "c103-m1", "model": "meta-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "is a good choice if your LMS is already their console"}, {"id": "mai-20260917-0922-baseline|c103-m1|meta-small|SoSafe", "prompt": "c103-m1", "model": "meta-small", "cat": "security-awareness-training", "variant": "direct", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "is a good choice if you are EU-regulated"}, {"id": "mai-20260917-0922-baseline|c103-m1|minimax-small|KnowBe4", "prompt": "c103-m1", "model": "minimax-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "KnowBe4 – Best Overall for Mid-Market B2B ... **Go with KnowBe4 or Arctic Wolf**"}, {"id": "mai-20260917-0922-baseline|c103-m1|minimax-small|Proofpoint", "prompt": "c103-m1", "model": "minimax-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Proofpoint – Best for Email Security Integration"}, {"id": "mai-20260917-0922-baseline|c103-m1|minimax-small|Arctic Wolf Managed Security Awareness", "prompt": "c103-m1", "model": "minimax-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Arctic Wolf Managed Security Awareness", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Go with KnowBe4 or Arctic Wolf**"}, {"id": "mai-20260917-0922-baseline|c103-m1|minimax-small|MetaCompliance", "prompt": "c103-m1", "model": "minimax-small", "cat": "security-awareness-training", "variant": "direct", "raw": "MetaCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MetaCompliance – Best for Compliance-Focused Programs"}, {"id": "mai-20260917-0922-baseline|c103-m1|mistral-small|Infosec IQ", "prompt": "c103-m1", "model": "mistral-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Infosec IQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended for mid-market organizations due to its broad awareness catalog, role-based learning paths, and scalability."}, {"id": "mai-20260917-0922-baseline|c103-m1|mistral-small|KnowBe4", "prompt": "c103-m1", "model": "mistral-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Infosec IQ** and **KnowBe4** are top choices due to their comprehensive features, scalability, and proven effectiveness"}, {"id": "mai-20260917-0922-baseline|c103-m1|moonshot-small|KnowBe4", "prompt": "c103-m1", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**KnowBe4** – Best Overall for Mid-Market ... **Start with KnowBe4** if you want proven, comprehensive coverage with transparent pricing"}, {"id": "mai-20260917-0922-baseline|c103-m1|moonshot-small|Proofpoint Security Awareness Training (PSAT)", "prompt": "c103-m1", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Proofpoint Security Awareness Training (PSAT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Proofpoint** if you're already invested in their email security ecosystem"}, {"id": "mai-20260917-0922-baseline|c103-m1|moonshot-small|Hoxhunt", "prompt": "c103-m1", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Hoxhunt** if you have budget flexibility and want to prioritize engagement"}, {"id": "mai-20260917-0922-baseline|c103-m1|moonshot-small|Arctic Wolf", "prompt": "c103-m1", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Consideration:** Lacks measurement of test results; relies on manual setup for some features"}, {"id": "mai-20260917-0922-baseline|c103-m1|openai-small|KnowBe4", "prompt": "c103-m1", "model": "openai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "KnowBe4 is the best default choice for a mid-market B2B company"}, {"id": "mai-20260917-0922-baseline|c103-m1|openai-small|Adaptive", "prompt": "c103-m1", "model": "openai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Adaptive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Adaptive** is the most compelling alternative right now"}, {"id": "mai-20260917-0922-baseline|c103-m1|openai-small|Hoxhunt", "prompt": "c103-m1", "model": "openai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want engagement-first training:** **Hoxhunt**"}, {"id": "mai-20260917-0922-baseline|c103-m1|openai-small|MetaCompliance", "prompt": "c103-m1", "model": "openai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "MetaCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Also evaluate **MetaCompliance** and **Proofpoint ZenGuide** as shortlists"}, {"id": "mai-20260917-0922-baseline|c103-m1|openai-small|Proofpoint ZenGuide", "prompt": "c103-m1", "model": "openai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Also evaluate **MetaCompliance** and **Proofpoint ZenGuide** as shortlists"}, {"id": "mai-20260917-0922-baseline|c103-m1|xai-small|KnowBe4", "prompt": "c103-m1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with KnowBe4** if you want proven scale, vast resources, and B2B compliance ease—it's the safe, high-adoption choice for most mid-market firms."}, {"id": "mai-20260917-0922-baseline|c103-m1|xai-small|Hoxhunt", "prompt": "c103-m1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hoxhunt** (Best for Engagement & Behavior Change)"}, {"id": "mai-20260917-0922-baseline|c103-m1|xai-small|Proofpoint ZenGuide", "prompt": "c103-m1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Proofpoint ZenGuide** (Best if You Use Email Security)"}, {"id": "mai-20260917-0922-baseline|c103-m1|xai-small|Arctic Wolf", "prompt": "c103-m1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Arctic Wolf or MetaCompliance** (Strong Mid-Market Alternatives)"}, {"id": "mai-20260917-0922-baseline|c103-m1|xai-small|MetaCompliance", "prompt": "c103-m1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "MetaCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**MetaCompliance**: Compliance-heavy, scales well (top G2 for mid-size)."}, {"id": "mai-20260917-0922-baseline|c103-m1|zai-small|KnowBe4", "prompt": "c103-m1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best \"all-rounder\" for most mid-market B2B firms: **KnowBe4**"}, {"id": "mai-20260917-0922-baseline|c103-m1|zai-small|Hoxhunt", "prompt": "c103-m1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**KnowBe4** or **Hoxhunt** tend to be the \"default\" starting points"}, {"id": "mai-20260917-0922-baseline|c103-m1|zai-small|Proofpoint ZenGuide", "prompt": "c103-m1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already use Proofpoint email security: **Proofpoint ZenGuide**"}, {"id": "mai-20260917-0922-baseline|c103-m1|zai-small|Arctic Wolf Managed Security Awareness", "prompt": "c103-m1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Arctic Wolf Managed Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want a fully managed service: **Arctic Wolf Managed Security Awareness**"}, {"id": "mai-20260917-0922-baseline|c103-m1|zai-small|MetaCompliance", "prompt": "c103-m1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "MetaCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong compliance-focused curriculum (GDPR, HIPAA, PCI, ISO, SOC 2)"}, {"id": "mai-20260917-0922-baseline|c103-m1|zai-small|Cofense PhishMe", "prompt": "c103-m1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Cofense PhishMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best-in-class phishing reporting and incident response workflow."}, {"id": "mai-20260917-0922-baseline|c103-m1|zai-small|FortiSAT (Fortinet)", "prompt": "c103-m1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "FortiSAT (Fortinet)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Organizations already using Fortinet security appliances"}, {"id": "mai-20260917-0922-baseline|c103-m1|zai-small|Defendify", "prompt": "c103-m1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Defendify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Affordable, short video modules + phishing simulations"}, {"id": "mai-20260917-0922-baseline|c103-m2|alibaba-small|KnowBe4", "prompt": "c103-m2", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Industry Standard (Best for Compliance & Breadth)\n**Recommendation:** **KnowBe4**"}, {"id": "mai-20260917-0922-baseline|c103-m2|alibaba-small|Ninjio", "prompt": "c103-m2", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Ninjio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Agile Specialist (Best Value & Speed)\n**Recommendation:** **Ninjio**"}, {"id": "mai-20260917-0922-baseline|c103-m2|alibaba-small|Hoxhunt", "prompt": "c103-m2", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Behavioral Change Leader (Best for Engagement)\n**Recommendation:** **Hoxhunt**"}, {"id": "mai-20260917-0922-baseline|c103-m2|anthropic-small|KnowBe4", "prompt": "c103-m2", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**KnowBe4** is the most popular choice due to its balance of features, automation, support, and proven track record"}, {"id": "mai-20260917-0922-baseline|c103-m2|anthropic-small|Proofpoint", "prompt": "c103-m2", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the clear winner if you already run Proofpoint email security"}, {"id": "mai-20260917-0922-baseline|c103-m2|anthropic-small|ESET Cybersecurity Awareness Training", "prompt": "c103-m2", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "ESET Cybersecurity Awareness Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong option for small to mid-sized enterprises looking for effective, easy-to-manage security awareness training"}, {"id": "mai-20260917-0922-baseline|c103-m2|challenger-small|KnowBe4", "prompt": "c103-m2", "model": "challenger-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **KnowBe4** as the safest default choice"}, {"id": "mai-20260917-0922-baseline|c103-m2|challenger-small|Hoxhunt", "prompt": "c103-m2", "model": "challenger-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hoxhunt** if you want **AI-driven personalization**, continuous adaptive simulations"}, {"id": "mai-20260917-0922-baseline|c103-m2|challenger-small|Proofpoint Security Awareness Training", "prompt": "c103-m2", "model": "challenger-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint Security Awareness Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you already use **Proofpoint email security** and want tighter integration with that stack"}, {"id": "mai-20260917-0922-baseline|c103-m2|challenger-small|Infosec IQ", "prompt": "c103-m2", "model": "challenger-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Infosec IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want a more **SMB-friendly, customizable** option"}, {"id": "mai-20260917-0922-baseline|c103-m2|challenger-small|Microsoft Attack Simulation Training", "prompt": "c103-m2", "model": "challenger-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Microsoft Attack Simulation Training", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more often listed as a fit alongside other mid-market options rather than the top all-purpose pick"}, {"id": "mai-20260917-0922-baseline|c103-m2|deepseek-small|KnowBe4", "prompt": "c103-m2", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "KnowBe4 is the strongest overall choice"}, {"id": "mai-20260917-0922-baseline|c103-m2|deepseek-small|Hook Security (now part of Huntress)", "prompt": "c103-m2", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hook Security (now part of Huntress)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a simpler, more affordable, engagement-focused experience"}, {"id": "mai-20260917-0922-baseline|c103-m2|deepseek-small|Proofpoint (ZenGuide)", "prompt": "c103-m2", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint (ZenGuide)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already use Proofpoint for email security"}, {"id": "mai-20260917-0922-baseline|c103-m2|deepseek-small|Hoxhunt", "prompt": "c103-m2", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Slightly more suited to larger/more mature programs."}, {"id": "mai-20260917-0922-baseline|c103-m2|deepseek-small|GoPhish (free/self-hosted)", "prompt": "c103-m2", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "GoPhish (free/self-hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "reasonable only if cost is the deciding factor and your team can maintain it"}, {"id": "mai-20260917-0922-baseline|c103-m2|google-small|Hoxhunt", "prompt": "c103-m2", "model": "google-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Hoxhunt: Best for AI-Driven Automation & True Behavior Change ... Hoxhunt is the industry leader."}, {"id": "mai-20260917-0922-baseline|c103-m2|google-small|Wizer", "prompt": "c103-m2", "model": "google-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want something incredibly easy to deploy, highly effective, and very budget-friendly, Wizer is a top recommendation."}, {"id": "mai-20260917-0922-baseline|c103-m2|google-small|KnowBe4", "prompt": "c103-m2", "model": "google-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "KnowBe4 is the gold standard ... Admin Burden: Moderate to High."}, {"id": "mai-20260917-0922-baseline|c103-m2|google-small|NINJIO", "prompt": "c103-m2", "model": "google-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "NINJIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NINJIO is an excellent mid-market option."}, {"id": "mai-20260917-0922-baseline|c103-m2|meta-small|KnowBe4", "prompt": "c103-m2", "model": "meta-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best phishing simulation and training tool for a mid-sized B2B company would be KnowBe4, as it is recommended for SMB and mid-market breadth"}, {"id": "mai-20260917-0922-baseline|c103-m2|meta-small|Hoxhunt", "prompt": "c103-m2", "model": "meta-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Hoxhunt for AI-driven enterprise human risk management"}, {"id": "mai-20260917-0922-baseline|c103-m2|meta-small|Proofpoint", "prompt": "c103-m2", "model": "meta-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Proofpoint for teams that want simulations modeled on live threat intelligence"}, {"id": "mai-20260917-0922-baseline|c103-m2|meta-small|ESET Cybersecurity Awareness Training", "prompt": "c103-m2", "model": "meta-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "ESET Cybersecurity Awareness Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also a strong option for small to mid-sized enterprises"}, {"id": "mai-20260917-0922-baseline|c103-m2|minimax-small|KnowBe4", "prompt": "c103-m2", "model": "minimax-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **KnowBe4** or **Hoxhunt** as they're most established in the mid-market space"}, {"id": "mai-20260917-0922-baseline|c103-m2|minimax-small|Hoxhunt", "prompt": "c103-m2", "model": "minimax-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **KnowBe4** or **Hoxhunt**"}, {"id": "mai-20260917-0922-baseline|c103-m2|minimax-small|Adaptive Security", "prompt": "c103-m2", "model": "minimax-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Adaptive Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Purpose-built for mid-market (200-10,000+ employees). Strong AI capabilities"}, {"id": "mai-20260917-0922-baseline|c103-m2|minimax-small|Hook Security", "prompt": "c103-m2", "model": "minimax-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hook Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good midmarket option with automated campaigns and strong analytics exports"}, {"id": "mai-20260917-0922-baseline|c103-m2|minimax-small|Ironscales", "prompt": "c103-m2", "model": "minimax-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Ironscales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good if you're already using Microsoft 365 ecosystems"}, {"id": "mai-20260917-0922-baseline|c103-m2|minimax-small|Defendify", "prompt": "c103-m2", "model": "minimax-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Defendify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you want an all-in-one platform (includes other security tools)"}, {"id": "mai-20260917-0922-baseline|c103-m2|mistral-small|KnowBe4", "prompt": "c103-m2", "model": "mistral-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**KnowBe4** is the top recommendation due to its balance of ease of use, comprehensive features, and strong track record in the mid-market segment"}, {"id": "mai-20260917-0922-baseline|c103-m2|mistral-small|Hoxhunt", "prompt": "c103-m2", "model": "mistral-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hoxhunt** is an excellent alternative"}, {"id": "mai-20260917-0922-baseline|c103-m2|mistral-small|Proofpoint", "prompt": "c103-m2", "model": "mistral-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Suitable for teams that want simulations closely modeled on live threat intelligence"}, {"id": "mai-20260917-0922-baseline|c103-m2|mistral-small|ESET Cybersecurity Awareness Training", "prompt": "c103-m2", "model": "mistral-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "ESET Cybersecurity Awareness Training", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A good option for small to mid-sized enterprises seeking effective, easy-to-manage security awareness training"}, {"id": "mai-20260917-0922-baseline|c103-m2|mistral-small|Ninjio", "prompt": "c103-m2", "model": "mistral-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Ninjio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Known for its engaging, story-driven training content and robust reporting features"}, {"id": "mai-20260917-0922-baseline|c103-m2|moonshot-small|KnowBe4", "prompt": "c103-m2", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: KnowBe4"}, {"id": "mai-20260917-0922-baseline|c103-m2|moonshot-small|Hoxhunt", "prompt": "c103-m2", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Hoxhunt"}, {"id": "mai-20260917-0922-baseline|c103-m2|moonshot-small|Proofpoint Security Awareness", "prompt": "c103-m2", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-Conscious Option: Proofpoint Security Awareness"}, {"id": "mai-20260917-0922-baseline|c103-m2|openai-small|KnowBe4", "prompt": "c103-m2", "model": "openai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **KnowBe4** as the default choice."}, {"id": "mai-20260917-0922-baseline|c103-m2|openai-small|Microsoft Attack Simulation Training", "prompt": "c103-m2", "model": "openai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Microsoft Attack Simulation Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd consider **Microsoft Attack Simulation Training** as a second option"}, {"id": "mai-20260917-0922-baseline|c103-m2|openai-small|Proofpoint", "prompt": "c103-m2", "model": "openai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "whether you use Microsoft 365, Google Workspace, or Proofpoint"}, {"id": "mai-20260917-0922-baseline|c103-m2|xai-small|KnowBe4", "prompt": "c103-m2", "model": "xai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend KnowBe4 as the top phishing simulation and training tool."}, {"id": "mai-20260917-0922-baseline|c103-m2|xai-small|Hoxhunt", "prompt": "c103-m2", "model": "xai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "great for engagement but pricier and less template variety."}, {"id": "mai-20260917-0922-baseline|c103-m2|xai-small|Hook Security", "prompt": "c103-m2", "model": "xai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Super affordable/simple, managed sims, but lighter on advanced B2B reporting/compliance."}, {"id": "mai-20260917-0922-baseline|c103-m2|xai-small|Proofpoint", "prompt": "c103-m2", "model": "xai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "best if you already use their email security, but overkill/expensive standalone."}, {"id": "mai-20260917-0922-baseline|c103-m2|zai-small|KnowBe4", "prompt": "c103-m2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**KnowBe4** is the safest bet: proven, broad content, transparent pricing, and strong automation and compliance features."}, {"id": "mai-20260917-0922-baseline|c103-m2|zai-small|Hoxhunt", "prompt": "c103-m2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a modern, AI-driven approach with measurable behavior change, consider **Hoxhunt** or **IRONSCALES**"}, {"id": "mai-20260917-0922-baseline|c103-m2|zai-small|IRONSCALES", "prompt": "c103-m2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-driven phishing detection and remediation combined with training. Strong mid-market focus"}, {"id": "mai-20260917-0922-baseline|c103-m2|zai-small|Phished", "prompt": "c103-m2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Phished", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Low-admin automated testing, adaptive difficulty"}, {"id": "mai-20260917-0922-baseline|c103-m2|zai-small|PhishingBox", "prompt": "c103-m2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "PhishingBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "May not scale as well for larger mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c103-m2|zai-small|Microsoft 365 Attack Simulation Training", "prompt": "c103-m2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Microsoft 365 Attack Simulation Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're already on M365 E5 ... start with **Microsoft 365 Attack Simulation Training**"}, {"id": "mai-20260917-0922-baseline|c103-m2|zai-small|GoPhish", "prompt": "c103-m2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "GoPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Requires IT/ops effort to host and maintain; no built-in training"}, {"id": "mai-20260917-0922-baseline|c103-m2|zai-small|Proofpoint", "prompt": "c103-m2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you already use **Proofpoint** or **Mimecast**, their bundled awareness offerings may be the best fit."}, {"id": "mai-20260917-0922-baseline|c103-m2|zai-small|Mimecast", "prompt": "c103-m2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "their bundled awareness offerings may be the best fit"}, {"id": "mai-20260917-0922-baseline|c103-m3|alibaba-small|KnowBe4 Security Awareness", "prompt": "c103-m3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4 Security Awareness", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market leader and most recognizable name; best for enterprise organizations needing robust compliance coverage."}, {"id": "mai-20260917-0922-baseline|c103-m3|alibaba-small|Hoxhunt", "prompt": "c103-m3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for organizations focused on human behavior and high engagement."}, {"id": "mai-20260917-0922-baseline|c103-m3|alibaba-small|Proofpoint ZenGuide", "prompt": "c103-m3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprises already using Proofpoint's email security products."}, {"id": "mai-20260917-0922-baseline|c103-m3|alibaba-small|SoSafe", "prompt": "c103-m3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specialized in \"Human Risk Management.\""}, {"id": "mai-20260917-0922-baseline|c103-m3|alibaba-small|Adaptive Security", "prompt": "c103-m3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Adaptive Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The AI-native challenger."}, {"id": "mai-20260917-0922-baseline|c103-m3|alibaba-small|SANS Security Awareness", "prompt": "c103-m3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SANS Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The gold standard for educational depth and authority."}, {"id": "mai-20260917-0922-baseline|c103-m3|alibaba-small|Cofense", "prompt": "c103-m3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Cofense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern leaders like **Hoxhunt**, **Cofense**, and **KnowBe4** prioritize *interactive simulations*"}, {"id": "mai-20260917-0922-baseline|c103-m3|alibaba-small|Microsoft 365 Defender", "prompt": "c103-m3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Microsoft 365 Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you use Microsoft 365 Defender or Proofpoint, sticking with their native training tools"}, {"id": "mai-20260917-0922-baseline|c103-m3|alibaba-small|Arctic Wolf", "prompt": "c103-m3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a specialized vendor like **Arctic Wolf** or **Metamorfose** might offer better centralization"}, {"id": "mai-20260917-0922-baseline|c103-m3|alibaba-small|Metamorfose", "prompt": "c103-m3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Metamorfose", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "a specialized vendor like **Arctic Wolf** or **Metamorfose** might offer better centralization"}, {"id": "mai-20260917-0922-baseline|c103-m3|anthropic-small|Hoxhunt", "prompt": "c103-m3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leading platforms include Hoxhunt (4.8/5 rating on 3,685 reviews)"}, {"id": "mai-20260917-0922-baseline|c103-m3|anthropic-small|KnowBe4", "prompt": "c103-m3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "KnowBe4 (4.6/5 on 2,364 reviews)"}, {"id": "mai-20260917-0922-baseline|c103-m3|anthropic-small|MetaCompliance", "prompt": "c103-m3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "MetaCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "MetaCompliance (4.6/5 on 1,116 reviews)"}, {"id": "mai-20260917-0922-baseline|c103-m3|anthropic-small|Phished", "prompt": "c103-m3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Phished", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Phished combines interactive cybersecurity training with patented zero-trust email technology"}, {"id": "mai-20260917-0922-baseline|c103-m3|anthropic-small|Adaptive Security", "prompt": "c103-m3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Adaptive Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable platforms include Phished, Adaptive Security, and CyberSentriq"}, {"id": "mai-20260917-0922-baseline|c103-m3|anthropic-small|CyberSentriq (TitanHQ Security Awareness Training)", "prompt": "c103-m3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "CyberSentriq (TitanHQ Security Awareness Training)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CyberSentriq (TitanHQ Security Awareness Training)"}, {"id": "mai-20260917-0922-baseline|c103-m3|anthropic-small|Huntress Managed SAT", "prompt": "c103-m3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress Managed SAT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "as well as Huntress Managed SAT"}, {"id": "mai-20260917-0922-baseline|c103-m3|anthropic-small|NINJIO", "prompt": "c103-m3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "NINJIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "NINJIO differentiates with short, animated, story-based awareness videos designed for engagement and retention"}, {"id": "mai-20260917-0922-baseline|c103-m3|anthropic-small|Fable Security", "prompt": "c103-m3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Fable Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Fable Security positions itself as an automation-first phishing awareness platform"}, {"id": "mai-20260917-0922-baseline|c103-m3|anthropic-small|Proofpoint", "prompt": "c103-m3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "broad content libraries (KnowBe4, Proofpoint)"}, {"id": "mai-20260917-0922-baseline|c103-m3|anthropic-small|SoSafe", "prompt": "c103-m3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "gamified engagement (SoSafe, Hoxhunt)"}, {"id": "mai-20260917-0922-baseline|c103-m3|challenger-small|KnowBe4", "prompt": "c103-m3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best known for the **broadest content library** and mature enterprise feature set"}, {"id": "mai-20260917-0922-baseline|c103-m3|challenger-small|Hoxhunt", "prompt": "c103-m3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "stands out for **AI-personalized phishing** and **measurable behavior change**"}, {"id": "mai-20260917-0922-baseline|c103-m3|challenger-small|Proofpoint ZenGuide", "prompt": "c103-m3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest fit for organizations already using **Proofpoint email security**"}, {"id": "mai-20260917-0922-baseline|c103-m3|challenger-small|SoSafe", "prompt": "c103-m3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "emphasizes **behavioral science** and **human risk management**"}, {"id": "mai-20260917-0922-baseline|c103-m3|challenger-small|Infosec IQ", "prompt": "c103-m3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Infosec IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often chosen for **role-based learning paths**"}, {"id": "mai-20260917-0922-baseline|c103-m3|challenger-small|MetaCompliance", "prompt": "c103-m3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "MetaCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "frequently selected by organizations that need **policy management**"}, {"id": "mai-20260917-0922-baseline|c103-m3|challenger-small|Mimecast Awareness Training", "prompt": "c103-m3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Mimecast Awareness Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best for companies already buying **Mimecast email security**"}, {"id": "mai-20260917-0922-baseline|c103-m3|challenger-small|CybSafe", "prompt": "c103-m3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "CybSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "positioned around **behavioral science-driven** awareness and human risk management"}, {"id": "mai-20260917-0922-baseline|c103-m3|challenger-small|Adaptive Security", "prompt": "c103-m3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Adaptive Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "differentiated by **AI-native**, multi-channel simulation"}, {"id": "mai-20260917-0922-baseline|c103-m3|challenger-small|Huntress Managed SAT", "prompt": "c103-m3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress Managed SAT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "aimed at teams that want **managed security awareness** with less in-house operational effort"}, {"id": "mai-20260917-0922-baseline|c103-m3|challenger-small|uSecure", "prompt": "c103-m3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "uSecure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Compliance and policy management** | MetaCompliance or uSecure"}, {"id": "mai-20260917-0922-baseline|c103-m3|challenger-small|Arctic Wolf Managed SAT", "prompt": "c103-m3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Arctic Wolf Managed SAT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Low-admin / managed service** | Huntress Managed SAT or Arctic Wolf Managed SAT"}, {"id": "mai-20260917-0922-baseline|c103-m3|deepseek-small|KnowBe4", "prompt": "c103-m3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The **market leader and best-known standalone platform** ... **Deepest content library:** KnowBe4"}, {"id": "mai-20260917-0922-baseline|c103-m3|deepseek-small|Proofpoint", "prompt": "c103-m3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best integration with email security / threat intel:** Proofpoint"}, {"id": "mai-20260917-0922-baseline|c103-m3|deepseek-small|Hoxhunt", "prompt": "c103-m3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The current **highest-rated** platform (4.8/5 ... ) **Highest-rated / best engagement:** Hoxhunt"}, {"id": "mai-20260917-0922-baseline|c103-m3|deepseek-small|Mimecast", "prompt": "c103-m3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for high-engagement video:** Mimecast"}, {"id": "mai-20260917-0922-baseline|c103-m3|deepseek-small|Cofense PhishMe", "prompt": "c103-m3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Cofense PhishMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for phishing specialty:** Cofense PhishMe"}, {"id": "mai-20260917-0922-baseline|c103-m3|deepseek-small|Infosec IQ (Infosec)", "prompt": "c103-m3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Infosec IQ (Infosec)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Known for **engaging, experience-based training paths** and strong content quality"}, {"id": "mai-20260917-0922-baseline|c103-m3|deepseek-small|SANS Security Awareness", "prompt": "c103-m3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SANS Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best technical rigor:** SANS"}, {"id": "mai-20260917-0922-baseline|c103-m3|deepseek-small|SoSafe", "prompt": "c103-m3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focuses on **human risk scoring** with engaging, behavior-driven content"}, {"id": "mai-20260917-0922-baseline|c103-m3|deepseek-small|Arctic Wolf", "prompt": "c103-m3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best managed/outsourced:** Arctic Wolf, Huntress"}, {"id": "mai-20260917-0922-baseline|c103-m3|deepseek-small|Huntress", "prompt": "c103-m3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best managed/outsourced:** Arctic Wolf, Huntress"}, {"id": "mai-20260917-0922-baseline|c103-m3|deepseek-small|Barracuda", "prompt": "c103-m3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Bundled with email security:** Proofpoint, Mimecast, Barracuda, Microsoft"}, {"id": "mai-20260917-0922-baseline|c103-m3|deepseek-small|Microsoft", "prompt": "c103-m3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Microsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Microsoft's M365-native baseline is a common starting point but lacks depth beyond the bundle"}, {"id": "mai-20260917-0922-baseline|c103-m3|deepseek-small|NINJIO", "prompt": "c103-m3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "NINJIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**High-engagement video:** Mimecast (sitcom-style), NINJIO"}, {"id": "mai-20260917-0922-baseline|c103-m3|deepseek-small|Adaptive Security", "prompt": "c103-m3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Adaptive Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Adaptive/microlearning:** Hoxhunt, Adaptive Security, Jericho Security"}, {"id": "mai-20260917-0922-baseline|c103-m3|deepseek-small|Jericho Security", "prompt": "c103-m3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Jericho Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Adaptive/microlearning:** Hoxhunt, Adaptive Security, Jericho Security"}, {"id": "mai-20260917-0922-baseline|c103-m3|deepseek-small|Keepnet", "prompt": "c103-m3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Keepnet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "deepfake/AI voice and video** (Adaptive Security, Jericho Security, Keepnet)"}, {"id": "mai-20260917-0922-baseline|c103-m3|google-small|KnowBe4", "prompt": "c103-m3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Comprehensive enterprise content, massive scalability, and sheer volume of simulations."}, {"id": "mai-20260917-0922-baseline|c103-m3|google-small|Hoxhunt", "prompt": "c103-m3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: AI-driven behavioral change, gamification, and low administrative overhead."}, {"id": "mai-20260917-0922-baseline|c103-m3|google-small|SoSafe", "prompt": "c103-m3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Privacy-first organizations (especially in the EU) and psychological-science-driven training."}, {"id": "mai-20260917-0922-baseline|c103-m3|google-small|Proofpoint", "prompt": "c103-m3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Organizations already utilizing Proofpoint\\u2019s email security stack."}, {"id": "mai-20260917-0922-baseline|c103-m3|google-small|NINJIO", "prompt": "c103-m3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "NINJIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: High-engagement, Hollywood-style episodic storytelling."}, {"id": "mai-20260917-0922-baseline|c103-m3|google-small|Huntress Managed SAT (formerly Curricula)", "prompt": "c103-m3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress Managed SAT (formerly Curricula)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: SMBs, lean IT teams, and MSPs wanting a fun, \"set-it-and-forget-it\" program."}, {"id": "mai-20260917-0922-baseline|c103-m3|google-small|Infosec IQ", "prompt": "c103-m3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Infosec IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Traditional SAT (e.g., KnowBe4, Infosec IQ)"}, {"id": "mai-20260917-0922-baseline|c103-m3|google-small|Defender", "prompt": "c103-m3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Security Integrated (e.g., Proofpoint, Defender)"}, {"id": "mai-20260917-0922-baseline|c103-m3|meta-small|Hoxhunt", "prompt": "c103-m3", "model": "meta-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include Hoxhunt, KnowBe4, SoSafe, Adaptive Security, and Proofpoint."}, {"id": "mai-20260917-0922-baseline|c103-m3|meta-small|KnowBe4", "prompt": "c103-m3", "model": "meta-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include Hoxhunt, KnowBe4, SoSafe, Adaptive Security, and Proofpoint."}, {"id": "mai-20260917-0922-baseline|c103-m3|meta-small|SoSafe", "prompt": "c103-m3", "model": "meta-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include Hoxhunt, KnowBe4, SoSafe, Adaptive Security, and Proofpoint."}, {"id": "mai-20260917-0922-baseline|c103-m3|meta-small|Adaptive Security", "prompt": "c103-m3", "model": "meta-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Adaptive Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top platforms include Hoxhunt, KnowBe4, SoSafe, Adaptive Security, and Proofpoint."}, {"id": "mai-20260917-0922-baseline|c103-m3|meta-small|Proofpoint", "prompt": "c103-m3", "model": "meta-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top platforms include Hoxhunt, KnowBe4, SoSafe, Adaptive Security, and Proofpoint."}, {"id": "mai-20260917-0922-baseline|c103-m3|minimax-small|Hoxhunt", "prompt": "c103-m3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hoxhunt** | 4.8/5 (3,685 reviews) | Behavior-driven training, measurable risk reduction"}, {"id": "mai-20260917-0922-baseline|c103-m3|minimax-small|KnowBe4", "prompt": "c103-m3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Extensive training library (largest), adaptable across industries"}, {"id": "mai-20260917-0922-baseline|c103-m3|minimax-small|MetaCompliance", "prompt": "c103-m3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "MetaCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for**: Heavily regulated organizations needing compliance workflows"}, {"id": "mai-20260917-0922-baseline|c103-m3|minimax-small|SoSafe", "prompt": "c103-m3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong European localization, good multilingual support"}, {"id": "mai-20260917-0922-baseline|c103-m3|minimax-small|Proofpoint ZenGuide", "prompt": "c103-m3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tight integration with Proofpoint email security stack"}, {"id": "mai-20260917-0922-baseline|c103-m3|minimax-small|Arctic Wolf", "prompt": "c103-m3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Managed services approach, integrates with broader security operations"}, {"id": "mai-20260917-0922-baseline|c103-m3|minimax-small|Cofense PhishMe", "prompt": "c103-m3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Cofense PhishMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong phishing simulation focus"}, {"id": "mai-20260917-0922-baseline|c103-m3|minimax-small|Infosec IQ", "prompt": "c103-m3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Infosec IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good alternative with solid content library"}, {"id": "mai-20260917-0922-baseline|c103-m3|minimax-small|Huntress Managed Security Awareness Training", "prompt": "c103-m3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress Managed Security Awareness Training", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Managed approach"}, {"id": "mai-20260917-0922-baseline|c103-m3|minimax-small|NINJIO", "prompt": "c103-m3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "NINJIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Story-driven microlearning"}, {"id": "mai-20260917-0922-baseline|c103-m3|minimax-small|SANS Security Awareness", "prompt": "c103-m3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SANS Security Awareness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Industry-recognized training"}, {"id": "mai-20260917-0922-baseline|c103-m3|minimax-small|Adaptive Security", "prompt": "c103-m3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Adaptive Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "AI content generation, role-based delivery"}, {"id": "mai-20260917-0922-baseline|c103-m3|mistral-small|Hoxhunt", "prompt": "c103-m3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highest user rating (4.8/5 on G2, 3,685+ reviews), adaptive phishing simulations, strong engagement, and measurable behavior change"}, {"id": "mai-20260917-0922-baseline|c103-m3|mistral-small|KnowBe4", "prompt": "c103-m3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Largest content library, highly customizable campaigns... Ideal for enterprises needing extensive training materials"}, {"id": "mai-20260917-0922-baseline|c103-m3|mistral-small|MetaCompliance", "prompt": "c103-m3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "MetaCompliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Slower ROI, higher cost, less emphasis on gamification."}, {"id": "mai-20260917-0922-baseline|c103-m3|mistral-small|SoSafe", "prompt": "c103-m3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for multinational companies needing localized content and compliance alignment."}, {"id": "mai-20260917-0922-baseline|c103-m3|mistral-small|Proofpoint ZenGuide", "prompt": "c103-m3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for teams already using Proofpoint email security"}, {"id": "mai-20260917-0922-baseline|c103-m3|mistral-small|Infosec IQ", "prompt": "c103-m3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Infosec IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "also highly regarded, each with unique strengths in content, delivery, or integration"}, {"id": "mai-20260917-0922-baseline|c103-m3|mistral-small|Mimecast", "prompt": "c103-m3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "also highly regarded, each with unique strengths"}, {"id": "mai-20260917-0922-baseline|c103-m3|mistral-small|Arctic Wolf", "prompt": "c103-m3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "also highly regarded, each with unique strengths"}, {"id": "mai-20260917-0922-baseline|c103-m3|mistral-small|Huntress", "prompt": "c103-m3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "also highly regarded, each with unique strengths"}, {"id": "mai-20260917-0922-baseline|c103-m3|mistral-small|NINJIO", "prompt": "c103-m3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "NINJIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "also highly regarded, each with unique strengths"}, {"id": "mai-20260917-0922-baseline|c103-m3|mistral-small|SANS Security Awareness", "prompt": "c103-m3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SANS Security Awareness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "also highly regarded, each with unique strengths"}, {"id": "mai-20260917-0922-baseline|c103-m3|mistral-small|Phished", "prompt": "c103-m3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Phished", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "also highly regarded, each with unique strengths"}, {"id": "mai-20260917-0922-baseline|c103-m3|mistral-small|ESET", "prompt": "c103-m3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "also highly regarded, each with unique strengths in content, delivery, or integration"}, {"id": "mai-20260917-0922-baseline|c103-m3|moonshot-small|KnowBe4", "prompt": "c103-m3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Enterprise content depth and large-scale phishing simulations ... Largest content library"}, {"id": "mai-20260917-0922-baseline|c103-m3|moonshot-small|Proofpoint Security Awareness (PSAT)", "prompt": "c103-m3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint Security Awareness (PSAT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations already using Proofpoint email security"}, {"id": "mai-20260917-0922-baseline|c103-m3|moonshot-small|Hoxhunt", "prompt": "c103-m3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Behavior-driven, adaptive training experiences"}, {"id": "mai-20260917-0922-baseline|c103-m3|moonshot-small|SANS Security Awareness", "prompt": "c103-m3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SANS Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Technical teams and compliance-focused organizations"}, {"id": "mai-20260917-0922-baseline|c103-m3|moonshot-small|SoSafe", "prompt": "c103-m3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Human risk scoring and European organizations"}, {"id": "mai-20260917-0922-baseline|c103-m3|moonshot-small|Infosec IQ", "prompt": "c103-m3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Infosec IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Role-based training paths"}, {"id": "mai-20260917-0922-baseline|c103-m3|moonshot-small|Arctic Wolf Managed Security Awareness", "prompt": "c103-m3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Arctic Wolf Managed Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Arctic Wolf if you want a fully managed program and minimal internal administration"}, {"id": "mai-20260917-0922-baseline|c103-m3|openai-small|KnowBe4", "prompt": "c103-m3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around enterprise choice:** KnowBe4."}, {"id": "mai-20260917-0922-baseline|c103-m3|openai-small|Proofpoint Security Awareness Training", "prompt": "c103-m3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint Security Awareness Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want training tightly paired with email security:** Proofpoint."}, {"id": "mai-20260917-0922-baseline|c103-m3|openai-small|SANS Security Awareness", "prompt": "c103-m3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SANS Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want expert-led, mature program guidance:** SANS."}, {"id": "mai-20260917-0922-baseline|c103-m3|openai-small|Hoxhunt", "prompt": "c103-m3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for adaptive, employee-engagement-focused training:** Hoxhunt."}, {"id": "mai-20260917-0922-baseline|c103-m3|openai-small|Mimecast Engage", "prompt": "c103-m3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Mimecast Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Awareness within broader messaging/security | Mimecast customers"}, {"id": "mai-20260917-0922-baseline|c103-m3|openai-small|Barracuda Security Awareness Training", "prompt": "c103-m3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Barracuda Security Awareness Training", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Integrated awareness and phishing defense | Barracuda-centric environments"}, {"id": "mai-20260917-0922-baseline|c103-m3|openai-small|Infosec IQ", "prompt": "c103-m3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Infosec IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Training-first approach | Organizations wanting strong course content"}, {"id": "mai-20260917-0922-baseline|c103-m3|openai-small|NINJIO", "prompt": "c103-m3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "NINJIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Story-driven microlearning | Quick, digestible employee training"}, {"id": "mai-20260917-0922-baseline|c103-m3|openai-small|Cofense", "prompt": "c103-m3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Cofense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Phishing-focused workflows | Email-threat-heavy organizations"}, {"id": "mai-20260917-0922-baseline|c103-m3|openai-small|Microsoft Defender ecosystem-based training", "prompt": "c103-m3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Microsoft Defender ecosystem-based training", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "it may be less suitable if you want consistent coverage across many communication channels outside that ecosystem"}, {"id": "mai-20260917-0922-baseline|c103-m3|openai-small|MetaCompliance", "prompt": "c103-m3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "MetaCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "often described as a fit for compliance-heavy environments, especially where EU regulatory alignment matters"}, {"id": "mai-20260917-0922-baseline|c103-m3|xai-small|KnowBe4", "prompt": "c103-m3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader with massive adoption (70,000+ organizations)."}, {"id": "mai-20260917-0922-baseline|c103-m3|xai-small|Hoxhunt", "prompt": "c103-m3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top-rated for engagement and behavior change."}, {"id": "mai-20260917-0922-baseline|c103-m3|xai-small|Proofpoint ZenGuide", "prompt": "c103-m3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for enterprises with integrated security stacks."}, {"id": "mai-20260917-0922-baseline|c103-m3|xai-small|Infosec IQ", "prompt": "c103-m3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Infosec IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Popular mid-market option."}, {"id": "mai-20260917-0922-baseline|c103-m3|xai-small|SoSafe", "prompt": "c103-m3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excels in personalization and European compliance."}, {"id": "mai-20260917-0922-baseline|c103-m3|xai-small|MetaCompliance", "prompt": "c103-m3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "MetaCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others frequently mentioned: MetaCompliance"}, {"id": "mai-20260917-0922-baseline|c103-m3|xai-small|Adaptive Security", "prompt": "c103-m3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Adaptive Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others frequently mentioned: ... Adaptive Security"}, {"id": "mai-20260917-0922-baseline|c103-m3|xai-small|Cofense PhishMe", "prompt": "c103-m3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Cofense PhishMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others frequently mentioned: ... Cofense PhishMe"}, {"id": "mai-20260917-0922-baseline|c103-m3|xai-small|Arctic Wolf", "prompt": "c103-m3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "managed services (Arctic Wolf/Huntress)"}, {"id": "mai-20260917-0922-baseline|c103-m3|xai-small|NINJIO", "prompt": "c103-m3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "NINJIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others frequently mentioned: ... NINJIO"}, {"id": "mai-20260917-0922-baseline|c103-m3|xai-small|Huntress", "prompt": "c103-m3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "managed services (Arctic Wolf/Huntress)"}, {"id": "mai-20260917-0922-baseline|c103-m3|zai-small|KnowBe4", "prompt": "c103-m3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**KnowBe4** (Most Comprehensive)"}, {"id": "mai-20260917-0922-baseline|c103-m3|zai-small|Cofense", "prompt": "c103-m3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Cofense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cofense** has the most advanced phishing capabilities"}, {"id": "mai-20260917-0922-baseline|c103-m3|zai-small|Wombat Security", "prompt": "c103-m3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Wombat Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wombat Security** (Now part of Proofpoint)"}, {"id": "mai-20260917-0922-baseline|c103-m3|zai-small|Terranova Security", "prompt": "c103-m3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Terranova Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Terranova Security** or **Sophos**"}, {"id": "mai-20260917-0922-baseline|c103-m3|zai-small|Cisco Security", "prompt": "c103-m3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Cisco Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cisco Security Suite Integration** with existing Cisco infrastructure"}, {"id": "mai-20260917-0922-baseline|c103-m3|zai-small|Mimecast Security Awareness", "prompt": "c103-m3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Mimecast Security Awareness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For:** Companies using Mimecast email security solutions"}, {"id": "mai-20260917-0922-baseline|c103-m3|zai-small|Infosec Skills", "prompt": "c103-m3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Infosec Skills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**KnowBe4** or **Infosec Skills**"}, {"id": "mai-20260917-0922-baseline|c103-m3|zai-small|Sophos Security Awareness", "prompt": "c103-m3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Sophos Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Sophos Security Awareness** or **Terranova Security**"}, {"id": "mai-20260917-0922-baseline|c103-m4|alibaba-small|KnowBe4", "prompt": "c103-m4", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise giants like KnowBe4 and Proofpoint set the market standard, they are often too expensive for smaller teams"}, {"id": "mai-20260917-0922-baseline|c103-m4|alibaba-small|Proofpoint", "prompt": "c103-m4", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise giants like KnowBe4 and Proofpoint set the market standard, they are often too expensive for smaller teams"}, {"id": "mai-20260917-0922-baseline|c103-m4|alibaba-small|Wizer", "prompt": "c103-m4", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Wizer is frequently cited as the best choice for companies that want to start without paying immediately"}, {"id": "mai-20260917-0922-baseline|c103-m4|alibaba-small|Hook Security", "prompt": "c103-m4", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Hook Security if you want a cap on your total spending (Flat fee model)."}, {"id": "mai-20260917-0922-baseline|c103-m4|alibaba-small|CanIPhish", "prompt": "c103-m4", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CanIPhish is a strong contender"}, {"id": "mai-20260917-0922-baseline|c103-m4|alibaba-small|Infosec IQ", "prompt": "c103-m4", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Infosec IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Infosec IQ if you need compliance reports but have a small budget."}, {"id": "mai-20260917-0922-baseline|c103-m4|anthropic-small|CyberSentriq", "prompt": "c103-m4", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CyberSentriq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CyberSentriq delivers a practical, budget-friendly approach to security awareness training and fits MSPs and smaller teams that need affordable, automated awareness training"}, {"id": "mai-20260917-0922-baseline|c103-m4|anthropic-small|Phin Security", "prompt": "c103-m4", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Phin Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Phin Security provides monthly subscriptions to simplify budgeting"}, {"id": "mai-20260917-0922-baseline|c103-m4|anthropic-small|SoSafe", "prompt": "c103-m4", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "budget", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SoSafe is a European platform with strong localization and a clean interface"}, {"id": "mai-20260917-0922-baseline|c103-m4|anthropic-small|Huntress Managed Security Awareness Training", "prompt": "c103-m4", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Huntress Managed Security Awareness Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Very Small Businesses, Huntress Managed Security Awareness Training offers fully managed, story-based lessons delivered monthly"}, {"id": "mai-20260917-0922-baseline|c103-m4|anthropic-small|NINJIO Security Awareness", "prompt": "c103-m4", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "budget", "raw": "NINJIO Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "NINJIO Security Awareness delivers animated microlearning episodes that dramatize real-world cyberattacks"}, {"id": "mai-20260917-0922-baseline|c103-m4|anthropic-small|Pistachio", "prompt": "c103-m4", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Pistachio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Resource-constrained teams benefit from automated solutions like Pistachio or SoSafe"}, {"id": "mai-20260917-0922-baseline|c103-m4|challenger-small|Curricula", "prompt": "c103-m4", "model": "challenger-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Curricula", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Curricula** is the best fit for a limited budget"}, {"id": "mai-20260917-0922-baseline|c103-m4|challenger-small|Hook Security", "prompt": "c103-m4", "model": "challenger-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hook Security** is a strong alternative if you prefer a flat, managed price"}, {"id": "mai-20260917-0922-baseline|c103-m4|challenger-small|KnowBe4 Silver", "prompt": "c103-m4", "model": "challenger-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4 Silver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**KnowBe4 Silver** is the safer mainstream choice if budget still allows it"}, {"id": "mai-20260917-0922-baseline|c103-m4|challenger-small|Attack Simulator", "prompt": "c103-m4", "model": "challenger-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Attack Simulator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the built-in **Attack Simulator** is recommended as a no-cost starting point"}, {"id": "mai-20260917-0922-baseline|c103-m4|deepseek-small|Wizer", "prompt": "c103-m4", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Wizer's free tier** if you truly have zero budget, or **Curricula** if you can spend a modest amount"}, {"id": "mai-20260917-0922-baseline|c103-m4|deepseek-small|Hook Security", "prompt": "c103-m4", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great value for small teams — **$2/seat/month**"}, {"id": "mai-20260917-0922-baseline|c103-m4|deepseek-small|Curricula", "prompt": "c103-m4", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Curricula", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Curricula** if you can spend a modest amount and want the best return on engagement"}, {"id": "mai-20260917-0922-baseline|c103-m4|deepseek-small|KnowBe4", "prompt": "c103-m4", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**KnowBe4 Silver** is the safest pick"}, {"id": "mai-20260917-0922-baseline|c103-m4|deepseek-small|CanIPhish", "prompt": "c103-m4", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best self-serve free simulations - Free tier for phishing simulation testing"}, {"id": "mai-20260917-0922-baseline|c103-m4|deepseek-small|Doozy", "prompt": "c103-m4", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Doozy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a **flat-rate option** like Hook Security ($999/year under 50 seats) or Doozy (from $199/month) can be more cost-effective"}, {"id": "mai-20260917-0922-baseline|c103-m4|google-small|Wizer (Free Tier)", "prompt": "c103-m4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer (Free Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wizer is widely considered the best free starting point."}, {"id": "mai-20260917-0922-baseline|c103-m4|google-small|GoPhish (Open-Source Phishing Simulator)", "prompt": "c103-m4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "GoPhish (Open-Source Phishing Simulator)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have $0 and a tech-savvy admin:** Set up **GoPhish** for phishing tests"}, {"id": "mai-20260917-0922-baseline|c103-m4|google-small|Cofense PhishMe", "prompt": "c103-m4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Cofense PhishMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cofense offers a free version of its phishing simulation tool specifically designed for small businesses"}, {"id": "mai-20260917-0922-baseline|c103-m4|google-small|uSecure", "prompt": "c103-m4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "uSecure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have a tiny budget and want zero admin upkeep:** Go with **uSecure**."}, {"id": "mai-20260917-0922-baseline|c103-m4|google-small|Hook Security", "prompt": "c103-m4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with **Wizer (Boost)** or **Hook Security** for short, engaging, and humorous content."}, {"id": "mai-20260917-0922-baseline|c103-m4|google-small|Huntress Managed SAT (formerly Curricula)", "prompt": "c103-m4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Huntress Managed SAT (formerly Curricula)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Very affordable (usually around $1.50–$2.00 per user, per month)... incredibly easy to manage"}, {"id": "mai-20260917-0922-baseline|c103-m4|google-small|Microsoft Attack Simulation Training", "prompt": "c103-m4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Microsoft Attack Simulation Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "you already have **Microsoft Attack Simulation Training** built-in"}, {"id": "mai-20260917-0922-baseline|c103-m4|google-small|Mimecast", "prompt": "c103-m4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ask your representative about bundling their security awareness training"}, {"id": "mai-20260917-0922-baseline|c103-m4|google-small|TitanHQ (SafeTitan)", "prompt": "c103-m4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "TitanHQ (SafeTitan)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ask your representative about bundling their security awareness training"}, {"id": "mai-20260917-0922-baseline|c103-m4|meta-small|Hook Security", "prompt": "c103-m4", "model": "meta-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Hook Security ($2/seat/month or $999/year flat under 50 seats, fully managed)"}, {"id": "mai-20260917-0922-baseline|c103-m4|meta-small|Wizer", "prompt": "c103-m4", "model": "meta-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Wizer (best free tier)"}, {"id": "mai-20260917-0922-baseline|c103-m4|meta-small|CanIPhish", "prompt": "c103-m4", "model": "meta-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. CanIPhish (best self-serve free simulations)"}, {"id": "mai-20260917-0922-baseline|c103-m4|meta-small|Proofpoint", "prompt": "c103-m4", "model": "meta-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Proofpoint (starting $1.30/per seat/month)"}, {"id": "mai-20260917-0922-baseline|c103-m4|minimax-small|Wizer", "prompt": "c103-m4", "model": "minimax-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Wizer** (Best Free Tier)"}, {"id": "mai-20260917-0922-baseline|c103-m4|minimax-small|CanIPhish", "prompt": "c103-m4", "model": "minimax-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CanIPhish** (Best Free Simulations)"}, {"id": "mai-20260917-0922-baseline|c103-m4|minimax-small|Microsoft Attack Simulator", "prompt": "c103-m4", "model": "minimax-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Microsoft Attack Simulator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with free options: Microsoft Attack Simulator (if you have M365)"}, {"id": "mai-20260917-0922-baseline|c103-m4|minimax-small|Hook Security", "prompt": "c103-m4", "model": "minimax-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Scale up: Hook Security at ~$2/user/month if you need more comprehensive training"}, {"id": "mai-20260917-0922-baseline|c103-m4|minimax-small|KnowBe4 Silver", "prompt": "c103-m4", "model": "minimax-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4 Silver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**KnowBe4** if you want the most feature-rich platform and can negotiate volume discounts"}, {"id": "mai-20260917-0922-baseline|c103-m4|mistral-small|Curricula (ThriveDX)", "prompt": "c103-m4", "model": "mistral-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Curricula (ThriveDX)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the lowest cost, start with **Curricula (ThriveDX)** at $10/user/year"}, {"id": "mai-20260917-0922-baseline|c103-m4|mistral-small|KnowBe4", "prompt": "c103-m4", "model": "mistral-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**KnowBe4** at $1.30/user/month is a strong choice"}, {"id": "mai-20260917-0922-baseline|c103-m4|mistral-small|IRONSCALES", "prompt": "c103-m4", "model": "mistral-small", "cat": "security-awareness-training", "variant": "budget", "raw": "IRONSCALES", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good for realistic phishing simulations and automated campaign management."}, {"id": "mai-20260917-0922-baseline|c103-m4|mistral-small|Cofense PhishMe", "prompt": "c103-m4", "model": "mistral-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Cofense PhishMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Cofense PhishMe** at $10/user/year if you need more phishing-specific content"}, {"id": "mai-20260917-0922-baseline|c103-m4|mistral-small|EasyLlama", "prompt": "c103-m4", "model": "mistral-small", "cat": "security-awareness-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pricing: $19.95/seat/year for Security and Awareness Training"}, {"id": "mai-20260917-0922-baseline|c103-m4|moonshot-small|Wizer", "prompt": "c103-m4", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have **zero budget**, start with **Wizer's free tier**."}, {"id": "mai-20260917-0922-baseline|c103-m4|moonshot-small|KnowBe4", "prompt": "c103-m4", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**KnowBe4 Silver** offers the best combination of features, content library, and reliability"}, {"id": "mai-20260917-0922-baseline|c103-m4|moonshot-small|Hook Security", "prompt": "c103-m4", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **under 50 employees** who want hands-off management, **Hook Security's $999/year flat rate** is hard to beat."}, {"id": "mai-20260917-0922-baseline|c103-m4|moonshot-small|Curricula (ThriveDX)", "prompt": "c103-m4", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Curricula (ThriveDX)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most Affordable Paid Option ... Lowest entry point for a paid platform"}, {"id": "mai-20260917-0922-baseline|c103-m4|moonshot-small|Microsoft Attack Simulator", "prompt": "c103-m4", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Microsoft Attack Simulator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if You Already Use Microsoft 365 ... No additional cost"}, {"id": "mai-20260917-0922-baseline|c103-m4|moonshot-small|Cofense", "prompt": "c103-m4", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Cofense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free downloadable course on safe web surfing"}, {"id": "mai-20260917-0922-baseline|c103-m4|moonshot-small|CompTIA", "prompt": "c103-m4", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CompTIA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free security awareness training resources"}, {"id": "mai-20260917-0922-baseline|c103-m4|moonshot-small|NIST", "prompt": "c103-m4", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "budget", "raw": "NIST", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free online cybersecurity learning content"}, {"id": "mai-20260917-0922-baseline|c103-m4|openai-small|Hook Security", "prompt": "c103-m4", "model": "openai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with Hook Security if you want paid + managed, or Wizer if you want the cheapest possible entry point."}, {"id": "mai-20260917-0922-baseline|c103-m4|openai-small|Wizer", "prompt": "c103-m4", "model": "openai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wizer** is the best free-tier option"}, {"id": "mai-20260917-0922-baseline|c103-m4|openai-small|CanIPhish", "prompt": "c103-m4", "model": "openai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong self-serve free phishing-simulation option"}, {"id": "mai-20260917-0922-baseline|c103-m4|openai-small|KnowBe4", "prompt": "c103-m4", "model": "openai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is generally more of a mid-market choice than a shoestring-budget choice"}, {"id": "mai-20260917-0922-baseline|c103-m4|xai-small|Wizer", "prompt": "c103-m4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wizer stands out as the top security awareness training platform based on recent reviews and comparisons"}, {"id": "mai-20260917-0922-baseline|c103-m4|xai-small|CanIPhish", "prompt": "c103-m4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free alternatives: **CanIPhish (Free forever for up to 10 users)**"}, {"id": "mai-20260917-0922-baseline|c103-m4|xai-small|Government/free resources (e.g., CISA's FedVTE, NIST catalog, CDSE)", "prompt": "c103-m4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Government/free resources (e.g., CISA's FedVTE, NIST catalog, CDSE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "100% free videos, games, posters—but no platform tracking/phishing sims. Good supplement, not full solution."}, {"id": "mai-20260917-0922-baseline|c103-m4|xai-small|Hook Security", "prompt": "c103-m4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fully managed (autopilot campaigns, reports); $2/seat/month or $999/year flat (<50 seats). High engagement, near-zero admin."}, {"id": "mai-20260917-0922-baseline|c103-m4|xai-small|KnowBe4 (Silver tier)", "prompt": "c103-m4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4 (Silver tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "massive library + phish sims, but higher cost/admin for small teams"}, {"id": "mai-20260917-0922-baseline|c103-m4|zai-small|Wizer", "prompt": "c103-m4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Curricula (ThriveDX)** or **Wizer**. Both offer free tiers and low‑cost paid plans."}, {"id": "mai-20260917-0922-baseline|c103-m4|zai-small|Curricula (ThriveDX)", "prompt": "c103-m4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Curricula (ThriveDX)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Curricula (ThriveDX)** or **Wizer**"}, {"id": "mai-20260917-0922-baseline|c103-m4|zai-small|CanIPhish", "prompt": "c103-m4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free phishing simulations, self‑serve | Technical owners who want control and transparent pricing"}, {"id": "mai-20260917-0922-baseline|c103-m4|zai-small|Hook Security", "prompt": "c103-m4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hook Security** is a strong contender"}, {"id": "mai-20260917-0922-baseline|c103-m4|zai-small|BreachSecureNow", "prompt": "c103-m4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "BreachSecureNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Frequently cited as one of the most affordable options (varies by seat count and contract length)"}, {"id": "mai-20260917-0922-baseline|c103-m4|zai-small|KnowBe4", "prompt": "c103-m4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "still want a lower cost than big vendors like KnowBe4 or Proofpoint"}, {"id": "mai-20260917-0922-baseline|c103-m4|zai-small|Proofpoint", "prompt": "c103-m4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "still want a lower cost than big vendors like KnowBe4 or Proofpoint"}, {"id": "mai-20260917-0922-baseline|c103-m4|zai-small|usecure", "prompt": "c103-m4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "usecure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consider **usecure**, **SoSafe**, or **Riot**"}, {"id": "mai-20260917-0922-baseline|c103-m4|zai-small|SoSafe", "prompt": "c103-m4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "consider **usecure**, **SoSafe**, or **Riot**"}, {"id": "mai-20260917-0922-baseline|c103-m4|zai-small|Riot", "prompt": "c103-m4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Riot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "~$6.89/employee/month | Chat‑native (Slack/Teams) training"}, {"id": "mai-20260917-0922-baseline|c103-m4|zai-small|Hoxhunt", "prompt": "c103-m4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "~$11,000 for 100 users on a 2‑year deal"}, {"id": "mai-20260917-0922-baseline|c103-m5|deepseek-small|KnowBe4", "prompt": "c103-m5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Mid-market a la KnowBe4/Proofpoint: **~$12\\u2013$30/user/year**"}, {"id": "mai-20260917-0922-baseline|c103-m5|deepseek-small|Proofpoint", "prompt": "c103-m5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mid-market a la KnowBe4/Proofpoint"}, {"id": "mai-20260917-0922-baseline|c103-m5|deepseek-small|Hook Security", "prompt": "c103-m5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Hook Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Key vendors to benchmark** (if useful): KnowBe4, Proofpoint, Hook Security"}, {"id": "mai-20260917-0922-baseline|c103-m5|deepseek-small|Hoxhunt", "prompt": "c103-m5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Key vendors to benchmark (if useful): ... Hoxhunt"}, {"id": "mai-20260917-0922-baseline|c103-m5|deepseek-small|Phished", "prompt": "c103-m5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Phished", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Key vendors to benchmark (if useful): ... Phished"}, {"id": "mai-20260917-0922-baseline|c103-m5|deepseek-small|Ninjio", "prompt": "c103-m5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Ninjio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Key vendors to benchmark (if useful): ... Ninjio"}, {"id": "mai-20260917-0922-baseline|c103-m5|deepseek-small|Infosec IQ", "prompt": "c103-m5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Infosec IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Key vendors to benchmark (if useful): ... Infosec IQ"}, {"id": "mai-20260917-0922-baseline|c103-m5|deepseek-small|SecureCodeWarrior", "prompt": "c103-m5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "SecureCodeWarrior", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Key vendors to benchmark (if useful): ... and SecureCodeWarrior"}, {"id": "mai-20260917-0922-baseline|c103-m5|google-small|Ninjio", "prompt": "c103-m5", "model": "google-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Ninjio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some platforms use Hollywood-style storytelling (e.g., Ninjio) or gamified scenarios (e.g., Hoxhunt).from"}, {"id": "mai-20260917-0922-baseline|c103-m5|google-small|Hoxhunt", "prompt": "c103-m5", "model": "google-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**The Automated & Behavioral** | **Hoxhunt** or **SoSafe** | High engagement & automated operation"}, {"id": "mai-20260917-0922-baseline|c103-m5|google-small|KnowBe4", "prompt": "c103-m5", "model": "google-small", "cat": "security-awareness-training", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**The Safe, Enterprise Standard** | **KnowBe4** ... **Cons:** High admin overhead to customize; can feel outdated if not managed actively."}, {"id": "mai-20260917-0922-baseline|c103-m5|google-small|SoSafe", "prompt": "c103-m5", "model": "google-small", "cat": "security-awareness-training", "variant": "scale", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hoxhunt** or **SoSafe** | High engagement & automated operation ... Cons: Premium pricing compared to basic platforms."}, {"id": "mai-20260917-0922-baseline|c103-m5|google-small|Wizer", "prompt": "c103-m5", "model": "google-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**The Simple & Cost-Effective** | **Wizer** | Small IT teams, simple & highly visual"}, {"id": "mai-20260917-0922-baseline|c103-m5|google-small|Huntress SAT", "prompt": "c103-m5", "model": "google-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Huntress SAT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**The \"Outsourced\" Managed Option** | **Huntress SAT** or **Arctic Wolf** | Lean teams wanting a fully managed service"}, {"id": "mai-20260917-0922-baseline|c103-m5|google-small|Arctic Wolf", "prompt": "c103-m5", "model": "google-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Huntress SAT** or **Arctic Wolf** | Lean teams wanting a fully managed service ... Cons: Less granular customization."}, {"id": "mai-20260917-0922-baseline|c103-m5|minimax-small|KnowBe4", "prompt": "c103-m5", "model": "minimax-small", "cat": "security-awareness-training", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular platforms to evaluate:** KnowBe4, Proofpoint Security Awareness, Cohesive, Hoxhunt, and Proofpoint (among others)."}, {"id": "mai-20260917-0922-baseline|c103-m5|minimax-small|Proofpoint Security Awareness", "prompt": "c103-m5", "model": "minimax-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Proofpoint Security Awareness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Popular platforms to evaluate:** KnowBe4, Proofpoint Security Awareness, Cohesive, Hoxhunt, and Proofpoint (among others)."}, {"id": "mai-20260917-0922-baseline|c103-m5|minimax-small|Cohesive", "prompt": "c103-m5", "model": "minimax-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Cohesive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Popular platforms to evaluate:** KnowBe4, Proofpoint Security Awareness, Cohesive, Hoxhunt, and Proofpoint (among others)."}, {"id": "mai-20260917-0922-baseline|c103-m5|minimax-small|Hoxhunt", "prompt": "c103-m5", "model": "minimax-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Popular platforms to evaluate:** KnowBe4, Proofpoint Security Awareness, Cohesive, Hoxhunt, and Proofpoint (among others)."}, {"id": "mai-20260917-0922-baseline|c103-m5|mistral-small|KnowBe4", "prompt": "c103-m5", "model": "mistral-small", "cat": "security-awareness-training", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare platforms like KnowBe4, Proofpoint, Mimecast, Cofense, SANS Securing The Human, and Terranova."}, {"id": "mai-20260917-0922-baseline|c103-m5|mistral-small|Proofpoint", "prompt": "c103-m5", "model": "mistral-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compare platforms like KnowBe4, Proofpoint, Mimecast, Cofense, SANS Securing The Human, and Terranova."}, {"id": "mai-20260917-0922-baseline|c103-m5|mistral-small|Mimecast", "prompt": "c103-m5", "model": "mistral-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compare platforms like KnowBe4, Proofpoint, Mimecast, Cofense, SANS Securing The Human, and Terranova."}, {"id": "mai-20260917-0922-baseline|c103-m5|mistral-small|Cofense", "prompt": "c103-m5", "model": "mistral-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Cofense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compare platforms like KnowBe4, Proofpoint, Mimecast, Cofense, SANS Securing The Human, and Terranova."}, {"id": "mai-20260917-0922-baseline|c103-m5|mistral-small|SANS Securing The Human", "prompt": "c103-m5", "model": "mistral-small", "cat": "security-awareness-training", "variant": "scale", "raw": "SANS Securing The Human", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compare platforms like KnowBe4, Proofpoint, Mimecast, Cofense, SANS Securing The Human, and Terranova."}, {"id": "mai-20260917-0922-baseline|c103-m5|mistral-small|Terranova", "prompt": "c103-m5", "model": "mistral-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Terranova", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Compare platforms like KnowBe4, Proofpoint, Mimecast, Cofense, SANS Securing The Human, and Terranova."}, {"id": "mai-20260917-0922-baseline|c103-m5|xai-small|KnowBe4", "prompt": "c103-m5", "model": "xai-small", "cat": "security-awareness-training", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top platforms from recent reviews ... include KnowBe4, Hoxhunt, SoSafe, Proofpoint, Infosec IQ, and Adaptive Security"}, {"id": "mai-20260917-0922-baseline|c103-m5|xai-small|Hoxhunt", "prompt": "c103-m5", "model": "xai-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Hoxhunt (engagement leader, 4.8/5)"}, {"id": "mai-20260917-0922-baseline|c103-m5|xai-small|SoSafe", "prompt": "c103-m5", "model": "xai-small", "cat": "security-awareness-training", "variant": "scale", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include KnowBe4, Hoxhunt, SoSafe, Proofpoint, Infosec IQ, and Adaptive Security"}, {"id": "mai-20260917-0922-baseline|c103-m5|xai-small|Proofpoint", "prompt": "c103-m5", "model": "xai-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Proofpoint/Infosec IQ (integrated options)"}, {"id": "mai-20260917-0922-baseline|c103-m5|xai-small|Infosec IQ", "prompt": "c103-m5", "model": "xai-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Infosec IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Proofpoint/Infosec IQ (integrated options)"}, {"id": "mai-20260917-0922-baseline|c103-m5|xai-small|Adaptive Security", "prompt": "c103-m5", "model": "xai-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Adaptive Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Adaptive Security (AI sims)"}, {"id": "mai-20260917-0922-baseline|c103-m6|alibaba-small|KnowBe4", "prompt": "c103-m6", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Here are the primary platforms you should be cautious about... KnowBe4 has extremely low ratings on user-driven consumer sites"}, {"id": "mai-20260917-0922-baseline|c103-m6|alibaba-small|Nimblr Security Awareness", "prompt": "c103-m6", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Nimblr Security Awareness", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Nimblr has accumulated consistent criticism on platforms like G2 regarding its stability and engagement levels."}, {"id": "mai-20260917-0922-baseline|c103-m6|challenger-small|KnowBe4", "prompt": "c103-m6", "model": "challenger-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "screen specific vendors like KnowBe4, Proofpoint, Hoxhunt, SoSafe, usecure, or others"}, {"id": "mai-20260917-0922-baseline|c103-m6|challenger-small|Proofpoint", "prompt": "c103-m6", "model": "challenger-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "screen specific vendors like KnowBe4, Proofpoint, Hoxhunt, SoSafe, usecure, or others"}, {"id": "mai-20260917-0922-baseline|c103-m6|challenger-small|Hoxhunt", "prompt": "c103-m6", "model": "challenger-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "screen specific vendors like KnowBe4, Proofpoint, Hoxhunt, SoSafe, usecure, or others"}, {"id": "mai-20260917-0922-baseline|c103-m6|challenger-small|SoSafe", "prompt": "c103-m6", "model": "challenger-small", "cat": "security-awareness-training", "variant": "negative", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "screen specific vendors like KnowBe4, Proofpoint, Hoxhunt, SoSafe, usecure, or others"}, {"id": "mai-20260917-0922-baseline|c103-m6|challenger-small|usecure", "prompt": "c103-m6", "model": "challenger-small", "cat": "security-awareness-training", "variant": "negative", "raw": "usecure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "screen specific vendors like KnowBe4, Proofpoint, Hoxhunt, SoSafe, usecure, or others"}, {"id": "mai-20260917-0922-baseline|c103-m6|deepseek-small|KnowBe4", "prompt": "c103-m6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "KnowBe4 — The most widely flagged option... Persistent complaints about content being repetitive/dated, aggressive sales tactics"}, {"id": "mai-20260917-0922-baseline|c103-m6|deepseek-small|MetaCompliance", "prompt": "c103-m6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "MetaCompliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Steep learning curve and overly complicated interface... Inadequate/complicated reporting"}, {"id": "mai-20260917-0922-baseline|c103-m6|deepseek-small|Fortra Human Risk Management", "prompt": "c103-m6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Fortra Human Risk Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Outdated content/interface. Limited reporting customization and high cost relative to value."}, {"id": "mai-20260917-0922-baseline|c103-m6|deepseek-small|Cofense PhishMe", "prompt": "c103-m6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Cofense PhishMe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "receive more lukewarm mixed reviews, with recurring themes of complexity, dated content, and setup overhead"}, {"id": "mai-20260917-0922-baseline|c103-m6|deepseek-small|Proofpoint ZenGuide", "prompt": "c103-m6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "receive more lukewarm mixed reviews, with recurring themes of complexity, dated content, and setup overhead"}, {"id": "mai-20260917-0922-baseline|c103-m6|deepseek-small|Infosec IQ", "prompt": "c103-m6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Infosec IQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "receive more lukewarm mixed reviews, with recurring themes of complexity, dated content, and setup overhead"}, {"id": "mai-20260917-0922-baseline|c103-m6|deepseek-small|Hoxhunt", "prompt": "c103-m6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specific alternatives (e.g., Hoxhunt, NINJIO, SoSafe) that consistently rank well on engagement and support"}, {"id": "mai-20260917-0922-baseline|c103-m6|deepseek-small|NINJIO", "prompt": "c103-m6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "NINJIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "alternatives (e.g., Hoxhunt, NINJIO, SoSafe) that consistently rank well"}, {"id": "mai-20260917-0922-baseline|c103-m6|deepseek-small|SoSafe", "prompt": "c103-m6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "alternatives (e.g., Hoxhunt, NINJIO, SoSafe) that consistently rank well"}, {"id": "mai-20260917-0922-baseline|c103-m6|google-small|Mimecast", "prompt": "c103-m6", "model": "google-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Platforms with \"Campaign-Only\" & \"Tick-the-Box\" Approaches * **Examples of this model:** Older integrations from legacy secure email gateways (like **Mimecast** or **Proofpoint/Wombat**)."}, {"id": "mai-20260917-0922-baseline|c103-m6|google-small|Proofpoint/Wombat", "prompt": "c103-m6", "model": "google-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Proofpoint/Wombat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Platforms with \"Campaign-Only\" & \"Tick-the-Box\" Approaches * **Examples of this model:** ... (like **Mimecast** or **Proofpoint/Wombat**)."}, {"id": "mai-20260917-0922-baseline|c103-m6|google-small|KnowBe4", "prompt": "c103-m6", "model": "google-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Cautious of the \"High-Cost, Aggressive Sales\" Giants * **The Primary Target:** **KnowBe4**."}, {"id": "mai-20260917-0922-baseline|c103-m6|meta-small|KnowBe4", "prompt": "c103-m6", "model": "meta-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "including alternatives to KnowBe4 and top-rated platforms"}, {"id": "mai-20260917-0922-baseline|c103-m6|mistral-small|KnowBe4", "prompt": "c103-m6", "model": "mistral-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Trustpilot Rating: 1.9/5 stars, with 85% of reviews being 1-star... training content is outdated, repetitive, and of poor quality"}, {"id": "mai-20260917-0922-baseline|c103-m6|mistral-small|MetaCompliance", "prompt": "c103-m6", "model": "mistral-small", "cat": "security-awareness-training", "variant": "negative", "raw": "MetaCompliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "users frequently complain about a steep learning curve, overly complicated interface, inadequate reporting features, and limited customization options"}, {"id": "mai-20260917-0922-baseline|c103-m6|mistral-small|Nimblr Security Awareness", "prompt": "c103-m6", "model": "mistral-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Nimblr Security Awareness", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Reviews highlight repetitive phishing emails, spam issues with false positives, inadequate reporting, and a lack of user-friendly features"}, {"id": "mai-20260917-0922-baseline|c103-m6|mistral-small|Phin Security", "prompt": "c103-m6", "model": "mistral-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Phin Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "mentioned as alternatives with fewer complaints, especially for MSPs"}, {"id": "mai-20260917-0922-baseline|c103-m6|mistral-small|CyberGuard360", "prompt": "c103-m6", "model": "mistral-small", "cat": "security-awareness-training", "variant": "negative", "raw": "CyberGuard360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "mentioned as alternatives with fewer complaints, especially for MSPs"}, {"id": "mai-20260917-0922-baseline|c103-m6|moonshot-small|KnowBe4", "prompt": "c103-m6", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "KnowBe4 has documented issues worth considering... **When to avoid:** If you need multi-channel attack simulation"}, {"id": "mai-20260917-0922-baseline|c103-m6|moonshot-small|Proofpoint Security Awareness", "prompt": "c103-m6", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Proofpoint Security Awareness", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Time-consuming setup** | More complex implementation than advertised"}, {"id": "mai-20260917-0922-baseline|c103-m6|moonshot-small|Hoxhunt", "prompt": "c103-m6", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hoxhunt** (gamification-focused, though can become repetitive)"}, {"id": "mai-20260917-0922-baseline|c103-m6|moonshot-small|Right-Hand Cybersecurity", "prompt": "c103-m6", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Right-Hand Cybersecurity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Right-Hand Cybersecurity** (behavioral focus)"}, {"id": "mai-20260917-0922-baseline|c103-m6|moonshot-small|SoSafe", "prompt": "c103-m6", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "negative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SoSafe** (European, strong on culture)"}, {"id": "mai-20260917-0922-baseline|c103-m6|moonshot-small|Living Security", "prompt": "c103-m6", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Living Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Living Security** (modern content approach)"}, {"id": "mai-20260917-0922-baseline|c103-m6|moonshot-small|NINJIO", "prompt": "c103-m6", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "negative", "raw": "NINJIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**NINJIO** (storytelling-based, though limited phishing simulation)"}, {"id": "mai-20260917-0922-baseline|c103-m6|openai-small|KnowBe4", "prompt": "c103-m6", "model": "openai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "KnowBe4 — widely used and often effective, but review feedback shows some users strongly dislike the realism/obviousness of simulations and report false positives"}, {"id": "mai-20260917-0922-baseline|c103-m6|openai-small|Infosec IQ", "prompt": "c103-m6", "model": "openai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Infosec IQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "mentions frustrations with phishing workflows, API/integration limitations, poor support communication, and sluggishness"}, {"id": "mai-20260917-0922-baseline|c103-m6|openai-small|Nimblr Security Awareness", "prompt": "c103-m6", "model": "openai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Nimblr Security Awareness", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "users note limited customization and some phishing/email/reporting issues, so it may be a mismatch"}, {"id": "mai-20260917-0922-baseline|c103-m6|openai-small|Relias", "prompt": "c103-m6", "model": "openai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Relias", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "not primarily a security-awareness vendor, and recent Trustpilot complaints are more about billing/authorization"}, {"id": "mai-20260917-0922-baseline|c103-m6|xai-small|KnowBe4", "prompt": "c103-m6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be Cautious with KnowBe4 (Especially for End-User Experience)"}, {"id": "mai-20260917-0922-baseline|c103-m6|xai-small|Hoxhunt", "prompt": "c103-m6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top safer bets (high ratings across boards): Hoxhunt, Infosec IQ, Adaptive Security, or Keepnet Labs"}, {"id": "mai-20260917-0922-baseline|c103-m6|xai-small|SoSafe", "prompt": "c103-m6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternatives if avoiding: Hoxhunt ..., SoSafe, or MetaCompliance (both 4.6/5)"}, {"id": "mai-20260917-0922-baseline|c103-m6|xai-small|MetaCompliance", "prompt": "c103-m6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "MetaCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SoSafe, or MetaCompliance (both 4.6/5)"}, {"id": "mai-20260917-0922-baseline|c103-m6|xai-small|Cofense PhishMe", "prompt": "c103-m6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Cofense PhishMe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "PhishMe (4.4-4.7/5): Solid for phishing education but called overpriced for small orgs; lacks depth in non-phishing topics."}, {"id": "mai-20260917-0922-baseline|c103-m6|xai-small|Proofpoint", "prompt": "c103-m6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Proofpoint: Frequent mentions of repetitive sims and setup hassles."}, {"id": "mai-20260917-0922-baseline|c103-m6|xai-small|Infosec IQ", "prompt": "c103-m6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Infosec IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Top safer bets (high ratings across boards): Hoxhunt, Infosec IQ, Adaptive Security, or Keepnet Labs"}, {"id": "mai-20260917-0922-baseline|c103-m6|xai-small|Adaptive Security", "prompt": "c103-m6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Adaptive Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Top safer bets (high ratings across boards): Hoxhunt, Infosec IQ, Adaptive Security, or Keepnet Labs"}, {"id": "mai-20260917-0922-baseline|c103-m6|xai-small|Keepnet Labs", "prompt": "c103-m6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Keepnet Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Keepnet Labs (4.8-5.0/5 on Capterra/G2)"}, {"id": "mai-20260917-0922-baseline|c103-m6|xai-small|SANS free resources", "prompt": "c103-m6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "SANS free resources", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Use KnowBe4's baseline phishing test or SANS free resources to benchmark without commitment."}, {"id": "mai-20260917-0922-baseline|c103-m6|zai-small|Nimblr Security Awareness", "prompt": "c103-m6", "model": "zai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Nimblr Security Awareness", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid Nimblr Security Awareness** – its user feedback highlights spam-filter interference, shallow reporting, limited customization, and a lack of engagement."}, {"id": "mai-20260917-0922-baseline|c103-m6|zai-small|PhishingBox", "prompt": "c103-m6", "model": "zai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "PhishingBox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Be Cautious About PhishingBox** – it's a niche, low-feature vendor with minimal third-party validation."}, {"id": "mai-20260917-0922-baseline|c103-m6|zai-small|Barracuda", "prompt": "c103-m6", "model": "zai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Older \"slide-based\" SAT tools** (e.g., legacy versions of some Barracuda, Cisco, or lesser-known providers)"}, {"id": "mai-20260917-0922-baseline|c103-m6|zai-small|Cisco", "prompt": "c103-m6", "model": "zai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "legacy versions of some Barracuda, Cisco, or lesser-known providers | • No adaptive learning."}, {"id": "mai-20260917-0922-baseline|c103-m6|zai-small|Hoxhunt", "prompt": "c103-m6", "model": "zai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Adaptive, role-specific micro-learning** (e.g., Hoxhunt, Adaptive Security, IRONSCALES)."}, {"id": "mai-20260917-0922-baseline|c103-m6|zai-small|Adaptive Security", "prompt": "c103-m6", "model": "zai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Adaptive Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Adaptive, role-specific micro-learning** (e.g., Hoxhunt, Adaptive Security, IRONSCALES)."}, {"id": "mai-20260917-0922-baseline|c103-m6|zai-small|IRONSCALES", "prompt": "c103-m6", "model": "zai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "IRONSCALES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Adaptive, role-specific micro-learning** (e.g., Hoxhunt, Adaptive Security, IRONSCALES)."}, {"id": "mai-20260917-0922-baseline|c103-s1|alibaba-small|Hook Security", "prompt": "c103-s1", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Value: **Hook Security** ... widely considered the top choice for small businesses"}, {"id": "mai-20260917-0922-baseline|c103-s1|alibaba-small|Huntress", "prompt": "c103-s1", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Set & Forget\" for Teams Without IT Staff: **Huntress**"}, {"id": "mai-20260917-0922-baseline|c103-s1|alibaba-small|Wizer", "prompt": "c103-s1", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Budget/Free Option: **Wizer** ... the strongest contender"}, {"id": "mai-20260917-0922-baseline|c103-s1|alibaba-small|KnowBe4", "prompt": "c103-s1", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "For a small B2B company, it is often **overkill**"}, {"id": "mai-20260917-0922-baseline|c103-s1|alibaba-small|Hoxhunt", "prompt": "c103-s1", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*Yes:* KnowBe4 or Hoxhunt (more control/customization)."}, {"id": "mai-20260917-0922-baseline|c103-s1|anthropic-small|Hoxhunt", "prompt": "c103-s1", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Hoxhunt leads at 4.8/5 on 3,685 reviews"}, {"id": "mai-20260917-0922-baseline|c103-s1|anthropic-small|KnowBe4", "prompt": "c103-s1", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ahead of KnowBe4 (4.6, 2,364)"}, {"id": "mai-20260917-0922-baseline|c103-s1|anthropic-small|MetaCompliance", "prompt": "c103-s1", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "direct", "raw": "MetaCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "and MetaCompliance (4.6, 1,116)"}, {"id": "mai-20260917-0922-baseline|c103-s1|anthropic-small|EasyLlama", "prompt": "c103-s1", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "EasyLlama is a top choice for small businesses thanks to its automated reminders and easy rollout"}, {"id": "mai-20260917-0922-baseline|c103-s1|anthropic-small|Huntress", "prompt": "c103-s1", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Huntress is best fit for small to mid-sized businesses and MSP-driven environments"}, {"id": "mai-20260917-0922-baseline|c103-s1|challenger-small|KnowBe4", "prompt": "c103-s1", "model": "challenger-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **KnowBe4**"}, {"id": "mai-20260917-0922-baseline|c103-s1|challenger-small|Huntress", "prompt": "c103-s1", "model": "challenger-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Huntress for the best low-overhead fit**"}, {"id": "mai-20260917-0922-baseline|c103-s1|challenger-small|SoSafe", "prompt": "c103-s1", "model": "challenger-small", "cat": "security-awareness-training", "variant": "direct", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong alternatives depending on your priorities"}, {"id": "mai-20260917-0922-baseline|c103-s1|challenger-small|Wizer", "prompt": "c103-s1", "model": "challenger-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if budget matters and you want a lightweight option with a useful free tier"}, {"id": "mai-20260917-0922-baseline|c103-s1|challenger-small|Hook Security", "prompt": "c103-s1", "model": "challenger-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you want a fully managed service and simple pricing for very small teams under 50 seats"}, {"id": "mai-20260917-0922-baseline|c103-s1|deepseek-small|KnowBe4", "prompt": "c103-s1", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the industry standard with the most content and have someone to manage it, choose **KnowBe4**."}, {"id": "mai-20260917-0922-baseline|c103-s1|deepseek-small|Hook Security", "prompt": "c103-s1", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're a lean team with no time to manage a training program, **Hook Security** or **Huntress Managed SAT** give you enterprise-grade outcomes"}, {"id": "mai-20260917-0922-baseline|c103-s1|deepseek-small|Huntress Managed SAT", "prompt": "c103-s1", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Huntress Managed SAT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SMB-Focused, Security-First Training ... fully-managed service with expert-managed campaigns"}, {"id": "mai-20260917-0922-baseline|c103-s1|deepseek-small|Wizer", "prompt": "c103-s1", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free / Budget-Conscious Option ... Cons: Partially self-serve; less comprehensive than paid platforms"}, {"id": "mai-20260917-0922-baseline|c103-s1|deepseek-small|CanIPhish", "prompt": "c103-s1", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "direct", "raw": "CanIPhish", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Wizer, or CanIPhish (good free simulation tools)"}, {"id": "mai-20260917-0922-baseline|c103-s1|google-small|Hook Security", "prompt": "c103-s1", "model": "google-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall / \"Set It and Forget It\": Hook Security ... Hook Security is a standout choice."}, {"id": "mai-20260917-0922-baseline|c103-s1|google-small|Huntress Managed SAT (formerly Curricula)", "prompt": "c103-s1", "model": "google-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Huntress Managed SAT (formerly Curricula)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Fun, High-Engagement Training ... Huntress SAT is the industry favorite for engagement."}, {"id": "mai-20260917-0922-baseline|c103-s1|google-small|Wizer", "prompt": "c103-s1", "model": "google-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget & Free Option: Wizer ... Wizer is highly recommended."}, {"id": "mai-20260917-0922-baseline|c103-s1|google-small|NINJIO", "prompt": "c103-s1", "model": "google-small", "cat": "security-awareness-training", "variant": "direct", "raw": "NINJIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Premium, Hollywood-Style Content: NINJIO ... NINJIO is the premier choice."}, {"id": "mai-20260917-0922-baseline|c103-s1|google-small|KnowBe4", "prompt": "c103-s1", "model": "google-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Setting up and managing campaigns can feel complex and overwhelming for a small business. Additionally, they enforce strict user seat minimums"}, {"id": "mai-20260917-0922-baseline|c103-s1|google-small|Guardz", "prompt": "c103-s1", "model": "google-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Guardz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "can often sell you platforms like Huntress, Guardz, or Phin Security for significantly less"}, {"id": "mai-20260917-0922-baseline|c103-s1|google-small|Phin Security", "prompt": "c103-s1", "model": "google-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Phin Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "can often sell you platforms like Huntress, Guardz, or Phin Security for significantly less"}, {"id": "mai-20260917-0922-baseline|c103-s1|meta-small|Hook Security", "prompt": "c103-s1", "model": "meta-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Hook Security offers a fully managed solution starting at $2/seat/month or $999/year flat under 50 seats."}, {"id": "mai-20260917-0922-baseline|c103-s1|meta-small|Wizer", "prompt": "c103-s1", "model": "meta-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Wizer is a good option for smaller companies needing simple, engaging training and has a good free tier."}, {"id": "mai-20260917-0922-baseline|c103-s1|meta-small|CanIPhish", "prompt": "c103-s1", "model": "meta-small", "cat": "security-awareness-training", "variant": "direct", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CanIPhish is another good option for self-serve free simulations."}, {"id": "mai-20260917-0922-baseline|c103-s1|minimax-small|Hook Security", "prompt": "c103-s1", "model": "minimax-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Hook Security** or **Wizer**. Hook Security offers the best value with flat-rate pricing"}, {"id": "mai-20260917-0922-baseline|c103-s1|minimax-small|Wizer", "prompt": "c103-s1", "model": "minimax-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Hook Security** or **Wizer**"}, {"id": "mai-20260917-0922-baseline|c103-s1|minimax-small|CanIPhish", "prompt": "c103-s1", "model": "minimax-small", "cat": "security-awareness-training", "variant": "direct", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CanIPhish** (Best for Self-Service)"}, {"id": "mai-20260917-0922-baseline|c103-s1|minimax-small|EasyLlama", "prompt": "c103-s1", "model": "minimax-small", "cat": "security-awareness-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**EasyLlama** (Best for Easy Rollout)"}, {"id": "mai-20260917-0922-baseline|c103-s1|minimax-small|Infosec IQ", "prompt": "c103-s1", "model": "minimax-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Infosec IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Infosec IQ** (Best for Compliance-Focused)"}, {"id": "mai-20260917-0922-baseline|c103-s1|mistral-small|Hook Security", "prompt": "c103-s1", "model": "mistral-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Praised for its affordability ($2/seat/month or $999/year flat rate for under 50 seats) and fully managed service, making it ideal for small teams"}, {"id": "mai-20260917-0922-baseline|c103-s1|mistral-small|Wizer", "prompt": "c103-s1", "model": "mistral-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a strong free tier, making it a good choice if budget is a concern."}, {"id": "mai-20260917-0922-baseline|c103-s1|mistral-small|CanIPhish", "prompt": "c103-s1", "model": "mistral-small", "cat": "security-awareness-training", "variant": "direct", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for self-serve phishing simulations"}, {"id": "mai-20260917-0922-baseline|c103-s1|mistral-small|EasyLlama", "prompt": "c103-s1", "model": "mistral-small", "cat": "security-awareness-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for HR or compliance-led programs in SMB to mid-market organizations."}, {"id": "mai-20260917-0922-baseline|c103-s1|moonshot-small|Hook Security", "prompt": "c103-s1", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hook Security** — Best Overall for Small B2B"}, {"id": "mai-20260917-0922-baseline|c103-s1|moonshot-small|KnowBe4", "prompt": "c103-s1", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose KnowBe4** if you need the most comprehensive content library and don't mind slightly higher costs"}, {"id": "mai-20260917-0922-baseline|c103-s1|moonshot-small|Wizer", "prompt": "c103-s1", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Try Wizer's free tier** first if budget is extremely tight"}, {"id": "mai-20260917-0922-baseline|c103-s1|moonshot-small|Curricula", "prompt": "c103-s1", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Curricula", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Curricula** — Best Engagement-to-Cost Ratio"}, {"id": "mai-20260917-0922-baseline|c103-s1|moonshot-small|EasyLlama", "prompt": "c103-s1", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**EasyLlama** — Best for Compliance + Training Combo"}, {"id": "mai-20260917-0922-baseline|c103-s1|openai-small|KnowBe4", "prompt": "c103-s1", "model": "openai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best all-around security awareness training platform is usually KnowBe4"}, {"id": "mai-20260917-0922-baseline|c103-s1|openai-small|Microsoft Attack Simulation Training", "prompt": "c103-s1", "model": "openai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Microsoft Attack Simulation Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're heavily on Microsoft 365 and already licensed for Defender for Office 365 P2 or E5: **Microsoft Attack Simulation Training** may be the best value."}, {"id": "mai-20260917-0922-baseline|c103-s1|xai-small|Hook Security", "prompt": "c103-s1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Hook Security (Best overall for small businesses)"}, {"id": "mai-20260917-0922-baseline|c103-s1|xai-small|KnowBe4", "prompt": "c103-s1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "KnowBe4 (Best feature-rich/self-service option)"}, {"id": "mai-20260917-0922-baseline|c103-s1|xai-small|Huntress Managed Security Awareness Training", "prompt": "c103-s1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Huntress Managed Security Awareness Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for MSP-aligned or security-first SMBs"}, {"id": "mai-20260917-0922-baseline|c103-s1|xai-small|Wizer", "prompt": "c103-s1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Wizer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free tier + affordable upgrades"}, {"id": "mai-20260917-0922-baseline|c103-s1|xai-small|Hoxhunt", "prompt": "c103-s1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Gamified, high engagement"}, {"id": "mai-20260917-0922-baseline|c103-s1|xai-small|SoSafe", "prompt": "c103-s1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leader for small biz on G2 (Europe/EMEA strong)"}, {"id": "mai-20260917-0922-baseline|c103-s1|xai-small|Fortinet", "prompt": "c103-s1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free/Cheap alternatives: Fortinet (complimentary for small biz)"}, {"id": "mai-20260917-0922-baseline|c103-s1|xai-small|CanIPhish", "prompt": "c103-s1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "CanIPhish", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CanIPhish (free sims)"}, {"id": "mai-20260917-0922-baseline|c103-s1|xai-small|Microsoft Security Awareness", "prompt": "c103-s1", "model": "xai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Microsoft Security Awareness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Microsoft Security Awareness (if on 365 E3+)"}, {"id": "mai-20260917-0922-baseline|c103-s1|zai-small|Hook Security", "prompt": "c103-s1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fully managed; runs itself with \"autopilot\" – minimal admin effort. Flat $999/yr for up to 50 seats."}, {"id": "mai-20260917-0922-baseline|c103-s1|zai-small|KnowBe4", "prompt": "c103-s1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Largest library (1,000+ modules), robust phishing simulations, Smart Groups for auto-remedial training."}, {"id": "mai-20260917-0922-baseline|c103-s1|zai-small|Hoxhunt", "prompt": "c103-s1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gamified, behavior-driven training; strong G2 rating (4.8/5)."}, {"id": "mai-20260917-0922-baseline|c103-s1|zai-small|Wizer", "prompt": "c103-s1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very affordable; free tier + low cost paid. Lightweight, easy to deploy."}, {"id": "mai-20260917-0922-baseline|c103-s1|zai-small|Guardey", "prompt": "c103-s1", "model": "zai-small", "cat": "security-awareness-training", "variant": "direct", "raw": "Guardey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gamified, Duolingo-style; good engagement."}, {"id": "mai-20260917-0922-baseline|c103-s2|alibaba-small|KnowBe4", "prompt": "c103-s2", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **KnowBe4** if compliance reporting is your absolute #1 priority."}, {"id": "mai-20260917-0922-baseline|c103-s2|alibaba-small|Tactical Training", "prompt": "c103-s2", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Tactical Training", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with **Tactical Training** if you want a happy, engaged team and ease of use."}, {"id": "mai-20260917-0922-baseline|c103-s2|alibaba-small|Security by Proxy", "prompt": "c103-s2", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Security by Proxy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget Option: Security by Proxy ... designed specifically for organizations that need to pass security audits"}, {"id": "mai-20260917-0922-baseline|c103-s2|alibaba-small|Proofpoint", "prompt": "c103-s2", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you pay for **Proofpoint**, **Mimecast**, or **Cisco Umbrella**, they almost certainly include a \"Phishing Simulation\" ... module"}, {"id": "mai-20260917-0922-baseline|c103-s2|alibaba-small|Mimecast", "prompt": "c103-s2", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you pay for **Proofpoint**, **Mimecast**, or **Cisco Umbrella**, they almost certainly include a \"Phishing Simulation\" ... module"}, {"id": "mai-20260917-0922-baseline|c103-s2|alibaba-small|Cisco Umbrella", "prompt": "c103-s2", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Cisco Umbrella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you pay for **Proofpoint**, **Mimecast**, or **Cisco Umbrella**, they almost certainly include a \"Phishing Simulation\" ... module"}, {"id": "mai-20260917-0922-baseline|c103-s2|anthropic-small|KnowBe4", "prompt": "c103-s2", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "KnowBe4 is the best overall phishing simulation tool in 2026... still the best default for most small businesses."}, {"id": "mai-20260917-0922-baseline|c103-s2|anthropic-small|Hook Security", "prompt": "c103-s2", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hook Security is the easiest managed option for lean IT teams and MSPs."}, {"id": "mai-20260917-0922-baseline|c103-s2|anthropic-small|Symbol Security", "prompt": "c103-s2", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Symbol Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Symbol Security's managed service model is ideal because it handles all campaign operations."}, {"id": "mai-20260917-0922-baseline|c103-s2|anthropic-small|Defendify", "prompt": "c103-s2", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Defendify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Defendify keeps phishing simulations straightforward, with prebuilt templates, automated scheduling"}, {"id": "mai-20260917-0922-baseline|c103-s2|anthropic-small|Hoxhunt", "prompt": "c103-s2", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hoxhunt automatically creates an individual learning path for each employee"}, {"id": "mai-20260917-0922-baseline|c103-s2|challenger-small|KnowBe4", "prompt": "c103-s2", "model": "challenger-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one** for a typical B2B small business, I'd choose **KnowBe4**"}, {"id": "mai-20260917-0922-baseline|c103-s2|challenger-small|Hook Security", "prompt": "c103-s2", "model": "challenger-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Hook Security** if your priority is SMB simplicity and user adoption."}, {"id": "mai-20260917-0922-baseline|c103-s2|challenger-small|Curricula by Huntress", "prompt": "c103-s2", "model": "challenger-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Curricula by Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Curricula by Huntress** if you want a lightweight, approachable program with low admin effort."}, {"id": "mai-20260917-0922-baseline|c103-s2|challenger-small|GoPhish", "prompt": "c103-s2", "model": "challenger-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "GoPhish", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Choose GoPhish** only if you have a technical team and want a free, self-hosted option."}, {"id": "mai-20260917-0922-baseline|c103-s2|deepseek-small|KnowBe4", "prompt": "c103-s2", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **KnowBe4**"}, {"id": "mai-20260917-0922-baseline|c103-s2|deepseek-small|Hook Security", "prompt": "c103-s2", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hook Security** is the strongest pick"}, {"id": "mai-20260917-0922-baseline|c103-s2|deepseek-small|Curricula (by Huntress)", "prompt": "c103-s2", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Curricula (by Huntress)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "popular with SMBs, uses real-world, story-based training... Good value."}, {"id": "mai-20260917-0922-baseline|c103-s2|deepseek-small|GoPhish", "prompt": "c103-s2", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "GoPhish", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "completely **free** but requires technical self-management (hosting, server setup). Only worth it if you have technical staff"}, {"id": "mai-20260917-0922-baseline|c103-s2|deepseek-small|Wizer", "prompt": "c103-s2", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Wizer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Wizer or CanIPhish** — good free tiers if you want to dip your toes in first."}, {"id": "mai-20260917-0922-baseline|c103-s2|deepseek-small|CanIPhish", "prompt": "c103-s2", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "CanIPhish", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Wizer or CanIPhish** — good free tiers if you want to dip your toes in first."}, {"id": "mai-20260917-0922-baseline|c103-s2|google-small|Hook Security", "prompt": "c103-s2", "model": "google-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for \"Set-and-Forget\" Automation: **Hook Security**"}, {"id": "mai-20260917-0922-baseline|c103-s2|google-small|Wizer", "prompt": "c103-s2", "model": "google-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Simplicity, Budget, & Quick Setup: **Wizer**"}, {"id": "mai-20260917-0922-baseline|c103-s2|google-small|Huntress SAT", "prompt": "c103-s2", "model": "google-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Huntress SAT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best If You Use an External IT Provider (MSP): **Huntress SAT**"}, {"id": "mai-20260917-0922-baseline|c103-s2|google-small|KnowBe4", "prompt": "c103-s2", "model": "google-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "KnowBe4 is built for enterprises and has a steep learning curve... **do not buy it directly**"}, {"id": "mai-20260917-0922-baseline|c103-s2|meta-small|Defendify", "prompt": "c103-s2", "model": "meta-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Defendify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Defendify - offers a range of phishing simulation tools and training solutions."}, {"id": "mai-20260917-0922-baseline|c103-s2|meta-small|ESET Cybersecurity Awareness Training", "prompt": "c103-s2", "model": "meta-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "ESET Cybersecurity Awareness Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong option for small to mid-sized enterprises looking for effective, easy-to-manage security awareness training and phishing simulation"}, {"id": "mai-20260917-0922-baseline|c103-s2|minimax-small|KnowBe4", "prompt": "c103-s2", "model": "minimax-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Choice: KnowBe4"}, {"id": "mai-20260917-0922-baseline|c103-s2|minimax-small|Wizer", "prompt": "c103-s2", "model": "minimax-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Wizer - Offers a good free tier"}, {"id": "mai-20260917-0922-baseline|c103-s2|minimax-small|CanIPhish", "prompt": "c103-s2", "model": "minimax-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for self-serve free simulations"}, {"id": "mai-20260917-0922-baseline|c103-s2|minimax-small|Hook Security", "prompt": "c103-s2", "model": "minimax-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd suggest **KnowBe4** or **Hook Security**"}, {"id": "mai-20260917-0922-baseline|c103-s2|minimax-small|Curricula by Huntress", "prompt": "c103-s2", "model": "minimax-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Curricula by Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specifically recommended for SMBs"}, {"id": "mai-20260917-0922-baseline|c103-s2|mistral-small|KnowBe4", "prompt": "c103-s2", "model": "mistral-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, **KnowBe4** and **ESET** are often the most recommended"}, {"id": "mai-20260917-0922-baseline|c103-s2|mistral-small|Hoxhunt", "prompt": "c103-s2", "model": "mistral-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want AI-driven personalization, consider **Hoxhunt**."}, {"id": "mai-20260917-0922-baseline|c103-s2|mistral-small|Proofpoint", "prompt": "c103-s2", "model": "mistral-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If threat intelligence is a priority, **Proofpoint** is a solid choice."}, {"id": "mai-20260917-0922-baseline|c103-s2|mistral-small|ESET Cybersecurity Awareness Training", "prompt": "c103-s2", "model": "mistral-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "ESET Cybersecurity Awareness Training", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**KnowBe4** and **ESET** are often the most recommended due to their balance of features, ease of use, and scalability"}, {"id": "mai-20260917-0922-baseline|c103-s2|moonshot-small|KnowBe4", "prompt": "c103-s2", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **KnowBe4** as the primary choice"}, {"id": "mai-20260917-0922-baseline|c103-s2|moonshot-small|Proofpoint Security Awareness", "prompt": "c103-s2", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Proofpoint Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You already use Proofpoint for email security | ... their SAT module is worth a look"}, {"id": "mai-20260917-0922-baseline|c103-s2|moonshot-small|Cofense", "prompt": "c103-s2", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Cofense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You want heavy emphasis on the \"report phishing\" button and SOC response"}, {"id": "mai-20260917-0922-baseline|c103-s2|moonshot-small|Hoxhunt", "prompt": "c103-s2", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Better suited for slightly larger or growth-stage companies"}, {"id": "mai-20260917-0922-baseline|c103-s2|openai-small|KnowBe4", "prompt": "c103-s2", "model": "openai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **KnowBe4** as the default choice."}, {"id": "mai-20260917-0922-baseline|c103-s2|openai-small|Arctic Wolf", "prompt": "c103-s2", "model": "openai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Arctic Wolf** is appealing if you want a more managed service approach."}, {"id": "mai-20260917-0922-baseline|c103-s2|openai-small|Hoxhunt", "prompt": "c103-s2", "model": "openai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hoxhunt** is strong if you want a more gamified phishing-focused experience."}, {"id": "mai-20260917-0922-baseline|c103-s2|openai-small|usecure", "prompt": "c103-s2", "model": "openai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "usecure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **usecure** or a managed option like **Arctic Wolf** if your team is very small"}, {"id": "mai-20260917-0922-baseline|c103-s2|xai-small|KnowBe4", "prompt": "c103-s2", "model": "xai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **KnowBe4** as the top phishing simulation and training tool"}, {"id": "mai-20260917-0922-baseline|c103-s2|xai-small|Hook Security", "prompt": "c103-s2", "model": "xai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fully managed (no admin work), great for tiny teams, 4.7/5 G2 reviews."}, {"id": "mai-20260917-0922-baseline|c103-s2|xai-small|PhishingBox", "prompt": "c103-s2", "model": "xai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "PhishingBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unlimited campaigns, 14-day free trial, built-in LMS. Affordable annual billing. | Fewer integrations."}, {"id": "mai-20260917-0922-baseline|c103-s2|xai-small|GoPhish", "prompt": "c103-s2", "model": "xai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "GoPhish", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Requires setup/maintenance; no built-in training."}, {"id": "mai-20260917-0922-baseline|c103-s2|xai-small|Cofense PhishMe", "prompt": "c103-s2", "model": "xai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Cofense PhishMe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limited features; upgrade needed for advanced use."}, {"id": "mai-20260917-0922-baseline|c103-s2|zai-small|Microsoft Attack Simulation Training", "prompt": "c103-s2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "Microsoft Attack Simulation Training", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have **Microsoft 365 E5** or **Defender Plan 2**, use **Microsoft Attack Simulation Training**. It is the most cost-effective solution."}, {"id": "mai-20260917-0922-baseline|c103-s2|zai-small|PhishDrills", "prompt": "c103-s2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "PhishDrills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are on standard Microsoft 365:** Use **PhishDrills** or **HookPhish**. They are designed exactly for small businesses"}, {"id": "mai-20260917-0922-baseline|c103-s2|zai-small|HookPhish", "prompt": "c103-s2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "HookPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use **PhishDrills** or **HookPhish**. They are designed exactly for small businesses, are easy to set up"}, {"id": "mai-20260917-0922-baseline|c103-s2|zai-small|KnowBe4", "prompt": "c103-s2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the pricing is still largely per-user. For a very small team, this can be expensive compared to the flat-rate tools above."}, {"id": "mai-20260917-0922-baseline|c103-s2|zai-small|GoPhish", "prompt": "c103-s2", "model": "zai-small", "cat": "security-awareness-training", "variant": "paraphrase", "raw": "GoPhish", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**High setup cost.**... Use **GoPhish** to save money, but be careful with your domain reputation."}, {"id": "mai-20260917-0922-baseline|c103-s3|alibaba-small|SoSafe", "prompt": "c103-s3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose SoSafe or Hoxhunt if your main challenge is employee apathy (boredom)"}, {"id": "mai-20260917-0922-baseline|c103-s3|alibaba-small|Huntress Managed Security Awareness", "prompt": "c103-s3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress Managed Security Awareness", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best For:** Lean IT Teams & SMBs ... Extremely easy to deploy, low administrative burden"}, {"id": "mai-20260917-0922-baseline|c103-s3|alibaba-small|Arctic Wolf Security Awareness", "prompt": "c103-s3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Arctic Wolf Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Huntress or Arctic Wolf if you have limited time and want a \"set it and forget it\" solution"}, {"id": "mai-20260917-0922-baseline|c103-s3|alibaba-small|EasyLlama", "prompt": "c103-s3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose EasyLlama if the security manager is actually an Office Manager or HR rep"}, {"id": "mai-20260917-0922-baseline|c103-s3|alibaba-small|KnowBe4", "prompt": "c103-s3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can feel \"heavy\" for smaller setups ... Steeper learning curve; can become expensive quickly"}, {"id": "mai-20260917-0922-baseline|c103-s3|alibaba-small|Hoxhunt", "prompt": "c103-s3", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose SoSafe or Hoxhunt if your main challenge is employee apathy"}, {"id": "mai-20260917-0922-baseline|c103-s3|anthropic-small|Huntress Managed SAT", "prompt": "c103-s3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress Managed SAT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Huntress is designed for organizations that need a security awareness program running quickly, with minimal administrative overhead... well-suited for smaller teams."}, {"id": "mai-20260917-0922-baseline|c103-s3|anthropic-small|CyberSentriq (TitanHQ)", "prompt": "c103-s3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "CyberSentriq (TitanHQ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "fitting MSPs and smaller teams that need affordable, automated awareness training without heavy admin overhead"}, {"id": "mai-20260917-0922-baseline|c103-s3|anthropic-small|Hoxhunt", "prompt": "c103-s3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "combines AI and behavioral science to create and assign individualized learning paths"}, {"id": "mai-20260917-0922-baseline|c103-s3|anthropic-small|KnowBe4", "prompt": "c103-s3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the interface is described as dated and complex to navigate; content is often called dry; less AI-driven personalization"}, {"id": "mai-20260917-0922-baseline|c103-s3|anthropic-small|Proofpoint", "prompt": "c103-s3", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Proofpoint stands out by combining security awareness education with intelligence-driven threat insights"}, {"id": "mai-20260917-0922-baseline|c103-s3|challenger-small|SoSafe", "prompt": "c103-s3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **SoSafe**, **Wizer**, or **AwareGo** if your priority is **easy rollout** and low administrative burden"}, {"id": "mai-20260917-0922-baseline|c103-s3|challenger-small|Huntress", "prompt": "c103-s3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Huntress** or **CanIPhish** if your priority is **phishing simulation**"}, {"id": "mai-20260917-0922-baseline|c103-s3|challenger-small|Arctic Wolf", "prompt": "c103-s3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Positioned more as a **managed** awareness option, useful when you want less internal ownership"}, {"id": "mai-20260917-0922-baseline|c103-s3|challenger-small|EasyLlama", "prompt": "c103-s3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **EasyLlama** if you want something **simple for HR/compliance workflows**"}, {"id": "mai-20260917-0922-baseline|c103-s3|challenger-small|Wizer", "prompt": "c103-s3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose **SoSafe**, **Wizer**, or **AwareGo** if your priority is **easy rollout**"}, {"id": "mai-20260917-0922-baseline|c103-s3|challenger-small|AwareGo", "prompt": "c103-s3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "AwareGo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Noted as a **simple, easy-to-deploy** option suited to smaller companies"}, {"id": "mai-20260917-0922-baseline|c103-s3|challenger-small|Hook Security", "prompt": "c103-s3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "one source calls it a top small-business pick with flat pricing under 50 seats"}, {"id": "mai-20260917-0922-baseline|c103-s3|challenger-small|CanIPhish", "prompt": "c103-s3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best known for **free self-serve phishing simulations** rather than a broad training suite"}, {"id": "mai-20260917-0922-baseline|c103-s3|challenger-small|KnowBe4", "prompt": "c103-s3", "model": "challenger-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "typically better suited to teams with a dedicated admin and more budget"}, {"id": "mai-20260917-0922-baseline|c103-s3|deepseek-small|Wizer", "prompt": "c103-s3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wizer — best free starting point ... Start free: Wizer's free tier is the quickest way to get from nothing to something."}, {"id": "mai-20260917-0922-baseline|c103-s3|deepseek-small|KnowBe4", "prompt": "c103-s3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "KnowBe4's Silver tier is the common \"default\" choice for small businesses"}, {"id": "mai-20260917-0922-baseline|c103-s3|deepseek-small|Hoxhunt", "prompt": "c103-s3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pricing is custom (quote-based, no publish price) — usually aimed higher, so verify for very small teams."}, {"id": "mai-20260917-0922-baseline|c103-s3|deepseek-small|Huntress Managed SAT", "prompt": "c103-s3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress Managed SAT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want a managed program with no admin effort: Huntress is the standout SMB pick."}, {"id": "mai-20260917-0922-baseline|c103-s3|deepseek-small|SoSafe", "prompt": "c103-s3", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose SoSafe if localization/GDPR matters"}, {"id": "mai-20260917-0922-baseline|c103-s3|google-small|Hook Security", "prompt": "c103-s3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have under 50 employees and want the system to run entirely on autopilot, go with **Hook Security**."}, {"id": "mai-20260917-0922-baseline|c103-s3|google-small|Wizer", "prompt": "c103-s3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have zero budget, start with **Wizer’s free tier**."}, {"id": "mai-20260917-0922-baseline|c103-s3|google-small|Huntress Managed SAT (Formerly Curricula)", "prompt": "c103-s3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress Managed SAT (Formerly Curricula)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team finds training boring and you want them to actually enjoy it, choose **Huntress SAT**."}, {"id": "mai-20260917-0922-baseline|c103-s3|google-small|uSecure", "prompt": "c103-s3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "uSecure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All-in-One Compliance and Risk Management"}, {"id": "mai-20260917-0922-baseline|c103-s3|google-small|CanIPhish", "prompt": "c103-s3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best DIY Option for Technical Founders"}, {"id": "mai-20260917-0922-baseline|c103-s3|google-small|KnowBe4", "prompt": "c103-s3", "model": "google-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "it is generally **not recommended** for very small teams starting out"}, {"id": "mai-20260917-0922-baseline|c103-s3|meta-small|EasyLlama", "prompt": "c103-s3", "model": "meta-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EasyLlama is known for its automated reminders and easy rollout, making it a top choice for small businesses."}, {"id": "mai-20260917-0922-baseline|c103-s3|meta-small|Huntress", "prompt": "c103-s3", "model": "meta-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Huntress is best for SMB-focused, security-first training"}, {"id": "mai-20260917-0922-baseline|c103-s3|meta-small|AwareGO", "prompt": "c103-s3", "model": "meta-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "AwareGO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AwareGO and Wizer are good for smaller companies needing simple, engaging training"}, {"id": "mai-20260917-0922-baseline|c103-s3|meta-small|Wizer", "prompt": "c103-s3", "model": "meta-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wizer having affordable pricing and lightweight setup requirements"}, {"id": "mai-20260917-0922-baseline|c103-s3|meta-small|Barracuda", "prompt": "c103-s3", "model": "meta-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Barracuda and ESET are recommended for small and medium businesses"}, {"id": "mai-20260917-0922-baseline|c103-s3|meta-small|ESET", "prompt": "c103-s3", "model": "meta-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "ESET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Barracuda and ESET are recommended for small and medium businesses"}, {"id": "mai-20260917-0922-baseline|c103-s3|minimax-small|KnowBe4", "prompt": "c103-s3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**KnowBe4** | Overall leadership & variety | Largest content library, strong phishing simulations, compliance modules"}, {"id": "mai-20260917-0922-baseline|c103-s3|minimax-small|Hoxhunt", "prompt": "c103-s3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Highest G2 ratings (4.8/5), behavioral analytics, microlearning"}, {"id": "mai-20260917-0922-baseline|c103-s3|minimax-small|EasyLlama", "prompt": "c103-s3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you have no dedicated security staff**: EasyLlama or Huntress (lightweight management)"}, {"id": "mai-20260917-0922-baseline|c103-s3|minimax-small|Huntress", "prompt": "c103-s3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Designed for IT teams with limited resources"}, {"id": "mai-20260917-0922-baseline|c103-s3|minimax-small|SoSafe", "prompt": "c103-s3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Microlearning, lightweight rollout, multi-language"}, {"id": "mai-20260917-0922-baseline|c103-s3|minimax-small|Doozy", "prompt": "c103-s3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Doozy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If budget is tight**: Doozy (flat-rate)"}, {"id": "mai-20260917-0922-baseline|c103-s3|minimax-small|Proofpoint", "prompt": "c103-s3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**KnowBe4 / Proofpoint** \\u2013 Traditional web portal with richer enterprise features"}, {"id": "mai-20260917-0922-baseline|c103-s3|minimax-small|NINJIO", "prompt": "c103-s3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "NINJIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**NINJIO** \\u2013 Short episodic reinforcement (mobile + web)"}, {"id": "mai-20260917-0922-baseline|c103-s3|minimax-small|Curricula (ThriveDX)", "prompt": "c103-s3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Curricula (ThriveDX)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Curricula (budget-friendly)"}, {"id": "mai-20260917-0922-baseline|c103-s3|minimax-small|Mimecast", "prompt": "c103-s3", "model": "minimax-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**If already using Mimecast**: Their bundled awareness training"}, {"id": "mai-20260917-0922-baseline|c103-s3|mistral-small|Huntress Managed Security Awareness Training", "prompt": "c103-s3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress Managed Security Awareness Training", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: SMB-focused, security-first training ... Designed for lean IT teams and operational simplicity."}, {"id": "mai-20260917-0922-baseline|c103-s3|mistral-small|AwareGO", "prompt": "c103-s3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "AwareGO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Well-suited for companies that need a simple, fast setup."}, {"id": "mai-20260917-0922-baseline|c103-s3|mistral-small|Wizer", "prompt": "c103-s3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good match for teams that want a straightforward, cost-effective solution."}, {"id": "mai-20260917-0922-baseline|c103-s3|mistral-small|EasyLlama", "prompt": "c103-s3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Helps HR teams drive completion without extra admin work."}, {"id": "mai-20260917-0922-baseline|c103-s3|mistral-small|Barracuda / ESET", "prompt": "c103-s3", "model": "mistral-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Barracuda / ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Small and medium businesses on a budget"}, {"id": "mai-20260917-0922-baseline|c103-s3|moonshot-small|KnowBe4", "prompt": "c103-s3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "⚠️ Drawback: 25-user minimum — problematic for very small teams (you'd pay for unused seats)"}, {"id": "mai-20260917-0922-baseline|c103-s3|moonshot-small|Hook Security", "prompt": "c103-s3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Under 25 employees | Hook Security or Guardey (no minimums)"}, {"id": "mai-20260917-0922-baseline|c103-s3|moonshot-small|Wizer", "prompt": "c103-s3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tightest budget | Wizer (free tier)"}, {"id": "mai-20260917-0922-baseline|c103-s3|moonshot-small|Huntress Managed SAT", "prompt": "c103-s3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress Managed SAT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want \"set it and forget it\" | Huntress Managed SAT"}, {"id": "mai-20260917-0922-baseline|c103-s3|moonshot-small|Mimecast", "prompt": "c103-s3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already use Mimecast email | Mimecast SAT (integration benefits)"}, {"id": "mai-20260917-0922-baseline|c103-s3|moonshot-small|Guardey", "prompt": "c103-s3", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Guardey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Under 25 employees | Hook Security or Guardey (no minimums)"}, {"id": "mai-20260917-0922-baseline|c103-s3|openai-small|KnowBe4", "prompt": "c103-s3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "KnowBe4 if you want the broadest feature set and room to grow"}, {"id": "mai-20260917-0922-baseline|c103-s3|openai-small|Infosec IQ", "prompt": "c103-s3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Infosec IQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Infosec IQ if you want simple and practical."}, {"id": "mai-20260917-0922-baseline|c103-s3|openai-small|Proofpoint ZenGuide / Security Awareness Training", "prompt": "c103-s3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint ZenGuide / Security Awareness Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already use Proofpoint or want training tied closely to threat intelligence"}, {"id": "mai-20260917-0922-baseline|c103-s3|openai-small|Arctic Wolf Managed Security Awareness", "prompt": "c103-s3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Arctic Wolf Managed Security Awareness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Arctic Wolf if you want the vendor to do more of the heavy lifting."}, {"id": "mai-20260917-0922-baseline|c103-s3|openai-small|Hoxhunt", "prompt": "c103-s3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best engagement/gamification: Hoxhunt"}, {"id": "mai-20260917-0922-baseline|c103-s3|openai-small|PhishingBox", "prompt": "c103-s3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "PhishingBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "often solid alternatives if you want a narrower, more cost-conscious platform"}, {"id": "mai-20260917-0922-baseline|c103-s3|openai-small|Terranova", "prompt": "c103-s3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Terranova", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "often solid alternatives if you want a narrower, more cost-conscious platform"}, {"id": "mai-20260917-0922-baseline|c103-s3|openai-small|VIPRE", "prompt": "c103-s3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "VIPRE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "often solid alternatives if you want a narrower, more cost-conscious platform"}, {"id": "mai-20260917-0922-baseline|c103-s3|openai-small|Barracuda", "prompt": "c103-s3", "model": "openai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "often solid alternatives if you want a narrower, more cost-conscious platform"}, {"id": "mai-20260917-0922-baseline|c103-s3|xai-small|KnowBe4", "prompt": "c103-s3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "KnowBe4 excels in volume/depth (millions of assets)"}, {"id": "mai-20260917-0922-baseline|c103-s3|xai-small|Wizer", "prompt": "c103-s3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Wizer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Budget starters, quick rollout"}, {"id": "mai-20260917-0922-baseline|c103-s3|xai-small|Hook Security", "prompt": "c103-s3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hook Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fully managed, no hassle"}, {"id": "mai-20260917-0922-baseline|c103-s3|xai-small|Huntress Managed SAT", "prompt": "c103-s3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Huntress Managed SAT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Lean IT teams, managed simplicity"}, {"id": "mai-20260917-0922-baseline|c103-s3|xai-small|Hoxhunt", "prompt": "c103-s3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Gamified behavior change"}, {"id": "mai-20260917-0922-baseline|c103-s3|xai-small|EasyLlama", "prompt": "c103-s3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Others like EasyLlama (~$60/user/yr Core, HR-friendly) or Ninjio (story-based) are viable but less SMB-specific."}, {"id": "mai-20260917-0922-baseline|c103-s3|xai-small|Ninjio", "prompt": "c103-s3", "model": "xai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Ninjio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "viable but less SMB-specific"}, {"id": "mai-20260917-0922-baseline|c103-s3|zai-small|KnowBe4", "prompt": "c103-s3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Small businesses wanting a fully self‑managed, all‑in‑one solution with a large content library."}, {"id": "mai-20260917-0922-baseline|c103-s3|zai-small|Hoxhunt", "prompt": "c103-s3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Measurable behavior change & high engagement** | **Hoxhunt**"}, {"id": "mai-20260917-0922-baseline|c103-s3|zai-small|Infosec IQ", "prompt": "c103-s3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Infosec IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Good value per seat and flexible deployment** | **Infosec IQ**"}, {"id": "mai-20260917-0922-baseline|c103-s3|zai-small|SoSafe", "prompt": "c103-s3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "SoSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Simple, behavior‑based lessons** (and comfortable with quote pricing) | **SoSafe**"}, {"id": "mai-20260917-0922-baseline|c103-s3|zai-small|Proofpoint ZenGuide", "prompt": "c103-s3", "model": "zai-small", "cat": "security-awareness-training", "variant": "comparative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Already on Proofpoint email security** | **Proofpoint ZenGuide**"}, {"id": "mai-20260917-0922-baseline|c103-s4|alibaba-small|Microsoft Defender Attack Simulator", "prompt": "c103-s4", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Microsoft Defender Attack Simulator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Check Microsoft 365 first: If you have Business Premium, turn on the Attack Simulator immediately at zero cost."}, {"id": "mai-20260917-0922-baseline|c103-s4|alibaba-small|Wizer", "prompt": "c103-s4", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **Wizer** (if budget is extremely tight)"}, {"id": "mai-20260917-0922-baseline|c103-s4|alibaba-small|Hook Security", "prompt": "c103-s4", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Standalone Value: Hook Security"}, {"id": "mai-20260917-0922-baseline|c103-s4|alibaba-small|KnowBe4", "prompt": "c103-s4", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**KnowBe4 Silver** is the safe, industry-standard choice"}, {"id": "mai-20260917-0922-baseline|c103-s4|alibaba-small|Curricula", "prompt": "c103-s4", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Curricula", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Engagement for Price: Curricula"}, {"id": "mai-20260917-0922-baseline|c103-s4|anthropic-small|KnowBe4", "prompt": "c103-s4", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "At just $1.30 per user per month, KnowBe4 Platinum subscription gives you access to premium training tools without overextending your budget"}, {"id": "mai-20260917-0922-baseline|c103-s4|anthropic-small|EasyLlama", "prompt": "c103-s4", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for HR or compliance-led security awareness programs in SMB–mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c103-s4|anthropic-small|Bob's Business", "prompt": "c103-s4", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Bob's Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "specifically designed for small businesses seeking affordable, engaging security education"}, {"id": "mai-20260917-0922-baseline|c103-s4|anthropic-small|CyberSentriq", "prompt": "c103-s4", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CyberSentriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CyberSentriq delivers a practical, budget-friendly approach to security awareness training"}, {"id": "mai-20260917-0922-baseline|c103-s4|anthropic-small|Curricula", "prompt": "c103-s4", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Curricula", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "free to any organization for up to 1,000 employees, making it ideal if you need a completely free solution"}, {"id": "mai-20260917-0922-baseline|c103-s4|challenger-small|Wizer", "prompt": "c103-s4", "model": "challenger-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Wizer** if you want the lowest-cost starting point"}, {"id": "mai-20260917-0922-baseline|c103-s4|challenger-small|Hook Security", "prompt": "c103-s4", "model": "challenger-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd pick **Hook Security** for a small company with a tight budget *if you want something managed and easy to run*"}, {"id": "mai-20260917-0922-baseline|c103-s4|challenger-small|KnowBe4 Silver", "prompt": "c103-s4", "model": "challenger-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4 Silver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but it costs more than the free or ultra-low-cost options"}, {"id": "mai-20260917-0922-baseline|c103-s4|challenger-small|CanIPhish", "prompt": "c103-s4", "model": "challenger-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-conscious teams that want self-serve phishing simulations"}, {"id": "mai-20260917-0922-baseline|c103-s4|challenger-small|Curricula", "prompt": "c103-s4", "model": "challenger-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Curricula", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Worth considering if adoption/engagement is your main concern"}, {"id": "mai-20260917-0922-baseline|c103-s4|deepseek-small|Wizer", "prompt": "c103-s4", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tightest budget / just starting:** **Wizer Free** (zero cost to begin assessing your risk)."}, {"id": "mai-20260917-0922-baseline|c103-s4|deepseek-small|Hook Security", "prompt": "c103-s4", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Smallest admin effort at low cost:** **Hook Security** (~$2/seat/month or $999/yr flat under 50 seats)."}, {"id": "mai-20260917-0922-baseline|c103-s4|deepseek-small|CanIPhish", "prompt": "c103-s4", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best DIY free simulations - Solid **free tier** and transparent pricing."}, {"id": "mai-20260917-0922-baseline|c103-s4|deepseek-small|Huntress Managed SAT", "prompt": "c103-s4", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Huntress Managed SAT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "From ~**$2.08/learner/month**; fully managed, story-based, great for lean IT teams."}, {"id": "mai-20260917-0922-baseline|c103-s4|deepseek-small|KnowBe4 (Silver tier)", "prompt": "c103-s4", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4 (Silver tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the most comprehensive and widely used, but a bit pricier"}, {"id": "mai-20260917-0922-baseline|c103-s4|deepseek-small|Microsoft 365 Business Premium", "prompt": "c103-s4", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Microsoft 365 Business Premium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "activate **Attack Simulator** as a free starting point"}, {"id": "mai-20260917-0922-baseline|c103-s4|google-small|KnowBe4", "prompt": "c103-s4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many industry giants (like KnowBe4 or Proofpoint) are built for large enterprises, meaning they require custom quotes, sales calls, and a dedicated IT administrator"}, {"id": "mai-20260917-0922-baseline|c103-s4|google-small|Proofpoint", "prompt": "c103-s4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many industry giants (like KnowBe4 or Proofpoint) are built for large enterprises"}, {"id": "mai-20260917-0922-baseline|c103-s4|google-small|Wizer", "prompt": "c103-s4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1. Wizer (Best Overall Value & Best Free Tier)"}, {"id": "mai-20260917-0922-baseline|c103-s4|google-small|Hook Security", "prompt": "c103-s4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hook Security is the premier budget choice"}, {"id": "mai-20260917-0922-baseline|c103-s4|google-small|CanIPhish", "prompt": "c103-s4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CanIPhish (Best for Technical DIY & Teams under 10)"}, {"id": "mai-20260917-0922-baseline|c103-s4|google-small|Huntress Managed SAT", "prompt": "c103-s4", "model": "google-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Huntress Managed SAT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Huntress Managed SAT (Best if you use an IT Provider/MSP)"}, {"id": "mai-20260917-0922-baseline|c103-s4|meta-small|Hook Security", "prompt": "c103-s4", "model": "meta-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best security awareness training platform for a small company with a tight budget is Hook Security, Wizer, or CanIPhish."}, {"id": "mai-20260917-0922-baseline|c103-s4|meta-small|Wizer", "prompt": "c103-s4", "model": "meta-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Wizer has the best free tier"}, {"id": "mai-20260917-0922-baseline|c103-s4|meta-small|CanIPhish", "prompt": "c103-s4", "model": "meta-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CanIPhish", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "CanIPhish offers the best self-serve free simulations"}, {"id": "mai-20260917-0922-baseline|c103-s4|meta-small|KnowBe4", "prompt": "c103-s4", "model": "meta-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options to consider are KnowBe4"}, {"id": "mai-20260917-0922-baseline|c103-s4|meta-small|Microsoft 365 Business Premium's Attack Simulator", "prompt": "c103-s4", "model": "meta-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Microsoft 365 Business Premium's Attack Simulator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft 365 Business Premium's Attack Simulator"}, {"id": "mai-20260917-0922-baseline|c103-s4|meta-small|Curricula", "prompt": "c103-s4", "model": "meta-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Curricula", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "and Curricula"}, {"id": "mai-20260917-0922-baseline|c103-s4|minimax-small|Wizer", "prompt": "c103-s4", "model": "minimax-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wizer free** or **Hook Security** ($999/year flat for <50 seats) provides better value without sacrificing essential features."}, {"id": "mai-20260917-0922-baseline|c103-s4|minimax-small|CanIPhish", "prompt": "c103-s4", "model": "minimax-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need something free** → Wizer or CanIPhish"}, {"id": "mai-20260917-0922-baseline|c103-s4|minimax-small|Microsoft Attack Simulator", "prompt": "c103-s4", "model": "minimax-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Microsoft Attack Simulator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you have Microsoft 365 Business Premium** → Use Attack Simulator (free)"}, {"id": "mai-20260917-0922-baseline|c103-s4|minimax-small|Hook Security", "prompt": "c103-s4", "model": "minimax-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Wizer free** or **Hook Security** ($999/year flat for <50 seats) provides better value"}, {"id": "mai-20260917-0922-baseline|c103-s4|minimax-small|Curricula", "prompt": "c103-s4", "model": "minimax-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Curricula", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often cited as best value for budget-conscious companies"}, {"id": "mai-20260917-0922-baseline|c103-s4|minimax-small|KnowBe4 Silver", "prompt": "c103-s4", "model": "minimax-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4 Silver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "is often considered the industry standard, but for tight budgets, **Wizer free** or **Hook Security** ... provides better value"}, {"id": "mai-20260917-0922-baseline|c103-s4|mistral-small|Hook Security", "prompt": "c103-s4", "model": "mistral-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses, **Hook Security** or **Wizer** provide the best balance of cost, ease of use, and effectiveness."}, {"id": "mai-20260917-0922-baseline|c103-s4|mistral-small|Wizer", "prompt": "c103-s4", "model": "mistral-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small businesses, **Hook Security** or **Wizer** provide the best balance of cost, ease of use, and effectiveness."}, {"id": "mai-20260917-0922-baseline|c103-s4|mistral-small|CanIPhish", "prompt": "c103-s4", "model": "mistral-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for free phishing simulations, allowing you to run your own campaigns at no cost."}, {"id": "mai-20260917-0922-baseline|c103-s4|mistral-small|usecure", "prompt": "c103-s4", "model": "mistral-small", "cat": "security-awareness-training", "variant": "budget", "raw": "usecure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget to mid-range pricing, designed specifically for SMBs with straightforward setup and good reporting."}, {"id": "mai-20260917-0922-baseline|c103-s4|mistral-small|AwareGO", "prompt": "c103-s4", "model": "mistral-small", "cat": "security-awareness-training", "variant": "budget", "raw": "AwareGO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Both are easy to deploy and manage, with low overhead and practical content for smaller teams."}, {"id": "mai-20260917-0922-baseline|c103-s4|mistral-small|SoSafe", "prompt": "c103-s4", "model": "mistral-small", "cat": "security-awareness-training", "variant": "budget", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Both are easy to deploy and manage, with low overhead and practical content for smaller teams."}, {"id": "mai-20260917-0922-baseline|c103-s4|moonshot-small|Wizer", "prompt": "c103-s4", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have <10 employees**: Start with **Wizer's free tier** — it's genuinely free with no minimums."}, {"id": "mai-20260917-0922-baseline|c103-s4|moonshot-small|Hook Security", "prompt": "c103-s4", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hook Security** at $999/year flat (under 50 users) is excellent value and runs itself."}, {"id": "mai-20260917-0922-baseline|c103-s4|moonshot-small|CanIPhish", "prompt": "c103-s4", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free Phishing Simulations ... Best for**: Companies that primarily need phishing testing"}, {"id": "mai-20260917-0922-baseline|c103-s4|moonshot-small|Curricula", "prompt": "c103-s4", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Curricula", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$12–$20/user/year (most affordable paid option)"}, {"id": "mai-20260917-0922-baseline|c103-s4|moonshot-small|KnowBe4 Silver", "prompt": "c103-s4", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4 Silver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "is the industry leader but requires more budget and admin time"}, {"id": "mai-20260917-0922-baseline|c103-s4|openai-small|KnowBe4", "prompt": "c103-s4", "model": "openai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**KnowBe4** if you want the most balanced value"}, {"id": "mai-20260917-0922-baseline|c103-s4|openai-small|Hoxhunt", "prompt": "c103-s4", "model": "openai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hoxhunt** if you want stronger behavior-change features and can afford a bit more"}, {"id": "mai-20260917-0922-baseline|c103-s4|openai-small|Infosec IQ", "prompt": "c103-s4", "model": "openai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Infosec IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "worth comparing if price is the main constraint, especially if you need a simpler package"}, {"id": "mai-20260917-0922-baseline|c103-s4|xai-small|Wizer", "prompt": "c103-s4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wizer (Best Free Starting Point Overall)**"}, {"id": "mai-20260917-0922-baseline|c103-s4|xai-small|CanIPhish", "prompt": "c103-s4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CanIPhish", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Try Wizer or CanIPhish free tiers today—they deploy in minutes."}, {"id": "mai-20260917-0922-baseline|c103-s4|xai-small|Hook Security", "prompt": "c103-s4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hook Security (Best Low-Cost Managed Option)** ... cheapest \"set it and forget it.\""}, {"id": "mai-20260917-0922-baseline|c103-s4|xai-small|KnowBe4", "prompt": "c103-s4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid enterprise-heavy like full KnowBe4 unless scaling (~$25-35/user/year entry)."}, {"id": "mai-20260917-0922-baseline|c103-s4|xai-small|NIST/CISA Resources", "prompt": "c103-s4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "NIST/CISA Resources", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Completely free government guides/videos—good basics but no platform/tracking."}, {"id": "mai-20260917-0922-baseline|c103-s4|xai-small|Microsoft Attack Simulator", "prompt": "c103-s4", "model": "xai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Microsoft Attack Simulator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free if you have M365 Business Premium—phishing sims only."}, {"id": "mai-20260917-0922-baseline|c103-s4|zai-small|Wizer", "prompt": "c103-s4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wizer is widely considered the best entry point for small businesses. Their free tier is robust"}, {"id": "mai-20260917-0922-baseline|c103-s4|zai-small|CanIPhish", "prompt": "c103-s4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Free Simulation: CanIPhish"}, {"id": "mai-20260917-0922-baseline|c103-s4|zai-small|Hook Security", "prompt": "c103-s4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to pay a flat fee to get it done:** Use **Hook Security**."}, {"id": "mai-20260917-0922-baseline|c103-s4|zai-small|GoPhish", "prompt": "c103-s4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "GoPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best DIY Option: GoPhish"}, {"id": "mai-20260917-0922-baseline|c103-s4|zai-small|Microsoft 365 Attack Simulator", "prompt": "c103-s4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "Microsoft 365 Attack Simulator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"Hidden\" Free Option: Microsoft 365 Attack Simulator"}, {"id": "mai-20260917-0922-baseline|c103-s4|zai-small|KnowBe4", "prompt": "c103-s4", "model": "zai-small", "cat": "security-awareness-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "It lacks the video training library of Wizer or KnowBe4."}, {"id": "mai-20260917-0922-baseline|c103-s5|alibaba-small|Hook Security", "prompt": "c103-s5", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hook Security** and **Huntress** are popular for their \"done-for-you\" approach"}, {"id": "mai-20260917-0922-baseline|c103-s5|alibaba-small|Huntress", "prompt": "c103-s5", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Hook Security** and **Huntress** are popular for their \"done-for-you\" approach"}, {"id": "mai-20260917-0922-baseline|c103-s5|alibaba-small|SoSafe", "prompt": "c103-s5", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "scale", "raw": "SoSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Platforms like **SoSafe**, **Wizer**, and **CanIPhish** focus on short-form video content."}, {"id": "mai-20260917-0922-baseline|c103-s5|alibaba-small|Wizer", "prompt": "c103-s5", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**KnowBe4 Silver** and **Wizer** are standard picks for those who prefer to self-manage"}, {"id": "mai-20260917-0922-baseline|c103-s5|alibaba-small|CanIPhish", "prompt": "c103-s5", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "scale", "raw": "CanIPhish", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Platforms like **SoSafe**, **Wizer**, and **CanIPhish** focus on short-form video content."}, {"id": "mai-20260917-0922-baseline|c103-s5|alibaba-small|KnowBe4 Silver", "prompt": "c103-s5", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "scale", "raw": "KnowBe4 Silver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**KnowBe4 Silver** and **Wizer** are standard picks for those who prefer to self-manage the administration."}, {"id": "mai-20260917-0922-baseline|c103-s5|deepseek-small|KnowBe4", "prompt": "c103-s5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "but built/priced for teams with a dedicated admin, so evaluate the manual overhead carefully."}, {"id": "mai-20260917-0922-baseline|c103-s5|deepseek-small|Hook Security", "prompt": "c103-s5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "near-zero admin burden. A strong fit for your size."}, {"id": "mai-20260917-0922-baseline|c103-s5|deepseek-small|Wizer", "prompt": "c103-s5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best free tier if you want a baseline before paying"}, {"id": "mai-20260917-0922-baseline|c103-s5|deepseek-small|CanIPhish", "prompt": "c103-s5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best self-serve free phishing simulations"}, {"id": "mai-20260917-0922-baseline|c103-s5|deepseek-small|Proofpoint", "prompt": "c103-s5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "only consider if you already use their email security stack"}, {"id": "mai-20260917-0922-baseline|c103-s5|deepseek-small|Mimecast", "prompt": "c103-s5", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "only consider if you already use their email security stack"}, {"id": "mai-20260917-0922-baseline|c103-s5|google-small|Proofpoint", "prompt": "c103-s5", "model": "google-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many legacy enterprise platforms (like KnowBe4 or Proofpoint) have strict seat minimums (often 25 or 100 seats) or do not sell directly to small accounts."}, {"id": "mai-20260917-0922-baseline|c103-s5|google-small|Hook Security", "prompt": "c103-s5", "model": "google-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Hook Security is specifically designed for small businesses that want a fully managed \"autopilot\" experience. It has near-zero admin burden."}, {"id": "mai-20260917-0922-baseline|c103-s5|google-small|Wizer", "prompt": "c103-s5", "model": "google-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wizer is famous for its \"1-minute\" training videos that are highly engaging, modern, and easily digestible."}, {"id": "mai-20260917-0922-baseline|c103-s5|google-small|Huntress SAT (formerly Curricula)", "prompt": "c103-s5", "model": "google-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Huntress SAT (formerly Curricula)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most Fun / Great if you use an MSP"}, {"id": "mai-20260917-0922-baseline|c103-s5|google-small|KnowBe4", "prompt": "c103-s5", "model": "google-small", "cat": "security-awareness-training", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Their admin console is notoriously complex and built for large enterprises... *Only* go this route if you buy it as a managed service through an MSP"}, {"id": "mai-20260917-0922-baseline|c103-s5|xai-small|KnowBe4", "prompt": "c103-s5", "model": "xai-small", "cat": "security-awareness-training", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "top picks: Hoxhunt (engagement leader), Huntress (managed for lean IT), KnowBe4 (feature-rich)"}, {"id": "mai-20260917-0922-baseline|c103-s5|xai-small|Hoxhunt", "prompt": "c103-s5", "model": "xai-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Hoxhunt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "top picks: Hoxhunt (engagement leader)"}, {"id": "mai-20260917-0922-baseline|c103-s5|xai-small|Huntress Managed SAT", "prompt": "c103-s5", "model": "xai-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Huntress Managed SAT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look for \"fully managed\" options like Huntress"}, {"id": "mai-20260917-0922-baseline|c103-s5|xai-small|Wizer", "prompt": "c103-s5", "model": "xai-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Wizer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prioritize vendors like KnowBe4, Hoxhunt, Huntress Managed SAT, Wizer, or Adaptive Security"}, {"id": "mai-20260917-0922-baseline|c103-s5|xai-small|Adaptive Security", "prompt": "c103-s5", "model": "xai-small", "cat": "security-awareness-training", "variant": "scale", "raw": "Adaptive Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Prioritize vendors like KnowBe4, Hoxhunt, Huntress Managed SAT, Wizer, or Adaptive Security"}, {"id": "mai-20260917-0922-baseline|c103-s6|alibaba-small|KnowBe4", "prompt": "c103-s6", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Why caution:** Despite market leadership, KnowBe4 holds a **1.9-star rating on Trustpilot**, with users citing unhelpful support and unresolved tickets."}, {"id": "mai-20260917-0922-baseline|c103-s6|alibaba-small|Proofpoint ZenGuide", "prompt": "c103-s6", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they require **significant admin effort** to configure and manage"}, {"id": "mai-20260917-0922-baseline|c103-s6|alibaba-small|Cofense PhishMe", "prompt": "c103-s6", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Cofense PhishMe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Poor integration UX, clunky dashboards, and lack of plug-and-play automation make them impractical for lean IT staff."}, {"id": "mai-20260917-0922-baseline|c103-s6|alibaba-small|Fortinet’s complimentary training offerings", "prompt": "c103-s6", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Fortinet’s complimentary training offerings", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider starting with **Fortinet’s complimentary training offerings**"}, {"id": "mai-20260917-0922-baseline|c103-s6|alibaba-small|UK National Cyber Security Centre (NCSC)", "prompt": "c103-s6", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "negative", "raw": "UK National Cyber Security Centre (NCSC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or the **UK National Cyber Security Centre (NCSC)** scenario-based e-learning if your budget is extremely tight"}, {"id": "mai-20260917-0922-baseline|c103-s6|alibaba-small|Huntress Managed SAT", "prompt": "c103-s6", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Huntress Managed SAT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For paid solutions, platforms like **Huntress Managed SAT** or **Adaptive Security** often cater well to lean teams"}, {"id": "mai-20260917-0922-baseline|c103-s6|alibaba-small|Adaptive Security", "prompt": "c103-s6", "model": "alibaba-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Adaptive Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "platforms like **Huntress Managed SAT** or **Adaptive Security** often cater well to lean teams needing managed, low-overhead programs"}, {"id": "mai-20260917-0922-baseline|c103-s6|anthropic-small|KnowBe4", "prompt": "c103-s6", "model": "anthropic-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "KnowBe4's interface is described as dated and complex to navigate; content is often called dry; less AI-driven personalization; reports need significant customization"}, {"id": "mai-20260917-0922-baseline|c103-s6|challenger-small|KnowBe4", "prompt": "c103-s6", "model": "challenger-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "built and priced for teams with a dedicated admin, which can make it overkill for a small business"}, {"id": "mai-20260917-0922-baseline|c103-s6|challenger-small|Proofpoint", "prompt": "c103-s6", "model": "challenger-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "lists it among more expensive, enterprise-leaning options"}, {"id": "mai-20260917-0922-baseline|c103-s6|challenger-small|Mimecast", "prompt": "c103-s6", "model": "challenger-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is *not ideal* for extremely small teams"}, {"id": "mai-20260917-0922-baseline|c103-s6|deepseek-small|KnowBe4", "prompt": "c103-s6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you have fewer than 50 employees, don't sign a 3-year KnowBe4 contract."}, {"id": "mai-20260917-0922-baseline|c103-s6|deepseek-small|Hoxhunt", "prompt": "c103-s6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hoxhunt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "negotiates down to $2.90–$3.60—only if you commit to 500+ seats. That's out of reach for most small businesses."}, {"id": "mai-20260917-0922-baseline|c103-s6|deepseek-small|Proofpoint ZenGuide", "prompt": "c103-s6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "requires roughly 500-seat minimums for negotiated pricing... an expensive ecosystem for a small company"}, {"id": "mai-20260917-0922-baseline|c103-s6|deepseek-small|SoSafe", "prompt": "c103-s6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "SoSafe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they're designed for mid-market and enterprise. Their pricing scales poorly below ~50–100 users"}, {"id": "mai-20260917-0922-baseline|c103-s6|deepseek-small|MetaCompliance", "prompt": "c103-s6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "MetaCompliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SoSafe and MetaCompliance: While they have strong reviews, they're designed for mid-market and enterprise."}, {"id": "mai-20260917-0922-baseline|c103-s6|deepseek-small|Huntress Managed Security Awareness", "prompt": "c103-s6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Huntress Managed Security Awareness", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Look for SMB-focused or MSP-friendly alternatives like Huntress Managed Security Awareness (built for small teams, no extra admin)"}, {"id": "mai-20260917-0922-baseline|c103-s6|deepseek-small|usecure", "prompt": "c103-s6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "usecure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "usecure, CanIPhish, or ClearPhish—they often have no seat minimums, transparent pricing, and automatic remediation"}, {"id": "mai-20260917-0922-baseline|c103-s6|deepseek-small|CanIPhish", "prompt": "c103-s6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "usecure, CanIPhish, or ClearPhish—they often have no seat minimums, transparent pricing"}, {"id": "mai-20260917-0922-baseline|c103-s6|deepseek-small|ClearPhish", "prompt": "c103-s6", "model": "deepseek-small", "cat": "security-awareness-training", "variant": "negative", "raw": "ClearPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "usecure, CanIPhish, or ClearPhish—they often have no seat minimums, transparent pricing"}, {"id": "mai-20260917-0922-baseline|c103-s6|google-small|Hoxhunt", "prompt": "c103-s6", "model": "google-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hoxhunt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-Focused Platforms with Hard User Minimums... many of them enforce **strict user minimums**"}, {"id": "mai-20260917-0922-baseline|c103-s6|google-small|SANS Securing the Human", "prompt": "c103-s6", "model": "google-small", "cat": "security-awareness-training", "variant": "negative", "raw": "SANS Securing the Human", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These platforms are built to change behavior across thousands of employees in highly complex environments."}, {"id": "mai-20260917-0922-baseline|c103-s6|google-small|Proofpoint ZenGuide", "prompt": "c103-s6", "model": "google-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Proofpoint ZenGuide", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples:** Hoxhunt, SANS Securing the Human, Proofpoint ZenGuide ... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c103-s6|google-small|KnowBe4", "prompt": "c103-s6", "model": "google-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "KnowBe4 is the market leader and incredibly feature-rich, but it can be **massively over-engineered for a small team**."}, {"id": "mai-20260917-0922-baseline|c103-s6|google-small|Mimecast", "prompt": "c103-s6", "model": "google-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Mimecast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Traditional Mimecast or older Proofpoint training modules ... these training programs are frequently dry, static, and compliance-focused"}, {"id": "mai-20260917-0922-baseline|c103-s6|google-small|GoPhish", "prompt": "c103-s6", "model": "google-small", "cat": "security-awareness-training", "variant": "negative", "raw": "GoPhish", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "for a small business, \"free\" is a trap. You have to host the platform yourself"}, {"id": "mai-20260917-0922-baseline|c103-s6|google-small|Wizer", "prompt": "c103-s6", "model": "google-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Wizer:** Extremely affordable (even offers a robust free tier) with high-quality, 1-minute video lessons."}, {"id": "mai-20260917-0922-baseline|c103-s6|google-small|Huntress Managed SAT (formerly Curricula)", "prompt": "c103-s6", "model": "google-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Huntress Managed SAT (formerly Curricula)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Uses fun, cartoon-style story-based training that employees actually enjoy... eliminating administrative burden."}, {"id": "mai-20260917-0922-baseline|c103-s6|google-small|Hook Security", "prompt": "c103-s6", "model": "google-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Hook Security or EasyLlama:** Highly automated, easy to roll out"}, {"id": "mai-20260917-0922-baseline|c103-s6|google-small|EasyLlama", "prompt": "c103-s6", "model": "google-small", "cat": "security-awareness-training", "variant": "negative", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Hook Security or EasyLlama:** Highly automated, easy to roll out"}, {"id": "mai-20260917-0922-baseline|c103-s6|meta-small|KnowBe4", "prompt": "c103-s6", "model": "meta-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "KnowBe4 is mentioned as having a lot of content but being built and priced for teams with a dedicated admin, which may not be suitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c103-s6|meta-small|usecure", "prompt": "c103-s6", "model": "meta-small", "cat": "security-awareness-training", "variant": "negative", "raw": "usecure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the platforms mentioned include KnowBe4, usecure, Mimecast Awareness, Barracuda, ESET, Hook Security, Wizer, and CanIPhish."}, {"id": "mai-20260917-0922-baseline|c103-s6|meta-small|Mimecast Awareness", "prompt": "c103-s6", "model": "meta-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Mimecast Awareness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the platforms mentioned include KnowBe4, usecure, Mimecast Awareness, Barracuda, ESET, Hook Security, Wizer, and CanIPhish."}, {"id": "mai-20260917-0922-baseline|c103-s6|meta-small|Barracuda", "prompt": "c103-s6", "model": "meta-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the platforms mentioned include KnowBe4, usecure, Mimecast Awareness, Barracuda, ESET, Hook Security, Wizer, and CanIPhish."}, {"id": "mai-20260917-0922-baseline|c103-s6|meta-small|ESET", "prompt": "c103-s6", "model": "meta-small", "cat": "security-awareness-training", "variant": "negative", "raw": "ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the platforms mentioned include KnowBe4, usecure, Mimecast Awareness, Barracuda, ESET, Hook Security, Wizer, and CanIPhish."}, {"id": "mai-20260917-0922-baseline|c103-s6|meta-small|Hook Security", "prompt": "c103-s6", "model": "meta-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Hook Security is mentioned as being a good option for small businesses, with a pricing model that is affordable for businesses under 50 seats"}, {"id": "mai-20260917-0922-baseline|c103-s6|meta-small|Wizer", "prompt": "c103-s6", "model": "meta-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Wizer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the platforms mentioned include KnowBe4, usecure, Mimecast Awareness, Barracuda, ESET, Hook Security, Wizer, and CanIPhish."}, {"id": "mai-20260917-0922-baseline|c103-s6|meta-small|CanIPhish", "prompt": "c103-s6", "model": "meta-small", "cat": "security-awareness-training", "variant": "negative", "raw": "CanIPhish", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the platforms mentioned include KnowBe4, usecure, Mimecast Awareness, Barracuda, ESET, Hook Security, Wizer, and CanIPhish."}, {"id": "mai-20260917-0922-baseline|c103-s6|minimax-small|KnowBe4", "prompt": "c103-s6", "model": "minimax-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**KnowBe4 – Proceed with Caution**"}, {"id": "mai-20260917-0922-baseline|c103-s6|minimax-small|MetaCompliance", "prompt": "c103-s6", "model": "minimax-small", "cat": "security-awareness-training", "variant": "negative", "raw": "MetaCompliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**MetaCompliance** – steep learning curve, inadequate reporting, complicated interface"}, {"id": "mai-20260917-0922-baseline|c103-s6|minimax-small|Microsoft Attack Simulator", "prompt": "c103-s6", "model": "minimax-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Microsoft Attack Simulator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Microsoft Attack Simulator** – free with Microsoft 365 Business Premium"}, {"id": "mai-20260917-0922-baseline|c103-s6|minimax-small|Hoxhunt", "prompt": "c103-s6", "model": "minimax-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hoxhunt** – high G2 ratings (4.8/5) with adaptive learning"}, {"id": "mai-20260917-0922-baseline|c103-s6|minimax-small|Curricula", "prompt": "c103-s6", "model": "minimax-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Curricula", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Curricula** – best engagement-to-cost ratio for budget-constrained businesses"}, {"id": "mai-20260917-0922-baseline|c103-s6|minimax-small|Huntress Managed Security Awareness Training", "prompt": "c103-s6", "model": "minimax-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Huntress Managed Security Awareness Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "designed for SMBs with lean IT teams"}, {"id": "mai-20260917-0922-baseline|c103-s6|mistral-small|KnowBe4", "prompt": "c103-s6", "model": "mistral-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**KnowBe4** and **Ninjio** are frequently cited as having minimum seat requirements or pricing structures that make them unsuitable for very small businesses"}, {"id": "mai-20260917-0922-baseline|c103-s6|mistral-small|Ninjio", "prompt": "c103-s6", "model": "mistral-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Ninjio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**KnowBe4** and **Ninjio** are frequently cited as having minimum seat requirements or pricing structures that make them unsuitable for very small businesses"}, {"id": "mai-20260917-0922-baseline|c103-s6|mistral-small|Wizer", "prompt": "c103-s6", "model": "mistral-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Wizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For very small businesses, consider platforms with free tiers (e.g., Wizer, CanIPhish)"}, {"id": "mai-20260917-0922-baseline|c103-s6|mistral-small|CanIPhish", "prompt": "c103-s6", "model": "mistral-small", "cat": "security-awareness-training", "variant": "negative", "raw": "CanIPhish", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "consider platforms with free tiers (e.g., Wizer, CanIPhish)"}, {"id": "mai-20260917-0922-baseline|c103-s6|mistral-small|Hook Security", "prompt": "c103-s6", "model": "mistral-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hook Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "those specifically designed for SMBs (e.g., Hook Security, Curricula)"}, {"id": "mai-20260917-0922-baseline|c103-s6|mistral-small|Curricula", "prompt": "c103-s6", "model": "mistral-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Curricula", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "those specifically designed for SMBs (e.g., Hook Security, Curricula)"}, {"id": "mai-20260917-0922-baseline|c103-s6|mistral-small|Microsoft 365 Business Premium", "prompt": "c103-s6", "model": "mistral-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Microsoft 365 Business Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "leverage its built-in Attack Simulator for a no-cost starting point"}, {"id": "mai-20260917-0922-baseline|c103-s6|moonshot-small|KnowBe4", "prompt": "c103-s6", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**KnowBe4** - Approach with Caution"}, {"id": "mai-20260917-0922-baseline|c103-s6|moonshot-small|Arctic Wolf", "prompt": "c103-s6", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Arctic Wolf** - User Complaints\n- Users report receiving \"little value\" and \"little visibility\""}, {"id": "mai-20260917-0922-baseline|c103-s6|moonshot-small|Hook Security", "prompt": "c103-s6", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Recommended alternatives** based on research include Hook Security (built for SMBs, ~$2/seat/month)"}, {"id": "mai-20260917-0922-baseline|c103-s6|moonshot-small|Wizer", "prompt": "c103-s6", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wizer (strong free tier)"}, {"id": "mai-20260917-0922-baseline|c103-s6|moonshot-small|CanIPhish", "prompt": "c103-s6", "model": "moonshot-small", "cat": "security-awareness-training", "variant": "negative", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CanIPhish (self-serve free simulations)"}, {"id": "mai-20260917-0922-baseline|c103-s6|openai-small|KnowBe4", "prompt": "c103-s6", "model": "openai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like **KnowBe4** are widely used and well-reviewed, but SMBs should be careful that they're not paying for features, admin overhead, or rollout complexity they don't need."}, {"id": "mai-20260917-0922-baseline|c103-s6|openai-small|MetaCompliance", "prompt": "c103-s6", "model": "openai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "MetaCompliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "products like **MetaCompliance** note concerns about a steep learning curve, inadequate reporting, limited customization, and a complicated interface"}, {"id": "mai-20260917-0922-baseline|c103-s6|xai-small|KnowBe4", "prompt": "c103-s6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid/caution for SMBs:** Overkill for small teams—starts at $25-35/user/year but scales poorly with admin time."}, {"id": "mai-20260917-0922-baseline|c103-s6|xai-small|Proofpoint Security Awareness Training (ZenGuide)", "prompt": "c103-s6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Proofpoint Security Awareness Training (ZenGuide)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-focused with high costs (custom, often $50+/user/year); reviewers say it's expensive and heavy for small teams."}, {"id": "mai-20260917-0922-baseline|c103-s6|xai-small|Arctic Wolf Managed Security Awareness", "prompt": "c103-s6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Arctic Wolf Managed Security Awareness", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Managed service overhead doesn't suit lean IT; better as MDR add-on than standalone training."}, {"id": "mai-20260917-0922-baseline|c103-s6|xai-small|Hook Security", "prompt": "c103-s6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hook Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Recommendations instead:** Hook Security ($2/user/month, managed)"}, {"id": "mai-20260917-0922-baseline|c103-s6|xai-small|Wizer", "prompt": "c103-s6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wizer/Hoxhunt (high G2 4.8-4.9/5 engagement)"}, {"id": "mai-20260917-0922-baseline|c103-s6|xai-small|Hoxhunt", "prompt": "c103-s6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Hoxhunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Wizer/Hoxhunt (high G2 4.8-4.9/5 engagement)"}, {"id": "mai-20260917-0922-baseline|c103-s6|xai-small|CanIPhish", "prompt": "c103-s6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "CanIPhish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "CanIPhish (free sims)"}, {"id": "mai-20260917-0922-baseline|c103-s6|xai-small|Adaptive Security", "prompt": "c103-s6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Adaptive Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Adaptive Security/usecure (transparent SMB pricing)"}, {"id": "mai-20260917-0922-baseline|c103-s6|xai-small|usecure", "prompt": "c103-s6", "model": "xai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "usecure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Adaptive Security/usecure (transparent SMB pricing)"}, {"id": "mai-20260917-0922-baseline|c103-s6|zai-small|KnowBe4", "prompt": "c103-s6", "model": "zai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** KnowBe4, CybeReady, Nimblr, and Barracuda if you're a small business with limited staff and tight budgets"}, {"id": "mai-20260917-0922-baseline|c103-s6|zai-small|CybeReady", "prompt": "c103-s6", "model": "zai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "CybeReady", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** KnowBe4, CybeReady, Nimblr, and Barracuda if you're a small business"}, {"id": "mai-20260917-0922-baseline|c103-s6|zai-small|Nimblr", "prompt": "c103-s6", "model": "zai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Nimblr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid** KnowBe4, CybeReady, Nimblr, and Barracuda"}, {"id": "mai-20260917-0922-baseline|c103-s6|zai-small|Barracuda Security Awareness Training", "prompt": "c103-s6", "model": "zai-small", "cat": "security-awareness-training", "variant": "negative", "raw": "Barracuda Security Awareness Training", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Barracuda's enterprise-grade approach is often cited as \"overkill\" for businesses with under 50 seats."}, {"id": "mai-20260917-0922-baseline|c104-l1|alibaba-small|Microsoft Purview", "prompt": "c104-l1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Microsoft Purview.** Most companies have it available."}, {"id": "mai-20260917-0922-baseline|c104-l1|alibaba-small|Forcepoint ONE", "prompt": "c104-l1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Unified Control\" Choice: Forcepoint ONE"}, {"id": "mai-20260917-0922-baseline|c104-l1|alibaba-small|Symantec DLP (now Broadcom)", "prompt": "c104-l1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Symantec DLP (now Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have deep legacy IP concerns, look at **Symantec** or **Forcepoint**."}, {"id": "mai-20260917-0922-baseline|c104-l1|alibaba-small|Netskope", "prompt": "c104-l1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need stronger cloud visibility, add **Netskope**."}, {"id": "mai-20260917-0922-baseline|c104-l1|alibaba-small|Cyberhaven", "prompt": "c104-l1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Cyberhaven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Emerging Leaders: Cyberhaven & Strac"}, {"id": "mai-20260917-0922-baseline|c104-l1|alibaba-small|Strac", "prompt": "c104-l1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Strac", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modern API/SaaS Environments | Strac or Cyberhaven"}, {"id": "mai-20260917-0922-baseline|c104-l1|alibaba-small|Proofpoint", "prompt": "c104-l1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Email Security Specifics** | Proofpoint"}, {"id": "mai-20260917-0922-baseline|c104-l1|anthropic-small|Forcepoint DLP", "prompt": "c104-l1", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Forcepoint DLP is recognized as best for unified enterprise coverage, offering centralized policy across cloud, web, email, endpoint, and on-prem"}, {"id": "mai-20260917-0922-baseline|c104-l1|anthropic-small|Microsoft Purview Data Loss Prevention", "prompt": "c104-l1", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview Data Loss Prevention", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for teams standardized on Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c104-l1|anthropic-small|Strac", "prompt": "c104-l1", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Strac", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strac leads for teams whose data lives in SaaS, cloud, GenAI/MCP, and on endpoints"}, {"id": "mai-20260917-0922-baseline|c104-l1|anthropic-small|Symantec DLP (Broadcom)", "prompt": "c104-l1", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Symantec DLP (Broadcom) or Forcepoint are best for large regulated enterprises with on-prem estates"}, {"id": "mai-20260917-0922-baseline|c104-l1|challenger-small|Forcepoint DLP", "prompt": "c104-l1", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Forcepoint DLP** is the safest overall recommendation from the sources you provided"}, {"id": "mai-20260917-0922-baseline|c104-l1|challenger-small|Microsoft Purview DLP", "prompt": "c104-l1", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for Microsoft 365–centric environments"}, {"id": "mai-20260917-0922-baseline|c104-l1|challenger-small|Cyberhaven", "prompt": "c104-l1", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for cloud/SaaS-heavy, distributed teams"}, {"id": "mai-20260917-0922-baseline|c104-l1|challenger-small|Teramind", "prompt": "c104-l1", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Teramind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for insider-threat and behavioral control use cases"}, {"id": "mai-20260917-0922-baseline|c104-l1|challenger-small|Proofpoint Enterprise DLP", "prompt": "c104-l1", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong for people-centric, multi-channel enterprise DLP"}, {"id": "mai-20260917-0922-baseline|c104-l1|deepseek-small|Microsoft Purview DLP", "prompt": "c104-l1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're already on Microsoft 365 E5: Start with **Microsoft Purview DLP** — it's the fastest time-to-value with no incremental vendor cost."}, {"id": "mai-20260917-0922-baseline|c104-l1|deepseek-small|Symantec DLP (Broadcom)", "prompt": "c104-l1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Forcepoint** or **Symantec** offer the deepest, broadest coverage."}, {"id": "mai-20260917-0922-baseline|c104-l1|deepseek-small|Forcepoint DLP", "prompt": "c104-l1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "orgs needing vendor-neutral, regulated coverage should evaluate Forcepoint or Symantec"}, {"id": "mai-20260917-0922-baseline|c104-l1|deepseek-small|Trellix DLP", "prompt": "c104-l1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Trellix DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caveat:** Reports of performance overhead on devices"}, {"id": "mai-20260917-0922-baseline|c104-l1|deepseek-small|Proofpoint Enterprise DLP", "prompt": "c104-l1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for email-first, people-centric programs"}, {"id": "mai-20260917-0922-baseline|c104-l1|deepseek-small|Cyberhaven", "prompt": "c104-l1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If insider risk and source-code/IP protection are your top concern: Look at **Cyberhaven**"}, {"id": "mai-20260917-0922-baseline|c104-l1|deepseek-small|Nightfall AI", "prompt": "c104-l1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Nightfall AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "smaller teams (<200 staff, no dedicated security) are better served by lighter tools like Nightfall AI or Strac"}, {"id": "mai-20260917-0922-baseline|c104-l1|deepseek-small|Strac", "prompt": "c104-l1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Strac", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "better served by lighter tools like Nightfall AI or Strac"}, {"id": "mai-20260917-0922-baseline|c104-l1|google-small|Microsoft Purview DLP", "prompt": "c104-l1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for Microsoft-Centric Enterprises: **Microsoft Purview DLP** ... The Catch: It requires premium Microsoft 365 E5/G5 licensing... notoriously complex to configure"}, {"id": "mai-20260917-0922-baseline|c104-l1|google-small|Forcepoint DLP", "prompt": "c104-l1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Complex, Hybrid Architectures & Strict Compliance: **Forcepoint DLP**"}, {"id": "mai-20260917-0922-baseline|c104-l1|google-small|Cyberhaven", "prompt": "c104-l1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cyberhaven is a highly recommended modern alternative"}, {"id": "mai-20260917-0922-baseline|c104-l1|google-small|Netskope One DLP", "prompt": "c104-l1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Netskope One DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Distributed, SaaS-Heavy Workforces: **Netskope One DLP**"}, {"id": "mai-20260917-0922-baseline|c104-l1|google-small|CrowdStrike Falcon Data Protection", "prompt": "c104-l1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "CrowdStrike Falcon Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Agent Consolidation (XDR Integration): **CrowdStrike Falcon Data Protection**"}, {"id": "mai-20260917-0922-baseline|c104-l1|google-small|Symantec", "prompt": "c104-l1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Symantec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compared to older suites like Forcepoint or Symantec"}, {"id": "mai-20260917-0922-baseline|c104-l1|google-small|Fortra", "prompt": "c104-l1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Fortra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "*Local files and on-prem file shares:* Go with **Forcepoint** or **Fortra**"}, {"id": "mai-20260917-0922-baseline|c104-l1|meta-small|Shinobi Defense System", "prompt": "c104-l1", "model": "meta-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Shinobi Defense System", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top data loss prevention software mentioned include Shinobi Defense System, which helps businesses manage whitelisting"}, {"id": "mai-20260917-0922-baseline|c104-l1|minimax-small|Forcepoint DLP", "prompt": "c104-l1", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest evaluating **Microsoft Purview DLP** (if already using Microsoft 365) or **Forcepoint DLP** (for more comprehensive needs) as starting points"}, {"id": "mai-20260917-0922-baseline|c104-l1|minimax-small|Symantec DLP (Broadcom)", "prompt": "c104-l1", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leader in Gartner rankings for 8+ years, robust content awareness"}, {"id": "mai-20260917-0922-baseline|c104-l1|minimax-small|Microsoft Purview DLP", "prompt": "c104-l1", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest evaluating **Microsoft Purview DLP** (if already using Microsoft 365) or **Forcepoint DLP**"}, {"id": "mai-20260917-0922-baseline|c104-l1|minimax-small|Teramind DLP", "prompt": "c104-l1", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Teramind DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ideal for: Organizations focused on insider threat detection"}, {"id": "mai-20260917-0922-baseline|c104-l1|minimax-small|Netwrix Endpoint Protector", "prompt": "c104-l1", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cross-platform support (Windows, macOS, Linux), device control"}, {"id": "mai-20260917-0922-baseline|c104-l1|mistral-small|Palo Alto Networks Enterprise DLP", "prompt": "c104-l1", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Palo Alto Networks Enterprise DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Networks Enterprise DLP** and **Proofpoint** are top choices"}, {"id": "mai-20260917-0922-baseline|c104-l1|mistral-small|Proofpoint DLP", "prompt": "c104-l1", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Proofpoint DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Palo Alto Networks Enterprise DLP** and **Proofpoint** are top choices"}, {"id": "mai-20260917-0922-baseline|c104-l1|mistral-small|Fortra Data Security (formerly Digital Guardian)", "prompt": "c104-l1", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Fortra Data Security (formerly Digital Guardian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fortra** is also a strong contender for organizations needing deep insider risk management."}, {"id": "mai-20260917-0922-baseline|c104-l1|mistral-small|Forcepoint DLP", "prompt": "c104-l1", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers flexible deployment models and is well-suited for mixed environments (cloud and endpoint)"}, {"id": "mai-20260917-0922-baseline|c104-l1|moonshot-small|Microsoft Purview DLP", "prompt": "c104-l1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're **Microsoft-centric**: Start with **Microsoft Purview DLP** for cost efficiency and native integration"}, {"id": "mai-20260917-0922-baseline|c104-l1|moonshot-small|Netskope DLP", "prompt": "c104-l1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Netskope DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have **diverse cloud/SaaS usage**: Consider **Netskope** for unified coverage and modern AI governance"}, {"id": "mai-20260917-0922-baseline|c104-l1|moonshot-small|Forcepoint DLP", "prompt": "c104-l1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If **insider risk** is your top concern: **Forcepoint** offers the most sophisticated behavioral analytics"}, {"id": "mai-20260917-0922-baseline|c104-l1|moonshot-small|Symantec DLP (Broadcom)", "prompt": "c104-l1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More traditional approach; may be complex to manage"}, {"id": "mai-20260917-0922-baseline|c104-l1|moonshot-small|Palo Alto Networks Enterprise DLP", "prompt": "c104-l1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Palo Alto Networks Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Organizations using Palo Alto's Prisma SASE platform"}, {"id": "mai-20260917-0922-baseline|c104-l1|moonshot-small|Zscaler", "prompt": "c104-l1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cloud-first/SaaS-heavy** | Netskope or Zscaler"}, {"id": "mai-20260917-0922-baseline|c104-l1|openai-small|Microsoft Purview DLP", "prompt": "c104-l1", "model": "openai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Purview DLP** is often the strongest default because it natively covers Microsoft 365 services, endpoints, on-prem file shares, and inline web traffic"}, {"id": "mai-20260917-0922-baseline|c104-l1|openai-small|Broadcom Symantec DLP", "prompt": "c104-l1", "model": "openai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Broadcom Symantec DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want a long-established enterprise DLP specialist:** **Broadcom Symantec DLP**"}, {"id": "mai-20260917-0922-baseline|c104-l1|openai-small|Forcepoint Data Security Cloud / DLP", "prompt": "c104-l1", "model": "openai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint Data Security Cloud / DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want strong cloud-native / SaaS-oriented DLP:** **Forcepoint Data Security Cloud / DLP**"}, {"id": "mai-20260917-0922-baseline|c104-l1|xai-small|Microsoft Purview DLP", "prompt": "c104-l1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If Microsoft-heavy (common in B2B)**: Start with **Microsoft Purview** – easiest integration, best value."}, {"id": "mai-20260917-0922-baseline|c104-l1|xai-small|Forcepoint DLP", "prompt": "c104-l1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For comprehensive/multi-cloud B2B**: **Forcepoint DLP** edges out as most frequently top-ranked for enterprises"}, {"id": "mai-20260917-0922-baseline|c104-l1|xai-small|Broadcom Symantec DLP", "prompt": "c104-l1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Broadcom Symantec DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mature, strong network/endpoint/email protection, scalable for large enterprises. | Heavier on-prem focus"}, {"id": "mai-20260917-0922-baseline|c104-l1|xai-small|Proofpoint Enterprise DLP", "prompt": "c104-l1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "People-centric (behavioral analysis), excels in email/insider threats, Customers' Choice in Gartner 2024."}, {"id": "mai-20260917-0922-baseline|c104-l1|xai-small|Netskope", "prompt": "c104-l1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cloud/SaaS focus**: Netskope or Zscaler."}, {"id": "mai-20260917-0922-baseline|c104-l1|xai-small|Zscaler", "prompt": "c104-l1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cloud/SaaS focus**: Netskope or Zscaler."}, {"id": "mai-20260917-0922-baseline|c104-l1|xai-small|Varonis", "prompt": "c104-l1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Varonis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Forrester highlights Varonis/Forcepoint for data security platforms."}, {"id": "mai-20260917-0922-baseline|c104-l1|xai-small|Safetica", "prompt": "c104-l1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Safetica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "G2 enterprise quadrant favors Proofpoint/Safetica for usability."}, {"id": "mai-20260917-0922-baseline|c104-l1|zai-small|Forcepoint DLP", "prompt": "c104-l1", "model": "zai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you need the most comprehensive, risk‑adaptive DLP across all channels** → **Forcepoint DLP** is likely the best fit."}, {"id": "mai-20260917-0922-baseline|c104-l1|zai-small|Microsoft Purview DLP", "prompt": "c104-l1", "model": "zai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Purview DLP** offers the best value."}, {"id": "mai-20260917-0922-baseline|c104-l1|zai-small|Cyberhaven", "prompt": "c104-l1", "model": "zai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cyberhaven** is the standout choice."}, {"id": "mai-20260917-0922-baseline|c104-l1|zai-small|Nightfall AI", "prompt": "c104-l1", "model": "zai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Nightfall AI** (or **Strac**) provides a modern, low‑noise approach."}, {"id": "mai-20260917-0922-baseline|c104-l1|zai-small|Symantec DLP (Broadcom)", "prompt": "c104-l1", "model": "zai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "combined with a broader enterprise DLP (Forcepoint or Symantec) to cover legacy endpoints and network traffic"}, {"id": "mai-20260917-0922-baseline|c104-l1|zai-small|Strac", "prompt": "c104-l1", "model": "zai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Strac", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best if** you want fast deployment and strong SaaS/Cloud DLP with a focus on compliance and low false positives."}, {"id": "mai-20260917-0922-baseline|c104-l2|alibaba-small|Microsoft Purview", "prompt": "c104-l2", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation A (Low Friction):** Start with **Microsoft Purview**. It likely covers 80% of your needs"}, {"id": "mai-20260917-0922-baseline|c104-l2|alibaba-small|Netskope", "prompt": "c104-l2", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Heavy SaaS (Salesforce, Slack, AWS):** Go with Netskope."}, {"id": "mai-20260917-0922-baseline|c104-l2|alibaba-small|Digital Guardian", "prompt": "c104-l2", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Digital Guardian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**High Insider Threat Risk:** Go with Digital Guardian."}, {"id": "mai-20260917-0922-baseline|c104-l2|alibaba-small|Forcepoint", "prompt": "c104-l2", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The \"Flexible Policy\" Veteran: Forcepoint ... the interface can sometimes feel dated"}, {"id": "mai-20260917-0922-baseline|c104-l2|anthropic-small|Symantec DLP (Broadcom)", "prompt": "c104-l2", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Symantec DLP is best for large enterprises with complex environments and is built for organizations that need broad coverage across endpoints, networks, storage, cloud"}, {"id": "mai-20260917-0922-baseline|c104-l2|anthropic-small|Forcepoint", "prompt": "c104-l2", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For large regulated enterprises with on-premises estates, Symantec DLP (Broadcom) or Forcepoint are recommended"}, {"id": "mai-20260917-0922-baseline|c104-l2|anthropic-small|Microsoft Purview DLP", "prompt": "c104-l2", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Purview DLP is the most natural starting point if your organization runs Microsoft 365... but weaker outside the Microsoft boundary"}, {"id": "mai-20260917-0922-baseline|c104-l2|challenger-small|Forcepoint DLP", "prompt": "c104-l2", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Forcepoint DLP** as the default choice"}, {"id": "mai-20260917-0922-baseline|c104-l2|challenger-small|Symantec DLP (Broadcom)", "prompt": "c104-l2", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "as the strongest alternative if you need a more mature, highly granular enterprise suite"}, {"id": "mai-20260917-0922-baseline|c104-l2|challenger-small|Microsoft Purview DLP", "prompt": "c104-l2", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you are heavily standardized on **Microsoft 365** and want native controls"}, {"id": "mai-20260917-0922-baseline|c104-l2|challenger-small|Proofpoint Enterprise DLP", "prompt": "c104-l2", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your biggest concern is **email-centric, people-centric risk**"}, {"id": "mai-20260917-0922-baseline|c104-l2|challenger-small|Cyberhaven", "prompt": "c104-l2", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if your environment is distributed and you care most about **data lineage**"}, {"id": "mai-20260917-0922-baseline|c104-l2|deepseek-small|Microsoft Purview DLP", "prompt": "c104-l2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Microsoft Purview DLP if you're a Microsoft 365 shop — it gives you the broadest, most integrated coverage for the money"}, {"id": "mai-20260917-0922-baseline|c104-l2|deepseek-small|Symantec DLP (Broadcom)", "prompt": "c104-l2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The industry's most mature enterprise suite... Large, mature security operations with a dedicated DLP team (it's complex to tune and maintain)"}, {"id": "mai-20260917-0922-baseline|c104-l2|deepseek-small|Forcepoint DLP", "prompt": "c104-l2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for insider risk & adaptive control... Note: it requires dedicated staff to optimize policies."}, {"id": "mai-20260917-0922-baseline|c104-l2|deepseek-small|Proofpoint Enterprise DLP", "prompt": "c104-l2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strongest for email security and a \"people-centric\" approach"}, {"id": "mai-20260917-0922-baseline|c104-l2|deepseek-small|Digital Guardian", "prompt": "c104-l2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Digital Guardian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Digital Guardian excels at protecting source code and proprietary designs"}, {"id": "mai-20260917-0922-baseline|c104-l2|deepseek-small|Cyberhaven", "prompt": "c104-l2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Cyberhaven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cyberhaven is a strong modern, data-flow-centric option with high G2 ratings"}, {"id": "mai-20260917-0922-baseline|c104-l2|deepseek-small|Zscaler", "prompt": "c104-l2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Security Service Edge (SSE) platforms like Zscaler and Netskope"}, {"id": "mai-20260917-0922-baseline|c104-l2|deepseek-small|Netskope", "prompt": "c104-l2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a cloud-native option (Microsoft Purview, Zscaler, Netskope) may deliver better results with far less tuning effort"}, {"id": "mai-20260917-0922-baseline|c104-l2|deepseek-small|CrowdStrike Falcon", "prompt": "c104-l2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "endpoint agents like CrowdStrike Falcon"}, {"id": "mai-20260917-0922-baseline|c104-l2|google-small|Microsoft Purview DLP", "prompt": "c104-l2", "model": "google-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If 90% of your data is in M365/Azure, **Microsoft Purview** is the logical starting point."}, {"id": "mai-20260917-0922-baseline|c104-l2|google-small|Cyberhaven", "prompt": "c104-l2", "model": "google-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Cyberhaven", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are a B2B software or engineering firm protecting trade secrets, code, and R&D, look at **Cyberhaven**."}, {"id": "mai-20260917-0922-baseline|c104-l2|google-small|Forcepoint DLP", "prompt": "c104-l2", "model": "google-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a platform-agnostic tool like **Forcepoint** or **Cyberhaven** is safer"}, {"id": "mai-20260917-0922-baseline|c104-l2|google-small|Netskope DLP", "prompt": "c104-l2", "model": "google-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Netskope DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a cloud-native Security Service Edge (SSE) platform like Netskope is ideal"}, {"id": "mai-20260917-0922-baseline|c104-l2|google-small|Zscaler", "prompt": "c104-l2", "model": "google-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "### 4. Netskope DLP (or Zscaler)"}, {"id": "mai-20260917-0922-baseline|c104-l2|meta-small|Symantec DLP", "prompt": "c104-l2", "model": "meta-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Symantec DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best DLP tool for a large B2B company with thousands of employees is Symantec DLP"}, {"id": "mai-20260917-0922-baseline|c104-l2|minimax-small|Symantec DLP (Broadcom)", "prompt": "c104-l2", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Symantec DLP (Broadcom)** as the top choice"}, {"id": "mai-20260917-0922-baseline|c104-l2|minimax-small|Trellix DLP", "prompt": "c104-l2", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Trellix DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Large enterprises already in the Trellix ecosystem"}, {"id": "mai-20260917-0922-baseline|c104-l2|minimax-small|Microsoft Purview DLP", "prompt": "c104-l2", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Organizations already using Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c104-l2|minimax-small|Digital Guardian", "prompt": "c104-l2", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Digital Guardian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Advanced threat detection and data protection"}, {"id": "mai-20260917-0922-baseline|c104-l2|mistral-small|Symantec Data Loss Prevention (DLP)", "prompt": "c104-l2", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Symantec Data Loss Prevention (DLP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Symantec Data Loss Prevention (DLP)** as a top choice"}, {"id": "mai-20260917-0922-baseline|c104-l2|mistral-small|Teramind", "prompt": "c104-l2", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Teramind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **Teramind** (especially for highly-regulated sectors needing Shadow AI detection)"}, {"id": "mai-20260917-0922-baseline|c104-l2|mistral-small|Microsoft Purview DLP", "prompt": "c104-l2", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Purview DLP** (if your organization is heavily invested in Microsoft 365)"}, {"id": "mai-20260917-0922-baseline|c104-l2|moonshot-small|Forcepoint DLP", "prompt": "c104-l2", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Choice: Forcepoint DLP if you need the most comprehensive coverage across all channels"}, {"id": "mai-20260917-0922-baseline|c104-l2|moonshot-small|Microsoft Purview DLP", "prompt": "c104-l2", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Microsoft Purview DLP if you're already heavily invested in Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c104-l2|moonshot-small|Proofpoint Enterprise DLP", "prompt": "c104-l2", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Email-Heavy Organizations"}, {"id": "mai-20260917-0922-baseline|c104-l2|moonshot-small|Netskope DLP", "prompt": "c104-l2", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Netskope DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cloud-First Organizations"}, {"id": "mai-20260917-0922-baseline|c104-l2|moonshot-small|Symantec DLP (Broadcom)", "prompt": "c104-l2", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "May feel dated compared to cloud-native solutions; pricing typically quote-based"}, {"id": "mai-20260917-0922-baseline|c104-l2|openai-small|Microsoft Purview DLP", "prompt": "c104-l2", "model": "openai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you gave me no other context, I'd start with **Microsoft Purview DLP** for a large B2B company"}, {"id": "mai-20260917-0922-baseline|c104-l2|openai-small|Forcepoint DLP", "prompt": "c104-l2", "model": "openai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're not Microsoft-centric, I'd make **Forcepoint** my first non-Microsoft shortlist candidate."}, {"id": "mai-20260917-0922-baseline|c104-l2|openai-small|Symantec/Broadcom DLP", "prompt": "c104-l2", "model": "openai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Symantec/Broadcom DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Forcepoint or Symantec DLP if you need a more standalone, deeply mature DLP stack"}, {"id": "mai-20260917-0922-baseline|c104-l2|xai-small|Symantec DLP", "prompt": "c104-l2", "model": "xai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Symantec DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Symantec DLP (now under Broadcom) as a top choice"}, {"id": "mai-20260917-0922-baseline|c104-l2|xai-small|Forcepoint DLP", "prompt": "c104-l2", "model": "xai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Insider threat focus, unified policies across all channels"}, {"id": "mai-20260917-0922-baseline|c104-l2|xai-small|Microsoft Purview DLP", "prompt": "c104-l2", "model": "xai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Heavy Microsoft 365/Azure users (most common for large B2B) | Native integration"}, {"id": "mai-20260917-0922-baseline|c104-l2|xai-small|Proofpoint Enterprise DLP", "prompt": "c104-l2", "model": "xai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Email/web as primary risks | People-centric, strong email/collaboration protection"}, {"id": "mai-20260917-0922-baseline|c104-l2|zai-small|Microsoft Purview DLP", "prompt": "c104-l2", "model": "zai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Purview DLP** is usually the best starting point."}, {"id": "mai-20260917-0922-baseline|c104-l2|zai-small|Forcepoint DLP", "prompt": "c104-l2", "model": "zai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Forcepoint DLP** or **Symantec DLP** are the strongest enterprise‑grade alternatives."}, {"id": "mai-20260917-0922-baseline|c104-l2|zai-small|Symantec DLP", "prompt": "c104-l2", "model": "zai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Symantec DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Forcepoint DLP** or **Symantec DLP** are the strongest enterprise‑grade alternatives."}, {"id": "mai-20260917-0922-baseline|c104-l2|zai-small|Digital Guardian", "prompt": "c104-l2", "model": "zai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Digital Guardian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Digital Guardian** if data‑lineage and IP protection are critical"}, {"id": "mai-20260917-0922-baseline|c104-l2|zai-small|Trellix DLP", "prompt": "c104-l2", "model": "zai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Trellix DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if you already use Trellix endpoint protection and want XDR‑style integration."}, {"id": "mai-20260917-0922-baseline|c104-l2|zai-small|Cyberhaven", "prompt": "c104-l2", "model": "zai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Cyberhaven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Digital Guardian** or **Cyberhaven** for advanced data‑lineage capabilities."}, {"id": "mai-20260917-0922-baseline|c104-l3|alibaba-small|Fortra DLP (formerly Digital Guardian)", "prompt": "c104-l3", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Fortra DLP (formerly Digital Guardian)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked as the top choice for comprehensive enterprise security due to its balance of power and flexibility."}, {"id": "mai-20260917-0922-baseline|c104-l3|alibaba-small|Microsoft Purview (Data Loss Prevention)", "prompt": "c104-l3", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview (Data Loss Prevention)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "this is the standard for organizations heavily invested in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c104-l3|alibaba-small|Forcepoint DLP", "prompt": "c104-l3", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A major competitor known for its sophisticated policy engine and focus on user behavior."}, {"id": "mai-20260917-0922-baseline|c104-l3|alibaba-small|Symantec (Broadcom) DLP", "prompt": "c104-l3", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec (Broadcom) DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is known for being resource-intensive and complex to implement."}, {"id": "mai-20260917-0922-baseline|c104-l3|alibaba-small|Proofpoint Enterprise DLP", "prompt": "c104-l3", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Proofpoint is often preferred for preventing accidental sharing via communication channels"}, {"id": "mai-20260917-0922-baseline|c104-l3|alibaba-small|Nightfall AI", "prompt": "c104-l3", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A newer entrant challenging traditional DLP by focusing on modern DevOps and Artificial Intelligence."}, {"id": "mai-20260917-0922-baseline|c104-l3|anthropic-small|Strac", "prompt": "c104-l3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Strac", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strac leads for teams whose data lives in SaaS, cloud, GenAI/MCP, and on endpoints, because it both detects and remediates"}, {"id": "mai-20260917-0922-baseline|c104-l3|anthropic-small|Microsoft Purview", "prompt": "c104-l3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Purview DLP is best if you are all-in on Microsoft 365 — native, but weaker outside the Microsoft boundary."}, {"id": "mai-20260917-0922-baseline|c104-l3|anthropic-small|Forcepoint", "prompt": "c104-l3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Forcepoint DLP is best overall for unified enterprise coverage, for centralized policy across cloud, web, email, endpoint, and on-prem."}, {"id": "mai-20260917-0922-baseline|c104-l3|anthropic-small|Symantec (Broadcom)", "prompt": "c104-l3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Symantec DLP (Broadcom) or Forcepoint are best for large regulated enterprises with on-prem estates."}, {"id": "mai-20260917-0922-baseline|c104-l3|anthropic-small|Zscaler", "prompt": "c104-l3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Netskope or Zscaler are best for inline cloud and SASE enforcement."}, {"id": "mai-20260917-0922-baseline|c104-l3|anthropic-small|Netskope", "prompt": "c104-l3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Netskope or Zscaler are best for inline cloud and SASE enforcement."}, {"id": "mai-20260917-0922-baseline|c104-l3|anthropic-small|Nightfall", "prompt": "c104-l3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The best DLP solutions are Strac, Microsoft Purview, Forcepoint, Symantec (Broadcom), Zscaler, Netskope, and Nightfall"}, {"id": "mai-20260917-0922-baseline|c104-l3|anthropic-small|Proofpoint", "prompt": "c104-l3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Proofpoint is best for email-centric data loss."}, {"id": "mai-20260917-0922-baseline|c104-l3|challenger-small|Forcepoint", "prompt": "c104-l3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Forcepoint** and **Symantec** are the most common picks when you need **broad, traditional enterprise DLP** across mixed environments."}, {"id": "mai-20260917-0922-baseline|c104-l3|challenger-small|Microsoft Purview DLP", "prompt": "c104-l3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Purview** is the most natural choice if your organization is already standardized on **Microsoft 365**."}, {"id": "mai-20260917-0922-baseline|c104-l3|challenger-small|Symantec DLP", "prompt": "c104-l3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the most common picks when you need **broad, traditional enterprise DLP** across mixed environments"}, {"id": "mai-20260917-0922-baseline|c104-l3|challenger-small|CrowdStrike Falcon Data Protection", "prompt": "c104-l3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "CrowdStrike Falcon Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Netskope** and **CrowdStrike** are stronger fits when the problem is **cloud/SaaS/GenAI data movement**"}, {"id": "mai-20260917-0922-baseline|c104-l3|challenger-small|Netskope", "prompt": "c104-l3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for **inline cloud enforcement**, SaaS visibility, and **GenAI guardrails**"}, {"id": "mai-20260917-0922-baseline|c104-l3|challenger-small|Proofpoint Enterprise DLP", "prompt": "c104-l3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Proofpoint** is especially strong where **email** is the primary leak channel."}, {"id": "mai-20260917-0922-baseline|c104-l3|challenger-small|Trellix", "prompt": "c104-l3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mature endpoint/network DLP with centralized monitoring; often chosen for **classic channel breadth**"}, {"id": "mai-20260917-0922-baseline|c104-l3|challenger-small|Cyberhaven", "prompt": "c104-l3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Cyberhaven** is differentiated by **data lineage** rather than just blocking rules"}, {"id": "mai-20260917-0922-baseline|c104-l3|deepseek-small|Microsoft Purview DLP", "prompt": "c104-l3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**All-in on Microsoft 365?** → Purview"}, {"id": "mai-20260917-0922-baseline|c104-l3|deepseek-small|Symantec DLP (Broadcom)", "prompt": "c104-l3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large regulated enterprise, deep policy control, on-prem data?** → Symantec or Forcepoint"}, {"id": "mai-20260917-0922-baseline|c104-l3|deepseek-small|Forcepoint DLP", "prompt": "c104-l3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Insider-risk-focused enterprises"}, {"id": "mai-20260917-0922-baseline|c104-l3|deepseek-small|Netskope", "prompt": "c104-l3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-first / remote workforce on a SASE journey?** → Netskope or Zscaler"}, {"id": "mai-20260917-0922-baseline|c104-l3|deepseek-small|Zscaler DLP", "prompt": "c104-l3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Zscaler DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "DLP delivered inline within the cloud security platform"}, {"id": "mai-20260917-0922-baseline|c104-l3|deepseek-small|Cyberhaven", "prompt": "c104-l3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Insider threat and IP protection with data lineage?** → Cyberhaven or Digital Guardian"}, {"id": "mai-20260917-0922-baseline|c104-l3|deepseek-small|Proofpoint Enterprise DLP", "prompt": "c104-l3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the leader for email-centric data loss"}, {"id": "mai-20260917-0922-baseline|c104-l3|deepseek-small|Trellix DLP", "prompt": "c104-l3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Trellix DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "agent-based enterprise protection across endpoint, network, and cloud"}, {"id": "mai-20260917-0922-baseline|c104-l3|deepseek-small|Digital Guardian / Fortra", "prompt": "c104-l3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Digital Guardian / Fortra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "strong for insider-threat-heavy endpoint environments"}, {"id": "mai-20260917-0922-baseline|c104-l3|deepseek-small|Nightfall AI", "prompt": "c104-l3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "modern cloud DLP focused on GenAI tools, custom apps, and SaaS"}, {"id": "mai-20260917-0922-baseline|c104-l3|deepseek-small|Strac", "prompt": "c104-l3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Strac", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "newer tools like Strac are agentless/API-based"}, {"id": "mai-20260917-0922-baseline|c104-l3|google-small|Microsoft Purview DLP", "prompt": "c104-l3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Microsoft Purview** if you want to optimize your existing Microsoft investments, simplify endpoint agent management"}, {"id": "mai-20260917-0922-baseline|c104-l3|google-small|Netskope One DLP", "prompt": "c104-l3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope One DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Netskope** if you are moving toward a zero-trust SASE architecture and need to stop remote employees from putting data into unmanaged cloud or AI tools."}, {"id": "mai-20260917-0922-baseline|c104-l3|google-small|Cyberhaven", "prompt": "c104-l3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Cyberhaven", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose Cyberhaven** if you want to reduce the administrative burden of writing thousands of strict classification rules"}, {"id": "mai-20260917-0922-baseline|c104-l3|google-small|Symantec DLP (by Broadcom)", "prompt": "c104-l3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec DLP (by Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Limitations:** Massive operational overhead... can feel sluggish in cloud-native, SaaS-heavy environments."}, {"id": "mai-20260917-0922-baseline|c104-l3|google-small|Proofpoint Enterprise DLP", "prompt": "c104-l3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Proofpoint** if email is your highest-risk vector"}, {"id": "mai-20260917-0922-baseline|c104-l3|google-small|Forcepoint", "prompt": "c104-l3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lacks the deep native on-premises network traffic inspection found in Symantec or Forcepoint"}, {"id": "mai-20260917-0922-baseline|c104-l3|minimax-small|Symantec DLP (Broadcom)", "prompt": "c104-l3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Symantec DLP (Broadcom)**\n- **Best for:** Large enterprises with complex needs... Mature enterprise suite with deep policy controls"}, {"id": "mai-20260917-0922-baseline|c104-l3|minimax-small|Forcepoint DLP", "prompt": "c104-l3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Regulated enterprises needing unified policy control and insider risk focus"}, {"id": "mai-20260917-0922-baseline|c104-l3|minimax-small|Proofpoint Enterprise DLP", "prompt": "c104-l3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Email-centric data protection and people-centric security"}, {"id": "mai-20260917-0922-baseline|c104-l3|minimax-small|Microsoft Purview DLP", "prompt": "c104-l3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Microsoft 365-centric organizations"}, {"id": "mai-20260917-0922-baseline|c104-l3|minimax-small|Netskope", "prompt": "c104-l3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Cloud security-focused organizations"}, {"id": "mai-20260917-0922-baseline|c104-l3|minimax-small|Trellix DLP (formerly McAfee)", "prompt": "c104-l3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Trellix DLP (formerly McAfee)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Considerations:** Can suffer from high CPU usage and false positives"}, {"id": "mai-20260917-0922-baseline|c104-l3|minimax-small|Safetica", "prompt": "c104-l3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Organizations needing integrated DLP and Insider Risk Management (IRM)"}, {"id": "mai-20260917-0922-baseline|c104-l3|minimax-small|Fortra", "prompt": "c104-l3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Fortra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "identifies **Symantec, Forcepoint, Proofpoint, and Fortra** as \"Top Players\" in the DLP market"}, {"id": "mai-20260917-0922-baseline|c104-l3|mistral-small|Microsoft Purview DLP", "prompt": "c104-l3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Organizations heavily invested in Microsoft 365 ecosystems."}, {"id": "mai-20260917-0922-baseline|c104-l3|mistral-small|Symantec DLP (now part of Broadcom)", "prompt": "c104-l3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec DLP (now part of Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Broad coverage and deep customization, but can be resource-intensive and costly."}, {"id": "mai-20260917-0922-baseline|c104-l3|mistral-small|Forcepoint DLP", "prompt": "c104-l3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Emphasis on insider threat detection and adaptive policies."}, {"id": "mai-20260917-0922-baseline|c104-l3|mistral-small|Proofpoint Enterprise DLP", "prompt": "c104-l3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus on email and social media channels"}, {"id": "mai-20260917-0922-baseline|c104-l3|mistral-small|Cyberhaven", "prompt": "c104-l3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Cyberhaven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unique focus on data lineage and real-time incident response."}, {"id": "mai-20260917-0922-baseline|c104-l3|mistral-small|Zscaler DLP", "prompt": "c104-l3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Zscaler DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Optimized for cloud and web traffic"}, {"id": "mai-20260917-0922-baseline|c104-l3|mistral-small|Nightfall AI", "prompt": "c104-l3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on generative AI and custom application data protection."}, {"id": "mai-20260917-0922-baseline|c104-l3|mistral-small|Safetica", "prompt": "c104-l3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Safetica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Integrated DLP and Insider Risk Management (IRM)."}, {"id": "mai-20260917-0922-baseline|c104-l3|mistral-small|Varonis", "prompt": "c104-l3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Varonis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Focus on data governance and user activity monitoring."}, {"id": "mai-20260917-0922-baseline|c104-l3|mistral-small|Netskope", "prompt": "c104-l3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Optimized for cloud-first enterprises, with a focus on real-time data protection."}, {"id": "mai-20260917-0922-baseline|c104-l3|moonshot-small|Microsoft Purview DLP", "prompt": "c104-l3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For | Organizations already standardized on Microsoft 365 ... Native M365 integration at lowest cost | Microsoft Purview"}, {"id": "mai-20260917-0922-baseline|c104-l3|moonshot-small|Forcepoint DLP", "prompt": "c104-l3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Unified policy across hybrid/multi-cloud | Forcepoint ... Large Enterprise, Multi-Cloud, Insider Risk Focus → Forcepoint"}, {"id": "mai-20260917-0922-baseline|c104-l3|moonshot-small|Symantec DLP (Broadcom)", "prompt": "c104-l3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Heavily Regulated, Complex Data Types, Dedicated Security Team → Symantec DLP"}, {"id": "mai-20260917-0922-baseline|c104-l3|moonshot-small|Trellix DLP", "prompt": "c104-l3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Trellix DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "XDR-integrated endpoint DLP | Trellix"}, {"id": "mai-20260917-0922-baseline|c104-l3|moonshot-small|Proofpoint Enterprise DLP", "prompt": "c104-l3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Email-First Security Strategy → Proofpoint"}, {"id": "mai-20260917-0922-baseline|c104-l3|openai-small|Microsoft Purview DLP", "prompt": "c104-l3", "model": "openai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Purview** if you're mostly in Microsoft 365."}, {"id": "mai-20260917-0922-baseline|c104-l3|openai-small|Symantec Data Loss Prevention (Broadcom)", "prompt": "c104-l3", "model": "openai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec Data Loss Prevention (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Symantec DLP** if you need a very mature, enterprise-heavy classic DLP stack."}, {"id": "mai-20260917-0922-baseline|c104-l3|openai-small|Forcepoint DLP", "prompt": "c104-l3", "model": "openai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Forcepoint DLP** if you want broad multichannel coverage with strong policy and compliance automation."}, {"id": "mai-20260917-0922-baseline|c104-l3|openai-small|Proofpoint Enterprise DLP", "prompt": "c104-l3", "model": "openai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best fit for organizations that are especially concerned about **email, insider risk, and human-centered data exposure**"}, {"id": "mai-20260917-0922-baseline|c104-l3|openai-small|Trellix DLP", "prompt": "c104-l3", "model": "openai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Trellix DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best fit for enterprises that want DLP as part of a broader **XDR / endpoint security** strategy."}, {"id": "mai-20260917-0922-baseline|c104-l3|xai-small|Symantec DLP (Broadcom)", "prompt": "c104-l3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "hybrid/legacy → Symantec/Forcepoint"}, {"id": "mai-20260917-0922-baseline|c104-l3|xai-small|Forcepoint DLP", "prompt": "c104-l3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Regulated orgs needing insider risk focus & unified policies"}, {"id": "mai-20260917-0922-baseline|c104-l3|xai-small|Microsoft Purview DLP", "prompt": "c104-l3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "M365 → Purview"}, {"id": "mai-20260917-0922-baseline|c104-l3|xai-small|Proofpoint Enterprise DLP", "prompt": "c104-l3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Email-heavy orgs; integrated with CASB/insider risk"}, {"id": "mai-20260917-0922-baseline|c104-l3|xai-small|Trellix DLP (formerly McAfee)", "prompt": "c104-l3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Trellix DLP (formerly McAfee)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprises in Trellix/McAfee ecosystems; endpoint focus"}, {"id": "mai-20260917-0922-baseline|c104-l3|xai-small|Netskope One DLP", "prompt": "c104-l3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope One DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "cloud/SASE → Netskope"}, {"id": "mai-20260917-0922-baseline|c104-l3|xai-small|Fortra DLP (Digital Guardian)", "prompt": "c104-l3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Fortra DLP (Digital Guardian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Remote workforces; orgs wanting managed DLP"}, {"id": "mai-20260917-0922-baseline|c104-l3|xai-small|Cyberhaven", "prompt": "c104-l3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Cyberhaven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "data lineage (Cyberhaven, often paired)"}, {"id": "mai-20260917-0922-baseline|c104-l3|zai-small|Microsoft Purview DLP", "prompt": "c104-l3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Microsoft Purview** wins for Microsoft‑centric environments (native integration, low cost if already licensed)."}, {"id": "mai-20260917-0922-baseline|c104-l3|zai-small|Forcepoint DLP", "prompt": "c104-l3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Forcepoint** leads in unified, risk‑adaptive protection across all channels, ideal for enterprises with diverse data flows."}, {"id": "mai-20260917-0922-baseline|c104-l3|zai-small|Symantec DLP (Broadcom)", "prompt": "c104-l3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "complex but highly granular; heavy resource usage"}, {"id": "mai-20260917-0922-baseline|c104-l3|zai-small|Netskope DLP", "prompt": "c104-l3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Netskope** excels for cloud‑first, SASE‑centric organizations with SaaS‑heavy data estates."}, {"id": "mai-20260917-0922-baseline|c104-l3|zai-small|CrowdStrike Falcon Data Protection", "prompt": "c104-l3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "CrowdStrike Falcon Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "integrates seamlessly with existing Falcon deployments and offers real‑time exfiltration visibility"}, {"id": "mai-20260917-0922-baseline|c104-l3|zai-small|Nightfall AI", "prompt": "c104-l3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Nightfall** offers fast, AI‑native cloud DLP for SaaS‑first teams."}, {"id": "mai-20260917-0922-baseline|c104-l3|zai-small|Cyberhaven", "prompt": "c104-l3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Cyberhaven** differentiates with data lineage, reducing false positives and providing deep IP protection."}, {"id": "mai-20260917-0922-baseline|c104-l3|zai-small|Safetica", "prompt": "c104-l3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Safetica** provides an integrated DLP + IRM solution at a more mid‑market price point."}, {"id": "mai-20260917-0922-baseline|c104-l3|zai-small|Proofpoint Enterprise DLP", "prompt": "c104-l3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Proofpoint** remains a strong choice for email‑centric compliance needs."}, {"id": "mai-20260917-0922-baseline|c104-l3|zai-small|Trellix DLP (formerly McAfee)", "prompt": "c104-l3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Trellix DLP (formerly McAfee)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Trellix** modernizes the McAfee/Intel DLP experience with unified endpoint, network, and cloud coverage."}, {"id": "mai-20260917-0922-baseline|c104-l3|zai-small|Zscaler DLP", "prompt": "c104-l3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Zscaler DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Additional notable players include Zscaler DLP, UnderDefense Managed DLP+MDR, and Digital Guardian"}, {"id": "mai-20260917-0922-baseline|c104-l3|zai-small|UnderDefense Managed DLP+MDR", "prompt": "c104-l3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "UnderDefense Managed DLP+MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Additional notable players include Zscaler DLP, UnderDefense Managed DLP+MDR, and Digital Guardian"}, {"id": "mai-20260917-0922-baseline|c104-l3|zai-small|Digital Guardian", "prompt": "c104-l3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Digital Guardian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Additional notable players include Zscaler DLP, UnderDefense Managed DLP+MDR, and Digital Guardian"}, {"id": "mai-20260917-0922-baseline|c104-l4|alibaba-small|Microsoft Purview", "prompt": "c104-l4", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Purview (formerly Azure Information Protection)** is widely considered the best balance of capability and cost predictability."}, {"id": "mai-20260917-0922-baseline|c104-l4|alibaba-small|Trellix", "prompt": "c104-l4", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Trellix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trellix provides robust standalone protection... the TCO can be less predictable than Microsoft's"}, {"id": "mai-20260917-0922-baseline|c104-l4|alibaba-small|Forcepoint", "prompt": "c104-l4", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Forcepoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Network Visibility: Forcepoint"}, {"id": "mai-20260917-0922-baseline|c104-l4|anthropic-small|Fortra DLP", "prompt": "c104-l4", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Fortra DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Choice for Predictable Costs: Fortra DLP"}, {"id": "mai-20260917-0922-baseline|c104-l4|anthropic-small|Safetica", "prompt": "c104-l4", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Safetica fits mid-market teams prioritizing insider risk with public, predictable pricing."}, {"id": "mai-20260917-0922-baseline|c104-l4|anthropic-small|Microsoft Purview Data Loss Prevention", "prompt": "c104-l4", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview Data Loss Prevention", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for Microsoft-centric environments for teams standardized on Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c104-l4|anthropic-small|Forcepoint", "prompt": "c104-l4", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Forcepoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "legacy enterprise suites (Forcepoint, Symantec) often run six figures with professional services"}, {"id": "mai-20260917-0922-baseline|c104-l4|anthropic-small|Symantec", "prompt": "c104-l4", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Symantec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "legacy enterprise suites (Forcepoint, Symantec) often run six figures with professional services"}, {"id": "mai-20260917-0922-baseline|c104-l4|challenger-small|Microsoft Purview DLP", "prompt": "c104-l4", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Microsoft Purview DLP** if your environment is already centered on Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c104-l4|challenger-small|Forcepoint DLP", "prompt": "c104-l4", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "otherwise choose **Forcepoint DLP** for a more vendor-neutral enterprise DLP option with centralized control"}, {"id": "mai-20260917-0922-baseline|c104-l4|challenger-small|Symantec DLP", "prompt": "c104-l4", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Symantec DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High, but typically custom-quoted and more implementation-heavy"}, {"id": "mai-20260917-0922-baseline|c104-l4|deepseek-small|Microsoft Purview DLP", "prompt": "c104-l4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Purview DLP** is the strongest fit"}, {"id": "mai-20260917-0922-baseline|c104-l4|deepseek-small|Fortra Digital Guardian", "prompt": "c104-l4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Fortra Digital Guardian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Digital Guardian (Fortra)** is the next-best pick for a large enterprise"}, {"id": "mai-20260917-0922-baseline|c104-l4|deepseek-small|Forcepoint DLP", "prompt": "c104-l4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Forcepoint DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Quote-based | ⚠️ Custom quotes, hybrid"}, {"id": "mai-20260917-0922-baseline|c104-l4|deepseek-small|Symantec (Broadcom) DLP", "prompt": "c104-l4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Symantec (Broadcom) DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "⚠️ Variable, $25K–$1M+ depending on scale"}, {"id": "mai-20260917-0922-baseline|c104-l4|deepseek-small|Zscaler", "prompt": "c104-l4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "⚠️ Fine, but often consumption-heavy"}, {"id": "mai-20260917-0922-baseline|c104-l4|deepseek-small|Netskope", "prompt": "c104-l4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "⚠️ Fine, but often consumption-heavy"}, {"id": "mai-20260917-0922-baseline|c104-l4|google-small|Microsoft Purview DLP", "prompt": "c104-l4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your enterprise is 80%+ Microsoft-centric:** Upgrade to **Microsoft Purview DLP** ... It offers the ultimate cost predictability"}, {"id": "mai-20260917-0922-baseline|c104-l4|google-small|Forcepoint DLP", "prompt": "c104-l4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a complex, multi-platform, hybrid environment:** Choose **Forcepoint DLP**."}, {"id": "mai-20260917-0922-baseline|c104-l4|google-small|Cyberhaven", "prompt": "c104-l4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your primary goal is protecting proprietary IP ... Shortlist **Cyberhaven**."}, {"id": "mai-20260917-0922-baseline|c104-l4|google-small|Netskope", "prompt": "c104-l4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Licensed on a flat **per-user/per-year seat basis** as an add-on to their Security Service Edge (SSE) suites."}, {"id": "mai-20260917-0922-baseline|c104-l4|google-small|Zscaler", "prompt": "c104-l4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Netskope or Zscaler (SSE-integrated DLP)**Best for:** Cloud-first, highly distributed organizations"}, {"id": "mai-20260917-0922-baseline|c104-l4|google-small|Symantec", "prompt": "c104-l4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Symantec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compared to endpoint-heavy agents like Symantec or Forcepoint"}, {"id": "mai-20260917-0922-baseline|c104-l4|meta-small|Strac", "prompt": "c104-l4", "model": "meta-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Strac", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some top-rated DLP tools and solutions are mentioned, including Strac, Cyera, and Scalefusion"}, {"id": "mai-20260917-0922-baseline|c104-l4|meta-small|Cyera", "prompt": "c104-l4", "model": "meta-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Cyera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Strac, Cyera, and Scalefusion"}, {"id": "mai-20260917-0922-baseline|c104-l4|meta-small|Scalefusion", "prompt": "c104-l4", "model": "meta-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Scalefusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Strac, Cyera, and Scalefusion"}, {"id": "mai-20260917-0922-baseline|c104-l4|minimax-small|Vectoredge", "prompt": "c104-l4", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Vectoredge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vectoredge** - Strongest Predictable Pricing Model"}, {"id": "mai-20260917-0922-baseline|c104-l4|minimax-small|Microsoft Purview DLP", "prompt": "c104-l4", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Purview DLP** (if already on Microsoft 365) ... More predictable if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c104-l4|minimax-small|Symantec", "prompt": "c104-l4", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Symantec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Request all-inclusive pricing** from major vendors (Symantec, Forcepoint, Proofpoint)"}, {"id": "mai-20260917-0922-baseline|c104-l4|minimax-small|Forcepoint", "prompt": "c104-l4", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Request all-inclusive pricing** from major vendors (Symantec, Forcepoint, Proofpoint)"}, {"id": "mai-20260917-0922-baseline|c104-l4|minimax-small|Proofpoint", "prompt": "c104-l4", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Request all-inclusive pricing** from major vendors (Symantec, Forcepoint, Proofpoint)"}, {"id": "mai-20260917-0922-baseline|c104-l4|mistral-small|Microsoft Purview DLP", "prompt": "c104-l4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Purview DLP** stands out as the best option"}, {"id": "mai-20260917-0922-baseline|c104-l4|mistral-small|Trellix DLP", "prompt": "c104-l4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Trellix DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically require custom quotes and may have modular or consumption-based pricing, which can make total cost of ownership less predictable"}, {"id": "mai-20260917-0922-baseline|c104-l4|mistral-small|Forcepoint DLP", "prompt": "c104-l4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Forcepoint DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically require custom quotes and may have modular or consumption-based pricing, which can make total cost of ownership less predictable"}, {"id": "mai-20260917-0922-baseline|c104-l4|mistral-small|CrowdStrike", "prompt": "c104-l4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Alternatives with less predictable pricing:** Trellix, Forcepoint, CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c104-l4|moonshot-small|Microsoft Purview DLP", "prompt": "c104-l4", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Purview DLP offers the most predictable cost with zero incremental spend for E3/E5 customers."}, {"id": "mai-20260917-0922-baseline|c104-l4|moonshot-small|Forcepoint DLP", "prompt": "c104-l4", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need cross-platform coverage: Forcepoint or Fortra provide more transparent enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c104-l4|moonshot-small|Fortra DLP (Digital Guardian)", "prompt": "c104-l4", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Fortra DLP (Digital Guardian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Explicitly markets \"packaged tiers with predictable, transparent pricing\""}, {"id": "mai-20260917-0922-baseline|c104-l4|moonshot-small|Symantec DLP", "prompt": "c104-l4", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Symantec DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Symantec DLP | ~$200,000–$350,000/year | Quote-based |"}, {"id": "mai-20260917-0922-baseline|c104-l4|openai-small|Microsoft Purview DLP", "prompt": "c104-l4", "model": "openai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Microsoft Purview DLP**"}, {"id": "mai-20260917-0922-baseline|c104-l4|openai-small|Netskope", "prompt": "c104-l4", "model": "openai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "tools like **Netskope** or **Zscaler** can be strong, but their pricing is more often tied to feature tiers and user counts"}, {"id": "mai-20260917-0922-baseline|c104-l4|openai-small|Zscaler", "prompt": "c104-l4", "model": "openai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "benchmark **Netskope** and **Zscaler** against it on a strict per-user, all-in annual cost basis"}, {"id": "mai-20260917-0922-baseline|c104-l4|openai-small|Forcepoint", "prompt": "c104-l4", "model": "openai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Forcepoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "vendors like **Forcepoint** are worth evaluating, but predictable all-in cost still depends on quote structure"}, {"id": "mai-20260917-0922-baseline|c104-l4|xai-small|Microsoft Purview DLP", "prompt": "c104-l4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Purview DLP (part of Microsoft 365 E5 or Purview Suite) stands out as the best option for a large company seeking predictable total costs"}, {"id": "mai-20260917-0922-baseline|c104-l4|xai-small|Fortra Digital Guardian", "prompt": "c104-l4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Fortra Digital Guardian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If not, Fortra excels for pure DLP with explicit \"predictable budgeting\" claims."}, {"id": "mai-20260917-0922-baseline|c104-l4|xai-small|Zscaler Data Protection", "prompt": "c104-l4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Zscaler Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fixed tiers (e.g., Business ~$100/user); scales well, but add-ons for advanced DLP can vary."}, {"id": "mai-20260917-0922-baseline|c104-l4|xai-small|CrowdStrike Falcon Data Protection", "prompt": "c104-l4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CrowdStrike Falcon Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Transparent published pricing; endpoint/GenAI strong, but device-based (not pure user)."}, {"id": "mai-20260917-0922-baseline|c104-l4|xai-small|Symantec (Broadcom)", "prompt": "c104-l4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Symantec (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Deep features, but less transparent; better for on-prem/hybrid."}, {"id": "mai-20260917-0922-baseline|c104-l4|xai-small|Forcepoint DLP", "prompt": "c104-l4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Forcepoint DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Unified policy engine; regulated industries, but sales-driven pricing."}, {"id": "mai-20260917-0922-baseline|c104-l4|zai-small|Microsoft Purview (Data Loss Prevention)", "prompt": "c104-l4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview (Data Loss Prevention)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Purview DLP offers the most transparent per‑user pricing and lowest TCO if you're already M365‑centric."}, {"id": "mai-20260917-0922-baseline|c104-l4|zai-small|Forcepoint DLP", "prompt": "c104-l4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Forcepoint DLP – Best for unified, policy‑driven enterprise coverage"}, {"id": "mai-20260917-0922-baseline|c104-l4|zai-small|CrowdStrike Falcon Data Protection", "prompt": "c104-l4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CrowdStrike Falcon Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CrowdStrike Falcon Data Protection – Best for endpoint‑focused, real‑time visibility and GenAI protection"}, {"id": "mai-20260917-0922-baseline|c104-l4|zai-small|Teramind DLP", "prompt": "c104-l4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Teramind DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus on behavioral DLP and insider risk; transparent per‑user pricing."}, {"id": "mai-20260917-0922-baseline|c104-l4|zai-small|Mimecast Incydr", "prompt": "c104-l4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Mimecast Incydr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud‑native insider risk; custom quotes."}, {"id": "mai-20260917-0922-baseline|c104-l4|zai-small|Symantec (Broadcom) DLP", "prompt": "c104-l4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Symantec (Broadcom) DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mature legacy suite; typically quote‑based."}, {"id": "mai-20260917-0922-baseline|c104-l4|zai-small|UnderDefense", "prompt": "c104-l4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "UnderDefense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Managed DLP response + MDR; transparent pricing."}, {"id": "mai-20260917-0922-baseline|c104-l5|alibaba-small|Microsoft Purview", "prompt": "c104-l5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Purview:** (If you are already heavy in M365/Entra ID)."}, {"id": "mai-20260917-0922-baseline|c104-l5|alibaba-small|Netskope", "prompt": "c104-l5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Netskope / Zscaler:** (If you are utilizing Secure Web Gateways/ZTP - highly effective for Cloud)."}, {"id": "mai-20260917-0922-baseline|c104-l5|alibaba-small|Zscaler", "prompt": "c104-l5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Netskope / Zscaler:** (If you are utilizing Secure Web Gateways/ZTP - highly effective for Cloud)."}, {"id": "mai-20260917-0922-baseline|c104-l5|alibaba-small|Varonis", "prompt": "c104-l5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Varonis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Varonis / OneTrust:** (Specialized for data discovery and governance)."}, {"id": "mai-20260917-0922-baseline|c104-l5|alibaba-small|OneTrust", "prompt": "c104-l5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Varonis / OneTrust:** (Specialized for data discovery and governance)."}, {"id": "mai-20260917-0922-baseline|c104-l5|alibaba-small|Forcepoint", "prompt": "c104-l5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Forcepoint / McAfee:** (Traditional enterprise giants with strong endpoint presence)."}, {"id": "mai-20260917-0922-baseline|c104-l5|alibaba-small|McAfee", "prompt": "c104-l5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "McAfee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Forcepoint / McAfee:** (Traditional enterprise giants with strong endpoint presence)."}, {"id": "mai-20260917-0922-baseline|c104-l5|challenger-small|Microsoft Purview DLP", "prompt": "c104-l5", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company is **Microsoft 365-centric**: start with **Microsoft Purview DLP**.[1]"}, {"id": "mai-20260917-0922-baseline|c104-l5|challenger-small|Teramind", "prompt": "c104-l5", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Teramind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need **behavioral analytics / insider-risk style DLP**: look at **Teramind**"}, {"id": "mai-20260917-0922-baseline|c104-l5|challenger-small|Proofpoint", "prompt": "c104-l5", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "evaluate vendors such as **Proofpoint**, **Broadcom/Symantec**, **Forcepoint**, and **Zscaler**"}, {"id": "mai-20260917-0922-baseline|c104-l5|challenger-small|Broadcom/Symantec", "prompt": "c104-l5", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Broadcom/Symantec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "evaluate vendors such as **Proofpoint**, **Broadcom/Symantec**, **Forcepoint**, and **Zscaler**"}, {"id": "mai-20260917-0922-baseline|c104-l5|challenger-small|Forcepoint", "prompt": "c104-l5", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "evaluate vendors such as **Proofpoint**, **Broadcom/Symantec**, **Forcepoint**, and **Zscaler**"}, {"id": "mai-20260917-0922-baseline|c104-l5|challenger-small|Zscaler", "prompt": "c104-l5", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "evaluate vendors such as **Proofpoint**, **Broadcom/Symantec**, **Forcepoint**, and **Zscaler**"}, {"id": "mai-20260917-0922-baseline|c104-l5|challenger-small|Acronis DeviceLock", "prompt": "c104-l5", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Acronis DeviceLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your priority is **endpoint control** with strong device monitoring, consider **Acronis DeviceLock**"}, {"id": "mai-20260917-0922-baseline|c104-l5|deepseek-small|Microsoft Purview", "prompt": "c104-l5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Popular enterprise candidates include **Microsoft Purview** (if you're M365-heavy)"}, {"id": "mai-20260917-0922-baseline|c104-l5|deepseek-small|Zscaler", "prompt": "c104-l5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zscaler** (cloud-first, SSL inspection)"}, {"id": "mai-20260917-0922-baseline|c104-l5|deepseek-small|Forcepoint", "prompt": "c104-l5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Forcepoint / Symantec (Broadcom)** (large-enterprise, endpoint-heavy)"}, {"id": "mai-20260917-0922-baseline|c104-l5|deepseek-small|Symantec (Broadcom)", "prompt": "c104-l5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Symantec (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Forcepoint / Symantec (Broadcom)** (large-enterprise, endpoint-heavy)"}, {"id": "mai-20260917-0922-baseline|c104-l5|deepseek-small|Netskope", "prompt": "c104-l5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Netskope** (strong in cloud/CASB)"}, {"id": "mai-20260917-0922-baseline|c104-l5|minimax-small|Symantec", "prompt": "c104-l5", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Symantec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with Gartner Leaders (Symantec, Microsoft, Palo Alto, Forcepoint) and strong challengers"}, {"id": "mai-20260917-0922-baseline|c104-l5|minimax-small|Microsoft", "prompt": "c104-l5", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Start with Gartner Leaders (Symantec, Microsoft, Palo Alto, Forcepoint)"}, {"id": "mai-20260917-0922-baseline|c104-l5|minimax-small|Palo Alto", "prompt": "c104-l5", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Start with Gartner Leaders (Symantec, Microsoft, Palo Alto, Forcepoint)"}, {"id": "mai-20260917-0922-baseline|c104-l5|minimax-small|Forcepoint", "prompt": "c104-l5", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Start with Gartner Leaders (Symantec, Microsoft, Palo Alto, Forcepoint)"}, {"id": "mai-20260917-0922-baseline|c104-l5|mistral-small|Symantec DLP", "prompt": "c104-l5", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Symantec DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise-Focused: Symantec DLP, Forcepoint DLP, Digital Guardian, McAfee DLP."}, {"id": "mai-20260917-0922-baseline|c104-l5|mistral-small|Forcepoint DLP", "prompt": "c104-l5", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise-Focused: Symantec DLP, Forcepoint DLP, Digital Guardian, McAfee DLP."}, {"id": "mai-20260917-0922-baseline|c104-l5|mistral-small|Digital Guardian", "prompt": "c104-l5", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Digital Guardian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise-Focused: Symantec DLP, Forcepoint DLP, Digital Guardian, McAfee DLP."}, {"id": "mai-20260917-0922-baseline|c104-l5|mistral-small|McAfee DLP", "prompt": "c104-l5", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "McAfee DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise-Focused: Symantec DLP, Forcepoint DLP, Digital Guardian, McAfee DLP."}, {"id": "mai-20260917-0922-baseline|c104-l5|mistral-small|Microsoft Purview", "prompt": "c104-l5", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-Native: Microsoft Purview (if using M365), Google DLP, Netskope."}, {"id": "mai-20260917-0922-baseline|c104-l5|mistral-small|Google DLP", "prompt": "c104-l5", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Google DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud-Native: Microsoft Purview (if using M365), Google DLP, Netskope."}, {"id": "mai-20260917-0922-baseline|c104-l5|mistral-small|Netskope", "prompt": "c104-l5", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud-Native: Microsoft Purview (if using M365), Google DLP, Netskope."}, {"id": "mai-20260917-0922-baseline|c104-l5|mistral-small|Zscaler DLP", "prompt": "c104-l5", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Zscaler DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-Market/Innovative: Zscaler DLP, Palo Alto Networks DLP, Endpoint Protector."}, {"id": "mai-20260917-0922-baseline|c104-l5|mistral-small|Palo Alto Networks DLP", "prompt": "c104-l5", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Palo Alto Networks DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Mid-Market/Innovative: Zscaler DLP, Palo Alto Networks DLP, Endpoint Protector."}, {"id": "mai-20260917-0922-baseline|c104-l5|mistral-small|Endpoint Protector", "prompt": "c104-l5", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Endpoint Protector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mid-Market/Innovative: Zscaler DLP, Palo Alto Networks DLP, Endpoint Protector."}, {"id": "mai-20260917-0922-baseline|c104-l5|moonshot-small|Microsoft Purview DLP", "prompt": "c104-l5", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "M365-centric orgs | Native integration with Exchange, Teams, SharePoint | Limited outside Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c104-l5|moonshot-small|Forcepoint DLP", "prompt": "c104-l5", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Multi-cloud/regulated enterprises | Single policy engine across all channels; risk-adaptive protection | Quote-based pricing"}, {"id": "mai-20260917-0922-baseline|c104-l5|moonshot-small|Symantec DLP (Broadcom)", "prompt": "c104-l5", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Resource-intensive; post-acquisition support concerns"}, {"id": "mai-20260917-0922-baseline|c104-l5|moonshot-small|Netskope", "prompt": "c104-l5", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong cloud security + DLP integration | Higher complexity"}, {"id": "mai-20260917-0922-baseline|c104-l5|moonshot-small|Proofpoint", "prompt": "c104-l5", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Strong email DLP + user analytics | Expensive at scale"}, {"id": "mai-20260917-0922-baseline|c104-l5|openai-small|Microsoft", "prompt": "c104-l5", "model": "openai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Microsoft's DLP docs are a good example of the breadth you should expect: policy coverage across M365 apps, devices, cloud apps, and web traffic."}, {"id": "mai-20260917-0922-baseline|c104-l5|xai-small|Cyberhaven", "prompt": "c104-l5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Cyberhaven", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cyberhaven** | Unified policy, GenAI/cloud focus, low FPs | Cloud/endpoint | Per-user | SOC 2 Type II"}, {"id": "mai-20260917-0922-baseline|c104-l5|xai-small|Forcepoint DLP", "prompt": "c104-l5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Forcepoint DLP** | Enterprise-scale, hybrid coverage"}, {"id": "mai-20260917-0922-baseline|c104-l5|xai-small|Symantec (Broadcom)", "prompt": "c104-l5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Symantec (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mature EDM/IDM, large-enterprise"}, {"id": "mai-20260917-0922-baseline|c104-l5|xai-small|Microsoft Purview", "prompt": "c104-l5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If M365-heavy, native SSO"}, {"id": "mai-20260917-0922-baseline|c104-l5|xai-small|CrowdStrike Falcon", "prompt": "c104-l5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "EDR+DLP unified agent"}, {"id": "mai-20260917-0922-baseline|c104-l6|alibaba-small|Microsoft Purview", "prompt": "c104-l6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While Microsoft Purview is excellent for organizations deeply embedded in the Microsoft 365 ecosystem, it has distinct blind spots that make it a risky choice for diverse environments."}, {"id": "mai-20260917-0922-baseline|c104-l6|alibaba-small|Symantec DLP (Now owned by Broadcom)", "prompt": "c104-l6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (Now owned by Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users report price hikes of 2–4x at renewal... its architecture is described as \"heavy\" and complex"}, {"id": "mai-20260917-0922-baseline|c104-l6|alibaba-small|Forcepoint", "prompt": "c104-l6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "it faces criticism regarding core DLP functionality... Weaker Network DLP... Usability Issues"}, {"id": "mai-20260917-0922-baseline|c104-l6|anthropic-small|Symantec DLP (Broadcom)", "prompt": "c104-l6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Symantec DLP is notoriously complex to deploy and maintain — typically requires a dedicated DLP team... product investment has slowed post-Broadcom acquisition"}, {"id": "mai-20260917-0922-baseline|c104-l6|anthropic-small|Microsoft Purview DLP", "prompt": "c104-l6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Microsoft Purview may not be enough on its own for organizations with diverse endpoints, non-Microsoft SaaS, advanced insider risk needs"}, {"id": "mai-20260917-0922-baseline|c104-l6|anthropic-small|Varonis", "prompt": "c104-l6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Varonis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Varonis is not a preventive DLP tool; it's a detective tool."}, {"id": "mai-20260917-0922-baseline|c104-l6|challenger-small|Teramind", "prompt": "c104-l6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Teramind", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "positioned mainly as *behavioral / insider-threat monitoring* rather than broad enterprise DLP, with no network or cloud DLP"}, {"id": "mai-20260917-0922-baseline|c104-l6|challenger-small|Endpoint Protector by CoSoSys", "prompt": "c104-l6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Endpoint Protector by CoSoSys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not a complete choice for a large enterprise with mixed exfiltration paths"}, {"id": "mai-20260917-0922-baseline|c104-l6|challenger-small|Trend Micro Integrated DLP", "prompt": "c104-l6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Trend Micro Integrated DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "making it better suited to narrower use cases than a broad enterprise deployment"}, {"id": "mai-20260917-0922-baseline|c104-l6|challenger-small|Check Point DLP", "prompt": "c104-l6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Check Point DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "listed as **network DLP only** in the comparison, so it is a poor fit"}, {"id": "mai-20260917-0922-baseline|c104-l6|challenger-small|Microsoft Purview", "prompt": "c104-l6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "\"*natural, if noisy, choice*\" ... **complex setup**; a 2026 feedback summary also reports mixed or negative sentiment"}, {"id": "mai-20260917-0922-baseline|c104-l6|challenger-small|Symantec DLP (Broadcom)", "prompt": "c104-l6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "multiple sources warn it is **heavy**, **hard to deploy**, and has a **complex deployment** profile"}, {"id": "mai-20260917-0922-baseline|c104-l6|challenger-small|Forcepoint DLP", "prompt": "c104-l6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "reviewers cite **false positives** and UX concerns, so large enterprises should validate tuning effort carefully"}, {"id": "mai-20260917-0922-baseline|c104-l6|deepseek-small|Symantec (Broadcom) DLP", "prompt": "c104-l6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec (Broadcom) DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "generally avoid for greenfield enterprise deployments in 2025/2026"}, {"id": "mai-20260917-0922-baseline|c104-l6|deepseek-small|Microsoft Purview DLP", "prompt": "c104-l6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "capable but high-maintenance ... Don't rely on it as your sole DLP."}, {"id": "mai-20260917-0922-baseline|c104-l6|deepseek-small|Teramind", "prompt": "c104-l6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Teramind", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cautious about relying on it as your primary platform"}, {"id": "mai-20260917-0922-baseline|c104-l6|deepseek-small|Cyberhaven", "prompt": "c104-l6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often cited positively: Forcepoint, Netskope, Cyberhaven, Proofpoint for email, Varonis"}, {"id": "mai-20260917-0922-baseline|c104-l6|deepseek-small|Netskope", "prompt": "c104-l6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "newer tools like Cyberhaven and Netskope do"}, {"id": "mai-20260917-0922-baseline|c104-l6|deepseek-small|Forcepoint", "prompt": "c104-l6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the safer path is a genuinely modern, context-aware DLP (often cited positively: Forcepoint, Netskope, Cyberhaven"}, {"id": "mai-20260917-0922-baseline|c104-l6|deepseek-small|Proofpoint", "prompt": "c104-l6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Proofpoint for email"}, {"id": "mai-20260917-0922-baseline|c104-l6|deepseek-small|Varonis", "prompt": "c104-l6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Varonis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "often cited positively: Forcepoint, Netskope, Cyberhaven, Proofpoint for email, Varonis"}, {"id": "mai-20260917-0922-baseline|c104-l6|google-small|Symantec/Broadcom", "prompt": "c104-l6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec/Broadcom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large enterprises should be highly cautious about deploying or renewing these legacy suites due to several systemic issues"}, {"id": "mai-20260917-0922-baseline|c104-l6|google-small|Trellix/McAfee", "prompt": "c104-l6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Trellix/McAfee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy \"Heavyweight\" Enterprise DLP (e.g., Symantec/Broadcom, Trellix/McAfee)"}, {"id": "mai-20260917-0922-baseline|c104-l6|google-small|Microsoft Purview DLP", "prompt": "c104-l6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "large, complex enterprises should be cautious about relying on them as their *sole* enterprise-wide DLP strategy"}, {"id": "mai-20260917-0922-baseline|c104-l6|google-small|Google Workspace DLP", "prompt": "c104-l6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Google Workspace DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Basic Ecosystem-Native DLP (e.g., Microsoft Purview DLP, Google Workspace DLP)"}, {"id": "mai-20260917-0922-baseline|c104-l6|google-small|Forcepoint", "prompt": "c104-l6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Look for platforms (such as Forcepoint's modern suites, Proofpoint, or Cyberhaven) that analyze *user behavior* and *data lineage*"}, {"id": "mai-20260917-0922-baseline|c104-l6|google-small|Proofpoint", "prompt": "c104-l6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Look for platforms (such as Forcepoint's modern suites, Proofpoint, or Cyberhaven)"}, {"id": "mai-20260917-0922-baseline|c104-l6|google-small|Cyberhaven", "prompt": "c104-l6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Cyberhaven", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "such as Forcepoint's modern suites, Proofpoint, or Cyberhaven"}, {"id": "mai-20260917-0922-baseline|c104-l6|google-small|Netskope", "prompt": "c104-l6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consolidating DLP into their Security Service Edge (SSE) / SASE architectures (like Netskope or Zscaler)"}, {"id": "mai-20260917-0922-baseline|c104-l6|google-small|Zscaler", "prompt": "c104-l6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SASE architectures (like Netskope or Zscaler)"}, {"id": "mai-20260917-0922-baseline|c104-l6|google-small|Cyera", "prompt": "c104-l6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Cyera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "DSPM tools (like Cyera or Varonis) continuously scan, classify, and secure data at rest"}, {"id": "mai-20260917-0922-baseline|c104-l6|google-small|Varonis", "prompt": "c104-l6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Varonis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "DSPM tools (like Cyera or Varonis)"}, {"id": "mai-20260917-0922-baseline|c104-l6|meta-small|Symantec DLP (Broadcom)", "prompt": "c104-l6", "model": "meta-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "large enterprises should be cautious about Symantec DLP if they are not prepared for the complexity and resource commitment required"}, {"id": "mai-20260917-0922-baseline|c104-l6|meta-small|Trellix DLP", "prompt": "c104-l6", "model": "meta-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Trellix DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprises not in the Trellix ecosystem might need to be cautious about the compatibility and cost."}, {"id": "mai-20260917-0922-baseline|c104-l6|meta-small|CrowdStrike Falcon Data Protection", "prompt": "c104-l6", "model": "meta-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "CrowdStrike Falcon Data Protection", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "May not be compatible with their current security management systems or fleets (e.g., CrowdStrike Falcon Data Protection for those not using CrowdStrike)"}, {"id": "mai-20260917-0922-baseline|c104-l6|meta-small|Palo Alto Enterprise DLP", "prompt": "c104-l6", "model": "meta-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Palo Alto Enterprise DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "It is recommended for centralized hybrid monitoring and policy orchestration."}, {"id": "mai-20260917-0922-baseline|c104-l6|minimax-small|Symantec DLP (Broadcom)", "prompt": "c104-l6", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Difficult to recommend for new deployments in 2025 given the trajectory."}, {"id": "mai-20260917-0922-baseline|c104-l6|minimax-small|Microsoft Purview DLP", "prompt": "c104-l6", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Not suitable as a standalone DLP strategy for heterogeneous environments."}, {"id": "mai-20260917-0922-baseline|c104-l6|minimax-small|Forcepoint DLP", "prompt": "c104-l6", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steep learning curve - complex initial setup and policy configuration"}, {"id": "mai-20260917-0922-baseline|c104-l6|mistral-small|Symantec DLP (Broadcom)", "prompt": "c104-l6", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "large enterprises should be cautious about or consider avoiding the following data loss prevention (DLP) platforms"}, {"id": "mai-20260917-0922-baseline|c104-l6|mistral-small|Proofpoint Enterprise DLP", "prompt": "c104-l6", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Consistently flagged for high false positive rates, steep learning curve, and complex configuration."}, {"id": "mai-20260917-0922-baseline|c104-l6|mistral-small|Trellix Data Loss Prevention (formerly McAfee DLP)", "prompt": "c104-l6", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Trellix Data Loss Prevention (formerly McAfee DLP)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "performance issues (slow extensions, slow data transfer), complex configuration ... concerns about high costs"}, {"id": "mai-20260917-0922-baseline|c104-l6|mistral-small|Nightfall", "prompt": "c104-l6", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Nightfall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Limitations in reporting/analytics dashboards and alert customization, slower support responses"}, {"id": "mai-20260917-0922-baseline|c104-l6|mistral-small|Google Cloud Data Loss Prevention", "prompt": "c104-l6", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Google Cloud Data Loss Prevention", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Support and billing complaints are common in public reviews, the interface can feel complex"}, {"id": "mai-20260917-0922-baseline|c104-l6|moonshot-small|Symantec DLP (Broadcom)", "prompt": "c104-l6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy architecture... When to avoid: Organizations prioritizing cloud-first strategies without dedicated legacy security teams."}, {"id": "mai-20260917-0922-baseline|c104-l6|moonshot-small|McAfee DLP", "prompt": "c104-l6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "McAfee DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "McAfee DLP (non-McAfee shops) — Proceed with Care"}, {"id": "mai-20260917-0922-baseline|c104-l6|moonshot-small|Forcepoint DLP", "prompt": "c104-l6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Forcepoint (budget-sensitive) — Proceed with Care"}, {"id": "mai-20260917-0922-baseline|c104-l6|moonshot-small|Digital Guardian (Fortra)", "prompt": "c104-l6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Digital Guardian (Fortra)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Digital Guardian (without dedicated resources) — Avoid/High Caution"}, {"id": "mai-20260917-0922-baseline|c104-l6|moonshot-small|Proofpoint Enterprise DLP", "prompt": "c104-l6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Proofpoint (limited SecOps resources) — Evaluate Carefully"}, {"id": "mai-20260917-0922-baseline|c104-l6|moonshot-small|Microsoft Purview DLP", "prompt": "c104-l6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not a complete avoid, but significant gaps"}, {"id": "mai-20260917-0922-baseline|c104-l6|openai-small|Microsoft", "prompt": "c104-l6", "model": "openai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Microsoft's DLP documentation, for instance, lists concrete platform limits such as maximum policy/rule sizes and action constraints. That doesn't make it \"bad,\" but it's a reminder to check scale limits"}, {"id": "mai-20260917-0922-baseline|c104-l6|xai-small|Symantec DLP/Broadcom", "prompt": "c104-l6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP/Broadcom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Strongly Avoid or Approach with Extreme Caution** (Legacy/High-Risk for Large Enterprises):\n- **Traditional/Legacy DLP Solutions (e.g., older Symantec DLP/Broadcom"}, {"id": "mai-20260917-0922-baseline|c104-l6|xai-small|McAfee/Trellix", "prompt": "c104-l6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "McAfee/Trellix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "McAfee/Trellix in on-prem modes)**: ... struggle with cloud/hybrid scalability"}, {"id": "mai-20260917-0922-baseline|c104-l6|xai-small|Microsoft Purview DLP", "prompt": "c104-l6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cumbersome UI, limited beyond Microsoft 365 ecosystems ... high noise/false positives"}, {"id": "mai-20260917-0922-baseline|c104-l6|xai-small|Forcepoint DLP", "prompt": "c104-l6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Complex initial setup/policy tuning, ongoing false positives, unintuitive UI/reporting"}, {"id": "mai-20260917-0922-baseline|c104-l6|xai-small|Fortra DLP (formerly Digital Guardian)", "prompt": "c104-l6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Fortra DLP (formerly Digital Guardian)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Slow dashboard/reporting performance, steep learning curve, difficult policy creation, false positives, and high cost"}, {"id": "mai-20260917-0922-baseline|c104-l6|xai-small|Palo Alto Networks Enterprise DLP", "prompt": "c104-l6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Palo Alto Networks Enterprise DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Deployment complexities, policy frustrations, performance overhead at scale, and expensive licensing"}, {"id": "mai-20260917-0922-baseline|c104-l6|xai-small|Proofpoint", "prompt": "c104-l6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Safer Bets (Per Reviews)**: Leaders like Proofpoint, Cyberhaven, Varonis, or Netskope score higher for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c104-l6|xai-small|Cyberhaven", "prompt": "c104-l6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Leaders like Proofpoint, Cyberhaven, Varonis, or Netskope score higher for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c104-l6|xai-small|Varonis", "prompt": "c104-l6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Varonis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Leaders like Proofpoint, Cyberhaven, Varonis, or Netskope score higher for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c104-l6|xai-small|Netskope", "prompt": "c104-l6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Leaders like Proofpoint, Cyberhaven, Varonis, or Netskope score higher for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c104-l6|zai-small|Symantec (Broadcom) DLP", "prompt": "c104-l6", "model": "zai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec (Broadcom) DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Critical Security Vulnerabilities... decline in support quality and a significant increase in pricing"}, {"id": "mai-20260917-0922-baseline|c104-l6|zai-small|Forcepoint", "prompt": "c104-l6", "model": "zai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Steep Learning Curve and Resource Demands... resource-intensive, potentially slowing down endpoint devices"}, {"id": "mai-20260917-0922-baseline|c104-l6|zai-small|Cisco", "prompt": "c104-l6", "model": "zai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Legacy tools (including older versions of Forcepoint, Cisco, and Check Point)"}, {"id": "mai-20260917-0922-baseline|c104-l6|zai-small|Check Point", "prompt": "c104-l6", "model": "zai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Legacy tools (including older versions of Forcepoint, Cisco, and Check Point)"}, {"id": "mai-20260917-0922-baseline|c104-l6|zai-small|Microsoft Purview DLP", "prompt": "c104-l6", "model": "zai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Microsoft Purview is excellent within the Microsoft 365 stack, but it has significant gaps elsewhere"}, {"id": "mai-20260917-0922-baseline|c104-l6|zai-small|Proofpoint Enterprise DLP", "prompt": "c104-l6", "model": "zai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High False Positive Rates... Complex Configuration... Outdated UI"}, {"id": "mai-20260917-0922-baseline|c104-m1|alibaba-small|Microsoft Purview", "prompt": "c104-m1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft 365** | **Microsoft Purview** | Best value, easiest rollout."}, {"id": "mai-20260917-0922-baseline|c104-m1|alibaba-small|Netskope", "prompt": "c104-m1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Netskope is arguably the market leader in \"Cloud Access Security Broker\" (CASB) style DLP"}, {"id": "mai-20260917-0922-baseline|c104-m1|alibaba-small|Zscaler (Zero Trust Exchange)", "prompt": "c104-m1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Zscaler (Zero Trust Exchange)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Unified Traffic Inspection: **Zscaler (Zero Trust Exchange)**"}, {"id": "mai-20260917-0922-baseline|c104-m1|alibaba-small|Digital Guardian", "prompt": "c104-m1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Digital Guardian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Digital Guardian is the industry standard for Endpoint DLP"}, {"id": "mai-20260917-0922-baseline|c104-m1|alibaba-small|Digitale", "prompt": "c104-m1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Digitale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**DevOps / Agile Ops** | **Digitale** | Lightest weight, lowest overhead."}, {"id": "mai-20260917-0922-baseline|c104-m1|alibaba-small|symantec/broadcom", "prompt": "c104-m1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "symantec/broadcom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Don't try to buy a legacy appliance (symantec/broadcom era)"}, {"id": "mai-20260917-0922-baseline|c104-m1|anthropic-small|Safetica", "prompt": "c104-m1", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Safetica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Good balance of DLP, insider risk, and compliance for mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c104-m1|anthropic-small|Microsoft Purview DLP", "prompt": "c104-m1", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for mid-market organizations with homogeneous M365 environments"}, {"id": "mai-20260917-0922-baseline|c104-m1|anthropic-small|Fortra DLP", "prompt": "c104-m1", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Fortra DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Works when you want broad coverage, cross-platform endpoint support, and tiered packaging"}, {"id": "mai-20260917-0922-baseline|c104-m1|challenger-small|Microsoft Purview", "prompt": "c104-m1", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Microsoft Purview** is the safest default recommendation if your company is already heavily invested in Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c104-m1|challenger-small|Safetica", "prompt": "c104-m1", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Safetica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want a single recommendation without more context, I would pick **Safetica** for a typical mid-market B2B company"}, {"id": "mai-20260917-0922-baseline|c104-m1|challenger-small|Forcepoint", "prompt": "c104-m1", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Forcepoint** if you need **deeper enterprise-grade policy control** and compliance posture"}, {"id": "mai-20260917-0922-baseline|c104-m1|challenger-small|CurrentWare", "prompt": "c104-m1", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your main concern is **endpoint DLP**, USB control"}, {"id": "mai-20260917-0922-baseline|c104-m1|challenger-small|Netwrix Endpoint Protector", "prompt": "c104-m1", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you need consistent cross-platform endpoint control across Windows, macOS, and Linux"}, {"id": "mai-20260917-0922-baseline|c104-m1|deepseek-small|Microsoft Purview", "prompt": "c104-m1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best if you're already a Microsoft 365 shop — Most cost-effective route for companies on M365"}, {"id": "mai-20260917-0922-baseline|c104-m1|deepseek-small|Forcepoint DLP", "prompt": "c104-m1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall balance for mid-market — Scored highest (7.96/10)"}, {"id": "mai-20260917-0922-baseline|c104-m1|deepseek-small|Safetica", "prompt": "c104-m1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market simplicity"}, {"id": "mai-20260917-0922-baseline|c104-m1|deepseek-small|Nightfall AI", "prompt": "c104-m1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for cloud/SaaS-heavy B2B teams"}, {"id": "mai-20260917-0922-baseline|c104-m1|deepseek-small|SpinOne", "prompt": "c104-m1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "SpinOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other strong contenders - SpinOne (4.8/5) — Google Workspace/M365-native protection"}, {"id": "mai-20260917-0922-baseline|c104-m1|deepseek-small|Varonis", "prompt": "c104-m1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Varonis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Varonis — deep data access/insider risk visibility"}, {"id": "mai-20260917-0922-baseline|c104-m1|deepseek-small|miniOrange", "prompt": "c104-m1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "multi-channel coverage at SMB-friendly pricing"}, {"id": "mai-20260917-0922-baseline|c104-m1|deepseek-small|CurrentWare", "prompt": "c104-m1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "CurrentWare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "practical endpoint DLP/USB control starting ~$12/user/month"}, {"id": "mai-20260917-0922-baseline|c104-m1|google-small|Broadcom/Symantec", "prompt": "c104-m1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Broadcom/Symantec", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy enterprise DLP platforms (such as Broadcom/Symantec, Forcepoint, or Trellix) are often a poor fit for the mid-market."}, {"id": "mai-20260917-0922-baseline|c104-m1|google-small|Forcepoint", "prompt": "c104-m1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy enterprise DLP platforms (such as Broadcom/Symantec, Forcepoint, or Trellix) are often a poor fit for the mid-market."}, {"id": "mai-20260917-0922-baseline|c104-m1|google-small|Trellix", "prompt": "c104-m1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Trellix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Legacy enterprise DLP platforms (such as Broadcom/Symantec, Forcepoint, or Trellix) are often a poor fit for the mid-market."}, {"id": "mai-20260917-0922-baseline|c104-m1|google-small|Cyberhaven", "prompt": "c104-m1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Cyberhaven", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Choose Cyberhaven** if your competitive advantage relies on proprietary IP/source code"}, {"id": "mai-20260917-0922-baseline|c104-m1|google-small|Nightfall AI", "prompt": "c104-m1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Nightfall AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Choose Nightfall AI** if you are 100% cloud-native, operate heavily on Slack, Jira, and GitHub"}, {"id": "mai-20260917-0922-baseline|c104-m1|google-small|Safetica", "prompt": "c104-m1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Safetica is built specifically for the mid-market (250–5,000 employees)"}, {"id": "mai-20260917-0922-baseline|c104-m1|google-small|Coro", "prompt": "c104-m1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Coro** if you have fewer than 3 IT people on your team"}, {"id": "mai-20260917-0922-baseline|c104-m1|google-small|Microsoft Purview DLP", "prompt": "c104-m1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Choose Microsoft Purview** only if your company is strictly on Windows/M365... Extremely complex to set up, configure, and tune"}, {"id": "mai-20260917-0922-baseline|c104-m1|meta-small|CurrentWare", "prompt": "c104-m1", "model": "meta-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "CurrentWare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CurrentWare: Best for endpoint DLP, USB control, workforce visibility, and SMB/mid-market teams."}, {"id": "mai-20260917-0922-baseline|c104-m1|meta-small|SpinOne", "prompt": "c104-m1", "model": "meta-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "SpinOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for SMB and mid-market teams protecting Google Workspace or Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c104-m1|meta-small|GTB Technologies DLP", "prompt": "c104-m1", "model": "meta-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "GTB Technologies DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for mid-market, compliance-driven, regulated sectors that want high detection accuracy."}, {"id": "mai-20260917-0922-baseline|c104-m1|meta-small|Microsoft Purview DLP", "prompt": "c104-m1", "model": "meta-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Recommended for mid-market M365-native organizations due to its native integration, low operational burden, and strong coverage"}, {"id": "mai-20260917-0922-baseline|c104-m1|meta-small|miniOrange", "prompt": "c104-m1", "model": "meta-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "miniOrange: Suitable for SMBs and mid-market companies."}, {"id": "mai-20260917-0922-baseline|c104-m1|minimax-small|Safetica", "prompt": "c104-m1", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Safetica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Safetica** (Best Overall for Mid-Market)"}, {"id": "mai-20260917-0922-baseline|c104-m1|minimax-small|CurrentWare", "prompt": "c104-m1", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with either **Safetica** ... or **CurrentWare** (if budget and ease of use are priorities)"}, {"id": "mai-20260917-0922-baseline|c104-m1|minimax-small|Forcepoint DLP", "prompt": "c104-m1", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Implementation typically takes 60-90 days and requires tuning overhead"}, {"id": "mai-20260917-0922-baseline|c104-m1|minimax-small|Microsoft Purview DLP", "prompt": "c104-m1", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're Microsoft-heavy, **Microsoft Purview** provides the best integration."}, {"id": "mai-20260917-0922-baseline|c104-m1|minimax-small|GTB Technologies DLP", "prompt": "c104-m1", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "GTB Technologies DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Compliance-driven mid-market companies in regulated sectors"}, {"id": "mai-20260917-0922-baseline|c104-m1|mistral-small|CurrentWare", "prompt": "c104-m1", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CurrentWare** is a top pick due to its affordability, ease of use, and strong feature set"}, {"id": "mai-20260917-0922-baseline|c104-m1|mistral-small|Forcepoint", "prompt": "c104-m1", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Forcepoint** and **Microsoft Purview** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c104-m1|mistral-small|Microsoft Purview", "prompt": "c104-m1", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong choice for organizations already using Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c104-m1|mistral-small|GTB", "prompt": "c104-m1", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "GTB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Also suitable for mid-market companies, especially those needing multi-channel coverage"}, {"id": "mai-20260917-0922-baseline|c104-m1|moonshot-small|Nightfall AI", "prompt": "c104-m1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Nightfall AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Nightfall AI** – Best for Cloud-First SaaS Companies ... Fastest deployment, minimal security staff | **Nightfall AI**"}, {"id": "mai-20260917-0922-baseline|c104-m1|moonshot-small|Microsoft Purview DLP", "prompt": "c104-m1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for M365-Native Organizations"}, {"id": "mai-20260917-0922-baseline|c104-m1|moonshot-small|Teramind", "prompt": "c104-m1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Teramind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Insider Threat + DLP Combined"}, {"id": "mai-20260917-0922-baseline|c104-m1|moonshot-small|Netskope DLP", "prompt": "c104-m1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Netskope DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cloud-Heavy, Web-First Organizations"}, {"id": "mai-20260917-0922-baseline|c104-m1|moonshot-small|Forcepoint DLP", "prompt": "c104-m1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Unified Data Security"}, {"id": "mai-20260917-0922-baseline|c104-m1|openai-small|Microsoft Purview DLP", "prompt": "c104-m1", "model": "openai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most mid-market B2B firms on Microsoft 365:** **Microsoft Purview DLP**"}, {"id": "mai-20260917-0922-baseline|c104-m1|openai-small|Forcepoint", "prompt": "c104-m1", "model": "openai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Forcepoint** and **Proofpoint** are usually the strongest enterprise-grade alternatives to evaluate next"}, {"id": "mai-20260917-0922-baseline|c104-m1|openai-small|Proofpoint", "prompt": "c104-m1", "model": "openai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if email security and content controls are a top priority:** **Proofpoint Enterprise DLP**"}, {"id": "mai-20260917-0922-baseline|c104-m1|openai-small|Nightfall", "prompt": "c104-m1", "model": "openai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Nightfall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for lighter-weight cloud-first sensitive data discovery:** **Nightfall**"}, {"id": "mai-20260917-0922-baseline|c104-m1|openai-small|Netwrix Endpoint Protector", "prompt": "c104-m1", "model": "openai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best endpoint-focused option:** **Netwrix Endpoint Protector**"}, {"id": "mai-20260917-0922-baseline|c104-m1|openai-small|Fortra", "prompt": "c104-m1", "model": "openai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Fortra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "list vendors like Netwrix Endpoint Protector, Microsoft Purview, Forcepoint, Proofpoint, and Fortra among the leading options"}, {"id": "mai-20260917-0922-baseline|c104-m1|xai-small|Safetica", "prompt": "c104-m1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Safetica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Safetica** for most mid-market B2B—highest fit in reviews for your size"}, {"id": "mai-20260917-0922-baseline|c104-m1|xai-small|Netwrix Endpoint Protector", "prompt": "c104-m1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cross-platform (Win/Mac/Linux) device/USB control, content-aware DLP, offline enforcement."}, {"id": "mai-20260917-0922-baseline|c104-m1|xai-small|Microsoft Purview DLP", "prompt": "c104-m1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You're in the Microsoft Ecosystem"}, {"id": "mai-20260917-0922-baseline|c104-m1|xai-small|CurrentWare", "prompt": "c104-m1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Budget/Operational Option"}, {"id": "mai-20260917-0922-baseline|c104-m1|xai-small|Forcepoint", "prompt": "c104-m1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid heavyweights like Forcepoint/Symantec (better for 5K+ users, custom/high pricing)"}, {"id": "mai-20260917-0922-baseline|c104-m1|xai-small|Symantec", "prompt": "c104-m1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Symantec", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid heavyweights like Forcepoint/Symantec (better for 5K+ users, custom/high pricing)"}, {"id": "mai-20260917-0922-baseline|c104-m1|zai-small|CurrentWare", "prompt": "c104-m1", "model": "zai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall mid‑market choice:** **CurrentWare** (low cost, easy deployment, solid endpoint/device control) **or** **Microsoft Purview DLP**"}, {"id": "mai-20260917-0922-baseline|c104-m1|zai-small|Microsoft Purview DLP", "prompt": "c104-m1", "model": "zai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**CurrentWare** ... **or** **Microsoft Purview DLP** if you're already on Microsoft 365."}, {"id": "mai-20260917-0922-baseline|c104-m1|zai-small|Safetica", "prompt": "c104-m1", "model": "zai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for strong classification & insider‑risk visibility:** **Safetica**."}, {"id": "mai-20260917-0922-baseline|c104-m1|zai-small|Netwrix Endpoint Protector", "prompt": "c104-m1", "model": "zai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for mixed OS endpoints:** **Netwrix Endpoint Protector**."}, {"id": "mai-20260917-0922-baseline|c104-m1|zai-small|miniOrange", "prompt": "c104-m1", "model": "zai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for Atlassian/Salesforce‑heavy teams:** **miniOrange**."}, {"id": "mai-20260917-0922-baseline|c104-m1|zai-small|Forcepoint DLP", "prompt": "c104-m1", "model": "zai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for advanced behavior analytics:** **Forcepoint DLP**."}, {"id": "mai-20260917-0922-baseline|c104-m1|zai-small|Proofpoint Enterprise DLP", "prompt": "c104-m1", "model": "zai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for email‑centric B2B workflows:** **Proofpoint Enterprise DLP**."}, {"id": "mai-20260917-0922-baseline|c104-m2|alibaba-small|Microsoft Purview", "prompt": "c104-m2", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: Microsoft Purview (Compliance) ... this is almost certainly your first stop"}, {"id": "mai-20260917-0922-baseline|c104-m2|alibaba-small|Netskope", "prompt": "c104-m2", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Cloud-First/Remote Teams: Netskope"}, {"id": "mai-20260917-0922-baseline|c104-m2|alibaba-small|Digital Guardian", "prompt": "c104-m2", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Digital Guardian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Endpoint & File Protection: Digital Guardian"}, {"id": "mai-20260917-0922-baseline|c104-m2|alibaba-small|Varonis", "prompt": "c104-m2", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Varonis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Data Discovery (Unstructured Data): Varonis"}, {"id": "mai-20260917-0922-baseline|c104-m2|alibaba-small|Forcepoint", "prompt": "c104-m2", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "works best when paired with an execution platform (like Microsoft Purview or Forcepoint)"}, {"id": "mai-20260917-0922-baseline|c104-m2|alibaba-small|Google Chronicle / CSD", "prompt": "c104-m2", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Google Chronicle / CSD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Google Workspace** | **Google Chronicle / CSD** | Native to the ecosystem; robust policy engine."}, {"id": "mai-20260917-0922-baseline|c104-m2|anthropic-small|Microsoft Purview Data Loss Prevention", "prompt": "c104-m2", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview Data Loss Prevention", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Microsoft Purview Data Loss Prevention** - Great if you're already in Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c104-m2|anthropic-small|Proofpoint", "prompt": "c104-m2", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Proofpoint** - Strong email and cloud protection"}, {"id": "mai-20260917-0922-baseline|c104-m2|anthropic-small|Forcepoint", "prompt": "c104-m2", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Forcepoint** - Comprehensive endpoint and network DLP"}, {"id": "mai-20260917-0922-baseline|c104-m2|anthropic-small|Varonis", "prompt": "c104-m2", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Varonis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Varonis** - Good for data visibility and access control"}, {"id": "mai-20260917-0922-baseline|c104-m2|anthropic-small|Zscaler", "prompt": "c104-m2", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Zscaler** - Strong cloud-native approach"}, {"id": "mai-20260917-0922-baseline|c104-m2|anthropic-small|Tenable/Rapid7", "prompt": "c104-m2", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Tenable/Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Tenable/Rapid7** - If you need integrated risk management"}, {"id": "mai-20260917-0922-baseline|c104-m2|challenger-small|Microsoft Purview DLP", "prompt": "c104-m2", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would usually recommend **Microsoft Purview DLP** if you already use Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c104-m2|challenger-small|Safetica", "prompt": "c104-m2", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Safetica** if you want a simpler, mid-market-focused standalone option"}, {"id": "mai-20260917-0922-baseline|c104-m2|challenger-small|CurrentWare", "prompt": "c104-m2", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a practical choice for **SMB-to-mid-market** organizations that want endpoint DLP, USB control"}, {"id": "mai-20260917-0922-baseline|c104-m2|challenger-small|Forcepoint", "prompt": "c104-m2", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a better fit when you need a more mature, broader DLP platform and have a dedicated security team"}, {"id": "mai-20260917-0922-baseline|c104-m2|challenger-small|Nightfall AI", "prompt": "c104-m2", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering if your data loss risk is mainly in **cloud/SaaS workflows**"}, {"id": "mai-20260917-0922-baseline|c104-m2|challenger-small|Strac", "prompt": "c104-m2", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Strac", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cloud/SaaS-first environment** → **Nightfall AI** or **Strac**"}, {"id": "mai-20260917-0922-baseline|c104-m2|deepseek-small|Microsoft Purview DLP", "prompt": "c104-m2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Microsoft Purview DLP**"}, {"id": "mai-20260917-0922-baseline|c104-m2|deepseek-small|Forcepoint DLP", "prompt": "c104-m2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "go with **Forcepoint DLP** (highest overall score for this segment)"}, {"id": "mai-20260917-0922-baseline|c104-m2|deepseek-small|Safetica", "prompt": "c104-m2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want quick wins in a smaller org (or budget is a constraint) → **Safetica**"}, {"id": "mai-20260917-0922-baseline|c104-m2|deepseek-small|Proofpoint Enterprise DLP", "prompt": "c104-m2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Email is your primary leak path — strong email and collaboration focus"}, {"id": "mai-20260917-0922-baseline|c104-m2|deepseek-small|Zscaler", "prompt": "c104-m2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shadow AI and GenAI data leakage are a top concern"}, {"id": "mai-20260917-0922-baseline|c104-m2|deepseek-small|Nightfall AI", "prompt": "c104-m2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Nightfall AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shadow AI and GenAI data leakage are a top concern"}, {"id": "mai-20260917-0922-baseline|c104-m2|deepseek-small|Cyberhaven", "prompt": "c104-m2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Cyberhaven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Shadow AI and GenAI data leakage are a top concern"}, {"id": "mai-20260917-0922-baseline|c104-m2|deepseek-small|miniOrange", "prompt": "c104-m2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "You want multi-channel coverage (endpoint, email, network) at SMB-accessible pricing"}, {"id": "mai-20260917-0922-baseline|c104-m2|deepseek-small|CurrentWare", "prompt": "c104-m2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "CurrentWare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Most offer a free trial (CurrentWare 14-day, Safetica, etc.)"}, {"id": "mai-20260917-0922-baseline|c104-m2|google-small|Broadcom (Symantec)", "prompt": "c104-m2", "model": "google-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Broadcom (Symantec)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "legacy enterprise DLP tools like Broadcom (Symantec) or Forcepoint are rarely the right fit"}, {"id": "mai-20260917-0922-baseline|c104-m2|google-small|Forcepoint", "prompt": "c104-m2", "model": "google-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "legacy enterprise DLP tools like Broadcom (Symantec) or Forcepoint are rarely the right fit"}, {"id": "mai-20260917-0922-baseline|c104-m2|google-small|Microsoft Purview DLP", "prompt": "c104-m2", "model": "google-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Recommendation: Microsoft Purview DLP ... the most logical starting point"}, {"id": "mai-20260917-0922-baseline|c104-m2|google-small|Nightfall AI", "prompt": "c104-m2", "model": "google-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Nightfall AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If 95% of it is in the cloud, buy an API-based tool like **Nightfall**"}, {"id": "mai-20260917-0922-baseline|c104-m2|google-small|Safetica", "prompt": "c104-m2", "model": "google-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "invest in a mid-market endpoint solution like **Safetica**"}, {"id": "mai-20260917-0922-baseline|c104-m2|google-small|Netwrix Endpoint Protector (formerly CoSoSys)", "prompt": "c104-m2", "model": "google-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Netwrix Endpoint Protector (formerly CoSoSys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top Recommendation: Netwrix Endpoint Protector (formerly CoSoSys)"}, {"id": "mai-20260917-0922-baseline|c104-m2|meta-small|miniOrange", "prompt": "c104-m2", "model": "meta-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "miniOrange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "miniOrange - Best for SMBs and mid-market companies, SaaS teams, healthcare, finance, and legal organizations that want multi-channel coverage with a faster deployment path."}, {"id": "mai-20260917-0922-baseline|c104-m2|meta-small|CurrentWare", "prompt": "c104-m2", "model": "meta-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CurrentWare - Best for endpoint DLP, USB control, workforce visibility, and SMB to mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c104-m2|meta-small|Nightfall AI", "prompt": "c104-m2", "model": "meta-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Nightfall AI - Best for mid-sized teams managing cloud workflows."}, {"id": "mai-20260917-0922-baseline|c104-m2|meta-small|Kitecyber Data Shield", "prompt": "c104-m2", "model": "meta-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Kitecyber Data Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mid-sized to large businesses needing unified endpoint/network DLP."}, {"id": "mai-20260917-0922-baseline|c104-m2|meta-small|Safetica", "prompt": "c104-m2", "model": "meta-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Safetica - Best for SMB and mid-market DLP with insider risk visibility."}, {"id": "mai-20260917-0922-baseline|c104-m2|minimax-small|Microsoft Purview DLP", "prompt": "c104-m2", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Microsoft Purview** if you're already invested in Microsoft 365, as it offers the best value integration"}, {"id": "mai-20260917-0922-baseline|c104-m2|minimax-small|Forcepoint DLP", "prompt": "c104-m2", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more specialized DLP capabilities or have specific compliance requirements, consider **Forcepoint** or **miniOrange**"}, {"id": "mai-20260917-0922-baseline|c104-m2|minimax-small|miniOrange DLP", "prompt": "c104-m2", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "miniOrange DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **Forcepoint** or **miniOrange**"}, {"id": "mai-20260917-0922-baseline|c104-m2|minimax-small|CurrentWare", "prompt": "c104-m2", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "CurrentWare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Mid-market teams needing endpoint DLP + USB control"}, {"id": "mai-20260917-0922-baseline|c104-m2|minimax-small|Safetica", "prompt": "c104-m2", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Safetica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Midsize companies in regulated industries (GDPR, HIPAA, NIST compliance)"}, {"id": "mai-20260917-0922-baseline|c104-m2|mistral-small|CurrentWare", "prompt": "c104-m2", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CurrentWare** and **miniOrange** are strong choices due to their scalability, ease of use, and value for money"}, {"id": "mai-20260917-0922-baseline|c104-m2|mistral-small|miniOrange", "prompt": "c104-m2", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "miniOrange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**CurrentWare** and **miniOrange** are strong choices due to their scalability, ease of use, and value for money"}, {"id": "mai-20260917-0922-baseline|c104-m2|mistral-small|Forcepoint", "prompt": "c104-m2", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For more advanced cross-channel DLP, consider **Forcepoint** or **CoSoSys (Endpoint Protector)**."}, {"id": "mai-20260917-0922-baseline|c104-m2|mistral-small|Microsoft Purview", "prompt": "c104-m2", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are already in the Microsoft ecosystem, **Microsoft Purview** is a natural fit."}, {"id": "mai-20260917-0922-baseline|c104-m2|mistral-small|CoSoSys (Endpoint Protector)", "prompt": "c104-m2", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "CoSoSys (Endpoint Protector)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For more advanced cross-channel DLP, consider **Forcepoint** or **CoSoSys (Endpoint Protector)**."}, {"id": "mai-20260917-0922-baseline|c104-m2|mistral-small|Safetica", "prompt": "c104-m2", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Safetica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: SMB and mid-market DLP with insider risk visibility"}, {"id": "mai-20260917-0922-baseline|c104-m2|moonshot-small|Microsoft Purview DLP", "prompt": "c104-m2", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Microsoft Purview DLP**"}, {"id": "mai-20260917-0922-baseline|c104-m2|moonshot-small|Forcepoint DLP", "prompt": "c104-m2", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Dedicated/Best-of-Breed Option: **Forcepoint DLP**"}, {"id": "mai-20260917-0922-baseline|c104-m2|moonshot-small|Safetica", "prompt": "c104-m2", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Safetica** is frequently rated as the best fit for that size range"}, {"id": "mai-20260917-0922-baseline|c104-m2|moonshot-small|GTB Technologies", "prompt": "c104-m2", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "GTB Technologies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GTB Technologies** is also noted as a strong mid-market option with high detection accuracy"}, {"id": "mai-20260917-0922-baseline|c104-m2|moonshot-small|Symantec DLP (Broadcom)", "prompt": "c104-m2", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid **Symantec DLP (Broadcom)** is architecturally complex and generally better suited to **large enterprises**"}, {"id": "mai-20260917-0922-baseline|c104-m2|openai-small|Microsoft Purview DLP", "prompt": "c104-m2", "model": "openai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Purview DLP** is usually the best first choice for a mid-sized B2B company"}, {"id": "mai-20260917-0922-baseline|c104-m2|openai-small|Netskope One DLP", "prompt": "c104-m2", "model": "openai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Netskope One DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Netskope One DLP** if your company is more cloud/SaaS-heavy and needs broader coverage outside the Microsoft stack"}, {"id": "mai-20260917-0922-baseline|c104-m2|openai-small|Forcepoint DLP", "prompt": "c104-m2", "model": "openai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need strong on-prem, hybrid, and very broad policy/compliance controls:** Forcepoint DLP"}, {"id": "mai-20260917-0922-baseline|c104-m2|xai-small|Safetica", "prompt": "c104-m2", "model": "xai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Safetica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Safetica as a top DLP tool."}, {"id": "mai-20260917-0922-baseline|c104-m2|xai-small|CurrentWare", "prompt": "c104-m2", "model": "xai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheapest, cloud/on-prem; great for simple needs."}, {"id": "mai-20260917-0922-baseline|c104-m2|xai-small|Netwrix Endpoint Protector", "prompt": "c104-m2", "model": "xai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Multi-OS device control ... Cross-platform (Win/Mac/Linux); free trial."}, {"id": "mai-20260917-0922-baseline|c104-m2|xai-small|Microsoft Purview DLP", "prompt": "c104-m2", "model": "xai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Seamless if you're in MS ecosystem; otherwise, extra integration effort."}, {"id": "mai-20260917-0922-baseline|c104-m2|xai-small|Forcepoint DLP", "prompt": "c104-m2", "model": "xai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Powerful but pricier, longer setup (3-6 months)."}, {"id": "mai-20260917-0922-baseline|c104-m2|zai-small|Microsoft Purview", "prompt": "c104-m2", "model": "zai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Purview** is often the best starting point for mid-sized B2B companies"}, {"id": "mai-20260917-0922-baseline|c104-m2|zai-small|Forcepoint DLP", "prompt": "c104-m2", "model": "zai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you need advanced threat detection and don't have Microsoft products, **Forcepoint DLP** provides excellent AI-powered protection"}, {"id": "mai-20260917-0922-baseline|c104-m2|zai-small|Trellix DLP", "prompt": "c104-m2", "model": "zai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Trellix DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Organizations needing both endpoint and network protection ... Cons: Complex management interface for smaller teams"}, {"id": "mai-20260917-0922-baseline|c104-m2|zai-small|Symantec DLP", "prompt": "c104-m2", "model": "zai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Symantec DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Licensing can be expensive, slower feature updates compared to newer tools"}, {"id": "mai-20260917-0922-baseline|c104-m3|alibaba-small|Microsoft Purview", "prompt": "c104-m3", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is currently the fastest-growing platform due to its ubiquity in the enterprise market."}, {"id": "mai-20260917-0922-baseline|c104-m3|alibaba-small|Broadcom (formerly Symantec) Data Loss Prevention", "prompt": "c104-m3", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Broadcom (formerly Symantec) Data Loss Prevention", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "this remains the gold standard for large-scale enterprise deployments"}, {"id": "mai-20260917-0922-baseline|c104-m3|alibaba-small|Forcepoint Data Security Platform (DSP)", "prompt": "c104-m3", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint Data Security Platform (DSP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Forcepoint integrates User Behavior Analytics (UBA)"}, {"id": "mai-20260917-0922-baseline|c104-m3|alibaba-small|Netskope Security Cloud", "prompt": "c104-m3", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Netskope has disrupted the market by positioning DLP within the SASE"}, {"id": "mai-20260917-0922-baseline|c104-m3|alibaba-small|Zscaler Internet Access", "prompt": "c104-m3", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Zscaler Internet Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zscaler utilizes a cloud-centric SASE approach"}, {"id": "mai-20260917-0922-baseline|c104-m3|alibaba-small|McAfee (Treleken) Total Data Protection", "prompt": "c104-m3", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "McAfee (Treleken) Total Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "McAfee offers a tightly integrated suite of network security tools (firewalls, IPS) alongside DLP"}, {"id": "mai-20260917-0922-baseline|c104-m3|anthropic-small|Strac", "prompt": "c104-m3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Strac", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strac leads for teams whose data lives in SaaS, cloud, GenAI/MCP, and on endpoints, because it both detects and remediates"}, {"id": "mai-20260917-0922-baseline|c104-m3|anthropic-small|Microsoft Purview", "prompt": "c104-m3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Purview DLP is native for Microsoft 365, but weaker outside the Microsoft boundary."}, {"id": "mai-20260917-0922-baseline|c104-m3|anthropic-small|Forcepoint", "prompt": "c104-m3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Symantec DLP (Broadcom) or Forcepoint are best for large regulated enterprises with on-prem estates."}, {"id": "mai-20260917-0922-baseline|c104-m3|anthropic-small|Symantec (Broadcom)", "prompt": "c104-m3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Symantec DLP (Broadcom) or Forcepoint are best for large regulated enterprises with on-prem estates."}, {"id": "mai-20260917-0922-baseline|c104-m3|anthropic-small|Zscaler", "prompt": "c104-m3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Netskope or Zscaler are best for inline cloud and SASE enforcement."}, {"id": "mai-20260917-0922-baseline|c104-m3|anthropic-small|Netskope", "prompt": "c104-m3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Netskope or Zscaler are best for inline cloud and SASE enforcement."}, {"id": "mai-20260917-0922-baseline|c104-m3|anthropic-small|Nightfall", "prompt": "c104-m3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The best DLP solutions in 2026 are Strac, Microsoft Purview, Forcepoint, Symantec (Broadcom), Zscaler, Netskope, and Nightfall"}, {"id": "mai-20260917-0922-baseline|c104-m3|anthropic-small|Proofpoint", "prompt": "c104-m3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Proofpoint is best for email-centric data loss."}, {"id": "mai-20260917-0922-baseline|c104-m3|anthropic-small|Teramind", "prompt": "c104-m3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Teramind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Teramind or Code42 Incydr are best for insider risk"}, {"id": "mai-20260917-0922-baseline|c104-m3|anthropic-small|Code42 Incydr", "prompt": "c104-m3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Code42 Incydr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Teramind or Code42 Incydr are best for insider risk"}, {"id": "mai-20260917-0922-baseline|c104-m3|anthropic-small|Cyera", "prompt": "c104-m3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Cyera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cyera for cloud data posture (DSPM)"}, {"id": "mai-20260917-0922-baseline|c104-m3|anthropic-small|Varonis", "prompt": "c104-m3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Varonis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Varonis for access governance"}, {"id": "mai-20260917-0922-baseline|c104-m3|challenger-small|Microsoft Purview", "prompt": "c104-m3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Native integration with Exchange, OneDrive, SharePoint, and Teams; strongest inside the Microsoft ecosystem, weaker outside it."}, {"id": "mai-20260917-0922-baseline|c104-m3|challenger-small|Symantec DLP (Broadcom)", "prompt": "c104-m3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mature, broad enterprise suite with strong endpoint, network, and cloud coverage."}, {"id": "mai-20260917-0922-baseline|c104-m3|challenger-small|Forcepoint DLP", "prompt": "c104-m3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Known for risk-adaptive protection and behavioral analytics."}, {"id": "mai-20260917-0922-baseline|c104-m3|challenger-small|Proofpoint Enterprise DLP", "prompt": "c104-m3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strongest where email and human-centric data leakage are the main concern."}, {"id": "mai-20260917-0922-baseline|c104-m3|challenger-small|Netskope", "prompt": "c104-m3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong inline cloud enforcement and better fit for modern cloud traffic control."}, {"id": "mai-20260917-0922-baseline|c104-m3|challenger-small|Zscaler", "prompt": "c104-m3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Designed around inline cloud traffic inspection and SSE/zero-trust controls."}, {"id": "mai-20260917-0922-baseline|c104-m3|challenger-small|Cyberhaven", "prompt": "c104-m3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Cyberhaven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Differentiates with data lineage and data detection/response rather than only policy alerts."}, {"id": "mai-20260917-0922-baseline|c104-m3|challenger-small|Nightfall", "prompt": "c104-m3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "API/cloud-first approach, good for SaaS apps and modern AI-related leakage control."}, {"id": "mai-20260917-0922-baseline|c104-m3|challenger-small|Trellix", "prompt": "c104-m3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong endpoint + network integration and centralized management in the Trellix ecosystem."}, {"id": "mai-20260917-0922-baseline|c104-m3|challenger-small|Digital Guardian", "prompt": "c104-m3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Digital Guardian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Often positioned for broad endpoint visibility and managed service delivery."}, {"id": "mai-20260917-0922-baseline|c104-m3|challenger-small|Strac", "prompt": "c104-m3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Strac", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "some Cyberhaven and Strac-style deployments"}, {"id": "mai-20260917-0922-baseline|c104-m3|deepseek-small|Microsoft Purview DLP", "prompt": "c104-m3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**All-in on Microsoft 365?** → Microsoft Purview DLP"}, {"id": "mai-20260917-0922-baseline|c104-m3|deepseek-small|Symantec DLP (Broadcom)", "prompt": "c104-m3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large regulated enterprise with on-prem estates and a dedicated team?** → Symantec/Forcepoint"}, {"id": "mai-20260917-0922-baseline|c104-m3|deepseek-small|Forcepoint DLP", "prompt": "c104-m3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "→ Symantec/Forcepoint"}, {"id": "mai-20260917-0922-baseline|c104-m3|deepseek-small|Proofpoint DLP", "prompt": "c104-m3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Email-centric data loss / people risk?** → Proofpoint"}, {"id": "mai-20260917-0922-baseline|c104-m3|deepseek-small|Zscaler DLP", "prompt": "c104-m3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Zscaler DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Adopting SASE/SSE with cloud-native enforcement?** → Zscaler or Netskope"}, {"id": "mai-20260917-0922-baseline|c104-m3|deepseek-small|Netskope DLP", "prompt": "c104-m3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "→ Zscaler or Netskope"}, {"id": "mai-20260917-0922-baseline|c104-m3|deepseek-small|Cyberhaven", "prompt": "c104-m3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong when IP protection and end-to-end data movement visibility matter most."}, {"id": "mai-20260917-0922-baseline|c104-m3|deepseek-small|Nightfall AI", "prompt": "c104-m3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong when GenAI governance is the priority."}, {"id": "mai-20260917-0922-baseline|c104-m3|deepseek-small|Strac", "prompt": "c104-m3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Strac", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Agentless, API-based** DSPM + DLP that deploys in minutes"}, {"id": "mai-20260917-0922-baseline|c104-m3|google-small|Microsoft Purview DLP", "prompt": "c104-m3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Microsoft Purview if your entire business runs on Windows, Microsoft 365, and Edge"}, {"id": "mai-20260917-0922-baseline|c104-m3|google-small|Cyberhaven", "prompt": "c104-m3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Cyberhaven if your primary concern is protecting hard-to-classify intellectual property"}, {"id": "mai-20260917-0922-baseline|c104-m3|google-small|Forcepoint DLP", "prompt": "c104-m3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Forcepoint or Symantec if you are a massive, highly regulated enterprise"}, {"id": "mai-20260917-0922-baseline|c104-m3|google-small|Symantec Enterprise DLP (by Broadcom)", "prompt": "c104-m3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec Enterprise DLP (by Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is architecturally heavy, relies on on-premises infrastructure, and requires a dedicated team of analysts"}, {"id": "mai-20260917-0922-baseline|c104-m3|google-small|Netskope One DLP", "prompt": "c104-m3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope One DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Netskope (or competitor Zscaler) if your organization is cloud-first"}, {"id": "mai-20260917-0922-baseline|c104-m3|google-small|Proofpoint Enterprise DLP", "prompt": "c104-m3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Organizations looking to combat insider threats primarily targeting email"}, {"id": "mai-20260917-0922-baseline|c104-m3|google-small|Zscaler", "prompt": "c104-m3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Choose Netskope (or competitor Zscaler)"}, {"id": "mai-20260917-0922-baseline|c104-m3|meta-small|miniOrange", "prompt": "c104-m3", "model": "meta-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top DLP platforms include miniOrange, Trellix DLP, Strac, Purview, Forcepoint, Proofpoint, Netskope, Cyera, Varonis, and others."}, {"id": "mai-20260917-0922-baseline|c104-m3|meta-small|Trellix DLP", "prompt": "c104-m3", "model": "meta-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Trellix DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top DLP platforms include miniOrange, Trellix DLP, Strac, Purview..."}, {"id": "mai-20260917-0922-baseline|c104-m3|meta-small|Strac", "prompt": "c104-m3", "model": "meta-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Strac", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top DLP platforms include miniOrange, Trellix DLP, Strac, Purview..."}, {"id": "mai-20260917-0922-baseline|c104-m3|meta-small|Purview", "prompt": "c104-m3", "model": "meta-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Purview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top DLP platforms include ... Purview, Forcepoint, Proofpoint..."}, {"id": "mai-20260917-0922-baseline|c104-m3|meta-small|Forcepoint", "prompt": "c104-m3", "model": "meta-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Purview, Forcepoint, Proofpoint, Netskope, Cyera, Varonis, and others."}, {"id": "mai-20260917-0922-baseline|c104-m3|meta-small|Proofpoint", "prompt": "c104-m3", "model": "meta-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Forcepoint, Proofpoint, Netskope, Cyera, Varonis, and others."}, {"id": "mai-20260917-0922-baseline|c104-m3|meta-small|Netskope", "prompt": "c104-m3", "model": "meta-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Proofpoint, Netskope, Cyera, Varonis, and others."}, {"id": "mai-20260917-0922-baseline|c104-m3|meta-small|Cyera", "prompt": "c104-m3", "model": "meta-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Cyera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Netskope, Cyera, Varonis, and others."}, {"id": "mai-20260917-0922-baseline|c104-m3|meta-small|Varonis", "prompt": "c104-m3", "model": "meta-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Varonis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cyera, Varonis, and others."}, {"id": "mai-20260917-0922-baseline|c104-m3|minimax-small|Microsoft Purview DLP", "prompt": "c104-m3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Organizations already using Microsoft 365 often find Purview most cost-effective"}, {"id": "mai-20260917-0922-baseline|c104-m3|minimax-small|Proofpoint Enterprise DLP", "prompt": "c104-m3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "large enterprises with complex needs may benefit from Symantec or Proofpoint"}, {"id": "mai-20260917-0922-baseline|c104-m3|minimax-small|Symantec DLP (Broadcom)", "prompt": "c104-m3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Can be resource-intensive and costly"}, {"id": "mai-20260917-0922-baseline|c104-m3|minimax-small|Forcepoint DLP", "prompt": "c104-m3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Insider risk-focused organizations"}, {"id": "mai-20260917-0922-baseline|c104-m3|minimax-small|Netskope DLP", "prompt": "c104-m3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Cloud-first organizations"}, {"id": "mai-20260917-0922-baseline|c104-m3|minimax-small|Strac", "prompt": "c104-m3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Strac", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Agentless, API-based, quick deployment, strong SaaS coverage"}, {"id": "mai-20260917-0922-baseline|c104-m3|minimax-small|Varonis", "prompt": "c104-m3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Varonis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses on data security platform with DLP capabilities"}, {"id": "mai-20260917-0922-baseline|c104-m3|minimax-small|Zscaler", "prompt": "c104-m3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cloud DLP with internet security focus"}, {"id": "mai-20260917-0922-baseline|c104-m3|minimax-small|McAfee", "prompt": "c104-m3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "McAfee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Easier installation but higher CPU usage"}, {"id": "mai-20260917-0922-baseline|c104-m3|mistral-small|Strac", "prompt": "c104-m3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Strac", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Strac** - Best for: SaaS, cloud, GenAI, browser, endpoint, and MCP environments... Strengths: Highly rated for quick integration, high accuracy"}, {"id": "mai-20260917-0922-baseline|c104-m3|mistral-small|Forcepoint", "prompt": "c104-m3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Weaknesses: Integration challenges and dependency on complex configurations."}, {"id": "mai-20260917-0922-baseline|c104-m3|mistral-small|Symantec (Broadcom)", "prompt": "c104-m3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Weaknesses: Can be resource-intensive and costly."}, {"id": "mai-20260917-0922-baseline|c104-m3|mistral-small|McAfee", "prompt": "c104-m3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "McAfee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Weaknesses: High CPU usage and false positives."}, {"id": "mai-20260917-0922-baseline|c104-m3|mistral-small|Netskope", "prompt": "c104-m3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Inline cloud/SASE enforcement... Excels in cloud security and advanced threat protection."}, {"id": "mai-20260917-0922-baseline|c104-m3|mistral-small|Proofpoint", "prompt": "c104-m3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Strengths: Strong in cloud DLP and user analytics. - Weaknesses: Expensive."}, {"id": "mai-20260917-0922-baseline|c104-m3|mistral-small|Microsoft Purview DLP", "prompt": "c104-m3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Microsoft 365-committed organizations... Seamless integration with Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c104-m3|mistral-small|Safetica", "prompt": "c104-m3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Safetica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Offers integrated DLP and Insider Risk Management (IRM)."}, {"id": "mai-20260917-0922-baseline|c104-m3|mistral-small|Varonis Data Security Platform", "prompt": "c104-m3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Varonis Data Security Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strengths: Comprehensive data security and user behavior analytics."}, {"id": "mai-20260917-0922-baseline|c104-m3|mistral-small|Zscaler Internet Access", "prompt": "c104-m3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Zscaler Internet Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strengths: Cloud-native security and DLP for web and SaaS applications."}, {"id": "mai-20260917-0922-baseline|c104-m3|moonshot-small|Microsoft Purview DLP", "prompt": "c104-m3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft-centric organization?** → **Microsoft Purview** (cost-effective, native)"}, {"id": "mai-20260917-0922-baseline|c104-m3|moonshot-small|Symantec DLP (Broadcom)", "prompt": "c104-m3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Complex regulatory environment with dedicated staff?** → **Symantec DLP**"}, {"id": "mai-20260917-0922-baseline|c104-m3|moonshot-small|Forcepoint DLP", "prompt": "c104-m3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Insider threat/risk priority?** → **Forcepoint**"}, {"id": "mai-20260917-0922-baseline|c104-m3|moonshot-small|Netskope DLP", "prompt": "c104-m3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cloud-first/SaaS-heavy with minimal on-prem?** → **Netskope** or **Zscaler**"}, {"id": "mai-20260917-0922-baseline|c104-m3|moonshot-small|Zscaler DLP", "prompt": "c104-m3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Zscaler DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cloud-first/SaaS-heavy with minimal on-prem?** → **Netskope** or **Zscaler**"}, {"id": "mai-20260917-0922-baseline|c104-m3|moonshot-small|Palo Alto Prisma Access", "prompt": "c104-m3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need unified network security + data protection?** → **Palo Alto Prisma**"}, {"id": "mai-20260917-0922-baseline|c104-m3|moonshot-small|Trellix DLP (formerly McAfee)", "prompt": "c104-m3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Trellix DLP (formerly McAfee)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Already invested in Trellix/XDR?** → **Trellix DLP**"}, {"id": "mai-20260917-0922-baseline|c104-m3|moonshot-small|Nightfall AI", "prompt": "c104-m3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Fast cloud deployment for GenAI concerns?** → **Nightfall AI**"}, {"id": "mai-20260917-0922-baseline|c104-m3|openai-small|Microsoft Purview DLP", "prompt": "c104-m3", "model": "openai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Microsoft Purview DLP** if you're a Microsoft 365 shop and want the least-friction integration."}, {"id": "mai-20260917-0922-baseline|c104-m3|openai-small|Forcepoint DLP", "prompt": "c104-m3", "model": "openai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Forcepoint** or **Symantec DLP** if you need a more traditional, enterprise-wide DLP program"}, {"id": "mai-20260917-0922-baseline|c104-m3|openai-small|Broadcom Symantec DLP", "prompt": "c104-m3", "model": "openai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Broadcom Symantec DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often considered more legacy/complex than newer SASE-native products"}, {"id": "mai-20260917-0922-baseline|c104-m3|openai-small|Netskope DLP", "prompt": "c104-m3", "model": "openai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Netskope** or **Zscaler** if your security architecture is **cloud-first / SSE-first**"}, {"id": "mai-20260917-0922-baseline|c104-m3|openai-small|Proofpoint DLP", "prompt": "c104-m3", "model": "openai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Proofpoint** if **email data leakage** is the main risk."}, {"id": "mai-20260917-0922-baseline|c104-m3|openai-small|Zscaler DLP", "prompt": "c104-m3", "model": "openai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Zscaler DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best when you already use Zscaler for traffic steering and cloud access"}, {"id": "mai-20260917-0922-baseline|c104-m3|xai-small|Forcepoint DLP", "prompt": "c104-m3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Forcepoint DLP (Leader in IDC MarketScape 2025; Strong Performer in Forrester; Gartner-listed)"}, {"id": "mai-20260917-0922-baseline|c104-m3|xai-small|Symantec (Broadcom) DLP", "prompt": "c104-m3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec (Broadcom) DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Symantec (Broadcom) DLP (Gartner, IDC)"}, {"id": "mai-20260917-0922-baseline|c104-m3|xai-small|Proofpoint Enterprise DLP", "prompt": "c104-m3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Proofpoint Enterprise DLP (G2 top pick; IDC; Gartner Market Guide)"}, {"id": "mai-20260917-0922-baseline|c104-m3|xai-small|Microsoft Purview DLP", "prompt": "c104-m3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft Purview DLP (IDC Leader; ideal for M365 ecosystems)"}, {"id": "mai-20260917-0922-baseline|c104-m3|xai-small|Trellix (McAfee) DLP", "prompt": "c104-m3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Trellix (McAfee) DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Trellix (McAfee) DLP (IDC, Gartner)"}, {"id": "mai-20260917-0922-baseline|c104-m3|xai-small|Netskope", "prompt": "c104-m3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Netskope (IDC; cloud/SASE focus)"}, {"id": "mai-20260917-0922-baseline|c104-m3|xai-small|Zscaler", "prompt": "c104-m3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zscaler (IDC; cloud-native)"}, {"id": "mai-20260917-0922-baseline|c104-m3|xai-small|Palo Alto Networks Enterprise DLP", "prompt": "c104-m3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Palo Alto Networks Enterprise DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Palo Alto Networks Enterprise DLP (Gartner Market Guide)"}, {"id": "mai-20260917-0922-baseline|c104-m3|xai-small|Cyberhaven", "prompt": "c104-m3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Cyberhaven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cyberhaven (Gartner-listed; modern data tracking)"}, {"id": "mai-20260917-0922-baseline|c104-m3|xai-small|Varonis", "prompt": "c104-m3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Varonis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Varonis (Forrester data security leader)"}, {"id": "mai-20260917-0922-baseline|c104-m3|xai-small|Safetica", "prompt": "c104-m3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Safetica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other notables: Safetica (endpoint/insider risk)"}, {"id": "mai-20260917-0922-baseline|c104-m3|xai-small|Netwrix Endpoint Protector", "prompt": "c104-m3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Netwrix Endpoint Protector (multi-OS endpoints)"}, {"id": "mai-20260917-0922-baseline|c104-m3|xai-small|Nightfall AI", "prompt": "c104-m3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Nightfall AI (AI/SaaS-focused)"}, {"id": "mai-20260917-0922-baseline|c104-m3|zai-small|Microsoft Purview Data Loss Prevention (DLP)", "prompt": "c104-m3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview Data Loss Prevention (DLP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Purview is the industry leader for native integration."}, {"id": "mai-20260917-0922-baseline|c104-m3|zai-small|Proofpoint Enterprise DLP", "prompt": "c104-m3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Proofpoint is superior when investigating \"insider threats\" and managing complex email workflows."}, {"id": "mai-20260917-0922-baseline|c104-m3|zai-small|Safetica", "prompt": "c104-m3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Safetica is the strongest choice for enforcing strict device and file-level controls on employee laptops."}, {"id": "mai-20260917-0922-baseline|c104-m3|zai-small|Trellix DLP", "prompt": "c104-m3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Trellix DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are already using Trellix for antivirus and firewall, their DLP is the logical extension"}, {"id": "mai-20260917-0922-baseline|c104-m3|zai-small|Forcepoint DLP", "prompt": "c104-m3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Forcepoint is often favored by highly regulated industries"}, {"id": "mai-20260917-0922-baseline|c104-m3|zai-small|Netwrix Endpoint Protector", "prompt": "c104-m3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: SMBs and IT departments needing multi-OS device control."}, {"id": "mai-20260917-0922-baseline|c104-m4|alibaba-small|Symantec", "prompt": "c104-m4", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Symantec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade suites (like Symantec or McAfee) are often too expensive and complex for smaller teams."}, {"id": "mai-20260917-0922-baseline|c104-m4|alibaba-small|McAfee", "prompt": "c104-m4", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "McAfee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-grade suites (like Symantec or McAfee) are often too expensive and complex for smaller teams."}, {"id": "mai-20260917-0922-baseline|c104-m4|alibaba-small|Microsoft Purview DLP", "prompt": "c104-m4", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best Overall Value: **Microsoft Purview DLP**"}, {"id": "mai-20260917-0922-baseline|c104-m4|alibaba-small|CurrentWare", "prompt": "c104-m4", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Small Business / Endpoint Control: **CurrentWare**"}, {"id": "mai-20260917-0922-baseline|c104-m4|alibaba-small|Nightfall AI", "prompt": "c104-m4", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for SaaS & Modern Cloud Apps: **Nightfall AI**"}, {"id": "mai-20260917-0922-baseline|c104-m4|alibaba-small|Box Shield", "prompt": "c104-m4", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Box Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Low-Cost Cloud Storage Protection: **Box Shield**"}, {"id": "mai-20260917-0922-baseline|c104-m4|alibaba-small|Netwrix Endpoint Protector", "prompt": "c104-m4", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Get **CurrentWare** or **Netwrix Endpoint Protector**"}, {"id": "mai-20260917-0922-baseline|c104-m4|anthropic-small|CurrentWare", "prompt": "c104-m4", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CurrentWare** stands out as one of the most cost-effective options."}, {"id": "mai-20260917-0922-baseline|c104-m4|anthropic-small|Teramind", "prompt": "c104-m4", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Teramind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Teramind** is another budget-conscious choice."}, {"id": "mai-20260917-0922-baseline|c104-m4|anthropic-small|Netskope", "prompt": "c104-m4", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "making it one of the lowest-cost options if your data lives in cloud environments"}, {"id": "mai-20260917-0922-baseline|c104-m4|anthropic-small|OpenDLP", "prompt": "c104-m4", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "OpenDLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it lacks cloud-native integrations, AI classification, and advanced insider risk features"}, {"id": "mai-20260917-0922-baseline|c104-m4|anthropic-small|Endpoint Protector", "prompt": "c104-m4", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Endpoint Protector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Endpoint Protector and Safetica tend to fit small and mid-sized businesses best"}, {"id": "mai-20260917-0922-baseline|c104-m4|anthropic-small|Safetica", "prompt": "c104-m4", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Endpoint Protector and Safetica tend to fit small and mid-sized businesses best"}, {"id": "mai-20260917-0922-baseline|c104-m4|challenger-small|CurrentWare", "prompt": "c104-m4", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best DLP platform is usually **CurrentWare** or **Safetica**"}, {"id": "mai-20260917-0922-baseline|c104-m4|challenger-small|Safetica", "prompt": "c104-m4", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best DLP platform is usually **CurrentWare** or **Safetica**"}, {"id": "mai-20260917-0922-baseline|c104-m4|challenger-small|Kickidler", "prompt": "c104-m4", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Kickidler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cheapest option ... but it is better suited to **insider-threat monitoring and productivity tracking** than broader enterprise-grade DLP"}, {"id": "mai-20260917-0922-baseline|c104-m4|deepseek-small|Microsoft Purview DLP", "prompt": "c104-m4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you use Microsoft 365** → start with **Microsoft Purview** (possibly free with your existing license)."}, {"id": "mai-20260917-0922-baseline|c104-m4|deepseek-small|Nightfall AI", "prompt": "c104-m4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you're cloud/SaaS-first** → consider **Nightfall** (free plan to start)."}, {"id": "mai-20260917-0922-baseline|c104-m4|deepseek-small|CurrentWare", "prompt": "c104-m4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Safetica** (~$6/user/month) or **CurrentWare** (~$12/user/month)"}, {"id": "mai-20260917-0922-baseline|c104-m4|deepseek-small|Safetica", "prompt": "c104-m4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "one of the more affordable full-featured options"}, {"id": "mai-20260917-0922-baseline|c104-m4|deepseek-small|Box Shield", "prompt": "c104-m4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Box Shield", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the cheapest dedicated option found, but limited to Box content specifically"}, {"id": "mai-20260917-0922-baseline|c104-m4|deepseek-small|OpenDLP", "prompt": "c104-m4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "OpenDLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "free, open-source, agent-based DLP for scanning data at rest (though it's aging/dated)"}, {"id": "mai-20260917-0922-baseline|c104-m4|deepseek-small|MyDLP", "prompt": "c104-m4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "MyDLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "free open-source DLP covering data in motion and at rest"}, {"id": "mai-20260917-0922-baseline|c104-m4|deepseek-small|Wazuh", "prompt": "c104-m4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "open-source XDR/SIEM with endpoint security and file integrity monitoring (broader than DLP, but useful)"}, {"id": "mai-20260917-0922-baseline|c104-m4|deepseek-small|TruffleHog / Gitleaks", "prompt": "c104-m4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "TruffleHog / Gitleaks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "free secret-scanning tools if your main concern is code/credential leaks"}, {"id": "mai-20260917-0922-baseline|c104-m4|google-small|Symantec/Broadcom", "prompt": "c104-m4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Symantec/Broadcom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "implementing traditional enterprise-grade Data Loss Prevention (DLP) solutions (such as Symantec/Broadcom or Forcepoint) is often out of the question due to high licensing costs"}, {"id": "mai-20260917-0922-baseline|c104-m4|google-small|Forcepoint", "prompt": "c104-m4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Forcepoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often out of the question due to high licensing costs, heavy infrastructure demands, and complex deployment processes"}, {"id": "mai-20260917-0922-baseline|c104-m4|google-small|Microsoft 365 DLP (via Microsoft Purview)", "prompt": "c104-m4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft 365 DLP (via Microsoft Purview)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use Microsoft 365 or Google Workspace, start by turning on their built-in DLP features."}, {"id": "mai-20260917-0922-baseline|c104-m4|google-small|Google Workspace DLP", "prompt": "c104-m4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Google Workspace DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Google provides native DLP rules for Google Drive, Chrome, Google Chat, and Gmail"}, {"id": "mai-20260917-0922-baseline|c104-m4|google-small|Safetica", "prompt": "c104-m4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Safetica (Best Overall SMB Value) ... buy Safetica (Standard). It is easy, modern, and very fairly priced."}, {"id": "mai-20260917-0922-baseline|c104-m4|google-small|ManageEngine Endpoint DLP Plus", "prompt": "c104-m4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "ManageEngine Endpoint DLP Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your budget is extremely tight but you have 50+ endpoints, use ManageEngine Endpoint DLP Plus"}, {"id": "mai-20260917-0922-baseline|c104-m4|google-small|Teramind DLP", "prompt": "c104-m4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Teramind DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for \"Insider Risk\" and Behavioral Monitoring: Teramind DLP"}, {"id": "mai-20260917-0922-baseline|c104-m4|google-small|Cloudflare Gateway", "prompt": "c104-m4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Cloudflare Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Use a free or cheap DNS filter (like Cloudflare Gateway or OpenDNS) to block access to unapproved cloud storage sites"}, {"id": "mai-20260917-0922-baseline|c104-m4|google-small|OpenDNS", "prompt": "c104-m4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "OpenDNS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a free or cheap DNS filter (like Cloudflare Gateway or OpenDNS)"}, {"id": "mai-20260917-0922-baseline|c104-m4|meta-small|Currentware", "prompt": "c104-m4", "model": "meta-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Currentware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Currentware - Best for small businesses, starting at $10/user/month"}, {"id": "mai-20260917-0922-baseline|c104-m4|meta-small|Miniorange", "prompt": "c104-m4", "model": "meta-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Miniorange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Miniorange - Offers a free plan, ideal for small businesses"}, {"id": "mai-20260917-0922-baseline|c104-m4|meta-small|Marketing Case Study", "prompt": "c104-m4", "model": "meta-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Marketing Case Study", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Marketing Case Study - Offers a range of tools, starting at $50/user/month"}, {"id": "mai-20260917-0922-baseline|c104-m4|minimax-small|CurrentWare", "prompt": "c104-m4", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies with limited budgets, **CurrentWare** offers the best value"}, {"id": "mai-20260917-0922-baseline|c104-m4|minimax-small|Safetica", "prompt": "c104-m4", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "More realistic than heavy enterprise platforms for limited budgets"}, {"id": "mai-20260917-0922-baseline|c104-m4|minimax-small|Nightfall AI", "prompt": "c104-m4", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suitable for small businesses with cloud-focused infrastructure"}, {"id": "mai-20260917-0922-baseline|c104-m4|minimax-small|Netwrix Endpoint Protector", "prompt": "c104-m4", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another solid option for small businesses"}, {"id": "mai-20260917-0922-baseline|c104-m4|mistral-small|Nightfall", "prompt": "c104-m4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Nightfall", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a limited budget, start with a free plan from Nightfall, Google Cloud DLP, or Box Shield."}, {"id": "mai-20260917-0922-baseline|c104-m4|mistral-small|Google Cloud DLP", "prompt": "c104-m4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Google Cloud DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "provides a free tier for basic scanning and redaction"}, {"id": "mai-20260917-0922-baseline|c104-m4|mistral-small|Box Shield", "prompt": "c104-m4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Box Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "includes a free plan, with paid tiers starting at $5/month"}, {"id": "mai-20260917-0922-baseline|c104-m4|mistral-small|MyDLP", "prompt": "c104-m4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "MyDLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a completely free, open-source DLP solution ... ideal for SMBs"}, {"id": "mai-20260917-0922-baseline|c104-m4|mistral-small|CurrentWare", "prompt": "c104-m4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "highly rated for endpoint DLP, USB control, and workforce visibility"}, {"id": "mai-20260917-0922-baseline|c104-m4|mistral-small|Endpoint Protector", "prompt": "c104-m4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "also recommended for small businesses, offering transparent pricing"}, {"id": "mai-20260917-0922-baseline|c104-m4|mistral-small|Safetica", "prompt": "c104-m4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "also recommended for small businesses, offering transparent pricing and strong endpoint-focused features"}, {"id": "mai-20260917-0922-baseline|c104-m4|mistral-small|OpenDLP", "prompt": "c104-m4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "OpenDLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you have technical expertise, consider **OpenDLP**"}, {"id": "mai-20260917-0922-baseline|c104-m4|mistral-small|HiveCode", "prompt": "c104-m4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "HiveCode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "consider **OpenDLP**, **HiveCode**, or **Falcongaze SecureTower**"}, {"id": "mai-20260917-0922-baseline|c104-m4|mistral-small|Falcongaze SecureTower", "prompt": "c104-m4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Falcongaze SecureTower", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "for no-cost solutions"}, {"id": "mai-20260917-0922-baseline|c104-m4|moonshot-small|Microsoft Purview Suite for Business Premium", "prompt": "c104-m4", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview Suite for Business Premium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Purview Suite for Business Premium** is likely your best bet if you're already using Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c104-m4|moonshot-small|CurrentWare", "prompt": "c104-m4", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For non-Microsoft environments, **CurrentWare** offers excellent value specifically designed for budget-conscious small businesses."}, {"id": "mai-20260917-0922-baseline|c104-m4|moonshot-small|Safetica", "prompt": "c104-m4", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best for Insider Risk* ... Endpoint DLP with user behavior analytics"}, {"id": "mai-20260917-0922-baseline|c104-m4|moonshot-small|MyDLP Community Edition", "prompt": "c104-m4", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "MyDLP Community Edition", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Open-source tools require significant setup and maintenance time, which may offset cost savings."}, {"id": "mai-20260917-0922-baseline|c104-m4|moonshot-small|OpenDLP", "prompt": "c104-m4", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "OpenDLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Open-source tools require significant setup and maintenance time, which may offset cost savings."}, {"id": "mai-20260917-0922-baseline|c104-m4|moonshot-small|TruffleHog/Gitleaks", "prompt": "c104-m4", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "TruffleHog/Gitleaks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free tools for secret/credential scanning"}, {"id": "mai-20260917-0922-baseline|c104-m4|openai-small|Microsoft Purview DLP", "prompt": "c104-m4", "model": "openai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best DLP platform is usually **Microsoft Purview DLP** **if you already use Microsoft 365**"}, {"id": "mai-20260917-0922-baseline|c104-m4|openai-small|Fortra DLP", "prompt": "c104-m4", "model": "openai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Fortra DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fortra DLP** is a strong budget-conscious alternative because it publishes tiered packages"}, {"id": "mai-20260917-0922-baseline|c104-m4|openai-small|Symantec/Broadcom", "prompt": "c104-m4", "model": "openai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Symantec/Broadcom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid broad enterprise DLP suites like Symantec/Broadcom** unless you need their scale"}, {"id": "mai-20260917-0922-baseline|c104-m4|xai-small|CurrentWare", "prompt": "c104-m4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CurrentWare edges out for pure budget SMB due to value, transparency, and reviews"}, {"id": "mai-20260917-0922-baseline|c104-m4|xai-small|Microsoft Purview DLP", "prompt": "c104-m4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Purview DLP (Best if Using Microsoft 365)"}, {"id": "mai-20260917-0922-baseline|c104-m4|xai-small|Kickidler", "prompt": "c104-m4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Kickidler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kickidler (Strong Low-Cost Alternative with Monitoring)"}, {"id": "mai-20260917-0922-baseline|c104-m4|xai-small|Safetica", "prompt": "c104-m4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but higher tiers push it less budget-friendly"}, {"id": "mai-20260917-0922-baseline|c104-m4|xai-small|Netwrix Endpoint Protector", "prompt": "c104-m4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "solid but opaque pricing"}, {"id": "mai-20260917-0922-baseline|c104-m4|xai-small|MyDLP", "prompt": "c104-m4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "MyDLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free/Open-Source Options: Limited full DLP (e.g., MyDLP, OpenDLP, Wazuh for basics)"}, {"id": "mai-20260917-0922-baseline|c104-m4|xai-small|OpenDLP", "prompt": "c104-m4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "OpenDLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Limited full DLP (e.g., MyDLP, OpenDLP, Wazuh for basics)"}, {"id": "mai-20260917-0922-baseline|c104-m4|xai-small|Wazuh", "prompt": "c104-m4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Wazuh for basics). Good for scanning but lack enterprise-grade monitoring/blocking"}, {"id": "mai-20260917-0922-baseline|c104-m4|xai-small|Symantec", "prompt": "c104-m4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Symantec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "setup ~hours for these vs. weeks for enterprise like Symantec"}, {"id": "mai-20260917-0922-baseline|c104-m4|zai-small|Microsoft Purview DLP", "prompt": "c104-m4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're Microsoft-centric: Microsoft Purview DLP (via E5 or E5 Compliance add-on) is usually the cheapest, most integrated option"}, {"id": "mai-20260917-0922-baseline|c104-m4|zai-small|Safetica", "prompt": "c104-m4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Safetica (Standard tier at ~$72/user/yr) provides solid endpoint, cloud, and insider-risk coverage with clear pricing."}, {"id": "mai-20260917-0922-baseline|c104-m4|zai-small|Nightfall AI", "prompt": "c104-m4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Nightfall AI (~$4/user/mo) offers a great entry point for cloud-native data protection."}, {"id": "mai-20260917-0922-baseline|c104-m4|zai-small|MyDLP", "prompt": "c104-m4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "MyDLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MyDLP: Free, open-source; monitors IM, file transfer, web, mail, printers, and removable storage."}, {"id": "mai-20260917-0922-baseline|c104-m4|zai-small|OpenDLP", "prompt": "c104-m4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "OpenDLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OpenDLP: Free, agent- and agentless-based; scans Windows, UNIX, MySQL, and MSSQL for sensitive data at rest."}, {"id": "mai-20260917-0922-baseline|c104-m4|zai-small|CurrentWare", "prompt": "c104-m4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CurrentWare (~$12/user/mo) is a low-cost, straightforward choice."}, {"id": "mai-20260917-0922-baseline|c104-m4|zai-small|Proofpoint Enterprise DLP", "prompt": "c104-m4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Industry-leading email DLP; pricing is quote-based, but often the most cost-effective choice for email-heavy shops."}, {"id": "mai-20260917-0922-baseline|c104-m4|zai-small|miniOrange", "prompt": "c104-m4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Choose a SaaS-native solution (Nightfall AI, miniOrange, or open-source with SaaS scanning)."}, {"id": "mai-20260917-0922-baseline|c104-m4|zai-small|TruffleHog", "prompt": "c104-m4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "TruffleHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "tools like TruffleHog and Gitleaks are great for secret scanning but are more specialized"}, {"id": "mai-20260917-0922-baseline|c104-m4|zai-small|Gitleaks", "prompt": "c104-m4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Gitleaks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "tools like TruffleHog and Gitleaks are great for secret scanning but are more specialized"}, {"id": "mai-20260917-0922-baseline|c104-m5|alibaba-small|Microsoft Purview", "prompt": "c104-m5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "All-in-One Suites (e.g., Microsoft Purview, CrowdStrike, Zscaler): If you already buy a massive suite ... buying their native DLP module is usually easier to integrate"}, {"id": "mai-20260917-0922-baseline|c104-m5|alibaba-small|CrowdStrike", "prompt": "c104-m5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-in-One Suites (e.g., Microsoft Purview, CrowdStrike, Zscaler)"}, {"id": "mai-20260917-0922-baseline|c104-m5|alibaba-small|Zscaler", "prompt": "c104-m5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-One Suites (e.g., Microsoft Purview, CrowdStrike, Zscaler)"}, {"id": "mai-20260917-0922-baseline|c104-m5|alibaba-small|Lookout", "prompt": "c104-m5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Lookout", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Specialized Mid-Market Players (e.g., Lookout, Netskope, Mimecast): These often offer better ease-of-use and faster deployment for companies under 1,000 employees."}, {"id": "mai-20260917-0922-baseline|c104-m5|alibaba-small|Netskope", "prompt": "c104-m5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Specialized Mid-Market Players (e.g., Lookout, Netskope, Mimecast): These often offer better ease-of-use and faster deployment for companies under 1,000 employees."}, {"id": "mai-20260917-0922-baseline|c104-m5|alibaba-small|Mimecast", "prompt": "c104-m5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Specialized Mid-Market Players (e.g., Lookout, Netskope, Mimecast): These often offer better ease-of-use and faster deployment"}, {"id": "mai-20260917-0922-baseline|c104-m5|alibaba-small|Forcepoint", "prompt": "c104-m5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise Heavyweights (e.g., Forcepoint, Broadcom/Symantec): Powerful but notoriously complex to deploy and maintain."}, {"id": "mai-20260917-0922-baseline|c104-m5|alibaba-small|Broadcom/Symantec", "prompt": "c104-m5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Broadcom/Symantec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Powerful but notoriously complex to deploy and maintain. For a 500-person shop ... you may drown in configuration."}, {"id": "mai-20260917-0922-baseline|c104-m5|deepseek-small|Symantec", "prompt": "c104-m5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Symantec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you may not need full enterprise DLP like Symantec/McAfee, which can be resource-intensive (high CPU, expensive)"}, {"id": "mai-20260917-0922-baseline|c104-m5|deepseek-small|McAfee", "prompt": "c104-m5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "McAfee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you may not need full enterprise DLP like Symantec/McAfee, which can be resource-intensive (high CPU, expensive)"}, {"id": "mai-20260917-0922-baseline|c104-m5|deepseek-small|Netskope", "prompt": "c104-m5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong cloud-native and SaaS-focused options (e.g., Netskope, Strac, Forcepoint, Proofpoint, Mimecast) may fit better."}, {"id": "mai-20260917-0922-baseline|c104-m5|deepseek-small|Strac", "prompt": "c104-m5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Strac", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong cloud-native and SaaS-focused options (e.g., Netskope, Strac, Forcepoint, Proofpoint, Mimecast) may fit better."}, {"id": "mai-20260917-0922-baseline|c104-m5|deepseek-small|Forcepoint", "prompt": "c104-m5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong cloud-native and SaaS-focused options (e.g., Netskope, Strac, Forcepoint, Proofpoint, Mimecast) may fit better."}, {"id": "mai-20260917-0922-baseline|c104-m5|deepseek-small|Proofpoint", "prompt": "c104-m5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong cloud-native and SaaS-focused options (e.g., Netskope, Strac, Forcepoint, Proofpoint, Mimecast) may fit better."}, {"id": "mai-20260917-0922-baseline|c104-m5|deepseek-small|Mimecast", "prompt": "c104-m5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong cloud-native and SaaS-focused options (e.g., Netskope, Strac, Forcepoint, Proofpoint, Mimecast) may fit better."}, {"id": "mai-20260917-0922-baseline|c104-m5|deepseek-small|Abnormal", "prompt": "c104-m5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Abnormal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Cloud/SaaS-native:** Netskope, Strac, Proofpoint, Mimecast, Abnormal"}, {"id": "mai-20260917-0922-baseline|c104-m5|deepseek-small|Cyberhaven", "prompt": "c104-m5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Cyberhaven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Unified modern platforms:** Cyberhaven-type tools that enforce across all channels from one policy engine"}, {"id": "mai-20260917-0922-baseline|c104-m5|google-small|Microsoft Purview DLP", "prompt": "c104-m5", "model": "google-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are a 100% Microsoft 365 Shop: Look at Microsoft Purview DLP... though it has a steep learning curve"}, {"id": "mai-20260917-0922-baseline|c104-m5|google-small|Cyberhaven", "prompt": "c104-m5", "model": "google-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Cyberhaven", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "A modern \"Data Detection and Response\" (DDR) platform that tracks data lineage... It is highly regarded for its low false-positive rates."}, {"id": "mai-20260917-0922-baseline|c104-m5|google-small|Nightfall AI", "prompt": "c104-m5", "model": "google-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent, lightweight, SaaS-native DLP that is very fast to deploy and highly focused on cloud apps and GenAI monitoring."}, {"id": "mai-20260917-0922-baseline|c104-m5|google-small|Safetica", "prompt": "c104-m5", "model": "google-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want simple, budget-friendly Endpoint Control (USB/Printing): Safetica or Endpoint Protector."}, {"id": "mai-20260917-0922-baseline|c104-m5|google-small|Endpoint Protector", "prompt": "c104-m5", "model": "google-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "highly suited for SMBs/mid-market companies that just need compliance checkmarks and basic device control"}, {"id": "mai-20260917-0922-baseline|c104-m5|meta-small|Forcepoint DLP", "prompt": "c104-m5", "model": "meta-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top DLP solutions for companies of this size include Forcepoint DLP, Microsoft Purview DLP, Safetica, Proofpoint Enterprise DLP, and Cyberhaven."}, {"id": "mai-20260917-0922-baseline|c104-m5|meta-small|Microsoft Purview DLP", "prompt": "c104-m5", "model": "meta-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top DLP solutions for companies of this size include Forcepoint DLP, Microsoft Purview DLP, Safetica, Proofpoint Enterprise DLP, and Cyberhaven."}, {"id": "mai-20260917-0922-baseline|c104-m5|meta-small|Safetica", "prompt": "c104-m5", "model": "meta-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Safetica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top DLP solutions for companies of this size include Forcepoint DLP, Microsoft Purview DLP, Safetica, Proofpoint Enterprise DLP, and Cyberhaven."}, {"id": "mai-20260917-0922-baseline|c104-m5|meta-small|Proofpoint Enterprise DLP", "prompt": "c104-m5", "model": "meta-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top DLP solutions for companies of this size include Forcepoint DLP, Microsoft Purview DLP, Safetica, Proofpoint Enterprise DLP, and Cyberhaven."}, {"id": "mai-20260917-0922-baseline|c104-m5|meta-small|Cyberhaven", "prompt": "c104-m5", "model": "meta-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Cyberhaven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top DLP solutions for companies of this size include Forcepoint DLP, Microsoft Purview DLP, Safetica, Proofpoint Enterprise DLP, and Cyberhaven."}, {"id": "mai-20260917-0922-baseline|c104-m5|minimax-small|Microsoft Purview DLP", "prompt": "c104-m5", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Already have Microsoft 365 E5 | Microsoft Purview DLP"}, {"id": "mai-20260917-0922-baseline|c104-m5|minimax-small|Proofpoint Enterprise DLP", "prompt": "c104-m5", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Email is primary leak path | Proofpoint Enterprise DLP"}, {"id": "mai-20260917-0922-baseline|c104-m5|minimax-small|Cyberhaven", "prompt": "c104-m5", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Concerned about shadow AI/GenAI leakage | Cyberhaven"}, {"id": "mai-20260917-0922-baseline|c104-m5|minimax-small|Forcepoint DLP", "prompt": "c104-m5", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best overall for ~500 users | Forcepoint DLP or Safetica"}, {"id": "mai-20260917-0922-baseline|c104-m5|minimax-small|Safetica", "prompt": "c104-m5", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Safetica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best overall for ~500 users | Forcepoint DLP or Safetica"}, {"id": "mai-20260917-0922-baseline|c104-m5|mistral-small|Microsoft Purview (M365 DLP)", "prompt": "c104-m5", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview (M365 DLP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tight integration with M365, good for Office 365. | Limited to Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c104-m5|mistral-small|Symantec DLP", "prompt": "c104-m5", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Symantec DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Complex setup, expensive. | Large enterprises with complex needs."}, {"id": "mai-20260917-0922-baseline|c104-m5|mistral-small|Forcepoint DLP", "prompt": "c104-m5", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good for insider threat detection. | Steeper learning curve."}, {"id": "mai-20260917-0922-baseline|c104-m5|mistral-small|Digital Guardian", "prompt": "c104-m5", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Digital Guardian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong endpoint DLP, good for IP protection. | Smaller market share."}, {"id": "mai-20260917-0922-baseline|c104-m5|mistral-small|McAfee DLP", "prompt": "c104-m5", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "McAfee DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud and endpoint coverage. | Mixed reviews on usability."}, {"id": "mai-20260917-0922-baseline|c104-m5|mistral-small|Zscaler DLP", "prompt": "c104-m5", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Zscaler DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud-first, good for hybrid workforces. | Newer to DLP, less mature."}, {"id": "mai-20260917-0922-baseline|c104-m5|mistral-small|Lookout DLP", "prompt": "c104-m5", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Lookout DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mobile and endpoint focus. | Limited cloud app coverage."}, {"id": "mai-20260917-0922-baseline|c104-m5|moonshot-small|Microsoft Purview DLP", "prompt": "c104-m5", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're Microsoft 365-centric**: Start with **Microsoft Purview DLP** — it integrates natively and reduces tool sprawl."}, {"id": "mai-20260917-0922-baseline|c104-m5|moonshot-small|Forcepoint DLP", "prompt": "c104-m5", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need broader coverage beyond Microsoft**: Evaluate **Forcepoint DLP** for its unified policy engine and risk-adaptive protection."}, {"id": "mai-20260917-0922-baseline|c104-m5|moonshot-small|Safetica", "prompt": "c104-m5", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you lack dedicated DLP staff**: Consider **Safetica** or a managed DLP service — they're designed for companies your size"}, {"id": "mai-20260917-0922-baseline|c104-m5|moonshot-small|Symantec DLP (Broadcom)", "prompt": "c104-m5", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Resource-intensive; better for larger enterprises"}, {"id": "mai-20260917-0922-baseline|c104-m5|moonshot-small|Cyberhaven", "prompt": "c104-m5", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If generative AI/shadow AI is a concern**: Look at **Cyberhaven** or **Forcepoint** for AI-specific leakage controls."}, {"id": "mai-20260917-0922-baseline|c104-m5|xai-small|Microsoft Purview", "prompt": "c104-m5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Enterprise-Grade**: Microsoft Purview (if heavy M365), Broadcom (Symantec), Forcepoint."}, {"id": "mai-20260917-0922-baseline|c104-m5|xai-small|Symantec", "prompt": "c104-m5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Symantec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Gartner Magic Quadrant leaders like Microsoft Purview, Symantec, Forcepoint"}, {"id": "mai-20260917-0922-baseline|c104-m5|xai-small|Forcepoint", "prompt": "c104-m5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Enterprise-Grade**: Microsoft Purview (if heavy M365), Broadcom (Symantec), Forcepoint."}, {"id": "mai-20260917-0922-baseline|c104-m5|xai-small|Nightfall", "prompt": "c104-m5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Nightfall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mid-Market Focus**: Nightfall AI, Code42, Tessian (email-heavy), Zscaler DLP."}, {"id": "mai-20260917-0922-baseline|c104-m5|xai-small|Tessian", "prompt": "c104-m5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Tessian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tessian (email-heavy)"}, {"id": "mai-20260917-0922-baseline|c104-m5|xai-small|DTEX", "prompt": "c104-m5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "DTEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gartner Peer Insights top-rated (e.g., DTEX, Digital Guardian for mid-size)"}, {"id": "mai-20260917-0922-baseline|c104-m5|xai-small|Digital Guardian", "prompt": "c104-m5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Digital Guardian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., DTEX, Digital Guardian for mid-size"}, {"id": "mai-20260917-0922-baseline|c104-m5|xai-small|Code42", "prompt": "c104-m5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Code42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Mid-Market Focus**: Nightfall AI, Code42, Tessian (email-heavy), Zscaler DLP."}, {"id": "mai-20260917-0922-baseline|c104-m5|xai-small|Zscaler DLP", "prompt": "c104-m5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Zscaler DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Mid-Market Focus**: Nightfall AI, Code42, Tessian (email-heavy), Zscaler DLP."}, {"id": "mai-20260917-0922-baseline|c104-m5|xai-small|OpenDLP", "prompt": "c104-m5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "OpenDLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "OpenDLP or custom with Elastic, but not ideal for 500 users."}, {"id": "mai-20260917-0922-baseline|c104-m5|xai-small|Elastic", "prompt": "c104-m5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "custom with Elastic, but not ideal for 500 users"}, {"id": "mai-20260917-0922-baseline|c104-m5|zai-small|Microsoft Purview", "prompt": "c104-m5", "model": "zai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep Office 365 integration; good for Microsoft-first organizations"}, {"id": "mai-20260917-0922-baseline|c104-m5|zai-small|Forcepoint", "prompt": "c104-m5", "model": "zai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong email and network DLP; enterprise-grade capabilities"}, {"id": "mai-20260917-0922-baseline|c104-m5|zai-small|miniOrange", "prompt": "c104-m5", "model": "zai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fast deployment; multi-channel coverage; good for SMBs to mid-market"}, {"id": "mai-20260917-0922-baseline|c104-m5|zai-small|Safetica", "prompt": "c104-m5", "model": "zai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Safetica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong insider risk visibility; mid-market focused"}, {"id": "mai-20260917-0922-baseline|c104-m5|zai-small|CurrentWare", "prompt": "c104-m5", "model": "zai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "CurrentWare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Endpoint DLP, USB control, workforce visibility; cost-effective"}, {"id": "mai-20260917-0922-baseline|c104-m5|zai-small|Teramind", "prompt": "c104-m5", "model": "zai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Teramind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Teramind / Netwrix | Good for endpoint-focused requirements"}, {"id": "mai-20260917-0922-baseline|c104-m5|zai-small|Netwrix", "prompt": "c104-m5", "model": "zai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Netwrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Teramind / Netwrix | Good for endpoint-focused requirements"}, {"id": "mai-20260917-0922-baseline|c104-m6|alibaba-small|Symantec Endpoint DLP (Broadcom)", "prompt": "c104-m6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec Endpoint DLP (Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "They may be \"avoid\" choices for organizations lacking dedicated, senior security staff.... frequently cited for high false-positive rates and complex policy management"}, {"id": "mai-20260917-0922-baseline|c104-m6|alibaba-small|Fortra DLP (Formerly Digital Guardian)", "prompt": "c104-m6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Fortra DLP (Formerly Digital Guardian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Known as a \"heavy\" agent that can break compatibility with other software if not meticulously managed."}, {"id": "mai-20260917-0922-baseline|c104-m6|alibaba-small|Trellix DLP", "prompt": "c104-m6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Trellix DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Significant user frustration regarding browser stability and support quality since the merger into Trellix."}, {"id": "mai-20260917-0922-baseline|c104-m6|alibaba-small|Forcepoint DLP", "prompt": "c104-m6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often criticized for counterintuitive interfaces and integration complexities"}, {"id": "mai-20260917-0922-baseline|c104-m6|alibaba-small|Netskope", "prompt": "c104-m6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these platforms should be avoided if your primary data resides on-premises or in traditional file shares"}, {"id": "mai-20260917-0922-baseline|c104-m6|alibaba-small|Microsoft Purview Information Protection (MIP)", "prompt": "c104-m6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview Information Protection (MIP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "requires careful configuration within the broader Microsoft 365 ecosystem to avoid blocking legitimate workflows"}, {"id": "mai-20260917-0922-baseline|c104-m6|alibaba-small|Varonis", "prompt": "c104-m6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Varonis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For smaller/mid-size businesses: Look at Microsoft Purview (if heavily invested in M365) or Varonis (strong at-rest analytics)"}, {"id": "mai-20260917-0922-baseline|c104-m6|alibaba-small|Google DLP", "prompt": "c104-m6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Google DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For cloud-first enterprises: Evaluate Microsoft Purview, Google DLP, or Wiz."}, {"id": "mai-20260917-0922-baseline|c104-m6|alibaba-small|Wiz", "prompt": "c104-m6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For cloud-first enterprises: Evaluate Microsoft Purview, Google DLP, or Wiz."}, {"id": "mai-20260917-0922-baseline|c104-m6|alibaba-small|Zscaler Zero Trust Exchange", "prompt": "c104-m6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Re-evaluate if Zscaler Zero Trust Exchange or Palo Alto Prisma Access (with cloud DLP) might offer lighter agents"}, {"id": "mai-20260917-0922-baseline|c104-m6|alibaba-small|Palo Alto Prisma Access", "prompt": "c104-m6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Palo Alto Prisma Access (with cloud DLP) might offer lighter agents than legacy endpoint solutions"}, {"id": "mai-20260917-0922-baseline|c104-m6|anthropic-small|Symantec", "prompt": "c104-m6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "customer reviews state \"They don't have the security of their customers in mind, they don't care. Avoid using the services of this company.\""}, {"id": "mai-20260917-0922-baseline|c104-m6|anthropic-small|CoSoSys", "prompt": "c104-m6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "CoSoSys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Evaluations of DLP products from CoSoSys, DeviceLock, GTB, MyDLP, OpenDLP, Sophos, Trend Micro and Websense found instances of basic security flaws in six of the eight products"}, {"id": "mai-20260917-0922-baseline|c104-m6|anthropic-small|DeviceLock", "prompt": "c104-m6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "DeviceLock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "found instances of basic security flaws in six of the eight products, including unencrypted communications, unauthenticated commands, and cross-site scripting vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c104-m6|anthropic-small|GTB", "prompt": "c104-m6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "GTB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "found instances of basic security flaws in six of the eight products"}, {"id": "mai-20260917-0922-baseline|c104-m6|anthropic-small|MyDLP", "prompt": "c104-m6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "MyDLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "found instances of basic security flaws in six of the eight products"}, {"id": "mai-20260917-0922-baseline|c104-m6|anthropic-small|OpenDLP", "prompt": "c104-m6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "OpenDLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "found instances of basic security flaws in six of the eight products"}, {"id": "mai-20260917-0922-baseline|c104-m6|anthropic-small|Sophos", "prompt": "c104-m6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "found instances of basic security flaws in six of the eight products"}, {"id": "mai-20260917-0922-baseline|c104-m6|anthropic-small|Trend Micro", "prompt": "c104-m6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "found instances of basic security flaws in six of the eight products"}, {"id": "mai-20260917-0922-baseline|c104-m6|anthropic-small|Websense", "prompt": "c104-m6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Websense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "found instances of basic security flaws in six of the eight products"}, {"id": "mai-20260917-0922-baseline|c104-m6|challenger-small|OpenDLP", "prompt": "c104-m6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "OpenDLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**OpenDLP** and **MyDLP**: both are described as **outdated** in the comparison table, which is a red flag"}, {"id": "mai-20260917-0922-baseline|c104-m6|challenger-small|MyDLP", "prompt": "c104-m6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "MyDLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**OpenDLP** and **MyDLP**: both are described as **outdated** in the comparison table, which is a red flag"}, {"id": "mai-20260917-0922-baseline|c104-m6|challenger-small|Symantec DLP (Broadcom)", "prompt": "c104-m6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "repeatedly characterized as **mature/legacy**, with a **heavy** deployment profile and **hard-to-deploy** reputation"}, {"id": "mai-20260917-0922-baseline|c104-m6|challenger-small|Trellix DLP", "prompt": "c104-m6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Trellix DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "noted as **enterprise/agent-based**, with a **complex UI** and a traditional on-prem leaning, which can be a poor fit"}, {"id": "mai-20260917-0922-baseline|c104-m6|challenger-small|Forcepoint DLP", "prompt": "c104-m6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "one review explicitly flags **false positives** as a tradeoff, so it may require significant tuning"}, {"id": "mai-20260917-0922-baseline|c104-m6|challenger-small|Microsoft Purview DLP", "prompt": "c104-m6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "best **within the Microsoft ecosystem** and has **limited outside MS apps** or can be **noisy/complex**"}, {"id": "mai-20260917-0922-baseline|c104-m6|challenger-small|Zscaler DLP", "prompt": "c104-m6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Zscaler DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "one comparison warns of **limited classification**, and another notes its DLP pricing and packaging are not very transparent"}, {"id": "mai-20260917-0922-baseline|c104-m6|challenger-small|Check Point DLP", "prompt": "c104-m6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Check Point DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "positioned as **only email**, which makes it too narrow if you need endpoint, cloud, or browser coverage"}, {"id": "mai-20260917-0922-baseline|c104-m6|challenger-small|Fortra DLP", "prompt": "c104-m6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Fortra DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Heavy deployment / steep learning curve | ... Symantec DLP, Trellix DLP, Fortra DLP"}, {"id": "mai-20260917-0922-baseline|c104-m6|deepseek-small|Symantec DLP (now Broadcom)", "prompt": "c104-m6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (now Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid Symantec/Broadcom DLP** if you don't have a dedicated DLP admin team and deep pockets for infrastructure."}, {"id": "mai-20260917-0922-baseline|c104-m6|deepseek-small|Forcepoint DLP", "prompt": "c104-m6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid Forcepoint DLP** if you're migrating to the cloud or have limited on-premises expertise."}, {"id": "mai-20260917-0922-baseline|c104-m6|deepseek-small|McAfee DLP (now Trellix DLP)", "prompt": "c104-m6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "McAfee DLP (now Trellix DLP)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid McAfee/Trellix DLP** if you can't afford constant performance tuning and false positive management."}, {"id": "mai-20260917-0922-baseline|c104-m6|deepseek-small|Nightfall", "prompt": "c104-m6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Nightfall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider newer, AI-native DLP players** (like Nightfall, Strac, or Cyberhaven) if you need cloud/SaaS coverage."}, {"id": "mai-20260917-0922-baseline|c104-m6|deepseek-small|Strac", "prompt": "c104-m6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Strac", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Consider newer, AI-native DLP players** (like Nightfall, Strac, or Cyberhaven)"}, {"id": "mai-20260917-0922-baseline|c104-m6|deepseek-small|Cyberhaven", "prompt": "c104-m6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "They tend to have far lower false positive rates and faster deployment, though you should validate their enterprise readiness."}, {"id": "mai-20260917-0922-baseline|c104-m6|google-small|Broadcom/Symantec DLP", "prompt": "c104-m6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Broadcom/Symantec DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy, Heavy-Agent Enterprise DLP ... they are the leading cause of \"buyer's remorse\" for mid-sized or modern cloud-native teams."}, {"id": "mai-20260917-0922-baseline|c104-m6|google-small|Trellix/McAfee DLP", "prompt": "c104-m6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Trellix/McAfee DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy, Heavy-Agent Enterprise DLP *(Common Examples: Broadcom/Symantec DLP, Trellix/McAfee DLP...)*"}, {"id": "mai-20260917-0922-baseline|c104-m6|google-small|Forcepoint", "prompt": "c104-m6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "older implementations of Forcepoint"}, {"id": "mai-20260917-0922-baseline|c104-m6|google-small|Fortra/Digital Guardian", "prompt": "c104-m6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Fortra/Digital Guardian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Fortra/Digital Guardian) ... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c104-m6|google-small|Microsoft Purview", "prompt": "c104-m6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lower-tier Microsoft Purview bundles without E5 licensing) ... basic tiers of built-in DLP are often highly simplistic"}, {"id": "mai-20260917-0922-baseline|c104-m6|google-small|Netskope", "prompt": "c104-m6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Focus instead on modern, lightweight alternatives such as ... cloud-delivered SSE/SASE vendors (e.g., Netskope, Zscaler, Palo Alto Networks)"}, {"id": "mai-20260917-0922-baseline|c104-m6|google-small|Zscaler", "prompt": "c104-m6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "cloud-delivered SSE/SAsE vendors (e.g., Netskope, Zscaler, Palo Alto Networks)"}, {"id": "mai-20260917-0922-baseline|c104-m6|google-small|Palo Alto Networks", "prompt": "c104-m6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "cloud-delivered SSE/SAsE vendors (e.g., Netskope, Zscaler, Palo Alto Networks)"}, {"id": "mai-20260917-0922-baseline|c104-m6|google-small|Cyberhaven", "prompt": "c104-m6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Cyberhaven", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "modern data-lineage and browser-focused DLP tools (e.g., Cyberhaven, Nightfall, Strac, or Next DLP)"}, {"id": "mai-20260917-0922-baseline|c104-m6|google-small|Nightfall", "prompt": "c104-m6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Nightfall", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "modern data-lineage and browser-focused DLP tools (e.g., Cyberhaven, Nightfall, Strac, or Next DLP)"}, {"id": "mai-20260917-0922-baseline|c104-m6|google-small|Strac", "prompt": "c104-m6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Strac", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "modern data-lineage and browser-focused DLP tools (e.g., Cyberhaven, Nightfall, Strac, or Next DLP)"}, {"id": "mai-20260917-0922-baseline|c104-m6|google-small|Next DLP", "prompt": "c104-m6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Next DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "modern data-lineage and browser-focused DLP tools (e.g., Cyberhaven, Nightfall, Strac, or Next DLP)"}, {"id": "mai-20260917-0922-baseline|c104-m6|meta-small|Microsoft Purview", "prompt": "c104-m6", "model": "meta-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top DLP platforms mentioned in the search results include:\n\n1. Microsoft Purview"}, {"id": "mai-20260917-0922-baseline|c104-m6|meta-small|Netskope", "prompt": "c104-m6", "model": "meta-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Netskope"}, {"id": "mai-20260917-0922-baseline|c104-m6|meta-small|Forcepoint DLP", "prompt": "c104-m6", "model": "meta-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Forcepoint DLP"}, {"id": "mai-20260917-0922-baseline|c104-m6|meta-small|Symantec DLP (Broadcom)", "prompt": "c104-m6", "model": "meta-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Symantec DLP (Broadcom)"}, {"id": "mai-20260917-0922-baseline|c104-m6|meta-small|Zscaler", "prompt": "c104-m6", "model": "meta-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Zscaler"}, {"id": "mai-20260917-0922-baseline|c104-m6|meta-small|Varonis", "prompt": "c104-m6", "model": "meta-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Varonis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Varonis"}, {"id": "mai-20260917-0922-baseline|c104-m6|meta-small|Tessian", "prompt": "c104-m6", "model": "meta-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Tessian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Tessian"}, {"id": "mai-20260917-0922-baseline|c104-m6|minimax-small|Symantec DLP (Broadcom)", "prompt": "c104-m6", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Architecturally complex and can be outdated... May struggle with modern cloud environments and AI risks"}, {"id": "mai-20260917-0922-baseline|c104-m6|minimax-small|Forcepoint DLP", "prompt": "c104-m6", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Significant complaints about steep learning curve and complex initial setup... High cost of ownership"}, {"id": "mai-20260917-0922-baseline|c104-m6|minimax-small|Proofpoint Enterprise DLP", "prompt": "c104-m6", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Many users report outdated user interface... High false positive rates initially"}, {"id": "mai-20260917-0922-baseline|c104-m6|minimax-small|Microsoft Purview DLP", "prompt": "c104-m6", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not standalone, requires M365 E3/E5 licensing"}, {"id": "mai-20260917-0922-baseline|c104-m6|minimax-small|Nightfall AI", "prompt": "c104-m6", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Newer platforms like Nightfall AI, Cyberhaven, and Netskope address many legacy DLP shortcomings"}, {"id": "mai-20260917-0922-baseline|c104-m6|minimax-small|Cyberhaven", "prompt": "c104-m6", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Newer platforms like Nightfall AI, Cyberhaven, and Netskope address many legacy DLP shortcomings"}, {"id": "mai-20260917-0922-baseline|c104-m6|minimax-small|Netskope", "prompt": "c104-m6", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Newer platforms like Nightfall AI, Cyberhaven, and Netskope address many legacy DLP shortcomings"}, {"id": "mai-20260917-0922-baseline|c104-m6|moonshot-small|Fortra DLP (formerly Digital Guardian)", "prompt": "c104-m6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Fortra DLP (formerly Digital Guardian)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Consider only if you have dedicated DLP administration resources and need deep endpoint file tracking for IP protection."}, {"id": "mai-20260917-0922-baseline|c104-m6|moonshot-small|Symantec DLP (now Broadcom)", "prompt": "c104-m6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (now Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Broadcom's 2019 acquisition led to significant restructuring; many enterprise customers report reduced support quality"}, {"id": "mai-20260917-0922-baseline|c104-m6|moonshot-small|Forcepoint DLP", "prompt": "c104-m6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Known for over-blocking legitimate business processes"}, {"id": "mai-20260917-0922-baseline|c104-m6|moonshot-small|Microsoft Purview DLP", "prompt": "c104-m6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid if you have mixed environments or significant non-Microsoft workloads."}, {"id": "mai-20260917-0922-baseline|c104-m6|moonshot-small|Trellix", "prompt": "c104-m6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "especially for vendors that have undergone acquisitions (Broadcom/Symantec, McAfee/Trellix, Digital Guardian/Fortra)"}, {"id": "mai-20260917-0922-baseline|c104-m6|moonshot-small|Nightfall", "prompt": "c104-m6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Nightfall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "newer vendors like Nightfall, Cyberhaven, or Safetica may offer easier deployment for cloud-first environments"}, {"id": "mai-20260917-0922-baseline|c104-m6|moonshot-small|Cyberhaven", "prompt": "c104-m6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "newer vendors like Nightfall, Cyberhaven, or Safetica may offer easier deployment for cloud-first environments"}, {"id": "mai-20260917-0922-baseline|c104-m6|moonshot-small|Safetica", "prompt": "c104-m6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "newer vendors like Nightfall, Cyberhaven, or Safetica may offer easier deployment for cloud-first environments"}, {"id": "mai-20260917-0922-baseline|c104-m6|xai-small|Forcepoint DLP (formerly Websense)", "prompt": "c104-m6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP (formerly Websense)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequent mentions of excessive false positives ... complex policy tuning, and time-consuming setup."}, {"id": "mai-20260917-0922-baseline|c104-m6|xai-small|Palo Alto Networks DLP", "prompt": "c104-m6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Palo Alto Networks DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Complaints about policy frustrations, steep learning curves, poor documentation, and false positives requiring constant tweaks"}, {"id": "mai-20260917-0922-baseline|c104-m6|xai-small|Fortra DLP (formerly Digital Guardian)", "prompt": "c104-m6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Fortra DLP (formerly Digital Guardian)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "G2 reviews highlight slow dashboards/reporting, high costs, steep learning curves, difficult policy creation, and false positives."}, {"id": "mai-20260917-0922-baseline|c104-m6|xai-small|Symantec DLP (Broadcom)", "prompt": "c104-m6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "deep inspection causing performance drag; ... flagged in complaints for complexity in enterprise setups"}, {"id": "mai-20260917-0922-baseline|c104-m6|xai-small|Microsoft Purview DLP", "prompt": "c104-m6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "exposed enforcement failures in Microsoft 365 ecosystems ... risky for strict compliance without monitoring"}, {"id": "mai-20260917-0922-baseline|c104-m6|xai-small|McAfee", "prompt": "c104-m6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "McAfee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Legacy/On-Prem DLP (broad category, e.g., older McAfee or endpoint-only tools): Struggles with cloud/SaaS visibility"}, {"id": "mai-20260917-0922-baseline|c104-m6|xai-small|Netskope", "prompt": "c104-m6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prefer modern alternatives: Look at contextual/ML-driven options (e.g., Netskope, Zscaler, Varonis) rated higher"}, {"id": "mai-20260917-0922-baseline|c104-m6|xai-small|Zscaler", "prompt": "c104-m6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Prefer modern alternatives: Look at contextual/ML-driven options (e.g., Netskope, Zscaler, Varonis) rated higher"}, {"id": "mai-20260917-0922-baseline|c104-m6|xai-small|Varonis", "prompt": "c104-m6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Varonis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Prefer modern alternatives: Look at contextual/ML-driven options (e.g., Netskope, Zscaler, Varonis) rated higher"}, {"id": "mai-20260917-0922-baseline|c104-m6|zai-small|ManageEngine (Endpoint DLP Plus & DataSecurity Plus)", "prompt": "c104-m6", "model": "zai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "ManageEngine (Endpoint DLP Plus & DataSecurity Plus)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid \"Legacy\" solutions and vendors with a history of security vulnerabilities (like ManageEngine)"}, {"id": "mai-20260917-0922-baseline|c104-m6|zai-small|Symantec (Broadcom) Data Loss Prevention", "prompt": "c104-m6", "model": "zai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec (Broadcom) Data Loss Prevention", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "or poor post-acquisition support (like Symantec/Broadcom)"}, {"id": "mai-20260917-0922-baseline|c104-m6|zai-small|Digital Guardian (Now Fortra)", "prompt": "c104-m6", "model": "zai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Digital Guardian (Now Fortra)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "while the technology is capable, it is often criticized for its complexity"}, {"id": "mai-20260917-0922-baseline|c104-s1|alibaba-small|Nightfall AI", "prompt": "c104-s1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Nightfall AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Nightfall is the leading modern choice for small-to-mid-sized businesses."}, {"id": "mai-20260917-0922-baseline|c104-s1|alibaba-small|CurrentWare", "prompt": "c104-s1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CurrentWare is the most cost-effective alternative to enterprise giants."}, {"id": "mai-20260917-0922-baseline|c104-s1|alibaba-small|Endpoint Protector", "prompt": "c104-s1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Endpoint Protector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unlike some competitors (e.g., Endpoint Protector) which may require minimum 150-license counts"}, {"id": "mai-20260917-0922-baseline|c104-s1|alibaba-small|Microsoft Purview", "prompt": "c104-s1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Includes **Purview Data Loss Prevention**... this is sufficient for protecting emails, Teams messages, and SharePoint files."}, {"id": "mai-20260917-0922-baseline|c104-s1|alibaba-small|Google DLP", "prompt": "c104-s1", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Google DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Google Workspace:** Offers similar DLP capabilities in their higher-tier plans"}, {"id": "mai-20260917-0922-baseline|c104-s1|anthropic-small|Kickidler DLP", "prompt": "c104-s1", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Kickidler DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For SMBs, affordable and easy-to-deploy solutions such as Kickidler DLP or Safetica are ideal."}, {"id": "mai-20260917-0922-baseline|c104-s1|anthropic-small|Safetica", "prompt": "c104-s1", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Safetica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For SMBs, affordable and easy-to-deploy solutions such as Kickidler DLP or Safetica are ideal."}, {"id": "mai-20260917-0922-baseline|c104-s1|anthropic-small|Microsoft Purview", "prompt": "c104-s1", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft Purview is among the leading solutions... particularly suitable if your company uses Microsoft 365 extensively."}, {"id": "mai-20260917-0922-baseline|c104-s1|anthropic-small|Digital Guardian Endpoint DLP", "prompt": "c104-s1", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Digital Guardian Endpoint DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "one of the broadest data loss prevention systems designed to work with Windows, Mac and Linux endpoints"}, {"id": "mai-20260917-0922-baseline|c104-s1|challenger-small|Safetica", "prompt": "c104-s1", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Safetica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Safetica** is the best all-around DLP platform for a small B2B company"}, {"id": "mai-20260917-0922-baseline|c104-s1|challenger-small|CurrentWare", "prompt": "c104-s1", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CurrentWare** is also a strong small-business option"}, {"id": "mai-20260917-0922-baseline|c104-s1|challenger-small|Netwrix Endpoint Protector", "prompt": "c104-s1", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another common SMB-oriented choice, especially if you need consistent endpoint control across Windows, macOS, and Linux"}, {"id": "mai-20260917-0922-baseline|c104-s1|challenger-small|miniOrange", "prompt": "c104-s1", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good option if your small B2B company needs multi-channel coverage"}, {"id": "mai-20260917-0922-baseline|c104-s1|challenger-small|Microsoft Purview DLP", "prompt": "c104-s1", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often the best fit from an integration standpoint, though it is more naturally favored in Microsoft-heavy environments"}, {"id": "mai-20260917-0922-baseline|c104-s1|deepseek-small|Microsoft Purview", "prompt": "c104-s1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Purview** is the smartest and most cost-effective choice if you're already a Microsoft shop."}, {"id": "mai-20260917-0922-baseline|c104-s1|deepseek-small|Safetica", "prompt": "c104-s1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Safetica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **Safetica** is the best all-around standalone DLP"}, {"id": "mai-20260917-0922-baseline|c104-s1|deepseek-small|CurrentWare", "prompt": "c104-s1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need to control physical devices (USB/printers) on a tight budget:** Choose **CurrentWare**."}, {"id": "mai-20260917-0922-baseline|c104-s1|deepseek-small|Nightfall AI", "prompt": "c104-s1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Nightfall AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Expensive** for small businesses ... Only consider this if you have a specific need"}, {"id": "mai-20260917-0922-baseline|c104-s1|deepseek-small|Netwrix Endpoint Protector", "prompt": "c104-s1", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SMBs needing **cross-OS** endpoint control (Mac + Windows)"}, {"id": "mai-20260917-0922-baseline|c104-s1|google-small|Symantec", "prompt": "c104-s1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Symantec", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the \"best\" Data Loss Prevention (DLP) platform is **not** a massive enterprise suite like Symantec, Broadcom, or Trellix"}, {"id": "mai-20260917-0922-baseline|c104-s1|google-small|Broadcom", "prompt": "c104-s1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Broadcom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "is **not** a massive enterprise suite like Symantec, Broadcom, or Trellix"}, {"id": "mai-20260917-0922-baseline|c104-s1|google-small|Trellix", "prompt": "c104-s1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Trellix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "is **not** a massive enterprise suite like Symantec, Broadcom, or Trellix"}, {"id": "mai-20260917-0922-baseline|c104-s1|google-small|Microsoft Purview DLP", "prompt": "c104-s1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For:** Companies standardized on Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c104-s1|google-small|Google Workspace DLP", "prompt": "c104-s1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Google Workspace DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For:** Companies on Google Workspace"}, {"id": "mai-20260917-0922-baseline|c104-s1|google-small|Nightfall AI", "prompt": "c104-s1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Nightfall AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Go with **Nightfall AI** or **Strac**."}, {"id": "mai-20260917-0922-baseline|c104-s1|google-small|Strac", "prompt": "c104-s1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Strac", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Go with **Nightfall AI** or **Strac**."}, {"id": "mai-20260917-0922-baseline|c104-s1|google-small|Safetica", "prompt": "c104-s1", "model": "google-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Install **Safetica** on company laptops."}, {"id": "mai-20260917-0922-baseline|c104-s1|meta-small|CurrentWare", "prompt": "c104-s1", "model": "meta-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best data loss prevention platform for a small B2B company is CurrentWare"}, {"id": "mai-20260917-0922-baseline|c104-s1|meta-small|Safetica", "prompt": "c104-s1", "model": "meta-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Safetica, Nightfall AI, and Netwrix Endpoint Protector."}, {"id": "mai-20260917-0922-baseline|c104-s1|meta-small|Nightfall AI", "prompt": "c104-s1", "model": "meta-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Safetica, Nightfall AI, and Netwrix Endpoint Protector."}, {"id": "mai-20260917-0922-baseline|c104-s1|meta-small|Netwrix Endpoint Protector", "prompt": "c104-s1", "model": "meta-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Safetica, Nightfall AI, and Netwrix Endpoint Protector."}, {"id": "mai-20260917-0922-baseline|c104-s1|minimax-small|CurrentWare", "prompt": "c104-s1", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often recommended for small businesses needing endpoint visibility, USB control, and data protection."}, {"id": "mai-20260917-0922-baseline|c104-s1|minimax-small|Safetica", "prompt": "c104-s1", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Designed for SMBs and mid-market companies, offering insider risk visibility."}, {"id": "mai-20260917-0922-baseline|c104-s1|minimax-small|Nightfall AI", "prompt": "c104-s1", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A cloud-native option that's suitable for small businesses, especially those using SaaS applications."}, {"id": "mai-20260917-0922-baseline|c104-s1|minimax-small|Netwrix Endpoint Protector", "prompt": "c104-s1", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another small business-friendly option with good endpoint protection features."}, {"id": "mai-20260917-0922-baseline|c104-s1|mistral-small|CurrentWare", "prompt": "c104-s1", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **CurrentWare** or **Microsoft Purview** are the best starting points"}, {"id": "mai-20260917-0922-baseline|c104-s1|mistral-small|Microsoft Purview (Microsoft 365 DLP)", "prompt": "c104-s1", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview (Microsoft 365 DLP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**CurrentWare** or **Microsoft Purview** are the best starting points due to their affordability"}, {"id": "mai-20260917-0922-baseline|c104-s1|mistral-small|Nightfall AI", "prompt": "c104-s1", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your data is primarily in the cloud or SaaS tools, **Nightfall AI** is also worth considering."}, {"id": "mai-20260917-0922-baseline|c104-s1|mistral-small|Safetica", "prompt": "c104-s1", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another solid choice for SMBs, offering insider risk visibility and DLP capabilities tailored to smaller teams."}, {"id": "mai-20260917-0922-baseline|c104-s1|moonshot-small|Nightfall AI", "prompt": "c104-s1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Nightfall AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Nightfall AI** ⭐ Best for Cloud-First/SaaS Businesses"}, {"id": "mai-20260917-0922-baseline|c104-s1|moonshot-small|CurrentWare", "prompt": "c104-s1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **CurrentWare** ⭐ Best for Endpoint DLP"}, {"id": "mai-20260917-0922-baseline|c104-s1|moonshot-small|Microsoft Purview DLP", "prompt": "c104-s1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft 365 Users"}, {"id": "mai-20260917-0922-baseline|c104-s1|moonshot-small|Teramind DLP", "prompt": "c104-s1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Teramind DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Insider Threat Protection"}, {"id": "mai-20260917-0922-baseline|c104-s1|moonshot-small|Netwrix Endpoint Protector", "prompt": "c104-s1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Compliance-Focused SMBs"}, {"id": "mai-20260917-0922-baseline|c104-s1|moonshot-small|Symantec/Broadcom", "prompt": "c104-s1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Symantec/Broadcom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid enterprise-heavy solutions** like Symantec/Broadcom or Forcepoint—they're overkill and overpriced"}, {"id": "mai-20260917-0922-baseline|c104-s1|moonshot-small|Forcepoint", "prompt": "c104-s1", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Forcepoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid enterprise-heavy solutions** like Symantec/Broadcom or Forcepoint—they're overkill and overpriced"}, {"id": "mai-20260917-0922-baseline|c104-s1|openai-small|Microsoft Purview DLP", "prompt": "c104-s1", "model": "openai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall: Microsoft Purview DLP**"}, {"id": "mai-20260917-0922-baseline|c104-s1|openai-small|Google Workspace DLP", "prompt": "c104-s1", "model": "openai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Google Workspace DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your company is primarily in Google Workspace"}, {"id": "mai-20260917-0922-baseline|c104-s1|openai-small|Fortra DLP / Digital Guardian", "prompt": "c104-s1", "model": "openai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Fortra DLP / Digital Guardian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for strong endpoint/IP protection: Fortra DLP / Digital Guardian**"}, {"id": "mai-20260917-0922-baseline|c104-s1|xai-small|Safetica", "prompt": "c104-s1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Safetica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Safetica** (Often rated best for SMB/mid-market)"}, {"id": "mai-20260917-0922-baseline|c104-s1|xai-small|CurrentWare", "prompt": "c104-s1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tailored for SMBs with endpoint DLP, USB control... Lightweight and cost-effective."}, {"id": "mai-20260917-0922-baseline|c104-s1|xai-small|Endpoint Protector (by CoSoSys/Netwrix)", "prompt": "c104-s1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Endpoint Protector (by CoSoSys/Netwrix)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top SpotSaaS score (9.8/10), multi-OS (Windows/macOS/Linux) support"}, {"id": "mai-20260917-0922-baseline|c104-s1|xai-small|Microsoft Purview DLP", "prompt": "c104-s1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if:** You're already on Microsoft—most affordable/easiest start."}, {"id": "mai-20260917-0922-baseline|c104-s1|xai-small|Nightfall AI", "prompt": "c104-s1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Nightfall AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notables:** Nightfall AI ($5/user/month, SaaS-focused, free plan)"}, {"id": "mai-20260917-0922-baseline|c104-s1|xai-small|Google Cloud DLP", "prompt": "c104-s1", "model": "xai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Google Cloud DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Google Cloud DLP (if on Google Workspace)"}, {"id": "mai-20260917-0922-baseline|c104-s1|zai-small|Safetica", "prompt": "c104-s1", "model": "zai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Safetica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendation is **Safetica**, specifically the **Safetica Intelligent Data Security Platform**"}, {"id": "mai-20260917-0922-baseline|c104-s1|zai-small|Microsoft Purview DLP", "prompt": "c104-s1", "model": "zai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you use Microsoft 365: Microsoft Purview DLP"}, {"id": "mai-20260917-0922-baseline|c104-s1|zai-small|CurrentWare", "prompt": "c104-s1", "model": "zai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Budget Option: CurrentWare"}, {"id": "mai-20260917-0922-baseline|c104-s1|zai-small|Nightfall AI", "prompt": "c104-s1", "model": "zai-small", "cat": "data-loss-prevention", "variant": "direct", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cloud-First Companies: Nightfall AI"}, {"id": "mai-20260917-0922-baseline|c104-s2|alibaba-small|Microsoft Purview", "prompt": "c104-s2", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you live in Office 365: Stick with **Microsoft Purview** first. It offers the highest bang-for-your-buck because the infrastructure already exists."}, {"id": "mai-20260917-0922-baseline|c104-s2|alibaba-small|SentinelOne (Singularity Platform)", "prompt": "c104-s2", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "SentinelOne (Singularity Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need stronger device security: Add **SentinelOne**."}, {"id": "mai-20260917-0922-baseline|c104-s2|alibaba-small|Zscaler Internet Access (ZIA)", "prompt": "c104-s2", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Zscaler Internet Access (ZIA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have remote workers: Consider **Zscaler**"}, {"id": "mai-20260917-0922-baseline|c104-s2|alibaba-small|Symantec", "prompt": "c104-s2", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Symantec", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid on-premise solutions (like Symantec or McAfee Enterprise versions)"}, {"id": "mai-20260917-0922-baseline|c104-s2|alibaba-small|McAfee Enterprise", "prompt": "c104-s2", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "McAfee Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid on-premise solutions (like Symantec or McAfee Enterprise versions)"}, {"id": "mai-20260917-0922-baseline|c104-s2|anthropic-small|Microsoft Purview DLP", "prompt": "c104-s2", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Microsoft Purview DLP** - Good if you're already using Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c104-s2|anthropic-small|Forcepoint", "prompt": "c104-s2", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Forcepoint** - Comprehensive and scalable"}, {"id": "mai-20260917-0922-baseline|c104-s2|anthropic-small|Symantec DLP", "prompt": "c104-s2", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Symantec DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Symantec DLP** - Strong endpoint and email protection"}, {"id": "mai-20260917-0922-baseline|c104-s2|anthropic-small|Endpoint Protector", "prompt": "c104-s2", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Endpoint Protector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Endpoint Protector** - Cost-effective for SMBs"}, {"id": "mai-20260917-0922-baseline|c104-s2|anthropic-small|Tenable Qualys", "prompt": "c104-s2", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Tenable Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tenable Qualys** - Good for specific compliance needs"}, {"id": "mai-20260917-0922-baseline|c104-s2|challenger-small|CurrentWare", "prompt": "c104-s2", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **CurrentWare** or **Safetica** as the safest default choices"}, {"id": "mai-20260917-0922-baseline|c104-s2|challenger-small|Safetica", "prompt": "c104-s2", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Safetica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **CurrentWare** or **Safetica** as the safest default choices"}, {"id": "mai-20260917-0922-baseline|c104-s2|challenger-small|Netwrix Endpoint Protector", "prompt": "c104-s2", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Netwrix Endpoint Protector** as a strong alternative if you want more focused device/USB control"}, {"id": "mai-20260917-0922-baseline|c104-s2|challenger-small|Nightfall AI", "prompt": "c104-s2", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your business is especially **cloud/SaaS-heavy**, **Nightfall AI** is also worth considering"}, {"id": "mai-20260917-0922-baseline|c104-s2|deepseek-small|Microsoft Purview DLP", "prompt": "c104-s2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Microsoft Purview DLP** if you're already paying for Microsoft 365 Business Premium—it's the cheapest (often included)"}, {"id": "mai-20260917-0922-baseline|c104-s2|deepseek-small|Safetica", "prompt": "c104-s2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best budget-friendly endpoint DLP → **Safetica**"}, {"id": "mai-20260917-0922-baseline|c104-s2|deepseek-small|CurrentWare", "prompt": "c104-s2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great all-in-one SMB option → **CurrentWare**"}, {"id": "mai-20260917-0922-baseline|c104-s2|deepseek-small|Nightfall AI", "prompt": "c104-s2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your stack is Google Workspace and modern SaaS/AI tools, go with **Nightfall AI** instead."}, {"id": "mai-20260917-0922-baseline|c104-s2|deepseek-small|Netwrix Endpoint Protector", "prompt": "c104-s2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Netwrix Endpoint Protector** – often marketed for SMBs."}, {"id": "mai-20260917-0922-baseline|c104-s2|deepseek-small|miniOrange", "prompt": "c104-s2", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**miniOrange** – multi-channel coverage (email, endpoint, network) at SMB-friendly pricing."}, {"id": "mai-20260917-0922-baseline|c104-s2|google-small|Symantec", "prompt": "c104-s2", "model": "google-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Symantec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "like Symantec or Trellix, which require a full-time team to manage"}, {"id": "mai-20260917-0922-baseline|c104-s2|google-small|Trellix", "prompt": "c104-s2", "model": "google-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Trellix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like Symantec or Trellix, which require a full-time team to manage"}, {"id": "mai-20260917-0922-baseline|c104-s2|google-small|Microsoft Purview", "prompt": "c104-s2", "model": "google-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Option 1: The Best \"Default\" Option (If you use Microsoft 365)"}, {"id": "mai-20260917-0922-baseline|c104-s2|google-small|Nightfall AI", "prompt": "c104-s2", "model": "google-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Nightfall AI if you are a modern, collaborative B2B startup"}, {"id": "mai-20260917-0922-baseline|c104-s2|google-small|Coro", "prompt": "c104-s2", "model": "google-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Coro if you want to bundle your DLP, email security, and device antivirus"}, {"id": "mai-20260917-0922-baseline|c104-s2|google-small|Safetica", "prompt": "c104-s2", "model": "google-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Safetica if you need rigid endpoint controls"}, {"id": "mai-20260917-0922-baseline|c104-s2|meta-small|Safetica DLP", "prompt": "c104-s2", "model": "meta-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Safetica DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Safetica DLP - A comprehensive DLP solution designed for mid-market and SMB organizations"}, {"id": "mai-20260917-0922-baseline|c104-s2|meta-small|Teramind DLP", "prompt": "c104-s2", "model": "meta-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Teramind DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Teramind DLP - A DLP solution that delivers comprehensive capabilities with a focus on insider threat monitoring"}, {"id": "mai-20260917-0922-baseline|c104-s2|meta-small|Microsoft Purview DLP", "prompt": "c104-s2", "model": "meta-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A practical and affordable solution for SMBs already using Microsoft 365."}, {"id": "mai-20260917-0922-baseline|c104-s2|meta-small|Kickidler DLP", "prompt": "c104-s2", "model": "meta-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Kickidler DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An affordable and easy-to-deploy solution built for small and medium-sized businesses"}, {"id": "mai-20260917-0922-baseline|c104-s2|meta-small|CoSoSys (Endpoint Protector)", "prompt": "c104-s2", "model": "meta-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "CoSoSys (Endpoint Protector)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "dedicated device control and content-aware DLP solution suitable for SMB and mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c104-s2|meta-small|miniOrange", "prompt": "c104-s2", "model": "meta-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A DLP solution offering multi-channel coverage at SMB-accessible pricing"}, {"id": "mai-20260917-0922-baseline|c104-s2|meta-small|Netwrix 1Secure", "prompt": "c104-s2", "model": "meta-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Netwrix 1Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "cross-OS endpoint control, device control, and offline enforcement solution suitable for SMBs"}, {"id": "mai-20260917-0922-baseline|c104-s2|minimax-small|CurrentWare", "prompt": "c104-s2", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. CurrentWare** (Best Overall for Small B2B)"}, {"id": "mai-20260917-0922-baseline|c104-s2|minimax-small|Nightfall AI", "prompt": "c104-s2", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Nightfall AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **CurrentWare** or **Nightfall AI** depending on your setup"}, {"id": "mai-20260917-0922-baseline|c104-s2|minimax-small|Netwrix Endpoint Protector", "prompt": "c104-s2", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Netwrix Endpoint Protector** (Best for Simplicity)"}, {"id": "mai-20260917-0922-baseline|c104-s2|mistral-small|CurrentWare", "prompt": "c104-s2", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **CurrentWare** as a strong DLP tool"}, {"id": "mai-20260917-0922-baseline|c104-s2|mistral-small|Safetica", "prompt": "c104-s2", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options for small B2B businesses include **Safetica**"}, {"id": "mai-20260917-0922-baseline|c104-s2|mistral-small|Nightfall AI", "prompt": "c104-s2", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nightfall AI**, and **Netwrix Endpoint Protector**, which are also mentioned as realistic alternatives"}, {"id": "mai-20260917-0922-baseline|c104-s2|mistral-small|Netwrix Endpoint Protector", "prompt": "c104-s2", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Netwrix Endpoint Protector**, which are also mentioned as realistic alternatives to heavy enterprise platforms"}, {"id": "mai-20260917-0922-baseline|c104-s2|moonshot-small|Microsoft Purview DLP", "prompt": "c104-s2", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're already using Microsoft 365: Start with **Microsoft Purview DLP** — it's the most cost-effective"}, {"id": "mai-20260917-0922-baseline|c104-s2|moonshot-small|CurrentWare", "prompt": "c104-s2", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **CurrentWare** or **Safetica** — they're designed specifically for small businesses"}, {"id": "mai-20260917-0922-baseline|c104-s2|moonshot-small|Safetica", "prompt": "c104-s2", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for 20-500 users... Purpose-built for small-to-mid market"}, {"id": "mai-20260917-0922-baseline|c104-s2|moonshot-small|Nightfall AI", "prompt": "c104-s2", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is tight and you're cloud-first: Consider **Nightfall AI** starting at $4/user/month."}, {"id": "mai-20260917-0922-baseline|c104-s2|openai-small|Microsoft Purview DLP", "prompt": "c104-s2", "model": "openai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Microsoft Purview DLP if you already use Microsoft 365 Business Premium**"}, {"id": "mai-20260917-0922-baseline|c104-s2|openai-small|Forcepoint", "prompt": "c104-s2", "model": "openai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Forcepoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "vendors like **Forcepoint** or **Netskope** are stronger candidates, but they're usually more involved to deploy and manage"}, {"id": "mai-20260917-0922-baseline|c104-s2|openai-small|Netskope", "prompt": "c104-s2", "model": "openai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "stronger candidates, but they're usually more involved to deploy and manage"}, {"id": "mai-20260917-0922-baseline|c104-s2|openai-small|Google Workspace DLP", "prompt": "c104-s2", "model": "openai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Google Workspace DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mostly Google Workspace?** Look at **Google Workspace DLP** first."}, {"id": "mai-20260917-0922-baseline|c104-s2|xai-small|CurrentWare", "prompt": "c104-s2", "model": "xai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend CurrentWare (specifically its AccessPatrol module for DLP)."}, {"id": "mai-20260917-0922-baseline|c104-s2|xai-small|Safetica", "prompt": "c104-s2", "model": "xai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for SMB insider risk + DLP (email/endpoint/cloud), EU compliance focus. Slightly higher cost but broader channels."}, {"id": "mai-20260917-0922-baseline|c104-s2|xai-small|Netwrix Endpoint Protector", "prompt": "c104-s2", "model": "xai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Excellent cross-platform ... but quote-based (suited for 50+ users) and less transparent pricing."}, {"id": "mai-20260917-0922-baseline|c104-s2|xai-small|Purview DLP", "prompt": "c104-s2", "model": "xai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're on Microsoft 365, check Purview DLP (often bundled cheap)."}, {"id": "mai-20260917-0922-baseline|c104-s2|zai-small|Microsoft 365 Business Premium", "prompt": "c104-s2", "model": "zai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Microsoft 365 Business Premium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft 365 Business Premium** is the best DLP choice"}, {"id": "mai-20260917-0922-baseline|c104-s2|zai-small|CurrentWare", "prompt": "c104-s2", "model": "zai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you’re not on Microsoft 365:** **CurrentWare** or **Safetica**"}, {"id": "mai-20260917-0922-baseline|c104-s2|zai-small|Safetica", "prompt": "c104-s2", "model": "zai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CurrentWare** or **Safetica** for a simple, all-in-one DLP/endpoint solution"}, {"id": "mai-20260917-0922-baseline|c104-s2|zai-small|Nightfall AI", "prompt": "c104-s2", "model": "zai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Nightfall AI** if you’re cloud-first"}, {"id": "mai-20260917-0922-baseline|c104-s2|zai-small|Netwrix Endpoint Protector", "prompt": "c104-s2", "model": "zai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Netwrix Endpoint Protector** or **ManageEngine** for strict device-level control on a budget"}, {"id": "mai-20260917-0922-baseline|c104-s2|zai-small|ManageEngine Device Control Plus", "prompt": "c104-s2", "model": "zai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "ManageEngine Device Control Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget-friendly, Windows-centric ... Includes DLP and device control, easy to set up"}, {"id": "mai-20260917-0922-baseline|c104-s2|zai-small|Staffcop", "prompt": "c104-s2", "model": "zai-small", "cat": "data-loss-prevention", "variant": "paraphrase", "raw": "Staffcop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Budget-friendly, all-in-one (DLP + user activity monitoring)"}, {"id": "mai-20260917-0922-baseline|c104-s3|alibaba-small|Nightfall AI", "prompt": "c104-s3", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is currently the industry leader for **GenAI safety**... Choose Nightfall AI if: You operate entirely in the cloud"}, {"id": "mai-20260917-0922-baseline|c104-s3|alibaba-small|Safetica", "prompt": "c104-s3", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: SMBs needing a balance of DLP and Insider Risk Management (IRM)."}, {"id": "mai-20260917-0922-baseline|c104-s3|alibaba-small|Netwrix Endpoint Protector", "prompt": "c104-s3", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Netwrix if: Your biggest threat is employees plugging in unauthorized USB drives"}, {"id": "mai-20260917-0922-baseline|c104-s3|alibaba-small|CurrentWare", "prompt": "c104-s3", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "CurrentWare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The DLP capabilities are less sophisticated (more keyword/blacklist based) compared to Nightfall or Safetica"}, {"id": "mai-20260917-0922-baseline|c104-s3|anthropic-small|Microsoft Purview DLP", "prompt": "c104-s3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For organizations already standardized on Microsoft infrastructure, Purview offers the lowest-friction DLP deployment path"}, {"id": "mai-20260917-0922-baseline|c104-s3|anthropic-small|Safetica", "prompt": "c104-s3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "known for quick deployment and user-friendly dashboards, making it accessible even for organizations without a large IT team"}, {"id": "mai-20260917-0922-baseline|c104-s3|anthropic-small|Kickidler", "prompt": "c104-s3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Kickidler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "built for small and medium-sized businesses and remote-first teams... easy to implement and cost-efficient"}, {"id": "mai-20260917-0922-baseline|c104-s3|anthropic-small|Strac", "prompt": "c104-s3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Strac", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strac leads for teams whose data lives in SaaS, cloud, GenAI/MCP, and on endpoints"}, {"id": "mai-20260917-0922-baseline|c104-s3|anthropic-small|Teramind", "prompt": "c104-s3", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Teramind", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "setup can be involved, especially for smaller teams without dedicated security staff"}, {"id": "mai-20260917-0922-baseline|c104-s3|challenger-small|Endpoint Protector", "prompt": "c104-s3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Endpoint Protector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked the strongest all-round SMB pick"}, {"id": "mai-20260917-0922-baseline|c104-s3|challenger-small|Nightfall", "prompt": "c104-s3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloud/API-first DLP with a free plan option; lighter to adopt than traditional enterprise suites"}, {"id": "mai-20260917-0922-baseline|c104-s3|challenger-small|Safetica", "prompt": "c104-s3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teams wanting a broader SMB suite: choose Safetica"}, {"id": "mai-20260917-0922-baseline|c104-s3|challenger-small|CurrentWare", "prompt": "c104-s3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable SMB/mid-market option with cloud or on-prem deployment and clear per-user pricing"}, {"id": "mai-20260917-0922-baseline|c104-s3|challenger-small|Microsoft Purview", "prompt": "c104-s3", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less attractive if you need broad coverage outside it"}, {"id": "mai-20260917-0922-baseline|c104-s3|deepseek-small|Symantec", "prompt": "c104-s3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade DLP platforms (like Symantec or Forcepoint) are often overkill—they're expensive, complex to manage"}, {"id": "mai-20260917-0922-baseline|c104-s3|deepseek-small|Forcepoint", "prompt": "c104-s3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-grade DLP platforms (like Symantec or Forcepoint) are often overkill"}, {"id": "mai-20260917-0922-baseline|c104-s3|deepseek-small|Microsoft Purview (Business Premium Add-on)", "prompt": "c104-s3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview (Business Premium Add-on)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you live in Microsoft 365: Use Microsoft Purview (Business Premium add-on). It's the cheapest, easiest way to stop accidental email and SharePoint leaks."}, {"id": "mai-20260917-0922-baseline|c104-s3|deepseek-small|Safetica", "prompt": "c104-s3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use Safetica – it balances endpoint DLP and insider risk monitoring at an SMB-friendly price."}, {"id": "mai-20260917-0922-baseline|c104-s3|deepseek-small|CurrentWare", "prompt": "c104-s3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you worry about employees copying files to USB drives or personal storage: Use CurrentWare or Netwrix Endpoint Protector."}, {"id": "mai-20260917-0922-baseline|c104-s3|deepseek-small|Netwrix Endpoint Protector", "prompt": "c104-s3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "gold standard for USB encryption and device control"}, {"id": "mai-20260917-0922-baseline|c104-s3|deepseek-small|Nightfall AI", "prompt": "c104-s3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Start with a SaaS-native tool (Purview or Nightfall) if your data lives in the cloud"}, {"id": "mai-20260917-0922-baseline|c104-s3|deepseek-small|miniOrange", "prompt": "c104-s3", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SMBs that want multi-channel coverage (email, endpoint, network) at a low-cost, fast deployment"}, {"id": "mai-20260917-0922-baseline|c104-s3|google-small|Symantec/Broadcom", "prompt": "c104-s3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec/Broadcom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "traditional enterprise Data Loss Prevention (DLP) platforms like Symantec/Broadcom or Trellix are rarely a good fit"}, {"id": "mai-20260917-0922-baseline|c104-s3|google-small|Trellix", "prompt": "c104-s3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Trellix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "like Symantec/Broadcom or Trellix are rarely a good fit"}, {"id": "mai-20260917-0922-baseline|c104-s3|google-small|Coro", "prompt": "c104-s3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you have almost no dedicated IT security time: Choose **Coro**."}, {"id": "mai-20260917-0922-baseline|c104-s3|google-small|Nightfall AI", "prompt": "c104-s3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team uses Slack, GitHub, and AI tools all day: Choose **Nightfall AI**."}, {"id": "mai-20260917-0922-baseline|c104-s3|google-small|Netwrix Endpoint Protector", "prompt": "c104-s3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Netwrix Endpoint Protector**. It gives you the tightest lock on physical file transfers."}, {"id": "mai-20260917-0922-baseline|c104-s3|google-small|Safetica", "prompt": "c104-s3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Small teams that want a mix of basic DLP and **Insider Risk Management**"}, {"id": "mai-20260917-0922-baseline|c104-s3|google-small|Microsoft Purview", "prompt": "c104-s3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "the setup (especially for Microsoft Purview) can be incredibly complex and difficult to configure without external consulting"}, {"id": "mai-20260917-0922-baseline|c104-s3|google-small|Google Workspace Native DLP", "prompt": "c104-s3", "model": "google-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Google Workspace Native DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they only protect data within their own ecosystem"}, {"id": "mai-20260917-0922-baseline|c104-s3|meta-small|CurrentWare", "prompt": "c104-s3", "model": "meta-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. CurrentWare ... Offers endpoint DLP, USB control, workforce visibility, and SMB/mid-market teams."}, {"id": "mai-20260917-0922-baseline|c104-s3|meta-small|Safetica", "prompt": "c104-s3", "model": "meta-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a range of DLP solutions, including endpoint DLP, email DLP, and cloud DLP. It is best for companies with 20 to 500 users."}, {"id": "mai-20260917-0922-baseline|c104-s3|meta-small|Nightfall AI", "prompt": "c104-s3", "model": "meta-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focuses on providing cloud DLP for generative AI tools, custom applications, and SaaS applications."}, {"id": "mai-20260917-0922-baseline|c104-s3|meta-small|Netwrix Endpoint Protector", "prompt": "c104-s3", "model": "meta-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers cross-OS endpoint control, device control, and offline enforcement. It is best for SMBs"}, {"id": "mai-20260917-0922-baseline|c104-s3|meta-small|miniOrange", "prompt": "c104-s3", "model": "meta-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers multi-channel coverage (endpoint, email, network) at SMB-accessible pricing and deployment speed."}, {"id": "mai-20260917-0922-baseline|c104-s3|minimax-small|Nightfall AI", "prompt": "c104-s3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams starting fresh, **Nightfall** offers the lowest barrier to entry with its free plan."}, {"id": "mai-20260917-0922-baseline|c104-s3|minimax-small|CurrentWare", "prompt": "c104-s3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For physical endpoint control + DLP, **CurrentWare** is the most cost-effective all-in-one solution."}, {"id": "mai-20260917-0922-baseline|c104-s3|minimax-small|Microsoft Purview", "prompt": "c104-s3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already in the Microsoft ecosystem, **Purview** provides the best value."}, {"id": "mai-20260917-0922-baseline|c104-s3|minimax-small|Endpoint Protector", "prompt": "c104-s3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cross-platform endpoints | **Endpoint Protector**"}, {"id": "mai-20260917-0922-baseline|c104-s3|minimax-small|Box Shield", "prompt": "c104-s3", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Box Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cloud-only SaaS focus | **Nightfall** or **Box Shield**"}, {"id": "mai-20260917-0922-baseline|c104-s3|mistral-small|CurrentWare", "prompt": "c104-s3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For strong endpoint and USB control, choose **CurrentWare**."}, {"id": "mai-20260917-0922-baseline|c104-s3|mistral-small|Safetica", "prompt": "c104-s3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For insider risk visibility, **Safetica** is a strong contender."}, {"id": "mai-20260917-0922-baseline|c104-s3|mistral-small|Nightfall AI", "prompt": "c104-s3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For SaaS-heavy workflows, consider **Nightfall AI**."}, {"id": "mai-20260917-0922-baseline|c104-s3|mistral-small|Netwrix Endpoint Protector", "prompt": "c104-s3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For cross-platform or AI tool protection, look at **Netwrix Endpoint Protector**."}, {"id": "mai-20260917-0922-baseline|c104-s3|mistral-small|Microsoft Purview DLP", "prompt": "c104-s3", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If your team uses Microsoft 365, start with **Microsoft Purview**."}, {"id": "mai-20260917-0922-baseline|c104-s3|moonshot-small|CurrentWare", "prompt": "c104-s3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **CurrentWare**\n- **Best for:** Endpoint DLP, USB control, workforce visibility"}, {"id": "mai-20260917-0922-baseline|c104-s3|moonshot-small|miniOrange", "prompt": "c104-s3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Multi-channel protection:** **miniOrange**"}, {"id": "mai-20260917-0922-baseline|c104-s3|moonshot-small|Nightfall AI", "prompt": "c104-s3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tightest budget:** Start with **Nightfall AI** (free tier)"}, {"id": "mai-20260917-0922-baseline|c104-s3|moonshot-small|Netwrix Endpoint Protector (1Secure)", "prompt": "c104-s3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netwrix Endpoint Protector (1Secure)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need USB/device control:** **CurrentWare** or **Netwrix**"}, {"id": "mai-20260917-0922-baseline|c104-s3|moonshot-small|Netskope One DLP", "prompt": "c104-s3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope One DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cloud-first/SaaS-heavy:** **Nightfall AI** or **Netskope**"}, {"id": "mai-20260917-0922-baseline|c104-s3|moonshot-small|Microsoft Purview DLP", "prompt": "c104-s3", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Microsoft Purview** (if you have M365)"}, {"id": "mai-20260917-0922-baseline|c104-s3|openai-small|Microsoft Purview", "prompt": "c104-s3", "model": "openai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you use Microsoft 365:** start with **Microsoft Purview**. It's usually the most straightforward and cost-effective fit."}, {"id": "mai-20260917-0922-baseline|c104-s3|openai-small|Netskope One DLP", "prompt": "c104-s3", "model": "openai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netskope One DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're mostly SaaS/cloud and want broader app coverage: look at **Netskope**."}, {"id": "mai-20260917-0922-baseline|c104-s3|openai-small|Cloudflare Integrated DLP", "prompt": "c104-s3", "model": "openai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Cloudflare Integrated DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your concern is web, AI tools, and data leaving through the browser: consider **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c104-s3|openai-small|Palo Alto Networks Prisma for Business", "prompt": "c104-s3", "model": "openai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Palo Alto Networks Prisma for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Cloudflare** or **Palo Alto Prisma Browser**"}, {"id": "mai-20260917-0922-baseline|c104-s3|xai-small|CurrentWare", "prompt": "c104-s3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **CurrentWare** - **Best for**: Endpoint DLP, USB/device control... Simple setup, no heavy IT needed"}, {"id": "mai-20260917-0922-baseline|c104-s3|xai-small|Safetica", "prompt": "c104-s3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: SMBs needing insider risk visibility alongside DLP"}, {"id": "mai-20260917-0922-baseline|c104-s3|xai-small|Netwrix Endpoint Protector (CoSoSys)", "prompt": "c104-s3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netwrix Endpoint Protector (CoSoSys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Multi-OS device control and removable media protection."}, {"id": "mai-20260917-0922-baseline|c104-s3|xai-small|Nightfall AI", "prompt": "c104-s3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Cloud-native SaaS teams (Slack, GitHub, Drive, email)."}, {"id": "mai-20260917-0922-baseline|c104-s3|xai-small|Kickidler DLP", "prompt": "c104-s3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Kickidler DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Budget-conscious SMBs/remote teams focused on insider threats"}, {"id": "mai-20260917-0922-baseline|c104-s3|xai-small|Microsoft Purview", "prompt": "c104-s3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Other notables**: Microsoft Purview (if you're in M365 ecosystem"}, {"id": "mai-20260917-0922-baseline|c104-s3|xai-small|miniOrange", "prompt": "c104-s3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "miniOrange (multi-channel for ~low-medium pricing; good for SaaS/Atlassian)"}, {"id": "mai-20260917-0922-baseline|c104-s3|xai-small|Symantec", "prompt": "c104-s3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Symantec", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "avoid heavy enterprise tools like Symantec/Forcepoint due to cost/complexity"}, {"id": "mai-20260917-0922-baseline|c104-s3|xai-small|Forcepoint", "prompt": "c104-s3", "model": "xai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "avoid heavy enterprise tools like Symantec/Forcepoint due to cost/complexity"}, {"id": "mai-20260917-0922-baseline|c104-s3|zai-small|Microsoft Purview", "prompt": "c104-s3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already use Microsoft 365, start with Purview."}, {"id": "mai-20260917-0922-baseline|c104-s3|zai-small|Safetica", "prompt": "c104-s3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need endpoint + insider‑risk visibility in one console, choose Safetica."}, {"id": "mai-20260917-0922-baseline|c104-s3|zai-small|miniOrange", "prompt": "c104-s3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team is SaaS‑heavy or uses Atlassian (Confluence/Jira), miniOrange is a strong fit."}, {"id": "mai-20260917-0922-baseline|c104-s3|zai-small|Netwrix Endpoint Protector", "prompt": "c104-s3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Netwrix Endpoint Protector or CurrentWare are practical choices."}, {"id": "mai-20260917-0922-baseline|c104-s3|zai-small|CurrentWare", "prompt": "c104-s3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CurrentWare adds web activity reporting"}, {"id": "mai-20260917-0922-baseline|c104-s3|zai-small|Forcepoint ONE", "prompt": "c104-s3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Forcepoint ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you expect to scale into a regulated environment with hybrid deployments, Forcepoint ONE is the most flexible."}, {"id": "mai-20260917-0922-baseline|c104-s3|zai-small|Proofpoint Enterprise DLP", "prompt": "c104-s3", "model": "zai-small", "cat": "data-loss-prevention", "variant": "comparative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If email is your primary leak path and you need advanced policies + archiving, Proofpoint Enterprise DLP is worth considering."}, {"id": "mai-20260917-0922-baseline|c104-s4|alibaba-small|CurrentWare AccessPatrol", "prompt": "c104-s4", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare AccessPatrol", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CurrentWare AccessPatrol** is widely considered the strongest option for small-to-medium businesses (SMBs)"}, {"id": "mai-20260917-0922-baseline|c104-s4|alibaba-small|Purview", "prompt": "c104-s4", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Purview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you use Microsoft 365 Business Premium:** You likely have access to **Purview**... **Pros:** It is likely **already paid for**"}, {"id": "mai-20260917-0922-baseline|c104-s4|alibaba-small|Safetica", "prompt": "c104-s4", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Runner Up (Best for Compliance): Safetica"}, {"id": "mai-20260917-0922-baseline|c104-s4|alibaba-small|Netwrix", "prompt": "c104-s4", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Netwrix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise (Netwrix/Symantec)... High Minimums ($$$$) ... Low (Requires specialist)"}, {"id": "mai-20260917-0922-baseline|c104-s4|alibaba-small|Symantec", "prompt": "c104-s4", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Symantec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise (Netwrix/Symantec)... High Minimums ($$$$) ... Low (Requires specialist)"}, {"id": "mai-20260917-0922-baseline|c104-s4|anthropic-small|CurrentWare", "prompt": "c104-s4", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CurrentWare is attractive because its pricing is transparent, starting from $12/user/month with a 14-day free trial."}, {"id": "mai-20260917-0922-baseline|c104-s4|anthropic-small|Netwrix Endpoint Protector", "prompt": "c104-s4", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "if you need the lowest per-endpoint costs, Netwrix Endpoint Protector is hard to beat"}, {"id": "mai-20260917-0922-baseline|c104-s4|anthropic-small|Microsoft Purview DLP", "prompt": "c104-s4", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're already using Microsoft 365, Purview is a natural fit"}, {"id": "mai-20260917-0922-baseline|c104-s4|anthropic-small|MyDLP", "prompt": "c104-s4", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "MyDLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MyDLP is an open-source DLP solution that gives SMBs an affordable option if they have some knowledge of technical configuration"}, {"id": "mai-20260917-0922-baseline|c104-s4|anthropic-small|Safetica", "prompt": "c104-s4", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CurrentWare, Safetica, Nightfall AI, and Netwrix Endpoint Protector are more realistic than heavy enterprise platforms."}, {"id": "mai-20260917-0922-baseline|c104-s4|anthropic-small|Nightfall AI", "prompt": "c104-s4", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Nightfall AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CurrentWare, Safetica, Nightfall AI, and Netwrix Endpoint Protector are more realistic than heavy enterprise platforms."}, {"id": "mai-20260917-0922-baseline|c104-s4|challenger-small|Box Shield", "prompt": "c104-s4", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Box Shield", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best practical choice is usually **Box Shield** if you need the *lowest entry price*"}, {"id": "mai-20260917-0922-baseline|c104-s4|challenger-small|Nightfall", "prompt": "c104-s4", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Nightfall", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Nightfall** if you want a **free plan** to start"}, {"id": "mai-20260917-0922-baseline|c104-s4|challenger-small|Endpoint Protector", "prompt": "c104-s4", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Endpoint Protector** is the strongest all-around small-business pick in the provided results"}, {"id": "mai-20260917-0922-baseline|c104-s4|challenger-small|CurrentWare", "prompt": "c104-s4", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Starts at **$12/user/month** and is positioned for SMBs needing endpoint DLP and USB control"}, {"id": "mai-20260917-0922-baseline|c104-s4|challenger-small|Safetica", "prompt": "c104-s4", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Repeatedly recommended for SMB and mid-market teams"}, {"id": "mai-20260917-0922-baseline|c104-s4|challenger-small|Microsoft Purview DLP", "prompt": "c104-s4", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "most compelling when you already own the Microsoft 365 E5 stack rather than as a budget-first standalone buy"}, {"id": "mai-20260917-0922-baseline|c104-s4|deepseek-small|Microsoft 365 Business Premium", "prompt": "c104-s4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft 365 Business Premium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "almost certainly your best and most affordable option** because **DLP is already included**"}, {"id": "mai-20260917-0922-baseline|c104-s4|deepseek-small|Nightfall AI", "prompt": "c104-s4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free Option: Nightfall AI"}, {"id": "mai-20260917-0922-baseline|c104-s4|deepseek-small|Box Shield", "prompt": "c104-s4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Box Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cheapest Standalone Option: Box Shield"}, {"id": "mai-20260917-0922-baseline|c104-s4|deepseek-small|CurrentWare", "prompt": "c104-s4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Endpoint DLP, USB control, and web activity reporting from ~$12/user/month"}, {"id": "mai-20260917-0922-baseline|c104-s4|deepseek-small|Safetica", "prompt": "c104-s4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "popular with SMBs, includes a free tier for basic protection"}, {"id": "mai-20260917-0922-baseline|c104-s4|deepseek-small|Staffcop", "prompt": "c104-s4", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Staffcop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "per-user license with no add-ons or hidden costs"}, {"id": "mai-20260917-0922-baseline|c104-s4|google-small|Broadcom/Symantec", "prompt": "c104-s4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Broadcom/Symantec", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Heavy enterprise DLP suites (like Broadcom/Symantec or Forcepoint) are too expensive and require a dedicated team of security analysts to manage."}, {"id": "mai-20260917-0922-baseline|c104-s4|google-small|Forcepoint", "prompt": "c104-s4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Forcepoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Heavy enterprise DLP suites (like Broadcom/Symantec or Forcepoint) are too expensive and require a dedicated team of security analysts to manage."}, {"id": "mai-20260917-0922-baseline|c104-s4|google-small|Microsoft Purview DLP", "prompt": "c104-s4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Microsoft Purview if you are already paying for Microsoft 365 Business Premium and want to check a compliance box without buying new software."}, {"id": "mai-20260917-0922-baseline|c104-s4|google-small|ManageEngine Endpoint DLP Plus", "prompt": "c104-s4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "ManageEngine Endpoint DLP Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "ManageEngine is the most budget-friendly standalone solution on the market"}, {"id": "mai-20260917-0922-baseline|c104-s4|google-small|Safetica (Standard or NXT)", "prompt": "c104-s4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica (Standard or NXT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Safetica if you have no dedicated IT person and need a modern, cloud-native DLP"}, {"id": "mai-20260917-0922-baseline|c104-s4|google-small|Netwrix Endpoint Protector", "prompt": "c104-s4", "model": "google-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Netwrix Endpoint Protector if you must enforce USB and file-transfer policies on both Mac and Windows devices."}, {"id": "mai-20260917-0922-baseline|c104-s4|meta-small|CurrentWare", "prompt": "c104-s4", "model": "meta-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best data loss prevention platform for a small company with a tight budget is CurrentWare."}, {"id": "mai-20260917-0922-baseline|c104-s4|meta-small|Safetica", "prompt": "c104-s4", "model": "meta-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Safetica, Nightfall AI, and Netwrix Endpoint Protector."}, {"id": "mai-20260917-0922-baseline|c104-s4|meta-small|Nightfall AI", "prompt": "c104-s4", "model": "meta-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Safetica, Nightfall AI, and Netwrix Endpoint Protector."}, {"id": "mai-20260917-0922-baseline|c104-s4|meta-small|Netwrix Endpoint Protector", "prompt": "c104-s4", "model": "meta-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Safetica, Nightfall AI, and Netwrix Endpoint Protector."}, {"id": "mai-20260917-0922-baseline|c104-s4|minimax-small|Microsoft Purview DLP", "prompt": "c104-s4", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a tight budget, **Microsoft Purview DLP** or **Google Workspace DLP** are typically the best starting points"}, {"id": "mai-20260917-0922-baseline|c104-s4|minimax-small|Google Workspace DLP", "prompt": "c104-s4", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Google Workspace DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Purview DLP** or **Google Workspace DLP** are typically the best starting points"}, {"id": "mai-20260917-0922-baseline|c104-s4|minimax-small|MyDLP", "prompt": "c104-s4", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "MyDLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Free, open-source (though support may be limited)"}, {"id": "mai-20260917-0922-baseline|c104-s4|minimax-small|OpenDLP", "prompt": "c104-s4", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "OpenDLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Requires technical expertise to implement and maintain"}, {"id": "mai-20260917-0922-baseline|c104-s4|minimax-small|Endpoint Protector by CoSoSys", "prompt": "c104-s4", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Endpoint Protector by CoSoSys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers affordable small business plans"}, {"id": "mai-20260917-0922-baseline|c104-s4|minimax-small|SolarWinds DLP", "prompt": "c104-s4", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "SolarWinds DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget-friendly with essential features"}, {"id": "mai-20260917-0922-baseline|c104-s4|minimax-small|ManageEngine DataSecurity Plus", "prompt": "c104-s4", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "ManageEngine DataSecurity Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good pricing for small teams"}, {"id": "mai-20260917-0922-baseline|c104-s4|mistral-small|CurrentWare", "prompt": "c104-s4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CurrentWare** is often recommended as one of the best data loss prevention (DLP) platforms"}, {"id": "mai-20260917-0922-baseline|c104-s4|mistral-small|Safetica", "prompt": "c104-s4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options mentioned include **Safetica** and **Nightfall AI**"}, {"id": "mai-20260917-0922-baseline|c104-s4|mistral-small|Nightfall AI", "prompt": "c104-s4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other budget-friendly options mentioned include **Safetica** and **Nightfall AI**"}, {"id": "mai-20260917-0922-baseline|c104-s4|mistral-small|Kickidler", "prompt": "c104-s4", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Kickidler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Kickidler** is another solution built specifically for small and medium-sized businesses"}, {"id": "mai-20260917-0922-baseline|c104-s4|moonshot-small|Nightfall AI", "prompt": "c104-s4", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Nightfall AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Nightfall AI's free tier** if you need cloud/SaaS protection"}, {"id": "mai-20260917-0922-baseline|c104-s4|moonshot-small|Box Shield", "prompt": "c104-s4", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Box Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**$5/user/month** (billed yearly) – one of the most affordable paid options"}, {"id": "mai-20260917-0922-baseline|c104-s4|moonshot-small|CurrentWare", "prompt": "c104-s4", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Endpoint Control"}, {"id": "mai-20260917-0922-baseline|c104-s4|moonshot-small|Microsoft Purview DLP", "prompt": "c104-s4", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "or **Microsoft Purview** if you're already paying for Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c104-s4|moonshot-small|ManageEngine Device Control Plus", "prompt": "c104-s4", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "ManageEngine Device Control Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Free for up to 25 devices**"}, {"id": "mai-20260917-0922-baseline|c104-s4|moonshot-small|Forcepoint", "prompt": "c104-s4", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Forcepoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "avoid the complexity and cost of traditional enterprise DLP solutions like Forcepoint or Symantec, which can cost 50x more"}, {"id": "mai-20260917-0922-baseline|c104-s4|moonshot-small|Symantec", "prompt": "c104-s4", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Symantec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "avoid the complexity and cost of traditional enterprise DLP solutions like Forcepoint or Symantec, which can cost 50x more"}, {"id": "mai-20260917-0922-baseline|c104-s4|openai-small|Microsoft Purview DLP", "prompt": "c104-s4", "model": "openai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall budget pick:** **Microsoft Purview DLP + Microsoft 365 Business Premium**"}, {"id": "mai-20260917-0922-baseline|c104-s4|openai-small|Google Workspace Enterprise", "prompt": "c104-s4", "model": "openai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Google Workspace Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're Google-first:** **Google Workspace Enterprise DLP**, but expect a higher monthly cost"}, {"id": "mai-20260917-0922-baseline|c104-s4|openai-small|Netskope", "prompt": "c104-s4", "model": "openai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Usually not budget-friendly for a small company:** full enterprise DLP platforms like **Netskope**"}, {"id": "mai-20260917-0922-baseline|c104-s4|xai-small|CurrentWare (AccessPatrol module for DLP)", "prompt": "c104-s4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare (AccessPatrol module for DLP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: CurrentWare (AccessPatrol module for DLP)"}, {"id": "mai-20260917-0922-baseline|c104-s4|xai-small|Microsoft Purview DLP", "prompt": "c104-s4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free/Low-Cost Alternative: Microsoft Purview DLP (if using M365)"}, {"id": "mai-20260917-0922-baseline|c104-s4|xai-small|Kickidler DLP", "prompt": "c104-s4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Kickidler DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other Budget-Friendly Picks"}, {"id": "mai-20260917-0922-baseline|c104-s4|xai-small|Safetica", "prompt": "c104-s4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Safetica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SMB data security, insider risk | 4.8/5"}, {"id": "mai-20260917-0922-baseline|c104-s4|xai-small|Nightfall AI", "prompt": "c104-s4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Nightfall AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "From ~$4/user/month (SaaS-focused)"}, {"id": "mai-20260917-0922-baseline|c104-s4|xai-small|Endpoint Protector (CoSoSys)", "prompt": "c104-s4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Endpoint Protector (CoSoSys)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Quote-based (~$2.50-5/user/month est.) | Multi-OS device control"}, {"id": "mai-20260917-0922-baseline|c104-s4|xai-small|MyDLP", "prompt": "c104-s4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "MyDLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free/open-source: MyDLP (basic, needs IT setup)"}, {"id": "mai-20260917-0922-baseline|c104-s4|xai-small|ManageEngine", "prompt": "c104-s4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ManageEngine (free <26 devices, endpoint focus)"}, {"id": "mai-20260917-0922-baseline|c104-s4|xai-small|Forcepoint", "prompt": "c104-s4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Forcepoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid: Enterprise tools like Forcepoint/Symantec ($$$/complexity)"}, {"id": "mai-20260917-0922-baseline|c104-s4|xai-small|Symantec", "prompt": "c104-s4", "model": "xai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Symantec", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid: Enterprise tools like Forcepoint/Symantec ($$$/complexity)"}, {"id": "mai-20260917-0922-baseline|c104-s4|zai-small|Microsoft Purview DLP", "prompt": "c104-s4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're already paying for Microsoft 365, the **Purview add-on** is almost always the cheapest and most integrated option."}, {"id": "mai-20260917-0922-baseline|c104-s4|zai-small|ManageEngine Device Control Plus", "prompt": "c104-s4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "ManageEngine Device Control Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're not on 365, **ManageEngine Device Control Plus** (free for ≤ 26 devices) is the lowest-cost entry point for endpoint DLP"}, {"id": "mai-20260917-0922-baseline|c104-s4|zai-small|CurrentWare AccessPatrol", "prompt": "c104-s4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "CurrentWare AccessPatrol", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CurrentWare** offers a slightly pricier but more feature-rich SMB-focused suite"}, {"id": "mai-20260917-0922-baseline|c104-s4|zai-small|Nightfall AI", "prompt": "c104-s4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Nightfall AI** – ~$10 / user / month, AI-driven detection."}, {"id": "mai-20260917-0922-baseline|c104-s4|zai-small|MyDLP", "prompt": "c104-s4", "model": "zai-small", "cat": "data-loss-prevention", "variant": "budget", "raw": "MyDLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Zero license cost, but you must staff the maintenance."}, {"id": "mai-20260917-0922-baseline|c104-s5|alibaba-small|SentinelOne", "prompt": "c104-s5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Solutions like **SentinelOne**, **Sophos Intercept X**, or **CrowdStrike** offer both antivirus and DLP in one tool."}, {"id": "mai-20260917-0922-baseline|c104-s5|alibaba-small|Sophos Intercept X", "prompt": "c104-s5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Sophos Intercept X", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Solutions like **SentinelOne**, **Sophos Intercept X**, or **CrowdStrike** offer both antivirus and DLP in one tool."}, {"id": "mai-20260917-0922-baseline|c104-s5|alibaba-small|CrowdStrike", "prompt": "c104-s5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Solutions like **SentinelOne**, **Sophos Intercept X**, or **CrowdStrike** offer both antivirus and DLP in one tool."}, {"id": "mai-20260917-0922-baseline|c104-s5|alibaba-small|Forcepoint", "prompt": "c104-s5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid heavy enterprise players like Forcepoint, Veritas (Symantec), or Digital Guardian, which are often too expensive and complex"}, {"id": "mai-20260917-0922-baseline|c104-s5|alibaba-small|Veritas (Symantec)", "prompt": "c104-s5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Veritas (Symantec)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid heavy enterprise players like Forcepoint, Veritas (Symantec), or Digital Guardian"}, {"id": "mai-20260917-0922-baseline|c104-s5|alibaba-small|Digital Guardian", "prompt": "c104-s5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Digital Guardian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid heavy enterprise players like Forcepoint, Veritas (Symantec), or Digital Guardian"}, {"id": "mai-20260917-0922-baseline|c104-s5|alibaba-small|Trend Micro", "prompt": "c104-s5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Trend Micro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Sophos / Trend Micro / SentinelOne:** If you already use them for Antivirus, ask for their DLP module."}, {"id": "mai-20260917-0922-baseline|c104-s5|alibaba-small|Microsoft Defender for Office 365", "prompt": "c104-s5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you use MS365, the advanced DLP features might already be part of your E5 license."}, {"id": "mai-20260917-0922-baseline|c104-s5|alibaba-small|Ironclad", "prompt": "c104-s5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Ironclad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Ironclad / Tessian:** These focus heavily on email behavior. Good for smaller teams"}, {"id": "mai-20260917-0922-baseline|c104-s5|alibaba-small|Tessian", "prompt": "c104-s5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Tessian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Ironclad / Tessian:** These focus heavily on email behavior. Good for smaller teams"}, {"id": "mai-20260917-0922-baseline|c104-s5|alibaba-small|Varonis", "prompt": "c104-s5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Varonis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Excellent if your biggest risk is unmanaged files stored on your server/sharepoint, though it can be pricier."}, {"id": "mai-20260917-0922-baseline|c104-s5|alibaba-small|Proofpoint", "prompt": "c104-s5", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Industry standard, but ensure you buy the \"Essential\" tier, not the Enterprise tier."}, {"id": "mai-20260917-0922-baseline|c104-s5|deepseek-small|Microsoft 365 / Google Workspace DLP", "prompt": "c104-s5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft 365 / Google Workspace DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft 365 / Google Workspace DLP** is built into most plans and may be all you need initially"}, {"id": "mai-20260917-0922-baseline|c104-s5|deepseek-small|Symantec", "prompt": "c104-s5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Symantec", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "a heavy enterprise DLP (Symantec, Forcepoint, etc.) will likely fail"}, {"id": "mai-20260917-0922-baseline|c104-s5|deepseek-small|Forcepoint", "prompt": "c104-s5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "a heavy enterprise DLP (Symantec, Forcepoint, etc.) will likely fail"}, {"id": "mai-20260917-0922-baseline|c104-s5|deepseek-small|Microsoft Purview Suite", "prompt": "c104-s5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Microsoft Purview Suite** (~$12/user/month) if you're on Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c104-s5|deepseek-small|M365 E5", "prompt": "c104-s5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "M365 E5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**M365 E5** (~$60/user/month) bundles DLP with a full security stack"}, {"id": "mai-20260917-0922-baseline|c104-s5|deepseek-small|Endpoint Protector (Netwrix)", "prompt": "c104-s5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Endpoint Protector (Netwrix)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a lightweight add-on like **Endpoint Protector (Netwrix)** or **Strac** — often cited as good for lean teams"}, {"id": "mai-20260917-0922-baseline|c104-s5|deepseek-small|Strac", "prompt": "c104-s5", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Strac", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a lightweight add-on like **Endpoint Protector (Netwrix)** or **Strac** — often cited as good for lean teams"}, {"id": "mai-20260917-0922-baseline|c104-s5|google-small|Symantec", "prompt": "c104-s5", "model": "google-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Symantec", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Traditional enterprise DLP platforms (like Symantec, Forcepoint, or Trellix) are the wrong choice for a company of your size."}, {"id": "mai-20260917-0922-baseline|c104-s5|google-small|Forcepoint", "prompt": "c104-s5", "model": "google-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Forcepoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Traditional enterprise DLP platforms (like Symantec, Forcepoint, or Trellix) are the wrong choice for a company of your size."}, {"id": "mai-20260917-0922-baseline|c104-s5|google-small|Trellix", "prompt": "c104-s5", "model": "google-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Trellix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Traditional enterprise DLP platforms (like Symantec, Forcepoint, or Trellix) are the wrong choice for a company of your size."}, {"id": "mai-20260917-0922-baseline|c104-s5|google-small|Microsoft Purview", "prompt": "c104-s5", "model": "google-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Upgrading your team to **M365 Business Premium** or **E5** unlocks **Microsoft Purview**. It provides native DLP... Why start here? Using native tools is often the cheapest route"}, {"id": "mai-20260917-0922-baseline|c104-s5|google-small|Google Workspace Enterprise", "prompt": "c104-s5", "model": "google-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Google Workspace Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you are on Google Workspace: Upgrading to Google Workspace Enterprise unlocks native DLP rules for Google Drive and Gmail."}, {"id": "mai-20260917-0922-baseline|c104-s5|google-small|Nightfall AI", "prompt": "c104-s5", "model": "google-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A highly popular SaaS DLP that integrates directly with Slack, Google Drive, and Jira via API... Extremely easy to deploy."}, {"id": "mai-20260917-0922-baseline|c104-s5|google-small|Metomic", "prompt": "c104-s5", "model": "google-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Metomic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Excellent for discovery and automated cleanup of sensitive data across SaaS apps."}, {"id": "mai-20260917-0922-baseline|c104-s5|google-small|Kitecyber", "prompt": "c104-s5", "model": "google-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Kitecyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Built specifically to be a lightweight, modern endpoint DLP for SMBs and remote teams"}, {"id": "mai-20260917-0922-baseline|c104-s5|google-small|Endpoint Protector (by CoSoSys)", "prompt": "c104-s5", "model": "google-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Endpoint Protector (by CoSoSys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "A highly reliable endpoint-focused DLP that handles macOS and Windows equally well"}, {"id": "mai-20260917-0922-baseline|c104-s5|google-small|Cyberhaven", "prompt": "c104-s5", "model": "google-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Cyberhaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "A modern \"data lineage\" tool that traces data as it moves."}, {"id": "mai-20260917-0922-baseline|c104-s5|minimax-small|Endpoint Protector", "prompt": "c104-s5", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Endpoint Protector** – Strong endpoint DLP, easy to deploy."}, {"id": "mai-20260917-0922-baseline|c104-s5|minimax-small|CurrentWare", "prompt": "c104-s5", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CurrentWare** – Good for USB control, web activity, and endpoint visibility."}, {"id": "mai-20260917-0922-baseline|c104-s5|minimax-small|Safetica", "prompt": "c104-s5", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Safetica** – Offers DLP + insider risk management, cloud or on-prem."}, {"id": "mai-20260917-0922-baseline|c104-s5|minimax-small|Nightfall AI", "prompt": "c104-s5", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Nightfall AI** – Cloud-native, strong for SaaS environments"}, {"id": "mai-20260917-0922-baseline|c104-s5|minimax-small|miniOrange", "prompt": "c104-s5", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**miniOrange** – Multi-channel coverage at SMB-friendly pricing."}, {"id": "mai-20260917-0922-baseline|c104-s5|moonshot-small|Nightfall AI", "prompt": "c104-s5", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Nightfall AI** | Cloud-first teams, no dedicated security staff | ~$5,000/year"}, {"id": "mai-20260917-0922-baseline|c104-s5|moonshot-small|Strac", "prompt": "c104-s5", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Strac", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strac** | Modern cloud DLP, low deployment friction"}, {"id": "mai-20260917-0922-baseline|c104-s5|moonshot-small|Safetica", "prompt": "c104-s5", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Safetica** | 20-500 users, centralized DLP across endpoint/cloud/network"}, {"id": "mai-20260917-0922-baseline|c104-s5|moonshot-small|CurrentWare", "prompt": "c104-s5", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CurrentWare** | Endpoint DLP, USB control, SMB/mid-market"}, {"id": "mai-20260917-0922-baseline|c104-s5|moonshot-small|Microsoft Purview", "prompt": "c104-s5", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Microsoft Purview** | If you already have Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c104-s5|xai-small|Microsoft Purview DLP", "prompt": "c104-s5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Native integration; cheapest if you have M365."}, {"id": "mai-20260917-0922-baseline|c104-s5|xai-small|Safetica", "prompt": "c104-s5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SMB-focused, easy deploy."}, {"id": "mai-20260917-0922-baseline|c104-s5|xai-small|CurrentWare", "prompt": "c104-s5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "USB/web control, low complexity."}, {"id": "mai-20260917-0922-baseline|c104-s5|xai-small|Netwrix Endpoint Protector", "prompt": "c104-s5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cross-OS, device control."}, {"id": "mai-20260917-0922-baseline|c104-s5|xai-small|miniOrange", "prompt": "c104-s5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fast setup for small teams."}, {"id": "mai-20260917-0922-baseline|c104-s5|xai-small|Cyberhaven", "prompt": "c104-s5", "model": "xai-small", "cat": "data-loss-prevention", "variant": "scale", "raw": "Cyberhaven", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Modern, but pricier."}, {"id": "mai-20260917-0922-baseline|c104-s6|alibaba-small|Symantec / Broadcom DLP", "prompt": "c104-s6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec / Broadcom DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Reason to Avoid: Frequently cited as having a highly complex architecture that requires a significant number of deployment hours."}, {"id": "mai-20260917-0922-baseline|c104-s6|alibaba-small|McAfee Endpoint DLP", "prompt": "c104-s6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "McAfee Endpoint DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reason to Avoid: Historically reported to have performance issues where even the simplest configuration changes can cause CPU usage to skyrocket."}, {"id": "mai-20260917-0922-baseline|c104-s6|alibaba-small|Forcepoint DLP", "prompt": "c104-s6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reason to Avoid: While powerful, it often carries a high cost of ownership and high licensing fees."}, {"id": "mai-20260917-0922-baseline|c104-s6|alibaba-small|Proofpoint Enterprise DLP", "prompt": "c104-s6", "model": "alibaba-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "It is a \"benchmark\" solution but is notoriously complex. It requires skilled IT staff to deploy and manage properly."}, {"id": "mai-20260917-0922-baseline|c104-s6|anthropic-small|Proofpoint", "prompt": "c104-s6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Proofpoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some DLP solutions like Proofpoint and Symantec are expensive, have a steep learning curve, and are resource-intensive to deploy"}, {"id": "mai-20260917-0922-baseline|c104-s6|anthropic-small|Symantec", "prompt": "c104-s6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Some DLP solutions like Proofpoint and Symantec are expensive, have a steep learning curve, and are resource-intensive to deploy"}, {"id": "mai-20260917-0922-baseline|c104-s6|anthropic-small|Forcepoint DLP", "prompt": "c104-s6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Issues with Forcepoint DLP, Symantec Data Loss Prevention, Digital Guardian, Check Point, Palo Alto, Nightfall AI, and Proofpoint Enterprise DLP apply across different ecosystems"}, {"id": "mai-20260917-0922-baseline|c104-s6|anthropic-small|Digital Guardian", "prompt": "c104-s6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Digital Guardian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Issues with Forcepoint DLP, Symantec Data Loss Prevention, Digital Guardian, Check Point, Palo Alto, Nightfall AI ... apply across different ecosystems"}, {"id": "mai-20260917-0922-baseline|c104-s6|anthropic-small|Check Point", "prompt": "c104-s6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Issues with ... Check Point, Palo Alto ... apply across different ecosystems"}, {"id": "mai-20260917-0922-baseline|c104-s6|anthropic-small|Palo Alto", "prompt": "c104-s6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Issues with ... Check Point, Palo Alto, Nightfall AI, and Proofpoint Enterprise DLP apply across different ecosystems"}, {"id": "mai-20260917-0922-baseline|c104-s6|anthropic-small|Nightfall AI", "prompt": "c104-s6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "CurrentWare, Safetica, Netwrix Endpoint Protector, and Nightfall AI are strong options for small and mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c104-s6|anthropic-small|CurrentWare", "prompt": "c104-s6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "For small businesses, CurrentWare, Safetica, Netwrix Endpoint Protector, and Nightfall AI are strong options"}, {"id": "mai-20260917-0922-baseline|c104-s6|anthropic-small|Safetica", "prompt": "c104-s6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "CurrentWare, Safetica, Netwrix Endpoint Protector, and Nightfall AI are strong options for small and mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c104-s6|anthropic-small|Netwrix Endpoint Protector", "prompt": "c104-s6", "model": "anthropic-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "CurrentWare, Safetica, Netwrix Endpoint Protector, and Nightfall AI are strong options for small and mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c104-s6|challenger-small|Forcepoint DLP", "prompt": "c104-s6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Small businesses often find the setup and ongoing costs high"}, {"id": "mai-20260917-0922-baseline|c104-s6|challenger-small|Symantec DLP (Broadcom)", "prompt": "c104-s6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "described as heavy and hard to deploy for SMBs"}, {"id": "mai-20260917-0922-baseline|c104-s6|challenger-small|Proofpoint Enterprise DLP", "prompt": "c104-s6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can be expensive and complex to set up"}, {"id": "mai-20260917-0922-baseline|c104-s6|challenger-small|Trellix DLP", "prompt": "c104-s6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Trellix DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-oriented and typically better for larger security teams"}, {"id": "mai-20260917-0922-baseline|c104-s6|challenger-small|Check Point DLP", "prompt": "c104-s6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Check Point DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "otherwise it can be less practical for SMBs"}, {"id": "mai-20260917-0922-baseline|c104-s6|challenger-small|Palo Alto", "prompt": "c104-s6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Mentioned alongside enterprise ecosystems that may be excessive"}, {"id": "mai-20260917-0922-baseline|c104-s6|challenger-small|Safetica", "prompt": "c104-s6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "favor tools described as SMB-friendly such as **Safetica**"}, {"id": "mai-20260917-0922-baseline|c104-s6|challenger-small|Endpoint Protector", "prompt": "c104-s6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "favor tools described as SMB-friendly"}, {"id": "mai-20260917-0922-baseline|c104-s6|challenger-small|Nightfall AI", "prompt": "c104-s6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "favor tools described as SMB-friendly"}, {"id": "mai-20260917-0922-baseline|c104-s6|challenger-small|CurrentWare", "prompt": "c104-s6", "model": "challenger-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "favor tools described as SMB-friendly"}, {"id": "mai-20260917-0922-baseline|c104-s6|deepseek-small|Symantec (Broadcom) DLP", "prompt": "c104-s6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec (Broadcom) DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid enterprise DLP suites (Symantec, Forcepoint, Proofpoint, Trellix)"}, {"id": "mai-20260917-0922-baseline|c104-s6|deepseek-small|Forcepoint DLP", "prompt": "c104-s6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid enterprise DLP suites (Symantec, Forcepoint, Proofpoint, Trellix)"}, {"id": "mai-20260917-0922-baseline|c104-s6|deepseek-small|Proofpoint Enterprise DLP", "prompt": "c104-s6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid enterprise DLP suites (Symantec, Forcepoint, Proofpoint, Trellix) and any tool with opaque pricing"}, {"id": "mai-20260917-0922-baseline|c104-s6|deepseek-small|Trellix / McAfee DLP", "prompt": "c104-s6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Trellix / McAfee DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise DLP suites (Symantec, Forcepoint, Proofpoint, Trellix)"}, {"id": "mai-20260917-0922-baseline|c104-s6|deepseek-small|Digital Guardian (Fortra)", "prompt": "c104-s6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Digital Guardian (Fortra)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Vendors that won't publish pricing (Proofpoint, Digital Guardian, etc.) make total cost of ownership unpredictable"}, {"id": "mai-20260917-0922-baseline|c104-s6|deepseek-small|Microsoft 365", "prompt": "c104-s6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "if you're on Microsoft 365 or Google Workspace, their built-in DLP covers most needs with far less complexity and cost"}, {"id": "mai-20260917-0922-baseline|c104-s6|deepseek-small|Google Workspace", "prompt": "c104-s6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "their built-in DLP covers most needs with far less complexity and cost"}, {"id": "mai-20260917-0922-baseline|c104-s6|deepseek-small|CurrentWare", "prompt": "c104-s6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "options like CurrentWare, Safetica... are repeatedly named as realistic for small/mid-market teams"}, {"id": "mai-20260917-0922-baseline|c104-s6|deepseek-small|Safetica", "prompt": "c104-s6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "repeatedly named as realistic for small/mid-market teams without enterprise complexity"}, {"id": "mai-20260917-0922-baseline|c104-s6|deepseek-small|Nightfall AI", "prompt": "c104-s6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "repeatedly named as realistic for small/mid-market teams without enterprise complexity"}, {"id": "mai-20260917-0922-baseline|c104-s6|deepseek-small|Netwrix Endpoint Protector", "prompt": "c104-s6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "repeatedly named as realistic for small/mid-market teams without enterprise complexity"}, {"id": "mai-20260917-0922-baseline|c104-s6|deepseek-small|CoSoSys Endpoint Protector", "prompt": "c104-s6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "CoSoSys Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "repeatedly named as realistic for small/mid-market teams without enterprise complexity"}, {"id": "mai-20260917-0922-baseline|c104-s6|deepseek-small|miniOrange", "prompt": "c104-s6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "repeatedly named as realistic for small/mid-market teams without enterprise complexity"}, {"id": "mai-20260917-0922-baseline|c104-s6|deepseek-small|ManageEngine", "prompt": "c104-s6", "model": "deepseek-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "repeatedly named as realistic for small/mid-market teams without enterprise complexity"}, {"id": "mai-20260917-0922-baseline|c104-s6|google-small|Broadcom (Symantec DLP)", "prompt": "c104-s6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Broadcom (Symantec DLP)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: \"Heavy-Agent\" Legacy Enterprise Platforms... Broadcom (Symantec DLP)"}, {"id": "mai-20260917-0922-baseline|c104-s6|google-small|Forcepoint DLP", "prompt": "c104-s6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid: \"Heavy-Agent\" Legacy Enterprise Platforms... Forcepoint DLP"}, {"id": "mai-20260917-0922-baseline|c104-s6|google-small|Trellix (formerly McAfee) DLP", "prompt": "c104-s6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Trellix (formerly McAfee) DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid: \"Heavy-Agent\" Legacy Enterprise Platforms... Trellix (formerly McAfee) DLP"}, {"id": "mai-20260917-0922-baseline|c104-s6|google-small|Netskope", "prompt": "c104-s6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Approach with Caution: Complex SSE/SASE Suites. Examples to be cautious of: Netskope"}, {"id": "mai-20260917-0922-baseline|c104-s6|google-small|Palo Alto Networks Prisma", "prompt": "c104-s6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Palo Alto Networks Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Examples to be cautious of: Netskope, Palo Alto Networks Prisma, Zscaler."}, {"id": "mai-20260917-0922-baseline|c104-s6|google-small|Zscaler", "prompt": "c104-s6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Examples to be cautious of: Netskope, Palo Alto Networks Prisma, Zscaler."}, {"id": "mai-20260917-0922-baseline|c104-s6|google-small|Google Workspace", "prompt": "c104-s6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be Cautious of: Basic \"Siloed\" or Free Built-In DLP... like standard Google Workspace"}, {"id": "mai-20260917-0922-baseline|c104-s6|google-small|Microsoft 365", "prompt": "c104-s6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "basic built-in DLP features in standard business suites (like standard Google Workspace or basic Microsoft 365 plans)"}, {"id": "mai-20260917-0922-baseline|c104-s6|google-small|Microsoft Purview in M365 Business Premium", "prompt": "c104-s6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview in M365 Business Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "are an exception and can be highly effective for Microsoft-centric SMBs"}, {"id": "mai-20260917-0922-baseline|c104-s6|google-small|Safetica", "prompt": "c104-s6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Safetica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Lightweight, SMB-Focused DLP: Look at platforms like Safetica"}, {"id": "mai-20260917-0922-baseline|c104-s6|google-small|CurrentWare", "prompt": "c104-s6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "platforms like Safetica, CurrentWare, Strac, or Nightfall AI"}, {"id": "mai-20260917-0922-baseline|c104-s6|google-small|Strac", "prompt": "c104-s6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Strac", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "platforms like Safetica, CurrentWare, Strac, or Nightfall AI"}, {"id": "mai-20260917-0922-baseline|c104-s6|google-small|Nightfall AI", "prompt": "c104-s6", "model": "google-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Nightfall AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "platforms like Safetica, CurrentWare, Strac, or Nightfall AI"}, {"id": "mai-20260917-0922-baseline|c104-s6|meta-small|Forcepoint DLP", "prompt": "c104-s6", "model": "meta-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Forcepoint DLP and Endpoint Protector are not ideal for small businesses due to their high cost of ownership and complexity"}, {"id": "mai-20260917-0922-baseline|c104-s6|meta-small|Endpoint Protector", "prompt": "c104-s6", "model": "meta-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Endpoint Protector", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Forcepoint DLP and Endpoint Protector are not ideal for small businesses due to their high cost of ownership and complexity"}, {"id": "mai-20260917-0922-baseline|c104-s6|meta-small|CurrentWare", "prompt": "c104-s6", "model": "meta-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "CurrentWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CurrentWare, Safetica, Nightfall AI, and Netwrix Endpoint Protector are considered more suitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c104-s6|meta-small|Safetica", "prompt": "c104-s6", "model": "meta-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "considered more suitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c104-s6|meta-small|Nightfall AI", "prompt": "c104-s6", "model": "meta-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "considered more suitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c104-s6|meta-small|Netwrix Endpoint Protector", "prompt": "c104-s6", "model": "meta-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "considered more suitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c104-s6|minimax-small|Symantec DLP (Broadcom)", "prompt": "c104-s6", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "not suitable for small businesses with limited IT resources"}, {"id": "mai-20260917-0922-baseline|c104-s6|minimax-small|Forcepoint DLP", "prompt": "c104-s6", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-focused with pricing and complexity geared toward larger organizations"}, {"id": "mai-20260917-0922-baseline|c104-s6|minimax-small|CurrentWare", "prompt": "c104-s6", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "consider platforms designed for SMBs: **CurrentWare** (starts ~$12/user/month)"}, {"id": "mai-20260917-0922-baseline|c104-s6|minimax-small|Safetica", "prompt": "c104-s6", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider platforms designed for SMBs"}, {"id": "mai-20260917-0922-baseline|c104-s6|minimax-small|Nightfall AI", "prompt": "c104-s6", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider platforms designed for SMBs"}, {"id": "mai-20260917-0922-baseline|c104-s6|minimax-small|Netwrix Endpoint Protector", "prompt": "c104-s6", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Netwrix Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider platforms designed for SMBs"}, {"id": "mai-20260917-0922-baseline|c104-s6|minimax-small|Microsoft Purview", "prompt": "c104-s6", "model": "minimax-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Microsoft Purview** (if already using M365)"}, {"id": "mai-20260917-0922-baseline|c104-s6|mistral-small|Fortra DLP (formerly Digital Guardian)", "prompt": "c104-s6", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Fortra DLP (formerly Digital Guardian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should be cautious about or consider avoiding the following data loss prevention (DLP) platforms"}, {"id": "mai-20260917-0922-baseline|c104-s6|mistral-small|Symantec Data Loss Prevention (now part of Broadcom)", "prompt": "c104-s6", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec Data Loss Prevention (now part of Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Known for complex configuration and deployment... Poor customer support is a recurring complaint."}, {"id": "mai-20260917-0922-baseline|c104-s6|mistral-small|Netskope Data Loss Prevention", "prompt": "c104-s6", "model": "mistral-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Netskope Data Loss Prevention", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Technical support is criticized for being inadequate, with slow issue resolution and numerous bugs."}, {"id": "mai-20260917-0922-baseline|c104-s6|moonshot-small|Symantec DLP (now Broadcom)", "prompt": "c104-s6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (now Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should **avoid traditional enterprise DLP suites** (Symantec, Forcepoint, McAfee, Digital Guardian)"}, {"id": "mai-20260917-0922-baseline|c104-s6|moonshot-small|Forcepoint DLP", "prompt": "c104-s6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid traditional enterprise DLP suites** (Symantec, Forcepoint, McAfee, Digital Guardian)"}, {"id": "mai-20260917-0922-baseline|c104-s6|moonshot-small|McAfee/Trellix DLP", "prompt": "c104-s6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "McAfee/Trellix DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid traditional enterprise DLP suites** (Symantec, Forcepoint, McAfee, Digital Guardian)"}, {"id": "mai-20260917-0922-baseline|c104-s6|moonshot-small|Digital Guardian (Fortra)", "prompt": "c104-s6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Digital Guardian (Fortra)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid traditional enterprise DLP suites** (Symantec, Forcepoint, McAfee, Digital Guardian)"}, {"id": "mai-20260917-0922-baseline|c104-s6|moonshot-small|Proofpoint Enterprise DLP", "prompt": "c104-s6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Proofpoint Enterprise DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Why to caution**: Expensive and complex to set up"}, {"id": "mai-20260917-0922-baseline|c104-s6|moonshot-small|CurrentWare", "prompt": "c104-s6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**CurrentWare** (~$12/user/month) - Good for endpoint DLP and USB control"}, {"id": "mai-20260917-0922-baseline|c104-s6|moonshot-small|Safetica", "prompt": "c104-s6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Safetica** - Designed with SMB complexity levels in mind"}, {"id": "mai-20260917-0922-baseline|c104-s6|moonshot-small|Nightfall AI", "prompt": "c104-s6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Nightfall AI** - Quick integration, SaaS-focused"}, {"id": "mai-20260917-0922-baseline|c104-s6|moonshot-small|Microsoft Purview DLP", "prompt": "c104-s6", "model": "moonshot-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Microsoft Purview DLP** - If already using Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c104-s6|openai-small|Microsoft Purview DLP", "prompt": "c104-s6", "model": "openai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "very capable, but it has many configuration pieces, location-specific prerequisites, policy/rule limits, and endpoint onboarding requirements"}, {"id": "mai-20260917-0922-baseline|c104-s6|openai-small|Broadcom Symantec DLP", "prompt": "c104-s6", "model": "openai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Broadcom Symantec DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically positioned as enterprise-grade cloud/email DLP rather than lightweight SMB tooling, which usually means more complexity than a small business needs"}, {"id": "mai-20260917-0922-baseline|c104-s6|openai-small|Cisco Umbrella DLP", "prompt": "c104-s6", "model": "openai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Cisco Umbrella DLP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may be more than a small team wants to administer"}, {"id": "mai-20260917-0922-baseline|c104-s6|xai-small|Forcepoint DLP", "prompt": "c104-s6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Often criticized for high ownership costs, complex initial setup ... Minimum 500 seats excludes most SMBs"}, {"id": "mai-20260917-0922-baseline|c104-s6|xai-small|Symantec DLP (Broadcom)", "prompt": "c104-s6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Not ideal for small teams lacking IT resources; post-Broadcom acquisition, migration concerns add risk"}, {"id": "mai-20260917-0922-baseline|c104-s6|xai-small|Trellix DLP (formerly McAfee)", "prompt": "c104-s6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Trellix DLP (formerly McAfee)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "High false positives, unintuitive UI, resource-intensive agents (CPU drain), and complex policy tuning."}, {"id": "mai-20260917-0922-baseline|c104-s6|xai-small|Fortra DLP (formerly Digital Guardian)", "prompt": "c104-s6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Fortra DLP (formerly Digital Guardian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Steep learning curve for policy creation, high costs as a barrier for smaller orgs ... Suited for IP-heavy enterprises, not SMBs"}, {"id": "mai-20260917-0922-baseline|c104-s6|xai-small|CurrentWare", "prompt": "c104-s6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "CurrentWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "alternatives like CurrentWare ($12/user/month) ... recommended for SMBs due to ease, affordability, and low overhead"}, {"id": "mai-20260917-0922-baseline|c104-s6|xai-small|Safetica", "prompt": "c104-s6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Safetica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "alternatives like CurrentWare ($12/user/month), Safetica, Nightfall AI, or Endpoint Protector recommended for SMBs"}, {"id": "mai-20260917-0922-baseline|c104-s6|xai-small|Nightfall AI", "prompt": "c104-s6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Safetica, Nightfall AI, or Endpoint Protector recommended for SMBs due to ease, affordability, and low overhead"}, {"id": "mai-20260917-0922-baseline|c104-s6|xai-small|Endpoint Protector", "prompt": "c104-s6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Endpoint Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or Endpoint Protector recommended for SMBs due to ease, affordability, and low overhead"}, {"id": "mai-20260917-0922-baseline|c104-s6|xai-small|Microsoft Purview", "prompt": "c104-s6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Test SMB-friendly options via free trials like Microsoft Purview (if on 365) or CurrentWare."}, {"id": "mai-20260917-0922-baseline|c104-s6|xai-small|Google Workspace DLP", "prompt": "c104-s6", "model": "xai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Google Workspace DLP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "weigh built-in tools (e.g., Google Workspace DLP) before full platforms"}, {"id": "mai-20260917-0922-baseline|c104-s6|zai-small|Fortra DLP (formerly Digital Guardian)", "prompt": "c104-s6", "model": "zai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Fortra DLP (formerly Digital Guardian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it is frequently cited as a poor fit for small businesses"}, {"id": "mai-20260917-0922-baseline|c104-s6|zai-small|Symantec DLP (now Broadcom)", "prompt": "c104-s6", "model": "zai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Symantec DLP (now Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "explicitly **\"not recommended for micro SMEs or small enterprises\"**"}, {"id": "mai-20260917-0922-baseline|c104-s6|zai-small|Forcepoint DLP", "prompt": "c104-s6", "model": "zai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Forcepoint DLP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "another heavy enterprise player that presents significant hurdles for smaller organizations"}, {"id": "mai-20260917-0922-baseline|c104-s6|zai-small|Trellix Data Loss Prevention (formerly McAfee DLP)", "prompt": "c104-s6", "model": "zai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Trellix Data Loss Prevention (formerly McAfee DLP)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "the DLP component is a common point of contention"}, {"id": "mai-20260917-0922-baseline|c104-s6|zai-small|Netskope", "prompt": "c104-s6", "model": "zai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "small businesses are increasingly turning to **Netskope**, **Microsoft Purview**, **Nightfall AI**, or **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c104-s6|zai-small|Microsoft Purview", "prompt": "c104-s6", "model": "zai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Microsoft Purview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "generally lighter, cloud-native, and easier to implement without a dedicated security team"}, {"id": "mai-20260917-0922-baseline|c104-s6|zai-small|Nightfall AI", "prompt": "c104-s6", "model": "zai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Nightfall AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "increasingly turning to **Netskope**, **Microsoft Purview**, **Nightfall AI**, or **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c104-s6|zai-small|Cloudflare", "prompt": "c104-s6", "model": "zai-small", "cat": "data-loss-prevention", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "increasingly turning to **Netskope**, **Microsoft Purview**, **Nightfall AI**, or **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c105-l1|alibaba-small|Microsoft Entra ID", "prompt": "c105-l1", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company already uses Microsoft 365 or Azure, this is usually the default and best choice."}, {"id": "mai-20260917-0922-baseline|c105-l1|alibaba-small|Okta Identity Cloud", "prompt": "c105-l1", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Okta is widely considered the gold standard for \"Multi-cloud\" enterprises"}, {"id": "mai-20260917-0922-baseline|c105-l1|alibaba-small|Ping Identity", "prompt": "c105-l1", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ping is favored by banks, insurance companies, and government agencies"}, {"id": "mai-20260917-0922-baseline|c105-l1|alibaba-small|Auth0", "prompt": "c105-l1", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You build an App/SaaS and need Client Login | **Auth0**."}, {"id": "mai-20260917-0922-baseline|c105-l1|alibaba-small|Feitian / Yubico (Hardware Tokens)", "prompt": "c105-l1", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Feitian / Yubico (Hardware Tokens)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Physical hardware keys (YubiKeys) cannot be hacked remotely via malware or phishing."}, {"id": "mai-20260917-0922-baseline|c105-l1|alibaba-small|Google Authenticator", "prompt": "c105-l1", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Google Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**You have zero budget** | **Google Authenticator** (TOTP)"}, {"id": "mai-20260917-0922-baseline|c105-l1|anthropic-small|Microsoft Entra ID", "prompt": "c105-l1", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Microsoft Entra ID** or **Okta** are the safest choices"}, {"id": "mai-20260917-0922-baseline|c105-l1|anthropic-small|Okta", "prompt": "c105-l1", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprise B2B companies, **Microsoft Entra ID** or **Okta** are the safest choices"}, {"id": "mai-20260917-0922-baseline|c105-l1|anthropic-small|Duo Security (Cisco)", "prompt": "c105-l1", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Duo Security (Cisco)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Purpose-built for MFA with user-friendly experience"}, {"id": "mai-20260917-0922-baseline|c105-l1|anthropic-small|Ping Identity", "prompt": "c105-l1", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-focused identity platform"}, {"id": "mai-20260917-0922-baseline|c105-l1|challenger-small|Microsoft Entra ID", "prompt": "c105-l1", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra ID** is often the best overall choice for a Microsoft-heavy enterprise"}, {"id": "mai-20260917-0922-baseline|c105-l1|challenger-small|Cisco Duo", "prompt": "c105-l1", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cisco Duo** is often the best general-purpose enterprise MFA platform for mixed environments"}, {"id": "mai-20260917-0922-baseline|c105-l1|challenger-small|WorkOS", "prompt": "c105-l1", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**WorkOS** or **Auth0** if you are building a **B2B SaaS product**"}, {"id": "mai-20260917-0922-baseline|c105-l1|challenger-small|Auth0", "prompt": "c105-l1", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**WorkOS** or **Auth0** if you are building a **B2B SaaS product**"}, {"id": "mai-20260917-0922-baseline|c105-l1|challenger-small|Silverfort", "prompt": "c105-l1", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Silverfort", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Silverfort** if you need MFA for systems that cannot natively support it"}, {"id": "mai-20260917-0922-baseline|c105-l1|challenger-small|YubiKey / Yubico", "prompt": "c105-l1", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "YubiKey / Yubico", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Highest-assurance hardware-backed MFA | YubiKey / Yubico"}, {"id": "mai-20260917-0922-baseline|c105-l1|deepseek-small|Cisco Duo", "prompt": "c105-l1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you have a **heterogeneous environment** ... **Cisco Duo** is the safest bet for fast coverage and device posture checks."}, {"id": "mai-20260917-0922-baseline|c105-l1|deepseek-small|Microsoft Entra ID (P2)", "prompt": "c105-l1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID (P2)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're a **Microsoft shop**, use **Entra ID P2**\ndash it's already paid for in your licensing"}, {"id": "mai-20260917-0922-baseline|c105-l1|deepseek-small|Yubico (YubiKey)", "prompt": "c105-l1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Yubico (YubiKey)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **privileged/admin accounts**, add **YubiKeys** on top of whichever platform you choose"}, {"id": "mai-20260917-0922-baseline|c105-l1|deepseek-small|Okta Adaptive MFA", "prompt": "c105-l1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Only **Okta** does this well (Workforce Identity + Customer Identity Cloud), but be prepared for higher cost and complexity."}, {"id": "mai-20260917-0922-baseline|c105-l1|deepseek-small|HYPR", "prompt": "c105-l1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "HYPR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HYPR** | Passwordless-first rollouts | FIDO2-native, eliminates passwords entirely | Custom"}, {"id": "mai-20260917-0922-baseline|c105-l1|deepseek-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c105-l1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "go with **WorkOS** or **Auth0**. WorkOS is cheaper and simpler; Auth0 is more powerful but more complex."}, {"id": "mai-20260917-0922-baseline|c105-l1|deepseek-small|WorkOS", "prompt": "c105-l1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Customer-facing B2B MFA:** Use **WorkOS** or **Auth0** (SSO+SAML is the #1 request from enterprise customers)."}, {"id": "mai-20260917-0922-baseline|c105-l1|deepseek-small|Descope", "prompt": "c105-l1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you're building a **modern, product-led experience** with passkeys as primary, **Descope** or **Clerk** will get you there fastest."}, {"id": "mai-20260917-0922-baseline|c105-l1|deepseek-small|Clerk", "prompt": "c105-l1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Descope** or **Clerk** will get you there fastest"}, {"id": "mai-20260917-0922-baseline|c105-l1|google-small|Okta Workforce Identity Cloud", "prompt": "c105-l1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Okta Workforce Identity Cloud (Best Overall for Zero-Trust & Cloud-First Enterprises)"}, {"id": "mai-20260917-0922-baseline|c105-l1|google-small|Microsoft Entra ID", "prompt": "c105-l1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft-Centric Enterprises"}, {"id": "mai-20260917-0922-baseline|c105-l1|google-small|Cisco Duo", "prompt": "c105-l1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Ease of Deployment & Hybrid/Legacy Environments"}, {"id": "mai-20260917-0922-baseline|c105-l1|google-small|Ping Identity", "prompt": "c105-l1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Large-Scale, Complex Hybrid Enterprises"}, {"id": "mai-20260917-0922-baseline|c105-l1|google-small|Okta Customer Identity Cloud (Powered by Auth0)", "prompt": "c105-l1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Customer Identity Cloud (Powered by Auth0)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Customizable, Scale-Ready B2B SaaS"}, {"id": "mai-20260917-0922-baseline|c105-l1|google-small|WorkOS", "prompt": "c105-l1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Developer-First Solution for Rapid B2B SaaS Scaling"}, {"id": "mai-20260917-0922-baseline|c105-l1|google-small|Yubico (YubiKeys)", "prompt": "c105-l1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Yubico (YubiKeys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "it is highly recommended to pair it with Yubico (YubiKeys) for high-value employees"}, {"id": "mai-20260917-0922-baseline|c105-l1|meta-small|AuthX", "prompt": "c105-l1", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "AuthX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "one of the top providers listed in the search results, such as AuthX, Okta, Ping, or Microsoft"}, {"id": "mai-20260917-0922-baseline|c105-l1|meta-small|Okta", "prompt": "c105-l1", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as AuthX, Okta, Ping, or Microsoft"}, {"id": "mai-20260917-0922-baseline|c105-l1|meta-small|Ping", "prompt": "c105-l1", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Ping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as AuthX, Okta, Ping, or Microsoft"}, {"id": "mai-20260917-0922-baseline|c105-l1|meta-small|Microsoft", "prompt": "c105-l1", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as AuthX, Okta, Ping, or Microsoft"}, {"id": "mai-20260917-0922-baseline|c105-l1|minimax-small|Duo Security (Cisco)", "prompt": "c105-l1", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Duo Security (Cisco)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Duo Security (Cisco)** - Best Overall for Enterprises"}, {"id": "mai-20260917-0922-baseline|c105-l1|minimax-small|Okta Workforce Identity Cloud", "prompt": "c105-l1", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Okta** if you need comprehensive identity management with MFA as part of a larger identity strategy"}, {"id": "mai-20260917-0922-baseline|c105-l1|minimax-small|Microsoft Entra ID", "prompt": "c105-l1", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Entra ID** if you're heavily invested in Microsoft products"}, {"id": "mai-20260917-0922-baseline|c105-l1|mistral-small|Duo", "prompt": "c105-l1", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Duo** is also highly recommended for its broad device support and ease of deployment."}, {"id": "mai-20260917-0922-baseline|c105-l1|mistral-small|Okta", "prompt": "c105-l1", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Okta** and **Microsoft Entra ID** are the top choices due to their scalability, security, and integration capabilities."}, {"id": "mai-20260917-0922-baseline|c105-l1|mistral-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c105-l1", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Okta** and **Microsoft Entra ID** are the top choices"}, {"id": "mai-20260917-0922-baseline|c105-l1|mistral-small|Auth0 (by Okta)", "prompt": "c105-l1", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A flexible, developer-friendly option for B2B SaaS platforms"}, {"id": "mai-20260917-0922-baseline|c105-l1|mistral-small|Cisco Duo", "prompt": "c105-l1", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Another enterprise favorite, especially for hybrid and legacy system support"}, {"id": "mai-20260917-0922-baseline|c105-l1|moonshot-small|Cisco Duo", "prompt": "c105-l1", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **enterprise B2B companies**, **Cisco Duo** is often the top choice"}, {"id": "mai-20260917-0922-baseline|c105-l1|moonshot-small|YubiKey", "prompt": "c105-l1", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "YubiKey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "hardware tokens like YubiKey"}, {"id": "mai-20260917-0922-baseline|c105-l1|moonshot-small|Okta Adaptive MFA", "prompt": "c105-l1", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a **complete identity and access management platform**, **Okta** provides the most comprehensive solution."}, {"id": "mai-20260917-0922-baseline|c105-l1|moonshot-small|Microsoft Entra ID MFA", "prompt": "c105-l1", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you're already heavily invested in **Microsoft 365/Azure**, **Entra ID MFA** is the practical choice"}, {"id": "mai-20260917-0922-baseline|c105-l1|openai-small|Microsoft Entra ID", "prompt": "c105-l1", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for many enterprise B2B firms: Microsoft Entra ID + phishing-resistant MFA (passkeys/FIDO2 + security keys)."}, {"id": "mai-20260917-0922-baseline|c105-l1|openai-small|Cisco Duo", "prompt": "c105-l1", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best alternative for heterogeneous environments: Cisco Duo."}, {"id": "mai-20260917-0922-baseline|c105-l1|openai-small|Okta", "prompt": "c105-l1", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendor comparison table of Microsoft Entra vs Okta vs Duo"}, {"id": "mai-20260917-0922-baseline|c105-l1|xai-small|Microsoft Entra ID", "prompt": "c105-l1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Okta or Microsoft Entra ID** if deeply invested in their ecosystems"}, {"id": "mai-20260917-0922-baseline|c105-l1|xai-small|Okta", "prompt": "c105-l1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Okta or Microsoft Entra ID** if deeply invested in their ecosystems—ideal for B2B with customer portals (Okta excels here)"}, {"id": "mai-20260917-0922-baseline|c105-l1|xai-small|Ping Identity", "prompt": "c105-l1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leaders include Microsoft Entra ID (highest Ability to Execute), Okta, Ping Identity"}, {"id": "mai-20260917-0922-baseline|c105-l1|xai-small|Cisco Duo", "prompt": "c105-l1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Start with Cisco Duo** if you want flexible, IdP-agnostic MFA with quick ROI—it's frequently #1 for enterprises"}, {"id": "mai-20260917-0922-baseline|c105-l1|xai-small|Yubico", "prompt": "c105-l1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Yubico", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Not standalone; supplement for assurance."}, {"id": "mai-20260917-0922-baseline|c105-l1|xai-small|RSA", "prompt": "c105-l1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "RSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "RSA/Ping for regulated setups"}, {"id": "mai-20260917-0922-baseline|c105-l1|xai-small|PingOne MFA", "prompt": "c105-l1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "PingOne MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Hybrid/regulated B2B | Strong federation, adaptive auth, Gartner Leader (top vision)"}, {"id": "mai-20260917-0922-baseline|c105-l1|zai-small|Cisco Duo", "prompt": "c105-l1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Duo is widely considered the gold standard for standalone MFA."}, {"id": "mai-20260917-0922-baseline|c105-l1|zai-small|Okta", "prompt": "c105-l1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you need to secure employee laptops and apps:** Go with **Duo** or **Okta**."}, {"id": "mai-20260917-0922-baseline|c105-l1|zai-small|Microsoft Entra ID", "prompt": "c105-l1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Entra ID if you want to leverage existing Microsoft licenses"}, {"id": "mai-20260917-0922-baseline|c105-l1|zai-small|Ping Identity", "prompt": "c105-l1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Ping Identity if you have complex technical requirements that standard SaaS solutions cannot meet."}, {"id": "mai-20260917-0922-baseline|c105-l1|zai-small|Okta Customer Identity Cloud (Auth0)", "prompt": "c105-l1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Customer Identity Cloud (Auth0)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need to secure a Customer Portal (B2B customers):** Go with **Okta Customer Identity Cloud (Auth0)**"}, {"id": "mai-20260917-0922-baseline|c105-l1|zai-small|Microsoft Entra External ID", "prompt": "c105-l1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with **Okta Customer Identity Cloud (Auth0)** or **Microsoft Entra External ID**."}, {"id": "mai-20260917-0922-baseline|c105-l2|alibaba-small|Okta", "prompt": "c105-l2", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the industry standard recommendation is typically **Okta**"}, {"id": "mai-20260917-0922-baseline|c105-l2|alibaba-small|Cisco Duo", "prompt": "c105-l2", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you only need to bolt onto an existing identity provider without managing user lifecycles, **Cisco Duo** is the superior specialized tool."}, {"id": "mai-20260917-0922-baseline|c105-l2|alibaba-small|Microsoft Entra ID (Azure AD)", "prompt": "c105-l2", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company runs exclusively on Microsoft 365 ... **Microsoft Entra ID** might be the most logical choice."}, {"id": "mai-20260917-0922-baseline|c105-l2|anthropic-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c105-l2", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if you're on Microsoft 365, Entra ID is often the best choice due to integration and cost efficiency"}, {"id": "mai-20260917-0922-baseline|c105-l2|anthropic-small|Okta", "prompt": "c105-l2", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a platform-agnostic solution, **Okta** or **Duo** are strong enterprise choices."}, {"id": "mai-20260917-0922-baseline|c105-l2|anthropic-small|Duo Security", "prompt": "c105-l2", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Duo Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Okta** or **Duo** are strong enterprise choices"}, {"id": "mai-20260917-0922-baseline|c105-l2|anthropic-small|Google Cloud Identity", "prompt": "c105-l2", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Google Cloud Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good option if you're in the Google ecosystem"}, {"id": "mai-20260917-0922-baseline|c105-l2|challenger-small|Microsoft Entra ID", "prompt": "c105-l2", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one** without more context, I'd choose **Microsoft Entra ID** for most large enterprises"}, {"id": "mai-20260917-0922-baseline|c105-l2|challenger-small|Cisco Duo", "prompt": "c105-l2", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cisco Duo** is often the safer operational fit because it is repeatedly highlighted as an enterprise workforce MFA solution"}, {"id": "mai-20260917-0922-baseline|c105-l2|challenger-small|Okta", "prompt": "c105-l2", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Okta** if you want a broader identity platform and already rely on Okta for SSO/IAM"}, {"id": "mai-20260917-0922-baseline|c105-l2|challenger-small|Ping Identity", "prompt": "c105-l2", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Ping Identity** if your enterprise has especially complex identity requirements"}, {"id": "mai-20260917-0922-baseline|c105-l2|deepseek-small|Okta Adaptive MFA", "prompt": "c105-l2", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B enterprise, **Okta Adaptive MFA** is frequently ranked the top contender."}, {"id": "mai-20260917-0922-baseline|c105-l2|deepseek-small|Cisco Duo", "prompt": "c105-l2", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you run Cisco infrastructure or just need MFA (not full IAM) quickly across VPNs and legacy apps, **Cisco Duo** is the easiest win."}, {"id": "mai-20260917-0922-baseline|c105-l2|deepseek-small|Microsoft Entra ID", "prompt": "c105-l2", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're already standardized on Microsoft 365, **Microsoft Entra ID Conditional Access** delivers comparable security at dramatically lower cost"}, {"id": "mai-20260917-0922-baseline|c105-l2|deepseek-small|Yubico (hardware keys)", "prompt": "c105-l2", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Yubico (hardware keys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "pair a workforce MFA platform (Okta/Duo/Entra) with **YubiKeys** for privileged admins and IT staff"}, {"id": "mai-20260917-0922-baseline|c105-l2|deepseek-small|Ping Identity", "prompt": "c105-l2", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Regulated enterprises with complex hybrid/legacy infrastructure"}, {"id": "mai-20260917-0922-baseline|c105-l2|deepseek-small|RSA SecurID", "prompt": "c105-l2", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "RSA SecurID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Regulated enterprises with complex hybrid/legacy infrastructure"}, {"id": "mai-20260917-0922-baseline|c105-l2|deepseek-small|IBM Verify", "prompt": "c105-l2", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "IBM Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Regulated enterprises with complex hybrid/legacy infrastructure"}, {"id": "mai-20260917-0922-baseline|c105-l2|google-small|Cisco Duo", "prompt": "c105-l2", "model": "google-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Duo (Best Overall for Hybrid and Mixed-IT Environments)... is widely considered the industry gold standard."}, {"id": "mai-20260917-0922-baseline|c105-l2|google-small|Microsoft Entra ID MFA", "prompt": "c105-l2", "model": "google-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft 365-Centric Companies... is the most logical and cost-effective choice."}, {"id": "mai-20260917-0922-baseline|c105-l2|google-small|Okta Adaptive MFA", "prompt": "c105-l2", "model": "google-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cloud-First, \"Best-of-Breed\" Tech Stacks... Okta is the market leader."}, {"id": "mai-20260917-0922-baseline|c105-l2|google-small|Ping Identity / PingID", "prompt": "c105-l2", "model": "google-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Ping Identity / PingID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ping Identity is the premium choice."}, {"id": "mai-20260917-0922-baseline|c105-l2|google-small|Yubico YubiKeys", "prompt": "c105-l2", "model": "google-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Yubico YubiKeys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "layer your MFA tool with physical hardware keys, such as Yubico YubiKeys"}, {"id": "mai-20260917-0922-baseline|c105-l2|meta-small|Okta Adaptive MFA", "prompt": "c105-l2", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Okta Adaptive MFA is recommended for a large B2B company with thousands of employees"}, {"id": "mai-20260917-0922-baseline|c105-l2|minimax-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c105-l2", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Microsoft Entra ID (formerly Azure AD)** - **Best if**: You're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c105-l2|minimax-small|Okta", "prompt": "c105-l2", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Multi-cloud/SaaS-heavy environments"}, {"id": "mai-20260917-0922-baseline|c105-l2|minimax-small|Duo Security (Cisco)", "prompt": "c105-l2", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Duo Security (Cisco)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Zero-trust security model"}, {"id": "mai-20260917-0922-baseline|c105-l2|minimax-small|RSA SecurID", "prompt": "c105-l2", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "RSA SecurID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Heavily regulated industries (finance, healthcare)"}, {"id": "mai-20260917-0922-baseline|c105-l2|mistral-small|Okta Adaptive Multi-Factor Authentication (MFA)", "prompt": "c105-l2", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta Adaptive Multi-Factor Authentication (MFA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Okta Adaptive Multi-Factor Authentication (MFA)** as the top choice"}, {"id": "mai-20260917-0922-baseline|c105-l2|mistral-small|Microsoft Azure MFA", "prompt": "c105-l2", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Azure MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Azure MFA** is an excellent choice if your organization is already using Microsoft 365 or Azure services"}, {"id": "mai-20260917-0922-baseline|c105-l2|mistral-small|Cisco Duo", "prompt": "c105-l2", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cisco Duo** is a strong alternative if device trust and contractor access are major concerns."}, {"id": "mai-20260917-0922-baseline|c105-l2|moonshot-small|Cisco Duo", "prompt": "c105-l2", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for most large B2B companies: Cisco Duo strikes the best balance of security, ease of use, pricing, and flexibility"}, {"id": "mai-20260917-0922-baseline|c105-l2|moonshot-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c105-l2", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if Already in Microsoft Ecosystem"}, {"id": "mai-20260917-0922-baseline|c105-l2|moonshot-small|Okta Adaptive MFA", "prompt": "c105-l2", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cloud-Heavy, Multi-App Environments"}, {"id": "mai-20260917-0922-baseline|c105-l2|moonshot-small|Ping Identity", "prompt": "c105-l2", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Hybrid/Regulated Environments"}, {"id": "mai-20260917-0922-baseline|c105-l2|openai-small|Microsoft Entra ID", "prompt": "c105-l2", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Microsoft Entra ID** if you use Microsoft 365, Windows/Intune, or want tighter native integration"}, {"id": "mai-20260917-0922-baseline|c105-l2|openai-small|Okta Workforce Identity", "prompt": "c105-l2", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If I had to pick **one default recommendation without more context**, I'd lean **Okta**"}, {"id": "mai-20260917-0922-baseline|c105-l2|xai-small|Cisco Duo", "prompt": "c105-l2", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Cisco Duo as the top multi-factor authentication (MFA) tool."}, {"id": "mai-20260917-0922-baseline|c105-l2|xai-small|Microsoft Entra ID MFA", "prompt": "c105-l2", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Entra ID MFA** (if heavy Microsoft 365/Azure users): Bundled licensing reduces costs"}, {"id": "mai-20260917-0922-baseline|c105-l2|xai-small|Okta Adaptive MFA", "prompt": "c105-l2", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Okta Adaptive MFA** (if using Okta IAM/SSO): Risk-based policies, modern factors ... but pricier standalone"}, {"id": "mai-20260917-0922-baseline|c105-l2|zai-small|Microsoft Entra ID", "prompt": "c105-l2", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have Microsoft 365 E3/E5, start with **Microsoft Entra ID**."}, {"id": "mai-20260917-0922-baseline|c105-l2|zai-small|Okta Workforce Identity Cloud", "prompt": "c105-l2", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need to secure non-Microsoft apps:** Move to **Okta**."}, {"id": "mai-20260917-0922-baseline|c105-l2|zai-small|Cisco Duo Security", "prompt": "c105-l2", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need strict device compliance controls:** Look at **Cisco Duo**."}, {"id": "mai-20260917-0922-baseline|c105-l3|alibaba-small|Cisco Duo Security", "prompt": "c105-l3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Leaders: Cisco Duo & Okta — These are the two most common standalone identity leaders."}, {"id": "mai-20260917-0922-baseline|c105-l3|alibaba-small|Okta Adaptive MFA", "prompt": "c105-l3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Leaders: Cisco Duo & Okta — These are the two most common standalone identity leaders."}, {"id": "mai-20260917-0922-baseline|c105-l3|alibaba-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c105-l3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Organizations deeply invested in the Microsoft 365 ecosystem"}, {"id": "mai-20260917-0922-baseline|c105-l3|alibaba-small|Ping Identity", "prompt": "c105-l3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Differentiator: Developer-Centric APIs."}, {"id": "mai-20260917-0922-baseline|c105-l3|alibaba-small|Yubico (YubiKey)", "prompt": "c105-l3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Yubico (YubiKey)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Differentiator: Phishing Resistance."}, {"id": "mai-20260917-0922-baseline|c105-l3|alibaba-small|HYPR", "prompt": "c105-l3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "HYPR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Differentiator: Passwordless Workforce Auth."}, {"id": "mai-20260917-0922-baseline|c105-l3|alibaba-small|RSA SecurID", "prompt": "c105-l3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Despite being older technology (Time-based tokens), RSA remains the gold standard for strict compliance frameworks"}, {"id": "mai-20260917-0922-baseline|c105-l3|anthropic-small|Duo", "prompt": "c105-l3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Duo is one of the most widely deployed MFA solutions in the enterprise market, with a strong reputation for ease of use and broad device trust capabilities."}, {"id": "mai-20260917-0922-baseline|c105-l3|anthropic-small|RSA SecurID", "prompt": "c105-l3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The leading enterprise MFA solutions in 2026 are Duo, RSA SecurID, Microsoft Authenticator..."}, {"id": "mai-20260917-0922-baseline|c105-l3|anthropic-small|Microsoft Authenticator", "prompt": "c105-l3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The leading enterprise MFA solutions in 2026 are Duo, RSA SecurID, Microsoft Authenticator, Yubico YubiKey..."}, {"id": "mai-20260917-0922-baseline|c105-l3|anthropic-small|Yubico YubiKey", "prompt": "c105-l3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Yubico YubiKey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "YubiKeys provide the strongest phishing resistance for high-assurance scenarios."}, {"id": "mai-20260917-0922-baseline|c105-l3|anthropic-small|Ping PingID", "prompt": "c105-l3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping PingID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ping delivers robust MFA solutions for enterprises managing multiple identity sources"}, {"id": "mai-20260917-0922-baseline|c105-l3|anthropic-small|Cisco Secure Access", "prompt": "c105-l3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ping PingID, Cisco Secure Access, Thales, OneSpan, HID Global, and Entrust."}, {"id": "mai-20260917-0922-baseline|c105-l3|anthropic-small|Thales", "prompt": "c105-l3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Thales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Thales, OneSpan, HID Global, and Entrust"}, {"id": "mai-20260917-0922-baseline|c105-l3|anthropic-small|OneSpan", "prompt": "c105-l3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "OneSpan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Thales, OneSpan, HID Global, and Entrust"}, {"id": "mai-20260917-0922-baseline|c105-l3|anthropic-small|HID Global", "prompt": "c105-l3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "HID Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Thales, OneSpan, HID Global, and Entrust"}, {"id": "mai-20260917-0922-baseline|c105-l3|anthropic-small|Entrust", "prompt": "c105-l3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Entrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Thales, OneSpan, HID Global, and Entrust"}, {"id": "mai-20260917-0922-baseline|c105-l3|anthropic-small|Microsoft Entra ID", "prompt": "c105-l3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Microsoft Entra ID is best for Microsoft 365 environments"}, {"id": "mai-20260917-0922-baseline|c105-l3|anthropic-small|Okta Adaptive MFA", "prompt": "c105-l3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Okta Adaptive MFA fits SaaS-heavy companies"}, {"id": "mai-20260917-0922-baseline|c105-l3|anthropic-small|IBM Verify", "prompt": "c105-l3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "IBM Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "IBM Verify combines adaptive MFA with governance and risk analytics and is among the best multifactor authentication solutions for complex enterprise needs."}, {"id": "mai-20260917-0922-baseline|c105-l3|anthropic-small|Inteca Managed Keycloak", "prompt": "c105-l3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Inteca Managed Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Inteca Managed Keycloak is best for custom enterprise MFA architecture"}, {"id": "mai-20260917-0922-baseline|c105-l3|challenger-small|Cisco Duo", "prompt": "c105-l3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **Cisco Duo** if you want the quickest enterprise MFA rollout with strong device trust"}, {"id": "mai-20260917-0922-baseline|c105-l3|challenger-small|Microsoft Entra ID / Microsoft Authenticator", "prompt": "c105-l3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID / Microsoft Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **Microsoft Entra ID** if your identity stack is already centered on Microsoft 365 and Azure."}, {"id": "mai-20260917-0922-baseline|c105-l3|challenger-small|Okta Adaptive MFA", "prompt": "c105-l3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mature **risk-based/adaptive MFA** and large integration ecosystem."}, {"id": "mai-20260917-0922-baseline|c105-l3|challenger-small|Ping Identity", "prompt": "c105-l3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **Ping Identity** if you run a complex hybrid or federated identity architecture."}, {"id": "mai-20260917-0922-baseline|c105-l3|challenger-small|RSA SecurID", "prompt": "c105-l3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Longstanding support for **hardware tokens** and legacy compatibility."}, {"id": "mai-20260917-0922-baseline|c105-l3|challenger-small|Yubico YubiKey", "prompt": "c105-l3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Yubico YubiKey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best-in-class **phishing-resistant FIDO2/security-key** approach rather than a full IAM suite."}, {"id": "mai-20260917-0922-baseline|c105-l3|challenger-small|IBM Verify", "prompt": "c105-l3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "IBM Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Broad enterprise IAM features, LDAP sync, and hybrid deployment support."}, {"id": "mai-20260917-0922-baseline|c105-l3|challenger-small|Thales SafeNet Trusted Access", "prompt": "c105-l3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Thales SafeNet Trusted Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Emphasis on **adaptive/context-aware authentication** with hardware-token support."}, {"id": "mai-20260917-0922-baseline|c105-l3|challenger-small|Silverfort", "prompt": "c105-l3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Silverfort", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Can protect **NTLM and Kerberos** and other protocols that don't natively support MFA."}, {"id": "mai-20260917-0922-baseline|c105-l3|challenger-small|HYPR", "prompt": "c105-l3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "HYPR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Focused on **passwordless** enterprise authentication."}, {"id": "mai-20260917-0922-baseline|c105-l3|deepseek-small|Microsoft Entra ID", "prompt": "c105-l3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the common recommendation is **Microsoft Entra ID for Microsoft-centric organizations**"}, {"id": "mai-20260917-0922-baseline|c105-l3|deepseek-small|Cisco Duo Security", "prompt": "c105-l3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cisco Duo or Okta for heterogeneous environments**"}, {"id": "mai-20260917-0922-baseline|c105-l3|deepseek-small|Okta (Adaptive MFA)", "prompt": "c105-l3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta (Adaptive MFA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Otherwise, Okta or Duo are the leading generalist picks."}, {"id": "mai-20260917-0922-baseline|c105-l3|deepseek-small|Ping Identity (PingID / PingOne)", "prompt": "c105-l3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping Identity (PingID / PingOne)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Complex on-premises federation, legacy protocol support, and regulated/government compliance."}, {"id": "mai-20260917-0922-baseline|c105-l3|deepseek-small|Yubico (YubiKey)", "prompt": "c105-l3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Yubico (YubiKey)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "most enterprises add **YubiKeys (FIDO2)** for admins, privileged users, and compliance"}, {"id": "mai-20260917-0922-baseline|c105-l3|deepseek-small|HYPR", "prompt": "c105-l3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "HYPR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HYPR** — enterprise passwordless, phishing-resistant workforce login built on FIDO."}, {"id": "mai-20260917-0922-baseline|c105-l3|deepseek-small|Beyond Identity", "prompt": "c105-l3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Beyond Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "passwordless plus device-trust signals evaluated directly at authentication"}, {"id": "mai-20260917-0922-baseline|c105-l3|deepseek-small|RSA SecurID", "prompt": "c105-l3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "the entrenched choice for regulated enterprises with an existing RSA footprint"}, {"id": "mai-20260917-0922-baseline|c105-l3|deepseek-small|JumpCloud", "prompt": "c105-l3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**JumpCloud** — good mid-market/cloud-directory option."}, {"id": "mai-20260917-0922-baseline|c105-l3|google-small|Okta", "prompt": "c105-l3", "model": "google-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The four market-leading enterprise MFA platforms are **Okta**, **Microsoft Entra ID**, **Cisco Duo**, and **Ping Identity**."}, {"id": "mai-20260917-0922-baseline|c105-l3|google-small|Microsoft Entra ID", "prompt": "c105-l3", "model": "google-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Microsoft\\u2019s MFA is the default choice for millions of enterprises globally"}, {"id": "mai-20260917-0922-baseline|c105-l3|google-small|Cisco Duo", "prompt": "c105-l3", "model": "google-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Cisco Duo** if you need to rapidly secure remote access (VPNs, RDP)"}, {"id": "mai-20260917-0922-baseline|c105-l3|google-small|Ping Identity", "prompt": "c105-l3", "model": "google-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Ping Identity** if you are a massive, highly regulated enterprise with strict compliance requirements"}, {"id": "mai-20260917-0922-baseline|c105-l3|meta-small|Duo", "prompt": "c105-l3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Duo leads for broad coverage and device trust"}, {"id": "mai-20260917-0922-baseline|c105-l3|meta-small|Microsoft Authenticator", "prompt": "c105-l3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Authenticator is best for Microsoft-centric organizations"}, {"id": "mai-20260917-0922-baseline|c105-l3|meta-small|Yubico", "prompt": "c105-l3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Yubico", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Yubico is ideal for high-assurance hardware-backed MFA"}, {"id": "mai-20260917-0922-baseline|c105-l3|meta-small|RSA SecurID", "prompt": "c105-l3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "RSA SecurID is suitable for regulated enterprises with an RSA footprint"}, {"id": "mai-20260917-0922-baseline|c105-l3|meta-small|HYPR", "prompt": "c105-l3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "HYPR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HYPR is best for passwordless workforce rollouts"}, {"id": "mai-20260917-0922-baseline|c105-l3|meta-small|Ping PingID", "prompt": "c105-l3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping PingID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other top MFA solutions include Ping PingID"}, {"id": "mai-20260917-0922-baseline|c105-l3|meta-small|Cisco Secure Access", "prompt": "c105-l3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Secure Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other top MFA solutions include ... Cisco Secure Access"}, {"id": "mai-20260917-0922-baseline|c105-l3|meta-small|Thales", "prompt": "c105-l3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Thales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other top MFA solutions include ... Thales"}, {"id": "mai-20260917-0922-baseline|c105-l3|meta-small|OneSpan", "prompt": "c105-l3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "OneSpan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other top MFA solutions include ... OneSpan"}, {"id": "mai-20260917-0922-baseline|c105-l3|meta-small|HID Global", "prompt": "c105-l3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "HID Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other top MFA solutions include ... HID Global"}, {"id": "mai-20260917-0922-baseline|c105-l3|meta-small|Entrust", "prompt": "c105-l3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Entrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other top MFA solutions include ... Entrust"}, {"id": "mai-20260917-0922-baseline|c105-l3|minimax-small|Cisco Duo", "prompt": "c105-l3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cisco Duo** | Broad MFA coverage & device trust | Device health checks, universal proxy, fast deployment"}, {"id": "mai-20260917-0922-baseline|c105-l3|minimax-small|Microsoft Authenticator", "prompt": "c105-l3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Microsoft Authenticator** | Microsoft-centric enterprises | Tight Entra integration, conditional access, NFC push"}, {"id": "mai-20260917-0922-baseline|c105-l3|minimax-small|Yubico (YubiKey)", "prompt": "c105-l3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Yubico (YubiKey)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Yubico (YubiKey)** | High-security environments | Hardware tokens, FIDO2/WebAuthn, highest assurance"}, {"id": "mai-20260917-0922-baseline|c105-l3|minimax-small|RSA SecurID", "prompt": "c105-l3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**RSA SecurID** | Regulated industries | Legacy enterprise footprint, token-based authentication"}, {"id": "mai-20260917-0922-baseline|c105-l3|minimax-small|HYPR", "prompt": "c105-l3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "HYPR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HYPR** | Passwordless rollouts | True passwordless MFA, decentralized authentication"}, {"id": "mai-20260917-0922-baseline|c105-l3|minimax-small|Okta", "prompt": "c105-l3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Okta** | Cloud-native organizations | Extensive integrations, Adaptive MFA, AI-driven"}, {"id": "mai-20260917-0922-baseline|c105-l3|minimax-small|Ping Identity", "prompt": "c105-l3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Ping Identity** | Enterprise IAM | Strong identity governance, flexible deployment"}, {"id": "mai-20260917-0922-baseline|c105-l3|minimax-small|Thales SafeNet", "prompt": "c105-l3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Thales SafeNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Thales SafeNet** | Context-aware security | Adaptive authentication, hardware tokens, FIDO2"}, {"id": "mai-20260917-0922-baseline|c105-l3|minimax-small|JumpCloud Protect", "prompt": "c105-l3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "JumpCloud Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Passwordless**: HYPR, Yubico, JumpCloud Protect (FIDO2/WebAuthn)"}, {"id": "mai-20260917-0922-baseline|c105-l3|mistral-small|Cisco Duo", "prompt": "c105-l3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Duo - Best for: Broad MFA coverage, device trust, and hybrid/legacy system support ... Strong hybrid support, user-friendly, and widely adopted"}, {"id": "mai-20260917-0922-baseline|c105-l3|mistral-small|Microsoft Entra ID (formerly Azure AD) + Microsoft Authenticator", "prompt": "c105-l3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID (formerly Azure AD) + Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Microsoft-centric organizations ... Seamless for Windows/Azure environments"}, {"id": "mai-20260917-0922-baseline|c105-l3|mistral-small|Okta Adaptive MFA", "prompt": "c105-l3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: SaaS-heavy, multi-cloud enterprises ... Extensive app ecosystem"}, {"id": "mai-20260917-0922-baseline|c105-l3|mistral-small|YubiKey (Yubico)", "prompt": "c105-l3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "YubiKey (Yubico)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Privileged access, high-assurance authentication, and passwordless"}, {"id": "mai-20260917-0922-baseline|c105-l3|mistral-small|RSA SecurID", "prompt": "c105-l3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "proven track record, but less modern UI"}, {"id": "mai-20260917-0922-baseline|c105-l3|mistral-small|Thales SafeNet Trusted Access", "prompt": "c105-l3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Thales SafeNet Trusted Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Scalable, global enterprises needing adaptive authentication"}, {"id": "mai-20260917-0922-baseline|c105-l3|mistral-small|Ping Identity (PingID)", "prompt": "c105-l3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping Identity (PingID)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Multi-cloud, complex IT environments"}, {"id": "mai-20260917-0922-baseline|c105-l3|moonshot-small|Cisco Duo Security", "prompt": "c105-l3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Duo if you need rapid deployment across diverse applications with existing identity infrastructure"}, {"id": "mai-20260917-0922-baseline|c105-l3|moonshot-small|Microsoft Authenticator / Entra ID MFA", "prompt": "c105-l3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Authenticator / Entra ID MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Microsoft if you're already invested in Microsoft 365/Azure"}, {"id": "mai-20260917-0922-baseline|c105-l3|moonshot-small|Okta Workforce Identity / Okta Verify", "prompt": "c105-l3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Workforce Identity / Okta Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Okta if you want a comprehensive identity platform replacement"}, {"id": "mai-20260917-0922-baseline|c105-l3|moonshot-small|Yubico YubiKey", "prompt": "c105-l3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Yubico YubiKey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Yubico if you need the highest level of phishing-resistant assurance"}, {"id": "mai-20260917-0922-baseline|c105-l3|moonshot-small|RSA SecurID", "prompt": "c105-l3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose RSA if you're in a regulated industry with legacy token requirements"}, {"id": "mai-20260917-0922-baseline|c105-l3|moonshot-small|Ping Identity (PingID)", "prompt": "c105-l3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping Identity (PingID)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Ping if you have complex, federated hybrid environments requiring maximum flexibility"}, {"id": "mai-20260917-0922-baseline|c105-l3|openai-small|Microsoft Entra ID MFA", "prompt": "c105-l3", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID MFA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Choose Microsoft Entra ID MFA** if most of your environment is Microsoft."}, {"id": "mai-20260917-0922-baseline|c105-l3|openai-small|Cisco Duo", "prompt": "c105-l3", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Choose Duo** if you want a very security-forward MFA layer with device and access policy controls."}, {"id": "mai-20260917-0922-baseline|c105-l3|openai-small|Okta Adaptive MFA / Okta Verify", "prompt": "c105-l3", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Adaptive MFA / Okta Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Choose Okta** if Okta is your identity platform and you want flexible adaptive auth."}, {"id": "mai-20260917-0922-baseline|c105-l3|openai-small|PingID (Ping Identity)", "prompt": "c105-l3", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "PingID (Ping Identity)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Choose PingID** if you need MFA across a wider range of enterprise login surfaces"}, {"id": "mai-20260917-0922-baseline|c105-l3|xai-small|Cisco Duo", "prompt": "c105-l3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Duo/Okta for flexibility"}, {"id": "mai-20260917-0922-baseline|c105-l3|xai-small|Okta Adaptive MFA", "prompt": "c105-l3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Duo/Okta for flexibility"}, {"id": "mai-20260917-0922-baseline|c105-l3|xai-small|Microsoft Entra ID (with Authenticator)", "prompt": "c105-l3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID (with Authenticator)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Entra for MS-heavy"}, {"id": "mai-20260917-0922-baseline|c105-l3|xai-small|Ping Identity (PingID)", "prompt": "c105-l3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping Identity (PingID)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ping/RSA for compliance/legacy"}, {"id": "mai-20260917-0922-baseline|c105-l3|xai-small|RSA SecurID", "prompt": "c105-l3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ping/RSA for compliance/legacy"}, {"id": "mai-20260917-0922-baseline|c105-l3|xai-small|Yubico YubiKey", "prompt": "c105-l3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Yubico YubiKey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Hardware-focused options like Yubico YubiKey often complement them for high-assurance needs."}, {"id": "mai-20260917-0922-baseline|c105-l3|xai-small|HYPR", "prompt": "c105-l3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "HYPR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Newer players like HYPR or Beyond Identity focus on passwordless but trail in broad enterprise adoption."}, {"id": "mai-20260917-0922-baseline|c105-l3|xai-small|Beyond Identity", "prompt": "c105-l3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Beyond Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "focus on passwordless but trail in broad enterprise adoption"}, {"id": "mai-20260917-0922-baseline|c105-l3|zai-small|Microsoft Entra ID (Azure AD) MFA", "prompt": "c105-l3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID (Azure AD) MFA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep Windows/Office 365 integration | Organizations already in Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c105-l3|zai-small|Okta", "prompt": "c105-l3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best-in-class SSO + MFA integration, granular risk-based policies"}, {"id": "mai-20260917-0922-baseline|c105-l3|zai-small|Duo Security (Cisco)", "prompt": "c105-l3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Duo Security (Cisco)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Simple, user-friendly experience | Mid-sized businesses needing ease of use"}, {"id": "mai-20260917-0922-baseline|c105-l3|zai-small|Google Workspace MFA", "prompt": "c105-l3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Google Workspace MFA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gmail/G Suite integration | Google-first organizations"}, {"id": "mai-20260917-0922-baseline|c105-l3|zai-small|PingID (Ping Identity)", "prompt": "c105-l3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "PingID (Ping Identity)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Highly customizable, SAML/LDAP | Large enterprises with complex IAM needs"}, {"id": "mai-20260917-0922-baseline|c105-l3|zai-small|YubiKey", "prompt": "c105-l3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "YubiKey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Hardware-based security | Security-conscious organizations"}, {"id": "mai-20260917-0922-baseline|c105-l4|alibaba-small|Microsoft Entra ID (Azure AD)", "prompt": "c105-l4", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best solution is generally **Microsoft Entra ID (Azure AD)**, provided your organization uses Microsoft 365."}, {"id": "mai-20260917-0922-baseline|c105-l4|alibaba-small|Cisco Duo", "prompt": "c105-l4", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cisco Duo** or **Ping Identity** are the top contenders due to their transparent, flat-rate licensing structures."}, {"id": "mai-20260917-0922-baseline|c105-l4|alibaba-small|Ping Identity", "prompt": "c105-l4", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cisco Duo** or **Ping Identity** are the top contenders due to their transparent, flat-rate licensing structures."}, {"id": "mai-20260917-0922-baseline|c105-l4|alibaba-small|Okta", "prompt": "c105-l4", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Variable. You pay extra for \"Adaptive MFA,\" making TCO harder to forecast."}, {"id": "mai-20260917-0922-baseline|c105-l4|anthropic-small|Okta", "prompt": "c105-l4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Okta provides cloud software that helps companies manage and secure user authentication into applications"}, {"id": "mai-20260917-0922-baseline|c105-l4|anthropic-small|Duo", "prompt": "c105-l4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cisco acquired Duo Security in August 2018 for $2.35 billion, making Duo one of the major players in the MFA space"}, {"id": "mai-20260917-0922-baseline|c105-l4|anthropic-small|Microsoft Entra ID/Azure AD", "prompt": "c105-l4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID/Azure AD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Contact major vendors (Okta, Cisco Duo, Microsoft Entra ID/Azure AD for Microsoft environments, and others) directly"}, {"id": "mai-20260917-0922-baseline|c105-l4|challenger-small|Cisco Duo", "prompt": "c105-l4", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Cisco Duo** if you want straightforward per-user pricing and broad enterprise coverage"}, {"id": "mai-20260917-0922-baseline|c105-l4|challenger-small|Microsoft Entra ID MFA", "prompt": "c105-l4", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Microsoft Entra ID MFA** if you are already standardized on Microsoft 365 and want the MFA cost bundled"}, {"id": "mai-20260917-0922-baseline|c105-l4|challenger-small|Okta Adaptive MFA", "prompt": "c105-l4", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong alternative, but its pricing is less predictable because enterprise quotes, annual minimums, and tiering can make costs less uniform at scale"}, {"id": "mai-20260917-0922-baseline|c105-l4|deepseek-small|Microsoft Entra ID", "prompt": "c105-l4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra ID** is the clear winner — offering the most predictable cost structure"}, {"id": "mai-20260917-0922-baseline|c105-l4|deepseek-small|Cisco Duo", "prompt": "c105-l4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're not a Microsoft shop, **Cisco Duo** is the strongest pick for a simple, predictable, flat per-user model"}, {"id": "mai-20260917-0922-baseline|c105-l4|deepseek-small|Okta Workforce Identity", "prompt": "c105-l4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Flat per-user, but higher cost at scale"}, {"id": "mai-20260917-0922-baseline|c105-l4|deepseek-small|RSA ID Plus", "prompt": "c105-l4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "RSA ID Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Per-user, but add-on hardware token costs"}, {"id": "mai-20260917-0922-baseline|c105-l4|deepseek-small|Ping Identity", "prompt": "c105-l4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "~$5/user/month | Identity orchestration | Per-user"}, {"id": "mai-20260917-0922-baseline|c105-l4|google-small|Microsoft Entra ID", "prompt": "c105-l4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This makes it the most cost-predictable solution because your incremental licensing cost is **$0**."}, {"id": "mai-20260917-0922-baseline|c105-l4|google-small|Cisco Duo", "prompt": "c105-l4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cisco Duo** is widely considered the enterprise gold standard for predictable TCO"}, {"id": "mai-20260917-0922-baseline|c105-l4|google-small|Yubico (YubiEnterprise Subscription)", "prompt": "c105-l4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Yubico (YubiEnterprise Subscription)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for frontline workers, highly regulated environments, or mobile-free zones."}, {"id": "mai-20260917-0922-baseline|c105-l4|google-small|Okta", "prompt": "c105-l4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When negotiating with vendors like Cisco (Duo) or Okta, demand flat-rate multi-year contracts"}, {"id": "mai-20260917-0922-baseline|c105-l4|meta-small|Microsoft Entra ID MFA", "prompt": "c105-l4", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best MFA solution ... is Microsoft Entra ID MFA or Okta Adaptive MFA."}, {"id": "mai-20260917-0922-baseline|c105-l4|meta-small|Okta Adaptive MFA", "prompt": "c105-l4", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The best MFA solution ... is Microsoft Entra ID MFA or Okta Adaptive MFA."}, {"id": "mai-20260917-0922-baseline|c105-l4|minimax-small|Microsoft Entra ID", "prompt": "c105-l4", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra ID** (Best Overall Value)"}, {"id": "mai-20260917-0922-baseline|c105-l4|minimax-small|Cisco Duo", "prompt": "c105-l4", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need standalone MFA or non-Microsoft environment: Go with **Cisco Duo** ... most transparent pricing"}, {"id": "mai-20260917-0922-baseline|c105-l4|minimax-small|Okta Workforce Identity", "prompt": "c105-l4", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Predictability**: Good, but pricing is more complicated than Duo"}, {"id": "mai-20260917-0922-baseline|c105-l4|minimax-small|YubiKeys", "prompt": "c105-l4", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "YubiKeys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Hardware tokens | $15-50 one-time (YubiKeys) - optional"}, {"id": "mai-20260917-0922-baseline|c105-l4|mistral-small|Okta Adaptive MFA", "prompt": "c105-l4", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Okta Adaptive MFA** and **Microsoft Entra ID MFA** are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c105-l4|mistral-small|Microsoft Entra ID (formerly Azure AD) MFA", "prompt": "c105-l4", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID (formerly Azure AD) MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Okta Adaptive MFA** and **Microsoft Entra ID MFA** are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c105-l4|mistral-small|Duo Security (by Cisco)", "prompt": "c105-l4", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Duo Security (by Cisco)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Duo is known for ease of use and strong support, and offers volume discounts for large deployments."}, {"id": "mai-20260917-0922-baseline|c105-l4|mistral-small|RSA ID Plus", "prompt": "c105-l4", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "RSA ID Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "RSA is a long-standing player in enterprise security and typically offers annual enterprise agreements with predictable costs."}, {"id": "mai-20260917-0922-baseline|c105-l4|moonshot-small|Microsoft Entra ID MFA", "prompt": "c105-l4", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Microsoft Entra ID MFA** \\u2013 Best for Cost Predictability"}, {"id": "mai-20260917-0922-baseline|c105-l4|moonshot-small|Cisco Duo", "prompt": "c105-l4", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cisco Duo** if you need broader platform support \\u2014 their flat-rate model avoids usage-based spikes"}, {"id": "mai-20260917-0922-baseline|c105-l4|moonshot-small|Okta Workforce Identity", "prompt": "c105-l4", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Considerations**: Higher cost but includes extensive app integrations (8,000+)"}, {"id": "mai-20260917-0922-baseline|c105-l4|openai-small|Microsoft Entra ID P1 or P2", "prompt": "c105-l4", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID P1 or P2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **Microsoft Entra ID P1 or P2**"}, {"id": "mai-20260917-0922-baseline|c105-l4|openai-small|Okta Workforce Identity with Adaptive MFA", "prompt": "c105-l4", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta Workforce Identity with Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong enterprise option, but the public pricing is still **per-user/month** ... the final price may be less predictable"}, {"id": "mai-20260917-0922-baseline|c105-l4|xai-small|Microsoft Entra ID (formerly Azure AD) MFA", "prompt": "c105-l4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID (formerly Azure AD) MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Entra ID (formerly Azure AD) MFA is likely the best choice for a large company with thousands of users needing predictable total costs."}, {"id": "mai-20260917-0922-baseline|c105-l4|xai-small|Cisco Duo", "prompt": "c105-l4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your stack differs (e.g., no Microsoft), Duo Essentials could edge out for pure MFA."}, {"id": "mai-20260917-0922-baseline|c105-l4|xai-small|Okta Adaptive MFA", "prompt": "c105-l4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Okta: Broader IAM, but MFA is an add-on atop SSO suites—total cost escalates quickly."}, {"id": "mai-20260917-0922-baseline|c105-l4|xai-small|Ping", "prompt": "c105-l4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Ping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Others (Ping, RSA) | $2–$6+ | Custom/volume deals"}, {"id": "mai-20260917-0922-baseline|c105-l4|xai-small|RSA", "prompt": "c105-l4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "RSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others (Ping, RSA) | $2–$6+ | Custom/volume deals"}, {"id": "mai-20260917-0922-baseline|c105-l4|xai-small|Yubico", "prompt": "c105-l4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Yubico", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Hardware (e.g., Yubico): Great for passwordless, but upfront costs ... make it less predictable than cloud SaaS."}, {"id": "mai-20260917-0922-baseline|c105-l4|zai-small|Cisco Duo", "prompt": "c105-l4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco Duo (specifically the Advantage tier)** is widely considered the best standalone MFA solution."}, {"id": "mai-20260917-0922-baseline|c105-l4|zai-small|Microsoft Entra ID", "prompt": "c105-l4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Ecosystem\" Alternative: Microsoft Entra ID (P1)"}, {"id": "mai-20260917-0922-baseline|c105-l4|zai-small|Okta", "prompt": "c105-l4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid Okta** for a pure MFA project unless you require its extensive third-party SSO integration capabilities"}, {"id": "mai-20260917-0922-baseline|c105-l5|alibaba-small|Duo", "prompt": "c105-l5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a dedicated Multi-Factor Authentication (MFA) platform that acts as a \"middleware\" layer (like Duo, OneLogin, or Ping)"}, {"id": "mai-20260917-0922-baseline|c105-l5|alibaba-small|OneLogin", "prompt": "c105-l5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a \"middleware\" layer (like Duo, OneLogin, or Ping) to add stronger protections across all apps"}, {"id": "mai-20260917-0922-baseline|c105-l5|alibaba-small|Ping", "prompt": "c105-l5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Ping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a \"middleware\" layer (like Duo, OneLogin, or Ping) to add stronger protections across all apps"}, {"id": "mai-20260917-0922-baseline|c105-l5|anthropic-small|Authy", "prompt": "c105-l5", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Authy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SMS, third-party factors like Authy, push notifications, and hardware tokens"}, {"id": "mai-20260917-0922-baseline|c105-l5|deepseek-small|Microsoft Entra ID", "prompt": "c105-l5", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Think Microsoft Entra ID (native if you're on the Microsoft stack), Okta/Okta Verify, Cisco Duo, PingID, and specialist FIDO vendors"}, {"id": "mai-20260917-0922-baseline|c105-l5|deepseek-small|Okta/Okta Verify", "prompt": "c105-l5", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta/Okta Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Think Microsoft Entra ID (native if you're on the Microsoft stack), Okta/Okta Verify, Cisco Duo, PingID"}, {"id": "mai-20260917-0922-baseline|c105-l5|deepseek-small|Cisco Duo", "prompt": "c105-l5", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Okta/Okta Verify, Cisco Duo, PingID, and specialist FIDO vendors"}, {"id": "mai-20260917-0922-baseline|c105-l5|deepseek-small|PingID", "prompt": "c105-l5", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "PingID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cisco Duo, PingID, and specialist FIDO vendors (Yubico/YubiEnterprise, etc.)"}, {"id": "mai-20260917-0922-baseline|c105-l5|deepseek-small|Yubico/YubiEnterprise", "prompt": "c105-l5", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Yubico/YubiEnterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "specialist FIDO vendors (Yubico/YubiEnterprise, etc.)"}, {"id": "mai-20260917-0922-baseline|c105-l5|google-small|Microsoft Entra ID", "prompt": "c105-l5", "model": "google-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Your Native IdP (Okta Identity Engine / Microsoft Entra ID): If you already pay for these SSO suites, evaluating their advanced MFA tiers first is highly recommended"}, {"id": "mai-20260917-0922-baseline|c105-l5|google-small|Okta", "prompt": "c105-l5", "model": "google-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Okta Adaptive MFA or Entra ID Protection... evaluating their advanced MFA tiers first is highly recommended to reduce license stacking."}, {"id": "mai-20260917-0922-baseline|c105-l5|google-small|Cisco Duo", "prompt": "c105-l5", "model": "google-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Cisco Duo Security: Highly flexible, incredibly strong UX, excellent for hybrid environments... and the industry benchmark for ease of deployment."}, {"id": "mai-20260917-0922-baseline|c105-l5|google-small|Ping Identity", "prompt": "c105-l5", "model": "google-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ping Identity: Often favored by highly regulated or legacy-heavy enterprises that require deep customization"}, {"id": "mai-20260917-0922-baseline|c105-l5|google-small|Yubico (YubiKey)", "prompt": "c105-l5", "model": "google-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Yubico (YubiKey)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "While not an MFA software platform itself, they are the hardware standard... evaluate Yubico's YubiEnterprise Delivery alongside your chosen MFA software"}, {"id": "mai-20260917-0922-baseline|c105-l5|mistral-small|Okta Verify", "prompt": "c105-l5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Okta Verify** | Deep SSO integration, adaptive MFA"}, {"id": "mai-20260917-0922-baseline|c105-l5|mistral-small|Duo (Cisco)", "prompt": "c105-l5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Duo (Cisco)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Duo (Cisco)** | Strong UX, broad device support, easy deployment"}, {"id": "mai-20260917-0922-baseline|c105-l5|mistral-small|Microsoft Authenticator", "prompt": "c105-l5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Native for Azure AD, tight Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c105-l5|mistral-small|YubiKey (Yubico)", "prompt": "c105-l5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "YubiKey (Yubico)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Hardware tokens, phishing-resistant"}, {"id": "mai-20260917-0922-baseline|c105-l5|mistral-small|RSA SecurID", "prompt": "c105-l5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "RSA SecurID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Legacy strength, hardware tokens"}, {"id": "mai-20260917-0922-baseline|c105-l5|mistral-small|PingID (Ping Identity)", "prompt": "c105-l5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "PingID (Ping Identity)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-grade, adaptive MFA"}, {"id": "mai-20260917-0922-baseline|c105-l5|moonshot-small|Microsoft Entra ID", "prompt": "c105-l5", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are a **Microsoft-centric shop**, Entra ID P2 is usually the price-to-value winner."}, {"id": "mai-20260917-0922-baseline|c105-l5|moonshot-small|Okta", "prompt": "c105-l5", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have **diverse SaaS and need the best UX/policy engine**, Okta is the default choice."}, {"id": "mai-20260917-0922-baseline|c105-l5|moonshot-small|Cisco Duo", "prompt": "c105-l5", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If **device trust and legacy infrastructure** are paramount, Cisco Duo should be on your shortlist."}, {"id": "mai-20260917-0922-baseline|c105-l5|moonshot-small|Ping Identity", "prompt": "c105-l5", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You have complex on-premises federation, legacy protocols, or FedRAMP requirements."}, {"id": "mai-20260917-0922-baseline|c105-l5|xai-small|Cisco Duo", "prompt": "c105-l5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco Duo** | Broad coverage (SSO + endpoints), device trust, SOC 2. Top for large orgs."}, {"id": "mai-20260917-0922-baseline|c105-l5|xai-small|Okta Adaptive MFA", "prompt": "c105-l5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep SSO/IAM integration, risk-based. Built-in if using Okta."}, {"id": "mai-20260917-0922-baseline|c105-l5|xai-small|Microsoft Entra ID MFA", "prompt": "c105-l5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra ID MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Native Azure AD, scalable, compliance suite."}, {"id": "mai-20260917-0922-baseline|c105-l5|xai-small|Ping Identity", "prompt": "c105-l5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Federation/SSO heavy, adaptive, enterprise workflows."}, {"id": "mai-20260917-0922-baseline|c105-l5|xai-small|WorkOS", "prompt": "c105-l5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "B2B SaaS auth stack (SSO+MFA), easy scale."}, {"id": "mai-20260917-0922-baseline|c105-l5|xai-small|Yubico/Auth0", "prompt": "c105-l5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Yubico/Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Others (Yubico/Auth0, Google BeyondCorp)** | Hardware focus or if already in stack. | Niche needs."}, {"id": "mai-20260917-0922-baseline|c105-l5|xai-small|Google BeyondCorp", "prompt": "c105-l5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Google BeyondCorp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Others (Yubico/Auth0, Google BeyondCorp)** | Hardware focus or if already in stack. | Niche needs."}, {"id": "mai-20260917-0922-baseline|c105-l5|zai-small|Okta", "prompt": "c105-l5", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strengths: Full-stack IAM with SSO, lifecycle automation, and governance... Limitations: More expensive; broader scope may be overkill if you only need MFA."}, {"id": "mai-20260917-0922-baseline|c105-l5|zai-small|OneLogin", "prompt": "c105-l5", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strengths: Bundled SSO, MFA, and directory sync; AI-driven adaptive authentication... Limitations: Some API limitations"}, {"id": "mai-20260917-0922-baseline|c105-l5|zai-small|Cisco Duo", "prompt": "c105-l5", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Cisco Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strengths: Security-first MFA and zero-trust access; phishing-resistant methods... Limitations: No SSO or provisioning"}, {"id": "mai-20260917-0922-baseline|c105-l5|zai-small|Rippling", "prompt": "c105-l5", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Rippling, Azure AD, Ping Identity, and others offer strong MFA with SSO integration"}, {"id": "mai-20260917-0922-baseline|c105-l5|zai-small|Azure AD", "prompt": "c105-l5", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Azure AD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rippling, Azure AD, Ping Identity, and others offer strong MFA with SSO integration"}, {"id": "mai-20260917-0922-baseline|c105-l5|zai-small|Ping Identity", "prompt": "c105-l5", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Rippling, Azure AD, Ping Identity, and others offer strong MFA with SSO integration"}, {"id": "mai-20260917-0922-baseline|c105-l6|alibaba-small|Google Authenticator", "prompt": "c105-l6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Using software authenticator apps (like Google Authenticator or Microsoft Authenticator ... ) is better than SMS but has significant drawbacks for enterprise security."}, {"id": "mai-20260917-0922-baseline|c105-l6|alibaba-small|Microsoft Authenticator", "prompt": "c105-l6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "software authenticator apps (like Google Authenticator or Microsoft Authenticator generating time-based one-time passwords) is better than SMS but has significant drawbacks"}, {"id": "mai-20260917-0922-baseline|c105-l6|alibaba-small|FIDO2 / WebAuthn security keys", "prompt": "c105-l6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "FIDO2 / WebAuthn security keys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Prioritize: FIDO2/WebAuthn: Using hardware security keys or platform-bound biometrics"}, {"id": "mai-20260917-0922-baseline|c105-l6|alibaba-small|Windows Hello", "prompt": "c105-l6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Windows Hello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "platform-bound biometrics (Windows Hello, FaceID) that cryptographically prove identity"}, {"id": "mai-20260917-0922-baseline|c105-l6|alibaba-small|FaceID", "prompt": "c105-l6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "FaceID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "platform-bound biometrics (Windows Hello, FaceID)"}, {"id": "mai-20260917-0922-baseline|c105-l6|deepseek-small|RSA SecurID", "prompt": "c105-l6", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "RSA SecurID", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "RSA SecurID legacy OTP | **Phase out** for modern needs"}, {"id": "mai-20260917-0922-baseline|c105-l6|deepseek-small|Cisco Duo", "prompt": "c105-l6", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Cisco Duo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cautionary signals for enterprise due diligence... exposing **SMS/VoIP MFA message logs**"}, {"id": "mai-20260917-0922-baseline|c105-l6|deepseek-small|Okta", "prompt": "c105-l6", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "has had several security incidents over the years (support-system breaches); large enterprises should scrutinize its incident-response track record"}, {"id": "mai-20260917-0922-baseline|c105-l6|deepseek-small|Microsoft Authenticator", "prompt": "c105-l6", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "push-based MFA is bypassable via AiTM/device-code attacks"}, {"id": "mai-20260917-0922-baseline|c105-l6|deepseek-small|YubiKey", "prompt": "c105-l6", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "YubiKey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**FIDO2/WebAuthn hardware security keys** (e.g., YubiKey) and **passkeys** — the only factors resistant to AiTM phishing"}, {"id": "mai-20260917-0922-baseline|c105-l6|deepseek-small|Windows Hello for Business", "prompt": "c105-l6", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Windows Hello for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Windows Hello for Business** and platform biometrics."}, {"id": "mai-20260917-0922-baseline|c105-l6|deepseek-small|Microsoft Entra ID", "prompt": "c105-l6", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A **centralized identity platform** (Microsoft Entra ID, Okta, Ping, OneLogin) with **Conditional Access / adaptive risk policies**"}, {"id": "mai-20260917-0922-baseline|c105-l6|deepseek-small|Ping", "prompt": "c105-l6", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Ping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "centralized identity platform (Microsoft Entra ID, Okta, Ping, OneLogin)"}, {"id": "mai-20260917-0922-baseline|c105-l6|deepseek-small|OneLogin", "prompt": "c105-l6", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "centralized identity platform (Microsoft Entra ID, Okta, Ping, OneLogin)"}, {"id": "mai-20260917-0922-baseline|c105-l6|google-small|YubiKeys", "prompt": "c105-l6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "YubiKeys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "(Note: This is different from modern FIDO2/WebAuthn USB keys like YubiKeys)."}, {"id": "mai-20260917-0922-baseline|c105-l6|google-small|Windows Hello", "prompt": "c105-l6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Windows Hello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Passkeys, platform authenticators (Windows Hello, Touch ID), and physical security keys."}, {"id": "mai-20260917-0922-baseline|c105-l6|google-small|Touch ID", "prompt": "c105-l6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Touch ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platform authenticators (Windows Hello, Touch ID)"}, {"id": "mai-20260917-0922-baseline|c105-l6|minimax-small|RSA SecurID", "prompt": "c105-l6", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "RSA SecurID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy Hardware Tokens (Older OTP Tokens)**\nTraditional OTP tokens (like older RSA SecurID tokens in some deployments)"}, {"id": "mai-20260917-0922-baseline|c105-l6|minimax-small|YubiKey", "prompt": "c105-l6", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "YubiKey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**FIDO2/WebAuthn Security Keys** (e.g., YubiKey): Phishing-resistant, hardware-backed"}, {"id": "mai-20260917-0922-baseline|c105-l6|minimax-small|Windows Hello", "prompt": "c105-l6", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Windows Hello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Platform Passkeys**: Built into modern operating systems (Windows Hello, macOS Touch ID)"}, {"id": "mai-20260917-0922-baseline|c105-l6|minimax-small|macOS Touch ID", "prompt": "c105-l6", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "macOS Touch ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Platform Passkeys**: Built into modern operating systems (Windows Hello, macOS Touch ID)"}, {"id": "mai-20260917-0922-baseline|c105-l6|moonshot-small|YubiKey", "prompt": "c105-l6", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "YubiKey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FIDO2 hardware security keys** (YubiKey, etc.)"}, {"id": "mai-20260917-0922-baseline|c105-l6|openai-small|Windows Hello for Business", "prompt": "c105-l6", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Windows Hello for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "favor phishing-resistant MFA** such as **FIDO2/security keys, passkeys, certificate-based authentication, or platform authenticators like Windows Hello for Business"}, {"id": "mai-20260917-0922-baseline|c105-l6|xai-small|Google Authenticator", "prompt": "c105-l6", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Software TOTP apps (e.g., Google Authenticator, Authy without hardware binding): Better than SMS but still phishable"}, {"id": "mai-20260917-0922-baseline|c105-l6|xai-small|Authy", "prompt": "c105-l6", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Authy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Software TOTP apps (e.g., Google Authenticator, Authy without hardware binding): ... Not \"phishing-resistant.\""}, {"id": "mai-20260917-0922-baseline|c105-l6|xai-small|YubiKey", "prompt": "c105-l6", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "YubiKey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Prioritize **phishing-resistant MFA** like FIDO2 security keys (YubiKey)"}, {"id": "mai-20260917-0922-baseline|c105-l6|xai-small|passkeys", "prompt": "c105-l6", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "passkeys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "platform authenticators (passkeys), or certificate-based auth"}, {"id": "mai-20260917-0922-baseline|c105-l6|zai-small|Microsoft Authenticator", "prompt": "c105-l6", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the *client application* has recently suffered critical vulnerabilities that put enterprise data at risk"}, {"id": "mai-20260917-0922-baseline|c105-l6|zai-small|Cisco Duo", "prompt": "c105-l6", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Cisco Duo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cisco Duo is a market leader, but specific implementation flaws and supply chain risks make it a cautionary example."}, {"id": "mai-20260917-0922-baseline|c105-l6|zai-small|Okta", "prompt": "c105-l6", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Okta is the backbone for identity for many enterprises, but it has suffered significant security incidents"}, {"id": "mai-20260917-0922-baseline|c105-m1|alibaba-small|Microsoft Entra ID", "prompt": "c105-m1", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra ID** is the smartest financial play if you are a \"Microsoft Shop.\""}, {"id": "mai-20260917-0922-baseline|c105-m1|alibaba-small|Okta Identity Cloud", "prompt": "c105-m1", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Okta** is currently the safest bet for flexibility"}, {"id": "mai-20260917-0922-baseline|c105-m1|alibaba-small|Duo Security (by Cisco)", "prompt": "c105-m1", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Duo Security (by Cisco)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies prioritizing User Experience above all else."}, {"id": "mai-20260917-0922-baseline|c105-m1|alibaba-small|Google Cloud Identity", "prompt": "c105-m1", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Google Cloud Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Answer: Google:** Go with **Google Cloud Identity** or **Okta**."}, {"id": "mai-20260917-0922-baseline|c105-m1|anthropic-small|Microsoft Authenticator/Azure MFA", "prompt": "c105-m1", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Authenticator/Azure MFA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Microsoft Authenticator/Azure MFA** - Good if you're in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c105-m1|anthropic-small|Okta", "prompt": "c105-m1", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Okta** - Strong for companies needing comprehensive identity management"}, {"id": "mai-20260917-0922-baseline|c105-m1|anthropic-small|Duo Security", "prompt": "c105-m1", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Duo Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Duo Security** - Known for ease of deployment and good user experience"}, {"id": "mai-20260917-0922-baseline|c105-m1|anthropic-small|Cisco Umbrella", "prompt": "c105-m1", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Umbrella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Cisco Umbrella** - If you need broader network security alongside MFA"}, {"id": "mai-20260917-0922-baseline|c105-m1|anthropic-small|YubiKeys/Hardware security keys", "prompt": "c105-m1", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "YubiKeys/Hardware security keys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**YubiKeys/Hardware security keys** - For highest security if your team is distributed"}, {"id": "mai-20260917-0922-baseline|c105-m1|challenger-small|Cisco Duo", "prompt": "c105-m1", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single default recommendation, **Cisco Duo** is the safer general pick for mid-market B2B"}, {"id": "mai-20260917-0922-baseline|c105-m1|challenger-small|Microsoft Entra ID", "prompt": "c105-m1", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Entra ID** if you are already standardized on Microsoft 365/Azure"}, {"id": "mai-20260917-0922-baseline|c105-m1|challenger-small|Okta Adaptive MFA", "prompt": "c105-m1", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You want MFA plus broader identity platform features | **Okta Adaptive MFA**"}, {"id": "mai-20260917-0922-baseline|c105-m1|challenger-small|Descope", "prompt": "c105-m1", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Customer-facing B2B SaaS auth rather than internal workforce MFA | **Descope** or **WorkOS**"}, {"id": "mai-20260917-0922-baseline|c105-m1|challenger-small|WorkOS", "prompt": "c105-m1", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Customer-facing B2B SaaS auth rather than internal workforce MFA | **Descope** or **WorkOS**"}, {"id": "mai-20260917-0922-baseline|c105-m1|deepseek-small|Cisco Duo", "prompt": "c105-m1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Cisco Duo for a fast, affordable, user-friendly win"}, {"id": "mai-20260917-0922-baseline|c105-m1|deepseek-small|Microsoft Entra ID (Azure AD)", "prompt": "c105-m1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're deeply embedded in Microsoft 365, use Microsoft Entra ID's built-in MFA + Conditional Access first"}, {"id": "mai-20260917-0922-baseline|c105-m1|deepseek-small|Okta Adaptive MFA", "prompt": "c105-m1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need advanced adaptive access across a diverse SaaS portfolio and have budget, **Okta Adaptive MFA** is the market-leading choice."}, {"id": "mai-20260917-0922-baseline|c105-m1|deepseek-small|Ping Identity", "prompt": "c105-m1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Solid Mid-Market/Large Option"}, {"id": "mai-20260917-0922-baseline|c105-m1|deepseek-small|miniOrange", "prompt": "c105-m1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cost-Effective Flexible Option"}, {"id": "mai-20260917-0922-baseline|c105-m1|deepseek-small|RSA SecurID", "prompt": "c105-m1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "RSA SecurID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Regulated industries may need hardware tokens (RSA SecurID, YubiKey)"}, {"id": "mai-20260917-0922-baseline|c105-m1|deepseek-small|YubiKey", "prompt": "c105-m1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "YubiKey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "may need hardware tokens (RSA SecurID, YubiKey)"}, {"id": "mai-20260917-0922-baseline|c105-m1|google-small|Cisco Duo", "prompt": "c105-m1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Duo (The Mid-Market Gold Standard)... Duo is widely considered the most IT-friendly and user-friendly workforce MFA solution."}, {"id": "mai-20260917-0922-baseline|c105-m1|google-small|Microsoft Entra ID", "prompt": "c105-m1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Entra ID (Best for Microsoft-Centric Environments)"}, {"id": "mai-20260917-0922-baseline|c105-m1|google-small|Okta Workforce Identity", "prompt": "c105-m1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: It is expensive, and sales negotiations/licensing can feel heavy for companies on the smaller end of the mid-market spectrum."}, {"id": "mai-20260917-0922-baseline|c105-m1|google-small|WorkOS", "prompt": "c105-m1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "WorkOS (Best for B2B SaaS Scaling to Enterprise)"}, {"id": "mai-20260917-0922-baseline|c105-m1|google-small|Clerk", "prompt": "c105-m1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Clerk or Kinde (Best for Fast, Out-of-the-Box B2B Multi-Tenancy)"}, {"id": "mai-20260917-0922-baseline|c105-m1|google-small|Kinde", "prompt": "c105-m1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Kinde", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Clerk or Kinde (Best for Fast, Out-of-the-Box B2B Multi-Tenancy)"}, {"id": "mai-20260917-0922-baseline|c105-m1|google-small|Descope", "prompt": "c105-m1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Descope (Best for Visual Multi-Tenant Workflows)"}, {"id": "mai-20260917-0922-baseline|c105-m1|google-small|Datawiza", "prompt": "c105-m1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Datawiza", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Datawiza (Best No-Code Proxy for Legacy/Existing B2B Apps)"}, {"id": "mai-20260917-0922-baseline|c105-m1|meta-small|Okta Adaptive MFA", "prompt": "c105-m1", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best MFA solution for a mid-market B2B company is likely to be Okta Adaptive MFA or Cisco Duo"}, {"id": "mai-20260917-0922-baseline|c105-m1|meta-small|Cisco Duo", "prompt": "c105-m1", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "likely to be Okta Adaptive MFA or Cisco Duo, as they are both highly rated and suitable for mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c105-m1|meta-small|Microsoft Entra ID", "prompt": "c105-m1", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider include Microsoft Entra ID"}, {"id": "mai-20260917-0922-baseline|c105-m1|minimax-small|Okta Adaptive MFA", "prompt": "c105-m1", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Okta Adaptive MFA** if budget allows"}, {"id": "mai-20260917-0922-baseline|c105-m1|minimax-small|Cisco Duo", "prompt": "c105-m1", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Cisco Duo** if you need a more cost-effective, straightforward solution"}, {"id": "mai-20260917-0922-baseline|c105-m1|minimax-small|Rippling", "prompt": "c105-m1", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** (Best for Unified Management)"}, {"id": "mai-20260917-0922-baseline|c105-m1|minimax-small|Microsoft Entra ID", "prompt": "c105-m1", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already in the Microsoft ecosystem, **Microsoft Entra ID** provides excellent value"}, {"id": "mai-20260917-0922-baseline|c105-m1|mistral-small|Okta Adaptive MFA", "prompt": "c105-m1", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a flexible, cross-platform solution with adaptive security, **Okta Adaptive MFA** is the top recommendation."}, {"id": "mai-20260917-0922-baseline|c105-m1|mistral-small|Microsoft Entra ID (formerly Azure AD) MFA", "prompt": "c105-m1", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID (formerly Azure AD) MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're in a Microsoft-centric environment, **Microsoft Entra ID MFA** is likely the best fit."}, {"id": "mai-20260917-0922-baseline|c105-m1|mistral-small|Cisco Duo", "prompt": "c105-m1", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cisco Duo** is an excellent choice."}, {"id": "mai-20260917-0922-baseline|c105-m1|moonshot-small|Microsoft Entra ID", "prompt": "c105-m1", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "if you're already paying for Microsoft E3/E5, start with **Entra ID**"}, {"id": "mai-20260917-0922-baseline|c105-m1|moonshot-small|Cisco Duo", "prompt": "c105-m1", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cisco Duo** is often the sweet spot for mid-market B2B"}, {"id": "mai-20260917-0922-baseline|c105-m1|moonshot-small|Okta Adaptive MFA", "prompt": "c105-m1", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SaaS-Heavy, Heterogeneous Environments"}, {"id": "mai-20260917-0922-baseline|c105-m1|moonshot-small|JumpCloud", "prompt": "c105-m1", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tight budget, need MFA + SSO + device mgmt | **JumpCloud** (unified option)"}, {"id": "mai-20260917-0922-baseline|c105-m1|openai-small|Microsoft Entra ID MFA", "prompt": "c105-m1", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra ID MFA** for most mid-market B2B companies, **provided they already use Microsoft 365**"}, {"id": "mai-20260917-0922-baseline|c105-m1|openai-small|Cisco Duo", "prompt": "c105-m1", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you have a heterogeneous environment or lots of legacy/on-prem apps:** choose **Cisco Duo**."}, {"id": "mai-20260917-0922-baseline|c105-m1|openai-small|Okta", "prompt": "c105-m1", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "consider Okta, but it/u2019s usually more than \"just MFA\""}, {"id": "mai-20260917-0922-baseline|c105-m1|xai-small|Cisco Duo", "prompt": "c105-m1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Cisco Duo** if you want simple, scalable MFA without overhauling identity management—it's frequently #1 for mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c105-m1|xai-small|Microsoft Entra ID", "prompt": "c105-m1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Microsoft Entra ID** if you're in the MS ecosystem (common for B2B)—best value"}, {"id": "mai-20260917-0922-baseline|c105-m1|xai-small|Okta Adaptive MFA", "prompt": "c105-m1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go Okta** for heavy SaaS/custom integrations or future-proofing to enterprise."}, {"id": "mai-20260917-0922-baseline|c105-m1|xai-small|JumpCloud", "prompt": "c105-m1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Others to consider:** JumpCloud (unified MFA/SSO/device mgmt for ~$10/user"}, {"id": "mai-20260917-0922-baseline|c105-m1|xai-small|miniOrange", "prompt": "c105-m1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "miniOrange (budget-friendly, 6,000+ apps, ~$2/user)"}, {"id": "mai-20260917-0922-baseline|c105-m1|zai-small|Microsoft Entra ID", "prompt": "c105-m1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Entra ID (formerly Azure AD) with the Microsoft Authenticator app** is the most cost‑effective and widely adopted choice"}, {"id": "mai-20260917-0922-baseline|c105-m1|zai-small|Cisco Duo", "prompt": "c105-m1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cisco Duo** is the best standalone MFA solution for most mid‑market B2B organizations"}, {"id": "mai-20260917-0922-baseline|c105-m1|zai-small|Okta Workforce Identity Cloud", "prompt": "c105-m1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Workforce Identity Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Okta** is excellent if you need a full‑stack IAM platform, but it's often overkill and more expensive for a pure MFA use case."}, {"id": "mai-20260917-0922-baseline|c105-m1|zai-small|Ping Identity", "prompt": "c105-m1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "great for complex federated environments but typically targets larger enterprises"}, {"id": "mai-20260917-0922-baseline|c105-m1|zai-small|LastPass", "prompt": "c105-m1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Password managers** (LastPass, 1Password) are good for personal/device‑bound MFA but less suited for enterprise‑wide app access."}, {"id": "mai-20260917-0922-baseline|c105-m1|zai-small|1Password", "prompt": "c105-m1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "good for personal/device‑bound MFA but less suited for enterprise‑wide app access"}, {"id": "mai-20260917-0922-baseline|c105-m1|zai-small|Auth0", "prompt": "c105-m1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Auth0** | Developers building custom authentication"}, {"id": "mai-20260917-0922-baseline|c105-m1|zai-small|JumpCloud", "prompt": "c105-m1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**JumpCloud** | IT teams needing directory + MFA + device management"}, {"id": "mai-20260917-0922-baseline|c105-m2|alibaba-small|Okta", "prompt": "c105-m2", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the industry standard recommendation is **Okta**"}, {"id": "mai-20260917-0922-baseline|c105-m2|alibaba-small|Microsoft Entra ID", "prompt": "c105-m2", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is already heavily invested in the Microsoft ecosystem... **Microsoft Entra ID** is often the superior choice."}, {"id": "mai-20260917-0922-baseline|c105-m2|alibaba-small|Auth0", "prompt": "c105-m2", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a B2B technology company building a product where **your clients** need to log in securely... you should use **Auth0**"}, {"id": "mai-20260917-0922-baseline|c105-m2|alibaba-small|Google Authenticator", "prompt": "c105-m2", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Google Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Software authenticators (like Google Authenticator) can be phished."}, {"id": "mai-20260917-0922-baseline|c105-m2|alibaba-small|YubiKey", "prompt": "c105-m2", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "YubiKey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "invest in physical security keys like **YubiKey**"}, {"id": "mai-20260917-0922-baseline|c105-m2|anthropic-small|Microsoft Entra ID", "prompt": "c105-m2", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Microsoft Entra ID**: Strong choice if you're already in the Microsoft ecosystem (Office 365, Azure)"}, {"id": "mai-20260917-0922-baseline|c105-m2|anthropic-small|Okta", "prompt": "c105-m2", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Okta**: Comprehensive identity platform with excellent flexibility"}, {"id": "mai-20260917-0922-baseline|c105-m2|anthropic-small|Duo Security", "prompt": "c105-m2", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Duo Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Duo Security**: User-friendly, strong security posture"}, {"id": "mai-20260917-0922-baseline|c105-m2|anthropic-small|Twilio Authy", "prompt": "c105-m2", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Twilio Authy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Twilio Authy**: Good balance of features and affordability"}, {"id": "mai-20260917-0922-baseline|c105-m2|anthropic-small|Google Cloud Identity", "prompt": "c105-m2", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Google Cloud Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Google Cloud Identity**: Solid option, especially if using Google Workspace"}, {"id": "mai-20260917-0922-baseline|c105-m2|challenger-small|Cisco Duo", "prompt": "c105-m2", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cisco Duo** as the default choice"}, {"id": "mai-20260917-0922-baseline|c105-m2|challenger-small|Okta", "prompt": "c105-m2", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Okta Adaptive MFA** if you have a **heterogeneous SaaS stack**"}, {"id": "mai-20260917-0922-baseline|c105-m2|challenger-small|Microsoft Entra MFA", "prompt": "c105-m2", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Entra ID** if you are already standardized on **Microsoft 365**"}, {"id": "mai-20260917-0922-baseline|c105-m2|challenger-small|PingID", "prompt": "c105-m2", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "PingID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "appears in mid-market comparisons alongside Okta, Microsoft Entra MFA, PingID, and JumpCloud as a valid option"}, {"id": "mai-20260917-0922-baseline|c105-m2|challenger-small|JumpCloud", "prompt": "c105-m2", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**JumpCloud Protect / MFA** if you want a simpler option for **remote or hybrid mid-market teams**"}, {"id": "mai-20260917-0922-baseline|c105-m2|deepseek-small|Cisco Duo", "prompt": "c105-m2", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for mid-sized B2B: Cisco Duo"}, {"id": "mai-20260917-0922-baseline|c105-m2|deepseek-small|Microsoft Entra ID", "prompt": "c105-m2", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the two strongest options are **Cisco Duo** and **Microsoft Entra ID**"}, {"id": "mai-20260917-0922-baseline|c105-m2|deepseek-small|Okta Adaptive MFA", "prompt": "c105-m2", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the best choice if you need to secure access across thousands of third-party SaaS apps... but priced higher"}, {"id": "mai-20260917-0922-baseline|c105-m2|deepseek-small|Yubico/YubiKey hardware keys", "prompt": "c105-m2", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Yubico/YubiKey hardware keys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "excellent if you want phishing-resistant MFA"}, {"id": "mai-20260917-0922-baseline|c105-m2|google-small|Cisco Duo", "prompt": "c105-m2", "model": "google-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco Duo** is widely considered the gold standard."}, {"id": "mai-20260917-0922-baseline|c105-m2|google-small|Microsoft Entra ID", "prompt": "c105-m2", "model": "google-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Go with Microsoft Entra ID** if you are already paying for Microsoft 365 Business Premium or Enterprise licenses."}, {"id": "mai-20260917-0922-baseline|c105-m2|google-small|Okta", "prompt": "c105-m2", "model": "google-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Okta Adaptive MFA (Best for Rapidly Scaling SaaS-Heavy Companies)"}, {"id": "mai-20260917-0922-baseline|c105-m2|meta-small|Ping Identity", "prompt": "c105-m2", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ping Identity - Best for mid-size and larger workforces, starting at $6 per user monthly."}, {"id": "mai-20260917-0922-baseline|c105-m2|meta-small|Duo Essentials/Advantage", "prompt": "c105-m2", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Duo Essentials/Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Duo Essentials/Advantage - Best for SMBs with 10-200 users."}, {"id": "mai-20260917-0922-baseline|c105-m2|meta-small|Cisco Duo", "prompt": "c105-m2", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cisco Duo - Best for medium-sized companies prioritizing ease of user experience and deployment."}, {"id": "mai-20260917-0922-baseline|c105-m2|minimax-small|Microsoft Entra ID", "prompt": "c105-m2", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Microsoft Entra ID** if you have M365—it'll be the most cost-effective and integrated solution."}, {"id": "mai-20260917-0922-baseline|c105-m2|minimax-small|Cisco Duo Security", "prompt": "c105-m2", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more flexibility or have a multi-cloud environment, **Cisco Duo** offers excellent balance of security and usability."}, {"id": "mai-20260917-0922-baseline|c105-m2|minimax-small|Okta Adaptive MFA", "prompt": "c105-m2", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Larger mid-sized companies needing advanced identity governance"}, {"id": "mai-20260917-0922-baseline|c105-m2|mistral-small|Cisco Duo", "prompt": "c105-m2", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a flexible, easy-to-deploy MFA solution that works with almost any system, go with **Cisco Duo**."}, {"id": "mai-20260917-0922-baseline|c105-m2|mistral-small|Okta", "prompt": "c105-m2", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a full identity management platform with MFA as part of a larger suite, choose **Okta**."}, {"id": "mai-20260917-0922-baseline|c105-m2|mistral-small|Microsoft Authenticator", "prompt": "c105-m2", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already using Microsoft 365 or Azure AD, **Microsoft Authenticator** is a natural fit."}, {"id": "mai-20260917-0922-baseline|c105-m2|moonshot-small|Cisco Duo", "prompt": "c105-m2", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Cisco Duo"}, {"id": "mai-20260917-0922-baseline|c105-m2|moonshot-small|Okta Adaptive MFA", "prompt": "c105-m2", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Okta Adaptive MFA"}, {"id": "mai-20260917-0922-baseline|c105-m2|moonshot-small|Microsoft Entra ID (Azure AD)", "prompt": "c105-m2", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: Microsoft Entra ID (Azure AD)"}, {"id": "mai-20260917-0922-baseline|c105-m2|openai-small|Cisco Duo", "prompt": "c105-m2", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Cisco Duo**"}, {"id": "mai-20260917-0922-baseline|c105-m2|openai-small|Microsoft Entra MFA", "prompt": "c105-m2", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is already heavily standardized on **Microsoft 365 / Entra ID**, then I'd lean toward **Microsoft Entra MFA** instead"}, {"id": "mai-20260917-0922-baseline|c105-m2|openai-small|Okta MFA", "prompt": "c105-m2", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Okta MFA** if Okta is already your identity platform"}, {"id": "mai-20260917-0922-baseline|c105-m2|xai-small|Cisco Duo", "prompt": "c105-m2", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco Duo** is my top recommendation for a mid-sized B2B company."}, {"id": "mai-20260917-0922-baseline|c105-m2|xai-small|YubiKey", "prompt": "c105-m2", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "YubiKey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "hardware keys (YubiKey)"}, {"id": "mai-20260917-0922-baseline|c105-m2|xai-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c105-m2", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong alternatives based on your stack: ... You're in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c105-m2|xai-small|Okta Adaptive MFA", "prompt": "c105-m2", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You need 7,000+ app integrations and advanced policies."}, {"id": "mai-20260917-0922-baseline|c105-m2|xai-small|Ping Identity", "prompt": "c105-m2", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Complex identity needs or on-prem/hybrid."}, {"id": "mai-20260917-0922-baseline|c105-m2|zai-small|Cisco Duo", "prompt": "c105-m2", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick: **Cisco Duo**"}, {"id": "mai-20260917-0922-baseline|c105-m2|zai-small|Microsoft Entra ID", "prompt": "c105-m2", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Entra ID (formerly Azure AD) bundles conditional access, adaptive MFA, and device posture checks"}, {"id": "mai-20260917-0922-baseline|c105-m2|zai-small|Okta Adaptive MFA", "prompt": "c105-m2", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "offers the broadest integration ecosystem and adaptive risk‑based policies, but it's more complex and pricier"}, {"id": "mai-20260917-0922-baseline|c105-m2|zai-small|JumpCloud", "prompt": "c105-m2", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "JumpCloud offers MFA, SSO, and device management in one platform, often with a free tier"}, {"id": "mai-20260917-0922-baseline|c105-m3|alibaba-small|Microsoft Entra ID", "prompt": "c105-m3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Microsoft Entra ID if: You want a solution that is \"free\" (included in license) and your company runs on Windows/Office."}, {"id": "mai-20260917-0922-baseline|c105-m3|alibaba-small|Cisco Duo", "prompt": "c105-m3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Duo has built a reputation specifically for **user experience**"}, {"id": "mai-20260917-0922-baseline|c105-m3|alibaba-small|Okta", "prompt": "c105-m3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Okta is the industry leader in broad **Identity Federation**"}, {"id": "mai-20260917-0922-baseline|c105-m3|alibaba-small|Ping Identity", "prompt": "c105-m3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often considered the most \"power-user\" friendly alternative to Okta"}, {"id": "mai-20260917-0922-baseline|c105-m3|alibaba-small|Google Workspace Security (BeyondCorp)", "prompt": "c105-m3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Google Workspace Security (BeyondCorp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Google's native MFA is the primary contender"}, {"id": "mai-20260917-0922-baseline|c105-m3|alibaba-small|Auth0", "prompt": "c105-m3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "developer-focused APIs (Auth0)"}, {"id": "mai-20260917-0922-baseline|c105-m3|anthropic-small|WorkOS", "prompt": "c105-m3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The major MFA providers in 2026 include WorkOS, Cisco Duo, Okta Adaptive MFA, Microsoft Entra ID, and Ping Identity."}, {"id": "mai-20260917-0922-baseline|c105-m3|anthropic-small|Cisco Duo", "prompt": "c105-m3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cisco Duo (most deployed AD + RADIUS MFA solution)"}, {"id": "mai-20260917-0922-baseline|c105-m3|anthropic-small|Okta Adaptive MFA", "prompt": "c105-m3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Okta Adaptive MFA offers the most intelligent risk-based authentication with 50+ contextual signals."}, {"id": "mai-20260917-0922-baseline|c105-m3|anthropic-small|Microsoft Entra ID", "prompt": "c105-m3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft Entra ID is best for enterprises using Microsoft 365 or Azure seeking deep integration"}, {"id": "mai-20260917-0922-baseline|c105-m3|anthropic-small|Ping Identity", "prompt": "c105-m3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The major MFA providers in 2026 include WorkOS, Cisco Duo, Okta Adaptive MFA, Microsoft Entra ID, and Ping Identity."}, {"id": "mai-20260917-0922-baseline|c105-m3|anthropic-small|One Identity Defender", "prompt": "c105-m3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "One Identity Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "One Identity Defender (deepest AD integration, Group Policy-native)"}, {"id": "mai-20260917-0922-baseline|c105-m3|anthropic-small|RSA SecurID Authentication Manager", "prompt": "c105-m3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID Authentication Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "RSA SecurID Authentication Manager (original on-premise AD MFA server)"}, {"id": "mai-20260917-0922-baseline|c105-m3|challenger-small|Okta", "prompt": "c105-m3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco Duo** for simplicity, or **Okta** for broader policy depth."}, {"id": "mai-20260917-0922-baseline|c105-m3|challenger-small|Microsoft Entra ID", "prompt": "c105-m3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Microsoft shops:** **Microsoft Entra ID**."}, {"id": "mai-20260917-0922-baseline|c105-m3|challenger-small|Cisco Duo", "prompt": "c105-m3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best overall workforce MFA:** **Cisco Duo** for simplicity"}, {"id": "mai-20260917-0922-baseline|c105-m3|challenger-small|Ping Identity", "prompt": "c105-m3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for legacy/regulated environments:** **RSA SecurID** or **Ping Identity**."}, {"id": "mai-20260917-0922-baseline|c105-m3|challenger-small|Auth0", "prompt": "c105-m3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for developers:** **Auth0** or **Twilio Verify**."}, {"id": "mai-20260917-0922-baseline|c105-m3|challenger-small|FusionAuth", "prompt": "c105-m3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "FusionAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "developer/customer authentication** (Auth0, FusionAuth, Twilio Verify, WorkOS)"}, {"id": "mai-20260917-0922-baseline|c105-m3|challenger-small|Twilio Verify", "prompt": "c105-m3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Twilio Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for developers:** **Auth0** or **Twilio Verify**."}, {"id": "mai-20260917-0922-baseline|c105-m3|challenger-small|WorkOS", "prompt": "c105-m3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Auth0, Twilio Verify, and WorkOS are mainly for embedding authentication into apps"}, {"id": "mai-20260917-0922-baseline|c105-m3|challenger-small|Yubico", "prompt": "c105-m3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Yubico", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for phishing resistance:** **Yubico/YubiKey**."}, {"id": "mai-20260917-0922-baseline|c105-m3|challenger-small|RSA SecurID", "prompt": "c105-m3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best for legacy/regulated environments:** **RSA SecurID**"}, {"id": "mai-20260917-0922-baseline|c105-m3|challenger-small|JumpCloud", "prompt": "c105-m3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Combines MFA with directory and device management in one package."}, {"id": "mai-20260917-0922-baseline|c105-m3|challenger-small|OneLogin", "prompt": "c105-m3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Bundles MFA with broader IAM lifecycle features and automation."}, {"id": "mai-20260917-0922-baseline|c105-m3|challenger-small|IBM Security Verify", "prompt": "c105-m3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "RSA SecurID, IBM Security Verify, and Ping Identity are often selected where older systems... still matter."}, {"id": "mai-20260917-0922-baseline|c105-m3|deepseek-small|Yubico (YubiKey)", "prompt": "c105-m3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Yubico (YubiKey)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The gold standard for *phishing-resistant, hardware-backed* MFA... layered with YubiKeys for privileged or high-value accounts"}, {"id": "mai-20260917-0922-baseline|c105-m3|deepseek-small|HYPR", "prompt": "c105-m3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "HYPR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Going fully passwordless** \\u2192 HYPR or Beyond Identity."}, {"id": "mai-20260917-0922-baseline|c105-m3|deepseek-small|Beyond Identity", "prompt": "c105-m3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Beyond Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Beyond Identity combines passwordless with device-trust signals"}, {"id": "mai-20260917-0922-baseline|c105-m3|deepseek-small|Okta Adaptive MFA", "prompt": "c105-m3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "use an enterprise platform (Okta, Entra, or Duo) for broad coverage"}, {"id": "mai-20260917-0922-baseline|c105-m3|deepseek-small|Microsoft Entra ID (Azure AD) MFA", "prompt": "c105-m3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID (Azure AD) MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "use an enterprise platform (Okta, Entra, or Duo) for broad coverage"}, {"id": "mai-20260917-0922-baseline|c105-m3|deepseek-small|Cisco Duo", "prompt": "c105-m3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "use an enterprise platform (Okta, Entra, or Duo) for broad coverage"}, {"id": "mai-20260917-0922-baseline|c105-m3|deepseek-small|RSA SecurID", "prompt": "c105-m3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Regulated/legacy** \\u2192 RSA SecurID."}, {"id": "mai-20260917-0922-baseline|c105-m3|deepseek-small|Ping Identity (PingOne)", "prompt": "c105-m3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping Identity (PingOne)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fits strict federation estates and large-scale SSO"}, {"id": "mai-20260917-0922-baseline|c105-m3|deepseek-small|JumpCloud", "prompt": "c105-m3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Bundles MFA with directory services plus device management for lean IT teams."}, {"id": "mai-20260917-0922-baseline|c105-m3|deepseek-small|Rippling", "prompt": "c105-m3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "MFA integrated with unified HR, IT, and security management"}, {"id": "mai-20260917-0922-baseline|c105-m3|deepseek-small|miniOrange", "prompt": "c105-m3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Flexible, cost-effective MFA across 6,000+ apps for SMBs and enterprises."}, {"id": "mai-20260917-0922-baseline|c105-m3|deepseek-small|WorkOS", "prompt": "c105-m3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Duo/WorkOS are more modular MFA layers."}, {"id": "mai-20260917-0922-baseline|c105-m3|google-small|Cisco Duo (Duo Security)", "prompt": "c105-m3", "model": "google-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo (Duo Security)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Cisco Duo** if you want to deploy a highly secure, easy-to-use MFA on top of a variety of existing, scattered systems with minimal IT headache."}, {"id": "mai-20260917-0922-baseline|c105-m3|google-small|Microsoft Entra ID", "prompt": "c105-m3", "model": "google-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Microsoft Entra ID** if you are already a 90%+ Microsoft shop and want to consolidate your budget using your existing licensing."}, {"id": "mai-20260917-0922-baseline|c105-m3|google-small|Okta Adaptive MFA", "prompt": "c105-m3", "model": "google-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Okta** if you are building a modern, cloud-first, SaaS-heavy workforce"}, {"id": "mai-20260917-0922-baseline|c105-m3|google-small|Ping Identity (PingOne / PingID)", "prompt": "c105-m3", "model": "google-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping Identity (PingOne / PingID)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Ping Identity** if you are a massive, highly regulated enterprise dealing with legacy databases"}, {"id": "mai-20260917-0922-baseline|c105-m3|google-small|Yubico (YubiKey)", "prompt": "c105-m3", "model": "google-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Yubico (YubiKey)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose YubiKeys** as a secondary physical factor alongside any of the above software platforms"}, {"id": "mai-20260917-0922-baseline|c105-m3|google-small|Silverfort", "prompt": "c105-m3", "model": "google-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Silverfort", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Silverfort (Honorable Mention)"}, {"id": "mai-20260917-0922-baseline|c105-m3|meta-small|Datawiza", "prompt": "c105-m3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Datawiza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top MFA solutions include Datawiza, Cisco Duo, Microsoft Entra ID, Okta Adaptive MFA, and RSA SecurID."}, {"id": "mai-20260917-0922-baseline|c105-m3|meta-small|Cisco Duo", "prompt": "c105-m3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top MFA solutions include Datawiza, Cisco Duo, Microsoft Entra ID, Okta Adaptive MFA, and RSA SecurID."}, {"id": "mai-20260917-0922-baseline|c105-m3|meta-small|Microsoft Entra ID", "prompt": "c105-m3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top MFA solutions include Datawiza, Cisco Duo, Microsoft Entra ID, Okta Adaptive MFA, and RSA SecurID."}, {"id": "mai-20260917-0922-baseline|c105-m3|meta-small|Okta Adaptive MFA", "prompt": "c105-m3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top MFA solutions include Datawiza, Cisco Duo, Microsoft Entra ID, Okta Adaptive MFA, and RSA SecurID."}, {"id": "mai-20260917-0922-baseline|c105-m3|meta-small|RSA SecurID", "prompt": "c105-m3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top MFA solutions include Datawiza, Cisco Duo, Microsoft Entra ID, Okta Adaptive MFA, and RSA SecurID."}, {"id": "mai-20260917-0922-baseline|c105-m3|minimax-small|Yubico YubiKey", "prompt": "c105-m3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Yubico YubiKey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hardware tokens**: YubiKey (most secure, phishing-resistant)"}, {"id": "mai-20260917-0922-baseline|c105-m3|minimax-small|Duo Security (Cisco)", "prompt": "c105-m3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Duo Security (Cisco)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Enterprise-wide deployment**: Duo Security"}, {"id": "mai-20260917-0922-baseline|c105-m3|minimax-small|Microsoft Authenticator", "prompt": "c105-m3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft-centric organizations**: Microsoft Authenticator"}, {"id": "mai-20260917-0922-baseline|c105-m3|minimax-small|HYPR", "prompt": "c105-m3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "HYPR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Passwordless transition**: HYPR or Beyond Identity"}, {"id": "mai-20260917-0922-baseline|c105-m3|minimax-small|Okta Adaptive MFA", "prompt": "c105-m3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Broadest**: Okta (8,000+ apps)"}, {"id": "mai-20260917-0922-baseline|c105-m3|minimax-small|RSA SecurID", "prompt": "c105-m3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Complex**: RSA SecurID (legacy systems, higher overhead)"}, {"id": "mai-20260917-0922-baseline|c105-m3|minimax-small|Beyond Identity", "prompt": "c105-m3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Beyond Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Passwordless transition**: HYPR or Beyond Identity"}, {"id": "mai-20260917-0922-baseline|c105-m3|minimax-small|Google Authenticator", "prompt": "c105-m3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Google Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**TOTP apps**: Google Authenticator, Authy (time-based codes)"}, {"id": "mai-20260917-0922-baseline|c105-m3|minimax-small|Authy", "prompt": "c105-m3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Authy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**TOTP apps**: Google Authenticator, Authy (time-based codes)"}, {"id": "mai-20260917-0922-baseline|c105-m3|mistral-small|Yubico", "prompt": "c105-m3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Yubico", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly rated for phishing-resistant MFA, ideal for high-risk users and Zero Trust programs"}, {"id": "mai-20260917-0922-baseline|c105-m3|mistral-small|Duo Security", "prompt": "c105-m3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Duo Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for broad enterprise coverage and device trust, Duo is popular for fast rollouts"}, {"id": "mai-20260917-0922-baseline|c105-m3|mistral-small|Microsoft Authenticator", "prompt": "c105-m3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations already using Microsoft 365, offering free, integrated MFA"}, {"id": "mai-20260917-0922-baseline|c105-m3|mistral-small|RSA SecurID", "prompt": "c105-m3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong in regulated industries due to its long-standing reputation and hardware token support"}, {"id": "mai-20260917-0922-baseline|c105-m3|mistral-small|HYPR", "prompt": "c105-m3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "HYPR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focuses on passwordless authentication, suitable for enterprises transitioning away from passwords"}, {"id": "mai-20260917-0922-baseline|c105-m3|mistral-small|Okta", "prompt": "c105-m3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Recognized for its comprehensive identity and access management, with robust MFA capabilities"}, {"id": "mai-20260917-0922-baseline|c105-m3|mistral-small|LastPass", "prompt": "c105-m3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "LastPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Popular for personal use and small businesses"}, {"id": "mai-20260917-0922-baseline|c105-m3|mistral-small|Authy", "prompt": "c105-m3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Authy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "with Authy offering cross-platform support"}, {"id": "mai-20260917-0922-baseline|c105-m3|mistral-small|Ping Identity", "prompt": "c105-m3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Known for customization and passwordless options, respectively."}, {"id": "mai-20260917-0922-baseline|c105-m3|mistral-small|Beyond Identity", "prompt": "c105-m3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Beyond Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Known for customization and passwordless options, respectively."}, {"id": "mai-20260917-0922-baseline|c105-m3|mistral-small|Keycloak", "prompt": "c105-m3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "A free, open-source option for organizations with technical expertise."}, {"id": "mai-20260917-0922-baseline|c105-m3|moonshot-small|Cisco Duo", "prompt": "c105-m3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Broad enterprise coverage + device health checks | **Duo**"}, {"id": "mai-20260917-0922-baseline|c105-m3|moonshot-small|Microsoft Authenticator / Entra ID", "prompt": "c105-m3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Authenticator / Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep Microsoft ecosystem integration at low cost | **Microsoft Authenticator / Entra ID**"}, {"id": "mai-20260917-0922-baseline|c105-m3|moonshot-small|Okta Adaptive MFA", "prompt": "c105-m3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Thousands of cloud app integrations + IAM governance | **Okta**"}, {"id": "mai-20260917-0922-baseline|c105-m3|moonshot-small|Yubico", "prompt": "c105-m3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Yubico", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highest security for admins / high-risk users | **Yubico**"}, {"id": "mai-20260917-0922-baseline|c105-m3|moonshot-small|HYPR", "prompt": "c105-m3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "HYPR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Eliminate passwords entirely | **HYPR or Beyond Identity**"}, {"id": "mai-20260917-0922-baseline|c105-m3|moonshot-small|Google Authenticator", "prompt": "c105-m3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Google Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "TOTP-based (NOT phishing-resistant). Codes can be phished via real-time proxy attacks."}, {"id": "mai-20260917-0922-baseline|c105-m3|moonshot-small|RSA SecurID", "prompt": "c105-m3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Legacy VPN/RADIUS infrastructure | **Duo or RSA SecurID**"}, {"id": "mai-20260917-0922-baseline|c105-m3|moonshot-small|Beyond Identity", "prompt": "c105-m3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Beyond Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Built passwordless from the ground up."}, {"id": "mai-20260917-0922-baseline|c105-m3|moonshot-small|Authy", "prompt": "c105-m3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Authy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Simple, free TOTP for basic protection | **Google Authenticator / Authy**"}, {"id": "mai-20260917-0922-baseline|c105-m3|openai-small|Microsoft Entra MFA", "prompt": "c105-m3", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for Microsoft shops:** Microsoft Entra MFA."}, {"id": "mai-20260917-0922-baseline|c105-m3|openai-small|Okta MFA", "prompt": "c105-m3", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best for broad SaaS app control:** Okta MFA."}, {"id": "mai-20260917-0922-baseline|c105-m3|openai-small|Duo Security", "prompt": "c105-m3", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Duo Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often chosen for simple rollout and strong push-based MFA."}, {"id": "mai-20260917-0922-baseline|c105-m3|openai-small|YubiKey", "prompt": "c105-m3", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "YubiKey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Supports Okta Verify, WebAuthn/FIDO2, YubiKey, Duo, SMS, voice, email"}, {"id": "mai-20260917-0922-baseline|c105-m3|xai-small|Cisco Duo (now Cisco Secure Access)", "prompt": "c105-m3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo (now Cisco Secure Access)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco Duo (now Cisco Secure Access)** - Best for broad enterprise deployment, device trust, and hybrid/legacy support."}, {"id": "mai-20260917-0922-baseline|c105-m3|xai-small|Okta Adaptive MFA", "prompt": "c105-m3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pick Duo/Okta for broad coverage"}, {"id": "mai-20260917-0922-baseline|c105-m3|xai-small|Microsoft Entra ID", "prompt": "c105-m3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft 365 ecosystems, offering seamless integration and free options for basic use."}, {"id": "mai-20260917-0922-baseline|c105-m3|xai-small|Yubico (YubiKey)", "prompt": "c105-m3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Yubico (YubiKey)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for phishing-resistant, high-assurance hardware-based MFA, especially for privileged access."}, {"id": "mai-20260917-0922-baseline|c105-m3|xai-small|RSA SecurID", "prompt": "c105-m3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Older tech feel; costly"}, {"id": "mai-20260917-0922-baseline|c105-m3|xai-small|Google Authenticator/Authy", "prompt": "c105-m3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Google Authenticator/Authy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Medium (TOTP vulnerable to phishing) ... No advanced policies; app-only"}, {"id": "mai-20260917-0922-baseline|c105-m3|xai-small|Ping Identity/OneLogin", "prompt": "c105-m3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping Identity/OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ping Identity/OneLogin (enterprise SSO combos)"}, {"id": "mai-20260917-0922-baseline|c105-m3|xai-small|Rippling", "prompt": "c105-m3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Rippling (HR/IT-integrated for SMBs)"}, {"id": "mai-20260917-0922-baseline|c105-m3|xai-small|Microsoft Authenticator", "prompt": "c105-m3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Google/Microsoft Authenticator** | Mobile app (TOTP)"}, {"id": "mai-20260917-0922-baseline|c105-m3|zai-small|Duo Security (Cisco Duo)", "prompt": "c105-m3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Duo Security (Cisco Duo)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Duo** = Best all‑around enterprise MFA with device trust."}, {"id": "mai-20260917-0922-baseline|c105-m3|zai-small|Okta Adaptive MFA", "prompt": "c105-m3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Okta** = Best when you also need comprehensive IAM and SSO."}, {"id": "mai-20260917-0922-baseline|c105-m3|zai-small|Microsoft Authenticator", "prompt": "c105-m3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're already in the Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c105-m3|zai-small|Yubico Security Keys", "prompt": "c105-m3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Yubico Security Keys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for phishing‑resistant, passwordless, high‑value access."}, {"id": "mai-20260917-0922-baseline|c105-m3|zai-small|HYPR", "prompt": "c105-m3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "HYPR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for passwordless workforce initiatives."}, {"id": "mai-20260917-0922-baseline|c105-m3|zai-small|Beyond Identity", "prompt": "c105-m3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Beyond Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**HYPR / Beyond Identity** = Best for passwordless workforce initiatives."}, {"id": "mai-20260917-0922-baseline|c105-m3|zai-small|Rippling", "prompt": "c105-m3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "You want MFA tightly integrated with HR/IT lifecycle management"}, {"id": "mai-20260917-0922-baseline|c105-m3|zai-small|Twilio Authy", "prompt": "c105-m3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Twilio Authy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consumers / small businesses | Consumer‑oriented | Cloud‑based authenticator app"}, {"id": "mai-20260917-0922-baseline|c105-m3|zai-small|Auth0", "prompt": "c105-m3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "developer building custom SaaS platforms and need flexible, customizable MFA flows"}, {"id": "mai-20260917-0922-baseline|c105-m3|zai-small|Keycloak", "prompt": "c105-m3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Open‑source, self‑hosted deployments"}, {"id": "mai-20260917-0922-baseline|c105-m3|zai-small|RSA SecurID", "prompt": "c105-m3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "RSA SecurID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other notable vendors include RSA SecurID"}, {"id": "mai-20260917-0922-baseline|c105-m3|zai-small|Ping Identity", "prompt": "c105-m3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Other notable vendors include RSA SecurID, Ping Identity"}, {"id": "mai-20260917-0922-baseline|c105-m3|zai-small|ManageEngine ADSelfService Plus", "prompt": "c105-m3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "ManageEngine ADSelfService Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "ManageEngine ADSelfService Plus, LoginRadius, and SecureAuth"}, {"id": "mai-20260917-0922-baseline|c105-m3|zai-small|LoginRadius", "prompt": "c105-m3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "LoginRadius, and SecureAuth"}, {"id": "mai-20260917-0922-baseline|c105-m3|zai-small|SecureAuth", "prompt": "c105-m3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "SecureAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "and SecureAuth, but the above represent the most widely referenced leaders"}, {"id": "mai-20260917-0922-baseline|c105-m3|zai-small|Feitian", "prompt": "c105-m3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Feitian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "One‑time hardware cost (YubiKey, Feitian, etc.)"}, {"id": "mai-20260917-0922-baseline|c105-m4|alibaba-small|Microsoft Entra ID (formerly Azure Active Directory)", "prompt": "c105-m4", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID (formerly Azure Active Directory)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Businesses (Lowest Effective Cost)"}, {"id": "mai-20260917-0922-baseline|c105-m4|alibaba-small|Cisco Duo Access Gateway (Free Tier)", "prompt": "c105-m4", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo Access Gateway (Free Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For 1–10 staff: Use Duo (Free Tier). It is the easiest to deploy and offers the best user experience for zero dollars."}, {"id": "mai-20260917-0922-baseline|c105-m4|alibaba-small|privacyIDEA", "prompt": "c105-m4", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "privacyIDEA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Open Source / Self-Hosted (For Companies with IT Staff)"}, {"id": "mai-20260917-0922-baseline|c105-m4|alibaba-small|Plivo", "prompt": "c105-m4", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Plivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"Pay-As-You-Go\" for Developers"}, {"id": "mai-20260917-0922-baseline|c105-m4|alibaba-small|Google Authenticator", "prompt": "c105-m4", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Look into Google Authenticator + Okta Free Trial"}, {"id": "mai-20260917-0922-baseline|c105-m4|alibaba-small|Okta", "prompt": "c105-m4", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Look into Google Authenticator + Okta Free Trial"}, {"id": "mai-20260917-0922-baseline|c105-m4|anthropic-small|Google Authenticator", "prompt": "c105-m4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with authenticator apps, which offer good security at no cost"}, {"id": "mai-20260917-0922-baseline|c105-m4|anthropic-small|Microsoft Authenticator", "prompt": "c105-m4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Applications like Google Authenticator, Microsoft Authenticator, or Authy are free and provide time-based one-time passwords (TOTP)"}, {"id": "mai-20260917-0922-baseline|c105-m4|anthropic-small|Authy", "prompt": "c105-m4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Applications like Google Authenticator, Microsoft Authenticator, or Authy are free"}, {"id": "mai-20260917-0922-baseline|c105-m4|anthropic-small|Microsoft 365", "prompt": "c105-m4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If your company uses services like Microsoft 365, Google Workspace, or AWS, they often include MFA capabilities at no additional cost."}, {"id": "mai-20260917-0922-baseline|c105-m4|anthropic-small|Google Workspace", "prompt": "c105-m4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "they often include MFA capabilities at no additional cost"}, {"id": "mai-20260917-0922-baseline|c105-m4|anthropic-small|AWS", "prompt": "c105-m4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "they often include MFA capabilities at no additional cost"}, {"id": "mai-20260917-0922-baseline|c105-m4|anthropic-small|Keycloak", "prompt": "c105-m4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Self-hosted options like Keycloak or FreeRADIUS can be deployed at minimal cost, though they require IT resources for setup and maintenance."}, {"id": "mai-20260917-0922-baseline|c105-m4|anthropic-small|FreeRADIUS", "prompt": "c105-m4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "FreeRADIUS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "though they require IT resources for setup and maintenance"}, {"id": "mai-20260917-0922-baseline|c105-m4|anthropic-small|YubiKey", "prompt": "c105-m4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "YubiKey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "options like YubiKey or Titan Keys are one-time purchases (typically $20-50 per key) and very secure"}, {"id": "mai-20260917-0922-baseline|c105-m4|anthropic-small|Titan Keys", "prompt": "c105-m4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Titan Keys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "options like YubiKey or Titan Keys are one-time purchases"}, {"id": "mai-20260917-0922-baseline|c105-m4|anthropic-small|Okta", "prompt": "c105-m4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Services like Okta, Duo Security, or Microsoft Azure MFA offer tiered pricing"}, {"id": "mai-20260917-0922-baseline|c105-m4|anthropic-small|Duo Security", "prompt": "c105-m4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Duo Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Services like Okta, Duo Security, or Microsoft Azure MFA offer tiered pricing"}, {"id": "mai-20260917-0922-baseline|c105-m4|anthropic-small|Microsoft Azure MFA", "prompt": "c105-m4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Azure MFA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "offer tiered pricing, with lower-cost plans suitable for smaller companies"}, {"id": "mai-20260917-0922-baseline|c105-m4|challenger-small|Google Authenticator", "prompt": "c105-m4", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Small team, very tight budget: Google Authenticator or Microsoft Authenticator for basic MFA"}, {"id": "mai-20260917-0922-baseline|c105-m4|challenger-small|Microsoft Authenticator", "prompt": "c105-m4", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the app itself is free and avoids hardware and licensing costs"}, {"id": "mai-20260917-0922-baseline|c105-m4|challenger-small|Cisco Duo", "prompt": "c105-m4", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the best balance of cost, security, and ease of deployment is Cisco Duo"}, {"id": "mai-20260917-0922-baseline|c105-m4|challenger-small|Microsoft Entra ID", "prompt": "c105-m4", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may be the best overall SMB fit if you can use its ecosystem, but it is not the cheapest standalone option"}, {"id": "mai-20260917-0922-baseline|c105-m4|deepseek-small|Cisco Duo", "prompt": "c105-m4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Duo — Best for most SMBs ... Widely considered the best overall MFA for small-to-medium businesses"}, {"id": "mai-20260917-0922-baseline|c105-m4|deepseek-small|Microsoft Entra ID (Azure AD) / Microsoft Authenticator", "prompt": "c105-m4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID (Azure AD) / Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Frequently called the best MFA for SMBs, especially if you're already on Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c105-m4|deepseek-small|Google Authenticator", "prompt": "c105-m4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The cheapest way to start. These TOTP apps generate codes that refresh every 30 seconds."}, {"id": "mai-20260917-0922-baseline|c105-m4|deepseek-small|Authy", "prompt": "c105-m4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free Authenticator Apps (Google Authenticator, Authy) ... For very tight budgets, this is the practical first step"}, {"id": "mai-20260917-0922-baseline|c105-m4|deepseek-small|YubiKey", "prompt": "c105-m4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "YubiKey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Hardware security keys (like YubiKey) cost $25–$60 as a one-time purchase"}, {"id": "mai-20260917-0922-baseline|c105-m4|google-small|Microsoft Entra ID (formerly Azure AD) \"Security Defaults\"", "prompt": "c105-m4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID (formerly Azure AD) \"Security Defaults\"", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enabling \"Security Defaults\" in your Entra admin center forces all users to register for MFA using the free Microsoft Authenticator app."}, {"id": "mai-20260917-0922-baseline|c105-m4|google-small|Google Workspace 2-Step Verification", "prompt": "c105-m4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Workspace 2-Step Verification", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cost: $0 (Included with all Google Workspace plans)... Native, highly reliable, and very user-friendly."}, {"id": "mai-20260917-0922-baseline|c105-m4|google-small|Cisco Duo", "prompt": "c105-m4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Standalone Option: Cisco Duo (Free or Essentials)... widely considered the gold standard for usability and value."}, {"id": "mai-20260917-0922-baseline|c105-m4|google-small|2FAS", "prompt": "c105-m4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "2FAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best Free Apps: 2FAS or Aegis (Open-source, secure...)"}, {"id": "mai-20260917-0922-baseline|c105-m4|google-small|Aegis", "prompt": "c105-m4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Aegis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "2FAS or Aegis (Open-source, secure, and allow you to back up your 2FA tokens"}, {"id": "mai-20260917-0922-baseline|c105-m4|google-small|Bitwarden", "prompt": "c105-m4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Bitwarden has a robust free tier, and their business tier is highly affordable and includes built-in TOTP generation"}, {"id": "mai-20260917-0922-baseline|c105-m4|google-small|Yubico YubiKeys", "prompt": "c105-m4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Yubico YubiKeys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Buy these keys at least for your IT Administrators and executive staff"}, {"id": "mai-20260917-0922-baseline|c105-m4|meta-small|Duo Free", "prompt": "c105-m4", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Duo Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best MFA solution for a company with a limited budget is Duo Free or Google Authenticator for under 10 users."}, {"id": "mai-20260917-0922-baseline|c105-m4|meta-small|Google Authenticator", "prompt": "c105-m4", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is Duo Free or Google Authenticator for under 10 users"}, {"id": "mai-20260917-0922-baseline|c105-m4|meta-small|Duo Essentials/Advantage", "prompt": "c105-m4", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Duo Essentials/Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For larger teams, Duo Essentials/Advantage is a good option."}, {"id": "mai-20260917-0922-baseline|c105-m4|meta-small|Microsoft Authenticator", "prompt": "c105-m4", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other affordable MFA solutions include Microsoft Authenticator and Microsoft Entra ID."}, {"id": "mai-20260917-0922-baseline|c105-m4|meta-small|Microsoft Entra ID", "prompt": "c105-m4", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other affordable MFA solutions include Microsoft Authenticator and Microsoft Entra ID."}, {"id": "mai-20260917-0922-baseline|c105-m4|minimax-small|Microsoft Entra ID", "prompt": "c105-m4", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Highly recommended for small to medium businesses ... Cost-effective when already using Microsoft products"}, {"id": "mai-20260917-0922-baseline|c105-m4|minimax-small|Cisco Duo", "prompt": "c105-m4", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with free authenticator apps combined with Cisco Duo's free tier (up to 10 users) would be the most cost-effective approach"}, {"id": "mai-20260917-0922-baseline|c105-m4|minimax-small|Microsoft Authenticator", "prompt": "c105-m4", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For the tightest budget, starting with free authenticator apps combined with Cisco Duo's free tier"}, {"id": "mai-20260917-0922-baseline|c105-m4|minimax-small|Google Authenticator", "prompt": "c105-m4", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free options like Microsoft Authenticator, Google Authenticator, Authy"}, {"id": "mai-20260917-0922-baseline|c105-m4|minimax-small|Authy", "prompt": "c105-m4", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free options like Microsoft Authenticator, Google Authenticator, Authy"}, {"id": "mai-20260917-0922-baseline|c105-m4|minimax-small|Thinfinity Workspace", "prompt": "c105-m4", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Thinfinity Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-grade security at budget-friendly prices"}, {"id": "mai-20260917-0922-baseline|c105-m4|mistral-small|Cisco Duo", "prompt": "c105-m4", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Duo (especially with its free tier) and Microsoft Authenticator (if you use Microsoft 365) are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c105-m4|mistral-small|Microsoft Authenticator", "prompt": "c105-m4", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cisco Duo (especially with its free tier) and Microsoft Authenticator (if you use Microsoft 365) are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c105-m4|mistral-small|Google Authenticator", "prompt": "c105-m4", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it lacks advanced admin controls and backup features, which may be a limitation for some businesses"}, {"id": "mai-20260917-0922-baseline|c105-m4|mistral-small|OneLogin by One Identity", "prompt": "c105-m4", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "OneLogin by One Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a standalone MFA solution with a low price point, OneLogin is also worth considering."}, {"id": "mai-20260917-0922-baseline|c105-m4|moonshot-small|Cisco Duo Free Tier", "prompt": "c105-m4", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo Free Tier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra ID** (if using Microsoft 365) or **Cisco Duo's free tier** (for small teams) offer the best balance of features, reliability, and cost."}, {"id": "mai-20260917-0922-baseline|c105-m4|moonshot-small|Microsoft Authenticator", "prompt": "c105-m4", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Completely free** TOTP ... No admin controls or centralized management"}, {"id": "mai-20260917-0922-baseline|c105-m4|moonshot-small|Google Authenticator", "prompt": "c105-m4", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft Authenticator / Google Authenticator ... No admin controls or centralized management"}, {"id": "mai-20260917-0922-baseline|c105-m4|moonshot-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c105-m4", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Often the best choice** for businesses already using Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c105-m4|moonshot-small|Keycloak", "prompt": "c105-m4", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Have technical staff, zero budget | Keycloak or Authelia (open source)"}, {"id": "mai-20260917-0922-baseline|c105-m4|moonshot-small|Authelia", "prompt": "c105-m4", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authelia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Keycloak or Authelia (open source)"}, {"id": "mai-20260917-0922-baseline|c105-m4|moonshot-small|Authentik", "prompt": "c105-m4", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authentik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Keycloak / Authelia / Authentik** (Open Source)"}, {"id": "mai-20260917-0922-baseline|c105-m4|moonshot-small|NordPass Business", "prompt": "c105-m4", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Lightweight and SMB-friendly ... Affordable per-user pricing"}, {"id": "mai-20260917-0922-baseline|c105-m4|moonshot-small|Thinfinity Workspace", "prompt": "c105-m4", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Thinfinity Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Want all-in-one solution | Thinfinity Workspace or NordPass Business"}, {"id": "mai-20260917-0922-baseline|c105-m4|openai-small|Microsoft Entra ID Free security defaults", "prompt": "c105-m4", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID Free security defaults", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cheapest overall: Microsoft Entra ID Free security defaults, if you're already in Microsoft's ecosystem."}, {"id": "mai-20260917-0922-baseline|c105-m4|openai-small|Duo Free", "prompt": "c105-m4", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Duo Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best budget standalone MFA: Duo Free."}, {"id": "mai-20260917-0922-baseline|c105-m4|openai-small|Google Authenticator", "prompt": "c105-m4", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare **Microsoft Entra vs Duo vs Google Authenticator-based setups**"}, {"id": "mai-20260917-0922-baseline|c105-m4|xai-small|Microsoft Entra ID Security Defaults", "prompt": "c105-m4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID Security Defaults", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Entra ID Security Defaults (Free for Microsoft 365 users) - Why best for tight budgets: Completely free, no per-user fees."}, {"id": "mai-20260917-0922-baseline|c105-m4|xai-small|Google Authenticator with Google Workspace MFA", "prompt": "c105-m4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator with Google Workspace MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Why great low-cost option: Free app + built-in MFA for Workspace users"}, {"id": "mai-20260917-0922-baseline|c105-m4|xai-small|Cisco Duo", "prompt": "c105-m4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mixed apps/no cloud suite? → Duo free tier."}, {"id": "mai-20260917-0922-baseline|c105-m4|xai-small|Keycloak", "prompt": "c105-m4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Open Source (e.g., Keycloak, Authentik, privacyIDEA) | Free (self-hosted...) | Requires IT expertise"}, {"id": "mai-20260917-0922-baseline|c105-m4|xai-small|Authentik", "prompt": "c105-m4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authentik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open Source (e.g., Keycloak, Authentik, privacyIDEA)"}, {"id": "mai-20260917-0922-baseline|c105-m4|xai-small|privacyIDEA", "prompt": "c105-m4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "privacyIDEA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open Source (e.g., Keycloak, Authentik, privacyIDEA)"}, {"id": "mai-20260917-0922-baseline|c105-m4|xai-small|Plivo/Twilio Verify", "prompt": "c105-m4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Plivo/Twilio Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pay-per-use (~$0.05/verification) | Developers integrating MFA | Usage-based; SMS costs add up."}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|Microsoft Entra ID (Azure AD) Security Defaults", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID (Azure AD) Security Defaults", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enable **Microsoft Entra ID Security Defaults** (free, minimal setup)."}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|Duo Security Free Edition", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Duo Security Free Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "free for up to 10 users; cloud-based and easy to set up"}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|Google Authenticator", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "free apps you can use in front of any app (SaaS, VPN, RDP, etc.)"}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|Microsoft Authenticator", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Google Authenticator and Microsoft Authenticator give you strong MFA without any software cost."}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|Keycloak", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider open\\u2011source tools like **Keycloak, Authelia, or Authentik**."}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|Authelia", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authelia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider open\\u2011source tools like **Keycloak, Authelia, or Authentik**."}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|Authentik", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authentik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider open\\u2011source tools like **Keycloak, Authelia, or Authentik**."}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|Zitadel", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Zitadel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Keycloak, Authelia, Authentik, Zitadel, Kanidm \\u2013 Full IAM/MFA with TOTP, WebAuthn, SMS, OIDC"}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|Kanidm", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Kanidm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Keycloak, Authelia, Authentik, Zitadel, Kanidm \\u2013 Full IAM/MFA"}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|Hanko", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Hanko", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Hanko, LLDAP, FreeIPA, privacyIDEA, Rauthy \\u2013 Simpler tools for smaller setups."}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|LLDAP", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "LLDAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Hanko, LLDAP, FreeIPA, privacyIDEA, Rauthy \\u2013 Simpler tools for smaller setups."}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|FreeIPA", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "FreeIPA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Hanko, LLDAP, FreeIPA, privacyIDEA, Rauthy \\u2013 Simpler tools for smaller setups."}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|privacyIDEA", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "privacyIDEA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Hanko, LLDAP, FreeIPA, privacyIDEA, Rauthy \\u2013 Simpler tools for smaller setups."}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|Rauthy", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Rauthy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Hanko, LLDAP, FreeIPA, privacyIDEA, Rauthy \\u2013 Simpler tools for smaller setups."}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|Auth0 Free Tier", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Auth0 Free Tier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Free for up to 7,500 users; good for startups and small teams."}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|Plivo", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Plivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Pay\\u2011as\\u2011you\\u2011go with no authentication fees; only SMS/Voice costs apply."}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|PingID", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "PingID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Has a free tier for certain use cases; otherwise starts around **$5\\u2013$10 per user/month**."}, {"id": "mai-20260917-0922-baseline|c105-m4|zai-small|Okta", "prompt": "c105-m4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "If you use Okta or another IDP, check for free tiers or trial periods."}, {"id": "mai-20260917-0922-baseline|c105-m5|alibaba-small|Microsoft Entra ID (Azure AD)", "prompt": "c105-m5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with your Identity Provider (usually Microsoft or Google)."}, {"id": "mai-20260917-0922-baseline|c105-m5|alibaba-small|Google Workforce Identity", "prompt": "c105-m5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Google Workforce Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with your Identity Provider (usually Microsoft or Google)."}, {"id": "mai-20260917-0922-baseline|c105-m5|alibaba-small|YubiKeys", "prompt": "c105-m5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "YubiKeys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "biometrics (FaceID/Fingerprint) or physical keys (YubiKeys)"}, {"id": "mai-20260917-0922-baseline|c105-m5|alibaba-small|Duo", "prompt": "c105-m5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "then move to a specialized enterprise player like **Duo** or **Ping Identity**"}, {"id": "mai-20260917-0922-baseline|c105-m5|alibaba-small|PingIdentity", "prompt": "c105-m5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "PingIdentity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "move to a specialized enterprise player like **Duo** or **Ping Identity**"}, {"id": "mai-20260917-0922-baseline|c105-m5|alibaba-small|Authy", "prompt": "c105-m5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Authy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "When you talk to sales reps (e.g., Microsoft Duo, PingIdentity, Authy, Feitian)"}, {"id": "mai-20260917-0922-baseline|c105-m5|alibaba-small|Feitian", "prompt": "c105-m5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Feitian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(e.g., Microsoft Duo, PingIdentity, Authy, Feitian)"}, {"id": "mai-20260917-0922-baseline|c105-m5|anthropic-small|Okta", "prompt": "c105-m5", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "popular solutions include Okta, Microsoft Entra (formerly Azure AD), Duo Security, and others"}, {"id": "mai-20260917-0922-baseline|c105-m5|anthropic-small|Microsoft Entra", "prompt": "c105-m5", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "popular solutions include Okta, Microsoft Entra (formerly Azure AD), Duo Security, and others"}, {"id": "mai-20260917-0922-baseline|c105-m5|anthropic-small|Duo Security", "prompt": "c105-m5", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Duo Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "popular solutions include Okta, Microsoft Entra (formerly Azure AD), Duo Security, and others"}, {"id": "mai-20260917-0922-baseline|c105-m5|deepseek-small|Microsoft Entra ID MFA with Conditional Access", "prompt": "c105-m5", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra ID MFA with Conditional Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft shop:** Start with **Microsoft Entra ID MFA + Conditional Access** — cheapest, deep integration, passkey support. This is often the pragmatic default."}, {"id": "mai-20260917-0922-baseline|c105-m5|deepseek-small|Duo", "prompt": "c105-m5", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fast, simple workforce rollout + device trust:** **Cisco Duo** — very friendly onboarding."}, {"id": "mai-20260917-0922-baseline|c105-m5|deepseek-small|Okta", "prompt": "c105-m5", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SaaS-heavy / best-of-breed:** **Okta Adaptive MFA** — excellent integrations and policy depth."}, {"id": "mai-20260917-0922-baseline|c105-m5|deepseek-small|Ping", "prompt": "c105-m5", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Ping", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some enterprise options like Ping/IBM are overkill at 500 people."}, {"id": "mai-20260917-0922-baseline|c105-m5|deepseek-small|IBM", "prompt": "c105-m5", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "IBM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some enterprise options like Ping/IBM are overkill at 500 people."}, {"id": "mai-20260917-0922-baseline|c105-m5|deepseek-small|Keycloak", "prompt": "c105-m5", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Keycloak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Ping Identity** or a Keycloak-based approach, though usually overkill at your size."}, {"id": "mai-20260917-0922-baseline|c105-m5|google-small|YubiKeys", "prompt": "c105-m5", "model": "google-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "YubiKeys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "must support **FIDO2/WebAuthn (Passkeys)** or hardware security keys (like YubiKeys)"}, {"id": "mai-20260917-0922-baseline|c105-m5|google-small|Microsoft Entra ID MFA (formerly Azure AD)", "prompt": "c105-m5", "model": "google-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra ID MFA (formerly Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Often the most cost-effective option because you may already own the licenses. Features robust Conditional Access policies"}, {"id": "mai-20260917-0922-baseline|c105-m5|google-small|Cisco Duo Security", "prompt": "c105-m5", "model": "google-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Cisco Duo Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Renowned for being the most user-friendly and easiest to deploy... Very friendly to mid-market pricing."}, {"id": "mai-20260917-0922-baseline|c105-m5|google-small|Okta Adaptive MFA", "prompt": "c105-m5", "model": "google-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Can be expensive and overly complex for a 500-person company unless you have a dedicated identity engineer."}, {"id": "mai-20260917-0922-baseline|c105-m5|meta-small|Okta", "prompt": "c105-m5", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top results include guides from Okta, Rippling, and Duo that outline key criteria to consider when evaluating MFA solutions."}, {"id": "mai-20260917-0922-baseline|c105-m5|meta-small|Rippling", "prompt": "c105-m5", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "guides from Okta, Rippling, and Duo that outline key criteria"}, {"id": "mai-20260917-0922-baseline|c105-m5|meta-small|Duo", "prompt": "c105-m5", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "guides from Okta, Rippling, and Duo that outline key criteria"}, {"id": "mai-20260917-0922-baseline|c105-m5|minimax-small|Duo Security", "prompt": "c105-m5", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Duo Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Duo Security** (Cisco) - Strong UX and security"}, {"id": "mai-20260917-0922-baseline|c105-m5|minimax-small|Okta MFA", "prompt": "c105-m5", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta MFA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Okta MFA** - Great if you're already using Okta"}, {"id": "mai-20260917-0922-baseline|c105-m5|minimax-small|Microsoft Entra ID", "prompt": "c105-m5", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Microsoft Entra ID** - Cost-effective if on Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c105-m5|minimax-small|RSA", "prompt": "c105-m5", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "RSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**RSA** - Enterprise-grade, strong for regulated industries"}, {"id": "mai-20260917-0922-baseline|c105-m5|minimax-small|YubiKey", "prompt": "c105-m5", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "YubiKey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**YubiKey** - Hardware tokens for high security"}, {"id": "mai-20260917-0922-baseline|c105-m5|mistral-small|YubiKey", "prompt": "c105-m5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "YubiKey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Hardware Tokens (YubiKey, Titan)**"}, {"id": "mai-20260917-0922-baseline|c105-m5|mistral-small|Titan", "prompt": "c105-m5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Titan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Hardware Tokens (YubiKey, Titan)**"}, {"id": "mai-20260917-0922-baseline|c105-m5|mistral-small|Duo", "prompt": "c105-m5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Do you prefer a cloud-based solution (e.g., Duo, Okta, Microsoft Authenticator)"}, {"id": "mai-20260917-0922-baseline|c105-m5|mistral-small|Okta", "prompt": "c105-m5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cloud-based solution (e.g., Duo, Okta, Microsoft Authenticator)"}, {"id": "mai-20260917-0922-baseline|c105-m5|mistral-small|Microsoft Authenticator", "prompt": "c105-m5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Microsoft Authenticator** | Tight Azure AD integration, free tier | Microsoft-heavy environments"}, {"id": "mai-20260917-0922-baseline|c105-m5|mistral-small|RSA SecurID", "prompt": "c105-m5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "RSA SecurID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "on-prem (e.g., RSA SecurID, Vasco)"}, {"id": "mai-20260917-0922-baseline|c105-m5|mistral-small|Vasco", "prompt": "c105-m5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Vasco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "on-prem (e.g., RSA SecurID, Vasco)"}, {"id": "mai-20260917-0922-baseline|c105-m5|mistral-small|Okta Verify", "prompt": "c105-m5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Okta Verify** | Broad app integrations, adaptive MFA"}, {"id": "mai-20260917-0922-baseline|c105-m5|mistral-small|Duo Security", "prompt": "c105-m5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Duo Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Duo Security** | User-friendly, broad device support | SMBs, healthcare, education"}, {"id": "mai-20260917-0922-baseline|c105-m5|mistral-small|Yubico (YubiKey)", "prompt": "c105-m5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Yubico (YubiKey)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Yubico (YubiKey)** | Phishing-resistant, hardware-based"}, {"id": "mai-20260917-0922-baseline|c105-m5|mistral-small|PingID", "prompt": "c105-m5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "PingID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**PingID** | Adaptive MFA, strong analytics | Ping Identity customers"}, {"id": "mai-20260917-0922-baseline|c105-m5|mistral-small|Google Authenticator", "prompt": "c105-m5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Google Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Google Authenticator** | Simple, free, TOTP-based"}, {"id": "mai-20260917-0922-baseline|c105-m5|moonshot-small|Microsoft Entra MFA", "prompt": "c105-m5", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're Microsoft-centric, start with Entra."}, {"id": "mai-20260917-0922-baseline|c105-m5|moonshot-small|Cisco Duo", "prompt": "c105-m5", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have diverse apps, evaluate Duo or Okta."}, {"id": "mai-20260917-0922-baseline|c105-m5|moonshot-small|Okta Adaptive MFA", "prompt": "c105-m5", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have diverse apps, evaluate Duo or Okta."}, {"id": "mai-20260917-0922-baseline|c105-m5|moonshot-small|JumpCloud/miniOrange", "prompt": "c105-m5", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "JumpCloud/miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**JumpCloud/miniOrange** | Tight budget | ~$3-7/user/month | Solid basics, lower cost"}, {"id": "mai-20260917-0922-baseline|c105-m5|openai-small|Microsoft Entra ID", "prompt": "c105-m5", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you already use Microsoft Entra ID, Okta, Ping, or Google, see whether native MFA is enough"}, {"id": "mai-20260917-0922-baseline|c105-m5|openai-small|Okta", "prompt": "c105-m5", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "If you already use Microsoft Entra ID, Okta, Ping, or Google, see whether native MFA is enough"}, {"id": "mai-20260917-0922-baseline|c105-m5|openai-small|Ping", "prompt": "c105-m5", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Ping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you already use Microsoft Entra ID, Okta, Ping, or Google, see whether native MFA is enough"}, {"id": "mai-20260917-0922-baseline|c105-m5|openai-small|Google", "prompt": "c105-m5", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Google", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you already use Microsoft Entra ID, Okta, Ping, or Google, see whether native MFA is enough"}, {"id": "mai-20260917-0922-baseline|c105-m5|xai-small|Cisco Duo", "prompt": "c105-m5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Cisco Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| Cisco Duo      | Security-first, broad coverage   | ~$3-7                       | Excellent for hybrid setups, adaptive MFA. |"}, {"id": "mai-20260917-0922-baseline|c105-m5|xai-small|Microsoft Entra ID", "prompt": "c105-m5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Microsoft Entra ID | Microsoft ecosystems             | ~$6 (P2)                    | Bundles well if you're in O365. |"}, {"id": "mai-20260917-0922-baseline|c105-m5|xai-small|Okta", "prompt": "c105-m5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Okta           | Full IAM platform                | ~$5-15                      | Scalable, passwordless focus. |"}, {"id": "mai-20260917-0922-baseline|c105-m5|xai-small|Rippling", "prompt": "c105-m5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Rippling       | HR/IT integration                | Custom                      | Unified with payroll/devices. |"}, {"id": "mai-20260917-0922-baseline|c105-m5|xai-small|JumpCloud", "prompt": "c105-m5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| JumpCloud      | SMB/mid-market all-in-one        | ~$11                        | Device + MFA bundle. |"}, {"id": "mai-20260917-0922-baseline|c105-m5|zai-small|Cisco Duo", "prompt": "c105-m5", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Cisco Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cisco Duo** – Enterprise all-rounder with hybrid/legacy support, phishing-resistant MFA via FIDO2/WebAuthn, adaptive MFA, device trust. Starts around $3/user/month."}, {"id": "mai-20260917-0922-baseline|c105-m5|zai-small|Microsoft Entra ID", "prompt": "c105-m5", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Microsoft Entra ID** – Best for Microsoft-centric organizations, phishing-resistant MFA with configured strengths"}, {"id": "mai-20260917-0922-baseline|c105-m5|zai-small|Okta", "prompt": "c105-m5", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Okta** – Strong for SaaS-heavy, multi-cloud environments, phishing-resistant MFA with FastPass/FIDO2, adaptive MFA."}, {"id": "mai-20260917-0922-baseline|c105-m5|zai-small|YubiKey", "prompt": "c105-m5", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "YubiKey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**YubiKey** – Hardware tokens for high-assurance authentication, phishing-resistant, good for privileged access."}, {"id": "mai-20260917-0922-baseline|c105-m5|zai-small|JumpCloud Protect", "prompt": "c105-m5", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "JumpCloud Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**JumpCloud Protect** – Good for SMBs needing unified MFA, SSO, and device management with passwordless and adaptive MFA."}, {"id": "mai-20260917-0922-baseline|c105-m6|alibaba-small|Authy", "prompt": "c105-m6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Authy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be Cautious With: Authy (and similar Cloud-Backed Apps)... Authy’s master encryption key had been compromised."}, {"id": "mai-20260917-0922-baseline|c105-m6|alibaba-small|Google Authenticator", "prompt": "c105-m6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prefer authenticators that keep data **local-only** (like Google Authenticator or Microsoft Authenticator..."}, {"id": "mai-20260917-0922-baseline|c105-m6|alibaba-small|Microsoft Authenticator", "prompt": "c105-m6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prefer authenticators that keep data **local-only** (like Google Authenticator or Microsoft Authenticator in \"secure vault\" mode)"}, {"id": "mai-20260917-0922-baseline|c105-m6|alibaba-small|Bitwarden", "prompt": "c105-m6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Use With Caution: Built-in MFA in Password Managers ... (Bitwarden, 1Password, Dashlane) ... violates the principle of \"Separation of Factors.\""}, {"id": "mai-20260917-0922-baseline|c105-m6|alibaba-small|1Password", "prompt": "c105-m6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Use With Caution: Built-in MFA in Password Managers ... (Bitwarden, 1Password, Dashlane)"}, {"id": "mai-20260917-0922-baseline|c105-m6|alibaba-small|Dashlane", "prompt": "c105-m6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Many modern password managers (Bitwarden, 1Password, Dashlane) offer a feature where they act as your authenticator app"}, {"id": "mai-20260917-0922-baseline|c105-m6|alibaba-small|Duo", "prompt": "c105-m6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Duo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be Wary of: Push Notification Approvals (Duo, Okta, Microsoft)"}, {"id": "mai-20260917-0922-baseline|c105-m6|alibaba-small|Okta", "prompt": "c105-m6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be Wary of: Push Notification Approvals (Duo, Okta, Microsoft)"}, {"id": "mai-20260917-0922-baseline|c105-m6|alibaba-small|YubiKey", "prompt": "c105-m6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "YubiKey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Hardware keys (like the YubiKey or Google Titanium Key) are the gold standard"}, {"id": "mai-20260917-0922-baseline|c105-m6|alibaba-small|Google Titanium Key", "prompt": "c105-m6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Titanium Key", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Hardware keys (like the YubiKey or Google Titanium Key) are the gold standard—more secure than SMS"}, {"id": "mai-20260917-0922-baseline|c105-m6|alibaba-small|Feitian/EchoKey", "prompt": "c105-m6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Feitian/EchoKey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Buy hardware keys directly from trusted manufacturers (Yubico, Feitian/EchoKey, Google, SoloKeys)"}, {"id": "mai-20260917-0922-baseline|c105-m6|alibaba-small|SoloKeys", "prompt": "c105-m6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "SoloKeys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Buy hardware keys directly from trusted manufacturers (Yubico, Feitian/EchoKey, Google, SoloKeys)"}, {"id": "mai-20260917-0922-baseline|c105-m6|anthropic-small|Google Authenticator", "prompt": "c105-m6", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Apps like Google Authenticator, Authy (better than SMS)"}, {"id": "mai-20260917-0922-baseline|c105-m6|anthropic-small|Authy", "prompt": "c105-m6", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Authy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Apps like Google Authenticator, Authy (better than SMS)"}, {"id": "mai-20260917-0922-baseline|c105-m6|deepseek-small|Google Authenticator", "prompt": "c105-m6", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Better than SMS (SIM-swap-resistant), but still **NOT phishing-resistant**."}, {"id": "mai-20260917-0922-baseline|c105-m6|deepseek-small|Authy", "prompt": "c105-m6", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Authy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "TOTP authenticator apps (Google Authenticator, Authy, etc.) ... still **NOT phishing-resistant**"}, {"id": "mai-20260917-0922-baseline|c105-m6|deepseek-small|YubiKey", "prompt": "c105-m6", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "YubiKey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**FIDO2 / WebAuthn hardware keys** (YubiKey, Google Titan, Feitian) and **passkeys** — these are phishing-resistant by design"}, {"id": "mai-20260917-0922-baseline|c105-m6|deepseek-small|Google Titan", "prompt": "c105-m6", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Titan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "hardware keys** (YubiKey, Google Titan, Feitian) ... phishing-resistant by design"}, {"id": "mai-20260917-0922-baseline|c105-m6|deepseek-small|Feitian", "prompt": "c105-m6", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Feitian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "hardware keys** (YubiKey, Google Titan, Feitian) ... block over ~99% of modern identity attacks"}, {"id": "mai-20260917-0922-baseline|c105-m6|google-small|Google Authenticator", "prompt": "c105-m6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Applications like Google Authenticator or Microsoft Authenticator generate 6-digit codes ... they are vulnerable to **Adversary-in-the-Middle (AiTM) phishing**."}, {"id": "mai-20260917-0922-baseline|c105-m6|google-small|Microsoft Authenticator", "prompt": "c105-m6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Applications like Google Authenticator or Microsoft Authenticator ... vulnerable to **Adversary-in-the-Middle (AiTM) phishing**."}, {"id": "mai-20260917-0922-baseline|c105-m6|google-small|Apple Keychain", "prompt": "c105-m6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Apple Keychain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FIDO2 / WebAuthn (Passkeys): Available natively on most modern smartphones and computers (e.g., Apple Keychain, Windows Hello, Google Password Manager)."}, {"id": "mai-20260917-0922-baseline|c105-m6|google-small|Windows Hello", "prompt": "c105-m6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Windows Hello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Available natively on most modern smartphones and computers (e.g., Apple Keychain, Windows Hello, Google Password Manager)."}, {"id": "mai-20260917-0922-baseline|c105-m6|google-small|Google Password Manager", "prompt": "c105-m6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Password Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(e.g., Apple Keychain, Windows Hello, Google Password Manager)"}, {"id": "mai-20260917-0922-baseline|c105-m6|google-small|YubiKeys", "prompt": "c105-m6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "YubiKeys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Hardware Security Keys: Physical USB/NFC keys (like YubiKeys or Google Titan keys)."}, {"id": "mai-20260917-0922-baseline|c105-m6|google-small|Google Titan keys", "prompt": "c105-m6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Titan keys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Physical USB/NFC keys (like YubiKeys or Google Titan keys)."}, {"id": "mai-20260917-0922-baseline|c105-m6|mistral-small|SMS-based MFA", "prompt": "c105-m6", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "SMS-based MFA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**SMS-based MFA**: This is widely considered the least secure option... advise against using SMS as a second factor"}, {"id": "mai-20260917-0922-baseline|c105-m6|mistral-small|Push-based MFA", "prompt": "c105-m6", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Push-based MFA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "be cautious with push-based solutions that lack strong fallback controls"}, {"id": "mai-20260917-0922-baseline|c105-m6|mistral-small|FIDO2/WebAuthn hardware keys", "prompt": "c105-m6", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "FIDO2/WebAuthn hardware keys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "FIDO2/WebAuthn hardware keys or phishing-resistant authenticators are currently considered the gold standard for MFA"}, {"id": "mai-20260917-0922-baseline|c105-m6|moonshot-small|YubiKey", "prompt": "c105-m6", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "YubiKey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FIDO2/WebAuthn security keys** (YubiKey, etc.) - Phishing-resistant"}, {"id": "mai-20260917-0922-baseline|c105-m6|moonshot-small|Google Authenticator", "prompt": "c105-m6", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Authenticator apps with TOTP** (Google Authenticator, Authy, Microsoft Authenticator) - Better than SMS"}, {"id": "mai-20260917-0922-baseline|c105-m6|moonshot-small|Authy", "prompt": "c105-m6", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Authy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Authenticator apps with TOTP** (Google Authenticator, Authy, Microsoft Authenticator) - Better than SMS"}, {"id": "mai-20260917-0922-baseline|c105-m6|moonshot-small|Microsoft Authenticator", "prompt": "c105-m6", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Authenticator apps with TOTP** (Google Authenticator, Authy, Microsoft Authenticator) - Better than SMS"}, {"id": "mai-20260917-0922-baseline|c105-m6|xai-small|Google Authenticator", "prompt": "c105-m6", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Be Cautious With: TOTP Apps (e.g., Google Authenticator, Authy)** ... but **phishable**"}, {"id": "mai-20260917-0922-baseline|c105-m6|xai-small|Authy", "prompt": "c105-m6", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Authy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Be Cautious With: TOTP Apps (e.g., Google Authenticator, Authy)** ... but **phishable**"}, {"id": "mai-20260917-0922-baseline|c105-m6|xai-small|YubiKey", "prompt": "c105-m6", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "YubiKey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**FIDO2/WebAuthn/passkeys** (e.g., YubiKey, built-in phone biometrics)—cryptographically bound to domains, can't be phished remotely."}, {"id": "mai-20260917-0922-baseline|c105-m6|zai-small|Google Authenticator", "prompt": "c105-m6", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Authenticator apps** (e.g., Google Authenticator, Microsoft Authenticator, Authy) with TOTP"}, {"id": "mai-20260917-0922-baseline|c105-m6|zai-small|Microsoft Authenticator", "prompt": "c105-m6", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Authenticator apps** (e.g., Google Authenticator, Microsoft Authenticator, Authy) with TOTP"}, {"id": "mai-20260917-0922-baseline|c105-m6|zai-small|Authy", "prompt": "c105-m6", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Authy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Authenticator apps** (e.g., Google Authenticator, Microsoft Authenticator, Authy) with TOTP"}, {"id": "mai-20260917-0922-baseline|c105-m6|zai-small|YubiKey", "prompt": "c105-m6", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "YubiKey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Hardware security keys** (YubiKey, etc.) ... Phishing-resistant methods as the baseline"}, {"id": "mai-20260917-0922-baseline|c105-s1|alibaba-small|Microsoft Entra ID", "prompt": "c105-s1", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company uses Microsoft 365 (Outlook, Teams, Windows), you should almost certainly use **Microsoft Entra ID**"}, {"id": "mai-20260917-0922-baseline|c105-s1|alibaba-small|Duo", "prompt": "c105-s1", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Duo** is the gold standard for SMBs... If you use Mixed/Other Tech Stacks: Go with **Duo Security**"}, {"id": "mai-20260917-0922-baseline|c105-s1|alibaba-small|Auth0", "prompt": "c105-s1", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your B2B company builds software or has developers, **Auth0** is excellent."}, {"id": "mai-20260917-0922-baseline|c105-s1|alibaba-small|Google Cloud Identity", "prompt": "c105-s1", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Google Cloud Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you use Google Workspace: Use the native **Google Cloud Identity** advanced protection."}, {"id": "mai-20260917-0922-baseline|c105-s1|anthropic-small|Cisco Duo", "prompt": "c105-s1", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Duo excels for medium-sized companies seeking user-friendly and quick-to-deploy security solutions"}, {"id": "mai-20260917-0922-baseline|c105-s1|anthropic-small|Microsoft Entra ID", "prompt": "c105-s1", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's best for Microsoft 365 environments"}, {"id": "mai-20260917-0922-baseline|c105-s1|anthropic-small|Google Workspace MFA", "prompt": "c105-s1", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Google Workspace MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A solid choice if your company already uses Google Workspace"}, {"id": "mai-20260917-0922-baseline|c105-s1|challenger-small|Cisco Duo", "prompt": "c105-s1", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Cisco Duo** if you want fast deployment, strong usability, and broad compatibility"}, {"id": "mai-20260917-0922-baseline|c105-s1|challenger-small|Microsoft Entra ID MFA", "prompt": "c105-s1", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is already standardized on **Microsoft 365 / Entra ID**, then **Microsoft Entra ID MFA** is often the better fit"}, {"id": "mai-20260917-0922-baseline|c105-s1|challenger-small|JumpCloud Protect", "prompt": "c105-s1", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "JumpCloud Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose JumpCloud Protect** if you want to consolidate **MFA + device/identity management**"}, {"id": "mai-20260917-0922-baseline|c105-s1|challenger-small|privacyIDEA", "prompt": "c105-s1", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "privacyIDEA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "only if you have the technical staff to self-host and manage it yourself"}, {"id": "mai-20260917-0922-baseline|c105-s1|deepseek-small|Microsoft Entra ID", "prompt": "c105-s1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "You're on Microsoft 365 → start with **Microsoft Entra ID** (already paid for, most secure option, least friction)."}, {"id": "mai-20260917-0922-baseline|c105-s1|deepseek-small|Cisco Duo", "prompt": "c105-s1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall for small teams on mixed or non-Microsoft stacks ... The clearest, easiest-to-deploy MFA."}, {"id": "mai-20260917-0922-baseline|c105-s1|deepseek-small|Okta Workforce Identity", "prompt": "c105-s1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need powerful SSO + identity management ... Okta adds a premium onto its cost"}, {"id": "mai-20260917-0922-baseline|c105-s1|deepseek-small|YubiKey", "prompt": "c105-s1", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "YubiKey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "WebAuthn/security keys like YubiKey"}, {"id": "mai-20260917-0922-baseline|c105-s1|google-small|Cisco Duo", "prompt": "c105-s1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Duo is widely considered the gold standard for small-to-medium businesses due to its balance of enterprise-grade security and dead-simple user experience."}, {"id": "mai-20260917-0922-baseline|c105-s1|google-small|Microsoft Entra ID MFA", "prompt": "c105-s1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Entra ID MFA (Best for Microsoft 365 Shops)"}, {"id": "mai-20260917-0922-baseline|c105-s1|google-small|Google Workspace 2-Step Verification", "prompt": "c105-s1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Google Workspace 2-Step Verification", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google\\u2019s native 2-Step Verification (2SV) is incredibly powerful and simple."}, {"id": "mai-20260917-0922-baseline|c105-s1|google-small|miniOrange", "prompt": "c105-s1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "miniOrange (Best Budget Option for Hybrid/Legacy Setups)"}, {"id": "mai-20260917-0922-baseline|c105-s1|google-small|WorkOS", "prompt": "c105-s1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "WorkOS (Best for B2B SaaS Products)"}, {"id": "mai-20260917-0922-baseline|c105-s1|google-small|Clerk", "prompt": "c105-s1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Clerk is incredibly easy for developers to drop into modern web applications"}, {"id": "mai-20260917-0922-baseline|c105-s1|google-small|Auth0", "prompt": "c105-s1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "though it has a steeper learning curve than Clerk"}, {"id": "mai-20260917-0922-baseline|c105-s1|google-small|Google Authenticator", "prompt": "c105-s1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Google Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Encourage your team to use **Authenticator Apps** (like Google Authenticator or Twilio Authy)"}, {"id": "mai-20260917-0922-baseline|c105-s1|google-small|Twilio Authy", "prompt": "c105-s1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Twilio Authy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Authenticator Apps** (like Google Authenticator or Twilio Authy)"}, {"id": "mai-20260917-0922-baseline|c105-s1|google-small|Yubikeys", "prompt": "c105-s1", "model": "google-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Yubikeys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "buy them physical hardware keys, like **Yubikeys**"}, {"id": "mai-20260917-0922-baseline|c105-s1|meta-small|Microsoft Entra ID", "prompt": "c105-s1", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best MFA solution for a small B2B company is likely to be Microsoft Entra ID, Duo, or Cisco Duo"}, {"id": "mai-20260917-0922-baseline|c105-s1|meta-small|Duo", "prompt": "c105-s1", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Duo is recommended by Expert Insights and TechRepublic"}, {"id": "mai-20260917-0922-baseline|c105-s1|meta-small|Cisco Duo", "prompt": "c105-s1", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Cisco Duo is also a great choice for budget-conscious small businesses looking for basic functionality."}, {"id": "mai-20260917-0922-baseline|c105-s1|minimax-small|Microsoft Entra ID", "prompt": "c105-s1", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Already using Microsoft 365 | **Microsoft Entra ID** (free add-on)"}, {"id": "mai-20260917-0922-baseline|c105-s1|minimax-small|Cisco Duo", "prompt": "c105-s1", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Need cross-platform support | **Cisco Duo** (free for up to 10 users)"}, {"id": "mai-20260917-0922-baseline|c105-s1|minimax-small|Okta", "prompt": "c105-s1", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Planning rapid growth/need many integrations | **Okta**"}, {"id": "mai-20260917-0922-baseline|c105-s1|mistral-small|Cisco Duo", "prompt": "c105-s1", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco Duo** is the best overall choice due to its free tier, strong security, and ease of use"}, {"id": "mai-20260917-0922-baseline|c105-s1|mistral-small|LastPass MFA", "prompt": "c105-s1", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "LastPass MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For budget-conscious teams, **LastPass MFA** offers a cost-effective and simple solution."}, {"id": "mai-20260917-0922-baseline|c105-s1|mistral-small|JumpCloud Protect", "prompt": "c105-s1", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "JumpCloud Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**JumpCloud Protect** is a great alternative"}, {"id": "mai-20260917-0922-baseline|c105-s1|moonshot-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c105-s1", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra ID (formerly Azure AD)** - Best Overall for Microsoft Shops"}, {"id": "mai-20260917-0922-baseline|c105-s1|moonshot-small|Cisco Duo", "prompt": "c105-s1", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cisco Duo** - Best for Mixed/Non-Microsoft Environments"}, {"id": "mai-20260917-0922-baseline|c105-s1|moonshot-small|Okta Workforce Identity", "prompt": "c105-s1", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Okta Workforce Identity** - Best for Best-of-Breed Flexibility"}, {"id": "mai-20260917-0922-baseline|c105-s1|moonshot-small|JumpCloud Protect", "prompt": "c105-s1", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "JumpCloud Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**JumpCloud Protect** - Best for Unified IT Management"}, {"id": "mai-20260917-0922-baseline|c105-s1|openai-small|Microsoft Entra MFA", "prompt": "c105-s1", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra MFA + phishing-resistant methods** if you already use Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c105-s1|openai-small|Duo", "prompt": "c105-s1", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Duo** if you want a vendor-neutral MFA layer across many apps"}, {"id": "mai-20260917-0922-baseline|c105-s1|openai-small|FIDO2 security keys", "prompt": "c105-s1", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "FIDO2 security keys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "move your admins and high-risk users to **passkeys/FIDO2 security keys**"}, {"id": "mai-20260917-0922-baseline|c105-s1|openai-small|Windows Hello for Business", "prompt": "c105-s1", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Windows Hello for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "passwordless options such as **FIDO2 security keys** and **Windows Hello for Business** when possible"}, {"id": "mai-20260917-0922-baseline|c105-s1|openai-small|Microsoft Authenticator", "prompt": "c105-s1", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "its MFA stack supports Microsoft Authenticator, security keys, certificate-based auth, and Conditional Access"}, {"id": "mai-20260917-0922-baseline|c105-s1|xai-small|Cisco Duo (Cisco Secure Access)", "prompt": "c105-s1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo (Cisco Secure Access)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco Duo (Cisco Secure Access)** – *Often ranked #1 for SMBs*"}, {"id": "mai-20260917-0922-baseline|c105-s1|xai-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c105-s1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Top if you're in the Microsoft ecosystem*"}, {"id": "mai-20260917-0922-baseline|c105-s1|xai-small|Okta Adaptive MFA", "prompt": "c105-s1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Excellent for multi-app environments*"}, {"id": "mai-20260917-0922-baseline|c105-s1|xai-small|JumpCloud", "prompt": "c105-s1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unified directory + MFA/SSO | Best with their full suite"}, {"id": "mai-20260917-0922-baseline|c105-s1|xai-small|Google Authenticator/Workspace", "prompt": "c105-s1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Google Authenticator/Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple for Google users | Limited enterprise features"}, {"id": "mai-20260917-0922-baseline|c105-s1|xai-small|Authy", "prompt": "c105-s1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Authy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "prefer authenticator apps (e.g., Microsoft/Authy)"}, {"id": "mai-20260917-0922-baseline|c105-s1|xai-small|YubiKey", "prompt": "c105-s1", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "YubiKey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "hardware keys (YubiKey/FIDO2)"}, {"id": "mai-20260917-0922-baseline|c105-s1|zai-small|Cisco Duo", "prompt": "c105-s1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Cisco Duo** or **Microsoft Entra ID** are the top choices"}, {"id": "mai-20260917-0922-baseline|c105-s1|zai-small|Microsoft Entra ID", "prompt": "c105-s1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cisco Duo** or **Microsoft Entra ID** are the top choices"}, {"id": "mai-20260917-0922-baseline|c105-s1|zai-small|Okta", "prompt": "c105-s1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for broad SaaS integrations:** Okta ($6/user/month)."}, {"id": "mai-20260917-0922-baseline|c105-s1|zai-small|Rippling", "prompt": "c105-s1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for unified HR/IT/security:** Rippling ($8/user/month)."}, {"id": "mai-20260917-0922-baseline|c105-s1|zai-small|LastPass", "prompt": "c105-s1", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "direct", "raw": "LastPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for password management + MFA:** LastPass (\\u20ac2.90\\u2013\\u20ac6.50/month)."}, {"id": "mai-20260917-0922-baseline|c105-s2|alibaba-small|Duo Security (by Cisco)", "prompt": "c105-s2", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Duo Security (by Cisco)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Choice: Duo Security (by Cisco) ... Start with **Duo Security**."}, {"id": "mai-20260917-0922-baseline|c105-s2|alibaba-small|Authy (Twilio)", "prompt": "c105-s2", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Authy (Twilio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for \"Non-Tech\" Teams: Authy (Twilio) ... Authy is the strongest option."}, {"id": "mai-20260917-0922-baseline|c105-s2|alibaba-small|Google Authenticator", "prompt": "c105-s2", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Google Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unlike Google Authenticator, Authy is **cloud-synced**."}, {"id": "mai-20260917-0922-baseline|c105-s2|alibaba-small|Microsoft Authenticator", "prompt": "c105-s2", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you pay for Microsoft 365, you likely have Azure AD (Entra ID) licenses included."}, {"id": "mai-20260917-0922-baseline|c105-s2|alibaba-small|Google Prompt", "prompt": "c105-s2", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Google Prompt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you use Google Workspace, this is built-in"}, {"id": "mai-20260917-0922-baseline|c105-s2|alibaba-small|YubiKeys", "prompt": "c105-s2", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "YubiKeys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Highest Security (Passwordless): YubiKeys ... Yubico is the industry leader."}, {"id": "mai-20260917-0922-baseline|c105-s2|anthropic-small|Microsoft Authenticator", "prompt": "c105-s2", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Authenticator** (if you use Microsoft 365) or **Authy** offer the best balance of security, ease of use, and cost"}, {"id": "mai-20260917-0922-baseline|c105-s2|anthropic-small|Authy", "prompt": "c105-s2", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Authy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Authenticator** (if you use Microsoft 365) or **Authy** offer the best balance of security, ease of use, and cost"}, {"id": "mai-20260917-0922-baseline|c105-s2|anthropic-small|Google Authenticator", "prompt": "c105-s2", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple and reliable if your business uses Google Workspace. It's free and works with most services."}, {"id": "mai-20260917-0922-baseline|c105-s2|anthropic-small|Okta", "prompt": "c105-s2", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "As you grow, you might consider moving to Okta if you need more sophisticated access management."}, {"id": "mai-20260917-0922-baseline|c105-s2|anthropic-small|Duo Security", "prompt": "c105-s2", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Duo Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for strong security with an easy user experience."}, {"id": "mai-20260917-0922-baseline|c105-s2|challenger-small|Cisco Duo", "prompt": "c105-s2", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cisco Duo** as the default choice"}, {"id": "mai-20260917-0922-baseline|c105-s2|challenger-small|JumpCloud Protect", "prompt": "c105-s2", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "JumpCloud Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want MFA bundled with SSO and device management"}, {"id": "mai-20260917-0922-baseline|c105-s2|challenger-small|OneLogin", "prompt": "c105-s2", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want policy-driven security with relatively simple administration"}, {"id": "mai-20260917-0922-baseline|c105-s2|challenger-small|Microsoft Authenticator", "prompt": "c105-s2", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your team already uses Microsoft 365 or Entra"}, {"id": "mai-20260917-0922-baseline|c105-s2|challenger-small|Clerk", "prompt": "c105-s2", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "tools like **Clerk**, **Auth0/Descope/Stytch**, or similar developer-focused identity platforms are more appropriate"}, {"id": "mai-20260917-0922-baseline|c105-s2|challenger-small|Auth0", "prompt": "c105-s2", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "tools like **Clerk**, **Auth0/Descope/Stytch**, or similar developer-focused identity platforms are more appropriate"}, {"id": "mai-20260917-0922-baseline|c105-s2|challenger-small|Descope", "prompt": "c105-s2", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "tools like **Clerk**, **Auth0/Descope/Stytch**, or similar developer-focused identity platforms are more appropriate"}, {"id": "mai-20260917-0922-baseline|c105-s2|challenger-small|Stytch", "prompt": "c105-s2", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "tools like **Clerk**, **Auth0/Descope/Stytch**, or similar developer-focused identity platforms are more appropriate"}, {"id": "mai-20260917-0922-baseline|c105-s2|deepseek-small|Microsoft Entra ID (Azure AD) MFA", "prompt": "c105-s2", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID (Azure AD) MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Microsoft Entra ID (Azure AD) MFA**"}, {"id": "mai-20260917-0922-baseline|c105-s2|deepseek-small|Cisco Duo", "prompt": "c105-s2", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're not on Microsoft at all, go with **Cisco Duo** for sheer simplicity."}, {"id": "mai-20260917-0922-baseline|c105-s2|deepseek-small|Okta", "prompt": "c105-s2", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for many app integrations, SSO + MFA"}, {"id": "mai-20260917-0922-baseline|c105-s2|deepseek-small|LastPass MFA", "prompt": "c105-s2", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "LastPass MFA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you also want a bundled password manager"}, {"id": "mai-20260917-0922-baseline|c105-s2|deepseek-small|JumpCloud", "prompt": "c105-s2", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you want cloud directory + MFA without Microsoft/Google infrastructure"}, {"id": "mai-20260917-0922-baseline|c105-s2|deepseek-small|OneLogin", "prompt": "c105-s2", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "want single sign-on too?** → **Okta** or **OneLogin**"}, {"id": "mai-20260917-0922-baseline|c105-s2|google-small|Cisco Duo Security", "prompt": "c105-s2", "model": "google-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Gold Standard: Cisco Duo Security ... Duo is widely considered the best choice for small-to-midsize businesses."}, {"id": "mai-20260917-0922-baseline|c105-s2|google-small|Microsoft Entra ID", "prompt": "c105-s2", "model": "google-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you use Microsoft 365 Business Premium ... Entra ID's MFA is already included."}, {"id": "mai-20260917-0922-baseline|c105-s2|google-small|Google Workspace 2-Step Verification", "prompt": "c105-s2", "model": "google-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Google Workspace 2-Step Verification", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google Workspace offers built-in MFA that supports Google Authenticator, push notifications, and physical security keys"}, {"id": "mai-20260917-0922-baseline|c105-s2|google-small|WorkOS", "prompt": "c105-s2", "model": "google-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for Modern B2B SaaS: WorkOS ... Use **WorkOS** for B2B-specific identity needs"}, {"id": "mai-20260917-0922-baseline|c105-s2|google-small|Auth0 (by Okta)", "prompt": "c105-s2", "model": "google-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for High Customization & Scaling: Auth0 ... or **Auth0** for a highly customizable customer login experience."}, {"id": "mai-20260917-0922-baseline|c105-s2|google-small|Datawiza", "prompt": "c105-s2", "model": "google-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Datawiza", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best \"No-Code\" for Existing Apps: Datawiza ... is a great choice"}, {"id": "mai-20260917-0922-baseline|c105-s2|meta-small|LastPass", "prompt": "c105-s2", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "LastPass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LastPass: Ideal for SMBs seeking a single, integrated solution for password management and MFA."}, {"id": "mai-20260917-0922-baseline|c105-s2|meta-small|Cisco Duo", "prompt": "c105-s2", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for organizations prioritizing ease of deployment, excellent user experience, and strong core MFA functionality (especially SMBs and mid-market)"}, {"id": "mai-20260917-0922-baseline|c105-s2|meta-small|Microsoft Entra ID", "prompt": "c105-s2", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended by Encomputers based on their experience supporting hundreds of customers"}, {"id": "mai-20260917-0922-baseline|c105-s2|minimax-small|Microsoft Entra ID", "prompt": "c105-s2", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Microsoft Entra ID** (formerly Azure AD) as your top choice"}, {"id": "mai-20260917-0922-baseline|c105-s2|minimax-small|Cisco Duo", "prompt": "c105-s2", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cisco Duo** - Great if you want something straightforward. They offer free MFA for up to 10 users"}, {"id": "mai-20260917-0922-baseline|c105-s2|minimax-small|LastPass", "prompt": "c105-s2", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "LastPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LastPass** - Good if you also need password management."}, {"id": "mai-20260917-0922-baseline|c105-s2|mistral-small|Cisco Duo", "prompt": "c105-s2", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco Duo** is often the best starting point due to its free tier, ease of use, and strong reputation in the SMB space"}, {"id": "mai-20260917-0922-baseline|c105-s2|mistral-small|LastPass", "prompt": "c105-s2", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "LastPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SMBs seeking an integrated solution for password management and MFA"}, {"id": "mai-20260917-0922-baseline|c105-s2|mistral-small|1Password", "prompt": "c105-s2", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "solid choice if you want a single platform for both password security and multi-factor authentication"}, {"id": "mai-20260917-0922-baseline|c105-s2|mistral-small|JumpCloud", "prompt": "c105-s2", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers MFA starting at $9/user/month (billed annually), suitable for small to medium-sized businesses"}, {"id": "mai-20260917-0922-baseline|c105-s2|moonshot-small|Cisco Duo", "prompt": "c105-s2", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Cisco Duo (Best Overall for Small B2B)"}, {"id": "mai-20260917-0922-baseline|c105-s2|moonshot-small|Microsoft Entra ID", "prompt": "c105-s2", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Bottom line: Start with **Cisco Duo** or **Microsoft Entra ID** if you're Microsoft-centric."}, {"id": "mai-20260917-0922-baseline|c105-s2|moonshot-small|Okta Workforce Identity", "prompt": "c105-s2", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Okta Workforce Identity (Best for Growth & Integrations)"}, {"id": "mai-20260917-0922-baseline|c105-s2|openai-small|Microsoft Entra MFA", "prompt": "c105-s2", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Microsoft Entra MFA** if you already use Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c105-s2|openai-small|Cisco Duo", "prompt": "c105-s2", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a **simple, strong standalone MFA product** ... I'd pick **Cisco Duo**"}, {"id": "mai-20260917-0922-baseline|c105-s2|openai-small|Okta", "prompt": "c105-s2", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "consider **Okta**, but it's usually more than a tiny business needs and pricing starts higher"}, {"id": "mai-20260917-0922-baseline|c105-s2|xai-small|Cisco Duo", "prompt": "c105-s2", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco Duo (now part of Cisco) is my top recommendation for a small B2B business.**"}, {"id": "mai-20260917-0922-baseline|c105-s2|xai-small|Microsoft Entra ID MFA", "prompt": "c105-s2", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Entra ID MFA** (if you use Microsoft 365/Office 365): Built-in, seamless"}, {"id": "mai-20260917-0922-baseline|c105-s2|xai-small|JumpCloud", "prompt": "c105-s2", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**JumpCloud** (for Mac-heavy or all-in-one IT): Bundles MFA with directory services"}, {"id": "mai-20260917-0922-baseline|c105-s2|xai-small|Okta", "prompt": "c105-s2", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Okta** (if scaling fast): More full IAM, but starts pricier (~$5-15/user/month)"}, {"id": "mai-20260917-0922-baseline|c105-s2|zai-small|Cisco Duo Security", "prompt": "c105-s2", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Cisco Duo Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cisco Duo Security** as your first choice"}, {"id": "mai-20260917-0922-baseline|c105-s2|zai-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c105-s2", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative 1: Microsoft Entra ID (formerly Azure AD)"}, {"id": "mai-20260917-0922-baseline|c105-s2|zai-small|Okta Workforce Identity", "prompt": "c105-s2", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative 2: Okta Workforce Identity ... Can be more expensive and complex to set up compared to Duo or Entra ID."}, {"id": "mai-20260917-0922-baseline|c105-s2|zai-small|LastPass MFA", "prompt": "c105-s2", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "paraphrase", "raw": "LastPass MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative 3: LastPass MFA ... great for very small businesses but less suited for complex B2B customer access needs"}, {"id": "mai-20260917-0922-baseline|c105-s3|alibaba-small|Microsoft Entra ID", "prompt": "c105-s3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you use Microsoft 365: Start with **Microsoft Entra ID**. It’s already there, costs little extra, and covers most needs."}, {"id": "mai-20260917-0922-baseline|c105-s3|alibaba-small|Cisco Duo", "prompt": "c105-s3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you use a mix of tools or want ease of deployment: Choose **Cisco Duo**. Its free tier for small teams makes it risk-free to try"}, {"id": "mai-20260917-0922-baseline|c105-s3|alibaba-small|Authy (by Twilio)", "prompt": "c105-s3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Authy (by Twilio)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Recent updates have shifted focus toward developer APIs, so verify current SMB offerings."}, {"id": "mai-20260917-0922-baseline|c105-s3|alibaba-small|Okta Adaptive MFA", "prompt": "c105-s3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it’s pricier and can be overkill for very small teams unless you heavily rely on diverse third-party cloud apps"}, {"id": "mai-20260917-0922-baseline|c105-s3|alibaba-small|Google Identity-Aware Proxy / Google Workspace Advanced Protection", "prompt": "c105-s3", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Google Identity-Aware Proxy / Google Workspace Advanced Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Teams primarily using Google Workspace... Best if you want maximum security rather than convenience."}, {"id": "mai-20260917-0922-baseline|c105-s3|anthropic-small|Cisco Duo", "prompt": "c105-s3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Duo targets SMB, Mid-Market, and Enterprise segments... IdP-agnostic like Cisco Duo which works with any IdP"}, {"id": "mai-20260917-0922-baseline|c105-s3|anthropic-small|Microsoft Entra ID", "prompt": "c105-s3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Entra ID suits companies deeply tied to Microsoft products"}, {"id": "mai-20260917-0922-baseline|c105-s3|anthropic-small|JumpCloud", "prompt": "c105-s3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "JumpCloud serves smaller IT teams that need a simple directory and access management solution"}, {"id": "mai-20260917-0922-baseline|c105-s3|anthropic-small|Google Workspace MFA", "prompt": "c105-s3", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Google Workspace MFA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Google Workspace MFA is listed among top MFA providers in 2026"}, {"id": "mai-20260917-0922-baseline|c105-s3|challenger-small|Cisco Duo", "prompt": "c105-s3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a small team:** **Cisco Duo**"}, {"id": "mai-20260917-0922-baseline|c105-s3|challenger-small|Microsoft Entra ID", "prompt": "c105-s3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you use Microsoft 365:** **Microsoft Entra ID**"}, {"id": "mai-20260917-0922-baseline|c105-s3|challenger-small|JumpCloud Protect", "prompt": "c105-s3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "JumpCloud Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best all-in-one SMB platform:** **JumpCloud Protect**"}, {"id": "mai-20260917-0922-baseline|c105-s3|challenger-small|Google Authenticator", "prompt": "c105-s3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best lightweight/free option:** **Google Authenticator**"}, {"id": "mai-20260917-0922-baseline|c105-s3|challenger-small|1Password", "prompt": "c105-s3", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if you want passwords + MFA together:** **1Password**"}, {"id": "mai-20260917-0922-baseline|c105-s3|deepseek-small|Cisco Duo", "prompt": "c105-s3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for small teams** — widely considered the top MFA choice for SMBs."}, {"id": "mai-20260917-0922-baseline|c105-s3|deepseek-small|Microsoft Entra ID (Azure AD) + Microsoft Authenticator", "prompt": "c105-s3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID (Azure AD) + Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you're already a Microsoft 365 shop.**"}, {"id": "mai-20260917-0922-baseline|c105-s3|deepseek-small|Okta Workforce Identity", "prompt": "c105-s3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Can get pricey for small teams; some advanced capabilities (IGA, PAM) are overkill at small scale"}, {"id": "mai-20260917-0922-baseline|c105-s3|deepseek-small|Google Authenticator", "prompt": "c105-s3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Google Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Fine for individuals or tiny teams, but you lose centralized enrollment, policy enforcement, device trust, and reporting"}, {"id": "mai-20260917-0922-baseline|c105-s3|deepseek-small|Authy (Twilio)", "prompt": "c105-s3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Authy (Twilio)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Free but admin-less"}, {"id": "mai-20260917-0922-baseline|c105-s3|deepseek-small|YubiKey", "prompt": "c105-s3", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "YubiKey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "plus a hardware key (YubiKey) for your most sensitive admin accounts"}, {"id": "mai-20260917-0922-baseline|c105-s3|google-small|Cisco Duo", "prompt": "c105-s3", "model": "google-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Duo is widely considered the gold standard for independent, cloud-based MFA."}, {"id": "mai-20260917-0922-baseline|c105-s3|google-small|Google Workspace MFA / Google Authenticator", "prompt": "c105-s3", "model": "google-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Google Workspace MFA / Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Google-Centric Teams ... you already have a top-tier, highly secure MFA solution built directly into your ecosystem."}, {"id": "mai-20260917-0922-baseline|c105-s3|google-small|Microsoft Entra ID MFA", "prompt": "c105-s3", "model": "google-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft 365 Teams ... Microsoft's native MFA is your path of least resistance."}, {"id": "mai-20260917-0922-baseline|c105-s3|google-small|1Password", "prompt": "c105-s3", "model": "google-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deploy **1Password** or **Bitwarden** for the team."}, {"id": "mai-20260917-0922-baseline|c105-s3|google-small|Bitwarden", "prompt": "c105-s3", "model": "google-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "absolute lifesavers for small teams because they solve a unique MFA headache: **shared logins**"}, {"id": "mai-20260917-0922-baseline|c105-s3|google-small|Yubico YubiKey", "prompt": "c105-s3", "model": "google-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Yubico YubiKey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for High-Security / Phishing-Resistant MFA ... absolute gold standard for security."}, {"id": "mai-20260917-0922-baseline|c105-s3|meta-small|Cisco Duo", "prompt": "c105-s3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Duo: A straightforward MFA that's easy to deploy and ideal for small to medium-sized organizations looking for a simple MFA solution."}, {"id": "mai-20260917-0922-baseline|c105-s3|meta-small|Microsoft Entra ID", "prompt": "c105-s3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A comprehensive identity management solution that includes MFA, suitable for small businesses."}, {"id": "mai-20260917-0922-baseline|c105-s3|meta-small|JumpCloud Protect", "prompt": "c105-s3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "JumpCloud Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A unified MFA, SSO, and device management solution best for SMBs and mid-market organizations."}, {"id": "mai-20260917-0922-baseline|c105-s3|meta-small|LastPass Authenticator", "prompt": "c105-s3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "LastPass Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A simple, cost-effective MFA solution ideal for small businesses."}, {"id": "mai-20260917-0922-baseline|c105-s3|meta-small|Okta", "prompt": "c105-s3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Okta and Ping Identity are more comprehensive identity management solutions better suited for large organizations"}, {"id": "mai-20260917-0922-baseline|c105-s3|meta-small|Ping Identity", "prompt": "c105-s3", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Okta and Ping Identity are more comprehensive identity management solutions better suited for large organizations"}, {"id": "mai-20260917-0922-baseline|c105-s3|minimax-small|Cisco Duo", "prompt": "c105-s3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strong balance of features and simplicity, ideal for SMBs ... **Google Authenticator** or **Cisco Duo's free tier** are best"}, {"id": "mai-20260917-0922-baseline|c105-s3|minimax-small|Google Authenticator", "prompt": "c105-s3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Google Authenticator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need just MFA with no cost, **Google Authenticator** or **Cisco Duo's free tier** are best."}, {"id": "mai-20260917-0922-baseline|c105-s3|minimax-small|LastPass MFA", "prompt": "c105-s3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "LastPass MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want additional features like password management, consider **LastPass MFA**."}, {"id": "mai-20260917-0922-baseline|c105-s3|minimax-small|JumpCloud", "prompt": "c105-s3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For growing teams needing full identity management, **JumpCloud** or **Onelogin** offer more scalability."}, {"id": "mai-20260917-0922-baseline|c105-s3|minimax-small|Onelogin Workforce Identity", "prompt": "c105-s3", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Onelogin Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For growing teams needing full identity management, **JumpCloud** or **Onelogin** offer more scalability."}, {"id": "mai-20260917-0922-baseline|c105-s3|mistral-small|Microsoft Entra ID", "prompt": "c105-s3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you use Microsoft 365, start with Microsoft Entra ID."}, {"id": "mai-20260917-0922-baseline|c105-s3|mistral-small|Cisco Duo", "prompt": "c105-s3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a free, easy-to-use option, try Cisco Duo."}, {"id": "mai-20260917-0922-baseline|c105-s3|mistral-small|LastPass MFA", "prompt": "c105-s3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "LastPass MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a combined password/MFA solution, consider LastPass."}, {"id": "mai-20260917-0922-baseline|c105-s3|mistral-small|Okta Adaptive MFA", "prompt": "c105-s3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta Adaptive MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For advanced security and broad app support, Okta is a strong choice."}, {"id": "mai-20260917-0922-baseline|c105-s3|mistral-small|JumpCloud Protect", "prompt": "c105-s3", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "JumpCloud Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "All-in-one solution for identity and device management."}, {"id": "mai-20260917-0922-baseline|c105-s3|moonshot-small|Cisco Duo", "prompt": "c105-s3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Duo is frequently recommended as the best entry point for SMBs due to its free tier and straightforward user experience."}, {"id": "mai-20260917-0922-baseline|c105-s3|moonshot-small|Microsoft Entra ID", "prompt": "c105-s3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft Ecosystems ... Best For: Teams already using Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c105-s3|moonshot-small|JumpCloud", "prompt": "c105-s3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need MFA + laptop management + SSO in one tool | **JumpCloud**"}, {"id": "mai-20260917-0922-baseline|c105-s3|moonshot-small|Okta", "prompt": "c105-s3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "They're powerful but may be overkill (and over-budget) for very small teams."}, {"id": "mai-20260917-0922-baseline|c105-s3|moonshot-small|OneLogin", "prompt": "c105-s3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "OneLogin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pricier and more complex for small teams"}, {"id": "mai-20260917-0922-baseline|c105-s3|moonshot-small|Auth0", "prompt": "c105-s3", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may be overkill (and over-budget) for very small teams"}, {"id": "mai-20260917-0922-baseline|c105-s3|openai-small|Cisco Duo", "prompt": "c105-s3", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small team under 10 users, want simple + strong MFA:** **Duo Free**."}, {"id": "mai-20260917-0922-baseline|c105-s3|openai-small|Microsoft Entra MFA", "prompt": "c105-s3", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra MFA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Already on Microsoft 365:** **Microsoft Entra MFA**."}, {"id": "mai-20260917-0922-baseline|c105-s3|openai-small|Google Workspace 2-Step Verification", "prompt": "c105-s3", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Google Workspace 2-Step Verification", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Tradeoff:** generally more limited as a broader access-security platform than Duo or Entra."}, {"id": "mai-20260917-0922-baseline|c105-s3|xai-small|Cisco Duo", "prompt": "c105-s3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Duo wins for free starter; ... Duo for simple/cheap"}, {"id": "mai-20260917-0922-baseline|c105-s3|xai-small|Microsoft Entra ID", "prompt": "c105-s3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Entra if you have M365; ... Entra best in MS envs"}, {"id": "mai-20260917-0922-baseline|c105-s3|xai-small|Okta", "prompt": "c105-s3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Okta for apps/scale"}, {"id": "mai-20260917-0922-baseline|c105-s3|xai-small|JumpCloud Protect", "prompt": "c105-s3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "JumpCloud Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Okta/JumpCloud for growth"}, {"id": "mai-20260917-0922-baseline|c105-s3|xai-small|LastPass", "prompt": "c105-s3", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Security history concerns; advanced MFA/SSO as add-ons/upsells; weaker standalone IAM"}, {"id": "mai-20260917-0922-baseline|c105-s3|zai-small|Microsoft Entra ID", "prompt": "c105-s3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most small teams start with either Cisco Duo or Microsoft Entra ID due to their balance of security, ease of use, and reasonable pricing."}, {"id": "mai-20260917-0922-baseline|c105-s3|zai-small|Cisco Duo", "prompt": "c105-s3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best For: Most small to medium businesses ... Most small teams start with either Cisco Duo or Microsoft Entra ID"}, {"id": "mai-20260917-0922-baseline|c105-s3|zai-small|Google Authenticator", "prompt": "c105-s3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-conscious: Start with Google Authenticator (free)"}, {"id": "mai-20260917-0922-baseline|c105-s3|zai-small|Okta", "prompt": "c105-s3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Maximum security: Choose Cisco Duo or Okta"}, {"id": "mai-20260917-0922-baseline|c105-s3|zai-small|Auth0", "prompt": "c105-s3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Developer-focused: Consider Auth0"}, {"id": "mai-20260917-0922-baseline|c105-s3|zai-small|JumpCloud Protect", "prompt": "c105-s3", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "comparative", "raw": "JumpCloud Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "All-in-one: Look at JumpCloud Protect"}, {"id": "mai-20260917-0922-baseline|c105-s4|alibaba-small|Cisco Duo", "prompt": "c105-s4", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best MFA (Multi-Factor Authentication) solution is generally considered to be **Cisco Duo**"}, {"id": "mai-20260917-0922-baseline|c105-s4|alibaba-small|Microsoft Entra ID", "prompt": "c105-s4", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company uses Office 365, **MFA is often included for free** in most commercial licenses."}, {"id": "mai-20260917-0922-baseline|c105-s4|alibaba-small|Google Workspace", "prompt": "c105-s4", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "robust 2-step verification is built directly into the admin console at no extra cost"}, {"id": "mai-20260917-0922-baseline|c105-s4|alibaba-small|Google Authenticator", "prompt": "c105-s4", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**No Central Management.** ... This becomes unmanageable quickly as the company grows."}, {"id": "mai-20260917-0922-baseline|c105-s4|alibaba-small|Authy", "prompt": "c105-s4", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**No Central Management.** ... This becomes unmanageable quickly as the company grows."}, {"id": "mai-20260917-0922-baseline|c105-s4|alibaba-small|Microsoft Authenticator", "prompt": "c105-s4", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**No Central Management.** ... This becomes unmanageable quickly as the company grows."}, {"id": "mai-20260917-0922-baseline|c105-s4|anthropic-small|Google Authenticator", "prompt": "c105-s4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Authenticator Apps - These are completely free and highly effective: Google Authenticator"}, {"id": "mai-20260917-0922-baseline|c105-s4|anthropic-small|Microsoft Authenticator", "prompt": "c105-s4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "completely free and highly effective: ... Microsoft Authenticator"}, {"id": "mai-20260917-0922-baseline|c105-s4|anthropic-small|Authy", "prompt": "c105-s4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "These work with most platforms and require no subscription"}, {"id": "mai-20260917-0922-baseline|c105-s4|anthropic-small|Google Workspace", "prompt": "c105-s4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Most cloud providers (Google Workspace, Microsoft 365, etc.) offer MFA via SMS or email at no extra cost"}, {"id": "mai-20260917-0922-baseline|c105-s4|anthropic-small|Microsoft 365", "prompt": "c105-s4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "combining free authenticator apps with your existing platform's native MFA features (like Office 365's built-in MFA)"}, {"id": "mai-20260917-0922-baseline|c105-s4|anthropic-small|Windows Hello", "prompt": "c105-s4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Windows Hello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Windows Hello / Biometric Authentication - Free if you're already using Windows"}, {"id": "mai-20260917-0922-baseline|c105-s4|anthropic-small|Okta", "prompt": "c105-s4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Okta** - Offers affordable plans starting small"}, {"id": "mai-20260917-0922-baseline|c105-s4|anthropic-small|Auth0", "prompt": "c105-s4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Auth0** - Good pricing for small companies"}, {"id": "mai-20260917-0922-baseline|c105-s4|anthropic-small|Microsoft Entra ID", "prompt": "c105-s4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Microsoft Entra ID (formerly Azure AD) - Included with Microsoft 365 subscriptions"}, {"id": "mai-20260917-0922-baseline|c105-s4|anthropic-small|JumpCloud", "prompt": "c105-s4", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**JumpCloud** - Often competitively priced for small teams"}, {"id": "mai-20260917-0922-baseline|c105-s4|challenger-small|Cisco Duo", "prompt": "c105-s4", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best practical choice is usually **Cisco Duo** if you want a real business MFA platform"}, {"id": "mai-20260917-0922-baseline|c105-s4|challenger-small|Google Authenticator", "prompt": "c105-s4", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for **near-zero budget** if you already have another system that supports it"}, {"id": "mai-20260917-0922-baseline|c105-s4|challenger-small|Microsoft Entra ID", "prompt": "c105-s4", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong option if you already pay for Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c105-s4|challenger-small|JumpCloud Protect", "prompt": "c105-s4", "model": "challenger-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "JumpCloud Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you want to bundle MFA with device and identity management in one platform"}, {"id": "mai-20260917-0922-baseline|c105-s4|deepseek-small|Cisco Duo Free", "prompt": "c105-s4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco Duo Free** (Best overall for small teams)"}, {"id": "mai-20260917-0922-baseline|c105-s4|deepseek-small|Microsoft Entra ID (Azure AD)", "prompt": "c105-s4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you're on Microsoft 365 (very common):** just enable **Microsoft Entra MFA** — it costs nothing extra."}, {"id": "mai-20260917-0922-baseline|c105-s4|deepseek-small|Google Authenticator", "prompt": "c105-s4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want zero new tools:** turn on **Google Authenticator** on whatever platforms you use."}, {"id": "mai-20260917-0922-baseline|c105-s4|deepseek-small|Authy", "prompt": "c105-s4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google Authenticator** and **Authy** are free and work with virtually any service that supports standards-based MFA"}, {"id": "mai-20260917-0922-baseline|c105-s4|deepseek-small|ManageEngine ADSelfService Plus", "prompt": "c105-s4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "ManageEngine ADSelfService Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "free for 50 domain users"}, {"id": "mai-20260917-0922-baseline|c105-s4|deepseek-small|OpenOTP/RCDevs", "prompt": "c105-s4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "OpenOTP/RCDevs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "free for 25 users (no support)"}, {"id": "mai-20260917-0922-baseline|c105-s4|deepseek-small|Auth0", "prompt": "c105-s4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "free up to ~7,500 users (mainly for customer-facing apps)"}, {"id": "mai-20260917-0922-baseline|c105-s4|deepseek-small|YubiKeys", "prompt": "c105-s4", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "YubiKeys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Use authenticator apps** instead of hardware tokens (YubiKeys, etc.) — they eliminate hardware, shipping, and replacement costs."}, {"id": "mai-20260917-0922-baseline|c105-s4|google-small|Microsoft Entra ID Security Defaults", "prompt": "c105-s4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID Security Defaults", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "You can enable **Microsoft Entra ID Security Defaults** (included in all plans, even the cheapest Business Basic)... for **$0 additional monthly spend**."}, {"id": "mai-20260917-0922-baseline|c105-s4|google-small|Google Authenticator", "prompt": "c105-s4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you use Google Workspace: You can enforce 2-Step Verification using **Google Authenticator** or Google Prompt"}, {"id": "mai-20260917-0922-baseline|c105-s4|google-small|Cisco Duo", "prompt": "c105-s4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Cisco Duo** is widely considered the gold standard for usability and ease of deployment... If you are under 10 users: Sign up for **Cisco Duo's Free tier**."}, {"id": "mai-20260917-0922-baseline|c105-s4|google-small|Bitwarden", "prompt": "c105-s4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you also need to fix password security: Go with **Bitwarden Teams** to handle passwords and MFA generation in one affordable tool."}, {"id": "mai-20260917-0922-baseline|c105-s4|google-small|Authentik", "prompt": "c105-s4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authentik", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "host your own free open-source MFA system like Authentik or Authelia. **Avoid this unless you have no other choice.**"}, {"id": "mai-20260917-0922-baseline|c105-s4|google-small|Keycloak", "prompt": "c105-s4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "A Warning About \"Free\" Open-Source MFA (Authentik, Keycloak, etc.)"}, {"id": "mai-20260917-0922-baseline|c105-s4|google-small|Authelia", "prompt": "c105-s4", "model": "google-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authelia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "host your own free open-source MFA system like Authentik or Authelia. **Avoid this unless you have no other choice.**"}, {"id": "mai-20260917-0922-baseline|c105-s4|meta-small|Thinfinity Workspace", "prompt": "c105-s4", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Thinfinity Workspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Thinfinity Workspace: A complete, cost-effective MFA solution that removes financial and technical barriers to enterprise-grade security."}, {"id": "mai-20260917-0922-baseline|c105-s4|meta-small|Cisco Duo", "prompt": "c105-s4", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "provides free MFA for up to 10 users, making it a great choice for budget-conscious small businesses"}, {"id": "mai-20260917-0922-baseline|c105-s4|meta-small|Google Authenticator", "prompt": "c105-s4", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A free TOTP app that is a solid budget start for most people."}, {"id": "mai-20260917-0922-baseline|c105-s4|meta-small|Authy", "prompt": "c105-s4", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another free TOTP app that is a good alternative to Google Authenticator."}, {"id": "mai-20260917-0922-baseline|c105-s4|minimax-small|Microsoft Authenticator", "prompt": "c105-s4", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a tight budget, start with **Microsoft Authenticator** or **Google Authenticator** (both free)."}, {"id": "mai-20260917-0922-baseline|c105-s4|minimax-small|Google Authenticator", "prompt": "c105-s4", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Microsoft Authenticator** or **Google Authenticator** (both free)"}, {"id": "mai-20260917-0922-baseline|c105-s4|minimax-small|Authy", "prompt": "c105-s4", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Authy** (Freemium) - Free for personal use; paid plans start at $1.50/user/month for teams"}, {"id": "mai-20260917-0922-baseline|c105-s4|minimax-small|Duo Security (Cisco Duo)", "prompt": "c105-s4", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Duo Security (Cisco Duo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Duo Free** or **Okta Free** are excellent choices that provide more admin control"}, {"id": "mai-20260917-0922-baseline|c105-s4|minimax-small|Okta", "prompt": "c105-s4", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Duo Free** or **Okta Free** are excellent choices that provide more admin control"}, {"id": "mai-20260917-0922-baseline|c105-s4|mistral-small|Google Authenticator", "prompt": "c105-s4", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with a free authenticator app (Google Authenticator or Microsoft Authenticator) is the best way to implement MFA on a tight budget"}, {"id": "mai-20260917-0922-baseline|c105-s4|mistral-small|Cisco Duo", "prompt": "c105-s4", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cisco Duo\\u2019s free tier is an excellent alternative"}, {"id": "mai-20260917-0922-baseline|c105-s4|mistral-small|Microsoft Authenticator", "prompt": "c105-s4", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with a free authenticator app (Google Authenticator or Microsoft Authenticator) is the best way to implement MFA on a tight budget"}, {"id": "mai-20260917-0922-baseline|c105-s4|mistral-small|Authy", "prompt": "c105-s4", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Authenticator apps** (like Google Authenticator, Authy, or Microsoft Authenticator) are the most budget-friendly"}, {"id": "mai-20260917-0922-baseline|c105-s4|moonshot-small|Microsoft Entra ID Free", "prompt": "c105-s4", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bottom line:** If you have Microsoft 365, use **Microsoft Entra ID Free**."}, {"id": "mai-20260917-0922-baseline|c105-s4|moonshot-small|Cisco Duo Free", "prompt": "c105-s4", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If not, start with **Cisco Duo Free** (up to 10 users) and scale to their paid plan as you grow."}, {"id": "mai-20260917-0922-baseline|c105-s4|moonshot-small|Google Authenticator", "prompt": "c105-s4", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for bare-bones, zero-budget needs... **Limitation:** No centralized admin console"}, {"id": "mai-20260917-0922-baseline|c105-s4|moonshot-small|YubiKeys", "prompt": "c105-s4", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "YubiKeys", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid hardware tokens** (like YubiKeys) initially—they add per-device costs and shipping overhead."}, {"id": "mai-20260917-0922-baseline|c105-s4|openai-small|Microsoft Entra security defaults + Microsoft Authenticator", "prompt": "c105-s4", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra security defaults + Microsoft Authenticator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best MFA option is usually: **1) Microsoft Entra security defaults + Microsoft Authenticator**"}, {"id": "mai-20260917-0922-baseline|c105-s4|openai-small|Cisco Duo Free/Entry tiers", "prompt": "c105-s4", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo Free/Entry tiers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a more vendor-neutral MFA layer... consider **Duo**"}, {"id": "mai-20260917-0922-baseline|c105-s4|xai-small|Cisco Duo", "prompt": "c105-s4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Duo (now Cisco Secure Access by Duo) stands out as the best MFA solution for a small company on a tight budget."}, {"id": "mai-20260917-0922-baseline|c105-s4|xai-small|Google Authenticator", "prompt": "c105-s4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free alternatives if Duo doesn't fit"}, {"id": "mai-20260917-0922-baseline|c105-s4|xai-small|Microsoft Authenticator", "prompt": "c105-s4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use Microsoft if you're on Microsoft 365 (native integration via Entra ID P1, often bundled free/basic)"}, {"id": "mai-20260917-0922-baseline|c105-s4|xai-small|Authy", "prompt": "c105-s4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Authy**: Best for backups/multi-device sync, reducing \"lost phone\" risks."}, {"id": "mai-20260917-0922-baseline|c105-s4|xai-small|privacyIDEA", "prompt": "c105-s4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "privacyIDEA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**privacyIDEA**: Flexible for SMBs, supports TOTP/push/hardware tokens."}, {"id": "mai-20260917-0922-baseline|c105-s4|xai-small|Authelia", "prompt": "c105-s4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Authelia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Authelia/Keycloak**: Lightweight identity servers with MFA."}, {"id": "mai-20260917-0922-baseline|c105-s4|xai-small|Keycloak", "prompt": "c105-s4", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Authelia/Keycloak**: Lightweight identity servers with MFA."}, {"id": "mai-20260917-0922-baseline|c105-s4|zai-small|Cisco Duo", "prompt": "c105-s4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most small companies on a tight budget:** **Cisco Duo Free** is the best starting point."}, {"id": "mai-20260917-0922-baseline|c105-s4|zai-small|Microsoft Entra ID", "prompt": "c105-s4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you already pay for Microsoft 365:** **Microsoft Entra ID Free** is the most cost-effective choice"}, {"id": "mai-20260917-0922-baseline|c105-s4|zai-small|Auth0", "prompt": "c105-s4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Small businesses with custom web/app authentication needs or developer teams."}, {"id": "mai-20260917-0922-baseline|c105-s4|zai-small|Okta", "prompt": "c105-s4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "No free tier for small businesses; Minimum commitment is 1,500 users for the lowest tier; Overkill for most small companies"}, {"id": "mai-20260917-0922-baseline|c105-s4|zai-small|Google Authenticator", "prompt": "c105-s4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Google Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not suitable as a standalone business solution"}, {"id": "mai-20260917-0922-baseline|c105-s4|zai-small|Microsoft Authenticator", "prompt": "c105-s4", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "budget", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Free, works with Microsoft Entra ID, but requires an MFA provider ... to manage"}, {"id": "mai-20260917-0922-baseline|c105-s5|alibaba-small|Authy", "prompt": "c105-s5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Authy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Before looking at vendors like Authy, Okta, or Duo, check your current identity provider."}, {"id": "mai-20260917-0922-baseline|c105-s5|alibaba-small|Okta", "prompt": "c105-s5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Before looking at vendors like Authy, Okta, or Duo, check your current identity provider."}, {"id": "mai-20260917-0922-baseline|c105-s5|alibaba-small|Microsoft (Entra ID/Azure AD)", "prompt": "c105-s5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft (Entra ID/Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Action:** Stop looking. Turn on MFA in the Microsoft 365 Admin Center. Set it to \"Standard\" (push notifications). This is sufficient for your size."}, {"id": "mai-20260917-0922-baseline|c105-s5|alibaba-small|Google", "prompt": "c105-s5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Google", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Both Microsoft (Entra ID/Azure AD) and Google offer free, robust MFA solutions built directly into your admin panel."}, {"id": "mai-20260917-0922-baseline|c105-s5|alibaba-small|YubiKeys", "prompt": "c105-s5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "YubiKeys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "does the vendor support physical dongles (like YubiKeys)?"}, {"id": "mai-20260917-0922-baseline|c105-s5|alibaba-small|ZScaler", "prompt": "c105-s5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "ZScaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Top Tier Candidates:** ZScaler (often bundled with other internet security)"}, {"id": "mai-20260917-0922-baseline|c105-s5|alibaba-small|SentinelOne", "prompt": "c105-s5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SentinelOne (bundled)"}, {"id": "mai-20260917-0922-baseline|c105-s5|alibaba-small|Auth0", "prompt": "c105-s5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Auth0/Clerk (for developer-heavy shops)"}, {"id": "mai-20260917-0922-baseline|c105-s5|alibaba-small|Clerk", "prompt": "c105-s5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Auth0/Clerk (for developer-heavy shops)"}, {"id": "mai-20260917-0922-baseline|c105-s5|alibaba-small|Cisco Duo", "prompt": "c105-s5", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Cisco Duo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Cisco Duo (though getting harder to acquire now)"}, {"id": "mai-20260917-0922-baseline|c105-s5|anthropic-small|Okta", "prompt": "c105-s5", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Okta** (comprehensive identity platform)"}, {"id": "mai-20260917-0922-baseline|c105-s5|anthropic-small|Microsoft Authenticator/Azure MFA", "prompt": "c105-s5", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Authenticator/Azure MFA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Microsoft Authenticator/Azure MFA** (if you're Microsoft-heavy)"}, {"id": "mai-20260917-0922-baseline|c105-s5|anthropic-small|Duo Security", "prompt": "c105-s5", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Duo Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Duo Security** (focused MFA, easy integration)"}, {"id": "mai-20260917-0922-baseline|c105-s5|anthropic-small|Authy", "prompt": "c105-s5", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Authy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Authy** (user-friendly, affordable)"}, {"id": "mai-20260917-0922-baseline|c105-s5|anthropic-small|Yubico", "prompt": "c105-s5", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Yubico", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Hardware security keys** (FIDO2 providers like Yubico)"}, {"id": "mai-20260917-0922-baseline|c105-s5|deepseek-small|YubiKey", "prompt": "c105-s5", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "YubiKey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Hardware security keys (YubiKey) and passkeys are the gold standard... As a phishing-resistant factor or for admins/privileged users"}, {"id": "mai-20260917-0922-baseline|c105-s5|deepseek-small|Microsoft Entra ID", "prompt": "c105-s5", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you use Microsoft 365 already, **Microsoft Entra ID** (with Authenticator) is often the lowest-friction, lowest-cost option."}, {"id": "mai-20260917-0922-baseline|c105-s5|deepseek-small|Cisco Duo", "prompt": "c105-s5", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Cisco Duo is a strong alternative if you have a mixed/legacy environment... excellent SMB fit"}, {"id": "mai-20260917-0922-baseline|c105-s5|deepseek-small|Rippling", "prompt": "c105-s5", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want MFA unified with HR/IT & employee lifecycle"}, {"id": "mai-20260917-0922-baseline|c105-s5|deepseek-small|Okta", "prompt": "c105-s5", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a broader identity platform to grow into"}, {"id": "mai-20260917-0922-baseline|c105-s5|deepseek-small|OneLogin", "prompt": "c105-s5", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Okta / OneLogin | If you want a broader identity platform to grow into"}, {"id": "mai-20260917-0922-baseline|c105-s5|google-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c105-s5", "model": "google-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your business lives entirely inside Microsoft or Google, use their built-in MFA first. It is already paid for, highly secure, and integrated."}, {"id": "mai-20260917-0922-baseline|c105-s5|google-small|Google Workspace", "prompt": "c105-s5", "model": "google-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Google Workspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you use Google, you can enforce **2-Step Verification (2SV)** using the Google Authenticator app, Google prompts (push notifications), or hardware keys."}, {"id": "mai-20260917-0922-baseline|c105-s5|google-small|YubiKeys", "prompt": "c105-s5", "model": "google-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "YubiKeys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Hardware Security Keys** (like YubiKeys) for high-risk users"}, {"id": "mai-20260917-0922-baseline|c105-s5|google-small|Duo Security (by Cisco)", "prompt": "c105-s5", "model": "google-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Duo Security (by Cisco)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Duo is widely considered the gold standard for ease of use... perfect for a 30-person team."}, {"id": "mai-20260917-0922-baseline|c105-s5|google-small|JumpCloud", "prompt": "c105-s5", "model": "google-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "JumpCloud is an \"all-in-one\" Cloud Directory. It provides Mobile MFA, Single Sign-On (SSO), and device management."}, {"id": "mai-20260917-0922-baseline|c105-s5|google-small|Okta", "prompt": "c105-s5", "model": "google-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It can be complex to configure and is often \"overkill\" for a 30-person company"}, {"id": "mai-20260917-0922-baseline|c105-s5|meta-small|Cisco Duo", "prompt": "c105-s5", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Cisco Duo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is highlighted as a top choice for small to medium-sized businesses."}, {"id": "mai-20260917-0922-baseline|c105-s5|meta-small|Microsoft Entra ID (formerly Azure Active Directory)", "prompt": "c105-s5", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra ID (formerly Azure Active Directory)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cisco Duo and Microsoft Entra ID are strong contenders"}, {"id": "mai-20260917-0922-baseline|c105-s5|meta-small|Okta", "prompt": "c105-s5", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suggested for multi-cloud or SaaS-heavy environments."}, {"id": "mai-20260917-0922-baseline|c105-s5|meta-small|Google Authenticator", "prompt": "c105-s5", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Google Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A simple, free MFA solution that can be used for individual MFA needs."}, {"id": "mai-20260917-0922-baseline|c105-s5|meta-small|Auth0", "prompt": "c105-s5", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers Customer IAM solutions with various authentication types and is cloud-based."}, {"id": "mai-20260917-0922-baseline|c105-s5|meta-small|PingID", "prompt": "c105-s5", "model": "meta-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "PingID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Provides workforce and customer MFA with a range of authentication methods."}, {"id": "mai-20260917-0922-baseline|c105-s5|minimax-small|Okta", "prompt": "c105-s5", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular MFA vendors for companies your size include **Okta**, **Duo Security (Cisco)**, **Microsoft Authenticator**, **Rippling**, and **JumpCloud**"}, {"id": "mai-20260917-0922-baseline|c105-s5|minimax-small|Duo Security (Cisco)", "prompt": "c105-s5", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Duo Security (Cisco)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular MFA vendors for companies your size include **Okta**, **Duo Security (Cisco)**"}, {"id": "mai-20260917-0922-baseline|c105-s5|minimax-small|Microsoft Authenticator", "prompt": "c105-s5", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Microsoft Authenticator**, **Rippling**, and **JumpCloud**\\u2014but the \"right\" one depends on your specific tech stack"}, {"id": "mai-20260917-0922-baseline|c105-s5|minimax-small|Rippling", "prompt": "c105-s5", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rippling**, and **JumpCloud**\\u2014but the \"right\" one depends on your specific tech stack and workflow."}, {"id": "mai-20260917-0922-baseline|c105-s5|minimax-small|JumpCloud", "prompt": "c105-s5", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "and **JumpCloud**\\u2014but the \"right\" one depends on your specific tech stack and workflow."}, {"id": "mai-20260917-0922-baseline|c105-s5|mistral-small|Duo Free", "prompt": "c105-s5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Duo Free", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some vendors offer free tiers for small teams (e.g., Duo Free, Microsoft Authenticator)."}, {"id": "mai-20260917-0922-baseline|c105-s5|mistral-small|Microsoft Authenticator", "prompt": "c105-s5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Microsoft Authenticator** | TOTP, push, biometrics | Microsoft 365 users"}, {"id": "mai-20260917-0922-baseline|c105-s5|mistral-small|Duo Security", "prompt": "c105-s5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Duo Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Duo Security** | Push notifications, hardware tokens | Mid-sized teams, high security"}, {"id": "mai-20260917-0922-baseline|c105-s5|mistral-small|Google Authenticator", "prompt": "c105-s5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Google Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Google Authenticator** | TOTP, simple setup | Google Workspace users"}, {"id": "mai-20260917-0922-baseline|c105-s5|mistral-small|Okta Verify", "prompt": "c105-s5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Okta Verify** | Push, biometrics, adaptive MFA | Okta SSO users"}, {"id": "mai-20260917-0922-baseline|c105-s5|mistral-small|Auth0", "prompt": "c105-s5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Auth0** | Customizable, supports many factors | Developers, custom apps"}, {"id": "mai-20260917-0922-baseline|c105-s5|mistral-small|YubiKey", "prompt": "c105-s5", "model": "mistral-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "YubiKey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**YubiKey** | Hardware tokens, FIDO2 compliant | High-security needs"}, {"id": "mai-20260917-0922-baseline|c105-s5|moonshot-small|YubiKey", "prompt": "c105-s5", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "YubiKey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**High-risk accounts** (admins, executives, finance): Hardware keys (YubiKey) or passkeys"}, {"id": "mai-20260917-0922-baseline|c105-s5|moonshot-small|Microsoft/Google Authenticator", "prompt": "c105-s5", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft/Google Authenticator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Standard users**: Authenticator apps (Microsoft/Google Authenticator, Authy)"}, {"id": "mai-20260917-0922-baseline|c105-s5|moonshot-small|Authy", "prompt": "c105-s5", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Authy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Authenticator apps (Microsoft/Google Authenticator, Authy)"}, {"id": "mai-20260917-0922-baseline|c105-s5|moonshot-small|Microsoft Entra ID (Azure AD)", "prompt": "c105-s5", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Microsoft Entra ID (Azure AD)** | M365 shops | Built-in, cost-effective |"}, {"id": "mai-20260917-0922-baseline|c105-s5|moonshot-small|Duo Security", "prompt": "c105-s5", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Duo Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Duo Security** | Easy deployment | Good SMB features |"}, {"id": "mai-20260917-0922-baseline|c105-s5|moonshot-small|Okta", "prompt": "c105-s5", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Okta** | Multiple apps | Strong integrations |"}, {"id": "mai-20260917-0922-baseline|c105-s5|moonshot-small|Google Workspace MFA", "prompt": "c105-s5", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Google Workspace MFA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Google Workspace MFA** | Google shops | Free with Workspace |"}, {"id": "mai-20260917-0922-baseline|c105-s5|openai-small|Microsoft Entra ID", "prompt": "c105-s5", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra ID** if you're on Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c105-s5|openai-small|Google Workspace MFA", "prompt": "c105-s5", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Google Workspace MFA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Google Workspace MFA** if you're on Google"}, {"id": "mai-20260917-0922-baseline|c105-s5|openai-small|Okta", "prompt": "c105-s5", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Okta** if you already use it for SSO"}, {"id": "mai-20260917-0922-baseline|c105-s5|xai-small|YubiKey", "prompt": "c105-s5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "YubiKey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "hardware keys (e.g., YubiKey) over SMS, which is vulnerable"}, {"id": "mai-20260917-0922-baseline|c105-s5|xai-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c105-s5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep MS integration, adaptive MFA, passwordless | Less ideal if not in MS ecosystem"}, {"id": "mai-20260917-0922-baseline|c105-s5|xai-small|Cisco Duo", "prompt": "c105-s5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Easy deploy, all apps | $3–$7 | Phishing-resistant, device health checks, great UX"}, {"id": "mai-20260917-0922-baseline|c105-s5|xai-small|Okta", "prompt": "c105-s5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SSO + MFA bundle | Adaptive auth, broad integrations, scalable | Steeper learning for admins"}, {"id": "mai-20260917-0922-baseline|c105-s5|xai-small|Google Authenticator/Workspace", "prompt": "c105-s5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Google Authenticator/Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Google-centric | Free–$6 | Simple, built-in | Limited advanced features"}, {"id": "mai-20260917-0922-baseline|c105-s5|xai-small|Rippling", "prompt": "c105-s5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Broader HR focus may be overkill"}, {"id": "mai-20260917-0922-baseline|c105-s5|xai-small|Yubico (hardware + software)", "prompt": "c105-s5", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "scale", "raw": "Yubico (hardware + software)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "High-security hybrid | Ultimate phishing resistance | Hardware cost adds up"}, {"id": "mai-20260917-0922-baseline|c105-s6|alibaba-small|Google Authenticator", "prompt": "c105-s6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be Cautious With: Standard Authenticator Apps (TOTP) for Admins Using apps like Google Authenticator or Microsoft Authenticator (in standard mode)"}, {"id": "mai-20260917-0922-baseline|c105-s6|alibaba-small|Microsoft Authenticator", "prompt": "c105-s6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While better than SMS, TOTP is **phishable**"}, {"id": "mai-20260917-0922-baseline|c105-s6|alibaba-small|YubiKeys", "prompt": "c105-s6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "YubiKeys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FIDO2 Security Keys:** Dedicated USB hardware keys (like YubiKeys)."}, {"id": "mai-20260917-0922-baseline|c105-s6|alibaba-small|Microsoft Entra ID (Azure AD)", "prompt": "c105-s6", "model": "alibaba-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Most small businesses use Microsoft 365. Ensure you are utilizing **Microsoft Entra ID (Azure AD)**."}, {"id": "mai-20260917-0922-baseline|c105-s6|anthropic-small|Windows Hello for Business", "prompt": "c105-s6", "model": "anthropic-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Windows Hello for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The only reliable defenses are phishing-resistant authentication methods (passkeys, FIDO2 hardware keys, or Windows Hello for Business)"}, {"id": "mai-20260917-0922-baseline|c105-s6|deepseek-small|Microsoft Authenticator", "prompt": "c105-s6", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you must use push, **enable number matching** (Microsoft has made it a default in Authenticator)"}, {"id": "mai-20260917-0922-baseline|c105-s6|deepseek-small|YubiKey", "prompt": "c105-s6", "model": "deepseek-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "YubiKey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Passkeys / phishing-resistant FIDO2 hardware keys (e.g., YubiKey)** — the CISA/NIST-recommended standard for admins, executives"}, {"id": "mai-20260917-0922-baseline|c105-s6|google-small|Ping Identity", "prompt": "c105-s6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "What to avoid: Complex Identity and Access Management (IAM) platforms ... highly complex multi-tier platforms like Ping Identity"}, {"id": "mai-20260917-0922-baseline|c105-s6|google-small|Active Directory Federation Services", "prompt": "c105-s6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Active Directory Federation Services", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "or complex Active Directory Federation Services setups"}, {"id": "mai-20260917-0922-baseline|c105-s6|google-small|RSA SecurID", "prompt": "c105-s6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "RSA SecurID", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to avoid: Proprietary, legacy physical hardware tokens (like traditional RSA SecurID key fobs that rotate numbers)"}, {"id": "mai-20260917-0922-baseline|c105-s6|google-small|YubiKeys", "prompt": "c105-s6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "YubiKeys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "use modern FIDO2/WebAuthn open-standard security keys (like YubiKeys)"}, {"id": "mai-20260917-0922-baseline|c105-s6|google-small|Microsoft 365", "prompt": "c105-s6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Microsoft 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Use what you already have: Turn on the built-in MFA features in Microsoft 365 or Google Workspace."}, {"id": "mai-20260917-0922-baseline|c105-s6|google-small|Google Workspace", "prompt": "c105-s6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Turn on the built-in MFA features in Microsoft 365 or Google Workspace."}, {"id": "mai-20260917-0922-baseline|c105-s6|google-small|Microsoft Authenticator", "prompt": "c105-s6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Stick to apps that support the TOTP ... standard (like Microsoft Authenticator, Google Authenticator, or Duo)"}, {"id": "mai-20260917-0922-baseline|c105-s6|google-small|Google Authenticator", "prompt": "c105-s6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "like Microsoft Authenticator, Google Authenticator, or Duo"}, {"id": "mai-20260917-0922-baseline|c105-s6|google-small|Duo", "prompt": "c105-s6", "model": "google-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "like Microsoft Authenticator, Google Authenticator, or Duo"}, {"id": "mai-20260917-0922-baseline|c105-s6|minimax-small|Microsoft Authenticator", "prompt": "c105-s6", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Authenticator Apps** (like Microsoft Authenticator, Google Authenticator)"}, {"id": "mai-20260917-0922-baseline|c105-s6|minimax-small|Google Authenticator", "prompt": "c105-s6", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Authenticator Apps** (like Microsoft Authenticator, Google Authenticator)"}, {"id": "mai-20260917-0922-baseline|c105-s6|minimax-small|YubiKey", "prompt": "c105-s6", "model": "minimax-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "YubiKey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hardware Security Keys** (like YubiKey)"}, {"id": "mai-20260917-0922-baseline|c105-s6|moonshot-small|Auth0", "prompt": "c105-s6", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be wary of vendors whose pricing scales unpredictably. For example, **Auth0** has been criticized for hard caps, restrictive limits on B2B features, and price hikes"}, {"id": "mai-20260917-0922-baseline|c105-s6|moonshot-small|Okta", "prompt": "c105-s6", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Third-party Identity Providers (like Okta, Duo, or Azure AD P1/P2) can carry \"punishing licensing fees\""}, {"id": "mai-20260917-0922-baseline|c105-s6|moonshot-small|Duo", "prompt": "c105-s6", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Duo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Third-party Identity Providers (like Okta, Duo, or Azure AD P1/P2) can carry \"punishing licensing fees\""}, {"id": "mai-20260917-0922-baseline|c105-s6|moonshot-small|Azure AD P1/P2", "prompt": "c105-s6", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Azure AD P1/P2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Third-party Identity Providers (like Okta, Duo, or Azure AD P1/P2) can carry \"punishing licensing fees\" ($3–$6/user/month)"}, {"id": "mai-20260917-0922-baseline|c105-s6|moonshot-small|Microsoft 365", "prompt": "c105-s6", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Microsoft 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Solutions built into your existing platforms (e.g., Microsoft 365, Google Workspace) often reduce cost and complexity"}, {"id": "mai-20260917-0922-baseline|c105-s6|moonshot-small|Google Workspace", "prompt": "c105-s6", "model": "moonshot-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Solutions built into your existing platforms (e.g., Microsoft 365, Google Workspace) often reduce cost and complexity"}, {"id": "mai-20260917-0922-baseline|c105-s6|openai-small|Windows Hello for Business", "prompt": "c105-s6", "model": "openai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Windows Hello for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Platform biometrics with device-bound authentication** like Windows Hello for Business or similar phishing-resistant methods"}, {"id": "mai-20260917-0922-baseline|c105-s6|xai-small|Microsoft Authenticator", "prompt": "c105-s6", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Push Notifications (e.g., simple \"Approve/Deny\" prompts from apps like Microsoft Authenticator) (Use cautiously; prefer enhanced versions)"}, {"id": "mai-20260917-0922-baseline|c105-s6|xai-small|YubiKey", "prompt": "c105-s6", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "YubiKey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Highest (Phishing-resistant) | Hardware keys (e.g., YubiKey, FIDO2), Passkeys"}, {"id": "mai-20260917-0922-baseline|c105-s6|xai-small|FIDO2", "prompt": "c105-s6", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "FIDO2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Hardware keys (e.g., YubiKey, FIDO2), Passkeys | Ideal for admins/execs"}, {"id": "mai-20260917-0922-baseline|c105-s6|xai-small|Passkeys", "prompt": "c105-s6", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Passkeys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hardware keys (e.g., YubiKey, FIDO2), Passkeys"}, {"id": "mai-20260917-0922-baseline|c105-s6|xai-small|Google/Microsoft Authenticator", "prompt": "c105-s6", "model": "xai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Google/Microsoft Authenticator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong (Recommended default) | Authenticator apps (TOTP like Google/Microsoft Authenticator)"}, {"id": "mai-20260917-0922-baseline|c105-s6|zai-small|Twilio Verify", "prompt": "c105-s6", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Twilio Verify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Solves a narrow OTP problem but lacks SSO, federation, and governance"}, {"id": "mai-20260917-0922-baseline|c105-s6|zai-small|Duo", "prompt": "c105-s6", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Duo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Reported issues: Basic customer support, slow responses, difficult configuration, MFA timeouts"}, {"id": "mai-20260917-0922-baseline|c105-s6|zai-small|Okta", "prompt": "c105-s6", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Security advisories show various vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c105-s6|zai-small|YubiKey", "prompt": "c105-s6", "model": "zai-small", "cat": "multi-factor-authentication", "variant": "negative", "raw": "YubiKey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "FIDO2 hardware keys (e.g., YubiKey) – best for admins and high-risk accounts"}, {"id": "mai-20260917-0922-baseline|c106-l1|alibaba-small|CyberArk", "prompt": "c106-l1", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Industry Standard: CyberArk ... dominant player in the Gartner Magic Quadrant. It is the go-to choice"}, {"id": "mai-20260917-0922-baseline|c106-l1|alibaba-small|HashiCorp Vault", "prompt": "c106-l1", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Modern/Cloud-Native Choice: HashiCorp Vault ... standard for \"Infrastructure as Code\" environments"}, {"id": "mai-20260917-0922-baseline|c106-l1|alibaba-small|BeyondTrust", "prompt": "c106-l1", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Endpoint & Remote Access Leader: BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-l1|alibaba-small|Microsoft Entra ID (Azure AD)", "prompt": "c106-l1", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Integrated Choice: Microsoft Entra ID (Azure AD) ... Cons: Lacks specialized features found in native PAM tools"}, {"id": "mai-20260917-0922-baseline|c106-l1|anthropic-small|CyberArk", "prompt": "c106-l1", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**CyberArk** - Often considered the market leader"}, {"id": "mai-20260917-0922-baseline|c106-l1|anthropic-small|BeyondTrust", "prompt": "c106-l1", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Known for comprehensive PAM solutions and endpoint privilege management"}, {"id": "mai-20260917-0922-baseline|c106-l1|anthropic-small|Delinea (formerly Thycotic)", "prompt": "c106-l1", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea (formerly Thycotic)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers robust secret management and access control"}, {"id": "mai-20260917-0922-baseline|c106-l1|anthropic-small|Microsoft Privileged Access Workstation (PAW)", "prompt": "c106-l1", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Microsoft Privileged Access Workstation (PAW)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A strong option if you're heavily invested in Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c106-l1|anthropic-small|Okta", "prompt": "c106-l1", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers identity governance and access management integrated with PAM capabilities"}, {"id": "mai-20260917-0922-baseline|c106-l1|challenger-small|CyberArk", "prompt": "c106-l1", "model": "challenger-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CyberArk** is the strongest default choice"}, {"id": "mai-20260917-0922-baseline|c106-l1|challenger-small|BeyondTrust", "prompt": "c106-l1", "model": "challenger-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want PAM plus endpoint privilege management and remote access in one platform"}, {"id": "mai-20260917-0922-baseline|c106-l1|challenger-small|Delinea", "prompt": "c106-l1", "model": "challenger-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want a capable PAM platform with faster time-to-value and simpler deployment"}, {"id": "mai-20260917-0922-baseline|c106-l1|challenger-small|One Identity Safeguard", "prompt": "c106-l1", "model": "challenger-small", "cat": "privileged-access-management", "variant": "direct", "raw": "One Identity Safeguard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want PAM tightly paired with governance from the same vendor"}, {"id": "mai-20260917-0922-baseline|c106-l1|challenger-small|WALLIX", "prompt": "c106-l1", "model": "challenger-small", "cat": "privileged-access-management", "variant": "direct", "raw": "WALLIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you are in Europe or run OT-heavy environments where session control is especially important"}, {"id": "mai-20260917-0922-baseline|c106-l1|deepseek-small|CyberArk", "prompt": "c106-l1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CyberArk** is the safest and strongest choice—it's the benchmark and appears on virtually every enterprise shortlist."}, {"id": "mai-20260917-0922-baseline|c106-l1|deepseek-small|BeyondTrust", "prompt": "c106-l1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best-in-class least-privilege enforcement at the endpoint and the strongest UNIX/Linux support."}, {"id": "mai-20260917-0922-baseline|c106-l1|deepseek-small|Delinea", "prompt": "c106-l1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "running a short proof-of-concept with **CyberArk** alongside **Delinea**"}, {"id": "mai-20260917-0922-baseline|c106-l1|deepseek-small|StrongDM", "prompt": "c106-l1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "StrongDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "it acquired StrongDM in 2026, strengthening its infrastructure-access capabilities"}, {"id": "mai-20260917-0922-baseline|c106-l1|deepseek-small|Saviynt", "prompt": "c106-l1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Frequently appears in enterprise evaluations, particularly for its identity governance + PAM convergence."}, {"id": "mai-20260917-0922-baseline|c106-l1|deepseek-small|Keeper Security", "prompt": "c106-l1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Keeper Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Keeper Security is a lower-cost entry point (though usually less suitable for large enterprises)"}, {"id": "mai-20260917-0922-baseline|c106-l1|google-small|Idira by Palo Alto Networks (formerly CyberArk)", "prompt": "c106-l1", "model": "google-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Idira by Palo Alto Networks (formerly CyberArk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Idira by Palo Alto Networks** is the most powerful choice."}, {"id": "mai-20260917-0922-baseline|c106-l1|google-small|BeyondTrust", "prompt": "c106-l1", "model": "google-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "prioritizes external contractor access and endpoint security:** Choose **BeyondTrust**."}, {"id": "mai-20260917-0922-baseline|c106-l1|google-small|Delinea (formerly Thycotic + Centrify)", "prompt": "c106-l1", "model": "google-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea (formerly Thycotic + Centrify)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a Leader-tier PAM but require fast deployment and a highly intuitive UI:** Choose **Delinea**."}, {"id": "mai-20260917-0922-baseline|c106-l1|google-small|KeeperPAM (by Keeper Security)", "prompt": "c106-l1", "model": "google-small", "cat": "privileged-access-management", "variant": "direct", "raw": "KeeperPAM (by Keeper Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your enterprise is cloud-native, agile... Choose **KeeperPAM**."}, {"id": "mai-20260917-0922-baseline|c106-l1|google-small|Saviynt", "prompt": "c106-l1", "model": "google-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Governance-First B2B Enterprises... Its deep system-level vaulting capabilities are slightly less mature"}, {"id": "mai-20260917-0922-baseline|c106-l1|meta-small|CyberArk", "prompt": "c106-l1", "model": "meta-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top PAM solutions include CyberArk, BeyondTrust, and others"}, {"id": "mai-20260917-0922-baseline|c106-l1|meta-small|BeyondTrust", "prompt": "c106-l1", "model": "meta-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top PAM solutions include CyberArk, BeyondTrust, and others"}, {"id": "mai-20260917-0922-baseline|c106-l1|minimax-small|CyberArk", "prompt": "c106-l1", "model": "minimax-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose CyberArk** if you need the deepest PAM capabilities and have budget for premium solutions"}, {"id": "mai-20260917-0922-baseline|c106-l1|minimax-small|BeyondTrust", "prompt": "c106-l1", "model": "minimax-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose BeyondTrust** if endpoint security and vendor remote access are priorities"}, {"id": "mai-20260917-0922-baseline|c106-l1|minimax-small|Delinea", "prompt": "c106-l1", "model": "minimax-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Delinea** if faster deployment and lower cost are key factors"}, {"id": "mai-20260917-0922-baseline|c106-l1|mistral-small|CyberArk", "prompt": "c106-l1", "model": "mistral-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large enterprise B2B companies, CyberArk is the gold standard"}, {"id": "mai-20260917-0922-baseline|c106-l1|mistral-small|BeyondTrust", "prompt": "c106-l1", "model": "mistral-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BeyondTrust and Delinea are strong alternatives depending on your priorities"}, {"id": "mai-20260917-0922-baseline|c106-l1|mistral-small|Delinea", "prompt": "c106-l1", "model": "mistral-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Delinea for a more streamlined, cloud-friendly PAM solution with faster deployment."}, {"id": "mai-20260917-0922-baseline|c106-l1|moonshot-small|CyberArk", "prompt": "c106-l1", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CyberArk remains the safest choice — it's the most defensible under audit and has the deepest capabilities"}, {"id": "mai-20260917-0922-baseline|c106-l1|moonshot-small|BeyondTrust", "prompt": "c106-l1", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong focus on endpoint privilege management + vendor remote access | **BeyondTrust**"}, {"id": "mai-20260917-0922-baseline|c106-l1|moonshot-small|Delinea", "prompt": "c106-l1", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Delinea** offers a compelling alternative"}, {"id": "mai-20260917-0922-baseline|c106-l1|moonshot-small|StrongDM", "prompt": "c106-l1", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "direct", "raw": "StrongDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider **StrongDM** or **Akeyless**"}, {"id": "mai-20260917-0922-baseline|c106-l1|moonshot-small|Akeyless", "prompt": "c106-l1", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Akeyless** — SaaS-native, secrets management + PAM"}, {"id": "mai-20260917-0922-baseline|c106-l1|moonshot-small|Keeper Security Enterprise", "prompt": "c106-l1", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Keeper Security Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Keeper Security Enterprise** — Mid-market friendly"}, {"id": "mai-20260917-0922-baseline|c106-l1|openai-small|CyberArk", "prompt": "c106-l1", "model": "openai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if you want the **safest default enterprise choice**, I'd usually start with **CyberArk**"}, {"id": "mai-20260917-0922-baseline|c106-l1|openai-small|BeyondTrust", "prompt": "c106-l1", "model": "openai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if you want a unified identity security platform that emphasizes PAM, endpoint privilege management, secure remote access"}, {"id": "mai-20260917-0922-baseline|c106-l1|openai-small|Delinea", "prompt": "c106-l1", "model": "openai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "attractive if you want a cloud-first PAM platform with strong just-in-time / zero-standing-privilege messaging"}, {"id": "mai-20260917-0922-baseline|c106-l1|xai-small|CyberArk", "prompt": "c106-l1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CyberArk edges out as the most recommended for large enterprise B2B due to its maturity and breadth"}, {"id": "mai-20260917-0922-baseline|c106-l1|xai-small|Delinea", "prompt": "c106-l1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-to-large B2B prioritizing quick value, lower TCO, and SaaS-heavy environments."}, {"id": "mai-20260917-0922-baseline|c106-l1|xai-small|BeyondTrust", "prompt": "c106-l1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for B2B with heavy remote/partner access."}, {"id": "mai-20260917-0922-baseline|c106-l1|xai-small|One Identity", "prompt": "c106-l1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "One Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Other notables:** One Identity"}, {"id": "mai-20260917-0922-baseline|c106-l1|xai-small|ManageEngine PAM360", "prompt": "c106-l1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ManageEngine PAM360 (cost-effective for mid-market)"}, {"id": "mai-20260917-0922-baseline|c106-l1|xai-small|ARCON", "prompt": "c106-l1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ARCON", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or ARCON for niche compliance"}, {"id": "mai-20260917-0922-baseline|c106-l1|zai-small|CyberArk", "prompt": "c106-l1", "model": "zai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large, regulated B2B enterprises, **CyberArk** or **One Identity Safeguard** are the leading choices"}, {"id": "mai-20260917-0922-baseline|c106-l1|zai-small|One Identity Safeguard", "prompt": "c106-l1", "model": "zai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "One Identity Safeguard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**CyberArk** or **One Identity Safeguard** are the leading choices"}, {"id": "mai-20260917-0922-baseline|c106-l1|zai-small|BeyondTrust", "prompt": "c106-l1", "model": "zai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **BeyondTrust** as the top pick when endpoint privilege management is a priority"}, {"id": "mai-20260917-0922-baseline|c106-l1|zai-small|Delinea (formerly Thycotic)", "prompt": "c106-l1", "model": "zai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea (formerly Thycotic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Delinea** is a strong contender, particularly for organizations already invested in cloud-first IAM"}, {"id": "mai-20260917-0922-baseline|c106-l1|zai-small|ManageEngine PAM360", "prompt": "c106-l1", "model": "zai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ManageEngine PAM360 can be attractive for smaller teams or on-prem deployments with limited budgets."}, {"id": "mai-20260917-0922-baseline|c106-l1|zai-small|Keeper PAM", "prompt": "c106-l1", "model": "zai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Keeper PAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Small-to-mid-size teams or distributed organizations with limited IT staff"}, {"id": "mai-20260917-0922-baseline|c106-l2|alibaba-small|CyberArk", "prompt": "c106-l2", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most frequently recommended PAM tool is **CyberArk**"}, {"id": "mai-20260917-0922-baseline|c106-l2|alibaba-small|Microsoft Entra Privileged Identity Management (PIM)", "prompt": "c106-l2", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Microsoft Entra Privileged Identity Management (PIM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Caveat:** It may lack some of the depth required for non-Microsoft endpoints"}, {"id": "mai-20260917-0922-baseline|c106-l2|alibaba-small|Delinea (formerly Thycotic)", "prompt": "c106-l2", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea (formerly Thycotic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is a solid mid-to-large-tier option."}, {"id": "mai-20260917-0922-baseline|c106-l2|anthropic-small|CyberArk", "prompt": "c106-l2", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Primary Recommendation: CyberArk"}, {"id": "mai-20260917-0922-baseline|c106-l2|anthropic-small|One Identity Safeguard", "prompt": "c106-l2", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "One Identity Safeguard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "One Identity Safeguard is a strong PAM solution for large enterprises"}, {"id": "mai-20260917-0922-baseline|c106-l2|anthropic-small|BeyondTrust", "prompt": "c106-l2", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BeyondTrust is best for mid-to-large enterprises that need both server PAM and endpoint least-privilege enforcement"}, {"id": "mai-20260917-0922-baseline|c106-l2|anthropic-small|Delinea", "prompt": "c106-l2", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Delinea is a mid-market PAM platform built around usability and speed"}, {"id": "mai-20260917-0922-baseline|c106-l2|challenger-small|CyberArk", "prompt": "c106-l2", "model": "challenger-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **CyberArk** as the default choice"}, {"id": "mai-20260917-0922-baseline|c106-l2|challenger-small|BeyondTrust", "prompt": "c106-l2", "model": "challenger-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BeyondTrust** if your main need is **endpoint privilege management** or **secure remote/vendor access**"}, {"id": "mai-20260917-0922-baseline|c106-l2|challenger-small|Saviynt", "prompt": "c106-l2", "model": "challenger-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Saviynt** if you want PAM tightly unified with **identity governance** on one platform"}, {"id": "mai-20260917-0922-baseline|c106-l2|challenger-small|JumpCloud", "prompt": "c106-l2", "model": "challenger-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**JumpCloud** if you want a simpler, easier-to-use option and your environment is less complex"}, {"id": "mai-20260917-0922-baseline|c106-l2|deepseek-small|CyberArk", "prompt": "c106-l2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B organization with thousands of employees, **CyberArk** is the strongest recommendation."}, {"id": "mai-20260917-0922-baseline|c106-l2|deepseek-small|BeyondTrust", "prompt": "c106-l2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a shortlist with BeyondTrust and Delinea is wise"}, {"id": "mai-20260917-0922-baseline|c106-l2|deepseek-small|Delinea", "prompt": "c106-l2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Capable PAM with faster time-to-value"}, {"id": "mai-20260917-0922-baseline|c106-l2|deepseek-small|One Identity Safeguard", "prompt": "c106-l2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "One Identity Safeguard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "PAM integrated with governance & session recording"}, {"id": "mai-20260917-0922-baseline|c106-l2|deepseek-small|ARCON PAM", "prompt": "c106-l2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ARCON PAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Large regulated banking/finance orgs | Sector-specialized"}, {"id": "mai-20260917-0922-baseline|c106-l2|deepseek-small|WALLIX", "prompt": "c106-l2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "WALLIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "European-regulated orgs, OT/mission-critical"}, {"id": "mai-20260917-0922-baseline|c106-l2|google-small|CyberArk", "prompt": "c106-l2", "model": "google-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Enterprise Gold Standard: CyberArk ... require absolute maximum compliance and security for a highly complex hybrid environment: Go with **CyberArk**"}, {"id": "mai-20260917-0922-baseline|c106-l2|google-small|BeyondTrust", "prompt": "c106-l2", "model": "google-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Endpoint Security & Remote Access: BeyondTrust (Pathfinder Platform)"}, {"id": "mai-20260917-0922-baseline|c106-l2|google-small|Delinea", "prompt": "c106-l2", "model": "google-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Rapid Deployment & Ease of Use: Delinea (Secret Server / Platform)"}, {"id": "mai-20260917-0922-baseline|c106-l2|google-small|Keeper Security", "prompt": "c106-l2", "model": "google-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Keeper Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Modern, Cloud-First alternative: Keeper Security (KeeperPAM)"}, {"id": "mai-20260917-0922-baseline|c106-l2|meta-small|CyberArk", "prompt": "c106-l2", "model": "meta-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CyberArk is a recommended PAM tool for a large B2B company with thousands of employees"}, {"id": "mai-20260917-0922-baseline|c106-l2|minimax-small|CyberArk", "prompt": "c106-l2", "model": "minimax-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My recommendation would be CyberArk as the primary choice due to its market leadership"}, {"id": "mai-20260917-0922-baseline|c106-l2|minimax-small|Safeguard by One Identity", "prompt": "c106-l2", "model": "minimax-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Safeguard by One Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Safeguard by One Identity"}, {"id": "mai-20260917-0922-baseline|c106-l2|minimax-small|ManageEngine PAM360", "prompt": "c106-l2", "model": "minimax-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider ManageEngine PAM360 if: You want one unified console"}, {"id": "mai-20260917-0922-baseline|c106-l2|mistral-small|CyberArk", "prompt": "c106-l2", "model": "mistral-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most widely recommended PAM tool is **CyberArk**. It is specifically highlighted as the best fit for large enterprises"}, {"id": "mai-20260917-0922-baseline|c106-l2|moonshot-small|CyberArk", "prompt": "c106-l2", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **CyberArk**"}, {"id": "mai-20260917-0922-baseline|c106-l2|moonshot-small|BeyondTrust", "prompt": "c106-l2", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **BeyondTrust**"}, {"id": "mai-20260917-0922-baseline|c106-l2|moonshot-small|Delinea", "prompt": "c106-l2", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "most comparisons suggest it lacks the depth and scale that very large enterprises with dedicated security teams need"}, {"id": "mai-20260917-0922-baseline|c106-l2|openai-small|CyberArk", "prompt": "c106-l2", "model": "openai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **CyberArk**"}, {"id": "mai-20260917-0922-baseline|c106-l2|openai-small|BeyondTrust", "prompt": "c106-l2", "model": "openai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BeyondTrust** if your priority is combining **PAM + endpoint privilege management + remote support** in one platform"}, {"id": "mai-20260917-0922-baseline|c106-l2|openai-small|Delinea", "prompt": "c106-l2", "model": "openai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Delinea** if you want a **faster rollout, simpler admin experience, and lower operational overhead**"}, {"id": "mai-20260917-0922-baseline|c106-l2|openai-small|Microsoft Entra PIM", "prompt": "c106-l2", "model": "openai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Microsoft Entra PIM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Microsoft Entra PIM** if most of your privileged access is **cloud/Microsoft-centered**"}, {"id": "mai-20260917-0922-baseline|c106-l2|xai-small|CyberArk", "prompt": "c106-l2", "model": "xai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CyberArk** is the top recommendation for a large B2B company with thousands of employees."}, {"id": "mai-20260917-0922-baseline|c106-l2|xai-small|BeyondTrust", "prompt": "c106-l2", "model": "xai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternatives like BeyondTrust suit if speed/unified tools matter more."}, {"id": "mai-20260917-0922-baseline|c106-l2|xai-small|Delinea", "prompt": "c106-l2", "model": "xai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Quicker value, cloud-first, simpler pricing | Shallower on edge cases; scores slightly lower (4.3-4.4/5)"}, {"id": "mai-20260917-0922-baseline|c106-l2|zai-small|CyberArk Privileged Access Manager (PAM)", "prompt": "c106-l2", "model": "zai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk Privileged Access Manager (PAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation for a large B2B organization with thousands of employees: CyberArk Privileged Access Manager (PAM)"}, {"id": "mai-20260917-0922-baseline|c106-l2|zai-small|Delinea (Privilege Cloud / Privilege Manager)", "prompt": "c106-l2", "model": "zai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea (Privilege Cloud / Privilege Manager)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "evaluate **Delinea** or **BeyondTrust** as strong, modern alternatives"}, {"id": "mai-20260917-0922-baseline|c106-l2|zai-small|BeyondTrust (Modern PAM + Privileged Remote Access)", "prompt": "c106-l2", "model": "zai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust (Modern PAM + Privileged Remote Access)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "evaluate **Delinea** or **BeyondTrust** as strong, modern alternatives"}, {"id": "mai-20260917-0922-baseline|c106-l3|alibaba-small|CyberArk", "prompt": "c106-l3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CyberArk is widely considered the most mature and comprehensive platform."}, {"id": "mai-20260917-0922-baseline|c106-l3|alibaba-small|BeyondTrust", "prompt": "c106-l3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BeyondTrust distinguishes itself by blending traditional PAM with powerful Endpoint Privilege Management and Remote Access tools."}, {"id": "mai-20260917-0922-baseline|c106-l3|alibaba-small|Delinea", "prompt": "c106-l3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It focuses on API-first automation and rapid deployment."}, {"id": "mai-20260917-0922-baseline|c106-l3|alibaba-small|One Identity (Safeguard)", "prompt": "c106-l3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "One Identity (Safeguard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "One Identity aims to unify governance."}, {"id": "mai-20260917-0922-baseline|c106-l3|alibaba-small|Microsoft (Entra ID Protection / PIM)", "prompt": "c106-l3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Microsoft (Entra ID Protection / PIM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Organizations that are heavily invested in Azure and Microsoft 365 environments."}, {"id": "mai-20260917-0922-baseline|c106-l3|alibaba-small|WALLIX", "prompt": "c106-l3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "WALLIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "WALLIX is a European vendor with a strong foothold in OT (Operational Technology)"}, {"id": "mai-20260917-0922-baseline|c106-l3|alibaba-small|Broadcom (Symantec PAM)", "prompt": "c106-l3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Broadcom (Symantec PAM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7.  **Broadcom (Symantec PAM)**"}, {"id": "mai-20260917-0922-baseline|c106-l3|anthropic-small|CyberArk", "prompt": "c106-l3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "remains the default choice for enterprises seeking the safety of an established brand"}, {"id": "mai-20260917-0922-baseline|c106-l3|anthropic-small|BeyondTrust", "prompt": "c106-l3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BeyondTrust is strong on least-privilege enforcement"}, {"id": "mai-20260917-0922-baseline|c106-l3|anthropic-small|Delinea", "prompt": "c106-l3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Delinea stands out for its rapid deployment, intuitive administration, and integration flexibility"}, {"id": "mai-20260917-0922-baseline|c106-l3|anthropic-small|One Identity Safeguard", "prompt": "c106-l3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "One Identity Safeguard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "provides a solid PAM solution that integrates password management, session monitoring, and secure access controls"}, {"id": "mai-20260917-0922-baseline|c106-l3|anthropic-small|Netwrix Privilege Secure", "prompt": "c106-l3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Netwrix Privilege Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for mid-market regulated organizations (100 to 5,000 employees) with Microsoft-centric hybrid infrastructure"}, {"id": "mai-20260917-0922-baseline|c106-l3|challenger-small|CyberArk", "prompt": "c106-l3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often positioned as the **enterprise benchmark** for PAM, with strong vaulting, session control, JIT access, and broad mature feature coverage."}, {"id": "mai-20260917-0922-baseline|c106-l3|challenger-small|BeyondTrust", "prompt": "c106-l3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for **converged PAM** and \"Pathfinder\"/privilege-graph style visibility across the estate."}, {"id": "mai-20260917-0922-baseline|c106-l3|challenger-small|Delinea", "prompt": "c106-l3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "attractive when you want strong PAM but place high value on **ease of use and faster adoption**"}, {"id": "mai-20260917-0922-baseline|c106-l3|challenger-small|One Identity Safeguard", "prompt": "c106-l3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "One Identity Safeguard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for **session recording**, approval workflows, and broad PAM coverage in enterprise environments."}, {"id": "mai-20260917-0922-baseline|c106-l3|challenger-small|ManageEngine PAM360", "prompt": "c106-l3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "usually the more **budget-conscious, IT-operations-friendly** option"}, {"id": "mai-20260917-0922-baseline|c106-l3|challenger-small|WALLIX", "prompt": "c106-l3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "WALLIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "frequently shortlisted for **European compliance and regulated sectors**"}, {"id": "mai-20260917-0922-baseline|c106-l3|challenger-small|Saviynt", "prompt": "c106-l3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "fits organizations that want **IGA and PAM convergence**"}, {"id": "mai-20260917-0922-baseline|c106-l3|challenger-small|Microsoft Entra PIM", "prompt": "c106-l3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Microsoft Entra PIM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "often as a complement rather than a full standalone PAM replacement"}, {"id": "mai-20260917-0922-baseline|c106-l3|deepseek-small|CyberArk", "prompt": "c106-l3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The gold standard and consistent market leader — Gartner Leader for 7 consecutive years."}, {"id": "mai-20260917-0922-baseline|c106-l3|deepseek-small|BeyondTrust", "prompt": "c106-l3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consistent Gartner Leader (6 consecutive years)."}, {"id": "mai-20260917-0922-baseline|c106-l3|deepseek-small|Delinea", "prompt": "c106-l3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Secret Server is consistently rated the most intuitive and easiest PAM product to deploy."}, {"id": "mai-20260917-0922-baseline|c106-l3|deepseek-small|One Identity Safeguard", "prompt": "c106-l3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "One Identity Safeguard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose One Identity Safeguard if you want PAM and governance/audit from one vendor."}, {"id": "mai-20260917-0922-baseline|c106-l3|deepseek-small|WALLIX", "prompt": "c106-l3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "WALLIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong for European and OT-heavy enterprises prioritizing session control and EU compliance (GDPR)."}, {"id": "mai-20260917-0922-baseline|c106-l3|deepseek-small|ARCON", "prompt": "c106-l3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ARCON", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular with large regulated banking/finance enterprises, with strong session recording and threat detection."}, {"id": "mai-20260917-0922-baseline|c106-l3|deepseek-small|HashiCorp Vault", "prompt": "c106-l3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Lead for cloud-native and DevOps secrets management rather than classic infrastructure PAM."}, {"id": "mai-20260917-0922-baseline|c106-l3|deepseek-small|Saviynt", "prompt": "c106-l3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Lead for cloud-native and DevOps secrets management rather than classic infrastructure PAM."}, {"id": "mai-20260917-0922-baseline|c106-l3|deepseek-small|KeeperPAM", "prompt": "c106-l3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "KeeperPAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Emerging cloud-native option with zero-knowledge encryption."}, {"id": "mai-20260917-0922-baseline|c106-l3|google-small|Idira by Palo Alto Networks (Formerly CyberArk)", "prompt": "c106-l3", "model": "google-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Idira by Palo Alto Networks (Formerly CyberArk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It remains the gold standard for high-security, highly regulated, giant global enterprises."}, {"id": "mai-20260917-0922-baseline|c106-l3|google-small|BeyondTrust", "prompt": "c106-l3", "model": "google-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BeyondTrust is a dominant enterprise leader particularly celebrated for its endpoint security and remote access capabilities."}, {"id": "mai-20260917-0922-baseline|c106-l3|google-small|Delinea (with StrongDM)", "prompt": "c106-l3", "model": "google-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea (with StrongDM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Delinea (via StrongDM) is structurally better suited to handle these ephemeral, non-human identities"}, {"id": "mai-20260917-0922-baseline|c106-l3|google-small|Keeper Security (KeeperPAM)", "prompt": "c106-l3", "model": "google-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Keeper Security (KeeperPAM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A rapidly ascending, cloud-native alternative to legacy PAM giants, known for its high usability and extremely fast implementation times."}, {"id": "mai-20260917-0922-baseline|c106-l3|google-small|Saviynt", "prompt": "c106-l3", "model": "google-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A market leader in **Converged Identity** that unifies Identity Governance and Administration (IGA) and PAM into one control plane."}, {"id": "mai-20260917-0922-baseline|c106-l3|meta-small|CyberArk", "prompt": "c106-l3", "model": "meta-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CyberArk is considered the market leader with the deepest privileged access controls and the broadest coverage"}, {"id": "mai-20260917-0922-baseline|c106-l3|meta-small|BeyondTrust", "prompt": "c106-l3", "model": "meta-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BeyondTrust is known for its unified PAM with endpoint privilege and remote access"}, {"id": "mai-20260917-0922-baseline|c106-l3|meta-small|Delinea", "prompt": "c106-l3", "model": "meta-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Delinea is recognized for its capable PAM with quicker time-to-value"}, {"id": "mai-20260917-0922-baseline|c106-l3|meta-small|One Identity Safeguard", "prompt": "c106-l3", "model": "meta-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "One Identity Safeguard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "One Identity Safeguard is praised for its PAM and governance from one vendor"}, {"id": "mai-20260917-0922-baseline|c106-l3|meta-small|WALLIX", "prompt": "c106-l3", "model": "meta-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "WALLIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "WALLIX is preferred by European enterprises and OT-heavy environments prioritizing session control"}, {"id": "mai-20260917-0922-baseline|c106-l3|minimax-small|CyberArk", "prompt": "c106-l3", "model": "minimax-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CyberArk is the established market leader, deployed at over 50% of Fortune 500 companies."}, {"id": "mai-20260917-0922-baseline|c106-l3|minimax-small|BeyondTrust", "prompt": "c106-l3", "model": "minimax-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose BeyondTrust if you want a single platform that combines endpoint privilege management, vaulting, and secure remote access"}, {"id": "mai-20260917-0922-baseline|c106-l3|minimax-small|Delinea", "prompt": "c106-l3", "model": "minimax-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Delinea if you prioritize rapid deployment, cloud-native architecture, ease of use"}, {"id": "mai-20260917-0922-baseline|c106-l3|minimax-small|Saviynt", "prompt": "c106-l3", "model": "minimax-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Saviynt if you want PAM tightly integrated with identity governance"}, {"id": "mai-20260917-0922-baseline|c106-l3|mistral-small|CyberArk", "prompt": "c106-l3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader with the deepest privileged access controls, broadest coverage, and strongest session isolation."}, {"id": "mai-20260917-0922-baseline|c106-l3|mistral-small|BeyondTrust", "prompt": "c106-l3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in unifying PAM with endpoint privilege and remote access."}, {"id": "mai-20260917-0922-baseline|c106-l3|mistral-small|Delinea", "prompt": "c106-l3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for quicker time-to-value and capable PAM features."}, {"id": "mai-20260917-0922-baseline|c106-l3|mistral-small|One Identity Safeguard", "prompt": "c106-l3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "One Identity Safeguard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Combines PAM with governance, providing session recording, approval workflows, and audit evidence."}, {"id": "mai-20260917-0922-baseline|c106-l3|mistral-small|WALLIX", "prompt": "c106-l3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "WALLIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focuses on session control and EU compliance, making it a good fit for European and OT-heavy enterprises."}, {"id": "mai-20260917-0922-baseline|c106-l3|mistral-small|ARCON", "prompt": "c106-l3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ARCON", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ARCON is notable for banking/finance"}, {"id": "mai-20260917-0922-baseline|c106-l3|moonshot-small|CyberArk", "prompt": "c106-l3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose CyberArk if you need the most comprehensive, audit-ready PAM"}, {"id": "mai-20260917-0922-baseline|c106-l3|moonshot-small|BeyondTrust", "prompt": "c106-l3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose BeyondTrust if endpoint privilege management and secure vendor access are your top priorities"}, {"id": "mai-20260917-0922-baseline|c106-l3|moonshot-small|Delinea", "prompt": "c106-l3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Delinea if you want robust PAM capabilities at mid-market scale"}, {"id": "mai-20260917-0922-baseline|c106-l3|moonshot-small|One Identity", "prompt": "c106-l3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "One Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Part of a broader identity governance portfolio"}, {"id": "mai-20260917-0922-baseline|c106-l3|moonshot-small|StrongDM", "prompt": "c106-l3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose StrongDM or HashiCorp Vault if you're cloud-native and developer-focused"}, {"id": "mai-20260917-0922-baseline|c106-l3|moonshot-small|HashiCorp Vault", "prompt": "c106-l3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose StrongDM or HashiCorp Vault if you're cloud-native and developer-focused"}, {"id": "mai-20260917-0922-baseline|c106-l3|moonshot-small|KeeperPAM", "prompt": "c106-l3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "KeeperPAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud-native, zero-knowledge/zero-trust architecture; agentless remote access"}, {"id": "mai-20260917-0922-baseline|c106-l3|moonshot-small|JumpServer", "prompt": "c106-l3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "JumpServer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Open-source option with free Community Edition"}, {"id": "mai-20260917-0922-baseline|c106-l3|openai-small|CyberArk", "prompt": "c106-l3", "model": "openai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CyberArk** if you want the most established, broad enterprise PAM program and expect heavy governance/compliance needs."}, {"id": "mai-20260917-0922-baseline|c106-l3|openai-small|BeyondTrust", "prompt": "c106-l3", "model": "openai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BeyondTrust** if endpoint privilege reduction and identity attack-surface management are central."}, {"id": "mai-20260917-0922-baseline|c106-l3|openai-small|Delinea", "prompt": "c106-l3", "model": "openai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Delinea** if you want a unified PAM platform with strong JIT access and flexible hybrid deployment."}, {"id": "mai-20260917-0922-baseline|c106-l3|openai-small|Microsoft Entra Privileged Identity Management (PIM)", "prompt": "c106-l3", "model": "openai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Microsoft Entra Privileged Identity Management (PIM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not a full-blown session-vaulting PAM platform ... Not designed to cover all non-Microsoft privileged systems"}, {"id": "mai-20260917-0922-baseline|c106-l3|xai-small|CyberArk Privileged Access Manager", "prompt": "c106-l3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk Privileged Access Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CyberArk for max compliance/depth (despite cost)"}, {"id": "mai-20260917-0922-baseline|c106-l3|xai-small|BeyondTrust", "prompt": "c106-l3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BeyondTrust for endpoint/remote"}, {"id": "mai-20260917-0922-baseline|c106-l3|xai-small|Delinea", "prompt": "c106-l3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Delinea for balance/speed"}, {"id": "mai-20260917-0922-baseline|c106-l3|xai-small|One Identity Safeguard", "prompt": "c106-l3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "One Identity Safeguard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "One Identity for governance"}, {"id": "mai-20260917-0922-baseline|c106-l3|xai-small|WALLIX", "prompt": "c106-l3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "WALLIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others like WALLIX, ARCON, Saviynt, and Microsoft Entra PIM appear in top lists but are less universal for core PAM."}, {"id": "mai-20260917-0922-baseline|c106-l3|xai-small|ARCON", "prompt": "c106-l3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ARCON", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "appear in top lists but are less universal for core PAM"}, {"id": "mai-20260917-0922-baseline|c106-l3|xai-small|Saviynt", "prompt": "c106-l3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "appear in top lists but are less universal for core PAM"}, {"id": "mai-20260917-0922-baseline|c106-l3|xai-small|Microsoft Entra PIM", "prompt": "c106-l3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Microsoft Entra PIM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "appear in top lists but are less universal for core PAM"}, {"id": "mai-20260917-0922-baseline|c106-l3|zai-small|CyberArk", "prompt": "c106-l3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader; deep, complex PAM for large regulated enterprises ... Most comprehensive privileged access control set in the market."}, {"id": "mai-20260917-0922-baseline|c106-l3|zai-small|BeyondTrust", "prompt": "c106-l3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader in endpoint privilege & unified remote access"}, {"id": "mai-20260917-0922-baseline|c106-l3|zai-small|Delinea", "prompt": "c106-l3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong SaaS\\u2011first alternative, strong mid\\u2011market presence"}, {"id": "mai-20260917-0922-baseline|c106-l3|zai-small|One Identity Safeguard", "prompt": "c106-l3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "One Identity Safeguard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong governance\\u2011centric PAM"}, {"id": "mai-20260917-0922-baseline|c106-l3|zai-small|WALLIX", "prompt": "c106-l3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "WALLIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**WALLIX** as a strong regional specialist"}, {"id": "mai-20260917-0922-baseline|c106-l4|alibaba-small|Keeper Security", "prompt": "c106-l4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best solution is widely considered to be **Keeper Security** (specifically Keeper Privileged Access Management)"}, {"id": "mai-20260917-0922-baseline|c106-l4|alibaba-small|CyberArk", "prompt": "c106-l4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its pricing model is notoriously difficult to predict due to modular licensing and asset-based counts"}, {"id": "mai-20260917-0922-baseline|c106-l4|alibaba-small|BeyondTrust", "prompt": "c106-l4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "when contrasted with the two market leaders, CyberArk and BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-l4|alibaba-small|StrongDM", "prompt": "c106-l4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### Runner-Up: StrongDM"}, {"id": "mai-20260917-0922-baseline|c106-l4|alibaba-small|Delinea", "prompt": "c106-l4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Delinea** often offers a good middle ground with cloud-hosting options that can stabilize infrastructure costs"}, {"id": "mai-20260917-0922-baseline|c106-l4|anthropic-small|Delinea (formerly Thycotic Cyber)", "prompt": "c106-l4", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea (formerly Thycotic Cyber)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Delinea (formerly Thycotic Cyber)** appears to be the strongest choice for predictable costs at large scale."}, {"id": "mai-20260917-0922-baseline|c106-l4|anthropic-small|Securden Unified PAM", "prompt": "c106-l4", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Securden Unified PAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For thousands of users requiring predictable TCO (total cost of ownership), **Delinea and Securden** offer the most transparent, user-based pricing models"}, {"id": "mai-20260917-0922-baseline|c106-l4|anthropic-small|StrongDM", "prompt": "c106-l4", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "budget", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "like StrongDM offer public per-user rates ... trading some compliance depth for lower cost and faster setup"}, {"id": "mai-20260917-0922-baseline|c106-l4|anthropic-small|CyberArk", "prompt": "c106-l4", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "CyberArk operates on a difficult and high pricing model, which can be a consideration for businesses."}, {"id": "mai-20260917-0922-baseline|c106-l4|challenger-small|Securden Unified PAM", "prompt": "c106-l4", "model": "challenger-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Securden Unified PAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Securden Unified PAM** if you want broad PAM coverage with a **single per-user license**"}, {"id": "mai-20260917-0922-baseline|c106-l4|challenger-small|CyberArk", "prompt": "c106-l4", "model": "challenger-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "premium, quote-based** platform ... so it is less predictable for TCO planning across thousands of users"}, {"id": "mai-20260917-0922-baseline|c106-l4|challenger-small|JumpServer", "prompt": "c106-l4", "model": "challenger-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpServer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want lower-cost enterprise-grade PAM:** **JumpServer** — open-source/community edition ... can reduce licensing cost"}, {"id": "mai-20260917-0922-baseline|c106-l4|deepseek-small|Delinea", "prompt": "c106-l4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For your specific requirement of *predictable* cost at large scale, **Delinea** is the strongest fit"}, {"id": "mai-20260917-0922-baseline|c106-l4|deepseek-small|CyberArk", "prompt": "c106-l4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "is also the **highest-TCO and most opaque option**... but not when predictability is the priority."}, {"id": "mai-20260917-0922-baseline|c106-l4|deepseek-small|KeeperPAM", "prompt": "c106-l4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "KeeperPAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "KeeperPAM is the transparent alternative worth including."}, {"id": "mai-20260917-0922-baseline|c106-l4|deepseek-small|Teleport", "prompt": "c106-l4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Teleport", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "not a broad enterprise PAM suite for traditional privileged accounts"}, {"id": "mai-20260917-0922-baseline|c106-l4|deepseek-small|ManageEngine PAM360", "prompt": "c106-l4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Budget-friendly perpetual licensing (~$800/admin/yr), but lighter on enterprise-scale enterprise features."}, {"id": "mai-20260917-0922-baseline|c106-l4|google-small|ManageEngine PAM360", "prompt": "c106-l4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall for Predictable TCO: **ManageEngine PAM360**"}, {"id": "mai-20260917-0922-baseline|c106-l4|google-small|Devolutions Server (Platinum Edition)", "prompt": "c106-l4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Devolutions Server (Platinum Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Alternative for Flat-Rate Unlimited Users: **Devolutions Server (Platinum Edition)**"}, {"id": "mai-20260917-0922-baseline|c106-l4|google-small|JumpServer (Enterprise Edition)", "prompt": "c106-l4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpServer (Enterprise Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Dynamic/Contractor-Heavy Workforces: **JumpServer (Enterprise Edition)**"}, {"id": "mai-20260917-0922-baseline|c106-l4|google-small|CyberArk", "prompt": "c106-l4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "licensing is deeply fragmented across seat-based tiers... $150,000 to over $2 million annually"}, {"id": "mai-20260917-0922-baseline|c106-l4|google-small|Keeper Security (KeeperPAM)", "prompt": "c106-l4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper Security (KeeperPAM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "this double-scaling model can quickly push you into higher, unpredictable pricing tiers"}, {"id": "mai-20260917-0922-baseline|c106-l4|meta-small|CyberArk Privileged Access Manager", "prompt": "c106-l4", "model": "meta-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk Privileged Access Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best privileged access management platform ... is CyberArk Privileged Access Manager."}, {"id": "mai-20260917-0922-baseline|c106-l4|meta-small|Safeguard by One Identity", "prompt": "c106-l4", "model": "meta-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Safeguard by One Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Safeguard by One Identity and ManageEngine PAM360."}, {"id": "mai-20260917-0922-baseline|c106-l4|meta-small|ManageEngine PAM360", "prompt": "c106-l4", "model": "meta-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Safeguard by One Identity and ManageEngine PAM360."}, {"id": "mai-20260917-0922-baseline|c106-l4|mistral-small|CyberArk", "prompt": "c106-l4", "model": "mistral-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CyberArk** is widely regarded as the best privileged access management (PAM) platform for large companies"}, {"id": "mai-20260917-0922-baseline|c106-l4|mistral-small|BeyondTrust", "prompt": "c106-l4", "model": "mistral-small", "cat": "privileged-access-management", "variant": "budget", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may have more modular or custom pricing structures that can be less predictable for very large deployments"}, {"id": "mai-20260917-0922-baseline|c106-l4|mistral-small|Delinea", "prompt": "c106-l4", "model": "mistral-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may have more modular or custom pricing structures that can be less predictable for very large deployments"}, {"id": "mai-20260917-0922-baseline|c106-l4|moonshot-small|Delinea (Secret Server)", "prompt": "c106-l4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea (Secret Server)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary recommendation**: **Delinea Secret Server Cloud**"}, {"id": "mai-20260917-0922-baseline|c106-l4|moonshot-small|StrongDM", "prompt": "c106-l4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative**: **StrongDM** if your use case is infrastructure/DevOps access"}, {"id": "mai-20260917-0922-baseline|c106-l4|moonshot-small|ManageEngine PAM360", "prompt": "c106-l4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget option**: **ManageEngine PAM360** if you can work within its feature set"}, {"id": "mai-20260917-0922-baseline|c106-l4|moonshot-small|CyberArk", "prompt": "c106-l4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to Avoid for Predictable Costs | **CyberArk** | $1,800–$12,000 per user/year; modular pricing"}, {"id": "mai-20260917-0922-baseline|c106-l4|moonshot-small|BeyondTrust", "prompt": "c106-l4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "BeyondTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Platforms to Avoid for Predictable Costs ... **BeyondTrust** | Quote-based only"}, {"id": "mai-20260917-0922-baseline|c106-l4|moonshot-small|HashiCorp Vault", "prompt": "c106-l4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**HashiCorp Vault** | Open source but enterprise features require HCP ... pricing opaque for large scale"}, {"id": "mai-20260917-0922-baseline|c106-l4|openai-small|Delinea", "prompt": "c106-l4", "model": "openai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd **shortlist Delinea first**"}, {"id": "mai-20260917-0922-baseline|c106-l4|openai-small|BeyondTrust", "prompt": "c106-l4", "model": "openai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its pricing pages push you to **request a custom quote** rather than showing an obvious predictable per-user commercial model"}, {"id": "mai-20260917-0922-baseline|c106-l4|openai-small|CyberArk", "prompt": "c106-l4", "model": "openai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Delinea vs BeyondTrust vs CyberArk**"}, {"id": "mai-20260917-0922-baseline|c106-l4|xai-small|Delinea", "prompt": "c106-l4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why Delinea Edges Out for Your Scenario"}, {"id": "mai-20260917-0922-baseline|c106-l4|xai-small|StrongDM", "prompt": "c106-l4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly predictable budgeting; G2 4.7 rating, but less \"traditional PAM\" depth for legacy/on-prem."}, {"id": "mai-20260917-0922-baseline|c106-l4|xai-small|CyberArk", "prompt": "c106-l4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Feature-rich but unpredictable TCO due to services/infra."}, {"id": "mai-20260917-0922-baseline|c106-l4|xai-small|BeyondTrust", "prompt": "c106-l4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "bundles needed for full suite\\u2014can lead to surprises at thousands of users"}, {"id": "mai-20260917-0922-baseline|c106-l4|xai-small|ManageEngine PAM360", "prompt": "c106-l4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternatives if Budget-Tight**: ManageEngine PAM360 ... for cost-capped but less premium scalability"}, {"id": "mai-20260917-0922-baseline|c106-l4|zai-small|Delinea", "prompt": "c106-l4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Delinea** provides the optimal balance of transparent pricing and enterprise capabilities"}, {"id": "mai-20260917-0922-baseline|c106-l4|zai-small|Keeper Business", "prompt": "c106-l4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** SMBs or companies with simpler access management needs"}, {"id": "mai-20260917-0922-baseline|c106-l4|zai-small|JumpCloud", "prompt": "c106-l4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Limitations:** PAM features are secondary to its main device management focus"}, {"id": "mai-20260917-0922-baseline|c106-l4|zai-small|Okta Essentials Suite", "prompt": "c106-l4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Okta Essentials Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Limitations:** PAM is a component of a larger suite, not a dedicated solution"}, {"id": "mai-20260917-0922-baseline|c106-l4|zai-small|CyberArk", "prompt": "c106-l4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why Avoid Quote-Based Solutions... making budgeting unpredictable for large deployments"}, {"id": "mai-20260917-0922-baseline|c106-l4|zai-small|BeyondTrust", "prompt": "c106-l4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "BeyondTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why Avoid Quote-Based Solutions... use custom quote-based pricing with no published list prices"}, {"id": "mai-20260917-0922-baseline|c106-l5|alibaba-small|CyberArk", "prompt": "c106-l5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The \"Gold Standard\" for enterprise but comes with a heavier implementation footprint and higher cost—verify it fits your 5k-headcount budget/timeline."}, {"id": "mai-20260917-0922-baseline|c106-l5|alibaba-small|Dashlane Thycotic", "prompt": "c106-l5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Dashlane Thycotic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Very popular for mid-market; modern SaaS-first approach; easier to deploy than legacy competitors."}, {"id": "mai-20260917-0922-baseline|c106-l5|alibaba-small|BeyondTrust", "prompt": "c106-l5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong heritage in remote desktop services; excellent hybrid-cloud support."}, {"id": "mai-20260917-0922-baseline|c106-l5|alibaba-small|Microsoft Entra PIM / Cloud App Security", "prompt": "c106-l5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Microsoft Entra PIM / Cloud App Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are 90% Microsoft shops, check if the native Microsoft stack covers your scope before buying a third-party tool."}, {"id": "mai-20260917-0922-baseline|c106-l5|deepseek-small|CyberArk", "prompt": "c106-l5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–4 vendors (the usual enterprise set — CyberArk, BeyondTrust, Delinea"}, {"id": "mai-20260917-0922-baseline|c106-l5|deepseek-small|BeyondTrust", "prompt": "c106-l5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "the usual enterprise set — CyberArk, BeyondTrust, Delinea"}, {"id": "mai-20260917-0922-baseline|c106-l5|deepseek-small|Delinea", "prompt": "c106-l5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Delinea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the usual enterprise set — CyberArk, BeyondTrust, Delinea"}, {"id": "mai-20260917-0922-baseline|c106-l5|deepseek-small|Entra PIM", "prompt": "c106-l5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Entra PIM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cloud-native options like Entra PIM/HashiCorp Vault if you're heavily cloud-first"}, {"id": "mai-20260917-0922-baseline|c106-l5|deepseek-small|HashiCorp Vault", "prompt": "c106-l5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "cloud-native options like Entra PIM/HashiCorp Vault if you're heavily cloud-first"}, {"id": "mai-20260917-0922-baseline|c106-l5|google-small|CyberArk Privilege Cloud", "prompt": "c106-l5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk Privilege Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The undisputed market heavyweight... However, it is notoriously complex to deploy, carries high operational weight, and tends to be the most expensive."}, {"id": "mai-20260917-0922-baseline|c106-l5|google-small|BeyondTrust", "prompt": "c106-l5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent if you have a massive footprint of remote desktop (RDP) needs, third-party vendor access... Highly mature and enterprise-ready."}, {"id": "mai-20260917-0922-baseline|c106-l5|google-small|Delinea", "prompt": "c106-l5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly balanced for mid-to-large enterprises... significantly less deployment complexity and lower TCO than CyberArk."}, {"id": "mai-20260917-0922-baseline|c106-l5|google-small|StrongDM", "prompt": "c106-l5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your 5,000-person company is heavily cloud-native, engineering-led... these developer-friendly, proxy-based JIT access platforms are highly popular."}, {"id": "mai-20260917-0922-baseline|c106-l5|google-small|Teleport", "prompt": "c106-l5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "these developer-friendly, proxy-based JIT access platforms are highly popular... but lack some legacy Active Directory \"password-vaulting\" features."}, {"id": "mai-20260917-0922-baseline|c106-l5|meta-small|CyberArk Privilege Cloud", "prompt": "c106-l5", "model": "meta-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk Privilege Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A category leader with broad coverage of legacy enterprise systems and FedRAMP High authorization, suitable for large organizations"}, {"id": "mai-20260917-0922-baseline|c106-l5|meta-small|BeyondTrust", "prompt": "c106-l5", "model": "meta-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a good fit for enterprises unifying privileged access, endpoint least-privilege, and secure remote access"}, {"id": "mai-20260917-0922-baseline|c106-l5|meta-small|Delinea", "prompt": "c106-l5", "model": "meta-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "pairing strong compliance with quicker time-to-value"}, {"id": "mai-20260917-0922-baseline|c106-l5|meta-small|Teleport", "prompt": "c106-l5", "model": "meta-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Replaces shared keys and bastions with short-lived certificates tied to SSO identity, with excellent Kubernetes and cloud support"}, {"id": "mai-20260917-0922-baseline|c106-l5|mistral-small|CyberArk", "prompt": "c106-l5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**CyberArk** (Enterprise leader, strong compliance features)"}, {"id": "mai-20260917-0922-baseline|c106-l5|mistral-small|Delinea (formerly Thycotic + Centrify)", "prompt": "c106-l5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Delinea (formerly Thycotic + Centrify)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Delinea (formerly Thycotic + Centrify)** (Good for mid-market/enterprise)"}, {"id": "mai-20260917-0922-baseline|c106-l5|mistral-small|BeyondTrust", "prompt": "c106-l5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**BeyondTrust** (Strong privileged remote access)"}, {"id": "mai-20260917-0922-baseline|c106-l5|mistral-small|SailPoint Privileged Access Management", "prompt": "c106-l5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "SailPoint Privileged Access Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SailPoint Privileged Access Management** (Identity-centric)"}, {"id": "mai-20260917-0922-baseline|c106-l5|mistral-small|HashiCorp Sentinel", "prompt": "c106-l5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "HashiCorp Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HashiCorp Sentinel** (Policy-as-code for privileged access)"}, {"id": "mai-20260917-0922-baseline|c106-l5|mistral-small|Microsoft Defender for Identity + PIM", "prompt": "c106-l5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Microsoft Defender for Identity + PIM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(If heavily invested in Microsoft ecosystem)"}, {"id": "mai-20260917-0922-baseline|c106-l5|moonshot-small|Delinea", "prompt": "c106-l5", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Delinea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some vendors (like Delinea) restrict SCIM to Enterprise tiers—verify this is included in your pricing tier."}, {"id": "mai-20260917-0922-baseline|c106-l5|moonshot-small|CyberArk", "prompt": "c106-l5", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Large enterprises, complex multi-domain environments | Highest feature depth; steeper learning curve; now part of Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c106-l5|moonshot-small|BeyondTrust", "prompt": "c106-l5", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unified endpoint + remote access needs | Broadest portfolio; Password Safe + Privileged Remote Access combo"}, {"id": "mai-20260917-0922-baseline|c106-l5|xai-small|CyberArk", "prompt": "c106-l5", "model": "xai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CyberArk (enterprise benchmark, deepest features)"}, {"id": "mai-20260917-0922-baseline|c106-l5|xai-small|Delinea", "prompt": "c106-l5", "model": "xai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Delinea (quick deploy, FedRAMP)"}, {"id": "mai-20260917-0922-baseline|c106-l5|xai-small|BeyondTrust", "prompt": "c106-l5", "model": "xai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BeyondTrust (unified endpoint+PAM)"}, {"id": "mai-20260917-0922-baseline|c106-l5|xai-small|ManageEngine PAM360", "prompt": "c106-l5", "model": "xai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top vendors like CyberArk, Delinea ..., BeyondTrust, and ManageEngine PAM360 frequently meet these, but verify via RFPs."}, {"id": "mai-20260917-0922-baseline|c106-l5|xai-small|HashiCorp Vault", "prompt": "c106-l5", "model": "xai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HashiCorp Vault (cloud-native secrets)"}, {"id": "mai-20260917-0922-baseline|c106-l6|alibaba-small|CyberArk", "prompt": "c106-l6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid CyberArk & BeyondTrust if You Lack Elite Resources ... notoriously complex to implement and maintain"}, {"id": "mai-20260917-0922-baseline|c106-l6|alibaba-small|BeyondTrust", "prompt": "c106-l6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often cited as dangerous choices for organizations that do not have a dedicated, specialized security team"}, {"id": "mai-20260917-0922-baseline|c106-l6|alibaba-small|ManageEngine PAM360", "prompt": "c106-l6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid ManageEngine PAM360 for Global Scale ... flag it as a liability for large, multinational enterprises"}, {"id": "mai-20260917-0922-baseline|c106-l6|alibaba-small|Delinea", "prompt": "c106-l6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Approach Delinea with Long-Term Strategy in Mind ... consider the risk of PE-backed vendors (**Delinea**)"}, {"id": "mai-20260917-0922-baseline|c106-l6|alibaba-small|One Identity", "prompt": "c106-l6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "One Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose **Enterprise Tier** (CyberArk/Delinea/One Identity)"}, {"id": "mai-20260917-0922-baseline|c106-l6|alibaba-small|Microsoft Entra PIM", "prompt": "c106-l6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Microsoft Entra PIM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid Microsoft Entra PIM (Conditional) ... relying solely on it is a major anti-pattern for large enterprises"}, {"id": "mai-20260917-0922-baseline|c106-l6|challenger-small|CyberArk", "prompt": "c106-l6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The strongest enterprise-fit options in your results are **CyberArk**, **BeyondTrust**, and often **Delinea**"}, {"id": "mai-20260917-0922-baseline|c106-l6|challenger-small|BeyondTrust", "prompt": "c106-l6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The strongest enterprise-fit options in your results are **CyberArk**, **BeyondTrust**, and often **Delinea**"}, {"id": "mai-20260917-0922-baseline|c106-l6|challenger-small|Delinea", "prompt": "c106-l6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and often **Delinea**; the more caution-worthy choices are the rest"}, {"id": "mai-20260917-0922-baseline|c106-l6|challenger-small|HashiCorp Vault", "prompt": "c106-l6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "positioned as **secrets-first** rather than broad, classic PAM; that means it may not replace a full vault/session/JIT enterprise PAM stack by itself"}, {"id": "mai-20260917-0922-baseline|c106-l6|challenger-small|Teleport", "prompt": "c106-l6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Teleport", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not presented as a full classic PAM replacement for broad enterprise vaulting and compliance workflows"}, {"id": "mai-20260917-0922-baseline|c106-l6|challenger-small|Microsoft Entra PIM", "prompt": "c106-l6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Microsoft Entra PIM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "an **identity-platform control** rather than a full PAM suite for shared admin passwords, session recording"}, {"id": "mai-20260917-0922-baseline|c106-l6|challenger-small|Okta Privileged Access", "prompt": "c106-l6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Okta Privileged Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "identity-platform / JIT-oriented** options rather than deep enterprise PAM platforms"}, {"id": "mai-20260917-0922-baseline|c106-l6|challenger-small|Ping Identity", "prompt": "c106-l6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "identity-platform / JIT-oriented** options rather than deep enterprise PAM platforms"}, {"id": "mai-20260917-0922-baseline|c106-l6|challenger-small|Keeper Security / KeeperPAM", "prompt": "c106-l6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Keeper Security / KeeperPAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "a large enterprise should verify scale, depth, and hybrid coverage carefully"}, {"id": "mai-20260917-0922-baseline|c106-l6|challenger-small|ManageEngine PAM360", "prompt": "c106-l6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "more as **mid-market, endpoint-privilege, or narrower use-case tools** than as the dominant large-enterprise PAM leaders"}, {"id": "mai-20260917-0922-baseline|c106-l6|challenger-small|WALLIX", "prompt": "c106-l6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "WALLIX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "more as **mid-market, endpoint-privilege, or narrower use-case tools**... so caution is warranted"}, {"id": "mai-20260917-0922-baseline|c106-l6|challenger-small|ARCON", "prompt": "c106-l6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ARCON", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "more as **mid-market, endpoint-privilege, or narrower use-case tools**... so caution is warranted"}, {"id": "mai-20260917-0922-baseline|c106-l6|challenger-small|Securden", "prompt": "c106-l6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Securden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "more as **mid-market, endpoint-privilege, or narrower use-case tools**... so caution is warranted"}, {"id": "mai-20260917-0922-baseline|c106-l6|challenger-small|Devolutions", "prompt": "c106-l6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Devolutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "more as **mid-market, endpoint-privilege, or narrower use-case tools**... so caution is warranted"}, {"id": "mai-20260917-0922-baseline|c106-l6|challenger-small|Heimdal", "prompt": "c106-l6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Heimdal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "more as **mid-market, endpoint-privilege, or narrower use-case tools**... so caution is warranted"}, {"id": "mai-20260917-0922-baseline|c106-l6|challenger-small|Admin By Request", "prompt": "c106-l6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Admin By Request", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "more as **mid-market, endpoint-privilege, or narrower use-case tools**... so caution is warranted"}, {"id": "mai-20260917-0922-baseline|c106-l6|challenger-small|ThreatLocker", "prompt": "c106-l6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ThreatLocker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "more as **mid-market, endpoint-privilege, or narrower use-case tools**... so caution is warranted"}, {"id": "mai-20260917-0922-baseline|c106-l6|deepseek-small|CyberArk", "prompt": "c106-l6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Not \"avoid\"—but treat as \"acquire only with a dedicated identity team and a willingness to pay premium prices and endure implementation friction.\""}, {"id": "mai-20260917-0922-baseline|c106-l6|deepseek-small|BeyondTrust", "prompt": "c106-l6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious. ... the breach record plus the JIT add-on cost makes it a tough sell"}, {"id": "mai-20260917-0922-baseline|c106-l6|deepseek-small|Delinea (Secret Server / Centrify)", "prompt": "c106-l6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea (Secret Server / Centrify)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Not \"avoid,\" but verify patch levels aggressively"}, {"id": "mai-20260917-0922-baseline|c106-l6|deepseek-small|ManageEngine PAM360 / Password Manager Pro", "prompt": "c106-l6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ManageEngine PAM360 / Password Manager Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid as your strategic platform."}, {"id": "mai-20260917-0922-baseline|c106-l6|deepseek-small|Hitachi ID Systems (Bravura Privilege)", "prompt": "c106-l6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Hitachi ID Systems (Bravura Privilege)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid as a primary PAM for modern enterprises."}, {"id": "mai-20260917-0922-baseline|c106-l6|deepseek-small|Teleport", "prompt": "c106-l6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Teleport", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Tools designed for SSH/DevOps secrets (like raw Vault or Teleport) often lack the governance... these are not suitable as your sole PAM."}, {"id": "mai-20260917-0922-baseline|c106-l6|deepseek-small|OpenBastion", "prompt": "c106-l6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "OpenBastion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "open-source forks like Teleport/OpenBastion used uncustomized ... Why caution/avoid"}, {"id": "mai-20260917-0922-baseline|c106-l6|deepseek-small|Vault", "prompt": "c106-l6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Tools designed for SSH/DevOps secrets (like raw Vault or Teleport) often lack the governance, workflow approval, and audit trail depth"}, {"id": "mai-20260917-0922-baseline|c106-l6|google-small|Broadcom / Symantec / CA Privileged Access Manager (CA PAM)", "prompt": "c106-l6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Broadcom / Symantec / CA Privileged Access Manager (CA PAM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid, unless you are deeply locked into the Broadcom ecosystem"}, {"id": "mai-20260917-0922-baseline|c106-l6|google-small|CyberArk", "prompt": "c106-l6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Do not avoid CyberArk, but *be highly cautious during your evaluation*"}, {"id": "mai-20260917-0922-baseline|c106-l6|google-small|Delinea", "prompt": "c106-l6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Verdict:** Proceed with caution."}, {"id": "mai-20260917-0922-baseline|c106-l6|google-small|Keeper Security", "prompt": "c106-l6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Keeper Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid using them as your primary *enterprise-wide* PAM solution."}, {"id": "mai-20260917-0922-baseline|c106-l6|google-small|Devolutions", "prompt": "c106-l6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Devolutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid using them as your primary *enterprise-wide* PAM solution."}, {"id": "mai-20260917-0922-baseline|c106-l6|google-small|Securden", "prompt": "c106-l6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Securden", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid using them as your primary *enterprise-wide* PAM solution."}, {"id": "mai-20260917-0922-baseline|c106-l6|google-small|ManageEngine PAM360", "prompt": "c106-l6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Verdict:** Avoid if you have a highly progressive DevOps culture or need seamless API-driven automation."}, {"id": "mai-20260917-0922-baseline|c106-l6|google-small|HashiCorp Vault (Standalone)", "prompt": "c106-l6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "HashiCorp Vault (Standalone)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid using standalone developer secret vaults as a comprehensive PAM replacement."}, {"id": "mai-20260917-0922-baseline|c106-l6|google-small|Infisical", "prompt": "c106-l6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Infisical", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid using standalone developer secret vaults as a comprehensive PAM replacement."}, {"id": "mai-20260917-0922-baseline|c106-l6|google-small|Doppler", "prompt": "c106-l6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid using standalone developer secret vaults as a comprehensive PAM replacement."}, {"id": "mai-20260917-0922-baseline|c106-l6|mistral-small|Delinea Secret Server", "prompt": "c106-l6", "model": "mistral-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea Secret Server", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprises should exercise caution with Delinea Secret Server due to recent critical vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c106-l6|mistral-small|CyberArk Privileged Access Manager", "prompt": "c106-l6", "model": "mistral-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk Privileged Access Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "CyberArk receives lower user satisfaction compared to competitors"}, {"id": "mai-20260917-0922-baseline|c106-l6|mistral-small|ARCON Privileged Access Management (PAM)", "prompt": "c106-l6", "model": "mistral-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ARCON Privileged Access Management (PAM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ARCON has a lower average rating (4.4/5) and users report: Lack of adequate documentation"}, {"id": "mai-20260917-0922-baseline|c106-l6|mistral-small|Symantec Privileged Access Manager", "prompt": "c106-l6", "model": "mistral-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Symantec Privileged Access Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Rated lower than peers (7.8/10 on PeerSpot), with concerns about: Limited feature set"}, {"id": "mai-20260917-0922-baseline|c106-l6|mistral-small|BeyondTrust", "prompt": "c106-l6", "model": "mistral-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BeyondTrust and Delinea (outside of the recent issues) generally receive higher marks from users and analysts."}, {"id": "mai-20260917-0922-baseline|c106-l6|moonshot-small|BeyondTrust", "prompt": "c106-l6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High Caution: Major Vendors with Recent Serious Security Incidents ... BeyondTrust ... December 2024 nation-state breach"}, {"id": "mai-20260917-0922-baseline|c106-l6|moonshot-small|Delinea (formerly Thycotic + Centrify)", "prompt": "c106-l6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea (formerly Thycotic + Centrify)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "September 2026 disclosure of two unauthenticated critical vulnerabilities (CVE-2026-15638, CVE-2026-15640) in Secret Server"}, {"id": "mai-20260917-0922-baseline|c106-l6|moonshot-small|CyberArk", "prompt": "c106-l6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the acquisition creates roadmap uncertainty ... Highest TCO in category with complex on-premises deployment requirements"}, {"id": "mai-20260917-0922-baseline|c106-l6|moonshot-small|HashiCorp Vault", "prompt": "c106-l6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Acquired by IBM ... license change to Business Source License (BSL) damaged open-source community trust"}, {"id": "mai-20260917-0922-baseline|c106-l6|xai-small|Broadcom (Symantec PAM)", "prompt": "c106-l6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Broadcom (Symantec PAM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "platforms or categories to **approach with caution** or potentially avoid... Positioned as a Niche Player... criticized for lacking robust cloud-native scalability"}, {"id": "mai-20260917-0922-baseline|c106-l6|xai-small|Netwrix", "prompt": "c106-l6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Netwrix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "peer reviews highlight poor performance at scale (e.g., slow onboarding for >10k accounts), limited automation, and integration gaps"}, {"id": "mai-20260917-0922-baseline|c106-l6|xai-small|ManageEngine PAM360", "prompt": "c106-l6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "frequently cited in reviews for scalability limits in large deployments (e.g., session bottlenecks, high resource usage)"}, {"id": "mai-20260917-0922-baseline|c106-l6|xai-small|Hitachi ID Systems", "prompt": "c106-l6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Hitachi ID Systems", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Older \"monolithic\" PAM tools (e.g., certain Hitachi ID Systems...): Pre-cloud designs lead to issues like synchronous request handling causing delays"}, {"id": "mai-20260917-0922-baseline|c106-l6|xai-small|One Identity", "prompt": "c106-l6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "One Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "One Identity in non-updated configs): Pre-cloud designs lead to issues... enterprises migrating away due to patching burdens, rigid models"}, {"id": "mai-20260917-0922-baseline|c106-l6|xai-small|Okta ASA (Advanced Server Access)", "prompt": "c106-l6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Okta ASA (Advanced Server Access)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Not ideal for broad enterprise PAM beyond specific remote access."}, {"id": "mai-20260917-0922-baseline|c106-l6|xai-small|HashiCorp Vault (standalone)", "prompt": "c106-l6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "HashiCorp Vault (standalone)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "as full PAM, it's developer-focused and lacks built-in session brokering, auditing depth, or user-friendly governance"}, {"id": "mai-20260917-0922-baseline|c106-l6|xai-small|ARCON PAM", "prompt": "c106-l6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ARCON PAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "reviews flag inconsistent support response times, scalability hiccups in global deployments"}, {"id": "mai-20260917-0922-baseline|c106-l6|xai-small|CyberArk", "prompt": "c106-l6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Prioritize **Leaders** like **CyberArk**, **BeyondTrust**, **Delinea**"}, {"id": "mai-20260917-0922-baseline|c106-l6|xai-small|BeyondTrust", "prompt": "c106-l6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Prioritize **Leaders** like **CyberArk**, **BeyondTrust**, **Delinea**"}, {"id": "mai-20260917-0922-baseline|c106-l6|xai-small|Delinea", "prompt": "c106-l6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Delinea** (formerly Thycotic/Centrify)... these excel in enterprise-scale PASM"}, {"id": "mai-20260917-0922-baseline|c106-l6|xai-small|Wallix", "prompt": "c106-l6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Wallix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "or **Wallix** from Gartner/Forrester—these excel in enterprise-scale PASM"}, {"id": "mai-20260917-0922-baseline|c106-l6|zai-small|BeyondTrust (Remote Support and Privileged Remote Access)", "prompt": "c106-l6", "model": "zai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust (Remote Support and Privileged Remote Access)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "exercise extreme caution with the following platforms ... critical pre-authentication OS command injection vulnerability (CVE-2026-1731)"}, {"id": "mai-20260917-0922-baseline|c106-l6|zai-small|Delinea Secret Server", "prompt": "c106-l6", "model": "zai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea Secret Server", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Two unauthenticated critical vulnerabilities (CVE-2026-15638 and CVE-2026-15640)."}, {"id": "mai-20260917-0922-baseline|c106-l6|zai-small|One Identity SecretServer", "prompt": "c106-l6", "model": "zai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "One Identity SecretServer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "A hardcoded key flaw in the SOAP API (CVE-2024-33891) allowing authentication bypass."}, {"id": "mai-20260917-0922-baseline|c106-l6|zai-small|Fortra Core Privileged Access Manager (BoKS)", "prompt": "c106-l6", "model": "zai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Fortra Core Privileged Access Manager (BoKS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "A critical OS command injection flaw (CVE-2026-9862) in the `boks_autoregisterd` service."}, {"id": "mai-20260917-0922-baseline|c106-l6|zai-small|Securden Unified PAM", "prompt": "c106-l6", "model": "zai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Securden Unified PAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Multiple critical vulnerabilities allowing authentication bypass and system command execution"}, {"id": "mai-20260917-0922-baseline|c106-l6|zai-small|KeeperPAM", "prompt": "c106-l6", "model": "zai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "KeeperPAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Described as a \"modern entrant\" that is \"not yet featured in major analyst quadrants.\""}, {"id": "mai-20260917-0922-baseline|c106-l6|zai-small|Heimdal Security (Endpoint Focus)", "prompt": "c106-l6", "model": "zai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Heimdal Security (Endpoint Focus)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "A large enterprise should avoid this if they need a centralized PAM suite for servers and cloud resources"}, {"id": "mai-20260917-0922-baseline|c106-m1|alibaba-small|Securden Unified PAM", "prompt": "c106-m1", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Securden Unified PAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Securden Unified PAM** currently stands out as the top recommendation for many mid-market teams."}, {"id": "mai-20260917-0922-baseline|c106-m1|alibaba-small|Delinea", "prompt": "c106-m1", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Ease of Use & Rapid Deployment: **Delinea**"}, {"id": "mai-20260917-0922-baseline|c106-m1|alibaba-small|ManageEngine PAM360", "prompt": "c106-m1", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Budget & Existing Infrastructure: **ManageEngine PAM360**"}, {"id": "mai-20260917-0922-baseline|c106-m1|alibaba-small|Netwrix Privilege Secure", "prompt": "c106-m1", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Netwrix Privilege Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft-Heavy Environments: **Netwrix Privilege Secure**"}, {"id": "mai-20260917-0922-baseline|c106-m1|anthropic-small|Delinea", "prompt": "c106-m1", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Delinea"}, {"id": "mai-20260917-0922-baseline|c106-m1|anthropic-small|ManageEngine PAM360", "prompt": "c106-m1", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ManageEngine PAM360 offers enterprise-grade PAM capabilities at a fraction of the cost of market leaders"}, {"id": "mai-20260917-0922-baseline|c106-m1|anthropic-small|miniOrange PAM", "prompt": "c106-m1", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "direct", "raw": "miniOrange PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "miniOrange PAM is a modern, identity-centric PAM solution designed for mid-market to enterprise organizations"}, {"id": "mai-20260917-0922-baseline|c106-m1|anthropic-small|BeyondTrust", "prompt": "c106-m1", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BeyondTrust is recommended for comprehensive privilege and remote-access management"}, {"id": "mai-20260917-0922-baseline|c106-m1|challenger-small|Securden Unified PAM", "prompt": "c106-m1", "model": "challenger-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Securden Unified PAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick in the results is **Securden Unified PAM**"}, {"id": "mai-20260917-0922-baseline|c106-m1|challenger-small|ManageEngine PAM360", "prompt": "c106-m1", "model": "challenger-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ManageEngine PAM360** is the other standout mid-market option"}, {"id": "mai-20260917-0922-baseline|c106-m1|challenger-small|Delinea", "prompt": "c106-m1", "model": "challenger-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Frequently ranked as a strong mid-market/enterprise choice for capable PAM and good usability"}, {"id": "mai-20260917-0922-baseline|c106-m1|challenger-small|KeeperPAM", "prompt": "c106-m1", "model": "challenger-small", "cat": "privileged-access-management", "variant": "direct", "raw": "KeeperPAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Built on Keeper's vault, with session recording and compliance coverage"}, {"id": "mai-20260917-0922-baseline|c106-m1|challenger-small|Netwrix Privilege Secure", "prompt": "c106-m1", "model": "challenger-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Netwrix Privilege Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Positioned for mid-market regulated orgs with lower switching friction"}, {"id": "mai-20260917-0922-baseline|c106-m1|deepseek-small|Delinea (Secret Server)", "prompt": "c106-m1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea (Secret Server)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: Delinea (Secret Server) ... the safest, most practical recommendation"}, {"id": "mai-20260917-0922-baseline|c106-m1|deepseek-small|CyberArk", "prompt": "c106-m1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "CyberArk is the **market leader** but is generally **overkill for mid-market**"}, {"id": "mai-20260917-0922-baseline|c106-m1|deepseek-small|ManageEngine PAM360", "prompt": "c106-m1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value / Budget: ManageEngine PAM360"}, {"id": "mai-20260917-0922-baseline|c106-m1|deepseek-small|BeyondTrust", "prompt": "c106-m1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "at a fraction of CyberArk/BeyondTrust pricing"}, {"id": "mai-20260917-0922-baseline|c106-m1|deepseek-small|Britive", "prompt": "c106-m1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Britive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want modern, cloud-native just-in-time access, **Britive** is worth a strong look."}, {"id": "mai-20260917-0922-baseline|c106-m1|deepseek-small|Securden Unified PAM", "prompt": "c106-m1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Securden Unified PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a single license covering vaulting, JIT access, session recording... production-ready in under a month"}, {"id": "mai-20260917-0922-baseline|c106-m1|google-small|CyberArk", "prompt": "c106-m1", "model": "google-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Unlike large enterprises that can afford the high cost and massive operational overhead of legacy giants like CyberArk, mid-market companies require **fast time-to-value, lower total cost of ownership"}, {"id": "mai-20260917-0922-baseline|c106-m1|google-small|Securden Unified PAM", "prompt": "c106-m1", "model": "google-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Securden Unified PAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Securden Unified PAM (The Best Overall for Lean IT Teams)"}, {"id": "mai-20260917-0922-baseline|c106-m1|google-small|Delinea Platform / Secret Server", "prompt": "c106-m1", "model": "google-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea Platform / Secret Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Delinea is the leading alternative to CyberArk"}, {"id": "mai-20260917-0922-baseline|c106-m1|google-small|Keeper Security - KeeperPAM", "prompt": "c106-m1", "model": "google-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Keeper Security - KeeperPAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Easy Adoption & Cloud-First Orgs"}, {"id": "mai-20260917-0922-baseline|c106-m1|google-small|StrongDM", "prompt": "c106-m1", "model": "google-small", "cat": "privileged-access-management", "variant": "direct", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Tech-Heavy and DevOps-Centric B2B Companies"}, {"id": "mai-20260917-0922-baseline|c106-m1|google-small|Teleport", "prompt": "c106-m1", "model": "google-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Teleport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**StrongDM** (or Teleport)"}, {"id": "mai-20260917-0922-baseline|c106-m1|meta-small|Securden Unified PAM", "prompt": "c106-m1", "model": "meta-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Securden Unified PAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best privileged access management platform for a mid-market B2B company is Securden Unified PAM"}, {"id": "mai-20260917-0922-baseline|c106-m1|meta-small|PAM360 by ManageEngine", "prompt": "c106-m1", "model": "meta-small", "cat": "privileged-access-management", "variant": "direct", "raw": "PAM360 by ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include PAM360 by ManageEngine, miniOrange PAM, JumpCloud, and Netwrix Privilege Secure."}, {"id": "mai-20260917-0922-baseline|c106-m1|meta-small|miniOrange PAM", "prompt": "c106-m1", "model": "meta-small", "cat": "privileged-access-management", "variant": "direct", "raw": "miniOrange PAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include PAM360 by ManageEngine, miniOrange PAM, JumpCloud, and Netwrix Privilege Secure."}, {"id": "mai-20260917-0922-baseline|c106-m1|meta-small|JumpCloud", "prompt": "c106-m1", "model": "meta-small", "cat": "privileged-access-management", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include PAM360 by ManageEngine, miniOrange PAM, JumpCloud, and Netwrix Privilege Secure."}, {"id": "mai-20260917-0922-baseline|c106-m1|meta-small|Netwrix Privilege Secure", "prompt": "c106-m1", "model": "meta-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Netwrix Privilege Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include PAM360 by ManageEngine, miniOrange PAM, JumpCloud, and Netwrix Privilege Secure."}, {"id": "mai-20260917-0922-baseline|c106-m1|minimax-small|Securden Unified PAM", "prompt": "c106-m1", "model": "minimax-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Securden Unified PAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Securden** appears to be frequently cited as the top choice for mid-market companies in 2024-2025"}, {"id": "mai-20260917-0922-baseline|c106-m1|minimax-small|Thycotic+Centrify", "prompt": "c106-m1", "model": "minimax-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Thycotic+Centrify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong reputation in the mid-market segment, now under TPG ownership"}, {"id": "mai-20260917-0922-baseline|c106-m1|minimax-small|Netwrix Privilege Secure", "prompt": "c106-m1", "model": "minimax-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Netwrix Privilege Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Identity-centric PAM with low friction from existing vaults"}, {"id": "mai-20260917-0922-baseline|c106-m1|minimax-small|ManageEngine PAM360", "prompt": "c106-m1", "model": "minimax-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Competitive pricing compared to enterprise solutions like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-m1|minimax-small|miniOrange PAM", "prompt": "c106-m1", "model": "minimax-small", "cat": "privileged-access-management", "variant": "direct", "raw": "miniOrange PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market to enterprise organizations seeking strong security controls without operational complexity"}, {"id": "mai-20260917-0922-baseline|c106-m1|minimax-small|CyberArk", "prompt": "c106-m1", "model": "minimax-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise solutions like CyberArk can be overkill for mid-market"}, {"id": "mai-20260917-0922-baseline|c106-m1|minimax-small|BeyondTrust", "prompt": "c106-m1", "model": "minimax-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Competitive pricing compared to enterprise solutions like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-m1|mistral-small|Securden Unified PAM", "prompt": "c106-m1", "model": "mistral-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Securden Unified PAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Securden Unified PAM** and **ManageEngine PAM360** are the top choices"}, {"id": "mai-20260917-0922-baseline|c106-m1|mistral-small|ManageEngine PAM360", "prompt": "c106-m1", "model": "mistral-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Securden Unified PAM** and **ManageEngine PAM360** are the top choices"}, {"id": "mai-20260917-0922-baseline|c106-m1|mistral-small|CyberArk", "prompt": "c106-m1", "model": "mistral-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "lower price point than enterprise solutions like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-m1|mistral-small|BeyondTrust", "prompt": "c106-m1", "model": "mistral-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "lower price point than enterprise solutions like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-m1|mistral-small|miniOrange PAM", "prompt": "c106-m1", "model": "mistral-small", "cat": "privileged-access-management", "variant": "direct", "raw": "miniOrange PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need a more identity-centric or cloud-native solution, consider **miniOrange PAM** or **JumpCloud**."}, {"id": "mai-20260917-0922-baseline|c106-m1|mistral-small|JumpCloud", "prompt": "c106-m1", "model": "mistral-small", "cat": "privileged-access-management", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider **miniOrange PAM** or **JumpCloud**"}, {"id": "mai-20260917-0922-baseline|c106-m1|moonshot-small|Delinea", "prompt": "c106-m1", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Delinea"}, {"id": "mai-20260917-0922-baseline|c106-m1|moonshot-small|ManageEngine PAM360", "prompt": "c106-m1", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose ManageEngine PAM360 if budget is your primary constraint"}, {"id": "mai-20260917-0922-baseline|c106-m1|moonshot-small|Netwrix Privilege Secure", "prompt": "c106-m1", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Netwrix Privilege Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Identity-centric approach, low switching friction, built for 100–5,000 employee orgs"}, {"id": "mai-20260917-0922-baseline|c106-m1|moonshot-small|BeyondTrust", "prompt": "c106-m1", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Superior endpoint privilege management (EPM) and secure vendor remote access, though more expensive"}, {"id": "mai-20260917-0922-baseline|c106-m1|moonshot-small|CyberArk", "prompt": "c106-m1", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Gold standard but highest cost and complexity — generally overkill for mid-market"}, {"id": "mai-20260917-0922-baseline|c106-m1|openai-small|Delinea", "prompt": "c106-m1", "model": "openai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a **single default recommendation for a mid-market B2B company**, I'd usually start with **Delinea**."}, {"id": "mai-20260917-0922-baseline|c106-m1|openai-small|ManageEngine PAM360", "prompt": "c106-m1", "model": "openai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often the best value/cost-conscious option"}, {"id": "mai-20260917-0922-baseline|c106-m1|openai-small|CyberArk", "prompt": "c106-m1", "model": "openai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often the strongest enterprise-grade choice, but can be heavier and pricier."}, {"id": "mai-20260917-0922-baseline|c106-m1|openai-small|BeyondTrust", "prompt": "c106-m1", "model": "openai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong alternative, especially if remote support and endpoint privilege are important"}, {"id": "mai-20260917-0922-baseline|c106-m1|xai-small|CyberArk", "prompt": "c106-m1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "affordability, and low maintenance over heavyweights like CyberArk or BeyondTrust, which suit larger setups"}, {"id": "mai-20260917-0922-baseline|c106-m1|xai-small|BeyondTrust", "prompt": "c106-m1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "over heavyweights like CyberArk or BeyondTrust, which suit larger setups"}, {"id": "mai-20260917-0922-baseline|c106-m1|xai-small|Delinea (Secret Server)", "prompt": "c106-m1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea (Secret Server)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Leaders like Delinea excel in usability/scalability for mid-market"}, {"id": "mai-20260917-0922-baseline|c106-m1|xai-small|ManageEngine PAM360", "prompt": "c106-m1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tight budget?** ManageEngine PAM360"}, {"id": "mai-20260917-0922-baseline|c106-m1|xai-small|miniOrange PAM", "prompt": "c106-m1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "miniOrange PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cloud-heavy B2B?** Delinea or miniOrange"}, {"id": "mai-20260917-0922-baseline|c106-m1|xai-small|Securden Unified PAM", "prompt": "c106-m1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Securden Unified PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "All-in-one without modules/add-ons"}, {"id": "mai-20260917-0922-baseline|c106-m1|xai-small|Netwrix Privilege Secure", "prompt": "c106-m1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Netwrix Privilege Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Microsoft-centric?** Netwrix"}, {"id": "mai-20260917-0922-baseline|c106-m1|zai-small|Delinea Secret Server", "prompt": "c106-m1", "model": "zai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea Secret Server", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fastest, most straightforward for most mid‑market B2B teams: Delinea Secret Server."}, {"id": "mai-20260917-0922-baseline|c106-m1|zai-small|ManageEngine PAM360", "prompt": "c106-m1", "model": "zai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already use ManageEngine tools: ManageEngine PAM360."}, {"id": "mai-20260917-0922-baseline|c106-m1|zai-small|miniOrange PAM", "prompt": "c106-m1", "model": "zai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "miniOrange PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for identity‑centric, low‑complexity mid‑market deployment: miniOrange PAM."}, {"id": "mai-20260917-0922-baseline|c106-m1|zai-small|BeyondTrust Modern PAM", "prompt": "c106-m1", "model": "zai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust Modern PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong if you need unified endpoint and privilege management"}, {"id": "mai-20260917-0922-baseline|c106-m1|zai-small|CyberArk Privileged Access Manager", "prompt": "c106-m1", "model": "zai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk Privileged Access Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While not a mid‑market primary pick... despite higher cost and longer deployment."}, {"id": "mai-20260917-0922-baseline|c106-m2|alibaba-small|ManageEngine PAM360", "prompt": "c106-m2", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder (Value & Features): **ManageEngine PAM360** This is frequently recommended for mid-sized companies"}, {"id": "mai-20260917-0922-baseline|c106-m2|alibaba-small|Delinea (formerly Devolutions)", "prompt": "c106-m2", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea (formerly Devolutions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Usability & Balance: **Delinea** ... widely recognized for having one of the best user experiences"}, {"id": "mai-20260917-0922-baseline|c106-m2|alibaba-small|Netwrix Privilege Secure", "prompt": "c106-m2", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Netwrix Privilege Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-Centric Environments: **Netwrix Privilege Secure** ... Netwrix is a strong contender."}, {"id": "mai-20260917-0922-baseline|c106-m2|alibaba-small|CyberArk", "prompt": "c106-m2", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caveat:** High implementation costs and requires significant maintenance resources. You might find yourself under-utilizing features if your headcount is under 500."}, {"id": "mai-20260917-0922-baseline|c106-m2|anthropic-small|CyberArk", "prompt": "c106-m2", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade, comprehensive but can be complex"}, {"id": "mai-20260917-0922-baseline|c106-m2|anthropic-small|Delinea (formerly Thycotic)", "prompt": "c106-m2", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea (formerly Thycotic)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong balance of features and usability"}, {"id": "mai-20260917-0922-baseline|c106-m2|anthropic-small|HashiCorp Vault", "prompt": "c106-m2", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good for cloud-native environments"}, {"id": "mai-20260917-0922-baseline|c106-m2|anthropic-small|BeyondTrust Privilege Management", "prompt": "c106-m2", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust Privilege Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Solid all-around solution"}, {"id": "mai-20260917-0922-baseline|c106-m2|anthropic-small|Okta Identity Governance", "prompt": "c106-m2", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Okta Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong if you're already in the Okta ecosystem"}, {"id": "mai-20260917-0922-baseline|c106-m2|challenger-small|Delinea Secret Server", "prompt": "c106-m2", "model": "challenger-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea Secret Server", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Delinea Secret Server**"}, {"id": "mai-20260917-0922-baseline|c106-m2|challenger-small|Netwrix Privilege Secure", "prompt": "c106-m2", "model": "challenger-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Netwrix Privilege Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong alternative for mid-market regulated organizations with hybrid environments"}, {"id": "mai-20260917-0922-baseline|c106-m2|challenger-small|ManageEngine PAM360", "prompt": "c106-m2", "model": "challenger-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "repeatedly recommended for SMB/mid-market teams that need core PAM features without enterprise-level cost"}, {"id": "mai-20260917-0922-baseline|c106-m2|challenger-small|Securden Unified PAM", "prompt": "c106-m2", "model": "challenger-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Securden Unified PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "singled out as a strong mid-market option for vaulting, JIT access, session recording"}, {"id": "mai-20260917-0922-baseline|c106-m2|deepseek-small|ManageEngine PAM360", "prompt": "c106-m2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **ManageEngine PAM360** is the strongest overall pick."}, {"id": "mai-20260917-0922-baseline|c106-m2|deepseek-small|CyberArk", "prompt": "c106-m2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "skip CyberArk/BeyondTrust and stick with mid-market tools above"}, {"id": "mai-20260917-0922-baseline|c106-m2|deepseek-small|BeyondTrust", "prompt": "c106-m2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More enterprise-level pricing/integration ... skip CyberArk/BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-m2|deepseek-small|Delinea", "prompt": "c106-m2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market prioritizing usability & rapid deployment | Cloud vaulting + DevOps secrets; excellent UX balance"}, {"id": "mai-20260917-0922-baseline|c106-m2|deepseek-small|Netwrix Privilege Secure", "prompt": "c106-m2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Netwrix Privilege Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if your environment is Microsoft-Centric, **Netwrix Privilege Secure** is also an excellent, specialized choice"}, {"id": "mai-20260917-0922-baseline|c106-m2|deepseek-small|miniOrange PAM", "prompt": "c106-m2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "miniOrange PAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud-first teams | Agentless, strong SSO/RBAC integration"}, {"id": "mai-20260917-0922-baseline|c106-m2|google-small|CyberArk", "prompt": "c106-m2", "model": "google-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional heavyweights like CyberArk (acquired by Palo Alto Networks) are often too complex, requiring a dedicated engineering team to configure and maintain."}, {"id": "mai-20260917-0922-baseline|c106-m2|google-small|KeeperPAM (by Keeper Security)", "prompt": "c106-m2", "model": "google-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "KeeperPAM (by Keeper Security)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall for Modern, Cloud-First B2B Teams"}, {"id": "mai-20260917-0922-baseline|c106-m2|google-small|Delinea Platform (including Secret Server)", "prompt": "c106-m2", "model": "google-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea Platform (including Secret Server)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Hybrid Environments with Heavy Active Directory/Windows Needs"}, {"id": "mai-20260917-0922-baseline|c106-m2|google-small|StrongDM", "prompt": "c106-m2", "model": "google-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "StrongDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Delinea's March 2026 acquisition of StrongDM further bolsters its ability to handle modern, cloud-native developer infrastructure."}, {"id": "mai-20260917-0922-baseline|c106-m2|google-small|Securden Unified PAM", "prompt": "c106-m2", "model": "google-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Securden Unified PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Value and Easiest to Administer"}, {"id": "mai-20260917-0922-baseline|c106-m2|meta-small|Delinea Secret Server", "prompt": "c106-m2", "model": "meta-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea Secret Server", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "consistently recommended for mid-market organizations (500-5,000 employees) in 2026. It offers the fastest time-to-value"}, {"id": "mai-20260917-0922-baseline|c106-m2|meta-small|ManageEngine PAM360", "prompt": "c106-m2", "model": "meta-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "suitable for small to mid-sized organizations that need core PAM features without the steep costs"}, {"id": "mai-20260917-0922-baseline|c106-m2|meta-small|miniOrange PAM", "prompt": "c106-m2", "model": "meta-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "miniOrange PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good option for mid-market teams needing agentless PAM with NHI and AI agent coverage"}, {"id": "mai-20260917-0922-baseline|c106-m2|meta-small|CyberArk", "prompt": "c106-m2", "model": "meta-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "without the steep costs of tools like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-m2|meta-small|BeyondTrust", "prompt": "c106-m2", "model": "meta-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "without the steep costs of tools like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-m2|minimax-small|ManageEngine PAM360", "prompt": "c106-m2", "model": "minimax-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend starting with **ManageEngine PAM360** or **Delinea**"}, {"id": "mai-20260917-0922-baseline|c106-m2|minimax-small|CyberArk", "prompt": "c106-m2", "model": "minimax-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cost-effective alternative to enterprise tools like CyberArk"}, {"id": "mai-20260917-0922-baseline|c106-m2|minimax-small|Delinea", "prompt": "c106-m2", "model": "minimax-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I would recommend starting with **ManageEngine PAM360** or **Delinea**"}, {"id": "mai-20260917-0922-baseline|c106-m2|minimax-small|Netwrix Privilege Secure", "prompt": "c106-m2", "model": "minimax-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Netwrix Privilege Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're in a **Microsoft-heavy environment** → Netwrix"}, {"id": "mai-20260917-0922-baseline|c106-m2|minimax-small|miniOrange", "prompt": "c106-m2", "model": "minimax-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Businesses with 50–500 employees"}, {"id": "mai-20260917-0922-baseline|c106-m2|mistral-small|ManageEngine PAM360", "prompt": "c106-m2", "model": "mistral-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most mid-sized B2B companies:** ManageEngine PAM360"}, {"id": "mai-20260917-0922-baseline|c106-m2|mistral-small|miniOrange PAM", "prompt": "c106-m2", "model": "mistral-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "miniOrange PAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend **ManageEngine PAM360** or **miniOrange PAM** as the top PAM tool options."}, {"id": "mai-20260917-0922-baseline|c106-m2|mistral-small|CyberArk", "prompt": "c106-m2", "model": "mistral-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without the high costs of enterprise solutions like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-m2|mistral-small|BeyondTrust", "prompt": "c106-m2", "model": "mistral-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "without the high costs of enterprise solutions like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-m2|mistral-small|Netwrix Privilege Secure", "prompt": "c106-m2", "model": "mistral-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Netwrix Privilege Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Microsoft-centric hybrid environments:** Netwrix Privilege Secure"}, {"id": "mai-20260917-0922-baseline|c106-m2|moonshot-small|Delinea Secret Server", "prompt": "c106-m2", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea Secret Server", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Delinea Secret Server** (or Delinea Platform)"}, {"id": "mai-20260917-0922-baseline|c106-m2|moonshot-small|ManageEngine PAM360", "prompt": "c106-m2", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ManageEngine PAM360** – Best Budget Option"}, {"id": "mai-20260917-0922-baseline|c106-m2|moonshot-small|miniOrange PAM", "prompt": "c106-m2", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "miniOrange PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**miniOrange PAM** – Best for Cloud-First SMBs"}, {"id": "mai-20260917-0922-baseline|c106-m2|moonshot-small|Securden", "prompt": "c106-m2", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Securden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Securden** – Emerging Mid-Market Choice"}, {"id": "mai-20260917-0922-baseline|c106-m2|moonshot-small|CyberArk", "prompt": "c106-m2", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid ... **CyberArk** | Highest cost, requires dedicated PAM team, lengthy implementation"}, {"id": "mai-20260917-0922-baseline|c106-m2|moonshot-small|BeyondTrust", "prompt": "c106-m2", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid ... **BeyondTrust** | Better suited for enterprises needing endpoint + remote access focus"}, {"id": "mai-20260917-0922-baseline|c106-m2|openai-small|Delinea", "prompt": "c106-m2", "model": "openai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "I'd choose **Delinea** instead if your priority is a strong PAM suite with a simpler buying motion"}, {"id": "mai-20260917-0922-baseline|c106-m2|openai-small|BeyondTrust", "prompt": "c106-m2", "model": "openai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If I had to pick **one default recommendation for a mid-sized B2B company**, I'd lean **BeyondTrust**"}, {"id": "mai-20260917-0922-baseline|c106-m2|openai-small|CyberArk", "prompt": "c106-m2", "model": "openai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "as the premium \"best-of-breed\" option if you have a larger security budget and more complex requirements"}, {"id": "mai-20260917-0922-baseline|c106-m2|openai-small|Microsoft's native privileged tooling", "prompt": "c106-m2", "model": "openai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Microsoft's native privileged tooling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usually better as part of a broader stack than as a full PAM answer"}, {"id": "mai-20260917-0922-baseline|c106-m2|xai-small|Delinea Secret Server", "prompt": "c106-m2", "model": "xai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea Secret Server", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Delinea Secret Server** (now part of Delinea Platform) as the top PAM tool."}, {"id": "mai-20260917-0922-baseline|c106-m2|xai-small|CyberArk", "prompt": "c106-m2", "model": "xai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Overkill complexity/cost for mid-size."}, {"id": "mai-20260917-0922-baseline|c106-m2|xai-small|ManageEngine PAM360", "prompt": "c106-m2", "model": "xai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SMBs/mid-market on budget, Microsoft-heavy | Slightly lighter on advanced cloud/DevOps"}, {"id": "mai-20260917-0922-baseline|c106-m2|xai-small|miniOrange PAM", "prompt": "c106-m2", "model": "xai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "miniOrange PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-first, easy SSO | Less mature session analytics."}, {"id": "mai-20260917-0922-baseline|c106-m2|xai-small|BeyondTrust", "prompt": "c106-m2", "model": "xai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Regulated + endpoints | Strong but pricier if endpoints aren't priority #1."}, {"id": "mai-20260917-0922-baseline|c106-m2|zai-small|ManageEngine PAM360", "prompt": "c106-m2", "model": "zai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ManageEngine PAM360**"}, {"id": "mai-20260917-0922-baseline|c106-m2|zai-small|miniOrange PAM", "prompt": "c106-m2", "model": "zai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "miniOrange PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**miniOrange PAM** as a strong cloud‑first alternative"}, {"id": "mai-20260917-0922-baseline|c106-m2|zai-small|CyberArk", "prompt": "c106-m2", "model": "zai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Best if you have strict compliance requirements and a large, complex environment... Expect higher total cost of ownership."}, {"id": "mai-20260917-0922-baseline|c106-m2|zai-small|BeyondTrust", "prompt": "c106-m2", "model": "zai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong endpoint privilege management and unified PAM, but typically priced for larger enterprises."}, {"id": "mai-20260917-0922-baseline|c106-m2|zai-small|Delinea", "prompt": "c106-m2", "model": "zai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may be overkill if your primary need is general privileged access control"}, {"id": "mai-20260917-0922-baseline|c106-m2|zai-small|Securden Unified PAM", "prompt": "c106-m2", "model": "zai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Securden Unified PAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "pricing and deployment details are less transparent"}, {"id": "mai-20260917-0922-baseline|c106-m2|zai-small|Netwrix Privilege Secure", "prompt": "c106-m2", "model": "zai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Netwrix Privilege Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Great for **Microsoft hybrid environments** and identity‑centric mid‑market use cases."}, {"id": "mai-20260917-0922-baseline|c106-m3|alibaba-small|CyberArk", "prompt": "c106-m3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The long-time market leader and gold standard for enterprise PAM."}, {"id": "mai-20260917-0922-baseline|c106-m3|alibaba-small|BeyondTrust", "prompt": "c106-m3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong competitor often chosen for its balance between PAM and remote access capabilities."}, {"id": "mai-20260917-0922-baseline|c106-m3|alibaba-small|One Identity (Safeguard)", "prompt": "c106-m3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "One Identity (Safeguard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for ease of use and strong session security."}, {"id": "mai-20260917-0922-baseline|c106-m3|alibaba-small|Delinea", "prompt": "c106-m3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top Privileged Access Management (PAM) platforms include **CyberArk**, **BeyondTrust**, **One Identity (Safeguard)**, **Delinea**"}, {"id": "mai-20260917-0922-baseline|c106-m3|alibaba-small|12Port", "prompt": "c106-m3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "12Port", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A rising star focusing on \"Unified Zero Trust.\""}, {"id": "mai-20260917-0922-baseline|c106-m3|alibaba-small|Segura", "prompt": "c106-m3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Segura", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Recognized for simplicity and JIT access."}, {"id": "mai-20260917-0922-baseline|c106-m3|alibaba-small|Keeper Security KeeperPAM", "prompt": "c106-m3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Keeper Security KeeperPAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud-native with zero-knowledge encryption."}, {"id": "mai-20260917-0922-baseline|c106-m3|alibaba-small|Devolutions PAM", "prompt": "c106-m3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Devolutions PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best For: SMBs and mid-market companies looking for a flexible, no-agent solution"}, {"id": "mai-20260917-0922-baseline|c106-m3|alibaba-small|ARCON PAM", "prompt": "c106-m3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ARCON PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Highly customized for finance and banking."}, {"id": "mai-20260917-0922-baseline|c106-m3|anthropic-small|CyberArk", "prompt": "c106-m3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CyberArk is a vault-centric enterprise PAM platform covering credential discovery, rotation, session isolation, and endpoint privilege management"}, {"id": "mai-20260917-0922-baseline|c106-m3|anthropic-small|BeyondTrust", "prompt": "c106-m3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BeyondTrust leads on Windows"}, {"id": "mai-20260917-0922-baseline|c106-m3|anthropic-small|Delinea", "prompt": "c106-m3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top PAM tools include CyberArk, BeyondTrust, Delinea"}, {"id": "mai-20260917-0922-baseline|c106-m3|anthropic-small|Netwrix", "prompt": "c106-m3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Netwrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Netwrix is best for mid-market regulated organizations with Microsoft-centric hybrid infrastructure"}, {"id": "mai-20260917-0922-baseline|c106-m3|anthropic-small|ManageEngine PAM360", "prompt": "c106-m3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top PAM tools include ... ManageEngine PAM360"}, {"id": "mai-20260917-0922-baseline|c106-m3|anthropic-small|WALLIX Bastion", "prompt": "c106-m3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "WALLIX Bastion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top PAM tools include ... WALLIX Bastion, and Securden"}, {"id": "mai-20260917-0922-baseline|c106-m3|anthropic-small|Securden", "prompt": "c106-m3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Securden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Securden Unified PAM combines credential vaulting, session monitoring, endpoint privilege control"}, {"id": "mai-20260917-0922-baseline|c106-m3|anthropic-small|JumpServer", "prompt": "c106-m3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "JumpServer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "JumpServer and CyberArk offer the broadest protocol coverage"}, {"id": "mai-20260917-0922-baseline|c106-m3|anthropic-small|HashiCorp Boundary", "prompt": "c106-m3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "HashiCorp Boundary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "self-hosted open source (JumpServer, HashiCorp Boundary, Teleport OSS)"}, {"id": "mai-20260917-0922-baseline|c106-m3|anthropic-small|Teleport OSS", "prompt": "c106-m3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Teleport OSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Teleport and StrongDM are stronger for Kubernetes"}, {"id": "mai-20260917-0922-baseline|c106-m3|anthropic-small|StrongDM", "prompt": "c106-m3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SaaS (StrongDM, Akeyless, Delinea Cloud)"}, {"id": "mai-20260917-0922-baseline|c106-m3|anthropic-small|Akeyless", "prompt": "c106-m3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SaaS (StrongDM, Akeyless, Delinea Cloud)"}, {"id": "mai-20260917-0922-baseline|c106-m3|anthropic-small|One Identity Safeguard", "prompt": "c106-m3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "One Identity Safeguard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "One Identity Safeguard is a comprehensive PAM solution combining password management, session monitoring, analytics and secure access controls"}, {"id": "mai-20260917-0922-baseline|c106-m3|challenger-small|CyberArk", "prompt": "c106-m3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frequently ranked the enterprise benchmark; strong on vaulting, session control, and broad identity-security depth."}, {"id": "mai-20260917-0922-baseline|c106-m3|challenger-small|BeyondTrust", "prompt": "c106-m3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **BeyondTrust** if you want PAM plus endpoint privilege and remote access together."}, {"id": "mai-20260917-0922-baseline|c106-m3|challenger-small|Delinea", "prompt": "c106-m3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Delinea** if you want a capable PAM platform with good usability."}, {"id": "mai-20260917-0922-baseline|c106-m3|challenger-small|One Identity Safeguard", "prompt": "c106-m3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "One Identity Safeguard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **One Identity Safeguard** if session recording and approvals are central."}, {"id": "mai-20260917-0922-baseline|c106-m3|challenger-small|KeeperPAM", "prompt": "c106-m3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "KeeperPAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "appears less focused on deep legacy enterprise controls than CyberArk/BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-m3|challenger-small|Teleport", "prompt": "c106-m3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Teleport** or **StrongDM** if your main problem is developer access to cloud infrastructure"}, {"id": "mai-20260917-0922-baseline|c106-m3|challenger-small|StrongDM", "prompt": "c106-m3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "focuses on credential-less or short-lived access for infrastructure, not classic password vault-first PAM"}, {"id": "mai-20260917-0922-baseline|c106-m3|challenger-small|JumpCloud", "prompt": "c106-m3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Better viewed as identity and access management with privilege features, rather than a pure enterprise PAM vault."}, {"id": "mai-20260917-0922-baseline|c106-m3|challenger-small|Microsoft Entra ID", "prompt": "c106-m3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best when the organization is already standardized on Microsoft identity and conditional access."}, {"id": "mai-20260917-0922-baseline|c106-m3|challenger-small|Boundary", "prompt": "c106-m3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Boundary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Modern infrastructure access**: **Teleport, StrongDM, Boundary**"}, {"id": "mai-20260917-0922-baseline|c106-m3|challenger-small|Saviynt", "prompt": "c106-m3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Identity-led privilege control**: **JumpCloud, Microsoft Entra ID, Saviynt**"}, {"id": "mai-20260917-0922-baseline|c106-m3|challenger-small|HashiCorp Vault", "prompt": "c106-m3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**KeeperPAM, HashiCorp Vault, Infisical**—these focus more on secrets management"}, {"id": "mai-20260917-0922-baseline|c106-m3|challenger-small|Infisical", "prompt": "c106-m3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**KeeperPAM, HashiCorp Vault, Infisical**—these focus more on secrets management"}, {"id": "mai-20260917-0922-baseline|c106-m3|deepseek-small|CyberArk", "prompt": "c106-m3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **CyberArk** for largest, most regulated environments needing maximum depth and security posture"}, {"id": "mai-20260917-0922-baseline|c106-m3|deepseek-small|BeyondTrust", "prompt": "c106-m3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BeyondTrust** for unified privilege management plus remote/vendor access"}, {"id": "mai-20260917-0922-baseline|c106-m3|deepseek-small|Delinea", "prompt": "c106-m3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Delinea** for mid-market teams wanting fast value at lower cost"}, {"id": "mai-20260917-0922-baseline|c106-m3|deepseek-small|One Identity Safeguard", "prompt": "c106-m3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "One Identity Safeguard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when PAM needs to integrate with broader identity governance"}, {"id": "mai-20260917-0922-baseline|c106-m3|deepseek-small|Teleport", "prompt": "c106-m3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teleport excels with infrastructure-as-code workflows"}, {"id": "mai-20260917-0922-baseline|c106-m3|deepseek-small|HashiCorp Boundary", "prompt": "c106-m3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "HashiCorp Boundary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Boundary fits teams already running HashiCorp Vault/Terraform"}, {"id": "mai-20260917-0922-baseline|c106-m3|deepseek-small|StrongDM", "prompt": "c106-m3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "StrongDM offers per-user subscription pricing ($840\\u2013$1,200/user/yr) and fast dynamic access"}, {"id": "mai-20260917-0922-baseline|c106-m3|deepseek-small|KeeperPAM", "prompt": "c106-m3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "KeeperPAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cloud-native PAM with zero-knowledge encryption, good for teams already using Keeper"}, {"id": "mai-20260917-0922-baseline|c106-m3|deepseek-small|ManageEngine PAM360", "prompt": "c106-m3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Cost-effective option for SMBs/mid-market (starting ~$8K/year)"}, {"id": "mai-20260917-0922-baseline|c106-m3|deepseek-small|WALLIX", "prompt": "c106-m3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "WALLIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strong in European markets and regulated industries; agile access intelligence."}, {"id": "mai-20260917-0922-baseline|c106-m3|deepseek-small|Securden", "prompt": "c106-m3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Securden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**ManageEngine or Securden** for budget-conscious SMBs"}, {"id": "mai-20260917-0922-baseline|c106-m3|deepseek-small|ARCON", "prompt": "c106-m3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ARCON", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "One Identity and ARCON strong on governance"}, {"id": "mai-20260917-0922-baseline|c106-m3|google-small|Idira by Palo Alto Networks (formerly CyberArk)", "prompt": "c106-m3", "model": "google-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Idira by Palo Alto Networks (formerly CyberArk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CyberArk, the long-standing market leader in PAM... It remains the gold standard for enterprise-grade security"}, {"id": "mai-20260917-0922-baseline|c106-m3|google-small|BeyondTrust", "prompt": "c106-m3", "model": "google-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **BeyondTrust** if your biggest pain points are remote vendor access, helpdesk session management"}, {"id": "mai-20260917-0922-baseline|c106-m3|google-small|Delinea", "prompt": "c106-m3", "model": "google-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Delinea bridges the gap between traditional IT administrators and modern software engineering teams"}, {"id": "mai-20260917-0922-baseline|c106-m3|google-small|Keeper Security (KeeperPAM)", "prompt": "c106-m3", "model": "google-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Keeper Security (KeeperPAM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **KeeperPAM** if you want a modern, fast, highly secure (zero-knowledge) platform"}, {"id": "mai-20260917-0922-baseline|c106-m3|google-small|Saviynt", "prompt": "c106-m3", "model": "google-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Saviynt is unique because it converges IGA... and PAM into a single cloud-native platform"}, {"id": "mai-20260917-0922-baseline|c106-m3|google-small|StrongDM", "prompt": "c106-m3", "model": "google-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "acquiring **StrongDM** (a developer-first, DevOps access management tool)"}, {"id": "mai-20260917-0922-baseline|c106-m3|meta-small|CyberArk", "prompt": "c106-m3", "model": "meta-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "like CyberArk, are considered the market leader with the deepest privileged access controls and broadest coverage"}, {"id": "mai-20260917-0922-baseline|c106-m3|meta-small|BeyondTrust", "prompt": "c106-m3", "model": "meta-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "like BeyondTrust, offer strong PAM plus leading endpoint privilege management and remote access"}, {"id": "mai-20260917-0922-baseline|c106-m3|meta-small|One Identity Safeguard", "prompt": "c106-m3", "model": "meta-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "One Identity Safeguard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top privileged access management platforms include CyberArk, BeyondTrust, One Identity Safeguard, Delinea PAM, and Keeper Security KeeperPAM."}, {"id": "mai-20260917-0922-baseline|c106-m3|meta-small|Delinea PAM", "prompt": "c106-m3", "model": "meta-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea PAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include CyberArk, BeyondTrust, One Identity Safeguard, Delinea PAM, and Keeper Security KeeperPAM"}, {"id": "mai-20260917-0922-baseline|c106-m3|meta-small|Keeper Security KeeperPAM", "prompt": "c106-m3", "model": "meta-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Keeper Security KeeperPAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Delinea PAM, and Keeper Security KeeperPAM"}, {"id": "mai-20260917-0922-baseline|c106-m3|minimax-small|CyberArk", "prompt": "c106-m3", "model": "minimax-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CyberArk leads in enterprise deployment depth and legacy system support"}, {"id": "mai-20260917-0922-baseline|c106-m3|minimax-small|BeyondTrust", "prompt": "c106-m3", "model": "minimax-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BeyondTrust offers the most unified endpoint+remote access solution"}, {"id": "mai-20260917-0922-baseline|c106-m3|minimax-small|Delinea (formerly Thycotic)", "prompt": "c106-m3", "model": "minimax-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea (formerly Thycotic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Delinea provides the fastest deployment with strong value for mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c106-m3|minimax-small|One Identity", "prompt": "c106-m3", "model": "minimax-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Previously a leader, fell from leader ranks in recent Gartner assessment"}, {"id": "mai-20260917-0922-baseline|c106-m3|minimax-small|Wallix", "prompt": "c106-m3", "model": "minimax-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Wallix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Another former leader that has fallen from the Leaders quadrant"}, {"id": "mai-20260917-0922-baseline|c106-m3|minimax-small|StrongDM", "prompt": "c106-m3", "model": "minimax-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "StrongDM: Zero Trust PAM platform"}, {"id": "mai-20260917-0922-baseline|c106-m3|minimax-small|Saviynt", "prompt": "c106-m3", "model": "minimax-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Saviynt: Enterprise Identity Cloud"}, {"id": "mai-20260917-0922-baseline|c106-m3|minimax-small|Teleport", "prompt": "c106-m3", "model": "minimax-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Teleport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Teleport: Infrastructure access platform"}, {"id": "mai-20260917-0922-baseline|c106-m3|mistral-small|CyberArk", "prompt": "c106-m3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For large, complex enterprises: **CyberArk** or **BeyondTrust**."}, {"id": "mai-20260917-0922-baseline|c106-m3|mistral-small|BeyondTrust", "prompt": "c106-m3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For large, complex enterprises: **CyberArk** or **BeyondTrust**."}, {"id": "mai-20260917-0922-baseline|c106-m3|mistral-small|Delinea", "prompt": "c106-m3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For mid-market or cloud-first teams: **Delinea**."}, {"id": "mai-20260917-0922-baseline|c106-m3|mistral-small|Teleport", "prompt": "c106-m3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For DevOps/cloud-native teams: **Teleport** or **HashiCorp Boundary**."}, {"id": "mai-20260917-0922-baseline|c106-m3|mistral-small|HashiCorp Boundary", "prompt": "c106-m3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "HashiCorp Boundary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For DevOps/cloud-native teams: **Teleport** or **HashiCorp Boundary**."}, {"id": "mai-20260917-0922-baseline|c106-m3|mistral-small|Okta Privileged Access", "prompt": "c106-m3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Okta Privileged Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For Okta users: **Okta Privileged Access**."}, {"id": "mai-20260917-0922-baseline|c106-m3|moonshot-small|CyberArk", "prompt": "c106-m3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CyberArk** (Market Leader) ... Deepest privileged vaulting and session brokering"}, {"id": "mai-20260917-0922-baseline|c106-m3|moonshot-small|BeyondTrust", "prompt": "c106-m3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Organizations wanting unified PAM + remote access | Broadest PASM portfolio"}, {"id": "mai-20260917-0922-baseline|c106-m3|moonshot-small|Delinea", "prompt": "c106-m3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market & cloud-first teams | Fastest deployment, best usability"}, {"id": "mai-20260917-0922-baseline|c106-m3|moonshot-small|HashiCorp Vault", "prompt": "c106-m3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-native, Kubernetes-heavy, developer-focused | **Teleport** or **HashiCorp Vault**"}, {"id": "mai-20260917-0922-baseline|c106-m3|moonshot-small|Teleport", "prompt": "c106-m3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Infrastructure-access-first, fastest-growing modern entrant"}, {"id": "mai-20260917-0922-baseline|c106-m3|moonshot-small|ARCON", "prompt": "c106-m3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ARCON", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong compliance needs in APAC | **ARCON**"}, {"id": "mai-20260917-0922-baseline|c106-m3|moonshot-small|WALLIX", "prompt": "c106-m3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "WALLIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "European data residency requirements | **WALLIX**"}, {"id": "mai-20260917-0922-baseline|c106-m3|openai-small|BeyondTrust", "prompt": "c106-m3", "model": "openai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **BeyondTrust** if you want the broadest integrated platform across PAM, secrets, remote access, and privilege analytics."}, {"id": "mai-20260917-0922-baseline|c106-m3|openai-small|CyberArk", "prompt": "c106-m3", "model": "openai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **CyberArk** if you want the most established enterprise PAM program and deep vault/session controls."}, {"id": "mai-20260917-0922-baseline|c106-m3|openai-small|Delinea", "prompt": "c106-m3", "model": "openai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Delinea** if you want a modern PAM platform with strong momentum and a simpler deployment experience."}, {"id": "mai-20260917-0922-baseline|c106-m3|openai-small|Microsoft Entra PIM", "prompt": "c106-m3", "model": "openai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Microsoft Entra PIM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Not usually a full replacement for a dedicated PAM suite when you need broad vaulting, session brokering"}, {"id": "mai-20260917-0922-baseline|c106-m3|openai-small|ManageEngine", "prompt": "c106-m3", "model": "openai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Typically less deep in advanced controls, analytics, and scale than the enterprise leaders"}, {"id": "mai-20260917-0922-baseline|c106-m3|openai-small|One Identity", "prompt": "c106-m3", "model": "openai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Typically less deep in advanced controls, analytics, and scale than the enterprise leaders"}, {"id": "mai-20260917-0922-baseline|c106-m3|xai-small|CyberArk", "prompt": "c106-m3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recognized as a Leader for the 6th consecutive year, positioned furthest in Completeness of Vision."}, {"id": "mai-20260917-0922-baseline|c106-m3|xai-small|BeyondTrust", "prompt": "c106-m3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader, strong in execution alongside CyberArk."}, {"id": "mai-20260917-0922-baseline|c106-m3|xai-small|Delinea", "prompt": "c106-m3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader for the 6th time, excels in usability and cloud."}, {"id": "mai-20260917-0922-baseline|c106-m3|xai-small|One Identity Safeguard", "prompt": "c106-m3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "One Identity Safeguard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Frequently top-ranked in reviews ... though it dropped from Leader status in recent Gartner."}, {"id": "mai-20260917-0922-baseline|c106-m3|xai-small|StrongDM", "prompt": "c106-m3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Emerging leader in modern, cloud-native PAM, highlighted in 2024-2026 comparisons for Zero Trust and DevOps focus."}, {"id": "mai-20260917-0922-baseline|c106-m3|xai-small|WALLIX", "prompt": "c106-m3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "WALLIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notables include WALLIX, ARCON, and HashiCorp Boundary"}, {"id": "mai-20260917-0922-baseline|c106-m3|xai-small|ARCON", "prompt": "c106-m3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ARCON", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notables include WALLIX, ARCON, and HashiCorp Boundary"}, {"id": "mai-20260917-0922-baseline|c106-m3|xai-small|HashiCorp Boundary", "prompt": "c106-m3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "HashiCorp Boundary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notables include WALLIX, ARCON, and HashiCorp Boundary"}, {"id": "mai-20260917-0922-baseline|c106-m3|zai-small|CyberArk", "prompt": "c106-m3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Gartner Magic Quadrant Leader (7 consecutive years); most trusted for regulated enterprises"}, {"id": "mai-20260917-0922-baseline|c106-m3|zai-small|BeyondTrust", "prompt": "c106-m3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations that prioritize endpoint privilege control and secure vendor/remote access"}, {"id": "mai-20260917-0922-baseline|c106-m3|zai-small|Delinea", "prompt": "c106-m3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mid-market and growing organizations that need rapid time-to-value"}, {"id": "mai-20260917-0922-baseline|c106-m3|zai-small|Safeguard by One Identity", "prompt": "c106-m3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Safeguard by One Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Regulated enterprises needing a unified vault, session inspection, and behavioral analytics"}, {"id": "mai-20260917-0922-baseline|c106-m3|zai-small|ManageEngine PAM360", "prompt": "c106-m3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: SMBs and mid-market teams that want a straightforward, budget-friendly PAM console"}, {"id": "mai-20260917-0922-baseline|c106-m3|zai-small|Microsoft Entra PIM", "prompt": "c106-m3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Microsoft Entra PIM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Not a full-featured PAM** – best as an adjunct rather than a standalone PAM."}, {"id": "mai-20260917-0922-baseline|c106-m3|zai-small|Keeper Security (KeeperPAM)", "prompt": "c106-m3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Keeper Security (KeeperPAM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Limited scope** – mainly password vaulting with basic session controls, not a full PAM suite."}, {"id": "mai-20260917-0922-baseline|c106-m3|zai-small|Teleport", "prompt": "c106-m3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Teleport", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Not a full PAM** – limited credential vaulting and analytics."}, {"id": "mai-20260917-0922-baseline|c106-m3|zai-small|StrongDM", "prompt": "c106-m3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Cloud-native and DevOps teams that need fast, self-service privileged access"}, {"id": "mai-20260917-0922-baseline|c106-m4|alibaba-small|ManageEngine Privilege Manager", "prompt": "c106-m4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine Privilege Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the overall winner for balancing features, ease of use, and price is **ManageEngine Privilege Manager**"}, {"id": "mai-20260917-0922-baseline|c106-m4|alibaba-small|CyberArk", "prompt": "c106-m4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rivals CyberArk or BeyondTrust (the expensive industry leaders) at a fraction of the cost"}, {"id": "mai-20260917-0922-baseline|c106-m4|alibaba-small|BeyondTrust", "prompt": "c106-m4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "rivals CyberArk or BeyondTrust (the expensive industry leaders) at a fraction of the cost"}, {"id": "mai-20260917-0922-baseline|c106-m4|alibaba-small|Lokad", "prompt": "c106-m4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Lokad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Startups & Modern Tech Stacks: Lokad ... **ManageEngine** or **Lokad** are the safer investments"}, {"id": "mai-20260917-0922-baseline|c106-m4|alibaba-small|Teleport", "prompt": "c106-m4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Free Tier (For DevOps): Teleport ... The free plan is incredibly generous"}, {"id": "mai-20260917-0922-baseline|c106-m4|alibaba-small|HashiCorp Vault", "prompt": "c106-m4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "HashiCorp Vault is the industry standard for open-source secrets management"}, {"id": "mai-20260917-0922-baseline|c106-m4|alibaba-small|Bitwarden", "prompt": "c106-m4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "companies often try to swap a PAM tool for a Password Manager (like Bitwarden, LastPass, or 1Password). **Be careful here.**"}, {"id": "mai-20260917-0922-baseline|c106-m4|alibaba-small|LastPass", "prompt": "c106-m4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "try to swap a PAM tool for a Password Manager (like Bitwarden, LastPass, or 1Password). **Be careful here.**"}, {"id": "mai-20260917-0922-baseline|c106-m4|alibaba-small|1Password", "prompt": "c106-m4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "try to swap a PAM tool for a Password Manager (like Bitwarden, LastPass, or 1Password). **Be careful here.**"}, {"id": "mai-20260917-0922-baseline|c106-m4|anthropic-small|ManageEngine PAM360", "prompt": "c106-m4", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ManageEngine PAM360 is the best affordable commercial option designed specifically for SMBs"}, {"id": "mai-20260917-0922-baseline|c106-m4|anthropic-small|miniOrange", "prompt": "c106-m4", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "miniOrange is a flexible and affordable option for businesses that need a modular and customizable PAM solution"}, {"id": "mai-20260917-0922-baseline|c106-m4|anthropic-small|JumpServer", "prompt": "c106-m4", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpServer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "open-source solutions like JumpServer offer enterprise-grade features at no licensing cost"}, {"id": "mai-20260917-0922-baseline|c106-m4|anthropic-small|Delinea", "prompt": "c106-m4", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Commercial platforms range from approximately $10,000/year (Delinea mid-market)"}, {"id": "mai-20260917-0922-baseline|c106-m4|anthropic-small|CyberArk", "prompt": "c106-m4", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "to $200,000+/year (CyberArk enterprise)"}, {"id": "mai-20260917-0922-baseline|c106-m4|challenger-small|ManageEngine PAM360", "prompt": "c106-m4", "model": "challenger-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick is usually **ManageEngine PAM360**"}, {"id": "mai-20260917-0922-baseline|c106-m4|challenger-small|Keeper Security / KeeperPAM", "prompt": "c106-m4", "model": "challenger-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper Security / KeeperPAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often positioned as affordable for smaller teams and easier to adopt if you already use Keeper"}, {"id": "mai-20260917-0922-baseline|c106-m4|challenger-small|Devolutions Starter Pack", "prompt": "c106-m4", "model": "challenger-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Devolutions Starter Pack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best low-cost/simple option for small teams:** **Devolutions Starter Pack**"}, {"id": "mai-20260917-0922-baseline|c106-m4|challenger-small|JumpCloud", "prompt": "c106-m4", "model": "challenger-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **JumpCloud** in some reviews, especially when your team is small"}, {"id": "mai-20260917-0922-baseline|c106-m4|challenger-small|AWS Secrets Manager", "prompt": "c106-m4", "model": "challenger-small", "cat": "privileged-access-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can be more affordable for focused use cases, but they are not full broad PAM replacements"}, {"id": "mai-20260917-0922-baseline|c106-m4|challenger-small|SSH PrivX", "prompt": "c106-m4", "model": "challenger-small", "cat": "privileged-access-management", "variant": "budget", "raw": "SSH PrivX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can be more affordable for focused use cases, but they are not full broad PAM replacements"}, {"id": "mai-20260917-0922-baseline|c106-m4|deepseek-small|Teleport Community Edition", "prompt": "c106-m4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Teleport Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tightest budget + technical team available → **Teleport Community** (free under their size limits)"}, {"id": "mai-20260917-0922-baseline|c106-m4|deepseek-small|HashiCorp Boundary Community", "prompt": "c106-m4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "HashiCorp Boundary Community", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Free and self-hosted (MPL-2.0). Good for brokering/recording sessions without per-user license fees."}, {"id": "mai-20260917-0922-baseline|c106-m4|deepseek-small|JumpServer", "prompt": "c106-m4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpServer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**JumpServer** (free, quick to deploy). You get real PAM with zero license cost."}, {"id": "mai-20260917-0922-baseline|c106-m4|deepseek-small|Keeper Business", "prompt": "c106-m4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Keeper Business** (~$3.75/user/month) if you mainly need vaulting + PAM basics"}, {"id": "mai-20260917-0922-baseline|c106-m4|deepseek-small|ManageEngine PAM360", "prompt": "c106-m4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you need broader on-prem features and can absorb the ~$8K/year entry"}, {"id": "mai-20260917-0922-baseline|c106-m4|deepseek-small|JumpCloud", "prompt": "c106-m4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free up to 10 users and 10 devices; then ~$9–$13/user/month."}, {"id": "mai-20260917-0922-baseline|c106-m4|deepseek-small|AWS Secrets Manager", "prompt": "c106-m4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Cloud-native / DevOps focus** → **Teleport** or **AWS Secrets Manager** scale nicely with usage."}, {"id": "mai-20260917-0922-baseline|c106-m4|deepseek-small|SSH PrivX", "prompt": "c106-m4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "SSH PrivX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Offers a free version and avoids per-endpoint agent costs, good for SMBs with focused access needs."}, {"id": "mai-20260917-0922-baseline|c106-m4|deepseek-small|CyberArk", "prompt": "c106-m4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "many commercial PAMs (CyberArk, BeyondTrust, Delinea, One Identity) are quote-only and get expensive"}, {"id": "mai-20260917-0922-baseline|c106-m4|deepseek-small|BeyondTrust", "prompt": "c106-m4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "quote-only and get expensive with per-endpoint agents or privileged-user seat licensing"}, {"id": "mai-20260917-0922-baseline|c106-m4|deepseek-small|Delinea", "prompt": "c106-m4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "quote-only and get expensive with per-endpoint agents or privileged-user seat licensing"}, {"id": "mai-20260917-0922-baseline|c106-m4|deepseek-small|One Identity", "prompt": "c106-m4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "quote-only and get expensive with per-endpoint agents or privileged-user seat licensing"}, {"id": "mai-20260917-0922-baseline|c106-m4|google-small|CyberArk", "prompt": "c106-m4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional enterprise leaders like CyberArk and BeyondTrust are notoriously expensive and require significant engineering resources to maintain."}, {"id": "mai-20260917-0922-baseline|c106-m4|google-small|BeyondTrust", "prompt": "c106-m4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "notoriously expensive and require significant engineering resources to maintain"}, {"id": "mai-20260917-0922-baseline|c106-m4|google-small|KeeperPAM (Keeper Security)", "prompt": "c106-m4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "KeeperPAM (Keeper Security)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with **KeeperPAM**. It has the lowest operational overhead."}, {"id": "mai-20260917-0922-baseline|c106-m4|google-small|ManageEngine PAM360", "prompt": "c106-m4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have a traditional network setup and need deep session controls on a strict budget:** Go with **ManageEngine PAM360**."}, {"id": "mai-20260917-0922-baseline|c106-m4|google-small|Securden", "prompt": "c106-m4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Securden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Outstanding value-to-feature ratio."}, {"id": "mai-20260917-0922-baseline|c106-m4|google-small|JumpServer", "prompt": "c106-m4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpServer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you have zero software budget but strong in-house DevOps talent:** Spin up a self-hosted instance of **JumpServer**."}, {"id": "mai-20260917-0922-baseline|c106-m4|google-small|Teleport (Community Edition)", "prompt": "c106-m4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Teleport (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for:** Modern, cloud-native, and developer-heavy environments."}, {"id": "mai-20260917-0922-baseline|c106-m4|meta-small|Heimdal Privileged Access Management", "prompt": "c106-m4", "model": "meta-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Heimdal Privileged Access Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Heimdal Privileged Access Management: A PAM solution designed to simplify and segment the management of admin rights within an enterprise network."}, {"id": "mai-20260917-0922-baseline|c106-m4|minimax-small|Keeper Security", "prompt": "c106-m4", "model": "minimax-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Keeper Security** – Best for combining password management and privileged access at an affordable price. Strong overall value for small businesses."}, {"id": "mai-20260917-0922-baseline|c106-m4|minimax-small|ManageEngine PAM360", "prompt": "c106-m4", "model": "minimax-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers broad features on a limited budget, good for companies wanting comprehensive functionality without high costs."}, {"id": "mai-20260917-0922-baseline|c106-m4|minimax-small|AWS Secrets Manager", "prompt": "c106-m4", "model": "minimax-small", "cat": "privileged-access-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for cloud-native workloads, with usage-based pricing that can be cost-effective for smaller teams."}, {"id": "mai-20260917-0922-baseline|c106-m4|minimax-small|SSH PrivX", "prompt": "c106-m4", "model": "minimax-small", "cat": "privileged-access-management", "variant": "budget", "raw": "SSH PrivX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For the tightest budget, starting with **Teleport (open-source)** or **SSH PrivX (free version)** would be most cost-effective"}, {"id": "mai-20260917-0922-baseline|c106-m4|minimax-small|Teleport", "prompt": "c106-m4", "model": "minimax-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers a community edition (open-source) with modern secretless access"}, {"id": "mai-20260917-0922-baseline|c106-m4|mistral-small|ManageEngine PAM360", "prompt": "c106-m4", "model": "mistral-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ManageEngine PAM360** and **Keeper Security** are frequently cited as top choices for organizations with limited budgets"}, {"id": "mai-20260917-0922-baseline|c106-m4|mistral-small|CyberArk", "prompt": "c106-m4", "model": "mistral-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the high cost of enterprise solutions like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-m4|mistral-small|BeyondTrust", "prompt": "c106-m4", "model": "mistral-small", "cat": "privileged-access-management", "variant": "budget", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without the high cost of enterprise solutions like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-m4|mistral-small|Keeper Security", "prompt": "c106-m4", "model": "mistral-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "combining password and privileged access management affordably, making it a strong choice for budget-conscious teams"}, {"id": "mai-20260917-0922-baseline|c106-m4|mistral-small|Delinea", "prompt": "c106-m4", "model": "mistral-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers capable PAM with faster deployment"}, {"id": "mai-20260917-0922-baseline|c106-m4|mistral-small|StrongDM", "prompt": "c106-m4", "model": "mistral-small", "cat": "privileged-access-management", "variant": "budget", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Provides simple, governed infrastructure access, ideal for smaller teams"}, {"id": "mai-20260917-0922-baseline|c106-m4|mistral-small|Teleport", "prompt": "c106-m4", "model": "mistral-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "modern, secretless access approach with an open-source core, which can reduce costs"}, {"id": "mai-20260917-0922-baseline|c106-m4|moonshot-small|Teleport Community Edition", "prompt": "c106-m4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Teleport Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick:** If you have technical expertise, **JumpServer** or **Teleport Community** offer full-featured PAM for free."}, {"id": "mai-20260917-0922-baseline|c106-m4|moonshot-small|JumpServer Community Edition", "prompt": "c106-m4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpServer Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My top pick:** If you have technical expertise, **JumpServer** or **Teleport Community** offer full-featured PAM for free."}, {"id": "mai-20260917-0922-baseline|c106-m4|moonshot-small|Mamori.io Free PAM", "prompt": "c106-m4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Mamori.io Free PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Small businesses needing database-focused PAM"}, {"id": "mai-20260917-0922-baseline|c106-m4|moonshot-small|ManageEngine PAM360", "prompt": "c106-m4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need vendor support, **ManageEngine PAM360** provides the best value among commercial options."}, {"id": "mai-20260917-0922-baseline|c106-m4|moonshot-small|Delinea Secret Server Free Edition", "prompt": "c106-m4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea Secret Server Free Edition", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Limitations:** Lacks full PAM features like session control"}, {"id": "mai-20260917-0922-baseline|c106-m4|moonshot-small|HashiCorp Vault (Community Edition)", "prompt": "c106-m4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "HashiCorp Vault (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** DevOps teams, cloud-native environments"}, {"id": "mai-20260917-0922-baseline|c106-m4|moonshot-small|CyberArk", "prompt": "c106-m4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "significantly cheaper than CyberArk/BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-m4|moonshot-small|BeyondTrust", "prompt": "c106-m4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "significantly cheaper than CyberArk/BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-m4|moonshot-small|KeePassXC", "prompt": "c106-m4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "KeePassXC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Just need password vaulting | **Delinea Secret Server Free** or **KeePassXC**"}, {"id": "mai-20260917-0922-baseline|c106-m4|openai-small|Microsoft Entra ID P2", "prompt": "c106-m4", "model": "openai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Microsoft Entra ID P2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best value starting point is usually Microsoft Entra ID P2**"}, {"id": "mai-20260917-0922-baseline|c106-m4|openai-small|Delinea", "prompt": "c106-m4", "model": "openai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "vendors like **Delinea** or **CyberArk** are often stronger PAM platforms, but they're typically more enterprise-focused and usually not the cheapest route"}, {"id": "mai-20260917-0922-baseline|c106-m4|openai-small|CyberArk", "prompt": "c106-m4", "model": "openai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "vendors like **Delinea** or **CyberArk** are often stronger PAM platforms, but ... usually not the cheapest route"}, {"id": "mai-20260917-0922-baseline|c106-m4|xai-small|CyberArk", "prompt": "c106-m4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise giants like CyberArk or BeyondTrust often start at $50K+ annually and are overkill for SMBs."}, {"id": "mai-20260917-0922-baseline|c106-m4|xai-small|BeyondTrust", "prompt": "c106-m4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise giants like CyberArk or BeyondTrust often start at $50K+ annually and are overkill for SMBs."}, {"id": "mai-20260917-0922-baseline|c106-m4|xai-small|ManageEngine PAM360", "prompt": "c106-m4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "ManageEngine PAM360 (Best Overall Budget Pick for SMBs)"}, {"id": "mai-20260917-0922-baseline|c106-m4|xai-small|Keeper Security (KeeperPAM)", "prompt": "c106-m4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper Security (KeeperPAM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Simple, Per-User Affordability"}, {"id": "mai-20260917-0922-baseline|c106-m4|xai-small|Teleport Community Edition", "prompt": "c106-m4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Teleport Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Free/Open-Source Option"}, {"id": "mai-20260917-0922-baseline|c106-m4|xai-small|JumpServer", "prompt": "c106-m4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpServer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notables: JumpServer (free OSS up to 5K assets)"}, {"id": "mai-20260917-0922-baseline|c106-m4|xai-small|HashiCorp Boundary", "prompt": "c106-m4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "HashiCorp Boundary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HashiCorp Boundary (free community)"}, {"id": "mai-20260917-0922-baseline|c106-m4|xai-small|miniOrange", "prompt": "c106-m4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "miniOrange (~$1.50/user/mo)"}, {"id": "mai-20260917-0922-baseline|c106-m4|xai-small|Delinea", "prompt": "c106-m4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid pricier ones like Delinea/StrongDM ($70+/user/mo) unless scaling fast."}, {"id": "mai-20260917-0922-baseline|c106-m4|xai-small|StrongDM", "prompt": "c106-m4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "StrongDM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid pricier ones like Delinea/StrongDM ($70+/user/mo) unless scaling fast."}, {"id": "mai-20260917-0922-baseline|c106-m4|zai-small|JumpServer", "prompt": "c106-m4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpServer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall:** **JumpServer (Community Edition)** – free, full‑featured, self‑hosted."}, {"id": "mai-20260917-0922-baseline|c106-m4|zai-small|HashiCorp Vault", "prompt": "c106-m4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Less of a complete “PAM” with approval workflows and session control"}, {"id": "mai-20260917-0922-baseline|c106-m4|zai-small|Teleport", "prompt": "c106-m4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for cloud‑native/devops:** **Teleport (Community)** or **StrongDM**."}, {"id": "mai-20260917-0922-baseline|c106-m4|zai-small|Apache Guacamole", "prompt": "c106-m4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Apache Guacamole", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Requires additional components for advanced credential management and approval workflows."}, {"id": "mai-20260917-0922-baseline|c106-m4|zai-small|Warpgate", "prompt": "c106-m4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Warpgate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More limited than JumpServer/Teleport; good for small teams with mostly SSH access."}, {"id": "mai-20260917-0922-baseline|c106-m4|zai-small|ManageEngine PAM360", "prompt": "c106-m4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best low‑cost commercial option:** **ManageEngine PAM360**"}, {"id": "mai-20260917-0922-baseline|c106-m4|zai-small|Okta Privileged Access (ASA)", "prompt": "c106-m4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Okta Privileged Access (ASA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "are usually the most affordable “off‑the‑shelf” solutions"}, {"id": "mai-20260917-0922-baseline|c106-m4|zai-small|StrongDM", "prompt": "c106-m4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**StrongDM** can be a compelling choice."}, {"id": "mai-20260917-0922-baseline|c106-m4|zai-small|BeyondTrust PAM / EPM", "prompt": "c106-m4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "BeyondTrust PAM / EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Quote‑based, often lower than enterprise | SMBs"}, {"id": "mai-20260917-0922-baseline|c106-m4|zai-small|CyberArk Privileged Account Security", "prompt": "c106-m4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk Privileged Account Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Not recommended for very limited budgets unless you have a specific requirement."}, {"id": "mai-20260917-0922-baseline|c106-m4|zai-small|Admin By Request", "prompt": "c106-m4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Admin By Request", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Best if you want a free endpoint privilege management tool:** **Admin By Request**"}, {"id": "mai-20260917-0922-baseline|c106-m4|zai-small|CyberFOX AutoElevate", "prompt": "c106-m4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberFOX AutoElevate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "are excellent for endpoint privilege management on a free plan"}, {"id": "mai-20260917-0922-baseline|c106-m4|zai-small|Delinea Secret Server / Free Edition", "prompt": "c106-m4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea Secret Server / Free Edition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "No full PAM features (no session control)."}, {"id": "mai-20260917-0922-baseline|c106-m4|zai-small|Devolutions Hub (Free)", "prompt": "c106-m4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Devolutions Hub (Free)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Free cloud vault with access tracking. | No session control."}, {"id": "mai-20260917-0922-baseline|c106-m4|zai-small|KeePassXC (with KeeAgent)", "prompt": "c106-m4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "KeePassXC (with KeeAgent)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Free, local only. | No cloud vault or session control."}, {"id": "mai-20260917-0922-baseline|c106-m5|alibaba-small|CyberArk Enterprise Suite", "prompt": "c106-m5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk Enterprise Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You don't need the \"Tier 1\" Enterprise monsters (like CyberArk Enterprise Suite) which come with immense complexity and price tags."}, {"id": "mai-20260917-0922-baseline|c106-m5|alibaba-small|Thycotic (Dassault Systems)", "prompt": "c106-m5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Thycotic (Dassault Systems)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Look at vendors who specifically target the mid-market, such as: Thycotic (Dassault Systems)"}, {"id": "mai-20260917-0922-baseline|c106-m5|alibaba-small|Keeper Security (BPM/PAM module)", "prompt": "c106-m5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Keeper Security (BPM/PAM module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look at vendors who specifically target the mid-market, such as: ... Keeper Security (BPM/PAM module)"}, {"id": "mai-20260917-0922-baseline|c106-m5|alibaba-small|Avatier", "prompt": "c106-m5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Avatier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look at vendors who specifically target the mid-market, such as: ... Avatier"}, {"id": "mai-20260917-0922-baseline|c106-m5|alibaba-small|Bitwarden", "prompt": "c106-m5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bitwarden (Secrets Manager - for a lighter approach)"}, {"id": "mai-20260917-0922-baseline|c106-m5|alibaba-small|Imperva", "prompt": "c106-m5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look at vendors who specifically target the mid-market, such as: ... Imperva"}, {"id": "mai-20260917-0922-baseline|c106-m5|deepseek-small|CyberArk", "prompt": "c106-m5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Market leader, deepest feature set and rotation coverage, but more operational complexity and cost."}, {"id": "mai-20260917-0922-baseline|c106-m5|deepseek-small|BeyondTrust", "prompt": "c106-m5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pairs vaulting with endpoint privilege management and remote support in one bundle; competitive TCO vs. CyberArk."}, {"id": "mai-20260917-0922-baseline|c106-m5|deepseek-small|Delinea", "prompt": "c106-m5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Delinea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Often the strongest fit for mid-market: faster deployment, simpler architecture, lower TCO."}, {"id": "mai-20260917-0922-baseline|c106-m5|deepseek-small|StrongDM", "prompt": "c106-m5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong mid-market / cloud-native alternatives worth including: StrongDM"}, {"id": "mai-20260917-0922-baseline|c106-m5|deepseek-small|Keeper Security Enterprise", "prompt": "c106-m5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Keeper Security Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth including: **StrongDM**, **Keeper Security Enterprise**"}, {"id": "mai-20260917-0922-baseline|c106-m5|deepseek-small|ManageEngine PAM360", "prompt": "c106-m5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ManageEngine PAM360 (often 50–70% lower cost, good for lighter needs)"}, {"id": "mai-20260917-0922-baseline|c106-m5|deepseek-small|Teleport", "prompt": "c106-m5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Teleport (great if you have significant DevOps/cloud access needs)"}, {"id": "mai-20260917-0922-baseline|c106-m5|google-small|CyberArk (Privilege Cloud)", "prompt": "c106-m5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk (Privilege Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Cons:** High cost, complex configuration, steep learning curve."}, {"id": "mai-20260917-0922-baseline|c106-m5|google-small|BeyondTrust", "prompt": "c106-m5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Cons:** High cost, complex configuration, steep learning curve."}, {"id": "mai-20260917-0922-baseline|c106-m5|google-small|One Identity", "prompt": "c106-m5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cons:** High cost, complex configuration, steep learning curve."}, {"id": "mai-20260917-0922-baseline|c106-m5|google-small|Delinea (Secret Server)", "prompt": "c106-m5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Delinea (Secret Server)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Mid-Market SaaS Platforms | Hybrid environments looking for fast setup, low maintenance... **Pros:** Great balance of cost, ease of use, and quick deployment."}, {"id": "mai-20260917-0922-baseline|c106-m5|google-small|Securden", "prompt": "c106-m5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Securden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Delinea (Secret Server)**, **Securden**, **Keeper Security (KeeperPAM)** | **Pros:** Great balance of cost, ease of use, and quick deployment."}, {"id": "mai-20260917-0922-baseline|c106-m5|google-small|Keeper Security (KeeperPAM)", "prompt": "c106-m5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Keeper Security (KeeperPAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Keeper Security (KeeperPAM)** | **Pros:** Great balance of cost, ease of use, and quick deployment."}, {"id": "mai-20260917-0922-baseline|c106-m5|google-small|Teleport", "prompt": "c106-m5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Highly technical or software-driven companies where the main risk is developers/engineers accessing AWS, Kubernetes, and Databases."}, {"id": "mai-20260917-0922-baseline|c106-m5|google-small|StrongDM", "prompt": "c106-m5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Teleport**, **StrongDM**, **Opal** | **Pros:** Zero-trust, certificate-based"}, {"id": "mai-20260917-0922-baseline|c106-m5|google-small|Opal", "prompt": "c106-m5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Opal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Teleport**, **StrongDM**, **Opal** | **Pros:** Zero-trust, certificate-based (no passwords to rotate), loved by engineers."}, {"id": "mai-20260917-0922-baseline|c106-m5|minimax-small|CyberArk", "prompt": "c106-m5", "model": "minimax-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**CyberArk** remains the enterprise benchmark if you anticipate rapid growth or have complex compliance requirements"}, {"id": "mai-20260917-0922-baseline|c106-m5|minimax-small|Delinea (Secret Server)", "prompt": "c106-m5", "model": "minimax-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Delinea (Secret Server)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest prioritizing **Delinea Secret Server** or **BeyondTrust** as strong mid-market options"}, {"id": "mai-20260917-0922-baseline|c106-m5|minimax-small|BeyondTrust", "prompt": "c106-m5", "model": "minimax-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest prioritizing **Delinea Secret Server** or **BeyondTrust** as strong mid-market options"}, {"id": "mai-20260917-0922-baseline|c106-m5|minimax-small|One Identity", "prompt": "c106-m5", "model": "minimax-small", "cat": "privileged-access-management", "variant": "scale", "raw": "One Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**One Identity** | Integrated IAM/PAM | Good if you need to consolidate IAM and PAM"}, {"id": "mai-20260917-0922-baseline|c106-m5|minimax-small|HashiCorp Vault", "prompt": "c106-m5", "model": "minimax-small", "cat": "privileged-access-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HashiCorp Vault** | Cloud-native, DevOps-focused | Best for organizations with strong cloud/DevOps maturity"}, {"id": "mai-20260917-0922-baseline|c106-m5|minimax-small|Teleport", "prompt": "c106-m5", "model": "minimax-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Teleport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Teleport** | Modern infrastructure, developer-friendly | Open-source option"}, {"id": "mai-20260917-0922-baseline|c106-m5|minimax-small|Keeper Security", "prompt": "c106-m5", "model": "minimax-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Keeper Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Keeper Security** | Simpler PAM needs | Good for organizations starting their PAM journey"}, {"id": "mai-20260917-0922-baseline|c106-m5|mistral-small|CyberArk", "prompt": "c106-m5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Market leader, strong enterprise features, broad integrations | Large enterprises, high-security environments"}, {"id": "mai-20260917-0922-baseline|c106-m5|mistral-small|BeyondTrust", "prompt": "c106-m5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong privileged remote access, least-privilege management | Mixed environments, MSPs"}, {"id": "mai-20260917-0922-baseline|c106-m5|mistral-small|Delinea (Thycotic + Centrify)", "prompt": "c106-m5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Delinea (Thycotic + Centrify)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "User-friendly, strong secret management | Mid-market, ease of use"}, {"id": "mai-20260917-0922-baseline|c106-m5|mistral-small|SailPoint Privileged Access", "prompt": "c106-m5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "SailPoint Privileged Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Identity-centric, good for hybrid/cloud | Companies already using SailPoint"}, {"id": "mai-20260917-0922-baseline|c106-m5|mistral-small|Microsoft Defender for Identity/PAM", "prompt": "c106-m5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Microsoft Defender for Identity/PAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Native integration with Azure AD, cost-effective | Microsoft-heavy environments"}, {"id": "mai-20260917-0922-baseline|c106-m5|mistral-small|HashiCorp Sentinel", "prompt": "c106-m5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "HashiCorp Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Policy-as-code, DevOps-friendly | Cloud-native, DevOps teams"}, {"id": "mai-20260917-0922-baseline|c106-m5|mistral-small|Okta Advanced Server Access", "prompt": "c106-m5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Okta Advanced Server Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern, cloud-first, easy to deploy | Startups, cloud-first companies"}, {"id": "mai-20260917-0922-baseline|c106-m5|xai-small|CyberArk", "prompt": "c106-m5", "model": "xai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CyberArk, BeyondTrust leaders; Delinea, StrongDM rising"}, {"id": "mai-20260917-0922-baseline|c106-m5|xai-small|BeyondTrust", "prompt": "c106-m5", "model": "xai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "CyberArk, BeyondTrust leaders; Delinea, StrongDM rising"}, {"id": "mai-20260917-0922-baseline|c106-m5|xai-small|Delinea", "prompt": "c106-m5", "model": "xai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Delinea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Delinea, StrongDM rising"}, {"id": "mai-20260917-0922-baseline|c106-m5|xai-small|StrongDM", "prompt": "c106-m5", "model": "xai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "StrongDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Delinea, StrongDM rising"}, {"id": "mai-20260917-0922-baseline|c106-m5|xai-small|Wallix", "prompt": "c106-m5", "model": "xai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Wallix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top vendors: CyberArk, Delinea (Thycotic + Centrify), BeyondTrust, StrongDM, Wallix."}, {"id": "mai-20260917-0922-baseline|c106-m6|alibaba-small|CyberArk", "prompt": "c106-m6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid unless you have the budget for professional services training and at least two dedicated full-time administrators."}, {"id": "mai-20260917-0922-baseline|c106-m6|alibaba-small|IBM Security Identity and Access Manager (SAM)", "prompt": "c106-m6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "IBM Security Identity and Access Manager (SAM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Proceed with extreme caution; look into lighter-weight alternatives unless you are a legacy-heavy enterprise"}, {"id": "mai-20260917-0922-baseline|c106-m6|alibaba-small|SailPoint", "prompt": "c106-m6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Do not purchase these as a primary PAM solution."}, {"id": "mai-20260917-0922-baseline|c106-m6|alibaba-small|PingIdentity", "prompt": "c106-m6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "PingIdentity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Do not purchase these as a primary PAM solution."}, {"id": "mai-20260917-0922-baseline|c106-m6|alibaba-small|HashiCorp Vault", "prompt": "c106-m6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for general-purpose IT administration."}, {"id": "mai-20260917-0922-baseline|c106-m6|alibaba-small|Conjur", "prompt": "c106-m6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Conjur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for general-purpose IT administration."}, {"id": "mai-20260917-0922-baseline|c106-m6|alibaba-small|Delinea (formerly Thycotic)", "prompt": "c106-m6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea (formerly Thycotic)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Customers of legacy Thycotic products have reported friction regarding service levels, product roadmaps"}, {"id": "mai-20260917-0922-baseline|c106-m6|alibaba-small|Onapsis", "prompt": "c106-m6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Onapsis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "these vendors are often inflexible outside of SAP"}, {"id": "mai-20260917-0922-baseline|c106-m6|alibaba-small|SunGard", "prompt": "c106-m6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "SunGard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "these vendors are often inflexible outside of SAP"}, {"id": "mai-20260917-0922-baseline|c106-m6|anthropic-small|BeyondTrust", "prompt": "c106-m6", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BeyondTrust disclosed a critical security flaw in Privileged Remote Access (PRA) and Remote Support (RS) products (CVE-2024-12356, CVSS score 9.8)"}, {"id": "mai-20260917-0922-baseline|c106-m6|anthropic-small|CyberArk", "prompt": "c106-m6", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "CyberArk carries high cost and licensing complexity, long deployment timelines, and significant operational overhead for smaller teams"}, {"id": "mai-20260917-0922-baseline|c106-m6|anthropic-small|Delinea", "prompt": "c106-m6", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "no widely reported, major platform-level breach specific to CyberArk, BeyondTrust, or Delinea's PAM products themselves"}, {"id": "mai-20260917-0922-baseline|c106-m6|anthropic-small|ARCON PAM", "prompt": "c106-m6", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ARCON PAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ARCON PAM's interface can feel dated compared to cloud-native alternatives, and complex policy configurations require significant admin effort"}, {"id": "mai-20260917-0922-baseline|c106-m6|challenger-small|Microsoft Entra ID PIM", "prompt": "c106-m6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Microsoft Entra ID PIM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "if your problem is shared admin passwords, local admin sprawl, or non-Microsoft infrastructure, because it is strongest for Entra/Azure role governance"}, {"id": "mai-20260917-0922-baseline|c106-m6|challenger-small|Ping Identity", "prompt": "c106-m6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "and similar identity-platform add-ons if you need full PAM controls, because the available comparison shows they emphasize JIT/governance more than credential vaulting"}, {"id": "mai-20260917-0922-baseline|c106-m6|challenger-small|Okta Privileged Access", "prompt": "c106-m6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Okta Privileged Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "if you expect it to replace a full vault-led PAM program, because it is positioned more as an identity-platform extension"}, {"id": "mai-20260917-0922-baseline|c106-m6|challenger-small|Teleport", "prompt": "c106-m6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Teleport", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "cloud-native tools if your organization mainly needs traditional enterprise PAM for shared admin accounts"}, {"id": "mai-20260917-0922-baseline|c106-m6|challenger-small|HashiCorp Vault/Boundary", "prompt": "c106-m6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "HashiCorp Vault/Boundary", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "better fits for ephemeral access, secrets, and modern infrastructure than for broad legacy PAM coverage"}, {"id": "mai-20260917-0922-baseline|c106-m6|challenger-small|Apono", "prompt": "c106-m6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Apono", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "JIT-first tools such as Apono, Britive, or P0 Security if you still have unresolved standing credentials and local admin exposure"}, {"id": "mai-20260917-0922-baseline|c106-m6|challenger-small|Britive", "prompt": "c106-m6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Britive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "JIT-first tools such as Apono, Britive, or P0 Security if you still have unresolved standing credentials"}, {"id": "mai-20260917-0922-baseline|c106-m6|challenger-small|P0 Security", "prompt": "c106-m6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "P0 Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "JIT-first tools such as Apono, Britive, or P0 Security if you still have unresolved standing credentials"}, {"id": "mai-20260917-0922-baseline|c106-m6|deepseek-small|Broadcom / Symantec Privileged Access Management", "prompt": "c106-m6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Broadcom / Symantec Privileged Access Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Do **not** adopt Broadcom/Symantec or ManageEngine PAM360 without a patching SLA and network isolation."}, {"id": "mai-20260917-0922-baseline|c106-m6|deepseek-small|ManageEngine (Zoho) PAM360 / Password Manager Pro / Access Manager Plus", "prompt": "c106-m6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ManageEngine (Zoho) PAM360 / Password Manager Pro / Access Manager Plus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Do **not** adopt Broadcom/Symantec or ManageEngine PAM360 without a patching SLA and network isolation."}, {"id": "mai-20260917-0922-baseline|c106-m6|deepseek-small|Securden Unified Privileged Access Manager", "prompt": "c106-m6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Securden Unified Privileged Access Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Caution level: High. Newer vendor, fewer maturity proves-out, and these are core architectural issues, not edge cases."}, {"id": "mai-20260917-0922-baseline|c106-m6|deepseek-small|CyberArk", "prompt": "c106-m6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be highly cautious with CyberArk and BeyondTrust \\u2013 their true cost is 2\\u20133x sticker price"}, {"id": "mai-20260917-0922-baseline|c106-m6|deepseek-small|BeyondTrust", "prompt": "c106-m6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pricing \\u2013 among the most expensive in the category; you often need 3\\u20134 separate subscription modules"}, {"id": "mai-20260917-0922-baseline|c106-m6|deepseek-small|Delinea", "prompt": "c106-m6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The platforms to **be cautious about** (CyberArk, BeyondTrust, Delinea)"}, {"id": "mai-20260917-0922-baseline|c106-m6|deepseek-small|Keeper", "prompt": "c106-m6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Start with a simplified alternative (e.g., Keeper, StrongDM, or a mid-market tool)"}, {"id": "mai-20260917-0922-baseline|c106-m6|deepseek-small|StrongDM", "prompt": "c106-m6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look at cloud-first options like Akeyless, StrongDM, or HashiCorp Vault-based solutions."}, {"id": "mai-20260917-0922-baseline|c106-m6|deepseek-small|Akeyless", "prompt": "c106-m6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look at cloud-first options like Akeyless, StrongDM, or HashiCorp Vault-based solutions."}, {"id": "mai-20260917-0922-baseline|c106-m6|deepseek-small|HashiCorp Vault", "prompt": "c106-m6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look at cloud-first options like Akeyless, StrongDM, or HashiCorp Vault-based solutions."}, {"id": "mai-20260917-0922-baseline|c106-m6|google-small|ManageEngine PAM360 (and Password Manager Pro)", "prompt": "c106-m6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ManageEngine PAM360 (and Password Manager Pro)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it has a historically poor track record regarding critical security vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c106-m6|google-small|Delinea Secret Server", "prompt": "c106-m6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea Secret Server", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The platform has experienced highly publicized, critical vulnerabilities—including unauthenticated bypasses and RCE flaws"}, {"id": "mai-20260917-0922-baseline|c106-m6|google-small|StrongDM", "prompt": "c106-m6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "StrongDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Delinea's recent acquisition of modern tools like StrongDM aims to address these limitations"}, {"id": "mai-20260917-0922-baseline|c106-m6|google-small|CyberArk (On-Premises and Privilege Cloud)", "prompt": "c106-m6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk (On-Premises and Privilege Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid CyberArk and look for modern, SaaS-first, low-overhead tools"}, {"id": "mai-20260917-0922-baseline|c106-m6|google-small|Okta Privileged Access (OPA)", "prompt": "c106-m6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Okta Privileged Access (OPA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is a relatively young product in the PAM market, users have noted early-access integration quirks"}, {"id": "mai-20260917-0922-baseline|c106-m6|google-small|Keeper", "prompt": "c106-m6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look for modern, SaaS-first, low-overhead tools (e.g., Keeper, Securden, or Teleport)"}, {"id": "mai-20260917-0922-baseline|c106-m6|google-small|Securden", "prompt": "c106-m6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Securden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look for modern, SaaS-first, low-overhead tools (e.g., Keeper, Securden, or Teleport)"}, {"id": "mai-20260917-0922-baseline|c106-m6|google-small|Teleport", "prompt": "c106-m6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look for modern, SaaS-first, low-overhead tools (e.g., Keeper, Securden, or Teleport)"}, {"id": "mai-20260917-0922-baseline|c106-m6|meta-small|CyberArk", "prompt": "c106-m6", "model": "meta-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some specific platforms mentioned in the results include CyberArk, BeyondTrust, Delinea, One Identity, WALLIX, HashiCorp Vault, Teleport, and Keeper Security."}, {"id": "mai-20260917-0922-baseline|c106-m6|meta-small|BeyondTrust", "prompt": "c106-m6", "model": "meta-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some specific platforms mentioned in the results include CyberArk, BeyondTrust, Delinea, One Identity, WALLIX, HashiCorp Vault, Teleport, and Keeper Security."}, {"id": "mai-20260917-0922-baseline|c106-m6|meta-small|Delinea", "prompt": "c106-m6", "model": "meta-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some specific platforms mentioned in the results include CyberArk, BeyondTrust, Delinea, One Identity, WALLIX, HashiCorp Vault, Teleport, and Keeper Security."}, {"id": "mai-20260917-0922-baseline|c106-m6|meta-small|One Identity", "prompt": "c106-m6", "model": "meta-small", "cat": "privileged-access-management", "variant": "negative", "raw": "One Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some specific platforms mentioned in the results include CyberArk, BeyondTrust, Delinea, One Identity, WALLIX, HashiCorp Vault, Teleport, and Keeper Security."}, {"id": "mai-20260917-0922-baseline|c106-m6|meta-small|WALLIX", "prompt": "c106-m6", "model": "meta-small", "cat": "privileged-access-management", "variant": "negative", "raw": "WALLIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some specific platforms mentioned in the results include CyberArk, BeyondTrust, Delinea, One Identity, WALLIX, HashiCorp Vault, Teleport, and Keeper Security."}, {"id": "mai-20260917-0922-baseline|c106-m6|meta-small|HashiCorp Vault", "prompt": "c106-m6", "model": "meta-small", "cat": "privileged-access-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some specific platforms mentioned in the results include ... HashiCorp Vault, Teleport, and Keeper Security."}, {"id": "mai-20260917-0922-baseline|c106-m6|meta-small|Teleport", "prompt": "c106-m6", "model": "meta-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Teleport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some specific platforms mentioned in the results include ... HashiCorp Vault, Teleport, and Keeper Security."}, {"id": "mai-20260917-0922-baseline|c106-m6|meta-small|Keeper Security", "prompt": "c106-m6", "model": "meta-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Keeper Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some specific platforms mentioned in the results include ... HashiCorp Vault, Teleport, and Keeper Security."}, {"id": "mai-20260917-0922-baseline|c106-m6|minimax-small|BeyondTrust", "prompt": "c106-m6", "model": "minimax-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "pre-authentication OS command injection vulnerability (CVSS 9.9/10)... actively exploited in the wild"}, {"id": "mai-20260917-0922-baseline|c106-m6|minimax-small|Delinea Secret Server", "prompt": "c106-m6", "model": "minimax-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea Secret Server", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Two unauthenticated critical vulnerabilities (CVSS 9.1)"}, {"id": "mai-20260917-0922-baseline|c106-m6|minimax-small|ManageEngine PAM360", "prompt": "c106-m6", "model": "minimax-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Multiple vulnerabilities disclosed in 2024-2026"}, {"id": "mai-20260917-0922-baseline|c106-m6|minimax-small|CyberArk", "prompt": "c106-m6", "model": "minimax-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Privilege assignment vulnerability in PAM Self-Hosted up to version 14.3"}, {"id": "mai-20260917-0922-baseline|c106-m6|moonshot-small|BeyondTrust", "prompt": "c106-m6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High-Risk Platforms to Avoid or Be Extremely Cautious About ... BeyondTrust (Critical Concern - February 2026)"}, {"id": "mai-20260917-0922-baseline|c106-m6|moonshot-small|ARCON", "prompt": "c106-m6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ARCON", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High-Risk Platforms to Avoid or Be Extremely Cautious About ... 2. ARCON ... Poor documentation and steep learning curve"}, {"id": "mai-20260917-0922-baseline|c106-m6|moonshot-small|Hitachi ID", "prompt": "c106-m6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Hitachi ID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms with Significant Cautions ... Hitachi ID - No PEDM ... its absence is a major architectural gap"}, {"id": "mai-20260917-0922-baseline|c106-m6|moonshot-small|ManageEngine", "prompt": "c106-m6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "May not be suitable for heterogeneous environments"}, {"id": "mai-20260917-0922-baseline|c106-m6|moonshot-small|CyberArk", "prompt": "c106-m6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Highest cost in market; \"lackluster technical support\"; complex integrations"}, {"id": "mai-20260917-0922-baseline|c106-m6|moonshot-small|Delinea", "prompt": "c106-m6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Uneven pricing; PEDM costs highest among competitors; complex post-merger integration"}, {"id": "mai-20260917-0922-baseline|c106-m6|moonshot-small|KeeperPAM", "prompt": "c106-m6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "KeeperPAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Safer Alternatives to Consider ... KeeperPAM - Cloud-native, zero-knowledge architecture, FedRAMP High authorized"}, {"id": "mai-20260917-0922-baseline|c106-m6|openai-small|Broadcom's Symantec Privileged Access Management", "prompt": "c106-m6", "model": "openai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Broadcom's Symantec Privileged Access Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Broadcom’s Symantec Privileged Access Management had a high-risk issue tracked as CVE-2025-24505... should trigger extra scrutiny of patching and hardening."}, {"id": "mai-20260917-0922-baseline|c106-m6|xai-small|CyberArk", "prompt": "c106-m6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Lowest-quartile technical support (Gartner 2023); high costs; upgrade/management difficulties... When to avoid: Budget-sensitive or support-heavy needs."}, {"id": "mai-20260917-0922-baseline|c106-m6|xai-small|BeyondTrust", "prompt": "c106-m6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High Caution: BeyondTrust ... When to avoid: Internet-facing or high-risk environments without rapid patching."}, {"id": "mai-20260917-0922-baseline|c106-m6|xai-small|Delinea", "prompt": "c106-m6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Favor Leaders with 4.5+ ratings (e.g., Delinea 4.6/5, 1,550 reviews: easier SaaS deploy)."}, {"id": "mai-20260917-0922-baseline|c106-m6|xai-small|One Identity", "prompt": "c106-m6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Moderate Caution: Vendors Dropping in Gartner (One Identity, Wallix, Arcon)"}, {"id": "mai-20260917-0922-baseline|c106-m6|xai-small|Wallix", "prompt": "c106-m6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Wallix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Fell from Leaders to Visionaries/Challengers (2026 MQ: One Identity/Wallix Visionaries)"}, {"id": "mai-20260917-0922-baseline|c106-m6|xai-small|Arcon", "prompt": "c106-m6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Arcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "uneven account discovery, UI complaints (Arcon), limited integrations, scalability tweaks needed"}, {"id": "mai-20260917-0922-baseline|c106-s1|alibaba-small|Teleport", "prompt": "c106-s1", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Teleport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Teleport** is widely considered the best overall PAM platform for small-to-midsize B2B companies."}, {"id": "mai-20260917-0922-baseline|c106-s1|alibaba-small|BeyondTrust", "prompt": "c106-s1", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Traditional IT/Windows Environments: BeyondTrust ... Drawbacks: Can feel \"heavy\" or slow to deploy"}, {"id": "mai-20260917-0922-baseline|c106-s1|alibaba-small|HashiCorp Vault", "prompt": "c106-s1", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Infrastructure/DevOps (IaC): HashiCorp Vault ... Drawbacks: High complexity."}, {"id": "mai-20260917-0922-baseline|c106-s1|alibaba-small|Infisical", "prompt": "c106-s1", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget Option: Infisical"}, {"id": "mai-20260917-0922-baseline|c106-s1|alibaba-small|Delinea (formerly Thycotic)", "prompt": "c106-s1", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea (formerly Thycotic)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Hybrid On-Prem + Cloud** | **Delinea (formerly Thycotic)** |"}, {"id": "mai-20260917-0922-baseline|c106-s1|anthropic-small|ManageEngine PAM360", "prompt": "c106-s1", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: ManageEngine PAM360"}, {"id": "mai-20260917-0922-baseline|c106-s1|anthropic-small|CyberArk", "prompt": "c106-s1", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the steep costs of tools like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-s1|anthropic-small|BeyondTrust", "prompt": "c106-s1", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without the steep costs of tools like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-s1|anthropic-small|Delinea", "prompt": "c106-s1", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Delinea is a solid choice for organizations just getting into PAM"}, {"id": "mai-20260917-0922-baseline|c106-s1|anthropic-small|miniOrange", "prompt": "c106-s1", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "direct", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "miniOrange offers a lightweight, flexible PAM solution"}, {"id": "mai-20260917-0922-baseline|c106-s1|challenger-small|ManageEngine PAM360", "prompt": "c106-s1", "model": "challenger-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **ManageEngine PAM360**"}, {"id": "mai-20260917-0922-baseline|c106-s1|challenger-small|Keeper Security", "prompt": "c106-s1", "model": "challenger-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Keeper Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Keeper Security** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c106-s1|challenger-small|StrongDM", "prompt": "c106-s1", "model": "challenger-small", "cat": "privileged-access-management", "variant": "direct", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need modern cloud/infrastructure access:** **StrongDM** or **Teleport**"}, {"id": "mai-20260917-0922-baseline|c106-s1|challenger-small|Teleport", "prompt": "c106-s1", "model": "challenger-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**StrongDM** or **Teleport** — better fits when access is mostly to cloud or infrastructure"}, {"id": "mai-20260917-0922-baseline|c106-s1|challenger-small|Delinea", "prompt": "c106-s1", "model": "challenger-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "positioned for small to medium businesses with critical enterprise features"}, {"id": "mai-20260917-0922-baseline|c106-s1|challenger-small|Devolutions Starter Pack", "prompt": "c106-s1", "model": "challenger-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Devolutions Starter Pack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you're extremely budget-sensitive:** **Devolutions Starter Pack**"}, {"id": "mai-20260917-0922-baseline|c106-s1|deepseek-small|Keeper Security (KeeperPAM)", "prompt": "c106-s1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Keeper Security (KeeperPAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Keeper Security (KeeperPAM)** offers the best combination of affordability, ease of use, and a path to scale"}, {"id": "mai-20260917-0922-baseline|c106-s1|deepseek-small|ManageEngine PAM360", "prompt": "c106-s1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "closely followed by **ManageEngine PAM360** if you want the widest feature set on a flat annual license."}, {"id": "mai-20260917-0922-baseline|c106-s1|deepseek-small|Delinea (Secret Server)", "prompt": "c106-s1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea (Secret Server)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-size teams wanting fast deployment"}, {"id": "mai-20260917-0922-baseline|c106-s1|deepseek-small|StrongDM", "prompt": "c106-s1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for technical B2B teams"}, {"id": "mai-20260917-0922-baseline|c106-s1|deepseek-small|Teleport", "prompt": "c106-s1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for engineering-led startups"}, {"id": "mai-20260917-0922-baseline|c106-s1|deepseek-small|CyberArk", "prompt": "c106-s1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "need core PAM without the cost of CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-s1|deepseek-small|BeyondTrust", "prompt": "c106-s1", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "without the cost of CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-s1|google-small|CyberArk", "prompt": "c106-s1", "model": "google-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional, enterprise-grade Privileged Access Management (PAM) platforms like CyberArk or BeyondTrust are typically overkill"}, {"id": "mai-20260917-0922-baseline|c106-s1|google-small|BeyondTrust", "prompt": "c106-s1", "model": "google-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like CyberArk or BeyondTrust are typically overkill. They are notorious for being expensive, highly complex"}, {"id": "mai-20260917-0922-baseline|c106-s1|google-small|KeeperPAM (Keeper Security)", "prompt": "c106-s1", "model": "google-small", "cat": "privileged-access-management", "variant": "direct", "raw": "KeeperPAM (Keeper Security)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "### 1. KeeperPAM (Keeper Security)\n**Best Overall for Lean IT Teams**"}, {"id": "mai-20260917-0922-baseline|c106-s1|google-small|Securden Unified PAM", "prompt": "c106-s1", "model": "google-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Securden Unified PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best Value & Easiest \"True\" PAM**"}, {"id": "mai-20260917-0922-baseline|c106-s1|google-small|StrongDM (by Delinea)", "prompt": "c106-s1", "model": "google-small", "cat": "privileged-access-management", "variant": "direct", "raw": "StrongDM (by Delinea)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for Developer-Heavy & SaaS Startups**"}, {"id": "mai-20260917-0922-baseline|c106-s1|google-small|Devolutions Server (with PAM Module)", "prompt": "c106-s1", "model": "google-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Devolutions Server (with PAM Module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for Windows-Centric Teams & MSPs**"}, {"id": "mai-20260917-0922-baseline|c106-s1|meta-small|ManageEngine PAM360", "prompt": "c106-s1", "model": "meta-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top PAM solutions for small B2B companies include ManageEngine PAM360, Keeper Security, Delinea, StrongDM, and Teleport."}, {"id": "mai-20260917-0922-baseline|c106-s1|meta-small|Keeper Security", "prompt": "c106-s1", "model": "meta-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Keeper Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top PAM solutions for small B2B companies include ManageEngine PAM360, Keeper Security, Delinea, StrongDM, and Teleport."}, {"id": "mai-20260917-0922-baseline|c106-s1|meta-small|Delinea", "prompt": "c106-s1", "model": "meta-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top PAM solutions for small B2B companies include ManageEngine PAM360, Keeper Security, Delinea, StrongDM, and Teleport."}, {"id": "mai-20260917-0922-baseline|c106-s1|meta-small|StrongDM", "prompt": "c106-s1", "model": "meta-small", "cat": "privileged-access-management", "variant": "direct", "raw": "StrongDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top PAM solutions for small B2B companies include ManageEngine PAM360, Keeper Security, Delinea, StrongDM, and Teleport."}, {"id": "mai-20260917-0922-baseline|c106-s1|meta-small|Teleport", "prompt": "c106-s1", "model": "meta-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Teleport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top PAM solutions for small B2B companies include ManageEngine PAM360, Keeper Security, Delinea, StrongDM, and Teleport."}, {"id": "mai-20260917-0922-baseline|c106-s1|minimax-small|Keeper Security", "prompt": "c106-s1", "model": "minimax-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Keeper Security** (if you need combined password + privileged access)"}, {"id": "mai-20260917-0922-baseline|c106-s1|minimax-small|Delinea", "prompt": "c106-s1", "model": "minimax-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Delinea** (for faster deployment with robust features)"}, {"id": "mai-20260917-0922-baseline|c106-s1|minimax-small|ManageEngine PAM360", "prompt": "c106-s1", "model": "minimax-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Broad features on a budget"}, {"id": "mai-20260917-0922-baseline|c106-s1|minimax-small|StrongDM", "prompt": "c106-s1", "model": "minimax-small", "cat": "privileged-access-management", "variant": "direct", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Simple governed infrastructure access"}, {"id": "mai-20260917-0922-baseline|c106-s1|minimax-small|Teleport", "prompt": "c106-s1", "model": "minimax-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Modern \"secretless\" access with open-source core"}, {"id": "mai-20260917-0922-baseline|c106-s1|minimax-small|AWS Secrets Manager", "prompt": "c106-s1", "model": "minimax-small", "cat": "privileged-access-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cost-effective for cloud-first businesses"}, {"id": "mai-20260917-0922-baseline|c106-s1|minimax-small|SSH PrivX", "prompt": "c106-s1", "model": "minimax-small", "cat": "privileged-access-management", "variant": "direct", "raw": "SSH PrivX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for infrastructure access management"}, {"id": "mai-20260917-0922-baseline|c106-s1|mistral-small|Keeper Security", "prompt": "c106-s1", "model": "mistral-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Keeper Security** and **ManageEngine PAM360** are frequently recommended due to their balance of affordability, ease of use"}, {"id": "mai-20260917-0922-baseline|c106-s1|mistral-small|Delinea", "prompt": "c106-s1", "model": "mistral-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers capable PAM with faster deployment, which is ideal for small teams"}, {"id": "mai-20260917-0922-baseline|c106-s1|mistral-small|ManageEngine PAM360", "prompt": "c106-s1", "model": "mistral-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Keeper Security** and **ManageEngine PAM360** are frequently recommended"}, {"id": "mai-20260917-0922-baseline|c106-s1|mistral-small|StrongDM", "prompt": "c106-s1", "model": "mistral-small", "cat": "privileged-access-management", "variant": "direct", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for simple, governed infrastructure access, which is great for small B2B companies"}, {"id": "mai-20260917-0922-baseline|c106-s1|mistral-small|Teleport", "prompt": "c106-s1", "model": "mistral-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Features modern, secretless access with an open-source core"}, {"id": "mai-20260917-0922-baseline|c106-s1|moonshot-small|Delinea (Secret Server)", "prompt": "c106-s1", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea (Secret Server)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small/Mid-Market"}, {"id": "mai-20260917-0922-baseline|c106-s1|moonshot-small|ManageEngine PAM360", "prompt": "c106-s1", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Delinea Secret Server** or **ManageEngine PAM360**"}, {"id": "mai-20260917-0922-baseline|c106-s1|moonshot-small|Securden", "prompt": "c106-s1", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Securden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free Starter Option"}, {"id": "mai-20260917-0922-baseline|c106-s1|moonshot-small|Keeper Security", "prompt": "c106-s1", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Keeper Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Password + PAM Combo"}, {"id": "mai-20260917-0922-baseline|c106-s1|moonshot-small|CyberArk", "prompt": "c106-s1", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Overkill for small companies; expensive ($44,712+/year), complex deployment"}, {"id": "mai-20260917-0922-baseline|c106-s1|moonshot-small|BeyondTrust", "prompt": "c106-s1", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise-focused ($98,690+ starting); better suited for large orgs"}, {"id": "mai-20260917-0922-baseline|c106-s1|openai-small|KeeperPAM", "prompt": "c106-s1", "model": "openai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "KeeperPAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My practical pick: KeeperPAM if you want a cloud-native, simpler-to-operate platform"}, {"id": "mai-20260917-0922-baseline|c106-s1|openai-small|Okta Privileged Access", "prompt": "c106-s1", "model": "openai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Okta Privileged Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already use Okta: Okta Privileged Access can be a strong fit"}, {"id": "mai-20260917-0922-baseline|c106-s1|openai-small|Delinea", "prompt": "c106-s1", "model": "openai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may be more than a small company needs if you want the lightest operational footprint"}, {"id": "mai-20260917-0922-baseline|c106-s1|xai-small|CyberArk", "prompt": "c106-s1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise tools like CyberArk or BeyondTrust are often overkill and pricey for SMBs ($50k+/year)"}, {"id": "mai-20260917-0922-baseline|c106-s1|xai-small|BeyondTrust", "prompt": "c106-s1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise tools like CyberArk or BeyondTrust are often overkill and pricey for SMBs ($50k+/year)"}, {"id": "mai-20260917-0922-baseline|c106-s1|xai-small|ManageEngine PAM360", "prompt": "c106-s1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**ManageEngine PAM360** (Often the top budget pick for SMBs)"}, {"id": "mai-20260917-0922-baseline|c106-s1|xai-small|Keeper Security (KeeperPAM)", "prompt": "c106-s1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Keeper Security (KeeperPAM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Easiest entry if you want password mgmt + PAM"}, {"id": "mai-20260917-0922-baseline|c106-s1|xai-small|Teleport (Community Edition)", "prompt": "c106-s1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Teleport (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free option for qualifying small biz"}, {"id": "mai-20260917-0922-baseline|c106-s1|xai-small|Delinea", "prompt": "c106-s1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good mid-SMB, but custom pricing."}, {"id": "mai-20260917-0922-baseline|c106-s1|xai-small|StrongDM", "prompt": "c106-s1", "model": "xai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "StrongDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simple, all-inclusive; ~$17k/year for 20 users."}, {"id": "mai-20260917-0922-baseline|c106-s1|zai-small|Keeper Security (KeeperPAM)", "prompt": "c106-s1", "model": "zai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Keeper Security (KeeperPAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company, **Keeper Security (KeeperPAM)** is usually the best starting point."}, {"id": "mai-20260917-0922-baseline|c106-s1|zai-small|Delinea", "prompt": "c106-s1", "model": "zai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Delinea** is a full‑featured enterprise PAM that scales well but can be pricey for very small teams"}, {"id": "mai-20260917-0922-baseline|c106-s1|zai-small|ManageEngine PAM360", "prompt": "c106-s1", "model": "zai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Delinea** or **ManageEngine PAM360** are strong alternatives"}, {"id": "mai-20260917-0922-baseline|c106-s1|zai-small|StrongDM", "prompt": "c106-s1", "model": "zai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For cloud‑native teams, **StrongDM** or **Teleport** provide a modern, secretless approach."}, {"id": "mai-20260917-0922-baseline|c106-s1|zai-small|Teleport", "prompt": "c106-s1", "model": "zai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Open‑source core, SSH/RDP/browser isolation | Less mature ecosystem than Keeper/Delinea"}, {"id": "mai-20260917-0922-baseline|c106-s1|zai-small|JumpCloud", "prompt": "c106-s1", "model": "zai-small", "cat": "privileged-access-management", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want an all‑in‑one IAM + PAM platform: **JumpCloud**."}, {"id": "mai-20260917-0922-baseline|c106-s2|alibaba-small|CyberArk", "prompt": "c106-s2", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You likely do not have the massive budget or dedicated security operations center required for enterprise-only tools like CyberArk or BeyondTrust."}, {"id": "mai-20260917-0922-baseline|c106-s2|alibaba-small|BeyondTrust", "prompt": "c106-s2", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-only tools like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-s2|alibaba-small|ManageEngine PAM360", "prompt": "c106-s2", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall Value & Features: ManageEngine PAM360 ... frequently cited as the go-to choice for SMBs"}, {"id": "mai-20260917-0922-baseline|c106-s2|alibaba-small|Keeper Security", "prompt": "c106-s2", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Keeper Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Simplicity & Affordability: Keeper Security"}, {"id": "mai-20260917-0922-baseline|c106-s2|alibaba-small|Teleport", "prompt": "c106-s2", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Modern/Cloud-Native Stacks: Teleport"}, {"id": "mai-20260917-0922-baseline|c106-s2|anthropic-small|ManageEngine PAM360", "prompt": "c106-s2", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Best Recommendation: **ManageEngine PAM360**"}, {"id": "mai-20260917-0922-baseline|c106-s2|anthropic-small|miniOrange", "prompt": "c106-s2", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "miniOrange stands out due to its identity-centric PAM approach with an agentless architecture"}, {"id": "mai-20260917-0922-baseline|c106-s2|anthropic-small|Delinea", "prompt": "c106-s2", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Delinea is recommended for teams that find CyberArk too complex"}, {"id": "mai-20260917-0922-baseline|c106-s2|anthropic-small|CyberArk", "prompt": "c106-s2", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "teams that find CyberArk too complex"}, {"id": "mai-20260917-0922-baseline|c106-s2|challenger-small|Keeper Security / KeeperPAM", "prompt": "c106-s2", "model": "challenger-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Keeper Security / KeeperPAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Keeper Security / KeeperPAM** as the default choice if you want a practical, SMB-friendly PAM tool"}, {"id": "mai-20260917-0922-baseline|c106-s2|challenger-small|Delinea Secret Server", "prompt": "c106-s2", "model": "challenger-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea Secret Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a more traditional, deeper PAM suite:** **Delinea Secret Server**"}, {"id": "mai-20260917-0922-baseline|c106-s2|challenger-small|ManageEngine PAM360", "prompt": "c106-s2", "model": "challenger-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best budget-oriented broader-feature option:** **ManageEngine PAM360**"}, {"id": "mai-20260917-0922-baseline|c106-s2|challenger-small|StrongDM", "prompt": "c106-s2", "model": "challenger-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your access is mainly infrastructure/admin access and you want simplicity:** **StrongDM** or **Teleport**"}, {"id": "mai-20260917-0922-baseline|c106-s2|challenger-small|Teleport", "prompt": "c106-s2", "model": "challenger-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**StrongDM** or **Teleport** — these are better fits for modern, governed access to systems"}, {"id": "mai-20260917-0922-baseline|c106-s2|deepseek-small|Keeper Security", "prompt": "c106-s2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: **Keeper Security**"}, {"id": "mai-20260917-0922-baseline|c106-s2|deepseek-small|ManageEngine PAM360", "prompt": "c106-s2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the strong value alternative"}, {"id": "mai-20260917-0922-baseline|c106-s2|deepseek-small|Securden", "prompt": "c106-s2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Securden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a solid starting point with a **free credential-vaulting tier**"}, {"id": "mai-20260917-0922-baseline|c106-s2|deepseek-small|Delinea (Secret Server)", "prompt": "c106-s2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea (Secret Server)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want a more \"grown-up\" PAM that deploys faster than enterprise-class tools"}, {"id": "mai-20260917-0922-baseline|c106-s2|deepseek-small|CyberArk", "prompt": "c106-s2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "generally **overkill and overpriced for a small business**"}, {"id": "mai-20260917-0922-baseline|c106-s2|deepseek-small|BeyondTrust", "prompt": "c106-s2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "generally **overkill and overpriced for a small business**"}, {"id": "mai-20260917-0922-baseline|c106-s2|deepseek-small|One Identity", "prompt": "c106-s2", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "One Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "generally **overkill and overpriced for a small business**"}, {"id": "mai-20260917-0922-baseline|c106-s2|google-small|CyberArk", "prompt": "c106-s2", "model": "google-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional enterprise PAM tools (like CyberArk or BeyondTrust) are prohibitively expensive and require dedicated security teams to manage"}, {"id": "mai-20260917-0922-baseline|c106-s2|google-small|BeyondTrust", "prompt": "c106-s2", "model": "google-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "traditional enterprise PAM tools (like CyberArk or BeyondTrust) are prohibitively expensive and require dedicated security teams to manage"}, {"id": "mai-20260917-0922-baseline|c106-s2|google-small|StrongDM", "prompt": "c106-s2", "model": "google-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "StrongDM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Pick: StrongDM ... Choose StrongDM if your team consists of developers/engineers accessing databases"}, {"id": "mai-20260917-0922-baseline|c106-s2|google-small|Teleport", "prompt": "c106-s2", "model": "google-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative to consider in this category: **Teleport**"}, {"id": "mai-20260917-0922-baseline|c106-s2|google-small|KeeperPAM", "prompt": "c106-s2", "model": "google-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "KeeperPAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Pick: KeeperPAM ... combines three critical tools into one unified, cloud-native console"}, {"id": "mai-20260917-0922-baseline|c106-s2|google-small|Securden Unified PAM", "prompt": "c106-s2", "model": "google-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Securden Unified PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top Pick: Securden Unified PAM ... affordable, easy-to-use alternative to heavy enterprise solutions"}, {"id": "mai-20260917-0922-baseline|c106-s2|meta-small|Keeper Security", "prompt": "c106-s2", "model": "meta-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended PAM tool for a small B2B business would be Keeper Security, ManageEngine PAM360, or Delinea's Secret Server Vault"}, {"id": "mai-20260917-0922-baseline|c106-s2|meta-small|ManageEngine PAM360", "prompt": "c106-s2", "model": "meta-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the recommended PAM tool for a small B2B business would be Keeper Security, ManageEngine PAM360, or Delinea's Secret Server Vault"}, {"id": "mai-20260917-0922-baseline|c106-s2|meta-small|Delinea's Secret Server Vault", "prompt": "c106-s2", "model": "meta-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea's Secret Server Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the recommended PAM tool for a small B2B business would be Keeper Security, ManageEngine PAM360, or Delinea's Secret Server Vault"}, {"id": "mai-20260917-0922-baseline|c106-s2|meta-small|JumpCloud", "prompt": "c106-s2", "model": "meta-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "check out other PAM tools such as JumpCloud, AWS Secrets Manager, and SSH PrivX, which are also highly rated and suitable for small and growing teams"}, {"id": "mai-20260917-0922-baseline|c106-s2|meta-small|AWS Secrets Manager", "prompt": "c106-s2", "model": "meta-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "check out other PAM tools such as JumpCloud, AWS Secrets Manager, and SSH PrivX"}, {"id": "mai-20260917-0922-baseline|c106-s2|meta-small|SSH PrivX", "prompt": "c106-s2", "model": "meta-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "SSH PrivX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "check out other PAM tools such as JumpCloud, AWS Secrets Manager, and SSH PrivX"}, {"id": "mai-20260917-0922-baseline|c106-s2|minimax-small|ManageEngine PAM360", "prompt": "c106-s2", "model": "minimax-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ManageEngine PAM360** as a strong option for a small B2B business"}, {"id": "mai-20260917-0922-baseline|c106-s2|minimax-small|Delinea Secret Server", "prompt": "c106-s2", "model": "minimax-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea Secret Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good for faster deployment and combines password management with privileged access"}, {"id": "mai-20260917-0922-baseline|c106-s2|minimax-small|Keeper Security", "prompt": "c106-s2", "model": "minimax-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Keeper Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want an affordable combination of password management and privileged access"}, {"id": "mai-20260917-0922-baseline|c106-s2|minimax-small|Admin By Request", "prompt": "c106-s2", "model": "minimax-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Admin By Request", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically designed for small companies with internal IT teams"}, {"id": "mai-20260917-0922-baseline|c106-s2|mistral-small|ManageEngine PAM360", "prompt": "c106-s2", "model": "mistral-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **ManageEngine PAM360** or **Delinea Secret Server** as your PAM tool"}, {"id": "mai-20260917-0922-baseline|c106-s2|mistral-small|Delinea Secret Server", "prompt": "c106-s2", "model": "mistral-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea Secret Server", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend **ManageEngine PAM360** or **Delinea Secret Server** as your PAM tool"}, {"id": "mai-20260917-0922-baseline|c106-s2|mistral-small|CyberArk", "prompt": "c106-s2", "model": "mistral-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without the complexity or cost of enterprise solutions like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-s2|mistral-small|BeyondTrust", "prompt": "c106-s2", "model": "mistral-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "without the complexity or cost of enterprise solutions like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-s2|mistral-small|miniOrange PAM", "prompt": "c106-s2", "model": "mistral-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "miniOrange PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a simpler, cloud-first approach, **miniOrange PAM** or **Keeper Security** are also worth considering"}, {"id": "mai-20260917-0922-baseline|c106-s2|mistral-small|Keeper Security", "prompt": "c106-s2", "model": "mistral-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Keeper Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**miniOrange PAM** or **Keeper Security** are also worth considering"}, {"id": "mai-20260917-0922-baseline|c106-s2|moonshot-small|Keeper Security", "prompt": "c106-s2", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Keeper Security** — Best Overall Value"}, {"id": "mai-20260917-0922-baseline|c106-s2|moonshot-small|ManageEngine PAM360", "prompt": "c106-s2", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Keeper Security Business** or **ManageEngine PAM360**"}, {"id": "mai-20260917-0922-baseline|c106-s2|moonshot-small|Delinea Secret Server Vault", "prompt": "c106-s2", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea Secret Server Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consideration**: Pricing is quote-based and can escalate; median buyer pays ~$40K/year"}, {"id": "mai-20260917-0922-baseline|c106-s2|moonshot-small|CyberArk", "prompt": "c106-s2", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "without the enterprise complexity and cost of solutions like CyberArk"}, {"id": "mai-20260917-0922-baseline|c106-s2|openai-small|Delinea Secret Server", "prompt": "c106-s2", "model": "openai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea Secret Server", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Delinea Secret Server** as the first PAM tool to evaluate"}, {"id": "mai-20260917-0922-baseline|c106-s2|openai-small|BeyondTrust Password Safe", "prompt": "c106-s2", "model": "openai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust Password Safe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BeyondTrust Password Safe** or **BeyondTrust Total PASM** are strong alternatives"}, {"id": "mai-20260917-0922-baseline|c106-s2|openai-small|BeyondTrust Total PASM", "prompt": "c106-s2", "model": "openai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust Total PASM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose BeyondTrust Total PASM if vendor access, session recording, and broader PAM coverage are top priorities"}, {"id": "mai-20260917-0922-baseline|c106-s2|xai-small|ManageEngine PAM360", "prompt": "c106-s2", "model": "xai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend ManageEngine PAM360 or Keeper Security PAM as top starting points"}, {"id": "mai-20260917-0922-baseline|c106-s2|xai-small|Keeper Security PAM", "prompt": "c106-s2", "model": "xai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Keeper Security PAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend ManageEngine PAM360 or Keeper Security PAM as top starting points"}, {"id": "mai-20260917-0922-baseline|c106-s2|xai-small|CyberArk", "prompt": "c106-s2", "model": "xai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "far cheaper than CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-s2|xai-small|BeyondTrust", "prompt": "c106-s2", "model": "xai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "far cheaper than CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-s2|xai-small|Delinea", "prompt": "c106-s2", "model": "xai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other Solid Options if These Don't Fit - **Delinea** (fast deployment for mid-small teams)."}, {"id": "mai-20260917-0922-baseline|c106-s2|xai-small|StrongDM", "prompt": "c106-s2", "model": "xai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**StrongDM** or **Teleport** (if you need infrastructure-focused, agentless access)"}, {"id": "mai-20260917-0922-baseline|c106-s2|xai-small|Teleport", "prompt": "c106-s2", "model": "xai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**StrongDM** or **Teleport** (if you need infrastructure-focused, agentless access)"}, {"id": "mai-20260917-0922-baseline|c106-s2|zai-small|Keeper Security", "prompt": "c106-s2", "model": "zai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Keeper Security (Best \"All-in-One\" Option) ... Keeper is the most logical step up."}, {"id": "mai-20260917-0922-baseline|c106-s2|zai-small|ManageEngine PAM360", "prompt": "c106-s2", "model": "zai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. ManageEngine PAM360 (Best Value for Features)"}, {"id": "mai-20260917-0922-baseline|c106-s2|zai-small|Delinea Secret Server", "prompt": "c106-s2", "model": "zai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "Delinea Secret Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Delinea Secret Server (Best for Cloud & Quick Deployment)"}, {"id": "mai-20260917-0922-baseline|c106-s2|zai-small|CyberArk", "prompt": "c106-s2", "model": "zai-small", "cat": "privileged-access-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is cost-effective compared to giants like CyberArk."}, {"id": "mai-20260917-0922-baseline|c106-s3|alibaba-small|Keeper Security", "prompt": "c106-s3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For:** General Small Businesses (SMBs) transitioning from a password manager... **Choose Keeper** if you just need to stop sharing passwords via Excel/SMS"}, {"id": "mai-20260917-0922-baseline|c106-s3|alibaba-small|Teleport", "prompt": "c106-s3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "pick Teleport if you prefer open-source standards"}, {"id": "mai-20260917-0922-baseline|c106-s3|alibaba-small|StrongDM", "prompt": "c106-s3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick StrongDM for ease of use"}, {"id": "mai-20260917-0922-baseline|c106-s3|alibaba-small|ManageEngine PAM360", "prompt": "c106-s3", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons:** Setup is more complex than cloud-native options; the interface can feel dated compared to modern startups."}, {"id": "mai-20260917-0922-baseline|c106-s3|anthropic-small|Delinea", "prompt": "c106-s3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Delinea is a mid-market PAM platform built around usability and speed for teams that want privileged access controls without enterprise-grade complexity."}, {"id": "mai-20260917-0922-baseline|c106-s3|anthropic-small|Securden Unified PAM", "prompt": "c106-s3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Securden Unified PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Securden Unified PAM stands out because of its built-in dark web breach monitoring"}, {"id": "mai-20260917-0922-baseline|c106-s3|anthropic-small|miniOrange", "prompt": "c106-s3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "miniOrange offers a lightweight, flexible PAM solution designed to integrate closely with IAM and MFA deployments."}, {"id": "mai-20260917-0922-baseline|c106-s3|anthropic-small|StrongDM", "prompt": "c106-s3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "StrongDM focuses on infrastructure access rather than traditional PAM"}, {"id": "mai-20260917-0922-baseline|c106-s3|anthropic-small|CyberArk", "prompt": "c106-s3", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Delinea, Securden, and miniOrange generally offer better value than enterprise platforms like CyberArk"}, {"id": "mai-20260917-0922-baseline|c106-s3|challenger-small|KeeperPAM", "prompt": "c106-s3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "KeeperPAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **KeeperPAM** if you want the simplest all-around SMB option."}, {"id": "mai-20260917-0922-baseline|c106-s3|challenger-small|ManageEngine PAM360", "prompt": "c106-s3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **ManageEngine PAM360** if cost matters most."}, {"id": "mai-20260917-0922-baseline|c106-s3|challenger-small|Delinea", "prompt": "c106-s3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for teams that want a **more established PAM platform** with faster deployment"}, {"id": "mai-20260917-0922-baseline|c106-s3|challenger-small|StrongDM", "prompt": "c106-s3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **StrongDM** or **Teleport** if your team mainly secures cloud/infrastructure access."}, {"id": "mai-20260917-0922-baseline|c106-s3|challenger-small|Teleport", "prompt": "c106-s3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for **engineering-led teams** that want **secretless access**"}, {"id": "mai-20260917-0922-baseline|c106-s3|challenger-small|JumpCloud", "prompt": "c106-s3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **JumpCloud** if you want PAM folded into broader identity and device management."}, {"id": "mai-20260917-0922-baseline|c106-s3|challenger-small|Devolutions Starter Pack", "prompt": "c106-s3", "model": "challenger-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Devolutions Starter Pack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for **very small teams**; it is explicitly described as an all-in-one package for teams of up to **5 users**"}, {"id": "mai-20260917-0922-baseline|c106-s3|deepseek-small|Keeper Security (KeeperPAM)", "prompt": "c106-s3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Keeper Security (KeeperPAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: SMBs that want password management and PAM combined in one affordable tool"}, {"id": "mai-20260917-0922-baseline|c106-s3|deepseek-small|Delinea", "prompt": "c106-s3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need fast deployment with enterprise-grade brokering: Delinea."}, {"id": "mai-20260917-0922-baseline|c106-s3|deepseek-small|ManageEngine PAM360", "prompt": "c106-s3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-focused: ManageEngine PAM360 (flat license)"}, {"id": "mai-20260917-0922-baseline|c106-s3|deepseek-small|Teleport", "prompt": "c106-s3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open source / engineering-led: Teleport or HashiCorp Boundary."}, {"id": "mai-20260917-0922-baseline|c106-s3|deepseek-small|StrongDM", "prompt": "c106-s3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cloud-native dev workflows where you don't want to disrupt devs: StrongDM."}, {"id": "mai-20260917-0922-baseline|c106-s3|deepseek-small|HashiCorp Boundary (Community)", "prompt": "c106-s3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "HashiCorp Boundary (Community)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free, self-hosted open source — a good free starting point"}, {"id": "mai-20260917-0922-baseline|c106-s3|deepseek-small|JumpCloud", "prompt": "c106-s3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free up to 10 users/devices; PAM in its Platform Prime tier"}, {"id": "mai-20260917-0922-baseline|c106-s3|deepseek-small|miniOrange PAM", "prompt": "c106-s3", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "miniOrange PAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "From ~$1.50/user/mo — agentless, very affordable option"}, {"id": "mai-20260917-0922-baseline|c106-s3|google-small|CyberArk", "prompt": "c106-s3", "model": "google-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large-scale legacy tools (like CyberArk or BeyondTrust) often require dedicated administrators, months of professional services to deploy, and cost tens of thousands of dollars."}, {"id": "mai-20260917-0922-baseline|c106-s3|google-small|BeyondTrust", "prompt": "c106-s3", "model": "google-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Large-scale legacy tools (like CyberArk or BeyondTrust) often require dedicated administrators, months of professional services to deploy, and cost tens of thousands of dollars."}, {"id": "mai-20260917-0922-baseline|c106-s3|google-small|KeeperPAM", "prompt": "c106-s3", "model": "google-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "KeeperPAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "KeeperPAM: Best \"All-in-One\" for Password & Access Management"}, {"id": "mai-20260917-0922-baseline|c106-s3|google-small|Devolutions PAM (Hub & Server)", "prompt": "c106-s3", "model": "google-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Devolutions PAM (Hub & Server)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Sysadmins & MSPs"}, {"id": "mai-20260917-0922-baseline|c106-s3|google-small|Securden Unified PAM", "prompt": "c106-s3", "model": "google-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Securden Unified PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Compliance & Endpoint Management"}, {"id": "mai-20260917-0922-baseline|c106-s3|google-small|StrongDM", "prompt": "c106-s3", "model": "google-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "StrongDM: Best for Cloud-Native & DevOps Teams"}, {"id": "mai-20260917-0922-baseline|c106-s3|meta-small|Keeper Security", "prompt": "c106-s3", "model": "meta-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Keeper Security is known for combining password and privileged access affordably"}, {"id": "mai-20260917-0922-baseline|c106-s3|meta-small|Delinea", "prompt": "c106-s3", "model": "meta-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Delinea for capable PAM with faster deployment"}, {"id": "mai-20260917-0922-baseline|c106-s3|meta-small|ManageEngine PAM360", "prompt": "c106-s3", "model": "meta-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ManageEngine PAM360 for broad features on a budget"}, {"id": "mai-20260917-0922-baseline|c106-s3|meta-small|StrongDM", "prompt": "c106-s3", "model": "meta-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "StrongDM for simple governed infrastructure access"}, {"id": "mai-20260917-0922-baseline|c106-s3|meta-small|Teleport", "prompt": "c106-s3", "model": "meta-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teleport for modern secretless access with a focus on engineering-led SMBs"}, {"id": "mai-20260917-0922-baseline|c106-s3|minimax-small|Keeper Security", "prompt": "c106-s3", "model": "minimax-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Very small team (5-10 users):** Keeper Security"}, {"id": "mai-20260917-0922-baseline|c106-s3|minimax-small|Delinea (Secret Server)", "prompt": "c106-s3", "model": "minimax-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea (Secret Server)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need enterprise features fast:** Delinea"}, {"id": "mai-20260917-0922-baseline|c106-s3|minimax-small|ManageEngine PAM360", "prompt": "c106-s3", "model": "minimax-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget-constrained:** ManageEngine PAM360"}, {"id": "mai-20260917-0922-baseline|c106-s3|minimax-small|StrongDM", "prompt": "c106-s3", "model": "minimax-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**DevOps/cloud-focused:** StrongDM or Teleport"}, {"id": "mai-20260917-0922-baseline|c106-s3|minimax-small|Teleport", "prompt": "c106-s3", "model": "minimax-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**DevOps/cloud-focused:** StrongDM or Teleport"}, {"id": "mai-20260917-0922-baseline|c106-s3|mistral-small|Keeper Security", "prompt": "c106-s3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Keeper Security**\n- Best for: SMBs wanting password and privileged access together\n- Score: 4.4/5"}, {"id": "mai-20260917-0922-baseline|c106-s3|mistral-small|Delinea (formerly Thycotic)", "prompt": "c106-s3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea (formerly Thycotic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Mid-size teams wanting capable PAM quickly"}, {"id": "mai-20260917-0922-baseline|c106-s3|mistral-small|ManageEngine PAM360", "prompt": "c106-s3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-effective for small to mid-sized organizations needing core PAM without high licensing fees."}, {"id": "mai-20260917-0922-baseline|c106-s3|mistral-small|StrongDM", "prompt": "c106-s3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Technical SMBs centralizing infrastructure access"}, {"id": "mai-20260917-0922-baseline|c106-s3|mistral-small|Teleport", "prompt": "c106-s3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Engineering-led SMBs wanting modern secretless access"}, {"id": "mai-20260917-0922-baseline|c106-s3|mistral-small|JumpCloud", "prompt": "c106-s3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "All-in-one identity platform, not just PAM, but includes PAM capabilities."}, {"id": "mai-20260917-0922-baseline|c106-s3|mistral-small|Devolutions Starter Pack", "prompt": "c106-s3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Devolutions Starter Pack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tailored for micro teams, with a focus on simplicity and affordability."}, {"id": "mai-20260917-0922-baseline|c106-s3|mistral-small|CyberArk", "prompt": "c106-s3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "at a lower cost compared to enterprise solutions like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-s3|mistral-small|BeyondTrust", "prompt": "c106-s3", "model": "mistral-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "at a lower cost compared to enterprise solutions like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-s3|moonshot-small|ManageEngine PAM360", "prompt": "c106-s3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "5–15 person IT team, tight budget, Windows-heavy | ManageEngine PAM360"}, {"id": "mai-20260917-0922-baseline|c106-s3|moonshot-small|Keeper Security (KeeperPAM)", "prompt": "c106-s3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Keeper Security (KeeperPAM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need password manager today, may grow to PAM | Keeper Security"}, {"id": "mai-20260917-0922-baseline|c106-s3|moonshot-small|Delinea Secret Server", "prompt": "c106-s3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea Secret Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "25+ users, compliance requirements, mixed environment | Delinea Secret Server"}, {"id": "mai-20260917-0922-baseline|c106-s3|moonshot-small|HashiCorp Vault", "prompt": "c106-s3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "DevOps-first, cloud-native, technical team | HashiCorp Vault or Teleport"}, {"id": "mai-20260917-0922-baseline|c106-s3|moonshot-small|Teleport", "prompt": "c106-s3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Narrower scope than full PAM platforms"}, {"id": "mai-20260917-0922-baseline|c106-s3|moonshot-small|CyberArk", "prompt": "c106-s3", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Teams outgrowing basic tools but not ready for CyberArk"}, {"id": "mai-20260917-0922-baseline|c106-s3|openai-small|1Password Business / Unified Access", "prompt": "c106-s3", "model": "openai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "1Password Business / Unified Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a very small team and want the easiest win: **1Password**"}, {"id": "mai-20260917-0922-baseline|c106-s3|openai-small|Cisco Duo", "prompt": "c106-s3", "model": "openai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority is secure access with minimal admin overhead: **Duo**"}, {"id": "mai-20260917-0922-baseline|c106-s3|openai-small|Okta Privileged Access", "prompt": "c106-s3", "model": "openai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Okta Privileged Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Likely more than a tiny team needs unless you're already in the Okta ecosystem"}, {"id": "mai-20260917-0922-baseline|c106-s3|openai-small|Fortra Core Privileged Access Manager (BoKS)", "prompt": "c106-s3", "model": "openai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Fortra Core Privileged Access Manager (BoKS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Usually a better fit for IT-admin-heavy environments than for very small, lightweight teams"}, {"id": "mai-20260917-0922-baseline|c106-s3|xai-small|Keeper Security (KeeperPAM)", "prompt": "c106-s3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Keeper Security (KeeperPAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For tiniest teams (under 10), start with Keeper (free trial)."}, {"id": "mai-20260917-0922-baseline|c106-s3|xai-small|ManageEngine PAM360", "prompt": "c106-s3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget under $10K/year? ManageEngine."}, {"id": "mai-20260917-0922-baseline|c106-s3|xai-small|Delinea (formerly Thycotic/Centrify)", "prompt": "c106-s3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Delinea (formerly Thycotic/Centrify)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vaulting, endpoint mgmt, fast deployment, DevOps integration; user-friendly UI. | Pricing less transparent"}, {"id": "mai-20260917-0922-baseline|c106-s3|xai-small|miniOrange PAM", "prompt": "c106-s3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "miniOrange PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-first SMBs seeking agentless, low-cost entry"}, {"id": "mai-20260917-0922-baseline|c106-s3|xai-small|StrongDM", "prompt": "c106-s3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dev-heavy? StrongDM/Teleport (open-source alt.)"}, {"id": "mai-20260917-0922-baseline|c106-s3|xai-small|Teleport", "prompt": "c106-s3", "model": "xai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Teleport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Dev-heavy? StrongDM/Teleport (open-source alt.)"}, {"id": "mai-20260917-0922-baseline|c106-s3|zai-small|Keeper PAM", "prompt": "c106-s3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Keeper PAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Keeper PAM (Best All-in-One for SMBs) ... It is the best choice if you want a unified security platform"}, {"id": "mai-20260917-0922-baseline|c106-s3|zai-small|Teleport", "prompt": "c106-s3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Teleport (Best for Modern Engineering Teams)"}, {"id": "mai-20260917-0922-baseline|c106-s3|zai-small|ManageEngine PAM360", "prompt": "c106-s3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. ManageEngine PAM360 (Best for Cost-Conscious IT)"}, {"id": "mai-20260917-0922-baseline|c106-s3|zai-small|Britive", "prompt": "c106-s3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "Britive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Britive (Best for Cloud-First & Zero Standing Privilege)"}, {"id": "mai-20260917-0922-baseline|c106-s3|zai-small|StrongDM", "prompt": "c106-s3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. StrongDM (Best for \"Proxyless\" Access)"}, {"id": "mai-20260917-0922-baseline|c106-s3|zai-small|CyberArk", "prompt": "c106-s3", "model": "zai-small", "cat": "privileged-access-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "significantly cheaper than enterprise giants like CyberArk"}, {"id": "mai-20260917-0922-baseline|c106-s4|alibaba-small|Keeper Security", "prompt": "c106-s4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall (Value & Ease):** **Keeper Security**. It offers the lowest entry price for a complete SaaS solution"}, {"id": "mai-20260917-0922-baseline|c106-s4|alibaba-small|Teleport (Community Edition)", "prompt": "c106-s4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Teleport (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best Completely Free (Tech-Savvy):** **Teleport (Community Edition)**"}, {"id": "mai-20260917-0922-baseline|c106-s4|alibaba-small|Devolutions Server Free", "prompt": "c106-s4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Devolutions Server Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Windows Shops:** **Devolutions Server Free**"}, {"id": "mai-20260917-0922-baseline|c106-s4|alibaba-small|CyberArk", "prompt": "c106-s4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "without the steep implementation fees of tools like CyberArk"}, {"id": "mai-20260917-0922-baseline|c106-s4|alibaba-small|JumpCloud", "prompt": "c106-s4", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "JumpCloud isn't a pure-play PAM vendor, but its directory service includes strong privileged access controls."}, {"id": "mai-20260917-0922-baseline|c106-s4|anthropic-small|ManageEngine PAM360", "prompt": "c106-s4", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ManageEngine PAM360 is the budget-conscious choice for teams building their first PAM program"}, {"id": "mai-20260917-0922-baseline|c106-s4|anthropic-small|ManageEngine Password Manager Pro", "prompt": "c106-s4", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine Password Manager Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: ManageEngine Password Manager Pro ... cost-effective privileged access management solution designed specifically for small to mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c106-s4|anthropic-small|JumpCloud", "prompt": "c106-s4", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "JumpCloud is a powerful and simplified choice for organizations building a cloud-first security posture"}, {"id": "mai-20260917-0922-baseline|c106-s4|challenger-small|ManageEngine PAM360", "prompt": "c106-s4", "model": "challenger-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **ManageEngine PAM360**"}, {"id": "mai-20260917-0922-baseline|c106-s4|challenger-small|Keeper Security / KeeperPAM", "prompt": "c106-s4", "model": "challenger-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper Security / KeeperPAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already want **password management + privileged access** in one platform"}, {"id": "mai-20260917-0922-baseline|c106-s4|challenger-small|Devolutions Starter Pack", "prompt": "c106-s4", "model": "challenger-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Devolutions Starter Pack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for very small teams, especially up to 5 users"}, {"id": "mai-20260917-0922-baseline|c106-s4|challenger-small|SSH PrivX", "prompt": "c106-s4", "model": "challenger-small", "cat": "privileged-access-management", "variant": "budget", "raw": "SSH PrivX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "most cost-accessible for narrow, cloud-focused use cases"}, {"id": "mai-20260917-0922-baseline|c106-s4|challenger-small|AWS Secrets Manager", "prompt": "c106-s4", "model": "challenger-small", "cat": "privileged-access-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "most cost-accessible for narrow, cloud-focused use cases"}, {"id": "mai-20260917-0922-baseline|c106-s4|deepseek-small|Admin By Request", "prompt": "c106-s4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Admin By Request", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies with a tight budget, I'd start with **Admin By Request's free plan** today"}, {"id": "mai-20260917-0922-baseline|c106-s4|deepseek-small|ManageEngine PAM360", "prompt": "c106-s4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value \"real PAM\" platform: **ManageEngine PAM360**"}, {"id": "mai-20260917-0922-baseline|c106-s4|deepseek-small|CyberArk", "prompt": "c106-s4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "affordable relative to CyberArk/BeyondTrust (which start at $40k–$100k+)"}, {"id": "mai-20260917-0922-baseline|c106-s4|deepseek-small|BeyondTrust", "prompt": "c106-s4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "affordable relative to CyberArk/BeyondTrust (which start at $40k–$100k+)"}, {"id": "mai-20260917-0922-baseline|c106-s4|deepseek-small|KeeperPAM", "prompt": "c106-s4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "KeeperPAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best super-affordable per-user option: **KeeperPAM**"}, {"id": "mai-20260917-0922-baseline|c106-s4|deepseek-small|JumpServer", "prompt": "c106-s4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpServer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If total cost of ownership must be near zero, **JumpServer** is the answer."}, {"id": "mai-20260917-0922-baseline|c106-s4|deepseek-small|Delinea Secret Server", "prompt": "c106-s4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea Secret Server", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "basic credential vaulting with RDP/SSH launching, not full PAM"}, {"id": "mai-20260917-0922-baseline|c106-s4|deepseek-small|Devolutions Password Hub (Free)", "prompt": "c106-s4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Devolutions Password Hub (Free)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "cloud vault with access tracking"}, {"id": "mai-20260917-0922-baseline|c106-s4|deepseek-small|Mamori.io", "prompt": "c106-s4", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Mamori.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "free PAM (20 licenses) for small businesses under $10M revenue"}, {"id": "mai-20260917-0922-baseline|c106-s4|google-small|CyberArk", "prompt": "c106-s4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "legacy enterprise giants like CyberArk or BeyondTrust are typically poor matches. They are notoriously expensive"}, {"id": "mai-20260917-0922-baseline|c106-s4|google-small|BeyondTrust", "prompt": "c106-s4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "BeyondTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "legacy enterprise giants like CyberArk or BeyondTrust are typically poor matches"}, {"id": "mai-20260917-0922-baseline|c106-s4|google-small|Devolutions Server / Password Hub", "prompt": "c106-s4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Devolutions Server / Password Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your team consists of IT administrators managing Windows/Linux servers, go with Devolutions. It is incredibly cheap and highly practical."}, {"id": "mai-20260917-0922-baseline|c106-s4|google-small|Keeper Security (KeeperPAM)", "prompt": "c106-s4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper Security (KeeperPAM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a company-wide solution ... choose KeeperPAM"}, {"id": "mai-20260917-0922-baseline|c106-s4|google-small|Securden Unified PAM", "prompt": "c106-s4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Securden Unified PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your priority is compliance audits and restricting local admin permissions on Windows endpoints, choose Securden"}, {"id": "mai-20260917-0922-baseline|c106-s4|google-small|ManageEngine PAM360", "prompt": "c106-s4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "broad, deep PAM features at a fraction of the cost of tier-one competitors"}, {"id": "mai-20260917-0922-baseline|c106-s4|google-small|Teleport (Community Edition)", "prompt": "c106-s4", "model": "google-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Teleport (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are a tech startup with highly skilled developers, spin up a self-hosted instance of Teleport for free."}, {"id": "mai-20260917-0922-baseline|c106-s4|meta-small|Keeper Security", "prompt": "c106-s4", "model": "meta-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Keeper Security - combines password and privileged access affordably"}, {"id": "mai-20260917-0922-baseline|c106-s4|meta-small|Delinea", "prompt": "c106-s4", "model": "meta-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Delinea - capable PAM with faster deployment"}, {"id": "mai-20260917-0922-baseline|c106-s4|meta-small|ManageEngine PAM360", "prompt": "c106-s4", "model": "meta-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. ManageEngine PAM360 - broad features on a budget"}, {"id": "mai-20260917-0922-baseline|c106-s4|meta-small|StrongDM", "prompt": "c106-s4", "model": "meta-small", "cat": "privileged-access-management", "variant": "budget", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. StrongDM - simple governed infrastructure access"}, {"id": "mai-20260917-0922-baseline|c106-s4|meta-small|Teleport", "prompt": "c106-s4", "model": "meta-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Teleport - modern secretless access with an open-source core"}, {"id": "mai-20260917-0922-baseline|c106-s4|meta-small|One Identity PAM Essentials", "prompt": "c106-s4", "model": "meta-small", "cat": "privileged-access-management", "variant": "budget", "raw": "One Identity PAM Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SaaS-based solution that delivers streamlined, cost-effective protection without heavy infrastructure"}, {"id": "mai-20260917-0922-baseline|c106-s4|meta-small|JumpCloud", "prompt": "c106-s4", "model": "meta-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "cloud-based identity, device, and access management platform built for small and medium-sized businesses"}, {"id": "mai-20260917-0922-baseline|c106-s4|minimax-small|Teleport Community Edition", "prompt": "c106-s4", "model": "minimax-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Teleport Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have technical capacity**: Try **Teleport Community** or **HashiCorp Boundary Community** (free)"}, {"id": "mai-20260917-0922-baseline|c106-s4|minimax-small|HashiCorp Boundary Community", "prompt": "c106-s4", "model": "minimax-small", "cat": "privileged-access-management", "variant": "budget", "raw": "HashiCorp Boundary Community", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Try **Teleport Community** or **HashiCorp Boundary Community** (free)"}, {"id": "mai-20260917-0922-baseline|c106-s4|minimax-small|Keeper Security", "prompt": "c106-s4", "model": "minimax-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need simplicity and support**: **Keeper Security** at $3.75/user/month offers excellent value"}, {"id": "mai-20260917-0922-baseline|c106-s4|minimax-small|ManageEngine PAM360", "prompt": "c106-s4", "model": "minimax-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**$7,995/year** for 10 admins/25 keys ... Cost-effective for budget-conscious IT teams"}, {"id": "mai-20260917-0922-baseline|c106-s4|minimax-small|JumpCloud", "prompt": "c106-s4", "model": "minimax-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you need quick deployment with basic features**: **JumpCloud's free tier** (up to 10 users)"}, {"id": "mai-20260917-0922-baseline|c106-s4|mistral-small|ManageEngine PAM360", "prompt": "c106-s4", "model": "mistral-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended for small to mid-sized organizations needing core PAM features without the high cost of enterprise solutions"}, {"id": "mai-20260917-0922-baseline|c106-s4|mistral-small|CyberArk", "prompt": "c106-s4", "model": "mistral-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the high cost of enterprise solutions like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-s4|mistral-small|BeyondTrust", "prompt": "c106-s4", "model": "mistral-small", "cat": "privileged-access-management", "variant": "budget", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without the high cost of enterprise solutions like CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c106-s4|mistral-small|Keeper Security", "prompt": "c106-s4", "model": "mistral-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Combines password and privileged access management affordably, making it a strong option for budget-conscious small businesses."}, {"id": "mai-20260917-0922-baseline|c106-s4|mistral-small|Delinea", "prompt": "c106-s4", "model": "mistral-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers capable PAM with faster deployment"}, {"id": "mai-20260917-0922-baseline|c106-s4|mistral-small|AWS Secrets Manager", "prompt": "c106-s4", "model": "mistral-small", "cat": "privileged-access-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Provides usage-based pricing suitable for cloud-native workloads"}, {"id": "mai-20260917-0922-baseline|c106-s4|mistral-small|SSH PrivX", "prompt": "c106-s4", "model": "mistral-small", "cat": "privileged-access-management", "variant": "budget", "raw": "SSH PrivX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Offers a free version and avoids per-endpoint agent costs"}, {"id": "mai-20260917-0922-baseline|c106-s4|moonshot-small|Delinea Secret Server", "prompt": "c106-s4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea Secret Server", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies, I'd suggest starting with **Delinea's free tier** to test PAM concepts"}, {"id": "mai-20260917-0922-baseline|c106-s4|moonshot-small|Keeper PAM", "prompt": "c106-s4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then upgrading to **Keeper PAM** or **ManageEngine PAM360** as you scale"}, {"id": "mai-20260917-0922-baseline|c106-s4|moonshot-small|ManageEngine PAM360", "prompt": "c106-s4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Full-Featured Budget Option ... Starting at $7,995/year"}, {"id": "mai-20260917-0922-baseline|c106-s4|moonshot-small|Admin By Request", "prompt": "c106-s4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Admin By Request", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Specifically designed for **internal IT at small companies**"}, {"id": "mai-20260917-0922-baseline|c106-s4|moonshot-small|Teleport", "prompt": "c106-s4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Teleport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for tech-savvy teams comfortable with open-source tools"}, {"id": "mai-20260917-0922-baseline|c106-s4|moonshot-small|CyberArk", "prompt": "c106-s4", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise solutions like CyberArk ($98,690+) are overkill for most SMBs"}, {"id": "mai-20260917-0922-baseline|c106-s4|openai-small|KeeperPAM", "prompt": "c106-s4", "model": "openai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "KeeperPAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best practical choice is usually **KeeperPAM**"}, {"id": "mai-20260917-0922-baseline|c106-s4|openai-small|CyberArk", "prompt": "c106-s4", "model": "openai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the heavy complexity and high implementation cost of enterprise-first tools like CyberArk or Delinea"}, {"id": "mai-20260917-0922-baseline|c106-s4|openai-small|Delinea", "prompt": "c106-s4", "model": "openai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Delinea** if you want a broader enterprise PAM platform and are comfortable with **quote-based pricing** and likely higher total cost."}, {"id": "mai-20260917-0922-baseline|c106-s4|openai-small|Keeper Business Starter", "prompt": "c106-s4", "model": "openai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper Business Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cheapest starting point:** **Keeper Business Starter**"}, {"id": "mai-20260917-0922-baseline|c106-s4|openai-small|StrongDM", "prompt": "c106-s4", "model": "openai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **StrongDM** if your main need is access to infrastructure like SSH, databases, and Kubernetes"}, {"id": "mai-20260917-0922-baseline|c106-s4|xai-small|JumpServer (Community Edition)", "prompt": "c106-s4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpServer (Community Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tightest budget (<$1K/year, self-manage):** Start with **JumpServer** or **Teleport** (free, feature-rich for infra)."}, {"id": "mai-20260917-0922-baseline|c106-s4|xai-small|Teleport (Community Edition)", "prompt": "c106-s4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Teleport (Community Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **JumpServer** or **Teleport** (free, feature-rich for infra)."}, {"id": "mai-20260917-0922-baseline|c106-s4|xai-small|Keeper Security (Business Starter)", "prompt": "c106-s4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper Security (Business Starter)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SaaS ease, $200-500/year:** **Keeper Security** \\u2013 lowest per-user cost, quick wins."}, {"id": "mai-20260917-0922-baseline|c106-s4|xai-small|ManageEngine PAM360", "prompt": "c106-s4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "$7,995/year (10 admins/25 keys) ... Higher upfront for tiny teams"}, {"id": "mai-20260917-0922-baseline|c106-s4|xai-small|Admin By Request", "prompt": "c106-s4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Admin By Request", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Endpoint elevation, lifetime free tier | More endpoint than full PAM"}, {"id": "mai-20260917-0922-baseline|c106-s4|xai-small|HashiCorp Vault (Community)", "prompt": "c106-s4", "model": "xai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "HashiCorp Vault (Community)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Secrets/dynamic creds for DevOps | Steep learning curve"}, {"id": "mai-20260917-0922-baseline|c106-s4|zai-small|Teleport Community", "prompt": "c106-s4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Teleport Community", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Free/Open‑Source: If you have IT resources and want to keep costs near zero, try Teleport Community or JumpServer Community"}, {"id": "mai-20260917-0922-baseline|c106-s4|zai-small|JumpServer Community", "prompt": "c106-s4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "JumpServer Community", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "try Teleport Community or JumpServer Community to cover core PAM functionality"}, {"id": "mai-20260917-0922-baseline|c106-s4|zai-small|HashiCorp Boundary Community", "prompt": "c106-s4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "HashiCorp Boundary Community", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Open‑source “secretless” access broker; integrates with Vault for secrets."}, {"id": "mai-20260917-0922-baseline|c106-s4|zai-small|Mamori.io Free PAM", "prompt": "c106-s4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Mamori.io Free PAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free tier for businesses up to $10M revenue; includes workflow automation and ZTNA."}, {"id": "mai-20260917-0922-baseline|c106-s4|zai-small|Keeper Security", "prompt": "c106-s4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Keeper Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Keeper Security (per‑user) or ManageEngine PAM360 (fixed annual) are strong budget‑friendly options."}, {"id": "mai-20260917-0922-baseline|c106-s4|zai-small|ManageEngine PAM360", "prompt": "c106-s4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ManageEngine PAM360 (fixed annual) are strong budget‑friendly options."}, {"id": "mai-20260917-0922-baseline|c106-s4|zai-small|Delinea", "prompt": "c106-s4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "Delinea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on fast SaaS deployment and intuitive workflows; good mid‑size fit."}, {"id": "mai-20260917-0922-baseline|c106-s4|zai-small|One Identity PAM Essentials (SaaS)", "prompt": "c106-s4", "model": "zai-small", "cat": "privileged-access-management", "variant": "budget", "raw": "One Identity PAM Essentials (SaaS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Streamlined PAM stack for SMBs; scales down without heavy infrastructure."}, {"id": "mai-20260917-0922-baseline|c106-s5|alibaba-small|CyberArk", "prompt": "c106-s5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large vendors (like CyberArk or BeyondTrust) often have high implementation fees and minimum contract values ($50k–$100k+) ... prohibitive for 30-person startups."}, {"id": "mai-20260917-0922-baseline|c106-s5|alibaba-small|BeyondTrust", "prompt": "c106-s5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Large vendors (like CyberArk or BeyondTrust) often have high implementation fees and minimum contract values"}, {"id": "mai-20260917-0922-baseline|c106-s5|alibaba-small|Keeper Secrets Manager / Keeper Connect", "prompt": "c106-s5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Keeper Secrets Manager / Keeper Connect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "*Keeper Secrets Manager / Keeper Connect* (Great all-in-one for SMBs)"}, {"id": "mai-20260917-0922-baseline|c106-s5|alibaba-small|HashiCorp Vault", "prompt": "c106-s5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "(Open source, highly technical, free but requires hosting expertise)"}, {"id": "mai-20260917-0922-baseline|c106-s5|alibaba-small|LastDash", "prompt": "c106-s5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "LastDash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*LastDash* (Good mix of PAM and general password management)"}, {"id": "mai-20260917-0922-baseline|c106-s5|alibaba-small|1Password for Teams / Enterprise", "prompt": "c106-s5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "1Password for Teams / Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "General Password Managers with PAM features: *1Password for Teams / Enterprise*"}, {"id": "mai-20260917-0922-baseline|c106-s5|alibaba-small|Bitwarden", "prompt": "c106-s5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "General Password Managers with PAM features ... *Bitwarden*"}, {"id": "mai-20260917-0922-baseline|c106-s5|alibaba-small|Thycotic (Dassault Systèmes)", "prompt": "c106-s5", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Thycotic (Dassault Systèmes)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Full-scale Enterprise PAM (Use only if budget > $100k): *Thycotic (Dassault Systèmes)*"}, {"id": "mai-20260917-0922-baseline|c106-s5|deepseek-small|Delinea", "prompt": "c106-s5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Delinea** (formerly Thycotic) – Fast deployment, good for smaller teams."}, {"id": "mai-20260917-0922-baseline|c106-s5|deepseek-small|KeeperPAM", "prompt": "c106-s5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "KeeperPAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**KeeperPAM / Keeper Security** – Password + PAM in one, affordable, easy SaaS."}, {"id": "mai-20260917-0922-baseline|c106-s5|deepseek-small|JumpCloud", "prompt": "c106-s5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**JumpCloud** – Very approachable, strong if you also want directory/SSO."}, {"id": "mai-20260917-0922-baseline|c106-s5|deepseek-small|ManageEngine PAM360", "prompt": "c106-s5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Broad features on a budget, good SMB value."}, {"id": "mai-20260917-0922-baseline|c106-s5|deepseek-small|Teleport", "prompt": "c106-s5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Teleport** – Modern, secretless access with an open-source core."}, {"id": "mai-20260917-0922-baseline|c106-s5|deepseek-small|StrongDM", "prompt": "c106-s5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**StrongDM** – Simple governed infrastructure access."}, {"id": "mai-20260917-0922-baseline|c106-s5|deepseek-small|CyberArk", "prompt": "c106-s5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise-oriented leaders like CyberArk and BeyondTrust are powerful but you'd likely be paying for scale and complexity you don't need—worth skipping"}, {"id": "mai-20260917-0922-baseline|c106-s5|deepseek-small|BeyondTrust", "prompt": "c106-s5", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "powerful but you'd likely be paying for scale and complexity you don't need—worth skipping unless you anticipate huge growth"}, {"id": "mai-20260917-0922-baseline|c106-s5|google-small|CyberArk", "prompt": "c106-s5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "traditional enterprise giants like CyberArk, BeyondTrust, or Delinea are almost certainly **not** a good fit"}, {"id": "mai-20260917-0922-baseline|c106-s5|google-small|BeyondTrust", "prompt": "c106-s5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "almost certainly **not** a good fit—they are too complex"}, {"id": "mai-20260917-0922-baseline|c106-s5|google-small|Delinea", "prompt": "c106-s5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Delinea", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "almost certainly **not** a good fit—they are too complex"}, {"id": "mai-20260917-0922-baseline|c106-s5|google-small|StrongDM", "prompt": "c106-s5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "StrongDM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start a trial with **StrongDM** or **Teleport**."}, {"id": "mai-20260917-0922-baseline|c106-s5|google-small|Teleport", "prompt": "c106-s5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Teleport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start a trial with **StrongDM** or **Teleport**."}, {"id": "mai-20260917-0922-baseline|c106-s5|google-small|1Password (Apono)", "prompt": "c106-s5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "1Password (Apono)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "making it a very lightweight option for managing cloud infrastructure access"}, {"id": "mai-20260917-0922-baseline|c106-s5|google-small|KeeperPAM", "prompt": "c106-s5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "KeeperPAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Keeper Security’s SMB-focused PAM platform is designed explicitly for companies that don't have enterprise-level IT resources"}, {"id": "mai-20260917-0922-baseline|c106-s5|google-small|Securden", "prompt": "c106-s5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Securden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "An affordable, highly rated unified PAM tool designed specifically for SMBs"}, {"id": "mai-20260917-0922-baseline|c106-s5|google-small|Microsoft Entra PIM", "prompt": "c106-s5", "model": "google-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Microsoft Entra PIM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you are a 100% Microsoft shop ... Entra PIM is incredibly powerful"}, {"id": "mai-20260917-0922-baseline|c106-s5|minimax-small|Keeper Security", "prompt": "c106-s5", "model": "minimax-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Keeper Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong password management + PAM; easy to deploy"}, {"id": "mai-20260917-0922-baseline|c106-s5|minimax-small|Delinea", "prompt": "c106-s5", "model": "minimax-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Delinea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(formerly Thycotic) | Good balance of features and usability"}, {"id": "mai-20260917-0922-baseline|c106-s5|minimax-small|ManageEngine PAM360", "prompt": "c106-s5", "model": "minimax-small", "cat": "privileged-access-management", "variant": "scale", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Feature-rich, good value"}, {"id": "mai-20260917-0922-baseline|c106-s5|minimax-small|StrongDM", "prompt": "c106-s5", "model": "minimax-small", "cat": "privileged-access-management", "variant": "scale", "raw": "StrongDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Modern, developer-friendly"}, {"id": "mai-20260917-0922-baseline|c106-s5|minimax-small|Teleport", "prompt": "c106-s5", "model": "minimax-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Teleport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great for infrastructure access"}, {"id": "mai-20260917-0922-baseline|c106-s5|mistral-small|Delinea Secret Server", "prompt": "c106-s5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Delinea Secret Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Cloud and on-prem options, strong for small teams"}, {"id": "mai-20260917-0922-baseline|c106-s5|mistral-small|CyberArk Privileged Access Manager", "prompt": "c106-s5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk Privileged Access Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Large enterprises, but has SMB options | More complex, but very robust"}, {"id": "mai-20260917-0922-baseline|c106-s5|mistral-small|Thycotic Secret Server", "prompt": "c106-s5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Thycotic Secret Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SMBs, ease of deployment | Cloud-based, good for small teams"}, {"id": "mai-20260917-0922-baseline|c106-s5|mistral-small|BeyondTrust Privileged Remote Access", "prompt": "c106-s5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust Privileged Remote Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Remote access, cloud-friendly | Good for distributed teams"}, {"id": "mai-20260917-0922-baseline|c106-s5|mistral-small|ManageEngine PAM360", "prompt": "c106-s5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Affordable, but less polished UI"}, {"id": "mai-20260917-0922-baseline|c106-s5|mistral-small|Okta Advanced Server Access", "prompt": "c106-s5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Okta Advanced Server Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cloud-native, DevOps-friendly | Good if you're already using Okta"}, {"id": "mai-20260917-0922-baseline|c106-s5|mistral-small|Microsoft Defender for Identity / Entra Permissions Management", "prompt": "c106-s5", "model": "mistral-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Microsoft Defender for Identity / Entra Permissions Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Microsoft-centric orgs | Integrates with Azure AD, cost-effective if already using Microsoft stack"}, {"id": "mai-20260917-0922-baseline|c106-s5|moonshot-small|CyberArk", "prompt": "c106-s5", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Probably Too Heavy:**\n- CyberArk (complexity and cost)"}, {"id": "mai-20260917-0922-baseline|c106-s5|moonshot-small|BeyondTrust", "prompt": "c106-s5", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "- BeyondTrust (enterprise-focused)"}, {"id": "mai-20260917-0922-baseline|c106-s5|moonshot-small|Delinea (Cloud Suite)", "prompt": "c106-s5", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Delinea (Cloud Suite)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you are Windows/AD-centric with traditional servers**: Trial **Delinea Secret Server Cloud**."}, {"id": "mai-20260917-0922-baseline|c106-s5|moonshot-small|StrongDM", "prompt": "c106-s5", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "scale", "raw": "StrongDM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**If you are cloud-heavy (AWS/Azure/GCP) and have technical staff**: Trial **Teleport Cloud** or **StrongDM**."}, {"id": "mai-20260917-0922-baseline|c106-s5|moonshot-small|Teleport", "prompt": "c106-s5", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Teleport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Trial **Teleport Cloud** or **StrongDM**"}, {"id": "mai-20260917-0922-baseline|c106-s5|moonshot-small|Opal", "prompt": "c106-s5", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Opal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Modern SaaS PAM focused on JIT access to cloud apps and infrastructure. Very low friction."}, {"id": "mai-20260917-0922-baseline|c106-s5|moonshot-small|ManageEngine PAM360", "prompt": "c106-s5", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "scale", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Affordable, full-featured, but more traditional interface."}, {"id": "mai-20260917-0922-baseline|c106-s5|moonshot-small|1Password/Bitwarden Enterprise", "prompt": "c106-s5", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "scale", "raw": "1Password/Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "an **enterprise password manager** + good MFA may be sufficient and far easier to manage at 30 people"}, {"id": "mai-20260917-0922-baseline|c106-s5|moonshot-small|Wallix", "prompt": "c106-s5", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Wallix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "- Wallix (traditional bastion model)"}, {"id": "mai-20260917-0922-baseline|c106-s5|moonshot-small|ConductorOne", "prompt": "c106-s5", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "scale", "raw": "ConductorOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look at **Opal** or **ConductorOne** for modern JIT access workflows"}, {"id": "mai-20260917-0922-baseline|c106-s5|xai-small|CyberArk", "prompt": "c106-s5", "model": "xai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**CyberArk** (if budget allows) | Enterprise-grade but has SMB editions. | Higher end"}, {"id": "mai-20260917-0922-baseline|c106-s5|xai-small|Delinea", "prompt": "c106-s5", "model": "xai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Delinea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Delinea (Secret Server)** | Agentless, quick deploy, strong vaulting/JIT. | Per-user, affordable SaaS."}, {"id": "mai-20260917-0922-baseline|c106-s5|xai-small|BeyondTrust", "prompt": "c106-s5", "model": "xai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BeyondTrust** | Session mgmt, EPM for endpoints. | Flexible licensing."}, {"id": "mai-20260917-0922-baseline|c106-s5|xai-small|Heimdal PAM", "prompt": "c106-s5", "model": "xai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Heimdal PAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Heimdal PAM** | Endpoint focus, simple for Windows/Linux."}, {"id": "mai-20260917-0922-baseline|c106-s5|xai-small|ManageEngine PAM360", "prompt": "c106-s5", "model": "xai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ManageEngine PAM360** | All-in-one, low-cost for hybrid. | Starts ~$500/year."}, {"id": "mai-20260917-0922-baseline|c106-s5|xai-small|StrongDM/Teleport", "prompt": "c106-s5", "model": "xai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "StrongDM/Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**StrongDM/Teleport** | Modern infra (cloud/K8s), zero-trust. | Usage-based, dev-friendly."}, {"id": "mai-20260917-0922-baseline|c106-s5|xai-small|Thycotic", "prompt": "c106-s5", "model": "xai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Thycotic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid if overkill: Pure enterprise like Thycotic without SMB proof."}, {"id": "mai-20260917-0922-baseline|c106-s5|zai-small|CyberArk", "prompt": "c106-s5", "model": "zai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with solutions like CyberArk, BeyondTrust, or Thycotic (now Delinea), as they offer good balance of features and support"}, {"id": "mai-20260917-0922-baseline|c106-s5|zai-small|BeyondTrust", "prompt": "c106-s5", "model": "zai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "BeyondTrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with solutions like CyberArk, BeyondTrust, or Thycotic (now Delinea)"}, {"id": "mai-20260917-0922-baseline|c106-s5|zai-small|Thycotic (now Delinea)", "prompt": "c106-s5", "model": "zai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "Thycotic (now Delinea)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with solutions like CyberArk, BeyondTrust, or Thycotic (now Delinea)"}, {"id": "mai-20260917-0922-baseline|c106-s5|zai-small|1Password Business", "prompt": "c106-s5", "model": "zai-small", "cat": "privileged-access-management", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also consider more modern, cloud-native options like 1Password Business"}, {"id": "mai-20260917-0922-baseline|c106-s6|alibaba-small|CyberArk", "prompt": "c106-s6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "CyberArk: While the market leader for enterprise compliance, its solution is notoriously complex to administer."}, {"id": "mai-20260917-0922-baseline|c106-s6|alibaba-small|BeyondTrust", "prompt": "c106-s6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "implementing their full remote access and PAM suite can be costly and operationally burdensome for smaller teams"}, {"id": "mai-20260917-0922-baseline|c106-s6|alibaba-small|One Identity", "prompt": "c106-s6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The workflow approvals and audit trails can be overly bureaucratic for a small team"}, {"id": "mai-20260917-0922-baseline|c106-s6|alibaba-small|Broadcom/Symantec PAM", "prompt": "c106-s6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Broadcom/Symantec PAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Small businesses should avoid platforms that force you to host them yourself on local servers... certain versions of Broadcom/Symantec PAM"}, {"id": "mai-20260917-0922-baseline|c106-s6|alibaba-small|WALLIX", "prompt": "c106-s6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "WALLIX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Unless your business has specific geographic or regulatory requirements, these may add unnecessary configuration layers."}, {"id": "mai-20260917-0922-baseline|c106-s6|alibaba-small|LastPass", "prompt": "c106-s6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Tools like LastPass or 1Password (Basic Plans): Do not offer \"Just-in-Time\" (JIT) access, session recording, or automated credential rotation."}, {"id": "mai-20260917-0922-baseline|c106-s6|alibaba-small|1Password", "prompt": "c106-s6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Tools like LastPass or 1Password (Basic Plans): Do not offer \"Just-in-Time\" (JIT) access, session recording, or automated credential rotation."}, {"id": "mai-20260917-0922-baseline|c106-s6|alibaba-small|Keeper Security (KeeperPAM)", "prompt": "c106-s6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Keeper Security (KeeperPAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Excellent for combining strong password management with lightweight PAM features at a low price point"}, {"id": "mai-20260917-0922-baseline|c106-s6|alibaba-small|Delinea", "prompt": "c106-s6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Known for faster deployment times and usability compared to the enterprise giants."}, {"id": "mai-20260917-0922-baseline|c106-s6|alibaba-small|ManageEngine PAM360", "prompt": "c106-s6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "A budget-friendly option that integrates well if you already use other ManageEngine IT tools."}, {"id": "mai-20260917-0922-baseline|c106-s6|alibaba-small|Teleport", "prompt": "c106-s6", "model": "alibaba-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Ideal for technical engineering-led SMBs needing \"secretless\" access to SSH and K8s"}, {"id": "mai-20260917-0922-baseline|c106-s6|anthropic-small|Delinea Privilege Manager", "prompt": "c106-s6", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea Privilege Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Platforms to be cautious about for small businesses:** 1. **Enterprise-focused solutions** (like Delinea Privilege Manager, Centrify)"}, {"id": "mai-20260917-0922-baseline|c106-s6|anthropic-small|Centrify", "prompt": "c106-s6", "model": "anthropic-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Centrify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-focused solutions** (like Delinea Privilege Manager, Centrify) - These are often designed for large enterprises"}, {"id": "mai-20260917-0922-baseline|c106-s6|challenger-small|CyberArk", "prompt": "c106-s6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "especially **CyberArk** and **BeyondTrust** products, which multiple sources describe as powerful but often priced beyond SMB budgets"}, {"id": "mai-20260917-0922-baseline|c106-s6|challenger-small|BeyondTrust", "prompt": "c106-s6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "CyberArk and BeyondTrust are powerful but often priced beyond SMB budgets"}, {"id": "mai-20260917-0922-baseline|c106-s6|challenger-small|One Identity Safeguard", "prompt": "c106-s6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "One Identity Safeguard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "flags One Identity Safeguard as not covering certain small-business-relevant use cases like SaaS admin accounts"}, {"id": "mai-20260917-0922-baseline|c106-s6|challenger-small|ARCON", "prompt": "c106-s6", "model": "challenger-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ARCON", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "flags multiple ARCON offerings as lacking SaaS admin account support ... which is a caution signal for small teams"}, {"id": "mai-20260917-0922-baseline|c106-s6|deepseek-small|CyberArk", "prompt": "c106-s6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid CyberArk and BeyondTrust unless you somehow have enterprise-class budget *and* a dedicated security team"}, {"id": "mai-20260917-0922-baseline|c106-s6|deepseek-small|BeyondTrust", "prompt": "c106-s6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid CyberArk and BeyondTrust unless you somehow have enterprise-class budget"}, {"id": "mai-20260917-0922-baseline|c106-s6|deepseek-small|Wallix", "prompt": "c106-s6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Wallix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SaaS/cloud-delivered options** (KeeperPAM, Delinea Cloud, Wallix) lower the barrier the most for SMBs"}, {"id": "mai-20260917-0922-baseline|c106-s6|deepseek-small|Delinea", "prompt": "c106-s6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Delinea (formerly Thycotic/Centrify) — cautious, not avoid ... Be wary only if you're being pushed into the broader enterprise suite"}, {"id": "mai-20260917-0922-baseline|c106-s6|deepseek-small|ManageEngine PAM360", "prompt": "c106-s6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMBs should be looking at ManageEngine PAM360, KeeperPAM, Devolutions, ARCON, etc., which are built for this tier"}, {"id": "mai-20260917-0922-baseline|c106-s6|deepseek-small|KeeperPAM", "prompt": "c106-s6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "KeeperPAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SaaS/cloud-delivered options** (KeeperPAM, Delinea Cloud, Wallix) lower the barrier the most for SMBs"}, {"id": "mai-20260917-0922-baseline|c106-s6|deepseek-small|Devolutions", "prompt": "c106-s6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Devolutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SMBs should be looking at ManageEngine PAM360, KeeperPAM, Devolutions, ARCON, etc., which are built for this tier"}, {"id": "mai-20260917-0922-baseline|c106-s6|deepseek-small|ARCON", "prompt": "c106-s6", "model": "deepseek-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ARCON", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SMBs should be looking at ManageEngine PAM360, KeeperPAM, Devolutions, ARCON, etc., which are built for this tier"}, {"id": "mai-20260917-0922-baseline|c106-s6|google-small|CyberArk", "prompt": "c106-s6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid unless you have a dedicated identity security team and a massive budget."}, {"id": "mai-20260917-0922-baseline|c106-s6|google-small|Broadcom / Symantec PAM (formerly CA PAM)", "prompt": "c106-s6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Broadcom / Symantec PAM (formerly CA PAM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid. It lacks the agility and ease of use that a small business needs."}, {"id": "mai-20260917-0922-baseline|c106-s6|google-small|IBM Security Verify Privilege (and IBM DevOps Vault)", "prompt": "c106-s6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "IBM Security Verify Privilege (and IBM DevOps Vault)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid. The setup and licensing friction will likely overwhelm a lean IT team."}, {"id": "mai-20260917-0922-baseline|c106-s6|google-small|BeyondTrust", "prompt": "c106-s6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Only consider BeyondTrust if you are specifically looking for their remote support tools or endpoint privilege management (EPM) rather than their heavy, full-scale PAM vaulting"}, {"id": "mai-20260917-0922-baseline|c106-s6|google-small|One Identity Safeguard", "prompt": "c106-s6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "One Identity Safeguard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cautious. It is likely too heavy for a business without a structured security operations center (SOC)."}, {"id": "mai-20260917-0922-baseline|c106-s6|google-small|Keeper Security (KeeperPAM)", "prompt": "c106-s6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Keeper Security (KeeperPAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Great if you want to combine standard password management with lightweight secrets management and privileged access. It is easy to adopt"}, {"id": "mai-20260917-0922-baseline|c106-s6|google-small|Securden", "prompt": "c106-s6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Securden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Highly rated for mid-market and smaller teams because of its straightforward setup and budget-friendly pricing."}, {"id": "mai-20260917-0922-baseline|c106-s6|google-small|ManageEngine PAM360", "prompt": "c106-s6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A cost-effective, all-in-one option for IT teams that want session recording and vaulting without paying a premium."}, {"id": "mai-20260917-0922-baseline|c106-s6|google-small|StrongDM", "prompt": "c106-s6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Excellent choices if your \"small business\" is actually a growing software startup or engineering-heavy team"}, {"id": "mai-20260917-0922-baseline|c106-s6|google-small|Teleport", "prompt": "c106-s6", "model": "google-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Teleport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Excellent choices if your \"small business\" is actually a growing software startup or engineering-heavy team"}, {"id": "mai-20260917-0922-baseline|c106-s6|meta-small|CyberArk", "prompt": "c106-s6", "model": "meta-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise PAM platforms like CyberArk and BeyondTrust may be too expensive for small businesses"}, {"id": "mai-20260917-0922-baseline|c106-s6|meta-small|BeyondTrust", "prompt": "c106-s6", "model": "meta-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise PAM platforms like CyberArk and BeyondTrust may be too expensive for small businesses"}, {"id": "mai-20260917-0922-baseline|c106-s6|meta-small|Keeper Privileged Access Manager", "prompt": "c106-s6", "model": "meta-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Keeper Privileged Access Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "alternatives like Keeper Privileged Access Manager, Delinea Secret Server, and JumpCloud may be more suitable"}, {"id": "mai-20260917-0922-baseline|c106-s6|meta-small|Delinea Secret Server", "prompt": "c106-s6", "model": "meta-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea Secret Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "alternatives like Keeper Privileged Access Manager, Delinea Secret Server, and JumpCloud may be more suitable"}, {"id": "mai-20260917-0922-baseline|c106-s6|meta-small|JumpCloud", "prompt": "c106-s6", "model": "meta-small", "cat": "privileged-access-management", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "alternatives like Keeper Privileged Access Manager, Delinea Secret Server, and JumpCloud may be more suitable"}, {"id": "mai-20260917-0922-baseline|c106-s6|minimax-small|CyberArk", "prompt": "c106-s6", "model": "minimax-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**CyberArk** - While market-leading for large enterprises, reviews consistently note:\n- High cost and complex implementation"}, {"id": "mai-20260917-0922-baseline|c106-s6|mistral-small|CyberArk", "prompt": "c106-s6", "model": "mistral-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms like **CyberArk** and **ARCON** are often criticized for their steep learning curves, poor documentation, difficult integrations, and limited OS compatibility."}, {"id": "mai-20260917-0922-baseline|c106-s6|mistral-small|ARCON", "prompt": "c106-s6", "model": "mistral-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ARCON", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms like **CyberArk** and **ARCON** are often criticized for their steep learning curves, poor documentation, difficult integrations"}, {"id": "mai-20260917-0922-baseline|c106-s6|mistral-small|Keeper Security", "prompt": "c106-s6", "model": "mistral-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Look for PAM solutions that offer **simpler deployment, clear licensing, fast time-to-value, and strong SMB support**, such as Keeper Security, Delinea, ManageEngine PAM360, or StrongDM."}, {"id": "mai-20260917-0922-baseline|c106-s6|mistral-small|Delinea", "prompt": "c106-s6", "model": "mistral-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "such as Keeper Security, Delinea, ManageEngine PAM360, or StrongDM"}, {"id": "mai-20260917-0922-baseline|c106-s6|mistral-small|ManageEngine PAM360", "prompt": "c106-s6", "model": "mistral-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "such as Keeper Security, Delinea, ManageEngine PAM360, or StrongDM"}, {"id": "mai-20260917-0922-baseline|c106-s6|mistral-small|StrongDM", "prompt": "c106-s6", "model": "mistral-small", "cat": "privileged-access-management", "variant": "negative", "raw": "StrongDM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "such as Keeper Security, Delinea, ManageEngine PAM360, or StrongDM"}, {"id": "mai-20260917-0922-baseline|c106-s6|mistral-small|JumpServer", "prompt": "c106-s6", "model": "mistral-small", "cat": "privileged-access-management", "variant": "negative", "raw": "JumpServer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider open-source or community editions (e.g., JumpServer) if you have technical staff who can manage the setup"}, {"id": "mai-20260917-0922-baseline|c106-s6|moonshot-small|CyberArk", "prompt": "c106-s6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: Considered the most complex and expensive PAM solution on the market ... Overkill for small businesses"}, {"id": "mai-20260917-0922-baseline|c106-s6|moonshot-small|BeyondTrust", "prompt": "c106-s6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Small businesses should **avoid traditional enterprise PAM platforms** (CyberArk, legacy BeyondTrust deployments)"}, {"id": "mai-20260917-0922-baseline|c106-s6|moonshot-small|Wallix", "prompt": "c106-s6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Wallix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Solutions from vendors like Wallix, One Identity (hardware appliance versions)"}, {"id": "mai-20260917-0922-baseline|c106-s6|moonshot-small|One Identity", "prompt": "c106-s6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Solutions from vendors like Wallix, One Identity (hardware appliance versions)"}, {"id": "mai-20260917-0922-baseline|c106-s6|moonshot-small|Keeper Security", "prompt": "c106-s6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Combines password vault + PAM; approachable pricing; scales down well"}, {"id": "mai-20260917-0922-baseline|c106-s6|moonshot-small|Delinea (Secret Server)", "prompt": "c106-s6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea (Secret Server)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Faster, simpler deployment; cloud-first options; mid-market focus"}, {"id": "mai-20260917-0922-baseline|c106-s6|moonshot-small|ManageEngine PAM360", "prompt": "c106-s6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cost-effective at ~$7,995/year; SMB-friendly"}, {"id": "mai-20260917-0922-baseline|c106-s6|moonshot-small|JumpCloud", "prompt": "c106-s6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Agentless, cloud-based; no infrastructure required"}, {"id": "mai-20260917-0922-baseline|c106-s6|moonshot-small|Teleport", "prompt": "c106-s6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Teleport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Like Teleport, HashiCorp Vault for technical teams"}, {"id": "mai-20260917-0922-baseline|c106-s6|moonshot-small|HashiCorp Vault", "prompt": "c106-s6", "model": "moonshot-small", "cat": "privileged-access-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Like Teleport, HashiCorp Vault for technical teams"}, {"id": "mai-20260917-0922-baseline|c106-s6|openai-small|CyberArk", "prompt": "c106-s6", "model": "openai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it can be **heavy, expensive, and operationally demanding** for a small IT team"}, {"id": "mai-20260917-0922-baseline|c106-s6|openai-small|BeyondTrust", "prompt": "c106-s6", "model": "openai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it can be **more platform than many small businesses need**"}, {"id": "mai-20260917-0922-baseline|c106-s6|openai-small|Delinea", "prompt": "c106-s6", "model": "openai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "small businesses should be cautious if they only need **basic password vaulting**"}, {"id": "mai-20260917-0922-baseline|c106-s6|openai-small|One Identity", "prompt": "c106-s6", "model": "openai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "small businesses should be cautious about buying a large suite before they've confirmed the business need"}, {"id": "mai-20260917-0922-baseline|c106-s6|openai-small|ARCON", "prompt": "c106-s6", "model": "openai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ARCON", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "small businesses should be cautious about buying a large suite before they've confirmed the business need"}, {"id": "mai-20260917-0922-baseline|c106-s6|openai-small|Senhasegura", "prompt": "c106-s6", "model": "openai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Senhasegura", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "small businesses should be cautious about buying a large suite before they've confirmed the business need"}, {"id": "mai-20260917-0922-baseline|c106-s6|openai-small|WALLIX", "prompt": "c106-s6", "model": "openai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "WALLIX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "small businesses should be cautious about buying a large suite before they've confirmed the business need"}, {"id": "mai-20260917-0922-baseline|c106-s6|openai-small|Saviynt", "prompt": "c106-s6", "model": "openai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "small businesses should be cautious about buying a large suite before they've confirmed the business need"}, {"id": "mai-20260917-0922-baseline|c106-s6|xai-small|CyberArk", "prompt": "c106-s6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid**: Designed for massive enterprises with thousands of endpoints."}, {"id": "mai-20260917-0922-baseline|c106-s6|xai-small|BeyondTrust", "prompt": "c106-s6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid**: Similar enterprise focus with steep pricing ($50K+ annually) and complexity."}, {"id": "mai-20260917-0922-baseline|c106-s6|xai-small|Thycotic/now Delinea offerings in their full enterprise configurations", "prompt": "c106-s6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Thycotic/now Delinea offerings in their full enterprise configurations", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "avoid or exercise extreme caution ... (e.g., older Thycotic/now Delinea offerings in their full enterprise configurations)"}, {"id": "mai-20260917-0922-baseline|c106-s6|xai-small|IBM Security Verify Privilege Vault", "prompt": "c106-s6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "IBM Security Verify Privilege Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Other Enterprise-Heavy Options (e.g., full IBM Security Verify Privilege Vault... These share the same pitfalls: High costs, complexity"}, {"id": "mai-20260917-0922-baseline|c106-s6|xai-small|ARCON", "prompt": "c106-s6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ARCON", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "These share the same pitfalls: High costs, complexity requiring IT specialists, and poor scalability downward."}, {"id": "mai-20260917-0922-baseline|c106-s6|xai-small|WALLIX", "prompt": "c106-s6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "WALLIX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "legacy WALLIX ... share the same pitfalls: High costs, complexity requiring IT specialists"}, {"id": "mai-20260917-0922-baseline|c106-s6|xai-small|Keeper Security", "prompt": "c106-s6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Keeper Security** (starts ~$2/user/mo): Simple vault + PAM add-on, zero-knowledge, quick deploy."}, {"id": "mai-20260917-0922-baseline|c106-s6|xai-small|ManageEngine PAM360", "prompt": "c106-s6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "ManageEngine PAM360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Budget all-in-one (vaulting, sessions, discovery) for under $5K/year."}, {"id": "mai-20260917-0922-baseline|c106-s6|xai-small|Delinea Secret Server", "prompt": "c106-s6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Delinea Secret Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "(cloud edition): Free tier for small teams, fast setup."}, {"id": "mai-20260917-0922-baseline|c106-s6|xai-small|JumpCloud", "prompt": "c106-s6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "$7–11/user/mo, integrates PAM with identity/device mgmt—ideal for cloud-first SMBs."}, {"id": "mai-20260917-0922-baseline|c106-s6|xai-small|StrongDM", "prompt": "c106-s6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "StrongDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Infra-focused, agentless access without complexity."}, {"id": "mai-20260917-0922-baseline|c106-s6|xai-small|Admin By Request", "prompt": "c106-s6", "model": "xai-small", "cat": "privileged-access-management", "variant": "negative", "raw": "Admin By Request", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Infra-focused, agentless access without complexity."}, {"id": "mai-20260917-0922-baseline|c107-l1|alibaba-small|SailPoint", "prompt": "c107-l1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SailPoint is widely considered the gold standard for pure Identity Governance"}, {"id": "mai-20260917-0922-baseline|c107-l1|alibaba-small|Microsoft Entra ID", "prompt": "c107-l1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "integrated solutions like **Microsoft Entra ID** are often preferred for their ease of adoption"}, {"id": "mai-20260917-0922-baseline|c107-l1|alibaba-small|Saviynt", "prompt": "c107-l1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Saviynt has gained massive traction recently as the primary alternative to SailPoint"}, {"id": "mai-20260917-0922-baseline|c107-l1|alibaba-small|Ping Identity", "prompt": "c107-l1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Many B2B technology companies prefer Ping because they prioritize the developer experience"}, {"id": "mai-20260917-0922-baseline|c107-l1|alibaba-small|Okta", "prompt": "c107-l1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Look at SailPoint or Okta."}, {"id": "mai-20260917-0922-baseline|c107-l1|anthropic-small|Okta", "prompt": "c107-l1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Okta** - Strong in cloud-based identity and access management"}, {"id": "mai-20260917-0922-baseline|c107-l1|anthropic-small|Ping Identity", "prompt": "c107-l1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Ping Identity** - Enterprise focus with comprehensive IAM"}, {"id": "mai-20260917-0922-baseline|c107-l1|anthropic-small|Microsoft Entra ID", "prompt": "c107-l1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Microsoft Entra ID** (formerly Azure AD) - Good if you're in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c107-l1|anthropic-small|Sailpoint", "prompt": "c107-l1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "Sailpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Sailpoint** - Identity governance and administration focus"}, {"id": "mai-20260917-0922-baseline|c107-l1|challenger-small|SailPoint Identity Security Cloud", "prompt": "c107-l1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest *single* identity governance platform is usually **SailPoint Identity Security Cloud**"}, {"id": "mai-20260917-0922-baseline|c107-l1|challenger-small|One Identity Identity Manager", "prompt": "c107-l1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "One Identity Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is also a top contender and is ranked #1 in several 2026 comparisons"}, {"id": "mai-20260917-0922-baseline|c107-l1|challenger-small|SAP Access Control", "prompt": "c107-l1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "SAP Access Control", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "relevant if your governance is heavily SAP-centric"}, {"id": "mai-20260917-0922-baseline|c107-l1|challenger-small|Saviynt", "prompt": "c107-l1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "often shortlisted for enterprises needing deep governance across complex environments, though the provided results do not rank it above SailPoint or One Identity"}, {"id": "mai-20260917-0922-baseline|c107-l1|challenger-small|WorkOS", "prompt": "c107-l1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "choose WorkOS if you are building B2B SaaS customer identity rather than internal governance"}, {"id": "mai-20260917-0922-baseline|c107-l1|deepseek-small|SailPoint", "prompt": "c107-l1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SailPoint** remains the safest, most comprehensive choice — it's widely recognized as the category leader"}, {"id": "mai-20260917-0922-baseline|c107-l1|deepseek-small|Saviynt", "prompt": "c107-l1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Saviynt** offers comparable depth with a broader security story"}, {"id": "mai-20260917-0922-baseline|c107-l1|deepseek-small|One Identity", "prompt": "c107-l1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "One Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**3. One Identity** — Best overall value for security teams"}, {"id": "mai-20260917-0922-baseline|c107-l1|deepseek-small|Omada Identity", "prompt": "c107-l1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "Omada Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**4. Omada Identity** — Strong for Microsoft-centric organizations"}, {"id": "mai-20260917-0922-baseline|c107-l1|deepseek-small|Microsoft Entra ID Governance", "prompt": "c107-l1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Microsoft Entra governs identities primarily within the Microsoft stack — a limitation if you have heterogeneous systems"}, {"id": "mai-20260917-0922-baseline|c107-l1|deepseek-small|Okta Identity Governance", "prompt": "c107-l1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "if already on Okta, consider **Okta Identity Governance**"}, {"id": "mai-20260917-0922-baseline|c107-l1|google-small|SailPoint (Identity Security Cloud)", "prompt": "c107-l1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint (Identity Security Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Verdict:** The gold standard for enterprise-grade governance."}, {"id": "mai-20260917-0922-baseline|c107-l1|google-small|Saviynt (Enterprise Identity Cloud)", "prompt": "c107-l1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt (Enterprise Identity Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The strongest purely cloud-native enterprise challenger."}, {"id": "mai-20260917-0922-baseline|c107-l1|google-small|Okta Identity Governance (OIG)", "prompt": "c107-l1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for modern B2B organizations looking for unified, automated identity security."}, {"id": "mai-20260917-0922-baseline|c107-l1|google-small|Microsoft Entra ID Governance", "prompt": "c107-l1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best value and lowest friction for Microsoft-centric organizations."}, {"id": "mai-20260917-0922-baseline|c107-l1|google-small|EmpowerID", "prompt": "c107-l1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "EmpowerID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The industry specialist for B2B Partner Identity and Delegated Administration."}, {"id": "mai-20260917-0922-baseline|c107-l1|google-small|Lumos", "prompt": "c107-l1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best modern, AI-first, autonomous governance platforms."}, {"id": "mai-20260917-0922-baseline|c107-l1|google-small|ConductorOne", "prompt": "c107-l1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "ConductorOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best modern, AI-first, autonomous governance platforms."}, {"id": "mai-20260917-0922-baseline|c107-l1|meta-small|SSOJet", "prompt": "c107-l1", "model": "meta-small", "cat": "identity-governance", "variant": "direct", "raw": "SSOJet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best identity governance platform for an enterprise B2B company is SSOJet"}, {"id": "mai-20260917-0922-baseline|c107-l1|meta-small|WorkOS", "prompt": "c107-l1", "model": "meta-small", "cat": "identity-governance", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include WorkOS, Identity Manager by One Identity, and SAP Access Control."}, {"id": "mai-20260917-0922-baseline|c107-l1|meta-small|Identity Manager by One Identity", "prompt": "c107-l1", "model": "meta-small", "cat": "identity-governance", "variant": "direct", "raw": "Identity Manager by One Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include WorkOS, Identity Manager by One Identity, and SAP Access Control."}, {"id": "mai-20260917-0922-baseline|c107-l1|meta-small|SAP Access Control", "prompt": "c107-l1", "model": "meta-small", "cat": "identity-governance", "variant": "direct", "raw": "SAP Access Control", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include WorkOS, Identity Manager by One Identity, and SAP Access Control."}, {"id": "mai-20260917-0922-baseline|c107-l1|minimax-small|SailPoint", "prompt": "c107-l1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest evaluating **SailPoint** for comprehensive governance or **Microsoft Entra ID** if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c107-l1|minimax-small|Microsoft Entra ID", "prompt": "c107-l1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SailPoint** for comprehensive governance or **Microsoft Entra ID** if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c107-l1|minimax-small|Okta", "prompt": "c107-l1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More focused on authentication than full-spectrum governance"}, {"id": "mai-20260917-0922-baseline|c107-l1|minimax-small|Ping Identity", "prompt": "c107-l1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong in access management, flexible deployment options, good for B2B"}, {"id": "mai-20260917-0922-baseline|c107-l1|minimax-small|Savynt", "prompt": "c107-l1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "Savynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise-focused identity governance, strong analytics"}, {"id": "mai-20260917-0922-baseline|c107-l1|mistral-small|SailPoint Identity Security Cloud", "prompt": "c107-l1", "model": "mistral-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SailPoint and Saviynt are the top choices due to their depth, scalability, and enterprise features."}, {"id": "mai-20260917-0922-baseline|c107-l1|mistral-small|Saviynt Enterprise Identity Cloud", "prompt": "c107-l1", "model": "mistral-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt Enterprise Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "SailPoint and Saviynt are the top choices due to their depth, scalability, and enterprise features."}, {"id": "mai-20260917-0922-baseline|c107-l1|mistral-small|Okta Identity Governance", "prompt": "c107-l1", "model": "mistral-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For B2B companies already using Okta, Okta Identity Governance is a natural fit."}, {"id": "mai-20260917-0922-baseline|c107-l1|mistral-small|Omada Identity Cloud", "prompt": "c107-l1", "model": "mistral-small", "cat": "identity-governance", "variant": "direct", "raw": "Omada Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For mid-market or regulated enterprises wanting SaaS simplicity, Omada is a strong contender."}, {"id": "mai-20260917-0922-baseline|c107-l1|moonshot-small|SailPoint", "prompt": "c107-l1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SailPoint** - Best Overall for Large Enterprises"}, {"id": "mai-20260917-0922-baseline|c107-l1|moonshot-small|Saviynt", "prompt": "c107-l1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Saviynt** - Best Cloud-Native Alternative"}, {"id": "mai-20260917-0922-baseline|c107-l1|moonshot-small|Omada", "prompt": "c107-l1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "Omada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Omada** if you value innovation, faster time-to-value"}, {"id": "mai-20260917-0922-baseline|c107-l1|moonshot-small|Okta Identity Governance", "prompt": "c107-l1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Limitations**: Less depth than dedicated IGA platforms"}, {"id": "mai-20260917-0922-baseline|c107-l1|moonshot-small|Entra ID Governance", "prompt": "c107-l1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "Entra ID Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft-heavy → Consider Entra ID Governance"}, {"id": "mai-20260917-0922-baseline|c107-l1|moonshot-small|Lumos", "prompt": "c107-l1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lower TCO priorities → Omada or newer players like Lumos"}, {"id": "mai-20260917-0922-baseline|c107-l1|openai-small|SailPoint Identity Security Cloud", "prompt": "c107-l1", "model": "openai-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default answer is **SailPoint Identity Security Cloud**"}, {"id": "mai-20260917-0922-baseline|c107-l1|openai-small|Microsoft Entra ID Governance", "prompt": "c107-l1", "model": "openai-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Microsoft Entra ID Governance** if you are heavily standardized on Microsoft 365/Azure"}, {"id": "mai-20260917-0922-baseline|c107-l1|openai-small|Oracle Identity Governance", "prompt": "c107-l1", "model": "openai-small", "cat": "identity-governance", "variant": "direct", "raw": "Oracle Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Oracle Identity Governance** if you are an Oracle-centric enterprise"}, {"id": "mai-20260917-0922-baseline|c107-l1|xai-small|SailPoint Identity Security Cloud", "prompt": "c107-l1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with SailPoint or Saviynt** for most enterprise B2B"}, {"id": "mai-20260917-0922-baseline|c107-l1|xai-small|Saviynt Enterprise Identity Cloud", "prompt": "c107-l1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt Enterprise Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with SailPoint or Saviynt** for most enterprise B2B"}, {"id": "mai-20260917-0922-baseline|c107-l1|xai-small|Okta Identity Governance", "prompt": "c107-l1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "B2B already on Okta SSO, wanting lightweight governance extension... fits ecosystem but not full IGA replacement."}, {"id": "mai-20260917-0922-baseline|c107-l1|xai-small|Microsoft Entra ID Governance", "prompt": "c107-l1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bundled value; strong Microsoft integration... B2B in Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c107-l1|xai-small|One Identity", "prompt": "c107-l1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "One Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "One Identity: Hybrid AD focus... Niche strengths; less broad appeal."}, {"id": "mai-20260917-0922-baseline|c107-l1|xai-small|Oracle", "prompt": "c107-l1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Oracle: Enterprise apps... Specific stacks (e.g., Oracle for ERP-heavy B2B)"}, {"id": "mai-20260917-0922-baseline|c107-l1|xai-small|Ping", "prompt": "c107-l1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Ping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ping: Federation. | Niche strengths; less broad appeal."}, {"id": "mai-20260917-0922-baseline|c107-l1|xai-small|Omada", "prompt": "c107-l1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Omada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "KuppingerCole 2024 lists SailPoint, Saviynt, Oracle, Omada, etc., as Overall Leaders."}, {"id": "mai-20260917-0922-baseline|c107-l1|zai-small|SailPoint", "prompt": "c107-l1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SailPoint** | Large, regulated enterprises | Market leader, AI-powered, deep compliance"}, {"id": "mai-20260917-0922-baseline|c107-l1|zai-small|Saviynt", "prompt": "c107-l1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloud-first B2B SaaS with strong PAM needs** | **Saviynt**"}, {"id": "mai-20260917-0922-baseline|c107-l1|zai-small|One Identity Manager", "prompt": "c107-l1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hybrid environments, global enterprises | Modular licensing, integrated PAM"}, {"id": "mai-20260917-0922-baseline|c107-l1|zai-small|Okta Identity Governance", "prompt": "c107-l1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already using Okta for workforce IAM** | **Okta Identity Governance** (easiest integration)"}, {"id": "mai-20260917-0922-baseline|c107-l1|zai-small|Microsoft Entra ID Governance", "prompt": "c107-l1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Budget-constrained, Microsoft-first** | **Microsoft Entra ID Governance**"}, {"id": "mai-20260917-0922-baseline|c107-l2|alibaba-small|SailPoint (Identity IQ & IdentityNow)", "prompt": "c107-l2", "model": "alibaba-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint (Identity IQ & IdentityNow)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Industry Leader (The \"Gold Standard\")\n**Recommendation:** **SailPoint (Identity IQ & IdentityNow)**"}, {"id": "mai-20260917-0922-baseline|c107-l2|alibaba-small|Microsoft Entra ID Governance", "prompt": "c107-l2", "model": "alibaba-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company relies heavily on Azure Active Directory ... staying within the Microsoft ecosystem is often the most cost-effective route."}, {"id": "mai-20260917-0922-baseline|c107-l2|alibaba-small|OneLogin", "prompt": "c107-l2", "model": "alibaba-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Modern, Agile Alternative\n**Recommendation:** **OneLogin (specifically OneLogin Identity Governance)**"}, {"id": "mai-20260917-0922-baseline|c107-l2|anthropic-small|SailPoint IdentityIQ", "prompt": "c107-l2", "model": "anthropic-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Choice: SailPoint IdentityIQ"}, {"id": "mai-20260917-0922-baseline|c107-l2|anthropic-small|Saviynt", "prompt": "c107-l2", "model": "anthropic-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Saviynt is a cloud-native solution built with advanced AI and machine learning at its core"}, {"id": "mai-20260917-0922-baseline|c107-l2|anthropic-small|One Identity Manager", "prompt": "c107-l2", "model": "anthropic-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "enterprise-grade IGA platform designed to unify governance for users, applications, data and privileged accounts"}, {"id": "mai-20260917-0922-baseline|c107-l2|anthropic-small|Okta Identity Governance", "prompt": "c107-l2", "model": "anthropic-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Saviynt and Okta offer faster cloud-based deployments"}, {"id": "mai-20260917-0922-baseline|c107-l2|anthropic-small|Omada Identity", "prompt": "c107-l2", "model": "anthropic-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Omada Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "well-suited for mid to large enterprises seeking scalable and future-ready identity governance"}, {"id": "mai-20260917-0922-baseline|c107-l2|challenger-small|SailPoint Identity Security Cloud", "prompt": "c107-l2", "model": "challenger-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **SailPoint Identity Security Cloud**"}, {"id": "mai-20260917-0922-baseline|c107-l2|challenger-small|Microsoft Entra ID Governance", "prompt": "c107-l2", "model": "challenger-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your environment is more **Microsoft-centric**, then **Microsoft Entra ID Governance** is often the most practical choice"}, {"id": "mai-20260917-0922-baseline|c107-l2|challenger-small|One Identity", "prompt": "c107-l2", "model": "challenger-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "One Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose One Identity** if you want strong governance for **regulated organizations**"}, {"id": "mai-20260917-0922-baseline|c107-l2|challenger-small|Saviynt", "prompt": "c107-l2", "model": "challenger-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Saviynt** if your main need is **traceable access changes**"}, {"id": "mai-20260917-0922-baseline|c107-l2|deepseek-small|SailPoint Identity Security Cloud", "prompt": "c107-l2", "model": "deepseek-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **SailPoint Identity Security Cloud** as the top choice"}, {"id": "mai-20260917-0922-baseline|c107-l2|deepseek-small|Saviynt Enterprise Identity Cloud", "prompt": "c107-l2", "model": "deepseek-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt Enterprise Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Saviynt Enterprise Identity Cloud** as the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c107-l2|deepseek-small|Omada", "prompt": "c107-l2", "model": "deepseek-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Omada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Omada** is a strong pick if you're heavily **Microsoft-centric**"}, {"id": "mai-20260917-0922-baseline|c107-l2|google-small|SailPoint (Identity Security Cloud / IdentityIQ)", "prompt": "c107-l2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint (Identity Security Cloud / IdentityIQ)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed gold standard and market leader for complex, hybrid enterprises."}, {"id": "mai-20260917-0922-baseline|c107-l2|google-small|Saviynt (Enterprise Identity Cloud)", "prompt": "c107-l2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt (Enterprise Identity Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The strongest cloud-native competitor to SailPoint"}, {"id": "mai-20260917-0922-baseline|c107-l2|google-small|Microsoft Entra ID Governance", "prompt": "c107-l2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The best choice for fast time-to-value if your organization is already heavily standardized on the Microsoft/Azure ecosystem."}, {"id": "mai-20260917-0922-baseline|c107-l2|google-small|Omada (Omada Identity)", "prompt": "c107-l2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Omada (Omada Identity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A leading platform particularly popular in Europe and heavily regulated global markets"}, {"id": "mai-20260917-0922-baseline|c107-l2|meta-small|SailPoint IdentityIQ", "prompt": "c107-l2", "model": "meta-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top recommendations include:\n\n1. SailPoint IdentityIQ"}, {"id": "mai-20260917-0922-baseline|c107-l2|meta-small|Okta Identity Governance", "prompt": "c107-l2", "model": "meta-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Okta Identity Governance"}, {"id": "mai-20260917-0922-baseline|c107-l2|meta-small|Saviynt Identity Governance and Administration", "prompt": "c107-l2", "model": "meta-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt Identity Governance and Administration", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Saviynt Identity Governance and Administration"}, {"id": "mai-20260917-0922-baseline|c107-l2|meta-small|Identity Manager by One Identity", "prompt": "c107-l2", "model": "meta-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Identity Manager by One Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Identity Manager by One Identity"}, {"id": "mai-20260917-0922-baseline|c107-l2|meta-small|SAP Access Control", "prompt": "c107-l2", "model": "meta-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SAP Access Control", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. SAP Access Control"}, {"id": "mai-20260917-0922-baseline|c107-l2|meta-small|Microsoft Entra Identity Governance", "prompt": "c107-l2", "model": "meta-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Microsoft Entra Identity Governance"}, {"id": "mai-20260917-0922-baseline|c107-l2|minimax-small|SailPoint", "prompt": "c107-l2", "model": "minimax-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **SailPoint** as the top identity governance and administration (IGA) tool"}, {"id": "mai-20260917-0922-baseline|c107-l2|minimax-small|Microsoft Entra ID Governance", "prompt": "c107-l2", "model": "minimax-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your company is heavily Microsoft-centric"}, {"id": "mai-20260917-0922-baseline|c107-l2|minimax-small|Saviynt Identity Cloud", "prompt": "c107-l2", "model": "minimax-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for converged identity, application, and data access governance in cloud-native environments."}, {"id": "mai-20260917-0922-baseline|c107-l2|minimax-small|Okta Identity Governance", "prompt": "c107-l2", "model": "minimax-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good choice if you're already standardized on Okta for SSO"}, {"id": "mai-20260917-0922-baseline|c107-l2|mistral-small|SailPoint", "prompt": "c107-l2", "model": "mistral-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SailPoint is often cited as the top pick for its robust governance capabilities"}, {"id": "mai-20260917-0922-baseline|c107-l2|mistral-small|Identity Manager by One Identity", "prompt": "c107-l2", "model": "mistral-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Identity Manager by One Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "One Identity and Omada are strong alternatives depending on specific needs"}, {"id": "mai-20260917-0922-baseline|c107-l2|mistral-small|Omada Identity", "prompt": "c107-l2", "model": "mistral-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Omada Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for organizations that require centralized lifecycle governance across many applications"}, {"id": "mai-20260917-0922-baseline|c107-l2|moonshot-small|SailPoint Identity Security Cloud", "prompt": "c107-l2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **SailPoint Identity Security Cloud** (or IdentityIQ)"}, {"id": "mai-20260917-0922-baseline|c107-l2|moonshot-small|Microsoft Entra ID Governance", "prompt": "c107-l2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Entra ID Governance** — integrates seamlessly, lower cost if already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c107-l2|moonshot-small|Saviynt Enterprise Identity Cloud", "prompt": "c107-l2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt Enterprise Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong for cloud-native enterprises with privileged access needs"}, {"id": "mai-20260917-0922-baseline|c107-l2|moonshot-small|One Identity Manager", "prompt": "c107-l2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "excels in highly customized, on-prem-heavy setups"}, {"id": "mai-20260917-0922-baseline|c107-l2|moonshot-small|Okta Identity Governance", "prompt": "c107-l2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Already invested in Okta for SSO | Faster within Okta ecosystem | Moderate"}, {"id": "mai-20260917-0922-baseline|c107-l2|openai-small|SailPoint Identity Security Cloud", "prompt": "c107-l2", "model": "openai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **SailPoint Identity Security Cloud**"}, {"id": "mai-20260917-0922-baseline|c107-l2|openai-small|Saviynt", "prompt": "c107-l2", "model": "openai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Saviynt** is also a very strong contender"}, {"id": "mai-20260917-0922-baseline|c107-l2|openai-small|Microsoft Entra ID Governance", "prompt": "c107-l2", "model": "openai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "for highly complex enterprise IGA it's usually not my first pick"}, {"id": "mai-20260917-0922-baseline|c107-l2|xai-small|SailPoint Identity Security Cloud", "prompt": "c107-l2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend SailPoint Identity Security Cloud (or IdentityIQ for hybrid/on-premises needs) as the top Identity Governance and Administration (IGA) tool."}, {"id": "mai-20260917-0922-baseline|c107-l2|xai-small|Saviynt Enterprise Identity Cloud", "prompt": "c107-l2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt Enterprise Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader in KuppingerCole; great for unifying IGA with privileged access; ~18% market share; suits cloud-first B2B but can be pricier/complex."}, {"id": "mai-20260917-0922-baseline|c107-l2|xai-small|One Identity Manager", "prompt": "c107-l2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top-ranked for large orgs; strong automation, lower TCO; Leader in analyst reports."}, {"id": "mai-20260917-0922-baseline|c107-l2|xai-small|Okta Identity Governance", "prompt": "c107-l2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Seamless for Okta ecosystems; good self-service but less deep for pure IGA at massive scale."}, {"id": "mai-20260917-0922-baseline|c107-l2|zai-small|SailPoint Identity Security Cloud (or IdentityIQ)", "prompt": "c107-l2", "model": "zai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint Identity Security Cloud (or IdentityIQ)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: SailPoint Identity Security Cloud (or IdentityIQ)"}, {"id": "mai-20260917-0922-baseline|c107-l2|zai-small|Saviynt", "prompt": "c107-l2", "model": "zai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want to consolidate IGA and privileged access management (PAM) under one vendor"}, {"id": "mai-20260917-0922-baseline|c107-l2|zai-small|Microsoft Entra ID Governance", "prompt": "c107-l2", "model": "zai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your organization is heavily Microsoft\\u2011centric"}, {"id": "mai-20260917-0922-baseline|c107-l2|zai-small|Oracle Identity Governance", "prompt": "c107-l2", "model": "zai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Oracle Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your enterprise estate is Oracle\\u2011heavy"}, {"id": "mai-20260917-0922-baseline|c107-l2|zai-small|One Identity Manager", "prompt": "c107-l2", "model": "zai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for large enterprises with complex on\\u2011premises environments"}, {"id": "mai-20260917-0922-baseline|c107-l2|zai-small|Okta Identity Governance", "prompt": "c107-l2", "model": "zai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you already use Okta for identity and want governance embedded within the Okta ecosystem."}, {"id": "mai-20260917-0922-baseline|c107-l3|alibaba-small|SailPoint", "prompt": "c107-l3", "model": "alibaba-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SailPoint has historically held the number one spot in almost every major industry analyst report... It is considered the \"gold standard\" for large enterprises"}, {"id": "mai-20260917-0922-baseline|c107-l3|alibaba-small|Microsoft Entra ID Governance", "prompt": "c107-l3", "model": "alibaba-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If an enterprise already lives within the Microsoft ecosystem (M365, Azure, Windows Server), this is the natural choice."}, {"id": "mai-20260917-0922-baseline|c107-l3|alibaba-small|Saviynt", "prompt": "c107-l3", "model": "alibaba-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Saviynt has rapidly gained market share by focusing on \"speed to value\" and cloud-native architecture."}, {"id": "mai-20260917-0922-baseline|c107-l3|alibaba-small|Oracle Identity Governance", "prompt": "c107-l3", "model": "alibaba-small", "cat": "identity-governance", "variant": "comparative", "raw": "Oracle Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oracle remains a dominant player, particularly for organizations built on Oracle databases and ERPs."}, {"id": "mai-20260917-0922-baseline|c107-l3|alibaba-small|IBM Security Verify", "prompt": "c107-l3", "model": "alibaba-small", "cat": "identity-governance", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "IBM focuses on hybrid environments and highly regulated sectors (government, defense, healthcare)."}, {"id": "mai-20260917-0922-baseline|c107-l3|anthropic-small|Identity Manager by One Identity", "prompt": "c107-l3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Identity Manager by One Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The leading IGA tools include Identity Manager by One Identity, SAP Access Control, SailPoint IdentityIQ, Okta Identity Governance, and Saviynt IGA"}, {"id": "mai-20260917-0922-baseline|c107-l3|anthropic-small|SAP Access Control", "prompt": "c107-l3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "SAP Access Control", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The leading IGA tools include Identity Manager by One Identity, SAP Access Control, SailPoint IdentityIQ, Okta Identity Governance, and Saviynt IGA"}, {"id": "mai-20260917-0922-baseline|c107-l3|anthropic-small|SailPoint IdentityIQ", "prompt": "c107-l3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "deep compliance automation at the cost of implementation complexity ... implementation and configuration typically require specialized skills or partner support"}, {"id": "mai-20260917-0922-baseline|c107-l3|anthropic-small|Okta Identity Governance", "prompt": "c107-l3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Okta Identity Governance, CyberArk, Omada, and Zluri round out the category with strengths in ecosystem integration"}, {"id": "mai-20260917-0922-baseline|c107-l3|anthropic-small|Saviynt IGA", "prompt": "c107-l3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt IGA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Saviynt's Enterprise Identity Cloud converges identity governance with application access governance, data access governance, and lighter-weight privileged access management in a single SaaS platform"}, {"id": "mai-20260917-0922-baseline|c107-l3|anthropic-small|Linx Security", "prompt": "c107-l3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Linx Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "modern platforms include Linx Security, Lumos, Veza (now part of ServiceNow), and Opal Security"}, {"id": "mai-20260917-0922-baseline|c107-l3|anthropic-small|Lumos", "prompt": "c107-l3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Lumos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "modern platforms include Linx Security, Lumos, Veza (now part of ServiceNow), and Opal Security"}, {"id": "mai-20260917-0922-baseline|c107-l3|anthropic-small|Veza", "prompt": "c107-l3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Veza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "modern platforms include Linx Security, Lumos, Veza (now part of ServiceNow), and Opal Security"}, {"id": "mai-20260917-0922-baseline|c107-l3|anthropic-small|Opal Security", "prompt": "c107-l3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Opal Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "modern platforms include Linx Security, Lumos, Veza (now part of ServiceNow), and Opal Security"}, {"id": "mai-20260917-0922-baseline|c107-l3|anthropic-small|CyberArk", "prompt": "c107-l3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "CyberArk, Omada, and Zluri round out the category with strengths in ecosystem integration, privileged access, European compliance, and SaaS management"}, {"id": "mai-20260917-0922-baseline|c107-l3|anthropic-small|Omada", "prompt": "c107-l3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Omada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "CyberArk, Omada, and Zluri round out the category with strengths in ... European compliance"}, {"id": "mai-20260917-0922-baseline|c107-l3|anthropic-small|Zluri", "prompt": "c107-l3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Zluri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "CyberArk, Omada, and Zluri round out the category with strengths in ... SaaS management respectively"}, {"id": "mai-20260917-0922-baseline|c107-l3|anthropic-small|SecurEnds", "prompt": "c107-l3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "SecurEnds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "SecurEnds combines AI driven automation, easy integrations, and no-code deployment to deliver fast & cost effective identity governance across hybrid and cloud environments"}, {"id": "mai-20260917-0922-baseline|c107-l3|challenger-small|SailPoint", "prompt": "c107-l3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SailPoint** is usually positioned as the safest choice for very large enterprises that need broad, established governance coverage"}, {"id": "mai-20260917-0922-baseline|c107-l3|challenger-small|Saviynt", "prompt": "c107-l3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Saviynt** is the strongest choice when an organization wants governance plus adjacent controls in a single cloud platform"}, {"id": "mai-20260917-0922-baseline|c107-l3|challenger-small|One Identity", "prompt": "c107-l3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often preferred by organizations with **hybrid estates** or strong **Microsoft/AD** dependence"}, {"id": "mai-20260917-0922-baseline|c107-l3|challenger-small|Omada", "prompt": "c107-l3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "Omada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "appeal to enterprises that value a more structured, process-oriented IGA program with predictable delivery"}, {"id": "mai-20260917-0922-baseline|c107-l3|challenger-small|IBM Verify Identity Governance", "prompt": "c107-l3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "IBM Verify Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "stands out when the main concern is **audit alignment** and SoD modeled around real business activities"}, {"id": "mai-20260917-0922-baseline|c107-l3|challenger-small|Oracle Identity Governance", "prompt": "c107-l3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "Oracle Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "typically the best fit for Oracle-centered environments"}, {"id": "mai-20260917-0922-baseline|c107-l3|challenger-small|Okta Identity Governance", "prompt": "c107-l3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "attractive for organizations already standardized on Okta's cloud identity stack"}, {"id": "mai-20260917-0922-baseline|c107-l3|deepseek-small|SailPoint Identity Security Cloud", "prompt": "c107-l3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SailPoint** remains the default market leader for large, app-diverse enterprises"}, {"id": "mai-20260917-0922-baseline|c107-l3|deepseek-small|Saviynt Enterprise Identity Cloud", "prompt": "c107-l3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt Enterprise Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Saviynt** is the strongest challenger if you want converged IGA + PAM + cloud governance"}, {"id": "mai-20260917-0922-baseline|c107-l3|deepseek-small|Omada Identity Cloud", "prompt": "c107-l3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Omada Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Omada** is excellent for Microsoft-centric organizations seeking fast value"}, {"id": "mai-20260917-0922-baseline|c107-l3|deepseek-small|One Identity", "prompt": "c107-l3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**One Identity** is ideal for hybrid/on-prem-heavy shops wanting IGA + PAM unification"}, {"id": "mai-20260917-0922-baseline|c107-l3|deepseek-small|IBM Security Verify", "prompt": "c107-l3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong for highly regulated, risk-oriented enterprises"}, {"id": "mai-20260917-0922-baseline|c107-l3|deepseek-small|RSA Governance & Lifecycle", "prompt": "c107-l3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "RSA Governance & Lifecycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A long-established governance and risk platform favored by regulated industries."}, {"id": "mai-20260917-0922-baseline|c107-l3|deepseek-small|Micro Focus (OpenText) Identity Manager / NetIQ", "prompt": "c107-l3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Micro Focus (OpenText) Identity Manager / NetIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Solid for complex hybrid and mainframe environments."}, {"id": "mai-20260917-0922-baseline|c107-l3|deepseek-small|Avatier Identity Anywhere", "prompt": "c107-l3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Avatier Identity Anywhere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong**mainframe coverage** (RACF, ACF2, AS/400)"}, {"id": "mai-20260917-0922-baseline|c107-l3|deepseek-small|ManageEngine", "prompt": "c107-l3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "strong value for mid-market/large hybrid IT"}, {"id": "mai-20260917-0922-baseline|c107-l3|google-small|SailPoint", "prompt": "c107-l3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SailPoint remains the heavy-duty \"gold standard\" for enterprise-grade, dedicated identity security."}, {"id": "mai-20260917-0922-baseline|c107-l3|google-small|Saviynt", "prompt": "c107-l3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Saviynt if you want to consolidate multiple security budgets ... onto a single cloud-native database platform."}, {"id": "mai-20260917-0922-baseline|c107-l3|google-small|Okta (Okta Identity Governance - OIG)", "prompt": "c107-l3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta (Okta Identity Governance - OIG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Okta if you are already an Okta SSO customer, value developer/user experience above all else"}, {"id": "mai-20260917-0922-baseline|c107-l3|google-small|Microsoft Entra ID Governance", "prompt": "c107-l3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Microsoft Entra if your company lives in Microsoft 365 and Azure"}, {"id": "mai-20260917-0922-baseline|c107-l3|google-small|Omada (Omada Identity Cloud)", "prompt": "c107-l3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Omada (Omada Identity Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a reliable, process-driven alternative to SailPoint for hybrid and multi-cloud systems"}, {"id": "mai-20260917-0922-baseline|c107-l3|google-small|One Identity (One Identity Manager)", "prompt": "c107-l3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity (One Identity Manager)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "One Identity is a veteran player specializing in unifying identity management, data governance, and privileged accounts."}, {"id": "mai-20260917-0922-baseline|c107-l3|minimax-small|SailPoint Identity Security Cloud", "prompt": "c107-l3", "model": "minimax-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market share leader, 250+ out-of-box connectors, strong AI/ML for access recommendations, role mining"}, {"id": "mai-20260917-0922-baseline|c107-l3|minimax-small|Saviynt Enterprise Identity Cloud", "prompt": "c107-l3", "model": "minimax-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt Enterprise Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations wanting converged IGA + Cloud PAM + CIEM in single SaaS platform"}, {"id": "mai-20260917-0922-baseline|c107-l3|minimax-small|One Identity Manager", "prompt": "c107-l3", "model": "minimax-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep customization, strong AD/SAP integration, competitive licensing"}, {"id": "mai-20260917-0922-baseline|c107-l3|minimax-small|Microsoft Entra ID Governance", "prompt": "c107-l3", "model": "minimax-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limitation: Scope limited to Microsoft ecosystem—doesn't govern non-Microsoft systems"}, {"id": "mai-20260917-0922-baseline|c107-l3|minimax-small|Okta Identity Governance", "prompt": "c107-l3", "model": "minimax-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Considerations: Governance was added later vs. built as core from day one"}, {"id": "mai-20260917-0922-baseline|c107-l3|minimax-small|Omada Identity Cloud", "prompt": "c107-l3", "model": "minimax-small", "cat": "identity-governance", "variant": "comparative", "raw": "Omada Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Faster time-to-value vs. traditional enterprise IGA; strong Microsoft integration; named Leader in KuppingerCole"}, {"id": "mai-20260917-0922-baseline|c107-l3|minimax-small|IBM Security Verify Governance", "prompt": "c107-l3", "model": "minimax-small", "cat": "identity-governance", "variant": "comparative", "raw": "IBM Security Verify Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: IBM or mainframe-heavy enterprises"}, {"id": "mai-20260917-0922-baseline|c107-l3|mistral-small|SailPoint IdentityIQ / Identity Security Cloud", "prompt": "c107-l3", "model": "mistral-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint IdentityIQ / Identity Security Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the market incumbent for IGA."}, {"id": "mai-20260917-0922-baseline|c107-l3|mistral-small|Saviynt Identity Governance and Administration (IGA)", "prompt": "c107-l3", "model": "mistral-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt Identity Governance and Administration (IGA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Cloud-first enterprises wanting converged governance (IGA + PAM + CIEM) on a single platform."}, {"id": "mai-20260917-0922-baseline|c107-l3|mistral-small|Okta Identity Governance", "prompt": "c107-l3", "model": "mistral-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Organizations already invested in Okta's identity and access management (IAM) ecosystem."}, {"id": "mai-20260917-0922-baseline|c107-l3|mistral-small|One Identity Manager", "prompt": "c107-l3", "model": "mistral-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Microsoft-heavy enterprises or those with complex on-premises/Windows environments."}, {"id": "mai-20260917-0922-baseline|c107-l3|mistral-small|SAP Access Control", "prompt": "c107-l3", "model": "mistral-small", "cat": "identity-governance", "variant": "comparative", "raw": "SAP Access Control", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP-centric features, but may be less flexible for non-SAP environments."}, {"id": "mai-20260917-0922-baseline|c107-l3|moonshot-small|SailPoint (Identity Security Cloud / IdentityIQ)", "prompt": "c107-l3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint (Identity Security Cloud / IdentityIQ)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deepest and most mature governance lifecycle ... widely recognized by analysts as the enterprise leader"}, {"id": "mai-20260917-0922-baseline|c107-l3|moonshot-small|Saviynt (Enterprise Identity Cloud)", "prompt": "c107-l3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt (Enterprise Identity Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Cloud-first enterprises wanting converged identity governance and privileged access"}, {"id": "mai-20260917-0922-baseline|c107-l3|moonshot-small|Microsoft Entra ID Governance", "prompt": "c107-l3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Organizations heavily invested in Microsoft 365/Azure/Active Directory"}, {"id": "mai-20260917-0922-baseline|c107-l3|moonshot-small|Okta Identity Governance", "prompt": "c107-l3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Existing Okta Workforce Identity Cloud customers"}, {"id": "mai-20260917-0922-baseline|c107-l3|moonshot-small|One Identity Manager", "prompt": "c107-l3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Integrated PAM (Safeguard) and IGA in one platform"}, {"id": "mai-20260917-0922-baseline|c107-l3|moonshot-small|Omada Identity Cloud", "prompt": "c107-l3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "Omada Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Regulated enterprises preferring a structured SaaS-delivered IGA"}, {"id": "mai-20260917-0922-baseline|c107-l3|moonshot-small|CyberArk Identity Security Platform", "prompt": "c107-l3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "CyberArk Identity Security Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Governance depth for general workforce access may lag behind SailPoint or Saviynt unless paired with another IGA tool."}, {"id": "mai-20260917-0922-baseline|c107-l3|openai-small|SailPoint Identity Security Cloud / IdentityIQ", "prompt": "c107-l3", "model": "openai-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint Identity Security Cloud / IdentityIQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **SailPoint** if you need the most established enterprise-wide governance depth."}, {"id": "mai-20260917-0922-baseline|c107-l3|openai-small|Saviynt Enterprise Identity Cloud", "prompt": "c107-l3", "model": "openai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt Enterprise Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Saviynt** if you want modern cloud-native IGA with strong entitlement governance."}, {"id": "mai-20260917-0922-baseline|c107-l3|openai-small|Microsoft Entra ID Governance", "prompt": "c107-l3", "model": "openai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Microsoft Entra ID Governance** if you're mostly Microsoft-native."}, {"id": "mai-20260917-0922-baseline|c107-l3|openai-small|One Identity Manager", "prompt": "c107-l3", "model": "openai-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **One Identity Manager** if you want governance plus strong admin/privileged integration."}, {"id": "mai-20260917-0922-baseline|c107-l3|openai-small|Oracle Identity Governance", "prompt": "c107-l3", "model": "openai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Oracle Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Oracle** or **IBM** if your enterprise already centers on those ecosystems."}, {"id": "mai-20260917-0922-baseline|c107-l3|openai-small|IBM Security Verify Governance", "prompt": "c107-l3", "model": "openai-small", "cat": "identity-governance", "variant": "comparative", "raw": "IBM Security Verify Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best known for:** enterprise IAM/IGA in IBM-centered or highly regulated environments."}, {"id": "mai-20260917-0922-baseline|c107-l3|xai-small|SailPoint Identity Security Cloud / IdentityIQ", "prompt": "c107-l3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint Identity Security Cloud / IdentityIQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked #1 for large enterprises."}, {"id": "mai-20260917-0922-baseline|c107-l3|xai-small|Saviynt Enterprise Identity Cloud", "prompt": "c107-l3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt Enterprise Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "positions SailPoint/Saviynt as enterprise gold standard for comprehensive governance"}, {"id": "mai-20260917-0922-baseline|c107-l3|xai-small|Microsoft Entra ID Governance", "prompt": "c107-l3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader for Microsoft-centric environments."}, {"id": "mai-20260917-0922-baseline|c107-l3|xai-small|Okta Identity Governance", "prompt": "c107-l3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Integrated add-on for Okta users."}, {"id": "mai-20260917-0922-baseline|c107-l3|xai-small|One Identity Manager", "prompt": "c107-l3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for hybrid/Microsoft-heavy setups."}, {"id": "mai-20260917-0922-baseline|c107-l3|xai-small|Ping Identity (now PingOne, post-ForgeRock merger)", "prompt": "c107-l3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Ping Identity (now PingOne, post-ForgeRock merger)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "IGA not as deep/specialized as SailPoint; merger integration ongoing."}, {"id": "mai-20260917-0922-baseline|c107-l3|xai-small|Omada", "prompt": "c107-l3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Omada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "appear in top lists but less dominantly for core enterprise IGA"}, {"id": "mai-20260917-0922-baseline|c107-l3|xai-small|Oracle Identity Governance", "prompt": "c107-l3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Oracle Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "appear in top lists but less dominantly for core enterprise IGA"}, {"id": "mai-20260917-0922-baseline|c107-l3|xai-small|IBM Security Verify Governance", "prompt": "c107-l3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "IBM Security Verify Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "appear in top lists but less dominantly for core enterprise IGA"}, {"id": "mai-20260917-0922-baseline|c107-l3|xai-small|Veza", "prompt": "c107-l3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Veza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "emerging players (e.g., Veza for authorization visibility)"}, {"id": "mai-20260917-0922-baseline|c107-l3|xai-small|ManageEngine", "prompt": "c107-l3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "KuppingerCole 2024 (ManageEngine leader, but niche)"}, {"id": "mai-20260917-0922-baseline|c107-l3|zai-small|SailPoint IdentityIQ (On-Prem/Hybrid) & IdentityNow (SaaS)", "prompt": "c107-l3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint IdentityIQ (On-Prem/Hybrid) & IdentityNow (SaaS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed market leader by revenue, trusted by 53% of the Fortune 500."}, {"id": "mai-20260917-0922-baseline|c107-l3|zai-small|Saviynt Enterprise Identity Cloud (EIC)", "prompt": "c107-l3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt Enterprise Identity Cloud (EIC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The fastest-growing challenger, highly favored by cloud-first and DevOps environments."}, {"id": "mai-20260917-0922-baseline|c107-l3|zai-small|Okta Identity Governance", "prompt": "c107-l3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The leader for organizations deeply embedded in the Okta ecosystem."}, {"id": "mai-20260917-0922-baseline|c107-l3|zai-small|Iden", "prompt": "c107-l3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Iden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A rising specialist known for flexibility and granular control."}, {"id": "mai-20260917-0922-baseline|c107-l3|zai-small|One Identity Manager", "prompt": "c107-l3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The top choice for heavy SAP users and hybrid environments."}, {"id": "mai-20260917-0922-baseline|c107-l4|alibaba-small|Microsoft Entra ID Governance", "prompt": "c107-l4", "model": "alibaba-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra ID Governance** is generally the strongest candidate for financial transparency"}, {"id": "mai-20260917-0922-baseline|c107-l4|alibaba-small|Omada Identity Governance", "prompt": "c107-l4", "model": "alibaba-small", "cat": "identity-governance", "variant": "budget", "raw": "Omada Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Alternative for Non-Microsoft Shops: Omada Identity Governance"}, {"id": "mai-20260917-0922-baseline|c107-l4|alibaba-small|SailPoint", "prompt": "c107-l4", "model": "alibaba-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms to Approach with Caution: SailPoint & Saviynt"}, {"id": "mai-20260917-0922-baseline|c107-l4|alibaba-small|Saviynt", "prompt": "c107-l4", "model": "alibaba-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they are historically difficult to budget for strictly based on \"predictable cost.\""}, {"id": "mai-20260917-0922-baseline|c107-l4|anthropic-small|SailPoint", "prompt": "c107-l4", "model": "anthropic-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SailPoint appears to be the most common choice for large enterprises."}, {"id": "mai-20260917-0922-baseline|c107-l4|anthropic-small|Microsoft Entra ID Governance", "prompt": "c107-l4", "model": "anthropic-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "attractive if you're Microsoft-heavy... This per-user pricing model provides predictability across thousands of users."}, {"id": "mai-20260917-0922-baseline|c107-l4|anthropic-small|Okta Identity Governance", "prompt": "c107-l4", "model": "anthropic-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers clearer upfront pricing than enterprise legacy platforms"}, {"id": "mai-20260917-0922-baseline|c107-l4|anthropic-small|Saviynt", "prompt": "c107-l4", "model": "anthropic-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Legacy enterprise IGA (SailPoint, Saviynt) licenses run roughly $50–$333 per user, per year before professional services"}, {"id": "mai-20260917-0922-baseline|c107-l4|challenger-small|Microsoft Entra ID Governance", "prompt": "c107-l4", "model": "challenger-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Microsoft Entra ID Governance** if you want the clearest pricing model"}, {"id": "mai-20260917-0922-baseline|c107-l4|challenger-small|SailPoint Identity Security Cloud", "prompt": "c107-l4", "model": "challenger-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SailPoint Identity Security Cloud** is the strongest enterprise option for large, complex environments"}, {"id": "mai-20260917-0922-baseline|c107-l4|challenger-small|One Identity Manager", "prompt": "c107-l4", "model": "challenger-small", "cat": "identity-governance", "variant": "budget", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**One Identity Manager** or **Saviynt** | Both are repeatedly positioned for complex enterprise governance needs"}, {"id": "mai-20260917-0922-baseline|c107-l4|challenger-small|Saviynt", "prompt": "c107-l4", "model": "challenger-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**One Identity Manager** or **Saviynt** | Both are repeatedly positioned for complex enterprise governance needs"}, {"id": "mai-20260917-0922-baseline|c107-l4|challenger-small|Okta", "prompt": "c107-l4", "model": "challenger-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SailPoint, Saviynt, One Identity, and Okta generally use custom quotes"}, {"id": "mai-20260917-0922-baseline|c107-l4|deepseek-small|Microsoft Entra ID Governance", "prompt": "c107-l4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the clear standout is **Microsoft Entra ID Governance**"}, {"id": "mai-20260917-0922-baseline|c107-l4|deepseek-small|Okta Identity Governance", "prompt": "c107-l4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Okta Identity Governance"}, {"id": "mai-20260917-0922-baseline|c107-l4|deepseek-small|SailPoint", "prompt": "c107-l4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The Platforms to Avoid for Your Specific Need - **SailPoint** ... quote-only with no published pricing"}, {"id": "mai-20260917-0922-baseline|c107-l4|deepseek-small|Saviynt", "prompt": "c107-l4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Saviynt** \\u2014 Also quote-only; the sticker license is a fraction of the real first-year cost."}, {"id": "mai-20260917-0922-baseline|c107-l4|google-small|Omada Identity Cloud", "prompt": "c107-l4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "Omada Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall for Predictable TCO: **Omada Identity Cloud**"}, {"id": "mai-20260917-0922-baseline|c107-l4|google-small|SailPoint (Identity Security Cloud)", "prompt": "c107-l4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint (Identity Security Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the most financially volatile options for large organizations"}, {"id": "mai-20260917-0922-baseline|c107-l4|google-small|Saviynt (Enterprise Identity Cloud)", "prompt": "c107-l4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt (Enterprise Identity Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the most financially volatile options for large organizations"}, {"id": "mai-20260917-0922-baseline|c107-l4|google-small|Microsoft Entra ID Governance", "prompt": "c107-l4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with Microsoft Entra ID Governance (via M365 E7) if your organization is already 100% committed to the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c107-l4|google-small|Okta Identity Governance (OIG)", "prompt": "c107-l4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "OIG's inability to easily govern these out-of-the-box will force you to rely on manual reviews or build custom integrations"}, {"id": "mai-20260917-0922-baseline|c107-l4|google-small|Lumos", "prompt": "c107-l4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with Lumos or ConductorOne if your IT footprint is almost entirely cloud-SaaS"}, {"id": "mai-20260917-0922-baseline|c107-l4|google-small|ConductorOne", "prompt": "c107-l4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "ConductorOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Go with Lumos or ConductorOne if your IT footprint is almost entirely cloud-SaaS"}, {"id": "mai-20260917-0922-baseline|c107-l4|meta-small|SailPoint Identity Security Cloud", "prompt": "c107-l4", "model": "meta-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best identity governance platform for a large company that needs predictable total cost across thousands of users is SailPoint Identity Security Cloud."}, {"id": "mai-20260917-0922-baseline|c107-l4|minimax-small|Microsoft Entra ID Governance", "prompt": "c107-l4", "model": "minimax-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Choice: Microsoft Entra ID Governance"}, {"id": "mai-20260917-0922-baseline|c107-l4|minimax-small|Okta Identity Governance", "prompt": "c107-l4", "model": "minimax-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Okta Identity Governance** is the next most predictable option"}, {"id": "mai-20260917-0922-baseline|c107-l4|minimax-small|SailPoint", "prompt": "c107-l4", "model": "minimax-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SailPoint/Saviynt** offer deeper IGA capabilities but are quote-only, making cost prediction difficult"}, {"id": "mai-20260917-0922-baseline|c107-l4|minimax-small|Saviynt", "prompt": "c107-l4", "model": "minimax-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "SailPoint/Saviynt** offer deeper IGA capabilities but are quote-only, making cost prediction difficult"}, {"id": "mai-20260917-0922-baseline|c107-l4|mistral-small|Microsoft Entra ID Governance", "prompt": "c107-l4", "model": "mistral-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra ID Governance** stands out as the best choice"}, {"id": "mai-20260917-0922-baseline|c107-l4|mistral-small|SailPoint", "prompt": "c107-l4", "model": "mistral-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SailPoint, which typically requires custom pricing and can result in six-figure annual contracts with less predictability"}, {"id": "mai-20260917-0922-baseline|c107-l4|mistral-small|Okta Identity Governance", "prompt": "c107-l4", "model": "mistral-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "either have variable pricing or are better suited for smaller or mid-sized organizations"}, {"id": "mai-20260917-0922-baseline|c107-l4|mistral-small|Iden", "prompt": "c107-l4", "model": "mistral-small", "cat": "identity-governance", "variant": "budget", "raw": "Iden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Iden (lower cost, but less suited for very large enterprises)"}, {"id": "mai-20260917-0922-baseline|c107-l4|moonshot-small|Microsoft Entra ID Governance / Entra Suite", "prompt": "c107-l4", "model": "moonshot-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance / Entra Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Microsoft Entra ID Governance / Entra Suite**"}, {"id": "mai-20260917-0922-baseline|c107-l4|moonshot-small|SailPoint", "prompt": "c107-l4", "model": "moonshot-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider alternatives if... complex hybrid/mainframe environments (SailPoint/One Identity have broader connector ecosystems)"}, {"id": "mai-20260917-0922-baseline|c107-l4|moonshot-small|Saviynt", "prompt": "c107-l4", "model": "moonshot-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their quote-based models and high professional services costs ... make TCO difficult to predict"}, {"id": "mai-20260917-0922-baseline|c107-l4|moonshot-small|One Identity", "prompt": "c107-l4", "model": "moonshot-small", "cat": "identity-governance", "variant": "budget", "raw": "One Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SailPoint/One Identity have broader connector ecosystems"}, {"id": "mai-20260917-0922-baseline|c107-l4|moonshot-small|Okta", "prompt": "c107-l4", "model": "moonshot-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Okta | Published tiers | Moderate-High | $108\\u2013$132/user/year for governance features"}, {"id": "mai-20260917-0922-baseline|c107-l4|openai-small|Microsoft Entra ID Governance", "prompt": "c107-l4", "model": "openai-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **Microsoft Entra ID Governance**"}, {"id": "mai-20260917-0922-baseline|c107-l4|openai-small|SailPoint", "prompt": "c107-l4", "model": "openai-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically **quote-based / less transparent in public pricing**, which makes total cost less predictable upfront"}, {"id": "mai-20260917-0922-baseline|c107-l4|openai-small|Okta Identity Governance", "prompt": "c107-l4", "model": "openai-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also has public per-user pricing tiers, but the governance bundle is more expensive at higher tiers"}, {"id": "mai-20260917-0922-baseline|c107-l4|xai-small|Microsoft Entra ID Governance", "prompt": "c107-l4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Entra ID Governance stands out as the best option for a large company prioritizing predictable total costs"}, {"id": "mai-20260917-0922-baseline|c107-l4|xai-small|Okta Identity Governance", "prompt": "c107-l4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Predictable per-user but stacks costly add-ons; total often exceeds Entra for non-Okta natives."}, {"id": "mai-20260917-0922-baseline|c107-l4|xai-small|SailPoint Identity Security Cloud", "prompt": "c107-l4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For heavy legacy/hybrid without Microsoft, negotiate SailPoint/Saviynt—but expect less budgeting certainty."}, {"id": "mai-20260917-0922-baseline|c107-l4|xai-small|Saviynt Enterprise Identity Cloud", "prompt": "c107-l4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt Enterprise Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "negotiate SailPoint/Saviynt—but expect less budgeting certainty"}, {"id": "mai-20260917-0922-baseline|c107-l4|zai-small|Microsoft Entra ID Governance", "prompt": "c107-l4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the clear market leader is **Microsoft Entra ID Governance**"}, {"id": "mai-20260917-0922-baseline|c107-l4|zai-small|SailPoint", "prompt": "c107-l4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they rely on opaque, quote-based enterprise pricing models that make budgeting impossible until the contract is signed"}, {"id": "mai-20260917-0922-baseline|c107-l4|zai-small|Saviynt", "prompt": "c107-l4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These platforms do not publish prices... This makes long-term financial planning difficult."}, {"id": "mai-20260917-0922-baseline|c107-l4|zai-small|Okta", "prompt": "c107-l4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Okta *does* have published pricing (starting at $17/user/mo), which includes governance. However, the \"Okta Tax\" ... adds 171% to the base cost"}, {"id": "mai-20260917-0922-baseline|c107-l5|alibaba-small|SailPoint", "prompt": "c107-l5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "likely too lean/agile for legacy enterprise suites like SailPoint or Oracle Identity Governance (which can be overkill and slow to deploy)"}, {"id": "mai-20260917-0922-baseline|c107-l5|alibaba-small|Oracle Identity Governance", "prompt": "c107-l5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "Oracle Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "legacy enterprise suites like SailPoint or Oracle Identity Governance (which can be overkill and slow to deploy)"}, {"id": "mai-20260917-0922-baseline|c107-l5|alibaba-small|Saviynt Enterprise Identity Cloud", "prompt": "c107-l5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt Enterprise Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for complex environments but may have a steeper learning curve."}, {"id": "mai-20260917-0922-baseline|c107-l5|alibaba-small|OneLogin Identity Platform", "prompt": "c107-l5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "OneLogin Identity Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Often praised for ease of use and strong mid-market fit. Integrates well with modern stacks."}, {"id": "mai-20260917-0922-baseline|c107-l5|alibaba-small|CyberArk Identity", "prompt": "c107-l5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "CyberArk Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If security and privileged access are paramount."}, {"id": "mai-20260917-0922-baseline|c107-l5|alibaba-small|Ping Identity PingFederate/PingAuthorize", "prompt": "c107-l5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "Ping Identity PingFederate/PingAuthorize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are already heavily invested in the Ping ecosystem."}, {"id": "mai-20260917-0922-baseline|c107-l5|alibaba-small|Microsoft Entra ID Governance", "prompt": "c107-l5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are fully standardized on M365 and Azure, this might be the most cost-effective and easiest-to-manage path."}, {"id": "mai-20260917-0922-baseline|c107-l5|alibaba-small|IdenHQ", "prompt": "c107-l5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "IdenHQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "AI-native, very fast deployment, focused on simplicity and speed."}, {"id": "mai-20260917-0922-baseline|c107-l5|alibaba-small|Omada", "prompt": "c107-l5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "Omada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Known for rapid time-to-value and strong connector library."}, {"id": "mai-20260917-0922-baseline|c107-l5|deepseek-small|SailPoint", "prompt": "c107-l5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the vendors most evaluated at your scale include: **SailPoint** (enterprise-scale governance with strong machine identity coverage)"}, {"id": "mai-20260917-0922-baseline|c107-l5|deepseek-small|Okta", "prompt": "c107-l5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Okta** (strong SSO + governance integration)"}, {"id": "mai-20260917-0922-baseline|c107-l5|deepseek-small|One Identity", "prompt": "c107-l5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "One Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**One Identity**, **Omada**, **Saviynt**"}, {"id": "mai-20260917-0922-baseline|c107-l5|deepseek-small|Omada", "prompt": "c107-l5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Omada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**One Identity**, **Omada**, **Saviynt**"}, {"id": "mai-20260917-0922-baseline|c107-l5|deepseek-small|Saviynt", "prompt": "c107-l5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**One Identity**, **Omada**, **Saviynt**"}, {"id": "mai-20260917-0922-baseline|c107-l5|deepseek-small|Microsoft Entra", "prompt": "c107-l5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Microsoft Entra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Microsoft Entra** (if you're an Entra shop)"}, {"id": "mai-20260917-0922-baseline|c107-l5|deepseek-small|Lumos", "prompt": "c107-l5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Lumos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "newer cloud-native entrants like **Lumos**, **Veza**, and **Iden**"}, {"id": "mai-20260917-0922-baseline|c107-l5|deepseek-small|Veza", "prompt": "c107-l5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Veza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "newer cloud-native entrants like **Lumos**, **Veza**, and **Iden**"}, {"id": "mai-20260917-0922-baseline|c107-l5|deepseek-small|Iden", "prompt": "c107-l5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Iden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "newer cloud-native entrants like **Lumos**, **Veza**, and **Iden**"}, {"id": "mai-20260917-0922-baseline|c107-l5|google-small|SailPoint IdentityIQ", "prompt": "c107-l5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you likely lack the dedicated 10-person identity engineering team required to manage a traditional, legacy on-premises IGA suite (like traditional SailPoint IdentityIQ or Saviynt)"}, {"id": "mai-20260917-0922-baseline|c107-l5|google-small|Saviynt", "prompt": "c107-l5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "For a 5,000-person SaaS-forward company, they may present too much administrative overhead, high maintenance costs, and slow deployment timelines."}, {"id": "mai-20260917-0922-baseline|c107-l5|google-small|Lumos", "prompt": "c107-l5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "SaaS-Native / \"Modern\" IGA (Highly Recommended for your size): Lumos / ConductorOne / Zilla Security"}, {"id": "mai-20260917-0922-baseline|c107-l5|google-small|ConductorOne", "prompt": "c107-l5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "ConductorOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Lumos / ConductorOne / Zilla Security: These platforms focus heavily on rapid deployment... fastest time-to-value"}, {"id": "mai-20260917-0922-baseline|c107-l5|google-small|Zilla Security", "prompt": "c107-l5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "Zilla Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Lumos / ConductorOne / Zilla Security: These platforms focus heavily on rapid deployment"}, {"id": "mai-20260917-0922-baseline|c107-l5|google-small|Veza", "prompt": "c107-l5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "Veza", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly specialized in granular cloud and database authorization... though it is important to note their recent acquisition by ServiceNow"}, {"id": "mai-20260917-0922-baseline|c107-l5|google-small|Okta Identity Governance (OIG)", "prompt": "c107-l5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are already fully committed to Okta or Entra ID, evaluating their native governance extensions is a natural first step."}, {"id": "mai-20260917-0922-baseline|c107-l5|google-small|Microsoft Entra ID Governance", "prompt": "c107-l5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "evaluating their native governance extensions is a natural first step... they may lack the depth of fine-grained entitlement discovery"}, {"id": "mai-20260917-0922-baseline|c107-l5|google-small|SailPoint (IdentityNow/Atlas)", "prompt": "c107-l5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint (IdentityNow/Atlas)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise Heavyweights (Proceed with Caution)"}, {"id": "mai-20260917-0922-baseline|c107-l5|meta-small|SailPoint", "prompt": "c107-l5", "model": "meta-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Look for platforms that offer IGA capabilities, such as SailPoint, Saviynt, and Omada... SOC 2 Type II compliance, such as SailPoint and Saviynt"}, {"id": "mai-20260917-0922-baseline|c107-l5|meta-small|Saviynt", "prompt": "c107-l5", "model": "meta-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as SailPoint, Saviynt, and Omada, which can help manage access across complex, hybrid environments"}, {"id": "mai-20260917-0922-baseline|c107-l5|meta-small|Omada", "prompt": "c107-l5", "model": "meta-small", "cat": "identity-governance", "variant": "scale", "raw": "Omada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "such as SailPoint, Saviynt, and Omada"}, {"id": "mai-20260917-0922-baseline|c107-l5|meta-small|Okta", "prompt": "c107-l5", "model": "meta-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider platforms that offer SSO and MFA capabilities, such as Okta, Microsoft Entra ID, and Ping Identity"}, {"id": "mai-20260917-0922-baseline|c107-l5|meta-small|Microsoft Entra ID", "prompt": "c107-l5", "model": "meta-small", "cat": "identity-governance", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "such as Okta, Microsoft Entra ID, and Ping Identity"}, {"id": "mai-20260917-0922-baseline|c107-l5|meta-small|Ping Identity", "prompt": "c107-l5", "model": "meta-small", "cat": "identity-governance", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "such as Okta, Microsoft Entra ID, and Ping Identity"}, {"id": "mai-20260917-0922-baseline|c107-l5|meta-small|Apono", "prompt": "c107-l5", "model": "meta-small", "cat": "identity-governance", "variant": "scale", "raw": "Apono", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some top identity governance and administration solutions include: ... Apono"}, {"id": "mai-20260917-0922-baseline|c107-l5|meta-small|OpenIAM", "prompt": "c107-l5", "model": "meta-small", "cat": "identity-governance", "variant": "scale", "raw": "OpenIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some top identity governance and administration solutions include: ... OpenIAM"}, {"id": "mai-20260917-0922-baseline|c107-l5|meta-small|Cakewalk", "prompt": "c107-l5", "model": "meta-small", "cat": "identity-governance", "variant": "scale", "raw": "Cakewalk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some top SOC 2 compliance tools for access management include: Cakewalk"}, {"id": "mai-20260917-0922-baseline|c107-l5|meta-small|Vanta", "prompt": "c107-l5", "model": "meta-small", "cat": "identity-governance", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some top SOC 2 compliance tools for access management include: ... Vanta"}, {"id": "mai-20260917-0922-baseline|c107-l5|minimax-small|Okta Identity Cloud", "prompt": "c107-l5", "model": "minimax-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta Identity Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Okta Identity Cloud**: Strong SSO, MFA, and lifecycle management; extensive integrations; SOC 2 compliant."}, {"id": "mai-20260917-0922-baseline|c107-l5|minimax-small|Microsoft Azure Active Directory (Azure AD)", "prompt": "c107-l5", "model": "minimax-small", "cat": "identity-governance", "variant": "scale", "raw": "Microsoft Azure Active Directory (Azure AD)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deep integration with Microsoft ecosystem; strong governance features; SOC 2 compliant."}, {"id": "mai-20260917-0922-baseline|c107-l5|minimax-small|Ping Identity", "prompt": "c107-l5", "model": "minimax-small", "cat": "identity-governance", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise-grade SSO and MFA; robust identity governance; SOC 2 certified."}, {"id": "mai-20260917-0922-baseline|c107-l5|minimax-small|SailPoint IdentityNow", "prompt": "c107-l5", "model": "minimax-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint IdentityNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Comprehensive IGA with access certifications, compliance reporting, and automation."}, {"id": "mai-20260917-0922-baseline|c107-l5|minimax-small|Saviynt", "prompt": "c107-l5", "model": "minimax-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong governance and compliance focus; particularly good for hybrid environments."}, {"id": "mai-20260917-0922-baseline|c107-l5|minimax-small|Tools4ever", "prompt": "c107-l5", "model": "minimax-small", "cat": "identity-governance", "variant": "scale", "raw": "Tools4ever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers IGA with SSO, self-service, and audit logs; suitable for mid-market and enterprise."}, {"id": "mai-20260917-0922-baseline|c107-l5|mistral-small|SailPoint", "prompt": "c107-l5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "consider these leading IGA platforms:\n- **SailPoint** (IdentityNow, IdentityIQ)"}, {"id": "mai-20260917-0922-baseline|c107-l5|mistral-small|Okta Identity Governance", "prompt": "c107-l5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Okta Identity Governance** (formerly Auth0 Identity Platform)"}, {"id": "mai-20260917-0922-baseline|c107-l5|mistral-small|Microsoft Entra ID Governance", "prompt": "c107-l5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Microsoft Entra ID Governance** (Azure AD Premium P2)"}, {"id": "mai-20260917-0922-baseline|c107-l5|mistral-small|IBM Security Verify Governance", "prompt": "c107-l5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "IBM Security Verify Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**IBM Security Verify Governance**"}, {"id": "mai-20260917-0922-baseline|c107-l5|mistral-small|Saviynt", "prompt": "c107-l5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **Saviynt**"}, {"id": "mai-20260917-0922-baseline|c107-l5|mistral-small|Omada", "prompt": "c107-l5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "Omada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- **Omada**"}, {"id": "mai-20260917-0922-baseline|c107-l5|mistral-small|ForgeRock Identity Governance", "prompt": "c107-l5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "ForgeRock Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- **ForgeRock Identity Governance**"}, {"id": "mai-20260917-0922-baseline|c107-l5|moonshot-small|SailPoint", "prompt": "c107-l5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SailPoint** if you need maximum governance depth and have complex compliance requirements"}, {"id": "mai-20260917-0922-baseline|c107-l5|moonshot-small|Okta Identity Governance", "prompt": "c107-l5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Okta** if you're already invested in their ecosystem and want unified IAM"}, {"id": "mai-20260917-0922-baseline|c107-l5|moonshot-small|Savant", "prompt": "c107-l5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "Savant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Savant** if you want modern architecture with faster time-to-value"}, {"id": "mai-20260917-0922-baseline|c107-l5|moonshot-small|Microsoft Entra ID Governance", "prompt": "c107-l5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Native Microsoft integration, cost-effective | Microsoft-heavy environments"}, {"id": "mai-20260917-0922-baseline|c107-l5|xai-small|SailPoint IdentityIQ/IdentityNow", "prompt": "c107-l5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint IdentityIQ/IdentityNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Complex setup, higher cost"}, {"id": "mai-20260917-0922-baseline|c107-l5|xai-small|Okta Identity Governance", "prompt": "c107-l5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SSO synergy (if you're on Okta), fast provisioning | Governance lighter than pure IGA"}, {"id": "mai-20260917-0922-baseline|c107-l5|xai-small|Ping Identity One", "prompt": "c107-l5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "Ping Identity One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Advanced IGA tiers (basic/intermediate/advanced), SSO integration"}, {"id": "mai-20260917-0922-baseline|c107-l5|xai-small|Saviynt", "prompt": "c107-l5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-first, JIT access, AI risk analytics"}, {"id": "mai-20260917-0922-baseline|c107-l5|xai-small|CyberArk Identity Security", "prompt": "c107-l5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "CyberArk Identity Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PAM + IGA, zero trust | If privileged access is key"}, {"id": "mai-20260917-0922-baseline|c107-l5|xai-small|ForgeRock", "prompt": "c107-l5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "ForgeRock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ForgeRock/SailPoint alternatives (e.g., Apono, Lumos)"}, {"id": "mai-20260917-0922-baseline|c107-l5|xai-small|Apono", "prompt": "c107-l5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "Apono", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern, dev-friendly JIT | Emerging for mid-large | Check scale proofs"}, {"id": "mai-20260917-0922-baseline|c107-l5|xai-small|Lumos", "prompt": "c107-l5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "Lumos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modern, dev-friendly JIT | Emerging for mid-large | Check scale proofs"}, {"id": "mai-20260917-0922-baseline|c107-l5|zai-small|SailPoint Identity Security Cloud", "prompt": "c107-l5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong legacy and on‑prem support; high cost; robust audit capabilities."}, {"id": "mai-20260917-0922-baseline|c107-l5|zai-small|Saviynt", "prompt": "c107-l5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Broad cloud coverage; quote‑based pricing; strong automation."}, {"id": "mai-20260917-0922-baseline|c107-l5|zai-small|Okta Identity Governance", "prompt": "c107-l5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tight integration, but may lack depth for highly complex entitlement environments."}, {"id": "mai-20260917-0922-baseline|c107-l5|zai-small|One Identity (Delinea)", "prompt": "c107-l5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "One Identity (Delinea)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for mixed environments; moderate cost."}, {"id": "mai-20260917-0922-baseline|c107-l5|zai-small|Lumos", "prompt": "c107-l5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "Lumos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SaaS‑heavy mid‑market (500–5,000 employees) | Often more cost‑effective"}, {"id": "mai-20260917-0922-baseline|c107-l5|zai-small|Torii", "prompt": "c107-l5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "Torii", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SaaS‑heavy mid‑market (500–5,000 employees) | Often more cost‑effective"}, {"id": "mai-20260917-0922-baseline|c107-l5|zai-small|Corma", "prompt": "c107-l5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "Corma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SaaS‑heavy mid‑market (500–5,000 employees) | Often more cost‑effective"}, {"id": "mai-20260917-0922-baseline|c107-l5|zai-small|Microsoft Entra Governance", "prompt": "c107-l5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "Microsoft Entra Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Integrated with Entra ID; may not meet broader third‑party app coverage."}, {"id": "mai-20260917-0922-baseline|c107-l6|alibaba-small|SailPoint IdentityIQ", "prompt": "c107-l6", "model": "alibaba-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "these traditional platforms carry significant risks for modern agile enterprises... the platform becomes unmaintainable"}, {"id": "mai-20260917-0922-baseline|c107-l6|alibaba-small|Okta Identity Governance", "prompt": "c107-l6", "model": "alibaba-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they often struggle with the \"long tail\" of enterprise applications... their architectures can crack under the weight of hundreds of thousands of entitlements"}, {"id": "mai-20260917-0922-baseline|c107-l6|alibaba-small|Microsoft Entra ID Governance", "prompt": "c107-l6", "model": "alibaba-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they are hazardous for enterprises with mixed IT stacks or specific compliance needs... often viewed as \"maturing\" products"}, {"id": "mai-20260917-0922-baseline|c107-l6|anthropic-small|Oracle Identity Governance", "prompt": "c107-l6", "model": "anthropic-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The platform requires substantial effort to maintain and customize due to operational complexity"}, {"id": "mai-20260917-0922-baseline|c107-l6|anthropic-small|SailPoint", "prompt": "c107-l6", "model": "anthropic-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SailPoint's large size leads to occasional unexpected behavior and cache issues, requiring additional effort to troubleshoot and resolve"}, {"id": "mai-20260917-0922-baseline|c107-l6|anthropic-small|Saviynt", "prompt": "c107-l6", "model": "anthropic-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Saviynt's flexibility is valuable, but it requires careful architecture."}, {"id": "mai-20260917-0922-baseline|c107-l6|challenger-small|Microsoft Entra ID Governance", "prompt": "c107-l6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "use caution if you need deep governance across complex hybrid or legacy environments"}, {"id": "mai-20260917-0922-baseline|c107-l6|challenger-small|Okta Identity Governance", "prompt": "c107-l6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "use caution if your enterprise is not already standardized on Okta"}, {"id": "mai-20260917-0922-baseline|c107-l6|challenger-small|Veza", "prompt": "c107-l6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "Veza", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "be cautious because it is described as **ISPM rather than full IGA**"}, {"id": "mai-20260917-0922-baseline|c107-l6|challenger-small|Zluri", "prompt": "c107-l6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "Zluri", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "use caution for very large, highly regulated enterprises with complex on-prem or legacy systems"}, {"id": "mai-20260917-0922-baseline|c107-l6|challenger-small|Securden", "prompt": "c107-l6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "Securden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "unverified above 10,000 identities"}, {"id": "mai-20260917-0922-baseline|c107-l6|challenger-small|ARCON", "prompt": "c107-l6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "ARCON", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "unverified above 10,000 identities"}, {"id": "mai-20260917-0922-baseline|c107-l6|challenger-small|miniOrange", "prompt": "c107-l6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "miniOrange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "unverified above 10,000 identities"}, {"id": "mai-20260917-0922-baseline|c107-l6|challenger-small|ManageEngine AD360", "prompt": "c107-l6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "ManageEngine AD360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "unverified above 10,000 identities"}, {"id": "mai-20260917-0922-baseline|c107-l6|challenger-small|Lumos", "prompt": "c107-l6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "Lumos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Zluri, Lumos, and similar faster-deploying SaaS-first tools**: use caution for very large, highly regulated enterprises"}, {"id": "mai-20260917-0922-baseline|c107-l6|challenger-small|SailPoint", "prompt": "c107-l6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "the safer default shortlist usually remains **SailPoint** or **Saviynt** for deep governance"}, {"id": "mai-20260917-0922-baseline|c107-l6|challenger-small|Saviynt", "prompt": "c107-l6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "the safer default shortlist usually remains **SailPoint** or **Saviynt** for deep governance"}, {"id": "mai-20260917-0922-baseline|c107-l6|challenger-small|One Identity Manager", "prompt": "c107-l6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "also viable for complex hybrid environments"}, {"id": "mai-20260917-0922-baseline|c107-l6|deepseek-small|Saviynt", "prompt": "c107-l6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Saviynt — Caution: High complexity, integration friction, and expensive licensing"}, {"id": "mai-20260917-0922-baseline|c107-l6|deepseek-small|SailPoint Identity Security Cloud (ISC) / IdentityNow", "prompt": "c107-l6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint Identity Security Cloud (ISC) / IdentityNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution: High cost, complex role management, and hidden costs"}, {"id": "mai-20260917-0922-baseline|c107-l6|deepseek-small|Oracle Identity Governance (OIG)", "prompt": "c107-l6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle Identity Governance (OIG)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caution: Legacy complexity and upgrade fatigue"}, {"id": "mai-20260917-0922-baseline|c107-l6|deepseek-small|Omada Identity", "prompt": "c107-l6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "Omada Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution: Performance and support limitations despite being a leader"}, {"id": "mai-20260917-0922-baseline|c107-l6|deepseek-small|IBM Security", "prompt": "c107-l6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "IBM Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "several have been through divestitures (e.g., IBM Security, Micro Focus/NetIQ)"}, {"id": "mai-20260917-0922-baseline|c107-l6|deepseek-small|Micro Focus/NetIQ", "prompt": "c107-l6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "Micro Focus/NetIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "several have been through divestitures (e.g., IBM Security, Micro Focus/NetIQ)"}, {"id": "mai-20260917-0922-baseline|c107-l6|deepseek-small|One Identity", "prompt": "c107-l6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "One Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Shortlist 3 vendors from the current Gartner Leader/Challenger/ Visionary quadrant (SailPoint, Saviynt, Omada, One Identity"}, {"id": "mai-20260917-0922-baseline|c107-l6|deepseek-small|Efecte", "prompt": "c107-l6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "Efecte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "newer cloud-native players like **Efecte** or **Midpoint** for niche needs"}, {"id": "mai-20260917-0922-baseline|c107-l6|deepseek-small|Midpoint", "prompt": "c107-l6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "Midpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "newer cloud-native players like **Efecte** or **Midpoint** for niche needs"}, {"id": "mai-20260917-0922-baseline|c107-l6|google-small|Oracle Identity Governance (OIG)", "prompt": "c107-l6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle Identity Governance (OIG)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy \"Mega-Vendor\" Suites (Avoid or Migrate Away From)\n* **Examples:** Oracle Identity Governance (OIG)"}, {"id": "mai-20260917-0922-baseline|c107-l6|google-small|IBM Security Verify Governance", "prompt": "c107-l6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "IBM Security Verify Governance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy \"Mega-Vendor\" Suites (Avoid or Migrate Away From)... IBM Security Verify Governance"}, {"id": "mai-20260917-0922-baseline|c107-l6|google-small|Broadcom (Symantec) IGA", "prompt": "c107-l6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "Broadcom (Symantec) IGA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Legacy \"Mega-Vendor\" Suites (Avoid or Migrate Away From)... Broadcom (Symantec) IGA"}, {"id": "mai-20260917-0922-baseline|c107-l6|google-small|Okta Identity Governance (OIG)", "prompt": "c107-l6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "IdP-Centric \"IGA-Lite\" Add-ons (Exercise Caution)\n* **Examples:** Okta Identity Governance (OIG)"}, {"id": "mai-20260917-0922-baseline|c107-l6|google-small|Microsoft Entra ID Governance", "prompt": "c107-l6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "IdP-Centric \"IGA-Lite\" Add-ons (Exercise Caution)... Microsoft Entra ID Governance"}, {"id": "mai-20260917-0922-baseline|c107-l6|meta-small|SailPoint", "prompt": "c107-l6", "model": "meta-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "a large enterprise should be cautious about SailPoint and Saviynt"}, {"id": "mai-20260917-0922-baseline|c107-l6|meta-small|Saviynt", "prompt": "c107-l6", "model": "meta-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it has scalability limitations relative to SailPoint at the largest enterprise tier"}, {"id": "mai-20260917-0922-baseline|c107-l6|meta-small|Iden", "prompt": "c107-l6", "model": "meta-small", "cat": "identity-governance", "variant": "negative", "raw": "Iden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider other options such as Iden, Microsoft Entra ID Governance, and Okta Identity Governance"}, {"id": "mai-20260917-0922-baseline|c107-l6|meta-small|Microsoft Entra ID Governance", "prompt": "c107-l6", "model": "meta-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider other options such as Iden, Microsoft Entra ID Governance, and Okta Identity Governance"}, {"id": "mai-20260917-0922-baseline|c107-l6|meta-small|Okta Identity Governance", "prompt": "c107-l6", "model": "meta-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider other options such as Iden, Microsoft Entra ID Governance, and Okta Identity Governance"}, {"id": "mai-20260917-0922-baseline|c107-l6|meta-small|Oracle", "prompt": "c107-l6", "model": "meta-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a comparison of Oracle and SailPoint"}, {"id": "mai-20260917-0922-baseline|c107-l6|minimax-small|SailPoint IdentityIQ", "prompt": "c107-l6", "model": "minimax-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Performance degradation at scale... Expensive and complex... Heavy customization required"}, {"id": "mai-20260917-0922-baseline|c107-l6|minimax-small|Okta Identity Governance", "prompt": "c107-l6", "model": "minimax-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Acquisition-fragmented architecture... Limited non-Okta functionality... Pricing concerns"}, {"id": "mai-20260917-0922-baseline|c107-l6|minimax-small|Omada", "prompt": "c107-l6", "model": "minimax-small", "cat": "identity-governance", "variant": "negative", "raw": "Omada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern architectures (like Omada, ConductorOne, or cloud-native SailPoint) generally handle scale better"}, {"id": "mai-20260917-0922-baseline|c107-l6|minimax-small|ConductorOne", "prompt": "c107-l6", "model": "minimax-small", "cat": "identity-governance", "variant": "negative", "raw": "ConductorOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern architectures (like Omada, ConductorOne, or cloud-native SailPoint) generally handle scale better"}, {"id": "mai-20260917-0922-baseline|c107-l6|minimax-small|cloud-native SailPoint", "prompt": "c107-l6", "model": "minimax-small", "cat": "identity-governance", "variant": "negative", "raw": "cloud-native SailPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider cloud-native solutions — Modern architectures (like Omada, ConductorOne, or cloud-native SailPoint)"}, {"id": "mai-20260917-0922-baseline|c107-l6|mistral-small|SailPoint", "prompt": "c107-l6", "model": "mistral-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or be extremely cautious with legacy IGA platforms... SailPoint is notorious for difficult implementations, slow maturity timelines, and high costs."}, {"id": "mai-20260917-0922-baseline|c107-l6|mistral-small|Saviynt", "prompt": "c107-l6", "model": "mistral-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users report complex implementations, performance issues (lag, slow response times), and significant integration challenges with legacy systems."}, {"id": "mai-20260917-0922-baseline|c107-l6|mistral-small|Okta IGA", "prompt": "c107-l6", "model": "mistral-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta IGA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Okta faces integration challenges with legacy systems and is sometimes criticized for limited flexibility in hybrid environments."}, {"id": "mai-20260917-0922-baseline|c107-l6|moonshot-small|SailPoint IdentityIQ", "prompt": "c107-l6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most capable but most complicated; requires dedicated team or contractors; expensive licensing with add-ons"}, {"id": "mai-20260917-0922-baseline|c107-l6|moonshot-small|Oracle IAM", "prompt": "c107-l6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle IAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy architecture; complex implementations; high maintenance burden"}, {"id": "mai-20260917-0922-baseline|c107-l6|moonshot-small|IBM Security Verify Governance", "prompt": "c107-l6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "IBM Security Verify Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Expensive; external integration issues; smaller ecosystem than competitors"}, {"id": "mai-20260917-0922-baseline|c107-l6|moonshot-small|ForgeRock", "prompt": "c107-l6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Customer support concerns; complex customization requirements; post-acquisition integration uncertainty"}, {"id": "mai-20260917-0922-baseline|c107-l6|moonshot-small|Okta IGA", "prompt": "c107-l6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta IGA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "\"Light IGA\" from Identity Providers — Okta, Microsoft Entra, and similar vendors offer governance features, but these are not full IGA solutions"}, {"id": "mai-20260917-0922-baseline|c107-l6|moonshot-small|Microsoft Entra", "prompt": "c107-l6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Okta, Microsoft Entra, and similar vendors offer governance features, but these are **not full IGA solutions**"}, {"id": "mai-20260917-0922-baseline|c107-l6|moonshot-small|ConductorOne", "prompt": "c107-l6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "ConductorOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AI-native architectures (ConductorOne, Oleria, Zilla Security/CyberArk)"}, {"id": "mai-20260917-0922-baseline|c107-l6|moonshot-small|Oleria", "prompt": "c107-l6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "Oleria", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "AI-native architectures (ConductorOne, Oleria, Zilla Security/CyberArk)"}, {"id": "mai-20260917-0922-baseline|c107-l6|moonshot-small|Zilla Security/CyberArk", "prompt": "c107-l6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "Zilla Security/CyberArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "AI-native architectures (ConductorOne, Oleria, Zilla Security/CyberArk)"}, {"id": "mai-20260917-0922-baseline|c107-l6|openai-small|Microsoft Entra ID Governance", "prompt": "c107-l6", "model": "openai-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "good for Microsoft-centric environments, but Microsoft's own docs show service limits ... often best when your estate is heavily Microsoft-aligned rather than very heterogeneous"}, {"id": "mai-20260917-0922-baseline|c107-l6|openai-small|Okta Identity Governance", "prompt": "c107-l6", "model": "openai-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Okta documents functional limits and considerations that can matter at scale, including entitlement-management constraints"}, {"id": "mai-20260917-0922-baseline|c107-l6|openai-small|IBM Verify Identity Governance", "prompt": "c107-l6", "model": "openai-small", "cat": "identity-governance", "variant": "negative", "raw": "IBM Verify Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "IBM's own support pages list known issues/limitations, and the product line has evolved/rebranded, which can add migration and architecture complexity"}, {"id": "mai-20260917-0922-baseline|c107-l6|openai-small|Oracle Identity Governance", "prompt": "c107-l6", "model": "openai-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "worth caution if you want a modern SaaS-first rollout; Oracle is actively steering customers toward Oracle Access Governance"}, {"id": "mai-20260917-0922-baseline|c107-l6|openai-small|Oracle Access Governance", "prompt": "c107-l6", "model": "openai-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle Access Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Oracle is actively steering customers toward **Oracle Access Governance**"}, {"id": "mai-20260917-0922-baseline|c107-l6|xai-small|SailPoint (IdentityIQ or Identity Security Cloud)", "prompt": "c107-l6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint (IdentityIQ or Identity Security Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequent complaints about steep learning curves, outdated UI, and sluggish performance in complex environments"}, {"id": "mai-20260917-0922-baseline|c107-l6|xai-small|Okta Identity Governance", "prompt": "c107-l6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Bolted-on IGA atop their strong Workforce Identity Cloud, leading to rigid workflows... Not ideal as a standalone IGA leader."}, {"id": "mai-20260917-0922-baseline|c107-l6|xai-small|One Identity", "prompt": "c107-l6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "critiques on setup complexity, UI datedness, and inconsistent analytics/reporting"}, {"id": "mai-20260917-0922-baseline|c107-l6|xai-small|OpenIAM", "prompt": "c107-l6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "OpenIAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "some open-source like OpenIAM) or niche tools lack reviews/scale proof; avoid without enterprise refs"}, {"id": "mai-20260917-0922-baseline|c107-l6|xai-small|Saviynt", "prompt": "c107-l6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Safer Bets for Large Enterprises... Top KuppingerCole/Gartner for scale, AI-driven analytics, and cloud-native governance"}, {"id": "mai-20260917-0922-baseline|c107-l6|xai-small|Ping Identity (post-ForgeRock acquisition)", "prompt": "c107-l6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "Ping Identity (post-ForgeRock acquisition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Top KuppingerCole/Gartner for scale... Ping excels in federation/hybrid."}, {"id": "mai-20260917-0922-baseline|c107-l6|xai-small|IBM", "prompt": "c107-l6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Top KuppingerCole/Gartner for scale, AI-driven analytics, and cloud-native governance"}, {"id": "mai-20260917-0922-baseline|c107-l6|xai-small|Oracle", "prompt": "c107-l6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Top KuppingerCole/Gartner for scale, AI-driven analytics, and cloud-native governance"}, {"id": "mai-20260917-0922-baseline|c107-l6|xai-small|Broadcom/Symantec", "prompt": "c107-l6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "Broadcom/Symantec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Top KuppingerCole/Gartner for scale, AI-driven analytics, and cloud-native governance"}, {"id": "mai-20260917-0922-baseline|c107-l6|xai-small|Microsoft (Entra ID Governance)", "prompt": "c107-l6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft (Entra ID Governance)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you're in Azure ecosystem—strong integration, but watch learning curve."}, {"id": "mai-20260917-0922-baseline|c107-l6|zai-small|RSA", "prompt": "c107-l6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "RSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Gartner notes recurring support/maintenance and quality\\u2011issue complaints, with RSA restructuring processes and Hitachi ID receiving inconsistency\\u2011related feedback."}, {"id": "mai-20260917-0922-baseline|c107-l6|zai-small|Hitachi ID", "prompt": "c107-l6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "Hitachi ID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "with RSA restructuring processes and Hitachi ID receiving inconsistency\\u2011related feedback"}, {"id": "mai-20260917-0922-baseline|c107-m1|alibaba-small|SailPoint", "prompt": "c107-m1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "points toward **cloud-native, automated solutions** rather than legacy, consultancy-heavy platforms (like SailPoint)"}, {"id": "mai-20260917-0922-baseline|c107-m1|alibaba-small|ConductorOne", "prompt": "c107-m1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "ConductorOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start your proof-of-concept (POC) with **ConductorOne** or **Lumos** if your team is small and you want high speed"}, {"id": "mai-20260917-0922-baseline|c107-m1|alibaba-small|Lumos", "prompt": "c107-m1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start your proof-of-concept (POC) with **ConductorOne** or **Lumos**"}, {"id": "mai-20260917-0922-baseline|c107-m1|alibaba-small|One Identity (by HPE)", "prompt": "c107-m1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "One Identity (by HPE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at **One Identity** if you need standard compliance features via a traditional Microsoft route"}, {"id": "mai-20260917-0922-baseline|c107-m1|alibaba-small|Okta Identity Governance (OIG)", "prompt": "c107-m1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their full \"Identity Governance\" (OIG) module can sometimes feel bloated and expensive compared to newer players"}, {"id": "mai-20260917-0922-baseline|c107-m1|alibaba-small|Microsoft Entitlement Management", "prompt": "c107-m1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entitlement Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "need basic governance without the bloat of Okta or Microsoft Entitlement Management"}, {"id": "mai-20260917-0922-baseline|c107-m1|anthropic-small|Lumos", "prompt": "c107-m1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The most frequently shortlisted IGA tools in 2026 include Lumos, Torii, and Corma for SaaS-first and mid-market teams"}, {"id": "mai-20260917-0922-baseline|c107-m1|anthropic-small|Torii", "prompt": "c107-m1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "Torii", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "most frequently shortlisted IGA tools in 2026 include Lumos, Torii, and Corma"}, {"id": "mai-20260917-0922-baseline|c107-m1|anthropic-small|Corma", "prompt": "c107-m1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "Corma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "most frequently shortlisted IGA tools in 2026 include Lumos, Torii, and Corma"}, {"id": "mai-20260917-0922-baseline|c107-m1|anthropic-small|Zluri", "prompt": "c107-m1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "Zluri", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Zluri is best for mid-market companies looking for a simple, SaaS-first IGA solution with strong SaaS discovery"}, {"id": "mai-20260917-0922-baseline|c107-m1|anthropic-small|ManageEngine AD360", "prompt": "c107-m1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "ManageEngine AD360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for mid-market organizations in regulated industries with complex AD/Entra estates"}, {"id": "mai-20260917-0922-baseline|c107-m1|anthropic-small|Saviynt", "prompt": "c107-m1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SailPoint and Saviynt are powerful but are engineered for large, complex environments and typically require specialist configuration and long implementation projects"}, {"id": "mai-20260917-0922-baseline|c107-m1|anthropic-small|SailPoint", "prompt": "c107-m1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "SailPoint and Saviynt are powerful but are engineered for large, complex environments ... costs too much for mid-market needs"}, {"id": "mai-20260917-0922-baseline|c107-m1|challenger-small|Corma", "prompt": "c107-m1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "Corma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would pick **Corma** if your main problem is governing SaaS access quickly with a small team"}, {"id": "mai-20260917-0922-baseline|c107-m1|challenger-small|Lumos", "prompt": "c107-m1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want broader enterprise-grade governance:** **Lumos**, **Zluri**, **Saviynt**, or **SailPoint**"}, {"id": "mai-20260917-0922-baseline|c107-m1|challenger-small|Zluri", "prompt": "c107-m1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "they tend to fit more mature or complex environments than a typical lean mid-market team"}, {"id": "mai-20260917-0922-baseline|c107-m1|challenger-small|Iden", "prompt": "c107-m1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "Iden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Corma** or **Iden**. ... or **Iden** if you want a similar mid-market fit with very fast time-to-value"}, {"id": "mai-20260917-0922-baseline|c107-m1|challenger-small|Okta Identity Governance", "prompt": "c107-m1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you already use Okta:** **Okta Identity Governance**"}, {"id": "mai-20260917-0922-baseline|c107-m1|challenger-small|Saviynt", "prompt": "c107-m1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need strong governance with more enterprise depth | **Lumos**, **Zluri**, **Saviynt**, or **SailPoint**"}, {"id": "mai-20260917-0922-baseline|c107-m1|challenger-small|SailPoint", "prompt": "c107-m1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "commonly cited for stronger governance depth, but they tend to fit more mature or complex environments"}, {"id": "mai-20260917-0922-baseline|c107-m1|deepseek-small|Lumos", "prompt": "c107-m1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lumos** — best overall for mid-market SaaS-heavy companies that want automated access requests/approvals"}, {"id": "mai-20260917-0922-baseline|c107-m1|deepseek-small|Zluri", "prompt": "c107-m1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "Zluri", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you have a diverse SaaS stack and want modern, fast, low-overhead governance:** Go with **Lumos** or **Zluri**."}, {"id": "mai-20260917-0922-baseline|c107-m1|deepseek-small|Microsoft Entra ID Governance", "prompt": "c107-m1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the cost-effective choice **if you're already deep in Microsoft 365/Azure**"}, {"id": "mai-20260917-0922-baseline|c107-m1|deepseek-small|Opal Security", "prompt": "c107-m1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "Opal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also strong fast-deployment, modern options for mid-market"}, {"id": "mai-20260917-0922-baseline|c107-m1|deepseek-small|ConductorOne", "prompt": "c107-m1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "ConductorOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "also strong fast-deployment, modern options for mid-market"}, {"id": "mai-20260917-0922-baseline|c107-m1|deepseek-small|SailPoint", "prompt": "c107-m1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid**: enterprise IGA (SailPoint, Saviynt) unless you have thousands of users"}, {"id": "mai-20260917-0922-baseline|c107-m1|deepseek-small|Saviynt", "prompt": "c107-m1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid**: enterprise IGA (SailPoint, Saviynt)"}, {"id": "mai-20260917-0922-baseline|c107-m1|deepseek-small|One Identity", "prompt": "c107-m1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "enterprise platforms like SailPoint are almost always overkill"}, {"id": "mai-20260917-0922-baseline|c107-m1|deepseek-small|IBM", "prompt": "c107-m1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "IBM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Enterprise IGA** (SailPoint, Saviynt, One Identity, IBM)"}, {"id": "mai-20260917-0922-baseline|c107-m1|deepseek-small|Zilla", "prompt": "c107-m1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "Zilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Mid-market / next-gen IGA** (Lumos, Zluri, Opal, ConductorOne, Zilla, Omada)"}, {"id": "mai-20260917-0922-baseline|c107-m1|deepseek-small|Omada Identity Cloud", "prompt": "c107-m1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "Omada Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Omada Identity Cloud** is a strong governance-first option with code-free configuration and hybrid support"}, {"id": "mai-20260917-0922-baseline|c107-m1|deepseek-small|Tenfold", "prompt": "c107-m1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "Tenfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Tenfold** is noted specifically for filling this mid-market gap"}, {"id": "mai-20260917-0922-baseline|c107-m1|google-small|SailPoint IdentityIQ", "prompt": "c107-m1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy enterprise IGA platforms (like SailPoint IdentityIQ or Saviynt) are usually too complex, expensive, and slow to deploy for mid-market teams"}, {"id": "mai-20260917-0922-baseline|c107-m1|google-small|Saviynt", "prompt": "c107-m1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy enterprise IGA platforms (like SailPoint IdentityIQ or Saviynt) are usually too complex, expensive, and slow to deploy for mid-market teams"}, {"id": "mai-20260917-0922-baseline|c107-m1|google-small|Okta Identity Governance (OIG)", "prompt": "c107-m1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company already uses Okta for Single Sign-On (SSO) and lifecycle management, OIG is the most friction-free choice."}, {"id": "mai-20260917-0922-baseline|c107-m1|google-small|Microsoft Entra ID Governance", "prompt": "c107-m1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft-Centric Shops... Organizations with a \"Microsoft-first\" IT strategy."}, {"id": "mai-20260917-0922-baseline|c107-m1|google-small|ConductorOne", "prompt": "c107-m1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "ConductorOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**ConductorOne** is highly optimized for this exact mid-market pain point."}, {"id": "mai-20260917-0922-baseline|c107-m1|google-small|Lumos", "prompt": "c107-m1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "these two platforms are the leading agile IGA options... ideal for lean IT teams"}, {"id": "mai-20260917-0922-baseline|c107-m1|google-small|CyberArk IGA (formerly Zilla Security)", "prompt": "c107-m1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "CyberArk IGA (formerly Zilla Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Hybrid Environments & Legacy/Custom Apps... likely the only tool that can govern them without custom development"}, {"id": "mai-20260917-0922-baseline|c107-m1|google-small|Zluri", "prompt": "c107-m1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Zluri is a great double-duty tool... Best for SaaS Spend + Governance Combined"}, {"id": "mai-20260917-0922-baseline|c107-m1|meta-small|Lumos", "prompt": "c107-m1", "model": "meta-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top options include Lumos, Zluri, Linx, Opal Security, OneLogin, and tenfold."}, {"id": "mai-20260917-0922-baseline|c107-m1|meta-small|Zluri", "prompt": "c107-m1", "model": "meta-small", "cat": "identity-governance", "variant": "direct", "raw": "Zluri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top options include Lumos, Zluri, Linx, Opal Security, OneLogin, and tenfold."}, {"id": "mai-20260917-0922-baseline|c107-m1|meta-small|Linx", "prompt": "c107-m1", "model": "meta-small", "cat": "identity-governance", "variant": "direct", "raw": "Linx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top options include Lumos, Zluri, Linx, Opal Security, OneLogin, and tenfold."}, {"id": "mai-20260917-0922-baseline|c107-m1|meta-small|Opal Security", "prompt": "c107-m1", "model": "meta-small", "cat": "identity-governance", "variant": "direct", "raw": "Opal Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top options include Lumos, Zluri, Linx, Opal Security, OneLogin, and tenfold."}, {"id": "mai-20260917-0922-baseline|c107-m1|meta-small|OneLogin", "prompt": "c107-m1", "model": "meta-small", "cat": "identity-governance", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top options include Lumos, Zluri, Linx, Opal Security, OneLogin, and tenfold."}, {"id": "mai-20260917-0922-baseline|c107-m1|meta-small|tenfold", "prompt": "c107-m1", "model": "meta-small", "cat": "identity-governance", "variant": "direct", "raw": "tenfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top options include Lumos, Zluri, Linx, Opal Security, OneLogin, and tenfold."}, {"id": "mai-20260917-0922-baseline|c107-m1|minimax-small|Lumos", "prompt": "c107-m1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lumos** or **Zluri** currently represent the best balance of features, ease of deployment, and operational simplicity"}, {"id": "mai-20260917-0922-baseline|c107-m1|minimax-small|Zluri", "prompt": "c107-m1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "Zluri", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Lumos** or **Zluri** currently represent the best balance of features, ease of deployment, and operational simplicity"}, {"id": "mai-20260917-0922-baseline|c107-m1|minimax-small|Iden", "prompt": "c107-m1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "Iden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: SaaS-heavy mid-market companies with lean IT"}, {"id": "mai-20260917-0922-baseline|c107-m1|minimax-small|OneLogin", "prompt": "c107-m1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Fast deployment with enterprise-grade features"}, {"id": "mai-20260917-0922-baseline|c107-m1|minimax-small|Opal Security", "prompt": "c107-m1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "Opal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Mid-market organizations wanting converged identity security"}, {"id": "mai-20260917-0922-baseline|c107-m1|minimax-small|Omada", "prompt": "c107-m1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "Omada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Omada** - Offers 12-week fixed-cost deployment guarantee"}, {"id": "mai-20260917-0922-baseline|c107-m1|minimax-small|tenfold", "prompt": "c107-m1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "tenfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for SMBs wanting no-code governance automation"}, {"id": "mai-20260917-0922-baseline|c107-m1|minimax-small|SailPoint/Saviynt", "prompt": "c107-m1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint/Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Better suited if you anticipate enterprise-scale needs soon"}, {"id": "mai-20260917-0922-baseline|c107-m1|mistral-small|Lumos", "prompt": "c107-m1", "model": "mistral-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lumos** – Best for mid-market companies focused on automating access requests and approvals across SaaS applications"}, {"id": "mai-20260917-0922-baseline|c107-m1|mistral-small|Zluri", "prompt": "c107-m1", "model": "mistral-small", "cat": "identity-governance", "variant": "direct", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-market companies seeking a simple, SaaS-first IGA solution"}, {"id": "mai-20260917-0922-baseline|c107-m1|mistral-small|tenfold", "prompt": "c107-m1", "model": "mistral-small", "cat": "identity-governance", "variant": "direct", "raw": "tenfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market organizations wanting no-code governance automation"}, {"id": "mai-20260917-0922-baseline|c107-m1|mistral-small|OneLogin", "prompt": "c107-m1", "model": "mistral-small", "cat": "identity-governance", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong fit for mid-market companies that want enterprise-grade SSO and MFA"}, {"id": "mai-20260917-0922-baseline|c107-m1|mistral-small|Omada", "prompt": "c107-m1", "model": "mistral-small", "cat": "identity-governance", "variant": "direct", "raw": "Omada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "cloud-native IGA platform with a 12-week fixed-cost deployment guarantee, ideal for mid-market to large enterprises"}, {"id": "mai-20260917-0922-baseline|c107-m1|moonshot-small|Lumos", "prompt": "c107-m1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lumos** ⭐ Best Overall for Mid-Market"}, {"id": "mai-20260917-0922-baseline|c107-m1|moonshot-small|Zluri", "prompt": "c107-m1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simple, SaaS-first IGA solution with strong discovery capabilities"}, {"id": "mai-20260917-0922-baseline|c107-m1|moonshot-small|Iden", "prompt": "c107-m1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "Iden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest evaluating **Lumos** or **Iden** first, as they're purpose-built for your segment"}, {"id": "mai-20260917-0922-baseline|c107-m1|moonshot-small|Opal Security", "prompt": "c107-m1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "Opal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern approach to access management with lower operational burden"}, {"id": "mai-20260917-0922-baseline|c107-m1|moonshot-small|OneLogin", "prompt": "c107-m1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need stronger SSO/MFA capabilities alongside governance, consider **OneLogin**"}, {"id": "mai-20260917-0922-baseline|c107-m1|moonshot-small|SailPoint", "prompt": "c107-m1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "generally **not recommended** for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c107-m1|moonshot-small|Saviynt", "prompt": "c107-m1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "generally **not recommended** for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c107-m1|moonshot-small|One Identity Manager", "prompt": "c107-m1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "One Identity Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "generally **not recommended** for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c107-m1|openai-small|Saviynt", "prompt": "c107-m1", "model": "openai-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Saviynt** is the safest default \"best identity governance platform\" recommendation for a mid-market B2B company"}, {"id": "mai-20260917-0922-baseline|c107-m1|openai-small|Microsoft Entra ID Governance", "prompt": "c107-m1", "model": "openai-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're already standardized on Microsoft 365 / Entra"}, {"id": "mai-20260917-0922-baseline|c107-m1|openai-small|Okta Identity Governance", "prompt": "c107-m1", "model": "openai-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're already all-in on Okta and need lighter governance"}, {"id": "mai-20260917-0922-baseline|c107-m1|openai-small|SailPoint", "prompt": "c107-m1", "model": "openai-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Best for very deep, enterprise-grade governance at higher cost/complexity"}, {"id": "mai-20260917-0922-baseline|c107-m1|xai-small|Lumos", "prompt": "c107-m1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lumos** (Strongest frequent pick for mid-market SaaS-focused B2B)"}, {"id": "mai-20260917-0922-baseline|c107-m1|xai-small|Zluri", "prompt": "c107-m1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SaaS-first IGA with app discovery, usage analytics, access governance."}, {"id": "mai-20260917-0922-baseline|c107-m1|xai-small|tenfold", "prompt": "c107-m1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "tenfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "No-code automation for full user lifecycle... Tailored for mid-market hybrid IT"}, {"id": "mai-20260917-0922-baseline|c107-m1|xai-small|Omada Identity", "prompt": "c107-m1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Omada Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud/hybrid IGA with strong connectors, fast time-to-value."}, {"id": "mai-20260917-0922-baseline|c107-m1|xai-small|Okta Identity Governance", "prompt": "c107-m1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "solid for SSO-driven provisioning, but lighter IGA than dedicated tools"}, {"id": "mai-20260917-0922-baseline|c107-m1|xai-small|Microsoft Entra ID Governance", "prompt": "c107-m1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "solid for SSO-driven provisioning, but lighter IGA than dedicated tools"}, {"id": "mai-20260917-0922-baseline|c107-m1|xai-small|SailPoint", "prompt": "c107-m1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid SailPoint/Saviynt/One Identity for pure mid-market"}, {"id": "mai-20260917-0922-baseline|c107-m1|xai-small|Saviynt", "prompt": "c107-m1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid SailPoint/Saviynt/One Identity for pure mid-market"}, {"id": "mai-20260917-0922-baseline|c107-m1|xai-small|One Identity", "prompt": "c107-m1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "One Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid SailPoint/Saviynt/One Identity for pure mid-market"}, {"id": "mai-20260917-0922-baseline|c107-m1|zai-small|Omada Identity", "prompt": "c107-m1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "Omada Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Mid-Market Fit ... Choose **Omada Identity**."}, {"id": "mai-20260917-0922-baseline|c107-m1|zai-small|Microsoft Entra ID Governance", "prompt": "c107-m1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft-Standard Organizations"}, {"id": "mai-20260917-0922-baseline|c107-m1|zai-small|Saviynt", "prompt": "c107-m1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strongest for Highly Regulated Industries"}, {"id": "mai-20260917-0922-baseline|c107-m1|zai-small|SailPoint", "prompt": "c107-m1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Heavier implementation and higher cost; best when you have a dedicated identity team."}, {"id": "mai-20260917-0922-baseline|c107-m1|zai-small|AccessOwl", "prompt": "c107-m1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Small IT Teams"}, {"id": "mai-20260917-0922-baseline|c107-m1|zai-small|One Identity", "prompt": "c107-m1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Suite complexity and higher licensing costs; requires larger IT teams."}, {"id": "mai-20260917-0922-baseline|c107-m2|alibaba-small|Microsoft Entra ID Governance", "prompt": "c107-m2", "model": "alibaba-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Verdict:** **Start here.** Do not buy a dedicated IGA tool until you exhaust the capabilities of Microsoft Entra P2."}, {"id": "mai-20260917-0922-baseline|c107-m2|alibaba-small|OneLogin", "prompt": "c107-m2", "model": "alibaba-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Verdict:** **Top Pick.** Ideal if you are multi-cloud or have a complex stack of SaaS apps"}, {"id": "mai-20260917-0922-baseline|c107-m2|alibaba-small|Truesec", "prompt": "c107-m2", "model": "alibaba-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Truesec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose this if your internal team is small and you need a tool that \"just works\" quickly"}, {"id": "mai-20260917-0922-baseline|c107-m2|alibaba-small|Zluri", "prompt": "c107-m2", "model": "alibaba-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best used as a specialized add-on if your main pain point is \"Shadow IT\" and SaaS license waste."}, {"id": "mai-20260917-0922-baseline|c107-m2|alibaba-small|SailPoint", "prompt": "c107-m2", "model": "alibaba-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "If you are under 500 employees, avoid enterprise giants like **SailPoint**; the administrative overhead will crush your team."}, {"id": "mai-20260917-0922-baseline|c107-m2|alibaba-small|Okta", "prompt": "c107-m2", "model": "alibaba-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Is it Security/Login Friction? -> Stick with **Entra ID** or **Okta**."}, {"id": "mai-20260917-0922-baseline|c107-m2|anthropic-small|Okta Identity Governance", "prompt": "c107-m2", "model": "anthropic-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Okta Identity Governance** - Strong in cloud environments, good user experience, comprehensive integrations"}, {"id": "mai-20260917-0922-baseline|c107-m2|anthropic-small|Sailpoint IdentityIQ", "prompt": "c107-m2", "model": "anthropic-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Sailpoint IdentityIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Sailpoint IdentityIQ** - Enterprise-grade with flexible customization, good for complex environments"}, {"id": "mai-20260917-0922-baseline|c107-m2|anthropic-small|Ping Identity", "prompt": "c107-m2", "model": "anthropic-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Ping Identity** - Strong security focus, good for hybrid environments"}, {"id": "mai-20260917-0922-baseline|c107-m2|anthropic-small|Microsoft Entra ID (Azure AD) + Governance add-ons", "prompt": "c107-m2", "model": "anthropic-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID (Azure AD) + Governance add-ons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cost-effective if already in Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c107-m2|anthropic-small|Deloitte or EY's IGA solutions", "prompt": "c107-m2", "model": "anthropic-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Deloitte or EY's IGA solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you need managed services alongside tools"}, {"id": "mai-20260917-0922-baseline|c107-m2|challenger-small|Okta Identity Governance", "prompt": "c107-m2", "model": "challenger-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Okta Identity Governance** is the safest general pick for a mid-sized B2B company"}, {"id": "mai-20260917-0922-baseline|c107-m2|challenger-small|Corma", "prompt": "c107-m2", "model": "challenger-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Corma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Corma** if you want a SaaS-first IGA tool built for mid-market teams with limited identity staff"}, {"id": "mai-20260917-0922-baseline|c107-m2|challenger-small|Microsoft Entra ID", "prompt": "c107-m2", "model": "challenger-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Microsoft Entra ID** if you are heavily Microsoft-centric"}, {"id": "mai-20260917-0922-baseline|c107-m2|challenger-small|OneLogin", "prompt": "c107-m2", "model": "challenger-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if budget and simplicity matter most for a 100-500 employee organization"}, {"id": "mai-20260917-0922-baseline|c107-m2|challenger-small|JumpCloud", "prompt": "c107-m2", "model": "challenger-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "competitive, lower-overhead options for mid-market buyers"}, {"id": "mai-20260917-0922-baseline|c107-m2|challenger-small|SailPoint", "prompt": "c107-m2", "model": "challenger-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "only if you have a more complex, enterprise-like governance need... rather than the easiest fit for a typical mid-sized company"}, {"id": "mai-20260917-0922-baseline|c107-m2|challenger-small|Saviynt", "prompt": "c107-m2", "model": "challenger-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "repeatedly positioned as heavier-duty enterprise platforms rather than the easiest fit"}, {"id": "mai-20260917-0922-baseline|c107-m2|deepseek-small|Okta Identity Governance (OIG)", "prompt": "c107-m2", "model": "deepseek-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Okta Identity Governance (OIG)** or **SailPoint IdentityNow**"}, {"id": "mai-20260917-0922-baseline|c107-m2|deepseek-small|SailPoint IdentityNow", "prompt": "c107-m2", "model": "deepseek-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint IdentityNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **SailPoint IdentityNow** if you want a dedicated best-of-breed platform with room to scale"}, {"id": "mai-20260917-0922-baseline|c107-m2|deepseek-small|Lumos", "prompt": "c107-m2", "model": "deepseek-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look seriously at **Lumos** for speed and simplicity"}, {"id": "mai-20260917-0922-baseline|c107-m2|deepseek-small|Zluri", "prompt": "c107-m2", "model": "deepseek-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong SaaS discovery and app management without enterprise-level complexity"}, {"id": "mai-20260917-0922-baseline|c107-m2|deepseek-small|Opal Security", "prompt": "c107-m2", "model": "deepseek-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Opal Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "modern, developer-friendly access management"}, {"id": "mai-20260917-0922-baseline|c107-m2|deepseek-small|Microsoft Entra ID Governance", "prompt": "c107-m2", "model": "deepseek-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Regulated industry (healthcare/finance) with Microsoft/Entra estate | Microsoft Entra ID Governance"}, {"id": "mai-20260917-0922-baseline|c107-m2|google-small|SailPoint", "prompt": "c107-m2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cannot afford the massive upfront professional services, $100k+ licensing fees, and 6-to-12-month deployment timelines associated with legacy enterprise heavyweights like SailPoint or Saviynt"}, {"id": "mai-20260917-0922-baseline|c107-m2|google-small|Saviynt", "prompt": "c107-m2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "legacy enterprise heavyweights like SailPoint or Saviynt"}, {"id": "mai-20260917-0922-baseline|c107-m2|google-small|Okta Identity Governance (OIG)", "prompt": "c107-m2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Tool: Okta Identity Governance (OIG) ... The Catch: OIG and Entra ID Governance can be expensive relative to the depth of features"}, {"id": "mai-20260917-0922-baseline|c107-m2|google-small|Microsoft Entra ID Governance", "prompt": "c107-m2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top Tool: Okta Identity Governance (OIG) or Microsoft Entra ID Governance"}, {"id": "mai-20260917-0922-baseline|c107-m2|google-small|ConductorOne", "prompt": "c107-m2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "ConductorOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Top Tool: ConductorOne ... Best for: Highly-regulated mid-market B2B companies that need strict compliance"}, {"id": "mai-20260917-0922-baseline|c107-m2|google-small|Lumos", "prompt": "c107-m2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top Tool: Lumos ... known for its polished, modern UI"}, {"id": "mai-20260917-0922-baseline|c107-m2|google-small|AccessOwl", "prompt": "c107-m2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Top Tool: AccessOwl or Corma ... built specifically for lean teams"}, {"id": "mai-20260917-0922-baseline|c107-m2|google-small|Corma", "prompt": "c107-m2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Corma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Top Tool: AccessOwl or Corma"}, {"id": "mai-20260917-0922-baseline|c107-m2|meta-small|tenfold", "prompt": "c107-m2", "model": "meta-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "tenfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "tenfold - a no-code IGA platform that covers the full user lifecycle and is suitable for mid-market organizations."}, {"id": "mai-20260917-0922-baseline|c107-m2|meta-small|Omada", "prompt": "c107-m2", "model": "meta-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Omada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Omada - a cloud-native IGA platform that offers a 12-week fixed-cost deployment guarantee"}, {"id": "mai-20260917-0922-baseline|c107-m2|meta-small|AccessOwl", "prompt": "c107-m2", "model": "meta-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AccessOwl - an IGA tool that is designed for lean IT teams"}, {"id": "mai-20260917-0922-baseline|c107-m2|meta-small|Josys", "prompt": "c107-m2", "model": "meta-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Josys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Josys - an automated IGA platform that is engineered to make enterprise-grade governance accessible"}, {"id": "mai-20260917-0922-baseline|c107-m2|minimax-small|SailPoint", "prompt": "c107-m2", "model": "minimax-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: SailPoint** is frequently cited as a leader in the Identity Governance and Administration (IGA) space"}, {"id": "mai-20260917-0922-baseline|c107-m2|minimax-small|Tools4ever", "prompt": "c107-m2", "model": "minimax-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Tools4ever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd suggest starting with **SailPoint** or **Tools4ever** if you need robust governance with manageable complexity"}, {"id": "mai-20260917-0922-baseline|c107-m2|minimax-small|Microsoft Entra ID", "prompt": "c107-m2", "model": "minimax-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want something simpler and are heavily Microsoft-based, **Entra ID** could work"}, {"id": "mai-20260917-0922-baseline|c107-m2|minimax-small|Okta", "prompt": "c107-m2", "model": "minimax-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "though more focused on authentication than deep governance"}, {"id": "mai-20260917-0922-baseline|c107-m2|mistral-small|SailPoint", "prompt": "c107-m2", "model": "mistral-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SailPoint** or **One Identity** are often the best choices due to their scalability, strong governance features"}, {"id": "mai-20260917-0922-baseline|c107-m2|mistral-small|One Identity", "prompt": "c107-m2", "model": "mistral-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "One Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SailPoint** or **One Identity** are often the best choices"}, {"id": "mai-20260917-0922-baseline|c107-m2|mistral-small|ManageEngine AD360", "prompt": "c107-m2", "model": "mistral-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "ManageEngine AD360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a concern, **Tools4ever** or **ManageEngine AD360** offer more affordable and quick-to-deploy options."}, {"id": "mai-20260917-0922-baseline|c107-m2|mistral-small|Tools4ever", "prompt": "c107-m2", "model": "mistral-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Tools4ever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is a concern, **Tools4ever** or **ManageEngine AD360** offer more affordable and quick-to-deploy options."}, {"id": "mai-20260917-0922-baseline|c107-m2|mistral-small|Vienna", "prompt": "c107-m2", "model": "mistral-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Vienna", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for mid-market organizations wanting no-code governance automation."}, {"id": "mai-20260917-0922-baseline|c107-m2|moonshot-small|Lumos", "prompt": "c107-m2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lumos** ⭐ (Best Overall for Mid-Market)"}, {"id": "mai-20260917-0922-baseline|c107-m2|moonshot-small|Omada Identity Cloud", "prompt": "c107-m2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Omada Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Omada Identity Cloud** (Best for Governance-First Approach)"}, {"id": "mai-20260917-0922-baseline|c107-m2|moonshot-small|Okta Identity Governance", "prompt": "c107-m2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Okta Identity Governance** (Best if Already Using Okta)"}, {"id": "mai-20260917-0922-baseline|c107-m2|moonshot-small|SailPoint", "prompt": "c107-m2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Too complex, expensive, and slow to deploy (12+ months)"}, {"id": "mai-20260917-0922-baseline|c107-m2|moonshot-small|Saviynt", "prompt": "c107-m2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Powerful but built for large enterprises (5,000+ employees)"}, {"id": "mai-20260917-0922-baseline|c107-m2|moonshot-small|Corma", "prompt": "c107-m2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Corma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Lumos** or **Corma**"}, {"id": "mai-20260917-0922-baseline|c107-m2|openai-small|Microsoft Entra ID Governance", "prompt": "c107-m2", "model": "openai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best default choice:** Microsoft Entra ID Governance"}, {"id": "mai-20260917-0922-baseline|c107-m2|openai-small|SailPoint Identity Security Cloud", "prompt": "c107-m2", "model": "openai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you have a more complex, heterogeneous environment and want a more specialized IGA platform"}, {"id": "mai-20260917-0922-baseline|c107-m2|openai-small|Oracle Access Governance", "prompt": "c107-m2", "model": "openai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Oracle Access Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if Oracle-heavy:** Oracle Access Governance"}, {"id": "mai-20260917-0922-baseline|c107-m2|xai-small|One Identity Manager", "prompt": "c107-m2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "One Identity Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **One Identity Manager**"}, {"id": "mai-20260917-0922-baseline|c107-m2|xai-small|ManageEngine AD360", "prompt": "c107-m2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "ManageEngine AD360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend One Identity Manager or ManageEngine AD360 as strong starting points"}, {"id": "mai-20260917-0922-baseline|c107-m2|xai-small|SailPoint", "prompt": "c107-m2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "avoid SailPoint/Saviynt unless you have IAM staff"}, {"id": "mai-20260917-0922-baseline|c107-m2|xai-small|Saviynt", "prompt": "c107-m2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "suits mid-market budgets better than SailPoint/Saviynt"}, {"id": "mai-20260917-0922-baseline|c107-m2|xai-small|Lumos", "prompt": "c107-m2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lumos or ConductorOne | Fast deployment (weeks), self-service access requests"}, {"id": "mai-20260917-0922-baseline|c107-m2|xai-small|ConductorOne", "prompt": "c107-m2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "ConductorOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lumos or ConductorOne | Fast deployment (weeks)"}, {"id": "mai-20260917-0922-baseline|c107-m2|xai-small|Microsoft Entra ID Governance", "prompt": "c107-m2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Native integration if you're on Azure AD; cost-effective add-on"}, {"id": "mai-20260917-0922-baseline|c107-m2|xai-small|Tools4ever HelloID", "prompt": "c107-m2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Tools4ever HelloID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Simple, visual automation; quick wins for SMB-to-mid transition"}, {"id": "mai-20260917-0922-baseline|c107-m2|zai-small|Iden", "prompt": "c107-m2", "model": "zai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Iden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Iden** or **Lumos** are the best starting points"}, {"id": "mai-20260917-0922-baseline|c107-m2|zai-small|Lumos", "prompt": "c107-m2", "model": "zai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Iden** or **Lumos** are the best starting points"}, {"id": "mai-20260917-0922-baseline|c107-m2|zai-small|OneLogin", "prompt": "c107-m2", "model": "zai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OneLogin is noted as a strong fit for mid-market firms that prioritize rapid deployment of SSO and MFA, with a governance component available."}, {"id": "mai-20260917-0922-baseline|c107-m2|zai-small|Okta Identity Governance", "prompt": "c107-m2", "model": "zai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Okta Identity Governance** is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c107-m2|zai-small|Zluri", "prompt": "c107-m2", "model": "zai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Zluri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zluri is recommended as a SaaS-first IGA solution that delivers value without a dedicated IAM team."}, {"id": "mai-20260917-0922-baseline|c107-m3|alibaba-small|SailPoint", "prompt": "c107-m3", "model": "alibaba-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the gold standard in the industry, SailPoint holds a leading position in Gartner’s Magic Quadrant."}, {"id": "mai-20260917-0922-baseline|c107-m3|alibaba-small|Okta Identity Governance", "prompt": "c107-m3", "model": "alibaba-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Organizations that prioritize ease of use, speed to deployment, and cloud-native environments."}, {"id": "mai-20260917-0922-baseline|c107-m3|alibaba-small|Microsoft Entra ID Governance", "prompt": "c107-m3", "model": "alibaba-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Organizations deeply invested in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c107-m3|alibaba-small|OneIdentity (by Genpact)", "prompt": "c107-m3", "model": "alibaba-small", "cat": "identity-governance", "variant": "comparative", "raw": "OneIdentity (by Genpact)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "particularly strong in managing non-IT entitlements like HR systems and legacy mainframes"}, {"id": "mai-20260917-0922-baseline|c107-m3|alibaba-small|Ping Identity", "prompt": "c107-m3", "model": "alibaba-small", "cat": "identity-governance", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Organizations with strong internal development teams using microservices architectures."}, {"id": "mai-20260917-0922-baseline|c107-m3|anthropic-small|Identity Manager by One Identity", "prompt": "c107-m3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Identity Manager by One Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "One Identity Manager provides the deepest AD governance and natural PAM integration."}, {"id": "mai-20260917-0922-baseline|c107-m3|anthropic-small|SAP Access Control", "prompt": "c107-m3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "SAP Access Control", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top IGA tools in 2026 include Identity Manager by One Identity, SAP Access Control, SailPoint IdentityIQ, Okta Identity Governance, and Saviynt IGA."}, {"id": "mai-20260917-0922-baseline|c107-m3|anthropic-small|SailPoint IdentityIQ", "prompt": "c107-m3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Established enterprise platforms include SailPoint and Saviynt, which offer deep compliance automation at the cost of implementation complexity."}, {"id": "mai-20260917-0922-baseline|c107-m3|anthropic-small|Okta Identity Governance", "prompt": "c107-m3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For organizations already standardized on Okta for SSO and authentication, shared data model, one vendor relationship, and faster initial rollout are advantages."}, {"id": "mai-20260917-0922-baseline|c107-m3|anthropic-small|Saviynt IGA", "prompt": "c107-m3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt IGA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Established enterprise platforms include SailPoint and Saviynt, which offer deep compliance automation at the cost of implementation complexity."}, {"id": "mai-20260917-0922-baseline|c107-m3|anthropic-small|Linx Security", "prompt": "c107-m3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Linx Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modern platforms include Linx Security, Lumos, Veza (now part of ServiceNow), and Opal Security."}, {"id": "mai-20260917-0922-baseline|c107-m3|anthropic-small|Lumos", "prompt": "c107-m3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Lumos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lumos positions itself as an autonomous identity platform, with AI agents that help run access reviews"}, {"id": "mai-20260917-0922-baseline|c107-m3|anthropic-small|Veza", "prompt": "c107-m3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Veza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modern platforms include Linx Security, Lumos, Veza (now part of ServiceNow), and Opal Security."}, {"id": "mai-20260917-0922-baseline|c107-m3|anthropic-small|Opal Security", "prompt": "c107-m3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Opal Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Modern platforms include Linx Security, Lumos, Veza (now part of ServiceNow), and Opal Security."}, {"id": "mai-20260917-0922-baseline|c107-m3|anthropic-small|Microsoft Entra ID Governance", "prompt": "c107-m3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "along with Microsoft Entra ID Governance, Omada, and others"}, {"id": "mai-20260917-0922-baseline|c107-m3|anthropic-small|Omada", "prompt": "c107-m3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Omada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Omada, and Zluri round out the category with strengths in ecosystem integration, privileged access, European compliance, and SaaS management respectively."}, {"id": "mai-20260917-0922-baseline|c107-m3|anthropic-small|CyberArk", "prompt": "c107-m3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "CyberArk (which acquired Zilla Security in 2025 and was acquired by Palo Alto Networks in 2026)"}, {"id": "mai-20260917-0922-baseline|c107-m3|anthropic-small|Zluri", "prompt": "c107-m3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Zluri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Omada, and Zluri round out the category with strengths in ecosystem integration, privileged access, European compliance, and SaaS management respectively."}, {"id": "mai-20260917-0922-baseline|c107-m3|challenger-small|SailPoint", "prompt": "c107-m3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SailPoint** is usually the benchmark for **deep enterprise IGA**"}, {"id": "mai-20260917-0922-baseline|c107-m3|challenger-small|Saviynt", "prompt": "c107-m3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Saviynt** is often preferred when governance must span **cloud apps, ERP, and SaaS**"}, {"id": "mai-20260917-0922-baseline|c107-m3|challenger-small|Microsoft Entra ID Governance", "prompt": "c107-m3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest when you want governance that fits naturally into the **Microsoft ecosystem**"}, {"id": "mai-20260917-0922-baseline|c107-m3|challenger-small|Okta Identity Governance", "prompt": "c107-m3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "works best when Okta is already your control plane"}, {"id": "mai-20260917-0922-baseline|c107-m3|challenger-small|One Identity Manager", "prompt": "c107-m3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a common choice for **hybrid estates**"}, {"id": "mai-20260917-0922-baseline|c107-m3|challenger-small|Omada", "prompt": "c107-m3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "Omada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "tends to appeal to teams that want **structured governance processes**"}, {"id": "mai-20260917-0922-baseline|c107-m3|deepseek-small|SailPoint", "prompt": "c107-m3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**The enterprise market leader** — ranked #1 by IGA revenue and trusted by over 53% of the Fortune 500."}, {"id": "mai-20260917-0922-baseline|c107-m3|deepseek-small|Saviynt", "prompt": "c107-m3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**The cloud-first, converged-identity challenger.**"}, {"id": "mai-20260917-0922-baseline|c107-m3|deepseek-small|Omada Identity", "prompt": "c107-m3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Omada Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**The strong process-driven enterprise option.**"}, {"id": "mai-20260917-0922-baseline|c107-m3|deepseek-small|One Identity Manager", "prompt": "c107-m3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for consolidating IGA + PAM + AD across hybrid environments.**"}, {"id": "mai-20260917-0922-baseline|c107-m3|deepseek-small|Okta Identity Governance", "prompt": "c107-m3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Standardized on Okta for SSO** → Okta Identity Governance"}, {"id": "mai-20260917-0922-baseline|c107-m3|deepseek-small|Microsoft Entra ID Governance", "prompt": "c107-m3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**All-in on Microsoft 365/Azure** → Microsoft Entra ID Governance"}, {"id": "mai-20260917-0922-baseline|c107-m3|deepseek-small|Iden", "prompt": "c107-m3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Iden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AI-native with universal connectors; often cited as best for fast-growing SaaS-heavy companies"}, {"id": "mai-20260917-0922-baseline|c107-m3|deepseek-small|Veza", "prompt": "c107-m3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Veza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for security teams that need precise answers to \"who can access what\""}, {"id": "mai-20260917-0922-baseline|c107-m3|deepseek-small|Zilla Security", "prompt": "c107-m3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Zilla Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "→ Iden, Zilla, Lumos, or Zluri"}, {"id": "mai-20260917-0922-baseline|c107-m3|deepseek-small|Lumos", "prompt": "c107-m3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "→ Iden, Zilla, Lumos, or Zluri"}, {"id": "mai-20260917-0922-baseline|c107-m3|deepseek-small|ConductorOne", "prompt": "c107-m3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "ConductorOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SaaS-native IGA focused on speed-to-value without enterprise implementation overhead"}, {"id": "mai-20260917-0922-baseline|c107-m3|deepseek-small|Zluri", "prompt": "c107-m3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "→ Iden, Zilla, Lumos, or Zluri"}, {"id": "mai-20260917-0922-baseline|c107-m3|deepseek-small|tenfold", "prompt": "c107-m3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "tenfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "SaaS-native IGA focused on speed-to-value without enterprise implementation overhead"}, {"id": "mai-20260917-0922-baseline|c107-m3|deepseek-small|IBM Security Verify Governance", "prompt": "c107-m3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "IBM Security Verify Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "strong for government/federal due to data jurisdiction and CLOUD Act scores"}, {"id": "mai-20260917-0922-baseline|c107-m3|deepseek-small|RSA Governance & Lifecycle", "prompt": "c107-m3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "RSA Governance & Lifecycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Other notable enterprise players include ... **RSA Governance & Lifecycle**"}, {"id": "mai-20260917-0922-baseline|c107-m3|google-small|SailPoint (Identity Security Cloud & IdentityIQ)", "prompt": "c107-m3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint (Identity Security Cloud & IdentityIQ)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SailPoint remains the undisputed market heavyweight for enterprise-grade, highly customized identity governance."}, {"id": "mai-20260917-0922-baseline|c107-m3|google-small|Saviynt (Enterprise Identity Cloud)", "prompt": "c107-m3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt (Enterprise Identity Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Mid-to-large enterprises seeking a single-pane-of-glass approach for both basic governance and privileged access."}, {"id": "mai-20260917-0922-baseline|c107-m3|google-small|Okta Identity Governance (OIG)", "prompt": "c107-m3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unmatched time-to-value... The Catch: Less feature-rich for complex hybrid/on-prem systems"}, {"id": "mai-20260917-0922-baseline|c107-m3|google-small|Microsoft Entra ID Governance", "prompt": "c107-m3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Enterprises already fully committed to the Microsoft 365 and Azure ecosystem."}, {"id": "mai-20260917-0922-baseline|c107-m3|google-small|Omada Identity", "prompt": "c107-m3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Omada Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Omada is a European-based IGA leader that offers both cloud SaaS and hybrid deployment models."}, {"id": "mai-20260917-0922-baseline|c107-m3|google-small|Opal Security", "prompt": "c107-m3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Opal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Opal, Lumos, or Linx if you are a fast-moving, cloud-native tech company"}, {"id": "mai-20260917-0922-baseline|c107-m3|google-small|Lumos", "prompt": "c107-m3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "These platforms replace standing access ... with temporary, just-in-time access approvals."}, {"id": "mai-20260917-0922-baseline|c107-m3|google-small|Linx", "prompt": "c107-m3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Linx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Opal, Lumos, or Linx if you are a fast-moving, cloud-native tech company"}, {"id": "mai-20260917-0922-baseline|c107-m3|meta-small|SailPoint", "prompt": "c107-m3", "model": "meta-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top IGA platforms include SailPoint, Saviynt, One Identity Manager, Broadcom Symantec IGA, and IBM Security IGI."}, {"id": "mai-20260917-0922-baseline|c107-m3|meta-small|Saviynt", "prompt": "c107-m3", "model": "meta-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top IGA platforms include SailPoint, Saviynt, One Identity Manager, Broadcom Symantec IGA, and IBM Security IGI."}, {"id": "mai-20260917-0922-baseline|c107-m3|meta-small|One Identity Manager", "prompt": "c107-m3", "model": "meta-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top IGA platforms include SailPoint, Saviynt, One Identity Manager, Broadcom Symantec IGA, and IBM Security IGI."}, {"id": "mai-20260917-0922-baseline|c107-m3|meta-small|Broadcom Symantec IGA", "prompt": "c107-m3", "model": "meta-small", "cat": "identity-governance", "variant": "comparative", "raw": "Broadcom Symantec IGA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top IGA platforms include SailPoint, Saviynt, One Identity Manager, Broadcom Symantec IGA, and IBM Security IGI."}, {"id": "mai-20260917-0922-baseline|c107-m3|meta-small|IBM Security IGI", "prompt": "c107-m3", "model": "meta-small", "cat": "identity-governance", "variant": "comparative", "raw": "IBM Security IGI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top IGA platforms include SailPoint, Saviynt, One Identity Manager, Broadcom Symantec IGA, and IBM Security IGI."}, {"id": "mai-20260917-0922-baseline|c107-m3|minimax-small|SailPoint IdentityIQ", "prompt": "c107-m3", "model": "minimax-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For regulated enterprises requiring comprehensive governance, SailPoint and Saviynt are the leading choices."}, {"id": "mai-20260917-0922-baseline|c107-m3|minimax-small|Saviynt Identity Governance", "prompt": "c107-m3", "model": "minimax-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt Identity Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For regulated enterprises requiring comprehensive governance, SailPoint and Saviynt are the leading choices."}, {"id": "mai-20260917-0922-baseline|c107-m3|minimax-small|Okta Identity Governance", "prompt": "c107-m3", "model": "minimax-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Limitations: Governance automation only works for SCIM-connected apps; estimated 75-85% of apps remain outside SCIM coverage"}, {"id": "mai-20260917-0922-baseline|c107-m3|minimax-small|Microsoft Entra ID Governance", "prompt": "c107-m3", "model": "minimax-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limitations: Only governs Microsoft-centric identities and applications"}, {"id": "mai-20260917-0922-baseline|c107-m3|minimax-small|One Identity Manager", "prompt": "c107-m3", "model": "minimax-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Microsoft-heavy enterprises consolidating IGA, PAM, and AD"}, {"id": "mai-20260917-0922-baseline|c107-m3|mistral-small|SailPoint IdentityIQ/Identity Security Cloud", "prompt": "c107-m3", "model": "mistral-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint IdentityIQ/Identity Security Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader, used by over half of the Fortune 500."}, {"id": "mai-20260917-0922-baseline|c107-m3|mistral-small|Saviynt Identity Governance and Administration (IGA)", "prompt": "c107-m3", "model": "mistral-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt Identity Governance and Administration (IGA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloud-first, converged platform unifying IGA, granular application access, cloud security, and privileged access."}, {"id": "mai-20260917-0922-baseline|c107-m3|mistral-small|Okta Identity Governance", "prompt": "c107-m3", "model": "mistral-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Less mature in governance features compared to SailPoint and Saviynt"}, {"id": "mai-20260917-0922-baseline|c107-m3|mistral-small|One Identity Manager", "prompt": "c107-m3", "model": "mistral-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft-heavy enterprises or those needing to consolidate IGA, PAM, and Active Directory management."}, {"id": "mai-20260917-0922-baseline|c107-m3|mistral-small|SAP Access Control", "prompt": "c107-m3", "model": "mistral-small", "cat": "identity-governance", "variant": "comparative", "raw": "SAP Access Control", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for organizations heavily invested in SAP ecosystems."}, {"id": "mai-20260917-0922-baseline|c107-m3|moonshot-small|SailPoint", "prompt": "c107-m3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Market position**: #1 by revenue; used by 53% of the Fortune 500 ... Most mature and complete feature set for complex enterprises"}, {"id": "mai-20260917-0922-baseline|c107-m3|moonshot-small|Saviynt", "prompt": "c107-m3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloud-first and want IGA + PAM together**? → **Saviynt**"}, {"id": "mai-20260917-0922-baseline|c107-m3|moonshot-small|Okta Identity Governance", "prompt": "c107-m3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best fit**: Existing Okta customers with mostly modern, SCIM-supported applications"}, {"id": "mai-20260917-0922-baseline|c107-m3|moonshot-small|Microsoft Entra ID Governance", "prompt": "c107-m3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best fit**: Microsoft-heavy organizations seeking basic-to-mid governance without a separate platform"}, {"id": "mai-20260917-0922-baseline|c107-m3|moonshot-small|One Identity Manager", "prompt": "c107-m3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best fit**: Microsoft-heavy enterprises and SAP environments needing to consolidate identity tools"}, {"id": "mai-20260917-0922-baseline|c107-m3|moonshot-small|Veza", "prompt": "c107-m3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "Veza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fine-grained authorization visibility"}, {"id": "mai-20260917-0922-baseline|c107-m3|moonshot-small|Omada", "prompt": "c107-m3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "Omada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Process-driven, predictable IGA delivery for enterprises"}, {"id": "mai-20260917-0922-baseline|c107-m3|moonshot-small|Iden", "prompt": "c107-m3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "Iden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Universal app coverage beyond SCIM using API and other channels"}, {"id": "mai-20260917-0922-baseline|c107-m3|openai-small|SailPoint", "prompt": "c107-m3", "model": "openai-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose SailPoint if you want the most dedicated, enterprise-grade governance platform."}, {"id": "mai-20260917-0922-baseline|c107-m3|openai-small|Microsoft Entra ID Governance", "prompt": "c107-m3", "model": "openai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the natural choice if your environment is heavily Microsoft-centric"}, {"id": "mai-20260917-0922-baseline|c107-m3|openai-small|Saviynt", "prompt": "c107-m3", "model": "openai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Saviynt if you want modern cloud-oriented governance with strong identity security breadth."}, {"id": "mai-20260917-0922-baseline|c107-m3|openai-small|One Identity Manager", "prompt": "c107-m3", "model": "openai-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose One Identity if you want governance and privileged identity capabilities to work together tightly."}, {"id": "mai-20260917-0922-baseline|c107-m3|openai-small|Oracle Identity Governance", "prompt": "c107-m3", "model": "openai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Oracle Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often strongest in Oracle-heavy environments"}, {"id": "mai-20260917-0922-baseline|c107-m3|openai-small|IBM Security Verify Governance", "prompt": "c107-m3", "model": "openai-small", "cat": "identity-governance", "variant": "comparative", "raw": "IBM Security Verify Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "IBM remains a significant enterprise governance vendor"}, {"id": "mai-20260917-0922-baseline|c107-m3|openai-small|CyberArk", "prompt": "c107-m3", "model": "openai-small", "cat": "identity-governance", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "though it's better known for PAM than classic IGA"}, {"id": "mai-20260917-0922-baseline|c107-m3|xai-small|SailPoint IdentityIQ / Identity Security Cloud", "prompt": "c107-m3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint IdentityIQ / Identity Security Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader for large enterprises. ... For latest Gartner/KuppingerCole quadrants, SailPoint/Saviynt often lead"}, {"id": "mai-20260917-0922-baseline|c107-m3|xai-small|Saviynt Identity Governance", "prompt": "c107-m3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong cloud-native contender."}, {"id": "mai-20260917-0922-baseline|c107-m3|xai-small|One Identity Manager", "prompt": "c107-m3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Popular for hybrid/Microsoft environments."}, {"id": "mai-20260917-0922-baseline|c107-m3|xai-small|Okta Identity Governance", "prompt": "c107-m3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Extension of Okta's IAM for mid-to-large orgs."}, {"id": "mai-20260917-0922-baseline|c107-m3|xai-small|Omada Identity", "prompt": "c107-m3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Omada Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focused on process-driven, Microsoft-centric deployments."}, {"id": "mai-20260917-0922-baseline|c107-m3|xai-small|IBM Security Verify Governance", "prompt": "c107-m3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "IBM Security Verify Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notables: IBM Security Verify Governance"}, {"id": "mai-20260917-0922-baseline|c107-m3|xai-small|Oracle Identity Governance", "prompt": "c107-m3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Oracle Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notables: ... Oracle Identity Governance"}, {"id": "mai-20260917-0922-baseline|c107-m3|xai-small|Ping Identity Governance", "prompt": "c107-m3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Ping Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ping Identity Governance"}, {"id": "mai-20260917-0922-baseline|c107-m3|xai-small|SAP Access Control", "prompt": "c107-m3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "SAP Access Control", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SAP Access Control"}, {"id": "mai-20260917-0922-baseline|c107-m3|xai-small|Veza", "prompt": "c107-m3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Veza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "emerging players like Veza (for data access visibility)"}, {"id": "mai-20260917-0922-baseline|c107-m3|xai-small|ManageEngine Identity360", "prompt": "c107-m3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "ManageEngine Identity360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "or ManageEngine Identity360"}, {"id": "mai-20260917-0922-baseline|c107-m3|zai-small|SailPoint", "prompt": "c107-m3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "#1 by revenue; trusted by 53 % of the Fortune 500... **Maximum depth, broadest connector set, and proven compliance rigor** | SailPoint"}, {"id": "mai-20260917-0922-baseline|c107-m3|zai-small|Saviynt", "prompt": "c107-m3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unified cloud-native IGA + PAM with a single platform | Saviynt"}, {"id": "mai-20260917-0922-baseline|c107-m3|zai-small|Okta Identity Governance", "prompt": "c107-m3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Governance built into an existing Okta IAM stack | Okta Identity Governance"}, {"id": "mai-20260917-0922-baseline|c107-m3|zai-small|Iden", "prompt": "c107-m3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Iden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ultra-fine-grained access control beyond SCIM (channels, repos, projects) | Iden"}, {"id": "mai-20260917-0922-baseline|c107-m3|zai-small|One Identity", "prompt": "c107-m3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong Microsoft/AD integration + SAP governance + AI-driven automation | One Identity"}, {"id": "mai-20260917-0922-baseline|c107-m3|zai-small|Omada", "prompt": "c107-m3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Omada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Process-driven, predictable implementation and repeatable workflows | Omada"}, {"id": "mai-20260917-0922-baseline|c107-m3|zai-small|Oracle Identity Governance (OIG)", "prompt": "c107-m3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Oracle Identity Governance (OIG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Deep Oracle-ecosystem integration and compliance reporting | Oracle Identity Governance"}, {"id": "mai-20260917-0922-baseline|c107-m3|zai-small|IBM Security Verify Governance", "prompt": "c107-m3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "IBM Security Verify Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Governance tightly coupled with IBM security suite | IBM Security Verify Governance"}, {"id": "mai-20260917-0922-baseline|c107-m3|zai-small|Lumos", "prompt": "c107-m3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Fast deployment, low TCO, and minimal implementation overhead | Lumos"}, {"id": "mai-20260917-0922-baseline|c107-m4|alibaba-small|SailPoint", "prompt": "c107-m4", "model": "alibaba-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional IGA tools (like SailPoint or Saviynt) can cost hundreds of thousands of dollars annually"}, {"id": "mai-20260917-0922-baseline|c107-m4|alibaba-small|Saviynt", "prompt": "c107-m4", "model": "alibaba-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional IGA tools (like SailPoint or Saviynt) can cost hundreds of thousands of dollars annually"}, {"id": "mai-20260917-0922-baseline|c107-m4|alibaba-small|JumpCloud", "prompt": "c107-m4", "model": "alibaba-small", "cat": "identity-governance", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall Value & Simplicity: **JumpCloud** ... frequently cited as the top choice for small businesses"}, {"id": "mai-20260917-0922-baseline|c107-m4|alibaba-small|OneLogin (by One Identity)", "prompt": "c107-m4", "model": "alibaba-small", "cat": "identity-governance", "variant": "budget", "raw": "OneLogin (by One Identity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OneLogin is often flagged as the \"budget-tier\" leader"}, {"id": "mai-20260917-0922-baseline|c107-m4|alibaba-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c107-m4", "model": "alibaba-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you use Microsoft 365, you likely already have a robust version of this. It offers excellent group-based access governance."}, {"id": "mai-20260917-0922-baseline|c107-m4|alibaba-small|Google Cloud IAM / AWS IAM", "prompt": "c107-m4", "model": "alibaba-small", "cat": "identity-governance", "variant": "budget", "raw": "Google Cloud IAM / AWS IAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "excellent for governing machine identities and cloud permissions but less useful for managing human employees' on-premise or SaaS app access"}, {"id": "mai-20260917-0922-baseline|c107-m4|alibaba-small|Rippling", "prompt": "c107-m4", "model": "alibaba-small", "cat": "identity-governance", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for HR-Centric Workflows: **Rippling**"}, {"id": "mai-20260917-0922-baseline|c107-m4|anthropic-small|Keycloak", "prompt": "c107-m4", "model": "anthropic-small", "cat": "identity-governance", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Keycloak** is often the best choice if you have internal IT resources, as it's completely free and feature-rich"}, {"id": "mai-20260917-0922-baseline|c107-m4|anthropic-small|OpenIAM", "prompt": "c107-m4", "model": "anthropic-small", "cat": "identity-governance", "variant": "budget", "raw": "OpenIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "OpenIAM - Free and open-source IAM solution"}, {"id": "mai-20260917-0922-baseline|c107-m4|anthropic-small|Apache Directory", "prompt": "c107-m4", "model": "anthropic-small", "cat": "identity-governance", "variant": "budget", "raw": "Apache Directory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Apache Directory - Open-source directory server"}, {"id": "mai-20260917-0922-baseline|c107-m4|anthropic-small|Okta", "prompt": "c107-m4", "model": "anthropic-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free/affordable cloud tiers** from major providers like Okta or Auth0 might offer better value"}, {"id": "mai-20260917-0922-baseline|c107-m4|anthropic-small|Auth0", "prompt": "c107-m4", "model": "anthropic-small", "cat": "identity-governance", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "free/affordable cloud tiers** from major providers like Okta or Auth0 might offer better value"}, {"id": "mai-20260917-0922-baseline|c107-m4|anthropic-small|Azure Active Directory", "prompt": "c107-m4", "model": "anthropic-small", "cat": "identity-governance", "variant": "budget", "raw": "Azure Active Directory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Azure Active Directory (free tier) - Good if you're using Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c107-m4|anthropic-small|AWS IAM", "prompt": "c107-m4", "model": "anthropic-small", "cat": "identity-governance", "variant": "budget", "raw": "AWS IAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AWS IAM - Free with AWS account"}, {"id": "mai-20260917-0922-baseline|c107-m4|challenger-small|Microsoft Entra ID Governance", "prompt": "c107-m4", "model": "challenger-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best identity governance platform is usually **Microsoft Entra ID Governance** if your company is already standardized on Microsoft"}, {"id": "mai-20260917-0922-baseline|c107-m4|challenger-small|Iden", "prompt": "c107-m4", "model": "challenger-small", "cat": "identity-governance", "variant": "budget", "raw": "Iden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Iden** is a strong budget-friendly alternative, with reported pricing around **$5/user/month**"}, {"id": "mai-20260917-0922-baseline|c107-m4|challenger-small|AccessOwl", "prompt": "c107-m4", "model": "challenger-small", "cat": "identity-governance", "variant": "budget", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **AccessOwl** if your team is small and wants a lightweight, lower-cost rollout."}, {"id": "mai-20260917-0922-baseline|c107-m4|challenger-small|JumpCloud", "prompt": "c107-m4", "model": "challenger-small", "cat": "identity-governance", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Free tier and low entry cost, though it is more IAM-focused than full IGA"}, {"id": "mai-20260917-0922-baseline|c107-m4|challenger-small|ManageEngine AD360", "prompt": "c107-m4", "model": "challenger-small", "cat": "identity-governance", "variant": "budget", "raw": "ManageEngine AD360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Low annual starting cost in some listings, but confirm module coverage."}, {"id": "mai-20260917-0922-baseline|c107-m4|deepseek-small|Microsoft Entra ID Governance", "prompt": "c107-m4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Entra ID Governance (Best if already using Microsoft 365) ... often the most cost-effective path"}, {"id": "mai-20260917-0922-baseline|c107-m4|deepseek-small|AccessOwl", "prompt": "c107-m4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AccessOwl (Best for small/lean IT teams) ... Priced from ~$4.50/user/month"}, {"id": "mai-20260917-0922-baseline|c107-m4|deepseek-small|BetterCloud", "prompt": "c107-m4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "BetterCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BetterCloud (Best predictable flat pricing)"}, {"id": "mai-20260917-0922-baseline|c107-m4|deepseek-small|Zluri", "prompt": "c107-m4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zluri is good for SaaS management + governance in one tool"}, {"id": "mai-20260917-0922-baseline|c107-m4|deepseek-small|Iden", "prompt": "c107-m4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "Iden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Iden positions itself around ~$5/user/month for SaaS-heavy companies with lean IT"}, {"id": "mai-20260917-0922-baseline|c107-m4|deepseek-small|SailPoint", "prompt": "c107-m4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid on a Tight Budget - Legacy enterprise platforms (SailPoint, Saviynt)"}, {"id": "mai-20260917-0922-baseline|c107-m4|deepseek-small|Saviynt", "prompt": "c107-m4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid on a Tight Budget - Legacy enterprise platforms (SailPoint, Saviynt)"}, {"id": "mai-20260917-0922-baseline|c107-m4|deepseek-small|Okta Identity Governance", "prompt": "c107-m4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta Identity Governance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Okta Identity Governance: $108-$132/user/year — expensive for its feature set"}, {"id": "mai-20260917-0922-baseline|c107-m4|google-small|SailPoint", "prompt": "c107-m4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "legacy enterprise platforms like SailPoint or Saviynt are highly capable, they routinely command six-figure annual licensing fees"}, {"id": "mai-20260917-0922-baseline|c107-m4|google-small|Saviynt", "prompt": "c107-m4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "routinely command six-figure annual licensing fees and require expensive implementation consultants"}, {"id": "mai-20260917-0922-baseline|c107-m4|google-small|Evolveum midPoint", "prompt": "c107-m4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "Evolveum midPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Open-Source Platform (Zero Licensing Fees): **Evolveum midPoint** ... midPoint is the gold standard"}, {"id": "mai-20260917-0922-baseline|c107-m4|google-small|AccessOwl", "prompt": "c107-m4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for SMBs (50\\u2013500 Employees): **AccessOwl** ... is highly cost-effective"}, {"id": "mai-20260917-0922-baseline|c107-m4|google-small|SecurEnds", "prompt": "c107-m4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "SecurEnds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SecurEnds** is an excellent mid-market choice"}, {"id": "mai-20260917-0922-baseline|c107-m4|google-small|JumpCloud", "prompt": "c107-m4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "JumpCloud** is the most budget-friendly, unified platform"}, {"id": "mai-20260917-0922-baseline|c107-m4|google-small|Microsoft Entra ID Governance", "prompt": "c107-m4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Entra ID Governance requires premium suite licensing"}, {"id": "mai-20260917-0922-baseline|c107-m4|google-small|Okta Identity Governance", "prompt": "c107-m4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Okta's governance module can cost an additional $9\\u2013$11 per user, per month on top of your existing SSO fees"}, {"id": "mai-20260917-0922-baseline|c107-m4|meta-small|OneLogin (by One Identity)", "prompt": "c107-m4", "model": "meta-small", "cat": "identity-governance", "variant": "budget", "raw": "OneLogin (by One Identity)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best identity governance platform for a company with a limited budget is OneLogin (by One Identity) or Microsoft Entra ID Free tier."}, {"id": "mai-20260917-0922-baseline|c107-m4|meta-small|Microsoft Entra ID Free tier", "prompt": "c107-m4", "model": "meta-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Free tier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Microsoft Entra ID Free tier is acceptable if you already have M365"}, {"id": "mai-20260917-0922-baseline|c107-m4|minimax-small|Iden", "prompt": "c107-m4", "model": "minimax-small", "cat": "identity-governance", "variant": "budget", "raw": "Iden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Budget-Friendly Recommendation: **Iden**"}, {"id": "mai-20260917-0922-baseline|c107-m4|minimax-small|SailPoint", "prompt": "c107-m4", "model": "minimax-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid legacy enterprise tools (SailPoint, Oracle) as they require heavy implementation costs and dedicated admins"}, {"id": "mai-20260917-0922-baseline|c107-m4|minimax-small|JumpCloud", "prompt": "c107-m4", "model": "minimax-small", "cat": "identity-governance", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need device management too, **JumpCloud** might be better"}, {"id": "mai-20260917-0922-baseline|c107-m4|minimax-small|Google Cloud IAM / AWS IAM", "prompt": "c107-m4", "model": "minimax-small", "cat": "identity-governance", "variant": "budget", "raw": "Google Cloud IAM / AWS IAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free if you're already in those ecosystems, but limited to their specific platforms."}, {"id": "mai-20260917-0922-baseline|c107-m4|minimax-small|Okta", "prompt": "c107-m4", "model": "minimax-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Okta** (with caution) - Base SSO is affordable ... but governance add-ons quickly increase costs"}, {"id": "mai-20260917-0922-baseline|c107-m4|minimax-small|Oracle", "prompt": "c107-m4", "model": "minimax-small", "cat": "identity-governance", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid legacy enterprise tools (SailPoint, Oracle)"}, {"id": "mai-20260917-0922-baseline|c107-m4|mistral-small|JumpCloud", "prompt": "c107-m4", "model": "mistral-small", "cat": "identity-governance", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JumpCloud** is likely your best bet due to its free tier and all-in-one approach"}, {"id": "mai-20260917-0922-baseline|c107-m4|mistral-small|Evolveum midPoint", "prompt": "c107-m4", "model": "mistral-small", "cat": "identity-governance", "variant": "budget", "raw": "Evolveum midPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer open source, consider **midPoint, Apache Syncope, or OpenIAM**"}, {"id": "mai-20260917-0922-baseline|c107-m4|mistral-small|Apache Syncope", "prompt": "c107-m4", "model": "mistral-small", "cat": "identity-governance", "variant": "budget", "raw": "Apache Syncope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **midPoint, Apache Syncope, or OpenIAM** for robust identity governance"}, {"id": "mai-20260917-0922-baseline|c107-m4|mistral-small|OpenIAM", "prompt": "c107-m4", "model": "mistral-small", "cat": "identity-governance", "variant": "budget", "raw": "OpenIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **midPoint, Apache Syncope, or OpenIAM** for robust identity governance without licensing costs"}, {"id": "mai-20260917-0922-baseline|c107-m4|mistral-small|Soffid", "prompt": "c107-m4", "model": "mistral-small", "cat": "identity-governance", "variant": "budget", "raw": "Soffid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top open-source Identity Governance and Administration (IGA) tools suitable for smaller budgets"}, {"id": "mai-20260917-0922-baseline|c107-m4|mistral-small|Grouper", "prompt": "c107-m4", "model": "mistral-small", "cat": "identity-governance", "variant": "budget", "raw": "Grouper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "top open-source Identity Governance and Administration (IGA) tools suitable for smaller budgets"}, {"id": "mai-20260917-0922-baseline|c107-m4|mistral-small|SuperTokens", "prompt": "c107-m4", "model": "mistral-small", "cat": "identity-governance", "variant": "budget", "raw": "SuperTokens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SuperTokens** is also recommended for startups and smaller projects due to its simplicity, security, and adaptability"}, {"id": "mai-20260917-0922-baseline|c107-m4|moonshot-small|Evolveum midPoint", "prompt": "c107-m4", "model": "moonshot-small", "cat": "identity-governance", "variant": "budget", "raw": "Evolveum midPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Free/Open-Source Option: **Evolveum midPoint** ... consistently regarded as the most capable open-source IGA platform available"}, {"id": "mai-20260917-0922-baseline|c107-m4|moonshot-small|Apache Syncope", "prompt": "c107-m4", "model": "moonshot-small", "cat": "identity-governance", "variant": "budget", "raw": "Apache Syncope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Apache Syncope is another viable option, though sources note it is less refined than midPoint"}, {"id": "mai-20260917-0922-baseline|c107-m4|moonshot-small|AccessOwl", "prompt": "c107-m4", "model": "moonshot-small", "cat": "identity-governance", "variant": "budget", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Low-Cost Commercial Options ... **AccessOwl** - Best for: Small IT teams (1–5 people)"}, {"id": "mai-20260917-0922-baseline|c107-m4|moonshot-small|Iden", "prompt": "c107-m4", "model": "moonshot-small", "cat": "identity-governance", "variant": "budget", "raw": "Iden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Lean, SaaS-heavy organizations with 50–2,000 users"}, {"id": "mai-20260917-0922-baseline|c107-m4|moonshot-small|Microsoft Entra ID Governance", "prompt": "c107-m4", "model": "moonshot-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often the lowest *total cost of ownership* if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c107-m4|openai-small|Microsoft Entra ID Governance", "prompt": "c107-m4", "model": "openai-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best identity governance platform is usually **Microsoft Entra ID Governance**"}, {"id": "mai-20260917-0922-baseline|c107-m4|openai-small|Microsoft Entra ID P1", "prompt": "c107-m4", "model": "openai-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID P1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "can make it the cheapest practical route if you already pay for that bundle"}, {"id": "mai-20260917-0922-baseline|c107-m4|openai-small|Okta", "prompt": "c107-m4", "model": "openai-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong alternative, but its pricing is typically higher for governance"}, {"id": "mai-20260917-0922-baseline|c107-m4|openai-small|SailPoint", "prompt": "c107-m4", "model": "openai-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually not the cheapest for governance:** Okta, SailPoint-class enterprise tools"}, {"id": "mai-20260917-0922-baseline|c107-m4|xai-small|Microsoft Entra ID Governance", "prompt": "c107-m4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick if You're in the Microsoft Ecosystem ... often the lowest TCO"}, {"id": "mai-20260917-0922-baseline|c107-m4|xai-small|tenfold", "prompt": "c107-m4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "tenfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Low-Cost SaaS for SMBs ... among the cheapest full IGA"}, {"id": "mai-20260917-0922-baseline|c107-m4|xai-small|Tools4ever HelloID", "prompt": "c107-m4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "Tools4ever HelloID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Affordable Standardized Option ... cost-effective for standardized needs"}, {"id": "mai-20260917-0922-baseline|c107-m4|xai-small|Evolveum midPoint", "prompt": "c107-m4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "Evolveum midPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free/Open-Source Option ... Completely free (Apache license)"}, {"id": "mai-20260917-0922-baseline|c107-m4|xai-small|Iden", "prompt": "c107-m4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "Iden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "~$5/user/month | SaaS-heavy SMBs (50-2k users) | AI-native, universal connectors"}, {"id": "mai-20260917-0922-baseline|c107-m4|xai-small|JumpCloud", "prompt": "c107-m4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "good for remote/hybrid SMBs, but lighter on deep IGA"}, {"id": "mai-20260917-0922-baseline|c107-m4|xai-small|Okta Identity Governance", "prompt": "c107-m4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Modular, but totals higher with base licensing"}, {"id": "mai-20260917-0922-baseline|c107-m4|xai-small|SailPoint", "prompt": "c107-m4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "powerful but typically custom-priced ($50k+/year median), suiting larger budgets—not ideal here"}, {"id": "mai-20260917-0922-baseline|c107-m4|xai-small|Saviynt", "prompt": "c107-m4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "powerful but typically custom-priced ($50k+/year median), suiting larger budgets—not ideal here"}, {"id": "mai-20260917-0922-baseline|c107-m4|zai-small|Microsoft Entra ID Governance", "prompt": "c107-m4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Entra ID Governance is usually the cheapest path because you reuse existing subscriptions"}, {"id": "mai-20260917-0922-baseline|c107-m4|zai-small|Evolveum midPoint", "prompt": "c107-m4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "Evolveum midPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "midPoint (open-source) is the strongest option, though it requires ongoing maintenance"}, {"id": "mai-20260917-0922-baseline|c107-m4|zai-small|Keycloak", "prompt": "c107-m4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a lightweight open-source tool (**Keycloak**, **Authentik**, **Authelia**) ... will keep costs under $50/month"}, {"id": "mai-20260917-0922-baseline|c107-m4|zai-small|Authentik", "prompt": "c107-m4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "Authentik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "newer, policy-focused IAM that supports OIDC/SAML"}, {"id": "mai-20260917-0922-baseline|c107-m4|zai-small|Authelia", "prompt": "c107-m4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "Authelia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ultra-lightweight (≈20 MB) authentication/authorization server"}, {"id": "mai-20260917-0922-baseline|c107-m4|zai-small|SSOJet", "prompt": "c107-m4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "SSOJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SSOJet offers a flat $49/month with unlimited monthly active users"}, {"id": "mai-20260917-0922-baseline|c107-m4|zai-small|Okta Workforce Identity", "prompt": "c107-m4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "though the governance modules are lighter than dedicated IGA suites"}, {"id": "mai-20260917-0922-baseline|c107-m4|zai-small|Cisco Duo", "prompt": "c107-m4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Light governance (policy enforcement)"}, {"id": "mai-20260917-0922-baseline|c107-m4|zai-small|Auth0", "prompt": "c107-m4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Limited governance (rules, scripts)"}, {"id": "mai-20260917-0922-baseline|c107-m4|zai-small|Ping Identity", "prompt": "c107-m4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Custom quote (usually >$10 /user/month)"}, {"id": "mai-20260917-0922-baseline|c107-m4|zai-small|SailPoint", "prompt": "c107-m4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "well under the $100,000–$500,000+ annual contracts typical of enterprise IGA vendors like SailPoint, Saviynt, or One Identity"}, {"id": "mai-20260917-0922-baseline|c107-m4|zai-small|Saviynt", "prompt": "c107-m4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "$100,000–$500,000+ annual contracts typical of enterprise IGA vendors"}, {"id": "mai-20260917-0922-baseline|c107-m4|zai-small|One Identity", "prompt": "c107-m4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "$100,000–$500,000+ annual contracts typical of enterprise IGA vendors"}, {"id": "mai-20260917-0922-baseline|c107-m5|alibaba-small|SailPoint", "prompt": "c107-m5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too small to justify the high cost and implementation time of legacy enterprise giants like SailPoint"}, {"id": "mai-20260917-0922-baseline|c107-m5|deepseek-small|Lumos", "prompt": "c107-m5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "modern, SaaS-first options like **Lumos, Zluri, Linx, Opal Security, and Iden** (AI-native, universal connectors, ~$5/user/month, built for your segment)"}, {"id": "mai-20260917-0922-baseline|c107-m5|deepseek-small|Zluri", "prompt": "c107-m5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Zluri", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "modern, SaaS-first options like **Lumos, Zluri, Linx, Opal Security, and Iden** ... built for your segment"}, {"id": "mai-20260917-0922-baseline|c107-m5|deepseek-small|Linx", "prompt": "c107-m5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Linx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "modern, SaaS-first options like **Lumos, Zluri, Linx, Opal Security, and Iden**"}, {"id": "mai-20260917-0922-baseline|c107-m5|deepseek-small|Opal Security", "prompt": "c107-m5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Opal Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "modern, SaaS-first options like **Lumos, Zluri, Linx, Opal Security, and Iden**"}, {"id": "mai-20260917-0922-baseline|c107-m5|deepseek-small|Iden", "prompt": "c107-m5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Iden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "modern, SaaS-first options like **Lumos, Zluri, Linx, Opal Security, and Iden** (AI-native, universal connectors"}, {"id": "mai-20260917-0922-baseline|c107-m5|deepseek-small|Microsoft Entra ID Governance", "prompt": "c107-m5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**All-in on Microsoft 365/Azure:** **Microsoft Entra ID Governance** (great if you're Microsoft-centric)"}, {"id": "mai-20260917-0922-baseline|c107-m5|deepseek-small|SailPoint Identity Security Cloud", "prompt": "c107-m5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint Identity Security Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**SailPoint Identity Security Cloud** or **Saviynt Enterprise Identity Cloud** (probably more than you need at 500)"}, {"id": "mai-20260917-0922-baseline|c107-m5|deepseek-small|Saviynt Enterprise Identity Cloud", "prompt": "c107-m5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt Enterprise Identity Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "(probably more than you need at 500)"}, {"id": "mai-20260917-0922-baseline|c107-m5|google-small|SailPoint IdentityIQ", "prompt": "c107-m5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the most common pitfall is falling into sales cycles with heavy legacy enterprise platforms (like SailPoint IdentityIQ, Saviynt, or One Identity)"}, {"id": "mai-20260917-0922-baseline|c107-m5|google-small|Saviynt", "prompt": "c107-m5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "heavy legacy enterprise platforms (like SailPoint IdentityIQ, Saviynt, or One Identity)"}, {"id": "mai-20260917-0922-baseline|c107-m5|google-small|One Identity", "prompt": "c107-m5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "One Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "heavy legacy enterprise platforms (like SailPoint IdentityIQ, Saviynt, or One Identity)"}, {"id": "mai-20260917-0922-baseline|c107-m5|google-small|Okta Identity Governance (OIG)", "prompt": "c107-m5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are an Okta shop, OIG is an easy add-on."}, {"id": "mai-20260917-0922-baseline|c107-m5|google-small|Microsoft Entra ID Governance", "prompt": "c107-m5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "offers strong lifecycle workflows, but requires specific Entra licensing tiers"}, {"id": "mai-20260917-0922-baseline|c107-m5|google-small|ConductorOne (C1)", "prompt": "c107-m5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "ConductorOne (C1)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "A standout for mid-market cloud-first organizations."}, {"id": "mai-20260917-0922-baseline|c107-m5|google-small|Lumos", "prompt": "c107-m5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Extremely popular in the 200–1,000 employee space."}, {"id": "mai-20260917-0922-baseline|c107-m5|google-small|Zluri", "prompt": "c107-m5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Unique because it merges SaaS Management ... with robust Identity Governance"}, {"id": "mai-20260917-0922-baseline|c107-m5|google-small|Zilla Security", "prompt": "c107-m5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "Zilla Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Known for its rapid, agentless approach to access reviews."}, {"id": "mai-20260917-0922-baseline|c107-m5|mistral-small|SailPoint", "prompt": "c107-m5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong IGA, role management, compliance reporting | Mid-large enterprises, complex orgs"}, {"id": "mai-20260917-0922-baseline|c107-m5|mistral-small|Okta Identity Governance", "prompt": "c107-m5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tight Okta integration, user-friendly, cloud-native | Okta customers, mid-market"}, {"id": "mai-20260917-0922-baseline|c107-m5|mistral-small|Microsoft Entra ID Governance", "prompt": "c107-m5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Deep Azure AD integration, cost-effective | Microsoft stack, budget-conscious"}, {"id": "mai-20260917-0922-baseline|c107-m5|mistral-small|Ping Identity", "prompt": "c107-m5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flexible, strong API, good for hybrid environments"}, {"id": "mai-20260917-0922-baseline|c107-m5|mistral-small|ForgeRock", "prompt": "c107-m5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "ForgeRock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open banking/compliance focus, scalable | Highly regulated industries"}, {"id": "mai-20260917-0922-baseline|c107-m5|mistral-small|IBM Security Verify", "prompt": "c107-m5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong GRC integration, enterprise-grade | Large, complex environments"}, {"id": "mai-20260917-0922-baseline|c107-m5|mistral-small|Omada", "prompt": "c107-m5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "Omada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong role management, European market focus"}, {"id": "mai-20260917-0922-baseline|c107-m5|moonshot-small|Lumos", "prompt": "c107-m5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lumos, ConductorOne, Zilla Security** — purpose-built for mid-market SaaS environments"}, {"id": "mai-20260917-0922-baseline|c107-m5|moonshot-small|ConductorOne", "prompt": "c107-m5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "ConductorOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Lumos, ConductorOne, Zilla Security** — purpose-built for mid-market SaaS environments"}, {"id": "mai-20260917-0922-baseline|c107-m5|moonshot-small|Zilla Security", "prompt": "c107-m5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "Zilla Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Lumos, ConductorOne, Zilla Security** — purpose-built for mid-market SaaS environments"}, {"id": "mai-20260917-0922-baseline|c107-m5|moonshot-small|SailPoint", "prompt": "c107-m5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Likely too complex/expensive:** SailPoint, Saviynt, CyberArk"}, {"id": "mai-20260917-0922-baseline|c107-m5|moonshot-small|Saviynt", "prompt": "c107-m5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Likely too complex/expensive:** SailPoint, Saviynt, CyberArk"}, {"id": "mai-20260917-0922-baseline|c107-m5|moonshot-small|Okta Identity Governance", "prompt": "c107-m5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Okta Identity Governance** — if already using Okta for SSO"}, {"id": "mai-20260917-0922-baseline|c107-m5|moonshot-small|Microsoft Entra ID Governance", "prompt": "c107-m5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Microsoft Entra ID Governance** — if heavily Microsoft-dependent"}, {"id": "mai-20260917-0922-baseline|c107-m5|moonshot-small|CyberArk", "prompt": "c107-m5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Likely too complex/expensive:** SailPoint, Saviynt, CyberArk (unless you have complex compliance requirements)"}, {"id": "mai-20260917-0922-baseline|c107-m5|xai-small|SailPoint", "prompt": "c107-m5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors: SailPoint, Saviynt, Okta Identity Governance, Microsoft Entra ID Governance, One Identity, Omada, ForgeRock (Ping)"}, {"id": "mai-20260917-0922-baseline|c107-m5|xai-small|Saviynt", "prompt": "c107-m5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist Vendors: SailPoint, Saviynt, Okta Identity Governance..."}, {"id": "mai-20260917-0922-baseline|c107-m5|xai-small|Okta Identity Governance", "prompt": "c107-m5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist Vendors: SailPoint, Saviynt, Okta Identity Governance, Microsoft Entra ID Governance"}, {"id": "mai-20260917-0922-baseline|c107-m5|xai-small|Microsoft Entra ID Governance", "prompt": "c107-m5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft if Entra-centric"}, {"id": "mai-20260917-0922-baseline|c107-m5|xai-small|One Identity", "prompt": "c107-m5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "One Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "One Identity, Omada, ForgeRock (Ping)"}, {"id": "mai-20260917-0922-baseline|c107-m5|xai-small|Omada", "prompt": "c107-m5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "Omada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "One Identity, Omada, ForgeRock (Ping)"}, {"id": "mai-20260917-0922-baseline|c107-m5|xai-small|ForgeRock (Ping)", "prompt": "c107-m5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "ForgeRock (Ping)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "One Identity, Omada, ForgeRock (Ping)"}, {"id": "mai-20260917-0922-baseline|c107-m5|xai-small|Lumos", "prompt": "c107-m5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Mid-market picks: Lumos or CyberArk for SaaS-heavy"}, {"id": "mai-20260917-0922-baseline|c107-m5|xai-small|CyberArk", "prompt": "c107-m5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Mid-market picks: Lumos or CyberArk for SaaS-heavy"}, {"id": "mai-20260917-0922-baseline|c107-m5|zai-small|Ping Identity Governance", "prompt": "c107-m5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "Ping Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloud‑native, strong performance, enterprise‑grade features"}, {"id": "mai-20260917-0922-baseline|c107-m5|zai-small|Okta Governance", "prompt": "c107-m5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deep integration with Okta IdP, broad SaaS connector ecosystem"}, {"id": "mai-20260917-0922-baseline|c107-m5|zai-small|Saviynt", "prompt": "c107-m5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Modern IGA platform, strong automation and risk analytics"}, {"id": "mai-20260917-0922-baseline|c107-m5|zai-small|Microsoft Entra ID Governance", "prompt": "c107-m5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Native integration with Microsoft 365, good for Microsoft‑centric environments"}, {"id": "mai-20260917-0922-baseline|c107-m5|zai-small|SailPoint Identity Security", "prompt": "c107-m5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint Identity Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Market leader, comprehensive features, strong compliance capabilities"}, {"id": "mai-20260917-0922-baseline|c107-m6|alibaba-small|SailPoint", "prompt": "c107-m6", "model": "alibaba-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SailPoint (Industry Leader - High Complexity) ... users frequently warn about significant friction points"}, {"id": "mai-20260917-0922-baseline|c107-m6|alibaba-small|Okta Identity Governance (OIG)", "prompt": "c107-m6", "model": "alibaba-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "independent reviews warn that it has hard limits for mature governance requirements"}, {"id": "mai-20260917-0922-baseline|c107-m6|alibaba-small|Microsoft Entra ID (Access Reviews)", "prompt": "c107-m6", "model": "alibaba-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra ID (Access Reviews)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Great for Starters, Not for Enterprise IGA ... they often hit a wall quickly"}, {"id": "mai-20260917-0922-baseline|c107-m6|challenger-small|SailPoint", "prompt": "c107-m6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "very strong for large, regulated enterprises, but several sources say its implementation complexity and cost can exceed what mid-market teams need"}, {"id": "mai-20260917-0922-baseline|c107-m6|challenger-small|Saviynt", "prompt": "c107-m6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it can be overkill if you do not need advanced SoD and legacy-system coverage"}, {"id": "mai-20260917-0922-baseline|c107-m6|challenger-small|Oracle Identity", "prompt": "c107-m6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "falls into the legacy, enterprise-stack category, so it is best treated cautiously if you want a modern, lightweight rollout"}, {"id": "mai-20260917-0922-baseline|c107-m6|challenger-small|One Identity Manager", "prompt": "c107-m6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "One Identity Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "a stronger fit for core on-prem systems, so be cautious if your environment is mostly cloud"}, {"id": "mai-20260917-0922-baseline|c107-m6|challenger-small|Okta Identity Governance", "prompt": "c107-m6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the sources note gaps in deep entitlement visibility, on-prem connectivity, and customization compared with dedicated IGA platforms"}, {"id": "mai-20260917-0922-baseline|c107-m6|challenger-small|Microsoft Entra Identity Governance", "prompt": "c107-m6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be cautious with **Entra/Okta governance** if you need **full IGA depth**"}, {"id": "mai-20260917-0922-baseline|c107-m6|challenger-small|Securden", "prompt": "c107-m6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "Securden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "unverified for very large identity counts ... should be treated carefully if you need proven scale beyond 10,000 identities"}, {"id": "mai-20260917-0922-baseline|c107-m6|challenger-small|ARCON Converged Identity", "prompt": "c107-m6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "ARCON Converged Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "unverified for very large identity counts ... treated carefully if you need proven scale beyond 10,000 identities"}, {"id": "mai-20260917-0922-baseline|c107-m6|challenger-small|ARCON Security Compliance Management", "prompt": "c107-m6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "ARCON Security Compliance Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "unverified for very large identity counts ... treated carefully if you need proven scale beyond 10,000 identities"}, {"id": "mai-20260917-0922-baseline|c107-m6|deepseek-small|Saviynt", "prompt": "c107-m6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be very cautious with **Saviynt** unless you have a rockstar IAM engineer on staff."}, {"id": "mai-20260917-0922-baseline|c107-m6|deepseek-small|Oracle Identity Governance", "prompt": "c107-m6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle Identity Governance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid **Oracle IGA** if you're cloud-native."}, {"id": "mai-20260917-0922-baseline|c107-m6|deepseek-small|SailPoint (IdentityIQ/IdentityNow)", "prompt": "c107-m6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint (IdentityIQ/IdentityNow)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Proceed with Eyes Open... SailPoint may be overkill and you'll struggle to maintain it."}, {"id": "mai-20260917-0922-baseline|c107-m6|deepseek-small|IBM Security Identity Governance", "prompt": "c107-m6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "IBM Security Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The \"Legacy\" Tier – Old Guard with Modernization Risks"}, {"id": "mai-20260917-0922-baseline|c107-m6|deepseek-small|CA/CA Identity Governance", "prompt": "c107-m6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "CA/CA Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**CA/CA Identity Governance** (legacy)... Why be cautious?"}, {"id": "mai-20260917-0922-baseline|c107-m6|deepseek-small|Hitachi ID Systems", "prompt": "c107-m6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "Hitachi ID Systems", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Hitachi ID Systems** (now part of a bigger portfolio)... Why be cautious?"}, {"id": "mai-20260917-0922-baseline|c107-m6|google-small|Oracle Identity Governance (OIG/OIM)", "prompt": "c107-m6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle Identity Governance (OIG/OIM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** **Avoid** if you are building a modern, cloud-first, or hybrid security stack."}, {"id": "mai-20260917-0922-baseline|c107-m6|google-small|IBM Security Verify Governance", "prompt": "c107-m6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "IBM Security Verify Governance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict:** **Avoid** if you are building a modern, cloud-first, or hybrid security stack."}, {"id": "mai-20260917-0922-baseline|c107-m6|google-small|Broadcom / Symantec Identity Suite", "prompt": "c107-m6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "Broadcom / Symantec Identity Suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms acquired by conglomerates (such as the Symantec/CA suite under Broadcom) are often treated as \"cash cow\" products."}, {"id": "mai-20260917-0922-baseline|c107-m6|google-small|SailPoint IdentityIQ (IIQ)", "prompt": "c107-m6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint IdentityIQ (IIQ)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Verdict:** **Be cautious** if you are a mid-market company or have a lean IT/security team."}, {"id": "mai-20260917-0922-baseline|c107-m6|google-small|Saviynt Enterprise Identity Cloud (EIC)", "prompt": "c107-m6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt Enterprise Identity Cloud (EIC)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SailPoint and Saviynt can quickly turn into expensive \"shelfware\""}, {"id": "mai-20260917-0922-baseline|c107-m6|google-small|Okta Identity Governance (OIG)", "prompt": "c107-m6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Avoid** if you are a massive, highly regulated enterprise... However, they are highly recommended if you are a cloud-first, mid-sized business"}, {"id": "mai-20260917-0922-baseline|c107-m6|google-small|Microsoft Entra ID Governance", "prompt": "c107-m6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Avoid** if you are a massive, highly regulated enterprise with strict audit requirements... However, they are highly recommended if you are a cloud-first, mid-sized business"}, {"id": "mai-20260917-0922-baseline|c107-m6|meta-small|Saviynt", "prompt": "c107-m6", "model": "meta-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "reviews and comparisons of various identity governance and administration platforms, such as Saviynt, SailPoint, OneIdentity, Okta Identity Governance, and Microsoft Entra ID Governance"}, {"id": "mai-20260917-0922-baseline|c107-m6|meta-small|SailPoint", "prompt": "c107-m6", "model": "meta-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Saviynt, SailPoint, OneIdentity, Okta Identity Governance, and Microsoft Entra ID Governance"}, {"id": "mai-20260917-0922-baseline|c107-m6|meta-small|OneIdentity", "prompt": "c107-m6", "model": "meta-small", "cat": "identity-governance", "variant": "negative", "raw": "OneIdentity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Saviynt, SailPoint, OneIdentity, Okta Identity Governance, and Microsoft Entra ID Governance"}, {"id": "mai-20260917-0922-baseline|c107-m6|meta-small|Okta Identity Governance", "prompt": "c107-m6", "model": "meta-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Saviynt, SailPoint, OneIdentity, Okta Identity Governance, and Microsoft Entra ID Governance"}, {"id": "mai-20260917-0922-baseline|c107-m6|meta-small|Microsoft Entra ID Governance", "prompt": "c107-m6", "model": "meta-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as Saviynt, SailPoint, OneIdentity, Okta Identity Governance, and Microsoft Entra ID Governance"}, {"id": "mai-20260917-0922-baseline|c107-m6|mistral-small|Ping Identity", "prompt": "c107-m6", "model": "mistral-small", "cat": "identity-governance", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Customers have reported issues with high costs, scaling problems, poor user experience, and complexity. There is evidence of migration away from Ping Identity"}, {"id": "mai-20260917-0922-baseline|c107-m6|mistral-small|SailPoint", "prompt": "c107-m6", "model": "mistral-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it is criticized for not handling modern challenges such as shadow SaaS discovery, service account governance, API keys, and AI agents"}, {"id": "mai-20260917-0922-baseline|c107-m6|moonshot-small|SailPoint (IdentityNow / IdentityIQ)", "prompt": "c107-m6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint (IdentityNow / IdentityIQ)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Steep cost and complexity: Expensive with a steep learning curve; administrators often need weeks of training"}, {"id": "mai-20260917-0922-baseline|c107-m6|moonshot-small|Okta Identity Governance (OIG)", "prompt": "c107-m6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Best viewed as an **access management add-on**, not a full IGA suite"}, {"id": "mai-20260917-0922-baseline|c107-m6|moonshot-small|Microsoft Entra ID Governance", "prompt": "c107-m6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious if you have a **heterogeneous environment**"}, {"id": "mai-20260917-0922-baseline|c107-m6|moonshot-small|CyberArk", "prompt": "c107-m6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CyberArk and others have noted a pattern of **identity provider vendors**"}, {"id": "mai-20260917-0922-baseline|c107-m6|openai-small|Oracle Identity Governance", "prompt": "c107-m6", "model": "openai-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Oracle Identity Governance: powerful, mature, but often operationally heavy."}, {"id": "mai-20260917-0922-baseline|c107-m6|openai-small|Microsoft Entra ID Governance", "prompt": "c107-m6", "model": "openai-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "good if you're already in Microsoft, but watch licensing and reporting gaps"}, {"id": "mai-20260917-0922-baseline|c107-m6|openai-small|Saviynt", "prompt": "c107-m6", "model": "openai-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong enterprise capabilities, but configuration complexity can be a real issue"}, {"id": "mai-20260917-0922-baseline|c107-m6|xai-small|SailPoint", "prompt": "c107-m6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Slow support, steep learning curve, expensive (cloud rules/impl), missing features, long impl (12+ mo)."}, {"id": "mai-20260917-0922-baseline|c107-m6|xai-small|Saviynt", "prompt": "c107-m6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Confusing UI/forms, long downtimes (e.g., DB updates), sales/support issues, user exodus reports. Reddit: \"Steer clear if possible.\""}, {"id": "mai-20260917-0922-baseline|c107-m6|xai-small|Okta", "prompt": "c107-m6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Pricing opacity**: Headline costs balloon with add-ons, scaling, or pro services (Ping Identity, Okta, ConductorOne)."}, {"id": "mai-20260917-0922-baseline|c107-m6|xai-small|Ping Identity", "prompt": "c107-m6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High TCO (PS/renewals), setup complexity, scaling/UX/cost driving migrations."}, {"id": "mai-20260917-0922-baseline|c107-m6|xai-small|IBM", "prompt": "c107-m6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Forrester Waves name SailPoint, Saviynt, and IBM as leaders"}, {"id": "mai-20260917-0922-baseline|c107-m6|xai-small|ConductorOne", "prompt": "c107-m6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "ConductorOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Outages at scale, hidden costs (CEL queries/add-ons), gaps in non-human ID/security posture."}, {"id": "mai-20260917-0922-baseline|c107-m6|xai-small|One Identity (incl. OneLogin)", "prompt": "c107-m6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "One Identity (incl. OneLogin)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Legacy integration bugs (e.g., OpenLDAP), AD mgmt called \"worst\" in spots."}, {"id": "mai-20260917-0922-baseline|c107-m6|xai-small|Omada", "prompt": "c107-m6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "Omada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-market quick wins? Newer like Omada or alternatives."}, {"id": "mai-20260917-0922-baseline|c107-m6|zai-small|Symantec/CA Identity Portal 14.4", "prompt": "c107-m6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "Symantec/CA Identity Portal 14.4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Symantec/CA Identity Portal 14.4** – CVE‑2023‑23957 (Medium, CVSS 6.1)"}, {"id": "mai-20260917-0922-baseline|c107-m6|zai-small|CA Identity Management & Governance 14.4", "prompt": "c107-m6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "CA Identity Management & Governance 14.4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "CVE‑2022‑25626 (auth bypass), CVE‑2022‑25627 (RCE), CVE‑2022‑25628 (XXE)"}, {"id": "mai-20260917-0922-baseline|c107-m6|zai-small|IBM Security Identity Governance & Intelligence (IGI)", "prompt": "c107-m6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "IBM Security Identity Governance & Intelligence (IGI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**IBM Security Identity Governance & Intelligence (IGI)** – CVE‑2019‑3863 (libssh2 integer overflow)"}, {"id": "mai-20260917-0922-baseline|c107-m6|zai-small|Microsoft Identity Manager (MIM)", "prompt": "c107-m6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Identity Manager (MIM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "mainstream support ended 2021; extended support ends 2029"}, {"id": "mai-20260917-0922-baseline|c107-m6|zai-small|SAP IDM", "prompt": "c107-m6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "SAP IDM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Legacy, script‑heavy; migration required to modern cloud‑first IGA"}, {"id": "mai-20260917-0922-baseline|c107-m6|zai-small|SailPoint IdentityIQ", "prompt": "c107-m6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Mature, feature‑rich, but requires specialist maintenance."}, {"id": "mai-20260917-0922-baseline|c107-m6|zai-small|Okta Identity Governance (OIG)", "prompt": "c107-m6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Setup complexity and reliance on existing Okta ecosystem."}, {"id": "mai-20260917-0922-baseline|c107-m6|zai-small|Web Designer / legacy ASP.NET IGA", "prompt": "c107-m6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "Web Designer / legacy ASP.NET IGA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Legacy architecture (ASP.NET) causing performance issues"}, {"id": "mai-20260917-0922-baseline|c107-m6|zai-small|Saviynt Identity Governance & Administration", "prompt": "c107-m6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt Identity Governance & Administration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Strong cloud‑first coverage and modern UX."}, {"id": "mai-20260917-0922-baseline|c107-m6|zai-small|Microsoft Entra ID Governance", "prompt": "c107-m6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Ideal for hybrid AD/M365 environments."}, {"id": "mai-20260917-0922-baseline|c107-m6|zai-small|ConductorOne", "prompt": "c107-m6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "ConductorOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Modern, cloud‑first, strong just‑in‑time access controls."}, {"id": "mai-20260917-0922-baseline|c107-m6|zai-small|Zluri", "prompt": "c107-m6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "SaaS‑focused governance with strong discovery capabilities."}, {"id": "mai-20260917-0922-baseline|c107-s1|alibaba-small|Rippling", "prompt": "c107-s1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you don't already have a specialized HRIS or IAM stack, Rippling is the strongest contender for a small company."}, {"id": "mai-20260917-0922-baseline|c107-s1|alibaba-small|SailPoint", "prompt": "c107-s1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "isn't ready for an enterprise suite (like SailPoint)"}, {"id": "mai-20260917-0922-baseline|c107-s1|alibaba-small|Zluri", "prompt": "c107-s1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "Zluri", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Zluri is the top choice for SaaS Governance... Start buying **Zluri** or **BetterCloud**"}, {"id": "mai-20260917-0922-baseline|c107-s1|alibaba-small|BetterCloud", "prompt": "c107-s1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "BetterCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start buying **Zluri** or **BetterCloud** once you hit ~100 employees"}, {"id": "mai-20260917-0922-baseline|c107-s1|alibaba-small|Microsoft Entra ID", "prompt": "c107-s1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "great for *authentication* (logging in) but terrible for *governance*... usually requires a third-party tool (like Zluri) sitting on top of it"}, {"id": "mai-20260917-0922-baseline|c107-s1|alibaba-small|Tremore", "prompt": "c107-s1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "Tremore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tools like Tremore allow you to provision a user once, and they get access to a specific tenant/database instantly"}, {"id": "mai-20260917-0922-baseline|c107-s1|alibaba-small|Okta B2B", "prompt": "c107-s1", "model": "alibaba-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta B2B", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Platform: Tremore **(or standard Okta B2B)"}, {"id": "mai-20260917-0922-baseline|c107-s1|anthropic-small|Microsoft Entra ID", "prompt": "c107-s1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Entra ID** if you're in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c107-s1|anthropic-small|SailPoint", "prompt": "c107-s1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SailPoint and Saviynt are powerful, but they are engineered for large, complex environments and typically require specialist configuration and long implementation projects"}, {"id": "mai-20260917-0922-baseline|c107-s1|anthropic-small|Saviynt", "prompt": "c107-s1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SailPoint and Saviynt are powerful, but they are engineered for large, complex environments"}, {"id": "mai-20260917-0922-baseline|c107-s1|anthropic-small|One Identity", "prompt": "c107-s1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "One Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "most frequently shortlisted IGA tools in 2026 include SailPoint, Saviynt, One Identity and Okta Identity Governance"}, {"id": "mai-20260917-0922-baseline|c107-s1|anthropic-small|Okta Identity Governance", "prompt": "c107-s1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Okta** for broader flexibility across systems"}, {"id": "mai-20260917-0922-baseline|c107-s1|anthropic-small|Lumos", "prompt": "c107-s1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Newer SaaS-native solutions** (Lumos, Torii, Corma) if you want platforms built from the start for smaller organizations"}, {"id": "mai-20260917-0922-baseline|c107-s1|anthropic-small|Torii", "prompt": "c107-s1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "Torii", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Newer SaaS-native solutions** (Lumos, Torii, Corma)"}, {"id": "mai-20260917-0922-baseline|c107-s1|anthropic-small|Corma", "prompt": "c107-s1", "model": "anthropic-small", "cat": "identity-governance", "variant": "direct", "raw": "Corma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Newer SaaS-native solutions** (Lumos, Torii, Corma)"}, {"id": "mai-20260917-0922-baseline|c107-s1|challenger-small|Iden", "prompt": "c107-s1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "Iden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Iden** looks like the strongest fit if your company is lean and SaaS-heavy"}, {"id": "mai-20260917-0922-baseline|c107-s1|challenger-small|Okta Identity Governance", "prompt": "c107-s1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the safer mainstream choice if you already use Okta and want broader vendor maturity"}, {"id": "mai-20260917-0922-baseline|c107-s1|challenger-small|Corma", "prompt": "c107-s1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "Corma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Positioned for 50\\u2013500 employees and combines SaaS management with IGA."}, {"id": "mai-20260917-0922-baseline|c107-s1|challenger-small|Lumos", "prompt": "c107-s1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Commonly shortlisted for SaaS-first and mid-market teams."}, {"id": "mai-20260917-0922-baseline|c107-s1|challenger-small|SailPoint", "prompt": "c107-s1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More enterprise-oriented and usually heavier than what a small company needs."}, {"id": "mai-20260917-0922-baseline|c107-s1|challenger-small|Saviynt", "prompt": "c107-s1", "model": "challenger-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More enterprise-oriented and usually heavier than what a small company needs."}, {"id": "mai-20260917-0922-baseline|c107-s1|deepseek-small|AccessOwl", "prompt": "c107-s1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small B2B Teams: AccessOwl"}, {"id": "mai-20260917-0922-baseline|c107-s1|deepseek-small|SailPoint", "prompt": "c107-s1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Skip for a Small Company - **SailPoint** / **Saviynt** — ... built for large enterprises. Steep learning curve, high cost"}, {"id": "mai-20260917-0922-baseline|c107-s1|deepseek-small|Okta Identity Governance", "prompt": "c107-s1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Skip for a Small Company ... **Okta Identity Governance** — powerful ... but priced and positioned for enterprises"}, {"id": "mai-20260917-0922-baseline|c107-s1|deepseek-small|JumpCloud", "prompt": "c107-s1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**JumpCloud** is the best choice if you want a single all-in-one platform covering identity *and* devices"}, {"id": "mai-20260917-0922-baseline|c107-s1|deepseek-small|Zluri", "prompt": "c107-s1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong Alternatives Worth Comparing | **Zluri** | SaaS-heavy companies needing visibility"}, {"id": "mai-20260917-0922-baseline|c107-s1|deepseek-small|Lumos", "prompt": "c107-s1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "| **Lumos** | Mid-market (~150+ employees) | Modern, self-service access requests."}, {"id": "mai-20260917-0922-baseline|c107-s1|deepseek-small|Microsoft Entra ID Governance", "prompt": "c107-s1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "if you're all-Microsoft, Entra ID Governance is the path of least resistance"}, {"id": "mai-20260917-0922-baseline|c107-s1|deepseek-small|Saviynt", "prompt": "c107-s1", "model": "deepseek-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Skip for a Small Company - **SailPoint** / **Saviynt** — ... Overkill for a small B2B."}, {"id": "mai-20260917-0922-baseline|c107-s1|google-small|SailPoint", "prompt": "c107-s1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "traditional enterprise Identity Governance and Administration (IGA) platforms (like SailPoint, Saviynt, or Omada) are almost always overkill"}, {"id": "mai-20260917-0922-baseline|c107-s1|google-small|Saviynt", "prompt": "c107-s1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "like SailPoint, Saviynt, or Omada) are almost always overkill. They are expensive, take months to deploy"}, {"id": "mai-20260917-0922-baseline|c107-s1|google-small|Omada", "prompt": "c107-s1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "Omada", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "like SailPoint, Saviynt, or Omada) are almost always overkill"}, {"id": "mai-20260917-0922-baseline|c107-s1|google-small|AccessOwl", "prompt": "c107-s1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for Lean Teams & Slack-Heavy Operations: **AccessOwl** ... is highly rated"}, {"id": "mai-20260917-0922-baseline|c107-s1|google-small|Multiplier", "prompt": "c107-s1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Jira-Centric IT Shops: **Multiplier** ... is the ideal solution"}, {"id": "mai-20260917-0922-baseline|c107-s1|google-small|Lumos", "prompt": "c107-s1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Lumos** or **ConductorOne (C1)** are the premier choices in the mid-market space"}, {"id": "mai-20260917-0922-baseline|c107-s1|google-small|ConductorOne", "prompt": "c107-s1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "ConductorOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Lumos** or **ConductorOne (C1)** are the premier choices in the mid-market space"}, {"id": "mai-20260917-0922-baseline|c107-s1|google-small|Okta Identity Governance (OIG)", "prompt": "c107-s1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "They can get expensive quickly (Okta often charges separate per-user add-on fees for OIG)"}, {"id": "mai-20260917-0922-baseline|c107-s1|google-small|Microsoft Entra ID Governance", "prompt": "c107-s1", "model": "google-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "The Catch: They can get expensive quickly ... configuring complex workflows may require a level of technical expertise that a small business cannot spare"}, {"id": "mai-20260917-0922-baseline|c107-s1|meta-small|Lumos", "prompt": "c107-s1", "model": "meta-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lumos - Strong fit for growing companies that have outgrown the services-heavy, multi-quarter deployment model."}, {"id": "mai-20260917-0922-baseline|c107-s1|meta-small|WorkOS", "prompt": "c107-s1", "model": "meta-small", "cat": "identity-governance", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "WorkOS - Suitable for B2B SaaS companies that need IAM as part of a complete enterprise authentication stack."}, {"id": "mai-20260917-0922-baseline|c107-s1|minimax-small|JumpCloud", "prompt": "c107-s1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **JumpCloud** if you need directory + IAM"}, {"id": "mai-20260917-0922-baseline|c107-s1|minimax-small|Microsoft Entra ID (formerly Azure AD)", "prompt": "c107-s1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already in Microsoft 365, **Entra ID P1** provides solid governance capabilities at a reasonable price."}, {"id": "mai-20260917-0922-baseline|c107-s1|minimax-small|Okta Identity Governance", "prompt": "c107-s1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Okta** if you prioritize SaaS app management and lifecycle governance"}, {"id": "mai-20260917-0922-baseline|c107-s1|minimax-small|AccessOwl", "prompt": "c107-s1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small IT teams seeking governance features without enterprise complexity"}, {"id": "mai-20260917-0922-baseline|c107-s1|minimax-small|SSOJet", "prompt": "c107-s1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "SSOJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: B2B SaaS companies needing fast SSO/SCIM implementation"}, {"id": "mai-20260917-0922-baseline|c107-s1|minimax-small|Auth0", "prompt": "c107-s1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free tiers exist (JumpCloud, Auth0, Microsoft)"}, {"id": "mai-20260917-0922-baseline|c107-s1|minimax-small|SailPoint", "prompt": "c107-s1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you need SOX, GDPR, or HIPAA compliance, look at SailPoint"}, {"id": "mai-20260917-0922-baseline|c107-s1|minimax-small|Zluri", "prompt": "c107-s1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "Zluri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "mid-market solutions like Zluri or Corma"}, {"id": "mai-20260917-0922-baseline|c107-s1|minimax-small|Corma", "prompt": "c107-s1", "model": "minimax-small", "cat": "identity-governance", "variant": "direct", "raw": "Corma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "mid-market solutions like Zluri or Corma"}, {"id": "mai-20260917-0922-baseline|c107-s1|mistral-small|AccessOwl", "prompt": "c107-s1", "model": "mistral-small", "cat": "identity-governance", "variant": "direct", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for most small B2B companies:** AccessOwl (easy to set up, cost-effective, works with existing identity providers)"}, {"id": "mai-20260917-0922-baseline|c107-s1|mistral-small|Okta Identity Governance (OIG)", "prompt": "c107-s1", "model": "mistral-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong choice if you are already using Okta as your identity provider... OIG is a paid add-on"}, {"id": "mai-20260917-0922-baseline|c107-s1|moonshot-small|JumpCloud", "prompt": "c107-s1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **JumpCloud** if you want a comprehensive, affordable solution that grows with you"}, {"id": "mai-20260917-0922-baseline|c107-s1|moonshot-small|Microsoft Entra ID", "prompt": "c107-s1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Microsoft Entra ID** if you're already invested in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c107-s1|moonshot-small|Okta", "prompt": "c107-s1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Can be expensive for small businesses; pricing increases at renewal"}, {"id": "mai-20260917-0922-baseline|c107-s1|moonshot-small|Cisco Duo", "prompt": "c107-s1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "Cisco Duo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For the tightest budgets, Cisco Duo offers the lowest starting price at ~$3/user/month."}, {"id": "mai-20260917-0922-baseline|c107-s1|moonshot-small|Google Cloud Identity", "prompt": "c107-s1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "Google Cloud Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're Google-based, consider Google Cloud Identity."}, {"id": "mai-20260917-0922-baseline|c107-s1|moonshot-small|OneLogin", "prompt": "c107-s1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **OneLogin** | Mid-market | Competitive | Good balance of features/price |"}, {"id": "mai-20260917-0922-baseline|c107-s1|moonshot-small|SSOJet", "prompt": "c107-s1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "SSOJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look at **SSOJet** or **LoginRadius**, which are specifically designed for B2B SaaS companies"}, {"id": "mai-20260917-0922-baseline|c107-s1|moonshot-small|LoginRadius", "prompt": "c107-s1", "model": "moonshot-small", "cat": "identity-governance", "variant": "direct", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look at **SSOJet** or **LoginRadius**, which are specifically designed for B2B SaaS companies"}, {"id": "mai-20260917-0922-baseline|c107-s1|openai-small|Lumos", "prompt": "c107-s1", "model": "openai-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd most often pick **Lumos** if you want a modern SaaS-first experience, or **Okta Identity Governance** if you already use Okta"}, {"id": "mai-20260917-0922-baseline|c107-s1|openai-small|Okta Identity Governance", "prompt": "c107-s1", "model": "openai-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Okta Identity Governance** if you already use Okta and want to stay in that ecosystem"}, {"id": "mai-20260917-0922-baseline|c107-s1|openai-small|ManageEngine AD360 / ADManager Plus", "prompt": "c107-s1", "model": "openai-small", "cat": "identity-governance", "variant": "direct", "raw": "ManageEngine AD360 / ADManager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft-heavy environment:** **ManageEngine AD360**"}, {"id": "mai-20260917-0922-baseline|c107-s1|openai-small|Netwrix Directory Manager", "prompt": "c107-s1", "model": "openai-small", "cat": "identity-governance", "variant": "direct", "raw": "Netwrix Directory Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Netwrix Directory Manager focuses on AD, Entra ID, Google Workspace, and group lifecycle governance"}, {"id": "mai-20260917-0922-baseline|c107-s1|openai-small|Saviynt", "prompt": "c107-s1", "model": "openai-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strong products, but they are often better suited to larger organizations"}, {"id": "mai-20260917-0922-baseline|c107-s1|openai-small|SailPoint", "prompt": "c107-s1", "model": "openai-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "strong products, but they are often better suited to larger organizations"}, {"id": "mai-20260917-0922-baseline|c107-s1|xai-small|JumpCloud", "prompt": "c107-s1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JumpCloud (Top Pick for Most Small B2B Teams)"}, {"id": "mai-20260917-0922-baseline|c107-s1|xai-small|AccessOwl", "prompt": "c107-s1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AccessOwl (Best for Ultra-Lean/Slack-First Teams Under 500)"}, {"id": "mai-20260917-0922-baseline|c107-s1|xai-small|Microsoft Entra ID Governance", "prompt": "c107-s1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You're in Microsoft Ecosystem"}, {"id": "mai-20260917-0922-baseline|c107-s1|xai-small|SailPoint", "prompt": "c107-s1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid for small B2B: Enterprise-heavy like SailPoint"}, {"id": "mai-20260917-0922-baseline|c107-s1|xai-small|Okta Identity Governance", "prompt": "c107-s1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta Identity Governance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for small B2B: Enterprise-heavy like SailPoint, Okta Identity Governance"}, {"id": "mai-20260917-0922-baseline|c107-s1|xai-small|Saviynt", "prompt": "c107-s1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for small B2B: Enterprise-heavy like ... Saviynt"}, {"id": "mai-20260917-0922-baseline|c107-s1|xai-small|Ping/ForgeRock", "prompt": "c107-s1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Ping/ForgeRock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for small B2B: Enterprise-heavy like ... Ping/ForgeRock"}, {"id": "mai-20260917-0922-baseline|c107-s1|xai-small|Lumos", "prompt": "c107-s1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Lumos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Lumos/Corma/tenfold are solid mid-market ... but may overkill for truly small setups"}, {"id": "mai-20260917-0922-baseline|c107-s1|xai-small|Corma", "prompt": "c107-s1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "Corma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Lumos/Corma/tenfold are solid mid-market ... but may overkill for truly small setups"}, {"id": "mai-20260917-0922-baseline|c107-s1|xai-small|tenfold", "prompt": "c107-s1", "model": "xai-small", "cat": "identity-governance", "variant": "direct", "raw": "tenfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Lumos/Corma/tenfold are solid mid-market ... but may overkill for truly small setups"}, {"id": "mai-20260917-0922-baseline|c107-s1|zai-small|Iden", "prompt": "c107-s1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "Iden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best identity governance platform is **Iden**"}, {"id": "mai-20260917-0922-baseline|c107-s1|zai-small|SailPoint", "prompt": "c107-s1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Overkill for small B2B; complex deployment, steep learning curve"}, {"id": "mai-20260917-0922-baseline|c107-s1|zai-small|Saviynt", "prompt": "c107-s1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SailPoint or Saviynt (but expect higher cost/complexity)"}, {"id": "mai-20260917-0922-baseline|c107-s1|zai-small|Okta IGA", "prompt": "c107-s1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "Okta IGA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For companies already using Okta for SSO, Okta Identity Governance can be a good fit, but expect higher pricing"}, {"id": "mai-20260917-0922-baseline|c107-s1|zai-small|Microsoft Entra ID Governance", "prompt": "c107-s1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're already heavily invested in Microsoft 365, Entra ID Governance is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c107-s1|zai-small|AccessOwl", "prompt": "c107-s1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Fast deployment & low cost** → Iden, AccessOwl"}, {"id": "mai-20260917-0922-baseline|c107-s1|zai-small|One Identity Manager", "prompt": "c107-s1", "model": "zai-small", "cat": "identity-governance", "variant": "direct", "raw": "One Identity Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Expensive, complex, best for very large orgs"}, {"id": "mai-20260917-0922-baseline|c107-s2|alibaba-small|Iden", "prompt": "c107-s2", "model": "alibaba-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Iden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Iden**"}, {"id": "mai-20260917-0922-baseline|c107-s2|alibaba-small|AccessOwl", "prompt": "c107-s2", "model": "alibaba-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **AccessOwl**"}, {"id": "mai-20260917-0922-baseline|c107-s2|alibaba-small|SailPoint", "prompt": "c107-s2", "model": "alibaba-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like **SailPoint** ... are powerful but: Require significant time/resources to implement"}, {"id": "mai-20260917-0922-baseline|c107-s2|alibaba-small|One Identity Identity Manager", "prompt": "c107-s2", "model": "alibaba-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "One Identity Identity Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful but: ... Cost substantially more (enterprise pricing models don't scale well for <100 users)"}, {"id": "mai-20260917-0922-baseline|c107-s2|alibaba-small|SAP Access Control", "prompt": "c107-s2", "model": "alibaba-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SAP Access Control", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "powerful but: ... May include complexity/features you don't need yet"}, {"id": "mai-20260917-0922-baseline|c107-s2|alibaba-small|Okta Identity Governance", "prompt": "c107-s2", "model": "alibaba-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Already use Okta and need just a governance add-on | **Okta Identity Governance** (Starter: $6/user/month)"}, {"id": "mai-20260917-0922-baseline|c107-s2|anthropic-small|Lumos", "prompt": "c107-s2", "model": "anthropic-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Lumos**, **Torii**, or **Corma** rather than enterprise-grade solutions"}, {"id": "mai-20260917-0922-baseline|c107-s2|anthropic-small|Torii", "prompt": "c107-s2", "model": "anthropic-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Torii", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Lumos**, **Torii**, or **Corma**"}, {"id": "mai-20260917-0922-baseline|c107-s2|anthropic-small|Corma", "prompt": "c107-s2", "model": "anthropic-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Corma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Lumos**, **Torii**, or **Corma**"}, {"id": "mai-20260917-0922-baseline|c107-s2|anthropic-small|SailPoint", "prompt": "c107-s2", "model": "anthropic-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "SailPoint and Saviynt are typically engineered for large, complex environments with long implementation projects"}, {"id": "mai-20260917-0922-baseline|c107-s2|anthropic-small|Saviynt", "prompt": "c107-s2", "model": "anthropic-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SailPoint and Saviynt are typically engineered for large, complex environments with long implementation projects"}, {"id": "mai-20260917-0922-baseline|c107-s2|challenger-small|AccessOwl", "prompt": "c107-s2", "model": "challenger-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **AccessOwl** if your environment is relatively SaaS-heavy and you want a practical, small-team-friendly IGA tool"}, {"id": "mai-20260917-0922-baseline|c107-s2|challenger-small|tenfold", "prompt": "c107-s2", "model": "challenger-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "tenfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**tenfold** is another strong SMB-oriented option"}, {"id": "mai-20260917-0922-baseline|c107-s2|deepseek-small|AccessOwl", "prompt": "c107-s2", "model": "deepseek-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Recommendation: **AccessOwl** (best overall for a small B2B business)"}, {"id": "mai-20260917-0922-baseline|c107-s2|deepseek-small|SailPoint", "prompt": "c107-s2", "model": "deepseek-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a fraction of what enterprise platforms like SailPoint cost (often tens of thousands of dollars)"}, {"id": "mai-20260917-0922-baseline|c107-s2|deepseek-small|JumpCloud", "prompt": "c107-s2", "model": "deepseek-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you'd also like SSO/directory/device management bundled in one platform, consider **JumpCloud** instead."}, {"id": "mai-20260917-0922-baseline|c107-s2|deepseek-small|Lumos", "prompt": "c107-s2", "model": "deepseek-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern governance + app management. AI-assisted access reviews. More enterprise-oriented and quote-priced."}, {"id": "mai-20260917-0922-baseline|c107-s2|deepseek-small|ConductorOne", "prompt": "c107-s2", "model": "deepseek-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "ConductorOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Great reviews, but assumes more existing identity maturity; better for teams already using Okta."}, {"id": "mai-20260917-0922-baseline|c107-s2|deepseek-small|Microsoft Entra ID Governance", "prompt": "c107-s2", "model": "deepseek-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you're already heavily invested in Microsoft 365/Azure."}, {"id": "mai-20260917-0922-baseline|c107-s2|deepseek-small|tenfold", "prompt": "c107-s2", "model": "deepseek-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "tenfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SMB no-code governance | Simple, no-code automation for small teams."}, {"id": "mai-20260917-0922-baseline|c107-s2|google-small|SailPoint", "prompt": "c107-s2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "avoiding heavyweight enterprise giants like SailPoint, Saviynt, or Ping, which require six-figure budgets and months of custom coding"}, {"id": "mai-20260917-0922-baseline|c107-s2|google-small|Saviynt", "prompt": "c107-s2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoiding heavyweight enterprise giants like SailPoint, Saviynt, or Ping, which require six-figure budgets"}, {"id": "mai-20260917-0922-baseline|c107-s2|google-small|Ping", "prompt": "c107-s2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Ping", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "avoiding heavyweight enterprise giants like SailPoint, Saviynt, or Ping, which require six-figure budgets"}, {"id": "mai-20260917-0922-baseline|c107-s2|google-small|AccessOwl", "prompt": "c107-s2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "choose **AccessOwl** (for ultra-lean teams) or **ConductorOne** (if you already run Okta)"}, {"id": "mai-20260917-0922-baseline|c107-s2|google-small|Lumos", "prompt": "c107-s2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lumos (Best for Growth-Stage / 200+ Employees)"}, {"id": "mai-20260917-0922-baseline|c107-s2|google-small|ConductorOne", "prompt": "c107-s2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "ConductorOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "choose **AccessOwl** (for ultra-lean teams) or **ConductorOne** (if you already run Okta)"}, {"id": "mai-20260917-0922-baseline|c107-s2|google-small|WorkOS", "prompt": "c107-s2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "integrate **WorkOS** or **Clerk**"}, {"id": "mai-20260917-0922-baseline|c107-s2|google-small|Clerk", "prompt": "c107-s2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "integrate **WorkOS** or **Clerk**"}, {"id": "mai-20260917-0922-baseline|c107-s2|google-small|Frontegg", "prompt": "c107-s2", "model": "google-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Frontegg is a B2B-first CIAM platform that heavily emphasizes \"delegated administration.\""}, {"id": "mai-20260917-0922-baseline|c107-s2|meta-small|Omada", "prompt": "c107-s2", "model": "meta-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Omada", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Omada: Omada combines AI, automation, and identity governance best practices to simplify complexity and secure every identity in your business."}, {"id": "mai-20260917-0922-baseline|c107-s2|meta-small|tenfold", "prompt": "c107-s2", "model": "meta-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "tenfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "tenfold is a no-code governance automation tool suitable for SMBs."}, {"id": "mai-20260917-0922-baseline|c107-s2|meta-small|One Identity Manager", "prompt": "c107-s2", "model": "meta-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "comprehensive identity governance and administration solution that supports global enterprises with complex hybrid environments"}, {"id": "mai-20260917-0922-baseline|c107-s2|minimax-small|JumpCloud", "prompt": "c107-s2", "model": "minimax-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **JumpCloud**"}, {"id": "mai-20260917-0922-baseline|c107-s2|minimax-small|Iden", "prompt": "c107-s2", "model": "minimax-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Iden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **JumpCloud** or **Iden**"}, {"id": "mai-20260917-0922-baseline|c107-s2|minimax-small|AccessOwl", "prompt": "c107-s2", "model": "minimax-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small IT teams - Strong access governance features"}, {"id": "mai-20260917-0922-baseline|c107-s2|minimax-small|Okta Identity Governance", "prompt": "c107-s2", "model": "minimax-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you're already using Okta for SSO"}, {"id": "mai-20260917-0922-baseline|c107-s2|mistral-small|Okta Identity Governance", "prompt": "c107-s2", "model": "mistral-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Okta Identity Governance** is likely the most balanced choice, offering both simplicity and robust features"}, {"id": "mai-20260917-0922-baseline|c107-s2|mistral-small|AccessOwl", "prompt": "c107-s2", "model": "mistral-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team is very small or you want a more lightweight solution, **AccessOwl** could be a better fit."}, {"id": "mai-20260917-0922-baseline|c107-s2|mistral-small|Risotto", "prompt": "c107-s2", "model": "mistral-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Risotto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Praised for saving time, improving security, and reducing cloud costs with automated IGA"}, {"id": "mai-20260917-0922-baseline|c107-s2|moonshot-small|SailPoint", "prompt": "c107-s2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "I'd avoid traditional enterprise IGA tools like SailPoint or Saviynt entirely"}, {"id": "mai-20260917-0922-baseline|c107-s2|moonshot-small|Saviynt", "prompt": "c107-s2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "I'd avoid traditional enterprise IGA tools like SailPoint or Saviynt entirely"}, {"id": "mai-20260917-0922-baseline|c107-s2|moonshot-small|JumpCloud", "prompt": "c107-s2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Recommendation: **JumpCloud**"}, {"id": "mai-20260917-0922-baseline|c107-s2|moonshot-small|Okta", "prompt": "c107-s2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** One Identity, Okta (due to minimums and modular pricing creep)"}, {"id": "mai-20260917-0922-baseline|c107-s2|moonshot-small|Microsoft Entra ID P1/P2", "prompt": "c107-s2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID P1/P2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If You're Already in the Microsoft Ecosystem: **Microsoft Entra ID P1/P2**"}, {"id": "mai-20260917-0922-baseline|c107-s2|moonshot-small|Lumos", "prompt": "c107-s2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Add Lumos later (or AccessOwl if budget is tight)"}, {"id": "mai-20260917-0922-baseline|c107-s2|moonshot-small|AccessOwl", "prompt": "c107-s2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cheapest pure IGA option; designed for small teams"}, {"id": "mai-20260917-0922-baseline|c107-s2|moonshot-small|One Identity", "prompt": "c107-s2", "model": "moonshot-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "One Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid:** One Identity"}, {"id": "mai-20260917-0922-baseline|c107-s2|openai-small|Microsoft Entra ID Governance", "prompt": "c107-s2", "model": "openai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why Microsoft is usually the first pick for SMB B2B"}, {"id": "mai-20260917-0922-baseline|c107-s2|openai-small|Okta Identity Governance", "prompt": "c107-s2", "model": "openai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Okta Identity Governance** if you need a vendor-neutral approach"}, {"id": "mai-20260917-0922-baseline|c107-s2|openai-small|Saviynt", "prompt": "c107-s2", "model": "openai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Consider **Saviynt**, but it’s usually better suited to larger or more complex environments than a typical small business."}, {"id": "mai-20260917-0922-baseline|c107-s2|xai-small|Microsoft Entra ID Governance", "prompt": "c107-s2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Microsoft Entra ID Governance ... as the top choice"}, {"id": "mai-20260917-0922-baseline|c107-s2|xai-small|Okta Identity Governance", "prompt": "c107-s2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great if you're SaaS-heavy or Okta-first ... but pricier for full IGA"}, {"id": "mai-20260917-0922-baseline|c107-s2|xai-small|Tools4ever IAM (HelloID)", "prompt": "c107-s2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Tools4ever IAM (HelloID)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Standardized, quick-deploy (weeks) for SMBs ... praised for cost-effectiveness"}, {"id": "mai-20260917-0922-baseline|c107-s2|xai-small|AccessOwl", "prompt": "c107-s2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for <500 users, lean IT. AccessOwl (Slack/Google Workspace/Okta integration, days to deploy)"}, {"id": "mai-20260917-0922-baseline|c107-s2|xai-small|Iden", "prompt": "c107-s2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Iden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Iden (AI-native, universal app connectors) ... but verify B2B guest support"}, {"id": "mai-20260917-0922-baseline|c107-s2|xai-small|Lumos", "prompt": "c107-s2", "model": "xai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Lumos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fast growth, AI automation | Iden/Lumos (demo first)"}, {"id": "mai-20260917-0922-baseline|c107-s2|zai-small|AccessOwl", "prompt": "c107-s2", "model": "zai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: AccessOwl"}, {"id": "mai-20260917-0922-baseline|c107-s2|zai-small|SailPoint", "prompt": "c107-s2", "model": "zai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "significantly cheaper than competitors like Okta or SailPoint"}, {"id": "mai-20260917-0922-baseline|c107-s2|zai-small|tenfold", "prompt": "c107-s2", "model": "zai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "tenfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative 1: tenfold"}, {"id": "mai-20260917-0922-baseline|c107-s2|zai-small|Okta Identity Governance", "prompt": "c107-s2", "model": "zai-small", "cat": "identity-governance", "variant": "paraphrase", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative 2: Okta Identity Governance"}, {"id": "mai-20260917-0922-baseline|c107-s3|alibaba-small|SailPoint", "prompt": "c107-s3", "model": "alibaba-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard enterprise tools like SailPoint or One Identity are often overkill"}, {"id": "mai-20260917-0922-baseline|c107-s3|alibaba-small|One Identity", "prompt": "c107-s3", "model": "alibaba-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "standard enterprise tools like SailPoint or One Identity are often overkill"}, {"id": "mai-20260917-0922-baseline|c107-s3|alibaba-small|AccessOwl", "prompt": "c107-s3", "model": "alibaba-small", "cat": "identity-governance", "variant": "comparative", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best For:** Lean IT teams, startups, and solo administrators... Extremely fast setup; significantly lower price point"}, {"id": "mai-20260917-0922-baseline|c107-s3|alibaba-small|Lumos", "prompt": "c107-s3", "model": "alibaba-small", "cat": "identity-governance", "variant": "comparative", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Growing companies (mid-market)... **Lumos** is generally superior because it discovers \"Shadow IT\" better"}, {"id": "mai-20260917-0922-baseline|c107-s3|alibaba-small|JumpCloud", "prompt": "c107-s3", "model": "alibaba-small", "cat": "identity-governance", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Small businesses looking for an all-in-one Directory-as-a-Service."}, {"id": "mai-20260917-0922-baseline|c107-s3|alibaba-small|Microsoft Entra ID Governance", "prompt": "c107-s3", "model": "alibaba-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best For:** Organizations that are a \"Microsoft-First\" shop"}, {"id": "mai-20260917-0922-baseline|c107-s3|anthropic-small|Lumos", "prompt": "c107-s3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most frequently shortlisted IGA tools in 2026 include Lumos, Torii and Corma"}, {"id": "mai-20260917-0922-baseline|c107-s3|anthropic-small|Torii", "prompt": "c107-s3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Torii", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Torii simplifies application management for distributed teams with an intuitive interface and quick deployment, making it perfect for organizations emphasizing SaaS governance"}, {"id": "mai-20260917-0922-baseline|c107-s3|anthropic-small|Corma", "prompt": "c107-s3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Corma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the most frequently shortlisted IGA tools in 2026 include Lumos, Torii and Corma"}, {"id": "mai-20260917-0922-baseline|c107-s3|anthropic-small|Zluri", "prompt": "c107-s3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lumos, Zluri, Linx, and Opal Security are strong options that deliver value without a dedicated IAM team"}, {"id": "mai-20260917-0922-baseline|c107-s3|anthropic-small|Linx", "prompt": "c107-s3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Linx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong options that deliver value without a dedicated IAM team"}, {"id": "mai-20260917-0922-baseline|c107-s3|anthropic-small|Opal Security", "prompt": "c107-s3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Opal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "strong options that deliver value without a dedicated IAM team"}, {"id": "mai-20260917-0922-baseline|c107-s3|anthropic-small|SailPoint", "prompt": "c107-s3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "engineered for large, complex environments and typically require specialist configuration and long implementation projects"}, {"id": "mai-20260917-0922-baseline|c107-s3|anthropic-small|Saviynt", "prompt": "c107-s3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "costs too much for the problem at hand"}, {"id": "mai-20260917-0922-baseline|c107-s3|anthropic-small|One Identity", "prompt": "c107-s3", "model": "anthropic-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "the modular architecture rewards mature platform teams and punishes lean ones"}, {"id": "mai-20260917-0922-baseline|c107-s3|challenger-small|AccessOwl", "prompt": "c107-s3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick AccessOwl or Iden** if your priority is **small-team simplicity** and quick deployment.[1][8]"}, {"id": "mai-20260917-0922-baseline|c107-s3|challenger-small|Iden", "prompt": "c107-s3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "Iden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pick AccessOwl or Iden** if your priority is **small-team simplicity** and quick deployment.[1][8]"}, {"id": "mai-20260917-0922-baseline|c107-s3|challenger-small|ConductorOne", "prompt": "c107-s3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "ConductorOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick ConductorOne** if you want a **modern, security-led governance workflow** rather than a legacy enterprise suite."}, {"id": "mai-20260917-0922-baseline|c107-s3|challenger-small|Okta Identity Governance", "prompt": "c107-s3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pick Okta Identity Governance** if Okta is already your identity backbone."}, {"id": "mai-20260917-0922-baseline|c107-s3|challenger-small|Microsoft Entra ID Governance", "prompt": "c107-s3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best fit for organizations already living in Microsoft ecosystems, especially hybrid AD and PIM workflows."}, {"id": "mai-20260917-0922-baseline|c107-s3|challenger-small|One Identity Manager", "prompt": "c107-s3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "usually heavier than small-team tools.[2][9]"}, {"id": "mai-20260917-0922-baseline|c107-s3|challenger-small|SailPoint IdentityIQ", "prompt": "c107-s3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Deep governance, SoD, and scale; typically more than a small team needs."}, {"id": "mai-20260917-0922-baseline|c107-s3|challenger-small|Saviynt", "prompt": "c107-s3", "model": "challenger-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Deep governance, SoD, and scale; typically more than a small team needs."}, {"id": "mai-20260917-0922-baseline|c107-s3|deepseek-small|AccessOwl", "prompt": "c107-s3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **cheapest, fastest, no-SCIM** option → **AccessOwl**"}, {"id": "mai-20260917-0922-baseline|c107-s3|deepseek-small|Lumos", "prompt": "c107-s3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're **growing fast and SaaS-heavy** with ~150+ people → **Lumos**"}, {"id": "mai-20260917-0922-baseline|c107-s3|deepseek-small|Microsoft Entra ID Governance", "prompt": "c107-s3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you're all-in on Microsoft 365/Azure"}, {"id": "mai-20260917-0922-baseline|c107-s3|deepseek-small|Okta Identity Governance", "prompt": "c107-s3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you already run Okta ... priced for enterprises"}, {"id": "mai-20260917-0922-baseline|c107-s3|deepseek-small|JumpCloud", "prompt": "c107-s3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or JumpCloud for a simple all-in-one directory"}, {"id": "mai-20260917-0922-baseline|c107-s3|deepseek-small|ConductorOne", "prompt": "c107-s3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "ConductorOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "mid-market/starter alternatives"}, {"id": "mai-20260917-0922-baseline|c107-s3|deepseek-small|Opal", "prompt": "c107-s3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Opal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "lean on \"policy-as-code,\" favored by engineering-heavy teams"}, {"id": "mai-20260917-0922-baseline|c107-s3|deepseek-small|Zluri", "prompt": "c107-s3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Zluri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Zluri** ($300+/mo) is strong for SaaS discovery + access management"}, {"id": "mai-20260917-0922-baseline|c107-s3|deepseek-small|SailPoint", "prompt": "c107-s3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "reserving heavyweight options (SailPoint, Saviynt) for large regulated enterprises"}, {"id": "mai-20260917-0922-baseline|c107-s3|deepseek-small|Saviynt", "prompt": "c107-s3", "model": "deepseek-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "reserving heavyweight options (SailPoint, Saviynt) for large regulated enterprises"}, {"id": "mai-20260917-0922-baseline|c107-s3|google-small|SailPoint", "prompt": "c107-s3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional enterprise Identity Governance and Administration (IGA) suites (such as SailPoint, Saviynt, or One Identity) are typically too heavy, expensive, and complex"}, {"id": "mai-20260917-0922-baseline|c107-s3|google-small|Saviynt", "prompt": "c107-s3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too heavy, expensive, and complex to manage"}, {"id": "mai-20260917-0922-baseline|c107-s3|google-small|One Identity", "prompt": "c107-s3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "too heavy, expensive, and complex to manage"}, {"id": "mai-20260917-0922-baseline|c107-s3|google-small|Lumos", "prompt": "c107-s3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If your primary goal is to pass a SOC 2 audit quickly with minimal overhead: Go with **Lumos** or **ConductorOne**."}, {"id": "mai-20260917-0922-baseline|c107-s3|google-small|ConductorOne", "prompt": "c107-s3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "ConductorOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Go with **Lumos** or **ConductorOne**"}, {"id": "mai-20260917-0922-baseline|c107-s3|google-small|Risotto", "prompt": "c107-s3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Risotto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your employees resist using new tools and live in chat: Go with **Risotto** or **Multiplier**."}, {"id": "mai-20260917-0922-baseline|c107-s3|google-small|Multiplier", "prompt": "c107-s3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Go with **Risotto** or **Multiplier**"}, {"id": "mai-20260917-0922-baseline|c107-s3|google-small|Opal Security", "prompt": "c107-s3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Opal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you are a cloud-native startup protecting AWS/production data: Go with **Opal**."}, {"id": "mai-20260917-0922-baseline|c107-s3|google-small|Zluri", "prompt": "c107-s3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for: Rapidly growing teams that need to reign in software sprawl"}, {"id": "mai-20260917-0922-baseline|c107-s3|google-small|Okta Identity Governance (OIG)", "prompt": "c107-s3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you already use Okta/Entra and want to keep it simple: Go with their native **Identity Governance** add-ons."}, {"id": "mai-20260917-0922-baseline|c107-s3|google-small|Microsoft Entra ID Governance", "prompt": "c107-s3", "model": "google-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "native add-ons to Okta and Microsoft Entra ID"}, {"id": "mai-20260917-0922-baseline|c107-s3|meta-small|tenfold", "prompt": "c107-s3", "model": "meta-small", "cat": "identity-governance", "variant": "comparative", "raw": "tenfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top identity governance platforms for a small team include tenfold, ManageEngine AD Manager Plus, and JumpCloud."}, {"id": "mai-20260917-0922-baseline|c107-s3|meta-small|ManageEngine AD Manager Plus", "prompt": "c107-s3", "model": "meta-small", "cat": "identity-governance", "variant": "comparative", "raw": "ManageEngine AD Manager Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include tenfold, ManageEngine AD Manager Plus, and JumpCloud"}, {"id": "mai-20260917-0922-baseline|c107-s3|meta-small|JumpCloud", "prompt": "c107-s3", "model": "meta-small", "cat": "identity-governance", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include tenfold, ManageEngine AD Manager Plus, and JumpCloud"}, {"id": "mai-20260917-0922-baseline|c107-s3|minimax-small|AccessOwl", "prompt": "c107-s3", "model": "minimax-small", "cat": "identity-governance", "variant": "comparative", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For lean IT teams: AccessOwl offers the fastest setup and lowest cost"}, {"id": "mai-20260917-0922-baseline|c107-s3|minimax-small|Lumos", "prompt": "c107-s3", "model": "minimax-small", "cat": "identity-governance", "variant": "comparative", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For growing startups: Lumos provides modern governance without enterprise complexity"}, {"id": "mai-20260917-0922-baseline|c107-s3|minimax-small|Okta Identity Governance", "prompt": "c107-s3", "model": "minimax-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Requires professional services for deployment; costs can escalate with enterprise SCIM/SAML requirements"}, {"id": "mai-20260917-0922-baseline|c107-s3|minimax-small|Microsoft Entra ID Governance", "prompt": "c107-s3", "model": "minimax-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Microsoft-centric teams: Entra ID Governance integrates well with existing Microsoft tools"}, {"id": "mai-20260917-0922-baseline|c107-s3|minimax-small|JumpCloud", "prompt": "c107-s3", "model": "minimax-small", "cat": "identity-governance", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Lighter automation; can get pricey"}, {"id": "mai-20260917-0922-baseline|c107-s3|mistral-small|AccessOwl", "prompt": "c107-s3", "model": "mistral-small", "cat": "identity-governance", "variant": "comparative", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a dedicated IGA tool at lower cost, AccessOwl stands out."}, {"id": "mai-20260917-0922-baseline|c107-s3|mistral-small|JumpCloud", "prompt": "c107-s3", "model": "mistral-small", "cat": "identity-governance", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need a simple, all-in-one solution, JumpCloud is a strong choice."}, {"id": "mai-20260917-0922-baseline|c107-s3|mistral-small|ConductorOne", "prompt": "c107-s3", "model": "mistral-small", "cat": "identity-governance", "variant": "comparative", "raw": "ConductorOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For cloud-native teams, ConductorOne or Lumos are excellent."}, {"id": "mai-20260917-0922-baseline|c107-s3|mistral-small|Lumos", "prompt": "c107-s3", "model": "mistral-small", "cat": "identity-governance", "variant": "comparative", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For cloud-native teams, ConductorOne or Lumos are excellent."}, {"id": "mai-20260917-0922-baseline|c107-s3|mistral-small|Google Cloud IAM & AWS IAM", "prompt": "c107-s3", "model": "mistral-small", "cat": "identity-governance", "variant": "comparative", "raw": "Google Cloud IAM & AWS IAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may lack advanced governance features compared to dedicated IGA tools"}, {"id": "mai-20260917-0922-baseline|c107-s3|mistral-small|SailPoint", "prompt": "c107-s3", "model": "mistral-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise suites (e.g., SailPoint, Saviynt) are more complex and expensive"}, {"id": "mai-20260917-0922-baseline|c107-s3|mistral-small|Saviynt", "prompt": "c107-s3", "model": "mistral-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise suites (e.g., SailPoint, Saviynt) are more complex and expensive"}, {"id": "mai-20260917-0922-baseline|c107-s3|moonshot-small|JumpCloud", "prompt": "c107-s3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mixed Mac/Windows/Linux, need MDM too | **JumpCloud**"}, {"id": "mai-20260917-0922-baseline|c107-s3|moonshot-small|Microsoft Entra ID", "prompt": "c107-s3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "All-Microsoft shop, <50 users | **Microsoft Entra ID** (free tier or Business Premium bundle)"}, {"id": "mai-20260917-0922-baseline|c107-s3|moonshot-small|OneLogin", "prompt": "c107-s3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Lighter-weight than Okta; mid-market focus. Less governance depth but easier to administer."}, {"id": "mai-20260917-0922-baseline|c107-s3|moonshot-small|miniOrange", "prompt": "c107-s3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "miniOrange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lowest-cost option; good for specific integration needs but less polished ecosystem."}, {"id": "mai-20260917-0922-baseline|c107-s3|moonshot-small|Lumos", "prompt": "c107-s3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need true governance (access reviews, certifications), 100–500 users | **Lumos** or **ConductorOne**"}, {"id": "mai-20260917-0922-baseline|c107-s3|moonshot-small|ConductorOne", "prompt": "c107-s3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "ConductorOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for automated access reviews and entitlement management but workflow automation often costs extra."}, {"id": "mai-20260917-0922-baseline|c107-s3|moonshot-small|Zluri", "prompt": "c107-s3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "Zluri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong SaaS Management Platform (SMP) roots with IGA features layered on."}, {"id": "mai-20260917-0922-baseline|c107-s3|moonshot-small|AccessOwl", "prompt": "c107-s3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "1–3 person IT team, no dedicated identity engineer | **AccessOwl**"}, {"id": "mai-20260917-0922-baseline|c107-s3|moonshot-small|Okta", "prompt": "c107-s3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Rapidly scaling, app-heavy, budget for premium | **Okta**"}, {"id": "mai-20260917-0922-baseline|c107-s3|moonshot-small|SailPoint", "prompt": "c107-s3", "model": "moonshot-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Most enterprise tools (Okta Identity Governance, SailPoint, ConductorOne, Lumos) rely on SCIM/SAML connections that require SaaS apps' *enterprise* tiers"}, {"id": "mai-20260917-0922-baseline|c107-s3|openai-small|Microsoft Entra ID Governance", "prompt": "c107-s3", "model": "openai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mostly Microsoft shop:** start with **Microsoft Entra ID Governance**."}, {"id": "mai-20260917-0922-baseline|c107-s3|openai-small|Okta Identity Governance", "prompt": "c107-s3", "model": "openai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Already on Okta:** start with **Okta Identity Governance**."}, {"id": "mai-20260917-0922-baseline|c107-s3|openai-small|SailPoint", "prompt": "c107-s3", "model": "openai-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need broad, deep governance across many systems:** consider **SailPoint**."}, {"id": "mai-20260917-0922-baseline|c107-s3|openai-small|One Identity", "prompt": "c107-s3", "model": "openai-small", "cat": "identity-governance", "variant": "comparative", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Better suited to complex governance programs than to a lean IT team."}, {"id": "mai-20260917-0922-baseline|c107-s3|xai-small|SailPoint", "prompt": "c107-s3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "For SMBs, avoid SailPoint/Saviynt (enterprise-scale, $100K+ Year 1)"}, {"id": "mai-20260917-0922-baseline|c107-s3|xai-small|Saviynt", "prompt": "c107-s3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "For SMBs, avoid SailPoint/Saviynt (enterprise-scale, $100K+ Year 1)"}, {"id": "mai-20260917-0922-baseline|c107-s3|xai-small|AccessOwl", "prompt": "c107-s3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Prioritize **setup speed + cost**? AccessOwl or JumpCloud."}, {"id": "mai-20260917-0922-baseline|c107-s3|xai-small|JumpCloud", "prompt": "c107-s3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one IAM + basic IGA for cross-platform device management"}, {"id": "mai-20260917-0922-baseline|c107-s3|xai-small|ConductorOne", "prompt": "c107-s3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "ConductorOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Security emphasis**? ConductorOne."}, {"id": "mai-20260917-0922-baseline|c107-s3|xai-small|Okta Identity Governance", "prompt": "c107-s3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for**: Existing Okta SSO users wanting governance bolt-on"}, {"id": "mai-20260917-0922-baseline|c107-s3|xai-small|Microsoft Entra ID Governance", "prompt": "c107-s3", "model": "xai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for**: Microsoft 365 shops (Teams, Azure)"}, {"id": "mai-20260917-0922-baseline|c107-s3|zai-small|SailPoint", "prompt": "c107-s3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You likely cannot afford the months-long implementation cycles or the \"SSO tax\" ... associated with legacy platforms like SailPoint or SAP."}, {"id": "mai-20260917-0922-baseline|c107-s3|zai-small|SAP", "prompt": "c107-s3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "legacy platforms like SailPoint or SAP"}, {"id": "mai-20260917-0922-baseline|c107-s3|zai-small|AccessOwl", "prompt": "c107-s3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you have limited IT staff and need to automate onboarding tomorrow: Choose **AccessOwl**."}, {"id": "mai-20260917-0922-baseline|c107-s3|zai-small|Iden", "prompt": "c107-s3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Iden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: SaaS-heavy startups with 50–2,000 employees."}, {"id": "mai-20260917-0922-baseline|c107-s3|zai-small|Okta Identity Governance", "prompt": "c107-s3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Teams already heavily invested in the Okta ecosystem."}, {"id": "mai-20260917-0922-baseline|c107-s3|zai-small|Microsoft Entra (formerly Azure AD)", "prompt": "c107-s3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Microsoft Entra (formerly Azure AD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are a Microsoft shop: Stick with **Microsoft Entra**"}, {"id": "mai-20260917-0922-baseline|c107-s3|zai-small|ConductorOne", "prompt": "c107-s3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "ConductorOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are a software company managing AWS/Azure access: Choose **ConductorOne**."}, {"id": "mai-20260917-0922-baseline|c107-s3|zai-small|Zluri", "prompt": "c107-s3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best For: Teams trying to manage Shadow IT"}, {"id": "mai-20260917-0922-baseline|c107-s3|zai-small|Lumos", "prompt": "c107-s3", "model": "zai-small", "cat": "identity-governance", "variant": "comparative", "raw": "Lumos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Choose **Lumos** (an autonomous platform mentioned in recent reviews"}, {"id": "mai-20260917-0922-baseline|c107-s4|alibaba-small|AccessOwl", "prompt": "c107-s4", "model": "alibaba-small", "cat": "identity-governance", "variant": "budget", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AccessOwl is widely considered the best entry-level option."}, {"id": "mai-20260917-0922-baseline|c107-s4|alibaba-small|Iden", "prompt": "c107-s4", "model": "alibaba-small", "cat": "identity-governance", "variant": "budget", "raw": "Iden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Iden is a top contender."}, {"id": "mai-20260917-0922-baseline|c107-s4|alibaba-small|Microsoft Entra ID Governance", "prompt": "c107-s4", "model": "alibaba-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-Centric Shops"}, {"id": "mai-20260917-0922-baseline|c107-s4|alibaba-small|SailPoint", "prompt": "c107-s4", "model": "alibaba-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "steer clear of enterprise platforms like **SailPoint**"}, {"id": "mai-20260917-0922-baseline|c107-s4|alibaba-small|Saviynt", "prompt": "c107-s4", "model": "alibaba-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "steer clear of enterprise platforms like ... **Saviynt**"}, {"id": "mai-20260917-0922-baseline|c107-s4|alibaba-small|One Identity", "prompt": "c107-s4", "model": "alibaba-small", "cat": "identity-governance", "variant": "budget", "raw": "One Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "steer clear of enterprise platforms like ... **One Identity**"}, {"id": "mai-20260917-0922-baseline|c107-s4|anthropic-small|JumpCloud", "prompt": "c107-s4", "model": "anthropic-small", "cat": "identity-governance", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "cloud-based SaaS solutions like JumpCloud and OptimalCloud are generally the most cost-effective starting points for small companies"}, {"id": "mai-20260917-0922-baseline|c107-s4|anthropic-small|Micro Focus NetIQ Suite", "prompt": "c107-s4", "model": "anthropic-small", "cat": "identity-governance", "variant": "budget", "raw": "Micro Focus NetIQ Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers a robust yet affordable identity governance and administration-focused solution ... ideal for small to mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c107-s4|anthropic-small|Optimal IdM's OptimalCloud", "prompt": "c107-s4", "model": "anthropic-small", "cat": "identity-governance", "variant": "budget", "raw": "Optimal IdM's OptimalCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "cloud-based SaaS solutions like JumpCloud and OptimalCloud are generally the most cost-effective starting points"}, {"id": "mai-20260917-0922-baseline|c107-s4|anthropic-small|Zluri", "prompt": "c107-s4", "model": "anthropic-small", "cat": "identity-governance", "variant": "budget", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zluri is best for mid-market companies looking for a simple, SaaS-first IGA solution"}, {"id": "mai-20260917-0922-baseline|c107-s4|challenger-small|Microsoft Entra ID Governance", "prompt": "c107-s4", "model": "challenger-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Microsoft Entra ID Governance** if you already use Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c107-s4|challenger-small|AccessOwl", "prompt": "c107-s4", "model": "challenger-small", "cat": "identity-governance", "variant": "budget", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AccessOwl** or **Iden** are the strongest budget-oriented options"}, {"id": "mai-20260917-0922-baseline|c107-s4|challenger-small|Iden", "prompt": "c107-s4", "model": "challenger-small", "cat": "identity-governance", "variant": "budget", "raw": "Iden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AccessOwl** or **Iden** are the strongest budget-oriented options"}, {"id": "mai-20260917-0922-baseline|c107-s4|challenger-small|SailPoint", "prompt": "c107-s4", "model": "challenger-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to avoid on a tight budget:\n- **SailPoint**, **Saviynt**, and similar enterprise platforms"}, {"id": "mai-20260917-0922-baseline|c107-s4|challenger-small|Saviynt", "prompt": "c107-s4", "model": "challenger-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid on a tight budget:\n- **SailPoint**, **Saviynt**, and similar enterprise platforms"}, {"id": "mai-20260917-0922-baseline|c107-s4|deepseek-small|Iden", "prompt": "c107-s4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "Iden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Iden** (≈$5/user/month, full feature set) or **AccessOwl** (lowest total cost for small teams) are the strongest picks"}, {"id": "mai-20260917-0922-baseline|c107-s4|deepseek-small|AccessOwl", "prompt": "c107-s4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**AccessOwl** (lowest total cost for small teams) are the strongest picks"}, {"id": "mai-20260917-0922-baseline|c107-s4|deepseek-small|Tools4ever HelloID", "prompt": "c107-s4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "Tools4ever HelloID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tools4ever HelloID is the best \"start small and grow\" modular option."}, {"id": "mai-20260917-0922-baseline|c107-s4|deepseek-small|One Identity Manager", "prompt": "c107-s4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**One Identity Manager** — Reasonable mid-range"}, {"id": "mai-20260917-0922-baseline|c107-s4|deepseek-small|SailPoint", "prompt": "c107-s4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid (for now) ... generally overkill and overpriced for a small company"}, {"id": "mai-20260917-0922-baseline|c107-s4|deepseek-small|Saviynt", "prompt": "c107-s4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid (for now) ... SailPoint and Saviynt licenses run ~$50–333/user/year"}, {"id": "mai-20260917-0922-baseline|c107-s4|deepseek-small|Okta IGA", "prompt": "c107-s4", "model": "deepseek-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta IGA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "enterprise **Okta IGA** — are powerful but generally overkill and overpriced"}, {"id": "mai-20260917-0922-baseline|c107-s4|google-small|SailPoint", "prompt": "c107-s4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "traditional \"enterprise\" Identity Governance and Administration (IGA) suites like SailPoint, Saviynt, or Omada are out of the question"}, {"id": "mai-20260917-0922-baseline|c107-s4|google-small|Saviynt", "prompt": "c107-s4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "suites like SailPoint, Saviynt, or Omada are out of the question"}, {"id": "mai-20260917-0922-baseline|c107-s4|google-small|Omada", "prompt": "c107-s4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "Omada", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "suites like SailPoint, Saviynt, or Omada are out of the question"}, {"id": "mai-20260917-0922-baseline|c107-s4|google-small|AccessOwl", "prompt": "c107-s4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Option 1: AccessOwl (Best Overall Value & Easiest for Lean IT Teams)"}, {"id": "mai-20260917-0922-baseline|c107-s4|google-small|Risotto", "prompt": "c107-s4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "Risotto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Option 2: Risotto (Best AI-Driven & Support-First Approach)"}, {"id": "mai-20260917-0922-baseline|c107-s4|google-small|Evolveum midPoint", "prompt": "c107-s4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "Evolveum midPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Option 3: Evolveum midPoint (Best Free, Open-Source Option)"}, {"id": "mai-20260917-0922-baseline|c107-s4|google-small|Okta Identity Governance", "prompt": "c107-s4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if Already Embedded in an IdP"}, {"id": "mai-20260917-0922-baseline|c107-s4|google-small|Microsoft Entra ID Governance", "prompt": "c107-s4", "model": "google-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Entra ID Governance extend your existing directories to add access requests"}, {"id": "mai-20260917-0922-baseline|c107-s4|meta-small|AccessOwl", "prompt": "c107-s4", "model": "meta-small", "cat": "identity-governance", "variant": "budget", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AccessOwl - a lean IGA solution that can be stood up for a fraction of the cost of enterprise rollouts."}, {"id": "mai-20260917-0922-baseline|c107-s4|meta-small|Lumos", "prompt": "c107-s4", "model": "meta-small", "cat": "identity-governance", "variant": "budget", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong fit for growing companies that have outgrown the services-heavy, multi-quarter deployment model"}, {"id": "mai-20260917-0922-baseline|c107-s4|meta-small|JumpCloud", "prompt": "c107-s4", "model": "meta-small", "cat": "identity-governance", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a practical, fast-to-deploy alternative to enterprise platforms like SailPoint or CyberArk, designed for lean IT teams"}, {"id": "mai-20260917-0922-baseline|c107-s4|meta-small|SailPoint", "prompt": "c107-s4", "model": "meta-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "alternative to enterprise platforms like SailPoint or CyberArk"}, {"id": "mai-20260917-0922-baseline|c107-s4|meta-small|CyberArk", "prompt": "c107-s4", "model": "meta-small", "cat": "identity-governance", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "alternative to enterprise platforms like SailPoint or CyberArk"}, {"id": "mai-20260917-0922-baseline|c107-s4|meta-small|Google Cloud IAM", "prompt": "c107-s4", "model": "meta-small", "cat": "identity-governance", "variant": "budget", "raw": "Google Cloud IAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "worth considering for small businesses already operating within those cloud ecosystems, as both are included at no additional cost"}, {"id": "mai-20260917-0922-baseline|c107-s4|meta-small|AWS IAM", "prompt": "c107-s4", "model": "meta-small", "cat": "identity-governance", "variant": "budget", "raw": "AWS IAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "worth considering for small businesses already operating within those cloud ecosystems, as both are included at no additional cost"}, {"id": "mai-20260917-0922-baseline|c107-s4|minimax-small|Iden", "prompt": "c107-s4", "model": "minimax-small", "cat": "identity-governance", "variant": "budget", "raw": "Iden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Approximately $5/user/month... No \"SCIM tax\" or forced enterprise upgrades, straightforward per-user pricing"}, {"id": "mai-20260917-0922-baseline|c107-s4|minimax-small|JumpCloud", "prompt": "c107-s4", "model": "minimax-small", "cat": "identity-governance", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have minimal IT resources: Start with JumpCloud or your existing cloud provider's IAM"}, {"id": "mai-20260917-0922-baseline|c107-s4|minimax-small|Cloud Provider IAM (Google Cloud IAM / AWS IAM)", "prompt": "c107-s4", "model": "minimax-small", "cat": "identity-governance", "variant": "budget", "raw": "Cloud Provider IAM (Google Cloud IAM / AWS IAM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Included at no additional cost if you're already using these cloud ecosystems"}, {"id": "mai-20260917-0922-baseline|c107-s4|mistral-small|miniOrange", "prompt": "c107-s4", "model": "mistral-small", "cat": "identity-governance", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Known for being flexible and budget-friendly, making it a strong choice for small businesses"}, {"id": "mai-20260917-0922-baseline|c107-s4|mistral-small|JumpCloud", "prompt": "c107-s4", "model": "mistral-small", "cat": "identity-governance", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "miniOrange or JumpCloud's free tier are excellent starting points"}, {"id": "mai-20260917-0922-baseline|c107-s4|mistral-small|Iden", "prompt": "c107-s4", "model": "mistral-small", "cat": "identity-governance", "variant": "budget", "raw": "Iden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a more modern, AI-driven approach at a low cost, Iden is worth considering."}, {"id": "mai-20260917-0922-baseline|c107-s4|moonshot-small|AccessOwl", "prompt": "c107-s4", "model": "moonshot-small", "cat": "identity-governance", "variant": "budget", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **AccessOwl** or **tenfold** for the best balance of features and affordability for small teams."}, {"id": "mai-20260917-0922-baseline|c107-s4|moonshot-small|tenfold", "prompt": "c107-s4", "model": "moonshot-small", "cat": "identity-governance", "variant": "budget", "raw": "tenfold", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **AccessOwl** or **tenfold** for the best balance of features and affordability"}, {"id": "mai-20260917-0922-baseline|c107-s4|moonshot-small|Iden", "prompt": "c107-s4", "model": "moonshot-small", "cat": "identity-governance", "variant": "budget", "raw": "Iden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Iden** – Best for Fast-Growing SaaS Companies"}, {"id": "mai-20260917-0922-baseline|c107-s4|moonshot-small|miniOrange", "prompt": "c107-s4", "model": "moonshot-small", "cat": "identity-governance", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**miniOrange** – Budget Alternative"}, {"id": "mai-20260917-0922-baseline|c107-s4|moonshot-small|SailPoint", "prompt": "c107-s4", "model": "moonshot-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid ... Enterprise solutions like SailPoint, Saviynt, and ConductorOne"}, {"id": "mai-20260917-0922-baseline|c107-s4|moonshot-small|Saviynt", "prompt": "c107-s4", "model": "moonshot-small", "cat": "identity-governance", "variant": "budget", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid ... Enterprise solutions like SailPoint, Saviynt, and ConductorOne"}, {"id": "mai-20260917-0922-baseline|c107-s4|moonshot-small|ConductorOne", "prompt": "c107-s4", "model": "moonshot-small", "cat": "identity-governance", "variant": "budget", "raw": "ConductorOne", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid ... Enterprise solutions like SailPoint, Saviynt, and ConductorOne"}, {"id": "mai-20260917-0922-baseline|c107-s4|openai-small|Microsoft Entra ID Governance", "prompt": "c107-s4", "model": "openai-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Microsoft Entra ID Governance**"}, {"id": "mai-20260917-0922-baseline|c107-s4|openai-small|Okta", "prompt": "c107-s4", "model": "openai-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider **Okta**, but expect higher cost once governance is included."}, {"id": "mai-20260917-0922-baseline|c107-s4|xai-small|tenfold", "prompt": "c107-s4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "tenfold", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "tenfold stands out as one of the best identity governance and administration (IGA) platforms due to its extremely low starting price"}, {"id": "mai-20260917-0922-baseline|c107-s4|xai-small|SailPoint", "prompt": "c107-s4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoiding expensive consulting fees common in enterprise tools like SailPoint or Okta"}, {"id": "mai-20260917-0922-baseline|c107-s4|xai-small|Okta", "prompt": "c107-s4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "avoiding expensive consulting fees common in enterprise tools like SailPoint or Okta"}, {"id": "mai-20260917-0922-baseline|c107-s4|xai-small|midPoint", "prompt": "c107-s4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "midPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong free/open-source alternative: midPoint (by Evolveum)"}, {"id": "mai-20260917-0922-baseline|c107-s4|xai-small|Keycloak", "prompt": "c107-s4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "another free OSS option for basic IAM/SSO but lacks full governance depth"}, {"id": "mai-20260917-0922-baseline|c107-s4|xai-small|AccessOwl", "prompt": "c107-s4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "AccessOwl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other budget-friendly contenders"}, {"id": "mai-20260917-0922-baseline|c107-s4|xai-small|Iden", "prompt": "c107-s4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "Iden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "~$5/user/mo | Fast-growing SaaS"}, {"id": "mai-20260917-0922-baseline|c107-s4|xai-small|JumpCloud", "prompt": "c107-s4", "model": "xai-small", "cat": "identity-governance", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Broader IAM/MDM; good if you need devices too"}, {"id": "mai-20260917-0922-baseline|c107-s4|zai-small|AccessOwl", "prompt": "c107-s4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for a tight‑budget small company: AccessOwl. It's purpose‑built for lean IT teams"}, {"id": "mai-20260917-0922-baseline|c107-s4|zai-small|Microsoft Entra (Azure AD) governance add‑ons", "prompt": "c107-s4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "Microsoft Entra (Azure AD) governance add‑ons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cons: Bundled with a larger suite; may be overkill if you don't need all Microsoft features."}, {"id": "mai-20260917-0922-baseline|c107-s4|zai-small|Ping Identity (Essential/Plus)", "prompt": "c107-s4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "Ping Identity (Essential/Plus)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: 5,000‑user minimum makes it effectively enterprise‑only for most small companies."}, {"id": "mai-20260917-0922-baseline|c107-s4|zai-small|miniOrange", "prompt": "c107-s4", "model": "zai-small", "cat": "identity-governance", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free tier available; paid plans from ~$3/user/month... good for very small teams."}, {"id": "mai-20260917-0922-baseline|c107-s5|alibaba-small|SailPoint", "prompt": "c107-s5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you are likely not ready for heavy enterprise suites like SailPoint or ForgeRock, which can be prohibitively expensive and require dedicated admins"}, {"id": "mai-20260917-0922-baseline|c107-s5|alibaba-small|ForgeRock", "prompt": "c107-s5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "ForgeRock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not ready for heavy enterprise suites like SailPoint or ForgeRock, which can be prohibitively expensive"}, {"id": "mai-20260917-0922-baseline|c107-s5|alibaba-small|CyberArk", "prompt": "c107-s5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CyberArk (Passportal/Web):** Good specifically if your main headache is managing shared passwords for admins, though less about general user governance."}, {"id": "mai-20260917-0922-baseline|c107-s5|alibaba-small|1Password for Teams", "prompt": "c107-s5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "1Password for Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(Tools like CyberArk or 1Password for Teams often cover this base)."}, {"id": "mai-20260917-0922-baseline|c107-s5|alibaba-small|Entra ID Premium P2", "prompt": "c107-s5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "Entra ID Premium P2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you are on **Microsoft 365**, you likely have **Entra ID Premium P2**. This includes built-in \"Access Reviews\" and automated reporting without buying extra software."}, {"id": "mai-20260917-0922-baseline|c107-s5|alibaba-small|Google Workspace", "prompt": "c107-s5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are on **Google Workspace**, look at their **Admin console permissions** combined with standard audit logs."}, {"id": "mai-20260917-0922-baseline|c107-s5|alibaba-small|Swimlane", "prompt": "c107-s5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Swimlane:** An orchestration platform that can automate the logic of access granting without needing a massive IGA suite."}, {"id": "mai-20260917-0922-baseline|c107-s5|alibaba-small|Varonis", "prompt": "c107-s5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "Varonis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "excellent for finding who has access to sensitive files and cleaning up stale access. Very popular with growing tech companies."}, {"id": "mai-20260917-0922-baseline|c107-s5|alibaba-small|Okta Workflows / OIA", "prompt": "c107-s5", "model": "alibaba-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta Workflows / OIA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you already pay for Okta, check their advanced add-ons. They are designed to sit on top of Okta to handle the \"Review\" workflows without a new tool."}, {"id": "mai-20260917-0922-baseline|c107-s5|deepseek-small|SailPoint", "prompt": "c107-s5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "most enterprise identity governance platforms (SailPoint, Saviynt, etc.) are built for 500+ identity environments... At your size, buying one would be a mistake."}, {"id": "mai-20260917-0922-baseline|c107-s5|deepseek-small|Saviynt", "prompt": "c107-s5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "most enterprise identity governance platforms (SailPoint, Saviynt, etc.) ... At your size, buying one would be a mistake."}, {"id": "mai-20260917-0922-baseline|c107-s5|deepseek-small|AccessOwl", "prompt": "c107-s5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "A lightweight IGA / access-governance platform built for lean IT teams (e.g., tools like AccessOwl, Zluri, or mid-market-focused IGA options"}, {"id": "mai-20260917-0922-baseline|c107-s5|deepseek-small|Zluri", "prompt": "c107-s5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Zluri", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "tools like AccessOwl, Zluri, or mid-market-focused IGA options that emphasize SaaS coverage and weeks-not-quarters deployment"}, {"id": "mai-20260917-0922-baseline|c107-s5|deepseek-small|Okta", "prompt": "c107-s5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already have an IDP (Okta, Google Workspace, Entra ID), check whether its native access-certification/review features are *enough*"}, {"id": "mai-20260917-0922-baseline|c107-s5|deepseek-small|Google Workspace", "prompt": "c107-s5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you already have an IDP (Okta, Google Workspace, Entra ID), check whether its native access-certification/review features are *enough*"}, {"id": "mai-20260917-0922-baseline|c107-s5|deepseek-small|Entra ID", "prompt": "c107-s5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you already have an IDP (Okta, Google Workspace, Entra ID), check whether its native access-certification/review features are *enough*"}, {"id": "mai-20260917-0922-baseline|c107-s5|deepseek-small|JumpCloud", "prompt": "c107-s5", "model": "deepseek-small", "cat": "identity-governance", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Also consider cloud-directory platforms like JumpCloud that bundle governance for small teams."}, {"id": "mai-20260917-0922-baseline|c107-s5|google-small|SailPoint", "prompt": "c107-s5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Do not buy legacy enterprise IGA platforms like SailPoint, Saviynt, or One Identity."}, {"id": "mai-20260917-0922-baseline|c107-s5|google-small|Saviynt", "prompt": "c107-s5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Do not buy legacy enterprise IGA platforms like SailPoint, Saviynt, or One Identity."}, {"id": "mai-20260917-0922-baseline|c107-s5|google-small|One Identity", "prompt": "c107-s5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "One Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Do not buy legacy enterprise IGA platforms like SailPoint, Saviynt, or One Identity."}, {"id": "mai-20260917-0922-baseline|c107-s5|google-small|Rippling", "prompt": "c107-s5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "An incredibly popular choice for 30-person companies... automates onboarding and offboarding flawlessly."}, {"id": "mai-20260917-0922-baseline|c107-s5|google-small|JumpCloud", "prompt": "c107-s5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A great option if you want a centralized cloud directory, single sign-on (SSO), and device management in one place"}, {"id": "mai-20260917-0922-baseline|c107-s5|google-small|Okta", "prompt": "c107-s5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "without the massive price tag or complexity of Okta"}, {"id": "mai-20260917-0922-baseline|c107-s5|google-small|AccessOwl", "prompt": "c107-s5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Specifically designed for startups and mid-market companies. It is incredibly lightweight, runs entirely in Slack"}, {"id": "mai-20260917-0922-baseline|c107-s5|google-small|Risotto", "prompt": "c107-s5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "Risotto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A Slack-native helpdesk and IGA tool specifically aimed at teams with fewer than 200 employees."}, {"id": "mai-20260917-0922-baseline|c107-s5|google-small|Lumos", "prompt": "c107-s5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Excellent for discovering \"shadow IT\" ... and managing permissions, licenses, and access reviews seamlessly."}, {"id": "mai-20260917-0922-baseline|c107-s5|google-small|ConductorOne", "prompt": "c107-s5", "model": "google-small", "cat": "identity-governance", "variant": "scale", "raw": "ConductorOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Offers extremely deep, granular access governance and is highly rated by security-conscious tech startups."}, {"id": "mai-20260917-0922-baseline|c107-s5|minimax-small|SailPoint", "prompt": "c107-s5", "model": "minimax-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SailPoint** (enterprise-focused, comprehensive)"}, {"id": "mai-20260917-0922-baseline|c107-s5|minimax-small|Okta", "prompt": "c107-s5", "model": "minimax-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Okta** (strong for cloud-first, user-friendly)"}, {"id": "mai-20260917-0922-baseline|c107-s5|minimax-small|Microsoft Entra ID", "prompt": "c107-s5", "model": "minimax-small", "cat": "identity-governance", "variant": "scale", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Microsoft Entra ID** (good if you're in Microsoft ecosystem)"}, {"id": "mai-20260917-0922-baseline|c107-s5|minimax-small|OneLogin", "prompt": "c107-s5", "model": "minimax-small", "cat": "identity-governance", "variant": "scale", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**OneLogin** (simpler, cost-effective)"}, {"id": "mai-20260917-0922-baseline|c107-s5|minimax-small|JumpCloud", "prompt": "c107-s5", "model": "minimax-small", "cat": "identity-governance", "variant": "scale", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**JumpCloud** (IT-focused, good for SMBs)"}, {"id": "mai-20260917-0922-baseline|c107-s5|mistral-small|SailPoint (IdentityNow)", "prompt": "c107-s5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint (IdentityNow)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SailPoint (IdentityNow): Enterprise-grade but has a mid-market tier. Strong RBAC and compliance."}, {"id": "mai-20260917-0922-baseline|c107-s5|mistral-small|Okta Identity Governance", "prompt": "c107-s5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta Identity Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Good if you already use Okta for SSO. Tight integration."}, {"id": "mai-20260917-0922-baseline|c107-s5|mistral-small|Microsoft Entra ID Governance", "prompt": "c107-s5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you're all-in on Microsoft 365/Azure AD."}, {"id": "mai-20260917-0922-baseline|c107-s5|mistral-small|Saviynt", "prompt": "c107-s5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More enterprise-focused but has a small business plan."}, {"id": "mai-20260917-0922-baseline|c107-s5|mistral-small|Omada", "prompt": "c107-s5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "Omada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Specializes in mid-market IGA, user-friendly."}, {"id": "mai-20260917-0922-baseline|c107-s5|mistral-small|Grip (by Auth0)", "prompt": "c107-s5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "Grip (by Auth0)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Newer, cloud-native, and designed for SMBs."}, {"id": "mai-20260917-0922-baseline|c107-s5|mistral-small|Broadcom (CA Identity Suite)", "prompt": "c107-s5", "model": "mistral-small", "cat": "identity-governance", "variant": "scale", "raw": "Broadcom (CA Identity Suite)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Legacy but robust; may be overkill."}, {"id": "mai-20260917-0922-baseline|c107-s5|moonshot-small|AccessOwl", "prompt": "c107-s5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SMB-focused**: AccessOwl, Iden, tenfold (designed for lean IT teams)"}, {"id": "mai-20260917-0922-baseline|c107-s5|moonshot-small|Iden", "prompt": "c107-s5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "Iden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SMB-focused**: AccessOwl, Iden, tenfold (designed for lean IT teams)"}, {"id": "mai-20260917-0922-baseline|c107-s5|moonshot-small|tenfold", "prompt": "c107-s5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "tenfold", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**SMB-focused**: AccessOwl, Iden, tenfold (designed for lean IT teams)"}, {"id": "mai-20260917-0922-baseline|c107-s5|moonshot-small|Okta", "prompt": "c107-s5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SSO-adjacent**: Okta or Microsoft Entra (if you want governance bundled with identity)"}, {"id": "mai-20260917-0922-baseline|c107-s5|moonshot-small|Microsoft Entra", "prompt": "c107-s5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "Microsoft Entra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SSO-adjacent**: Okta or Microsoft Entra (if you want governance bundled with identity)"}, {"id": "mai-20260917-0922-baseline|c107-s5|moonshot-small|SailPoint", "prompt": "c107-s5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Skip**: SailPoint, Saviynt, Oracle (overkill for 30 people)"}, {"id": "mai-20260917-0922-baseline|c107-s5|moonshot-small|Saviynt", "prompt": "c107-s5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Skip**: SailPoint, Saviynt, Oracle (overkill for 30 people)"}, {"id": "mai-20260917-0922-baseline|c107-s5|moonshot-small|Oracle", "prompt": "c107-s5", "model": "moonshot-small", "cat": "identity-governance", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Skip**: SailPoint, Saviynt, Oracle (overkill for 30 people)"}, {"id": "mai-20260917-0922-baseline|c107-s5|xai-small|SailPoint", "prompt": "c107-s5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid enterprise-heavy solutions like SailPoint or IBM that require dedicated IAM experts."}, {"id": "mai-20260917-0922-baseline|c107-s5|xai-small|IBM", "prompt": "c107-s5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "IBM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid enterprise-heavy solutions like SailPoint or IBM that require dedicated IAM experts."}, {"id": "mai-20260917-0922-baseline|c107-s5|xai-small|Lumos", "prompt": "c107-s5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Lumos or tenfold** | SaaS-heavy, no-code automation | $3-8/user/mo | Quick wins on access graphs, reviews."}, {"id": "mai-20260917-0922-baseline|c107-s5|xai-small|tenfold", "prompt": "c107-s5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "tenfold", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Lumos or tenfold** | SaaS-heavy, no-code automation | $3-8/user/mo | Quick wins on access graphs, reviews."}, {"id": "mai-20260917-0922-baseline|c107-s5|xai-small|Corma", "prompt": "c107-s5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "Corma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Corma or Torii** | Mid-market SaaS governance | $5-10/user/mo | Lean setup, compliance-ready."}, {"id": "mai-20260917-0922-baseline|c107-s5|xai-small|Torii", "prompt": "c107-s5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "Torii", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Corma or Torii** | Mid-market SaaS governance | $5-10/user/mo | Lean setup, compliance-ready."}, {"id": "mai-20260917-0922-baseline|c107-s5|xai-small|Okta Identity Governance", "prompt": "c107-s5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Okta Identity Governance** (if using Okta) | IdP-native | $8-12/user/mo | Easy if already in ecosystem."}, {"id": "mai-20260917-0922-baseline|c107-s5|xai-small|One Identity Manager", "prompt": "c107-s5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "One Identity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**One Identity Manager** (lite) or ManageEngine | Microsoft/AD focus | $4-10/user/mo | Budget-friendly hybrid."}, {"id": "mai-20260917-0922-baseline|c107-s5|xai-small|ManageEngine", "prompt": "c107-s5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**One Identity Manager** (lite) or ManageEngine | Microsoft/AD focus | $4-10/user/mo | Budget-friendly hybrid."}, {"id": "mai-20260917-0922-baseline|c107-s5|xai-small|Saviynt", "prompt": "c107-s5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Saviynt or Ping** | Growing teams needing AI | $10+/user/mo | If planning scale/complexity."}, {"id": "mai-20260917-0922-baseline|c107-s5|xai-small|Ping", "prompt": "c107-s5", "model": "xai-small", "cat": "identity-governance", "variant": "scale", "raw": "Ping", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**Saviynt or Ping** | Growing teams needing AI | $10+/user/mo | If planning scale/complexity."}, {"id": "mai-20260917-0922-baseline|c107-s5|zai-small|SailPoint", "prompt": "c107-s5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Enterprise‑scale** | SailPoint, Saviynt, One Identity, Okta Identity Governance | More than you need; higher cost & complexity"}, {"id": "mai-20260917-0922-baseline|c107-s5|zai-small|Saviynt", "prompt": "c107-s5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "More than you need; higher cost & complexity"}, {"id": "mai-20260917-0922-baseline|c107-s5|zai-small|One Identity", "prompt": "c107-s5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More than you need; higher cost & complexity"}, {"id": "mai-20260917-0922-baseline|c107-s5|zai-small|Okta Identity Governance", "prompt": "c107-s5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More than you need; higher cost & complexity"}, {"id": "mai-20260917-0922-baseline|c107-s5|zai-small|Lumos", "prompt": "c107-s5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lumos, Torii, Corma, tenfold, Apono | Designed for lean IT teams and rapid deployment"}, {"id": "mai-20260917-0922-baseline|c107-s5|zai-small|Torii", "prompt": "c107-s5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "Torii", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Designed for lean IT teams and rapid deployment"}, {"id": "mai-20260917-0922-baseline|c107-s5|zai-small|Corma", "prompt": "c107-s5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "Corma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Designed for lean IT teams and rapid deployment"}, {"id": "mai-20260917-0922-baseline|c107-s5|zai-small|tenfold", "prompt": "c107-s5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "tenfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Designed for lean IT teams and rapid deployment"}, {"id": "mai-20260917-0922-baseline|c107-s5|zai-small|Apono", "prompt": "c107-s5", "model": "zai-small", "cat": "identity-governance", "variant": "scale", "raw": "Apono", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Designed for lean IT teams and rapid deployment"}, {"id": "mai-20260917-0922-baseline|c107-s6|alibaba-small|SailPoint (IdentityIQ & Enterprise Cloud)", "prompt": "c107-s6", "model": "alibaba-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint (IdentityIQ & Enterprise Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Generally Avoid for Small Businesses ... SailPoint is the market leader in enterprise IGA but is notoriously complex and expensive."}, {"id": "mai-20260917-0922-baseline|c107-s6|alibaba-small|Oracle Identity Manager (OIM)", "prompt": "c107-s6", "model": "alibaba-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle Identity Manager (OIM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "adopting OIM will likely result in vendor lock-in and high support costs"}, {"id": "mai-20260917-0922-baseline|c107-s6|alibaba-small|IBM Security Identity Management (ISM)", "prompt": "c107-s6", "model": "alibaba-small", "cat": "identity-governance", "variant": "negative", "raw": "IBM Security Identity Management (ISM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "High total cost of ownership (TCO)... enterprise heavyweight designed for global corporations"}, {"id": "mai-20260917-0922-baseline|c107-s6|alibaba-small|Saviynt", "prompt": "c107-s6", "model": "alibaba-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "its complexity and pricing model are geared toward larger organizations"}, {"id": "mai-20260917-0922-baseline|c107-s6|alibaba-small|Microsoft Identity Governance (Part of Azure AD Premium P2 / Entra ID)", "prompt": "c107-s6", "model": "alibaba-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Identity Governance (Part of Azure AD Premium P2 / Entra ID)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious about the price creep as you add more licenses."}, {"id": "mai-20260917-0922-baseline|c107-s6|alibaba-small|AccessOwl", "prompt": "c107-s6", "model": "alibaba-small", "cat": "identity-governance", "variant": "negative", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "AccessOwl: Specifically built for teams under 500. No dedicated identity hire required."}, {"id": "mai-20260917-0922-baseline|c107-s6|alibaba-small|Lumos", "prompt": "c107-s6", "model": "alibaba-small", "cat": "identity-governance", "variant": "negative", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lumos: Good for scaling startups (150+ employees)"}, {"id": "mai-20260917-0922-baseline|c107-s6|alibaba-small|OneLogin / Okta (with Governance Modules)", "prompt": "c107-s6", "model": "alibaba-small", "cat": "identity-governance", "variant": "negative", "raw": "OneLogin / Okta (with Governance Modules)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "adding their light-governance tools can be a natural, lower-cost upgrade"}, {"id": "mai-20260917-0922-baseline|c107-s6|anthropic-small|IBM Identity Platforms", "prompt": "c107-s6", "model": "anthropic-small", "cat": "identity-governance", "variant": "negative", "raw": "IBM Identity Platforms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**IBM Identity Platforms**: \nSetup complexity and learning curves are common challenges with IBM's identity platform."}, {"id": "mai-20260917-0922-baseline|c107-s6|challenger-small|SailPoint", "prompt": "c107-s6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cautious about enterprise-grade IGA platforms** such as **SailPoint**"}, {"id": "mai-20260917-0922-baseline|c107-s6|challenger-small|Saviynt", "prompt": "c107-s6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "similarly described as enterprise-scale, with SMB-oriented commentary warning about complexity and customization overhead"}, {"id": "mai-20260917-0922-baseline|c107-s6|challenger-small|Oracle Identity Manager / Identity Manager", "prompt": "c107-s6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle Identity Manager / Identity Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often excluded for the 100–500 employee range because it is over-engineered for smaller teams"}, {"id": "mai-20260917-0922-baseline|c107-s6|challenger-small|IBM Security Verify", "prompt": "c107-s6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "IBM Security Verify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "characterized in buyer guides as large-enterprise / hybrid IAM tooling rather than a simple SMB governance fit"}, {"id": "mai-20260917-0922-baseline|c107-s6|challenger-small|Okta", "prompt": "c107-s6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider whether lighter tools like **Okta**, **Microsoft Entra ID**, or SMB-oriented governance platforms are enough"}, {"id": "mai-20260917-0922-baseline|c107-s6|challenger-small|Microsoft Entra ID", "prompt": "c107-s6", "model": "challenger-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider whether lighter tools like **Okta**, **Microsoft Entra ID** ... are enough"}, {"id": "mai-20260917-0922-baseline|c107-s6|deepseek-small|SailPoint (IdentityIQ / Identity Security Cloud)", "prompt": "c107-s6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint (IdentityIQ / Identity Security Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "A small business should generally **avoid or heavily vet** the classic enterprise suites (SailPoint, Saviynt, One Identity, Omada)"}, {"id": "mai-20260917-0922-baseline|c107-s6|deepseek-small|Saviynt", "prompt": "c107-s6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid or heavily vet** the classic enterprise suites (SailPoint, Saviynt, One Identity, Omada)"}, {"id": "mai-20260917-0922-baseline|c107-s6|deepseek-small|One Identity", "prompt": "c107-s6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "One Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid or heavily vet** the classic enterprise suites (SailPoint, Saviynt, One Identity, Omada)"}, {"id": "mai-20260917-0922-baseline|c107-s6|deepseek-small|Omada Identity", "prompt": "c107-s6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "Omada Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid or heavily vet** the classic enterprise suites (SailPoint, Saviynt, One Identity, Omada)"}, {"id": "mai-20260917-0922-baseline|c107-s6|deepseek-small|JumpCloud", "prompt": "c107-s6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "purpose-built for lean IT teams, free tier up to 10 users, fast deployment"}, {"id": "mai-20260917-0922-baseline|c107-s6|deepseek-small|Okta Identity Governance", "prompt": "c107-s6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "but confirm you're only using what you need"}, {"id": "mai-20260917-0922-baseline|c107-s6|deepseek-small|Lumos", "prompt": "c107-s6", "model": "deepseek-small", "cat": "identity-governance", "variant": "negative", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AI-driven governance with access reviews and self-service"}, {"id": "mai-20260917-0922-baseline|c107-s6|google-small|SailPoint (IdentityIQ and IdentityNow)", "prompt": "c107-s6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint (IdentityIQ and IdentityNow)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SailPoint is widely considered the market leader in enterprise-grade IGA, but it is highly unsuitable for small businesses."}, {"id": "mai-20260917-0922-baseline|c107-s6|google-small|Saviynt (Enterprise Identity Cloud)", "prompt": "c107-s6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt (Enterprise Identity Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Saviynt's advanced capabilities are massive overkill."}, {"id": "mai-20260917-0922-baseline|c107-s6|google-small|Oracle Identity Governance", "prompt": "c107-s6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle Identity Governance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "there is zero reason to take on the baggage of these platforms"}, {"id": "mai-20260917-0922-baseline|c107-s6|google-small|IBM Security Verify Governance", "prompt": "c107-s6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "IBM Security Verify Governance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "there is zero reason to take on the baggage of these platforms"}, {"id": "mai-20260917-0922-baseline|c107-s6|google-small|SAP Access Control", "prompt": "c107-s6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "SAP Access Control", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "there is zero reason to take on the baggage of these platforms"}, {"id": "mai-20260917-0922-baseline|c107-s6|google-small|Broadcom/CA", "prompt": "c107-s6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "Broadcom/CA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Legacy \"Big Tech\" Suites (Oracle, IBM, SAP, Broadcom/CA)"}, {"id": "mai-20260917-0922-baseline|c107-s6|google-small|One Identity (One Identity Manager)", "prompt": "c107-s6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "One Identity (One Identity Manager)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "High Resource Demand... highly impractical for a small business"}, {"id": "mai-20260917-0922-baseline|c107-s6|google-small|Microsoft Entra ID Governance", "prompt": "c107-s6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "If you are already a Microsoft shop, utilizing their native governance features is highly efficient."}, {"id": "mai-20260917-0922-baseline|c107-s6|google-small|Okta Identity Governance (OIG)", "prompt": "c107-s6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If Okta is your SSO provider, adding their governance tier is seamless."}, {"id": "mai-20260917-0922-baseline|c107-s6|google-small|Rippling", "prompt": "c107-s6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Highly popular with SMBs for unifying HR, IT, onboarding, and access control in one simple platform."}, {"id": "mai-20260917-0922-baseline|c107-s6|google-small|Lumos", "prompt": "c107-s6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Modern, SaaS-centric platforms designed specifically to discover shadow IT"}, {"id": "mai-20260917-0922-baseline|c107-s6|google-small|Zluri", "prompt": "c107-s6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Modern, SaaS-centric platforms designed specifically to discover shadow IT"}, {"id": "mai-20260917-0922-baseline|c107-s6|google-small|SecurEnds", "prompt": "c107-s6", "model": "google-small", "cat": "identity-governance", "variant": "negative", "raw": "SecurEnds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Modern, SaaS-centric platforms designed specifically to discover shadow IT"}, {"id": "mai-20260917-0922-baseline|c107-s6|meta-small|SailPoint IdentityIQ", "prompt": "c107-s6", "model": "meta-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "powerful but built for enterprise scale and may be over-engineered for small businesses with 100-500 employees"}, {"id": "mai-20260917-0922-baseline|c107-s6|meta-small|Oracle Identity Manager", "prompt": "c107-s6", "model": "meta-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle Identity Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "powerful but built for enterprise scale and may be over-engineered for small businesses"}, {"id": "mai-20260917-0922-baseline|c107-s6|meta-small|IBM ISAM", "prompt": "c107-s6", "model": "meta-small", "cat": "identity-governance", "variant": "negative", "raw": "IBM ISAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "powerful but built for enterprise scale and may be over-engineered for small businesses"}, {"id": "mai-20260917-0922-baseline|c107-s6|meta-small|Saviynt", "prompt": "c107-s6", "model": "meta-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "powerful but built for enterprise scale and may be over-engineered for small businesses"}, {"id": "mai-20260917-0922-baseline|c107-s6|meta-small|Okta Identity Governance", "prompt": "c107-s6", "model": "meta-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may require professional services to deploy and may have hidden costs"}, {"id": "mai-20260917-0922-baseline|c107-s6|meta-small|ConductorOne", "prompt": "c107-s6", "model": "meta-small", "cat": "identity-governance", "variant": "negative", "raw": "ConductorOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may require professional services to deploy and may have hidden costs"}, {"id": "mai-20260917-0922-baseline|c107-s6|minimax-small|SailPoint", "prompt": "c107-s6", "model": "minimax-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** Built for large enterprises with tens of thousands of employees"}, {"id": "mai-20260917-0922-baseline|c107-s6|minimax-small|Saviynt", "prompt": "c107-s6", "model": "minimax-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid:** Also designed for enterprise-scale organizations"}, {"id": "mai-20260917-0922-baseline|c107-s6|minimax-small|AccessOwl", "prompt": "c107-s6", "model": "minimax-small", "cat": "identity-governance", "variant": "negative", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**AccessOwl** - Designed for lean IT teams, more affordable"}, {"id": "mai-20260917-0922-baseline|c107-s6|minimax-small|Rippling", "prompt": "c107-s6", "model": "minimax-small", "cat": "identity-governance", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Integrated solutions** like Rippling (HR platform) + Okta (authentication) + lightweight governance tools"}, {"id": "mai-20260917-0922-baseline|c107-s6|minimax-small|Okta", "prompt": "c107-s6", "model": "minimax-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rippling (HR platform) + Okta (authentication) + lightweight governance tools"}, {"id": "mai-20260917-0922-baseline|c107-s6|mistral-small|SailPoint IdentityIQ", "prompt": "c107-s6", "model": "mistral-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint IdentityIQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Solutions like SailPoint IdentityIQ, Oracle Identity Manager, IBM ISAM, and Saviynt are often described as over-engineered for small businesses"}, {"id": "mai-20260917-0922-baseline|c107-s6|mistral-small|Oracle Identity Manager", "prompt": "c107-s6", "model": "mistral-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle Identity Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "over-engineered for small businesses ... high costs, complexity, and deployment times that are not practical"}, {"id": "mai-20260917-0922-baseline|c107-s6|mistral-small|IBM ISAM", "prompt": "c107-s6", "model": "mistral-small", "cat": "identity-governance", "variant": "negative", "raw": "IBM ISAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "over-engineered for small businesses (typically under 500 employees)"}, {"id": "mai-20260917-0922-baseline|c107-s6|mistral-small|Saviynt", "prompt": "c107-s6", "model": "mistral-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Small businesses should avoid enterprise-grade IGA platforms"}, {"id": "mai-20260917-0922-baseline|c107-s6|mistral-small|AccessOwl", "prompt": "c107-s6", "model": "mistral-small", "cat": "identity-governance", "variant": "negative", "raw": "AccessOwl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "look for lightweight, cost-effective solutions designed specifically for smaller teams, such as AccessOwl or Lumos"}, {"id": "mai-20260917-0922-baseline|c107-s6|mistral-small|Lumos", "prompt": "c107-s6", "model": "mistral-small", "cat": "identity-governance", "variant": "negative", "raw": "Lumos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "such as AccessOwl or Lumos, which are built to be more accessible and easier to deploy"}, {"id": "mai-20260917-0922-baseline|c107-s6|moonshot-small|SailPoint", "prompt": "c107-s6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Massive overkill: Built for 10,000+ employee enterprises... Prohibitively expensive"}, {"id": "mai-20260917-0922-baseline|c107-s6|moonshot-small|Saviynt", "prompt": "c107-s6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise complexity: Designed for massive scale... High TCO"}, {"id": "mai-20260917-0922-baseline|c107-s6|moonshot-small|One Identity", "prompt": "c107-s6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "One Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Not for tiny shops: Explicitly unsuited for organizations under ~100 users"}, {"id": "mai-20260917-0922-baseline|c107-s6|moonshot-small|SAP Access Control", "prompt": "c107-s6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "SAP Access Control", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Over-specialized: Built primarily for SAP ecosystems; massive overhead"}, {"id": "mai-20260917-0922-baseline|c107-s6|moonshot-small|Okta Identity Governance (OIG)", "prompt": "c107-s6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance (OIG)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "does not solve full lifecycle governance"}, {"id": "mai-20260917-0922-baseline|c107-s6|moonshot-small|Microsoft Entra ID", "prompt": "c107-s6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Governance requires maturity... Support complaints"}, {"id": "mai-20260917-0922-baseline|c107-s6|moonshot-small|Tenfold", "prompt": "c107-s6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "Tenfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tools built specifically for SMBs (e.g., Tenfold, SecurEnds, Oleria...)"}, {"id": "mai-20260917-0922-baseline|c107-s6|moonshot-small|SecurEnds", "prompt": "c107-s6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "SecurEnds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tools built specifically for SMBs (e.g., Tenfold, SecurEnds, Oleria...)"}, {"id": "mai-20260917-0922-baseline|c107-s6|moonshot-small|Oleria", "prompt": "c107-s6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "Oleria", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Tools built specifically for SMBs (e.g., Tenfold, SecurEnds, Oleria...)"}, {"id": "mai-20260917-0922-baseline|c107-s6|moonshot-small|Okta Workforce", "prompt": "c107-s6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Identity providers with workflow features (Okta Workforce, JumpCloud, or Google Workspace with added automation)"}, {"id": "mai-20260917-0922-baseline|c107-s6|moonshot-small|JumpCloud", "prompt": "c107-s6", "model": "moonshot-small", "cat": "identity-governance", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Identity providers with workflow features (Okta Workforce, JumpCloud, or Google Workspace with added automation)"}, {"id": "mai-20260917-0922-baseline|c107-s6|openai-small|SailPoint IdentityIQ / Identity Security Cloud", "prompt": "c107-s6", "model": "openai-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint IdentityIQ / Identity Security Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Very powerful, but often considered enterprise-grade and potentially overkill for a small team."}, {"id": "mai-20260917-0922-baseline|c107-s6|openai-small|Oracle Identity Governance", "prompt": "c107-s6", "model": "openai-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "commonly associated with large, complex deployments. Integration and administration can be heavy."}, {"id": "mai-20260917-0922-baseline|c107-s6|openai-small|IBM Security Verify Governance", "prompt": "c107-s6", "model": "openai-small", "cat": "identity-governance", "variant": "negative", "raw": "IBM Security Verify Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often more than a small business needs. May come with added complexity and cost."}, {"id": "mai-20260917-0922-baseline|c107-s6|openai-small|Saviynt", "prompt": "c107-s6", "model": "openai-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "many small businesses may find it too advanced and service-intensive"}, {"id": "mai-20260917-0922-baseline|c107-s6|openai-small|RSA Governance & Lifecycle", "prompt": "c107-s6", "model": "openai-small", "cat": "identity-governance", "variant": "negative", "raw": "RSA Governance & Lifecycle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-oriented and not usually the most lightweight choice."}, {"id": "mai-20260917-0922-baseline|c107-s6|xai-small|SailPoint Identity Security Cloud / IdentityIQ", "prompt": "c107-s6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint Identity Security Cloud / IdentityIQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid** (Typically Not SMB-Friendly) ... overkill for SMBs under 500 users"}, {"id": "mai-20260917-0922-baseline|c107-s6|xai-small|Saviynt Enterprise Identity Cloud", "prompt": "c107-s6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt Enterprise Identity Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-focused with premium pricing and complexity ... poor fit for lean IT teams"}, {"id": "mai-20260917-0922-baseline|c107-s6|xai-small|One Identity Manager", "prompt": "c107-s6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "One Identity Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "no clear low-end pricing make it impractical for SMBs—expect high customization fees"}, {"id": "mai-20260917-0922-baseline|c107-s6|xai-small|IBM Security IGI (Identity Governance Intelligence)", "prompt": "c107-s6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "IBM Security IGI (Identity Governance Intelligence)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Expensive and integration-heavy; rarely viable for small businesses"}, {"id": "mai-20260917-0922-baseline|c107-s6|xai-small|Oracle Identity Governance", "prompt": "c107-s6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "Oracle Identity Governance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "High complexity, AI features notwithstanding, and not cost-effective for SMBs"}, {"id": "mai-20260917-0922-baseline|c107-s6|xai-small|CyberArk IGA (with Identity Security Platform)", "prompt": "c107-s6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "CyberArk IGA (with Identity Security Platform)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Overly robust (and costly) for basic SMB governance needs"}, {"id": "mai-20260917-0922-baseline|c107-s6|xai-small|Microsoft Entra ID Governance (P2 or add-on)", "prompt": "c107-s6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra ID Governance (P2 or add-on)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "standalone P2 (~$9/user/month) can be poor value for SMBs seeking full IGA"}, {"id": "mai-20260917-0922-baseline|c107-s6|xai-small|Okta Identity Governance", "prompt": "c107-s6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "governance add-ons escalate pricing quickly at scale ... Layering modules inflates TCO"}, {"id": "mai-20260917-0922-baseline|c107-s6|xai-small|Broadcom Symantec IGA / RSA Governance & Lifecycle", "prompt": "c107-s6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "Broadcom Symantec IGA / RSA Governance & Lifecycle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Large-scale focus leads to high setup costs unsuitable for SMBs"}, {"id": "mai-20260917-0922-baseline|c107-s6|xai-small|tenfold", "prompt": "c107-s6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "tenfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look at **tenfold** (no-code for SMBs)"}, {"id": "mai-20260917-0922-baseline|c107-s6|xai-small|ManageEngine AD360", "prompt": "c107-s6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "ManageEngine AD360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**ManageEngine AD360** (affordable AD/M365 focus, ~4.6/5 rating)"}, {"id": "mai-20260917-0922-baseline|c107-s6|xai-small|Iden", "prompt": "c107-s6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "Iden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Iden** (~$5/user/month, AI-native for 50-2K users)"}, {"id": "mai-20260917-0922-baseline|c107-s6|xai-small|JumpCloud", "prompt": "c107-s6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**JumpCloud**, **Lumos**, or **ConductorOne** instead—faster setup (weeks), lower TCO"}, {"id": "mai-20260917-0922-baseline|c107-s6|xai-small|Lumos", "prompt": "c107-s6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "Lumos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**JumpCloud**, **Lumos**, or **ConductorOne** instead—faster setup (weeks), lower TCO"}, {"id": "mai-20260917-0922-baseline|c107-s6|xai-small|ConductorOne", "prompt": "c107-s6", "model": "xai-small", "cat": "identity-governance", "variant": "negative", "raw": "ConductorOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**JumpCloud**, **Lumos**, or **ConductorOne** instead—faster setup (weeks), lower TCO"}, {"id": "mai-20260917-0922-baseline|c107-s6|zai-small|SailPoint IdentityIQ / Identity Security Cloud", "prompt": "c107-s6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "SailPoint IdentityIQ / Identity Security Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise‑scale, heavy‑weight implementation ... Overkill for under ~1,000 identities"}, {"id": "mai-20260917-0922-baseline|c107-s6|zai-small|Saviynt Enterprise Identity Cloud", "prompt": "c107-s6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "Saviynt Enterprise Identity Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Overkill for lean IT teams and smaller orgs"}, {"id": "mai-20260917-0922-baseline|c107-s6|zai-small|Okta Identity Governance", "prompt": "c107-s6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "Okta Identity Governance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms to Avoid or Be Cautious About ... implementation often runs 2‑3× license cost"}, {"id": "mai-20260917-0922-baseline|c107-s6|zai-small|RSA Governance & Lifecycle", "prompt": "c107-s6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "RSA Governance & Lifecycle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Overkill and harder to manage for SMBs without dedicated IAM staff"}, {"id": "mai-20260917-0922-baseline|c107-s6|zai-small|ConductorOne", "prompt": "c107-s6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "ConductorOne", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Higher implementation cost and complexity for smaller teams"}, {"id": "mai-20260917-0922-baseline|c107-s6|zai-small|Lumos", "prompt": "c107-s6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "Lumos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Not ideal for small businesses without dedicated identity staff"}, {"id": "mai-20260917-0922-baseline|c107-s6|zai-small|Iden", "prompt": "c107-s6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "Iden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "AI‑native, universal connectors (SCIM, API, or neither), ~$5/user/month, designed for 50‑2,000‑employee SaaS‑heavy companies"}, {"id": "mai-20260917-0922-baseline|c107-s6|zai-small|AccessOwl", "prompt": "c107-s6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "AccessOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Built for lean IT teams with fast time‑to‑value and lower cost"}, {"id": "mai-20260917-0922-baseline|c107-s6|zai-small|Microsoft Entra ID Governance", "prompt": "c107-s6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "Microsoft Entra ID Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Strong for organizations already using Microsoft 365/Azure"}, {"id": "mai-20260917-0922-baseline|c107-s6|zai-small|JumpCloud", "prompt": "c107-s6", "model": "zai-small", "cat": "identity-governance", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "All‑in‑one IAM + device management for small businesses"}, {"id": "mai-20260917-0922-baseline|c108-l1|alibaba-small|WorkOS", "prompt": "c108-l1", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as the strongest native B2B pick... Start with **WorkOS** or **SSOJet** if you are building a modern SaaS product"}, {"id": "mai-20260917-0922-baseline|c108-l1|alibaba-small|SSOJet", "prompt": "c108-l1", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "SSOJet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **WorkOS** or **SSOJet** if you are building a modern SaaS product and need strong B2B onboarding."}, {"id": "mai-20260917-0922-baseline|c108-l1|alibaba-small|Stytch", "prompt": "c108-l1", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for \"Passwordless-first\" B2B experiences."}, {"id": "mai-20260917-0922-baseline|c108-l1|alibaba-small|Auth0 (by Okta)", "prompt": "c108-l1", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Auth0** if you need a balance of B2B power and developer friendliness."}, {"id": "mai-20260917-0922-baseline|c108-l1|alibaba-small|Microsoft Entra External ID (formerly Azure AD B2C)", "prompt": "c108-l1", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Microsoft Entra External ID (formerly Azure AD B2C)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Microsoft Entra** if you live within the Microsoft stack."}, {"id": "mai-20260917-0922-baseline|c108-l1|alibaba-small|Ping Identity", "prompt": "c108-l1", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The traditional heavyweight. Often preferred by highly regulated industries"}, {"id": "mai-20260917-0922-baseline|c108-l1|alibaba-small|Okta (CIAM module)", "prompt": "c108-l1", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Okta (CIAM module)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The leader in the general market, offering a massive library of pre-built integrations."}, {"id": "mai-20260917-0922-baseline|c108-l1|anthropic-small|Okta", "prompt": "c108-l1", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options often considered by enterprises include:\n- Okta"}, {"id": "mai-20260917-0922-baseline|c108-l1|anthropic-small|Auth0", "prompt": "c108-l1", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- Auth0"}, {"id": "mai-20260917-0922-baseline|c108-l1|anthropic-small|Azure AD (Microsoft)", "prompt": "c108-l1", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Azure AD (Microsoft)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Azure AD (Microsoft)"}, {"id": "mai-20260917-0922-baseline|c108-l1|anthropic-small|Ping Identity", "prompt": "c108-l1", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Ping Identity"}, {"id": "mai-20260917-0922-baseline|c108-l1|anthropic-small|Keycloak", "prompt": "c108-l1", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- Keycloak (open-source)"}, {"id": "mai-20260917-0922-baseline|c108-l1|anthropic-small|Amazon Cognito", "prompt": "c108-l1", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Amazon Cognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- Amazon Cognito"}, {"id": "mai-20260917-0922-baseline|c108-l1|anthropic-small|ForgeRock", "prompt": "c108-l1", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "ForgeRock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- ForgeRock"}, {"id": "mai-20260917-0922-baseline|c108-l1|challenger-small|Auth0", "prompt": "c108-l1", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around customer identity platform is **Auth0**"}, {"id": "mai-20260917-0922-baseline|c108-l1|challenger-small|WorkOS", "prompt": "c108-l1", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**WorkOS** is often the stronger B2B-specific choice"}, {"id": "mai-20260917-0922-baseline|c108-l1|challenger-small|Ping Identity", "prompt": "c108-l1", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest for orchestration and high-assurance or regulated enterprise flows"}, {"id": "mai-20260917-0922-baseline|c108-l1|challenger-small|Frontegg", "prompt": "c108-l1", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strongest for complete **B2B SaaS tenancy** and admin capabilities"}, {"id": "mai-20260917-0922-baseline|c108-l1|challenger-small|Microsoft Entra External ID", "prompt": "c108-l1", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a strong option when your customers are deeply invested in Microsoft environments"}, {"id": "mai-20260917-0922-baseline|c108-l1|deepseek-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-l1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the two to shortlist are usually **WorkOS** ... and **Auth0** (if you want a full-featured, scalable CIAM platform"}, {"id": "mai-20260917-0922-baseline|c108-l1|deepseek-small|WorkOS", "prompt": "c108-l1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "This is arguably the strongest fit specifically for *enterprise B2B SaaS*."}, {"id": "mai-20260917-0922-baseline|c108-l1|deepseek-small|Microsoft Entra External ID", "prompt": "c108-l1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: organizations standardized on Microsoft infrastructure."}, {"id": "mai-20260917-0922-baseline|c108-l1|deepseek-small|Ping Identity (incl. ForgeRock)", "prompt": "c108-l1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Ping Identity (incl. ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for heavily regulated enterprises"}, {"id": "mai-20260917-0922-baseline|c108-l1|deepseek-small|Frontegg", "prompt": "c108-l1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Maximum multi-tenant B2B controls | **Frontegg**"}, {"id": "mai-20260917-0922-baseline|c108-l1|deepseek-small|Descope", "prompt": "c108-l1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Descope (no-code flows)"}, {"id": "mai-20260917-0922-baseline|c108-l1|deepseek-small|AWS Cognito", "prompt": "c108-l1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "AWS Cognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AWS Cognito (if you're AWS-native)"}, {"id": "mai-20260917-0922-baseline|c108-l1|deepseek-small|Keycloak", "prompt": "c108-l1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "self-hosted open-source options like Keycloak/FusionAuth"}, {"id": "mai-20260917-0922-baseline|c108-l1|deepseek-small|FusionAuth", "prompt": "c108-l1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "FusionAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "self-hosted open-source options like Keycloak/FusionAuth"}, {"id": "mai-20260917-0922-baseline|c108-l1|google-small|WorkOS", "prompt": "c108-l1", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. WorkOS: Best for B2B SaaS Selling to Enterprises\nWorkOS is purpose-built to help B2B software vendors quickly become \"enterprise-ready\"."}, {"id": "mai-20260917-0922-baseline|c108-l1|google-small|Frontegg", "prompt": "c108-l1", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Frontegg: Best for \"Out-of-the-Box\" Multi-Tenancy & Self-Service"}, {"id": "mai-20260917-0922-baseline|c108-l1|google-small|Okta Customer Identity Cloud (Auth0)", "prompt": "c108-l1", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Okta Customer Identity Cloud (Auth0)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Auth0 does *not* provide an out-of-the-box, client-facing UI for self-service SSO setup... Enterprise pricing ... can also scale aggressively"}, {"id": "mai-20260917-0922-baseline|c108-l1|google-small|Microsoft Entra External ID", "prompt": "c108-l1", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The developer experience and customization are historically much steeper and more complex than modern platforms like WorkOS or Frontegg."}, {"id": "mai-20260917-0922-baseline|c108-l1|meta-small|Auth0 (Okta CIC)", "prompt": "c108-l1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0 (Okta CIC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top CIAM providers in 2026 include Auth0 (Okta CIC), Microsoft Entra External ID, Ping Identity (+ForgeRock), IBM Verify, and WSO2 Identity Server."}, {"id": "mai-20260917-0922-baseline|c108-l1|meta-small|Microsoft Entra External ID", "prompt": "c108-l1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top CIAM providers in 2026 include Auth0 (Okta CIC), Microsoft Entra External ID"}, {"id": "mai-20260917-0922-baseline|c108-l1|meta-small|Ping Identity (+ForgeRock)", "prompt": "c108-l1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Ping Identity (+ForgeRock)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ping Identity (+ForgeRock), IBM Verify, and WSO2 Identity Server"}, {"id": "mai-20260917-0922-baseline|c108-l1|meta-small|IBM Verify", "prompt": "c108-l1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "IBM Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "IBM Verify, and WSO2 Identity Server"}, {"id": "mai-20260917-0922-baseline|c108-l1|meta-small|WSO2 Identity Server", "prompt": "c108-l1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WSO2 Identity Server", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "and WSO2 Identity Server"}, {"id": "mai-20260917-0922-baseline|c108-l1|meta-small|Thales OneWelcome", "prompt": "c108-l1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Thales OneWelcome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Thales OneWelcome is also a good option for B2B partner identity management with delegated administration."}, {"id": "mai-20260917-0922-baseline|c108-l1|minimax-small|Auth0 (now part of Okta)", "prompt": "c108-l1", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0 (now part of Okta)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Auth0 (Okta)** is frequently highlighted as a top choice for enterprises... Start with a proof-of-concept (POC) using **Auth0**"}, {"id": "mai-20260917-0922-baseline|c108-l1|minimax-small|LoginRadius", "prompt": "c108-l1", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LoginRadius** is another leader, especially if you need advanced consent management and analytics"}, {"id": "mai-20260917-0922-baseline|c108-l1|minimax-small|Ping Identity (PingOne)", "prompt": "c108-l1", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Ping Identity (PingOne)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ping Identity** and **OneLogin** excel when you already use their broader identity suites"}, {"id": "mai-20260917-0922-baseline|c108-l1|minimax-small|OneLogin", "prompt": "c108-l1", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ping Identity** and **OneLogin** excel when you already use their broader identity suites"}, {"id": "mai-20260917-0922-baseline|c108-l1|minimax-small|Thales (formerly Gemalto)", "prompt": "c108-l1", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Thales (formerly Gemalto)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Provides a robust CIAM solution with strong hardware-rooted security"}, {"id": "mai-20260917-0922-baseline|c108-l1|minimax-small|Microsoft Azure AD B2C", "prompt": "c108-l1", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Microsoft Azure AD B2C", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Azure AD B2C** is ideal if you're heavily invested in Microsoft services"}, {"id": "mai-20260917-0922-baseline|c108-l1|mistral-small|Auth0", "prompt": "c108-l1", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Okta Customer Identity Cloud** and **Auth0** are the top choices due to their scalability, flexibility, and strong feature sets"}, {"id": "mai-20260917-0922-baseline|c108-l1|mistral-small|Okta Customer Identity Cloud", "prompt": "c108-l1", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Okta Customer Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Okta Customer Identity Cloud** and **Auth0** are the top choices"}, {"id": "mai-20260917-0922-baseline|c108-l1|mistral-small|LoginRadius", "prompt": "c108-l1", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Thales OneWelcome** or **LoginRadius** may be more suitable"}, {"id": "mai-20260917-0922-baseline|c108-l1|mistral-small|Thales OneWelcome", "prompt": "c108-l1", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Thales OneWelcome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for B2B partner identity management, offering delegated admin"}, {"id": "mai-20260917-0922-baseline|c108-l1|moonshot-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-l1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Auth0 (Okta Customer Identity Cloud)** - Best Overall for Most Enterprises"}, {"id": "mai-20260917-0922-baseline|c108-l1|moonshot-small|Ping Identity (now including ForgeRock)", "prompt": "c108-l1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Ping Identity (now including ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ping Identity** if you're in a regulated industry, have complex governance requirements"}, {"id": "mai-20260917-0922-baseline|c108-l1|moonshot-small|Microsoft Entra External ID", "prompt": "c108-l1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-Centric Enterprises"}, {"id": "mai-20260917-0922-baseline|c108-l1|moonshot-small|WorkOS", "prompt": "c108-l1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Specifically designed for B2B SaaS needing enterprise SSO/SCIM quickly"}, {"id": "mai-20260917-0922-baseline|c108-l1|moonshot-small|Frontegg", "prompt": "c108-l1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern, passwordless-focused platforms for developer-first teams"}, {"id": "mai-20260917-0922-baseline|c108-l1|moonshot-small|Descope", "prompt": "c108-l1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modern, passwordless-focused platforms for developer-first teams"}, {"id": "mai-20260917-0922-baseline|c108-l1|moonshot-small|Stytch", "prompt": "c108-l1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern, passwordless-focused platforms for developer-first teams"}, {"id": "mai-20260917-0922-baseline|c108-l1|moonshot-small|FusionAuth", "prompt": "c108-l1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "FusionAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong self-hosted option for data sovereignty requirements"}, {"id": "mai-20260917-0922-baseline|c108-l1|openai-small|Okta Customer Identity (Auth0)", "prompt": "c108-l1", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Okta Customer Identity (Auth0)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "for most enterprise B2B SaaS use cases, Okta Customer Identity (Auth0) is usually the safest default recommendation"}, {"id": "mai-20260917-0922-baseline|c108-l1|openai-small|Ping Identity", "prompt": "c108-l1", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for deep enterprise IAM / complex federation / heavyweight deployments: Ping Identity"}, {"id": "mai-20260917-0922-baseline|c108-l1|openai-small|Microsoft Entra External ID", "prompt": "c108-l1", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're heavily standardized on Microsoft: Microsoft Entra External ID"}, {"id": "mai-20260917-0922-baseline|c108-l1|xai-small|Okta Customer Identity Cloud (powered by Auth0)", "prompt": "c108-l1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Okta Customer Identity Cloud (powered by Auth0)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked #1 for enterprises."}, {"id": "mai-20260917-0922-baseline|c108-l1|xai-small|Ping Identity (incl. ForgeRock)", "prompt": "c108-l1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Ping Identity (incl. ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong enterprise leader."}, {"id": "mai-20260917-0922-baseline|c108-l1|xai-small|Microsoft Entra External ID (formerly Azure AD B2C)", "prompt": "c108-l1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Microsoft Entra External ID (formerly Azure AD B2C)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top for Microsoft ecosystems."}, {"id": "mai-20260917-0922-baseline|c108-l1|xai-small|WorkOS", "prompt": "c108-l1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "purpose-built for enterprise SSO/SCIM/admin portals"}, {"id": "mai-20260917-0922-baseline|c108-l1|xai-small|Transmit Security", "prompt": "c108-l1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Transmit Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Forrester Leaders; strong in orchestration, scale, B2B risk auth."}, {"id": "mai-20260917-0922-baseline|c108-l1|xai-small|Strivacity", "prompt": "c108-l1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Strivacity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Forrester Leaders; strong in orchestration, scale, B2B risk auth."}, {"id": "mai-20260917-0922-baseline|c108-l1|zai-small|Auth0 (Okta's Customer Identity Cloud)", "prompt": "c108-l1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0 (Okta's Customer Identity Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Auth0 (Okta's Customer Identity Cloud) is widely regarded as the top choice for enterprises"}, {"id": "mai-20260917-0922-baseline|c108-l1|zai-small|Descope", "prompt": "c108-l1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Descope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your priority is modern, B2B-specific workflows with no/low-code setup, Descope is the top choice."}, {"id": "mai-20260917-0922-baseline|c108-l1|zai-small|Microsoft Entra External ID", "prompt": "c108-l1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if you're already invested in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c108-l1|zai-small|Ping Identity (now including ForgeRock)", "prompt": "c108-l1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Ping Identity (now including ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong on federation, compliance, and large-enterprise deployments; Gartner leader."}, {"id": "mai-20260917-0922-baseline|c108-l1|zai-small|IBM Verify", "prompt": "c108-l1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "IBM Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focus on regulated industries with comprehensive compliance and security."}, {"id": "mai-20260917-0922-baseline|c108-l1|zai-small|WSO2 Identity Server", "prompt": "c108-l1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WSO2 Identity Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Self-hostable and highly customizable; good for complex, on-premises or hybrid environments."}, {"id": "mai-20260917-0922-baseline|c108-l1|zai-small|Frontegg", "prompt": "c108-l1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong for multi-tenant B2B SaaS with RBAC and SSO."}, {"id": "mai-20260917-0922-baseline|c108-l1|zai-small|Stytch", "prompt": "c108-l1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modern, developer-first B2B identity with passwordless and org management."}, {"id": "mai-20260917-0922-baseline|c108-l1|zai-small|Clerk", "prompt": "c108-l1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Clerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Developer-friendly B2B/B2C identity, popular in SaaS."}, {"id": "mai-20260917-0922-baseline|c108-l1|zai-small|FusionAuth", "prompt": "c108-l1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "FusionAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strong self-hosted option for teams needing on-premises control."}, {"id": "mai-20260917-0922-baseline|c108-l1|zai-small|Kinde", "prompt": "c108-l1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Kinde", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "All-in-one CIAM with built-in feature flags and billing integration"}, {"id": "mai-20260917-0922-baseline|c108-l1|zai-small|Transmit Security", "prompt": "c108-l1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Transmit Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "IBM and Transmit Security are also leaders."}, {"id": "mai-20260917-0922-baseline|c108-l2|alibaba-small|Okta", "prompt": "c108-l2", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "the industry-standard recommendation is **Okta**, specifically via their platform **Auth0**"}, {"id": "mai-20260917-0922-baseline|c108-l2|alibaba-small|Auth0", "prompt": "c108-l2", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "### The Top Recommendation: Auth0 (by Okta)"}, {"id": "mai-20260917-0922-baseline|c108-l2|alibaba-small|Microsoft Entra ID", "prompt": "c108-l2", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### The Alternative Recommendation: Microsoft Entra ID (Azure AD B2C)"}, {"id": "mai-20260917-0922-baseline|c108-l2|anthropic-small|Auth0", "prompt": "c108-l2", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **Okta** or **Auth0**, depending on your specific needs"}, {"id": "mai-20260917-0922-baseline|c108-l2|anthropic-small|Okta", "prompt": "c108-l2", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **Okta** or **Auth0**, depending on your specific needs"}, {"id": "mai-20260917-0922-baseline|c108-l2|anthropic-small|Azure AD B2C", "prompt": "c108-l2", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Azure AD B2C", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Great if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c108-l2|anthropic-small|Ping Identity", "prompt": "c108-l2", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise-focused with strong security and compliance capabilities"}, {"id": "mai-20260917-0922-baseline|c108-l2|anthropic-small|Keycloak", "prompt": "c108-l2", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Keycloak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "requires more internal resources but is cost-effective at scale"}, {"id": "mai-20260917-0922-baseline|c108-l2|challenger-small|WorkOS", "prompt": "c108-l2", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **WorkOS** if the goal is to add enterprise-grade CIAM to a product quickly"}, {"id": "mai-20260917-0922-baseline|c108-l2|challenger-small|Auth0", "prompt": "c108-l2", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Auth0** is the safer choice when requirements are unusually complex"}, {"id": "mai-20260917-0922-baseline|c108-l2|challenger-small|Okta", "prompt": "c108-l2", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you are a **large enterprise with a dedicated identity team** and want the deepest enterprise identity platform"}, {"id": "mai-20260917-0922-baseline|c108-l2|challenger-small|Ping Identity / PingOne for Customers", "prompt": "c108-l2", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Ping Identity / PingOne for Customers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your organization is **enterprise-scale** and prioritizes highly customizable, governance-heavy identity programs"}, {"id": "mai-20260917-0922-baseline|c108-l2|challenger-small|Frontegg", "prompt": "c108-l2", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if the product is strongly **B2B SaaS** and you need **multi-tenancy, delegated admin, and self-service admin portals**"}, {"id": "mai-20260917-0922-baseline|c108-l2|deepseek-small|Okta Workforce", "prompt": "c108-l2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Okta Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Your own employees using internal tools → that's workforce IAM (Okta Workforce, Entra ID, PingOne), not CIAM."}, {"id": "mai-20260917-0922-baseline|c108-l2|deepseek-small|Entra ID", "prompt": "c108-l2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Entra ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "that's workforce IAM (Okta Workforce, Entra ID, PingOne), not CIAM"}, {"id": "mai-20260917-0922-baseline|c108-l2|deepseek-small|PingOne", "prompt": "c108-l2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "PingOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "that's workforce IAM (Okta Workforce, Entra ID, PingOne), not CIAM"}, {"id": "mai-20260917-0922-baseline|c108-l2|deepseek-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-l2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top recommendation: Auth0 (Okta Customer Identity Cloud)"}, {"id": "mai-20260917-0922-baseline|c108-l2|deepseek-small|Ping Identity (PingOne for Customers, now includes ForgeRock)", "prompt": "c108-l2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Ping Identity (PingOne for Customers, now includes ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you're a regulated large enterprise... More powerful but heavier to implement and operate."}, {"id": "mai-20260917-0922-baseline|c108-l2|deepseek-small|Microsoft Entra External ID", "prompt": "c108-l2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if your company is already deeply invested in Microsoft/Entra."}, {"id": "mai-20260917-0922-baseline|c108-l2|deepseek-small|Okta Customer Identity", "prompt": "c108-l2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Okta Customer Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A credible option if you also run Okta Workforce internally and want one vendor; though Auth0 is typically the better product-focused choice."}, {"id": "mai-20260917-0922-baseline|c108-l2|deepseek-small|WorkOS", "prompt": "c108-l2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Best for growth-stage B2B SaaS; you may outgrow these at very large scale."}, {"id": "mai-20260917-0922-baseline|c108-l2|deepseek-small|SSOJet", "prompt": "c108-l2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "SSOJet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Best for growth-stage B2B SaaS; you may outgrow these at very large scale."}, {"id": "mai-20260917-0922-baseline|c108-l2|deepseek-small|Frontegg", "prompt": "c108-l2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Best for growth-stage B2B SaaS; you may outgrow these at very large scale."}, {"id": "mai-20260917-0922-baseline|c108-l2|google-small|Ping Identity (PingOne for Customers)", "prompt": "c108-l2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Ping Identity (PingOne for Customers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "negotiate an enterprise contract with **Ping Identity** or **Okta**"}, {"id": "mai-20260917-0922-baseline|c108-l2|google-small|Okta Customer Identity Cloud (Powered by Auth0)", "prompt": "c108-l2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Okta Customer Identity Cloud (Powered by Auth0)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "negotiate an enterprise contract with **Ping Identity** or **Okta**"}, {"id": "mai-20260917-0922-baseline|c108-l2|google-small|Frontegg", "prompt": "c108-l2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Frontegg** is the most efficient choice"}, {"id": "mai-20260917-0922-baseline|c108-l2|google-small|Microsoft Entra External ID", "prompt": "c108-l2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your enterprise ... is already a \"Microsoft shop\" ... is a logical choice."}, {"id": "mai-20260917-0922-baseline|c108-l2|meta-small|LoginRadius", "prompt": "c108-l2", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top CIAM platforms for large enterprises include LoginRadius, WorkOS, Descope, Auth0..."}, {"id": "mai-20260917-0922-baseline|c108-l2|meta-small|WorkOS", "prompt": "c108-l2", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Auth0, Amazon Cognito, Microsoft Entra External ID, and WorkOS each serve specific ecosystem-aligned use cases."}, {"id": "mai-20260917-0922-baseline|c108-l2|meta-small|Descope", "prompt": "c108-l2", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Descope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Descope leads for teams that need no/low-code identity workflows, multi-tenant B2B support, adaptive MFA, and native AI agent authentication."}, {"id": "mai-20260917-0922-baseline|c108-l2|meta-small|Auth0", "prompt": "c108-l2", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Auth0, Amazon Cognito, Microsoft Entra External ID, and WorkOS each serve specific ecosystem-aligned use cases."}, {"id": "mai-20260917-0922-baseline|c108-l2|meta-small|Amazon Cognito", "prompt": "c108-l2", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Amazon Cognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Auth0, Amazon Cognito, Microsoft Entra External ID, and WorkOS each serve specific ecosystem-aligned use cases."}, {"id": "mai-20260917-0922-baseline|c108-l2|meta-small|Microsoft Entra External ID", "prompt": "c108-l2", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Auth0, Amazon Cognito, Microsoft Entra External ID, and WorkOS each serve specific ecosystem-aligned use cases."}, {"id": "mai-20260917-0922-baseline|c108-l2|meta-small|Keycloak", "prompt": "c108-l2", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Keycloak, Firebase Authentication, Stytch, and Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-l2|meta-small|Firebase Authentication", "prompt": "c108-l2", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Firebase Authentication", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Keycloak, Firebase Authentication, Stytch, and Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-l2|meta-small|Stytch", "prompt": "c108-l2", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Keycloak, Firebase Authentication, Stytch, and Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-l2|meta-small|Frontegg", "prompt": "c108-l2", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Keycloak, Firebase Authentication, Stytch, and Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-l2|meta-small|Kinde", "prompt": "c108-l2", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Kinde", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Kinde provides the optimal balance of capability, developer experience, and cost-effectiveness for modern SaaS applications."}, {"id": "mai-20260917-0922-baseline|c108-l2|minimax-small|Auth0", "prompt": "c108-l2", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Auth0** (now part of Okta) as the top CIAM solution"}, {"id": "mai-20260917-0922-baseline|c108-l2|minimax-small|Microsoft Entra External ID", "prompt": "c108-l2", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're heavily invested in Microsoft 365/Azure AD ecosystem"}, {"id": "mai-20260917-0922-baseline|c108-l2|minimax-small|WorkOS", "prompt": "c108-l2", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fast implementation with strong B2B enterprise readiness"}, {"id": "mai-20260917-0922-baseline|c108-l2|minimax-small|ForgeRock", "prompt": "c108-l2", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for large enterprises with strict compliance requirements"}, {"id": "mai-20260917-0922-baseline|c108-l2|mistral-small|Okta Customer Identity (Okta CIAM)", "prompt": "c108-l2", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Okta Customer Identity (Okta CIAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Okta is the market leader in identity, with a dedicated CIAM product."}, {"id": "mai-20260917-0922-baseline|c108-l2|mistral-small|Microsoft Entra ID External ID (formerly Azure AD B2C)", "prompt": "c108-l2", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra ID External ID (formerly Azure AD B2C)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Okta CIAM** or **Microsoft Entra External ID** are the most seamless choices"}, {"id": "mai-20260917-0922-baseline|c108-l2|mistral-small|Ping Identity Platform", "prompt": "c108-l2", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Ping Identity Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For maximum flexibility and security, **Ping Identity** or **ForgeRock** are excellent alternatives."}, {"id": "mai-20260917-0922-baseline|c108-l2|mistral-small|Auth0 (by Okta)", "prompt": "c108-l2", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If developer experience and customization are priorities, **Auth0** is a strong pick."}, {"id": "mai-20260917-0922-baseline|c108-l2|mistral-small|ForgeRock Identity Platform", "prompt": "c108-l2", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "ForgeRock Identity Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ping Identity** or **ForgeRock** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c108-l2|moonshot-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-l2", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **Auth0 (Okta Customer Identity Cloud)**"}, {"id": "mai-20260917-0922-baseline|c108-l2|moonshot-small|Microsoft Entra External ID", "prompt": "c108-l2", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Native ecosystem integration, but less flexible for non-Microsoft stacks"}, {"id": "mai-20260917-0922-baseline|c108-l2|moonshot-small|Ping Identity (with DaVinci)", "prompt": "c108-l2", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Ping Identity (with DaVinci)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "powerful no-code orchestration, but requires enterprise-quote pricing and heavier professional services"}, {"id": "mai-20260917-0922-baseline|c108-l2|moonshot-small|Frontegg", "prompt": "c108-l2", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Purpose-built for B2B SaaS multi-tenancy, though less proven at Fortune 500 scale"}, {"id": "mai-20260917-0922-baseline|c108-l2|moonshot-small|FusionAuth", "prompt": "c108-l2", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "FusionAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**FusionAuth** or **WSO2** — Open-core options with transparent pricing"}, {"id": "mai-20260917-0922-baseline|c108-l2|moonshot-small|WSO2", "prompt": "c108-l2", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WSO2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**FusionAuth** or **WSO2** — Open-core options with transparent pricing"}, {"id": "mai-20260917-0922-baseline|c108-l2|openai-small|Microsoft Entra External ID", "prompt": "c108-l2", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Microsoft Entra External ID** if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c108-l2|openai-small|Okta Customer Identity / Auth0", "prompt": "c108-l2", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Okta Customer Identity / Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Okta Customer Identity / Auth0** if you want a more vendor-neutral CIAM platform with strong B2B customer/partner onboarding features"}, {"id": "mai-20260917-0922-baseline|c108-l2|openai-small|PingOne for Customers", "prompt": "c108-l2", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "PingOne for Customers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "short vendor comparison table for: ... PingOne for Customers"}, {"id": "mai-20260917-0922-baseline|c108-l2|openai-small|ForgeRock", "prompt": "c108-l2", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "ForgeRock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "short vendor comparison table for: ... ForgeRock"}, {"id": "mai-20260917-0922-baseline|c108-l2|xai-small|Okta Customer Identity Cloud", "prompt": "c108-l2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Okta Customer Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Okta Customer Identity Cloud (which builds on the Auth0 platform post-acquisition)"}, {"id": "mai-20260917-0922-baseline|c108-l2|xai-small|Ping Identity", "prompt": "c108-l2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ping Identity (PingOne) | Regulated sectors (finance/healthcare) needing orchestration"}, {"id": "mai-20260917-0922-baseline|c108-l2|xai-small|Auth0 (Okta-owned)", "prompt": "c108-l2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0 (Okta-owned)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Developer-led teams prioritizing customization & speed to deploy B2B/B2C hybrid."}, {"id": "mai-20260917-0922-baseline|c108-l2|xai-small|Microsoft Entra External ID", "prompt": "c108-l2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deep Microsoft ecosystem (Azure/365); cost-effective if licensed already."}, {"id": "mai-20260917-0922-baseline|c108-l2|xai-small|WorkOS", "prompt": "c108-l2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not full CIAM (add-on for enterprise features); scales well but narrower scope."}, {"id": "mai-20260917-0922-baseline|c108-l2|xai-small|Cognito", "prompt": "c108-l2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Cognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AWS? → Cognito."}, {"id": "mai-20260917-0922-baseline|c108-l2|xai-small|FusionAuth", "prompt": "c108-l2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "FusionAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source? → FusionAuth/Keycloak (self-hosted)."}, {"id": "mai-20260917-0922-baseline|c108-l2|xai-small|Keycloak", "prompt": "c108-l2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Open-source? → FusionAuth/Keycloak (self-hosted)."}, {"id": "mai-20260917-0922-baseline|c108-l2|zai-small|Ping Identity (formerly ForgeRock)", "prompt": "c108-l2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Ping Identity (formerly ForgeRock)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary choice: Ping Identity (ForgeRock) — Best-in-class B2B capabilities"}, {"id": "mai-20260917-0922-baseline|c108-l2|zai-small|Auth0 (Okta Customer Identity)", "prompt": "c108-l2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0 (Okta Customer Identity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Auth0 (Okta Customer Identity)"}, {"id": "mai-20260917-0922-baseline|c108-l2|zai-small|Microsoft Entra External ID", "prompt": "c108-l2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud-Native Alternative: Microsoft Entra External ID"}, {"id": "mai-20260917-0922-baseline|c108-l3|alibaba-small|Okta Customer Identity Cloud (Auth0)", "prompt": "c108-l3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Okta Customer Identity Cloud (Auth0)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It remains the \"developer-first\" market leader."}, {"id": "mai-20260917-0922-baseline|c108-l3|alibaba-small|Microsoft Entra External ID", "prompt": "c108-l3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Microsoft Entra External ID if you are already a Microsoft-heavy shop"}, {"id": "mai-20260917-0922-baseline|c108-l3|alibaba-small|Ping Identity", "prompt": "c108-l3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Ping Identity if you are in a highly regulated industry"}, {"id": "mai-20260917-0922-baseline|c108-l3|alibaba-small|IBM Verify", "prompt": "c108-l3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "IBM Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose IBM Verify if reducing login friction via AI-driven risk assessment is your top priority."}, {"id": "mai-20260917-0922-baseline|c108-l3|alibaba-small|Amazon Cognito", "prompt": "c108-l3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Amazon Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limited flexibility for complex custom flows; vendor lock-in to AWS; not ideal for enterprises with non-AWS components"}, {"id": "mai-20260917-0922-baseline|c108-l3|alibaba-small|LoginRadius", "prompt": "c108-l3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Positioned strongly for global retail/media brands needing marketing integration alongside identity."}, {"id": "mai-20260917-0922-baseline|c108-l3|alibaba-small|Thales OneWelcome", "prompt": "c108-l3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Thales OneWelcome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses on unified customer journeys with strong emphasis on privacy"}, {"id": "mai-20260917-0922-baseline|c108-l3|alibaba-small|HYPR", "prompt": "c108-l3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "HYPR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Emerging players focusing on passwordless/biometric authentication"}, {"id": "mai-20260917-0922-baseline|c108-l3|alibaba-small|Descope", "prompt": "c108-l3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Descope is gaining traction as a lightweight, API-first alternative to Auth0."}, {"id": "mai-20260917-0922-baseline|c108-l3|anthropic-small|Okta Platform", "prompt": "c108-l3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Okta Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Okta Platform is the most popular solution in terms of searches by peers and holds the largest mind share of 14.3%."}, {"id": "mai-20260917-0922-baseline|c108-l3|anthropic-small|Auth0 Platform", "prompt": "c108-l3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0 Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The acquisition brought together Auth0's developer-centric Customer Identity Cloud with Okta's enterprise-grade Workforce Identity Cloud."}, {"id": "mai-20260917-0922-baseline|c108-l3|anthropic-small|Ping Identity Platform", "prompt": "c108-l3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ping Identity focuses on regulated industries with advanced verification and risk management."}, {"id": "mai-20260917-0922-baseline|c108-l3|anthropic-small|ForgeRock", "prompt": "c108-l3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ForgeRock targets complex enterprise scenarios requiring extensive customization and scale."}, {"id": "mai-20260917-0922-baseline|c108-l3|anthropic-small|Microsoft Entra External ID", "prompt": "c108-l3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top 5 Customer Identity and Access Management solutions are Okta Platform, Auth0 Platform, Ping Identity Platform, ForgeRock and Microsoft Entra External ID"}, {"id": "mai-20260917-0922-baseline|c108-l3|anthropic-small|Descope", "prompt": "c108-l3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Descope prioritizes speed and easy implementation through visual workflows and no-code capabilities"}, {"id": "mai-20260917-0922-baseline|c108-l3|anthropic-small|OneWelcome (Thales)", "prompt": "c108-l3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "OneWelcome (Thales)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Thales OneWelcome CIAM Platform secures digital identities across B2B ecosystems"}, {"id": "mai-20260917-0922-baseline|c108-l3|challenger-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-l3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Auth0** is usually the default choice when teams want a **developer-first** CIAM platform"}, {"id": "mai-20260917-0922-baseline|c108-l3|challenger-small|Microsoft Entra External ID", "prompt": "c108-l3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Entra External ID** for Microsoft-native environments."}, {"id": "mai-20260917-0922-baseline|c108-l3|challenger-small|Ping Identity", "prompt": "c108-l3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Ping/ForgeRock** for complex, regulated, or hybrid identity orchestration."}, {"id": "mai-20260917-0922-baseline|c108-l3|challenger-small|ForgeRock", "prompt": "c108-l3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ForgeRock** is often grouped with Ping in modern enterprise shortlists because it adds deep customization"}, {"id": "mai-20260917-0922-baseline|c108-l3|challenger-small|IBM Verify", "prompt": "c108-l3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "IBM Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **IBM Verify** for governance-heavy enterprises."}, {"id": "mai-20260917-0922-baseline|c108-l3|challenger-small|WSO2 Identity Server", "prompt": "c108-l3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WSO2 Identity Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **WSO2** for control and deployment flexibility."}, {"id": "mai-20260917-0922-baseline|c108-l3|deepseek-small|Okta Customer Identity Cloud (Auth0)", "prompt": "c108-l3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Okta Customer Identity Cloud (Auth0)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the shortlist comes down to **Okta Customer Identity Cloud (Auth0)**, **Microsoft Entra External ID**, and **Ping Identity (incl. ForgeRock)**"}, {"id": "mai-20260917-0922-baseline|c108-l3|deepseek-small|Microsoft Entra External ID", "prompt": "c108-l3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the shortlist comes down to **Okta Customer Identity Cloud (Auth0)**, **Microsoft Entra External ID**, and **Ping Identity (incl. ForgeRock)**"}, {"id": "mai-20260917-0922-baseline|c108-l3|deepseek-small|Ping Identity (PingOne for Customers, now includes ForgeRock)", "prompt": "c108-l3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity (PingOne for Customers, now includes ForgeRock)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the shortlist comes down to ... **Ping Identity (incl. ForgeRock)**"}, {"id": "mai-20260917-0922-baseline|c108-l3|deepseek-small|IBM Security Verify", "prompt": "c108-l3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **IBM** and **Thales OneWelcome** as strong contenders in regulated and partner-heavy sectors"}, {"id": "mai-20260917-0922-baseline|c108-l3|deepseek-small|Thales OneWelcome", "prompt": "c108-l3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Thales OneWelcome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong contenders in regulated and partner-heavy sectors"}, {"id": "mai-20260917-0922-baseline|c108-l3|deepseek-small|WSO2 Identity Server", "prompt": "c108-l3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WSO2 Identity Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "open-source license savings but significant engineering/ops cost"}, {"id": "mai-20260917-0922-baseline|c108-l3|deepseek-small|CyberArk Customer Identity", "prompt": "c108-l3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "CyberArk Customer Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "round out the longer tail"}, {"id": "mai-20260917-0922-baseline|c108-l3|deepseek-small|Descope", "prompt": "c108-l3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Descope** (no-code auth workflows for dev teams) round out the longer tail"}, {"id": "mai-20260917-0922-baseline|c108-l3|deepseek-small|HYPR", "prompt": "c108-l3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "HYPR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Passwordless-first:** Descope, HYPR, Stytch (startup-focused)"}, {"id": "mai-20260917-0922-baseline|c108-l3|deepseek-small|Stytch", "prompt": "c108-l3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Passwordless-first:** Descope, HYPR, Stytch (startup-focused)"}, {"id": "mai-20260917-0922-baseline|c108-l3|deepseek-small|LoginRadius", "prompt": "c108-l3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Ping/ForgeRock and LoginRadius support data residency in 30+ countries"}, {"id": "mai-20260917-0922-baseline|c108-l3|google-small|Okta Customer Identity Cloud (Powered by Auth0)", "prompt": "c108-l3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Okta Customer Identity Cloud (Powered by Auth0)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Okta (Auth0)** if you want a reliable, cloud-first standard with a massive library of ready-to-use SDKs"}, {"id": "mai-20260917-0922-baseline|c108-l3|google-small|Ping Identity (Incorporating ForgeRock)", "prompt": "c108-l3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity (Incorporating ForgeRock)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Ping Identity is the dominant powerhouse for complex enterprise architectures"}, {"id": "mai-20260917-0922-baseline|c108-l3|google-small|Microsoft Entra External ID", "prompt": "c108-l3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Microsoft Entra** if you are an Azure shop looking to keep identity consolidated"}, {"id": "mai-20260917-0922-baseline|c108-l3|google-small|Transmit Security (Mosaic Platform)", "prompt": "c108-l3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Transmit Security (Mosaic Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Transmit Security** if your primary concern is stopping credential stuffing"}, {"id": "mai-20260917-0922-baseline|c108-l3|google-small|SAP Customer Data Cloud (Formerly Gigya)", "prompt": "c108-l3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "SAP Customer Data Cloud (Formerly Gigya)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Enterprise B2C brands (retail, consumer products) already utilizing the SAP ERP or CX/CRM ecosystem."}, {"id": "mai-20260917-0922-baseline|c108-l3|google-small|WorkOS", "prompt": "c108-l3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Built specifically for B2B SaaS platforms selling to the enterprise"}, {"id": "mai-20260917-0922-baseline|c108-l3|google-small|Descope", "prompt": "c108-l3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Descope or WorkOS** if you are building a modern B2B SaaS product"}, {"id": "mai-20260917-0922-baseline|c108-l3|google-small|Frontegg", "prompt": "c108-l3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Frontegg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Extremely strong for B2B SaaS, offering fully self-service administrative dashboards"}, {"id": "mai-20260917-0922-baseline|c108-l3|meta-small|Auth0", "prompt": "c108-l3", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of top CIAM platforms, including Auth0, Microsoft Entra External ID, Ping Identity, IBM Verify, and WSO2 Identity Server"}, {"id": "mai-20260917-0922-baseline|c108-l3|meta-small|Microsoft Entra External ID", "prompt": "c108-l3", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Auth0, Microsoft Entra External ID, Ping Identity, IBM Verify, and WSO2 Identity Server"}, {"id": "mai-20260917-0922-baseline|c108-l3|meta-small|Ping Identity", "prompt": "c108-l3", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Auth0, Microsoft Entra External ID, Ping Identity, IBM Verify, and WSO2 Identity Server"}, {"id": "mai-20260917-0922-baseline|c108-l3|meta-small|IBM Verify", "prompt": "c108-l3", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "IBM Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including Auth0, Microsoft Entra External ID, Ping Identity, IBM Verify, and WSO2 Identity Server"}, {"id": "mai-20260917-0922-baseline|c108-l3|meta-small|WSO2 Identity Server", "prompt": "c108-l3", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WSO2 Identity Server", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Auth0, Microsoft Entra External ID, Ping Identity, IBM Verify, and WSO2 Identity Server"}, {"id": "mai-20260917-0922-baseline|c108-l3|minimax-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-l3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strengths**: Market leader, extensive marketplace/extensions, highly extensible, strong developer experience"}, {"id": "mai-20260917-0922-baseline|c108-l3|minimax-small|Microsoft Entra External ID", "prompt": "c108-l3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For Microsoft ecosystem**: Microsoft Entra External ID"}, {"id": "mai-20260917-0922-baseline|c108-l3|minimax-small|Ping Identity", "prompt": "c108-l3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For regulated industries**: Ping Identity"}, {"id": "mai-20260917-0922-baseline|c108-l3|minimax-small|IBM Verify", "prompt": "c108-l3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "IBM Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Large enterprises already in IBM ecosystem"}, {"id": "mai-20260917-0922-baseline|c108-l3|minimax-small|WSO2 Identity Server", "prompt": "c108-l3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WSO2 Identity Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For cost control**: WSO2 or open-source Keycloak"}, {"id": "mai-20260917-0922-baseline|c108-l3|minimax-small|Transmit Security", "prompt": "c108-l3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Transmit Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Transmit Security**: Strong in fraud and risk-based identity"}, {"id": "mai-20260917-0922-baseline|c108-l3|minimax-small|WorkOS", "prompt": "c108-l3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For B2B SaaS**: WorkOS, Frontegg, or Descope"}, {"id": "mai-20260917-0922-baseline|c108-l3|minimax-small|Frontegg", "prompt": "c108-l3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Frontegg**: B2B SaaS-focused with out-of-the-box tenancy"}, {"id": "mai-20260917-0922-baseline|c108-l3|minimax-small|Descope", "prompt": "c108-l3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**For AI agent identity needs**: Descope (leading) or Auth0"}, {"id": "mai-20260917-0922-baseline|c108-l3|minimax-small|Keycloak", "prompt": "c108-l3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "open-source (WSO2, Keycloak) has infrastructure costs"}, {"id": "mai-20260917-0922-baseline|c108-l3|mistral-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-l3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Auth0 (Okta Customer Identity Cloud)** - **Best for:** B2B SaaS, product teams... developer-first, flexible platform"}, {"id": "mai-20260917-0922-baseline|c108-l3|mistral-small|Ping Identity (including ForgeRock)", "prompt": "c108-l3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity (including ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Built for Fortune 100 complexity, supports both workforce and customer identity, with robust governance and compliance features."}, {"id": "mai-20260917-0922-baseline|c108-l3|mistral-small|Microsoft Entra External ID", "prompt": "c108-l3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for organizations wanting consistent identity policies across web, mobile, and enterprise SSO within the Microsoft stack."}, {"id": "mai-20260917-0922-baseline|c108-l3|mistral-small|IBM Verify", "prompt": "c108-l3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "IBM Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focus on AI and compliance, with recent enhancements for enterprise-scale deployments."}, {"id": "mai-20260917-0922-baseline|c108-l3|mistral-small|WSO2 Identity Server", "prompt": "c108-l3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WSO2 Identity Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The only open-source option among the top platforms, offering maximum control and customization."}, {"id": "mai-20260917-0922-baseline|c108-l3|mistral-small|LoginRadius", "prompt": "c108-l3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Purpose-built for customer identity, strong compliance (GDPR, CCPA), and global performance optimization."}, {"id": "mai-20260917-0922-baseline|c108-l3|moonshot-small|Okta Customer Identity Cloud (formerly Auth0)", "prompt": "c108-l3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Okta Customer Identity Cloud (formerly Auth0)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Okta Customer Identity Cloud (formerly Auth0)** - **Best for:** Developer-first teams needing broad authentication coverage"}, {"id": "mai-20260917-0922-baseline|c108-l3|moonshot-small|Microsoft Entra External ID", "prompt": "c108-l3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Organizations already using Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c108-l3|moonshot-small|Ping Identity (including ForgeRock)", "prompt": "c108-l3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity (including ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Large enterprises with complex, multi-regulatory requirements"}, {"id": "mai-20260917-0922-baseline|c108-l3|moonshot-small|IBM Security Verify", "prompt": "c108-l3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprises needing AI-driven security and compliance"}, {"id": "mai-20260917-0922-baseline|c108-l3|moonshot-small|WSO2 Identity Server", "prompt": "c108-l3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WSO2 Identity Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Organizations wanting open-source flexibility"}, {"id": "mai-20260917-0922-baseline|c108-l3|moonshot-small|WorkOS", "prompt": "c108-l3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**B2B SaaS Focus** | WorkOS, Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-l3|moonshot-small|Frontegg", "prompt": "c108-l3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Frontegg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**B2B SaaS Focus** | WorkOS, Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-l3|moonshot-small|Descope", "prompt": "c108-l3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Passwordless/Modern Auth** | Descope, Stytch, Clerk"}, {"id": "mai-20260917-0922-baseline|c108-l3|moonshot-small|Stytch", "prompt": "c108-l3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Passwordless/Modern Auth** | Descope, Stytch, Clerk"}, {"id": "mai-20260917-0922-baseline|c108-l3|moonshot-small|Clerk", "prompt": "c108-l3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Clerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Passwordless/Modern Auth** | Descope, Stytch, Clerk"}, {"id": "mai-20260917-0922-baseline|c108-l3|openai-small|Okta Customer Identity Cloud (Auth0)", "prompt": "c108-l3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Okta Customer Identity Cloud (Auth0)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the most developer-friendly CIAM Choose **Auth0 / Okta Customer Identity Cloud**."}, {"id": "mai-20260917-0922-baseline|c108-l3|openai-small|Microsoft Entra External ID", "prompt": "c108-l3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're a Microsoft shop Choose **Microsoft Entra External ID**."}, {"id": "mai-20260917-0922-baseline|c108-l3|openai-small|Ping Identity / PingOne for Customers", "prompt": "c108-l3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity / PingOne for Customers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need enterprise orchestration and complex policy Choose **Ping Identity**"}, {"id": "mai-20260917-0922-baseline|c108-l3|openai-small|ForgeRock / Ping's Advanced Identity Cloud", "prompt": "c108-l3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "ForgeRock / Ping's Advanced Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better fit for **complex enterprise deployments** than for lightweight app-team adoption."}, {"id": "mai-20260917-0922-baseline|c108-l3|openai-small|SAP Customer Data Cloud", "prompt": "c108-l3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "SAP Customer Data Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your enterprise already runs on SAP Consider **SAP Customer Data Cloud**."}, {"id": "mai-20260917-0922-baseline|c108-l3|openai-small|Amazon Cognito", "prompt": "c108-l3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Amazon Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not as feature-rich in enterprise CIAM depth as the leaders above... usually not the top choice for the most demanding enterprise CIAM programs"}, {"id": "mai-20260917-0922-baseline|c108-l3|openai-small|Descope", "prompt": "c108-l3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Usually less broadly entrenched in very large enterprise identity estates than Okta, Microsoft, or Ping."}, {"id": "mai-20260917-0922-baseline|c108-l3|openai-small|Transmit Security", "prompt": "c108-l3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Transmit Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "these platforms often compete on quick implementation, modern auth patterns"}, {"id": "mai-20260917-0922-baseline|c108-l3|openai-small|LoginRadius", "prompt": "c108-l3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "these platforms often compete on quick implementation, modern auth patterns"}, {"id": "mai-20260917-0922-baseline|c108-l3|openai-small|Frontegg", "prompt": "c108-l3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Frontegg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "these platforms often compete on quick implementation, modern auth patterns"}, {"id": "mai-20260917-0922-baseline|c108-l3|xai-small|Okta Customer Identity Cloud (powered by Auth0)", "prompt": "c108-l3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Okta Customer Identity Cloud (powered by Auth0)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Developer-friendly with extensible APIs... Best for: Developer-led teams, mid-to-large enterprises needing flexibility"}, {"id": "mai-20260917-0922-baseline|c108-l3|xai-small|Microsoft Entra External ID (formerly Azure AD B2C)", "prompt": "c108-l3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID (formerly Azure AD B2C)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Microsoft-centric enterprises, regulated industries"}, {"id": "mai-20260917-0922-baseline|c108-l3|xai-small|Ping Identity (PingOne for Customers, incl. ForgeRock post-2023 acquisition)", "prompt": "c108-l3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity (PingOne for Customers, incl. ForgeRock post-2023 acquisition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Regulated enterprises (banking, govt) with intricate auth flows"}, {"id": "mai-20260917-0922-baseline|c108-l3|xai-small|Amazon Cognito", "prompt": "c108-l3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Amazon Cognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: AWS shops, cost-conscious devs building at scale"}, {"id": "mai-20260917-0922-baseline|c108-l3|xai-small|IBM Security Verify", "prompt": "c108-l3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Legacy-heavy enterprises in finance/telecom needing on-prem options"}, {"id": "mai-20260917-0922-baseline|c108-l3|xai-small|Strivacity", "prompt": "c108-l3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Strivacity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Forrester Wave CIAM Q4 2024 Leaders: Ping Identity and others like Strivacity"}, {"id": "mai-20260917-0922-baseline|c108-l3|xai-small|Transmit Security", "prompt": "c108-l3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Transmit Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "excel in niches but less for pure enterprise breadth"}, {"id": "mai-20260917-0922-baseline|c108-l3|xai-small|Stytch", "prompt": "c108-l3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "excel in niches but less for pure enterprise breadth"}, {"id": "mai-20260917-0922-baseline|c108-l3|xai-small|WorkOS", "prompt": "c108-l3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "excel in niches but less for pure enterprise breadth"}, {"id": "mai-20260917-0922-baseline|c108-l3|zai-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-l3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Choose Auth0** if you want a developer‑first, flexible CIAM for both B2C and B2B"}, {"id": "mai-20260917-0922-baseline|c108-l3|zai-small|Ping Identity (including ForgeRock)", "prompt": "c108-l3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity (including ForgeRock)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Choose Ping Identity** if you need hybrid/on‑premises deployment, deep federation"}, {"id": "mai-20260917-0922-baseline|c108-l3|zai-small|Microsoft Entra External ID", "prompt": "c108-l3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Choose Microsoft Entra External ID** if your organization is heavily invested in Microsoft 365/Entra"}, {"id": "mai-20260917-0922-baseline|c108-l3|zai-small|IBM Verify (IBM Security Verify)", "prompt": "c108-l3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "IBM Verify (IBM Security Verify)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Choose IBM Verify** for highly regulated environments"}, {"id": "mai-20260917-0922-baseline|c108-l3|zai-small|WSO2 Identity Server", "prompt": "c108-l3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WSO2 Identity Server", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Choose WSO2 Identity Server** if you require a highly customizable, self‑hosted/hybrid platform"}, {"id": "mai-20260917-0922-baseline|c108-l3|zai-small|Amazon Cognito", "prompt": "c108-l3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Amazon Cognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Choose Amazon Cognito** if you’re AWS‑centric"}, {"id": "mai-20260917-0922-baseline|c108-l3|zai-small|Google Identity Platform", "prompt": "c108-l3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Google Identity Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Choose Google Identity Platform** if you’re Google‑centric"}, {"id": "mai-20260917-0922-baseline|c108-l3|zai-small|LoginRadius", "prompt": "c108-l3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Choose LoginRadius** if you prioritize personalized onboarding"}, {"id": "mai-20260917-0922-baseline|c108-l3|zai-small|WorkOS", "prompt": "c108-l3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Choose WorkOS** if you’re a B2B SaaS product team"}, {"id": "mai-20260917-0922-baseline|c108-l3|zai-small|1Kosmos (BlockID)", "prompt": "c108-l3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "1Kosmos (BlockID)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Focuses on decentralized identity and blockchain‑backed verification"}, {"id": "mai-20260917-0922-baseline|c108-l3|zai-small|Omada Identity", "prompt": "c108-l3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Omada Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Offers enterprise CIAM with strong governance and compliance capabilities."}, {"id": "mai-20260917-0922-baseline|c108-l3|zai-small|FusionAuth", "prompt": "c108-l3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "FusionAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "A strong self‑hosted/open‑source option with flexible authentication flows."}, {"id": "mai-20260917-0922-baseline|c108-l3|zai-small|Clerk", "prompt": "c108-l3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Clerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Developer‑centric, great for B2C/B2B SaaS"}, {"id": "mai-20260917-0922-baseline|c108-l3|zai-small|Stytch", "prompt": "c108-l3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Modern CIAM focused on B2B SaaS"}, {"id": "mai-20260917-0922-baseline|c108-l3|zai-small|Descope", "prompt": "c108-l3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Modern CIAM with a focus on developer simplicity"}, {"id": "mai-20260917-0922-baseline|c108-l4|alibaba-small|Auth0", "prompt": "c108-l4", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid Auth0 / Clerk / AWS Cognito** for this specific goal"}, {"id": "mai-20260917-0922-baseline|c108-l4|alibaba-small|Clerk", "prompt": "c108-l4", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Clerk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid Auth0 / Clerk / AWS Cognito** for this specific goal"}, {"id": "mai-20260917-0922-baseline|c108-l4|alibaba-small|Firebase", "prompt": "c108-l4", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Firebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you generally need to avoid the \"Pay-as-you-go\" models used by most modern Developer-first platforms (like Auth0, Clerk, or Firebase)"}, {"id": "mai-20260917-0922-baseline|c108-l4|alibaba-small|PingIdentity", "prompt": "c108-l4", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "PingIdentity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want a managed service but need predictable costs, PingIdentity is arguably the best fit."}, {"id": "mai-20260917-0922-baseline|c108-l4|alibaba-small|Red Hat Keycloak", "prompt": "c108-l4", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Red Hat Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Keycloak** if you have strong internal IT/security teams and absolutely refuse to pay any per-user fees"}, {"id": "mai-20260917-0922-baseline|c108-l4|alibaba-small|Microsoft Entra ID (formerly Azure AD B2C)", "prompt": "c108-l4", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Microsoft Entra ID (formerly Azure AD B2C)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your company is already heavily invested in the Microsoft ecosystem, Azure is often the most predictable option"}, {"id": "mai-20260917-0922-baseline|c108-l4|alibaba-small|AWS Cognito", "prompt": "c108-l4", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "AWS Cognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid Auth0 / Clerk / AWS Cognito** for this specific goal"}, {"id": "mai-20260917-0922-baseline|c108-l4|anthropic-small|LoginRadius", "prompt": "c108-l4", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "LoginRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LoginRadius** stands out as the best choice for this requirement."}, {"id": "mai-20260917-0922-baseline|c108-l4|anthropic-small|miniOrange", "prompt": "c108-l4", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want alternatives:\n\n- **miniOrange**: miniOrange CIAM pricing starts at approximately $2 per user per month"}, {"id": "mai-20260917-0922-baseline|c108-l4|anthropic-small|Okta", "prompt": "c108-l4", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "This creates less predictability due to the per-MAU add-ons."}, {"id": "mai-20260917-0922-baseline|c108-l4|challenger-small|Microsoft Entra External ID", "prompt": "c108-l4", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest choice from the results is **Microsoft Entra External ID** because it is repeatedly positioned as a strong enterprise option and is explicitly described as cost-efficient at high volume"}, {"id": "mai-20260917-0922-baseline|c108-l4|challenger-small|Auth0", "prompt": "c108-l4", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Auth0\\u2019s pricing can create cost pressure above 500,000 MAU"}, {"id": "mai-20260917-0922-baseline|c108-l4|challenger-small|Ping Identity", "prompt": "c108-l4", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ping Identity** is the strongest fit for regulated, complex environments with hybrid deployment and legacy protocol support"}, {"id": "mai-20260917-0922-baseline|c108-l4|deepseek-small|FusionAuth", "prompt": "c108-l4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "FusionAuth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the clear winner for a large company needing **predictable total cost across thousands of users** is **FusionAuth**"}, {"id": "mai-20260917-0922-baseline|c108-l4|deepseek-small|Auth0 / Okta Customer Identity Cloud", "prompt": "c108-l4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0 / Okta Customer Identity Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "bills per MAU. Costs escalate sharply at the 50k–100k+ MAU mark ... unpredictable cost escalation"}, {"id": "mai-20260917-0922-baseline|c108-l4|deepseek-small|Ping/ForegRock", "prompt": "c108-l4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Ping/ForegRock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "quote-only, more geared to complex full IAM stacks than simple predictable CIAM"}, {"id": "mai-20260917-0922-baseline|c108-l4|deepseek-small|Microsoft Entra External ID", "prompt": "c108-l4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "per MAU consumption-based"}, {"id": "mai-20260917-0922-baseline|c108-l4|deepseek-small|WorkOS", "prompt": "c108-l4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "WorkOS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "per-SSO-connection pricing, so cost rises with each enterprise customer rather than staying flat"}, {"id": "mai-20260917-0922-baseline|c108-l4|deepseek-small|SSOJet", "prompt": "c108-l4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "SSOJet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "per-SSO-connection pricing, so cost rises with each enterprise customer rather than staying flat"}, {"id": "mai-20260917-0922-baseline|c108-l4|deepseek-small|MojoAuth", "prompt": "c108-l4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "MojoAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "MojoAuth is a notable alternative that also advertises flat/predictable pricing"}, {"id": "mai-20260917-0922-baseline|c108-l4|google-small|Okta/Auth0", "prompt": "c108-l4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Okta/Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional leaders like Okta/Auth0 can be a risky choice. Their pricing is primarily based on Monthly Active Users (MAUs) and is heavily burdened by hidden fees"}, {"id": "mai-20260917-0922-baseline|c108-l4|google-small|FusionAuth", "prompt": "c108-l4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "FusionAuth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "FusionAuth (Best Overall for Developer-First Flat Pricing)"}, {"id": "mai-20260917-0922-baseline|c108-l4|google-small|Strivacity", "prompt": "c108-l4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Strivacity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"All-Inclusive\" Managed SaaS Alternative to Okta/Ping"}, {"id": "mai-20260917-0922-baseline|c108-l4|google-small|Keycloak", "prompt": "c108-l4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Zero-Licensing, Self-Hosted Predictability... The Catch: Keycloak has high operational and training overhead."}, {"id": "mai-20260917-0922-baseline|c108-l4|google-small|WorkOS", "prompt": "c108-l4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if \"Thousands of Users\" are B2B Enterprise Clients"}, {"id": "mai-20260917-0922-baseline|c108-l4|meta-small|Auth0", "prompt": "c108-l4", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Auth0: Best for enterprises wanting one flexible platform across customer and B2B identity."}, {"id": "mai-20260917-0922-baseline|c108-l4|meta-small|PingOne for Customers", "prompt": "c108-l4", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "PingOne for Customers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Designed for large enterprises with demanding security requirements, regulatory compliance obligations, and high-volume user bases."}, {"id": "mai-20260917-0922-baseline|c108-l4|meta-small|ForgeRock Identity Platform", "prompt": "c108-l4", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "ForgeRock Identity Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for large enterprises with multi-regulatory compliance requirements."}, {"id": "mai-20260917-0922-baseline|c108-l4|meta-small|IBM Security Verify", "prompt": "c108-l4", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for large regulated enterprises with existing IBM infrastructure"}, {"id": "mai-20260917-0922-baseline|c108-l4|mistral-small|LoginRadius", "prompt": "c108-l4", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "LoginRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LoginRadius** and **Okta Customer Identity Cloud** are the top options highlighted for predictable pricing models."}, {"id": "mai-20260917-0922-baseline|c108-l4|mistral-small|Okta Customer Identity Cloud", "prompt": "c108-l4", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Okta Customer Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "LoginRadius and Okta Customer Identity Cloud are the best options"}, {"id": "mai-20260917-0922-baseline|c108-l4|mistral-small|ForgeRock", "prompt": "c108-l4", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "ForgeRock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their pricing is either custom or starts at a lower scale, which may not be as predictable at very high volumes"}, {"id": "mai-20260917-0922-baseline|c108-l4|mistral-small|FusionAuth", "prompt": "c108-l4", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "FusionAuth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their pricing is either custom or starts at a lower scale, which may not be as predictable at very high volumes"}, {"id": "mai-20260917-0922-baseline|c108-l4|moonshot-small|FusionAuth", "prompt": "c108-l4", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "FusionAuth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FusionAuth** \\u2014 Best for Flat-Rate Predictability"}, {"id": "mai-20260917-0922-baseline|c108-l4|moonshot-small|Ping Identity (including ForgeRock)", "prompt": "c108-l4", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Ping Identity (including ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Enterprise Negotiated Stability"}, {"id": "mai-20260917-0922-baseline|c108-l4|moonshot-small|Microsoft Entra External ID", "prompt": "c108-l4", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if Already in Microsoft Ecosystem"}, {"id": "mai-20260917-0922-baseline|c108-l4|moonshot-small|Auth0 (Okta CIC)", "prompt": "c108-l4", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0 (Okta CIC)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid for Predictable Costs ... Costs climb steeply"}, {"id": "mai-20260917-0922-baseline|c108-l4|moonshot-small|WorkOS", "prompt": "c108-l4", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "B2B SaaS where costs should scale with **customer organizations** ... **WorkOS** (per-connection pricing)"}, {"id": "mai-20260917-0922-baseline|c108-l4|openai-small|FusionAuth", "prompt": "c108-l4", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "FusionAuth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **FusionAuth** or **WorkOS**"}, {"id": "mai-20260917-0922-baseline|c108-l4|openai-small|WorkOS", "prompt": "c108-l4", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the safest default choice is usually **FusionAuth** or **WorkOS**"}, {"id": "mai-20260917-0922-baseline|c108-l4|openai-small|Auth0/Okta Customer Identity", "prompt": "c108-l4", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0/Okta Customer Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "I'd be more cautious about **Auth0/Okta Customer Identity** if \"predictable total cost\" is your top priority"}, {"id": "mai-20260917-0922-baseline|c108-l4|xai-small|FusionAuth", "prompt": "c108-l4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "FusionAuth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FusionAuth stands out as the best option for a large company needing predictable total costs across thousands of users.**"}, {"id": "mai-20260917-0922-baseline|c108-l4|xai-small|Auth0/Okta", "prompt": "c108-l4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0/Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "$1K–$10K+/mo; escalates steeply | Unpredictable growth; enterprise quotes needed"}, {"id": "mai-20260917-0922-baseline|c108-l4|xai-small|Stytch/Clerk", "prompt": "c108-l4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Stytch/Clerk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Bills rise linearly with users"}, {"id": "mai-20260917-0922-baseline|c108-l4|xai-small|MojoAuth", "prompt": "c108-l4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "MojoAuth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Still scales with MAU; emerging vendor"}, {"id": "mai-20260917-0922-baseline|c108-l4|xai-small|Keycloak", "prompt": "c108-l4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Dated UI, higher maintenance (less predictable TCO)"}, {"id": "mai-20260917-0922-baseline|c108-l4|xai-small|Ping/ForgeRock", "prompt": "c108-l4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Ping/ForgeRock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Quote-based; often high base | Opaque, less developer-friendly"}, {"id": "mai-20260917-0922-baseline|c108-l4|zai-small|LoginRadius", "prompt": "c108-l4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "LoginRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LoginRadius** is the most cost‑transparent choice"}, {"id": "mai-20260917-0922-baseline|c108-l4|zai-small|Okta Customer Identity Cloud", "prompt": "c108-l4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Okta Customer Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Okta Customer Identity Cloud** (per‑user pricing) is a close second"}, {"id": "mai-20260917-0922-baseline|c108-l4|zai-small|Auth0 (Okta CIC)", "prompt": "c108-l4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0 (Okta CIC)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Free tier is a hard cap; >25 k MAU requires a custom quote, which can be opaque"}, {"id": "mai-20260917-0922-baseline|c108-l4|zai-small|Microsoft Entra External ID", "prompt": "c108-l4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Transparent per‑user cost if you stay within your existing Entra seat plan"}, {"id": "mai-20260917-0922-baseline|c108-l4|zai-small|Ping Identity", "prompt": "c108-l4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Requires a dedicated sales contact; no transparent tiered pricing"}, {"id": "mai-20260917-0922-baseline|c108-l4|zai-small|OneLogin", "prompt": "c108-l4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "No published per‑MAU discount for large scale; cost grows linearly with all users"}, {"id": "mai-20260917-0922-baseline|c108-l4|zai-small|Amazon Cognito", "prompt": "c108-l4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Amazon Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Hard to forecast; spikes in traffic can cause unexpected cost spikes"}, {"id": "mai-20260917-0922-baseline|c108-l4|zai-small|Stytch", "prompt": "c108-l4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Stytch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not ideal for large, static user bases where auth volume is predictable"}, {"id": "mai-20260917-0922-baseline|c108-l4|zai-small|MojoAuth", "prompt": "c108-l4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "MojoAuth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Limited feature set compared to full‑scale CIAM platforms"}, {"id": "mai-20260917-0922-baseline|c108-l4|zai-small|Frontegg", "prompt": "c108-l4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Frontegg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for B2B SaaS; less suited for pure B2C high‑scale identity"}, {"id": "mai-20260917-0922-baseline|c108-l5|deepseek-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-l5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Auth0 (Okta Customer Identity Cloud)** is the reference enterprise CIAM with the broadest compliance"}, {"id": "mai-20260917-0922-baseline|c108-l5|deepseek-small|Microsoft Entra External ID", "prompt": "c108-l5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Analyst-backed leaders to benchmark (2026): ... **Microsoft Entra External ID**"}, {"id": "mai-20260917-0922-baseline|c108-l5|deepseek-small|Ping Identity", "prompt": "c108-l5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ping Identity** (which now includes ForgeRock)"}, {"id": "mai-20260917-0922-baseline|c108-l5|deepseek-small|IBM Verify", "prompt": "c108-l5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "IBM Verify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**IBM Verify**, and **WSO2**"}, {"id": "mai-20260917-0922-baseline|c108-l5|deepseek-small|WSO2", "prompt": "c108-l5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "WSO2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**IBM Verify**, and **WSO2**"}, {"id": "mai-20260917-0922-baseline|c108-l5|deepseek-small|Stytch", "prompt": "c108-l5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Stytch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Modern/developer-first options like **Stytch** and **Frontegg** ... are better for SaaS-centric / developer-heavy use"}, {"id": "mai-20260917-0922-baseline|c108-l5|deepseek-small|Frontegg", "prompt": "c108-l5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Frontegg", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "better for SaaS-centric / developer-heavy use"}, {"id": "mai-20260917-0922-baseline|c108-l5|google-small|Okta Customer Identity Cloud (Auth0)", "prompt": "c108-l5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Okta Customer Identity Cloud (Auth0)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly extensible, robust developer ecosystem, and universally accepted by corporate procurement teams. Highly secure, but can become incredibly expensive as MAUs scale."}, {"id": "mai-20260917-0922-baseline|c108-l5|google-small|Microsoft Entra External ID", "prompt": "c108-l5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Outstanding integration if your internal company is already a Microsoft 365/Azure shop. It greatly simplifies procurement reviews"}, {"id": "mai-20260917-0922-baseline|c108-l5|google-small|WorkOS", "prompt": "c108-l5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built specifically for enterprise B2B SaaS. It features a white-labeled \"Admin Portal\""}, {"id": "mai-20260917-0922-baseline|c108-l5|google-small|Descope", "prompt": "c108-l5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong focus on visual identity orchestration (drag-and-drop login flows)"}, {"id": "mai-20260917-0922-baseline|c108-l5|google-small|Ping Identity (PingOne)", "prompt": "c108-l5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Ping Identity (PingOne)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The choice for ultra-conservative enterprise environments with complex multi-cloud requirements"}, {"id": "mai-20260917-0922-baseline|c108-l5|meta-small|SecureAuth", "prompt": "c108-l5", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "SecureAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top CIAM platforms for large enterprises include:\n\n1. SecureAuth"}, {"id": "mai-20260917-0922-baseline|c108-l5|meta-small|Auth0 (Okta)", "prompt": "c108-l5", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Auth0 (Okta)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Auth0 (Okta)"}, {"id": "mai-20260917-0922-baseline|c108-l5|meta-small|Microsoft Entra External ID", "prompt": "c108-l5", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Microsoft Entra External ID"}, {"id": "mai-20260917-0922-baseline|c108-l5|meta-small|Ping Identity", "prompt": "c108-l5", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Ping Identity"}, {"id": "mai-20260917-0922-baseline|c108-l5|meta-small|Descope", "prompt": "c108-l5", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Descope"}, {"id": "mai-20260917-0922-baseline|c108-l5|minimax-small|Auth0", "prompt": "c108-l5", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "For enterprise customer identity, leading platforms include:\n- **Auth0** (now Okta Customer Identity)"}, {"id": "mai-20260917-0922-baseline|c108-l5|minimax-small|Clerk", "prompt": "c108-l5", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Clerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "leading platforms include: ... **Clerk**"}, {"id": "mai-20260917-0922-baseline|c108-l5|minimax-small|Logto", "prompt": "c108-l5", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Logto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "leading platforms include: ... **Logto**"}, {"id": "mai-20260917-0922-baseline|c108-l5|minimax-small|Keycloak", "prompt": "c108-l5", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Keycloak** (open-source, if self-hosted is preferred)"}, {"id": "mai-20260917-0922-baseline|c108-l5|minimax-small|Azure AD B2C", "prompt": "c108-l5", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Azure AD B2C", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "leading platforms include: ... **Azure AD B2C**"}, {"id": "mai-20260917-0922-baseline|c108-l5|mistral-small|Okta Customer Identity", "prompt": "c108-l5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Okta Customer Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with established players (e.g., Okta Customer Identity, Auth0, Ping Identity, AWS Cognito, Azure AD B2C, Keycloak)."}, {"id": "mai-20260917-0922-baseline|c108-l5|mistral-small|Auth0", "prompt": "c108-l5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Start with established players (e.g., Okta Customer Identity, Auth0, Ping Identity, AWS Cognito, Azure AD B2C, Keycloak)."}, {"id": "mai-20260917-0922-baseline|c108-l5|mistral-small|Ping Identity", "prompt": "c108-l5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Start with established players (e.g., Okta Customer Identity, Auth0, Ping Identity, AWS Cognito, Azure AD B2C, Keycloak)."}, {"id": "mai-20260917-0922-baseline|c108-l5|mistral-small|AWS Cognito", "prompt": "c108-l5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "AWS Cognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Start with established players (e.g., ... AWS Cognito, Azure AD B2C, Keycloak)."}, {"id": "mai-20260917-0922-baseline|c108-l5|mistral-small|Azure AD B2C", "prompt": "c108-l5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Azure AD B2C", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Start with established players (e.g., ... Azure AD B2C, Keycloak)."}, {"id": "mai-20260917-0922-baseline|c108-l5|mistral-small|Keycloak", "prompt": "c108-l5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Start with established players (e.g., ... Azure AD B2C, Keycloak)."}, {"id": "mai-20260917-0922-baseline|c108-l5|moonshot-small|Okta Customer Identity Cloud (Auth0)", "prompt": "c108-l5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Okta Customer Identity Cloud (Auth0)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 2-3 vendors (likely Okta CIC, Entra External ID, and one alternative)"}, {"id": "mai-20260917-0922-baseline|c108-l5|moonshot-small|Microsoft Entra External ID", "prompt": "c108-l5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist 2-3 vendors (likely Okta CIC, Entra External ID, and one alternative)"}, {"id": "mai-20260917-0922-baseline|c108-l5|moonshot-small|Amazon Cognito", "prompt": "c108-l5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Amazon Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cost-effective, limited enterprise features"}, {"id": "mai-20260917-0922-baseline|c108-l5|moonshot-small|Ping Identity", "prompt": "c108-l5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Legacy enterprise, complex federation | Higher operational burden"}, {"id": "mai-20260917-0922-baseline|c108-l5|moonshot-small|WorkOS", "prompt": "c108-l5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "WorkOS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good for pure B2B, less B2C depth"}, {"id": "mai-20260917-0922-baseline|c108-l5|moonshot-small|SSOJet", "prompt": "c108-l5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "SSOJet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Good for pure B2B, less B2C depth"}, {"id": "mai-20260917-0922-baseline|c108-l5|xai-small|Auth0 (Okta)", "prompt": "c108-l5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Auth0 (Okta)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Contenders**: Auth0 (broad compliance)"}, {"id": "mai-20260917-0922-baseline|c108-l5|xai-small|Stytch", "prompt": "c108-l5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stytch (modern/API-first)"}, {"id": "mai-20260917-0922-baseline|c108-l5|xai-small|PingOne", "prompt": "c108-l5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "PingOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PingOne (federation depth)"}, {"id": "mai-20260917-0922-baseline|c108-l5|xai-small|LoginRadius", "prompt": "c108-l5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CIAM platforms like Auth0 (Okta), Stytch, PingOne, LoginRadius, or Microsoft Entra External ID often top enterprise lists"}, {"id": "mai-20260917-0922-baseline|c108-l5|xai-small|Microsoft Entra External ID", "prompt": "c108-l5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Entra External ID (if Microsoft stack)"}, {"id": "mai-20260917-0922-baseline|c108-l5|xai-small|Cognito", "prompt": "c108-l5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Cognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "$1K-$20K/mo range (e.g., Cognito low-end, Okta/Auth0 high-end)"}, {"id": "mai-20260917-0922-baseline|c108-l6|alibaba-small|Firebase Authentication (Google)", "prompt": "c108-l6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Firebase Authentication (Google)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Firebase is often avoided by large enterprises for production CIAM because it lacks native, enterprise-ready features"}, {"id": "mai-20260917-0922-baseline|c108-l6|alibaba-small|Auth0", "prompt": "c108-l6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its standard offerings can sometimes feel \"lightweight\" for massive global deployments"}, {"id": "mai-20260917-0922-baseline|c108-l6|alibaba-small|ForgeRock", "prompt": "c108-l6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the current enterprise leaders generally include **Okta (Customer Identity Cloud)**, **Ping Identity (PingOne)**, **Microsoft Entra External ID**, and **ForgeRock**"}, {"id": "mai-20260917-0922-baseline|c108-l6|alibaba-small|Ping Identity", "prompt": "c108-l6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ping Identity (PingOne)**"}, {"id": "mai-20260917-0922-baseline|c108-l6|alibaba-small|Amazon Cognito", "prompt": "c108-l6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Amazon Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why to be cautious: Customizing the registration/login flow is difficult... you risk high technical debt"}, {"id": "mai-20260917-0922-baseline|c108-l6|alibaba-small|Stytch", "prompt": "c108-l6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Stytch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "A large enterprise relying *only* on Stytch may find it too restrictive"}, {"id": "mai-20260917-0922-baseline|c108-l6|alibaba-small|Frontegg", "prompt": "c108-l6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Frontegg", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they often lack the **global data residency** ... that global retailers or banks require"}, {"id": "mai-20260917-0922-baseline|c108-l6|alibaba-small|Clutch", "prompt": "c108-l6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Clutch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "great for B2B SaaS and mid-market, but they often lack the **global data residency**"}, {"id": "mai-20260917-0922-baseline|c108-l6|alibaba-small|Superagent", "prompt": "c108-l6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Superagent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Using a mid-market tool for a Fortune 500 rollout can lead to performance bottlenecks"}, {"id": "mai-20260917-0922-baseline|c108-l6|alibaba-small|Okta (Customer Identity Cloud)", "prompt": "c108-l6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta (Customer Identity Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Top Tier Alternatives for Large Enterprises... **Okta (Customer Identity Cloud)**"}, {"id": "mai-20260917-0922-baseline|c108-l6|alibaba-small|Microsoft Entra External ID", "prompt": "c108-l6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "the current enterprise leaders generally include ... **Microsoft Entra External ID**"}, {"id": "mai-20260917-0922-baseline|c108-l6|anthropic-small|Okta Customer Identity Cloud", "prompt": "c108-l6", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta Customer Identity Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Costs increase significantly when adding advanced MFA, lifecycle management, or premium features, and policy management and configuration grow complex at higher user volumes."}, {"id": "mai-20260917-0922-baseline|c108-l6|anthropic-small|ForgeRock", "prompt": "c108-l6", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Documentation gaps around agent configuration and complex deployments slow onboarding, and platform upgrades require significant effort"}, {"id": "mai-20260917-0922-baseline|c108-l6|anthropic-small|Ping Identity", "prompt": "c108-l6", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ForgeRock now operates under Ping Identity, so evaluate the combined platform roadmap."}, {"id": "mai-20260917-0922-baseline|c108-l6|anthropic-small|OneLogin", "prompt": "c108-l6", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "OneLogin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Common concerns include slow loading times, complex initial setup for larger organizations, occasional connectivity disruptions, and forced logouts every four hours"}, {"id": "mai-20260917-0922-baseline|c108-l6|challenger-small|Firebase Authentication", "prompt": "c108-l6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Firebase Authentication", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Firebase Authentication** is listed as *mobile-first* and aimed at *startups*, which makes it a weaker fit for large enterprises"}, {"id": "mai-20260917-0922-baseline|c108-l6|challenger-small|WorkOS", "prompt": "c108-l6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "WorkOS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "it may be insufficient as the primary customer identity platform for a large enterprise"}, {"id": "mai-20260917-0922-baseline|c108-l6|challenger-small|Amazon Cognito", "prompt": "c108-l6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Amazon Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprises should be cautious if they need strong portability, multi-cloud neutrality, or deep identity governance"}, {"id": "mai-20260917-0922-baseline|c108-l6|challenger-small|FusionAuth", "prompt": "c108-l6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "FusionAuth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "teams needing full on-prem control should confirm deployment options and data residency up front"}, {"id": "mai-20260917-0922-baseline|c108-l6|challenger-small|Auth0/Okta Customer Identity Cloud", "prompt": "c108-l6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0/Okta Customer Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the sources consistently place **Auth0/Okta Customer Identity Cloud, Ping Identity, Microsoft Entra External ID, and ForgeRock/PingOne for Customers** in the more enterprise-oriented segment"}, {"id": "mai-20260917-0922-baseline|c108-l6|challenger-small|Ping Identity", "prompt": "c108-l6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "in the more enterprise-oriented segment"}, {"id": "mai-20260917-0922-baseline|c108-l6|challenger-small|Microsoft Entra External ID", "prompt": "c108-l6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "in the more enterprise-oriented segment"}, {"id": "mai-20260917-0922-baseline|c108-l6|challenger-small|ForgeRock/PingOne for Customers", "prompt": "c108-l6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "ForgeRock/PingOne for Customers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "in the more enterprise-oriented segment"}, {"id": "mai-20260917-0922-baseline|c108-l6|deepseek-small|Akamai Identity Cloud (formerly Janrain)", "prompt": "c108-l6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Akamai Identity Cloud (formerly Janrain)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Akamai Identity Cloud** – actively shutting down."}, {"id": "mai-20260917-0922-baseline|c108-l6|deepseek-small|Stormpath", "prompt": "c108-l6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Stormpath", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Acquired by Okta and immediately shut down (5-month kill window)"}, {"id": "mai-20260917-0922-baseline|c108-l6|deepseek-small|Gigya", "prompt": "c108-l6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Gigya", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Acquired by SAP and absorbed into SAP's customer data platform. The standalone product was buried."}, {"id": "mai-20260917-0922-baseline|c108-l6|deepseek-small|Clef", "prompt": "c108-l6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Clef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Indie vendor that simply ran out of cash and shut down."}, {"id": "mai-20260917-0922-baseline|c108-l6|deepseek-small|Ping Identity + ForgeRock", "prompt": "c108-l6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Ping Identity + ForgeRock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be highly cautious: Platforms currently in post-merger uncertainty or strategic limbo"}, {"id": "mai-20260917-0922-baseline|c108-l6|deepseek-small|WSO2", "prompt": "c108-l6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "WSO2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "WSO2 (self-hosted/Asgardeo) is open-source, which creates significant **operational overhead**"}, {"id": "mai-20260917-0922-baseline|c108-l6|deepseek-small|Microsoft's legacy Azure AD B2C", "prompt": "c108-l6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Microsoft's legacy Azure AD B2C", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Legacy Azure AD B2C (older implementations)** – unless confirmed on the modern Entra External ID path"}, {"id": "mai-20260917-0922-baseline|c108-l6|deepseek-small|Microsoft Entra External ID", "prompt": "c108-l6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Microsoft Entra External ID** is the new go-forward platform"}, {"id": "mai-20260917-0922-baseline|c108-l6|google-small|Clerk", "prompt": "c108-l6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Clerk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "large enterprises should avoid using them for core, complex identity estates"}, {"id": "mai-20260917-0922-baseline|c108-l6|google-small|Stytch", "prompt": "c108-l6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Stytch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "large enterprises should avoid using them for core, complex identity estates"}, {"id": "mai-20260917-0922-baseline|c108-l6|google-small|Firebase Authentication", "prompt": "c108-l6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Firebase Authentication", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "large enterprises should avoid using them for core, complex identity estates"}, {"id": "mai-20260917-0922-baseline|c108-l6|google-small|Kinde", "prompt": "c108-l6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Kinde", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "large enterprises should avoid using them for core, complex identity estates"}, {"id": "mai-20260917-0922-baseline|c108-l6|google-small|AWS Cognito", "prompt": "c108-l6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "AWS Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "implementing Cognito at enterprise scale is notoriously frustrating"}, {"id": "mai-20260917-0922-baseline|c108-l6|google-small|ForgeRock", "prompt": "c108-l6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprises evaluating legacy products from either line should proceed with caution"}, {"id": "mai-20260917-0922-baseline|c108-l6|google-small|Ping Identity", "prompt": "c108-l6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Buying into legacy on-prem ForgeRock or older Ping components today carries a significant risk of forced migration"}, {"id": "mai-20260917-0922-baseline|c108-l6|google-small|Auth0 (by Okta)", "prompt": "c108-l6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "The \"Auth0 Pricing Cliff\": Auth0's Monthly Active User (MAU) pricing model scales exponentially."}, {"id": "mai-20260917-0922-baseline|c108-l6|google-small|Keycloak", "prompt": "c108-l6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Keycloak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Running Keycloak at high-availability enterprise scale requires dedicated DevSecOps and IAM engineers"}, {"id": "mai-20260917-0922-baseline|c108-l6|google-small|Descope", "prompt": "c108-l6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "visual orchestration tools (like Ping's DaVinci or Descope)"}, {"id": "mai-20260917-0922-baseline|c108-l6|meta-small|LoginRadius", "prompt": "c108-l6", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top CIAM platforms for large enterprises include LoginRadius, Ping Identity, Auth0 (Okta's Customer Identity Cloud), Microsoft Entra External ID, IBM Verify, and WSO2 Identity Server."}, {"id": "mai-20260917-0922-baseline|c108-l6|meta-small|Ping Identity", "prompt": "c108-l6", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "However, it is not clear if Ping Identity is suitable for all large enterprises."}, {"id": "mai-20260917-0922-baseline|c108-l6|meta-small|Auth0 (Okta's Customer Identity Cloud)", "prompt": "c108-l6", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0 (Okta's Customer Identity Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ping Identity is often evaluated as an Okta CIC alternative by large enterprises"}, {"id": "mai-20260917-0922-baseline|c108-l6|meta-small|Microsoft Entra External ID", "prompt": "c108-l6", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top CIAM platforms for large enterprises include ... Microsoft Entra External ID"}, {"id": "mai-20260917-0922-baseline|c108-l6|meta-small|IBM Verify", "prompt": "c108-l6", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "IBM Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "IBM Verify is best for large regulated enterprises with existing IBM infrastructure"}, {"id": "mai-20260917-0922-baseline|c108-l6|meta-small|WSO2 Identity Server", "prompt": "c108-l6", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "WSO2 Identity Server", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "WSO2 Identity Server is best for enterprises that want a self-hostable, open-source-rooted core with a managed SaaS option"}, {"id": "mai-20260917-0922-baseline|c108-l6|minimax-small|Auth0/Okta CIC", "prompt": "c108-l6", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0/Okta CIC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some vendors (notably Auth0/Okta CIC) have drawn criticism for: Pricing that scales unpredictably past 10,000 MAU"}, {"id": "mai-20260917-0922-baseline|c108-l6|mistral-small|CyberArk Customer Identity", "prompt": "c108-l6", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "CyberArk Customer Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "lacks robust social login and consent management features. It may not be ideal for enterprises seeking a broad, customer-facing identity solution"}, {"id": "mai-20260917-0922-baseline|c108-l6|mistral-small|HYPR", "prompt": "c108-l6", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "HYPR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "it does not support social login or consent management, which are critical for many large-scale customer identity use cases"}, {"id": "mai-20260917-0922-baseline|c108-l6|mistral-small|OneLogin Customer Identity", "prompt": "c108-l6", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "OneLogin Customer Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "its customer identity offering lacks advanced consent management, which is increasingly important for regulatory compliance"}, {"id": "mai-20260917-0922-baseline|c108-l6|mistral-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-l6", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprises should be cautious about its pricing model. Per-MAU ... pricing can become very expensive at scale"}, {"id": "mai-20260917-0922-baseline|c108-l6|mistral-small|ForgeRock", "prompt": "c108-l6", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Auth0 (Okta) and platforms like ForgeRock are generally safe choices"}, {"id": "mai-20260917-0922-baseline|c108-l6|moonshot-small|Akamai Identity Cloud (AIC)", "prompt": "c108-l6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Akamai Identity Cloud (AIC)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Akamai Identity Cloud (AIC)** ⚠️ **AVOID** - **Status**: Shutting down completely on December 31, 2027"}, {"id": "mai-20260917-0922-baseline|c108-l6|moonshot-small|Twilio Authy Desktop", "prompt": "c108-l6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Twilio Authy Desktop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Twilio Authy Desktop** ⚠️ **AVOID** - Desktop apps shut down in 2024"}, {"id": "mai-20260917-0922-baseline|c108-l6|xai-small|OneLogin", "prompt": "c108-l6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "OneLogin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Approach with Caution:- **OneLogin**... potentially unreliable for large enterprises."}, {"id": "mai-20260917-0922-baseline|c108-l6|xai-small|Salesforce (Headless 360 Platform or related CIAM tools)", "prompt": "c108-l6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Salesforce (Headless 360 Platform or related CIAM tools)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Steep learning curve, complex configuration, high total cost of ownership, and missing features noted in G2 reviews."}, {"id": "mai-20260917-0922-baseline|c108-l6|xai-small|Okta Customer Identity Cloud (formerly Auth0)", "prompt": "c108-l6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta Customer Identity Cloud (formerly Auth0)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cost and customization overhead can surprise large orgs; evaluate total cost carefully"}, {"id": "mai-20260917-0922-baseline|c108-l6|xai-small|Ping Identity", "prompt": "c108-l6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some older Ping Identity setups pre-ForgeRock acquisition... Often lack B2C scalability"}, {"id": "mai-20260917-0922-baseline|c108-l6|xai-small|IBM Verify", "prompt": "c108-l6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "IBM Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "recent Gartner Leaders (e.g., Okta, Microsoft Entra External ID, PingOne, IBM Verify)"}, {"id": "mai-20260917-0922-baseline|c108-l6|xai-small|WSO2", "prompt": "c108-l6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "WSO2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "e.g., pure WSO2 unless enterprise-managed): Risky for global ops due to ops overhead"}, {"id": "mai-20260917-0922-baseline|c108-l6|xai-small|Microsoft Entra External ID", "prompt": "c108-l6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Focus on battle-tested options like **Microsoft Entra External ID** (ideal for Azure-integrated enterprises)"}, {"id": "mai-20260917-0922-baseline|c108-l6|xai-small|PingOne", "prompt": "c108-l6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "PingOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**PingOne** (strong for regulated industries)"}, {"id": "mai-20260917-0922-baseline|c108-l6|xai-small|LoginRadius", "prompt": "c108-l6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "specialized CIAM like **LoginRadius** (enterprise-scale B2C focus)"}, {"id": "mai-20260917-0922-baseline|c108-l6|zai-small|SecureAuth", "prompt": "c108-l6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "SecureAuth", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Workforce Identity Providers (IdPs) like **SecureAuth**, **Duo Security**, or legacy **Okta Workforce Identity** solutions when they are used for customer-facing authentication."}, {"id": "mai-20260917-0922-baseline|c108-l6|zai-small|Duo Security", "prompt": "c108-l6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Duo Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** Workforce Identity Providers (IdPs) like **SecureAuth**, **Duo Security**, or legacy **Okta Workforce Identity** solutions when they are used for customer-facing authentication."}, {"id": "mai-20260917-0922-baseline|c108-l6|zai-small|Okta Workforce Identity", "prompt": "c108-l6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid:** Workforce Identity Providers (IdPs) like ... legacy **Okta Workforce Identity** solutions when they are used for customer-facing authentication."}, {"id": "mai-20260917-0922-baseline|c108-l6|zai-small|Keycloak", "prompt": "c108-l6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Keycloak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caution:** Raw open-source projects (e.g., Keycloak, PingFederate without managed services) if your organization lacks a dedicated Identity Engineering team."}, {"id": "mai-20260917-0922-baseline|c108-l6|zai-small|PingFederate", "prompt": "c108-l6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "PingFederate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Caution:** Raw open-source projects (e.g., Keycloak, PingFederate without managed services) if your organization lacks a dedicated Identity Engineering team."}, {"id": "mai-20260917-0922-baseline|c108-m1|alibaba-small|Auth0 (by Okta)", "prompt": "c108-m1", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Auth0 is widely considered the gold standard for mid-market B2B SaaS companies."}, {"id": "mai-20260917-0922-baseline|c108-m1|alibaba-small|Clerk", "prompt": "c108-m1", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Clerk** or **Auth0**."}, {"id": "mai-20260917-0922-baseline|c108-m1|alibaba-small|Microsoft Entra", "prompt": "c108-m1", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Microsoft Entra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company already uses Office 365 or Microsoft Teams, Microsoft Entra ID is often the logical first choice."}, {"id": "mai-20260917-0922-baseline|c108-m1|alibaba-small|Okta", "prompt": "c108-m1", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is generally more expensive and heavier to implement than Auth0 or Clerk."}, {"id": "mai-20260917-0922-baseline|c108-m1|alibaba-small|Supertokens", "prompt": "c108-m1", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Supertokens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cost-efficiency & Data Privacy** | **Supertokens** (Open Source alternative)"}, {"id": "mai-20260917-0922-baseline|c108-m1|anthropic-small|Frontegg", "prompt": "c108-m1", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frontegg stands out for B2B SaaS specifically: Frontegg is the fastest path for B2B SaaS teams that need to ship enterprise-grade identity features"}, {"id": "mai-20260917-0922-baseline|c108-m1|anthropic-small|Stytch", "prompt": "c108-m1", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stytch is another strong option for developer teams"}, {"id": "mai-20260917-0922-baseline|c108-m1|anthropic-small|OneWelcome", "prompt": "c108-m1", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "OneWelcome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OneWelcome is recommended for managing partner identities"}, {"id": "mai-20260917-0922-baseline|c108-m1|challenger-small|WorkOS", "prompt": "c108-m1", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick is **WorkOS**"}, {"id": "mai-20260917-0922-baseline|c108-m1|challenger-small|Auth0", "prompt": "c108-m1", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Auth0** as the fallback if you need broader CIAM functionality"}, {"id": "mai-20260917-0922-baseline|c108-m1|challenger-small|Clerk", "prompt": "c108-m1", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you are **React/Next.js-first**, pre-enterprise"}, {"id": "mai-20260917-0922-baseline|c108-m1|challenger-small|Frontegg", "prompt": "c108-m1", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you need **enterprise-grade B2B identity features quickly**"}, {"id": "mai-20260917-0922-baseline|c108-m1|challenger-small|Okta Customer Identity Cloud", "prompt": "c108-m1", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Okta Customer Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best when you want a very mature platform and have more identity complexity"}, {"id": "mai-20260917-0922-baseline|c108-m1|deepseek-small|WorkOS", "prompt": "c108-m1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The strongest B2B-focused choice. Purpose-built for B2B SaaS adding enterprise-readiness fast."}, {"id": "mai-20260917-0922-baseline|c108-m1|deepseek-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-m1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best overall flexibility... Downsides for mid-market: per-MAU pricing can get costly"}, {"id": "mai-20260917-0922-baseline|c108-m1|deepseek-small|Frontegg", "prompt": "c108-m1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "embedded B2B identity with self-service admin portals, multi-tenancy, and entitlements out of the box"}, {"id": "mai-20260917-0922-baseline|c108-m1|deepseek-small|Stytch", "prompt": "c108-m1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "API-first, strong for custom/passwordless flows and per-user flat pricing"}, {"id": "mai-20260917-0922-baseline|c108-m1|deepseek-small|Descope", "prompt": "c108-m1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "whether you want low/no-code (Descope, Frontegg)"}, {"id": "mai-20260917-0922-baseline|c108-m1|google-small|WorkOS", "prompt": "c108-m1", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. WorkOS: Best for Enterprise SSO & SCIM Readiness"}, {"id": "mai-20260917-0922-baseline|c108-m1|google-small|Frontegg", "prompt": "c108-m1", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Frontegg: Best for \"Fully Loaded\" Self-Service Admin Portals"}, {"id": "mai-20260917-0922-baseline|c108-m1|google-small|PropelAuth", "prompt": "c108-m1", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "PropelAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. PropelAuth: Best All-in-One for Developer Velocity"}, {"id": "mai-20260917-0922-baseline|c108-m1|google-small|Auth0 (by Okta)", "prompt": "c108-m1", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Choose Auth0 only if you have highly custom enterprise requirements... or a massive budget"}, {"id": "mai-20260917-0922-baseline|c108-m1|meta-small|Auth0", "prompt": "c108-m1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one of the top CIAM platforms such as Auth0, Ping Identity, or Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-m1|meta-small|Ping Identity", "prompt": "c108-m1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "one of the top CIAM platforms such as Auth0, Ping Identity, or Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-m1|meta-small|Frontegg", "prompt": "c108-m1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "one of the top CIAM platforms such as Auth0, Ping Identity, or Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-m1|meta-small|Hightouch", "prompt": "c108-m1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hightouch, Segment, and Tealium are also good options for mid-market B2B teams"}, {"id": "mai-20260917-0922-baseline|c108-m1|meta-small|Segment", "prompt": "c108-m1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hightouch, Segment, and Tealium are also good options for mid-market B2B teams"}, {"id": "mai-20260917-0922-baseline|c108-m1|meta-small|Tealium", "prompt": "c108-m1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Hightouch, Segment, and Tealium are also good options for mid-market B2B teams"}, {"id": "mai-20260917-0922-baseline|c108-m1|minimax-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-m1", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Auth0** or **Frontegg** are likely the strongest choices - Auth0 for its maturity and flexibility"}, {"id": "mai-20260917-0922-baseline|c108-m1|minimax-small|Frontegg", "prompt": "c108-m1", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Frontegg for its B2B SaaS-specific features"}, {"id": "mai-20260917-0922-baseline|c108-m1|minimax-small|Ping Identity (PingOne for Customers)", "prompt": "c108-m1", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Ping Identity (PingOne for Customers)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "May be more complex than needed for some mid-market companies"}, {"id": "mai-20260917-0922-baseline|c108-m1|minimax-small|Okta Customer Identity", "prompt": "c108-m1", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Okta Customer Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Companies already using Okta for workforce identity"}, {"id": "mai-20260917-0922-baseline|c108-m1|mistral-small|Auth0", "prompt": "c108-m1", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Auth0** and **Ping Identity** are the top recommendations due to their maturity, scalability, and broad feature sets"}, {"id": "mai-20260917-0922-baseline|c108-m1|mistral-small|Ping Identity", "prompt": "c108-m1", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Ping Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Auth0** and **Ping Identity** are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c108-m1|mistral-small|Frontegg", "prompt": "c108-m1", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a B2B SaaS-specific solution, **Frontegg** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c108-m1|mistral-small|Tealium", "prompt": "c108-m1", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tealium** is best for those with strict compliance requirements"}, {"id": "mai-20260917-0922-baseline|c108-m1|moonshot-small|Frontegg", "prompt": "c108-m1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Frontegg** – Best Overall for Mid-Market B2B SaaS"}, {"id": "mai-20260917-0922-baseline|c108-m1|moonshot-small|WorkOS", "prompt": "c108-m1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WorkOS** – Best for Adding Enterprise Features"}, {"id": "mai-20260917-0922-baseline|c108-m1|moonshot-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-m1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Auth0 (Okta Customer Identity Cloud)** – Most Established"}, {"id": "mai-20260917-0922-baseline|c108-m1|moonshot-small|Stytch", "prompt": "c108-m1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Stytch** – Best for Modern/Passwordless Auth"}, {"id": "mai-20260917-0922-baseline|c108-m1|openai-small|Auth0 by Okta", "prompt": "c108-m1", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0 by Okta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best customer identity platform is usually **Auth0 by Okta**... = best default pick"}, {"id": "mai-20260917-0922-baseline|c108-m1|openai-small|WorkOS", "prompt": "c108-m1", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose WorkOS** if your product is primarily B2B and you want to move fast on **enterprise SSO, directory sync, RBAC, and user management**"}, {"id": "mai-20260917-0922-baseline|c108-m1|openai-small|FusionAuth", "prompt": "c108-m1", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "FusionAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FusionAuth** = best if self-hosting / cost control matter most"}, {"id": "mai-20260917-0922-baseline|c108-m1|xai-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-m1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Heavy customization/dev team? → Auth0."}, {"id": "mai-20260917-0922-baseline|c108-m1|xai-small|Frontegg", "prompt": "c108-m1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "B2B SaaS with customer-facing portals? → Frontegg or WorkOS."}, {"id": "mai-20260917-0922-baseline|c108-m1|xai-small|WorkOS", "prompt": "c108-m1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "B2B SaaS with customer-facing portals? → Frontegg or WorkOS."}, {"id": "mai-20260917-0922-baseline|c108-m1|xai-small|Descope", "prompt": "c108-m1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget under $500/mo? → Start with Descope or WorkOS free tiers."}, {"id": "mai-20260917-0922-baseline|c108-m1|xai-small|Okta Customer Identity", "prompt": "c108-m1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Okta Customer Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Higher cost; slower for dev agility"}, {"id": "mai-20260917-0922-baseline|c108-m1|xai-small|Ping/ForgeRock", "prompt": "c108-m1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Ping/ForgeRock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-heavy options like Ping/ForgeRock (too complex/expensive)"}, {"id": "mai-20260917-0922-baseline|c108-m1|xai-small|Keycloak", "prompt": "c108-m1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Keycloak", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid ... open-source like Keycloak/FusionAuth (high ops overhead)"}, {"id": "mai-20260917-0922-baseline|c108-m1|xai-small|FusionAuth", "prompt": "c108-m1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "FusionAuth", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid ... open-source like Keycloak/FusionAuth (high ops overhead)"}, {"id": "mai-20260917-0922-baseline|c108-m1|xai-small|Entra External ID", "prompt": "c108-m1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Microsoft stack? → Entra External ID (cheaper alternative)."}, {"id": "mai-20260917-0922-baseline|c108-m1|xai-small|Stytch", "prompt": "c108-m1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Alternatives: Stytch (passwordless dev-first)"}, {"id": "mai-20260917-0922-baseline|c108-m1|xai-small|Clerk", "prompt": "c108-m1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Clerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Clerk (React/Next.js apps)"}, {"id": "mai-20260917-0922-baseline|c108-m1|xai-small|SSOJet", "prompt": "c108-m1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "SSOJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SSOJet (simple SSO for startups scaling to mid-market)"}, {"id": "mai-20260917-0922-baseline|c108-m1|zai-small|WorkOS", "prompt": "c108-m1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**WorkOS** is widely considered the best fit for most mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c108-m1|zai-small|Auth0", "prompt": "c108-m1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Auth0** remains the strong runner-up for high-volume applications."}, {"id": "mai-20260917-0922-baseline|c108-m1|zai-small|Frontegg", "prompt": "c108-m1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specialized Pick: Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-m2|alibaba-small|Auth0 (by Okta)", "prompt": "c108-m2", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The All-Around Favorite: Auth0 (by Okta) ... Auth0 remains the industry standard for a reason."}, {"id": "mai-20260917-0922-baseline|c108-m2|alibaba-small|LoginRadius", "prompt": "c108-m2", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Built for the Mid-Market: LoginRadius ... explicitly marketed toward growing businesses."}, {"id": "mai-20260917-0922-baseline|c108-m2|alibaba-small|Microsoft Entra External ID", "prompt": "c108-m2", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Microsoft-Centric Shops: Microsoft Entra External ID"}, {"id": "mai-20260917-0922-baseline|c108-m2|alibaba-small|Descope", "prompt": "c108-m2", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Modern/High-Growth B2B SaaS: Descope or Stytch"}, {"id": "mai-20260917-0922-baseline|c108-m2|alibaba-small|Stytch", "prompt": "c108-m2", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For Modern/High-Growth B2B SaaS: Descope or Stytch"}, {"id": "mai-20260917-0922-baseline|c108-m2|anthropic-small|Frontegg", "prompt": "c108-m2", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frontegg is built specifically for B2B SaaS with multi-tenancy and self-service admin, ideal for teams that need production-ready CIAM"}, {"id": "mai-20260917-0922-baseline|c108-m2|anthropic-small|Auth0", "prompt": "c108-m2", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Auth0 is favored by developer-first teams for its extensibility and clean APIs"}, {"id": "mai-20260917-0922-baseline|c108-m2|anthropic-small|Okta's Customer Identity Cloud", "prompt": "c108-m2", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Okta's Customer Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "developer-friendly with flexible APIs and workflows for B2C and B2B use cases"}, {"id": "mai-20260917-0922-baseline|c108-m2|anthropic-small|Descope", "prompt": "c108-m2", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Descope leads for teams that need no/low-code identity workflows, multi-tenant B2B support"}, {"id": "mai-20260917-0922-baseline|c108-m2|anthropic-small|Microsoft Entra External ID", "prompt": "c108-m2", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Microsoft-stack organizations get the cleanest fit from Microsoft Entra External ID"}, {"id": "mai-20260917-0922-baseline|c108-m2|anthropic-small|Amazon Cognito", "prompt": "c108-m2", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Amazon Cognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AWS-native builders stay with Amazon Cognito"}, {"id": "mai-20260917-0922-baseline|c108-m2|challenger-small|WorkOS", "prompt": "c108-m2", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **WorkOS** as the default CIAM choice"}, {"id": "mai-20260917-0922-baseline|c108-m2|challenger-small|Frontegg", "prompt": "c108-m2", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Frontegg** is the stronger specialist option"}, {"id": "mai-20260917-0922-baseline|c108-m2|challenger-small|Auth0", "prompt": "c108-m2", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Auth0** — best if you want a mature, flexible enterprise developer platform."}, {"id": "mai-20260917-0922-baseline|c108-m2|challenger-small|Stytch", "prompt": "c108-m2", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "among the top CIAM platforms for B2B SaaS alongside Frontegg, Auth0, and Stytch"}, {"id": "mai-20260917-0922-baseline|c108-m2|challenger-small|Microsoft Entra External ID", "prompt": "c108-m2", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you are already deep in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c108-m2|challenger-small|Descope", "prompt": "c108-m2", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best if you want no/low-code identity workflows"}, {"id": "mai-20260917-0922-baseline|c108-m2|deepseek-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-m2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Short answer: Auth0 (Okta Customer Identity Cloud) — with WorkOS and Frontegg as strong contenders"}, {"id": "mai-20260917-0922-baseline|c108-m2|deepseek-small|WorkOS", "prompt": "c108-m2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your main use case is narrowly \"enterprise SSO + SCIM\" and you want to minimize cost, **WorkOS** is the smarter, cheaper choice."}, {"id": "mai-20260917-0922-baseline|c108-m2|deepseek-small|Frontegg", "prompt": "c108-m2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You want prebuilt admin/user-management UI without building it | Heavy B2B admin UX out of the box"}, {"id": "mai-20260917-0922-baseline|c108-m2|deepseek-small|Microsoft Entra External ID", "prompt": "c108-m2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Free up to 50K MAUs, in-preview federation, but historically more painful to customize (custom policies)."}, {"id": "mai-20260917-0922-baseline|c108-m2|deepseek-small|Keycloak", "prompt": "c108-m2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Keycloak** is solid but requires engineering ownership."}, {"id": "mai-20260917-0922-baseline|c108-m2|deepseek-small|FusionAuth", "prompt": "c108-m2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "FusionAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source; you own the security infrastructure and operational burden"}, {"id": "mai-20260917-0922-baseline|c108-m2|google-small|Frontegg", "prompt": "c108-m2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want to offload user interface development entirely, Frontegg is the winner."}, {"id": "mai-20260917-0922-baseline|c108-m2|google-small|WorkOS (AuthKit)", "prompt": "c108-m2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS (AuthKit)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "WorkOS has become the industry standard for B2B products aiming to sell to enterprise customers."}, {"id": "mai-20260917-0922-baseline|c108-m2|google-small|Descope", "prompt": "c108-m2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Custom Visual Workflows & Identity Orchestration"}, {"id": "mai-20260917-0922-baseline|c108-m2|google-small|Auth0 (by Okta)", "prompt": "c108-m2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Auth0 is notoriously expensive for mid-market companies once you scale. Their \"SSO Tax\"..."}, {"id": "mai-20260917-0922-baseline|c108-m2|google-small|AWS Cognito", "prompt": "c108-m2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "AWS Cognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "already has custom authentication or a simpler provider (like AWS Cognito or Firebase)"}, {"id": "mai-20260917-0922-baseline|c108-m2|google-small|Firebase", "prompt": "c108-m2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Firebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a simpler provider (like AWS Cognito or Firebase)"}, {"id": "mai-20260917-0922-baseline|c108-m2|google-small|SSOJet", "prompt": "c108-m2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "SSOJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look into **bolt-on** solutions like **SSOJet** or **ScaleKit**"}, {"id": "mai-20260917-0922-baseline|c108-m2|google-small|ScaleKit", "prompt": "c108-m2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "ScaleKit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look into **bolt-on** solutions like **SSOJet** or **ScaleKit**"}, {"id": "mai-20260917-0922-baseline|c108-m2|google-small|Stytch", "prompt": "c108-m2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Descope** | **Stytch** |"}, {"id": "mai-20260917-0922-baseline|c108-m2|meta-small|LoginRadius", "prompt": "c108-m2", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "LoginRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LoginRadius is a suitable CIAM solution for mid-sized B2B companies, offering enterprise-level security and compliance features with SMB-friendly pricing"}, {"id": "mai-20260917-0922-baseline|c108-m2|meta-small|SecureAuth", "prompt": "c108-m2", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "SecureAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SecureAuth is another option that provides a CIAM platform for B2B SaaS companies"}, {"id": "mai-20260917-0922-baseline|c108-m2|minimax-small|Auth0", "prompt": "c108-m2", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Auth0** (now part of Okta) as the top choice for a mid-sized B2B company"}, {"id": "mai-20260917-0922-baseline|c108-m2|minimax-small|WorkOS", "prompt": "c108-m2", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need to quickly land enterprise customers... However, pricing can get expensive at scale"}, {"id": "mai-20260917-0922-baseline|c108-m2|minimax-small|Frontegg", "prompt": "c108-m2", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically built for B2B SaaS with excellent multi-tenancy support"}, {"id": "mai-20260917-0922-baseline|c108-m2|minimax-small|Descope", "prompt": "c108-m2", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern option with no/low-code workflows and AI agent identity"}, {"id": "mai-20260917-0922-baseline|c108-m2|mistral-small|Auth0", "prompt": "c108-m2", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Auth0** and **WorkOS** are the most recommended due to their B2B focus, ease of integration, and scalability"}, {"id": "mai-20260917-0922-baseline|c108-m2|mistral-small|WorkOS", "prompt": "c108-m2", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Auth0** and **WorkOS** are the most recommended due to their B2B focus, ease of integration, and scalability"}, {"id": "mai-20260917-0922-baseline|c108-m2|mistral-small|LoginRadius", "prompt": "c108-m2", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a more budget-friendly option with strong security, **LoginRadius** is also a solid choice."}, {"id": "mai-20260917-0922-baseline|c108-m2|mistral-small|Microsoft Entra External ID", "prompt": "c108-m2", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company is already in the Microsoft ecosystem, this solution provides seamless integration"}, {"id": "mai-20260917-0922-baseline|c108-m2|mistral-small|Descope", "prompt": "c108-m2", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for no/low-code workflows and native AI agent identity"}, {"id": "mai-20260917-0922-baseline|c108-m2|moonshot-small|Kinde", "prompt": "c108-m2", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Kinde", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kinde** — Best Overall for B2B SaaS"}, {"id": "mai-20260917-0922-baseline|c108-m2|moonshot-small|WorkOS", "prompt": "c108-m2", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **WorkOS** if your primary need is frictionless enterprise SSO onboarding"}, {"id": "mai-20260917-0922-baseline|c108-m2|moonshot-small|FusionAuth", "prompt": "c108-m2", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "FusionAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **FusionAuth** if data control and flat pricing are priorities"}, {"id": "mai-20260917-0922-baseline|c108-m2|moonshot-small|Frontegg", "prompt": "c108-m2", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Start with Kinde or Frontegg** if you want a modern, developer-friendly B2B CIAM"}, {"id": "mai-20260917-0922-baseline|c108-m2|moonshot-small|Auth0/Okta", "prompt": "c108-m2", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0/Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "⚠️ Caution: Auth0/Okta ... often described as a \"growth penalty\" for scaling B2B companies"}, {"id": "mai-20260917-0922-baseline|c108-m2|openai-small|Okta Customer Identity (Auth0/Okta CIAM)", "prompt": "c108-m2", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Okta Customer Identity (Auth0/Okta CIAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Okta Customer Identity (Auth0/Okta CIAM)** as the safest default choice."}, {"id": "mai-20260917-0922-baseline|c108-m2|openai-small|PingOne for Customers", "prompt": "c108-m2", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "PingOne for Customers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose PingOne for Customers** if you expect to lean heavily into **identity orchestration**, no-code flows"}, {"id": "mai-20260917-0922-baseline|c108-m2|openai-small|AWS Cognito", "prompt": "c108-m2", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "AWS Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though they often require more custom work. I'm not recommending them as the first pick here"}, {"id": "mai-20260917-0922-baseline|c108-m2|openai-small|Azure AD B2C", "prompt": "c108-m2", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Azure AD B2C", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "if cost and cloud-native integration matter more than polished CIAM workflow and enterprise B2B features"}, {"id": "mai-20260917-0922-baseline|c108-m2|xai-small|WorkOS", "prompt": "c108-m2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend WorkOS as the top CIAM solution."}, {"id": "mai-20260917-0922-baseline|c108-m2|xai-small|Auth0 (by Okta)", "prompt": "c108-m2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Flexible, full CIAM (B2B + B2C) ... Broader scope may overkill pure B2B"}, {"id": "mai-20260917-0922-baseline|c108-m2|xai-small|Okta Customer Identity Cloud", "prompt": "c108-m2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Okta Customer Identity Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Higher cost/complexity; better for larger than mid-sized"}, {"id": "mai-20260917-0922-baseline|c108-m2|xai-small|Frontegg", "prompt": "c108-m2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Self-service portals + multi-tenancy ... Less IdP depth than WorkOS"}, {"id": "mai-20260917-0922-baseline|c108-m2|xai-small|Stytch", "prompt": "c108-m2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Passwordless-first, API speed ... Newer; fewer enterprise IdPs"}, {"id": "mai-20260917-0922-baseline|c108-m2|xai-small|LoginRadius", "prompt": "c108-m2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Affordable security for SMB scaling ... Less B2B-specific than WorkOS"}, {"id": "mai-20260917-0922-baseline|c108-m2|xai-small|Cognito", "prompt": "c108-m2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Cognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you're in AWS/Microsoft ecosystems, factor Cognito/Entra External ID."}, {"id": "mai-20260917-0922-baseline|c108-m2|xai-small|Entra External ID", "prompt": "c108-m2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you're in AWS/Microsoft ecosystems, factor Cognito/Entra External ID."}, {"id": "mai-20260917-0922-baseline|c108-m2|zai-small|Frontegg", "prompt": "c108-m2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most balanced choice for mid‑sized B2B SaaS:** **Frontegg**"}, {"id": "mai-20260917-0922-baseline|c108-m2|zai-small|WorkOS", "prompt": "c108-m2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I’d start your evaluation with **Frontegg** and **WorkOS**."}, {"id": "mai-20260917-0922-baseline|c108-m2|zai-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-m2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Auth0 (Okta Customer Identity Cloud)** is a solid secondary option."}, {"id": "mai-20260917-0922-baseline|c108-m2|zai-small|Microsoft Entra External ID", "prompt": "c108-m2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent if you’re already deep in Azure; otherwise adds unnecessary lock‑in."}, {"id": "mai-20260917-0922-baseline|c108-m2|zai-small|Ping Identity (ForgeRock)", "prompt": "c108-m2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Ping Identity (ForgeRock)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pricing is typically enterprise‑only; may be over‑engineered for mid‑market"}, {"id": "mai-20260917-0922-baseline|c108-m2|zai-small|Descope", "prompt": "c108-m2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Descope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "still newer and less battle‑tested for large, multi‑tenant B2B deployments"}, {"id": "mai-20260917-0922-baseline|c108-m2|zai-small|Clerk", "prompt": "c108-m2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Clerk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "fewer B2B‑specific admin features compared with Frontegg/WorkOS"}, {"id": "mai-20260917-0922-baseline|c108-m2|zai-small|FusionAuth", "prompt": "c108-m2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "FusionAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Organizations that prefer open‑source, self‑hosted control. | Requires ops expertise"}, {"id": "mai-20260917-0922-baseline|c108-m2|zai-small|LoginRadius", "prompt": "c108-m2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "LoginRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Good entry point, but B2B multi‑tenant depth and SSO/SCIM are lighter"}, {"id": "mai-20260917-0922-baseline|c108-m2|zai-small|IBM Verify", "prompt": "c108-m2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "IBM Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "WorkOS, IBM Verify (but IBM Verify is more enterprise‑oriented)"}, {"id": "mai-20260917-0922-baseline|c108-m3|alibaba-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-m3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Auth0 (Okta Customer Identity Cloud)** ... Pick Auth0/Olata** if developer experience and speed-to-market matter most"}, {"id": "mai-20260917-0922-baseline|c108-m3|alibaba-small|Ping Identity (including ForgeRock)", "prompt": "c108-m3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity (including ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick Ping/ForgeRock** if you need strict regulatory compliance, self-hosting, or highly complex workflow orchestration"}, {"id": "mai-20260917-0922-baseline|c108-m3|alibaba-small|Microsoft Entra External ID", "prompt": "c108-m3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick Microsoft Entra** if your org lives inside the Microsoft stack"}, {"id": "mai-20260917-0922-baseline|c108-m3|alibaba-small|Amazon Cognito", "prompt": "c108-m3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Amazon Cognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick AWS Cognito** if cost efficiency and AWS simplicity are priorities"}, {"id": "mai-20260917-0922-baseline|c108-m3|alibaba-small|WorkOS", "prompt": "c108-m3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick WorkOS/Frontegg** if you're a B2B SaaS targeting enterprise buyers"}, {"id": "mai-20260917-0922-baseline|c108-m3|alibaba-small|Frontegg", "prompt": "c108-m3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pick WorkOS/Frontegg** if you're a B2B SaaS targeting enterprise buyers"}, {"id": "mai-20260917-0922-baseline|c108-m3|alibaba-small|IBM Security Verify", "prompt": "c108-m3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong for regulated industries with heavy compliance needs"}, {"id": "mai-20260917-0922-baseline|c108-m3|alibaba-small|WSO2 Identity Server", "prompt": "c108-m3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WSO2 Identity Server", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Open-source option for organizations preferring control over deployment"}, {"id": "mai-20260917-0922-baseline|c108-m3|alibaba-small|1Kosmos BlockID", "prompt": "c108-m3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "1Kosmos BlockID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Passwordless and biometric authentication focus using blockchain-backed verification"}, {"id": "mai-20260917-0922-baseline|c108-m3|anthropic-small|Descope", "prompt": "c108-m3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Descope prioritizes speed and easy implementation through visual workflows and no-code capabilities with strong multi-tenancy and federation support"}, {"id": "mai-20260917-0922-baseline|c108-m3|anthropic-small|Auth0", "prompt": "c108-m3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Auth0 provides comprehensive features with a strong developer ecosystem and extensive marketplace integrations"}, {"id": "mai-20260917-0922-baseline|c108-m3|anthropic-small|Amazon Cognito", "prompt": "c108-m3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Amazon Cognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top CIAM platforms in 2026 include Descope, Auth0, Amazon Cognito"}, {"id": "mai-20260917-0922-baseline|c108-m3|anthropic-small|Microsoft Entra External ID", "prompt": "c108-m3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft Entra External ID, Keycloak, Firebase Authentication"}, {"id": "mai-20260917-0922-baseline|c108-m3|anthropic-small|Keycloak", "prompt": "c108-m3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Keycloak offers open-source flexibility and control without licensing costs"}, {"id": "mai-20260917-0922-baseline|c108-m3|anthropic-small|Firebase Authentication", "prompt": "c108-m3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Firebase Authentication", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Keycloak, Firebase Authentication, WorkOS, Stytch, and Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-m3|anthropic-small|WorkOS", "prompt": "c108-m3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "WorkOS, Stytch, and Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-m3|anthropic-small|Stytch", "prompt": "c108-m3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "WorkOS, Stytch, and Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-m3|anthropic-small|Frontegg", "prompt": "c108-m3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Frontegg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "WorkOS, Stytch, and Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-m3|anthropic-small|Ping Identity", "prompt": "c108-m3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Ping Identity focuses on regulated industries with advanced verification and risk management"}, {"id": "mai-20260917-0922-baseline|c108-m3|anthropic-small|ForgeRock", "prompt": "c108-m3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ForgeRock targets complex enterprise scenarios requiring extensive customization and scale"}, {"id": "mai-20260917-0922-baseline|c108-m3|challenger-small|Auth0/Okta Customer Identity Cloud", "prompt": "c108-m3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0/Okta Customer Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "strongest general-purpose choice when you want a mature platform that developers can extend and enterprises can govern"}, {"id": "mai-20260917-0922-baseline|c108-m3|challenger-small|Microsoft Entra External ID", "prompt": "c108-m3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best when identity must fit naturally into Microsoft/Azure infrastructure"}, {"id": "mai-20260917-0922-baseline|c108-m3|challenger-small|Ping Identity", "prompt": "c108-m3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when login is only part of a larger, orchestrated identity journey"}, {"id": "mai-20260917-0922-baseline|c108-m3|challenger-small|ForgeRock", "prompt": "c108-m3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for large, complex organizations that need sophisticated policy and regulatory support"}, {"id": "mai-20260917-0922-baseline|c108-m3|challenger-small|Amazon Cognito", "prompt": "c108-m3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Amazon Cognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best when you want a managed AWS-native service"}, {"id": "mai-20260917-0922-baseline|c108-m3|challenger-small|Descope", "prompt": "c108-m3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Dev teams wanting no-code or low-code auth"}, {"id": "mai-20260917-0922-baseline|c108-m3|challenger-small|Keycloak", "prompt": "c108-m3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Teams wanting open-source/self-hosted control"}, {"id": "mai-20260917-0922-baseline|c108-m3|challenger-small|FusionAuth", "prompt": "c108-m3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "FusionAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Teams wanting predictable pricing and control"}, {"id": "mai-20260917-0922-baseline|c108-m3|challenger-small|LoginRadius", "prompt": "c108-m3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprise B2C identity with standard CIAM needs"}, {"id": "mai-20260917-0922-baseline|c108-m3|challenger-small|IBM Verify", "prompt": "c108-m3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "IBM Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Traditional enterprise security environments"}, {"id": "mai-20260917-0922-baseline|c108-m3|deepseek-small|Auth0", "prompt": "c108-m3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Developer-led teams needing to ship login fast and flexibly → **Auth0**"}, {"id": "mai-20260917-0922-baseline|c108-m3|deepseek-small|Okta Customer Identity (OCI)", "prompt": "c108-m3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Okta Customer Identity (OCI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enterprises** wanting proven governance/compliance with minimal code → **Okta Customer Identity**"}, {"id": "mai-20260917-0922-baseline|c108-m3|deepseek-small|Microsoft Entra External ID", "prompt": "c108-m3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft-centric organizations** → **Microsoft Entra External ID** (and it has the best free tier)"}, {"id": "mai-20260917-0922-baseline|c108-m3|deepseek-small|Ping Identity (incl. ForgeRock)", "prompt": "c108-m3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity (incl. ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Financial services / government / complex federation + on-prem → **Ping Identity**"}, {"id": "mai-20260917-0922-baseline|c108-m3|deepseek-small|IBM Verify", "prompt": "c108-m3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "IBM Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise-grade identity for large organizations, strong in regulated industries."}, {"id": "mai-20260917-0922-baseline|c108-m3|deepseek-small|Keycloak", "prompt": "c108-m3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Control, transparency, or budget flexibility** → **Keycloak / FusionAuth**"}, {"id": "mai-20260917-0922-baseline|c108-m3|deepseek-small|Amazon Cognito", "prompt": "c108-m3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Amazon Cognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AWS-centric teams; API-first CIAM with tight AWS integration."}, {"id": "mai-20260917-0922-baseline|c108-m3|deepseek-small|FusionAuth", "prompt": "c108-m3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "FusionAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Control, transparency, or budget flexibility** → **Keycloak / FusionAuth**"}, {"id": "mai-20260917-0922-baseline|c108-m3|deepseek-small|Frontegg", "prompt": "c108-m3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**B2B SaaS multi-tenancy out of the box** → **Frontegg / WorkOS / Clerk**"}, {"id": "mai-20260917-0922-baseline|c108-m3|deepseek-small|WorkOS", "prompt": "c108-m3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Modern B2B SaaS teams needing fast enterprise SSO (SAML/SCIM)"}, {"id": "mai-20260917-0922-baseline|c108-m3|deepseek-small|Clerk", "prompt": "c108-m3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**B2B SaaS multi-tenancy out of the box** → **Frontegg / WorkOS / Clerk**"}, {"id": "mai-20260917-0922-baseline|c108-m3|deepseek-small|SSOJet", "prompt": "c108-m3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "SSOJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "WorkOS / Clerk / SSOJet"}, {"id": "mai-20260917-0922-baseline|c108-m3|google-small|Okta Customer Identity Cloud (Auth0)", "prompt": "c108-m3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Okta Customer Identity Cloud (Auth0)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Auth0 (acquired by Okta) is the market's benchmark for extensibility... The Catch: It is famously expensive."}, {"id": "mai-20260917-0922-baseline|c108-m3|google-small|Ping Identity (with ForgeRock)", "prompt": "c108-m3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity (with ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The ultimate option for high-security, highly-regulated enterprises."}, {"id": "mai-20260917-0922-baseline|c108-m3|google-small|Microsoft Entra External ID", "prompt": "c108-m3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "deeply integrated into the Azure/Microsoft ecosystem... The developer experience and documentation lag behind developer-first platforms."}, {"id": "mai-20260917-0922-baseline|c108-m3|google-small|WorkOS", "prompt": "c108-m3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose WorkOS if you are building a B2B SaaS and need to quickly support Okta/Microsoft SSO"}, {"id": "mai-20260917-0922-baseline|c108-m3|google-small|Frontegg", "prompt": "c108-m3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Frontegg is built specifically for SaaS apps that require multi-tenancy"}, {"id": "mai-20260917-0922-baseline|c108-m3|google-small|Clerk", "prompt": "c108-m3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Clerk if you are launching a modern React/Next.js web application"}, {"id": "mai-20260917-0922-baseline|c108-m3|google-small|Descope", "prompt": "c108-m3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Descope stands out for its visual, no-code Flow Builder."}, {"id": "mai-20260917-0922-baseline|c108-m3|google-small|Keycloak", "prompt": "c108-m3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Keycloak is the oldest, most robust, and most highly capable general-purpose open-source CIAM."}, {"id": "mai-20260917-0922-baseline|c108-m3|google-small|Zitadel", "prompt": "c108-m3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Zitadel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Zitadel is a modern, cloud-native open-source platform specifically designed for multi-tenant B2B SaaS architectures."}, {"id": "mai-20260917-0922-baseline|c108-m3|meta-small|Descope", "prompt": "c108-m3", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top CIAM platforms include Descope, Auth0, Ping Identity, and Okta Customer Identity Cloud."}, {"id": "mai-20260917-0922-baseline|c108-m3|meta-small|Auth0", "prompt": "c108-m3", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top CIAM platforms include Descope, Auth0, Ping Identity, and Okta Customer Identity Cloud."}, {"id": "mai-20260917-0922-baseline|c108-m3|meta-small|Ping Identity", "prompt": "c108-m3", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top CIAM platforms include Descope, Auth0, Ping Identity, and Okta Customer Identity Cloud."}, {"id": "mai-20260917-0922-baseline|c108-m3|meta-small|Okta Customer Identity Cloud", "prompt": "c108-m3", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Okta Customer Identity Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top CIAM platforms include Descope, Auth0, Ping Identity, and Okta Customer Identity Cloud."}, {"id": "mai-20260917-0922-baseline|c108-m3|minimax-small|Okta Customer Identity Cloud (Auth0)", "prompt": "c108-m3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Okta Customer Identity Cloud (Auth0)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Developer-friendly, quick implementation → Auth0 (Okta CIC)"}, {"id": "mai-20260917-0922-baseline|c108-m3|minimax-small|Ping Identity (including ForgeRock)", "prompt": "c108-m3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity (including ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong authentication, single sign-on, identity orchestration; powerful for complex authentication flows"}, {"id": "mai-20260917-0922-baseline|c108-m3|minimax-small|Microsoft Entra External ID", "prompt": "c108-m3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Heavy Microsoft ecosystem → Microsoft Entra External ID"}, {"id": "mai-20260917-0922-baseline|c108-m3|minimax-small|ForgeRock Identity Platform", "prompt": "c108-m3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "ForgeRock Identity Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Complex enterprise compliance needs → ForgeRock"}, {"id": "mai-20260917-0922-baseline|c108-m3|minimax-small|LoginRadius", "prompt": "c108-m3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High-volume consumer applications → LoginRadius"}, {"id": "mai-20260917-0922-baseline|c108-m3|mistral-small|Auth0 (by Okta)", "prompt": "c108-m3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Enterprises wanting a flexible platform for both customer and B2B identity."}, {"id": "mai-20260917-0922-baseline|c108-m3|mistral-small|Ping Identity", "prompt": "c108-m3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Regulated enterprises needing orchestration and high-assurance identity flows."}, {"id": "mai-20260917-0922-baseline|c108-m3|mistral-small|Okta Customer Identity Cloud", "prompt": "c108-m3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Okta Customer Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for: Best overall enterprise CIAM solution."}, {"id": "mai-20260917-0922-baseline|c108-m3|mistral-small|Transmit Security", "prompt": "c108-m3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Transmit Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focuses on fraud prevention and risk-based authentication"}, {"id": "mai-20260917-0922-baseline|c108-m3|mistral-small|WorkOS", "prompt": "c108-m3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: B2B products adding enterprise SSO and SCIM"}, {"id": "mai-20260917-0922-baseline|c108-m3|mistral-small|Frontegg", "prompt": "c108-m3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Frontegg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: B2B SaaS enterprises that want tenancy, admin, and entitlements out of the box."}, {"id": "mai-20260917-0922-baseline|c108-m3|mistral-small|Amazon Cognito", "prompt": "c108-m3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Amazon Cognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Amazon Cognito is ideal for AWS-centric environments."}, {"id": "mai-20260917-0922-baseline|c108-m3|mistral-small|ForgeRock", "prompt": "c108-m3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ForgeRock is known for its flexibility and open-source roots"}, {"id": "mai-20260917-0922-baseline|c108-m3|mistral-small|Omada Identity", "prompt": "c108-m3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Omada Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Omada focuses on identity governance and administration (IGA)"}, {"id": "mai-20260917-0922-baseline|c108-m3|moonshot-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-m3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highest customization, 25K free MAU, excellent DX"}, {"id": "mai-20260917-0922-baseline|c108-m3|moonshot-small|Microsoft Entra External ID", "prompt": "c108-m3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best TCO at 100K+ MAU, Conditional Access, Identity Protection"}, {"id": "mai-20260917-0922-baseline|c108-m3|moonshot-small|Ping Identity (now includes ForgeRock)", "prompt": "c108-m3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity (now includes ForgeRock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Complex, regulated enterprises | High-scale environments, financial institutions"}, {"id": "mai-20260917-0922-baseline|c108-m3|moonshot-small|Okta Customer Identity Cloud", "prompt": "c108-m3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Okta Customer Identity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need both workforce + customer IAM | Okta Customer Identity Cloud"}, {"id": "mai-20260917-0922-baseline|c108-m3|moonshot-small|IBM Security Verify", "prompt": "c108-m3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Large enterprises | AI-powered identity, comprehensive governance"}, {"id": "mai-20260917-0922-baseline|c108-m3|moonshot-small|Amazon Cognito", "prompt": "c108-m3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Amazon Cognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AWS-native applications | Tight AWS integration, Lambda triggers, cost-effective"}, {"id": "mai-20260917-0922-baseline|c108-m3|moonshot-small|Google Cloud Identity Platform", "prompt": "c108-m3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Google Cloud Identity Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Google Cloud environments | Firebase integration, social login"}, {"id": "mai-20260917-0922-baseline|c108-m3|moonshot-small|Frontegg", "prompt": "c108-m3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "B2B SaaS (mid-market) | Self-service admin portals, tenant-aware provisioning"}, {"id": "mai-20260917-0922-baseline|c108-m3|moonshot-small|Stytch", "prompt": "c108-m3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Passwordless-first apps | Modern API-first, passkeys, B2B features"}, {"id": "mai-20260917-0922-baseline|c108-m3|moonshot-small|Clerk", "prompt": "c108-m3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "React/Next.js applications | Beautiful UI components, easy integration"}, {"id": "mai-20260917-0922-baseline|c108-m3|moonshot-small|WorkOS", "prompt": "c108-m3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Enterprise-ready B2B SaaS | SSO/SCIM focus, enterprise-ready in 1 day"}, {"id": "mai-20260917-0922-baseline|c108-m3|moonshot-small|Descope", "prompt": "c108-m3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Drag-and-drop auth flows | No-code workflows, risk-based authentication"}, {"id": "mai-20260917-0922-baseline|c108-m3|moonshot-small|ForgeRock", "prompt": "c108-m3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Financial services/regulated | Ping Identity, ForgeRock"}, {"id": "mai-20260917-0922-baseline|c108-m3|openai-small|Auth0 / Okta Customer Identity Cloud", "prompt": "c108-m3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0 / Okta Customer Identity Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for developers / fast product integration:** Auth0 / Okta Customer Identity Cloud"}, {"id": "mai-20260917-0922-baseline|c108-m3|openai-small|Ping Identity", "prompt": "c108-m3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for enterprise orchestration and complex identity programs:** Ping Identity / ForgeRock"}, {"id": "mai-20260917-0922-baseline|c108-m3|openai-small|ForgeRock", "prompt": "c108-m3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "ForgeRock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best known for: **highly configurable, enterprise-focused identity infrastructure**."}, {"id": "mai-20260917-0922-baseline|c108-m3|openai-small|Microsoft Entra External ID", "prompt": "c108-m3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Microsoft-native environments:** Entra External ID"}, {"id": "mai-20260917-0922-baseline|c108-m3|openai-small|LoginRadius", "prompt": "c108-m3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for packaged consumer CIAM:** LoginRadius"}, {"id": "mai-20260917-0922-baseline|c108-m3|openai-small|OneLogin", "prompt": "c108-m3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best if you already use broad IAM tooling and want customer identity alongside it:** OneLogin"}, {"id": "mai-20260917-0922-baseline|c108-m3|openai-small|SAP Customer Data Cloud", "prompt": "c108-m3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "SAP Customer Data Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Often chosen by organizations that want identity connected to customer data, consent, and broader CX stacks."}, {"id": "mai-20260917-0922-baseline|c108-m3|xai-small|Okta Customer Identity Cloud (powered by Auth0)", "prompt": "c108-m3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Okta Customer Identity Cloud (powered by Auth0)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Frequent Leader across reports."}, {"id": "mai-20260917-0922-baseline|c108-m3|xai-small|Ping Identity (PingOne for Customers, incl. ForgeRock)", "prompt": "c108-m3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity (PingOne for Customers, incl. ForgeRock)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leader in Gartner, Forrester, KuppingerCole."}, {"id": "mai-20260917-0922-baseline|c108-m3|xai-small|Microsoft Entra External ID", "prompt": "c108-m3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leader in Gartner; strong for Microsoft ecosystems."}, {"id": "mai-20260917-0922-baseline|c108-m3|xai-small|Amazon Cognito", "prompt": "c108-m3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Amazon Cognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Overall Leader in KuppingerCole; popular for AWS-native apps."}, {"id": "mai-20260917-0922-baseline|c108-m3|xai-small|IBM Security Verify", "prompt": "c108-m3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consistent Leader in Gartner and KuppingerCole."}, {"id": "mai-20260917-0922-baseline|c108-m3|xai-small|Transmit Security", "prompt": "c108-m3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Transmit Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Transmit Security (Forrester Leader)"}, {"id": "mai-20260917-0922-baseline|c108-m3|xai-small|LoginRadius", "prompt": "c108-m3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "LoginRadius (KuppingerCole Overall Leader)"}, {"id": "mai-20260917-0922-baseline|c108-m3|xai-small|SecureAuth", "prompt": "c108-m3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "SecureAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SecureAuth (KuppingerCole Leader)"}, {"id": "mai-20260917-0922-baseline|c108-m3|xai-small|WorkOS", "prompt": "c108-m3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "WorkOS/Stytch/Frontegg excel here (emerging tops for SaaS)"}, {"id": "mai-20260917-0922-baseline|c108-m3|xai-small|Stytch", "prompt": "c108-m3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "WorkOS/Stytch/Frontegg excel here (emerging tops for SaaS)"}, {"id": "mai-20260917-0922-baseline|c108-m3|xai-small|Frontegg", "prompt": "c108-m3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Frontegg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "WorkOS/Stytch/Frontegg excel here (emerging tops for SaaS)"}, {"id": "mai-20260917-0922-baseline|c108-m3|xai-small|Descope", "prompt": "c108-m3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Descope/WorkOS rising for no-code/passwordless."}, {"id": "mai-20260917-0922-baseline|c108-m3|zai-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-m3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Auth0 (Okta Customer Identity Cloud):** The market leader for developer experience."}, {"id": "mai-20260917-0922-baseline|c108-m3|zai-small|Microsoft Entra External ID", "prompt": "c108-m3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is the default for organizations already heavily invested in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c108-m3|zai-small|Okta Customer Identity Cloud", "prompt": "c108-m3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Okta Customer Identity Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Okta’s dedicated offering for customer-facing apps, distinct from its workforce identity product."}, {"id": "mai-20260917-0922-baseline|c108-m3|zai-small|Ping Identity", "prompt": "c108-m3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Known for deep security, compliance, and federation capabilities."}, {"id": "mai-20260917-0922-baseline|c108-m3|zai-small|IBM Security Verify", "prompt": "c108-m3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "IBM Security Verify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong for regulated industries with a focus on privacy and data residency."}, {"id": "mai-20260917-0922-baseline|c108-m3|zai-small|Frontegg", "prompt": "c108-m3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Frontegg if:** You are a B2B SaaS startup building a product where you need to give your customers a \"sub-portal\""}, {"id": "mai-20260917-0922-baseline|c108-m3|zai-small|WorkOS", "prompt": "c108-m3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "An API-first platform designed to add enterprise features (SSO, Directory Sync) to any app with a few lines of code."}, {"id": "mai-20260917-0922-baseline|c108-m3|zai-small|Clerk", "prompt": "c108-m3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Extremely popular with React/Next.js developers. It provides pre-built UI components"}, {"id": "mai-20260917-0922-baseline|c108-m3|zai-small|Stytch", "prompt": "c108-m3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Focuses on \"embedded\" authentication, allowing you to white-label the login experience deeply."}, {"id": "mai-20260917-0922-baseline|c108-m3|zai-small|Amazon Cognito", "prompt": "c108-m3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Amazon Cognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "It is cost-effective and integrates natively with other AWS services ... but offers less flexibility than Auth0."}, {"id": "mai-20260917-0922-baseline|c108-m3|zai-small|Keycloak", "prompt": "c108-m3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "An open-source identity and access management server."}, {"id": "mai-20260917-0922-baseline|c108-m3|zai-small|Descope", "prompt": "c108-m3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "A newer player focusing on \"no-code\" workflows and AI agent authentication."}, {"id": "mai-20260917-0922-baseline|c108-m4|alibaba-small|Firebase Authentication (Google)", "prompt": "c108-m4", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Firebase Authentication (Google)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Building an MVP / Prototype** | **Firebase Auth** (Cheapest/Easiest)"}, {"id": "mai-20260917-0922-baseline|c108-m4|alibaba-small|Auth0 (by Okta)", "prompt": "c108-m4", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Once you exceed 7,000 MAU, the price jumps significantly"}, {"id": "mai-20260917-0922-baseline|c108-m4|alibaba-small|AWS Cognito (Amazon)", "prompt": "c108-m4", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "AWS Cognito (Amazon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The cheapest option at scale, but the most difficult to implement."}, {"id": "mai-20260917-0922-baseline|c108-m4|alibaba-small|Kinde", "prompt": "c108-m4", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Kinde", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for mid-sized companies wanting a simpler alternative to Auth0."}, {"id": "mai-20260917-0922-baseline|c108-m4|alibaba-small|Clerk", "prompt": "c108-m4", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for frontend-focused teams who want to ship fast"}, {"id": "mai-20260917-0922-baseline|c108-m4|alibaba-small|Keycloak", "prompt": "c108-m4", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you have infinite engineering time but no cash."}, {"id": "mai-20260917-0922-baseline|c108-m4|anthropic-small|FusionAuth", "prompt": "c108-m4", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "FusionAuth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FusionAuth is an API-first platform designed for developers that's flexible, affordable, and packed with features."}, {"id": "mai-20260917-0922-baseline|c108-m4|anthropic-small|Frontegg", "prompt": "c108-m4", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Frontegg is a flexible customer identity solution for startups that want enterprise-grade functionality without heavy setup."}, {"id": "mai-20260917-0922-baseline|c108-m4|anthropic-small|SuperTokens", "prompt": "c108-m4", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "SuperTokens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SuperTokens emerges as a standout choice due to its developer-friendly approach combined with strong security features at an affordable price point"}, {"id": "mai-20260917-0922-baseline|c108-m4|anthropic-small|Amazon Cognito", "prompt": "c108-m4", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Amazon Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "many startups migrate away once compliance or customization demands grow"}, {"id": "mai-20260917-0922-baseline|c108-m4|anthropic-small|Google Cloud Identity", "prompt": "c108-m4", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Google Cloud Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Free tier provides essential identity management features, making it an attractive option for organizations primarily using Google services"}, {"id": "mai-20260917-0922-baseline|c108-m4|challenger-small|Amazon Cognito", "prompt": "c108-m4", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Amazon Cognito", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Amazon Cognito** if you want the lowest-cost, AWS-native customer identity platform"}, {"id": "mai-20260917-0922-baseline|c108-m4|challenger-small|LoginRadius", "prompt": "c108-m4", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LoginRadius** is the strongest budget-conscious option in the results you provided"}, {"id": "mai-20260917-0922-baseline|c108-m4|challenger-small|miniOrange", "prompt": "c108-m4", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may be less established as a default SMB recommendation than LoginRadius in the sources here"}, {"id": "mai-20260917-0922-baseline|c108-m4|challenger-small|Clerk", "prompt": "c108-m4", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Clerk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "only if developer experience or enterprise-facing workflows matter enough to justify potentially higher cost or implementation overhead"}, {"id": "mai-20260917-0922-baseline|c108-m4|challenger-small|WorkOS", "prompt": "c108-m4", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "WorkOS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "only if developer experience or enterprise-facing workflows matter enough to justify potentially higher cost or implementation overhead"}, {"id": "mai-20260917-0922-baseline|c108-m4|deepseek-small|Auth0 (by Okta)", "prompt": "c108-m4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If developer-led and scaling a consumer app:** **Auth0** (free up to 25k MAU)"}, {"id": "mai-20260917-0922-baseline|c108-m4|deepseek-small|Microsoft Entra External ID", "prompt": "c108-m4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Arguably the most budget-friendly option if you're Microsoft-centric"}, {"id": "mai-20260917-0922-baseline|c108-m4|deepseek-small|Descope", "prompt": "c108-m4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want a no-time-limit free tier:** **Descope** (7,500 MAU free forever)"}, {"id": "mai-20260917-0922-baseline|c108-m4|deepseek-small|MiniOrange CIAM", "prompt": "c108-m4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "MiniOrange CIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "One of the most affordable CIAM options for small teams"}, {"id": "mai-20260917-0922-baseline|c108-m4|deepseek-small|WorkOS (AuthKit)", "prompt": "c108-m4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "WorkOS (AuthKit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you're B2B with few large customers:** **WorkOS** (free up to 1M MAU for social/passwordless)"}, {"id": "mai-20260917-0922-baseline|c108-m4|deepseek-small|Hideez", "prompt": "c108-m4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Hideez", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Hideez / Others (Open-Source)** - **Pricing:** Free (open-source, self-hosted)"}, {"id": "mai-20260917-0922-baseline|c108-m4|deepseek-small|Keycloak", "prompt": "c108-m4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., Keycloak is a popular free open-source option"}, {"id": "mai-20260917-0922-baseline|c108-m4|deepseek-small|SSOJet", "prompt": "c108-m4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "SSOJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "connection-based or flat pricing (like WorkOS or SSOJet at $99/month) may be cheaper"}, {"id": "mai-20260917-0922-baseline|c108-m4|google-small|WorkOS (AuthKit)", "prompt": "c108-m4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "WorkOS (AuthKit)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best for Pure Scale: **WorkOS (AuthKit)**... WorkOS is the budget champion."}, {"id": "mai-20260917-0922-baseline|c108-m4|google-small|Supabase Auth", "prompt": "c108-m4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Supabase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"All-in-One\" Value: **Supabase Auth**... Supabase is the overall value king."}, {"id": "mai-20260917-0922-baseline|c108-m4|google-small|Firebase", "prompt": "c108-m4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Firebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unlike Firebase, which charges \"per operation\" (meaning a spike in read/write operations can trigger a surprise bill)"}, {"id": "mai-20260917-0922-baseline|c108-m4|google-small|Kinde", "prompt": "c108-m4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Kinde", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for B2B SaaS: **Kinde**... Kinde is built specifically for this workflow."}, {"id": "mai-20260917-0922-baseline|c108-m4|google-small|Clerk", "prompt": "c108-m4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Clerk is the developer-experience favorite, especially for React and Next.js stacks."}, {"id": "mai-20260917-0922-baseline|c108-m4|google-small|Keycloak", "prompt": "c108-m4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Keycloak** (enterprise-grade, Java-based)... 100% free; you only pay minimal hosting/VPS costs."}, {"id": "mai-20260917-0922-baseline|c108-m4|google-small|Logto", "prompt": "c108-m4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Logto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Logto** (modern, Node-based)... Choose Logto or Keycloak: 100% free"}, {"id": "mai-20260917-0922-baseline|c108-m4|google-small|BetterAuth", "prompt": "c108-m4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "BetterAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**BetterAuth** (TypeScript-focused framework)"}, {"id": "mai-20260917-0922-baseline|c108-m4|google-small|Auth0 (by Okta)", "prompt": "c108-m4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "it is generally **not recommended for startups on a limited budget**"}, {"id": "mai-20260917-0922-baseline|c108-m4|meta-small|Microsoft Entra ID Free tier", "prompt": "c108-m4", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Microsoft Entra ID Free tier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one that offers a free or low-cost tier, such as Microsoft Entra ID Free tier or OneLogin"}, {"id": "mai-20260917-0922-baseline|c108-m4|meta-small|OneLogin", "prompt": "c108-m4", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "OneLogin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as Microsoft Entra ID Free tier or OneLogin"}, {"id": "mai-20260917-0922-baseline|c108-m4|meta-small|LoginRadius", "prompt": "c108-m4", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider include LoginRadius, Descope, and Auth0 (Okta)"}, {"id": "mai-20260917-0922-baseline|c108-m4|meta-small|Descope", "prompt": "c108-m4", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider include LoginRadius, Descope, and Auth0 (Okta)"}, {"id": "mai-20260917-0922-baseline|c108-m4|meta-small|Auth0 (Okta)", "prompt": "c108-m4", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0 (Okta)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider include LoginRadius, Descope, and Auth0 (Okta), which offer a range of features and pricing plans"}, {"id": "mai-20260917-0922-baseline|c108-m4|minimax-small|Clerk", "prompt": "c108-m4", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Clerk** if you want the easiest developer experience with generous free tier"}, {"id": "mai-20260917-0922-baseline|c108-m4|minimax-small|Logto", "prompt": "c108-m4", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Logto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Logto** if you want flexibility between cloud and self-hosted"}, {"id": "mai-20260917-0922-baseline|c108-m4|minimax-small|Supabase Auth", "prompt": "c108-m4", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Supabase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great if you're already using Supabase, very affordable at scale"}, {"id": "mai-20260917-0922-baseline|c108-m4|minimax-small|Firebase Authentication", "prompt": "c108-m4", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Firebase Authentication", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Google Ecosystem) - **Free tier**: 50,000 MAUs"}, {"id": "mai-20260917-0922-baseline|c108-m4|minimax-small|SuperTokens", "prompt": "c108-m4", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "SuperTokens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Go with SuperTokens** if you want zero ongoing costs and are comfortable with self-hosting"}, {"id": "mai-20260917-0922-baseline|c108-m4|minimax-small|Auth0", "prompt": "c108-m4", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Auth0 | 25,000 MAUs | Enterprise needs | Gets pricey fast"}, {"id": "mai-20260917-0922-baseline|c108-m4|mistral-small|Auth0", "prompt": "c108-m4", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers a free tier with 25,000 monthly active users (MAUs), making it a strong choice for startups and small businesses"}, {"id": "mai-20260917-0922-baseline|c108-m4|mistral-small|Amazon Cognito", "prompt": "c108-m4", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Amazon Cognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Auth0, Amazon Cognito, and Descope are top recommendations"}, {"id": "mai-20260917-0922-baseline|c108-m4|mistral-small|Descope", "prompt": "c108-m4", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Features a \"Free Forever\" plan that includes multi-tenant SSO and adaptive MFA"}, {"id": "mai-20260917-0922-baseline|c108-m4|mistral-small|SuperTokens", "prompt": "c108-m4", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "SuperTokens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a completely free, self-hosted solution, SuperTokens is an excellent choice."}, {"id": "mai-20260917-0922-baseline|c108-m4|mistral-small|MojoAuth", "prompt": "c108-m4", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "MojoAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For very early-stage startups, MojoAuth, Clerk, and Stytch also offer compelling free tiers."}, {"id": "mai-20260917-0922-baseline|c108-m4|mistral-small|Clerk", "prompt": "c108-m4", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "MojoAuth, Clerk, and Stytch also offer compelling free tiers"}, {"id": "mai-20260917-0922-baseline|c108-m4|mistral-small|Stytch", "prompt": "c108-m4", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "MojoAuth, Clerk, and Stytch also offer compelling free tiers"}, {"id": "mai-20260917-0922-baseline|c108-m4|mistral-small|SSOJet", "prompt": "c108-m4", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "SSOJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SSOJet has transparent startup pricing, making them good choices for early-stage companies"}, {"id": "mai-20260917-0922-baseline|c108-m4|mistral-small|Frontegg", "prompt": "c108-m4", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Frontegg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free up to 7,500 users, with options to scale as your business grows."}, {"id": "mai-20260917-0922-baseline|c108-m4|moonshot-small|Supabase Auth", "prompt": "c108-m4", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Supabase Auth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: **Supabase Auth**"}, {"id": "mai-20260917-0922-baseline|c108-m4|moonshot-small|Clerk", "prompt": "c108-m4", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Developer Experience: **Clerk**"}, {"id": "mai-20260917-0922-baseline|c108-m4|moonshot-small|Firebase Authentication", "prompt": "c108-m4", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Firebase Authentication", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Mobile/Google Ecosystem: **Firebase Authentication**"}, {"id": "mai-20260917-0922-baseline|c108-m4|moonshot-small|Auth0", "prompt": "c108-m4", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "costs jump sharply to $35–$2,000+/month once you exceed it. Great features, but expensive to scale."}, {"id": "mai-20260917-0922-baseline|c108-m4|moonshot-small|Amazon Cognito", "prompt": "c108-m4", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Amazon Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Recently tripled prices for larger user bases and reduced free tier from 50K to 10K MAU"}, {"id": "mai-20260917-0922-baseline|c108-m4|openai-small|Supabase Auth", "prompt": "c108-m4", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Supabase Auth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for limited budget:** **Supabase Auth** if you also want a backend platform."}, {"id": "mai-20260917-0922-baseline|c108-m4|openai-small|Clerk", "prompt": "c108-m4", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best pure customer identity option on a budget:** **Clerk** for a fast developer experience and generous free tier."}, {"id": "mai-20260917-0922-baseline|c108-m4|openai-small|FusionAuth Community", "prompt": "c108-m4", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "FusionAuth Community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want self-hosted / maximum cost control:** **FusionAuth Community**."}, {"id": "mai-20260917-0922-baseline|c108-m4|openai-small|Auth0", "prompt": "c108-m4", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Auth0** is usually the **least budget-friendly** of the common options once you leave the free tier"}, {"id": "mai-20260917-0922-baseline|c108-m4|xai-small|Amazon Cognito", "prompt": "c108-m4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Amazon Cognito", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Amazon Cognito (Best overall free tier for AWS users or general startups)"}, {"id": "mai-20260917-0922-baseline|c108-m4|xai-small|Supabase Auth", "prompt": "c108-m4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Supabase Auth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start here: If under 10K users and AWS-agnostic, try **Supabase** or **Clerk** for speed."}, {"id": "mai-20260917-0922-baseline|c108-m4|xai-small|Clerk", "prompt": "c108-m4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "try **Supabase** or **Clerk** for speed"}, {"id": "mai-20260917-0922-baseline|c108-m4|xai-small|FusionAuth Community", "prompt": "c108-m4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "FusionAuth Community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best free self-hosted option ... For pure cost at any scale, self-host **FusionAuth**"}, {"id": "mai-20260917-0922-baseline|c108-m4|xai-small|Firebase Authentication", "prompt": "c108-m4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Firebase Authentication", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Google/mobile-first apps ... Cons: Limited passkeys/advanced CIAM"}, {"id": "mai-20260917-0922-baseline|c108-m4|xai-small|Auth0", "prompt": "c108-m4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Auth0 free up to 25K MAU, but pricier at scale."}, {"id": "mai-20260917-0922-baseline|c108-m4|xai-small|Keycloak", "prompt": "c108-m4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Keycloak: Enterprise-grade (SSO, federation), self-host free. Hidden costs... Great if you have engineers; skip if not."}, {"id": "mai-20260917-0922-baseline|c108-m4|zai-small|Microsoft Entra External ID", "prompt": "c108-m4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point is **Microsoft Entra External ID** if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c108-m4|zai-small|Auth0", "prompt": "c108-m4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Watch out for:** Pricing can spike once you need custom domains, organizations (multi-tenant), or certain advanced features."}, {"id": "mai-20260917-0922-baseline|c108-m4|zai-small|FusionAuth (Community Edition)", "prompt": "c108-m4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "FusionAuth (Community Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **FusionAuth Community Edition** if you want a truly free, self-hosted solution with full control"}, {"id": "mai-20260917-0922-baseline|c108-m4|zai-small|JumpCloud", "prompt": "c108-m4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Very small organizations that need a straightforward directory + SSO setup with minimal overhead."}, {"id": "mai-20260917-0922-baseline|c108-m4|zai-small|Descope", "prompt": "c108-m4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Descope** (up to 7.5k MAU) are excellent choices"}, {"id": "mai-20260917-0922-baseline|c108-m5|alibaba-small|IBM Security", "prompt": "c108-m5", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "IBM Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you may not need—or want—the rigid processes of an enterprise-level giant like IBM Security or Oracle"}, {"id": "mai-20260917-0922-baseline|c108-m5|alibaba-small|Oracle", "prompt": "c108-m5", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you may not need—or want—the rigid processes of an enterprise-level giant like IBM Security or Oracle"}, {"id": "mai-20260917-0922-baseline|c108-m5|alibaba-small|Okta", "prompt": "c108-m5", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "does it look like *your* brand, or does it look like a third-party vendor (e.g., Okta or Auth0)?"}, {"id": "mai-20260917-0922-baseline|c108-m5|alibaba-small|Auth0", "prompt": "c108-m5", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stick to either fully managed SaaS (like Auth0, Clerk, or Duende)"}, {"id": "mai-20260917-0922-baseline|c108-m5|alibaba-small|Clerk", "prompt": "c108-m5", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stick to either fully managed SaaS (like Auth0, Clerk, or Duende)"}, {"id": "mai-20260917-0922-baseline|c108-m5|alibaba-small|Duende", "prompt": "c108-m5", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Duende", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stick to either fully managed SaaS (like Auth0, Clerk, or Duende)"}, {"id": "mai-20260917-0922-baseline|c108-m5|alibaba-small|AWS Cognito", "prompt": "c108-m5", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "AWS Cognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "fully Infrastructure-as-a-Feature (like AWS Cognito)"}, {"id": "mai-20260917-0922-baseline|c108-m5|deepseek-small|Okta Customer Identity (Auth0)", "prompt": "c108-m5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Okta Customer Identity (Auth0)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Okta Customer Identity (Auth0)** | Developer-friendly, extensible, proven at enterprise scale"}, {"id": "mai-20260917-0922-baseline|c108-m5|deepseek-small|Ping Identity", "prompt": "c108-m5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Ping Identity** | Strong enterprise federation and compliance"}, {"id": "mai-20260917-0922-baseline|c108-m5|deepseek-small|Microsoft Entra External ID", "prompt": "c108-m5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Microsoft Entra External ID** | If you're already a Microsoft shop"}, {"id": "mai-20260917-0922-baseline|c108-m5|deepseek-small|ForgeRock (now Ping)", "prompt": "c108-m5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "ForgeRock (now Ping)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ForgeRock (now Ping)** | Highly customizable, multi-regulatory compliance"}, {"id": "mai-20260917-0922-baseline|c108-m5|deepseek-small|FusionAuth", "prompt": "c108-m5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "FusionAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**FusionAuth** | Self-hosted control and transparent pricing"}, {"id": "mai-20260917-0922-baseline|c108-m5|google-small|WorkOS", "prompt": "c108-m5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**WorkOS** or **Scalekit**: Excellent if you already have a basic auth system and specifically need to add Enterprise-ready SSO, SCIM provisioning, and organization management."}, {"id": "mai-20260917-0922-baseline|c108-m5|google-small|Scalekit", "prompt": "c108-m5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Scalekit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**WorkOS** or **Scalekit**: Excellent if you already have a basic auth system and specifically need to add Enterprise-ready SSO"}, {"id": "mai-20260917-0922-baseline|c108-m5|google-small|Frontegg", "prompt": "c108-m5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Frontegg** or **Clerk**: Highly visual, drop-in multi-tenant user management"}, {"id": "mai-20260917-0922-baseline|c108-m5|google-small|Clerk", "prompt": "c108-m5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Frontegg** or **Clerk**: Highly visual, drop-in multi-tenant user management"}, {"id": "mai-20260917-0922-baseline|c108-m5|google-small|Descope", "prompt": "c108-m5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Descope** or **Stytch**: Highly modern, developer-first platforms that emphasize passwordless flows"}, {"id": "mai-20260917-0922-baseline|c108-m5|google-small|Stytch", "prompt": "c108-m5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Descope** or **Stytch**: Highly modern, developer-first platforms"}, {"id": "mai-20260917-0922-baseline|c108-m5|google-small|Auth0 (by Okta)", "prompt": "c108-m5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "The industry heavyweight... but is notoriously expensive to scale and can feel heavy."}, {"id": "mai-20260917-0922-baseline|c108-m5|google-small|Microsoft Entra External ID", "prompt": "c108-m5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A robust enterprise option, especially if your architecture is already heavily integrated with the Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c108-m5|minimax-small|Okta Customer Identity Cloud (Auth0)", "prompt": "c108-m5", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Okta Customer Identity Cloud (Auth0)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Market leader, extensive ecosystem, strong enterprise features"}, {"id": "mai-20260917-0922-baseline|c108-m5|minimax-small|Ping Identity", "prompt": "c108-m5", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong security, enterprise pedigree"}, {"id": "mai-20260917-0922-baseline|c108-m5|minimax-small|ForgeRock", "prompt": "c108-m5", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "ForgeRock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Deep capabilities, open source roots"}, {"id": "mai-20260917-0922-baseline|c108-m5|minimax-small|LoginRadius", "prompt": "c108-m5", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong enterprise focus, good value at scale"}, {"id": "mai-20260917-0922-baseline|c108-m5|mistral-small|Auth0", "prompt": "c108-m5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Auth0** (Okta): Highly customizable, strong developer experience, extensive integrations"}, {"id": "mai-20260917-0922-baseline|c108-m5|mistral-small|Okta Customer Identity", "prompt": "c108-m5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Okta Customer Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Okta Customer Identity**: Enterprise-grade, built on Okta’s infrastructure"}, {"id": "mai-20260917-0922-baseline|c108-m5|mistral-small|Curity", "prompt": "c108-m5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Curity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Curity**: Open-source friendly, API-first, strong security"}, {"id": "mai-20260917-0922-baseline|c108-m5|mistral-small|FusionAuth", "prompt": "c108-m5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "FusionAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**FusionAuth**: Self-hosted or cloud, developer-friendly, cost-effective"}, {"id": "mai-20260917-0922-baseline|c108-m5|mistral-small|Keycloak", "prompt": "c108-m5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Keycloak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Keycloak**: Open-source, self-hosted, highly customizable (but requires more dev effort)"}, {"id": "mai-20260917-0922-baseline|c108-m5|mistral-small|Amazon Cognito", "prompt": "c108-m5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Amazon Cognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Amazon Cognito**: AWS-native, scalable, pay-as-you-go"}, {"id": "mai-20260917-0922-baseline|c108-m5|mistral-small|Azure AD B2C", "prompt": "c108-m5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Azure AD B2C", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Azure AD B2C**: Microsoft ecosystem, strong compliance, global reach"}, {"id": "mai-20260917-0922-baseline|c108-m5|mistral-small|Ping Identity", "prompt": "c108-m5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Ping Identity**: Enterprise-focused, strong security, but complex"}, {"id": "mai-20260917-0922-baseline|c108-m5|moonshot-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-m5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Developer-first, fast implementation, rich documentation | Teams building customer-facing apps; B2B SaaS"}, {"id": "mai-20260917-0922-baseline|c108-m5|moonshot-small|Ping Identity", "prompt": "c108-m5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise depth, hybrid deployments, strong compliance | Regulated industries; complex environments"}, {"id": "mai-20260917-0922-baseline|c108-m5|moonshot-small|Microsoft Entra External ID", "prompt": "c108-m5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Native Azure integration, cost-effective | Microsoft 365 shops; simpler use cases"}, {"id": "mai-20260917-0922-baseline|c108-m5|moonshot-small|Frontegg", "prompt": "c108-m5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Frontegg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Modern, passwordless-first, B2B multi-tenant focus | Startups and scale-ups; SaaS products"}, {"id": "mai-20260917-0922-baseline|c108-m5|moonshot-small|Stytch", "prompt": "c108-m5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern, passwordless-first, B2B multi-tenant focus | Startups and scale-ups; SaaS products"}, {"id": "mai-20260917-0922-baseline|c108-m5|moonshot-small|Descope", "prompt": "c108-m5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modern, passwordless-first, B2B multi-tenant focus | Startups and scale-ups; SaaS products"}, {"id": "mai-20260917-0922-baseline|c108-m5|moonshot-small|FusionAuth", "prompt": "c108-m5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "FusionAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Self-hosted option, no user limits | Data sovereignty needs; cost control"}, {"id": "mai-20260917-0922-baseline|c108-m5|xai-small|Okta Customer Identity Cloud (Auth0)", "prompt": "c108-m5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Okta Customer Identity Cloud (Auth0)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options include Okta Customer Identity Cloud (Auth0), Ping Identity, Microsoft Entra External ID, LoginRadius, Stytch, Descope, SAP Customer Data Cloud, and Amazon Cognito"}, {"id": "mai-20260917-0922-baseline|c108-m5|xai-small|Ping Identity", "prompt": "c108-m5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options include ... Ping Identity"}, {"id": "mai-20260917-0922-baseline|c108-m5|xai-small|Microsoft Entra External ID", "prompt": "c108-m5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options include ... Microsoft Entra External ID"}, {"id": "mai-20260917-0922-baseline|c108-m5|xai-small|LoginRadius", "prompt": "c108-m5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options include ... LoginRadius"}, {"id": "mai-20260917-0922-baseline|c108-m5|xai-small|Stytch", "prompt": "c108-m5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options include ... Stytch"}, {"id": "mai-20260917-0922-baseline|c108-m5|xai-small|Descope", "prompt": "c108-m5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular options include ... Descope"}, {"id": "mai-20260917-0922-baseline|c108-m5|xai-small|SAP Customer Data Cloud", "prompt": "c108-m5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "SAP Customer Data Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Popular options include ... SAP Customer Data Cloud"}, {"id": "mai-20260917-0922-baseline|c108-m5|xai-small|Amazon Cognito", "prompt": "c108-m5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Amazon Cognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Popular options include ... and Amazon Cognito"}, {"id": "mai-20260917-0922-baseline|c108-m6|alibaba-small|Oracle Access Manager", "prompt": "c108-m6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Oracle Access Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you are considering adapting legacy tools (like older versions of Oracle Access Manager or CA Siteminder) for customer-facing apps, they are often too rigid and heavy."}, {"id": "mai-20260917-0922-baseline|c108-m6|alibaba-small|CA Siteminder", "prompt": "c108-m6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "CA Siteminder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "legacy tools (like older versions of Oracle Access Manager or CA Siteminder) for customer-facing apps, they are often too rigid and heavy"}, {"id": "mai-20260917-0922-baseline|c108-m6|alibaba-small|OneLogin", "prompt": "c108-m6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "OneLogin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Users looking for dedicated CIAM features ... may find its native customer offering less robust compared to specialist providers."}, {"id": "mai-20260917-0922-baseline|c108-m6|alibaba-small|HYPR", "prompt": "c108-m6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "HYPR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid if** you need social logins (Google/Facebook), consent management, or multi-tenant architectures. It is a specialized authentication layer, not a full CIAM suite."}, {"id": "mai-20260917-0922-baseline|c108-m6|alibaba-small|CyberArk Customer Identity", "prompt": "c108-m6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "CyberArk Customer Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it was flagged for lacking standard CIAM features like **Social Login** and **Consent Management**"}, {"id": "mai-20260917-0922-baseline|c108-m6|alibaba-small|ForgeRock", "prompt": "c108-m6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "choosing a heavy enterprise platform (like a custom implementation of **ForgeRock** or **SailPoint**) when you are a mid-sized company can be a strategic error due to cost and complexity"}, {"id": "mai-20260917-0922-baseline|c108-m6|alibaba-small|SailPoint", "prompt": "c108-m6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "a heavy enterprise platform ... can be a strategic error due to cost and complexity"}, {"id": "mai-20260917-0922-baseline|c108-m6|alibaba-small|Auth0", "prompt": "c108-m6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "niche CIAM providers (like **Auth0**, **Okta Customer Identity**, or **PingOne**) ... currently offer fewer pitfalls"}, {"id": "mai-20260917-0922-baseline|c108-m6|alibaba-small|Descope", "prompt": "c108-m6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "developer-first APIs (like **Descope** or **Frontegg**) currently offer fewer pitfalls"}, {"id": "mai-20260917-0922-baseline|c108-m6|alibaba-small|Clerk", "prompt": "c108-m6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Clerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "modern startups often need a \"developer-first\" setup (like Auth0, Descope, or Clerk)"}, {"id": "mai-20260917-0922-baseline|c108-m6|alibaba-small|Okta Customer Identity", "prompt": "c108-m6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta Customer Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "niche CIAM providers (like **Auth0**, **Okta Customer Identity**, or **PingOne**)"}, {"id": "mai-20260917-0922-baseline|c108-m6|alibaba-small|PingOne", "prompt": "c108-m6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "PingOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "niche CIAM providers (like **Auth0**, **Okta Customer Identity**, or **PingOne**)"}, {"id": "mai-20260917-0922-baseline|c108-m6|alibaba-small|Frontegg", "prompt": "c108-m6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "developer-first APIs (like **Descope** or **Frontegg**) currently offer fewer pitfalls"}, {"id": "mai-20260917-0922-baseline|c108-m6|anthropic-small|Aura", "prompt": "c108-m6", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Aura", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be especially cautious with Aura, which suffered a significant data breach in 2026 that compromised approximately 900,000 records"}, {"id": "mai-20260917-0922-baseline|c108-m6|anthropic-small|IBM Verify CIAM", "prompt": "c108-m6", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "IBM Verify CIAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While not a platform to completely avoid, users have reported concerns. IBM Verify CIAM has a steep learning curve and initial complexity during setup"}, {"id": "mai-20260917-0922-baseline|c108-m6|challenger-small|Amazon Cognito", "prompt": "c108-m6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Amazon Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "caution if you want a more polished developer experience or need broader CIAM features without AWS-specific tradeoffs"}, {"id": "mai-20260917-0922-baseline|c108-m6|challenger-small|Google Cloud Identity Platform", "prompt": "c108-m6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Google Cloud Identity Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "caution if you are not already committed to Google Cloud"}, {"id": "mai-20260917-0922-baseline|c108-m6|challenger-small|Keycloak", "prompt": "c108-m6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Keycloak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "caution if you need a vendor-managed, low-ops solution; it is open-source and self-hosted"}, {"id": "mai-20260917-0922-baseline|c108-m6|challenger-small|WorkOS", "prompt": "c108-m6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "WorkOS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "caution if you need full customer identity lifecycle management"}, {"id": "mai-20260917-0922-baseline|c108-m6|challenger-small|FusionAuth", "prompt": "c108-m6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "FusionAuth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "caution if your team requires full on-prem control or strict data-residency guarantees"}, {"id": "mai-20260917-0922-baseline|c108-m6|challenger-small|Auth0/Okta Customer Identity Cloud", "prompt": "c108-m6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0/Okta Customer Identity Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "enterprise CIAM suites like Auth0/Okta Customer Identity Cloud"}, {"id": "mai-20260917-0922-baseline|c108-m6|challenger-small|PingOne for Customers", "prompt": "c108-m6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "PingOne for Customers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "PingOne for Customers, Microsoft Entra External ID, or ForgeRock/Ping Identity"}, {"id": "mai-20260917-0922-baseline|c108-m6|challenger-small|Microsoft Entra External ID", "prompt": "c108-m6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Microsoft Entra External ID, or ForgeRock/Ping Identity"}, {"id": "mai-20260917-0922-baseline|c108-m6|challenger-small|ForgeRock/Ping Identity", "prompt": "c108-m6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "ForgeRock/Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "or ForgeRock/Ping Identity"}, {"id": "mai-20260917-0922-baseline|c108-m6|deepseek-small|Okta", "prompt": "c108-m6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** **Avoid** if you are a small startup or SMB. **Cautious** if you are a large enterprise"}, {"id": "mai-20260917-0922-baseline|c108-m6|deepseek-small|Auth0", "prompt": "c108-m6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Developers report **massive price increases of 300% to 1,500%** on renewal"}, {"id": "mai-20260917-0922-baseline|c108-m6|deepseek-small|Ping Identity / ForgeRock", "prompt": "c108-m6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Ping Identity / ForgeRock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Verdict:** **Avoid** if you are a small team or need a quick, self-service solution."}, {"id": "mai-20260917-0922-baseline|c108-m6|deepseek-small|OneLogin", "prompt": "c108-m6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "OneLogin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Verdict:** **Avoid** for any long-term strategic infrastructure."}, {"id": "mai-20260917-0922-baseline|c108-m6|deepseek-small|SAP Customer Identity and Access Management (Formerly Gigya)", "prompt": "c108-m6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "SAP Customer Identity and Access Management (Formerly Gigya)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Verdict:** **Avoid** if you are not an existing large SAP customer."}, {"id": "mai-20260917-0922-baseline|c108-m6|deepseek-small|Azure AD B2C", "prompt": "c108-m6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Azure AD B2C", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Most reputable CIAMs (Okta, Auth0, Ping, Azure AD B2C, Clerk, Stytch) offer proof-of-concept trials."}, {"id": "mai-20260917-0922-baseline|c108-m6|deepseek-small|Clerk", "prompt": "c108-m6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Clerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Most reputable CIAMs (Okta, Auth0, Ping, Azure AD B2C, Clerk, Stytch) offer proof-of-concept trials."}, {"id": "mai-20260917-0922-baseline|c108-m6|deepseek-small|Stytch", "prompt": "c108-m6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Most reputable CIAMs (Okta, Auth0, Ping, Azure AD B2C, Clerk, Stytch) offer proof-of-concept trials."}, {"id": "mai-20260917-0922-baseline|c108-m6|google-small|Azure AD B2C", "prompt": "c108-m6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Azure AD B2C", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you are starting a new project, **do not build it on Azure AD B2C.**"}, {"id": "mai-20260917-0922-baseline|c108-m6|google-small|Microsoft Entra External ID", "prompt": "c108-m6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are deeply tied to Microsoft's enterprise suite, adopt **Microsoft Entra External ID**."}, {"id": "mai-20260917-0922-baseline|c108-m6|google-small|Amazon Cognito", "prompt": "c108-m6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Amazon Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be highly cautious... Cognito will quickly become a major engineering bottleneck."}, {"id": "mai-20260917-0922-baseline|c108-m6|google-small|Auth0", "prompt": "c108-m6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Proceed with extreme caution if you are a fast-growing B2C app or a startup"}, {"id": "mai-20260917-0922-baseline|c108-m6|google-small|Keycloak", "prompt": "c108-m6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Keycloak", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid self-hosting Keycloak unless you have a dedicated, experienced DevOps and Security team"}, {"id": "mai-20260917-0922-baseline|c108-m6|google-small|Firebase Authentication", "prompt": "c108-m6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Firebase Authentication", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cautiously use it only for basic consumer MVPs."}, {"id": "mai-20260917-0922-baseline|c108-m6|google-small|Google Identity Platform", "prompt": "c108-m6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Google Identity Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "requires migrating to the more expensive Google Identity Platform"}, {"id": "mai-20260917-0922-baseline|c108-m6|google-small|WorkOS", "prompt": "c108-m6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For B2B SaaS / Enterprise:** Look at **WorkOS**"}, {"id": "mai-20260917-0922-baseline|c108-m6|google-small|Frontegg", "prompt": "c108-m6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look at **WorkOS**, **Frontegg**, **Descope**, or **Clerk**"}, {"id": "mai-20260917-0922-baseline|c108-m6|google-small|Descope", "prompt": "c108-m6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look at **WorkOS**, **Frontegg**, **Descope**, or **Clerk**"}, {"id": "mai-20260917-0922-baseline|c108-m6|google-small|Clerk", "prompt": "c108-m6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "all of which have great multi-tenancy/organization support out of the box"}, {"id": "mai-20260917-0922-baseline|c108-m6|google-small|Supabase", "prompt": "c108-m6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Look at **Supabase** (excellent open-source Firebase alternative)"}, {"id": "mai-20260917-0922-baseline|c108-m6|google-small|Kinde", "prompt": "c108-m6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Kinde", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Supabase**..., **Kinde**, or **Stytch**"}, {"id": "mai-20260917-0922-baseline|c108-m6|google-small|Stytch", "prompt": "c108-m6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Supabase**..., **Kinde**, or **Stytch**"}, {"id": "mai-20260917-0922-baseline|c108-m6|meta-small|Auth0", "prompt": "c108-m6", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some CIAM platforms that may be considered include Auth0, Microsoft Entra External ID, and Okta Customer Identity Cloud."}, {"id": "mai-20260917-0922-baseline|c108-m6|meta-small|Microsoft Entra External ID", "prompt": "c108-m6", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some CIAM platforms that may be considered include Auth0, Microsoft Entra External ID, and Okta Customer Identity Cloud."}, {"id": "mai-20260917-0922-baseline|c108-m6|meta-small|Okta Customer Identity Cloud", "prompt": "c108-m6", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta Customer Identity Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some CIAM platforms that may be considered include Auth0, Microsoft Entra External ID, and Okta Customer Identity Cloud."}, {"id": "mai-20260917-0922-baseline|c108-m6|mistral-small|LiveRamp", "prompt": "c108-m6", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "LiveRamp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "platforms like LiveRamp and Experian are noted for their complexity and premium pricing, making them less suitable for smaller teams"}, {"id": "mai-20260917-0922-baseline|c108-m6|mistral-small|Experian", "prompt": "c108-m6", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Experian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**LiveRamp** and **Experian**: These are powerful but complex and best suited for large enterprises... They may be overkill for smaller organizations."}, {"id": "mai-20260917-0922-baseline|c108-m6|moonshot-small|Okta / Auth0", "prompt": "c108-m6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta / Auth0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Significant Security Concerns ### **Okta / Auth0** ... **Pattern of security issues**"}, {"id": "mai-20260917-0922-baseline|c108-m6|moonshot-small|IDmerit", "prompt": "c108-m6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "IDmerit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**IDmerit**: MongoDB exposure of ~1 billion KYC records (November 2025)"}, {"id": "mai-20260917-0922-baseline|c108-m6|moonshot-small|Sumsub", "prompt": "c108-m6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Sumsub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Sumsub**: 18-month undetected intrusion through third-party support platform"}, {"id": "mai-20260917-0922-baseline|c108-m6|moonshot-small|Ping Identity / ForgeRock", "prompt": "c108-m6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Ping Identity / ForgeRock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms with Operational/Support Challenges ### **Ping Identity / ForgeRock (Post-Merger)**"}, {"id": "mai-20260917-0922-baseline|c108-m6|moonshot-small|SAP Customer Identity and Access Management", "prompt": "c108-m6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "SAP Customer Identity and Access Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Complex integration** requiring expert assistance - **Expensive** compared to competitors"}, {"id": "mai-20260917-0922-baseline|c108-m6|moonshot-small|Salesforce (Headless 360 Platform)", "prompt": "c108-m6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Salesforce (Headless 360 Platform)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Recent security incidents**: Linked to Scattered Lapsus$ Hunters attacks exposing ~1 billion customer records"}, {"id": "mai-20260917-0922-baseline|c108-m6|xai-small|Okta/Auth0", "prompt": "c108-m6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta/Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Okta/Auth0 | Costly at enterprise scale; complex configs."}, {"id": "mai-20260917-0922-baseline|c108-m6|xai-small|Ping Identity", "prompt": "c108-m6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "No major customer identity and access management (CIAM) platforms (e.g., Okta/Auth0, Ping Identity...) stand out as universally \"avoidable\""}, {"id": "mai-20260917-0922-baseline|c108-m6|xai-small|Microsoft Entra External ID", "prompt": "c108-m6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Match to your needs (e.g., Microsoft stack → Entra)"}, {"id": "mai-20260917-0922-baseline|c108-m6|xai-small|LoginRadius", "prompt": "c108-m6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Okta/Auth0, Ping Identity, Microsoft Entra External ID, LoginRadius, Descope, ForgeRock, or Stytch"}, {"id": "mai-20260917-0922-baseline|c108-m6|xai-small|Descope", "prompt": "c108-m6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Descope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Descope/Keycloak | Newer/niche; fewer enterprise case studies."}, {"id": "mai-20260917-0922-baseline|c108-m6|xai-small|ForgeRock", "prompt": "c108-m6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Okta/Auth0, Ping Identity, Microsoft Entra External ID, LoginRadius, Descope, ForgeRock, or Stytch"}, {"id": "mai-20260917-0922-baseline|c108-m6|xai-small|Stytch", "prompt": "c108-m6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "LoginRadius, Descope, ForgeRock, or Stytch"}, {"id": "mai-20260917-0922-baseline|c108-m6|xai-small|IBM Verify", "prompt": "c108-m6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "IBM Verify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "IBM Verify | Steep learning curve, confusing UI/debugging."}, {"id": "mai-20260917-0922-baseline|c108-m6|xai-small|IDScan.net", "prompt": "c108-m6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "IDScan.net", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "High risk for identity theft; avoid if handling sensitive ID docs."}, {"id": "mai-20260917-0922-baseline|c108-m6|xai-small|IDMerit", "prompt": "c108-m6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "IDMerit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Major privacy lapse; steer clear for compliance-heavy use."}, {"id": "mai-20260917-0922-baseline|c108-m6|xai-small|Revolut (fintech-linked identity tools)", "prompt": "c108-m6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Revolut (fintech-linked identity tools)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Confirmed breach (Sept 2026) leaking passports/selfies due to spoofed requests."}, {"id": "mai-20260917-0922-baseline|c108-m6|xai-small|Keycloak", "prompt": "c108-m6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Keycloak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Open-source like Keycloak suits devs but lacks enterprise support/SLAs."}, {"id": "mai-20260917-0922-baseline|c108-m6|xai-small|Firebase", "prompt": "c108-m6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Firebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Firebase/Cognito criticized for vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c108-m6|xai-small|Cognito", "prompt": "c108-m6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Firebase/Cognito criticized for vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c108-m6|xai-small|WorkOS", "prompt": "c108-m6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Favor leaders like Auth0 (4.6/5 in some rankings) or WorkOS for B2B."}, {"id": "mai-20260917-0922-baseline|c108-m6|zai-small|Okta Customer Identity Cloud (powered by Auth0)", "prompt": "c108-m6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta Customer Identity Cloud (powered by Auth0)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You should be particularly cautious of **Okta Customer Identity Cloud (powered by Auth0)**"}, {"id": "mai-20260917-0922-baseline|c108-m6|zai-small|Auth0", "prompt": "c108-m6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Okta / Auth0** | **Caution** | Historical supply chain attacks"}, {"id": "mai-20260917-0922-baseline|c108-m6|zai-small|IDMerit", "prompt": "c108-m6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "IDMerit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "You should exercise caution with: IDMerit: In November 2025, IDMerit exposed approximately 1 billion personally identifiable records"}, {"id": "mai-20260917-0922-baseline|c108-m6|zai-small|Sumsub", "prompt": "c108-m6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Sumsub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Sumsub suffered a multi-year intrusion via a support ticketing platform"}, {"id": "mai-20260917-0922-baseline|c108-m6|zai-small|Persona", "prompt": "c108-m6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Persona", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "roughly 2,500 files of its government dashboard code were found on a public Google Cloud server"}, {"id": "mai-20260917-0922-baseline|c108-m6|zai-small|AU10TIX", "prompt": "c108-m6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "AU10TIX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Both have been flagged in trackers for leaving admin credentials live or exposing customer data."}, {"id": "mai-20260917-0922-baseline|c108-m6|zai-small|Veriff", "prompt": "c108-m6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Veriff", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Both have been flagged in trackers for leaving admin credentials live or exposing customer data."}, {"id": "mai-20260917-0922-baseline|c108-m6|zai-small|OneLogin", "prompt": "c108-m6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "OneLogin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "users have reported **performance issues and poor scalability** for large user bases"}, {"id": "mai-20260917-0922-baseline|c108-m6|zai-small|IDnow.io", "prompt": "c108-m6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "IDnow.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Mixed user reviews regarding technical reliability and support."}, {"id": "mai-20260917-0922-baseline|c108-m6|zai-small|Amazon Cognito", "prompt": "c108-m6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Amazon Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "generally **not recommended** for highly regulated industries or enterprise-grade governance without significant customization"}, {"id": "mai-20260917-0922-baseline|c108-s1|alibaba-small|Clerk", "prompt": "c108-s1", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall for Startups/SaaS: **Clerk**"}, {"id": "mai-20260917-0922-baseline|c108-s1|alibaba-small|Auth0 (now Okta)", "prompt": "c108-s1", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0 (now Okta)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Most Flexible & Powerful: **Auth0 (now Okta)**... Cons: Can be overkill for early-stage startups."}, {"id": "mai-20260917-0922-baseline|c108-s1|alibaba-small|Supertokens", "prompt": "c108-s1", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Supertokens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Data Privacy & Cost Control: **Supertokens**"}, {"id": "mai-20260917-0922-baseline|c108-s1|alibaba-small|Firebase Authentication", "prompt": "c108-s1", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Firebase Authentication", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lacks native \"Organization/Team\" features ... making it less ideal for complex B2B role management."}, {"id": "mai-20260917-0922-baseline|c108-s1|anthropic-small|WorkOS", "prompt": "c108-s1", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**WorkOS** or **SSOJet** work well if you already have authentication in place and need to add enterprise-grade SSO/SCIM capabilities"}, {"id": "mai-20260917-0922-baseline|c108-s1|anthropic-small|Frontegg", "prompt": "c108-s1", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a small B2B company, **Frontegg** is often recommended for its turnkey B2B features"}, {"id": "mai-20260917-0922-baseline|c108-s1|anthropic-small|Auth0", "prompt": "c108-s1", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Auth0 remains the reference for adding login to an app"}, {"id": "mai-20260917-0922-baseline|c108-s1|anthropic-small|SSOJet", "prompt": "c108-s1", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "SSOJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "WorkOS and SSOJet are the strongest B2B-focused picks for adding enterprise SSO and SCIM"}, {"id": "mai-20260917-0922-baseline|c108-s1|anthropic-small|Stytch", "prompt": "c108-s1", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best CIAM platforms for B2B SaaS in 2026 include WorkOS, Frontegg, Auth0, SSOJet, and Stytch"}, {"id": "mai-20260917-0922-baseline|c108-s1|challenger-small|WorkOS", "prompt": "c108-s1", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best customer identity platform is usually **WorkOS** if your immediate need is enterprise SSO"}, {"id": "mai-20260917-0922-baseline|c108-s1|challenger-small|Frontegg", "prompt": "c108-s1", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Frontegg** is often the better long-term fit"}, {"id": "mai-20260917-0922-baseline|c108-s1|challenger-small|Descope", "prompt": "c108-s1", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Frontegg** or **Descope** are stronger fits for many small teams"}, {"id": "mai-20260917-0922-baseline|c108-s1|challenger-small|Clerk", "prompt": "c108-s1", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for small engineering teams shipping quickly on modern web stacks"}, {"id": "mai-20260917-0922-baseline|c108-s1|challenger-small|Auth0", "prompt": "c108-s1", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Best if you expect complex future requirements and can absorb more implementation overhead"}, {"id": "mai-20260917-0922-baseline|c108-s1|deepseek-small|WorkOS", "prompt": "c108-s1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**WorkOS** and **SSOJet** are the strongest recommendations ... WorkOS — Best for closing enterprise deals (my top pick)"}, {"id": "mai-20260917-0922-baseline|c108-s1|deepseek-small|SSOJet", "prompt": "c108-s1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "SSOJet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**WorkOS** and **SSOJet** are the strongest recommendations"}, {"id": "mai-20260917-0922-baseline|c108-s1|deepseek-small|Auth0", "prompt": "c108-s1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Often the **most expensive at small scale** and pricing gets opaque as you grow."}, {"id": "mai-20260917-0922-baseline|c108-s1|deepseek-small|Stytch", "prompt": "c108-s1", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stytch — Best for passwordless/passkeys-first teams"}, {"id": "mai-20260917-0922-baseline|c108-s1|google-small|Kinde", "prompt": "c108-s1", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Kinde", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall all-rounder for modern B2B SaaS"}, {"id": "mai-20260917-0922-baseline|c108-s1|google-small|PropelAuth", "prompt": "c108-s1", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "PropelAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for speed (Zero-UI required for customer admin)"}, {"id": "mai-20260917-0922-baseline|c108-s1|google-small|WorkOS (with AuthKit)", "prompt": "c108-s1", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS (with AuthKit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for startups scaling toward Mid-Market or Enterprise clients"}, {"id": "mai-20260917-0922-baseline|c108-s1|google-small|Clerk", "prompt": "c108-s1", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Clerk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "setting up advanced enterprise features like SAML SSO can be more complex and expensive compared to PropelAuth or WorkOS"}, {"id": "mai-20260917-0922-baseline|c108-s1|google-small|Auth0", "prompt": "c108-s1", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "it is generally **not recommended** for small B2B companies"}, {"id": "mai-20260917-0922-baseline|c108-s1|google-small|Okta", "prompt": "c108-s1", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A Note on Auth0 / Okta"}, {"id": "mai-20260917-0922-baseline|c108-s1|meta-small|Frontegg", "prompt": "c108-s1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best customer identity platform for a small B2B company is Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-s1|meta-small|WorkOS", "prompt": "c108-s1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include WorkOS, SSOJet, Auth0, Stytch, and Descope."}, {"id": "mai-20260917-0922-baseline|c108-s1|meta-small|SSOJet", "prompt": "c108-s1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "SSOJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include WorkOS, SSOJet, Auth0, Stytch, and Descope."}, {"id": "mai-20260917-0922-baseline|c108-s1|meta-small|Auth0", "prompt": "c108-s1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include WorkOS, SSOJet, Auth0, Stytch, and Descope."}, {"id": "mai-20260917-0922-baseline|c108-s1|meta-small|Stytch", "prompt": "c108-s1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include WorkOS, SSOJet, Auth0, Stytch, and Descope."}, {"id": "mai-20260917-0922-baseline|c108-s1|meta-small|Descope", "prompt": "c108-s1", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include WorkOS, SSOJet, Auth0, Stytch, and Descope."}, {"id": "mai-20260917-0922-baseline|c108-s1|minimax-small|Clerk", "prompt": "c108-s1", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Clerk** — it offers the best balance of"}, {"id": "mai-20260917-0922-baseline|c108-s1|minimax-small|Auth0", "prompt": "c108-s1", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Switch to Auth0 later if you need enterprise SAML/SCIM and have the budget."}, {"id": "mai-20260917-0922-baseline|c108-s1|minimax-small|Supabase Auth", "prompt": "c108-s1", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Supabase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget Option ... good for teams already using Supabase"}, {"id": "mai-20260917-0922-baseline|c108-s1|minimax-small|WorkOS", "prompt": "c108-s1", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for B2B SSO Focus ... Simple B2B SSO integration"}, {"id": "mai-20260917-0922-baseline|c108-s1|mistral-small|Frontegg", "prompt": "c108-s1", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Frontegg** is the best all-around solution due to its comprehensive feature set"}, {"id": "mai-20260917-0922-baseline|c108-s1|mistral-small|MojoAuth", "prompt": "c108-s1", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "MojoAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a simpler, passwordless approach, **MojoAuth** is a great alternative."}, {"id": "mai-20260917-0922-baseline|c108-s1|mistral-small|Microsoft Entra External ID", "prompt": "c108-s1", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already using Microsoft tools, **Microsoft Entra External ID** is a solid pick."}, {"id": "mai-20260917-0922-baseline|c108-s1|mistral-small|Descope", "prompt": "c108-s1", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Recommended for B2B and B2B2X SaaS platforms needing tenant-aware SSO, adaptive MFA, and visual workflow tooling."}, {"id": "mai-20260917-0922-baseline|c108-s1|moonshot-small|Frontegg", "prompt": "c108-s1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Frontegg** – Best Overall for Small B2B SaaS ... **Start with Frontegg** if you need a complete B2B solution"}, {"id": "mai-20260917-0922-baseline|c108-s1|moonshot-small|Clerk", "prompt": "c108-s1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Clerk** if you're building with React/Next.js and want the smoothest developer experience"}, {"id": "mai-20260917-0922-baseline|c108-s1|moonshot-small|Kinde", "prompt": "c108-s1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Kinde", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kinde** – Best All-in-One Value"}, {"id": "mai-20260917-0922-baseline|c108-s1|moonshot-small|Auth0", "prompt": "c108-s1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Auth0** – Best for Flexibility & Enterprise Path"}, {"id": "mai-20260917-0922-baseline|c108-s1|moonshot-small|Stytch", "prompt": "c108-s1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Stytch** – Best for Passwordless-First"}, {"id": "mai-20260917-0922-baseline|c108-s1|moonshot-small|FusionAuth", "prompt": "c108-s1", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "FusionAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Consider FusionAuth** if you want to self-host and avoid MAU-based pricing surprises"}, {"id": "mai-20260917-0922-baseline|c108-s1|openai-small|Auth0 (Okta Customer Identity)", "prompt": "c108-s1", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0 (Okta Customer Identity)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Auth0 (Okta Customer Identity)**"}, {"id": "mai-20260917-0922-baseline|c108-s1|openai-small|WorkOS", "prompt": "c108-s1", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the **best value pick** for many small B2B teams is often **WorkOS**"}, {"id": "mai-20260917-0922-baseline|c108-s1|openai-small|Clerk", "prompt": "c108-s1", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Clerk** is very attractive, especially for smaller teams, but it is generally more \"app auth with some B2B features\""}, {"id": "mai-20260917-0922-baseline|c108-s1|openai-small|Descope", "prompt": "c108-s1", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Descope** is also worth a look. It offers a free tier and explicitly supports B2B tenant-based usage"}, {"id": "mai-20260917-0922-baseline|c108-s1|xai-small|Okta", "prompt": "c108-s1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Okta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid for Small B2B: Auth0/Okta** (mature but MAU pricing escalates; better for mid-size+)"}, {"id": "mai-20260917-0922-baseline|c108-s1|xai-small|Auth0", "prompt": "c108-s1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid for Small B2B: Auth0/Okta** (mature but MAU pricing escalates; better for mid-size+)"}, {"id": "mai-20260917-0922-baseline|c108-s1|xai-small|Clerk", "prompt": "c108-s1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Overall Top Pick for Most Small B2B: Clerk or Frontegg**"}, {"id": "mai-20260917-0922-baseline|c108-s1|xai-small|Frontegg", "prompt": "c108-s1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Overall Top Pick for Most Small B2B: Clerk or Frontegg**"}, {"id": "mai-20260917-0922-baseline|c108-s1|xai-small|WorkOS", "prompt": "c108-s1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise SSO/SCIM to close B2B deals ... Predictable B2B scaling"}, {"id": "mai-20260917-0922-baseline|c108-s1|xai-small|Stytch", "prompt": "c108-s1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Passwordless + B2B API-first ... Multi-metered pricing surprises at scale"}, {"id": "mai-20260917-0922-baseline|c108-s1|xai-small|Supabase Auth", "prompt": "c108-s1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Supabase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Budget/Open-Source Alt: Supabase Auth** (near-free at small scale)"}, {"id": "mai-20260917-0922-baseline|c108-s1|xai-small|Zitadel", "prompt": "c108-s1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Zitadel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "self-hosted like Zitadel/Keycloak (0 cost, but more ops work)"}, {"id": "mai-20260917-0922-baseline|c108-s1|xai-small|Keycloak", "prompt": "c108-s1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "self-hosted like Zitadel/Keycloak (0 cost, but more ops work)"}, {"id": "mai-20260917-0922-baseline|c108-s1|xai-small|AWS Cognito", "prompt": "c108-s1", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "AWS Cognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid for Small B2B: ... AWS Cognito (AWS-only, clunky DX)"}, {"id": "mai-20260917-0922-baseline|c108-s1|zai-small|Frontegg", "prompt": "c108-s1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the most complete B2B-specific identity layer with minimal engineering effort: **Frontegg**."}, {"id": "mai-20260917-0922-baseline|c108-s1|zai-small|Descope", "prompt": "c108-s1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a low-cost, modern platform with a free tier and strong developer experience: **Descope**."}, {"id": "mai-20260917-0922-baseline|c108-s1|zai-small|WorkOS", "prompt": "c108-s1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you value API-first design, transparent pricing, and want to scale upmarket: **WorkOS**."}, {"id": "mai-20260917-0922-baseline|c108-s1|zai-small|Amazon Cognito", "prompt": "c108-s1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Amazon Cognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're AWS-centric and want a managed service: **Amazon Cognito**."}, {"id": "mai-20260917-0922-baseline|c108-s1|zai-small|Auth0", "prompt": "c108-s1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have a strong dev team and need maximum extensibility: **Auth0**."}, {"id": "mai-20260917-0922-baseline|c108-s1|zai-small|LoginRadius", "prompt": "c108-s1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If security and affordability for SMBs are top priorities: **LoginRadius**."}, {"id": "mai-20260917-0922-baseline|c108-s1|zai-small|Stytch", "prompt": "c108-s1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Speed for early-stage startups, passwordless focus"}, {"id": "mai-20260917-0922-baseline|c108-s1|zai-small|SSOJet", "prompt": "c108-s1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "SSOJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Flat pricing, built-in SAML/OIDC/SCIM"}, {"id": "mai-20260917-0922-baseline|c108-s1|zai-small|FusionAuth", "prompt": "c108-s1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "FusionAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Open-source/self-hosted"}, {"id": "mai-20260917-0922-baseline|c108-s1|zai-small|Clerk", "prompt": "c108-s1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Clerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SMB-focused, API-first"}, {"id": "mai-20260917-0922-baseline|c108-s1|zai-small|Microsoft Entra External ID", "prompt": "c108-s1", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "direct", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Microsoft ecosystem → Microsoft Entra External ID (often paired with WorkOS)."}, {"id": "mai-20260917-0922-baseline|c108-s2|alibaba-small|Auth0", "prompt": "c108-s2", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"Set It and Forget It\" Solution: Auth0 (Standard Tier)... Go with **Auth0** if you need deep enterprise compatibility immediately."}, {"id": "mai-20260917-0922-baseline|c108-s2|alibaba-small|Clerk", "prompt": "c108-s2", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Clerk** if you are building a modern React/Web App; it offers the best balance of functionality and speed for a small team."}, {"id": "mai-20260917-0922-baseline|c108-s2|alibaba-small|Microsoft Entra ID B2C", "prompt": "c108-s2", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra ID B2C", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The trade-off here is complexity. It is much harder to configure and customize than Auth0 or Clerk."}, {"id": "mai-20260917-0922-baseline|c108-s2|alibaba-small|Firebase Auth", "prompt": "c108-s2", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Firebase Auth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "stick with what those platforms natively integrate with first (usually Auth0 or Firebase Auth)"}, {"id": "mai-20260917-0922-baseline|c108-s2|anthropic-small|Auth0", "prompt": "c108-s2", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Auth0** because it offers: **Simplicity**"}, {"id": "mai-20260917-0922-baseline|c108-s2|anthropic-small|Okta", "prompt": "c108-s2", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Okta** if you need: Enterprise-grade security from day one"}, {"id": "mai-20260917-0922-baseline|c108-s2|anthropic-small|Amazon Cognito", "prompt": "c108-s2", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Amazon Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Limited features compared to dedicated CIAM providers"}, {"id": "mai-20260917-0922-baseline|c108-s2|anthropic-small|Supabase", "prompt": "c108-s2", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Supabase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lightweight alternatives ... Less specialized for complex B2B requirements"}, {"id": "mai-20260917-0922-baseline|c108-s2|anthropic-small|Firebase", "prompt": "c108-s2", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Firebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Lightweight alternatives ... Less specialized for complex B2B requirements"}, {"id": "mai-20260917-0922-baseline|c108-s2|challenger-small|WorkOS", "prompt": "c108-s2", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **WorkOS** if your priority is to win B2B customers quickly"}, {"id": "mai-20260917-0922-baseline|c108-s2|challenger-small|Auth0", "prompt": "c108-s2", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Auth0** or **Descope** are strong alternatives"}, {"id": "mai-20260917-0922-baseline|c108-s2|challenger-small|Descope", "prompt": "c108-s2", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Auth0** or **Descope** are strong alternatives"}, {"id": "mai-20260917-0922-baseline|c108-s2|challenger-small|LoginRadius", "prompt": "c108-s2", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good fit when you want an affordable, scalable SMB-oriented platform"}, {"id": "mai-20260917-0922-baseline|c108-s2|challenger-small|Frontegg", "prompt": "c108-s2", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Frontegg** if your product needs *embedded* B2B multi-tenancy"}, {"id": "mai-20260917-0922-baseline|c108-s2|deepseek-small|ZITADEL", "prompt": "c108-s2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "ZITADEL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: ZITADEL"}, {"id": "mai-20260917-0922-baseline|c108-s2|deepseek-small|SSOJet", "prompt": "c108-s2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "SSOJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Flat-rate (~$99/mo), unlimited MAU, with enterprise SSO and SCIM built in natively."}, {"id": "mai-20260917-0922-baseline|c108-s2|deepseek-small|Frontegg", "prompt": "c108-s2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Embeddable B2B CIAM with a prebuilt self-serve admin portal"}, {"id": "mai-20260917-0922-baseline|c108-s2|deepseek-small|WorkOS", "prompt": "c108-s2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caveat for a small business:** enterprise SSO is billed **per connection... potentially wasteful early on."}, {"id": "mai-20260917-0922-baseline|c108-s2|deepseek-small|Auth0", "prompt": "c108-s2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid general-purpose/B2C-centric platforms (Auth0/Clerk/Firebase) as your first choice here"}, {"id": "mai-20260917-0922-baseline|c108-s2|deepseek-small|Clerk", "prompt": "c108-s2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Clerk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid general-purpose/B2C-centric platforms (Auth0/Clerk/Firebase)"}, {"id": "mai-20260917-0922-baseline|c108-s2|deepseek-small|Firebase", "prompt": "c108-s2", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Firebase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid general-purpose/B2C-centric platforms (Auth0/Clerk/Firebase)"}, {"id": "mai-20260917-0922-baseline|c108-s2|google-small|Kinde", "prompt": "c108-s2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Kinde", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kinde is the best starting choice"}, {"id": "mai-20260917-0922-baseline|c108-s2|google-small|WorkOS", "prompt": "c108-s2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose WorkOS if you want complete control over your user experience"}, {"id": "mai-20260917-0922-baseline|c108-s2|google-small|Clerk", "prompt": "c108-s2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if you are a fast-moving, React-based team that wants to launch a B2B MVP in days"}, {"id": "mai-20260917-0922-baseline|c108-s2|google-small|Frontegg", "prompt": "c108-s2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you have a tiny development team and want to completely offload administrative customer support"}, {"id": "mai-20260917-0922-baseline|c108-s2|google-small|Auth0", "prompt": "c108-s2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why avoid Auth0 (Okta) or Microsoft Entra?"}, {"id": "mai-20260917-0922-baseline|c108-s2|google-small|Microsoft Entra", "prompt": "c108-s2", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Microsoft Entra", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Microsoft Entra ID is powerful but lacks the modern, developer-friendly B2B SaaS onboarding flows"}, {"id": "mai-20260917-0922-baseline|c108-s2|meta-small|LoginRadius", "prompt": "c108-s2", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top results include LoginRadius, Descope, and SecureAuth."}, {"id": "mai-20260917-0922-baseline|c108-s2|meta-small|Descope", "prompt": "c108-s2", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top results include LoginRadius, Descope, and SecureAuth."}, {"id": "mai-20260917-0922-baseline|c108-s2|meta-small|SecureAuth", "prompt": "c108-s2", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "SecureAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top results include LoginRadius, Descope, and SecureAuth."}, {"id": "mai-20260917-0922-baseline|c108-s2|minimax-small|Auth0 (now Okta)", "prompt": "c108-s2", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0 (now Okta)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most practical \"out‑of‑the‑box\" CIAM ... solution today is **[Auth0 (now Okta)](https://auth0.com/)**"}, {"id": "mai-20260917-0922-baseline|c108-s2|minimax-small|Keycloak", "prompt": "c108-s2", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Companies that want full control and are comfortable hosting/ops. | Requires self‑hosting"}, {"id": "mai-20260917-0922-baseline|c108-s2|minimax-small|Azure AD B2B", "prompt": "c108-s2", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Azure AD B2B", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already deep in the Microsoft ecosystem. | Limited custom branding"}, {"id": "mai-20260917-0922-baseline|c108-s2|minimax-small|PingOne for Customers", "prompt": "c108-s2", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "PingOne for Customers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricing can get steep for small teams."}, {"id": "mai-20260917-0922-baseline|c108-s2|minimax-small|OneLogin", "prompt": "c108-s2", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teams that need a simple SSO + MFA setup. | Less B2B‑specific multi‑tenancy out of the box."}, {"id": "mai-20260917-0922-baseline|c108-s2|mistral-small|Auth0 (by Okta)", "prompt": "c108-s2", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Auth0 (by Okta)** or **Clerk** as your CIAM"}, {"id": "mai-20260917-0922-baseline|c108-s2|mistral-small|Clerk", "prompt": "c108-s2", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Auth0 (by Okta)** or **Clerk** as your CIAM"}, {"id": "mai-20260917-0922-baseline|c108-s2|mistral-small|FusionAuth", "prompt": "c108-s2", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "FusionAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FusionAuth** is a good open-core alternative with B2B-specific features and transparent pricing"}, {"id": "mai-20260917-0922-baseline|c108-s2|moonshot-small|WorkOS", "prompt": "c108-s2", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **WorkOS** if you're selling to enterprises (predictable per-customer pricing)"}, {"id": "mai-20260917-0922-baseline|c108-s2|moonshot-small|Frontegg", "prompt": "c108-s2", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Frontegg** if you need rich multi-tenant capabilities with an included admin portal"}, {"id": "mai-20260917-0922-baseline|c108-s2|moonshot-small|Stytch", "prompt": "c108-s2", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Caveat**: Costs can escalate quickly at scale"}, {"id": "mai-20260917-0922-baseline|c108-s2|moonshot-small|Kinde", "prompt": "c108-s2", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Kinde", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Kinde** – Best All-in-One Value"}, {"id": "mai-20260917-0922-baseline|c108-s2|moonshot-small|Auth0", "prompt": "c108-s2", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid - **Auth0**: While powerful... pricing escalates quickly with MAUs"}, {"id": "mai-20260917-0922-baseline|c108-s2|moonshot-small|Okta", "prompt": "c108-s2", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Okta**: Enterprise-focused and expensive; overkill for small businesses."}, {"id": "mai-20260917-0922-baseline|c108-s2|openai-small|Auth0", "prompt": "c108-s2", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Auth0** as the first CIAM to evaluate"}, {"id": "mai-20260917-0922-baseline|c108-s2|openai-small|Okta Customer Identity", "prompt": "c108-s2", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Okta Customer Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "starts from an **enterprise base platform at $3,000/month billed annually**, so it's usually a better fit once you're at a larger scale"}, {"id": "mai-20260917-0922-baseline|c108-s2|openai-small|FusionAuth", "prompt": "c108-s2", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "FusionAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FusionAuth** is worth a look because its **Community edition is free and unlimited**"}, {"id": "mai-20260917-0922-baseline|c108-s2|xai-small|WorkOS", "prompt": "c108-s2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick: **WorkOS**"}, {"id": "mai-20260917-0922-baseline|c108-s2|xai-small|Stytch", "prompt": "c108-s2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Alternative: **Stytch** (if API customization > connections)"}, {"id": "mai-20260917-0922-baseline|c108-s2|xai-small|LoginRadius", "prompt": "c108-s2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unlike general CIAM (e.g., LoginRadius, better for B2C/SMB growth)"}, {"id": "mai-20260917-0922-baseline|c108-s2|xai-small|Auth0", "prompt": "c108-s2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise-heavy like Okta/Auth0 (pricier for small scale)"}, {"id": "mai-20260917-0922-baseline|c108-s2|xai-small|Frontegg", "prompt": "c108-s2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Frontegg", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "No huge upfront costs like Auth0's B2B Essentials ($150+/mo) or Frontegg's quote-only paid plans."}, {"id": "mai-20260917-0922-baseline|c108-s2|xai-small|Okta", "prompt": "c108-s2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Okta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-heavy like Okta/Auth0 (pricier for small scale)"}, {"id": "mai-20260917-0922-baseline|c108-s2|xai-small|Keycloak", "prompt": "c108-s2", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Keycloak", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "or open-source Keycloak (needs DevOps overhead)"}, {"id": "mai-20260917-0922-baseline|c108-s2|zai-small|Kinde", "prompt": "c108-s2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Kinde", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best CIAM solution for a small business selling to other businesses (B2B) is **Kinde**"}, {"id": "mai-20260917-0922-baseline|c108-s2|zai-small|WorkOS", "prompt": "c108-s2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "WorkOS (Best for heavy Enterprise SSO integration)"}, {"id": "mai-20260917-0922-baseline|c108-s2|zai-small|Stytch", "prompt": "c108-s2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stytch (Best for \"Passwordless\" / Developer Experience)"}, {"id": "mai-20260917-0922-baseline|c108-s2|zai-small|Auth0 (Okta)", "prompt": "c108-s2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "Auth0 (Okta)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid for a Small Business ... Auth0 ... too expensive and complex for a small business"}, {"id": "mai-20260917-0922-baseline|c108-s2|zai-small|LoginRadius", "prompt": "c108-s2", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "paraphrase", "raw": "LoginRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid for a Small Business ... LoginRadius ... geared more toward B2C marketing"}, {"id": "mai-20260917-0922-baseline|c108-s3|alibaba-small|Descope", "prompt": "c108-s3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Descope** if you want the best balance of modern UX, developer tools, and low setup time."}, {"id": "mai-20260917-0922-baseline|c108-s3|alibaba-small|LoginRadius", "prompt": "c108-s3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **LoginRadius** if you need to manage customer data profiles automatically alongside the login."}, {"id": "mai-20260917-0922-baseline|c108-s3|alibaba-small|Auth0 (by Okta)", "prompt": "c108-s3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it can become **expensive and complex** very quickly. Small teams often struggle with the learning curve"}, {"id": "mai-20260917-0922-baseline|c108-s3|alibaba-small|Stytch", "prompt": "c108-s3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Stytch** if you are building a passwordless app and want to avoid legacy password complications."}, {"id": "mai-20260917-0922-baseline|c108-s3|alibaba-small|Supabase", "prompt": "c108-s3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Supabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "These aren't dedicated identity platforms; they give you the database *and* the auth together"}, {"id": "mai-20260917-0922-baseline|c108-s3|alibaba-small|Firebase", "prompt": "c108-s3", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Firebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For:** Solo founders or tiny MVP teams."}, {"id": "mai-20260917-0922-baseline|c108-s3|anthropic-small|Descope", "prompt": "c108-s3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Descope** stands out for small teams because it offers a free tier with 7,500 monthly active users (MAUs), 10 tenants, and 3 SSO connections with no time limit"}, {"id": "mai-20260917-0922-baseline|c108-s3|anthropic-small|Auth0", "prompt": "c108-s3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Auth0** remains developer-friendly with flexible APIs and workflows for B2C and B2B use cases"}, {"id": "mai-20260917-0922-baseline|c108-s3|anthropic-small|Amazon Cognito", "prompt": "c108-s3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Amazon Cognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon Cognito** offers a free tier for smaller applications with usage-based pricing"}, {"id": "mai-20260917-0922-baseline|c108-s3|anthropic-small|Microsoft Entra External ID", "prompt": "c108-s3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top CIAM platforms in 2026 include Descope, Auth0, Amazon Cognito, Microsoft Entra External ID, Keycloak"}, {"id": "mai-20260917-0922-baseline|c108-s3|anthropic-small|Keycloak", "prompt": "c108-s3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Keycloak** provides a self-hostable, open-source-rooted core that appeals to teams avoiding vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c108-s3|anthropic-small|Firebase Authentication", "prompt": "c108-s3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Firebase Authentication", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Keycloak, Firebase Authentication, WorkOS, Stytch, and Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-s3|anthropic-small|WorkOS", "prompt": "c108-s3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Firebase Authentication, WorkOS, Stytch, and Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-s3|anthropic-small|Stytch", "prompt": "c108-s3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "WorkOS, Stytch, and Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-s3|anthropic-small|Frontegg", "prompt": "c108-s3", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Frontegg** is the fastest path for B2B SaaS teams needing enterprise-grade identity features like SSO and organization management"}, {"id": "mai-20260917-0922-baseline|c108-s3|challenger-small|Clerk", "prompt": "c108-s3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Clerk is best for rapid, polished login; ... **Fastest implementation:** **Clerk** or **WorkOS**"}, {"id": "mai-20260917-0922-baseline|c108-s3|challenger-small|Stytch", "prompt": "c108-s3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stytch for API-first control"}, {"id": "mai-20260917-0922-baseline|c108-s3|challenger-small|MojoAuth", "prompt": "c108-s3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "MojoAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MojoAuth for passwordless-first teams"}, {"id": "mai-20260917-0922-baseline|c108-s3|challenger-small|SSOJet", "prompt": "c108-s3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "SSOJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SSOJet for quickly shipping enterprise SSO and SCIM"}, {"id": "mai-20260917-0922-baseline|c108-s3|challenger-small|SuperTokens", "prompt": "c108-s3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "SuperTokens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SuperTokens for teams willing to self-host to save cost"}, {"id": "mai-20260917-0922-baseline|c108-s3|challenger-small|Auth0", "prompt": "c108-s3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "broad feature coverage, but typically more overhead than lighter startup tools"}, {"id": "mai-20260917-0922-baseline|c108-s3|challenger-small|WorkOS", "prompt": "c108-s3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Fastest implementation:** **Clerk** or **WorkOS**"}, {"id": "mai-20260917-0922-baseline|c108-s3|challenger-small|Descope", "prompt": "c108-s3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Teams that want low-code/no-code auth workflows"}, {"id": "mai-20260917-0922-baseline|c108-s3|challenger-small|AWS Cognito", "prompt": "c108-s3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "AWS Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Good managed baseline for teams already in AWS, but less advanced than dedicated CIAM platforms"}, {"id": "mai-20260917-0922-baseline|c108-s3|challenger-small|LoginRadius", "prompt": "c108-s3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Positioned as a fuller-featured SMB CIAM option with scalable, predictable pricing"}, {"id": "mai-20260917-0922-baseline|c108-s3|challenger-small|Keycloak", "prompt": "c108-s3", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**SuperTokens** or **Keycloak** if you can self-host"}, {"id": "mai-20260917-0922-baseline|c108-s3|deepseek-small|Clerk", "prompt": "c108-s3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Clerk is the fastest modern default for most startups"}, {"id": "mai-20260917-0922-baseline|c108-s3|deepseek-small|Auth0 (Okta)", "prompt": "c108-s3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0 (Okta)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Auth0 is the safest all-rounder when you need flexibility"}, {"id": "mai-20260917-0922-baseline|c108-s3|deepseek-small|Firebase Auth", "prompt": "c108-s3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Firebase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Firebase/Supabase win on free tier and simplicity if they match your stack"}, {"id": "mai-20260917-0922-baseline|c108-s3|deepseek-small|Supabase Auth", "prompt": "c108-s3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Supabase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The open-source, Postgres-first choice... very generous free tier"}, {"id": "mai-20260917-0922-baseline|c108-s3|deepseek-small|FusionAuth", "prompt": "c108-s3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "FusionAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "FusionAuth (or other self-hosted options) give you control on a budget"}, {"id": "mai-20260917-0922-baseline|c108-s3|deepseek-small|Amazon Cognito", "prompt": "c108-s3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Amazon Cognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A natural fit if you're already committed to AWS... plainer developer experience"}, {"id": "mai-20260917-0922-baseline|c108-s3|deepseek-small|WorkOS", "prompt": "c108-s3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "WorkOS is the pick for B2B SSO"}, {"id": "mai-20260917-0922-baseline|c108-s3|deepseek-small|Entra External ID", "prompt": "c108-s3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Entra External ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Microsoft stack → Entra External ID"}, {"id": "mai-20260917-0922-baseline|c108-s3|deepseek-small|Keycloak", "prompt": "c108-s3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Self-hosted (FusionAuth, Keycloak, SuperTokens, self-host Supabase) gives control/compliance but adds ops burden"}, {"id": "mai-20260917-0922-baseline|c108-s3|deepseek-small|SuperTokens", "prompt": "c108-s3", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "SuperTokens", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Self-hosted (FusionAuth, Keycloak, SuperTokens, self-host Supabase)"}, {"id": "mai-20260917-0922-baseline|c108-s3|google-small|Clerk", "prompt": "c108-s3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Clerk** if you are building a modern React/Next.js application and want user login and team management up and running in minutes."}, {"id": "mai-20260917-0922-baseline|c108-s3|google-small|WorkOS", "prompt": "c108-s3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **WorkOS** if you are building a B2B SaaS tool and your primary goal is to easily sign enterprise customers requiring SAML/OIDC SSO."}, {"id": "mai-20260917-0922-baseline|c108-s3|google-small|Descope", "prompt": "c108-s3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Descope** if you want to test and visually tweak your onboarding flows over time"}, {"id": "mai-20260917-0922-baseline|c108-s3|google-small|Stytch", "prompt": "c108-s3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Stytch** if you want passkeys/passwordless security but need to custom-build a unique, bespoke user interface."}, {"id": "mai-20260917-0922-baseline|c108-s3|google-small|Supabase Auth", "prompt": "c108-s3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Supabase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simple, incredibly cheap (often free or pennies at low scale)... Cons: Highly basic."}, {"id": "mai-20260917-0922-baseline|c108-s3|google-small|Firebase Auth", "prompt": "c108-s3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Firebase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for:** Small teams already building on Supabase or Google Cloud/Firebase."}, {"id": "mai-20260917-0922-baseline|c108-s3|google-small|Auth0", "prompt": "c108-s3", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**it is often a poor fit for small teams**"}, {"id": "mai-20260917-0922-baseline|c108-s3|meta-small|MojoAuth", "prompt": "c108-s3", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "MojoAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "MojoAuth - Best for startups standardizing on passwordless that want SSO ready for the first big customer."}, {"id": "mai-20260917-0922-baseline|c108-s3|meta-small|Clerk", "prompt": "c108-s3", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Clerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Clerk - Best for front-end and full-stack teams that want auth working today."}, {"id": "mai-20260917-0922-baseline|c108-s3|meta-small|SSOJet", "prompt": "c108-s3", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "SSOJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SSOJet - Best for B2B startups that need enterprise SSO and SCIM shipped quickly."}, {"id": "mai-20260917-0922-baseline|c108-s3|meta-small|Stytch", "prompt": "c108-s3", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Stytch - Best for engineering-led teams that want control and modern, secure primitives."}, {"id": "mai-20260917-0922-baseline|c108-s3|meta-small|SuperTokens", "prompt": "c108-s3", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "SuperTokens", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SuperTokens - Best for cost-sensitive teams comfortable running their own auth service."}, {"id": "mai-20260917-0922-baseline|c108-s3|meta-small|Descope", "prompt": "c108-s3", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Descope - Best overall customer identity and access management platform."}, {"id": "mai-20260917-0922-baseline|c108-s3|meta-small|LoginRadius", "prompt": "c108-s3", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "LoginRadius - Best for secure, affordable, and scalable SMB CIAM."}, {"id": "mai-20260917-0922-baseline|c108-s3|minimax-small|Clerk", "prompt": "c108-s3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Clerk** ⭐ Best for React/Next.js Teams ... For React/Next.js developers:** Clerk (easiest to implement)"}, {"id": "mai-20260917-0922-baseline|c108-s3|minimax-small|MojoAuth", "prompt": "c108-s3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "MojoAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Passwordless ... For tight budget:** MojoAuth or Amazon Cognito"}, {"id": "mai-20260917-0922-baseline|c108-s3|minimax-small|Stytch", "prompt": "c108-s3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "API-first with mature B2B and B2C SDKs"}, {"id": "mai-20260917-0922-baseline|c108-s3|minimax-small|WorkOS", "prompt": "c108-s3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For B2B SaaS:** WorkOS (enterprise features)"}, {"id": "mai-20260917-0922-baseline|c108-s3|minimax-small|Auth0 (by Okta)", "prompt": "c108-s3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Weakness:** Higher cost for small teams"}, {"id": "mai-20260917-0922-baseline|c108-s3|minimax-small|Amazon Cognito", "prompt": "c108-s3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Amazon Cognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Weakness:** Limited features compared to dedicated CIAM platforms"}, {"id": "mai-20260917-0922-baseline|c108-s3|minimax-small|LoginRadius", "prompt": "c108-s3", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for SMBs ... For future scaling:** LoginRadius or Auth0"}, {"id": "mai-20260917-0922-baseline|c108-s3|mistral-small|LoginRadius", "prompt": "c108-s3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "LoginRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, LoginRadius and Frontegg offer the best balance of ease of use, security, and pricing."}, {"id": "mai-20260917-0922-baseline|c108-s3|mistral-small|Okta Customer Identity Cloud (CIC)", "prompt": "c108-s3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Okta Customer Identity Cloud (CIC)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may be overkill or too expensive for very small teams"}, {"id": "mai-20260917-0922-baseline|c108-s3|mistral-small|Frontegg", "prompt": "c108-s3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Frontegg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small teams, LoginRadius and Frontegg offer the best balance of ease of use, security, and pricing."}, {"id": "mai-20260917-0922-baseline|c108-s3|mistral-small|Auth0 (by Okta)", "prompt": "c108-s3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need developer flexibility and are comfortable with usage-based pricing, Auth0 is a strong choice."}, {"id": "mai-20260917-0922-baseline|c108-s3|mistral-small|FusionAuth", "prompt": "c108-s3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "FusionAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Predictable costs and self-hosting flexibility, ideal for teams with specific infrastructure preferences."}, {"id": "mai-20260917-0922-baseline|c108-s3|mistral-small|Microsoft Entra External ID", "prompt": "c108-s3", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For Microsoft shops, Entra External ID is a cost-effective option."}, {"id": "mai-20260917-0922-baseline|c108-s3|moonshot-small|Clerk", "prompt": "c108-s3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Just starting with React/Next.js?** → **Clerk** (fastest time to value)"}, {"id": "mai-20260917-0922-baseline|c108-s3|moonshot-small|Stytch", "prompt": "c108-s3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for API-Driven Flexibility"}, {"id": "mai-20260917-0922-baseline|c108-s3|moonshot-small|FusionAuth", "prompt": "c108-s3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "FusionAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need full control or have compliance requirements?** → **FusionAuth** (free self-hosted)"}, {"id": "mai-20260917-0922-baseline|c108-s3|moonshot-small|Descope", "prompt": "c108-s3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for No-Code/Low-Code Workflows"}, {"id": "mai-20260917-0922-baseline|c108-s3|moonshot-small|Frontegg", "prompt": "c108-s3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Building B2B SaaS with multi-tenancy?** → **Frontegg**"}, {"id": "mai-20260917-0922-baseline|c108-s3|moonshot-small|Auth0 (Okta)", "prompt": "c108-s3", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0 (Okta)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pricing jumps significantly for advanced features; SAML costs extra; can be overkill for simple use cases"}, {"id": "mai-20260917-0922-baseline|c108-s3|openai-small|Clerk", "prompt": "c108-s3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **the simplest developer experience**: **Clerk**"}, {"id": "mai-20260917-0922-baseline|c108-s3|openai-small|Stytch", "prompt": "c108-s3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **B2B-ready features without going fully enterprise-heavy**: **Stytch**"}, {"id": "mai-20260917-0922-baseline|c108-s3|openai-small|Auth0", "prompt": "c108-s3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Can be heavier and pricier"}, {"id": "mai-20260917-0922-baseline|c108-s3|openai-small|WorkOS", "prompt": "c108-s3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your main need is **enterprise SSO/SCIM**: **WorkOS**"}, {"id": "mai-20260917-0922-baseline|c108-s3|openai-small|Descope", "prompt": "c108-s3", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a broad identity platform with clear tiers and B2B capabilities**: **Descope**"}, {"id": "mai-20260917-0922-baseline|c108-s3|xai-small|Clerk", "prompt": "c108-s3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Easiest DX with drop-in UIs; React-focused ... Prioritize based on stack (e.g., Next.js → Clerk)"}, {"id": "mai-20260917-0922-baseline|c108-s3|xai-small|Stytch", "prompt": "c108-s3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Headless (build your UI); strong passwordless primitives; pricier for growth"}, {"id": "mai-20260917-0922-baseline|c108-s3|xai-small|Auth0 (Okta)", "prompt": "c108-s3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0 (Okta)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mature/extensible; broadest features (SAML/OIDC); steeper learning curve/pricing"}, {"id": "mai-20260917-0922-baseline|c108-s3|xai-small|Supabase Auth", "prompt": "c108-s3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Supabase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "cheapest at scale; beta passkeys; ties you to Supabase ecosystem"}, {"id": "mai-20260917-0922-baseline|c108-s3|xai-small|WorkOS", "prompt": "c108-s3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "B2B-focused (orgs/enterprise deals); huge free tier; lighter on consumer UX"}, {"id": "mai-20260917-0922-baseline|c108-s3|xai-small|FusionAuth", "prompt": "c108-s3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "FusionAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Self-hostable (no vendor lock-in); unlimited users free if self-managed; more ops overhead"}, {"id": "mai-20260917-0922-baseline|c108-s3|xai-small|Okta CIC", "prompt": "c108-s3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Okta CIC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-heavy like Okta CIC or Cognito unless in their ecosystem"}, {"id": "mai-20260917-0922-baseline|c108-s3|xai-small|Cognito", "prompt": "c108-s3", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Cognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise-heavy like Okta CIC or Cognito unless in their ecosystem"}, {"id": "mai-20260917-0922-baseline|c108-s3|zai-small|Clerk", "prompt": "c108-s3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Clerk** is a strong default for small teams building consumer or B2C SaaS on React/Next.js"}, {"id": "mai-20260917-0922-baseline|c108-s3|zai-small|Auth0", "prompt": "c108-s3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "remains the go-to for deep protocol support, enterprise SSO, and compliance, but it can become expensive quickly as you scale"}, {"id": "mai-20260917-0922-baseline|c108-s3|zai-small|Amazon Cognito", "prompt": "c108-s3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Amazon Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though its pricing and DX can be a drawback for very small teams"}, {"id": "mai-20260917-0922-baseline|c108-s3|zai-small|Stytch", "prompt": "c108-s3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Stytch** and **WorkOS** excel for B2B SaaS with passwordless and SSO needs"}, {"id": "mai-20260917-0922-baseline|c108-s3|zai-small|WorkOS", "prompt": "c108-s3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Stytch** and **WorkOS** excel for B2B SaaS with passwordless and SSO needs"}, {"id": "mai-20260917-0922-baseline|c108-s3|zai-small|Descope", "prompt": "c108-s3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "provide additional options depending on whether you prioritize visual workflows"}, {"id": "mai-20260917-0922-baseline|c108-s3|zai-small|miniOrange", "prompt": "c108-s3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "miniOrange (~$2/user/mo)"}, {"id": "mai-20260917-0922-baseline|c108-s3|zai-small|Frontegg", "prompt": "c108-s3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Low-ops / want pre-built UIs** | Clerk, Frontegg"}, {"id": "mai-20260917-0922-baseline|c108-s3|zai-small|Supabase Auth", "prompt": "c108-s3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "Supabase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Supabase Auth (if you're on Supabase)"}, {"id": "mai-20260917-0922-baseline|c108-s3|zai-small|FusionAuth", "prompt": "c108-s3", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "comparative", "raw": "FusionAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Self-hosting / full control** | FusionAuth (open-source)"}, {"id": "mai-20260917-0922-baseline|c108-s4|alibaba-small|Clerk", "prompt": "c108-s4", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Clerk** and **Auth0** are generally considered the top contenders"}, {"id": "mai-20260917-0922-baseline|c108-s4|alibaba-small|Auth0", "prompt": "c108-s4", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Verdict:** Start with **Clerk** or **Auth0**."}, {"id": "mai-20260917-0922-baseline|c108-s4|alibaba-small|Supabase Auth", "prompt": "c108-s4", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Supabase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "their native authentication solution is incredibly robust and practically free for early-stage startups"}, {"id": "mai-20260917-0922-baseline|c108-s4|alibaba-small|AWS Cognito", "prompt": "c108-s4", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "AWS Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Poor Developer Experience.** Setting up Cognito requires significant configuration and coding"}, {"id": "mai-20260917-0922-baseline|c108-s4|anthropic-small|Descope", "prompt": "c108-s4", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Descope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Descope's free tier offers the best entry point with no upfront costs, making it ideal for testing before committing to paid plans."}, {"id": "mai-20260917-0922-baseline|c108-s4|anthropic-small|Amazon Cognito", "prompt": "c108-s4", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Amazon Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "However, note that many startups migrate away once compliance or customization demands increase."}, {"id": "mai-20260917-0922-baseline|c108-s4|anthropic-small|Frontegg", "prompt": "c108-s4", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Frontegg is worth considering if you're building a SaaS product."}, {"id": "mai-20260917-0922-baseline|c108-s4|challenger-small|Amazon Cognito", "prompt": "c108-s4", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Amazon Cognito", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best practical choice is usually **Amazon Cognito** or **Clerk**"}, {"id": "mai-20260917-0922-baseline|c108-s4|challenger-small|Clerk", "prompt": "c108-s4", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Clerk is often the better fit if you want faster implementation and a better developer experience"}, {"id": "mai-20260917-0922-baseline|c108-s4|challenger-small|WorkOS", "prompt": "c108-s4", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "WorkOS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may be more than a tight-budget small business needs"}, {"id": "mai-20260917-0922-baseline|c108-s4|challenger-small|Auth0", "prompt": "c108-s4", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong, but the source explicitly warns to budget for implementation and packaging overhead."}, {"id": "mai-20260917-0922-baseline|c108-s4|deepseek-small|Auth0", "prompt": "c108-s4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Auth0's free tier** is the sweet spot — you get a mature, reliable, fully managed platform at $0 up to 25,000 users"}, {"id": "mai-20260917-0922-baseline|c108-s4|deepseek-small|Firebase Authentication", "prompt": "c108-s4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Firebase Authentication", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the most generous free option ... Best for: the absolute leanest budget where auth cost must be $0."}, {"id": "mai-20260917-0922-baseline|c108-s4|deepseek-small|Keycloak", "prompt": "c108-s4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need truly unlimited users at zero cost and have a developer willing to maintain it, **Keycloak** is unbeatable."}, {"id": "mai-20260917-0922-baseline|c108-s4|deepseek-small|Clerk", "prompt": "c108-s4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "developer-friendly with a free tier (10,000 MAU) and predictable ~$0.02/MAU pricing"}, {"id": "mai-20260917-0922-baseline|c108-s4|deepseek-small|Supabase Auth", "prompt": "c108-s4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Supabase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "free up to 50,000 MAUs, Pro plan only $25/month; great if you already use Postgres/Supabase"}, {"id": "mai-20260917-0922-baseline|c108-s4|deepseek-small|FusionAuth", "prompt": "c108-s4", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "FusionAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "self-hosted option with predictable, transparent pricing and full control"}, {"id": "mai-20260917-0922-baseline|c108-s4|google-small|Clerk", "prompt": "c108-s4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Clerk** | 50k users are entirely free, and the pre-built components mean you can launch in an afternoon."}, {"id": "mai-20260917-0922-baseline|c108-s4|google-small|Supabase Auth", "prompt": "c108-s4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Supabase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Already using Postgres or Supabase** | **Supabase Auth** | It integrates natively with your database"}, {"id": "mai-20260917-0922-baseline|c108-s4|google-small|Kinde", "prompt": "c108-s4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Kinde", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Building a B2B SaaS (selling to businesses)** | **Kinde**"}, {"id": "mai-20260917-0922-baseline|c108-s4|google-small|Auth0 (by Okta)", "prompt": "c108-s4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Auth0's paid tiers are notoriously expensive for small businesses"}, {"id": "mai-20260917-0922-baseline|c108-s4|google-small|Better Auth", "prompt": "c108-s4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Better Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Better Auth** | Completely free, open-source, runs inside your app, and handles unlimited users."}, {"id": "mai-20260917-0922-baseline|c108-s4|google-small|FusionAuth", "prompt": "c108-s4", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "FusionAuth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**FusionAuth** offers a \"Community Edition\" that you can self-host on your own servers"}, {"id": "mai-20260917-0922-baseline|c108-s4|meta-small|LoginRadius", "prompt": "c108-s4", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "LoginRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LoginRadius - Best for Secure, Affordable, and Scalable SMB CIAM"}, {"id": "mai-20260917-0922-baseline|c108-s4|meta-small|JumpCloud", "prompt": "c108-s4", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "JumpCloud - Best for combining identity and device management, particularly if budget constraints are a priority"}, {"id": "mai-20260917-0922-baseline|c108-s4|meta-small|OneLogin", "prompt": "c108-s4", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "OneLogin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OneLogin - Simple SSO and MFA"}, {"id": "mai-20260917-0922-baseline|c108-s4|minimax-small|Clerk", "prompt": "c108-s4", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small company with a tight budget**, I'd recommend **Clerk**"}, {"id": "mai-20260917-0922-baseline|c108-s4|minimax-small|SuperTokens", "prompt": "c108-s4", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "SuperTokens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SuperTokens self-hosted** is completely free forever"}, {"id": "mai-20260917-0922-baseline|c108-s4|minimax-small|Auth0", "prompt": "c108-s4", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Starts around $150/month for smaller tiers... If you need advanced enterprise features and can afford it"}, {"id": "mai-20260917-0922-baseline|c108-s4|minimax-small|LoginRadius", "prompt": "c108-s4", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "LoginRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Around $200-$2,500+/month... but pricier at scale"}, {"id": "mai-20260917-0922-baseline|c108-s4|mistral-small|Auth0", "prompt": "c108-s4", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Auth0** (now part of Okta) and **LoginRadius** are often recommended as the best customer identity platforms"}, {"id": "mai-20260917-0922-baseline|c108-s4|mistral-small|LoginRadius", "prompt": "c108-s4", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "LoginRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "LoginRadius is also highlighted for being secure, affordable, and specifically tailored for small and medium-sized businesses"}, {"id": "mai-20260917-0922-baseline|c108-s4|mistral-small|Microsoft Entra External ID", "prompt": "c108-s4", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is another cost-effective option, with a free tier that supports up to 50,000 monthly active users"}, {"id": "mai-20260917-0922-baseline|c108-s4|moonshot-small|Firebase Authentication", "prompt": "c108-s4", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Firebase Authentication", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Firebase Authentication** (Google) - **Pricing**: **Free tier available** ... **Why it's great for small budgets**: No cost until you scale significantly"}, {"id": "mai-20260917-0922-baseline|c108-s4|moonshot-small|Auth0 Free Tier", "prompt": "c108-s4", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0 Free Tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Free for up to 25,000 Monthly Active Users (MAU)** - **Best for**: Developer-first teams needing flexibility"}, {"id": "mai-20260917-0922-baseline|c108-s4|moonshot-small|Keycloak", "prompt": "c108-s4", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Completely free** (self-hosted) ... **Trade-off**: Requires server management but zero licensing costs"}, {"id": "mai-20260917-0922-baseline|c108-s4|moonshot-small|Microsoft Entra External ID", "prompt": "c108-s4", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Companies already using Microsoft 365/ Azure"}, {"id": "mai-20260917-0922-baseline|c108-s4|moonshot-small|FusionAuth", "prompt": "c108-s4", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "FusionAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Free self-hosted community edition**"}, {"id": "mai-20260917-0922-baseline|c108-s4|moonshot-small|Stytch", "prompt": "c108-s4", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Free tier** (25,000 MAU), then usage-based"}, {"id": "mai-20260917-0922-baseline|c108-s4|openai-small|Clerk", "prompt": "c108-s4", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best customer identity platform is usually **Clerk** or **Amazon Cognito**"}, {"id": "mai-20260917-0922-baseline|c108-s4|openai-small|Amazon Cognito", "prompt": "c108-s4", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Amazon Cognito", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best customer identity platform is usually **Clerk** or **Amazon Cognito**"}, {"id": "mai-20260917-0922-baseline|c108-s4|openai-small|FusionAuth Community", "prompt": "c108-s4", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "FusionAuth Community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want fully free/self-hosted: **FusionAuth Community**"}, {"id": "mai-20260917-0922-baseline|c108-s4|openai-small|Auth0/Okta Customer Identity", "prompt": "c108-s4", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0/Okta Customer Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Usually not the best for a tight budget... generally too expensive for a small company"}, {"id": "mai-20260917-0922-baseline|c108-s4|xai-small|Clerk", "prompt": "c108-s4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Clerk stands out as one of the best customer identity (CIAM) platforms due to its generous free tier"}, {"id": "mai-20260917-0922-baseline|c108-s4|xai-small|Stytch", "prompt": "c108-s4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free Alternatives ... Passwordless-first, no feature gates"}, {"id": "mai-20260917-0922-baseline|c108-s4|xai-small|Supabase Auth", "prompt": "c108-s4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Supabase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "50K MAU | Bundled with free Postgres DB/storage/realtime"}, {"id": "mai-20260917-0922-baseline|c108-s4|xai-small|Firebase Auth", "prompt": "c108-s4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Firebase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mobile-first, Google ecosystem; scales huge."}, {"id": "mai-20260917-0922-baseline|c108-s4|xai-small|Amazon Cognito", "prompt": "c108-s4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Amazon Cognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AWS-native, highly scalable. | AWS-hosted apps."}, {"id": "mai-20260917-0922-baseline|c108-s4|xai-small|Auth0", "prompt": "c108-s4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Essentials from ~$385/mo for more."}, {"id": "mai-20260917-0922-baseline|c108-s4|xai-small|Keycloak", "prompt": "c108-s4", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Self-Host Free Option: Keycloak (open-source) if you want zero vendor costs but manage infra."}, {"id": "mai-20260917-0922-baseline|c108-s4|zai-small|Auth0", "prompt": "c108-s4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Auth0** – Best Overall for Developers"}, {"id": "mai-20260917-0922-baseline|c108-s4|zai-small|Descope", "prompt": "c108-s4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Descope** – Best for \"Free Forever\" MVPs"}, {"id": "mai-20260917-0922-baseline|c108-s4|zai-small|miniOrange", "prompt": "c108-s4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "miniOrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**miniOrange** – Best for Strict Budget & Support"}, {"id": "mai-20260917-0922-baseline|c108-s4|zai-small|FusionAuth", "prompt": "c108-s4", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "budget", "raw": "FusionAuth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**FusionAuth** is a strong open-source alternative, though it requires more technical maintenance than the SaaS options listed above."}, {"id": "mai-20260917-0922-baseline|c108-s5|alibaba-small|Clerk", "prompt": "c108-s5", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a 30-person company, start with **Tier 1 (like Clerk or Auth0)**."}, {"id": "mai-20260917-0922-baseline|c108-s5|alibaba-small|Auth0", "prompt": "c108-s5", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Tier 1 (like Clerk or Auth0)**"}, {"id": "mai-20260917-0922-baseline|c108-s5|alibaba-small|Firebase", "prompt": "c108-s5", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Firebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Examples:* Clerk, Auth0 (Lock-in warning), Firebase. *Pros:* incredibly fast setup, great developer experience"}, {"id": "mai-20260917-0922-baseline|c108-s5|alibaba-small|Okta", "prompt": "c108-s5", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Heavy configuration required. Often overkill for just customer-facing apps. Expensive and complex."}, {"id": "mai-20260917-0922-baseline|c108-s5|alibaba-small|PingIdentity", "prompt": "c108-s5", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "PingIdentity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Often overkill for just customer-facing apps. Expensive and complex."}, {"id": "mai-20260917-0922-baseline|c108-s5|alibaba-small|Azure AD (Entra ID)", "prompt": "c108-s5", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Azure AD (Entra ID)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Heavy configuration required. Often overkill for just customer-facing apps."}, {"id": "mai-20260917-0922-baseline|c108-s5|alibaba-small|Keycloak", "prompt": "c108-s5", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Keycloak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Requires engineering resources.** ... only choose this if you have a dedicated SecOps engineer."}, {"id": "mai-20260917-0922-baseline|c108-s5|alibaba-small|Supabase (GoTrue)", "prompt": "c108-s5", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Supabase (GoTrue)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Requires engineering resources.** You must host it, patch it, secure it, and back it up."}, {"id": "mai-20260917-0922-baseline|c108-s5|deepseek-small|Auth0/Okta", "prompt": "c108-s5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Auth0/Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Modern, dev-friendly, self-serve**: Auth0/Okta, Clerk, WorkOS, Stytch, Supabase Auth, Firebase Auth — good fits for small teams."}, {"id": "mai-20260917-0922-baseline|c108-s5|deepseek-small|Clerk", "prompt": "c108-s5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "WorkOS and Clerk are strong here"}, {"id": "mai-20260917-0922-baseline|c108-s5|deepseek-small|WorkOS", "prompt": "c108-s5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "WorkOS and Clerk are strong here"}, {"id": "mai-20260917-0922-baseline|c108-s5|deepseek-small|Stytch", "prompt": "c108-s5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "modern vendors like Auth0, Clerk, WorkOS, and Stytch make enterprise-grade features accessible at small-team pricing"}, {"id": "mai-20260917-0922-baseline|c108-s5|deepseek-small|Supabase Auth", "prompt": "c108-s5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Supabase Auth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Supabase Auth, Firebase Auth — good fits for small teams"}, {"id": "mai-20260917-0922-baseline|c108-s5|deepseek-small|Firebase Auth", "prompt": "c108-s5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Firebase Auth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Supabase Auth, Firebase Auth — good fits for small teams"}, {"id": "mai-20260917-0922-baseline|c108-s5|deepseek-small|Ping", "prompt": "c108-s5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Ping", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Heavier enterprise CIAM**: Ping, ForgeRock, Azure AD B2C ... usually overkill"}, {"id": "mai-20260917-0922-baseline|c108-s5|deepseek-small|ForgeRock", "prompt": "c108-s5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "ForgeRock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Heavier enterprise CIAM**: Ping, ForgeRock, Azure AD B2C ... usually overkill"}, {"id": "mai-20260917-0922-baseline|c108-s5|deepseek-small|Azure AD B2C", "prompt": "c108-s5", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Azure AD B2C", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Heavier enterprise CIAM**: Ping, ForgeRock, Azure AD B2C ... usually overkill unless you have strict compliance needs"}, {"id": "mai-20260917-0922-baseline|c108-s5|google-small|Clerk", "prompt": "c108-s5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It has the absolute fastest \"time-to-setup.\" Their pre-built UI components are beautiful and require almost zero design effort."}, {"id": "mai-20260917-0922-baseline|c108-s5|google-small|Kinde", "prompt": "c108-s5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Kinde", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: B2B SaaS teams looking for an all-in-one auth and user management system... Their pricing is exceptionally startup-friendly."}, {"id": "mai-20260917-0922-baseline|c108-s5|google-small|WorkOS", "prompt": "c108-s5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Will you need to sell SAML SSO to enterprise clients? If yes, look heavily at **WorkOS**, **Kinde**, or **Frontegg**."}, {"id": "mai-20260917-0922-baseline|c108-s5|google-small|Frontegg", "prompt": "c108-s5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: SaaS companies that want deep end-user self-service."}, {"id": "mai-20260917-0922-baseline|c108-s5|google-small|Auth0 (by Okta)", "prompt": "c108-s5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Auth0 (by Okta)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "For a 30-person company, it often represents a massive overhead of engineering time and cost."}, {"id": "mai-20260917-0922-baseline|c108-s5|google-small|Supabase Auth", "prompt": "c108-s5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Supabase Auth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Teams already building on these backend architectures who want to own their database"}, {"id": "mai-20260917-0922-baseline|c108-s5|google-small|Logto", "prompt": "c108-s5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Logto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-Source & Backend-as-a-Service (To Avoid MAU Costs)"}, {"id": "mai-20260917-0922-baseline|c108-s5|google-small|PocketBase", "prompt": "c108-s5", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "PocketBase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consideration: You will have to build and maintain more of the UI, security compliance, and admin flows yourself."}, {"id": "mai-20260917-0922-baseline|c108-s5|minimax-small|Auth0 (now Okta)", "prompt": "c108-s5", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Auth0 (now Okta)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options to consider: Auth0 (now Okta), Clerk, Fusion Auth, Logto, and LoginRadius all serve the SMB market well."}, {"id": "mai-20260917-0922-baseline|c108-s5|minimax-small|Clerk", "prompt": "c108-s5", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Clerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options to consider: Auth0 (now Okta), Clerk, Fusion Auth, Logto, and LoginRadius all serve the SMB market well."}, {"id": "mai-20260917-0922-baseline|c108-s5|minimax-small|Fusion Auth", "prompt": "c108-s5", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Fusion Auth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options to consider: Auth0 (now Okta), Clerk, Fusion Auth, Logto, and LoginRadius all serve the SMB market well."}, {"id": "mai-20260917-0922-baseline|c108-s5|minimax-small|Logto", "prompt": "c108-s5", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Logto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options to consider: Auth0 (now Okta), Clerk, Fusion Auth, Logto, and LoginRadius all serve the SMB market well."}, {"id": "mai-20260917-0922-baseline|c108-s5|minimax-small|LoginRadius", "prompt": "c108-s5", "model": "minimax-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options to consider: Auth0 (now Okta), Clerk, Fusion Auth, Logto, and LoginRadius all serve the SMB market well."}, {"id": "mai-20260917-0922-baseline|c108-s5|mistral-small|Auth0", "prompt": "c108-s5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| Auth0            | Enterprise, flexibility | Yes        | Extensive features, SDKs     |"}, {"id": "mai-20260917-0922-baseline|c108-s5|mistral-small|Okta", "prompt": "c108-s5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Okta             | Enterprise, SSO         | Yes        | Strong SSO, MFA, integrations|"}, {"id": "mai-20260917-0922-baseline|c108-s5|mistral-small|Clerk", "prompt": "c108-s5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Clerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Clerk            | Startups, dev-friendly  | Yes        | React/Vue SDKs, customizable |"}, {"id": "mai-20260917-0922-baseline|c108-s5|mistral-small|Supabase Auth", "prompt": "c108-s5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Supabase Auth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Supabase Auth    | Open-source, Postgres   | Yes        | Tight Postgres integration   |"}, {"id": "mai-20260917-0922-baseline|c108-s5|mistral-small|Firebase Auth", "prompt": "c108-s5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Firebase Auth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Firebase Auth    | Mobile/web apps         | Yes        | Google ecosystem, easy setup |"}, {"id": "mai-20260917-0922-baseline|c108-s5|mistral-small|Amazon Cognito", "prompt": "c108-s5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Amazon Cognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Amazon Cognito   | AWS users               | Yes        | AWS integration, pay-as-you-go|"}, {"id": "mai-20260917-0922-baseline|c108-s5|mistral-small|WorkOS", "prompt": "c108-s5", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "WorkOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| WorkOS           | B2B SaaS                | Yes        | SSO, SCIM, RBAC              |"}, {"id": "mai-20260917-0922-baseline|c108-s5|moonshot-small|Auth0", "prompt": "c108-s5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Auth0** | Developers & SaaS | Developer flexibility, extensive documentation |"}, {"id": "mai-20260917-0922-baseline|c108-s5|moonshot-small|Okta Customer Identity Cloud", "prompt": "c108-s5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Okta Customer Identity Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Okta Customer Identity Cloud** | Broad integration needs | Reliability, extensive app integrations |"}, {"id": "mai-20260917-0922-baseline|c108-s5|moonshot-small|OneLogin", "prompt": "c108-s5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "OneLogin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **OneLogin** | SMBs & mid-market | Ease of use, quick setup |"}, {"id": "mai-20260917-0922-baseline|c108-s5|moonshot-small|LoginRadius", "prompt": "c108-s5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **LoginRadius** | Marketing-driven teams | Strong consent management |"}, {"id": "mai-20260917-0922-baseline|c108-s5|moonshot-small|Stytch", "prompt": "c108-s5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Stytch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Stytch** | Passwordless-first | Modern passwordless authentication |"}, {"id": "mai-20260917-0922-baseline|c108-s5|moonshot-small|Clerk", "prompt": "c108-s5", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Clerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Clerk** | B2B SaaS | Developer-friendly, fast implementation |"}, {"id": "mai-20260917-0922-baseline|c108-s5|xai-small|Ping Identity", "prompt": "c108-s5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Ping Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid pure enterprise like Ping/Okta full unless B2B-heavy (higher cost/complexity)."}, {"id": "mai-20260917-0922-baseline|c108-s5|xai-small|Auth0", "prompt": "c108-s5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "| **Auth0 (Okta)** | All-around, social/MFA | Free to 7K MAU | 9.0 (mature) |"}, {"id": "mai-20260917-0922-baseline|c108-s5|xai-small|LoginRadius", "prompt": "c108-s5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **LoginRadius** | Secure SMB scaling | Custom SMB quotes | 8.5 (compliance-heavy) |"}, {"id": "mai-20260917-0922-baseline|c108-s5|xai-small|Clerk", "prompt": "c108-s5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Clerk** | SMB SaaS, easy UI components | Free tier; $0.02/MAU | 8.5 (dev-friendly) |"}, {"id": "mai-20260917-0922-baseline|c108-s5|xai-small|Stytch", "prompt": "c108-s5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Stytch** | Passwordless, API-first | Usage-based (~$0.01/action) | 8.0 (simple scaling) |"}, {"id": "mai-20260917-0922-baseline|c108-s5|xai-small|Frontegg", "prompt": "c108-s5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Frontegg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "| **Frontegg** | B2B multi-tenant | $49/mo + MAU | 8.3 (SaaS focus) |"}, {"id": "mai-20260917-0922-baseline|c108-s5|xai-small|WorkOS", "prompt": "c108-s5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "| **WorkOS** | B2B enterprise features lite | Pay-per-use | 8.0 (flexible) |"}, {"id": "mai-20260917-0922-baseline|c108-s5|xai-small|Okta", "prompt": "c108-s5", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "scale", "raw": "Okta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid pure enterprise like Ping/Okta full unless B2B-heavy (higher cost/complexity)."}, {"id": "mai-20260917-0922-baseline|c108-s6|alibaba-small|SailPoint", "prompt": "c108-s6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: These solutions are incredibly expensive (often starting in the $100k+ range annually)."}, {"id": "mai-20260917-0922-baseline|c108-s6|alibaba-small|Oracle Identity Manager", "prompt": "c108-s6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Oracle Identity Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms like SailPoint or Oracle Identity Manager ... designed for *Internal* Employee Identity (IAM), not Customer Identity (CIAM)."}, {"id": "mai-20260917-0922-baseline|c108-s6|alibaba-small|Keycloak", "prompt": "c108-s6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Keycloak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Cautious regarding Resource Commitment... Running Keycloak involves managing server clusters"}, {"id": "mai-20260917-0922-baseline|c108-s6|alibaba-small|Zitadel", "prompt": "c108-s6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Zitadel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Self-Hosted Open Source (Keycloak, Zitadel) Be Cautious regarding Resource Commitment."}, {"id": "mai-20260917-0922-baseline|c108-s6|alibaba-small|Clerk", "prompt": "c108-s6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Clerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often exceeds the subscription cost of a managed service like Auth0 or Clerk"}, {"id": "mai-20260917-0922-baseline|c108-s6|alibaba-small|Azure Active Directory (Microsoft Entra ID)", "prompt": "c108-s6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Azure Active Directory (Microsoft Entra ID)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why to avoid: Azure AD was built for employees logging into Office 365. It is notoriously difficult to customize for *customers*."}, {"id": "mai-20260917-0922-baseline|c108-s6|alibaba-small|Firebase Authentication (Google)", "prompt": "c108-s6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Firebase Authentication (Google)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be Cautious regarding Vendor Lock-in."}, {"id": "mai-20260917-0922-baseline|c108-s6|alibaba-small|Auth0", "prompt": "c108-s6", "model": "alibaba-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be Cautious regarding Billing Models. Auth0 is the market leader and a very good product, but its pricing structure has caught many growing startups off guard."}, {"id": "mai-20260917-0922-baseline|c108-s6|anthropic-small|ForgeRock", "prompt": "c108-s6", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "ForgeRock can be a significant investment, potentially making it less accessible for smaller businesses or startups with limited budgets."}, {"id": "mai-20260917-0922-baseline|c108-s6|anthropic-small|Okta", "prompt": "c108-s6", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Okta, ForgeRock, and Ping Identity were designed for organizations with dedicated identity engineering teams and six-figure identity budgets"}, {"id": "mai-20260917-0922-baseline|c108-s6|anthropic-small|Ping Identity", "prompt": "c108-s6", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "designed for organizations with dedicated identity engineering teams and six-figure identity budgets, built for enterprise procurement cycles"}, {"id": "mai-20260917-0922-baseline|c108-s6|anthropic-small|Auth0", "prompt": "c108-s6", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Auth0's pricing structure... can be a source of complexity and potential cost concerns, with the Enterprise Plan starting around $30,000 USD per year."}, {"id": "mai-20260917-0922-baseline|c108-s6|anthropic-small|Google Cloud Identity", "prompt": "c108-s6", "model": "anthropic-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Google Cloud Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "limited third-party integration in its free tier... might introduce unnecessary complexity compared to more platform-agnostic CIAM solutions"}, {"id": "mai-20260917-0922-baseline|c108-s6|challenger-small|PingOne for Customers", "prompt": "c108-s6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "PingOne for Customers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "implementation may require specialized expertise and be resource-intensive for smaller teams"}, {"id": "mai-20260917-0922-baseline|c108-s6|challenger-small|ForgeRock", "prompt": "c108-s6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "positioned for large enterprises with multi-regulatory compliance, which makes it a poor fit for most small businesses"}, {"id": "mai-20260917-0922-baseline|c108-s6|challenger-small|Okta Customer Identity Cloud/Auth0", "prompt": "c108-s6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta Customer Identity Cloud/Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "advanced customization and enterprise features can increase cost at scale, and smaller teams can overbuild with it"}, {"id": "mai-20260917-0922-baseline|c108-s6|challenger-small|OneLogin Customer Identity", "prompt": "c108-s6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "OneLogin Customer Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "best for migration from legacy CIAM systems, so it is less attractive if you are starting from scratch as a small business"}, {"id": "mai-20260917-0922-baseline|c108-s6|challenger-small|Microsoft Entra / Azure Active Directory-style service CIAM", "prompt": "c108-s6", "model": "challenger-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Microsoft Entra / Azure Active Directory-style service CIAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the tradeoff is a more complex setup that is often better suited to businesses with stronger identity management needs"}, {"id": "mai-20260917-0922-baseline|c108-s6|deepseek-small|Auth0 / Okta Customer Identity Cloud", "prompt": "c108-s6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0 / Okta Customer Identity Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid unless you have a clear, predictable revenue model and a dedicated developer"}, {"id": "mai-20260917-0922-baseline|c108-s6|deepseek-small|Amazon Cognito", "prompt": "c108-s6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Amazon Cognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Only suitable if your entire application is already deeply embedded in AWS ... Otherwise, avoid."}, {"id": "mai-20260917-0922-baseline|c108-s6|deepseek-small|Microsoft Entra External ID (formerly Azure AD B2C)", "prompt": "c108-s6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Microsoft Entra External ID (formerly Azure AD B2C)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Verdict:** Avoid unless your business is already standardized on Microsoft infrastructure"}, {"id": "mai-20260917-0922-baseline|c108-s6|deepseek-small|Ping Identity / ForgeRock", "prompt": "c108-s6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Ping Identity / ForgeRock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Verdict:** Avoid entirely unless you have a sudden enterprise requirement"}, {"id": "mai-20260917-0922-baseline|c108-s6|deepseek-small|Thales OneWelcome", "prompt": "c108-s6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Thales OneWelcome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "these are enterprise-only products ... Avoid entirely"}, {"id": "mai-20260917-0922-baseline|c108-s6|deepseek-small|Self-Hosted Keycloak (Community Edition)", "prompt": "c108-s6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Self-Hosted Keycloak (Community Edition)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Verdict:** Avoid unless you have a senior identity engineer on staff"}, {"id": "mai-20260917-0922-baseline|c108-s6|deepseek-small|WorkOS", "prompt": "c108-s6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "WorkOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**WorkOS** — Great for B2B SaaS adding enterprise SSO/SCIM. Free up to 1M MAUs; transparent per-connection pricing."}, {"id": "mai-20260917-0922-baseline|c108-s6|deepseek-small|MojoAuth", "prompt": "c108-s6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "MojoAuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Low-cost, passwordless-first, developer-friendly. Built explicitly for startups."}, {"id": "mai-20260917-0922-baseline|c108-s6|deepseek-small|FusionAuth (SaaS hosting)", "prompt": "c108-s6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "FusionAuth (SaaS hosting)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Transparent flat pricing, user-friendly, scales to mid-market."}, {"id": "mai-20260917-0922-baseline|c108-s6|deepseek-small|Stytch", "prompt": "c108-s6", "model": "deepseek-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "API-first, strong passwordless and passkey support, predictable usage-based pricing."}, {"id": "mai-20260917-0922-baseline|c108-s6|google-small|Ping Identity / ForgeRock", "prompt": "c108-s6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Ping Identity / ForgeRock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid entirely. They will drain your budget and stall your roadmap."}, {"id": "mai-20260917-0922-baseline|c108-s6|google-small|IBM Security Verify", "prompt": "c108-s6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "IBM Security Verify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Completely: Enterprise Giants (Ping Identity / ForgeRock, IBM Security Verify)"}, {"id": "mai-20260917-0922-baseline|c108-s6|google-small|Auth0", "prompt": "c108-s6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Highly Cautious: Auth0 (by Okta Customer Identity Cloud)"}, {"id": "mai-20260917-0922-baseline|c108-s6|google-small|AWS Cognito", "prompt": "c108-s6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "AWS Cognito", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid AWS Cognito unless you have dedicated, senior cloud engineers"}, {"id": "mai-20260917-0922-baseline|c108-s6|google-small|Microsoft Entra External ID", "prompt": "c108-s6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Microsoft Entra External ID", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid it unless you are deeply embedded in the Microsoft stack"}, {"id": "mai-20260917-0922-baseline|c108-s6|google-small|Keycloak", "prompt": "c108-s6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Keycloak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be Cautious of the \"Self-Hosting Trap\" (e.g., Keycloak)"}, {"id": "mai-20260917-0922-baseline|c108-s6|google-small|Clerk", "prompt": "c108-s6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Look at platforms like **Clerk**, **Kinde**, **WorkOS**, or **Descope**"}, {"id": "mai-20260917-0922-baseline|c108-s6|google-small|Kinde", "prompt": "c108-s6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Kinde", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look at platforms like **Clerk**, **Kinde**, **WorkOS**, or **Descope**"}, {"id": "mai-20260917-0922-baseline|c108-s6|google-small|WorkOS", "prompt": "c108-s6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look at platforms like **Clerk**, **Kinde**, **WorkOS**, or **Descope**"}, {"id": "mai-20260917-0922-baseline|c108-s6|google-small|Descope", "prompt": "c108-s6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Descope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look at platforms like **Clerk**, **Kinde**, **WorkOS**, or **Descope**"}, {"id": "mai-20260917-0922-baseline|c108-s6|google-small|Supabase Auth", "prompt": "c108-s6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Supabase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For simple B2C applications: Look at **Supabase Auth** or **Firebase Auth**"}, {"id": "mai-20260917-0922-baseline|c108-s6|google-small|Firebase Auth", "prompt": "c108-s6", "model": "google-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Firebase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "For simple B2C applications: Look at **Supabase Auth** or **Firebase Auth**"}, {"id": "mai-20260917-0922-baseline|c108-s6|meta-small|LoginRadius", "prompt": "c108-s6", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "LoginRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some platforms that may be suitable for small businesses include LoginRadius, Twilio Segment, mParticle, Tealium AudienceStream, Auth0, and Amazon Cognito."}, {"id": "mai-20260917-0922-baseline|c108-s6|meta-small|Twilio Segment", "prompt": "c108-s6", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some platforms that may be suitable for small businesses include LoginRadius, Twilio Segment, mParticle..."}, {"id": "mai-20260917-0922-baseline|c108-s6|meta-small|mParticle", "prompt": "c108-s6", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "mParticle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some platforms that may be suitable for small businesses include ... mParticle, Tealium AudienceStream"}, {"id": "mai-20260917-0922-baseline|c108-s6|meta-small|Tealium AudienceStream", "prompt": "c108-s6", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Tealium AudienceStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "may be suitable for small businesses include ... Tealium AudienceStream, Auth0, and Amazon Cognito"}, {"id": "mai-20260917-0922-baseline|c108-s6|meta-small|Auth0", "prompt": "c108-s6", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "may be suitable for small businesses include ... Auth0, and Amazon Cognito"}, {"id": "mai-20260917-0922-baseline|c108-s6|meta-small|Amazon Cognito", "prompt": "c108-s6", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Amazon Cognito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "may be suitable for small businesses include ... Auth0, and Amazon Cognito"}, {"id": "mai-20260917-0922-baseline|c108-s6|meta-small|Okta", "prompt": "c108-s6", "model": "meta-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Okta may not be a good fit for very small teams due to its annual minimum commitment of $1,500"}, {"id": "mai-20260917-0922-baseline|c108-s6|mistral-small|Okta", "prompt": "c108-s6", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should be cautious about or avoid the following types of customer identity platforms: **Enterprise-focused CIAM platforms** ... such as Okta (for customer use cases)"}, {"id": "mai-20260917-0922-baseline|c108-s6|mistral-small|Microsoft Entra ID (Azure AD)", "prompt": "c108-s6", "model": "mistral-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Microsoft Entra ID (Azure AD) when used outside their core workforce identity scope ... Avoid enterprise CIAM platforms with high minimums or complexity"}, {"id": "mai-20260917-0922-baseline|c108-s6|moonshot-small|Auth0 (Okta Customer Identity Cloud)", "prompt": "c108-s6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0 (Okta Customer Identity Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why be cautious: Unpredictable pricing: Reports of bills increasing 15x"}, {"id": "mai-20260917-0922-baseline|c108-s6|moonshot-small|Okta Workforce Identity", "prompt": "c108-s6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta Workforce Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why be cautious: Expensive for small teams"}, {"id": "mai-20260917-0922-baseline|c108-s6|moonshot-small|Ping Identity / ForgeRock", "prompt": "c108-s6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Ping Identity / ForgeRock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why avoid for small businesses: High minimum commitments"}, {"id": "mai-20260917-0922-baseline|c108-s6|moonshot-small|IBM Verify CIAM", "prompt": "c108-s6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "IBM Verify CIAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why be cautious: Complex setup"}, {"id": "mai-20260917-0922-baseline|c108-s6|moonshot-small|Clerk", "prompt": "c108-s6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Clerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Clerk - Developer-friendly with transparent pricing"}, {"id": "mai-20260917-0922-baseline|c108-s6|moonshot-small|Stytch", "prompt": "c108-s6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Stytch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stytch - Built for startups and SMBs"}, {"id": "mai-20260917-0922-baseline|c108-s6|moonshot-small|Firebase Auth", "prompt": "c108-s6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Firebase Auth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Firebase Auth - Free tier, scales with Google Cloud"}, {"id": "mai-20260917-0922-baseline|c108-s6|moonshot-small|WorkOS", "prompt": "c108-s6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "WorkOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "WorkOS - Flat-rate pricing for B2B SaaS"}, {"id": "mai-20260917-0922-baseline|c108-s6|moonshot-small|SSOJet", "prompt": "c108-s6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "SSOJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SSOJet - Purpose-built for smaller SaaS companies"}, {"id": "mai-20260917-0922-baseline|c108-s6|moonshot-small|Keycloak/Authentik", "prompt": "c108-s6", "model": "moonshot-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Keycloak/Authentik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Keycloak/Authentik - Open-source options if you have technical capacity"}, {"id": "mai-20260917-0922-baseline|c108-s6|openai-small|Okta", "prompt": "c108-s6", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "users often find it **expensive** and **complex to set up/policy-configure**, which can be a poor fit for smaller orgs"}, {"id": "mai-20260917-0922-baseline|c108-s6|openai-small|Auth0", "prompt": "c108-s6", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "small businesses should watch for **cost creep** and **feature gating** around enterprise capabilities"}, {"id": "mai-20260917-0922-baseline|c108-s6|openai-small|Descope", "prompt": "c108-s6", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Descope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "worth evaluating carefully ... may move you into higher-cost plans"}, {"id": "mai-20260917-0922-baseline|c108-s6|openai-small|Amazon Cognito", "prompt": "c108-s6", "model": "openai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Amazon Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "small teams should be cautious if they need a polished out-of-the-box admin experience"}, {"id": "mai-20260917-0922-baseline|c108-s6|xai-small|Okta (CIAM/Universal Platform)", "prompt": "c108-s6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta (CIAM/Universal Platform)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "$1,500+ annual minimum commitment makes it unviable for teams under 15-20 users/MAUs"}, {"id": "mai-20260917-0922-baseline|c108-s6|xai-small|Ping Identity", "prompt": "c108-s6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-heavy, with complex customization, high setup costs"}, {"id": "mai-20260917-0922-baseline|c108-s6|xai-small|ForgeRock (now PingOne)", "prompt": "c108-s6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "ForgeRock (now PingOne)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reviews highlight it as overkill unless you have dedicated identity engineers."}, {"id": "mai-20260917-0922-baseline|c108-s6|xai-small|SailPoint", "prompt": "c108-s6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "dismissed as \"complete overkill\" for small businesses"}, {"id": "mai-20260917-0922-baseline|c108-s6|xai-small|Saviynt", "prompt": "c108-s6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Saviynt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "dismissed as \"complete overkill\" for small businesses"}, {"id": "mai-20260917-0922-baseline|c108-s6|xai-small|Google Cloud Identity (Premium Tiers)", "prompt": "c108-s6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Google Cloud Identity (Premium Tiers)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Steep pricing for advanced security/features needed by SMBs, difficult learning curve"}, {"id": "mai-20260917-0922-baseline|c108-s6|xai-small|Persona", "prompt": "c108-s6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Persona", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "unreliable verification like in Persona reviews"}, {"id": "mai-20260917-0922-baseline|c108-s6|xai-small|Twilio Segment", "prompt": "c108-s6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Twilio Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Overly complex for needs: Full CDPs or identity graphs (e.g., Twilio Segment, mParticle) if you just need basic auth"}, {"id": "mai-20260917-0922-baseline|c108-s6|xai-small|mParticle", "prompt": "c108-s6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "mParticle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Full CDPs or identity graphs (e.g., Twilio Segment, mParticle) if you just need basic auth—opt for lighter tools instead"}, {"id": "mai-20260917-0922-baseline|c108-s6|xai-small|Auth0", "prompt": "c108-s6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Safer bets for SMBs: Platforms like Auth0 (generous free tier, developer-friendly)"}, {"id": "mai-20260917-0922-baseline|c108-s6|xai-small|Amazon Cognito", "prompt": "c108-s6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Amazon Cognito", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Amazon Cognito (cloud-native, pay-as-you-go)"}, {"id": "mai-20260917-0922-baseline|c108-s6|xai-small|Stytch/Clerk", "prompt": "c108-s6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Stytch/Clerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Stytch/Clerk (passwordless focus, easy SDKs)"}, {"id": "mai-20260917-0922-baseline|c108-s6|xai-small|LoginRadius", "prompt": "c108-s6", "model": "xai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "LoginRadius (SMB-scaled pricing/security)"}, {"id": "mai-20260917-0922-baseline|c108-s6|zai-small|ForgeRock", "prompt": "c108-s6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "ForgeRock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "notoriously difficult to configure, requires deep technical expertise, and is not designed for rapid deployment by small teams"}, {"id": "mai-20260917-0922-baseline|c108-s6|zai-small|Ping Identity", "prompt": "c108-s6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Ping Identity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "It is a heavy, complex infrastructure platform... you will likely struggle to set this up or maintain it."}, {"id": "mai-20260917-0922-baseline|c108-s6|zai-small|CyberArk", "prompt": "c108-s6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "For a small business, this is excessive security that adds no value to your customer experience."}, {"id": "mai-20260917-0922-baseline|c108-s6|zai-small|OneLogin", "prompt": "c108-s6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "OneLogin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "\"less ideal if your main problem is customer authentication for a consumer app.\""}, {"id": "mai-20260917-0922-baseline|c108-s6|zai-small|Okta", "prompt": "c108-s6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Their Customer Identity Cloud is powerful but expensive and complex."}, {"id": "mai-20260917-0922-baseline|c108-s6|zai-small|Auth0", "prompt": "c108-s6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Auth0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Auth0 can become a nightmare of debugging custom rules and maintenance"}, {"id": "mai-20260917-0922-baseline|c108-s6|zai-small|Microsoft Entra External ID (formerly Azure AD B2C)", "prompt": "c108-s6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Microsoft Entra External ID (formerly Azure AD B2C)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "this platform forces you into a Microsoft dependency that may not fit your workflow"}, {"id": "mai-20260917-0922-baseline|c108-s6|zai-small|Descope", "prompt": "c108-s6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Descope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "look for \"Developer-First\" or \"No-Code\" Identity Platforms such as Descope, Supabase Auth, or Firebase Authentication"}, {"id": "mai-20260917-0922-baseline|c108-s6|zai-small|Supabase Auth", "prompt": "c108-s6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Supabase Auth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "such as Descope, Supabase Auth, or Firebase Authentication. These are designed specifically for small teams"}, {"id": "mai-20260917-0922-baseline|c108-s6|zai-small|Firebase Authentication", "prompt": "c108-s6", "model": "zai-small", "cat": "customer-identity-and-access-management", "variant": "negative", "raw": "Firebase Authentication", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "such as Descope, Supabase Auth, or Firebase Authentication. These are designed specifically for small teams"}, {"id": "mai-20260917-0922-baseline|c109-l1|alibaba-small|Keeper Security", "prompt": "c109-l1", "model": "alibaba-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Keeper is widely considered the gold standard for complex enterprise environments."}, {"id": "mai-20260917-0922-baseline|c109-l1|alibaba-small|1Password", "prompt": "c109-l1", "model": "alibaba-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "1Password strikes the best balance between security and usability."}, {"id": "mai-20260917-0922-baseline|c109-l1|alibaba-small|NordPass", "prompt": "c109-l1", "model": "alibaba-small", "cat": "business-password-managers", "variant": "direct", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "NordPass has emerged as a strong all-rounder for small-to-medium enterprises"}, {"id": "mai-20260917-0922-baseline|c109-l1|alibaba-small|Dashlane", "prompt": "c109-l1", "model": "alibaba-small", "cat": "business-password-managers", "variant": "direct", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Dark Web Monitoring & Flexibility"}, {"id": "mai-20260917-0922-baseline|c109-l1|alibaba-small|Bitwarden", "prompt": "c109-l1", "model": "alibaba-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want the **lowest cost** with solid security: Choose **Bitwarden**."}, {"id": "mai-20260917-0922-baseline|c109-l1|anthropic-small|1Password Business", "prompt": "c109-l1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1Password Business** - Known for strong security, user-friendly interface, and excellent team collaboration features."}, {"id": "mai-20260917-0922-baseline|c109-l1|anthropic-small|Dashlane Business", "prompt": "c109-l1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "Dashlane Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides advanced security features, compliance certifications (SOC 2, ISO 27001), and detailed activity monitoring."}, {"id": "mai-20260917-0922-baseline|c109-l1|anthropic-small|Bitwarden", "prompt": "c109-l1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source option offering flexibility, self-hosting capabilities, and competitive pricing."}, {"id": "mai-20260917-0922-baseline|c109-l1|anthropic-small|LastPass Enterprise", "prompt": "c109-l1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "LastPass Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it has faced security scrutiny in recent years"}, {"id": "mai-20260917-0922-baseline|c109-l1|anthropic-small|Keeper Enterprise", "prompt": "c109-l1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong focus on compliance and security certifications, good for regulated industries"}, {"id": "mai-20260917-0922-baseline|c109-l1|anthropic-small|Microsoft Entra ID (Azure AD) with Credential Manager", "prompt": "c109-l1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "Microsoft Entra ID (Azure AD) with Credential Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good if you're already in the Microsoft ecosystem, integrating with your existing infrastructure."}, {"id": "mai-20260917-0922-baseline|c109-l1|challenger-small|1Password Business", "prompt": "c109-l1", "model": "challenger-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around choice is usually **1Password Business** or **Bitwarden Business**"}, {"id": "mai-20260917-0922-baseline|c109-l1|challenger-small|Bitwarden Business", "prompt": "c109-l1", "model": "challenger-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bitwarden** for the best price-to-capability ratio and deployment flexibility"}, {"id": "mai-20260917-0922-baseline|c109-l1|challenger-small|Keeper Business", "prompt": "c109-l1", "model": "challenger-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for compliance-heavy or regulated environments:** **Keeper Business**"}, {"id": "mai-20260917-0922-baseline|c109-l1|challenger-small|NordPass Business", "prompt": "c109-l1", "model": "challenger-small", "cat": "business-password-managers", "variant": "direct", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best budget option:** **NordPass Business**"}, {"id": "mai-20260917-0922-baseline|c109-l1|deepseek-small|Keeper", "prompt": "c109-l1", "model": "deepseek-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Keeper** is the safest, most feature-rich choice."}, {"id": "mai-20260917-0922-baseline|c109-l1|deepseek-small|1Password", "prompt": "c109-l1", "model": "deepseek-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1Password** offers the best UX and developer support."}, {"id": "mai-20260917-0922-baseline|c109-l1|deepseek-small|Dashlane", "prompt": "c109-l1", "model": "deepseek-small", "cat": "business-password-managers", "variant": "direct", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dashlane — Best for Cross-Platform & Privacy Bundles ... Good mid-market choice"}, {"id": "mai-20260917-0922-baseline|c109-l1|deepseek-small|Bitwarden", "prompt": "c109-l1", "model": "deepseek-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bitwarden** is excellent value."}, {"id": "mai-20260917-0922-baseline|c109-l1|google-small|1Password Business", "prompt": "c109-l1", "model": "google-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for User Adoption, Developer Teams, and SaaS Visibility"}, {"id": "mai-20260917-0922-baseline|c109-l1|google-small|Bitwarden Enterprise", "prompt": "c109-l1", "model": "google-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Open-Source Transparency, Budget, and Self-Hosting"}, {"id": "mai-20260917-0922-baseline|c109-l1|google-small|Keeper Enterprise", "prompt": "c109-l1", "model": "google-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for GovTech B2B, Government Compliance, and Privileged Access"}, {"id": "mai-20260917-0922-baseline|c109-l1|google-small|Dashlane", "prompt": "c109-l1", "model": "google-small", "cat": "business-password-managers", "variant": "direct", "raw": "Dashlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unlike 1Password and Dashlane, Bitwarden allows enterprises to host their vault database entirely on-premises"}, {"id": "mai-20260917-0922-baseline|c109-l1|meta-small|Bitwarden Business", "prompt": "c109-l1", "model": "meta-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best business password manager for an enterprise B2B company is Bitwarden Business, which is considered the top pick"}, {"id": "mai-20260917-0922-baseline|c109-l1|meta-small|Keeper", "prompt": "c109-l1", "model": "meta-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include Keeper, NordPass, and Zoho Vault"}, {"id": "mai-20260917-0922-baseline|c109-l1|meta-small|NordPass", "prompt": "c109-l1", "model": "meta-small", "cat": "business-password-managers", "variant": "direct", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable options include Keeper, NordPass, and Zoho Vault"}, {"id": "mai-20260917-0922-baseline|c109-l1|meta-small|Zoho Vault", "prompt": "c109-l1", "model": "meta-small", "cat": "business-password-managers", "variant": "direct", "raw": "Zoho Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other notable options include Keeper, NordPass, and Zoho Vault"}, {"id": "mai-20260917-0922-baseline|c109-l1|minimax-small|Keeper", "prompt": "c109-l1", "model": "minimax-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Keeper** - Best Overall Enterprise Password Manager"}, {"id": "mai-20260917-0922-baseline|c109-l1|minimax-small|1Password Business", "prompt": "c109-l1", "model": "minimax-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose 1Password** if user adoption and ease of use are priorities"}, {"id": "mai-20260917-0922-baseline|c109-l1|minimax-small|Bitwarden Enterprise", "prompt": "c109-l1", "model": "minimax-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Bitwarden** if you need compliance certifications (FedRAMP, CMMC) or want self-hosting options"}, {"id": "mai-20260917-0922-baseline|c109-l1|minimax-small|Dashlane", "prompt": "c109-l1", "model": "minimax-small", "cat": "business-password-managers", "variant": "direct", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Dashlane** - Best for Feature Depth"}, {"id": "mai-20260917-0922-baseline|c109-l1|mistral-small|Bitwarden Business", "prompt": "c109-l1", "model": "mistral-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need the best balance of price, features, and compliance, choose **Bitwarden Business**."}, {"id": "mai-20260917-0922-baseline|c109-l1|mistral-small|1Password Business", "prompt": "c109-l1", "model": "mistral-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for larger budgets and teams that prioritize user experience and adoption."}, {"id": "mai-20260917-0922-baseline|c109-l1|mistral-small|Keeper Business", "prompt": "c109-l1", "model": "mistral-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For strong compliance and Microsoft integration, consider **Keeper Business**."}, {"id": "mai-20260917-0922-baseline|c109-l1|mistral-small|Dashlane Business", "prompt": "c109-l1", "model": "mistral-small", "cat": "business-password-managers", "variant": "direct", "raw": "Dashlane Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Notable for including a built-in VPN with business plans... but is slightly more expensive ($8/user/month)."}, {"id": "mai-20260917-0922-baseline|c109-l1|moonshot-small|1Password", "prompt": "c109-l1", "model": "moonshot-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. 1Password** — *Best Overall for Enterprise*"}, {"id": "mai-20260917-0922-baseline|c109-l1|moonshot-small|Bitwarden", "prompt": "c109-l1", "model": "moonshot-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Bitwarden** if you want cost-efficiency, open-source transparency, or need self-hosting"}, {"id": "mai-20260917-0922-baseline|c109-l1|moonshot-small|Keeper Security", "prompt": "c109-l1", "model": "moonshot-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Keeper** if you're in a highly regulated industry"}, {"id": "mai-20260917-0922-baseline|c109-l1|openai-small|Bitwarden Enterprise", "prompt": "c109-l1", "model": "openai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single default recommendation, **Bitwarden Enterprise** is a very strong choice"}, {"id": "mai-20260917-0922-baseline|c109-l1|openai-small|1Password Business", "prompt": "c109-l1", "model": "openai-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose 1Password** if user adoption and UX are your top priority."}, {"id": "mai-20260917-0922-baseline|c109-l1|openai-small|Keeper Enterprise", "prompt": "c109-l1", "model": "openai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Keeper** if your security team wants a heavier, highly managed admin/compliance posture."}, {"id": "mai-20260917-0922-baseline|c109-l1|xai-small|Keeper", "prompt": "c109-l1", "model": "xai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Keeper** edges out as the balanced \"best overall\" for security, scalability, and enterprise features"}, {"id": "mai-20260917-0922-baseline|c109-l1|xai-small|1Password", "prompt": "c109-l1", "model": "xai-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If UX/adoption matters most**: Go **1Password**"}, {"id": "mai-20260917-0922-baseline|c109-l1|xai-small|Bitwarden", "prompt": "c109-l1", "model": "xai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget/self-hosting**: **Bitwarden** (open-source transparency wins G2 enterprise reviews)"}, {"id": "mai-20260917-0922-baseline|c109-l1|xai-small|Dashlane", "prompt": "c109-l1", "model": "xai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Dashlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Less standout in enterprise scale vs. leaders."}, {"id": "mai-20260917-0922-baseline|c109-l1|xai-small|LastPass", "prompt": "c109-l1", "model": "xai-small", "cat": "business-password-managers", "variant": "direct", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "LastPass lags post-breaches"}, {"id": "mai-20260917-0922-baseline|c109-l1|zai-small|Keeper Security", "prompt": "c109-l1", "model": "zai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Keeper Security** \\u2013 full\\u2011featured vault, integrated Secrets Manager, self\\u2011hosted, FedRAMP\\u2011aligned, strong audit & breach\\u2011watch."}, {"id": "mai-20260917-0922-baseline|c109-l1|zai-small|Bitwarden Enterprise", "prompt": "c109-l1", "model": "zai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitwarden Enterprise** \\u2013 open\\u2011source, self\\u2011hostable, SSO/SCIM, SIEM, low per\\u2011seat price, excellent compliance posture."}, {"id": "mai-20260917-0922-baseline|c109-l1|zai-small|1Password Business", "prompt": "c109-l1", "model": "zai-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**1Password Business** \\u2013 polished UI, high adoption, strong security, but higher price and no self\\u2011hosting."}, {"id": "mai-20260917-0922-baseline|c109-l1|zai-small|Dashlane Teams", "prompt": "c109-l1", "model": "zai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Dashlane Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Dashlane Teams** \\u2013 easy onboarding, advanced form\\u2011filling, SSO, good for Microsoft 365 & Google Workspace."}, {"id": "mai-20260917-0922-baseline|c109-l1|zai-small|NordPass Business", "prompt": "c109-l1", "model": "zai-small", "cat": "business-password-managers", "variant": "direct", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**NordPass Business** \\u2013 breach scanning, SSO, Google Workspace integration, clear pricing, good for SMBs."}, {"id": "mai-20260917-0922-baseline|c109-l1|zai-small|LastPass Business", "prompt": "c109-l1", "model": "zai-small", "cat": "business-password-managers", "variant": "direct", "raw": "LastPass Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Past breach; security posture less favored in 2024\\u20112026 reviews"}, {"id": "mai-20260917-0922-baseline|c109-l2|alibaba-small|1Password (Enterprise Tier)", "prompt": "c109-l2", "model": "alibaba-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password (Enterprise Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Experience: **1Password (Enterprise Tier)** ... currently the market leader for user adoption and satisfaction."}, {"id": "mai-20260917-0922-baseline|c109-l2|alibaba-small|Bitwarden (Business/Enterprise)", "prompt": "c109-l2", "model": "alibaba-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden (Business/Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for High-Volume & Budget: **Bitwarden (Business/Enterprise)**"}, {"id": "mai-20260917-0922-baseline|c109-l2|alibaba-small|Keeper", "prompt": "c109-l2", "model": "alibaba-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Strict Security Controls: **Keeper**"}, {"id": "mai-20260917-0922-baseline|c109-l2|anthropic-small|1Password Business", "prompt": "c109-l2", "model": "anthropic-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**1Password Business** - Strong enterprise features, good integration support"}, {"id": "mai-20260917-0922-baseline|c109-l2|anthropic-small|LastPass Enterprise", "prompt": "c109-l2", "model": "anthropic-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "LastPass Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Wide adoption in enterprise, though has had security concerns"}, {"id": "mai-20260917-0922-baseline|c109-l2|anthropic-small|Dashlane Business", "prompt": "c109-l2", "model": "anthropic-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Dashlane Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focus on security with strong audit trails"}, {"id": "mai-20260917-0922-baseline|c109-l2|anthropic-small|Keeper Business", "prompt": "c109-l2", "model": "anthropic-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise-grade security and compliance features"}, {"id": "mai-20260917-0922-baseline|c109-l2|anthropic-small|Bitwarden", "prompt": "c109-l2", "model": "anthropic-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source option with self-hosted capabilities"}, {"id": "mai-20260917-0922-baseline|c109-l2|challenger-small|1Password Business/Enterprise", "prompt": "c109-l2", "model": "challenger-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business/Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **1Password Business/Enterprise** as the default choice"}, {"id": "mai-20260917-0922-baseline|c109-l2|challenger-small|Keeper Enterprise", "prompt": "c109-l2", "model": "challenger-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong for regulated industries and compliance-focused deployments"}, {"id": "mai-20260917-0922-baseline|c109-l2|challenger-small|CyberArk", "prompt": "c109-l2", "model": "challenger-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when you need full privileged access management"}, {"id": "mai-20260917-0922-baseline|c109-l2|challenger-small|Bitwarden Enterprise", "prompt": "c109-l2", "model": "challenger-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you want a simpler, cost-conscious option"}, {"id": "mai-20260917-0922-baseline|c109-l2|challenger-small|Securden Password Vault", "prompt": "c109-l2", "model": "challenger-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Securden Password Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "appears repeatedly in 2026 rankings as a strong enterprise option"}, {"id": "mai-20260917-0922-baseline|c109-l2|deepseek-small|Keeper Security", "prompt": "c109-l2", "model": "deepseek-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Keeper Security** (Enterprise tier)"}, {"id": "mai-20260917-0922-baseline|c109-l2|deepseek-small|1Password", "prompt": "c109-l2", "model": "deepseek-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If **employee adoption and developer experience** matter most and you're okay with cloud-only, **1Password** is excellent."}, {"id": "mai-20260917-0922-baseline|c109-l2|deepseek-small|Bitwarden", "prompt": "c109-l2", "model": "deepseek-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need **open-source transparency or self-hosting**, choose **Bitwarden**."}, {"id": "mai-20260917-0922-baseline|c109-l2|deepseek-small|Dashlane", "prompt": "c109-l2", "model": "deepseek-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Dashlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong SSO/SCIM, good UI, but less of a \"pure\" enterprise governance tool"}, {"id": "mai-20260917-0922-baseline|c109-l2|deepseek-small|NordPass", "prompt": "c109-l2", "model": "deepseek-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Often ranked #1 overall for business; good admin dashboard and compliance"}, {"id": "mai-20260917-0922-baseline|c109-l2|google-small|1Password Business / Enterprise", "prompt": "c109-l2", "model": "google-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business / Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for high employee adoption, developer-heavy environments, and polished UX."}, {"id": "mai-20260917-0922-baseline|c109-l2|google-small|Keeper Enterprise", "prompt": "c109-l2", "model": "google-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for highly regulated B2B companies requiring maximum security, strict compliance"}, {"id": "mai-20260917-0922-baseline|c109-l2|google-small|Bitwarden Enterprise", "prompt": "c109-l2", "model": "google-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for open-source transparency, self-hosting requirements, and cost-efficiency."}, {"id": "mai-20260917-0922-baseline|c109-l2|google-small|LastPass", "prompt": "c109-l2", "model": "google-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid **LastPass**... a series of major, highly publicized security breaches"}, {"id": "mai-20260917-0922-baseline|c109-l2|meta-small|Keeper", "prompt": "c109-l2", "model": "meta-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best team password vault for a large B2B company with thousands of employees would be Keeper, TeamPassword, or Bitwarden"}, {"id": "mai-20260917-0922-baseline|c109-l2|meta-small|TeamPassword", "prompt": "c109-l2", "model": "meta-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "TeamPassword", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be Keeper, TeamPassword, or Bitwarden, as they are highly rated"}, {"id": "mai-20260917-0922-baseline|c109-l2|meta-small|Bitwarden", "prompt": "c109-l2", "model": "meta-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be Keeper, TeamPassword, or Bitwarden, as they are highly rated"}, {"id": "mai-20260917-0922-baseline|c109-l2|minimax-small|Bitwarden Business", "prompt": "c109-l2", "model": "minimax-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Bitwarden Business** as the top choice"}, {"id": "mai-20260917-0922-baseline|c109-l2|minimax-small|Keeper", "prompt": "c109-l2", "model": "minimax-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Keeper** - Best overall enterprise password manager ($2/user/month)"}, {"id": "mai-20260917-0922-baseline|c109-l2|minimax-small|1Password Business", "prompt": "c109-l2", "model": "minimax-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**1Password Business** - Premium UX choice ($2.99/user/month)"}, {"id": "mai-20260917-0922-baseline|c109-l2|minimax-small|Safeguard by One Identity", "prompt": "c109-l2", "model": "minimax-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Safeguard by One Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your company operates in a highly regulated industry ... consider **Safeguard by One Identity** instead"}, {"id": "mai-20260917-0922-baseline|c109-l2|minimax-small|NordPass Business", "prompt": "c109-l2", "model": "minimax-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**NordPass Business** - Wins on price ($3.69/user/month)"}, {"id": "mai-20260917-0922-baseline|c109-l2|mistral-small|TeamPassword", "prompt": "c109-l2", "model": "mistral-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "TeamPassword", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Highlighted as the best overall for team-first adoption"}, {"id": "mai-20260917-0922-baseline|c109-l2|mistral-small|1Password", "prompt": "c109-l2", "model": "mistral-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**1Password** or **Keeper Security** are top choices due to their scalability, enterprise features, and strong security"}, {"id": "mai-20260917-0922-baseline|c109-l2|mistral-small|Keeper Security", "prompt": "c109-l2", "model": "mistral-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**1Password** or **Keeper Security** are top choices"}, {"id": "mai-20260917-0922-baseline|c109-l2|mistral-small|Bitwarden", "prompt": "c109-l2", "model": "mistral-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For organizations that value open-source or self-hosting, **Bitwarden** is an excellent option."}, {"id": "mai-20260917-0922-baseline|c109-l2|mistral-small|Safeguard by One Identity", "prompt": "c109-l2", "model": "mistral-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Safeguard by One Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Recommended for large, regulated enterprises needing centralized privileged-access control"}, {"id": "mai-20260917-0922-baseline|c109-l2|moonshot-small|1Password Business/Enterprise", "prompt": "c109-l2", "model": "moonshot-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business/Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **1Password Business/Enterprise**"}, {"id": "mai-20260917-0922-baseline|c109-l2|moonshot-small|Bitwarden Enterprise", "prompt": "c109-l2", "model": "moonshot-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Bitwarden Enterprise**"}, {"id": "mai-20260917-0922-baseline|c109-l2|moonshot-small|Keeper Security", "prompt": "c109-l2", "model": "moonshot-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compliance-heavy industries (healthcare, finance) | Strong compliance features"}, {"id": "mai-20260917-0922-baseline|c109-l2|moonshot-small|Dashlane Business", "prompt": "c109-l2", "model": "moonshot-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Dashlane Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher cost, less enterprise-focused"}, {"id": "mai-20260917-0922-baseline|c109-l2|moonshot-small|LastPass", "prompt": "c109-l2", "model": "moonshot-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Generally not recommended | Multiple security incidents in recent years"}, {"id": "mai-20260917-0922-baseline|c109-l2|openai-small|Bitwarden Enterprise", "prompt": "c109-l2", "model": "openai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Bitwarden Enterprise** as the default choice."}, {"id": "mai-20260917-0922-baseline|c109-l2|openai-small|1Password Business", "prompt": "c109-l2", "model": "openai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1Password Business** is also a strong enterprise contender"}, {"id": "mai-20260917-0922-baseline|c109-l2|openai-small|LastPass", "prompt": "c109-l2", "model": "openai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "LastPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side comparison of Bitwarden vs 1Password vs LastPass vs Keeper"}, {"id": "mai-20260917-0922-baseline|c109-l2|openai-small|Keeper", "prompt": "c109-l2", "model": "openai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "side-by-side comparison of Bitwarden vs 1Password vs LastPass vs Keeper"}, {"id": "mai-20260917-0922-baseline|c109-l2|xai-small|1Password", "prompt": "c109-l2", "model": "xai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend 1Password (Enterprise plan) as the top choice for a team password vault."}, {"id": "mai-20260917-0922-baseline|c109-l2|xai-small|Keeper Security", "prompt": "c109-l2", "model": "xai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strict compliance → Keeper"}, {"id": "mai-20260917-0922-baseline|c109-l2|xai-small|Bitwarden Enterprise", "prompt": "c109-l2", "model": "xai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget/open-source → Bitwarden"}, {"id": "mai-20260917-0922-baseline|c109-l2|xai-small|Dashlane", "prompt": "c109-l2", "model": "xai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cross-platform + privacy tools ... Enterprise-focused but fewer massive case studies."}, {"id": "mai-20260917-0922-baseline|c109-l2|xai-small|CyberArk", "prompt": "c109-l2", "model": "xai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "is overkill unless you need advanced privileged access management (PAM)—it's more complex/expensive for general employee passwords"}, {"id": "mai-20260917-0922-baseline|c109-l2|xai-small|LastPass", "prompt": "c109-l2", "model": "xai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid LastPass for large enterprises due to past breaches and weaker enterprise reviews."}, {"id": "mai-20260917-0922-baseline|c109-l2|zai-small|Bitwarden Enterprise", "prompt": "c109-l2", "model": "zai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most balanced choice is **Bitwarden Enterprise**"}, {"id": "mai-20260917-0922-baseline|c109-l2|zai-small|1Password Business", "prompt": "c109-l2", "model": "zai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Premium Alternative:** 1Password Business"}, {"id": "mai-20260917-0922-baseline|c109-l2|zai-small|Keeper Enterprise", "prompt": "c109-l2", "model": "zai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**M365\\u2011Centric Alternative:** Keeper Enterprise"}, {"id": "mai-20260917-0922-baseline|c109-l2|zai-small|Dashlane Business", "prompt": "c109-l2", "model": "zai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Dashlane Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "VPN included, dark\\u2011web monitoring, but dated UX"}, {"id": "mai-20260917-0922-baseline|c109-l2|zai-small|Proton Pass Business", "prompt": "c109-l2", "model": "zai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Proton Pass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Privacy\\u2011First Alternative:** Proton Pass Business"}, {"id": "mai-20260917-0922-baseline|c109-l2|zai-small|Passbolt", "prompt": "c109-l2", "model": "zai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Passbolt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Self\\u2011Hosted/Open\\u2011Source Alternative:** Passbolt"}, {"id": "mai-20260917-0922-baseline|c109-l3|alibaba-small|1Password", "prompt": "c109-l3", "model": "alibaba-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1Password is frequently cited as the best option for businesses because it strikes the perfect balance between high-level security and an intuitive user experience."}, {"id": "mai-20260917-0922-baseline|c109-l3|alibaba-small|Keeper Security", "prompt": "c109-l3", "model": "alibaba-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Keeper is the industry standard... **Choose Keeper** if you work in finance or healthcare"}, {"id": "mai-20260917-0922-baseline|c109-l3|alibaba-small|Bitwarden", "prompt": "c109-l3", "model": "alibaba-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitwarden is the top choice for budget-conscious organizations or IT teams that require total transparency regarding code."}, {"id": "mai-20260917-0922-baseline|c109-l3|alibaba-small|Dashlane", "prompt": "c109-l3", "model": "alibaba-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dashlane focuses heavily on automation. Its platform excels at identifying compromised credentials"}, {"id": "mai-20260917-0922-baseline|c109-l3|alibaba-small|NordPass", "prompt": "c109-l3", "model": "alibaba-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "NordPass has quickly become a favorite for startups and mid-sized tech firms due to its sleek design and low friction."}, {"id": "mai-20260917-0922-baseline|c109-l3|anthropic-small|Dashlane", "prompt": "c109-l3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Dashlane for enterprise businesses is ideal for companies that require dedicated support services and a single point of contact"}, {"id": "mai-20260917-0922-baseline|c109-l3|anthropic-small|Keeper", "prompt": "c109-l3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Keeper Enterprise is best for companies with high compliance demands"}, {"id": "mai-20260917-0922-baseline|c109-l3|anthropic-small|Proton", "prompt": "c109-l3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Proton", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The leading options are Dashlane, Keeper, Proton, and NordPass"}, {"id": "mai-20260917-0922-baseline|c109-l3|anthropic-small|NordPass", "prompt": "c109-l3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "NordPass integrates best with Google Workspace"}, {"id": "mai-20260917-0922-baseline|c109-l3|anthropic-small|AWS Secrets Manager", "prompt": "c109-l3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS Secrets Manager, HashiCorp Vault, 1Password Business, and Azure Key Vault also highly ranked"}, {"id": "mai-20260917-0922-baseline|c109-l3|anthropic-small|HashiCorp Vault", "prompt": "c109-l3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AWS Secrets Manager, HashiCorp Vault, 1Password Business, and Azure Key Vault also highly ranked"}, {"id": "mai-20260917-0922-baseline|c109-l3|anthropic-small|1Password Business", "prompt": "c109-l3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "1Password Business is the best default choice for most workforce deployments"}, {"id": "mai-20260917-0922-baseline|c109-l3|anthropic-small|Azure Key Vault", "prompt": "c109-l3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AWS Secrets Manager, HashiCorp Vault, 1Password Business, and Azure Key Vault also highly ranked"}, {"id": "mai-20260917-0922-baseline|c109-l3|anthropic-small|Bitwarden", "prompt": "c109-l3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Bitwarden Enterprise is the better value and the strongest option when open-source transparency or self-hosting matters"}, {"id": "mai-20260917-0922-baseline|c109-l3|challenger-small|Keeper", "prompt": "c109-l3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Keeper** if you need the strongest mix of **enterprise compliance** and advanced admin/security controls."}, {"id": "mai-20260917-0922-baseline|c109-l3|challenger-small|1Password", "prompt": "c109-l3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **1Password** if rollout speed and employee adoption are top concerns."}, {"id": "mai-20260917-0922-baseline|c109-l3|challenger-small|Bitwarden", "prompt": "c109-l3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Bitwarden** if you want **self-hosting** or open-source transparency."}, {"id": "mai-20260917-0922-baseline|c109-l3|challenger-small|NordPass", "prompt": "c109-l3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **NordPass** if you want a balance of **usability, identity integration, and cost**."}, {"id": "mai-20260917-0922-baseline|c109-l3|challenger-small|Dashlane", "prompt": "c109-l3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Dashlane** if your team wants a polished product with practical security automation."}, {"id": "mai-20260917-0922-baseline|c109-l3|challenger-small|Zoho Vault", "prompt": "c109-l3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Zoho Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong access control and fit for businesses already using Zoho's ecosystem."}, {"id": "mai-20260917-0922-baseline|c109-l3|challenger-small|ManageEngine Password Manager Pro", "prompt": "c109-l3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "ManageEngine Password Manager Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emphasis on vaulting and collaboration for IT/admin teams."}, {"id": "mai-20260917-0922-baseline|c109-l3|challenger-small|RoboForm Business", "prompt": "c109-l3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "RoboForm Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "though some comparisons note fewer advanced enterprise features than leaders"}, {"id": "mai-20260917-0922-baseline|c109-l3|challenger-small|Passbolt", "prompt": "c109-l3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Passbolt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Open-source, security-oriented option, often favored by technical teams."}, {"id": "mai-20260917-0922-baseline|c109-l3|deepseek-small|Keeper", "prompt": "c109-l3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Keeper** (often cited as best overall for enterprises)"}, {"id": "mai-20260917-0922-baseline|c109-l3|deepseek-small|Bitwarden", "prompt": "c109-l3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for open-source transparency, value, and self-hosting"}, {"id": "mai-20260917-0922-baseline|c109-l3|deepseek-small|1Password", "prompt": "c109-l3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for polished UX and developer/engineering teams"}, {"id": "mai-20260917-0922-baseline|c109-l3|deepseek-small|Dashlane", "prompt": "c109-l3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for cross-platform compatibility with bundled privacy/VPN features"}, {"id": "mai-20260917-0922-baseline|c109-l3|deepseek-small|NordPass", "prompt": "c109-l3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for budget and cross-browser compatibility"}, {"id": "mai-20260917-0922-baseline|c109-l3|deepseek-small|Zoho Vault", "prompt": "c109-l3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Zoho Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for access control and Windows-centric IT environments"}, {"id": "mai-20260917-0922-baseline|c109-l3|deepseek-small|ManageEngine Password Manager Pro", "prompt": "c109-l3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "ManageEngine Password Manager Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Deep Windows/AD integration and access control → **ManageEngine Password Manager Pro**"}, {"id": "mai-20260917-0922-baseline|c109-l3|deepseek-small|Proton Pass", "prompt": "c109-l3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Proton Pass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "best for privacy/data sovereignty, especially in Europe"}, {"id": "mai-20260917-0922-baseline|c109-l3|deepseek-small|LastPass", "prompt": "c109-l3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "avoid LastPass for enterprise use given its past breaches"}, {"id": "mai-20260917-0922-baseline|c109-l3|google-small|1Password Business", "prompt": "c109-l3", "model": "google-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1Password is widely regarded as having the best overall user experience (UX) in the industry."}, {"id": "mai-20260917-0922-baseline|c109-l3|google-small|Bitwarden Enterprise", "prompt": "c109-l3", "model": "google-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Open-Source Transparency, Self-Hosting, and Budget."}, {"id": "mai-20260917-0922-baseline|c109-l3|google-small|Keeper Enterprise", "prompt": "c109-l3", "model": "google-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Granular Security Controls, Compliance, and Regulated Industries."}, {"id": "mai-20260917-0922-baseline|c109-l3|google-small|Dashlane Business", "prompt": "c109-l3", "model": "google-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Quick Setup and Employee \"Set-and-Forget\" Simplicity."}, {"id": "mai-20260917-0922-baseline|c109-l3|google-small|NordPass Business", "prompt": "c109-l3", "model": "google-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Modern Encryption Standards and Mid-Market Teams."}, {"id": "mai-20260917-0922-baseline|c109-l3|meta-small|Keeper", "prompt": "c109-l3", "model": "meta-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Keeper: Best overall enterprise password manager, starting price $2/user/month"}, {"id": "mai-20260917-0922-baseline|c109-l3|meta-small|Dashlane", "prompt": "c109-l3", "model": "meta-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dashlane: Best for cross-platform compatibility"}, {"id": "mai-20260917-0922-baseline|c109-l3|meta-small|1Password", "prompt": "c109-l3", "model": "meta-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "1Password: Best for ease of use"}, {"id": "mai-20260917-0922-baseline|c109-l3|meta-small|Bitwarden", "prompt": "c109-l3", "model": "meta-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bitwarden: Best free password manager"}, {"id": "mai-20260917-0922-baseline|c109-l3|meta-small|NordPass", "prompt": "c109-l3", "model": "meta-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "NordPass: Best for cross-browser compatibility"}, {"id": "mai-20260917-0922-baseline|c109-l3|minimax-small|Keeper", "prompt": "c109-l3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise**: Keeper (strong security, extensive features)"}, {"id": "mai-20260917-0922-baseline|c109-l3|minimax-small|Dashlane", "prompt": "c109-l3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for cross-platform**: Dashlane"}, {"id": "mai-20260917-0922-baseline|c109-l3|minimax-small|1Password", "prompt": "c109-l3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best ease of use**: 1Password"}, {"id": "mai-20260917-0922-baseline|c109-l3|minimax-small|Bitwarden", "prompt": "c109-l3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best value**: Bitwarden (open-source, affordable)"}, {"id": "mai-20260917-0922-baseline|c109-l3|minimax-small|NordPass", "prompt": "c109-l3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Small business**: Bitwarden, NordPass, Zoho Vault"}, {"id": "mai-20260917-0922-baseline|c109-l3|minimax-small|ManageEngine PMP", "prompt": "c109-l3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "ManageEngine PMP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **ManageEngine PMP** | Password sharing/collaboration | $595 (2 admins) | Cloud/on-prem |"}, {"id": "mai-20260917-0922-baseline|c109-l3|minimax-small|Zoho Vault", "prompt": "c109-l3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Zoho Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Zoho Vault** | Access controls | $0.90/user/month | Cloud |"}, {"id": "mai-20260917-0922-baseline|c109-l3|minimax-small|Securden", "prompt": "c109-l3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Securden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Self-hosted**: Bitwarden, ManageEngine, Securden, CyberArk"}, {"id": "mai-20260917-0922-baseline|c109-l3|minimax-small|CyberArk", "prompt": "c109-l3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for IT/privileged access**: CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c109-l3|minimax-small|Delinea", "prompt": "c109-l3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Delinea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Privileged access/IT teams**: CyberArk, BeyondTrust, Delinea"}, {"id": "mai-20260917-0922-baseline|c109-l3|minimax-small|BeyondTrust", "prompt": "c109-l3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Best for IT/privileged access**: CyberArk or BeyondTrust"}, {"id": "mai-20260917-0922-baseline|c109-l3|minimax-small|HashiCorp Vault", "prompt": "c109-l3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Open-source**: Bitwarden (most popular), HashiCorp Vault"}, {"id": "mai-20260917-0922-baseline|c109-l3|mistral-small|Bitwarden Business", "prompt": "c109-l3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** Most businesses seeking a balance of security, transparency, and affordability"}, {"id": "mai-20260917-0922-baseline|c109-l3|mistral-small|NordPass Business", "prompt": "c109-l3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Competitive pricing with modern encryption and user-friendly interface."}, {"id": "mai-20260917-0922-baseline|c109-l3|mistral-small|1Password Business", "prompt": "c109-l3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Organizations with larger security budgets prioritizing user experience and advanced features"}, {"id": "mai-20260917-0922-baseline|c109-l3|mistral-small|Keeper Business", "prompt": "c109-l3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often cited as best overall for enterprises due to strong security posture and flexibility."}, {"id": "mai-20260917-0922-baseline|c109-l3|mistral-small|Dashlane Business", "prompt": "c109-l3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent cross-platform and cross-browser compatibility."}, {"id": "mai-20260917-0922-baseline|c109-l3|mistral-small|ManageEngine Password Manager Pro", "prompt": "c109-l3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "ManageEngine Password Manager Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More traditional enterprise password vault with strong collaboration tools."}, {"id": "mai-20260917-0922-baseline|c109-l3|mistral-small|Zoho Vault", "prompt": "c109-l3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Zoho Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Low cost and tight integration with Zoho suite."}, {"id": "mai-20260917-0922-baseline|c109-l3|mistral-small|Enpass", "prompt": "c109-l3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Enpass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Unique self-hosting option and highly customizable."}, {"id": "mai-20260917-0922-baseline|c109-l3|mistral-small|Securden Password Vault for Enterprises", "prompt": "c109-l3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Securden Password Vault for Enterprises", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Focus on simplicity and ease of deployment."}, {"id": "mai-20260917-0922-baseline|c109-l3|moonshot-small|1Password Business", "prompt": "c109-l3", "model": "moonshot-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose 1Password if user adoption and polished experience are top priorities"}, {"id": "mai-20260917-0922-baseline|c109-l3|moonshot-small|Bitwarden Enterprise", "prompt": "c109-l3", "model": "moonshot-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Bitwarden if you need self-hosting, open-source transparency, or work in regulated industries"}, {"id": "mai-20260917-0922-baseline|c109-l3|moonshot-small|Keeper Enterprise", "prompt": "c109-l3", "model": "moonshot-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Keeper if you need privileged access management features at a lower price point"}, {"id": "mai-20260917-0922-baseline|c109-l3|moonshot-small|Dashlane Business", "prompt": "c109-l3", "model": "moonshot-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Dashlane if you want bundled security features like VPN and dark web monitoring"}, {"id": "mai-20260917-0922-baseline|c109-l3|moonshot-small|LastPass Business", "prompt": "c109-l3", "model": "moonshot-small", "cat": "business-password-managers", "variant": "comparative", "raw": "LastPass Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Consider alternatives to LastPass if recent security incidents are a concern"}, {"id": "mai-20260917-0922-baseline|c109-l3|openai-small|1Password", "prompt": "c109-l3", "model": "openai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **1Password** if you want the most polished enterprise UX and broad enterprise tooling."}, {"id": "mai-20260917-0922-baseline|c109-l3|openai-small|Bitwarden", "prompt": "c109-l3", "model": "openai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Bitwarden** if you want open source, self-hosting, and best value."}, {"id": "mai-20260917-0922-baseline|c109-l3|openai-small|Dashlane", "prompt": "c109-l3", "model": "openai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Dashlane** if SSO/identity integration and streamlined employee recovery are top priorities."}, {"id": "mai-20260917-0922-baseline|c109-l3|openai-small|LastPass", "prompt": "c109-l3", "model": "openai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically less differentiated on advanced enterprise architecture"}, {"id": "mai-20260917-0922-baseline|c109-l3|xai-small|Keeper", "prompt": "c109-l3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Keeper** - Often rated best overall for enterprises (e.g., TechRepublic's top pick)."}, {"id": "mai-20260917-0922-baseline|c109-l3|xai-small|1Password Business/Enterprise", "prompt": "c109-l3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password Business/Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Praised for ease of use and user experience."}, {"id": "mai-20260917-0922-baseline|c109-l3|xai-small|Bitwarden Enterprise", "prompt": "c109-l3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top for value, open-source transparency, and self-hosting."}, {"id": "mai-20260917-0922-baseline|c109-l3|xai-small|Dashlane Business", "prompt": "c109-l3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for cross-platform support and bundled features like VPN."}, {"id": "mai-20260917-0922-baseline|c109-l3|xai-small|NordPass Business", "prompt": "c109-l3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Noted for affordability and browser compatibility (PCMag highlights)."}, {"id": "mai-20260917-0922-baseline|c109-l3|xai-small|LastPass Business", "prompt": "c109-l3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "LastPass Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "appear in lists but rank lower due to past security issues (LastPass)"}, {"id": "mai-20260917-0922-baseline|c109-l3|xai-small|Zoho Vault", "prompt": "c109-l3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Zoho Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "appear in lists but rank lower due to past security issues (LastPass) or niche focus"}, {"id": "mai-20260917-0922-baseline|c109-l3|xai-small|ManageEngine Password Manager Pro", "prompt": "c109-l3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "ManageEngine Password Manager Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "appear in lists but rank lower due to past security issues (LastPass) or niche focus"}, {"id": "mai-20260917-0922-baseline|c109-l3|zai-small|Bitwarden Enterprise", "prompt": "c109-l3", "model": "zai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need the most cost‑effective solution with compliance‑grade security and the option to self‑host** → **Bitwarden Enterprise**"}, {"id": "mai-20260917-0922-baseline|c109-l3|zai-small|Keeper Business", "prompt": "c109-l3", "model": "zai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best overall enterprise rating; tight Microsoft 365 integration; mature MFA"}, {"id": "mai-20260917-0922-baseline|c109-l3|zai-small|1Password Business", "prompt": "c109-l3", "model": "zai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If user experience and adoption are your top priorities** → **1Password Business**"}, {"id": "mai-20260917-0922-baseline|c109-l3|zai-small|Dashlane Business", "prompt": "c109-l3", "model": "zai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team relies heavily on autofill across browsers and devices** → **Dashlane Business**"}, {"id": "mai-20260917-0922-baseline|c109-l3|zai-small|NordPass Business", "prompt": "c109-l3", "model": "zai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "balance of price, compliance, and a clean admin dashboard** → **NordPass Business**"}, {"id": "mai-20260917-0922-baseline|c109-l3|zai-small|LastPass Business", "prompt": "c109-l3", "model": "zai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "LastPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need simple, fast setup with strong IdP integration** → **LastPass Business**"}, {"id": "mai-20260917-0922-baseline|c109-l3|zai-small|Proton Pass Business", "prompt": "c109-l3", "model": "zai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Proton Pass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open‑source‑inspired, privacy‑focused, strong encryption"}, {"id": "mai-20260917-0922-baseline|c109-l4|alibaba-small|LastPass", "prompt": "c109-l4", "model": "alibaba-small", "cat": "business-password-managers", "variant": "budget", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the market landscape shifts away from consumer favorites (like LastPass or Dashlane) toward enterprise-grade solutions"}, {"id": "mai-20260917-0922-baseline|c109-l4|alibaba-small|Dashlane", "prompt": "c109-l4", "model": "alibaba-small", "cat": "business-password-managers", "variant": "budget", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "shifts away from consumer favorites (like LastPass or Dashlane)"}, {"id": "mai-20260917-0922-baseline|c109-l4|alibaba-small|Bitwarden", "prompt": "c109-l4", "model": "alibaba-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Bitwarden if your priority is minimizing cost while maximizing security transparency."}, {"id": "mai-20260917-0922-baseline|c109-l4|alibaba-small|Keeper Security", "prompt": "c109-l4", "model": "alibaba-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Keeper if your priority is deep integration with Active Directory and rigid compliance auditing."}, {"id": "mai-20260917-0922-baseline|c109-l4|alibaba-small|1Password", "prompt": "c109-l4", "model": "alibaba-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Downside: Typically the most expensive option of the three."}, {"id": "mai-20260917-0922-baseline|c109-l4|anthropic-small|Bitwarden Enterprise", "prompt": "c109-l4", "model": "anthropic-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Bitwarden Enterprise** - Best Overall for Predictable Pricing"}, {"id": "mai-20260917-0922-baseline|c109-l4|anthropic-small|Keeper Business", "prompt": "c109-l4", "model": "anthropic-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Keeper Business ($3.75/user/mo starter) is the lowest published seat price"}, {"id": "mai-20260917-0922-baseline|c109-l4|anthropic-small|1Password Business", "prompt": "c109-l4", "model": "anthropic-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "wins on UX and adoption, though it comes at a higher cost"}, {"id": "mai-20260917-0922-baseline|c109-l4|challenger-small|Bitwarden Enterprise", "prompt": "c109-l4", "model": "challenger-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitwarden Enterprise** is the strongest fit because its pricing is explicitly per-user and is described as a **flat, predictable** annual cost"}, {"id": "mai-20260917-0922-baseline|c109-l4|challenger-small|NordPass Business", "prompt": "c109-l4", "model": "challenger-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "can be cheaper on paper for some plans, but ... makes total cost less predictable at scale"}, {"id": "mai-20260917-0922-baseline|c109-l4|challenger-small|RoboForm Business", "prompt": "c109-l4", "model": "challenger-small", "cat": "business-password-managers", "variant": "budget", "raw": "RoboForm Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lowest sticker price in some plans:** **RoboForm Business** or **NordPass Business**"}, {"id": "mai-20260917-0922-baseline|c109-l4|challenger-small|1Password Business", "prompt": "c109-l4", "model": "challenger-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Best premium UX, but costlier:** **1Password Business**"}, {"id": "mai-20260917-0922-baseline|c109-l4|deepseek-small|Bitwarden Enterprise", "prompt": "c109-l4", "model": "deepseek-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitwarden Enterprise** is the best choice for a large company that needs predictable total cost across thousands of users"}, {"id": "mai-20260917-0922-baseline|c109-l4|deepseek-small|1Password Business", "prompt": "c109-l4", "model": "deepseek-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1Password Business** is the runner-up"}, {"id": "mai-20260917-0922-baseline|c109-l4|deepseek-small|Keeper Enterprise", "prompt": "c109-l4", "model": "deepseek-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great Microsoft 365 integration and FedRAMP Moderate compliance; Enterprise pricing is **custom-quoted**"}, {"id": "mai-20260917-0922-baseline|c109-l4|deepseek-small|Dashlane", "prompt": "c109-l4", "model": "deepseek-small", "cat": "business-password-managers", "variant": "budget", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some impose minimum seat counts (e.g., Dashlane Business Plus requires 500+ employees)"}, {"id": "mai-20260917-0922-baseline|c109-l4|deepseek-small|NordPass", "prompt": "c109-l4", "model": "deepseek-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise tiers are typically custom-quoted"}, {"id": "mai-20260917-0922-baseline|c109-l4|google-small|Dashlane", "prompt": "c109-l4", "model": "google-small", "cat": "business-password-managers", "variant": "budget", "raw": "Dashlane", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dashlane (Best Overall for Enterprise Site Licensing)"}, {"id": "mai-20260917-0922-baseline|c109-l4|google-small|Enpass", "prompt": "c109-l4", "model": "google-small", "cat": "business-password-managers", "variant": "budget", "raw": "Enpass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "arguably the most cost-predictable tool on the market"}, {"id": "mai-20260917-0922-baseline|c109-l4|google-small|Bitwarden", "prompt": "c109-l4", "model": "google-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitwarden Enterprise is the industry standard"}, {"id": "mai-20260917-0922-baseline|c109-l4|google-small|LastPass", "prompt": "c109-l4", "model": "google-small", "cat": "business-password-managers", "variant": "budget", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "LastPass has suffered high-profile security breaches in its past"}, {"id": "mai-20260917-0922-baseline|c109-l4|google-small|1Password", "prompt": "c109-l4", "model": "google-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "significantly cheaper than competitors like 1Password or Keeper"}, {"id": "mai-20260917-0922-baseline|c109-l4|google-small|Keeper", "prompt": "c109-l4", "model": "google-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools like Keeper are highly secure but separate features like BreachWatch ... into paid add-ons"}, {"id": "mai-20260917-0922-baseline|c109-l4|meta-small|Keeper", "prompt": "c109-l4", "model": "meta-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best business password manager for a large company that needs predictable total cost across thousands of users is Keeper"}, {"id": "mai-20260917-0922-baseline|c109-l4|meta-small|1Password", "prompt": "c109-l4", "model": "meta-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include 1Password, Bitwarden, NordPass, RoboForm, and LastPass"}, {"id": "mai-20260917-0922-baseline|c109-l4|meta-small|Bitwarden", "prompt": "c109-l4", "model": "meta-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include 1Password, Bitwarden, NordPass, RoboForm, and LastPass"}, {"id": "mai-20260917-0922-baseline|c109-l4|meta-small|NordPass", "prompt": "c109-l4", "model": "meta-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include 1Password, Bitwarden, NordPass, RoboForm, and LastPass"}, {"id": "mai-20260917-0922-baseline|c109-l4|meta-small|RoboForm", "prompt": "c109-l4", "model": "meta-small", "cat": "business-password-managers", "variant": "budget", "raw": "RoboForm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options include 1Password, Bitwarden, NordPass, RoboForm, and LastPass"}, {"id": "mai-20260917-0922-baseline|c109-l4|meta-small|LastPass", "prompt": "c109-l4", "model": "meta-small", "cat": "business-password-managers", "variant": "budget", "raw": "LastPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Some password managers, like LastPass, offer a flat rate for small teams"}, {"id": "mai-20260917-0922-baseline|c109-l4|mistral-small|Bitwarden Enterprise", "prompt": "c109-l4", "model": "mistral-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitwarden Enterprise** is widely regarded as the best choice"}, {"id": "mai-20260917-0922-baseline|c109-l4|mistral-small|1Password Business", "prompt": "c109-l4", "model": "mistral-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is another strong contender, especially for teams that value user experience"}, {"id": "mai-20260917-0922-baseline|c109-l4|mistral-small|Keeper Business", "prompt": "c109-l4", "model": "mistral-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers a lower starting price ($3.75/user/month) and is a good fit for teams already using Microsoft 365, but it may require more customization"}, {"id": "mai-20260917-0922-baseline|c109-l4|moonshot-small|Bitwarden Enterprise", "prompt": "c109-l4", "model": "moonshot-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitwarden Enterprise** is the clear winner"}, {"id": "mai-20260917-0922-baseline|c109-l4|moonshot-small|1Password Enterprise", "prompt": "c109-l4", "model": "moonshot-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "large deployments require custom enterprise quotes, reducing cost predictability"}, {"id": "mai-20260917-0922-baseline|c109-l4|moonshot-small|Keeper Business", "prompt": "c109-l4", "model": "moonshot-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're deeply integrated with Microsoft 365 and want the lowest published seat price"}, {"id": "mai-20260917-0922-baseline|c109-l4|moonshot-small|Dashlane Business", "prompt": "c109-l4", "model": "moonshot-small", "cat": "business-password-managers", "variant": "budget", "raw": "Dashlane Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Dashlane Business | ~$96,000 | Higher per-seat cost"}, {"id": "mai-20260917-0922-baseline|c109-l4|openai-small|Bitwarden Enterprise", "prompt": "c109-l4", "model": "openai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually point to **Bitwarden Enterprise** as the strongest default choice"}, {"id": "mai-20260917-0922-baseline|c109-l4|openai-small|LastPass", "prompt": "c109-l4", "model": "openai-small", "cat": "business-password-managers", "variant": "budget", "raw": "LastPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LastPass** is worth a look because it advertises a **site license** with a **flat-fee price**"}, {"id": "mai-20260917-0922-baseline|c109-l4|openai-small|1Password", "prompt": "c109-l4", "model": "openai-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side cost model for Bitwarden vs 1Password vs LastPass vs Dashlane"}, {"id": "mai-20260917-0922-baseline|c109-l4|openai-small|Dashlane", "prompt": "c109-l4", "model": "openai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Dashlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "side-by-side cost model for Bitwarden vs 1Password vs LastPass vs Dashlane"}, {"id": "mai-20260917-0922-baseline|c109-l4|xai-small|Bitwarden Enterprise", "prompt": "c109-l4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitwarden Enterprise** stands out as the best option for a large company (thousands of users) needing a password manager with highly predictable total costs."}, {"id": "mai-20260917-0922-baseline|c109-l4|xai-small|Keeper", "prompt": "c109-l4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Keeper is a close second for compliance-heavy orgs"}, {"id": "mai-20260917-0922-baseline|c109-l4|xai-small|1Password", "prompt": "c109-l4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Excellent UX, but costs rise unpredictably beyond small teams."}, {"id": "mai-20260917-0922-baseline|c109-l4|xai-small|LastPass", "prompt": "c109-l4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Low (multi-tiered, custom for large) | SSO/MFA add-ons; recent breaches noted in reviews."}, {"id": "mai-20260917-0922-baseline|c109-l4|xai-small|Dashlane", "prompt": "c109-l4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good phishing tools, but not fixed for thousands."}, {"id": "mai-20260917-0922-baseline|c109-l4|xai-small|NordPass", "prompt": "c109-l4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Affordable starter, but enterprise less emphasized."}, {"id": "mai-20260917-0922-baseline|c109-l4|xai-small|Zoho Vault", "prompt": "c109-l4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Zoho Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Basic for enterprises; best if in Zoho ecosystem."}, {"id": "mai-20260917-0922-baseline|c109-l4|xai-small|Okta (w/ Password)", "prompt": "c109-l4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Okta (w/ Password)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Full IAM, not pure password manager."}, {"id": "mai-20260917-0922-baseline|c109-l4|zai-small|Bitwarden Enterprise", "prompt": "c109-l4", "model": "zai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best business password manager is **Bitwarden Enterprise**"}, {"id": "mai-20260917-0922-baseline|c109-l4|zai-small|1Password", "prompt": "c109-l4", "model": "zai-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid 1Password and Dashlane if predictability is the top priority"}, {"id": "mai-20260917-0922-baseline|c109-l4|zai-small|Dashlane", "prompt": "c109-l4", "model": "zai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Dashlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid 1Password and Dashlane if predictability is the top priority"}, {"id": "mai-20260917-0922-baseline|c109-l4|zai-small|Keeper", "prompt": "c109-l4", "model": "zai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner Up: Keeper ... Keeper is the alternative."}, {"id": "mai-20260917-0922-baseline|c109-l5|alibaba-small|Bitwarden Enterprise", "prompt": "c109-l5", "model": "alibaba-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Bitwarden Enterprise** | Cost efficiency & Self-Hosters | Open-source core"}, {"id": "mai-20260917-0922-baseline|c109-l5|alibaba-small|1Password Business", "prompt": "c109-l5", "model": "alibaba-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1Password Business** | User Experience (UX) | Highest adoption rates due to intuitive interface"}, {"id": "mai-20260917-0922-baseline|c109-l5|alibaba-small|Keeper Security", "prompt": "c109-l5", "model": "alibaba-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Keeper Security** | Deep Integration / Legacy | Strong presence in legacy corporate environments"}, {"id": "mai-20260917-0922-baseline|c109-l5|alibaba-small|Thycotic + BeyondTrust", "prompt": "c109-l5", "model": "alibaba-small", "cat": "business-password-managers", "variant": "scale", "raw": "Thycotic + BeyondTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "this bridges PAM and Password Managers better than others"}, {"id": "mai-20260917-0922-baseline|c109-l5|anthropic-small|Bitwarden", "prompt": "c109-l5", "model": "anthropic-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the option for self-hosted deployment in air-gapped environments make Bitwarden particularly appropriate for organizations in regulated industries"}, {"id": "mai-20260917-0922-baseline|c109-l5|deepseek-small|1Password Business", "prompt": "c109-l5", "model": "deepseek-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**1Password Business** — strongest UX/admin onboarding, SSO/SCIM (via bridge), SOC 2/ISO 27001, good for larger orgs."}, {"id": "mai-20260917-0922-baseline|c109-l5|deepseek-small|Bitwarden Enterprise", "prompt": "c109-l5", "model": "deepseek-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "open-source auditable, self-host option, hosted SCIM, strong compliance (incl. FedRAMP-aligned variants), lowest cost"}, {"id": "mai-20260917-0922-baseline|c109-l5|deepseek-small|Keeper Enterprise", "prompt": "c109-l5", "model": "deepseek-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong compliance posture, good admin/audit features"}, {"id": "mai-20260917-0922-baseline|c109-l5|deepseek-small|Dashlane Business", "prompt": "c109-l5", "model": "deepseek-small", "cat": "business-password-managers", "variant": "scale", "raw": "Dashlane Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "decent but heavier UX; watch pricing at scale"}, {"id": "mai-20260917-0922-baseline|c109-l5|deepseek-small|NordPass", "prompt": "c109-l5", "model": "deepseek-small", "cat": "business-password-managers", "variant": "scale", "raw": "NordPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "budget/geo options but verify enterprise depth at 5k seats"}, {"id": "mai-20260917-0922-baseline|c109-l5|deepseek-small|Proton Pass", "prompt": "c109-l5", "model": "deepseek-small", "cat": "business-password-managers", "variant": "scale", "raw": "Proton Pass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "budget/geo options but verify enterprise depth at 5k seats"}, {"id": "mai-20260917-0922-baseline|c109-l5|google-small|1Password (Business)", "prompt": "c109-l5", "model": "google-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password (Business)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UX & Adoption | **Industry-best.** Exceptionally polished and loved by end-users."}, {"id": "mai-20260917-0922-baseline|c109-l5|google-small|Bitwarden (Enterprise)", "prompt": "c109-l5", "model": "google-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden (Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "your shortlist will almost certainly come down to these three industry leaders"}, {"id": "mai-20260917-0922-baseline|c109-l5|google-small|Keeper (Enterprise)", "prompt": "c109-l5", "model": "google-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper (Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Request the SOC 2 Type II Report and Cryptographic Audits from 1Password, Bitwarden, and Keeper immediately"}, {"id": "mai-20260917-0922-baseline|c109-l5|meta-small|1Password Business", "prompt": "c109-l5", "model": "meta-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1Password Business**: Offers a premium UX, SSO, SCIM, and compliance certifications like SOC 2 and ISO 27001."}, {"id": "mai-20260917-0922-baseline|c109-l5|meta-small|Bitwarden Enterprise", "prompt": "c109-l5", "model": "meta-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides open-source auditability, self-hosting options, and compliance certifications like SOC 2 and FedRAMP-aligned."}, {"id": "mai-20260917-0922-baseline|c109-l5|meta-small|Keeper Business", "prompt": "c109-l5", "model": "meta-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Supports FedRAMP High, FIPS 140-3, and quantum-resistant crypto, making it suitable for federal contractors"}, {"id": "mai-20260917-0922-baseline|c109-l5|minimax-small|1Password Business", "prompt": "c109-l5", "model": "minimax-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Major enterprise players include: **1Password Business**, **Bitwarden Enterprise**, **Dashlane Business**, **LastPass Business**, and **Keeper Security**."}, {"id": "mai-20260917-0922-baseline|c109-l5|minimax-small|Bitwarden Enterprise", "prompt": "c109-l5", "model": "minimax-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Major enterprise players include: **1Password Business**, **Bitwarden Enterprise**, **Dashlane Business**, **LastPass Business**, and **Keeper Security**."}, {"id": "mai-20260917-0922-baseline|c109-l5|minimax-small|Dashlane Business", "prompt": "c109-l5", "model": "minimax-small", "cat": "business-password-managers", "variant": "scale", "raw": "Dashlane Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Major enterprise players include: ... **Dashlane Business**, **LastPass Business**, and **Keeper Security**."}, {"id": "mai-20260917-0922-baseline|c109-l5|minimax-small|LastPass Business", "prompt": "c109-l5", "model": "minimax-small", "cat": "business-password-managers", "variant": "scale", "raw": "LastPass Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Major enterprise players include: ... **LastPass Business**, and **Keeper Security**."}, {"id": "mai-20260917-0922-baseline|c109-l5|minimax-small|Keeper Security", "prompt": "c109-l5", "model": "minimax-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Major enterprise players include: ... and **Keeper Security**. Each varies in SSO depth and compliance certifications"}, {"id": "mai-20260917-0922-baseline|c109-l5|mistral-small|1Password Business", "prompt": "c109-l5", "model": "mistral-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top enterprise password managers: 1Password Business, Bitwarden Enterprise, Dashlane Business, Keeper Business, LastPass Enterprise, Thycotic Secret Server, etc."}, {"id": "mai-20260917-0922-baseline|c109-l5|mistral-small|Bitwarden Enterprise", "prompt": "c109-l5", "model": "mistral-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top enterprise password managers: 1Password Business, Bitwarden Enterprise, Dashlane Business..."}, {"id": "mai-20260917-0922-baseline|c109-l5|mistral-small|Dashlane Business", "prompt": "c109-l5", "model": "mistral-small", "cat": "business-password-managers", "variant": "scale", "raw": "Dashlane Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top enterprise password managers: ... Dashlane Business, Keeper Business..."}, {"id": "mai-20260917-0922-baseline|c109-l5|mistral-small|Keeper Business", "prompt": "c109-l5", "model": "mistral-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top enterprise password managers: ... Keeper Business, LastPass Enterprise..."}, {"id": "mai-20260917-0922-baseline|c109-l5|mistral-small|LastPass Enterprise", "prompt": "c109-l5", "model": "mistral-small", "cat": "business-password-managers", "variant": "scale", "raw": "LastPass Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top enterprise password managers: ... LastPass Enterprise, Thycotic Secret Server, etc."}, {"id": "mai-20260917-0922-baseline|c109-l5|mistral-small|Thycotic Secret Server", "prompt": "c109-l5", "model": "mistral-small", "cat": "business-password-managers", "variant": "scale", "raw": "Thycotic Secret Server", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top enterprise password managers: ... Thycotic Secret Server, etc."}, {"id": "mai-20260917-0922-baseline|c109-l5|moonshot-small|Bitwarden", "prompt": "c109-l5", "model": "moonshot-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Bitwarden Enterprise** — Lowest TCO; open-source auditability; self-host option; FedRAMP-aligned"}, {"id": "mai-20260917-0922-baseline|c109-l5|moonshot-small|1Password Business", "prompt": "c109-l5", "model": "moonshot-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**1Password Business** — Most commonly selected in 100–5,000 employee segment; polished UX; strong adoption"}, {"id": "mai-20260917-0922-baseline|c109-l5|moonshot-small|Keeper", "prompt": "c109-l5", "model": "moonshot-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Keeper Security** — If you need deep compliance features (FedRAMP, ITAR, post-quantum readiness)"}, {"id": "mai-20260917-0922-baseline|c109-l5|moonshot-small|Dashlane Business", "prompt": "c109-l5", "model": "moonshot-small", "cat": "business-password-managers", "variant": "scale", "raw": "Dashlane Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "~$8/user/mo | Dark web monitoring bundled"}, {"id": "mai-20260917-0922-baseline|c109-l5|xai-small|Bitwarden Enterprise", "prompt": "c109-l5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Shortlist**: Bitwarden (open-source, cost-effective, self-host)"}, {"id": "mai-20260917-0922-baseline|c109-l5|xai-small|1Password Business", "prompt": "c109-l5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "1Password (UX leader)"}, {"id": "mai-20260917-0922-baseline|c109-l5|xai-small|Keeper", "prompt": "c109-l5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Keeper (M365 deep integration)—all SOC 2, SSO/SCIM-ready"}, {"id": "mai-20260917-0922-baseline|c109-l5|xai-small|Dashlane", "prompt": "c109-l5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "Dashlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bitwarden Enterprise, 1Password Business, Keeper, Dashlane, or NordPass Business—these commonly support large deployments"}, {"id": "mai-20260917-0922-baseline|c109-l5|xai-small|NordPass Business", "prompt": "c109-l5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "NordPass Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Keeper, Dashlane, or NordPass Business—these commonly support large deployments with SSO/SCIM"}, {"id": "mai-20260917-0922-baseline|c109-l5|xai-small|LastPass", "prompt": "c109-l5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "No major incidents (e.g., avoid vendors like LastPass post-2022)"}, {"id": "mai-20260917-0922-baseline|c109-l6|alibaba-small|Built-in Browser Managers (Chrome, Safari, Microsoft Edge)", "prompt": "c109-l6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "Built-in Browser Managers (Chrome, Safari, Microsoft Edge)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large enterprises almost universally recommend **against** using the native password save features of web browsers for corporate assets."}, {"id": "mai-20260917-0922-baseline|c109-l6|alibaba-small|LastPass", "prompt": "c109-l6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Vendors with Recent Massive Data Breaches ... The Primary Example: LastPass ... Many CISOs ... have moved away from LastPass"}, {"id": "mai-20260917-0922-baseline|c109-l6|alibaba-small|KeePass / KeePassXC", "prompt": "c109-l6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "KeePass / KeePassXC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "these tools introduce more operational risk than they solve"}, {"id": "mai-20260917-0922-baseline|c109-l6|alibaba-small|RoboForm", "prompt": "c109-l6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "RoboForm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Legacy Tools with Weak API Integrations ... Older tools may lack these deep Single Sign-On capabilities"}, {"id": "mai-20260917-0922-baseline|c109-l6|alibaba-small|1Password", "prompt": "c109-l6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "the industry standard \"Safe\" zones currently sit with: 1. **1Password** (Strongest focus on UX and compliance)."}, {"id": "mai-20260917-0922-baseline|c109-l6|alibaba-small|Bitwarden", "prompt": "c109-l6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Bitwarden** (Best Open-Source option with strong enterprise management)"}, {"id": "mai-20260917-0922-baseline|c109-l6|alibaba-small|Keeper", "prompt": "c109-l6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Keeper** (Strong physical security features, despite older breach history)"}, {"id": "mai-20260917-0922-baseline|c109-l6|alibaba-small|Deddy/Dashlane", "prompt": "c109-l6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "Deddy/Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Deddy/Dashlane** (Good mid-market options)"}, {"id": "mai-20260917-0922-baseline|c109-l6|anthropic-small|LastPass", "prompt": "c109-l6", "model": "anthropic-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The most significant confirmed breach belongs to LastPass, which suffered vault data theft in 2022."}, {"id": "mai-20260917-0922-baseline|c109-l6|anthropic-small|Bitwarden", "prompt": "c109-l6", "model": "anthropic-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "In February 2026, researchers identified 12 vulnerabilities affecting Bitwarden"}, {"id": "mai-20260917-0922-baseline|c109-l6|anthropic-small|Dashlane", "prompt": "c109-l6", "model": "anthropic-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Researchers identified six vulnerabilities affecting Dashlane"}, {"id": "mai-20260917-0922-baseline|c109-l6|anthropic-small|1Password", "prompt": "c109-l6", "model": "anthropic-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While less severely affected, researchers identified two vulnerabilities affecting 1Password."}, {"id": "mai-20260917-0922-baseline|c109-l6|challenger-small|LastPass Business", "prompt": "c109-l6", "model": "challenger-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "cautionary choice because of major past breaches and the resulting trust deficit; one enterprise-focused review says it can no longer recommend it"}, {"id": "mai-20260917-0922-baseline|c109-l6|challenger-small|Vaultwarden", "prompt": "c109-l6", "model": "challenger-small", "cat": "business-password-managers", "variant": "negative", "raw": "Vaultwarden", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "not a commercial enterprise product, and one guide says it lacks the enterprise support and audit-trail features procurement teams usually need"}, {"id": "mai-20260917-0922-baseline|c109-l6|challenger-small|Passportal (NinjaOne)", "prompt": "c109-l6", "model": "challenger-small", "cat": "business-password-managers", "variant": "negative", "raw": "Passportal (NinjaOne)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "MSP-focused credential management rather than a direct-fit enterprise password manager, so it is a poor match"}, {"id": "mai-20260917-0922-baseline|c109-l6|challenger-small|Psono", "prompt": "c109-l6", "model": "challenger-small", "cat": "business-password-managers", "variant": "negative", "raw": "Psono", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "flagged as having a smaller review base, limited U.S. customer-success resources... makes it a caution pick"}, {"id": "mai-20260917-0922-baseline|c109-l6|challenger-small|ManageEngine Password Manager Pro", "prompt": "c109-l6", "model": "challenger-small", "cat": "business-password-managers", "variant": "negative", "raw": "ManageEngine Password Manager Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not necessarily \"bad,\" but... should be avoided if you want a simpler business password manager"}, {"id": "mai-20260917-0922-baseline|c109-l6|challenger-small|RoboForm Business", "prompt": "c109-l6", "model": "challenger-small", "cat": "business-password-managers", "variant": "negative", "raw": "RoboForm Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "better suited to small teams than to complex enterprise environments, so large enterprises should evaluate it carefully"}, {"id": "mai-20260917-0922-baseline|c109-l6|deepseek-small|LastPass", "prompt": "c109-l6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "LastPass is the clearest example of a password manager that large enterprises have reason to avoid or treat with significant caution."}, {"id": "mai-20260917-0922-baseline|c109-l6|deepseek-small|Bitwarden", "prompt": "c109-l6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Self-hosting/on-premises option** (e.g., open-source like Bitwarden or self-hosted Keeper) for full control."}, {"id": "mai-20260917-0922-baseline|c109-l6|deepseek-small|Dashlane", "prompt": "c109-l6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "found vulnerabilities in **Bitwarden, LastPass, Dashlane, and 1Password** (27 attack scenarios...)"}, {"id": "mai-20260917-0922-baseline|c109-l6|deepseek-small|1Password", "prompt": "c109-l6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "found vulnerabilities in **Bitwarden, LastPass, Dashlane, and 1Password**"}, {"id": "mai-20260917-0922-baseline|c109-l6|deepseek-small|Passwork", "prompt": "c109-l6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "Passwork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Consider the example of **Passwork**... shares technological ties with a Russian counterpart... legitimate caution triggers."}, {"id": "mai-20260917-0922-baseline|c109-l6|deepseek-small|Keeper", "prompt": "c109-l6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "open-source like Bitwarden or self-hosted Keeper) for full control"}, {"id": "mai-20260917-0922-baseline|c109-l6|google-small|LastPass", "prompt": "c109-l6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Platforms with Recurring Security Breaches (e.g., LastPass)"}, {"id": "mai-20260917-0922-baseline|c109-l6|google-small|Google Password Manager", "prompt": "c109-l6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Google Password Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Entirely: Browser-Built-in Password Managers"}, {"id": "mai-20260917-0922-baseline|c109-l6|google-small|Microsoft Edge Password Manager", "prompt": "c109-l6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Microsoft Edge Password Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid Entirely: Browser-Built-in Password Managers"}, {"id": "mai-20260917-0922-baseline|c109-l6|google-small|Apple Passwords", "prompt": "c109-l6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Apple Passwords", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Examples: Google Password Manager, Microsoft Edge Password Manager, Apple Passwords"}, {"id": "mai-20260917-0922-baseline|c109-l6|google-small|Norton Password Manager", "prompt": "c109-l6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Norton Password Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid: \"Consumer-First\" or Antivirus Bundles"}, {"id": "mai-20260917-0922-baseline|c109-l6|google-small|McAfee True Key", "prompt": "c109-l6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "McAfee True Key", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "These tools completely lack the deep infrastructure integration that a large enterprise requires"}, {"id": "mai-20260917-0922-baseline|c109-l6|google-small|Bitdefender Password Manager", "prompt": "c109-l6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitdefender Password Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid: \"Consumer-First\" or Antivirus Bundles"}, {"id": "mai-20260917-0922-baseline|c109-l6|google-small|Standard KeePass", "prompt": "c109-l6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Standard KeePass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Exercise High Caution: Purely Local or Self-Hosted Open-Source Managers"}, {"id": "mai-20260917-0922-baseline|c109-l6|google-small|KeePassXC", "prompt": "c109-l6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "KeePassXC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "completely unsuited for a large corporate environment"}, {"id": "mai-20260917-0922-baseline|c109-l6|google-small|Vaultwarden", "prompt": "c109-l6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Vaultwarden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "A single misconfigured self-hosted server is a massive target."}, {"id": "mai-20260917-0922-baseline|c109-l6|google-small|Bitwarden", "prompt": "c109-l6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "In April 2026, Bitwarden suffered a targeted supply-chain attack... you must treat these tools as high-risk supply chain dependencies"}, {"id": "mai-20260917-0922-baseline|c109-l6|google-small|1Password", "prompt": "c109-l6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "If you are vetting or migrating to a premier tier-one manager (such as **1Password**, **Keeper**, or cloud-hosted **Bitwarden**)"}, {"id": "mai-20260917-0922-baseline|c109-l6|google-small|Keeper", "prompt": "c109-l6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "premier tier-one manager (such as **1Password**, **Keeper**, or cloud-hosted **Bitwarden**)"}, {"id": "mai-20260917-0922-baseline|c109-l6|meta-small|Secret Server", "prompt": "c109-l6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "Secret Server", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some enterprise alternatives such as Secret Server or Beyond Trust Password Safe exist, but they typically cost significantly more."}, {"id": "mai-20260917-0922-baseline|c109-l6|meta-small|Beyond Trust Password Safe", "prompt": "c109-l6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "Beyond Trust Password Safe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some enterprise alternatives such as Secret Server or Beyond Trust Password Safe exist, but they typically cost significantly more."}, {"id": "mai-20260917-0922-baseline|c109-l6|meta-small|1Password Business", "prompt": "c109-l6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "recommended to consider password managers that are specifically designed for enterprises, such as 1Password Business, Bitwarden, and Dashlane"}, {"id": "mai-20260917-0922-baseline|c109-l6|meta-small|Bitwarden", "prompt": "c109-l6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "such as 1Password Business, Bitwarden, and Dashlane, which offer mature admin controls"}, {"id": "mai-20260917-0922-baseline|c109-l6|meta-small|Dashlane", "prompt": "c109-l6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "such as 1Password Business, Bitwarden, and Dashlane, which offer mature admin controls"}, {"id": "mai-20260917-0922-baseline|c109-l6|minimax-small|LastPass", "prompt": "c109-l6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**LastPass** should be avoided for new enterprise deployments, and existing users should consider migrating away."}, {"id": "mai-20260917-0922-baseline|c109-l6|minimax-small|1Password Business", "prompt": "c109-l6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**1Password Business**: Strong breach transparency, Secret Key architecture, SOC 2 compliance"}, {"id": "mai-20260917-0922-baseline|c109-l6|minimax-small|Bitwarden", "prompt": "c109-l6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitwarden**: Open-source, regular third-party audits, strong encryption"}, {"id": "mai-20260917-0922-baseline|c109-l6|minimax-small|Proton Pass", "prompt": "c109-l6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "Proton Pass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Proton Pass**: Privacy-focused with email aliases, Cure53 audited"}, {"id": "mai-20260917-0922-baseline|c109-l6|mistral-small|LastPass", "prompt": "c109-l6", "model": "mistral-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many security professionals now recommend avoiding LastPass for business use due to these issues and the company's handling of the breach aftermath"}, {"id": "mai-20260917-0922-baseline|c109-l6|moonshot-small|LastPass", "prompt": "c109-l6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**LastPass** | 🔴 **AVOID** | Multiple breaches, vault exfiltration"}, {"id": "mai-20260917-0922-baseline|c109-l6|moonshot-small|Norton LifeLock Password Manager", "prompt": "c109-l6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "Norton LifeLock Password Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Norton LifeLock** | 🔴 **AVOID** | Credential-stuffing vulnerabilities, consumer-focused"}, {"id": "mai-20260917-0922-baseline|c109-l6|moonshot-small|Dashlane", "prompt": "c109-l6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Dashlane** | 🟡 **CAUTION** | Research-identified vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c109-l6|moonshot-small|Chrome Password Manager", "prompt": "c109-l6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "Chrome Password Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Browser-Based Password Managers** – Avoid for Enterprise Use"}, {"id": "mai-20260917-0922-baseline|c109-l6|moonshot-small|Edge Password Manager", "prompt": "c109-l6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "Edge Password Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Browser-Based Password Managers** – Avoid for Enterprise Use"}, {"id": "mai-20260917-0922-baseline|c109-l6|moonshot-small|Firefox Lockwise", "prompt": "c109-l6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "Firefox Lockwise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Browser-Based Password Managers** – Avoid for Enterprise Use"}, {"id": "mai-20260917-0922-baseline|c109-l6|moonshot-small|Safari Keychain", "prompt": "c109-l6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "Safari Keychain", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Browser-Based Password Managers** – Avoid for Enterprise Use"}, {"id": "mai-20260917-0922-baseline|c109-l6|moonshot-small|Bitwarden Enterprise", "prompt": "c109-l6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Bitwarden Enterprise** (open-source, self-host option)"}, {"id": "mai-20260917-0922-baseline|c109-l6|moonshot-small|1Password Business/Enterprise", "prompt": "c109-l6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password Business/Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Generally well-regarded enterprise options:** ... **1Password Business/Enterprise**"}, {"id": "mai-20260917-0922-baseline|c109-l6|moonshot-small|Keeper Security", "prompt": "c109-l6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Keeper Security** (strong compliance/FedRAMP)"}, {"id": "mai-20260917-0922-baseline|c109-l6|openai-small|LastPass", "prompt": "c109-l6", "model": "openai-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "because of its well-known 2022 breach history ... many enterprises will want extra due diligence and compensating controls before adopting it"}, {"id": "mai-20260917-0922-baseline|c109-l6|openai-small|Dashlane", "prompt": "c109-l6", "model": "openai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not necessarily \"bad,\" but ... browser-extension architecture can be a concern and should be evaluated carefully in your threat model"}, {"id": "mai-20260917-0922-baseline|c109-l6|openai-small|Bitwarden", "prompt": "c109-l6", "model": "openai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Bitwarden and 1Password publish substantial security material and enterprise features, so they're not automatic avoids"}, {"id": "mai-20260917-0922-baseline|c109-l6|openai-small|1Password", "prompt": "c109-l6", "model": "openai-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bitwarden and 1Password publish substantial security material and enterprise features, so they're not automatic avoids"}, {"id": "mai-20260917-0922-baseline|c109-l6|xai-small|LastPass (including LastPass Business/Enterprise)", "prompt": "c109-l6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass (including LastPass Business/Enterprise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Strongly Avoid or Migrate Away From:** - **LastPass (including LastPass Business/Enterprise)**"}, {"id": "mai-20260917-0922-baseline|c109-l6|xai-small|1Password Business", "prompt": "c109-l6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**1Password Business** | Mature SSO (no master PW), Secret Key, strong breach record"}, {"id": "mai-20260917-0922-baseline|c109-l6|xai-small|Bitwarden Enterprise", "prompt": "c109-l6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Bitwarden Enterprise** | Open-source, self-host, SCIM/SSO, cheapest scalable"}, {"id": "mai-20260917-0922-baseline|c109-l6|xai-small|Passwordstate (by Click Studios)", "prompt": "c109-l6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Passwordstate (by Click Studios)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Compromised in a 2021 supply-chain attack via its update mechanism... Lacks the zero-knowledge architecture of top competitors"}, {"id": "mai-20260917-0922-baseline|c109-l6|xai-small|Norton LifeLock / LifeLock Password Manager", "prompt": "c109-l6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Norton LifeLock / LifeLock Password Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Not purpose-built for scale; consumer-grade with inadequate governance for large orgs."}, {"id": "mai-20260917-0922-baseline|c109-l6|xai-small|Dashlane", "prompt": "c109-l6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Consumer-grade tools like standard LastPass, Dashlane, or consumer Bitwarden/1Password**: - **Why?** Lack enterprise necessities"}, {"id": "mai-20260917-0922-baseline|c109-l6|xai-small|Keeper Enterprise", "prompt": "c109-l6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Keeper Enterprise** | Zero breaches, M365 integration, passkeys | ~$4 | Verify key escrow"}, {"id": "mai-20260917-0922-baseline|c109-l6|zai-small|LastPass", "prompt": "c109-l6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Have a history of significant security breaches that exposed encrypted vaults or customer data (e.g., LastPass, Keeper, Dashlane)."}, {"id": "mai-20260917-0922-baseline|c109-l6|zai-small|Keeper", "prompt": "c109-l6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "e.g., LastPass, Keeper, Dashlane"}, {"id": "mai-20260917-0922-baseline|c109-l6|zai-small|Dashlane", "prompt": "c109-l6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "e.g., LastPass, Keeper, Dashlane"}, {"id": "mai-20260917-0922-baseline|c109-l6|zai-small|1Password", "prompt": "c109-l6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "2023 Okta environment breach ... Vendor concluded no customer data was accessed, but the incident shows how vendor infrastructure can be a vector."}, {"id": "mai-20260917-0922-baseline|c109-l6|zai-small|Browser-based password managers (Chrome, Edge, Safari, etc.)", "prompt": "c109-l6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Browser-based password managers (Chrome, Edge, Safari, etc.)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "They're convenient for individuals but dangerous for organizations."}, {"id": "mai-20260917-0922-baseline|c109-m1|alibaba-small|1Password Business", "prompt": "c109-m1", "model": "alibaba-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1Password Business** is widely considered the best all-around choice for mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c109-m1|alibaba-small|Bitwarden", "prompt": "c109-m1", "model": "alibaba-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Value / Tech-Friendly Choice: Bitwarden"}, {"id": "mai-20260917-0922-baseline|c109-m1|alibaba-small|NordPass", "prompt": "c109-m1", "model": "alibaba-small", "cat": "business-password-managers", "variant": "direct", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Simplicity & Budget: NordPass"}, {"id": "mai-20260917-0922-baseline|c109-m1|anthropic-small|1Password Business", "prompt": "c109-m1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1Password Business is recommended for most mid-market deployments"}, {"id": "mai-20260917-0922-baseline|c109-m1|anthropic-small|Bitwarden Enterprise", "prompt": "c109-m1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "recommended for organizations requiring open-source auditability or self-hosted deployment"}, {"id": "mai-20260917-0922-baseline|c109-m1|anthropic-small|Keeper", "prompt": "c109-m1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Keeper is recommended for federal contractors that must meet FedRAMP High"}, {"id": "mai-20260917-0922-baseline|c109-m1|anthropic-small|RoboForm", "prompt": "c109-m1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "RoboForm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "one of the most affordable business password managers and easier to manage for small and mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c109-m1|anthropic-small|Dashlane", "prompt": "c109-m1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dashlane's upper-tier Business plan offers granular sharing controls"}, {"id": "mai-20260917-0922-baseline|c109-m1|anthropic-small|NordPass", "prompt": "c109-m1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Bitwarden, Dashlane, Keeper, NordPass, and Proton Pass have no publicly disclosed vault breaches"}, {"id": "mai-20260917-0922-baseline|c109-m1|anthropic-small|Proton Pass", "prompt": "c109-m1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "Proton Pass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bitwarden, Dashlane, Keeper, NordPass, and Proton Pass have no publicly disclosed vault breaches"}, {"id": "mai-20260917-0922-baseline|c109-m1|challenger-small|1Password Business", "prompt": "c109-m1", "model": "challenger-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "pick 1Password Business for most mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c109-m1|challenger-small|Bitwarden Business/Enterprise", "prompt": "c109-m1", "model": "challenger-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Business/Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best value for mid-market companies that want lower cost and more deployment flexibility"}, {"id": "mai-20260917-0922-baseline|c109-m1|challenger-small|Keeper Business", "prompt": "c109-m1", "model": "challenger-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if your organization has unusually strict compliance or federal requirements"}, {"id": "mai-20260917-0922-baseline|c109-m1|challenger-small|NordPass Business", "prompt": "c109-m1", "model": "challenger-small", "cat": "business-password-managers", "variant": "direct", "raw": "NordPass Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "less frequently named as the top mid-market pick in the sources here"}, {"id": "mai-20260917-0922-baseline|c109-m1|deepseek-small|1Password Business", "prompt": "c109-m1", "model": "deepseek-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1Password Business** is the safest all-around pick if you want fast employee adoption and minimal support burden"}, {"id": "mai-20260917-0922-baseline|c109-m1|deepseek-small|Bitwarden Enterprise", "prompt": "c109-m1", "model": "deepseek-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "two leading contenders — **1Password Business** and **Bitwarden Enterprise**"}, {"id": "mai-20260917-0922-baseline|c109-m1|deepseek-small|Keeper", "prompt": "c109-m1", "model": "deepseek-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Keeper** as a strong third option for specific needs"}, {"id": "mai-20260917-0922-baseline|c109-m1|google-small|1Password Business", "prompt": "c109-m1", "model": "google-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: 1Password Business"}, {"id": "mai-20260917-0922-baseline|c109-m1|google-small|Keeper Enterprise", "prompt": "c109-m1", "model": "google-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Deep Compliance & Granular Controls: Keeper Enterprise"}, {"id": "mai-20260917-0922-baseline|c109-m1|google-small|Bitwarden Enterprise", "prompt": "c109-m1", "model": "google-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Tech-Heavy Orgs & Value: Bitwarden Enterprise"}, {"id": "mai-20260917-0922-baseline|c109-m1|google-small|Dashlane", "prompt": "c109-m1", "model": "google-small", "cat": "business-password-managers", "variant": "direct", "raw": "Dashlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "significantly cheaper than 1Password or Dashlane"}, {"id": "mai-20260917-0922-baseline|c109-m1|meta-small|Bitwarden Business", "prompt": "c109-m1", "model": "meta-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best business password manager for a mid-market B2B company is Bitwarden Business or 1Password Business."}, {"id": "mai-20260917-0922-baseline|c109-m1|meta-small|1Password Business", "prompt": "c109-m1", "model": "meta-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is Bitwarden Business or 1Password Business. Both are highly recommended"}, {"id": "mai-20260917-0922-baseline|c109-m1|meta-small|Bitwarden Enterprise", "prompt": "c109-m1", "model": "meta-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitwarden Enterprise is also an option for mid-market companies with 50-500 employees"}, {"id": "mai-20260917-0922-baseline|c109-m1|minimax-small|Bitwarden Enterprise", "prompt": "c109-m1", "model": "minimax-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitwarden Enterprise** offers the best balance of features, price, and flexibility"}, {"id": "mai-20260917-0922-baseline|c109-m1|minimax-small|1Password Business", "prompt": "c109-m1", "model": "minimax-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1Password Business** is an excellent alternative"}, {"id": "mai-20260917-0922-baseline|c109-m1|minimax-small|Keeper Business", "prompt": "c109-m1", "model": "minimax-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Keeper Business** – Lowest Cost Option"}, {"id": "mai-20260917-0922-baseline|c109-m1|mistral-small|1Password Business", "prompt": "c109-m1", "model": "mistral-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "often recommended as the best overall for mid-market and enterprise teams"}, {"id": "mai-20260917-0922-baseline|c109-m1|mistral-small|Bitwarden Enterprise", "prompt": "c109-m1", "model": "mistral-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Both solutions are well-suited for mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c109-m1|moonshot-small|Bitwarden Enterprise", "prompt": "c109-m1", "model": "moonshot-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitwarden Enterprise** – Best Overall Value"}, {"id": "mai-20260917-0922-baseline|c109-m1|moonshot-small|1Password Business", "prompt": "c109-m1", "model": "moonshot-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1Password Business** if budget allows and you prioritize user adoption and premium experience"}, {"id": "mai-20260917-0922-baseline|c109-m1|moonshot-small|NordPass Business", "prompt": "c109-m1", "model": "moonshot-small", "cat": "business-password-managers", "variant": "direct", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NordPass Business** if cost is your primary concern but you still need enterprise features"}, {"id": "mai-20260917-0922-baseline|c109-m1|moonshot-small|Keeper Business", "prompt": "c109-m1", "model": "moonshot-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Compliance-Heavy Industries"}, {"id": "mai-20260917-0922-baseline|c109-m1|moonshot-small|LastPass", "prompt": "c109-m1", "model": "moonshot-small", "cat": "business-password-managers", "variant": "direct", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid**: LastPass and Dashlane for mid-market"}, {"id": "mai-20260917-0922-baseline|c109-m1|moonshot-small|Dashlane", "prompt": "c109-m1", "model": "moonshot-small", "cat": "business-password-managers", "variant": "direct", "raw": "Dashlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid**: LastPass and Dashlane for mid-market"}, {"id": "mai-20260917-0922-baseline|c109-m1|openai-small|Bitwarden Enterprise", "prompt": "c109-m1", "model": "openai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default pick would be **Bitwarden Enterprise**"}, {"id": "mai-20260917-0922-baseline|c109-m1|openai-small|1Password Business", "prompt": "c109-m1", "model": "openai-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1Password Business** if your top priority is a very polished end-user experience"}, {"id": "mai-20260917-0922-baseline|c109-m1|openai-small|Keeper", "prompt": "c109-m1", "model": "openai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Keeper** or **Dashlane** if you have a very specific security/compliance requirement"}, {"id": "mai-20260917-0922-baseline|c109-m1|openai-small|Dashlane", "prompt": "c109-m1", "model": "openai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Keeper** or **Dashlane** if you have a very specific security/compliance requirement"}, {"id": "mai-20260917-0922-baseline|c109-m1|xai-small|1Password Business", "prompt": "c109-m1", "model": "xai-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frequently rated \"best overall\" for mid-sized teams"}, {"id": "mai-20260917-0922-baseline|c109-m1|xai-small|Bitwarden Teams/Enterprise", "prompt": "c109-m1", "model": "xai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Teams/Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top value pick (PwdFortress #1 for SMB/mid-market... Test 14-day trials of 1Password and Bitwarden—most mid-market picks win here."}, {"id": "mai-20260917-0922-baseline|c109-m1|xai-small|Keeper Business", "prompt": "c109-m1", "model": "xai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often #1 overall (TechRepublic, PCMag Editors' Choice)... Best for: Microsoft-heavy B2B environments"}, {"id": "mai-20260917-0922-baseline|c109-m1|xai-small|Dashlane", "prompt": "c109-m1", "model": "xai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Dashlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notables: Dashlane (~$8/user/mo; dark web monitoring)"}, {"id": "mai-20260917-0922-baseline|c109-m1|xai-small|NordPass", "prompt": "c109-m1", "model": "xai-small", "cat": "business-password-managers", "variant": "direct", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "NordPass (~$3.69/user/mo; cheapest)"}, {"id": "mai-20260917-0922-baseline|c109-m1|xai-small|LastPass", "prompt": "c109-m1", "model": "xai-small", "cat": "business-password-managers", "variant": "direct", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "LastPass (policies but past breaches hurt trust)"}, {"id": "mai-20260917-0922-baseline|c109-m1|zai-small|Bitwarden Business", "prompt": "c109-m1", "model": "zai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top pick overall:** Bitwarden Business (Teams $4/user/mo, Enterprise $6–$7/user/mo) – best balance of price, open-source transparency, SSO/SCIM"}, {"id": "mai-20260917-0922-baseline|c109-m1|zai-small|1Password Business", "prompt": "c109-m1", "model": "zai-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Premium UX pick:** 1Password Business (≈$8/user/mo) – strongest user experience, adoption, and reporting"}, {"id": "mai-20260917-0922-baseline|c109-m1|zai-small|Keeper Business", "prompt": "c109-m1", "model": "zai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lowest published seat price:** Keeper Business (from $3.75/user/mo)"}, {"id": "mai-20260917-0922-baseline|c109-m2|alibaba-small|1Password", "prompt": "c109-m2", "model": "alibaba-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **1Password** as the top choice"}, {"id": "mai-20260917-0922-baseline|c109-m2|alibaba-small|Dashlane Business", "prompt": "c109-m2", "model": "alibaba-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Dashlane Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Dashlane Business"}, {"id": "mai-20260917-0922-baseline|c109-m2|alibaba-small|Bitwarden", "prompt": "c109-m2", "model": "alibaba-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-Effective/Open Source Option: Bitwarden"}, {"id": "mai-20260917-0922-baseline|c109-m2|anthropic-small|1Password Business", "prompt": "c109-m2", "model": "anthropic-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1Password Business** - Excellent for teams with strong security features, intuitive interface, and good admin controls."}, {"id": "mai-20260917-0922-baseline|c109-m2|anthropic-small|LastPass Teams", "prompt": "c109-m2", "model": "anthropic-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "LastPass Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A popular choice that's cost-effective and familiar to many users."}, {"id": "mai-20260917-0922-baseline|c109-m2|anthropic-small|Bitwarden", "prompt": "c109-m2", "model": "anthropic-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source option that's budget-friendly, self-hostable, and offers strong security."}, {"id": "mai-20260917-0922-baseline|c109-m2|anthropic-small|Dashlane Business", "prompt": "c109-m2", "model": "anthropic-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Dashlane Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong security features with good user experience and team management capabilities designed specifically for businesses."}, {"id": "mai-20260917-0922-baseline|c109-m2|anthropic-small|Microsoft Entra ID / Azure AD with integrated password management", "prompt": "c109-m2", "model": "anthropic-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Microsoft Entra ID / Azure AD with integrated password management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your company already uses Microsoft ecosystem, this provides tight integration."}, {"id": "mai-20260917-0922-baseline|c109-m2|challenger-small|1Password Business", "prompt": "c109-m2", "model": "challenger-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **1Password Business** as the default choice"}, {"id": "mai-20260917-0922-baseline|c109-m2|challenger-small|Bitwarden Teams/Business", "prompt": "c109-m2", "model": "challenger-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Teams/Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if **budget and open-source transparency** matter most"}, {"id": "mai-20260917-0922-baseline|c109-m2|challenger-small|Keeper", "prompt": "c109-m2", "model": "challenger-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you are in a **compliance-heavy** environment"}, {"id": "mai-20260917-0922-baseline|c109-m2|challenger-small|Securden Password Vault", "prompt": "c109-m2", "model": "challenger-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Securden Password Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you need **self-hosting, tighter control, or a path toward PAM**"}, {"id": "mai-20260917-0922-baseline|c109-m2|challenger-small|NordPass", "prompt": "c109-m2", "model": "challenger-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if your stack is heavily centered on **Google Workspace**"}, {"id": "mai-20260917-0922-baseline|c109-m2|deepseek-small|1Password Business", "prompt": "c109-m2", "model": "deepseek-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **1Password Business** is the strongest overall pick."}, {"id": "mai-20260917-0922-baseline|c109-m2|deepseek-small|Bitwarden", "prompt": "c109-m2", "model": "deepseek-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for budget-conscious teams.** ... though less polished UX and no phone support"}, {"id": "mai-20260917-0922-baseline|c109-m2|deepseek-small|NordPass", "prompt": "c109-m2", "model": "deepseek-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best value + Google Workspace teams.**"}, {"id": "mai-20260917-0922-baseline|c109-m2|deepseek-small|Keeper", "prompt": "c109-m2", "model": "deepseek-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for compliance-heavy industries.**"}, {"id": "mai-20260917-0922-baseline|c109-m2|deepseek-small|LastPass", "prompt": "c109-m2", "model": "deepseek-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid **LastPass** — Has had multiple significant security breaches; most reviews now recommend against it"}, {"id": "mai-20260917-0922-baseline|c109-m2|google-small|1Password Business", "prompt": "c109-m2", "model": "google-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **1Password Business** (Best Overall & Highest User Adoption)"}, {"id": "mai-20260917-0922-baseline|c109-m2|google-small|Bitwarden Enterprise", "prompt": "c109-m2", "model": "google-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bitwarden is an exceptional choice"}, {"id": "mai-20260917-0922-baseline|c109-m2|google-small|Keeper Business/Enterprise", "prompt": "c109-m2", "model": "google-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper Business/Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Keeper is the most robust compliance-oriented option available"}, {"id": "mai-20260917-0922-baseline|c109-m2|google-small|LastPass", "prompt": "c109-m2", "model": "google-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "It is highly recommended to avoid **LastPass** for corporate deployments"}, {"id": "mai-20260917-0922-baseline|c109-m2|meta-small|1Password Business", "prompt": "c109-m2", "model": "meta-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Known for its strong security features, user-friendly deployment, and mature admin controls. It is suitable for mid-size and enterprise teams."}, {"id": "mai-20260917-0922-baseline|c109-m2|meta-small|Dashlane for Business", "prompt": "c109-m2", "model": "meta-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Dashlane for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a clean user experience and robust security insights, making it a popular choice for small to medium-sized businesses."}, {"id": "mai-20260917-0922-baseline|c109-m2|meta-small|Zoho Vault", "prompt": "c109-m2", "model": "meta-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Zoho Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A budget-friendly option for small and mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c109-m2|minimax-small|1Password Business", "prompt": "c109-m2", "model": "minimax-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: 1Password Business"}, {"id": "mai-20260917-0922-baseline|c109-m2|minimax-small|Keeper Security Enterprise", "prompt": "c109-m2", "model": "minimax-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper Security Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives: Keeper Security Enterprise"}, {"id": "mai-20260917-0922-baseline|c109-m2|minimax-small|Dashlane Business", "prompt": "c109-m2", "model": "minimax-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Dashlane Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **ease of use** and fast rollout"}, {"id": "mai-20260917-0922-baseline|c109-m2|minimax-small|Zoho Vault", "prompt": "c109-m2", "model": "minimax-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Zoho Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best **budget option** if already in Zoho ecosystem"}, {"id": "mai-20260917-0922-baseline|c109-m2|mistral-small|1Password Business", "prompt": "c109-m2", "model": "mistral-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1Password Business** is often recommended as the best overall pick for teams of 10 or more"}, {"id": "mai-20260917-0922-baseline|c109-m2|mistral-small|Zoho Vault", "prompt": "c109-m2", "model": "mistral-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Zoho Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Vault** is a budget-friendly option that integrates well with the Zoho ecosystem"}, {"id": "mai-20260917-0922-baseline|c109-m2|mistral-small|Dashlane for Business", "prompt": "c109-m2", "model": "mistral-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Dashlane for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dashlane for Business** is also a strong contender"}, {"id": "mai-20260917-0922-baseline|c109-m2|moonshot-small|1Password Business", "prompt": "c109-m2", "model": "moonshot-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: 1Password Business"}, {"id": "mai-20260917-0922-baseline|c109-m2|moonshot-small|Bitwarden Business", "prompt": "c109-m2", "model": "moonshot-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value Alternative: Bitwarden Business"}, {"id": "mai-20260917-0922-baseline|c109-m2|moonshot-small|NordPass Business", "prompt": "c109-m2", "model": "moonshot-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget Pick: NordPass Business"}, {"id": "mai-20260917-0922-baseline|c109-m2|moonshot-small|Keeper Business", "prompt": "c109-m2", "model": "moonshot-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "High-Security Alternative: Keeper Business"}, {"id": "mai-20260917-0922-baseline|c109-m2|openai-small|1Password Business", "prompt": "c109-m2", "model": "openai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd **generally recommend 1Password Business** as the default choice for a team password vault."}, {"id": "mai-20260917-0922-baseline|c109-m2|openai-small|Bitwarden Teams/Enterprise", "prompt": "c109-m2", "model": "openai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Teams/Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a **lower-cost, more open-source-oriented** option with solid core features."}, {"id": "mai-20260917-0922-baseline|c109-m2|openai-small|Keeper Business", "prompt": "c109-m2", "model": "openai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong if you want **more enterprise-style controls** and compliance-focused features."}, {"id": "mai-20260917-0922-baseline|c109-m2|openai-small|Dashlane Business", "prompt": "c109-m2", "model": "openai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Dashlane Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you want a very polished user experience and built-in breach monitoring, though it can be pricier."}, {"id": "mai-20260917-0922-baseline|c109-m2|xai-small|Bitwarden Teams or Enterprise", "prompt": "c109-m2", "model": "xai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Teams or Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Bitwarden Teams or Enterprise** as the top choice."}, {"id": "mai-20260917-0922-baseline|c109-m2|xai-small|1Password Business", "prompt": "c109-m2", "model": "xai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Polished UX, Apple-heavy teams, dev secrets | $7.99 | Premium feel, but 50-100% pricier; no self-host."}, {"id": "mai-20260917-0922-baseline|c109-m2|xai-small|Keeper Business", "prompt": "c109-m2", "model": "xai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great compliance (FedRAMP), but less flexible audits."}, {"id": "mai-20260917-0922-baseline|c109-m2|xai-small|NordPass Business", "prompt": "c109-m2", "model": "xai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget + simplicity | $3.69 | Solid all-around"}, {"id": "mai-20260917-0922-baseline|c109-m2|xai-small|LastPass", "prompt": "c109-m2", "model": "xai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid LastPass/Dashlane** for now—past breaches and weaker recent business scores make them riskier."}, {"id": "mai-20260917-0922-baseline|c109-m2|xai-small|Dashlane", "prompt": "c109-m2", "model": "xai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Dashlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid LastPass/Dashlane** for now—past breaches and weaker recent business scores make them riskier."}, {"id": "mai-20260917-0922-baseline|c109-m2|zai-small|Bitwarden Business", "prompt": "c109-m2", "model": "zai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitwarden Business** is the safest all‑around pick for most mid‑sized B2B organizations"}, {"id": "mai-20260917-0922-baseline|c109-m2|zai-small|1Password Business", "prompt": "c109-m2", "model": "zai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If UX and developer workflow are your top priorities ... **1Password Business** is worth the premium."}, {"id": "mai-20260917-0922-baseline|c109-m2|zai-small|Keeper Business", "prompt": "c109-m2", "model": "zai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "already heavily invested in Microsoft 365 and has mature MFA, **Keeper Business** could save you a bit more on seat price"}, {"id": "mai-20260917-0922-baseline|c109-m2|zai-small|NordPass Business", "prompt": "c109-m2", "model": "zai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want a simple, price‑driven solution for remote teams, **NordPass Business** is a solid alternative"}, {"id": "mai-20260917-0922-baseline|c109-m2|zai-small|Dashlane Business", "prompt": "c109-m2", "model": "zai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Dashlane Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Built‑in VPN & privacy suite, unified security product"}, {"id": "mai-20260917-0922-baseline|c109-m2|zai-small|Securden", "prompt": "c109-m2", "model": "zai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Securden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise‑grade controls without enterprise complexity"}, {"id": "mai-20260917-0922-baseline|c109-m3|alibaba-small|1Password", "prompt": "c109-m3", "model": "alibaba-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1Password is widely regarded as the gold standard for User Experience (UX)."}, {"id": "mai-20260917-0922-baseline|c109-m3|alibaba-small|Bitwarden", "prompt": "c109-m3", "model": "alibaba-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Value & Open-Source Option"}, {"id": "mai-20260917-0922-baseline|c109-m3|alibaba-small|Keeper Security", "prompt": "c109-m3", "model": "alibaba-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Compliance Powerhouse"}, {"id": "mai-20260917-0922-baseline|c109-m3|alibaba-small|Dashlane", "prompt": "c109-m3", "model": "alibaba-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"All-in-One\" Security Platform"}, {"id": "mai-20260917-0922-baseline|c109-m3|alibaba-small|LastPass", "prompt": "c109-m3", "model": "alibaba-small", "cat": "business-password-managers", "variant": "comparative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "It is currently less recommended for new business implementations than the four listed above."}, {"id": "mai-20260917-0922-baseline|c109-m3|anthropic-small|Dashlane", "prompt": "c109-m3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Dashlane Omnix excels for credential-risk visibility"}, {"id": "mai-20260917-0922-baseline|c109-m3|anthropic-small|Keeper", "prompt": "c109-m3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Keeper Enterprise is a better fit for compliance-heavy organizations"}, {"id": "mai-20260917-0922-baseline|c109-m3|anthropic-small|Proton", "prompt": "c109-m3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Proton", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The leading options include Dashlane, Keeper, Proton, and NordPass"}, {"id": "mai-20260917-0922-baseline|c109-m3|anthropic-small|NordPass", "prompt": "c109-m3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NordPass Enterprise for simpler deployment"}, {"id": "mai-20260917-0922-baseline|c109-m3|anthropic-small|1Password", "prompt": "c109-m3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "1Password Business is the best default choice for most workforce deployments"}, {"id": "mai-20260917-0922-baseline|c109-m3|anthropic-small|Bitwarden", "prompt": "c109-m3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bitwarden Enterprise is the better value and the strongest option when open-source transparency or self-hosting matters"}, {"id": "mai-20260917-0922-baseline|c109-m3|anthropic-small|LastPass", "prompt": "c109-m3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "LastPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "LastPass Business Max for SaaS discovery and application controls"}, {"id": "mai-20260917-0922-baseline|c109-m3|anthropic-small|ManageEngine", "prompt": "c109-m3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notable enterprise options include LastPass, ManageEngine, and Zoho Vault"}, {"id": "mai-20260917-0922-baseline|c109-m3|anthropic-small|Zoho Vault", "prompt": "c109-m3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Zoho Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Zoho Vault Enterprise for approval-based and time-limited credential sharing"}, {"id": "mai-20260917-0922-baseline|c109-m3|anthropic-small|RoboForm for Business", "prompt": "c109-m3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "RoboForm for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "RoboForm for Business is the most budget-friendly enterprise pick"}, {"id": "mai-20260917-0922-baseline|c109-m3|challenger-small|1Password", "prompt": "c109-m3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall:** **1Password** or **Keeper** depending on whether you value usability or compliance more."}, {"id": "mai-20260917-0922-baseline|c109-m3|challenger-small|Keeper", "prompt": "c109-m3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall:** **1Password** or **Keeper**"}, {"id": "mai-20260917-0922-baseline|c109-m3|challenger-small|Bitwarden", "prompt": "c109-m3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best value/open-source:** **Bitwarden**."}, {"id": "mai-20260917-0922-baseline|c109-m3|challenger-small|NordPass", "prompt": "c109-m3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for simple team rollout:** **NordPass** or **Dashlane**."}, {"id": "mai-20260917-0922-baseline|c109-m3|challenger-small|Dashlane", "prompt": "c109-m3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for simple team rollout:** **NordPass** or **Dashlane**."}, {"id": "mai-20260917-0922-baseline|c109-m3|challenger-small|RoboForm", "prompt": "c109-m3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "RoboForm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for small teams on a budget:** **RoboForm**."}, {"id": "mai-20260917-0922-baseline|c109-m3|deepseek-small|1Password", "prompt": "c109-m3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1Password** is widely considered the most **polished** experience"}, {"id": "mai-20260917-0922-baseline|c109-m3|deepseek-small|Keeper", "prompt": "c109-m3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Keeper** leads on regulatory/compliance depth: FedRAMP authorization"}, {"id": "mai-20260917-0922-baseline|c109-m3|deepseek-small|Bitwarden", "prompt": "c109-m3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Budget-conscious or open-source requirement** → **Bitwarden**"}, {"id": "mai-20260917-0922-baseline|c109-m3|deepseek-small|Dashlane", "prompt": "c109-m3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cross-platform, feature-rich consumer-style experience with privacy extras → **Dashlane** or **NordPass**"}, {"id": "mai-20260917-0922-baseline|c109-m3|deepseek-small|NordPass", "prompt": "c109-m3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cross-platform, feature-rich consumer-style experience with privacy extras → **Dashlane** or **NordPass**"}, {"id": "mai-20260917-0922-baseline|c109-m3|deepseek-small|CyberArk", "prompt": "c109-m3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**CyberArk** and **HashiCorp Vault** exist for true privileged access management (PAM), though those are a different category"}, {"id": "mai-20260917-0922-baseline|c109-m3|deepseek-small|HashiCorp Vault", "prompt": "c109-m3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "exist for true privileged access management (PAM), though those are a different category"}, {"id": "mai-20260917-0922-baseline|c109-m3|deepseek-small|Securden", "prompt": "c109-m3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Securden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "niche tools like Securden, Zoho Vault, ManageEngine"}, {"id": "mai-20260917-0922-baseline|c109-m3|deepseek-small|Zoho Vault", "prompt": "c109-m3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Zoho Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "niche tools like Securden, Zoho Vault, ManageEngine"}, {"id": "mai-20260917-0922-baseline|c109-m3|deepseek-small|ManageEngine", "prompt": "c109-m3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "niche tools like Securden, Zoho Vault, ManageEngine"}, {"id": "mai-20260917-0922-baseline|c109-m3|google-small|1Password Business", "prompt": "c109-m3", "model": "google-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1Password is widely considered to have the most intuitive user interface, which helps drive employee adoption"}, {"id": "mai-20260917-0922-baseline|c109-m3|google-small|Bitwarden Enterprise", "prompt": "c109-m3", "model": "google-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Bitwarden if you are on a tight budget, require open-source verification"}, {"id": "mai-20260917-0922-baseline|c109-m3|google-small|Keeper Business & Enterprise", "prompt": "c109-m3", "model": "google-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper Business & Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Keeper if you operate in a heavily regulated industry"}, {"id": "mai-20260917-0922-baseline|c109-m3|google-small|Dashlane Business", "prompt": "c109-m3", "model": "google-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Dashlane if you want more than a password manager"}, {"id": "mai-20260917-0922-baseline|c109-m3|google-small|NordPass Business", "prompt": "c109-m3", "model": "google-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose NordPass if you are a fast-growing startup or small business"}, {"id": "mai-20260917-0922-baseline|c109-m3|meta-small|RoboForm", "prompt": "c109-m3", "model": "meta-small", "cat": "business-password-managers", "variant": "comparative", "raw": "RoboForm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of top-rated password managers, including RoboForm, NordPass, Keeper, 1Password, and Proton Pass"}, {"id": "mai-20260917-0922-baseline|c109-m3|meta-small|NordPass", "prompt": "c109-m3", "model": "meta-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including RoboForm, NordPass, Keeper, 1Password, and Proton Pass"}, {"id": "mai-20260917-0922-baseline|c109-m3|meta-small|Keeper", "prompt": "c109-m3", "model": "meta-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including RoboForm, NordPass, Keeper, 1Password, and Proton Pass"}, {"id": "mai-20260917-0922-baseline|c109-m3|meta-small|1Password", "prompt": "c109-m3", "model": "meta-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including RoboForm, NordPass, Keeper, 1Password, and Proton Pass"}, {"id": "mai-20260917-0922-baseline|c109-m3|meta-small|Proton Pass", "prompt": "c109-m3", "model": "meta-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Proton Pass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including RoboForm, NordPass, Keeper, 1Password, and Proton Pass"}, {"id": "mai-20260917-0922-baseline|c109-m3|minimax-small|1Password", "prompt": "c109-m3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1Password** is consistently ranked as the best overall business password manager due to its balance of security, features, and ease of use"}, {"id": "mai-20260917-0922-baseline|c109-m3|minimax-small|Keeper", "prompt": "c109-m3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Keeper** is excellent for enterprises requiring robust security management"}, {"id": "mai-20260917-0922-baseline|c109-m3|minimax-small|NordPass", "prompt": "c109-m3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NordPass** offers great value for small businesses"}, {"id": "mai-20260917-0922-baseline|c109-m3|minimax-small|Dashlane", "prompt": "c109-m3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Cross-platform compatibility"}, {"id": "mai-20260917-0922-baseline|c109-m3|minimax-small|Bitwarden", "prompt": "c109-m3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho Vault and Bitwarden offer the most affordable options"}, {"id": "mai-20260917-0922-baseline|c109-m3|minimax-small|Enpass", "prompt": "c109-m3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Enpass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Flexibility and customization"}, {"id": "mai-20260917-0922-baseline|c109-m3|minimax-small|ManageEngine Password Manager Pro", "prompt": "c109-m3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "ManageEngine Password Manager Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Password sharing and collaboration"}, {"id": "mai-20260917-0922-baseline|c109-m3|minimax-small|Zoho Vault", "prompt": "c109-m3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Zoho Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Zoho Vault and Bitwarden offer the most affordable options"}, {"id": "mai-20260917-0922-baseline|c109-m3|mistral-small|Bitwarden", "prompt": "c109-m3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bitwarden is often cited as the leading solution in the password management market for businesses of all sizes."}, {"id": "mai-20260917-0922-baseline|c109-m3|mistral-small|Keeper", "prompt": "c109-m3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Awarded best overall enterprise password manager"}, {"id": "mai-20260917-0922-baseline|c109-m3|mistral-small|1Password", "prompt": "c109-m3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often recommended for teams that value simplicity and integration with development tools."}, {"id": "mai-20260917-0922-baseline|c109-m3|mistral-small|Dashlane", "prompt": "c109-m3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Cross-platform compatibility and user experience"}, {"id": "mai-20260917-0922-baseline|c109-m3|mistral-small|NordPass", "prompt": "c109-m3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Google Workspace integration and cross-browser compatibility"}, {"id": "mai-20260917-0922-baseline|c109-m3|mistral-small|RoboForm", "prompt": "c109-m3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "RoboForm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Small teams and form filling"}, {"id": "mai-20260917-0922-baseline|c109-m3|mistral-small|Enpass", "prompt": "c109-m3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Enpass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Flexibility and customization"}, {"id": "mai-20260917-0922-baseline|c109-m3|mistral-small|Zoho Vault", "prompt": "c109-m3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Zoho Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Access controls and budget-conscious businesses"}, {"id": "mai-20260917-0922-baseline|c109-m3|mistral-small|ManageEngine Password Manager Pro", "prompt": "c109-m3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "ManageEngine Password Manager Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Designed for IT teams and MSPs"}, {"id": "mai-20260917-0922-baseline|c109-m3|mistral-small|ProtonPass", "prompt": "c109-m3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "ProtonPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Privacy and advanced threat detection"}, {"id": "mai-20260917-0922-baseline|c109-m3|moonshot-small|Bitwarden", "prompt": "c109-m3", "model": "moonshot-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lowest total cost for regulated SMBs; only major vendor offering true self-hosting"}, {"id": "mai-20260917-0922-baseline|c109-m3|moonshot-small|1Password", "prompt": "c109-m3", "model": "moonshot-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best-in-class UX and adoption rates; weakest fit if you need open-source or self-hosting"}, {"id": "mai-20260917-0922-baseline|c109-m3|moonshot-small|Keeper", "prompt": "c109-m3", "model": "moonshot-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest compliance posture for government work"}, {"id": "mai-20260917-0922-baseline|c109-m3|moonshot-small|Dashlane", "prompt": "c109-m3", "model": "moonshot-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one security approach with VPN included; no self-hosting option"}, {"id": "mai-20260917-0922-baseline|c109-m3|moonshot-small|NordPass", "prompt": "c109-m3", "model": "moonshot-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Clean security track record (no known breaches); very affordable; best for smaller teams"}, {"id": "mai-20260917-0922-baseline|c109-m3|moonshot-small|LastPass", "prompt": "c109-m3", "model": "moonshot-small", "cat": "business-password-managers", "variant": "comparative", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "note:** has experienced security breaches in the past"}, {"id": "mai-20260917-0922-baseline|c109-m3|openai-small|1Password Business", "prompt": "c109-m3", "model": "openai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for overall polish and ease of use: **1Password** ... **Best all-around UX:** 1Password"}, {"id": "mai-20260917-0922-baseline|c109-m3|openai-small|Bitwarden Teams / Enterprise", "prompt": "c109-m3", "model": "openai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden Teams / Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bitwarden** is usually the strongest low-cost business choice."}, {"id": "mai-20260917-0922-baseline|c109-m3|openai-small|Dashlane Business", "prompt": "c109-m3", "model": "openai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Simple business deployment:** Dashlane or NordPass"}, {"id": "mai-20260917-0922-baseline|c109-m3|openai-small|Keeper Business / Enterprise", "prompt": "c109-m3", "model": "openai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper Business / Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Security/IT-heavy enterprise:** Keeper or Bitwarden Enterprise"}, {"id": "mai-20260917-0922-baseline|c109-m3|openai-small|LastPass Business", "prompt": "c109-m3", "model": "openai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "LastPass Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "evaluate carefully against 1Password and Bitwarden before renewing"}, {"id": "mai-20260917-0922-baseline|c109-m3|openai-small|NordPass Business", "prompt": "c109-m3", "model": "openai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for privacy-conscious teams that want a modern UI: **NordPass**"}, {"id": "mai-20260917-0922-baseline|c109-m3|openai-small|Passbolt", "prompt": "c109-m3", "model": "openai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Passbolt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Need self-hosting/open-source:** Bitwarden or Passbolt"}, {"id": "mai-20260917-0922-baseline|c109-m3|xai-small|1Password Business", "prompt": "c109-m3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1Password Business - Often rated best overall for ease of use and teams."}, {"id": "mai-20260917-0922-baseline|c109-m3|xai-small|Keeper Business", "prompt": "c109-m3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Keeper Business - Top for enterprises and compliance."}, {"id": "mai-20260917-0922-baseline|c109-m3|xai-small|Bitwarden Teams/Enterprise", "prompt": "c109-m3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden Teams/Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitwarden Teams/Enterprise - Best value, open-source option."}, {"id": "mai-20260917-0922-baseline|c109-m3|xai-small|NordPass Business", "prompt": "c109-m3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NordPass Business - Affordable and user-friendly for small businesses."}, {"id": "mai-20260917-0922-baseline|c109-m3|xai-small|Dashlane Business", "prompt": "c109-m3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dashlane Business - Strong for cross-platform and extras like VPN/dark web monitoring."}, {"id": "mai-20260917-0922-baseline|c109-m3|xai-small|LastPass", "prompt": "c109-m3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "LastPass is sometimes mentioned but largely avoided in recent top lists due to major 2022-2023 breaches"}, {"id": "mai-20260917-0922-baseline|c109-m3|zai-small|Bitwarden", "prompt": "c109-m3", "model": "zai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bitwarden is frequently ranked as the top choice for its balance of security, cost, and transparency."}, {"id": "mai-20260917-0922-baseline|c109-m3|zai-small|Dashlane", "prompt": "c109-m3", "model": "zai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Dashlane** if you want the smoothest user experience and don't mind paying a premium for it."}, {"id": "mai-20260917-0922-baseline|c109-m3|zai-small|1Password", "prompt": "c109-m3", "model": "zai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **1Password** if you have a technical team or need top-tier support and developer integration."}, {"id": "mai-20260917-0922-baseline|c109-m3|zai-small|Keeper", "prompt": "c109-m3", "model": "zai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Keeper** if you are in a highly regulated industry requiring strict compliance certifications."}, {"id": "mai-20260917-0922-baseline|c109-m4|alibaba-small|Bitwarden", "prompt": "c109-m4", "model": "alibaba-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Overall Pick: **Bitwarden**"}, {"id": "mai-20260917-0922-baseline|c109-m4|alibaba-small|NordPass", "prompt": "c109-m4", "model": "alibaba-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Managed & Polished Option: **NordPass**"}, {"id": "mai-20260917-0922-baseline|c109-m4|alibaba-small|Passpack", "prompt": "c109-m4", "model": "alibaba-small", "cat": "business-password-managers", "variant": "budget", "raw": "Passpack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Absolute Lowest Per-User Price: **Passpack**"}, {"id": "mai-20260917-0922-baseline|c109-m4|alibaba-small|LitePassword", "prompt": "c109-m4", "model": "alibaba-small", "cat": "business-password-managers", "variant": "budget", "raw": "LitePassword", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**LitePassword** or similar SMB tools often charge `~$10/month flat`"}, {"id": "mai-20260917-0922-baseline|c109-m4|alibaba-small|1Password", "prompt": "c109-m4", "model": "alibaba-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "$7.99/user/mo ... Teams willing to pay more for UX"}, {"id": "mai-20260917-0922-baseline|c109-m4|anthropic-small|Bitwarden", "prompt": "c109-m4", "model": "anthropic-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bitwarden is often the best choice because it has a genuinely free tier that works for small teams"}, {"id": "mai-20260917-0922-baseline|c109-m4|anthropic-small|KeePass", "prompt": "c109-m4", "model": "anthropic-small", "cat": "business-password-managers", "variant": "budget", "raw": "KeePass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A free, open-source password manager that works well for smaller teams, though it requires more manual management."}, {"id": "mai-20260917-0922-baseline|c109-m4|anthropic-small|1Password", "prompt": "c109-m4", "model": "anthropic-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "While not the cheapest, offers family and small business plans that can be cost-effective"}, {"id": "mai-20260917-0922-baseline|c109-m4|anthropic-small|Dashlane", "prompt": "c109-m4", "model": "anthropic-small", "cat": "business-password-managers", "variant": "budget", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Has competitive pricing for teams and often offers discounts for small businesses."}, {"id": "mai-20260917-0922-baseline|c109-m4|anthropic-small|LastPass", "prompt": "c109-m4", "model": "anthropic-small", "cat": "business-password-managers", "variant": "budget", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though recent security concerns have made some users switch away"}, {"id": "mai-20260917-0922-baseline|c109-m4|challenger-small|Bitwarden Business", "prompt": "c109-m4", "model": "challenger-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Bitwarden Business**"}, {"id": "mai-20260917-0922-baseline|c109-m4|challenger-small|RoboForm Business", "prompt": "c109-m4", "model": "challenger-small", "cat": "business-password-managers", "variant": "budget", "raw": "RoboForm Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**RoboForm Business** is often cheaper... recommended for small teams on a tight budget"}, {"id": "mai-20260917-0922-baseline|c109-m4|challenger-small|NordPass Business", "prompt": "c109-m4", "model": "challenger-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NordPass Business** is also a strong option at about **$3.59–$4.99/user/month**"}, {"id": "mai-20260917-0922-baseline|c109-m4|deepseek-small|Bitwarden", "prompt": "c109-m4", "model": "deepseek-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most budget-conscious companies, **Bitwarden** is the clear winner"}, {"id": "mai-20260917-0922-baseline|c109-m4|deepseek-small|Keeper Business", "prompt": "c109-m4", "model": "deepseek-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Keeper** is the best alternative"}, {"id": "mai-20260917-0922-baseline|c109-m4|deepseek-small|NordPass Business", "prompt": "c109-m4", "model": "deepseek-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most polished budget option"}, {"id": "mai-20260917-0922-baseline|c109-m4|deepseek-small|RoboForm Business", "prompt": "c109-m4", "model": "deepseek-small", "cat": "business-password-managers", "variant": "budget", "raw": "RoboForm Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Solid for small businesses, though the interface feels more dated"}, {"id": "mai-20260917-0922-baseline|c109-m4|google-small|1Password", "prompt": "c109-m4", "model": "google-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While premium services like 1Password and Dashlane are highly polished, they can quickly become expensive, often costing $8 or more per user per month."}, {"id": "mai-20260917-0922-baseline|c109-m4|google-small|Dashlane", "prompt": "c109-m4", "model": "google-small", "cat": "business-password-managers", "variant": "budget", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "premium services like 1Password and Dashlane ... can quickly become expensive"}, {"id": "mai-20260917-0922-baseline|c109-m4|google-small|Zoho Vault", "prompt": "c109-m4", "model": "google-small", "cat": "business-password-managers", "variant": "budget", "raw": "Zoho Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your primary constraint is the bottom line, Zoho Vault is virtually unbeatable on price."}, {"id": "mai-20260917-0922-baseline|c109-m4|google-small|Bitwarden", "prompt": "c109-m4", "model": "google-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Bitwarden is widely considered the gold standard for budget-conscious but security-focused companies."}, {"id": "mai-20260917-0922-baseline|c109-m4|google-small|RoboForm for Business", "prompt": "c109-m4", "model": "google-small", "cat": "business-password-managers", "variant": "budget", "raw": "RoboForm for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need SSO integration and automated user provisioning (SCIM) at the lowest possible cost, go with RoboForm."}, {"id": "mai-20260917-0922-baseline|c109-m4|google-small|Proton Pass", "prompt": "c109-m4", "model": "google-small", "cat": "business-password-managers", "variant": "budget", "raw": "Proton Pass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Proton Pass is a highly secure, modern alternative."}, {"id": "mai-20260917-0922-baseline|c109-m4|meta-small|NordPass Business", "prompt": "c109-m4", "model": "meta-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best business password manager for a company with a limited budget is NordPass Business or RoboForm Business"}, {"id": "mai-20260917-0922-baseline|c109-m4|meta-small|RoboForm Business", "prompt": "c109-m4", "model": "meta-small", "cat": "business-password-managers", "variant": "budget", "raw": "RoboForm Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is NordPass Business or RoboForm Business, both of which are priced under $4 per user per month"}, {"id": "mai-20260917-0922-baseline|c109-m4|meta-small|Proton Pass", "prompt": "c109-m4", "model": "meta-small", "cat": "business-password-managers", "variant": "budget", "raw": "Proton Pass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Proton Pass, Bitwarden, and Zoho Vault"}, {"id": "mai-20260917-0922-baseline|c109-m4|meta-small|Bitwarden", "prompt": "c109-m4", "model": "meta-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Proton Pass, Bitwarden, and Zoho Vault"}, {"id": "mai-20260917-0922-baseline|c109-m4|meta-small|Zoho Vault", "prompt": "c109-m4", "model": "meta-small", "cat": "business-password-managers", "variant": "budget", "raw": "Zoho Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Proton Pass, Bitwarden, and Zoho Vault"}, {"id": "mai-20260917-0922-baseline|c109-m4|minimax-small|Bitwarden Teams", "prompt": "c109-m4", "model": "minimax-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most small businesses**: **Bitwarden Teams** at $4/user/month offers the best balance of cost, features, and security."}, {"id": "mai-20260917-0922-baseline|c109-m4|minimax-small|Keeper", "prompt": "c109-m4", "model": "minimax-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Keeper** - Cheap with Strong Security"}, {"id": "mai-20260917-0922-baseline|c109-m4|minimax-small|NordPass", "prompt": "c109-m4", "model": "minimax-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NordPass** - Budget-Friendly"}, {"id": "mai-20260917-0922-baseline|c109-m4|minimax-small|Proton Pass Business", "prompt": "c109-m4", "model": "minimax-small", "cat": "business-password-managers", "variant": "budget", "raw": "Proton Pass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For very tight budgets** (<10 users): Consider ... **Proton Pass** at $1.99/user/month."}, {"id": "mai-20260917-0922-baseline|c109-m4|minimax-small|LitePassword", "prompt": "c109-m4", "model": "minimax-small", "cat": "business-password-managers", "variant": "budget", "raw": "LitePassword", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider **LitePassword's** flat $10/month plan"}, {"id": "mai-20260917-0922-baseline|c109-m4|mistral-small|NordPass Teams", "prompt": "c109-m4", "model": "mistral-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NordPass Teams** and **Bitwarden** are the top recommendations for a company with a limited budget."}, {"id": "mai-20260917-0922-baseline|c109-m4|mistral-small|Bitwarden", "prompt": "c109-m4", "model": "mistral-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**NordPass Teams** and **Bitwarden** are the top recommendations for a company with a limited budget."}, {"id": "mai-20260917-0922-baseline|c109-m4|mistral-small|RoboForm for Business", "prompt": "c109-m4", "model": "mistral-small", "cat": "business-password-managers", "variant": "budget", "raw": "RoboForm for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another strong choice for small teams, with competitive pricing"}, {"id": "mai-20260917-0922-baseline|c109-m4|mistral-small|Proton Pass", "prompt": "c109-m4", "model": "mistral-small", "cat": "business-password-managers", "variant": "budget", "raw": "Proton Pass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For privacy-focused teams, Proton Pass is a newer option with a focus on security and a reasonable price point."}, {"id": "mai-20260917-0922-baseline|c109-m4|moonshot-small|Bitwarden Teams", "prompt": "c109-m4", "model": "moonshot-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **limited budget**, I'd recommend **Bitwarden Teams at $4/user/month**"}, {"id": "mai-20260917-0922-baseline|c109-m4|moonshot-small|NordPass Business", "prompt": "c109-m4", "model": "moonshot-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team is **10 users or fewer** and you want the absolute cheapest option, **NordPass at ~$2/user/month** is worth considering, though it may have fewer advanced admin controls."}, {"id": "mai-20260917-0922-baseline|c109-m4|moonshot-small|RoboForm for Business", "prompt": "c109-m4", "model": "moonshot-small", "cat": "business-password-managers", "variant": "budget", "raw": "RoboForm for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Significantly lower than competitors like 1Password and Proton Pass"}, {"id": "mai-20260917-0922-baseline|c109-m4|moonshot-small|1Password Business", "prompt": "c109-m4", "model": "moonshot-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "$7.99 | Larger budgets, premium UX"}, {"id": "mai-20260917-0922-baseline|c109-m4|moonshot-small|Proton Pass", "prompt": "c109-m4", "model": "moonshot-small", "cat": "business-password-managers", "variant": "budget", "raw": "Proton Pass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Significantly lower than competitors like 1Password and Proton Pass"}, {"id": "mai-20260917-0922-baseline|c109-m4|openai-small|Bitwarden Teams", "prompt": "c109-m4", "model": "openai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitwarden Teams** is usually the best business password manager to start with"}, {"id": "mai-20260917-0922-baseline|c109-m4|openai-small|1Password", "prompt": "c109-m4", "model": "openai-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "strong premium choice, but it's generally more expensive"}, {"id": "mai-20260917-0922-baseline|c109-m4|openai-small|LastPass Business", "prompt": "c109-m4", "model": "openai-small", "cat": "business-password-managers", "variant": "budget", "raw": "LastPass Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing details were less straightforward in the source I checked and it's not the cheapest obvious choice"}, {"id": "mai-20260917-0922-baseline|c109-m4|xai-small|Bitwarden", "prompt": "c109-m4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitwarden is the best business password manager for a company with a limited budget.**"}, {"id": "mai-20260917-0922-baseline|c109-m4|xai-small|Keeper Business Starter", "prompt": "c109-m4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper Business Starter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cheaper options like Zoho Vault ($1/user Standard) or Keeper Starter lack some polish/audits"}, {"id": "mai-20260917-0922-baseline|c109-m4|xai-small|NordPass Teams", "prompt": "c109-m4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| NordPass Teams      | ~$18 ($1.80/user est.)  |"}, {"id": "mai-20260917-0922-baseline|c109-m4|xai-small|RoboForm Business", "prompt": "c109-m4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "RoboForm Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| RoboForm Business   | ~$33 ($3.33/user)       |"}, {"id": "mai-20260917-0922-baseline|c109-m4|xai-small|Zoho Vault", "prompt": "c109-m4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Zoho Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cheaper options like Zoho Vault ($1/user Standard) or Keeper Starter lack some polish/audits"}, {"id": "mai-20260917-0922-baseline|c109-m4|xai-small|1Password", "prompt": "c109-m4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "premium ones (1Password ~$8/user, LastPass ~$4-7/user) cost more"}, {"id": "mai-20260917-0922-baseline|c109-m4|xai-small|LastPass", "prompt": "c109-m4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "premium ones (1Password ~$8/user, LastPass ~$4-7/user) cost more"}, {"id": "mai-20260917-0922-baseline|c109-m4|zai-small|Bitwarden", "prompt": "c109-m4", "model": "zai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most companies on a limited budget, **Bitwarden Teams** is the strongest choice"}, {"id": "mai-20260917-0922-baseline|c109-m4|zai-small|Keeper", "prompt": "c109-m4", "model": "zai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Keeper** is an excellent alternative"}, {"id": "mai-20260917-0922-baseline|c109-m4|zai-small|RoboForm", "prompt": "c109-m4", "model": "zai-small", "cat": "business-password-managers", "variant": "budget", "raw": "RoboForm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "RoboForm \\u2014 Feature-Rich at Low Cost"}, {"id": "mai-20260917-0922-baseline|c109-m4|zai-small|NordPass", "prompt": "c109-m4", "model": "zai-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NordPass \\u2014 Simple, Affordable, Modern"}, {"id": "mai-20260917-0922-baseline|c109-m4|zai-small|1Password", "prompt": "c109-m4", "model": "zai-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**$7.99/user/month** ... Best for: Companies where user experience and adoption are critical, and budget is less of a constraint."}, {"id": "mai-20260917-0922-baseline|c109-m4|zai-small|Proton Pass", "prompt": "c109-m4", "model": "zai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Proton Pass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Proton Pass \\u2014 Free Option with Strong Features"}, {"id": "mai-20260917-0922-baseline|c109-m5|alibaba-small|1Password Business", "prompt": "c109-m5", "model": "alibaba-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**1Password Business** | **User Experience & Adoption** | Generally rated highest for ease of use."}, {"id": "mai-20260917-0922-baseline|c109-m5|alibaba-small|Bitwarden Enterprise", "prompt": "c109-m5", "model": "alibaba-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Bitwarden Enterprise** | **Cost & Transparency** | Often the lowest total cost."}, {"id": "mai-20260917-0922-baseline|c109-m5|alibaba-small|Keeper Security", "prompt": "c109-m5", "model": "alibaba-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Keeper Security** | **Microsoft Ecosystem** | Deep integration with Microsoft 365/Azure."}, {"id": "mai-20260917-0922-baseline|c109-m5|alibaba-small|Dashlane Business", "prompt": "c109-m5", "model": "alibaba-small", "cat": "business-password-managers", "variant": "scale", "raw": "Dashlane Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Dashlane Business** | **Automation** | Strong focus on auto-repairing passwords"}, {"id": "mai-20260917-0922-baseline|c109-m5|deepseek-small|Bitwarden", "prompt": "c109-m5", "model": "deepseek-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Bitwarden Enterprise** | Open source, transparent, SSO+SCIM, self-host option, lowest cost for regulated orgs (~$6/user/mo)"}, {"id": "mai-20260917-0922-baseline|c109-m5|deepseek-small|Passbolt", "prompt": "c109-m5", "model": "deepseek-small", "cat": "business-password-managers", "variant": "scale", "raw": "Passbolt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Bitwarden and Passbolt are open source"}, {"id": "mai-20260917-0922-baseline|c109-m5|deepseek-small|1Password", "prompt": "c109-m5", "model": "deepseek-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**1Password Business** | Best-in-class UX/adoption, Watchtower, SSO+SCIM, free Families for employees, great for governance"}, {"id": "mai-20260917-0922-baseline|c109-m5|deepseek-small|Keeper", "prompt": "c109-m5", "model": "deepseek-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Heavier; more than a pure password manager"}, {"id": "mai-20260917-0922-baseline|c109-m5|deepseek-small|Dashlane", "prompt": "c109-m5", "model": "deepseek-small", "cat": "business-password-managers", "variant": "scale", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good mid-market fit, dark-web monitoring, bundled privacy | SSO/SCIM gated to higher tiers"}, {"id": "mai-20260917-0922-baseline|c109-m5|google-small|1Password (Enterprise)", "prompt": "c109-m5", "model": "google-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password (Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1Password (Enterprise): Widely considered the gold standard for user experience and design."}, {"id": "mai-20260917-0922-baseline|c109-m5|google-small|Bitwarden (Enterprise)", "prompt": "c109-m5", "model": "google-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The leading open-source option. Extremely cost-effective, highly customizable, and offers a self-hosted option"}, {"id": "mai-20260917-0922-baseline|c109-m5|google-small|Keeper (Enterprise)", "prompt": "c109-m5", "model": "google-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Renowned for its hyper-granular security controls... Very strong choice for highly regulated industries"}, {"id": "mai-20260917-0922-baseline|c109-m5|google-small|Dashlane (Business)", "prompt": "c109-m5", "model": "google-small", "cat": "business-password-managers", "variant": "scale", "raw": "Dashlane (Business)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for ease of use, a very clean browser-first interface, and integrated dark web monitoring."}, {"id": "mai-20260917-0922-baseline|c109-m5|meta-small|1Password Business", "prompt": "c109-m5", "model": "meta-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top business password managers that meet these criteria include 1Password Business, Bitwarden Enterprise, and Keeper."}, {"id": "mai-20260917-0922-baseline|c109-m5|meta-small|Bitwarden Enterprise", "prompt": "c109-m5", "model": "meta-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top business password managers that meet these criteria include 1Password Business, Bitwarden Enterprise, and Keeper."}, {"id": "mai-20260917-0922-baseline|c109-m5|meta-small|Keeper", "prompt": "c109-m5", "model": "meta-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top business password managers that meet these criteria include 1Password Business, Bitwarden Enterprise, and Keeper."}, {"id": "mai-20260917-0922-baseline|c109-m5|minimax-small|1Password Business", "prompt": "c109-m5", "model": "minimax-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Top vendors to consider** (enterprise-focused): 1Password Business, Bitwarden Enterprise, Dashlane Business, LastPass Teams/Business, CyberArk Identity"}, {"id": "mai-20260917-0922-baseline|c109-m5|minimax-small|Bitwarden Enterprise", "prompt": "c109-m5", "model": "minimax-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Top vendors to consider** (enterprise-focused): 1Password Business, Bitwarden Enterprise, Dashlane Business, LastPass Teams/Business, CyberArk Identity"}, {"id": "mai-20260917-0922-baseline|c109-m5|minimax-small|Dashlane Business", "prompt": "c109-m5", "model": "minimax-small", "cat": "business-password-managers", "variant": "scale", "raw": "Dashlane Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Top vendors to consider** (enterprise-focused): 1Password Business, Bitwarden Enterprise, Dashlane Business, LastPass Teams/Business, CyberArk Identity"}, {"id": "mai-20260917-0922-baseline|c109-m5|minimax-small|LastPass Teams/Business", "prompt": "c109-m5", "model": "minimax-small", "cat": "business-password-managers", "variant": "scale", "raw": "LastPass Teams/Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Top vendors to consider** (enterprise-focused): ... LastPass Teams/Business, CyberArk Identity"}, {"id": "mai-20260917-0922-baseline|c109-m5|minimax-small|CyberArk Identity", "prompt": "c109-m5", "model": "minimax-small", "cat": "business-password-managers", "variant": "scale", "raw": "CyberArk Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Top vendors to consider** (enterprise-focused): ... CyberArk Identity"}, {"id": "mai-20260917-0922-baseline|c109-m5|mistral-small|1Password Business", "prompt": "c109-m5", "model": "mistral-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare top options like 1Password Business, Bitwarden, Dashlane Business, Keeper Business, or NordPass Business."}, {"id": "mai-20260917-0922-baseline|c109-m5|mistral-small|Bitwarden", "prompt": "c109-m5", "model": "mistral-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compare top options like 1Password Business, Bitwarden, Dashlane Business, Keeper Business, or NordPass Business."}, {"id": "mai-20260917-0922-baseline|c109-m5|mistral-small|Dashlane Business", "prompt": "c109-m5", "model": "mistral-small", "cat": "business-password-managers", "variant": "scale", "raw": "Dashlane Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compare top options like 1Password Business, Bitwarden, Dashlane Business, Keeper Business, or NordPass Business."}, {"id": "mai-20260917-0922-baseline|c109-m5|mistral-small|Keeper Business", "prompt": "c109-m5", "model": "mistral-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compare top options like 1Password Business, Bitwarden, Dashlane Business, Keeper Business, or NordPass Business."}, {"id": "mai-20260917-0922-baseline|c109-m5|mistral-small|NordPass Business", "prompt": "c109-m5", "model": "mistral-small", "cat": "business-password-managers", "variant": "scale", "raw": "NordPass Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compare top options like 1Password Business, Bitwarden, Dashlane Business, Keeper Business, or NordPass Business."}, {"id": "mai-20260917-0922-baseline|c109-m5|moonshot-small|Bitwarden", "prompt": "c109-m5", "model": "moonshot-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **Bitwarden** | Cost-conscious, open-source preference | Best value, self-host option, open-source auditability |"}, {"id": "mai-20260917-0922-baseline|c109-m5|moonshot-small|1Password", "prompt": "c109-m5", "model": "moonshot-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **1Password** | Premium UX, security budget | Best user experience, strong integrations |"}, {"id": "mai-20260917-0922-baseline|c109-m5|moonshot-small|NordPass Business", "prompt": "c109-m5", "model": "moonshot-small", "cat": "business-password-managers", "variant": "scale", "raw": "NordPass Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**NordPass Business**: ~$3.69/user/month (~$22K/year)"}, {"id": "mai-20260917-0922-baseline|c109-m5|moonshot-small|Keeper", "prompt": "c109-m5", "model": "moonshot-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Keeper** | Microsoft 365 shops, mature MFA | Lowest seat price, strong enterprise features |"}, {"id": "mai-20260917-0922-baseline|c109-m5|xai-small|1Password Business", "prompt": "c109-m5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Focus on solutions like 1Password Business, Keeper, Bitwarden Enterprise, Dashlane, or LastPass Business"}, {"id": "mai-20260917-0922-baseline|c109-m5|xai-small|Keeper", "prompt": "c109-m5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focus on solutions like 1Password Business, Keeper, Bitwarden Enterprise, Dashlane, or LastPass Business"}, {"id": "mai-20260917-0922-baseline|c109-m5|xai-small|Bitwarden Enterprise", "prompt": "c109-m5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focus on solutions like 1Password Business, Keeper, Bitwarden Enterprise, Dashlane, or LastPass Business"}, {"id": "mai-20260917-0922-baseline|c109-m5|xai-small|Dashlane", "prompt": "c109-m5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "Dashlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus on solutions like 1Password Business, Keeper, Bitwarden Enterprise, Dashlane, or LastPass Business"}, {"id": "mai-20260917-0922-baseline|c109-m5|xai-small|LastPass Business", "prompt": "c109-m5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "LastPass Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focus on solutions like 1Password Business, Keeper, Bitwarden Enterprise, Dashlane, or LastPass Business"}, {"id": "mai-20260917-0922-baseline|c109-m6|alibaba-small|LastPass", "prompt": "c109-m6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to Avoid:** Despite once being a market leader, LastPass has suffered from multiple high-profile data breaches"}, {"id": "mai-20260917-0922-baseline|c109-m6|alibaba-small|ExpressKeys (by ExpressVPN)", "prompt": "c109-m6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "ExpressKeys (by ExpressVPN)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Security experts often advise against using bundled tools like this over purpose-built solutions"}, {"id": "mai-20260917-0922-baseline|c109-m6|alibaba-small|Bitwarden", "prompt": "c109-m6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the **free tier** is intended for individuals, not businesses... Always use Bitwarden's paid Business/Enterprise plans"}, {"id": "mai-20260917-0922-baseline|c109-m6|alibaba-small|1Password", "prompt": "c109-m6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top recommended alternatives include **1Password**, **Dashlane**, **Bitwarden (paid plans)**, and **Keeper**."}, {"id": "mai-20260917-0922-baseline|c109-m6|alibaba-small|Dashlane", "prompt": "c109-m6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top recommended alternatives include **1Password**, **Dashlane**, **Bitwarden (paid plans)**, and **Keeper**."}, {"id": "mai-20260917-0922-baseline|c109-m6|alibaba-small|Keeper", "prompt": "c109-m6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top recommended alternatives include **1Password**, **Dashlane**, **Bitwarden (paid plans)**, and **Keeper**."}, {"id": "mai-20260917-0922-baseline|c109-m6|anthropic-small|LastPass", "prompt": "c109-m6", "model": "anthropic-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "LastPass should be avoided due to its catastrophic 2022 data breaches and ongoing security concerns in 2026."}, {"id": "mai-20260917-0922-baseline|c109-m6|anthropic-small|Bitwarden", "prompt": "c109-m6", "model": "anthropic-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be Cautious About ... 12 affecting Bitwarden"}, {"id": "mai-20260917-0922-baseline|c109-m6|anthropic-small|Dashlane", "prompt": "c109-m6", "model": "anthropic-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "six affecting Dashlane"}, {"id": "mai-20260917-0922-baseline|c109-m6|anthropic-small|1Password", "prompt": "c109-m6", "model": "anthropic-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "two affecting 1Password ... Keeper, 1Password, and Proton Pass have no confirmed vault breaches"}, {"id": "mai-20260917-0922-baseline|c109-m6|anthropic-small|Norton LifeLock", "prompt": "c109-m6", "model": "anthropic-small", "cat": "business-password-managers", "variant": "negative", "raw": "Norton LifeLock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Norton LifeLock has also faced notable security incidents."}, {"id": "mai-20260917-0922-baseline|c109-m6|anthropic-small|Keeper", "prompt": "c109-m6", "model": "anthropic-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Keeper, 1Password, and Proton Pass have no confirmed vault breaches."}, {"id": "mai-20260917-0922-baseline|c109-m6|anthropic-small|Proton Pass", "prompt": "c109-m6", "model": "anthropic-small", "cat": "business-password-managers", "variant": "negative", "raw": "Proton Pass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Keeper, 1Password, and Proton Pass have no confirmed vault breaches."}, {"id": "mai-20260917-0922-baseline|c109-m6|challenger-small|Google Chrome / Google Account storage", "prompt": "c109-m6", "model": "challenger-small", "cat": "business-password-managers", "variant": "negative", "raw": "Google Chrome / Google Account storage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Browser-built-in password managers such as Google Chrome / Google Account storage ... are poor fits for companies"}, {"id": "mai-20260917-0922-baseline|c109-m6|challenger-small|Apple Keychain", "prompt": "c109-m6", "model": "challenger-small", "cat": "business-password-managers", "variant": "negative", "raw": "Apple Keychain", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Apple Keychain**, and similar mobile autofill tools are poor fits for companies because they typically lack centralized admin control"}, {"id": "mai-20260917-0922-baseline|c109-m6|challenger-small|LastPass", "prompt": "c109-m6", "model": "challenger-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Vendors with a major breach history and weak response transparency deserve extra scrutiny; LastPass is the clearest example"}, {"id": "mai-20260917-0922-baseline|c109-m6|challenger-small|Bitwarden", "prompt": "c109-m6", "model": "challenger-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "shortlist** for specific products like LastPass, Bitwarden, 1Password, Keeper, Dashlane"}, {"id": "mai-20260917-0922-baseline|c109-m6|challenger-small|1Password", "prompt": "c109-m6", "model": "challenger-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "for specific products like LastPass, Bitwarden, 1Password, Keeper, Dashlane"}, {"id": "mai-20260917-0922-baseline|c109-m6|challenger-small|Keeper", "prompt": "c109-m6", "model": "challenger-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specific products like LastPass, Bitwarden, 1Password, Keeper, Dashlane"}, {"id": "mai-20260917-0922-baseline|c109-m6|challenger-small|Dashlane", "prompt": "c109-m6", "model": "challenger-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specific products like LastPass, Bitwarden, 1Password, Keeper, Dashlane, and browser managers"}, {"id": "mai-20260917-0922-baseline|c109-m6|deepseek-small|LastPass", "prompt": "c109-m6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Recommendation:** If you already use LastPass for business, **migrate immediately**. If you're evaluating options, this is the clear \"avoid.\""}, {"id": "mai-20260917-0922-baseline|c109-m6|deepseek-small|Norton Password Manager (Gen Digital)", "prompt": "c109-m6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "Norton Password Manager (Gen Digital)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Recommendation:** Avoid for business. It's a consumer-grade tool"}, {"id": "mai-20260917-0922-baseline|c109-m6|deepseek-small|Bitwarden", "prompt": "c109-m6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "be cautious with Bitwarden unless you disable autofill and enforce strict policies"}, {"id": "mai-20260917-0922-baseline|c109-m6|deepseek-small|Google Chrome Password Manager", "prompt": "c109-m6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "Google Chrome Password Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Google Chrome Password Manager / Browser-Based Managers** — Avoid for Business"}, {"id": "mai-20260917-0922-baseline|c109-m6|deepseek-small|mSecure", "prompt": "c109-m6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "mSecure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "found that Chrome Password Manager, mSecure, and **PassSecurium** store passwords in a way that **theoretically allows the manufacturer to access them**"}, {"id": "mai-20260917-0922-baseline|c109-m6|deepseek-small|PassSecurium", "prompt": "c109-m6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "PassSecurium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "store passwords in a way that **theoretically allows the manufacturer to access them** (not end-to-end encrypted)"}, {"id": "mai-20260917-0922-baseline|c109-m6|deepseek-small|1Password", "prompt": "c109-m6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**1Password** (strong security, developer-friendly, clear ownership)"}, {"id": "mai-20260917-0922-baseline|c109-m6|deepseek-small|Keeper", "prompt": "c109-m6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Keeper** (best for regulated industries, robust admin controls)"}, {"id": "mai-20260917-0922-baseline|c109-m6|deepseek-small|RoboForm", "prompt": "c109-m6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "RoboForm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**RoboForm** (solid for small teams)"}, {"id": "mai-20260917-0922-baseline|c109-m6|deepseek-small|NordPass", "prompt": "c109-m6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**NordPass** (good for Google Workspace integration)"}, {"id": "mai-20260917-0922-baseline|c109-m6|deepseek-small|Dashlane", "prompt": "c109-m6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other managers (1Password, Dashlane) added warnings or blocked the behavior."}, {"id": "mai-20260917-0922-baseline|c109-m6|google-small|LastPass", "prompt": "c109-m6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "LastPass is widely advised against for business deployment due to a history of severe security incidents and structural architecture flaws"}, {"id": "mai-20260917-0922-baseline|c109-m6|google-small|Norton LifeLock Password Manager", "prompt": "c109-m6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Norton LifeLock Password Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Primarily designed for individual consumers, Norton LifeLock is not built to withstand enterprise threat landscapes"}, {"id": "mai-20260917-0922-baseline|c109-m6|google-small|Browser-Built Password Managers (Chrome, Safari, Edge)", "prompt": "c109-m6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Browser-Built Password Managers (Chrome, Safari, Edge)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Relying on built-in browser password managers for corporate environments is a major security risk and should be strictly prohibited"}, {"id": "mai-20260917-0922-baseline|c109-m6|google-small|Bitwarden", "prompt": "c109-m6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Researchers identified 12 working attack vectors under a malicious-server scenario, the highest of the tested platforms"}, {"id": "mai-20260917-0922-baseline|c109-m6|google-small|Dashlane", "prompt": "c109-m6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Researchers identified 6 working attack vectors, including a flaw that allowed attackers to downgrade the cryptography"}, {"id": "mai-20260917-0922-baseline|c109-m6|google-small|Vaultwarden", "prompt": "c109-m6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Vaultwarden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "businesses should strongly consider self-hosting (e.g., via Vaultwarden or Bitwarden's official self-hosted image)"}, {"id": "mai-20260917-0922-baseline|c109-m6|google-small|1Password", "prompt": "c109-m6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "During the ETH Zurich study, 1Password fared the best, with only 3 minor, mostly theoretical, vulnerabilities identified."}, {"id": "mai-20260917-0922-baseline|c109-m6|meta-small|LastPass", "prompt": "c109-m6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "LastPass is a password manager that has raised concerns due to its response to a data breach in 2022"}, {"id": "mai-20260917-0922-baseline|c109-m6|meta-small|Chrome", "prompt": "c109-m6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "Chrome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "consumer-grade password managers such as Chrome, Google Account storage, and Apple Keychain lack corporate-level security and visibility"}, {"id": "mai-20260917-0922-baseline|c109-m6|meta-small|Google Account storage", "prompt": "c109-m6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "Google Account storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "consumer-grade password managers such as Chrome, Google Account storage, and Apple Keychain lack corporate-level security and visibility"}, {"id": "mai-20260917-0922-baseline|c109-m6|meta-small|Apple Keychain", "prompt": "c109-m6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "Apple Keychain", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "consumer-grade password managers such as Chrome, Google Account storage, and Apple Keychain lack corporate-level security and visibility"}, {"id": "mai-20260917-0922-baseline|c109-m6|meta-small|Bitwarden", "prompt": "c109-m6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Some recommended password managers for businesses include Bitwarden, KeePass, and Microsoft Edge"}, {"id": "mai-20260917-0922-baseline|c109-m6|meta-small|KeePass", "prompt": "c109-m6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "KeePass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Some recommended password managers for businesses include Bitwarden, KeePass, and Microsoft Edge"}, {"id": "mai-20260917-0922-baseline|c109-m6|meta-small|Microsoft Edge", "prompt": "c109-m6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "Microsoft Edge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Microsoft Edge (used with a company-managed Microsoft 365 account)"}, {"id": "mai-20260917-0922-baseline|c109-m6|minimax-small|LastPass", "prompt": "c109-m6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "LastPass has experienced significant security breaches"}, {"id": "mai-20260917-0922-baseline|c109-m6|minimax-small|Dashlane", "prompt": "c109-m6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Researchers found a major vulnerability in late 2023 that could allow credential theft via AutoFill function on Android"}, {"id": "mai-20260917-0922-baseline|c109-m6|minimax-small|Bitwarden", "prompt": "c109-m6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Found to have 12 distinct attack scenarios in the 2026 ETH Zurich research"}, {"id": "mai-20260917-0922-baseline|c109-m6|minimax-small|1Password", "prompt": "c109-m6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**1Password**: Strong security audits, SOC 2 compliance"}, {"id": "mai-20260917-0922-baseline|c109-m6|minimax-small|Keeper", "prompt": "c109-m6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Keeper**: SOC 2 Type 2, ISO 27001 certification, FedRAMP High"}, {"id": "mai-20260917-0922-baseline|c109-m6|minimax-small|NordPass", "prompt": "c109-m6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**NordPass**: Cure53 audits, clean breach history"}, {"id": "mai-20260917-0922-baseline|c109-m6|minimax-small|Proton Pass", "prompt": "c109-m6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "Proton Pass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Proton Pass**: Cure53 audits, strong privacy focus"}, {"id": "mai-20260917-0922-baseline|c109-m6|minimax-small|RoboForm", "prompt": "c109-m6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "RoboForm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**RoboForm**: Good security ratings"}, {"id": "mai-20260917-0922-baseline|c109-m6|mistral-small|LastPass", "prompt": "c109-m6", "model": "mistral-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid LastPass due to its 2022 breach and ongoing security concerns."}, {"id": "mai-20260917-0922-baseline|c109-m6|mistral-small|1Password", "prompt": "c109-m6", "model": "mistral-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider dedicated, reputable solutions like 1Password, Bitwarden, or self-hosted options like KeePassXC"}, {"id": "mai-20260917-0922-baseline|c109-m6|mistral-small|Bitwarden", "prompt": "c109-m6", "model": "mistral-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider dedicated, reputable solutions like 1Password, Bitwarden, or self-hosted options like KeePassXC"}, {"id": "mai-20260917-0922-baseline|c109-m6|mistral-small|KeePassXC", "prompt": "c109-m6", "model": "mistral-small", "cat": "business-password-managers", "variant": "negative", "raw": "KeePassXC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "self-hosted options like KeePassXC for better security and control"}, {"id": "mai-20260917-0922-baseline|c109-m6|moonshot-small|LastPass", "prompt": "c109-m6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**LastPass** - **High Caution Advised** ... **Major breaches in 2022**"}, {"id": "mai-20260917-0922-baseline|c109-m6|moonshot-small|Norton LifeLock", "prompt": "c109-m6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "Norton LifeLock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Norton LifeLock** - **Caution Advised** ... January 2023 breach"}, {"id": "mai-20260917-0922-baseline|c109-m6|moonshot-small|Bitwarden", "prompt": "c109-m6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "27 successful attack scenarios** affecting major cloud-based password managers including: - **Bitwarden**"}, {"id": "mai-20260917-0922-baseline|c109-m6|moonshot-small|Dashlane", "prompt": "c109-m6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "identified **27 successful attack scenarios** affecting major cloud-based password managers including ... **Dashlane**"}, {"id": "mai-20260917-0922-baseline|c109-m6|moonshot-small|1Password", "prompt": "c109-m6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "attack scenarios** affecting major cloud-based password managers including ... **1Password**"}, {"id": "mai-20260917-0922-baseline|c109-m6|openai-small|Dashlane", "prompt": "c109-m6", "model": "openai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "I'd treat it as **caution, not outright avoid**. Dashlane disclosed a **brute-force attack on some user accounts**"}, {"id": "mai-20260917-0922-baseline|c109-m6|openai-small|1Password", "prompt": "c109-m6", "model": "openai-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "products like 1Password and Bitwarden publicly emphasize business reporting, breach monitoring, and zero-knowledge/end-to-end encryption"}, {"id": "mai-20260917-0922-baseline|c109-m6|openai-small|Bitwarden", "prompt": "c109-m6", "model": "openai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "products like 1Password and Bitwarden publicly emphasize business reporting, breach monitoring, and zero-knowledge/end-to-end encryption"}, {"id": "mai-20260917-0922-baseline|c109-m6|xai-small|LastPass (Business/Teams)", "prompt": "c109-m6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass (Business/Teams)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Strongly avoid for new setups."}, {"id": "mai-20260917-0922-baseline|c109-m6|xai-small|Passwordstate (by Click Studios)", "prompt": "c109-m6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Passwordstate (by Click Studios)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid entirely."}, {"id": "mai-20260917-0922-baseline|c109-m6|xai-small|Norton LifeLock Password Manager", "prompt": "c109-m6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Norton LifeLock Password Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Approach with caution for businesses."}, {"id": "mai-20260917-0922-baseline|c109-m6|xai-small|Bitwarden", "prompt": "c109-m6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Prefer audited, open-source-leaning options like Bitwarden (self-hostable, strong defaults)"}, {"id": "mai-20260917-0922-baseline|c109-m6|xai-small|Dashlane", "prompt": "c109-m6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Dashlane: 6 paths."}, {"id": "mai-20260917-0922-baseline|c109-m6|xai-small|1Password", "prompt": "c109-m6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "1Password Business (mature enterprise features, clean record)"}, {"id": "mai-20260917-0922-baseline|c109-m6|zai-small|LastPass", "prompt": "c109-m6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Clear \"Avoid\" List ... **LastPass** - **Major breach in 2022**"}, {"id": "mai-20260917-0922-baseline|c109-m6|zai-small|RoboForm", "prompt": "c109-m6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "RoboForm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cautious Use Required ... **RoboForm** - **Audit transparency concerns**"}, {"id": "mai-20260917-0922-baseline|c109-m6|zai-small|Bitwarden", "prompt": "c109-m6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ETH Zurich researchers discovered serious security flaws in these widely used managers ... Bitwarden"}, {"id": "mai-20260917-0922-baseline|c109-m6|zai-small|Dashlane", "prompt": "c109-m6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Affected services include: - Bitwarden - LastPass - Dashlane - 1Password"}, {"id": "mai-20260917-0922-baseline|c109-m6|zai-small|1Password", "prompt": "c109-m6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Affected services include: - Bitwarden - LastPass - Dashlane - 1Password"}, {"id": "mai-20260917-0922-baseline|c109-m6|zai-small|Microsoft Authenticator", "prompt": "c109-m6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Microsoft Authenticator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Services to Avoid Due to Discontinuation ... **Microsoft Authenticator** (password manager feature) – discontinued August 2025"}, {"id": "mai-20260917-0922-baseline|c109-m6|zai-small|Dropbox Passwords", "prompt": "c109-m6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dropbox Passwords", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Dropbox Passwords** – discontinued August 2025"}, {"id": "mai-20260917-0922-baseline|c109-m6|zai-small|CyberGhost Password Manager", "prompt": "c109-m6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "CyberGhost Password Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**CyberGhost Password Manager** – discontinued December 2022"}, {"id": "mai-20260917-0922-baseline|c109-m6|zai-small|ESET Password Manager", "prompt": "c109-m6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "ESET Password Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**ESET Password Manager** – sales ended October 2025, full shutdown October 2027"}, {"id": "mai-20260917-0922-baseline|c109-m6|zai-small|NordPass", "prompt": "c109-m6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "NordPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "While NordPass itself hasn't been breached, its parent company (NordVPN) was hacked in 2018"}, {"id": "mai-20260917-0922-baseline|c109-s1|alibaba-small|1Password Business", "prompt": "c109-s1", "model": "alibaba-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Usability & Collaboration ... Start with a free trial of **1Password** (if budget allows) for the best team experience"}, {"id": "mai-20260917-0922-baseline|c109-s1|alibaba-small|NordPass Business", "prompt": "c109-s1", "model": "alibaba-small", "cat": "business-password-managers", "variant": "direct", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-Around Value ... best balance of price and features"}, {"id": "mai-20260917-0922-baseline|c109-s1|alibaba-small|Bitwarden Business", "prompt": "c109-s1", "model": "alibaba-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget-Friendly Option ... or **Bitwarden** (if you need to save money)"}, {"id": "mai-20260917-0922-baseline|c109-s1|anthropic-small|RoboForm", "prompt": "c109-s1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "RoboForm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "RoboForm is the best password manager for small teams"}, {"id": "mai-20260917-0922-baseline|c109-s1|anthropic-small|NordPass", "prompt": "c109-s1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "NordPass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "NordPass emerged as the best password manager for businesses overall"}, {"id": "mai-20260917-0922-baseline|c109-s1|anthropic-small|1Password", "prompt": "c109-s1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "1Password is a premium password manager for small businesses"}, {"id": "mai-20260917-0922-baseline|c109-s1|anthropic-small|Keeper", "prompt": "c109-s1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Keeper is ideal for regulated industries"}, {"id": "mai-20260917-0922-baseline|c109-s1|anthropic-small|Bitwarden", "prompt": "c109-s1", "model": "anthropic-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While Bitwarden is the best free password manager of 2026, free password managers lack the controls needed to keep teams secure"}, {"id": "mai-20260917-0922-baseline|c109-s1|challenger-small|1Password Business", "prompt": "c109-s1", "model": "challenger-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall business password manager is usually **1Password Business**"}, {"id": "mai-20260917-0922-baseline|c109-s1|challenger-small|Bitwarden Business/Teams", "prompt": "c109-s1", "model": "challenger-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Business/Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitwarden Business/Teams** is the most common value pick"}, {"id": "mai-20260917-0922-baseline|c109-s1|challenger-small|NordPass Business", "prompt": "c109-s1", "model": "challenger-small", "cat": "business-password-managers", "variant": "direct", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong alternative if you want a simpler, affordable option"}, {"id": "mai-20260917-0922-baseline|c109-s1|challenger-small|RoboForm for Business", "prompt": "c109-s1", "model": "challenger-small", "cat": "business-password-managers", "variant": "direct", "raw": "RoboForm for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good choice for very small teams that want simplicity and affordability"}, {"id": "mai-20260917-0922-baseline|c109-s1|deepseek-small|Bitwarden", "prompt": "c109-s1", "model": "deepseek-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, I'd start with **Bitwarden Business (Teams)** as the best value option"}, {"id": "mai-20260917-0922-baseline|c109-s1|deepseek-small|1Password Business", "prompt": "c109-s1", "model": "deepseek-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1Password Business** is the premium pick worth the extra cost."}, {"id": "mai-20260917-0922-baseline|c109-s1|deepseek-small|NordPass for Business", "prompt": "c109-s1", "model": "deepseek-small", "cat": "business-password-managers", "variant": "direct", "raw": "NordPass for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget Option: **NordPass for Business**"}, {"id": "mai-20260917-0922-baseline|c109-s1|deepseek-small|Keeper Business", "prompt": "c109-s1", "model": "deepseek-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Regulated Industries: **Keeper Business**"}, {"id": "mai-20260917-0922-baseline|c109-s1|deepseek-small|RoboForm for Business", "prompt": "c109-s1", "model": "deepseek-small", "cat": "business-password-managers", "variant": "direct", "raw": "RoboForm for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Small Teams: **RoboForm for Business**"}, {"id": "mai-20260917-0922-baseline|c109-s1|google-small|1Password Business", "prompt": "c109-s1", "model": "google-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1Password Business (Best Overall & Easiest Employee Adoption) 1Password is widely considered the gold standard for SMBs."}, {"id": "mai-20260917-0922-baseline|c109-s1|google-small|Bitwarden", "prompt": "c109-s1", "model": "google-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Bitwarden** if you want maximum budget efficiency, open-source transparency, or require self-hosting."}, {"id": "mai-20260917-0922-baseline|c109-s1|google-small|Keeper Business", "prompt": "c109-s1", "model": "google-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Keeper** if your B2B clients demand strict compliance (SOC 2, HIPAA)"}, {"id": "mai-20260917-0922-baseline|c109-s1|meta-small|NordPass", "prompt": "c109-s1", "model": "meta-small", "cat": "business-password-managers", "variant": "direct", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "likely to be one of the top-rated options such as NordPass, RoboForm for Business, or Bitwarden Business"}, {"id": "mai-20260917-0922-baseline|c109-s1|meta-small|RoboForm for Business", "prompt": "c109-s1", "model": "meta-small", "cat": "business-password-managers", "variant": "direct", "raw": "RoboForm for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as NordPass, RoboForm for Business, or Bitwarden Business"}, {"id": "mai-20260917-0922-baseline|c109-s1|meta-small|Bitwarden Business", "prompt": "c109-s1", "model": "meta-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as NordPass, RoboForm for Business, or Bitwarden Business"}, {"id": "mai-20260917-0922-baseline|c109-s1|minimax-small|1Password Business", "prompt": "c109-s1", "model": "minimax-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1Password Business** is the general recommendation due to its balance of admin controls, security, and user-friendly experience"}, {"id": "mai-20260917-0922-baseline|c109-s1|minimax-small|Bitwarden", "prompt": "c109-s1", "model": "minimax-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if cost is primary, **Bitwarden** offers excellent value with strong security"}, {"id": "mai-20260917-0922-baseline|c109-s1|minimax-small|Keeper Business", "prompt": "c109-s1", "model": "minimax-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lowest published seat price"}, {"id": "mai-20260917-0922-baseline|c109-s1|minimax-small|NordPass", "prompt": "c109-s1", "model": "minimax-small", "cat": "business-password-managers", "variant": "direct", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Competitive pricing\n- Good feature set"}, {"id": "mai-20260917-0922-baseline|c109-s1|minimax-small|Proton Pass Business", "prompt": "c109-s1", "model": "minimax-small", "cat": "business-password-managers", "variant": "direct", "raw": "Proton Pass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Privacy/EU-based**: Proton Pass Business (Swiss-based, $1.99/user)"}, {"id": "mai-20260917-0922-baseline|c109-s1|minimax-small|LastPass Business", "prompt": "c109-s1", "model": "minimax-small", "cat": "business-password-managers", "variant": "direct", "raw": "LastPass Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "lost some trust after the 2022 breaches—many reviewers now exclude it from top recommendations"}, {"id": "mai-20260917-0922-baseline|c109-s1|mistral-small|NordPass", "prompt": "c109-s1", "model": "mistral-small", "cat": "business-password-managers", "variant": "direct", "raw": "NordPass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NordPass is frequently recommended as the best overall business password manager for 2025"}, {"id": "mai-20260917-0922-baseline|c109-s1|mistral-small|Bitwarden Business", "prompt": "c109-s1", "model": "mistral-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For budget-conscious teams needing a balance of features and cost, Bitwarden Business is highly recommended."}, {"id": "mai-20260917-0922-baseline|c109-s1|mistral-small|RoboForm for Business", "prompt": "c109-s1", "model": "mistral-small", "cat": "business-password-managers", "variant": "direct", "raw": "RoboForm for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "noted as the best option for small teams, with features tailored to collaborative environments"}, {"id": "mai-20260917-0922-baseline|c109-s1|moonshot-small|1Password Business", "prompt": "c109-s1", "model": "moonshot-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1Password Business — Best Overall for Small Teams"}, {"id": "mai-20260917-0922-baseline|c109-s1|moonshot-small|Bitwarden", "prompt": "c109-s1", "model": "moonshot-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Bitwarden offers the best value proposition for small B2B companies"}, {"id": "mai-20260917-0922-baseline|c109-s1|moonshot-small|Dashlane Business", "prompt": "c109-s1", "model": "moonshot-small", "cat": "business-password-managers", "variant": "direct", "raw": "Dashlane Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider Dashlane only if you specifically need the bundled VPN and dark web monitoring"}, {"id": "mai-20260917-0922-baseline|c109-s1|openai-small|Bitwarden", "prompt": "c109-s1", "model": "openai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Bitwarden**"}, {"id": "mai-20260917-0922-baseline|c109-s1|openai-small|1Password", "prompt": "c109-s1", "model": "openai-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "1Password is also an excellent choice for small businesses"}, {"id": "mai-20260917-0922-baseline|c109-s1|openai-small|LastPass", "prompt": "c109-s1", "model": "openai-small", "cat": "business-password-managers", "variant": "direct", "raw": "LastPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LastPass Business is another option, but I'd usually put it behind Bitwarden and 1Password"}, {"id": "mai-20260917-0922-baseline|c109-s1|xai-small|1Password Business", "prompt": "c109-s1", "model": "xai-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1Password Business** (Most recommended overall for usability and adoption)"}, {"id": "mai-20260917-0922-baseline|c109-s1|xai-small|Bitwarden Teams/Enterprise", "prompt": "c109-s1", "model": "xai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Teams/Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best value/budget pick)"}, {"id": "mai-20260917-0922-baseline|c109-s1|xai-small|Keeper Business", "prompt": "c109-s1", "model": "xai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Strong for compliance-focused B2B)"}, {"id": "mai-20260917-0922-baseline|c109-s1|xai-small|NordPass", "prompt": "c109-s1", "model": "xai-small", "cat": "business-password-managers", "variant": "direct", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "NordPass | $1.79-$3.59 (\\u22655 users) | Google Workspace, affordable"}, {"id": "mai-20260917-0922-baseline|c109-s1|xai-small|RoboForm", "prompt": "c109-s1", "model": "xai-small", "cat": "business-password-managers", "variant": "direct", "raw": "RoboForm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "RoboForm | $2.23 | Form-filling, flexible deploy"}, {"id": "mai-20260917-0922-baseline|c109-s1|xai-small|LastPass", "prompt": "c109-s1", "model": "xai-small", "cat": "business-password-managers", "variant": "direct", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid LastPass** for now\\u2014past breaches (2022) eroded trust"}, {"id": "mai-20260917-0922-baseline|c109-s1|zai-small|1Password Business", "prompt": "c109-s1", "model": "zai-small", "cat": "business-password-managers", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B teams, **1Password Business** is the best all‑round choice"}, {"id": "mai-20260917-0922-baseline|c109-s1|zai-small|Bitwarden Teams", "prompt": "c109-s1", "model": "zai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Bitwarden Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitwarden Teams** is the most cost‑effective and transparent option"}, {"id": "mai-20260917-0922-baseline|c109-s1|zai-small|Keeper Business", "prompt": "c109-s1", "model": "zai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're on Microsoft 365 and want the lowest seat price, **Keeper Business** is worth a close look."}, {"id": "mai-20260917-0922-baseline|c109-s1|zai-small|Proton Pass Professional", "prompt": "c109-s1", "model": "zai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Proton Pass Professional", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For privacy‑sensitive or EU‑based firms: Proton Pass Professional delivers Swiss privacy"}, {"id": "mai-20260917-0922-baseline|c109-s1|zai-small|Vaultwarden", "prompt": "c109-s1", "model": "zai-small", "cat": "business-password-managers", "variant": "direct", "raw": "Vaultwarden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Yes (Vaultwarden community + commercial self‑host option)."}, {"id": "mai-20260917-0922-baseline|c109-s2|alibaba-small|1Password Business", "prompt": "c109-s2", "model": "alibaba-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation: **1Password Business** ... My final verdict: Start with a trial of **1Password**."}, {"id": "mai-20260917-0922-baseline|c109-s2|alibaba-small|Bitwarden", "prompt": "c109-s2", "model": "alibaba-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Budget & Technical Choice: **Bitwarden**"}, {"id": "mai-20260917-0922-baseline|c109-s2|alibaba-small|SealedKeys", "prompt": "c109-s2", "model": "alibaba-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "SealedKeys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A newer entrant specifically designed for agencies."}, {"id": "mai-20260917-0922-baseline|c109-s2|alibaba-small|LastPass", "prompt": "c109-s2", "model": "alibaba-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some security-conscious B2B buyers have moved away from it due to past breaches"}, {"id": "mai-20260917-0922-baseline|c109-s2|anthropic-small|1Password for Teams", "prompt": "c109-s2", "model": "anthropic-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password for Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**1Password for Teams** - Strong emphasis on team sharing and compliance"}, {"id": "mai-20260917-0922-baseline|c109-s2|anthropic-small|LastPass Teams", "prompt": "c109-s2", "model": "anthropic-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "LastPass Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**LastPass Teams** - Established option with good integration support"}, {"id": "mai-20260917-0922-baseline|c109-s2|anthropic-small|Bitwarden", "prompt": "c109-s2", "model": "anthropic-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Bitwarden** - Open-source alternative with self-hosting option"}, {"id": "mai-20260917-0922-baseline|c109-s2|anthropic-small|Dashlane Business", "prompt": "c109-s2", "model": "anthropic-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Dashlane Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Dashlane Business** - Focus on employee onboarding/offboarding"}, {"id": "mai-20260917-0922-baseline|c109-s2|anthropic-small|Keeper Business", "prompt": "c109-s2", "model": "anthropic-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Keeper Business** - Strong security posture and compliance features"}, {"id": "mai-20260917-0922-baseline|c109-s2|challenger-small|1Password Business", "prompt": "c109-s2", "model": "challenger-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **1Password Business** as the default choice because it is consistently described as the best fit for most small teams"}, {"id": "mai-20260917-0922-baseline|c109-s2|challenger-small|Bitwarden Teams", "prompt": "c109-s2", "model": "challenger-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitwarden Teams** is the strongest low-cost alternative"}, {"id": "mai-20260917-0922-baseline|c109-s2|challenger-small|Passpack", "prompt": "c109-s2", "model": "challenger-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Passpack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if your top priority is the best security-to-cost ratio for a smaller team"}, {"id": "mai-20260917-0922-baseline|c109-s2|challenger-small|NordPass Business", "prompt": "c109-s2", "model": "challenger-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good affordable option for teams replacing browser-saved passwords for the first time"}, {"id": "mai-20260917-0922-baseline|c109-s2|challenger-small|Keeper Business", "prompt": "c109-s2", "model": "challenger-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if you prioritize stricter security/compliance-oriented controls"}, {"id": "mai-20260917-0922-baseline|c109-s2|deepseek-small|1Password Business", "prompt": "c109-s2", "model": "deepseek-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company specifically, **1Password Business** is the best all-around choice."}, {"id": "mai-20260917-0922-baseline|c109-s2|deepseek-small|Bitwarden", "prompt": "c109-s2", "model": "deepseek-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If cost is the top concern, **Bitwarden** is the standout value pick for a small business."}, {"id": "mai-20260917-0922-baseline|c109-s2|deepseek-small|Keeper", "prompt": "c109-s2", "model": "deepseek-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compliance-heavy B2B ... good if you handle regulated client data"}, {"id": "mai-20260917-0922-baseline|c109-s2|deepseek-small|NordPass", "prompt": "c109-s2", "model": "deepseek-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Most affordable full-featured option with zero-knowledge encryption and good team controls."}, {"id": "mai-20260917-0922-baseline|c109-s2|deepseek-small|Proton Pass", "prompt": "c109-s2", "model": "deepseek-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Proton Pass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good if privacy and being a privacy-conscious partner matters to your clients."}, {"id": "mai-20260917-0922-baseline|c109-s2|deepseek-small|Zoho Vault", "prompt": "c109-s2", "model": "deepseek-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Zoho Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free tier, ideal if you're on a very tight budget"}, {"id": "mai-20260917-0922-baseline|c109-s2|google-small|1Password Business", "prompt": "c109-s2", "model": "google-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top recommendation for a B2B small business is **1Password Business**"}, {"id": "mai-20260917-0922-baseline|c109-s2|google-small|Bitwarden", "prompt": "c109-s2", "model": "google-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed by **Bitwarden** as the best budget option"}, {"id": "mai-20260917-0922-baseline|c109-s2|google-small|Keeper", "prompt": "c109-s2", "model": "google-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Keeper** if you sell to highly regulated industries"}, {"id": "mai-20260917-0922-baseline|c109-s2|meta-small|Bitwarden Teams", "prompt": "c109-s2", "model": "meta-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bitwarden Teams: Known for its best value and open-source transparency."}, {"id": "mai-20260917-0922-baseline|c109-s2|meta-small|1Password Business", "prompt": "c109-s2", "model": "meta-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "1Password Business: Recognized for its smooth setup and polish."}, {"id": "mai-20260917-0922-baseline|c109-s2|meta-small|Dashlane for Business", "prompt": "c109-s2", "model": "meta-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Dashlane for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dashlane for Business: Praised for its clean user experience and robust security insights."}, {"id": "mai-20260917-0922-baseline|c109-s2|minimax-small|1Password Business", "prompt": "c109-s2", "model": "minimax-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **1Password Business**"}, {"id": "mai-20260917-0922-baseline|c109-s2|minimax-small|Bitwarden Teams", "prompt": "c109-s2", "model": "minimax-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if budget is a primary concern, **Bitwarden Teams** is an excellent choice"}, {"id": "mai-20260917-0922-baseline|c109-s2|minimax-small|NordPass Business", "prompt": "c109-s2", "model": "minimax-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most affordable full-featured plan"}, {"id": "mai-20260917-0922-baseline|c109-s2|mistral-small|1Password", "prompt": "c109-s2", "model": "mistral-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1Password** and **Dashlane for Business** are frequently highlighted as top choices."}, {"id": "mai-20260917-0922-baseline|c109-s2|mistral-small|Dashlane for Business", "prompt": "c109-s2", "model": "mistral-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Dashlane for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Dashlane for Business** is also a strong contender... Dashlane is a great alternative."}, {"id": "mai-20260917-0922-baseline|c109-s2|moonshot-small|1Password Business", "prompt": "c109-s2", "model": "moonshot-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I generally recommend **1Password Business** as the best overall fit"}, {"id": "mai-20260917-0922-baseline|c109-s2|moonshot-small|Bitwarden Teams", "prompt": "c109-s2", "model": "moonshot-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Bitwarden Teams** as the top budget alternative"}, {"id": "mai-20260917-0922-baseline|c109-s2|moonshot-small|NordPass Business", "prompt": "c109-s2", "model": "moonshot-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "## Also Consider: NordPass Business"}, {"id": "mai-20260917-0922-baseline|c109-s2|openai-small|Bitwarden Teams", "prompt": "c109-s2", "model": "openai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd **recommend Bitwarden Teams** as the default choice."}, {"id": "mai-20260917-0922-baseline|c109-s2|openai-small|1Password Business/Teams", "prompt": "c109-s2", "model": "openai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business/Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick 1Password Business/Teams** if you value a very polished user experience and are okay paying more."}, {"id": "mai-20260917-0922-baseline|c109-s2|openai-small|Keeper", "prompt": "c109-s2", "model": "openai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side comparison of Bitwarden vs 1Password vs Keeper"}, {"id": "mai-20260917-0922-baseline|c109-s2|xai-small|Bitwarden Teams", "prompt": "c109-s2", "model": "xai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Bitwarden Teams as the top choice"}, {"id": "mai-20260917-0922-baseline|c109-s2|xai-small|1Password Business", "prompt": "c109-s2", "model": "xai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: 1Password Business"}, {"id": "mai-20260917-0922-baseline|c109-s2|xai-small|Keeper", "prompt": "c109-s2", "model": "xai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Keeper      | $2-3.75    | No         | Yes      | Microsoft-heavy stacks |"}, {"id": "mai-20260917-0922-baseline|c109-s2|xai-small|LastPass", "prompt": "c109-s2", "model": "xai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid LastPass due to historical security issues."}, {"id": "mai-20260917-0922-baseline|c109-s2|xai-small|Dashlane", "prompt": "c109-s2", "model": "xai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Dashlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Dashlane    | $8         | No         | Yes      | Extra VPN/phishing tools |"}, {"id": "mai-20260917-0922-baseline|c109-s2|zai-small|TeamPassword", "prompt": "c109-s2", "model": "zai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "TeamPassword", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: TeamPassword"}, {"id": "mai-20260917-0922-baseline|c109-s2|zai-small|1Password", "prompt": "c109-s2", "model": "zai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1Password** is the next best option, especially for teams under 10 people"}, {"id": "mai-20260917-0922-baseline|c109-s2|zai-small|Bitwarden", "prompt": "c109-s2", "model": "zai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-conscious or tech-savvy teams that value transparency"}, {"id": "mai-20260917-0922-baseline|c109-s2|zai-small|Keeper Security", "prompt": "c109-s2", "model": "zai-small", "cat": "business-password-managers", "variant": "paraphrase", "raw": "Keeper Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly regulated industries or heavy compliance needs"}, {"id": "mai-20260917-0922-baseline|c109-s3|alibaba-small|1Password", "prompt": "c109-s3", "model": "alibaba-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. 1Password (Best Overall & Best UX)"}, {"id": "mai-20260917-0922-baseline|c109-s3|alibaba-small|NordPass", "prompt": "c109-s3", "model": "alibaba-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose NordPass if you are strictly using Google Workspace and are watching the bottom line."}, {"id": "mai-20260917-0922-baseline|c109-s3|alibaba-small|Dashlane", "prompt": "c109-s3", "model": "alibaba-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dashlane (Best All-Rounder & Productivity)"}, {"id": "mai-20260917-0922-baseline|c109-s3|alibaba-small|Keeper", "prompt": "c109-s3", "model": "alibaba-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Keeper (Best for Microsoft 365 & High-Security Needs)"}, {"id": "mai-20260917-0922-baseline|c109-s3|alibaba-small|Bitwarden", "prompt": "c109-s3", "model": "alibaba-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Bitwarden if you have an in-house IT person who wants to audit or even host the vault server themselves."}, {"id": "mai-20260917-0922-baseline|c109-s3|anthropic-small|RoboForm", "prompt": "c109-s3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "RoboForm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "RoboForm is the best password manager for small teams"}, {"id": "mai-20260917-0922-baseline|c109-s3|anthropic-small|1Password", "prompt": "c109-s3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "1Password leads for ease of use"}, {"id": "mai-20260917-0922-baseline|c109-s3|anthropic-small|NordPass", "prompt": "c109-s3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For teams with fewer than 10 users, NordPass offers the most affordable Business plan at $1.99/user/month"}, {"id": "mai-20260917-0922-baseline|c109-s3|anthropic-small|Keeper", "prompt": "c109-s3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Keeper is a top choice if you want strong password security for small teams"}, {"id": "mai-20260917-0922-baseline|c109-s3|anthropic-small|Dashlane", "prompt": "c109-s3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It's the most expensive option and may not be necessary for smaller teams with basic security needs"}, {"id": "mai-20260917-0922-baseline|c109-s3|anthropic-small|Bitwarden", "prompt": "c109-s3", "model": "anthropic-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bitwarden is the best password manager for small businesses for value and open-source security"}, {"id": "mai-20260917-0922-baseline|c109-s3|challenger-small|1Password", "prompt": "c109-s3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most small teams:** **1Password** because it combines the cleanest user experience with strong admin controls and SSO support."}, {"id": "mai-20260917-0922-baseline|c109-s3|challenger-small|Bitwarden", "prompt": "c109-s3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value:** **Bitwarden** because it gives strong security and even self-hosting at a lower price."}, {"id": "mai-20260917-0922-baseline|c109-s3|challenger-small|NordPass", "prompt": "c109-s3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NordPass** as a strong budget-friendly option for small teams"}, {"id": "mai-20260917-0922-baseline|c109-s3|challenger-small|RoboForm", "prompt": "c109-s3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "RoboForm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best budget pick for very small teams:** **RoboForm** or **NordPass**"}, {"id": "mai-20260917-0922-baseline|c109-s3|challenger-small|Keeper", "prompt": "c109-s3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for regulated industries:** **Keeper** or **Bitwarden**"}, {"id": "mai-20260917-0922-baseline|c109-s3|challenger-small|Dashlane", "prompt": "c109-s3", "model": "challenger-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Typically more expensive than budget picks"}, {"id": "mai-20260917-0922-baseline|c109-s3|deepseek-small|1Password Business", "prompt": "c109-s3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "for most small teams (10–50 people), 1Password Business** delivers the best balance of usability, admin controls, SSO integration, and reliability"}, {"id": "mai-20260917-0922-baseline|c109-s3|deepseek-small|Bitwarden Teams", "prompt": "c109-s3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitwarden Teams** is the credible value alternative if you have some technical capability on staff"}, {"id": "mai-20260917-0922-baseline|c109-s3|deepseek-small|Dashlane Business", "prompt": "c109-s3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for:** Non-technical teams that want a friendly interface with extra built-in tools"}, {"id": "mai-20260917-0922-baseline|c109-s3|deepseek-small|Keeper Business", "prompt": "c109-s3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're in a regulated industry (finance, healthcare, government):** **Keeper** offers the strongest compliance features."}, {"id": "mai-20260917-0922-baseline|c109-s3|deepseek-small|NordPass Business", "prompt": "c109-s3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If budget is the top priority:** **NordPass** or **RoboForm** offer the lowest costs"}, {"id": "mai-20260917-0922-baseline|c109-s3|deepseek-small|RoboForm for Business", "prompt": "c109-s3", "model": "deepseek-small", "cat": "business-password-managers", "variant": "comparative", "raw": "RoboForm for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**NordPass** or **RoboForm** offer the lowest costs without sacrificing essentials."}, {"id": "mai-20260917-0922-baseline|c109-s3|google-small|1Password", "prompt": "c109-s3", "model": "google-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Most small teams who want the absolute best user experience and highest employee adoption rates."}, {"id": "mai-20260917-0922-baseline|c109-s3|google-small|Bitwarden", "prompt": "c109-s3", "model": "google-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Bitwarden if you are on a tight budget, have a highly technical team, or want to audit the source code or self-host"}, {"id": "mai-20260917-0922-baseline|c109-s3|google-small|Keeper", "prompt": "c109-s3", "model": "google-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Keeper if your business operates in a heavily regulated industry"}, {"id": "mai-20260917-0922-baseline|c109-s3|google-small|NordPass", "prompt": "c109-s3", "model": "google-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose NordPass if you are already in the Google Workspace ecosystem"}, {"id": "mai-20260917-0922-baseline|c109-s3|meta-small|1Password", "prompt": "c109-s3", "model": "meta-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1Password is known for its polished UX and mature admin controls"}, {"id": "mai-20260917-0922-baseline|c109-s3|meta-small|NordPass", "prompt": "c109-s3", "model": "meta-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "NordPass integrates well with Google Workspace"}, {"id": "mai-20260917-0922-baseline|c109-s3|meta-small|Keeper", "prompt": "c109-s3", "model": "meta-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Keeper is ideal for regulated industries"}, {"id": "mai-20260917-0922-baseline|c109-s3|meta-small|Bitwarden", "prompt": "c109-s3", "model": "meta-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bitwarden is a more affordable option with a self-hosted open-source solution"}, {"id": "mai-20260917-0922-baseline|c109-s3|meta-small|RoboForm", "prompt": "c109-s3", "model": "meta-small", "cat": "business-password-managers", "variant": "comparative", "raw": "RoboForm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "RoboForm is another option that offers advanced form-filling capabilities"}, {"id": "mai-20260917-0922-baseline|c109-s3|minimax-small|NordPass", "prompt": "c109-s3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for most small teams:** **NordPass Business** or **Keeper Business** balance price, features, and ease of use"}, {"id": "mai-20260917-0922-baseline|c109-s3|minimax-small|Keeper", "prompt": "c109-s3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall for most small teams:** **NordPass Business** or **Keeper Business**"}, {"id": "mai-20260917-0922-baseline|c109-s3|minimax-small|1Password", "prompt": "c109-s3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need enterprise features:** Keeper Business or 1Password Business"}, {"id": "mai-20260917-0922-baseline|c109-s3|minimax-small|RoboForm for Business", "prompt": "c109-s3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "RoboForm for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tight budget:** NordPass Teams or RoboForm"}, {"id": "mai-20260917-0922-baseline|c109-s3|minimax-small|Bitwarden", "prompt": "c109-s3", "model": "minimax-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Prefer open-source:** Bitwarden"}, {"id": "mai-20260917-0922-baseline|c109-s3|mistral-small|1Password Business", "prompt": "c109-s3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. 1Password Business**\n- Best for: Teams that want a polished, user-friendly experience with strong admin controls and SSO integration."}, {"id": "mai-20260917-0922-baseline|c109-s3|mistral-small|Bitwarden Teams", "prompt": "c109-s3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Small teams that want the best value and open-source transparency."}, {"id": "mai-20260917-0922-baseline|c109-s3|mistral-small|NordPass Business", "prompt": "c109-s3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Small teams using Google Workspace or those who want a simple, affordable solution."}, {"id": "mai-20260917-0922-baseline|c109-s3|mistral-small|RoboForm for Business", "prompt": "c109-s3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "RoboForm for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small teams that need strong form-filling and shared account features."}, {"id": "mai-20260917-0922-baseline|c109-s3|mistral-small|Keeper Business", "prompt": "c109-s3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Regulated industries or teams that need granular permission and audit controls."}, {"id": "mai-20260917-0922-baseline|c109-s3|mistral-small|Dashlane", "prompt": "c109-s3", "model": "mistral-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Small businesses wanting a user-friendly, all-in-one solution."}, {"id": "mai-20260917-0922-baseline|c109-s3|moonshot-small|1Password Business", "prompt": "c109-s3", "model": "moonshot-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Overall best experience for growing teams"}, {"id": "mai-20260917-0922-baseline|c109-s3|moonshot-small|Bitwarden Teams/Enterprise", "prompt": "c109-s3", "model": "moonshot-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden Teams/Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best value; open-source and self-hosting"}, {"id": "mai-20260917-0922-baseline|c109-s3|moonshot-small|NordPass Business", "prompt": "c109-s3", "model": "moonshot-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tightest budget; simple Google Workspace integration"}, {"id": "mai-20260917-0922-baseline|c109-s3|moonshot-small|Keeper Business", "prompt": "c109-s3", "model": "moonshot-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Regulated industries and strict compliance"}, {"id": "mai-20260917-0922-baseline|c109-s3|moonshot-small|RoboForm Business", "prompt": "c109-s3", "model": "moonshot-small", "cat": "business-password-managers", "variant": "comparative", "raw": "RoboForm Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Very small teams needing form-filling and flexible deployment"}, {"id": "mai-20260917-0922-baseline|c109-s3|moonshot-small|Proton Pass", "prompt": "c109-s3", "model": "moonshot-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Proton Pass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Privacy / Swiss jurisdiction** | Proton Pass"}, {"id": "mai-20260917-0922-baseline|c109-s3|openai-small|1Password", "prompt": "c109-s3", "model": "openai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall balance:** **1Password** — polished UI, strong admin features"}, {"id": "mai-20260917-0922-baseline|c109-s3|openai-small|Bitwarden", "prompt": "c109-s3", "model": "openai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best budget/value:** **Bitwarden** — lowest-cost serious business option among these"}, {"id": "mai-20260917-0922-baseline|c109-s3|openai-small|Dashlane", "prompt": "c109-s3", "model": "openai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Dashlane** if you want stronger risk-monitoring features."}, {"id": "mai-20260917-0922-baseline|c109-s3|openai-small|NordPass", "prompt": "c109-s3", "model": "openai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **NordPass** if you want something simple and easy to roll out."}, {"id": "mai-20260917-0922-baseline|c109-s3|xai-small|1Password", "prompt": "c109-s3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall UX; unique \"Secret Key\" + master password; flat starter ideal for <10 users."}, {"id": "mai-20260917-0922-baseline|c109-s3|xai-small|Bitwarden", "prompt": "c109-s3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most transparent/affordable long-term; Budget/open-source → Bitwarden"}, {"id": "mai-20260917-0922-baseline|c109-s3|xai-small|NordPass", "prompt": "c109-s3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cheapest entry with Workspace focus; Workspace → NordPass"}, {"id": "mai-20260917-0922-baseline|c109-s3|xai-small|Keeper", "prompt": "c109-s3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Regulated industry focus; Compliance → Keeper"}, {"id": "mai-20260917-0922-baseline|c109-s3|xai-small|Dashlane", "prompt": "c109-s3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Built-in VPN/phishing tools; easy form-filling"}, {"id": "mai-20260917-0922-baseline|c109-s3|xai-small|RoboForm", "prompt": "c109-s3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "RoboForm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Form-filling king; volume discounts; Forms → RoboForm"}, {"id": "mai-20260917-0922-baseline|c109-s3|xai-small|LastPass", "prompt": "c109-s3", "model": "xai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Past breaches (improved); Teams capped at 50."}, {"id": "mai-20260917-0922-baseline|c109-s3|zai-small|1Password Teams", "prompt": "c109-s3", "model": "zai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "1Password Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most versatile for small teams: 1Password (if you want the smoothest UX and admin controls) or Bitwarden"}, {"id": "mai-20260917-0922-baseline|c109-s3|zai-small|Bitwarden Teams", "prompt": "c109-s3", "model": "zai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Bitwarden Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most versatile for small teams: 1Password ... or Bitwarden (if you want open-source transparency and low cost)"}, {"id": "mai-20260917-0922-baseline|c109-s3|zai-small|Dashlane Teams", "prompt": "c109-s3", "model": "zai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Dashlane Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Highest price among the mainstream options; some sources list higher per-user pricing."}, {"id": "mai-20260917-0922-baseline|c109-s3|zai-small|NordPass Business", "prompt": "c109-s3", "model": "zai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best all-round SMB choice: NordPass Business (balanced security, modern UI, breach scanner, easy onboarding)."}, {"id": "mai-20260917-0922-baseline|c109-s3|zai-small|Keeper Business", "prompt": "c109-s3", "model": "zai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for compliance/enterprise security: Keeper Business"}, {"id": "mai-20260917-0922-baseline|c109-s3|zai-small|RoboForm for Business", "prompt": "c109-s3", "model": "zai-small", "cat": "business-password-managers", "variant": "comparative", "raw": "RoboForm for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for form-filling & deployment flexibility: RoboForm for Business"}, {"id": "mai-20260917-0922-baseline|c109-s4|alibaba-small|Bitwarden", "prompt": "c109-s4", "model": "alibaba-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is widely considered to be **Bitwarden**"}, {"id": "mai-20260917-0922-baseline|c109-s4|alibaba-small|1Password", "prompt": "c109-s4", "model": "alibaba-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1Password** offers the best-in-class user experience"}, {"id": "mai-20260917-0922-baseline|c109-s4|alibaba-small|Keeper", "prompt": "c109-s4", "model": "alibaba-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Runner Up: Keeper"}, {"id": "mai-20260917-0922-baseline|c109-s4|alibaba-small|LastPass", "prompt": "c109-s4", "model": "alibaba-small", "cat": "business-password-managers", "variant": "budget", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Important Warning: Avoid LastPass for New Accounts"}, {"id": "mai-20260917-0922-baseline|c109-s4|anthropic-small|Bitwarden", "prompt": "c109-s4", "model": "anthropic-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bitwarden is the top budget option for cost-conscious teams, with Teams plan starting at $3.99 per user per month"}, {"id": "mai-20260917-0922-baseline|c109-s4|anthropic-small|Proton Pass", "prompt": "c109-s4", "model": "anthropic-small", "cat": "business-password-managers", "variant": "budget", "raw": "Proton Pass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Proton Pass is a privacy-first password manager with business plans starting at $2.99 per user per month"}, {"id": "mai-20260917-0922-baseline|c109-s4|anthropic-small|Keeper", "prompt": "c109-s4", "model": "anthropic-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For the tightest budgets, **Bitwarden** and **Keeper** offer the lowest per-user pricing"}, {"id": "mai-20260917-0922-baseline|c109-s4|anthropic-small|NordPass", "prompt": "c109-s4", "model": "anthropic-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NordPass is ideal for small to mid-sized businesses looking for an affordable and intuitive high-security solution"}, {"id": "mai-20260917-0922-baseline|c109-s4|anthropic-small|RoboForm", "prompt": "c109-s4", "model": "anthropic-small", "cat": "business-password-managers", "variant": "budget", "raw": "RoboForm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "RoboForm is the best password manager for small teams"}, {"id": "mai-20260917-0922-baseline|c109-s4|challenger-small|RoboForm Business", "prompt": "c109-s4", "model": "challenger-small", "cat": "business-password-managers", "variant": "budget", "raw": "RoboForm Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Cheapest good option:** **RoboForm Business** or **Passpack** if absolute cost matters most"}, {"id": "mai-20260917-0922-baseline|c109-s4|challenger-small|Bitwarden Business", "prompt": "c109-s4", "model": "challenger-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall budget pick:** **Bitwarden Business**"}, {"id": "mai-20260917-0922-baseline|c109-s4|challenger-small|NordPass Business", "prompt": "c109-s4", "model": "challenger-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you use Google Workspace:** **NordPass Business**"}, {"id": "mai-20260917-0922-baseline|c109-s4|challenger-small|Passpack", "prompt": "c109-s4", "model": "challenger-small", "cat": "business-password-managers", "variant": "budget", "raw": "Passpack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Lowest price in some comparisons, but less commonly cited as the default pick"}, {"id": "mai-20260917-0922-baseline|c109-s4|deepseek-small|Bitwarden", "prompt": "c109-s4", "model": "deepseek-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**🥇 Bitwarden** (best overall value) — ~$3–4 per user/month"}, {"id": "mai-20260917-0922-baseline|c109-s4|deepseek-small|NordPass", "prompt": "c109-s4", "model": "deepseek-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**🥈 NordPass** (cheapest per-seat) — ~$1.99–2.49/user/month"}, {"id": "mai-20260917-0922-baseline|c109-s4|deepseek-small|Zoho Vault", "prompt": "c109-s4", "model": "deepseek-small", "cat": "business-password-managers", "variant": "budget", "raw": "Zoho Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Among the cheapest legit options; good for cost-conscious SMBs"}, {"id": "mai-20260917-0922-baseline|c109-s4|deepseek-small|RoboForm", "prompt": "c109-s4", "model": "deepseek-small", "cat": "business-password-managers", "variant": "budget", "raw": "RoboForm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Budget-friendly, basic admin"}, {"id": "mai-20260917-0922-baseline|c109-s4|deepseek-small|Keeper", "prompt": "c109-s4", "model": "deepseek-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong security features, good if you're on Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c109-s4|deepseek-small|Proton Pass", "prompt": "c109-s4", "model": "deepseek-small", "cat": "business-password-managers", "variant": "budget", "raw": "Proton Pass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Privacy-focused, great encryption"}, {"id": "mai-20260917-0922-baseline|c109-s4|deepseek-small|1Password Teams Starter Pack", "prompt": "c109-s4", "model": "deepseek-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password Teams Starter Pack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "the **1Password Teams Starter Pack at a flat $19.95/month** is excellent"}, {"id": "mai-20260917-0922-baseline|c109-s4|google-small|Bitwarden (Teams Plan)", "prompt": "c109-s4", "model": "google-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden (Teams Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Value: Bitwarden (Teams Plan) ... go with **Bitwarden Teams**. It offers the best security, open-source transparency, and robust administrative tools"}, {"id": "mai-20260917-0922-baseline|c109-s4|google-small|1Password (Teams Starter Pack)", "prompt": "c109-s4", "model": "google-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password (Teams Starter Pack)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you have 10 or fewer employees**, start with the **1Password Teams Starter Pack**."}, {"id": "mai-20260917-0922-baseline|c109-s4|google-small|RoboForm for Business", "prompt": "c109-s4", "model": "google-small", "cat": "business-password-managers", "variant": "budget", "raw": "RoboForm for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Absolute Cheapest Per-Seat: RoboForm for Business ... it is incredibly cheap and highly reliable"}, {"id": "mai-20260917-0922-baseline|c109-s4|google-small|Proton Pass (Essentials Plan)", "prompt": "c109-s4", "model": "google-small", "cat": "business-password-managers", "variant": "budget", "raw": "Proton Pass (Essentials Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Privacy-First Choice: Proton Pass (Essentials Plan)"}, {"id": "mai-20260917-0922-baseline|c109-s4|meta-small|NordPass Business", "prompt": "c109-s4", "model": "meta-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best business password manager for a small company with a tight budget is NordPass Business"}, {"id": "mai-20260917-0922-baseline|c109-s4|meta-small|Bitwarden Business", "prompt": "c109-s4", "model": "meta-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Bitwarden Business, which costs $5 per user per month"}, {"id": "mai-20260917-0922-baseline|c109-s4|meta-small|RoboForm Business", "prompt": "c109-s4", "model": "meta-small", "cat": "business-password-managers", "variant": "budget", "raw": "RoboForm Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "RoboForm Business, which costs $3.33 per user per month"}, {"id": "mai-20260917-0922-baseline|c109-s4|minimax-small|Bitwarden Business Teams", "prompt": "c109-s4", "model": "minimax-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Business Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitwarden Business Teams** at $4/user/month is typically the best choice"}, {"id": "mai-20260917-0922-baseline|c109-s4|minimax-small|Keeper Business", "prompt": "c109-s4", "model": "minimax-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lowest published seat price"}, {"id": "mai-20260917-0922-baseline|c109-s4|minimax-small|Proton Pass", "prompt": "c109-s4", "model": "minimax-small", "cat": "business-password-managers", "variant": "budget", "raw": "Proton Pass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best low-cost pick for teams prioritizing security"}, {"id": "mai-20260917-0922-baseline|c109-s4|minimax-small|Securden", "prompt": "c109-s4", "model": "minimax-small", "cat": "business-password-managers", "variant": "budget", "raw": "Securden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong balance of enterprise-grade controls / SMB-friendly pricing"}, {"id": "mai-20260917-0922-baseline|c109-s4|mistral-small|Bitwarden Teams", "prompt": "c109-s4", "model": "mistral-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitwarden Teams** is a strong balance of cost and features for small businesses"}, {"id": "mai-20260917-0922-baseline|c109-s4|mistral-small|NordPass Business", "prompt": "c109-s4", "model": "mistral-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "for a tight budget, **NordPass Business** is the most affordable"}, {"id": "mai-20260917-0922-baseline|c109-s4|mistral-small|1Password Business", "prompt": "c109-s4", "model": "mistral-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "1Password Business is also recommended if user experience and ease of adoption are more important than cost."}, {"id": "mai-20260917-0922-baseline|c109-s4|moonshot-small|NordPass Business", "prompt": "c109-s4", "model": "moonshot-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is the **primary constraint**, go with **NordPass Business** at around $3.69/user/month."}, {"id": "mai-20260917-0922-baseline|c109-s4|moonshot-small|Bitwarden Teams/Business", "prompt": "c109-s4", "model": "moonshot-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Teams/Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitwarden Teams** provides better long-term value with open-source transparency"}, {"id": "mai-20260917-0922-baseline|c109-s4|moonshot-small|Keeper Business", "prompt": "c109-s4", "model": "moonshot-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Keeper Business** \\u2013 Lowest Seat Price"}, {"id": "mai-20260917-0922-baseline|c109-s4|moonshot-small|1Password Business", "prompt": "c109-s4", "model": "moonshot-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **1Password Business** | $7.99\\u2013$8.99 | ~$959\\u2013$1,079 |"}, {"id": "mai-20260917-0922-baseline|c109-s4|openai-small|Bitwarden", "prompt": "c109-s4", "model": "openai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "small company on a tight budget, Bitwarden is usually the best default choice"}, {"id": "mai-20260917-0922-baseline|c109-s4|openai-small|1Password", "prompt": "c109-s4", "model": "openai-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your team wants very polished UX and can pay more:** 1Password"}, {"id": "mai-20260917-0922-baseline|c109-s4|openai-small|LastPass", "prompt": "c109-s4", "model": "openai-small", "cat": "business-password-managers", "variant": "budget", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though I'd still compare it carefully on trust/security history before buying"}, {"id": "mai-20260917-0922-baseline|c109-s4|xai-small|Bitwarden Teams", "prompt": "c109-s4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bitwarden Teams ($4 per user/month, billed annually) is the best choice for a small company on a tight budget."}, {"id": "mai-20260917-0922-baseline|c109-s4|xai-small|1Password Business", "prompt": "c109-s4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "far cheaper than 1Password Business ($7.99/user)"}, {"id": "mai-20260917-0922-baseline|c109-s4|xai-small|LastPass Business", "prompt": "c109-s4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "LastPass Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid LastPass if security history concerns you."}, {"id": "mai-20260917-0922-baseline|c109-s4|xai-small|NordPass Teams", "prompt": "c109-s4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple for very small teams (<10), SSO with Google Workspace | Limited to 10 users"}, {"id": "mai-20260917-0922-baseline|c109-s4|xai-small|RoboForm Business", "prompt": "c109-s4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "RoboForm Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Low cost, separate personal/work vaults"}, {"id": "mai-20260917-0922-baseline|c109-s4|xai-small|Keeper Business Starter", "prompt": "c109-s4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper Business Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong security, free family plans | Pricing varies"}, {"id": "mai-20260917-0922-baseline|c109-s4|xai-small|Proton Pass Essentials", "prompt": "c109-s4", "model": "xai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Proton Pass Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Privacy-focused (Swiss), hide-my-email | Basic features"}, {"id": "mai-20260917-0922-baseline|c109-s4|zai-small|Proton Pass Business", "prompt": "c109-s4", "model": "zai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Proton Pass Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Proton Pass Business** offers the lowest price with strong privacy"}, {"id": "mai-20260917-0922-baseline|c109-s4|zai-small|RoboForm Business", "prompt": "c109-s4", "model": "zai-small", "cat": "business-password-managers", "variant": "budget", "raw": "RoboForm Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**RoboForm Business** is the most budget-friendly option with excellent form-filling capabilities."}, {"id": "mai-20260917-0922-baseline|c109-s4|zai-small|Bitwarden Teams", "prompt": "c109-s4", "model": "zai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Bitwarden Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitwarden Teams** provides the best balance of price, transparency, and flexibility"}, {"id": "mai-20260917-0922-baseline|c109-s4|zai-small|NordPass Business", "prompt": "c109-s4", "model": "zai-small", "cat": "business-password-managers", "variant": "budget", "raw": "NordPass Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Modern UI: **NordPass Business**"}, {"id": "mai-20260917-0922-baseline|c109-s4|zai-small|Keeper Business", "prompt": "c109-s4", "model": "zai-small", "cat": "business-password-managers", "variant": "budget", "raw": "Keeper Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Keeper Business | ~$3.75/user/month | Strong audit controls"}, {"id": "mai-20260917-0922-baseline|c109-s4|zai-small|1Password", "prompt": "c109-s4", "model": "zai-small", "cat": "business-password-managers", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "especially for NordPass and 1Password"}, {"id": "mai-20260917-0922-baseline|c109-s5|alibaba-small|1Password Teams", "prompt": "c109-s5", "model": "alibaba-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1Password Teams:** Excellent UI/UX, very strong for developer teams (git integration), slightly higher price point."}, {"id": "mai-20260917-0922-baseline|c109-s5|alibaba-small|Bitwarden", "prompt": "c109-s5", "model": "alibaba-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Open source, significantly cheaper than competitors, very strong security model."}, {"id": "mai-20260917-0922-baseline|c109-s5|alibaba-small|Dashlane", "prompt": "c109-s5", "model": "alibaba-small", "cat": "business-password-managers", "variant": "scale", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong automation features and AI generation, good integrations with Microsoft/Google ecosystems."}, {"id": "mai-20260917-0922-baseline|c109-s5|alibaba-small|Keeper", "prompt": "c109-s5", "model": "alibaba-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong focus on enterprise-style governance and deep API integrations."}, {"id": "mai-20260917-0922-baseline|c109-s5|deepseek-small|Bitwarden", "prompt": "c109-s5", "model": "deepseek-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "common leaders for SMB size: **Bitwarden, 1Password, Dashlane, Keeper, NordPass, Proton Pass**"}, {"id": "mai-20260917-0922-baseline|c109-s5|deepseek-small|1Password", "prompt": "c109-s5", "model": "deepseek-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "common leaders for SMB size: **Bitwarden, 1Password, Dashlane, Keeper, NordPass, Proton Pass**"}, {"id": "mai-20260917-0922-baseline|c109-s5|deepseek-small|Dashlane", "prompt": "c109-s5", "model": "deepseek-small", "cat": "business-password-managers", "variant": "scale", "raw": "Dashlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "common leaders for SMB size: **Bitwarden, 1Password, Dashlane, Keeper, NordPass, Proton Pass**"}, {"id": "mai-20260917-0922-baseline|c109-s5|deepseek-small|Keeper", "prompt": "c109-s5", "model": "deepseek-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "common leaders for SMB size: **Bitwarden, 1Password, Dashlane, Keeper, NordPass, Proton Pass**"}, {"id": "mai-20260917-0922-baseline|c109-s5|deepseek-small|NordPass", "prompt": "c109-s5", "model": "deepseek-small", "cat": "business-password-managers", "variant": "scale", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "common leaders for SMB size: **Bitwarden, 1Password, Dashlane, Keeper, NordPass, Proton Pass**"}, {"id": "mai-20260917-0922-baseline|c109-s5|deepseek-small|Proton Pass", "prompt": "c109-s5", "model": "deepseek-small", "cat": "business-password-managers", "variant": "scale", "raw": "Proton Pass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "common leaders for SMB size: **Bitwarden, 1Password, Dashlane, Keeper, NordPass, Proton Pass**"}, {"id": "mai-20260917-0922-baseline|c109-s5|google-small|1Password", "prompt": "c109-s5", "model": "google-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely considered the gold standard for user experience... incredibly easy for non-technical users to adopt."}, {"id": "mai-20260917-0922-baseline|c109-s5|google-small|Bitwarden", "prompt": "c109-s5", "model": "google-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is open-source and highly transparent. It is also one of the most cost-effective premium options on the market."}, {"id": "mai-20260917-0922-baseline|c109-s5|google-small|Keeper (Business)", "prompt": "c109-s5", "model": "google-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper (Business)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Exceptionally secure with very granular admin controls... highly recommended if you operate in heavily regulated industries"}, {"id": "mai-20260917-0922-baseline|c109-s5|meta-small|Bitwarden Enterprise", "prompt": "c109-s5", "model": "meta-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular business password managers that meet these criteria include Bitwarden Enterprise, 1Password Business, and others."}, {"id": "mai-20260917-0922-baseline|c109-s5|meta-small|1Password Business", "prompt": "c109-s5", "model": "meta-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular business password managers that meet these criteria include Bitwarden Enterprise, 1Password Business, and others."}, {"id": "mai-20260917-0922-baseline|c109-s5|minimax-small|Bitwarden", "prompt": "c109-s5", "model": "minimax-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Bitwarden** — Good balance of price ($4/user/mo) and features, also self-hostable"}, {"id": "mai-20260917-0922-baseline|c109-s5|minimax-small|1Password", "prompt": "c109-s5", "model": "minimax-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**1Password** — Best UX, slightly higher price ($7.99/user/mo), strong admin features"}, {"id": "mai-20260917-0922-baseline|c109-s5|minimax-small|NordPass", "prompt": "c109-s5", "model": "minimax-small", "cat": "business-password-managers", "variant": "scale", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**NordPass** — Competitive pricing ($1.79/user/mo), good Google Workspace integration"}, {"id": "mai-20260917-0922-baseline|c109-s5|minimax-small|Keeper", "prompt": "c109-s5", "model": "minimax-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Keeper** — Strong compliance features, good Microsoft 365 integration"}, {"id": "mai-20260917-0922-baseline|c109-s5|mistral-small|1Password Business", "prompt": "c109-s5", "model": "mistral-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Comparison Table (Top Business Password Managers)"}, {"id": "mai-20260917-0922-baseline|c109-s5|mistral-small|Bitwarden Business", "prompt": "c109-s5", "model": "mistral-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Comparison Table (Top Business Password Managers)"}, {"id": "mai-20260917-0922-baseline|c109-s5|mistral-small|Dashlane Business", "prompt": "c109-s5", "model": "mistral-small", "cat": "business-password-managers", "variant": "scale", "raw": "Dashlane Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Comparison Table (Top Business Password Managers)"}, {"id": "mai-20260917-0922-baseline|c109-s5|mistral-small|Keeper Business", "prompt": "c109-s5", "model": "mistral-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Comparison Table (Top Business Password Managers)"}, {"id": "mai-20260917-0922-baseline|c109-s5|moonshot-small|Zoho Vault", "prompt": "c109-s5", "model": "moonshot-small", "cat": "business-password-managers", "variant": "scale", "raw": "Zoho Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Budget options: Zoho Vault (free tier available)"}, {"id": "mai-20260917-0922-baseline|c109-s5|moonshot-small|NordPass Teams", "prompt": "c109-s5", "model": "moonshot-small", "cat": "business-password-managers", "variant": "scale", "raw": "NordPass Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NordPass | Google Workspace integration, unlimited passwords | ~$1.79/user/month"}, {"id": "mai-20260917-0922-baseline|c109-s5|moonshot-small|1Password", "prompt": "c109-s5", "model": "moonshot-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1Password | Ease of use, great small team features"}, {"id": "mai-20260917-0922-baseline|c109-s5|moonshot-small|Bitwarden", "prompt": "c109-s5", "model": "moonshot-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Bitwarden | Open-source, self-hosting option, strong security"}, {"id": "mai-20260917-0922-baseline|c109-s5|moonshot-small|Dashlane Business", "prompt": "c109-s5", "model": "moonshot-small", "cat": "business-password-managers", "variant": "scale", "raw": "Dashlane Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Premium: Dashlane Business (~$8/user/month)"}, {"id": "mai-20260917-0922-baseline|c109-s5|moonshot-small|Keeper", "prompt": "c109-s5", "model": "moonshot-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Keeper | Regulated industries, advanced compliance"}, {"id": "mai-20260917-0922-baseline|c109-s5|xai-small|1Password", "prompt": "c109-s5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Popular picks for 30-person teams: Bitwarden (cost-effective), 1Password (user-friendly), Keeper (secure)."}, {"id": "mai-20260917-0922-baseline|c109-s5|xai-small|Bitwarden", "prompt": "c109-s5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Popular picks for 30-person teams: Bitwarden (cost-effective)"}, {"id": "mai-20260917-0922-baseline|c109-s5|xai-small|Keeper", "prompt": "c109-s5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Keeper (secure)"}, {"id": "mai-20260917-0922-baseline|c109-s5|xai-small|LastPass", "prompt": "c109-s5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Vendor security history**: No major breaches recently (e.g., avoid iffy past like LastPass)."}, {"id": "mai-20260917-0922-baseline|c109-s5|xai-small|Dashlane", "prompt": "c109-s5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "Dashlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Dashlane**  | ~$8  | AI/phishing protection | VPN add-on, dark web monitoring | Pricey for basics"}, {"id": "mai-20260917-0922-baseline|c109-s5|xai-small|NordPass", "prompt": "c109-s5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **NordPass**  | $3.59 | Google Workspace | Cheap, simple integrations | Fewer enterprise features"}, {"id": "mai-20260917-0922-baseline|c109-s5|xai-small|RoboForm", "prompt": "c109-s5", "model": "xai-small", "cat": "business-password-managers", "variant": "scale", "raw": "RoboForm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **RoboForm** | Varies (~$4-6) | Small teams | Legacy support, affordable | Less modern interface"}, {"id": "mai-20260917-0922-baseline|c109-s6|alibaba-small|LastPass", "prompt": "c109-s6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should exercise extreme caution with **LastPass**... explicitly **exclude LastPass from recommendations**"}, {"id": "mai-20260917-0922-baseline|c109-s6|alibaba-small|ManageEngine Password Manager Pro", "prompt": "c109-s6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "ManageEngine Password Manager Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"not the tool to buy if you want small business password management.\" It is expensive, requires significant setup"}, {"id": "mai-20260917-0922-baseline|c109-s6|alibaba-small|1Password Business", "prompt": "c109-s6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Often cited as having the best User Experience (UX) and ease of adoption for small teams."}, {"id": "mai-20260917-0922-baseline|c109-s6|alibaba-small|Bitwarden Teams", "prompt": "c109-s6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A top choice for budget-conscious businesses that value open-source transparency and lower costs."}, {"id": "mai-20260917-0922-baseline|c109-s6|alibaba-small|Keeper Business", "prompt": "c109-s6", "model": "alibaba-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong option for businesses needing strict privilege access and compliance features."}, {"id": "mai-20260917-0922-baseline|c109-s6|anthropic-small|LastPass", "prompt": "c109-s6", "model": "anthropic-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**LastPass** - This is the most prominent example. In 2022, LastPass suffered two related security incidents."}, {"id": "mai-20260917-0922-baseline|c109-s6|anthropic-small|Bitwarden", "prompt": "c109-s6", "model": "anthropic-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Bitwarden was discovered to have cracks in its encryption that left sensitive information vulnerable to cyber attacks."}, {"id": "mai-20260917-0922-baseline|c109-s6|anthropic-small|Dashlane", "prompt": "c109-s6", "model": "anthropic-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "27 vulnerabilities across four major password managers: 12 affecting Bitwarden, seven affecting LastPass, six affecting Dashlane, and two affecting 1Password"}, {"id": "mai-20260917-0922-baseline|c109-s6|anthropic-small|1Password", "prompt": "c109-s6", "model": "anthropic-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "vulnerabilities affecting several password manager browser extensions, including 1Password, Bitwarden, LastPass, and others"}, {"id": "mai-20260917-0922-baseline|c109-s6|challenger-small|Chrome", "prompt": "c109-s6", "model": "challenger-small", "cat": "business-password-managers", "variant": "negative", "raw": "Chrome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Browser-built-in password managers like Chrome, Google Account sync, Apple Keychain... are commonly flagged as unsuitable for business"}, {"id": "mai-20260917-0922-baseline|c109-s6|challenger-small|Google Account sync", "prompt": "c109-s6", "model": "challenger-small", "cat": "business-password-managers", "variant": "negative", "raw": "Google Account sync", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "commonly flagged as unsuitable for business because they lack centralized admin control"}, {"id": "mai-20260917-0922-baseline|c109-s6|challenger-small|Apple Keychain", "prompt": "c109-s6", "model": "challenger-small", "cat": "business-password-managers", "variant": "negative", "raw": "Apple Keychain", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "commonly flagged as unsuitable for business because they lack centralized admin control, granular visibility, and reliable offboarding"}, {"id": "mai-20260917-0922-baseline|c109-s6|challenger-small|LastPass", "prompt": "c109-s6", "model": "challenger-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "LastPass is the clearest example in the sources, with the 2022 breach repeatedly cited as a reason to avoid or scrutinize it closely"}, {"id": "mai-20260917-0922-baseline|c109-s6|deepseek-small|LastPass", "prompt": "c109-s6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many cybersecurity experts now explicitly advise against LastPass for business use."}, {"id": "mai-20260917-0922-baseline|c109-s6|deepseek-small|Chrome", "prompt": "c109-s6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "Chrome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution: Free / Browser-Based Password Managers (Chrome, Edge, Safari, Firefox built-ins)"}, {"id": "mai-20260917-0922-baseline|c109-s6|deepseek-small|Edge", "prompt": "c109-s6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "Edge", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they're worth being cautious about"}, {"id": "mai-20260917-0922-baseline|c109-s6|deepseek-small|Safari", "prompt": "c109-s6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "Safari", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these tools institutionalize bad password hygiene"}, {"id": "mai-20260917-0922-baseline|c109-s6|deepseek-small|Firefox", "prompt": "c109-s6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "Firefox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Caution: Free / Browser-Based Password Managers (Chrome, Edge, Safari, Firefox built-ins)"}, {"id": "mai-20260917-0922-baseline|c109-s6|deepseek-small|1Password", "prompt": "c109-s6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the tools most consistently recommended for small business use include **1Password**"}, {"id": "mai-20260917-0922-baseline|c109-s6|deepseek-small|Bitwarden", "prompt": "c109-s6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "even good free tools (like Bitwarden free) can become an audit gap without team governance"}, {"id": "mai-20260917-0922-baseline|c109-s6|deepseek-small|Keeper", "prompt": "c109-s6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "most consistently recommended for small business use include ... **Keeper**"}, {"id": "mai-20260917-0922-baseline|c109-s6|deepseek-small|Dashlane", "prompt": "c109-s6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "most consistently recommended for small business use include ... **Dashlane**"}, {"id": "mai-20260917-0922-baseline|c109-s6|deepseek-small|Proton Pass", "prompt": "c109-s6", "model": "deepseek-small", "cat": "business-password-managers", "variant": "negative", "raw": "Proton Pass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "most consistently recommended for small business use include ... **Proton Pass**"}, {"id": "mai-20260917-0922-baseline|c109-s6|google-small|LastPass", "prompt": "c109-s6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "LastPass (Proceed with Extreme Caution) ... the lingering trust deficit makes them a highly cautioned choice for businesses."}, {"id": "mai-20260917-0922-baseline|c109-s6|google-small|Dashlane", "prompt": "c109-s6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Dashlane (New Cautionary Context) ... business admins must enforce exceptionally strong master passwords and strict device verification."}, {"id": "mai-20260917-0922-baseline|c109-s6|google-small|Google Chrome", "prompt": "c109-s6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Google Chrome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Built-in Browser Password Managers (Avoid Entirely)"}, {"id": "mai-20260917-0922-baseline|c109-s6|google-small|Apple Safari", "prompt": "c109-s6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Apple Safari", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Built-in Browser Password Managers (Avoid Entirely)"}, {"id": "mai-20260917-0922-baseline|c109-s6|google-small|Microsoft Edge", "prompt": "c109-s6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Microsoft Edge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Built-in Browser Password Managers (Avoid Entirely)"}, {"id": "mai-20260917-0922-baseline|c109-s6|google-small|Mozilla Firefox", "prompt": "c109-s6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Mozilla Firefox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Built-in Browser Password Managers (Avoid Entirely)"}, {"id": "mai-20260917-0922-baseline|c109-s6|google-small|KeePass", "prompt": "c109-s6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "KeePass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "\"DIY\" or Offline-Only Managers (Avoid Unless You Have a Dedicated IT Team) Tools like KeePass or KeePassXC ... generally a bad fit for small businesses"}, {"id": "mai-20260917-0922-baseline|c109-s6|google-small|KeePassXC", "prompt": "c109-s6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "KeePassXC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Tools like KeePass or KeePassXC ... they are generally a bad fit for small businesses"}, {"id": "mai-20260917-0922-baseline|c109-s6|google-small|Bitwarden", "prompt": "c109-s6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "look for providers that offer a dedicated business plan (such as 1Password, Keeper, or Bitwarden's Enterprise tier)"}, {"id": "mai-20260917-0922-baseline|c109-s6|google-small|1Password", "prompt": "c109-s6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "look for providers that offer a dedicated business plan (such as 1Password, Keeper, or Bitwarden's Enterprise tier)"}, {"id": "mai-20260917-0922-baseline|c109-s6|google-small|Keeper", "prompt": "c109-s6", "model": "google-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "look for providers that offer a dedicated business plan (such as 1Password, Keeper, or Bitwarden's Enterprise tier)"}, {"id": "mai-20260917-0922-baseline|c109-s6|meta-small|LastPass Business", "prompt": "c109-s6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "LastPass Business should be avoided due to security breaches in 2022"}, {"id": "mai-20260917-0922-baseline|c109-s6|meta-small|ExpressKeys by ExpressVPN", "prompt": "c109-s6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "ExpressKeys by ExpressVPN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "ExpressKeys by ExpressVPN is not recommended"}, {"id": "mai-20260917-0922-baseline|c109-s6|meta-small|ManageEngine Password Manager Pro", "prompt": "c109-s6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "ManageEngine Password Manager Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "ManageEngine Password Manager Pro is not suitable for small business password management"}, {"id": "mai-20260917-0922-baseline|c109-s6|meta-small|1Password Business", "prompt": "c109-s6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "recommendations for the best password managers for small businesses, such as 1Password Business, Bitwarden Teams, and Keeper Business"}, {"id": "mai-20260917-0922-baseline|c109-s6|meta-small|Bitwarden Teams", "prompt": "c109-s6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "such as 1Password Business, Bitwarden Teams, and Keeper Business"}, {"id": "mai-20260917-0922-baseline|c109-s6|meta-small|Keeper Business", "prompt": "c109-s6", "model": "meta-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "such as 1Password Business, Bitwarden Teams, and Keeper Business"}, {"id": "mai-20260917-0922-baseline|c109-s6|minimax-small|LastPass", "prompt": "c109-s6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple sources explicitly state to avoid LastPass for new business setups."}, {"id": "mai-20260917-0922-baseline|c109-s6|minimax-small|Bitwarden", "prompt": "c109-s6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bitwarden** | Open-source, self-hosted option available, strong encryption"}, {"id": "mai-20260917-0922-baseline|c109-s6|minimax-small|Dashlane", "prompt": "c109-s6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dashlane** | Competitive for companies with SSO standardization"}, {"id": "mai-20260917-0922-baseline|c109-s6|minimax-small|1Password", "prompt": "c109-s6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**1Password** | Mature admin controls, Secret Key architecture, no breach history"}, {"id": "mai-20260917-0922-baseline|c109-s6|minimax-small|Google Chrome password manager", "prompt": "c109-s6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "Google Chrome password manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Never use consumer-grade tools (Chrome, Apple Keychain) for business credentials"}, {"id": "mai-20260917-0922-baseline|c109-s6|minimax-small|Apple Keychain", "prompt": "c109-s6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "Apple Keychain", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Never use consumer-grade tools (Chrome, Apple Keychain) for business credentials"}, {"id": "mai-20260917-0922-baseline|c109-s6|minimax-small|KeePass", "prompt": "c109-s6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "KeePass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**KeePass** | Advanced offline use, full control over data"}, {"id": "mai-20260917-0922-baseline|c109-s6|minimax-small|Microsoft Edge", "prompt": "c109-s6", "model": "minimax-small", "cat": "business-password-managers", "variant": "negative", "raw": "Microsoft Edge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Microsoft Edge** | With company-managed Microsoft 365 accounts"}, {"id": "mai-20260917-0922-baseline|c109-s6|mistral-small|LastPass", "prompt": "c109-s6", "model": "mistral-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid LastPass and be cautious of password managers that are not their vendors' primary focus."}, {"id": "mai-20260917-0922-baseline|c109-s6|mistral-small|1Password", "prompt": "c109-s6", "model": "mistral-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "safer to choose dedicated, reputable password managers like 1Password, Bitwarden, or KeePassXC"}, {"id": "mai-20260917-0922-baseline|c109-s6|mistral-small|Bitwarden", "prompt": "c109-s6", "model": "mistral-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "safer to choose dedicated, reputable password managers like 1Password, Bitwarden, or KeePassXC"}, {"id": "mai-20260917-0922-baseline|c109-s6|mistral-small|KeePassXC", "prompt": "c109-s6", "model": "mistral-small", "cat": "business-password-managers", "variant": "negative", "raw": "KeePassXC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "safer to choose dedicated, reputable password managers like 1Password, Bitwarden, or KeePassXC"}, {"id": "mai-20260917-0922-baseline|c109-s6|moonshot-small|LastPass", "prompt": "c109-s6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**LastPass** - Major Security Concerns ... experienced significant security breaches in 2022-2023 that should concern small businesses"}, {"id": "mai-20260917-0922-baseline|c109-s6|moonshot-small|1Password", "prompt": "c109-s6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**1Password** - Strong security track record, excellent business features"}, {"id": "mai-20260917-0922-baseline|c109-s6|moonshot-small|Bitwarden", "prompt": "c109-s6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitwarden** - Open-source, offers self-hosting options, affordable business plans"}, {"id": "mai-20260917-0922-baseline|c109-s6|moonshot-small|NordPass", "prompt": "c109-s6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "NordPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**NordPass** - Good for small businesses, integrates well with Google Workspace"}, {"id": "mai-20260917-0922-baseline|c109-s6|moonshot-small|Keeper", "prompt": "c109-s6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Keeper** - Strong for regulated industries"}, {"id": "mai-20260917-0922-baseline|c109-s6|moonshot-small|RoboForm", "prompt": "c109-s6", "model": "moonshot-small", "cat": "business-password-managers", "variant": "negative", "raw": "RoboForm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**RoboForm** - Good for small teams"}, {"id": "mai-20260917-0922-baseline|c109-s6|openai-small|LastPass", "prompt": "c109-s6", "model": "openai-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "being especially careful with **LastPass**-type choices, because a password manager stores your highest-value credentials, and past compromises can increase risk"}, {"id": "mai-20260917-0922-baseline|c109-s6|xai-small|LastPass", "prompt": "c109-s6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should primarily be cautious about LastPass (including LastPass Business or Teams), due to its high-profile 2022-2023 breaches"}, {"id": "mai-20260917-0922-baseline|c109-s6|xai-small|1Password", "prompt": "c109-s6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "alternatives like 1Password or Bitwarden offer similar features with cleaner records"}, {"id": "mai-20260917-0922-baseline|c109-s6|xai-small|Bitwarden", "prompt": "c109-s6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "alternatives like 1Password or Bitwarden offer similar features with cleaner records"}, {"id": "mai-20260917-0922-baseline|c109-s6|xai-small|Norton LifeLock / Norton Password Manager", "prompt": "c109-s6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Norton LifeLock / Norton Password Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Suffered a 2022-2023 credential stuffing attack affecting thousands of accounts"}, {"id": "mai-20260917-0922-baseline|c109-s6|xai-small|Dashlane Business", "prompt": "c109-s6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "identified 6+ password recovery and vault compromise vulnerabilities in its architecture"}, {"id": "mai-20260917-0922-baseline|c109-s6|xai-small|Keeper", "prompt": "c109-s6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Prioritize providers with zero-knowledge encryption... (e.g., 1Password Business, Bitwarden Teams/Enterprise, Keeper, NordPass)"}, {"id": "mai-20260917-0922-baseline|c109-s6|xai-small|NordPass", "prompt": "c109-s6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "NordPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(e.g., 1Password Business, Bitwarden Teams/Enterprise, Keeper, NordPass)"}, {"id": "mai-20260917-0922-baseline|c109-s6|xai-small|Chrome", "prompt": "c109-s6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Chrome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid free/browser-built-in managers (e.g., Chrome, Safari) for business use"}, {"id": "mai-20260917-0922-baseline|c109-s6|xai-small|Safari", "prompt": "c109-s6", "model": "xai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Safari", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid free/browser-built-in managers (e.g., Chrome, Safari) for business use"}, {"id": "mai-20260917-0922-baseline|c109-s6|zai-small|LastPass", "prompt": "c109-s6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Companies to Avoid Entirely ... Security professionals generally no longer recommend LastPass for businesses handling sensitive data."}, {"id": "mai-20260917-0922-baseline|c109-s6|zai-small|Norton LifeLock Password Manager", "prompt": "c109-s6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Norton LifeLock Password Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Companies to Avoid Entirely | Norton LifeLock Password Manager | In 2023, ~6,450 customers had their accounts compromised"}, {"id": "mai-20260917-0922-baseline|c109-s6|zai-small|Dashlane", "prompt": "c109-s6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Companies to Avoid Entirely ... these findings are cause for caution."}, {"id": "mai-20260917-0922-baseline|c109-s6|zai-small|Chrome", "prompt": "c109-s6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Chrome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Do not rely on browser\\u2011saved passwords for work accounts"}, {"id": "mai-20260917-0922-baseline|c109-s6|zai-small|Firefox", "prompt": "c109-s6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Firefox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Browser password managers are **by design not built for enterprise security**"}, {"id": "mai-20260917-0922-baseline|c109-s6|zai-small|Edge", "prompt": "c109-s6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Edge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Do not rely on browser\\u2011saved passwords for work accounts"}, {"id": "mai-20260917-0922-baseline|c109-s6|zai-small|NordPass", "prompt": "c109-s6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "NordPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be Cautious With ... NordPass is part of the Nord Security family ... The reputation of the parent company can affect trust"}, {"id": "mai-20260917-0922-baseline|c109-s6|zai-small|Bitwarden", "prompt": "c109-s6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "generally point to **Bitwarden**, **1Password**, and **Keeper** as strong options for small businesses"}, {"id": "mai-20260917-0922-baseline|c109-s6|zai-small|1Password", "prompt": "c109-s6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "point to **Bitwarden**, **1Password**, and **Keeper** as strong options for small businesses"}, {"id": "mai-20260917-0922-baseline|c109-s6|zai-small|Keeper", "prompt": "c109-s6", "model": "zai-small", "cat": "business-password-managers", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "point to **Bitwarden**, **1Password**, and **Keeper** as strong options for small businesses"}, {"id": "mai-20260917-0922-baseline|c110-l1|alibaba-small|HashiCorp Vault", "prompt": "c110-l1", "model": "alibaba-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vault remains the gold standard for most large-scale engineering organizations due to its maturity, ecosystem, and flexibility."}, {"id": "mai-20260917-0922-baseline|c110-l1|alibaba-small|Akeyless", "prompt": "c110-l1", "model": "alibaba-small", "cat": "secrets-management", "variant": "direct", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Akeyless has emerged as a strong alternative to Vault"}, {"id": "mai-20260917-0922-baseline|c110-l1|alibaba-small|Doppler", "prompt": "c110-l1", "model": "alibaba-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Doppler if your primary goal is to secure CI/CD pipelines"}, {"id": "mai-20260917-0922-baseline|c110-l1|anthropic-small|HashiCorp Vault Enterprise", "prompt": "c110-l1", "model": "anthropic-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HashiCorp Vault Enterprise continues to be the gold standard for orchestrating secrets and dynamic credentials"}, {"id": "mai-20260917-0922-baseline|c110-l1|anthropic-small|Akeyless", "prompt": "c110-l1", "model": "anthropic-small", "cat": "secrets-management", "variant": "direct", "raw": "Akeyless", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HashiCorp Vault** and **Akeyless** are the most frequently recommended options"}, {"id": "mai-20260917-0922-baseline|c110-l1|anthropic-small|CyberArk Conjur", "prompt": "c110-l1", "model": "anthropic-small", "cat": "secrets-management", "variant": "direct", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "compelling for organizations that already run CyberArk for human privileged accounts"}, {"id": "mai-20260917-0922-baseline|c110-l1|anthropic-small|Doppler", "prompt": "c110-l1", "model": "anthropic-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the field narrows to Vault, Akeyless, Conjur, and the Enterprise/self-hosted editions of Doppler and Infisical"}, {"id": "mai-20260917-0922-baseline|c110-l1|anthropic-small|Infisical", "prompt": "c110-l1", "model": "anthropic-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the Enterprise/self-hosted editions of Doppler and Infisical"}, {"id": "mai-20260917-0922-baseline|c110-l1|challenger-small|HashiCorp Vault", "prompt": "c110-l1", "model": "challenger-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HashiCorp Vault** is the best overall secrets management tool"}, {"id": "mai-20260917-0922-baseline|c110-l1|challenger-small|AWS Secrets Manager", "prompt": "c110-l1", "model": "challenger-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS-only**: **AWS Secrets Manager** is the best fit for teams tightly integrated with AWS services."}, {"id": "mai-20260917-0922-baseline|c110-l1|challenger-small|Azure Key Vault", "prompt": "c110-l1", "model": "challenger-small", "cat": "secrets-management", "variant": "direct", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure Key Vault** is the natural fit for Azure-centered enterprises."}, {"id": "mai-20260917-0922-baseline|c110-l1|challenger-small|Akeyless", "prompt": "c110-l1", "model": "challenger-small", "cat": "secrets-management", "variant": "direct", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Akeyless** is a strong alternative, especially for unified identity and secrets management across environments."}, {"id": "mai-20260917-0922-baseline|c110-l1|challenger-small|Doppler", "prompt": "c110-l1", "model": "challenger-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Doppler** or **Infisical** are often favored for usability and speed of adoption."}, {"id": "mai-20260917-0922-baseline|c110-l1|challenger-small|Infisical", "prompt": "c110-l1", "model": "challenger-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Doppler** or **Infisical** are often favored for usability and speed of adoption."}, {"id": "mai-20260917-0922-baseline|c110-l1|challenger-small|CyberArk", "prompt": "c110-l1", "model": "challenger-small", "cat": "secrets-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**CyberArk** is often recommended when secrets management must sit inside a larger identity and PAM program."}, {"id": "mai-20260917-0922-baseline|c110-l1|deepseek-small|HashiCorp Vault", "prompt": "c110-l1", "model": "deepseek-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HashiCorp Vault (HCP Vault)** is usually the strongest default choice"}, {"id": "mai-20260917-0922-baseline|c110-l1|deepseek-small|AWS Secrets Manager", "prompt": "c110-l1", "model": "deepseek-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**All-in on AWS?** → AWS Secrets Manager for operational simplicity."}, {"id": "mai-20260917-0922-baseline|c110-l1|deepseek-small|CyberArk Conjur", "prompt": "c110-l1", "model": "deepseek-small", "cat": "secrets-management", "variant": "direct", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly regulated sector (banking, healthcare, gov)?** → CyberArk Conjur"}, {"id": "mai-20260917-0922-baseline|c110-l1|deepseek-small|Keeper", "prompt": "c110-l1", "model": "deepseek-small", "cat": "secrets-management", "variant": "direct", "raw": "Keeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Also strong for FedRAMP needs (Keeper does too)."}, {"id": "mai-20260917-0922-baseline|c110-l1|deepseek-small|Doppler", "prompt": "c110-l1", "model": "deepseek-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Small engineering team that dislikes ops overhead?** → Doppler."}, {"id": "mai-20260917-0922-baseline|c110-l1|deepseek-small|Infisical", "prompt": "c110-l1", "model": "deepseek-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Want open-source, self-hosted?** → Infisical."}, {"id": "mai-20260917-0922-baseline|c110-l1|google-small|HashiCorp Vault", "prompt": "c110-l1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cons: High operational complexity (self-hosting requires significant engineering resources); expensive pricing."}, {"id": "mai-20260917-0922-baseline|c110-l1|google-small|OpenBao", "prompt": "c110-l1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "look at **OpenBao** (the Linux Foundation fork)"}, {"id": "mai-20260917-0922-baseline|c110-l1|google-small|Akeyless", "prompt": "c110-l1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "Akeyless", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Akeyless** is generally the most strategic choice for security and platform teams"}, {"id": "mai-20260917-0922-baseline|c110-l1|google-small|Infisical", "prompt": "c110-l1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Infisical** is the top choice for maintaining speed and security"}, {"id": "mai-20260917-0922-baseline|c110-l1|google-small|AWS Secrets Manager", "prompt": "c110-l1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your B2B product runs entirely on AWS, AWS Secrets Manager is often the easiest and most secure option"}, {"id": "mai-20260917-0922-baseline|c110-l1|google-small|Azure Key Vault", "prompt": "c110-l1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The same applies to Microsoft-centric stacks using Azure Key Vault."}, {"id": "mai-20260917-0922-baseline|c110-l1|google-small|Google Cloud Secret Manager", "prompt": "c110-l1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud-Native Managers (AWS Secrets Manager, Azure Key Vault, Google Cloud Secret Manager)"}, {"id": "mai-20260917-0922-baseline|c110-l1|meta-small|HashiCorp Vault", "prompt": "c110-l1", "model": "meta-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HashiCorp Vault - considered the most capable and portable secrets platform."}, {"id": "mai-20260917-0922-baseline|c110-l1|meta-small|GitGuardian", "prompt": "c110-l1", "model": "meta-small", "cat": "secrets-management", "variant": "direct", "raw": "GitGuardian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitGuardian - a complete secrets security stack that includes a vault for managed secrets and exposure detection"}, {"id": "mai-20260917-0922-baseline|c110-l1|minimax-small|HashiCorp Vault", "prompt": "c110-l1", "model": "minimax-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HashiCorp Vault** is often the best choice"}, {"id": "mai-20260917-0922-baseline|c110-l1|minimax-small|Akeyless", "prompt": "c110-l1", "model": "minimax-small", "cat": "secrets-management", "variant": "direct", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Enterprise security posture with zero-knowledge architecture"}, {"id": "mai-20260917-0922-baseline|c110-l1|minimax-small|AWS Secrets Manager", "prompt": "c110-l1", "model": "minimax-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** AWS-native enterprises"}, {"id": "mai-20260917-0922-baseline|c110-l1|minimax-small|Azure Key Vault", "prompt": "c110-l1", "model": "minimax-small", "cat": "secrets-management", "variant": "direct", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Microsoft/Azure-centric organizations"}, {"id": "mai-20260917-0922-baseline|c110-l1|minimax-small|Google Cloud Secret Manager", "prompt": "c110-l1", "model": "minimax-small", "cat": "secrets-management", "variant": "direct", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Google Cloud enterprises"}, {"id": "mai-20260917-0922-baseline|c110-l1|mistral-small|HashiCorp Vault", "prompt": "c110-l1", "model": "mistral-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **HashiCorp Vault** is the best secrets management tool"}, {"id": "mai-20260917-0922-baseline|c110-l1|mistral-small|1Password for Business", "prompt": "c110-l1", "model": "mistral-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1Password for Business** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c110-l1|mistral-small|AWS Secrets Manager", "prompt": "c110-l1", "model": "mistral-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprises locked into a single cloud should consider their provider's native secrets manager"}, {"id": "mai-20260917-0922-baseline|c110-l1|mistral-small|Azure Key Vault", "prompt": "c110-l1", "model": "mistral-small", "cat": "secrets-management", "variant": "direct", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure Key Vault is a unified service for secrets, keys, and certificates."}, {"id": "mai-20260917-0922-baseline|c110-l1|mistral-small|Google Secret Manager", "prompt": "c110-l1", "model": "mistral-small", "cat": "secrets-management", "variant": "direct", "raw": "Google Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Google Secret Manager is designed for simplicity and global accessibility"}, {"id": "mai-20260917-0922-baseline|c110-l1|moonshot-small|HashiCorp Vault", "prompt": "c110-l1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most modern B2B enterprises with multi-cloud or hybrid infrastructure, **HashiCorp Vault** is the best choice."}, {"id": "mai-20260917-0922-baseline|c110-l1|moonshot-small|CyberArk Conjur", "prompt": "c110-l1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Regulated Industries ... **CyberArk Conjur** is the safer bet."}, {"id": "mai-20260917-0922-baseline|c110-l1|moonshot-small|AWS Secrets Manager", "prompt": "c110-l1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're predominantly AWS-native; lowest operational overhead"}, {"id": "mai-20260917-0922-baseline|c110-l1|moonshot-small|Azure Key Vault", "prompt": "c110-l1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft-heavy environments; excellent certificate lifecycle management"}, {"id": "mai-20260917-0922-baseline|c110-l1|moonshot-small|Doppler", "prompt": "c110-l1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Developer-first, low-friction experience | Doppler or 1Password Secrets Automation"}, {"id": "mai-20260917-0922-baseline|c110-l1|moonshot-small|1Password Secrets Automation", "prompt": "c110-l1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Developer-first, low-friction experience | Doppler or 1Password Secrets Automation"}, {"id": "mai-20260917-0922-baseline|c110-l1|openai-small|HashiCorp Vault", "prompt": "c110-l1", "model": "openai-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the \"best\" secrets management tool is usually **HashiCorp Vault** if you need a **platform-agnostic, enterprise-grade** solution"}, {"id": "mai-20260917-0922-baseline|c110-l1|openai-small|AWS Secrets Manager", "prompt": "c110-l1", "model": "openai-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you are heavily AWS-only:** **AWS Secrets Manager** is often the simplest fit"}, {"id": "mai-20260917-0922-baseline|c110-l1|openai-small|CyberArk Conjur", "prompt": "c110-l1", "model": "openai-small", "cat": "secrets-management", "variant": "direct", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider CyberArk Conjur** if your organization is already deeply invested in CyberArk's privileged-access ecosystem; it's a credible enterprise option"}, {"id": "mai-20260917-0922-baseline|c110-l1|xai-small|HashiCorp Vault", "prompt": "c110-l1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "stands out as the most frequently recommended and feature-rich choice for large-scale enterprises"}, {"id": "mai-20260917-0922-baseline|c110-l1|xai-small|AWS Secrets Manager", "prompt": "c110-l1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS-heavy B2B workloads ... Auto-rotation, IAM integration, cheap at scale"}, {"id": "mai-20260917-0922-baseline|c110-l1|xai-small|Azure Key Vault", "prompt": "c110-l1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure/AD-integrated enterprises"}, {"id": "mai-20260917-0922-baseline|c110-l1|xai-small|CyberArk Conjur", "prompt": "c110-l1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Regulated industries (PAM focus) ... Broader/more expensive"}, {"id": "mai-20260917-0922-baseline|c110-l1|xai-small|Delinea Secret Server", "prompt": "c110-l1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "Delinea Secret Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CyberArk Conjur/Delinea Secret Server | Regulated industries (PAM focus)"}, {"id": "mai-20260917-0922-baseline|c110-l1|xai-small|Akeyless", "prompt": "c110-l1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "Akeyless", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Rising in rankings | Newer, less mature"}, {"id": "mai-20260917-0922-baseline|c110-l1|zai-small|HashiCorp Vault", "prompt": "c110-l1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B organizations, **HashiCorp Vault** is the best overall enterprise secrets‑management tool"}, {"id": "mai-20260917-0922-baseline|c110-l1|zai-small|AWS Secrets Manager", "prompt": "c110-l1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed by **AWS Secrets Manager** if you're AWS‑only and want zero operational overhead"}, {"id": "mai-20260917-0922-baseline|c110-l1|zai-small|Azure Key Vault", "prompt": "c110-l1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure Key Vault** and **CyberArk Conjur** are strong choices for Microsoft‑centric or highly regulated environments"}, {"id": "mai-20260917-0922-baseline|c110-l1|zai-small|CyberArk Conjur", "prompt": "c110-l1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong choices for Microsoft‑centric or highly regulated environments"}, {"id": "mai-20260917-0922-baseline|c110-l1|zai-small|Doppler", "prompt": "c110-l1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Doppler** and **Infisical** excel for developer‑first, cloud‑agnostic teams"}, {"id": "mai-20260917-0922-baseline|c110-l1|zai-small|Infisical", "prompt": "c110-l1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "excel for developer‑first, cloud‑agnostic teams"}, {"id": "mai-20260917-0922-baseline|c110-l1|zai-small|Google Cloud Secret Manager", "prompt": "c110-l1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Google Cloud Secret Manager** | GCP‑native workloads | GCP managed |"}, {"id": "mai-20260917-0922-baseline|c110-l1|zai-small|1Password Business", "prompt": "c110-l1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**1Password Business** | Teams needing password + secret management"}, {"id": "mai-20260917-0922-baseline|c110-l2|alibaba-small|HashiCorp Vault", "prompt": "c110-l2", "model": "alibaba-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest recommendation is **HashiCorp Vault** (managed via HCP Vault or deployed on-premise)"}, {"id": "mai-20260917-0922-baseline|c110-l2|alibaba-small|CyberArk", "prompt": "c110-l2", "model": "alibaba-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "CyberArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your largest risk involves human accounts ... CyberArk is the best choice."}, {"id": "mai-20260917-0922-baseline|c110-l2|alibaba-small|AWS Secrets Manager", "prompt": "c110-l2", "model": "alibaba-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company runs entirely on AWS, using native services is significantly cheaper"}, {"id": "mai-20260917-0922-baseline|c110-l2|alibaba-small|Azure Key Vault", "prompt": "c110-l2", "model": "alibaba-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Managed Cloud Services (AWS Secrets Manager / Azure Key Vault) **Best for:** Companies operating exclusively within a single cloud ecosystem."}, {"id": "mai-20260917-0922-baseline|c110-l2|alibaba-small|Doppler", "prompt": "c110-l2", "model": "alibaba-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it may lack the granular, enterprise-scale policy engine found in Vault for very large organizations"}, {"id": "mai-20260917-0922-baseline|c110-l2|anthropic-small|HashiCorp Vault", "prompt": "c110-l2", "model": "anthropic-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need maximum flexibility and control, HashiCorp Vault is the gold standard."}, {"id": "mai-20260917-0922-baseline|c110-l2|anthropic-small|AWS Secrets Manager", "prompt": "c110-l2", "model": "anthropic-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a single managed solution without operational overhead and you're in AWS, AWS Secrets Manager is excellent."}, {"id": "mai-20260917-0922-baseline|c110-l2|anthropic-small|Azure Key Vault", "prompt": "c110-l2", "model": "anthropic-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cloud-native option (AWS Secrets Manager/Azure Key Vault) work best"}, {"id": "mai-20260917-0922-baseline|c110-l2|anthropic-small|CyberArk Vault", "prompt": "c110-l2", "model": "anthropic-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "CyberArk Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "More specialized (not just general secrets management)"}, {"id": "mai-20260917-0922-baseline|c110-l2|challenger-small|HashiCorp Vault Enterprise", "prompt": "c110-l2", "model": "challenger-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would **recommend HashiCorp Vault Enterprise** as the default choice"}, {"id": "mai-20260917-0922-baseline|c110-l2|challenger-small|AWS Secrets Manager", "prompt": "c110-l2", "model": "challenger-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **AWS Secrets Manager / Azure Key Vault / Google Cloud Secret Manager** if you are **mostly single-cloud**"}, {"id": "mai-20260917-0922-baseline|c110-l2|challenger-small|Azure Key Vault", "prompt": "c110-l2", "model": "challenger-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you are **mostly single-cloud** and want the **lowest operational effort**"}, {"id": "mai-20260917-0922-baseline|c110-l2|challenger-small|Google Cloud Secret Manager", "prompt": "c110-l2", "model": "challenger-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you are **mostly single-cloud** and want the **lowest operational effort**"}, {"id": "mai-20260917-0922-baseline|c110-l2|challenger-small|Doppler", "prompt": "c110-l2", "model": "challenger-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Doppler** or **Infisical** if your main priority is **developer experience**"}, {"id": "mai-20260917-0922-baseline|c110-l2|challenger-small|Infisical", "prompt": "c110-l2", "model": "challenger-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Doppler** or **Infisical** if your main priority is **developer experience**"}, {"id": "mai-20260917-0922-baseline|c110-l2|challenger-small|Akeyless", "prompt": "c110-l2", "model": "challenger-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Akeyless** or **CyberArk Conjur** if your organization is especially focused on **enterprise security posture**"}, {"id": "mai-20260917-0922-baseline|c110-l2|challenger-small|CyberArk Conjur", "prompt": "c110-l2", "model": "challenger-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Akeyless** or **CyberArk Conjur** if your organization is especially focused on ... broader **identity/PAM** alignment"}, {"id": "mai-20260917-0922-baseline|c110-l2|deepseek-small|HashiCorp Vault", "prompt": "c110-l2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: HashiCorp Vault (Enterprise / HCP)"}, {"id": "mai-20260917-0922-baseline|c110-l2|deepseek-small|AWS Secrets Manager", "prompt": "c110-l2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Only recommend these *if you're all-in on a single cloud* ... they're cloud-locked, lack dynamic secrets"}, {"id": "mai-20260917-0922-baseline|c110-l2|deepseek-small|Azure Key Vault", "prompt": "c110-l2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they're cloud-locked, lack dynamic secrets, and don't unify multi-cloud/hybrid"}, {"id": "mai-20260917-0922-baseline|c110-l2|deepseek-small|CyberArk Conjur", "prompt": "c110-l2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The best choice if enterprise *security governance* and PAM unification are top priorities"}, {"id": "mai-20260917-0922-baseline|c110-l2|deepseek-small|Akeyless", "prompt": "c110-l2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A compelling modern SaaS alternative with a \"vaultless\" zero-knowledge architecture"}, {"id": "mai-20260917-0922-baseline|c110-l2|google-small|HashiCorp Vault", "prompt": "c110-l2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Go with **HashiCorp Vault**. It has the deepest feature set and most mature integration ecosystem"}, {"id": "mai-20260917-0922-baseline|c110-l2|google-small|Akeyless Platform", "prompt": "c110-l2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Akeyless Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you want to minimize operational overhead:** Go with **Akeyless**."}, {"id": "mai-20260917-0922-baseline|c110-l2|google-small|Infisical", "prompt": "c110-l2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **Infisical**. It is incredibly easy to adopt"}, {"id": "mai-20260917-0922-baseline|c110-l2|google-small|CyberArk Conjur Enterprise", "prompt": "c110-l2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "CyberArk Conjur Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is famously developer-unfriendly... Only choose Conjur if corporate-wide alignment with an existing CyberArk deployment is a mandatory requirement."}, {"id": "mai-20260917-0922-baseline|c110-l2|google-small|Doppler", "prompt": "c110-l2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the developer friendliness of Doppler with the self-hostable control of Vault"}, {"id": "mai-20260917-0922-baseline|c110-l2|meta-small|HashiCorp Vault", "prompt": "c110-l2", "model": "meta-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HashiCorp Vault is a recommended secrets vault for large B2B companies with thousands of employees"}, {"id": "mai-20260917-0922-baseline|c110-l2|minimax-small|HashiCorp Vault", "prompt": "c110-l2", "model": "minimax-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HashiCorp Vault** as the top choice"}, {"id": "mai-20260917-0922-baseline|c110-l2|minimax-small|AWS Secrets Manager", "prompt": "c110-l2", "model": "minimax-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS Secrets Manager or Azure Key Vault as solid alternatives depending on your cloud environment"}, {"id": "mai-20260917-0922-baseline|c110-l2|minimax-small|Azure Key Vault", "prompt": "c110-l2", "model": "minimax-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're **primarily Azure-based**, Azure Key Vault provides excellent certificate lifecycle management and HSM options"}, {"id": "mai-20260917-0922-baseline|c110-l2|minimax-small|CyberArk Conjur", "prompt": "c110-l2", "model": "minimax-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need **privileged access management (PAM)**-focused workflows with compliance emphasis, CyberArk Conjur is worth evaluating"}, {"id": "mai-20260917-0922-baseline|c110-l2|mistral-small|HashiCorp Vault", "prompt": "c110-l2", "model": "mistral-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HashiCorp Vault** is the most widely recommended secrets vault"}, {"id": "mai-20260917-0922-baseline|c110-l2|mistral-small|1Password Business", "prompt": "c110-l2", "model": "mistral-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include 1Password Business and Doppler"}, {"id": "mai-20260917-0922-baseline|c110-l2|mistral-small|Doppler", "prompt": "c110-l2", "model": "mistral-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable options include 1Password Business and Doppler"}, {"id": "mai-20260917-0922-baseline|c110-l2|moonshot-small|HashiCorp Vault Enterprise", "prompt": "c110-l2", "model": "moonshot-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **HashiCorp Vault Enterprise**"}, {"id": "mai-20260917-0922-baseline|c110-l2|moonshot-small|CyberArk Conjur", "prompt": "c110-l2", "model": "moonshot-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already have CyberArk PAM (Privileged Access Management) investment"}, {"id": "mai-20260917-0922-baseline|c110-l2|moonshot-small|Akeyless", "prompt": "c110-l2", "model": "moonshot-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good alternative if you want a fully managed solution"}, {"id": "mai-20260917-0922-baseline|c110-l2|moonshot-small|1Password Business/Enterprise", "prompt": "c110-l2", "model": "moonshot-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "1Password Business/Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Secondary consideration**: **1Password Enterprise** - for human credentials and developer workflows"}, {"id": "mai-20260917-0922-baseline|c110-l2|moonshot-small|Azure Key Vault", "prompt": "c110-l2", "model": "moonshot-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Existing Microsoft/Azure ecosystem | **Azure Key Vault**"}, {"id": "mai-20260917-0922-baseline|c110-l2|openai-small|HashiCorp Vault Enterprise", "prompt": "c110-l2", "model": "openai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **HashiCorp Vault Enterprise**"}, {"id": "mai-20260917-0922-baseline|c110-l2|openai-small|AWS Secrets Manager", "prompt": "c110-l2", "model": "openai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS Secrets Manager** for AWS-heavy estates"}, {"id": "mai-20260917-0922-baseline|c110-l2|openai-small|Azure Key Vault", "prompt": "c110-l2", "model": "openai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure Key Vault** for Microsoft/Azure-centric organizations"}, {"id": "mai-20260917-0922-baseline|c110-l2|openai-small|Google Cloud Secret Manager", "prompt": "c110-l2", "model": "openai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google Cloud Secret Manager** for GCP-centric environments"}, {"id": "mai-20260917-0922-baseline|c110-l2|xai-small|HashiCorp Vault (Enterprise or HCP Vault Dedicated)", "prompt": "c110-l2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault (Enterprise or HCP Vault Dedicated)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is my top recommendation for a large B2B company with thousands of employees"}, {"id": "mai-20260917-0922-baseline|c110-l2|xai-small|AWS Secrets Manager", "prompt": "c110-l2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS Secrets Manager**: Pick if 80%+ AWS-only. Fully managed, auto-rotation, IAM-native"}, {"id": "mai-20260917-0922-baseline|c110-l2|xai-small|Azure Key Vault", "prompt": "c110-l2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure Key Vault/Google Secret Manager**: Similar for single-cloud Azure/GCP focus."}, {"id": "mai-20260917-0922-baseline|c110-l2|xai-small|Google Secret Manager", "prompt": "c110-l2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Google Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Similar for single-cloud Azure/GCP focus."}, {"id": "mai-20260917-0922-baseline|c110-l2|xai-small|Akeyless", "prompt": "c110-l2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others (e.g., Akeyless, CyberArk Conjur)**: Strong for zero-knowledge or PAM integration, but Vault leads in rankings"}, {"id": "mai-20260917-0922-baseline|c110-l2|xai-small|CyberArk Conjur", "prompt": "c110-l2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "CyberArk Conjur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong for zero-knowledge or PAM integration, but Vault leads in rankings"}, {"id": "mai-20260917-0922-baseline|c110-l2|zai-small|HashiCorp Vault (Enterprise)", "prompt": "c110-l2", "model": "zai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault (Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For a large B2B company, I recommend HashiCorp Vault Enterprise.**"}, {"id": "mai-20260917-0922-baseline|c110-l2|zai-small|CyberArk Conjur", "prompt": "c110-l2", "model": "zai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company operates in a highly regulated industry ... CyberArk Conjur is the superior option."}, {"id": "mai-20260917-0922-baseline|c110-l2|zai-small|AWS Secrets Manager", "prompt": "c110-l2", "model": "zai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS Secrets Manager:** Best for AWS-only environments."}, {"id": "mai-20260917-0922-baseline|c110-l2|zai-small|Azure Key Vault", "prompt": "c110-l2", "model": "zai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure Key Vault:** Best for Microsoft-heavy environments."}, {"id": "mai-20260917-0922-baseline|c110-l3|alibaba-small|HashiCorp Vault", "prompt": "c110-l3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HashiCorp Vault is widely considered the industry standard for secrets management."}, {"id": "mai-20260917-0922-baseline|c110-l3|alibaba-small|AWS Secrets Manager", "prompt": "c110-l3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Organizations fully committed to a single public cloud provider... However, they suffer from vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c110-l3|alibaba-small|Azure Key Vault", "prompt": "c110-l3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "using their native tools offers the path of least resistance"}, {"id": "mai-20260917-0922-baseline|c110-l3|alibaba-small|CyberArk (Privileged Identity Manager & Conjur)", "prompt": "c110-l3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk (Privileged Identity Manager & Conjur)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Select CyberArk if you are in a highly regulated industry (banking/pharma) and require strict audit trails"}, {"id": "mai-20260917-0922-baseline|c110-l3|alibaba-small|Akeyless", "prompt": "c110-l3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Select Akeyless if you want modern ease of use and want to avoid managing sidecar containers"}, {"id": "mai-20260917-0922-baseline|c110-l3|alibaba-small|Delinea (formerly Thycotic)", "prompt": "c110-l3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "Delinea (formerly Thycotic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Delinea often acts as a bridge for older enterprises transitioning to the cloud."}, {"id": "mai-20260917-0922-baseline|c110-l3|anthropic-small|HashiCorp Vault", "prompt": "c110-l3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HashiCorp Vault for complex multi-cloud requirements"}, {"id": "mai-20260917-0922-baseline|c110-l3|anthropic-small|Azure Key Vault", "prompt": "c110-l3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A cloud-native secrets management tool that centralizes the secure storage and management of secrets, keys and certificates within the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c110-l3|anthropic-small|AWS Secrets Manager", "prompt": "c110-l3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for AWS-native pipelines"}, {"id": "mai-20260917-0922-baseline|c110-l3|anthropic-small|CyberArk Conjur", "prompt": "c110-l3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The strongest choice for enterprises needing policy-as-code, machine identity management, and deep DevOps integration"}, {"id": "mai-20260917-0922-baseline|c110-l3|anthropic-small|Akeyless", "prompt": "c110-l3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Provides enterprises with complete control of their secrets through distributed fragments cryptography"}, {"id": "mai-20260917-0922-baseline|c110-l3|anthropic-small|Doppler", "prompt": "c110-l3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Doppler and Infisical are recommended for developer experience"}, {"id": "mai-20260917-0922-baseline|c110-l3|anthropic-small|Infisical", "prompt": "c110-l3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "An open-source secrets management tool made for modern DevOps workflows"}, {"id": "mai-20260917-0922-baseline|c110-l3|challenger-small|HashiCorp Vault", "prompt": "c110-l3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vault is the most flexible and policy-heavy; Deep policy control, **dynamic secrets**, broad integrations"}, {"id": "mai-20260917-0922-baseline|c110-l3|challenger-small|CyberArk Conjur / CyberArk secrets offerings", "prompt": "c110-l3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk Conjur / CyberArk secrets offerings", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CyberArk stands out when secrets management must align with **PAM, compliance, and centralized governance**"}, {"id": "mai-20260917-0922-baseline|c110-l3|challenger-small|Akeyless", "prompt": "c110-l3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Akeyless emphasizes hybrid/multi-cloud with zero-knowledge architecture"}, {"id": "mai-20260917-0922-baseline|c110-l3|challenger-small|AWS Secrets Manager", "prompt": "c110-l3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when workloads live mostly in AWS; managed service with native AWS automation and low ops overhead"}, {"id": "mai-20260917-0922-baseline|c110-l3|challenger-small|Azure Key Vault", "prompt": "c110-l3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong integration with Azure, Entra, and the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c110-l3|challenger-small|Google Secret Manager", "prompt": "c110-l3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Simple, cloud-native secret storage for Google Cloud workloads, but generally less broad than Vault-style platforms"}, {"id": "mai-20260917-0922-baseline|c110-l3|challenger-small|Doppler", "prompt": "c110-l3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Faster adoption and workflow-friendly UI/CLI/API; more developer-centric"}, {"id": "mai-20260917-0922-baseline|c110-l3|challenger-small|1Password Secrets Automation", "prompt": "c110-l3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong for storing passwords, API tokens, SSH keys, and developer secrets in a policy-governed vault"}, {"id": "mai-20260917-0922-baseline|c110-l3|challenger-small|Infisical", "prompt": "c110-l3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Often positioned as a developer-friendly alternative with secret syncing/orchestration capabilities"}, {"id": "mai-20260917-0922-baseline|c110-l3|deepseek-small|HashiCorp Vault", "prompt": "c110-l3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The de facto standard and most feature-complete platform... HashiCorp Vault remains the most powerful and flexible choice"}, {"id": "mai-20260917-0922-baseline|c110-l3|deepseek-small|AWS Secrets Manager", "prompt": "c110-l3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations fully committed to AWS who want zero operational overhead"}, {"id": "mai-20260917-0922-baseline|c110-l3|deepseek-small|Azure Key Vault", "prompt": "c110-l3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Azure-centric organizations"}, {"id": "mai-20260917-0922-baseline|c110-l3|deepseek-small|Google Cloud Secret Manager", "prompt": "c110-l3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: GCP-first teams seeking simplicity"}, {"id": "mai-20260917-0922-baseline|c110-l3|deepseek-small|CyberArk (Conjur / Secrets Manager)", "prompt": "c110-l3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk (Conjur / Secrets Manager)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CyberArk is the leader in regulated industries"}, {"id": "mai-20260917-0922-baseline|c110-l3|deepseek-small|Doppler", "prompt": "c110-l3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Doppler offers the most frictionless workflow"}, {"id": "mai-20260917-0922-baseline|c110-l3|deepseek-small|Infisical", "prompt": "c110-l3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Infisical is your best bet"}, {"id": "mai-20260917-0922-baseline|c110-l3|deepseek-small|Akeyless", "prompt": "c110-l3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Large-scale, regulated, multi-cloud enterprises wanting zero-maintenance with advanced cryptographic security"}, {"id": "mai-20260917-0922-baseline|c110-l3|google-small|HashiCorp Vault", "prompt": "c110-l3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed industry gold standard for complex, multi-cloud enterprise workloads."}, {"id": "mai-20260917-0922-baseline|c110-l3|google-small|OpenBao", "prompt": "c110-l3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Recommendation:** **HashiCorp Vault** or **OpenBao**."}, {"id": "mai-20260917-0922-baseline|c110-l3|google-small|CyberArk Conjur", "prompt": "c110-l3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built for highly regulated enterprises that already rely on the CyberArk Privileged Access Management (PAM) suite."}, {"id": "mai-20260917-0922-baseline|c110-l3|google-small|Akeyless Vault Platform", "prompt": "c110-l3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "Akeyless Vault Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Recommendation:** **Akeyless**. Its patented cryptographic model offers enterprise-grade compliance and security"}, {"id": "mai-20260917-0922-baseline|c110-l3|google-small|Infisical", "prompt": "c110-l3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Infisical** (if you want open-source self-hosting)"}, {"id": "mai-20260917-0922-baseline|c110-l3|google-small|Doppler", "prompt": "c110-l3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Doppler** (for seamless SaaS-based syncing)"}, {"id": "mai-20260917-0922-baseline|c110-l3|google-small|AWS Secrets Manager", "prompt": "c110-l3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use your cloud's native secret manager (e.g., **AWS Secrets Manager**). The tight IAM integration and zero maintenance make it the most pragmatic default."}, {"id": "mai-20260917-0922-baseline|c110-l3|google-small|Azure Key Vault", "prompt": "c110-l3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The default for Microsoft shops. Deeply integrated with Entra ID and Managed Identities"}, {"id": "mai-20260917-0922-baseline|c110-l3|google-small|Google Cloud Secret Manager", "prompt": "c110-l3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Highly cost-effective and integrates naturally with GCP IAM and Pub/Sub for rotation events."}, {"id": "mai-20260917-0922-baseline|c110-l3|meta-small|HashiCorp Vault", "prompt": "c110-l3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade secrets management tools are:\n\n1. HashiCorp Vault"}, {"id": "mai-20260917-0922-baseline|c110-l3|meta-small|Akeyless", "prompt": "c110-l3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Akeyless"}, {"id": "mai-20260917-0922-baseline|c110-l3|meta-small|AWS Secrets Manager", "prompt": "c110-l3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. AWS Secrets Manager"}, {"id": "mai-20260917-0922-baseline|c110-l3|meta-small|CyberArk Conjur", "prompt": "c110-l3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. CyberArk Conjur"}, {"id": "mai-20260917-0922-baseline|c110-l3|meta-small|Doppler", "prompt": "c110-l3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Doppler"}, {"id": "mai-20260917-0922-baseline|c110-l3|meta-small|Infisical", "prompt": "c110-l3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Infisical"}, {"id": "mai-20260917-0922-baseline|c110-l3|meta-small|Azure Key Vault", "prompt": "c110-l3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Azure Key Vault"}, {"id": "mai-20260917-0922-baseline|c110-l3|meta-small|1Password Secrets Automation", "prompt": "c110-l3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. 1Password Secrets Automation"}, {"id": "mai-20260917-0922-baseline|c110-l3|minimax-small|HashiCorp Vault", "prompt": "c110-l3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HashiCorp Vault** | Large orgs with platform teams | Dynamic secrets, deepest feature set"}, {"id": "mai-20260917-0922-baseline|c110-l3|minimax-small|Akeyless", "prompt": "c110-l3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Multi-cloud/hybrid** → HashiCorp Vault, Akeyless, or Infisical"}, {"id": "mai-20260917-0922-baseline|c110-l3|minimax-small|Infisical", "prompt": "c110-l3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Open-source priority** → Infisical or OpenBao"}, {"id": "mai-20260917-0922-baseline|c110-l3|minimax-small|Doppler", "prompt": "c110-l3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Developer-centric teams** → Doppler or Infisical"}, {"id": "mai-20260917-0922-baseline|c110-l3|minimax-small|AWS Secrets Manager", "prompt": "c110-l3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**All-in on one cloud** → Use the native service (e.g., AWS Secrets Manager)"}, {"id": "mai-20260917-0922-baseline|c110-l3|minimax-small|Azure Key Vault", "prompt": "c110-l3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Azure Key Vault** | Azure environments | Cheap at scale, HSM support"}, {"id": "mai-20260917-0922-baseline|c110-l3|minimax-small|Google Secret Manager", "prompt": "c110-l3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Google Secret Manager** | GCP workloads | Simple, IAM-integrated"}, {"id": "mai-20260917-0922-baseline|c110-l3|minimax-small|CyberArk Conjur", "prompt": "c110-l3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Self-hosted**: HashiCorp Vault, Infisical (open source), CyberArk Conjur"}, {"id": "mai-20260917-0922-baseline|c110-l3|minimax-small|OpenBao", "prompt": "c110-l3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "OpenBao", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Open-source priority** → Infisical or OpenBao"}, {"id": "mai-20260917-0922-baseline|c110-l3|minimax-small|External Secrets Operator", "prompt": "c110-l3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "External Secrets Operator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Kubernetes-heavy** → HashiCorp Vault + ESO, or External Secrets Operator"}, {"id": "mai-20260917-0922-baseline|c110-l3|mistral-small|HashiCorp Vault", "prompt": "c110-l3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the most capable and portable secrets platform for complex environments."}, {"id": "mai-20260917-0922-baseline|c110-l3|mistral-small|AWS Secrets Manager", "prompt": "c110-l3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Workloads concentrated in AWS."}, {"id": "mai-20260917-0922-baseline|c110-l3|mistral-small|Azure Key Vault", "prompt": "c110-l3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Azure-native workloads."}, {"id": "mai-20260917-0922-baseline|c110-l3|mistral-small|CyberArk Conjur", "prompt": "c110-l3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprises standardizing secrets within a CyberArk PAM program."}, {"id": "mai-20260917-0922-baseline|c110-l3|mistral-small|Akeyless", "prompt": "c110-l3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Multi-cloud or hybrid? → HashiCorp Vault or Akeyless"}, {"id": "mai-20260917-0922-baseline|c110-l3|mistral-small|Doppler", "prompt": "c110-l3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for cloud-first dev teams wanting frictionless secret sync without running infrastructure."}, {"id": "mai-20260917-0922-baseline|c110-l3|mistral-small|Infisical", "prompt": "c110-l3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for teams wanting self-hostable, open-source secrets management."}, {"id": "mai-20260917-0922-baseline|c110-l3|moonshot-small|HashiCorp Vault", "prompt": "c110-l3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HashiCorp Vault** (The Industry Standard) ... want the most feature-complete solution"}, {"id": "mai-20260917-0922-baseline|c110-l3|moonshot-small|CyberArk Conjur", "prompt": "c110-l3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose CyberArk Conjur** if you're already invested in CyberArk's PAM ecosystem"}, {"id": "mai-20260917-0922-baseline|c110-l3|moonshot-small|AWS Secrets Manager", "prompt": "c110-l3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Cloud-Native** (AWS/Azure/GCP) if you're single-cloud and prioritize simplicity"}, {"id": "mai-20260917-0922-baseline|c110-l3|moonshot-small|Azure Key Vault", "prompt": "c110-l3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Combines secrets + keys + certificates in one service"}, {"id": "mai-20260917-0922-baseline|c110-l3|moonshot-small|GCP Secret Manager", "prompt": "c110-l3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "GCP Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simple, cost-effective for GCP workloads"}, {"id": "mai-20260917-0922-baseline|c110-l3|moonshot-small|Akeyless", "prompt": "c110-l3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Akeyless** if you want SaaS convenience, zero infrastructure overhead, and multi-cloud coverage"}, {"id": "mai-20260917-0922-baseline|c110-l3|openai-small|HashiCorp Vault", "prompt": "c110-l3", "model": "openai-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vault is usually the most feature-rich option... Choose **Vault** if you need **multi-cloud/hybrid**, **dynamic secrets**, and a **single centralized control plane**."}, {"id": "mai-20260917-0922-baseline|c110-l3|openai-small|AWS Secrets Manager", "prompt": "c110-l3", "model": "openai-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **AWS Secrets Manager**... if you are mostly in **one cloud**"}, {"id": "mai-20260917-0922-baseline|c110-l3|openai-small|Azure Key Vault", "prompt": "c110-l3", "model": "openai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: **Microsoft/Azure-heavy enterprises**"}, {"id": "mai-20260917-0922-baseline|c110-l3|openai-small|Google Cloud Secret Manager", "prompt": "c110-l3", "model": "openai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: **GCP-centric environments**"}, {"id": "mai-20260917-0922-baseline|c110-l3|openai-small|CyberArk Conjur", "prompt": "c110-l3", "model": "openai-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **CyberArk Conjur** if your org is already deeply invested in **CyberArk**"}, {"id": "mai-20260917-0922-baseline|c110-l3|xai-small|HashiCorp Vault", "prompt": "c110-l3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HashiCorp Vault** (often ranked #1 overall for enterprises)"}, {"id": "mai-20260917-0922-baseline|c110-l3|xai-small|AWS Secrets Manager", "prompt": "c110-l3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Auto-rotation w/Lambda, IAM integration... Best For: AWS-heavy workloads"}, {"id": "mai-20260917-0922-baseline|c110-l3|xai-small|Azure Key Vault", "prompt": "c110-l3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Azure ecosystems, cost-sensitive"}, {"id": "mai-20260917-0922-baseline|c110-l3|xai-small|Google Cloud Secret Manager", "prompt": "c110-l3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: GCP workloads, simplicity"}, {"id": "mai-20260917-0922-baseline|c110-l3|xai-small|CyberArk Conjur", "prompt": "c110-l3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most powerful for complex, hybrid setups with leasing/revocation, but require more expertise"}, {"id": "mai-20260917-0922-baseline|c110-l3|xai-small|Akeyless", "prompt": "c110-l3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bridges SaaS ease with Vault-like power, emphasizing cost savings and rapid deployment"}, {"id": "mai-20260917-0922-baseline|c110-l3|xai-small|Doppler", "prompt": "c110-l3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tools like Doppler or Infisical are strong for devs but less \"enterprise-grade\" for massive, regulated setups."}, {"id": "mai-20260917-0922-baseline|c110-l3|xai-small|Infisical", "prompt": "c110-l3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "strong for devs but less \"enterprise-grade\" for massive, regulated setups"}, {"id": "mai-20260917-0922-baseline|c110-l3|zai-small|HashiCorp Vault", "prompt": "c110-l3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HashiCorp Vault** remains the de‑facto standard for feature‑rich, dynamic‑secrets, and multi‑cloud flexibility"}, {"id": "mai-20260917-0922-baseline|c110-l3|zai-small|AWS Secrets Manager", "prompt": "c110-l3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "natural choices for workloads tightly integrated with their respective clouds"}, {"id": "mai-20260917-0922-baseline|c110-l3|zai-small|Azure Key Vault", "prompt": "c110-l3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure‑centric environment with cost sensitivity** | Azure Key Vault"}, {"id": "mai-20260917-0922-baseline|c110-l3|zai-small|Google Secret Manager", "prompt": "c110-l3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GCP‑centric environment** | Google Secret Manager"}, {"id": "mai-20260917-0922-baseline|c110-l3|zai-small|CyberArk Conjur", "prompt": "c110-l3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "is the go‑to when secrets must be tightly coupled with privileged access management"}, {"id": "mai-20260917-0922-baseline|c110-l3|zai-small|Akeyless", "prompt": "c110-l3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "provides a vaultless/gateway model with zero‑knowledge architecture, ideal for hybrid/multi‑cloud enterprises"}, {"id": "mai-20260917-0922-baseline|c110-l3|zai-small|Bitwarden (Business)", "prompt": "c110-l3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Bitwarden (Business)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Teams that want a balance of usability and enterprise governance"}, {"id": "mai-20260917-0922-baseline|c110-l3|zai-small|Delinea Secret Server", "prompt": "c110-l3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Delinea Secret Server", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Organizations with on‑prem legacy environments"}, {"id": "mai-20260917-0922-baseline|c110-l3|zai-small|1Password for Teams", "prompt": "c110-l3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password for Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "charge per user, which can be economical for smaller teams but less so for very large secret inventories"}, {"id": "mai-20260917-0922-baseline|c110-l3|zai-small|Doppler", "prompt": "c110-l3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Doppler, Infisical, EnvManager, Bitwarden Business** excel for developer workflows and CI/CD"}, {"id": "mai-20260917-0922-baseline|c110-l3|zai-small|Infisical", "prompt": "c110-l3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Dev‑centric workflows, CI/CD integration, secret scanning"}, {"id": "mai-20260917-0922-baseline|c110-l3|zai-small|EnvManager", "prompt": "c110-l3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "EnvManager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Teams focused on developer productivity and CI/CD pipelines"}, {"id": "mai-20260917-0922-baseline|c110-l4|alibaba-small|1Password", "prompt": "c110-l4", "model": "alibaba-small", "cat": "secrets-management", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the absolute smoothest implementation and excellent employee feedback, choose **1Password**."}, {"id": "mai-20260917-0922-baseline|c110-l4|alibaba-small|Bitwarden", "prompt": "c110-l4", "model": "alibaba-small", "cat": "secrets-management", "variant": "budget", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are trying to optimize the budget line item while maintaining enterprise standards, choose **Bitwarden**."}, {"id": "mai-20260917-0922-baseline|c110-l4|alibaba-small|Keeper", "prompt": "c110-l4", "model": "alibaba-small", "cat": "secrets-management", "variant": "budget", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Heavyweight Enterprise Option: Keeper Security ... Predictability: High, but usually requires a custom contract."}, {"id": "mai-20260917-0922-baseline|c110-l4|alibaba-small|HashiCorp Vault", "prompt": "c110-l4", "model": "alibaba-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "you should look at **HashiCorp Vault** or **Lattice**, though their pricing is based on compute/runtime, not \"seats,\" making total cost much harder to predict"}, {"id": "mai-20260917-0922-baseline|c110-l4|alibaba-small|Lattice", "prompt": "c110-l4", "model": "alibaba-small", "cat": "secrets-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their pricing is based on compute/runtime, not \"seats,\" making total cost much harder to predict"}, {"id": "mai-20260917-0922-baseline|c110-l4|anthropic-small|AWS Secrets Manager", "prompt": "c110-l4", "model": "anthropic-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS Secrets Manager is the default answer if your infrastructure lives entirely on AWS, with pricing that is genuinely simple"}, {"id": "mai-20260917-0922-baseline|c110-l4|anthropic-small|GCP Secret Manager", "prompt": "c110-l4", "model": "anthropic-small", "cat": "secrets-management", "variant": "budget", "raw": "GCP Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GCP's storage cost (~$6,000/month) is roughly a sixth of AWS Secrets Manager's\\u2014the standout reason cost-sensitive teams at scale prefer it"}, {"id": "mai-20260917-0922-baseline|c110-l4|anthropic-small|Infisical", "prompt": "c110-l4", "model": "anthropic-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "comparing per-identity pricing from Infisical, depending on whether you're single-cloud or multi-cloud"}, {"id": "mai-20260917-0922-baseline|c110-l4|challenger-small|Doppler", "prompt": "c110-l4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Doppler** is the best fit among the tools in these results because it uses **flat per-user pricing**"}, {"id": "mai-20260917-0922-baseline|c110-l4|challenger-small|AWS Secrets Manager", "prompt": "c110-l4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a cloud-native vault like **AWS Secrets Manager** or **Azure Key Vault**, though these are less predictable at scale"}, {"id": "mai-20260917-0922-baseline|c110-l4|challenger-small|GCP Secret Manager", "prompt": "c110-l4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "GCP Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "charge by **secret count** or **API operations**, which makes total cost rise with usage rather than headcount"}, {"id": "mai-20260917-0922-baseline|c110-l4|challenger-small|Azure Key Vault", "prompt": "c110-l4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "a cloud-native vault like **AWS Secrets Manager** or **Azure Key Vault**, though these are less predictable at scale"}, {"id": "mai-20260917-0922-baseline|c110-l4|challenger-small|HashiCorp Vault", "prompt": "c110-l4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HashiCorp Vault** is repeatedly ranked best for large enterprises and platform teams, but its commercial pricing is not as predictably public"}, {"id": "mai-20260917-0922-baseline|c110-l4|deepseek-small|Doppler", "prompt": "c110-l4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Per-user SaaS tools (Doppler at ~$21/user/month ... every hire multiplies your bill. At thousands of users, this gets very expensive very fast."}, {"id": "mai-20260917-0922-baseline|c110-l4|deepseek-small|Infisical", "prompt": "c110-l4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Infisical at ~$18/identity/month ... every hire multiplies your bill"}, {"id": "mai-20260917-0922-baseline|c110-l4|deepseek-small|1Password", "prompt": "c110-l4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "1Password at ~$8/user/month): every hire multiplies your bill"}, {"id": "mai-20260917-0922-baseline|c110-l4|deepseek-small|AWS Secrets Manager", "prompt": "c110-l4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "cost unpredictably balloons with secrets count and access patterns"}, {"id": "mai-20260917-0922-baseline|c110-l4|deepseek-small|Azure Key Vault", "prompt": "c110-l4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Per-secret/per-operation tools ... cost unpredictably balloons"}, {"id": "mai-20260917-0922-baseline|c110-l4|deepseek-small|Google Secret Manager", "prompt": "c110-l4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "Google Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Per-secret/per-operation tools ... cost unpredictably balloons"}, {"id": "mai-20260917-0922-baseline|c110-l4|deepseek-small|HashiCorp Vault", "prompt": "c110-l4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "the best answer is self-hosted HashiCorp Vault (Community Edition) — it's the only tool whose cost doesn't scale with your user count"}, {"id": "mai-20260917-0922-baseline|c110-l4|deepseek-small|HCP Vault Dedicated", "prompt": "c110-l4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "HCP Vault Dedicated", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "re-introduces per-client pricing (~$112/client/month in production), which would be unpredictable at thousands of clients"}, {"id": "mai-20260917-0922-baseline|c110-l4|deepseek-small|Vault Enterprise", "prompt": "c110-l4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "Vault Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "custom-quoted, typically low-six-figure annual contract — negotiable and fixed, so it's still predictable once signed"}, {"id": "mai-20260917-0922-baseline|c110-l4|deepseek-small|EnvManager", "prompt": "c110-l4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "EnvManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "EnvManager's flat-rate model is the most predictable, though you'd trade away deep enterprise capabilities"}, {"id": "mai-20260917-0922-baseline|c110-l4|deepseek-small|Akeyless", "prompt": "c110-l4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "Akeyless", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "custom-quoted and less transparently predictable"}, {"id": "mai-20260917-0922-baseline|c110-l4|google-small|AWS Secrets Manager", "prompt": "c110-l4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cloud-native options (like AWS Secrets Manager, Azure Key Vault, or GCP Secret Manager) charge per secret and per API call... unpredictable, massive monthly billing surprises."}, {"id": "mai-20260917-0922-baseline|c110-l4|google-small|Azure Key Vault", "prompt": "c110-l4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "charge per secret and per API call... can lead to unpredictable, massive monthly billing surprises"}, {"id": "mai-20260917-0922-baseline|c110-l4|google-small|GCP Secret Manager", "prompt": "c110-l4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "GCP Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "charge per secret and per API call... can lead to unpredictable, massive monthly billing surprises"}, {"id": "mai-20260917-0922-baseline|c110-l4|google-small|Doppler", "prompt": "c110-l4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Many modern SaaS secrets managers (like Doppler or Infisical Cloud) charge seat-based fees ranging from $12 to $21 per user/identity per month"}, {"id": "mai-20260917-0922-baseline|c110-l4|google-small|Akeyless Platform", "prompt": "c110-l4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "Akeyless Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If your priority is **zero infrastructure management** and a highly predictable annual software bill, choose **Akeyless**."}, {"id": "mai-20260917-0922-baseline|c110-l4|google-small|Infisical", "prompt": "c110-l4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "opt for **Infisical Enterprise Self-Hosted**"}, {"id": "mai-20260917-0922-baseline|c110-l4|google-small|HashiCorp Vault", "prompt": "c110-l4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "the **Total Cost of Ownership** is the highest of any tool"}, {"id": "mai-20260917-0922-baseline|c110-l4|meta-small|HashiCorp Vault", "prompt": "c110-l4", "model": "meta-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. HashiCorp Vault: It offers a free Community Edition and Enterprise/HCP usage-based and quote-based pricing. The pricing is simple"}, {"id": "mai-20260917-0922-baseline|c110-l4|meta-small|Doppler", "prompt": "c110-l4", "model": "meta-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Doppler: It offers a Team plan at $7/user/month and Enterprise custom pricing"}, {"id": "mai-20260917-0922-baseline|c110-l4|meta-small|Infisical Cloud", "prompt": "c110-l4", "model": "meta-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Infisical Cloud: It offers a Pro plan at $20/identity/month."}, {"id": "mai-20260917-0922-baseline|c110-l4|minimax-small|HashiCorp Vault (Self-Hosted)", "prompt": "c110-l4", "model": "minimax-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault (Self-Hosted)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Self-hosted **HashiCorp Vault** or **Infisical** — completely predictable (just infrastructure costs)"}, {"id": "mai-20260917-0922-baseline|c110-l4|minimax-small|Infisical (Self-Hosted)", "prompt": "c110-l4", "model": "minimax-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical (Self-Hosted)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Self-hosted **HashiCorp Vault** or **Infisical** — completely predictable"}, {"id": "mai-20260917-0922-baseline|c110-l4|minimax-small|Thycotic/Delinea Secret Server", "prompt": "c110-l4", "model": "minimax-small", "cat": "secrets-management", "variant": "budget", "raw": "Thycotic/Delinea Secret Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Large enterprises can negotiate unlimited-user flat-fee contracts"}, {"id": "mai-20260917-0922-baseline|c110-l4|minimax-small|EnvManager", "prompt": "c110-l4", "model": "minimax-small", "cat": "secrets-management", "variant": "budget", "raw": "EnvManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you need simplicity**: **EnvManager** at $9/month flat"}, {"id": "mai-20260917-0922-baseline|c110-l4|minimax-small|Doppler", "prompt": "c110-l4", "model": "minimax-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools like Doppler ($21/user/month) ... become extremely costly at scale"}, {"id": "mai-20260917-0922-baseline|c110-l4|minimax-small|1Password", "prompt": "c110-l4", "model": "minimax-small", "cat": "secrets-management", "variant": "budget", "raw": "1Password", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "1Password ($7.99/user/month) ... become extremely costly at scale"}, {"id": "mai-20260917-0922-baseline|c110-l4|minimax-small|Keeper", "prompt": "c110-l4", "model": "minimax-small", "cat": "secrets-management", "variant": "budget", "raw": "Keeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Keeper ($3.75/user/month) become extremely costly at scale"}, {"id": "mai-20260917-0922-baseline|c110-l4|minimax-small|CyberArk", "prompt": "c110-l4", "model": "minimax-small", "cat": "secrets-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Contact **Thycotic/Delinea** or **CyberArk** for enterprise flat-fee agreements"}, {"id": "mai-20260917-0922-baseline|c110-l4|mistral-small|HashiCorp Vault", "prompt": "c110-l4", "model": "mistral-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HashiCorp Vault** stands out as the best secrets management tool"}, {"id": "mai-20260917-0922-baseline|c110-l4|mistral-small|AWS Secrets Manager", "prompt": "c110-l4", "model": "mistral-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they are vendor-locked and may not offer the same level of flexibility or cost predictability"}, {"id": "mai-20260917-0922-baseline|c110-l4|mistral-small|Azure Key Vault", "prompt": "c110-l4", "model": "mistral-small", "cat": "secrets-management", "variant": "budget", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they are vendor-locked and may not offer the same level of flexibility or cost predictability"}, {"id": "mai-20260917-0922-baseline|c110-l4|mistral-small|Google Secret Manager", "prompt": "c110-l4", "model": "mistral-small", "cat": "secrets-management", "variant": "budget", "raw": "Google Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they are vendor-locked and may not offer the same level of flexibility or cost predictability"}, {"id": "mai-20260917-0922-baseline|c110-l4|mistral-small|1Password Business", "prompt": "c110-l4", "model": "mistral-small", "cat": "secrets-management", "variant": "budget", "raw": "1Password Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more user-focused and may not scale as effectively for thousands of users"}, {"id": "mai-20260917-0922-baseline|c110-l4|mistral-small|Doppler", "prompt": "c110-l4", "model": "mistral-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more user-focused and may not scale as effectively for thousands of users"}, {"id": "mai-20260917-0922-baseline|c110-l4|moonshot-small|Doppler", "prompt": "c110-l4", "model": "moonshot-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Predictable Per-Seat Pricing: Doppler ... If you prefer SaaS with zero operational overhead: Doppler Enterprise"}, {"id": "mai-20260917-0922-baseline|c110-l4|moonshot-small|HashiCorp Vault (Self-Hosted)", "prompt": "c110-l4", "model": "moonshot-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault (Self-Hosted)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have platform engineering resources: HashiCorp Vault (self-hosted Community Edition) - Zero licensing costs"}, {"id": "mai-20260917-0922-baseline|c110-l4|moonshot-small|Azure Key Vault", "prompt": "c110-l4", "model": "moonshot-small", "cat": "secrets-management", "variant": "budget", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're Azure-centric: Azure Key Vault Standard tier - Most cost-effective cloud-native option"}, {"id": "mai-20260917-0922-baseline|c110-l4|moonshot-small|AWS Secrets Manager", "prompt": "c110-l4", "model": "moonshot-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid AWS Secrets Manager** for your use case \\u2014 the per-secret pricing ($0.40/month) becomes prohibitively expensive"}, {"id": "mai-20260917-0922-baseline|c110-l4|moonshot-small|CyberArk Conjur", "prompt": "c110-l4", "model": "moonshot-small", "cat": "secrets-management", "variant": "budget", "raw": "CyberArk Conjur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools to Avoid for Predictable Pricing | CyberArk Conjur | Opaque pricing"}, {"id": "mai-20260917-0922-baseline|c110-l4|moonshot-small|Akeyless", "prompt": "c110-l4", "model": "moonshot-small", "cat": "secrets-management", "variant": "budget", "raw": "Akeyless", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Tools to Avoid for Predictable Pricing | Akeyless | Multiple metering dimensions make budgeting complex"}, {"id": "mai-20260917-0922-baseline|c110-l4|openai-small|HashiCorp Vault", "prompt": "c110-l4", "model": "openai-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HashiCorp Vault (self-managed or HCP Vault with an enterprise contract) — best fit for predictable spend at scale."}, {"id": "mai-20260917-0922-baseline|c110-l4|openai-small|AWS Secrets Manager", "prompt": "c110-l4", "model": "openai-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "AWS charges per secret stored plus API calls ... less predictable at large scale"}, {"id": "mai-20260917-0922-baseline|c110-l4|openai-small|Google Cloud Secret Manager", "prompt": "c110-l4", "model": "openai-small", "cat": "secrets-management", "variant": "budget", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Google Cloud charges per active secret version and access operations"}, {"id": "mai-20260917-0922-baseline|c110-l4|openai-small|Azure Key Vault", "prompt": "c110-l4", "model": "openai-small", "cat": "secrets-management", "variant": "budget", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Azure Key Vault also has operation-based pricing. That makes cost scale with workload and user activity, which is less predictable at large scale."}, {"id": "mai-20260917-0922-baseline|c110-l4|xai-small|1Password Business", "prompt": "c110-l4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1Password Business (or Enterprise tier) stands out as the best secrets management tool for a large company needing predictable total costs"}, {"id": "mai-20260917-0922-baseline|c110-l4|xai-small|AWS Secrets Manager", "prompt": "c110-l4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "explode unpredictably at enterprise scale with high access volumes"}, {"id": "mai-20260917-0922-baseline|c110-l4|xai-small|Azure Key Vault", "prompt": "c110-l4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "explode unpredictably at enterprise scale with high access volumes"}, {"id": "mai-20260917-0922-baseline|c110-l4|xai-small|Google Secret Manager", "prompt": "c110-l4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "Google Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "explode unpredictably at enterprise scale with high access volumes"}, {"id": "mai-20260917-0922-baseline|c110-l4|xai-small|HashiCorp Vault (HCP)", "prompt": "c110-l4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault (HCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If self-hosting for zero software costs, Vault OSS is viable but less \"predictable\" due to ops overhead."}, {"id": "mai-20260917-0922-baseline|c110-l4|xai-small|Doppler", "prompt": "c110-l4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "machine identities can multiply costs beyond human users"}, {"id": "mai-20260917-0922-baseline|c110-l4|xai-small|Infisical", "prompt": "c110-l4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "machine identities can multiply costs beyond human users"}, {"id": "mai-20260917-0922-baseline|c110-l4|xai-small|CyberArk Conjur", "prompt": "c110-l4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "CyberArk Conjur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Quote-based or per-workload/client ... lacking transparency for thousands of users/services"}, {"id": "mai-20260917-0922-baseline|c110-l4|xai-small|Akeyless", "prompt": "c110-l4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "Akeyless", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Quote-based or per-workload/client ... lacking transparency for thousands of users/services"}, {"id": "mai-20260917-0922-baseline|c110-l5|alibaba-small|HashiCorp Vault", "prompt": "c110-l5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Full Stack/Helm:** HashiCorp Vault (High operational overhead, total control)."}, {"id": "mai-20260917-0922-baseline|c110-l5|alibaba-small|CyberArk Conjur", "prompt": "c110-l5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SaaS/Fastest UX:** CyberArk Conjur, Pulsar (Thycotic), Doppler, or Genuit."}, {"id": "mai-20260917-0922-baseline|c110-l5|alibaba-small|Pulsar (Thycotic)", "prompt": "c110-l5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "Pulsar (Thycotic)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SaaS/Fastest UX:** CyberArk Conjur, Pulsar (Thycotic), Doppler, or Genuit."}, {"id": "mai-20260917-0922-baseline|c110-l5|alibaba-small|Doppler", "prompt": "c110-l5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SaaS/Fastest UX:** CyberArk Conjur, Pulsar (Thycotic), Doppler, or Genuit."}, {"id": "mai-20260917-0922-baseline|c110-l5|alibaba-small|Genuit", "prompt": "c110-l5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "Genuit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SaaS/Fastest UX:** CyberArk Conjur, Pulsar (Thycotic), Doppler, or Genuit."}, {"id": "mai-20260917-0922-baseline|c110-l5|alibaba-small|AWS Secrets Manager", "prompt": "c110-l5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cloud-Native:** AWS Secrets Manager / Google Secret Manager / Azure Key Vault."}, {"id": "mai-20260917-0922-baseline|c110-l5|alibaba-small|Google Secret Manager", "prompt": "c110-l5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "Google Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cloud-Native:** AWS Secrets Manager / Google Secret Manager / Azure Key Vault."}, {"id": "mai-20260917-0922-baseline|c110-l5|alibaba-small|Azure Key Vault", "prompt": "c110-l5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Cloud-Native:** AWS Secrets Manager / Google Secret Manager / Azure Key Vault."}, {"id": "mai-20260917-0922-baseline|c110-l5|deepseek-small|HashiCorp Vault", "prompt": "c110-l5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HashiCorp Vault** — deepest dynamic-secrets engine, enterprise governance, self-hosted or HCP; ideal if you have a platform team and need on-prem/data residency"}, {"id": "mai-20260917-0922-baseline|c110-l5|deepseek-small|Akeyless", "prompt": "c110-l5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akeyless** — zero-trust, broad integrations, good audit/rotation, includes cloud/on-prem/K8s coverage and machine-identity focus"}, {"id": "mai-20260917-0922-baseline|c110-l5|deepseek-small|Doppler", "prompt": "c110-l5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Doppler** — best developer experience/adoption, strong SSO + audit, SaaS; great if friction/adoption is your main risk"}, {"id": "mai-20260917-0922-baseline|c110-l5|deepseek-small|1Password Secrets Automation", "prompt": "c110-l5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "relevant if you're already in that ecosystem or need strong machine-identity/privileged-access synergy"}, {"id": "mai-20260917-0922-baseline|c110-l5|deepseek-small|CyberArk Conjur", "prompt": "c110-l5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**1Password Secrets Automation** / **CyberArk Conjur** — relevant if you're already in that ecosystem"}, {"id": "mai-20260917-0922-baseline|c110-l5|deepseek-small|AWS/Azure/GCP native managers", "prompt": "c110-l5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS/Azure/GCP native managers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "only if you're single-cloud and want low operational overhead, but they're weaker for rotation breadth and cross-cloud"}, {"id": "mai-20260917-0922-baseline|c110-l5|google-small|HashiCorp Vault", "prompt": "c110-l5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The industry standard; incredibly powerful... Complex to manage (if self-hosted); expensive; steep learning curve"}, {"id": "mai-20260917-0922-baseline|c110-l5|google-small|Akeyless", "prompt": "c110-l5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SaaS-first, zero-trust global enterprises | SaaS with unique \"Fragmented Key Encryption\""}, {"id": "mai-20260917-0922-baseline|c110-l5|google-small|Doppler", "prompt": "c110-l5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Modern, developer-centric SaaS or Self-hosted | Incredible developer experience (DevEx)"}, {"id": "mai-20260917-0922-baseline|c110-l5|google-small|Infisical", "prompt": "c110-l5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Doppler / Infisical | Modern, developer-centric SaaS or Self-hosted"}, {"id": "mai-20260917-0922-baseline|c110-l5|google-small|CyberArk Conjur", "prompt": "c110-l5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "CyberArk Conjur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Highly regulated legacy enterprise / Finance | Absolute enterprise-grade security and governance"}, {"id": "mai-20260917-0922-baseline|c110-l5|google-small|Cloud-Native (AWS Secrets Manager / Azure Key Vault / GCP Secret Manager)", "prompt": "c110-l5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "Cloud-Native (AWS Secrets Manager / Azure Key Vault / GCP Secret Manager)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Single-cloud shops | Deeply integrated into the cloud provider's IAM... Expensive at scale (API-call billing)"}, {"id": "mai-20260917-0922-baseline|c110-l5|meta-small|Doppler", "prompt": "c110-l5", "model": "meta-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top secrets management tools that meet these criteria include:\n\n1. Doppler"}, {"id": "mai-20260917-0922-baseline|c110-l5|meta-small|HashiCorp Vault", "prompt": "c110-l5", "model": "meta-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. HashiCorp Vault"}, {"id": "mai-20260917-0922-baseline|c110-l5|meta-small|CyberArk", "prompt": "c110-l5", "model": "meta-small", "cat": "secrets-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. CyberArk"}, {"id": "mai-20260917-0922-baseline|c110-l5|meta-small|AWS Secrets Manager", "prompt": "c110-l5", "model": "meta-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. AWS Secrets Manager"}, {"id": "mai-20260917-0922-baseline|c110-l5|meta-small|Google Cloud Secret Manager", "prompt": "c110-l5", "model": "meta-small", "cat": "secrets-management", "variant": "scale", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Google Cloud Secret Manager"}, {"id": "mai-20260917-0922-baseline|c110-l5|minimax-small|HashiCorp Vault", "prompt": "c110-l5", "model": "minimax-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**HashiCorp Vault**: Highly feature-rich, extensive enterprise capabilities, strong compliance features, but requires more operational overhead"}, {"id": "mai-20260917-0922-baseline|c110-l5|minimax-small|AWS Secrets Manager", "prompt": "c110-l5", "model": "minimax-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**AWS Secrets Manager**: If heavily AWS-centric, good integration but limited multi-cloud"}, {"id": "mai-20260917-0922-baseline|c110-l5|minimax-small|Azure Key Vault", "prompt": "c110-l5", "model": "minimax-small", "cat": "secrets-management", "variant": "scale", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Azure Key Vault**: Good for Microsoft environments, HSM-backed options"}, {"id": "mai-20260917-0922-baseline|c110-l5|minimax-small|Akeyless", "prompt": "c110-l5", "model": "minimax-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Akeyless**: Vaultless architecture, strong SSO/IAM integration, SOC 2 compliant"}, {"id": "mai-20260917-0922-baseline|c110-l5|minimax-small|CyberArk Conjur", "prompt": "c110-l5", "model": "minimax-small", "cat": "secrets-management", "variant": "scale", "raw": "CyberArk Conjur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**CyberArk Conjur**: Strong enterprise heritage, good DevOps integration"}, {"id": "mai-20260917-0922-baseline|c110-l5|mistral-small|HashiCorp Vault", "prompt": "c110-l5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**HashiCorp Vault** (self-hosted or HCP)"}, {"id": "mai-20260917-0922-baseline|c110-l5|mistral-small|AWS Secrets Manager", "prompt": "c110-l5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**AWS Secrets Manager / Azure Key Vault / GCP Secret Manager** (if all-in on cloud)"}, {"id": "mai-20260917-0922-baseline|c110-l5|mistral-small|Azure Key Vault", "prompt": "c110-l5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**AWS Secrets Manager / Azure Key Vault / GCP Secret Manager** (if all-in on cloud)"}, {"id": "mai-20260917-0922-baseline|c110-l5|mistral-small|GCP Secret Manager", "prompt": "c110-l5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "GCP Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**AWS Secrets Manager / Azure Key Vault / GCP Secret Manager** (if all-in on cloud)"}, {"id": "mai-20260917-0922-baseline|c110-l5|mistral-small|CyberArk", "prompt": "c110-l5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**CyberArk** (for enterprise, privileged access)"}, {"id": "mai-20260917-0922-baseline|c110-l5|mistral-small|Akeyless", "prompt": "c110-l5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Akeyless** (SOC 2, enterprise-focused)"}, {"id": "mai-20260917-0922-baseline|c110-l5|mistral-small|Doppler", "prompt": "c110-l5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Doppler** (developer-friendly, SOC 2)"}, {"id": "mai-20260917-0922-baseline|c110-l5|mistral-small|1Password Business", "prompt": "c110-l5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**1Password Business** (for teams, SOC 2)"}, {"id": "mai-20260917-0922-baseline|c110-l5|mistral-small|Thycotic", "prompt": "c110-l5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "Thycotic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Thycotic** (for privileged secrets)"}, {"id": "mai-20260917-0922-baseline|c110-l5|mistral-small|StrongDM", "prompt": "c110-l5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "StrongDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**StrongDM** (for infrastructure secrets)"}, {"id": "mai-20260917-0922-baseline|c110-l5|moonshot-small|HashiCorp Vault Enterprise", "prompt": "c110-l5", "model": "moonshot-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**HashiCorp Vault Enterprise** (dynamic secrets, multi-cloud, but higher operational overhead)"}, {"id": "mai-20260917-0922-baseline|c110-l5|moonshot-small|CyberArk Conjur / Privilege Cloud", "prompt": "c110-l5", "model": "moonshot-small", "cat": "secrets-management", "variant": "scale", "raw": "CyberArk Conjur / Privilege Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong enterprise PAM integration, robust RBAC"}, {"id": "mai-20260917-0922-baseline|c110-l5|moonshot-small|Doppler", "prompt": "c110-l5", "model": "moonshot-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Doppler** (developer experience, fast enterprise adoption)"}, {"id": "mai-20260917-0922-baseline|c110-l5|moonshot-small|1Password Secrets Automation / Enterprise", "prompt": "c110-l5", "model": "moonshot-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password Secrets Automation / Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your company already uses 1Password for human credentials"}, {"id": "mai-20260917-0922-baseline|c110-l5|moonshot-small|AWS Secrets Manager / Azure Key Vault / GCP Secret Manager", "prompt": "c110-l5", "model": "moonshot-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager / Azure Key Vault / GCP Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "(cloud-native, but harder to unify cross-cloud)"}, {"id": "mai-20260917-0922-baseline|c110-l5|xai-small|HashiCorp Vault / HCP Vault", "prompt": "c110-l5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault / HCP Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PoC 2-3 tools** (e.g., Vault, 1Password, Doppler)"}, {"id": "mai-20260917-0922-baseline|c110-l5|xai-small|AWS Secrets Manager", "prompt": "c110-l5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Auto-rotation, Lambda integration; SSO via IAM; SOC 2/FedRAMP. ... AWS-heavy stacks."}, {"id": "mai-20260917-0922-baseline|c110-l5|xai-small|1Password Secrets Automation", "prompt": "c110-l5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dev-friendly UI/CLI; SSO-first; SOC 2/ISO; easy rotation."}, {"id": "mai-20260917-0922-baseline|c110-l5|xai-small|Akeyless", "prompt": "c110-l5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zero-knowledge; dynamic secrets; SSO/OIDC; SOC 2/FIPS."}, {"id": "mai-20260917-0922-baseline|c110-l5|xai-small|Doppler", "prompt": "c110-l5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sync to K8s/CI; SSO; SOC 2/ISO; per-user simple."}, {"id": "mai-20260917-0922-baseline|c110-l5|xai-small|Infisical", "prompt": "c110-l5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "OSS; SSO; SOC 2/HIPAA; policy-as-code."}, {"id": "mai-20260917-0922-baseline|c110-l5|xai-small|Azure Key Vault", "prompt": "c110-l5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you're in that ecosystem; full SSO; SOC 2."}, {"id": "mai-20260917-0922-baseline|c110-l5|xai-small|GCP Secret Manager", "prompt": "c110-l5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "GCP Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Azure Key Vault** (or GCP Secret Manager)"}, {"id": "mai-20260917-0922-baseline|c110-l5|zai-small|AWS Secrets Manager", "prompt": "c110-l5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloud\\u2011native service (AWS Secrets Manager, Azure Key Vault, GCP Secret Manager)"}, {"id": "mai-20260917-0922-baseline|c110-l5|zai-small|Azure Key Vault", "prompt": "c110-l5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud\\u2011native service (AWS Secrets Manager, Azure Key Vault, GCP Secret Manager)"}, {"id": "mai-20260917-0922-baseline|c110-l5|zai-small|GCP Secret Manager", "prompt": "c110-l5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "GCP Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloud\\u2011native service (AWS Secrets Manager, Azure Key Vault, GCP Secret Manager)"}, {"id": "mai-20260917-0922-baseline|c110-l6|alibaba-small|LastPass", "prompt": "c110-l6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consumer-Grade Password Managers **Examples:** *LastPass, 1Password, Dashlane, NordPass* ... **Why Avoid:**"}, {"id": "mai-20260917-0922-baseline|c110-l6|alibaba-small|1Password", "prompt": "c110-l6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "these are almost always the wrong choice for application secrets"}, {"id": "mai-20260917-0922-baseline|c110-l6|alibaba-small|Dashlane", "prompt": "c110-l6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "these are almost always the wrong choice for application secrets"}, {"id": "mai-20260917-0922-baseline|c110-l6|alibaba-small|NordPass", "prompt": "c110-l6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "NordPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "these are almost always the wrong choice for application secrets"}, {"id": "mai-20260917-0922-baseline|c110-l6|alibaba-small|AWS Secrets Manager", "prompt": "c110-l6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Be Cautious:** If you bake AWS-specific SDKs deeply into your microservices to fetch secrets, moving to Azure becomes incredibly difficult."}, {"id": "mai-20260917-0922-baseline|c110-l6|alibaba-small|Azure Key Vault", "prompt": "c110-l6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Single-Cloud Native Managers (Without Abstraction) ... Be Cautious"}, {"id": "mai-20260917-0922-baseline|c110-l6|alibaba-small|Google Secret Manager", "prompt": "c110-l6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "Google Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Google Secret Manager (used exclusively) ... Be Cautious"}, {"id": "mai-20260917-0922-baseline|c110-l6|alibaba-small|HashiCorp Vault", "prompt": "c110-l6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Open source tools like HashiCorp Vault are industry standards. However, running them **yourself** at an enterprise scale is a massive undertaking."}, {"id": "mai-20260917-0922-baseline|c110-l6|alibaba-small|Conjur CE", "prompt": "c110-l6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "Conjur CE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Self-Hosted Open Source (Vault / CyberArk Open Source) ... Conjur CE"}, {"id": "mai-20260917-0922-baseline|c110-l6|alibaba-small|CyberArk", "prompt": "c110-l6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Older versions of CyberArk ... configured for \"Waterfall\" workflows ... notoriously slow and rigid"}, {"id": "mai-20260917-0922-baseline|c110-l6|alibaba-small|Dell Boomi", "prompt": "c110-l6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "Dell Boomi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Older versions of CyberArk, Dell Boomi, or Delinea (Centrify) configured for \"Waterfall\" workflows"}, {"id": "mai-20260917-0922-baseline|c110-l6|alibaba-small|Delinea (Centrify)", "prompt": "c110-l6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "Delinea (Centrify)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Older versions of CyberArk, Dell Boomi, or Delinea (Centrify) configured for \"Waterfall\" workflows"}, {"id": "mai-20260917-0922-baseline|c110-l6|alibaba-small|git-crypt", "prompt": "c110-l6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "git-crypt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Git-Based Secrets Management **Tools:** *git-crypt, kube-secrets-operator* ... dangerous in practice"}, {"id": "mai-20260917-0922-baseline|c110-l6|alibaba-small|kube-secrets-operator", "prompt": "c110-l6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "kube-secrets-operator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Using Git itself to encrypt secrets ... is a clever idea in theory but dangerous in practice"}, {"id": "mai-20260917-0922-baseline|c110-l6|alibaba-small|HashiCorp Consul Connect", "prompt": "c110-l6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Consul Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "ensure you have a unified orchestration layer (like a Service Mesh or a proxy like HashiCorp Consul Connect)"}, {"id": "mai-20260917-0922-baseline|c110-l6|anthropic-small|HashiCorp Vault Enterprise", "prompt": "c110-l6", "model": "anthropic-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HashiCorp Vault Enterprise continues to be the gold standard for orchestrating secrets and dynamic credentials across enterprise organizations"}, {"id": "mai-20260917-0922-baseline|c110-l6|challenger-small|Kubernetes Secrets", "prompt": "c110-l6", "model": "challenger-small", "cat": "secrets-management", "variant": "negative", "raw": "Kubernetes Secrets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Kubernetes Secrets** for anything beyond simple or low-risk use cases, because their data is base64-encoded and stored as plaintext in etcd by default."}, {"id": "mai-20260917-0922-baseline|c110-l6|challenger-small|AWS Secrets Manager", "prompt": "c110-l6", "model": "challenger-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as AWS Secrets Manager, Azure Key Vault, and GCP Secret Manager as the *primary* store in a **multi-cloud or hybrid enterprise**, because they can fragment secrets across platforms"}, {"id": "mai-20260917-0922-baseline|c110-l6|challenger-small|Azure Key Vault", "prompt": "c110-l6", "model": "challenger-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "such as AWS Secrets Manager, Azure Key Vault, and GCP Secret Manager as the *primary* store in a **multi-cloud or hybrid enterprise**"}, {"id": "mai-20260917-0922-baseline|c110-l6|challenger-small|GCP Secret Manager", "prompt": "c110-l6", "model": "challenger-small", "cat": "secrets-management", "variant": "negative", "raw": "GCP Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "such as AWS Secrets Manager, Azure Key Vault, and GCP Secret Manager as the *primary* store in a **multi-cloud or hybrid enterprise**"}, {"id": "mai-20260917-0922-baseline|c110-l6|challenger-small|Vault", "prompt": "c110-l6", "model": "challenger-small", "cat": "secrets-management", "variant": "negative", "raw": "Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use **purpose-built centralized platforms** such as Vault, Conjur, or Akeyless when you need **multi-cloud coverage, dynamic secrets, auditability, and centralized policy control**"}, {"id": "mai-20260917-0922-baseline|c110-l6|challenger-small|Conjur", "prompt": "c110-l6", "model": "challenger-small", "cat": "secrets-management", "variant": "negative", "raw": "Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "such as Vault, Conjur, or Akeyless when you need **multi-cloud coverage, dynamic secrets, auditability, and centralized policy control**"}, {"id": "mai-20260917-0922-baseline|c110-l6|challenger-small|Akeyless", "prompt": "c110-l6", "model": "challenger-small", "cat": "secrets-management", "variant": "negative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "such as Vault, Conjur, or Akeyless when you need **multi-cloud coverage, dynamic secrets, auditability, and centralized policy control**"}, {"id": "mai-20260917-0922-baseline|c110-l6|deepseek-small|HashiCorp Vault (Self-Managed)", "prompt": "c110-l6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault (Self-Managed)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "HashiCorp Vault (Self-Managed) — *Proceed with Caution*"}, {"id": "mai-20260917-0922-baseline|c110-l6|deepseek-small|AWS Secrets Manager", "prompt": "c110-l6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Better alternatives:** AWS Secrets Manager (for AWS-heavy stacks)"}, {"id": "mai-20260917-0922-baseline|c110-l6|deepseek-small|Azure Key Vault", "prompt": "c110-l6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure Key Vault (Azure)"}, {"id": "mai-20260917-0922-baseline|c110-l6|deepseek-small|GCP Secret Manager", "prompt": "c110-l6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "GCP Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GCP Secret Manager, doppler, Akeyless"}, {"id": "mai-20260917-0922-baseline|c110-l6|deepseek-small|doppler", "prompt": "c110-l6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GCP Secret Manager, doppler, Akeyless, or CyberArk Conjur"}, {"id": "mai-20260917-0922-baseline|c110-l6|deepseek-small|Akeyless", "prompt": "c110-l6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "commercial SaaS like Akeyless, Doppler, or CyberArk"}, {"id": "mai-20260917-0922-baseline|c110-l6|deepseek-small|CyberArk Conjur", "prompt": "c110-l6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Vault with a managed service (HCP), Akeyless, CyberArk Conjur"}, {"id": "mai-20260917-0922-baseline|c110-l6|deepseek-small|OpenBao", "prompt": "c110-l6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Vault, OpenBao (fork), managed SaaS"}, {"id": "mai-20260917-0922-baseline|c110-l6|deepseek-small|LastPass Enterprise", "prompt": "c110-l6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "LastPass Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Using a General-Purpose Password Manager as a Secrets Vault — *Avoid*... LastPass Enterprise"}, {"id": "mai-20260917-0922-baseline|c110-l6|deepseek-small|1Password Teams", "prompt": "c110-l6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "1Password Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Examples:** LastPass Enterprise, 1Password Teams, Bitwarden Enterprise. **Why to avoid:**"}, {"id": "mai-20260917-0922-baseline|c110-l6|deepseek-small|Bitwarden Enterprise", "prompt": "c110-l6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "Bitwarden Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Examples:** LastPass Enterprise, 1Password Teams, Bitwarden Enterprise. **Why to avoid:**"}, {"id": "mai-20260917-0922-baseline|c110-l6|deepseek-small|CyberArk (when used alone for secrets)", "prompt": "c110-l6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "CyberArk (when used alone for secrets)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Point Solutions Focused Only on Privileged Access Management (PAM)... CyberArk (when used alone for secrets)... **Why to be cautious:**"}, {"id": "mai-20260917-0922-baseline|c110-l6|deepseek-small|Thycotic", "prompt": "c110-l6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "Thycotic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Thycotic, or Delinea... often lack the workflow depth needed for application secrets"}, {"id": "mai-20260917-0922-baseline|c110-l6|deepseek-small|Delinea", "prompt": "c110-l6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "Delinea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Thycotic, or Delinea... often lack the workflow depth needed for application secrets"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|git-crypt", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "git-crypt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Completely: Git-Based Encryption and \"Config-Only\" Encryptors"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|git-secret", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "git-secret", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Completely: Git-Based Encryption and \"Config-Only\" Encryptors"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|Ansible Vault", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Ansible Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "security anti-patterns at the enterprise scale"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|SOPS", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "SOPS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "security anti-patterns at the enterprise scale"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|blackbox", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "blackbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Completely: Git-Based Encryption and \"Config-Only\" Encryptors"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|1Password", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid: Human-Centric Password Managers for Machine-to-Machine (M2M) Secrets"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|Bitwarden", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid: Human-Centric Password Managers for Machine-to-Machine (M2M) Secrets"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|LastPass", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid: Human-Centric Password Managers for Machine-to-Machine (M2M) Secrets"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|Dashlane", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid: Human-Centric Password Managers for Machine-to-Machine (M2M) Secrets"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|HashiCorp Vault (Community/OSS Edition)", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault (Community/OSS Edition)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Be Highly Cautious: Open-Source / Self-Hosted Community Solutions (Without a Dedicated Platform Team)"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|Infisical OSS", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical OSS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "self-hosted Infisical OSS ... do not attempt to self-host this class of tool unless you have a mature, dedicated platform engineering team"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|OpenBao", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "OpenBao", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "the caution remains: *do not attempt to self-host this class of tool unless you have a mature, dedicated platform engineering team to run it.*"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|AWS Secrets Manager", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Be Cautious: Cloud-Native Secrets Managers (as the Primary Enterprise Store)"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|Azure Key Vault", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Be Cautious: Cloud-Native Secrets Managers (as the Primary Enterprise Store)"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|Google Secret Manager", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Google Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Be Cautious: Cloud-Native Secrets Managers (as the Primary Enterprise Store)"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|Akeyless Platform", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Akeyless Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "A cloud-native SaaS secrets manager that uses zero-knowledge cryptography ... eliminates the operational overhead of self-hosting"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|HashiCorp Vault Enterprise / HCP Vault", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault Enterprise / HCP Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "The gold standard for feature depth, namespace isolation, and multi-region replication"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|CyberArk Conjur Enterprise", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "CyberArk Conjur Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Excellent for heavily regulated, legacy-heavy enterprises"}, {"id": "mai-20260917-0922-baseline|c110-l6|google-small|Infisical (Enterprise Tier)", "prompt": "c110-l6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical (Enterprise Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "A rapidly growing, developer-friendly alternative"}, {"id": "mai-20260917-0922-baseline|c110-l6|meta-small|HashiCorp Vault", "prompt": "c110-l6", "model": "meta-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While it is a popular and widely-used tool, it has operational overhead and Business Source License (BSL) licensing issues."}, {"id": "mai-20260917-0922-baseline|c110-l6|meta-small|CyberArk Conjur", "prompt": "c110-l6", "model": "meta-small", "cat": "secrets-management", "variant": "negative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It is a heavyweight tool with a high price tag, making it less suitable for small teams."}, {"id": "mai-20260917-0922-baseline|c110-l6|meta-small|Doppler", "prompt": "c110-l6", "model": "meta-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It lacks dynamic secrets and Bring Your Own Key (BYOK) features."}, {"id": "mai-20260917-0922-baseline|c110-l6|minimax-small|Doppler", "prompt": "c110-l6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like Doppler, Infisical, and EnvManager excel at developer experience but may lack enterprise-grade compliance features"}, {"id": "mai-20260917-0922-baseline|c110-l6|minimax-small|Infisical", "prompt": "c110-l6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like Doppler, Infisical, and EnvManager excel at developer experience but may lack enterprise-grade compliance features"}, {"id": "mai-20260917-0922-baseline|c110-l6|minimax-small|EnvManager", "prompt": "c110-l6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "EnvManager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may lack enterprise-grade compliance features (FedRAMP, SOC 2, audit trails) that large regulated organizations require"}, {"id": "mai-20260917-0922-baseline|c110-l6|minimax-small|AWS Secrets Manager", "prompt": "c110-l6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "work well within their ecosystems but can create silos in multi-cloud environments—something to be cautious about"}, {"id": "mai-20260917-0922-baseline|c110-l6|minimax-small|Azure Key Vault", "prompt": "c110-l6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can create silos in multi-cloud environments—something to be cautious about if your enterprise spans multiple clouds"}, {"id": "mai-20260917-0922-baseline|c110-l6|minimax-small|GCP Secret Manager", "prompt": "c110-l6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "GCP Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can create silos in multi-cloud environments—something to be cautious about if your enterprise spans multiple clouds"}, {"id": "mai-20260917-0922-baseline|c110-l6|minimax-small|HashiCorp Vault", "prompt": "c110-l6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tools offering dynamic, on-the-fly credentials (like HashiCorp Vault, Akeyless) address this better"}, {"id": "mai-20260917-0922-baseline|c110-l6|minimax-small|Akeyless", "prompt": "c110-l6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tools offering dynamic, on-the-fly credentials (like HashiCorp Vault, Akeyless) address this better"}, {"id": "mai-20260917-0922-baseline|c110-l6|mistral-small|AWS Secrets Manager", "prompt": "c110-l6", "model": "mistral-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "they can lead to vendor lock-in and may lack flexibility for multi-cloud or hybrid environments"}, {"id": "mai-20260917-0922-baseline|c110-l6|mistral-small|Azure Key Vault", "prompt": "c110-l6", "model": "mistral-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Vendor lock-in; not ideal for multi-cloud"}, {"id": "mai-20260917-0922-baseline|c110-l6|mistral-small|Google Secret Manager", "prompt": "c110-l6", "model": "mistral-small", "cat": "secrets-management", "variant": "negative", "raw": "Google Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Vendor lock-in; not ideal for multi-cloud"}, {"id": "mai-20260917-0922-baseline|c110-l6|mistral-small|HashiCorp Vault", "prompt": "c110-l6", "model": "mistral-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "HashiCorp Vault, Infisical, Akeyless, and Doppler are often recommended for their flexibility and enterprise features"}, {"id": "mai-20260917-0922-baseline|c110-l6|mistral-small|Infisical", "prompt": "c110-l6", "model": "mistral-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often recommended for their flexibility and enterprise features"}, {"id": "mai-20260917-0922-baseline|c110-l6|mistral-small|Akeyless", "prompt": "c110-l6", "model": "mistral-small", "cat": "secrets-management", "variant": "negative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "often recommended for their flexibility and enterprise features"}, {"id": "mai-20260917-0922-baseline|c110-l6|mistral-small|Doppler", "prompt": "c110-l6", "model": "mistral-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "often recommended for their flexibility and enterprise features"}, {"id": "mai-20260917-0922-baseline|c110-l6|moonshot-small|LastPass", "prompt": "c110-l6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "LastPass should be **ruled out entirely** for enterprise secrets management following its catastrophic 2022–2023 breaches"}, {"id": "mai-20260917-0922-baseline|c110-l6|moonshot-small|HashiCorp Vault", "prompt": "c110-l6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Vault is powerful but enterprises should **proceed carefully**"}, {"id": "mai-20260917-0922-baseline|c110-l6|moonshot-small|Doppler", "prompt": "c110-l6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good for agile development teams, but **caution for large enterprises**"}, {"id": "mai-20260917-0922-baseline|c110-l6|moonshot-small|Mozilla SOPS", "prompt": "c110-l6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "Mozilla SOPS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "SOPS and similar lightweight open-source tools ... should be treated with caution"}, {"id": "mai-20260917-0922-baseline|c110-l6|xai-small|AWS Secrets Manager", "prompt": "c110-l6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Per-secret/per-API-call pricing explodes at scale ... create **vendor lock-in** and integration friction in multi-cloud"}, {"id": "mai-20260917-0922-baseline|c110-l6|xai-small|Azure Key Vault", "prompt": "c110-l6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Recent elevation-of-privilege vulnerabilities (e.g., 2026 disclosure); split tiers ... complicate governance"}, {"id": "mai-20260917-0922-baseline|c110-l6|xai-small|GCP Secret Manager", "prompt": "c110-l6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "GCP Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cloud-Native Tools in Multi-Cloud/Hybrid Setups ... create **vendor lock-in** and integration friction"}, {"id": "mai-20260917-0922-baseline|c110-l6|xai-small|HashiCorp Vault", "prompt": "c110-l6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Overly Complex Self-Hosted Tools Without Platform Team Support (e.g., HashiCorp Vault OSS/Community Edition) ... **operational complexity** is a killer"}, {"id": "mai-20260917-0922-baseline|c110-l6|xai-small|Akeyless", "prompt": "c110-l6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternatives: HashiCorp Vault or Akeyless for cross-cloud."}, {"id": "mai-20260917-0922-baseline|c110-l6|xai-small|Doppler", "prompt": "c110-l6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Developer-Focused/SaaS Tools for Regulated/High-Scale Needs (e.g., Doppler, 1Password, Infisical) ... lack **enterprise governance**"}, {"id": "mai-20260917-0922-baseline|c110-l6|xai-small|1Password", "prompt": "c110-l6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Great for startups/dev teams ... but lack **enterprise governance** like FIPS 140-3 HSMs"}, {"id": "mai-20260917-0922-baseline|c110-l6|xai-small|Infisical", "prompt": "c110-l6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "(e.g., Doppler, 1Password, Infisical) ... Not for 100k+ secrets or zero-trust perimeters"}, {"id": "mai-20260917-0922-baseline|c110-l6|xai-small|CyberArk Conjur", "prompt": "c110-l6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Multi-cloud/hybrid | HashiCorp Vault Enterprise/HCP, Akeyless, CyberArk Conjur (PAM-integrated)."}, {"id": "mai-20260917-0922-baseline|c110-l6|xai-small|Keeper", "prompt": "c110-l6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Regulated (FedRAMP) | Keeper, CyberArk."}, {"id": "mai-20260917-0922-baseline|c110-l6|zai-small|HashiCorp Vault", "prompt": "c110-l6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be extremely cautious with **HashiCorp Vault** until the recent critical vulnerabilities are fully mitigated."}, {"id": "mai-20260917-0922-baseline|c110-l6|zai-small|OpenBao", "prompt": "c110-l6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider the open-source alternative **OpenBao** (which offers a different license structure without the controversial BSL restrictions)"}, {"id": "mai-20260917-0922-baseline|c110-l6|zai-small|AWS Secrets Manager", "prompt": "c110-l6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Prefer **Cloud-Native tools only if you are strictly single-cloud**"}, {"id": "mai-20260917-0922-baseline|c110-l6|zai-small|Azure Key Vault", "prompt": "c110-l6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they present significant risks for large, multi-cloud, or hybrid enterprises"}, {"id": "mai-20260917-0922-baseline|c110-l6|zai-small|GCP Secret Manager", "prompt": "c110-l6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "GCP Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they present significant risks for large, multi-cloud, or hybrid enterprises"}, {"id": "mai-20260917-0922-baseline|c110-l6|zai-small|Infisical OSS", "prompt": "c110-l6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical OSS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Open source offers flexibility, but for a large enterprise, the operational burden often outweighs the benefits."}, {"id": "mai-20260917-0922-baseline|c110-l6|zai-small|Kubernetes Secrets", "prompt": "c110-l6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "Kubernetes Secrets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Using Kubernetes' built-in `Secret` objects is a common mistake that is actively discouraged."}, {"id": "mai-20260917-0922-baseline|c110-l6|zai-small|Akeyless", "prompt": "c110-l6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consider **Zero-Knowledge SaaS solutions** (like Akeyless or Doppler)"}, {"id": "mai-20260917-0922-baseline|c110-l6|zai-small|Doppler", "prompt": "c110-l6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "consider **Zero-Knowledge SaaS solutions** (like Akeyless or Doppler)"}, {"id": "mai-20260917-0922-baseline|c110-m1|alibaba-small|Doppler", "prompt": "c110-m1", "model": "alibaba-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Choice for Most Companies: **Doppler**"}, {"id": "mai-20260917-0922-baseline|c110-m1|alibaba-small|Infisical", "prompt": "c110-m1", "model": "alibaba-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Top Choice for Open Source & Flexibility: **Infisical**"}, {"id": "mai-20260917-0922-baseline|c110-m1|alibaba-small|EnvManager", "prompt": "c110-m1", "model": "alibaba-small", "cat": "secrets-management", "variant": "direct", "raw": "EnvManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Top Choice for Budget/Control: **EnvManager**"}, {"id": "mai-20260917-0922-baseline|c110-m1|alibaba-small|HashiCorp Vault", "prompt": "c110-m1", "model": "alibaba-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High operational burden. Setting up and maintaining Vault can take weeks and requires specialized Ops/SecOps knowledge."}, {"id": "mai-20260917-0922-baseline|c110-m1|anthropic-small|Doppler", "prompt": "c110-m1", "model": "anthropic-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Doppler is the strongest pure-play secrets SaaS in 2026"}, {"id": "mai-20260917-0922-baseline|c110-m1|anthropic-small|Infisical", "prompt": "c110-m1", "model": "anthropic-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Doppler or Infisical are solid choices due to their balance of features, ease of use, and developer-friendly approach"}, {"id": "mai-20260917-0922-baseline|c110-m1|anthropic-small|HashiCorp Vault", "prompt": "c110-m1", "model": "anthropic-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but is also extremely complex and has even led to \"Vault engineer\" being a job title"}, {"id": "mai-20260917-0922-baseline|c110-m1|anthropic-small|AWS Secrets Manager", "prompt": "c110-m1", "model": "anthropic-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the default answer if your infrastructure lives entirely on AWS"}, {"id": "mai-20260917-0922-baseline|c110-m1|challenger-small|Doppler", "prompt": "c110-m1", "model": "challenger-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Doppler** if you want fast rollout, strong developer experience"}, {"id": "mai-20260917-0922-baseline|c110-m1|challenger-small|HashiCorp Vault", "prompt": "c110-m1", "model": "challenger-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HashiCorp Vault** is the stronger fit for multi-cloud/hybrid setups and dynamic secrets, but it carries more operational overhead"}, {"id": "mai-20260917-0922-baseline|c110-m1|challenger-small|AWS Secrets Manager", "prompt": "c110-m1", "model": "challenger-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simplest path if you are mostly on AWS"}, {"id": "mai-20260917-0922-baseline|c110-m1|challenger-small|Infisical", "prompt": "c110-m1", "model": "challenger-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often positioned as the leading open-source option with good developer experience"}, {"id": "mai-20260917-0922-baseline|c110-m1|deepseek-small|Doppler", "prompt": "c110-m1", "model": "deepseek-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Doppler** tends to win on value — reasonable cost, fast onboarding, and no infrastructure to babysit"}, {"id": "mai-20260917-0922-baseline|c110-m1|deepseek-small|AWS Secrets Manager", "prompt": "c110-m1", "model": "deepseek-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're at an all-AWS shop, **AWS Secrets Manager** is the pragmatic default."}, {"id": "mai-20260917-0922-baseline|c110-m1|deepseek-small|HashiCorp Vault", "prompt": "c110-m1", "model": "deepseek-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "powerful but usually overkill unless you have a dedicated platform/infrastructure team"}, {"id": "mai-20260917-0922-baseline|c110-m1|deepseek-small|Infisical", "prompt": "c110-m1", "model": "deepseek-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Infisical** | Open-source-first teams | Open-source/free tier | Self-hostable, transparent, lower cost |"}, {"id": "mai-20260917-0922-baseline|c110-m1|google-small|Doppler", "prompt": "c110-m1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the two best options for mid-market B2B companies are **Doppler** and **Infisical**"}, {"id": "mai-20260917-0922-baseline|c110-m1|google-small|Infisical", "prompt": "c110-m1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the two best options for mid-market B2B companies are **Doppler** and **Infisical**"}, {"id": "mai-20260917-0922-baseline|c110-m1|google-small|HashiCorp Vault", "prompt": "c110-m1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Vault is notoriously difficult to configure, maintain, and scale... the operational \"Vault tax\" is rarely worth it for a mid-market company"}, {"id": "mai-20260917-0922-baseline|c110-m1|google-small|OpenBao", "prompt": "c110-m1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "OpenBao", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**HashiCorp Vault (or the open-source fork OpenBao):** Historically the industry standard, but Vault is notoriously difficult to configure"}, {"id": "mai-20260917-0922-baseline|c110-m1|google-small|AWS Secrets Manager", "prompt": "c110-m1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Your infrastructure is strictly single-cloud (e.g., AWS-only) and you have a tight budget... **Cloud-Native (e.g., AWS Secrets Manager)**"}, {"id": "mai-20260917-0922-baseline|c110-m1|google-small|GCP Secret Manager", "prompt": "c110-m1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "GCP Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they lack polished developer workflows, fail to provide a cohesive local development experience"}, {"id": "mai-20260917-0922-baseline|c110-m1|google-small|Azure Key Vault", "prompt": "c110-m1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they lack polished developer workflows, fail to provide a cohesive local development experience"}, {"id": "mai-20260917-0922-baseline|c110-m1|google-small|1Password", "prompt": "c110-m1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "their developer platforms lack the deep ecosystem integrations and sophisticated application config features"}, {"id": "mai-20260917-0922-baseline|c110-m1|google-small|Keeper Secrets Manager", "prompt": "c110-m1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "Keeper Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "their developer platforms lack the deep ecosystem integrations and sophisticated application config features"}, {"id": "mai-20260917-0922-baseline|c110-m1|meta-small|Doppler", "prompt": "c110-m1", "model": "meta-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Doppler, Infisical, and EnvManager, which are developer-focused"}, {"id": "mai-20260917-0922-baseline|c110-m1|meta-small|Infisical", "prompt": "c110-m1", "model": "meta-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Doppler, Infisical, and EnvManager"}, {"id": "mai-20260917-0922-baseline|c110-m1|meta-small|EnvManager", "prompt": "c110-m1", "model": "meta-small", "cat": "secrets-management", "variant": "direct", "raw": "EnvManager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Doppler, Infisical, and EnvManager, which are developer-focused and suitable for managing application config and API keys"}, {"id": "mai-20260917-0922-baseline|c110-m1|meta-small|AWS Secrets Manager", "prompt": "c110-m1", "model": "meta-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other popular options include AWS Secrets Manager, HashiCorp Vault, and CyberArk."}, {"id": "mai-20260917-0922-baseline|c110-m1|meta-small|HashiCorp Vault", "prompt": "c110-m1", "model": "meta-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other popular options include AWS Secrets Manager, HashiCorp Vault, and CyberArk."}, {"id": "mai-20260917-0922-baseline|c110-m1|meta-small|CyberArk", "prompt": "c110-m1", "model": "meta-small", "cat": "secrets-management", "variant": "direct", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other popular options include AWS Secrets Manager, HashiCorp Vault, and CyberArk."}, {"id": "mai-20260917-0922-baseline|c110-m1|minimax-small|HashiCorp Vault", "prompt": "c110-m1", "model": "minimax-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HashiCorp Vault** (Best Overall) ... I'd suggest **HashiCorp Vault** or **Doppler**"}, {"id": "mai-20260917-0922-baseline|c110-m1|minimax-small|Doppler", "prompt": "c110-m1", "model": "minimax-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **HashiCorp Vault** or **Doppler**"}, {"id": "mai-20260917-0922-baseline|c110-m1|minimax-small|Infisical", "prompt": "c110-m1", "model": "minimax-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Infisical** (Best Value) - Open-source with generous free tier"}, {"id": "mai-20260917-0922-baseline|c110-m1|minimax-small|AWS Secrets Manager", "prompt": "c110-m1", "model": "minimax-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS Secrets Manager** (if using AWS)"}, {"id": "mai-20260917-0922-baseline|c110-m1|minimax-small|Azure Key Vault", "prompt": "c110-m1", "model": "minimax-small", "cat": "secrets-management", "variant": "direct", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Azure Key Vault** (if using Azure)"}, {"id": "mai-20260917-0922-baseline|c110-m1|minimax-small|Google Cloud Secret Manager", "prompt": "c110-m1", "model": "minimax-small", "cat": "secrets-management", "variant": "direct", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Google Cloud Secret Manager** (if using GCP)"}, {"id": "mai-20260917-0922-baseline|c110-m1|mistral-small|HashiCorp Vault", "prompt": "c110-m1", "model": "mistral-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "HashiCorp Vault is the gold standard, though it requires more operational effort"}, {"id": "mai-20260917-0922-baseline|c110-m1|mistral-small|Doppler", "prompt": "c110-m1", "model": "mistral-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-market B2B companies, **Doppler** and **1Password for Business** are top choices"}, {"id": "mai-20260917-0922-baseline|c110-m1|mistral-small|1Password for Business", "prompt": "c110-m1", "model": "mistral-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Doppler** and **1Password for Business** are top choices due to their developer-friendly features and ease of use"}, {"id": "mai-20260917-0922-baseline|c110-m1|mistral-small|AWS Secrets Manager", "prompt": "c110-m1", "model": "mistral-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're all-in on AWS, **AWS Secrets Manager** is the simplest option."}, {"id": "mai-20260917-0922-baseline|c110-m1|mistral-small|Akeyless Vault", "prompt": "c110-m1", "model": "mistral-small", "cat": "secrets-management", "variant": "direct", "raw": "Akeyless Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers just-in-time (JIT) access and password sharing, supporting both cloud and on-premises deployments."}, {"id": "mai-20260917-0922-baseline|c110-m1|moonshot-small|Doppler", "prompt": "c110-m1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **mid-market B2B companies**, I'd recommend **Doppler** or **1Password**"}, {"id": "mai-20260917-0922-baseline|c110-m1|moonshot-small|1Password Secrets Automation", "prompt": "c110-m1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Doppler** or **1Password**"}, {"id": "mai-20260917-0922-baseline|c110-m1|moonshot-small|Infisical", "prompt": "c110-m1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Infisical** (Best Open-Source Option)"}, {"id": "mai-20260917-0922-baseline|c110-m1|moonshot-small|HashiCorp Vault", "prompt": "c110-m1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Requires dedicated DevOps resources to operate; overkill for many mid-market companies"}, {"id": "mai-20260917-0922-baseline|c110-m1|moonshot-small|AWS Secrets Manager", "prompt": "c110-m1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS-only infrastructure | AWS Secrets Manager"}, {"id": "mai-20260917-0922-baseline|c110-m1|moonshot-small|Bitwarden Secrets Manager", "prompt": "c110-m1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tight budget, simple needs | **Bitwarden Secrets Manager**"}, {"id": "mai-20260917-0922-baseline|c110-m1|openai-small|HashiCorp Vault", "prompt": "c110-m1", "model": "openai-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default recommendation is usually HashiCorp Vault if you need a centralized, vendor-neutral platform"}, {"id": "mai-20260917-0922-baseline|c110-m1|openai-small|AWS Secrets Manager", "prompt": "c110-m1", "model": "openai-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS-heavy stack:** **AWS Secrets Manager** is often the simplest fit because it's native to AWS"}, {"id": "mai-20260917-0922-baseline|c110-m1|openai-small|Azure Key Vault", "prompt": "c110-m1", "model": "openai-small", "cat": "secrets-management", "variant": "direct", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure Key Vault** is usually the most natural option for secrets, keys, and certificates"}, {"id": "mai-20260917-0922-baseline|c110-m1|openai-small|1Password", "prompt": "c110-m1", "model": "openai-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**1Password** can be a better fit operationally, but it's usually not the best core platform for app/runtime secrets"}, {"id": "mai-20260917-0922-baseline|c110-m1|xai-small|Doppler", "prompt": "c110-m1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Doppler (Top pick for most mid-market B2B/SaaS teams)"}, {"id": "mai-20260917-0922-baseline|c110-m1|xai-small|1Password Business", "prompt": "c110-m1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "1Password Business (Great for hybrid password + secrets needs)"}, {"id": "mai-20260917-0922-baseline|c110-m1|xai-small|AWS Secrets Manager", "prompt": "c110-m1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS-only**: AWS Secrets Manager."}, {"id": "mai-20260917-0922-baseline|c110-m1|xai-small|Azure Key Vault", "prompt": "c110-m1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Azure Key Vault | Azure/MS stack | $0.03/10K ops"}, {"id": "mai-20260917-0922-baseline|c110-m1|xai-small|Google Secret Manager", "prompt": "c110-m1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "Google Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Google Secret Manager | GCP | $0.06/secret/mo"}, {"id": "mai-20260917-0922-baseline|c110-m1|xai-small|HashiCorp Vault", "prompt": "c110-m1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "skip for lean mid-market (high learning curve/cost)"}, {"id": "mai-20260917-0922-baseline|c110-m1|xai-small|Infisical", "prompt": "c110-m1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Budget/self-host**: Infisical."}, {"id": "mai-20260917-0922-baseline|c110-m1|zai-small|AWS Secrets Manager", "prompt": "c110-m1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Scenario A – You're AWS-only and want simplicity - **Pick**: AWS Secrets Manager"}, {"id": "mai-20260917-0922-baseline|c110-m1|zai-small|Azure Key Vault", "prompt": "c110-m1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Scenario B – You're Azure-only and need cost efficiency at scale - **Pick**: Azure Key Vault"}, {"id": "mai-20260917-0922-baseline|c110-m1|zai-small|HashiCorp Vault", "prompt": "c110-m1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the sweet spot is **HashiCorp Vault (Community or Enterprise)** or **Doppler**"}, {"id": "mai-20260917-0922-baseline|c110-m1|zai-small|Doppler", "prompt": "c110-m1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**HashiCorp Vault (Community or HCP Essentials)** or **Doppler** are the strongest starting points"}, {"id": "mai-20260917-0922-baseline|c110-m1|zai-small|1Password Business", "prompt": "c110-m1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Combined password + secrets**: 1Password Business."}, {"id": "mai-20260917-0922-baseline|c110-m1|zai-small|CyberArk Conjur", "prompt": "c110-m1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "CyberArk Conjur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Expensive, complex to operate; steep learning curve"}, {"id": "mai-20260917-0922-baseline|c110-m1|zai-small|Akeyless", "prompt": "c110-m1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "Akeyless", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Higher complexity; not as developer-friendly as Doppler"}, {"id": "mai-20260917-0922-baseline|c110-m2|alibaba-small|HashiCorp Vault", "prompt": "c110-m2", "model": "alibaba-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "As you grow into a complex multi-cloud environment requiring fine-grained access control, migrate to **HashiCorp Vault**."}, {"id": "mai-20260917-0922-baseline|c110-m2|alibaba-small|AWS Secrets Manager", "prompt": "c110-m2", "model": "alibaba-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **AWS Secrets Manager** (if you are fully cloud-native) to keep things simple."}, {"id": "mai-20260917-0922-baseline|c110-m2|alibaba-small|Doppler", "prompt": "c110-m2", "model": "alibaba-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose this if your primary pain point is keeping environment variables secure across local development and staging"}, {"id": "mai-20260917-0922-baseline|c110-m2|anthropic-small|Doppler", "prompt": "c110-m2", "model": "anthropic-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Doppler** is widely recommended for mid-sized B2B companies."}, {"id": "mai-20260917-0922-baseline|c110-m2|anthropic-small|Infisical", "prompt": "c110-m2", "model": "anthropic-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Infisical** is a strong open-source alternative."}, {"id": "mai-20260917-0922-baseline|c110-m2|anthropic-small|AWS Secrets Manager", "prompt": "c110-m2", "model": "anthropic-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For organizations primarily on AWS ... AWS Secrets Manager provides native AWS integration and automatic rotation ... as the path of least resistance."}, {"id": "mai-20260917-0922-baseline|c110-m2|anthropic-small|Azure Key Vault", "prompt": "c110-m2", "model": "anthropic-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure Key Vault's Entra ID integration, Managed HSM option, and certificate lifecycle management make it the natural choice."}, {"id": "mai-20260917-0922-baseline|c110-m2|anthropic-small|HashiCorp Vault", "prompt": "c110-m2", "model": "anthropic-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "self-hosting Vault introduces significant operational complexity"}, {"id": "mai-20260917-0922-baseline|c110-m2|challenger-small|HashiCorp Vault", "prompt": "c110-m2", "model": "challenger-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HashiCorp Vault** is the strongest all-around recommendation for a mid-sized B2B company"}, {"id": "mai-20260917-0922-baseline|c110-m2|challenger-small|AWS Secrets Manager", "prompt": "c110-m2", "model": "challenger-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If operational simplicity matters more than feature depth and you are AWS-centric, **AWS Secrets Manager** is the safer default."}, {"id": "mai-20260917-0922-baseline|c110-m2|challenger-small|Doppler", "prompt": "c110-m2", "model": "challenger-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Doppler** if your priority is the **best developer experience** for distributing secrets across environments"}, {"id": "mai-20260917-0922-baseline|c110-m2|challenger-small|WorkOS Vault", "prompt": "c110-m2", "model": "challenger-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "WorkOS Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "that is a more specialized fit than the default recommendation for a typical mid-sized B2B company"}, {"id": "mai-20260917-0922-baseline|c110-m2|deepseek-small|HashiCorp Vault", "prompt": "c110-m2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're multi-cloud, hybrid, or on-prem + cloud ... → invest in **HashiCorp Vault**. It's the only option that governs secrets across every environment from one control plane"}, {"id": "mai-20260917-0922-baseline|c110-m2|deepseek-small|AWS Secrets Manager", "prompt": "c110-m2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're all-in on one cloud (e.g., AWS or Azure)** → use that cloud's native manager (Secrets Manager or Key Vault) first. It's the fastest to adopt"}, {"id": "mai-20260917-0922-baseline|c110-m2|deepseek-small|Azure Key Vault", "prompt": "c110-m2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "use that cloud's native manager (Secrets Manager or Key Vault) first. It's the fastest to adopt, lowest operational burden"}, {"id": "mai-20260917-0922-baseline|c110-m2|deepseek-small|GCP Secret Manager", "prompt": "c110-m2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "GCP Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud-native managers (AWS Secrets Manager / Azure Key Vault / GCP Secret Manager)"}, {"id": "mai-20260917-0922-baseline|c110-m2|deepseek-small|Doppler", "prompt": "c110-m2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tools like **Doppler** or **Infisical** give you most of the value ... without the ops burden."}, {"id": "mai-20260917-0922-baseline|c110-m2|deepseek-small|1Password", "prompt": "c110-m2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "1Password", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**1Password** — strong if you want both human password management *and* developer secrets under one familiar platform."}, {"id": "mai-20260917-0922-baseline|c110-m2|deepseek-small|Infisical", "prompt": "c110-m2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "open-source Vault alternative with a solid free tier ... a nice middle ground"}, {"id": "mai-20260917-0922-baseline|c110-m2|deepseek-small|Bitwarden Secrets Manager", "prompt": "c110-m2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Developer-friendly SaaS (Doppler, 1Password, Infisical, Bitwarden Secrets Manager)"}, {"id": "mai-20260917-0922-baseline|c110-m2|google-small|Doppler", "prompt": "c110-m2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall SaaS & Developer-First Choice: **Doppler**"}, {"id": "mai-20260917-0922-baseline|c110-m2|google-small|HashiCorp Vault", "prompt": "c110-m2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the massive operational overhead required to deploy, patch, and scale a self-hosted Vault cluster make it a poor recommendation for mid-sized companies"}, {"id": "mai-20260917-0922-baseline|c110-m2|google-small|Infisical", "prompt": "c110-m2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Open-Source & Self-Hosted Option: **Infisical**"}, {"id": "mai-20260917-0922-baseline|c110-m2|google-small|Akeyless", "prompt": "c110-m2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for High-Security Enterprise B2B Sales: **Akeyless**"}, {"id": "mai-20260917-0922-baseline|c110-m2|google-small|1Password Developer Tools (Secrets Automation)", "prompt": "c110-m2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "1Password Developer Tools (Secrets Automation)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "though it lacks some of the deep, automated cloud-native integrations of Doppler or Akeyless"}, {"id": "mai-20260917-0922-baseline|c110-m2|google-small|AWS Secrets Manager", "prompt": "c110-m2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "be wary of \"per-secret\" and \"per-API-call\" pricing, which can scale aggressively"}, {"id": "mai-20260917-0922-baseline|c110-m2|google-small|Azure Key Vault", "prompt": "c110-m2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "be wary of \"per-secret\" and \"per-API-call\" pricing, which can scale aggressively"}, {"id": "mai-20260917-0922-baseline|c110-m2|google-small|Google Cloud Secret Manager", "prompt": "c110-m2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "their dashboards are notoriously clunky for developers"}, {"id": "mai-20260917-0922-baseline|c110-m2|google-small|OpenBao", "prompt": "c110-m2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "OpenBao", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "look instead at **OpenBao**, the Linux Foundation's community-driven fork"}, {"id": "mai-20260917-0922-baseline|c110-m2|meta-small|HashiCorp Vault", "prompt": "c110-m2", "model": "meta-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend using HashiCorp Vault as a secrets vault for applications and infrastructure"}, {"id": "mai-20260917-0922-baseline|c110-m2|meta-small|AWS Secrets Manager", "prompt": "c110-m2", "model": "meta-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are AWS Secrets Manager, CyberArk Conjur, and EnvManager."}, {"id": "mai-20260917-0922-baseline|c110-m2|meta-small|CyberArk Conjur", "prompt": "c110-m2", "model": "meta-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are AWS Secrets Manager, CyberArk Conjur, and EnvManager."}, {"id": "mai-20260917-0922-baseline|c110-m2|meta-small|EnvManager", "prompt": "c110-m2", "model": "meta-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "EnvManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are AWS Secrets Manager, CyberArk Conjur, and EnvManager."}, {"id": "mai-20260917-0922-baseline|c110-m2|minimax-small|HashiCorp Vault", "prompt": "c110-m2", "model": "minimax-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HashiCorp Vault** (Best Overall for Most Mid-Sized B2B Companies)"}, {"id": "mai-20260917-0922-baseline|c110-m2|minimax-small|AWS Secrets Manager", "prompt": "c110-m2", "model": "minimax-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Go with AWS Secrets Manager** if: You have minimal cloud infrastructure beyond AWS"}, {"id": "mai-20260917-0922-baseline|c110-m2|minimax-small|Azure Key Vault", "prompt": "c110-m2", "model": "minimax-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure Key Vault** (If You're Heavily Azure-Based)"}, {"id": "mai-20260917-0922-baseline|c110-m2|mistral-small|Doppler", "prompt": "c110-m2", "model": "mistral-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Doppler** stands out as a top recommendation"}, {"id": "mai-20260917-0922-baseline|c110-m2|mistral-small|AWS Secrets Manager", "prompt": "c110-m2", "model": "mistral-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **AWS Secrets Manager** (ideal if your infrastructure is already on AWS)"}, {"id": "mai-20260917-0922-baseline|c110-m2|mistral-small|HashiCorp Vault", "prompt": "c110-m2", "model": "mistral-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HashiCorp Vault** (if you need advanced features and self-hosting options)"}, {"id": "mai-20260917-0922-baseline|c110-m2|moonshot-small|Doppler", "prompt": "c110-m2", "model": "moonshot-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Doppler** or **HashiCorp Vault**"}, {"id": "mai-20260917-0922-baseline|c110-m2|moonshot-small|HashiCorp Vault", "prompt": "c110-m2", "model": "moonshot-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: **Doppler** or **HashiCorp Vault** (depending on your priorities)"}, {"id": "mai-20260917-0922-baseline|c110-m2|moonshot-small|AWS Secrets Manager", "prompt": "c110-m2", "model": "moonshot-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS-only infrastructure, minimal DevOps team | **AWS Secrets Manager**"}, {"id": "mai-20260917-0922-baseline|c110-m2|moonshot-small|Azure Key Vault", "prompt": "c110-m2", "model": "moonshot-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure-only infrastructure | **Azure Key Vault** (cheapest at scale"}, {"id": "mai-20260917-0922-baseline|c110-m2|moonshot-small|Infisical", "prompt": "c110-m2", "model": "moonshot-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tight budget + technical team | **Infisical** (open-source alternative, $8/user/mo)"}, {"id": "mai-20260917-0922-baseline|c110-m2|openai-small|HashiCorp Vault", "prompt": "c110-m2", "model": "openai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a growing, infrastructure-heavy B2B company:** **HashiCorp Vault**"}, {"id": "mai-20260917-0922-baseline|c110-m2|openai-small|AWS Secrets Manager", "prompt": "c110-m2", "model": "openai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are mostly on one cloud... **AWS Secrets Manager** on AWS"}, {"id": "mai-20260917-0922-baseline|c110-m2|openai-small|Azure Key Vault", "prompt": "c110-m2", "model": "openai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure Key Vault** on Azure"}, {"id": "mai-20260917-0922-baseline|c110-m2|openai-small|Google Cloud Secret Manager", "prompt": "c110-m2", "model": "openai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google Cloud Secret Manager** on GCP"}, {"id": "mai-20260917-0922-baseline|c110-m2|xai-small|HashiCorp Vault", "prompt": "c110-m2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with HashiCorp Vault—ideally the open-source Community Edition (free) self-hosted, or their managed HCP Vault"}, {"id": "mai-20260917-0922-baseline|c110-m2|xai-small|AWS Secrets Manager", "prompt": "c110-m2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you're all-in on one cloud** (e.g., 80%+ AWS): Go AWS Secrets Manager—zero ops, seamless IAM/rotation integration"}, {"id": "mai-20260917-0922-baseline|c110-m2|xai-small|Azure Key Vault", "prompt": "c110-m2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure KV if Microsoft stack."}, {"id": "mai-20260917-0922-baseline|c110-m2|xai-small|Google Secret Manager", "prompt": "c110-m2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Google Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unlike cloud-native options (AWS Secrets Manager, Azure Key Vault, Google Secret Manager), Vault works everywhere"}, {"id": "mai-20260917-0922-baseline|c110-m2|xai-small|Doppler", "prompt": "c110-m2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Doppler** | Fast onboarding, CI/CD sync"}, {"id": "mai-20260917-0922-baseline|c110-m2|xai-small|Infisical", "prompt": "c110-m2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Infisical** | Open-source, modern DX"}, {"id": "mai-20260917-0922-baseline|c110-m2|zai-small|HashiCorp Vault", "prompt": "c110-m2", "model": "zai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: HashiCorp Vault (self‑hosted or HCP Vault)"}, {"id": "mai-20260917-0922-baseline|c110-m2|zai-small|AWS Secrets Manager", "prompt": "c110-m2", "model": "zai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS Secrets Manager – if you’re AWS‑centric"}, {"id": "mai-20260917-0922-baseline|c110-m2|zai-small|Azure Key Vault", "prompt": "c110-m2", "model": "zai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure Key Vault – if you’re Azure‑centric"}, {"id": "mai-20260917-0922-baseline|c110-m2|zai-small|GCP Secret Manager", "prompt": "c110-m2", "model": "zai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "GCP Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GCP Secret Manager – if you’re Google Cloud–centric"}, {"id": "mai-20260917-0922-baseline|c110-m3|alibaba-small|HashiCorp Vault", "prompt": "c110-m3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vault is arguably the most popular standalone solution... If you are an **Enterprise** with mixed environments: You likely need **HashiCorp Vault** or **CyberArk**."}, {"id": "mai-20260917-0922-baseline|c110-m3|alibaba-small|AWS Secrets Manager", "prompt": "c110-m3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a **Startup**: Look at **Doppler** or native **AWS/Azure** tools."}, {"id": "mai-20260917-0922-baseline|c110-m3|alibaba-small|Azure Key Vault", "prompt": "c110-m3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "These are the native proprietary tools offered by major cloud providers."}, {"id": "mai-20260917-0922-baseline|c110-m3|alibaba-small|CyberArk", "prompt": "c110-m3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are an **Enterprise** with mixed environments: You likely need **HashiCorp Vault** or **CyberArk**."}, {"id": "mai-20260917-0922-baseline|c110-m3|alibaba-small|Doppler", "prompt": "c110-m3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are a **Startup**: Look at **Doppler** or native **AWS/Azure** tools."}, {"id": "mai-20260917-0922-baseline|c110-m3|alibaba-small|Sealed Secrets", "prompt": "c110-m3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "Sealed Secrets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are **Kubernetes-heavy**: Use **Sealed Secrets** or **External Secrets Operator**."}, {"id": "mai-20260917-0922-baseline|c110-m3|alibaba-small|1Password", "prompt": "c110-m3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "While traditionally consumer password managers, both now offer robust features for DevOps teams."}, {"id": "mai-20260917-0922-baseline|c110-m3|alibaba-small|Bitwarden", "prompt": "c110-m3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "Bitwarden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "1Password / Bitwarden (Team Vaults)"}, {"id": "mai-20260917-0922-baseline|c110-m3|alibaba-small|External Secrets Operator", "prompt": "c110-m3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "External Secrets Operator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you are **Kubernetes-heavy**: Use **Sealed Secrets** or **External Secrets Operator**."}, {"id": "mai-20260917-0922-baseline|c110-m3|anthropic-small|HashiCorp Vault", "prompt": "c110-m3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A widely-used open-source and enterprise solution that provides secure secret storage, dynamic secrets generation"}, {"id": "mai-20260917-0922-baseline|c110-m3|anthropic-small|AWS Secrets Manager", "prompt": "c110-m3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Amazon's native cloud service for managing secrets like database credentials, API keys, and tokens"}, {"id": "mai-20260917-0922-baseline|c110-m3|anthropic-small|Azure Key Vault", "prompt": "c110-m3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft's cloud-based solution for managing cryptographic keys, certificates, and secrets"}, {"id": "mai-20260917-0922-baseline|c110-m3|anthropic-small|Google Cloud Secret Manager", "prompt": "c110-m3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Google's managed service for storing and managing secrets with built-in encryption"}, {"id": "mai-20260917-0922-baseline|c110-m3|anthropic-small|1Password Business", "prompt": "c110-m3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A commercial solution focused on credential management and team sharing"}, {"id": "mai-20260917-0922-baseline|c110-m3|anthropic-small|Bitwarden Secrets Manager", "prompt": "c110-m3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "An open-source alternative emphasizing privacy and self-hosting options"}, {"id": "mai-20260917-0922-baseline|c110-m3|anthropic-small|CyberArk", "prompt": "c110-m3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "An enterprise-focused platform specializing in privileged access management (PAM)"}, {"id": "mai-20260917-0922-baseline|c110-m3|challenger-small|HashiCorp Vault", "prompt": "c110-m3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **HashiCorp Vault** if you need *maximum flexibility*, *dynamic secrets*, and *hybrid/multi-cloud* support."}, {"id": "mai-20260917-0922-baseline|c110-m3|challenger-small|CyberArk Conjur", "prompt": "c110-m3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Part of a broader enterprise identity/security stack; strong for high availability and enterprise governance."}, {"id": "mai-20260917-0922-baseline|c110-m3|challenger-small|AWS Secrets Manager", "prompt": "c110-m3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best when everything runs in AWS; tightly integrated with AWS IAM and rotation"}, {"id": "mai-20260917-0922-baseline|c110-m3|challenger-small|Azure Key Vault", "prompt": "c110-m3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "centered on Azure keys, secrets, and certificates with Azure IAM integration"}, {"id": "mai-20260917-0922-baseline|c110-m3|challenger-small|Google Secret Manager", "prompt": "c110-m3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple managed secret storage with Google Cloud IAM/auditing"}, {"id": "mai-20260917-0922-baseline|c110-m3|challenger-small|Doppler", "prompt": "c110-m3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose **Doppler** if your priority is *developer adoption* and a clean workflow."}, {"id": "mai-20260917-0922-baseline|c110-m3|challenger-small|Infisical", "prompt": "c110-m3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Choose **Infisical** if you want *open-source and self-hosting* options."}, {"id": "mai-20260917-0922-baseline|c110-m3|challenger-small|Akeyless", "prompt": "c110-m3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Emphasizes **zero-knowledge** and unified secrets/access across environments"}, {"id": "mai-20260917-0922-baseline|c110-m3|challenger-small|Keeper Secrets Manager", "prompt": "c110-m3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "Keeper Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cloud-based and integrated into the Keeper ecosystem"}, {"id": "mai-20260917-0922-baseline|c110-m3|deepseek-small|HashiCorp Vault", "prompt": "c110-m3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most powerful and flexible option, the de facto standard for dynamic secrets."}, {"id": "mai-20260917-0922-baseline|c110-m3|deepseek-small|AWS Secrets Manager", "prompt": "c110-m3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "simplest for AWS shops"}, {"id": "mai-20260917-0922-baseline|c110-m3|deepseek-small|Azure Key Vault", "prompt": "c110-m3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure Key Vault is a Microsoft-centric option"}, {"id": "mai-20260917-0922-baseline|c110-m3|deepseek-small|Google Cloud Secret Manager", "prompt": "c110-m3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GCP Secret Manager is the natural fit for Google Cloud workloads."}, {"id": "mai-20260917-0922-baseline|c110-m3|deepseek-small|CyberArk Conjur", "prompt": "c110-m3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise with a PAM program / regulated industry → CyberArk Conjur"}, {"id": "mai-20260917-0922-baseline|c110-m3|deepseek-small|Doppler", "prompt": "c110-m3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Developer velocity, minimal ops, cloud-agnostic SaaS → Doppler"}, {"id": "mai-20260917-0922-baseline|c110-m3|deepseek-small|Infisical", "prompt": "c110-m3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source, self-hosted, simpler than Vault → Infisical"}, {"id": "mai-20260917-0922-baseline|c110-m3|google-small|HashiCorp Vault", "prompt": "c110-m3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Extremely powerful and feature-rich... but **immense complexity**"}, {"id": "mai-20260917-0922-baseline|c110-m3|google-small|OpenBao", "prompt": "c110-m3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A community-driven, strictly open-source (MPL 2.0) fork of HashiCorp Vault"}, {"id": "mai-20260917-0922-baseline|c110-m3|google-small|Akeyless", "prompt": "c110-m3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go SaaS Zero-Trust** (Akeyless) if you need enterprise-grade security and dynamic rotation across multiple clouds"}, {"id": "mai-20260917-0922-baseline|c110-m3|google-small|Doppler", "prompt": "c110-m3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A highly polished SaaS that syncs secrets in real-time across your entire stack"}, {"id": "mai-20260917-0922-baseline|c110-m3|google-small|Infisical", "prompt": "c110-m3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "An open-source (MIT licensed) developer-first alternative to Doppler"}, {"id": "mai-20260917-0922-baseline|c110-m3|google-small|AWS Secrets Manager", "prompt": "c110-m3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "AWS Secrets Manager is relatively expensive when scaling to thousands of individual secrets"}, {"id": "mai-20260917-0922-baseline|c110-m3|google-small|Azure Key Vault", "prompt": "c110-m3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Each major cloud provider has its own built-in service"}, {"id": "mai-20260917-0922-baseline|c110-m3|google-small|Google Cloud Secret Manager", "prompt": "c110-m3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Each major cloud provider has its own built-in service"}, {"id": "mai-20260917-0922-baseline|c110-m3|google-small|SOPS", "prompt": "c110-m3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "SOPS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Go GitOps** (SOPS) if you operate strictly in code repositories"}, {"id": "mai-20260917-0922-baseline|c110-m3|meta-small|HashiCorp Vault", "prompt": "c110-m3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include HashiCorp Vault, AWS Secrets Manager, Azure Key Vault, CyberArk Conjur, Doppler, and Infisical."}, {"id": "mai-20260917-0922-baseline|c110-m3|meta-small|AWS Secrets Manager", "prompt": "c110-m3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include HashiCorp Vault, AWS Secrets Manager, Azure Key Vault, CyberArk Conjur, Doppler, and Infisical."}, {"id": "mai-20260917-0922-baseline|c110-m3|meta-small|Azure Key Vault", "prompt": "c110-m3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include HashiCorp Vault, AWS Secrets Manager, Azure Key Vault, CyberArk Conjur, Doppler, and Infisical."}, {"id": "mai-20260917-0922-baseline|c110-m3|meta-small|CyberArk Conjur", "prompt": "c110-m3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include HashiCorp Vault, AWS Secrets Manager, Azure Key Vault, CyberArk Conjur, Doppler, and Infisical."}, {"id": "mai-20260917-0922-baseline|c110-m3|meta-small|Doppler", "prompt": "c110-m3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include HashiCorp Vault, AWS Secrets Manager, Azure Key Vault, CyberArk Conjur, Doppler, and Infisical."}, {"id": "mai-20260917-0922-baseline|c110-m3|meta-small|Infisical", "prompt": "c110-m3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top tools include HashiCorp Vault, AWS Secrets Manager, Azure Key Vault, CyberArk Conjur, Doppler, and Infisical."}, {"id": "mai-20260917-0922-baseline|c110-m3|minimax-small|HashiCorp Vault", "prompt": "c110-m3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HashiCorp Vault** | Multi-cloud, enterprise | Most features, dynamic secrets, self-hostable"}, {"id": "mai-20260917-0922-baseline|c110-m3|minimax-small|AWS Secrets Manager", "prompt": "c110-m3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS-only workloads**: AWS Secrets Manager"}, {"id": "mai-20260917-0922-baseline|c110-m3|minimax-small|Azure Key Vault", "prompt": "c110-m3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft ecosystem**: Azure Key Vault"}, {"id": "mai-20260917-0922-baseline|c110-m3|minimax-small|Google Cloud Secret Manager", "prompt": "c110-m3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Google Cloud Secret Manager** | GCP environments | Native Google Cloud integration |"}, {"id": "mai-20260917-0922-baseline|c110-m3|minimax-small|Doppler", "prompt": "c110-m3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Fast-growing dev teams**: Doppler"}, {"id": "mai-20260917-0922-baseline|c110-m3|minimax-small|CyberArk Conjur", "prompt": "c110-m3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Regulated industries**: CyberArk Conjur"}, {"id": "mai-20260917-0922-baseline|c110-m3|minimax-small|Infisical", "prompt": "c110-m3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Open-source/self-hosted**: Infisical or HashiCorp Vault"}, {"id": "mai-20260917-0922-baseline|c110-m3|minimax-small|1Password", "prompt": "c110-m3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Cloud-only SaaS**: Doppler, 1Password, Akeyless"}, {"id": "mai-20260917-0922-baseline|c110-m3|minimax-small|Akeyless", "prompt": "c110-m3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**True multi-cloud**: HashiCorp Vault, CyberArk Conjur, Akeyless, Doppler"}, {"id": "mai-20260917-0922-baseline|c110-m3|mistral-small|HashiCorp Vault", "prompt": "c110-m3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Differentiator: The most flexible and feature-rich, ideal for organizations needing secrets management across diverse environments"}, {"id": "mai-20260917-0922-baseline|c110-m3|mistral-small|AWS Secrets Manager", "prompt": "c110-m3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For AWS workloads: AWS Secrets Manager"}, {"id": "mai-20260917-0922-baseline|c110-m3|mistral-small|Azure Key Vault", "prompt": "c110-m3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Azure workloads: Azure Key Vault"}, {"id": "mai-20260917-0922-baseline|c110-m3|mistral-small|Google Secret Manager", "prompt": "c110-m3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For GCP workloads: Google Secret Manager"}, {"id": "mai-20260917-0922-baseline|c110-m3|mistral-small|Infisical", "prompt": "c110-m3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For self-hosted, developer-friendly: Infisical"}, {"id": "mai-20260917-0922-baseline|c110-m3|mistral-small|OpenBao", "prompt": "c110-m3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For maximum flexibility and control: HashiCorp Vault or OpenBao"}, {"id": "mai-20260917-0922-baseline|c110-m3|mistral-small|Doppler", "prompt": "c110-m3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For easy multi-environment sync: Doppler"}, {"id": "mai-20260917-0922-baseline|c110-m3|moonshot-small|HashiCorp Vault", "prompt": "c110-m3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **HashiCorp Vault** 🏆\n**Best for:** Multi-cloud, hybrid environments, and advanced enterprise needs"}, {"id": "mai-20260917-0922-baseline|c110-m3|moonshot-small|AWS Secrets Manager", "prompt": "c110-m3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** AWS-centric workloads, serverless architectures"}, {"id": "mai-20260917-0922-baseline|c110-m3|moonshot-small|Azure Key Vault", "prompt": "c110-m3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Microsoft/Azure-centric environments"}, {"id": "mai-20260917-0922-baseline|c110-m3|moonshot-small|CyberArk Conjur", "prompt": "c110-m3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprises with existing CyberArk PAM infrastructure, regulated industries"}, {"id": "mai-20260917-0922-baseline|c110-m3|moonshot-small|Doppler", "prompt": "c110-m3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Developer-first teams, cloud-agnostic setups"}, {"id": "mai-20260917-0922-baseline|c110-m3|moonshot-small|1Password Secrets Automation", "prompt": "c110-m3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Teams already using 1Password, SMBs"}, {"id": "mai-20260917-0922-baseline|c110-m3|moonshot-small|Infisical", "prompt": "c110-m3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Teams wanting open-source, self-hostable solution"}, {"id": "mai-20260917-0922-baseline|c110-m3|moonshot-small|Akeyless", "prompt": "c110-m3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Zero-trust teams, multi-cloud with JIT access needs"}, {"id": "mai-20260917-0922-baseline|c110-m3|moonshot-small|OpenBao", "prompt": "c110-m3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "OpenBao", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Open source & self-hosted** | Infisical, OpenBao"}, {"id": "mai-20260917-0922-baseline|c110-m3|moonshot-small|Keeper", "prompt": "c110-m3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Regulated industries (FedRAMP)** | CyberArk, Keeper, AWS Secrets Manager"}, {"id": "mai-20260917-0922-baseline|c110-m3|openai-small|HashiCorp Vault", "prompt": "c110-m3", "model": "openai-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best known for being the most flexible and feature-rich option."}, {"id": "mai-20260917-0922-baseline|c110-m3|openai-small|AWS Secrets Manager", "prompt": "c110-m3", "model": "openai-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're already deep in AWS and mainly need **secure storage, retrieval, and automatic rotation**"}, {"id": "mai-20260917-0922-baseline|c110-m3|openai-small|Google Cloud Secret Manager", "prompt": "c110-m3", "model": "openai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Google Cloud users who want a simpler, cloud-native way to **store and manage secrets with versioning**"}, {"id": "mai-20260917-0922-baseline|c110-m3|openai-small|Azure Key Vault", "prompt": "c110-m3", "model": "openai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft/Azure environments."}, {"id": "mai-20260917-0922-baseline|c110-m3|xai-small|HashiCorp Vault", "prompt": "c110-m3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HashiCorp Vault** (often ranked #1 for enterprises)"}, {"id": "mai-20260917-0922-baseline|c110-m3|xai-small|AWS Secrets Manager", "prompt": "c110-m3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "top for AWS users"}, {"id": "mai-20260917-0922-baseline|c110-m3|xai-small|Azure Key Vault", "prompt": "c110-m3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "top for Azure/Microsoft stacks"}, {"id": "mai-20260917-0922-baseline|c110-m3|xai-small|Google Cloud Secret Manager", "prompt": "c110-m3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(GCP-native)"}, {"id": "mai-20260917-0922-baseline|c110-m3|xai-small|CyberArk Conjur", "prompt": "c110-m3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Regulated enterprises w/ PAM | Ties into full PAM/identity; strong audits; heavier for non-CyberArk users."}, {"id": "mai-20260917-0922-baseline|c110-m3|xai-small|Doppler", "prompt": "c110-m3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SaaS for speed (Doppler)"}, {"id": "mai-20260917-0922-baseline|c110-m3|xai-small|Akeyless", "prompt": "c110-m3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Akeyless** (multi-cloud zero-trust)"}, {"id": "mai-20260917-0922-baseline|c110-m3|xai-small|Infisical", "prompt": "c110-m3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Open-source** (Infisical, OpenBao/Vault fork): Free self-host; lighter than Vault but fewer dynamics."}, {"id": "mai-20260917-0922-baseline|c110-m3|xai-small|1Password Secrets Automation", "prompt": "c110-m3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**1Password Secrets Automation** (dev teams/CLI)"}, {"id": "mai-20260917-0922-baseline|c110-m3|xai-small|Keeper", "prompt": "c110-m3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Keeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Keeper** or **Bitwarden Secrets Manager** (SMB/PAM)"}, {"id": "mai-20260917-0922-baseline|c110-m3|xai-small|Bitwarden Secrets Manager", "prompt": "c110-m3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Keeper** or **Bitwarden Secrets Manager** (SMB/PAM)"}, {"id": "mai-20260917-0922-baseline|c110-m3|xai-small|OpenBao", "prompt": "c110-m3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "OpenBao", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Open-source** (Infisical, OpenBao/Vault fork): Free self-host"}, {"id": "mai-20260917-0922-baseline|c110-m3|zai-small|HashiCorp Vault", "prompt": "c110-m3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Vault** if:\n- You need maximum flexibility and control\n- Require support for multiple cloud providers"}, {"id": "mai-20260917-0922-baseline|c110-m3|zai-small|AWS Secrets Manager", "prompt": "c110-m3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Use Case**: AWS workloads requiring tight integration with AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c110-m3|zai-small|Azure Key Vault", "prompt": "c110-m3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Use Case**: Azure workloads and hybrid environments"}, {"id": "mai-20260917-0922-baseline|c110-m3|zai-small|Google Secret Manager", "prompt": "c110-m3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Use Case**: Google Cloud workloads"}, {"id": "mai-20260917-0922-baseline|c110-m3|zai-small|Doppler", "prompt": "c110-m3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Doppler** if:\n- You're a development team needing quick setup"}, {"id": "mai-20260917-0922-baseline|c110-m3|zai-small|1Password Secrets Automation", "prompt": "c110-m3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Use Case**: Organizations already using 1Password"}, {"id": "mai-20260917-0922-baseline|c110-m3|zai-small|CyberArk Privileged Access Security (PAS)", "prompt": "c110-m3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk Privileged Access Security (PAS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose CyberArk** if:\n- You handle highly sensitive privileged credentials"}, {"id": "mai-20260917-0922-baseline|c110-m3|zai-small|AWS Parameter Store", "prompt": "c110-m3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Parameter Store", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Use Case**: Simple configuration storage and secrets"}, {"id": "mai-20260917-0922-baseline|c110-m4|alibaba-small|Doppler", "prompt": "c110-m4", "model": "alibaba-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder (Startups & SaaS)... **If you have Developers:** Choose **Doppler** (start with the free tier, move to paid later)."}, {"id": "mai-20260917-0922-baseline|c110-m4|alibaba-small|HashiCorp Vault (Community Edition)", "prompt": "c110-m4", "model": "alibaba-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you have SysAdmins:** Choose **HashiCorp Vault**. It provides enterprise capabilities for $0 upfront."}, {"id": "mai-20260917-0922-baseline|c110-m4|alibaba-small|Bitwarden (Business Plan)", "prompt": "c110-m4", "model": "alibaba-small", "cat": "secrets-management", "variant": "budget", "raw": "Bitwarden (Business Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need Team Password Sharing:** Choose **Bitwarden**."}, {"id": "mai-20260917-0922-baseline|c110-m4|alibaba-small|AWS Secrets Manager", "prompt": "c110-m4", "model": "alibaba-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "using their native secret storage is often the most cost-effective choice"}, {"id": "mai-20260917-0922-baseline|c110-m4|alibaba-small|Azure Key Vault", "prompt": "c110-m4", "model": "alibaba-small", "cat": "secrets-management", "variant": "budget", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you are Cloud-Native:** Use the **Native Cloud Service** (AWS/Azure/GCP)"}, {"id": "mai-20260917-0922-baseline|c110-m4|alibaba-small|GCP Secret Manager", "prompt": "c110-m4", "model": "alibaba-small", "cat": "secrets-management", "variant": "budget", "raw": "GCP Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you are Cloud-Native:** Use the **Native Cloud Service** (AWS/Azure/GCP) to avoid third-party costs."}, {"id": "mai-20260917-0922-baseline|c110-m4|anthropic-small|HashiCorp Vault (Open Source)", "prompt": "c110-m4", "model": "anthropic-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault (Open Source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "or **Vault (open source)** if you need more sophisticated features and have the technical team to manage it"}, {"id": "mai-20260917-0922-baseline|c110-m4|anthropic-small|Sealed Secrets", "prompt": "c110-m4", "model": "anthropic-small", "cat": "secrets-management", "variant": "budget", "raw": "Sealed Secrets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're using Kubernetes, these are free solutions"}, {"id": "mai-20260917-0922-baseline|c110-m4|anthropic-small|External Secrets Operator", "prompt": "c110-m4", "model": "anthropic-small", "cat": "secrets-management", "variant": "budget", "raw": "External Secrets Operator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "External Secrets Operator integrates with various secret stores"}, {"id": "mai-20260917-0922-baseline|c110-m4|anthropic-small|AWS Secrets Manager", "prompt": "c110-m4", "model": "anthropic-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already using cloud infrastructure, these are often cost-effective"}, {"id": "mai-20260917-0922-baseline|c110-m4|anthropic-small|Azure Key Vault", "prompt": "c110-m4", "model": "anthropic-small", "cat": "secrets-management", "variant": "budget", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "these are often cost-effective"}, {"id": "mai-20260917-0922-baseline|c110-m4|anthropic-small|Google Cloud Secret Manager", "prompt": "c110-m4", "model": "anthropic-small", "cat": "secrets-management", "variant": "budget", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pay-per-secret model is budget-friendly for smaller deployments"}, {"id": "mai-20260917-0922-baseline|c110-m4|anthropic-small|1Password Business", "prompt": "c110-m4", "model": "anthropic-small", "cat": "secrets-management", "variant": "budget", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for team password and secrets sharing"}, {"id": "mai-20260917-0922-baseline|c110-m4|anthropic-small|Bitwarden Organizations", "prompt": "c110-m4", "model": "anthropic-small", "cat": "secrets-management", "variant": "budget", "raw": "Bitwarden Organizations", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Start with **Bitwarden (self-hosted)** for simplicity"}, {"id": "mai-20260917-0922-baseline|c110-m4|anthropic-small|Git-Crypt", "prompt": "c110-m4", "model": "anthropic-small", "cat": "secrets-management", "variant": "budget", "raw": "Git-Crypt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free, lightweight tools for encrypting secrets in Git repos"}, {"id": "mai-20260917-0922-baseline|c110-m4|anthropic-small|BlackBox", "prompt": "c110-m4", "model": "anthropic-small", "cat": "secrets-management", "variant": "budget", "raw": "BlackBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Free, lightweight tools for encrypting secrets in Git repos"}, {"id": "mai-20260917-0922-baseline|c110-m4|challenger-small|Infisical", "prompt": "c110-m4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd pick **Infisical** for most small companies on a limited budget"}, {"id": "mai-20260917-0922-baseline|c110-m4|challenger-small|OpenBao", "prompt": "c110-m4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lowest cash cost, willing to self-host:** **OpenBao** or **SOPS**"}, {"id": "mai-20260917-0922-baseline|c110-m4|challenger-small|SOPS", "prompt": "c110-m4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "SOPS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lowest cash cost, willing to self-host:** **OpenBao** or **SOPS**"}, {"id": "mai-20260917-0922-baseline|c110-m4|challenger-small|Doppler", "prompt": "c110-m4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Doppler** is often the easiest to budget because it has a free tier for 3 users"}, {"id": "mai-20260917-0922-baseline|c110-m4|challenger-small|AWS Secrets Manager", "prompt": "c110-m4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can be sensible, but it is usually chosen for ecosystem fit rather than lowest price"}, {"id": "mai-20260917-0922-baseline|c110-m4|challenger-small|Vault", "prompt": "c110-m4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "better than heavier enterprise tools like Vault"}, {"id": "mai-20260917-0922-baseline|c110-m4|deepseek-small|Infisical (self-hosted)", "prompt": "c110-m4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical (self-hosted)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a limited budget: **Infisical (self-hosted)**"}, {"id": "mai-20260917-0922-baseline|c110-m4|deepseek-small|HashiCorp Vault (Community Edition)", "prompt": "c110-m4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault (Community Edition)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Trade-off:** Complex to operate — realistically needs a dedicated platform engineer. Only worth it if you have that expertise."}, {"id": "mai-20260917-0922-baseline|c110-m4|deepseek-small|OpenBao", "prompt": "c110-m4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OpenBao** is the Linux Foundation fork that's fully open (MPL-2.0) and API-compatible"}, {"id": "mai-20260917-0922-baseline|c110-m4|deepseek-small|Google Cloud Secret Manager", "prompt": "c110-m4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "~$3/month for small usage ... Cheapest option overall."}, {"id": "mai-20260917-0922-baseline|c110-m4|deepseek-small|Azure Key Vault", "prompt": "c110-m4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "$0.03 per 10,000 operations, no storage fee."}, {"id": "mai-20260917-0922-baseline|c110-m4|deepseek-small|AWS Secrets Manager", "prompt": "c110-m4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "$0.40 per secret/month + $0.05 per 10K calls (a 100-secret team ≈ $40/month)"}, {"id": "mai-20260917-0922-baseline|c110-m4|deepseek-small|Bitwarden Secrets Manager", "prompt": "c110-m4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "$4/user/month (Teams) — simplest hosted option."}, {"id": "mai-20260917-0922-baseline|c110-m4|deepseek-small|SOPS (Mozilla)", "prompt": "c110-m4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "SOPS (Mozilla)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "free, lightweight, encrypts secrets in your git repo. Fine for a handful of secrets but no centralized vault."}, {"id": "mai-20260917-0922-baseline|c110-m4|google-small|Infisical (Community Edition)", "prompt": "c110-m4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical (Community Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Infisical (Self-Hosted) if you want a beautiful, modern, enterprise-ready UI with maximum features"}, {"id": "mai-20260917-0922-baseline|c110-m4|google-small|OpenBao (by the Linux Foundation)", "prompt": "c110-m4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "OpenBao (by the Linux Foundation)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It is notoriously complex to set up, configure, and maintain. It requires dedicated platform engineering hours."}, {"id": "mai-20260917-0922-baseline|c110-m4|google-small|Bitwarden Secrets Manager", "prompt": "c110-m4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Bitwarden Secrets Manager if you are a small team (under 3 users) that wants a cloud-hosted, secure, and reputable SaaS for $0."}, {"id": "mai-20260917-0922-baseline|c110-m4|google-small|Doppler", "prompt": "c110-m4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Doppler if developer speed and painless integration ... are your highest priorities"}, {"id": "mai-20260917-0922-baseline|c110-m4|google-small|EnvManager", "prompt": "c110-m4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "EnvManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It has the most predictable SaaS pricing on the market."}, {"id": "mai-20260917-0922-baseline|c110-m4|google-small|Mozilla SOPS (Secrets Operations)", "prompt": "c110-m4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "Mozilla SOPS (Secrets Operations)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SOPS allows you to encrypt files (YAML, JSON, ENV) directly in your repository using KMS"}, {"id": "mai-20260917-0922-baseline|c110-m4|google-small|AWS Systems Manager (SSM) Parameter Store", "prompt": "c110-m4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Systems Manager (SSM) Parameter Store", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose AWS Parameter Store (SecureString) if you are hosted on AWS and want to securely store configuration secrets"}, {"id": "mai-20260917-0922-baseline|c110-m4|google-small|AWS Secrets Manager", "prompt": "c110-m4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "AWS Secrets Manager is expensive, charging a flat $0.40/secret/month."}, {"id": "mai-20260917-0922-baseline|c110-m4|google-small|HashiCorp Vault", "prompt": "c110-m4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "After HashiCorp changed Vault's license to the restrictive Business Source License (BSL) in 2023"}, {"id": "mai-20260917-0922-baseline|c110-m4|meta-small|Doppler", "prompt": "c110-m4", "model": "meta-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best secrets management tool for a company with a limited budget is likely to be a developer-focused tool such as Doppler, Infisical, or EnvManager"}, {"id": "mai-20260917-0922-baseline|c110-m4|meta-small|Infisical", "prompt": "c110-m4", "model": "meta-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "such as Doppler, Infisical, or EnvManager, which offer free or low-cost plans"}, {"id": "mai-20260917-0922-baseline|c110-m4|meta-small|EnvManager", "prompt": "c110-m4", "model": "meta-small", "cat": "secrets-management", "variant": "budget", "raw": "EnvManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "such as Doppler, Infisical, or EnvManager, which offer free or low-cost plans"}, {"id": "mai-20260917-0922-baseline|c110-m4|meta-small|Akeyless", "prompt": "c110-m4", "model": "meta-small", "cat": "secrets-management", "variant": "budget", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Akeyless: Has the lowest published entry price at $0/mo (Free)."}, {"id": "mai-20260917-0922-baseline|c110-m4|minimax-small|Akeyless", "prompt": "c110-m4", "model": "minimax-small", "cat": "secrets-management", "variant": "budget", "raw": "Akeyless", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For very small teams (1-3 people)**: **Akeyless** or **Doppler** (both free tiers are generous)"}, {"id": "mai-20260917-0922-baseline|c110-m4|minimax-small|Doppler", "prompt": "c110-m4", "model": "minimax-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Doppler** at $8/user offers the best balance of features and cost"}, {"id": "mai-20260917-0922-baseline|c110-m4|minimax-small|Infisical", "prompt": "c110-m4", "model": "minimax-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Infisical** (Best for open-source flexibility)"}, {"id": "mai-20260917-0922-baseline|c110-m4|minimax-small|HashiCorp Vault Community Edition", "prompt": "c110-m4", "model": "minimax-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HashiCorp Vault** (self-hosted) eliminates licensing costs entirely"}, {"id": "mai-20260917-0922-baseline|c110-m4|mistral-small|Infisical", "prompt": "c110-m4", "model": "mistral-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the best balance of cost and features, Infisical (self-hosted) and Bitwarden Secrets Manager (SaaS) are the most budget-friendly options"}, {"id": "mai-20260917-0922-baseline|c110-m4|mistral-small|HashiCorp Vault (Community Edition)", "prompt": "c110-m4", "model": "mistral-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault (Community Edition)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the managed cloud offering (HCP Vault Dedicated) starts at about $1,100/month, which is expensive for small teams"}, {"id": "mai-20260917-0922-baseline|c110-m4|mistral-small|CyberArk Conjur Open Source", "prompt": "c110-m4", "model": "mistral-small", "cat": "secrets-management", "variant": "budget", "raw": "CyberArk Conjur Open Source", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Another free, open-source option for self-hosting."}, {"id": "mai-20260917-0922-baseline|c110-m4|mistral-small|Bitwarden Secrets Manager", "prompt": "c110-m4", "model": "mistral-small", "cat": "secrets-management", "variant": "budget", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Infisical (self-hosted) and Bitwarden Secrets Manager (SaaS) are the most budget-friendly options"}, {"id": "mai-20260917-0922-baseline|c110-m4|mistral-small|Doppler", "prompt": "c110-m4", "model": "mistral-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a low-cost SaaS option like Bitwarden or Doppler (starting at $18/seat/month) may be more practical"}, {"id": "mai-20260917-0922-baseline|c110-m4|moonshot-small|Infisical", "prompt": "c110-m4", "model": "moonshot-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Infisical** (Best Overall Value)"}, {"id": "mai-20260917-0922-baseline|c110-m4|moonshot-small|HashiCorp Vault", "prompt": "c110-m4", "model": "moonshot-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Caveat**: Steeper learning curve and infrastructure requirements"}, {"id": "mai-20260917-0922-baseline|c110-m4|moonshot-small|Doppler", "prompt": "c110-m4", "model": "moonshot-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For small teams (1-3 people)**: **Doppler's free tier** offers the best user experience"}, {"id": "mai-20260917-0922-baseline|c110-m4|moonshot-small|OpenBao", "prompt": "c110-m4", "model": "moonshot-small", "cat": "secrets-management", "variant": "budget", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with **Infisical self-hosted** or **OpenBao**"}, {"id": "mai-20260917-0922-baseline|c110-m4|openai-small|HashiCorp Vault OSS", "prompt": "c110-m4", "model": "openai-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault OSS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you mean **best overall value under budget pressure**, I'd pick **HashiCorp Vault OSS**."}, {"id": "mai-20260917-0922-baseline|c110-m4|openai-small|AWS Secrets Manager", "prompt": "c110-m4", "model": "openai-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS Secrets Manager** if you're mostly on AWS"}, {"id": "mai-20260917-0922-baseline|c110-m4|openai-small|Azure Key Vault", "prompt": "c110-m4", "model": "openai-small", "cat": "secrets-management", "variant": "budget", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure Key Vault** if you're mostly on Azure"}, {"id": "mai-20260917-0922-baseline|c110-m4|openai-small|Google Secret Manager", "prompt": "c110-m4", "model": "openai-small", "cat": "secrets-management", "variant": "budget", "raw": "Google Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google Secret Manager** if you're mostly on GCP"}, {"id": "mai-20260917-0922-baseline|c110-m4|openai-small|SOPS + GitOps", "prompt": "c110-m4", "model": "openai-small", "cat": "secrets-management", "variant": "budget", "raw": "SOPS + GitOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider simpler tools like **SOPS + GitOps**"}, {"id": "mai-20260917-0922-baseline|c110-m4|openai-small|Doppler", "prompt": "c110-m4", "model": "openai-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or **Doppler** if the pricing fits"}, {"id": "mai-20260917-0922-baseline|c110-m4|xai-small|Infisical", "prompt": "c110-m4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best secrets management tool is likely **Infisical** (open-source core under MIT license)"}, {"id": "mai-20260917-0922-baseline|c110-m4|xai-small|HashiCorp Vault (Community Edition)", "prompt": "c110-m4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free self-host (BSL license) | Dynamic secrets, PKI, enterprises | ... Steep learning curve, high maintenance"}, {"id": "mai-20260917-0922-baseline|c110-m4|xai-small|Doppler", "prompt": "c110-m4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SaaS ease (no ops overhead)**: Doppler free tier."}, {"id": "mai-20260917-0922-baseline|c110-m4|xai-small|Akeyless", "prompt": "c110-m4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free tier (limited connections) | Zero-knowledge, multi-cloud"}, {"id": "mai-20260917-0922-baseline|c110-m4|xai-small|Bitwarden Secrets Manager", "prompt": "c110-m4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free self-host (GPL) | Teams using Bitwarden passwords"}, {"id": "mai-20260917-0922-baseline|c110-m4|xai-small|OpenBao", "prompt": "c110-m4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "OpenBao", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free self-host (MPL 2.0, Vault fork) | Vault users avoiding BSL | N/A | Newer, smaller community."}, {"id": "mai-20260917-0922-baseline|c110-m4|xai-small|AWS Secrets Manager", "prompt": "c110-m4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Already on AWS/GCP/Azure**: Their native managers (e.g., AWS Secrets Manager free tier/low per-secret cost)."}, {"id": "mai-20260917-0922-baseline|c110-m4|xai-small|External Secrets Operator", "prompt": "c110-m4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "External Secrets Operator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "pair with External Secrets Operator for any backend"}, {"id": "mai-20260917-0922-baseline|c110-m4|zai-small|OpenBao", "prompt": "c110-m4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "OpenBao", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have a platform team and want a proven solution** → OpenBao (free, truly open source)"}, {"id": "mai-20260917-0922-baseline|c110-m4|zai-small|Infisical", "prompt": "c110-m4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you want developer-friendly UX and modern workflows** → Infisical (free self-hosted)"}, {"id": "mai-20260917-0922-baseline|c110-m4|zai-small|Mozilla SOPS", "prompt": "c110-m4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "Mozilla SOPS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need simple GitOps file encryption** → Mozilla SOPS (free, CLI-based)"}, {"id": "mai-20260917-0922-baseline|c110-m4|zai-small|Bitwarden Secrets Manager", "prompt": "c110-m4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already using Bitwarden** | Bitwarden Secrets Manager"}, {"id": "mai-20260917-0922-baseline|c110-m4|zai-small|Doppler", "prompt": "c110-m4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you're a tiny team and want SaaS with no setup** → Doppler free tier"}, {"id": "mai-20260917-0922-baseline|c110-m4|zai-small|Akeyless", "prompt": "c110-m4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Akeyless** | Free tier available | Usage-based pricing after free tier"}, {"id": "mai-20260917-0922-baseline|c110-m4|zai-small|Google Cloud Secret Manager", "prompt": "c110-m4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Cloud-native and usage-based pricing** | GCP Secret Manager (~$3/month)"}, {"id": "mai-20260917-0922-baseline|c110-m4|zai-small|Keeper", "prompt": "c110-m4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "Keeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "cheapest per-seat option being **Keeper at $3.75/user/month**"}, {"id": "mai-20260917-0922-baseline|c110-m4|zai-small|AWS Secrets Manager", "prompt": "c110-m4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Per-secret** (AWS Secrets Manager) scales with secret count"}, {"id": "mai-20260917-0922-baseline|c110-m4|zai-small|HashiCorp Vault", "prompt": "c110-m4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "HashiCorp Vault moved to a Business Source License (BSL). If you need a fully open-source license, OpenBao is the safer choice."}, {"id": "mai-20260917-0922-baseline|c110-m5|alibaba-small|Doppler", "prompt": "c110-m5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Doppler / CyberArk / Akeyless: Modern, developer-friendly, SaaS-first options designed to reduce operational burden."}, {"id": "mai-20260917-0922-baseline|c110-m5|alibaba-small|Akeyless", "prompt": "c110-m5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SaaS (e.g., Doppler, Akeyless, CyberArk Identity): Easier to deploy, managed updates, lower internal overhead."}, {"id": "mai-20260917-0922-baseline|c110-m5|alibaba-small|CyberArk Identity", "prompt": "c110-m5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "CyberArk Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Doppler / CyberArk / Akeyless: Modern, developer-friendly, SaaS-first options"}, {"id": "mai-20260917-0922-baseline|c110-m5|alibaba-small|HashiCorp Vault", "prompt": "c110-m5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The industry standard feature-rich option. Powerful but complex to manage."}, {"id": "mai-20260917-0922-baseline|c110-m5|alibaba-small|AWS/Azure/GCP Native Managers", "prompt": "c110-m5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS/Azure/GCP Native Managers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good if you are heavily invested in one cloud. Easy to start, but can become fragmented if you go multi-cloud."}, {"id": "mai-20260917-0922-baseline|c110-m5|deepseek-small|HashiCorp Vault", "prompt": "c110-m5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vault is a strong default if you're multi-cloud"}, {"id": "mai-20260917-0922-baseline|c110-m5|deepseek-small|AWS Secrets Manager", "prompt": "c110-m5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Primarily AWS | **AWS Secrets Manager** (native rotation, IAM, simple)"}, {"id": "mai-20260917-0922-baseline|c110-m5|deepseek-small|Azure Key Vault", "prompt": "c110-m5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Primarily Azure | **Azure Key Vault** (cheap at scale, HSM option)"}, {"id": "mai-20260917-0922-baseline|c110-m5|deepseek-small|Google Secret Manager", "prompt": "c110-m5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "Google Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GCP-native | **Google Secret Manager**"}, {"id": "mai-20260917-0922-baseline|c110-m5|deepseek-small|Doppler", "prompt": "c110-m5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Want modern SaaS + strong DX | **Doppler**, **1Password**, or similar managed platforms"}, {"id": "mai-20260917-0922-baseline|c110-m5|deepseek-small|1Password", "prompt": "c110-m5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Doppler**, **1Password**, or similar managed platforms"}, {"id": "mai-20260917-0922-baseline|c110-m5|google-small|Doppler", "prompt": "c110-m5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best-in-class UI/UX, incredibly fast onboarding, excellent CLI... Set up a trial of **Doppler** or **Infisical**"}, {"id": "mai-20260917-0922-baseline|c110-m5|google-small|Infisical", "prompt": "c110-m5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "A modern, developer-friendly open-source alternative to Doppler... Set up a trial of **Doppler** or **Infisical**"}, {"id": "mai-20260917-0922-baseline|c110-m5|google-small|HashiCorp Vault / HCP Vault", "prompt": "c110-m5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault / HCP Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Very steep learning curve. Self-hosting requires a dedicated team of platform engineers to prevent catastrophic outages."}, {"id": "mai-20260917-0922-baseline|c110-m5|google-small|OpenBao", "prompt": "c110-m5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers a direct, community-driven alternative... Cons: Requires the same high operational and self-hosting overhead as Vault."}, {"id": "mai-20260917-0922-baseline|c110-m5|google-small|Akeyless", "prompt": "c110-m5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "offering top-tier security without the operational nightmare of self-hosting Vault. Excellent for multi-cloud."}, {"id": "mai-20260917-0922-baseline|c110-m5|google-small|AWS Secrets Manager", "prompt": "c110-m5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Native integration with your existing cloud environment... Cons: Terrible for multi-cloud or hybrid environments."}, {"id": "mai-20260917-0922-baseline|c110-m5|google-small|Azure Key Vault", "prompt": "c110-m5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Native integration with your existing cloud environment"}, {"id": "mai-20260917-0922-baseline|c110-m5|google-small|GCP Secret Manager", "prompt": "c110-m5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "GCP Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "making AWS/Azure/GCP native managers more attractive"}, {"id": "mai-20260917-0922-baseline|c110-m5|google-small|1Password Developer Tools", "prompt": "c110-m5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password Developer Tools", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Lacks advanced orchestration, dynamic secrets, or native Kubernetes/CI integration engines out of the box."}, {"id": "mai-20260917-0922-baseline|c110-m5|google-small|Keeper Secrets Manager", "prompt": "c110-m5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "Keeper Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Best for smaller development teams or simpler architectures."}, {"id": "mai-20260917-0922-baseline|c110-m5|meta-small|Akeyless", "prompt": "c110-m5", "model": "meta-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of top secrets management tools, including Akeyless, Doppler, and CyberArk"}, {"id": "mai-20260917-0922-baseline|c110-m5|meta-small|Doppler", "prompt": "c110-m5", "model": "meta-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a list of top secrets management tools, including Akeyless, Doppler, and CyberArk"}, {"id": "mai-20260917-0922-baseline|c110-m5|meta-small|CyberArk", "prompt": "c110-m5", "model": "meta-small", "cat": "secrets-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a list of top secrets management tools, including Akeyless, Doppler, and CyberArk"}, {"id": "mai-20260917-0922-baseline|c110-m5|minimax-small|HashiCorp Vault", "prompt": "c110-m5", "model": "minimax-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HashiCorp Vault** is often the top choice due to its flexibility, dynamic secrets, and broad ecosystem support"}, {"id": "mai-20260917-0922-baseline|c110-m5|minimax-small|AWS Secrets Manager", "prompt": "c110-m5", "model": "minimax-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're heavily invested in a single cloud provider, their native solution (AWS Secrets Manager, Azure Key Vault, or Google Cloud Secret Manager) may be simpler to adopt"}, {"id": "mai-20260917-0922-baseline|c110-m5|minimax-small|Azure Key Vault", "prompt": "c110-m5", "model": "minimax-small", "cat": "secrets-management", "variant": "scale", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "their native solution (AWS Secrets Manager, Azure Key Vault, or Google Cloud Secret Manager) may be simpler to adopt"}, {"id": "mai-20260917-0922-baseline|c110-m5|minimax-small|Google Cloud Secret Manager", "prompt": "c110-m5", "model": "minimax-small", "cat": "secrets-management", "variant": "scale", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "their native solution (AWS Secrets Manager, Azure Key Vault, or Google Cloud Secret Manager) may be simpler to adopt"}, {"id": "mai-20260917-0922-baseline|c110-m5|minimax-small|Akeyless", "prompt": "c110-m5", "model": "minimax-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Akeyless** | Enterprise with unified platform |"}, {"id": "mai-20260917-0922-baseline|c110-m5|mistral-small|HashiCorp Vault", "prompt": "c110-m5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Highly customizable, multi-cloud | Steep learning curve, but flexible"}, {"id": "mai-20260917-0922-baseline|c110-m5|mistral-small|AWS Secrets Manager", "prompt": "c110-m5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tight AWS integration, but vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c110-m5|mistral-small|Azure Key Vault", "prompt": "c110-m5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good for Azure, but limited to Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c110-m5|mistral-small|Google Secret Manager", "prompt": "c110-m5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "Google Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Simple, but GCP-only"}, {"id": "mai-20260917-0922-baseline|c110-m5|mistral-small|1Password Business", "prompt": "c110-m5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great for teams, but not for high-scale automation"}, {"id": "mai-20260917-0922-baseline|c110-m5|mistral-small|CyberArk", "prompt": "c110-m5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Expensive, but robust"}, {"id": "mai-20260917-0922-baseline|c110-m5|mistral-small|Akeyless", "prompt": "c110-m5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good balance of features and ease of use"}, {"id": "mai-20260917-0922-baseline|c110-m5|mistral-small|Infisical", "prompt": "c110-m5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Newer, but gaining traction"}, {"id": "mai-20260917-0922-baseline|c110-m5|moonshot-small|Doppler", "prompt": "c110-m5", "model": "moonshot-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Doppler** is purpose-built for this – fast setup, minimal maintenance, strong integrations"}, {"id": "mai-20260917-0922-baseline|c110-m5|moonshot-small|1Password", "prompt": "c110-m5", "model": "moonshot-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1Password Secrets Automation** reduces tool sprawl, though it may lack some infrastructure-native features"}, {"id": "mai-20260917-0922-baseline|c110-m5|moonshot-small|Akeyless", "prompt": "c110-m5", "model": "moonshot-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Fully managed SaaS** (Doppler, 1Password, Akeyless)"}, {"id": "mai-20260917-0922-baseline|c110-m5|moonshot-small|AWS Secrets Manager", "prompt": "c110-m5", "model": "moonshot-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS Secrets Manager** is cost-effective and integrates seamlessly, but consider multi-cloud exit strategy"}, {"id": "mai-20260917-0922-baseline|c110-m5|moonshot-small|HashiCorp Vault", "prompt": "c110-m5", "model": "moonshot-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Consider **HashiCorp Vault** (self-hosted or HCP managed) for maximum flexibility and dynamic secrets capabilities"}, {"id": "mai-20260917-0922-baseline|c110-m5|moonshot-small|Infisical", "prompt": "c110-m5", "model": "moonshot-small", "cat": "secrets-management", "variant": "scale", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Open-source preference | Free self-hosted ... Newer, smaller community"}, {"id": "mai-20260917-0922-baseline|c110-m5|openai-small|HashiCorp Vault", "prompt": "c110-m5", "model": "openai-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a **comparison of HashiCorp Vault vs 1Password Secrets Automation vs AWS Secrets Manager vs Doppler vs Akeyless**"}, {"id": "mai-20260917-0922-baseline|c110-m5|openai-small|1Password Secrets Automation", "prompt": "c110-m5", "model": "openai-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "comparison of HashiCorp Vault vs 1Password Secrets Automation vs AWS Secrets Manager vs Doppler vs Akeyless"}, {"id": "mai-20260917-0922-baseline|c110-m5|openai-small|AWS Secrets Manager", "prompt": "c110-m5", "model": "openai-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "comparison of HashiCorp Vault vs 1Password Secrets Automation vs AWS Secrets Manager vs Doppler vs Akeyless"}, {"id": "mai-20260917-0922-baseline|c110-m5|openai-small|Doppler", "prompt": "c110-m5", "model": "openai-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparison of HashiCorp Vault vs 1Password Secrets Automation vs AWS Secrets Manager vs Doppler vs Akeyless"}, {"id": "mai-20260917-0922-baseline|c110-m5|openai-small|Akeyless", "prompt": "c110-m5", "model": "openai-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparison of HashiCorp Vault vs 1Password Secrets Automation vs AWS Secrets Manager vs Doppler vs Akeyless"}, {"id": "mai-20260917-0922-baseline|c110-m5|xai-small|HashiCorp Vault", "prompt": "c110-m5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HashiCorp Vault | Multi-cloud, dynamic secrets, customization. | Ops-heavy (self-host) or HCP costs."}, {"id": "mai-20260917-0922-baseline|c110-m5|xai-small|Doppler", "prompt": "c110-m5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "managed SaaS (e.g., Doppler, Akeyless) or cloud-native ... reduce burden"}, {"id": "mai-20260917-0922-baseline|c110-m5|xai-small|Akeyless", "prompt": "c110-m5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Doppler/Akeyless | Dev-friendly SaaS, quick rollout, hybrid. | Less mature for ultra-regulated."}, {"id": "mai-20260917-0922-baseline|c110-m5|xai-small|AWS Secrets Manager", "prompt": "c110-m5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AWS Secrets Manager | AWS-heavy stacks. | AWS-lockin."}, {"id": "mai-20260917-0922-baseline|c110-m5|xai-small|Azure Key Vault", "prompt": "c110-m5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Azure Key Vault | Azure shops. | Limited dynamic secrets."}, {"id": "mai-20260917-0922-baseline|c110-m5|xai-small|CyberArk", "prompt": "c110-m5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "CyberArk Conjur | Regulated industries, PAM integration. | Complex/pricey."}, {"id": "mai-20260917-0922-baseline|c110-m5|xai-small|1Password", "prompt": "c110-m5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Score vendors (e.g., Vault, AWS SM, Azure KV, CyberArk, Doppler, 1Password, GitGuardian) on a 1-5 scale during POCs."}, {"id": "mai-20260917-0922-baseline|c110-m5|xai-small|GitGuardian", "prompt": "c110-m5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "GitGuardian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Score vendors (e.g., Vault, AWS SM, Azure KV, CyberArk, Doppler, 1Password, GitGuardian) on a 1-5 scale during POCs."}, {"id": "mai-20260917-0922-baseline|c110-m5|zai-small|HashiCorp Vault", "prompt": "c110-m5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're multi‑cloud or hybrid and want a single control plane → **HashiCorp Vault** or **Akeyless**."}, {"id": "mai-20260917-0922-baseline|c110-m5|zai-small|AWS Secrets Manager", "prompt": "c110-m5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're AWS‑only and want simplicity → **AWS Secrets Manager**."}, {"id": "mai-20260917-0922-baseline|c110-m5|zai-small|Azure Key Vault", "prompt": "c110-m5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're Azure‑only → **Azure Key Vault**."}, {"id": "mai-20260917-0922-baseline|c110-m5|zai-small|CyberArk Conjur", "prompt": "c110-m5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "CyberArk Conjur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already run CyberArk PAM → **Conjur**."}, {"id": "mai-20260917-0922-baseline|c110-m5|zai-small|Doppler", "prompt": "c110-m5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want developer‑first frictionless onboarding → **Doppler**."}, {"id": "mai-20260917-0922-baseline|c110-m5|zai-small|Infisical", "prompt": "c110-m5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want open‑source self‑hosted → **HashiCorp Vault** or **Infisical**."}, {"id": "mai-20260917-0922-baseline|c110-m5|zai-small|Akeyless", "prompt": "c110-m5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "multi‑cloud or hybrid and want a single control plane → **HashiCorp Vault** or **Akeyless**"}, {"id": "mai-20260917-0922-baseline|c110-m5|zai-small|1Password / Keeper", "prompt": "c110-m5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password / Keeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Less focused on infrastructure/CI/CD secrets; more \"password manager\" flavor"}, {"id": "mai-20260917-0922-baseline|c110-m6|alibaba-small|LastPass", "prompt": "c110-m6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional tools (like the personal tiers of LastPass, 1Password, or Bitwarden) were not designed for Machine-to-Machine (M2M) communication."}, {"id": "mai-20260917-0922-baseline|c110-m6|alibaba-small|1Password", "prompt": "c110-m6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "personal tiers of LastPass, 1Password, or Bitwarden) were not designed for Machine-to-Machine (M2M) communication"}, {"id": "mai-20260917-0922-baseline|c110-m6|alibaba-small|Bitwarden", "prompt": "c110-m6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Several vendors now offer specific \"Secrets Management\" suites (e.g., 1Password Secrets Automation, Bitwarden Secrets Manager)"}, {"id": "mai-20260917-0922-baseline|c110-m6|alibaba-small|TruffleHog", "prompt": "c110-m6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "TruffleHog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Do not use these as your primary management tool."}, {"id": "mai-20260917-0922-baseline|c110-m6|alibaba-small|GitLeaks", "prompt": "c110-m6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "GitLeaks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These tools *detect* secrets but often do not solve the lifecycle problem."}, {"id": "mai-20260917-0922-baseline|c110-m6|alibaba-small|GitHub Advanced Security scans", "prompt": "c110-m6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "GitHub Advanced Security scans", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Do not use these as your primary management tool."}, {"id": "mai-20260917-0922-baseline|c110-m6|alibaba-small|HashiCorp Vault", "prompt": "c110-m6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "industry gold standard for self-hosted secrets management, but you must now exercise caution regarding its business model"}, {"id": "mai-20260917-0922-baseline|c110-m6|alibaba-small|AWS Secrets Manager", "prompt": "c110-m6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Managed SaaS (like AWS Secrets Manager) is often safer than self-hosted complex tools."}, {"id": "mai-20260917-0922-baseline|c110-m6|alibaba-small|OpenBao", "prompt": "c110-m6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "you should look at **OpenBao** (a fork of Vault created specifically in response to this license change)"}, {"id": "mai-20260917-0922-baseline|c110-m6|anthropic-small|Jenkins", "prompt": "c110-m6", "model": "anthropic-small", "cat": "secrets-management", "variant": "negative", "raw": "Jenkins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Secret mismanagement is often present in tools like Jenkins, Ansible, Puppet, and Chef."}, {"id": "mai-20260917-0922-baseline|c110-m6|anthropic-small|Ansible", "prompt": "c110-m6", "model": "anthropic-small", "cat": "secrets-management", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Secret mismanagement is often present in tools like Jenkins, Ansible, Puppet, and Chef."}, {"id": "mai-20260917-0922-baseline|c110-m6|anthropic-small|Puppet", "prompt": "c110-m6", "model": "anthropic-small", "cat": "secrets-management", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Secret mismanagement is often present in tools like Jenkins, Ansible, Puppet, and Chef."}, {"id": "mai-20260917-0922-baseline|c110-m6|anthropic-small|Chef", "prompt": "c110-m6", "model": "anthropic-small", "cat": "secrets-management", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Secret mismanagement is often present in tools like Jenkins, Ansible, Puppet, and Chef."}, {"id": "mai-20260917-0922-baseline|c110-m6|anthropic-small|Kubernetes Secrets", "prompt": "c110-m6", "model": "anthropic-small", "cat": "secrets-management", "variant": "negative", "raw": "Kubernetes Secrets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Default Kubernetes Secrets are only base64-encoded (not encrypted) and stored in etcd, making them vulnerable if the cluster is compromised."}, {"id": "mai-20260917-0922-baseline|c110-m6|challenger-small|AWS Secrets Manager", "prompt": "c110-m6", "model": "challenger-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "AWS Secrets Manager, Azure Key Vault, and similar tools are fine in the right context, but they can create fragmentation and vendor coupling if you operate across multiple clouds."}, {"id": "mai-20260917-0922-baseline|c110-m6|challenger-small|Azure Key Vault", "prompt": "c110-m6", "model": "challenger-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "AWS Secrets Manager, Azure Key Vault, and similar tools are fine in the right context, but they can create fragmentation and vendor coupling if you operate across multiple clouds."}, {"id": "mai-20260917-0922-baseline|c110-m6|deepseek-small|Kubernetes Secrets", "prompt": "c110-m6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "Kubernetes Secrets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Kubernetes Secrets are base64-encoded, not encrypted — they are stored in plaintext in etcd by default"}, {"id": "mai-20260917-0922-baseline|c110-m6|deepseek-small|HashiCorp Vault", "prompt": "c110-m6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Also has high operational overhead and steep setup complexity."}, {"id": "mai-20260917-0922-baseline|c110-m6|deepseek-small|OpenBao", "prompt": "c110-m6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider the community fork **OpenBao** (Linux Foundation), which restored the open-source license"}, {"id": "mai-20260917-0922-baseline|c110-m6|deepseek-small|AWS Secrets Manager", "prompt": "c110-m6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Per-secret cost** ($0.40/secret/month + API fees) that can escalate."}, {"id": "mai-20260917-0922-baseline|c110-m6|deepseek-small|Azure Key Vault", "prompt": "c110-m6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Azure-centric** — mostly useful inside Azure/Microsoft shops. Known **read throttling** issues under load."}, {"id": "mai-20260917-0922-baseline|c110-m6|deepseek-small|CyberArk Conjur", "prompt": "c110-m6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Heavyweight and **enterprise-priced** — overkill for smaller teams"}, {"id": "mai-20260917-0922-baseline|c110-m6|deepseek-small|Infisical", "prompt": "c110-m6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Younger ecosystem; also note that **Infisical Cloud dropped default end-to-end encryption**"}, {"id": "mai-20260917-0922-baseline|c110-m6|deepseek-small|Doppler (SaaS)", "prompt": "c110-m6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler (SaaS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Cloud-only SaaS — a **third party sits in your secret path**."}, {"id": "mai-20260917-0922-baseline|c110-m6|deepseek-small|External Secrets Operator", "prompt": "c110-m6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "External Secrets Operator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ideally pull secrets from an external manager (Vault, AWS Secrets Manager, External Secrets Operator)"}, {"id": "mai-20260917-0922-baseline|c110-m6|google-small|git-crypt", "prompt": "c110-m6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "git-crypt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "modern security standards recommend avoiding specific tools in this category... `git-crypt` is largely unmaintained"}, {"id": "mai-20260917-0922-baseline|c110-m6|google-small|git-secret", "prompt": "c110-m6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "git-secret", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Tools to Be Cautious About:** `git-crypt`, `git-secret`, `transcrypt`."}, {"id": "mai-20260917-0922-baseline|c110-m6|google-small|transcrypt", "prompt": "c110-m6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "transcrypt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Tools to Be Cautious About:** `git-crypt`, `git-secret`, `transcrypt`."}, {"id": "mai-20260917-0922-baseline|c110-m6|google-small|Mozilla SOPS (Secrets OPerationS)", "prompt": "c110-m6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Mozilla SOPS (Secrets OPerationS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you must keep encrypted secrets in Git (e.g., for Infrastructure-as-Code), use **Mozilla SOPS (Secrets OPerationS)**"}, {"id": "mai-20260917-0922-baseline|c110-m6|google-small|Kubernetes Secrets", "prompt": "c110-m6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Kubernetes Secrets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Native Kubernetes Secrets (Avoid Using Alone/By Default)... only Base64 encoded, not encrypted."}, {"id": "mai-20260917-0922-baseline|c110-m6|google-small|External Secrets Operator", "prompt": "c110-m6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "External Secrets Operator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ideally use the **External Secrets Operator** to dynamically inject secrets at runtime"}, {"id": "mai-20260917-0922-baseline|c110-m6|google-small|HashiCorp Vault (Community Edition / Self-Hosted)", "prompt": "c110-m6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault (Community Edition / Self-Hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "self-hosting it is a massive operational burden... a misconfigured self-hosted Vault can lead to catastrophic data loss"}, {"id": "mai-20260917-0922-baseline|c110-m6|google-small|HCP Vault", "prompt": "c110-m6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "HCP Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you want Vault's power but have a small team, use **HCP Vault (the managed SaaS version)**"}, {"id": "mai-20260917-0922-baseline|c110-m6|google-small|AWS Secrets Manager", "prompt": "c110-m6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "use simpler cloud-native options like **AWS Secrets Manager**"}, {"id": "mai-20260917-0922-baseline|c110-m6|google-small|Google Secret Manager", "prompt": "c110-m6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Google Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "or **Google Secret Manager**"}, {"id": "mai-20260917-0922-baseline|c110-m6|google-small|Doppler", "prompt": "c110-m6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Doppler is incredibly popular for its developer experience, but it is entirely closed-source and SaaS-only"}, {"id": "mai-20260917-0922-baseline|c110-m6|google-small|Infisical", "prompt": "c110-m6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "developer-friendly platforms like **Doppler** or **Infisical**"}, {"id": "mai-20260917-0922-baseline|c110-m6|google-small|OpenBao", "prompt": "c110-m6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "look into **OpenBao** (the Linux Foundation's MPL-2.0 fork of Vault)"}, {"id": "mai-20260917-0922-baseline|c110-m6|meta-small|HashiCorp Vault", "prompt": "c110-m6", "model": "meta-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "HashiCorp Vault: Operational overhead, BSL licensing"}, {"id": "mai-20260917-0922-baseline|c110-m6|meta-small|AWS Secrets Manager", "prompt": "c110-m6", "model": "meta-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "AWS Secrets Manager: Per-secret cost, single cloud"}, {"id": "mai-20260917-0922-baseline|c110-m6|meta-small|Azure Key Vault", "prompt": "c110-m6", "model": "meta-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Azure Key Vault: Azure-centric, read throttling"}, {"id": "mai-20260917-0922-baseline|c110-m6|meta-small|Google Secret Manager", "prompt": "c110-m6", "model": "meta-small", "cat": "secrets-management", "variant": "negative", "raw": "Google Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the tools mentioned include ... Google Secret Manager"}, {"id": "mai-20260917-0922-baseline|c110-m6|meta-small|1Password Secrets Automation", "prompt": "c110-m6", "model": "meta-small", "cat": "secrets-management", "variant": "negative", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "1Password Secrets Automation, Doppler, Infisical, and CyberArk Conjur"}, {"id": "mai-20260917-0922-baseline|c110-m6|meta-small|Doppler", "prompt": "c110-m6", "model": "meta-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Doppler: Third-party in secret path"}, {"id": "mai-20260917-0922-baseline|c110-m6|meta-small|Infisical", "prompt": "c110-m6", "model": "meta-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Infisical may be a relatively new and untested ecosystem"}, {"id": "mai-20260917-0922-baseline|c110-m6|meta-small|CyberArk Conjur", "prompt": "c110-m6", "model": "meta-small", "cat": "secrets-management", "variant": "negative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "CyberArk Conjur: Heavyweight, enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c110-m6|minimax-small|HashiCorp Vault", "prompt": "c110-m6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**HashiCorp Vault** (enterprise standard, dynamic secrets)"}, {"id": "mai-20260917-0922-baseline|c110-m6|minimax-small|Infisical", "prompt": "c110-m6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Infisical** (open-source, growing rapidly)"}, {"id": "mai-20260917-0922-baseline|c110-m6|minimax-small|Doppler", "prompt": "c110-m6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Doppler** (developer-first, strong UX)"}, {"id": "mai-20260917-0922-baseline|c110-m6|minimax-small|AWS Secrets Manager", "prompt": "c110-m6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Cloud-native options** (AWS Secrets Manager, Azure Key Vault, Google Secret Manager)"}, {"id": "mai-20260917-0922-baseline|c110-m6|minimax-small|Azure Key Vault", "prompt": "c110-m6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cloud-native options** (AWS Secrets Manager, Azure Key Vault, Google Secret Manager)"}, {"id": "mai-20260917-0922-baseline|c110-m6|minimax-small|Google Secret Manager", "prompt": "c110-m6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "Google Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cloud-native options** (AWS Secrets Manager, Azure Key Vault, Google Secret Manager)"}, {"id": "mai-20260917-0922-baseline|c110-m6|mistral-small|Kubernetes Secrets", "prompt": "c110-m6", "model": "mistral-small", "cat": "secrets-management", "variant": "negative", "raw": "Kubernetes Secrets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Kubernetes Secrets:** By default, these are base64-encoded, not encrypted."}, {"id": "mai-20260917-0922-baseline|c110-m6|mistral-small|Doppler", "prompt": "c110-m6", "model": "mistral-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some developer-focused SaaS tools (like Doppler, Keeper) may be convenient but could introduce vendor lock-in or require careful evaluation of their security model"}, {"id": "mai-20260917-0922-baseline|c110-m6|mistral-small|Keeper", "prompt": "c110-m6", "model": "mistral-small", "cat": "secrets-management", "variant": "negative", "raw": "Keeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some developer-focused SaaS tools (like Doppler, Keeper) may be convenient but could introduce vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c110-m6|moonshot-small|LastPass", "prompt": "c110-m6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Major red flag**: Multiple significant security breaches (2022-2023) where vault data and customer information were stolen"}, {"id": "mai-20260917-0922-baseline|c110-m6|moonshot-small|Bitwarden", "prompt": "c110-m6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider migrating to alternatives like Bitwarden, 1Password, or enterprise-focused solutions"}, {"id": "mai-20260917-0922-baseline|c110-m6|moonshot-small|1Password", "prompt": "c110-m6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider migrating to alternatives like Bitwarden, 1Password, or enterprise-focused solutions"}, {"id": "mai-20260917-0922-baseline|c110-m6|moonshot-small|OpenBao", "prompt": "c110-m6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stick to actively maintained projects (OpenBao, Infisical) with transparent security practices"}, {"id": "mai-20260917-0922-baseline|c110-m6|moonshot-small|Infisical", "prompt": "c110-m6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stick to actively maintained projects (OpenBao, Infisical) with transparent security practices"}, {"id": "mai-20260917-0922-baseline|c110-m6|moonshot-small|AWS Secrets Manager", "prompt": "c110-m6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "when used as *exclusive* solutions - **Caution**: Tight coupling to one cloud provider makes multi-cloud or migration strategies difficult"}, {"id": "mai-20260917-0922-baseline|c110-m6|moonshot-small|Azure Key Vault", "prompt": "c110-m6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Caution**: Tight coupling to one cloud provider makes multi-cloud or migration strategies difficult"}, {"id": "mai-20260917-0922-baseline|c110-m6|moonshot-small|GCP Secret Manager", "prompt": "c110-m6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "GCP Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Caution**: Tight coupling to one cloud provider makes multi-cloud or migration strategies difficult"}, {"id": "mai-20260917-0922-baseline|c110-m6|moonshot-small|HashiCorp Vault", "prompt": "c110-m6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Vault is powerful but requires caution... **Complexity**: High operational overhead; misconfigurations are common"}, {"id": "mai-20260917-0922-baseline|c110-m6|moonshot-small|Akeyless", "prompt": "c110-m6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Enterprise** | Akeyless (zero-knowledge), CyberArk, Delinea"}, {"id": "mai-20260917-0922-baseline|c110-m6|moonshot-small|CyberArk", "prompt": "c110-m6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Enterprise** | Akeyless (zero-knowledge), CyberArk, Delinea"}, {"id": "mai-20260917-0922-baseline|c110-m6|moonshot-small|Delinea", "prompt": "c110-m6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "Delinea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Enterprise** | Akeyless (zero-knowledge), CyberArk, Delinea"}, {"id": "mai-20260917-0922-baseline|c110-m6|moonshot-small|SOPS", "prompt": "c110-m6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "SOPS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Open Source** | OpenBao (Vault fork), Infisical, SOPS, Mozilla SOPS"}, {"id": "mai-20260917-0922-baseline|c110-m6|moonshot-small|Doppler", "prompt": "c110-m6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Developer-Friendly** | Doppler, 1Password Secrets Automation, Bitwarden Secrets Manager"}, {"id": "mai-20260917-0922-baseline|c110-m6|openai-small|Vault", "prompt": "c110-m6", "model": "openai-small", "cat": "secrets-management", "variant": "negative", "raw": "Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "HashiCorp explicitly says Vault Kubernetes Key Management is a **beta feature** and \"strongly discourage[s] using beta features in production deployments of Vault.\""}, {"id": "mai-20260917-0922-baseline|c110-m6|openai-small|AWS Secrets Manager", "prompt": "c110-m6", "model": "openai-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AWS recommends rotation, limiting access, monitoring, and private-network operation."}, {"id": "mai-20260917-0922-baseline|c110-m6|openai-small|Azure Key Vault", "prompt": "c110-m6", "model": "openai-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "checklist** for specific tools like **Vault, AWS Secrets Manager, Azure Key Vault, Doppler, 1Password, SOPS, and Kubernetes secrets**"}, {"id": "mai-20260917-0922-baseline|c110-m6|openai-small|Doppler", "prompt": "c110-m6", "model": "openai-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specific tools like **Vault, AWS Secrets Manager, Azure Key Vault, Doppler, 1Password, SOPS, and Kubernetes secrets**"}, {"id": "mai-20260917-0922-baseline|c110-m6|openai-small|1Password", "prompt": "c110-m6", "model": "openai-small", "cat": "secrets-management", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific tools like **Vault, AWS Secrets Manager, Azure Key Vault, Doppler, 1Password, SOPS, and Kubernetes secrets**"}, {"id": "mai-20260917-0922-baseline|c110-m6|openai-small|SOPS", "prompt": "c110-m6", "model": "openai-small", "cat": "secrets-management", "variant": "negative", "raw": "SOPS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specific tools like **Vault, AWS Secrets Manager, Azure Key Vault, Doppler, 1Password, SOPS, and Kubernetes secrets**"}, {"id": "mai-20260917-0922-baseline|c110-m6|openai-small|Kubernetes secrets", "prompt": "c110-m6", "model": "openai-small", "cat": "secrets-management", "variant": "negative", "raw": "Kubernetes secrets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specific tools like **Vault, AWS Secrets Manager, Azure Key Vault, Doppler, 1Password, SOPS, and Kubernetes secrets**"}, {"id": "mai-20260917-0922-baseline|c110-m6|xai-small|HashiCorp Vault", "prompt": "c110-m6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "HashiCorp Vault: Nine zero-day CVEs disclosed at Black Hat USA 2025 ... Mitigate by: Upgrading to 1.20.2+"}, {"id": "mai-20260917-0922-baseline|c110-m6|xai-small|CyberArk Conjur / Secrets Manager", "prompt": "c110-m6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "CyberArk Conjur / Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Five CVEs from the same disclosure, chaining to unauthenticated RCE"}, {"id": "mai-20260917-0922-baseline|c110-m6|xai-small|Delinea Secret Server", "prompt": "c110-m6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "Delinea Secret Server", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Critical unauthenticated flaws (CVE-2026-15638/15640, CVSS 9.1/9.5) like padding oracle and SAML bypass"}, {"id": "mai-20260917-0922-baseline|c110-m6|xai-small|Kubernetes Secrets", "prompt": "c110-m6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "Kubernetes Secrets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid for production sensitive data; use External Secrets Operator to sync from Vault/Key Vault instead"}, {"id": "mai-20260917-0922-baseline|c110-m6|xai-small|External Secrets Operator", "prompt": "c110-m6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "External Secrets Operator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "use External Secrets Operator to sync from Vault/Key Vault instead"}, {"id": "mai-20260917-0922-baseline|c110-m6|xai-small|AWS Secrets Manager", "prompt": "c110-m6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Even \"good\" tools like AWS Secrets Manager, Azure Key Vault, or GCP Secret Manager fail if"}, {"id": "mai-20260917-0922-baseline|c110-m6|xai-small|Azure Key Vault", "prompt": "c110-m6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Even \"good\" tools like AWS Secrets Manager, Azure Key Vault, or GCP Secret Manager fail if"}, {"id": "mai-20260917-0922-baseline|c110-m6|xai-small|GCP Secret Manager", "prompt": "c110-m6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "GCP Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Even \"good\" tools like AWS Secrets Manager, Azure Key Vault, or GCP Secret Manager fail if"}, {"id": "mai-20260917-0922-baseline|c110-m6|zai-small|Mozilla SOPS", "prompt": "c110-m6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "Mozilla SOPS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While tools like Mozilla SOPS allow encrypting secrets in Git, storing secrets in version control is generally discouraged for production infrastructure."}, {"id": "mai-20260917-0922-baseline|c110-m6|zai-small|TruffleHog", "prompt": "c110-m6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "TruffleHog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These are **detection** tools, not **management** tools... Relying solely on scanners leaves you vulnerable to \"Secret Sprawl.\""}, {"id": "mai-20260917-0922-baseline|c110-m6|zai-small|GitGuardian", "prompt": "c110-m6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "GitGuardian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These are **detection** tools, not **management** tools."}, {"id": "mai-20260917-0922-baseline|c110-m6|zai-small|AWS SSM Parameter Store", "prompt": "c110-m6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS SSM Parameter Store", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "good for simple configuration, but they often lack the dynamic generation and fine-grained access control of a dedicated Vault"}, {"id": "mai-20260917-0922-baseline|c110-m6|zai-small|HashiCorp Vault", "prompt": "c110-m6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a dedicated Vault (like HashiCorp Vault)"}, {"id": "mai-20260917-0922-baseline|c110-m6|zai-small|Kubernetes Secrets", "prompt": "c110-m6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "Kubernetes Secrets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Base64 Encoded Secrets (e.g., Unencrypted Kubernetes Secrets): **Why avoid:** Base64 is **encoding**, not encryption."}, {"id": "mai-20260917-0922-baseline|c110-s1|alibaba-small|Doppler", "prompt": "c110-s1", "model": "alibaba-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Doppler** is widely considered the best fit for most small-to-mid-sized B2B companies"}, {"id": "mai-20260917-0922-baseline|c110-s1|alibaba-small|Infisical", "prompt": "c110-s1", "model": "alibaba-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Infisical is the best \"open-source Doppler.\""}, {"id": "mai-20260917-0922-baseline|c110-s1|alibaba-small|AWS Secrets Manager", "prompt": "c110-s1", "model": "alibaba-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose AWS Secrets Manager** only if you are a startup living entirely inside the AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c110-s1|alibaba-small|Azure Key Vault", "prompt": "c110-s1", "model": "alibaba-small", "cat": "secrets-management", "variant": "direct", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The Native Option: **AWS Secrets Manager / Azure Key Vault**"}, {"id": "mai-20260917-0922-baseline|c110-s1|alibaba-small|HashiCorp Vault", "prompt": "c110-s1", "model": "alibaba-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "for a *small* company, it is often **overkill**"}, {"id": "mai-20260917-0922-baseline|c110-s1|anthropic-small|Vault by HashiCorp", "prompt": "c110-s1", "model": "anthropic-small", "cat": "secrets-management", "variant": "direct", "raw": "Vault by HashiCorp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Vault by HashiCorp** - Enterprise-grade, open-source option"}, {"id": "mai-20260917-0922-baseline|c110-s1|anthropic-small|AWS Secrets Manager", "prompt": "c110-s1", "model": "anthropic-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**AWS Secrets Manager** - If you use AWS infrastructure"}, {"id": "mai-20260917-0922-baseline|c110-s1|anthropic-small|1Password Business", "prompt": "c110-s1", "model": "anthropic-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**1Password Business** - User-friendly, good for smaller teams"}, {"id": "mai-20260917-0922-baseline|c110-s1|anthropic-small|Bitwarden", "prompt": "c110-s1", "model": "anthropic-small", "cat": "secrets-management", "variant": "direct", "raw": "Bitwarden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Bitwarden** - Open-source, cost-effective option"}, {"id": "mai-20260917-0922-baseline|c110-s1|anthropic-small|Doppler", "prompt": "c110-s1", "model": "anthropic-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Doppler** - Modern, developer-friendly approach"}, {"id": "mai-20260917-0922-baseline|c110-s1|challenger-small|1Password Secrets Automation", "prompt": "c110-s1", "model": "challenger-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **1Password Secrets Automation** or **Infisical**"}, {"id": "mai-20260917-0922-baseline|c110-s1|challenger-small|Infisical", "prompt": "c110-s1", "model": "challenger-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Infisical** is often the better choice if your team lives in code and wants a modern secrets workflow"}, {"id": "mai-20260917-0922-baseline|c110-s1|challenger-small|HashiCorp Vault", "prompt": "c110-s1", "model": "challenger-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "less ideal for a small team that just needs managed secret storage*, because it is more complex to run and operate"}, {"id": "mai-20260917-0922-baseline|c110-s1|challenger-small|AWS Secrets Manager", "prompt": "c110-s1", "model": "challenger-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "can be a better operational fit because they reduce tooling sprawl"}, {"id": "mai-20260917-0922-baseline|c110-s1|challenger-small|Azure Key Vault", "prompt": "c110-s1", "model": "challenger-small", "cat": "secrets-management", "variant": "direct", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "can be a better operational fit because they reduce tooling sprawl"}, {"id": "mai-20260917-0922-baseline|c110-s1|challenger-small|Google Cloud Secret Manager", "prompt": "c110-s1", "model": "challenger-small", "cat": "secrets-management", "variant": "direct", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "can be a better operational fit because they reduce tooling sprawl"}, {"id": "mai-20260917-0922-baseline|c110-s1|deepseek-small|AWS Secrets Manager", "prompt": "c110-s1", "model": "deepseek-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're already deep in AWS and won't leave it soon → **AWS Secrets Manager**."}, {"id": "mai-20260917-0922-baseline|c110-s1|deepseek-small|Doppler", "prompt": "c110-s1", "model": "deepseek-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **Doppler** (fastest to adopt) or **Infisical** (best open-source control)"}, {"id": "mai-20260917-0922-baseline|c110-s1|deepseek-small|Infisical", "prompt": "c110-s1", "model": "deepseek-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd start with **Doppler** (fastest to adopt) or **Infisical** (best open-source control)"}, {"id": "mai-20260917-0922-baseline|c110-s1|deepseek-small|Bitwarden Secrets Manager", "prompt": "c110-s1", "model": "deepseek-small", "cat": "secrets-management", "variant": "direct", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want open-source control / self-hosting on a budget? → **Infisical** ... or **Bitwarden Secrets Manager**"}, {"id": "mai-20260917-0922-baseline|c110-s1|deepseek-small|HashiCorp Vault", "prompt": "c110-s1", "model": "deepseek-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid **Vault** unless you genuinely need dynamic secrets or have regulatory/compliance requirements"}, {"id": "mai-20260917-0922-baseline|c110-s1|deepseek-small|1Password Developer", "prompt": "c110-s1", "model": "deepseek-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password Developer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **1Password Developer** | Very small teams | Affordable seats | No | Simple, familiar UX |"}, {"id": "mai-20260917-0922-baseline|c110-s1|google-small|HashiCorp Vault", "prompt": "c110-s1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid self-hosted HashiCorp Vault (or OpenBao) unless you have a dedicated DevOps engineer"}, {"id": "mai-20260917-0922-baseline|c110-s1|google-small|Doppler", "prompt": "c110-s1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best All-Round & Developer Favorite: **Doppler**"}, {"id": "mai-20260917-0922-baseline|c110-s1|google-small|Infisical", "prompt": "c110-s1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Open-Source & Flexible Option: **Infisical**"}, {"id": "mai-20260917-0922-baseline|c110-s1|google-small|AWS Secrets Manager", "prompt": "c110-s1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"No-Brainer\" If You are 100% on One Cloud: **AWS Secrets Manager or GCP Secret Manager**"}, {"id": "mai-20260917-0922-baseline|c110-s1|google-small|GCP Secret Manager", "prompt": "c110-s1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "GCP Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "utilizing their native secret managers is the path of least resistance"}, {"id": "mai-20260917-0922-baseline|c110-s1|google-small|1Password Developer Tools", "prompt": "c110-s1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password Developer Tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best If You Already Use a Team Password Manager: **1Password Developer Tools**"}, {"id": "mai-20260917-0922-baseline|c110-s1|google-small|OpenBao", "prompt": "c110-s1", "model": "google-small", "cat": "secrets-management", "variant": "direct", "raw": "OpenBao", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid self-hosted HashiCorp Vault (or OpenBao)"}, {"id": "mai-20260917-0922-baseline|c110-s1|meta-small|Doppler", "prompt": "c110-s1", "model": "meta-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best secrets management tool for a small B2B company is likely to be Doppler or Infisical"}, {"id": "mai-20260917-0922-baseline|c110-s1|meta-small|Infisical", "prompt": "c110-s1", "model": "meta-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "likely to be Doppler or Infisical, as they are recommended for startups and small teams"}, {"id": "mai-20260917-0922-baseline|c110-s1|meta-small|HashiCorp Vault", "prompt": "c110-s1", "model": "meta-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top secrets management tools, including HashiCorp Vault, and their key strengths"}, {"id": "mai-20260917-0922-baseline|c110-s1|minimax-small|Doppler", "prompt": "c110-s1", "model": "minimax-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company, **start with Doppler**—it hits the sweet spot of security compliance, ease of use, and reasonable cost."}, {"id": "mai-20260917-0922-baseline|c110-s1|minimax-small|Infisical", "prompt": "c110-s1", "model": "minimax-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For tighter budgets, **Infisical** offers excellent value."}, {"id": "mai-20260917-0922-baseline|c110-s1|minimax-small|HashiCorp Vault", "prompt": "c110-s1", "model": "minimax-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Most Capable but Complex) ... Ideal for: Companies with dedicated DevOps resources"}, {"id": "mai-20260917-0922-baseline|c110-s1|mistral-small|Doppler", "prompt": "c110-s1", "model": "mistral-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most small B2B companies: Doppler or 1Password Secrets Automation"}, {"id": "mai-20260917-0922-baseline|c110-s1|mistral-small|1Password Secrets Automation", "prompt": "c110-s1", "model": "mistral-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall for most small B2B companies: Doppler or 1Password Secrets Automation"}, {"id": "mai-20260917-0922-baseline|c110-s1|mistral-small|Bitwarden Secrets Manager", "prompt": "c110-s1", "model": "mistral-small", "cat": "secrets-management", "variant": "direct", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SMBs and teams that value open-source trust and cost-effectiveness."}, {"id": "mai-20260917-0922-baseline|c110-s1|mistral-small|HashiCorp Vault", "prompt": "c110-s1", "model": "mistral-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it requires more operational overhead, so it's best if you have dedicated DevOps or security resources"}, {"id": "mai-20260917-0922-baseline|c110-s1|moonshot-small|1Password Business", "prompt": "c110-s1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1Password Business** – Best Overall for Small B2B"}, {"id": "mai-20260917-0922-baseline|c110-s1|moonshot-small|Bitwarden", "prompt": "c110-s1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitwarden** – Best Budget Option"}, {"id": "mai-20260917-0922-baseline|c110-s1|moonshot-small|Doppler", "prompt": "c110-s1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Doppler** – Best for Developer-First Teams"}, {"id": "mai-20260917-0922-baseline|c110-s1|moonshot-small|Infisical", "prompt": "c110-s1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Infisical** – Best Open Source Alternative"}, {"id": "mai-20260917-0922-baseline|c110-s1|moonshot-small|HashiCorp Vault", "prompt": "c110-s1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Overkill for small teams; requires dedicated DevOps expertise."}, {"id": "mai-20260917-0922-baseline|c110-s1|moonshot-small|AWS Secrets Manager", "prompt": "c110-s1", "model": "moonshot-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Tools to Avoid for Small B2B ... limited multi-cloud support and can get expensive with per-secret pricing."}, {"id": "mai-20260917-0922-baseline|c110-s1|openai-small|1Password Secrets Automation", "prompt": "c110-s1", "model": "openai-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1Password Secrets Automation** or **Doppler** are often the best fit for small teams."}, {"id": "mai-20260917-0922-baseline|c110-s1|openai-small|Doppler", "prompt": "c110-s1", "model": "openai-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall for small teams: **Doppler**"}, {"id": "mai-20260917-0922-baseline|c110-s1|openai-small|HashiCorp Vault", "prompt": "c110-s1", "model": "openai-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "for a **small B2B company**, Vault is often **overkill** unless you already have strong DevOps/SRE support"}, {"id": "mai-20260917-0922-baseline|c110-s1|openai-small|AWS Secrets Manager", "prompt": "c110-s1", "model": "openai-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS Secrets Manager** if you're mostly on AWS"}, {"id": "mai-20260917-0922-baseline|c110-s1|openai-small|Azure Key Vault", "prompt": "c110-s1", "model": "openai-small", "cat": "secrets-management", "variant": "direct", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Azure Key Vault** if you're mostly on Azure"}, {"id": "mai-20260917-0922-baseline|c110-s1|openai-small|Google Secret Manager", "prompt": "c110-s1", "model": "openai-small", "cat": "secrets-management", "variant": "direct", "raw": "Google Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Google Secret Manager** if you're mostly on GCP"}, {"id": "mai-20260917-0922-baseline|c110-s1|xai-small|Doppler", "prompt": "c110-s1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Doppler** if you're a small B2B SaaS/dev team wanting zero-ops setup, broad integrations, and free for <5 users."}, {"id": "mai-20260917-0922-baseline|c110-s1|xai-small|Infisical", "prompt": "c110-s1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Infisical** if you prefer open-source (free self-host)\\u2014it's a close second"}, {"id": "mai-20260917-0922-baseline|c110-s1|xai-small|1Password Secrets Automation", "prompt": "c110-s1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best as extension, not standalone."}, {"id": "mai-20260917-0922-baseline|c110-s1|xai-small|HashiCorp Vault", "prompt": "c110-s1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Complex setup/maintenance for tiny teams."}, {"id": "mai-20260917-0922-baseline|c110-s1|xai-small|Bitwarden Secrets Manager", "prompt": "c110-s1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget OSS alternative | Free for individuals | ~$6/user/mo"}, {"id": "mai-20260917-0922-baseline|c110-s1|xai-small|AWS Secrets Manager", "prompt": "c110-s1", "model": "xai-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise tools like AWS Secrets Manager unless you're all-in on AWS"}, {"id": "mai-20260917-0922-baseline|c110-s1|zai-small|Doppler", "prompt": "c110-s1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a quick, developer-friendly, managed SaaS solution with predictable pricing: Start with **Doppler**."}, {"id": "mai-20260917-0922-baseline|c110-s1|zai-small|Infisical", "prompt": "c110-s1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer open-source with optional self-hosting and lower per-identity costs: Choose **Infisical**."}, {"id": "mai-20260917-0922-baseline|c110-s1|zai-small|AWS Secrets Manager", "prompt": "c110-s1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're AWS-only and want minimal ops: Use **AWS Secrets Manager**."}, {"id": "mai-20260917-0922-baseline|c110-s1|zai-small|HashiCorp Vault", "prompt": "c110-s1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need multi-cloud, dynamic secrets, PKI, or encryption-as-a-service: Go with **HashiCorp Vault**."}, {"id": "mai-20260917-0922-baseline|c110-s1|zai-small|1Password Secrets Automation", "prompt": "c110-s1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Generally more expensive than pure secrets managers"}, {"id": "mai-20260917-0922-baseline|c110-s1|zai-small|CyberArk Conjur", "prompt": "c110-s1", "model": "zai-small", "cat": "secrets-management", "variant": "direct", "raw": "CyberArk Conjur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher cost and complexity - Overkill for a small B2B without strict regulatory needs"}, {"id": "mai-20260917-0922-baseline|c110-s2|alibaba-small|Doppler", "prompt": "c110-s2", "model": "alibaba-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation for Small Teams: Doppler"}, {"id": "mai-20260917-0922-baseline|c110-s2|alibaba-small|Akeyless", "prompt": "c110-s2", "model": "alibaba-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Future-Proof Choice: Akeyless ... Best For: Teams that anticipate growing rapidly into a multi-cloud or hybrid environment."}, {"id": "mai-20260917-0922-baseline|c110-s2|alibaba-small|AWS Secrets Manager", "prompt": "c110-s2", "model": "alibaba-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Option if You Are Single-Cloud: AWS Secrets Manager / Azure Key Vault"}, {"id": "mai-20260917-0922-baseline|c110-s2|alibaba-small|Azure Key Vault", "prompt": "c110-s2", "model": "alibaba-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "using their native tool is often the cheapest and most seamless path"}, {"id": "mai-20260917-0922-baseline|c110-s2|alibaba-small|HashiCorp Vault", "prompt": "c110-s2", "model": "alibaba-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Unlike HashiCorp Vault (the traditional industry leader), Akeyless is much easier for a small team to configure and maintain."}, {"id": "mai-20260917-0922-baseline|c110-s2|anthropic-small|HashiCorp Vault", "prompt": "c110-s2", "model": "anthropic-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want more control and flexibility (or aren't cloud-native), **HashiCorp Vault's open-source version** is excellent... though it requires more setup effort."}, {"id": "mai-20260917-0922-baseline|c110-s2|anthropic-small|AWS Secrets Manager", "prompt": "c110-s2", "model": "anthropic-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **AWS Secrets Manager** or **Azure Key Vault** if you're already using those cloud platforms"}, {"id": "mai-20260917-0922-baseline|c110-s2|anthropic-small|Azure Key Vault", "prompt": "c110-s2", "model": "anthropic-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **AWS Secrets Manager** or **Azure Key Vault** if you're already using those cloud platforms"}, {"id": "mai-20260917-0922-baseline|c110-s2|anthropic-small|1Password Business", "prompt": "c110-s2", "model": "anthropic-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**1Password Business** - A more user-friendly option"}, {"id": "mai-20260917-0922-baseline|c110-s2|challenger-small|Doppler", "prompt": "c110-s2", "model": "challenger-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would usually recommend **Doppler** or **1Password Secrets Automation** first"}, {"id": "mai-20260917-0922-baseline|c110-s2|challenger-small|1Password Secrets Automation", "prompt": "c110-s2", "model": "challenger-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would usually recommend **Doppler** or **1Password Secrets Automation** first"}, {"id": "mai-20260917-0922-baseline|c110-s2|challenger-small|AWS Secrets Manager", "prompt": "c110-s2", "model": "challenger-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS Secrets Manager** if you are already all-in on AWS"}, {"id": "mai-20260917-0922-baseline|c110-s2|challenger-small|HashiCorp Vault", "prompt": "c110-s2", "model": "challenger-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "is the strongest long-term platform—but it is also the most operationally demanding choice"}, {"id": "mai-20260917-0922-baseline|c110-s2|deepseek-small|Doppler", "prompt": "c110-s2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Doppler** as the most practical first choice"}, {"id": "mai-20260917-0922-baseline|c110-s2|deepseek-small|Infisical", "prompt": "c110-s2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Infisical** as the runner-up if you want open-source/self-hosting"}, {"id": "mai-20260917-0922-baseline|c110-s2|deepseek-small|AWS Secrets Manager", "prompt": "c110-s2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're fully committed to AWS, **AWS Secrets Manager** is your cost-conscious native option."}, {"id": "mai-20260917-0922-baseline|c110-s2|deepseek-small|HashiCorp Vault", "prompt": "c110-s2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "don't reach for Vault — both add operational burden you don't need yet"}, {"id": "mai-20260917-0922-baseline|c110-s2|deepseek-small|Azure Key Vault", "prompt": "c110-s2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You're predominantly on Azure or GCP and want the native, cheap option."}, {"id": "mai-20260917-0922-baseline|c110-s2|deepseek-small|Google Secret Manager", "prompt": "c110-s2", "model": "deepseek-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Google Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "You're predominantly on Azure or GCP and want the native, cheap option."}, {"id": "mai-20260917-0922-baseline|c110-s2|google-small|Doppler", "prompt": "c110-s2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall: Developer-First SaaS (Doppler or Infisical) ... Doppler: Often considered the gold standard for developer experience"}, {"id": "mai-20260917-0922-baseline|c110-s2|google-small|Infisical", "prompt": "c110-s2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The premier open-source alternative to Doppler ... excellent SaaS UI, and easy migration if self-hosting is required later."}, {"id": "mai-20260917-0922-baseline|c110-s2|google-small|AWS Secrets Manager", "prompt": "c110-s2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Options: AWS Secrets Manager, Google Cloud Secret Manager, or Azure Key Vault ... can get surprisingly expensive at scale"}, {"id": "mai-20260917-0922-baseline|c110-s2|google-small|Google Cloud Secret Manager", "prompt": "c110-s2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team is 100% committed to a single cloud provider, using their built-in secrets tool is the path of least resistance."}, {"id": "mai-20260917-0922-baseline|c110-s2|google-small|Azure Key Vault", "prompt": "c110-s2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Options: AWS Secrets Manager, Google Cloud Secret Manager, or Azure Key Vault."}, {"id": "mai-20260917-0922-baseline|c110-s2|google-small|1Password Developer Tools", "prompt": "c110-s2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "1Password Developer Tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best for Cost & Simplicity: 1Password Developer Tools ... they are less robust than Doppler or Infisical"}, {"id": "mai-20260917-0922-baseline|c110-s2|google-small|Bitwarden Secrets Manager", "prompt": "c110-s2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A newer, highly secure, and very cost-effective developer product."}, {"id": "mai-20260917-0922-baseline|c110-s2|google-small|HashiCorp Vault", "prompt": "c110-s2", "model": "google-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Why you should avoid HashiCorp Vault ... do not choose it as a small business."}, {"id": "mai-20260917-0922-baseline|c110-s2|meta-small|HashiCorp Vault", "prompt": "c110-s2", "model": "meta-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend HashiCorp Vault as a secrets vault for applications and infrastructure for a small business"}, {"id": "mai-20260917-0922-baseline|c110-s2|minimax-small|Doppler", "prompt": "c110-s2", "model": "minimax-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Doppler**"}, {"id": "mai-20260917-0922-baseline|c110-s2|minimax-small|Infisical", "prompt": "c110-s2", "model": "minimax-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: **Infisical**"}, {"id": "mai-20260917-0922-baseline|c110-s2|minimax-small|HashiCorp Vault", "prompt": "c110-s2", "model": "minimax-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "HashiCorp Vault (more complex)"}, {"id": "mai-20260917-0922-baseline|c110-s2|minimax-small|AWS Secrets Manager", "prompt": "c110-s2", "model": "minimax-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You're already fully on AWS | AWS Secrets Manager"}, {"id": "mai-20260917-0922-baseline|c110-s2|minimax-small|Azure Key Vault", "prompt": "c110-s2", "model": "minimax-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You're already on Azure | Azure Key Vault"}, {"id": "mai-20260917-0922-baseline|c110-s2|mistral-small|Doppler", "prompt": "c110-s2", "model": "mistral-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **Doppler** is the best balance of ease of use, modern workflows, and scalability."}, {"id": "mai-20260917-0922-baseline|c110-s2|mistral-small|HashiCorp Vault", "prompt": "c110-s2", "model": "mistral-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "However, it's more complex and typically suited for teams with dedicated DevOps or security resources."}, {"id": "mai-20260917-0922-baseline|c110-s2|mistral-small|AWS Secrets Manager", "prompt": "c110-s2", "model": "mistral-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "also strong choices if you're already using their respective cloud platforms"}, {"id": "mai-20260917-0922-baseline|c110-s2|mistral-small|Azure Key Vault", "prompt": "c110-s2", "model": "mistral-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "also strong choices if you're already using their respective cloud platforms"}, {"id": "mai-20260917-0922-baseline|c110-s2|mistral-small|Google Secret Manager", "prompt": "c110-s2", "model": "mistral-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Google Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "may lock you into a specific cloud provider"}, {"id": "mai-20260917-0922-baseline|c110-s2|moonshot-small|Doppler", "prompt": "c110-s2", "model": "moonshot-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Doppler** if you want the fastest time-to-value with minimal maintenance"}, {"id": "mai-20260917-0922-baseline|c110-s2|moonshot-small|Infisical", "prompt": "c110-s2", "model": "moonshot-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Infisical** if you prefer open-source and might want to self-host later"}, {"id": "mai-20260917-0922-baseline|c110-s2|moonshot-small|AWS Secrets Manager", "prompt": "c110-s2", "model": "moonshot-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS Secrets Manager is a solid, cost-effective choice"}, {"id": "mai-20260917-0922-baseline|c110-s2|moonshot-small|HashiCorp Vault", "prompt": "c110-s2", "model": "moonshot-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Complex to operate; HCP Vault starts at ~$450+/month; overkill for small teams"}, {"id": "mai-20260917-0922-baseline|c110-s2|moonshot-small|CyberArk Conjur", "prompt": "c110-s2", "model": "moonshot-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "CyberArk Conjur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise-focused; expensive; lengthy setup (1-2 weeks)"}, {"id": "mai-20260917-0922-baseline|c110-s2|moonshot-small|Azure/GCP vaults", "prompt": "c110-s2", "model": "moonshot-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure/GCP vaults", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Only if you're not already on those platforms"}, {"id": "mai-20260917-0922-baseline|c110-s2|openai-small|AWS Secrets Manager", "prompt": "c110-s2", "model": "openai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you run mostly on AWS:** use **AWS Secrets Manager**. It’s straightforward, integrates well with AWS IAM/KMS"}, {"id": "mai-20260917-0922-baseline|c110-s2|openai-small|HashiCorp Vault", "prompt": "c110-s2", "model": "openai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "AWS Secrets Manager if you’re AWS-only; HCP Vault Dedicated if you want the most capable managed option"}, {"id": "mai-20260917-0922-baseline|c110-s2|openai-small|Azure Key Vault", "prompt": "c110-s2", "model": "openai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "comparing:\n- AWS Secrets Manager\n- Azure Key Vault"}, {"id": "mai-20260917-0922-baseline|c110-s2|openai-small|Google Secret Manager", "prompt": "c110-s2", "model": "openai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Google Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Google Secret Manager"}, {"id": "mai-20260917-0922-baseline|c110-s2|xai-small|Doppler", "prompt": "c110-s2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Doppler as the top secrets vault for applications and infrastructure."}, {"id": "mai-20260917-0922-baseline|c110-s2|xai-small|Infisical", "prompt": "c110-s2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You want open-source/self-hosting (no vendor lock-in)"}, {"id": "mai-20260917-0922-baseline|c110-s2|xai-small|1Password Business", "prompt": "c110-s2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Team already uses 1Password for passwords"}, {"id": "mai-20260917-0922-baseline|c110-s2|xai-small|AWS Secrets Manager", "prompt": "c110-s2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(if on AWS) | Heavy AWS user"}, {"id": "mai-20260917-0922-baseline|c110-s2|xai-small|HashiCorp Vault", "prompt": "c110-s2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid HashiCorp Vault for small biz—it's powerful ... but requires ops overhead"}, {"id": "mai-20260917-0922-baseline|c110-s2|xai-small|Azure KV", "prompt": "c110-s2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Azure KV", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cloud-native like Azure KV or GCP Secret Manager only if locked into those ecosystems."}, {"id": "mai-20260917-0922-baseline|c110-s2|xai-small|GCP Secret Manager", "prompt": "c110-s2", "model": "xai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "GCP Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "only if locked into those ecosystems"}, {"id": "mai-20260917-0922-baseline|c110-s2|zai-small|Bitwarden Secrets Manager", "prompt": "c110-s2", "model": "zai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Bitwarden Secrets Manager"}, {"id": "mai-20260917-0922-baseline|c110-s2|zai-small|Infisical", "prompt": "c110-s2", "model": "zai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Alternative: Infisical (For Self-Hosting / Developers)"}, {"id": "mai-20260917-0922-baseline|c110-s2|zai-small|AWS Secrets Manager", "prompt": "c110-s2", "model": "zai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for AWS Users: AWS Secrets Manager"}, {"id": "mai-20260917-0922-baseline|c110-s2|zai-small|Doppler", "prompt": "c110-s2", "model": "zai-small", "cat": "secrets-management", "variant": "paraphrase", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Doppler** | Environment syncing, teams | **$21/user/mo** (Flat rate) | Medium |"}, {"id": "mai-20260917-0922-baseline|c110-s3|alibaba-small|CyberArk", "prompt": "c110-s3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You generally want to avoid overly complex Enterprise solutions (like CyberArk) unless you have a dedicated DevOps engineer."}, {"id": "mai-20260917-0922-baseline|c110-s3|alibaba-small|Doppler", "prompt": "c110-s3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Doppler is widely considered the modern standard for small-to-medium development teams."}, {"id": "mai-20260917-0922-baseline|c110-s3|alibaba-small|1Password Team / Business", "prompt": "c110-s3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password Team / Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose 1Password if: Your team values a unified tool for everything (passwords + API keys) and wants a polished UI."}, {"id": "mai-20260917-0922-baseline|c110-s3|alibaba-small|Bitwarden Secrets Manager", "prompt": "c110-s3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Budget-conscious teams who want flexibility and potentially lower pricing tiers than 1Password."}, {"id": "mai-20260917-0922-baseline|c110-s3|alibaba-small|AWS Secrets Manager", "prompt": "c110-s3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose AWS/Azure Secrets if: You run your apps entirely on that cloud"}, {"id": "mai-20260917-0922-baseline|c110-s3|alibaba-small|Azure Key Vault", "prompt": "c110-s3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose AWS/Azure Secrets if: You run your apps entirely on that cloud and have minimal external integrations."}, {"id": "mai-20260917-0922-baseline|c110-s3|alibaba-small|GitHub Secrets", "prompt": "c110-s3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "GitHub Secrets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Most version control platforms have built-in secret storage for CI/CD pipelines."}, {"id": "mai-20260917-0922-baseline|c110-s3|alibaba-small|GitLab CI", "prompt": "c110-s3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "GitLab CI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The Code-Safe Option: GitHub Secrets / GitLab CI"}, {"id": "mai-20260917-0922-baseline|c110-s3|alibaba-small|Vault (HashiCorp)", "prompt": "c110-s3", "model": "alibaba-small", "cat": "secrets-management", "variant": "comparative", "raw": "Vault (HashiCorp)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Setup Effort ... **Very High** (Days/Weeks) ... Steep (Requires YAML config)"}, {"id": "mai-20260917-0922-baseline|c110-s3|anthropic-small|Doppler", "prompt": "c110-s3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Doppler helps define the \"secrets manager for developers\" category... one of the most polished CLIs in the space. It's an excellent choice for teams wanting simplicity"}, {"id": "mai-20260917-0922-baseline|c110-s3|anthropic-small|1Password Developer", "prompt": "c110-s3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password Developer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "However, it lacks dynamic secrets, rotation automation, and Kubernetes-native features."}, {"id": "mai-20260917-0922-baseline|c110-s3|anthropic-small|Infisical", "prompt": "c110-s3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the most popular open-source secrets manager on GitHub with over 12,700 stars"}, {"id": "mai-20260917-0922-baseline|c110-s3|anthropic-small|Bitwarden Secrets Manager", "prompt": "c110-s3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offering self-hosting or cloud options with SDK support for multiple languages"}, {"id": "mai-20260917-0922-baseline|c110-s3|anthropic-small|AWS Secrets Manager", "prompt": "c110-s3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a native service like AWS Secrets Manager... removes operational overhead and integrates instantly"}, {"id": "mai-20260917-0922-baseline|c110-s3|anthropic-small|Azure Key Vault", "prompt": "c110-s3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a native service like AWS Secrets Manager, Azure Key Vault, or Google Secret Manager removes operational overhead"}, {"id": "mai-20260917-0922-baseline|c110-s3|anthropic-small|Google Secret Manager", "prompt": "c110-s3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a native service like AWS Secrets Manager, Azure Key Vault, or Google Secret Manager removes operational overhead"}, {"id": "mai-20260917-0922-baseline|c110-s3|anthropic-small|Akeyless", "prompt": "c110-s3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a dedicated platform like Akeyless or HashiCorp Vault spares you from managing three separate access models"}, {"id": "mai-20260917-0922-baseline|c110-s3|anthropic-small|HashiCorp Vault", "prompt": "c110-s3", "model": "anthropic-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "others like Vault offer enterprise-grade features for scaling"}, {"id": "mai-20260917-0922-baseline|c110-s3|challenger-small|Doppler", "prompt": "c110-s3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick Doppler** if you want the easiest small-team experience."}, {"id": "mai-20260917-0922-baseline|c110-s3|challenger-small|Infisical", "prompt": "c110-s3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick Infisical** if you want open source or self-hosting."}, {"id": "mai-20260917-0922-baseline|c110-s3|challenger-small|1Password Secrets Automation/Developer", "prompt": "c110-s3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password Secrets Automation/Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when you want secrets management inside the 1Password ecosystem"}, {"id": "mai-20260917-0922-baseline|c110-s3|challenger-small|Bitwarden Secrets Manager", "prompt": "c110-s3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong alternatives depending on your stack and budget"}, {"id": "mai-20260917-0922-baseline|c110-s3|challenger-small|AWS Secrets Manager", "prompt": "c110-s3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pick AWS Secrets Manager** if you are all-in on AWS."}, {"id": "mai-20260917-0922-baseline|c110-s3|challenger-small|HashiCorp Vault", "prompt": "c110-s3", "model": "challenger-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Most powerful and flexible, but usually heavier to operate for a small team."}, {"id": "mai-20260917-0922-baseline|c110-s3|deepseek-small|Doppler", "prompt": "c110-s3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the practical choice usually narrows to **Doppler** (for speed and polish) or **Infisical** (for open-source self-hosting freedom)"}, {"id": "mai-20260917-0922-baseline|c110-s3|deepseek-small|Infisical", "prompt": "c110-s3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the practical choice usually narrows to **Doppler** (for speed and polish) or **Infisical** (for open-source self-hosting freedom)"}, {"id": "mai-20260917-0922-baseline|c110-s3|deepseek-small|HashiCorp Vault", "prompt": "c110-s3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "genuinely complex to run well ... often overkill for a small team without dedicated DevOps"}, {"id": "mai-20260917-0922-baseline|c110-s3|deepseek-small|AWS Secrets Manager", "prompt": "c110-s3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The default choice if you're already fully on one cloud"}, {"id": "mai-20260917-0922-baseline|c110-s3|deepseek-small|GCP Secret Manager", "prompt": "c110-s3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "GCP Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GCP Secret Manager: ~$0.06/secret/month, very cheap"}, {"id": "mai-20260917-0922-baseline|c110-s3|deepseek-small|Azure Key Vault", "prompt": "c110-s3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**4. Cloud-native managers** (AWS Secrets Manager / GCP Secret Manager / Azure Key Vault)"}, {"id": "mai-20260917-0922-baseline|c110-s3|deepseek-small|Bitwarden Secrets Manager", "prompt": "c110-s3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "budget option for teams already on Bitwarden; open source (GPL), low per-user cost"}, {"id": "mai-20260917-0922-baseline|c110-s3|deepseek-small|1Password Secrets Automation", "prompt": "c110-s3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "if you already pay for 1Password, its developer tools can cover this"}, {"id": "mai-20260917-0922-baseline|c110-s3|deepseek-small|SOPS", "prompt": "c110-s3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "SOPS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "lightweight open-source file-based encryption, good for GitOps workflows and very small teams"}, {"id": "mai-20260917-0922-baseline|c110-s3|deepseek-small|OpenBao", "prompt": "c110-s3", "model": "deepseek-small", "cat": "secrets-management", "variant": "comparative", "raw": "OpenBao", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**SOPS / OpenBao** \\u2014 lightweight open-source file-based encryption"}, {"id": "mai-20260917-0922-baseline|c110-s3|google-small|HashiCorp Vault", "prompt": "c110-s3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is typically overkill for small teams due to its steep learning curve and heavy operational weight"}, {"id": "mai-20260917-0922-baseline|c110-s3|google-small|Doppler", "prompt": "c110-s3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Doppler: *The Gold Standard for Developer Experience (DX)*"}, {"id": "mai-20260917-0922-baseline|c110-s3|google-small|Infisical", "prompt": "c110-s3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Infisical** if you love Doppler's workflow but prefer open-source software"}, {"id": "mai-20260917-0922-baseline|c110-s3|google-small|Bitwarden Secrets Manager", "prompt": "c110-s3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for teams already using Bitwarden."}, {"id": "mai-20260917-0922-baseline|c110-s3|google-small|1Password Developer Tools", "prompt": "c110-s3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password Developer Tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Bitwarden/1Password** if your team already uses them for password management"}, {"id": "mai-20260917-0922-baseline|c110-s3|google-small|AWS Secrets Manager", "prompt": "c110-s3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "their native secret managers are highly viable options"}, {"id": "mai-20260917-0922-baseline|c110-s3|google-small|GCP Secret Manager", "prompt": "c110-s3", "model": "google-small", "cat": "secrets-management", "variant": "comparative", "raw": "GCP Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "GCP is even cheaper ($0.06/active version/month)"}, {"id": "mai-20260917-0922-baseline|c110-s3|meta-small|Doppler", "prompt": "c110-s3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Doppler is recommended for small teams due to its simplicity and automation features"}, {"id": "mai-20260917-0922-baseline|c110-s3|meta-small|Infisical", "prompt": "c110-s3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Doppler, Infisical, HashiCorp Vault, AWS Secrets Manager, 1Password Developer, and Bitwarden Secrets Manager"}, {"id": "mai-20260917-0922-baseline|c110-s3|meta-small|HashiCorp Vault", "prompt": "c110-s3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HashiCorp Vault is suggested for multi-cloud and hybrid platform teams needing one secrets control plane"}, {"id": "mai-20260917-0922-baseline|c110-s3|meta-small|AWS Secrets Manager", "prompt": "c110-s3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "suited for different needs, such as ... AWS-native shops"}, {"id": "mai-20260917-0922-baseline|c110-s3|meta-small|1Password Developer", "prompt": "c110-s3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password Developer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Doppler, Infisical, HashiCorp Vault, AWS Secrets Manager, 1Password Developer, and Bitwarden Secrets Manager"}, {"id": "mai-20260917-0922-baseline|c110-s3|meta-small|Bitwarden Secrets Manager", "prompt": "c110-s3", "model": "meta-small", "cat": "secrets-management", "variant": "comparative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including ... Bitwarden Secrets Manager"}, {"id": "mai-20260917-0922-baseline|c110-s3|minimax-small|Doppler", "prompt": "c110-s3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams (<10 people), **Doppler** offers the best balance of ease-of-use and features."}, {"id": "mai-20260917-0922-baseline|c110-s3|minimax-small|Infisical", "prompt": "c110-s3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need open-source or self-hosting, **Infisical** is excellent."}, {"id": "mai-20260917-0922-baseline|c110-s3|minimax-small|HashiCorp Vault", "prompt": "c110-s3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For larger teams with complex needs, **HashiCorp Vault** remains the industry standard."}, {"id": "mai-20260917-0922-baseline|c110-s3|minimax-small|Bitwarden Secrets Manager", "prompt": "c110-s3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Small teams already in Bitwarden ecosystem"}, {"id": "mai-20260917-0922-baseline|c110-s3|minimax-small|AWS Secrets Manager", "prompt": "c110-s3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pros:** Native cloud integration, no extra cost for cloud resources"}, {"id": "mai-20260917-0922-baseline|c110-s3|minimax-small|Azure Key Vault", "prompt": "c110-s3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud Provider Solutions (AWS Secrets Manager, Azure Key Vault, GCP Secret Manager)"}, {"id": "mai-20260917-0922-baseline|c110-s3|minimax-small|GCP Secret Manager", "prompt": "c110-s3", "model": "minimax-small", "cat": "secrets-management", "variant": "comparative", "raw": "GCP Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud Provider Solutions (AWS Secrets Manager, Azure Key Vault, GCP Secret Manager)"}, {"id": "mai-20260917-0922-baseline|c110-s3|mistral-small|Doppler", "prompt": "c110-s3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, Doppler, Infisical, or 1Password Developer Tools are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c110-s3|mistral-small|Infisical", "prompt": "c110-s3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Doppler, Infisical, or 1Password Developer Tools are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c110-s3|mistral-small|1Password Developer Tools", "prompt": "c110-s3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password Developer Tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Small teams already using 1Password"}, {"id": "mai-20260917-0922-baseline|c110-s3|mistral-small|Bitwarden Secrets Manager", "prompt": "c110-s3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Budget-conscious teams"}, {"id": "mai-20260917-0922-baseline|c110-s3|mistral-small|HashiCorp Vault", "prompt": "c110-s3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Vault is more complex but offers unmatched flexibility and security"}, {"id": "mai-20260917-0922-baseline|c110-s3|mistral-small|Google Secret Manager", "prompt": "c110-s3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Teams on Google Cloud"}, {"id": "mai-20260917-0922-baseline|c110-s3|mistral-small|AWS Secrets Manager", "prompt": "c110-s3", "model": "mistral-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Teams all-in on AWS"}, {"id": "mai-20260917-0922-baseline|c110-s3|moonshot-small|Doppler", "prompt": "c110-s3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams in 2024-2025, **Doppler** and **Infisical** are the leading choices—Doppler for convenience"}, {"id": "mai-20260917-0922-baseline|c110-s3|moonshot-small|Infisical", "prompt": "c110-s3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Doppler** and **Infisical** are the leading choices—Doppler for convenience and Infisical for open-source flexibility."}, {"id": "mai-20260917-0922-baseline|c110-s3|moonshot-small|1Password Secrets Automation", "prompt": "c110-s3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Existing 1Password Users"}, {"id": "mai-20260917-0922-baseline|c110-s3|moonshot-small|Bitwarden Secrets Manager", "prompt": "c110-s3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free/Budget Option"}, {"id": "mai-20260917-0922-baseline|c110-s3|moonshot-small|Cloud-Native Options (AWS/GCP/Azure Secrets Managers)", "prompt": "c110-s3", "model": "moonshot-small", "cat": "secrets-management", "variant": "comparative", "raw": "Cloud-Native Options (AWS/GCP/Azure Secrets Managers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Teams already committed to a single cloud provider"}, {"id": "mai-20260917-0922-baseline|c110-s3|openai-small|AWS Secrets Manager", "prompt": "c110-s3", "model": "openai-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Small team on AWS: AWS Secrets Manager."}, {"id": "mai-20260917-0922-baseline|c110-s3|openai-small|Google Cloud Secret Manager", "prompt": "c110-s3", "model": "openai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small team on GCP: Google Cloud Secret Manager."}, {"id": "mai-20260917-0922-baseline|c110-s3|openai-small|Azure Key Vault", "prompt": "c110-s3", "model": "openai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Small team on Azure: Azure Key Vault."}, {"id": "mai-20260917-0922-baseline|c110-s3|openai-small|1Password for Developers", "prompt": "c110-s3", "model": "openai-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password for Developers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Small startup wanting easiest developer workflow: 1Password or Doppler."}, {"id": "mai-20260917-0922-baseline|c110-s3|openai-small|Doppler", "prompt": "c110-s3", "model": "openai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "best developer UX → 1Password or Doppler"}, {"id": "mai-20260917-0922-baseline|c110-s3|openai-small|HashiCorp Vault", "prompt": "c110-s3", "model": "openai-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Usually overkill for a small team unless you need advanced controls"}, {"id": "mai-20260917-0922-baseline|c110-s3|xai-small|Doppler", "prompt": "c110-s3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Doppler** for plug-and-play dev happiness or **Infisical** if OSS/self-host appeals."}, {"id": "mai-20260917-0922-baseline|c110-s3|xai-small|Infisical", "prompt": "c110-s3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Doppler** for plug-and-play dev happiness or **Infisical** if OSS/self-host appeals."}, {"id": "mai-20260917-0922-baseline|c110-s3|xai-small|Bitwarden Secrets Manager", "prompt": "c110-s3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For pure passwords, lean Bitwarden/1Password."}, {"id": "mai-20260917-0922-baseline|c110-s3|xai-small|1Password Secrets Automation", "prompt": "c110-s3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great UX/adoption, Watchtower alerts, SSO ... Add-on cost, no self-host"}, {"id": "mai-20260917-0922-baseline|c110-s3|xai-small|HashiCorp Vault", "prompt": "c110-s3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Vault unless you need dynamic creds."}, {"id": "mai-20260917-0922-baseline|c110-s3|xai-small|AWS Secrets Manager", "prompt": "c110-s3", "model": "xai-small", "cat": "secrets-management", "variant": "comparative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud-natives like AWS Secrets Manager (~$0.40/secret/mo) are cheaper if you're locked into one provider but less flexible."}, {"id": "mai-20260917-0922-baseline|c110-s3|zai-small|Infisical", "prompt": "c110-s3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you value transparency and want the option to self‑host later, Infisical offers a solid middle ground."}, {"id": "mai-20260917-0922-baseline|c110-s3|zai-small|Doppler", "prompt": "c110-s3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you just want to get secrets out of `.env` files and avoid any infrastructure setup, Doppler is usually the fastest option."}, {"id": "mai-20260917-0922-baseline|c110-s3|zai-small|HashiCorp Vault", "prompt": "c110-s3", "model": "zai-small", "cat": "secrets-management", "variant": "comparative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "is the most feature‑rich option ... but has a steeper learning curve and may be overkill for a tiny team."}, {"id": "mai-20260917-0922-baseline|c110-s4|alibaba-small|Doppler", "prompt": "c110-s4", "model": "alibaba-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value & Simplicity: **Doppler**"}, {"id": "mai-20260917-0922-baseline|c110-s4|alibaba-small|Infisical", "prompt": "c110-s4", "model": "alibaba-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Open-Source / Zero Software Cost: **Infisical**"}, {"id": "mai-20260917-0922-baseline|c110-s4|alibaba-small|Bitwarden Secrets Manager", "prompt": "c110-s4", "model": "alibaba-small", "cat": "secrets-management", "variant": "budget", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best If You Already Use Password Managers: **Bitwarden Secrets Manager**"}, {"id": "mai-20260917-0922-baseline|c110-s4|alibaba-small|AWS Secrets Manager", "prompt": "c110-s4", "model": "alibaba-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pay only for what you store and how many times you call the API. Great if you are already deep in the AWS ecosystem."}, {"id": "mai-20260917-0922-baseline|c110-s4|alibaba-small|Azure Key Vault", "prompt": "c110-s4", "model": "alibaba-small", "cat": "secrets-management", "variant": "budget", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Azure Key Vault / GCloud Secret Manager:** Similar models for their respective clouds."}, {"id": "mai-20260917-0922-baseline|c110-s4|alibaba-small|GCloud Secret Manager", "prompt": "c110-s4", "model": "alibaba-small", "cat": "secrets-management", "variant": "budget", "raw": "GCloud Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Azure Key Vault / GCloud Secret Manager:** Similar models for their respective clouds."}, {"id": "mai-20260917-0922-baseline|c110-s4|anthropic-small|Bitwarden Secrets Manager", "prompt": "c110-s4", "model": "anthropic-small", "cat": "secrets-management", "variant": "budget", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitwarden Secrets Manager** is an excellent choice for budget-conscious small teams."}, {"id": "mai-20260917-0922-baseline|c110-s4|anthropic-small|1Password Developer", "prompt": "c110-s4", "model": "anthropic-small", "cat": "secrets-management", "variant": "budget", "raw": "1Password Developer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "another good option if your team already uses 1Password"}, {"id": "mai-20260917-0922-baseline|c110-s4|anthropic-small|OpenBao", "prompt": "c110-s4", "model": "anthropic-small", "cat": "secrets-management", "variant": "budget", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "fully open-source projects like OpenBao and SOPS are a great fit. They may be complex to operate"}, {"id": "mai-20260917-0922-baseline|c110-s4|anthropic-small|SOPS", "prompt": "c110-s4", "model": "anthropic-small", "cat": "secrets-management", "variant": "budget", "raw": "SOPS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "fully open-source projects like OpenBao and SOPS are a great fit. They may be complex to operate"}, {"id": "mai-20260917-0922-baseline|c110-s4|challenger-small|Bitwarden Secrets Manager", "prompt": "c110-s4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Bitwarden Secrets Manager** or **Infisical** if you want a low-cost, developer-friendly tool"}, {"id": "mai-20260917-0922-baseline|c110-s4|challenger-small|Infisical", "prompt": "c110-s4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Infisical** if you want the best balance of **cost, modern developer experience, and open-source flexibility**"}, {"id": "mai-20260917-0922-baseline|c110-s4|challenger-small|Doppler", "prompt": "c110-s4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best simplest paid option:** **Doppler**, because it starts free for small teams and is designed for fast rollout."}, {"id": "mai-20260917-0922-baseline|c110-s4|challenger-small|OpenBao", "prompt": "c110-s4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best budget/open-source pick:** **Infisical** or **OpenBao** if you can handle self-hosting"}, {"id": "mai-20260917-0922-baseline|c110-s4|challenger-small|1Password Developer/Secrets Automation", "prompt": "c110-s4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "1Password Developer/Secrets Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if you already use 1Password:** **1Password Developer/Secrets Automation**, which is positioned for small teams already in that ecosystem."}, {"id": "mai-20260917-0922-baseline|c110-s4|challenger-small|HashiCorp Vault", "prompt": "c110-s4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to avoid for a tight budget:\n- **HashiCorp Vault** is powerful, but ... can absorb higher operational complexity and cost."}, {"id": "mai-20260917-0922-baseline|c110-s4|challenger-small|Cloud-native managers", "prompt": "c110-s4", "model": "challenger-small", "cat": "secrets-management", "variant": "budget", "raw": "Cloud-native managers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "pricing is tied to usage and cloud lock-in may matter"}, {"id": "mai-20260917-0922-baseline|c110-s4|deepseek-small|Infisical", "prompt": "c110-s4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Infisical** — Best overall for small teams (highly recommended)"}, {"id": "mai-20260917-0922-baseline|c110-s4|deepseek-small|Doppler", "prompt": "c110-s4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Doppler free tier** if you want the simplest, fully-managed experience with predictable per-user pricing."}, {"id": "mai-20260917-0922-baseline|c110-s4|deepseek-small|HashiCorp Vault", "prompt": "c110-s4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "HCP Vault Dedicated (managed) is expensive (~$1,100+/month) — avoid that unless you outgrow self-hosting."}, {"id": "mai-20260917-0922-baseline|c110-s4|deepseek-small|OpenBao", "prompt": "c110-s4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OpenBao** is a community fork that avoids Vault's BSL license concerns."}, {"id": "mai-20260917-0922-baseline|c110-s4|deepseek-small|Akeyless", "prompt": "c110-s4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Akeyless** — Free tier for small teams"}, {"id": "mai-20260917-0922-baseline|c110-s4|deepseek-small|Bitwarden Secrets Manager", "prompt": "c110-s4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Bitwarden** has open-source self-hosting and simple per-user pricing."}, {"id": "mai-20260917-0922-baseline|c110-s4|deepseek-small|SOPS", "prompt": "c110-s4", "model": "deepseek-small", "cat": "secrets-management", "variant": "budget", "raw": "SOPS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SOPS** is completely free, great for GitOps-style workflows"}, {"id": "mai-20260917-0922-baseline|c110-s4|google-small|AWS Systems Manager (SSM) Parameter Store", "prompt": "c110-s4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Systems Manager (SSM) Parameter Store", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Cloud-Native Budget Choice: **AWS Systems Manager (SSM) Parameter Store** ... Standard tier is 100% free."}, {"id": "mai-20260917-0922-baseline|c110-s4|google-small|AWS Secrets Manager", "prompt": "c110-s4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many AWS users default to **AWS Secrets Manager**, which costs $0.40 per secret/month. This can add up fast."}, {"id": "mai-20260917-0922-baseline|c110-s4|google-small|Bitwarden Secrets Manager", "prompt": "c110-s4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best Low-Cost SaaS: **Bitwarden Secrets Manager** ... Best developer experience + team sharing"}, {"id": "mai-20260917-0922-baseline|c110-s4|google-small|Doppler", "prompt": "c110-s4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "most competitors (like Doppler) charge $12 to $21 per user/month for team plans"}, {"id": "mai-20260917-0922-baseline|c110-s4|google-small|Infisical", "prompt": "c110-s4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best Open-Source & Self-Hosted Option: **Infisical**"}, {"id": "mai-20260917-0922-baseline|c110-s4|google-small|Mozilla SOPS", "prompt": "c110-s4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "Mozilla SOPS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Zero-Infrastructure \"GitOps\" Choice: **Mozilla SOPS**"}, {"id": "mai-20260917-0922-baseline|c110-s4|google-small|HashiCorp Vault", "prompt": "c110-s4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Vault and OpenBao are notoriously complex to configure and manage... operational time cost... usually outweighs the license savings."}, {"id": "mai-20260917-0922-baseline|c110-s4|google-small|OpenBao", "prompt": "c110-s4", "model": "google-small", "cat": "secrets-management", "variant": "budget", "raw": "OpenBao", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Vault and OpenBao are notoriously complex to configure and manage."}, {"id": "mai-20260917-0922-baseline|c110-s4|meta-small|Doppler", "prompt": "c110-s4", "model": "meta-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Doppler: Offers a free tier for 3 users and $8 per additional user."}, {"id": "mai-20260917-0922-baseline|c110-s4|meta-small|Infisical", "prompt": "c110-s4", "model": "meta-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Priced at $20 per identity, which is considered a more honest unit for the job."}, {"id": "mai-20260917-0922-baseline|c110-s4|meta-small|OpenBao", "prompt": "c110-s4", "model": "meta-small", "cat": "secrets-management", "variant": "budget", "raw": "OpenBao", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "OpenBao and SOPS: Fully open-source projects that are a great fit for extremely tight budgets."}, {"id": "mai-20260917-0922-baseline|c110-s4|meta-small|SOPS", "prompt": "c110-s4", "model": "meta-small", "cat": "secrets-management", "variant": "budget", "raw": "SOPS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "OpenBao and SOPS: Fully open-source projects that are a great fit for extremely tight budgets."}, {"id": "mai-20260917-0922-baseline|c110-s4|meta-small|Akeyless", "prompt": "c110-s4", "model": "meta-small", "cat": "secrets-management", "variant": "budget", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers a generous Free tier that is well-suited for small teams or individual developers."}, {"id": "mai-20260917-0922-baseline|c110-s4|minimax-small|Doppler", "prompt": "c110-s4", "model": "minimax-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best secrets management tools are **Doppler** and **Infisical**, both offering free tiers and affordable paid plans"}, {"id": "mai-20260917-0922-baseline|c110-s4|minimax-small|Infisical", "prompt": "c110-s4", "model": "minimax-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best secrets management tools are **Doppler** and **Infisical**"}, {"id": "mai-20260917-0922-baseline|c110-s4|minimax-small|HashiCorp Vault", "prompt": "c110-s4", "model": "minimax-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HashiCorp Vault** (open-source) can be self-hosted for free, though it requires more setup and maintenance"}, {"id": "mai-20260917-0922-baseline|c110-s4|mistral-small|Infisical", "prompt": "c110-s4", "model": "mistral-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers a genuinely free, MIT-licensed core that you can self-host with no artificial limits"}, {"id": "mai-20260917-0922-baseline|c110-s4|mistral-small|HashiCorp Vault (Community Edition)", "prompt": "c110-s4", "model": "mistral-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Completely free and open-source, Vault is a robust solution... requires some technical expertise"}, {"id": "mai-20260917-0922-baseline|c110-s4|mistral-small|Google Secret Manager", "prompt": "c110-s4", "model": "mistral-small", "cat": "secrets-management", "variant": "budget", "raw": "Google Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're on Google Cloud, Google Secret Manager is a low-cost, managed choice."}, {"id": "mai-20260917-0922-baseline|c110-s4|mistral-small|Doppler", "prompt": "c110-s4", "model": "mistral-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a managed, easy-to-use option, try Doppler (free for up to 3 users)."}, {"id": "mai-20260917-0922-baseline|c110-s4|moonshot-small|Infisical", "prompt": "c110-s4", "model": "moonshot-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Infisical (self-hosted)** – You get enterprise-grade features for free"}, {"id": "mai-20260917-0922-baseline|c110-s4|moonshot-small|Bitwarden Secrets Manager", "prompt": "c110-s4", "model": "moonshot-small", "cat": "secrets-management", "variant": "budget", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If self-hosting is too complex**, go with **Bitwarden Secrets Manager at $6/user/month"}, {"id": "mai-20260917-0922-baseline|c110-s4|moonshot-small|OpenBao", "prompt": "c110-s4", "model": "moonshot-small", "cat": "secrets-management", "variant": "budget", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **OpenBao** for maximum features at zero cost"}, {"id": "mai-20260917-0922-baseline|c110-s4|moonshot-small|SOPS + age", "prompt": "c110-s4", "model": "moonshot-small", "cat": "secrets-management", "variant": "budget", "raw": "SOPS + age", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for GitOps Workflows)\n- **Cost:** **FREE**"}, {"id": "mai-20260917-0922-baseline|c110-s4|moonshot-small|HashiCorp Vault", "prompt": "c110-s4", "model": "moonshot-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid:** HashiCorp Vault (expensive, complex licensing)"}, {"id": "mai-20260917-0922-baseline|c110-s4|moonshot-small|AWS Secrets Manager", "prompt": "c110-s4", "model": "moonshot-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid:** ... AWS Secrets Manager (costs add up at $0.40/secret/month)"}, {"id": "mai-20260917-0922-baseline|c110-s4|moonshot-small|Doppler", "prompt": "c110-s4", "model": "moonshot-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid:** ... Doppler ($21/user/month) until you have more budget"}, {"id": "mai-20260917-0922-baseline|c110-s4|openai-small|Infisical", "prompt": "c110-s4", "model": "openai-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Infisical** if you want the best balance of cost, usability, and modern workflow."}, {"id": "mai-20260917-0922-baseline|c110-s4|openai-small|SOPS", "prompt": "c110-s4", "model": "openai-small", "cat": "secrets-management", "variant": "budget", "raw": "SOPS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OpenBao + SOPS** if your budget is extremely tight and you have someone comfortable operating it."}, {"id": "mai-20260917-0922-baseline|c110-s4|openai-small|OpenBao", "prompt": "c110-s4", "model": "openai-small", "cat": "secrets-management", "variant": "budget", "raw": "OpenBao", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OpenBao + GitOps/SOPS** is the budget winner"}, {"id": "mai-20260917-0922-baseline|c110-s4|openai-small|AWS Secrets Manager", "prompt": "c110-s4", "model": "openai-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you're already standardized on one cloud and want the least friction"}, {"id": "mai-20260917-0922-baseline|c110-s4|openai-small|Google Secret Manager", "prompt": "c110-s4", "model": "openai-small", "cat": "secrets-management", "variant": "budget", "raw": "Google Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Google Secret Manager** for GCP"}, {"id": "mai-20260917-0922-baseline|c110-s4|openai-small|Azure Key Vault", "prompt": "c110-s4", "model": "openai-small", "cat": "secrets-management", "variant": "budget", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Azure Key Vault** for Azure"}, {"id": "mai-20260917-0922-baseline|c110-s4|openai-small|HashiCorp Vault", "prompt": "c110-s4", "model": "openai-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Usually not best for a tight budget:** **HashiCorp Vault**... operational overhead and cost are typically higher"}, {"id": "mai-20260917-0922-baseline|c110-s4|xai-small|Infisical", "prompt": "c110-s4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best secrets management tool is likely **Infisical** (open-source self-hosted edition, free forever)"}, {"id": "mai-20260917-0922-baseline|c110-s4|xai-small|HashiCorp Vault (Community Edition)", "prompt": "c110-s4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault (Community Edition)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Steep learning curve, high ops overhead for HA/self-hosting."}, {"id": "mai-20260917-0922-baseline|c110-s4|xai-small|OpenBao", "prompt": "c110-s4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "OpenBao", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider OpenBao (MPL 2.0 fork) for fully open alternative."}, {"id": "mai-20260917-0922-baseline|c110-s4|xai-small|Doppler", "prompt": "c110-s4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free (3-5 users, limited projects) | Quick SaaS setup, dev workflows"}, {"id": "mai-20260917-0922-baseline|c110-s4|xai-small|Akeyless", "prompt": "c110-s4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "Akeyless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free tier (50 connections) | Zero-knowledge security"}, {"id": "mai-20260917-0922-baseline|c110-s4|xai-small|Cloud-native (e.g., AWS Secrets Manager)", "prompt": "c110-s4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "Cloud-native (e.g., AWS Secrets Manager)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your stack is cloud-heavy (e.g., all AWS), use their native manager to minimize costs."}, {"id": "mai-20260917-0922-baseline|c110-s4|xai-small|Bitwarden Secrets Manager", "prompt": "c110-s4", "model": "xai-small", "cat": "secrets-management", "variant": "budget", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free OSS self-host | Budget password+secrets combo"}, {"id": "mai-20260917-0922-baseline|c110-s4|zai-small|HashiCorp Vault (Open Source)", "prompt": "c110-s4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "HashiCorp Vault (Open Source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **HashiCorp Vault (Open Source)**"}, {"id": "mai-20260917-0922-baseline|c110-s4|zai-small|Doppler", "prompt": "c110-s4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Doppler** if you'd rather have a managed service with minimal setup. Both are excellent choices"}, {"id": "mai-20260917-0922-baseline|c110-s4|zai-small|AWS Secrets Manager", "prompt": "c110-s4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cloud-Native Teams: **AWS Secrets Manager / Azure Key Vault**"}, {"id": "mai-20260917-0922-baseline|c110-s4|zai-small|Azure Key Vault", "prompt": "c110-s4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cloud-Native Teams: **AWS Secrets Manager / Azure Key Vault**"}, {"id": "mai-20260917-0922-baseline|c110-s4|zai-small|Infisical", "prompt": "c110-s4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You want zero server management | **Doppler** or **Infisical**"}, {"id": "mai-20260917-0922-baseline|c110-s4|zai-small|Bitwarden Secrets Manager", "prompt": "c110-s4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Teams already using Bitwarden | $1/user/month base"}, {"id": "mai-20260917-0922-baseline|c110-s4|zai-small|1Password Business", "prompt": "c110-s4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Non-technical teams | $8/user/month"}, {"id": "mai-20260917-0922-baseline|c110-s4|zai-small|Passbolt", "prompt": "c110-s4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "Passbolt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Self-hosted open source | Free (self-managed)"}, {"id": "mai-20260917-0922-baseline|c110-s4|zai-small|CyberArk Conjur", "prompt": "c110-s4", "model": "zai-small", "cat": "secrets-management", "variant": "budget", "raw": "CyberArk Conjur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprise-grade open source | Free (community edition)"}, {"id": "mai-20260917-0922-baseline|c110-s5|alibaba-small|Doppler", "prompt": "c110-s5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Doppler:** Extremely popular right now for mid-sized teams because it focuses heavily on the \"dev experience\""}, {"id": "mai-20260917-0922-baseline|c110-s5|alibaba-small|1Password Secrets", "prompt": "c110-s5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password Secrets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1Password / Bitwarden:** Excellent if your company is already using these for general employee password management."}, {"id": "mai-20260917-0922-baseline|c110-s5|alibaba-small|CyberArk Identity", "prompt": "c110-s5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "CyberArk Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Managed SaaS (e.g., Doppler, 1Password Secrets, CyberArk Identity):**"}, {"id": "mai-20260917-0922-baseline|c110-s5|alibaba-small|HashiCorp Vault OSS", "prompt": "c110-s5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault OSS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**High maintenance.** Running a highly available, self-managed Vault cluster requires significant operational overhead... has a steep learning curve"}, {"id": "mai-20260917-0922-baseline|c110-s5|alibaba-small|Bitwarden", "prompt": "c110-s5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**1Password / Bitwarden:** Excellent if your company is already using these for general employee password management."}, {"id": "mai-20260917-0922-baseline|c110-s5|alibaba-small|AWS Secrets Manager", "prompt": "c110-s5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are fully locked into one cloud provider, these are excellent choices with minimal friction"}, {"id": "mai-20260917-0922-baseline|c110-s5|alibaba-small|GCP Secret Manager", "prompt": "c110-s5", "model": "alibaba-small", "cat": "secrets-management", "variant": "scale", "raw": "GCP Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are fully locked into one cloud provider, these are excellent choices with minimal friction"}, {"id": "mai-20260917-0922-baseline|c110-s5|anthropic-small|Vault (HashiCorp)", "prompt": "c110-s5", "model": "anthropic-small", "cat": "secrets-management", "variant": "scale", "raw": "Vault (HashiCorp)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options include Vault (HashiCorp), AWS Secrets Manager, Azure Key Vault"}, {"id": "mai-20260917-0922-baseline|c110-s5|anthropic-small|AWS Secrets Manager", "prompt": "c110-s5", "model": "anthropic-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options include Vault (HashiCorp), AWS Secrets Manager, Azure Key Vault"}, {"id": "mai-20260917-0922-baseline|c110-s5|anthropic-small|Azure Key Vault", "prompt": "c110-s5", "model": "anthropic-small", "cat": "secrets-management", "variant": "scale", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options include ... Azure Key Vault, Google Cloud Secret Manager"}, {"id": "mai-20260917-0922-baseline|c110-s5|anthropic-small|Google Cloud Secret Manager", "prompt": "c110-s5", "model": "anthropic-small", "cat": "secrets-management", "variant": "scale", "raw": "Google Cloud Secret Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Google Cloud Secret Manager, 1Password for Teams"}, {"id": "mai-20260917-0922-baseline|c110-s5|anthropic-small|1Password for Teams", "prompt": "c110-s5", "model": "anthropic-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password for Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "1Password for Teams, and open-source alternatives like Sealed Secrets or Infisec"}, {"id": "mai-20260917-0922-baseline|c110-s5|anthropic-small|Sealed Secrets", "prompt": "c110-s5", "model": "anthropic-small", "cat": "secrets-management", "variant": "scale", "raw": "Sealed Secrets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "open-source alternatives like Sealed Secrets or Infisec"}, {"id": "mai-20260917-0922-baseline|c110-s5|anthropic-small|Infisec", "prompt": "c110-s5", "model": "anthropic-small", "cat": "secrets-management", "variant": "scale", "raw": "Infisec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "open-source alternatives like Sealed Secrets or Infisec"}, {"id": "mai-20260917-0922-baseline|c110-s5|deepseek-small|Doppler", "prompt": "c110-s5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start your pilot with **Doppler** or **Infisical**"}, {"id": "mai-20260917-0922-baseline|c110-s5|deepseek-small|Infisical", "prompt": "c110-s5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "pick **Infisical** if you value open source and self-hosting optionality"}, {"id": "mai-20260917-0922-baseline|c110-s5|deepseek-small|AWS Secrets Manager", "prompt": "c110-s5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "their native secrets managers (AWS Secrets Manager, Google Secret Manager) are also solid, simpler options"}, {"id": "mai-20260917-0922-baseline|c110-s5|deepseek-small|HashiCorp Vault", "prompt": "c110-s5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "OSS is free but you manage infrastructure; steep learning curve; may be overkill for 30 people"}, {"id": "mai-20260917-0922-baseline|c110-s5|deepseek-small|Akeyless", "prompt": "c110-s5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SaaS, dynamic secrets, strong multi-cloud support"}, {"id": "mai-20260917-0922-baseline|c110-s5|deepseek-small|Google Secret Manager", "prompt": "c110-s5", "model": "deepseek-small", "cat": "secrets-management", "variant": "scale", "raw": "Google Secret Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "(AWS Secrets Manager, Google Secret Manager) are also solid, simpler options"}, {"id": "mai-20260917-0922-baseline|c110-s5|google-small|HashiCorp Vault", "prompt": "c110-s5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "do not buy or self-host Vault** at 30 people unless you have a dedicated platform engineer"}, {"id": "mai-20260917-0922-baseline|c110-s5|google-small|Doppler", "prompt": "c110-s5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Fast-moving startup teams who want the absolute best developer UX. | Incredible CLI, painless local development integration"}, {"id": "mai-20260917-0922-baseline|c110-s5|google-small|Infisical", "prompt": "c110-s5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Teams who prefer open-source/open-core options but still want a modern SaaS UI."}, {"id": "mai-20260917-0922-baseline|c110-s5|google-small|AWS Secrets Manager", "prompt": "c110-s5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Terrible developer experience for local development; poor UX for syncing secrets between non-production environments."}, {"id": "mai-20260917-0922-baseline|c110-s5|google-small|GCP Secret Manager", "prompt": "c110-s5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "GCP Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Terrible developer experience for local development"}, {"id": "mai-20260917-0922-baseline|c110-s5|google-small|1Password Developer Tools", "prompt": "c110-s5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password Developer Tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Teams already using these tools for human password management... not as deep or mature as Doppler or Infisical."}, {"id": "mai-20260917-0922-baseline|c110-s5|google-small|Bitwarden Secrets Manager", "prompt": "c110-s5", "model": "google-small", "cat": "secrets-management", "variant": "scale", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "solid CLI and service account support"}, {"id": "mai-20260917-0922-baseline|c110-s5|minimax-small|HashiCorp Vault", "prompt": "c110-s5", "model": "minimax-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**HashiCorp Vault** | Full-featured, open-source option, highly customizable"}, {"id": "mai-20260917-0922-baseline|c110-s5|minimax-small|AWS/Azure/GCP Secrets Manager", "prompt": "c110-s5", "model": "minimax-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS/Azure/GCP Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**AWS/Azure/GCP Secrets Manager** | If you're already in that cloud ecosystem"}, {"id": "mai-20260917-0922-baseline|c110-s5|minimax-small|Akeyless", "prompt": "c110-s5", "model": "minimax-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Akeyless** | Simpler setup, good for mid-sized companies"}, {"id": "mai-20260917-0922-baseline|c110-s5|minimax-small|CyberArk", "prompt": "c110-s5", "model": "minimax-small", "cat": "secrets-management", "variant": "scale", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**CyberArk** | Enterprise-grade, broader identity security"}, {"id": "mai-20260917-0922-baseline|c110-s5|mistral-small|HashiCorp Vault", "prompt": "c110-s5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Does it offer a free tier for small teams (e.g., HashiCorp Vault, Doppler, Akeyless)?"}, {"id": "mai-20260917-0922-baseline|c110-s5|mistral-small|Doppler", "prompt": "c110-s5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Doppler** | SaaS | Developer-first, CI/CD | Yes (limited) |"}, {"id": "mai-20260917-0922-baseline|c110-s5|mistral-small|Akeyless", "prompt": "c110-s5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Akeyless** | SaaS | Zero-trust, dynamic secrets | Yes (limited) |"}, {"id": "mai-20260917-0922-baseline|c110-s5|mistral-small|AWS Secrets Manager / Azure Key Vault", "prompt": "c110-s5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager / Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **AWS Secrets Manager / Azure Key Vault** | Cloud-native | AWS/Azure users | Pay-as-you-go |"}, {"id": "mai-20260917-0922-baseline|c110-s5|mistral-small|1Password Business", "prompt": "c110-s5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **1Password Business** | SaaS | General secrets, teams | Yes |"}, {"id": "mai-20260917-0922-baseline|c110-s5|mistral-small|Infisical", "prompt": "c110-s5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Infisical** | Open-source | Self-hosted, developer-friendly | Yes |"}, {"id": "mai-20260917-0922-baseline|c110-s5|mistral-small|CyberArk / Thycotic", "prompt": "c110-s5", "model": "mistral-small", "cat": "secrets-management", "variant": "scale", "raw": "CyberArk / Thycotic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **CyberArk / Thycotic** | Enterprise | Large orgs, compliance | Custom pricing |"}, {"id": "mai-20260917-0922-baseline|c110-s5|moonshot-small|Doppler", "prompt": "c110-s5", "model": "moonshot-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist: Doppler, 1Password (if you already use it), or Infisical"}, {"id": "mai-20260917-0922-baseline|c110-s5|moonshot-small|1Password Secrets Automation", "prompt": "c110-s5", "model": "moonshot-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Teams already using 1Password ... Good for human + developer workflows"}, {"id": "mai-20260917-0922-baseline|c110-s5|moonshot-small|Infisical", "prompt": "c110-s5", "model": "moonshot-small", "cat": "secrets-management", "variant": "scale", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source preference, budget-conscious ... Free self-hosted; paid cloud tiers"}, {"id": "mai-20260917-0922-baseline|c110-s5|moonshot-small|HashiCorp Vault", "prompt": "c110-s5", "model": "moonshot-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid: HashiCorp Vault unless you have specific advanced requirements and someone to manage it"}, {"id": "mai-20260917-0922-baseline|c110-s5|moonshot-small|AWS/GCP/Azure Secrets Manager", "prompt": "c110-s5", "model": "moonshot-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS/GCP/Azure Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-native infrastructure | Managed cloud | Per secret + API calls | Good if you're all-in on one cloud"}, {"id": "mai-20260917-0922-baseline|c110-s5|xai-small|HashiCorp Vault", "prompt": "c110-s5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Vault** if growing fast/multi-cloud... Feature-rich but ops-heavy"}, {"id": "mai-20260917-0922-baseline|c110-s5|xai-small|Doppler", "prompt": "c110-s5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top picks for you: **Doppler** or **Infisical** for quick wins"}, {"id": "mai-20260917-0922-baseline|c110-s5|xai-small|Infisical", "prompt": "c110-s5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top picks for you: **Doppler** or **Infisical** for quick wins"}, {"id": "mai-20260917-0922-baseline|c110-s5|xai-small|AWS Secrets Manager", "prompt": "c110-s5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Seamless if AWS-centric; cheap at low volume."}, {"id": "mai-20260917-0922-baseline|c110-s5|xai-small|1Password Secrets Automation", "prompt": "c110-s5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple if already using 1Password."}, {"id": "mai-20260917-0922-baseline|c110-s5|xai-small|Akeyless", "prompt": "c110-s5", "model": "xai-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zero-trust focus | Usage-based, starts low | Yes/No | Strong dynamic secrets."}, {"id": "mai-20260917-0922-baseline|c110-s5|zai-small|AWS Secrets Manager", "prompt": "c110-s5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cloud‑native service** (e.g., AWS Secrets Manager, Azure Key Vault)"}, {"id": "mai-20260917-0922-baseline|c110-s5|zai-small|Azure Key Vault", "prompt": "c110-s5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "Azure Key Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cloud‑native service** (e.g., AWS Secrets Manager, Azure Key Vault)"}, {"id": "mai-20260917-0922-baseline|c110-s5|zai-small|Doppler", "prompt": "c110-s5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "Doppler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Doppler** | Developer‑friendly SaaS | SaaS | Limited | Free / per‑seat |"}, {"id": "mai-20260917-0922-baseline|c110-s5|zai-small|Infisical", "prompt": "c110-s5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "Infisical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Infisical** | Open‑source, self‑hostable |"}, {"id": "mai-20260917-0922-baseline|c110-s5|zai-small|HashiCorp Vault", "prompt": "c110-s5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **HashiCorp Vault** | Multi‑cloud, self‑hosted, enterprise‑grade |"}, {"id": "mai-20260917-0922-baseline|c110-s5|zai-small|Akeyless", "prompt": "c110-s5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "Akeyless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Akeyless** | Zero‑knowledge, multi‑cloud | SaaS / on‑prem | Yes | Tiered pricing |"}, {"id": "mai-20260917-0922-baseline|c110-s5|zai-small|1Password Secrets Automation", "prompt": "c110-s5", "model": "zai-small", "cat": "secrets-management", "variant": "scale", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **1Password Secrets Automation** | Teams already using 1Password | SaaS | Yes (limited) | Per‑user |"}, {"id": "mai-20260917-0922-baseline|c110-s6|alibaba-small|HashiCorp Vault (Self-Hosted)", "prompt": "c110-s6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault (Self-Hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "self-hosting Vault requires managing high availability, storage backends... the operational burden is high."}, {"id": "mai-20260917-0922-baseline|c110-s6|alibaba-small|Vault HCP", "prompt": "c110-s6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "Vault HCP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider using **Vault HCP** (managed service)"}, {"id": "mai-20260917-0922-baseline|c110-s6|alibaba-small|Infisical", "prompt": "c110-s6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Prioritize tools with low operational overhead (managed services) or simple open-source options (Infisical) over heavy enterprise platforms."}, {"id": "mai-20260917-0922-baseline|c110-s6|alibaba-small|SOPS", "prompt": "c110-s6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "SOPS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it lacks user management, rotation automation, and audit logs out-of-the-box"}, {"id": "mai-20260917-0922-baseline|c110-s6|alibaba-small|CyberArk", "prompt": "c110-s6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why avoid:** These are privileged access management (PAM) giants meant for enterprises... They are expensive and complex to deploy."}, {"id": "mai-20260917-0922-baseline|c110-s6|alibaba-small|Thycotic", "prompt": "c110-s6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "Thycotic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Why avoid:** These are privileged access management (PAM) giants meant for enterprises"}, {"id": "mai-20260917-0922-baseline|c110-s6|alibaba-small|Bitwarden Secrets Manager", "prompt": "c110-s6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Bitwarden Secrets Manager** or **1Password for Developers** offer similar isolation and sharing features at a fraction of the cost"}, {"id": "mai-20260917-0922-baseline|c110-s6|alibaba-small|1Password for Developers", "prompt": "c110-s6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "1Password for Developers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "offer similar isolation and sharing features at a fraction of the cost and complexity"}, {"id": "mai-20260917-0922-baseline|c110-s6|alibaba-small|IBM ACF2", "prompt": "c110-s6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "IBM ACF2", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Why avoid:** Legacy mainframe-era tooling."}, {"id": "mai-20260917-0922-baseline|c110-s6|alibaba-small|Broadcom Privileged Identity Management", "prompt": "c110-s6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "Broadcom Privileged Identity Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Why avoid:** Legacy mainframe-era tooling."}, {"id": "mai-20260917-0922-baseline|c110-s6|alibaba-small|GitHub Secrets", "prompt": "c110-s6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "GitHub Secrets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**GitHub Secrets** or **GitLab CI/CD variables** are sufficient for very small teams starting out"}, {"id": "mai-20260917-0922-baseline|c110-s6|alibaba-small|GitLab CI/CD variables", "prompt": "c110-s6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "GitLab CI/CD variables", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "sufficient for very small teams starting out, but migrate to a dedicated tool"}, {"id": "mai-20260917-0922-baseline|c110-s6|alibaba-small|Doppler", "prompt": "c110-s6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "migrate to a dedicated tool like **Doppler** as you grow"}, {"id": "mai-20260917-0922-baseline|c110-s6|alibaba-small|AWS Secrets Manager", "prompt": "c110-s6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "it charges per secret stored and per API call. For high-rotation secrets, costs can add up quickly"}, {"id": "mai-20260917-0922-baseline|c110-s6|alibaba-small|LastPass", "prompt": "c110-s6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "These are not designed for developer workflows... leads to friction and workarounds that compromise security."}, {"id": "mai-20260917-0922-baseline|c110-s6|alibaba-small|Dashlane", "prompt": "c110-s6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "Dashlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "**Why caution with LastPass/Dashlane (Consumer tiers):** These are not designed for developer workflows"}, {"id": "mai-20260917-0922-baseline|c110-s6|alibaba-small|AWS Parameter Store", "prompt": "c110-s6", "model": "alibaba-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Parameter Store", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**AWS Parameter Store** (if AWS-only)"}, {"id": "mai-20260917-0922-baseline|c110-s6|anthropic-small|AWS Secrets Manager", "prompt": "c110-s6", "model": "anthropic-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "If you operate across multiple clouds, avoid cloud-provider-native tools like AWS Secrets Manager... because they cause fragmentation"}, {"id": "mai-20260917-0922-baseline|c110-s6|anthropic-small|GCP Secret Manager", "prompt": "c110-s6", "model": "anthropic-small", "cat": "secrets-management", "variant": "negative", "raw": "GCP Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoid cloud-provider-native tools like AWS Secrets Manager, GCP Secret Manager, and Azure Key Vault as your primary secrets store"}, {"id": "mai-20260917-0922-baseline|c110-s6|anthropic-small|Azure Key Vault", "prompt": "c110-s6", "model": "anthropic-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can raise security concerns because these providers have full ownership of the keys"}, {"id": "mai-20260917-0922-baseline|c110-s6|anthropic-small|HashiCorp Vault", "prompt": "c110-s6", "model": "anthropic-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "it is a set of building blocks, not a finished product. Most organizations need dedicated platform engineers to deploy, configure, upgrade, and operate it"}, {"id": "mai-20260917-0922-baseline|c110-s6|anthropic-small|HCP Vault Secrets", "prompt": "c110-s6", "model": "anthropic-small", "cat": "secrets-management", "variant": "negative", "raw": "HCP Vault Secrets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "its SaaS offering, was discontinued in mid-2025, reducing its appeal"}, {"id": "mai-20260917-0922-baseline|c110-s6|anthropic-small|Bitwarden", "prompt": "c110-s6", "model": "anthropic-small", "cat": "secrets-management", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Small teams may prefer simple tools like Bitwarden or 1Password"}, {"id": "mai-20260917-0922-baseline|c110-s6|anthropic-small|1Password", "prompt": "c110-s6", "model": "anthropic-small", "cat": "secrets-management", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Small teams may prefer simple tools like Bitwarden or 1Password"}, {"id": "mai-20260917-0922-baseline|c110-s6|anthropic-small|Doppler", "prompt": "c110-s6", "model": "anthropic-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SMBs and SaaS startups benefit from Doppler or cloud-native services"}, {"id": "mai-20260917-0922-baseline|c110-s6|challenger-small|HashiCorp Vault", "prompt": "c110-s6", "model": "challenger-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "that often means **HashiCorp Vault** unless you already have a platform/security team ... makes it a poor fit for many small businesses without dedicated ops support"}, {"id": "mai-20260917-0922-baseline|c110-s6|challenger-small|AWS Secrets Manager", "prompt": "c110-s6", "model": "challenger-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "good when you are already committed to that cloud, but one source warns against using them as your *primary* store in a multi-cloud setup"}, {"id": "mai-20260917-0922-baseline|c110-s6|challenger-small|Azure Key Vault", "prompt": "c110-s6", "model": "challenger-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "sometimes cloud-native managers like ... Azure Key Vault ... if you are not primarily on that cloud"}, {"id": "mai-20260917-0922-baseline|c110-s6|challenger-small|GCP Secret Manager", "prompt": "c110-s6", "model": "challenger-small", "cat": "secrets-management", "variant": "negative", "raw": "GCP Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they can create **fragmentation**"}, {"id": "mai-20260917-0922-baseline|c110-s6|challenger-small|CyberArk Conjur", "prompt": "c110-s6", "model": "challenger-small", "cat": "secrets-management", "variant": "negative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "tools like **CyberArk Conjur** are generally aimed at **large enterprises** ... so small businesses should be cautious"}, {"id": "mai-20260917-0922-baseline|c110-s6|deepseek-small|HashiCorp Vault (self-managed)", "prompt": "c110-s6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault (self-managed)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid tools that require platform-engineering skills to run (self-hosted Vault)"}, {"id": "mai-20260917-0922-baseline|c110-s6|deepseek-small|AWS Secrets Manager", "prompt": "c110-s6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Reasonable if you're fully AWS-native, but a poor choice if you plan to use multiple clouds or run anything on-prem."}, {"id": "mai-20260917-0922-baseline|c110-s6|deepseek-small|LastPass", "prompt": "c110-s6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "many security practitioners now steer small businesses away from LastPass for anything handling production secrets"}, {"id": "mai-20260917-0922-baseline|c110-s6|deepseek-small|KeePass", "prompt": "c110-s6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "KeePass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "aren't designed for teams at all (KeePass)"}, {"id": "mai-20260917-0922-baseline|c110-s6|deepseek-small|Doppler", "prompt": "c110-s6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Doppler** — best developer experience, zero infrastructure overhead, designed for small teams"}, {"id": "mai-20260917-0922-baseline|c110-s6|deepseek-small|Infisical", "prompt": "c110-s6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "modern open-source option with end-to-end encryption and a developer-friendly UI"}, {"id": "mai-20260917-0922-baseline|c110-s6|deepseek-small|1Password (Business)", "prompt": "c110-s6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "1Password (Business)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "for smaller credential/password needs, with proper team features and strong security track records"}, {"id": "mai-20260917-0922-baseline|c110-s6|deepseek-small|Bitwarden (Business)", "prompt": "c110-s6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "Bitwarden (Business)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "for smaller credential/password needs, with proper team features and strong security track records"}, {"id": "mai-20260917-0922-baseline|c110-s6|deepseek-small|EnvManager", "prompt": "c110-s6", "model": "deepseek-small", "cat": "secrets-management", "variant": "negative", "raw": "EnvManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "flat pricing, env-var-focused workflow if that's your main need"}, {"id": "mai-20260917-0922-baseline|c110-s6|google-small|HashiCorp Vault", "prompt": "c110-s6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "self-hosting Vault in a production environment is notoriously complex"}, {"id": "mai-20260917-0922-baseline|c110-s6|google-small|OpenBao", "prompt": "c110-s6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "OpenBao", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Operationally Heavy, Self-Hosted Tools (e.g., Self-Hosted HashiCorp Vault / OpenBao)"}, {"id": "mai-20260917-0922-baseline|c110-s6|google-small|HCP Vault", "prompt": "c110-s6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "HCP Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "use their managed SaaS offering (HCP Vault), though it can be pricey for small teams"}, {"id": "mai-20260917-0922-baseline|c110-s6|google-small|CyberArk", "prompt": "c110-s6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why to avoid: These tools are built for large corporate IT departments. They are incredibly expensive"}, {"id": "mai-20260917-0922-baseline|c110-s6|google-small|Delinea/Thycotic", "prompt": "c110-s6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Delinea/Thycotic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Heavyweight Legacy Enterprise PAM Systems (e.g., CyberArk, Delinea/Thycotic)... Why to avoid"}, {"id": "mai-20260917-0922-baseline|c110-s6|google-small|SOPS", "prompt": "c110-s6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "SOPS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these tools scale very poorly as your team grows"}, {"id": "mai-20260917-0922-baseline|c110-s6|google-small|git-crypt", "prompt": "c110-s6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "git-crypt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Git-Based Encryption Tools (e.g., SOPS, git-crypt)... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c110-s6|google-small|AWS Secrets Manager", "prompt": "c110-s6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Unexpected Costs: AWS Secrets Manager, for example, charges a flat rate per secret per month"}, {"id": "mai-20260917-0922-baseline|c110-s6|google-small|GCP Secret Manager", "prompt": "c110-s6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "GCP Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Cloud-Native Managers — With Specific Cautions (e.g., AWS Secrets Manager, GCP Secret Manager)"}, {"id": "mai-20260917-0922-baseline|c110-s6|google-small|Default Kubernetes Secrets", "prompt": "c110-s6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Default Kubernetes Secrets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Why to avoid relying on them solely... Kubernetes secrets are merely Base64 encoded, not encrypted"}, {"id": "mai-20260917-0922-baseline|c110-s6|google-small|Doppler", "prompt": "c110-s6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Developer-First SaaS Platforms (e.g., Doppler, Infisical): These tools are designed specifically to sync secrets seamlessly"}, {"id": "mai-20260917-0922-baseline|c110-s6|google-small|Infisical", "prompt": "c110-s6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Developer-First SaaS Platforms (e.g., Doppler, Infisical)"}, {"id": "mai-20260917-0922-baseline|c110-s6|google-small|1Password Developer Tools", "prompt": "c110-s6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "1Password Developer Tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "an excellent, low-cost, and low-friction way to manage infrastructure secrets"}, {"id": "mai-20260917-0922-baseline|c110-s6|google-small|Bitwarden Secrets Manager", "prompt": "c110-s6", "model": "google-small", "cat": "secrets-management", "variant": "negative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Standard Password Manager Developer Tools (e.g., 1Password Developer Tools, Bitwarden Secrets Manager)"}, {"id": "mai-20260917-0922-baseline|c110-s6|meta-small|HashiCorp Vault", "prompt": "c110-s6", "model": "meta-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it can be complex to set up and manage, especially for smaller teams. It requires clear governance to avoid misconfiguration risks."}, {"id": "mai-20260917-0922-baseline|c110-s6|meta-small|Doppler", "prompt": "c110-s6", "model": "meta-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Offers a simple hosted workflow and is suitable for small businesses that need SSO or SOC 2 compliance."}, {"id": "mai-20260917-0922-baseline|c110-s6|meta-small|Bitwarden Secrets Manager", "prompt": "c110-s6", "model": "meta-small", "cat": "secrets-management", "variant": "negative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a simple and affordable solution for small businesses"}, {"id": "mai-20260917-0922-baseline|c110-s6|meta-small|1Password Secrets Automation", "prompt": "c110-s6", "model": "meta-small", "cat": "secrets-management", "variant": "negative", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a simple and automated solution for small businesses that need to manage secrets."}, {"id": "mai-20260917-0922-baseline|c110-s6|minimax-small|HashiCorp Vault", "prompt": "c110-s6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid HashiCorp Vault and enterprise-grade tools** unless you have the team, infrastructure, and specific compliance requirements."}, {"id": "mai-20260917-0922-baseline|c110-s6|minimax-small|CyberArk Conjur", "prompt": "c110-s6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "CyberArk Conjur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict**: Avoid unless you have specific enterprise compliance needs."}, {"id": "mai-20260917-0922-baseline|c110-s6|minimax-small|Thycotic Secret Server", "prompt": "c110-s6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "Thycotic Secret Server", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise password management with complex deployment requirements"}, {"id": "mai-20260917-0922-baseline|c110-s6|minimax-small|Akeyless", "prompt": "c110-s6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "Akeyless", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "While capable, often targets larger organizations with compliance requirements ... **Verdict**: Avoid unless you have specific enterprise compliance needs."}, {"id": "mai-20260917-0922-baseline|c110-s6|minimax-small|Doppler", "prompt": "c110-s6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Doppler** (if per-seat pricing fits your budget)"}, {"id": "mai-20260917-0922-baseline|c110-s6|minimax-small|Infisical", "prompt": "c110-s6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Infisical** (open-source option with self-hosting available)"}, {"id": "mai-20260917-0922-baseline|c110-s6|minimax-small|1Password Business", "prompt": "c110-s6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**1Password Business** (if already using 1Password)"}, {"id": "mai-20260917-0922-baseline|c110-s6|minimax-small|AWS Secrets Manager", "prompt": "c110-s6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "aren't inherently bad, but come with cautions ... charges $0.40/secret/month + API call fees—at scale this adds up"}, {"id": "mai-20260917-0922-baseline|c110-s6|minimax-small|Azure Key Vault", "prompt": "c110-s6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Vendor lock-in**: Working with one cloud provider can create dependencies"}, {"id": "mai-20260917-0922-baseline|c110-s6|minimax-small|Google Secret Manager", "prompt": "c110-s6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "Google Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Feature limitations**: Each is tied to its respective ecosystem, making multi-cloud setups difficult"}, {"id": "mai-20260917-0922-baseline|c110-s6|minimax-small|Bitwarden Secrets Manager", "prompt": "c110-s6", "model": "minimax-small", "cat": "secrets-management", "variant": "negative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Bitwarden Secrets Manager** (free/low-cost, simple)"}, {"id": "mai-20260917-0922-baseline|c110-s6|mistral-small|HashiCorp Vault", "prompt": "c110-s6", "model": "mistral-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like **HashiCorp Vault** are powerful but are generally designed for larger teams with dedicated platform or security engineers"}, {"id": "mai-20260917-0922-baseline|c110-s6|mistral-small|Infisical", "prompt": "c110-s6", "model": "mistral-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Self-hosted tools (e.g., Infisical) require your team to manage infrastructure, security updates, and uptime"}, {"id": "mai-20260917-0922-baseline|c110-s6|mistral-small|Doppler", "prompt": "c110-s6", "model": "mistral-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Doppler's per-seat model may not be ideal for very small teams... a simple, hosted solution (like Doppler or Bitwarden Secrets Manager) is more practical and secure"}, {"id": "mai-20260917-0922-baseline|c110-s6|mistral-small|AWS Secrets Manager", "prompt": "c110-s6", "model": "mistral-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For most small businesses, starting with a cloud-native secrets manager (like AWS Secrets Manager, Azure Key Vault, or Google Secret Manager)"}, {"id": "mai-20260917-0922-baseline|c110-s6|mistral-small|Azure Key Vault", "prompt": "c110-s6", "model": "mistral-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "starting with a cloud-native secrets manager (like AWS Secrets Manager, Azure Key Vault, or Google Secret Manager)"}, {"id": "mai-20260917-0922-baseline|c110-s6|mistral-small|Google Secret Manager", "prompt": "c110-s6", "model": "mistral-small", "cat": "secrets-management", "variant": "negative", "raw": "Google Secret Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "starting with a cloud-native secrets manager (like AWS Secrets Manager, Azure Key Vault, or Google Secret Manager)"}, {"id": "mai-20260917-0922-baseline|c110-s6|mistral-small|Bitwarden Secrets Manager", "prompt": "c110-s6", "model": "mistral-small", "cat": "secrets-management", "variant": "negative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a simple, hosted solution (like Doppler or Bitwarden Secrets Manager) is more practical and secure"}, {"id": "mai-20260917-0922-baseline|c110-s6|moonshot-small|HashiCorp Vault", "prompt": "c110-s6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "small businesses should **proceed with extreme caution**"}, {"id": "mai-20260917-0922-baseline|c110-s6|moonshot-small|AWS Secrets Manager", "prompt": "c110-s6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "aren't inherently unsafe, but small businesses should consider: **Migration difficulty**"}, {"id": "mai-20260917-0922-baseline|c110-s6|moonshot-small|Azure Key Vault", "prompt": "c110-s6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Deeply Embedded Cloud-Native Solutions (Vendor Lock-In)"}, {"id": "mai-20260917-0922-baseline|c110-s6|moonshot-small|Google Secret Manager", "prompt": "c110-s6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "Google Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Deeply Embedded Cloud-Native Solutions (Vendor Lock-In)"}, {"id": "mai-20260917-0922-baseline|c110-s6|moonshot-small|Doppler", "prompt": "c110-s6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**SaaS-native solutions** | Doppler, 1Password Secrets Automation, or Infisical reduce operational burden"}, {"id": "mai-20260917-0922-baseline|c110-s6|moonshot-small|1Password Secrets Automation", "prompt": "c110-s6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "1Password Secrets Automation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Doppler, 1Password Secrets Automation, or Infisical reduce operational burden"}, {"id": "mai-20260917-0922-baseline|c110-s6|moonshot-small|Infisical", "prompt": "c110-s6", "model": "moonshot-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Doppler, 1Password Secrets Automation, or Infisical reduce operational burden"}, {"id": "mai-20260917-0922-baseline|c110-s6|xai-small|HashiCorp Vault", "prompt": "c110-s6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Highly Complex Enterprise Tools (e.g., HashiCorp Vault) - Why avoid/caution: ... steep learning curve"}, {"id": "mai-20260917-0922-baseline|c110-s6|xai-small|Doppler", "prompt": "c110-s6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Doppler | Polished UX, flat/per-user pricing"}, {"id": "mai-20260917-0922-baseline|c110-s6|xai-small|Bitwarden Secrets Manager", "prompt": "c110-s6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "Bitwarden Secrets Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Bitwarden Secrets| Open-source, cheap/free tier, simple"}, {"id": "mai-20260917-0922-baseline|c110-s6|xai-small|1Password Business", "prompt": "c110-s6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "1Password Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "1Password Business | Intuitive sharing, non-technical teams"}, {"id": "mai-20260917-0922-baseline|c110-s6|xai-small|AWS Secrets Manager", "prompt": "c110-s6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Expensive at scale; AWS-only; no code scanning"}, {"id": "mai-20260917-0922-baseline|c110-s6|xai-small|Azure Key Vault", "prompt": "c110-s6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Azure lock-in; basic cert management"}, {"id": "mai-20260917-0922-baseline|c110-s6|xai-small|Google Secret Manager", "prompt": "c110-s6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "Google Secret Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "GCP-only; manual rotation scripting needed"}, {"id": "mai-20260917-0922-baseline|c110-s6|xai-small|Infisical self-hosted", "prompt": "c110-s6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical self-hosted", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Self-Hosted Open-Source Tools Requiring Ops (e.g., Vault self-hosted, Infisical self-hosted...)"}, {"id": "mai-20260917-0922-baseline|c110-s6|xai-small|Sealed Secrets for Kubernetes", "prompt": "c110-s6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "Sealed Secrets for Kubernetes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Why avoid/caution: You inherit uptime, patching, scaling, and recovery responsibilities"}, {"id": "mai-20260917-0922-baseline|c110-s6|xai-small|Kubernetes Secrets", "prompt": "c110-s6", "model": "xai-small", "cat": "secrets-management", "variant": "negative", "raw": "Kubernetes Secrets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Kubernetes Secrets standalone without encryption/wrappers - Avoid entirely"}, {"id": "mai-20260917-0922-baseline|c110-s6|zai-small|HashiCorp Vault", "prompt": "c110-s6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "HashiCorp Vault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While powerful, it has a steep learning curve and requires significant operational overhead."}, {"id": "mai-20260917-0922-baseline|c110-s6|zai-small|AWS Secrets Manager", "prompt": "c110-s6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "AWS Secrets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simple, well-maintained cloud-native solutions** like **AWS Secrets Manager** or **Azure Key Vault** (if you're already using those clouds)."}, {"id": "mai-20260917-0922-baseline|c110-s6|zai-small|Azure Key Vault", "prompt": "c110-s6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "Azure Key Vault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "like **AWS Secrets Manager** or **Azure Key Vault** (if you're already using those clouds)"}, {"id": "mai-20260917-0922-baseline|c110-s6|zai-small|Doppler", "prompt": "c110-s6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "Doppler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open-source tools with active communities** such as **Doppler** or **Infisical**"}, {"id": "mai-20260917-0922-baseline|c110-s6|zai-small|Infisical", "prompt": "c110-s6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "Infisical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "such as **Doppler** or **Infisical**"}, {"id": "mai-20260917-0922-baseline|c110-s6|zai-small|GitHub Actions Secrets", "prompt": "c110-s6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "GitHub Actions Secrets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Integrated secrets management built into CI/CD platforms (e.g., GitHub Actions Secrets, GitLab CI/CD variables)"}, {"id": "mai-20260917-0922-baseline|c110-s6|zai-small|GitLab CI/CD variables", "prompt": "c110-s6", "model": "zai-small", "cat": "secrets-management", "variant": "negative", "raw": "GitLab CI/CD variables", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "e.g., GitHub Actions Secrets, GitLab CI/CD variables"}, {"id": "mai-20260917-0922-baseline|c111-l1|alibaba-small|Palo Alto Networks", "prompt": "c111-l1", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Gold Standard: Palo Alto Networks ... widely considered the leader in the NGFW space"}, {"id": "mai-20260917-0922-baseline|c111-l1|alibaba-small|Fortinet (FortiGate)", "prompt": "c111-l1", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Price-to-Performance: Fortinet (FortiGate)"}, {"id": "mai-20260917-0922-baseline|c111-l1|alibaba-small|Cisco (Secure Firewall)", "prompt": "c111-l1", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco (Secure Firewall)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Unified Management: Cisco (Secure Firewall)"}, {"id": "mai-20260917-0922-baseline|c111-l1|anthropic-small|Palo Alto Networks PA-Series", "prompt": "c111-l1", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with Palo Alto Networks PA-Series — its application-layer control and prevention stack justify the premium"}, {"id": "mai-20260917-0922-baseline|c111-l1|anthropic-small|Check Point Quantum", "prompt": "c111-l1", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Check Point Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Check Point achieved a 99.9% malware block rate"}, {"id": "mai-20260917-0922-baseline|c111-l1|anthropic-small|Fortinet FortiGate", "prompt": "c111-l1", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "continue to be a strong option in 2026, delivering high-performance protection"}, {"id": "mai-20260917-0922-baseline|c111-l1|challenger-small|Palo Alto Networks PA-Series", "prompt": "c111-l1", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest single recommendation is **Palo Alto Networks PA-Series**"}, {"id": "mai-20260917-0922-baseline|c111-l1|challenger-small|Fortinet FortiGate", "prompt": "c111-l1", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "for distributed or cost-sensitive enterprises, **Fortinet FortiGate** is often the better fit"}, {"id": "mai-20260917-0922-baseline|c111-l1|challenger-small|Check Point Quantum", "prompt": "c111-l1", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Check Point Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Check Point Quantum** if your main concern is **threat-prevention accuracy**"}, {"id": "mai-20260917-0922-baseline|c111-l1|deepseek-small|Palo Alto Networks (PAN-OS)", "prompt": "c111-l1", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks (PAN-OS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto Networks** and **Fortinet** are the two you'll shortlist — Palo Alto for maximum depth/control"}, {"id": "mai-20260917-0922-baseline|c111-l1|deepseek-small|Fortinet (FortiGate)", "prompt": "c111-l1", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Fortinet for best value and performance per dollar"}, {"id": "mai-20260917-0922-baseline|c111-l1|deepseek-small|Check Point (Quantum Security Gateways)", "prompt": "c111-l1", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Check Point (Quantum Security Gateways)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong option if you want a mature, prevention-centric firewall."}, {"id": "mai-20260917-0922-baseline|c111-l1|deepseek-small|Cisco Secure Firewall", "prompt": "c111-l1", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent if your company is **already deeply invested in the Cisco ecosystem**"}, {"id": "mai-20260917-0922-baseline|c111-l1|deepseek-small|Zscaler", "prompt": "c111-l1", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "pairing a robust NGFW with Zscaler or other cloud security (SASE)"}, {"id": "mai-20260917-0922-baseline|c111-l1|google-small|Palo Alto Networks (PA-Series / Strata)", "prompt": "c111-l1", "model": "google-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks (PA-Series / Strata)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto Networks is widely considered the \"gold standard\" of enterprise network security."}, {"id": "mai-20260917-0922-baseline|c111-l1|google-small|Fortinet (FortiGate)", "prompt": "c111-l1", "model": "google-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "request a **Proof of Concept (PoC)** from both Palo Alto Networks and Fortinet"}, {"id": "mai-20260917-0922-baseline|c111-l1|google-small|Check Point (Quantum / CloudGuard)", "prompt": "c111-l1", "model": "google-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Check Point (Quantum / CloudGuard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A highly regulated B2B ... **Check Point** | Unrivaled policy auditing, strict separation of duties, and a \"prevention-first\" architecture."}, {"id": "mai-20260917-0922-baseline|c111-l1|google-small|Cisco (Secure Firewall)", "prompt": "c111-l1", "model": "google-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco (Secure Firewall)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Enterprises already heavily bought into the Cisco ecosystem."}, {"id": "mai-20260917-0922-baseline|c111-l1|meta-small|Fortinet's FortiGate", "prompt": "c111-l1", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet's FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Fortinet's FortiGate - known for its high throughput and cost-effectiveness."}, {"id": "mai-20260917-0922-baseline|c111-l1|meta-small|Palo Alto Networks", "prompt": "c111-l1", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a popular choice for its advanced threat prevention and security features"}, {"id": "mai-20260917-0922-baseline|c111-l1|meta-small|Check Point", "prompt": "c111-l1", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other notable mentions include Check Point, Cisco, and Juniper Networks."}, {"id": "mai-20260917-0922-baseline|c111-l1|meta-small|Cisco", "prompt": "c111-l1", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable mentions include Check Point, Cisco, and Juniper Networks."}, {"id": "mai-20260917-0922-baseline|c111-l1|meta-small|Juniper Networks", "prompt": "c111-l1", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Juniper Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable mentions include Check Point, Cisco, and Juniper Networks."}, {"id": "mai-20260917-0922-baseline|c111-l1|minimax-small|Palo Alto Networks", "prompt": "c111-l1", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Networks** is the frequent leader in analyst reports and a common choice for large B2B enterprises."}, {"id": "mai-20260917-0922-baseline|c111-l1|minimax-small|Fortinet", "prompt": "c111-l1", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fortinet** (FortiGate) is a top performer and often the best value."}, {"id": "mai-20260917-0922-baseline|c111-l1|minimax-small|Cisco", "prompt": "c111-l1", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already run Cisco gear and prefer a single vendor for networking and security**, **Cisco Firepower** ... is a natural fit."}, {"id": "mai-20260917-0922-baseline|c111-l1|minimax-small|Check Point", "prompt": "c111-l1", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Check Point** and **Juniper** both offer robust, regulatory\\u2011focused suites."}, {"id": "mai-20260917-0922-baseline|c111-l1|minimax-small|Juniper", "prompt": "c111-l1", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Juniper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Check Point** and **Juniper** both offer robust, regulatory\\u2011focused suites."}, {"id": "mai-20260917-0922-baseline|c111-l1|mistral-small|Palo Alto Networks NGFW", "prompt": "c111-l1", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks NGFW", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the leader for large enterprises"}, {"id": "mai-20260917-0922-baseline|c111-l1|mistral-small|Fortinet FortiGate", "prompt": "c111-l1", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Palo Alto Networks and Fortinet FortiGate** are the leading recommendations"}, {"id": "mai-20260917-0922-baseline|c111-l1|mistral-small|Cisco Secure Firewall", "prompt": "c111-l1", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recognized for its comprehensive security features"}, {"id": "mai-20260917-0922-baseline|c111-l1|mistral-small|Sophos Firewall", "prompt": "c111-l1", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Also highlighted for its strong performance and ease of use"}, {"id": "mai-20260917-0922-baseline|c111-l1|moonshot-small|Palo Alto Networks PA-Series", "prompt": "c111-l1", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Palo Alto** if you prioritize cutting-edge AI threat detection, have the budget for premium features"}, {"id": "mai-20260917-0922-baseline|c111-l1|moonshot-small|Fortinet FortiGate", "prompt": "c111-l1", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the decision typically comes down to **Palo Alto Networks vs. Fortinet**"}, {"id": "mai-20260917-0922-baseline|c111-l1|moonshot-small|Check Point Quantum Security Gateways", "prompt": "c111-l1", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Check Point Quantum Security Gateways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Highly regulated industries and organizations needing comprehensive security"}, {"id": "mai-20260917-0922-baseline|c111-l1|moonshot-small|Cisco Secure Firewall (Firepower)", "prompt": "c111-l1", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco Secure Firewall (Firepower)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Organizations already invested in Cisco ecosystem"}, {"id": "mai-20260917-0922-baseline|c111-l1|openai-small|Palo Alto Networks", "prompt": "c111-l1", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want the safest default answer for a typical large enterprise B2B company: _Palo Alto Networks_** is often the strongest overall pick"}, {"id": "mai-20260917-0922-baseline|c111-l1|openai-small|Fortinet", "prompt": "c111-l1", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If your priority is performance-per-dollar, high throughput, and broad deployment flexibility: _Fortinet FortiGate_** is often the better fit."}, {"id": "mai-20260917-0922-baseline|c111-l1|openai-small|Check Point", "prompt": "c111-l1", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "with **Check Point** and **Cisco** also common in enterprise environments"}, {"id": "mai-20260917-0922-baseline|c111-l1|openai-small|Cisco", "prompt": "c111-l1", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "with **Check Point** and **Cisco** also common in enterprise environments"}, {"id": "mai-20260917-0922-baseline|c111-l1|xai-small|Palo Alto Networks (PA-Series/Prisma)", "prompt": "c111-l1", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks (PA-Series/Prisma)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto #1 enterprise... Leader in both Gartner & Forrester (top scores in current offering)... Highest threat prevention efficacy."}, {"id": "mai-20260917-0922-baseline|c111-l1|xai-small|Fortinet (FortiGate)", "prompt": "c111-l1", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best price/performance (ASIC acceleration), SD-WAN integration... Value pick for cost-conscious enterprises."}, {"id": "mai-20260917-0922-baseline|c111-l1|xai-small|Check Point (Quantum)", "prompt": "c111-l1", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Check Point (Quantum)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader in Gartner/Forrester. Superior sandboxing, TLS inspection, compliance (e.g., regulated B2B sectors)."}, {"id": "mai-20260917-0922-baseline|c111-l1|xai-small|Cisco Secure Firewall", "prompt": "c111-l1", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leader in Forrester. Deep integration if you're in Cisco ecosystem"}, {"id": "mai-20260917-0922-baseline|c111-l1|xai-small|Sophos", "prompt": "c111-l1", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SoftwareReviews 2024 Awards (Palo Alto, Fortinet, Cisco, Sophos)"}, {"id": "mai-20260917-0922-baseline|c111-l1|zai-small|Palo Alto Networks PA-Series", "prompt": "c111-l1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Palo Alto Networks PA-Series** is the best overall NGFW"}, {"id": "mai-20260917-0922-baseline|c111-l1|zai-small|Fortinet FortiGate", "prompt": "c111-l1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If total cost of ownership (TCO) and price‑to‑performance are your top concerns, **Fortinet FortiGate** is the standout choice."}, {"id": "mai-20260917-0922-baseline|c111-l1|zai-small|Check Point Quantum", "prompt": "c111-l1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Check Point Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Check Point Quantum** is a very strong contender"}, {"id": "mai-20260917-0922-baseline|c111-l1|zai-small|Cisco Secure Firewall", "prompt": "c111-l1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cisco Secure Firewall** is excellent when you want consistent network policies across on‑prem and cloud environments."}, {"id": "mai-20260917-0922-baseline|c111-l1|zai-small|Barracuda CloudGen Firewall", "prompt": "c111-l1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Barracuda CloudGen Firewall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CloudGen Firewall for hybrid/SD‑WAN deployments... often positioned as an alternative to top‑tier vendors"}, {"id": "mai-20260917-0922-baseline|c111-l2|alibaba-small|Palo Alto Networks", "prompt": "c111-l2", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c111-l2|alibaba-small|Fortinet", "prompt": "c111-l2", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortinet** is the most capable alternative in the enterprise space today"}, {"id": "mai-20260917-0922-baseline|c111-l2|alibaba-small|Cisco", "prompt": "c111-l2", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best if you are heavily invested in Cisco networking (Meraki/Catalyst)"}, {"id": "mai-20260917-0922-baseline|c111-l2|alibaba-small|Check Point", "prompt": "c111-l2", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for complex environments requiring deep threat intelligence and rigorous centralized management."}, {"id": "mai-20260917-0922-baseline|c111-l2|anthropic-small|Palo Alto Networks Strata", "prompt": "c111-l2", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks Strata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating Palo Alto Networks or Fortinet based on your existing infrastructure"}, {"id": "mai-20260917-0922-baseline|c111-l2|anthropic-small|Fortinet FortiGate", "prompt": "c111-l2", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating Palo Alto Networks or Fortinet"}, {"id": "mai-20260917-0922-baseline|c111-l2|anthropic-small|Cisco Secure Firewall", "prompt": "c111-l2", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The Cisco Secure Firewall 3105 NGFW Appliance is a 1U rack-mounted next-generation firewall designed for medium to large enterprises."}, {"id": "mai-20260917-0922-baseline|c111-l2|challenger-small|Fortinet FortiGate", "prompt": "c111-l2", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Fortinet FortiGate** if you want the best overall balance of enterprise scale, performance, and cost-effectiveness"}, {"id": "mai-20260917-0922-baseline|c111-l2|challenger-small|Palo Alto Networks", "prompt": "c111-l2", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority is *maximum security depth* ... I would instead recommend **Palo Alto Networks**—especially the **VM-Series**"}, {"id": "mai-20260917-0922-baseline|c111-l2|challenger-small|Cisco Secure Firewall 4200", "prompt": "c111-l2", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Secure Firewall 4200", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong appliance choice for large-enterprise scale, especially if your company is already standardized on Cisco"}, {"id": "mai-20260917-0922-baseline|c111-l2|challenger-small|Check Point NGFW", "prompt": "c111-l2", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Check Point NGFW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong option for enterprise environments that prioritize prevention accuracy and hybrid-mesh architecture"}, {"id": "mai-20260917-0922-baseline|c111-l2|challenger-small|Juniper SRX Series", "prompt": "c111-l2", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Juniper SRX Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a good fit for large-scale deployments needing perimeter control and high availability"}, {"id": "mai-20260917-0922-baseline|c111-l2|deepseek-small|Palo Alto Networks (PA-Series)", "prompt": "c111-l2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks (PA-Series)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary choice: Palo Alto Networks** — Given your scale (thousands of employees)..."}, {"id": "mai-20260917-0922-baseline|c111-l2|deepseek-small|Fortinet FortiGate", "prompt": "c111-l2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong alternative if budget is a priority: Fortinet FortiGate**"}, {"id": "mai-20260917-0922-baseline|c111-l2|deepseek-small|Cisco Secure Firewall (4200 Series)", "prompt": "c111-l2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Secure Firewall (4200 Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best Integration* — **Why:** Ideal if you have a heavy existing Cisco networking footprint"}, {"id": "mai-20260917-0922-baseline|c111-l2|deepseek-small|Cisco Meraki MX", "prompt": "c111-l2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "plus Cisco Meraki MX (cloud-managed) if you prefer simplified management"}, {"id": "mai-20260917-0922-baseline|c111-l2|deepseek-small|Check Point Maestro (Hyperscale)", "prompt": "c111-l2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Check Point Maestro (Hyperscale)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Maestro clustering delivers up to 3 Tbps — the highest throughput in the market"}, {"id": "mai-20260917-0922-baseline|c111-l2|deepseek-small|Zscaler", "prompt": "c111-l2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "moving to a **SASE/SSE** model (Palo Alto Prisma Access, Fortinet FortiSASE, Zscaler)"}, {"id": "mai-20260917-0922-baseline|c111-l2|google-small|Palo Alto Networks", "prompt": "c111-l2", "model": "google-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto Networks is widely considered the \"gold standard\" for enterprise security"}, {"id": "mai-20260917-0922-baseline|c111-l2|google-small|Fortinet", "prompt": "c111-l2", "model": "google-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortinet is the leader in \"Ability to Execute\"... ideal choice if you need to secure massive amounts of data throughput without breaking the bank."}, {"id": "mai-20260917-0922-baseline|c111-l2|google-small|Check Point", "prompt": "c111-l2", "model": "google-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Unmatched centralized policy management, prevention-first security, and AI workload protection."}, {"id": "mai-20260917-0922-baseline|c111-l2|google-small|Cisco Secure Firewall", "prompt": "c111-l2", "model": "google-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Cisco Secure Firewall** is worth evaluating for the sake of ecosystem integration."}, {"id": "mai-20260917-0922-baseline|c111-l2|meta-small|Cisco Secure Firewall 4200 Series", "prompt": "c111-l2", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Secure Firewall 4200 Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Secure Firewall 4200 Series: A high-performance NGFW built for large organizations that need scalable threat protection."}, {"id": "mai-20260917-0922-baseline|c111-l2|meta-small|Palo Alto Networks", "prompt": "c111-l2", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for their advanced threat protection and robust security features."}, {"id": "mai-20260917-0922-baseline|c111-l2|meta-small|Fortinet", "prompt": "c111-l2", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Delivers the best price-performance and SD-WAN consolidation for mid-market deployments."}, {"id": "mai-20260917-0922-baseline|c111-l2|minimax-small|Fortinet", "prompt": "c111-l2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **Fortinet FortiGate (7000 series) + FortiGate Virtual** is the most cost-effective and operationally simple choice"}, {"id": "mai-20260917-0922-baseline|c111-l2|minimax-small|Palo Alto Networks", "prompt": "c111-l2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Palo Alto Networks (PA-7000 series + VM-Series)** is the top performer"}, {"id": "mai-20260917-0922-baseline|c111-l2|minimax-small|Check Point", "prompt": "c111-l2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the **Check Point Quantum** line delivers enterprise-grade scalability and a strong compliance portfolio"}, {"id": "mai-20260917-0922-baseline|c111-l2|minimax-small|Cisco", "prompt": "c111-l2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Challenger | Good legacy integration, but trails leaders in advanced threat protection and cloud-native scaling"}, {"id": "mai-20260917-0922-baseline|c111-l2|minimax-small|Juniper Networks", "prompt": "c111-l2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Juniper Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Solid performance, but less \"advanced-threat\" mind-share compared with the three leaders"}, {"id": "mai-20260917-0922-baseline|c111-l2|mistral-small|Cisco Secure Firewall 4200 Series", "prompt": "c111-l2", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Secure Firewall 4200 Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Secure Firewall 4200 Series or Palo Alto Networks PA Series are top choices for physical appliances"}, {"id": "mai-20260917-0922-baseline|c111-l2|mistral-small|Palo Alto Networks PA Series", "prompt": "c111-l2", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks PA Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cisco Secure Firewall 4200 Series or Palo Alto Networks PA Series are top choices for physical appliances"}, {"id": "mai-20260917-0922-baseline|c111-l2|mistral-small|FortiGate NGFW", "prompt": "c111-l2", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "FortiGate NGFW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FortiGate NGFW or Zscaler FWaaS are excellent for virtual/cloud-based deployments"}, {"id": "mai-20260917-0922-baseline|c111-l2|mistral-small|Zscaler Firewall-as-a-Service (FWaaS)", "prompt": "c111-l2", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Zscaler Firewall-as-a-Service (FWaaS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for large, distributed enterprises looking to retire traditional branch firewall fleets"}, {"id": "mai-20260917-0922-baseline|c111-l2|moonshot-small|Palo Alto Networks PA-Series / VM-Series", "prompt": "c111-l2", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks PA-Series / VM-Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Choice: Palo Alto Networks PA-Series (or VM-Series for virtual)"}, {"id": "mai-20260917-0922-baseline|c111-l2|moonshot-small|Fortinet FortiGate 6000/7000 Series", "prompt": "c111-l2", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate 6000/7000 Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Fortinet FortiGate if budget optimization and SD-WAN consolidation are priorities"}, {"id": "mai-20260917-0922-baseline|c111-l2|moonshot-small|Cisco Secure Firewall 4200 Series", "prompt": "c111-l2", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Secure Firewall 4200 Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or Cisco if you're already standardized on Cisco infrastructure"}, {"id": "mai-20260917-0922-baseline|c111-l2|openai-small|Palo Alto Networks", "prompt": "c111-l2", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best \"default\" enterprise choice:** **Palo Alto Networks PA-Series** for hardware and **VM-Series** for virtual/cloud firewalls."}, {"id": "mai-20260917-0922-baseline|c111-l2|openai-small|Fortinet", "prompt": "c111-l2", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd usually recommend starting with **Palo Alto Networks** or **Fortinet**"}, {"id": "mai-20260917-0922-baseline|c111-l2|openai-small|Check Point Quantum Force", "prompt": "c111-l2", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Check Point Quantum Force", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong enterprise alternative, especially if you value unified management and high-end gateway performance:** **Check Point Quantum Force**"}, {"id": "mai-20260917-0922-baseline|c111-l2|xai-small|Palo Alto Networks PA-7000 Series", "prompt": "c111-l2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks PA-7000 Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Palo Alto Networks' PA-7000 Series (like the PA-7050 or PA-7080) as a top enterprise firewall appliance"}, {"id": "mai-20260917-0922-baseline|c111-l2|xai-small|Fortinet FortiGate 3000F/3200F Series", "prompt": "c111-l2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate 3000F/3200F Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternatives if it doesn't fit ... Fortinet FortiGate 3000F/3200F Series | Cost-effective scale, SD-WAN"}, {"id": "mai-20260917-0922-baseline|c111-l2|xai-small|Cisco Secure Firewall 4200 Series (e.g., 4245)", "prompt": "c111-l2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Secure Firewall 4200 Series (e.g., 4245)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cisco Secure Firewall 4200 Series (e.g., 4245) | Cisco ecosystems, clustering"}, {"id": "mai-20260917-0922-baseline|c111-l2|xai-small|Palo Alto Networks VM-Series", "prompt": "c111-l2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks VM-Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top Virtual Firewall Recommendation: Palo Alto Networks VM-Series"}, {"id": "mai-20260917-0922-baseline|c111-l2|xai-small|Fortinet FortiGate-VM", "prompt": "c111-l2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate-VM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Alternative: Fortinet FortiGate-VM (cheaper, good SD-WAN integration, but lower perf in head-to-heads)"}, {"id": "mai-20260917-0922-baseline|c111-l2|xai-small|Check Point", "prompt": "c111-l2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "leaders include Palo Alto, Fortinet, Check Point"}, {"id": "mai-20260917-0922-baseline|c111-l2|xai-small|Zscaler", "prompt": "c111-l2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prioritize VM-Series or FWaaS like Palo Alto Prisma/Zscaler"}, {"id": "mai-20260917-0922-baseline|c111-l2|zai-small|Palo Alto Networks PA‑7000 series", "prompt": "c111-l2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks PA‑7000 series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would start with a **Palo Alto PA‑7000 chassis** (or VM‑Series if you want a virtual deployment) because it offers the most mature enterprise‑grade security"}, {"id": "mai-20260917-0922-baseline|c111-l2|zai-small|Fortinet FortiGate 7000F series", "prompt": "c111-l2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate 7000F series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then **FortiGate 7000F** or **Cisco Secure Firewall 4200** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c111-l2|zai-small|Cisco Secure Firewall 4200 series", "prompt": "c111-l2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Secure Firewall 4200 series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cisco Secure Firewall 4200** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c111-l2|zai-small|Juniper", "prompt": "c111-l2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Juniper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SRX5400** ... Smaller ecosystem than Palo Alto/Fortinet"}, {"id": "mai-20260917-0922-baseline|c111-l2|zai-small|SonicWall", "prompt": "c111-l2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "SonicWall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Smaller ecosystem and less advanced features than Palo Alto/Fortinet"}, {"id": "mai-20260917-0922-baseline|c111-l2|zai-small|Google Cloud", "prompt": "c111-l2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cloud Next Generation Firewall** ... Limited to Google Cloud environments"}, {"id": "mai-20260917-0922-baseline|c111-l2|zai-small|Cisco Meraki MX series", "prompt": "c111-l2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Meraki MX series", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Branch:** Cisco Meraki MX series or SRX series"}, {"id": "mai-20260917-0922-baseline|c111-l3|alibaba-small|Palo Alto Networks (PA Series)", "prompt": "c111-l3", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks (PA Series)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto is generally considered the \"gold standard\" for enterprise firewalls."}, {"id": "mai-20260917-0922-baseline|c111-l3|alibaba-small|Fortinet (FortiGate)", "prompt": "c111-l3", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortinet is the undisputed leader in terms of volume sales and performance-per-dollar."}, {"id": "mai-20260917-0922-baseline|c111-l3|alibaba-small|Cisco (Cisco Secure Firewall / formerly Firepower/FTD)", "prompt": "c111-l3", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco (Cisco Secure Firewall / formerly Firepower/FTD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best suited for organizations already deeply invested in Cisco infrastructure."}, {"id": "mai-20260917-0922-baseline|c111-l3|alibaba-small|Check Point (Quantum)", "prompt": "c111-l3", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point (Quantum)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "They offer arguably the most powerful threat prevention suite at Layer 7."}, {"id": "mai-20260917-0922-baseline|c111-l3|alibaba-small|Sophos (XG Firewall / Intercept X)", "prompt": "c111-l3", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos (XG Firewall / Intercept X)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sophos positions itself differently by targeting the Managed Service Provider (MSP) and Mid-Market segments"}, {"id": "mai-20260917-0922-baseline|c111-l3|alibaba-small|Zscaler", "prompt": "c111-l3", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "replacing or supplementing physical NGFWs with software-defined clouds like **Zscaler**"}, {"id": "mai-20260917-0922-baseline|c111-l3|alibaba-small|Netskope", "prompt": "c111-l3", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "software-defined clouds like **Zscaler**, **Netskope**, or **Microsoft Entra Secure Access**"}, {"id": "mai-20260917-0922-baseline|c111-l3|alibaba-small|Microsoft Entra Secure Access", "prompt": "c111-l3", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Microsoft Entra Secure Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "software-defined clouds like **Zscaler**, **Netskope**, or **Microsoft Entra Secure Access**"}, {"id": "mai-20260917-0922-baseline|c111-l3|anthropic-small|Palo Alto Networks PA-Series", "prompt": "c111-l3", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto Networks leads on advanced AI analytics, multi-cloud integration, and enterprise-scale threat intelligence"}, {"id": "mai-20260917-0922-baseline|c111-l3|anthropic-small|Fortinet FortiGate", "prompt": "c111-l3", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprise environments, Fortinet FortiGate is among the leading choices and offers stronger value through bundled licensing, native SD-WAN, and NP7 hardware acceleration"}, {"id": "mai-20260917-0922-baseline|c111-l3|anthropic-small|Check Point Quantum", "prompt": "c111-l3", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Check Point's next-generation firewall leads the enterprise market in 2026 with prevention as a key differentiator"}, {"id": "mai-20260917-0922-baseline|c111-l3|anthropic-small|Cisco Secure Firewall", "prompt": "c111-l3", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cisco offers extensive network integration and visibility"}, {"id": "mai-20260917-0922-baseline|c111-l3|anthropic-small|Sophos Firewall (XGS)", "prompt": "c111-l3", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos Firewall (XGS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sophos Firewall delivers strong value for budget-conscious organizations or distributed sites"}, {"id": "mai-20260917-0922-baseline|c111-l3|challenger-small|Palo Alto Networks PA-Series", "prompt": "c111-l3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise NGFW:** **Palo Alto Networks**"}, {"id": "mai-20260917-0922-baseline|c111-l3|challenger-small|Fortinet FortiGate", "prompt": "c111-l3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best value/performance:** **Fortinet FortiGate**"}, {"id": "mai-20260917-0922-baseline|c111-l3|challenger-small|Check Point Quantum", "prompt": "c111-l3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for sandboxing/regulatory-heavy environments:** **Check Point Quantum**"}, {"id": "mai-20260917-0922-baseline|c111-l3|challenger-small|Cisco Secure Firewall", "prompt": "c111-l3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Cisco shops:** **Cisco Secure Firewall**"}, {"id": "mai-20260917-0922-baseline|c111-l3|challenger-small|Forcepoint", "prompt": "c111-l3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Less commonly selected as the default \"top\" enterprise pick"}, {"id": "mai-20260917-0922-baseline|c111-l3|challenger-small|Juniper SRX", "prompt": "c111-l3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Juniper SRX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "also show up as strong enterprise options"}, {"id": "mai-20260917-0922-baseline|c111-l3|challenger-small|Sophos XGS", "prompt": "c111-l3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos XGS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Less often the choice for very large, high-end enterprise deployments"}, {"id": "mai-20260917-0922-baseline|c111-l3|deepseek-small|Palo Alto Networks (PA-Series / VM-Series)", "prompt": "c111-l3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks (PA-Series / VM-Series)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Palo Alto** for zero-trust, cloud-first, app/identity-centric policy at large scale."}, {"id": "mai-20260917-0922-baseline|c111-l3|deepseek-small|Fortinet FortiGate", "prompt": "c111-l3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Fortinet** for the best throughput-per-dollar, integrated SD-WAN, and distributed/branch deployments."}, {"id": "mai-20260917-0922-baseline|c111-l3|deepseek-small|Cisco Secure Firewall (4200 / 9300 Series)", "prompt": "c111-l3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall (4200 / 9300 Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Cisco** if you're deeply invested in the Cisco network/security ecosystem"}, {"id": "mai-20260917-0922-baseline|c111-l3|deepseek-small|Check Point Quantum (6900 / 16000 / 28000)", "prompt": "c111-l3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point Quantum (6900 / 16000 / 28000)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Check Point** if prevention rigor, sandboxing depth, and hyperscale clustering (multi-terabit) are your priorities."}, {"id": "mai-20260917-0922-baseline|c111-l3|deepseek-small|Juniper (HPE) SRX", "prompt": "c111-l3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Juniper (HPE) SRX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Service providers, data centers | Junos OS networking heritage + carrier-grade routing scale"}, {"id": "mai-20260917-0922-baseline|c111-l3|deepseek-small|Sophos XGS", "prompt": "c111-l3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos XGS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SMBs / small security teams | **Synchronized Security**"}, {"id": "mai-20260917-0922-baseline|c111-l3|deepseek-small|Forcepoint NGFW", "prompt": "c111-l3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Forcepoint NGFW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Multi-site / distributed networks | Native clustering + evasion defense"}, {"id": "mai-20260917-0922-baseline|c111-l3|deepseek-small|Barracuda CloudGen", "prompt": "c111-l3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Barracuda CloudGen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Hybrid cloud / MSPs | NGFW + SD-WAN convergence"}, {"id": "mai-20260917-0922-baseline|c111-l3|deepseek-small|Huawei", "prompt": "c111-l3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Huawei", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cloud service providers / APAC | Strong for CSP-scale environments"}, {"id": "mai-20260917-0922-baseline|c111-l3|google-small|Palo Alto Networks", "prompt": "c111-l3", "model": "google-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto Networks is widely considered the premium benchmark for enterprise security"}, {"id": "mai-20260917-0922-baseline|c111-l3|google-small|Fortinet", "prompt": "c111-l3", "model": "google-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Fortinet** if you need high network throughput, integrated SD-WAN capabilities, and need to maximize your budget."}, {"id": "mai-20260917-0922-baseline|c111-l3|google-small|Check Point Software", "prompt": "c111-l3", "model": "google-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Check Point** if your main priorities are strict operational stability, granular policy compliance"}, {"id": "mai-20260917-0922-baseline|c111-l3|google-small|Cisco", "prompt": "c111-l3", "model": "google-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Cisco** if you are already a Cisco-heavy environment"}, {"id": "mai-20260917-0922-baseline|c111-l3|meta-small|Palo Alto", "prompt": "c111-l3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top vendors include Palo Alto, Fortinet, Check Point, Barracuda, Cisco, Forcepoint, Huawei, Juniper Networks, and Sophos."}, {"id": "mai-20260917-0922-baseline|c111-l3|meta-small|Fortinet", "prompt": "c111-l3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top vendors include Palo Alto, Fortinet, Check Point, Barracuda, Cisco, Forcepoint, Huawei, Juniper Networks, and Sophos."}, {"id": "mai-20260917-0922-baseline|c111-l3|meta-small|Check Point", "prompt": "c111-l3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top vendors include Palo Alto, Fortinet, Check Point, Barracuda, Cisco, Forcepoint, Huawei, Juniper Networks, and Sophos."}, {"id": "mai-20260917-0922-baseline|c111-l3|meta-small|Barracuda", "prompt": "c111-l3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top vendors include Palo Alto, Fortinet, Check Point, Barracuda, Cisco, Forcepoint, Huawei, Juniper Networks, and Sophos."}, {"id": "mai-20260917-0922-baseline|c111-l3|meta-small|Cisco", "prompt": "c111-l3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top vendors include Palo Alto, Fortinet, Check Point, Barracuda, Cisco, Forcepoint, Huawei, Juniper Networks, and Sophos."}, {"id": "mai-20260917-0922-baseline|c111-l3|meta-small|Forcepoint", "prompt": "c111-l3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top vendors include Palo Alto, Fortinet, Check Point, Barracuda, Cisco, Forcepoint, Huawei, Juniper Networks, and Sophos."}, {"id": "mai-20260917-0922-baseline|c111-l3|meta-small|Huawei", "prompt": "c111-l3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Huawei", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The top vendors include Palo Alto, Fortinet, Check Point, Barracuda, Cisco, Forcepoint, Huawei, Juniper Networks, and Sophos."}, {"id": "mai-20260917-0922-baseline|c111-l3|meta-small|Juniper Networks", "prompt": "c111-l3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Juniper Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The top vendors include Palo Alto, Fortinet, Check Point, Barracuda, Cisco, Forcepoint, Huawei, Juniper Networks, and Sophos."}, {"id": "mai-20260917-0922-baseline|c111-l3|meta-small|Sophos", "prompt": "c111-l3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "The top vendors include Palo Alto, Fortinet, Check Point, Barracuda, Cisco, Forcepoint, Huawei, Juniper Networks, and Sophos."}, {"id": "mai-20260917-0922-baseline|c111-l3|minimax-small|Palo Alto Networks", "prompt": "c111-l3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises ... Advanced machine learning-powered threat detection"}, {"id": "mai-20260917-0922-baseline|c111-l3|minimax-small|Fortinet FortiGate", "prompt": "c111-l3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for: Mid-to-large enterprises (overall value) ... Cost-effective security with strong performance"}, {"id": "mai-20260917-0922-baseline|c111-l3|minimax-small|Cisco Secure Firewall", "prompt": "c111-l3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Organizations already invested in the Cisco ecosystem"}, {"id": "mai-20260917-0922-baseline|c111-l3|minimax-small|Check Point", "prompt": "c111-l3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Sandbox-focused security"}, {"id": "mai-20260917-0922-baseline|c111-l3|minimax-small|Barracuda CloudGen Firewall", "prompt": "c111-l3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Barracuda CloudGen Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Hybrid cloud environments"}, {"id": "mai-20260917-0922-baseline|c111-l3|minimax-small|Forcepoint", "prompt": "c111-l3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Forcepoint: Best for cluster management"}, {"id": "mai-20260917-0922-baseline|c111-l3|minimax-small|Huawei", "prompt": "c111-l3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Huawei", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Huawei: Best for cloud service providers"}, {"id": "mai-20260917-0922-baseline|c111-l3|minimax-small|Juniper Networks", "prompt": "c111-l3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Juniper Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Juniper Networks: Best for SMEs with distributed networks"}, {"id": "mai-20260917-0922-baseline|c111-l3|minimax-small|Sophos XGS", "prompt": "c111-l3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos XGS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Sophos XGS: Best for small security teams"}, {"id": "mai-20260917-0922-baseline|c111-l3|mistral-small|Palo Alto Networks", "prompt": "c111-l3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large enterprises, advanced threat prevention... Often leads in Gartner Magic Quadrant for Enterprise Network Firewalls."}, {"id": "mai-20260917-0922-baseline|c111-l3|mistral-small|Fortinet (FortiGate)", "prompt": "c111-l3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for overall value, high-performance security using ASIC-based hardware acceleration"}, {"id": "mai-20260917-0922-baseline|c111-l3|mistral-small|Cisco (Secure Firewall)", "prompt": "c111-l3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco (Secure Firewall)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations already invested in the Cisco ecosystem"}, {"id": "mai-20260917-0922-baseline|c111-l3|mistral-small|Check Point", "prompt": "c111-l3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for sandboxing and advanced threat prevention, with a focus on AI-powered security"}, {"id": "mai-20260917-0922-baseline|c111-l3|mistral-small|Barracuda CloudGen Firewall", "prompt": "c111-l3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Barracuda CloudGen Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for hybrid cloud environments and distributed branch offices."}, {"id": "mai-20260917-0922-baseline|c111-l3|moonshot-small|Palo Alto Networks", "prompt": "c111-l3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Palo Alto if you prioritize advanced threat detection, cloud-native architecture, and have the budget for best-in-class security"}, {"id": "mai-20260917-0922-baseline|c111-l3|moonshot-small|Fortinet (FortiGate Series)", "prompt": "c111-l3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet (FortiGate Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Fortinet if you need maximum performance per dollar, want integrated SD-WAN"}, {"id": "mai-20260917-0922-baseline|c111-l3|moonshot-small|Check Point (Quantum Series)", "prompt": "c111-l3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point (Quantum Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Check Point if sandboxing and proven reliability under heavy encrypted traffic are critical"}, {"id": "mai-20260917-0922-baseline|c111-l3|moonshot-small|Cisco Secure Firewall", "prompt": "c111-l3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Cisco if you're already heavily invested in Cisco infrastructure"}, {"id": "mai-20260917-0922-baseline|c111-l3|moonshot-small|Versa Networks", "prompt": "c111-l3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Received top \"Recommended\" rating in CyberRatings 2025 testing"}, {"id": "mai-20260917-0922-baseline|c111-l3|moonshot-small|Barracuda CloudGen", "prompt": "c111-l3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Barracuda CloudGen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong for hybrid cloud and MSP environments"}, {"id": "mai-20260917-0922-baseline|c111-l3|moonshot-small|Juniper Networks", "prompt": "c111-l3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Juniper Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for service providers and large distributed networks"}, {"id": "mai-20260917-0922-baseline|c111-l3|moonshot-small|Sophos XGS", "prompt": "c111-l3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos XGS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for small security teams; synchronized security approach"}, {"id": "mai-20260917-0922-baseline|c111-l3|openai-small|Palo Alto Networks", "prompt": "c111-l3", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall security depth / application visibility:** Palo Alto Networks."}, {"id": "mai-20260917-0922-baseline|c111-l3|openai-small|Fortinet FortiGate", "prompt": "c111-l3", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best performance-focused architecture:** Fortinet."}, {"id": "mai-20260917-0922-baseline|c111-l3|openai-small|Check Point Quantum", "prompt": "c111-l3", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best centralized enterprise policy management:** Check Point."}, {"id": "mai-20260917-0922-baseline|c111-l3|openai-small|Cisco Secure Firewall", "prompt": "c111-l3", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Cisco-heavy shops:** Cisco Secure Firewall."}, {"id": "mai-20260917-0922-baseline|c111-l3|openai-small|Juniper SRX", "prompt": "c111-l3", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Juniper SRX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for network-centric / service-provider-style deployments:** Juniper SRX."}, {"id": "mai-20260917-0922-baseline|c111-l3|xai-small|Palo Alto Networks PA-Series", "prompt": "c111-l3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often top-rated for large enterprises.\"; \"best overall/large enterp."}, {"id": "mai-20260917-0922-baseline|c111-l3|xai-small|Fortinet FortiGate", "prompt": "c111-l3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value and performance leader."}, {"id": "mai-20260917-0922-baseline|c111-l3|xai-small|Check Point Quantum", "prompt": "c111-l3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong in threat prevention and compliance."}, {"id": "mai-20260917-0922-baseline|c111-l3|xai-small|Cisco Secure Firewall", "prompt": "c111-l3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for Cisco ecosystems."}, {"id": "mai-20260917-0922-baseline|c111-l3|xai-small|Sophos XGS", "prompt": "c111-l3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos XGS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notables include Sophos XGS, Juniper SRX, and Barracuda CloudGen"}, {"id": "mai-20260917-0922-baseline|c111-l3|xai-small|Juniper SRX", "prompt": "c111-l3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Juniper SRX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notables include Sophos XGS, Juniper SRX, and Barracuda CloudGen"}, {"id": "mai-20260917-0922-baseline|c111-l3|xai-small|Barracuda CloudGen", "prompt": "c111-l3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Barracuda CloudGen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notables include Sophos XGS, Juniper SRX, and Barracuda CloudGen"}, {"id": "mai-20260917-0922-baseline|c111-l3|zai-small|Palo Alto Networks", "prompt": "c111-l3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto** – choose when you need the deepest application‑aware policy engine and tight integration with XDR and cloud‑security platforms"}, {"id": "mai-20260917-0922-baseline|c111-l3|zai-small|Fortinet", "prompt": "c111-l3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fortinet** – ideal when you want the best price‑performance, built‑in SD‑WAN, and a complete security stack at a lower cost per Gbps."}, {"id": "mai-20260917-0922-baseline|c111-l3|zai-small|Cisco Secure Firewall", "prompt": "c111-l3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cisco** – best for organizations already heavily invested in Cisco networking/UC infrastructure"}, {"id": "mai-20260917-0922-baseline|c111-l3|zai-small|Check Point", "prompt": "c111-l3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Check Point** – excellent for highly regulated sectors where operational efficiency, built‑in threat‑prevention, and compliance features are paramount."}, {"id": "mai-20260917-0922-baseline|c111-l3|zai-small|Barracuda", "prompt": "c111-l3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider them for niche needs"}, {"id": "mai-20260917-0922-baseline|c111-l3|zai-small|Forcepoint", "prompt": "c111-l3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Data‑centric security; strong DLP & user‑centric enforcement"}, {"id": "mai-20260917-0922-baseline|c111-l3|zai-small|Huawei", "prompt": "c111-l3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Huawei", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Carrier‑grade throughput; cloud‑native SaaS firewall"}, {"id": "mai-20260917-0922-baseline|c111-l3|zai-small|Juniper Networks", "prompt": "c111-l3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Juniper Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mist AI‑enabled network intelligence; SD‑WAN integration"}, {"id": "mai-20260917-0922-baseline|c111-l3|zai-small|Sophos XGS", "prompt": "c111-l3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos XGS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Simple management, XDR, good for smaller security teams"}, {"id": "mai-20260917-0922-baseline|c111-l4|alibaba-small|Fortinet (FortiGate)", "prompt": "c111-l4", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best recommendation is typically **Fortinet (FortiGate)**"}, {"id": "mai-20260917-0922-baseline|c111-l4|alibaba-small|Palo Alto Networks (PA-Series)", "prompt": "c111-l4", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto Networks (PA-Series)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Cost Profile:** **Highest.** Palo Alto licensing is notoriously complex... prevents the \"subscription creep\" common with Palo Alto"}, {"id": "mai-20260917-0922-baseline|c111-l4|alibaba-small|Check Point (Quantum / Infinity)", "prompt": "c111-l4", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Check Point (Quantum / Infinity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong middle-ground alternative."}, {"id": "mai-20260917-0922-baseline|c111-l4|alibaba-small|Cisco (Firepower/FMC)", "prompt": "c111-l4", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Cisco (Firepower/FMC)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Only choose Cisco if your entire organization is already deeply invested in the Cisco ecosystem"}, {"id": "mai-20260917-0922-baseline|c111-l4|anthropic-small|Fortinet FortiGate", "prompt": "c111-l4", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Predictable Costs: **Fortinet FortiGate**"}, {"id": "mai-20260917-0922-baseline|c111-l4|anthropic-small|Palo Alto Networks", "prompt": "c111-l4", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "hardware list prices range from $40,000 to $80,000 or more, with annual subscription costs typically adding 15 to 25 percent"}, {"id": "mai-20260917-0922-baseline|c111-l4|anthropic-small|Check Point", "prompt": "c111-l4", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Check Point's SmartConsole are the three most mature enterprise management platforms in the market."}, {"id": "mai-20260917-0922-baseline|c111-l4|challenger-small|Fortinet FortiGate", "prompt": "c111-l4", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet FortiGate** is the best fit overall because it is consistently described as the more cost-effective enterprise option"}, {"id": "mai-20260917-0922-baseline|c111-l4|challenger-small|Palo Alto", "prompt": "c111-l4", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Palo Alto** if you are willing to pay more for deeper security inspection and a more premium platform."}, {"id": "mai-20260917-0922-baseline|c111-l4|deepseek-small|Fortinet FortiGate", "prompt": "c111-l4", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large company that needs **predictable total cost across thousands of users**, Fortinet FortiGate is the strongest pick."}, {"id": "mai-20260917-0922-baseline|c111-l4|deepseek-small|Palo Alto Networks (Prisma Access / PA-Series)", "prompt": "c111-l4", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto Networks (Prisma Access / PA-Series)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "making total cost harder to predict and typically **30–50% more expensive** than Fortinet... this is the biggest risk factor."}, {"id": "mai-20260917-0922-baseline|c111-l4|deepseek-small|Cato Networks", "prompt": "c111-l4", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cato Networks** — best converged price-for-simplicity"}, {"id": "mai-20260917-0922-baseline|c111-l4|deepseek-small|Zscaler", "prompt": "c111-l4", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zscaler** — strong for large distributed enterprises"}, {"id": "mai-20260917-0922-baseline|c111-l4|deepseek-small|Cloudflare", "prompt": "c111-l4", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cloudflare** — most accessible entry economics"}, {"id": "mai-20260917-0922-baseline|c111-l4|deepseek-small|FortiSASE", "prompt": "c111-l4", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a cloud-delivered FWaaS/SASE model (FortiSASE, Prisma Access, Cato)"}, {"id": "mai-20260917-0922-baseline|c111-l4|google-small|Fortinet FortiGate", "prompt": "c111-l4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the clear industry leader is the **Fortinet FortiGate** platform"}, {"id": "mai-20260917-0922-baseline|c111-l4|google-small|Palo Alto Networks (PA-Series)", "prompt": "c111-l4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto Networks (PA-Series)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**it is poorly suited if \"predictable cost\" is your primary constraint**"}, {"id": "mai-20260917-0922-baseline|c111-l4|google-small|Cato Networks", "prompt": "c111-l4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cato Networks** (a Firewall-as-a-Service / SASE provider) is the best choice for predictable costs"}, {"id": "mai-20260917-0922-baseline|c111-l4|meta-small|Palo Alto Networks PA-Series", "prompt": "c111-l4", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best next-generation firewall for a large company that needs predictable total cost across thousands of users is Palo Alto Networks PA-Series."}, {"id": "mai-20260917-0922-baseline|c111-l4|meta-small|Fortinet FortiGate 600F", "prompt": "c111-l4", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate 600F", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Fortinet FortiGate 600F and Check Point Quantum 6700, which offer comparable security capabilities at a lower TCO."}, {"id": "mai-20260917-0922-baseline|c111-l4|meta-small|Check Point Quantum 6700", "prompt": "c111-l4", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Check Point Quantum 6700", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Fortinet FortiGate 600F and Check Point Quantum 6700, which offer comparable security capabilities at a lower TCO."}, {"id": "mai-20260917-0922-baseline|c111-l4|minimax-small|Fortinet's FortiSASE", "prompt": "c111-l4", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet's FortiSASE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best next-generation firewall for a large company needing **predictable total cost across thousands of users** is **Fortinet's FortiSASE**"}, {"id": "mai-20260917-0922-baseline|c111-l4|minimax-small|Zscaler", "prompt": "c111-l4", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Add-ons for DLP, isolation, ZDX can double costs"}, {"id": "mai-20260917-0922-baseline|c111-l4|minimax-small|Check Point", "prompt": "c111-l4", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Check Point", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "+$50+/month per gateway adds unpredictability"}, {"id": "mai-20260917-0922-baseline|c111-l4|minimax-small|Palo Alto Prisma Access", "prompt": "c111-l4", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Complex tiering, mobile users priced separately"}, {"id": "mai-20260917-0922-baseline|c111-l4|minimax-small|FortiGate", "prompt": "c111-l4", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need traditional on-premises NGFW, Fortinet's FortiGate hardware also provides predictable costs"}, {"id": "mai-20260917-0922-baseline|c111-l4|mistral-small|Fortinet FortiGate", "prompt": "c111-l4", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fortinet FortiGate is the best next-generation firewall choice"}, {"id": "mai-20260917-0922-baseline|c111-l4|mistral-small|Palo Alto Networks PA-Series", "prompt": "c111-l4", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Palo Alto is a strong alternative if advanced features and application control are top priorities, but expect higher and less predictable costs."}, {"id": "mai-20260917-0922-baseline|c111-l4|moonshot-small|Fortinet FortiGate", "prompt": "c111-l4", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet FortiGate** is the clear leader due to its bundled licensing, lower hardware costs, and included SD-WAN capabilities"}, {"id": "mai-20260917-0922-baseline|c111-l4|moonshot-small|Cisco", "prompt": "c111-l4", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cisco | $4,500-$8,000 | $45,000-$120,000 | $450K-$1.2M"}, {"id": "mai-20260917-0922-baseline|c111-l4|moonshot-small|Palo Alto Networks PA-Series", "prompt": "c111-l4", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caution:** Palo Alto uses an à la carte licensing model ... making multi-year budgeting more complex."}, {"id": "mai-20260917-0922-baseline|c111-l4|moonshot-small|Palo Alto Prisma Access", "prompt": "c111-l4", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "evaluate cloud-delivered options like **Palo Alto Prisma Access** or **Fortinet FortiSASE** with per-user/month pricing"}, {"id": "mai-20260917-0922-baseline|c111-l4|moonshot-small|Fortinet FortiSASE", "prompt": "c111-l4", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "evaluate cloud-delivered options like **Palo Alto Prisma Access** or **Fortinet FortiSASE** with per-user/month pricing"}, {"id": "mai-20260917-0922-baseline|c111-l4|openai-small|Fortinet FortiGate", "prompt": "c111-l4", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd look first at **Fortinet FortiGate**, especially if you can use a **subscription bundle, enterprise agreement, or FortiGate-as-a-Service/FortiFlex** model"}, {"id": "mai-20260917-0922-baseline|c111-l4|openai-small|Palo Alto Networks NGFW", "prompt": "c111-l4", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto Networks NGFW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Palo Alto Networks NGFW** is the strongest alternative, but its pricing can be less straightforward"}, {"id": "mai-20260917-0922-baseline|c111-l4|xai-small|Fortinet FortiGate", "prompt": "c111-l4", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fortinet FortiGate stands out as the strongest recommendation"}, {"id": "mai-20260917-0922-baseline|c111-l4|xai-small|Palo Alto Networks", "prompt": "c111-l4", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Highest costs (premium pricing complaints in Gartner); 2-3x initial hardware in subs."}, {"id": "mai-20260917-0922-baseline|c111-l4|xai-small|Check Point Quantum", "prompt": "c111-l4", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Check Point Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Public pricing transparency; Infinity Platform Agreements... Lowest TCO in some IDC reports"}, {"id": "mai-20260917-0922-baseline|c111-l4|xai-small|Cisco Secure Firewall", "prompt": "c111-l4", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise License Agreements (ELA) – 3/5-year fixed pricing across portfolio"}, {"id": "mai-20260917-0922-baseline|c111-l4|zai-small|Fortinet FortiGate", "prompt": "c111-l4", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best next-generation firewall (NGFW) is **Fortinet FortiGate**"}, {"id": "mai-20260917-0922-baseline|c111-l4|zai-small|Palo Alto Networks", "prompt": "c111-l4", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Hardware + à‑la‑cart subscription lines (each feature a separate license) ... **+40‑60 %** (higher)"}, {"id": "mai-20260917-0922-baseline|c111-l4|zai-small|Check Point", "prompt": "c111-l4", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Moderate – custom quotes, but bundles are relatively fixed. | **+20‑30 %** (higher)"}, {"id": "mai-20260917-0922-baseline|c111-l4|zai-small|Cisco", "prompt": "c111-l4", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Low‑to‑moderate – complex licensing hierarchy, harder to predict for thousands of users."}, {"id": "mai-20260917-0922-baseline|c111-l5|alibaba-small|Palo Alto Networks", "prompt": "c111-l5", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often the gold standard for features and UI, but usually the most expensive and rigorous in procurement reviews."}, {"id": "mai-20260917-0922-baseline|c111-l5|alibaba-small|Fortinet", "prompt": "c111-l5", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often offers better performance-per-dollar and simpler licensing, though sometimes considered less polished by larger enterprises."}, {"id": "mai-20260917-0922-baseline|c111-l5|alibaba-small|Cisco", "prompt": "c111-l5", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if you are already heavily invested in the Cisco ecosystem"}, {"id": "mai-20260917-0922-baseline|c111-l5|alibaba-small|Check Point", "prompt": "c111-l5", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong security, known for robust threat intelligence, often priced lower than Palo Alto."}, {"id": "mai-20260917-0922-baseline|c111-l5|deepseek-small|Palo Alto Networks", "prompt": "c111-l5", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Networks** (best for large enterprises, App-ID/User-ID strength)"}, {"id": "mai-20260917-0922-baseline|c111-l5|deepseek-small|Fortinet", "prompt": "c111-l5", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fortinet** (best value/TCO, ASIC-driven)"}, {"id": "mai-20260917-0922-baseline|c111-l5|deepseek-small|Check Point", "prompt": "c111-l5", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Check Point** (strong compliance, most predictable)"}, {"id": "mai-20260917-0922-baseline|c111-l5|deepseek-small|Cisco", "prompt": "c111-l5", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cisco** (ecosystem/microsegmentation). All are Gartner Magic Quadrant leaders."}, {"id": "mai-20260917-0922-baseline|c111-l5|google-small|Palo Alto Networks", "prompt": "c111-l5", "model": "google-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto Networks (PA-Series & Panorama / Prisma SASE): *Pros:* The undisputed enterprise gold standard."}, {"id": "mai-20260917-0922-baseline|c111-l5|google-small|Fortinet", "prompt": "c111-l5", "model": "google-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortinet (FortiGate & FortiManager): *Pros:* Unmatched price-to-performance ratio."}, {"id": "mai-20260917-0922-baseline|c111-l5|google-small|Cisco", "prompt": "c111-l5", "model": "google-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cisco (Secure Firewall / Firepower): *Pros:* Great if you already have an Enterprise Agreement (EA) with Cisco"}, {"id": "mai-20260917-0922-baseline|c111-l5|google-small|Zscaler", "prompt": "c111-l5", "model": "google-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "should you look at a cloud-delivered firewall (Secure Access Service Edge / SASE) like Palo Alto Prisma Access, Zscaler, or Netskope?"}, {"id": "mai-20260917-0922-baseline|c111-l5|google-small|Netskope", "prompt": "c111-l5", "model": "google-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Netskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "like Palo Alto Prisma Access, Zscaler, or Netskope?"}, {"id": "mai-20260917-0922-baseline|c111-l5|meta-small|Fortinet FortiGate", "prompt": "c111-l5", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some top contenders include Fortinet FortiGate, Palo Alto Networks NGFW, and Cisco Firepower."}, {"id": "mai-20260917-0922-baseline|c111-l5|meta-small|Palo Alto Networks NGFW", "prompt": "c111-l5", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto Networks NGFW", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Some top contenders include Fortinet FortiGate, Palo Alto Networks NGFW, and Cisco Firepower."}, {"id": "mai-20260917-0922-baseline|c111-l5|meta-small|Cisco Firepower", "prompt": "c111-l5", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco Firepower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Some top contenders include Fortinet FortiGate, Palo Alto Networks NGFW, and Cisco Firepower."}, {"id": "mai-20260917-0922-baseline|c111-l5|meta-small|Cisco Secure Firewall", "prompt": "c111-l5", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "such as Cisco Secure Firewall for Cisco users"}, {"id": "mai-20260917-0922-baseline|c111-l5|meta-small|Neocarrier's Managed Firewall", "prompt": "c111-l5", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Neocarrier's Managed Firewall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "threat intelligence, and policy management, like Neocarrier's Managed Firewall"}, {"id": "mai-20260917-0922-baseline|c111-l5|meta-small|Sophos Firewall", "prompt": "c111-l5", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Sophos Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Some recommended next-generation firewalls for large companies ... Sophos Firewall"}, {"id": "mai-20260917-0922-baseline|c111-l5|mistral-small|Palo Alto Networks", "prompt": "c111-l5", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Palo Alto Networks** | Best-in-class threat prevention, Prisma Access"}, {"id": "mai-20260917-0922-baseline|c111-l5|mistral-small|Fortinet", "prompt": "c111-l5", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Fortinet** | High performance, FortiGuard threat intelligence"}, {"id": "mai-20260917-0922-baseline|c111-l5|mistral-small|Cisco (Secure Firewall)", "prompt": "c111-l5", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco (Secure Firewall)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cisco (Secure Firewall)** | Strong IPS, Talos threat intelligence"}, {"id": "mai-20260917-0922-baseline|c111-l5|mistral-small|Check Point", "prompt": "c111-l5", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Check Point** | Advanced threat prevention, Quantum"}, {"id": "mai-20260917-0922-baseline|c111-l5|mistral-small|Juniper (SRX Series)", "prompt": "c111-l5", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Juniper (SRX Series)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Juniper (SRX Series)** | High performance, Mist AI"}, {"id": "mai-20260917-0922-baseline|c111-l5|moonshot-small|Palo Alto Networks", "prompt": "c111-l5", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Many enterprises run competitive POCs with Palo Alto and Fortinet, then select based on specific priorities (security depth vs. cost efficiency)."}, {"id": "mai-20260917-0922-baseline|c111-l5|moonshot-small|Fortinet", "prompt": "c111-l5", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Many enterprises run competitive POCs with Palo Alto and Fortinet, then select based on specific priorities"}, {"id": "mai-20260917-0922-baseline|c111-l5|moonshot-small|Check Point", "prompt": "c111-l5", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Issue to 3-4 vendors (recommend: Palo Alto, Fortinet, Check Point, + one challenger)"}, {"id": "mai-20260917-0922-baseline|c111-l5|moonshot-small|Cisco", "prompt": "c111-l5", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Cisco**: Competitive if already Cisco shop"}, {"id": "mai-20260917-0922-baseline|c111-l5|moonshot-small|Cato", "prompt": "c111-l5", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Firewall-as-a-Service** (Cato, Palo Alto Prisma) for remote workers"}, {"id": "mai-20260917-0922-baseline|c111-l5|openai-small|Fortinet", "prompt": "c111-l5", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a weighted scorecard template you can use with Fortinet / Palo Alto / Check Point / Cisco / Juniper candidates"}, {"id": "mai-20260917-0922-baseline|c111-l5|openai-small|Palo Alto", "prompt": "c111-l5", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Fortinet / Palo Alto / Check Point / Cisco / Juniper candidates"}, {"id": "mai-20260917-0922-baseline|c111-l5|openai-small|Check Point", "prompt": "c111-l5", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fortinet / Palo Alto / Check Point / Cisco / Juniper candidates"}, {"id": "mai-20260917-0922-baseline|c111-l5|openai-small|Cisco", "prompt": "c111-l5", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fortinet / Palo Alto / Check Point / Cisco / Juniper candidates"}, {"id": "mai-20260917-0922-baseline|c111-l5|openai-small|Juniper", "prompt": "c111-l5", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Juniper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fortinet / Palo Alto / Check Point / Cisco / Juniper candidates"}, {"id": "mai-20260917-0922-baseline|c111-l5|xai-small|Palo Alto Networks (PAN-OS)", "prompt": "c111-l5", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto Networks (PAN-OS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist: Palo Alto (best app control), Fortinet (performance/TCO), Cisco (if in ecosystem)."}, {"id": "mai-20260917-0922-baseline|c111-l5|xai-small|Fortinet FortiGate", "prompt": "c111-l5", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Fortinet (performance/TCO)... Fortinet often lowest TCO"}, {"id": "mai-20260917-0922-baseline|c111-l5|xai-small|Cisco Secure Firewall", "prompt": "c111-l5", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cisco (if in ecosystem)"}, {"id": "mai-20260917-0922-baseline|c111-l5|xai-small|Check Point", "prompt": "c111-l5", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Check Point consistently rank high in 2024-2026 reviews"}, {"id": "mai-20260917-0922-baseline|c111-l5|zai-small|Panorama", "prompt": "c111-l5", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Panorama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Support for Panorama, FortiManager, or equivalent centralized management."}, {"id": "mai-20260917-0922-baseline|c111-l5|zai-small|FortiManager", "prompt": "c111-l5", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "FortiManager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Support for Panorama, FortiManager, or equivalent centralized management."}, {"id": "mai-20260917-0922-baseline|c111-l6|alibaba-small|Huawei", "prompt": "c111-l6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Huawei", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "AVOID: Huawei (compliance risk)"}, {"id": "mai-20260917-0922-baseline|c111-l6|alibaba-small|ZTE", "prompt": "c111-l6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "ZTE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Similar to Huawei, any firewall solution with ties to states deemed adversarial should be evaluated against your organization's compliance requirements."}, {"id": "mai-20260917-0922-baseline|c111-l6|alibaba-small|SonicWall", "prompt": "c111-l6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "AVOID: ... Mid-market brands for core HQ (scalability risk)"}, {"id": "mai-20260917-0922-baseline|c111-l6|alibaba-small|WatchGuard", "prompt": "c111-l6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "WatchGuard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "AVOID: ... Mid-market brands for core HQ (scalability risk)"}, {"id": "mai-20260917-0922-baseline|c111-l6|alibaba-small|Barracuda", "prompt": "c111-l6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "AVOID: ... Mid-market brands for core HQ (scalability risk)"}, {"id": "mai-20260917-0922-baseline|c111-l6|alibaba-small|Cisco", "prompt": "c111-l6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "BE CAUTIOUS WITH: Traditional Cisco (performance scaling)"}, {"id": "mai-20260917-0922-baseline|c111-l6|alibaba-small|Fortinet", "prompt": "c111-l6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "PREFER: Established Leaders (Fortinet, Check Point)"}, {"id": "mai-20260917-0922-baseline|c111-l6|alibaba-small|Palo Alto Networks", "prompt": "c111-l6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "BE CAUTIOUS WITH: ... Palo Alto Networks (requires rigorous hygiene/patching)"}, {"id": "mai-20260917-0922-baseline|c111-l6|alibaba-small|Check Point", "prompt": "c111-l6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "PREFER: Established Leaders (Fortinet, Check Point)"}, {"id": "mai-20260917-0922-baseline|c111-l6|alibaba-small|Juniper Networks", "prompt": "c111-l6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Juniper Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "their security stack is frequently critiqued for having fewer \"out-of-the-box\" advanced features"}, {"id": "mai-20260917-0922-baseline|c111-l6|alibaba-small|Sophos", "prompt": "c111-l6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "they may still lack the decades of threat data history and global maturity that established Leaders possess"}, {"id": "mai-20260917-0922-baseline|c111-l6|anthropic-small|Cisco", "prompt": "c111-l6", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "recent vulnerabilities in network devices from vendors such as Cisco, Citrix, and Fortinet similarly exploited"}, {"id": "mai-20260917-0922-baseline|c111-l6|anthropic-small|Citrix", "prompt": "c111-l6", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Citrix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "vulnerabilities in network devices from vendors such as Cisco, Citrix, and Fortinet similarly exploited"}, {"id": "mai-20260917-0922-baseline|c111-l6|anthropic-small|Fortinet", "prompt": "c111-l6", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "A sustained campaign targeted enterprise-grade firewall appliances including FortiGate NGFW deployments"}, {"id": "mai-20260917-0922-baseline|c111-l6|anthropic-small|Palo Alto Networks", "prompt": "c111-l6", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Researchers found commodity hardware, vulnerable software and firmware, and missing security features in Palo Alto Networks appliances"}, {"id": "mai-20260917-0922-baseline|c111-l6|anthropic-small|AWS Network Firewall", "prompt": "c111-l6", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "AWS Network Firewall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "AWS Network Firewall blocked just 36 exploits (3.9%) ... would allow the overwhelming majority of known exploits to reach their workloads"}, {"id": "mai-20260917-0922-baseline|c111-l6|anthropic-small|Azure Firewall", "prompt": "c111-l6", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Azure Firewall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Azure Firewall blocked 151 exploits (18.7%) across 951 tested vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c111-l6|anthropic-small|Check Point", "prompt": "c111-l6", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "All major vendors (Palo Alto, Fortinet, Cisco, Check Point) have demonstrated enterprise-grade capabilities"}, {"id": "mai-20260917-0922-baseline|c111-l6|challenger-small|WatchGuard", "prompt": "c111-l6", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "WatchGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "best known in the search results as a **small-business favorite**, so a large enterprise should be cautious"}, {"id": "mai-20260917-0922-baseline|c111-l6|challenger-small|Untangle", "prompt": "c111-l6", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Untangle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a **2026 hardware wind-down**, which makes it a cautious choice for an enterprise"}, {"id": "mai-20260917-0922-baseline|c111-l6|challenger-small|Cloudflare One", "prompt": "c111-l6", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cloudflare One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "not as a direct replacement for high-end on-prem NGFWs in every large enterprise scenario"}, {"id": "mai-20260917-0922-baseline|c111-l6|challenger-small|Zscaler", "prompt": "c111-l6", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Zscaler-style SSE platforms** \\u2014 these are described as better for **remote/hybrid workforce inspection**"}, {"id": "mai-20260917-0922-baseline|c111-l6|challenger-small|Huawei", "prompt": "c111-l6", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Huawei", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "frame these as **value-hunter** options, which means they may deserve scrutiny"}, {"id": "mai-20260917-0922-baseline|c111-l6|challenger-small|Hillstone", "prompt": "c111-l6", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Hillstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "frame these as **value-hunter** options, which means they may deserve scrutiny"}, {"id": "mai-20260917-0922-baseline|c111-l6|challenger-small|Palo Alto Networks", "prompt": "c111-l6", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "sources consistently position **Palo Alto Networks**, **Fortinet**, **Check Point** ... as more aligned with **large enterprise**"}, {"id": "mai-20260917-0922-baseline|c111-l6|challenger-small|Fortinet", "prompt": "c111-l6", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "more aligned with **large enterprise** or data-center use cases"}, {"id": "mai-20260917-0922-baseline|c111-l6|challenger-small|Check Point", "prompt": "c111-l6", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "more aligned with **large enterprise** or data-center use cases"}, {"id": "mai-20260917-0922-baseline|c111-l6|challenger-small|Cisco Secure Firewall", "prompt": "c111-l6", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "some **Cisco Secure Firewall** and **Juniper SRX** offerings as more aligned with **large enterprise**"}, {"id": "mai-20260917-0922-baseline|c111-l6|challenger-small|Juniper SRX", "prompt": "c111-l6", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Juniper SRX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "some **Cisco Secure Firewall** and **Juniper SRX** offerings as more aligned with **large enterprise**"}, {"id": "mai-20260917-0922-baseline|c111-l6|deepseek-small|Huawei NGFW (USG series / HiSecEngine)", "prompt": "c111-l6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Huawei NGFW (USG series / HiSecEngine)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict: Do not deploy in any Western enterprise or government-adjacent environment.**"}, {"id": "mai-20260917-0922-baseline|c111-l6|deepseek-small|Fortinet FortiGate", "prompt": "c111-l6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Technically excellent and cost-effective, but the operational burden of patching and the exploitative threat landscape make it risky for large enterprises"}, {"id": "mai-20260917-0922-baseline|c111-l6|deepseek-small|Sophos Firewall (XGS series)", "prompt": "c111-l6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Sophos Firewall (XGS series)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Never standardize enterprise-wide on Sophos or WatchGuard** as your primary data-center/perimeter firewall."}, {"id": "mai-20260917-0922-baseline|c111-l6|deepseek-small|WatchGuard Firebox", "prompt": "c111-l6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Not built for data-center scale:** Independent reviews consistently place it below FortiGate/Palo Alto/Check Point"}, {"id": "mai-20260917-0922-baseline|c111-l6|deepseek-small|Cisco Secure Firewall", "prompt": "c111-l6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The **FMC management appliance** has been a persistent source of critical vulnerabilities."}, {"id": "mai-20260917-0922-baseline|c111-l6|deepseek-small|Check Point (Quantum / Infinity platform)", "prompt": "c111-l6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Check Point (Quantum / Infinity platform)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "its **licensing/blades model is notoriously complex**"}, {"id": "mai-20260917-0922-baseline|c111-l6|deepseek-small|Palo Alto Networks", "prompt": "c111-l6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**budget overspend and vendor lock-in**. Palo Alto's licensing model ... is the most expensive in the market."}, {"id": "mai-20260917-0922-baseline|c111-l6|google-small|Palo Alto Networks (PAN-OS)", "prompt": "c111-l6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks (PAN-OS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Networks** remains the gold standard for security efficacy, advanced feature set, and unified management, though they are notoriously expensive"}, {"id": "mai-20260917-0922-baseline|c111-l6|google-small|Fortinet (FortiGate)", "prompt": "c111-l6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fortinet** is the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c111-l6|google-small|Cisco Secure Firewall", "prompt": "c111-l6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cisco Secure Firewall (formerly Firepower / FTD) — *Exercise High Caution*"}, {"id": "mai-20260917-0922-baseline|c111-l6|google-small|Cisco Meraki (MX Series)", "prompt": "c111-l6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Meraki (MX Series)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Cisco Meraki (MX Series) — *Avoid as a Core Enterprise/Datacenter NGFW*"}, {"id": "mai-20260917-0922-baseline|c111-l6|google-small|SonicWall (NSa / NSsp Series)", "prompt": "c111-l6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall (NSa / NSsp Series)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "SonicWall (NSa / NSsp Series) — *Avoid or Exercise Severe Caution*"}, {"id": "mai-20260917-0922-baseline|c111-l6|google-small|Sophos (XGS Series)", "prompt": "c111-l6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Sophos (XGS Series)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Sophos (XGS Series) — *Avoid for Core Enterprise*"}, {"id": "mai-20260917-0922-baseline|c111-l6|google-small|AWS Network Firewall", "prompt": "c111-l6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "AWS Network Firewall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Cloud Service Provider (CSP) Native Firewalls — *Avoid as Standalone Protection*"}, {"id": "mai-20260917-0922-baseline|c111-l6|google-small|Azure Firewall", "prompt": "c111-l6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Azure Firewall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "native cloud firewalls (like AWS Network Firewall or Azure Firewall). However, independent testing advises caution"}, {"id": "mai-20260917-0922-baseline|c111-l6|google-small|Check Point", "prompt": "c111-l6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "dedicated virtual NGFWs (from vendors like Palo Alto, Fortinet, or Check Point)"}, {"id": "mai-20260917-0922-baseline|c111-l6|google-small|Google Cloud's *Cloud NGFW Enterprise*", "prompt": "c111-l6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Google Cloud's *Cloud NGFW Enterprise*", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "utilizes Palo Alto Networks' threat prevention technology natively, making it a stronger contender than default native options"}, {"id": "mai-20260917-0922-baseline|c111-l6|google-small|Juniper (SRX Series)", "prompt": "c111-l6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Juniper (SRX Series)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Juniper (SRX Series) — *Exercise Caution (Roadmap Uncertainty)*"}, {"id": "mai-20260917-0922-baseline|c111-l6|mistral-small|Palo Alto Networks NGFWs (PAN-OS)", "prompt": "c111-l6", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks NGFWs (PAN-OS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the frequency and severity of such vulnerabilities have raised concerns about their security posture in large enterprise environments"}, {"id": "mai-20260917-0922-baseline|c111-l6|mistral-small|Cisco ASA and FTD", "prompt": "c111-l6", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco ASA and FTD", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the sheer number of exposed devices and the history of vulnerabilities make them a target for attackers"}, {"id": "mai-20260917-0922-baseline|c111-l6|moonshot-small|Ivanti", "prompt": "c111-l6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid **Ivanti** outright given its documented pattern of exploited vulnerabilities."}, {"id": "mai-20260917-0922-baseline|c111-l6|moonshot-small|Palo Alto Networks", "prompt": "c111-l6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Vendors Requiring Caution Due to Recent Critical Vulnerabilities ... CVE-2024-3400 (CVSS 10.0) in PAN-OS"}, {"id": "mai-20260917-0922-baseline|c111-l6|moonshot-small|Cisco", "prompt": "c111-l6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "CVE-2024-20353 / CVE-2024-20359 in ASA | Exploited by state-sponsored actors for persistent access"}, {"id": "mai-20260917-0922-baseline|c111-l6|openai-small|Cisco firewall platforms / Firepower / ASA-family deployments", "prompt": "c111-l6", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco firewall platforms / Firepower / ASA-family deployments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "CISA warned in 2024 about active exploitation tied to ArcaneDoor-related vulnerabilities in Cisco firewall platforms"}, {"id": "mai-20260917-0922-baseline|c111-l6|openai-small|Palo Alto Networks PAN-OS", "prompt": "c111-l6", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks PAN-OS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "this is exactly the kind of history that warrants strong operational discipline and rapid patching"}, {"id": "mai-20260917-0922-baseline|c111-l6|openai-small|Fortinet FortiGate", "prompt": "c111-l6", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it has also had multiple KEV-listed issues over time, so I\\u2019d treat it as \\u201cstrong but must be tightly governed\\u201d"}, {"id": "mai-20260917-0922-baseline|c111-l6|openai-small|SonicWall firewalls", "prompt": "c111-l6", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall firewalls", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "This makes it a vendor to evaluate very carefully for internet-facing deployments."}, {"id": "mai-20260917-0922-baseline|c111-l6|openai-small|Ivanti", "prompt": "c111-l6", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "be cautious about their exploitation history and emergency patch burden"}, {"id": "mai-20260917-0922-baseline|c111-l6|xai-small|Fortinet FortiGate", "prompt": "c111-l6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Fortinet FortiGate (High market share but frequent issues)... When to avoid: If your team lacks Fortinet specialists"}, {"id": "mai-20260917-0922-baseline|c111-l6|xai-small|Check Point Quantum Force NGFW", "prompt": "c111-l6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Check Point Quantum Force NGFW", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Support: Gartner notes weaker feedback outside North America... When to avoid: Global/distributed enterprises needing top-tier 24/7 support."}, {"id": "mai-20260917-0922-baseline|c111-l6|xai-small|Cisco Secure Firewall", "prompt": "c111-l6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Sales Lock-in: Pushes broad ELAs bundling non-firewall products... full NGFW lags pure-plays."}, {"id": "mai-20260917-0922-baseline|c111-l6|xai-small|Barracuda CloudGen", "prompt": "c111-l6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Barracuda CloudGen", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Niche, not top-tier for large scale... When to avoid: Anything beyond SMB/regional use."}, {"id": "mai-20260917-0922-baseline|c111-l6|xai-small|OPNsense", "prompt": "c111-l6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "OPNsense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Open-Source/Lower-End (e.g., OPNsense, pfSense): Lacks enterprise support, compliance certs, and high-availability clustering"}, {"id": "mai-20260917-0922-baseline|c111-l6|xai-small|pfSense", "prompt": "c111-l6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "pfSense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Open-Source/Lower-End (e.g., OPNsense, pfSense): Lacks enterprise support, compliance certs"}, {"id": "mai-20260917-0922-baseline|c111-l6|xai-small|Huawei NGFW", "prompt": "c111-l6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Huawei NGFW", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Huawei NGFW: Geopolitical risks (bans in some regions), plus mixed scalability reviews"}, {"id": "mai-20260917-0922-baseline|c111-l6|xai-small|Palo Alto PA-Series", "prompt": "c111-l6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto PA-Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Prioritize Leaders: Palo Alto PA-Series (top in Forrester Wave Q4 2024 current offering; excels app control/ML prevention)"}, {"id": "mai-20260917-0922-baseline|c111-l6|zai-small|Palo Alto Networks PA‑Series (PAN‑OS)", "prompt": "c111-l6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks PA‑Series (PAN‑OS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid or be very cautious about** Palo Alto Networks (due to critical, actively exploited bugs and frequent disruptive updates)"}, {"id": "mai-20260917-0922-baseline|c111-l6|zai-small|Fortinet FortiGate NGFW", "prompt": "c111-l6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet FortiGate NGFW", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Fortinet (due to very high vulnerability frequency)"}, {"id": "mai-20260917-0922-baseline|c111-l6|zai-small|Check Point", "prompt": "c111-l6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Check Point (due to significant SSL/TLS performance issues)"}, {"id": "mai-20260917-0922-baseline|c111-l6|zai-small|Forcepoint (Forcepoint NGFW / Forcepoint One)", "prompt": "c111-l6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Forcepoint (Forcepoint NGFW / Forcepoint One)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Forcepoint (due to support and deployment complexity)"}, {"id": "mai-20260917-0922-baseline|c111-l6|zai-small|Sourcefire 8290", "prompt": "c111-l6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Sourcefire 8290", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "identified Check Point (alongside Fortinet 3600C and Sourcefire 8290) as a poor performer with 2048‑bit ciphers"}, {"id": "mai-20260917-0922-baseline|c111-m1|alibaba-small|Fortinet FortiGate", "prompt": "c111-m1", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the industry consensus points to **Fortinet FortiGate** as the best overall Next-Generation Firewall (NGFW)"}, {"id": "mai-20260917-0922-baseline|c111-m1|alibaba-small|Palo Alto Networks", "prompt": "c111-m1", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority is advanced threat prevention regardless of cost, Palo Alto is the gold standard"}, {"id": "mai-20260917-0922-baseline|c111-m1|alibaba-small|Cisco Security Firewall", "prompt": "c111-m1", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco Security Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**2. Cisco Security Firewall (Best for Existing Cisco Shops)**"}, {"id": "mai-20260917-0922-baseline|c111-m1|anthropic-small|Fortinet FortiGate", "prompt": "c111-m1", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies prioritizing value and simplicity, Fortinet FortiGate is the most common choice."}, {"id": "mai-20260917-0922-baseline|c111-m1|anthropic-small|Palo Alto Networks PA-Series", "prompt": "c111-m1", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Palo Alto Networks may be worth the investment"}, {"id": "mai-20260917-0922-baseline|c111-m1|anthropic-small|Check Point", "prompt": "c111-m1", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Check Point is the default for highly regulated environments with stable on-premises perimeters"}, {"id": "mai-20260917-0922-baseline|c111-m1|challenger-small|Fortinet FortiGate", "prompt": "c111-m1", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Fortinet FortiGate**"}, {"id": "mai-20260917-0922-baseline|c111-m1|challenger-small|Palo Alto Networks PA-Series", "prompt": "c111-m1", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want the strongest **overall security depth** and application visibility, and budget is less constrained"}, {"id": "mai-20260917-0922-baseline|c111-m1|challenger-small|Sophos Firewall XGS", "prompt": "c111-m1", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos Firewall XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your team is smaller and you value **ease of use** and simpler management"}, {"id": "mai-20260917-0922-baseline|c111-m1|challenger-small|Check Point Quantum", "prompt": "c111-m1", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Check Point Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your main priority is **threat-prevention accuracy**"}, {"id": "mai-20260917-0922-baseline|c111-m1|deepseek-small|Fortinet FortiGate", "prompt": "c111-m1", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet FortiGate is widely considered the best next-generation firewall for a mid-market B2B company**"}, {"id": "mai-20260917-0922-baseline|c111-m1|deepseek-small|Palo Alto Networks", "prompt": "c111-m1", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Premium price, but the strongest if you have a mature security team"}, {"id": "mai-20260917-0922-baseline|c111-m1|deepseek-small|Cisco Secure Firewall", "prompt": "c111-m1", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if you already run Cisco networking, ISE, or XDR"}, {"id": "mai-20260917-0922-baseline|c111-m1|deepseek-small|WatchGuard Firebox", "prompt": "c111-m1", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "One-SKU licensing and MSP-friendly; great if you rely on an IT provider."}, {"id": "mai-20260917-0922-baseline|c111-m1|deepseek-small|Sophos XGS", "prompt": "c111-m1", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Easy to manage, good for organizations without dedicated firewall staff."}, {"id": "mai-20260917-0922-baseline|c111-m1|deepseek-small|Check Point", "prompt": "c111-m1", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong threat prevention, particularly where compliance is critical."}, {"id": "mai-20260917-0922-baseline|c111-m1|google-small|Fortinet FortiGate", "prompt": "c111-m1", "model": "google-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Overall Best Value & Price-Performance: **Fortinet FortiGate** ... go with the **Fortinet FortiGate**. It offers the most future-proof scalability"}, {"id": "mai-20260917-0922-baseline|c111-m1|google-small|Palo Alto Networks (PA-Series)", "prompt": "c111-m1", "model": "google-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks (PA-Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a **heavily-funded B2B startup or in a highly regulated industry** (and can afford the premium), choose **Palo Alto Networks**."}, {"id": "mai-20260917-0922-baseline|c111-m1|google-small|Sophos Firewall (XGS Series)", "prompt": "c111-m1", "model": "google-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos Firewall (XGS Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Lean IT Teams: **Sophos Firewall (XGS Series)** ... choose **Sophos**"}, {"id": "mai-20260917-0922-baseline|c111-m1|meta-small|Fortinet FortiGate", "prompt": "c111-m1", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best next-generation firewall for a mid-market B2B company is Fortinet FortiGate"}, {"id": "mai-20260917-0922-baseline|c111-m1|meta-small|Palo Alto Networks PA-Series", "prompt": "c111-m1", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Palo Alto Networks PA-Series and Sophos Firewall, which are also suitable for mid-market organizations."}, {"id": "mai-20260917-0922-baseline|c111-m1|meta-small|Sophos Firewall", "prompt": "c111-m1", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Palo Alto Networks PA-Series and Sophos Firewall, which are also suitable for mid-market organizations."}, {"id": "mai-20260917-0922-baseline|c111-m1|minimax-small|Fortinet FortiGate", "prompt": "c111-m1", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet FortiGate** consistently emerges as the top recommendation for mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c111-m1|minimax-small|Palo Alto Networks PA-Series", "prompt": "c111-m1", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Security-Mature Organizations"}, {"id": "mai-20260917-0922-baseline|c111-m1|minimax-small|Sophos Firewall", "prompt": "c111-m1", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simplified Management"}, {"id": "mai-20260917-0922-baseline|c111-m1|mistral-small|Fortinet FortiGate", "prompt": "c111-m1", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **Fortinet FortiGate** is widely regarded as the best next-generation firewall (NGFW) for mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c111-m1|mistral-small|Palo Alto Networks", "prompt": "c111-m1", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable contenders include Palo Alto Networks (for more security-mature mid-market companies)"}, {"id": "mai-20260917-0922-baseline|c111-m1|mistral-small|Sophos", "prompt": "c111-m1", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sophos (for those prioritizing centralized management and synchronized endpoint security)"}, {"id": "mai-20260917-0922-baseline|c111-m1|moonshot-small|Fortinet FortiGate", "prompt": "c111-m1", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Fortinet FortiGate**"}, {"id": "mai-20260917-0922-baseline|c111-m1|moonshot-small|Palo Alto Networks PA-Series", "prompt": "c111-m1", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trade-off: Higher upfront cost (~$1,000+ entry) and ongoing licensing fees"}, {"id": "mai-20260917-0922-baseline|c111-m1|moonshot-small|WatchGuard Firebox", "prompt": "c111-m1", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: MSP-managed environments or companies wanting channel-native support"}, {"id": "mai-20260917-0922-baseline|c111-m1|moonshot-small|SonicWall NSa Series", "prompt": "c111-m1", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "SonicWall NSa Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Price-conscious mid-market with cloud management preferences"}, {"id": "mai-20260917-0922-baseline|c111-m1|openai-small|Palo Alto Networks", "prompt": "c111-m1", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto Networks is usually the best overall choice if you want top-tier security, strong app visibility, and a mature management stack."}, {"id": "mai-20260917-0922-baseline|c111-m1|openai-small|Fortinet", "prompt": "c111-m1", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortinet is often the best value/performance choice for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c111-m1|openai-small|Check Point", "prompt": "c111-m1", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Check Point — strong security alternative"}, {"id": "mai-20260917-0922-baseline|c111-m1|xai-small|Fortinet FortiGate", "prompt": "c111-m1", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fortinet FortiGate stands out as the top recommendation for most mid-market scenarios."}, {"id": "mai-20260917-0922-baseline|c111-m1|xai-small|Palo Alto PA-Series", "prompt": "c111-m1", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto PA-Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top threat prevention/ML (App-ID for 8,000+ apps), Leader in Forrester Wave Q4 2024 ... Higher cost"}, {"id": "mai-20260917-0922-baseline|c111-m1|xai-small|Cisco Secure Firewall", "prompt": "c111-m1", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cisco ecosystem users | Scalable, strong integration ... Complex setup, higher mid-range pricing"}, {"id": "mai-20260917-0922-baseline|c111-m1|xai-small|WatchGuard Firebox", "prompt": "c111-m1", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Smaller mid-market (<500 users) | MSP-friendly, simple one-SKU licensing, solid UTM."}, {"id": "mai-20260917-0922-baseline|c111-m1|xai-small|Sophos Firewall (XGS)", "prompt": "c111-m1", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos Firewall (XGS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-conscious with AV focus | Easy XGS series, strong ransomware protection. | Mid-tier performance."}, {"id": "mai-20260917-0922-baseline|c111-m1|zai-small|Fortinet FortiGate", "prompt": "c111-m1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best next‑generation firewall (NGFW) for a mid‑market B2B company is the **Fortinet FortiGate**"}, {"id": "mai-20260917-0922-baseline|c111-m1|zai-small|Palo Alto Networks PA‑Series", "prompt": "c111-m1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks PA‑Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Palo Alto Networks PA‑Series** is a compelling alternative"}, {"id": "mai-20260917-0922-baseline|c111-m1|zai-small|Sophos XGS", "prompt": "c111-m1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SMBs and mid‑market teams without dedicated security staff; strong MSP‑friendly and endpoint‑sync features."}, {"id": "mai-20260917-0922-baseline|c111-m1|zai-small|Cisco Secure Firewall", "prompt": "c111-m1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal if you're already invested in Cisco's ecosystem (SD‑WAN, NAC, Duo, etc.)"}, {"id": "mai-20260917-0922-baseline|c111-m1|zai-small|SonicWall TZ Series", "prompt": "c111-m1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "SonicWall TZ Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Budget‑friendly, widely deployed in SMB/branch environments, but with less transparency on licensing and fewer advanced features."}, {"id": "mai-20260917-0922-baseline|c111-m1|zai-small|Cisco Meraki MX", "prompt": "c111-m1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Many vendors offer free trials (e.g., Palo Alto VM‑Series, FortiGate CNF, Cisco Meraki MX)."}, {"id": "mai-20260917-0922-baseline|c111-m2|alibaba-small|Fortinet FortiGate", "prompt": "c111-m2", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: Fortinet FortiGate (Series 600) ... market leader for mid-sized businesses because it offers the best price-to-performance ratio"}, {"id": "mai-20260917-0922-baseline|c111-m2|alibaba-small|Palo Alto Networks (PA-300 Series)", "prompt": "c111-m2", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks (PA-300 Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your budget allows, Palo Alto is widely considered the \"Gold Standard\" for Next-Generation Firewalls"}, {"id": "mai-20260917-0922-baseline|c111-m2|alibaba-small|Cisco Meraki (MS Series)", "prompt": "c111-m2", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Meraki (MS Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Ease of Management: Cisco Meraki (MS Series)"}, {"id": "mai-20260917-0922-baseline|c111-m2|alibaba-small|Sophos Intercept X Firewall", "prompt": "c111-m2", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Sophos Intercept X Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Integrated Ecosystem: Sophos Intercept X Firewall"}, {"id": "mai-20260917-0922-baseline|c111-m2|anthropic-small|Fortinet FortiGate", "prompt": "c111-m2", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a physical appliance (like Fortinet FortiGate or Sophos) at your edge with virtual firewalls in the cloud would provide the best balance"}, {"id": "mai-20260917-0922-baseline|c111-m2|anthropic-small|Cisco Meraki MX85-HW", "prompt": "c111-m2", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Meraki MX85-HW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "one of the best hardware firewall devices for medium-sized businesses and branch offices"}, {"id": "mai-20260917-0922-baseline|c111-m2|anthropic-small|Sophos Firewall", "prompt": "c111-m2", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Sophos Firewall", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "a physical appliance (like Fortinet FortiGate or Sophos) at your edge"}, {"id": "mai-20260917-0922-baseline|c111-m2|anthropic-small|WatchGuard", "prompt": "c111-m2", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "WatchGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "WatchGuard is built for the mid-market and Managed Service Providers"}, {"id": "mai-20260917-0922-baseline|c111-m2|challenger-small|Fortinet FortiGate", "prompt": "c111-m2", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Fortinet FortiGate** as the default choice"}, {"id": "mai-20260917-0922-baseline|c111-m2|challenger-small|Palo Alto Networks PA-Series", "prompt": "c111-m2", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Palo Alto Networks PA-Series** as the premium option if you have a mature security team and can justify the higher cost"}, {"id": "mai-20260917-0922-baseline|c111-m2|challenger-small|Check Point", "prompt": "c111-m2", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Check Point** if you prioritize **audit-ready reporting**"}, {"id": "mai-20260917-0922-baseline|c111-m2|challenger-small|Sophos Firewall", "prompt": "c111-m2", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Sophos Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sophos Firewall** if simplicity and centralized management matter more"}, {"id": "mai-20260917-0922-baseline|c111-m2|challenger-small|SonicWall", "prompt": "c111-m2", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "SonicWall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SonicWall** if you want a **mid-tier** solution with solid features at a lower cost"}, {"id": "mai-20260917-0922-baseline|c111-m2|deepseek-small|Fortinet FortiGate", "prompt": "c111-m2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, **Fortinet FortiGate** is consistently the safest and most balanced pick."}, {"id": "mai-20260917-0922-baseline|c111-m2|deepseek-small|Palo Alto Networks", "prompt": "c111-m2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Palo Alto (PA-400/1400 or VM-Series)** if you're cloud-first, need best-in-class threat prevention"}, {"id": "mai-20260917-0922-baseline|c111-m2|deepseek-small|Check Point", "prompt": "c111-m2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Highly regulated** on-prem environments needing stable perimeter and compliance | **Check Point**"}, {"id": "mai-20260917-0922-baseline|c111-m2|deepseek-small|WatchGuard Firebox", "prompt": "c111-m2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Solo IT manager / no dedicated security team** | **WatchGuard Firebox** (very MSP-friendly, one-SKU licensing)"}, {"id": "mai-20260917-0922-baseline|c111-m2|deepseek-small|Cisco Firepower / Meraki MX", "prompt": "c111-m2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Firepower / Meraki MX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cisco shop** already standardized on Cisco | **Cisco Firepower / Meraki MX**"}, {"id": "mai-20260917-0922-baseline|c111-m2|google-small|Fortinet (FortiGate & FortiGate-VM)", "prompt": "c111-m2", "model": "google-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet (FortiGate & FortiGate-VM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fortinet is widely considered the best choice for mid-sized businesses that want high performance and robust security without paying premium-tier pricing."}, {"id": "mai-20260917-0922-baseline|c111-m2|google-small|Palo Alto Networks (PA-Series & VM-Series)", "prompt": "c111-m2", "model": "google-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks (PA-Series & VM-Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If security is your highest priority, budget is secondary... Palo Alto Networks is the industry gold standard. ... The Catch: It is expensive."}, {"id": "mai-20260917-0922-baseline|c111-m2|google-small|Sophos Firewall (XGS Series & Sophos Virtual)", "prompt": "c111-m2", "model": "google-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Sophos Firewall (XGS Series & Sophos Virtual)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sophos is an excellent mid-market contender."}, {"id": "mai-20260917-0922-baseline|c111-m2|meta-small|Fortinet FortiGate", "prompt": "c111-m2", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended enterprise firewall appliance or virtual firewall for a mid-sized B2B company is Fortinet FortiGate"}, {"id": "mai-20260917-0922-baseline|c111-m2|meta-small|WatchGuard", "prompt": "c111-m2", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "WatchGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are WatchGuard for small businesses"}, {"id": "mai-20260917-0922-baseline|c111-m2|meta-small|Palo Alto Networks", "prompt": "c111-m2", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Palo Alto Networks for enterprises with mature security operations"}, {"id": "mai-20260917-0922-baseline|c111-m2|minimax-small|Fortinet FortiGate", "prompt": "c111-m2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Fortinet FortiGate** as the safest choice for price-performance"}, {"id": "mai-20260917-0922-baseline|c111-m2|minimax-small|Palo Alto Networks VM-Series", "prompt": "c111-m2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks VM-Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Palo Alto Networks** if you need advanced capabilities and have the budget"}, {"id": "mai-20260917-0922-baseline|c111-m2|minimax-small|Check Point Quantum", "prompt": "c111-m2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Check Point Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Advanced Threat Protection"}, {"id": "mai-20260917-0922-baseline|c111-m2|minimax-small|Sophos Firewall", "prompt": "c111-m2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Sophos Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Simplified Management"}, {"id": "mai-20260917-0922-baseline|c111-m2|minimax-small|WatchGuard Firebox", "prompt": "c111-m2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for MSP-Partner Model"}, {"id": "mai-20260917-0922-baseline|c111-m2|minimax-small|Cisco Secure Firewall", "prompt": "c111-m2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you're already in the Cisco ecosystem, Cisco Secure Firewall makes sense"}, {"id": "mai-20260917-0922-baseline|c111-m2|mistral-small|Fortinet", "prompt": "c111-m2", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet FortiGate (appliance or virtual)** is the best all-around choice due to its balance of performance, features, and cost."}, {"id": "mai-20260917-0922-baseline|c111-m2|mistral-small|Palo Alto Networks", "prompt": "c111-m2", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Palo Alto Networks** is an excellent alternative."}, {"id": "mai-20260917-0922-baseline|c111-m2|moonshot-small|Fortinet FortiGate", "prompt": "c111-m2", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd recommend **Fortinet FortiGate** as the primary choice."}, {"id": "mai-20260917-0922-baseline|c111-m2|moonshot-small|Palo Alto Networks VM-Series", "prompt": "c111-m2", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks VM-Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## **Premium Alternative: Palo Alto Networks VM-Series**"}, {"id": "mai-20260917-0922-baseline|c111-m2|moonshot-small|SonicWall NSa Series", "prompt": "c111-m2", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "SonicWall NSa Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "## **Budget-Friendly Alternative: SonicWall NSa Series**"}, {"id": "mai-20260917-0922-baseline|c111-m2|openai-small|Check Point", "prompt": "c111-m2", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Check Point", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Check Point** for the **best all-around enterprise firewall choice**"}, {"id": "mai-20260917-0922-baseline|c111-m2|openai-small|Versa", "prompt": "c111-m2", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Versa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want high throughput / performance headroom:** **Versa** or **Juniper** looked very strong"}, {"id": "mai-20260917-0922-baseline|c111-m2|openai-small|Juniper", "prompt": "c111-m2", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Juniper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Versa** or **Juniper** looked very strong in the same 2025 test, with Recommended ratings"}, {"id": "mai-20260917-0922-baseline|c111-m2|openai-small|Fortinet", "prompt": "c111-m2", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fortinet performed well in raw exploit coverage but got a Caution rating in the 2025 NSS Labs test."}, {"id": "mai-20260917-0922-baseline|c111-m2|openai-small|Palo Alto Networks", "prompt": "c111-m2", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you value ecosystem fit and policy/visibility tooling, though its 2025 NSS Labs result was also Caution"}, {"id": "mai-20260917-0922-baseline|c111-m2|xai-small|Fortinet FortiGate", "prompt": "c111-m2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend the Fortinet FortiGate series as the top choice for an enterprise firewall appliance or virtual firewall"}, {"id": "mai-20260917-0922-baseline|c111-m2|xai-small|Palo Alto Networks PA-1400 Series or VM-Series", "prompt": "c111-m2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks PA-1400 Series or VM-Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Premium pick... choose if you prioritize deepest inspection/cloud integration and have larger budget (~2x Fortinet)"}, {"id": "mai-20260917-0922-baseline|c111-m2|xai-small|Sophos XGS Series", "prompt": "c111-m2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Sophos XGS Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top G2 ratings (4.7/5, #1 overall firewall 15+ quarters)... Great for simpler ops"}, {"id": "mai-20260917-0922-baseline|c111-m2|xai-small|WatchGuard Firebox", "prompt": "c111-m2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High reviews (4.7/5) but less scalable for high-traffic B2B"}, {"id": "mai-20260917-0922-baseline|c111-m2|xai-small|Cisco Secure Firewall", "prompt": "c111-m2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Factor in your existing stack (e.g., Cisco ecosystem? Go Cisco Secure Firewall)"}, {"id": "mai-20260917-0922-baseline|c111-m2|zai-small|Fortinet FortiGate 60F", "prompt": "c111-m2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate 60F", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet FortiGate 60F/80F (hardware) or FortiGate\\u2011VM (virtual)** offers the best balance"}, {"id": "mai-20260917-0922-baseline|c111-m2|zai-small|FortiGate\\u2011VM", "prompt": "c111-m2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "FortiGate\\u2011VM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fortinet FortiGate 60F/80F (hardware) or FortiGate\\u2011VM (virtual)** offers the best balance"}, {"id": "mai-20260917-0922-baseline|c111-m2|zai-small|Perimeter 81", "prompt": "c111-m2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Perimeter 81", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Perimeter 81** or **FortiSASE** are excellent alternatives."}, {"id": "mai-20260917-0922-baseline|c111-m2|zai-small|FortiSASE", "prompt": "c111-m2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "FortiSASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Perimeter 81** or **FortiSASE** are excellent alternatives."}, {"id": "mai-20260917-0922-baseline|c111-m2|zai-small|WatchGuard Firebox", "prompt": "c111-m2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for SMBs that want an all\\u2011in\\u2011one UTM/NGFW with simplified deployment."}, {"id": "mai-20260917-0922-baseline|c111-m2|zai-small|Sophos XGS", "prompt": "c111-m2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Sophos XGS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Good for MSPs, but more complex management for a mid\\u2011sized in\\u2011house IT team."}, {"id": "mai-20260917-0922-baseline|c111-m2|zai-small|Twingate", "prompt": "c111-m2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Twingate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Excellent for replacing VPNs with a zero\\u2011trust overlay"}, {"id": "mai-20260917-0922-baseline|c111-m2|zai-small|Palo Alto", "prompt": "c111-m2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "30\\u201150% lower hardware + subscription cost vs. Palo Alto or Cisco comparable models."}, {"id": "mai-20260917-0922-baseline|c111-m2|zai-small|Cisco", "prompt": "c111-m2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "lower hardware + subscription cost vs. Palo Alto or Cisco comparable models."}, {"id": "mai-20260917-0922-baseline|c111-m3|alibaba-small|Palo Alto Networks (PAN-OS)", "prompt": "c111-m3", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks (PAN-OS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely considered the market leader and the \"gold standard\" for enterprise security."}, {"id": "mai-20260917-0922-baseline|c111-m3|alibaba-small|Fortinet (FortiOS)", "prompt": "c111-m3", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet (FortiOS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Exceptional cost-to-performance ratio; massive installed base; native, best-in-class SD-WAN integration"}, {"id": "mai-20260917-0922-baseline|c111-m3|alibaba-small|Cisco Secure Firewall (formerly Firepower)", "prompt": "c111-m3", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall (formerly Firepower)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Enterprises already heavily invested in the Cisco ecosystem"}, {"id": "mai-20260917-0922-baseline|c111-m3|alibaba-small|Check Point (Quantum)", "prompt": "c111-m3", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point (Quantum)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Government agencies and large multinationals requiring strict compliance"}, {"id": "mai-20260917-0922-baseline|c111-m3|alibaba-small|Sophos", "prompt": "c111-m3", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sophos is the dominant player in the Mid-Market sector."}, {"id": "mai-20260917-0922-baseline|c111-m3|anthropic-small|Palo Alto Networks", "prompt": "c111-m3", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Industry leader with powerful threat detection, AI-driven analytics, cloud-native firewalling (Prisma), and a strong ecosystem"}, {"id": "mai-20260917-0922-baseline|c111-m3|anthropic-small|Fortinet FortiGate", "prompt": "c111-m3", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The most deployed network firewall with over 50% of global market share"}, {"id": "mai-20260917-0922-baseline|c111-m3|anthropic-small|Check Point", "prompt": "c111-m3", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ranked #1 in threat prevention with 99.9% block rate and the lowest false positive rate"}, {"id": "mai-20260917-0922-baseline|c111-m3|anthropic-small|Cisco Secure Firewall", "prompt": "c111-m3", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often chosen by organisations that value tight integration with existing Cisco infrastructure"}, {"id": "mai-20260917-0922-baseline|c111-m3|challenger-small|Palo Alto Networks", "prompt": "c111-m3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto is usually favored for deepest application visibility and advanced threat prevention... often positioned as the most feature-rich option"}, {"id": "mai-20260917-0922-baseline|c111-m3|challenger-small|Fortinet FortiGate", "prompt": "c111-m3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick **Fortinet** if you want the best balance of **cost and performance**"}, {"id": "mai-20260917-0922-baseline|c111-m3|challenger-small|Check Point Quantum", "prompt": "c111-m3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **regulated industries** and organizations prioritizing **sandboxing**"}, {"id": "mai-20260917-0922-baseline|c111-m3|challenger-small|Cisco Secure Firewall", "prompt": "c111-m3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for organizations already invested in the **Cisco ecosystem**"}, {"id": "mai-20260917-0922-baseline|c111-m3|challenger-small|Sophos Firewall", "prompt": "c111-m3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for **small businesses** and smaller security teams"}, {"id": "mai-20260917-0922-baseline|c111-m3|challenger-small|Barracuda CloudGen", "prompt": "c111-m3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Barracuda CloudGen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for **hybrid cloud** and **MSP**-style deployments"}, {"id": "mai-20260917-0922-baseline|c111-m3|challenger-small|Juniper SRX", "prompt": "c111-m3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Juniper SRX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for **distributed networks**"}, {"id": "mai-20260917-0922-baseline|c111-m3|challenger-small|Forcepoint", "prompt": "c111-m3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for **cluster management** in larger deployments"}, {"id": "mai-20260917-0922-baseline|c111-m3|challenger-small|Cato", "prompt": "c111-m3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for teams that want to **avoid hardware** and use cloud-delivered firewalling"}, {"id": "mai-20260917-0922-baseline|c111-m3|deepseek-small|Palo Alto Networks", "prompt": "c111-m3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consistently rated the **Leader** by Gartner and Forrester; deepest application awareness and visibility"}, {"id": "mai-20260917-0922-baseline|c111-m3|deepseek-small|Fortinet FortiGate", "prompt": "c111-m3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Need maximum performance per dollar?** → **Fortinet FortiGate**"}, {"id": "mai-20260917-0922-baseline|c111-m3|deepseek-small|Check Point Quantum", "prompt": "c111-m3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Regulated industries ... prioritizing threat prevention efficacy"}, {"id": "mai-20260917-0922-baseline|c111-m3|deepseek-small|Cisco Secure Firewall", "prompt": "c111-m3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already a Cisco shop?** → **Cisco Secure Firewall**"}, {"id": "mai-20260917-0922-baseline|c111-m3|deepseek-small|Sophos Firewall (XGS Series)", "prompt": "c111-m3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos Firewall (XGS Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Small team, easy management, mid-market?** → **Sophos XGS**"}, {"id": "mai-20260917-0922-baseline|c111-m3|deepseek-small|Barracuda CloudGen", "prompt": "c111-m3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Barracuda CloudGen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for hybrid cloud environments and MSPs"}, {"id": "mai-20260917-0922-baseline|c111-m3|deepseek-small|Huawei USG", "prompt": "c111-m3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Huawei USG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong in APAC/EMEA, carriers, and cloud service providers"}, {"id": "mai-20260917-0922-baseline|c111-m3|deepseek-small|Juniper Networks", "prompt": "c111-m3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Juniper Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good for SMEs with distributed networks"}, {"id": "mai-20260917-0922-baseline|c111-m3|deepseek-small|WatchGuard", "prompt": "c111-m3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "WatchGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Popular for SMBs"}, {"id": "mai-20260917-0922-baseline|c111-m3|deepseek-small|Zscaler", "prompt": "c111-m3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Cloud-native (not an appliance); Zero Trust Exchange approach"}, {"id": "mai-20260917-0922-baseline|c111-m3|google-small|Palo Alto Networks", "prompt": "c111-m3", "model": "google-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto Networks is widely considered the \"gold standard\" for enterprise-grade threat prevention and security efficacy."}, {"id": "mai-20260917-0922-baseline|c111-m3|google-small|Fortinet", "prompt": "c111-m3", "model": "google-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortinet is the market leader in deployment volume, celebrated for its industry-leading price-to-performance ratio."}, {"id": "mai-20260917-0922-baseline|c111-m3|google-small|Check Point", "prompt": "c111-m3", "model": "google-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Check Point is a pioneer in the firewall industry and remains a powerhouse focused on a \"Prevention-First\" philosophy."}, {"id": "mai-20260917-0922-baseline|c111-m3|google-small|Cisco", "prompt": "c111-m3", "model": "google-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cisco's Secure Firewall integrates natively into Cisco's massive networking ecosystem."}, {"id": "mai-20260917-0922-baseline|c111-m3|google-small|Sophos (XGS Series)", "prompt": "c111-m3", "model": "google-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos (XGS Series)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best suited for **SMBs and Mid-market companies**."}, {"id": "mai-20260917-0922-baseline|c111-m3|google-small|Cato Networks", "prompt": "c111-m3", "model": "google-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cato is a pure-play, cloud-native SASE provider where the next-gen firewall is delivered entirely as a service (FWaaS)"}, {"id": "mai-20260917-0922-baseline|c111-m3|meta-small|Palo Alto Networks PA-Series", "prompt": "c111-m3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto Networks is considered the best overall for its deep application visibility and ML-powered prevention"}, {"id": "mai-20260917-0922-baseline|c111-m3|meta-small|Fortinet FortiGate", "prompt": "c111-m3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortinet FortiGate is considered the best value for its ASIC-accelerated throughput at the lowest cost per protected Mbps"}, {"id": "mai-20260917-0922-baseline|c111-m3|meta-small|Check Point Quantum", "prompt": "c111-m3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Check Point Quantum is considered the best for threat prevention accuracy"}, {"id": "mai-20260917-0922-baseline|c111-m3|meta-small|Cisco Secure Firewall", "prompt": "c111-m3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cisco Secure Firewall is considered the best for its ecosystem fit"}, {"id": "mai-20260917-0922-baseline|c111-m3|meta-small|Juniper SRX", "prompt": "c111-m3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Juniper SRX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Juniper SRX is considered a strong contender for its performance and manageability"}, {"id": "mai-20260917-0922-baseline|c111-m3|minimax-small|Palo Alto Networks", "prompt": "c111-m3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consistently rated highest for breadth of features, application control, and threat prevention"}, {"id": "mai-20260917-0922-baseline|c111-m3|minimax-small|Fortinet FortiGate", "prompt": "c111-m3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best price-performance ratio, strong scalability for mid-to-large enterprises"}, {"id": "mai-20260917-0922-baseline|c111-m3|minimax-small|Cisco Secure Firewall", "prompt": "c111-m3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for organizations already invested in the Cisco ecosystem"}, {"id": "mai-20260917-0922-baseline|c111-m3|minimax-small|Sophos Firewall", "prompt": "c111-m3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong mid-market option with good ease of implementation"}, {"id": "mai-20260917-0922-baseline|c111-m3|minimax-small|Check Point", "prompt": "c111-m3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Known for comprehensive security features"}, {"id": "mai-20260917-0922-baseline|c111-m3|minimax-small|Zscaler", "prompt": "c111-m3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cloud-native firewall-as-a-service option"}, {"id": "mai-20260917-0922-baseline|c111-m3|minimax-small|Cato Networks", "prompt": "c111-m3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Offers complete hardware-free network security"}, {"id": "mai-20260917-0922-baseline|c111-m3|mistral-small|Palo Alto Networks Security NGFW", "prompt": "c111-m3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks Security NGFW", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large enterprises due to its advanced threat prevention, application control, and integration with cloud security."}, {"id": "mai-20260917-0922-baseline|c111-m3|mistral-small|Fortinet FortiGate NGFW", "prompt": "c111-m3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate NGFW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leading in value and market share, known for robust SD-WAN capabilities and scalability"}, {"id": "mai-20260917-0922-baseline|c111-m3|mistral-small|Sophos Firewall", "prompt": "c111-m3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Especially strong for small security teams and organizations seeking ease of use"}, {"id": "mai-20260917-0922-baseline|c111-m3|mistral-small|Cisco Secure Firewall", "prompt": "c111-m3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for organizations already invested in the Cisco ecosystem"}, {"id": "mai-20260917-0922-baseline|c111-m3|mistral-small|Check Point NGFW", "prompt": "c111-m3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point NGFW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Renowned for sandboxing and granular policy control"}, {"id": "mai-20260917-0922-baseline|c111-m3|mistral-small|Barracuda CloudGen Firewall", "prompt": "c111-m3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Barracuda CloudGen Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for hybrid cloud environments and MSPs"}, {"id": "mai-20260917-0922-baseline|c111-m3|mistral-small|Juniper Networks NGFW", "prompt": "c111-m3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Juniper Networks NGFW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Suited for SMEs with distributed networks"}, {"id": "mai-20260917-0922-baseline|c111-m3|mistral-small|Huawei NGFW", "prompt": "c111-m3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Huawei NGFW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Preferred by cloud service providers for its cloud-native security features."}, {"id": "mai-20260917-0922-baseline|c111-m3|mistral-small|Forcepoint NGFW", "prompt": "c111-m3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Forcepoint NGFW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Excels in cluster management and is suitable for organizations with multiple security nodes."}, {"id": "mai-20260917-0922-baseline|c111-m3|moonshot-small|Palo Alto Networks PA-Series", "prompt": "c111-m3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Industry-leading App-ID technology with **10,080+ applications** identified (up to 60% better visibility than competitors)"}, {"id": "mai-20260917-0922-baseline|c111-m3|moonshot-small|Fortinet FortiGate", "prompt": "c111-m3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best price-performance ratio** with custom ASIC-based hardware"}, {"id": "mai-20260917-0922-baseline|c111-m3|moonshot-small|Check Point Quantum", "prompt": "c111-m3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best-in-class sandboxing** capabilities (Threat Emulation/Threat Extraction)"}, {"id": "mai-20260917-0922-baseline|c111-m3|moonshot-small|Cisco Secure Firewall", "prompt": "c111-m3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Organizations already invested in Cisco ecosystem"}, {"id": "mai-20260917-0922-baseline|c111-m3|moonshot-small|Sophos XGS", "prompt": "c111-m3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos XGS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for small security teams, easy management"}, {"id": "mai-20260917-0922-baseline|c111-m3|moonshot-small|Barracuda CloudGen", "prompt": "c111-m3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Barracuda CloudGen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for hybrid cloud environments and MSPs"}, {"id": "mai-20260917-0922-baseline|c111-m3|moonshot-small|Juniper Networks", "prompt": "c111-m3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Juniper Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for SMEs with distributed networks"}, {"id": "mai-20260917-0922-baseline|c111-m3|moonshot-small|Forcepoint", "prompt": "c111-m3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Forcepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for cluster management"}, {"id": "mai-20260917-0922-baseline|c111-m3|openai-small|Palo Alto Networks", "prompt": "c111-m3", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best \"overall\" enterprise platform:** Palo Alto Networks."}, {"id": "mai-20260917-0922-baseline|c111-m3|openai-small|Fortinet FortiGate", "prompt": "c111-m3", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best performance/value:** Fortinet."}, {"id": "mai-20260917-0922-baseline|c111-m3|openai-small|Cisco Secure Firewall", "prompt": "c111-m3", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you are standardized on Cisco:** Cisco Secure Firewall."}, {"id": "mai-20260917-0922-baseline|c111-m3|openai-small|Check Point Quantum", "prompt": "c111-m3", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you prioritize centralized enterprise security management:** Check Point."}, {"id": "mai-20260917-0922-baseline|c111-m3|openai-small|Juniper SRX", "prompt": "c111-m3", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Juniper SRX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for routing-heavy network environments:** Juniper SRX."}, {"id": "mai-20260917-0922-baseline|c111-m3|xai-small|Palo Alto Networks (PA-Series/Prisma)", "prompt": "c111-m3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks (PA-Series/Prisma)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto leads in app-aware Zero Trust/cloud; ... Enterprise: Palo Alto/Check Point"}, {"id": "mai-20260917-0922-baseline|c111-m3|xai-small|Fortinet (FortiGate)", "prompt": "c111-m3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best value (~$300-700 entry); very high throughput ... Fortinet often wins on 5-year cost"}, {"id": "mai-20260917-0922-baseline|c111-m3|xai-small|Check Point (Quantum)", "prompt": "c111-m3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point (Quantum)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Regulated industries, max security | Top sandboxing/block rates"}, {"id": "mai-20260917-0922-baseline|c111-m3|xai-small|Cisco (Secure Firewall)", "prompt": "c111-m3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco (Secure Firewall)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Seamless integration (SecureX); strong routing/HA; good for branches ... Lower raw performance vs. leaders; ecosystem lock-in"}, {"id": "mai-20260917-0922-baseline|c111-m3|xai-small|Sophos (XGS)", "prompt": "c111-m3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos (XGS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMBs/small teams ... easy for limited staff ... Less scalable for massive enterprises"}, {"id": "mai-20260917-0922-baseline|c111-m3|xai-small|Juniper (SRX)", "prompt": "c111-m3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Juniper (SRX)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like Sophos (XGS), Juniper (SRX), and Huawei (USG) frequently rank high for specific use cases"}, {"id": "mai-20260917-0922-baseline|c111-m3|xai-small|Huawei (USG)", "prompt": "c111-m3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Huawei (USG)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Huawei (USG) frequently rank high for specific use cases, such as SMBs or regional deployments"}, {"id": "mai-20260917-0922-baseline|c111-m3|zai-small|Fortinet (FortiGate)", "prompt": "c111-m3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fortinet is currently the most deployed NGFW globally, holding a significant market share (~50%). It is widely recognized for its **price-performance ratio**."}, {"id": "mai-20260917-0922-baseline|c111-m3|zai-small|Palo Alto Networks", "prompt": "c111-m3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The premium enterprise leader, often chosen for complex cloud and hybrid environments."}, {"id": "mai-20260917-0922-baseline|c111-m3|zai-small|Cisco (Secure Firewall)", "prompt": "c111-m3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco (Secure Firewall)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Cisco** if your company runs a heavy Cisco network stack and wants centralized management."}, {"id": "mai-20260917-0922-baseline|c111-m3|zai-small|Check Point", "prompt": "c111-m3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A veteran player known for stability and high regulatory compliance standards."}, {"id": "mai-20260917-0922-baseline|c111-m3|zai-small|Sophos", "prompt": "c111-m3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Sophos** if you want a user-friendly interface and automated threat response."}, {"id": "mai-20260917-0922-baseline|c111-m3|zai-small|Huawei", "prompt": "c111-m3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Huawei", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best For:** Large data centers and enterprise campuses, particularly in regions where Huawei is a primary infrastructure provider."}, {"id": "mai-20260917-0922-baseline|c111-m3|zai-small|Zscaler", "prompt": "c111-m3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Zscaler** if you are fully cloud-native and want to eliminate on-premise hardware entirely."}, {"id": "mai-20260917-0922-baseline|c111-m4|alibaba-small|Fortinet", "prompt": "c111-m4", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet** offers the best overall value"}, {"id": "mai-20260917-0922-baseline|c111-m4|alibaba-small|SonicWall", "prompt": "c111-m4", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SonicWall** is the strongest runner-up for traditional small business appliances"}, {"id": "mai-20260917-0922-baseline|c111-m4|alibaba-small|Palo Alto", "prompt": "c111-m4", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "more throughput for every dollar spent compared to brands like Palo Alto or Check Point"}, {"id": "mai-20260917-0922-baseline|c111-m4|alibaba-small|Check Point", "prompt": "c111-m4", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compared to brands like Palo Alto or Check Point"}, {"id": "mai-20260917-0922-baseline|c111-m4|alibaba-small|Untangle NG Firewall (Virtual Edition)", "prompt": "c111-m4", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Untangle NG Firewall (Virtual Edition)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Arista (the parent company) is winding down its hardware roadmap, so be sure to stick to the software/virtual license track"}, {"id": "mai-20260917-0922-baseline|c111-m4|anthropic-small|Fortinet FortiGate", "prompt": "c111-m4", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fortinet FortiGate is the best choice for constrained budgets, particularly for distributed networks"}, {"id": "mai-20260917-0922-baseline|c111-m4|anthropic-small|Sophos XG", "prompt": "c111-m4", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Sophos XG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sophos XG firewalls are affordable but still satisfy the cravings of network admins looking for advanced features"}, {"id": "mai-20260917-0922-baseline|c111-m4|anthropic-small|SonicWall", "prompt": "c111-m4", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SonicWALL offers competitive pricing, making it a cost-effective solution for small to medium-sized businesses"}, {"id": "mai-20260917-0922-baseline|c111-m4|challenger-small|Fortinet FortiGate", "prompt": "c111-m4", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest general recommendation is **Fortinet FortiGate** because it is repeatedly described as the best value NGFW"}, {"id": "mai-20260917-0922-baseline|c111-m4|challenger-small|pfSense", "prompt": "c111-m4", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "pfSense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for the tightest budget:** **pfSense** — free/open-source, but usually requires more technical skill"}, {"id": "mai-20260917-0922-baseline|c111-m4|challenger-small|SonicWall TZ", "prompt": "c111-m4", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall TZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best commercial budget SMB option:** **SonicWall TZ**"}, {"id": "mai-20260917-0922-baseline|c111-m4|challenger-small|WatchGuard Firebox", "prompt": "c111-m4", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you want simple management:** **WatchGuard Firebox**"}, {"id": "mai-20260917-0922-baseline|c111-m4|deepseek-small|Fortinet FortiGate (40F/70F series)", "prompt": "c111-m4", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate (40F/70F series)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fortinet FortiGate (40F)** is your strongest default pick"}, {"id": "mai-20260917-0922-baseline|c111-m4|deepseek-small|SonicWall TZ Series", "prompt": "c111-m4", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall TZ Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget-Friendly / Easiest: SonicWall TZ Series"}, {"id": "mai-20260917-0922-baseline|c111-m4|deepseek-small|Sophos Firewall (XGS)", "prompt": "c111-m4", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Sophos Firewall (XGS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Low Total Cost of Ownership: Sophos Firewall (XGS)"}, {"id": "mai-20260917-0922-baseline|c111-m4|deepseek-small|pfSense / OPNsense", "prompt": "c111-m4", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "pfSense / OPNsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "an **open-source pfSense/OPNsense** setup is the least expensive path"}, {"id": "mai-20260917-0922-baseline|c111-m4|deepseek-small|Ubiquiti UniFi", "prompt": "c111-m4", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Ubiquiti UniFi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "basic NGFW features at a low price for simple offices"}, {"id": "mai-20260917-0922-baseline|c111-m4|google-small|Fortinet FortiGate (e.g., FortiGate 40F or 60F)", "prompt": "c111-m4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate (e.g., FortiGate 40F or 60F)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Value Gold Standard: Fortinet FortiGate ... widely considered the industry leader in price-to-performance"}, {"id": "mai-20260917-0922-baseline|c111-m4|google-small|Palo Alto Networks", "prompt": "c111-m4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without paying the premium prices of Palo Alto Networks or Cisco"}, {"id": "mai-20260917-0922-baseline|c111-m4|google-small|Cisco", "prompt": "c111-m4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without paying the premium prices of Palo Alto Networks or Cisco"}, {"id": "mai-20260917-0922-baseline|c111-m4|google-small|Ubiquiti UniFi (e.g., Cloud Gateway Max or Dream Machine Pro)", "prompt": "c111-m4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Ubiquiti UniFi (e.g., Cloud Gateway Max or Dream Machine Pro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ubiquiti is the king of low-TCO network security"}, {"id": "mai-20260917-0922-baseline|c111-m4|google-small|OPNsense", "prompt": "c111-m4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "OPNsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You can install OPNsense (or pfSense) for free on any standard hardware"}, {"id": "mai-20260917-0922-baseline|c111-m4|google-small|Zenarmor", "prompt": "c111-m4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Zenarmor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "you can add Zenarmor (a software plugin for OPNsense). Zenarmor injects next-gen capabilities"}, {"id": "mai-20260917-0922-baseline|c111-m4|google-small|pfSense", "prompt": "c111-m4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "pfSense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "You can install OPNsense (or pfSense) for free"}, {"id": "mai-20260917-0922-baseline|c111-m4|google-small|Sophos XGS Series", "prompt": "c111-m4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Sophos XGS Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "the Sophos XGS 87 or 107 is a very strong contender"}, {"id": "mai-20260917-0922-baseline|c111-m4|meta-small|SonicWall (Gen 7 / TZ & NSa)", "prompt": "c111-m4", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall (Gen 7 / TZ & NSa)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best next-generation firewall for a company with a limited budget is the SonicWall (Gen 7 / TZ & NSa) or the Untangle NG Firewall (Arista)."}, {"id": "mai-20260917-0922-baseline|c111-m4|meta-small|Untangle NG Firewall (Arista)", "prompt": "c111-m4", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Untangle NG Firewall (Arista)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the Untangle NG Firewall is a top pick for budget and software-first deployments"}, {"id": "mai-20260917-0922-baseline|c111-m4|meta-small|Fortinet FortiGate 40F Hardware", "prompt": "c111-m4", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate 40F Hardware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include the Fortinet FortiGate 40F Hardware, which is a compact, high-performance hardware firewall designed for small businesses"}, {"id": "mai-20260917-0922-baseline|c111-m4|meta-small|WatchGuard Firebox", "prompt": "c111-m4", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the WatchGuard Firebox, which is a good option for small businesses with 10-250 staff"}, {"id": "mai-20260917-0922-baseline|c111-m4|meta-small|Firewalla Purple SE", "prompt": "c111-m4", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Firewalla Purple SE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering the Firewalla Purple SE, which is an affordable version of Firewalla Purple, for home networks or small businesses"}, {"id": "mai-20260917-0922-baseline|c111-m4|minimax-small|SonicWall TZ270", "prompt": "c111-m4", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall TZ270", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SonicWall TZ270** (Top Budget Pick)"}, {"id": "mai-20260917-0922-baseline|c111-m4|minimax-small|WatchGuard Firebox T45", "prompt": "c111-m4", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "WatchGuard Firebox T45", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SonicWall TZ270** or **WatchGuard Firebox T45** would be your best bet"}, {"id": "mai-20260917-0922-baseline|c111-m4|minimax-small|Fortinet FortiGate 90G", "prompt": "c111-m4", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate 90G", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong security ecosystem, good throughput, widely used in SMB"}, {"id": "mai-20260917-0922-baseline|c111-m4|minimax-small|Sophos XGS 87", "prompt": "c111-m4", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Sophos XGS 87", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent integration with Sophos endpoints, good performance"}, {"id": "mai-20260917-0922-baseline|c111-m4|mistral-small|SonicWall TZ series", "prompt": "c111-m4", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall TZ series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **SonicWall TZ series** (especially Gen 7 models like the TZ270) and **WatchGuard Firebox T45** are frequently recommended as the best next-generation firewall (NGFW) options"}, {"id": "mai-20260917-0922-baseline|c111-m4|mistral-small|WatchGuard Firebox T45", "prompt": "c111-m4", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "WatchGuard Firebox T45", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Both are praised for delivering robust security features...at a price point suitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c111-m4|mistral-small|Sophos XGS 87", "prompt": "c111-m4", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Sophos XGS 87", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another solid option for small businesses, especially if you use Sophos endpoints."}, {"id": "mai-20260917-0922-baseline|c111-m4|moonshot-small|SonicWall TZ Series", "prompt": "c111-m4", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall TZ Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **SonicWall TZ Series** \\u2013 Best Budget Branded NGFW ... Go with **SonicWall TZ series** or **FortiGate 40F**"}, {"id": "mai-20260917-0922-baseline|c111-m4|moonshot-small|Fortinet FortiGate 40F/60F", "prompt": "c111-m4", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate 40F/60F", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you want the absolute lowest total cost of ownership:** Start with **FortiGate 40F**"}, {"id": "mai-20260917-0922-baseline|c111-m4|moonshot-small|WatchGuard Firebox", "prompt": "c111-m4", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**WatchGuard Firebox** \\u2013 Best for Simplicity"}, {"id": "mai-20260917-0922-baseline|c111-m4|moonshot-small|pfSense", "prompt": "c111-m4", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "pfSense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**pfSense:** More mature ecosystem, deeper documentation, Netgate hardware integration"}, {"id": "mai-20260917-0922-baseline|c111-m4|moonshot-small|OPNsense", "prompt": "c111-m4", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "OPNsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you have technical expertise in-house:** **OPNsense** on a ~$300 mini-PC gives you enterprise-grade NGFW features"}, {"id": "mai-20260917-0922-baseline|c111-m4|openai-small|Fortinet FortiGate", "prompt": "c111-m4", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FortiGate is the safest default recommendation"}, {"id": "mai-20260917-0922-baseline|c111-m4|openai-small|SonicWall", "prompt": "c111-m4", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **SonicWall** as a strong alternative if you want simpler management and possibly a lower upfront spend"}, {"id": "mai-20260917-0922-baseline|c111-m4|openai-small|Palo Alto Cloud NGFW", "prompt": "c111-m4", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto Cloud NGFW", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "is strong, but it's generally not the cheapest option"}, {"id": "mai-20260917-0922-baseline|c111-m4|xai-small|Fortinet FortiGate", "prompt": "c111-m4", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fortinet FortiGate (entry-level models like the 40F or 60F) stands out as the best next-generation firewall (NGFW) option"}, {"id": "mai-20260917-0922-baseline|c111-m4|xai-small|Sophos Firewall XGS 87", "prompt": "c111-m4", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Sophos Firewall XGS 87", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often #1 for small biz (Sophos.com, CyberVendorGuide)."}, {"id": "mai-20260917-0922-baseline|c111-m4|xai-small|SonicWall TZ270", "prompt": "c111-m4", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall TZ270", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Distributed branches, proven budget pick"}, {"id": "mai-20260917-0922-baseline|c111-m4|xai-small|WatchGuard Firebox T45", "prompt": "c111-m4", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "WatchGuard Firebox T45", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple setup, all-in-one suites"}, {"id": "mai-20260917-0922-baseline|c111-m4|xai-small|pfSense/OPNsense (Open Source)", "prompt": "c111-m4", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "pfSense/OPNsense (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ultra-low budget, tech-savvy teams | Full-featured ... Higher TCO if expertise/support needed"}, {"id": "mai-20260917-0922-baseline|c111-m4|zai-small|Ubiquiti UniFi Dream Machine Pro (UDM Pro)", "prompt": "c111-m4", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Ubiquiti UniFi Dream Machine Pro (UDM Pro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the absolute lowest total cost with no recurring licensing: → Ubiquiti UniFi Dream Machine Pro (UDM Pro)"}, {"id": "mai-20260917-0922-baseline|c111-m4|zai-small|SonicWall TZ370 / TZ470", "prompt": "c111-m4", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall TZ370 / TZ470", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a proven, feature‑rich appliance with a lower renewal cost: → SonicWall TZ370 / TZ470"}, {"id": "mai-20260917-0922-baseline|c111-m4|zai-small|WatchGuard Firebox T25", "prompt": "c111-m4", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "WatchGuard Firebox T25", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a simple, one‑SKU solution for a small team: → WatchGuard Firebox T25"}, {"id": "mai-20260917-0922-baseline|c111-m4|zai-small|Fortinet FortiGate 30E / 40F", "prompt": "c111-m4", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate 30E / 40F", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you prioritize performance‑per‑dollar and flexibility: → Fortinet FortiGate 30E / 40F"}, {"id": "mai-20260917-0922-baseline|c111-m4|zai-small|Cisco Meraki MX67", "prompt": "c111-m4", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Cisco Meraki MX67", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Mandatory subscription – device stops if you stop paying.<br>• Higher upfront cost than the others."}, {"id": "mai-20260917-0922-baseline|c111-m5|alibaba-small|Fortinet (FortiGate)", "prompt": "c111-m5", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Strong reputation for cost-performance ratio, integrated SD-WAN, and unified threat management. Very common in mid-market."}, {"id": "mai-20260917-0922-baseline|c111-m5|alibaba-small|Palo Alto Networks (PA-400/500 series)", "prompt": "c111-m5", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto Networks (PA-400/500 series)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Excellent security features but can be more expensive and complex."}, {"id": "mai-20260917-0922-baseline|c111-m5|alibaba-small|Check Point (Spark/ThreatRadar)", "prompt": "c111-m5", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Check Point (Spark/ThreatRadar)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong hybrid cloud offerings and good scalability."}, {"id": "mai-20260917-0922-baseline|c111-m5|alibaba-small|Cisco (Firescale/Firepower)", "prompt": "c111-m5", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco (Firescale/Firepower)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you're already heavily invested in Cisco infrastructure"}, {"id": "mai-20260917-0922-baseline|c111-m5|alibaba-small|Sophos (XG Firewall)", "prompt": "c111-m5", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Sophos (XG Firewall)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often praised for ease of use and tight integration with their endpoint security suite."}, {"id": "mai-20260917-0922-baseline|c111-m5|deepseek-small|Fortinet FortiGate", "prompt": "c111-m5", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best/most common price-performance pick for mid-market; SD-WAN included, easy operations"}, {"id": "mai-20260917-0922-baseline|c111-m5|deepseek-small|Palo Alto Networks", "prompt": "c111-m5", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "strongest threat prevention and AI features, but pricier and more complex"}, {"id": "mai-20260917-0922-baseline|c111-m5|deepseek-small|Cisco Secure Firewall", "prompt": "c111-m5", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal if you're already a Cisco shop (ISE, networking, XDR)"}, {"id": "mai-20260917-0922-baseline|c111-m5|deepseek-small|WatchGuard", "prompt": "c111-m5", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "WatchGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong value/simplicity play if you want the least operational burden"}, {"id": "mai-20260917-0922-baseline|c111-m5|deepseek-small|SonicWall", "prompt": "c111-m5", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "SonicWall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SonicWall / Sophos — also competitive in the mid-market band"}, {"id": "mai-20260917-0922-baseline|c111-m5|deepseek-small|Sophos", "prompt": "c111-m5", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SonicWall / Sophos — also competitive in the mid-market band"}, {"id": "mai-20260917-0922-baseline|c111-m5|google-small|Fortinet (FortiGate)", "prompt": "c111-m5", "model": "google-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value, high-performance, distributed offices | **Industry-leading price-to-performance.**"}, {"id": "mai-20260917-0922-baseline|c111-m5|google-small|Palo Alto Networks (PA-Series)", "prompt": "c111-m5", "model": "google-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto Networks (PA-Series)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Highest cost.** Both the hardware and the annual subscription renewals are significantly more expensive than competitors."}, {"id": "mai-20260917-0922-baseline|c111-m5|google-small|Sophos (XGS Series)", "prompt": "c111-m5", "model": "google-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Sophos (XGS Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Organizations wanting maximum simplicity or already using Sophos endpoints ... Very easy to manage."}, {"id": "mai-20260917-0922-baseline|c111-m5|google-small|Check Point (Quantum)", "prompt": "c111-m5", "model": "google-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Check Point (Quantum)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Management console can be heavy and complex to run; often requires specialized training."}, {"id": "mai-20260917-0922-baseline|c111-m5|meta-small|Cisco", "prompt": "c111-m5", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top results include documents from Cisco, Dell, and Fortinet, which outline key factors to consider when selecting a next-generation firewall"}, {"id": "mai-20260917-0922-baseline|c111-m5|meta-small|Dell", "prompt": "c111-m5", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Dell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top results include documents from Cisco, Dell, and Fortinet"}, {"id": "mai-20260917-0922-baseline|c111-m5|meta-small|Fortinet", "prompt": "c111-m5", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top results include documents from Cisco, Dell, and Fortinet"}, {"id": "mai-20260917-0922-baseline|c111-m5|mistral-small|Palo Alto", "prompt": "c111-m5", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Research vendors like Palo Alto, Fortinet, Cisco, Check Point, SonicWall, and WatchGuard."}, {"id": "mai-20260917-0922-baseline|c111-m5|mistral-small|Fortinet", "prompt": "c111-m5", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Research vendors like Palo Alto, Fortinet, Cisco, Check Point, SonicWall, and WatchGuard."}, {"id": "mai-20260917-0922-baseline|c111-m5|mistral-small|Cisco", "prompt": "c111-m5", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Research vendors like Palo Alto, Fortinet, Cisco, Check Point, SonicWall, and WatchGuard."}, {"id": "mai-20260917-0922-baseline|c111-m5|mistral-small|Check Point", "prompt": "c111-m5", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Research vendors like Palo Alto, Fortinet, Cisco, Check Point, SonicWall, and WatchGuard."}, {"id": "mai-20260917-0922-baseline|c111-m5|mistral-small|SonicWall", "prompt": "c111-m5", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "SonicWall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Research vendors like Palo Alto, Fortinet, Cisco, Check Point, SonicWall, and WatchGuard."}, {"id": "mai-20260917-0922-baseline|c111-m5|mistral-small|WatchGuard", "prompt": "c111-m5", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "WatchGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Research vendors like Palo Alto, Fortinet, Cisco, Check Point, SonicWall, and WatchGuard."}, {"id": "mai-20260917-0922-baseline|c111-m5|moonshot-small|Fortinet FortiGate", "prompt": "c111-m5", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **500-person company**, **Fortinet FortiGate** is frequently recommended as the sweet spot—enterprise-grade features at mid-market pricing."}, {"id": "mai-20260917-0922-baseline|c111-m5|moonshot-small|Palo Alto Networks", "prompt": "c111-m5", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Premium security | $2,800/Gbps | Top threat intelligence; higher cost"}, {"id": "mai-20260917-0922-baseline|c111-m5|moonshot-small|Check Point", "prompt": "c111-m5", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sandboxing | $2,200/Gbps | Strong threat prevention"}, {"id": "mai-20260917-0922-baseline|c111-m5|moonshot-small|SonicWall", "prompt": "c111-m5", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "SonicWall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Budget-conscious | Lower | Good for smaller budgets"}, {"id": "mai-20260917-0922-baseline|c111-m5|moonshot-small|WatchGuard", "prompt": "c111-m5", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "WatchGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget-conscious | Lower | Good for smaller budgets"}, {"id": "mai-20260917-0922-baseline|c111-m5|openai-small|Palo Alto", "prompt": "c111-m5", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare Palo Alto, Fortinet, Sophos, Cisco, Check Point, or others"}, {"id": "mai-20260917-0922-baseline|c111-m5|openai-small|Fortinet", "prompt": "c111-m5", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare Palo Alto, Fortinet, Sophos, Cisco, Check Point, or others"}, {"id": "mai-20260917-0922-baseline|c111-m5|openai-small|Sophos", "prompt": "c111-m5", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare Palo Alto, Fortinet, Sophos, Cisco, Check Point, or others"}, {"id": "mai-20260917-0922-baseline|c111-m5|openai-small|Cisco", "prompt": "c111-m5", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare Palo Alto, Fortinet, Sophos, Cisco, Check Point, or others"}, {"id": "mai-20260917-0922-baseline|c111-m5|openai-small|Check Point", "prompt": "c111-m5", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare Palo Alto, Fortinet, Sophos, Cisco, Check Point, or others"}, {"id": "mai-20260917-0922-baseline|c111-m5|xai-small|Fortinet FortiGate", "prompt": "c111-m5", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet FortiGate**: Best value/performance for mid-sized. High throughput, integrated SD-WAN, AI services."}, {"id": "mai-20260917-0922-baseline|c111-m5|xai-small|Palo Alto Networks", "prompt": "c111-m5", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader for advanced threat hunting, AI/ML. Top block rates (99%+); ideal if heavy cloud/zero-trust needs."}, {"id": "mai-20260917-0922-baseline|c111-m5|xai-small|Cisco Secure Firewall", "prompt": "c111-m5", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong policy consistency, hybrid integration. Good for existing Cisco shops."}, {"id": "mai-20260917-0922-baseline|c111-m5|xai-small|Check Point", "prompt": "c111-m5", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Others: Check Point (sandboxing)"}, {"id": "mai-20260917-0922-baseline|c111-m5|xai-small|Juniper", "prompt": "c111-m5", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Juniper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Juniper (distributed sites)"}, {"id": "mai-20260917-0922-baseline|c111-m6|alibaba-small|Cisco ASA (Adaptive Security Appliance)", "prompt": "c111-m6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco ASA (Adaptive Security Appliance)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "new deployments of ASAs should be strictly avoided"}, {"id": "mai-20260917-0922-baseline|c111-m6|alibaba-small|Alcatel-Lucent (ALC)", "prompt": "c111-m6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Alcatel-Lucent (ALC)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "highly risky due to zero vendor support"}, {"id": "mai-20260917-0922-baseline|c111-m6|alibaba-small|Fortinet FG-200/FG-100 Legacy Series", "prompt": "c111-m6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet FG-200/FG-100 Legacy Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "certain entry-level legacy hardware ... lacks the ASICs required for modern throughput speeds"}, {"id": "mai-20260917-0922-baseline|c111-m6|alibaba-small|Check Point Gaia/CNS", "prompt": "c111-m6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Check Point Gaia/CNS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their management console (SmartConsole) is widely considered archaic and complex"}, {"id": "mai-20260917-0922-baseline|c111-m6|alibaba-small|Imperva Incapsula", "prompt": "c111-m6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Imperva Incapsula", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "treating it as a general-purpose network firewall for internal traffic often feels \"overkill\""}, {"id": "mai-20260917-0922-baseline|c111-m6|alibaba-small|SonicWall", "prompt": "c111-m6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they remain on the \"avoid\" list for enterprises that require absolute zero-downtime uptime guarantees"}, {"id": "mai-20260917-0922-baseline|c111-m6|alibaba-small|F5 Advanced WAF", "prompt": "c111-m6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "F5 Advanced WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Using F5 strictly as a layer 3/4 firewall is generally considered an anti-pattern"}, {"id": "mai-20260917-0922-baseline|c111-m6|alibaba-small|Ubiquiti EdgeSwitch/Firewall", "prompt": "c111-m6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Ubiquiti EdgeSwitch/Firewall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "using their solutions in a mid-sized business environment ... is often avoided"}, {"id": "mai-20260917-0922-baseline|c111-m6|alibaba-small|Sophos XGS", "prompt": "c111-m6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Sophos XGS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "serious enterprise architects often avoid it because the integration ... is sometimes seen as disjointed"}, {"id": "mai-20260917-0922-baseline|c111-m6|alibaba-small|Palo Alto", "prompt": "c111-m6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "compared to unified suites like Palo Alto or Fortinet"}, {"id": "mai-20260917-0922-baseline|c111-m6|anthropic-small|Fortinet", "prompt": "c111-m6", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "98 High & Critical vulnerabilities have been discovered in Fortinet products between 2021-2023"}, {"id": "mai-20260917-0922-baseline|c111-m6|anthropic-small|Palo Alto Networks", "prompt": "c111-m6", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "32 High & Critical vulnerabilities have been discovered in Palo Alto Networks products between 2021-2023"}, {"id": "mai-20260917-0922-baseline|c111-m6|anthropic-small|SonicWall", "prompt": "c111-m6", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Approximately 76% of SonicWall firewalls exposed to the internet are vulnerable"}, {"id": "mai-20260917-0922-baseline|c111-m6|anthropic-small|Arista Edge Threat Management (NGFW)", "prompt": "c111-m6", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Arista Edge Threat Management (NGFW)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "a command-injection vulnerability that allows remote code execution with root privilege"}, {"id": "mai-20260917-0922-baseline|c111-m6|anthropic-small|AWS Network Firewall", "prompt": "c111-m6", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "AWS Network Firewall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Be cautious with native cloud firewall offerings. AWS Network Firewall blocked just 36 exploits out of 951 tested (3.9%)"}, {"id": "mai-20260917-0922-baseline|c111-m6|anthropic-small|Azure Firewall", "prompt": "c111-m6", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Azure Firewall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Azure Firewall blocked 151 exploits (18.7%), compared to dedicated NGFW solutions"}, {"id": "mai-20260917-0922-baseline|c111-m6|deepseek-small|Arista NG Firewall", "prompt": "c111-m6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Arista NG Firewall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The safest avoids are **Arista NG Firewall** (due to the active exploit chain and poor patch response)"}, {"id": "mai-20260917-0922-baseline|c111-m6|deepseek-small|Cisco Firepower", "prompt": "c111-m6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Firepower", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "and **Cisco Firepower** (if you value your team's time and sanity)"}, {"id": "mai-20260917-0922-baseline|c111-m6|deepseek-small|Palo Alto", "prompt": "c111-m6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look elsewhere (Palo Alto, Check Point, or Juniper have better security track records in the near-term)"}, {"id": "mai-20260917-0922-baseline|c111-m6|deepseek-small|Fortinet", "prompt": "c111-m6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not a \"avoid\" – just be honest about your patching cadence."}, {"id": "mai-20260917-0922-baseline|c111-m6|deepseek-small|Check Point", "prompt": "c111-m6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look elsewhere (Palo Alto, Check Point, or Juniper have better security track records in the near-term)"}, {"id": "mai-20260917-0922-baseline|c111-m6|deepseek-small|Juniper", "prompt": "c111-m6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Juniper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Palo Alto, Check Point, or Juniper have better security track records in the near-term"}, {"id": "mai-20260917-0922-baseline|c111-m6|deepseek-small|SonicWall", "prompt": "c111-m6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "SonicWall has a **long and troubling history of critical vulnerabilities**"}, {"id": "mai-20260917-0922-baseline|c111-m6|deepseek-small|Sangfor", "prompt": "c111-m6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Sangfor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "less mature security advisories, fewer independent security researchers testing them, and less community support"}, {"id": "mai-20260917-0922-baseline|c111-m6|deepseek-small|Hillstone", "prompt": "c111-m6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Hillstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Smaller / less-proven vendors (Sangfor, Hillstone, Huawei, Forcepoint) – CAUTION"}, {"id": "mai-20260917-0922-baseline|c111-m6|deepseek-small|Huawei", "prompt": "c111-m6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Huawei", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "geopolitical concerns may matter to you; also less transparent with advisories"}, {"id": "mai-20260917-0922-baseline|c111-m6|deepseek-small|Forcepoint", "prompt": "c111-m6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Forcepoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "historically mixed reviews on Gartner; their NGFW has a smaller installed base"}, {"id": "mai-20260917-0922-baseline|c111-m6|google-small|AWS Network Firewall", "prompt": "c111-m6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "AWS Network Firewall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Brands to approach with caution: AWS Network Firewall, Microsoft Azure Firewall (Standard/Basic), Google Cloud Firewall."}, {"id": "mai-20260917-0922-baseline|c111-m6|google-small|Microsoft Azure Firewall", "prompt": "c111-m6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Microsoft Azure Firewall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "native firewalls from the big three public cloud providers (AWS, Azure, and Google Cloud) initially received a 0% Security Effectiveness rating and a \"Caution\" status"}, {"id": "mai-20260917-0922-baseline|c111-m6|google-small|Google Cloud Firewall", "prompt": "c111-m6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Google Cloud Firewall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "avoid relying *solely* on basic cloud-native firewalls"}, {"id": "mai-20260917-0922-baseline|c111-m6|google-small|Check Point", "prompt": "c111-m6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "deploy virtual NGFW appliances (like Check Point, Fortinet, or Palo Alto) in your cloud environment"}, {"id": "mai-20260917-0922-baseline|c111-m6|google-small|Fortinet", "prompt": "c111-m6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious with Palo Alto and Fortinet; they are top-tier platforms, but you must be prepared to patch them constantly"}, {"id": "mai-20260917-0922-baseline|c111-m6|google-small|Palo Alto Networks", "prompt": "c111-m6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Palo Alto Networks has dealt with severe, actively exploited bugs"}, {"id": "mai-20260917-0922-baseline|c111-m6|google-small|Cisco Secure Firewall", "prompt": "c111-m6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be cautious with Cisco or legacy SonicWall/Sophos; ensure your team is trained to handle their complex configurations"}, {"id": "mai-20260917-0922-baseline|c111-m6|google-small|Sophos", "prompt": "c111-m6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Older Sophos XG firewalls are notorious among sysadmins for frustratingly slow boot-up times, confusing menu layouts"}, {"id": "mai-20260917-0922-baseline|c111-m6|google-small|SonicWall", "prompt": "c111-m6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "some legacy firmware and VPN appliances (such as the SMA series) have suffered from highly publicized exploits"}, {"id": "mai-20260917-0922-baseline|c111-m6|google-small|DrayTek", "prompt": "c111-m6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "DrayTek", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Brands to avoid: DrayTek, TP-Link, Netgear, and D-Link."}, {"id": "mai-20260917-0922-baseline|c111-m6|google-small|TP-Link", "prompt": "c111-m6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "TP-Link", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid these entirely for corporate environments."}, {"id": "mai-20260917-0922-baseline|c111-m6|google-small|Netgear", "prompt": "c111-m6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Netgear", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Brands to avoid: DrayTek, TP-Link, Netgear, and D-Link."}, {"id": "mai-20260917-0922-baseline|c111-m6|google-small|D-Link", "prompt": "c111-m6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "D-Link", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Brands to avoid: DrayTek, TP-Link, Netgear, and D-Link."}, {"id": "mai-20260917-0922-baseline|c111-m6|google-small|pfSense/OPNsense", "prompt": "c111-m6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "pfSense/OPNsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "look instead toward pfSense/OPNsense (open-source) or entry-level appliances from Sophos or Fortinet"}, {"id": "mai-20260917-0922-baseline|c111-m6|google-small|Huawei", "prompt": "c111-m6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Huawei", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Brands to avoid: Huawei, ZTE, and Kaspersky."}, {"id": "mai-20260917-0922-baseline|c111-m6|google-small|ZTE", "prompt": "c111-m6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "ZTE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "subject to extensive government bans and restrictions"}, {"id": "mai-20260917-0922-baseline|c111-m6|google-small|Kaspersky", "prompt": "c111-m6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Kaspersky", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 17, "ev": "Brands to avoid: Huawei, ZTE, and Kaspersky."}, {"id": "mai-20260917-0922-baseline|c111-m6|minimax-small|SonicWall", "prompt": "c111-m6", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Multiple critical vulnerabilities (CVE-2022-22274, CVE-2023-0656) ... over 178,000 SonicWall firewalls publicly exploitable"}, {"id": "mai-20260917-0922-baseline|c111-m6|minimax-small|Palo Alto Networks", "prompt": "c111-m6", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Several high-profile vulnerabilities in 2024, including CVE-2024-3400 (critical)"}, {"id": "mai-20260917-0922-baseline|c111-m6|minimax-small|Fortinet (FortiGate)", "prompt": "c111-m6", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Various vulnerabilities discovered over the years, including FortiManager issues (CVE-2024-47575)"}, {"id": "mai-20260917-0922-baseline|c111-m6|minimax-small|Hillstone", "prompt": "c111-m6", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Hillstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "XSS vulnerability (CVE-2023-46964) disclosed in 2023"}, {"id": "mai-20260917-0922-baseline|c111-m6|minimax-small|Cisco", "prompt": "c111-m6", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fortinet, Palo Alto, and Cisco all offer strong options"}, {"id": "mai-20260917-0922-baseline|c111-m6|mistral-small|Palo Alto Networks NGFWs (PAN-OS)", "prompt": "c111-m6", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks NGFWs (PAN-OS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "a critical zero-day vulnerability (PAN-SA-2024-0015, CVSS 9.3) was discovered in Palo Alto Networks' PAN-OS software... being actively exploited"}, {"id": "mai-20260917-0922-baseline|c111-m6|mistral-small|Cisco ASA and FTD Firewalls", "prompt": "c111-m6", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco ASA and FTD Firewalls", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Nearly 50,000 Cisco ASA and FTD firewalls remain exposed on the internet, which increases the risk of exploitation."}, {"id": "mai-20260917-0922-baseline|c111-m6|mistral-small|Fortinet FortiGate", "prompt": "c111-m6", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Older models of Fortigate, Palo Alto, and other NGFW devices can become security liabilities if not regularly updated."}, {"id": "mai-20260917-0922-baseline|c111-m6|moonshot-small|Fortinet", "prompt": "c111-m6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "20+ CVEs on CISA's Known Exploited Vulnerabilities catalog — among the highest for any firewall vendor ... Fortinet and SonicWall currently require the most aggressive hardening"}, {"id": "mai-20260917-0922-baseline|c111-m6|moonshot-small|SonicWall", "prompt": "c111-m6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Critical SSL-VPN vulnerabilities (CVE-2024-40766, CVE-2024-53704) with CVSS scores up to 9.3 ... Consider disabling SSL-VPN if not essential"}, {"id": "mai-20260917-0922-baseline|c111-m6|moonshot-small|Cisco (ASA/FTD)", "prompt": "c111-m6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco (ASA/FTD)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caution: Ensure hardware isn't EOL; management interfaces should never be internet-facing"}, {"id": "mai-20260917-0922-baseline|c111-m6|moonshot-small|Palo Alto Networks", "prompt": "c111-m6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Despite strong reputation, management interface exposure is a recurring attack vector"}, {"id": "mai-20260917-0922-baseline|c111-m6|moonshot-small|Check Point", "prompt": "c111-m6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "CVSS 9.8 VPN certificate validation flaws ... VPN configurations require immediate attention when patches release"}, {"id": "mai-20260917-0922-baseline|c111-m6|moonshot-small|Cloud-native firewalls (AWS/Azure native)", "prompt": "c111-m6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cloud-native firewalls (AWS/Azure native)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cloud-native firewalls (AWS/Azure native) for reduced attack surface"}, {"id": "mai-20260917-0922-baseline|c111-m6|moonshot-small|pfSense/OPNsense", "prompt": "c111-m6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "pfSense/OPNsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source options (pfSense/OPNsense) for transparency, though with trade-offs in enterprise support"}, {"id": "mai-20260917-0922-baseline|c111-m6|xai-small|Palo Alto Networks (e.g., PA-1410)", "prompt": "c111-m6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks (e.g., PA-1410)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Earned \"Caution\" in NSS Labs 2025 (lowest security effectiveness at 46.37%, failed critical network/transport-layer evasions)"}, {"id": "mai-20260917-0922-baseline|c111-m6|xai-small|Cisco Firepower (e.g., 2130)", "prompt": "c111-m6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Firepower (e.g., 2130)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "\"Caution\" in NSS Labs 2025 (57.34% effectiveness... Highest KEV vulnerabilities (143 entries)"}, {"id": "mai-20260917-0922-baseline|c111-m6|xai-small|Fortinet FortiGate (e.g., 200G)", "prompt": "c111-m6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet FortiGate (e.g., 200G)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "\"Caution\" in NSS Labs 2025 (79.24% effectiveness). Massive CVE volume (100+ tracked)"}, {"id": "mai-20260917-0922-baseline|c111-m6|xai-small|SonicWall", "prompt": "c111-m6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "SonicWall (100+ CVEs, 178k+ exposed devices)"}, {"id": "mai-20260917-0922-baseline|c111-m6|xai-small|AWS/GCP/Azure", "prompt": "c111-m6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "AWS/GCP/Azure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "AWS/GCP/Azure scored 0% effectiveness in CyberRatings Q1 2025 (easy bypasses)"}, {"id": "mai-20260917-0922-baseline|c111-m6|xai-small|Check Point", "prompt": "c111-m6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Check Point (99.59% effectiveness, \"Recommended\")"}, {"id": "mai-20260917-0922-baseline|c111-m6|xai-small|Juniper SRX", "prompt": "c111-m6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Juniper SRX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Juniper SRX (99.16%, \"Recommended\")"}, {"id": "mai-20260917-0922-baseline|c111-m6|xai-small|Versa", "prompt": "c111-m6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Versa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Versa (99.43%). They topped NSS/CyberRatings"}, {"id": "mai-20260917-0922-baseline|c111-m6|zai-small|SonicWall (Series 6 and 7)", "prompt": "c111-m6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall (Series 6 and 7)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict: Avoid (or patch immediately)**"}, {"id": "mai-20260917-0922-baseline|c111-m6|zai-small|Fortinet FortiGate", "prompt": "c111-m6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Verdict: Caution (High Maintenance)**"}, {"id": "mai-20260917-0922-baseline|c111-m6|zai-small|Cisco Secure Firewall (formerly FTD)", "prompt": "c111-m6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Secure Firewall (formerly FTD)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Verdict: Caution (Performance and Usability)**"}, {"id": "mai-20260917-0922-baseline|c111-m6|zai-small|Forcepoint NGFW", "prompt": "c111-m6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Forcepoint NGFW", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Verdict: Caution (Management Complexity)**"}, {"id": "mai-20260917-0922-baseline|c111-m6|zai-small|Palo Alto", "prompt": "c111-m6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the configuration interface is complex and difficult to manage compared to competitors like Palo Alto"}, {"id": "mai-20260917-0922-baseline|c111-s1|alibaba-small|Fortinet FortiGate", "prompt": "c111-s1", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fortinet FortiGate: Best Overall Value & Scalability ... king of performance-per-dollar"}, {"id": "mai-20260917-0922-baseline|c111-s1|alibaba-small|WatchGuard Firebox", "prompt": "c111-s1", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "WatchGuard Firebox: Best for Simplicity & MSP Management"}, {"id": "mai-20260917-0922-baseline|c111-s1|alibaba-small|Sophos XGS", "prompt": "c111-s1", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sophos XGS: Best for Integrated Security"}, {"id": "mai-20260917-0922-baseline|c111-s1|alibaba-small|Cisco Meraki MX", "prompt": "c111-s1", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is significantly more expensive over time compared to Fortinet or WatchGuard due to higher annual renewal fees."}, {"id": "mai-20260917-0922-baseline|c111-s1|anthropic-small|Fortinet (FortiGate)", "prompt": "c111-s1", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options in this space include Fortinet (FortiGate)"}, {"id": "mai-20260917-0922-baseline|c111-s1|anthropic-small|Palo Alto Networks (PA Series)", "prompt": "c111-s1", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks (PA Series)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Palo Alto Networks (PA Series)"}, {"id": "mai-20260917-0922-baseline|c111-s1|anthropic-small|Cisco (ASA/Firepower)", "prompt": "c111-s1", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco (ASA/Firepower)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cisco (ASA/Firepower)"}, {"id": "mai-20260917-0922-baseline|c111-s1|anthropic-small|Check Point", "prompt": "c111-s1", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Check Point, and Sophos"}, {"id": "mai-20260917-0922-baseline|c111-s1|anthropic-small|Sophos", "prompt": "c111-s1", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Check Point, and Sophos"}, {"id": "mai-20260917-0922-baseline|c111-s1|challenger-small|Sophos Firewall (XGS)", "prompt": "c111-s1", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos Firewall (XGS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best next-generation firewall is usually **Sophos Firewall (XGS)**"}, {"id": "mai-20260917-0922-baseline|c111-s1|challenger-small|Fortinet FortiGate", "prompt": "c111-s1", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fortinet FortiGate** is the most common alternative"}, {"id": "mai-20260917-0922-baseline|c111-s1|challenger-small|WatchGuard Firebox", "prompt": "c111-s1", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose WatchGuard Firebox** if you care most about very simple administration and one-SKU licensing."}, {"id": "mai-20260917-0922-baseline|c111-s1|deepseek-small|WatchGuard Firebox", "prompt": "c111-s1", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: **WatchGuard Firebox** ... is the strongest all-around pick"}, {"id": "mai-20260917-0922-baseline|c111-s1|deepseek-small|SonicWall (Gen 7 / TZ Series)", "prompt": "c111-s1", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "SonicWall (Gen 7 / TZ Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget-Friendly: **SonicWall (Gen 7 / TZ Series)**"}, {"id": "mai-20260917-0922-baseline|c111-s1|deepseek-small|Fortinet FortiGate", "prompt": "c111-s1", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value / Price-Performance: **Fortinet FortiGate** ... the \"safest pick\""}, {"id": "mai-20260917-0922-baseline|c111-s1|deepseek-small|Sophos Firewall (XGS)", "prompt": "c111-s1", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos Firewall (XGS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Endpoint Integration: **Sophos Firewall (XGS)**"}, {"id": "mai-20260917-0922-baseline|c111-s1|google-small|Fortinet FortiGate (70F or 70G)", "prompt": "c111-s1", "model": "google-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate (70F or 70G)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Best Overall (Performance, Price & Security): **Fortinet FortiGate (70F or 70G)**"}, {"id": "mai-20260917-0922-baseline|c111-s1|google-small|Palo Alto Networks (PA-440)", "prompt": "c111-s1", "model": "google-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks (PA-440)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Enterprise Compliance Audits: **Palo Alto Networks (PA-440)**"}, {"id": "mai-20260917-0922-baseline|c111-s1|google-small|Cisco Meraki (MX75 or MX85)", "prompt": "c111-s1", "model": "google-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco Meraki (MX75 or MX85)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Lean IT & Simplicity: **Cisco Meraki (MX75 or MX85)**"}, {"id": "mai-20260917-0922-baseline|c111-s1|google-small|Sophos XGS (116 or 126)", "prompt": "c111-s1", "model": "google-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos XGS (116 or 126)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"Unified\" Ecosystem: **Sophos XGS (116 or 126)**"}, {"id": "mai-20260917-0922-baseline|c111-s1|meta-small|WatchGuard Firebox", "prompt": "c111-s1", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best next-generation firewall for a small B2B company is WatchGuard Firebox, as it is considered the top pick for small businesses"}, {"id": "mai-20260917-0922-baseline|c111-s1|meta-small|Fortinet FortiGate", "prompt": "c111-s1", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Fortinet FortiGate and SonicWall Gen 7."}, {"id": "mai-20260917-0922-baseline|c111-s1|meta-small|SonicWall Gen 7", "prompt": "c111-s1", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "SonicWall Gen 7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Fortinet FortiGate and SonicWall Gen 7."}, {"id": "mai-20260917-0922-baseline|c111-s1|mistral-small|WatchGuard Firebox", "prompt": "c111-s1", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for small B2B:** WatchGuard Firebox"}, {"id": "mai-20260917-0922-baseline|c111-s1|mistral-small|Fortinet FortiGate", "prompt": "c111-s1", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FortiGate is a strong all-around choice, especially if you want a solution that can scale with your business."}, {"id": "mai-20260917-0922-baseline|c111-s1|mistral-small|SonicWall TZ Series", "prompt": "c111-s1", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "SonicWall TZ Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another good option, particularly for budget-conscious small businesses"}, {"id": "mai-20260917-0922-baseline|c111-s1|moonshot-small|Sophos Firewall (XGS)", "prompt": "c111-s1", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos Firewall (XGS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sophos Firewall (XGS)** — Best Overall for Small Business"}, {"id": "mai-20260917-0922-baseline|c111-s1|moonshot-small|WatchGuard Firebox", "prompt": "c111-s1", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WatchGuard Firebox** — Best for Simplicity"}, {"id": "mai-20260917-0922-baseline|c111-s1|moonshot-small|Fortinet FortiGate", "prompt": "c111-s1", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fortinet FortiGate** — Best Performance Value"}, {"id": "mai-20260917-0922-baseline|c111-s1|openai-small|Fortinet FortiGate", "prompt": "c111-s1", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best default pick: **Fortinet FortiGate**"}, {"id": "mai-20260917-0922-baseline|c111-s1|openai-small|Palo Alto Networks", "prompt": "c111-s1", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best premium/security-first pick: **Palo Alto Networks**"}, {"id": "mai-20260917-0922-baseline|c111-s1|openai-small|Sophos", "prompt": "c111-s1", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though I\ffd like to compare current pricing and model fit before recommending it over the two above"}, {"id": "mai-20260917-0922-baseline|c111-s1|xai-small|Sophos Firewall (XGS Series, e.g., XGS 87)", "prompt": "c111-s1", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos Firewall (XGS Series, e.g., XGS 87)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with Sophos XGS—it's consistently #1 for SMBs in recent rankings"}, {"id": "mai-20260917-0922-baseline|c111-s1|xai-small|Fortinet FortiGate (e.g., 40F/60F/90G)", "prompt": "c111-s1", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate (e.g., 40F/60F/90G)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best overall value and performance... FortiGate if you need max throughput cheaply."}, {"id": "mai-20260917-0922-baseline|c111-s1|xai-small|WatchGuard Firebox (e.g., T45/T85)", "prompt": "c111-s1", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "WatchGuard Firebox (e.g., T45/T85)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top for simplicity... One-SKU \"Total Security Suite\" bundles everything"}, {"id": "mai-20260917-0922-baseline|c111-s1|xai-small|SonicWall TZ (e.g., TZ270/TZ470)", "prompt": "c111-s1", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "SonicWall TZ (e.g., TZ270/TZ470)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "4.1/5 G2; good for cost-conscious but lower reviews"}, {"id": "mai-20260917-0922-baseline|c111-s1|xai-small|Cisco Meraki MX/Firepower 1000", "prompt": "c111-s1", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco Meraki MX/Firepower 1000", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cloud-first ease if you're in Cisco ecosystem; pricier."}, {"id": "mai-20260917-0922-baseline|c111-s1|zai-small|Fortinet FortiGate 40F", "prompt": "c111-s1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Fortinet FortiGate 40F", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best next‑generation firewall (NGFW) today is the **Fortinet FortiGate 40F** (or 60F for higher performance)"}, {"id": "mai-20260917-0922-baseline|c111-s1|zai-small|Sophos Firewall XGS", "prompt": "c111-s1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Sophos Firewall XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the **Sophos Firewall XGS** or **WatchGuard Firebox** are strong alternatives"}, {"id": "mai-20260917-0922-baseline|c111-s1|zai-small|WatchGuard Firebox", "prompt": "c111-s1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need a simple all‑in‑one appliance with good support:** **WatchGuard Firebox**"}, {"id": "mai-20260917-0922-baseline|c111-s1|zai-small|Cisco Meraki MX", "prompt": "c111-s1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal if you want a fully cloud‑managed experience and are already using Cisco/Intersight"}, {"id": "mai-20260917-0922-baseline|c111-s1|zai-small|Palo Alto Networks PA‑Series", "prompt": "c111-s1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Palo Alto Networks PA‑Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Best for enterprises with mature security operations; more expensive licensing and hardware."}, {"id": "mai-20260917-0922-baseline|c111-s1|zai-small|SonicWall TZ Series", "prompt": "c111-s1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "SonicWall TZ Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Good for small businesses, but licensing can be complex and pricing varies."}, {"id": "mai-20260917-0922-baseline|c111-s1|zai-small|Check Point Quantum", "prompt": "c111-s1", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "direct", "raw": "Check Point Quantum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong threat prevention and regulated‑industry suitability."}, {"id": "mai-20260917-0922-baseline|c111-s2|alibaba-small|TP-Link", "prompt": "c111-s2", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "TP-Link", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You generally want to avoid \"Consumer Grade\" gear (like TP-Link or Asus) as these lack the necessary logging and threat prevention features"}, {"id": "mai-20260917-0922-baseline|c111-s2|alibaba-small|Asus", "prompt": "c111-s2", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Asus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You generally want to avoid \"Consumer Grade\" gear (like TP-Link or Asus)"}, {"id": "mai-20260917-0922-baseline|c111-s2|alibaba-small|Fortinet FortiGate", "prompt": "c111-s2", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "My final advice: Start with **Fortinet**. It strikes the perfect balance between \"Enterprise capability\" and \"Small Business budget.\""}, {"id": "mai-20260917-0922-baseline|c111-s2|alibaba-small|Sophos XGS", "prompt": "c111-s2", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Sophos XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Most User-Friendly Enterprise Choice: Sophos XGS (Physical/Virtual)"}, {"id": "mai-20260917-0922-baseline|c111-s2|alibaba-small|pfSense", "prompt": "c111-s2", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "pfSense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Virtual / DIY Solution: pfSense or OPNsense (Virtual Appliance)"}, {"id": "mai-20260917-0922-baseline|c111-s2|alibaba-small|OPNsense", "prompt": "c111-s2", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "OPNsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**OPNsense** (a more modern fork)"}, {"id": "mai-20260917-0922-baseline|c111-s2|alibaba-small|Palo Alto Networks", "prompt": "c111-s2", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cons: Expensive. Small businesses often pay too much for features they never use."}, {"id": "mai-20260917-0922-baseline|c111-s2|anthropic-small|Sophos XGS", "prompt": "c111-s2", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Sophos XGS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sophos and Fortinet are widely seen as the best... Sophos XGS is recommended for small businesses needing all-in-one simplicity"}, {"id": "mai-20260917-0922-baseline|c111-s2|anthropic-small|Fortinet FortiGate", "prompt": "c111-s2", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Sophos and Fortinet are widely seen as the best, offering a great balance of low price, strong features, and ease of use."}, {"id": "mai-20260917-0922-baseline|c111-s2|anthropic-small|SonicWall TZ", "prompt": "c111-s2", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "SonicWall TZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SonicWall is a staple in the retail and small business space, providing strong protection at an aggressive price"}, {"id": "mai-20260917-0922-baseline|c111-s2|anthropic-small|FortiGate VM", "prompt": "c111-s2", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "FortiGate VM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal firewall for small and medium-sized businesses looking to secure cloud deployments"}, {"id": "mai-20260917-0922-baseline|c111-s2|anthropic-small|Check Point's Quantum Spark", "prompt": "c111-s2", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Check Point's Quantum Spark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternative Options: Check Point's Quantum Spark series is purpose-built for small business and branch environments"}, {"id": "mai-20260917-0922-baseline|c111-s2|challenger-small|Fortinet FortiGate", "prompt": "c111-s2", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Fortinet FortiGate** as the default choice"}, {"id": "mai-20260917-0922-baseline|c111-s2|challenger-small|Sophos Firewall XGS", "prompt": "c111-s2", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Sophos Firewall XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sophos Firewall XGS** or **WatchGuard Firebox** are stronger \"small-business-first\" picks"}, {"id": "mai-20260917-0922-baseline|c111-s2|challenger-small|WatchGuard Firebox", "prompt": "c111-s2", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "WatchGuard is praised for low administrative overhead and MSP-friendly cloud management"}, {"id": "mai-20260917-0922-baseline|c111-s2|challenger-small|Palo Alto Networks PA-Series / Prisma", "prompt": "c111-s2", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks PA-Series / Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "is the premium choice, but it is usually more than a small business needs unless you have a mature security operation"}, {"id": "mai-20260917-0922-baseline|c111-s2|challenger-small|Cisco Secure Firewall", "prompt": "c111-s2", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Secure Firewall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "also a credible enterprise option, especially if you already run Cisco infrastructure"}, {"id": "mai-20260917-0922-baseline|c111-s2|deepseek-small|Fortinet FortiGate (e.g., FortiGate 40F/60F)", "prompt": "c111-s2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate (e.g., FortiGate 40F/60F)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Fortinet FortiGate (e.g., FortiGate 40F/60F)**"}, {"id": "mai-20260917-0922-baseline|c111-s2|deepseek-small|Sophos Firewall (XGS series)", "prompt": "c111-s2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Sophos Firewall (XGS series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for small businesses and MSPs ... Best budget + free management:** **Sophos XGS 87**"}, {"id": "mai-20260917-0922-baseline|c111-s2|deepseek-small|Cisco Meraki MX", "prompt": "c111-s2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Easiest to manage (cloud, no IT expertise):** **Cisco Meraki MX**"}, {"id": "mai-20260917-0922-baseline|c111-s2|deepseek-small|Palo Alto PA-400 Series / Prisma Access", "prompt": "c111-s2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto PA-400 Series / Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best-in-class security if your B2B contracts require enterprise-grade security"}, {"id": "mai-20260917-0922-baseline|c111-s2|deepseek-small|Fortinet FortiGate-VM", "prompt": "c111-s2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate-VM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "same FortiOS feature set as appliance, runs in AWS/Azure/vSphere"}, {"id": "mai-20260917-0922-baseline|c111-s2|deepseek-small|Cisco Meraki vMX", "prompt": "c111-s2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Meraki vMX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "pairs with an MX appliance; a Reddit sysadmin noted \"MX105 + vMX in Azure will do everything you need\""}, {"id": "mai-20260917-0922-baseline|c111-s2|deepseek-small|WatchGuard Firebox", "prompt": "c111-s2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "one of the more flexible lines for either physical OR virtual deployment"}, {"id": "mai-20260917-0922-baseline|c111-s2|deepseek-small|Barracuda CloudGen Firewall", "prompt": "c111-s2", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Barracuda CloudGen Firewall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "available as hardware, cloud, or virtual; MSP-friendly"}, {"id": "mai-20260917-0922-baseline|c111-s2|google-small|Ubiquiti", "prompt": "c111-s2", "model": "google-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Ubiquiti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "standard consumer-grade or low-end \"prosumer\" routers (like Ubiquiti) won't suffice for your compliance needs"}, {"id": "mai-20260917-0922-baseline|c111-s2|google-small|Fortinet FortiGate", "prompt": "c111-s2", "model": "google-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Gold Standard (Best Overall Value): **Fortinet FortiGate**"}, {"id": "mai-20260917-0922-baseline|c111-s2|google-small|Cisco Meraki", "prompt": "c111-s2", "model": "google-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Meraki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for \"Lean IT\" (Easiest to Manage): **Cisco Meraki**"}, {"id": "mai-20260917-0922-baseline|c111-s2|google-small|Palo Alto Networks", "prompt": "c111-s2", "model": "google-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "it also carries a premium price tag and requires a certified network engineer to properly configure"}, {"id": "mai-20260917-0922-baseline|c111-s2|meta-small|WatchGuard Firebox", "prompt": "c111-s2", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "WatchGuard Firebox - Ideal for small businesses (10-250 staff) and MSPs, it offers one-SKU licensing, MSP-friendly features, and a high rating on G2."}, {"id": "mai-20260917-0922-baseline|c111-s2|meta-small|Sophos Firewall (XGS)", "prompt": "c111-s2", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Sophos Firewall (XGS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sophos Firewall (XGS) - Best for SMBs and MSP-managed environments that also run Sophos endpoints"}, {"id": "mai-20260917-0922-baseline|c111-s2|minimax-small|Fortinet FortiGate 90G", "prompt": "c111-s2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate 90G", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FortiGate 90G** (or the slightly larger **100F** if you anticipate growth) \\u2013 it gives you enterprise\\u2011grade NGFW, SD\\u2011WAN, VPN"}, {"id": "mai-20260917-0922-baseline|c111-s2|minimax-small|WatchGuard Firebox T45", "prompt": "c111-s2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "WatchGuard Firebox T45", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Many small businesses also like the **WatchGuard Firebox T45** for its \\u201cone\\u2011sku\\u201d licensing"}, {"id": "mai-20260917-0922-baseline|c111-s2|minimax-small|SonicWall TZ 270", "prompt": "c111-s2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "SonicWall TZ 270", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Budget\\u2011conscious firms that still need solid NGFW features"}, {"id": "mai-20260917-0922-baseline|c111-s2|minimax-small|Sophos XGS 87", "prompt": "c111-s2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Sophos XGS 87", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Companies already using Sophos endpoint protection"}, {"id": "mai-20260917-0922-baseline|c111-s2|minimax-small|Fortinet FortiGate Virtual Appliance", "prompt": "c111-s2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate Virtual Appliance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**FortiGate Virtual Appliance** (the VM\\u2011Series) is the natural counterpart"}, {"id": "mai-20260917-0922-baseline|c111-s2|minimax-small|Palo Alto Networks VM-Series", "prompt": "c111-s2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks VM-Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher price point \\u2013 better for larger or more mature security ops"}, {"id": "mai-20260917-0922-baseline|c111-s2|minimax-small|Cisco Firepower Virtual (FMCv)", "prompt": "c111-s2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Firepower Virtual (FMCv)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Organizations already entrenched in Cisco ecosystem"}, {"id": "mai-20260917-0922-baseline|c111-s2|minimax-small|Sophos XGS Virtual", "prompt": "c111-s2", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Sophos XGS Virtual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Firms that prefer a single vendor for endpoint + network"}, {"id": "mai-20260917-0922-baseline|c111-s2|mistral-small|WatchGuard Firebox", "prompt": "c111-s2", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **WatchGuard Firebox** is the top recommendation"}, {"id": "mai-20260917-0922-baseline|c111-s2|mistral-small|Fortinet FortiGate 40F", "prompt": "c111-s2", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate 40F", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the **FortiGate 40F** is an excellent alternative"}, {"id": "mai-20260917-0922-baseline|c111-s2|mistral-small|Sophos Firewall (XGS Series)", "prompt": "c111-s2", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Sophos Firewall (XGS Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for integration with Sophos ecosystem:** Sophos Firewall (XGS)"}, {"id": "mai-20260917-0922-baseline|c111-s2|moonshot-small|Fortinet FortiGate 60F", "prompt": "c111-s2", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate 60F", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with the Fortinet FortiGate 60F (or 40F if under 25 users).**"}, {"id": "mai-20260917-0922-baseline|c111-s2|moonshot-small|Sophos XGS Series (e.g., XGS 116/126)", "prompt": "c111-s2", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Sophos XGS Series (e.g., XGS 116/126)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative**: If you prioritize simplicity ... the **Sophos XGS 116/126** is an excellent, easy-to-manage choice"}, {"id": "mai-20260917-0922-baseline|c111-s2|moonshot-small|Palo Alto Networks PA-400 Series", "prompt": "c111-s2", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks PA-400 Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caveat**: Likely overkill for very small shops; the subscription costs add up fast."}, {"id": "mai-20260917-0922-baseline|c111-s2|moonshot-small|SonicWall TZ Series", "prompt": "c111-s2", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "SonicWall TZ Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Ratings are more mixed (~4.1/5) ... not quite the same league as Fortinet or Palo Alto."}, {"id": "mai-20260917-0922-baseline|c111-s2|moonshot-small|pfSense Plus", "prompt": "c111-s2", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "pfSense Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "No vendor support, requires significant manual management, and may not satisfy security-conscious B2B customers"}, {"id": "mai-20260917-0922-baseline|c111-s2|openai-small|Fortinet FortiGate", "prompt": "c111-s2", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Fortinet FortiGate**, either as a **small physical appliance** or a **FortiGate VM**"}, {"id": "mai-20260917-0922-baseline|c111-s2|openai-small|Palo Alto Networks", "prompt": "c111-s2", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you prioritize best-in-class visibility/policy control and are okay paying more and dealing with more complexity"}, {"id": "mai-20260917-0922-baseline|c111-s2|openai-small|Cisco Secure Firewall Small Business Edition", "prompt": "c111-s2", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Secure Firewall Small Business Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're already a Cisco shop or want a simpler SMB-oriented package with cloud management"}, {"id": "mai-20260917-0922-baseline|c111-s2|xai-small|Fortinet FortiGate 60F", "prompt": "c111-s2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate 60F", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend the Fortinet FortiGate 60F as the top enterprise firewall appliance."}, {"id": "mai-20260917-0922-baseline|c111-s2|xai-small|WatchGuard Firebox T40/T85", "prompt": "c111-s2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "WatchGuard Firebox T40/T85", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WatchGuard Firebox T40/T85**: If minimal IT—simple \"Total Security Suite\" licensing, cloud mgmt, MSP-friendly (top SMB pick in reviews)."}, {"id": "mai-20260917-0922-baseline|c111-s2|xai-small|Cisco Meraki MX67", "prompt": "c111-s2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Cisco Meraki MX67", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud-only simplicity for distributed B2B sites, auto-VPN/SD-WAN, but pricier subscriptions"}, {"id": "mai-20260917-0922-baseline|c111-s2|xai-small|Palo Alto PA-410", "prompt": "c111-s2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Palo Alto PA-410", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Premium ML-powered security if budget allows and you need top-tier zero-day prevention."}, {"id": "mai-20260917-0922-baseline|c111-s2|xai-small|FortiGate-VM", "prompt": "c111-s2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "FortiGate-VM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Virtual alternative: FortiGate-VM ... scales like hardware, starts cheap (~$200/yr BYOL), same features."}, {"id": "mai-20260917-0922-baseline|c111-s2|xai-small|WatchGuard FireboxV", "prompt": "c111-s2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "WatchGuard FireboxV", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Virtual alternative: FortiGate-VM (or WatchGuard FireboxV)**"}, {"id": "mai-20260917-0922-baseline|c111-s2|xai-small|pfSense", "prompt": "c111-s2", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "pfSense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "pfSense is free/open-source but lacks enterprise support/services."}, {"id": "mai-20260917-0922-baseline|c111-s2|zai-small|Fortinet FortiGate", "prompt": "c111-s2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Fortinet FortiGate (Appliance) or Fortinet FortiGate Cloud (Virtual)"}, {"id": "mai-20260917-0922-baseline|c111-s2|zai-small|Perimeter 81 / Check Point Harmony SASE", "prompt": "c111-s2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "Perimeter 81 / Check Point Harmony SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative (if you prefer a SaaS\\u2011first approach): Perimeter 81 / Check Point Harmony SASE (Virtual Firewall)"}, {"id": "mai-20260917-0922-baseline|c111-s2|zai-small|WatchGuard Firebox", "prompt": "c111-s2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative (if you prefer a traditional, self\\u2011managed appliance): WatchGuard Firebox or SonicWall TZ Series"}, {"id": "mai-20260917-0922-baseline|c111-s2|zai-small|SonicWall TZ Series", "prompt": "c111-s2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "SonicWall TZ Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "WatchGuard Firebox or SonicWall TZ Series"}, {"id": "mai-20260917-0922-baseline|c111-s2|zai-small|pfSense/OPNsense", "prompt": "c111-s2", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "paraphrase", "raw": "pfSense/OPNsense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "pfSense/OPNsense (free/open\\u2011source, plus optional paid support)"}, {"id": "mai-20260917-0922-baseline|c111-s3|alibaba-small|Cisco Meraki MX", "prompt": "c111-s3", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Cisco Meraki MX (Best for Ease of Use)"}, {"id": "mai-20260917-0922-baseline|c111-s3|alibaba-small|Fortinet FortiGate", "prompt": "c111-s3", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Fortinet FortiGate (Best Value & Performance)"}, {"id": "mai-20260917-0922-baseline|c111-s3|alibaba-small|Sophos Firewall XGS", "prompt": "c111-s3", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos Firewall XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Sophos Firewall XGS (Best for Endpoint Integration)"}, {"id": "mai-20260917-0922-baseline|c111-s3|alibaba-small|WatchGuard Firebox", "prompt": "c111-s3", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. WatchGuard Firebox (Best Simplified Licensing)"}, {"id": "mai-20260917-0922-baseline|c111-s3|anthropic-small|Sophos Firewall XGS", "prompt": "c111-s3", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos Firewall XGS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sophos Firewall XGS is the top choice for small businesses"}, {"id": "mai-20260917-0922-baseline|c111-s3|anthropic-small|Fortinet FortiGate", "prompt": "c111-s3", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortinet FortiGate is the best value"}, {"id": "mai-20260917-0922-baseline|c111-s3|anthropic-small|Palo Alto Networks PA-Series", "prompt": "c111-s3", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it comes at a premium price point and is best suited for mid-sized to large organizations with mature security teams"}, {"id": "mai-20260917-0922-baseline|c111-s3|challenger-small|WatchGuard Firebox", "prompt": "c111-s3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Least hassle:** WatchGuard Firebox[1][15]"}, {"id": "mai-20260917-0922-baseline|c111-s3|challenger-small|Sophos XGS", "prompt": "c111-s3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos XGS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best balance for a small security team:** Sophos XGS[2][4][13]"}, {"id": "mai-20260917-0922-baseline|c111-s3|challenger-small|Fortinet FortiGate", "prompt": "c111-s3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best value/performance:** Fortinet FortiGate[1][4][9]"}, {"id": "mai-20260917-0922-baseline|c111-s3|challenger-small|Palo Alto PA-Series", "prompt": "c111-s3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto PA-Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Typically higher cost and more suited to mature security operations"}, {"id": "mai-20260917-0922-baseline|c111-s3|challenger-small|Cisco Secure Firewall / Firepower", "prompt": "c111-s3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall / Firepower", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Usually chosen when the team already uses Cisco infrastructure[4][9]"}, {"id": "mai-20260917-0922-baseline|c111-s3|challenger-small|SonicWall Gen 7 / TZ series", "prompt": "c111-s3", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "SonicWall Gen 7 / TZ series", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Generally positioned more as a value/budget option than a premium one[3][8]"}, {"id": "mai-20260917-0922-baseline|c111-s3|deepseek-small|Fortinet FortiGate", "prompt": "c111-s3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **FortiGate is the safest all-around value**"}, {"id": "mai-20260917-0922-baseline|c111-s3|deepseek-small|WatchGuard Firebox", "prompt": "c111-s3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WatchGuard is the easiest to manage**"}, {"id": "mai-20260917-0922-baseline|c111-s3|deepseek-small|Sophos Firewall XGS", "prompt": "c111-s3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos Firewall XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already use (or plan to use) Sophos antivirus/endpoints."}, {"id": "mai-20260917-0922-baseline|c111-s3|deepseek-small|SonicWall TZ series", "prompt": "c111-s3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "SonicWall TZ series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SonicWall is the tightest budget option**"}, {"id": "mai-20260917-0922-baseline|c111-s3|deepseek-small|Cisco Meraki MX", "prompt": "c111-s3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Meraki** if you want hands-off cloud management"}, {"id": "mai-20260917-0922-baseline|c111-s3|deepseek-small|Palo Alto PA-400", "prompt": "c111-s3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto PA-400", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Most expensive option and heavier to manage... Go **Palo Alto** only if security depth justifies the cost"}, {"id": "mai-20260917-0922-baseline|c111-s3|deepseek-small|Barracuda", "prompt": "c111-s3", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fortinet, SonicWall, and Barracuda bake SD-WAN in"}, {"id": "mai-20260917-0922-baseline|c111-s3|google-small|Sophos XGS Series", "prompt": "c111-s3", "model": "google-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos XGS Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Lean IT teams and businesses wanting automated, \"synchronized\" security."}, {"id": "mai-20260917-0922-baseline|c111-s3|google-small|Fortinet FortiGate", "prompt": "c111-s3", "model": "google-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Fortinet FortiGate if: You want maximum security power, high throughput, and granular control, but you have a tight budget."}, {"id": "mai-20260917-0922-baseline|c111-s3|google-small|Cisco Meraki MX Series", "prompt": "c111-s3", "model": "google-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Meraki MX Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Meraki sacrifices granular, deep security customization options found in true NGFWs."}, {"id": "mai-20260917-0922-baseline|c111-s3|google-small|Palo Alto Networks PA-Series", "prompt": "c111-s3", "model": "google-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks PA-Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly complex... will easily overwhelm an IT generalist."}, {"id": "mai-20260917-0922-baseline|c111-s3|google-small|Netgate / pfSense", "prompt": "c111-s3", "model": "google-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Netgate / pfSense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Netgate/pfSense if: You are a highly technical startup"}, {"id": "mai-20260917-0922-baseline|c111-s3|meta-small|WatchGuard Firebox", "prompt": "c111-s3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "WatchGuard Firebox: Best for small businesses and MSPs, with one-SKU licensing and MSP-friendly features."}, {"id": "mai-20260917-0922-baseline|c111-s3|meta-small|Barracuda CloudGen Firewall", "prompt": "c111-s3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Barracuda CloudGen Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Barracuda CloudGen Firewall: Best for MSPs integrating multiple security features."}, {"id": "mai-20260917-0922-baseline|c111-s3|meta-small|SonicWall Firewall", "prompt": "c111-s3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "SonicWall Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SonicWall Firewall: Best for data-heavy small businesses with high performance."}, {"id": "mai-20260917-0922-baseline|c111-s3|meta-small|Check Point SASE", "prompt": "c111-s3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Check Point SASE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Check Point SASE: Best for small businesses, with a cloud-based service"}, {"id": "mai-20260917-0922-baseline|c111-s3|meta-small|Cisco Firepower 1000 Series", "prompt": "c111-s3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Firepower 1000 Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "designed to address the needs of the small office, home office, and remote branch office"}, {"id": "mai-20260917-0922-baseline|c111-s3|meta-small|Sophos XGS Series", "prompt": "c111-s3", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos XGS Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for SMBs and midmarket teams without dedicated security staff, with an all-in-one protection and low management complexity."}, {"id": "mai-20260917-0922-baseline|c111-s3|minimax-small|Fortinet FortiGate (40F/60F Series)", "prompt": "c111-s3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate (40F/60F Series)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fortinet FortiGate (40F/60F Series)** — Best Overall"}, {"id": "mai-20260917-0922-baseline|c111-s3|minimax-small|Cisco Meraki MX Series", "prompt": "c111-s3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Meraki MX Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Cloud Management"}, {"id": "mai-20260917-0922-baseline|c111-s3|minimax-small|Sophos XGS Series", "prompt": "c111-s3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos XGS Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for AI-Driven Security"}, {"id": "mai-20260917-0922-baseline|c111-s3|minimax-small|WatchGuard Firebox", "prompt": "c111-s3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for MSPs & Simplicity"}, {"id": "mai-20260917-0922-baseline|c111-s3|minimax-small|Palo Alto Networks PA-400", "prompt": "c111-s3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks PA-400", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Enterprise-Grade Security"}, {"id": "mai-20260917-0922-baseline|c111-s3|minimax-small|SonicWall TZ Series", "prompt": "c111-s3", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "SonicWall TZ Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Budget Option"}, {"id": "mai-20260917-0922-baseline|c111-s3|mistral-small|WatchGuard Firebox", "prompt": "c111-s3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **WatchGuard Firebox** and **Sophos Firewall (XGS)** are top picks"}, {"id": "mai-20260917-0922-baseline|c111-s3|mistral-small|Sophos Firewall (XGS)", "prompt": "c111-s3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos Firewall (XGS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, **WatchGuard Firebox** and **Sophos Firewall (XGS)** are top picks"}, {"id": "mai-20260917-0922-baseline|c111-s3|mistral-small|Fortinet FortiGate", "prompt": "c111-s3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fortinet FortiGate** is a close third for those needing scalability and robust security at a competitive price."}, {"id": "mai-20260917-0922-baseline|c111-s3|mistral-small|Cisco Secure Firewall (Firepower 1000 Series)", "prompt": "c111-s3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall (Firepower 1000 Series)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Small to mid-sized businesses wanting enterprise-grade security."}, {"id": "mai-20260917-0922-baseline|c111-s3|mistral-small|Palo Alto Networks PA-400 Series", "prompt": "c111-s3", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks PA-400 Series", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Powered by machine learning, designed for small businesses"}, {"id": "mai-20260917-0922-baseline|c111-s3|moonshot-small|WatchGuard Firebox", "prompt": "c111-s3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick for Small Businesses ... **WatchGuard Firebox** or **Sophos XGS** offer the best balance of protection and manageability"}, {"id": "mai-20260917-0922-baseline|c111-s3|moonshot-small|Sophos Firewall (XGS Series)", "prompt": "c111-s3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos Firewall (XGS Series)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**WatchGuard Firebox** or **Sophos XGS** offer the best balance of protection and manageability"}, {"id": "mai-20260917-0922-baseline|c111-s3|moonshot-small|SonicWall TZ Series (Gen 7)", "prompt": "c111-s3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "SonicWall TZ Series (Gen 7)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is the primary constraint, **SonicWall TZ** delivers solid value."}, {"id": "mai-20260917-0922-baseline|c111-s3|moonshot-small|Fortinet FortiGate (70G/90G Series)", "prompt": "c111-s3", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate (70G/90G Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Safest long-term pick if you plan to grow; industry-leading value"}, {"id": "mai-20260917-0922-baseline|c111-s3|openai-small|Fortinet FortiGate", "prompt": "c111-s3", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often the best pick for **price/performance**... **Best value:** Fortinet FortiGate"}, {"id": "mai-20260917-0922-baseline|c111-s3|openai-small|Palo Alto Networks PA-400 series", "prompt": "c111-s3", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks PA-400 series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Usually the premium choice if you want **top-tier security controls** and are willing to pay more."}, {"id": "mai-20260917-0922-baseline|c111-s3|openai-small|Sophos Firewall", "prompt": "c111-s3", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong choice for teams that want **simple management** and good endpoint/network integration."}, {"id": "mai-20260917-0922-baseline|c111-s3|openai-small|WatchGuard Firebox", "prompt": "c111-s3", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often favored by small businesses for **easy administration** and bundled security services."}, {"id": "mai-20260917-0922-baseline|c111-s3|openai-small|Cisco Secure Firewall / Meraki MX", "prompt": "c111-s3", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Secure Firewall / Meraki MX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you already live in the **Cisco ecosystem**."}, {"id": "mai-20260917-0922-baseline|c111-s3|openai-small|SonicWall", "prompt": "c111-s3", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "SonicWall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "comparing leading vendors including Fortinet, SonicWall, Cisco, and WatchGuard"}, {"id": "mai-20260917-0922-baseline|c111-s3|xai-small|Sophos Firewall (XGS Series, e.g., XGS 87)", "prompt": "c111-s3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos Firewall (XGS Series, e.g., XGS 87)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked #1 for small businesses/MSPs (4.7/5 on G2 with 800+ reviews)."}, {"id": "mai-20260917-0922-baseline|c111-s3|xai-small|WatchGuard Firebox (T Series, e.g., T45/T85)", "prompt": "c111-s3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "WatchGuard Firebox (T Series, e.g., T45/T85)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top for simplicity and small offices (4.7/5 on G2)."}, {"id": "mai-20260917-0922-baseline|c111-s3|xai-small|Fortinet FortiGate", "prompt": "c111-s3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value/high performance (4.6/5 on G2; Gartner leader)."}, {"id": "mai-20260917-0922-baseline|c111-s3|xai-small|SonicWall TZ Series", "prompt": "c111-s3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "SonicWall TZ Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lower review scores, less polished"}, {"id": "mai-20260917-0922-baseline|c111-s3|xai-small|Palo Alto Networks PA-400/440 Series", "prompt": "c111-s3", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Palo Alto Networks PA-400/440 Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overkill/expensive for small teams"}, {"id": "mai-20260917-0922-baseline|c111-s3|zai-small|Sophos Firewall (XGS)", "prompt": "c111-s3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Sophos Firewall (XGS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Free cloud console, “Synchronized Security” with Sophos endpoints, deep‑packet inspection, good G2 rating (~4.7/5)."}, {"id": "mai-20260917-0922-baseline|c111-s3|zai-small|WatchGuard Firebox", "prompt": "c111-s3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ease of use + one‑stop licensing** | **WatchGuard Firebox** (Total Security Suite)"}, {"id": "mai-20260917-0922-baseline|c111-s3|zai-small|Fortinet FortiGate", "prompt": "c111-s3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best price‑to‑performance + strong ecosystem** | **Fortinet FortiGate**"}, {"id": "mai-20260917-0922-baseline|c111-s3|zai-small|Cisco Meraki MX", "prompt": "c111-s3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Simple multi‑site setup with Auto VPN** | **Cisco Meraki MX**"}, {"id": "mai-20260917-0922-baseline|c111-s3|zai-small|SonicWall TZ Series (Gen 7)", "prompt": "c111-s3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "SonicWall TZ Series (Gen 7)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Proven budget‑friendly appliance with RTDMI** | **SonicWall TZ Series**"}, {"id": "mai-20260917-0922-baseline|c111-s3|zai-small|pfSense / OPNsense", "prompt": "c111-s3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "pfSense / OPNsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Budget‑constrained, tech‑savvy** | **pfSense/OPNsense** (free; invest in hardware)"}, {"id": "mai-20260917-0922-baseline|c111-s3|zai-small|Perimeter 81 (FWaaS)", "prompt": "c111-s3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Perimeter 81 (FWaaS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Cloud‑only, no hardware, per‑user pricing** | **Perimeter 81** (FWaaS)"}, {"id": "mai-20260917-0922-baseline|c111-s3|zai-small|Cato Networks Network Firewall", "prompt": "c111-s3", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "comparative", "raw": "Cato Networks Network Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Integrated SD‑WAN + firewall in one SASE platform** | **Cato Networks**"}, {"id": "mai-20260917-0922-baseline|c111-s4|alibaba-small|WatchGuard", "prompt": "c111-s4", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "WatchGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the industry consensus generally points to **WatchGuard** or **Ubiquiti** for the best price-to-performance ratio in the entry-level market."}, {"id": "mai-20260917-0922-baseline|c111-s4|alibaba-small|Ubiquiti", "prompt": "c111-s4", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Ubiquiti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "points to **WatchGuard** or **Ubiquiti** for the best price-to-performance ratio in the entry-level market"}, {"id": "mai-20260917-0922-baseline|c111-s4|alibaba-small|Palo Alto", "prompt": "c111-s4", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "are not as robust as WatchGuard or Palo Alto"}, {"id": "mai-20260917-0922-baseline|c111-s4|alibaba-small|SonicWall", "prompt": "c111-s4", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Reliable Workhorse: SonicWall (SMA or TZ Series)... their subscription model can be aggressive"}, {"id": "mai-20260917-0922-baseline|c111-s4|alibaba-small|OPNsense", "prompt": "c111-s4", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "OPNsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"Zero Dollar\" DIY Option: OPNsense (or pfSense)... Requires technical knowledge to configure correctly"}, {"id": "mai-20260917-0922-baseline|c111-s4|alibaba-small|pfSense", "prompt": "c111-s4", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "pfSense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The \"Zero Dollar\" DIY Option: OPNsense (or pfSense)"}, {"id": "mai-20260917-0922-baseline|c111-s4|anthropic-small|Ubiquiti UniFi Cloud Gateway Max", "prompt": "c111-s4", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Ubiquiti UniFi Cloud Gateway Max", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "wins on total cost of ownership for most shops under 25 seats with no compliance mandate"}, {"id": "mai-20260917-0922-baseline|c111-s4|anthropic-small|Fortinet FortiGate", "prompt": "c111-s4", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "evaluate UniFi for minimal cost or Fortinet FortiGate for a better balance of features and value"}, {"id": "mai-20260917-0922-baseline|c111-s4|anthropic-small|Sophos Firewall XGS", "prompt": "c111-s4", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Sophos Firewall XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sophos Firewall XGS is the top choice for small businesses"}, {"id": "mai-20260917-0922-baseline|c111-s4|anthropic-small|Firewalla", "prompt": "c111-s4", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Firewalla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're on a tight budget, Firewalla is as cheap as it gets."}, {"id": "mai-20260917-0922-baseline|c111-s4|challenger-small|Sophos Firewall (XGS)", "prompt": "c111-s4", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Sophos Firewall (XGS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Sophos Firewall XGS** as the safest recommendation"}, {"id": "mai-20260917-0922-baseline|c111-s4|challenger-small|Fortinet FortiGate", "prompt": "c111-s4", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "best *default* next-generation firewall pick is usually **Sophos Firewall (XGS)** or **Fortinet FortiGate**"}, {"id": "mai-20260917-0922-baseline|c111-s4|challenger-small|SonicWall TZ/Gen 7", "prompt": "c111-s4", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall TZ/Gen 7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often cited as a budget-conscious SMB choice, but usually less compelling than Sophos or Fortinet on the broader value picture"}, {"id": "mai-20260917-0922-baseline|c111-s4|challenger-small|WatchGuard Firebox", "prompt": "c111-s4", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often favored for small-business simplicity and licensing simplicity"}, {"id": "mai-20260917-0922-baseline|c111-s4|deepseek-small|Fortinet FortiGate", "prompt": "c111-s4", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fortinet FortiGate (best value — my top recommendation)"}, {"id": "mai-20260917-0922-baseline|c111-s4|deepseek-small|SonicWall TZ", "prompt": "c111-s4", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall TZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SonicWall TZ series (cheapest true NGFW)"}, {"id": "mai-20260917-0922-baseline|c111-s4|deepseek-small|Sophos XGS", "prompt": "c111-s4", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Sophos XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sophos XGS (best for easy management & tight TCO)"}, {"id": "mai-20260917-0922-baseline|c111-s4|deepseek-small|Ubiquiti UniFi Cloud Gateway", "prompt": "c111-s4", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Ubiquiti UniFi Cloud Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you can't afford subscriptions at all: Ubiquiti UniFi Cloud Gateway"}, {"id": "mai-20260917-0922-baseline|c111-s4|google-small|Fortinet FortiGate (FG-40F or FG-70F)", "prompt": "c111-s4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate (FG-40F or FG-70F)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value & Performance (Enterprise-Grade) ... Fortinet is the gold standard."}, {"id": "mai-20260917-0922-baseline|c111-s4|google-small|Palo Alto", "prompt": "c111-s4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without paying Palo Alto or Cisco prices"}, {"id": "mai-20260917-0922-baseline|c111-s4|google-small|Cisco", "prompt": "c111-s4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without paying Palo Alto or Cisco prices"}, {"id": "mai-20260917-0922-baseline|c111-s4|google-small|Firewalla Gold Pro or Gold Plus", "prompt": "c111-s4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Firewalla Gold Pro or Gold Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Zero Recurring Fees (Easy App-Based Management)"}, {"id": "mai-20260917-0922-baseline|c111-s4|google-small|OPNsense", "prompt": "c111-s4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "OPNsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Technical Teams (Open-Source / DIY Customization)"}, {"id": "mai-20260917-0922-baseline|c111-s4|google-small|Zenarmor", "prompt": "c111-s4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Zenarmor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Zenarmor upgrades OPNsense from a standard firewall into an NGFW"}, {"id": "mai-20260917-0922-baseline|c111-s4|google-small|Protectli Vault", "prompt": "c111-s4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Protectli Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "You buy a silent, multi-port Mini PC (like a **Protectli Vault** or generic Intel-based router box) for $200 to $400."}, {"id": "mai-20260917-0922-baseline|c111-s4|google-small|Ubiquiti UniFi (Dream Machine Pro or Gateway Max)", "prompt": "c111-s4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Ubiquiti UniFi (Dream Machine Pro or Gateway Max)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Full Network Integration ... Ubiquiti\\u2019s UniFi ecosystem is highly cost-effective."}, {"id": "mai-20260917-0922-baseline|c111-s4|google-small|Sophos XGS Series (XGS 87 or 107)", "prompt": "c111-s4", "model": "google-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Sophos XGS Series (XGS 87 or 107)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for Cohesive Endpoint & Network Protection"}, {"id": "mai-20260917-0922-baseline|c111-s4|meta-small|SonicWall Gen 7", "prompt": "c111-s4", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall Gen 7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best next-generation firewall for a small company with a tight budget is the SonicWall Gen 7"}, {"id": "mai-20260917-0922-baseline|c111-s4|meta-small|Ubiquiti UniFi Security Gateway", "prompt": "c111-s4", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Ubiquiti UniFi Security Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are the Ubiquiti UniFi Security Gateway and the Netgate 110, which are both affordable"}, {"id": "mai-20260917-0922-baseline|c111-s4|meta-small|Netgate 110", "prompt": "c111-s4", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Netgate 110", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are the Ubiquiti UniFi Security Gateway and the Netgate 110, which are both affordable"}, {"id": "mai-20260917-0922-baseline|c111-s4|meta-small|Barracuda CloudGen Firewall", "prompt": "c111-s4", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Barracuda CloudGen Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the Barracuda CloudGen Firewall is a next-generation firewall that integrates multiple security features into one platform"}, {"id": "mai-20260917-0922-baseline|c111-s4|meta-small|WatchGuard", "prompt": "c111-s4", "model": "meta-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "WatchGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "WatchGuard is also a viable option for SMBs on a budget."}, {"id": "mai-20260917-0922-baseline|c111-s4|minimax-small|SonicWall TZ270", "prompt": "c111-s4", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall TZ270", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you prioritize ease of use and low upfront cost, go with **SonicWall**"}, {"id": "mai-20260917-0922-baseline|c111-s4|minimax-small|Fortinet FortiGate 70G", "prompt": "c111-s4", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate 70G", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the best raw performance and features for the money, consider **Fortinet**"}, {"id": "mai-20260917-0922-baseline|c111-s4|minimax-small|WatchGuard Firebox T45", "prompt": "c111-s4", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "WatchGuard Firebox T45", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another strong contender, especially if you need solid performance without enterprise costs"}, {"id": "mai-20260917-0922-baseline|c111-s4|mistral-small|Sophos Firewall (XGS series)", "prompt": "c111-s4", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Sophos Firewall (XGS series)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sophos Firewall (XGS)** strikes the best balance between cost, features, and ease of use"}, {"id": "mai-20260917-0922-baseline|c111-s4|mistral-small|SonicWall (Gen 7 / TZ & NSa series)", "prompt": "c111-s4", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall (Gen 7 / TZ & NSa series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "budget-friendly NGFW, SonicWall is a good option for small businesses"}, {"id": "mai-20260917-0922-baseline|c111-s4|mistral-small|Ubiquiti UniFi Security Gateway", "prompt": "c111-s4", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Ubiquiti UniFi Security Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "these are also solid choices, though they may require more technical expertise"}, {"id": "mai-20260917-0922-baseline|c111-s4|mistral-small|Netgate 110", "prompt": "c111-s4", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Netgate 110", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a very low-cost solution, these are also solid choices"}, {"id": "mai-20260917-0922-baseline|c111-s4|moonshot-small|SonicWall TZ Series", "prompt": "c111-s4", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall TZ Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If budget is the absolute priority, go with **SonicWall TZ Series**"}, {"id": "mai-20260917-0922-baseline|c111-s4|moonshot-small|Fortinet FortiGate", "prompt": "c111-s4", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the best balance of features and long-term value, **Fortinet FortiGate** is hard to beat."}, {"id": "mai-20260917-0922-baseline|c111-s4|moonshot-small|Sophos Firewall (XGS)", "prompt": "c111-s4", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Sophos Firewall (XGS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Small Business ... low total cost of ownership"}, {"id": "mai-20260917-0922-baseline|c111-s4|moonshot-small|WatchGuard Firebox T25", "prompt": "c111-s4", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "WatchGuard Firebox T25", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Entry-level models (under $500) like the SonicWall TZ370 or WatchGuard Firebox T25 can handle small networks"}, {"id": "mai-20260917-0922-baseline|c111-s4|openai-small|Fortinet FortiGate", "prompt": "c111-s4", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My practical pick:** **Fortinet FortiGate**"}, {"id": "mai-20260917-0922-baseline|c111-s4|openai-small|Cisco Secure Firewall 220", "prompt": "c111-s4", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Cisco Secure Firewall 220", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you want a close alternative:** **Cisco Secure Firewall 220**"}, {"id": "mai-20260917-0922-baseline|c111-s4|openai-small|Palo Alto PA-501", "prompt": "c111-s4", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto PA-501", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "designed for **small-scale deployments** like branch offices and retail, but it's usually not the cheapest route"}, {"id": "mai-20260917-0922-baseline|c111-s4|xai-small|pfSense Community Edition (CE)", "prompt": "c111-s4", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "pfSense Community Edition (CE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best next-generation firewall (NGFW) option is pfSense Community Edition (CE), which is completely free and open-source"}, {"id": "mai-20260917-0922-baseline|c111-s4|xai-small|OPNsense", "prompt": "c111-s4", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "OPNsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fork of pfSense with a more modern interface, faster updates, and better defaults. Excellent free version"}, {"id": "mai-20260917-0922-baseline|c111-s4|xai-small|SonicWall TZ270/TZ370", "prompt": "c111-s4", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall TZ270/TZ370", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but recurring costs add up (avoid if \"tight budget\" means under $500 total/year)"}, {"id": "mai-20260917-0922-baseline|c111-s4|xai-small|FortiGate 30G/60F", "prompt": "c111-s4", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "FortiGate 30G/60F", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "subscriptions (~$200+/yr) make it less ideal for ultra-tight budgets"}, {"id": "mai-20260917-0922-baseline|c111-s4|xai-small|Ubiquiti UniFi Dream Machine", "prompt": "c111-s4", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Ubiquiti UniFi Dream Machine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need cloud/SD-WAN: Check Ubiquiti UniFi Dream Machine (~$300 one-time)"}, {"id": "mai-20260917-0922-baseline|c111-s4|xai-small|Palo Alto", "prompt": "c111-s4", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid big names like Palo Alto (too pricey)"}, {"id": "mai-20260917-0922-baseline|c111-s4|xai-small|Sophos", "prompt": "c111-s4", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Sophos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "pfSense/Sophos often top SMB lists, but Sophos adds subs"}, {"id": "mai-20260917-0922-baseline|c111-s4|zai-small|Netgate 1100", "prompt": "c111-s4", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Netgate 1100", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Device:** **Netgate 1100** (Running pfSense Plus) ... this is the most cost-effective path."}, {"id": "mai-20260917-0922-baseline|c111-s4|zai-small|SonicWall TZ-270", "prompt": "c111-s4", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "SonicWall TZ-270", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "this is the industry standard for SMBs"}, {"id": "mai-20260917-0922-baseline|c111-s4|zai-small|Ubiquiti UniFi Security Gateway (USG-3P or USG-PRO-4)", "prompt": "c111-s4", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Ubiquiti UniFi Security Gateway (USG-3P or USG-PRO-4)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is less \"enterprise-grade\" than Sonicwall or Fortinet. It can be resource-intensive if you have 100+ users, and support is limited"}, {"id": "mai-20260917-0922-baseline|c111-s4|zai-small|Fortinet", "prompt": "c111-s4", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "budget", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "less \"enterprise-grade\" than Sonicwall or Fortinet"}, {"id": "mai-20260917-0922-baseline|c111-s5|alibaba-small|Sophos", "prompt": "c111-s5", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Sophos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have **1-2 IT staff members** doing everything yourself: Go with **Sophos** or **WatchGuard**."}, {"id": "mai-20260917-0922-baseline|c111-s5|alibaba-small|WatchGuard", "prompt": "c111-s5", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "WatchGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with **Sophos** or **WatchGuard**."}, {"id": "mai-20260917-0922-baseline|c111-s5|alibaba-small|Zscaler", "prompt": "c111-s5", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a \"Secure Access Service Edge\" provider (like **Zscaler** or **Cisco Secure Endpoint**)"}, {"id": "mai-20260917-0922-baseline|c111-s5|alibaba-small|Cisco Secure Endpoint", "prompt": "c111-s5", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco Secure Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(like **Zscaler** or **Cisco Secure Endpoint**) which routes all internet traffic through the cloud"}, {"id": "mai-20260917-0922-baseline|c111-s5|alibaba-small|Fortinet (FortiGate)", "prompt": "c111-s5", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want the **best price-to-performance ratio**: Go with **Fortinet**."}, {"id": "mai-20260917-0922-baseline|c111-s5|alibaba-small|Palo Alto Networks (PA-400 Series)", "prompt": "c111-s5", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto Networks (PA-400 Series)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cons: Expensive; configuration curve is steep."}, {"id": "mai-20260917-0922-baseline|c111-s5|deepseek-small|FortiGate 40F/60F", "prompt": "c111-s5", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "FortiGate 40F/60F", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Fortinet FortiGate** — the \"safest\" general pick; broad capabilities, though remember FortiCare support and FortiGuard subscriptions add cost."}, {"id": "mai-20260917-0922-baseline|c111-s5|deepseek-small|WatchGuard Firebox T-series", "prompt": "c111-s5", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "WatchGuard Firebox T-series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**WatchGuard Firebox** — the most common small-business pick; one-SKU licensing, MSP-friendly, easy cloud management."}, {"id": "mai-20260917-0922-baseline|c111-s5|deepseek-small|Sophos XGS", "prompt": "c111-s5", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Sophos XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sophos XGS** — strong SMB proposition, syncs with Sophos endpoints, often lower TCO, free Central management."}, {"id": "mai-20260917-0922-baseline|c111-s5|deepseek-small|Cisco Firepower 1010", "prompt": "c111-s5", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco Firepower 1010", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cisco Meraki/Firepower** & **Palo Alto** — viable if you want enterprise-grade ... but often pricier and heavier than you need."}, {"id": "mai-20260917-0922-baseline|c111-s5|deepseek-small|Palo Alto PA-220", "prompt": "c111-s5", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto PA-220", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "viable if you want enterprise-grade (Palo especially if security maturity matters), but often pricier and heavier than you need"}, {"id": "mai-20260917-0922-baseline|c111-s5|google-small|Fortinet (FortiGate 40F, 60F, or 70F)", "prompt": "c111-s5", "model": "google-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet (FortiGate 40F, 60F, or 70F)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For: Maximum performance and security features for the price."}, {"id": "mai-20260917-0922-baseline|c111-s5|google-small|Cisco Meraki (MX67, MX75, or MX85)", "prompt": "c111-s5", "model": "google-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco Meraki (MX67, MX75, or MX85)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Ultimate ease of use and zero-hassle management."}, {"id": "mai-20260917-0922-baseline|c111-s5|google-small|Palo Alto Networks (PA-410 or PA-440)", "prompt": "c111-s5", "model": "google-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto Networks (PA-410 or PA-440)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Gold-standard, enterprise-grade security... Cons: Expensive."}, {"id": "mai-20260917-0922-baseline|c111-s5|google-small|Sophos (XGS 107 or XGS 116)", "prompt": "c111-s5", "model": "google-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Sophos (XGS 107 or XGS 116)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Integration with endpoint security."}, {"id": "mai-20260917-0922-baseline|c111-s5|minimax-small|SonicWall", "prompt": "c111-s5", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "SonicWall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**SonicWall**: Solid SMB focus"}, {"id": "mai-20260917-0922-baseline|c111-s5|minimax-small|Fortinet", "prompt": "c111-s5", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fortinet FortiGate**: Strong performance, good value"}, {"id": "mai-20260917-0922-baseline|c111-s5|minimax-small|Cisco Meraki", "prompt": "c111-s5", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco Meraki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cisco Meraki**: Very easy management, cloud-centric"}, {"id": "mai-20260917-0922-baseline|c111-s5|minimax-small|Untangle", "prompt": "c111-s5", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Untangle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud-managed: Easy setup, good for distributed teams (Meraki, Untangle, Sophos)"}, {"id": "mai-20260917-0922-baseline|c111-s5|minimax-small|Sophos", "prompt": "c111-s5", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sophos**: Good sync between endpoint and firewall"}, {"id": "mai-20260917-0922-baseline|c111-s5|minimax-small|Palo Alto Networks", "prompt": "c111-s5", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Premium, but may be overkill unless you need advanced features"}, {"id": "mai-20260917-0922-baseline|c111-s5|mistral-small|Palo Alto", "prompt": "c111-s5", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Palo Alto | Best-in-class app control, UI | Expensive, complex | Enterprises, high security needs"}, {"id": "mai-20260917-0922-baseline|c111-s5|mistral-small|Fortinet", "prompt": "c111-s5", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortinet | Strong performance, value | UI can be clunky | SMBs, mid-market"}, {"id": "mai-20260917-0922-baseline|c111-s5|mistral-small|Cisco", "prompt": "c111-s5", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cisco | Tight integration with Cisco stack | Licensing can be costly | Cisco shops"}, {"id": "mai-20260917-0922-baseline|c111-s5|mistral-small|Check Point", "prompt": "c111-s5", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Check Point | Advanced threat prevention | Steeper learning curve | Large, complex networks"}, {"id": "mai-20260917-0922-baseline|c111-s5|mistral-small|SonicWall", "prompt": "c111-s5", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "SonicWall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SonicWall | Affordable, good for SMBs | Limited scalability | Small businesses"}, {"id": "mai-20260917-0922-baseline|c111-s5|moonshot-small|Fortinet FortiGate", "prompt": "c111-s5", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet FortiGate 70G/80F** – Best balance of performance, features, and price"}, {"id": "mai-20260917-0922-baseline|c111-s5|moonshot-small|Sophos XGS", "prompt": "c111-s5", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Sophos XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sophos XGS 116** – If you want the simplest management"}, {"id": "mai-20260917-0922-baseline|c111-s5|moonshot-small|Cisco Meraki MX", "prompt": "c111-s5", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cisco Meraki MX75** – If you value cloud simplicity"}, {"id": "mai-20260917-0922-baseline|c111-s5|moonshot-small|SonicWall TZ", "prompt": "c111-s5", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "SonicWall TZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **SonicWall TZ** | TZ470 | Under $1,000 | Budget-conscious, proven reliability |"}, {"id": "mai-20260917-0922-baseline|c111-s5|moonshot-small|WatchGuard Firebox", "prompt": "c111-s5", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **WatchGuard Firebox** | T25/T35 series | $500–$800 | Remote access, compact |"}, {"id": "mai-20260917-0922-baseline|c111-s5|xai-small|WatchGuard Firebox", "prompt": "c111-s5", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**WatchGuard Firebox**: Top SMB pick—simple, all-in-one licensing, strong for 10-250 users. Great UTM bundle."}, {"id": "mai-20260917-0922-baseline|c111-s5|xai-small|Fortinet FortiGate", "prompt": "c111-s5", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value/versatility. High performance, SD-WAN, scales well. Often \"safest overall\" for small biz."}, {"id": "mai-20260917-0922-baseline|c111-s5|xai-small|Cisco Meraki MX", "prompt": "c111-s5", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud-managed, zero-touch deploy. Easy for non-specialists, good remote access."}, {"id": "mai-20260917-0922-baseline|c111-s5|xai-small|pfSense/OPNSense (open-source)", "prompt": "c111-s5", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "pfSense/OPNSense (open-source)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Budget option if DIY-savvy, but add enterprise support for NGFW features."}, {"id": "mai-20260917-0922-baseline|c111-s5|xai-small|Palo Alto PA-Series", "prompt": "c111-s5", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto PA-Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Premium if budget allows—superior ML prevention—but may be overkill without expertise."}, {"id": "mai-20260917-0922-baseline|c111-s5|xai-small|Check Point", "prompt": "c111-s5", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-heavy like Check Point unless you have complex needs."}, {"id": "mai-20260917-0922-baseline|c111-s5|zai-small|WatchGuard", "prompt": "c111-s5", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "WatchGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Simple one‑SKU licensing, free cloud management, robust on‑prem appliances. | Fewer enterprise‑grade features"}, {"id": "mai-20260917-0922-baseline|c111-s5|zai-small|Sophos XGS", "prompt": "c111-s5", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Sophos XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong unified threat management, free cloud management, good reporting."}, {"id": "mai-20260917-0922-baseline|c111-s5|zai-small|Fortinet FortiGate", "prompt": "c111-s5", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High throughput, competitive pricing, deep feature set. | Licensing can get complex"}, {"id": "mai-20260917-0922-baseline|c111-s5|zai-small|Palo Alto Networks", "prompt": "c111-s5", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher price point and more complex configuration."}, {"id": "mai-20260917-0922-baseline|c111-s5|zai-small|Cisco Meraki MX", "prompt": "c111-s5", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cloud‑only management, integrated Wi‑Fi, easy scaling. | Limited on‑prem flexibility"}, {"id": "mai-20260917-0922-baseline|c111-s5|zai-small|SonicWall TZ Series", "prompt": "c111-s5", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "scale", "raw": "SonicWall TZ Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pricing transparency can be lower; some users report occasional support delays."}, {"id": "mai-20260917-0922-baseline|c111-s6|alibaba-small|Cisco Meraki MX Series", "prompt": "c111-s6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Meraki MX Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: Licensing Lock-in... You do not own the appliance outright; you rent it."}, {"id": "mai-20260917-0922-baseline|c111-s6|alibaba-small|Palo Alto Networks", "prompt": "c111-s6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid (unless you have an MSP): Steep Learning Curve"}, {"id": "mai-20260917-0922-baseline|c111-s6|alibaba-small|Check Point", "prompt": "c111-s6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Palo Alto Networks & Check Point (The \"Overkill\" Risk)... Why to avoid (unless you have an MSP)"}, {"id": "mai-20260917-0922-baseline|c111-s6|alibaba-small|SonicWall", "prompt": "c111-s6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their lower-tier \"Small Office/Home Office\" (SOHO) models and entry-level TZ series are frequently criticized for being \"fake\" firewalls"}, {"id": "mai-20260917-0922-baseline|c111-s6|alibaba-small|Zyxel", "prompt": "c111-s6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Zyxel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "it appears frequently in \"avoid\" lists within Managed Service Provider (MSP) communities"}, {"id": "mai-20260917-0922-baseline|c111-s6|alibaba-small|Ubiquiti", "prompt": "c111-s6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Ubiquiti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Consumer-Grade \"Firewalls\" (Ubiquiti / Netgear)... Why to avoid: No Deep Packet Inspection"}, {"id": "mai-20260917-0922-baseline|c111-s6|alibaba-small|Netgear", "prompt": "c111-s6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Netgear", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "they are technically not True NGFWs... Why to avoid"}, {"id": "mai-20260917-0922-baseline|c111-s6|alibaba-small|Fortinet FortiGate", "prompt": "c111-s6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Best all-around value. Strong performance for the price"}, {"id": "mai-20260917-0922-baseline|c111-s6|alibaba-small|Sophos XGS", "prompt": "c111-s6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Sophos XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Excellent for businesses that want a unified view of their firewall and endpoint antivirus"}, {"id": "mai-20260917-0922-baseline|c111-s6|alibaba-small|WatchGuard Firebox", "prompt": "c111-s6", "model": "alibaba-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Ideal if you prefer an MSP to manage it"}, {"id": "mai-20260917-0922-baseline|c111-s6|anthropic-small|FortiGate", "prompt": "c111-s6", "model": "anthropic-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FortiGate is positioned as a more accessible alternative to higher-priced competitors and is particularly well-suited for small to mid-sized organizations"}, {"id": "mai-20260917-0922-baseline|c111-s6|challenger-small|Cisco Firepower/FTD", "prompt": "c111-s6", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Firepower/FTD", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "third-party SMB guidance flags Cisco NGFWs as a common source of configuration mistakes and operational pain for SMBs"}, {"id": "mai-20260917-0922-baseline|c111-s6|challenger-small|Palo Alto Networks", "prompt": "c111-s6", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "\"operational complexity\" and dependency on add-ons, which can make it heavier than many small businesses need"}, {"id": "mai-20260917-0922-baseline|c111-s6|challenger-small|Check Point Quantum", "prompt": "c111-s6", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Check Point Quantum", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically a better fit for organizations that can absorb enterprise-grade licensing and administration rather than a lean SMB environment"}, {"id": "mai-20260917-0922-baseline|c111-s6|challenger-small|SonicWall entry-level / SOHO models", "prompt": "c111-s6", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall entry-level / SOHO models", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "specifically say to avoid the **SonicWALL SOHO** class"}, {"id": "mai-20260917-0922-baseline|c111-s6|challenger-small|Zyxel", "prompt": "c111-s6", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Zyxel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "\"stay as far away from anything zyxel as you can\" and \"avoid like the plague\""}, {"id": "mai-20260917-0922-baseline|c111-s6|challenger-small|WatchGuard", "prompt": "c111-s6", "model": "challenger-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "WatchGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "WatchGuard is not a blanket \"avoid,\" but it should be evaluated carefully against your admin skills and support model"}, {"id": "mai-20260917-0922-baseline|c111-s6|deepseek-small|Palo Alto Networks", "prompt": "c111-s6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be very cautious with Palo Alto, Meraki, and (increasingly) SonicWall for small-business deployments"}, {"id": "mai-20260917-0922-baseline|c111-s6|deepseek-small|Cisco Meraki MX", "prompt": "c111-s6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Popular for its cloud management, but caution-worthy for the licensing model"}, {"id": "mai-20260917-0922-baseline|c111-s6|deepseek-small|SonicWall (TZ series)", "prompt": "c111-s6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall (TZ series)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Heavily marketed to SMBs, but several red flags"}, {"id": "mai-20260917-0922-baseline|c111-s6|deepseek-small|Ubiquiti/UniFi firewalls (UDM, USG, etc.)", "prompt": "c111-s6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Ubiquiti/UniFi firewalls (UDM, USG, etc.)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid consumer-grade gear, Ubiquiti, and Zyxel outright."}, {"id": "mai-20260917-0922-baseline|c111-s6|deepseek-small|Zyxel (legacy USG/Router lines)", "prompt": "c111-s6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Zyxel (legacy USG/Router lines)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "\"Zyxel - avoid like the plague.\""}, {"id": "mai-20260917-0922-baseline|c111-s6|deepseek-small|WatchGuard Firebox", "prompt": "c111-s6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "reviewers consistently recommend **WatchGuard Firebox** (one-SKU licensing, MSP-friendly)"}, {"id": "mai-20260917-0922-baseline|c111-s6|deepseek-small|Fortinet FortiGate", "prompt": "c111-s6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "or **Fortinet FortiGate** (best price-performance, entry hardware ~$300–$700)"}, {"id": "mai-20260917-0922-baseline|c111-s6|deepseek-small|Sophos XGS", "prompt": "c111-s6", "model": "deepseek-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Sophos XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "and **Sophos XGS** — all with much simpler licensing and better support access"}, {"id": "mai-20260917-0922-baseline|c111-s6|google-small|Cisco Meraki (MX Series)", "prompt": "c111-s6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Meraki (MX Series)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you must be cautious of its strict licensing model... the firewall completely shuts down and stops routing traffic"}, {"id": "mai-20260917-0922-baseline|c111-s6|google-small|Sophos XGS", "prompt": "c111-s6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Sophos XGS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Sophos (XGS Series, e.g., XGS 87 or 107): Excellent, highly intuitive user interfaces that are much easier for a non-expert to navigate"}, {"id": "mai-20260917-0922-baseline|c111-s6|google-small|Fortinet FortiGate", "prompt": "c111-s6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "They offer the best price-to-performance ratio on the market... if your license expires, the firewall doesn't brick itself."}, {"id": "mai-20260917-0922-baseline|c111-s6|google-small|Cisco Secure Firewall (formerly Firepower / FTD)", "prompt": "c111-s6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Secure Firewall (formerly Firepower / FTD)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Verdict: Avoid unless you have a dedicated, certified Cisco network administrator on your payroll."}, {"id": "mai-20260917-0922-baseline|c111-s6|google-small|Palo Alto Networks (PA-400 Series)", "prompt": "c111-s6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks (PA-400 Series)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why to be cautious: Like Cisco, Palo Alto’s PAN-OS is designed for enterprise security professionals... If you are managing it in-house, avoid it."}, {"id": "mai-20260917-0922-baseline|c111-s6|google-small|Ubiquiti UniFi (Dream Machine / Cloud Gateways)", "prompt": "c111-s6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Ubiquiti UniFi (Dream Machine / Cloud Gateways)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Why to be cautious: While UniFi devices have basic Intrusion Prevention... they lack the deep security capabilities of a true NGFW."}, {"id": "mai-20260917-0922-baseline|c111-s6|google-small|SonicWall TZ", "prompt": "c111-s6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall TZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "be highly cautious of older or entry-level lines from SonicWall (e.g., legacy Gen 6 TZ SOHO units)"}, {"id": "mai-20260917-0922-baseline|c111-s6|google-small|Zyxel USG", "prompt": "c111-s6", "model": "google-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Zyxel USG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Brands like Zyxel and legacy SonicWall have user interfaces that are often criticized by IT professionals as clunky"}, {"id": "mai-20260917-0922-baseline|c111-s6|minimax-small|Zyxel", "prompt": "c111-s6", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Zyxel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** vendors with poor security track records (Zyxel)"}, {"id": "mai-20260917-0922-baseline|c111-s6|minimax-small|SonicWALL SOHO", "prompt": "c111-s6", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWALL SOHO", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** models with known issues (SonicWALL SOHO)"}, {"id": "mai-20260917-0922-baseline|c111-s6|minimax-small|WatchGuard", "prompt": "c111-s6", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "WatchGuard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "WatchGuard appears on lists of vendors to avoid"}, {"id": "mai-20260917-0922-baseline|c111-s6|minimax-small|Cisco Meraki", "prompt": "c111-s6", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Meraki", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Completely bricks the device and kills network connectivity if licensing expires"}, {"id": "mai-20260917-0922-baseline|c111-s6|minimax-small|Sophos", "prompt": "c111-s6", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Turns off all advanced features (VPN, content filtering, backups, etc.) except basic routing if not renewed"}, {"id": "mai-20260917-0922-baseline|c111-s6|minimax-small|OPNsense", "prompt": "c111-s6", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "OPNsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Consider** open-source alternatives like OPNsense or pfSense for small businesses on a budget"}, {"id": "mai-20260917-0922-baseline|c111-s6|minimax-small|pfSense", "prompt": "c111-s6", "model": "minimax-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "pfSense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "open-source alternatives like OPNsense or pfSense for small businesses on a budget"}, {"id": "mai-20260917-0922-baseline|c111-s6|mistral-small|Fortinet FortiGate", "prompt": "c111-s6", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "It's not necessarily something to avoid outright, but you should be cautious about licensing models and the need for ongoing management"}, {"id": "mai-20260917-0922-baseline|c111-s6|mistral-small|Palo Alto Networks", "prompt": "c111-s6", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "small businesses should avoid or be cautious about high-end enterprise NGFWs (like Palo Alto) unless they have the resources to manage them"}, {"id": "mai-20260917-0922-baseline|c111-s6|mistral-small|D-Link", "prompt": "c111-s6", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "D-Link", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "are not true NGFWs and lack the advanced threat prevention, application control, and intrusion prevention features"}, {"id": "mai-20260917-0922-baseline|c111-s6|mistral-small|WatchGuard Firebox", "prompt": "c111-s6", "model": "mistral-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "frequently recommended for small businesses due to its user-friendly interface, straightforward licensing"}, {"id": "mai-20260917-0922-baseline|c111-s6|moonshot-small|Cisco Meraki MX Series", "prompt": "c111-s6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Meraki MX Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "License dependency trap: Devices stop functioning entirely when licenses expire"}, {"id": "mai-20260917-0922-baseline|c111-s6|moonshot-small|Palo Alto Networks PA-400 Series", "prompt": "c111-s6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks PA-400 Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Premium pricing: Even \"small business\" models are expensive compared to competitors"}, {"id": "mai-20260917-0922-baseline|c111-s6|moonshot-small|WatchGuard Firewalls", "prompt": "c111-s6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "WatchGuard Firewalls", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cumbersome interface: Configuration can be more complicated than competitors"}, {"id": "mai-20260917-0922-baseline|c111-s6|moonshot-small|pfSense/OPNsense", "prompt": "c111-s6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "pfSense/OPNsense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Open-Source Options (pfSense/OPNsense) Without Support ... No vendor support"}, {"id": "mai-20260917-0922-baseline|c111-s6|moonshot-small|SonicWall TZ205", "prompt": "c111-s6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall TZ205", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Specific models to avoid: SonicWall TZ205 and older: Outdated hardware, limited throughput"}, {"id": "mai-20260917-0922-baseline|c111-s6|moonshot-small|Cisco ASA 5505/5506", "prompt": "c111-s6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco ASA 5505/5506", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Cisco ASA 5505/5506: End-of-life, no modern threat protection"}, {"id": "mai-20260917-0922-baseline|c111-s6|moonshot-small|Palo Alto PA-200/PA-220", "prompt": "c111-s6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto PA-200/PA-220", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Palo Alto PA-200/PA-220: Too slow for modern encrypted traffic"}, {"id": "mai-20260917-0922-baseline|c111-s6|moonshot-small|Fortinet FortiGate", "prompt": "c111-s6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Best balance of features, price, and ease of management"}, {"id": "mai-20260917-0922-baseline|c111-s6|moonshot-small|Sophos XGS", "prompt": "c111-s6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Sophos XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Strong AI-driven security, integrated endpoint protection"}, {"id": "mai-20260917-0922-baseline|c111-s6|moonshot-small|SonicWall TZ series (current gen)", "prompt": "c111-s6", "model": "moonshot-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall TZ series (current gen)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Good community support, reasonable pricing"}, {"id": "mai-20260917-0922-baseline|c111-s6|openai-small|Cisco Secure Firewall / Firepower", "prompt": "c111-s6", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Secure Firewall / Firepower", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cisco Secure Firewall / Firepower models that are in EOL or near-EOL milestones... a small business should verify the exact model and software train before buying."}, {"id": "mai-20260917-0922-baseline|c111-s6|openai-small|SonicWall", "prompt": "c111-s6", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Older SonicWall appliances or virtual models that are in the retirement pipeline... they're a poor choice unless you're certain the lifecycle fits your replacement plan."}, {"id": "mai-20260917-0922-baseline|c111-s6|openai-small|WatchGuard", "prompt": "c111-s6", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "WatchGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "WatchGuard's official lifecycle policy shows that products move through EOS before EOL... you should avoid models where the support window is too short"}, {"id": "mai-20260917-0922-baseline|c111-s6|openai-small|Fortinet", "prompt": "c111-s6", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "brand-by-brand SMB caution list for vendors like Fortinet, Palo Alto, Cisco, SonicWall, Sophos, WatchGuard, and Barracuda"}, {"id": "mai-20260917-0922-baseline|c111-s6|openai-small|Palo Alto", "prompt": "c111-s6", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "vendors like Fortinet, Palo Alto, Cisco, SonicWall, Sophos, WatchGuard, and Barracuda"}, {"id": "mai-20260917-0922-baseline|c111-s6|openai-small|Sophos", "prompt": "c111-s6", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "vendors like Fortinet, Palo Alto, Cisco, SonicWall, Sophos, WatchGuard, and Barracuda"}, {"id": "mai-20260917-0922-baseline|c111-s6|openai-small|Barracuda", "prompt": "c111-s6", "model": "openai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "vendors like Fortinet, Palo Alto, Cisco, SonicWall, Sophos, WatchGuard, and Barracuda"}, {"id": "mai-20260917-0922-baseline|c111-s6|xai-small|Palo Alto Networks NGFW (e.g., PA-Series)", "prompt": "c111-s6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks NGFW (e.g., PA-Series)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "high costs prohibitive for SMBs, difficult learning curve, complex configuration, and slow performance on lower-end hardware"}, {"id": "mai-20260917-0922-baseline|c111-s6|xai-small|Check Point NGFW (e.g., Quantum Series)", "prompt": "c111-s6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Check Point NGFW (e.g., Quantum Series)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "high costs, complex licensing (34+ reviews), challenging setup/configuration ... rigid models unsuitable for small teams"}, {"id": "mai-20260917-0922-baseline|c111-s6|xai-small|Zyxel Firewalls (e.g., USG FLEX, ZyWALL)", "prompt": "c111-s6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Zyxel Firewalls (e.g., USG FLEX, ZyWALL)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "\"avoid like the plague\" due to frequent vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c111-s6|xai-small|Cisco Secure Firewall (non-Meraki NGFW, e.g., Firepower Series)", "prompt": "c111-s6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Secure Firewall (non-Meraki NGFW, e.g., Firepower Series)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "SMB pitfalls like default configs leaving 73% vulnerable, complex management, and high TCO from add-ons"}, {"id": "mai-20260917-0922-baseline|c111-s6|xai-small|Cisco Meraki MX", "prompt": "c111-s6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Opt for simpler Cisco Meraki MX if considering Cisco, as it's cloud-managed and SMB-friendly."}, {"id": "mai-20260917-0922-baseline|c111-s6|xai-small|SonicWall Gen 7 (e.g., TZ Series)", "prompt": "c111-s6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall Gen 7 (e.g., TZ Series)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "system instability post-upgrades, sluggish UI, complex configs, and 2024 vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c111-s6|xai-small|WatchGuard Firebox", "prompt": "c111-s6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "WatchGuard Firebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**WatchGuard Firebox** (top for 10-250 users, simple licensing)"}, {"id": "mai-20260917-0922-baseline|c111-s6|xai-small|Sophos XGS", "prompt": "c111-s6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Sophos XGS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Sophos XGS** (AI-driven, low overhead)"}, {"id": "mai-20260917-0922-baseline|c111-s6|xai-small|Fortinet FortiGate", "prompt": "c111-s6", "model": "xai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Fortinet FortiGate** (best price/performance)"}, {"id": "mai-20260917-0922-baseline|c111-s6|zai-small|Cisco ASA Series", "prompt": "c111-s6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Cisco ASA Series", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Cisco ASA Series"}, {"id": "mai-20260917-0922-baseline|c111-s6|zai-small|Palo Alto Networks (PA Series, e.g., PA-400)", "prompt": "c111-s6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Palo Alto Networks (PA Series, e.g., PA-400)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid: Palo Alto Networks (PA Series, e.g., PA-400)"}, {"id": "mai-20260917-0922-baseline|c111-s6|zai-small|Check Point", "prompt": "c111-s6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid: Check Point"}, {"id": "mai-20260917-0922-baseline|c111-s6|zai-small|Fortinet (FortiGate)", "prompt": "c111-s6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be Cautious: Fortinet (FortiGate)"}, {"id": "mai-20260917-0922-baseline|c111-s6|zai-small|SonicWall", "prompt": "c111-s6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "SonicWall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be Cautious: SonicWall"}, {"id": "mai-20260917-0922-baseline|c111-s6|zai-small|Ubiquiti", "prompt": "c111-s6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Ubiquiti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Better Alternatives: Look for vendors specifically marketed for SMBs (like Ubiquiti, Meraki, or WatchGuard)"}, {"id": "mai-20260917-0922-baseline|c111-s6|zai-small|Meraki", "prompt": "c111-s6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "Meraki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Better Alternatives: ... (like Ubiquiti, Meraki, or WatchGuard)"}, {"id": "mai-20260917-0922-baseline|c111-s6|zai-small|WatchGuard", "prompt": "c111-s6", "model": "zai-small", "cat": "next-generation-firewalls", "variant": "negative", "raw": "WatchGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Better Alternatives: ... (like Ubiquiti, Meraki, or WatchGuard)"}, {"id": "mai-20260917-0922-baseline|c112-l1|alibaba-small|Palo Alto Networks (Prisma SD-WAN)", "prompt": "c112-l1", "model": "alibaba-small", "cat": "sd-wan", "variant": "direct", "raw": "Palo Alto Networks (Prisma SD-WAN)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto is the only vendor consistently named a Leader in both **SASE** ... and **SD-WAN**"}, {"id": "mai-20260917-0922-baseline|c112-l1|alibaba-small|Fortinet (FortiGate OS)", "prompt": "c112-l1", "model": "alibaba-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet (FortiGate OS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Fortinet** if you need maximum throughput for heavy data transfers"}, {"id": "mai-20260917-0922-baseline|c112-l1|alibaba-small|HPE Aruba Networking", "prompt": "c112-l1", "model": "alibaba-small", "cat": "sd-wan", "variant": "direct", "raw": "HPE Aruba Networking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HPE has been named a Leader for seven straight years"}, {"id": "mai-20260917-0922-baseline|c112-l1|alibaba-small|Cisco (Viptela)", "prompt": "c112-l1", "model": "alibaba-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco (Viptela)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The industry standard for many large enterprises."}, {"id": "mai-20260917-0922-baseline|c112-l1|alibaba-small|VMware/Broadcom (VeloCloud)", "prompt": "c112-l1", "model": "alibaba-small", "cat": "sd-wan", "variant": "direct", "raw": "VMware/Broadcom (VeloCloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Highly regarded for its mobility features and integration with VMware's virtualization stack"}, {"id": "mai-20260917-0922-baseline|c112-l1|anthropic-small|Aryaka", "prompt": "c112-l1", "model": "anthropic-small", "cat": "sd-wan", "variant": "direct", "raw": "Aryaka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Aryaka, Cato Networks, Ericsson Enterprise Wireless Solutions, Hughes Network Systems, and Versa Networks were rated as Market Leaders"}, {"id": "mai-20260917-0922-baseline|c112-l1|anthropic-small|Cato Networks", "prompt": "c112-l1", "model": "anthropic-small", "cat": "sd-wan", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "rated as Market Leaders according to the Winter 2026 SD-WAN Software Customer Success Report"}, {"id": "mai-20260917-0922-baseline|c112-l1|anthropic-small|Ericsson Enterprise Wireless Solutions", "prompt": "c112-l1", "model": "anthropic-small", "cat": "sd-wan", "variant": "direct", "raw": "Ericsson Enterprise Wireless Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "rated as Market Leaders according to the Winter 2026 SD-WAN Software Customer Success Report"}, {"id": "mai-20260917-0922-baseline|c112-l1|anthropic-small|Hughes Network Systems", "prompt": "c112-l1", "model": "anthropic-small", "cat": "sd-wan", "variant": "direct", "raw": "Hughes Network Systems", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "rated as Market Leaders according to the Winter 2026 SD-WAN Software Customer Success Report"}, {"id": "mai-20260917-0922-baseline|c112-l1|anthropic-small|Versa Networks", "prompt": "c112-l1", "model": "anthropic-small", "cat": "sd-wan", "variant": "direct", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Versa Secure SD-WAN provides software-defined wide area networking and integrates routing, security, and networking functions into a single platform"}, {"id": "mai-20260917-0922-baseline|c112-l1|anthropic-small|Cisco SD-WAN", "prompt": "c112-l1", "model": "anthropic-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For Large Enterprise WAN Teams: Cisco SD-WAN offers deep policy control and multicloud reach at scale"}, {"id": "mai-20260917-0922-baseline|c112-l1|anthropic-small|Prisma SD-WAN", "prompt": "c112-l1", "model": "anthropic-small", "cat": "sd-wan", "variant": "direct", "raw": "Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For Cloud-First Architecture: Prisma SD-WAN offers AI-assisted path steering with cloud-first architecture"}, {"id": "mai-20260917-0922-baseline|c112-l1|challenger-small|Cisco SD-WAN (Viptela/Catalyst SD-WAN)", "prompt": "c112-l1", "model": "challenger-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco SD-WAN (Viptela/Catalyst SD-WAN)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default recommendation is usually **Cisco SD-WAN (Viptela/Catalyst SD-WAN)**"}, {"id": "mai-20260917-0922-baseline|c112-l1|challenger-small|Fortinet Secure SD-WAN", "prompt": "c112-l1", "model": "challenger-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fortinet Secure SD-WAN** is a strong contender"}, {"id": "mai-20260917-0922-baseline|c112-l1|challenger-small|Palo Alto Prisma SD-WAN", "prompt": "c112-l1", "model": "challenger-small", "cat": "sd-wan", "variant": "direct", "raw": "Palo Alto Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your modernization strategy is centered on SASE, **Palo Alto Prisma SD-WAN** is often the better architectural fit"}, {"id": "mai-20260917-0922-baseline|c112-l1|challenger-small|Cato Networks", "prompt": "c112-l1", "model": "challenger-small", "cat": "sd-wan", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often ranked highly for ease of use and integrated networking/security."}, {"id": "mai-20260917-0922-baseline|c112-l1|challenger-small|HPE Aruba EdgeConnect", "prompt": "c112-l1", "model": "challenger-small", "cat": "sd-wan", "variant": "direct", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Frequently cited as a strong enterprise option with simpler rollout."}, {"id": "mai-20260917-0922-baseline|c112-l1|deepseek-small|Fortinet", "prompt": "c112-l1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet** is currently the strongest overall pick for most enterprise B2B organizations"}, {"id": "mai-20260917-0922-baseline|c112-l1|deepseek-small|Cisco Catalyst SD-WAN", "prompt": "c112-l1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're a large enterprise already invested in the Cisco ecosystem... Caution: more complex to operate"}, {"id": "mai-20260917-0922-baseline|c112-l1|deepseek-small|HPE Aruba EdgeConnect", "prompt": "c112-l1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "purpose-built SD-WAN with excellent application performance optimization"}, {"id": "mai-20260917-0922-baseline|c112-l1|deepseek-small|Palo Alto Networks Prisma SD-WAN", "prompt": "c112-l1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "Palo Alto Networks Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong if you're prioritizing zero-trust networking and cloud-delivered SASE"}, {"id": "mai-20260917-0922-baseline|c112-l1|deepseek-small|Broadcom (VMware)", "prompt": "c112-l1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "Broadcom (VMware)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "six vendors consistently stand out as Leaders"}, {"id": "mai-20260917-0922-baseline|c112-l1|deepseek-small|Versa Networks", "prompt": "c112-l1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a good option if you plan to offer SD-WAN as a managed service to B2B customers"}, {"id": "mai-20260917-0922-baseline|c112-l1|google-small|Fortinet Secure SD-WAN", "prompt": "c112-l1", "model": "google-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fortinet is incredibly difficult to beat on price-to-performance"}, {"id": "mai-20260917-0922-baseline|c112-l1|google-small|Palo Alto Networks (Prisma SD-WAN)", "prompt": "c112-l1", "model": "google-small", "cat": "sd-wan", "variant": "direct", "raw": "Palo Alto Networks (Prisma SD-WAN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Enterprise-wide SASE and deep application visibility."}, {"id": "mai-20260917-0922-baseline|c112-l1|google-small|Cisco Catalyst SD-WAN", "prompt": "c112-l1", "model": "google-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cisco remains the gold standard for control"}, {"id": "mai-20260917-0922-baseline|c112-l1|google-small|HPE Aruba Networking EdgeConnect (Silver Peak)", "prompt": "c112-l1", "model": "google-small", "cat": "sd-wan", "variant": "direct", "raw": "HPE Aruba Networking EdgeConnect (Silver Peak)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: High-performance WAN optimization and \"best-of-breed\" security."}, {"id": "mai-20260917-0922-baseline|c112-l1|google-small|Cato Networks", "prompt": "c112-l1", "model": "google-small", "cat": "sd-wan", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cato offers a \"single pane of glass\" that is incredibly simple to deploy"}, {"id": "mai-20260917-0922-baseline|c112-l1|google-small|Aryaka SmartCONNECT", "prompt": "c112-l1", "model": "google-small", "cat": "sd-wan", "variant": "direct", "raw": "Aryaka SmartCONNECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Fully managed global networks and APAC/China connectivity."}, {"id": "mai-20260917-0922-baseline|c112-l1|google-small|VeloCloud (Broadcom)", "prompt": "c112-l1", "model": "google-small", "cat": "sd-wan", "variant": "direct", "raw": "VeloCloud (Broadcom)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "look into Aryaka or a managed service provider utilizing VeloCloud (Broadcom) or Cato"}, {"id": "mai-20260917-0922-baseline|c112-l1|meta-small|Cisco SD-WAN", "prompt": "c112-l1", "model": "meta-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "secure, centrally managed WAN across branch, cloud, and SaaS, such as Cisco SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-l1|meta-small|Fortinet", "prompt": "c112-l1", "model": "meta-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top SD-WAN vendors include Fortinet, Catalyst, and Versa."}, {"id": "mai-20260917-0922-baseline|c112-l1|meta-small|Catalyst", "prompt": "c112-l1", "model": "meta-small", "cat": "sd-wan", "variant": "direct", "raw": "Catalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top SD-WAN vendors include Fortinet, Catalyst, and Versa."}, {"id": "mai-20260917-0922-baseline|c112-l1|meta-small|Versa", "prompt": "c112-l1", "model": "meta-small", "cat": "sd-wan", "variant": "direct", "raw": "Versa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top SD-WAN vendors include Fortinet, Catalyst, and Versa."}, {"id": "mai-20260917-0922-baseline|c112-l1|minimax-small|Cisco", "prompt": "c112-l1", "model": "minimax-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend considering **Cisco**, **HPE**, or **Fortinet**"}, {"id": "mai-20260917-0922-baseline|c112-l1|minimax-small|Hewlett Packard Enterprise (HPE)", "prompt": "c112-l1", "model": "minimax-small", "cat": "sd-wan", "variant": "direct", "raw": "Hewlett Packard Enterprise (HPE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend considering **Cisco**, **HPE**, or **Fortinet**"}, {"id": "mai-20260917-0922-baseline|c112-l1|minimax-small|Fortinet", "prompt": "c112-l1", "model": "minimax-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I would recommend considering **Cisco**, **HPE**, or **Fortinet**"}, {"id": "mai-20260917-0922-baseline|c112-l1|minimax-small|Broadcom (VMware)", "prompt": "c112-l1", "model": "minimax-small", "cat": "sd-wan", "variant": "direct", "raw": "Broadcom (VMware)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "recognized as Leaders: ... **Broadcom (VMware)**"}, {"id": "mai-20260917-0922-baseline|c112-l1|minimax-small|Palo Alto Networks", "prompt": "c112-l1", "model": "minimax-small", "cat": "sd-wan", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "recognized as Leaders: ... **Palo Alto Networks**"}, {"id": "mai-20260917-0922-baseline|c112-l1|minimax-small|Versa Networks", "prompt": "c112-l1", "model": "minimax-small", "cat": "sd-wan", "variant": "direct", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "recognized as Leaders: ... **Versa Networks**"}, {"id": "mai-20260917-0922-baseline|c112-l1|mistral-small|Cisco SD-WAN (Viptela)", "prompt": "c112-l1", "model": "mistral-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco SD-WAN** and **Fortinet Secure SD-WAN** are the top choices"}, {"id": "mai-20260917-0922-baseline|c112-l1|mistral-small|Fortinet Secure SD-WAN", "prompt": "c112-l1", "model": "mistral-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cisco SD-WAN** and **Fortinet Secure SD-WAN** are the top choices"}, {"id": "mai-20260917-0922-baseline|c112-l1|mistral-small|HPE Aruba Networking EdgeConnect", "prompt": "c112-l1", "model": "mistral-small", "cat": "sd-wan", "variant": "direct", "raw": "HPE Aruba Networking EdgeConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HPE Aruba EdgeConnect** and **Versa Secure SD-WAN** are also excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c112-l1|mistral-small|Versa Secure SD-WAN", "prompt": "c112-l1", "model": "mistral-small", "cat": "sd-wan", "variant": "direct", "raw": "Versa Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also excellent alternatives, especially for those prioritizing multi-cloud connectivity"}, {"id": "mai-20260917-0922-baseline|c112-l1|moonshot-small|Cisco SD-WAN", "prompt": "c112-l1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Cisco if you want the most comprehensive enterprise feature set and don't mind premium pricing"}, {"id": "mai-20260917-0922-baseline|c112-l1|moonshot-small|VMware SD-WAN", "prompt": "c112-l1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "VMware SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose VMware if cloud connectivity and application performance are top priorities"}, {"id": "mai-20260917-0922-baseline|c112-l1|moonshot-small|Fortinet Secure SD-WAN", "prompt": "c112-l1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Fortinet if you want strong security integration with competitive pricing"}, {"id": "mai-20260917-0922-baseline|c112-l1|moonshot-small|Palo Alto Networks (Prisma SD-WAN)", "prompt": "c112-l1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "Palo Alto Networks (Prisma SD-WAN)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Palo Alto Networks (Prisma SD-WAN) – Strong security integration"}, {"id": "mai-20260917-0922-baseline|c112-l1|moonshot-small|Versa Networks", "prompt": "c112-l1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Versa Networks – Flexible, comprehensive platform"}, {"id": "mai-20260917-0922-baseline|c112-l1|moonshot-small|HPE Aruba EdgeConnect", "prompt": "c112-l1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HPE Aruba EdgeConnect – Good for hybrid cloud environments"}, {"id": "mai-20260917-0922-baseline|c112-l1|openai-small|Cato Networks", "prompt": "c112-l1", "model": "openai-small", "cat": "sd-wan", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cato Networks** is often the strongest default shortlist"}, {"id": "mai-20260917-0922-baseline|c112-l1|openai-small|Cisco SD-WAN", "prompt": "c112-l1", "model": "openai-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Cisco SD-WAN** if you already have a large Cisco networking footprint"}, {"id": "mai-20260917-0922-baseline|c112-l1|openai-small|Fortinet", "prompt": "c112-l1", "model": "openai-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Fortinet** if you want **tight firewall + SD-WAN convergence**"}, {"id": "mai-20260917-0922-baseline|c112-l1|openai-small|Versa Networks", "prompt": "c112-l1", "model": "openai-small", "cat": "sd-wan", "variant": "direct", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Versa Networks** if you want a more flexible enterprise WAN/security platform"}, {"id": "mai-20260917-0922-baseline|c112-l1|openai-small|Aryaka", "prompt": "c112-l1", "model": "openai-small", "cat": "sd-wan", "variant": "direct", "raw": "Aryaka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Aryaka** if your biggest issue is **global managed WAN performance**"}, {"id": "mai-20260917-0922-baseline|c112-l1|xai-small|Cisco", "prompt": "c112-l1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Large-scale, complex networks**: Cisco Catalyst SD-WAN (proven at Fortune 100 level)."}, {"id": "mai-20260917-0922-baseline|c112-l1|xai-small|Fortinet", "prompt": "c112-l1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Security-focused with cost savings**: Fortinet (top execution, integrated Fabric)."}, {"id": "mai-20260917-0922-baseline|c112-l1|xai-small|Broadcom (VMware)", "prompt": "c112-l1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "Broadcom (VMware)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Comprehensive features and pricing, but some notes on limited innovation."}, {"id": "mai-20260917-0922-baseline|c112-l1|xai-small|HPE (Aruba EdgeConnect)", "prompt": "c112-l1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "HPE (Aruba EdgeConnect)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Performance-focused, 7x Leader, Gartner Peer Insights Customers’ Choice."}, {"id": "mai-20260917-0922-baseline|c112-l1|xai-small|Palo Alto Networks (Prisma SD-WAN)", "prompt": "c112-l1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "Palo Alto Networks (Prisma SD-WAN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cloud/SASE heavy**: Palo Alto Prisma or Versa."}, {"id": "mai-20260917-0922-baseline|c112-l1|xai-small|Versa Networks", "prompt": "c112-l1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cloud/SASE heavy**: Palo Alto Prisma or Versa."}, {"id": "mai-20260917-0922-baseline|c112-l1|zai-small|Cisco Catalyst SD-WAN", "prompt": "c112-l1", "model": "zai-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most general enterprises, **Cisco Catalyst SD-WAN** is the standard recommendation due to its reliability and support network."}, {"id": "mai-20260917-0922-baseline|c112-l1|zai-small|Fortinet Secure SD-WAN", "prompt": "c112-l1", "model": "zai-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you are looking to lower costs and simplify your stack, **Fortinet** or **Cato Networks** are strong alternatives"}, {"id": "mai-20260917-0922-baseline|c112-l1|zai-small|Palo Alto Networks Prisma SD-WAN", "prompt": "c112-l1", "model": "zai-small", "cat": "sd-wan", "variant": "direct", "raw": "Palo Alto Networks Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your enterprise is undergoing a digital transformation to adopt **SASE**, Palo Alto is the leading choice."}, {"id": "mai-20260917-0922-baseline|c112-l1|zai-small|Cato Networks", "prompt": "c112-l1", "model": "zai-small", "cat": "sd-wan", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fortinet** or **Cato Networks** are strong alternatives"}, {"id": "mai-20260917-0922-baseline|c112-l1|zai-small|VMware VeloCloud (Broadcom)", "prompt": "c112-l1", "model": "zai-small", "cat": "sd-wan", "variant": "direct", "raw": "VMware VeloCloud (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Hybrid/Carrier Flexibility: **VMware VeloCloud (Broadcom)**"}, {"id": "mai-20260917-0922-baseline|c112-l2|alibaba-small|Cisco SD-WAN", "prompt": "c112-l2", "model": "alibaba-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Cisco SD-WAN** (part of the Cisco Enterprise Network family) as the primary solution"}, {"id": "mai-20260917-0922-baseline|c112-l2|alibaba-small|Cato Networks", "prompt": "c112-l2", "model": "alibaba-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Cato Networks** or **Aryaka** as strong alternatives"}, {"id": "mai-20260917-0922-baseline|c112-l2|alibaba-small|Aryaka", "prompt": "c112-l2", "model": "alibaba-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Aryaka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Aryaka provides a managed service using its own private global network"}, {"id": "mai-20260917-0922-baseline|c112-l2|anthropic-small|Fortinet FortiGate", "prompt": "c112-l2", "model": "anthropic-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Fortinet stands out for enterprise-grade security and scalability, making it ideal if security depth is a priority."}, {"id": "mai-20260917-0922-baseline|c112-l2|anthropic-small|Cisco Catalyst SD-WAN", "prompt": "c112-l2", "model": "anthropic-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "A networking solution tailored for large enterprises that need efficient and secure network management"}, {"id": "mai-20260917-0922-baseline|c112-l2|anthropic-small|Check Point Cloud Firewall", "prompt": "c112-l2", "model": "anthropic-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Check Point Cloud Firewall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top SD-WAN solutions include Fortinet FortiGate, Cisco Catalyst SD-WAN, Check Point Cloud Firewall, VMware VeloCloud SD-WAN, and Prisma SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-l2|anthropic-small|VMware VeloCloud SD-WAN", "prompt": "c112-l2", "model": "anthropic-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "VMware VeloCloud SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top SD-WAN solutions include ... VMware VeloCloud SD-WAN, and Prisma SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-l2|anthropic-small|Prisma SD-WAN", "prompt": "c112-l2", "model": "anthropic-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Prisma SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top SD-WAN solutions include ... and Prisma SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-l2|anthropic-small|Cato Networks", "prompt": "c112-l2", "model": "anthropic-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cato's platform is ideal for large global enterprises needing consistent policy enforcement across a distributed estate"}, {"id": "mai-20260917-0922-baseline|c112-l2|challenger-small|Cisco Catalyst SD-WAN (Viptela)", "prompt": "c112-l2", "model": "challenger-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Catalyst SD-WAN (Viptela)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Cisco Catalyst SD-WAN (Viptela)** as the default choice"}, {"id": "mai-20260917-0922-baseline|c112-l2|challenger-small|VMware VeloCloud SD-WAN", "prompt": "c112-l2", "model": "challenger-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "VMware VeloCloud SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**VMware VeloCloud SD-WAN** if you want a strong enterprise SD-WAN option"}, {"id": "mai-20260917-0922-baseline|c112-l2|challenger-small|Palo Alto Networks Prisma SD-WAN", "prompt": "c112-l2", "model": "challenger-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your broader strategy is moving toward **SASE**"}, {"id": "mai-20260917-0922-baseline|c112-l2|challenger-small|Versa Secure SD-WAN", "prompt": "c112-l2", "model": "challenger-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Versa Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you need a security-forward enterprise WAN platform"}, {"id": "mai-20260917-0922-baseline|c112-l2|deepseek-small|Cisco Catalyst SD-WAN", "prompt": "c112-l2", "model": "deepseek-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco Catalyst SD-WAN** is the strongest overall pick"}, {"id": "mai-20260917-0922-baseline|c112-l2|deepseek-small|Cisco Meraki", "prompt": "c112-l2", "model": "deepseek-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "unlike Cisco Meraki, which targets mid-size organizations with lean IT"}, {"id": "mai-20260917-0922-baseline|c112-l2|deepseek-small|Fortinet Secure SD-WAN", "prompt": "c112-l2", "model": "deepseek-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "bring **Fortinet's Secure SD-WAN** as the leading alternative"}, {"id": "mai-20260917-0922-baseline|c112-l2|deepseek-small|VMware SD-WAN (VeloCloud)", "prompt": "c112-l2", "model": "deepseek-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "VMware SD-WAN (VeloCloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Now under Broadcom, it's a persistent Gartner leader"}, {"id": "mai-20260917-0922-baseline|c112-l2|deepseek-small|HPE Aruba EdgeConnect", "prompt": "c112-l2", "model": "deepseek-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Also Gartner leaders; best if you have specialized needs"}, {"id": "mai-20260917-0922-baseline|c112-l2|deepseek-small|Versa", "prompt": "c112-l2", "model": "deepseek-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Versa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Also Gartner leaders; best if you have specialized needs"}, {"id": "mai-20260917-0922-baseline|c112-l2|deepseek-small|Palo Alto Prisma", "prompt": "c112-l2", "model": "deepseek-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prisma if you're heavily invested in Palo Alto security"}, {"id": "mai-20260917-0922-baseline|c112-l2|google-small|Palo Alto Networks Prisma SD-WAN", "prompt": "c112-l2", "model": "google-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prisma SD-WAN** (formerly CloudGenix) is the industry gold standard."}, {"id": "mai-20260917-0922-baseline|c112-l2|google-small|Fortinet Secure SD-WAN", "prompt": "c112-l2", "model": "google-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fortinet** offers the best performance-to-price ratio in the enterprise space."}, {"id": "mai-20260917-0922-baseline|c112-l2|google-small|Cisco Catalyst SD-WAN", "prompt": "c112-l2", "model": "google-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cisco Catalyst SD-WAN** (formerly Viptela) is the most robust option."}, {"id": "mai-20260917-0922-baseline|c112-l2|google-small|HPE Aruba Networking EdgeConnect", "prompt": "c112-l2", "model": "google-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "HPE Aruba Networking EdgeConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HPE Aruba EdgeConnect** (formerly Silver Peak) is highly recommended."}, {"id": "mai-20260917-0922-baseline|c112-l2|google-small|VMware SD-WAN (VeloCloud)", "prompt": "c112-l2", "model": "google-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "VMware SD-WAN (VeloCloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "closely evaluate **Arista's** long-term integration roadmap and licensing structures during this transition period."}, {"id": "mai-20260917-0922-baseline|c112-l2|meta-small|Cisco SD-WAN", "prompt": "c112-l2", "model": "meta-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco SD-WAN is a popular and highly-regarded solution for large B2B companies with thousands of employees"}, {"id": "mai-20260917-0922-baseline|c112-l2|minimax-small|Fortinet", "prompt": "c112-l2", "model": "minimax-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Fortinet** or **HPE** as top choices"}, {"id": "mai-20260917-0922-baseline|c112-l2|minimax-small|HPE (Aruba Networking)", "prompt": "c112-l2", "model": "minimax-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "HPE (Aruba Networking)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Fortinet** or **HPE** as top choices"}, {"id": "mai-20260917-0922-baseline|c112-l2|minimax-small|Cisco", "prompt": "c112-l2", "model": "minimax-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations already invested in Cisco ecosystem"}, {"id": "mai-20260917-0922-baseline|c112-l2|minimax-small|Palo Alto Networks", "prompt": "c112-l2", "model": "minimax-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Higher cost but robust security features"}, {"id": "mai-20260917-0922-baseline|c112-l2|minimax-small|Versa Networks", "prompt": "c112-l2", "model": "minimax-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for companies wanting flexibility and comprehensive features"}, {"id": "mai-20260917-0922-baseline|c112-l2|moonshot-small|Cisco Catalyst SD-WAN", "prompt": "c112-l2", "model": "moonshot-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B enterprise with thousands of employees, **Cisco Catalyst SD-WAN** is my top recommendation."}, {"id": "mai-20260917-0922-baseline|c112-l2|moonshot-small|Palo Alto Prisma SD-WAN", "prompt": "c112-l2", "model": "moonshot-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Palo Alto Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Palo Alto Prisma SD-WAN** as a strong alternative if you prioritize integrated security and SASE architecture"}, {"id": "mai-20260917-0922-baseline|c112-l2|moonshot-small|VMware VeloCloud", "prompt": "c112-l2", "model": "moonshot-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "*Note: Post-Broadcom acquisition, pricing and support may be considerations*"}, {"id": "mai-20260917-0922-baseline|c112-l2|moonshot-small|Fortinet FortiGate SD-WAN", "prompt": "c112-l2", "model": "moonshot-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet FortiGate SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if**: Cost optimization is important - Typically **25-40% lower TCO** than competitors"}, {"id": "mai-20260917-0922-baseline|c112-l2|moonshot-small|Cisco Meraki SD-WAN", "prompt": "c112-l2", "model": "moonshot-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why Not Cisco Meraki for Large Enterprises? ... it lacks the advanced enterprise features, scalability, and granular policy control"}, {"id": "mai-20260917-0922-baseline|c112-l2|openai-small|Cisco SD-WAN (Viptela / Cisco SD-WAN platform)", "prompt": "c112-l2", "model": "openai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco SD-WAN (Viptela / Cisco SD-WAN platform)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Cisco SD-WAN (Viptela / Cisco SD-WAN platform)**"}, {"id": "mai-20260917-0922-baseline|c112-l2|openai-small|Fortinet Secure SD-WAN", "prompt": "c112-l2", "model": "openai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fortinet Secure SD-WAN** if you want a more security-first, cost-effective approach"}, {"id": "mai-20260917-0922-baseline|c112-l2|openai-small|HPE Aruba", "prompt": "c112-l2", "model": "openai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "HPE Aruba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HPE Aruba / Juniper / Versa / VMware VeloCloud** if your team has a specific architectural preference"}, {"id": "mai-20260917-0922-baseline|c112-l2|openai-small|Juniper", "prompt": "c112-l2", "model": "openai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Juniper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HPE Aruba / Juniper / Versa / VMware VeloCloud** if your team has a specific architectural preference"}, {"id": "mai-20260917-0922-baseline|c112-l2|openai-small|Versa", "prompt": "c112-l2", "model": "openai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Versa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HPE Aruba / Juniper / Versa / VMware VeloCloud** if your team has a specific architectural preference"}, {"id": "mai-20260917-0922-baseline|c112-l2|openai-small|VMware VeloCloud", "prompt": "c112-l2", "model": "openai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "VMware VeloCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**HPE Aruba / Juniper / Versa / VMware VeloCloud** if your team has a specific architectural preference"}, {"id": "mai-20260917-0922-baseline|c112-l2|xai-small|Cisco Catalyst SD-WAN", "prompt": "c112-l2", "model": "xai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Cisco Catalyst SD-WAN (formerly Viptela) as the top choice."}, {"id": "mai-20260917-0922-baseline|c112-l2|xai-small|Broadcom/VMware", "prompt": "c112-l2", "model": "xai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Broadcom/VMware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Named a **Leader** in the 2024 Magic Quadrant for SD-WAN (alongside Broadcom/VMware, Fortinet, HPE Aruba, Palo Alto, Versa)."}, {"id": "mai-20260917-0922-baseline|c112-l2|xai-small|Fortinet Secure SD-WAN", "prompt": "c112-l2", "model": "xai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Security is priority #1 (integrated FortiGate NGFW) | Leader (highest Ability to Execute)"}, {"id": "mai-20260917-0922-baseline|c112-l2|xai-small|HPE Aruba EdgeConnect", "prompt": "c112-l2", "model": "xai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent WAN optimization; Customers' Choice in Gartner Peer Insights."}, {"id": "mai-20260917-0922-baseline|c112-l2|xai-small|Palo Alto Prisma SD-WAN", "prompt": "c112-l2", "model": "xai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Palo Alto Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cloud-native, AI-powered; higher cost."}, {"id": "mai-20260917-0922-baseline|c112-l2|xai-small|Versa SD-WAN", "prompt": "c112-l2", "model": "xai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Versa SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly customizable; rising star for global B2B."}, {"id": "mai-20260917-0922-baseline|c112-l2|zai-small|Cisco Catalyst SD-WAN", "prompt": "c112-l2", "model": "zai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cisco Catalyst SD-WAN** as the top choice for a large B2B company with thousands of employees"}, {"id": "mai-20260917-0922-baseline|c112-l2|zai-small|Fortinet Secure SD-WAN", "prompt": "c112-l2", "model": "zai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If Security Is Your #1 Concern → Fortinet Secure SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-l2|zai-small|VMware VeloCloud Enterprise Edition", "prompt": "c112-l2", "model": "zai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "VMware VeloCloud Enterprise Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If Multi-Cloud Is Critical → VMware VeloCloud Enterprise Edition"}, {"id": "mai-20260917-0922-baseline|c112-l2|zai-small|Aryaka", "prompt": "c112-l2", "model": "zai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Aryaka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If You Want a Fully Managed Service → Aryaka"}, {"id": "mai-20260917-0922-baseline|c112-l3|alibaba-small|Cisco (formerly Viptela & Meraki)", "prompt": "c112-l3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco (formerly Viptela & Meraki)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco dominates this space with two distinct offerings... Cisco’s strength is scalability and tight integration with its broader ecosystem"}, {"id": "mai-20260917-0922-baseline|c112-l3|alibaba-small|HPE Aruba (EdgeConnect)", "prompt": "c112-l3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE Aruba (EdgeConnect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "EdgeConnect is highly regarded for its cloud-on-ramp technology and deep integration with major cloud providers"}, {"id": "mai-20260917-0922-baseline|c112-l3|alibaba-small|VMware (NSX Advanced Load Balancer / Transit SE)", "prompt": "c112-l3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "VMware (NSX Advanced Load Balancer / Transit SE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This is the choice for organizations that are \"virtual first.\""}, {"id": "mai-20260917-0922-baseline|c112-l3|alibaba-small|Juniper Networks (Contrail & Mist)", "prompt": "c112-l3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "Juniper Networks (Contrail & Mist)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Juniper’s standout feature is its AI-driven operations."}, {"id": "mai-20260917-0922-baseline|c112-l3|alibaba-small|Fortinet (FortiGate)", "prompt": "c112-l3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fortinet is widely considered the best option for **cost-efficiency**."}, {"id": "mai-20260917-0922-baseline|c112-l3|alibaba-small|Palo Alto Networks (Prisma SD-WAN)", "prompt": "c112-l3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks (Prisma SD-WAN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you already use Palo Alto firewalls, this provides deep integration of their App-ID technology into the routing layer."}, {"id": "mai-20260917-0922-baseline|c112-l3|alibaba-small|Cato Networks", "prompt": "c112-l3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "This is the ultimate \"set it and forget it\" model, ideal for companies trying to exit legacy MPLS contracts"}, {"id": "mai-20260917-0922-baseline|c112-l3|alibaba-small|Aryaka", "prompt": "c112-l3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "Aryaka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Aryaka has historically targeted very large enterprise clients with massive compliance and uptime needs"}, {"id": "mai-20260917-0922-baseline|c112-l3|anthropic-small|Juniper Mist", "prompt": "c112-l3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Juniper Mist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Juniper Mist and Palo Alto Prisma lead in AI-driven operations capability"}, {"id": "mai-20260917-0922-baseline|c112-l3|anthropic-small|Cisco Catalyst SD-WAN", "prompt": "c112-l3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cisco is a Leader in Gartner Magic Quadrant for SD-WAN (2024)... Considered expensive and complex compared to competitors"}, {"id": "mai-20260917-0922-baseline|c112-l3|anthropic-small|Palo Alto Networks Prisma SD-WAN", "prompt": "c112-l3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks Prisma SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Wins for security-first, cloud-native enterprises that prioritize autonomous operations, tight SASE integration"}, {"id": "mai-20260917-0922-baseline|c112-l3|anthropic-small|Juniper SD-WAN", "prompt": "c112-l3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Juniper SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "caters to enterprises seeking efficient and intelligent network management"}, {"id": "mai-20260917-0922-baseline|c112-l3|anthropic-small|Fortinet FortiGate SD-WAN", "prompt": "c112-l3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet FortiGate SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fortinet delivers application-aware routing, dynamic path selection, and zero trust network access"}, {"id": "mai-20260917-0922-baseline|c112-l3|anthropic-small|Versa Secure SD-WAN", "prompt": "c112-l3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "built its reputation on a converged SASE platform that natively integrates SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-l3|anthropic-small|VMware SASE SD-WAN", "prompt": "c112-l3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "VMware SASE SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Built by VMware, a leader in enterprise virtualization solutions"}, {"id": "mai-20260917-0922-baseline|c112-l3|challenger-small|Cisco Catalyst SD-WAN (Viptela)", "prompt": "c112-l3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Catalyst SD-WAN (Viptela)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for **large, complex enterprises** that need centralized orchestration"}, {"id": "mai-20260917-0922-baseline|c112-l3|challenger-small|Fortinet Secure SD-WAN", "prompt": "c112-l3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for organizations that want **WAN and security in one stack**"}, {"id": "mai-20260917-0922-baseline|c112-l3|challenger-small|Palo Alto Prisma SD-WAN", "prompt": "c112-l3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Prisma SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for **cloud-first and SASE-aligned** enterprises"}, {"id": "mai-20260917-0922-baseline|c112-l3|challenger-small|VMware VeloCloud (Broadcom)", "prompt": "c112-l3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "VMware VeloCloud (Broadcom)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for **distributed enterprises** prioritizing SaaS performance"}, {"id": "mai-20260917-0922-baseline|c112-l3|challenger-small|Juniper AI-Driven SD-WAN (Mist + 128 Technology)", "prompt": "c112-l3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "Juniper AI-Driven SD-WAN (Mist + 128 Technology)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for enterprises that want **low-latency, tunnel-free routing**"}, {"id": "mai-20260917-0922-baseline|c112-l3|challenger-small|Aryaka", "prompt": "c112-l3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "Aryaka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for companies that want **fully managed SD-WAN as a service**"}, {"id": "mai-20260917-0922-baseline|c112-l3|challenger-small|Versa Networks", "prompt": "c112-l3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for enterprises needing **high scalability, deployment flexibility**"}, {"id": "mai-20260917-0922-baseline|c112-l3|challenger-small|HPE Aruba EdgeConnect", "prompt": "c112-l3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for enterprises focused on **performance, agility, and reliable WAN experience**"}, {"id": "mai-20260917-0922-baseline|c112-l3|deepseek-small|Cisco", "prompt": "c112-l3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best-in-class for **multi-cloud on-ramp** (Azure, AWS, GCP)... **Complex multi-cloud & global routing** | Cisco Catalyst SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-l3|deepseek-small|Fortinet", "prompt": "c112-l3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Fortinet is the benchmark for **security-first SD-WAN**... **Maximum native security at scale** | Fortinet Secure SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-l3|deepseek-small|Arista (formerly VMware/Velocloud)", "prompt": "c112-l3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Arista (formerly VMware/Velocloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "VeloCloud is the classic **\"pure-play\" SD-WAN** that defined the category"}, {"id": "mai-20260917-0922-baseline|c112-l3|deepseek-small|Palo Alto Networks", "prompt": "c112-l3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SASE/Zero Trust full-stack integration** | Palo Alto Prisma SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-l3|deepseek-small|Versa Networks", "prompt": "c112-l3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**MSP / multi-tenant / carrier-grade scale** | Versa Networks"}, {"id": "mai-20260917-0922-baseline|c112-l3|deepseek-small|HPE Aruba", "prompt": "c112-l3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE Aruba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**WAN optimization + high-performance links** | HPE Aruba EdgeConnect"}, {"id": "mai-20260917-0922-baseline|c112-l3|deepseek-small|Aryaka", "prompt": "c112-l3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Aryaka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Global managed service (no in-house ops)** | Aryaka"}, {"id": "mai-20260917-0922-baseline|c112-l3|google-small|Cisco Catalyst SD-WAN", "prompt": "c112-l3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Cisco Catalyst** if you have a massive, global footprint with intricate MPLS and multi-cloud routing needs"}, {"id": "mai-20260917-0922-baseline|c112-l3|google-small|Cisco Meraki SD-WAN", "prompt": "c112-l3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cisco also offers **Cisco Meraki SD-WAN**, which is managed via a separate, vastly simplified dashboard"}, {"id": "mai-20260917-0922-baseline|c112-l3|google-small|Fortinet Secure SD-WAN", "prompt": "c112-l3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose Fortinet** if you want to consolidate your branch routers and branch firewalls into a single, high-performing physical box"}, {"id": "mai-20260917-0922-baseline|c112-l3|google-small|Palo Alto Networks Prisma SD-WAN", "prompt": "c112-l3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Palo Alto** if you are moving fully to the cloud... Drawbacks: Can be very expensive."}, {"id": "mai-20260917-0922-baseline|c112-l3|google-small|HPE Aruba Networking EdgeConnect SD-WAN", "prompt": "c112-l3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE Aruba Networking EdgeConnect SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose HPE Aruba** if your physical sites are plagued by poor internet connectivity"}, {"id": "mai-20260917-0922-baseline|c112-l3|google-small|VMware VeloCloud", "prompt": "c112-l3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Post-acquisition changes by Broadcom have shifted VMware's licensing and bundling strategies, causing pricing predictability concerns"}, {"id": "mai-20260917-0922-baseline|c112-l3|google-small|Versa Networks Secure SD-WAN", "prompt": "c112-l3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks Secure SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "The learning curve is steep, and it requires specialized expertise to configure."}, {"id": "mai-20260917-0922-baseline|c112-l3|meta-small|Cisco", "prompt": "c112-l3", "model": "meta-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top SD-WAN vendors include Cisco, Fortinet, Palo Alto Networks, and HPE Aruba."}, {"id": "mai-20260917-0922-baseline|c112-l3|meta-small|Fortinet", "prompt": "c112-l3", "model": "meta-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top SD-WAN vendors include Cisco, Fortinet, Palo Alto Networks, and HPE Aruba."}, {"id": "mai-20260917-0922-baseline|c112-l3|meta-small|Palo Alto Networks", "prompt": "c112-l3", "model": "meta-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top SD-WAN vendors include Cisco, Fortinet, Palo Alto Networks, and HPE Aruba."}, {"id": "mai-20260917-0922-baseline|c112-l3|meta-small|HPE Aruba", "prompt": "c112-l3", "model": "meta-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE Aruba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top SD-WAN vendors include Cisco, Fortinet, Palo Alto Networks, and HPE Aruba."}, {"id": "mai-20260917-0922-baseline|c112-l3|minimax-small|Cisco (Catalyst SD-WAN & Meraki SD-WAN)", "prompt": "c112-l3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco (Catalyst SD-WAN & Meraki SD-WAN)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strengths:** Global reach, deep policy control, multicloud scalability, strong innovation"}, {"id": "mai-20260917-0922-baseline|c112-l3|minimax-small|Broadcom (VMware SD-WAN)", "prompt": "c112-l3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "Broadcom (VMware SD-WAN)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Cautions:** Limited innovation concerns, customer feedback issues"}, {"id": "mai-20260917-0922-baseline|c112-l3|minimax-small|Fortinet Secure SD-WAN", "prompt": "c112-l3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prioritize security:** Fortinet or Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c112-l3|minimax-small|HPE Aruba Networking", "prompt": "c112-l3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE Aruba Networking", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cautions:** Usability challenges, multiple product offerings complexity"}, {"id": "mai-20260917-0922-baseline|c112-l3|minimax-small|Palo Alto Networks (Prisma SD-WAN)", "prompt": "c112-l3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks (Prisma SD-WAN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Prioritize security:** Fortinet or Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c112-l3|minimax-small|Versa Networks", "prompt": "c112-l3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Organizations needing integrated SD-WAN + SSE"}, {"id": "mai-20260917-0922-baseline|c112-l3|minimax-small|Aryaka", "prompt": "c112-l3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "Aryaka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cisco Meraki or Aryaka (another strong option)"}, {"id": "mai-20260917-0922-baseline|c112-l3|mistral-small|Broadcom (VMware)", "prompt": "c112-l3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "Broadcom (VMware)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "has faced some customer concerns regarding innovation and pricing"}, {"id": "mai-20260917-0922-baseline|c112-l3|mistral-small|Cisco", "prompt": "c112-l3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "recognized for its global reach, strong innovation... However, its solutions can be complex to support and manage."}, {"id": "mai-20260917-0922-baseline|c112-l3|mistral-small|Fortinet", "prompt": "c112-l3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Stands out for its strong security integration and high customer satisfaction."}, {"id": "mai-20260917-0922-baseline|c112-l3|mistral-small|Hewlett Packard Enterprise (HPE)", "prompt": "c112-l3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "Hewlett Packard Enterprise (HPE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "has been noted for usability challenges and a broad product portfolio that can be confusing"}, {"id": "mai-20260917-0922-baseline|c112-l3|mistral-small|Palo Alto Networks", "prompt": "c112-l3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often criticized for high costs and some confusion between its SD-WAN and Prisma SASE products"}, {"id": "mai-20260917-0922-baseline|c112-l3|mistral-small|Versa Networks", "prompt": "c112-l3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Recognized for its innovation and flexibility"}, {"id": "mai-20260917-0922-baseline|c112-l3|moonshot-small|Cisco Catalyst SD-WAN", "prompt": "c112-l3", "model": "moonshot-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Large enterprises with complex, multi-cloud environments requiring advanced segmentation"}, {"id": "mai-20260917-0922-baseline|c112-l3|moonshot-small|Cisco Meraki SD-WAN", "prompt": "c112-l3", "model": "moonshot-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Cisco Meraki if you need simplicity and have limited IT resources"}, {"id": "mai-20260917-0922-baseline|c112-l3|moonshot-small|Fortinet Secure SD-WAN", "prompt": "c112-l3", "model": "moonshot-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Fortinet if you want to consolidate network and security appliances and minimize licensing costs"}, {"id": "mai-20260917-0922-baseline|c112-l3|moonshot-small|Palo Alto Networks Prisma SD-WAN", "prompt": "c112-l3", "model": "moonshot-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Palo Alto Prisma if you're standardizing on Palo Alto's SASE architecture"}, {"id": "mai-20260917-0922-baseline|c112-l3|moonshot-small|HPE Aruba EdgeConnect SD-WAN", "prompt": "c112-l3", "model": "moonshot-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE Aruba EdgeConnect SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose HPE Aruba EdgeConnect if WAN optimization and application performance are your top priorities"}, {"id": "mai-20260917-0922-baseline|c112-l3|moonshot-small|VMware VeloCloud SD-WAN", "prompt": "c112-l3", "model": "moonshot-small", "cat": "sd-wan", "variant": "comparative", "raw": "VMware VeloCloud SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose VMware VeloCloud if you're heavily cloud-dependent and need strong SaaS optimization"}, {"id": "mai-20260917-0922-baseline|c112-l3|openai-small|Cisco Catalyst SD-WAN", "prompt": "c112-l3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: large enterprises that want deep routing capabilities, strong scale, and a broad enterprise networking portfolio."}, {"id": "mai-20260917-0922-baseline|c112-l3|openai-small|Fortinet Secure SD-WAN", "prompt": "c112-l3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Fortinet** if you want security and SD-WAN tightly unified."}, {"id": "mai-20260917-0922-baseline|c112-l3|openai-small|Palo Alto Networks Prisma SD-WAN", "prompt": "c112-l3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Palo Alto** if SD-WAN is part of a broader firewall/SASE/security strategy."}, {"id": "mai-20260917-0922-baseline|c112-l3|openai-small|Arista / VeloCloud SD-WAN", "prompt": "c112-l3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Arista / VeloCloud SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong cloud-delivered branch networking | May depend on broader ecosystem fit"}, {"id": "mai-20260917-0922-baseline|c112-l3|openai-small|HPE Aruba SD-WAN / Aruba Central", "prompt": "c112-l3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE Aruba SD-WAN / Aruba Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Meraki** or **Aruba** if simplicity and centralized branch ops matter most."}, {"id": "mai-20260917-0922-baseline|c112-l3|openai-small|Versa Networks", "prompt": "c112-l3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Versa** if you need advanced policy control and SASE-style flexibility."}, {"id": "mai-20260917-0922-baseline|c112-l3|openai-small|Cisco Meraki SD-WAN", "prompt": "c112-l3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Easiest operations for many branch networks | Less suited to the most demanding WAN designs"}, {"id": "mai-20260917-0922-baseline|c112-l3|xai-small|Cisco Catalyst SD-WAN", "prompt": "c112-l3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco leads in advanced routing/protocol support for massive, segmented networks."}, {"id": "mai-20260917-0922-baseline|c112-l3|xai-small|Fortinet Secure SD-WAN", "prompt": "c112-l3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "no extra SD-WAN licensing, high customer satisfaction (Gartner Peer Insights #1)"}, {"id": "mai-20260917-0922-baseline|c112-l3|xai-small|Palo Alto Networks Prisma SD-WAN", "prompt": "c112-l3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SASE-native; excels in SaaS/UCaaT optimization; multi-cloud."}, {"id": "mai-20260917-0922-baseline|c112-l3|xai-small|HPE Aruba EdgeConnect SD-WAN", "prompt": "c112-l3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE Aruba EdgeConnect SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Path conditioning/optimization... 7x Gartner Leader."}, {"id": "mai-20260917-0922-baseline|c112-l3|xai-small|Versa Networks SD-WAN", "prompt": "c112-l3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Single-vendor uCPE ... Enterprise-class for Fortune 100."}, {"id": "mai-20260917-0922-baseline|c112-l3|xai-small|Broadcom VMware SD-WAN", "prompt": "c112-l3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Broadcom VMware SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Slower innovation; customer experience concerns."}, {"id": "mai-20260917-0922-baseline|c112-l3|xai-small|Cato Networks", "prompt": "c112-l3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "often rank highly in customer satisfaction but are not Gartner Leaders"}, {"id": "mai-20260917-0922-baseline|c112-l3|xai-small|Juniper Mist WAN Assurance", "prompt": "c112-l3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Juniper Mist WAN Assurance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "often rank highly in customer satisfaction but are not Gartner Leaders"}, {"id": "mai-20260917-0922-baseline|c112-l3|zai-small|Cisco Catalyst SD‑WAN (Viptela)", "prompt": "c112-l3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Catalyst SD‑WAN (Viptela)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Complex, multi‑carrier WANs with deep routing needs?** → Cisco Catalyst SD‑WAN or Versa Networks."}, {"id": "mai-20260917-0922-baseline|c112-l3|zai-small|Fortinet Secure SD‑WAN", "prompt": "c112-l3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet Secure SD‑WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Security‑first, cost‑sensitive branch rollouts?** → Fortinet Secure SD‑WAN."}, {"id": "mai-20260917-0922-baseline|c112-l3|zai-small|Palo Alto Networks Prisma SD‑WAN", "prompt": "c112-l3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks Prisma SD‑WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already in Palo Alto’s SASE ecosystem?** → Prisma SD‑WAN."}, {"id": "mai-20260917-0922-baseline|c112-l3|zai-small|HPE Aruba EdgeConnect", "prompt": "c112-l3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need strong SASE integration with HPE/Aruba gear?** → HPE Aruba EdgeConnect."}, {"id": "mai-20260917-0922-baseline|c112-l3|zai-small|Versa Networks", "prompt": "c112-l3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Complex, multi‑carrier WANs with deep routing needs?** → Cisco Catalyst SD‑WAN or Versa Networks."}, {"id": "mai-20260917-0922-baseline|c112-l3|zai-small|Aryaka", "prompt": "c112-l3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Aryaka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Aryaka (global, cloud‑only)"}, {"id": "mai-20260917-0922-baseline|c112-l3|zai-small|Cisco Meraki SD‑WAN (MX Series)", "prompt": "c112-l3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Meraki SD‑WAN (MX Series)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not a true “enterprise‑grade” platform for complex routing scenarios"}, {"id": "mai-20260917-0922-baseline|c112-l4|alibaba-small|Cisco Catalyst SD-WAN", "prompt": "c112-l4", "model": "alibaba-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco remains the top recommendation for large-scale deployments"}, {"id": "mai-20260917-0922-baseline|c112-l4|alibaba-small|Aruba EdgeConnect (HPE)", "prompt": "c112-l4", "model": "alibaba-small", "cat": "sd-wan", "variant": "budget", "raw": "Aruba EdgeConnect (HPE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Low-TCO Leader: Aruba EdgeConnect (HPE)... Aruba is currently outperforming competitors in TCO calculations"}, {"id": "mai-20260917-0922-baseline|c112-l4|alibaba-small|Palo Alto Networks (Prisma)", "prompt": "c112-l4", "model": "alibaba-small", "cat": "sd-wan", "variant": "budget", "raw": "Palo Alto Networks (Prisma)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is generally **more expensive** ($30\\u2013$60+ per user/month including security) than the per-site model"}, {"id": "mai-20260917-0922-baseline|c112-l4|alibaba-small|Zscaler", "prompt": "c112-l4", "model": "alibaba-small", "cat": "sd-wan", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is generally **more expensive** ($30\\u2013$60+ per user/month including security)"}, {"id": "mai-20260917-0922-baseline|c112-l4|alibaba-small|Netskope", "prompt": "c112-l4", "model": "alibaba-small", "cat": "sd-wan", "variant": "budget", "raw": "Netskope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is generally **more expensive** ($30\\u2013$60+ per user/month including security)"}, {"id": "mai-20260917-0922-baseline|c112-l4|alibaba-small|VMware VeloCloud", "prompt": "c112-l4", "model": "alibaba-small", "cat": "sd-wan", "variant": "budget", "raw": "VMware VeloCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Critical Warning: Avoid VMware (VeloCloud)"}, {"id": "mai-20260917-0922-baseline|c112-l4|alibaba-small|Fortinet", "prompt": "c112-l4", "model": "alibaba-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Simplicity** | **Fortinet** | Often provides better \"price-to-performance\" ratios for large fleets."}, {"id": "mai-20260917-0922-baseline|c112-l4|anthropic-small|Cisco Catalyst SD-WAN", "prompt": "c112-l4", "model": "anthropic-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco Catalyst SD-WAN** is a networking solution tailored for large enterprises that need efficient and secure network management"}, {"id": "mai-20260917-0922-baseline|c112-l4|anthropic-small|VMWare SASE SD-WAN", "prompt": "c112-l4", "model": "anthropic-small", "cat": "sd-wan", "variant": "budget", "raw": "VMWare SASE SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose between Cisco Catalyst, VMware, or other established vendors based on your existing infrastructure"}, {"id": "mai-20260917-0922-baseline|c112-l4|challenger-small|Fortinet Secure SD-WAN", "prompt": "c112-l4", "model": "challenger-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would pick **Fortinet Secure SD-WAN** first"}, {"id": "mai-20260917-0922-baseline|c112-l4|challenger-small|Cisco SD-WAN", "prompt": "c112-l4", "model": "challenger-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Cisco SD-WAN** as the runner-up"}, {"id": "mai-20260917-0922-baseline|c112-l4|deepseek-small|Fortinet Secure SD-WAN", "prompt": "c112-l4", "model": "deepseek-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet Secure SD-WAN** is the clear best choice"}, {"id": "mai-20260917-0922-baseline|c112-l4|deepseek-small|Cisco Meraki", "prompt": "c112-l4", "model": "deepseek-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Meraki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "25\\u201340% lower TCO** than Cisco Meraki at equivalent feature sets"}, {"id": "mai-20260917-0922-baseline|c112-l4|deepseek-small|Cisco SD-WAN (Viptela)", "prompt": "c112-l4", "model": "deepseek-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong and scalable... but pricing involves more moving parts... its TCO tends to run higher"}, {"id": "mai-20260917-0922-baseline|c112-l4|deepseek-small|Cato Networks", "prompt": "c112-l4", "model": "deepseek-small", "cat": "sd-wan", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "that per-user component undermines the predictability you're seeking"}, {"id": "mai-20260917-0922-baseline|c112-l4|deepseek-small|Palo Alto Prisma SD-WAN", "prompt": "c112-l4", "model": "deepseek-small", "cat": "sd-wan", "variant": "budget", "raw": "Palo Alto Prisma SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more expensive ($4,200\\u2013$7,200/site/year at 100 sites) and it uses bandwidth-tiered licensing"}, {"id": "mai-20260917-0922-baseline|c112-l4|deepseek-small|Aryaka", "prompt": "c112-l4", "model": "deepseek-small", "cat": "sd-wan", "variant": "budget", "raw": "Aryaka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "premium pricing ($100\\u2013$300/site/month) is less predictable at scale"}, {"id": "mai-20260917-0922-baseline|c112-l4|google-small|Fortinet", "prompt": "c112-l4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the two best platforms for ensuring maximum cost predictability are **Fortinet** (for an appliance-led approach) and **Cato Networks**"}, {"id": "mai-20260917-0922-baseline|c112-l4|google-small|Cato Networks", "prompt": "c112-l4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the two best platforms for ensuring maximum cost predictability are **Fortinet** ... and **Cato Networks** (for a cloud-first, SASE-led approach)"}, {"id": "mai-20260917-0922-baseline|c112-l4|google-small|VMware SD-WAN (VeloCloud)", "prompt": "c112-l4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "VMware SD-WAN (VeloCloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "It is currently considered a highly unpredictable option for long-term budgeting."}, {"id": "mai-20260917-0922-baseline|c112-l4|google-small|Cisco Catalyst SD-WAN (Viptela / Meraki)", "prompt": "c112-l4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Catalyst SD-WAN (Viptela / Meraki)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "you can trigger expensive license upgrades that quickly inflate your TCO"}, {"id": "mai-20260917-0922-baseline|c112-l4|google-small|Palo Alto Networks Prisma SD-WAN", "prompt": "c112-l4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "Palo Alto Networks Prisma SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "consistently one of the most expensive platforms on the market, and its tiering structures make estimating total long-term costs complex"}, {"id": "mai-20260917-0922-baseline|c112-l4|meta-small|Cisco SD-WAN", "prompt": "c112-l4", "model": "meta-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SD-WAN platform for a large company that needs predictable total cost across thousands of users is Cisco SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-l4|meta-small|Aryaka", "prompt": "c112-l4", "model": "meta-small", "cat": "sd-wan", "variant": "budget", "raw": "Aryaka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Aryaka and Cato Networks, which offer managed services starting at $100 per site per month."}, {"id": "mai-20260917-0922-baseline|c112-l4|meta-small|Cato Networks", "prompt": "c112-l4", "model": "meta-small", "cat": "sd-wan", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Aryaka and Cato Networks, which offer managed services starting at $100 per site per month."}, {"id": "mai-20260917-0922-baseline|c112-l4|minimax-small|Cato Networks", "prompt": "c112-l4", "model": "minimax-small", "cat": "sd-wan", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cato Networks** is likely your best fit because: 1. **True per-user pricing**"}, {"id": "mai-20260917-0922-baseline|c112-l4|minimax-small|Cloudflare Access", "prompt": "c112-l4", "model": "minimax-small", "cat": "sd-wan", "variant": "budget", "raw": "Cloudflare Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Starts at $7/user/month - **Best for**: Organizations prioritizing ZTNA with SD-WAN capabilities"}, {"id": "mai-20260917-0922-baseline|c112-l4|minimax-small|Fortinet FortiGate", "prompt": "c112-l4", "model": "minimax-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$2,800-5,000/site/year | 25-40% lower TCO than Cisco; includes security"}, {"id": "mai-20260917-0922-baseline|c112-l4|minimax-small|Cisco SD-WAN (Viptela)", "prompt": "c112-l4", "model": "minimax-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$20-100/site/month | Enterprise-grade, extensive ecosystem"}, {"id": "mai-20260917-0922-baseline|c112-l4|minimax-small|Aryaka", "prompt": "c112-l4", "model": "minimax-small", "cat": "sd-wan", "variant": "budget", "raw": "Aryaka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "$100-300/site/month | Fully managed service"}, {"id": "mai-20260917-0922-baseline|c112-l4|mistral-small|Cisco SD-WAN (Viptela)", "prompt": "c112-l4", "model": "mistral-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco SD-WAN (Viptela)** stands out as the best choice"}, {"id": "mai-20260917-0922-baseline|c112-l4|mistral-small|Aryaka", "prompt": "c112-l4", "model": "mistral-small", "cat": "sd-wan", "variant": "budget", "raw": "Aryaka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their pricing can be higher or less predictable for very large deployments"}, {"id": "mai-20260917-0922-baseline|c112-l4|mistral-small|VMware VeloCloud", "prompt": "c112-l4", "model": "mistral-small", "cat": "sd-wan", "variant": "budget", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their pricing can be higher or less predictable for very large deployments"}, {"id": "mai-20260917-0922-baseline|c112-l4|moonshot-small|Cato Networks", "prompt": "c112-l4", "model": "moonshot-small", "cat": "sd-wan", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cato Networks** if you want converged SASE with no hardware complexity and simple per-user/site pricing"}, {"id": "mai-20260917-0922-baseline|c112-l4|moonshot-small|Aryaka", "prompt": "c112-l4", "model": "moonshot-small", "cat": "sd-wan", "variant": "budget", "raw": "Aryaka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Aryaka** if you prefer fully managed service with everything included in a per-site fee"}, {"id": "mai-20260917-0922-baseline|c112-l4|moonshot-small|Fortinet Secure SD-WAN", "prompt": "c112-l4", "model": "moonshot-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cost Efficiency + Security ... 25–40% lower TCO than Cisco"}, {"id": "mai-20260917-0922-baseline|c112-l4|moonshot-small|Cisco SD-WAN (Viptela)", "prompt": "c112-l4", "model": "moonshot-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caveat**: Pricing is quote-based and can become complex with add-ons"}, {"id": "mai-20260917-0922-baseline|c112-l4|moonshot-small|Zscaler", "prompt": "c112-l4", "model": "moonshot-small", "cat": "sd-wan", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** pure per-user SSE models (like Zscaler/Netskope for SD-WAN specifically)"}, {"id": "mai-20260917-0922-baseline|c112-l4|moonshot-small|Netskope", "prompt": "c112-l4", "model": "moonshot-small", "cat": "sd-wan", "variant": "budget", "raw": "Netskope", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid** pure per-user SSE models (like Zscaler/Netskope for SD-WAN specifically)"}, {"id": "mai-20260917-0922-baseline|c112-l4|openai-small|Fortinet Secure SD-WAN", "prompt": "c112-l4", "model": "openai-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my **default pick would be Fortinet Secure SD-WAN**"}, {"id": "mai-20260917-0922-baseline|c112-l4|openai-small|Cisco Catalyst SD-WAN", "prompt": "c112-l4", "model": "openai-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cisco Catalyst SD-WAN** is the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c112-l4|openai-small|Palo Alto", "prompt": "c112-l4", "model": "openai-small", "cat": "sd-wan", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fortinet vs Cisco vs Palo Alto vs HPE Aruba"}, {"id": "mai-20260917-0922-baseline|c112-l4|openai-small|HPE Aruba", "prompt": "c112-l4", "model": "openai-small", "cat": "sd-wan", "variant": "budget", "raw": "HPE Aruba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fortinet vs Cisco vs Palo Alto vs HPE Aruba"}, {"id": "mai-20260917-0922-baseline|c112-l4|xai-small|Cisco SD-WAN", "prompt": "c112-l4", "model": "xai-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**If max scalability/enterprise features**: Cisco—proven at massive scale, but negotiate for fixed pricing."}, {"id": "mai-20260917-0922-baseline|c112-l4|xai-small|Fortinet Secure SD-WAN", "prompt": "c112-l4", "model": "xai-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If lowest TCO + security integration**: Fortinet—ideal for cost predictability in large, secure deployments."}, {"id": "mai-20260917-0922-baseline|c112-l4|xai-small|Cato Networks", "prompt": "c112-l4", "model": "xai-small", "cat": "sd-wan", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If thousands of distributed users (remote-heavy)**: Cato Networks—per-user/site hybrid feels predictable"}, {"id": "mai-20260917-0922-baseline|c112-l4|xai-small|Versa Networks", "prompt": "c112-l4", "model": "xai-small", "cat": "sd-wan", "variant": "budget", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "All Leaders, strong for enterprises"}, {"id": "mai-20260917-0922-baseline|c112-l4|xai-small|VMware SD-WAN (Broadcom VeloCloud)", "prompt": "c112-l4", "model": "xai-small", "cat": "sd-wan", "variant": "budget", "raw": "VMware SD-WAN (Broadcom VeloCloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**VMware SD-WAN (Broadcom VeloCloud)**, **HPE Aruba**, **Palo Alto Prisma**, **Versa Networks**: All Leaders"}, {"id": "mai-20260917-0922-baseline|c112-l4|xai-small|HPE Aruba", "prompt": "c112-l4", "model": "xai-small", "cat": "sd-wan", "variant": "budget", "raw": "HPE Aruba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Check Gartner Peer Insights (Fortinet/HPE as Customers' Choice)."}, {"id": "mai-20260917-0922-baseline|c112-l4|xai-small|Palo Alto Prisma", "prompt": "c112-l4", "model": "xai-small", "cat": "sd-wan", "variant": "budget", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Palo Alto Prisma**, **Versa Networks**: All Leaders, strong for enterprises."}, {"id": "mai-20260917-0922-baseline|c112-l4|zai-small|Fortinet Secure SD‑WAN", "prompt": "c112-l4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet Secure SD‑WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet Secure SD‑WAN** is the standout choice for a large organization."}, {"id": "mai-20260917-0922-baseline|c112-l4|zai-small|Cisco Catalyst SD‑WAN (Viptela)", "prompt": "c112-l4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Catalyst SD‑WAN (Viptela)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Cisco Catalyst SD‑WAN** as a strong alternative if ecosystem integration is critical."}, {"id": "mai-20260917-0922-baseline|c112-l4|zai-small|VMware VeloCloud (Broadcom)", "prompt": "c112-l4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "VMware VeloCloud (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**VMware VeloCloud** offers a mature overlay with clear per‑edge tiers."}, {"id": "mai-20260917-0922-baseline|c112-l4|zai-small|Cato Networks", "prompt": "c112-l4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Fortinet Secure SD‑WAN** or **Cato Networks** are the top contenders"}, {"id": "mai-20260917-0922-baseline|c112-l4|zai-small|Aryaka", "prompt": "c112-l4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "Aryaka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Aryaka** is the best fit, albeit at a higher per‑site cost."}, {"id": "mai-20260917-0922-baseline|c112-l4|zai-small|Cisco Meraki", "prompt": "c112-l4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Meraki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "25‑40 % lower TCO than Cisco Meraki for comparable feature sets"}, {"id": "mai-20260917-0922-baseline|c112-l5|alibaba-small|Cisco", "prompt": "c112-l5", "model": "alibaba-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SAML 2.0:** The standard for enterprise web apps (e.g., Cisco, Fortinet)."}, {"id": "mai-20260917-0922-baseline|c112-l5|alibaba-small|Fortinet", "prompt": "c112-l5", "model": "alibaba-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SAML 2.0:** The standard for enterprise web apps (e.g., Cisco, Fortinet)."}, {"id": "mai-20260917-0922-baseline|c112-l5|alibaba-small|VMware", "prompt": "c112-l5", "model": "alibaba-small", "cat": "sd-wan", "variant": "scale", "raw": "VMware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**OIDC (OpenID Connect):** Common for modern cloud platforms (e.g., VMware, Versa Networks)."}, {"id": "mai-20260917-0922-baseline|c112-l5|alibaba-small|Versa Networks", "prompt": "c112-l5", "model": "alibaba-small", "cat": "sd-wan", "variant": "scale", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**OIDC (OpenID Connect):** Common for modern cloud platforms (e.g., VMware, Versa Networks)."}, {"id": "mai-20260917-0922-baseline|c112-l5|deepseek-small|Cisco Catalyst SD-WAN Manager", "prompt": "c112-l5", "model": "deepseek-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco Catalyst SD-WAN Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The dominant enterprise vendors: **Cisco Catalyst SD-WAN, Fortinet, Palo Alto Networks (Prisma), HPE Aruba EdgeConnect, Versa, and Arista/Avalanche (Velocloud lineage)**."}, {"id": "mai-20260917-0922-baseline|c112-l5|deepseek-small|FortiGate/FortiManager", "prompt": "c112-l5", "model": "deepseek-small", "cat": "sd-wan", "variant": "scale", "raw": "FortiGate/FortiManager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Most major platforms (Cisco Catalyst SD-WAN Manager, FortiGate/FortiManager, Palo Alto Prisma, VMware Velocity) support this"}, {"id": "mai-20260917-0922-baseline|c112-l5|deepseek-small|Palo Alto Prisma", "prompt": "c112-l5", "model": "deepseek-small", "cat": "sd-wan", "variant": "scale", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Palo Alto Networks (Prisma)"}, {"id": "mai-20260917-0922-baseline|c112-l5|deepseek-small|VMware Velocity", "prompt": "c112-l5", "model": "deepseek-small", "cat": "sd-wan", "variant": "scale", "raw": "VMware Velocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Most major platforms (Cisco Catalyst SD-WAN Manager, FortiGate/FortiManager, Palo Alto Prisma, VMware Velocity) support this"}, {"id": "mai-20260917-0922-baseline|c112-l5|deepseek-small|HPE Aruba EdgeConnect", "prompt": "c112-l5", "model": "deepseek-small", "cat": "sd-wan", "variant": "scale", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The dominant enterprise vendors: ... HPE Aruba EdgeConnect, Versa, and Arista/Avalanche"}, {"id": "mai-20260917-0922-baseline|c112-l5|deepseek-small|Versa", "prompt": "c112-l5", "model": "deepseek-small", "cat": "sd-wan", "variant": "scale", "raw": "Versa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HPE Aruba EdgeConnect, Versa, and Arista/Avalanche (Velocloud lineage)"}, {"id": "mai-20260917-0922-baseline|c112-l5|deepseek-small|Arista/Avalanche (Velocloud lineage)", "prompt": "c112-l5", "model": "deepseek-small", "cat": "sd-wan", "variant": "scale", "raw": "Arista/Avalanche (Velocloud lineage)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Arista/Avalanche (Velocloud lineage)"}, {"id": "mai-20260917-0922-baseline|c112-l5|minimax-small|Cisco SD-WAN", "prompt": "c112-l5", "model": "minimax-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most enterprise SD-WAN platforms support SAML-based SSO (Cisco SD-WAN, Viptela, VMware VeloCloud, Versa Networks)"}, {"id": "mai-20260917-0922-baseline|c112-l5|minimax-small|Viptela", "prompt": "c112-l5", "model": "minimax-small", "cat": "sd-wan", "variant": "scale", "raw": "Viptela", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(Cisco SD-WAN, Viptela, VMware VeloCloud, Versa Networks)"}, {"id": "mai-20260917-0922-baseline|c112-l5|minimax-small|VMware VeloCloud", "prompt": "c112-l5", "model": "minimax-small", "cat": "sd-wan", "variant": "scale", "raw": "VMware VeloCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(Cisco SD-WAN, Viptela, VMware VeloCloud, Versa Networks)"}, {"id": "mai-20260917-0922-baseline|c112-l5|minimax-small|Versa Networks", "prompt": "c112-l5", "model": "minimax-small", "cat": "sd-wan", "variant": "scale", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(Cisco SD-WAN, Viptela, VMware VeloCloud, Versa Networks)"}, {"id": "mai-20260917-0922-baseline|c112-l5|mistral-small|Cisco Viptela", "prompt": "c112-l5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco Viptela", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "### **9. Vendor Shortlist (Examples)**\n- **Cisco Viptela**"}, {"id": "mai-20260917-0922-baseline|c112-l5|mistral-small|VMware Velocloud", "prompt": "c112-l5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "VMware Velocloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- **VMware Velocloud**"}, {"id": "mai-20260917-0922-baseline|c112-l5|mistral-small|Fortinet Secure SD-WAN", "prompt": "c112-l5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **Fortinet Secure SD-WAN**"}, {"id": "mai-20260917-0922-baseline|c112-l5|mistral-small|Palo Alto Prisma SD-WAN", "prompt": "c112-l5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "Palo Alto Prisma SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **Palo Alto Prisma SD-WAN**"}, {"id": "mai-20260917-0922-baseline|c112-l5|mistral-small|Versa Networks", "prompt": "c112-l5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **Versa Networks**"}, {"id": "mai-20260917-0922-baseline|c112-l5|mistral-small|Cato Networks", "prompt": "c112-l5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- **Cato Networks** (cloud-native)"}, {"id": "mai-20260917-0922-baseline|c112-l5|moonshot-small|Cisco Meraki", "prompt": "c112-l5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco Meraki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cisco Meraki**: $4,500-$7,500/site/year"}, {"id": "mai-20260917-0922-baseline|c112-l5|moonshot-small|Fortinet", "prompt": "c112-l5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fortinet Secure SD-WAN** - Best security integration (NGFW built-in), competitive TCO"}, {"id": "mai-20260917-0922-baseline|c112-l5|moonshot-small|VMware VeloCloud", "prompt": "c112-l5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Evaluating the vendor's acquisition history (e.g., VMware VeloCloud post-Broadcom)"}, {"id": "mai-20260917-0922-baseline|c112-l5|moonshot-small|Palo Alto Prisma", "prompt": "c112-l5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Palo Alto Prisma SD-WAN** - Strong SASE integration, zero-trust alignment"}, {"id": "mai-20260917-0922-baseline|c112-l5|moonshot-small|Cisco Catalyst SD-WAN", "prompt": "c112-l5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Cisco Catalyst SD-WAN** - Strong enterprise features, comprehensive compliance certifications, proven at scale"}, {"id": "mai-20260917-0922-baseline|c112-l5|moonshot-small|HPE Aruba EdgeConnect", "prompt": "c112-l5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**HPE Aruba EdgeConnect** - Good for cloud-first architectures"}, {"id": "mai-20260917-0922-baseline|c112-l5|moonshot-small|Juniper/Mist", "prompt": "c112-l5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "Juniper/Mist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Juniper/Mist** - Strong AI/ops capabilities"}, {"id": "mai-20260917-0922-baseline|c112-l5|xai-small|Cisco", "prompt": "c112-l5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist Vendors: Cisco Meraki/SD-WAN, Prisma Access, Fortinet Secure SD-WAN, Versa, Cato (all SOC 2/SSO compliant per recent reviews)."}, {"id": "mai-20260917-0922-baseline|c112-l5|xai-small|VMware (VeloCloud)", "prompt": "c112-l5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "VMware (VeloCloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Vendor Stability: Gartner MQ leader? Acquisition risks (e.g., Broadcom-VMware)?"}, {"id": "mai-20260917-0922-baseline|c112-l5|xai-small|Palo Alto Prisma", "prompt": "c112-l5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist Vendors: Cisco Meraki/SD-WAN, Prisma Access, Fortinet Secure SD-WAN, Versa, Cato"}, {"id": "mai-20260917-0922-baseline|c112-l5|xai-small|Fortinet", "prompt": "c112-l5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fortinet Secure SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-l5|xai-small|Versa Networks", "prompt": "c112-l5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "e.g., Versa handles 20K+ locations"}, {"id": "mai-20260917-0922-baseline|c112-l5|xai-small|Cato Networks", "prompt": "c112-l5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cato (all SOC 2/SSO compliant per recent reviews)"}, {"id": "mai-20260917-0922-baseline|c112-l6|alibaba-small|Broadcom / VMware VeloCloud", "prompt": "c112-l6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Broadcom / VMware VeloCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "has created uncertainty regarding pricing models, support structures, and the future roadmap for legacy products like **VeloCloud**"}, {"id": "mai-20260917-0922-baseline|c112-l6|alibaba-small|Cisco", "prompt": "c112-l6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its SD-WAN solutions (Viptela/AppDynamics era) can be problematic for modernizing organizations"}, {"id": "mai-20260917-0922-baseline|c112-l6|alibaba-small|Fortinet", "prompt": "c112-l6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vendors like **Fortinet** and **Palo Alto Networks** excel here"}, {"id": "mai-20260917-0922-baseline|c112-l6|alibaba-small|Palo Alto Networks", "prompt": "c112-l6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Vendors like **Fortinet** and **Palo Alto Networks** excel here"}, {"id": "mai-20260917-0922-baseline|c112-l6|anthropic-small|Cisco Viptela", "prompt": "c112-l6", "model": "anthropic-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Viptela", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pure software vendors—such as Cisco Viptela, VMware VeloCloud, and Fortinet Secure SD-WAN—supply the SD-WAN software platform and edge hardware but do not own or operate any underlying network infrastructure."}, {"id": "mai-20260917-0922-baseline|c112-l6|anthropic-small|VMware VeloCloud", "prompt": "c112-l6", "model": "anthropic-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pure software vendors—such as Cisco Viptela, VMware VeloCloud, and Fortinet Secure SD-WAN—supply the SD-WAN software platform ... but do not own or operate any underlying network infrastructure."}, {"id": "mai-20260917-0922-baseline|c112-l6|anthropic-small|Fortinet Secure SD-WAN", "prompt": "c112-l6", "model": "anthropic-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pure software vendors—such as Cisco Viptela, VMware VeloCloud, and Fortinet Secure SD-WAN—supply the SD-WAN software platform ... but do not own or operate any underlying network infrastructure."}, {"id": "mai-20260917-0922-baseline|c112-l6|challenger-small|Meraki SD-WAN", "prompt": "c112-l6", "model": "challenger-small", "cat": "sd-wan", "variant": "negative", "raw": "Meraki SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cisco Meraki SD-WAN — better for mid-size or smaller organizations with simpler operational needs, so a large enterprise should be cautious"}, {"id": "mai-20260917-0922-baseline|c112-l6|challenger-small|Cisco Catalyst SD-WAN", "prompt": "c112-l6", "model": "challenger-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the sources consistently position **Cisco Catalyst SD-WAN**, **Versa**, ... as more plausible enterprise options"}, {"id": "mai-20260917-0922-baseline|c112-l6|challenger-small|Versa", "prompt": "c112-l6", "model": "challenger-small", "cat": "sd-wan", "variant": "negative", "raw": "Versa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cisco Catalyst or Versa are better for more complex, segmented networks"}, {"id": "mai-20260917-0922-baseline|c112-l6|challenger-small|HPE Aruba EdgeConnect", "prompt": "c112-l6", "model": "challenger-small", "cat": "sd-wan", "variant": "negative", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "as more plausible enterprise options"}, {"id": "mai-20260917-0922-baseline|c112-l6|challenger-small|Palo Alto Prisma SD-WAN", "prompt": "c112-l6", "model": "challenger-small", "cat": "sd-wan", "variant": "negative", "raw": "Palo Alto Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "as more plausible enterprise options"}, {"id": "mai-20260917-0922-baseline|c112-l6|challenger-small|Fortinet Secure SD-WAN", "prompt": "c112-l6", "model": "challenger-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "as more plausible enterprise options"}, {"id": "mai-20260917-0922-baseline|c112-l6|deepseek-small|Broadcom/VMware (VeloCloud)", "prompt": "c112-l6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Broadcom/VMware (VeloCloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid/plan-exit**: Broadcom/VMware VeloCloud due to acquisition churn, price hikes, and the 2025 Arista carve-out transition"}, {"id": "mai-20260917-0922-baseline|c112-l6|deepseek-small|Cisco (Catalyst SD-WAN / Viptela)", "prompt": "c112-l6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco (Catalyst SD-WAN / Viptela)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Caution, don't avoid**: Cisco (dual-platform complexity, support/experience ratings)."}, {"id": "mai-20260917-0922-baseline|c112-l6|deepseek-small|Meraki", "prompt": "c112-l6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Meraki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cisco runs *two* SD-WAN products \\u2014 Catalyst SD-WAN (Viptela) and Meraki"}, {"id": "mai-20260917-0922-baseline|c112-l6|deepseek-small|Barracuda", "prompt": "c112-l6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Generally steer clear for large scale**: niche players (Barracuda, etc.)"}, {"id": "mai-20260917-0922-baseline|c112-l6|google-small|Citrix SD-WAN (formerly NetScaler SD-WAN)", "prompt": "c112-l6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Citrix SD-WAN (formerly NetScaler SD-WAN)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to Avoid:** This platform is functionally dead... new buyers should completely cross it off their lists."}, {"id": "mai-20260917-0922-baseline|c112-l6|google-small|VeloCloud (formerly VMware SD-WAN)", "prompt": "c112-l6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "VeloCloud (formerly VMware SD-WAN)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "VeloCloud's roadmap is in flux and requires careful scrutiny."}, {"id": "mai-20260917-0922-baseline|c112-l6|google-small|Juniper Session Smart Routing (SSR) / Mist SD-WAN", "prompt": "c112-l6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Juniper Session Smart Routing (SSR) / Mist SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "there is substantial portfolio consolidation risk"}, {"id": "mai-20260917-0922-baseline|c112-l6|google-small|HPE Aruba EdgeConnect", "prompt": "c112-l6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**HPE Aruba EdgeConnect** (formerly Silver Peak, a highly mature SD-WAN powerhouse)"}, {"id": "mai-20260917-0922-baseline|c112-l6|google-small|Cisco Meraki (MX Series)", "prompt": "c112-l6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Meraki (MX Series)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it has **severe routing and scaling limitations**"}, {"id": "mai-20260917-0922-baseline|c112-l6|google-small|Peplink", "prompt": "c112-l6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Peplink", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they lack the centralized orchestration... necessary to serve as the primary global WAN backbone for a large enterprise"}, {"id": "mai-20260917-0922-baseline|c112-l6|google-small|Cradlepoint", "prompt": "c112-l6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Cradlepoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "avoid trying to scale them to run your entire enterprise WAN"}, {"id": "mai-20260917-0922-baseline|c112-l6|google-small|Cisco Catalyst SD-WAN (Viptela)", "prompt": "c112-l6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Catalyst SD-WAN (Viptela)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "It is notoriously **complex to deploy, manage, and license**"}, {"id": "mai-20260917-0922-baseline|c112-l6|google-small|Fortinet", "prompt": "c112-l6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "look toward simpler, highly unified platforms like Fortinet"}, {"id": "mai-20260917-0922-baseline|c112-l6|google-small|Palo Alto Networks (Prisma)", "prompt": "c112-l6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Palo Alto Networks (Prisma)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "simpler, highly unified platforms like Fortinet, Palo Alto Networks (Prisma), or Cato Networks"}, {"id": "mai-20260917-0922-baseline|c112-l6|google-small|Cato Networks", "prompt": "c112-l6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "simpler, highly unified platforms like Fortinet, Palo Alto Networks (Prisma), or Cato Networks"}, {"id": "mai-20260917-0922-baseline|c112-l6|meta-small|Cisco Viptela", "prompt": "c112-l6", "model": "meta-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Viptela", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some SD-WAN vendors that are mentioned in the search results include:\n\n1. Cisco Viptela"}, {"id": "mai-20260917-0922-baseline|c112-l6|meta-small|VMware VeloCloud (now Broadcom)", "prompt": "c112-l6", "model": "meta-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware VeloCloud (now Broadcom)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. VMware VeloCloud (now Broadcom)"}, {"id": "mai-20260917-0922-baseline|c112-l6|meta-small|Fortinet Secure SD-WAN", "prompt": "c112-l6", "model": "meta-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Fortinet Secure SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-l6|meta-small|128 Technology (now part of Juniper Networks)", "prompt": "c112-l6", "model": "meta-small", "cat": "sd-wan", "variant": "negative", "raw": "128 Technology (now part of Juniper Networks)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. 128 Technology (now part of Juniper Networks)"}, {"id": "mai-20260917-0922-baseline|c112-l6|minimax-small|Velocloud (VMware/Broadcom)", "prompt": "c112-l6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Velocloud (VMware/Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Significant quality decline following Broadcom's acquisition of VMware ... Routing advertisement bugs that cause outages"}, {"id": "mai-20260917-0922-baseline|c112-l6|minimax-small|Versa Networks", "prompt": "c112-l6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Versa Networks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reported throughput \"plummets\" when features are enabled; Questionable business practices alleged"}, {"id": "mai-20260917-0922-baseline|c112-l6|minimax-small|Cato Networks", "prompt": "c112-l6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pricing transparency issues: Users report unexpected charges post-contract signing"}, {"id": "mai-20260917-0922-baseline|c112-l6|mistral-small|Cisco Viptela", "prompt": "c112-l6", "model": "mistral-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Viptela", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While platforms like Cisco Viptela, VMware VeloCloud (now Broadcom), and Fortinet Secure SD-WAN are widely used, they are software-only solutions."}, {"id": "mai-20260917-0922-baseline|c112-l6|mistral-small|VMware VeloCloud", "prompt": "c112-l6", "model": "mistral-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they are software-only solutions... enterprises are dependent on their existing internet or MPLS providers for performance and SLAs"}, {"id": "mai-20260917-0922-baseline|c112-l6|mistral-small|Fortinet Secure SD-WAN", "prompt": "c112-l6", "model": "mistral-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fortinet Secure SD-WAN are widely used, they are software-only solutions... This can be a significant drawback for large enterprises"}, {"id": "mai-20260917-0922-baseline|c112-l6|moonshot-small|AT&T", "prompt": "c112-l6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "AT&T", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional telcos (AT&T, Verizon, BT, etc.) offer SD-WAN as a managed service tightly bundled with their own MPLS or internet circuits. **Why be cautious:** **Network lock-in:**"}, {"id": "mai-20260917-0922-baseline|c112-l6|moonshot-small|Verizon", "prompt": "c112-l6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Verizon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional telcos (AT&T, Verizon, BT, etc.) offer SD-WAN as a managed service tightly bundled with their own MPLS"}, {"id": "mai-20260917-0922-baseline|c112-l6|moonshot-small|BT", "prompt": "c112-l6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "BT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Traditional telcos (AT&T, Verizon, BT, etc.) offer SD-WAN as a managed service tightly bundled"}, {"id": "mai-20260917-0922-baseline|c112-l6|moonshot-small|VMware VeloCloud (Now Under Broadcom)", "prompt": "c112-l6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware VeloCloud (Now Under Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprises should be cautious following Broadcom's acquisition of VMware"}, {"id": "mai-20260917-0922-baseline|c112-l6|moonshot-small|Cisco Viptela", "prompt": "c112-l6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Viptela", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pure software vendors (including Cisco Viptela, Fortinet Secure SD-WAN, and VeloCloud) provide excellent orchestration, but **do not own the underlying transport**."}, {"id": "mai-20260917-0922-baseline|c112-l6|moonshot-small|Fortinet Secure SD-WAN", "prompt": "c112-l6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pure software vendors (including Cisco Viptela, Fortinet Secure SD-WAN, and VeloCloud) provide excellent orchestration, but **do not own the underlying transport**."}, {"id": "mai-20260917-0922-baseline|c112-l6|moonshot-small|CloudGenix", "prompt": "c112-l6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "CloudGenix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CloudGenix by Palo Alto"}, {"id": "mai-20260917-0922-baseline|c112-l6|moonshot-small|Palo Alto", "prompt": "c112-l6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "warns against selecting Cisco, Palo Alto, HPE Aruba, or Fortinet **purely based on brand recognition or Magic Quadrant position**"}, {"id": "mai-20260917-0922-baseline|c112-l6|moonshot-small|HPE Aruba", "prompt": "c112-l6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "HPE Aruba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "warns against selecting Cisco, Palo Alto, HPE Aruba, or Fortinet **purely based on brand recognition or Magic Quadrant position**"}, {"id": "mai-20260917-0922-baseline|c112-l6|openai-small|Cisco", "prompt": "c112-l6", "model": "openai-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cisco’s SD-WAN advisory page shows multiple SD-WAN-related security notices, including an unauthenticated REST API access vulnerability in vManage"}, {"id": "mai-20260917-0922-baseline|c112-l6|xai-small|Cisco Meraki SD-WAN (MX Series)", "prompt": "c112-l6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Meraki SD-WAN (MX Series)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High Caution/Avoid for Large Enterprises ... Cloud-only management ... lacks CLI access and BGP support ... Scales poorly beyond mid-market"}, {"id": "mai-20260917-0922-baseline|c112-l6|xai-small|Cisco Catalyst SD-WAN (Viptela)", "prompt": "c112-l6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Catalyst SD-WAN (Viptela)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternatives**: Cisco Catalyst SD-WAN (Viptela), Fortinet, Versa."}, {"id": "mai-20260917-0922-baseline|c112-l6|xai-small|Fortinet", "prompt": "c112-l6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Gartner notes below-average customer experience ratings vs. peers; limited third-party SSE integrations lead to vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c112-l6|xai-small|Versa", "prompt": "c112-l6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Versa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternatives**: Cisco Catalyst SD-WAN (Viptela), Fortinet, Versa."}, {"id": "mai-20260917-0922-baseline|c112-l6|xai-small|VMware VeloCloud/Broadcom", "prompt": "c112-l6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware VeloCloud/Broadcom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Standalone VMware VeloCloud/Broadcom ... no control/SLAs over underlay transport ... still flagged in older critiques"}, {"id": "mai-20260917-0922-baseline|c112-l6|xai-small|Peplink", "prompt": "c112-l6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Peplink", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Peplink lacks rich SD-WAN/security depth. **When to avoid**: Core enterprise WAN replacement"}, {"id": "mai-20260917-0922-baseline|c112-l6|xai-small|Cradlepoint", "prompt": "c112-l6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Cradlepoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Cradlepoint suits cellular/IoT but not core WAN"}, {"id": "mai-20260917-0922-baseline|c112-l6|xai-small|Barracuda", "prompt": "c112-l6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Niche/Lower Gartner Quadrant Players (e.g., Peplink, Cradlepoint, Barracuda...) ... When to avoid: Core enterprise WAN replacement"}, {"id": "mai-20260917-0922-baseline|c112-l6|xai-small|FatPipe", "prompt": "c112-l6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "FatPipe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Consistently rank low in Gartner Critical Capabilities across use cases ... When to avoid: Core enterprise WAN replacement"}, {"id": "mai-20260917-0922-baseline|c112-l6|xai-small|Riverbed SteelConnect", "prompt": "c112-l6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Riverbed SteelConnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Niche/Lower Gartner Quadrant Players (e.g., ... Riverbed SteelConnect, Nuage) ... Limited market visibility/execution"}, {"id": "mai-20260917-0922-baseline|c112-l6|xai-small|Nuage", "prompt": "c112-l6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Nuage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Niche/Lower Gartner Quadrant Players (e.g., ... Nuage) ... When to avoid: Core enterprise WAN replacement"}, {"id": "mai-20260917-0922-baseline|c112-l6|xai-small|AT&T", "prompt": "c112-l6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "AT&T", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Carrier-Bundled SD-WAN (e.g., Traditional Telcos/ISPs like AT&T, Verizon as primary) ... lock-in to mediocre MPLS/internet underlays"}, {"id": "mai-20260917-0922-baseline|c112-l6|xai-small|Verizon", "prompt": "c112-l6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Verizon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Carrier-Bundled SD-WAN (e.g., ... AT&T, Verizon as primary): ... lock-in to mediocre MPLS/internet underlays"}, {"id": "mai-20260917-0922-baseline|c112-l6|xai-small|Palo Alto Prisma SD-WAN", "prompt": "c112-l6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Palo Alto Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Prioritize Leaders**: Fortinet, VMware SD-WAN, Cisco Catalyst (not Meraki), Versa, Palo Alto Prisma SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-l6|xai-small|HPE Aruba EdgeConnect", "prompt": "c112-l6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "HPE Aruba EdgeConnect—strong in Gartner for scale/security"}, {"id": "mai-20260917-0922-baseline|c112-l6|zai-small|Cisco", "prompt": "c112-l6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cisco Viptela (Catalyst SD-WAN): Due to the \"Cisco Tax\" and integration costs if you are not already in the Cisco ecosystem."}, {"id": "mai-20260917-0922-baseline|c112-l6|zai-small|VMware/Broadcom", "prompt": "c112-l6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware/Broadcom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "VMware VeloCloud: Due to complexity and visibility limitations."}, {"id": "mai-20260917-0922-baseline|c112-l6|zai-small|Fortinet", "prompt": "c112-l6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These vendors (historically including Cisco Viptela, VMware VeloCloud, and Fortinet Secure SD-WAN) provide excellent software, but they do not own the physical network"}, {"id": "mai-20260917-0922-baseline|c112-l6|zai-small|Silver Peak", "prompt": "c112-l6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "Silver Peak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Legacy Broadcom/Silver Peak: Due to security vulnerability history and consolidation risks."}, {"id": "mai-20260917-0922-baseline|c112-m1|alibaba-small|Cisco Meraki", "prompt": "c112-m1", "model": "alibaba-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Meraki is widely considered the leader for mid-market deployments."}, {"id": "mai-20260917-0922-baseline|c112-m1|alibaba-small|VMware SD-WAN (now part of Broadcom)", "prompt": "c112-m1", "model": "alibaba-small", "cat": "sd-wan", "variant": "direct", "raw": "VMware SD-WAN (now part of Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "VMware remains a powerhouse for businesses where application performance ... is critical."}, {"id": "mai-20260917-0922-baseline|c112-m1|alibaba-small|HPE Aruba EdgeConnect", "prompt": "c112-m1", "model": "alibaba-small", "cat": "sd-wan", "variant": "direct", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Security-Conscious Mid-Sized Firms"}, {"id": "mai-20260917-0922-baseline|c112-m1|alibaba-small|FatPipe SD-WAN", "prompt": "c112-m1", "model": "alibaba-small", "cat": "sd-wan", "variant": "direct", "raw": "FatPipe SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FatPipe often ranks very high in mid-market satisfaction scores"}, {"id": "mai-20260917-0922-baseline|c112-m1|alibaba-small|MetTel", "prompt": "c112-m1", "model": "alibaba-small", "cat": "sd-wan", "variant": "direct", "raw": "MetTel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "MetTel stands out not just for their software, but as a service provider."}, {"id": "mai-20260917-0922-baseline|c112-m1|alibaba-small|Palo Alto Prisma Access", "prompt": "c112-m1", "model": "alibaba-small", "cat": "sd-wan", "variant": "direct", "raw": "Palo Alto Prisma Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Prioritize **VMware** or **Palo Alto Prisma Access** (if security budget allows)."}, {"id": "mai-20260917-0922-baseline|c112-m1|alibaba-small|FortiGate", "prompt": "c112-m1", "model": "alibaba-small", "cat": "sd-wan", "variant": "direct", "raw": "FortiGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Look at **Meraki** or **FortiGate** (Fortinet has become very aggressive in pricing mid-market segments recently)"}, {"id": "mai-20260917-0922-baseline|c112-m1|anthropic-small|Cisco", "prompt": "c112-m1", "model": "anthropic-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular mid-market options** typically include vendors like Cisco, Fortinet, Velocloud, Arista, and others"}, {"id": "mai-20260917-0922-baseline|c112-m1|anthropic-small|Fortinet", "prompt": "c112-m1", "model": "anthropic-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "typically include vendors like Cisco, Fortinet, Velocloud, Arista, and others"}, {"id": "mai-20260917-0922-baseline|c112-m1|anthropic-small|Velocloud", "prompt": "c112-m1", "model": "anthropic-small", "cat": "sd-wan", "variant": "direct", "raw": "Velocloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "typically include vendors like Cisco, Fortinet, Velocloud, Arista, and others"}, {"id": "mai-20260917-0922-baseline|c112-m1|anthropic-small|Arista", "prompt": "c112-m1", "model": "anthropic-small", "cat": "sd-wan", "variant": "direct", "raw": "Arista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "typically include vendors like Cisco, Fortinet, Velocloud, Arista, and others"}, {"id": "mai-20260917-0922-baseline|c112-m1|challenger-small|Fortinet Secure SD-WAN", "prompt": "c112-m1", "model": "challenger-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall SD-WAN platform is usually **Fortinet Secure SD-WAN**"}, {"id": "mai-20260917-0922-baseline|c112-m1|challenger-small|Cisco Meraki SD-WAN", "prompt": "c112-m1", "model": "challenger-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cisco Meraki SD-WAN** is often the better fit for lean IT teams"}, {"id": "mai-20260917-0922-baseline|c112-m1|challenger-small|Cato Networks", "prompt": "c112-m1", "model": "challenger-small", "cat": "sd-wan", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cato Networks** is a strong mid-market choice"}, {"id": "mai-20260917-0922-baseline|c112-m1|challenger-small|Versa", "prompt": "c112-m1", "model": "challenger-small", "cat": "sd-wan", "variant": "direct", "raw": "Versa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for complex routing and advanced policy control:** **Versa**"}, {"id": "mai-20260917-0922-baseline|c112-m1|challenger-small|Cisco Catalyst SD-WAN", "prompt": "c112-m1", "model": "challenger-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Versa** or **Cisco Catalyst SD-WAN**"}, {"id": "mai-20260917-0922-baseline|c112-m1|deepseek-small|Cisco Meraki SD-WAN", "prompt": "c112-m1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is often the default recommendation for mid-market/B2B shops"}, {"id": "mai-20260917-0922-baseline|c112-m1|deepseek-small|Fortinet Secure SD-WAN", "prompt": "c112-m1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for security and value ... The favored pick if security/compliance or cost-performance matters most"}, {"id": "mai-20260917-0922-baseline|c112-m1|deepseek-small|Cato Networks", "prompt": "c112-m1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a fully cloud-native / managed SASE approach ... it's an excellent \"thin edge\" choice"}, {"id": "mai-20260917-0922-baseline|c112-m1|deepseek-small|HPE Aruba EdgeConnect", "prompt": "c112-m1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "strong secure SD-WAN platform, good hybrid WAN performance, mid-market friendly"}, {"id": "mai-20260917-0922-baseline|c112-m1|deepseek-small|BT", "prompt": "c112-m1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "BT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Providers like BT, Comcast Business, Windstream Enterprise, and MetTel ... offer fully managed SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-m1|deepseek-small|Comcast Business", "prompt": "c112-m1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "Comcast Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Providers like BT, Comcast Business, Windstream Enterprise, and MetTel ... offer fully managed SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-m1|deepseek-small|Windstream Enterprise", "prompt": "c112-m1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "Windstream Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Providers like BT, Comcast Business, Windstream Enterprise, and MetTel ... offer fully managed SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-m1|deepseek-small|MetTel", "prompt": "c112-m1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "MetTel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "MetTel (the latter specifically targets mid-market) offer fully managed SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-m1|google-small|Cisco Meraki SD-WAN", "prompt": "c112-m1", "model": "google-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Meraki is the gold standard for ease of use"}, {"id": "mai-20260917-0922-baseline|c112-m1|google-small|Fortinet Secure SD-WAN", "prompt": "c112-m1", "model": "google-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Fortinet is the top choice"}, {"id": "mai-20260917-0922-baseline|c112-m1|google-small|Cato Networks", "prompt": "c112-m1", "model": "google-small", "cat": "sd-wan", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Rapidly consolidating SD-WAN and SASE into a single cloud platform."}, {"id": "mai-20260917-0922-baseline|c112-m1|google-small|Arista VeloCloud", "prompt": "c112-m1", "model": "google-small", "cat": "sd-wan", "variant": "direct", "raw": "Arista VeloCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Dynamic traffic steering & critical voice/video applications."}, {"id": "mai-20260917-0922-baseline|c112-m1|meta-small|VMware SD-WAN", "prompt": "c112-m1", "model": "meta-small", "cat": "sd-wan", "variant": "direct", "raw": "VMware SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top SD-WAN platforms for mid-market B2B companies include:\n\n1. VMware SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-m1|meta-small|Aruba EdgeConnect", "prompt": "c112-m1", "model": "meta-small", "cat": "sd-wan", "variant": "direct", "raw": "Aruba EdgeConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Aruba EdgeConnect"}, {"id": "mai-20260917-0922-baseline|c112-m1|meta-small|FatPipe SD-WAN", "prompt": "c112-m1", "model": "meta-small", "cat": "sd-wan", "variant": "direct", "raw": "FatPipe SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. FatPipe SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-m1|meta-small|Adaptiv Enterprise Connect", "prompt": "c112-m1", "model": "meta-small", "cat": "sd-wan", "variant": "direct", "raw": "Adaptiv Enterprise Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Adaptiv Enterprise Connect"}, {"id": "mai-20260917-0922-baseline|c112-m1|minimax-small|Cisco Meraki", "prompt": "c112-m1", "model": "minimax-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Cisco Meraki** or **Fortinet Secure SD-WAN** are often recommended as starting points"}, {"id": "mai-20260917-0922-baseline|c112-m1|minimax-small|Fortinet Secure SD-WAN", "prompt": "c112-m1", "model": "minimax-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-market B2B companies, **Cisco Meraki** or **Fortinet Secure SD-WAN** are often recommended as starting points"}, {"id": "mai-20260917-0922-baseline|c112-m1|minimax-small|VMware VeloCloud (now part of Broadcom)", "prompt": "c112-m1", "model": "minimax-small", "cat": "sd-wan", "variant": "direct", "raw": "VMware VeloCloud (now part of Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-grade capabilities with strong application visibility and traffic steering."}, {"id": "mai-20260917-0922-baseline|c112-m1|minimax-small|Versa Networks", "prompt": "c112-m1", "model": "minimax-small", "cat": "sd-wan", "variant": "direct", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for strong security features and flexible deployment options."}, {"id": "mai-20260917-0922-baseline|c112-m1|minimax-small|Aruba EdgeConnect", "prompt": "c112-m1", "model": "minimax-small", "cat": "sd-wan", "variant": "direct", "raw": "Aruba EdgeConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong performance and enterprise features with relatively straightforward management."}, {"id": "mai-20260917-0922-baseline|c112-m1|minimax-small|Cato Networks", "prompt": "c112-m1", "model": "minimax-small", "cat": "sd-wan", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Offers a complete SASE (Secure Access Service Edge) platform"}, {"id": "mai-20260917-0922-baseline|c112-m1|mistral-small|VMware SD-WAN", "prompt": "c112-m1", "model": "mistral-small", "cat": "sd-wan", "variant": "direct", "raw": "VMware SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SD-WAN platforms for mid-market B2B companies are **VMware SD-WAN** and **Aruba EdgeConnect**"}, {"id": "mai-20260917-0922-baseline|c112-m1|mistral-small|Aruba EdgeConnect", "prompt": "c112-m1", "model": "mistral-small", "cat": "sd-wan", "variant": "direct", "raw": "Aruba EdgeConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best SD-WAN platforms for mid-market B2B companies are **VMware SD-WAN** and **Aruba EdgeConnect**"}, {"id": "mai-20260917-0922-baseline|c112-m1|mistral-small|Cisco Meraki SD-WAN", "prompt": "c112-m1", "model": "mistral-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For mid-size organizations with lean IT operations, **Cisco Meraki SD-WAN** is also a strong contender"}, {"id": "mai-20260917-0922-baseline|c112-m1|moonshot-small|Fortinet Secure SD-WAN", "prompt": "c112-m1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Fortinet Secure SD-WAN** offers the best balance of features, integrated security, and cost."}, {"id": "mai-20260917-0922-baseline|c112-m1|moonshot-small|Cisco Meraki SD-WAN", "prompt": "c112-m1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your IT team is small and simplicity is paramount, **Cisco Meraki** is worth the premium"}, {"id": "mai-20260917-0922-baseline|c112-m1|moonshot-small|VMware VeloCloud (now Arista/Broadcom)", "prompt": "c112-m1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "VMware VeloCloud (now Arista/Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Post-Broadcom acquisition pricing and support have become less predictable—evaluate contract terms carefully."}, {"id": "mai-20260917-0922-baseline|c112-m1|moonshot-small|Cato Networks", "prompt": "c112-m1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best Cloud-Native/SASE Approach** ... Fully cloud-delivered SD-WAN and security"}, {"id": "mai-20260917-0922-baseline|c112-m1|moonshot-small|Versa Networks", "prompt": "c112-m1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Solid Alternatives* ... Strong for service provider-managed deployments"}, {"id": "mai-20260917-0922-baseline|c112-m1|moonshot-small|Aruba EdgeConnect", "prompt": "c112-m1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "Aruba EdgeConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good for organizations already in the HPE/Aruba ecosystem."}, {"id": "mai-20260917-0922-baseline|c112-m1|moonshot-small|Cradlepoint", "prompt": "c112-m1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "Cradlepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cellular/remote-first sites** | Cradlepoint"}, {"id": "mai-20260917-0922-baseline|c112-m1|openai-small|Fortinet Secure SD-WAN", "prompt": "c112-m1", "model": "openai-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick in 2026 is usually Fortinet Secure SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-m1|openai-small|Cisco Meraki SD-WAN", "prompt": "c112-m1", "model": "openai-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want the simplest cloud-managed experience and fast rollout across branches"}, {"id": "mai-20260917-0922-baseline|c112-m1|openai-small|Palo Alto Networks Prisma SD-WAN", "prompt": "c112-m1", "model": "openai-small", "cat": "sd-wan", "variant": "direct", "raw": "Palo Alto Networks Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is a strong contender"}, {"id": "mai-20260917-0922-baseline|c112-m1|openai-small|HPE", "prompt": "c112-m1", "model": "openai-small", "cat": "sd-wan", "variant": "direct", "raw": "HPE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "highlight vendors such as Cisco, Fortinet, Palo Alto Networks, HPE, and Broadcom/VMware as key players"}, {"id": "mai-20260917-0922-baseline|c112-m1|openai-small|Broadcom/VMware", "prompt": "c112-m1", "model": "openai-small", "cat": "sd-wan", "variant": "direct", "raw": "Broadcom/VMware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "highlight vendors such as Cisco, Fortinet, Palo Alto Networks, HPE, and Broadcom/VMware as key players"}, {"id": "mai-20260917-0922-baseline|c112-m1|xai-small|Cisco Meraki SD-WAN", "prompt": "c112-m1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Meraki SD-WAN (Most Frequently Recommended for Mid-Market Ease)"}, {"id": "mai-20260917-0922-baseline|c112-m1|xai-small|Fortinet Secure SD-WAN", "prompt": "c112-m1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortinet Secure SD-WAN (Best for Integrated Security on a Budget)"}, {"id": "mai-20260917-0922-baseline|c112-m1|xai-small|FatPipe SD-WAN", "prompt": "c112-m1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "FatPipe SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FatPipe SD-WAN (Top-Rated in Midmarket-Specific Reviews)"}, {"id": "mai-20260917-0922-baseline|c112-m1|xai-small|Cato Networks", "prompt": "c112-m1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cato Networks or Aryaka: Cloud-native SASE (SD-WAN + security); great for global B2B"}, {"id": "mai-20260917-0922-baseline|c112-m1|xai-small|Aryaka", "prompt": "c112-m1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "Aryaka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cato Networks or Aryaka: Cloud-native SASE (SD-WAN + security); great for global B2B"}, {"id": "mai-20260917-0922-baseline|c112-m1|xai-small|HPE Aruba EdgeConnect", "prompt": "c112-m1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HPE Aruba EdgeConnect: Gartner Leader 7x; app-aware steering for complex needs."}, {"id": "mai-20260917-0922-baseline|c112-m1|xai-small|Palo Alto Prisma SD-WAN", "prompt": "c112-m1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "Palo Alto Prisma SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Palo Alto Prisma SD-WAN: Enterprise-grade security, but pricier."}, {"id": "mai-20260917-0922-baseline|c112-m1|zai-small|Fortinet FortiGate SD‑WAN", "prompt": "c112-m1", "model": "zai-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet FortiGate SD‑WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet FortiGate SD‑WAN** is the best overall choice for most mid‑market B2B organizations"}, {"id": "mai-20260917-0922-baseline|c112-m1|zai-small|Cisco Catalyst SD‑WAN (Viptela)", "prompt": "c112-m1", "model": "zai-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Catalyst SD‑WAN (Viptela)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Cisco Catalyst SD‑WAN only if you have a large, complex, multi‑cloud environment and a dedicated networking team."}, {"id": "mai-20260917-0922-baseline|c112-m1|zai-small|Cisco Meraki SD‑WAN", "prompt": "c112-m1", "model": "zai-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki SD‑WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For lean IT teams, Cisco Meraki is a strong alternative."}, {"id": "mai-20260917-0922-baseline|c112-m1|zai-small|Cato Networks (SASE)", "prompt": "c112-m1", "model": "zai-small", "cat": "sd-wan", "variant": "direct", "raw": "Cato Networks (SASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cato Networks is worth considering—just be prepared for higher per‑site costs."}, {"id": "mai-20260917-0922-baseline|c112-m1|zai-small|VMware VeloCloud", "prompt": "c112-m1", "model": "zai-small", "cat": "sd-wan", "variant": "direct", "raw": "VMware VeloCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**VMware‑centric environment, multi‑cloud focus** | **VMware VeloCloud**"}, {"id": "mai-20260917-0922-baseline|c112-m2|alibaba-small|Cisco Meraki", "prompt": "c112-m2", "model": "alibaba-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies looking to modernize without expanding their network engineering headcount, **Cisco Meraki** is generally the safer, faster bet."}, {"id": "mai-20260917-0922-baseline|c112-m2|alibaba-small|Fortinet", "prompt": "c112-m2", "model": "alibaba-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you are cost-sensitive and already have security-focused staff, **Fortinet** provides significantly more power for the money."}, {"id": "mai-20260917-0922-baseline|c112-m2|anthropic-small|Cisco SD-WAN", "prompt": "c112-m2", "model": "anthropic-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cisco SD-WAN** - A comprehensive solution from a market leader"}, {"id": "mai-20260917-0922-baseline|c112-m2|anthropic-small|Fortinet FortiGate", "prompt": "c112-m2", "model": "anthropic-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Fortinet FortiGate** - Known for integrated security features"}, {"id": "mai-20260917-0922-baseline|c112-m2|anthropic-small|VMware SD-WAN", "prompt": "c112-m2", "model": "anthropic-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "VMware SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**VMware SD-WAN** - Enterprise-grade solution"}, {"id": "mai-20260917-0922-baseline|c112-m2|anthropic-small|Aruba EdgeConnect", "prompt": "c112-m2", "model": "anthropic-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Aruba EdgeConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Aruba EdgeConnect** (formerly Silver Peak) - Specialized SD-WAN solution"}, {"id": "mai-20260917-0922-baseline|c112-m2|challenger-small|Cisco Meraki SD-WAN", "prompt": "c112-m2", "model": "challenger-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cisco Meraki SD-WAN** as the default choice"}, {"id": "mai-20260917-0922-baseline|c112-m2|challenger-small|Catalyst SD-WAN", "prompt": "c112-m2", "model": "challenger-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Catalyst SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Catalyst SD-WAN** targets enterprise customers"}, {"id": "mai-20260917-0922-baseline|c112-m2|challenger-small|Fortinet FortiGate SD-WAN", "prompt": "c112-m2", "model": "challenger-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet FortiGate SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fortinet FortiGate SD-WAN** is also a strong contender"}, {"id": "mai-20260917-0922-baseline|c112-m2|challenger-small|VMware VeloCloud SD-WAN", "prompt": "c112-m2", "model": "challenger-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "VMware VeloCloud SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**VMware VeloCloud SD-WAN** is another credible option"}, {"id": "mai-20260917-0922-baseline|c112-m2|deepseek-small|Fortinet Secure SD-WAN", "prompt": "c112-m2", "model": "deepseek-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd recommend Fortinet Secure SD-WAN as the default choice."}, {"id": "mai-20260917-0922-baseline|c112-m2|deepseek-small|Cisco Meraki SD-WAN", "prompt": "c112-m2", "model": "deepseek-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Cisco Meraki SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-m2|deepseek-small|Palo Alto Prisma", "prompt": "c112-m2", "model": "deepseek-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloud-native / SaaS-heavy B2B operations | Exceptional if your business runs heavily on cloud applications"}, {"id": "mai-20260917-0922-baseline|c112-m2|deepseek-small|Versa Networks", "prompt": "c112-m2", "model": "deepseek-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Versa Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Very capable but known for complexity and higher cost"}, {"id": "mai-20260917-0922-baseline|c112-m2|deepseek-small|Cato Networks", "prompt": "c112-m2", "model": "deepseek-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong SASE integration, good for multi-region presence"}, {"id": "mai-20260917-0922-baseline|c112-m2|google-small|Cisco Catalyst/Viptela", "prompt": "c112-m2", "model": "google-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Catalyst/Viptela", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "mid-sized companies rarely have the massive, dedicated network engineering teams required to manage complex command-line enterprise architectures (like Cisco Catalyst/Viptela)"}, {"id": "mai-20260917-0922-baseline|c112-m2|google-small|Fortinet Secure SD-WAN", "prompt": "c112-m2", "model": "google-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: Fortinet Secure SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-m2|google-small|Cisco Meraki SD-WAN", "prompt": "c112-m2", "model": "google-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative 1: Cisco Meraki SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-m2|google-small|Cato Networks", "prompt": "c112-m2", "model": "google-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative 2: Cato Networks"}, {"id": "mai-20260917-0922-baseline|c112-m2|minimax-small|Cisco Meraki SD-WAN", "prompt": "c112-m2", "model": "minimax-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Cisco Meraki** or **Aryaka** as primary options"}, {"id": "mai-20260917-0922-baseline|c112-m2|minimax-small|Aryaka SmartConnect SD-WAN", "prompt": "c112-m2", "model": "minimax-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Aryaka SmartConnect SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Cisco Meraki** or **Aryaka** as primary options"}, {"id": "mai-20260917-0922-baseline|c112-m2|minimax-small|Fortinet SD-WAN", "prompt": "c112-m2", "model": "minimax-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies prioritizing security integration"}, {"id": "mai-20260917-0922-baseline|c112-m2|minimax-small|Cato Networks", "prompt": "c112-m2", "model": "minimax-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Simplified management and security"}, {"id": "mai-20260917-0922-baseline|c112-m2|minimax-small|Comcast Business", "prompt": "c112-m2", "model": "minimax-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Comcast Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Comcast Business/Windstream offer cost-effective options"}, {"id": "mai-20260917-0922-baseline|c112-m2|minimax-small|Windstream", "prompt": "c112-m2", "model": "minimax-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Windstream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Comcast Business/Windstream offer cost-effective options"}, {"id": "mai-20260917-0922-baseline|c112-m2|mistral-small|Cisco Meraki SD-WAN (MX Series)", "prompt": "c112-m2", "model": "mistral-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki SD-WAN (MX Series)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a simple, cloud-managed solution, go with **Cisco Meraki SD-WAN**."}, {"id": "mai-20260917-0922-baseline|c112-m2|mistral-small|Cisco Catalyst SD-WAN (Viptela)", "prompt": "c112-m2", "model": "mistral-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Catalyst SD-WAN (Viptela)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cisco Catalyst SD-WAN (Viptela) for larger enterprises"}, {"id": "mai-20260917-0922-baseline|c112-m2|mistral-small|Fortinet Secure SD-WAN", "prompt": "c112-m2", "model": "mistral-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If security and multi-cloud are top priorities, **Fortinet Secure SD-WAN** is a strong choice."}, {"id": "mai-20260917-0922-baseline|c112-m2|mistral-small|Aryaka", "prompt": "c112-m2", "model": "mistral-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Aryaka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For global connectivity and quick deployment, consider **Aryaka**."}, {"id": "mai-20260917-0922-baseline|c112-m2|moonshot-small|Cisco Meraki SD-WAN", "prompt": "c112-m2", "model": "moonshot-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Cisco Meraki** if simplicity is paramount, or **Fortinet** if you want strong security"}, {"id": "mai-20260917-0922-baseline|c112-m2|moonshot-small|Fortinet Secure SD-WAN", "prompt": "c112-m2", "model": "moonshot-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Fortinet** if you want strong security without managing multiple vendors"}, {"id": "mai-20260917-0922-baseline|c112-m2|moonshot-small|Versa Networks Secure SD-WAN", "prompt": "c112-m2", "model": "moonshot-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Versa Networks Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Advanced features / future scalability** | **Versa Networks**"}, {"id": "mai-20260917-0922-baseline|c112-m2|openai-small|Fortinet Secure SD-WAN", "prompt": "c112-m2", "model": "openai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **Fortinet Secure SD-WAN** because it often gives the best balance of cost, security, and operational simplicity."}, {"id": "mai-20260917-0922-baseline|c112-m2|openai-small|Cisco SD-WAN", "prompt": "c112-m2", "model": "openai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Cisco SD-WAN** if you want: a more mature enterprise networking ecosystem"}, {"id": "mai-20260917-0922-baseline|c112-m2|openai-small|VMware SD-WAN (VeloCloud)", "prompt": "c112-m2", "model": "openai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "VMware SD-WAN (VeloCloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you have many branches and want very smooth application-aware WAN performance"}, {"id": "mai-20260917-0922-baseline|c112-m2|openai-small|HPE Aruba EdgeConnect", "prompt": "c112-m2", "model": "openai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if application performance and cloud connectivity are top priorities"}, {"id": "mai-20260917-0922-baseline|c112-m2|openai-small|Versa", "prompt": "c112-m2", "model": "openai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Versa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you need very flexible software-defined networking and security"}, {"id": "mai-20260917-0922-baseline|c112-m2|xai-small|Cisco Meraki SD-WAN", "prompt": "c112-m2", "model": "xai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Cisco Meraki SD-WAN as the top choice"}, {"id": "mai-20260917-0922-baseline|c112-m2|xai-small|Cisco's Catalyst SD-WAN/Viptela", "prompt": "c112-m2", "model": "xai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco's Catalyst SD-WAN/Viptela", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike Cisco's Catalyst SD-WAN/Viptela, which is more enterprise-heavy."}, {"id": "mai-20260917-0922-baseline|c112-m2|xai-small|Fortinet Secure SD-WAN", "prompt": "c112-m2", "model": "xai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong alternatives if Meraki doesn't fit... Top-tier NGFW integration"}, {"id": "mai-20260917-0922-baseline|c112-m2|xai-small|VMware SD-WAN (Broadcom)", "prompt": "c112-m2", "model": "xai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "VMware SD-WAN (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent multi-path optimization, edge flexibility; strong for SaaS."}, {"id": "mai-20260917-0922-baseline|c112-m2|xai-small|Palo Alto Prisma SD-WAN", "prompt": "c112-m2", "model": "xai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Palo Alto Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Autonomous management, AI-driven insights. | Higher cost for full features."}, {"id": "mai-20260917-0922-baseline|c112-m2|zai-small|Cisco Meraki SD-WAN", "prompt": "c112-m2", "model": "zai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco Meraki SD‑WAN** is my top recommendation."}, {"id": "mai-20260917-0922-baseline|c112-m2|zai-small|VMware VeloCloud", "prompt": "c112-m2", "model": "zai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "VMware VeloCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**VMware VeloCloud** is the best alternative."}, {"id": "mai-20260917-0922-baseline|c112-m3|alibaba-small|Cisco", "prompt": "c112-m3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco** – Market Leader ... Cisco dominates with ~55,000 customers globally"}, {"id": "mai-20260917-0922-baseline|c112-m3|alibaba-small|Fortinet", "prompt": "c112-m3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortinet – Highest in Ability to Execute ... Strongest **security integration** among SD-WAN vendors"}, {"id": "mai-20260917-0922-baseline|c112-m3|alibaba-small|Broadcom (VMware)", "prompt": "c112-m3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "Broadcom (VMware)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Limited innovation pace since Broadcom's acquisition and growing customer concerns around vendor stability."}, {"id": "mai-20260917-0922-baseline|c112-m3|alibaba-small|Palo Alto Networks", "prompt": "c112-m3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prisma SD-WAN ... strong SSE/zero-trust networking integration"}, {"id": "mai-20260917-0922-baseline|c112-m3|alibaba-small|Versa Networks", "prompt": "c112-m3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Versa scored \"excellent for all five use cases\" and was the only vendor ranked in the top five for every evaluated scenario"}, {"id": "mai-20260917-0922-baseline|c112-m3|alibaba-small|Hewlett Packard Enterprise (HPE)", "prompt": "c112-m3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "Hewlett Packard Enterprise (HPE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Provides performance-oriented SD-WAN solutions, often competitive on pricing and specific regional strengths."}, {"id": "mai-20260917-0922-baseline|c112-m3|anthropic-small|Cisco", "prompt": "c112-m3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Cisco and Fortinet stand out for their enterprise-grade security and scalability"}, {"id": "mai-20260917-0922-baseline|c112-m3|anthropic-small|Fortinet", "prompt": "c112-m3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cisco and Fortinet stand out for their enterprise-grade security and scalability"}, {"id": "mai-20260917-0922-baseline|c112-m3|anthropic-small|VMware (VeloCloud)", "prompt": "c112-m3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "VMware (VeloCloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "VMware VeloCloud excels in cloud-first deployments"}, {"id": "mai-20260917-0922-baseline|c112-m3|anthropic-small|Aryaka", "prompt": "c112-m3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Aryaka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top SD-WAN providers in 2025 include Cisco, Fortinet, VMware (VeloCloud), Aryaka, Versa Networks, and Cato Networks."}, {"id": "mai-20260917-0922-baseline|c112-m3|anthropic-small|Versa Networks", "prompt": "c112-m3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Versa Networks offers a unified platform with deep security integration"}, {"id": "mai-20260917-0922-baseline|c112-m3|anthropic-small|Cato Networks", "prompt": "c112-m3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top SD-WAN providers in 2025 include ... and Cato Networks."}, {"id": "mai-20260917-0922-baseline|c112-m3|anthropic-small|Juniper", "prompt": "c112-m3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Juniper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Juniper is a Leader in Gartner Magic Quadrant for SD-WAN (2024)"}, {"id": "mai-20260917-0922-baseline|c112-m3|anthropic-small|Palo Alto Networks Prisma SD-WAN", "prompt": "c112-m3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Leader in Gartner's Magic Quadrant for SD-WAN for the fifth consecutive year"}, {"id": "mai-20260917-0922-baseline|c112-m3|anthropic-small|Aruba", "prompt": "c112-m3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Aruba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "all four major SD-WAN platforms (Cisco, Juniper, Fortinet, and Aruba) support application-aware routing"}, {"id": "mai-20260917-0922-baseline|c112-m3|anthropic-small|Silver Peak", "prompt": "c112-m3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Silver Peak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Silver Peak is ideal for performance-focused environments"}, {"id": "mai-20260917-0922-baseline|c112-m3|challenger-small|Cisco Catalyst SD-WAN", "prompt": "c112-m3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Cisco Catalyst SD-WAN** if you need the most **enterprise-grade control** and have a large, complex WAN."}, {"id": "mai-20260917-0922-baseline|c112-m3|challenger-small|Fortinet Secure SD-WAN", "prompt": "c112-m3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Fortinet** if **security integration** matters more than deployment simplicity."}, {"id": "mai-20260917-0922-baseline|c112-m3|challenger-small|VMware VeloCloud SD-WAN", "prompt": "c112-m3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "VMware VeloCloud SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **VMware VeloCloud** if you care most about **application performance and telemetry-based steering**"}, {"id": "mai-20260917-0922-baseline|c112-m3|challenger-small|Palo Alto Networks Prisma SD-WAN", "prompt": "c112-m3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Prisma SD-WAN** if you are aligning SD-WAN with a broader **SASE/security modernization** effort."}, {"id": "mai-20260917-0922-baseline|c112-m3|challenger-small|HPE Aruba EdgeConnect", "prompt": "c112-m3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Aruba EdgeConnect** if your priority is **WAN performance and reliability**."}, {"id": "mai-20260917-0922-baseline|c112-m3|challenger-small|Versa Networks", "prompt": "c112-m3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Versa** if you want **flexibility** and a platform that blends SD-WAN with broader networking/security features."}, {"id": "mai-20260917-0922-baseline|c112-m3|challenger-small|Cisco Meraki SD-WAN", "prompt": "c112-m3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Cisco Meraki** if you want the **simplest cloud-managed rollout**."}, {"id": "mai-20260917-0922-baseline|c112-m3|challenger-small|Aryaka", "prompt": "c112-m3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "Aryaka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Aryaka** if you prefer a **managed global WAN** with less operational burden."}, {"id": "mai-20260917-0922-baseline|c112-m3|deepseek-small|Fortinet Secure SD-WAN", "prompt": "c112-m3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most buyers, Fortinet offers the best value with bundled security"}, {"id": "mai-20260917-0922-baseline|c112-m3|deepseek-small|Cisco (Catalyst SD-WAN + Meraki SD-WAN)", "prompt": "c112-m3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco (Catalyst SD-WAN + Meraki SD-WAN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cisco offers the most choice/breadth"}, {"id": "mai-20260917-0922-baseline|c112-m3|deepseek-small|Palo Alto Networks (Prisma SD-WAN)", "prompt": "c112-m3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks (Prisma SD-WAN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Palo Alto leads if zero-trust and full SASE convergence are the priority"}, {"id": "mai-20260917-0922-baseline|c112-m3|deepseek-small|HPE Aruba EdgeConnect", "prompt": "c112-m3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "noted for strong **application acceleration** capabilities"}, {"id": "mai-20260917-0922-baseline|c112-m3|deepseek-small|Versa Networks", "prompt": "c112-m3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the go-to choice for telcos and managed service providers"}, {"id": "mai-20260917-0922-baseline|c112-m3|deepseek-small|Broadcom (VMware) SD-WAN", "prompt": "c112-m3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Broadcom (VMware) SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it has faced **limited innovation and customer concerns** amid acquisitions, and its pricing/roadmap clarity has been questioned"}, {"id": "mai-20260917-0922-baseline|c112-m3|deepseek-small|Juniper AI-Native SD-WAN (Mist)", "prompt": "c112-m3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Juniper AI-Native SD-WAN (Mist)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Trade-off:** Higher pricing and lower market visibility than the top leaders."}, {"id": "mai-20260917-0922-baseline|c112-m3|deepseek-small|Aryaka", "prompt": "c112-m3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Aryaka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Aryaka is a **network-as-a-service** SD-WAN with cloud-first global delivery"}, {"id": "mai-20260917-0922-baseline|c112-m3|google-small|Cisco Catalyst SD-WAN (and Meraki MX)", "prompt": "c112-m3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Catalyst SD-WAN (and Meraki MX)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cisco's enterprise-grade platform built on a robust, controller-dependent four-plane architecture"}, {"id": "mai-20260917-0922-baseline|c112-m3|google-small|Palo Alto Networks Prisma SD-WAN", "prompt": "c112-m3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks Prisma SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Prisma SD-WAN is a cornerstone of the Prisma SASE suite."}, {"id": "mai-20260917-0922-baseline|c112-m3|google-small|Fortinet Secure SD-WAN", "prompt": "c112-m3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fortinet is the pioneer of \"security-driven networking.\""}, {"id": "mai-20260917-0922-baseline|c112-m3|google-small|Arista Networks VeloCloud SD-WAN", "prompt": "c112-m3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "Arista Networks VeloCloud SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Arista has rebranded and integrated VeloCloud's legendary Dynamic Multi-Path Optimization (DMPO)"}, {"id": "mai-20260917-0922-baseline|c112-m3|google-small|HPE Aruba Networking EdgeConnect", "prompt": "c112-m3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE Aruba Networking EdgeConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "EdgeConnect is highly regarded for its physical and virtual branch flexibility."}, {"id": "mai-20260917-0922-baseline|c112-m3|google-small|Versa Networks Secure SD-WAN", "prompt": "c112-m3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks Secure SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Versa was engineered from the ground up to support native multi-tenancy."}, {"id": "mai-20260917-0922-baseline|c112-m3|meta-small|Cisco", "prompt": "c112-m3", "model": "meta-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top SD-WAN vendors include Cisco, Fortinet, VMware, Palo Alto, Versa, Aruba, and Zscaler."}, {"id": "mai-20260917-0922-baseline|c112-m3|meta-small|Fortinet", "prompt": "c112-m3", "model": "meta-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top SD-WAN vendors include Cisco, Fortinet, VMware, Palo Alto, Versa, Aruba, and Zscaler."}, {"id": "mai-20260917-0922-baseline|c112-m3|meta-small|VMware", "prompt": "c112-m3", "model": "meta-small", "cat": "sd-wan", "variant": "comparative", "raw": "VMware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top SD-WAN vendors include Cisco, Fortinet, VMware, Palo Alto, Versa, Aruba, and Zscaler."}, {"id": "mai-20260917-0922-baseline|c112-m3|meta-small|Palo Alto", "prompt": "c112-m3", "model": "meta-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top SD-WAN vendors include Cisco, Fortinet, VMware, Palo Alto, Versa, Aruba, and Zscaler."}, {"id": "mai-20260917-0922-baseline|c112-m3|meta-small|Versa", "prompt": "c112-m3", "model": "meta-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top SD-WAN vendors include Cisco, Fortinet, VMware, Palo Alto, Versa, Aruba, and Zscaler."}, {"id": "mai-20260917-0922-baseline|c112-m3|meta-small|Aruba", "prompt": "c112-m3", "model": "meta-small", "cat": "sd-wan", "variant": "comparative", "raw": "Aruba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top SD-WAN vendors include Cisco, Fortinet, VMware, Palo Alto, Versa, Aruba, and Zscaler."}, {"id": "mai-20260917-0922-baseline|c112-m3|meta-small|Zscaler", "prompt": "c112-m3", "model": "meta-small", "cat": "sd-wan", "variant": "comparative", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top SD-WAN vendors include Cisco, Fortinet, VMware, Palo Alto, Versa, Aruba, and Zscaler."}, {"id": "mai-20260917-0922-baseline|c112-m3|minimax-small|Broadcom (VMware)", "prompt": "c112-m3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "Broadcom (VMware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Strengths**: Highest score in Cloud-First WAN use case; strong performance in large hybrid WAN; strong SASE positioning"}, {"id": "mai-20260917-0922-baseline|c112-m3|minimax-small|Cisco", "prompt": "c112-m3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Cisco Catalyst SD-WAN** if you need granular control, complex routing, and have dedicated WAN engineers"}, {"id": "mai-20260917-0922-baseline|c112-m3|minimax-small|Fortinet", "prompt": "c112-m3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Fortinet** if security is your top priority and you want unified networking/security"}, {"id": "mai-20260917-0922-baseline|c112-m3|minimax-small|HPE", "prompt": "c112-m3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Strengths**: Seven consecutive years as a Leader; strong performance and reliability"}, {"id": "mai-20260917-0922-baseline|c112-m3|minimax-small|Palo Alto Networks", "prompt": "c112-m3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose VMware/Palo Alto** if you're moving toward SASE architecture and cloud-first strategies"}, {"id": "mai-20260917-0922-baseline|c112-m3|minimax-small|Versa Networks", "prompt": "c112-m3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Strengths**: Strong in both networking and security; flexible deployment options"}, {"id": "mai-20260917-0922-baseline|c112-m3|mistral-small|Broadcom (VMware)", "prompt": "c112-m3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "Broadcom (VMware)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Product:** VMware VeloCloud SD-WAN - **Strengths:** Comprehensive features, global customer base"}, {"id": "mai-20260917-0922-baseline|c112-m3|mistral-small|Cisco", "prompt": "c112-m3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cisco Catalyst SD-WAN (for advanced enterprise use) and Cisco Meraki SD-WAN (for mid-size organizations)"}, {"id": "mai-20260917-0922-baseline|c112-m3|mistral-small|Fortinet", "prompt": "c112-m3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Differentiators:** Strong security integration (ideal for enterprises prioritizing security), but may have some limitations in pure networking features."}, {"id": "mai-20260917-0922-baseline|c112-m3|mistral-small|Hewlett Packard Enterprise (HPE)", "prompt": "c112-m3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "Hewlett Packard Enterprise (HPE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HPE Aruba EdgeConnect ... usability and multiple product offerings can be a challenge."}, {"id": "mai-20260917-0922-baseline|c112-m3|mistral-small|Palo Alto Networks", "prompt": "c112-m3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Differentiators:** High cost, and some confusion due to dual-product strategy"}, {"id": "mai-20260917-0922-baseline|c112-m3|mistral-small|Versa Networks", "prompt": "c112-m3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Known for strong networking and security features, multi-tenancy, and scalability."}, {"id": "mai-20260917-0922-baseline|c112-m3|mistral-small|Juniper", "prompt": "c112-m3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "Juniper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "others (like Juniper) use a single-orchestrator model"}, {"id": "mai-20260917-0922-baseline|c112-m3|moonshot-small|Cisco", "prompt": "c112-m3", "model": "moonshot-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Complex enterprise with advanced routing needs? → Cisco Catalyst"}, {"id": "mai-20260917-0922-baseline|c112-m3|moonshot-small|Broadcom (VMware)", "prompt": "c112-m3", "model": "moonshot-small", "cat": "sd-wan", "variant": "comparative", "raw": "Broadcom (VMware)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution: Limited innovation since Broadcom acquisition, customer concerns about roadmap"}, {"id": "mai-20260917-0922-baseline|c112-m3|moonshot-small|Fortinet", "prompt": "c112-m3", "model": "moonshot-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Security is paramount? → Fortinet or Palo Alto"}, {"id": "mai-20260917-0922-baseline|c112-m3|moonshot-small|HPE (Aruba)", "prompt": "c112-m3", "model": "moonshot-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE (Aruba)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution: Lower customer experience scores, limited vertical strategy"}, {"id": "mai-20260917-0922-baseline|c112-m3|moonshot-small|Palo Alto Networks", "prompt": "c112-m3", "model": "moonshot-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Security is paramount? → Fortinet or Palo Alto"}, {"id": "mai-20260917-0922-baseline|c112-m3|moonshot-small|Versa Networks", "prompt": "c112-m3", "model": "moonshot-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Service provider or multi-tenant needs? → Versa"}, {"id": "mai-20260917-0922-baseline|c112-m3|openai-small|Cisco Catalyst SD-WAN", "prompt": "c112-m3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco** is often the default choice.  \n- Best for complex routing, large WAN hierarchies, and Cisco-centric environments."}, {"id": "mai-20260917-0922-baseline|c112-m3|openai-small|Palo Alto Networks Prisma SD-WAN", "prompt": "c112-m3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Palo Alto** if SD-WAN is part of a broader security/SASE program."}, {"id": "mai-20260917-0922-baseline|c112-m3|openai-small|HPE Aruba EdgeConnect SD-WAN", "prompt": "c112-m3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE Aruba EdgeConnect SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HPE Aruba EdgeConnect** if performance across bad links is critical."}, {"id": "mai-20260917-0922-baseline|c112-m3|openai-small|Fortinet Secure SD-WAN", "prompt": "c112-m3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fortinet** if you want security and WAN in one vendor stack."}, {"id": "mai-20260917-0922-baseline|c112-m3|openai-small|Juniper AI-Driven SD-WAN", "prompt": "c112-m3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Juniper AI-Driven SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Juniper** if operational simplicity and AI assurance are key."}, {"id": "mai-20260917-0922-baseline|c112-m3|openai-small|Versa Networks", "prompt": "c112-m3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Versa** if you need high flexibility or service-provider-grade architecture."}, {"id": "mai-20260917-0922-baseline|c112-m3|xai-small|Broadcom (VMware SASE SD-WAN)", "prompt": "c112-m3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Broadcom (VMware SASE SD-WAN)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Slower innovation post-acquisition, customer experience concerns."}, {"id": "mai-20260917-0922-baseline|c112-m3|xai-small|Cisco", "prompt": "c112-m3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Complex support/management (separate platforms for Catalyst/Meraki), higher TCO for large setups."}, {"id": "mai-20260917-0922-baseline|c112-m3|xai-small|Fortinet (Secure SD-WAN)", "prompt": "c112-m3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet (Secure SD-WAN)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top security (NGFW integrated), high customer satisfaction (4.9/5 Peer Insights), cost-effective"}, {"id": "mai-20260917-0922-baseline|c112-m3|xai-small|HPE (Aruba EdgeConnect)", "prompt": "c112-m3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE (Aruba EdgeConnect)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Usability issues, multiple products; marketing stronger than some execution scores."}, {"id": "mai-20260917-0922-baseline|c112-m3|xai-small|Palo Alto Networks (Prisma SD-WAN)", "prompt": "c112-m3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks (Prisma SD-WAN)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong SASE integration, cloud-native, AI-driven policies"}, {"id": "mai-20260917-0922-baseline|c112-m3|xai-small|Versa Networks (Versa SD-WAN)", "prompt": "c112-m3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks (Versa SD-WAN)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Smaller scale vs. giants; less brand recognition."}, {"id": "mai-20260917-0922-baseline|c112-m3|xai-small|Citrix", "prompt": "c112-m3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Citrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notable mentions include Citrix and VMware (pre-Broadcom merger)"}, {"id": "mai-20260917-0922-baseline|c112-m3|zai-small|Cisco", "prompt": "c112-m3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cisco Catalyst SD‑WAN (formerly Viptela) – enterprise‑grade, controller‑dependent"}, {"id": "mai-20260917-0922-baseline|c112-m3|zai-small|Fortinet", "prompt": "c112-m3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Fortinet Secure SD‑WAN (built on FortiGate NGFW)"}, {"id": "mai-20260917-0922-baseline|c112-m3|zai-small|HPE (Aruba Networking)", "prompt": "c112-m3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE (Aruba Networking)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "EdgeConnect SD‑WAN"}, {"id": "mai-20260917-0922-baseline|c112-m3|zai-small|Palo Alto Networks", "prompt": "c112-m3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prisma SD‑WAN (derived from CloudGenix) – AppFabric cloud controller"}, {"id": "mai-20260917-0922-baseline|c112-m3|zai-small|Versa Networks", "prompt": "c112-m3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Versa Secure SD‑WAN – full‑featured, carrier‑grade"}, {"id": "mai-20260917-0922-baseline|c112-m3|zai-small|Broadcom (VMware)", "prompt": "c112-m3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Broadcom (VMware)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "VMware SD‑WAN (formerly VeloCloud)"}, {"id": "mai-20260917-0922-baseline|c112-m4|alibaba-small|Fortinet", "prompt": "c112-m4", "model": "alibaba-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Overall Value King: **Fortinet** ... widely considered the industry leader for price-to-performance."}, {"id": "mai-20260917-0922-baseline|c112-m4|alibaba-small|Sophos", "prompt": "c112-m4", "model": "alibaba-small", "cat": "sd-wan", "variant": "budget", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Ease of Use & Support: **Sophos**"}, {"id": "mai-20260917-0922-baseline|c112-m4|alibaba-small|Peplink", "prompt": "c112-m4", "model": "alibaba-small", "cat": "sd-wan", "variant": "budget", "raw": "Peplink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Branch Offices: **Peplink**"}, {"id": "mai-20260917-0922-baseline|c112-m4|alibaba-small|Cisco", "prompt": "c112-m4", "model": "alibaba-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "much easier to navigate than competitors like Cisco or VMware"}, {"id": "mai-20260917-0922-baseline|c112-m4|alibaba-small|VMware", "prompt": "c112-m4", "model": "alibaba-small", "cat": "sd-wan", "variant": "budget", "raw": "VMware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "much easier to navigate than competitors like Cisco or VMware"}, {"id": "mai-20260917-0922-baseline|c112-m4|alibaba-small|MikroTik", "prompt": "c112-m4", "model": "alibaba-small", "cat": "sd-wan", "variant": "budget", "raw": "MikroTik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The Catch: The learning curve is steep. You cannot simply \"buy and plug in.\""}, {"id": "mai-20260917-0922-baseline|c112-m4|alibaba-small|VyOS / OPNsense", "prompt": "c112-m4", "model": "alibaba-small", "cat": "sd-wan", "variant": "budget", "raw": "VyOS / OPNsense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Zero software cost, but high maintenance cost. You are responsible for every update, security patch, and bug fix yourself."}, {"id": "mai-20260917-0922-baseline|c112-m4|anthropic-small|Aryaka Networks", "prompt": "c112-m4", "model": "anthropic-small", "cat": "sd-wan", "variant": "budget", "raw": "Aryaka Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Aryaka offers entry-level pricing starting at $150 per site per month, making it suitable for small to medium-sized enterprises."}, {"id": "mai-20260917-0922-baseline|c112-m4|anthropic-small|Fortinet Secure SD-WAN", "prompt": "c112-m4", "model": "anthropic-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortinet offers industry-leading security at a cost ratio of $2 per protected Mbps, which can provide good value for SMBs."}, {"id": "mai-20260917-0922-baseline|c112-m4|anthropic-small|Cisco Meraki", "prompt": "c112-m4", "model": "anthropic-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Meraki", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "many reviews note that licensing costs can be high, which may be a concern for smaller organizations."}, {"id": "mai-20260917-0922-baseline|c112-m4|challenger-small|Cisco SD-WAN (Viptela)", "prompt": "c112-m4", "model": "challenger-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest low-cost pick in the results is **Cisco SD-WAN (Viptela)**"}, {"id": "mai-20260917-0922-baseline|c112-m4|challenger-small|Cisco Meraki", "prompt": "c112-m4", "model": "challenger-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Meraki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cisco Meraki** is also a strong budget-friendly option for small businesses"}, {"id": "mai-20260917-0922-baseline|c112-m4|challenger-small|Fortinet SD-WAN", "prompt": "c112-m4", "model": "challenger-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another cost-conscious alternative, **Fortinet SD-WAN** is repeatedly described as budget-friendly"}, {"id": "mai-20260917-0922-baseline|c112-m4|deepseek-small|Fortinet FortiGate SD-WAN", "prompt": "c112-m4", "model": "deepseek-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet FortiGate SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet FortiGate SD-WAN** is consistently rated the best value pick"}, {"id": "mai-20260917-0922-baseline|c112-m4|deepseek-small|Cisco Meraki", "prompt": "c112-m4", "model": "deepseek-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Meraki", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Meraki appliances stop functioning entirely once the license expires**, which is a risk on a tight budget."}, {"id": "mai-20260917-0922-baseline|c112-m4|deepseek-small|Ubiquiti", "prompt": "c112-m4", "model": "deepseek-small", "cat": "sd-wan", "variant": "budget", "raw": "Ubiquiti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look at **Ubiquiti** or **Peplink** first before committing to a bigger platform"}, {"id": "mai-20260917-0922-baseline|c112-m4|deepseek-small|Peplink", "prompt": "c112-m4", "model": "deepseek-small", "cat": "sd-wan", "variant": "budget", "raw": "Peplink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very affordable | Multi-site businesses, budget-conscious"}, {"id": "mai-20260917-0922-baseline|c112-m4|deepseek-small|Cisco SD-WAN (Viptela)", "prompt": "c112-m4", "model": "deepseek-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Flexible, but license-heavy at scale"}, {"id": "mai-20260917-0922-baseline|c112-m4|google-small|Ubiquiti UniFi", "prompt": "c112-m4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "Ubiquiti UniFi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ubiquiti UniFi** is arguably the best overall choice."}, {"id": "mai-20260917-0922-baseline|c112-m4|google-small|Fortinet FortiGate", "prompt": "c112-m4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fortinet** is the undisputed budget king."}, {"id": "mai-20260917-0922-baseline|c112-m4|google-small|TP-Link Omada", "prompt": "c112-m4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "TP-Link Omada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Ultra-Budget Alternative ... the closest direct competitor."}, {"id": "mai-20260917-0922-baseline|c112-m4|google-small|Cisco Meraki", "prompt": "c112-m4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Meraki", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High long-term total cost of ownership due to mandatory annual subscription renewals."}, {"id": "mai-20260917-0922-baseline|c112-m4|google-small|pfSense", "prompt": "c112-m4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "pfSense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Open-Source / DIY ... $0 for software."}, {"id": "mai-20260917-0922-baseline|c112-m4|google-small|OPNsense", "prompt": "c112-m4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "OPNsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Running **pfSense** or **OPNsense** on commodity x86 hardware"}, {"id": "mai-20260917-0922-baseline|c112-m4|google-small|flexiWAN", "prompt": "c112-m4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "flexiWAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**flexiWAN** is a dedicated open-source SD-WAN platform with a modular architecture."}, {"id": "mai-20260917-0922-baseline|c112-m4|google-small|Cisco", "prompt": "c112-m4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Unlike major competitors like Cisco or Palo Alto"}, {"id": "mai-20260917-0922-baseline|c112-m4|google-small|Palo Alto", "prompt": "c112-m4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Unlike major competitors like Cisco or Palo Alto"}, {"id": "mai-20260917-0922-baseline|c112-m4|meta-small|Cisco SD-WAN (Viptela)", "prompt": "c112-m4", "model": "meta-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SD-WAN platform for a company with a limited budget is Cisco SD-WAN (Viptela) at $20-$100 per site per month"}, {"id": "mai-20260917-0922-baseline|c112-m4|meta-small|Fortinet SD-WAN", "prompt": "c112-m4", "model": "meta-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other affordable options include Fortinet SD-WAN ($30-$100 per site per month)"}, {"id": "mai-20260917-0922-baseline|c112-m4|meta-small|VMware VeloCloud", "prompt": "c112-m4", "model": "meta-small", "cat": "sd-wan", "variant": "budget", "raw": "VMware VeloCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "VMware VeloCloud ($40-$150 per edge per month)"}, {"id": "mai-20260917-0922-baseline|c112-m4|meta-small|Peplink", "prompt": "c112-m4", "model": "meta-small", "cat": "sd-wan", "variant": "budget", "raw": "Peplink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Peplink and Fortinet also provide reliable and budget-friendly SD-WAN alternatives"}, {"id": "mai-20260917-0922-baseline|c112-m4|minimax-small|Cisco SD-WAN (Viptela)", "prompt": "c112-m4", "model": "minimax-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget with good features, **Cisco SD-WAN (Viptela)** or **Fortinet SD-WAN** would be your best choices"}, {"id": "mai-20260917-0922-baseline|c112-m4|minimax-small|Fortinet SD-WAN", "prompt": "c112-m4", "model": "minimax-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the tightest budget with good features, **Cisco SD-WAN (Viptela)** or **Fortinet SD-WAN** would be your best choices"}, {"id": "mai-20260917-0922-baseline|c112-m4|minimax-small|Peplink", "prompt": "c112-m4", "model": "minimax-small", "cat": "sd-wan", "variant": "budget", "raw": "Peplink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Peplink is frequently mentioned as a reliable and budget-friendly alternative"}, {"id": "mai-20260917-0922-baseline|c112-m4|minimax-small|VMware VeloCloud", "prompt": "c112-m4", "model": "minimax-small", "cat": "sd-wan", "variant": "budget", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While slightly more expensive, it offers good features for the price"}, {"id": "mai-20260917-0922-baseline|c112-m4|mistral-small|Cisco SD-WAN (Viptela)", "prompt": "c112-m4", "model": "mistral-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco SD-WAN (Viptela)** and **Fortinet SD-WAN** are the most recommended options for budget-conscious companies"}, {"id": "mai-20260917-0922-baseline|c112-m4|mistral-small|Fortinet SD-WAN", "prompt": "c112-m4", "model": "mistral-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cisco SD-WAN (Viptela)** and **Fortinet SD-WAN** are the most recommended options for budget-conscious companies"}, {"id": "mai-20260917-0922-baseline|c112-m4|mistral-small|Peplink", "prompt": "c112-m4", "model": "mistral-small", "cat": "sd-wan", "variant": "budget", "raw": "Peplink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for its reliability and affordability, Peplink is often recommended for small businesses with multiple locations."}, {"id": "mai-20260917-0922-baseline|c112-m4|mistral-small|Cato Networks", "prompt": "c112-m4", "model": "mistral-small", "cat": "sd-wan", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a cloud-native SD-WAN solution at $50–$150 per site per month, providing good value"}, {"id": "mai-20260917-0922-baseline|c112-m4|mistral-small|Teltonika", "prompt": "c112-m4", "model": "mistral-small", "cat": "sd-wan", "variant": "budget", "raw": "Teltonika", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Their SD-WAN solutions are highlighted as budget-friendly and suitable for small to mid-sized businesses."}, {"id": "mai-20260917-0922-baseline|c112-m4|moonshot-small|Fortinet FortiGate SD-WAN", "prompt": "c112-m4", "model": "moonshot-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet FortiGate SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fortinet FortiGate SD-WAN ⭐ Best Value"}, {"id": "mai-20260917-0922-baseline|c112-m4|moonshot-small|Cisco SD-WAN (Viptela)", "prompt": "c112-m4", "model": "moonshot-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pricing can become complex with tiered subscriptions and bandwidth-dependent costs"}, {"id": "mai-20260917-0922-baseline|c112-m4|moonshot-small|Peplink", "prompt": "c112-m4", "model": "moonshot-small", "cat": "sd-wan", "variant": "budget", "raw": "Peplink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For the tightest budgets: Start with Fortinet or Peplink"}, {"id": "mai-20260917-0922-baseline|c112-m4|moonshot-small|Cato Networks", "prompt": "c112-m4", "model": "moonshot-small", "cat": "sd-wan", "variant": "budget", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-native, no hardware required (reduces upfront costs)"}, {"id": "mai-20260917-0922-baseline|c112-m4|openai-small|Fortinet Secure SD-WAN", "prompt": "c112-m4", "model": "openai-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick Fortinet Secure SD-WAN if the main goal is lowest total cost"}, {"id": "mai-20260917-0922-baseline|c112-m4|openai-small|Cisco Meraki SD-WAN", "prompt": "c112-m4", "model": "openai-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best SD-WAN choice is usually **Fortinet Secure SD-WAN** or **Cisco Meraki SD-WAN**"}, {"id": "mai-20260917-0922-baseline|c112-m4|openai-small|Palo Alto Prisma SD-WAN", "prompt": "c112-m4", "model": "openai-small", "cat": "sd-wan", "variant": "budget", "raw": "Palo Alto Prisma SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it’s usually not the first pick for a tight budget"}, {"id": "mai-20260917-0922-baseline|c112-m4|xai-small|Ubiquiti UniFi Dream Machine (UDM)", "prompt": "c112-m4", "model": "xai-small", "cat": "sd-wan", "variant": "budget", "raw": "Ubiquiti UniFi Dream Machine (UDM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ubiquiti UniFi Dream Machine (UDM) or Cloud Gateway series stands out as one of the most affordable SD-WAN options"}, {"id": "mai-20260917-0922-baseline|c112-m4|xai-small|Peplink Balance series", "prompt": "c112-m4", "model": "xai-small", "cat": "sd-wan", "variant": "budget", "raw": "Peplink Balance series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives:\n1. **Peplink Balance series**"}, {"id": "mai-20260917-0922-baseline|c112-m4|xai-small|Fortinet FortiGate SD-WAN", "prompt": "c112-m4", "model": "xai-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet FortiGate SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lowest TCO in benchmarks (25–40% below Cisco); scalable with integrated firewall"}, {"id": "mai-20260917-0922-baseline|c112-m4|xai-small|Cisco", "prompt": "c112-m4", "model": "xai-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Lowest TCO in benchmarks (25–40% below Cisco)"}, {"id": "mai-20260917-0922-baseline|c112-m4|xai-small|VyOS", "prompt": "c112-m4", "model": "xai-small", "cat": "sd-wan", "variant": "budget", "raw": "VyOS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "open-source like VyOS or FlexiWAN require expertise/time"}, {"id": "mai-20260917-0922-baseline|c112-m4|xai-small|FlexiWAN", "prompt": "c112-m4", "model": "xai-small", "cat": "sd-wan", "variant": "budget", "raw": "FlexiWAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "open-source like VyOS or FlexiWAN require expertise/time"}, {"id": "mai-20260917-0922-baseline|c112-m4|zai-small|Fortinet FortiGate SD‑WAN", "prompt": "c112-m4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet FortiGate SD‑WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet FortiGate SD‑WAN** offers the best TCO among mainstream vendors."}, {"id": "mai-20260917-0922-baseline|c112-m4|zai-small|Cisco Meraki MX/SD‑WAN", "prompt": "c112-m4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Meraki MX/SD‑WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cisco Meraki MX** is still a strong choice, but budget tighter than Fortinet or SaaS‑only options."}, {"id": "mai-20260917-0922-baseline|c112-m4|zai-small|VeloCloud", "prompt": "c112-m4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "VeloCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "25–40% lower TCO than Cisco/VeloCloud at scale"}, {"id": "mai-20260917-0922-baseline|c112-m4|zai-small|Ubiquiti EdgeRouter SD‑WAN", "prompt": "c112-m4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "Ubiquiti EdgeRouter SD‑WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Recommended:** **QuickSDWAN Starter** (free) or **Ubiquiti EdgeRouter SD‑WAN**"}, {"id": "mai-20260917-0922-baseline|c112-m4|zai-small|QuickSDWAN", "prompt": "c112-m4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "QuickSDWAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**If you want the absolute lowest cost and have ≤10 sites:** Start with **QuickSDWAN Starter (free)**."}, {"id": "mai-20260917-0922-baseline|c112-m4|zai-small|flexiWAN", "prompt": "c112-m4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "flexiWAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Recommended:** **flexiWAN (open‑source core + SaaS)**."}, {"id": "mai-20260917-0922-baseline|c112-m4|zai-small|Aryaka", "prompt": "c112-m4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "Aryaka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Managed service, no hardware, includes connectivity"}, {"id": "mai-20260917-0922-baseline|c112-m4|zai-small|Bigleaf", "prompt": "c112-m4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "Bigleaf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Use SaaS‑only options (QuickSDWAN, Aryaka, Bigleaf)"}, {"id": "mai-20260917-0922-baseline|c112-m4|zai-small|Cato", "prompt": "c112-m4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "Cato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Aryaka / Bigleaf / Cato** | $1.8–$300/month (per site, varies)"}, {"id": "mai-20260917-0922-baseline|c112-m4|zai-small|OpenWrt / VyOS with SD‑WAN add‑ons", "prompt": "c112-m4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "OpenWrt / VyOS with SD‑WAN add‑ons", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Steep learning curve, limited support, requires in‑house expertise"}, {"id": "mai-20260917-0922-baseline|c112-m5|alibaba-small|Cisco Viptela / Meraki MX", "prompt": "c112-m5", "model": "alibaba-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco Viptela / Meraki MX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Good if you already have Cisco switches. Very robust, but can be expensive and licensing-heavy."}, {"id": "mai-20260917-0922-baseline|c112-m5|alibaba-small|Palo Alto Networks", "prompt": "c112-m5", "model": "alibaba-small", "cat": "sd-wan", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Excellent security integration, but the learning curve is steeper."}, {"id": "mai-20260917-0922-baseline|c112-m5|alibaba-small|Fortinet", "prompt": "c112-m5", "model": "alibaba-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great value proposition; offers hardware that is both SD-WAN and Firewall. Very popular in the mid-market due to price/performance ratio."}, {"id": "mai-20260917-0922-baseline|c112-m5|alibaba-small|Versa Networks", "prompt": "c112-m5", "model": "alibaba-small", "cat": "sd-wan", "variant": "scale", "raw": "Versa Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Very strong mid-market player... Highly recommended for pure-play SD-WAN needs."}, {"id": "mai-20260917-0922-baseline|c112-m5|alibaba-small|VMware NSX (VeloCloud)", "prompt": "c112-m5", "model": "alibaba-small", "cat": "sd-wan", "variant": "scale", "raw": "VMware NSX (VeloCloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are a VMware shop, this integrates deeply."}, {"id": "mai-20260917-0922-baseline|c112-m5|alibaba-small|Aruba (HPE)", "prompt": "c112-m5", "model": "alibaba-small", "cat": "sd-wan", "variant": "scale", "raw": "Aruba (HPE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Aruba's SD-WAN (formerly SilverPeak) pairs very well."}, {"id": "mai-20260917-0922-baseline|c112-m5|alibaba-small|Teltonica Networks", "prompt": "c112-m5", "model": "alibaba-small", "cat": "sd-wan", "variant": "scale", "raw": "Teltonica Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Very low cost, great for basic ROBO setups if budget is tight."}, {"id": "mai-20260917-0922-baseline|c112-m5|anthropic-small|Cisco", "prompt": "c112-m5", "model": "anthropic-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Software-only vendors (like Cisco, VMware, Fortinet) supply the platform and edge hardware but don't own the underlying network infrastructure."}, {"id": "mai-20260917-0922-baseline|c112-m5|anthropic-small|VMware", "prompt": "c112-m5", "model": "anthropic-small", "cat": "sd-wan", "variant": "scale", "raw": "VMware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Software-only vendors (like Cisco, VMware, Fortinet) supply the platform and edge hardware"}, {"id": "mai-20260917-0922-baseline|c112-m5|anthropic-small|Fortinet", "prompt": "c112-m5", "model": "anthropic-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Software-only vendors (like Cisco, VMware, Fortinet) supply the platform and edge hardware"}, {"id": "mai-20260917-0922-baseline|c112-m5|deepseek-small|Cisco", "prompt": "c112-m5", "model": "deepseek-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Specific Questions to Ask Vendors (from the Cisco checklist)"}, {"id": "mai-20260917-0922-baseline|c112-m5|deepseek-small|Fortinet", "prompt": "c112-m5", "model": "deepseek-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "specific vendor comparisons (e.g., Cisco, Fortinet, Palo Alto, Aruba, Versa)"}, {"id": "mai-20260917-0922-baseline|c112-m5|deepseek-small|Palo Alto", "prompt": "c112-m5", "model": "deepseek-small", "cat": "sd-wan", "variant": "scale", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specific vendor comparisons (e.g., Cisco, Fortinet, Palo Alto, Aruba, Versa)"}, {"id": "mai-20260917-0922-baseline|c112-m5|deepseek-small|Aruba", "prompt": "c112-m5", "model": "deepseek-small", "cat": "sd-wan", "variant": "scale", "raw": "Aruba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specific vendor comparisons (e.g., Cisco, Fortinet, Palo Alto, Aruba, Versa)"}, {"id": "mai-20260917-0922-baseline|c112-m5|deepseek-small|Versa", "prompt": "c112-m5", "model": "deepseek-small", "cat": "sd-wan", "variant": "scale", "raw": "Versa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific vendor comparisons (e.g., Cisco, Fortinet, Palo Alto, Aruba, Versa)"}, {"id": "mai-20260917-0922-baseline|c112-m5|google-small|Fortinet (FortiGate Secure SD-WAN)", "prompt": "c112-m5", "model": "google-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet (FortiGate Secure SD-WAN)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "*Highly recommended for cost and consolidation.* ... Fortinet is the market leader in value."}, {"id": "mai-20260917-0922-baseline|c112-m5|google-small|Cisco Meraki", "prompt": "c112-m5", "model": "google-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco Meraki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Best for ultra-lean IT teams.*"}, {"id": "mai-20260917-0922-baseline|c112-m5|google-small|Palo Alto Networks (Prisma SD-WAN)", "prompt": "c112-m5", "model": "google-small", "cat": "sd-wan", "variant": "scale", "raw": "Palo Alto Networks (Prisma SD-WAN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best if security is your absolute #1 priority.* ... though it carries a premium price tag."}, {"id": "mai-20260917-0922-baseline|c112-m5|google-small|HPE Aruba (EdgeConnect)", "prompt": "c112-m5", "model": "google-small", "cat": "sd-wan", "variant": "scale", "raw": "HPE Aruba (EdgeConnect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Excellent for hybrid environments.* Extremely strong in WAN optimization and dynamic path control."}, {"id": "mai-20260917-0922-baseline|c112-m5|minimax-small|Cisco Viptela", "prompt": "c112-m5", "model": "minimax-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco Viptela", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most leading vendors (Cisco Viptela, VMware SD-WAN, Fortinet, Palo Alto Prisma, Aryaka) offer this."}, {"id": "mai-20260917-0922-baseline|c112-m5|minimax-small|VMware SD-WAN", "prompt": "c112-m5", "model": "minimax-small", "cat": "sd-wan", "variant": "scale", "raw": "VMware SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Most leading vendors (Cisco Viptela, VMware SD-WAN, Fortinet, Palo Alto Prisma, Aryaka) offer this."}, {"id": "mai-20260917-0922-baseline|c112-m5|minimax-small|Fortinet", "prompt": "c112-m5", "model": "minimax-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most leading vendors (Cisco Viptela, VMware SD-WAN, Fortinet, Palo Alto Prisma, Aryaka) offer this."}, {"id": "mai-20260917-0922-baseline|c112-m5|minimax-small|Palo Alto Prisma", "prompt": "c112-m5", "model": "minimax-small", "cat": "sd-wan", "variant": "scale", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Most leading vendors (Cisco Viptela, VMware SD-WAN, Fortinet, Palo Alto Prisma, Aryaka) offer this."}, {"id": "mai-20260917-0922-baseline|c112-m5|minimax-small|Aryaka", "prompt": "c112-m5", "model": "minimax-small", "cat": "sd-wan", "variant": "scale", "raw": "Aryaka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Most leading vendors (Cisco Viptela, VMware SD-WAN, Fortinet, Palo Alto Prisma, Aryaka) offer this."}, {"id": "mai-20260917-0922-baseline|c112-m5|mistral-small|Cisco (Viptela/ENCS)", "prompt": "c112-m5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco (Viptela/ENCS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vendors like Cisco (Viptela/ENCS), VMware (Velocloud), Fortinet, Palo Alto (Prisma SD-WAN), Versa, and Aryaka are common choices."}, {"id": "mai-20260917-0922-baseline|c112-m5|mistral-small|VMware (Velocloud)", "prompt": "c112-m5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "VMware (Velocloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vendors like Cisco (Viptela/ENCS), VMware (Velocloud), Fortinet, Palo Alto (Prisma SD-WAN), Versa, and Aryaka are common choices."}, {"id": "mai-20260917-0922-baseline|c112-m5|mistral-small|Fortinet", "prompt": "c112-m5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vendors like Cisco (Viptela/ENCS), VMware (Velocloud), Fortinet, Palo Alto (Prisma SD-WAN), Versa, and Aryaka are common choices."}, {"id": "mai-20260917-0922-baseline|c112-m5|mistral-small|Palo Alto (Prisma SD-WAN)", "prompt": "c112-m5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "Palo Alto (Prisma SD-WAN)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Vendors like Cisco (Viptela/ENCS), VMware (Velocloud), Fortinet, Palo Alto (Prisma SD-WAN), Versa, and Aryaka are common choices."}, {"id": "mai-20260917-0922-baseline|c112-m5|mistral-small|Versa", "prompt": "c112-m5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "Versa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Versa, and Aryaka are common choices."}, {"id": "mai-20260917-0922-baseline|c112-m5|mistral-small|Aryaka", "prompt": "c112-m5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "Aryaka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Versa, and Aryaka are common choices."}, {"id": "mai-20260917-0922-baseline|c112-m5|moonshot-small|Cisco Meraki", "prompt": "c112-m5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco Meraki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Cloud-managed solutions** (like Cisco Meraki) for lean IT operations and ease of use"}, {"id": "mai-20260917-0922-baseline|c112-m5|moonshot-small|Cisco Catalyst SD-WAN", "prompt": "c112-m5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enterprise-grade platforms** (like Cisco Catalyst SD-WAN, Fortinet, or VMware VeloCloud) if you need advanced features"}, {"id": "mai-20260917-0922-baseline|c112-m5|moonshot-small|Fortinet", "prompt": "c112-m5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fortinet** | Security + Value | Integrated NGFW, 25-40% lower TCO"}, {"id": "mai-20260917-0922-baseline|c112-m5|moonshot-small|VMware VeloCloud", "prompt": "c112-m5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong cloud on-ramp, post-acquisition pricing changes"}, {"id": "mai-20260917-0922-baseline|c112-m5|moonshot-small|Palo Alto Prisma", "prompt": "c112-m5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Palo Alto** | SASE leadership | Strong Prisma SASE convergence"}, {"id": "mai-20260917-0922-baseline|c112-m5|moonshot-small|HPE Aruba", "prompt": "c112-m5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "HPE Aruba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HPE Aruba** | Unified networking | EdgeConnect + SD-Branch integration"}, {"id": "mai-20260917-0922-baseline|c112-m5|moonshot-small|Versa", "prompt": "c112-m5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "Versa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Versa** | True single-vendor SASE | All-in-one platform approach"}, {"id": "mai-20260917-0922-baseline|c112-m5|xai-small|Cisco (Catalyst/Meraki)", "prompt": "c112-m5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco (Catalyst/Meraki)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3–5 vendors**: Cisco Meraki (easy for mid-market)"}, {"id": "mai-20260917-0922-baseline|c112-m5|xai-small|Fortinet", "prompt": "c112-m5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortinet Secure SD-WAN (security focus)"}, {"id": "mai-20260917-0922-baseline|c112-m5|xai-small|HPE Aruba", "prompt": "c112-m5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "HPE Aruba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HPE Aruba (performance)"}, {"id": "mai-20260917-0922-baseline|c112-m5|xai-small|Palo Alto Networks", "prompt": "c112-m5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Per 2024 Gartner Magic Quadrant Leaders: Cisco (Catalyst/Meraki), Fortinet, HPE Aruba, Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c112-m5|xai-small|Broadcom (VMware SASE)", "prompt": "c112-m5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "Broadcom (VMware SASE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Broadcom (VMware SASE), Versa Networks"}, {"id": "mai-20260917-0922-baseline|c112-m5|xai-small|Versa Networks", "prompt": "c112-m5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "Versa Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Versa (cloud-native value)"}, {"id": "mai-20260917-0922-baseline|c112-m6|alibaba-small|Cisco Viptela (Cisco Catalyst SD-WAN)", "prompt": "c112-m6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Viptela (Cisco Catalyst SD-WAN)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some networking professionals actively advise avoiding Viptela in favor of alternative Cisco platforms (like Meraki) or competing vendors."}, {"id": "mai-20260917-0922-baseline|c112-m6|alibaba-small|VMware VeloCloud (Now Broadcom)", "prompt": "c112-m6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware VeloCloud (Now Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Multiple community reports indicate VeloCloud's development and momentum have declined significantly under Broadcom ownership."}, {"id": "mai-20260917-0922-baseline|c112-m6|alibaba-small|Cato Networks", "prompt": "c112-m6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For large enterprises: Look at **Cato Networks**... all have mature ecosystems and integrated security."}, {"id": "mai-20260917-0922-baseline|c112-m6|alibaba-small|Palo Alto Networks Prisma Access", "prompt": "c112-m6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Palo Alto Networks Prisma Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look at **Cato Networks**, **Palo Alto Networks Prisma Access**, **Netskope Borderless**, **Fortinet Secure SD-WAN**, or **Aruba EdgeConnect**"}, {"id": "mai-20260917-0922-baseline|c112-m6|alibaba-small|Netskope Borderless", "prompt": "c112-m6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Netskope Borderless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Netskope Borderless**... all have mature ecosystems and integrated security."}, {"id": "mai-20260917-0922-baseline|c112-m6|alibaba-small|Fortinet Secure SD-WAN", "prompt": "c112-m6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Fortinet Secure SD-WAN**... all have mature ecosystems and integrated security."}, {"id": "mai-20260917-0922-baseline|c112-m6|alibaba-small|Aruba EdgeConnect", "prompt": "c112-m6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Aruba EdgeConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Aruba EdgeConnect** (acquired Silver Peak)—all have mature ecosystems and integrated security."}, {"id": "mai-20260917-0922-baseline|c112-m6|alibaba-small|Meraki MX", "prompt": "c112-m6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Meraki MX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Cisco shops**: Consider Meraki MX for smaller deployments"}, {"id": "mai-20260917-0922-baseline|c112-m6|alibaba-small|Check Point", "prompt": "c112-m6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Palo Alto/Check Point shops**: Their native SD-WAN offers good security convergence"}, {"id": "mai-20260917-0922-baseline|c112-m6|anthropic-small|Cisco SD-WAN", "prompt": "c112-m6", "model": "anthropic-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco SD-WAN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Cisco SD-WAN systems have been actively targeted by malicious cyber actors globally, with attackers exploiting an authentication bypass vulnerability"}, {"id": "mai-20260917-0922-baseline|c112-m6|challenger-small|Cisco Viptela", "prompt": "c112-m6", "model": "challenger-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Viptela", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "critical comments about **Cisco Viptela**, **Palo Alto Prisma SD-WAN**, **VMware VeloCloud**, and **Windstream** in forum posts, but those are anecdotal"}, {"id": "mai-20260917-0922-baseline|c112-m6|challenger-small|Palo Alto Prisma SD-WAN", "prompt": "c112-m6", "model": "challenger-small", "cat": "sd-wan", "variant": "negative", "raw": "Palo Alto Prisma SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "critical comments about **Cisco Viptela**, **Palo Alto Prisma SD-WAN**, **VMware VeloCloud**, and **Windstream** in forum posts, but those are anecdotal"}, {"id": "mai-20260917-0922-baseline|c112-m6|challenger-small|VMware VeloCloud", "prompt": "c112-m6", "model": "challenger-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "critical comments about ... **VMware VeloCloud**, and **Windstream** in forum posts, but those are anecdotal"}, {"id": "mai-20260917-0922-baseline|c112-m6|challenger-small|Windstream", "prompt": "c112-m6", "model": "challenger-small", "cat": "sd-wan", "variant": "negative", "raw": "Windstream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "critical comments about ... **Windstream** in forum posts, but those are anecdotal and should not be treated as authoritative"}, {"id": "mai-20260917-0922-baseline|c112-m6|deepseek-small|Cisco Viptela (Legacy vEdge OS)", "prompt": "c112-m6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Viptela (Legacy vEdge OS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If a partner tries to sell you traditional Viptela hardware, **avoid it**."}, {"id": "mai-20260917-0922-baseline|c112-m6|deepseek-small|VMware VeloCloud", "prompt": "c112-m6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the platform is in a high-risk transition phase... **Be cautious** if a reseller pitches you \"VMware VeloCloud\""}, {"id": "mai-20260917-0922-baseline|c112-m6|deepseek-small|Palo Alto Networks (Traditional PAN-OS SD-WAN Hardware)", "prompt": "c112-m6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Palo Alto Networks (Traditional PAN-OS SD-WAN Hardware)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid:** Legacy Cisco Viptela hardware, old Palo Alto ION boxes"}, {"id": "mai-20260917-0922-baseline|c112-m6|deepseek-small|Peplink", "prompt": "c112-m6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Peplink", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**avoid** them if you are building a large-scale enterprise or global network"}, {"id": "mai-20260917-0922-baseline|c112-m6|deepseek-small|Barracuda", "prompt": "c112-m6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their WAN edge routing capabilities lag behind leaders, and Gartner flagged them for poor market momentum"}, {"id": "mai-20260917-0922-baseline|c112-m6|deepseek-small|FatPipe", "prompt": "c112-m6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "FatPipe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they have struggled with innovation and have fallen far behind in cloud/SASE integration"}, {"id": "mai-20260917-0922-baseline|c112-m6|deepseek-small|Riverbed (SteelConnect)", "prompt": "c112-m6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Riverbed (SteelConnect)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "They lack the modern SASE ecosystem and have low customer interest in inquiries."}, {"id": "mai-20260917-0922-baseline|c112-m6|deepseek-small|Nuage Networks (now Alcatel-Lucent Enterprise / Nokia)", "prompt": "c112-m6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Nuage Networks (now Alcatel-Lucent Enterprise / Nokia)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they have poor market visibility and geographic reach"}, {"id": "mai-20260917-0922-baseline|c112-m6|deepseek-small|Cradlepoint", "prompt": "c112-m6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Cradlepoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "often inadequate for primary, diverse, wired enterprise WANs. Caution needed"}, {"id": "mai-20260917-0922-baseline|c112-m6|deepseek-small|Fortinet", "prompt": "c112-m6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "choosing a vendor like Cisco Viptela, VMware, or Fortinet and assuming the internet underlay will \"just work.\""}, {"id": "mai-20260917-0922-baseline|c112-m6|deepseek-small|Versa", "prompt": "c112-m6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Versa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Certain historical Versa code versions would hit a session limit and lock up the device"}, {"id": "mai-20260917-0922-baseline|c112-m6|deepseek-small|Cisco Catalyst", "prompt": "c112-m6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Catalyst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Expect misrouting if you don't do a full lab test."}, {"id": "mai-20260917-0922-baseline|c112-m6|google-small|Arista VeloCloud", "prompt": "c112-m6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Arista VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Proceed with Caution due to Vendor Transition ... the platform is currently in a **transitional phase**"}, {"id": "mai-20260917-0922-baseline|c112-m6|google-small|Cisco Catalyst SD-WAN (Viptela)", "prompt": "c112-m6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Catalyst SD-WAN (Viptela)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avoid if you have a Lean IT Team ... notoriously **complex to deploy, manage, and troubleshoot**"}, {"id": "mai-20260917-0922-baseline|c112-m6|google-small|Cisco Meraki SD-WAN", "prompt": "c112-m6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid for High-Performance or Highly Complex Routing ... often critically referred to as \"SD-WAN Lite.\""}, {"id": "mai-20260917-0922-baseline|c112-m6|google-small|Fortinet FortiGate SD-WAN", "prompt": "c112-m6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet FortiGate SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution if you lack Routing Expertise ... a simple misconfiguration can easily cause route leaks"}, {"id": "mai-20260917-0922-baseline|c112-m6|google-small|Juniper Session Smart Router (SSR) on Mist", "prompt": "c112-m6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Juniper Session Smart Router (SSR) on Mist", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Caution: Still Niche ... still widely considered \"undercooked\" by network administrators"}, {"id": "mai-20260917-0922-baseline|c112-m6|google-small|Generic ISP-Managed SD-WAN", "prompt": "c112-m6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Generic ISP-Managed SD-WAN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "The Ultimate \"Avoid\": Generic ISP-Managed SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-m6|google-small|Cato Networks", "prompt": "c112-m6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you want **Absolute Simplicity** and can live with basic routing: Go **Meraki** or **Cato Networks**."}, {"id": "mai-20260917-0922-baseline|c112-m6|meta-small|Cisco Viptela", "prompt": "c112-m6", "model": "meta-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Viptela", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "A Reddit user advises against exploring Viptela."}, {"id": "mai-20260917-0922-baseline|c112-m6|meta-small|Prisma", "prompt": "c112-m6", "model": "meta-small", "cat": "sd-wan", "variant": "negative", "raw": "Prisma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The same Reddit user advises against Prisma entirely."}, {"id": "mai-20260917-0922-baseline|c112-m6|minimax-small|Cisco Viptela", "prompt": "c112-m6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Viptela", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"I strongly advise against exploring Viptela.\""}, {"id": "mai-20260917-0922-baseline|c112-m6|minimax-small|Versa SD-WAN", "prompt": "c112-m6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Versa SD-WAN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Performance claims don't hold up ... Hidden pricing ... Questionable business tactics"}, {"id": "mai-20260917-0922-baseline|c112-m6|minimax-small|Palo Alto Prisma SD-WAN", "prompt": "c112-m6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Palo Alto Prisma SD-WAN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "A recent Reddit comment explicitly says **\"Avoid Prisma entirely.\"**"}, {"id": "mai-20260917-0922-baseline|c112-m6|minimax-small|Lumen SD-WAN", "prompt": "c112-m6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Lumen SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Low overall rating (3.3/5 on G2) ... Slow deployment & support friction"}, {"id": "mai-20260917-0922-baseline|c112-m6|minimax-small|Cato Networks", "prompt": "c112-m6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Lack of pricing transparency – users cite hidden fees"}, {"id": "mai-20260917-0922-baseline|c112-m6|minimax-small|Peplink", "prompt": "c112-m6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Peplink", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Generally stable, but multi-hub route-sharing can cause routing loops"}, {"id": "mai-20260917-0922-baseline|c112-m6|minimax-small|Cisco Meraki", "prompt": "c112-m6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Meraki", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "High cost ... Limited customization"}, {"id": "mai-20260917-0922-baseline|c112-m6|mistral-small|Cisco Viptela", "prompt": "c112-m6", "model": "mistral-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Viptela", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Software-Only SD-WAN Vendors (without control over underlay network) - Examples: Cisco Viptela... **Why be cautious?**"}, {"id": "mai-20260917-0922-baseline|c112-m6|mistral-small|VMware VeloCloud (now Broadcom)", "prompt": "c112-m6", "model": "mistral-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware VeloCloud (now Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples: Cisco Viptela, VMware VeloCloud (now Broadcom), Fortinet Secure SD-WAN ... Why be cautious?"}, {"id": "mai-20260917-0922-baseline|c112-m6|mistral-small|Fortinet Secure SD-WAN", "prompt": "c112-m6", "model": "mistral-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples: Cisco Viptela, VMware VeloCloud (now Broadcom), Fortinet Secure SD-WAN ... Why be cautious?"}, {"id": "mai-20260917-0922-baseline|c112-m6|moonshot-small|VMware VeloCloud", "prompt": "c112-m6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware VeloCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Massive instability post-acquisition... Currently on VeloCloud | Plan migration strategy"}, {"id": "mai-20260917-0922-baseline|c112-m6|moonshot-small|Cisco Meraki SD-WAN", "prompt": "c112-m6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Complex enterprise routing needs | Avoid Meraki"}, {"id": "mai-20260917-0922-baseline|c112-m6|moonshot-small|Cisco Viptela", "prompt": "c112-m6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Viptela", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Vendors like **Cisco Viptela** and **Fortinet Secure SD-WAN** provide excellent software but: No control over underlying transport"}, {"id": "mai-20260917-0922-baseline|c112-m6|moonshot-small|Fortinet Secure SD-WAN", "prompt": "c112-m6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "provide excellent software but: No control over underlying transport - No SLA for internet/MPLS circuits you provide"}, {"id": "mai-20260917-0922-baseline|c112-m6|moonshot-small|Versa Networks", "prompt": "c112-m6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Versa Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Historical firmware issues (session limits causing lockups); complex configuration"}, {"id": "mai-20260917-0922-baseline|c112-m6|moonshot-small|Peplink", "prompt": "c112-m6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Peplink", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Route advertisement issues in multi-hub topologies"}, {"id": "mai-20260917-0922-baseline|c112-m6|moonshot-small|Cisco Catalyst SD-WAN", "prompt": "c112-m6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider Cisco Catalyst SD-WAN, Fortinet, Versa, or Palo Alto"}, {"id": "mai-20260917-0922-baseline|c112-m6|moonshot-small|Palo Alto", "prompt": "c112-m6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consider Cisco Catalyst SD-WAN, Fortinet, Versa, or Palo Alto"}, {"id": "mai-20260917-0922-baseline|c112-m6|xai-small|Peplink", "prompt": "c112-m6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Peplink", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms/Vendors to Avoid or Be Highly Cautious About: ... Peplink lacks rich SD-WAN/security depth ... Avoid for 100+ sites or mission-critical enterprise."}, {"id": "mai-20260917-0922-baseline|c112-m6|xai-small|FatPipe", "prompt": "c112-m6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "FatPipe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "FatPipe weak on cloud ... Avoid for 100+ sites or mission-critical enterprise."}, {"id": "mai-20260917-0922-baseline|c112-m6|xai-small|Cradlepoint", "prompt": "c112-m6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Cradlepoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Cradlepoint bandwidth-limited appliances ... Avoid for 100+ sites or mission-critical enterprise."}, {"id": "mai-20260917-0922-baseline|c112-m6|xai-small|Barracuda", "prompt": "c112-m6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Gartner\ndifferent reports ... consistently rank these as \"weakest\" across use cases"}, {"id": "mai-20260917-0922-baseline|c112-m6|xai-small|Riverbed SteelConnect", "prompt": "c112-m6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Riverbed SteelConnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Smaller/Niche Players Lagging in Enterprise Scale (e.g., ... Riverbed SteelConnect)"}, {"id": "mai-20260917-0922-baseline|c112-m6|xai-small|Cisco Viptela", "prompt": "c112-m6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Viptela", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cisco Viptela: Lower Gartner customer experience ratings; fragmented (Catalyst vs. Meraki separate UIs)."}, {"id": "mai-20260917-0922-baseline|c112-m6|xai-small|VMware VeloCloud/Broadcom", "prompt": "c112-m6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware VeloCloud/Broadcom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Post-Broadcom acquisition, reviews ding product support/innovation (\"Broadcom ruins solid products\")"}, {"id": "mai-20260917-0922-baseline|c112-m6|xai-small|Fortinet Secure SD-WAN", "prompt": "c112-m6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Fortinet Secure SD-WAN if standalone ... rely on third-party underlays ... Top-Rated Leaders: Fortinet Secure SD-WAN (highest Peer Insights: 4.9/5)"}, {"id": "mai-20260917-0922-baseline|c112-m6|xai-small|ISP-Bundled SD-WAN (e.g., Carrier Proprietary Solutions)", "prompt": "c112-m6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "ISP-Bundled SD-WAN (e.g., Carrier Proprietary Solutions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Reddit/networking forums call them \"absolute garbage\" due to vendor lock-in, poor support, and no real differentiation."}, {"id": "mai-20260917-0922-baseline|c112-m6|xai-small|Cisco", "prompt": "c112-m6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Cisco (mixed reviews: GUI slowness, licensing pains)"}, {"id": "mai-20260917-0922-baseline|c112-m6|xai-small|Versa", "prompt": "c112-m6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Versa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Versa (throughput drops with features on; \"questionable business tactics\" like rigged pricing in RFPs; Zscaler incompatibilities)"}, {"id": "mai-20260917-0922-baseline|c112-m6|xai-small|Cisco Meraki", "prompt": "c112-m6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Meraki", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Hidden licenses (e.g., Cisco Meraki, FortiGate) inflate TCO ... Meraki scaling fails in full-mesh"}, {"id": "mai-20260917-0922-baseline|c112-m6|xai-small|Palo Alto Prisma", "prompt": "c112-m6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Top-Rated Leaders (Gartner MQ 2024-ish): ... Palo Alto Prisma"}, {"id": "mai-20260917-0922-baseline|c112-m6|xai-small|HPE Aruba", "prompt": "c112-m6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "HPE Aruba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Top-Rated Leaders ... HPE Aruba"}, {"id": "mai-20260917-0922-baseline|c112-m6|xai-small|Cato Networks", "prompt": "c112-m6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Cato Networks (cloud-native SASE)"}, {"id": "mai-20260917-0922-baseline|c112-m6|zai-small|Windstream SD‑WAN", "prompt": "c112-m6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "Windstream SD‑WAN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "One Reddit thread described it as “absolute garbage”"}, {"id": "mai-20260917-0922-baseline|c112-m6|zai-small|Spectrotel", "prompt": "c112-m6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "Spectrotel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "“absolute garbage of a company; avoid at all costs.”"}, {"id": "mai-20260917-0922-baseline|c112-m6|zai-small|Masergy", "prompt": "c112-m6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "Masergy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Also mentioned as a problematic ISP‑provided SD‑WAN solution."}, {"id": "mai-20260917-0922-baseline|c112-m6|zai-small|New Horizon Communications", "prompt": "c112-m6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "New Horizon Communications", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Listed as another ISP‑provided SD‑WAN solution to avoid."}, {"id": "mai-20260917-0922-baseline|c112-m6|zai-small|Palo Alto Networks Prisma SD‑WAN", "prompt": "c112-m6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "Palo Alto Networks Prisma SD‑WAN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "A Reddit user advised to “avoid Prisma entirely.”"}, {"id": "mai-20260917-0922-baseline|c112-m6|zai-small|Versa SD‑WAN", "prompt": "c112-m6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "Versa SD‑WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Performance claims not matching reality; throughput drops when features are enabled."}, {"id": "mai-20260917-0922-baseline|c112-m6|zai-small|VMware VeloCloud SD‑WAN", "prompt": "c112-m6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware VeloCloud SD‑WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Traffic can stop flowing; a restart or flow flush is often required to restore connectivity."}, {"id": "mai-20260917-0922-baseline|c112-m6|zai-small|HPE EdgeConnect SD‑WAN", "prompt": "c112-m6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "HPE EdgeConnect SD‑WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Critical vulnerabilities were identified that could allow remote attackers to take full control"}, {"id": "mai-20260917-0922-baseline|c112-s1|alibaba-small|Cisco Meraki", "prompt": "c112-s1", "model": "alibaba-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Meraki is widely considered the gold standard for SMBs because it is designed specifically to be managed remotely with minimal effort."}, {"id": "mai-20260917-0922-baseline|c112-s1|alibaba-small|Fortinet", "prompt": "c112-s1", "model": "alibaba-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortinet (Best Value & Security Integration)"}, {"id": "mai-20260917-0922-baseline|c112-s1|alibaba-small|Aruba EdgeConnect (formerly Silverpeak)", "prompt": "c112-s1", "model": "alibaba-small", "cat": "sd-wan", "variant": "direct", "raw": "Aruba EdgeConnect (formerly Silverpeak)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Aruba EdgeConnect (formerly Silverpeak) (Best Performance)"}, {"id": "mai-20260917-0922-baseline|c112-s1|anthropic-small|Cisco Meraki SD-WAN", "prompt": "c112-s1", "model": "anthropic-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Meraki suits small-to-medium chains (under 30 locations) prioritizing simplicity. It offers an easy-to-manage solution that doesn't require extensive IT expertise."}, {"id": "mai-20260917-0922-baseline|c112-s1|anthropic-small|Citrix SD-WAN", "prompt": "c112-s1", "model": "anthropic-small", "cat": "sd-wan", "variant": "direct", "raw": "Citrix SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Citrix SD-WAN is a strong contender for the number one spot in this review"}, {"id": "mai-20260917-0922-baseline|c112-s1|anthropic-small|VMWare SASE SD-WAN", "prompt": "c112-s1", "model": "anthropic-small", "cat": "sd-wan", "variant": "direct", "raw": "VMWare SASE SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An SD-WAN option offered by VMWare in its SASE platform"}, {"id": "mai-20260917-0922-baseline|c112-s1|challenger-small|Bigleaf Networks", "prompt": "c112-s1", "model": "challenger-small", "cat": "sd-wan", "variant": "direct", "raw": "Bigleaf Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SD-WAN platform is usually **Bigleaf Networks** if you want the simplest, small-business-focused option"}, {"id": "mai-20260917-0922-baseline|c112-s1|challenger-small|Cisco SD-WAN (Viptela)", "prompt": "c112-s1", "model": "challenger-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is another strong contender, and one 2026 small-business ranking calls it the best overall value for growing teams"}, {"id": "mai-20260917-0922-baseline|c112-s1|challenger-small|Meraki", "prompt": "c112-s1", "model": "challenger-small", "cat": "sd-wan", "variant": "direct", "raw": "Meraki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a good fit for small-to-medium chains under about 30 locations that prioritize simplicity"}, {"id": "mai-20260917-0922-baseline|c112-s1|challenger-small|Fortinet SD-WAN", "prompt": "c112-s1", "model": "challenger-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "strongest if security integration is the top requirement"}, {"id": "mai-20260917-0922-baseline|c112-s1|challenger-small|Aruba EdgeConnect", "prompt": "c112-s1", "model": "challenger-small", "cat": "sd-wan", "variant": "direct", "raw": "Aruba EdgeConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "cited by practitioners as a very strong SD-WAN solution, though this is more anecdotal"}, {"id": "mai-20260917-0922-baseline|c112-s1|deepseek-small|Cisco Meraki SD-WAN", "prompt": "c112-s1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Cisco Meraki SD-WAN — *Best overall for small B2B*"}, {"id": "mai-20260917-0922-baseline|c112-s1|deepseek-small|Fortinet FortiGate SD-WAN", "prompt": "c112-s1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet FortiGate SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Fortinet FortiGate** if you want the best value combined with strong built-in security"}, {"id": "mai-20260917-0922-baseline|c112-s1|deepseek-small|Cato Networks (SASE)", "prompt": "c112-s1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "Cato Networks (SASE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're cloud/SaaS-heavy"}, {"id": "mai-20260917-0922-baseline|c112-s1|deepseek-small|Comcast Business", "prompt": "c112-s1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "Comcast Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for pure cost efficiency"}, {"id": "mai-20260917-0922-baseline|c112-s1|deepseek-small|Windstream Enterprise", "prompt": "c112-s1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "Windstream Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "these carrier-managed SD-WAN services offer competitive pricing with the lowest entry tier"}, {"id": "mai-20260917-0922-baseline|c112-s1|deepseek-small|Viptela", "prompt": "c112-s1", "model": "deepseek-small", "cat": "sd-wan", "variant": "direct", "raw": "Viptela", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More: Fortinet or Viptela."}, {"id": "mai-20260917-0922-baseline|c112-s1|google-small|Cisco Meraki MX Series", "prompt": "c112-s1", "model": "google-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki MX Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Meraki is the gold standard for small-to-medium businesses that want enterprise-grade reliability without needing a dedicated team of network engineers."}, {"id": "mai-20260917-0922-baseline|c112-s1|google-small|Fortinet Secure SD-WAN (FortiGate Series)", "prompt": "c112-s1", "model": "google-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet Secure SD-WAN (FortiGate Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Value & Deep Security... Fortinet is the market leader."}, {"id": "mai-20260917-0922-baseline|c112-s1|google-small|Ubiquiti UniFi (Site Magic)", "prompt": "c112-s1", "model": "google-small", "cat": "sd-wan", "variant": "direct", "raw": "Ubiquiti UniFi (Site Magic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Startups & Tight Budgets"}, {"id": "mai-20260917-0922-baseline|c112-s1|google-small|Versa Titan", "prompt": "c112-s1", "model": "google-small", "cat": "sd-wan", "variant": "direct", "raw": "Versa Titan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "their **Versa Titan** solution is purpose-built for the SMB market."}, {"id": "mai-20260917-0922-baseline|c112-s1|meta-small|Cisco SD-WAN (Viptela)", "prompt": "c112-s1", "model": "meta-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SD-WAN platform for a small B2B company is Cisco SD-WAN (Viptela)"}, {"id": "mai-20260917-0922-baseline|c112-s1|meta-small|Fortinet SD-WAN", "prompt": "c112-s1", "model": "meta-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top SD-WAN vendors include Fortinet SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-s1|meta-small|VMware VeloCloud", "prompt": "c112-s1", "model": "meta-small", "cat": "sd-wan", "variant": "direct", "raw": "VMware VeloCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and VMware VeloCloud ($40–$150/per edge per month)"}, {"id": "mai-20260917-0922-baseline|c112-s1|minimax-small|Cisco Meraki", "prompt": "c112-s1", "model": "minimax-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most small B2B companies**, I'd recommend **Cisco Meraki**"}, {"id": "mai-20260917-0922-baseline|c112-s1|minimax-small|Fortinet FortiGate SD-WAN", "prompt": "c112-s1", "model": "minimax-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet FortiGate SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Security-Conscious Companies... If budget is a primary concern, consider Peplink or Fortinet"}, {"id": "mai-20260917-0922-baseline|c112-s1|minimax-small|Peplink", "prompt": "c112-s1", "model": "minimax-small", "cat": "sd-wan", "variant": "direct", "raw": "Peplink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best Budget Option)"}, {"id": "mai-20260917-0922-baseline|c112-s1|minimax-small|VMware SD-WAN", "prompt": "c112-s1", "model": "minimax-small", "cat": "sd-wan", "variant": "direct", "raw": "VMware SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cloud-Centric Businesses ... Cons: Can be complex to configure, more enterprise-focused"}, {"id": "mai-20260917-0922-baseline|c112-s1|mistral-small|Peplink", "prompt": "c112-s1", "model": "mistral-small", "cat": "sd-wan", "variant": "direct", "raw": "Peplink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Peplink** and **Fortinet** are frequently cited as reliable and budget-friendly SD-WAN solutions suitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c112-s1|mistral-small|Fortinet", "prompt": "c112-s1", "model": "mistral-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Peplink** and **Fortinet** are frequently cited as reliable and budget-friendly SD-WAN solutions suitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c112-s1|mistral-small|Meraki", "prompt": "c112-s1", "model": "mistral-small", "cat": "sd-wan", "variant": "direct", "raw": "Meraki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Meraki** is another strong contender, known for being easy to implement"}, {"id": "mai-20260917-0922-baseline|c112-s1|moonshot-small|Cisco Meraki SD-WAN", "prompt": "c112-s1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Cisco Meraki SD-WAN** – *Best for Simplicity* ... Specifically designed for SMBs with limited IT resources"}, {"id": "mai-20260917-0922-baseline|c112-s1|moonshot-small|Fortinet Secure SD-WAN", "prompt": "c112-s1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Security-First Organizations ... Considerations: Setup can be complex"}, {"id": "mai-20260917-0922-baseline|c112-s1|moonshot-small|Versa Networks (via Lumen or MSPs)", "prompt": "c112-s1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "Versa Networks (via Lumen or MSPs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Flexibility ... Typically requires 10+ location minimum for direct engagement"}, {"id": "mai-20260917-0922-baseline|c112-s1|moonshot-small|Aryaka", "prompt": "c112-s1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "Aryaka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "benefit from MSP-delivered SD-WAN (e.g., Lumen, Aryaka, or local providers)"}, {"id": "mai-20260917-0922-baseline|c112-s1|moonshot-small|Lumen", "prompt": "c112-s1", "model": "moonshot-small", "cat": "sd-wan", "variant": "direct", "raw": "Lumen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "benefit from MSP-delivered SD-WAN (e.g., Lumen, Aryaka, or local providers)"}, {"id": "mai-20260917-0922-baseline|c112-s1|openai-small|Fortinet Secure SD-WAN", "prompt": "c112-s1", "model": "openai-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most small B2B firms:** **Fortinet Secure SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-s1|openai-small|Cisco Catalyst SD-WAN", "prompt": "c112-s1", "model": "openai-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you already run a **Cisco-centric environment**"}, {"id": "mai-20260917-0922-baseline|c112-s1|openai-small|Meraki SD-WAN", "prompt": "c112-s1", "model": "openai-small", "cat": "sd-wan", "variant": "direct", "raw": "Meraki SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you value **very simple cloud-managed networking**"}, {"id": "mai-20260917-0922-baseline|c112-s1|xai-small|Cisco Meraki SD-WAN", "prompt": "c112-s1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Meraki SD-WAN (often the top pick for simplicity)"}, {"id": "mai-20260917-0922-baseline|c112-s1|xai-small|Fortinet Secure SD-WAN", "prompt": "c112-s1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Fortinet Secure SD-WAN (FortiGate series, best value/security balance)"}, {"id": "mai-20260917-0922-baseline|c112-s1|xai-small|Peplink", "prompt": "c112-s1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "Peplink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Peplink (Budget-friendly alternative)"}, {"id": "mai-20260917-0922-baseline|c112-s1|xai-small|Versa", "prompt": "c112-s1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "Versa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gartner notes leaders like Cisco, Fortinet, Versa"}, {"id": "mai-20260917-0922-baseline|c112-s1|xai-small|VMware VeloCloud", "prompt": "c112-s1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Others (VMware VeloCloud, Palo Alto Prisma) suit larger scales."}, {"id": "mai-20260917-0922-baseline|c112-s1|xai-small|Palo Alto Prisma", "prompt": "c112-s1", "model": "xai-small", "cat": "sd-wan", "variant": "direct", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Others (VMware VeloCloud, Palo Alto Prisma) suit larger scales."}, {"id": "mai-20260917-0922-baseline|c112-s1|zai-small|Cisco Meraki (MX Series)", "prompt": "c112-s1", "model": "zai-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco Meraki (MX Series)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation: Cisco Meraki (MX Series)"}, {"id": "mai-20260917-0922-baseline|c112-s1|zai-small|Fortinet Secure SD-WAN", "prompt": "c112-s1", "model": "zai-small", "cat": "sd-wan", "variant": "direct", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "most experts recommend **Cisco Meraki** or **Fortinet** over the pure software-defined options"}, {"id": "mai-20260917-0922-baseline|c112-s1|zai-small|VMware VeloCloud", "prompt": "c112-s1", "model": "zai-small", "cat": "sd-wan", "variant": "direct", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Generally more expensive and complex to set up than Cisco or Fortinet."}, {"id": "mai-20260917-0922-baseline|c112-s1|zai-small|Cisco SD-WAN (Viptela)", "prompt": "c112-s1", "model": "zai-small", "cat": "sd-wan", "variant": "direct", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Cisco SD-WAN (Viptela) if: You have an internal IT team that is comfortable with complex networking"}, {"id": "mai-20260917-0922-baseline|c112-s2|alibaba-small|Cisco Meraki", "prompt": "c112-s2", "model": "alibaba-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation:** If you have the budget, start with **Cisco Meraki**."}, {"id": "mai-20260917-0922-baseline|c112-s2|alibaba-small|Fortinet (FortiGate)", "prompt": "c112-s2", "model": "alibaba-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Security-to-Price Ratio: Fortinet (FortiGate)"}, {"id": "mai-20260917-0922-baseline|c112-s2|alibaba-small|Silk Road Networks", "prompt": "c112-s2", "model": "alibaba-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Silk Road Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Most Modern/Pure Cloud Solution: Silk Road Networks"}, {"id": "mai-20260917-0922-baseline|c112-s2|anthropic-small|Cisco Meraki", "prompt": "c112-s2", "model": "anthropic-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cisco Meraki** - User-friendly cloud management, good for businesses new to SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-s2|anthropic-small|Fortinet FortiGate", "prompt": "c112-s2", "model": "anthropic-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Fortinet FortiGate** - Strong security features, scalable pricing"}, {"id": "mai-20260917-0922-baseline|c112-s2|anthropic-small|Cradlepoint", "prompt": "c112-s2", "model": "anthropic-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cradlepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cradlepoint** - Good for distributed, mobile workforces"}, {"id": "mai-20260917-0922-baseline|c112-s2|anthropic-small|Versa SASE", "prompt": "c112-s2", "model": "anthropic-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Versa SASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Versa SASE** - Integrated security with WAN capabilities"}, {"id": "mai-20260917-0922-baseline|c112-s2|anthropic-small|Peplink", "prompt": "c112-s2", "model": "anthropic-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Peplink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Peplink** - Known for simplicity and good customer support for SMBs"}, {"id": "mai-20260917-0922-baseline|c112-s2|challenger-small|Cisco Meraki SD-WAN", "prompt": "c112-s2", "model": "challenger-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cisco Meraki SD-WAN** as the default choice"}, {"id": "mai-20260917-0922-baseline|c112-s2|challenger-small|Fortinet SD-WAN", "prompt": "c112-s2", "model": "challenger-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fortinet SD-WAN** is the strongest alternative to consider"}, {"id": "mai-20260917-0922-baseline|c112-s2|challenger-small|Cisco SD-WAN (Viptela)", "prompt": "c112-s2", "model": "challenger-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Cisco SD-WAN (Viptela) if you want a more feature-rich platform and can handle a more enterprise-oriented product"}, {"id": "mai-20260917-0922-baseline|c112-s2|deepseek-small|Fortinet FortiGate (Secure SD-WAN)", "prompt": "c112-s2", "model": "deepseek-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet FortiGate (Secure SD-WAN)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd strongly recommend **Fortinet's FortiGate Secure SD-WAN**"}, {"id": "mai-20260917-0922-baseline|c112-s2|deepseek-small|Cisco Meraki SD-WAN", "prompt": "c112-s2", "model": "deepseek-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the easiest option if you have *no* IT staff... **Cisco Meraki** is the more turnkey fallback"}, {"id": "mai-20260917-0922-baseline|c112-s2|deepseek-small|Cisco Catalyst SD-WAN (Viptela)", "prompt": "c112-s2", "model": "deepseek-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Catalyst SD-WAN (Viptela)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "leans enterprise and can be overkill/complex for a small business"}, {"id": "mai-20260917-0922-baseline|c112-s2|deepseek-small|VMware VeloCloud (Broadcom)", "prompt": "c112-s2", "model": "deepseek-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "VMware VeloCloud (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing trends higher and it's more enterprise-oriented than you need"}, {"id": "mai-20260917-0922-baseline|c112-s2|google-small|Cisco Meraki (MX Series)", "prompt": "c112-s2", "model": "google-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki (MX Series)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Cisco Meraki (MX Series) — **The Overall Top Pick**"}, {"id": "mai-20260917-0922-baseline|c112-s2|google-small|Fortinet FortiGate (FortiWAN / Secure SD-WAN)", "prompt": "c112-s2", "model": "google-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet FortiGate (FortiWAN / Secure SD-WAN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**The Security & Value Pick**"}, {"id": "mai-20260917-0922-baseline|c112-s2|google-small|Peplink (with SpeedFusion)", "prompt": "c112-s2", "model": "google-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Peplink (with SpeedFusion)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**The Unbreakable Connection Pick**"}, {"id": "mai-20260917-0922-baseline|c112-s2|meta-small|Fortinet", "prompt": "c112-s2", "model": "meta-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fortinet is a recommended software-defined WAN solution for small businesses that sell to other businesses"}, {"id": "mai-20260917-0922-baseline|c112-s2|minimax-small|Cisco SD-WAN (Viptela)", "prompt": "c112-s2", "model": "minimax-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest looking at **Cisco SD-WAN (Viptela)** or **Fortinet SD-WAN** as starting points"}, {"id": "mai-20260917-0922-baseline|c112-s2|minimax-small|Fortinet SD-WAN", "prompt": "c112-s2", "model": "minimax-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest looking at **Cisco SD-WAN (Viptela)** or **Fortinet SD-WAN** as starting points"}, {"id": "mai-20260917-0922-baseline|c112-s2|minimax-small|Meraki", "prompt": "c112-s2", "model": "minimax-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Meraki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Meraki** - Very easy to manage, good for businesses without dedicated IT staff"}, {"id": "mai-20260917-0922-baseline|c112-s2|minimax-small|Peplink", "prompt": "c112-s2", "model": "minimax-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Peplink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Peplink** - Mentioned as affordable alternative with good reliability"}, {"id": "mai-20260917-0922-baseline|c112-s2|moonshot-small|Cisco Meraki SD-WAN", "prompt": "c112-s2", "model": "moonshot-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Alternative:** If you have minimal IT resources and prioritize simplicity over cost, **Cisco Meraki** is worth the premium"}, {"id": "mai-20260917-0922-baseline|c112-s2|moonshot-small|Fortinet SD-WAN", "prompt": "c112-s2", "model": "moonshot-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Fortinet SD-WAN** as the best overall choice"}, {"id": "mai-20260917-0922-baseline|c112-s2|moonshot-small|VMware VeloCloud", "prompt": "c112-s2", "model": "moonshot-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Note:** Some operational challenges since Broadcom acquisition"}, {"id": "mai-20260917-0922-baseline|c112-s2|openai-small|Cisco Meraki MX", "prompt": "c112-s2", "model": "openai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Cisco Meraki MX / Cisco's SMB-oriented SD-WAN** if you want the simplest rollout"}, {"id": "mai-20260917-0922-baseline|c112-s2|openai-small|Cisco Catalyst SD-WAN", "prompt": "c112-s2", "model": "openai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you expect to **scale quickly... I'd lean toward **Cisco Catalyst SD-WAN**"}, {"id": "mai-20260917-0922-baseline|c112-s2|openai-small|Fortinet Secure SD-WAN", "prompt": "c112-s2", "model": "openai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fortinet Secure SD-WAN** is also a strong contender"}, {"id": "mai-20260917-0922-baseline|c112-s2|xai-small|Cisco Meraki SD-WAN", "prompt": "c112-s2", "model": "xai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Cisco Meraki SD-WAN (via their MX appliances) as the top choice."}, {"id": "mai-20260917-0922-baseline|c112-s2|xai-small|Peplink (SpeedFusion SD-WAN)", "prompt": "c112-s2", "model": "xai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Peplink (SpeedFusion SD-WAN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Meraki doesn't fit... Budget reliability, multi-WAN bonding"}, {"id": "mai-20260917-0922-baseline|c112-s2|xai-small|Fortinet Secure SD-WAN (FortiGate)", "prompt": "c112-s2", "model": "xai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet Secure SD-WAN (FortiGate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Security-first, low cost-per-Mbps... Steeper learning curve than Meraki."}, {"id": "mai-20260917-0922-baseline|c112-s2|zai-small|Cisco Meraki SD-WAN", "prompt": "c112-s2", "model": "zai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cisco Meraki SD-WAN** as your top choice"}, {"id": "mai-20260917-0922-baseline|c112-s2|zai-small|Cisco SD-WAN (Viptela)", "prompt": "c112-s2", "model": "zai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**$20-100 per site per month** for Cisco SD-WAN (Viptela)"}, {"id": "mai-20260917-0922-baseline|c112-s2|zai-small|Fortinet SD-WAN", "prompt": "c112-s2", "model": "zai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good alternative if you need more advanced security features, but slightly higher pricing"}, {"id": "mai-20260917-0922-baseline|c112-s2|zai-small|VMware VeloCloud", "prompt": "c112-s2", "model": "zai-small", "cat": "sd-wan", "variant": "paraphrase", "raw": "VMware VeloCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for cloud-first businesses, but more expensive at $40-150 per edge per month."}, {"id": "mai-20260917-0922-baseline|c112-s3|alibaba-small|Cisco Meraki", "prompt": "c112-s3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top two platforms for small businesses are **Cisco Meraki** and **Fortinet (FortiGate)**"}, {"id": "mai-20260917-0922-baseline|c112-s3|alibaba-small|Fortinet (FortiGate)", "prompt": "c112-s3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the top two platforms for small businesses are **Cisco Meraki** and **Fortinet (FortiGate)**"}, {"id": "mai-20260917-0922-baseline|c112-s3|alibaba-small|VMware VeloCloud", "prompt": "c112-s3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is historically more expensive and complex than Meraki... may be overkill for a simple office setup"}, {"id": "mai-20260917-0922-baseline|c112-s3|alibaba-small|Aryaka", "prompt": "c112-s3", "model": "alibaba-small", "cat": "sd-wan", "variant": "comparative", "raw": "Aryaka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "great for small teams who do *not* want to maintain any infrastructure at all"}, {"id": "mai-20260917-0922-baseline|c112-s3|anthropic-small|Cisco Meraki SD-WAN", "prompt": "c112-s3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team, Meraki is ideal if ease of use and quick deployment are priorities"}, {"id": "mai-20260917-0922-baseline|c112-s3|anthropic-small|Fortinet Secure SD-WAN", "prompt": "c112-s3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortinet is better if integrated security is essential"}, {"id": "mai-20260917-0922-baseline|c112-s3|anthropic-small|Palo Alto Prisma SD-WAN", "prompt": "c112-s3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Prisma SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prisma works well for teams that need advanced features and plan to scale security alongside their network infrastructure."}, {"id": "mai-20260917-0922-baseline|c112-s3|anthropic-small|Aryaka", "prompt": "c112-s3", "model": "anthropic-small", "cat": "sd-wan", "variant": "comparative", "raw": "Aryaka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Aryaka is a good option for small businesses"}, {"id": "mai-20260917-0922-baseline|c112-s3|challenger-small|Cisco Meraki SD-WAN", "prompt": "c112-s3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if you want the simplest day-to-day management, **Meraki** is usually the best fit"}, {"id": "mai-20260917-0922-baseline|c112-s3|challenger-small|Fortinet Secure SD-WAN", "prompt": "c112-s3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fortinet** is strongest when security is a priority"}, {"id": "mai-20260917-0922-baseline|c112-s3|challenger-small|VMware VeloCloud", "prompt": "c112-s3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "VMware VeloCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**VeloCloud/Catalyst** are better for more advanced or faster-growing networks"}, {"id": "mai-20260917-0922-baseline|c112-s3|challenger-small|Cisco Catalyst SD-WAN", "prompt": "c112-s3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Catalyst SD-WAN** is the more advanced Cisco path for organizations that need deeper routing and scalability"}, {"id": "mai-20260917-0922-baseline|c112-s3|challenger-small|Palo Alto Prisma SD-WAN", "prompt": "c112-s3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Prisma SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Palo Alto Prisma** and **Cato** are stronger choices if your team is cloud-first"}, {"id": "mai-20260917-0922-baseline|c112-s3|challenger-small|Cato Networks", "prompt": "c112-s3", "model": "challenger-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud-native SD-WAN/SASE approach, often favored when you want networking and security delivered as one service."}, {"id": "mai-20260917-0922-baseline|c112-s3|deepseek-small|Cisco Meraki (MX series)", "prompt": "c112-s3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Meraki (MX series)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fewest headaches, no IT staff:** Choose **Cisco Meraki** — it's the simplest to stand up and maintain."}, {"id": "mai-20260917-0922-baseline|c112-s3|deepseek-small|Fortinet FortiGate Secure SD-WAN", "prompt": "c112-s3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet FortiGate Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best security-to-value ratio:** Choose **Fortinet FortiGate** — you get a capable security stack with lower overall cost."}, {"id": "mai-20260917-0922-baseline|c112-s3|deepseek-small|Cato Networks (SASE/SD-WAN)", "prompt": "c112-s3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cato Networks (SASE/SD-WAN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fully managed, global, cloud-first:** Choose **Cato Networks**"}, {"id": "mai-20260917-0922-baseline|c112-s3|deepseek-small|VMware VeloCloud (now via Broadcom)", "prompt": "c112-s3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "VMware VeloCloud (now via Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Post-Broadcom pricing/licensing uncertainty; generally a bit more complex and costly"}, {"id": "mai-20260917-0922-baseline|c112-s3|deepseek-small|Versa", "prompt": "c112-s3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "usually overkill (and overpriced) for a truly small team"}, {"id": "mai-20260917-0922-baseline|c112-s3|deepseek-small|Palo Alto Prisma SD-WAN", "prompt": "c112-s3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Prisma SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "usually overkill (and overpriced) for a truly small team"}, {"id": "mai-20260917-0922-baseline|c112-s3|deepseek-small|Aruba EdgeConnect", "prompt": "c112-s3", "model": "deepseek-small", "cat": "sd-wan", "variant": "comparative", "raw": "Aruba EdgeConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "usually overkill (and overpriced) for a truly small team"}, {"id": "mai-20260917-0922-baseline|c112-s3|google-small|Cisco Viptela", "prompt": "c112-s3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Viptela", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Rather than chasing heavy enterprise platforms (like Cisco Viptela or VMware VeloCloud), small teams are best served by one of five major options."}, {"id": "mai-20260917-0922-baseline|c112-s3|google-small|VMware VeloCloud", "prompt": "c112-s3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Rather than chasing heavy enterprise platforms (like Cisco Viptela or VMware VeloCloud), small teams are best served by one of five major options."}, {"id": "mai-20260917-0922-baseline|c112-s3|google-small|Cisco Meraki MX Series", "prompt": "c112-s3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Meraki MX Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The \"Set-and-Forget\" Gold Standard... Go with **Cisco Meraki** for absolute ease of mind"}, {"id": "mai-20260917-0922-baseline|c112-s3|google-small|Fortinet FortiGate (Secure SD-WAN)", "prompt": "c112-s3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet FortiGate (Secure SD-WAN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Fortinet** if security compliance and long-term costs are a priority"}, {"id": "mai-20260917-0922-baseline|c112-s3|google-small|Ubiquiti UniFi (Site Magic SD-WAN)", "prompt": "c112-s3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "Ubiquiti UniFi (Site Magic SD-WAN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are on a tight budget and want to buy hardware once with zero fees:** Go with **Ubiquiti UniFi**"}, {"id": "mai-20260917-0922-baseline|c112-s3|google-small|Tailscale", "prompt": "c112-s3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "Tailscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are a modern startup with no physical office ... Go with **Tailscale**"}, {"id": "mai-20260917-0922-baseline|c112-s3|google-small|Cato Networks", "prompt": "c112-s3", "model": "google-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want enterprise-grade connectivity across regions but have zero in-house IT engineers:** Go with **Cato Networks**"}, {"id": "mai-20260917-0922-baseline|c112-s3|meta-small|Cisco SD-WAN (Viptela)", "prompt": "c112-s3", "model": "meta-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco SD-WAN (Viptela) is considered the best overall SD-WAN for small business"}, {"id": "mai-20260917-0922-baseline|c112-s3|meta-small|Fortinet SD-WAN", "prompt": "c112-s3", "model": "meta-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortinet SD-WAN is also a top pick, offering a security-first architecture."}, {"id": "mai-20260917-0922-baseline|c112-s3|meta-small|VMware VeloCloud", "prompt": "c112-s3", "model": "meta-small", "cat": "sd-wan", "variant": "comparative", "raw": "VMware VeloCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "VMware VeloCloud is another top pick, offering a cloud-based management platform"}, {"id": "mai-20260917-0922-baseline|c112-s3|meta-small|Versa Networks", "prompt": "c112-s3", "model": "meta-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other top SD-WAN providers include Versa Networks and Aryaka."}, {"id": "mai-20260917-0922-baseline|c112-s3|meta-small|Aryaka", "prompt": "c112-s3", "model": "meta-small", "cat": "sd-wan", "variant": "comparative", "raw": "Aryaka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other top SD-WAN providers include Versa Networks and Aryaka."}, {"id": "mai-20260917-0922-baseline|c112-s3|minimax-small|Cisco SD-WAN (Viptela)", "prompt": "c112-s3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Cisco SD-WAN (Viptela)** ... **Growth potential:** Cisco Viptela offers the best scalability"}, {"id": "mai-20260917-0922-baseline|c112-s3|minimax-small|Fortinet SD-WAN", "prompt": "c112-s3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Budget-conscious:** Fortinet SD-WAN offers good value with security included"}, {"id": "mai-20260917-0922-baseline|c112-s3|minimax-small|VMware VeloCloud", "prompt": "c112-s3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "VMware VeloCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cloud-heavy:** VMware VeloCloud excels for cloud applications"}, {"id": "mai-20260917-0922-baseline|c112-s3|minimax-small|Cisco Meraki", "prompt": "c112-s3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Meraki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Simplicity priority:** Cisco Meraki is easiest to deploy and manage"}, {"id": "mai-20260917-0922-baseline|c112-s3|minimax-small|Aryaka", "prompt": "c112-s3", "model": "minimax-small", "cat": "sd-wan", "variant": "comparative", "raw": "Aryaka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Higher price point but excellent for distributed teams"}, {"id": "mai-20260917-0922-baseline|c112-s3|mistral-small|Cisco SD-WAN (Viptela)", "prompt": "c112-s3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Cisco SD-WAN (Viptela)**\n- **Best for:** Small businesses needing scalability and strong support."}, {"id": "mai-20260917-0922-baseline|c112-s3|mistral-small|VMware VeloCloud", "prompt": "c112-s3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "VMware VeloCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly rated for cloud connectivity and ease of use, making it a top pick for SMBs."}, {"id": "mai-20260917-0922-baseline|c112-s3|mistral-small|Fortinet SD-WAN", "prompt": "c112-s3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combines SD-WAN with industry-leading security, ideal for teams with limited IT resources."}, {"id": "mai-20260917-0922-baseline|c112-s3|mistral-small|Aryaka", "prompt": "c112-s3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "Aryaka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for teams with international locations or those needing fast, reliable cloud access."}, {"id": "mai-20260917-0922-baseline|c112-s3|mistral-small|Cisco Meraki", "prompt": "c112-s3", "model": "mistral-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Meraki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Very small teams or startups wanting the simplest solution."}, {"id": "mai-20260917-0922-baseline|c112-s3|moonshot-small|Cisco Meraki MX", "prompt": "c112-s3", "model": "moonshot-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Meraki** if you value simplicity and don't mind the subscription model"}, {"id": "mai-20260917-0922-baseline|c112-s3|moonshot-small|Fortinet Secure SD-WAN", "prompt": "c112-s3", "model": "moonshot-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Fortinet** if you want enterprise-grade security without the enterprise price"}, {"id": "mai-20260917-0922-baseline|c112-s3|moonshot-small|Peplink (SpeedFusion)", "prompt": "c112-s3", "model": "moonshot-small", "cat": "sd-wan", "variant": "comparative", "raw": "Peplink (SpeedFusion)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with Peplink** if budget is tight and you need reliable multi-WAN connectivity"}, {"id": "mai-20260917-0922-baseline|c112-s3|moonshot-small|VMware VeloCloud", "prompt": "c112-s3", "model": "moonshot-small", "cat": "sd-wan", "variant": "comparative", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher cost; more complex pricing; post-Broadcom acquisition has caused some uncertainty; no free trial"}, {"id": "mai-20260917-0922-baseline|c112-s3|openai-small|Cisco Meraki", "prompt": "c112-s3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for easiest operations:** **Cisco Meraki** Cloud-managed, minimal hands-on routing complexity, good for small IT teams."}, {"id": "mai-20260917-0922-baseline|c112-s3|openai-small|Fortinet Secure SD-WAN", "prompt": "c112-s3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for security + SD-WAN in one box:** **Fortinet Secure SD-WAN**"}, {"id": "mai-20260917-0922-baseline|c112-s3|openai-small|Palo Alto Networks SD-WAN", "prompt": "c112-s3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Networks SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you already standardize on Palo Alto firewalls/security:** **Palo Alto Networks SD-WAN**"}, {"id": "mai-20260917-0922-baseline|c112-s3|openai-small|HPE Aruba / Juniper (formerly Silver Peak / VeloCloud-style offerings", "prompt": "c112-s3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "HPE Aruba / Juniper (formerly Silver Peak / VeloCloud-style offerings", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Tradeoff:** generally less friendly for a tiny team than Meraki or Fortinet."}, {"id": "mai-20260917-0922-baseline|c112-s3|openai-small|Cisco Catalyst SD-WAN", "prompt": "c112-s3", "model": "openai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Catalyst SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More scalable and architecture-flexible, but usually heavier than what a tiny team needs."}, {"id": "mai-20260917-0922-baseline|c112-s3|xai-small|Cisco Meraki", "prompt": "c112-s3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Meraki** if simplicity is key"}, {"id": "mai-20260917-0922-baseline|c112-s3|xai-small|Fortinet Secure SD-WAN", "prompt": "c112-s3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fortinet** for security value"}, {"id": "mai-20260917-0922-baseline|c112-s3|xai-small|VMware (Broadcom) VeloCloud", "prompt": "c112-s3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "VMware (Broadcom) VeloCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent real-time app steering/scalability; strong cloud on-ramps | Higher cost"}, {"id": "mai-20260917-0922-baseline|c112-s3|xai-small|Peplink", "prompt": "c112-s3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Peplink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Peplink** for budget/roaming"}, {"id": "mai-20260917-0922-baseline|c112-s3|xai-small|Cisco Catalyst SD-WAN (Viptela)", "prompt": "c112-s3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Catalyst SD-WAN (Viptela)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Feature-rich yet accessible; smooth enterprise upgrade path | ... overkill for very small setups"}, {"id": "mai-20260917-0922-baseline|c112-s3|xai-small|Palo Alto Prisma", "prompt": "c112-s3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-heavy ones like Palo Alto Prisma or Versa are less ideal due to complexity/cost."}, {"id": "mai-20260917-0922-baseline|c112-s3|xai-small|Versa", "prompt": "c112-s3", "model": "xai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Versa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise-heavy ones like Palo Alto Prisma or Versa are less ideal due to complexity/cost."}, {"id": "mai-20260917-0922-baseline|c112-s3|zai-small|Cisco Meraki", "prompt": "c112-s3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a small IT staff and want to minimize headaches, choose **Cisco Meraki**."}, {"id": "mai-20260917-0922-baseline|c112-s3|zai-small|Cisco Catalyst SD-WAN (formerly Viptela)", "prompt": "c112-s3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Cisco Catalyst SD-WAN (formerly Viptela)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need advanced features but want to avoid enterprise complexity, choose **Cisco Catalyst**."}, {"id": "mai-20260917-0922-baseline|c112-s3|zai-small|Fortinet Secure SD-WAN", "prompt": "c112-s3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If security is your primary concern, choose **Fortinet**."}, {"id": "mai-20260917-0922-baseline|c112-s3|zai-small|flexiWAN", "prompt": "c112-s3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "flexiWAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Tech-savvy teams or MSPs who want control over their hardware and want to avoid vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c112-s3|zai-small|Aryaka", "prompt": "c112-s3", "model": "zai-small", "cat": "sd-wan", "variant": "comparative", "raw": "Aryaka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It is the most expensive option listed, with entry pricing starting around **$150 per site per month**"}, {"id": "mai-20260917-0922-baseline|c112-s4|alibaba-small|Ubiquiti (UniFi)", "prompt": "c112-s4", "model": "alibaba-small", "cat": "sd-wan", "variant": "budget", "raw": "Ubiquiti (UniFi)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The Absolute Cheapest Option: Ubiquiti (UniFi) ... If you simply need to plug in a router and save money, go with **Ubiquiti**."}, {"id": "mai-20260917-0922-baseline|c112-s4|alibaba-small|Fortinet", "prompt": "c112-s4", "model": "alibaba-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortinet offers arguably the best price-to-performance ratio ... Cons: The configuration interface is complex"}, {"id": "mai-20260917-0922-baseline|c112-s4|alibaba-small|Peplink", "prompt": "c112-s4", "model": "alibaba-small", "cat": "sd-wan", "variant": "budget", "raw": "Peplink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "My advice: For a small business with limited IT staff, try **Peplink** first because it solves the hardest problem"}, {"id": "mai-20260917-0922-baseline|c112-s4|anthropic-small|Peplink SD-WAN", "prompt": "c112-s4", "model": "anthropic-small", "cat": "sd-wan", "variant": "budget", "raw": "Peplink SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Peplink SD-WAN networking solutions excel in providing cost-effective, reliable connectivity tailored specifically for small business environments."}, {"id": "mai-20260917-0922-baseline|c112-s4|anthropic-small|Meraki MX", "prompt": "c112-s4", "model": "anthropic-small", "cat": "sd-wan", "variant": "budget", "raw": "Meraki MX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it's premium-priced compared to some alternatives, its reliability, comprehensive security, and streamlined management make it an ideal choice for small organizations"}, {"id": "mai-20260917-0922-baseline|c112-s4|challenger-small|Cisco SD-WAN (Viptela)", "prompt": "c112-s4", "model": "challenger-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco SD-WAN (Viptela)** is the top-ranked budget-friendly option for small business"}, {"id": "mai-20260917-0922-baseline|c112-s4|challenger-small|Cisco Meraki", "prompt": "c112-s4", "model": "challenger-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "choose Cisco Meraki for ease of use, or Cisco SD-WAN (Viptela) for the best overall value"}, {"id": "mai-20260917-0922-baseline|c112-s4|challenger-small|Fortinet SD-WAN", "prompt": "c112-s4", "model": "challenger-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "can be a good budget-conscious alternative, especially if you already want **security integrated at the edge**"}, {"id": "mai-20260917-0922-baseline|c112-s4|deepseek-small|Fortinet (FortiGate)", "prompt": "c112-s4", "model": "deepseek-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet Secure SD-WAN** is usually the sweet spot: SD-WAN is free with the hardware"}, {"id": "mai-20260917-0922-baseline|c112-s4|deepseek-small|Peplink", "prompt": "c112-s4", "model": "deepseek-small", "cat": "sd-wan", "variant": "budget", "raw": "Peplink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Peplink** is your best dollar-for-dollar alternative"}, {"id": "mai-20260917-0922-baseline|c112-s4|deepseek-small|Cisco Meraki", "prompt": "c112-s4", "model": "deepseek-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Meraki", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, it's **more expensive** than Fortinet/Peplink"}, {"id": "mai-20260917-0922-baseline|c112-s4|google-small|Palo Alto", "prompt": "c112-s4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "less about finding the most feature-rich enterprise system (like Palo Alto or VMware Velocloud)"}, {"id": "mai-20260917-0922-baseline|c112-s4|google-small|VMware Velocloud", "prompt": "c112-s4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "VMware Velocloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "less about finding the most feature-rich enterprise system (like Palo Alto or VMware Velocloud)"}, {"id": "mai-20260917-0922-baseline|c112-s4|google-small|Ubiquiti UniFi", "prompt": "c112-s4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "Ubiquiti UniFi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1. Ubiquiti UniFi (Best Overall for Zero Subscriptions)"}, {"id": "mai-20260917-0922-baseline|c112-s4|google-small|Fortinet FortiGate", "prompt": "c112-s4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Value + Enterprise Security ... Fortinet is the industry standard."}, {"id": "mai-20260917-0922-baseline|c112-s4|google-small|Peplink", "prompt": "c112-s4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "Peplink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Peplink is the ideal choice"}, {"id": "mai-20260917-0922-baseline|c112-s4|google-small|Cisco Meraki MX Series", "prompt": "c112-s4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Meraki MX Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The highest lifetime cost of ownership on this list due to the mandatory subscription licenses."}, {"id": "mai-20260917-0922-baseline|c112-s4|google-small|OPNsense / pfSense", "prompt": "c112-s4", "model": "google-small", "cat": "sd-wan", "variant": "budget", "raw": "OPNsense / pfSense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best DIY / Open Source Option ... 100% Free."}, {"id": "mai-20260917-0922-baseline|c112-s4|meta-small|Cisco SD-WAN (Viptela)", "prompt": "c112-s4", "model": "meta-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SD-WAN platform for a small company with a tight budget is Cisco SD-WAN (Viptela)"}, {"id": "mai-20260917-0922-baseline|c112-s4|meta-small|Fortinet SD-WAN", "prompt": "c112-s4", "model": "meta-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options include Fortinet SD-WAN ($30–$100/per site per month)"}, {"id": "mai-20260917-0922-baseline|c112-s4|meta-small|VMware VeloCloud", "prompt": "c112-s4", "model": "meta-small", "cat": "sd-wan", "variant": "budget", "raw": "VMware VeloCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and VMware VeloCloud ($40–$150/per edge per month)"}, {"id": "mai-20260917-0922-baseline|c112-s4|minimax-small|Peplink", "prompt": "c112-s4", "model": "minimax-small", "cat": "sd-wan", "variant": "budget", "raw": "Peplink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Peplink** is likely the best SD-WAN platform choice"}, {"id": "mai-20260917-0922-baseline|c112-s4|minimax-small|Fortinet SD-WAN", "prompt": "c112-s4", "model": "minimax-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good balance of features and cost - Suitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c112-s4|minimax-small|Cisco SD-WAN (Viptela)", "prompt": "c112-s4", "model": "minimax-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More enterprise-focused but affordable entry point"}, {"id": "mai-20260917-0922-baseline|c112-s4|minimax-small|VMware VeloCloud", "prompt": "c112-s4", "model": "minimax-small", "cat": "sd-wan", "variant": "budget", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More expensive but feature-rich"}, {"id": "mai-20260917-0922-baseline|c112-s4|mistral-small|Fortinet FortiSD-WAN", "prompt": "c112-s4", "model": "mistral-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet FortiSD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as the budget champion, offering a good balance of networking and security features at a lower cost"}, {"id": "mai-20260917-0922-baseline|c112-s4|mistral-small|Cisco SD-WAN (Viptela)", "prompt": "c112-s4", "model": "mistral-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "affordable option for small businesses. It's reliable and scalable, though may require more IT expertise to manage"}, {"id": "mai-20260917-0922-baseline|c112-s4|mistral-small|Ubiquiti", "prompt": "c112-s4", "model": "mistral-small", "cat": "sd-wan", "variant": "budget", "raw": "Ubiquiti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for highly affordable SD-WAN solutions, ideal for very small businesses"}, {"id": "mai-20260917-0922-baseline|c112-s4|mistral-small|Peplink", "prompt": "c112-s4", "model": "mistral-small", "cat": "sd-wan", "variant": "budget", "raw": "Peplink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another budget-friendly and reliable option, suitable for multiple locations."}, {"id": "mai-20260917-0922-baseline|c112-s4|mistral-small|Cisco Meraki", "prompt": "c112-s4", "model": "mistral-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Fortinet FortiSD-WAN** and **Cisco Meraki** are top recommendations due to their ease of use and cost-effectiveness"}, {"id": "mai-20260917-0922-baseline|c112-s4|moonshot-small|Cisco SD-WAN (Viptela)", "prompt": "c112-s4", "model": "moonshot-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cisco SD-WAN (Viptela)** – *Best Overall Value*"}, {"id": "mai-20260917-0922-baseline|c112-s4|moonshot-small|Fortinet SD-WAN", "prompt": "c112-s4", "model": "moonshot-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fortinet** or **Cisco Viptela** are your best bets"}, {"id": "mai-20260917-0922-baseline|c112-s4|moonshot-small|Peplink", "prompt": "c112-s4", "model": "moonshot-small", "cat": "sd-wan", "variant": "budget", "raw": "Peplink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Peplink** – *Simple & Affordable*"}, {"id": "mai-20260917-0922-baseline|c112-s4|moonshot-small|Ubiquiti", "prompt": "c112-s4", "model": "moonshot-small", "cat": "sd-wan", "variant": "budget", "raw": "Ubiquiti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ubiquiti** – *Ultra-Budget Option*"}, {"id": "mai-20260917-0922-baseline|c112-s4|moonshot-small|Cisco Meraki", "prompt": "c112-s4", "model": "moonshot-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Meraki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cheaper than Cisco Meraki for similar functionality"}, {"id": "mai-20260917-0922-baseline|c112-s4|openai-small|Fortinet Secure SD-WAN", "prompt": "c112-s4", "model": "openai-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Fortinet Secure SD-WAN**"}, {"id": "mai-20260917-0922-baseline|c112-s4|openai-small|HPE Aruba EdgeConnect", "prompt": "c112-s4", "model": "openai-small", "cat": "sd-wan", "variant": "budget", "raw": "HPE Aruba EdgeConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its licensing is more enterprise-oriented and often looks less budget-friendly for a very small company"}, {"id": "mai-20260917-0922-baseline|c112-s4|openai-small|Cisco Meraki SD-WAN", "prompt": "c112-s4", "model": "openai-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically chosen more for simplicity than lowest cost; I didn't find current official pricing that makes it the obvious budget leader"}, {"id": "mai-20260917-0922-baseline|c112-s4|xai-small|Fortinet Secure SD-WAN", "prompt": "c112-s4", "model": "xai-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fortinet Secure SD-WAN (built into FortiGate firewalls) stands out as one of the best options"}, {"id": "mai-20260917-0922-baseline|c112-s4|xai-small|Peplink (Balance series)", "prompt": "c112-s4", "model": "xai-small", "cat": "sd-wan", "variant": "budget", "raw": "Peplink (Balance series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hardware-focused, excellent WAN bonding/failover. Reddit praises for multi-location SMBs; no subscriptions needed."}, {"id": "mai-20260917-0922-baseline|c112-s4|xai-small|Ubiquiti UniFi Dream Machine", "prompt": "c112-s4", "model": "xai-small", "cat": "sd-wan", "variant": "budget", "raw": "Ubiquiti UniFi Dream Machine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Super cheap for 1–5 sites, but less enterprise-grade. Good for very tight budgets."}, {"id": "mai-20260917-0922-baseline|c112-s4|xai-small|Cisco Meraki MX", "prompt": "c112-s4", "model": "xai-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cloud-managed ease, but higher total cost ($11k+ for 3 sites)."}, {"id": "mai-20260917-0922-baseline|c112-s4|zai-small|Peplink (Balance 20X / B One)", "prompt": "c112-s4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "Peplink (Balance 20X / B One)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Peplink Balance 20X** – Best balance of reliability, ease of use, and low total cost (one-time hardware, optional cloud plan)."}, {"id": "mai-20260917-0922-baseline|c112-s4|zai-small|MikroTik (RouterOS SD-WAN)", "prompt": "c112-s4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "MikroTik (RouterOS SD-WAN)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**MikroTik RouterOS** – Cheapest option if you can configure it yourself and want to avoid licensing fees altogether."}, {"id": "mai-20260917-0922-baseline|c112-s4|zai-small|Fortinet (FortiGate SD-WAN)", "prompt": "c112-s4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "Fortinet (FortiGate SD-WAN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If security integration is a must, **Fortinet FortiGate** is the next step up, but it adds recurring licensing costs."}, {"id": "mai-20260917-0922-baseline|c112-s4|zai-small|Cisco Meraki MX", "prompt": "c112-s4", "model": "zai-small", "cat": "sd-wan", "variant": "budget", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cisco Meraki offers the most convenient all-in-one experience, but at a significantly higher price point."}, {"id": "mai-20260917-0922-baseline|c112-s5|alibaba-small|AT&T", "prompt": "c112-s5", "model": "alibaba-small", "cat": "sd-wan", "variant": "scale", "raw": "AT&T", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Carrier Offerings (e.g., AT&T, Verizon):** You buy the internet and the SD-WAN from the same provider."}, {"id": "mai-20260917-0922-baseline|c112-s5|alibaba-small|Verizon", "prompt": "c112-s5", "model": "alibaba-small", "cat": "sd-wan", "variant": "scale", "raw": "Verizon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Carrier Offerings (e.g., AT&T, Verizon):** You buy the internet and the SD-WAN from the same provider."}, {"id": "mai-20260917-0922-baseline|c112-s5|alibaba-small|Meraki", "prompt": "c112-s5", "model": "alibaba-small", "cat": "sd-wan", "variant": "scale", "raw": "Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Cisco Meraki MX:** Very popular, excellent mobile app, purely subscription-based. Great for companies that value \"it just works.\""}, {"id": "mai-20260917-0922-baseline|c112-s5|alibaba-small|Fortinet", "prompt": "c112-s5", "model": "alibaba-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fortinet FortiGate:** A strong \"all-in-one\" security appliance."}, {"id": "mai-20260917-0922-baseline|c112-s5|alibaba-small|Untangle", "prompt": "c112-s5", "model": "alibaba-small", "cat": "sd-wan", "variant": "scale", "raw": "Untangle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Untangle NGFW:** User-friendly, modular, often less expensive, and great for smaller setups."}, {"id": "mai-20260917-0922-baseline|c112-s5|alibaba-small|Ubiquiti", "prompt": "c112-s5", "model": "alibaba-small", "cat": "sd-wan", "variant": "scale", "raw": "Ubiquiti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Extremely low-cost option, good for very small budgets, though it lacks some of the advanced enterprise reporting features."}, {"id": "mai-20260917-0922-baseline|c112-s5|deepseek-small|Fortinet SD-WAN", "prompt": "c112-s5", "model": "deepseek-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortinet SD-WAN** — great integrated security + SD-WAN value; very popular for SMB."}, {"id": "mai-20260917-0922-baseline|c112-s5|deepseek-small|Cisco Meraki", "prompt": "c112-s5", "model": "deepseek-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cisco Meraki** — excellent ease of use/cloud management, very intuitive for a small IT team (or no IT team)."}, {"id": "mai-20260917-0922-baseline|c112-s5|deepseek-small|Cisco SD-WAN (Viptela)", "prompt": "c112-s5", "model": "deepseek-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco SD-WAN (Viptela)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more powerful but potentially more complex/expensive; better if you have several sites or IT resources"}, {"id": "mai-20260917-0922-baseline|c112-s5|deepseek-small|VMware (now Broadcom) VeloCloud", "prompt": "c112-s5", "model": "deepseek-small", "cat": "sd-wan", "variant": "scale", "raw": "VMware (now Broadcom) VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more powerful but potentially more complex/expensive; better if you have several sites or IT resources"}, {"id": "mai-20260917-0922-baseline|c112-s5|google-small|Cisco Meraki", "prompt": "c112-s5", "model": "google-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cisco Meraki (MX Series): *Why:* The gold standard for SMBs. Incredibly easy to manage"}, {"id": "mai-20260917-0922-baseline|c112-s5|google-small|Cisco Catalyst SD-WAN/Viptela", "prompt": "c112-s5", "model": "google-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco Catalyst SD-WAN/Viptela", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You should avoid heavy enterprise tools (like Cisco Catalyst SD-WAN/Viptela, VMware SD-WAN/VeloCloud, or Palo Alto Prisma) as they are too expensive and complex."}, {"id": "mai-20260917-0922-baseline|c112-s5|google-small|VMware SD-WAN/VeloCloud", "prompt": "c112-s5", "model": "google-small", "cat": "sd-wan", "variant": "scale", "raw": "VMware SD-WAN/VeloCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "You should avoid heavy enterprise tools (like Cisco Catalyst SD-WAN/Viptela, VMware SD-WAN/VeloCloud, or Palo Alto Prisma)"}, {"id": "mai-20260917-0922-baseline|c112-s5|google-small|Palo Alto Prisma", "prompt": "c112-s5", "model": "google-small", "cat": "sd-wan", "variant": "scale", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "You should avoid heavy enterprise tools (like ... Palo Alto Prisma) as they are too expensive and complex."}, {"id": "mai-20260917-0922-baseline|c112-s5|google-small|Fortinet (FortiGate)", "prompt": "c112-s5", "model": "google-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best-in-class security at a very competitive price. \"Secure SD-WAN\" is built into their firewalls for free."}, {"id": "mai-20260917-0922-baseline|c112-s5|google-small|Cato Networks", "prompt": "c112-s5", "model": "google-small", "cat": "sd-wan", "variant": "scale", "raw": "Cato Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A cloud-native SASE provider. Great if you have a highly distributed or hybrid workforce"}, {"id": "mai-20260917-0922-baseline|c112-s5|google-small|Aruba Instant On", "prompt": "c112-s5", "model": "google-small", "cat": "sd-wan", "variant": "scale", "raw": "Aruba Instant On", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Extremely budget-friendly... *Consideration:* They lack advanced \"true\" SD-WAN features"}, {"id": "mai-20260917-0922-baseline|c112-s5|google-small|Ubiquiti UniFi", "prompt": "c112-s5", "model": "google-small", "cat": "sd-wan", "variant": "scale", "raw": "Ubiquiti UniFi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "They lack advanced \"true\" SD-WAN features (like dynamic path selection based on jitter/latency) and deep security suites"}, {"id": "mai-20260917-0922-baseline|c112-s5|mistral-small|Cisco Viptela", "prompt": "c112-s5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco Viptela", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cisco Viptela | On-prem/cloud | Large enterprises, hybrid WAN"}, {"id": "mai-20260917-0922-baseline|c112-s5|mistral-small|VMware Velocloud", "prompt": "c112-s5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "VMware Velocloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "VMware Velocloud | Cloud-managed | Mid-market, ease of use"}, {"id": "mai-20260917-0922-baseline|c112-s5|mistral-small|Fortinet Secure SD-WAN", "prompt": "c112-s5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fortinet SD-WAN | On-prem/cloud | Security-focused, SMBs"}, {"id": "mai-20260917-0922-baseline|c112-s5|mistral-small|Meraki", "prompt": "c112-s5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "Meraki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Meraki (Cisco) | Cloud-managed | SMBs, distributed teams"}, {"id": "mai-20260917-0922-baseline|c112-s5|mistral-small|Aryaka", "prompt": "c112-s5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "Aryaka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Aryaka | Cloud-managed | Global connectivity, SMBs"}, {"id": "mai-20260917-0922-baseline|c112-s5|mistral-small|Versa Networks", "prompt": "c112-s5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "Versa Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Versa Networks | On-prem/cloud | Cost-sensitive, hybrid WAN"}, {"id": "mai-20260917-0922-baseline|c112-s5|mistral-small|Palo Alto Prisma", "prompt": "c112-s5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Palo Alto Prisma | Cloud-managed | Security-first, SMBs"}, {"id": "mai-20260917-0922-baseline|c112-s5|mistral-small|CloudGenix (Palo)", "prompt": "c112-s5", "model": "mistral-small", "cat": "sd-wan", "variant": "scale", "raw": "CloudGenix (Palo)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CloudGenix (Palo) | Cloud-managed | SMBs, simplicity"}, {"id": "mai-20260917-0922-baseline|c112-s5|moonshot-small|Cisco Meraki", "prompt": "c112-s5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco Meraki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cisco Meraki** – Easy management, strong security integration"}, {"id": "mai-20260917-0922-baseline|c112-s5|moonshot-small|Fortinet", "prompt": "c112-s5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Fortinet** – Security-first approach, good value"}, {"id": "mai-20260917-0922-baseline|c112-s5|moonshot-small|VMware VeloCloud", "prompt": "c112-s5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "VMware VeloCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**VMware VeloCloud** – Strong cloud optimization"}, {"id": "mai-20260917-0922-baseline|c112-s5|moonshot-small|Juniper/Mist", "prompt": "c112-s5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "Juniper/Mist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Juniper/Mist** – AI-driven operations"}, {"id": "mai-20260917-0922-baseline|c112-s5|moonshot-small|Cato Networks", "prompt": "c112-s5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "Cato Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cloud-native options** (Cato Networks, Aryaka) – No hardware required"}, {"id": "mai-20260917-0922-baseline|c112-s5|moonshot-small|Aryaka", "prompt": "c112-s5", "model": "moonshot-small", "cat": "sd-wan", "variant": "scale", "raw": "Aryaka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cloud-native options** (Cato Networks, Aryaka) – No hardware required"}, {"id": "mai-20260917-0922-baseline|c112-s5|xai-small|Cisco", "prompt": "c112-s5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "(Strongest for SMB: Fortinet, Cisco Meraki, VMware VeloCloud per reviews.)"}, {"id": "mai-20260917-0922-baseline|c112-s5|xai-small|Fortinet", "prompt": "c112-s5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "(Strongest for SMB: Fortinet, Cisco Meraki, VMware VeloCloud per reviews.)"}, {"id": "mai-20260917-0922-baseline|c112-s5|xai-small|HPE Aruba", "prompt": "c112-s5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "HPE Aruba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HPE Aruba** | Reliable, performance-optimized. 7x Gartner Leader."}, {"id": "mai-20260917-0922-baseline|c112-s5|xai-small|Palo Alto Prisma", "prompt": "c112-s5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Palo Alto Prisma SD-WAN** | SASE leader, but pricier."}, {"id": "mai-20260917-0922-baseline|c112-s5|xai-small|Broadcom (VMware)", "prompt": "c112-s5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "Broadcom (VMware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**VMware VeloCloud (Broadcom)** | Edge flexibility, SaaS focus."}, {"id": "mai-20260917-0922-baseline|c112-s5|xai-small|Versa", "prompt": "c112-s5", "model": "xai-small", "cat": "sd-wan", "variant": "scale", "raw": "Versa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "2024 Gartner MQ Leaders: Cisco, Fortinet, HPE Aruba, Palo Alto Prisma, Broadcom (VMware), Versa."}, {"id": "mai-20260917-0922-baseline|c112-s6|alibaba-small|VMware SD-WAN (now Broadcom)", "prompt": "c112-s6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware SD-WAN (now Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious:** Broadcom recently acquired VMware. While this hasn't killed the product yet, the ecosystem is currently volatile."}, {"id": "mai-20260917-0922-baseline|c112-s6|alibaba-small|Cisco Viptela (Enterprise Tier)", "prompt": "c112-s6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Viptela (Enterprise Tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These platforms were built for Fortune 500 companies with thousands of branches and dedicated NOC teams."}, {"id": "mai-20260917-0922-baseline|c112-s6|alibaba-small|Nokia SR OS", "prompt": "c112-s6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Nokia SR OS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "They rely on complex command-line interfaces (CLI) and require heavy professional services for installation."}, {"id": "mai-20260917-0922-baseline|c112-s6|alibaba-small|Juniper vMX/NFX", "prompt": "c112-s6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Juniper vMX/NFX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "You are likely paying for advanced routing algorithms you will never use."}, {"id": "mai-20260917-0922-baseline|c112-s6|alibaba-small|Palo Alto Networks (Prisma/SR-X series)", "prompt": "c112-s6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Palo Alto Networks (Prisma/SR-X series)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the cost to simply connect two offices via SD-WAN might be 3x higher using Palo Alto"}, {"id": "mai-20260917-0922-baseline|c112-s6|alibaba-small|Fortinet (Full Feature Set)", "prompt": "c112-s6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet (Full Feature Set)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It is very easy to misconfigure a FortiGate SD-WAN setup, resulting in asymmetric routing issues"}, {"id": "mai-20260917-0922-baseline|c112-s6|alibaba-small|AT&T SD-Branch / AT&T Connect", "prompt": "c112-s6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "AT&T SD-Branch / AT&T Connect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "You lose visibility. You cannot see the dashboard; you cannot change a setting"}, {"id": "mai-20260917-0922-baseline|c112-s6|alibaba-small|Verizon SD-WAN", "prompt": "c112-s6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Verizon SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Carriers love to sell SD-WAN as a \"managed service\" bundled with MPLS."}, {"id": "mai-20260917-0922-baseline|c112-s6|alibaba-small|BT (British Telecom) Managed Solutions", "prompt": "c112-s6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "BT (British Telecom) Managed Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Why to be cautious:** Carriers love to sell SD-WAN as a \"managed service\" bundled with MPLS."}, {"id": "mai-20260917-0922-baseline|c112-s6|alibaba-small|Sophos XG Firewall", "prompt": "c112-s6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Sophos XG Firewall", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "A Better Approach for SMBs:** Look for **\"All-in-One\"** appliances (like **Sophos XG Firewall** or **Ubiquiti UniFi**)"}, {"id": "mai-20260917-0922-baseline|c112-s6|alibaba-small|Ubiquiti UniFi", "prompt": "c112-s6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Ubiquiti UniFi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Look for **\"All-in-One\"** appliances (like **Sophos XG Firewall** or **Ubiquiti UniFi**) that include SD-WAN-like capabilities natively"}, {"id": "mai-20260917-0922-baseline|c112-s6|alibaba-small|Arrk", "prompt": "c112-s6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Arrk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Cloud-Native** providers (like **Arrk**, **Silicon Cloud**, or **Cisco Meraki**) where the complexity is abstracted away"}, {"id": "mai-20260917-0922-baseline|c112-s6|alibaba-small|Silicon Cloud", "prompt": "c112-s6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Silicon Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Cloud-Native** providers (like **Arrk**, **Silicon Cloud**, or **Cisco Meraki**)"}, {"id": "mai-20260917-0922-baseline|c112-s6|alibaba-small|Cisco Meraki", "prompt": "c112-s6", "model": "alibaba-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Meraki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Cloud-Native** providers (like **Arrk**, **Silicon Cloud**, or **Cisco Meraki**) where the complexity is abstracted away by the vendor."}, {"id": "mai-20260917-0922-baseline|c112-s6|anthropic-small|Cisco Meraki", "prompt": "c112-s6", "model": "anthropic-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Meraki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "while major vendors like Cisco Meraki, Fortinet, and Aruba offer strong platforms, many small businesses find more value working with managed service providers (MSPs)"}, {"id": "mai-20260917-0922-baseline|c112-s6|anthropic-small|Fortinet", "prompt": "c112-s6", "model": "anthropic-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "while major vendors like Cisco Meraki, Fortinet, and Aruba offer strong platforms, many small businesses find more value working with managed service providers (MSPs)"}, {"id": "mai-20260917-0922-baseline|c112-s6|anthropic-small|Aruba", "prompt": "c112-s6", "model": "anthropic-small", "cat": "sd-wan", "variant": "negative", "raw": "Aruba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "while major vendors like Cisco Meraki, Fortinet, and Aruba offer strong platforms, many small businesses find more value working with managed service providers (MSPs)"}, {"id": "mai-20260917-0922-baseline|c112-s6|challenger-small|Cisco Catalyst SD-WAN (formerly Viptela)", "prompt": "c112-s6", "model": "challenger-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Catalyst SD-WAN (formerly Viptela)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the clearest examples to avoid *unless you truly need that level of complexity* are **Cisco Catalyst SD-WAN (formerly Viptela)**"}, {"id": "mai-20260917-0922-baseline|c112-s6|challenger-small|VMware VeloCloud / Broadcom", "prompt": "c112-s6", "model": "challenger-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware VeloCloud / Broadcom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "also called out as an enterprise product that is overkill for most SMBs"}, {"id": "mai-20260917-0922-baseline|c112-s6|challenger-small|Cisco Meraki MX", "prompt": "c112-s6", "model": "challenger-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cisco Meraki MX** if you need deep command-line troubleshooting... reported limitations include no CLI access, no BGP support"}, {"id": "mai-20260917-0922-baseline|c112-s6|challenger-small|Fortinet", "prompt": "c112-s6", "model": "challenger-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "favor simpler, cloud-managed or security-integrated options such as **Meraki, Fortinet, SonicWall, or Ubiquiti**"}, {"id": "mai-20260917-0922-baseline|c112-s6|challenger-small|SonicWall", "prompt": "c112-s6", "model": "challenger-small", "cat": "sd-wan", "variant": "negative", "raw": "SonicWall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "favor simpler, cloud-managed or security-integrated options such as **Meraki, Fortinet, SonicWall, or Ubiquiti**"}, {"id": "mai-20260917-0922-baseline|c112-s6|challenger-small|Ubiquiti", "prompt": "c112-s6", "model": "challenger-small", "cat": "sd-wan", "variant": "negative", "raw": "Ubiquiti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "favor simpler, cloud-managed or security-integrated options such as **Meraki, Fortinet, SonicWall, or Ubiquiti**"}, {"id": "mai-20260917-0922-baseline|c112-s6|deepseek-small|AT&T", "prompt": "c112-s6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "AT&T", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Networking professionals consistently warn against buying SD-WAN from your internet service provider. Vendors like **AT&T, Comcast, Verizon, Windstream, Masergy...**"}, {"id": "mai-20260917-0922-baseline|c112-s6|deepseek-small|Comcast", "prompt": "c112-s6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Comcast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "warn against buying SD-WAN from your internet service provider. Vendors like **AT&T, Comcast, Verizon, Windstream, Masergy, and other carrier-managed offerings** carry significant risks"}, {"id": "mai-20260917-0922-baseline|c112-s6|deepseek-small|Verizon", "prompt": "c112-s6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Verizon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Vendors like **AT&T, Comcast, Verizon, Windstream, Masergy, and other carrier-managed offerings** carry significant risks"}, {"id": "mai-20260917-0922-baseline|c112-s6|deepseek-small|Windstream", "prompt": "c112-s6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Windstream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Vendors like **AT&T, Comcast, Verizon, Windstream, Masergy, and other carrier-managed offerings** carry significant risks"}, {"id": "mai-20260917-0922-baseline|c112-s6|deepseek-small|Masergy", "prompt": "c112-s6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Masergy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Vendors like **AT&T, Comcast, Verizon, Windstream, Masergy, and other carrier-managed offerings** carry significant risks"}, {"id": "mai-20260917-0922-baseline|c112-s6|deepseek-small|VMware (now Broadcom) VeloCloud", "prompt": "c112-s6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware (now Broadcom) VeloCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Small businesses have been turned off by the new pricing. It's also a pure networking platform with no built-in security"}, {"id": "mai-20260917-0922-baseline|c112-s6|deepseek-small|Cisco (enterprise Tier 1 platforms)", "prompt": "c112-s6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco (enterprise Tier 1 platforms)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Full enterprise Cisco SD-WAN (Catalyst SD-WAN / Viptela) requires dedicated networking expertise and licensing that's disproportionate for a small deployment."}, {"id": "mai-20260917-0922-baseline|c112-s6|deepseek-small|Cisco Meraki MX", "prompt": "c112-s6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Meraki MX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "reviewers note it's **not a true SD-WAN**, has limited routing flexibility, and its **\"insane\" subscription licensing locks you into the Meraki cloud dashboard**"}, {"id": "mai-20260917-0922-baseline|c112-s6|deepseek-small|Fortinet FortiGate/SD-WAN", "prompt": "c112-s6", "model": "deepseek-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet FortiGate/SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "For a typical small business, **Fortinet** (managed) or a purpose-built SME solution is generally safer than the enterprise-focused players."}, {"id": "mai-20260917-0922-baseline|c112-s6|google-small|Cisco Catalyst SD-WAN (formerly Cisco Viptela)", "prompt": "c112-s6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Catalyst SD-WAN (formerly Cisco Viptela)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You should **avoid Catalyst SD-WAN**."}, {"id": "mai-20260917-0922-baseline|c112-s6|google-small|VMware SD-WAN (formerly VeloCloud)", "prompt": "c112-s6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware SD-WAN (formerly VeloCloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you risk facing massive price hikes upon renewal and losing the local IT support you rely on"}, {"id": "mai-20260917-0922-baseline|c112-s6|google-small|Palo Alto Prisma SD-WAN (formerly CloudGenix)", "prompt": "c112-s6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Palo Alto Prisma SD-WAN (formerly CloudGenix)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the total cost of ownership (TCO) for Prisma SD-WAN is highly impractical"}, {"id": "mai-20260917-0922-baseline|c112-s6|google-small|HPE Aruba EdgeConnect (formerly Silver Peak)", "prompt": "c112-s6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "HPE Aruba EdgeConnect (formerly Silver Peak)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "EdgeConnect was not designed as an \"all-in-one\" branch device"}, {"id": "mai-20260917-0922-baseline|c112-s6|google-small|Versa Secure SD-WAN (Enterprise Edition)", "prompt": "c112-s6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Versa Secure SD-WAN (Enterprise Edition)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The enterprise-level Versa platform is notoriously difficult to configure."}, {"id": "mai-20260917-0922-baseline|c112-s6|google-small|Versa Titan", "prompt": "c112-s6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Versa Titan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "you must make sure you are using **Versa Titan** (their simplified SMB offering)"}, {"id": "mai-20260917-0922-baseline|c112-s6|google-small|pfSense", "prompt": "c112-s6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "pfSense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Why to avoid:** This is a classic case of saving money on CapEx only to lose it on OpEx and downtime."}, {"id": "mai-20260917-0922-baseline|c112-s6|google-small|OPNsense", "prompt": "c112-s6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "OPNsense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Why to avoid:** This is a classic case of saving money on CapEx only to lose it on OpEx and downtime."}, {"id": "mai-20260917-0922-baseline|c112-s6|google-small|Fortinet (FortiGate)", "prompt": "c112-s6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet (FortiGate)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Excellent for SMBs because SD-WAN is built directly into their standard firewalls for free"}, {"id": "mai-20260917-0922-baseline|c112-s6|google-small|Cisco Meraki", "prompt": "c112-s6", "model": "google-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Meraki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Highly valued for its \"single pane of glass\" cloud management dashboard... though licensing can still be on the pricier side"}, {"id": "mai-20260917-0922-baseline|c112-s6|meta-small|Cisco Viptela", "prompt": "c112-s6", "model": "meta-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Viptela", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some SD-WAN vendors, like Cisco Viptela, VMware VeloCloud (now Broadcom), and Fortinet Secure SD-WAN, supply the SD-WAN software platform and edge hardware but do not own or operate any underlying network infrastructure"}, {"id": "mai-20260917-0922-baseline|c112-s6|meta-small|VMware VeloCloud", "prompt": "c112-s6", "model": "meta-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware VeloCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "supply the SD-WAN software platform and edge hardware but do not own or operate any underlying network infrastructure"}, {"id": "mai-20260917-0922-baseline|c112-s6|meta-small|Fortinet Secure SD-WAN", "prompt": "c112-s6", "model": "meta-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Others, like Peplink and Fortinet, provide reliable and budget-friendly alternatives."}, {"id": "mai-20260917-0922-baseline|c112-s6|meta-small|Cisco Meraki", "prompt": "c112-s6", "model": "meta-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Some vendors, like Cisco Meraki, offer cloud-managed, user-friendly SD-WAN platforms that are ideal for SMBs and mid-market organizations."}, {"id": "mai-20260917-0922-baseline|c112-s6|meta-small|Peplink", "prompt": "c112-s6", "model": "meta-small", "cat": "sd-wan", "variant": "negative", "raw": "Peplink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Others, like Peplink and Fortinet, provide reliable and budget-friendly alternatives."}, {"id": "mai-20260917-0922-baseline|c112-s6|minimax-small|Windstream", "prompt": "c112-s6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Windstream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Windstream (described as \"absolute garbage\" and \"Avoid at all costs\")"}, {"id": "mai-20260917-0922-baseline|c112-s6|minimax-small|New Horizon Communications", "prompt": "c112-s6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "New Horizon Communications", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Multiple sources strongly advise avoiding SD-WAN services offered by traditional ISPs."}, {"id": "mai-20260917-0922-baseline|c112-s6|minimax-small|Masergy", "prompt": "c112-s6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Masergy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Multiple sources strongly advise avoiding SD-WAN services offered by traditional ISPs."}, {"id": "mai-20260917-0922-baseline|c112-s6|minimax-small|Spectrotel", "prompt": "c112-s6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Spectrotel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Multiple sources strongly advise avoiding SD-WAN services offered by traditional ISPs."}, {"id": "mai-20260917-0922-baseline|c112-s6|minimax-small|Cisco Viptela", "prompt": "c112-s6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Viptela", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Cisco Viptela** - Enterprise-focused, expensive for small business"}, {"id": "mai-20260917-0922-baseline|c112-s6|minimax-small|VMware VeloCloud (now Broadcom)", "prompt": "c112-s6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware VeloCloud (now Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**VMware VeloCloud (now Broadcom)** - Similar enterprise focus"}, {"id": "mai-20260917-0922-baseline|c112-s6|minimax-small|Silverpeak (now Aruba EdgeConnect)", "prompt": "c112-s6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Silverpeak (now Aruba EdgeConnect)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "While technically excellent, it's overkill for small businesses"}, {"id": "mai-20260917-0922-baseline|c112-s6|minimax-small|Meraki", "prompt": "c112-s6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Meraki", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Meraki** - Good for small business but can get expensive"}, {"id": "mai-20260917-0922-baseline|c112-s6|minimax-small|Peplink", "prompt": "c112-s6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Peplink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Peplink** - Budget-friendly option"}, {"id": "mai-20260917-0922-baseline|c112-s6|minimax-small|Fortinet", "prompt": "c112-s6", "model": "minimax-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Fortinet** - Reliable and cost-effective"}, {"id": "mai-20260917-0922-baseline|c112-s6|mistral-small|Cisco Catalyst SD-WAN (vManage)", "prompt": "c112-s6", "model": "mistral-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Catalyst SD-WAN (vManage)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should avoid or be cautious about SD-WAN platforms designed for large enterprises, such as Cisco Catalyst SD-WAN, Versa Networks, and VMware SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-s6|mistral-small|Fortinet FortiSD-WAN", "prompt": "c112-s6", "model": "mistral-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet FortiSD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it can be overkill and complex for very small businesses or those with minimal networking needs"}, {"id": "mai-20260917-0922-baseline|c112-s6|mistral-small|Cisco Meraki", "prompt": "c112-s6", "model": "mistral-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Meraki", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "frequently cited for high costs and limited customization, which can be a burden for small businesses with tight budgets"}, {"id": "mai-20260917-0922-baseline|c112-s6|mistral-small|Versa Networks", "prompt": "c112-s6", "model": "mistral-small", "cat": "sd-wan", "variant": "negative", "raw": "Versa Networks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "should avoid or be cautious about SD-WAN platforms designed for large enterprises, such as Cisco Catalyst SD-WAN, Versa Networks, and VMware SD-WAN"}, {"id": "mai-20260917-0922-baseline|c112-s6|mistral-small|VMware SD-WAN (VeloCloud)", "prompt": "c112-s6", "model": "mistral-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware SD-WAN (VeloCloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "targeted at larger deployments and may be unnecessarily complex or expensive for small businesses"}, {"id": "mai-20260917-0922-baseline|c112-s6|moonshot-small|Windstream", "prompt": "c112-s6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Windstream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: ISP-Provided/Managed SD-WAN Services**\n\n**Particularly:** Windstream and similar telecom-resold solutions."}, {"id": "mai-20260917-0922-baseline|c112-s6|moonshot-small|Cisco Meraki SD-WAN", "prompt": "c112-s6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Meraki SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be Cautious: Cisco Meraki SD-WAN ... expensive and rigid if your needs grow beyond basic branch connectivity."}, {"id": "mai-20260917-0922-baseline|c112-s6|moonshot-small|VMware VeloCloud (now Broadcom)", "prompt": "c112-s6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware VeloCloud (now Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "VeloCloud is an enterprise-grade solution that often brings complexity disproportionate to small business needs"}, {"id": "mai-20260917-0922-baseline|c112-s6|moonshot-small|Fortinet SD-WAN", "prompt": "c112-s6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet SD-WAN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be Cautious: Fortinet SD-WAN (if you lack Fortinet expertise)"}, {"id": "mai-20260917-0922-baseline|c112-s6|moonshot-small|CATO Networks", "prompt": "c112-s6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "CATO Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be Cautious: CATO Networks (Pricing Transparency)"}, {"id": "mai-20260917-0922-baseline|c112-s6|moonshot-small|TPx", "prompt": "c112-s6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "TPx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Simpler, MSP-focused platforms** like **TPx, Aryaka, or managed offerings from IT service providers"}, {"id": "mai-20260917-0922-baseline|c112-s6|moonshot-small|Aryaka", "prompt": "c112-s6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Aryaka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Simpler, MSP-focused platforms** like **TPx, Aryaka"}, {"id": "mai-20260917-0922-baseline|c112-s6|moonshot-small|SonicWall", "prompt": "c112-s6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "SonicWall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Firewall-integrated options** like **SonicWall, Sophos, or Ubiquiti"}, {"id": "mai-20260917-0922-baseline|c112-s6|moonshot-small|Sophos", "prompt": "c112-s6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Firewall-integrated options** like **SonicWall, Sophos, or Ubiquiti"}, {"id": "mai-20260917-0922-baseline|c112-s6|moonshot-small|Ubiquiti", "prompt": "c112-s6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Ubiquiti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Ubiquiti** (for very small deployments) if you have basic needs and want lower complexity"}, {"id": "mai-20260917-0922-baseline|c112-s6|moonshot-small|Cloudflare One", "prompt": "c112-s6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Cloud-first SASE platforms** like **Cloudflare One, Netskope, or Palo Alto Prisma"}, {"id": "mai-20260917-0922-baseline|c112-s6|moonshot-small|Netskope", "prompt": "c112-s6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Netskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Cloud-first SASE platforms** like **Cloudflare One, Netskope, or Palo Alto Prisma"}, {"id": "mai-20260917-0922-baseline|c112-s6|moonshot-small|Palo Alto Prisma", "prompt": "c112-s6", "model": "moonshot-small", "cat": "sd-wan", "variant": "negative", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Palo Alto Prisma** if your users are cloud-centric"}, {"id": "mai-20260917-0922-baseline|c112-s6|openai-small|Cisco", "prompt": "c112-s6", "model": "openai-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be wary of **Cisco Catalyst SD-WAN, Palo Alto Prisma SD-WAN, Versa, VMware/Broadcom SD-WAN, and other \"full enterprise\" stacks**"}, {"id": "mai-20260917-0922-baseline|c112-s6|openai-small|Fortinet", "prompt": "c112-s6", "model": "openai-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "its vendor list includes products like Cisco, Fortinet, Palo Alto Networks, VMware/Broadcom, Versa, Juniper, HPE, Barracuda, Cradlepoint, Huawei, and Peplink"}, {"id": "mai-20260917-0922-baseline|c112-s6|openai-small|Palo Alto Networks", "prompt": "c112-s6", "model": "openai-small", "cat": "sd-wan", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a recent G2 review of Prisma SD-WAN calls out concerns such as a cloud/hub bias, a learning curve, add-on licensing... potential vendor lock-in with the broader Palo Alto ecosystem"}, {"id": "mai-20260917-0922-baseline|c112-s6|openai-small|VMware/Broadcom", "prompt": "c112-s6", "model": "openai-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware/Broadcom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be wary of ... VMware/Broadcom SD-WAN, and other \"full enterprise\" stacks"}, {"id": "mai-20260917-0922-baseline|c112-s6|openai-small|Versa", "prompt": "c112-s6", "model": "openai-small", "cat": "sd-wan", "variant": "negative", "raw": "Versa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "be wary of **Cisco Catalyst SD-WAN, Palo Alto Prisma SD-WAN, Versa"}, {"id": "mai-20260917-0922-baseline|c112-s6|openai-small|Juniper", "prompt": "c112-s6", "model": "openai-small", "cat": "sd-wan", "variant": "negative", "raw": "Juniper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "vendor list includes products like ... Juniper, HPE, Barracuda, Cradlepoint, Huawei, and Peplink"}, {"id": "mai-20260917-0922-baseline|c112-s6|openai-small|HPE", "prompt": "c112-s6", "model": "openai-small", "cat": "sd-wan", "variant": "negative", "raw": "HPE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "vendor list includes products like ... Juniper, HPE, Barracuda"}, {"id": "mai-20260917-0922-baseline|c112-s6|openai-small|Barracuda", "prompt": "c112-s6", "model": "openai-small", "cat": "sd-wan", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "vendor list includes products like ... Barracuda, Cradlepoint, Huawei, and Peplink"}, {"id": "mai-20260917-0922-baseline|c112-s6|openai-small|Cradlepoint", "prompt": "c112-s6", "model": "openai-small", "cat": "sd-wan", "variant": "negative", "raw": "Cradlepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "vendor list includes products like ... Cradlepoint, Huawei, and Peplink"}, {"id": "mai-20260917-0922-baseline|c112-s6|openai-small|Huawei", "prompt": "c112-s6", "model": "openai-small", "cat": "sd-wan", "variant": "negative", "raw": "Huawei", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "vendor list includes products like ... Huawei, and Peplink"}, {"id": "mai-20260917-0922-baseline|c112-s6|openai-small|Peplink", "prompt": "c112-s6", "model": "openai-small", "cat": "sd-wan", "variant": "negative", "raw": "Peplink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "vendor list includes products like ... Huawei, and Peplink"}, {"id": "mai-20260917-0922-baseline|c112-s6|xai-small|Cisco Viptela (now Catalyst SD-WAN)", "prompt": "c112-s6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Viptela (now Catalyst SD-WAN)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Reddit users advise \"strongly against Viptela\""}, {"id": "mai-20260917-0922-baseline|c112-s6|xai-small|VMware VeloCloud (Broadcom)", "prompt": "c112-s6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "VMware VeloCloud (Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequently called out as complex, overpriced for small deployments"}, {"id": "mai-20260917-0922-baseline|c112-s6|xai-small|Palo Alto Prisma SD-WAN", "prompt": "c112-s6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Palo Alto Prisma SD-WAN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "\"avoid Prisma\""}, {"id": "mai-20260917-0922-baseline|c112-s6|xai-small|Windstream", "prompt": "c112-s6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Windstream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "\"Absolute garbage... avoid at all costs\""}, {"id": "mai-20260917-0922-baseline|c112-s6|xai-small|Peplink", "prompt": "c112-s6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Peplink", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lacking features/security for robust use cases... Not SMB-optimized despite some budget appeal"}, {"id": "mai-20260917-0922-baseline|c112-s6|xai-small|Cradlepoint", "prompt": "c112-s6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Cradlepoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Low-ranked niche vendors... lacking features/security"}, {"id": "mai-20260917-0922-baseline|c112-s6|xai-small|Barracuda", "prompt": "c112-s6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Low-ranked niche vendors... below-average support"}, {"id": "mai-20260917-0922-baseline|c112-s6|xai-small|FatPipe", "prompt": "c112-s6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "FatPipe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Low-ranked niche vendors... lacking features/security"}, {"id": "mai-20260917-0922-baseline|c112-s6|xai-small|Riverbed", "prompt": "c112-s6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Riverbed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Low-ranked niche vendors... lacking features/security"}, {"id": "mai-20260917-0922-baseline|c112-s6|xai-small|Nuage", "prompt": "c112-s6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Nuage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Low-ranked niche vendors... lacking features/security"}, {"id": "mai-20260917-0922-baseline|c112-s6|xai-small|Cisco Meraki", "prompt": "c112-s6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Meraki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Cisco Meraki often praised for value/ease (lower TCO, integrated security)"}, {"id": "mai-20260917-0922-baseline|c112-s6|xai-small|Fortinet Secure SD-WAN", "prompt": "c112-s6", "model": "xai-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet Secure SD-WAN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Better fits for SMBs: Fortinet Secure SD-WAN or Cisco Meraki often praised for value/ease"}, {"id": "mai-20260917-0922-baseline|c112-s6|zai-small|New Horizon Communications", "prompt": "c112-s6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "New Horizon Communications", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Examples of Vendors to Avoid (based on user reports):** **New Horizon Communications, Masergy, Windstream, and Spectrotel** have been cited in user feedback as problematic experiences."}, {"id": "mai-20260917-0922-baseline|c112-s6|zai-small|Masergy", "prompt": "c112-s6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "Masergy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples of Vendors to Avoid (based on user reports): New Horizon Communications, Masergy, Windstream, and Spectrotel"}, {"id": "mai-20260917-0922-baseline|c112-s6|zai-small|Windstream", "prompt": "c112-s6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "Windstream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples of Vendors to Avoid (based on user reports): ... Windstream"}, {"id": "mai-20260917-0922-baseline|c112-s6|zai-small|Spectrotel", "prompt": "c112-s6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "Spectrotel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Examples of Vendors to Avoid (based on user reports): ... Spectrotel"}, {"id": "mai-20260917-0922-baseline|c112-s6|zai-small|Fortinet FortiGate", "prompt": "c112-s6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "Fortinet FortiGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be wary of solutions that rely heavily on Command Line Interface (CLI) configuration (like standard Fortinet FortiGate devices) unless you have a dedicated network engineer on staff."}, {"id": "mai-20260917-0922-baseline|c112-s6|zai-small|Cisco Meraki", "prompt": "c112-s6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "Cisco Meraki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Platforms that offer a \"cookie-cutter\" implementation (e.g., Cisco Meraki, Fortinet, Aruba EdgeConnect)"}, {"id": "mai-20260917-0922-baseline|c112-s6|zai-small|Aruba EdgeConnect", "prompt": "c112-s6", "model": "zai-small", "cat": "sd-wan", "variant": "negative", "raw": "Aruba EdgeConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Platforms that offer a \"cookie-cutter\" implementation (e.g., Cisco Meraki, Fortinet, Aruba EdgeConnect)"}, {"id": "mai-20260917-0922-baseline|c113-l1|alibaba-small|Cloudflare (Enterprise Plan)", "prompt": "c113-l1", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare (Enterprise Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare has rapidly become the standard for modern B2B tech companies."}, {"id": "mai-20260917-0922-baseline|c113-l1|alibaba-small|Akamai (Prolexic / Kona Site Defender)", "prompt": "c113-l1", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai (Prolexic / Kona Site Defender)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Akamai is the premium choice.... Cons: Expensive."}, {"id": "mai-20260917-0922-baseline|c113-l1|alibaba-small|F5 (Advanced WAF / NGINX)", "prompt": "c113-l1", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "F5 (Advanced WAF / NGINX)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Hybrid environments, complex networking, and legacy integration."}, {"id": "mai-20260917-0922-baseline|c113-l1|alibaba-small|AWS WAF", "prompt": "c113-l1", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Companies that live entirely within the Amazon Web Services ecosystem."}, {"id": "mai-20260917-0922-baseline|c113-l1|alibaba-small|Imperva", "prompt": "c113-l1", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Database protection and strict regulatory compliance."}, {"id": "mai-20260917-0922-baseline|c113-l1|anthropic-small|AWS WAF", "prompt": "c113-l1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options in the enterprise space** typically include AWS WAF, Cloudflare, Akamai, F5, Imperva, Fortinet, and Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c113-l1|anthropic-small|Cloudflare", "prompt": "c113-l1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "typically include AWS WAF, Cloudflare, Akamai, F5, Imperva, Fortinet, and Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c113-l1|anthropic-small|Akamai", "prompt": "c113-l1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "typically include AWS WAF, Cloudflare, Akamai, F5, Imperva, Fortinet, and Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c113-l1|anthropic-small|F5", "prompt": "c113-l1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "F5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "typically include AWS WAF, Cloudflare, Akamai, F5, Imperva, Fortinet, and Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c113-l1|anthropic-small|Imperva", "prompt": "c113-l1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "typically include AWS WAF, Cloudflare, Akamai, F5, Imperva, Fortinet, and Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c113-l1|anthropic-small|Fortinet", "prompt": "c113-l1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "typically include AWS WAF, Cloudflare, Akamai, F5, Imperva, Fortinet, and Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c113-l1|anthropic-small|Palo Alto Networks", "prompt": "c113-l1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "typically include AWS WAF, Cloudflare, Akamai, F5, Imperva, Fortinet, and Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c113-l1|challenger-small|Cloudflare WAF", "prompt": "c113-l1", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare WAF** is the best general-purpose choice for most enterprise B2B companies"}, {"id": "mai-20260917-0922-baseline|c113-l1|challenger-small|Akamai", "prompt": "c113-l1", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akamai** and **Imperva** are the most frequently cited enterprise-depth alternatives"}, {"id": "mai-20260917-0922-baseline|c113-l1|challenger-small|Imperva", "prompt": "c113-l1", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **detection accuracy** and organizations that want a compliance-oriented enterprise platform"}, {"id": "mai-20260917-0922-baseline|c113-l1|challenger-small|Radware Cloud WAF", "prompt": "c113-l1", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Radware Cloud WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for enterprises needing **cloud, hybrid, and on-prem coverage** in one managed platform"}, {"id": "mai-20260917-0922-baseline|c113-l1|challenger-small|AWS WAF / Azure WAF", "prompt": "c113-l1", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF / Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best when you are **deeply single-cloud-native**"}, {"id": "mai-20260917-0922-baseline|c113-l1|deepseek-small|Cloudflare", "prompt": "c113-l1", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Cloudflare** if you want the best protection-per-dollar, easiest setup"}, {"id": "mai-20260917-0922-baseline|c113-l1|deepseek-small|Imperva", "prompt": "c113-l1", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Imperva** if you need best-in-class detection accuracy, broad multi-cloud/hybrid coverage"}, {"id": "mai-20260917-0922-baseline|c113-l1|deepseek-small|Akamai", "prompt": "c113-l1", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Akamai** — Best for large-scale/bot-heavy environments"}, {"id": "mai-20260917-0922-baseline|c113-l1|deepseek-small|AWS WAF", "prompt": "c113-l1", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose AWS/Azure WAF** if you're deeply cloud-native and want tight infrastructure integration with low cost."}, {"id": "mai-20260917-0922-baseline|c113-l1|deepseek-small|Azure WAF", "prompt": "c113-l1", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AWS WAF / Azure WAF** — Best if you're already cloud-native"}, {"id": "mai-20260917-0922-baseline|c113-l1|deepseek-small|Fastly's Next-Gen WAF", "prompt": "c113-l1", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Fastly's Next-Gen WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(Akamai, Imperva, and Fastly's Next-Gen WAF are notably strong here.)"}, {"id": "mai-20260917-0922-baseline|c113-l1|google-small|Cloudflare WAAP", "prompt": "c113-l1", "model": "google-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAAP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a **modern, low-maintenance, and reliable cloud edge solution**, run a Proof of Concept (PoC) with **Cloudflare**."}, {"id": "mai-20260917-0922-baseline|c113-l1|google-small|Fastly Next-Gen WAF", "prompt": "c113-l1", "model": "google-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Fastly Next-Gen WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want a **highly customizable, developer-first WAF that won't break client integrations**, run a PoC with **Fastly**."}, {"id": "mai-20260917-0922-baseline|c113-l1|google-small|Akamai App & API Protector", "prompt": "c113-l1", "model": "google-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Akamai is the gold standard... **The Catch:** It is highly expensive, complex to configure"}, {"id": "mai-20260917-0922-baseline|c113-l1|google-small|Imperva (by Thales)", "prompt": "c113-l1", "model": "google-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva (by Thales)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for High-Accuracy, Data Security & Compliance"}, {"id": "mai-20260917-0922-baseline|c113-l1|google-small|F5 Distributed Cloud WAF", "prompt": "c113-l1", "model": "google-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "F5 Distributed Cloud WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Complex Hybrid & Multi-Cloud"}, {"id": "mai-20260917-0922-baseline|c113-l1|meta-small|Cloudflare", "prompt": "c113-l1", "model": "meta-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "one of the top-rated solutions such as Cloudflare, Akamai, or Imperva, depending on the specific needs"}, {"id": "mai-20260917-0922-baseline|c113-l1|meta-small|Akamai", "prompt": "c113-l1", "model": "meta-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Cloudflare, Akamai, or Imperva, depending on the specific needs and requirements"}, {"id": "mai-20260917-0922-baseline|c113-l1|meta-small|Imperva", "prompt": "c113-l1", "model": "meta-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Cloudflare, Akamai, or Imperva, depending on the specific needs and requirements"}, {"id": "mai-20260917-0922-baseline|c113-l1|minimax-small|Akamai", "prompt": "c113-l1", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Akamai**\n- Known for advanced bot management and API protection\n- Excellent for large-scale enterprises with high traffic volumes"}, {"id": "mai-20260917-0922-baseline|c113-l1|minimax-small|Imperva", "prompt": "c113-l1", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Imperva**\n- Comprehensive web application security platform"}, {"id": "mai-20260917-0922-baseline|c113-l1|minimax-small|Fastly Next-Gen WAF", "prompt": "c113-l1", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Fastly Next-Gen WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern, cloud-native approach - Strong API security features"}, {"id": "mai-20260917-0922-baseline|c113-l1|minimax-small|Radware Cloud WAF", "prompt": "c113-l1", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Radware Cloud WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fully managed service - High rating (4.6/5) in enterprise category"}, {"id": "mai-20260917-0922-baseline|c113-l1|minimax-small|Open-appsec / CloudGuard", "prompt": "c113-l1", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Open-appsec / CloudGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Recently achieved high accuracy scores (99%+ in testing)"}, {"id": "mai-20260917-0922-baseline|c113-l1|mistral-small|Cloudflare", "prompt": "c113-l1", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For a balance of performance, cost, and ease of deployment, **Cloudflare** is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c113-l1|mistral-small|Imperva", "prompt": "c113-l1", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Akamai** or **Imperva** are top choices"}, {"id": "mai-20260917-0922-baseline|c113-l1|mistral-small|Akamai", "prompt": "c113-l1", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your B2B enterprise requires robust API protection and handles large-scale traffic, **Akamai** or **Imperva** are top choices."}, {"id": "mai-20260917-0922-baseline|c113-l1|moonshot-small|Cloudflare WAF", "prompt": "c113-l1", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, I'd recommend evaluating **Cloudflare** or **Akamai** first"}, {"id": "mai-20260917-0922-baseline|c113-l1|moonshot-small|Akamai App & API Protector", "prompt": "c113-l1", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprise B2B companies, I'd recommend evaluating **Cloudflare** or **Akamai** first"}, {"id": "mai-20260917-0922-baseline|c113-l1|moonshot-small|Imperva Cloud WAF", "prompt": "c113-l1", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva Cloud WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Imperva** if you require: Highest security accuracy scores and hybrid deployment flexibility"}, {"id": "mai-20260917-0922-baseline|c113-l1|moonshot-small|F5 BIG-IP Advanced WAF", "prompt": "c113-l1", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "F5 BIG-IP Advanced WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Complex Environments"}, {"id": "mai-20260917-0922-baseline|c113-l1|moonshot-small|AWS WAF", "prompt": "c113-l1", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for AWS-Native Stacks"}, {"id": "mai-20260917-0922-baseline|c113-l1|openai-small|Cloudflare WAF / WAAP", "prompt": "c113-l1", "model": "openai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF / WAAP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around enterprise option:** **Cloudflare WAF / WAAP**"}, {"id": "mai-20260917-0922-baseline|c113-l1|openai-small|F5 Distributed Cloud WAF", "prompt": "c113-l1", "model": "openai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "F5 Distributed Cloud WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for multi-cloud / hybrid enterprise setups:** **F5 Distributed Cloud WAF**"}, {"id": "mai-20260917-0922-baseline|c113-l1|openai-small|AWS WAF", "prompt": "c113-l1", "model": "openai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you are deep in AWS:** **AWS WAF**"}, {"id": "mai-20260917-0922-baseline|c113-l1|openai-small|Azure WAF", "prompt": "c113-l1", "model": "openai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you are deep in Azure:** **Azure WAF**"}, {"id": "mai-20260917-0922-baseline|c113-l1|xai-small|Imperva Cloud WAF", "prompt": "c113-l1", "model": "xai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva Cloud WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Imperva Cloud WAF** (often top for enterprise depth and accuracy)"}, {"id": "mai-20260917-0922-baseline|c113-l1|xai-small|Akamai App & API Protector", "prompt": "c113-l1", "model": "xai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strengths: Edge-scale performance for high-traffic sites, integrated DDoS/bot defense, top scores in strategy and L7 DDoS"}, {"id": "mai-20260917-0922-baseline|c113-l1|xai-small|Cloudflare WAF", "prompt": "c113-l1", "model": "xai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value/protection-per-dollar, easy deployment... frequently #1 overall in reviews"}, {"id": "mai-20260917-0922-baseline|c113-l1|xai-small|F5 BIG-IP Advanced WAF / Distributed Cloud", "prompt": "c113-l1", "model": "xai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "F5 BIG-IP Advanced WAF / Distributed Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Hybrid/mission-critical apps | Strong Performer (Forrester)"}, {"id": "mai-20260917-0922-baseline|c113-l1|xai-small|AWS WAF", "prompt": "c113-l1", "model": "xai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS-native B2B stacks | Cloud-native economics"}, {"id": "mai-20260917-0922-baseline|c113-l1|xai-small|Fortinet FortiWeb", "prompt": "c113-l1", "model": "xai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fortinet ecosystems, ML-based detection | Leader in SecureIQLab WAAP"}, {"id": "mai-20260917-0922-baseline|c113-l1|xai-small|Radware Cloud WAF", "prompt": "c113-l1", "model": "xai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Radware Cloud WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Flexible hybrid | Overall Leader (KuppingerCole 2024)"}, {"id": "mai-20260917-0922-baseline|c113-l1|zai-small|Imperva Cloud WAAP", "prompt": "c113-l1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva Cloud WAAP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For compliance‑heavy, regulated B2B workloads → Imperva Cloud WAAP is often the go‑to choice due to its high detection accuracy"}, {"id": "mai-20260917-0922-baseline|c113-l1|zai-small|Akamai App & API Protector", "prompt": "c113-l1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For high‑traffic, API‑intensive B2B platforms → Akamai App & API Protector offers the most advanced bot and API defenses"}, {"id": "mai-20260917-0922-baseline|c113-l1|zai-small|Cloudflare WAF", "prompt": "c113-l1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For organizations seeking the best value and fast deployment → Cloudflare WAF provides a balance of protection, performance, and cost"}, {"id": "mai-20260917-0922-baseline|c113-l1|zai-small|AWS WAF", "prompt": "c113-l1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For AWS‑centric B2B environments → AWS WAF delivers native integration and pay‑as‑you‑go economics."}, {"id": "mai-20260917-0922-baseline|c113-l1|zai-small|F5 BIG‑IP Advanced WAF", "prompt": "c113-l1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "F5 BIG‑IP Advanced WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For on‑prem or hybrid infrastructures with deep legacy integration → F5 BIG‑IP Advanced WAF"}, {"id": "mai-20260917-0922-baseline|c113-l1|zai-small|Fortinet FortiWeb", "prompt": "c113-l1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fortinet FortiWeb are solid choices, depending on your existing stack."}, {"id": "mai-20260917-0922-baseline|c113-l1|zai-small|Barracuda WAF", "prompt": "c113-l1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Barracuda WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "May have fewer advanced features than Akamai or Imperva"}, {"id": "mai-20260917-0922-baseline|c113-l1|zai-small|Fastly Next‑Gen WAF", "prompt": "c113-l1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Fastly Next‑Gen WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for organizations already using Fastly; may require additional tooling for full enterprise reporting."}, {"id": "mai-20260917-0922-baseline|c113-l1|zai-small|Google Cloud Armor", "prompt": "c113-l1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Ideal for GCP‑centric B2B environments."}, {"id": "mai-20260917-0922-baseline|c113-l2|alibaba-small|Cloudflare", "prompt": "c113-l2", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is currently the market leader in WAAP for many mid-to-large enterprises because it combines ease of use with massive global scale."}, {"id": "mai-20260917-0922-baseline|c113-l2|alibaba-small|Akamai", "prompt": "c113-l2", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Akamai is the gold standard... They can be expensive and are known for having a steep learning curve."}, {"id": "mai-20260917-0922-baseline|c113-l2|alibaba-small|Radware", "prompt": "c113-l2", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Radware has gained significant traction specifically for its **Bot Defense** module."}, {"id": "mai-20260917-0922-baseline|c113-l2|alibaba-small|AWS WAF + Shield Advanced", "prompt": "c113-l2", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF + Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS WAF + Shield Advanced:** If you host your apps on AWS."}, {"id": "mai-20260917-0922-baseline|c113-l2|alibaba-small|Azure Front Door + WAF", "prompt": "c113-l2", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Azure Front Door + WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Azure Front Door + WAF:** If you are heavily invested in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c113-l2|anthropic-small|Akamai", "prompt": "c113-l2", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Akamai is recommended as the best option for the highest-traffic enterprise, offering edge scale plus market-leading bot defense"}, {"id": "mai-20260917-0922-baseline|c113-l2|anthropic-small|Imperva", "prompt": "c113-l2", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Imperva is recommended as the best for detection accuracy and serves as the compliance-grade WAF benchmark"}, {"id": "mai-20260917-0922-baseline|c113-l2|anthropic-small|Cloudflare", "prompt": "c113-l2", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloudflare delivers WAAP from a globally distributed programmable network, with strong developer experience"}, {"id": "mai-20260917-0922-baseline|c113-l2|anthropic-small|AWS WAF", "prompt": "c113-l2", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS WAF is a cloud-native WAF service that helps protect web applications and APIs against common web exploits"}, {"id": "mai-20260917-0922-baseline|c113-l2|challenger-small|Akamai App & API Protector", "prompt": "c113-l2", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would pick **Akamai** for maximum enterprise-grade protection"}, {"id": "mai-20260917-0922-baseline|c113-l2|challenger-small|Cloudflare WAF", "prompt": "c113-l2", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare WAF** is the best overall alternative"}, {"id": "mai-20260917-0922-baseline|c113-l2|challenger-small|Imperva", "prompt": "c113-l2", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Imperva** if your top priority is **detection accuracy and enterprise depth**"}, {"id": "mai-20260917-0922-baseline|c113-l2|challenger-small|AWS WAF", "prompt": "c113-l2", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "only if you are primarily **AWS-native**... better suited to cloud-environment fit than as the strongest standalone enterprise recommendation"}, {"id": "mai-20260917-0922-baseline|c113-l2|deepseek-small|Cloudflare", "prompt": "c113-l2", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies, **Cloudflare Enterprise** offers the best balance of protection, cost, and ease of deployment"}, {"id": "mai-20260917-0922-baseline|c113-l2|deepseek-small|Akamai App & API Protector", "prompt": "c113-l2", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: Cloudflare (Enterprise WAF + Bot Management) or Akamai App & API Protector"}, {"id": "mai-20260917-0922-baseline|c113-l2|deepseek-small|Imperva", "prompt": "c113-l2", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Imperva** — If you're a heavily regulated B2B company ... where detection accuracy and compliance-grade controls matter most"}, {"id": "mai-20260917-0922-baseline|c113-l2|deepseek-small|AWS WAF", "prompt": "c113-l2", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pay-as-you-go, but bot control sold separately (less turnkey)"}, {"id": "mai-20260917-0922-baseline|c113-l2|deepseek-small|F5 Distributed Cloud Bot Defense", "prompt": "c113-l2", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "F5 Distributed Cloud Bot Defense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Hybrid/multi-cloud estates already on F5 | Platform-native integration across on-prem and cloud"}, {"id": "mai-20260917-0922-baseline|c113-l2|google-small|Cloudflare", "prompt": "c113-l2", "model": "google-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare (Enterprise Tier)** is the most well-rounded and future-proof recommendation"}, {"id": "mai-20260917-0922-baseline|c113-l2|google-small|Akamai", "prompt": "c113-l2", "model": "google-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akamai** remains the premier choice for absolute control"}, {"id": "mai-20260917-0922-baseline|c113-l2|google-small|AWS WAF", "prompt": "c113-l2", "model": "google-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you already use a cloud WAF (like AWS WAF, Azure WAF, or Fastly)"}, {"id": "mai-20260917-0922-baseline|c113-l2|google-small|Azure WAF", "prompt": "c113-l2", "model": "google-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Azure WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you already use a cloud WAF (like AWS WAF, Azure WAF, or Fastly)"}, {"id": "mai-20260917-0922-baseline|c113-l2|google-small|Fastly", "prompt": "c113-l2", "model": "google-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you already use a cloud WAF (like AWS WAF, Azure WAF, or Fastly)"}, {"id": "mai-20260917-0922-baseline|c113-l2|google-small|DataDome", "prompt": "c113-l2", "model": "google-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "DataDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Extremely accurate, low-latency, AI-driven bot protection with a massive focus on API and mobile app security"}, {"id": "mai-20260917-0922-baseline|c113-l2|google-small|HUMAN Security (formerly White Ops)", "prompt": "c113-l2", "model": "google-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "HUMAN Security (formerly White Ops)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "HUMAN is the industry leader in determining whether a user is a real human"}, {"id": "mai-20260917-0922-baseline|c113-l2|google-small|F5 Distributed Cloud", "prompt": "c113-l2", "model": "google-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "F5 Distributed Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Akamai** or **F5 Distributed Cloud** | Enterprise-grade customizability and deep threat analytics."}, {"id": "mai-20260917-0922-baseline|c113-l2|meta-small|Cloudflare's Web Security Platform", "prompt": "c113-l2", "model": "meta-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare's Web Security Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloudflare's Web Security Platform - offers a unified security platform that includes WAF, DDoS protection, and bot management."}, {"id": "mai-20260917-0922-baseline|c113-l2|meta-small|Cisco's Advanced WAF and Bot Protection", "prompt": "c113-l2", "model": "meta-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cisco's Advanced WAF and Bot Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cisco's Advanced WAF and Bot Protection - provides advanced WAF and bot management solutions"}, {"id": "mai-20260917-0922-baseline|c113-l2|meta-small|Akamai's Bot Manager", "prompt": "c113-l2", "model": "meta-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai's Bot Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Akamai's Bot Manager - effectively detects bot traffic and mitigates malicious bots at the edge"}, {"id": "mai-20260917-0922-baseline|c113-l2|meta-small|Imperva's Advanced Bot Protection", "prompt": "c113-l2", "model": "meta-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva's Advanced Bot Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Imperva's Advanced Bot Protection - protects from all OWASP Automated Threats"}, {"id": "mai-20260917-0922-baseline|c113-l2|meta-small|AWS WAF Bot Control", "prompt": "c113-l2", "model": "meta-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF Bot Control", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS WAF Bot Control - allows you to monitor, block, or rate limit bots"}, {"id": "mai-20260917-0922-baseline|c113-l2|minimax-small|Akamai", "prompt": "c113-l2", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would specifically recommend **Akamai** or **Imperva**"}, {"id": "mai-20260917-0922-baseline|c113-l2|minimax-small|Imperva", "prompt": "c113-l2", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would specifically recommend **Akamai** or **Imperva**"}, {"id": "mai-20260917-0922-baseline|c113-l2|minimax-small|Cloudflare", "prompt": "c113-l2", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cloudflare** offers excellent enterprise features at more accessible price points, making it a strong alternative"}, {"id": "mai-20260917-0922-baseline|c113-l2|minimax-small|F5", "prompt": "c113-l2", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "F5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**F5** (Specialized enterprise solution) - Strong enterprise focus with advanced capabilities"}, {"id": "mai-20260917-0922-baseline|c113-l2|mistral-small|Akamai App & API Protector", "prompt": "c113-l2", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Akamai App & API Protector** stands out as a top recommendation"}, {"id": "mai-20260917-0922-baseline|c113-l2|mistral-small|Cisco Secure WAF", "prompt": "c113-l2", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cisco Secure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **Cisco Secure WAF**"}, {"id": "mai-20260917-0922-baseline|c113-l2|mistral-small|Indusface AppTrana", "prompt": "c113-l2", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Indusface AppTrana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Indusface AppTrana** for enterprises with complex, hybrid environments"}, {"id": "mai-20260917-0922-baseline|c113-l2|moonshot-small|Cloudflare Enterprise", "prompt": "c113-l2", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### For Most Large B2B Companies: **Cloudflare Enterprise**"}, {"id": "mai-20260917-0922-baseline|c113-l2|moonshot-small|Akamai App & API Protector", "prompt": "c113-l2", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: **Cloudflare Enterprise** or **Akamai App & API Protector**"}, {"id": "mai-20260917-0922-baseline|c113-l2|moonshot-small|AWS WAF + AWS Bot Control", "prompt": "c113-l2", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF + AWS Bot Control", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AWS WAF can become expensive at high request volumes"}, {"id": "mai-20260917-0922-baseline|c113-l2|moonshot-small|Imperva (now Thales)", "prompt": "c113-l2", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva (now Thales)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hybrid on-prem + cloud** | Imperva (now Thales) or F5 Distributed Cloud"}, {"id": "mai-20260917-0922-baseline|c113-l2|moonshot-small|F5 Distributed Cloud", "prompt": "c113-l2", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "F5 Distributed Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Hybrid on-prem + cloud** | Imperva (now Thales) or F5 Distributed Cloud"}, {"id": "mai-20260917-0922-baseline|c113-l2|moonshot-small|Fastly Next-Gen WAF", "prompt": "c113-l2", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Fastly Next-Gen WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Developer-first/DevOps integration** | Fastly Next-Gen WAF"}, {"id": "mai-20260917-0922-baseline|c113-l2|openai-small|Akamai Kona Site Defender + Akamai Bot Manager", "prompt": "c113-l2", "model": "openai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai Kona Site Defender + Akamai Bot Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall enterprise choice: Akamai Kona Site Defender + Akamai Bot Manager"}, {"id": "mai-20260917-0922-baseline|c113-l2|openai-small|Cloudflare WAF + Bot Management", "prompt": "c113-l2", "model": "openai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare WAF + Bot Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cloudflare for most enterprises that want fast deployment and a strong all-in-one edge/WAF/bot platform."}, {"id": "mai-20260917-0922-baseline|c113-l2|openai-small|AWS WAF + AWS WAF Bot Control", "prompt": "c113-l2", "model": "openai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF + AWS WAF Bot Control", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're heavily on AWS: AWS WAF + AWS WAF Bot Control"}, {"id": "mai-20260917-0922-baseline|c113-l2|openai-small|F5 Distributed Cloud WAAP + Bot Defense", "prompt": "c113-l2", "model": "openai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "F5 Distributed Cloud WAAP + Bot Defense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want a strong hybrid/enterprise security stack and already use F5"}, {"id": "mai-20260917-0922-baseline|c113-l2|xai-small|Akamai App & API Protector", "prompt": "c113-l2", "model": "xai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Akamai App & API Protector as the top choice for integrated WAF and bot protection."}, {"id": "mai-20260917-0922-baseline|c113-l2|xai-small|Cloudflare", "prompt": "c113-l2", "model": "xai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare (Strong Runner-Up)**: If budget/cost-efficiency matters or you want quick setup/global CDN perks."}, {"id": "mai-20260917-0922-baseline|c113-l2|xai-small|Imperva", "prompt": "c113-l2", "model": "xai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Imperva**: If heavy compliance (e.g., PCI-DSS) or on-prem/hybrid needs."}, {"id": "mai-20260917-0922-baseline|c113-l2|xai-small|AWS WAF", "prompt": "c113-l2", "model": "xai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Integrates if you're all-in on AWS; weaker standalone bot"}, {"id": "mai-20260917-0922-baseline|c113-l2|zai-small|Akamaya App & API Protector", "prompt": "c113-l2", "model": "zai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamaya App & API Protector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Akamaya App & API Protector** as the primary choice"}, {"id": "mai-20260917-0922-baseline|c113-l2|zai-small|Imperva", "prompt": "c113-l2", "model": "zai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Imperva** as a strong alternative if you need deep hybrid-multi-cloud flexibility"}, {"id": "mai-20260917-0922-baseline|c113-l2|zai-small|F5 Advanced WAF", "prompt": "c113-l2", "model": "zai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "F5 Advanced WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**F5 Advanced WAF** if your environment is dominated by on-premises data centers"}, {"id": "mai-20260917-0922-baseline|c113-l3|alibaba-small|F5 (BIG-IP / NGINX App Protect)", "prompt": "c113-l3", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 (BIG-IP / NGINX App Protect)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "F5 is widely considered the gold standard for enterprises requiring total control."}, {"id": "mai-20260917-0922-baseline|c113-l3|alibaba-small|Imperva (SecureSphere / Cloud WAF)", "prompt": "c113-l3", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva (SecureSphere / Cloud WAF)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Imperva is often cited alongside F5 but leans heavier into the \"Managed Service\" aspect."}, {"id": "mai-20260917-0922-baseline|c113-l3|alibaba-small|Cloudflare", "prompt": "c113-l3", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Cloudflare if you want a modern, developer-friendly stack that is easy to spin up"}, {"id": "mai-20260917-0922-baseline|c113-l3|alibaba-small|Akamai", "prompt": "c113-l3", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your application serves users globally at a massive scale (e.g., banking, healthcare), Akamai is often the choice."}, {"id": "mai-20260917-0922-baseline|c113-l3|alibaba-small|AWS WAF", "prompt": "c113-l3", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose AWS WAF if you are already locked into the AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c113-l3|anthropic-small|Cloudflare", "prompt": "c113-l3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare leads the WAF field on protection-per-dollar and attack visibility"}, {"id": "mai-20260917-0922-baseline|c113-l3|anthropic-small|Akamai", "prompt": "c113-l3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Akamai and Imperva holding the enterprise depth tier"}, {"id": "mai-20260917-0922-baseline|c113-l3|anthropic-small|Imperva", "prompt": "c113-l3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Imperva's WAF delivers enterprise-grade protection with highly accurate blocking"}, {"id": "mai-20260917-0922-baseline|c113-l3|anthropic-small|AWS WAF", "prompt": "c113-l3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS WAF owning cloud-native economics"}, {"id": "mai-20260917-0922-baseline|c113-l3|anthropic-small|Fortinet FortiWeb", "prompt": "c113-l3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "FortiWeb wins its ecosystem niche and is noted for ML-based protection"}, {"id": "mai-20260917-0922-baseline|c113-l3|anthropic-small|Barracuda", "prompt": "c113-l3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Barracuda, Radware, and Fastly win their mid-market, DDoS-coupled, and DevOps niches respectively"}, {"id": "mai-20260917-0922-baseline|c113-l3|anthropic-small|Radware", "prompt": "c113-l3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Barracuda, Radware, and Fastly win their mid-market, DDoS-coupled, and DevOps niches respectively"}, {"id": "mai-20260917-0922-baseline|c113-l3|anthropic-small|Fastly", "prompt": "c113-l3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Barracuda, Radware, and Fastly win their mid-market, DDoS-coupled, and DevOps niches respectively"}, {"id": "mai-20260917-0922-baseline|c113-l3|anthropic-small|F5", "prompt": "c113-l3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "with Cloudflare, Akamai, Imperva, F5, and Fastly leading here"}, {"id": "mai-20260917-0922-baseline|c113-l3|challenger-small|Cloudflare", "prompt": "c113-l3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloudflare and Akamai are strongest when you want edge-delivered protection with minimal operational overhead."}, {"id": "mai-20260917-0922-baseline|c113-l3|challenger-small|Akamai", "prompt": "c113-l3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Akamai App & API Protector | Very high-traffic digital properties"}, {"id": "mai-20260917-0922-baseline|c113-l3|challenger-small|Imperva", "prompt": "c113-l3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Imperva is often chosen when teams care most about accuracy, compliance, and hybrid coverage."}, {"id": "mai-20260917-0922-baseline|c113-l3|challenger-small|F5 Advanced WAF", "prompt": "c113-l3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 Advanced WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "F5 is the choice for teams that want maximum control and tuning"}, {"id": "mai-20260917-0922-baseline|c113-l3|challenger-small|AWS WAF", "prompt": "c113-l3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tight AWS integration and pay-as-you-go economics; best when your stack is already on AWS."}, {"id": "mai-20260917-0922-baseline|c113-l3|challenger-small|Azure WAF", "prompt": "c113-l3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Azure WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best fit for Azure-standardized environments and native Azure integration."}, {"id": "mai-20260917-0922-baseline|c113-l3|challenger-small|Radware Cloud WAF", "prompt": "c113-l3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Radware Cloud WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Flexible deployment across cloud, on-prem, and Kubernetes, with emphasis on adaptive protection."}, {"id": "mai-20260917-0922-baseline|c113-l3|challenger-small|Fortinet FortiWeb", "prompt": "c113-l3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fits the Security Fabric and uses ML-based anomaly detection."}, {"id": "mai-20260917-0922-baseline|c113-l3|deepseek-small|Cloudflare WAF", "prompt": "c113-l3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick Cloudflare** for the best protection-per-dollar and fastest deployment across most use cases."}, {"id": "mai-20260917-0922-baseline|c113-l3|deepseek-small|Akamai App & API Protector", "prompt": "c113-l3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick Akamai** if you operate a very high-traffic global web property with large API exposure"}, {"id": "mai-20260917-0922-baseline|c113-l3|deepseek-small|Imperva Cloud WAF / WAF Gateway", "prompt": "c113-l3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva Cloud WAF / WAF Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Imperva** if you're in a strictly regulated or audit-heavy industry"}, {"id": "mai-20260917-0922-baseline|c113-l3|deepseek-small|F5 BIG-IP Advanced WAF", "prompt": "c113-l3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 BIG-IP Advanced WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deep, mature enterprise security, strong in SecureIQLab Leader category"}, {"id": "mai-20260917-0922-baseline|c113-l3|deepseek-small|AWS WAF", "prompt": "c113-l3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pick AWS/Azure/GCP WAF** if you want native integration and IaC within a single cloud stack"}, {"id": "mai-20260917-0922-baseline|c113-l3|deepseek-small|Microsoft Azure WAF", "prompt": "c113-l3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Microsoft Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Azure-native Microsoft enterprise environments"}, {"id": "mai-20260917-0922-baseline|c113-l3|deepseek-small|Google Cloud Armor", "prompt": "c113-l3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** GCP-native deployments"}, {"id": "mai-20260917-0922-baseline|c113-l3|deepseek-small|Fastly Next-Gen WAF (Signal Sciences)", "prompt": "c113-l3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fastly Next-Gen WAF (Signal Sciences)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Pick Fastly** if your team is developer-led and API-centric"}, {"id": "mai-20260917-0922-baseline|c113-l3|deepseek-small|Fortinet FortiWeb", "prompt": "c113-l3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Organizations with established Fortinet Security Fabric estates; ML-based detection"}, {"id": "mai-20260917-0922-baseline|c113-l3|deepseek-small|Radware Cloud WAF", "prompt": "c113-l3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Radware Cloud WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** Flexible hybrid deployments (cloud, on-prem, Kubernetes)"}, {"id": "mai-20260917-0922-baseline|c113-l3|google-small|Imperva WAF & API Security (by Thales)", "prompt": "c113-l3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva WAF & API Security (by Thales)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is often regarded as the gold standard for pure security efficacy and compliance."}, {"id": "mai-20260917-0922-baseline|c113-l3|google-small|Cloudflare WAAP (Cloudflare WAF)", "prompt": "c113-l3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAAP (Cloudflare WAF)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Cloudflare** or **Akamai** if you have heavy public-facing web traffic"}, {"id": "mai-20260917-0922-baseline|c113-l3|google-small|Akamai App & API Protector", "prompt": "c113-l3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "designed for sheer scale, robustness, and heavy enterprise architecture"}, {"id": "mai-20260917-0922-baseline|c113-l3|google-small|F5 Distributed Cloud WAAP (BIG-IP / Advanced WAF)", "prompt": "c113-l3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 Distributed Cloud WAAP (BIG-IP / Advanced WAF)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Imperva** or **F5** if your organization is heavily audited, requires rigid compliance certifications"}, {"id": "mai-20260917-0922-baseline|c113-l3|google-small|Fastly Next-Gen WAF (powered by Signal Sciences)", "prompt": "c113-l3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fastly Next-Gen WAF (powered by Signal Sciences)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Fastly** if you are developer-first, deploy frequently using CI/CD pipelines"}, {"id": "mai-20260917-0922-baseline|c113-l3|google-small|AWS WAF", "prompt": "c113-l3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For:** Organizations fully built inside AWS/Azure seeking straightforward, cost-effective baseline security"}, {"id": "mai-20260917-0922-baseline|c113-l3|google-small|Azure WAF", "prompt": "c113-l3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Native Integration:** Deploys seamlessly into Application Load Balancers (ALBs), API Gateways, and CloudFront (or Azure Front Door)"}, {"id": "mai-20260917-0922-baseline|c113-l3|meta-small|Akamai App & API Protector", "prompt": "c113-l3", "model": "meta-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The search results provide a list of top WAFs, including Akamai App & API Protector"}, {"id": "mai-20260917-0922-baseline|c113-l3|meta-small|Cloudflare Web Application Firewall", "prompt": "c113-l3", "model": "meta-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare Web Application Firewall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloudflare Web Application Firewall, Imperva Web Application Firewall"}, {"id": "mai-20260917-0922-baseline|c113-l3|meta-small|Imperva Web Application Firewall", "prompt": "c113-l3", "model": "meta-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva Web Application Firewall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Imperva Web Application Firewall, AWS WAF"}, {"id": "mai-20260917-0922-baseline|c113-l3|meta-small|AWS WAF", "prompt": "c113-l3", "model": "meta-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AWS WAF, F5 BIG-IP Advanced WAF"}, {"id": "mai-20260917-0922-baseline|c113-l3|meta-small|F5 BIG-IP Advanced WAF", "prompt": "c113-l3", "model": "meta-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 BIG-IP Advanced WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "F5 BIG-IP Advanced WAF, Fastly Next-Gen WAF"}, {"id": "mai-20260917-0922-baseline|c113-l3|meta-small|Fastly Next-Gen WAF", "prompt": "c113-l3", "model": "meta-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fastly Next-Gen WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fastly Next-Gen WAF, and Radware Cloud WAF"}, {"id": "mai-20260917-0922-baseline|c113-l3|meta-small|Radware Cloud WAF", "prompt": "c113-l3", "model": "meta-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Radware Cloud WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "and Radware Cloud WAF"}, {"id": "mai-20260917-0922-baseline|c113-l3|minimax-small|Cloudflare WAF", "prompt": "c113-l3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Overall value and protection-per-dollar ... **Cloudflare** for value"}, {"id": "mai-20260917-0922-baseline|c113-l3|minimax-small|Akamai App & API Protector", "prompt": "c113-l3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akamai** for scale"}, {"id": "mai-20260917-0922-baseline|c113-l3|minimax-small|Imperva WAF", "prompt": "c113-l3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Imperva** for accuracy/compliance"}, {"id": "mai-20260917-0922-baseline|c113-l3|minimax-small|AWS WAF", "prompt": "c113-l3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS WAF** for cloud-native deployments"}, {"id": "mai-20260917-0922-baseline|c113-l3|minimax-small|Fortinet FortiWeb", "prompt": "c113-l3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Organizations with existing Fortinet infrastructure"}, {"id": "mai-20260917-0922-baseline|c113-l3|minimax-small|Microsoft Azure WAF", "prompt": "c113-l3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Microsoft Azure WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Azure environments"}, {"id": "mai-20260917-0922-baseline|c113-l3|mistral-small|Imperva (formerly Incapsula)", "prompt": "c113-l3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva (formerly Incapsula)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Imperva is often considered the benchmark for enterprise WAFs, especially for organizations with strict compliance requirements."}, {"id": "mai-20260917-0922-baseline|c113-l3|mistral-small|Cloudflare Web Application Firewall", "prompt": "c113-l3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare Web Application Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For global reach and ease: Cloudflare."}, {"id": "mai-20260917-0922-baseline|c113-l3|mistral-small|Akamai (Kona Site Defender)", "prompt": "c113-l3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai (Kona Site Defender)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For high-traffic, high-stakes: Akamai."}, {"id": "mai-20260917-0922-baseline|c113-l3|mistral-small|F5 BIG-IP Advanced WAF (formerly ASM)", "prompt": "c113-l3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 BIG-IP Advanced WAF (formerly ASM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For custom, complex apps: F5 BIG-IP."}, {"id": "mai-20260917-0922-baseline|c113-l3|mistral-small|Fastly Next-Gen WAF (Signal Sciences)", "prompt": "c113-l3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fastly Next-Gen WAF (Signal Sciences)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For DevOps teams: Fastly."}, {"id": "mai-20260917-0922-baseline|c113-l3|mistral-small|open-appsec / CloudGuard WAF", "prompt": "c113-l3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "open-appsec / CloudGuard WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For compliance and accuracy: Imperva or open-appsec."}, {"id": "mai-20260917-0922-baseline|c113-l3|moonshot-small|Cloudflare", "prompt": "c113-l3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare WAF** | Best overall value; cloud-first orgs"}, {"id": "mai-20260917-0922-baseline|c113-l3|moonshot-small|Akamai", "prompt": "c113-l3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Global scale & bot defense** | Akamai"}, {"id": "mai-20260917-0922-baseline|c113-l3|moonshot-small|Imperva", "prompt": "c113-l3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Detection accuracy & compliance** | Imperva"}, {"id": "mai-20260917-0922-baseline|c113-l3|moonshot-small|F5", "prompt": "c113-l3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hybrid/on-prem legacy + cloud** | F5 or Fortinet"}, {"id": "mai-20260917-0922-baseline|c113-l3|moonshot-small|AWS WAF", "prompt": "c113-l3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AWS-native architecture** | AWS WAF"}, {"id": "mai-20260917-0922-baseline|c113-l3|moonshot-small|Fortinet FortiWeb", "prompt": "c113-l3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Existing Fortinet Security Fabric users"}, {"id": "mai-20260917-0922-baseline|c113-l3|moonshot-small|Fastly", "prompt": "c113-l3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**DevOps/API-first modern stack** | Fastly"}, {"id": "mai-20260917-0922-baseline|c113-l3|moonshot-small|Radware", "prompt": "c113-l3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Fully managed, hands-off operation** | Radware"}, {"id": "mai-20260917-0922-baseline|c113-l3|openai-small|Cloudflare WAF", "prompt": "c113-l3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Internet-facing apps, global edge protection"}, {"id": "mai-20260917-0922-baseline|c113-l3|openai-small|Akamai WAF / Akamai App & API Protector", "prompt": "c113-l3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai WAF / Akamai App & API Protector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Large-scale, high-traffic public applications"}, {"id": "mai-20260917-0922-baseline|c113-l3|openai-small|F5 WAF / F5 Web App & API Protection", "prompt": "c113-l3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 WAF / F5 Web App & API Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Need complex enterprise policy control / hybrid? F5."}, {"id": "mai-20260917-0922-baseline|c113-l3|openai-small|Imperva WAF", "prompt": "c113-l3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Need dedicated WAAP security platform? Imperva."}, {"id": "mai-20260917-0922-baseline|c113-l3|openai-small|AWS WAF", "prompt": "c113-l3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose AWS WAF if your apps already run in AWS."}, {"id": "mai-20260917-0922-baseline|c113-l3|openai-small|Azure Web Application Firewall", "prompt": "c113-l3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Azure Web Application Firewall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Microsoft/Azure-centric environments."}, {"id": "mai-20260917-0922-baseline|c113-l3|xai-small|Cloudflare WAF", "prompt": "c113-l3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader in Forrester; top for value and scale. ... with Cloudflare winning on TCO"}, {"id": "mai-20260917-0922-baseline|c113-l3|xai-small|Imperva (Cloud WAF / WAAP)", "prompt": "c113-l3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva (Cloud WAF / WAAP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader in Forrester and benchmarks; compliance benchmark."}, {"id": "mai-20260917-0922-baseline|c113-l3|xai-small|Akamai App & API Protector", "prompt": "c113-l3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader in Forrester; high-traffic enterprise pick."}, {"id": "mai-20260917-0922-baseline|c113-l3|xai-small|F5 BIG-IP Advanced WAF / Distributed Cloud WAAP", "prompt": "c113-l3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 BIG-IP Advanced WAF / Distributed Cloud WAAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Performer/Leader in recent evals; hybrid flexibility."}, {"id": "mai-20260917-0922-baseline|c113-l3|xai-small|AWS WAF", "prompt": "c113-l3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cloud-native leader for AWS ecosystems."}, {"id": "mai-20260917-0922-baseline|c113-l3|xai-small|Radware Cloud WAF", "prompt": "c113-l3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Radware Cloud WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others notable for enterprise: Radware Cloud WAF (AI behavioral focus)"}, {"id": "mai-20260917-0922-baseline|c113-l3|xai-small|Fortinet FortiWeb", "prompt": "c113-l3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fortinet FortiWeb (ML-based, integrated estates)"}, {"id": "mai-20260917-0922-baseline|c113-l3|zai-small|F5 BIG-IP Advanced WAF", "prompt": "c113-l3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 BIG-IP Advanced WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For complex, regulated, hybrid environments where on-prem or appliance deployment is required: F5 BIG-IP Advanced WAF"}, {"id": "mai-20260917-0922-baseline|c113-l3|zai-small|AWS WAF", "prompt": "c113-l3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For tight AWS/GCP integration and pay-per-use simplicity: AWS WAF or Google Cloud Armor"}, {"id": "mai-20260917-0922-baseline|c113-l3|zai-small|Cloudflare WAF", "prompt": "c113-l3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For global edge protection, fast deployment, and strong bot/DDoS mitigation: Cloudflare WAF (Enterprise)"}, {"id": "mai-20260917-0922-baseline|c113-l3|zai-small|Imperva Cloud WAF", "prompt": "c113-l3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva Cloud WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Low false-positive policy tuning with AI-driven learning"}, {"id": "mai-20260917-0922-baseline|c113-l3|zai-small|Akamai App & API Protector", "prompt": "c113-l3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Large enterprises with extensive API portfolios, global traffic, and sophisticated bot or DDoS threats"}, {"id": "mai-20260917-0922-baseline|c113-l3|zai-small|Fastly Next-Gen WAF", "prompt": "c113-l3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fastly Next-Gen WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For modern API-centric workloads and policy-as-code: Fastly Next-Gen WAF"}, {"id": "mai-20260917-0922-baseline|c113-l3|zai-small|Google Cloud Armor", "prompt": "c113-l3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For tight AWS/GCP integration and pay-per-use simplicity: AWS WAF or Google Cloud Armor"}, {"id": "mai-20260917-0922-baseline|c113-l3|zai-small|Barracuda Web Application Firewall", "prompt": "c113-l3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Barracuda Web Application Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SMBs and mid-size organizations seeking a \"plug-and-play\" appliance-style WAF with minimal tuning"}, {"id": "mai-20260917-0922-baseline|c113-l3|zai-small|Fortinet FortiWeb", "prompt": "c113-l3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Organizations already using Fortinet firewalls who want a consolidated security stack"}, {"id": "mai-20260917-0922-baseline|c113-l3|zai-small|Azure Front Door / Application Gateway with WAF", "prompt": "c113-l3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Azure Front Door / Application Gateway with WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Azure** | Azure Front Door / Application Gateway with WAF"}, {"id": "mai-20260917-0922-baseline|c113-l4|alibaba-small|AWS WAF", "prompt": "c113-l4", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You should avoid providers that charge strictly \"per request\" (like standard AWS WAF or Azure WAF setups)"}, {"id": "mai-20260917-0922-baseline|c113-l4|alibaba-small|Azure WAF", "prompt": "c113-l4", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Azure WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You should avoid providers that charge strictly \"per request\" (like standard AWS WAF or Azure WAF setups)"}, {"id": "mai-20260917-0922-baseline|c113-l4|alibaba-small|Cloudflare", "prompt": "c113-l4", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Pick for Predictability: Cloudflare (Enterprise / Externa Tier)"}, {"id": "mai-20260917-0922-baseline|c113-l4|alibaba-small|Fortinet (FortiWeb)", "prompt": "c113-l4", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Fortinet (FortiWeb)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Budget Control: Fortinet (FortiWeb)"}, {"id": "mai-20260917-0922-baseline|c113-l4|alibaba-small|F5 (Advanced WAF)", "prompt": "c113-l4", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "F5 (Advanced WAF)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "F5 is the industry standard, though typically more expensive"}, {"id": "mai-20260917-0922-baseline|c113-l4|anthropic-small|NetScaler Web Application Firewall (Citrix)", "prompt": "c113-l4", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "NetScaler Web Application Firewall (Citrix)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "WAF functionality is available at no extra cost for Gateway and AAA virtual servers across all license tiers. This transparent licensing approach makes total costs highly predictable"}, {"id": "mai-20260917-0922-baseline|c113-l4|anthropic-small|Cloudflare Enterprise", "prompt": "c113-l4", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For enterprises, Cloudflare Enterprise offers value in compliance support, dedicated engineering, and SLA guarantees."}, {"id": "mai-20260917-0922-baseline|c113-l4|anthropic-small|Akamai", "prompt": "c113-l4", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "quote-only vendors like Akamai, Imperva, F5, Fastly, Barracuda, Radware, and Wallarm publish no list rate."}, {"id": "mai-20260917-0922-baseline|c113-l4|anthropic-small|Imperva", "prompt": "c113-l4", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "quote-only vendors like Akamai, Imperva, F5, Fastly, Barracuda, Radware, and Wallarm publish no list rate."}, {"id": "mai-20260917-0922-baseline|c113-l4|anthropic-small|F5", "prompt": "c113-l4", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "F5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "quote-only vendors like Akamai, Imperva, F5, Fastly, Barracuda, Radware, and Wallarm publish no list rate."}, {"id": "mai-20260917-0922-baseline|c113-l4|anthropic-small|Fastly", "prompt": "c113-l4", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "quote-only vendors like Akamai, Imperva, F5, Fastly, Barracuda, Radware, and Wallarm publish no list rate."}, {"id": "mai-20260917-0922-baseline|c113-l4|anthropic-small|Barracuda", "prompt": "c113-l4", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "quote-only vendors like Akamai, Imperva, F5, Fastly, Barracuda, Radware, and Wallarm publish no list rate."}, {"id": "mai-20260917-0922-baseline|c113-l4|anthropic-small|Radware", "prompt": "c113-l4", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "quote-only vendors like Akamai, Imperva, F5, Fastly, Barracuda, Radware, and Wallarm publish no list rate."}, {"id": "mai-20260917-0922-baseline|c113-l4|anthropic-small|Wallarm", "prompt": "c113-l4", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Wallarm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "quote-only vendors like Akamai, Imperva, F5, Fastly, Barracuda, Radware, and Wallarm publish no list rate."}, {"id": "mai-20260917-0922-baseline|c113-l4|anthropic-small|AWS WAF", "prompt": "c113-l4", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "prioritize solutions with flat-rate licensing ... over usage-based models (like AWS WAF), which can generate unpredictable bills"}, {"id": "mai-20260917-0922-baseline|c113-l4|challenger-small|Cloudflare WAF/WAAP", "prompt": "c113-l4", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare WAF/WAAP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare WAF/WAAP** is the strongest match for *cost predictability plus scale*"}, {"id": "mai-20260917-0922-baseline|c113-l4|challenger-small|Akamai App & API Protector", "prompt": "c113-l4", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the main alternative to compare"}, {"id": "mai-20260917-0922-baseline|c113-l4|challenger-small|F5 WAF", "prompt": "c113-l4", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "F5 WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the results suggest it is typically a heavier enterprise option rather than the clearest cost-predictable one"}, {"id": "mai-20260917-0922-baseline|c113-l4|deepseek-small|Cloudflare Enterprise WAF", "prompt": "c113-l4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare Enterprise WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare's Enterprise WAF** is the strongest recommendation"}, {"id": "mai-20260917-0922-baseline|c113-l4|deepseek-small|AWS", "prompt": "c113-l4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid pure usage-based cloud WAFs** (AWS/Azure/GCP) for your use case"}, {"id": "mai-20260917-0922-baseline|c113-l4|deepseek-small|Azure", "prompt": "c113-l4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid pure usage-based cloud WAFs** (AWS/Azure/GCP) for your use case"}, {"id": "mai-20260917-0922-baseline|c113-l4|deepseek-small|Google Cloud Armor", "prompt": "c113-l4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Google Cloud Armor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid pure usage-based cloud WAFs** (AWS/Azure/GCP) for your use case"}, {"id": "mai-20260917-0922-baseline|c113-l4|deepseek-small|Fastly Next-Gen WAF", "prompt": "c113-l4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Fastly Next-Gen WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Metered by requests/s; usage-based | ⚠️ Overage exposure on spikes"}, {"id": "mai-20260917-0922-baseline|c113-l4|deepseek-small|Akamai App & API Protector", "prompt": "c113-l4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Akamai** is the strong alternative, but with higher and less predictable TCO"}, {"id": "mai-20260917-0922-baseline|c113-l4|deepseek-small|Imperva Cloud WAF", "prompt": "c113-l4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Imperva Cloud WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "✅ Strong, but add-on complexity"}, {"id": "mai-20260917-0922-baseline|c113-l4|google-small|Cloudflare Enterprise", "prompt": "c113-l4", "model": "google-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are a large, multi-cloud enterprise wanting the best security with zero \"attack tax\": Negotiate a flat-rate **Cloudflare Enterprise Contract**."}, {"id": "mai-20260917-0922-baseline|c113-l4|google-small|AWS CloudFront Flat-Rate Pricing Plans", "prompt": "c113-l4", "model": "google-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS CloudFront Flat-Rate Pricing Plans", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you run on AWS and want to escape unpredictable traffic/rule bills: Go with **AWS CloudFront Flat-Rate Pricing Plans**"}, {"id": "mai-20260917-0922-baseline|c113-l4|google-small|Fastly Next-Gen WAF", "prompt": "c113-l4", "model": "google-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Fastly Next-Gen WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to stop tuning rules and avoid request-count billing: Choose **Fastly Next-Gen WAF**."}, {"id": "mai-20260917-0922-baseline|c113-l4|google-small|F5 BIG-IP Advanced WAF", "prompt": "c113-l4", "model": "google-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "F5 BIG-IP Advanced WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Hybrid-cloud or on-premises environments... the software cost is entirely flat."}, {"id": "mai-20260917-0922-baseline|c113-l4|google-small|Cloudflare Zero Trust", "prompt": "c113-l4", "model": "google-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare Zero Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If \"users\" means internal employees accessing corporate portals: Implement **Cloudflare Zero Trust**"}, {"id": "mai-20260917-0922-baseline|c113-l4|google-small|Zscaler Private Access (ZPA) / Zscaler Internet Access (ZIA)", "prompt": "c113-l4", "model": "google-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Zscaler Private Access (ZPA) / Zscaler Internet Access (ZIA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Zscaler is the enterprise standard for user-centric web security."}, {"id": "mai-20260917-0922-baseline|c113-l4|meta-small|Cloudflare WAF", "prompt": "c113-l4", "model": "meta-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best web application firewall for a large company that needs predictable total cost across thousands of users is Cloudflare WAF."}, {"id": "mai-20260917-0922-baseline|c113-l4|meta-small|AWS WAF", "prompt": "c113-l4", "model": "meta-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include AWS WAF, Azure Web Application Firewall, and Imperva Cloud WAF"}, {"id": "mai-20260917-0922-baseline|c113-l4|meta-small|Azure Web Application Firewall", "prompt": "c113-l4", "model": "meta-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Azure Web Application Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include AWS WAF, Azure Web Application Firewall, and Imperva Cloud WAF"}, {"id": "mai-20260917-0922-baseline|c113-l4|meta-small|Imperva Cloud WAF", "prompt": "c113-l4", "model": "meta-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Imperva Cloud WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include AWS WAF, Azure Web Application Firewall, and Imperva Cloud WAF"}, {"id": "mai-20260917-0922-baseline|c113-l4|minimax-small|Cloudflare Enterprise", "prompt": "c113-l4", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare Enterprise** (Top Recommendation)"}, {"id": "mai-20260917-0922-baseline|c113-l4|minimax-small|Akamai App & API Protector", "prompt": "c113-l4", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for Fortune 500 deployments, predictable annual contracts"}, {"id": "mai-20260917-0922-baseline|c113-l4|minimax-small|Imperva WAF", "prompt": "c113-l4", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Imperva WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers hybrid/on-prem options with predictable annual licensing"}, {"id": "mai-20260917-0922-baseline|c113-l4|minimax-small|AWS WAF", "prompt": "c113-l4", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid for Predictability - **AWS WAF**: Pay-per-request model ... costs become unpredictable"}, {"id": "mai-20260917-0922-baseline|c113-l4|minimax-small|Azure WAF", "prompt": "c113-l4", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Azure WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Azure WAF / GCP Cloud Armor**: Similarly usage-based"}, {"id": "mai-20260917-0922-baseline|c113-l4|minimax-small|GCP Cloud Armor", "prompt": "c113-l4", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "GCP Cloud Armor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Azure WAF / GCP Cloud Armor**: Similarly usage-based"}, {"id": "mai-20260917-0922-baseline|c113-l4|mistral-small|AWS WAF", "prompt": "c113-l4", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS WAF** (for usage-based predictability) or **Cloudflare Enterprise WAF** (for flat-fee enterprise contracts) are the top choices"}, {"id": "mai-20260917-0922-baseline|c113-l4|mistral-small|Cloudflare WAF", "prompt": "c113-l4", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**AWS WAF** (for usage-based predictability) or **Cloudflare Enterprise WAF** (for flat-fee enterprise contracts) are the top choices"}, {"id": "mai-20260917-0922-baseline|c113-l4|mistral-small|Imperva WAF", "prompt": "c113-l4", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Imperva WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Imperva** or **F5 BIG-IP Advanced WAF** are strong alternatives, but pricing is custom and typically higher"}, {"id": "mai-20260917-0922-baseline|c113-l4|mistral-small|F5 BIG-IP Advanced WAF", "prompt": "c113-l4", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "F5 BIG-IP Advanced WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong alternatives, but pricing is custom and typically higher"}, {"id": "mai-20260917-0922-baseline|c113-l4|moonshot-small|Cloudflare Enterprise", "prompt": "c113-l4", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Cloudflare Enterprise**"}, {"id": "mai-20260917-0922-baseline|c113-l4|moonshot-small|Imperva Cloud WAF", "prompt": "c113-l4", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Imperva Cloud WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: **Imperva Cloud WAF**"}, {"id": "mai-20260917-0922-baseline|c113-l4|moonshot-small|AWS WAF", "prompt": "c113-l4", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to Avoid for Predictable Costs: ... AWS WAF | Usage-based | $0.60 per million requests + per-rule fees; costs spike during attacks"}, {"id": "mai-20260917-0922-baseline|c113-l4|moonshot-small|Azure WAF", "prompt": "c113-l4", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Azure WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Azure WAF | Usage-based | Similar request-based billing with variable costs"}, {"id": "mai-20260917-0922-baseline|c113-l4|moonshot-small|GCP Cloud Armor", "prompt": "c113-l4", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "GCP Cloud Armor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "GCP Cloud Armor | Usage-based | Per-request pricing creates unpredictable bills"}, {"id": "mai-20260917-0922-baseline|c113-l4|openai-small|Cloudflare WAF/WAAP", "prompt": "c113-l4", "model": "openai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare WAF/WAAP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my first pick would be **Cloudflare WAF/WAAP**"}, {"id": "mai-20260917-0922-baseline|c113-l4|openai-small|Imperva WAF", "prompt": "c113-l4", "model": "openai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Imperva WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Imperva WAF** is also a strong contender"}, {"id": "mai-20260917-0922-baseline|c113-l4|openai-small|AWS WAF", "prompt": "c113-l4", "model": "openai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "I would be more cautious about **AWS WAF** for your use case"}, {"id": "mai-20260917-0922-baseline|c113-l4|xai-small|Cloudflare Enterprise WAF", "prompt": "c113-l4", "model": "xai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare Enterprise WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare Enterprise WAF stands out as the best option for a large company needing predictable total costs"}, {"id": "mai-20260917-0922-baseline|c113-l4|xai-small|AWS WAF", "prompt": "c113-l4", "model": "xai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Low** – Scales linearly with users/traffic; spikes risky ... unpredictable for thousands of users"}, {"id": "mai-20260917-0922-baseline|c113-l4|xai-small|Imperva", "prompt": "c113-l4", "model": "xai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Medium – Negotiated contracts, but add-ons/overages possible ... less emphasis on fixed clean traffic."}, {"id": "mai-20260917-0922-baseline|c113-l4|xai-small|Akamai App & API Protector", "prompt": "c113-l4", "model": "xai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Medium – Negotiable, but usage-correlated ... higher cost."}, {"id": "mai-20260917-0922-baseline|c113-l4|xai-small|F5 Advanced WAF", "prompt": "c113-l4", "model": "xai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "F5 Advanced WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Medium – Annual licenses fixed, but hardware/cloud variants vary ... less cloud-edge focus."}, {"id": "mai-20260917-0922-baseline|c113-l4|xai-small|Azure", "prompt": "c113-l4", "model": "xai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Usage-based (AWS, Azure, GCP) fail on \"predictable\" for high-volume"}, {"id": "mai-20260917-0922-baseline|c113-l4|xai-small|GCP", "prompt": "c113-l4", "model": "xai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "GCP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Usage-based (AWS, Azure, GCP) fail on \"predictable\" for high-volume"}, {"id": "mai-20260917-0922-baseline|c113-l4|zai-small|Cloudflare Enterprise WAF", "prompt": "c113-l4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare Enterprise WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For best overall predictability at scale: Cloudflare Enterprise WAF."}, {"id": "mai-20260917-0922-baseline|c113-l4|zai-small|Imperva WAF (Cloud‑Delivered)", "prompt": "c113-l4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Imperva WAF (Cloud‑Delivered)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Option: Imperva WAF (Cloud‑Delivered)"}, {"id": "mai-20260917-0922-baseline|c113-l4|zai-small|AWS WAF", "prompt": "c113-l4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative Option: AWS WAF (with Reserved Instances)"}, {"id": "mai-20260917-0922-baseline|c113-l4|zai-small|F5 BIG‑IP Advanced WAF", "prompt": "c113-l4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "F5 BIG‑IP Advanced WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative Option: F5 BIG‑IP Advanced WAF (Enterprise Subscription)"}, {"id": "mai-20260917-0922-baseline|c113-l4|zai-small|Akamai App & API Protector", "prompt": "c113-l4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise‑grade, global edge protection with custom pricing"}, {"id": "mai-20260917-0922-baseline|c113-l4|zai-small|Fastly Next‑Gen WAF", "prompt": "c113-l4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Fastly Next‑Gen WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modern edge WAF with API protection; pricing is custom and often quote‑based."}, {"id": "mai-20260917-0922-baseline|c113-l4|zai-small|Google Cloud Armor", "prompt": "c113-l4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud‑native WAF for GCP; usage‑based with reserved instances for predictability."}, {"id": "mai-20260917-0922-baseline|c113-l5|deepseek-small|Cloudflare", "prompt": "c113-l5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** (Enterprise) | Developer-friendly, flat pricing, huge edge network, strong SSO/RBAC; great overall value"}, {"id": "mai-20260917-0922-baseline|c113-l5|deepseek-small|Akamai", "prompt": "c113-l5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akamai App & API Protector** | Fortune-500 scale, multi-terabit DDoS, mature API/bot security — Forrester Wave Leader"}, {"id": "mai-20260917-0922-baseline|c113-l5|deepseek-small|AWS WAF", "prompt": "c113-l5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "watch out for AWS WAF's per-request/pay-per-rule consumption pricing at high RPS — it can surprise you"}, {"id": "mai-20260917-0922-baseline|c113-l5|deepseek-small|F5", "prompt": "c113-l5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "F5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**F5 Distributed Cloud / BIG-IP** | If you need on-prem appliance + cloud hybrid"}, {"id": "mai-20260917-0922-baseline|c113-l5|deepseek-small|Imperva", "prompt": "c113-l5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Imperva** | Compliance-grade benchmark, hybrid/on-prem + DB-layer protection, strong for regulated industries"}, {"id": "mai-20260917-0922-baseline|c113-l5|google-small|Cloudflare", "prompt": "c113-l5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A cloud-native, edge-based WAAP (e.g., Cloudflare, Akamai, Fastly) should inspect traffic globally at the network edge"}, {"id": "mai-20260917-0922-baseline|c113-l5|google-small|Akamai", "prompt": "c113-l5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "edge-based WAAP (e.g., Cloudflare, Akamai, Fastly)"}, {"id": "mai-20260917-0922-baseline|c113-l5|google-small|Fastly", "prompt": "c113-l5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "an **agent-based model** on your servers (e.g., Fastly/Signal Sciences)"}, {"id": "mai-20260917-0922-baseline|c113-l5|google-small|Signal Sciences", "prompt": "c113-l5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Signal Sciences", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "an **agent-based model** on your servers (e.g., Fastly/Signal Sciences)"}, {"id": "mai-20260917-0922-baseline|c113-l5|google-small|AWS/Azure WAF", "prompt": "c113-l5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS/Azure WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a **cloud-provider-native model** (e.g., AWS/Azure WAF)"}, {"id": "mai-20260917-0922-baseline|c113-l5|meta-small|Cloudflare WAF", "prompt": "c113-l5", "model": "meta-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular WAF options for large companies with SSO and SOC 2 requirements include:\n\n1. Cloudflare WAF"}, {"id": "mai-20260917-0922-baseline|c113-l5|meta-small|Akamai App & API Protector", "prompt": "c113-l5", "model": "meta-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Akamai App & API Protector"}, {"id": "mai-20260917-0922-baseline|c113-l5|meta-small|Imperva Web Application Firewall", "prompt": "c113-l5", "model": "meta-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Imperva Web Application Firewall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Imperva Web Application Firewall"}, {"id": "mai-20260917-0922-baseline|c113-l5|meta-small|Fortinet FortiWeb", "prompt": "c113-l5", "model": "meta-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Fortinet FortiWeb"}, {"id": "mai-20260917-0922-baseline|c113-l5|meta-small|AWS WAF", "prompt": "c113-l5", "model": "meta-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. AWS WAF"}, {"id": "mai-20260917-0922-baseline|c113-l5|minimax-small|AWS WAF", "prompt": "c113-l5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Native integration with CloudFront & ALB; pay‑as‑you‑go"}, {"id": "mai-20260917-0922-baseline|c113-l5|minimax-small|Azure WAF (Application Gateway)", "prompt": "c113-l5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Azure WAF (Application Gateway)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Integrated with Azure Front Door, Azure AD"}, {"id": "mai-20260917-0922-baseline|c113-l5|minimax-small|Cloudflare", "prompt": "c113-l5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Massive DDoS mitigation, fast global POPs, generous free tier for bot management"}, {"id": "mai-20260917-0922-baseline|c113-l5|minimax-small|Imperva (Cloud WAF & SecureSphere)", "prompt": "c113-l5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Imperva (Cloud WAF & SecureSphere)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "On‑prem sensor + cloud, strong API security, detailed analytics"}, {"id": "mai-20260917-0922-baseline|c113-l5|minimax-small|F5 (Advanced WAF – ASM)", "prompt": "c113-l5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "F5 (Advanced WAF – ASM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Highly tunable, strong on‑prem hardware, robust CI/CD integration"}, {"id": "mai-20260917-0922-baseline|c113-l5|minimax-small|Palo Alto Networks (Prisma Cloud WAF)", "prompt": "c113-l5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Palo Alto Networks (Prisma Cloud WAF)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Next‑gen firewall suite, AI‑driven analytics, multi‑cloud"}, {"id": "mai-20260917-0922-baseline|c113-l5|minimax-small|Akamai (Edge WAF)", "prompt": "c113-l5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai (Edge WAF)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Edge‑close to user, excellent bot & DDoS, high availability"}, {"id": "mai-20260917-0922-baseline|c113-l5|mistral-small|Cloudflare", "prompt": "c113-l5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cloud-based WAFs** (e.g., Cloudflare, Akamai, AWS WAF, Azure WAF) are easier to scale and integrate with SSO."}, {"id": "mai-20260917-0922-baseline|c113-l5|mistral-small|Akamai", "prompt": "c113-l5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cloud-based WAFs** (e.g., Cloudflare, Akamai, AWS WAF, Azure WAF)"}, {"id": "mai-20260917-0922-baseline|c113-l5|mistral-small|AWS WAF", "prompt": "c113-l5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cloud-based WAFs** (e.g., Cloudflare, Akamai, AWS WAF, Azure WAF)"}, {"id": "mai-20260917-0922-baseline|c113-l5|mistral-small|Azure WAF", "prompt": "c113-l5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Azure WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Cloud-based WAFs** (e.g., Cloudflare, Akamai, AWS WAF, Azure WAF)"}, {"id": "mai-20260917-0922-baseline|c113-l5|mistral-small|F5 BIG-IP ASM", "prompt": "c113-l5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "F5 BIG-IP ASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**On-premises WAFs** (e.g., F5 BIG-IP ASM, Fortinet) may be required for air-gapped environments."}, {"id": "mai-20260917-0922-baseline|c113-l5|mistral-small|Fortinet", "prompt": "c113-l5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**On-premises WAFs** (e.g., F5 BIG-IP ASM, Fortinet) may be required for air-gapped environments."}, {"id": "mai-20260917-0922-baseline|c113-l5|moonshot-small|Cloudflare", "prompt": "c113-l5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Cloudflare** | Ease of deployment, global edge network, pricing | Cloud-first, developer-heavy orgs"}, {"id": "mai-20260917-0922-baseline|c113-l5|moonshot-small|Fastly", "prompt": "c113-l5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cloud-native/edge (Cloudflare, Fastly, Akamai)**: Best for SaaS apps, global latency reduction, CDN integration"}, {"id": "mai-20260917-0922-baseline|c113-l5|moonshot-small|Akamai", "prompt": "c113-l5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Akamai** | Massive scale, mature bot management | Large-scale e-commerce/media"}, {"id": "mai-20260917-0922-baseline|c113-l5|moonshot-small|AWS WAF", "prompt": "c113-l5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS/Azure WAF** | Native cloud integration, IAM federation | Single-cloud architectures"}, {"id": "mai-20260917-0922-baseline|c113-l5|moonshot-small|Azure WAF", "prompt": "c113-l5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AWS/Azure WAF** | Native cloud integration, IAM federation | Single-cloud architectures"}, {"id": "mai-20260917-0922-baseline|c113-l5|moonshot-small|Google Cloud Armor", "prompt": "c113-l5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud provider-native (AWS WAF, Azure WAF, Google Cloud Armor)"}, {"id": "mai-20260917-0922-baseline|c113-l5|moonshot-small|F5", "prompt": "c113-l5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "F5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**F5 / NGINX** | Hybrid flexibility, appliance-to-cloud migration | Existing F5 shops, complex architectures"}, {"id": "mai-20260917-0922-baseline|c113-l5|moonshot-small|Imperva", "prompt": "c113-l5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Imperva** | 100% security efficacy in recent AMTSO testing, deep enterprise features | Regulated industries, highest security bar"}, {"id": "mai-20260917-0922-baseline|c113-l5|moonshot-small|Fortinet", "prompt": "c113-l5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Fortinet** | Firewall/WAF convergence, SD-WAN integration | Organizations already in Fortinet ecosystem"}, {"id": "mai-20260917-0922-baseline|c113-l5|moonshot-small|Barracuda", "prompt": "c113-l5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Hybrid/enterprise (F5, Imperva, Fortinet, Barracuda)"}, {"id": "mai-20260917-0922-baseline|c113-l5|xai-small|Cloudflare", "prompt": "c113-l5", "model": "xai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare (top for SOC 2 ease/value)"}, {"id": "mai-20260917-0922-baseline|c113-l5|xai-small|Imperva", "prompt": "c113-l5", "model": "xai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Imperva/Akamai (enterprise depth/bots)"}, {"id": "mai-20260917-0922-baseline|c113-l5|xai-small|Akamai", "prompt": "c113-l5", "model": "xai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Imperva/Akamai (enterprise depth/bots)"}, {"id": "mai-20260917-0922-baseline|c113-l5|xai-small|AWS WAF", "prompt": "c113-l5", "model": "xai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS WAF (if AWS-heavy)"}, {"id": "mai-20260917-0922-baseline|c113-l6|alibaba-small|AWS WAF", "prompt": "c113-l6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Basic, untuned instances of **AWS WAF**... resulting in massive false positives that break legitimate traffic"}, {"id": "mai-20260917-0922-baseline|c113-l6|alibaba-small|Azure WAF", "prompt": "c113-l6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Azure WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they are \"toolkit\" solutions... deploy them with default settings, resulting in massive false positives"}, {"id": "mai-20260917-0922-baseline|c113-l6|alibaba-small|Cloudflare", "prompt": "c113-l6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Widely adopted for its ease of use, global edge network, and strong OWASP Top 10 coverage"}, {"id": "mai-20260917-0922-baseline|c113-l6|alibaba-small|Imperva", "prompt": "c113-l6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Often praised for exceptional accuracy and low false positives, making it a strong choice for highly regulated industries"}, {"id": "mai-20260917-0922-baseline|c113-l6|alibaba-small|Akamai", "prompt": "c113-l6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for high-scale, global enterprises needing robust DDoS mitigation alongside WAF"}, {"id": "mai-20260917-0922-baseline|c113-l6|alibaba-small|F5 / NGINX App Protect", "prompt": "c113-l6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "F5 / NGINX App Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for organizations requiring deep integration with load balancing and microservices architectures"}, {"id": "mai-20260917-0922-baseline|c113-l6|alibaba-small|Radware", "prompt": "c113-l6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Known for AI-driven adaptive threat detection, potentially reducing manual tuning"}, {"id": "mai-20260917-0922-baseline|c113-l6|anthropic-small|Sucuri", "prompt": "c113-l6", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Sucuri", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Sucuri is not built for complex APIs or enterprise policy and should be skipped if your application is custom-built or API-first"}, {"id": "mai-20260917-0922-baseline|c113-l6|anthropic-small|Cloudflare", "prompt": "c113-l6", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cloudflare requires deep customization and granular logging to be pushed into enterprise tiers, and requires that you route traffic through a third-party edge"}, {"id": "mai-20260917-0922-baseline|c113-l6|anthropic-small|F5 Advanced WAF", "prompt": "c113-l6", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "F5 Advanced WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is very complex to configure and manage, requires specialized F5 expertise, and has a high price point"}, {"id": "mai-20260917-0922-baseline|c113-l6|challenger-small|Cloudflare WAF", "prompt": "c113-l6", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "strong product, but one source notes that some features are limited to **Enterprise plans** and that **log retention** can be a consideration"}, {"id": "mai-20260917-0922-baseline|c113-l6|challenger-small|AWS WAF", "prompt": "c113-l6", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprises with mixed or hybrid environments should be cautious"}, {"id": "mai-20260917-0922-baseline|c113-l6|challenger-small|Sucuri WAF", "prompt": "c113-l6", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Sucuri WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "best fit is **CMS sites**; that makes it a weaker match for a broad, complex enterprise application portfolio"}, {"id": "mai-20260917-0922-baseline|c113-l6|challenger-small|Barracuda WAF", "prompt": "c113-l6", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Barracuda WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "very large enterprises should verify scale, customization, and architecture fit before standardizing on it"}, {"id": "mai-20260917-0922-baseline|c113-l6|challenger-small|Prophaze WAF", "prompt": "c113-l6", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Prophaze WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "suggests it is more specialized than a general enterprise standard"}, {"id": "mai-20260917-0922-baseline|c113-l6|challenger-small|Fortinet FortiWeb", "prompt": "c113-l6", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "flags **setup complexity** and support concerns, so it is worth caution"}, {"id": "mai-20260917-0922-baseline|c113-l6|challenger-small|F5 BIG-IP Advanced WAF", "prompt": "c113-l6", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "F5 BIG-IP Advanced WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "the sources note **complex configuration** and the need for expertise, so it is a cautious choice"}, {"id": "mai-20260917-0922-baseline|c113-l6|deepseek-small|ModSecurity", "prompt": "c113-l6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "ModSecurity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is the clearest \"avoid\" recommendation. ModSecurity went **commercial end-of-life on July 1, 2024**"}, {"id": "mai-20260917-0922-baseline|c113-l6|deepseek-small|F5 NGINX ModSecurity WAF", "prompt": "c113-l6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "F5 NGINX ModSecurity WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**F5 NGINX ModSecurity WAF** is also transitioning to end-of-life ... adopting this now is risky."}, {"id": "mai-20260917-0922-baseline|c113-l6|deepseek-small|Cloudflare", "prompt": "c113-l6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "some vendors** (notably Cloudflare) still struggle with these modern detection gaps"}, {"id": "mai-20260917-0922-baseline|c113-l6|deepseek-small|Barracuda", "prompt": "c113-l6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "the strongest avoid is **ModSecurity/NGINX ModSecurity (EOL)** and **Barracuda** (due to its backdoor/CVE track record)"}, {"id": "mai-20260917-0922-baseline|c113-l6|deepseek-small|Imperva", "prompt": "c113-l6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not \"avoid,\" but **be cautious around security effectiveness claims**"}, {"id": "mai-20260917-0922-baseline|c113-l6|deepseek-small|Akamai App & API Protector", "prompt": "c113-l6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "should favor modern ML/behavioral-based platforms (Cloudflare, Akamai App & API Protector, Radware Cloud WAF, Coraza-based solutions)"}, {"id": "mai-20260917-0922-baseline|c113-l6|deepseek-small|Radware Cloud WAF", "prompt": "c113-l6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Radware Cloud WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "favor modern ML/behavioral-based platforms (Cloudflare, Akamai App & API Protector, Radware Cloud WAF, Coraza-based solutions)"}, {"id": "mai-20260917-0922-baseline|c113-l6|deepseek-small|Coraza", "prompt": "c113-l6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Coraza", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Coraza-based solutions) with strong independent efficacy testing and active maintenance"}, {"id": "mai-20260917-0922-baseline|c113-l6|google-small|F5 BIG-IP", "prompt": "c113-l6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "F5 BIG-IP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "relying on hardware-only WAFs (such as older, physical deployment models of F5 BIG-IP, Citrix NetScaler, or Radware) is a major architectural liability"}, {"id": "mai-20260917-0922-baseline|c113-l6|google-small|Citrix NetScaler", "prompt": "c113-l6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Citrix NetScaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "physical deployment models of F5 BIG-IP, Citrix NetScaler, or Radware) is a major architectural liability"}, {"id": "mai-20260917-0922-baseline|c113-l6|google-small|Radware", "prompt": "c113-l6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Radware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "physical deployment models of F5 BIG-IP, Citrix NetScaler, or Radware) is a major architectural liability"}, {"id": "mai-20260917-0922-baseline|c113-l6|google-small|AWS WAF", "prompt": "c113-l6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Do not rely on native CSP WAFs unless you are prepared to purchase premium Managed Rulesets"}, {"id": "mai-20260917-0922-baseline|c113-l6|google-small|Azure WAF", "prompt": "c113-l6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Azure WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "deploying them in their default, \"naked\" state is a risk for large-scale operations"}, {"id": "mai-20260917-0922-baseline|c113-l6|google-small|GCP Cloud Armor", "prompt": "c113-l6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "GCP Cloud Armor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Native CSP WAFs often lack advanced threat intelligence, behavior-based bot mitigation, and deep API payload inspection"}, {"id": "mai-20260917-0922-baseline|c113-l6|google-small|Fortinet", "prompt": "c113-l6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "premium Managed Rulesets (e.g., from F5, Fortinet, or Cyber Security Cloud on the AWS Marketplace)"}, {"id": "mai-20260917-0922-baseline|c113-l6|google-small|Cyber Security Cloud", "prompt": "c113-l6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cyber Security Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "premium Managed Rulesets (e.g., from F5, Fortinet, or Cyber Security Cloud on the AWS Marketplace)"}, {"id": "mai-20260917-0922-baseline|c113-l6|google-small|ModSecurity", "prompt": "c113-l6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "ModSecurity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid building new enterprise-wide architectures on legacy ModSecurity engines."}, {"id": "mai-20260917-0922-baseline|c113-l6|google-small|Nginx ModSecurity WAF", "prompt": "c113-l6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Nginx ModSecurity WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "prompting companies like F5 Nginx to end-of-life their Nginx ModSecurity WAF modules"}, {"id": "mai-20260917-0922-baseline|c113-l6|google-small|Envoy", "prompt": "c113-l6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Envoy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "lean toward modern, actively backed cloud-native web proxies (like Envoy, HAProxy, or Traefik) paired with modern security plug-ins"}, {"id": "mai-20260917-0922-baseline|c113-l6|google-small|HAProxy", "prompt": "c113-l6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "HAProxy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "lean toward modern, actively backed cloud-native web proxies (like Envoy, HAProxy, or Traefik)"}, {"id": "mai-20260917-0922-baseline|c113-l6|google-small|Traefik", "prompt": "c113-l6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "lean toward modern, actively backed cloud-native web proxies (like Envoy, HAProxy, or Traefik)"}, {"id": "mai-20260917-0922-baseline|c113-l6|google-small|OWASP Coraza", "prompt": "c113-l6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "OWASP Coraza", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "explore newer open-source engines like OWASP Coraza"}, {"id": "mai-20260917-0922-baseline|c113-l6|google-small|Cloudflare", "prompt": "c113-l6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "You might end up with AWS WAF on one application, Cloudflare on another, Akamai at your global edge"}, {"id": "mai-20260917-0922-baseline|c113-l6|google-small|Akamai", "prompt": "c113-l6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Cloudflare on another, Akamai at your global edge, and an on-prem F5 virtual appliance for legacy systems"}, {"id": "mai-20260917-0922-baseline|c113-l6|meta-small|Cloudflare WAF", "prompt": "c113-l6", "model": "meta-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloudflare WAF - recommended for most teams needing rapid, global OWASP Top 10 protection."}, {"id": "mai-20260917-0922-baseline|c113-l6|meta-small|Akamai App & API Protector", "prompt": "c113-l6", "model": "meta-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "particularly compelling for large-scale or sophisticated requirements around APIs, DDoS, bots, and global traffic"}, {"id": "mai-20260917-0922-baseline|c113-l6|meta-small|Imperva", "prompt": "c113-l6", "model": "meta-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Imperva - premium pricing, console breadth can feel heavyweight, and confirm product roadmap cadence under Thales."}, {"id": "mai-20260917-0922-baseline|c113-l6|minimax-small|Akamai", "prompt": "c113-l6", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Akamai, Cloudflare, Fastly, and Imperva were all affected ... allowed attackers to bypass WAF protections"}, {"id": "mai-20260917-0922-baseline|c113-l6|minimax-small|Cloudflare", "prompt": "c113-l6", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "F5, Cloudflare, and Fortinet: Identified as having \"fail-open\" vulnerabilities in payload inspection mechanisms"}, {"id": "mai-20260917-0922-baseline|c113-l6|minimax-small|Fastly", "prompt": "c113-l6", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Akamai, Cloudflare, Fastly, and Imperva were all affected"}, {"id": "mai-20260917-0922-baseline|c113-l6|minimax-small|Imperva", "prompt": "c113-l6", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Akamai, Cloudflare, Fastly, and Imperva were all affected"}, {"id": "mai-20260917-0922-baseline|c113-l6|minimax-small|Radware Cloud WAF", "prompt": "c113-l6", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Radware Cloud WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "CVE-2024-56523: Authentication bypass flaw allowing attackers to evade firewall filters"}, {"id": "mai-20260917-0922-baseline|c113-l6|minimax-small|F5", "prompt": "c113-l6", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "F5", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Identified as having \"fail-open\" vulnerabilities in payload inspection mechanisms"}, {"id": "mai-20260917-0922-baseline|c113-l6|minimax-small|Fortinet", "prompt": "c113-l6", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "F5, Cloudflare, and Fortinet: Identified as having \"fail-open\" vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c113-l6|moonshot-small|Azure WAF", "prompt": "c113-l6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Azure WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Azure WAF**: 97.5% detection rate but **54.2% false positive rate** — this can severely disrupt legitimate business traffic"}, {"id": "mai-20260917-0922-baseline|c113-l6|moonshot-small|GCP Cloud Armor", "prompt": "c113-l6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "GCP Cloud Armor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**GCP**: Strong detection but **50.2% false positive rate**"}, {"id": "mai-20260917-0922-baseline|c113-l6|moonshot-small|AWS WAF", "prompt": "c113-l6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**AWS WAF**: Lower false positives (5.8%) but significantly lower detection rate, meaning more attacks slip through"}, {"id": "mai-20260917-0922-baseline|c113-l6|moonshot-small|ModSecurity", "prompt": "c113-l6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "ModSecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**ModSecurity** and similar open-source solutions require: Dedicated security engineers... Without this investment, they create a false sense of security."}, {"id": "mai-20260917-0922-baseline|c113-l6|moonshot-small|Imperva", "prompt": "c113-l6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Independent testing showed only **11.97% true positive rate** — missing ~88% of actual threats"}, {"id": "mai-20260917-0922-baseline|c113-l6|xai-small|Microsoft Azure WAF", "prompt": "c113-l6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Microsoft Azure WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "WAFs to **Strongly Avoid or Use with Extreme Caution**:\n- **Microsoft Azure WAF**: Extremely high false positive rates"}, {"id": "mai-20260917-0922-baseline|c113-l6|xai-small|Google Cloud Armor", "prompt": "c113-l6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Highest false positive rates in benchmarks ... GCP-centric; poor for hybrid/multi-cloud"}, {"id": "mai-20260917-0922-baseline|c113-l6|xai-small|ModSecurity-based standalone/open-source WAFs", "prompt": "c113-l6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "ModSecurity-based standalone/open-source WAFs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Lacks enterprise-grade scalability, support, and automation—operational burden too high for large orgs."}, {"id": "mai-20260917-0922-baseline|c113-l6|xai-small|AWS WAF", "prompt": "c113-l6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "WAFs to **Be Cautious About** (Viable but with Notable Drawbacks):\n- **AWS WAF**: Complex configuration and confusing pricing"}, {"id": "mai-20260917-0922-baseline|c113-l6|xai-small|Barracuda WAF", "prompt": "c113-l6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Barracuda WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Niche player (per Gartner); limited visibility/shortlisting for large deals"}, {"id": "mai-20260917-0922-baseline|c113-l6|xai-small|F5 (including NGINX App Protect or Distributed Cloud)", "prompt": "c113-l6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "F5 (including NGINX App Protect or Distributed Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Lower ratings in some comparisons ... Hardware/appliance-heavy; complex customization"}, {"id": "mai-20260917-0922-baseline|c113-l6|xai-small|Imperva", "prompt": "c113-l6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Prioritize Leaders like **Imperva** (enterprise benchmark, low FPR)"}, {"id": "mai-20260917-0922-baseline|c113-l6|xai-small|Akamai", "prompt": "c113-l6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Akamai** (global/high-volume)"}, {"id": "mai-20260917-0922-baseline|c113-l6|xai-small|Cloudflare", "prompt": "c113-l6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or **Cloudflare** (managed/ease)"}, {"id": "mai-20260917-0922-baseline|c113-l6|xai-small|Radware", "prompt": "c113-l6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "prefer vendor-agnostic like Imperva or Radware"}, {"id": "mai-20260917-0922-baseline|c113-l6|zai-small|Qualys Web Application Firewall", "prompt": "c113-l6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Qualys Web Application Firewall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** any current deployment of Qualys WAF. If you are using it, you must migrate immediately to a supported alternative."}, {"id": "mai-20260917-0922-baseline|c113-l6|zai-small|F5 NGINX ModSecurity WAF", "prompt": "c113-l6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "F5 NGINX ModSecurity WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** relying on this module for new critical deployments."}, {"id": "mai-20260917-0922-baseline|c113-l6|zai-small|Trustwave ModSecurity", "prompt": "c113-l6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Trustwave ModSecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious if your enterprise relies on Trustwave-managed ModSecurity rules; the ecosystem is fragmenting"}, {"id": "mai-20260917-0922-baseline|c113-l6|zai-small|StackPath WAF", "prompt": "c113-l6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "StackPath WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** this product for new infrastructure."}, {"id": "mai-20260917-0922-baseline|c113-l6|zai-small|Fortinet FortiWeb", "prompt": "c113-l6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Immediate Caution.** If you are running older versions of FortiWeb, you must patch immediately."}, {"id": "mai-20260917-0922-baseline|c113-l6|zai-small|Hillstone Networks WAF", "prompt": "c113-l6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Hillstone Networks WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid** using Hillstone WAFs until the specific affected versions have been patched and validated."}, {"id": "mai-20260917-0922-baseline|c113-m1|alibaba-small|Cloudflare", "prompt": "c113-m1", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is generally considered the top choice for most mid-market organizations due to its ease of deployment and pricing-performance ratio."}, {"id": "mai-20260917-0922-baseline|c113-m1|alibaba-small|Imperva (Incapsula)", "prompt": "c113-m1", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva (Incapsula)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Imperva** if your sales cycle demands \"enterprise-grade\" SOC reports"}, {"id": "mai-20260917-0922-baseline|c113-m1|alibaba-small|AWS WAF", "prompt": "c113-m1", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Select AWS WAF** only if your entire engineering workflow is \"Infrastructure as Code\""}, {"id": "mai-20260917-0922-baseline|c113-m1|alibaba-small|F5 BIG-IP (Advanced WAF)", "prompt": "c113-m1", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "F5 BIG-IP (Advanced WAF)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Expensive hardware/software licensing; requires dedicated network engineers to manage and tune effectively."}, {"id": "mai-20260917-0922-baseline|c113-m1|anthropic-small|Cloudflare WAF", "prompt": "c113-m1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest evaluating **Cloudflare WAF** or **AWS WAF** (if using AWS) as starting points"}, {"id": "mai-20260917-0922-baseline|c113-m1|anthropic-small|AWS WAF", "prompt": "c113-m1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest evaluating **Cloudflare WAF** or **AWS WAF** (if using AWS) as starting points"}, {"id": "mai-20260917-0922-baseline|c113-m1|anthropic-small|Akamai/Imperva WAF", "prompt": "c113-m1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai/Imperva WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Akamai/Imperva WAF** - Enterprise-grade, widely trusted"}, {"id": "mai-20260917-0922-baseline|c113-m1|anthropic-small|ModSecurity", "prompt": "c113-m1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "ModSecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Open-source, cost-effective but requires expertise"}, {"id": "mai-20260917-0922-baseline|c113-m1|anthropic-small|Fortinet FortiWAF", "prompt": "c113-m1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Fortinet FortiWAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good middle ground for mid-market"}, {"id": "mai-20260917-0922-baseline|c113-m1|anthropic-small|Palo Alto Networks Prisma Cloud WAF", "prompt": "c113-m1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Palo Alto Networks Prisma Cloud WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Comprehensive but pricier"}, {"id": "mai-20260917-0922-baseline|c113-m1|challenger-small|Cloudflare WAF", "prompt": "c113-m1", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Cloudflare WAF** if you want the fastest deployment, strong protection, and low operational overhead"}, {"id": "mai-20260917-0922-baseline|c113-m1|challenger-small|Barracuda Web Application Firewall", "prompt": "c113-m1", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Barracuda Web Application Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Barracuda Web Application Firewall** is the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c113-m1|challenger-small|AWS WAF", "prompt": "c113-m1", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you are already on AWS or Azure:** **AWS WAF** or **Azure WAF**"}, {"id": "mai-20260917-0922-baseline|c113-m1|challenger-small|Azure WAF", "prompt": "c113-m1", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strongest for single-cloud-native stacks rather than general-purpose mid-market use"}, {"id": "mai-20260917-0922-baseline|c113-m1|challenger-small|Imperva", "prompt": "c113-m1", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "consistently framed as stronger for enterprise scale... than for typical mid-market needs"}, {"id": "mai-20260917-0922-baseline|c113-m1|challenger-small|Akamai", "prompt": "c113-m1", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "consistently framed as stronger for enterprise scale, bot defense, and advanced detection than for typical mid-market needs"}, {"id": "mai-20260917-0922-baseline|c113-m1|deepseek-small|Cloudflare WAF", "prompt": "c113-m1", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Cloudflare** is the standout choice"}, {"id": "mai-20260917-0922-baseline|c113-m1|deepseek-small|AWS WAF", "prompt": "c113-m1", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS WAF** makes more sense despite the pay-per-request model"}, {"id": "mai-20260917-0922-baseline|c113-m1|deepseek-small|Imperva", "prompt": "c113-m1", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "quote-only and enterprise-priced — usually overkill for mid-market"}, {"id": "mai-20260917-0922-baseline|c113-m1|deepseek-small|Akamai", "prompt": "c113-m1", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "priced 10–20x higher — really an enterprise tier"}, {"id": "mai-20260917-0922-baseline|c113-m1|deepseek-small|Barracuda", "prompt": "c113-m1", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simplicity-focused mid-market teams | Especially attractive if you already run Barracuda email/network security."}, {"id": "mai-20260917-0922-baseline|c113-m1|google-small|Cloudflare WAF (WAAP)", "prompt": "c113-m1", "model": "google-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF (WAAP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall & Best Value: Cloudflare WAF (WAAP)"}, {"id": "mai-20260917-0922-baseline|c113-m1|google-small|Fastly Next-Gen WAF (formerly Signal Sciences)", "prompt": "c113-m1", "model": "google-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Fastly Next-Gen WAF (formerly Signal Sciences)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your product relies on complex APIs and you are terrified of false positives locking out your B2B customers, prioritize Fastly (Signal Sciences)"}, {"id": "mai-20260917-0922-baseline|c113-m1|google-small|Imperva Cloud WAF (by Thales)", "prompt": "c113-m1", "model": "google-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva Cloud WAF (by Thales)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Imperva is widely considered the gold standard for compliance."}, {"id": "mai-20260917-0922-baseline|c113-m1|google-small|AWS WAF", "prompt": "c113-m1", "model": "google-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Out of the box, AWS WAF is essentially a blank canvas... It requires deep cloud-engineering expertise to manage, meaning high operational overhead"}, {"id": "mai-20260917-0922-baseline|c113-m1|google-small|Azure WAF", "prompt": "c113-m1", "model": "google-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Azure WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for Pure AWS/Azure-Native Architectures: AWS WAF (or Azure WAF)"}, {"id": "mai-20260917-0922-baseline|c113-m1|meta-small|Cloudflare", "prompt": "c113-m1", "model": "meta-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best web application firewall for a mid-market B2B company is Cloudflare"}, {"id": "mai-20260917-0922-baseline|c113-m1|meta-small|Barracuda", "prompt": "c113-m1", "model": "meta-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Barracuda, which is suitable for mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c113-m1|meta-small|Fastly WAF", "prompt": "c113-m1", "model": "meta-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Fastly WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fastly WAF, which is ideal for medium to large organizations"}, {"id": "mai-20260917-0922-baseline|c113-m1|minimax-small|Cloudflare WAF", "prompt": "c113-m1", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare WAF** — Best Overall Value"}, {"id": "mai-20260917-0922-baseline|c113-m1|minimax-small|AWS WAF", "prompt": "c113-m1", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if You're Already on AWS ... Can get expensive at scale"}, {"id": "mai-20260917-0922-baseline|c113-m1|minimax-small|Imperva WAF", "prompt": "c113-m1", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Imperva** if you have: Strict compliance requirements"}, {"id": "mai-20260917-0922-baseline|c113-m1|minimax-small|Barracuda", "prompt": "c113-m1", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Barracuda** — Best for Mid-Market Simplicity"}, {"id": "mai-20260917-0922-baseline|c113-m1|mistral-small|Cloudflare", "prompt": "c113-m1", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "frequently recommended as the top pick for SMBs and mid-market companies"}, {"id": "mai-20260917-0922-baseline|c113-m1|mistral-small|Barracuda WAF", "prompt": "c113-m1", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Barracuda WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "highlighted as ideal for mid-sized organizations"}, {"id": "mai-20260917-0922-baseline|c113-m1|mistral-small|Fastly WAF", "prompt": "c113-m1", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Fastly WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be more complex or costly for some mid-market companies"}, {"id": "mai-20260917-0922-baseline|c113-m1|moonshot-small|Cloudflare WAF", "prompt": "c113-m1", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, I'd recommend **starting with Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c113-m1|moonshot-small|Barracuda WAF/WAAP", "prompt": "c113-m1", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Barracuda WAF/WAAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Barracuda instead** if you need on-premises deployment"}, {"id": "mai-20260917-0922-baseline|c113-m1|moonshot-small|Imperva", "prompt": "c113-m1", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Trade-off:** Higher cost and more complex setup than Cloudflare or Barracuda"}, {"id": "mai-20260917-0922-baseline|c113-m1|openai-small|Cloudflare WAF", "prompt": "c113-m1", "model": "openai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a **single recommendation for most mid-market B2B teams**, I'd lean toward **Cloudflare WAF**"}, {"id": "mai-20260917-0922-baseline|c113-m1|openai-small|AWS WAF", "prompt": "c113-m1", "model": "openai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS WAF** — best if you're AWS-first."}, {"id": "mai-20260917-0922-baseline|c113-m1|openai-small|Akamai App & API Protector", "prompt": "c113-m1", "model": "openai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if bot/API defense is a top priority"}, {"id": "mai-20260917-0922-baseline|c113-m1|openai-small|F5 Distributed Cloud WAF", "prompt": "c113-m1", "model": "openai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "F5 Distributed Cloud WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for complex hybrid/multi-cloud environments"}, {"id": "mai-20260917-0922-baseline|c113-m1|xai-small|Cloudflare WAF", "prompt": "c113-m1", "model": "xai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick: Cloudflare WAF**"}, {"id": "mai-20260917-0922-baseline|c113-m1|xai-small|Barracuda WAF", "prompt": "c113-m1", "model": "xai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Barracuda WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Alternative: Barracuda WAF**"}, {"id": "mai-20260917-0922-baseline|c113-m1|xai-small|Imperva WAF (now Thales)", "prompt": "c113-m1", "model": "xai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva WAF (now Thales)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "willing to pay for managed rules/proven efficacy; less ideal for budget-focused"}, {"id": "mai-20260917-0922-baseline|c113-m1|xai-small|AWS WAF", "prompt": "c113-m1", "model": "xai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AWS WAF (if AWS-heavy) | Moderate | Pay-per-use"}, {"id": "mai-20260917-0922-baseline|c113-m1|xai-small|Akamai", "prompt": "c113-m1", "model": "xai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leaders include Cloudflare, Imperva, Akamai (more enterprise)"}, {"id": "mai-20260917-0922-baseline|c113-m1|zai-small|Cloudflare WAF", "prompt": "c113-m1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare WAF is the best fit for most mid‑market B2B companies**"}, {"id": "mai-20260917-0922-baseline|c113-m1|zai-small|AWS WAF", "prompt": "c113-m1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already heavily invested in AWS or need on‑premises hardware, AWS WAF or F5 BIG‑IP become compelling alternatives"}, {"id": "mai-20260917-0922-baseline|c113-m1|zai-small|F5 BIG‑IP", "prompt": "c113-m1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "F5 BIG‑IP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS WAF or F5 BIG‑IP become compelling alternatives"}, {"id": "mai-20260917-0922-baseline|c113-m1|zai-small|Imperva", "prompt": "c113-m1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Imperva and Akamai are worth considering only when you need compliance‑grade accuracy or massive edge scale that far exceeds a typical mid‑market workload"}, {"id": "mai-20260917-0922-baseline|c113-m1|zai-small|Akamai", "prompt": "c113-m1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pricing | Very high... Usually overkill for most mid‑market B2B sites."}, {"id": "mai-20260917-0922-baseline|c113-m1|zai-small|Barracuda", "prompt": "c113-m1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for mid‑market simplicity and low cost**"}, {"id": "mai-20260917-0922-baseline|c113-m1|zai-small|Sucuri", "prompt": "c113-m1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Sucuri", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not suitable for B2B customers who expect robust security."}, {"id": "mai-20260917-0922-baseline|c113-m1|zai-small|open‑appsec CloudGuard", "prompt": "c113-m1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "open‑appsec CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Smaller vendor footprint, fewer enterprise‑grade integrations."}, {"id": "mai-20260917-0922-baseline|c113-m2|alibaba-small|Cloudflare", "prompt": "c113-m2", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My Verdict:** Start with a trial of **Cloudflare Business**. For 80% of mid-sized companies, it provides the highest ROI"}, {"id": "mai-20260917-0922-baseline|c113-m2|alibaba-small|F5 Advanced WAF", "prompt": "c113-m2", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "F5 Advanced WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** Companies with strict compliance requirements or heavy, complex API traffic."}, {"id": "mai-20260917-0922-baseline|c113-m2|alibaba-small|AWS WAF", "prompt": "c113-m2", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your entire web stack runs on AWS, using **AWS WAF** combined with **Shield Advanced** is the logical choice."}, {"id": "mai-20260917-0922-baseline|c113-m2|alibaba-small|Amazon Shield", "prompt": "c113-m2", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Amazon Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "using **AWS WAF** combined with **Shield Advanced** is the logical choice"}, {"id": "mai-20260917-0922-baseline|c113-m2|alibaba-small|Azure Front Door", "prompt": "c113-m2", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Azure Front Door", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you are a Microsoft shop, **Azure Front Door** is your answer"}, {"id": "mai-20260917-0922-baseline|c113-m2|alibaba-small|HUMAN Technologies", "prompt": "c113-m2", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "HUMAN Technologies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "add a specific bot provider like **HUMAN Technologies**"}, {"id": "mai-20260917-0922-baseline|c113-m2|anthropic-small|Cloudflare", "prompt": "c113-m2", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, I'd recommend **starting with Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c113-m2|anthropic-small|AWS WAF", "prompt": "c113-m2", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS WAF is best for teams already running on Amazon Web Services"}, {"id": "mai-20260917-0922-baseline|c113-m2|anthropic-small|Barracuda", "prompt": "c113-m2", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Barracuda's WAF extends its keep-it-simple philosophy to application security with sensible defaults"}, {"id": "mai-20260917-0922-baseline|c113-m2|anthropic-small|Imperva", "prompt": "c113-m2", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing is bespoke and onboarding tends to be slow — weeks, not minutes"}, {"id": "mai-20260917-0922-baseline|c113-m2|challenger-small|Cloudflare", "prompt": "c113-m2", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cloudflare** as the default choice for **WAF + bot protection**"}, {"id": "mai-20260917-0922-baseline|c113-m2|challenger-small|DataDome", "prompt": "c113-m2", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "DataDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**DataDome** is a strong add-on or alternative for bot mitigation"}, {"id": "mai-20260917-0922-baseline|c113-m2|challenger-small|Barracuda WAF", "prompt": "c113-m2", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Barracuda WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want **mid-market simplicity** and a more traditional WAF"}, {"id": "mai-20260917-0922-baseline|c113-m2|challenger-small|FortiWeb / FortiWeb Cloud", "prompt": "c113-m2", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "FortiWeb / FortiWeb Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you already use **Fortinet** and want tighter ecosystem fit"}, {"id": "mai-20260917-0922-baseline|c113-m2|challenger-small|Cequence Security", "prompt": "c113-m2", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cequence Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering if **bot defense and API security** are the top priorities"}, {"id": "mai-20260917-0922-baseline|c113-m2|challenger-small|Imperva", "prompt": "c113-m2", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it is typically positioned above the mid-market tier"}, {"id": "mai-20260917-0922-baseline|c113-m2|deepseek-small|Cloudflare", "prompt": "c113-m2", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Cloudflare** is the strongest default choice."}, {"id": "mai-20260917-0922-baseline|c113-m2|deepseek-small|AWS WAF", "prompt": "c113-m2", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose AWS WAF instead** if your stack is already deeply AWS-native"}, {"id": "mai-20260917-0922-baseline|c113-m2|deepseek-small|Imperva", "prompt": "c113-m2", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's typically pricier and geared more toward enterprise-scale, so evaluate whether you need that depth."}, {"id": "mai-20260917-0922-baseline|c113-m2|google-small|Cloudflare", "prompt": "c113-m2", "model": "google-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Option 1: Cloudflare (Business or Enterprise Tier)\n**Best Overall & Easiest to Manage**"}, {"id": "mai-20260917-0922-baseline|c113-m2|google-small|Fastly Next-Gen WAF (formerly Signal Sciences)", "prompt": "c113-m2", "model": "google-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Fastly Next-Gen WAF (formerly Signal Sciences)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for DevOps-Centric Teams & Lowest False Positives"}, {"id": "mai-20260917-0922-baseline|c113-m2|google-small|DataDome", "prompt": "c113-m2", "model": "google-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "DataDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if Bot Mitigation/Scraping is Your #1 Threat"}, {"id": "mai-20260917-0922-baseline|c113-m2|google-small|AWS WAF", "prompt": "c113-m2", "model": "google-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "already uses a basic, low-cost WAF (like AWS WAF, Azure WAF, or Google Cloud Armor)"}, {"id": "mai-20260917-0922-baseline|c113-m2|google-small|Azure WAF", "prompt": "c113-m2", "model": "google-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Azure WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(like AWS WAF, Azure WAF, or Google Cloud Armor)"}, {"id": "mai-20260917-0922-baseline|c113-m2|google-small|Google Cloud Armor", "prompt": "c113-m2", "model": "google-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(like AWS WAF, Azure WAF, or Google Cloud Armor)"}, {"id": "mai-20260917-0922-baseline|c113-m2|meta-small|Cloudflare", "prompt": "c113-m2", "model": "meta-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is a recommended WAF and bot protection service. It is considered the top pick for SMB and mid-market speed"}, {"id": "mai-20260917-0922-baseline|c113-m2|minimax-small|Cloudflare", "prompt": "c113-m2", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** would be my top suggestion for most mid-sized B2B companies"}, {"id": "mai-20260917-0922-baseline|c113-m2|minimax-small|Imperva", "prompt": "c113-m2", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you have specific compliance requirements or need advanced features, **Imperva** might be worth the extra investment"}, {"id": "mai-20260917-0922-baseline|c113-m2|minimax-small|Barracuda", "prompt": "c113-m2", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Barracuda** (Best Mid-Market Simplicity)"}, {"id": "mai-20260917-0922-baseline|c113-m2|minimax-small|AWS WAF Bot Control", "prompt": "c113-m2", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF Bot Control", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS WAF Bot Control** (if already on AWS)"}, {"id": "mai-20260917-0922-baseline|c113-m2|mistral-small|Cloudflare", "prompt": "c113-m2", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most recommended WAF and bot protection service is **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c113-m2|mistral-small|Barracuda", "prompt": "c113-m2", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include Barracuda for mid-market simplicity"}, {"id": "mai-20260917-0922-baseline|c113-m2|mistral-small|Reblaze", "prompt": "c113-m2", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Reblaze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Reblaze for AI-powered bot protection"}, {"id": "mai-20260917-0922-baseline|c113-m2|moonshot-small|Cloudflare", "prompt": "c113-m2", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my primary recommendation is **Cloudflare** (specifically the **Pro** or **Business** tier)"}, {"id": "mai-20260917-0922-baseline|c113-m2|moonshot-small|AWS WAF + Bot Control", "prompt": "c113-m2", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF + Bot Control", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Caveat:** Costs can balloon unpredictably at scale, and bot protection is an expensive add-on."}, {"id": "mai-20260917-0922-baseline|c113-m2|moonshot-small|Imperva Cloud WAF", "prompt": "c113-m2", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva Cloud WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trade-off:** Quote-only pricing and longer deployment; overkill unless compliance is the driver."}, {"id": "mai-20260917-0922-baseline|c113-m2|moonshot-small|DataDome", "prompt": "c113-m2", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "DataDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you discover you need deeper bot specialization, add **DataDome** in front of it."}, {"id": "mai-20260917-0922-baseline|c113-m2|moonshot-small|Human Security (PerimeterX)", "prompt": "c113-m2", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Human Security (PerimeterX)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specialized bot mitigation that layers on top of any CDN/WAF."}, {"id": "mai-20260917-0922-baseline|c113-m2|moonshot-small|Barracuda WAF-as-a-Service", "prompt": "c113-m2", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Barracuda WAF-as-a-Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Purpose-built for mid-market with sensible defaults and bundled DDoS/bot protection."}, {"id": "mai-20260917-0922-baseline|c113-m2|moonshot-small|Akamai", "prompt": "c113-m2", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why Not Akamai or Enterprise F5 for Mid-Market? ... you're paying for capacity you don't need."}, {"id": "mai-20260917-0922-baseline|c113-m2|moonshot-small|F5/BIG-IP", "prompt": "c113-m2", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "F5/BIG-IP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "is powerful but traditionally appliance-heavy or requires significant managed services overhead"}, {"id": "mai-20260917-0922-baseline|c113-m2|openai-small|Cloudflare WAF + Cloudflare Bot Management", "prompt": "c113-m2", "model": "openai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare WAF + Cloudflare Bot Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Cloudflare WAF + Cloudflare Bot Management** as the default choice"}, {"id": "mai-20260917-0922-baseline|c113-m2|openai-small|Akamai", "prompt": "c113-m2", "model": "openai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akamai** if you're a larger organization or have very demanding global traffic, compliance, or enterprise governance needs"}, {"id": "mai-20260917-0922-baseline|c113-m2|openai-small|Imperva", "prompt": "c113-m2", "model": "openai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Imperva** if you want a more security-suite-oriented platform and are comfortable with a heavier enterprise/security-vendor style deployment"}, {"id": "mai-20260917-0922-baseline|c113-m2|openai-small|Fastly Next-Gen WAF", "prompt": "c113-m2", "model": "openai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Fastly Next-Gen WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fastly Next-Gen WAF** if your team is very DevOps/API-heavy and wants strong edge-native controls"}, {"id": "mai-20260917-0922-baseline|c113-m2|xai-small|Cloudflare", "prompt": "c113-m2", "model": "xai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Cloudflare as the top choice for a mid-sized B2B company needing WAF and bot protection."}, {"id": "mai-20260917-0922-baseline|c113-m2|xai-small|AWS WAF + Bot Control", "prompt": "c113-m2", "model": "xai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF + Bot Control", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your stack is AWS-native (e.g., ALB/API Gateway). Pay-as-you-go is cost-effective for variable traffic but requires more rule tuning."}, {"id": "mai-20260917-0922-baseline|c113-m2|xai-small|Imperva Cloud WAF", "prompt": "c113-m2", "model": "xai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva Cloud WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-grade with advanced bot protection and DB-layer security... but pricier and sales-heavy."}, {"id": "mai-20260917-0922-baseline|c113-m2|xai-small|Barracuda WAF", "prompt": "c113-m2", "model": "xai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Barracuda WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simpler mid-market options if you want appliance-like simplicity or multi-cloud focus."}, {"id": "mai-20260917-0922-baseline|c113-m2|xai-small|F5 Distributed Cloud", "prompt": "c113-m2", "model": "xai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "F5 Distributed Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simpler mid-market options if you want appliance-like simplicity or multi-cloud focus."}, {"id": "mai-20260917-0922-baseline|c113-m2|zai-small|Cloudflare", "prompt": "c113-m2", "model": "zai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cloudflare** as your primary WAF and bot‑protection solution for a mid‑sized B2B company."}, {"id": "mai-20260917-0922-baseline|c113-m2|zai-small|Barracuda (WAAP)", "prompt": "c113-m2", "model": "zai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Barracuda (WAAP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Barracuda WAAP** offers a comparable feature set with appliance or SaaS options."}, {"id": "mai-20260917-0922-baseline|c113-m2|zai-small|Imperva", "prompt": "c113-m2", "model": "zai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Imperva** may be worth the extra cost and complexity, especially for regulated industries."}, {"id": "mai-20260917-0922-baseline|c113-m2|zai-small|Akamai", "prompt": "c113-m2", "model": "zai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Akamai** is the enterprise‑grade option, but only if budget permits."}, {"id": "mai-20260917-0922-baseline|c113-m3|alibaba-small|Cloudflare WAF", "prompt": "c113-m3", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is arguably the most popular entry-level WAF because it is incredibly easy to implement."}, {"id": "mai-20260917-0922-baseline|c113-m3|alibaba-small|AWS WAF", "prompt": "c113-m3", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations already hosted within the Amazon Web Services ecosystem."}, {"id": "mai-20260917-0922-baseline|c113-m3|alibaba-small|Imperva (Incapsula)", "prompt": "c113-m3", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva (Incapsula)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Imperva has long been considered the gold standard for high-end enterprise security."}, {"id": "mai-20260917-0922-baseline|c113-m3|alibaba-small|F5 Advanced WAF", "prompt": "c113-m3", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 Advanced WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Complex on-premise networks and DevSecOps."}, {"id": "mai-20260917-0922-baseline|c113-m3|alibaba-small|Akamai App & API Protector", "prompt": "c113-m3", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Massive global corporations with high-scale needs."}, {"id": "mai-20260917-0922-baseline|c113-m3|alibaba-small|ModSecurity", "prompt": "c113-m3", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "ModSecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Completely free and self-hosted, but requires significant technical expertise to configure and maintain."}, {"id": "mai-20260917-0922-baseline|c113-m3|anthropic-small|Cloudflare", "prompt": "c113-m3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is the best overall for value and ease"}, {"id": "mai-20260917-0922-baseline|c113-m3|anthropic-small|Akamai", "prompt": "c113-m3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Akamai and Imperva lead enterprise depth (scale/bot defense and detection accuracy respectively)"}, {"id": "mai-20260917-0922-baseline|c113-m3|anthropic-small|Imperva", "prompt": "c113-m3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Imperva lead enterprise depth ... Excels in detection accuracy"}, {"id": "mai-20260917-0922-baseline|c113-m3|anthropic-small|AWS WAF", "prompt": "c113-m3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS WAF or Azure WAF win for single-cloud native stacks"}, {"id": "mai-20260917-0922-baseline|c113-m3|anthropic-small|Azure WAF", "prompt": "c113-m3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AWS WAF or Azure WAF win for single-cloud native stacks"}, {"id": "mai-20260917-0922-baseline|c113-m3|anthropic-small|Fastly", "prompt": "c113-m3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fastly is the pick for engineering teams that demand low false positives."}, {"id": "mai-20260917-0922-baseline|c113-m3|anthropic-small|Barracuda", "prompt": "c113-m3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Barracuda Web Application Firewall is a flexible web application and API protection (WAAP) solution"}, {"id": "mai-20260917-0922-baseline|c113-m3|anthropic-small|Fortinet FortiWeb", "prompt": "c113-m3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fortinet FortiWeb is a web application and API protection (WAAP) solution"}, {"id": "mai-20260917-0922-baseline|c113-m3|anthropic-small|F5", "prompt": "c113-m3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "most leaders like Cloudflare, Akamai, Imperva, F5, and Fastly selling WAAP"}, {"id": "mai-20260917-0922-baseline|c113-m3|challenger-small|Cloudflare", "prompt": "c113-m3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall value:** **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c113-m3|challenger-small|Akamai", "prompt": "c113-m3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for massive enterprise traffic:** **Akamai**"}, {"id": "mai-20260917-0922-baseline|c113-m3|challenger-small|Imperva", "prompt": "c113-m3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for accuracy/compliance-heavy use cases:** **Imperva**"}, {"id": "mai-20260917-0922-baseline|c113-m3|challenger-small|F5", "prompt": "c113-m3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for highly customizable enterprise apps:** **F5**"}, {"id": "mai-20260917-0922-baseline|c113-m3|challenger-small|AWS WAF", "prompt": "c113-m3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best fit for AWS workloads; less attractive outside AWS ecosystems"}, {"id": "mai-20260917-0922-baseline|c113-m3|challenger-small|Microsoft Azure WAF", "prompt": "c113-m3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Microsoft Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for Azure workloads:** **Microsoft Azure WAF**"}, {"id": "mai-20260917-0922-baseline|c113-m3|challenger-small|Fortinet FortiWeb", "prompt": "c113-m3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for Fortinet shops:** **FortiWeb**"}, {"id": "mai-20260917-0922-baseline|c113-m3|challenger-small|Barracuda WAF", "prompt": "c113-m3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Barracuda WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for simpler operations and SMBs:** **Barracuda** or **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c113-m3|challenger-small|Radware Cloud WAF", "prompt": "c113-m3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Radware Cloud WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Good balance of automation, API security, and DDoS coverage"}, {"id": "mai-20260917-0922-baseline|c113-m3|challenger-small|Fastly Next-Gen WAF", "prompt": "c113-m3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fastly Next-Gen WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Often favored for low latency and CI/CD-friendly operations"}, {"id": "mai-20260917-0922-baseline|c113-m3|deepseek-small|Cloudflare WAF", "prompt": "c113-m3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is the best value; Imperva and Akamai are the detection accuracy and enterprise-depth leaders"}, {"id": "mai-20260917-0922-baseline|c113-m3|deepseek-small|AWS WAF", "prompt": "c113-m3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If your entire stack is on AWS and you want pay-as-you-go, IaC-friendly** → **AWS WAF**"}, {"id": "mai-20260917-0922-baseline|c113-m3|deepseek-small|Imperva WAF (part of Thales)", "prompt": "c113-m3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva WAF (part of Thales)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Imperva and Akamai are the detection accuracy and enterprise-depth leaders"}, {"id": "mai-20260917-0922-baseline|c113-m3|deepseek-small|Akamai App & API Protector", "prompt": "c113-m3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Akamai** and **Imperva** are the most complete WAAP platforms."}, {"id": "mai-20260917-0922-baseline|c113-m3|deepseek-small|F5 BIG-IP Advanced WAF / NGINX App Protect", "prompt": "c113-m3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 BIG-IP Advanced WAF / NGINX App Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you run mission-critical on-prem legacy apps and need deep customization** → **F5 BIG-IP**"}, {"id": "mai-20260917-0922-baseline|c113-m3|deepseek-small|Radware Cloud WAF / Alteon", "prompt": "c113-m3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Radware Cloud WAF / Alteon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you need Kubernetes-native WAF or heavy DDoS mitigation** → **Radware**"}, {"id": "mai-20260917-0922-baseline|c113-m3|deepseek-small|Fortinet FortiWeb", "prompt": "c113-m3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If you are a Fortinet shop** → **Fortinet FortiWeb**"}, {"id": "mai-20260917-0922-baseline|c113-m3|deepseek-small|Google Cloud Armor", "prompt": "c113-m3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notable players include **Google Cloud Armor**"}, {"id": "mai-20260917-0922-baseline|c113-m3|deepseek-small|Microsoft Azure WAF", "prompt": "c113-m3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Microsoft Azure WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other notable players include ... **Microsoft Azure WAF**"}, {"id": "mai-20260917-0922-baseline|c113-m3|deepseek-small|Fastly Next-Gen WAF", "prompt": "c113-m3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fastly Next-Gen WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "and **Fastly Next-Gen WAF**"}, {"id": "mai-20260917-0922-baseline|c113-m3|deepseek-small|open-appsec/CloudGuard", "prompt": "c113-m3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "open-appsec/CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**open-appsec/CloudGuard** led with 99.45% balanced accuracy"}, {"id": "mai-20260917-0922-baseline|c113-m3|google-small|Cloudflare WAF (Cloudflare Application Security)", "prompt": "c113-m3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF (Cloudflare Application Security)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Cloudflare** if you want top-tier performance, global scale, and an intuitive, developer-friendly interface."}, {"id": "mai-20260917-0922-baseline|c113-m3|google-small|Akamai App & API Protector", "prompt": "c113-m3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Akamai** if you are a massive global enterprise with complex traffic demands"}, {"id": "mai-20260917-0922-baseline|c113-m3|google-small|Imperva Web Application Firewall (by Thales)", "prompt": "c113-m3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva Web Application Firewall (by Thales)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Imperva** if security efficacy is your highest metric and you need strict compliance reporting."}, {"id": "mai-20260917-0922-baseline|c113-m3|google-small|Fastly Next-Gen WAF (formerly Signal Sciences)", "prompt": "c113-m3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fastly Next-Gen WAF (formerly Signal Sciences)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Fastly (Signal Sciences)** if you have a modern CI/CD pipeline, run microservices"}, {"id": "mai-20260917-0922-baseline|c113-m3|google-small|F5 Advanced WAF & Distributed Cloud WAF", "prompt": "c113-m3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 Advanced WAF & Distributed Cloud WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **F5** if you are already heavily invested in F5 BIG-IP systems or require on-premise/hybrid deployments."}, {"id": "mai-20260917-0922-baseline|c113-m3|google-small|AWS WAF", "prompt": "c113-m3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **AWS WAF** if your entire stack is in AWS, your security needs are standard"}, {"id": "mai-20260917-0922-baseline|c113-m3|google-small|Azure WAF", "prompt": "c113-m3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Azure WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "cloud-native WAFs (including Azure WAF and Google Cloud Armor) are tightly integrated into their respective cloud platforms"}, {"id": "mai-20260917-0922-baseline|c113-m3|google-small|Google Cloud Armor", "prompt": "c113-m3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "including Azure WAF and Google Cloud Armor"}, {"id": "mai-20260917-0922-baseline|c113-m3|meta-small|Cloudflare", "prompt": "c113-m3", "model": "meta-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top WAFs include Cloudflare, Akamai, AWS WAF, Fortinet FortiWeb, Imperva WAF, and Barracuda WAF."}, {"id": "mai-20260917-0922-baseline|c113-m3|meta-small|Akamai", "prompt": "c113-m3", "model": "meta-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top WAFs include Cloudflare, Akamai, AWS WAF, Fortinet FortiWeb, Imperva WAF, and Barracuda WAF."}, {"id": "mai-20260917-0922-baseline|c113-m3|meta-small|AWS WAF", "prompt": "c113-m3", "model": "meta-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top WAFs include Cloudflare, Akamai, AWS WAF, Fortinet FortiWeb, Imperva WAF, and Barracuda WAF."}, {"id": "mai-20260917-0922-baseline|c113-m3|meta-small|Fortinet FortiWeb", "prompt": "c113-m3", "model": "meta-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top WAFs include Cloudflare, Akamai, AWS WAF, Fortinet FortiWeb, Imperva WAF, and Barracuda WAF."}, {"id": "mai-20260917-0922-baseline|c113-m3|meta-small|Imperva WAF", "prompt": "c113-m3", "model": "meta-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top WAFs include Cloudflare, Akamai, AWS WAF, Fortinet FortiWeb, Imperva WAF, and Barracuda WAF."}, {"id": "mai-20260917-0922-baseline|c113-m3|meta-small|Barracuda WAF", "prompt": "c113-m3", "model": "meta-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Barracuda WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top WAFs include Cloudflare, Akamai, AWS WAF, Fortinet FortiWeb, Imperva WAF, and Barracuda WAF."}, {"id": "mai-20260917-0922-baseline|c113-m3|minimax-small|Cloudflare WAF", "prompt": "c113-m3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare WAF**\n   - Best for: Edge protection without complexity"}, {"id": "mai-20260917-0922-baseline|c113-m3|minimax-small|AWS WAF", "prompt": "c113-m3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: AWS-native infrastructure"}, {"id": "mai-20260917-0922-baseline|c113-m3|minimax-small|F5 BIG-IP Advanced WAF", "prompt": "c113-m3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 BIG-IP Advanced WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mission-critical enterprise apps"}, {"id": "mai-20260917-0922-baseline|c113-m3|minimax-small|Imperva Cloud WAF", "prompt": "c113-m3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva Cloud WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Comprehensive cloud protection"}, {"id": "mai-20260917-0922-baseline|c113-m3|minimax-small|Radware Cloud WAF", "prompt": "c113-m3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Radware Cloud WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Flexible hybrid deployment"}, {"id": "mai-20260917-0922-baseline|c113-m3|minimax-small|Microsoft Azure WAF", "prompt": "c113-m3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Microsoft Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Azure-native infrastructure"}, {"id": "mai-20260917-0922-baseline|c113-m3|minimax-small|Akamai", "prompt": "c113-m3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some excel at API protection (Akamai)"}, {"id": "mai-20260917-0922-baseline|c113-m3|minimax-small|Barracuda", "prompt": "c113-m3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you need on-prem options, look at F5, Radware, or Barracuda"}, {"id": "mai-20260917-0922-baseline|c113-m3|mistral-small|Cloudflare Web Application Firewall", "prompt": "c113-m3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare Web Application Firewall", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most users, excelling in protection-per-dollar and global visibility."}, {"id": "mai-20260917-0922-baseline|c113-m3|mistral-small|Akamai App & API Protector", "prompt": "c113-m3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise-scale WAF from a CDN pioneer, with advanced threat intelligence and global infrastructure."}, {"id": "mai-20260917-0922-baseline|c113-m3|mistral-small|Imperva Web Application Firewall", "prompt": "c113-m3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva Web Application Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-grade cloud WAF with strong security and API protection."}, {"id": "mai-20260917-0922-baseline|c113-m3|mistral-small|Fastly Next-Gen WAF (Signal Sciences)", "prompt": "c113-m3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fastly Next-Gen WAF (Signal Sciences)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For DevOps/automation: Fastly or Wallarm."}, {"id": "mai-20260917-0922-baseline|c113-m3|mistral-small|open-appsec / CloudGuard WAF", "prompt": "c113-m3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "open-appsec / CloudGuard WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For highest security accuracy: open-appsec."}, {"id": "mai-20260917-0922-baseline|c113-m3|mistral-small|Fortinet FortiWeb", "prompt": "c113-m3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For hybrid needs: FortiWeb or Barracuda."}, {"id": "mai-20260917-0922-baseline|c113-m3|mistral-small|F5 Advanced WAF", "prompt": "c113-m3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 Advanced WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Known for advanced security policies and integration with F5's ecosystem."}, {"id": "mai-20260917-0922-baseline|c113-m3|mistral-small|Microsoft Azure Application Gateway (WAF)", "prompt": "c113-m3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Microsoft Azure Application Gateway (WAF)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For Azure users: Azure WAF."}, {"id": "mai-20260917-0922-baseline|c113-m3|mistral-small|Barracuda Web Application Firewall", "prompt": "c113-m3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Barracuda Web Application Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For hybrid needs: FortiWeb or Barracuda."}, {"id": "mai-20260917-0922-baseline|c113-m3|mistral-small|Wallarm WAF", "prompt": "c113-m3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Wallarm WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For DevOps/automation: Fastly or Wallarm."}, {"id": "mai-20260917-0922-baseline|c113-m3|moonshot-small|Cloudflare WAF", "prompt": "c113-m3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Cloudflare if you want the best balance of cost, performance, and simplicity"}, {"id": "mai-20260917-0922-baseline|c113-m3|moonshot-small|AWS WAF", "prompt": "c113-m3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose AWS WAF if your entire stack is on AWS"}, {"id": "mai-20260917-0922-baseline|c113-m3|moonshot-small|Akamai App & API Protector", "prompt": "c113-m3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Akamai if you are a large enterprise needing the highest scale DDoS protection"}, {"id": "mai-20260917-0922-baseline|c113-m3|moonshot-small|Imperva Cloud WAF / Gateway", "prompt": "c113-m3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva Cloud WAF / Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Imperva if you operate in a regulated industry"}, {"id": "mai-20260917-0922-baseline|c113-m3|moonshot-small|F5 BIG-IP / NGINX App Protect", "prompt": "c113-m3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 BIG-IP / NGINX App Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose F5 if you run mission-critical legacy or enterprise apps"}, {"id": "mai-20260917-0922-baseline|c113-m3|moonshot-small|Fastly Next-Gen WAF", "prompt": "c113-m3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fastly Next-Gen WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Fastly if you are building modern, API-heavy microservices architectures."}, {"id": "mai-20260917-0922-baseline|c113-m3|moonshot-small|Radware Cloud WAF", "prompt": "c113-m3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Radware Cloud WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Flexible deployment across environments"}, {"id": "mai-20260917-0922-baseline|c113-m3|moonshot-small|Barracuda WAF", "prompt": "c113-m3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Barracuda WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ease of use & SMBs | Appliance / VM / Cloud | Simple management console"}, {"id": "mai-20260917-0922-baseline|c113-m3|moonshot-small|Google Cloud Armor", "prompt": "c113-m3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AWS & Google Cloud Armor: Native to their cloud platforms."}, {"id": "mai-20260917-0922-baseline|c113-m3|moonshot-small|ModSecurity", "prompt": "c113-m3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "ModSecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "ModSecurity with OWASP CRS is free but requires self-management."}, {"id": "mai-20260917-0922-baseline|c113-m3|openai-small|Cloudflare WAF", "prompt": "c113-m3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best general-purpose edge WAF: Cloudflare"}, {"id": "mai-20260917-0922-baseline|c113-m3|openai-small|AWS WAF", "prompt": "c113-m3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best AWS-native WAF: AWS WAF"}, {"id": "mai-20260917-0922-baseline|c113-m3|openai-small|Imperva WAF / Application Security", "prompt": "c113-m3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva WAF / Application Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best enterprise/hybrid option: F5 or Imperva"}, {"id": "mai-20260917-0922-baseline|c113-m3|openai-small|Akamai App & API Protector", "prompt": "c113-m3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "common for large-scale edge protection and DDoS-adjacent application security"}, {"id": "mai-20260917-0922-baseline|c113-m3|openai-small|F5 BIG-IP Advanced WAF", "prompt": "c113-m3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 BIG-IP Advanced WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best enterprise/hybrid option: F5 or Imperva"}, {"id": "mai-20260917-0922-baseline|c113-m3|openai-small|Microsoft Azure WAF", "prompt": "c113-m3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Microsoft Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best when your stack is centered on Azure Application Gateway or Front Door"}, {"id": "mai-20260917-0922-baseline|c113-m3|openai-small|ModSecurity", "prompt": "c113-m3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "ModSecurity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best open-source WAF engine: ModSecurity"}, {"id": "mai-20260917-0922-baseline|c113-m3|openai-small|OWASP Core Rule Set (CRS)", "prompt": "c113-m3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "OWASP Core Rule Set (CRS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "usually paired with the OWASP Core Rule Set (CRS)"}, {"id": "mai-20260917-0922-baseline|c113-m3|openai-small|Coraza", "prompt": "c113-m3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Coraza", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best newer cloud-native open-source option: Coraza"}, {"id": "mai-20260917-0922-baseline|c113-m3|openai-small|Google Cloud WAF", "prompt": "c113-m3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Google Cloud WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AWS WAF, Azure WAF, Google Cloud WAF are best when you're already in that cloud"}, {"id": "mai-20260917-0922-baseline|c113-m3|xai-small|Cloudflare WAF", "prompt": "c113-m3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare WAF** - Often top-rated for value and ease."}, {"id": "mai-20260917-0922-baseline|c113-m3|xai-small|Imperva (Cloud WAF/Advanced WAF)", "prompt": "c113-m3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva (Cloud WAF/Advanced WAF)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise benchmark for accuracy"}, {"id": "mai-20260917-0922-baseline|c113-m3|xai-small|Akamai App & API Protector", "prompt": "c113-m3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Imperva/Akamai for enterprise depth"}, {"id": "mai-20260917-0922-baseline|c113-m3|xai-small|AWS WAF", "prompt": "c113-m3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS if in-ecosystem"}, {"id": "mai-20260917-0922-baseline|c113-m3|xai-small|F5 (BIG-IP Advanced WAF / NGINX App Protect / Distributed Cloud WAAP)", "prompt": "c113-m3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 (BIG-IP Advanced WAF / NGINX App Protect / Distributed Cloud WAAP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Hybrid/enterprise flexibility"}, {"id": "mai-20260917-0922-baseline|c113-m3|xai-small|Radware Cloud WAF", "prompt": "c113-m3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Radware Cloud WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong hybrid and bot protection"}, {"id": "mai-20260917-0922-baseline|c113-m3|xai-small|Fortinet FortiWeb", "prompt": "c113-m3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Integrated security suite"}, {"id": "mai-20260917-0922-baseline|c113-m3|xai-small|Barracuda WAF", "prompt": "c113-m3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Barracuda WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others frequently mentioned: Barracuda WAF (ease of use)"}, {"id": "mai-20260917-0922-baseline|c113-m3|xai-small|Fastly Next-Gen WAF", "prompt": "c113-m3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fastly Next-Gen WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Fastly Next-Gen WAF (APIs/DevOps)"}, {"id": "mai-20260917-0922-baseline|c113-m3|xai-small|Google Cloud Armor", "prompt": "c113-m3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Google Cloud Armor (GCP-native)"}, {"id": "mai-20260917-0922-baseline|c113-m3|xai-small|Microsoft Azure WAF", "prompt": "c113-m3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Microsoft Azure WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Microsoft Azure WAF"}, {"id": "mai-20260917-0922-baseline|c113-m3|xai-small|Prophaze", "prompt": "c113-m3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Prophaze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "naming AWS WAF, Cloudflare, F5, Fortinet, Imperva, Prophaze, and Radware as Overall Leaders"}, {"id": "mai-20260917-0922-baseline|c113-m3|zai-small|Cloudflare", "prompt": "c113-m3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cloudflare** – Lowest latency (global edge network)"}, {"id": "mai-20260917-0922-baseline|c113-m3|zai-small|AWS WAF", "prompt": "c113-m3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **AWS infrastructure** | AWS WAF + CloudFront |"}, {"id": "mai-20260917-0922-baseline|c113-m3|zai-small|Akamai", "prompt": "c113-m3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Akamai** – Industry-leading performance (massive CDN)"}, {"id": "mai-20260917-0922-baseline|c113-m3|zai-small|Imperva", "prompt": "c113-m3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Imperva** | Cloud | Subscription | Enterprise security |"}, {"id": "mai-20260917-0922-baseline|c113-m3|zai-small|F5 BIG-IP", "prompt": "c113-m3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 BIG-IP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **F5 BIG-IP** | On-Premise | License fee | Large enterprises |"}, {"id": "mai-20260917-0922-baseline|c113-m3|zai-small|ModSecurity", "prompt": "c113-m3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "ModSecurity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Budget-conscious developer** | ModSecurity (open source) |"}, {"id": "mai-20260917-0922-baseline|c113-m3|zai-small|Sucuri", "prompt": "c113-m3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Sucuri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Sucuri** | Cloud | Subscription | SMBs & WordPress sites |"}, {"id": "mai-20260917-0922-baseline|c113-m3|zai-small|DenyAll", "prompt": "c113-m3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "DenyAll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **DenyAll** | Cloud | Subscription | High-security compliance |"}, {"id": "mai-20260917-0922-baseline|c113-m4|alibaba-small|Cloudflare (Free Plan)", "prompt": "c113-m4", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare (Free Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Choice: Cloudflare (Free Plan)"}, {"id": "mai-20260917-0922-baseline|c113-m4|alibaba-small|ModSecurity", "prompt": "c113-m4", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "ModSecurity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Open Source Solution: ModSecurity (With OWASP CRS)"}, {"id": "mai-20260917-0922-baseline|c113-m4|alibaba-small|Coraza WAF", "prompt": "c113-m4", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Coraza WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Modern Alternative: Coraza WAF"}, {"id": "mai-20260917-0922-baseline|c113-m4|alibaba-small|StackPath", "prompt": "c113-m4", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "StackPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a managed WAF specifically designed for smaller businesses"}, {"id": "mai-20260917-0922-baseline|c113-m4|anthropic-small|Cloudflare WAF", "prompt": "c113-m4", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is the top WAF pick for 2026 on the strength of protection-per-dollar"}, {"id": "mai-20260917-0922-baseline|c113-m4|anthropic-small|ModSecurity", "prompt": "c113-m4", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "ModSecurity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ModSecurity with OWASP Core Rule Set is the gold standard for free web application protection"}, {"id": "mai-20260917-0922-baseline|c113-m4|anthropic-small|AWS WAF", "prompt": "c113-m4", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already on AWS, AWS WAF offers good cost-effectiveness."}, {"id": "mai-20260917-0922-baseline|c113-m4|anthropic-small|Fortinet FortiWeb", "prompt": "c113-m4", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fortinet offers the best value for money when its products are combined"}, {"id": "mai-20260917-0922-baseline|c113-m4|challenger-small|Cloudflare WAF", "prompt": "c113-m4", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Cloudflare WAF**"}, {"id": "mai-20260917-0922-baseline|c113-m4|challenger-small|Sucuri", "prompt": "c113-m4", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sucuri** is the strongest budget-oriented alternative"}, {"id": "mai-20260917-0922-baseline|c113-m4|challenger-small|BunkerWeb", "prompt": "c113-m4", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "BunkerWeb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your team is comfortable with **open-source/self-managed** tooling ... though it may require more operational effort"}, {"id": "mai-20260917-0922-baseline|c113-m4|deepseek-small|Cloudflare", "prompt": "c113-m4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Cloudflare (Free Tier) ... For most small businesses on a budget, **Cloudflare's free tier** is the best starting point."}, {"id": "mai-20260917-0922-baseline|c113-m4|deepseek-small|Sucuri", "prompt": "c113-m4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your site runs WordPress or another CMS, **Sucuri** is often the stronger fit."}, {"id": "mai-20260917-0922-baseline|c113-m4|deepseek-small|ModSecurity", "prompt": "c113-m4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "ModSecurity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the industry gold standard open-source option is **ModSecurity** with the **OWASP Core Rule Set (CRS)**"}, {"id": "mai-20260917-0922-baseline|c113-m4|deepseek-small|OWASP Core Rule Set (CRS)", "prompt": "c113-m4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "OWASP Core Rule Set (CRS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Technical team, full control, $0 budget | **ModSecurity/OWASP CRS**"}, {"id": "mai-20260917-0922-baseline|c113-m4|deepseek-small|SafeLine (Community Edition)", "prompt": "c113-m4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "SafeLine (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "An intelligent, semantic-analysis WAF that's popular and relatively easy to deploy as a reverse proxy; the community edition is free"}, {"id": "mai-20260917-0922-baseline|c113-m4|deepseek-small|open-appsec", "prompt": "c113-m4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "open-appsec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free, open-source, ML-based WAF that proactively blocks threats (famously preempted Log4Shell)"}, {"id": "mai-20260917-0922-baseline|c113-m4|deepseek-small|OWASP Coraza", "prompt": "c113-m4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "OWASP Coraza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A modern, performant Go-based WAF compatible with ModSecurity rules"}, {"id": "mai-20260917-0922-baseline|c113-m4|google-small|Cloudflare", "prompt": "c113-m4", "model": "google-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare (Free or Pro Tier) — **Best Overall Value**"}, {"id": "mai-20260917-0922-baseline|c113-m4|google-small|AWS WAF", "prompt": "c113-m4", "model": "google-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for AWS-Native Infrastructure"}, {"id": "mai-20260917-0922-baseline|c113-m4|google-small|Sucuri WAF", "prompt": "c113-m4", "model": "google-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for CMS & Small E-Commerce Sites"}, {"id": "mai-20260917-0922-baseline|c113-m4|google-small|BunkerWeb", "prompt": "c113-m4", "model": "google-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "BunkerWeb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Open-Source for Self-Hosters"}, {"id": "mai-20260917-0922-baseline|c113-m4|google-small|open-appsec", "prompt": "c113-m4", "model": "google-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "open-appsec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Next-Gen (ML-Based) Open Source WAF"}, {"id": "mai-20260917-0922-baseline|c113-m4|meta-small|Cloudflare WAF", "prompt": "c113-m4", "model": "meta-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best web application firewall for a company with a limited budget is Cloudflare WAF, which offers strong protection with a generous free tier and easy setup."}, {"id": "mai-20260917-0922-baseline|c113-m4|meta-small|Sucuri", "prompt": "c113-m4", "model": "meta-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Sucuri, which is a good choice for small and medium-sized businesses"}, {"id": "mai-20260917-0922-baseline|c113-m4|meta-small|ModSecurity with OWASP Core Rule Set", "prompt": "c113-m4", "model": "meta-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "ModSecurity with OWASP Core Rule Set", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ModSecurity with OWASP Core Rule Set, which is a gold standard for free web application protection"}, {"id": "mai-20260917-0922-baseline|c113-m4|minimax-small|Cloudflare", "prompt": "c113-m4", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** would be the easiest strong choice due to its free tier and minimal setup requirements"}, {"id": "mai-20260917-0922-baseline|c113-m4|minimax-small|Sucuri", "prompt": "c113-m4", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sucuri** is excellent if you need more dedicated support and are willing to spend a bit more"}, {"id": "mai-20260917-0922-baseline|c113-m4|minimax-small|Imperva", "prompt": "c113-m4", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More enterprise-focused, but may be higher cost"}, {"id": "mai-20260917-0922-baseline|c113-m4|minimax-small|Akamai", "prompt": "c113-m4", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-level, higher pricing"}, {"id": "mai-20260917-0922-baseline|c113-m4|mistral-small|Cloudflare WAF", "prompt": "c113-m4", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers a generous free tier and is easy to set up with just a DNS change... ideal for budget-conscious businesses."}, {"id": "mai-20260917-0922-baseline|c113-m4|mistral-small|Sucuri Firewall", "prompt": "c113-m4", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri Firewall", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cloudflare WAF** (free tier) and **Sucuri Firewall** (starting at $9.99/month) are the most budget-friendly and effective choices"}, {"id": "mai-20260917-0922-baseline|c113-m4|mistral-small|open-appsec", "prompt": "c113-m4", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "open-appsec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need advanced features and are willing to explore open-source options, **open-appsec** is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c113-m4|moonshot-small|Cloudflare (Free Tier)", "prompt": "c113-m4", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare (Free Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **Cloudflare's free tier** - it provides immediate, robust protection with zero maintenance."}, {"id": "mai-20260917-0922-baseline|c113-m4|moonshot-small|Sucuri", "prompt": "c113-m4", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For WordPress/CMS users:** **Sucuri** offers the best value with bundled security services."}, {"id": "mai-20260917-0922-baseline|c113-m4|moonshot-small|ModSecurity", "prompt": "c113-m4", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "ModSecurity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For technical teams with some security expertise:** **ModSecurity** ... gives you full control at zero software cost."}, {"id": "mai-20260917-0922-baseline|c113-m4|moonshot-small|Coraza", "prompt": "c113-m4", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Coraza", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern Go-based alternative to ModSecurity... Trade-off: Also requires technical setup"}, {"id": "mai-20260917-0922-baseline|c113-m4|openai-small|Cloudflare WAF", "prompt": "c113-m4", "model": "openai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Cloudflare WAF on the Free or Pro plan**"}, {"id": "mai-20260917-0922-baseline|c113-m4|openai-small|AWS WAF", "prompt": "c113-m4", "model": "openai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already run heavily on AWS, AWS WAF can be cost-effective because pricing is **usage-based**"}, {"id": "mai-20260917-0922-baseline|c113-m4|xai-small|Cloudflare WAF (free tier)", "prompt": "c113-m4", "model": "xai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare WAF (free tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare WAF (free tier)** is widely regarded as the best web application firewall for companies with a limited budget"}, {"id": "mai-20260917-0922-baseline|c113-m4|xai-small|ModSecurity (open-source)", "prompt": "c113-m4", "model": "xai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "ModSecurity (open-source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gold standard with OWASP CRS; requires technical setup/maintenance."}, {"id": "mai-20260917-0922-baseline|c113-m4|xai-small|Coraza", "prompt": "c113-m4", "model": "xai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Coraza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Pair with Coraza for modern Go-based option."}, {"id": "mai-20260917-0922-baseline|c113-m4|xai-small|Sucuri", "prompt": "c113-m4", "model": "xai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "praised by Geekflare/Milesweb for tight budgets, but paid-only"}, {"id": "mai-20260917-0922-baseline|c113-m4|xai-small|AWS WAF", "prompt": "c113-m4", "model": "xai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good if you're already on AWS, but can add up vs. Cloudflare's flat free"}, {"id": "mai-20260917-0922-baseline|c113-m4|xai-small|Wordfence", "prompt": "c113-m4", "model": "xai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Wordfence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Solid for blogs/small sites; plugin-based."}, {"id": "mai-20260917-0922-baseline|c113-m4|zai-small|Cloudflare", "prompt": "c113-m4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best WAF is **Cloudflare’s free tier** (or its $20/month Pro plan if you want full managed rules)"}, {"id": "mai-20260917-0922-baseline|c113-m4|zai-small|ModSecurity + OWASP CRS", "prompt": "c113-m4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "ModSecurity + OWASP CRS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deploy **ModSecurity + OWASP CRS** or **BunkerWeb Community Edition**. Both are free and feature-rich."}, {"id": "mai-20260917-0922-baseline|c113-m4|zai-small|BunkerWeb (Community Edition)", "prompt": "c113-m4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "BunkerWeb (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern UI, Docker/Kubernetes support, full feature set in free version"}, {"id": "mai-20260917-0922-baseline|c113-m4|zai-small|NAXSI", "prompt": "c113-m4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "NAXSI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "High-performance WAF for NGINX with low rule-maintenance burden"}, {"id": "mai-20260917-0922-baseline|c113-m4|zai-small|SafeLine (Community Edition)", "prompt": "c113-m4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "SafeLine (Community Edition)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "WAF with semantic analysis, reverse-proxy role"}, {"id": "mai-20260917-0922-baseline|c113-m4|zai-small|Sucuri Basic Platform", "prompt": "c113-m4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri Basic Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider **Sucuri Basic Platform** (~$19/month) if you also want malware scanning and cleanup."}, {"id": "mai-20260917-0922-baseline|c113-m4|zai-small|Imperva Professional", "prompt": "c113-m4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Imperva Professional", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Imperva for small budgets; its entry price (~$59/month) is high compared to Cloudflare."}, {"id": "mai-20260917-0922-baseline|c113-m5|deepseek-small|Cloudflare", "prompt": "c113-m5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "traffic inspected at the edge (Cloudflare, Akamai, Fastly, AWS WAF)"}, {"id": "mai-20260917-0922-baseline|c113-m5|deepseek-small|Akamai", "prompt": "c113-m5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "traffic inspected at the edge (Cloudflare, Akamai, Fastly, AWS WAF)"}, {"id": "mai-20260917-0922-baseline|c113-m5|deepseek-small|Fastly", "prompt": "c113-m5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "traffic inspected at the edge (Cloudflare, Akamai, Fastly, AWS WAF)"}, {"id": "mai-20260917-0922-baseline|c113-m5|deepseek-small|AWS WAF", "prompt": "c113-m5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "traffic inspected at the edge (Cloudflare, Akamai, Fastly, AWS WAF)"}, {"id": "mai-20260917-0922-baseline|c113-m5|google-small|Cloudflare", "prompt": "c113-m5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare (Application Security):** Excellent for mid-market. It bundles DNS, CDN, WAF, Bot Management, and DDoS mitigation into a single control panel"}, {"id": "mai-20260917-0922-baseline|c113-m5|google-small|Fastly", "prompt": "c113-m5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fastly Next-Gen WAF (formerly Signal Sciences):** Highly regarded for its \"smart decision\" engine, allowing teams to run it in blocking mode on Day 1 with almost zero false positives."}, {"id": "mai-20260917-0922-baseline|c113-m5|google-small|Radware", "prompt": "c113-m5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cloud-delivered / SaaS WAF (e.g., Cloudflare, Fastly, Radware):**"}, {"id": "mai-20260917-0922-baseline|c113-m5|google-small|AWS WAF", "prompt": "c113-m5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your infrastructure is concentrated entirely in one public cloud"}, {"id": "mai-20260917-0922-baseline|c113-m5|google-small|Azure WAF", "prompt": "c113-m5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AWS WAF or Azure WAF:** Best if your infrastructure is concentrated entirely in one public cloud"}, {"id": "mai-20260917-0922-baseline|c113-m5|google-small|AppTrana (by Indusface)", "prompt": "c113-m5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AppTrana (by Indusface)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "highly rated for mid-market companies because they include security experts who tune and manage the WAF rules *for you*"}, {"id": "mai-20260917-0922-baseline|c113-m5|google-small|Prophaze", "prompt": "c113-m5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Prophaze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "These \"Managed WAAP\" providers are highly rated for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c113-m5|minimax-small|Cloudflare", "prompt": "c113-m5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** | Fast deployment, strong value, good for mid-market"}, {"id": "mai-20260917-0922-baseline|c113-m5|minimax-small|Imperva", "prompt": "c113-m5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Imperva** | Enterprise-grade, comprehensive WAAP"}, {"id": "mai-20260917-0922-baseline|c113-m5|minimax-small|Barracuda", "prompt": "c113-m5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Barracuda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Barracuda** | Mid-market simplicity"}, {"id": "mai-20260917-0922-baseline|c113-m5|minimax-small|F5", "prompt": "c113-m5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "F5", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Advanced control, but note: recent security incidents (CISA directive) should factor into vendor risk assessment"}, {"id": "mai-20260917-0922-baseline|c113-m5|mistral-small|Cloudflare", "prompt": "c113-m5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist vendors: Cloudflare, Akamai, AWS WAF, Azure WAF, F5, Imperva, Barracuda, Signal Sciences, Fastly, HAProxy, NAXSI, ModSecurity."}, {"id": "mai-20260917-0922-baseline|c113-m5|mistral-small|Akamai", "prompt": "c113-m5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist vendors: Cloudflare, Akamai, AWS WAF, Azure WAF, F5, Imperva..."}, {"id": "mai-20260917-0922-baseline|c113-m5|mistral-small|AWS WAF", "prompt": "c113-m5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "cloud provider (AWS WAF, Azure WAF)"}, {"id": "mai-20260917-0922-baseline|c113-m5|mistral-small|Azure WAF", "prompt": "c113-m5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Azure WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cloud provider (AWS WAF, Azure WAF)"}, {"id": "mai-20260917-0922-baseline|c113-m5|mistral-small|ModSecurity", "prompt": "c113-m5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "ModSecurity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Can you write custom rules (e.g., ModSecurity syntax, proprietary)?"}, {"id": "mai-20260917-0922-baseline|c113-m5|mistral-small|F5", "prompt": "c113-m5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "F5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist vendors: ... F5, Imperva, Barracuda"}, {"id": "mai-20260917-0922-baseline|c113-m5|mistral-small|Imperva", "prompt": "c113-m5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Shortlist vendors: ... Imperva, Barracuda, Signal Sciences"}, {"id": "mai-20260917-0922-baseline|c113-m5|mistral-small|Barracuda", "prompt": "c113-m5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Shortlist vendors: ... Barracuda, Signal Sciences, Fastly"}, {"id": "mai-20260917-0922-baseline|c113-m5|mistral-small|Signal Sciences", "prompt": "c113-m5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Signal Sciences", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Shortlist vendors: ... Signal Sciences, Fastly, HAProxy"}, {"id": "mai-20260917-0922-baseline|c113-m5|mistral-small|Fastly", "prompt": "c113-m5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Shortlist vendors: ... Fastly, HAProxy, NAXSI"}, {"id": "mai-20260917-0922-baseline|c113-m5|mistral-small|HAProxy", "prompt": "c113-m5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "HAProxy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Shortlist vendors: ... HAProxy, NAXSI, ModSecurity"}, {"id": "mai-20260917-0922-baseline|c113-m5|mistral-small|NAXSI", "prompt": "c113-m5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "NAXSI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Shortlist vendors: ... NAXSI, ModSecurity"}, {"id": "mai-20260917-0922-baseline|c113-m5|moonshot-small|Cloudflare", "prompt": "c113-m5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fastest time-to-value | Cloudflare or AWS WAF"}, {"id": "mai-20260917-0922-baseline|c113-m5|moonshot-small|Akamai", "prompt": "c113-m5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compliance-driven | Imperva or Akamai"}, {"id": "mai-20260917-0922-baseline|c113-m5|moonshot-small|Imperva", "prompt": "c113-m5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong security focus | Imperva"}, {"id": "mai-20260917-0922-baseline|c113-m5|moonshot-small|AWS WAF", "prompt": "c113-m5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Fastest time-to-value | Cloudflare or AWS WAF"}, {"id": "mai-20260917-0922-baseline|c113-m5|moonshot-small|Fastly (Signal Sciences)", "prompt": "c113-m5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Fastly (Signal Sciences)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "DevOps-heavy culture | Fastly (Signal Sciences)"}, {"id": "mai-20260917-0922-baseline|c113-m5|xai-small|Cloudflare", "prompt": "c113-m5", "model": "xai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare: Free tier → $200/mo Business → Enterprise quote (best value)... Shortlist 3-5: Cloudflare (value/edge)"}, {"id": "mai-20260917-0922-baseline|c113-m5|xai-small|AWS WAF", "prompt": "c113-m5", "model": "xai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS WAF: $5/ACL/mo + $1/rule + $0.60/million requests (great for AWS shops)"}, {"id": "mai-20260917-0922-baseline|c113-m5|xai-small|Imperva", "prompt": "c113-m5", "model": "xai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Imperva (hybrid)"}, {"id": "mai-20260917-0922-baseline|c113-m5|xai-small|Akamai", "prompt": "c113-m5", "model": "xai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Imperva/Akamai: $30k+/yr (enterprise features)"}, {"id": "mai-20260917-0922-baseline|c113-m5|xai-small|F5", "prompt": "c113-m5", "model": "xai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "F5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "hybrid/on-prem (Imperva/F5)"}, {"id": "mai-20260917-0922-baseline|c113-m5|xai-small|Fastly", "prompt": "c113-m5", "model": "xai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "leaders: Cloudflare, Akamai, Imperva, Fastly"}, {"id": "mai-20260917-0922-baseline|c113-m6|alibaba-small|ModSecurity", "prompt": "c113-m6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "ModSecurity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Unmanaged Open Source (ModSecurity/CoreRuleSet) ... Do not install this unless you have a dedicated security engineer"}, {"id": "mai-20260917-0922-baseline|c113-m6|alibaba-small|OWASP Core Rule Set (CRS)", "prompt": "c113-m6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "OWASP Core Rule Set (CRS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The default rules are notoriously aggressive. They frequently block valid traffic (False Positives)"}, {"id": "mai-20260917-0922-baseline|c113-m6|alibaba-small|Cisco", "prompt": "c113-m6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Cautious: The \"Black Box\" Proprietary Appliances ... (e.g., early versions of Cisco, Barracuda, or Netscreen)"}, {"id": "mai-20260917-0922-baseline|c113-m6|alibaba-small|Barracuda", "prompt": "c113-m6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These often operate as a \"Black Box.\" You cannot easily see exactly why a request was blocked"}, {"id": "mai-20260917-0922-baseline|c113-m6|alibaba-small|Netscreen", "prompt": "c113-m6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Netscreen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "early versions of Cisco, Barracuda, or Netscreen ... Caution is advised regarding \"Vendor Lock-in.\""}, {"id": "mai-20260917-0922-baseline|c113-m6|alibaba-small|AWS WAF", "prompt": "c113-m6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "AWS WAF is very granular, which leads to high operational overhead."}, {"id": "mai-20260917-0922-baseline|c113-m6|alibaba-small|Google Cloud Armor", "prompt": "c113-m6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "tied strictly to their respective ecosystems ... Use them only if you are 100% committed to staying on that specific cloud platform"}, {"id": "mai-20260917-0922-baseline|c113-m6|alibaba-small|Azure Firewall WAF", "prompt": "c113-m6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Azure Firewall WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be Cautious: Native Cloud-Provider WAFs (for Multi-Cloud strategies)"}, {"id": "mai-20260917-0922-baseline|c113-m6|alibaba-small|Imperva", "prompt": "c113-m6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "These often resell capacity from major providers (like Imperva or Cloudflare)"}, {"id": "mai-20260917-0922-baseline|c113-m6|alibaba-small|Cloudflare", "prompt": "c113-m6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Stick to established Tier-1 and Tier-2 CDNs or Security Providers (Cloudflare, Akamai, Fastly, Incapsula)."}, {"id": "mai-20260917-0922-baseline|c113-m6|alibaba-small|Akamai", "prompt": "c113-m6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Stick to established Tier-1 and Tier-2 CDNs or Security Providers (Cloudflare, Akamai, Fastly, Incapsula)."}, {"id": "mai-20260917-0922-baseline|c113-m6|alibaba-small|Fastly", "prompt": "c113-m6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Stick to established Tier-1 and Tier-2 CDNs or Security Providers (Cloudflare, Akamai, Fastly, Incapsula)."}, {"id": "mai-20260917-0922-baseline|c113-m6|alibaba-small|Incapsula", "prompt": "c113-m6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Incapsula", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Stick to established Tier-1 and Tier-2 CDNs or Security Providers (Cloudflare, Akamai, Fastly, Incapsula)."}, {"id": "mai-20260917-0922-baseline|c113-m6|deepseek-small|Barracuda (WAF & ESG appliances)", "prompt": "c113-m6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Barracuda (WAF & ESG appliances)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid Barracuda hardware appliances** (both WAF and ESG) due to the demonstrated inability to remediate compromised devices."}, {"id": "mai-20260917-0922-baseline|c113-m6|deepseek-small|Imperva (WAF)", "prompt": "c113-m6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Imperva (WAF)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid assuming Imperva's signature protections are sufficient** — independent tests show they miss most attacks."}, {"id": "mai-20260917-0922-baseline|c113-m6|deepseek-small|Microsoft Azure WAF", "prompt": "c113-m6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Microsoft Azure WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid using Azure WAF in \"block\" mode on critical production apps** unless you have dedicated resources"}, {"id": "mai-20260917-0922-baseline|c113-m6|deepseek-small|Cloudflare WAF", "prompt": "c113-m6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cloudflare's WAF scored the *lowest* Security Quality (True Positive Rate) of any major vendor — around 67%"}, {"id": "mai-20260917-0922-baseline|c113-m6|deepseek-small|Akamai", "prompt": "c113-m6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The Zafran research specifically flagged these as vulnerable to the architecture bypass flaw"}, {"id": "mai-20260917-0922-baseline|c113-m6|deepseek-small|Fastly", "prompt": "c113-m6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The Zafran research specifically flagged these as vulnerable to the architecture bypass flaw"}, {"id": "mai-20260917-0922-baseline|c113-m6|deepseek-small|ModSecurity", "prompt": "c113-m6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "ModSecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they fall into the \"caution\" category because they require deep, ongoing manual tuning"}, {"id": "mai-20260917-0922-baseline|c113-m6|google-small|ModSecurity", "prompt": "c113-m6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "ModSecurity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** running self-hosted, unmaintained ModSecurity engines on production servers."}, {"id": "mai-20260917-0922-baseline|c113-m6|google-small|Coraza WAF", "prompt": "c113-m6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Coraza WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "migrate to newer alternatives actively supported by the community, such as the OWASP **Coraza WAF**"}, {"id": "mai-20260917-0922-baseline|c113-m6|google-small|AWS WAF", "prompt": "c113-m6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious** of cloud WAFs unless you configure specific rules to block or inspect oversize/padded request bodies."}, {"id": "mai-20260917-0922-baseline|c113-m6|google-small|Cloudflare", "prompt": "c113-m6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Transition to **Next-Gen WAFs** or **WAAP** solutions (e.g., Cloudflare, Akamai, Fastly, or Imperva)"}, {"id": "mai-20260917-0922-baseline|c113-m6|google-small|Akamai", "prompt": "c113-m6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(e.g., Cloudflare, Akamai, Fastly, or Imperva) that use behavioral analysis, machine learning, and semantic analysis"}, {"id": "mai-20260917-0922-baseline|c113-m6|google-small|Fastly", "prompt": "c113-m6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "(e.g., Cloudflare, Akamai, Fastly, or Imperva)"}, {"id": "mai-20260917-0922-baseline|c113-m6|google-small|Imperva", "prompt": "c113-m6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "(e.g., Cloudflare, Akamai, Fastly, or Imperva)"}, {"id": "mai-20260917-0922-baseline|c113-m6|meta-small|Artofdefence Hyperguard Web Application Firewall", "prompt": "c113-m6", "model": "meta-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Artofdefence Hyperguard Web Application Firewall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some specific WAFs that have been criticized or have known vulnerabilities include: 1. Artofdefence Hyperguard Web Application Firewall (Remote Denial of Service)"}, {"id": "mai-20260917-0922-baseline|c113-m6|meta-small|phion airlock Web Application Firewall", "prompt": "c113-m6", "model": "meta-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "phion airlock Web Application Firewall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "phion airlock Web Application Firewall (Remote Denial of Service via Management Interface and Command Execution)"}, {"id": "mai-20260917-0922-baseline|c113-m6|meta-small|radware AppWall Web Application Firewall", "prompt": "c113-m6", "model": "meta-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "radware AppWall Web Application Firewall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "radware AppWall Web Application Firewall (Source code disclosure on management interface)"}, {"id": "mai-20260917-0922-baseline|c113-m6|minimax-small|ModSecurity", "prompt": "c113-m6", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "ModSecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**ModSecurity** - 7,381 false positives (77.56% accuracy)"}, {"id": "mai-20260917-0922-baseline|c113-m6|minimax-small|Coraza", "prompt": "c113-m6", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Coraza", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Coraza** - 5,182 false positives (84.10% accuracy)"}, {"id": "mai-20260917-0922-baseline|c113-m6|minimax-small|AWS WAFv2", "prompt": "c113-m6", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAFv2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cloud WAFs like AWS WAFv2 and Cloudflare are still recommended for DDoS protection and rate limiting"}, {"id": "mai-20260917-0922-baseline|c113-m6|minimax-small|Cloudflare", "prompt": "c113-m6", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "cloud WAFs like AWS WAFv2 and Cloudflare are still recommended for DDoS protection and rate limiting"}, {"id": "mai-20260917-0922-baseline|c113-m6|mistral-small|Artofdefence Hyperguard Web Application Firewall", "prompt": "c113-m6", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Artofdefence Hyperguard Web Application Firewall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This WAF was found to be vulnerable to Remote Denial of Service (DoS) attacks, which could disrupt your web application’s availability rather than protect it."}, {"id": "mai-20260917-0922-baseline|c113-m6|mistral-small|phion airlock Web Application Firewall", "prompt": "c113-m6", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "phion airlock Web Application Firewall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "This product had critical vulnerabilities, including Remote Denial of Service via the Management Interface (even unauthenticated) and Command Execution"}, {"id": "mai-20260917-0922-baseline|c113-m6|mistral-small|radware AppWall Web Application Firewall", "prompt": "c113-m6", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "radware AppWall Web Application Firewall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "This WAF was susceptible to Source code disclosure on the management interface"}, {"id": "mai-20260917-0922-baseline|c113-m6|mistral-small|AWS WAFv2", "prompt": "c113-m6", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAFv2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "advocate for more modern, integrated security approaches or cloud-based rate limiting solutions (e.g., AWS WAFv2, Cloudflare WAF)"}, {"id": "mai-20260917-0922-baseline|c113-m6|mistral-small|Cloudflare WAF", "prompt": "c113-m6", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "advocate for more modern, integrated security approaches or cloud-based rate limiting solutions (e.g., AWS WAFv2, Cloudflare WAF)"}, {"id": "mai-20260917-0922-baseline|c113-m6|moonshot-small|Radware Cloud WAF", "prompt": "c113-m6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Radware Cloud WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Radware Cloud WAF** ⚠️ HIGH CAUTION - **Critical vulnerabilities** disclosed in 2024-2025"}, {"id": "mai-20260917-0922-baseline|c113-m6|moonshot-small|ModSecurity", "prompt": "c113-m6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "ModSecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**ModSecurity (End-of-Life Concerns)** - **Official support ended July 1, 2024**"}, {"id": "mai-20260917-0922-baseline|c113-m6|moonshot-small|Coraza", "prompt": "c113-m6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Coraza", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **Coraza** (Go-based replacement) as a modern alternative"}, {"id": "mai-20260917-0922-baseline|c113-m6|moonshot-small|AWS WAF", "prompt": "c113-m6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "AWS WAF | ✅ Vulnerable"}, {"id": "mai-20260917-0922-baseline|c113-m6|moonshot-small|Azure WAF", "prompt": "c113-m6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Azure WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Azure WAF | ✅ Vulnerable"}, {"id": "mai-20260917-0922-baseline|c113-m6|moonshot-small|Google Cloud Armor", "prompt": "c113-m6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Google Cloud Armor | ✅ Vulnerable"}, {"id": "mai-20260917-0922-baseline|c113-m6|moonshot-small|Cloudflare WAF", "prompt": "c113-m6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cloudflare WAF | ✅ Vulnerable"}, {"id": "mai-20260917-0922-baseline|c113-m6|moonshot-small|Fastly", "prompt": "c113-m6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**WAFs integrated with CDN/edge (Cloudflare, Fastly, etc.)**"}, {"id": "mai-20260917-0922-baseline|c113-m6|openai-small|ModSecurity + OWASP CRS", "prompt": "c113-m6", "model": "openai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "ModSecurity + OWASP CRS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "highlights ModSecurity + OWASP CRS as a common, pluggable baseline"}, {"id": "mai-20260917-0922-baseline|c113-m6|xai-small|Azure WAF", "prompt": "c113-m6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Azure WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Extreme false positives (54%+), blocks legit traffic; struggles with balance despite good detection (~97%)."}, {"id": "mai-20260917-0922-baseline|c113-m6|xai-small|AWS WAF", "prompt": "c113-m6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Complicated rules hard to maintain; support delays; frequent evasions (e.g., parsing bugs)."}, {"id": "mai-20260917-0922-baseline|c113-m6|xai-small|Google Cloud Armor", "prompt": "c113-m6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High false positives (57%); fail-open on large payloads."}, {"id": "mai-20260917-0922-baseline|c113-m6|xai-small|ModSecurity (open-source, often with OWASP CRS)", "prompt": "c113-m6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "ModSecurity (open-source, often with OWASP CRS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Excessive false positives (esp. SQLi/XSS rules); requires heavy tuning; crashes/bugs in older versions."}, {"id": "mai-20260917-0922-baseline|c113-m6|xai-small|Imperva WAF", "prompt": "c113-m6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Imperva WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Complex setup/UI; licensing costs scale poorly; mixed detection (low TPR in some tests ~12%)."}, {"id": "mai-20260917-0922-baseline|c113-m6|xai-small|Check Point CloudGuard", "prompt": "c113-m6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Complex/expensive setup, steep learning curve, overwhelming UI."}, {"id": "mai-20260917-0922-baseline|c113-m6|xai-small|Fastly WAF", "prompt": "c113-m6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Fastly WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pricing barriers, poor support, complex rules."}, {"id": "mai-20260917-0922-baseline|c113-m6|xai-small|Cloudflare WAF", "prompt": "c113-m6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Evasion via parsing/content-type tricks; not top in padding/large payload tests."}, {"id": "mai-20260917-0922-baseline|c113-m6|xai-small|Shadow Daemon", "prompt": "c113-m6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Shadow Daemon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "score lower in benchmarks for accuracy/performance vs. commercial"}, {"id": "mai-20260917-0922-baseline|c113-m6|xai-small|Veles", "prompt": "c113-m6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Veles", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "score lower in benchmarks for accuracy/performance vs. commercial"}, {"id": "mai-20260917-0922-baseline|c113-m6|xai-small|NGINX", "prompt": "c113-m6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "NGINX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Check Point's project favors CloudGuard/NGINX for balance"}, {"id": "mai-20260917-0922-baseline|c113-m6|xai-small|open-appsec", "prompt": "c113-m6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "open-appsec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "consider API gateways, RASP, or next-gen like ML-based (open-appsec)"}, {"id": "mai-20260917-0922-baseline|c113-m6|zai-small|Cloudflare WAF", "prompt": "c113-m6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare WAF** – Low false positives, global edge network, strong bot management."}, {"id": "mai-20260917-0922-baseline|c113-m6|zai-small|AWS WAF", "prompt": "c113-m6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cloudflare WAF and AWS WAF are recommended for most clients because they have **low false‑positive rates**"}, {"id": "mai-20260917-0922-baseline|c113-m6|zai-small|Barracuda", "prompt": "c113-m6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Legacy on‑prem appliances** (e.g., older Barracuda, ...) – often criticized for **high false‑positive rates, poor cloud integration, and expensive licensing models**"}, {"id": "mai-20260917-0922-baseline|c113-m6|zai-small|Akamai", "prompt": "c113-m6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Akamai App & API Protector** – Strong edge protection, self‑tuning rules, comprehensive API coverage."}, {"id": "mai-20260917-0922-baseline|c113-m6|zai-small|Imperva", "prompt": "c113-m6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Imperva Cloud WAF** – High detection accuracy, low false positives, strong API protection."}, {"id": "mai-20260917-0922-baseline|c113-m6|zai-small|ModSecurity", "prompt": "c113-m6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "ModSecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Open‑source modules** (e.g., ModSecurity) **without proper tuning or monitoring** – can become noisy"}, {"id": "mai-20260917-0922-baseline|c113-m6|zai-small|F5 Distributed Cloud WAAP", "prompt": "c113-m6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "F5 Distributed Cloud WAAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**F5 Distributed Cloud WAAP** – Flexible deployment, solid API & bot defense."}, {"id": "mai-20260917-0922-baseline|c113-s1|alibaba-small|Cloudflare", "prompt": "c113-s1", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Overall Winner: Cloudflare ... **Recommendation:** Start with **Cloudflare Pro**."}, {"id": "mai-20260917-0922-baseline|c113-s1|alibaba-small|Amazon CloudFront + AWS WAF", "prompt": "c113-s1", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Amazon CloudFront + AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Existing AWS Users ... AWS WAF can be complex to configure compared to Cloudflare."}, {"id": "mai-20260917-0922-baseline|c113-s1|alibaba-small|Imperva (Incapsula)", "prompt": "c113-s1", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva (Incapsula)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Strict Compliance & Heavy API Traffic: Imperva ... Cons: Higher price point and a steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c113-s1|alibaba-small|Sucuri", "prompt": "c113-s1", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Non-Technical Teams / WordPress: Sucuri ... Cons: Not suitable for complex custom web applications"}, {"id": "mai-20260917-0922-baseline|c113-s1|anthropic-small|AWS WAF", "prompt": "c113-s1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Good if you're already using AWS. Offers pay-as-you-go pricing, which works well for smaller deployments."}, {"id": "mai-20260917-0922-baseline|c113-s1|anthropic-small|Cloudflare WAF", "prompt": "c113-s1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **Cloudflare WAF** is often the sweet spot between cost, ease of use, and features."}, {"id": "mai-20260917-0922-baseline|c113-s1|anthropic-small|ModSecurity", "prompt": "c113-s1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "ModSecurity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "An open-source option if you want to minimize costs and have technical resources to manage it."}, {"id": "mai-20260917-0922-baseline|c113-s1|anthropic-small|Imperva", "prompt": "c113-s1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Offers scalable solutions that can grow with your business, though typically pricier."}, {"id": "mai-20260917-0922-baseline|c113-s1|anthropic-small|Akamai/Shadowbox", "prompt": "c113-s1", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai/Shadowbox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-grade but can be overkill for small companies."}, {"id": "mai-20260917-0922-baseline|c113-s1|challenger-small|Cloudflare WAF", "prompt": "c113-s1", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **Cloudflare WAF** if you want the fastest setup and broad protection"}, {"id": "mai-20260917-0922-baseline|c113-s1|challenger-small|Sucuri", "prompt": "c113-s1", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Sucuri", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sucuri** is the better pick if your site is mostly WordPress or another CMS"}, {"id": "mai-20260917-0922-baseline|c113-s1|challenger-small|Imperva", "prompt": "c113-s1", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Choose Imperva** only if you need more enterprise-grade depth and are willing to pay for it."}, {"id": "mai-20260917-0922-baseline|c113-s1|deepseek-small|Cloudflare WAF", "prompt": "c113-s1", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare WAF is the best overall choice for most small B2B companies**"}, {"id": "mai-20260917-0922-baseline|c113-s1|deepseek-small|Sucuri", "prompt": "c113-s1", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sucuri** is the stronger fit for SMBs"}, {"id": "mai-20260917-0922-baseline|c113-s1|deepseek-small|AWS WAF", "prompt": "c113-s1", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Skip Imperva/Akamai and generally AWS WAF unless you're already a heavy AWS shop"}, {"id": "mai-20260917-0922-baseline|c113-s1|deepseek-small|Imperva", "prompt": "c113-s1", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Skip Imperva/Akamai ... Overkill in cost and complexity"}, {"id": "mai-20260917-0922-baseline|c113-s1|deepseek-small|Akamai", "prompt": "c113-s1", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Skip Imperva/Akamai ... Overkill in cost and complexity"}, {"id": "mai-20260917-0922-baseline|c113-s1|google-small|Cloudflare WAF", "prompt": "c113-s1", "model": "google-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare WAF (Best Overall / Easiest to Manage)"}, {"id": "mai-20260917-0922-baseline|c113-s1|google-small|AWS WAF", "prompt": "c113-s1", "model": "google-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS WAF or Azure WAF (Best for Cloud-Native SaaS)"}, {"id": "mai-20260917-0922-baseline|c113-s1|google-small|Azure WAF", "prompt": "c113-s1", "model": "google-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "using their native WAF makes operational sense"}, {"id": "mai-20260917-0922-baseline|c113-s1|google-small|Fastly Next-Gen WAF", "prompt": "c113-s1", "model": "google-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Fastly Next-Gen WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Custom B2B APIs & High-Growth SaaS ... too expensive for a bootstrapped micro-business"}, {"id": "mai-20260917-0922-baseline|c113-s1|google-small|Sucuri Website Security", "prompt": "c113-s1", "model": "google-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Sucuri Website Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sucuri is a strong, budget-friendly shield"}, {"id": "mai-20260917-0922-baseline|c113-s1|meta-small|Cloudflare", "prompt": "c113-s1", "model": "meta-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best web application firewall for a small B2B company is Cloudflare, as it is easy to set up and provides strong protection"}, {"id": "mai-20260917-0922-baseline|c113-s1|meta-small|Sucuri", "prompt": "c113-s1", "model": "meta-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another option is Sucuri, which is ideal for businesses that run WordPress or other CMS platforms"}, {"id": "mai-20260917-0922-baseline|c113-s1|minimax-small|Cloudflare", "prompt": "c113-s1", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is generally the best starting point for most small B2B companies"}, {"id": "mai-20260917-0922-baseline|c113-s1|minimax-small|Sucuri", "prompt": "c113-s1", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SMBs with limited budgets, offers CMS-specific protection"}, {"id": "mai-20260917-0922-baseline|c113-s1|minimax-small|Imperva", "prompt": "c113-s1", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More comprehensive enterprise-level features"}, {"id": "mai-20260917-0922-baseline|c113-s1|mistral-small|Cloudflare", "prompt": "c113-s1", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** stands out as the top pick for small and mid-sized businesses due to its ease of deployment, strong security features, and both free and low-cost tiers"}, {"id": "mai-20260917-0922-baseline|c113-s1|mistral-small|Sucuri", "prompt": "c113-s1", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sucuri** is also highly recommended for its CMS-specific protection and cleanup services"}, {"id": "mai-20260917-0922-baseline|c113-s1|moonshot-small|Cloudflare WAF", "prompt": "c113-s1", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare WAF – Best Overall for Small B2B"}, {"id": "mai-20260917-0922-baseline|c113-s1|moonshot-small|Sucuri Website Firewall", "prompt": "c113-s1", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Sucuri Website Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sucuri is worth the small monthly investment for its specialized CMS protection"}, {"id": "mai-20260917-0922-baseline|c113-s1|moonshot-small|AWS WAF", "prompt": "c113-s1", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS WAF – Best if Already on AWS"}, {"id": "mai-20260917-0922-baseline|c113-s1|openai-small|Cloudflare WAF", "prompt": "c113-s1", "model": "openai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Cloudflare WAF**"}, {"id": "mai-20260917-0922-baseline|c113-s1|openai-small|AWS WAF", "prompt": "c113-s1", "model": "openai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your app is on AWS ... but pricing is usage-based and can be harder to predict"}, {"id": "mai-20260917-0922-baseline|c113-s1|openai-small|Azure Web Application Firewall", "prompt": "c113-s1", "model": "openai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Azure Web Application Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you're standardized on Microsoft Azure and want native integration there"}, {"id": "mai-20260917-0922-baseline|c113-s1|openai-small|Imperva WAF", "prompt": "c113-s1", "model": "openai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically more enterprise-oriented and less cost-simple for a small company"}, {"id": "mai-20260917-0922-baseline|c113-s1|openai-small|Fastly Next-Gen WAF", "prompt": "c113-s1", "model": "openai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Fastly Next-Gen WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pricing starts much higher, so it's usually not the first pick for a small B2B company"}, {"id": "mai-20260917-0922-baseline|c113-s1|xai-small|Cloudflare", "prompt": "c113-s1", "model": "xai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is widely regarded as the best web application firewall (WAF) for a small B2B company."}, {"id": "mai-20260917-0922-baseline|c113-s1|xai-small|Sucuri", "prompt": "c113-s1", "model": "xai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need malware cleanup and virtual patching... Great for non-technical SMBs, but less API-focused."}, {"id": "mai-20260917-0922-baseline|c113-s1|xai-small|AWS WAF", "prompt": "c113-s1", "model": "xai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Low cost for tiny traffic (<$10/month), highly customizable, but requires more setup/management."}, {"id": "mai-20260917-0922-baseline|c113-s1|xai-small|Azure WAF", "prompt": "c113-s1", "model": "xai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Azure WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good for cloud-specific or compliance-heavy needs, but often overkill/ pricier for small B2B"}, {"id": "mai-20260917-0922-baseline|c113-s1|xai-small|Imperva", "prompt": "c113-s1", "model": "xai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good for cloud-specific or compliance-heavy needs, but often overkill/ pricier for small B2B"}, {"id": "mai-20260917-0922-baseline|c113-s1|zai-small|Cloudflare WAF", "prompt": "c113-s1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare WAF** is the best overall choice for most small B2B companies"}, {"id": "mai-20260917-0922-baseline|c113-s1|zai-small|Sucuri WAF", "prompt": "c113-s1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Sucuri WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your site is built on WordPress or a CMS and you want bundled cleanup services"}, {"id": "mai-20260917-0922-baseline|c113-s1|zai-small|AWS WAF", "prompt": "c113-s1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal if you're already heavily invested in AWS and want a pay-as-you-go model"}, {"id": "mai-20260917-0922-baseline|c113-s1|zai-small|Fastly Next-Gen WAF (Signal Sciences)", "prompt": "c113-s1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Fastly Next-Gen WAF (Signal Sciences)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it's pricier and may require more technical expertise"}, {"id": "mai-20260917-0922-baseline|c113-s1|zai-small|Imperva", "prompt": "c113-s1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "better suited for larger enterprises... come with much higher minimum contracts and cost"}, {"id": "mai-20260917-0922-baseline|c113-s1|zai-small|Akamai", "prompt": "c113-s1", "model": "zai-small", "cat": "web-application-firewalls", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "better suited for larger enterprises... much higher minimum contracts and cost"}, {"id": "mai-20260917-0922-baseline|c113-s2|alibaba-small|Cloudflare", "prompt": "c113-s2", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest recommendation is **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c113-s2|alibaba-small|Akamai", "prompt": "c113-s2", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike enterprise solutions (like Akamai or Imperva) which are often overly complex and expensive"}, {"id": "mai-20260917-0922-baseline|c113-s2|alibaba-small|Imperva", "prompt": "c113-s2", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Imperva is the industry standard for granular control, but it typically requires a larger team to manage effectively"}, {"id": "mai-20260917-0922-baseline|c113-s2|alibaba-small|Azure WAF", "prompt": "c113-s2", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your entire IT infrastructure is hosted exclusively within the Microsoft or Amazon ecosystems, sticking to their native firewalls reduces integration complexity"}, {"id": "mai-20260917-0922-baseline|c113-s2|alibaba-small|AWS Shield", "prompt": "c113-s2", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Azure WAF / AWS Shield:** ... sticking to their native firewalls reduces integration complexity"}, {"id": "mai-20260917-0922-baseline|c113-s2|anthropic-small|Cloudflare", "prompt": "c113-s2", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick for a small B2B business**: **Cloudflare** offers the best combination of ease of use, affordability, and effective protection"}, {"id": "mai-20260917-0922-baseline|c113-s2|anthropic-small|AWS WAF", "prompt": "c113-s2", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS WAF** - If you're already on AWS"}, {"id": "mai-20260917-0922-baseline|c113-s2|anthropic-small|Imperva", "prompt": "c113-s2", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More enterprise-focused but scalable... Higher cost but comprehensive features"}, {"id": "mai-20260917-0922-baseline|c113-s2|challenger-small|Cloudflare", "prompt": "c113-s2", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cloudflare** as the WAF and bot-protection platform in most cases"}, {"id": "mai-20260917-0922-baseline|c113-s2|challenger-small|Radware Bot Manager", "prompt": "c113-s2", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Radware Bot Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Radware Bot Manager** and **DataDome** are often cited as stronger dedicated bot-management specialists"}, {"id": "mai-20260917-0922-baseline|c113-s2|challenger-small|DataDome", "prompt": "c113-s2", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "DataDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Radware Bot Manager** and **DataDome** are often cited as stronger dedicated bot-management specialists"}, {"id": "mai-20260917-0922-baseline|c113-s2|challenger-small|Sucuri", "prompt": "c113-s2", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Sucuri** if your site is on WordPress or another CMS"}, {"id": "mai-20260917-0922-baseline|c113-s2|deepseek-small|Cloudflare", "prompt": "c113-s2", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Cloudflare** (Pro or Business plan)"}, {"id": "mai-20260917-0922-baseline|c113-s2|deepseek-small|Sucuri", "prompt": "c113-s2", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good Alternatives to Consider | **Sucuri** | CMS-based sites (WordPress etc.), virtual patching | $9.99/mo"}, {"id": "mai-20260917-0922-baseline|c113-s2|deepseek-small|AWS WAF + Bot Control", "prompt": "c113-s2", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF + Bot Control", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS WAF + Bot Control** | If you're already running on AWS"}, {"id": "mai-20260917-0922-baseline|c113-s2|deepseek-small|Imperva", "prompt": "c113-s2", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Imperva** | Enterprise/hybrid with database-layer protection | Higher (enterprise)"}, {"id": "mai-20260917-0922-baseline|c113-s2|google-small|Cloudflare", "prompt": "c113-s2", "model": "google-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The clear, industry-standard recommendation for this profile is **Cloudflare**."}, {"id": "mai-20260917-0922-baseline|c113-s2|google-small|AWS WAF", "prompt": "c113-s2", "model": "google-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The Catch:** It requires manual configuration, and AWS Bot Control is charged on a usage basis ... which can get expensive and complex to fine-tune"}, {"id": "mai-20260917-0922-baseline|c113-s2|google-small|Sucuri", "prompt": "c113-s2", "model": "google-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your B2B presence is primarily a WordPress-based marketing site ... Sucuri is highly effective."}, {"id": "mai-20260917-0922-baseline|c113-s2|meta-small|Cloudflare", "prompt": "c113-s2", "model": "meta-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is a recommended WAF and bot protection service for small B2B businesses"}, {"id": "mai-20260917-0922-baseline|c113-s2|meta-small|Imperva", "prompt": "c113-s2", "model": "meta-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers benchmark WAF accuracy and managed rules, suitable for enterprise and compliance-driven businesses."}, {"id": "mai-20260917-0922-baseline|c113-s2|meta-small|Akamai App & API Protector", "prompt": "c113-s2", "model": "meta-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers edge scale and deep bot/API defense, suitable for highest-traffic and highest-stakes businesses."}, {"id": "mai-20260917-0922-baseline|c113-s2|meta-small|Identiqa WebShield", "prompt": "c113-s2", "model": "meta-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Identiqa WebShield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers bank-level security at an SMB-level price"}, {"id": "mai-20260917-0922-baseline|c113-s2|meta-small|bunny.net", "prompt": "c113-s2", "model": "meta-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers affordable all-in-one web security, combining AI-powered WAF, DDoS protection, bot mitigation"}, {"id": "mai-20260917-0922-baseline|c113-s2|minimax-small|Cloudflare", "prompt": "c113-s2", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c113-s2|minimax-small|Imperva", "prompt": "c113-s2", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Imperva** - If you need more enterprise-grade features later (but likely overkill initially)"}, {"id": "mai-20260917-0922-baseline|c113-s2|minimax-small|Akamai", "prompt": "c113-s2", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Akamai** - Only if you grow into high-traffic enterprise needs"}, {"id": "mai-20260917-0922-baseline|c113-s2|mistral-small|Cloudflare", "prompt": "c113-s2", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is the most recommended WAF and bot protection service"}, {"id": "mai-20260917-0922-baseline|c113-s2|mistral-small|Imperva", "prompt": "c113-s2", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Other notable options include Imperva and Akamai, but these are generally better suited for larger enterprises."}, {"id": "mai-20260917-0922-baseline|c113-s2|mistral-small|Akamai", "prompt": "c113-s2", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Other notable options include Imperva and Akamai, but these are generally better suited for larger enterprises."}, {"id": "mai-20260917-0922-baseline|c113-s2|moonshot-small|Cloudflare", "prompt": "c113-s2", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Cloudflare** (specifically the **Pro** or **Business** plan) as the best balance of protection, ease of use, and predictable cost."}, {"id": "mai-20260917-0922-baseline|c113-s2|moonshot-small|AWS WAF", "prompt": "c113-s2", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "AWS WAF's Bot Control adds a per-request surcharge that can sting small businesses during unexpected traffic events."}, {"id": "mai-20260917-0922-baseline|c113-s2|openai-small|Cloudflare WAF + Super Bot Fight Mode", "prompt": "c113-s2", "model": "openai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare WAF + Super Bot Fight Mode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be: **Cloudflare WAF + Super Bot Fight Mode**"}, {"id": "mai-20260917-0922-baseline|c113-s2|openai-small|Cloudflare Bot Management", "prompt": "c113-s2", "model": "openai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare Bot Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "later upgrade to **Bot Management** if you need per-request scoring and more granular controls"}, {"id": "mai-20260917-0922-baseline|c113-s2|openai-small|AWS WAF + Bot Control", "prompt": "c113-s2", "model": "openai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF + Bot Control", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **AWS WAF + Bot Control** if your application already runs heavily on AWS"}, {"id": "mai-20260917-0922-baseline|c113-s2|openai-small|Akamai", "prompt": "c113-s2", "model": "openai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Need enterprise-grade, highly tuned bot management and don't mind higher cost/complexity: consider ... **Akamai**, or **Imperva**"}, {"id": "mai-20260917-0922-baseline|c113-s2|openai-small|Imperva", "prompt": "c113-s2", "model": "openai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "don't mind higher cost/complexity: consider **Cloudflare Bot Management**, **Akamai**, or **Imperva**"}, {"id": "mai-20260917-0922-baseline|c113-s2|xai-small|Cloudflare", "prompt": "c113-s2", "model": "xai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is my top recommendation for a small B2B business."}, {"id": "mai-20260917-0922-baseline|c113-s2|xai-small|AWS WAF", "prompt": "c113-s2", "model": "xai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "~$5–25/mo + usage | Good (Bot Control add-on ~$10+) | Moderate (AWS integration) | You're all-in on AWS"}, {"id": "mai-20260917-0922-baseline|c113-s2|xai-small|Imperva", "prompt": "c113-s2", "model": "xai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Quote (~$1K+/mo) | Enterprise-grade | Complex | Regulated industries (not SMB)"}, {"id": "mai-20260917-0922-baseline|c113-s2|xai-small|Akamai", "prompt": "c113-s2", "model": "xai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Quote ($3K+/mo) | Top-tier | Complex | Massive traffic (enterprise)"}, {"id": "mai-20260917-0922-baseline|c113-s2|xai-small|Fastly", "prompt": "c113-s2", "model": "xai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "~$50+/mo | Solid | Developer-focused | Edge computing heavy"}, {"id": "mai-20260917-0922-baseline|c113-s2|zai-small|Cloudflare", "prompt": "c113-s2", "model": "zai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c113-s2|zai-small|Imperva Web Application Firewall (WAF)", "prompt": "c113-s2", "model": "zai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "Imperva Web Application Firewall (WAF)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Larger SMBs or those needing enterprise-grade compliance and support | Higher cost, more complex setup"}, {"id": "mai-20260917-0922-baseline|c113-s2|zai-small|F5 BIG-IP Advanced WAF", "prompt": "c113-s2", "model": "zai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "F5 BIG-IP Advanced WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Overkill for most small businesses; significant capital/operational cost"}, {"id": "mai-20260917-0922-baseline|c113-s2|zai-small|AppTrana", "prompt": "c113-s2", "model": "zai-small", "cat": "web-application-firewalls", "variant": "paraphrase", "raw": "AppTrana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small businesses wanting a fully managed, out-of-the-box WAAP solution | Managed service model; can be pricier"}, {"id": "mai-20260917-0922-baseline|c113-s3|alibaba-small|Cloudflare", "prompt": "c113-s3", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare (Best Overall for Ease & Value)"}, {"id": "mai-20260917-0922-baseline|c113-s3|alibaba-small|Sucuri", "prompt": "c113-s3", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Sucuri if you run a WordPress site and are worried about getting hacked"}, {"id": "mai-20260917-0922-baseline|c113-s3|alibaba-small|AWS WAF", "prompt": "c113-s3", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Choose AWS WAF only if your team has specific engineering resources to manage complex custom rules"}, {"id": "mai-20260917-0922-baseline|c113-s3|anthropic-small|Cloudflare", "prompt": "c113-s3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare's free tier is recommended for most small businesses as it's easy to set up and provides excellent protection at no cost."}, {"id": "mai-20260917-0922-baseline|c113-s3|anthropic-small|Sucuri", "prompt": "c113-s3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sucuri is a good web application firewall choice for SMBs that need website protection without enterprise cost"}, {"id": "mai-20260917-0922-baseline|c113-s3|anthropic-small|AWS WAF", "prompt": "c113-s3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For teams whose infrastructure already lives in AWS, AWS WAF is the path of least resistance."}, {"id": "mai-20260917-0922-baseline|c113-s3|anthropic-small|Fastly Next-Gen WAF", "prompt": "c113-s3", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fastly Next-Gen WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "built for modern development teams that need robust web application and API security without sacrificing deployment speed"}, {"id": "mai-20260917-0922-baseline|c113-s3|challenger-small|Cloudflare WAF", "prompt": "c113-s3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is the strongest \"default\" option for many small teams because it deploys quickly, sits at the edge"}, {"id": "mai-20260917-0922-baseline|c113-s3|challenger-small|Sucuri", "prompt": "c113-s3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WordPress/CMS sites:** **Sucuri**"}, {"id": "mai-20260917-0922-baseline|c113-s3|challenger-small|AWS WAF", "prompt": "c113-s3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS-native apps:** **AWS WAF**"}, {"id": "mai-20260917-0922-baseline|c113-s3|challenger-small|Barracuda WAF", "prompt": "c113-s3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Barracuda WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Emphasizes ease of use and cost-effectiveness; generally simpler than enterprise-heavy platforms."}, {"id": "mai-20260917-0922-baseline|c113-s3|challenger-small|Sophos Web Application Firewall", "prompt": "c113-s3", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Sophos Web Application Firewall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "requires more hands-on policy work than Cloudflare-style edge delivery"}, {"id": "mai-20260917-0922-baseline|c113-s3|deepseek-small|Cloudflare WAF", "prompt": "c113-s3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most teams → Cloudflare.** It's the strongest protection-per-dollar, deploys in minutes with no ops burden"}, {"id": "mai-20260917-0922-baseline|c113-s3|deepseek-small|Sucuri Website Security", "prompt": "c113-s3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Sucuri Website Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WordPress-heavy → Sucuri.** The malware-cleanup safety net on top of a WAF is worth it"}, {"id": "mai-20260917-0922-baseline|c113-s3|deepseek-small|AWS WAF", "prompt": "c113-s3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already on AWS → AWS WAF.** Avoids a new vendor and integrates with what you use"}, {"id": "mai-20260917-0922-baseline|c113-s3|deepseek-small|ModSecurity", "prompt": "c113-s3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "ModSecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Free and free to tune, but you manage hosting, patching, and rule tuning yourself"}, {"id": "mai-20260917-0922-baseline|c113-s3|deepseek-small|Coraza", "prompt": "c113-s3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Coraza", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great choice for small teams already using those gateways"}, {"id": "mai-20260917-0922-baseline|c113-s3|deepseek-small|CrowdSec", "prompt": "c113-s3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "CrowdSec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "free, community-driven, with an emphasis on blocking IPs via shared threat intelligence"}, {"id": "mai-20260917-0922-baseline|c113-s3|deepseek-small|Imperva", "prompt": "c113-s3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "A common mistake for small teams is choosing enterprise-grade platforms (Imperva, Akamai, F5)"}, {"id": "mai-20260917-0922-baseline|c113-s3|deepseek-small|Akamai", "prompt": "c113-s3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "A common mistake for small teams is choosing enterprise-grade platforms (Imperva, Akamai, F5)"}, {"id": "mai-20260917-0922-baseline|c113-s3|deepseek-small|F5", "prompt": "c113-s3", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "A common mistake for small teams is choosing enterprise-grade platforms (Imperva, Akamai, F5)"}, {"id": "mai-20260917-0922-baseline|c113-s3|google-small|Cloudflare WAF", "prompt": "c113-s3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare WAF: *The Best All-Rounder*\nCloudflare is the most popular choice for small teams and startups."}, {"id": "mai-20260917-0922-baseline|c113-s3|google-small|Sucuri Website Security", "prompt": "c113-s3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Sucuri Website Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*The Best for CMS-Heavy Sites (WordPress/Drupal)*"}, {"id": "mai-20260917-0922-baseline|c113-s3|google-small|Fastly Next-Gen WAF", "prompt": "c113-s3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fastly Next-Gen WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*The Best for Tech-Heavy Startups & APIs*"}, {"id": "mai-20260917-0922-baseline|c113-s3|google-small|AWS WAF", "prompt": "c113-s3", "model": "google-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*The Best for AWS-Native Infrastructure*"}, {"id": "mai-20260917-0922-baseline|c113-s3|meta-small|Cloudflare WAF", "prompt": "c113-s3", "model": "meta-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare WAF is considered the top pick for small and mid-sized businesses due to its ease of deployment, strong protection, and bundled services"}, {"id": "mai-20260917-0922-baseline|c113-s3|meta-small|Sucuri", "prompt": "c113-s3", "model": "meta-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sucuri is highlighted as the best web application firewall option for SMBs"}, {"id": "mai-20260917-0922-baseline|c113-s3|meta-small|Sophos Web Application Firewall", "prompt": "c113-s3", "model": "meta-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Sophos Web Application Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "noted for being suitable for smaller teams that need inline enforcement and time to tune policies"}, {"id": "mai-20260917-0922-baseline|c113-s3|minimax-small|Cloudflare WAF", "prompt": "c113-s3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare WAF** — Best Overall for Small Teams"}, {"id": "mai-20260917-0922-baseline|c113-s3|minimax-small|Sucuri WAF", "prompt": "c113-s3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Sucuri WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Sucuri** if you need malware cleanup included"}, {"id": "mai-20260917-0922-baseline|c113-s3|minimax-small|Imperva WAF", "prompt": "c113-s3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Imperva** if you have higher budget and need advanced compliance features."}, {"id": "mai-20260917-0922-baseline|c113-s3|minimax-small|AWS WAF", "prompt": "c113-s3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Teams running applications on AWS."}, {"id": "mai-20260917-0922-baseline|c113-s3|minimax-small|Sophos Web Application Firewall", "prompt": "c113-s3", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Sophos Web Application Firewall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Pricing:** Custom quotes (generally more expensive) ... More time needed for policy tuning"}, {"id": "mai-20260917-0922-baseline|c113-s3|mistral-small|Cloudflare WAF", "prompt": "c113-s3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, Cloudflare or Sucuri are the top choices due to ease of use and comprehensive features."}, {"id": "mai-20260917-0922-baseline|c113-s3|mistral-small|Sucuri Website Firewall", "prompt": "c113-s3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Sucuri Website Firewall", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, Cloudflare or Sucuri are the top choices due to ease of use and comprehensive features."}, {"id": "mai-20260917-0922-baseline|c113-s3|mistral-small|Sophos Web Application Firewall", "prompt": "c113-s3", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Sophos Web Application Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sophos is better if you need a unified network and application security stack."}, {"id": "mai-20260917-0922-baseline|c113-s3|moonshot-small|Cloudflare WAF", "prompt": "c113-s3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Cloudflare** strikes the best balance of protection, ease of use, and price."}, {"id": "mai-20260917-0922-baseline|c113-s3|moonshot-small|Sucuri WAF", "prompt": "c113-s3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Sucuri WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**On a tight budget with WordPress?** → **Sucuri** ($9.99/mo)"}, {"id": "mai-20260917-0922-baseline|c113-s3|moonshot-small|AWS WAF", "prompt": "c113-s3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already using AWS?** → **AWS WAF** (pay-per-use)"}, {"id": "mai-20260917-0922-baseline|c113-s3|moonshot-small|open-appsec", "prompt": "c113-s3", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "open-appsec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Open-Source Option ... Requires more technical expertise to deploy and manage"}, {"id": "mai-20260917-0922-baseline|c113-s3|openai-small|Cloudflare WAF", "prompt": "c113-s3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare WAF — best \"easy mode\" for small teams"}, {"id": "mai-20260917-0922-baseline|c113-s3|openai-small|AWS WAF", "prompt": "c113-s3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS WAF — best if you already run on AWS"}, {"id": "mai-20260917-0922-baseline|c113-s3|openai-small|Fastly Next-Gen WAF", "prompt": "c113-s3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Fastly Next-Gen WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "may be heavier than a small team needs unless you're already using Fastly"}, {"id": "mai-20260917-0922-baseline|c113-s3|openai-small|Barracuda WAF / WAF-as-a-Service", "prompt": "c113-s3", "model": "openai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Barracuda WAF / WAF-as-a-Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for teams wanting a classic WAF vendor with appliance or managed options"}, {"id": "mai-20260917-0922-baseline|c113-s3|xai-small|Cloudflare", "prompt": "c113-s3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** (Top pick overall) ... Best value/speed."}, {"id": "mai-20260917-0922-baseline|c113-s3|xai-small|Sucuri", "prompt": "c113-s3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Sucuri** for managed malware response"}, {"id": "mai-20260917-0922-baseline|c113-s3|xai-small|AWS WAF", "prompt": "c113-s3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go AWS/Azure** only if your stack is already there"}, {"id": "mai-20260917-0922-baseline|c113-s3|xai-small|Azure WAF", "prompt": "c113-s3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if on Azure ... needs Azure familiarity"}, {"id": "mai-20260917-0922-baseline|c113-s3|xai-small|ModSecurity", "prompt": "c113-s3", "model": "xai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "ModSecurity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Open-source like ModSecurity is free but requires self-hosting/expertise, unsuitable for small teams."}, {"id": "mai-20260917-0922-baseline|c113-s3|zai-small|Cloudflare WAF", "prompt": "c113-s3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare WAF** is the easiest, most flexible choice for most small teams"}, {"id": "mai-20260917-0922-baseline|c113-s3|zai-small|Sucuri WAF", "prompt": "c113-s3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Sucuri WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sucuri WAF** shines for WordPress / CMS sites that want an all‑in‑one security package"}, {"id": "mai-20260917-0922-baseline|c113-s3|zai-small|AWS WAF", "prompt": "c113-s3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS WAF** is ideal if your apps run on AWS"}, {"id": "mai-20260917-0922-baseline|c113-s3|zai-small|Imperva Cloud WAF", "prompt": "c113-s3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Imperva Cloud WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers enterprise‑grade managed rules and compliance support for regulated workloads"}, {"id": "mai-20260917-0922-baseline|c113-s3|zai-small|Sophos Firewall (XGS) WAF", "prompt": "c113-s3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "Sophos Firewall (XGS) WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "integrates seamlessly with Sophos networking gear for on‑prem or hybrid setups"}, {"id": "mai-20260917-0922-baseline|c113-s3|zai-small|F5 BIG‑IP ASM (or APM + ASM)", "prompt": "c113-s3", "model": "zai-small", "cat": "web-application-firewalls", "variant": "comparative", "raw": "F5 BIG‑IP ASM (or APM + ASM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tens of thousands/year (custom) ... High (requires F5 expertise)"}, {"id": "mai-20260917-0922-baseline|c113-s4|alibaba-small|Cloudflare", "prompt": "c113-s4", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Overall Recommendation: **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c113-s4|alibaba-small|Sucuri", "prompt": "c113-s4", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Paid Managed WAF for SMBs: **Sucuri**"}, {"id": "mai-20260917-0922-baseline|c113-s4|alibaba-small|AWS WAF", "prompt": "c113-s4", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use AWS/Azure WAF** if you are already heavily invested in those cloud ecosystems"}, {"id": "mai-20260917-0922-baseline|c113-s4|alibaba-small|Azure/WAF", "prompt": "c113-s4", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Azure/WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "their native WAF solutions are integrated directly into your infrastructure"}, {"id": "mai-20260917-0922-baseline|c113-s4|alibaba-small|ModSecurity + OWASP Core Rule Set (CRS)", "prompt": "c113-s4", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "ModSecurity + OWASP Core Rule Set (CRS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best \"Zero Cost\" Technical Option: **ModSecurity + OWASP Core Rule Set (CRS)**"}, {"id": "mai-20260917-0922-baseline|c113-s4|anthropic-small|Cloudflare", "prompt": "c113-s4", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is the best choice for cost-conscious small businesses."}, {"id": "mai-20260917-0922-baseline|c113-s4|anthropic-small|Sucuri", "prompt": "c113-s4", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Sucuri as a good alternative if you need bundled malware protection and cleanup services"}, {"id": "mai-20260917-0922-baseline|c113-s4|anthropic-small|ModSecurity", "prompt": "c113-s4", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "ModSecurity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ModSecurity** is another option for tech-savvy teams."}, {"id": "mai-20260917-0922-baseline|c113-s4|challenger-small|Cloudflare WAF", "prompt": "c113-s4", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **Cloudflare WAF**, especially its **free tier**"}, {"id": "mai-20260917-0922-baseline|c113-s4|challenger-small|Sucuri", "prompt": "c113-s4", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Sucuri** if your site is on WordPress"}, {"id": "mai-20260917-0922-baseline|c113-s4|challenger-small|AWS WAF", "prompt": "c113-s4", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **AWS WAF** if your application already runs heavily on **AWS**"}, {"id": "mai-20260917-0922-baseline|c113-s4|challenger-small|Imperva", "prompt": "c113-s4", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise-focused WAF like **Imperva** or **Akamai** only if you need advanced protection and your budget is larger"}, {"id": "mai-20260917-0922-baseline|c113-s4|challenger-small|Akamai", "prompt": "c113-s4", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "only if you need advanced protection and your budget is larger"}, {"id": "mai-20260917-0922-baseline|c113-s4|deepseek-small|Cloudflare", "prompt": "c113-s4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses, **Cloudflare** is the standout choice."}, {"id": "mai-20260917-0922-baseline|c113-s4|deepseek-small|Sucuri", "prompt": "c113-s4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often cited as the best WAF for small businesses... consider **Sucuri** (~$10/month) for a managed, set-and-forget solution."}, {"id": "mai-20260917-0922-baseline|c113-s4|deepseek-small|Microsoft Azure WAF", "prompt": "c113-s4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Microsoft Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for startups and small businesses preferring a **pay-as-you-go** model."}, {"id": "mai-20260917-0922-baseline|c113-s4|deepseek-small|BunkerWeb", "prompt": "c113-s4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "BunkerWeb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A next-generation, open-source WAF (AGPLv3 licensed) that's cloud-native and entirely free to self-host."}, {"id": "mai-20260917-0922-baseline|c113-s4|deepseek-small|open-appsec", "prompt": "c113-s4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "open-appsec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source WAF with a free community edition"}, {"id": "mai-20260917-0922-baseline|c113-s4|deepseek-small|WebKnight", "prompt": "c113-s4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "WebKnight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A popular free WAF for IIS servers, well-suited to small and medium businesses."}, {"id": "mai-20260917-0922-baseline|c113-s4|deepseek-small|ModSecurity", "prompt": "c113-s4", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "ModSecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "The classic open-source WAF, though it requires more setup and maintenance."}, {"id": "mai-20260917-0922-baseline|c113-s4|google-small|Cloudflare", "prompt": "c113-s4", "model": "google-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For almost all small businesses, **Cloudflare is the overall best choice**"}, {"id": "mai-20260917-0922-baseline|c113-s4|google-small|Sucuri Website Security", "prompt": "c113-s4", "model": "google-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri Website Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your website is built on WordPress, Drupal, or another CMS, Sucuri is highly recommended."}, {"id": "mai-20260917-0922-baseline|c113-s4|google-small|AWS WAF", "prompt": "c113-s4", "model": "google-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS WAF is a highly integrated and cost-effective option"}, {"id": "mai-20260917-0922-baseline|c113-s4|google-small|ModSecurity", "prompt": "c113-s4", "model": "google-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "ModSecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High \"Hidden\" Cost: Open-source software is only free if your time is free."}, {"id": "mai-20260917-0922-baseline|c113-s4|google-small|OWASP Coraza", "prompt": "c113-s4", "model": "google-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "OWASP Coraza", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It requires manual installation on your web server ... constant maintenance, and rule-tuning."}, {"id": "mai-20260917-0922-baseline|c113-s4|meta-small|Cloudflare", "prompt": "c113-s4", "model": "meta-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best web application firewall for a small company with a tight budget is Cloudflare"}, {"id": "mai-20260917-0922-baseline|c113-s4|meta-small|Sucuri", "prompt": "c113-s4", "model": "meta-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Sucuri, which is ideal for small businesses that operate with limited security budgets"}, {"id": "mai-20260917-0922-baseline|c113-s4|minimax-small|Cloudflare", "prompt": "c113-s4", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is generally considered the best web application firewall (WAF) for small companies with tight budgets"}, {"id": "mai-20260917-0922-baseline|c113-s4|minimax-small|Sucuri", "prompt": "c113-s4", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sucuri** - Best if you run WordPress or another CMS"}, {"id": "mai-20260917-0922-baseline|c113-s4|minimax-small|Azure WAF", "prompt": "c113-s4", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure WAF** - Good if you prefer cloud platform integration"}, {"id": "mai-20260917-0922-baseline|c113-s4|mistral-small|Cloudflare", "prompt": "c113-s4", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended for most small businesses due to its free tier"}, {"id": "mai-20260917-0922-baseline|c113-s4|mistral-small|Sucuri", "prompt": "c113-s4", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong choice, especially if your website runs on WordPress"}, {"id": "mai-20260917-0922-baseline|c113-s4|mistral-small|Bunny Shield", "prompt": "c113-s4", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Bunny Shield", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Mentioned as a budget-friendly option, though it may have fewer features compared to Cloudflare or Sucuri."}, {"id": "mai-20260917-0922-baseline|c113-s4|moonshot-small|Cloudflare WAF", "prompt": "c113-s4", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses on a tight budget, **start with Cloudflare's free tier**."}, {"id": "mai-20260917-0922-baseline|c113-s4|moonshot-small|Sucuri", "prompt": "c113-s4", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One for SMBs ... Specifically designed for small-to-medium businesses"}, {"id": "mai-20260917-0922-baseline|c113-s4|moonshot-small|ModSecurity with OWASP CRS", "prompt": "c113-s4", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "ModSecurity with OWASP CRS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Open Source ... Requires technical setup and maintenance"}, {"id": "mai-20260917-0922-baseline|c113-s4|moonshot-small|BunkerWeb", "prompt": "c113-s4", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "BunkerWeb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Next-generation open-source WAF"}, {"id": "mai-20260917-0922-baseline|c113-s4|moonshot-small|SamWaf", "prompt": "c113-s4", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "SamWaf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for**: Small companies wanting private deployment"}, {"id": "mai-20260917-0922-baseline|c113-s4|openai-small|Cloudflare", "prompt": "c113-s4", "model": "openai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c113-s4|openai-small|AWS WAF", "prompt": "c113-s4", "model": "openai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "AWS WAF can make sense, but it is usually not the budget-friendliest starting point"}, {"id": "mai-20260917-0922-baseline|c113-s4|xai-small|Cloudflare", "prompt": "c113-s4", "model": "xai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare's free tier WAF is the best option for a small company on a tight budget.**"}, {"id": "mai-20260917-0922-baseline|c113-s4|xai-small|Sucuri", "prompt": "c113-s4", "model": "xai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong paid alternative if you need more (under $20/month): **Sucuri**"}, {"id": "mai-20260917-0922-baseline|c113-s4|xai-small|ModSecurity", "prompt": "c113-s4", "model": "xai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "ModSecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Powerful but requires technical setup, tuning (high false positives otherwise), and no built-in DDoS/CDN—less ideal for non-experts."}, {"id": "mai-20260917-0922-baseline|c113-s4|xai-small|AWS WAF", "prompt": "c113-s4", "model": "xai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your stack is cloud-specific (e.g., AWS), consider AWS WAF's pay-as-you-go"}, {"id": "mai-20260917-0922-baseline|c113-s4|zai-small|Cloudflare Free Tier", "prompt": "c113-s4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Cloudflare Free Tier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Easiest & Lowest Overhead (Free):** Cloudflare Free Tier. Great if you don't want to manage anything yourself"}, {"id": "mai-20260917-0922-baseline|c113-s4|zai-small|ModSecurity (CRS)", "prompt": "c113-s4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "ModSecurity (CRS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose ModSecurity if you have an experienced security team and want a mature, signature-based WAF."}, {"id": "mai-20260917-0922-baseline|c113-s4|zai-small|BunkerWeb", "prompt": "c113-s4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "BunkerWeb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose BunkerWeb if you prefer a modern, reverse-proxy-style WAF with a simpler setup."}, {"id": "mai-20260917-0922-baseline|c113-s4|zai-small|Wordfence Free", "prompt": "c113-s4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Wordfence Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**WordPress-Centric (Free):** Wordfence Free. Perfect if your entire web presence lives on WordPress."}, {"id": "mai-20260917-0922-baseline|c113-s4|zai-small|Sucuri", "prompt": "c113-s4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**\\u2013** Costs money; not a budget-free option."}, {"id": "mai-20260917-0922-baseline|c113-s4|zai-small|CacheGuard-OS", "prompt": "c113-s4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "CacheGuard-OS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Turnkey Hardware-Based (Free):** CacheGuard-OS. Use if you have an old x86 box you can repurpose"}, {"id": "mai-20260917-0922-baseline|c113-s4|zai-small|OpenAppSec (Community Edition)", "prompt": "c113-s4", "model": "zai-small", "cat": "web-application-firewalls", "variant": "budget", "raw": "OpenAppSec (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose OpenAppSec if you want ML-driven, zero-day protection and are comfortable with a newer ecosystem."}, {"id": "mai-20260917-0922-baseline|c113-s5|alibaba-small|F5 BIG-IP", "prompt": "c113-s5", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "F5 BIG-IP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Setting up your own hardware appliances (like F5 BIG-IP or Palo Alto VMs)."}, {"id": "mai-20260917-0922-baseline|c113-s5|alibaba-small|Palo Alto VMs", "prompt": "c113-s5", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Palo Alto VMs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** Setting up your own hardware appliances (like F5 BIG-IP or Palo Alto VMs)."}, {"id": "mai-20260917-0922-baseline|c113-s5|alibaba-small|Cloudflare", "prompt": "c113-s5", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Cloudflare:** Best for ease of use, huge global network, great free/low-cost tiers."}, {"id": "mai-20260917-0922-baseline|c113-s5|alibaba-small|F5 NGINX", "prompt": "c113-s5", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "F5 NGINX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**F5 (Stamina/NGINX):** Excellent enterprise-grade security, but often more expensive and slightly heavier on operations."}, {"id": "mai-20260917-0922-baseline|c113-s5|alibaba-small|Imperva", "prompt": "c113-s5", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SaaS/WAF-as-a-Service (e.g., Cloudflare, F5 NGINX, Imperva)"}, {"id": "mai-20260917-0922-baseline|c113-s5|alibaba-small|AWS Shield Advanced / Amazon WAF", "prompt": "c113-s5", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS Shield Advanced / Amazon WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you are 100% hosted on AWS, though slightly more complex to configure."}, {"id": "mai-20260917-0922-baseline|c113-s5|anthropic-small|Cloudflare", "prompt": "c113-s5", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "cloud-based WAF solutions (from providers like Cloudflare, AWS WAF, or Akamai) more practical than on-premises options."}, {"id": "mai-20260917-0922-baseline|c113-s5|anthropic-small|AWS WAF", "prompt": "c113-s5", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "cloud-based WAF solutions (from providers like Cloudflare, AWS WAF, or Akamai)"}, {"id": "mai-20260917-0922-baseline|c113-s5|anthropic-small|Akamai", "prompt": "c113-s5", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "cloud-based WAF solutions (from providers like Cloudflare, AWS WAF, or Akamai)"}, {"id": "mai-20260917-0922-baseline|c113-s5|deepseek-small|Cloudflare", "prompt": "c113-s5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** — free/cheap tier, fast setup, strong SMB fit, includes DDoS and CDN."}, {"id": "mai-20260917-0922-baseline|c113-s5|deepseek-small|Sucuri", "prompt": "c113-s5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sucuri** — simple, budget-friendly, good for smaller web properties."}, {"id": "mai-20260917-0922-baseline|c113-s5|deepseek-small|AWS WAF", "prompt": "c113-s5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS WAF** — if you're already deep in AWS (watch usage-based costs)."}, {"id": "mai-20260917-0922-baseline|c113-s5|deepseek-small|Akamai", "prompt": "c113-s5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Reserve ThousandEyes-style enterprise vendors (Akamai, Imperva, F5) for later, only if your requirements genuinely demand them."}, {"id": "mai-20260917-0922-baseline|c113-s5|deepseek-small|Imperva", "prompt": "c113-s5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically enterprise custom contracts... usually overkill at your size"}, {"id": "mai-20260917-0922-baseline|c113-s5|deepseek-small|ModSecurity", "prompt": "c113-s5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "ModSecurity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Self-hosted / on-prem** — ModSecurity, Coraza, SafeLine, F5."}, {"id": "mai-20260917-0922-baseline|c113-s5|deepseek-small|Coraza", "prompt": "c113-s5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Coraza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Self-hosted / on-prem** — ModSecurity, Coraza, SafeLine, F5."}, {"id": "mai-20260917-0922-baseline|c113-s5|deepseek-small|SafeLine", "prompt": "c113-s5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "SafeLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Self-hosted / on-prem** — ModSecurity, Coraza, SafeLine, F5."}, {"id": "mai-20260917-0922-baseline|c113-s5|deepseek-small|F5", "prompt": "c113-s5", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "F5", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Reserve ThousandEyes-style enterprise vendors (Akamai, Imperva, F5) for later"}, {"id": "mai-20260917-0922-baseline|c113-s5|google-small|AWS WAF", "prompt": "c113-s5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your entire application is already hosted on AWS, you can deploy AWS WAF instantly to your existing Application Load Balancers"}, {"id": "mai-20260917-0922-baseline|c113-s5|google-small|Cloudflare", "prompt": "c113-s5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The undisputed gold standard for small businesses."}, {"id": "mai-20260917-0922-baseline|c113-s5|google-small|Fastly", "prompt": "c113-s5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Many cloud-based WAFs (like Cloudflare or Fastly) are built on top of CDNs."}, {"id": "mai-20260917-0922-baseline|c113-s5|google-small|Fortinet", "prompt": "c113-s5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "purchase a pre-configured, auto-updating \"Managed Rule Group\" (from vendors like Fortinet or F5)"}, {"id": "mai-20260917-0922-baseline|c113-s5|google-small|F5", "prompt": "c113-s5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "F5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "from vendors like Fortinet or F5"}, {"id": "mai-20260917-0922-baseline|c113-s5|google-small|Sucuri Website Security", "prompt": "c113-s5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Sucuri Website Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your business runs primarily on a Content Management System like WordPress... Sucuri is built specifically for this."}, {"id": "mai-20260917-0922-baseline|c113-s5|google-small|Azure WAF", "prompt": "c113-s5", "model": "google-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Azure WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "an infrastructure-level WAF (AWS/Azure WAF)"}, {"id": "mai-20260917-0922-baseline|c113-s5|meta-small|Akamai", "prompt": "c113-s5", "model": "meta-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "checklists and guides from reputable sources such as Akamai, OWASP, and Imperva"}, {"id": "mai-20260917-0922-baseline|c113-s5|meta-small|Imperva", "prompt": "c113-s5", "model": "meta-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "checklists and guides from reputable sources such as Akamai, OWASP, and Imperva"}, {"id": "mai-20260917-0922-baseline|c113-s5|minimax-small|Cloudflare", "prompt": "c113-s5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cloud‑based (CDN / reverse‑proxy)** – e.g., Cloudflare, AWS WAF, Azure WAF, Akamai, Fastly"}, {"id": "mai-20260917-0922-baseline|c113-s5|minimax-small|AWS WAF", "prompt": "c113-s5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Cloudflare, AWS WAF, Azure WAF, Akamai, Fastly"}, {"id": "mai-20260917-0922-baseline|c113-s5|minimax-small|Azure WAF", "prompt": "c113-s5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Azure WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Cloudflare, AWS WAF, Azure WAF, Akamai, Fastly"}, {"id": "mai-20260917-0922-baseline|c113-s5|minimax-small|Akamai", "prompt": "c113-s5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Cloudflare, AWS WAF, Azure WAF, Akamai, Fastly"}, {"id": "mai-20260917-0922-baseline|c113-s5|minimax-small|Fastly", "prompt": "c113-s5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Cloudflare, AWS WAF, Azure WAF, Akamai, Fastly"}, {"id": "mai-20260917-0922-baseline|c113-s5|minimax-small|Azure Application Gateway", "prompt": "c113-s5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Azure Application Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cloud‑native (IaaS) WAF** – e.g., AWS WAF (with CloudFront or ALB), Azure Application Gateway"}, {"id": "mai-20260917-0922-baseline|c113-s5|minimax-small|F5 BIG-IP", "prompt": "c113-s5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "F5 BIG-IP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Hybrid / on‑prem (virtual appliance) – e.g., F5 BIG‑IP, Imperva WAF, FortiWeb | ... More operational overhead, upfront hardware/virtual‑machine cost, need a team to tune."}, {"id": "mai-20260917-0922-baseline|c113-s5|minimax-small|Imperva WAF", "prompt": "c113-s5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Imperva WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "e.g., F5 BIG‑IP, Imperva WAF, FortiWeb ... More operational overhead, upfront hardware/virtual‑machine cost, need a team to tune."}, {"id": "mai-20260917-0922-baseline|c113-s5|minimax-small|FortiWeb", "prompt": "c113-s5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "FortiWeb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "e.g., F5 BIG‑IP, Imperva WAF, FortiWeb ... More operational overhead, upfront hardware/virtual‑machine cost, need a team to tune."}, {"id": "mai-20260917-0922-baseline|c113-s5|minimax-small|Sucuri", "prompt": "c113-s5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Sucuri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Managed security service (MSSP)** – e.g., Sucuri, Incapsula (Imperva), Link11 | You outsource day‑to‑day monitoring & tuning; ideal for small teams."}, {"id": "mai-20260917-0922-baseline|c113-s5|minimax-small|Incapsula (Imperva)", "prompt": "c113-s5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Incapsula (Imperva)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "e.g., Sucuri, Incapsula (Imperva), Link11 | You outsource day‑to‑day monitoring & tuning; ideal for small teams."}, {"id": "mai-20260917-0922-baseline|c113-s5|minimax-small|Link11", "prompt": "c113-s5", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Link11", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "e.g., Sucuri, Incapsula (Imperva), Link11"}, {"id": "mai-20260917-0922-baseline|c113-s5|mistral-small|Cloudflare", "prompt": "c113-s5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloud-based (SaaS): Easy to set up, no infrastructure to manage (e.g., Cloudflare, AWS WAF, Akamai, Fastly)."}, {"id": "mai-20260917-0922-baseline|c113-s5|mistral-small|AWS WAF", "prompt": "c113-s5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., Cloudflare, AWS WAF, Akamai, Fastly)"}, {"id": "mai-20260917-0922-baseline|c113-s5|mistral-small|Akamai", "prompt": "c113-s5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., Cloudflare, AWS WAF, Akamai, Fastly)"}, {"id": "mai-20260917-0922-baseline|c113-s5|mistral-small|Fastly", "prompt": "c113-s5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., Cloudflare, AWS WAF, Akamai, Fastly)"}, {"id": "mai-20260917-0922-baseline|c113-s5|mistral-small|F5 BIG-IP ASM", "prompt": "c113-s5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "F5 BIG-IP ASM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "On-premises/Appliance: More control, but requires hardware/software management (e.g., F5 BIG-IP ASM, ModSecurity)."}, {"id": "mai-20260917-0922-baseline|c113-s5|mistral-small|ModSecurity", "prompt": "c113-s5", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "ModSecurity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| ModSecurity    | On-prem       | ✅           | ❌             | ❌   | ❌             | Free           |"}, {"id": "mai-20260917-0922-baseline|c113-s5|moonshot-small|Cloudflare", "prompt": "c113-s5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a 30-person company, **Cloudflare** or **Sucuri** are likely your best starting points."}, {"id": "mai-20260917-0922-baseline|c113-s5|moonshot-small|Sucuri", "prompt": "c113-s5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Sucuri", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a 30-person company, **Cloudflare** or **Sucuri** are likely your best starting points."}, {"id": "mai-20260917-0922-baseline|c113-s5|moonshot-small|AWS/Azure WAF", "prompt": "c113-s5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS/Azure WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **AWS/Azure WAF** | If already on those clouds | Pay-as-you-go pricing |"}, {"id": "mai-20260917-0922-baseline|c113-s5|moonshot-small|Imperva", "prompt": "c113-s5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise-focused solutions (like Imperva or F5) unless you have specific compliance requirements"}, {"id": "mai-20260917-0922-baseline|c113-s5|moonshot-small|F5", "prompt": "c113-s5", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "F5", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise-focused solutions (like Imperva or F5)"}, {"id": "mai-20260917-0922-baseline|c113-s5|xai-small|Cloudflare", "prompt": "c113-s5", "model": "xai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "prioritize solutions that are easy to deploy and manage (e.g., cloud-based like Cloudflare or AWS WAF)"}, {"id": "mai-20260917-0922-baseline|c113-s5|xai-small|AWS WAF", "prompt": "c113-s5", "model": "xai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "e.g., Cloudflare for ease, Imperva for depth, AWS if you're on AWS"}, {"id": "mai-20260917-0922-baseline|c113-s5|xai-small|Akamai", "prompt": "c113-s5", "model": "xai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloud/edge (e.g., CDN-integrated like Cloudflare/Akamai)"}, {"id": "mai-20260917-0922-baseline|c113-s5|xai-small|Azure", "prompt": "c113-s5", "model": "xai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cloud-native (AWS WAF, Azure)"}, {"id": "mai-20260917-0922-baseline|c113-s5|xai-small|Imperva", "prompt": "c113-s5", "model": "xai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Imperva for depth"}, {"id": "mai-20260917-0922-baseline|c113-s5|zai-small|Cloudflare", "prompt": "c113-s5", "model": "zai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare: excellent for SMBs/mid‑market, fast setup, strong free tier, good for simple web apps."}, {"id": "mai-20260917-0922-baseline|c113-s5|zai-small|AWS WAF", "prompt": "c113-s5", "model": "zai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS WAF: great if you're already on AWS, pay‑as‑you‑go."}, {"id": "mai-20260917-0922-baseline|c113-s5|zai-small|Imperva", "prompt": "c113-s5", "model": "zai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Imperva: strong managed rules, good for more complex or compliance‑driven environments."}, {"id": "mai-20260917-0922-baseline|c113-s5|zai-small|Akamai", "prompt": "c113-s5", "model": "zai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Akamai: best for very high‑traffic or large enterprise scenarios."}, {"id": "mai-20260917-0922-baseline|c113-s5|zai-small|Sucuri", "prompt": "c113-s5", "model": "zai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Sucuri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options: Sucuri, Fastly, F5, etc."}, {"id": "mai-20260917-0922-baseline|c113-s5|zai-small|Fastly", "prompt": "c113-s5", "model": "zai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options: Sucuri, Fastly, F5, etc."}, {"id": "mai-20260917-0922-baseline|c113-s5|zai-small|F5", "prompt": "c113-s5", "model": "zai-small", "cat": "web-application-firewalls", "variant": "scale", "raw": "F5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other options: Sucuri, Fastly, F5, etc."}, {"id": "mai-20260917-0922-baseline|c113-s6|alibaba-small|Imperva", "prompt": "c113-s6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples to be cautious about: **Imperva**, **Akamai**"}, {"id": "mai-20260917-0922-baseline|c113-s6|alibaba-small|Akamai", "prompt": "c113-s6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples to be cautious about: **Imperva**, **Akamai**"}, {"id": "mai-20260917-0922-baseline|c113-s6|alibaba-small|F5 Networks", "prompt": "c113-s6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "F5 Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "legacy on-premise hardware appliances like certain models from **F5 Networks** or **Barracuda**"}, {"id": "mai-20260917-0922-baseline|c113-s6|alibaba-small|Barracuda", "prompt": "c113-s6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Barracuda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "legacy on-premise hardware appliances like certain models from **F5 Networks** or **Barracuda**"}, {"id": "mai-20260917-0922-baseline|c113-s6|alibaba-small|ModSecurity", "prompt": "c113-s6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "ModSecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ModSecurity is notoriously difficult to tune"}, {"id": "mai-20260917-0922-baseline|c113-s6|alibaba-small|OWASP Core Rule Set (CRS)", "prompt": "c113-s6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "OWASP Core Rule Set (CRS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**ModSecurity** paired with the **OWASP Core Rule Set (CRS)**"}, {"id": "mai-20260917-0922-baseline|c113-s6|alibaba-small|Cloudflare", "prompt": "c113-s6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Widely considered the best balance of price, ease of use, and protection for most small sites"}, {"id": "mai-20260917-0922-baseline|c113-s6|alibaba-small|Sucuri", "prompt": "c113-s6", "model": "alibaba-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Often recommended specifically for WordPress or CMS-based sites"}, {"id": "mai-20260917-0922-baseline|c113-s6|anthropic-small|Cloudflare", "prompt": "c113-s6", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cloudflare WAF has a low false positive rate but also has a low true positive rate, meaning it is more likely to let threats pass without taking action"}, {"id": "mai-20260917-0922-baseline|c113-s6|anthropic-small|Fortinet FortiWeb", "prompt": "c113-s6", "model": "anthropic-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Vulnerabilities in Fortinet FortiWeb can be exploited in attacks targeting earlier, unsupported versions"}, {"id": "mai-20260917-0922-baseline|c113-s6|challenger-small|F5 BIG-IP ASM", "prompt": "c113-s6", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "F5 BIG-IP ASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Hardware appliances / on-prem WAFs such as F5 BIG-IP ASM ... because they are generally geared toward appliance deployments rather than low-overhead SMB use"}, {"id": "mai-20260917-0922-baseline|c113-s6|challenger-small|Barracuda WAF", "prompt": "c113-s6", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Barracuda WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be especially cautious about these categories: - **Hardware appliances / on-prem WAFs** such as ... Barracuda WAF"}, {"id": "mai-20260917-0922-baseline|c113-s6|challenger-small|Citrix NetScaler MPX WAF", "prompt": "c113-s6", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Citrix NetScaler MPX WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Citrix NetScaler MPX WAF ... generally geared toward appliance deployments rather than low-overhead SMB use"}, {"id": "mai-20260917-0922-baseline|c113-s6|challenger-small|Dell SonicWall WAF", "prompt": "c113-s6", "model": "challenger-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Dell SonicWall WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Dell SonicWall WAF, because they are generally geared toward appliance deployments rather than low-overhead SMB use"}, {"id": "mai-20260917-0922-baseline|c113-s6|deepseek-small|Imperva", "prompt": "c113-s6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade Commercial WAFs (Imperva, Akamai, F5 BIG-IP ASM)\n**Avoid unless you are being acquired by a Fortune 500 company.**"}, {"id": "mai-20260917-0922-baseline|c113-s6|deepseek-small|Akamai", "prompt": "c113-s6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Akamai and F5 are similarly priced or more."}, {"id": "mai-20260917-0922-baseline|c113-s6|deepseek-small|F5 BIG-IP ASM", "prompt": "c113-s6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "F5 BIG-IP ASM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade Commercial WAFs (Imperva, Akamai, F5 BIG-IP ASM)\n**Avoid unless you are being acquired by a Fortune 500 company.**"}, {"id": "mai-20260917-0922-baseline|c113-s6|deepseek-small|Barracuda physical appliances", "prompt": "c113-s6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Barracuda physical appliances", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Hardware Appliance WAFs (Barracuda physical appliances, Fortinet FortiWeb)\n**Avoid entirely.**"}, {"id": "mai-20260917-0922-baseline|c113-s6|deepseek-small|Fortinet FortiWeb", "prompt": "c113-s6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Hardware Appliance WAFs (Barracuda physical appliances, Fortinet FortiWeb)\n**Avoid entirely.**"}, {"id": "mai-20260917-0922-baseline|c113-s6|deepseek-small|ModSecurity + OWASP CRS", "prompt": "c113-s6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "ModSecurity + OWASP CRS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid unless you have a very experienced SecOps person on staff.**"}, {"id": "mai-20260917-0922-baseline|c113-s6|deepseek-small|NAXSI", "prompt": "c113-s6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "NAXSI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Self-Managed Open-Source WAFs (ModSecurity + OWASP CRS, NAXSI)\n**Avoid unless you have a very experienced SecOps person on staff.**"}, {"id": "mai-20260917-0922-baseline|c113-s6|deepseek-small|AWS WAF", "prompt": "c113-s6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Caution required.** ... AWS WAF is a trap"}, {"id": "mai-20260917-0922-baseline|c113-s6|deepseek-small|Cloudflare", "prompt": "c113-s6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Look for **fully managed, cloud-based WAFs** (like Cloudflare, Sucuri,"}, {"id": "mai-20260917-0922-baseline|c113-s6|deepseek-small|Sucuri", "prompt": "c113-s6", "model": "deepseek-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Sucuri", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Look for **fully managed, cloud-based WAFs** (like Cloudflare, Sucuri,"}, {"id": "mai-20260917-0922-baseline|c113-s6|google-small|ModSecurity", "prompt": "c113-s6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "ModSecurity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Unmanaged Open-Source WAFs (e.g., Raw ModSecurity)... Why to avoid them: While the software is free, the labor is incredibly expensive."}, {"id": "mai-20260917-0922-baseline|c113-s6|google-small|AWS WAF", "prompt": "c113-s6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Complex Public Cloud WAFs (e.g., AWS WAF, Azure WAF)... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c113-s6|google-small|Azure WAF", "prompt": "c113-s6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Azure WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Complex Public Cloud WAFs (e.g., AWS WAF, Azure WAF)... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c113-s6|google-small|Akamai App & API Protector", "prompt": "c113-s6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-Grade \"Call for Quote\" WAFs (e.g., Akamai App & API Protector, F5 Advanced WAF)... Why to avoid them"}, {"id": "mai-20260917-0922-baseline|c113-s6|google-small|F5 Advanced WAF", "prompt": "c113-s6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "F5 Advanced WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why to avoid them: Exorbitant Minimum Pricing"}, {"id": "mai-20260917-0922-baseline|c113-s6|google-small|Barracuda WAF", "prompt": "c113-s6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Barracuda WAF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Physical or Virtual On-Premises Appliances (e.g., Barracuda WAF or Fortinet FortiWeb Hardware)... Why to avoid them"}, {"id": "mai-20260917-0922-baseline|c113-s6|google-small|Fortinet FortiWeb", "prompt": "c113-s6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Fortinet FortiWeb", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "e.g., Barracuda WAF or Fortinet FortiWeb Hardware... Why to avoid them"}, {"id": "mai-20260917-0922-baseline|c113-s6|google-small|Cloudflare (Pro Tier)", "prompt": "c113-s6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare (Pro Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "For ~$20–$25 per month, this plan gives small businesses access to a fully managed, hands-off OWASP ruleset"}, {"id": "mai-20260917-0922-baseline|c113-s6|google-small|Sucuri", "prompt": "c113-s6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Highly affordable options (often starting under $20/month) that specialize in CMS protection"}, {"id": "mai-20260917-0922-baseline|c113-s6|google-small|Wordfence", "prompt": "c113-s6", "model": "google-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Wordfence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Sucuri (or Wordfence for WordPress): Highly affordable options"}, {"id": "mai-20260917-0922-baseline|c113-s6|meta-small|Cloudflare", "prompt": "c113-s6", "model": "meta-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cloudflare is recommended for small and mid-sized businesses due to its ease of deployment and strong protection. However, it may not be ideal for small teams with limited resources."}, {"id": "mai-20260917-0922-baseline|c113-s6|meta-small|AWS WAF", "prompt": "c113-s6", "model": "meta-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other WAFs such as AWS WAF, Azure WAF, and F5 Essential App Protect are also mentioned as suitable options for small businesses."}, {"id": "mai-20260917-0922-baseline|c113-s6|meta-small|Azure WAF", "prompt": "c113-s6", "model": "meta-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Azure WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other WAFs such as AWS WAF, Azure WAF, and F5 Essential App Protect are also mentioned as suitable options"}, {"id": "mai-20260917-0922-baseline|c113-s6|meta-small|F5 Essential App Protect", "prompt": "c113-s6", "model": "meta-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "F5 Essential App Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "F5 Essential App Protect are also mentioned as suitable options for small businesses"}, {"id": "mai-20260917-0922-baseline|c113-s6|meta-small|Sucuri", "prompt": "c113-s6", "model": "meta-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Sucuri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sucuri is also recommended for small to medium business sites."}, {"id": "mai-20260917-0922-baseline|c113-s6|minimax-small|Check Point WAF (formerly CloudGuard WAF)", "prompt": "c113-s6", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Check Point WAF (formerly CloudGuard WAF)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Complex setup** and steep learning curve... Not ideal for businesses without dedicated security staff"}, {"id": "mai-20260917-0922-baseline|c113-s6|minimax-small|Fastly Web Application Security", "prompt": "c113-s6", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Fastly Web Application Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Pricing can be prohibitive** for smaller projects... Poor customer support responsiveness"}, {"id": "mai-20260917-0922-baseline|c113-s6|minimax-small|Sucuri", "prompt": "c113-s6", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Sucuri", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Ineffective blocking** - users report recurring security issues"}, {"id": "mai-20260917-0922-baseline|c113-s6|minimax-small|Cloudflare", "prompt": "c113-s6", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cloudflare** (Use with Caution)"}, {"id": "mai-20260917-0922-baseline|c113-s6|minimax-small|AWS WAF", "prompt": "c113-s6", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better alternatives** for small businesses include ... **AWS WAF** (if using AWS infrastructure)"}, {"id": "mai-20260917-0922-baseline|c113-s6|minimax-small|Indusface", "prompt": "c113-s6", "model": "minimax-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Indusface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "managed WAF services from providers like **Indusface** that offer dedicated support"}, {"id": "mai-20260917-0922-baseline|c113-s6|mistral-small|F5", "prompt": "c113-s6", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "F5", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Solutions designed for large enterprises (e.g., some F5 or Imperva offerings) can be unnecessarily complex and expensive for small businesses."}, {"id": "mai-20260917-0922-baseline|c113-s6|mistral-small|Imperva", "prompt": "c113-s6", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "while Imperva is a top enterprise choice, it may not be practical for a small business with a single website and limited budget"}, {"id": "mai-20260917-0922-baseline|c113-s6|mistral-small|SonicWall", "prompt": "c113-s6", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "SonicWall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Traditional hardware WAFs (like some SonicWall or Dell models) ... These are best avoided unless you have strict data residency requirements"}, {"id": "mai-20260917-0922-baseline|c113-s6|mistral-small|Dell", "prompt": "c113-s6", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Dell", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Traditional hardware WAFs (like some SonicWall or Dell models) ... These are best avoided"}, {"id": "mai-20260917-0922-baseline|c113-s6|mistral-small|Cloudflare", "prompt": "c113-s6", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "opt for cloud-based, easy-to-deploy WAFs with transparent pricing and strong support, such as Cloudflare or Azure WAF"}, {"id": "mai-20260917-0922-baseline|c113-s6|mistral-small|Azure WAF", "prompt": "c113-s6", "model": "mistral-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Azure WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "opt for cloud-based, easy-to-deploy WAFs with transparent pricing and strong support, such as Cloudflare or Azure WAF"}, {"id": "mai-20260917-0922-baseline|c113-s6|moonshot-small|Barracuda 360", "prompt": "c113-s6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Barracuda 360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should generally **avoid physical WAF appliances**... entry-level appliances like Barracuda 360 cost ~$6,350+)"}, {"id": "mai-20260917-0922-baseline|c113-s6|moonshot-small|ModSecurity", "prompt": "c113-s6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "ModSecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While ModSecurity is powerful and free, it's often **overkill for small businesses** without dedicated security expertise."}, {"id": "mai-20260917-0922-baseline|c113-s6|moonshot-small|Imperva", "prompt": "c113-s6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why small businesses should skip them:** Custom enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c113-s6|moonshot-small|Akamai", "prompt": "c113-s6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why small businesses should skip them:** ... Overkill for simple websites"}, {"id": "mai-20260917-0922-baseline|c113-s6|moonshot-small|AWS WAF", "prompt": "c113-s6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AWS WAF can work for small businesses, but be aware of **hidden costs**"}, {"id": "mai-20260917-0922-baseline|c113-s6|moonshot-small|Cloudflare WAF", "prompt": "c113-s6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Best overall** | Cloudflare WAF (free tier available, Pro at $20/month)"}, {"id": "mai-20260917-0922-baseline|c113-s6|moonshot-small|Sucuri WAF", "prompt": "c113-s6", "model": "moonshot-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Sucuri WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Budget-conscious** | Sucuri WAF or Cloudflare free tier"}, {"id": "mai-20260917-0922-baseline|c113-s6|xai-small|Imperva (now Thales)", "prompt": "c113-s6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Imperva (now Thales)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Primarily Avoid (High Cost + Poor SMB Fit): **Imperva (now Thales)**: Premium enterprise pricing ... \"overkill for small sites\""}, {"id": "mai-20260917-0922-baseline|c113-s6|xai-small|Akamai App & API Protector", "prompt": "c113-s6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Akamai App & API Protector", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Explicitly \"not suited for small businesses.\""}, {"id": "mai-20260917-0922-baseline|c113-s6|xai-small|Check Point CloudGuard WAF", "prompt": "c113-s6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Check Point CloudGuard WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Use with Caution ... Expensive for smaller teams, steep learning curve, complex setup/UI"}, {"id": "mai-20260917-0922-baseline|c113-s6|xai-small|AWS WAF", "prompt": "c113-s6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can spike unexpectedly ... Fine for low-traffic AWS users but monitor bills closely."}, {"id": "mai-20260917-0922-baseline|c113-s6|xai-small|F5 BIG-IP ASM", "prompt": "c113-s6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "F5 BIG-IP ASM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High upfront costs and management burden; not plug-and-play for SMBs."}, {"id": "mai-20260917-0922-baseline|c113-s6|xai-small|Cloudflare", "prompt": "c113-s6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Better Alternatives for SMBs: Cloudflare (top-rated for ease/free tier)"}, {"id": "mai-20260917-0922-baseline|c113-s6|xai-small|Sucuri", "prompt": "c113-s6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or Sucuri/Indusface for managed simplicity"}, {"id": "mai-20260917-0922-baseline|c113-s6|xai-small|Indusface", "prompt": "c113-s6", "model": "xai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Indusface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or Sucuri/Indusface for managed simplicity"}, {"id": "mai-20260917-0922-baseline|c113-s6|zai-small|Imperva", "prompt": "c113-s6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**What to Avoid:** **Imperva, Akamai, and F5 (Big-IP)**"}, {"id": "mai-20260917-0922-baseline|c113-s6|zai-small|Akamai", "prompt": "c113-s6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**What to Avoid:** **Imperva, Akamai, and F5 (Big-IP)**"}, {"id": "mai-20260917-0922-baseline|c113-s6|zai-small|F5 (Big-IP)", "prompt": "c113-s6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "F5 (Big-IP)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**What to Avoid:** **Imperva, Akamai, and F5 (Big-IP)**"}, {"id": "mai-20260917-0922-baseline|c113-s6|zai-small|ModSecurity", "prompt": "c113-s6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "ModSecurity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**What to Avoid:** **Unmanaged ModSecurity installations**"}, {"id": "mai-20260917-0922-baseline|c113-s6|zai-small|OWASP Core Rule Set", "prompt": "c113-s6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "OWASP Core Rule Set", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "self-hosting a WAF (often using the **ModSecurity** engine with the **OWASP Core Rule Set**) is highly risky for small businesses"}, {"id": "mai-20260917-0922-baseline|c113-s6|zai-small|Cloudflare", "prompt": "c113-s6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "look for **Managed WAFs** (like **Cloudflare**, **Sucuri**, or **AWS WAF**) where the provider handles the rule updates and tuning"}, {"id": "mai-20260917-0922-baseline|c113-s6|zai-small|Sucuri", "prompt": "c113-s6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "Sucuri", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "look for **Managed WAFs** (like **Cloudflare**, **Sucuri**, or **AWS WAF**)"}, {"id": "mai-20260917-0922-baseline|c113-s6|zai-small|AWS WAF", "prompt": "c113-s6", "model": "zai-small", "cat": "web-application-firewalls", "variant": "negative", "raw": "AWS WAF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "look for **Managed WAFs** (like **Cloudflare**, **Sucuri**, or **AWS WAF**)"}, {"id": "mai-20260917-0922-baseline|c114-l1|alibaba-small|Cloudflare", "prompt": "c114-l1", "model": "alibaba-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with Cloudflare** if you prioritize speed, ease of use, global coverage, and API security. This is currently the most popular choice for modern Enterprise B2B."}, {"id": "mai-20260917-0922-baseline|c114-l1|alibaba-small|Akamai", "prompt": "c114-l1", "model": "alibaba-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Go with Akamai** if you are a massive organization dealing with state-sponsored threats, financial data, or strictly on-premise hardware"}, {"id": "mai-20260917-0922-baseline|c114-l1|alibaba-small|F5 (BIG-IP)", "prompt": "c114-l1", "model": "alibaba-small", "cat": "ddos-protection", "variant": "direct", "raw": "F5 (BIG-IP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Engineering-heavy teams that manage their own infrastructure and require precise traffic steering alongside DDoS mitigation."}, {"id": "mai-20260917-0922-baseline|c114-l1|alibaba-small|Amazon Web Services (AWS Shield / CloudFront)", "prompt": "c114-l1", "model": "alibaba-small", "cat": "ddos-protection", "variant": "direct", "raw": "Amazon Web Services (AWS Shield / CloudFront)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your entire B2B infrastructure lives on AWS, stick with Shield Advanced."}, {"id": "mai-20260917-0922-baseline|c114-l1|alibaba-small|Azure DDoS Protection (Microsoft)", "prompt": "c114-l1", "model": "alibaba-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS Protection (Microsoft)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you are a Microsoft shop... use native Azure protection"}, {"id": "mai-20260917-0922-baseline|c114-l1|alibaba-small|Imperva (Incapsula)", "prompt": "c114-l1", "model": "alibaba-small", "cat": "ddos-protection", "variant": "direct", "raw": "Imperva (Incapsula)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Often a strong alternative to Akamai, focusing heavily on pure WAF/Security capabilities rather than CDN performance."}, {"id": "mai-20260917-0922-baseline|c114-l1|anthropic-small|Cloudflare", "prompt": "c114-l1", "model": "anthropic-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is the best DDoS protection service for most organizations in 2026, scoring highest in evaluation on network capacity"}, {"id": "mai-20260917-0922-baseline|c114-l1|anthropic-small|Akamai Prolexic", "prompt": "c114-l1", "model": "anthropic-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Akamai Prolexic remains the enterprise benchmark where SOC-led mitigation and network-range protection justify the contract."}, {"id": "mai-20260917-0922-baseline|c114-l1|anthropic-small|AWS Shield", "prompt": "c114-l1", "model": "anthropic-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS Shield or Azure DDoS Protection make the most economic sense inside a single cloud."}, {"id": "mai-20260917-0922-baseline|c114-l1|anthropic-small|Azure DDoS Protection", "prompt": "c114-l1", "model": "anthropic-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS Shield or Azure DDoS Protection make the most economic sense inside a single cloud."}, {"id": "mai-20260917-0922-baseline|c114-l1|challenger-small|Cloudflare", "prompt": "c114-l1", "model": "challenger-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is the best default DDoS protection service"}, {"id": "mai-20260917-0922-baseline|c114-l1|challenger-small|Akamai Prolexic", "prompt": "c114-l1", "model": "challenger-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Akamai Prolexic is the strongest enterprise alternative"}, {"id": "mai-20260917-0922-baseline|c114-l1|challenger-small|Imperva", "prompt": "c114-l1", "model": "challenger-small", "cat": "ddos-protection", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when you need a clear mitigation SLA and compliance-friendly contractual assurances"}, {"id": "mai-20260917-0922-baseline|c114-l1|challenger-small|AWS Shield", "prompt": "c114-l1", "model": "challenger-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you are heavily or entirely committed to a single cloud platform"}, {"id": "mai-20260917-0922-baseline|c114-l1|challenger-small|Azure DDoS Protection", "prompt": "c114-l1", "model": "challenger-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you are heavily or entirely committed to a single cloud platform"}, {"id": "mai-20260917-0922-baseline|c114-l1|deepseek-small|Cloudflare", "prompt": "c114-l1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is the strongest starting point for most enterprises in 2026."}, {"id": "mai-20260917-0922-baseline|c114-l1|deepseek-small|Akamai Prolexic", "prompt": "c114-l1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If downtime has direct contractual/revenue consequences and you want a live SOC fine-tuning defense:** **Akamai Prolexic**."}, {"id": "mai-20260917-0922-baseline|c114-l1|deepseek-small|AWS Shield", "prompt": "c114-l1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the native option (**AWS Shield Advanced** especially) for integration and lowest latency"}, {"id": "mai-20260917-0922-baseline|c114-l1|deepseek-small|Azure DDoS", "prompt": "c114-l1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you're cloud-native ... Best only if your infrastructure is concentrated in that cloud."}, {"id": "mai-20260917-0922-baseline|c114-l1|deepseek-small|Google Cloud Armor", "prompt": "c114-l1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you're cloud-native ... Best only if your infrastructure is concentrated in that cloud."}, {"id": "mai-20260917-0922-baseline|c114-l1|deepseek-small|Imperva", "prompt": "c114-l1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Imperva \\u2014 best for compliance / written SLAs**"}, {"id": "mai-20260917-0922-baseline|c114-l1|google-small|Cloudflare", "prompt": "c114-l1", "model": "google-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare** is often the industry favorite"}, {"id": "mai-20260917-0922-baseline|c114-l1|google-small|Akamai Prolexic", "prompt": "c114-l1", "model": "google-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Akamai** is the gold standard"}, {"id": "mai-20260917-0922-baseline|c114-l1|google-small|Imperva", "prompt": "c114-l1", "model": "google-small", "cat": "ddos-protection", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Imperva** is highly regarded for its deep security stack"}, {"id": "mai-20260917-0922-baseline|c114-l1|google-small|Radware", "prompt": "c114-l1", "model": "google-small", "cat": "ddos-protection", "variant": "direct", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Radware** is a top choice"}, {"id": "mai-20260917-0922-baseline|c114-l1|google-small|AWS Shield Advanced", "prompt": "c114-l1", "model": "google-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Essential for AWS-centric enterprises"}, {"id": "mai-20260917-0922-baseline|c114-l1|google-small|Azure DDoS Protection Enterprise", "prompt": "c114-l1", "model": "google-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS Protection Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent for Microsoft-focused enterprises"}, {"id": "mai-20260917-0922-baseline|c114-l1|meta-small|Akamai Prolexic", "prompt": "c114-l1", "model": "meta-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai Prolexic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top DDoS protection services include Akamai Prolexic, NETSCOUT Arbor, and Radware."}, {"id": "mai-20260917-0922-baseline|c114-l1|meta-small|NETSCOUT Arbor", "prompt": "c114-l1", "model": "meta-small", "cat": "ddos-protection", "variant": "direct", "raw": "NETSCOUT Arbor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top DDoS protection services include Akamai Prolexic, NETSCOUT Arbor, and Radware."}, {"id": "mai-20260917-0922-baseline|c114-l1|meta-small|Radware", "prompt": "c114-l1", "model": "meta-small", "cat": "ddos-protection", "variant": "direct", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top DDoS protection services include Akamai Prolexic, NETSCOUT Arbor, and Radware."}, {"id": "mai-20260917-0922-baseline|c114-l1|minimax-small|Cloudflare (Enterprise DDoS)", "prompt": "c114-l1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare (Enterprise DDoS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Overall best for most B2B enterprises: Cloudflare (Enterprise DDoS)"}, {"id": "mai-20260917-0922-baseline|c114-l1|minimax-small|Akamai (Kona Site Defender)", "prompt": "c114-l1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai (Kona Site Defender)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudflare Enterprise (or Akamai)"}, {"id": "mai-20260917-0922-baseline|c114-l1|minimax-small|Imperva (Incapsula / Cloud DDoS)", "prompt": "c114-l1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "Imperva (Incapsula / Cloud DDoS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strict compliance ... Imperva Cloud DDoS or Akamai Kona"}, {"id": "mai-20260917-0922-baseline|c114-l1|minimax-small|F5 (Silverline)", "prompt": "c114-l1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "F5 (Silverline)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need on-prem hardware plus cloud scrubbing: F5 Silverline or Radware are the go-to hybrid solutions."}, {"id": "mai-20260917-0922-baseline|c114-l1|minimax-small|Radware (DefensePro / Cloud DDoS)", "prompt": "c114-l1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "Radware (DefensePro / Cloud DDoS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "F5 Silverline or Radware DefensePro | Hybrid hardware + cloud, granular control"}, {"id": "mai-20260917-0922-baseline|c114-l1|minimax-small|AWS Shield (Advanced)", "prompt": "c114-l1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield (Advanced)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mostly cloud-native (AWS) | AWS Shield Advanced | Native integration, auto-scaling, cost protection"}, {"id": "mai-20260917-0922-baseline|c114-l1|minimax-small|Azure DDoS Protection (Standard/Advanced)", "prompt": "c114-l1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS Protection (Standard/Advanced)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Azure DDoS Protection give the tightest integration and cost-protection features"}, {"id": "mai-20260917-0922-baseline|c114-l1|minimax-small|Google Cloud Armor", "prompt": "c114-l1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Works with Google Cloud CDN, Load Balancing, Kubernetes Ingress"}, {"id": "mai-20260917-0922-baseline|c114-l1|mistral-small|Nexusguard", "prompt": "c114-l1", "model": "mistral-small", "cat": "ddos-protection", "variant": "direct", "raw": "Nexusguard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Nexusguard** and **Cloudflare** are top choices"}, {"id": "mai-20260917-0922-baseline|c114-l1|mistral-small|Cloudflare", "prompt": "c114-l1", "model": "mistral-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprise B2B companies, **Nexusguard** and **Cloudflare** are top choices"}, {"id": "mai-20260917-0922-baseline|c114-l1|mistral-small|Akamai (Prolexic)", "prompt": "c114-l1", "model": "mistral-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai (Prolexic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides enterprise-grade DDoS protection with a large scrubbing capacity"}, {"id": "mai-20260917-0922-baseline|c114-l1|mistral-small|Radware", "prompt": "c114-l1", "model": "mistral-small", "cat": "ddos-protection", "variant": "direct", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for advanced threat intelligence and application-layer protection."}, {"id": "mai-20260917-0922-baseline|c114-l1|mistral-small|Arbor Networks (NetScout)", "prompt": "c114-l1", "model": "mistral-small", "cat": "ddos-protection", "variant": "direct", "raw": "Arbor Networks (NetScout)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers a range of solutions for large enterprises and service providers."}, {"id": "mai-20260917-0922-baseline|c114-l1|moonshot-small|Cloudflare", "prompt": "c114-l1", "model": "moonshot-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** offers the best balance of capacity, cost predictability, and integrated security features"}, {"id": "mai-20260917-0922-baseline|c114-l1|moonshot-small|Akamai Prolexic", "prompt": "c114-l1", "model": "moonshot-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akamai Prolexic** remains the enterprise gold standard"}, {"id": "mai-20260917-0922-baseline|c114-l1|moonshot-small|AWS Shield Advanced", "prompt": "c114-l1", "model": "moonshot-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for AWS-Native Companies"}, {"id": "mai-20260917-0922-baseline|c114-l1|moonshot-small|Imperva", "prompt": "c114-l1", "model": "moonshot-small", "cat": "ddos-protection", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Hybrid/API-Heavy Environments"}, {"id": "mai-20260917-0922-baseline|c114-l1|openai-small|Cloudflare Enterprise / Advanced DDoS Protection", "prompt": "c114-l1", "model": "openai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare Enterprise / Advanced DDoS Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare Enterprise / Advanced DDoS Protection** is often the top pick"}, {"id": "mai-20260917-0922-baseline|c114-l1|openai-small|AWS Shield Advanced", "prompt": "c114-l1", "model": "openai-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you run primarily on AWS:** **AWS Shield Advanced** is the natural fit"}, {"id": "mai-20260917-0922-baseline|c114-l1|openai-small|Azure DDoS Protection", "prompt": "c114-l1", "model": "openai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure DDoS Protection** is the best native option"}, {"id": "mai-20260917-0922-baseline|c114-l1|openai-small|Cloudflare Magic Transit", "prompt": "c114-l1", "model": "openai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare Magic Transit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloudflare Magic Transit is designed for that use case"}, {"id": "mai-20260917-0922-baseline|c114-l1|xai-small|Cloudflare", "prompt": "c114-l1", "model": "xai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation**: Start with **Cloudflare** for most B2B enterprises due to its balance of scale, speed, and cost"}, {"id": "mai-20260917-0922-baseline|c114-l1|xai-small|Akamai Prolexic", "prompt": "c114-l1", "model": "xai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need dedicated enterprise SOC/SLAs for critical infra, go **Akamai**."}, {"id": "mai-20260917-0922-baseline|c114-l1|xai-small|Imperva", "prompt": "c114-l1", "model": "xai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Imperva (strong for app-layer & compliance)** ... Bundles well for B2B web/API services"}, {"id": "mai-20260917-0922-baseline|c114-l1|xai-small|AWS Shield", "prompt": "c114-l1", "model": "xai-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AWS Shield   | Massive (AWS) | Yes    | L3/4/7 | Usage-based  | AWS-hosted B2B"}, {"id": "mai-20260917-0922-baseline|c114-l1|xai-small|Radware", "prompt": "c114-l1", "model": "xai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Radware      | High        | Yes      | L3/4/7 | Flexible     | Hybrid/tailored setups"}, {"id": "mai-20260917-0922-baseline|c114-l1|xai-small|Fastly", "prompt": "c114-l1", "model": "xai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gartner Peer Insights favors Fastly/Radware highly rated but lower volume"}, {"id": "mai-20260917-0922-baseline|c114-l1|zai-small|Cloudflare", "prompt": "c114-l1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the strongest, most cost‑predictable platform for most use cases:** Start with Cloudflare."}, {"id": "mai-20260917-0922-baseline|c114-l1|zai-small|Akamai Prolexic", "prompt": "c114-l1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If downtime carries heavy contractual or revenue risk and you need SOC‑managed tuning:** Consider Akamai Prolexic."}, {"id": "mai-20260917-0922-baseline|c114-l1|zai-small|Imperva", "prompt": "c114-l1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If compliance mandates a written mitigation SLA:** Imperva is a strong candidate."}, {"id": "mai-20260917-0922-baseline|c114-l1|zai-small|AWS Shield", "prompt": "c114-l1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your estate is heavily AWS‑centric:** AWS Shield provides native protection with minimal operational overhead."}, {"id": "mai-20260917-0922-baseline|c114-l1|zai-small|Radware", "prompt": "c114-l1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Radware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Complex setup; premium pricing"}, {"id": "mai-20260917-0922-baseline|c114-l1|zai-small|Nexusguard", "prompt": "c114-l1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Nexusguard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Lower overall scores vs. top vendors; niche focus"}, {"id": "mai-20260917-0922-baseline|c114-l1|zai-small|F5", "prompt": "c114-l1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "F5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "F5 / Fastly / CDNetworks** | Specific use‑case needs"}, {"id": "mai-20260917-0922-baseline|c114-l1|zai-small|Fastly", "prompt": "c114-l1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "F5 / Fastly / CDNetworks** | Specific use‑case needs"}, {"id": "mai-20260917-0922-baseline|c114-l1|zai-small|CDNetworks", "prompt": "c114-l1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "CDNetworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "F5 / Fastly / CDNetworks** | Specific use‑case needs"}, {"id": "mai-20260917-0922-baseline|c114-l2|alibaba-small|Akamai Prolexic", "prompt": "c114-l2", "model": "alibaba-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **top recommendation** is usually **Akamai Prolexic**"}, {"id": "mai-20260917-0922-baseline|c114-l2|alibaba-small|Cloudflare", "prompt": "c114-l2", "model": "alibaba-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare** (Best for Modern/Web-First Architectures)"}, {"id": "mai-20260917-0922-baseline|c114-l2|alibaba-small|AWS Shield Advanced", "prompt": "c114-l2", "model": "alibaba-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS Shield Advanced** (Best for AWS-Native Environments)"}, {"id": "mai-20260917-0922-baseline|c114-l2|alibaba-small|Radware", "prompt": "c114-l2", "model": "alibaba-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Radware** (Strong Hybrid & On-Premises Option)"}, {"id": "mai-20260917-0922-baseline|c114-l2|alibaba-small|NetScout", "prompt": "c114-l2", "model": "alibaba-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "NetScout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you might prefer a platform-only solution (like AWS Shield or self-managed NetScout)"}, {"id": "mai-20260917-0922-baseline|c114-l2|anthropic-small|Cloudflare", "prompt": "c114-l2", "model": "anthropic-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is the best DDoS protection service for most organizations in 2026"}, {"id": "mai-20260917-0922-baseline|c114-l2|anthropic-small|Akamai Prolexic", "prompt": "c114-l2", "model": "anthropic-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Akamai Prolexic ... scores highest for enterprise scrubbing"}, {"id": "mai-20260917-0922-baseline|c114-l2|anthropic-small|Imperva", "prompt": "c114-l2", "model": "anthropic-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Imperva delivers enterprise-grade reliability with a 3-second mitigation SLA, 9 Tbps DDoS capacity"}, {"id": "mai-20260917-0922-baseline|c114-l2|anthropic-small|Radware", "prompt": "c114-l2", "model": "anthropic-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "go with the heavy names like Cloudflare, Akamai Prolexic, or Radware"}, {"id": "mai-20260917-0922-baseline|c114-l2|anthropic-small|AWS Shield", "prompt": "c114-l2", "model": "anthropic-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AWS Shield leads for AWS-native estates, making it a strong choice if your infrastructure is primarily on AWS."}, {"id": "mai-20260917-0922-baseline|c114-l2|challenger-small|Akamai Prolexic", "prompt": "c114-l2", "model": "challenger-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Akamai Prolexic** if your priority is *enterprise-grade, managed DDoS mitigation for critical uptime*"}, {"id": "mai-20260917-0922-baseline|c114-l2|challenger-small|Cloudflare", "prompt": "c114-l2", "model": "challenger-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare** is the strongest general recommendation because it combines always-on mitigation, broad L3/L4/L7 coverage"}, {"id": "mai-20260917-0922-baseline|c114-l2|challenger-small|Imperva", "prompt": "c114-l2", "model": "challenger-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Imperva** if your organization needs a **clear mitigation SLA**"}, {"id": "mai-20260917-0922-baseline|c114-l2|deepseek-small|Akamai (Prolexic)", "prompt": "c114-l2", "model": "deepseek-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai (Prolexic)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Akamai (Prolexic)** for a large B2B enterprise"}, {"id": "mai-20260917-0922-baseline|c114-l2|deepseek-small|Cloudflare", "prompt": "c114-l2", "model": "deepseek-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c114-l2|deepseek-small|AWS Shield Advanced", "prompt": "c114-l2", "model": "deepseek-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're heavily on AWS, **AWS Shield Advanced** may be more seamless"}, {"id": "mai-20260917-0922-baseline|c114-l2|deepseek-small|Radware", "prompt": "c114-l2", "model": "deepseek-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you need on-prem/hybrid, **Radware** offers strong hybrid mitigation"}, {"id": "mai-20260917-0922-baseline|c114-l2|google-small|Cloudflare", "prompt": "c114-l2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare (Best Overall for Modern Enterprises & Hybrid Workforces)... Cloudflare is the market leader."}, {"id": "mai-20260917-0922-baseline|c114-l2|google-small|Akamai", "prompt": "c114-l2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Akamai (Best for White-Glove Enterprise Support & Mission-Critical Customization)... Akamai is the enterprise gold standard."}, {"id": "mai-20260917-0922-baseline|c114-l2|google-small|Radware", "prompt": "c114-l2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Radware is the premier hybrid specialist."}, {"id": "mai-20260917-0922-baseline|c114-l2|google-small|AWS Shield Advanced", "prompt": "c114-l2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are entirely native to AWS, AWS Shield Advanced is highly recommended."}, {"id": "mai-20260917-0922-baseline|c114-l2|google-small|Azure DDoS", "prompt": "c114-l2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Azure DDoS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Hyperscaler Native (AWS Shield Advanced / Azure DDoS / Google Cloud Armor)"}, {"id": "mai-20260917-0922-baseline|c114-l2|google-small|Google Cloud Armor", "prompt": "c114-l2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Hyperscaler Native (AWS Shield Advanced / Azure DDoS / Google Cloud Armor)"}, {"id": "mai-20260917-0922-baseline|c114-l2|meta-small|Cloudflare", "prompt": "c114-l2", "model": "meta-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Known for its massive scale and ability to absorb large attacks, Cloudflare is a strong starting point for most organizations."}, {"id": "mai-20260917-0922-baseline|c114-l2|meta-small|Akamai Prolexic", "prompt": "c114-l2", "model": "meta-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Suitable for enterprises where downtime carries contractual or revenue consequences"}, {"id": "mai-20260917-0922-baseline|c114-l2|meta-small|Radware", "prompt": "c114-l2", "model": "meta-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers behavioral multi-layer defense across any environment, with 30 Tbps capacity"}, {"id": "mai-20260917-0922-baseline|c114-l2|meta-small|Imperva", "prompt": "c114-l2", "model": "meta-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended when compliance requires a written mitigation SLA."}, {"id": "mai-20260917-0922-baseline|c114-l2|minimax-small|Cloudflare", "prompt": "c114-l2", "model": "minimax-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cloudflare** as the top choice for a large B2B company"}, {"id": "mai-20260917-0922-baseline|c114-l2|minimax-small|Akamai Prolexic", "prompt": "c114-l2", "model": "minimax-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akamai Prolexic** as a strong alternative if you need stricter SLA guarantees"}, {"id": "mai-20260917-0922-baseline|c114-l2|minimax-small|Imperva", "prompt": "c114-l2", "model": "minimax-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when compliance teams require a written mitigation SLA"}, {"id": "mai-20260917-0922-baseline|c114-l2|minimax-small|AWS Shield Advanced", "prompt": "c114-l2", "model": "minimax-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for AWS-native estates"}, {"id": "mai-20260917-0922-baseline|c114-l2|mistral-small|Cloudflare", "prompt": "c114-l2", "model": "mistral-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Cloudflare** or **Akamai Prolexic** as the top DDoS mitigation providers."}, {"id": "mai-20260917-0922-baseline|c114-l2|mistral-small|Akamai Prolexic", "prompt": "c114-l2", "model": "mistral-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Akamai Prolexic** is another top-tier option, especially for enterprises that require 24/7 managed response"}, {"id": "mai-20260917-0922-baseline|c114-l2|moonshot-small|Akamai Prolexic", "prompt": "c114-l2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Akamai Prolexic** ... generally considered the gold standard"}, {"id": "mai-20260917-0922-baseline|c114-l2|moonshot-small|Cloudflare Enterprise", "prompt": "c114-l2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **starting with Cloudflare Enterprise** for most scenarios"}, {"id": "mai-20260917-0922-baseline|c114-l2|moonshot-small|Imperva", "prompt": "c114-l2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also Worth Considering: **Imperva**"}, {"id": "mai-20260917-0922-baseline|c114-l2|moonshot-small|AWS Shield Advanced", "prompt": "c114-l2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider native solutions (AWS Shield Advanced, Azure DDoS Protection)"}, {"id": "mai-20260917-0922-baseline|c114-l2|moonshot-small|Azure DDoS Protection", "prompt": "c114-l2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider native solutions (AWS Shield Advanced, Azure DDoS Protection)"}, {"id": "mai-20260917-0922-baseline|c114-l2|openai-small|Cloudflare Enterprise", "prompt": "c114-l2", "model": "openai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Cloudflare Enterprise** if your environment is heavily internet-facing"}, {"id": "mai-20260917-0922-baseline|c114-l2|openai-small|Radware", "prompt": "c114-l2", "model": "openai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Radware** — strong choice if you want a DDoS specialist with cloud scrubbing"}, {"id": "mai-20260917-0922-baseline|c114-l2|openai-small|Akamai Prolexic", "prompt": "c114-l2", "model": "openai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Akamai Prolexic** — good if you prioritize mature, dedicated DDoS protection at very large scale"}, {"id": "mai-20260917-0922-baseline|c114-l2|xai-small|Cloudflare", "prompt": "c114-l2", "model": "xai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Cloudflare (specifically their Enterprise plan with features like Magic Transit for network-layer protection) as the top DDoS mitigation provider."}, {"id": "mai-20260917-0922-baseline|c114-l2|xai-small|Akamai Prolexic", "prompt": "c114-l2", "model": "xai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for ultra-high-risk enterprises needing 24/7 managed SOC and hybrid scrubbing (20+ Tbps capacity)... Drawback: Higher cost, longer setup."}, {"id": "mai-20260917-0922-baseline|c114-l2|xai-small|Imperva", "prompt": "c114-l2", "model": "xai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for compliance-heavy B2B (e.g., SLAs, API protection). Leader in Forrester"}, {"id": "mai-20260917-0922-baseline|c114-l2|xai-small|AWS Shield Advanced", "prompt": "c114-l2", "model": "xai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(if AWS-heavy): Native integration, cost protection during attacks, but limited to AWS resources."}, {"id": "mai-20260917-0922-baseline|c114-l2|xai-small|Radware", "prompt": "c114-l2", "model": "xai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "market share data (leaders: Cloudflare, Akamai, Radware)"}, {"id": "mai-20260917-0922-baseline|c114-l2|zai-small|Cloudflare Enterprise", "prompt": "c114-l2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: Cloudflare Enterprise"}, {"id": "mai-20260917-0922-baseline|c114-l2|zai-small|AWS Shield Advanced", "prompt": "c114-l2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS-native → AWS Shield Advanced."}, {"id": "mai-20260917-0922-baseline|c114-l2|zai-small|Azure DDoS Protection", "prompt": "c114-l2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft-centric → Azure DDoS Protection."}, {"id": "mai-20260917-0922-baseline|c114-l2|zai-small|Akamai Prolexic", "prompt": "c114-l2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "## Alternative: Akamai Prolexic (for mission-critical uptime)"}, {"id": "mai-20260917-0922-baseline|c114-l2|zai-small|NetScout Arbor", "prompt": "c114-l2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "NetScout Arbor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "On-prem + cloud overflow → Radware DefensePro X or NetScout Arbor."}, {"id": "mai-20260917-0922-baseline|c114-l2|zai-small|Imperva", "prompt": "c114-l2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Written mitigation SLA, detailed audit logs → Imperva."}, {"id": "mai-20260917-0922-baseline|c114-l2|zai-small|Radware DefensePro X", "prompt": "c114-l2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Radware DefensePro X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "On-prem with cloud overflow; industry-leading SLA-backed rapid mitigation"}, {"id": "mai-20260917-0922-baseline|c114-l3|alibaba-small|Cloudflare", "prompt": "c114-l3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Most organizations, hybrid environments, and cost predictability. ... Cloudflare dominates due to its massive Anycast network"}, {"id": "mai-20260917-0922-baseline|c114-l3|alibaba-small|Akamai (Prolexic)", "prompt": "c114-l3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai (Prolexic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Akamai Prolexic is considered the \"enterprise scrubbing standard.\""}, {"id": "mai-20260917-0922-baseline|c114-l3|alibaba-small|Imperva", "prompt": "c114-l3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Imperva if your primary concern is application-layer security"}, {"id": "mai-20260917-0922-baseline|c114-l3|alibaba-small|AWS Shield", "prompt": "c114-l3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideally suited for AWS-native workloads."}, {"id": "mai-20260917-0922-baseline|c114-l3|alibaba-small|Azure DDoS Protection", "prompt": "c114-l3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers \"always-on\" monitoring and automatic tuning specifically for Microsoft cloud services."}, {"id": "mai-20260917-0922-baseline|c114-l3|alibaba-small|Radware", "prompt": "c114-l3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Radware offers flexibility by providing both hardware appliances (DefensePro) ... and cloud-based scrubbing."}, {"id": "mai-20260917-0922-baseline|c114-l3|anthropic-small|Cloudflare", "prompt": "c114-l3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare takes the top score in 2026 for delivering record-proven capacity with pricing that doesn't punish you for being attacked."}, {"id": "mai-20260917-0922-baseline|c114-l3|anthropic-small|Akamai Prolexic", "prompt": "c114-l3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Akamai Prolexic scores highest for enterprise scrubbing"}, {"id": "mai-20260917-0922-baseline|c114-l3|anthropic-small|AWS Shield Advanced", "prompt": "c114-l3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS Shield leads for AWS-native estates"}, {"id": "mai-20260917-0922-baseline|c114-l3|anthropic-small|Google Cloud Armor", "prompt": "c114-l3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Google Cloud Armor delivers DDoS defense integrated with Google's global infrastructure."}, {"id": "mai-20260917-0922-baseline|c114-l3|anthropic-small|Microsoft", "prompt": "c114-l3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloudflare, Akamai, AWS, Google, Microsoft, Fastly, Imperva, Radware, NETSCOUT, and F5 are the big names to watch."}, {"id": "mai-20260917-0922-baseline|c114-l3|anthropic-small|Fastly", "prompt": "c114-l3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "the big names to watch"}, {"id": "mai-20260917-0922-baseline|c114-l3|anthropic-small|Imperva", "prompt": "c114-l3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "the big names to watch"}, {"id": "mai-20260917-0922-baseline|c114-l3|anthropic-small|Radware", "prompt": "c114-l3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "the big names to watch"}, {"id": "mai-20260917-0922-baseline|c114-l3|anthropic-small|NETSCOUT Arbor", "prompt": "c114-l3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "NETSCOUT Arbor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "NETSCOUTArbor Cloud, a good tool for network-focused enterprises, offers reliable solutions for cloud scrubbing and hybrid protection."}, {"id": "mai-20260917-0922-baseline|c114-l3|anthropic-small|F5", "prompt": "c114-l3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "F5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "the big names to watch"}, {"id": "mai-20260917-0922-baseline|c114-l3|challenger-small|Akamai Prolexic", "prompt": "c114-l3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Akamai Prolexic** is the most common choice for **enterprise scrubbing depth** and **high-touch managed protection**"}, {"id": "mai-20260917-0922-baseline|c114-l3|challenger-small|Cloudflare", "prompt": "c114-l3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cloudflare** is usually the strongest choice when you want **very large-scale edge mitigation**"}, {"id": "mai-20260917-0922-baseline|c114-l3|challenger-small|Radware", "prompt": "c114-l3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Radware** tends to stand out for **adaptive, behavior-driven mitigation** and flexible deployment"}, {"id": "mai-20260917-0922-baseline|c114-l3|challenger-small|Imperva", "prompt": "c114-l3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Imperva** is often chosen when buyers care most about **formal SLAs**"}, {"id": "mai-20260917-0922-baseline|c114-l3|challenger-small|AWS Shield", "prompt": "c114-l3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strongest when you are already committed to a specific cloud"}, {"id": "mai-20260917-0922-baseline|c114-l3|challenger-small|Azure DDoS Protection", "prompt": "c114-l3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Native protection for **Azure** workloads with managed response options"}, {"id": "mai-20260917-0922-baseline|c114-l3|challenger-small|Google Cloud Armor", "prompt": "c114-l3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best when protection must stay inside **Google Cloud**"}, {"id": "mai-20260917-0922-baseline|c114-l3|challenger-small|NETSCOUT Arbor", "prompt": "c114-l3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "NETSCOUT Arbor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "better suited to organizations that want DDoS response tied closely to **network telemetry and analyst workflows**"}, {"id": "mai-20260917-0922-baseline|c114-l3|deepseek-small|Cloudflare", "prompt": "c114-l3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The default choice for most organizations."}, {"id": "mai-20260917-0922-baseline|c114-l3|deepseek-small|Akamai Prolexic", "prompt": "c114-l3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The premium enterprise choice, especially for banks, gaming, media"}, {"id": "mai-20260917-0922-baseline|c114-l3|deepseek-small|AWS Shield Advanced", "prompt": "c114-l3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The best fit for **AWS-native estates**."}, {"id": "mai-20260917-0922-baseline|c114-l3|deepseek-small|Microsoft Azure DDoS Protection", "prompt": "c114-l3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Microsoft Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The pairing for Azure-native environments."}, {"id": "mai-20260917-0922-baseline|c114-l3|deepseek-small|Imperva", "prompt": "c114-l3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for **websites, APIs, and managed application-layer defense**, with SLA-backed mitigation guarantees."}, {"id": "mai-20260917-0922-baseline|c114-l3|deepseek-small|Radware", "prompt": "c114-l3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A leader in **hybrid and on-premises mitigation**."}, {"id": "mai-20260917-0922-baseline|c114-l3|deepseek-small|NETSCOUT Arbor", "prompt": "c114-l3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "NETSCOUT Arbor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The **carrier-grade / network-heavy** option."}, {"id": "mai-20260917-0922-baseline|c114-l3|deepseek-small|Lumen", "prompt": "c114-l3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Lumen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Akamai, Lumen/AT&T, and most others use **BGP scrubbing**"}, {"id": "mai-20260917-0922-baseline|c114-l3|deepseek-small|AT&T", "prompt": "c114-l3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AT&T", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Akamai, Lumen/AT&T, and most others use **BGP scrubbing**"}, {"id": "mai-20260917-0922-baseline|c114-l3|google-small|Cloudflare", "prompt": "c114-l3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your priority is cost predictability and scale: **Cloudflare** is hard to beat."}, {"id": "mai-20260917-0922-baseline|c114-l3|google-small|Akamai (Prolexic & App & API Protector)", "prompt": "c114-l3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai (Prolexic & App & API Protector)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akamai Prolexic** or **Radware** are the industry standards."}, {"id": "mai-20260917-0922-baseline|c114-l3|google-small|Radware (DefensePro & Cloud DDoS Protection)", "prompt": "c114-l3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware (DefensePro & Cloud DDoS Protection)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Radware**'s hybrid hardware-to-cloud automated swing is the strongest option"}, {"id": "mai-20260917-0922-baseline|c114-l3|google-small|Imperva (by Thales)", "prompt": "c114-l3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva (by Thales)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: E-commerce platforms, SaaS providers... tight, out-of-the-box integration between their WAF, API protection, and DDoS mitigation."}, {"id": "mai-20260917-0922-baseline|c114-l3|google-small|AWS Shield Advanced", "prompt": "c114-l3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are 100% in a single public cloud: Using **AWS Shield Advanced** ... is highly recommended"}, {"id": "mai-20260917-0922-baseline|c114-l3|google-small|Azure DDoS", "prompt": "c114-l3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Azure DDoS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Azure DDoS Protection** is highly recommended for its zero-latency implementation"}, {"id": "mai-20260917-0922-baseline|c114-l3|google-small|Google Cloud Armor", "prompt": "c114-l3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud-Native Alternatives (Azure DDoS, Google Cloud Armor)"}, {"id": "mai-20260917-0922-baseline|c114-l3|meta-small|Cloudflare", "prompt": "c114-l3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is considered the best overall for most businesses and online services"}, {"id": "mai-20260917-0922-baseline|c114-l3|meta-small|Akamai Prolexic", "prompt": "c114-l3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Akamai Prolexic is best for large enterprises and high-risk targets"}, {"id": "mai-20260917-0922-baseline|c114-l3|meta-small|Imperva", "prompt": "c114-l3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Imperva is recommended for organizations that require a written mitigation SLA"}, {"id": "mai-20260917-0922-baseline|c114-l3|meta-small|AWS Shield", "prompt": "c114-l3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top enterprise-grade DDoS protection services are Cloudflare, Akamai Prolexic, Imperva, AWS Shield, Radware"}, {"id": "mai-20260917-0922-baseline|c114-l3|meta-small|Radware", "prompt": "c114-l3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Imperva, AWS Shield, Radware, CDNetworks, Fastly, Nexusguard, and F5"}, {"id": "mai-20260917-0922-baseline|c114-l3|meta-small|CDNetworks", "prompt": "c114-l3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "CDNetworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Radware, CDNetworks, Fastly, Nexusguard, and F5"}, {"id": "mai-20260917-0922-baseline|c114-l3|meta-small|Fastly", "prompt": "c114-l3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CDNetworks, Fastly, Nexusguard, and F5"}, {"id": "mai-20260917-0922-baseline|c114-l3|meta-small|Nexusguard", "prompt": "c114-l3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Nexusguard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fastly, Nexusguard, and F5"}, {"id": "mai-20260917-0922-baseline|c114-l3|meta-small|F5", "prompt": "c114-l3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "F5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Nexusguard, and F5"}, {"id": "mai-20260917-0922-baseline|c114-l3|minimax-small|Cloudflare", "prompt": "c114-l3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most enterprises | **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c114-l3|minimax-small|Akamai Prolexic", "prompt": "c114-l3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise with SLA requirements | **Akamai Prolexic**"}, {"id": "mai-20260917-0922-baseline|c114-l3|minimax-small|Imperva", "prompt": "c114-l3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Written mitigation SLA needed | **Imperva**"}, {"id": "mai-20260917-0922-baseline|c114-l3|minimax-small|AWS Shield", "prompt": "c114-l3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS-native infrastructure | **AWS Shield Advanced**"}, {"id": "mai-20260917-0922-baseline|c114-l3|minimax-small|Azure DDoS", "prompt": "c114-l3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Azure DDoS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure-native infrastructure | **Azure DDoS Network Protection**"}, {"id": "mai-20260917-0922-baseline|c114-l3|minimax-small|Gcore", "prompt": "c114-l3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Gcore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Gaming/FinTech**: Gcore (BYOIP support)"}, {"id": "mai-20260917-0922-baseline|c114-l3|minimax-small|Google", "prompt": "c114-l3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**AWS/Azure/Google**: Native cloud integration"}, {"id": "mai-20260917-0922-baseline|c114-l3|mistral-small|Cloudflare", "prompt": "c114-l3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Most organizations, especially those seeking a balance of high capacity, speed, and cost predictability."}, {"id": "mai-20260917-0922-baseline|c114-l3|mistral-small|Akamai (Prolexic)", "prompt": "c114-l3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai (Prolexic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Enterprises that require the highest published uptime commitments and enterprise scrubbing."}, {"id": "mai-20260917-0922-baseline|c114-l3|mistral-small|Imperva", "prompt": "c114-l3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Organizations needing instant, high-capacity DDoS mitigation with a written mitigation SLA."}, {"id": "mai-20260917-0922-baseline|c114-l3|mistral-small|AWS Shield Advanced", "prompt": "c114-l3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprises running on AWS infrastructure."}, {"id": "mai-20260917-0922-baseline|c114-l3|mistral-small|Radware", "prompt": "c114-l3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Tailored, scalable DDoS protection solutions."}, {"id": "mai-20260917-0922-baseline|c114-l3|mistral-small|GCore", "prompt": "c114-l3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "GCore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: High-risk verticals like iGaming and FinTech, especially with Bring Your Own IP (BYOIP) requirements."}, {"id": "mai-20260917-0922-baseline|c114-l3|mistral-small|Microsoft Azure DDoS Protection", "prompt": "c114-l3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Microsoft Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Enterprises using Azure-native stacks."}, {"id": "mai-20260917-0922-baseline|c114-l3|moonshot-small|Cloudflare", "prompt": "c114-l3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** General enterprise use, high-volume mitigation, and cost predictability."}, {"id": "mai-20260917-0922-baseline|c114-l3|moonshot-small|Akamai Prolexic", "prompt": "c114-l3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best-in-class **mitigation SLA** and white-glove managed service."}, {"id": "mai-20260917-0922-baseline|c114-l3|moonshot-small|Imperva", "prompt": "c114-l3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong when audit and compliance teams require documented SLAs."}, {"id": "mai-20260917-0922-baseline|c114-l3|moonshot-small|AWS Shield Advanced", "prompt": "c114-l3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your workloads are already in AWS, this is operationally the simplest fit."}, {"id": "mai-20260917-0922-baseline|c114-l3|moonshot-small|Azure DDoS Protection (Network Protection)", "prompt": "c114-l3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Azure DDoS Protection (Network Protection)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "though reporting and L7 integration are considered weaker than competitors"}, {"id": "mai-20260917-0922-baseline|c114-l3|moonshot-small|Radware (DefensePro / Cloud DDoS Protection)", "prompt": "c114-l3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware (DefensePro / Cloud DDoS Protection)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strongest option if you need a **hybrid model**"}, {"id": "mai-20260917-0922-baseline|c114-l3|moonshot-small|Gcore", "prompt": "c114-l3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Excellent BYOIP support and specialized scrubbing for high-risk industries."}, {"id": "mai-20260917-0922-baseline|c114-l3|openai-small|Cloudflare", "prompt": "c114-l3", "model": "openai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is very strong if you want a highly automated, globally distributed service that can protect both websites and network infrastructure"}, {"id": "mai-20260917-0922-baseline|c114-l3|openai-small|AWS Shield Advanced", "prompt": "c114-l3", "model": "openai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS Shield Advanced is the most natural choice if your apps are deeply embedded in AWS."}, {"id": "mai-20260917-0922-baseline|c114-l3|openai-small|Akamai Prolexic", "prompt": "c114-l3", "model": "openai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Akamai's strength is enterprise-scale mitigation for complex network topologies"}, {"id": "mai-20260917-0922-baseline|c114-l3|openai-small|Imperva DDoS Protection", "prompt": "c114-l3", "model": "openai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva DDoS Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "I wasn't able to pull a current primary-source product page from Imperva in this search run, so I'll avoid overclaiming specific current features."}, {"id": "mai-20260917-0922-baseline|c114-l3|openai-small|NETSCOUT Arbor Edge Defense / Arbor products", "prompt": "c114-l3", "model": "openai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "NETSCOUT Arbor Edge Defense / Arbor products", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "I didn't fetch a current primary source for Arbor in this pass either, so I don't want to state specifics without verification."}, {"id": "mai-20260917-0922-baseline|c114-l3|xai-small|Cloudflare", "prompt": "c114-l3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** (Rank #1 in most reviews) ... Massive scale, integrated WAF/CDN/bot mgmt, no surge fees"}, {"id": "mai-20260917-0922-baseline|c114-l3|xai-small|Akamai Prolexic", "prompt": "c114-l3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Managed/High-SLA**: Akamai Prolexic (SOC + SLAs)."}, {"id": "mai-20260917-0922-baseline|c114-l3|xai-small|Imperva", "prompt": "c114-l3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hybrid/On-Prem**: Radware or Imperva."}, {"id": "mai-20260917-0922-baseline|c114-l3|xai-small|AWS Shield Advanced", "prompt": "c114-l3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS-only, metered beyond base | AWS-hosted enterprises"}, {"id": "mai-20260917-0922-baseline|c114-l3|xai-small|Radware", "prompt": "c114-l3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Hybrid/On-Prem**: Radware or Imperva."}, {"id": "mai-20260917-0922-baseline|c114-l3|xai-small|Azure DDoS Protection", "prompt": "c114-l3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Auto-tuning, Microsoft telemetry | Azure-only | Azure workloads"}, {"id": "mai-20260917-0922-baseline|c114-l3|xai-small|Google Cloud Armor", "prompt": "c114-l3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Zero-day ML, low latency | GCP-only | GCP apps, adaptive threats"}, {"id": "mai-20260917-0922-baseline|c114-l3|zai-small|Cloudflare", "prompt": "c114-l3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is the strongest starting point for most organizations due to its always-on, unmetered mitigation"}, {"id": "mai-20260917-0922-baseline|c114-l3|zai-small|Akamai Prolexic", "prompt": "c114-l3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "remains the enterprise scrubbing standard for organizations needing a dedicated SOC and strong SLAs"}, {"id": "mai-20260917-0922-baseline|c114-l3|zai-small|Imperva", "prompt": "c114-l3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Imperva excels in compliance-heavy environments requiring documented SLAs"}, {"id": "mai-20260917-0922-baseline|c114-l3|zai-small|AWS Shield Advanced", "prompt": "c114-l3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Workloads running exclusively on AWS or heavily integrated with AWS services"}, {"id": "mai-20260917-0922-baseline|c114-l3|zai-small|Radware", "prompt": "c114-l3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "offer specialized solutions for specific industries or traffic patterns"}, {"id": "mai-20260917-0922-baseline|c114-l3|zai-small|CDNetworks", "prompt": "c114-l3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "CDNetworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High-velocity traffic (gaming, streaming)"}, {"id": "mai-20260917-0922-baseline|c114-l3|zai-small|Gcore", "prompt": "c114-l3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need BYOIP for high-risk verticals, consider Gcore"}, {"id": "mai-20260917-0922-baseline|c114-l3|zai-small|Azure DDoS Protection", "prompt": "c114-l3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you're using Azure, choose Azure DDoS Protection"}, {"id": "mai-20260917-0922-baseline|c114-l3|zai-small|Fastly", "prompt": "c114-l3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for Edge-Centric DDoS Protection"}, {"id": "mai-20260917-0922-baseline|c114-l3|zai-small|Nexusguard", "prompt": "c114-l3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Nexusguard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "provide flexible, hybrid options for complex or multi-cloud environments"}, {"id": "mai-20260917-0922-baseline|c114-l3|zai-small|F5", "prompt": "c114-l3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "F5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Organizations already using F5 ADCs who want integrated DDoS protection"}, {"id": "mai-20260917-0922-baseline|c114-l3|zai-small|Vercara", "prompt": "c114-l3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Vercara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for Wide-Range Defense Across Infrastructures"}, {"id": "mai-20260917-0922-baseline|c114-l3|zai-small|NetScout", "prompt": "c114-l3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "NetScout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Best for Hybrid, Adaptable DDoS Solutions"}, {"id": "mai-20260917-0922-baseline|c114-l3|zai-small|Ribbon", "prompt": "c114-l3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Ribbon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Best for Advanced Detection & Policing"}, {"id": "mai-20260917-0922-baseline|c114-l4|alibaba-small|Cloudflare (Enterprise Tier)", "prompt": "c114-l4", "model": "alibaba-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare (Enterprise Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Choice: Cloudflare (Enterprise Plan)"}, {"id": "mai-20260917-0922-baseline|c114-l4|alibaba-small|Akamai", "prompt": "c114-l4", "model": "alibaba-small", "cat": "ddos-protection", "variant": "budget", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Old Guard\" Industry Leader: Akamai ... gold standard for massive enterprise stability but come with higher complexity."}, {"id": "mai-20260917-0922-baseline|c114-l4|alibaba-small|F5 (Broadcom)", "prompt": "c114-l4", "model": "alibaba-small", "cat": "ddos-protection", "variant": "budget", "raw": "F5 (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Capital Expenditure Approach: F5 (Broadcom) or Imperva ... Cons: High CapEx"}, {"id": "mai-20260917-0922-baseline|c114-l4|alibaba-small|Imperva", "prompt": "c114-l4", "model": "alibaba-small", "cat": "ddos-protection", "variant": "budget", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Capital Expenditure Approach: F5 (Broadcom) or Imperva"}, {"id": "mai-20260917-0922-baseline|c114-l4|alibaba-small|AWS Shield Advanced", "prompt": "c114-l4", "model": "alibaba-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they can suffer from cost unpredictability if not carefully configured"}, {"id": "mai-20260917-0922-baseline|c114-l4|alibaba-small|Azure DDoS Protection", "prompt": "c114-l4", "model": "alibaba-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Why \"Pay-As-You-Go\" (AWS/Azure) is Risky"}, {"id": "mai-20260917-0922-baseline|c114-l4|anthropic-small|Cloudflare", "prompt": "c114-l4", "model": "anthropic-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare (Best Overall for Predictable Costs)"}, {"id": "mai-20260917-0922-baseline|c114-l4|anthropic-small|Akamai Prolexic", "prompt": "c114-l4", "model": "anthropic-small", "cat": "ddos-protection", "variant": "budget", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "provides premium managed services if budget allows"}, {"id": "mai-20260917-0922-baseline|c114-l4|anthropic-small|Azure DDoS Protection", "prompt": "c114-l4", "model": "anthropic-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cloudflare** or **Azure DDoS Protection** offer the most straightforward predictable pricing"}, {"id": "mai-20260917-0922-baseline|c114-l4|challenger-small|Cloudflare", "prompt": "c114-l4", "model": "challenger-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is the strongest default choice"}, {"id": "mai-20260917-0922-baseline|c114-l4|challenger-small|AWS Shield Advanced", "prompt": "c114-l4", "model": "challenger-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS Shield Advanced** is also worth considering because it is described as having a **fixed monthly cost**"}, {"id": "mai-20260917-0922-baseline|c114-l4|challenger-small|Akamai Prolexic", "prompt": "c114-l4", "model": "challenger-small", "cat": "ddos-protection", "variant": "budget", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Akamai Prolexic** is the main alternative"}, {"id": "mai-20260917-0922-baseline|c114-l4|deepseek-small|Cloudflare (Enterprise/Contract tier)", "prompt": "c114-l4", "model": "deepseek-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare (Enterprise/Contract tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Cloudflare (Enterprise/Contract tier)"}, {"id": "mai-20260917-0922-baseline|c114-l4|deepseek-small|AWS Shield Advanced", "prompt": "c114-l4", "model": "deepseek-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Reserve **AWS Shield Advanced** if you're all-in on AWS and want a simple flat subscription."}, {"id": "mai-20260917-0922-baseline|c114-l4|deepseek-small|Azure DDoS Protection", "prompt": "c114-l4", "model": "deepseek-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flat ~**$2,944/month** per plan | High | Companies on Azure; fixed monthly charge"}, {"id": "mai-20260917-0922-baseline|c114-l4|deepseek-small|Fastly DDoS", "prompt": "c114-l4", "model": "deepseek-small", "cat": "ddos-protection", "variant": "budget", "raw": "Fastly DDoS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "\"Zero Attack Fees\" — billed only on legitimate traffic | High"}, {"id": "mai-20260917-0922-baseline|c114-l4|deepseek-small|Akamai Prolexic", "prompt": "c114-l4", "model": "deepseek-small", "cat": "ddos-protection", "variant": "budget", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but it's the most expensive and less cost-predictable"}, {"id": "mai-20260917-0922-baseline|c114-l4|google-small|Cloudflare One (Cloudflare Zero Trust)", "prompt": "c114-l4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare One (Cloudflare Zero Trust)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Cloudflare One (Cloudflare Zero Trust)"}, {"id": "mai-20260917-0922-baseline|c114-l4|google-small|Cloudflare Enterprise (Magic Transit & WAF)", "prompt": "c114-l4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare Enterprise (Magic Transit & WAF)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Pick for Multi-Cloud/Hybrid: Cloudflare Enterprise (Magic Transit & WAF)... the industry standard for cost predictability"}, {"id": "mai-20260917-0922-baseline|c114-l4|google-small|AWS Shield Advanced", "prompt": "c114-l4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Pick for AWS-Native Infrastructure: AWS Shield Advanced"}, {"id": "mai-20260917-0922-baseline|c114-l4|google-small|Azure DDoS Network Protection", "prompt": "c114-l4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS Network Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top Pick for Azure-Native Infrastructure: Azure DDoS Network Protection"}, {"id": "mai-20260917-0922-baseline|c114-l4|meta-small|Cloudflare", "prompt": "c114-l4", "model": "meta-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best DDoS protection service for a large company that needs predictable total cost across thousands of users is Cloudflare."}, {"id": "mai-20260917-0922-baseline|c114-l4|meta-small|Akamai Prolexic", "prompt": "c114-l4", "model": "meta-small", "cat": "ddos-protection", "variant": "budget", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Akamai Prolexic is best for large enterprises with dedicated needs"}, {"id": "mai-20260917-0922-baseline|c114-l4|meta-small|AWS Shield", "prompt": "c114-l4", "model": "meta-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS Shield and Azure DDoS Protection are best for AWS-native and Azure-native workloads, respectively."}, {"id": "mai-20260917-0922-baseline|c114-l4|meta-small|Azure DDoS Protection", "prompt": "c114-l4", "model": "meta-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS Shield and Azure DDoS Protection are best for AWS-native and Azure-native workloads, respectively."}, {"id": "mai-20260917-0922-baseline|c114-l4|minimax-small|Cloudflare", "prompt": "c114-l4", "model": "minimax-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Cloudflare** (for most large organizations)"}, {"id": "mai-20260917-0922-baseline|c114-l4|minimax-small|AWS Shield Advanced", "prompt": "c114-l4", "model": "minimax-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd recommend getting quotes from **Cloudflare (Enterprise)** and **AWS Shield Advanced** (if you're on AWS)"}, {"id": "mai-20260917-0922-baseline|c114-l4|minimax-small|Azure DDoS Protection", "prompt": "c114-l4", "model": "minimax-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "$2,944/month | Flat (covers 100 IPs) | Azure-native workloads"}, {"id": "mai-20260917-0922-baseline|c114-l4|minimax-small|Akamai Prolexic", "prompt": "c114-l4", "model": "minimax-small", "cat": "ddos-protection", "variant": "budget", "raw": "Akamai Prolexic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "$10,000+/month | Enterprise custom | Maximum enterprise scrubbing"}, {"id": "mai-20260917-0922-baseline|c114-l4|mistral-small|Cloudflare", "prompt": "c114-l4", "model": "mistral-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** stands out as the best DDoS protection service"}, {"id": "mai-20260917-0922-baseline|c114-l4|mistral-small|AWS Shield", "prompt": "c114-l4", "model": "mistral-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "comparison with other enterprise-focused providers like AWS Shield or Radware?"}, {"id": "mai-20260917-0922-baseline|c114-l4|mistral-small|Radware", "prompt": "c114-l4", "model": "mistral-small", "cat": "ddos-protection", "variant": "budget", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "comparison with other enterprise-focused providers like AWS Shield or Radware?"}, {"id": "mai-20260917-0922-baseline|c114-l4|moonshot-small|Cloudflare Enterprise", "prompt": "c114-l4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare Enterprise** is the clear recommendation"}, {"id": "mai-20260917-0922-baseline|c114-l4|moonshot-small|Akamai Prolexic", "prompt": "c114-l4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akamai Prolexic** is also strong but typically requires more complex contract negotiation"}, {"id": "mai-20260917-0922-baseline|c114-l4|moonshot-small|Fastly", "prompt": "c114-l4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fastly | Usage-based | Less predictable"}, {"id": "mai-20260917-0922-baseline|c114-l4|moonshot-small|AWS/Azure", "prompt": "c114-l4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS/Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "AWS/Azure | Usage-based with overages | Variable costs during attacks"}, {"id": "mai-20260917-0922-baseline|c114-l4|openai-small|Cloudflare Enterprise DDoS protection", "prompt": "c114-l4", "model": "openai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare Enterprise DDoS protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Cloudflare Enterprise DDoS protection**"}, {"id": "mai-20260917-0922-baseline|c114-l4|openai-small|Akamai", "prompt": "c114-l4", "model": "openai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A close second is **Akamai**"}, {"id": "mai-20260917-0922-baseline|c114-l4|openai-small|AWS Shield Advanced", "prompt": "c114-l4", "model": "openai-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "I would **not** pick **AWS Shield Advanced** if your primary goal is a fully predictable bill"}, {"id": "mai-20260917-0922-baseline|c114-l4|xai-small|Cloudflare", "prompt": "c114-l4", "model": "xai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare (Enterprise plans, such as Magic Transit or Externa) is the best DDoS protection service for a large company needing predictable total costs"}, {"id": "mai-20260917-0922-baseline|c114-l4|xai-small|Akamai Prolexic", "prompt": "c114-l4", "model": "xai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "High (unlimited attacks included) | Excellent (20+ Tbps, managed SOC) | More expensive; sales-negotiated"}, {"id": "mai-20260917-0922-baseline|c114-l4|xai-small|AWS Shield Advanced", "prompt": "c114-l4", "model": "xai-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If cloud-native (e.g., AWS), Shield Advanced is a close #2 with cost protection SLAs."}, {"id": "mai-20260917-0922-baseline|c114-l4|xai-small|Imperva", "prompt": "c114-l4", "model": "xai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Medium (some metered) ... Variable on-demand options; less emphasis on unmetered"}, {"id": "mai-20260917-0922-baseline|c114-l4|zai-small|Cloudflare", "prompt": "c114-l4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Short answer:** Cloudflare is the best fit when you need predictable, per‑user pricing"}, {"id": "mai-20260917-0922-baseline|c114-l4|zai-small|AWS Shield Advanced", "prompt": "c114-l4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS Shield Advanced** or **Azure DDoS Protection** are excellent alternatives with flat monthly fees"}, {"id": "mai-20260917-0922-baseline|c114-l4|zai-small|Azure DDoS Protection", "prompt": "c114-l4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS Shield Advanced** or **Azure DDoS Protection** are excellent alternatives with flat monthly fees"}, {"id": "mai-20260917-0922-baseline|c114-l4|zai-small|Akamai Prolexic", "prompt": "c114-l4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "industry‑leading choice, but expect higher, negotiated costs. Not ideal for per‑user cost predictability."}, {"id": "mai-20260917-0922-baseline|c114-l4|zai-small|Imperva", "prompt": "c114-l4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less transparent than per‑user models... Not ideal for per‑user budgeting."}, {"id": "mai-20260917-0922-baseline|c114-l5|alibaba-small|Cloudflare (Enterprise Plan)", "prompt": "c114-l5", "model": "alibaba-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare (Enterprise Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare (Enterprise Plan): Best for: Most modern companies with cloud-native stacks. Pros: High capacity (500 Tbps), unmetered fixed pricing (very procurement-friendly), excellent UI."}, {"id": "mai-20260917-0922-baseline|c114-l5|alibaba-small|Akamai Prolexic", "prompt": "c114-l5", "model": "alibaba-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Traditional enterprises with complex legacy infrastructure or strict regulatory requirements (Finance/Healthcare)."}, {"id": "mai-20260917-0922-baseline|c114-l5|alibaba-small|Imperva / F5 (Advanced WAF/DDoS)", "prompt": "c114-l5", "model": "alibaba-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva / F5 (Advanced WAF/DDoS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Organizations that already use them for WAF ... and want to consolidate vendors."}, {"id": "mai-20260917-0922-baseline|c114-l5|deepseek-small|Akamai Prolexic", "prompt": "c114-l5", "model": "deepseek-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai Prolexic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The premium enterprise tier (e.g., Akamai Prolexic) offers a 100% uptime SLA with zero-second mitigation."}, {"id": "mai-20260917-0922-baseline|c114-l5|deepseek-small|Cloudflare", "prompt": "c114-l5", "model": "deepseek-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "near-universal among credible enterprise DDoS vendors (Cloudflare, Akamai Prolexic, AWS Shield, Gcore, Imperva, etc.)"}, {"id": "mai-20260917-0922-baseline|c114-l5|deepseek-small|AWS Shield", "prompt": "c114-l5", "model": "deepseek-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "credible enterprise DDoS vendors (Cloudflare, Akamai Prolexic, AWS Shield, Gcore, Imperva, etc.)"}, {"id": "mai-20260917-0922-baseline|c114-l5|deepseek-small|Gcore", "prompt": "c114-l5", "model": "deepseek-small", "cat": "ddos-protection", "variant": "scale", "raw": "Gcore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "credible enterprise DDoS vendors (Cloudflare, Akamai Prolexic, AWS Shield, Gcore, Imperva, etc.)"}, {"id": "mai-20260917-0922-baseline|c114-l5|deepseek-small|Imperva", "prompt": "c114-l5", "model": "deepseek-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "credible enterprise DDoS vendors (Cloudflare, Akamai Prolexic, AWS Shield, Gcore, Imperva, etc.)"}, {"id": "mai-20260917-0922-baseline|c114-l5|google-small|Cloudflare", "prompt": "c114-l5", "model": "google-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "*Anycast (e.g., Cloudflare, Fastly):* Traffic is routed to the nearest edge node"}, {"id": "mai-20260917-0922-baseline|c114-l5|google-small|Fastly", "prompt": "c114-l5", "model": "google-small", "cat": "ddos-protection", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "*Anycast (e.g., Cloudflare, Fastly):*"}, {"id": "mai-20260917-0922-baseline|c114-l5|google-small|Akamai", "prompt": "c114-l5", "model": "google-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*Scrubbing Centers (e.g., Akamai, Imperva, Link11):*"}, {"id": "mai-20260917-0922-baseline|c114-l5|google-small|Imperva", "prompt": "c114-l5", "model": "google-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "*Scrubbing Centers (e.g., Akamai, Imperva, Link11):*"}, {"id": "mai-20260917-0922-baseline|c114-l5|google-small|Link11", "prompt": "c114-l5", "model": "google-small", "cat": "ddos-protection", "variant": "scale", "raw": "Link11", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*Scrubbing Centers (e.g., Akamai, Imperva, Link11):*"}, {"id": "mai-20260917-0922-baseline|c114-l5|meta-small|Cloudflare DDoS Protection", "prompt": "c114-l5", "model": "meta-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare DDoS Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare DDoS Protection is a good example, as it offers SSO/SAML, MFA, encryption, audit logs, RBAC, SOC 2, ISO 27001, and GDPR compliance."}, {"id": "mai-20260917-0922-baseline|c114-l5|meta-small|Akamai Prolexic", "prompt": "c114-l5", "model": "meta-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Some top DDoS protection services to consider based on these criteria include: - Cloudflare DDoS Protection - Akamai Prolexic"}, {"id": "mai-20260917-0922-baseline|c114-l5|meta-small|AWS Shield", "prompt": "c114-l5", "model": "meta-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS Shield (if your infrastructure is already on AWS)"}, {"id": "mai-20260917-0922-baseline|c114-l5|meta-small|Cosmic Guard", "prompt": "c114-l5", "model": "meta-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cosmic Guard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cosmic Guard (for its financially-backed mitigation SLA and custom integrations)"}, {"id": "mai-20260917-0922-baseline|c114-l5|moonshot-small|Cloudflare", "prompt": "c114-l5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** | Most organizations | 500 Tbps network, always-on, free tier available, strong WAF integration | Can be expensive at scale"}, {"id": "mai-20260917-0922-baseline|c114-l5|moonshot-small|Akamai Prolexic", "prompt": "c114-l5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akamai Prolexic** | Large enterprises, regulated industries | Managed scrubbing team, strong SLAs | No free tier; premium pricing"}, {"id": "mai-20260917-0922-baseline|c114-l5|moonshot-small|AWS Shield Advanced", "prompt": "c114-l5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS Shield Advanced** | AWS-native infrastructure | Tight AWS integration, cost protection | Only for AWS; requires 1-year commit"}, {"id": "mai-20260917-0922-baseline|c114-l5|moonshot-small|Imperva", "prompt": "c114-l5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Imperva** | Compliance-focused orgs | Strong SLA guarantees, good application-layer protection | Smaller network than Cloudflare/Akamai"}, {"id": "mai-20260917-0922-baseline|c114-l5|moonshot-small|Azure DDoS Protection", "prompt": "c114-l5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Azure DDoS Protection** | Microsoft-heavy environments | Native Azure integration | Best for Azure-only shops"}, {"id": "mai-20260917-0922-baseline|c114-l5|xai-small|Cloudflare (Magic Transit/Enterprise)", "prompt": "c114-l5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare (Magic Transit/Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Shortlist 3-4**: Cloudflare/Akamai/Imperva (strong on compliance/SSO)."}, {"id": "mai-20260917-0922-baseline|c114-l5|xai-small|Akamai Prolexic", "prompt": "c114-l5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai Prolexic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Shortlist 3-4**: Cloudflare/Akamai/Imperva (strong on compliance/SSO)."}, {"id": "mai-20260917-0922-baseline|c114-l5|xai-small|Imperva", "prompt": "c114-l5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Shortlist 3-4**: Cloudflare/Akamai/Imperva (strong on compliance/SSO)."}, {"id": "mai-20260917-0922-baseline|c114-l5|xai-small|AWS Shield Advanced", "prompt": "c114-l5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top shortlist candidates from recent analyses (2024-2026): Cloudflare (Magic Transit/Enterprise), Akamai Prolexic, Imperva, AWS Shield Advanced, Fastly/EdgeOne, Radware"}, {"id": "mai-20260917-0922-baseline|c114-l5|xai-small|Fastly/EdgeOne", "prompt": "c114-l5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Fastly/EdgeOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top shortlist candidates ... Fastly/EdgeOne, Radware"}, {"id": "mai-20260917-0922-baseline|c114-l5|xai-small|Radware", "prompt": "c114-l5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top shortlist candidates ... Fastly/EdgeOne, Radware—most carry SOC 2 Type II"}, {"id": "mai-20260917-0922-baseline|c114-l6|alibaba-small|Gcore", "prompt": "c114-l6", "model": "alibaba-small", "cat": "ddos-protection", "variant": "negative", "raw": "Gcore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "such as recent complaints against Gcore\\u2019s support responsiveness for premium tiers"}, {"id": "mai-20260917-0922-baseline|c114-l6|deepseek-small|Cloudflare", "prompt": "c114-l6", "model": "deepseek-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Look for vendors that explicitly offer **unmetered mitigation** (e.g., Cloudflare, AWS Shield)"}, {"id": "mai-20260917-0922-baseline|c114-l6|deepseek-small|AWS Shield", "prompt": "c114-l6", "model": "deepseek-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Look for vendors that explicitly offer **unmetered mitigation** (e.g., Cloudflare, AWS Shield)"}, {"id": "mai-20260917-0922-baseline|c114-l6|google-small|Akamai Prolexic", "prompt": "c114-l6", "model": "google-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Enterprises need protocol-agnostic, network-layer protection (using BGP Anycast ... such as Akamai Prolexic or Cloudflare Magic Transit)"}, {"id": "mai-20260917-0922-baseline|c114-l6|google-small|Cloudflare Magic Transit", "prompt": "c114-l6", "model": "google-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare Magic Transit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "such as Akamai Prolexic or Cloudflare Magic Transit"}, {"id": "mai-20260917-0922-baseline|c114-l6|google-small|Radware", "prompt": "c114-l6", "model": "google-small", "cat": "ddos-protection", "variant": "negative", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprises should only trust Tier-1 global networks (e.g., Akamai, Cloudflare, AWS, Radware)"}, {"id": "mai-20260917-0922-baseline|c114-l6|google-small|AWS Shield", "prompt": "c114-l6", "model": "google-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "standard AWS Shield is free and built-in, but it only protects against basic infrastructure attacks"}, {"id": "mai-20260917-0922-baseline|c114-l6|google-small|Google Cloud Armor Plus", "prompt": "c114-l6", "model": "google-small", "cat": "ddos-protection", "variant": "negative", "raw": "Google Cloud Armor Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you must budget for their premium security tiers (e.g., AWS Shield Advanced, Google Cloud Armor Plus, or Azure DDoS Network Protection)"}, {"id": "mai-20260917-0922-baseline|c114-l6|google-small|Azure DDoS Network Protection", "prompt": "c114-l6", "model": "google-small", "cat": "ddos-protection", "variant": "negative", "raw": "Azure DDoS Network Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "you must budget for their premium security tiers (e.g., AWS Shield Advanced, Google Cloud Armor Plus, or Azure DDoS Network Protection)"}, {"id": "mai-20260917-0922-baseline|c114-l6|meta-small|Cloudflare", "prompt": "c114-l6", "model": "meta-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloudflare is considered the best overall DDoS protection service provider"}, {"id": "mai-20260917-0922-baseline|c114-l6|meta-small|Akamai Prolexic", "prompt": "c114-l6", "model": "meta-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Akamai Prolexic is recommended for large enterprises that need a contractually guaranteed mitigation SLA"}, {"id": "mai-20260917-0922-baseline|c114-l6|meta-small|AWS Shield", "prompt": "c114-l6", "model": "meta-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AWS Shield is suitable for AWS-native workloads."}, {"id": "mai-20260917-0922-baseline|c114-l6|meta-small|Radware", "prompt": "c114-l6", "model": "meta-small", "cat": "ddos-protection", "variant": "negative", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some services, such as Radware and Imperva, offer tailored and scalable DDoS protection solutions"}, {"id": "mai-20260917-0922-baseline|c114-l6|meta-small|Imperva", "prompt": "c114-l6", "model": "meta-small", "cat": "ddos-protection", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "some services, such as Radware and Imperva, offer tailored and scalable DDoS protection solutions"}, {"id": "mai-20260917-0922-baseline|c114-l6|minimax-small|AWS Shield", "prompt": "c114-l6", "model": "minimax-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "\"Only works with AWS\" (e.g., AWS Shield) ... If you rely solely on a single cloud's DDoS service, a cloud-region problem can knock out both your application and its protection"}, {"id": "mai-20260917-0922-baseline|c114-l6|minimax-small|NETSCOUT Arbor", "prompt": "c114-l6", "model": "minimax-small", "cat": "ddos-protection", "variant": "negative", "raw": "NETSCOUT Arbor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Many large enterprises pair an on-prem or cloud-agnostic solution (e.g., NETSCOUT Arbor, Radware Cloud DDoS, or Akamai Prolexic)"}, {"id": "mai-20260917-0922-baseline|c114-l6|minimax-small|Radware Cloud DDoS", "prompt": "c114-l6", "model": "minimax-small", "cat": "ddos-protection", "variant": "negative", "raw": "Radware Cloud DDoS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "pair an on-prem or cloud-agnostic solution (e.g., NETSCOUT Arbor, Radware Cloud DDoS, or Akamai Prolexic)"}, {"id": "mai-20260917-0922-baseline|c114-l6|minimax-small|Akamai Prolexic", "prompt": "c114-l6", "model": "minimax-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "pair an on-prem or cloud-agnostic solution (e.g., NETSCOUT Arbor, Radware Cloud DDoS, or Akamai Prolexic)"}, {"id": "mai-20260917-0922-baseline|c114-l6|minimax-small|Cloudflare", "prompt": "c114-l6", "model": "minimax-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Widespread outage on 18 Nov 2025 (≈ 6 hours) caused by an internal logic error in their bot-management system."}, {"id": "mai-20260917-0922-baseline|c114-l6|minimax-small|Fastly", "prompt": "c114-l6", "model": "minimax-small", "cat": "ddos-protection", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "with an edge-only CDN (Cloudflare, Fastly) to avoid a single point of failure"}, {"id": "mai-20260917-0922-baseline|c114-l6|minimax-small|Azure DDoS", "prompt": "c114-l6", "model": "minimax-small", "cat": "ddos-protection", "variant": "negative", "raw": "Azure DDoS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Outages tied to the cloud provider's own networking issues (e.g., regional VPC failures)."}, {"id": "mai-20260917-0922-baseline|c114-l6|minimax-small|Google Cloud Armor", "prompt": "c114-l6", "model": "minimax-small", "cat": "ddos-protection", "variant": "negative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Outages tied to the cloud provider's own networking issues (e.g., regional VPC failures)."}, {"id": "mai-20260917-0922-baseline|c114-l6|minimax-small|Imperva", "prompt": "c114-l6", "model": "minimax-small", "cat": "ddos-protection", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Public discussion of \"traffic-control\" limitations after multi-hour platform outages in 2024-2025."}, {"id": "mai-20260917-0922-baseline|c114-l6|mistral-small|Nexusguard", "prompt": "c114-l6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "Nexusguard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Ranked lower in capacity, speed, and cost clarity, making it less suitable for large-scale enterprise needs"}, {"id": "mai-20260917-0922-baseline|c114-l6|mistral-small|F5 (formerly part of Arbor Networks)", "prompt": "c114-l6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "F5 (formerly part of Arbor Networks)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Received lower scores for capacity, speed, and cost clarity, indicating it may not be robust enough for the largest enterprises"}, {"id": "mai-20260917-0922-baseline|c114-l6|mistral-small|CDNetworks", "prompt": "c114-l6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "CDNetworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it scores lower in cost clarity and operational fit, which could be problematic"}, {"id": "mai-20260917-0922-baseline|c114-l6|mistral-small|Radware", "prompt": "c114-l6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "Radware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it scores lower in cost clarity and operational fit compared to top-tier providers"}, {"id": "mai-20260917-0922-baseline|c114-l6|mistral-small|Cloudflare", "prompt": "c114-l6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top-tier alternatives (which most large enterprises should consider instead) include Cloudflare"}, {"id": "mai-20260917-0922-baseline|c114-l6|mistral-small|Akamai Prolexic", "prompt": "c114-l6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top-tier alternatives ... include Cloudflare, Akamai Prolexic"}, {"id": "mai-20260917-0922-baseline|c114-l6|mistral-small|Imperva", "prompt": "c114-l6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Top-tier alternatives ... Imperva"}, {"id": "mai-20260917-0922-baseline|c114-l6|mistral-small|AWS Shield", "prompt": "c114-l6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Top-tier alternatives ... AWS Shield"}, {"id": "mai-20260917-0922-baseline|c114-l6|mistral-small|Azure DDoS Protection", "prompt": "c114-l6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Top-tier alternatives ... and Azure DDoS Protection"}, {"id": "mai-20260917-0922-baseline|c114-l6|moonshot-small|Webyne", "prompt": "c114-l6", "model": "moonshot-small", "cat": "ddos-protection", "variant": "negative", "raw": "Webyne", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Budget hosts with \"included\" DDoS protection (e.g., Webyne)"}, {"id": "mai-20260917-0922-baseline|c114-l6|moonshot-small|Gcore", "prompt": "c114-l6", "model": "moonshot-small", "cat": "ddos-protection", "variant": "negative", "raw": "Gcore", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Providers with documented severe support failures (e.g., Gcore)"}, {"id": "mai-20260917-0922-baseline|c114-l6|moonshot-small|Cloudflare Magic Transit", "prompt": "c114-l6", "model": "moonshot-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare Magic Transit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "specifically noted as being bandwidth-based, where overages can escalate costs dramatically during a large attack"}, {"id": "mai-20260917-0922-baseline|c114-l6|moonshot-small|Akamai", "prompt": "c114-l6", "model": "moonshot-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Has experienced significant incidents, including a Prolexic Routed 3.0 routing table failure (2021) and Bot Manager false positives"}, {"id": "mai-20260917-0922-baseline|c114-l6|moonshot-small|Cloudflare", "prompt": "c114-l6", "model": "moonshot-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it suffered a major global outage in November 2025"}, {"id": "mai-20260917-0922-baseline|c114-l6|xai-small|Cloudflare", "prompt": "c114-l6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Stick to top-ranked options like **Akamai Prolexic** (best for high-risk enterprises with SOC tuning), **Cloudflare** (unmetered always-on for most)"}, {"id": "mai-20260917-0922-baseline|c114-l6|xai-small|Akamai Prolexic", "prompt": "c114-l6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Akamai Prolexic** (best for high-risk enterprises with SOC tuning)"}, {"id": "mai-20260917-0922-baseline|c114-l6|xai-small|Imperva", "prompt": "c114-l6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leaders in analyst reports like Gartner Peer Insights for DDoS mitigation (e.g., Cloudflare, Akamai Prolexic, Imperva, Radware, NETSCOUT Arbor)"}, {"id": "mai-20260917-0922-baseline|c114-l6|xai-small|Radware", "prompt": "c114-l6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**NETSCOUT Arbor/Radware** (on-prem/hybrid scale)"}, {"id": "mai-20260917-0922-baseline|c114-l6|xai-small|NETSCOUT Arbor", "prompt": "c114-l6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "NETSCOUT Arbor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**NETSCOUT Arbor/Radware** (on-prem/hybrid scale)"}, {"id": "mai-20260917-0922-baseline|c114-l6|xai-small|DDoS-Guard", "prompt": "c114-l6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "DDoS-Guard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Providers to **Avoid**: ... **DDoS-Guard**"}, {"id": "mai-20260917-0922-baseline|c114-l6|xai-small|Gcore DDoS Protection", "prompt": "c114-l6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Gcore DDoS Protection", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Providers to **Avoid**: ... **Gcore DDoS Protection**: Poor support is a recurring theme in G2 reviews"}, {"id": "mai-20260917-0922-baseline|c114-l6|xai-small|Nexusguard", "prompt": "c114-l6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Nexusguard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Providers to **Be Cautious About**: ... e.g., some Nexusguard configurations or appliance-heavy vendors without global anycast"}, {"id": "mai-20260917-0922-baseline|c114-l6|xai-small|AWS Shield Standard", "prompt": "c114-l6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield Standard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Fine as a baseline but insufficient alone for enterprises; lacks always-on L7 protection"}, {"id": "mai-20260917-0922-baseline|c114-l6|xai-small|Azure DDoS Basic", "prompt": "c114-l6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Azure DDoS Basic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Native Cloud DDoS Tools Without Advanced Add-Ons (e.g., AWS Shield Standard, Azure DDoS Basic)"}, {"id": "mai-20260917-0922-baseline|c114-l6|zai-small|DDoS-Guard", "prompt": "c114-l6", "model": "zai-small", "cat": "ddos-protection", "variant": "negative", "raw": "DDoS-Guard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Do not use for mission-critical enterprise infrastructure due to potential geo-blocking and support issues."}, {"id": "mai-20260917-0922-baseline|c114-m1|alibaba-small|Cloudflare", "prompt": "c114-m1", "model": "alibaba-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Cloudflare Enterprise** if you want the best balance of price, performance, and ease of use."}, {"id": "mai-20260917-0922-baseline|c114-m1|alibaba-small|Akamai Prolexic", "prompt": "c114-m1", "model": "alibaba-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Akamai Prolexic** if your B2B services are mission-critical and you need a managed partner"}, {"id": "mai-20260917-0922-baseline|c114-m1|alibaba-small|Imperva", "prompt": "c114-m1", "model": "alibaba-small", "cat": "ddos-protection", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Imperva (Now part of Thales) / StackPath (Best for Hybrid/On-Prem Needs)"}, {"id": "mai-20260917-0922-baseline|c114-m1|alibaba-small|StackPath", "prompt": "c114-m1", "model": "alibaba-small", "cat": "ddos-protection", "variant": "direct", "raw": "StackPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Imperva (Now part of Thales) / StackPath (Best for Hybrid/On-Prem Needs)"}, {"id": "mai-20260917-0922-baseline|c114-m1|alibaba-small|Fastly", "prompt": "c114-m1", "model": "alibaba-small", "cat": "ddos-protection", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider Fastly** if your business model is highly dependent on API speed"}, {"id": "mai-20260917-0922-baseline|c114-m1|alibaba-small|AWS Shield Advanced", "prompt": "c114-m1", "model": "alibaba-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "native shields (AWS Shield Advanced, Azure DDoS Protection) exist, they are often best used as a secondary layer behind a specialized provider"}, {"id": "mai-20260917-0922-baseline|c114-m1|alibaba-small|Azure DDoS Protection", "prompt": "c114-m1", "model": "alibaba-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they are often best used as a secondary layer behind a specialized provider like Cloudflare or Akamai"}, {"id": "mai-20260917-0922-baseline|c114-m1|anthropic-small|Cloudflare", "prompt": "c114-m1", "model": "anthropic-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is the best DDoS protection service for most organizations in 2026"}, {"id": "mai-20260917-0922-baseline|c114-m1|anthropic-small|Flowtriq", "prompt": "c114-m1", "model": "anthropic-small", "cat": "ddos-protection", "variant": "direct", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudflare Pro or Business can be combined with Flowtriq and your cloud provider's built-in protection for a layered defense"}, {"id": "mai-20260917-0922-baseline|c114-m1|anthropic-small|AppTrana", "prompt": "c114-m1", "model": "anthropic-small", "cat": "ddos-protection", "variant": "direct", "raw": "AppTrana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AppTrana** may be worth considering if you prefer a fully managed approach."}, {"id": "mai-20260917-0922-baseline|c114-m1|challenger-small|Cloudflare", "prompt": "c114-m1", "model": "challenger-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Cloudflare** because it is repeatedly identified as the best overall DDoS protection service"}, {"id": "mai-20260917-0922-baseline|c114-m1|challenger-small|LevelBlue (AT&T)", "prompt": "c114-m1", "model": "challenger-small", "cat": "ddos-protection", "variant": "direct", "raw": "LevelBlue (AT&T)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LevelBlue (AT&T)** is listed as \"Best for Mid-market\" in one 2026 ranking"}, {"id": "mai-20260917-0922-baseline|c114-m1|challenger-small|Fastly", "prompt": "c114-m1", "model": "challenger-small", "cat": "ddos-protection", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Fastly** if ultra-low latency and real-time edge mitigation matter most"}, {"id": "mai-20260917-0922-baseline|c114-m1|challenger-small|Akamai", "prompt": "c114-m1", "model": "challenger-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Akamai or Azure/AWS-based protection** if your environment is already deeply tied to those ecosystems"}, {"id": "mai-20260917-0922-baseline|c114-m1|challenger-small|Azure/AWS-based protection", "prompt": "c114-m1", "model": "challenger-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure/AWS-based protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Akamai or Azure/AWS-based protection** if your environment is already deeply tied to those ecosystems"}, {"id": "mai-20260917-0922-baseline|c114-m1|deepseek-small|Cloudflare", "prompt": "c114-m1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is the strongest default choice for most mid-market B2B companies."}, {"id": "mai-20260917-0922-baseline|c114-m1|deepseek-small|Akamai (Prolexic)", "prompt": "c114-m1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai (Prolexic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Enterprise Answer... but notably more expensive and typically geared upmarket."}, {"id": "mai-20260917-0922-baseline|c114-m1|deepseek-small|Imperva", "prompt": "c114-m1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mid-market firms that need a documented SLA for compliance or customer contracts."}, {"id": "mai-20260917-0922-baseline|c114-m1|deepseek-small|AWS Shield (Advanced)", "prompt": "c114-m1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield (Advanced)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Shield Advanced runs ~$3,000/month with annual commitment — this usually overshoots mid-market budgets"}, {"id": "mai-20260917-0922-baseline|c114-m1|deepseek-small|Microsoft Azure DDoS", "prompt": "c114-m1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "Microsoft Azure DDoS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best If You're Already on That Cloud"}, {"id": "mai-20260917-0922-baseline|c114-m1|deepseek-small|Radware", "prompt": "c114-m1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Tailored/Scalable... Flexible, scalable hybrid (on-prem/cloud) solutions"}, {"id": "mai-20260917-0922-baseline|c114-m1|deepseek-small|Sucuri", "prompt": "c114-m1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Budget Option (CMS/Websites)"}, {"id": "mai-20260917-0922-baseline|c114-m1|google-small|Cloudflare", "prompt": "c114-m1", "model": "google-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare: The Best Overall (Most Flexible & Scalable)"}, {"id": "mai-20260917-0922-baseline|c114-m1|google-small|AWS Shield Advanced", "prompt": "c114-m1", "model": "google-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS Shield Advanced / Azure DDoS: Best for Cloud-Native Estates"}, {"id": "mai-20260917-0922-baseline|c114-m1|google-small|Azure DDoS", "prompt": "c114-m1", "model": "google-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If 100% on AWS or Azure, seriously consider AWS Shield Advanced or Azure DDoS Protection."}, {"id": "mai-20260917-0922-baseline|c114-m1|google-small|Fastly", "prompt": "c114-m1", "model": "google-small", "cat": "ddos-protection", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fastly: Best for Developer-First & API-Heavy B2B SaaS"}, {"id": "mai-20260917-0922-baseline|c114-m1|google-small|Imperva", "prompt": "c114-m1", "model": "google-small", "cat": "ddos-protection", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Imperva: Best for Hybrid/On-Prem & Compliance-Heavy Industries"}, {"id": "mai-20260917-0922-baseline|c114-m1|meta-small|LevelBlue (AT&T)", "prompt": "c114-m1", "model": "meta-small", "cat": "ddos-protection", "variant": "direct", "raw": "LevelBlue (AT&T)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best DDoS protection service for a mid-market B2B company is LevelBlue (AT&T)"}, {"id": "mai-20260917-0922-baseline|c114-m1|meta-small|Cloudflare", "prompt": "c114-m1", "model": "meta-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other top DDoS protection services include Cloudflare, AWS Shield, Akamai, and Azure DDoS Protection."}, {"id": "mai-20260917-0922-baseline|c114-m1|meta-small|AWS Shield", "prompt": "c114-m1", "model": "meta-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other top DDoS protection services include Cloudflare, AWS Shield, Akamai, and Azure DDoS Protection."}, {"id": "mai-20260917-0922-baseline|c114-m1|meta-small|Akamai", "prompt": "c114-m1", "model": "meta-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other top DDoS protection services include Cloudflare, AWS Shield, Akamai, and Azure DDoS Protection."}, {"id": "mai-20260917-0922-baseline|c114-m1|meta-small|Azure DDoS Protection", "prompt": "c114-m1", "model": "meta-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other top DDoS protection services include Cloudflare, AWS Shield, Akamai, and Azure DDoS Protection."}, {"id": "mai-20260917-0922-baseline|c114-m1|minimax-small|Cloudflare", "prompt": "c114-m1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Generally considered the best overall choice for mid-market companies in 2026"}, {"id": "mai-20260917-0922-baseline|c114-m1|minimax-small|AWS Shield", "prompt": "c114-m1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your infrastructure is primarily AWS-based"}, {"id": "mai-20260917-0922-baseline|c114-m1|minimax-small|Imperva", "prompt": "c114-m1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for companies needing guaranteed mitigation speed"}, {"id": "mai-20260917-0922-baseline|c114-m1|minimax-small|Radware", "prompt": "c114-m1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good hybrid option if you need on-premise + cloud"}, {"id": "mai-20260917-0922-baseline|c114-m1|minimax-small|Azure DDoS", "prompt": "c114-m1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(AWS Shield/Azure DDoS) as a baseline"}, {"id": "mai-20260917-0922-baseline|c114-m1|minimax-small|Flowtriq", "prompt": "c114-m1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "Flowtriq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider adding **Flowtriq** for per-server detection and forensics"}, {"id": "mai-20260917-0922-baseline|c114-m1|mistral-small|LevelBlue (AT&T)", "prompt": "c114-m1", "model": "mistral-small", "cat": "ddos-protection", "variant": "direct", "raw": "LevelBlue (AT&T)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LevelBlue (AT&T)** stands out as the best overall choice due to its tailored mid-market focus, scalability, and strong review ratings."}, {"id": "mai-20260917-0922-baseline|c114-m1|mistral-small|Radware Cloud DDoS Protection", "prompt": "c114-m1", "model": "mistral-small", "cat": "ddos-protection", "variant": "direct", "raw": "Radware Cloud DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Radware** is a close second for those with more complex or hybrid environments."}, {"id": "mai-20260917-0922-baseline|c114-m1|mistral-small|Cloudflare", "prompt": "c114-m1", "model": "mistral-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "These are also frequently cited as leading solutions, with Cloudflare and AWS Shield being particularly popular"}, {"id": "mai-20260917-0922-baseline|c114-m1|mistral-small|AWS Shield", "prompt": "c114-m1", "model": "mistral-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already using AWS, **AWS Shield Advanced** is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c114-m1|mistral-small|Akamai Prolexic", "prompt": "c114-m1", "model": "mistral-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai Prolexic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "These are also frequently cited as leading solutions"}, {"id": "mai-20260917-0922-baseline|c114-m1|mistral-small|Azure DDoS Protection", "prompt": "c114-m1", "model": "mistral-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shield, Akamai, and Azure DDoS Protection,Best DDoS Mitigation Solutions Reviews 2026"}, {"id": "mai-20260917-0922-baseline|c114-m1|moonshot-small|Cloudflare", "prompt": "c114-m1", "model": "moonshot-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** – Best Overall for Mid-Market"}, {"id": "mai-20260917-0922-baseline|c114-m1|moonshot-small|Imperva (formerly Incapsula)", "prompt": "c114-m1", "model": "moonshot-small", "cat": "ddos-protection", "variant": "direct", "raw": "Imperva (formerly Incapsula)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Imperva** if you're in a regulated industry"}, {"id": "mai-20260917-0922-baseline|c114-m1|moonshot-small|Radware", "prompt": "c114-m1", "model": "moonshot-small", "cat": "ddos-protection", "variant": "direct", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Look at Radware** if you have hybrid infrastructure"}, {"id": "mai-20260917-0922-baseline|c114-m1|moonshot-small|AWS Shield Advanced", "prompt": "c114-m1", "model": "moonshot-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for AWS-Native Companies"}, {"id": "mai-20260917-0922-baseline|c114-m1|moonshot-small|Azure DDoS Protection", "prompt": "c114-m1", "model": "moonshot-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Microsoft Shops"}, {"id": "mai-20260917-0922-baseline|c114-m1|moonshot-small|Akamai Prolexic", "prompt": "c114-m1", "model": "moonshot-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai Prolexic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid Akamai Prolexic** for mid-market unless you have specific enterprise requirements"}, {"id": "mai-20260917-0922-baseline|c114-m1|openai-small|Cloudflare", "prompt": "c114-m1", "model": "openai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best default choice is usually Cloudflare"}, {"id": "mai-20260917-0922-baseline|c114-m1|openai-small|Akamai", "prompt": "c114-m1", "model": "openai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akamai** is often the next best shortlist candidate"}, {"id": "mai-20260917-0922-baseline|c114-m1|openai-small|Fastly", "prompt": "c114-m1", "model": "openai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fastly** can be a strong fit"}, {"id": "mai-20260917-0922-baseline|c114-m1|xai-small|Cloudflare", "prompt": "c114-m1", "model": "xai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is widely regarded as the best DDoS protection service for a mid-market B2B company"}, {"id": "mai-20260917-0922-baseline|c114-m1|xai-small|AWS Shield Advanced", "prompt": "c114-m1", "model": "xai-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're AWS-heavy... Less flexible for non-AWS."}, {"id": "mai-20260917-0922-baseline|c114-m1|xai-small|Imperva", "prompt": "c114-m1", "model": "xai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good for compliance-heavy B2B, but pricier & less value than Cloudflare"}, {"id": "mai-20260917-0922-baseline|c114-m1|xai-small|Akamai Prolexic", "prompt": "c114-m1", "model": "xai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-grade with 24/7 SOC, but overkill/too expensive for mid-market."}, {"id": "mai-20260917-0922-baseline|c114-m1|xai-small|Radware Cloud DDoS", "prompt": "c114-m1", "model": "xai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Radware Cloud DDoS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Solid for hybrid on-prem/cloud, behavioral detection."}, {"id": "mai-20260917-0922-baseline|c114-m1|xai-small|Azure", "prompt": "c114-m1", "model": "xai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Aim for predictable flat fees—avoid metered (e.g., some Azure)."}, {"id": "mai-20260917-0922-baseline|c114-m1|zai-small|Cloudflare", "prompt": "c114-m1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** \\u2013 Best Overall Value"}, {"id": "mai-20260917-0922-baseline|c114-m1|zai-small|AWS Shield", "prompt": "c114-m1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS Shield (Advanced) \\u2013 Best for All\\u2011AWS Workloads**"}, {"id": "mai-20260917-0922-baseline|c114-m1|zai-small|Akamai Prolexic", "prompt": "c114-m1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Akamai Prolexic** remains a strong choice despite higher costs."}, {"id": "mai-20260917-0922-baseline|c114-m1|zai-small|Azure DDoS Protection", "prompt": "c114-m1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Companies fully invested in the Azure ecosystem."}, {"id": "mai-20260917-0922-baseline|c114-m1|zai-small|Google Cloud Armor", "prompt": "c114-m1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "GCP\\u2011centric workloads, already using Cloud CDN"}, {"id": "mai-20260917-0922-baseline|c114-m2|alibaba-small|Cloudflare", "prompt": "c114-m2", "model": "alibaba-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Arounder: **Cloudflare** ... Cloudflare is the industry standard for mid-sized businesses."}, {"id": "mai-20260917-0922-baseline|c114-m2|alibaba-small|Imperva (Incapsola)", "prompt": "c114-m2", "model": "alibaba-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva (Incapsola)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Security & Compliance: **Imperva (Incapsola)** ... Imperva is a strong contender."}, {"id": "mai-20260917-0922-baseline|c114-m2|alibaba-small|AWS Shield", "prompt": "c114-m2", "model": "alibaba-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Single-Vendor Simplicity: **AWS Shield / Azure DDoS Protection**"}, {"id": "mai-20260917-0922-baseline|c114-m2|alibaba-small|Azure DDoS Protection", "prompt": "c114-m2", "model": "alibaba-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Single-Vendor Simplicity: **AWS Shield / Azure DDoS Protection**"}, {"id": "mai-20260917-0922-baseline|c114-m2|alibaba-small|Akamai", "prompt": "c114-m2", "model": "alibaba-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You avoid routing traffic through a third-party CDN (like Cloudflare or Akamai)."}, {"id": "mai-20260917-0922-baseline|c114-m2|alibaba-small|F5 (Radware)", "prompt": "c114-m2", "model": "alibaba-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "F5 (Radware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for On-Premise / Hybrid Environments: **F5 (Radware) or Palo Alto Networks (Arbor)**"}, {"id": "mai-20260917-0922-baseline|c114-m2|alibaba-small|Palo Alto Networks (Arbor)", "prompt": "c114-m2", "model": "alibaba-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Palo Alto Networks (Arbor)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for On-Premise / Hybrid Environments: **F5 (Radware) or Palo Alto Networks (Arbor)**"}, {"id": "mai-20260917-0922-baseline|c114-m2|anthropic-small|Cloudflare", "prompt": "c114-m2", "model": "anthropic-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is generally the best starting point for mid-sized companies."}, {"id": "mai-20260917-0922-baseline|c114-m2|anthropic-small|AWS Shield Advanced", "prompt": "c114-m2", "model": "anthropic-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS Shield Advanced** is worth considering if your infrastructure is already on AWS."}, {"id": "mai-20260917-0922-baseline|c114-m2|anthropic-small|AppTrana", "prompt": "c114-m2", "model": "anthropic-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AppTrana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AppTrana** is specifically built for SMBs and mid-size companies."}, {"id": "mai-20260917-0922-baseline|c114-m2|anthropic-small|Akamai Prolexic", "prompt": "c114-m2", "model": "anthropic-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid overbuying:** Akamai Prolexic is overkill for small to mid-size organizations"}, {"id": "mai-20260917-0922-baseline|c114-m2|challenger-small|Cloudflare", "prompt": "c114-m2", "model": "challenger-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cloudflare** as the default choice"}, {"id": "mai-20260917-0922-baseline|c114-m2|challenger-small|Akamai Prolexic", "prompt": "c114-m2", "model": "challenger-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akamai Prolexic** if downtime is extremely costly and you want dedicated enterprise scrubbing"}, {"id": "mai-20260917-0922-baseline|c114-m2|challenger-small|AWS Shield Advanced", "prompt": "c114-m2", "model": "challenger-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS Shield Advanced** if your entire stack is already in AWS"}, {"id": "mai-20260917-0922-baseline|c114-m2|challenger-small|Radware", "prompt": "c114-m2", "model": "challenger-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Radware** if you need highly customizable, hybrid on-prem/cloud defense"}, {"id": "mai-20260917-0922-baseline|c114-m2|challenger-small|Imperva", "prompt": "c114-m2", "model": "challenger-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Imperva** if you specifically need a contractual mitigation SLA"}, {"id": "mai-20260917-0922-baseline|c114-m2|deepseek-small|Cloudflare", "prompt": "c114-m2", "model": "deepseek-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Cloudflare** is the clear best-value pick."}, {"id": "mai-20260917-0922-baseline|c114-m2|deepseek-small|AWS Shield", "prompt": "c114-m2", "model": "deepseek-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick this **only if your infrastructure already lives in AWS**"}, {"id": "mai-20260917-0922-baseline|c114-m2|deepseek-small|Akamai Prolexic", "prompt": "c114-m2", "model": "deepseek-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Usually overkill for a mid-sized B2B company."}, {"id": "mai-20260917-0922-baseline|c114-m2|deepseek-small|Azure DDoS Protection", "prompt": "c114-m2", "model": "deepseek-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(~$2,944/month) — Only relevant if you're on Azure."}, {"id": "mai-20260917-0922-baseline|c114-m2|google-small|Cloudflare", "prompt": "c114-m2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare is the top overall recommendation for most mid-sized B2B companies**"}, {"id": "mai-20260917-0922-baseline|c114-m2|google-small|Fastly", "prompt": "c114-m2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fastly is an excellent alternative"}, {"id": "mai-20260917-0922-baseline|c114-m2|google-small|AWS Shield Advanced", "prompt": "c114-m2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cloud-Native (AWS/Azure) B2Bs: **AWS Shield Advanced**"}, {"id": "mai-20260917-0922-baseline|c114-m2|google-small|Azure DDoS Protection", "prompt": "c114-m2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the native cloud tools are highly compelling"}, {"id": "mai-20260917-0922-baseline|c114-m2|google-small|Akamai Prolexic", "prompt": "c114-m2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you will need a provider that supports BGP-routed infrastructure protection (such as Cloudflare Magic Transit or Akamai Prolexic)"}, {"id": "mai-20260917-0922-baseline|c114-m2|google-small|Imperva", "prompt": "c114-m2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a managed service backed by a human Security Operations Center (SOC) ... (like Akamai or Imperva)"}, {"id": "mai-20260917-0922-baseline|c114-m2|meta-small|Cloudflare", "prompt": "c114-m2", "model": "meta-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is recommended as the best overall DDoS protection service provider for mid-sized B2B companies"}, {"id": "mai-20260917-0922-baseline|c114-m2|meta-small|AWS Shield", "prompt": "c114-m2", "model": "meta-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable providers include Akamai Prolexic, Radware, and AWS Shield"}, {"id": "mai-20260917-0922-baseline|c114-m2|meta-small|Akamai", "prompt": "c114-m2", "model": "meta-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable providers include Akamai Prolexic, Radware, and AWS Shield"}, {"id": "mai-20260917-0922-baseline|c114-m2|meta-small|Azure DDoS Protection", "prompt": "c114-m2", "model": "meta-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparing different DDoS protection services, such as Cloudflare, AWS Shield, Akamai, and Azure DDoS Protection"}, {"id": "mai-20260917-0922-baseline|c114-m2|meta-small|Radware", "prompt": "c114-m2", "model": "meta-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other notable providers include Akamai Prolexic, Radware, and AWS Shield"}, {"id": "mai-20260917-0922-baseline|c114-m2|minimax-small|Cloudflare", "prompt": "c114-m2", "model": "minimax-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cloudflare** as the top choice for a mid-sized B2B company"}, {"id": "mai-20260917-0922-baseline|c114-m2|minimax-small|Flowtriq", "prompt": "c114-m2", "model": "minimax-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flowtriq** - Good for organizations with 5-50 servers, offers per-node detection at $9.99/node/month"}, {"id": "mai-20260917-0922-baseline|c114-m2|minimax-small|AWS Shield", "prompt": "c114-m2", "model": "minimax-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS Shield/Azure DDoS Protection** - If you're already heavily invested in AWS or Azure infrastructure"}, {"id": "mai-20260917-0922-baseline|c114-m2|minimax-small|Azure DDoS Protection", "prompt": "c114-m2", "model": "minimax-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS Shield/Azure DDoS Protection** - If you're already heavily invested in AWS or Azure infrastructure"}, {"id": "mai-20260917-0922-baseline|c114-m2|mistral-small|Cloudflare", "prompt": "c114-m2", "model": "mistral-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Cloudflare** is the top recommendation due to its ease of use, comprehensive protection, and scalability."}, {"id": "mai-20260917-0922-baseline|c114-m2|mistral-small|AWS Shield", "prompt": "c114-m2", "model": "mistral-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for companies already using AWS... cost-effective for AWS customers"}, {"id": "mai-20260917-0922-baseline|c114-m2|mistral-small|Akamai Prolexic", "prompt": "c114-m2", "model": "mistral-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suitable for mid-sized B2B companies that require enterprise-grade protection and global scrubbing centers."}, {"id": "mai-20260917-0922-baseline|c114-m2|mistral-small|Azure DDoS Protection", "prompt": "c114-m2", "model": "mistral-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A good choice for businesses already on Microsoft Azure"}, {"id": "mai-20260917-0922-baseline|c114-m2|moonshot-small|Cloudflare", "prompt": "c114-m2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c114-m2|moonshot-small|Akamai Prolexic", "prompt": "c114-m2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need 24/7 managed SOC support, have strict compliance requirements, or want contractual SLAs"}, {"id": "mai-20260917-0922-baseline|c114-m2|moonshot-small|AWS Shield Advanced", "prompt": "c114-m2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Already running on AWS infrastructure"}, {"id": "mai-20260917-0922-baseline|c114-m2|moonshot-small|Imperva", "prompt": "c114-m2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want SLA-backed mitigation with compliance focus"}, {"id": "mai-20260917-0922-baseline|c114-m2|moonshot-small|Fastly", "prompt": "c114-m2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already using Fastly for CDN/application delivery"}, {"id": "mai-20260917-0922-baseline|c114-m2|openai-small|Cloudflare", "prompt": "c114-m2", "model": "openai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Cloudflare** as the default choice."}, {"id": "mai-20260917-0922-baseline|c114-m2|openai-small|Akamai Prolexic", "prompt": "c114-m2", "model": "openai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akamai Prolexic** if you need very mature, dedicated enterprise-style scrubber services"}, {"id": "mai-20260917-0922-baseline|c114-m2|openai-small|Radware", "prompt": "c114-m2", "model": "openai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Radware** if you want a more security-specialist, behavioral-defense-oriented vendor."}, {"id": "mai-20260917-0922-baseline|c114-m2|openai-small|Imperva", "prompt": "c114-m2", "model": "openai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Imperva** if you care a lot about SLA-backed mitigation and application security."}, {"id": "mai-20260917-0922-baseline|c114-m2|openai-small|AWS Shield", "prompt": "c114-m2", "model": "openai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cloud-native on AWS:** AWS Shield"}, {"id": "mai-20260917-0922-baseline|c114-m2|openai-small|Google Cloud Armor", "prompt": "c114-m2", "model": "openai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cloud-native on GCP:** Google Cloud Armor"}, {"id": "mai-20260917-0922-baseline|c114-m2|xai-small|Cloudflare", "prompt": "c114-m2", "model": "xai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Cloudflare as the top DDoS mitigation provider."}, {"id": "mai-20260917-0922-baseline|c114-m2|xai-small|Imperva", "prompt": "c114-m2", "model": "xai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Better for API-heavy B2B with managed L7 defense (~$368/site/mo). Strong SLAs, but pricier."}, {"id": "mai-20260917-0922-baseline|c114-m2|xai-small|AWS Shield Advanced", "prompt": "c114-m2", "model": "xai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "($3k+/mo): If you're all-in on AWS; includes cost protection and DDoS Response Team."}, {"id": "mai-20260917-0922-baseline|c114-m2|xai-small|Akamai Prolexic", "prompt": "c114-m2", "model": "xai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-grade with 24/7 SOC for high-stakes ops, but overkill/costly for mid-sized."}, {"id": "mai-20260917-0922-baseline|c114-m2|xai-small|Gcore", "prompt": "c114-m2", "model": "xai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget options for lighter needs (under $200/mo)."}, {"id": "mai-20260917-0922-baseline|c114-m2|xai-small|Sucuri", "prompt": "c114-m2", "model": "xai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget options for lighter needs (under $200/mo)."}, {"id": "mai-20260917-0922-baseline|c114-m2|zai-small|Cloudflare", "prompt": "c114-m2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: Cloudflare"}, {"id": "mai-20260917-0922-baseline|c114-m2|zai-small|AWS Shield Standard + Premium", "prompt": "c114-m2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Standard + Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Heavy AWS/Azure workloads | AWS Shield Standard + Premium or Azure DDoS Protection"}, {"id": "mai-20260917-0922-baseline|c114-m2|zai-small|Azure DDoS Protection", "prompt": "c114-m2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS Shield Standard + Premium or Azure DDoS Protection"}, {"id": "mai-20260917-0922-baseline|c114-m2|zai-small|Akamai Prolexic", "prompt": "c114-m2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise‑grade SOC tuning & 24/7 managed response | Akamai Prolexic"}, {"id": "mai-20260917-0922-baseline|c114-m2|zai-small|Imperva", "prompt": "c114-m2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Compliance‑driven contracts requiring written SLAs | Imperva or Vercara"}, {"id": "mai-20260917-0922-baseline|c114-m2|zai-small|Vercara", "prompt": "c114-m2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Vercara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Imperva or Vercara | Formal service-level agreements"}, {"id": "mai-20260917-0922-baseline|c114-m2|zai-small|Radware", "prompt": "c114-m2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Specialized Layer‑7 protection (APIs, app‑specific logic) | Imperva AppTrana or Radware"}, {"id": "mai-20260917-0922-baseline|c114-m2|zai-small|Arbor NETSCOUT", "prompt": "c114-m2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Arbor NETSCOUT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strict on‑prem or hybrid control | Arbor NETSCOUT, Vercara, or on‑prem appliances"}, {"id": "mai-20260917-0922-baseline|c114-m3|alibaba-small|Cloudflare", "prompt": "c114-m3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare (Best Overall / All-Rounder)"}, {"id": "mai-20260917-0922-baseline|c114-m3|alibaba-small|Akamai", "prompt": "c114-m3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Akamai (Best for Large Enterprises)"}, {"id": "mai-20260917-0922-baseline|c114-m3|alibaba-small|Imperva", "prompt": "c114-m3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Imperva (Best App-Focused Security)"}, {"id": "mai-20260917-0922-baseline|c114-m3|alibaba-small|AWS Shield & AWS WAF", "prompt": "c114-m3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield & AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS Shield & AWS WAF (Best for AWS Ecosystem)"}, {"id": "mai-20260917-0922-baseline|c114-m3|alibaba-small|F5 / NGINX", "prompt": "c114-m3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "F5 / NGINX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "F5 / NGINX (Best for On-Premise/Hybrid Control)"}, {"id": "mai-20260917-0922-baseline|c114-m3|anthropic-small|Cloudflare", "prompt": "c114-m3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is the best DDoS protection service for most organizations in 2026"}, {"id": "mai-20260917-0922-baseline|c114-m3|anthropic-small|Akamai Prolexic", "prompt": "c114-m3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "remains the enterprise benchmark where SOC-led mitigation and network-range protection justify the contract"}, {"id": "mai-20260917-0922-baseline|c114-m3|anthropic-small|Radware", "prompt": "c114-m3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Akamai Prolexic or Radware offer the white-glove, hardened protection required by banks and governments"}, {"id": "mai-20260917-0922-baseline|c114-m3|anthropic-small|AWS Shield", "prompt": "c114-m3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For public cloud natives on AWS or GCP, using AWS Shield or Cloud Armor is a no-brainer"}, {"id": "mai-20260917-0922-baseline|c114-m3|anthropic-small|Cloud Armor", "prompt": "c114-m3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "using AWS Shield or Cloud Armor is a no-brainer due to the integration benefits"}, {"id": "mai-20260917-0922-baseline|c114-m3|challenger-small|Cloudflare", "prompt": "c114-m3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is usually positioned as the broadest default choice"}, {"id": "mai-20260917-0922-baseline|c114-m3|challenger-small|Akamai Prolexic", "prompt": "c114-m3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "typically chosen when buyers want **fully managed, enterprise-level scrubbing and SOC-led defense**"}, {"id": "mai-20260917-0922-baseline|c114-m3|challenger-small|Imperva", "prompt": "c114-m3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often preferred when **application-layer protection and contractual mitigation SLAs** are important"}, {"id": "mai-20260917-0922-baseline|c114-m3|challenger-small|Radware", "prompt": "c114-m3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "stands out for **behavioral analytics and automated mitigation**"}, {"id": "mai-20260917-0922-baseline|c114-m3|challenger-small|AWS Shield", "prompt": "c114-m3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strongest when the goal is to protect **AWS-hosted services without leaving the AWS ecosystem**"}, {"id": "mai-20260917-0922-baseline|c114-m3|challenger-small|Fastly", "prompt": "c114-m3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "differentiated by **edge performance and real-time mitigation**"}, {"id": "mai-20260917-0922-baseline|c114-m3|challenger-small|Google Cloud Armor", "prompt": "c114-m3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best fit for Google Cloud integration and Google-centric architectures"}, {"id": "mai-20260917-0922-baseline|c114-m3|deepseek-small|Cloudflare", "prompt": "c114-m3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**The overall best pick for most organizations.**"}, {"id": "mai-20260917-0922-baseline|c114-m3|deepseek-small|Akamai Prolexic", "prompt": "c114-m3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Large enterprise needing guaranteed SLA & dedicated team:** Akamai Prolexic"}, {"id": "mai-20260917-0922-baseline|c114-m3|deepseek-small|AWS Shield", "prompt": "c114-m3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Everything already in AWS:** AWS Shield"}, {"id": "mai-20260917-0922-baseline|c114-m3|deepseek-small|Azure DDoS Protection", "prompt": "c114-m3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure / GCP workloads:** Azure DDoS / Google Cloud Armor"}, {"id": "mai-20260917-0922-baseline|c114-m3|deepseek-small|Google Cloud Armor", "prompt": "c114-m3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Google Cloud Armor** is GCP's equivalent (~$3,000/mo for Premium tier)"}, {"id": "mai-20260917-0922-baseline|c114-m3|deepseek-small|Radware", "prompt": "c114-m3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Hybrid on-prem + cloud, behavioral defense:** Radware ... Can be complex to set up."}, {"id": "mai-20260917-0922-baseline|c114-m3|deepseek-small|Imperva (Thales)", "prompt": "c114-m3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva (Thales)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Strong app-layer security bundle:** Imperva"}, {"id": "mai-20260917-0922-baseline|c114-m3|google-small|Cloudflare DDoS Protection", "prompt": "c114-m3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare DDoS Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need **broad, reliable web protection with predictable, fixed pricing**, go with **Cloudflare**."}, {"id": "mai-20260917-0922-baseline|c114-m3|google-small|Fastly", "prompt": "c114-m3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fastly excels in delivering real-time logs, instant configuration updates, and high performance."}, {"id": "mai-20260917-0922-baseline|c114-m3|google-small|Akamai Prolexic", "prompt": "c114-m3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "shortlist **Akamai Prolexic** or **Radware**"}, {"id": "mai-20260917-0922-baseline|c114-m3|google-small|Radware Cloud DDoS Protection", "prompt": "c114-m3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware Cloud DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "shortlist **Akamai Prolexic** or **Radware**"}, {"id": "mai-20260917-0922-baseline|c114-m3|google-small|Imperva DDoS Protection", "prompt": "c114-m3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva DDoS Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Imperva guarantees automated mitigation of L3/L4 attacks in **under 3 seconds**."}, {"id": "mai-20260917-0922-baseline|c114-m3|google-small|AWS Shield (Advanced)", "prompt": "c114-m3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield (Advanced)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "already hosted inside AWS or GCP**, look to **AWS Shield Advanced**"}, {"id": "mai-20260917-0922-baseline|c114-m3|google-small|Google Cloud Armor", "prompt": "c114-m3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look to **AWS Shield Advanced** or **Google Cloud Armor**"}, {"id": "mai-20260917-0922-baseline|c114-m3|meta-small|Cloudflare", "prompt": "c114-m3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top services include Cloudflare, Akamai Prolexic, Radware DefensePro, AWS Shield, Imperva, Sucuri, Google Cloud Armor, AppTrana, and Fastly."}, {"id": "mai-20260917-0922-baseline|c114-m3|meta-small|Akamai Prolexic", "prompt": "c114-m3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top services include Cloudflare, Akamai Prolexic, Radware DefensePro, AWS Shield..."}, {"id": "mai-20260917-0922-baseline|c114-m3|meta-small|Radware DefensePro", "prompt": "c114-m3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware DefensePro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top services include ... Radware DefensePro, AWS Shield, Imperva..."}, {"id": "mai-20260917-0922-baseline|c114-m3|meta-small|AWS Shield", "prompt": "c114-m3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top services include ... AWS Shield, Imperva, Sucuri..."}, {"id": "mai-20260917-0922-baseline|c114-m3|meta-small|Imperva", "prompt": "c114-m3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top services include ... Imperva, Sucuri, Google Cloud Armor..."}, {"id": "mai-20260917-0922-baseline|c114-m3|meta-small|Sucuri", "prompt": "c114-m3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Sucuri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top services include ... Sucuri, Google Cloud Armor, AppTrana, and Fastly."}, {"id": "mai-20260917-0922-baseline|c114-m3|meta-small|Google Cloud Armor", "prompt": "c114-m3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top services include ... Google Cloud Armor, AppTrana, and Fastly."}, {"id": "mai-20260917-0922-baseline|c114-m3|meta-small|AppTrana", "prompt": "c114-m3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AppTrana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top services include ... AppTrana, and Fastly."}, {"id": "mai-20260917-0922-baseline|c114-m3|meta-small|Fastly", "prompt": "c114-m3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some of the top services include ... and Fastly."}, {"id": "mai-20260917-0922-baseline|c114-m3|minimax-small|Cloudflare", "prompt": "c114-m3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** (Best Overall) - **Strengths**: Highest overall score, massive network capacity"}, {"id": "mai-20260917-0922-baseline|c114-m3|minimax-small|Akamai Prolexic", "prompt": "c114-m3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for Enterprise) ... **Consideration**: Lower cost clarity (less predictable pricing)"}, {"id": "mai-20260917-0922-baseline|c114-m3|minimax-small|Imperva", "prompt": "c114-m3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Instant High-Capacity Mitigation)"}, {"id": "mai-20260917-0922-baseline|c114-m3|minimax-small|AWS Shield", "prompt": "c114-m3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for**: Organizations heavily invested in AWS"}, {"id": "mai-20260917-0922-baseline|c114-m3|minimax-small|Radware", "prompt": "c114-m3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(Best for Tailored Solutions)"}, {"id": "mai-20260917-0922-baseline|c114-m3|minimax-small|Fastly", "prompt": "c114-m3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for**: Companies using Fastly's CDN services"}, {"id": "mai-20260917-0922-baseline|c114-m3|mistral-small|Cloudflare", "prompt": "c114-m3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Most organizations, especially those seeking a comprehensive, easy-to-use security platform."}, {"id": "mai-20260917-0922-baseline|c114-m3|mistral-small|Akamai (Prolexic)", "prompt": "c114-m3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai (Prolexic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Enterprises with high-stakes uptime requirements and need for live SOC tuning."}, {"id": "mai-20260917-0922-baseline|c114-m3|mistral-small|Imperva (by Akamai)", "prompt": "c114-m3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva (by Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for robust SLAs and integration with web application security."}, {"id": "mai-20260917-0922-baseline|c114-m3|mistral-small|AWS Shield", "prompt": "c114-m3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native to AWS, making it ideal for cloud-native applications and cost-effective for AWS users."}, {"id": "mai-20260917-0922-baseline|c114-m3|mistral-small|Radware", "prompt": "c114-m3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers both on-premise and cloud solutions, with a focus on tailored security policies."}, {"id": "mai-20260917-0922-baseline|c114-m3|mistral-small|GCore", "prompt": "c114-m3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "GCore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong focus on bot protection and edge computing"}, {"id": "mai-20260917-0922-baseline|c114-m3|mistral-small|Vercara (formerly Neustar Security)", "prompt": "c114-m3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Vercara (formerly Neustar Security)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emphasizes broad coverage and DNS-layer protection."}, {"id": "mai-20260917-0922-baseline|c114-m3|mistral-small|Nexusguard", "prompt": "c114-m3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Nexusguard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focus on service providers and white-label offerings."}, {"id": "mai-20260917-0922-baseline|c114-m3|mistral-small|Microsoft Azure DDoS Protection", "prompt": "c114-m3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Microsoft Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for: Organizations using Azure cloud services."}, {"id": "mai-20260917-0922-baseline|c114-m3|mistral-small|Fastly", "prompt": "c114-m3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Focus on speed and real-time response, ideal for dynamic web apps."}, {"id": "mai-20260917-0922-baseline|c114-m3|moonshot-small|Cloudflare", "prompt": "c114-m3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** — Best Overall"}, {"id": "mai-20260917-0922-baseline|c114-m3|moonshot-small|Akamai Prolexic", "prompt": "c114-m3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akamai Prolexic** — Best for Enterprise Scrubbing"}, {"id": "mai-20260917-0922-baseline|c114-m3|moonshot-small|Imperva", "prompt": "c114-m3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Imperva** — Best for Instant, High-Capacity Mitigation"}, {"id": "mai-20260917-0922-baseline|c114-m3|moonshot-small|AWS Shield", "prompt": "c114-m3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS Shield** — Best for AWS-Native Infrastructure"}, {"id": "mai-20260917-0922-baseline|c114-m3|moonshot-small|Radware", "prompt": "c114-m3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Radware** — Best for Tailored, Scalable Solutions"}, {"id": "mai-20260917-0922-baseline|c114-m3|moonshot-small|Microsoft Azure DDoS Protection", "prompt": "c114-m3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Microsoft Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Microsoft Azure DDoS Protection** — Best for Azure-First Infrastructure"}, {"id": "mai-20260917-0922-baseline|c114-m3|openai-small|Cloudflare DDoS Protection", "prompt": "c114-m3", "model": "openai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare DDoS Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best general-purpose choice:** Cloudflare."}, {"id": "mai-20260917-0922-baseline|c114-m3|openai-small|AWS Shield", "prompt": "c114-m3", "model": "openai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for AWS-first teams:** AWS Shield Advanced."}, {"id": "mai-20260917-0922-baseline|c114-m3|openai-small|Google Cloud Armor", "prompt": "c114-m3", "model": "openai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Google Cloud-first teams:** Google Cloud Armor."}, {"id": "mai-20260917-0922-baseline|c114-m3|openai-small|Akamai", "prompt": "c114-m3", "model": "openai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best enterprise edge/security platform:** Akamai or Imperva"}, {"id": "mai-20260917-0922-baseline|c114-m3|openai-small|Imperva", "prompt": "c114-m3", "model": "openai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best enterprise edge/security platform:** Akamai or Imperva"}, {"id": "mai-20260917-0922-baseline|c114-m3|openai-small|Fastly", "prompt": "c114-m3", "model": "openai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for programmable edge use cases:** Fastly."}, {"id": "mai-20260917-0922-baseline|c114-m3|xai-small|Cloudflare", "prompt": "c114-m3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** - Often #1 overall for most users."}, {"id": "mai-20260917-0922-baseline|c114-m3|xai-small|Akamai Prolexic", "prompt": "c114-m3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Complex/expensive pricing, less self-service ... Avoid metered models during big attacks (e.g., Akamai)"}, {"id": "mai-20260917-0922-baseline|c114-m3|xai-small|Imperva", "prompt": "c114-m3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Imperva** - Strong for SLAs and compliance."}, {"id": "mai-20260917-0922-baseline|c114-m3|xai-small|AWS Shield (Advanced)", "prompt": "c114-m3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield (Advanced)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS Shield (Advanced)** - Best for AWS users."}, {"id": "mai-20260917-0922-baseline|c114-m3|xai-small|Radware", "prompt": "c114-m3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Radware** - Excellent for hybrid/on-prem setups."}, {"id": "mai-20260917-0922-baseline|c114-m3|xai-small|Gcore", "prompt": "c114-m3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Gcore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gcore (BYOIP/high-risk like gaming)"}, {"id": "mai-20260917-0922-baseline|c114-m3|xai-small|Link11", "prompt": "c114-m3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Link11", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Link11 (AI detection)"}, {"id": "mai-20260917-0922-baseline|c114-m3|xai-small|Myra Security", "prompt": "c114-m3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Myra Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Myra Security (Europe-focused)"}, {"id": "mai-20260917-0922-baseline|c114-m3|xai-small|Azure DDoS", "prompt": "c114-m3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Azure DDoS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "For non-AWS cloud, consider Azure DDoS or Google Cloud Armor."}, {"id": "mai-20260917-0922-baseline|c114-m3|xai-small|Google Cloud Armor", "prompt": "c114-m3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "For non-AWS cloud, consider Azure DDoS or Google Cloud Armor."}, {"id": "mai-20260917-0922-baseline|c114-m3|zai-small|Cloudflare", "prompt": "c114-m3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall / best value; massive edge network"}, {"id": "mai-20260917-0922-baseline|c114-m3|zai-small|Akamai Prolexic", "prompt": "c114-m3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you run large-scale enterprise traffic and need proven, high-capacity scrubbing: Akamai Prolexic."}, {"id": "mai-20260917-0922-baseline|c114-m3|zai-small|Imperva", "prompt": "c114-m3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need DDoS, WAF, and bot protection in one integrated offering: Imperva."}, {"id": "mai-20260917-0922-baseline|c114-m3|zai-small|AWS Shield", "prompt": "c114-m3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already heavily invested in AWS: AWS Shield"}, {"id": "mai-20260917-0922-baseline|c114-m3|zai-small|Google Cloud Armor", "prompt": "c114-m3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're all-in on Google Cloud: Google Cloud Armor."}, {"id": "mai-20260917-0922-baseline|c114-m3|zai-small|Radware", "prompt": "c114-m3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need hybrid or on-prem flexibility plus AI-driven detection: Radware."}, {"id": "mai-20260917-0922-baseline|c114-m3|zai-small|Sucuri", "prompt": "c114-m3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you're a small business or individual with a simple website: Sucuri"}, {"id": "mai-20260917-0922-baseline|c114-m3|zai-small|Link11 / Nexusguard", "prompt": "c114-m3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Link11 / Nexusguard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Multi-tenancy, on-prem options; strong for service providers | Enterprise quote"}, {"id": "mai-20260917-0922-baseline|c114-m4|alibaba-small|Cloudflare", "prompt": "c114-m4", "model": "alibaba-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is widely considered the best overall DDoS protection service"}, {"id": "mai-20260917-0922-baseline|c114-m4|alibaba-small|Sucuri", "prompt": "c114-m4", "model": "alibaba-small", "cat": "ddos-protection", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Small Web-Sites: Sucuri ... is a strong contender"}, {"id": "mai-20260917-0922-baseline|c114-m4|alibaba-small|AWS Shield Standard", "prompt": "c114-m4", "model": "alibaba-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Included automatically at no extra cost for AWS services."}, {"id": "mai-20260917-0922-baseline|c114-m4|alibaba-small|Azure DDoS Basic", "prompt": "c114-m4", "model": "alibaba-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS Basic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Available on most Azure virtual networks."}, {"id": "mai-20260917-0922-baseline|c114-m4|alibaba-small|AWS Shield Advanced", "prompt": "c114-m4", "model": "alibaba-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "you would eventually need to pay for their advanced tiers (e.g., AWS Shield Advanced), which can get expensive ($3,000+/month)"}, {"id": "mai-20260917-0922-baseline|c114-m4|anthropic-small|Cloudflare", "prompt": "c114-m4", "model": "anthropic-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is an excellent choice for tight budgets."}, {"id": "mai-20260917-0922-baseline|c114-m4|anthropic-small|AppTrana", "prompt": "c114-m4", "model": "anthropic-small", "cat": "ddos-protection", "variant": "budget", "raw": "AppTrana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AppTrana** is recommended if you want value."}, {"id": "mai-20260917-0922-baseline|c114-m4|anthropic-small|Sucuri Website Firewall", "prompt": "c114-m4", "model": "anthropic-small", "cat": "ddos-protection", "variant": "budget", "raw": "Sucuri Website Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers very affordable entry-level pricing. The Basic version starts at $9.99 per month."}, {"id": "mai-20260917-0922-baseline|c114-m4|anthropic-small|InMotion", "prompt": "c114-m4", "model": "anthropic-small", "cat": "ddos-protection", "variant": "budget", "raw": "InMotion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Providers like InMotion, LiquidWeb, and A2 Hosting offer DDoS protection as part of their hosting packages"}, {"id": "mai-20260917-0922-baseline|c114-m4|anthropic-small|LiquidWeb", "prompt": "c114-m4", "model": "anthropic-small", "cat": "ddos-protection", "variant": "budget", "raw": "LiquidWeb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Providers like InMotion, LiquidWeb, and A2 Hosting offer DDoS protection as part of their hosting packages"}, {"id": "mai-20260917-0922-baseline|c114-m4|anthropic-small|A2 Hosting", "prompt": "c114-m4", "model": "anthropic-small", "cat": "ddos-protection", "variant": "budget", "raw": "A2 Hosting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Providers like InMotion, LiquidWeb, and A2 Hosting offer DDoS protection as part of their hosting packages"}, {"id": "mai-20260917-0922-baseline|c114-m4|challenger-small|Cloudflare", "prompt": "c114-m4", "model": "challenger-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is the best overall starting point because it offers a **free tier** and a **Pro plan starting at $20/month**"}, {"id": "mai-20260917-0922-baseline|c114-m4|challenger-small|Sucuri", "prompt": "c114-m4", "model": "challenger-small", "cat": "ddos-protection", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "noted as an affordable option for websites, with pricing as low as **$9.99/month per website**"}, {"id": "mai-20260917-0922-baseline|c114-m4|challenger-small|AWS Shield Standard", "prompt": "c114-m4", "model": "challenger-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "free for AWS-native workloads, but it only makes sense if you are already on AWS"}, {"id": "mai-20260917-0922-baseline|c114-m4|challenger-small|Azure DDoS Basic/Network Protection", "prompt": "c114-m4", "model": "challenger-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS Basic/Network Protection", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "stronger fit for Azure users, but the paid tier is much more expensive, around **$2,944/month**"}, {"id": "mai-20260917-0922-baseline|c114-m4|challenger-small|Flowtriq", "prompt": "c114-m4", "model": "challenger-small", "cat": "ddos-protection", "variant": "budget", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "recommend pairing Cloudflare with a low-cost detection tool like **Flowtriq**"}, {"id": "mai-20260917-0922-baseline|c114-m4|deepseek-small|Cloudflare", "prompt": "c114-m4", "model": "deepseek-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For budget-conscious companies, **Cloudflare** is the clear winner."}, {"id": "mai-20260917-0922-baseline|c114-m4|deepseek-small|AWS Shield Standard", "prompt": "c114-m4", "model": "deepseek-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If your infrastructure is already on AWS:** - **AWS Shield Standard** ($0) — automatic L3/L4 protection"}, {"id": "mai-20260917-0922-baseline|c114-m4|deepseek-small|Shield Advanced", "prompt": "c114-m4", "model": "deepseek-small", "cat": "ddos-protection", "variant": "budget", "raw": "Shield Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Upgrade to **Shield Advanced** (~$3,000/month) ... (likely overkill for a limited budget now)"}, {"id": "mai-20260917-0922-baseline|c114-m4|deepseek-small|Google Cloud Armor", "prompt": "c114-m4", "model": "deepseek-small", "cat": "ddos-protection", "variant": "budget", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google Cloud Armor** — standard tier starts around $5/policy/month plus usage fees"}, {"id": "mai-20260917-0922-baseline|c114-m4|deepseek-small|Flowtriq", "prompt": "c114-m4", "model": "deepseek-small", "cat": "ddos-protection", "variant": "budget", "raw": "Flowtriq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a detection tool like Flowtriq (~$10/node) if you need visibility"}, {"id": "mai-20260917-0922-baseline|c114-m4|google-small|Cloudflare", "prompt": "c114-m4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For almost any budget-conscious company, **Cloudflare is the gold standard**."}, {"id": "mai-20260917-0922-baseline|c114-m4|google-small|Sucuri", "prompt": "c114-m4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Websites Needing Built-In Security Cleanup: **Sucuri**"}, {"id": "mai-20260917-0922-baseline|c114-m4|google-small|AWS Shield (Standard)", "prompt": "c114-m4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield (Standard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This is **100% free** and automatically enabled for all AWS customers."}, {"id": "mai-20260917-0922-baseline|c114-m4|google-small|AWS Shield Advanced", "prompt": "c114-m4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Do not upgrade to AWS Shield Advanced, which costs $3,000/month"}, {"id": "mai-20260917-0922-baseline|c114-m4|google-small|AWS WAF", "prompt": "c114-m4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you can pair the free Shield Standard with AWS WAF, which charges a very low, pay-as-you-go rate"}, {"id": "mai-20260917-0922-baseline|c114-m4|google-small|Azure DDoS Infrastructure Protection", "prompt": "c114-m4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS Infrastructure Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Microsoft Azure includes basic network-level DDoS protection for free on all virtual networks."}, {"id": "mai-20260917-0922-baseline|c114-m4|google-small|OVHcloud", "prompt": "c114-m4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "OVHcloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Rent them through a host like **OVHcloud** or **Hetzner** to get free network-level scrubbing built-in."}, {"id": "mai-20260917-0922-baseline|c114-m4|google-small|Hetzner", "prompt": "c114-m4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Providers like **OVHcloud** and **Hetzner** offer robust, always-on, enterprise-grade anti-DDoS protection"}, {"id": "mai-20260917-0922-baseline|c114-m4|google-small|Nginx", "prompt": "c114-m4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "Nginx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Run an **Nginx** or **HAProxy** load balancer in front of your applications, configured with rate-limiting"}, {"id": "mai-20260917-0922-baseline|c114-m4|google-small|HAProxy", "prompt": "c114-m4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "HAProxy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Run an **Nginx** or **HAProxy** load balancer in front of your applications"}, {"id": "mai-20260917-0922-baseline|c114-m4|google-small|CrowdSec", "prompt": "c114-m4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "CrowdSec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**self-hosting cannot protect you from massive volumetric attacks**"}, {"id": "mai-20260917-0922-baseline|c114-m4|google-small|Fail2ban", "prompt": "c114-m4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "Fail2ban", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "integrate it with **CrowdSec** or **Fail2ban**... self-hosting cannot protect you from massive volumetric attacks"}, {"id": "mai-20260917-0922-baseline|c114-m4|meta-small|Cloudflare", "prompt": "c114-m4", "model": "meta-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best DDoS protection service for a company with a limited budget is Cloudflare, as it offers a free plan"}, {"id": "mai-20260917-0922-baseline|c114-m4|meta-small|Sucuri", "prompt": "c114-m4", "model": "meta-small", "cat": "ddos-protection", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sucuri is also a good option for small websites"}, {"id": "mai-20260917-0922-baseline|c114-m4|minimax-small|Cloudflare", "prompt": "c114-m4", "model": "minimax-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** (Best Overall Budget Choice)"}, {"id": "mai-20260917-0922-baseline|c114-m4|minimax-small|AWS Shield Standard", "prompt": "c114-m4", "model": "minimax-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS Shield Standard**: Free for all AWS customers"}, {"id": "mai-20260917-0922-baseline|c114-m4|minimax-small|Azure DDoS Protection", "prompt": "c114-m4", "model": "minimax-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure DDoS Protection**: Available with cloud subscriptions"}, {"id": "mai-20260917-0922-baseline|c114-m4|minimax-small|Google Cloud Armor", "prompt": "c114-m4", "model": "minimax-small", "cat": "ddos-protection", "variant": "budget", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google Cloud Armor**: Available with GCP"}, {"id": "mai-20260917-0922-baseline|c114-m4|minimax-small|Flowtriq", "prompt": "c114-m4", "model": "minimax-small", "cat": "ddos-protection", "variant": "budget", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Flowtriq detection** - $9.99/month for per-second detection"}, {"id": "mai-20260917-0922-baseline|c114-m4|minimax-small|Sucuri", "prompt": "c114-m4", "model": "minimax-small", "cat": "ddos-protection", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Sucuri**: Starting at $199/year ($16.58/month)"}, {"id": "mai-20260917-0922-baseline|c114-m4|minimax-small|Project Shield", "prompt": "c114-m4", "model": "minimax-small", "cat": "ddos-protection", "variant": "budget", "raw": "Project Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Project Shield**: Free for small nonprofit and media sites"}, {"id": "mai-20260917-0922-baseline|c114-m4|mistral-small|Cloudflare", "prompt": "c114-m4", "model": "mistral-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best DDoS protection service is **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c114-m4|mistral-small|Flowtriq", "prompt": "c114-m4", "model": "mistral-small", "cat": "ddos-protection", "variant": "budget", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "complement it with a low-cost solution like Flowtriq, which starts at $9.99 per node per month"}, {"id": "mai-20260917-0922-baseline|c114-m4|moonshot-small|Cloudflare", "prompt": "c114-m4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is overwhelmingly the best starting point"}, {"id": "mai-20260917-0922-baseline|c114-m4|moonshot-small|AWS Shield Standard", "prompt": "c114-m4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **AWS Shield Standard** as a close alternative if you already host on AWS"}, {"id": "mai-20260917-0922-baseline|c114-m4|moonshot-small|AWS WAF", "prompt": "c114-m4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "you'd need Cloudflare or AWS WAF for that"}, {"id": "mai-20260917-0922-baseline|c114-m4|moonshot-small|Flowtriq", "prompt": "c114-m4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Companies that need server-side detection and visibility"}, {"id": "mai-20260917-0922-baseline|c114-m4|moonshot-small|Akamai Prolexic", "prompt": "c114-m4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "Akamai Prolexic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid on a Limited Budget- **Akamai Prolexic:** Starts around **$5,000–$10,000+/month**"}, {"id": "mai-20260917-0922-baseline|c114-m4|moonshot-small|AWS Shield Advanced", "prompt": "c114-m4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid on a Limited Budget ... **AWS Shield Advanced:** ~**$3,000/month**"}, {"id": "mai-20260917-0922-baseline|c114-m4|moonshot-small|Azure DDoS Network Protection", "prompt": "c114-m4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS Network Protection", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid on a Limited Budget ... **Azure DDoS Network Protection:** ~**$2,944/month**"}, {"id": "mai-20260917-0922-baseline|c114-m4|moonshot-small|Arbor", "prompt": "c114-m4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "Arbor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Hardware appliances** (Arbor, Radware): Typically **$100,000+/year**"}, {"id": "mai-20260917-0922-baseline|c114-m4|moonshot-small|Radware", "prompt": "c114-m4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "Radware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Hardware appliances** (Arbor, Radware): Typically **$100,000+/year**"}, {"id": "mai-20260917-0922-baseline|c114-m4|openai-small|Cloudflare", "prompt": "c114-m4", "model": "openai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best default choice is usually Cloudflare's Free or Pro plan**"}, {"id": "mai-20260917-0922-baseline|c114-m4|openai-small|AWS Shield Standard", "prompt": "c114-m4", "model": "openai-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "cloud-native options like **AWS Shield Standard** (free for AWS customers)"}, {"id": "mai-20260917-0922-baseline|c114-m4|openai-small|Google Cloud Armor Standard", "prompt": "c114-m4", "model": "openai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Google Cloud Armor Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Google Cloud Armor Standard** if you're already on those platforms"}, {"id": "mai-20260917-0922-baseline|c114-m4|xai-small|Cloudflare", "prompt": "c114-m4", "model": "xai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare's free tier is the best DDoS protection service for a company with a limited budget.**"}, {"id": "mai-20260917-0922-baseline|c114-m4|xai-small|AWS Shield Standard", "prompt": "c114-m4", "model": "xai-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free (AWS users only) | AWS-hosted sites/apps"}, {"id": "mai-20260917-0922-baseline|c114-m4|xai-small|Azure DDoS Protection Basic", "prompt": "c114-m4", "model": "xai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS Protection Basic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Native integration; good for cloud-native setups."}, {"id": "mai-20260917-0922-baseline|c114-m4|xai-small|Google Cloud Armor Standard", "prompt": "c114-m4", "model": "xai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Google Cloud Armor Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pay-as-you-go; affordable for low traffic."}, {"id": "mai-20260917-0922-baseline|c114-m4|xai-small|Sucuri", "prompt": "c114-m4", "model": "xai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "~$200/year | WordPress/CMS sites | Budget WAF + cleanup"}, {"id": "mai-20260917-0922-baseline|c114-m4|xai-small|GCore", "prompt": "c114-m4", "model": "xai-small", "cat": "ddos-protection", "variant": "budget", "raw": "GCore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free tier; $3.9/Mbps paid | General web | Low entry for scaling traffic."}, {"id": "mai-20260917-0922-baseline|c114-m4|zai-small|Cloudflare", "prompt": "c114-m4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare’s free tier is the best starting point** for most companies"}, {"id": "mai-20260917-0922-baseline|c114-m4|zai-small|Sucuri", "prompt": "c114-m4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Sucuri | Plan | ~$199/yr (≈$17/month) | DDoS + WAF + malware scanning, geared toward small WordPress/CMS sites."}, {"id": "mai-20260917-0922-baseline|c114-m4|zai-small|Flowtriq", "prompt": "c114-m4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Add Flowtriq (or similar per‑server detection) for server‑side visibility and alerts."}, {"id": "mai-20260917-0922-baseline|c114-m4|zai-small|AWS Shield (Standard)", "prompt": "c114-m4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield (Standard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Use cloud‑native protection** (AWS Shield Standard, Azure DDoS Basic) if you’re running workloads in those clouds."}, {"id": "mai-20260917-0922-baseline|c114-m4|zai-small|Azure DDoS (Basic)", "prompt": "c114-m4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS (Basic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure DDoS (Basic) | Free | $0 | L3/L4 protection for Azure resources"}, {"id": "mai-20260917-0922-baseline|c114-m5|alibaba-small|Cloudflare", "prompt": "c114-m5", "model": "alibaba-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a unified platform (like Cloudflare, F5, Akamai, or Imperva) is usually better than stitching together separate tools"}, {"id": "mai-20260917-0922-baseline|c114-m5|alibaba-small|F5", "prompt": "c114-m5", "model": "alibaba-small", "cat": "ddos-protection", "variant": "scale", "raw": "F5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a unified platform (like Cloudflare, F5, Akamai, or Imperva) is usually better"}, {"id": "mai-20260917-0922-baseline|c114-m5|alibaba-small|Akamai", "prompt": "c114-m5", "model": "alibaba-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a unified platform (like Cloudflare, F5, Akamai, or Imperva) is usually better"}, {"id": "mai-20260917-0922-baseline|c114-m5|alibaba-small|Imperva", "prompt": "c114-m5", "model": "alibaba-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a unified platform (like Cloudflare, F5, Akamai, or Imperva) is usually better"}, {"id": "mai-20260917-0922-baseline|c114-m5|alibaba-small|AWS Shield Advanced", "prompt": "c114-m5", "model": "alibaba-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Solutions like **AWS Shield Advanced** pair well with **CloudFront/WAF**"}, {"id": "mai-20260917-0922-baseline|c114-m5|deepseek-small|Cloudflare", "prompt": "c114-m5", "model": "deepseek-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** (always-on, unmetered — best starting point for most mid-size firms, and it removes the \"invoice from an attack\" risk)"}, {"id": "mai-20260917-0922-baseline|c114-m5|deepseek-small|Akamai Prolexic", "prompt": "c114-m5", "model": "deepseek-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akamai Prolexic** (enterprise-grade, strong SLA when downtime carries contractual consequences)"}, {"id": "mai-20260917-0922-baseline|c114-m5|deepseek-small|Imperva", "prompt": "c114-m5", "model": "deepseek-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Imperva** (good when compliance wants a written mitigation SLA)"}, {"id": "mai-20260917-0922-baseline|c114-m5|deepseek-small|AWS Shield", "prompt": "c114-m5", "model": "deepseek-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud / hosting-native options (AWS Shield, Azure DDoS Protection) are worth comparing if you're already on those platforms."}, {"id": "mai-20260917-0922-baseline|c114-m5|deepseek-small|Azure DDoS Protection", "prompt": "c114-m5", "model": "deepseek-small", "cat": "ddos-protection", "variant": "scale", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud / hosting-native options (AWS Shield, Azure DDoS Protection) are worth comparing if you're already on those platforms."}, {"id": "mai-20260917-0922-baseline|c114-m5|google-small|Cloudflare", "prompt": "c114-m5", "model": "google-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare (highly popular for the mid-market due to its integrated CDN/WAF/DDoS flat-rate packaging)"}, {"id": "mai-20260917-0922-baseline|c114-m5|google-small|Imperva", "prompt": "c114-m5", "model": "google-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Common vendors to evaluate for a company of your size: Cloudflare ..., Fastly, Akamai, Imperva, and Radware."}, {"id": "mai-20260917-0922-baseline|c114-m5|google-small|Fastly", "prompt": "c114-m5", "model": "google-small", "cat": "ddos-protection", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Common vendors to evaluate for a company of your size: Cloudflare ..., Fastly, Akamai, Imperva, and Radware."}, {"id": "mai-20260917-0922-baseline|c114-m5|google-small|Akamai", "prompt": "c114-m5", "model": "google-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Common vendors to evaluate for a company of your size: ... Fastly, Akamai, Imperva, and Radware."}, {"id": "mai-20260917-0922-baseline|c114-m5|google-small|Radware", "prompt": "c114-m5", "model": "google-small", "cat": "ddos-protection", "variant": "scale", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Common vendors to evaluate for a company of your size: ... Akamai, Imperva, and Radware."}, {"id": "mai-20260917-0922-baseline|c114-m5|meta-small|Cloudflare", "prompt": "c114-m5", "model": "meta-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some leading DDoS protection services to consider include Cloudflare, Akamai Prolexic, and Imperva"}, {"id": "mai-20260917-0922-baseline|c114-m5|meta-small|Akamai Prolexic", "prompt": "c114-m5", "model": "meta-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai Prolexic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some leading DDoS protection services to consider include Cloudflare, Akamai Prolexic, and Imperva"}, {"id": "mai-20260917-0922-baseline|c114-m5|meta-small|Imperva", "prompt": "c114-m5", "model": "meta-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some leading DDoS protection services to consider include Cloudflare, Akamai Prolexic, and Imperva"}, {"id": "mai-20260917-0922-baseline|c114-m5|minimax-small|Cloudflare", "prompt": "c114-m5", "model": "minimax-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** – Strong all-around, good value, easy setup"}, {"id": "mai-20260917-0922-baseline|c114-m5|minimax-small|Akamai", "prompt": "c114-m5", "model": "minimax-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Akamai** – Enterprise-grade, higher cost"}, {"id": "mai-20260917-0922-baseline|c114-m5|minimax-small|AWS Shield", "prompt": "c114-m5", "model": "minimax-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS Shield** – If you're already on AWS"}, {"id": "mai-20260917-0922-baseline|c114-m5|minimax-small|Azure DDoS Protection", "prompt": "c114-m5", "model": "minimax-small", "cat": "ddos-protection", "variant": "scale", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure DDoS** – If you're on Azure"}, {"id": "mai-20260917-0922-baseline|c114-m5|minimax-small|Radware", "prompt": "c114-m5", "model": "minimax-small", "cat": "ddos-protection", "variant": "scale", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Radware** or **Link11** – Good alternatives"}, {"id": "mai-20260917-0922-baseline|c114-m5|minimax-small|Link11", "prompt": "c114-m5", "model": "minimax-small", "cat": "ddos-protection", "variant": "scale", "raw": "Link11", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Radware** or **Link11** – Good alternatives"}, {"id": "mai-20260917-0922-baseline|c114-m5|mistral-small|Cloudflare", "prompt": "c114-m5", "model": "mistral-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "shortlist 3–5 vendors (e.g., Cloudflare, Akamai, Arbor, Radware, AWS Shield, Azure DDoS Protection)"}, {"id": "mai-20260917-0922-baseline|c114-m5|mistral-small|Akamai", "prompt": "c114-m5", "model": "mistral-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "shortlist 3–5 vendors (e.g., Cloudflare, Akamai, Arbor, Radware, AWS Shield, Azure DDoS Protection)"}, {"id": "mai-20260917-0922-baseline|c114-m5|mistral-small|Arbor", "prompt": "c114-m5", "model": "mistral-small", "cat": "ddos-protection", "variant": "scale", "raw": "Arbor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "shortlist 3–5 vendors (e.g., Cloudflare, Akamai, Arbor, Radware, AWS Shield, Azure DDoS Protection)"}, {"id": "mai-20260917-0922-baseline|c114-m5|mistral-small|Radware", "prompt": "c114-m5", "model": "mistral-small", "cat": "ddos-protection", "variant": "scale", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "shortlist 3–5 vendors (e.g., Cloudflare, Akamai, Arbor, Radware, AWS Shield, Azure DDoS Protection)"}, {"id": "mai-20260917-0922-baseline|c114-m5|mistral-small|AWS Shield", "prompt": "c114-m5", "model": "mistral-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "shortlist 3–5 vendors (e.g., Cloudflare, Akamai, Arbor, Radware, AWS Shield, Azure DDoS Protection)"}, {"id": "mai-20260917-0922-baseline|c114-m5|mistral-small|Azure DDoS Protection", "prompt": "c114-m5", "model": "mistral-small", "cat": "ddos-protection", "variant": "scale", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "shortlist 3–5 vendors (e.g., Cloudflare, Akamai, Arbor, Radware, AWS Shield, Azure DDoS Protection)"}, {"id": "mai-20260917-0922-baseline|c114-m5|moonshot-small|Cloudflare", "prompt": "c114-m5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** | Strong default choice | Unmetered billing, fast TTM, generous free/pro tiers. Easy to trial."}, {"id": "mai-20260917-0922-baseline|c114-m5|moonshot-small|Akamai", "prompt": "c114-m5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akamai Prolexic** | Best when uptime = revenue loss | Higher touch, higher cost."}, {"id": "mai-20260917-0922-baseline|c114-m5|moonshot-small|AWS Shield Advanced", "prompt": "c114-m5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good if already on AWS | Expensive ($3k/mo + data transfer), but deeply integrated if your infra is AWS-native."}, {"id": "mai-20260917-0922-baseline|c114-m5|moonshot-small|Imperva", "prompt": "c114-m5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good when compliance wants SLAs | Strong on application-layer and formal documentation."}, {"id": "mai-20260917-0922-baseline|c114-m5|moonshot-small|Radware", "prompt": "c114-m5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Imperva / Radware | Good when compliance wants SLAs"}, {"id": "mai-20260917-0922-baseline|c114-m5|moonshot-small|Azure DDoS Protection", "prompt": "c114-m5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good if already on Azure | Similar to AWS Shield—value is in native integration"}, {"id": "mai-20260917-0922-baseline|c114-m5|xai-small|Cloudflare", "prompt": "c114-m5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **Cloudflare** | 10/10 | Yes | Excellent | High (unmetered) | Most companies |"}, {"id": "mai-20260917-0922-baseline|c114-m5|xai-small|Imperva", "prompt": "c114-m5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **Imperva** | 8/10 | Yes | Excellent | Medium | Compliance-heavy |"}, {"id": "mai-20260917-0922-baseline|c114-m5|xai-small|AWS Shield", "prompt": "c114-m5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **AWS Shield Advanced** | 9/10 | Yes (AWS)| Good | High | AWS users |"}, {"id": "mai-20260917-0922-baseline|c114-m5|xai-small|Akamai Prolexic", "prompt": "c114-m5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Akamai Prolexic** | 10/10 | Yes | Excellent | Medium | High-stakes |"}, {"id": "mai-20260917-0922-baseline|c114-m5|xai-small|Radware", "prompt": "c114-m5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Radware** | 8/10 | Yes | Strong | Medium | Hybrid setups |"}, {"id": "mai-20260917-0922-baseline|c114-m5|zai-small|Cloudflare", "prompt": "c114-m5", "model": "zai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most 500‑person organizations, a cloud‑based, always‑on, unmetered provider (Cloudflare, EdgeOne, or a hybrid cloud‑on‑prem solution) will give you the best blend"}, {"id": "mai-20260917-0922-baseline|c114-m5|zai-small|Akamai", "prompt": "c114-m5", "model": "zai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Akamai Prolexic ... Enterprise‑grade scrubbing, deep protocol expertise, strong SLAs"}, {"id": "mai-20260917-0922-baseline|c114-m5|zai-small|AWS Shield", "prompt": "c114-m5", "model": "zai-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS Shield Advanced ... Tight AWS integration, auto‑scaling, no extra hardware"}, {"id": "mai-20260917-0922-baseline|c114-m5|zai-small|Imperva", "prompt": "c114-m5", "model": "zai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Imperva ... Strong compliance reporting, detailed analytics"}, {"id": "mai-20260917-0922-baseline|c114-m5|zai-small|Azure DDoS Network Protection", "prompt": "c114-m5", "model": "zai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Azure DDoS Network Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Same as AWS Shield, good for Azure‑centric shops"}, {"id": "mai-20260917-0922-baseline|c114-m5|zai-small|EdgeOne", "prompt": "c114-m5", "model": "zai-small", "cat": "ddos-protection", "variant": "scale", "raw": "EdgeOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "a cloud‑based, always‑on, unmetered provider (Cloudflare, EdgeOne, ...) will give you the best blend of capacity, speed, and cost predictability"}, {"id": "mai-20260917-0922-baseline|c114-m5|zai-small|Radware DefensePro", "prompt": "c114-m5", "model": "zai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Radware DefensePro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deep L7 inspection, strong for high‑value API endpoints | Custom (often $3,000+/mo)"}, {"id": "mai-20260917-0922-baseline|c114-m5|zai-small|StormWall", "prompt": "c114-m5", "model": "zai-small", "cat": "ddos-protection", "variant": "scale", "raw": "StormWall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Sources: StormWall’s “8 essential questions” on layer coverage and ML detection"}, {"id": "mai-20260917-0922-baseline|c114-m6|alibaba-small|DDoS-Guard", "prompt": "c114-m6", "model": "alibaba-small", "cat": "ddos-protection", "variant": "negative", "raw": "DDoS-Guard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why Avoid:** Several users have reported serious issues with this provider"}, {"id": "mai-20260917-0922-baseline|c114-m6|alibaba-small|Path.net", "prompt": "c114-m6", "model": "alibaba-small", "cat": "ddos-protection", "variant": "negative", "raw": "Path.net", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why Be Cautious:** While Path.net has strong technical capabilities ... their **customer support and stability** have been heavily criticized"}, {"id": "mai-20260917-0922-baseline|c114-m6|alibaba-small|Cosmic Guard", "prompt": "c114-m6", "model": "alibaba-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cosmic Guard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why Avoid:** Many cheap VPS hosting companies market \"Anti-DDoS\" but provide: **No Real Scrubbing**"}, {"id": "mai-20260917-0922-baseline|c114-m6|alibaba-small|Cloudflare", "prompt": "c114-m6", "model": "alibaba-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Cloudflare** (Free/Pro/Business) | Most websites, SMBs | Easy setup, strong L7 protection, unmetered mitigation on paid tiers."}, {"id": "mai-20260917-0922-baseline|c114-m6|alibaba-small|AWS Shield Advanced", "prompt": "c114-m6", "model": "alibaba-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Flat monthly fee ($3k+/mo), integrates natively with AWS. Expensive but reliable if you're on AWS."}, {"id": "mai-20260917-0922-baseline|c114-m6|alibaba-small|Azure DDoS Protection", "prompt": "c114-m6", "model": "alibaba-small", "cat": "ddos-protection", "variant": "negative", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Similar to AWS Shield, integrated with Microsoft cloud."}, {"id": "mai-20260917-0922-baseline|c114-m6|alibaba-small|Akamai Prolexic", "prompt": "c114-m6", "model": "alibaba-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Expensive ($10k+/mo) but highly robust and trusted by Fortune 500 companies."}, {"id": "mai-20260917-0922-baseline|c114-m6|alibaba-small|Flowtriq", "prompt": "c114-m6", "model": "alibaba-small", "cat": "ddos-protection", "variant": "negative", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Newer player, offers agent-based detection with transparent pricing and no hidden overage fees."}, {"id": "mai-20260917-0922-baseline|c114-m6|anthropic-small|DDoS-Guard", "prompt": "c114-m6", "model": "anthropic-small", "cat": "ddos-protection", "variant": "negative", "raw": "DDoS-Guard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "## Specific Services to Avoid\n\n**DDoS-Guard**: DDoS-Guard is suspected of hosting multiple Internet scammers"}, {"id": "mai-20260917-0922-baseline|c114-m6|anthropic-small|Imperva", "prompt": "c114-m6", "model": "anthropic-small", "cat": "ddos-protection", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Imperva lacks transparent pricing information"}, {"id": "mai-20260917-0922-baseline|c114-m6|anthropic-small|Akamai", "prompt": "c114-m6", "model": "anthropic-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Akamai's lack of transparent pricing on the website makes it potentially less accessible for smaller businesses."}, {"id": "mai-20260917-0922-baseline|c114-m6|anthropic-small|Lumen", "prompt": "c114-m6", "model": "anthropic-small", "cat": "ddos-protection", "variant": "negative", "raw": "Lumen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some providers like Lumen have setup that could be more streamlined and customer service that could be improved."}, {"id": "mai-20260917-0922-baseline|c114-m6|challenger-small|AWS", "prompt": "c114-m6", "model": "challenger-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "warns to be cautious with major cloud providers like AWS, GCP, Azure, and Oracle Cloud when relying on them for DDoS defense alone"}, {"id": "mai-20260917-0922-baseline|c114-m6|challenger-small|GCP", "prompt": "c114-m6", "model": "challenger-small", "cat": "ddos-protection", "variant": "negative", "raw": "GCP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "warns to be cautious with major cloud providers like AWS, GCP, Azure, and Oracle Cloud when relying on them for DDoS defense alone"}, {"id": "mai-20260917-0922-baseline|c114-m6|challenger-small|Azure", "prompt": "c114-m6", "model": "challenger-small", "cat": "ddos-protection", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "warns to be cautious with major cloud providers like AWS, GCP, Azure, and Oracle Cloud when relying on them for DDoS defense alone"}, {"id": "mai-20260917-0922-baseline|c114-m6|challenger-small|Oracle Cloud", "prompt": "c114-m6", "model": "challenger-small", "cat": "ddos-protection", "variant": "negative", "raw": "Oracle Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "warns to be cautious with major cloud providers like AWS, GCP, Azure, and Oracle Cloud when relying on them for DDoS defense alone"}, {"id": "mai-20260917-0922-baseline|c114-m6|deepseek-small|DDoS-Guard", "prompt": "c114-m6", "model": "deepseek-small", "cat": "ddos-protection", "variant": "negative", "raw": "DDoS-Guard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Use caution and research thoroughly if you're considering it for sensitive workloads."}, {"id": "mai-20260917-0922-baseline|c114-m6|deepseek-small|Hyperfilter", "prompt": "c114-m6", "model": "deepseek-small", "cat": "ddos-protection", "variant": "negative", "raw": "Hyperfilter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "describing it as a \"scam company\"... Steer clear unless you have very strong, verifiable references."}, {"id": "mai-20260917-0922-baseline|c114-m6|deepseek-small|Cyro Host", "prompt": "c114-m6", "model": "deepseek-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cyro Host", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some customer complaints have surfaced around billing and reliability. Treat with caution"}, {"id": "mai-20260917-0922-baseline|c114-m6|deepseek-small|OVH (standard \"Anti-DDoS\" tier, not enterprise)", "prompt": "c114-m6", "model": "deepseek-small", "cat": "ddos-protection", "variant": "negative", "raw": "OVH (standard \"Anti-DDoS\" tier, not enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "frequently respond to attacks by **null-routing** (blackholing your IP) rather than actually mitigating"}, {"id": "mai-20260917-0922-baseline|c114-m6|deepseek-small|Voxility", "prompt": "c114-m6", "model": "deepseek-small", "cat": "ddos-protection", "variant": "negative", "raw": "Voxility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "community tests showed it often failed to mitigate anything above ~100 Gbps and would null-route on sustained attacks"}, {"id": "mai-20260917-0922-baseline|c114-m6|deepseek-small|Cloudflare", "prompt": "c114-m6", "model": "deepseek-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Cloudflare is widely praised partly because its mitigation is **unmetered**"}, {"id": "mai-20260917-0922-baseline|c114-m6|deepseek-small|Akamai Prolexic", "prompt": "c114-m6", "model": "deepseek-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "providers that repeatedly score well on capacity, transparency, and always-on mitigation include"}, {"id": "mai-20260917-0922-baseline|c114-m6|deepseek-small|Imperva", "prompt": "c114-m6", "model": "deepseek-small", "cat": "ddos-protection", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "providers that repeatedly score well on capacity, transparency, and always-on mitigation"}, {"id": "mai-20260917-0922-baseline|c114-m6|deepseek-small|AWS Shield Advanced", "prompt": "c114-m6", "model": "deepseek-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "providers that repeatedly score well on capacity, transparency, and always-on mitigation"}, {"id": "mai-20260917-0922-baseline|c114-m6|deepseek-small|Radware", "prompt": "c114-m6", "model": "deepseek-small", "cat": "ddos-protection", "variant": "negative", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "to a lesser degree **Radware** and **Fastly**"}, {"id": "mai-20260917-0922-baseline|c114-m6|deepseek-small|Fastly", "prompt": "c114-m6", "model": "deepseek-small", "cat": "ddos-protection", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "to a lesser degree **Radware** and **Fastly**"}, {"id": "mai-20260917-0922-baseline|c114-m6|google-small|Cloudflare", "prompt": "c114-m6", "model": "google-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Only use providers that offer **flat-rate, unlimited DDoS mitigation** (such as Cloudflare, Akamai, or AWS Shield)"}, {"id": "mai-20260917-0922-baseline|c114-m6|google-small|Akamai", "prompt": "c114-m6", "model": "google-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "such as Cloudflare, Akamai, or AWS Shield"}, {"id": "mai-20260917-0922-baseline|c114-m6|google-small|AWS Shield", "prompt": "c114-m6", "model": "google-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "such as Cloudflare, Akamai, or AWS Shield"}, {"id": "mai-20260917-0922-baseline|c114-m6|google-small|DDoS-Guard", "prompt": "c114-m6", "model": "google-small", "cat": "ddos-protection", "variant": "negative", "raw": "DDoS-Guard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why to avoid: If you host your legitimate business behind DDoS-Guard, your traffic may be routed through IP addresses that are pre-blocked or blacklisted"}, {"id": "mai-20260917-0922-baseline|c114-m6|google-small|Cloudflare Pro/Business", "prompt": "c114-m6", "model": "google-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare Pro/Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "budget for a paid tier (such as Cloudflare Pro/Business, Sucuri, or Gcore) that guarantees custom rulesets"}, {"id": "mai-20260917-0922-baseline|c114-m6|google-small|Sucuri", "prompt": "c114-m6", "model": "google-small", "cat": "ddos-protection", "variant": "negative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "such as Cloudflare Pro/Business, Sucuri, or Gcore"}, {"id": "mai-20260917-0922-baseline|c114-m6|google-small|Gcore", "prompt": "c114-m6", "model": "google-small", "cat": "ddos-protection", "variant": "negative", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "such as Cloudflare Pro/Business, Sucuri, or Gcore"}, {"id": "mai-20260917-0922-baseline|c114-m6|mistral-small|Cloudflare", "prompt": "c114-m6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Stick with well-established providers like Cloudflare, Akamai Prolexic, Imperva, AWS Shield, or Azure DDoS Protection"}, {"id": "mai-20260917-0922-baseline|c114-m6|mistral-small|Akamai Prolexic", "prompt": "c114-m6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cloudflare, Akamai Prolexic, and AWS Shield are noted for offering unmetered or more predictable pricing"}, {"id": "mai-20260917-0922-baseline|c114-m6|mistral-small|AWS Shield", "prompt": "c114-m6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Cloudflare, Akamai Prolexic, and AWS Shield are noted for offering unmetered or more predictable pricing"}, {"id": "mai-20260917-0922-baseline|c114-m6|mistral-small|Google’s Project Shield", "prompt": "c114-m6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "Google’s Project Shield", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "only available to select organizations (e.g., media, election monitoring, human rights sites), which may not suit most businesses"}, {"id": "mai-20260917-0922-baseline|c114-m6|mistral-small|Imperva", "prompt": "c114-m6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stick with well-established providers like Cloudflare, Akamai Prolexic, Imperva, AWS Shield, or Azure DDoS Protection"}, {"id": "mai-20260917-0922-baseline|c114-m6|mistral-small|Azure DDoS Protection", "prompt": "c114-m6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stick with well-established providers like Cloudflare, Akamai Prolexic, Imperva, AWS Shield, or Azure DDoS Protection"}, {"id": "mai-20260917-0922-baseline|c114-m6|moonshot-small|DDoS-Guard.net", "prompt": "c114-m6", "model": "moonshot-small", "cat": "ddos-protection", "variant": "negative", "raw": "DDoS-Guard.net", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**DDoS-Guard.net** - Mixed Reputation - Trustpilot reviews raise concerns about: Being used by \"dodgy websites\" to remain anonymous"}, {"id": "mai-20260917-0922-baseline|c114-m6|moonshot-small|Cloudflare", "prompt": "c114-m6", "model": "moonshot-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Look for **unmetered, always-on** protection (Cloudflare is noted for this)"}, {"id": "mai-20260917-0922-baseline|c114-m6|moonshot-small|Akamai Prolexic", "prompt": "c114-m6", "model": "moonshot-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The major providers (Cloudflare, Akamai Prolexic, AWS Shield, Imperva) generally have better track records"}, {"id": "mai-20260917-0922-baseline|c114-m6|moonshot-small|AWS Shield", "prompt": "c114-m6", "model": "moonshot-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The major providers (Cloudflare, Akamai Prolexic, AWS Shield, Imperva) generally have better track records"}, {"id": "mai-20260917-0922-baseline|c114-m6|moonshot-small|Imperva", "prompt": "c114-m6", "model": "moonshot-small", "cat": "ddos-protection", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The major providers (Cloudflare, Akamai Prolexic, AWS Shield, Imperva) generally have better track records"}, {"id": "mai-20260917-0922-baseline|c114-m6|openai-small|Cloudflare", "prompt": "c114-m6", "model": "openai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "For example, Cloudflare has publicly documented several 2025 incidents that affected parts of its network and security services."}, {"id": "mai-20260917-0922-baseline|c114-m6|xai-small|DDOS-GUARD", "prompt": "c114-m6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "DDOS-GUARD", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be cautious with DDoS-GUARD (ddos-guard.net), as it stands out in reviews for major red flags"}, {"id": "mai-20260917-0922-baseline|c114-m6|xai-small|Path.net", "prompt": "c114-m6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Path.net", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Path.net also has mixed feedback worth noting... reliability concerns for high-stakes use."}, {"id": "mai-20260917-0922-baseline|c114-m6|xai-small|Cosmic Guard", "prompt": "c114-m6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cosmic Guard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Limited reviews (Trustpilot ~18 total); ... lacks broad validation—approach with trial."}, {"id": "mai-20260917-0922-baseline|c114-m6|xai-small|Cloudflare", "prompt": "c114-m6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "prefer established ones like Cloudflare (free tier absorbs Tbps attacks) for reliability"}, {"id": "mai-20260917-0922-baseline|c114-m6|xai-small|Akamai", "prompt": "c114-m6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "most top providers (Cloudflare, Akamai, Imperva) dominate positive rankings"}, {"id": "mai-20260917-0922-baseline|c114-m6|xai-small|Imperva", "prompt": "c114-m6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "most top providers (Cloudflare, Akamai, Imperva) dominate positive rankings"}, {"id": "mai-20260917-0922-baseline|c114-m6|zai-small|DDoS-Guard (ddos-guard.net)", "prompt": "c114-m6", "model": "zai-small", "cat": "ddos-protection", "variant": "negative", "raw": "DDoS-Guard (ddos-guard.net)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid **DDoS-Guard**"}, {"id": "mai-20260917-0922-baseline|c114-m6|zai-small|BackConnect (BackConnect Security, Inc.)", "prompt": "c114-m6", "model": "zai-small", "cat": "ddos-protection", "variant": "negative", "raw": "BackConnect (BackConnect Security, Inc.)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**History of BGP hijacking:** The company has admitted to hijacking hundreds of Internet addresses"}, {"id": "mai-20260917-0922-baseline|c114-m6|zai-small|Cosmic Guard (Cosmic Guard, Inc.)", "prompt": "c114-m6", "model": "zai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cosmic Guard (Cosmic Guard, Inc.)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Poor server performance:** Multiple reviews describe servers as \"potato servers\" with frequent downtime"}, {"id": "mai-20260917-0922-baseline|c114-m6|zai-small|Cloudflare", "prompt": "c114-m6", "model": "zai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Large, reputable providers** with documented capacity (e.g., Cloudflare, Akamai Prolexic, AWS Shield, Imperva)"}, {"id": "mai-20260917-0922-baseline|c114-m6|zai-small|Akamai Prolexic", "prompt": "c114-m6", "model": "zai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "e.g., Cloudflare, Akamai Prolexic, AWS Shield, Imperva"}, {"id": "mai-20260917-0922-baseline|c114-m6|zai-small|AWS Shield", "prompt": "c114-m6", "model": "zai-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "e.g., Cloudflare, Akamai Prolexic, AWS Shield, Imperva"}, {"id": "mai-20260917-0922-baseline|c114-m6|zai-small|Imperva", "prompt": "c114-m6", "model": "zai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "e.g., Cloudflare, Akamai Prolexic, AWS Shield, Imperva"}, {"id": "mai-20260917-0922-baseline|c114-s1|alibaba-small|Akamai Prolexic", "prompt": "c114-s1", "model": "alibaba-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large enterprises often overpay for dedicated hardware (like Akamai Prolexic)"}, {"id": "mai-20260917-0922-baseline|c114-s1|alibaba-small|Cloudflare", "prompt": "c114-s1", "model": "alibaba-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Best All-Around: Cloudflare ... widely considered the gold standard for small to mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c114-s1|alibaba-small|Gcore", "prompt": "c114-s1", "model": "alibaba-small", "cat": "ddos-protection", "variant": "direct", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Performance & EU/Eastern Markets: Gcore ... frequently cited as the best \"value\" option for SMBs"}, {"id": "mai-20260917-0922-baseline|c114-s1|anthropic-small|Cloudflare", "prompt": "c114-s1", "model": "anthropic-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is consistently recommended as the best starting point."}, {"id": "mai-20260917-0922-baseline|c114-s1|anthropic-small|Imperva", "prompt": "c114-s1", "model": "anthropic-small", "cat": "ddos-protection", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Imperva is recommended when compliance requires a written mitigation SLA"}, {"id": "mai-20260917-0922-baseline|c114-s1|anthropic-small|AWS Shield", "prompt": "c114-s1", "model": "anthropic-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if you're already hosted on these cloud platforms."}, {"id": "mai-20260917-0922-baseline|c114-s1|anthropic-small|Azure DDoS Protection", "prompt": "c114-s1", "model": "anthropic-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you're already hosted on these cloud platforms."}, {"id": "mai-20260917-0922-baseline|c114-s1|anthropic-small|Gcore", "prompt": "c114-s1", "model": "anthropic-small", "cat": "ddos-protection", "variant": "direct", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Combines DDoS protection across L3/4/7 layers with a fully featured WAAP and real-time threat intelligence"}, {"id": "mai-20260917-0922-baseline|c114-s1|challenger-small|Cloudflare", "prompt": "c114-s1", "model": "challenger-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c114-s1|challenger-small|Sucuri", "prompt": "c114-s1", "model": "challenger-small", "cat": "ddos-protection", "variant": "direct", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sucuri** is a reasonable alternative and is explicitly described as best for small businesses"}, {"id": "mai-20260917-0922-baseline|c114-s1|challenger-small|Gcore", "prompt": "c114-s1", "model": "challenger-small", "cat": "ddos-protection", "variant": "direct", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gcore** is also highlighted as a good-value option for SMBs"}, {"id": "mai-20260917-0922-baseline|c114-s1|deepseek-small|Cloudflare", "prompt": "c114-s1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is the most widely recommended choice for small B2B companies"}, {"id": "mai-20260917-0922-baseline|c114-s1|deepseek-small|AWS Shield", "prompt": "c114-s1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS-hosted workloads | **AWS Shield** (Standard is free; Advanced ~$3,000/mo)"}, {"id": "mai-20260917-0922-baseline|c114-s1|deepseek-small|Azure DDoS Network Protection", "prompt": "c114-s1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS Network Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure-heavy organization | **Azure DDoS Network Protection** | ~$2,944/mo"}, {"id": "mai-20260917-0922-baseline|c114-s1|deepseek-small|Cloud Armor", "prompt": "c114-s1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Google Cloud workloads | **Cloud Armor** (Standard free; Plus ~$500/mo)"}, {"id": "mai-20260917-0922-baseline|c114-s1|deepseek-small|Akamai Prolexic", "prompt": "c114-s1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai Prolexic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Skip enterprise-grade options** like **Akamai Prolexic** and **Radware** — too expensive and feature-heavy for small businesses"}, {"id": "mai-20260917-0922-baseline|c114-s1|deepseek-small|Radware", "prompt": "c114-s1", "model": "deepseek-small", "cat": "ddos-protection", "variant": "direct", "raw": "Radware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Skip enterprise-grade options** like **Akamai Prolexic** and **Radware**"}, {"id": "mai-20260917-0922-baseline|c114-s1|google-small|Cloudflare", "prompt": "c114-s1", "model": "google-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Cloudflare (Best Overall & Best Value)"}, {"id": "mai-20260917-0922-baseline|c114-s1|google-small|Indusface AppTrana", "prompt": "c114-s1", "model": "google-small", "cat": "ddos-protection", "variant": "direct", "raw": "Indusface AppTrana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Indusface AppTrana (Best Fully Managed Service)"}, {"id": "mai-20260917-0922-baseline|c114-s1|google-small|Sucuri", "prompt": "c114-s1", "model": "google-small", "cat": "ddos-protection", "variant": "direct", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Sucuri (Best for Budget-Conscious WordPress & CMS Sites)"}, {"id": "mai-20260917-0922-baseline|c114-s1|google-small|AWS Shield Standard", "prompt": "c114-s1", "model": "google-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield Standard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "AWS Shield Advanced is $3,000/month ... keep the free Standard tier enabled, but place Cloudflare in front"}, {"id": "mai-20260917-0922-baseline|c114-s1|google-small|Azure DDoS", "prompt": "c114-s1", "model": "google-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The \"Advanced\" versions of these cloud protections ... are extremely expensive"}, {"id": "mai-20260917-0922-baseline|c114-s1|meta-small|Gcore", "prompt": "c114-s1", "model": "meta-small", "cat": "ddos-protection", "variant": "direct", "raw": "Gcore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gcore and Cloudflare are recommended for their value and simplicity for small to medium-sized businesses (SMBs)"}, {"id": "mai-20260917-0922-baseline|c114-s1|meta-small|Cloudflare", "prompt": "c114-s1", "model": "meta-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Gcore and Cloudflare are recommended for their value and simplicity for small to medium-sized businesses (SMBs)"}, {"id": "mai-20260917-0922-baseline|c114-s1|minimax-small|Cloudflare", "prompt": "c114-s1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** offers the best balance of affordability, ease of use, and reliable protection"}, {"id": "mai-20260917-0922-baseline|c114-s1|minimax-small|AWS Shield", "prompt": "c114-s1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Companies already heavily invested in AWS"}, {"id": "mai-20260917-0922-baseline|c114-s1|minimax-small|Microsoft Azure DDoS Protection", "prompt": "c114-s1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "Microsoft Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Azure-centric businesses"}, {"id": "mai-20260917-0922-baseline|c114-s1|minimax-small|Radware", "prompt": "c114-s1", "model": "minimax-small", "cat": "ddos-protection", "variant": "direct", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Companies needing advanced, customizable protection"}, {"id": "mai-20260917-0922-baseline|c114-s1|mistral-small|Cloudflare", "prompt": "c114-s1", "model": "mistral-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is often cited as the best choice for small businesses due to its user-friendly setup and comprehensive security features"}, {"id": "mai-20260917-0922-baseline|c114-s1|mistral-small|Gcore", "prompt": "c114-s1", "model": "mistral-small", "cat": "ddos-protection", "variant": "direct", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recognized for offering the best value for SMBs and performance-sensitive platforms, Gcore is another excellent option"}, {"id": "mai-20260917-0922-baseline|c114-s1|moonshot-small|Cloudflare", "prompt": "c114-s1", "model": "moonshot-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Cloudflare"}, {"id": "mai-20260917-0922-baseline|c114-s1|moonshot-small|AWS Shield Standard", "prompt": "c114-s1", "model": "moonshot-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: AWS Shield Standard (if on AWS)"}, {"id": "mai-20260917-0922-baseline|c114-s1|moonshot-small|Sucuri", "prompt": "c114-s1", "model": "moonshot-small", "cat": "ddos-protection", "variant": "direct", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: Sucuri"}, {"id": "mai-20260917-0922-baseline|c114-s1|moonshot-small|Akamai Prolexic", "prompt": "c114-s1", "model": "moonshot-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai Prolexic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Akamai Prolexic (~$10K+/month) – Overkill and overpriced for small businesses"}, {"id": "mai-20260917-0922-baseline|c114-s1|moonshot-small|AWS Shield Advanced", "prompt": "c114-s1", "model": "moonshot-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid: ... AWS Shield Advanced ($3,000/month) – Only justified if you're a heavy AWS user"}, {"id": "mai-20260917-0922-baseline|c114-s1|openai-small|Cloudflare", "prompt": "c114-s1", "model": "openai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c114-s1|openai-small|AWS Shield", "prompt": "c114-s1", "model": "openai-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you run a larger, complex enterprise network or require deep cloud-provider integration: compare **AWS Shield**"}, {"id": "mai-20260917-0922-baseline|c114-s1|openai-small|Azure DDoS Protection", "prompt": "c114-s1", "model": "openai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "compare **AWS Shield**, **Azure DDoS Protection**, or **Google Cloud Armor**"}, {"id": "mai-20260917-0922-baseline|c114-s1|openai-small|Google Cloud Armor", "prompt": "c114-s1", "model": "openai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "compare **AWS Shield**, **Azure DDoS Protection**, or **Google Cloud Armor**"}, {"id": "mai-20260917-0922-baseline|c114-s1|openai-small|Akamai", "prompt": "c114-s1", "model": "openai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need premium, very high-touch enterprise mitigation: look at **Akamai** or **Radware**"}, {"id": "mai-20260917-0922-baseline|c114-s1|openai-small|Radware", "prompt": "c114-s1", "model": "openai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Radware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look at **Akamai** or **Radware**"}, {"id": "mai-20260917-0922-baseline|c114-s1|xai-small|Cloudflare", "prompt": "c114-s1", "model": "xai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is widely regarded as the best DDoS protection service for a small B2B company"}, {"id": "mai-20260917-0922-baseline|c114-s1|xai-small|Sucuri", "prompt": "c114-s1", "model": "xai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simple for WordPress/small sites, L7 focus + malware removal | Smaller capacity (250 Gbps), web-only"}, {"id": "mai-20260917-0922-baseline|c114-s1|xai-small|AWS Shield Standard", "prompt": "c114-s1", "model": "xai-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unlimited for AWS-hosted infra | L7 needs extra WAF; AWS-only | You're on AWS"}, {"id": "mai-20260917-0922-baseline|c114-s1|xai-small|Imperva", "prompt": "c114-s1", "model": "xai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricier, more complex setup"}, {"id": "mai-20260917-0922-baseline|c114-s1|xai-small|Akamai Prolexic", "prompt": "c114-s1", "model": "xai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overkill/too expensive for small"}, {"id": "mai-20260917-0922-baseline|c114-s1|zai-small|Cloudflare", "prompt": "c114-s1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall starting point: Cloudflare (free tier) for its always-on, unmetered L3/L4 protection"}, {"id": "mai-20260917-0922-baseline|c114-s1|zai-small|AWS Shield", "prompt": "c114-s1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for AWS-native workloads: AWS Shield Standard (free) plus Cloudflare or another edge solution."}, {"id": "mai-20260917-0922-baseline|c114-s1|zai-small|Sucuri", "prompt": "c114-s1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best budget option for small sites: Sucuri (~$199/year)."}, {"id": "mai-20260917-0922-baseline|c114-s1|zai-small|Imperva", "prompt": "c114-s1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "For most small B2Bs, this is likely overkill unless you have very specific compliance or operational requirements."}, {"id": "mai-20260917-0922-baseline|c114-s1|zai-small|Akamai", "prompt": "c114-s1", "model": "zai-small", "cat": "ddos-protection", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Imperva and Akamai often require more complex integration and dedicated staff."}, {"id": "mai-20260917-0922-baseline|c114-s2|alibaba-small|Cloudflare", "prompt": "c114-s2", "model": "alibaba-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top All-Around Recommendation: Cloudflare ... offers the best balance of price, ease of use, and power."}, {"id": "mai-20260917-0922-baseline|c114-s2|alibaba-small|AWS Shield Advanced", "prompt": "c114-s2", "model": "alibaba-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you are Hosted on AWS: AWS Shield Advanced ... It is generally more expensive than Cloudflare's equivalent entry points."}, {"id": "mai-20260917-0922-baseline|c114-s2|alibaba-small|Bunny.net", "prompt": "c114-s2", "model": "alibaba-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Low Budget / Startups: Bunny.net ... a strong competitor to Cloudflare"}, {"id": "mai-20260917-0922-baseline|c114-s2|anthropic-small|Cloudflare", "prompt": "c114-s2", "model": "anthropic-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c114-s2|anthropic-small|Prolexic (Akamai)", "prompt": "c114-s2", "model": "anthropic-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Prolexic (Akamai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: **Prolexic (Akamai)**"}, {"id": "mai-20260917-0922-baseline|c114-s2|challenger-small|Cloudflare", "prompt": "c114-s2", "model": "challenger-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Cloudflare** as the default DDoS mitigation provider"}, {"id": "mai-20260917-0922-baseline|c114-s2|challenger-small|Flowtriq", "prompt": "c114-s2", "model": "challenger-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "pairing Cloudflare with **Flowtriq** as a lower-cost small-business stack, but that is a more specialized setup"}, {"id": "mai-20260917-0922-baseline|c114-s2|challenger-small|Akamai Prolexic", "prompt": "c114-s2", "model": "challenger-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "I would **not** start with enterprise-heavy options like **Akamai Prolexic** or **Radware** unless you have mission-critical uptime requirements"}, {"id": "mai-20260917-0922-baseline|c114-s2|challenger-small|Radware", "prompt": "c114-s2", "model": "challenger-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Radware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "I would **not** start with enterprise-heavy options like **Akamai Prolexic** or **Radware** unless..."}, {"id": "mai-20260917-0922-baseline|c114-s2|deepseek-small|Cloudflare", "prompt": "c114-s2", "model": "deepseek-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Cloudflare"}, {"id": "mai-20260917-0922-baseline|c114-s2|deepseek-small|AWS Shield", "prompt": "c114-s2", "model": "deepseek-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your site/app already runs on AWS, Shield Standard is included free"}, {"id": "mai-20260917-0922-baseline|c114-s2|deepseek-small|Sucuri", "prompt": "c114-s2", "model": "deepseek-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're on WordPress or a CMS; affordable (~$199/year)"}, {"id": "mai-20260917-0922-baseline|c114-s2|deepseek-small|Imperva", "prompt": "c114-s2", "model": "deepseek-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose if a compliance or customer contract requires a written mitigation SLA"}, {"id": "mai-20260917-0922-baseline|c114-s2|deepseek-small|AppTrana", "prompt": "c114-s2", "model": "deepseek-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AppTrana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Notable for offering a contractual 100% uptime SLA with service credits"}, {"id": "mai-20260917-0922-baseline|c114-s2|google-small|Cloudflare", "prompt": "c114-s2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Undisputed Best Overall: **Cloudflare**\nFor 95% of B2B small businesses, Cloudflare is the best starting point."}, {"id": "mai-20260917-0922-baseline|c114-s2|google-small|AppTrana (by Indusface)", "prompt": "c114-s2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AppTrana (by Indusface)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Hands-Off\" Managed Option: **AppTrana (by Indusface)**"}, {"id": "mai-20260917-0922-baseline|c114-s2|google-small|Sucuri", "prompt": "c114-s2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sucuri is an excellent, cost-effective alternative."}, {"id": "mai-20260917-0922-baseline|c114-s2|google-small|Akamai Prolexic", "prompt": "c114-s2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid these for now.** These solutions are designed for large corporations"}, {"id": "mai-20260917-0922-baseline|c114-s2|google-small|Imperva", "prompt": "c114-s2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid these for now.** These solutions are designed for large corporations"}, {"id": "mai-20260917-0922-baseline|c114-s2|google-small|AWS Shield Advanced", "prompt": "c114-s2", "model": "google-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid these for now.** ... they are unnecessary and cost-prohibitive."}, {"id": "mai-20260917-0922-baseline|c114-s2|meta-small|Fastly", "prompt": "c114-s2", "model": "meta-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top DDoS mitigation providers include:\n\n1. Fastly"}, {"id": "mai-20260917-0922-baseline|c114-s2|meta-small|Cloudflare", "prompt": "c114-s2", "model": "meta-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Cloudflare"}, {"id": "mai-20260917-0922-baseline|c114-s2|meta-small|Akamai", "prompt": "c114-s2", "model": "meta-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Akamai"}, {"id": "mai-20260917-0922-baseline|c114-s2|meta-small|Imperva", "prompt": "c114-s2", "model": "meta-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Imperva"}, {"id": "mai-20260917-0922-baseline|c114-s2|meta-small|AWS Shield", "prompt": "c114-s2", "model": "meta-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. AWS Shield"}, {"id": "mai-20260917-0922-baseline|c114-s2|minimax-small|Cloudflare", "prompt": "c114-s2", "model": "minimax-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c114-s2|minimax-small|Gcore", "prompt": "c114-s2", "model": "minimax-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good value, mentioned as best for SMBs and performance-sensitive platforms"}, {"id": "mai-20260917-0922-baseline|c114-s2|minimax-small|Sucuri", "prompt": "c114-s2", "model": "minimax-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your B2B site runs on WordPress ($199/yr)"}, {"id": "mai-20260917-0922-baseline|c114-s2|minimax-small|Flowtriq", "prompt": "c114-s2", "model": "minimax-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want per-server detection + forensics alongside a cloud scrubber"}, {"id": "mai-20260917-0922-baseline|c114-s2|mistral-small|Cloudflare Pro or Business", "prompt": "c114-s2", "model": "mistral-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare Pro or Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, Cloudflare Pro or Gcore are the most recommended DDoS mitigation providers"}, {"id": "mai-20260917-0922-baseline|c114-s2|mistral-small|Gcore", "prompt": "c114-s2", "model": "mistral-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Gcore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Recognized for offering the best value for SMBs"}, {"id": "mai-20260917-0922-baseline|c114-s2|mistral-small|Akamai Prolexic", "prompt": "c114-s2", "model": "mistral-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "generally too expensive and feature-rich for small businesses"}, {"id": "mai-20260917-0922-baseline|c114-s2|mistral-small|Flowtriq", "prompt": "c114-s2", "model": "mistral-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "mentioned as an affordable option for detection and response, but it may be more suitable if you have technical staff"}, {"id": "mai-20260917-0922-baseline|c114-s2|moonshot-small|Cloudflare", "prompt": "c114-s2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, I'd recommend starting with **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c114-s2|moonshot-small|AWS Shield Standard", "prompt": "c114-s2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Already hosting on AWS/Azure/GCP?** Use **AWS Shield Standard** (free, automatic)"}, {"id": "mai-20260917-0922-baseline|c114-s2|moonshot-small|Azure DDoS Protection Basic", "prompt": "c114-s2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Azure DDoS Protection Basic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Azure DDoS Protection Basic**"}, {"id": "mai-20260917-0922-baseline|c114-s2|moonshot-small|Sucuri", "prompt": "c114-s2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sucuri** or your managed host's built-in protection ... is easier than configuring a CDN/WAF yourself"}, {"id": "mai-20260917-0922-baseline|c114-s2|moonshot-small|WP Engine", "prompt": "c114-s2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "WP Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "your managed host's built-in protection (e.g., WP Engine, Kinsta)"}, {"id": "mai-20260917-0922-baseline|c114-s2|moonshot-small|Kinsta", "prompt": "c114-s2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Kinsta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "managed host's built-in protection (e.g., WP Engine, Kinsta)"}, {"id": "mai-20260917-0922-baseline|c114-s2|moonshot-small|Fastly", "prompt": "c114-s2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Fastly** or **Imperva** offer stronger API and bot-management controls, though they're pricier and more complex"}, {"id": "mai-20260917-0922-baseline|c114-s2|moonshot-small|Imperva (formerly Incapsula)", "prompt": "c114-s2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva (formerly Incapsula)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "though they're pricier and more complex"}, {"id": "mai-20260917-0922-baseline|c114-s2|moonshot-small|Akamai", "prompt": "c114-s2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Only look at enterprise-grade providers (Akamai, AWS Shield Advanced, etc.) once you have a dedicated technical team"}, {"id": "mai-20260917-0922-baseline|c114-s2|moonshot-small|AWS Shield Advanced", "prompt": "c114-s2", "model": "moonshot-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Only look at enterprise-grade providers (Akamai, AWS Shield Advanced, etc.) once you have a dedicated technical team"}, {"id": "mai-20260917-0922-baseline|c114-s2|openai-small|Cloudflare", "prompt": "c114-s2", "model": "openai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Cloudflare** as the default choice"}, {"id": "mai-20260917-0922-baseline|c114-s2|openai-small|AWS Shield Standard", "prompt": "c114-s2", "model": "openai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "This is a strong fit if your infrastructure already lives on AWS."}, {"id": "mai-20260917-0922-baseline|c114-s2|openai-small|Google Cloud Armor", "prompt": "c114-s2", "model": "openai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong option if you're on Google Cloud"}, {"id": "mai-20260917-0922-baseline|c114-s2|openai-small|Akamai Prolexic", "prompt": "c114-s2", "model": "openai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it's excellent, but may be more than a small business needs"}, {"id": "mai-20260917-0922-baseline|c114-s2|xai-small|Cloudflare", "prompt": "c114-s2", "model": "xai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is my top recommendation for a small B2B business."}, {"id": "mai-20260917-0922-baseline|c114-s2|xai-small|Sucuri", "prompt": "c114-s2", "model": "xai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "WordPress/CMS-heavy B2B site | $199/year (~$16/month) | Bundles DDoS + malware scan/cleanup"}, {"id": "mai-20260917-0922-baseline|c114-s2|xai-small|Imperva", "prompt": "c114-s2", "model": "xai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Stronger enterprise features but pricier for small ops."}, {"id": "mai-20260917-0922-baseline|c114-s2|xai-small|AWS Shield Standard", "prompt": "c114-s2", "model": "xai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already on AWS | Free | Good L3/L4 basics, but upgrade to Advanced ($3K+/month) for full power."}, {"id": "mai-20260917-0922-baseline|c114-s2|xai-small|Flowtriq", "prompt": "c114-s2", "model": "xai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Flowtriq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider layering with something like Flowtriq (~$10/node/month) for deeper visibility"}, {"id": "mai-20260917-0922-baseline|c114-s2|zai-small|Cloudflare", "prompt": "c114-s2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cloudflare** for a small‑to‑mid‑sized B2B company."}, {"id": "mai-20260917-0922-baseline|c114-s2|zai-small|AWS Shield / Azure DDoS", "prompt": "c114-s2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "AWS Shield / Azure DDoS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already running most of your infrastructure on AWS or Azure and want native, zero‑latency protection"}, {"id": "mai-20260917-0922-baseline|c114-s2|zai-small|Akamai Prolexic", "prompt": "c114-s2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can justify the **~$30K/year** minimum price and enterprise SLA requirements"}, {"id": "mai-20260917-0922-baseline|c114-s2|zai-small|Imperva", "prompt": "c114-s2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "have a larger budget (custom pricing, typically tens of thousands per year)"}, {"id": "mai-20260917-0922-baseline|c114-s2|zai-small|Sucuri", "prompt": "c114-s2", "model": "zai-small", "cat": "ddos-protection", "variant": "paraphrase", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you run a simple WordPress site and want the absolute lowest entry price (~$199/year)."}, {"id": "mai-20260917-0922-baseline|c114-s3|alibaba-small|Cloudflare", "prompt": "c114-s3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Cloudflare: It is the most cost-effective starting point."}, {"id": "mai-20260917-0922-baseline|c114-s3|alibaba-small|AWS Shield", "prompt": "c114-s3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use Native Shields as Backup: If you are on AWS, ensure AWS Shield Standard is enabled."}, {"id": "mai-20260917-0922-baseline|c114-s3|alibaba-small|Azure DDoS Protection", "prompt": "c114-s3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure DDoS Basic: Free; Advanced costs ~$3,150/month (though often discounted for startups)."}, {"id": "mai-20260917-0922-baseline|c114-s3|alibaba-small|Google Cloud Armor", "prompt": "c114-s3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Google Cloud Armor: Pay-as-you-go model based on features used."}, {"id": "mai-20260917-0922-baseline|c114-s3|alibaba-small|Sucuri", "prompt": "c114-s3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider Sucuri if: You run a simple WordPress site"}, {"id": "mai-20260917-0922-baseline|c114-s3|alibaba-small|Imperva", "prompt": "c114-s3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More complex to set up than Cloudflare or Sucuri... might be overkill for very small teams"}, {"id": "mai-20260917-0922-baseline|c114-s3|alibaba-small|Radware", "prompt": "c114-s3", "model": "alibaba-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More complex to set up than Cloudflare or Sucuri... might be overkill for very small teams"}, {"id": "mai-20260917-0922-baseline|c114-s3|anthropic-small|Cloudflare", "prompt": "c114-s3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams, Cloudflare offers the best balance of affordability and features, especially if you want a free tier to start."}, {"id": "mai-20260917-0922-baseline|c114-s3|anthropic-small|AWS Shield", "prompt": "c114-s3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The $3,000/month price tag is steep for small businesses but reasonable for organizations with significant AWS spending"}, {"id": "mai-20260917-0922-baseline|c114-s3|anthropic-small|Azure DDoS Protection", "prompt": "c114-s3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your infrastructure is already on AWS or Azure, those platforms' native DDoS protection options integrate better"}, {"id": "mai-20260917-0922-baseline|c114-s3|anthropic-small|Flowtriq", "prompt": "c114-s3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flowtriq starts at $9.99/node/month for agent-based detection with no overage charges"}, {"id": "mai-20260917-0922-baseline|c114-s3|anthropic-small|Fastly", "prompt": "c114-s3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CDN-based protection (Cloudflare, Fastly) ranges from $0 to $5,000/month"}, {"id": "mai-20260917-0922-baseline|c114-s3|anthropic-small|Akamai", "prompt": "c114-s3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "cloud scrubbing (Akamai, Neustar, Imperva) ranges from $1,500 to $10,000+/month"}, {"id": "mai-20260917-0922-baseline|c114-s3|anthropic-small|Neustar", "prompt": "c114-s3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Neustar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "cloud scrubbing (Akamai, Neustar, Imperva) ranges from $1,500 to $10,000+/month"}, {"id": "mai-20260917-0922-baseline|c114-s3|anthropic-small|Imperva", "prompt": "c114-s3", "model": "anthropic-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "cloud scrubbing (Akamai, Neustar, Imperva) ranges from $1,500 to $10,000+/month"}, {"id": "mai-20260917-0922-baseline|c114-s3|challenger-small|Cloudflare", "prompt": "c114-s3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose Cloudflare for most small teams"}, {"id": "mai-20260917-0922-baseline|c114-s3|challenger-small|AWS Shield", "prompt": "c114-s3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS Shield if you are AWS-only"}, {"id": "mai-20260917-0922-baseline|c114-s3|challenger-small|Google Cloud Armor", "prompt": "c114-s3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google Cloud Armor if you are Google Cloud-only"}, {"id": "mai-20260917-0922-baseline|c114-s3|challenger-small|Sucuri", "prompt": "c114-s3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "more oriented toward protecting websites for small businesses, so it is often a simpler fit"}, {"id": "mai-20260917-0922-baseline|c114-s3|challenger-small|Imperva", "prompt": "c114-s3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "usually heavier and pricier than SMB-first tools"}, {"id": "mai-20260917-0922-baseline|c114-s3|challenger-small|Radware", "prompt": "c114-s3", "model": "challenger-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it generally requires more expertise to operate well"}, {"id": "mai-20260917-0922-baseline|c114-s3|deepseek-small|Cloudflare", "prompt": "c114-s3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare (best overall for small teams)"}, {"id": "mai-20260917-0922-baseline|c114-s3|deepseek-small|AWS Shield", "prompt": "c114-s3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the realistic shortlist is **Cloudflare (free/Pro)** for general web workloads and **AWS Shield Standard (free)** if you're AWS-native"}, {"id": "mai-20260917-0922-baseline|c114-s3|deepseek-small|Google Cloud Armor", "prompt": "c114-s3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose this if you're already in that cloud—zero additional latency and simple integration."}, {"id": "mai-20260917-0922-baseline|c114-s3|deepseek-small|Azure DDoS Protection", "prompt": "c114-s3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure has a free basic tier with paid Network Protection"}, {"id": "mai-20260917-0922-baseline|c114-s3|deepseek-small|Imperva", "prompt": "c114-s3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may be overkill or over budget for a small team"}, {"id": "mai-20260917-0922-baseline|c114-s3|deepseek-small|Akamai Prolexic", "prompt": "c114-s3", "model": "deepseek-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "almost always out of reach for small teams"}, {"id": "mai-20260917-0922-baseline|c114-s3|google-small|Cloudflare", "prompt": "c114-s3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Small Teams**"}, {"id": "mai-20260917-0922-baseline|c114-s3|google-small|Sucuri (by GoDaddy)", "prompt": "c114-s3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Sucuri (by GoDaddy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Simple Websites & WordPress Teams**"}, {"id": "mai-20260917-0922-baseline|c114-s3|google-small|AWS Shield Standard", "prompt": "c114-s3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS Shield Standard** is completely free and automatically defends all AWS customers against common L3/L4"}, {"id": "mai-20260917-0922-baseline|c114-s3|google-small|Azure DDoS IP Protection", "prompt": "c114-s3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Azure DDoS IP Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the IP Protection tier charges a much more palatable $199/month per public IP address"}, {"id": "mai-20260917-0922-baseline|c114-s3|google-small|AWS Shield Advanced", "prompt": "c114-s3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid AWS Shield Advanced for a small team, as it costs a flat $3,000/month."}, {"id": "mai-20260917-0922-baseline|c114-s3|google-small|Fastly", "prompt": "c114-s3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fastly is a premium developer-friendly alternative"}, {"id": "mai-20260917-0922-baseline|c114-s3|google-small|Project Shield (by Jigsaw/Google)", "prompt": "c114-s3", "model": "google-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Project Shield (by Jigsaw/Google)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Non-Profits, Journalism, and Human Rights Groups"}, {"id": "mai-20260917-0922-baseline|c114-s3|meta-small|Cloudflare", "prompt": "c114-s3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is considered the strongest starting point for most organizations due to its always-on and unmetered mitigation."}, {"id": "mai-20260917-0922-baseline|c114-s3|meta-small|Sucuri", "prompt": "c114-s3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sucuri is best for small businesses due to its DDoS mitigation packaged with WAF, malware scanning, and cleanup for CMS-based sites."}, {"id": "mai-20260917-0922-baseline|c114-s3|meta-small|Gcore", "prompt": "c114-s3", "model": "meta-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gcore is considered the best value for SMBs, digital services, and performance-sensitive platforms."}, {"id": "mai-20260917-0922-baseline|c114-s3|minimax-small|Cloudflare", "prompt": "c114-s3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** – Best Overall for Most Teams"}, {"id": "mai-20260917-0922-baseline|c114-s3|minimax-small|Sucuri", "prompt": "c114-s3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sucuri** – Best for Small Websites & WordPress"}, {"id": "mai-20260917-0922-baseline|c114-s3|minimax-small|AWS Shield", "prompt": "c114-s3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS Shield** – Best for AWS-Native Workloads"}, {"id": "mai-20260917-0922-baseline|c114-s3|minimax-small|Imperva", "prompt": "c114-s3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Imperva** – Best for DDoS + WAF + Bot Protection Bundle"}, {"id": "mai-20260917-0922-baseline|c114-s3|minimax-small|Google Cloud Armor", "prompt": "c114-s3", "model": "minimax-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Google Cloud Armor** – Best for GCP Workloads"}, {"id": "mai-20260917-0922-baseline|c114-s3|mistral-small|Cloudflare", "prompt": "c114-s3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, Cloudflare is the best starting point due to its affordability, ease of use, and comprehensive features."}, {"id": "mai-20260917-0922-baseline|c114-s3|mistral-small|Sucuri", "prompt": "c114-s3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sucuri is a good alternative for WordPress sites"}, {"id": "mai-20260917-0922-baseline|c114-s3|mistral-small|Flowtriq", "prompt": "c114-s3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flowtriq is ideal for those wanting advanced detection at a low price."}, {"id": "mai-20260917-0922-baseline|c114-s3|mistral-small|AWS Shield (Standard & Advanced)", "prompt": "c114-s3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield (Standard & Advanced)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small teams already using AWS infrastructure. ... Advanced plan is expensive; may be overkill for very small teams"}, {"id": "mai-20260917-0922-baseline|c114-s3|mistral-small|Google Cloud Armor", "prompt": "c114-s3", "model": "mistral-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Small teams using Google Cloud."}, {"id": "mai-20260917-0922-baseline|c114-s3|moonshot-small|Cloudflare", "prompt": "c114-s3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare — Best Overall for Small Teams ... For most small teams, **Cloudflare's free tier** is the best starting point"}, {"id": "mai-20260917-0922-baseline|c114-s3|moonshot-small|Sucuri", "prompt": "c114-s3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sucuri — Best for Small Websites & WordPress"}, {"id": "mai-20260917-0922-baseline|c114-s3|moonshot-small|AWS Shield Standard", "prompt": "c114-s3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS Shield Standard — Best for AWS-Native Teams ... Cons: Only protects AWS-hosted resources"}, {"id": "mai-20260917-0922-baseline|c114-s3|moonshot-small|Azure DDoS Protection Basic", "prompt": "c114-s3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Azure DDoS Protection Basic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure DDoS Protection Basic — Best for Azure Users"}, {"id": "mai-20260917-0922-baseline|c114-s3|moonshot-small|Imperva", "prompt": "c114-s3", "model": "moonshot-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: More expensive; better suited for businesses with compliance needs than tiny teams"}, {"id": "mai-20260917-0922-baseline|c114-s3|openai-small|Cloudflare", "prompt": "c114-s3", "model": "openai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Cloudflare** if you want the **best balance of ease, cost, and protection**."}, {"id": "mai-20260917-0922-baseline|c114-s3|openai-small|AWS Shield", "prompt": "c114-s3", "model": "openai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose AWS Shield** if your whole stack is on AWS"}, {"id": "mai-20260917-0922-baseline|c114-s3|openai-small|Azure DDoS Protection", "prompt": "c114-s3", "model": "openai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Azure DDoS Protection** if you're already an Azure shop."}, {"id": "mai-20260917-0922-baseline|c114-s3|openai-small|Fastly", "prompt": "c114-s3", "model": "openai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Fastly tends to be less \"plug-and-play cheap\" than Cloudflare for a very small team"}, {"id": "mai-20260917-0922-baseline|c114-s3|xai-small|Cloudflare", "prompt": "c114-s3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Cloudflare Free/Pro for most small teams—scale as needed."}, {"id": "mai-20260917-0922-baseline|c114-s3|xai-small|Sucuri", "prompt": "c114-s3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If WordPress-heavy, add Sucuri."}, {"id": "mai-20260917-0922-baseline|c114-s3|xai-small|AWS Shield", "prompt": "c114-s3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zero-config L3/L4 for AWS resources; ... Advanced too expensive for small teams."}, {"id": "mai-20260917-0922-baseline|c114-s3|xai-small|Gcore", "prompt": "c114-s3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unmetered mitigation, pay-for-clean-traffic ... Smaller network vs giants; less name recognition"}, {"id": "mai-20260917-0922-baseline|c114-s3|xai-small|Akamai", "prompt": "c114-s3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise options like Akamai or Imperva are often too pricey or complex for small teams."}, {"id": "mai-20260917-0922-baseline|c114-s3|xai-small|Imperva", "prompt": "c114-s3", "model": "xai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise options like Akamai or Imperva are often too pricey or complex for small teams."}, {"id": "mai-20260917-0922-baseline|c114-s3|zai-small|Cloudflare", "prompt": "c114-s3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Cloudflare** – it's the most cost-effective, always-on, and easy to add to any stack."}, {"id": "mai-20260917-0922-baseline|c114-s3|zai-small|AWS Shield", "prompt": "c114-s3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already **AWS-centric** and want no extra networking."}, {"id": "mai-20260917-0922-baseline|c114-s3|zai-small|Google Cloud Armor", "prompt": "c114-s3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're **GCP-centric** and want ML-driven L7 protection."}, {"id": "mai-20260917-0922-baseline|c114-s3|zai-small|Imperva DDoS Protection", "prompt": "c114-s3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Imperva DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a **formal SLA** and compliance documentation."}, {"id": "mai-20260917-0922-baseline|c114-s3|zai-small|Fastly", "prompt": "c114-s3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Edge-native, ultra-low latency, inline mitigation; pay per-GB which can be cheap for small traffic."}, {"id": "mai-20260917-0922-baseline|c114-s3|zai-small|Sucuri", "prompt": "c114-s3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you run a **single CMS site** and want the simplest, cheapest option."}, {"id": "mai-20260917-0922-baseline|c114-s3|zai-small|Azure DDoS Network Protection", "prompt": "c114-s3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Azure DDoS Network Protection", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tuned for Azure's network, but budget-heavy for a small footprint."}, {"id": "mai-20260917-0922-baseline|c114-s3|zai-small|Akamai Prolexic", "prompt": "c114-s3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Not suitable for most small teams** – pricing, complexity, and sales cycle are enterprise-only"}, {"id": "mai-20260917-0922-baseline|c114-s3|zai-small|Radware / F5 / Nexusguard", "prompt": "c114-s3", "model": "zai-small", "cat": "ddos-protection", "variant": "comparative", "raw": "Radware / F5 / Nexusguard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid over-paying** – services like Akamai Prolexic, Radware, and F5 are excellent for massive enterprises but are rarely justified for a small team."}, {"id": "mai-20260917-0922-baseline|c114-s4|alibaba-small|Cloudflare", "prompt": "c114-s4", "model": "alibaba-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is widely considered the best starting point due to its balance of power and price."}, {"id": "mai-20260917-0922-baseline|c114-s4|alibaba-small|Sucuri", "prompt": "c114-s4", "model": "alibaba-small", "cat": "ddos-protection", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Ease of Use & Security Suites: Sucuri"}, {"id": "mai-20260917-0922-baseline|c114-s4|alibaba-small|AWS Shield", "prompt": "c114-s4", "model": "alibaba-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS Shield Basic** comes included with every AWS account for free."}, {"id": "mai-20260917-0922-baseline|c114-s4|alibaba-small|Akamai", "prompt": "c114-s4", "model": "alibaba-small", "cat": "ddos-protection", "variant": "budget", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you need Cloudflare or Akamai in front of your AWS instance"}, {"id": "mai-20260917-0922-baseline|c114-s4|alibaba-small|UFW (Uncomplicated Firewall)", "prompt": "c114-s4", "model": "alibaba-small", "cat": "ddos-protection", "variant": "budget", "raw": "UFW (Uncomplicated Firewall)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "This requires a higher technical skill level... your server will still go down"}, {"id": "mai-20260917-0922-baseline|c114-s4|alibaba-small|Fail2Ban", "prompt": "c114-s4", "model": "alibaba-small", "cat": "ddos-protection", "variant": "budget", "raw": "Fail2Ban", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "tools like **Fail2Ban** to block repeated IP offenders... Risk: This requires a higher technical skill level"}, {"id": "mai-20260917-0922-baseline|c114-s4|anthropic-small|Cloudflare", "prompt": "c114-s4", "model": "anthropic-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is the best DDoS protection service for most organizations in 2026"}, {"id": "mai-20260917-0922-baseline|c114-s4|anthropic-small|Flowtriq", "prompt": "c114-s4", "model": "anthropic-small", "cat": "ddos-protection", "variant": "budget", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudflare Free combined with Flowtriq ($9.99/node/month) costs under $50/month"}, {"id": "mai-20260917-0922-baseline|c114-s4|anthropic-small|Sucuri", "prompt": "c114-s4", "model": "anthropic-small", "cat": "ddos-protection", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sucuri offers DDoS mitigation packaged with WAF, malware scanning, and cleanup for CMS-based sites at affordable prices"}, {"id": "mai-20260917-0922-baseline|c114-s4|anthropic-small|AppTrana WAAP", "prompt": "c114-s4", "model": "anthropic-small", "cat": "ddos-protection", "variant": "budget", "raw": "AppTrana WAAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AppTrana WAAP starts from $99 for SMBs looking for cost-effective options"}, {"id": "mai-20260917-0922-baseline|c114-s4|challenger-small|Cloudflare Free", "prompt": "c114-s4", "model": "challenger-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **Cloudflare Free**"}, {"id": "mai-20260917-0922-baseline|c114-s4|challenger-small|Cloudflare Pro", "prompt": "c114-s4", "model": "challenger-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the best value upgrade is **Cloudflare Pro** at about **$20/month**"}, {"id": "mai-20260917-0922-baseline|c114-s4|challenger-small|Flowtriq", "prompt": "c114-s4", "model": "challenger-small", "cat": "ddos-protection", "variant": "budget", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a practical low-cost stack is **Cloudflare Free/Pro + Flowtriq**"}, {"id": "mai-20260917-0922-baseline|c114-s4|challenger-small|AWS Shield Standard", "prompt": "c114-s4", "model": "challenger-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS Shield Standard** is free for AWS customers, so that can be the cheapest option for cloud-native workloads"}, {"id": "mai-20260917-0922-baseline|c114-s4|deepseek-small|Cloudflare", "prompt": "c114-s4", "model": "deepseek-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare (free or Pro tier)** is generally the best choice for small businesses on a budget."}, {"id": "mai-20260917-0922-baseline|c114-s4|deepseek-small|AWS Shield Standard", "prompt": "c114-s4", "model": "deepseek-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're already on AWS (Free)"}, {"id": "mai-20260917-0922-baseline|c114-s4|deepseek-small|Sucuri", "prompt": "c114-s4", "model": "deepseek-small", "cat": "ddos-protection", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for WordPress/CMS sites (~$199–$499/year)"}, {"id": "mai-20260917-0922-baseline|c114-s4|deepseek-small|Akamai Prolexic", "prompt": "c114-s4", "model": "deepseek-small", "cat": "ddos-protection", "variant": "budget", "raw": "Akamai Prolexic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise solutions like **Akamai Prolexic** (~$30k+/year) ... are way overkill"}, {"id": "mai-20260917-0922-baseline|c114-s4|deepseek-small|AWS Shield Advanced", "prompt": "c114-s4", "model": "deepseek-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**AWS Shield Advanced** (~$3,000/month) are way overkill"}, {"id": "mai-20260917-0922-baseline|c114-s4|google-small|Cloudflare", "prompt": "c114-s4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best DDoS protection service is **Cloudflare**. It is widely considered the industry gold standard for budget-conscious organizations"}, {"id": "mai-20260917-0922-baseline|c114-s4|google-small|Sucuri", "prompt": "c114-s4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sucuri is a highly effective, low-cost alternative"}, {"id": "mai-20260917-0922-baseline|c114-s4|google-small|AWS Shield Standard", "prompt": "c114-s4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS Shield Standard is 100% free** and automatically defends against Layer 3 and 4 attacks"}, {"id": "mai-20260917-0922-baseline|c114-s4|google-small|AWS WAF", "prompt": "c114-s4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS WAF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you can add **AWS WAF** for a highly affordable pay-as-you-go rate"}, {"id": "mai-20260917-0922-baseline|c114-s4|google-small|Azure DDoS IP Protection", "prompt": "c114-s4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS IP Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It costs **$199/month per public IP** and delivers the same enterprise-grade mitigation capacity"}, {"id": "mai-20260917-0922-baseline|c114-s4|google-small|Google Cloud Armor", "prompt": "c114-s4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cloud Armor's pay-as-you-go model is highly affordable for small apps"}, {"id": "mai-20260917-0922-baseline|c114-s4|google-small|Gcore", "prompt": "c114-s4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Gcore (Best Budget Alternative to Cloudflare)"}, {"id": "mai-20260917-0922-baseline|c114-s4|google-small|OVHcloud", "prompt": "c114-s4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "OVHcloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you use a reputable host like **OVHcloud**, **Hetzner**, or **DigitalOcean**, basic Layer 3/4 network DDoS protection is often already running"}, {"id": "mai-20260917-0922-baseline|c114-s4|google-small|Hetzner", "prompt": "c114-s4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "Hetzner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "basic Layer 3/4 network DDoS protection is often already running silently in the background for free"}, {"id": "mai-20260917-0922-baseline|c114-s4|google-small|DigitalOcean", "prompt": "c114-s4", "model": "google-small", "cat": "ddos-protection", "variant": "budget", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "basic Layer 3/4 network DDoS protection is often already running silently in the background for free"}, {"id": "mai-20260917-0922-baseline|c114-s4|meta-small|Sucuri", "prompt": "c114-s4", "model": "meta-small", "cat": "ddos-protection", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best DDoS protection service for a small company with a tight budget is Sucuri"}, {"id": "mai-20260917-0922-baseline|c114-s4|meta-small|Cloudflare Free/Pro", "prompt": "c114-s4", "model": "meta-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare Free/Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Cloudflare Free/Pro, which provides baseline protection at zero cost or $20/month"}, {"id": "mai-20260917-0922-baseline|c114-s4|meta-small|Flowtriq", "prompt": "c114-s4", "model": "meta-small", "cat": "ddos-protection", "variant": "budget", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloudflare Business + Flowtriq on multiple nodes can provide comprehensive web protection with per-server visibility for $100-$500/month"}, {"id": "mai-20260917-0922-baseline|c114-s4|minimax-small|Cloudflare", "prompt": "c114-s4", "model": "minimax-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Cloudflare** (Best Overall Value)"}, {"id": "mai-20260917-0922-baseline|c114-s4|minimax-small|AWS Shield Basic", "prompt": "c114-s4", "model": "minimax-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Basic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **AWS Shield Basic** (If using AWS)"}, {"id": "mai-20260917-0922-baseline|c114-s4|minimax-small|Azure DDoS Protection Basic", "prompt": "c114-s4", "model": "minimax-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS Protection Basic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Azure DDoS Protection Basic** (If using Azure)"}, {"id": "mai-20260917-0922-baseline|c114-s4|minimax-small|Flowtriq", "prompt": "c114-s4", "model": "minimax-small", "cat": "ddos-protection", "variant": "budget", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Starts at $9.99/node/month ... Budget-friendly option for more custom needs"}, {"id": "mai-20260917-0922-baseline|c114-s4|mistral-small|Cloudflare Free or Pro Plan", "prompt": "c114-s4", "model": "mistral-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare Free or Pro Plan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare Free/Pro** is the best starting point for most small businesses due to its affordability, ease of use, and strong protection"}, {"id": "mai-20260917-0922-baseline|c114-s4|mistral-small|Flowtriq", "prompt": "c114-s4", "model": "mistral-small", "cat": "ddos-protection", "variant": "budget", "raw": "Flowtriq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you can combine Cloudflare Free/Pro with Flowtriq ($9.99/node), which provides additional server-side detection and HTTP protection"}, {"id": "mai-20260917-0922-baseline|c114-s4|mistral-small|AWS Shield Standard", "prompt": "c114-s4", "model": "mistral-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "their native DDoS protection (AWS Shield Standard...) is included at no extra cost and is suitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c114-s4|mistral-small|Azure DDoS Protection Basic", "prompt": "c114-s4", "model": "mistral-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS Protection Basic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure DDoS Protection Basic ... included at no extra cost and is suitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c114-s4|mistral-small|Google Cloud Armor Standard", "prompt": "c114-s4", "model": "mistral-small", "cat": "ddos-protection", "variant": "budget", "raw": "Google Cloud Armor Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Google Cloud Armor Standard) is included at no extra cost and is suitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c114-s4|moonshot-small|Cloudflare Free", "prompt": "c114-s4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare's Free tier** is almost universally the best starting point"}, {"id": "mai-20260917-0922-baseline|c114-s4|moonshot-small|AWS Shield Standard", "prompt": "c114-s4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS Shield Standard is excellent but only helps if your infrastructure is on AWS."}, {"id": "mai-20260917-0922-baseline|c114-s4|moonshot-small|Cloudflare Pro", "prompt": "c114-s4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Only upgrade to Pro ($20/month) if you need application-layer (L7) protection"}, {"id": "mai-20260917-0922-baseline|c114-s4|moonshot-small|Sucuri", "prompt": "c114-s4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Run WordPress and want malware protection too | **Sucuri**"}, {"id": "mai-20260917-0922-baseline|c114-s4|moonshot-small|Flowtriq detection", "prompt": "c114-s4", "model": "moonshot-small", "cat": "ddos-protection", "variant": "budget", "raw": "Flowtriq detection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Flowtriq detection** (~$10/month per server) — Per-second DDoS detection and alerts *(optional add-on)*"}, {"id": "mai-20260917-0922-baseline|c114-s4|openai-small|Cloudflare", "prompt": "c114-s4", "model": "openai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Cloudflare Free or Pro**"}, {"id": "mai-20260917-0922-baseline|c114-s4|openai-small|AWS", "prompt": "c114-s4", "model": "openai-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shield Standard** is included at no additional cost, but **Shield Advanced** costs much more"}, {"id": "mai-20260917-0922-baseline|c114-s4|openai-small|Google Cloud", "prompt": "c114-s4", "model": "openai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cloud Armor** can work well, but the pricing is more complex and can add up"}, {"id": "mai-20260917-0922-baseline|c114-s4|xai-small|Cloudflare", "prompt": "c114-s4", "model": "xai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare's free tier is the best DDoS protection service for a small company on a tight budget.**"}, {"id": "mai-20260917-0922-baseline|c114-s4|xai-small|Sucuri", "prompt": "c114-s4", "model": "xai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your site is **WordPress/CMS-heavy**, **Sucuri** (~$200/year Basic plan) bundles DDoS + malware scanning + cleanup, but it's not free."}, {"id": "mai-20260917-0922-baseline|c114-s4|xai-small|AWS Shield Standard", "prompt": "c114-s4", "model": "xai-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS Shield Standard** | AWS-hosted sites | Free | Auto-enabled for L3/L4; no setup."}, {"id": "mai-20260917-0922-baseline|c114-s4|xai-small|Google Cloud Armor", "prompt": "c114-s4", "model": "xai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google Cloud Armor** / **Azure DDoS** | GCP/Azure sites | Free Basic"}, {"id": "mai-20260917-0922-baseline|c114-s4|xai-small|Azure DDoS", "prompt": "c114-s4", "model": "xai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Google Cloud Armor** / **Azure DDoS** | GCP/Azure sites | Free Basic"}, {"id": "mai-20260917-0922-baseline|c114-s4|zai-small|Cloudflare Free Tier", "prompt": "c114-s4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare Free Tier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have $0/month budget:** Start with **Cloudflare Free + Cloud provider built-in protection**. It's unmetered, always-on, and covers most attacks."}, {"id": "mai-20260917-0922-baseline|c114-s4|zai-small|AWS Shield Standard", "prompt": "c114-s4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS Shield Standard** – Free for all AWS customers (covers common L3/L4 attacks)"}, {"id": "mai-20260917-0922-baseline|c114-s4|zai-small|Azure DDoS", "prompt": "c114-s4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Azure DDoS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure DDoS** – Free for Azure customers"}, {"id": "mai-20260917-0922-baseline|c114-s4|zai-small|Cloudflare Pro", "prompt": "c114-s4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you can afford ~$20/month:** Upgrade to **Cloudflare Pro** for a solid, affordable protection layer with WAF and analytics."}, {"id": "mai-20260917-0922-baseline|c114-s4|zai-small|Sucuri", "prompt": "c114-s4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you run a WordPress/CMS site:** **Sucuri** is a great, simple option at ~$10–$20/month."}, {"id": "mai-20260917-0922-baseline|c114-s4|zai-small|Google Cloud Armor", "prompt": "c114-s4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Google Cloud Armor** – Free for the first 2 months, then pay-per-hour"}, {"id": "mai-20260917-0922-baseline|c114-s4|zai-small|Cloudflare Business", "prompt": "c114-s4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Cloudflare Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cloudflare Business ($200/mo)** | Full edge protection with advanced analytics and priority support."}, {"id": "mai-20260917-0922-baseline|c114-s4|zai-small|Flowtriq detection", "prompt": "c114-s4", "model": "zai-small", "cat": "ddos-protection", "variant": "budget", "raw": "Flowtriq detection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Use tools like **Flowtriq detection** (~$9.99/node/month) for per-second detection and alerts"}, {"id": "mai-20260917-0922-baseline|c114-s5|alibaba-small|AWS Shield", "prompt": "c114-s5", "model": "alibaba-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start by checking what your current hosting/cloud provider offers. Often, the entry-tier protection included with AWS/Azure costs less and covers 80% of the threats a 30-person company faces."}, {"id": "mai-20260917-0922-baseline|c114-s5|alibaba-small|Azure DDoS Protection", "prompt": "c114-s5", "model": "alibaba-small", "cat": "ddos-protection", "variant": "scale", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "look for integrated solutions (like **AWS Shield** or **Azure DDoS Protection**)"}, {"id": "mai-20260917-0922-baseline|c114-s5|alibaba-small|Cloudflare", "prompt": "c114-s5", "model": "alibaba-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Look for seamless challenges (like Cloudflare's \"Under Attack Mode\" or JavaScript checks)"}, {"id": "mai-20260917-0922-baseline|c114-s5|deepseek-small|Cloudflare", "prompt": "c114-s5", "model": "deepseek-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** (always-on, unmetered, simple, low cost — often the strongest starting point)"}, {"id": "mai-20260917-0922-baseline|c114-s5|deepseek-small|AWS Shield", "prompt": "c114-s5", "model": "deepseek-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS Shield** (if you run on AWS)"}, {"id": "mai-20260917-0922-baseline|c114-s5|deepseek-small|Fastly", "prompt": "c114-s5", "model": "deepseek-small", "cat": "ddos-protection", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fastly/Imperva** depending on your stack"}, {"id": "mai-20260917-0922-baseline|c114-s5|deepseek-small|Imperva", "prompt": "c114-s5", "model": "deepseek-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fastly/Imperva** depending on your stack"}, {"id": "mai-20260917-0922-baseline|c114-s5|deepseek-small|Akamai Prolexic", "prompt": "c114-s5", "model": "deepseek-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise options like Akamai Prolexic and Radware are typically overkill and overpriced at your scale."}, {"id": "mai-20260917-0922-baseline|c114-s5|deepseek-small|Radware", "prompt": "c114-s5", "model": "deepseek-small", "cat": "ddos-protection", "variant": "scale", "raw": "Radware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise options like Akamai Prolexic and Radware are typically overkill and overpriced at your scale."}, {"id": "mai-20260917-0922-baseline|c114-s5|google-small|Cloudflare", "prompt": "c114-s5", "model": "google-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare (Pro or Business plan): The industry standard for SMBs... incredibly easy to set up via a simple DNS change."}, {"id": "mai-20260917-0922-baseline|c114-s5|google-small|Sucuri", "prompt": "c114-s5", "model": "google-small", "cat": "ddos-protection", "variant": "scale", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An excellent, cost-effective option, particularly if your website is built on WordPress, Joomla, or Drupal."}, {"id": "mai-20260917-0922-baseline|c114-s5|google-small|AWS Shield", "prompt": "c114-s5", "model": "google-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS Shield Standard (if hosted on AWS)... included for free and defends against most common Layer 3/4 attacks."}, {"id": "mai-20260917-0922-baseline|c114-s5|google-small|Imperva (FlexProtect)", "prompt": "c114-s5", "model": "google-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva (FlexProtect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A solid option if you need slightly more enterprise-grade features and customized policy configurations"}, {"id": "mai-20260917-0922-baseline|c114-s5|meta-small|Cloudflare", "prompt": "c114-s5", "model": "meta-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Look for services with easy setup and 24/7 support, such as Cloudflare."}, {"id": "mai-20260917-0922-baseline|c114-s5|meta-small|Akamai Prolexic", "prompt": "c114-s5", "model": "meta-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Look for services with tiered pricing or customizable solutions, such as Cloudflare or Akamai Prolexic."}, {"id": "mai-20260917-0922-baseline|c114-s5|meta-small|AWS Shield", "prompt": "c114-s5", "model": "meta-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look for services with fast mitigation speeds, such as Cloudflare (1-5 ms) or AWS Shield (0 ms)."}, {"id": "mai-20260917-0922-baseline|c114-s5|meta-small|Radware", "prompt": "c114-s5", "model": "meta-small", "cat": "ddos-protection", "variant": "scale", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some top DDoS protection services for a 30-person company include: ... 4. Radware"}, {"id": "mai-20260917-0922-baseline|c114-s5|meta-small|Imperva", "prompt": "c114-s5", "model": "meta-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some top DDoS protection services for a 30-person company include: ... 5. Imperva"}, {"id": "mai-20260917-0922-baseline|c114-s5|minimax-small|Cloudflare", "prompt": "c114-s5", "model": "minimax-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The **“free‑tier + cheap Pro”** path (e.g., Cloudflare Pro) is usually the most cost‑effective."}, {"id": "mai-20260917-0922-baseline|c114-s5|minimax-small|Akamai", "prompt": "c114-s5", "model": "minimax-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Higher price point, more complex setup. | $2,000+/mo"}, {"id": "mai-20260917-0922-baseline|c114-s5|minimax-small|Imperva (Incapsula)", "prompt": "c114-s5", "model": "minimax-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva (Incapsula)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong WAF, good reporting, flexible deployment. | Slightly higher latency than pure CDN providers. | $300/mo (Basic)"}, {"id": "mai-20260917-0922-baseline|c114-s5|minimax-small|AWS Shield Standard", "prompt": "c114-s5", "model": "minimax-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you’re already on AWS or Azure, the native **Shield Standard"}, {"id": "mai-20260917-0922-baseline|c114-s5|minimax-small|AWS Shield Advanced", "prompt": "c114-s5", "model": "minimax-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Expensive ($3,000/yr minimum), only AWS."}, {"id": "mai-20260917-0922-baseline|c114-s5|minimax-small|Azure DDoS Protection", "prompt": "c114-s5", "model": "minimax-small", "cat": "ddos-protection", "variant": "scale", "raw": "Azure DDoS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Integrated with Azure, tunable policies, IP‑level protection. | Only works in Azure"}, {"id": "mai-20260917-0922-baseline|c114-s5|minimax-small|Google Cloud Armor", "prompt": "c114-s5", "model": "minimax-small", "cat": "ddos-protection", "variant": "scale", "raw": "Google Cloud Armor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Integrated with GCP, WAF, rate‑limiting, “managed” DDoS protection. | Only GCP"}, {"id": "mai-20260917-0922-baseline|c114-s5|minimax-small|Radware", "prompt": "c114-s5", "model": "minimax-small", "cat": "ddos-protection", "variant": "scale", "raw": "Radware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Requires more configuration; less “out‑of‑box” for small biz."}, {"id": "mai-20260917-0922-baseline|c114-s5|minimax-small|F5 Silverline", "prompt": "c114-s5", "model": "minimax-small", "cat": "ddos-protection", "variant": "scale", "raw": "F5 Silverline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Very pricey, overkill for tiny traffic."}, {"id": "mai-20260917-0922-baseline|c114-s5|minimax-small|Fastly", "prompt": "c114-s5", "model": "minimax-small", "cat": "ddos-protection", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "DDoS mitigation is newer; limited “always‑on” for small plans."}, {"id": "mai-20260917-0922-baseline|c114-s5|mistral-small|Cloudflare", "prompt": "c114-s5", "model": "mistral-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloud-based, DNS or proxy-based services (e.g., Cloudflare, Akamai, AWS Shield, Fastly) are the easiest to deploy and manage."}, {"id": "mai-20260917-0922-baseline|c114-s5|mistral-small|Akamai", "prompt": "c114-s5", "model": "mistral-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., Cloudflare, Akamai, AWS Shield, Fastly) are the easiest to deploy and manage."}, {"id": "mai-20260917-0922-baseline|c114-s5|mistral-small|AWS Shield", "prompt": "c114-s5", "model": "mistral-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., Cloudflare, Akamai, AWS Shield, Fastly)"}, {"id": "mai-20260917-0922-baseline|c114-s5|mistral-small|Fastly", "prompt": "c114-s5", "model": "mistral-small", "cat": "ddos-protection", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., Cloudflare, Akamai, AWS Shield, Fastly)"}, {"id": "mai-20260917-0922-baseline|c114-s5|moonshot-small|Cloudflare", "prompt": "c114-s5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** (Pro/Business/Enterprise): Best-in-class ease of use, strong L7 protection, CDN included"}, {"id": "mai-20260917-0922-baseline|c114-s5|moonshot-small|Fastly", "prompt": "c114-s5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Fastly / Imperva / Akamai (Prolexic)**: Vary from mid-market to enterprise"}, {"id": "mai-20260917-0922-baseline|c114-s5|moonshot-small|AWS CloudFront", "prompt": "c114-s5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "providers like Cloudflare, Fastly, or AWS CloudFront have built-in DDoS protection"}, {"id": "mai-20260917-0922-baseline|c114-s5|moonshot-small|AWS Shield Advanced", "prompt": "c114-s5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS Shield Advanced** (if on AWS): Tight integration, cost protection from scaling charges during attacks"}, {"id": "mai-20260917-0922-baseline|c114-s5|moonshot-small|Imperva", "prompt": "c114-s5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vary from mid-market to enterprise"}, {"id": "mai-20260917-0922-baseline|c114-s5|moonshot-small|Akamai (Prolexic)", "prompt": "c114-s5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai (Prolexic)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Fastly / Imperva / Akamai (Prolexic)**: Vary from mid-market to enterprise"}, {"id": "mai-20260917-0922-baseline|c114-s5|moonshot-small|Netscout", "prompt": "c114-s5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "Netscout", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Specialists** (e.g., Netscout, Radware): Often require more networking expertise"}, {"id": "mai-20260917-0922-baseline|c114-s5|moonshot-small|Radware", "prompt": "c114-s5", "model": "moonshot-small", "cat": "ddos-protection", "variant": "scale", "raw": "Radware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Specialists** (e.g., Netscout, Radware): Often require more networking expertise"}, {"id": "mai-20260917-0922-baseline|c114-s5|xai-small|Cloudflare", "prompt": "c114-s5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Providers like Cloudflare often win for SMBs due to simplicity and free tiers."}, {"id": "mai-20260917-0922-baseline|c114-s5|xai-small|Akamai", "prompt": "c114-s5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist 3-5: Cloudflare (unmetered, easy), AWS Shield (if on AWS), Imperva, Akamai, Sucuri (SMB-focused)."}, {"id": "mai-20260917-0922-baseline|c114-s5|xai-small|Imperva", "prompt": "c114-s5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "established players (Cloudflare, Imperva, Radware, AWS Shield, Fastly)"}, {"id": "mai-20260917-0922-baseline|c114-s5|xai-small|Radware", "prompt": "c114-s5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Radware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "established players (Cloudflare, Imperva, Radware, AWS Shield, Fastly)"}, {"id": "mai-20260917-0922-baseline|c114-s5|xai-small|AWS Shield", "prompt": "c114-s5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AWS Shield (if on AWS)"}, {"id": "mai-20260917-0922-baseline|c114-s5|xai-small|Fastly", "prompt": "c114-s5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "established players (Cloudflare, Imperva, Radware, AWS Shield, Fastly)"}, {"id": "mai-20260917-0922-baseline|c114-s5|xai-small|Sucuri", "prompt": "c114-s5", "model": "xai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Sucuri (SMB-focused)"}, {"id": "mai-20260917-0922-baseline|c114-s5|zai-small|Cloudflare Magic Transit", "prompt": "c114-s5", "model": "zai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare Magic Transit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "BGP‑based (Magic Transit, Cloudflare Magic Transit, etc.) or DNS‑based."}, {"id": "mai-20260917-0922-baseline|c114-s5|zai-small|Cloudflare", "prompt": "c114-s5", "model": "zai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloudflare: Free tier → Business (~$200/mo) → Enterprise custom."}, {"id": "mai-20260917-0922-baseline|c114-s5|zai-small|AWS Shield Advanced", "prompt": "c114-s5", "model": "zai-small", "cat": "ddos-protection", "variant": "scale", "raw": "AWS Shield Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AWS Shield Advanced: ~$3,000/mo flat + data transfer."}, {"id": "mai-20260917-0922-baseline|c114-s5|zai-small|Azure DDoS", "prompt": "c114-s5", "model": "zai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Azure DDoS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Azure DDoS: ~$2,944/mo (Network) or per‑IP (IP Protection)."}, {"id": "mai-20260917-0922-baseline|c114-s5|zai-small|Akamai Prolexic", "prompt": "c114-s5", "model": "zai-small", "cat": "ddos-protection", "variant": "scale", "raw": "Akamai Prolexic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Akamai Prolexic: ~$10,000+/mo for dedicated scrubbing."}, {"id": "mai-20260917-0922-baseline|c114-s6|alibaba-small|DDoS-GUARD", "prompt": "c114-s6", "model": "alibaba-small", "cat": "ddos-protection", "variant": "negative", "raw": "DDoS-GUARD", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** This provider has faced significant backlash from the security community."}, {"id": "mai-20260917-0922-baseline|c114-s6|alibaba-small|koddos.net", "prompt": "c114-s6", "model": "alibaba-small", "cat": "ddos-protection", "variant": "negative", "raw": "koddos.net", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** This service suffers from a reputation of unreliability."}, {"id": "mai-20260917-0922-baseline|c114-s6|alibaba-small|CentrixNodes", "prompt": "c114-s6", "model": "alibaba-small", "cat": "ddos-protection", "variant": "negative", "raw": "CentrixNodes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why to be cautious:** Many budget hosting providers (such as generic reviews for providers like **CentrixNodes** or **Webyne**) list \"DDoS Protection\" as a feature"}, {"id": "mai-20260917-0922-baseline|c114-s6|alibaba-small|Webyne", "prompt": "c114-s6", "model": "alibaba-small", "cat": "ddos-protection", "variant": "negative", "raw": "Webyne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "budget hosting providers (such as generic reviews for providers like **CentrixNodes** or **Webyne**) list \"DDoS Protection\" as a feature in their specs. In practice, this often means they provide no actual mitigation."}, {"id": "mai-20260917-0922-baseline|c114-s6|alibaba-small|Cloudflare", "prompt": "c114-s6", "model": "alibaba-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Cloudflare:** Highly recommended for SMBs due to its free tier, unmetered bandwidth, and massive global network."}, {"id": "mai-20260917-0922-baseline|c114-s6|alibaba-small|AWS Shield", "prompt": "c114-s6", "model": "alibaba-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**AWS Shield / Google Cloud Armor:** Best if your business already relies heavily on Amazon or Google ecosystems."}, {"id": "mai-20260917-0922-baseline|c114-s6|alibaba-small|Google Cloud Armor", "prompt": "c114-s6", "model": "alibaba-small", "cat": "ddos-protection", "variant": "negative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**AWS Shield / Google Cloud Armor:** Best if your business already relies heavily on Amazon or Google ecosystems."}, {"id": "mai-20260917-0922-baseline|c114-s6|alibaba-small|Sucuri", "prompt": "c114-s6", "model": "alibaba-small", "cat": "ddos-protection", "variant": "negative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Sucuri:** Often recommended specifically for small WordPress sites, though always check their specific SLA coverage."}, {"id": "mai-20260917-0922-baseline|c114-s6|anthropic-small|Akamai", "prompt": "c114-s6", "model": "anthropic-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Akamai has a lack of transparent pricing on the website that makes it potentially less accessible for smaller businesses"}, {"id": "mai-20260917-0922-baseline|c114-s6|challenger-small|Akamai Prolexic", "prompt": "c114-s6", "model": "challenger-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "multiple sources describe it as enterprise-grade and not a good fit for small businesses because of cost and feature depth"}, {"id": "mai-20260917-0922-baseline|c114-s6|challenger-small|Radware", "prompt": "c114-s6", "model": "challenger-small", "cat": "ddos-protection", "variant": "negative", "raw": "Radware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "positioned more for advanced security teams and high-value or complex environments than for typical SMBs"}, {"id": "mai-20260917-0922-baseline|c114-s6|challenger-small|Imperva/App Protect", "prompt": "c114-s6", "model": "challenger-small", "cat": "ddos-protection", "variant": "negative", "raw": "Imperva/App Protect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "likely overkill for a small business without those requirements"}, {"id": "mai-20260917-0922-baseline|c114-s6|challenger-small|Fastly", "prompt": "c114-s6", "model": "challenger-small", "cat": "ddos-protection", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "that specialization means it is not the simplest default choice for a small business"}, {"id": "mai-20260917-0922-baseline|c114-s6|challenger-small|Netscout Arbor", "prompt": "c114-s6", "model": "challenger-small", "cat": "ddos-protection", "variant": "negative", "raw": "Netscout Arbor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "main names to treat cautiously are ... sometimes Fastly or Netscout Arbor"}, {"id": "mai-20260917-0922-baseline|c114-s6|challenger-small|AWS Shield", "prompt": "c114-s6", "model": "challenger-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "less compelling as general-purpose SMB picks if you are not using that infrastructure"}, {"id": "mai-20260917-0922-baseline|c114-s6|challenger-small|Google Cloud Armor", "prompt": "c114-s6", "model": "challenger-small", "cat": "ddos-protection", "variant": "negative", "raw": "Google Cloud Armor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "less compelling as general-purpose SMB picks if you are not using that infrastructure"}, {"id": "mai-20260917-0922-baseline|c114-s6|challenger-small|Azure DDoS", "prompt": "c114-s6", "model": "challenger-small", "cat": "ddos-protection", "variant": "negative", "raw": "Azure DDoS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "less compelling as general-purpose SMB picks if you are not using that infrastructure"}, {"id": "mai-20260917-0922-baseline|c114-s6|challenger-small|Cloudflare", "prompt": "c114-s6", "model": "challenger-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "choose Cloudflare or a similarly easy, always-on option first for most small businesses"}, {"id": "mai-20260917-0922-baseline|c114-s6|deepseek-small|Akamai Prolexic", "prompt": "c114-s6", "model": "deepseek-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise platforms like **Akamai Prolexic** and **Radware** are excellent, but they're priced and scoped for large organizations"}, {"id": "mai-20260917-0922-baseline|c114-s6|deepseek-small|Radware", "prompt": "c114-s6", "model": "deepseek-small", "cat": "ddos-protection", "variant": "negative", "raw": "Radware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise platforms like **Akamai Prolexic** and **Radware** are excellent, but they're priced and scoped for large organizations"}, {"id": "mai-20260917-0922-baseline|c114-s6|deepseek-small|Cloudflare", "prompt": "c114-s6", "model": "deepseek-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Industry sources repeatedly point to **Cloudflare** as the strongest starting point for small businesses"}, {"id": "mai-20260917-0922-baseline|c114-s6|deepseek-small|Sucuri", "prompt": "c114-s6", "model": "deepseek-small", "cat": "ddos-protection", "variant": "negative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sucuri** is also commonly recommended for small/CMS-based sites at affordable pricing"}, {"id": "mai-20260917-0922-baseline|c114-s6|google-small|Cloudflare", "prompt": "c114-s6", "model": "google-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Reputable cloud proxies (like Cloudflare’s free or lower-paid tiers) mitigate attacks at the edge without charging you for the spike in malicious traffic."}, {"id": "mai-20260917-0922-baseline|c114-s6|google-small|Akamai Prolexic", "prompt": "c114-s6", "model": "google-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Top-tier security companies (such as Akamai Prolexic or enterprise tiers of Imperva and Radware) provide outstanding protection, but their target market is Fortune 500 companies."}, {"id": "mai-20260917-0922-baseline|c114-s6|google-small|Imperva", "prompt": "c114-s6", "model": "google-small", "cat": "ddos-protection", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise tiers of Imperva and Radware ... For a small business, paying for this level of service is a massive waste of resources."}, {"id": "mai-20260917-0922-baseline|c114-s6|google-small|Radware", "prompt": "c114-s6", "model": "google-small", "cat": "ddos-protection", "variant": "negative", "raw": "Radware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise tiers of Imperva and Radware ... minimum contracts that start at $5,000 to $10,000+ per month"}, {"id": "mai-20260917-0922-baseline|c114-s6|meta-small|Akamai Prolexic", "prompt": "c114-s6", "model": "meta-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Akamai Prolexic is not suitable for small businesses due to its high cost and extensive features that exceed typical small business needs"}, {"id": "mai-20260917-0922-baseline|c114-s6|meta-small|Cloudflare", "prompt": "c114-s6", "model": "meta-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cloudflare is particularly recommended for small businesses due to its affordable pricing and always-on inspection."}, {"id": "mai-20260917-0922-baseline|c114-s6|meta-small|Sucuri", "prompt": "c114-s6", "model": "meta-small", "cat": "ddos-protection", "variant": "negative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recommended for small businesses include Cloudflare, Sucuri, Imperva, AWS Shield, and BunnyCDN"}, {"id": "mai-20260917-0922-baseline|c114-s6|meta-small|Imperva", "prompt": "c114-s6", "model": "meta-small", "cat": "ddos-protection", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "recommended for small businesses include Cloudflare, Sucuri, Imperva, AWS Shield, and BunnyCDN"}, {"id": "mai-20260917-0922-baseline|c114-s6|meta-small|AWS Shield", "prompt": "c114-s6", "model": "meta-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "recommended for small businesses include Cloudflare, Sucuri, Imperva, AWS Shield, and BunnyCDN"}, {"id": "mai-20260917-0922-baseline|c114-s6|meta-small|BunnyCDN", "prompt": "c114-s6", "model": "meta-small", "cat": "ddos-protection", "variant": "negative", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "recommended for small businesses include Cloudflare, Sucuri, Imperva, AWS Shield, and BunnyCDN"}, {"id": "mai-20260917-0922-baseline|c114-s6|minimax-small|Akamai Prolexic", "prompt": "c114-s6", "model": "minimax-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Akamai Prolexic** - This is specifically mentioned as not suitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c114-s6|minimax-small|Cloudflare", "prompt": "c114-s6", "model": "minimax-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Often recommended as the strongest starting point for small businesses with always-on, unmetered mitigation"}, {"id": "mai-20260917-0922-baseline|c114-s6|minimax-small|Sucuri", "prompt": "c114-s6", "model": "minimax-small", "cat": "ddos-protection", "variant": "negative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mentioned as good for small businesses with published prices"}, {"id": "mai-20260917-0922-baseline|c114-s6|mistral-small|Cloudflare", "prompt": "c114-s6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Stick with well-reviewed, established providers like Cloudflare, AWS Shield, or Sucuri, which are known for reliability, ease of use, and transparent pricing"}, {"id": "mai-20260917-0922-baseline|c114-s6|mistral-small|AWS Shield", "prompt": "c114-s6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stick with well-reviewed, established providers like Cloudflare, AWS Shield, or Sucuri"}, {"id": "mai-20260917-0922-baseline|c114-s6|mistral-small|Sucuri", "prompt": "c114-s6", "model": "mistral-small", "cat": "ddos-protection", "variant": "negative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stick with well-reviewed, established providers like Cloudflare, AWS Shield, or Sucuri"}, {"id": "mai-20260917-0922-baseline|c114-s6|moonshot-small|Gcore DDoS Protection", "prompt": "c114-s6", "model": "moonshot-small", "cat": "ddos-protection", "variant": "negative", "raw": "Gcore DDoS Protection", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should **avoid**: DDoS-Guard.net (ethical issues), Gcore (support failures)"}, {"id": "mai-20260917-0922-baseline|c114-s6|moonshot-small|DDoS-Guard.net", "prompt": "c114-s6", "model": "moonshot-small", "cat": "ddos-protection", "variant": "negative", "raw": "DDoS-Guard.net", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict:** Avoid completely - associating with this provider could damage your business reputation."}, {"id": "mai-20260917-0922-baseline|c114-s6|moonshot-small|F5 Distributed Cloud DDoS", "prompt": "c114-s6", "model": "moonshot-small", "cat": "ddos-protection", "variant": "negative", "raw": "F5 Distributed Cloud DDoS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be **cautious** with F5 due to complexity and recent security incidents."}, {"id": "mai-20260917-0922-baseline|c114-s6|moonshot-small|Akamai Prolexic", "prompt": "c114-s6", "model": "moonshot-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid: ... overpriced enterprise solutions like Akamai Prolexic unless truly necessary"}, {"id": "mai-20260917-0922-baseline|c114-s6|moonshot-small|Cloudflare", "prompt": "c114-s6", "model": "moonshot-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The sweet spot for most small businesses is **Cloudflare's free tier** or **Sucuri's affordable plans**"}, {"id": "mai-20260917-0922-baseline|c114-s6|moonshot-small|Sucuri", "prompt": "c114-s6", "model": "moonshot-small", "cat": "ddos-protection", "variant": "negative", "raw": "Sucuri", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Cloudflare's free tier** or **Sucuri's affordable plans** - they provide genuine protection"}, {"id": "mai-20260917-0922-baseline|c114-s6|moonshot-small|AWS Shield Standard", "prompt": "c114-s6", "model": "moonshot-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**AWS Shield Standard** | Free for AWS workloads, automatic protection"}, {"id": "mai-20260917-0922-baseline|c114-s6|xai-small|DDoS-Guard (ddos-guard.net)", "prompt": "c114-s6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "DDoS-Guard (ddos-guard.net)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequent accusations of protecting shady sites ... slow or no abuse responses"}, {"id": "mai-20260917-0922-baseline|c114-s6|xai-small|OhzCloud (ohz.cloud)", "prompt": "c114-s6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "OhzCloud (ohz.cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reviews highlight failed DDoS protection against even small attacks, broken dashboards, ghosting support"}, {"id": "mai-20260917-0922-baseline|c114-s6|xai-small|Path Network (path.net)", "prompt": "c114-s6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Path Network (path.net)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Long downtimes ... Low Trustpilot scores make it risky for SMBs needing uptime."}, {"id": "mai-20260917-0922-baseline|c114-s6|xai-small|Gcore", "prompt": "c114-s6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Gcore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mixed but concerning feedback on slow support (24-48+ hour delays), dysfunctional ticketing, and average protection."}, {"id": "mai-20260917-0922-baseline|c114-s6|xai-small|Hyperfilter", "prompt": "c114-s6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Hyperfilter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Called a \"scam\" in Trustpilot reviews for double-billing, undelivered services, and unreliability."}, {"id": "mai-20260917-0922-baseline|c114-s6|xai-small|Akamai Prolexic", "prompt": "c114-s6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High costs ... Geekflare notes they're not suitable due to pricing that exceeds small business budgets."}, {"id": "mai-20260917-0922-baseline|c114-s6|xai-small|Cloudflare", "prompt": "c114-s6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Look for SMB-friendly options like **Cloudflare** (free tier, always-on, unmetered; top-rated"}, {"id": "mai-20260917-0922-baseline|c114-s6|xai-small|Sucuri", "prompt": "c114-s6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Sucuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Sucuri** (WordPress-focused, budget-friendly)"}, {"id": "mai-20260917-0922-baseline|c114-s6|xai-small|AWS Shield", "prompt": "c114-s6", "model": "xai-small", "cat": "ddos-protection", "variant": "negative", "raw": "AWS Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or **AWS Shield** (if on AWS)"}, {"id": "mai-20260917-0922-baseline|c114-s6|zai-small|Gcore DDoS Protection", "prompt": "c114-s6", "model": "zai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Gcore DDoS Protection", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Gcore DDoS Protection** \\u2013 slow, unreliable support."}, {"id": "mai-20260917-0922-baseline|c114-s6|zai-small|Cloudflare", "prompt": "c114-s6", "model": "zai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with a proven, always\\u2011on, unmetered service** like **Cloudflare** (31.4 Tbps absorbed in Q4 2025, free tier available)"}, {"id": "mai-20260917-0922-baseline|c114-s6|zai-small|Akamai Prolexic", "prompt": "c114-s6", "model": "zai-small", "cat": "ddos-protection", "variant": "negative", "raw": "Akamai Prolexic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Akamai Prolexic** for enterprise\\u2011grade SLAs"}, {"id": "mai-20260917-0922-baseline|c115-l1|alibaba-small|Akamai", "prompt": "c115-l1", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Akamai if you are a Fortune 500 company with complex requirements and a budget that allows for the best support."}, {"id": "mai-20260917-0922-baseline|c115-l1|alibaba-small|Cloudflare", "prompt": "c115-l1", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Cloudflare if you want the best balance of price, security, and speed for most use cases."}, {"id": "mai-20260917-0922-baseline|c115-l1|alibaba-small|Fastly", "prompt": "c115-l1", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Fastly if you are a tech-forward SaaS platform that requires instant updates and developer control."}, {"id": "mai-20260917-0922-baseline|c115-l1|alibaba-small|AWS CloudFront", "prompt": "c115-l1", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Enterprises already fully invested in the AWS ecosystem."}, {"id": "mai-20260917-0922-baseline|c115-l1|alibaba-small|F5 Distributed Cloud", "prompt": "c115-l1", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "F5 Distributed Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Companies where application security (AppSec) is the absolute primary concern alongside performance."}, {"id": "mai-20260917-0922-baseline|c115-l1|anthropic-small|Akamai", "prompt": "c115-l1", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Akamai is one of the oldest and most established CDN providers, offering unmatched scale and reliability for large enterprises with complex delivery requirements"}, {"id": "mai-20260917-0922-baseline|c115-l1|anthropic-small|Cloudflare", "prompt": "c115-l1", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cloudflare remains the most popular CDN choice in 2026, offering an exceptional combination of performance, security, and accessibility."}, {"id": "mai-20260917-0922-baseline|c115-l1|anthropic-small|Amazon CloudFront", "prompt": "c115-l1", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong options for teams already committed to major cloud ecosystems"}, {"id": "mai-20260917-0922-baseline|c115-l1|anthropic-small|Google Cloud CDN", "prompt": "c115-l1", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong options for teams already committed to major cloud ecosystems"}, {"id": "mai-20260917-0922-baseline|c115-l1|anthropic-small|Azure CDN", "prompt": "c115-l1", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Azure CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong options for teams already committed to major cloud ecosystems"}, {"id": "mai-20260917-0922-baseline|c115-l1|challenger-small|Akamai", "prompt": "c115-l1", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **Akamai** if your priority is *enterprise-grade scale, global reach, and mature support*"}, {"id": "mai-20260917-0922-baseline|c115-l1|challenger-small|Cloudflare", "prompt": "c115-l1", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare** is often the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c115-l1|challenger-small|Fastly", "prompt": "c115-l1", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Fastly** if your delivery model depends on low-latency control"}, {"id": "mai-20260917-0922-baseline|c115-l1|challenger-small|CloudFront", "prompt": "c115-l1", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when your stack is already centered on AWS."}, {"id": "mai-20260917-0922-baseline|c115-l1|deepseek-small|Akamai", "prompt": "c115-l1", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Global reach + media/streaming + legacy integration | **Akamai**"}, {"id": "mai-20260917-0922-baseline|c115-l1|deepseek-small|Cloudflare", "prompt": "c115-l1", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most practical starting point for a typical B2B enterprise:** **Cloudflare** offers the best mix of enterprise-grade security, global performance, and ease of use"}, {"id": "mai-20260917-0922-baseline|c115-l1|deepseek-small|Fastly", "prompt": "c115-l1", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you need hard performance guarantees, granular caching control, or real-time log access, **Fastly** is the gold standard"}, {"id": "mai-20260917-0922-baseline|c115-l1|deepseek-small|Amazon CloudFront", "prompt": "c115-l1", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already on AWS | **Amazon CloudFront**"}, {"id": "mai-20260917-0922-baseline|c115-l1|deepseek-small|Google Cloud CDN", "prompt": "c115-l1", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already on GCP | **Google Cloud CDN**"}, {"id": "mai-20260917-0922-baseline|c115-l1|google-small|Edgio", "prompt": "c115-l1", "model": "google-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Edgio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "including the bankruptcy and liquidation of Edgio, with Akamai acquiring its customer contracts"}, {"id": "mai-20260917-0922-baseline|c115-l1|google-small|Cloudflare Enterprise", "prompt": "c115-l1", "model": "google-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "1. Cloudflare Enterprise (Best Overall for Modern B2B SaaS)"}, {"id": "mai-20260917-0922-baseline|c115-l1|google-small|Akamai", "prompt": "c115-l1", "model": "google-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Akamai (Best for Highly Regulated Industries & Global Scale)"}, {"id": "mai-20260917-0922-baseline|c115-l1|google-small|Fastly", "prompt": "c115-l1", "model": "google-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fastly (Best for Real-Time Applications & Dev-Heavy Teams)"}, {"id": "mai-20260917-0922-baseline|c115-l1|google-small|AWS CloudFront", "prompt": "c115-l1", "model": "google-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AWS CloudFront (Best for AWS-Native Architectures)"}, {"id": "mai-20260917-0922-baseline|c115-l1|meta-small|Akamai", "prompt": "c115-l1", "model": "meta-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best CDN for an enterprise B2B company is Akamai, as it offers enterprise scale and reach."}, {"id": "mai-20260917-0922-baseline|c115-l1|meta-small|Cloudflare", "prompt": "c115-l1", "model": "meta-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top CDN providers include Cloudflare, Fastly, and Bunny."}, {"id": "mai-20260917-0922-baseline|c115-l1|meta-small|Fastly", "prompt": "c115-l1", "model": "meta-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top CDN providers include Cloudflare, Fastly, and Bunny."}, {"id": "mai-20260917-0922-baseline|c115-l1|meta-small|Bunny", "prompt": "c115-l1", "model": "meta-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Bunny", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top CDN providers include Cloudflare, Fastly, and Bunny."}, {"id": "mai-20260917-0922-baseline|c115-l1|minimax-small|Cloudflare", "prompt": "c115-l1", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Cloudflare** offers the best balance of performance, security, and cost-effectiveness."}, {"id": "mai-20260917-0922-baseline|c115-l1|minimax-small|Akamai", "prompt": "c115-l1", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Large-scale enterprises needing maximum reliability"}, {"id": "mai-20260917-0922-baseline|c115-l1|minimax-small|Fastly", "prompt": "c115-l1", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Real-time content and API-heavy B2B dashboards"}, {"id": "mai-20260917-0922-baseline|c115-l1|minimax-small|AWS CloudFront", "prompt": "c115-l1", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "already use AWS, Akamai or CloudFront might be better suited"}, {"id": "mai-20260917-0922-baseline|c115-l1|mistral-small|Akamai", "prompt": "c115-l1", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Akamai** and **Cloudflare** are the top recommendations due to their scalability, security, and comprehensive feature sets"}, {"id": "mai-20260917-0922-baseline|c115-l1|mistral-small|Cloudflare", "prompt": "c115-l1", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Akamai** and **Cloudflare** are the top recommendations due to their scalability, security, and comprehensive feature sets"}, {"id": "mai-20260917-0922-baseline|c115-l1|mistral-small|Fastly", "prompt": "c115-l1", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you require real-time analytics and customization, **Fastly** is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c115-l1|mistral-small|Amazon CloudFront", "prompt": "c115-l1", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A reliable choice for enterprises already using AWS"}, {"id": "mai-20260917-0922-baseline|c115-l1|mistral-small|Google Cloud CDN", "prompt": "c115-l1", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for companies leveraging Google Cloud"}, {"id": "mai-20260917-0922-baseline|c115-l1|moonshot-small|Akamai", "prompt": "c115-l1", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Akamai if you need maximum global reach, have strict compliance requirements (healthcare, finance), and budget isn't a primary constraint."}, {"id": "mai-20260917-0922-baseline|c115-l1|moonshot-small|Cloudflare", "prompt": "c115-l1", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall Value & Programmability ... It's increasingly the preferred choice for modern B2B SaaS companies."}, {"id": "mai-20260917-0922-baseline|c115-l1|moonshot-small|AWS CloudFront", "prompt": "c115-l1", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose AWS CloudFront if you're already deep in the AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c115-l1|moonshot-small|Fastly", "prompt": "c115-l1", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Dynamic Content & Developer Control"}, {"id": "mai-20260917-0922-baseline|c115-l1|openai-small|Akamai", "prompt": "c115-l1", "model": "openai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Akamai if you want a very large enterprise-focused network and are optimizing for mature enterprise delivery at scale."}, {"id": "mai-20260917-0922-baseline|c115-l1|openai-small|Cloudflare", "prompt": "c115-l1", "model": "openai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd usually start with **Cloudflare** for the best balance of security + CDN + operational simplicity"}, {"id": "mai-20260917-0922-baseline|c115-l1|openai-small|Fastly", "prompt": "c115-l1", "model": "openai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "you need highly programmable edge behavior for APIs/dynamic content, in which case **Fastly** is compelling"}, {"id": "mai-20260917-0922-baseline|c115-l1|openai-small|AWS CloudFront", "prompt": "c115-l1", "model": "openai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you're deeply AWS-native, in which case **CloudFront** is often the easiest fit"}, {"id": "mai-20260917-0922-baseline|c115-l1|xai-small|Akamai", "prompt": "c115-l1", "model": "xai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Akamai often edges out as the gold standard for large-scale enterprises prioritizing reliability, deep security, and proven uptime."}, {"id": "mai-20260917-0922-baseline|c115-l1|xai-small|Cloudflare", "prompt": "c115-l1", "model": "xai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Security-focused B2B, devs needing edge logic, cost-conscious globals."}, {"id": "mai-20260917-0922-baseline|c115-l1|xai-small|AWS CloudFront", "prompt": "c115-l1", "model": "xai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS shop? → CloudFront"}, {"id": "mai-20260917-0922-baseline|c115-l1|xai-small|Fastly", "prompt": "c115-l1", "model": "xai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Edge innovation? → Cloudflare/Fastly"}, {"id": "mai-20260917-0922-baseline|c115-l1|zai-small|Akamai", "prompt": "c115-l1", "model": "zai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Large enterprises with distributed users, heavy video content, and strict compliance requirements."}, {"id": "mai-20260917-0922-baseline|c115-l1|zai-small|Cloudflare", "prompt": "c115-l1", "model": "zai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most B2B companies, I'd recommend starting with **Cloudflare Business**"}, {"id": "mai-20260917-0922-baseline|c115-l1|zai-small|Fastly", "prompt": "c115-l1", "model": "zai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "schedule demos with Akamai and Fastly** to compare against Cloudflare"}, {"id": "mai-20260917-0922-baseline|c115-l2|alibaba-small|Akamai", "prompt": "c115-l2", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Akamai is widely considered the gold standard for large enterprises that cannot afford downtime."}, {"id": "mai-20260917-0922-baseline|c115-l2|alibaba-small|Cloudflare", "prompt": "c115-l2", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Cloudflare (Best for Security & Developer Experience)"}, {"id": "mai-20260917-0922-baseline|c115-l2|alibaba-small|Amazon CloudFront", "prompt": "c115-l2", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is already heavily invested in Amazon Web Services (AWS), CloudFront is often the most logical technical choice."}, {"id": "mai-20260917-0922-baseline|c115-l2|anthropic-small|Akamai", "prompt": "c115-l2", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies, **Akamai** or **CloudFlare** are safest choices"}, {"id": "mai-20260917-0922-baseline|c115-l2|anthropic-small|CloudFlare", "prompt": "c115-l2", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "CloudFlare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most large B2B companies, **Akamai** or **CloudFlare** are safest choices"}, {"id": "mai-20260917-0922-baseline|c115-l2|anthropic-small|AWS CloudFront", "prompt": "c115-l2", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with AWS CloudFront being ideal if you're already in the AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c115-l2|anthropic-small|Microsoft Azure CDN", "prompt": "c115-l2", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Microsoft Azure CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best choice if heavily invested in Microsoft/Office 365"}, {"id": "mai-20260917-0922-baseline|c115-l2|anthropic-small|Fastly", "prompt": "c115-l2", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for real-time content and API-heavy workloads"}, {"id": "mai-20260917-0922-baseline|c115-l2|challenger-small|Akamai", "prompt": "c115-l2", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Akamai** as the default choice if you want the strongest fit for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c115-l2|challenger-small|Cloudflare", "prompt": "c115-l2", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Cloudflare** if you want a more **easy-to-use default** with strong security and broad general business fit."}, {"id": "mai-20260917-0922-baseline|c115-l2|challenger-small|Amazon CloudFront", "prompt": "c115-l2", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Amazon CloudFront** if your company is **deeply embedded in AWS**"}, {"id": "mai-20260917-0922-baseline|c115-l2|deepseek-small|Akamai", "prompt": "c115-l2", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Akamai** is the strongest overall recommendation for this profile"}, {"id": "mai-20260917-0922-baseline|c115-l2|deepseek-small|Cloudflare", "prompt": "c115-l2", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Cloudflare** as a close runner-up depending on your priorities"}, {"id": "mai-20260917-0922-baseline|c115-l2|deepseek-small|Fastly", "prompt": "c115-l2", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Fastly** — best if you're developer-led and need real-time edge logic"}, {"id": "mai-20260917-0922-baseline|c115-l2|deepseek-small|Amazon CloudFront", "prompt": "c115-l2", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Amazon CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Amazon CloudFront / Google Cloud CDN** — choose if you're deeply invested in AWS or GCP"}, {"id": "mai-20260917-0922-baseline|c115-l2|deepseek-small|Google Cloud CDN", "prompt": "c115-l2", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Google Cloud CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Amazon CloudFront / Google Cloud CDN** — choose if you're deeply invested in AWS or GCP"}, {"id": "mai-20260917-0922-baseline|c115-l2|google-small|Cloudflare", "prompt": "c115-l2", "model": "google-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is the strongest recommendation for a typical large B2B enterprise"}, {"id": "mai-20260917-0922-baseline|c115-l2|google-small|Akamai", "prompt": "c115-l2", "model": "google-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Heavy Legacy Enterprises with Strict Compliance and Massive Scale"}, {"id": "mai-20260917-0922-baseline|c115-l2|google-small|Fastly", "prompt": "c115-l2", "model": "google-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Developer-Heavy B2B SaaS Companies"}, {"id": "mai-20260917-0922-baseline|c115-l2|google-small|Amazon CloudFront", "prompt": "c115-l2", "model": "google-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "using their native CDNs (like CloudFront) is a strong choice"}, {"id": "mai-20260917-0922-baseline|c115-l2|google-small|Azure CDN", "prompt": "c115-l2", "model": "google-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Azure CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Alternative: Amazon CloudFront / Azure CDN"}, {"id": "mai-20260917-0922-baseline|c115-l2|meta-small|Akamai", "prompt": "c115-l2", "model": "meta-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Akamai is a recommended content delivery network for large B2B companies with thousands of employees"}, {"id": "mai-20260917-0922-baseline|c115-l2|minimax-small|Akamai", "prompt": "c115-l2", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Akamai** would be recommended if:\n- You have a larger budget"}, {"id": "mai-20260917-0922-baseline|c115-l2|minimax-small|Cloudflare Enterprise", "prompt": "c115-l2", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cloudflare Enterprise** would be my primary recommendation"}, {"id": "mai-20260917-0922-baseline|c115-l2|minimax-small|Amazon CloudFront", "prompt": "c115-l2", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Amazon CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ideal if you're already using AWS infrastructure"}, {"id": "mai-20260917-0922-baseline|c115-l2|minimax-small|Fastly", "prompt": "c115-l2", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong edge logic capabilities"}, {"id": "mai-20260917-0922-baseline|c115-l2|mistral-small|Akamai", "prompt": "c115-l2", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most commonly recommended content delivery networks (CDNs) are **Akamai** and **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c115-l2|mistral-small|Cloudflare", "prompt": "c115-l2", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend either **Akamai** or **Cloudflare** as your CDN"}, {"id": "mai-20260917-0922-baseline|c115-l2|mistral-small|Fastly", "prompt": "c115-l2", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other notable options include Fastly and EdgeNext"}, {"id": "mai-20260917-0922-baseline|c115-l2|mistral-small|EdgeNext", "prompt": "c115-l2", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "EdgeNext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable options include Fastly and EdgeNext"}, {"id": "mai-20260917-0922-baseline|c115-l2|moonshot-small|Akamai", "prompt": "c115-l2", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Akamai**"}, {"id": "mai-20260917-0922-baseline|c115-l2|moonshot-small|Cloudflare", "prompt": "c115-l2", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare** - Best for Integrated Security + Cost Efficiency"}, {"id": "mai-20260917-0922-baseline|c115-l2|moonshot-small|Fastly", "prompt": "c115-l2", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fastly** - Best for Developer-Centric Organizations"}, {"id": "mai-20260917-0922-baseline|c115-l2|openai-small|Cloudflare Enterprise", "prompt": "c115-l2", "model": "openai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Cloudflare Enterprise** as the first option to evaluate"}, {"id": "mai-20260917-0922-baseline|c115-l2|openai-small|Google Cloud CDN", "prompt": "c115-l2", "model": "openai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're heavily on Google Cloud / need tight GCP integration:** **Google Cloud CDN**"}, {"id": "mai-20260917-0922-baseline|c115-l2|openai-small|Google Media CDN", "prompt": "c115-l2", "model": "openai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Google Media CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for video streaming or large file delivery:** **Google Media CDN**"}, {"id": "mai-20260917-0922-baseline|c115-l2|openai-small|Akamai", "prompt": "c115-l2", "model": "openai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "short comparison table** for Cloudflare vs Akamai vs Fastly vs Cloud CDN"}, {"id": "mai-20260917-0922-baseline|c115-l2|openai-small|Fastly", "prompt": "c115-l2", "model": "openai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloudflare vs Akamai vs Fastly vs Cloud CDN"}, {"id": "mai-20260917-0922-baseline|c115-l2|xai-small|Akamai", "prompt": "c115-l2", "model": "xai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Akamai as the top CDN choice"}, {"id": "mai-20260917-0922-baseline|c115-l2|xai-small|Cloudflare", "prompt": "c115-l2", "model": "xai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare (Best Overall/Modern Edge)**: ~22-24% market share"}, {"id": "mai-20260917-0922-baseline|c115-l2|xai-small|Amazon CloudFront", "prompt": "c115-l2", "model": "xai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon CloudFront (AWS Ecosystem)**: 400-600+ edges, seamless with S3/EC2/Lambda"}, {"id": "mai-20260917-0922-baseline|c115-l2|xai-small|Fastly", "prompt": "c115-l2", "model": "xai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fastly (Developer-Controlled)**: Real-time purges... but smaller network (80-100 PoPs)"}, {"id": "mai-20260917-0922-baseline|c115-l2|zai-small|Akamai", "prompt": "c115-l2", "model": "zai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Akamai is the safest, most proven choice** for an enterprise‑grade CDN"}, {"id": "mai-20260917-0922-baseline|c115-l2|zai-small|Cloudflare", "prompt": "c115-l2", "model": "zai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare is an excellent alternative**"}, {"id": "mai-20260917-0922-baseline|c115-l3|alibaba-small|Akamai", "prompt": "c115-l3", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Akamai if budget is less of a concern than absolute maximum uptime"}, {"id": "mai-20260917-0922-baseline|c115-l3|alibaba-small|Cloudflare", "prompt": "c115-l3", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Cloudflare if you want the \"best bang for your buck,\" need world-class security included"}, {"id": "mai-20260917-0922-baseline|c115-l3|alibaba-small|Fastly", "prompt": "c115-l3", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Fastly if you are an e-commerce platform or a high-speed application"}, {"id": "mai-20260917-0922-baseline|c115-l3|alibaba-small|AWS CloudFront", "prompt": "c115-l3", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose AWS CloudFront if you are hosting your main database and backend entirely within AWS"}, {"id": "mai-20260917-0922-baseline|c115-l3|anthropic-small|Akamai", "prompt": "c115-l3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Akamai is still considered the best for enterprises"}, {"id": "mai-20260917-0922-baseline|c115-l3|anthropic-small|Cloudflare", "prompt": "c115-l3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudflare is the easiest starting point"}, {"id": "mai-20260917-0922-baseline|c115-l3|anthropic-small|Amazon CloudFront", "prompt": "c115-l3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amazon CloudFront makes great sense for AWS developers"}, {"id": "mai-20260917-0922-baseline|c115-l3|anthropic-small|Fastly", "prompt": "c115-l3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fastly focuses on speed, programmability, and edge logic"}, {"id": "mai-20260917-0922-baseline|c115-l3|anthropic-small|Google Cloud CDN", "prompt": "c115-l3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Google Cloud CDN leverages Google's private global network"}, {"id": "mai-20260917-0922-baseline|c115-l3|anthropic-small|Azure CDN", "prompt": "c115-l3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Azure CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Azure CDN integrates with Azure services and enterprise tooling"}, {"id": "mai-20260917-0922-baseline|c115-l3|challenger-small|Cloudflare", "prompt": "c115-l3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Cloudflare** if you want the **best balance** of global delivery, security, and ease of use."}, {"id": "mai-20260917-0922-baseline|c115-l3|challenger-small|Akamai", "prompt": "c115-l3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Akamai** is the classic \"maximum-scale, high-touch enterprise\" choice"}, {"id": "mai-20260917-0922-baseline|c115-l3|challenger-small|Fastly", "prompt": "c115-l3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fastly** is best for teams that want fine-grained control and real-time edge behavior"}, {"id": "mai-20260917-0922-baseline|c115-l3|challenger-small|Amazon CloudFront", "prompt": "c115-l3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when the rest of the stack is already in AWS"}, {"id": "mai-20260917-0922-baseline|c115-l3|challenger-small|Google Cloud CDN", "prompt": "c115-l3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for GCP-centered workloads"}, {"id": "mai-20260917-0922-baseline|c115-l3|challenger-small|Microsoft Azure CDN", "prompt": "c115-l3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Microsoft Azure CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Chosen mainly for Azure integration and Microsoft procurement alignment"}, {"id": "mai-20260917-0922-baseline|c115-l3|challenger-small|Imperva", "prompt": "c115-l3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Imperva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Imperva** if **security** is the primary buying criterion."}, {"id": "mai-20260917-0922-baseline|c115-l3|challenger-small|EdgeNext", "prompt": "c115-l3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "EdgeNext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "also appear as enterprise-oriented options"}, {"id": "mai-20260917-0922-baseline|c115-l3|challenger-small|CDN5", "prompt": "c115-l3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "CDN5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "also appear as enterprise-oriented options"}, {"id": "mai-20260917-0922-baseline|c115-l3|challenger-small|YewSafe", "prompt": "c115-l3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "YewSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "also appear as enterprise-oriented options"}, {"id": "mai-20260917-0922-baseline|c115-l3|deepseek-small|Akamai", "prompt": "c115-l3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Legacy-heavy, regulated enterprise needing maximum scale + compliance: → **Akamai**"}, {"id": "mai-20260917-0922-baseline|c115-l3|deepseek-small|Cloudflare", "prompt": "c115-l3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Broad platform wanting integrated security + dev simplicity under one roof: → **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c115-l3|deepseek-small|Fastly", "prompt": "c115-l3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-performance dynamic content, APIs, streaming, or programmable edge: → **Fastly**"}, {"id": "mai-20260917-0922-baseline|c115-l3|deepseek-small|Amazon CloudFront", "prompt": "c115-l3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already on AWS / want deep cloud integration: → **CloudFront**"}, {"id": "mai-20260917-0922-baseline|c115-l3|deepseek-small|Google Cloud CDN", "prompt": "c115-l3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best when paired with GCP; rides Google's global backbone and anycast"}, {"id": "mai-20260917-0922-baseline|c115-l3|deepseek-small|Azure Front Door", "prompt": "c115-l3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Azure Front Door", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Microsoft ecosystem; strong for hybrid/enterprise Microsoft shops."}, {"id": "mai-20260917-0922-baseline|c115-l3|deepseek-small|Edgio", "prompt": "c115-l3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Edgio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-tier enterprise options; Edgio focuses on high-perf streaming and web."}, {"id": "mai-20260917-0922-baseline|c115-l3|deepseek-small|StackPath", "prompt": "c115-l3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "StackPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Edgio / StackPath / Gcore | Mid-tier enterprise options"}, {"id": "mai-20260917-0922-baseline|c115-l3|deepseek-small|Gcore", "prompt": "c115-l3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Gcore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Edgio / StackPath / Gcore | Mid-tier enterprise options"}, {"id": "mai-20260917-0922-baseline|c115-l3|google-small|Cloudflare", "prompt": "c115-l3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall global latency, zero egress charges, and the most mature, user-friendly edge-compute platform."}, {"id": "mai-20260917-0922-baseline|c115-l3|google-small|Akamai", "prompt": "c115-l3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Unmatched ISP and carrier-level distribution, exceptional high-end threat protection, and tailored enterprise account management."}, {"id": "mai-20260917-0922-baseline|c115-l3|google-small|Fastly", "prompt": "c115-l3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Under-150ms instant purge, WebAssembly at the edge, and fully-programmable Varnish architecture."}, {"id": "mai-20260917-0922-baseline|c115-l3|google-small|Amazon CloudFront", "prompt": "c115-l3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Companies deeply embedded in the AWS ecosystem... less commonly chosen as a standalone multi-cloud edge security layer."}, {"id": "mai-20260917-0922-baseline|c115-l3|google-small|Google Cloud CDN", "prompt": "c115-l3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Honorable mentions for hyperscaler ecosystems include Google Cloud CDN"}, {"id": "mai-20260917-0922-baseline|c115-l3|google-small|Microsoft Azure Front Door", "prompt": "c115-l3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Microsoft Azure Front Door", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Honorable mentions for hyperscaler ecosystems include **Google Cloud CDN** and **Microsoft Azure Front Door**"}, {"id": "mai-20260917-0922-baseline|c115-l3|google-small|EdgeNext", "prompt": "c115-l3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "EdgeNext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "EdgeNext has emerged as a top contender for APAC/China-centric high-concurrency video workloads"}, {"id": "mai-20260917-0922-baseline|c115-l3|meta-small|Cloudflare", "prompt": "c115-l3", "model": "meta-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloudflare is known for its unmatched global edge network, unmetered DDoS protection, and highly programmable serverless environment."}, {"id": "mai-20260917-0922-baseline|c115-l3|meta-small|Amazon CloudFront", "prompt": "c115-l3", "model": "meta-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Amazon CloudFront offers deep AWS ecosystem integration with robust real-time metrics and proven enterprise reliability."}, {"id": "mai-20260917-0922-baseline|c115-l3|meta-small|Fastly", "prompt": "c115-l3", "model": "meta-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fastly's Edge Cloud Platform is developer-focused, featuring instant cache purging and high-performance computing."}, {"id": "mai-20260917-0922-baseline|c115-l3|meta-small|Akamai", "prompt": "c115-l3", "model": "meta-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Akamai has a large global footprint with thousands of servers"}, {"id": "mai-20260917-0922-baseline|c115-l3|meta-small|Google Cloud CDN", "prompt": "c115-l3", "model": "meta-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Google Cloud CDN leverages Google's global backbone"}, {"id": "mai-20260917-0922-baseline|c115-l3|minimax-small|Akamai", "prompt": "c115-l3", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the leading enterprise CDN providers are **Akamai**, **Cloudflare**, and **Fastly**, often called \"the enterprise CDN trinity.\""}, {"id": "mai-20260917-0922-baseline|c115-l3|minimax-small|Cloudflare", "prompt": "c115-l3", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the leading enterprise CDN providers are **Akamai**, **Cloudflare**, and **Fastly**"}, {"id": "mai-20260917-0922-baseline|c115-l3|minimax-small|Fastly", "prompt": "c115-l3", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the leading enterprise CDN providers are **Akamai**, **Cloudflare**, and **Fastly**"}, {"id": "mai-20260917-0922-baseline|c115-l3|minimax-small|Amazon CloudFront", "prompt": "c115-l3", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other strong contenders include **Amazon CloudFront**"}, {"id": "mai-20260917-0922-baseline|c115-l3|minimax-small|Google Cloud CDN", "prompt": "c115-l3", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other strong contenders include ... **Google Cloud CDN**"}, {"id": "mai-20260917-0922-baseline|c115-l3|minimax-small|BlazingCDN", "prompt": "c115-l3", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "BlazingCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Budget-conscious but performance-hungry**: BlazingCDN or Bunny.net"}, {"id": "mai-20260917-0922-baseline|c115-l3|minimax-small|Bunny.net", "prompt": "c115-l3", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Budget-conscious but performance-hungry**: BlazingCDN or Bunny.net"}, {"id": "mai-20260917-0922-baseline|c115-l3|mistral-small|Akamai", "prompt": "c115-l3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Akamai and CloudFront are the safest defaults for global enterprises with complex needs."}, {"id": "mai-20260917-0922-baseline|c115-l3|mistral-small|Cloudflare", "prompt": "c115-l3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudflare and Fastly are preferred for their developer tools and real-time capabilities."}, {"id": "mai-20260917-0922-baseline|c115-l3|mistral-small|Amazon CloudFront", "prompt": "c115-l3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Akamai and CloudFront are the safest defaults for global enterprises with complex needs."}, {"id": "mai-20260917-0922-baseline|c115-l3|mistral-small|Fastly", "prompt": "c115-l3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloudflare and Fastly are preferred for their developer tools and real-time capabilities."}, {"id": "mai-20260917-0922-baseline|c115-l3|mistral-small|Google Cloud CDN", "prompt": "c115-l3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Edgio and Google Cloud CDN offer strong edge compute and cloud integration"}, {"id": "mai-20260917-0922-baseline|c115-l3|mistral-small|Edgio (formerly Limelight Networks)", "prompt": "c115-l3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Edgio (formerly Limelight Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Media and application delivery with programmable control."}, {"id": "mai-20260917-0922-baseline|c115-l3|mistral-small|BlazingCDN", "prompt": "c115-l3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "BlazingCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "BlazingCDN stands out for cost efficiency"}, {"id": "mai-20260917-0922-baseline|c115-l3|mistral-small|StackPath", "prompt": "c115-l3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "StackPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These are also recognized for specific strengths, such as regional coverage, cost, or niche features."}, {"id": "mai-20260917-0922-baseline|c115-l3|mistral-small|Bunny.net", "prompt": "c115-l3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Bunny.net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "These are also recognized for specific strengths, such as regional coverage, cost, or niche features."}, {"id": "mai-20260917-0922-baseline|c115-l3|mistral-small|Gcore", "prompt": "c115-l3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Gcore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "These are also recognized for specific strengths, such as regional coverage, cost, or niche features."}, {"id": "mai-20260917-0922-baseline|c115-l3|mistral-small|CoreWeave", "prompt": "c115-l3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "CoreWeave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "These are also recognized for specific strengths, such as regional coverage, cost, or niche features."}, {"id": "mai-20260917-0922-baseline|c115-l3|mistral-small|Medianova", "prompt": "c115-l3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Medianova", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "These are also recognized for specific strengths, such as regional coverage, cost, or niche features."}, {"id": "mai-20260917-0922-baseline|c115-l3|moonshot-small|Akamai", "prompt": "c115-l3", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Akamai\n**Best for:** Large, complex global enterprises with strict compliance and risk-tolerance requirements."}, {"id": "mai-20260917-0922-baseline|c115-l3|moonshot-small|Cloudflare", "prompt": "c115-l3", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Organizations that want integrated security + delivery with developer-friendly tooling."}, {"id": "mai-20260917-0922-baseline|c115-l3|moonshot-small|Fastly", "prompt": "c115-l3", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Dynamic applications, real-time content, and teams that need granular programmatic control."}, {"id": "mai-20260917-0922-baseline|c115-l3|moonshot-small|AWS CloudFront", "prompt": "c115-l3", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Organizations already deep in the AWS ecosystem."}, {"id": "mai-20260917-0922-baseline|c115-l3|openai-small|Akamai", "prompt": "c115-l3", "model": "openai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Akamai** if you need the most established enterprise CDN with deep global delivery and security."}, {"id": "mai-20260917-0922-baseline|c115-l3|openai-small|Cloudflare", "prompt": "c115-l3", "model": "openai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Cloudflare** if you want the best mix of simplicity, security, and broad edge features."}, {"id": "mai-20260917-0922-baseline|c115-l3|openai-small|Fastly", "prompt": "c115-l3", "model": "openai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Fastly** if you want highly programmable, developer-centric edge control."}, {"id": "mai-20260917-0922-baseline|c115-l3|openai-small|Amazon CloudFront", "prompt": "c115-l3", "model": "openai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose CloudFront** if your stack is AWS-centric."}, {"id": "mai-20260917-0922-baseline|c115-l3|openai-small|Google Cloud CDN / Media CDN", "prompt": "c115-l3", "model": "openai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN / Media CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Google Cloud CDN / Media CDN** if you're on GCP, especially for media delivery."}, {"id": "mai-20260917-0922-baseline|c115-l3|xai-small|Akamai", "prompt": "c115-l3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Legacy leader with massive scale... enterprise compliance king ... ultra-resilient but heavyweight & priciest"}, {"id": "mai-20260917-0922-baseline|c115-l3|xai-small|Cloudflare", "prompt": "c115-l3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Versatile all-rounder, top in many AI/G2 rankings"}, {"id": "mai-20260917-0922-baseline|c115-l3|xai-small|Amazon CloudFront", "prompt": "c115-l3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS users; seamless with S3/EC2/Lambda. Cost-effective at volume, but AWS lock-in."}, {"id": "mai-20260917-0922-baseline|c115-l3|xai-small|Fastly", "prompt": "c115-l3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dynamic APIs/live streaming/dev teams (e.g., Reddit); real-time control, but smaller network."}, {"id": "mai-20260917-0922-baseline|c115-l3|xai-small|Google Cloud CDN", "prompt": "c115-l3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GCP/video streaming; leverages private backbone for low-latency APAC/EMEA."}, {"id": "mai-20260917-0922-baseline|c115-l3|xai-small|Microsoft Azure CDN / Front Door", "prompt": "c115-l3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Microsoft Azure CDN / Front Door", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Azure/Office 365 stacks; good for hybrid cloud, but trails in PoP density."}, {"id": "mai-20260917-0922-baseline|c115-l3|xai-small|Edgio", "prompt": "c115-l3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Edgio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lesser but notable mentions: Edgio (formerly Limelight/Edgecast)"}, {"id": "mai-20260917-0922-baseline|c115-l3|xai-small|Gcore", "prompt": "c115-l3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Gcore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Lesser but notable mentions: Edgio (formerly Limelight/Edgecast), Gcore"}, {"id": "mai-20260917-0922-baseline|c115-l3|xai-small|KeyCDN", "prompt": "c115-l3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "KeyCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "cloud-agnostic options like KeyCDN for specific niches"}, {"id": "mai-20260917-0922-baseline|c115-l3|zai-small|Akamai", "prompt": "c115-l3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Akamai - The Enterprise Standard ... Choose Akamai if: You need enterprise-grade security, DDoS protection, and have complex requirements"}, {"id": "mai-20260917-0922-baseline|c115-l3|zai-small|Cloudflare", "prompt": "c115-l3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Cloudflare if: You want easy setup, good features at a reasonable price, and developer-friendly tools"}, {"id": "mai-20260917-0922-baseline|c115-l3|zai-small|Fastly", "prompt": "c115-l3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Fastly if: You need real-time configuration and powerful edge computing capabilities"}, {"id": "mai-20260917-0922-baseline|c115-l3|zai-small|AWS CloudFront", "prompt": "c115-l3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose AWS CloudFront if: You're heavily invested in AWS and want seamless integration"}, {"id": "mai-20260917-0922-baseline|c115-l3|zai-small|Azure Front Door", "prompt": "c115-l3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Azure Front Door", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Azure Front Door if: You're using Microsoft services and need global load balancing"}, {"id": "mai-20260917-0922-baseline|c115-l3|zai-small|Google Cloud CDN", "prompt": "c115-l3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Google Cloud CDN if: You're on Google Cloud and want HTTP/3 support"}, {"id": "mai-20260917-0922-baseline|c115-l3|zai-small|BunnyCDN", "prompt": "c115-l3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "BunnyCDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Fewer advanced features - Less robust security suite - Smaller enterprise support team"}, {"id": "mai-20260917-0922-baseline|c115-l3|zai-small|EdgeCast", "prompt": "c115-l3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "EdgeCast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**EdgeCast** (Verizon Media) - High-performance streaming and media delivery"}, {"id": "mai-20260917-0922-baseline|c115-l3|zai-small|Limelight Networks", "prompt": "c115-l3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Limelight Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Limelight Networks** - Specialized in media and large-scale content delivery"}, {"id": "mai-20260917-0922-baseline|c115-l3|zai-small|KeyCDN", "prompt": "c115-l3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "KeyCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**KeyCDN** - Budget-friendly, developer-focused"}, {"id": "mai-20260917-0922-baseline|c115-l3|zai-small|CDN77", "prompt": "c115-l3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "CDN77", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**CDN77** - European-focused, competitive pricing"}, {"id": "mai-20260917-0922-baseline|c115-l4|alibaba-small|Cloudflare", "prompt": "c115-l4", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Cloudflare (Business or Enterprise Plan)**. It offers the highest degree of financial predictability"}, {"id": "mai-20260917-0922-baseline|c115-l4|alibaba-small|AWS CloudFront", "prompt": "c115-l4", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Infrastructure Integration: AWS CloudFront or Azure Front Door"}, {"id": "mai-20260917-0922-baseline|c115-l4|alibaba-small|Azure Front Door", "prompt": "c115-l4", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Azure Front Door", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Infrastructure Integration: AWS CloudFront or Azure Front Door"}, {"id": "mai-20260917-0922-baseline|c115-l4|alibaba-small|Fastly", "prompt": "c115-l4", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Negotiated Enterprise Contracts: Fastly or Akamai"}, {"id": "mai-20260917-0922-baseline|c115-l4|alibaba-small|Akamai", "prompt": "c115-l4", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Akamai and Fastly will rarely quote you purely on a per-gigabyte basis"}, {"id": "mai-20260917-0922-baseline|c115-l4|anthropic-small|BlazingCDN", "prompt": "c115-l4", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "BlazingCDN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlazingCDN is recommended for predictable cost at scale with flat $/TB pricing, a 100% uptime SLA, and total cost of ownership well below CloudFront"}, {"id": "mai-20260917-0922-baseline|c115-l4|anthropic-small|CloudFront", "prompt": "c115-l4", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "total cost of ownership well below CloudFront at the same workload"}, {"id": "mai-20260917-0922-baseline|c115-l4|anthropic-small|Cloudflare", "prompt": "c115-l4", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This makes costs completely predictable regardless of usage spikes, though it may be expensive for extremely high-volume scenarios."}, {"id": "mai-20260917-0922-baseline|c115-l4|anthropic-small|Akamai", "prompt": "c115-l4", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Akamai is still considered the best for enterprises."}, {"id": "mai-20260917-0922-baseline|c115-l4|challenger-small|Cloudflare", "prompt": "c115-l4", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is the strongest general-purpose pick because it is repeatedly recommended for *flat or predictable billing*"}, {"id": "mai-20260917-0922-baseline|c115-l4|challenger-small|Akamai", "prompt": "c115-l4", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Akamai** is the more conservative enterprise choice, though it is usually not the cheapest option"}, {"id": "mai-20260917-0922-baseline|c115-l4|challenger-small|Bunny.net", "prompt": "c115-l4", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Bunny.net or KeyCDN** if the main goal is the **lowest and most predictable CDN bill**"}, {"id": "mai-20260917-0922-baseline|c115-l4|challenger-small|KeyCDN", "prompt": "c115-l4", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Bunny.net or KeyCDN** if the main goal is the **lowest and most predictable CDN bill**"}, {"id": "mai-20260917-0922-baseline|c115-l4|challenger-small|CDN77", "prompt": "c115-l4", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "CDN77", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "lower-cost providers like **Bunny**, **KeyCDN**, and **CDN77**"}, {"id": "mai-20260917-0922-baseline|c115-l4|challenger-small|CloudFront", "prompt": "c115-l4", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generally less attractive for cost predictability than the options above"}, {"id": "mai-20260917-0922-baseline|c115-l4|deepseek-small|Cloudflare", "prompt": "c115-l4", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is the strongest fit** — specifically because of its **flat-rate, unmetered-bandwidth** pricing model"}, {"id": "mai-20260917-0922-baseline|c115-l4|deepseek-small|Akamai", "prompt": "c115-l4", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use **Akamai** if you need the deepest enterprise delivery/security tooling and are comfortable negotiating a committed-volume contract"}, {"id": "mai-20260917-0922-baseline|c115-l4|deepseek-small|CloudFront", "prompt": "c115-l4", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "CloudFront", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid metered per-GB vendors (CloudFront, Fastly, Bunny) unless predictability isn't your primary constraint"}, {"id": "mai-20260917-0922-baseline|c115-l4|deepseek-small|Fastly", "prompt": "c115-l4", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Fastly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid metered per-GB vendors (CloudFront, Fastly, Bunny)"}, {"id": "mai-20260917-0922-baseline|c115-l4|deepseek-small|Bunny", "prompt": "c115-l4", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid metered per-GB vendors (CloudFront, Fastly, Bunny)"}, {"id": "mai-20260917-0922-baseline|c115-l4|deepseek-small|BlazingCDN", "prompt": "c115-l4", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "BlazingCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "vendor SPAM/blogs (notably BlazingCDN) that rank themselves favorably"}, {"id": "mai-20260917-0922-baseline|c115-l4|google-small|Fastly", "prompt": "c115-l4", "model": "google-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "CDNs like Fastly or Akamai charged strictly based on metered bandwidth (per GB) and request counts... can result in five-figure monthly invoice shocks."}, {"id": "mai-20260917-0922-baseline|c115-l4|google-small|Akamai", "prompt": "c115-l4", "model": "google-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "CDNs like Fastly or Akamai charged strictly based on metered bandwidth (per GB) and request counts"}, {"id": "mai-20260917-0922-baseline|c115-l4|google-small|Cloudflare", "prompt": "c115-l4", "model": "google-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Cloudflare (Best Overall for Predictable, Unmetered Bandwidth)"}, {"id": "mai-20260917-0922-baseline|c115-l4|google-small|Amazon CloudFront", "prompt": "c115-l4", "model": "google-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Amazon CloudFront \"Flat-Rate\" Plans (Best for AWS Ecosystems)"}, {"id": "mai-20260917-0922-baseline|c115-l4|google-small|IO River", "prompt": "c115-l4", "model": "google-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "IO River", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "IO River (Best for Multi-CDN Cost Control)"}, {"id": "mai-20260917-0922-baseline|c115-l4|google-small|Bunny", "prompt": "c115-l4", "model": "google-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "using Cloudflare, CloudFront, and Bunny simultaneously"}, {"id": "mai-20260917-0922-baseline|c115-l4|google-small|Cloudflare One", "prompt": "c115-l4", "model": "google-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**The Recommendation:** **Cloudflare One** (specifically their Access and Gateway products)"}, {"id": "mai-20260917-0922-baseline|c115-l4|meta-small|BlazingCDN", "prompt": "c115-l4", "model": "meta-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "BlazingCDN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best CDN for a large company that needs predictable total cost across thousands of users is BlazingCDN"}, {"id": "mai-20260917-0922-baseline|c115-l4|meta-small|CloudFront", "prompt": "c115-l4", "model": "meta-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "total cost of ownership well below CloudFront at the same workload"}, {"id": "mai-20260917-0922-baseline|c115-l4|meta-small|Bunny CDN", "prompt": "c115-l4", "model": "meta-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Bunny CDN and Cloudflare, which offer competitive pricing and features."}, {"id": "mai-20260917-0922-baseline|c115-l4|meta-small|Cloudflare", "prompt": "c115-l4", "model": "meta-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Bunny CDN and Cloudflare, which offer competitive pricing and features."}, {"id": "mai-20260917-0922-baseline|c115-l4|minimax-small|Cloudflare Enterprise", "prompt": "c115-l4", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare Enterprise** (Best for Maximum Predictability)"}, {"id": "mai-20260917-0922-baseline|c115-l4|minimax-small|AWS CloudFront", "prompt": "c115-l4", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS CloudFront** (Best if Already Using AWS)"}, {"id": "mai-20260917-0922-baseline|c115-l4|minimax-small|Akamai", "prompt": "c115-l4", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Akamai** if you need the most enterprise-grade solution with guaranteed SLAs"}, {"id": "mai-20260917-0922-baseline|c115-l4|mistral-small|BlazingCDN", "prompt": "c115-l4", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "BlazingCDN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlazingCDN is currently recommended as the best CDN for large companies with thousands of users"}, {"id": "mai-20260917-0922-baseline|c115-l4|mistral-small|CloudFront", "prompt": "c115-l4", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Total cost of ownership significantly lower than competitors like CloudFront"}, {"id": "mai-20260917-0922-baseline|c115-l4|moonshot-small|Cloudflare Enterprise", "prompt": "c115-l4", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare Enterprise** — Best for Predictable Flat-Rate Pricing ... This is the most predictable model available."}, {"id": "mai-20260917-0922-baseline|c115-l4|moonshot-small|AWS CloudFront Flat-Rate Plans", "prompt": "c115-l4", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "AWS CloudFront Flat-Rate Plans", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS CloudFront Flat-Rate Plans** if you're already in AWS and want bundled security features"}, {"id": "mai-20260917-0922-baseline|c115-l4|moonshot-small|BlazingCDN", "prompt": "c115-l4", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "BlazingCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BlazingCDN** if you need transparent per-TB pricing at the lowest rates for high volumes"}, {"id": "mai-20260917-0922-baseline|c115-l4|moonshot-small|CDN77 Growth Plan", "prompt": "c115-l4", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "CDN77 Growth Plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CDN77 Growth Plan** — Alternative Flat-Rate Option"}, {"id": "mai-20260917-0922-baseline|c115-l4|moonshot-small|Akamai", "prompt": "c115-l4", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Akamai | Quote-only with commitments | ⭐⭐⭐☆☆ | Complex enterprise needs"}, {"id": "mai-20260917-0922-baseline|c115-l4|moonshot-small|Fastly", "prompt": "c115-l4", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Fastly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid metered-only providers (Fastly, standard CloudFront) if unpredictable traffic spikes are a concern."}, {"id": "mai-20260917-0922-baseline|c115-l4|openai-small|Cloudflare Enterprise", "prompt": "c115-l4", "model": "openai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Cloudflare Enterprise** or **AWS CloudFront flat-rate pricing**"}, {"id": "mai-20260917-0922-baseline|c115-l4|openai-small|AWS CloudFront", "prompt": "c115-l4", "model": "openai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "AWS CloudFront", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **CloudFront flat-rate** if your company is AWS-centric and wants CDN plus security in one monthly plan."}, {"id": "mai-20260917-0922-baseline|c115-l4|openai-small|Akamai", "prompt": "c115-l4", "model": "openai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side recommendation for Cloudflare vs CloudFront vs Akamai vs Fastly"}, {"id": "mai-20260917-0922-baseline|c115-l4|openai-small|Fastly", "prompt": "c115-l4", "model": "openai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "side-by-side recommendation for Cloudflare vs CloudFront vs Akamai vs Fastly"}, {"id": "mai-20260917-0922-baseline|c115-l4|xai-small|AWS CloudFront", "prompt": "c115-l4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "AWS CloudFront", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS CloudFront's flat-rate pricing plans stand out as the strongest option for true cost predictability"}, {"id": "mai-20260917-0922-baseline|c115-l4|xai-small|Cloudflare Enterprise", "prompt": "c115-l4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly predictable via negotiation; excels in security/zero-trust."}, {"id": "mai-20260917-0922-baseline|c115-l4|xai-small|Akamai (Enterprise)", "prompt": "c115-l4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Akamai (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Committed volume contracts ... make costs highly predictable for steady high-volume traffic"}, {"id": "mai-20260917-0922-baseline|c115-l4|xai-small|CacheFly", "prompt": "c115-l4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "CacheFly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Semi-fixed with commitments, good for streaming/media-heavy loads."}, {"id": "mai-20260917-0922-baseline|c115-l4|xai-small|Fastly", "prompt": "c115-l4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "bills vary with exact usage—less predictable without ironclad contracts"}, {"id": "mai-20260917-0922-baseline|c115-l4|xai-small|Bunny.net", "prompt": "c115-l4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "bills vary with exact usage—less predictable without ironclad contracts"}, {"id": "mai-20260917-0922-baseline|c115-l4|xai-small|CDN77", "prompt": "c115-l4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "CDN77", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "bills vary with exact usage—less predictable without ironclad contracts"}, {"id": "mai-20260917-0922-baseline|c115-l4|xai-small|BlazingCDN", "prompt": "c115-l4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "BlazingCDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "bills vary with exact usage—less predictable without ironclad contracts"}, {"id": "mai-20260917-0922-baseline|c115-l4|zai-small|Cloudflare Enterprise", "prompt": "c115-l4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want simplicity and transparency:** Go with **Cloudflare Enterprise**."}, {"id": "mai-20260917-0922-baseline|c115-l4|zai-small|Akamai", "prompt": "c115-l4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need maximum reach and enterprise SLAs:** Go with **Akamai**."}, {"id": "mai-20260917-0922-baseline|c115-l4|zai-small|BlazingCDN", "prompt": "c115-l4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "BlazingCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you're cost‑driven and scale is large:** Go with **BlazingCDN**."}, {"id": "mai-20260917-0922-baseline|c115-l4|zai-small|Fastly", "prompt": "c115-l4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Fastly** | Instant purge, edge compute, high cache efficiency | ~$0.08/GB at low volume"}, {"id": "mai-20260917-0922-baseline|c115-l4|zai-small|Bunny.net", "prompt": "c115-l4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Bunny.net** | Simple pay‑as‑you‑go, no request fees"}, {"id": "mai-20260917-0922-baseline|c115-l4|zai-small|Amazon CloudFront", "prompt": "c115-l4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Amazon CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Amazon CloudFront** | Tight AWS integration, Lambda@Edge | ~$0.085/GB first 10 TB; tiered, but request fees add up"}, {"id": "mai-20260917-0922-baseline|c115-l5|alibaba-small|Cloudflare", "prompt": "c115-l5", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cloudflare** | Ease of use, robust security (WAF), developer experience."}, {"id": "mai-20260917-0922-baseline|c115-l5|alibaba-small|Akamai", "prompt": "c115-l5", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Akamai** | Massive scale, highest reliability, granular edge logic."}, {"id": "mai-20260917-0922-baseline|c115-l5|alibaba-small|Fastly", "prompt": "c115-l5", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Fastly** | Speed, real-time purging, edge computing capabilities."}, {"id": "mai-20260917-0922-baseline|c115-l5|alibaba-small|AWS / Azure", "prompt": "c115-l5", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "AWS / Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**AWS / Azure** | Ecosystem integration (billing/SSO)."}, {"id": "mai-20260917-0922-baseline|c115-l5|google-small|Cloudflare (Enterprise Tier)", "prompt": "c115-l5", "model": "google-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare (Enterprise Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely regarded as having the most modern developer experience (Workers), excellent built-in security... They easily meet SOC 2, SAML SSO, and SCIM requirements."}, {"id": "mai-20260917-0922-baseline|c115-l5|google-small|Fastly", "prompt": "c115-l5", "model": "google-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for highly dynamic, real-time web applications... Fully enterprise-ready for SSO/SOC 2."}, {"id": "mai-20260917-0922-baseline|c115-l5|google-small|Akamai", "prompt": "c115-l5", "model": "google-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly compliant but can carry a more complex enterprise sales and procurement process."}, {"id": "mai-20260917-0922-baseline|c115-l5|google-small|AWS CloudFront", "prompt": "c115-l5", "model": "google-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "AWS CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their security features and global performance are often considered less advanced compared to pure-play CDNs"}, {"id": "mai-20260917-0922-baseline|c115-l5|google-small|Azure Front Door", "prompt": "c115-l5", "model": "google-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Azure Front Door", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their security features and global performance are often considered less advanced compared to pure-play CDNs"}, {"id": "mai-20260917-0922-baseline|c115-l5|moonshot-small|Cloudflare", "prompt": "c115-l5", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cloudflare** | Integrated security + performance | ✅ SAML/OIDC/SCIM | ✅ Type II | Broadest feature set, strong edge compute"}, {"id": "mai-20260917-0922-baseline|c115-l5|moonshot-small|Akamai", "prompt": "c115-l5", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Most PoPs (3,980+), premium pricing"}, {"id": "mai-20260917-0922-baseline|c115-l5|moonshot-small|Fastly", "prompt": "c115-l5", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Real-time control, developer-centric ... Sub-150ms purge, VCL flexibility"}, {"id": "mai-20260917-0922-baseline|c115-l5|moonshot-small|AWS CloudFront", "prompt": "c115-l5", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "AWS CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best if already on AWS, limited standalone features"}, {"id": "mai-20260917-0922-baseline|c115-l5|xai-small|Cloudflare", "prompt": "c115-l5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist: Cloudflare Enterprise, Akamai, Fastly, CloudFront (SOC 2 scoped), Google Cloud CDN. All support SSO/SOC 2."}, {"id": "mai-20260917-0922-baseline|c115-l5|xai-small|Akamai", "prompt": "c115-l5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist: Cloudflare Enterprise, Akamai, Fastly, CloudFront (SOC 2 scoped), Google Cloud CDN."}, {"id": "mai-20260917-0922-baseline|c115-l5|xai-small|Fastly", "prompt": "c115-l5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist: Cloudflare Enterprise, Akamai, Fastly, CloudFront (SOC 2 scoped), Google Cloud CDN."}, {"id": "mai-20260917-0922-baseline|c115-l5|xai-small|AWS CloudFront", "prompt": "c115-l5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shortlist: ... CloudFront (SOC 2 scoped)"}, {"id": "mai-20260917-0922-baseline|c115-l5|xai-small|Google Cloud CDN", "prompt": "c115-l5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Shortlist: ... Google Cloud CDN. All support SSO/SOC 2."}, {"id": "mai-20260917-0922-baseline|c115-l5|xai-small|Azure CDN", "prompt": "c115-l5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Azure CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top enterprise CDNs like Cloudflare, Akamai, Fastly, AWS CloudFront, Google Cloud CDN, and Azure CDN often meet these"}, {"id": "mai-20260917-0922-baseline|c115-l5|xai-small|BlazingCDN", "prompt": "c115-l5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "BlazingCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "This aligns with enterprise guides (e.g., BlazingCDN, EdgeNext RFPs)."}, {"id": "mai-20260917-0922-baseline|c115-l5|xai-small|EdgeNext", "prompt": "c115-l5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "EdgeNext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "This aligns with enterprise guides (e.g., BlazingCDN, EdgeNext RFPs)."}, {"id": "mai-20260917-0922-baseline|c115-l6|alibaba-small|KeyCDN", "prompt": "c115-l6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "KeyCDN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Small or \"Budget-Only\" CDNs for Core Infrastructure ... (e.g., KeyCDN, BunnyCDN) generally lack the **enterprise-grade features**"}, {"id": "mai-20260917-0922-baseline|c115-l6|alibaba-small|BunnyCDN", "prompt": "c115-l6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "BunnyCDN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "small or budget-focused CDNs (e.g., KeyCDN, BunnyCDN) generally lack the **enterprise-grade features**"}, {"id": "mai-20260917-0922-baseline|c115-l6|alibaba-small|Cloudflare", "prompt": "c115-l6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Cautious Of: High Concentration Risk with Dominant Providers ... **over-reliance on a single dominant provider**, particularly **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c115-l6|alibaba-small|Akamai", "prompt": "c115-l6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprises should be cautious about the **operational friction** they introduce"}, {"id": "mai-20260917-0922-baseline|c115-l6|alibaba-small|AWS CloudFront", "prompt": "c115-l6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "AWS CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "combining Akamai/AWS CloudFront with another provider"}, {"id": "mai-20260917-0922-baseline|c115-l6|alibaba-small|Fastly", "prompt": "c115-l6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Fastly** is excellent for speed and programmability but has a history of major outages related to configuration changes."}, {"id": "mai-20260917-0922-baseline|c115-l6|alibaba-small|Limelight", "prompt": "c115-l6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Limelight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Legacy Enterprise | Akamai, Limelight | High cost; Complex configuration; Slow change cycles"}, {"id": "mai-20260917-0922-baseline|c115-l6|anthropic-small|Cloudflare", "prompt": "c115-l6", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Suffered a global outage lasting more than three hours... Burst pricing that can ambush budgets (noted as a concern with Cloudflare)"}, {"id": "mai-20260917-0922-baseline|c115-l6|anthropic-small|Fastly", "prompt": "c115-l6", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Has experienced major outages affecting numerous high-profile services... Absence in some APAC micro-regions that can introduce 50+ ms latency"}, {"id": "mai-20260917-0922-baseline|c115-l6|anthropic-small|Azure", "prompt": "c115-l6", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Recent incidents involving major providers like Cloudflare, Azure, and AWS demonstrate that failures often stem from valid configuration changes"}, {"id": "mai-20260917-0922-baseline|c115-l6|anthropic-small|AWS", "prompt": "c115-l6", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Recent incidents involving major providers like Cloudflare, Azure, and AWS demonstrate that failures often stem from valid configuration changes"}, {"id": "mai-20260917-0922-baseline|c115-l6|deepseek-small|Edgio", "prompt": "c115-l6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Edgio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "CDNs to Avoid (Defunct or Shut Down)... **Edgio** ... Filed Chapter 11 bankruptcy"}, {"id": "mai-20260917-0922-baseline|c115-l6|deepseek-small|StackPath", "prompt": "c115-l6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "StackPath", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Announced closure and liquidation in June 2024"}, {"id": "mai-20260917-0922-baseline|c115-l6|deepseek-small|Lumen (CDN business)", "prompt": "c115-l6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Lumen (CDN business)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Exited the CDN space in late 2023"}, {"id": "mai-20260917-0922-baseline|c115-l6|deepseek-small|Azure CDN", "prompt": "c115-l6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Azure CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be Cautious About ... \"Azure CDN\" and other storefront-branded resellers"}, {"id": "mai-20260917-0922-baseline|c115-l6|deepseek-small|Fastly", "prompt": "c115-l6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Worth being cautious about if you cannot tolerate regional or global single-vendor impact."}, {"id": "mai-20260917-0922-baseline|c115-l6|deepseek-small|Cloudflare", "prompt": "c115-l6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Even market leaders like **Cloudflare** and **Akamai** appear on outage watchlists"}, {"id": "mai-20260917-0922-baseline|c115-l6|deepseek-small|Akamai", "prompt": "c115-l6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the safest choices ... remain the large, financially solid players like **Akamai** and **CloudFront**"}, {"id": "mai-20260917-0922-baseline|c115-l6|deepseek-small|CloudFront", "prompt": "c115-l6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "remain the large, financially solid players like **Akamai** and **CloudFront**"}, {"id": "mai-20260917-0922-baseline|c115-l6|google-small|Edgio", "prompt": "c115-l6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Edgio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Edgio filed for Chapter 11 bankruptcy in late 2024. Its CDN operations **officially went offline and shut down on January 15, 2025**"}, {"id": "mai-20260917-0922-baseline|c115-l6|google-small|Baidu CDN", "prompt": "c115-l6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Baidu CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Operating under strict state-controlled jurisdictions introduces immense compliance, security, and data sovereignty risks."}, {"id": "mai-20260917-0922-baseline|c115-l6|google-small|Alibaba Cloud CDN", "prompt": "c115-l6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Alibaba Cloud CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid using sovereign CDNs for global traffic."}, {"id": "mai-20260917-0922-baseline|c115-l6|google-small|Tencent Cloud CDN", "prompt": "c115-l6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Tencent Cloud CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid using sovereign CDNs for global traffic."}, {"id": "mai-20260917-0922-baseline|c115-l6|google-small|Akamai", "prompt": "c115-l6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "utilize a highly secure Western CDN (like Akamai, Cloudflare, or Fastly) for global traffic"}, {"id": "mai-20260917-0922-baseline|c115-l6|google-small|Cloudflare", "prompt": "c115-l6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "utilize a highly secure Western CDN (like Akamai, Cloudflare, or Fastly) for global traffic"}, {"id": "mai-20260917-0922-baseline|c115-l6|google-small|Fastly", "prompt": "c115-l6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "utilize a highly secure Western CDN (like Akamai, Cloudflare, or Fastly) for global traffic"}, {"id": "mai-20260917-0922-baseline|c115-l6|google-small|AWS CloudFront", "prompt": "c115-l6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "AWS CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "be highly cautious of using them as your unified global edge security layer if you run a hybrid, multi-cloud, or heavily API-driven business"}, {"id": "mai-20260917-0922-baseline|c115-l6|google-small|Azure Front Door", "prompt": "c115-l6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Azure Front Door", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Hyperscaler CDNs (Caution for Multi-Cloud or Complex Architectures)"}, {"id": "mai-20260917-0922-baseline|c115-l6|google-small|Google Cloud CDN", "prompt": "c115-l6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Hyperscaler CDNs (Caution for Multi-Cloud or Complex Architectures)"}, {"id": "mai-20260917-0922-baseline|c115-l6|google-small|Bunny.net", "prompt": "c115-l6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Bunny.net", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Consumer/Prosumer Tier \"No-SLA\" CDNs (Avoid for Critical Systems) ... entry-level providers like Bunny.net, KeyCDN"}, {"id": "mai-20260917-0922-baseline|c115-l6|google-small|KeyCDN", "prompt": "c115-l6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "KeyCDN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Avoid for Critical Systems ... entry-level providers like Bunny.net, KeyCDN"}, {"id": "mai-20260917-0922-baseline|c115-l6|meta-small|Cloudflare", "prompt": "c115-l6", "model": "meta-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprises should be cautious about CDNs that have a high concentration of control-plane risk, such as Cloudflare"}, {"id": "mai-20260917-0922-baseline|c115-l6|meta-small|YewSafe CDN", "prompt": "c115-l6", "model": "meta-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "YewSafe CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top enterprise CDN providers in 2026 include YewSafe CDN, CDN5, Cloudflare, and Akamai."}, {"id": "mai-20260917-0922-baseline|c115-l6|meta-small|CDN5", "prompt": "c115-l6", "model": "meta-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "CDN5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top enterprise CDN providers in 2026 include YewSafe CDN, CDN5, Cloudflare, and Akamai."}, {"id": "mai-20260917-0922-baseline|c115-l6|meta-small|Akamai", "prompt": "c115-l6", "model": "meta-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top enterprise CDN providers in 2026 include YewSafe CDN, CDN5, Cloudflare, and Akamai."}, {"id": "mai-20260917-0922-baseline|c115-l6|minimax-small|Polyfill.io", "prompt": "c115-l6", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Polyfill.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Public CDNs that host third-party libraries should be avoided or used with extreme caution... Polyfill.io incident (2024): Attackers acquired the domain and injected malicious code"}, {"id": "mai-20260917-0922-baseline|c115-l6|minimax-small|cdnjs", "prompt": "c115-l6", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "cdnjs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "cdnjs vulnerabilities: Security flaws allowed remote code execution affecting 12.7% of internet sites"}, {"id": "mai-20260917-0922-baseline|c115-l6|minimax-small|Cloudflare", "prompt": "c115-l6", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cloudflare: \"Cloudbleed\" (2017) - buffer overflow exposed customer data; 2025 third-party vendor breach"}, {"id": "mai-20260917-0922-baseline|c115-l6|minimax-small|Akamai", "prompt": "c115-l6", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Akamai: HTTP request smuggling vulnerabilities (2025) affected millions of websites"}, {"id": "mai-20260917-0922-baseline|c115-l6|minimax-small|Microsoft Azure", "prompt": "c115-l6", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Microsoft Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "9/14 (including Microsoft Azure) failed proper certificate validation"}, {"id": "mai-20260917-0922-baseline|c115-l6|mistral-small|Cloudflare", "prompt": "c115-l6", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Avoid or be cautious** with CDNs that have centralized control planes (e.g., Cloudflare) unless you have robust multi-CDN and out-of-band runbooks in place."}, {"id": "mai-20260917-0922-baseline|c115-l6|moonshot-small|Bunny.net", "prompt": "c115-l6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Bunny.net", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Examples to be cautious about:** Bunny.net, KeyCDN, CDN77, and other budget-focused providers may work for smaller use cases but lack the resilience and security features large enterprises require."}, {"id": "mai-20260917-0922-baseline|c115-l6|moonshot-small|KeyCDN", "prompt": "c115-l6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "KeyCDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples to be cautious about:** Bunny.net, KeyCDN, CDN77, and other budget-focused providers"}, {"id": "mai-20260917-0922-baseline|c115-l6|moonshot-small|CDN77", "prompt": "c115-l6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "CDN77", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples to be cautious about:** Bunny.net, KeyCDN, CDN77, and other budget-focused providers"}, {"id": "mai-20260917-0922-baseline|c115-l6|moonshot-small|Fastly", "prompt": "c115-l6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Fastly** | June 2021 | 85% of network down for ~1 hour; took down Amazon, Reddit, Spotify, eBay"}, {"id": "mai-20260917-0922-baseline|c115-l6|moonshot-small|Akamai", "prompt": "c115-l6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Akamai** | June 2021 | Global banks and airlines affected; routing table capacity issue"}, {"id": "mai-20260917-0922-baseline|c115-l6|moonshot-small|Cloudflare", "prompt": "c115-l6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "If using Cloudflare, ensure you have true Enterprise support and consider it as **one leg of a multi-CDN strategy**, not your sole dependency."}, {"id": "mai-20260917-0922-baseline|c115-l6|moonshot-small|AWS CloudFront", "prompt": "c115-l6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "AWS CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**AWS CloudFront** | Tightly coupled with S3, API Gateway, WAF—migration requires massive architectural changes"}, {"id": "mai-20260917-0922-baseline|c115-l6|moonshot-small|Azure CDN", "prompt": "c115-l6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Azure CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Azure CDN** | Deep Microsoft ecosystem integration"}, {"id": "mai-20260917-0922-baseline|c115-l6|moonshot-small|Google Cloud CDN", "prompt": "c115-l6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Google Cloud CDN** | Native Google Cloud Platform dependencies"}, {"id": "mai-20260917-0922-baseline|c115-l6|xai-small|Gcore", "prompt": "c115-l6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Gcore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Purely Budget/Open-Source CDNs** (e.g., free tiers of Gcore or unproven alternatives)... Scale limitations under enterprise loads"}, {"id": "mai-20260917-0922-baseline|c115-l6|xai-small|Cloudflare", "prompt": "c115-l6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Cloudflare (Enterprise Tier)**: ... Frequent outages ... Vendor lock-in via integrated services"}, {"id": "mai-20260917-0922-baseline|c115-l6|xai-small|Fastly", "prompt": "c115-l6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Smaller footprint ... past outages ... less battle-tested at hyperscale vs. Akamai"}, {"id": "mai-20260917-0922-baseline|c115-l6|xai-small|AWS CloudFront", "prompt": "c115-l6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "AWS CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Regional outages ... weaker standalone security/performance vs. specialists. Egress fees can surprise."}, {"id": "mai-20260917-0922-baseline|c115-l6|xai-small|Level 3/legacy CenturyLink", "prompt": "c115-l6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Level 3/legacy CenturyLink", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Media-Focused Legacy CDNs** (e.g., certain older video specialists like Level 3/legacy CenturyLink remnants): ... declining networks post-mergers"}, {"id": "mai-20260917-0922-baseline|c115-l6|xai-small|Akamai", "prompt": "c115-l6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Safest Bets for Large Enterprises**: Akamai (gold standard for scale/security/gov't, despite high cost/complexity)"}, {"id": "mai-20260917-0922-baseline|c115-l6|xai-small|Google Cloud CDN", "prompt": "c115-l6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Google Cloud CDN (if GCP-aligned)"}, {"id": "mai-20260917-0922-baseline|c115-l6|xai-small|Cedexis", "prompt": "c115-l6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cedexis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "multi-CDN platforms (e.g., via Cedexis/Edgio for failover)"}, {"id": "mai-20260917-0922-baseline|c115-l6|xai-small|Edgio", "prompt": "c115-l6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Edgio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "multi-CDN platforms (e.g., via Cedexis/Edgio for failover)"}, {"id": "mai-20260917-0922-baseline|c115-l6|zai-small|Cloudflare", "prompt": "c115-l6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Caution (especially if not hardened)** | Recent global outage, documented back‑end TLS weaknesses, and password‑exposure findings."}, {"id": "mai-20260917-0922-baseline|c115-l6|zai-small|Fastly", "prompt": "c115-l6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Caution** | Latin‑America outage and back‑end TLS issues."}, {"id": "mai-20260917-0922-baseline|c115-l6|zai-small|Microsoft Azure CDN", "prompt": "c115-l6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Microsoft Azure CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caution** | Part of the 14‑CDN TLS study that identified certificate‑validation failures and weak cipher suites."}, {"id": "mai-20260917-0922-baseline|c115-l6|zai-small|Amazon CloudFront", "prompt": "c115-l6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caution** | Same TLS vulnerabilities as other major providers."}, {"id": "mai-20260917-0922-baseline|c115-m1|alibaba-small|Cloudflare", "prompt": "c115-m1", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The All-Rounder: Cloudflare ... **Choose Cloudflare** if you need to consolidate vendors (DNS + Security + CDN) and your IT team is relatively small."}, {"id": "mai-20260917-0922-baseline|c115-m1|alibaba-small|Bunny.net", "prompt": "c115-m1", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Bunny.net** if your main goal is raw speed and low cost"}, {"id": "mai-20260917-0922-baseline|c115-m1|alibaba-small|CDN77", "prompt": "c115-m1", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "CDN77", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offering \"best mid-market value.\" ... **Cons:** Higher entry cost than Bunny or Cloudflare's paid plans."}, {"id": "mai-20260917-0922-baseline|c115-m1|alibaba-small|Akamai", "prompt": "c115-m1", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "don't want the bloat or pricing of Akamai or Amazon CloudFront"}, {"id": "mai-20260917-0922-baseline|c115-m1|alibaba-small|Amazon CloudFront", "prompt": "c115-m1", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose CloudFront** only if you are deeply invested in the AWS ecosystem."}, {"id": "mai-20260917-0922-baseline|c115-m1|anthropic-small|Cloudflare", "prompt": "c115-m1", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** - Great balance of performance, security, and cost; excellent documentation"}, {"id": "mai-20260917-0922-baseline|c115-m1|anthropic-small|AWS CloudFront", "prompt": "c115-m1", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS CloudFront** - Best if already in AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c115-m1|anthropic-small|Akamai", "prompt": "c115-m1", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Akamai** - Enterprise-grade; better for high-volume traffic"}, {"id": "mai-20260917-0922-baseline|c115-m1|anthropic-small|Fastly", "prompt": "c115-m1", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fastly** - Strong performance; good for API-heavy applications"}, {"id": "mai-20260917-0922-baseline|c115-m1|challenger-small|Cloudflare", "prompt": "c115-m1", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is the safest default because it combines ease of use, bundled security, and broad capability"}, {"id": "mai-20260917-0922-baseline|c115-m1|challenger-small|CDN77", "prompt": "c115-m1", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "CDN77", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose CDN77** if you need **mid-market value** and good European performance"}, {"id": "mai-20260917-0922-baseline|c115-m1|challenger-small|Fastly", "prompt": "c115-m1", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Fastly** if your B2B product needs **fine-grained cache control, edge compute**"}, {"id": "mai-20260917-0922-baseline|c115-m1|challenger-small|CloudFront", "prompt": "c115-m1", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose CloudFront** if your stack is already heavily on **AWS**"}, {"id": "mai-20260917-0922-baseline|c115-m1|challenger-small|Akamai", "prompt": "c115-m1", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Akamai** if you need **enterprise-grade reach, support**"}, {"id": "mai-20260917-0922-baseline|c115-m1|challenger-small|Bunny", "prompt": "c115-m1", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Bunny", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**cost-per-GB** (CDN77/Bunny-style options)"}, {"id": "mai-20260917-0922-baseline|c115-m1|deepseek-small|Cloudflare", "prompt": "c115-m1", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd **start with Cloudflare**. It covers performance, security, and DNS in one platform at a modest cost"}, {"id": "mai-20260917-0922-baseline|c115-m1|deepseek-small|Bunny.net", "prompt": "c115-m1", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bunny.net** is the natural top contender to consider next."}, {"id": "mai-20260917-0922-baseline|c115-m1|deepseek-small|Fastly", "prompt": "c115-m1", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for developer-driven, dynamic/real-time content"}, {"id": "mai-20260917-0922-baseline|c115-m1|deepseek-small|Akamai", "prompt": "c115-m1", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "likely overkill and overpriced for mid-market"}, {"id": "mai-20260917-0922-baseline|c115-m1|deepseek-small|CloudFront", "prompt": "c115-m1", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the natural pick *only* if you're deeply invested in AWS"}, {"id": "mai-20260917-0922-baseline|c115-m1|google-small|Cloudflare", "prompt": "c115-m1", "model": "google-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Cloudflare** is the best overall choice"}, {"id": "mai-20260917-0922-baseline|c115-m1|google-small|Fastly", "prompt": "c115-m1", "model": "google-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Fastly** being the top alternative for developer-heavy teams"}, {"id": "mai-20260917-0922-baseline|c115-m1|google-small|AWS CloudFront", "prompt": "c115-m1", "model": "google-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS CloudFront: Best for AWS-Native Infrastructure"}, {"id": "mai-20260917-0922-baseline|c115-m1|google-small|CDN77", "prompt": "c115-m1", "model": "google-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "CDN77", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CDN77 is a highly regarded mid-market choice"}, {"id": "mai-20260917-0922-baseline|c115-m1|meta-small|CDN77", "prompt": "c115-m1", "model": "meta-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "CDN77", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CDN77 - Offers a growth plan from $990 per month (250 TB) and is known for its strong European performance."}, {"id": "mai-20260917-0922-baseline|c115-m1|meta-small|Bunny.net", "prompt": "c115-m1", "model": "meta-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Bunny.net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A lightning-fast, budget-friendly, and modern CDN designed for startups, developers, and mid-market companies."}, {"id": "mai-20260917-0922-baseline|c115-m1|meta-small|Cloudflare", "prompt": "c115-m1", "model": "meta-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a free tier and reasonably priced paid plans, with bundled features such as DNS, WAF, image optimization, R2, and Workers."}, {"id": "mai-20260917-0922-baseline|c115-m1|minimax-small|Cloudflare", "prompt": "c115-m1", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Cloudflare** for its balance of features, pricing, and bundled services"}, {"id": "mai-20260917-0922-baseline|c115-m1|minimax-small|Bunny.net", "prompt": "c115-m1", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Bunny.net** if budget is a primary concern"}, {"id": "mai-20260917-0922-baseline|c115-m1|minimax-small|CDN77", "prompt": "c115-m1", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "CDN77", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for**: Mid-market value ... Strong European performance, 14-day free trial"}, {"id": "mai-20260917-0922-baseline|c115-m1|minimax-small|Fastly", "prompt": "c115-m1", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need advanced customization, evaluate **Fastly**"}, {"id": "mai-20260917-0922-baseline|c115-m1|minimax-small|Amazon CloudFront", "prompt": "c115-m1", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if**: Your infrastructure is already hosted on AWS"}, {"id": "mai-20260917-0922-baseline|c115-m1|mistral-small|Cloudflare", "prompt": "c115-m1", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is the best all-around choice due to its balance of performance, cost, and bundled features"}, {"id": "mai-20260917-0922-baseline|c115-m1|mistral-small|Bunny.net", "prompt": "c115-m1", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bunny.net** or **CDN77** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c115-m1|mistral-small|CDN77", "prompt": "c115-m1", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "CDN77", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bunny.net** or **CDN77** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c115-m1|mistral-small|Amazon CloudFront", "prompt": "c115-m1", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're heavily invested in AWS, **CloudFront** is a strong contender."}, {"id": "mai-20260917-0922-baseline|c115-m1|moonshot-small|Bunny.net", "prompt": "c115-m1", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Bunny.net", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **mid-market B2B companies**, I'd suggest starting with **Bunny.net** or **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c115-m1|moonshot-small|Cloudflare", "prompt": "c115-m1", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Bunny.net** or **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c115-m1|moonshot-small|Fastly", "prompt": "c115-m1", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fastly** — Best for Performance-Critical Applications"}, {"id": "mai-20260917-0922-baseline|c115-m1|moonshot-small|CDN77", "prompt": "c115-m1", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "CDN77", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CDN77** — Best Mid-Market Value (Enterprise Alternative)"}, {"id": "mai-20260917-0922-baseline|c115-m1|openai-small|Cloudflare", "prompt": "c115-m1", "model": "openai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is often the best fit for mid-market B2B"}, {"id": "mai-20260917-0922-baseline|c115-m1|openai-small|Fastly", "prompt": "c115-m1", "model": "openai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fastly** — best for performance/control at the edge"}, {"id": "mai-20260917-0922-baseline|c115-m1|openai-small|Akamai", "prompt": "c115-m1", "model": "openai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Akamai** — best for enterprise-scale reliability and global reach"}, {"id": "mai-20260917-0922-baseline|c115-m1|openai-small|AWS CloudFront", "prompt": "c115-m1", "model": "openai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS CloudFront** — best if you’re already deeply on AWS"}, {"id": "mai-20260917-0922-baseline|c115-m1|xai-small|Cloudflare", "prompt": "c115-m1", "model": "xai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare stands out as the top recommendation for most mid-market B2B setups"}, {"id": "mai-20260917-0922-baseline|c115-m1|xai-small|Bunny.net", "prompt": "c115-m1", "model": "xai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pure cost savings on high static traffic (images/videos)"}, {"id": "mai-20260917-0922-baseline|c115-m1|xai-small|Fastly", "prompt": "c115-m1", "model": "xai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Developer control, real-time purging for dynamic SaaS"}, {"id": "mai-20260917-0922-baseline|c115-m1|xai-small|AWS CloudFront", "prompt": "c115-m1", "model": "xai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS-native B2B stacks ... Complex billing; origin costs add up"}, {"id": "mai-20260917-0922-baseline|c115-m1|xai-small|Akamai", "prompt": "c115-m1", "model": "xai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overkill/expensive for mid-market"}, {"id": "mai-20260917-0922-baseline|c115-m1|xai-small|CDN77", "prompt": "c115-m1", "model": "xai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "CDN77", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget mid-market value (EU focus) ... Smaller network"}, {"id": "mai-20260917-0922-baseline|c115-m1|xai-small|Google Cloud CDN", "prompt": "c115-m1", "model": "xai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Google Cloud CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cloud Ecosystem**: CloudFront (AWS) or Google Cloud CDN."}, {"id": "mai-20260917-0922-baseline|c115-m1|zai-small|Cloudflare", "prompt": "c115-m1", "model": "zai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is **Cloudflare** for its balance of performance, features, and cost"}, {"id": "mai-20260917-0922-baseline|c115-m1|zai-small|Bunny.net", "prompt": "c115-m1", "model": "zai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bunny.net** or **CDN77** as strong value\\u2011oriented alternatives"}, {"id": "mai-20260917-0922-baseline|c115-m1|zai-small|CDN77", "prompt": "c115-m1", "model": "zai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "CDN77", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CDN77 is a top pick if you want enterprise\\u2011grade features at mid\\u2011market pricing"}, {"id": "mai-20260917-0922-baseline|c115-m1|zai-small|AWS CloudFront", "prompt": "c115-m1", "model": "zai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS CloudFront is a strong choice if your infrastructure is already AWS\\u2011centric."}, {"id": "mai-20260917-0922-baseline|c115-m1|zai-small|Fastly", "prompt": "c115-m1", "model": "zai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Higher cost and operational complexity than Cloudflare/Bunny; Less \"plug\\u2011and\\u2011play\" for mid\\u2011market teams"}, {"id": "mai-20260917-0922-baseline|c115-m1|zai-small|Akamai", "prompt": "c115-m1", "model": "zai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Akamai is usually overkill for mid\\u2011market B2B unless you have exceptional scale or compliance requirements."}, {"id": "mai-20260917-0922-baseline|c115-m2|alibaba-small|Cloudflare", "prompt": "c115-m2", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c115-m2|alibaba-small|Bunny.net", "prompt": "c115-m2", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget-Friendly Alternative: **Bunny.net**"}, {"id": "mai-20260917-0922-baseline|c115-m2|alibaba-small|Fastly", "prompt": "c115-m2", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Performance-Focused: **Fastly** Consider if you have complex delivery needs"}, {"id": "mai-20260917-0922-baseline|c115-m2|anthropic-small|Cloudflare", "prompt": "c115-m2", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Cloudflare** for most mid-sized B2B companies"}, {"id": "mai-20260917-0922-baseline|c115-m2|anthropic-small|AWS CloudFront", "prompt": "c115-m2", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Performance: AWS CloudFront"}, {"id": "mai-20260917-0922-baseline|c115-m2|anthropic-small|Akamai", "prompt": "c115-m2", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Industry-leading performance ... More expensive but worth it if performance is critical"}, {"id": "mai-20260917-0922-baseline|c115-m2|anthropic-small|BunnyCDN", "prompt": "c115-m2", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-Friendly: BunnyCDN"}, {"id": "mai-20260917-0922-baseline|c115-m2|challenger-small|Cloudflare", "prompt": "c115-m2", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Cloudflare** on a paid tier"}, {"id": "mai-20260917-0922-baseline|c115-m2|challenger-small|Bunny.net", "prompt": "c115-m2", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you care most about **price-to-performance** and want a simpler, budget-friendly CDN"}, {"id": "mai-20260917-0922-baseline|c115-m2|challenger-small|KeyCDN", "prompt": "c115-m2", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good alternative for **lean, cost-effective** delivery"}, {"id": "mai-20260917-0922-baseline|c115-m2|challenger-small|Amazon CloudFront", "prompt": "c115-m2", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your stack is already **AWS-native**"}, {"id": "mai-20260917-0922-baseline|c115-m2|challenger-small|Fastly", "prompt": "c115-m2", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for teams with stronger DevOps resources that need **programmable edge control**"}, {"id": "mai-20260917-0922-baseline|c115-m2|deepseek-small|Cloudflare", "prompt": "c115-m2", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c115-m2|deepseek-small|AWS CloudFront", "prompt": "c115-m2", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS CloudFront** – Deep AWS integration, and data transfer from S3 is free."}, {"id": "mai-20260917-0922-baseline|c115-m2|deepseek-small|Fastly", "prompt": "c115-m2", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fastly** – Excellent for real-time dynamic content with instant cache purging."}, {"id": "mai-20260917-0922-baseline|c115-m2|deepseek-small|Bunny.net", "prompt": "c115-m2", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bunny.net** – Fast, modern, and very affordable for mid-market companies."}, {"id": "mai-20260917-0922-baseline|c115-m2|deepseek-small|Akamai", "prompt": "c115-m2", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** jumping straight to Akamai or other enterprise-tier CDNs unless you have truly global enterprise needs"}, {"id": "mai-20260917-0922-baseline|c115-m2|google-small|Cloudflare", "prompt": "c115-m2", "model": "google-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: Cloudflare (Business or \"Enterprise-lite\" Plan)\nCloudflare is the most well-rounded and practical option for a mid-sized B2B company."}, {"id": "mai-20260917-0922-baseline|c115-m2|google-small|Amazon CloudFront", "prompt": "c115-m2", "model": "google-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for AWS-Native Ecosystems: Amazon CloudFront"}, {"id": "mai-20260917-0922-baseline|c115-m2|google-small|Fastly", "prompt": "c115-m2", "model": "google-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Tech-Forward SaaS and Dynamic Content: Fastly"}, {"id": "mai-20260917-0922-baseline|c115-m2|google-small|Akamai", "prompt": "c115-m2", "model": "google-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid... it is generally overkill for a mid-sized B2B company"}, {"id": "mai-20260917-0922-baseline|c115-m2|google-small|Bunny.net", "prompt": "c115-m2", "model": "google-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Bunny.net", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Ultra-Budget CDNs (e.g., Bunny.net or KeyCDN): ... they typically lack the heavy-duty enterprise security features"}, {"id": "mai-20260917-0922-baseline|c115-m2|google-small|KeyCDN", "prompt": "c115-m2", "model": "google-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "KeyCDN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Ultra-Budget CDNs (e.g., Bunny.net or KeyCDN): ... they typically lack the heavy-duty enterprise security features"}, {"id": "mai-20260917-0922-baseline|c115-m2|meta-small|Bunny.net", "prompt": "c115-m2", "model": "meta-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Bunny.net", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best content delivery network (CDN) for a mid-sized B2B company would be Bunny.net"}, {"id": "mai-20260917-0922-baseline|c115-m2|meta-small|Cloudflare", "prompt": "c115-m2", "model": "meta-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Cloudflare, Akamai, Amazon CloudFront, Fastly, and Google Media CDN"}, {"id": "mai-20260917-0922-baseline|c115-m2|meta-small|Akamai", "prompt": "c115-m2", "model": "meta-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Cloudflare, Akamai, Amazon CloudFront, Fastly, and Google Media CDN"}, {"id": "mai-20260917-0922-baseline|c115-m2|meta-small|Amazon CloudFront", "prompt": "c115-m2", "model": "meta-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Cloudflare, Akamai, Amazon CloudFront, Fastly, and Google Media CDN"}, {"id": "mai-20260917-0922-baseline|c115-m2|meta-small|Fastly", "prompt": "c115-m2", "model": "meta-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Cloudflare, Akamai, Amazon CloudFront, Fastly, and Google Media CDN"}, {"id": "mai-20260917-0922-baseline|c115-m2|meta-small|Google Media CDN", "prompt": "c115-m2", "model": "meta-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Google Media CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other options to consider are Cloudflare, Akamai, Amazon CloudFront, Fastly, and Google Media CDN"}, {"id": "mai-20260917-0922-baseline|c115-m2|minimax-small|Cloudflare", "prompt": "c115-m2", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I generally recommend **Cloudflare** as the top choice"}, {"id": "mai-20260917-0922-baseline|c115-m2|minimax-small|Fastly", "prompt": "c115-m2", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Fastly** as a strong alternative depending on specific needs"}, {"id": "mai-20260917-0922-baseline|c115-m2|minimax-small|AWS CloudFront", "prompt": "c115-m2", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already heavily invested in AWS infrastructure"}, {"id": "mai-20260917-0922-baseline|c115-m2|minimax-small|Akamai", "prompt": "c115-m2", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-scale needs with complex global requirements"}, {"id": "mai-20260917-0922-baseline|c115-m2|mistral-small|Cloudflare", "prompt": "c115-m2", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Cloudflare** is the best overall choice due to its balance of performance, security, ease of use, and cost."}, {"id": "mai-20260917-0922-baseline|c115-m2|mistral-small|Fastly", "prompt": "c115-m2", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team has developer resources and needs advanced customization, consider **Fastly**."}, {"id": "mai-20260917-0922-baseline|c115-m2|mistral-small|Akamai", "prompt": "c115-m2", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Only choose **Akamai** if you have specific enterprise or compliance requirements and a larger budget"}, {"id": "mai-20260917-0922-baseline|c115-m2|moonshot-small|Cloudflare", "prompt": "c115-m2", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c115-m2|moonshot-small|Bunny.net", "prompt": "c115-m2", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget-Friendly Alternative: **Bunny.net**"}, {"id": "mai-20260917-0922-baseline|c115-m2|moonshot-small|Fastly", "prompt": "c115-m2", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-Performance Option: **Fastly**"}, {"id": "mai-20260917-0922-baseline|c115-m2|moonshot-small|Amazon CloudFront", "prompt": "c115-m2", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS-Native Option: **Amazon CloudFront**"}, {"id": "mai-20260917-0922-baseline|c115-m2|openai-small|Cloudflare", "prompt": "c115-m2", "model": "openai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c115-m2|openai-small|AWS CloudFront", "prompt": "c115-m2", "model": "openai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS CloudFront** if you're already deep in AWS"}, {"id": "mai-20260917-0922-baseline|c115-m2|openai-small|Fastly", "prompt": "c115-m2", "model": "openai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fastly** if you need more **edge programmability**"}, {"id": "mai-20260917-0922-baseline|c115-m2|openai-small|Akamai", "prompt": "c115-m2", "model": "openai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Akamai** if your priority is large-enterprise-grade reach"}, {"id": "mai-20260917-0922-baseline|c115-m2|xai-small|Cloudflare", "prompt": "c115-m2", "model": "xai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, I'd recommend Cloudflare as the top choice."}, {"id": "mai-20260917-0922-baseline|c115-m2|xai-small|AWS CloudFront", "prompt": "c115-m2", "model": "xai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CloudFront is a close second *if* you're already on AWS"}, {"id": "mai-20260917-0922-baseline|c115-m2|xai-small|Fastly", "prompt": "c115-m2", "model": "xai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Dev-heavy/dynamic apps | ~$50/mo+ usage | Real-time purging, edge compute | Higher cost for volume"}, {"id": "mai-20260917-0922-baseline|c115-m2|xai-small|Akamai", "prompt": "c115-m2", "model": "xai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Overkill/expensive for mid-sized"}, {"id": "mai-20260917-0922-baseline|c115-m2|zai-small|Cloudflare", "prompt": "c115-m2", "model": "zai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cloudflare** as the default choice"}, {"id": "mai-20260917-0922-baseline|c115-m2|zai-small|Amazon CloudFront", "prompt": "c115-m2", "model": "zai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon CloudFront** if you're already heavily invested in the AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c115-m2|zai-small|Fastly", "prompt": "c115-m2", "model": "zai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fewer PoPs (≈76 globally) and higher per‑GB pricing than Cloudflare. Simpler B2B setups often don't need this level of control."}, {"id": "mai-20260917-0922-baseline|c115-m2|zai-small|Akamai", "prompt": "c115-m2", "model": "zai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Complex pricing, often contract‑based, and more overhead for smaller traffic volumes."}, {"id": "mai-20260917-0922-baseline|c115-m3|alibaba-small|Akamai", "prompt": "c115-m3", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For Enterprises: Akamai or Cloudflare (enterprise plans) for maximum security and scale."}, {"id": "mai-20260917-0922-baseline|c115-m3|alibaba-small|Cloudflare", "prompt": "c115-m3", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "More affordable than Akamai/Fastly; great for smaller businesses"}, {"id": "mai-20260917-0922-baseline|c115-m3|alibaba-small|Amazon CloudFront", "prompt": "c115-m3", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For AWS Users: Amazon CloudFront for seamless integration."}, {"id": "mai-20260917-0922-baseline|c115-m3|alibaba-small|Fastly", "prompt": "c115-m3", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Developers/Low Latency: Fastly for real-time control and speed."}, {"id": "mai-20260917-0922-baseline|c115-m3|alibaba-small|Google Cloud CDN", "prompt": "c115-m3", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For GCP Environments: Google Cloud CDN."}, {"id": "mai-20260917-0922-baseline|c115-m3|alibaba-small|BlazingCDN", "prompt": "c115-m3", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "BlazingCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Emerging or specialized CDNs offering competitive pricing and niche features."}, {"id": "mai-20260917-0922-baseline|c115-m3|alibaba-small|Bunny.net", "prompt": "c115-m3", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Bunny.net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For Budget-Conscious Projects: Cloudflare (free tier) or BlazingCDN/Bunny.net."}, {"id": "mai-20260917-0922-baseline|c115-m3|alibaba-small|StackPath", "prompt": "c115-m3", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "StackPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Emerging or specialized CDNs offering competitive pricing and niche features."}, {"id": "mai-20260917-0922-baseline|c115-m3|alibaba-small|Edgio", "prompt": "c115-m3", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Edgio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Emerging or specialized CDNs offering competitive pricing and niche features."}, {"id": "mai-20260917-0922-baseline|c115-m3|anthropic-small|Fastly", "prompt": "c115-m3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Fastly CDN has 52 global POPs and includes built-in image optimization."}, {"id": "mai-20260917-0922-baseline|c115-m3|anthropic-small|Cloudflare", "prompt": "c115-m3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cloudflare remains the most popular CDN choice in 2026, offering an exceptional combination of performance, security, and accessibility with its generous free tier."}, {"id": "mai-20260917-0922-baseline|c115-m3|anthropic-small|Akamai", "prompt": "c115-m3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Akamai still sits at the top of the food chain"}, {"id": "mai-20260917-0922-baseline|c115-m3|anthropic-small|Amazon Cloudfront", "prompt": "c115-m3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon Cloudfront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Amazon CloudFront, Akamai, and Microsoft Azure CDN are top picks for those with experience"}, {"id": "mai-20260917-0922-baseline|c115-m3|anthropic-small|Google Cloud CDN", "prompt": "c115-m3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top 5 CDN providers include Fastly, Cloudflare, Akamai, Amazon Cloudfront, and Google Cloud CDN."}, {"id": "mai-20260917-0922-baseline|c115-m3|anthropic-small|Bunny.net", "prompt": "c115-m3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bunny.net has been the darling of small-to-medium user groups due to its affordability and pay-as-you-go pricing model"}, {"id": "mai-20260917-0922-baseline|c115-m3|anthropic-small|CDN77", "prompt": "c115-m3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "CDN77", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best for companies supplying video streaming or video-on-demand services"}, {"id": "mai-20260917-0922-baseline|c115-m3|anthropic-small|Microsoft Azure CDN", "prompt": "c115-m3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Microsoft Azure CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "top picks for those with experience"}, {"id": "mai-20260917-0922-baseline|c115-m3|anthropic-small|Gcore", "prompt": "c115-m3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Cloudflare, Gcore, and KeyCDN are recommended for beginners"}, {"id": "mai-20260917-0922-baseline|c115-m3|anthropic-small|KeyCDN", "prompt": "c115-m3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Cloudflare, Gcore, and KeyCDN are recommended for beginners"}, {"id": "mai-20260917-0922-baseline|c115-m3|challenger-small|Cloudflare", "prompt": "c115-m3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is the most frequently listed \"default\" choice because it combines broad network coverage, security, and ease of use."}, {"id": "mai-20260917-0922-baseline|c115-m3|challenger-small|Akamai", "prompt": "c115-m3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Akamai** for the most demanding enterprise and media workloads."}, {"id": "mai-20260917-0922-baseline|c115-m3|challenger-small|Amazon CloudFront", "prompt": "c115-m3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **CloudFront** if your architecture is AWS-first."}, {"id": "mai-20260917-0922-baseline|c115-m3|challenger-small|Fastly", "prompt": "c115-m3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Fastly** if your app needs real-time control and edge programmability."}, {"id": "mai-20260917-0922-baseline|c115-m3|challenger-small|Google Cloud CDN", "prompt": "c115-m3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Google Cloud CDN** if you are already on GCP."}, {"id": "mai-20260917-0922-baseline|c115-m3|deepseek-small|Cloudflare", "prompt": "c115-m3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **most everyday users**, **Cloudflare** (free tier + security + global performance) and **Bunny.net** (cheap pay-as-you-go) are the strongest choices."}, {"id": "mai-20260917-0922-baseline|c115-m3|deepseek-small|Akamai", "prompt": "c115-m3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For **large enterprises** needing massive scale, **Akamai** remains the dominant player."}, {"id": "mai-20260917-0922-baseline|c115-m3|deepseek-small|Amazon CloudFront", "prompt": "c115-m3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CloudFront** and **Google Cloud CDN** are the obvious picks if you're already embedded in their respective cloud ecosystems"}, {"id": "mai-20260917-0922-baseline|c115-m3|deepseek-small|Fastly", "prompt": "c115-m3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fastly** is the developer favorite for dynamic content and edge compute."}, {"id": "mai-20260917-0922-baseline|c115-m3|deepseek-small|Google Cloud CDN", "prompt": "c115-m3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tight Google Cloud integration** | **Google Cloud CDN**"}, {"id": "mai-20260917-0922-baseline|c115-m3|deepseek-small|Bunny.net", "prompt": "c115-m3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Bunny.net", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Cloudflare** ... and **Bunny.net** (cheap pay-as-you-go) are the strongest choices."}, {"id": "mai-20260917-0922-baseline|c115-m3|deepseek-small|KeyCDN", "prompt": "c115-m3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "KeyCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Fastly / CloudFront / KeyCDN** \\u2014 **Per-GB pricing**"}, {"id": "mai-20260917-0922-baseline|c115-m3|google-small|Cloudflare", "prompt": "c115-m3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare: Best Overall & Security-First CDN"}, {"id": "mai-20260917-0922-baseline|c115-m3|google-small|Akamai", "prompt": "c115-m3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Akamai: Best for Global Enterprise & Media Streaming"}, {"id": "mai-20260917-0922-baseline|c115-m3|google-small|Fastly", "prompt": "c115-m3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fastly: Best for Developers & Dynamic Content"}, {"id": "mai-20260917-0922-baseline|c115-m3|google-small|Amazon CloudFront", "prompt": "c115-m3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for AWS-Native Ecosystems"}, {"id": "mai-20260917-0922-baseline|c115-m3|google-small|Google Cloud CDN", "prompt": "c115-m3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "occupy similar \"ecosystem-native\" roles for GCP and Azure users"}, {"id": "mai-20260917-0922-baseline|c115-m3|google-small|Microsoft Azure Front Door", "prompt": "c115-m3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Microsoft Azure Front Door", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "occupy similar \"ecosystem-native\" roles for GCP and Azure users"}, {"id": "mai-20260917-0922-baseline|c115-m3|google-small|Bunny.net", "prompt": "c115-m3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Budget-Friendly & Lightweight CDN"}, {"id": "mai-20260917-0922-baseline|c115-m3|google-small|CDNetworks", "prompt": "c115-m3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "CDNetworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Highly dominant in the Asia-Pacific (APAC) region"}, {"id": "mai-20260917-0922-baseline|c115-m3|google-small|Gcore", "prompt": "c115-m3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Gcore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Excellent for gaming and low-latency streaming infrastructure"}, {"id": "mai-20260917-0922-baseline|c115-m3|google-small|EdgeNext", "prompt": "c115-m3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "EdgeNext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Specializes in global enterprise delivery"}, {"id": "mai-20260917-0922-baseline|c115-m3|meta-small|Cloudflare", "prompt": "c115-m3", "model": "meta-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top 5 CDN providers are Fastly, Cloudflare, Akamai, Amazon CloudFront, and Google Cloud CDN."}, {"id": "mai-20260917-0922-baseline|c115-m3|meta-small|AWS CloudFront", "prompt": "c115-m3", "model": "meta-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "AWS CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Cloudflare, AWS CloudFront, Akamai, Fastly, and Google Cloud CDN"}, {"id": "mai-20260917-0922-baseline|c115-m3|meta-small|Akamai", "prompt": "c115-m3", "model": "meta-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top 5 CDN providers are Fastly, Cloudflare, Akamai, Amazon CloudFront, and Google Cloud CDN."}, {"id": "mai-20260917-0922-baseline|c115-m3|meta-small|Fastly", "prompt": "c115-m3", "model": "meta-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top 5 CDN providers are Fastly, Cloudflare, Akamai, Amazon CloudFront, and Google Cloud CDN."}, {"id": "mai-20260917-0922-baseline|c115-m3|meta-small|Google Cloud CDN", "prompt": "c115-m3", "model": "meta-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Cloudflare, AWS CloudFront, Akamai, Fastly, and Google Cloud CDN"}, {"id": "mai-20260917-0922-baseline|c115-m3|minimax-small|Cloudflare", "prompt": "c115-m3", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall balance of performance, security, and ease of use"}, {"id": "mai-20260917-0922-baseline|c115-m3|minimax-small|Amazon CloudFront", "prompt": "c115-m3", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS Users**: Amazon CloudFront"}, {"id": "mai-20260917-0922-baseline|c115-m3|minimax-small|Google Cloud CDN", "prompt": "c115-m3", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GCP Users**: Google Cloud CDN"}, {"id": "mai-20260917-0922-baseline|c115-m3|minimax-small|Akamai", "prompt": "c115-m3", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enterprise/Compliance-heavy**: Akamai"}, {"id": "mai-20260917-0922-baseline|c115-m3|minimax-small|Fastly", "prompt": "c115-m3", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Developers needing edge compute**: Fastly or Cloudflare"}, {"id": "mai-20260917-0922-baseline|c115-m3|mistral-small|Cloudflare", "prompt": "c115-m3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most popular free CDN, with over 275+ edge locations, average TTFB of 30ms... making it the market leader by volume"}, {"id": "mai-20260917-0922-baseline|c115-m3|mistral-small|Akamai", "prompt": "c115-m3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers the largest global network with 350,000+ PoPs, average TTFB of 35ms, and advanced security"}, {"id": "mai-20260917-0922-baseline|c115-m3|mistral-small|Amazon CloudFront", "prompt": "c115-m3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "widely used for its integration with other AWS services and has a global presence"}, {"id": "mai-20260917-0922-baseline|c115-m3|mistral-small|Fastly", "prompt": "c115-m3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for blazing speeds and reliability, with 71+ edge locations and a pay-as-you-go pricing model"}, {"id": "mai-20260917-0922-baseline|c115-m3|mistral-small|Google Cloud CDN", "prompt": "c115-m3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leverages Google's global infrastructure, serving 23% of HTML requests"}, {"id": "mai-20260917-0922-baseline|c115-m3|moonshot-small|Cloudflare", "prompt": "c115-m3", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| 1 | **Cloudflare** | Personal sites, small businesses, free tier |"}, {"id": "mai-20260917-0922-baseline|c115-m3|moonshot-small|Akamai", "prompt": "c115-m3", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Large enterprises** → Akamai (scale & compliance)"}, {"id": "mai-20260917-0922-baseline|c115-m3|moonshot-small|Fastly", "prompt": "c115-m3", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Real-time apps/APIs** → Fastly (edge computing)"}, {"id": "mai-20260917-0922-baseline|c115-m3|moonshot-small|AWS CloudFront", "prompt": "c115-m3", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS users** → CloudFront (integration)"}, {"id": "mai-20260917-0922-baseline|c115-m3|moonshot-small|Google Cloud CDN", "prompt": "c115-m3", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Google Cloud Platform customers"}, {"id": "mai-20260917-0922-baseline|c115-m3|openai-small|Akamai", "prompt": "c115-m3", "model": "openai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Need enterprise scale and advanced delivery: Akamai"}, {"id": "mai-20260917-0922-baseline|c115-m3|openai-small|Cloudflare", "prompt": "c115-m3", "model": "openai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need strong security + simplicity: Cloudflare"}, {"id": "mai-20260917-0922-baseline|c115-m3|openai-small|Fastly", "prompt": "c115-m3", "model": "openai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need developer-friendly edge control: Fastly"}, {"id": "mai-20260917-0922-baseline|c115-m3|openai-small|Amazon CloudFront", "prompt": "c115-m3", "model": "openai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already on AWS: CloudFront"}, {"id": "mai-20260917-0922-baseline|c115-m3|openai-small|Google Cloud CDN", "prompt": "c115-m3", "model": "openai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already on Google Cloud: Google Cloud CDN"}, {"id": "mai-20260917-0922-baseline|c115-m3|openai-small|Microsoft Azure CDN / Front Door", "prompt": "c115-m3", "model": "openai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Microsoft Azure CDN / Front Door", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Already on Azure: Azure Front Door/CDN"}, {"id": "mai-20260917-0922-baseline|c115-m3|openai-small|StackPath", "prompt": "c115-m3", "model": "openai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "StackPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "StackPath or other niche/regional providers, depending on the use case"}, {"id": "mai-20260917-0922-baseline|c115-m3|xai-small|Cloudflare", "prompt": "c115-m3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare leads overwhelmingly... Cloudflare for ease/security/value"}, {"id": "mai-20260917-0922-baseline|c115-m3|xai-small|Amazon CloudFront (AWS)", "prompt": "c115-m3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CloudFront/Akamai for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c115-m3|xai-small|Akamai", "prompt": "c115-m3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CloudFront/Akamai for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c115-m3|xai-small|Fastly", "prompt": "c115-m3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fastly for dev-heavy workloads"}, {"id": "mai-20260917-0922-baseline|c115-m3|xai-small|Google Cloud CDN", "prompt": "c115-m3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cheap egress, strong in APAC/US, video optimization"}, {"id": "mai-20260917-0922-baseline|c115-m3|xai-small|Bunny.net", "prompt": "c115-m3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Bunny.net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Emerging/value players like Bunny.net and Gcore also rank high in benchmarks for cost/performance"}, {"id": "mai-20260917-0922-baseline|c115-m3|xai-small|Gcore", "prompt": "c115-m3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Gcore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emerging/value players like Bunny.net and Gcore also rank high in benchmarks"}, {"id": "mai-20260917-0922-baseline|c115-m3|zai-small|Akamai", "prompt": "c115-m3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For enterprise security needs, **Akamai** remains the leader."}, {"id": "mai-20260917-0922-baseline|c115-m3|zai-small|Cloudflare", "prompt": "c115-m3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most developers, **Cloudflare** offers the best balance of performance, price, and ease of use."}, {"id": "mai-20260917-0922-baseline|c115-m3|zai-small|AWS CloudFront", "prompt": "c115-m3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Integration with AWS services** | AWS CloudFront"}, {"id": "mai-20260917-0922-baseline|c115-m3|zai-small|Fastly", "prompt": "c115-m3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Real-time updates for dynamic content** | Fastly"}, {"id": "mai-20260917-0922-baseline|c115-m3|zai-small|Google Cloud CDN", "prompt": "c115-m3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Google Cloud Platform** | Google Cloud CDN"}, {"id": "mai-20260917-0922-baseline|c115-m3|zai-small|BlazingCDN", "prompt": "c115-m3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "BlazingCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Budget-friendly solution** | BlazingCDN, KeyCDN, BunnyCDN"}, {"id": "mai-20260917-0922-baseline|c115-m3|zai-small|StackPath", "prompt": "c115-m3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "StackPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **StackPath** | 250+ | ✅ | $10/mo | Edge computing, security |"}, {"id": "mai-20260917-0922-baseline|c115-m3|zai-small|KeyCDN", "prompt": "c115-m3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Budget-friendly solution** | BlazingCDN, KeyCDN, BunnyCDN"}, {"id": "mai-20260917-0922-baseline|c115-m3|zai-small|Incapsula", "prompt": "c115-m3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Incapsula", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Incapsula** | 120+ | ❌ | Custom | Security-focused sites |"}, {"id": "mai-20260917-0922-baseline|c115-m3|zai-small|BunnyCDN", "prompt": "c115-m3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Budget-friendly solution** | BlazingCDN, KeyCDN, BunnyCDN"}, {"id": "mai-20260917-0922-baseline|c115-m4|alibaba-small|Bunny.net", "prompt": "c115-m4", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bunny.net** and **Cloudflare** are generally the top recommendations for balancing cost with performance."}, {"id": "mai-20260917-0922-baseline|c115-m4|alibaba-small|Cloudflare", "prompt": "c115-m4", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your budget is effectively zero right now, Cloudflare is the industry standard for free CDN services... **Verdict:** Start here."}, {"id": "mai-20260917-0922-baseline|c115-m4|alibaba-small|KeyCDN", "prompt": "c115-m4", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Reliable Budget Alternative: KeyCDN"}, {"id": "mai-20260917-0922-baseline|c115-m4|anthropic-small|Cloudflare", "prompt": "c115-m4", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Cloudflare or jsDelivr if you want zero-cost global performance"}, {"id": "mai-20260917-0922-baseline|c115-m4|anthropic-small|BunnyCDN", "prompt": "c115-m4", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bunny.net offers exceptional value and scalability"}, {"id": "mai-20260917-0922-baseline|c115-m4|anthropic-small|KeyCDN", "prompt": "c115-m4", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "KeyCDN is a low-cost pay-as-you-go CDN starting at $0.04/GB"}, {"id": "mai-20260917-0922-baseline|c115-m4|anthropic-small|Gcore", "prompt": "c115-m4", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gcore's free plan offers 1TB of monthly traffic"}, {"id": "mai-20260917-0922-baseline|c115-m4|anthropic-small|jsDelivr", "prompt": "c115-m4", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "jsDelivr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with Cloudflare or jsDelivr if you want zero-cost global performance"}, {"id": "mai-20260917-0922-baseline|c115-m4|challenger-small|Cloudflare Free", "prompt": "c115-m4", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best CDN is usually **Cloudflare Free** if you want the lowest possible cost"}, {"id": "mai-20260917-0922-baseline|c115-m4|challenger-small|Bunny.net", "prompt": "c115-m4", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bunny.net** if you can pay a little for better performance-to-price value"}, {"id": "mai-20260917-0922-baseline|c115-m4|challenger-small|KeyCDN", "prompt": "c115-m4", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose KeyCDN** if you prefer a **low-cost pay-as-you-go** alternative"}, {"id": "mai-20260917-0922-baseline|c115-m4|deepseek-small|Cloudflare", "prompt": "c115-m4", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare (Free/Pro)** – Best if you want **$0 cost**"}, {"id": "mai-20260917-0922-baseline|c115-m4|deepseek-small|Bunny.net", "prompt": "c115-m4", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bunny.net** offers the best value if you're willing to spend even a few dollars a month"}, {"id": "mai-20260917-0922-baseline|c115-m4|deepseek-small|CloudFront (AWS)", "prompt": "c115-m4", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "CloudFront (AWS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Great if you're already on AWS"}, {"id": "mai-20260917-0922-baseline|c115-m4|deepseek-small|KeyCDN", "prompt": "c115-m4", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "KeyCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good budget-friendly pay-as-you-go"}, {"id": "mai-20260917-0922-baseline|c115-m4|deepseek-small|CDNsun", "prompt": "c115-m4", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "CDNsun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Decent free tier"}, {"id": "mai-20260917-0922-baseline|c115-m4|deepseek-small|Google Cloud CDN", "prompt": "c115-m4", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Google Cloud CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good if you're on GCP/Azure"}, {"id": "mai-20260917-0922-baseline|c115-m4|deepseek-small|Azure Front Door", "prompt": "c115-m4", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Azure Front Door", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good if you're on GCP/Azure"}, {"id": "mai-20260917-0922-baseline|c115-m4|google-small|Cloudflare", "prompt": "c115-m4", "model": "google-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "without paying anything, Cloudflare is the undisputed king"}, {"id": "mai-20260917-0922-baseline|c115-m4|google-small|Bunny.net", "prompt": "c115-m4", "model": "google-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "widely considered the most cost-effective paid option"}, {"id": "mai-20260917-0922-baseline|c115-m4|google-small|Amazon CloudFront", "prompt": "c115-m4", "model": "google-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Large Free Limits (Within the AWS Ecosystem)"}, {"id": "mai-20260917-0922-baseline|c115-m4|google-small|Gcore", "prompt": "c115-m4", "model": "google-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Dedicated Free Tier with Global Reach"}, {"id": "mai-20260917-0922-baseline|c115-m4|meta-small|Bunny.net", "prompt": "c115-m4", "model": "meta-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bunny.net: Offers a pay-as-you-go pricing model with a low per-GB rate, making it suitable for startups and budget-conscious teams."}, {"id": "mai-20260917-0922-baseline|c115-m4|meta-small|Cloudflare", "prompt": "c115-m4", "model": "meta-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides a free tier with no per-GB charge, making it a good option for companies with sub-5 TB/month traffic."}, {"id": "mai-20260917-0922-baseline|c115-m4|meta-small|BlazingCDN", "prompt": "c115-m4", "model": "meta-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "BlazingCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a competitive pricing model with a low per-GB rate, making it a good option for companies with high traffic volumes."}, {"id": "mai-20260917-0922-baseline|c115-m4|minimax-small|Cloudflare", "prompt": "c115-m4", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare - Free Tier** (Best for $0 Budget)"}, {"id": "mai-20260917-0922-baseline|c115-m4|minimax-small|Bunny.net", "prompt": "c115-m4", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Low-Cost Paid Option"}, {"id": "mai-20260917-0922-baseline|c115-m4|minimax-small|KeyCDN", "prompt": "c115-m4", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "KeyCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Minimum monthly spend of $4"}, {"id": "mai-20260917-0922-baseline|c115-m4|minimax-small|EdgeOne", "prompt": "c115-m4", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "EdgeOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Starting at $0.9/month"}, {"id": "mai-20260917-0922-baseline|c115-m4|minimax-small|BelugaCDN", "prompt": "c115-m4", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "BelugaCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Plans from $5/month"}, {"id": "mai-20260917-0922-baseline|c115-m4|mistral-small|Cloudflare", "prompt": "c115-m4", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely regarded as the best free CDN for small businesses"}, {"id": "mai-20260917-0922-baseline|c115-m4|mistral-small|Bunny.net", "prompt": "c115-m4", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bunny.net is praised for its excellent performance-to-price ratio"}, {"id": "mai-20260917-0922-baseline|c115-m4|mistral-small|jsDelivr", "prompt": "c115-m4", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "jsDelivr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For open-source projects or specific asset delivery, **jsDelivr** is a solid free option."}, {"id": "mai-20260917-0922-baseline|c115-m4|moonshot-small|Cloudflare (Free Tier)", "prompt": "c115-m4", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare (Free Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Cloudflare's free tier – it's genuinely free and powerful enough for most small sites"}, {"id": "mai-20260917-0922-baseline|c115-m4|moonshot-small|Bunny.net (BunnyCDN)", "prompt": "c115-m4", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net (BunnyCDN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value for Money ... One of the most affordable paid options with surprisingly good performance"}, {"id": "mai-20260917-0922-baseline|c115-m4|moonshot-small|KeyCDN", "prompt": "c115-m4", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple, straightforward pricing with no hidden fees"}, {"id": "mai-20260917-0922-baseline|c115-m4|moonshot-small|EdgeOne", "prompt": "c115-m4", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "EdgeOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Companies targeting Asia-Pacific regions"}, {"id": "mai-20260917-0922-baseline|c115-m4|openai-small|Cloudflare", "prompt": "c115-m4", "model": "openai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is usually the best default choice because it has a **free tier**"}, {"id": "mai-20260917-0922-baseline|c115-m4|openai-small|Bunny.net", "prompt": "c115-m4", "model": "openai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bunny.net** is also a strong budget option with pay-as-you-go CDN pricing"}, {"id": "mai-20260917-0922-baseline|c115-m4|openai-small|Fastly", "prompt": "c115-m4", "model": "openai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Usually not ideal for limited budgets:** Fastly, because its entry pricing is much higher"}, {"id": "mai-20260917-0922-baseline|c115-m4|xai-small|Cloudflare", "prompt": "c115-m4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare's free tier is the best starting point for a company with a limited budget."}, {"id": "mai-20260917-0922-baseline|c115-m4|xai-small|BunnyCDN", "prompt": "c115-m4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong paid alternative for slightly higher traffic: BunnyCDN"}, {"id": "mai-20260917-0922-baseline|c115-m4|xai-small|KeyCDN", "prompt": "c115-m4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "KeyCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cheaper than KeyCDN ($0.04/GB)"}, {"id": "mai-20260917-0922-baseline|c115-m4|xai-small|CloudFront", "prompt": "c115-m4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "or CloudFront ($0.085/GB) for low volumes"}, {"id": "mai-20260917-0922-baseline|c115-m4|zai-small|Cloudflare", "prompt": "c115-m4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Cloudflare's Free Tier**"}, {"id": "mai-20260917-0922-baseline|c115-m4|zai-small|BunnyCDN", "prompt": "c115-m4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BunnyCDN** is the most affordable paid option at roughly $0.01/GB"}, {"id": "mai-20260917-0922-baseline|c115-m4|zai-small|jsDelivr", "prompt": "c115-m4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "jsDelivr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free, rate-limited | Open-source libraries, static assets"}, {"id": "mai-20260917-0922-baseline|c115-m4|zai-small|Netlify", "prompt": "c115-m4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Netlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free tier | Static sites, JAMstack apps"}, {"id": "mai-20260917-0922-baseline|c115-m4|zai-small|Vercel", "prompt": "c115-m4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Vercel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free tier | Frontend apps, static sites"}, {"id": "mai-20260917-0922-baseline|c115-m4|zai-small|KeyCDN", "prompt": "c115-m4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider KeyCDN If: You prefer a simpler, more focused CDN"}, {"id": "mai-20260917-0922-baseline|c115-m4|zai-small|EdgeOne", "prompt": "c115-m4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "EdgeOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider EdgeOne If: Your audience is in the Asia-Pacific region"}, {"id": "mai-20260917-0922-baseline|c115-m4|zai-small|BelugaCDN", "prompt": "c115-m4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "BelugaCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "$5/month | Pay-as-you-go | Balance of performance & ease of use"}, {"id": "mai-20260917-0922-baseline|c115-m4|zai-small|Fastly", "prompt": "c115-m4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Fastly** is usage-based and can scale unpredictably for larger workloads"}, {"id": "mai-20260917-0922-baseline|c115-m4|zai-small|Akamai", "prompt": "c115-m4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Akamai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Akamai** is enterprise-only, with high minimum commitments"}, {"id": "mai-20260917-0922-baseline|c115-m5|alibaba-small|Cloudflare", "prompt": "c115-m5", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**The Modern Specialists (Fastly, Cloudflare Enterprise):** Built for ease of use, developer experience... Often preferred by mid-market companies"}, {"id": "mai-20260917-0922-baseline|c115-m5|alibaba-small|Fastly", "prompt": "c115-m5", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**The Modern Specialists (Fastly, Cloudflare Enterprise):** Built for ease of use, developer experience, and lower risk of human error."}, {"id": "mai-20260917-0922-baseline|c115-m5|alibaba-small|Akamai", "prompt": "c115-m5", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**The Managed Giants (Akamai, AWS CloudFront):** Powerful but expensive and complex."}, {"id": "mai-20260917-0922-baseline|c115-m5|alibaba-small|AWS CloudFront", "prompt": "c115-m5", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "AWS CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**The Managed Giants (Akamai, AWS CloudFront):** Powerful but expensive and complex."}, {"id": "mai-20260917-0922-baseline|c115-m5|alibaba-small|StackPath", "prompt": "c115-m5", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "StackPath", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**The Aggregators (StackPath, LiteSpeed):** Cheaper, but verify their PoP coverage and support hours seriously."}, {"id": "mai-20260917-0922-baseline|c115-m5|alibaba-small|LiteSpeed", "prompt": "c115-m5", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "LiteSpeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**The Aggregators (StackPath, LiteSpeed):** Cheaper, but verify their PoP coverage and support hours seriously."}, {"id": "mai-20260917-0922-baseline|c115-m5|anthropic-small|Cloudflare", "prompt": "c115-m5", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "major CDNs (Cloudflare, Fastly, AWS CloudFront, Akamai, etc.) have competitive pricing"}, {"id": "mai-20260917-0922-baseline|c115-m5|anthropic-small|Fastly", "prompt": "c115-m5", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "major CDNs (Cloudflare, Fastly, AWS CloudFront, Akamai, etc.) have competitive pricing"}, {"id": "mai-20260917-0922-baseline|c115-m5|anthropic-small|AWS CloudFront", "prompt": "c115-m5", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "AWS CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "major CDNs (Cloudflare, Fastly, AWS CloudFront, Akamai, etc.) have competitive pricing"}, {"id": "mai-20260917-0922-baseline|c115-m5|anthropic-small|Akamai", "prompt": "c115-m5", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "major CDNs (Cloudflare, Fastly, AWS CloudFront, Akamai, etc.) have competitive pricing"}, {"id": "mai-20260917-0922-baseline|c115-m5|deepseek-small|Imperva", "prompt": "c115-m5", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Imperva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the **mitigation SLA** (Imperva, e.g., guarantees ~3-second DDoS mitigation)"}, {"id": "mai-20260917-0922-baseline|c115-m5|deepseek-small|Akamai", "prompt": "c115-m5", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "longevity of Akamai vs. challengers"}, {"id": "mai-20260917-0922-baseline|c115-m5|deepseek-small|Cloudflare", "prompt": "c115-m5", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Programmable edge functions** (Cloudflare Workers, Fastly Compute, Akamai EdgeWorkers)"}, {"id": "mai-20260917-0922-baseline|c115-m5|deepseek-small|Fastly", "prompt": "c115-m5", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "from ~$0.005/GB (Bunny) to ~$0.12/GB (Fastly)"}, {"id": "mai-20260917-0922-baseline|c115-m5|deepseek-small|Bunny", "prompt": "c115-m5", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Bunny", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Metered rates vary wildly \\u2014 from ~$0.005/GB (Bunny)"}, {"id": "mai-20260917-0922-baseline|c115-m5|google-small|Cloudflare", "prompt": "c115-m5", "model": "google-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**The Best All-Rounder (Developer-Friendly & Highly Secure):** **Cloudflare**. It is highly automated, has an industry-leading WAF/DDoS suite"}, {"id": "mai-20260917-0922-baseline|c115-m5|google-small|Fastly", "prompt": "c115-m5", "model": "google-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**The Best for Complex/Dynamic Engineering:** **Fastly**. Known for unparalleled flexibility, instant cache purging"}, {"id": "mai-20260917-0922-baseline|c115-m5|google-small|Bunny.net", "prompt": "c115-m5", "model": "google-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**The Best for Pure Budget/High Volume:** **Bunny.net**."}, {"id": "mai-20260917-0922-baseline|c115-m5|google-small|KeyCDN", "prompt": "c115-m5", "model": "google-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "KeyCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The \"Pipes\" (e.g., Bunny.net, KeyCDN, or Cloud-native CDNs like AWS CloudFront)"}, {"id": "mai-20260917-0922-baseline|c115-m5|google-small|AWS CloudFront", "prompt": "c115-m5", "model": "google-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**The Best for Cloud Consolidation:** **AWS CloudFront** or **Azure Front Door**."}, {"id": "mai-20260917-0922-baseline|c115-m5|google-small|Azure Front Door", "prompt": "c115-m5", "model": "google-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Azure Front Door", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**The Best for Cloud Consolidation:** **AWS CloudFront** or **Azure Front Door**."}, {"id": "mai-20260917-0922-baseline|c115-m5|minimax-small|Cloudflare", "prompt": "c115-m5", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Cloudflare** (great free tier, comprehensive features) or **Bunny.net**"}, {"id": "mai-20260917-0922-baseline|c115-m5|minimax-small|Fastly", "prompt": "c115-m5", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have very specific caching requirements or need ultra-fast purges, consider **Fastly**"}, {"id": "mai-20260917-0922-baseline|c115-m5|minimax-small|AWS CloudFront", "prompt": "c115-m5", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "AWS CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tight integration with AWS ecosystem, can get expensive"}, {"id": "mai-20260917-0922-baseline|c115-m5|minimax-small|Bunny.net", "prompt": "c115-m5", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Bunny.net", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "or **Bunny.net** (excellent performance per dollar)"}, {"id": "mai-20260917-0922-baseline|c115-m5|mistral-small|Cloudflare", "prompt": "c115-m5", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Consider major players (Cloudflare, Akamai, Fastly, Amazon CloudFront, Microsoft Azure CDN, Google Cloud CDN)"}, {"id": "mai-20260917-0922-baseline|c115-m5|mistral-small|Akamai", "prompt": "c115-m5", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consider major players (Cloudflare, Akamai, Fastly, Amazon CloudFront, Microsoft Azure CDN, Google Cloud CDN)"}, {"id": "mai-20260917-0922-baseline|c115-m5|mistral-small|Fastly", "prompt": "c115-m5", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider major players (Cloudflare, Akamai, Fastly, Amazon CloudFront, Microsoft Azure CDN, Google Cloud CDN)"}, {"id": "mai-20260917-0922-baseline|c115-m5|mistral-small|Amazon CloudFront", "prompt": "c115-m5", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Amazon CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider major players (Cloudflare, Akamai, Fastly, Amazon CloudFront, Microsoft Azure CDN, Google Cloud CDN)"}, {"id": "mai-20260917-0922-baseline|c115-m5|mistral-small|Microsoft Azure CDN", "prompt": "c115-m5", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Microsoft Azure CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider major players (Cloudflare, Akamai, Fastly, Amazon CloudFront, Microsoft Azure CDN, Google Cloud CDN)"}, {"id": "mai-20260917-0922-baseline|c115-m5|mistral-small|Google Cloud CDN", "prompt": "c115-m5", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Google Cloud CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider major players (Cloudflare, Akamai, Fastly, Amazon CloudFront, Microsoft Azure CDN, Google Cloud CDN)"}, {"id": "mai-20260917-0922-baseline|c115-m5|xai-small|Cloudflare", "prompt": "c115-m5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** | Security, edge compute, free tier scaling | $0.05+ (pay-go) | Developer-friendly, unlimited DDoS."}, {"id": "mai-20260917-0922-baseline|c115-m5|xai-small|Fastly", "prompt": "c115-m5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fastly** | Speed, real-time config | $0.06+ | Great for dynamic content."}, {"id": "mai-20260917-0922-baseline|c115-m5|xai-small|Bunny.net", "prompt": "c115-m5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Providers like Cloudflare, Bunny.net, or AWS CloudFront often offer flexible entry without enterprise minimums."}, {"id": "mai-20260917-0922-baseline|c115-m5|xai-small|AWS CloudFront", "prompt": "c115-m5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS CloudFront** | AWS integration, reliable | $0.085+ | Cheap for high volume w/ reserves."}, {"id": "mai-20260917-0922-baseline|c115-m5|xai-small|Akamai", "prompt": "c115-m5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Premium support, but pricier."}, {"id": "mai-20260917-0922-baseline|c115-m5|xai-small|Google Cloud CDN", "prompt": "c115-m5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Google Cloud CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Google Cloud CDN** | GCP users, ML edge | $0.02–$0.08 | Strong in APAC."}, {"id": "mai-20260917-0922-baseline|c115-m5|zai-small|Akamai", "prompt": "c115-m5", "model": "zai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**CDN provider**: Akamai, Cloudflare, Fastly, AWS CloudFront, etc."}, {"id": "mai-20260917-0922-baseline|c115-m5|zai-small|Cloudflare", "prompt": "c115-m5", "model": "zai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**CDN provider**: Akamai, Cloudflare, Fastly, AWS CloudFront, etc."}, {"id": "mai-20260917-0922-baseline|c115-m5|zai-small|Fastly", "prompt": "c115-m5", "model": "zai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**CDN provider**: Akamai, Cloudflare, Fastly, AWS CloudFront, etc."}, {"id": "mai-20260917-0922-baseline|c115-m5|zai-small|AWS CloudFront", "prompt": "c115-m5", "model": "zai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "AWS CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**CDN provider**: Akamai, Cloudflare, Fastly, AWS CloudFront, etc."}, {"id": "mai-20260917-0922-baseline|c115-m6|alibaba-small|Cloudflare", "prompt": "c115-m6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Providers to be cautious about: Cloudflare, Akamai, Fastly, Amazon CloudFront ... frequently criticized by developers for its aggressive approach to bot detection"}, {"id": "mai-20260917-0922-baseline|c115-m6|alibaba-small|Akamai", "prompt": "c115-m6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Providers to be cautious about: Cloudflare, Akamai, Fastly, Amazon CloudFront"}, {"id": "mai-20260917-0922-baseline|c115-m6|alibaba-small|Fastly", "prompt": "c115-m6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While Fastly is highly regarded for its performance and developer experience, it has suffered from catastrophic global outages."}, {"id": "mai-20260917-0922-baseline|c115-m6|alibaba-small|Amazon CloudFront", "prompt": "c115-m6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Providers to be cautious about: Cloudflare, Akamai, Fastly, Amazon CloudFront"}, {"id": "mai-20260917-0922-baseline|c115-m6|alibaba-small|Gcore", "prompt": "c115-m6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider European-native alternatives like **Gcore** or **BunnyCDN** if data locality is your top priority"}, {"id": "mai-20260917-0922-baseline|c115-m6|alibaba-small|BunnyCDN", "prompt": "c115-m6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider European-native alternatives like **Gcore** or **BunnyCDN**"}, {"id": "mai-20260917-0922-baseline|c115-m6|alibaba-small|Alibaba Cloud CDN", "prompt": "c115-m6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Alibaba Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "must use a China-based CDN (like Alibaba Cloud CDN or Tencent Cloud CDN)"}, {"id": "mai-20260917-0922-baseline|c115-m6|alibaba-small|Tencent Cloud CDN", "prompt": "c115-m6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Tencent Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "must use a China-based CDN (like Alibaba Cloud CDN or Tencent Cloud CDN)"}, {"id": "mai-20260917-0922-baseline|c115-m6|alibaba-small|Limelight", "prompt": "c115-m6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Limelight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Limelight Networks ... faced significant criticism after being acquired ... product quality and support degraded significantly"}, {"id": "mai-20260917-0922-baseline|c115-m6|anthropic-small|Cloudflare", "prompt": "c115-m6", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "All major CDNs studied (including Cloudflare, Microsoft Azure, Amazon, and Fastly) have been found to have back-end TLS connections vulnerable to security issues"}, {"id": "mai-20260917-0922-baseline|c115-m6|anthropic-small|Microsoft Azure", "prompt": "c115-m6", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Microsoft Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "All major CDNs studied (including Cloudflare, Microsoft Azure, Amazon, and Fastly) have been found to have back-end TLS connections vulnerable to security issues"}, {"id": "mai-20260917-0922-baseline|c115-m6|anthropic-small|Amazon", "prompt": "c115-m6", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Amazon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "All major CDNs studied (including Cloudflare, Microsoft Azure, Amazon, and Fastly) have been found to have back-end TLS connections vulnerable"}, {"id": "mai-20260917-0922-baseline|c115-m6|anthropic-small|Fastly", "prompt": "c115-m6", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "All major CDNs studied (including Cloudflare, Microsoft Azure, Amazon, and Fastly) have been found to have back-end TLS connections vulnerable"}, {"id": "mai-20260917-0922-baseline|c115-m6|anthropic-small|Akamai", "prompt": "c115-m6", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "CDN and proxy stacks still patching real request smuggling issues in 2025 and 2026, including in Akamai and Cloudflare's services"}, {"id": "mai-20260917-0922-baseline|c115-m6|deepseek-small|BunnyCDN", "prompt": "c115-m6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "BunnyCDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "note reliability concerns despite great pricing... so it's a \"cautious\" pick, not necessarily \"avoid.\""}, {"id": "mai-20260917-0922-baseline|c115-m6|deepseek-small|BlazingCDN", "prompt": "c115-m6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "BlazingCDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Often mentioned as cheap but has a relatively small footprint and thinner track record."}, {"id": "mai-20260917-0922-baseline|c115-m6|deepseek-small|Cloudflare", "prompt": "c115-m6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prefer large, transparent providers with SLAs, status pages, and strong security track records (Akamai, Cloudflare, CloudFront, Fastly, Google Cloud CDN"}, {"id": "mai-20260917-0922-baseline|c115-m6|deepseek-small|Microsoft Azure", "prompt": "c115-m6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Microsoft Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Azure's China North 3 region suffered a 50-hour outage"}, {"id": "mai-20260917-0922-baseline|c115-m6|deepseek-small|Amazon", "prompt": "c115-m6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Amazon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AWS had a 2023 disruption affecting 10% of customers for 6+ hours"}, {"id": "mai-20260917-0922-baseline|c115-m6|deepseek-small|Fastly", "prompt": "c115-m6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Akamai, Cloudflare, CloudFront, Fastly, Google Cloud CDN generally show the most reliable uptime"}, {"id": "mai-20260917-0922-baseline|c115-m6|deepseek-small|Akamai", "prompt": "c115-m6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prefer large, transparent providers with SLAs, status pages, and strong security track records (Akamai...)"}, {"id": "mai-20260917-0922-baseline|c115-m6|deepseek-small|CloudFront", "prompt": "c115-m6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Akamai, Cloudflare, CloudFront, Fastly, Google Cloud CDN generally show the most reliable uptime"}, {"id": "mai-20260917-0922-baseline|c115-m6|deepseek-small|Google Cloud CDN", "prompt": "c115-m6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Akamai, Cloudflare, CloudFront, Fastly, Google Cloud CDN generally show the most reliable uptime"}, {"id": "mai-20260917-0922-baseline|c115-m6|google-small|Edgio", "prompt": "c115-m6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Edgio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the Edgio network officially shut down on January 15, 2025"}, {"id": "mai-20260917-0922-baseline|c115-m6|google-small|Azure CDN from Edgio", "prompt": "c115-m6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Azure CDN from Edgio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Azure CDN from Edgio has been entirely decommissioned"}, {"id": "mai-20260917-0922-baseline|c115-m6|google-small|StackPath (incorporating MaxCDN and Highwinds CDN)", "prompt": "c115-m6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "StackPath (incorporating MaxCDN and Highwinds CDN)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "StackPath officially exited the CDN business in late 2023 and fully wound down and liquidated all its assets"}, {"id": "mai-20260917-0922-baseline|c115-m6|google-small|Alibaba Cloud CDN", "prompt": "c115-m6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Alibaba Cloud CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "routing your traffic through Chinese-owned CDNs can expose you to severe regulatory risks"}, {"id": "mai-20260917-0922-baseline|c115-m6|google-small|Tencent Cloud CDN", "prompt": "c115-m6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Tencent Cloud CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High-Risk Geopolitical and Compliance CDNs (Be Cautious)"}, {"id": "mai-20260917-0922-baseline|c115-m6|google-small|Baidu Cloud", "prompt": "c115-m6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Baidu Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High-Risk Geopolitical and Compliance CDNs (Be Cautious)"}, {"id": "mai-20260917-0922-baseline|c115-m6|google-small|CDNetworks", "prompt": "c115-m6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "CDNetworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "High-Risk Geopolitical and Compliance CDNs (Be Cautious)"}, {"id": "mai-20260917-0922-baseline|c115-m6|google-small|jsDelivr", "prompt": "c115-m6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "jsDelivr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Public, Free Shared CDNs (Avoid for Critical Production)"}, {"id": "mai-20260917-0922-baseline|c115-m6|google-small|unpkg", "prompt": "c115-m6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "unpkg", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Public, Free Shared CDNs (Avoid for Critical Production)"}, {"id": "mai-20260917-0922-baseline|c115-m6|google-small|cdnjs", "prompt": "c115-m6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "cdnjs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Public, Free Shared CDNs (Avoid for Critical Production)"}, {"id": "mai-20260917-0922-baseline|c115-m6|google-small|Akamai", "prompt": "c115-m6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Akamai's pricing is notoriously opaque and rigid"}, {"id": "mai-20260917-0922-baseline|c115-m6|google-small|Cloudflare", "prompt": "c115-m6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "more agility and cost-efficiency with modern alternatives like Cloudflare, Fastly, or Bunny.net"}, {"id": "mai-20260917-0922-baseline|c115-m6|google-small|Fastly", "prompt": "c115-m6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "modern alternatives like Cloudflare, Fastly, or Bunny.net"}, {"id": "mai-20260917-0922-baseline|c115-m6|google-small|Bunny.net", "prompt": "c115-m6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "budget-friendly CDNs like Bunny.net charge as low as $0.005 to $0.01 per GB"}, {"id": "mai-20260917-0922-baseline|c115-m6|google-small|AWS CloudFront", "prompt": "c115-m6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "AWS CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Hyperscalers with High Egress Fees (Be Cautious of Cost Traps)"}, {"id": "mai-20260917-0922-baseline|c115-m6|google-small|Google Cloud CDN", "prompt": "c115-m6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "these cloud giants charge high data transfer out (DTO) or egress fees"}, {"id": "mai-20260917-0922-baseline|c115-m6|google-small|Azure Front Door", "prompt": "c115-m6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Azure Front Door", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "Hyperscalers with High Egress Fees (Be Cautious of Cost Traps)"}, {"id": "mai-20260917-0922-baseline|c115-m6|meta-small|Google Hosted Libraries", "prompt": "c115-m6", "model": "meta-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Google Hosted Libraries", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Public CDNs like Google Hosted Libraries, CDNjs, and jsDelivr, as they can pose security, privacy, and stability risks."}, {"id": "mai-20260917-0922-baseline|c115-m6|meta-small|CDNjs", "prompt": "c115-m6", "model": "meta-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "CDNjs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Public CDNs like Google Hosted Libraries, CDNjs, and jsDelivr, as they can pose security, privacy, and stability risks."}, {"id": "mai-20260917-0922-baseline|c115-m6|meta-small|jsDelivr", "prompt": "c115-m6", "model": "meta-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "jsDelivr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Public CDNs like Google Hosted Libraries, CDNjs, and jsDelivr, as they can pose security, privacy, and stability risks."}, {"id": "mai-20260917-0922-baseline|c115-m6|meta-small|Cloudflare's CDN", "prompt": "c115-m6", "model": "meta-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare's CDN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Cloudflare's CDN, as it may slow down your website, and pointing your DNS to Cloudflare can make timely recovery unlikely in case of an outage."}, {"id": "mai-20260917-0922-baseline|c115-m6|minimax-small|cdnjs", "prompt": "c115-m6", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "cdnjs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cdnjs - One of the most popular JavaScript CDNs, but has had serious vulnerabilities (including one that could have allowed remote code execution)"}, {"id": "mai-20260917-0922-baseline|c115-m6|minimax-small|unpkg.com", "prompt": "c115-m6", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "unpkg.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Has also been found to have similar vulnerabilities to cdnjs"}, {"id": "mai-20260917-0922-baseline|c115-m6|minimax-small|jsDelivr", "prompt": "c115-m6", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "jsDelivr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While widely used, attackers have abused it for hosting malicious payloads due to its trusted reputation"}, {"id": "mai-20260917-0922-baseline|c115-m6|minimax-small|CloudFront", "prompt": "c115-m6", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Other commonly abused CDNs: CloudFront, Webflow CDN, Google APIs (these are abused because of their trusted domain reputation)"}, {"id": "mai-20260917-0922-baseline|c115-m6|minimax-small|Webflow CDN", "prompt": "c115-m6", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Webflow CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Other commonly abused CDNs: CloudFront, Webflow CDN, Google APIs"}, {"id": "mai-20260917-0922-baseline|c115-m6|minimax-small|Google APIs", "prompt": "c115-m6", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Google APIs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Other commonly abused CDNs: CloudFront, Webflow CDN, Google APIs (these are abused because of their trusted domain reputation)"}, {"id": "mai-20260917-0922-baseline|c115-m6|mistral-small|Polyfill.io", "prompt": "c115-m6", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Polyfill.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many experts now recommend avoiding Polyfill.io entirely and self-hosting or using alternative solutions."}, {"id": "mai-20260917-0922-baseline|c115-m6|mistral-small|BootCDN", "prompt": "c115-m6", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "BootCDN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid or exercise extreme caution with Polyfill.io, BootCDN, Bootcss, and Staticfile."}, {"id": "mai-20260917-0922-baseline|c115-m6|mistral-small|Bootcss", "prompt": "c115-m6", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Bootcss", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid or exercise extreme caution with Polyfill.io, BootCDN, Bootcss, and Staticfile."}, {"id": "mai-20260917-0922-baseline|c115-m6|mistral-small|Staticfile", "prompt": "c115-m6", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Staticfile", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid or exercise extreme caution with Polyfill.io, BootCDN, Bootcss, and Staticfile."}, {"id": "mai-20260917-0922-baseline|c115-m6|mistral-small|cdnjs", "prompt": "c115-m6", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "cdnjs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "public CDNs have become risky due to security, privacy, and stability concerns"}, {"id": "mai-20260917-0922-baseline|c115-m6|mistral-small|Google Hosted Libraries", "prompt": "c115-m6", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Google Hosted Libraries", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "public CDNs have become risky due to security, privacy, and stability concerns"}, {"id": "mai-20260917-0922-baseline|c115-m6|moonshot-small|Cloudflare", "prompt": "c115-m6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Major US-Based CDNs (Privacy/Jurisdiction Concerns)... subject to the CLOUD Act"}, {"id": "mai-20260917-0922-baseline|c115-m6|moonshot-small|Akamai", "prompt": "c115-m6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "All are US entities subject to the CLOUD Act"}, {"id": "mai-20260917-0922-baseline|c115-m6|moonshot-small|AWS CloudFront", "prompt": "c115-m6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "AWS CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "All are US entities subject to the CLOUD Act"}, {"id": "mai-20260917-0922-baseline|c115-m6|moonshot-small|Fastly", "prompt": "c115-m6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "All are US entities subject to the CLOUD Act"}, {"id": "mai-20260917-0922-baseline|c115-m6|moonshot-small|cdnjs", "prompt": "c115-m6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "cdnjs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid or be especially cautious with: Free public JavaScript CDNs (security risk)"}, {"id": "mai-20260917-0922-baseline|c115-m6|moonshot-small|jsDelivr", "prompt": "c115-m6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "jsDelivr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "High security risk: If compromised, attackers can inject malicious code into millions of websites"}, {"id": "mai-20260917-0922-baseline|c115-m6|moonshot-small|Bunny.net", "prompt": "c115-m6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Bunny.net", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "consider European providers like **Bunny.net** or **KeyCDN**"}, {"id": "mai-20260917-0922-baseline|c115-m6|moonshot-small|KeyCDN", "prompt": "c115-m6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "KeyCDN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "consider European providers like **Bunny.net** or **KeyCDN**"}, {"id": "mai-20260917-0922-baseline|c115-m6|moonshot-small|OVHcloud CDN", "prompt": "c115-m6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "OVHcloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "OVHcloud CDN (France) - French provider with data sovereignty focus"}, {"id": "mai-20260917-0922-baseline|c115-m6|xai-small|Cloudflare", "prompt": "c115-m6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Cloudflare** | Frequent outages ... US-based (CLOUD Act data access risks for EU/GDPR). Potential slowdowns vs. direct hosting."}, {"id": "mai-20260917-0922-baseline|c115-m6|xai-small|Akamai", "prompt": "c115-m6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Akamai, Fastly, Imperva** | WAF bypasses via CDN misconfigs (Zafran 2024); cache poisoning/deception vulns. US jurisdiction privacy issues."}, {"id": "mai-20260917-0922-baseline|c115-m6|xai-small|AWS CloudFront", "prompt": "c115-m6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "AWS CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**AWS CloudFront, Azure CDN** | Backend HTTP/ weak crypto allowances; outage propagation. Heavy logging (personal data under GDPR)."}, {"id": "mai-20260917-0922-baseline|c115-m6|xai-small|Fastly", "prompt": "c115-m6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "WAF bypasses via CDN misconfigs (Zafran 2024); cache poisoning/deception vulns. US jurisdiction privacy issues."}, {"id": "mai-20260917-0922-baseline|c115-m6|xai-small|Google Cloud CDN", "prompt": "c115-m6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "major providers like Cloudflare, Akamai, AWS CloudFront, Fastly, and Google Cloud CDN generally offer high reliability"}, {"id": "mai-20260917-0922-baseline|c115-m6|xai-small|cdnjs", "prompt": "c115-m6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "cdnjs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Public/Open-Source CDNs (Strongly Avoid for Third-Party Libraries)"}, {"id": "mai-20260917-0922-baseline|c115-m6|xai-small|jsDelivr", "prompt": "c115-m6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "jsDelivr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Strongly Avoid for Third-Party Libraries ... recent abuses via attacker-controlled packages on jsDelivr/unpkg"}, {"id": "mai-20260917-0922-baseline|c115-m6|xai-small|unpkg", "prompt": "c115-m6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "unpkg", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Strongly Avoid for Third-Party Libraries"}, {"id": "mai-20260917-0922-baseline|c115-m6|xai-small|Google Hosted Libraries", "prompt": "c115-m6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Google Hosted Libraries", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Strongly Avoid for Third-Party Libraries"}, {"id": "mai-20260917-0922-baseline|c115-m6|xai-small|Azure CDN", "prompt": "c115-m6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Azure CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**AWS CloudFront, Azure CDN** | Backend HTTP/ weak crypto allowances; outage propagation. Heavy logging"}, {"id": "mai-20260917-0922-baseline|c115-m6|xai-small|Imperva", "prompt": "c115-m6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Imperva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "WAF bypasses via CDN misconfigs (Zafran 2024); cache poisoning/deception vulns."}, {"id": "mai-20260917-0922-baseline|c115-m6|xai-small|CDN77", "prompt": "c115-m6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "CDN77", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Better alternatives**: EU/Swiss like CDN77, KeyCDN (GDPR-native, Swiss privacy)"}, {"id": "mai-20260917-0922-baseline|c115-m6|xai-small|KeyCDN", "prompt": "c115-m6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "EU/Swiss like CDN77, KeyCDN (GDPR-native, Swiss privacy)"}, {"id": "mai-20260917-0922-baseline|c115-m6|xai-small|Bunny.net", "prompt": "c115-m6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Bunny.net", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Bunny.net (best value, 28ms global TTFB)"}, {"id": "mai-20260917-0922-baseline|c115-m6|xai-small|Gcore", "prompt": "c115-m6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Gcore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Top reliable per 2024-2026 benchmarks: Bunny.net, Gcore, BlazingCDN, Akamai"}, {"id": "mai-20260917-0922-baseline|c115-m6|xai-small|BlazingCDN", "prompt": "c115-m6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "BlazingCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Top reliable per 2024-2026 benchmarks: Bunny.net (best value, 28ms global TTFB), Gcore, BlazingCDN, Akamai"}, {"id": "mai-20260917-0922-baseline|c115-m6|zai-small|Cloudflare", "prompt": "c115-m6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While highly rated, Cloudflare has specific known issues that require caution."}, {"id": "mai-20260917-0922-baseline|c115-m6|zai-small|Amazon CloudFront", "prompt": "c115-m6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "CloudFront has suffered from specific architectural flaws that can lead to significant data exposure."}, {"id": "mai-20260917-0922-baseline|c115-m6|zai-small|Microsoft Azure", "prompt": "c115-m6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Microsoft Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "All 14 CDNs had insecure back-end TLS connections."}, {"id": "mai-20260917-0922-baseline|c115-m6|zai-small|Fastly", "prompt": "c115-m6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Fastly was flagged in the \"Dark Side\" study for allowing insecure connections to origin servers."}, {"id": "mai-20260917-0922-baseline|c115-m6|zai-small|Akamai", "prompt": "c115-m6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Akamai is the largest CDN provider, but it has been the subject of recent high-severity vulnerabilities."}, {"id": "mai-20260917-0922-baseline|c115-s1|alibaba-small|Cloudflare", "prompt": "c115-s1", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the general consensus among developers and CTOs points to **Cloudflare** as the best starting point"}, {"id": "mai-20260917-0922-baseline|c115-s1|alibaba-small|Vercel", "prompt": "c115-s1", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Vercel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Static Sites/Jamstack: **Vercel** or **Netlify**"}, {"id": "mai-20260917-0922-baseline|c115-s1|alibaba-small|Netlify", "prompt": "c115-s1", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Netlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Static Sites/Jamstack: **Vercel** or **Netlify**"}, {"id": "mai-20260917-0922-baseline|c115-s1|alibaba-small|Amazon CloudFront", "prompt": "c115-s1", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best if you are already on AWS: **Amazon CloudFront**... It has a steep learning curve compared to Cloudflare."}, {"id": "mai-20260917-0922-baseline|c115-s1|alibaba-small|Fastly", "prompt": "c115-s1", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Drawback: It is notoriously difficult to configure for beginners"}, {"id": "mai-20260917-0922-baseline|c115-s1|anthropic-small|Cloudflare", "prompt": "c115-s1", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Cloudflare** or **BunnyCDN** are excellent starting points"}, {"id": "mai-20260917-0922-baseline|c115-s1|anthropic-small|BunnyCDN", "prompt": "c115-s1", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "BunnyCDN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BunnyCDN** if cost is your primary concern and you want straightforward CDN functionality"}, {"id": "mai-20260917-0922-baseline|c115-s1|anthropic-small|AWS CloudFront", "prompt": "c115-s1", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already using AWS... Can have a steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c115-s1|anthropic-small|Fastly", "prompt": "c115-s1", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher price point than some alternatives"}, {"id": "mai-20260917-0922-baseline|c115-s1|anthropic-small|DigitalOcean CDN", "prompt": "c115-s1", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "DigitalOcean CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-conscious option - Simple pricing - Easy to use"}, {"id": "mai-20260917-0922-baseline|c115-s1|challenger-small|Cloudflare", "prompt": "c115-s1", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is the best default choice because it combines an easy setup, a strong free tier, built-in security, and global caching"}, {"id": "mai-20260917-0922-baseline|c115-s1|challenger-small|Bunny.net", "prompt": "c115-s1", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bunny.net** is the most common alternative pick"}, {"id": "mai-20260917-0922-baseline|c115-s1|challenger-small|Amazon CloudFront", "prompt": "c115-s1", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when your stack already lives on AWS."}, {"id": "mai-20260917-0922-baseline|c115-s1|challenger-small|Akamai", "prompt": "c115-s1", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Better for large, global, enterprise-heavy needs than for a small team."}, {"id": "mai-20260917-0922-baseline|c115-s1|challenger-small|Fastly", "prompt": "c115-s1", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Strong for developer-controlled edge delivery, but usually overkill for a small B2B site."}, {"id": "mai-20260917-0922-baseline|c115-s1|deepseek-small|Cloudflare", "prompt": "c115-s1", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare's free or Pro tier is the safest, most well-rounded choice**"}, {"id": "mai-20260917-0922-baseline|c115-s1|deepseek-small|Bunny.net (BunnyCDN)", "prompt": "c115-s1", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Bunny.net (BunnyCDN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value / Pay-as-You-Go ... will likely save you the most money while still delivering excellent performance"}, {"id": "mai-20260917-0922-baseline|c115-s1|deepseek-small|Amazon CloudFront", "prompt": "c115-s1", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best If You're Already on AWS"}, {"id": "mai-20260917-0922-baseline|c115-s1|deepseek-small|KeyCDN", "prompt": "c115-s1", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "KeyCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Developers who want simple, predictable pricing"}, {"id": "mai-20260917-0922-baseline|c115-s1|deepseek-small|CDNsun", "prompt": "c115-s1", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "CDNsun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Small sites with low traffic"}, {"id": "mai-20260917-0922-baseline|c115-s1|deepseek-small|Fastly", "prompt": "c115-s1", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "real-time/dynamic content control (probably overkill)"}, {"id": "mai-20260917-0922-baseline|c115-s1|google-small|Cloudflare", "prompt": "c115-s1", "model": "google-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Cloudflare — Best Overall ... **Recommendation:** If you are unsure where to start, **go with Cloudflare's Free or $20/month Pro tier**"}, {"id": "mai-20260917-0922-baseline|c115-s1|google-small|Bunny.net", "prompt": "c115-s1", "model": "google-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bunny.net — Best on a Budget & Easiest to Use"}, {"id": "mai-20260917-0922-baseline|c115-s1|google-small|Amazon CloudFront", "prompt": "c115-s1", "model": "google-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Already Use AWS ... CloudFront is the logical choice."}, {"id": "mai-20260917-0922-baseline|c115-s1|google-small|KeyCDN", "prompt": "c115-s1", "model": "google-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "KeyCDN — Best Simple Pay-As-You-Go Alternative"}, {"id": "mai-20260917-0922-baseline|c115-s1|meta-small|Cloudflare", "prompt": "c115-s1", "model": "meta-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top CDN providers for small businesses include Cloudflare, Fastly, and Akamai."}, {"id": "mai-20260917-0922-baseline|c115-s1|meta-small|Fastly", "prompt": "c115-s1", "model": "meta-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top CDN providers for small businesses include Cloudflare, Fastly, and Akamai."}, {"id": "mai-20260917-0922-baseline|c115-s1|meta-small|Akamai", "prompt": "c115-s1", "model": "meta-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top CDN providers for small businesses include Cloudflare, Fastly, and Akamai."}, {"id": "mai-20260917-0922-baseline|c115-s1|minimax-small|Cloudflare", "prompt": "c115-s1", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Cloudflare** is the default \"first step\" because of its free tier"}, {"id": "mai-20260917-0922-baseline|c115-s1|minimax-small|Fastly", "prompt": "c115-s1", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fastly** is a strong runner-up"}, {"id": "mai-20260917-0922-baseline|c115-s1|minimax-small|Amazon CloudFront", "prompt": "c115-s1", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already deep in the AWS ecosystem, **CloudFront** will integrate the most seamlessly."}, {"id": "mai-20260917-0922-baseline|c115-s1|minimax-small|Google Cloud CDN", "prompt": "c115-s1", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Google Cloud CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you're on Google Cloud and prefer its tooling."}, {"id": "mai-20260917-0922-baseline|c115-s1|minimax-small|Akamai", "prompt": "c115-s1", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-focused, pricing not public"}, {"id": "mai-20260917-0922-baseline|c115-s1|minimax-small|KeyCDN", "prompt": "c115-s1", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "KeyCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Simple, no-frills, low cost for high-traffic static assets"}, {"id": "mai-20260917-0922-baseline|c115-s1|minimax-small|StackPath", "prompt": "c115-s1", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "StackPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "14-day free trial, then from $10/mo"}, {"id": "mai-20260917-0922-baseline|c115-s1|mistral-small|Cloudflare", "prompt": "c115-s1", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** and **Fastly** are often highlighted as top choices for small to medium-sized businesses"}, {"id": "mai-20260917-0922-baseline|c115-s1|mistral-small|Fastly", "prompt": "c115-s1", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fastly** is praised for its developer-friendly features and real-time cache management"}, {"id": "mai-20260917-0922-baseline|c115-s1|mistral-small|Akamai", "prompt": "c115-s1", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be more complex or expensive for very small teams"}, {"id": "mai-20260917-0922-baseline|c115-s1|mistral-small|Amazon CloudFront", "prompt": "c115-s1", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Amazon CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may be more complex or expensive for very small teams"}, {"id": "mai-20260917-0922-baseline|c115-s1|moonshot-small|Cloudflare", "prompt": "c115-s1", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Cloudflare Free** if: - You're just getting started ... Cloudflare's free tier is often sufficient"}, {"id": "mai-20260917-0922-baseline|c115-s1|moonshot-small|Bunny.net", "prompt": "c115-s1", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Switch to Bunny.net** if: - You need more control over caching"}, {"id": "mai-20260917-0922-baseline|c115-s1|moonshot-small|KeyCDN", "prompt": "c115-s1", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **KeyCDN (Best Middle Ground)**"}, {"id": "mai-20260917-0922-baseline|c115-s1|openai-small|Cloudflare Business", "prompt": "c115-s1", "model": "openai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Cloudflare Business**"}, {"id": "mai-20260917-0922-baseline|c115-s1|openai-small|Amazon CloudFront", "prompt": "c115-s1", "model": "openai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon CloudFront Pro or Business** can be a strong alternative"}, {"id": "mai-20260917-0922-baseline|c115-s1|openai-small|Google Cloud CDN", "prompt": "c115-s1", "model": "openai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Google Cloud CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Google Cloud CDN** if you're primarily on Google Cloud"}, {"id": "mai-20260917-0922-baseline|c115-s1|xai-small|Cloudflare", "prompt": "c115-s1", "model": "xai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare is often the best CDN for a small B2B company**"}, {"id": "mai-20260917-0922-baseline|c115-s1|xai-small|BunnyCDN", "prompt": "c115-s1", "model": "xai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Switch to **BunnyCDN**\\u2014benchmarks show it 10-20x cheaper"}, {"id": "mai-20260917-0922-baseline|c115-s1|xai-small|KeyCDN", "prompt": "c115-s1", "model": "xai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Predictable billing, multi-site ... Reliable, good dashboard"}, {"id": "mai-20260917-0922-baseline|c115-s1|xai-small|AWS CloudFront", "prompt": "c115-s1", "model": "xai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "AWS CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Can get expensive w/requests; complex"}, {"id": "mai-20260917-0922-baseline|c115-s1|zai-small|Cloudflare", "prompt": "c115-s1", "model": "zai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Cloudflare** is the best starting point."}, {"id": "mai-20260917-0922-baseline|c115-s1|zai-small|Fastly", "prompt": "c115-s1", "model": "zai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a price-per-terabyte provider like **Fastly** or **Bunny.net** can be more economical"}, {"id": "mai-20260917-0922-baseline|c115-s1|zai-small|Bunny.net", "prompt": "c115-s1", "model": "zai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bunny.net** (very low per-GB rates) may be cheaper at high volumes"}, {"id": "mai-20260917-0922-baseline|c115-s1|zai-small|Akamai", "prompt": "c115-s1", "model": "zai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Must-have: strict SLA and enterprise support → Akamai"}, {"id": "mai-20260917-0922-baseline|c115-s1|zai-small|CloudFront", "prompt": "c115-s1", "model": "zai-small", "cat": "content-delivery-networks", "variant": "direct", "raw": "CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AWS-native environment → CloudFront or Cloudflare"}, {"id": "mai-20260917-0922-baseline|c115-s2|alibaba-small|Cloudflare", "prompt": "c115-s2", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Cloudflare** as your primary choice"}, {"id": "mai-20260917-0922-baseline|c115-s2|alibaba-small|BunnyCDN", "prompt": "c115-s2", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **BunnyCDN** as a strong budget alternative"}, {"id": "mai-20260917-0922-baseline|c115-s2|alibaba-small|AWS CloudFront", "prompt": "c115-s2", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "AWS CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The pricing model is complex and can lead to \"sticker shock\" if your traffic spikes unexpectedly"}, {"id": "mai-20260917-0922-baseline|c115-s2|anthropic-small|Cloudflare", "prompt": "c115-s2", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Cloudflare** (Best Overall for Small Business)"}, {"id": "mai-20260917-0922-baseline|c115-s2|anthropic-small|Bunny.net", "prompt": "c115-s2", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Bunny.net** (Best Value)"}, {"id": "mai-20260917-0922-baseline|c115-s2|anthropic-small|Gcore", "prompt": "c115-s2", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Gcore** (Global Coverage)"}, {"id": "mai-20260917-0922-baseline|c115-s2|anthropic-small|KeyCDN", "prompt": "c115-s2", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "KeyCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Providers like Bunny.net and KeyCDN offer pay-as-you-go pricing"}, {"id": "mai-20260917-0922-baseline|c115-s2|challenger-small|Cloudflare", "prompt": "c115-s2", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cloudflare** as the default choice"}, {"id": "mai-20260917-0922-baseline|c115-s2|challenger-small|Bunny.net", "prompt": "c115-s2", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bunny.net** is the best alternative to compare against Cloudflare"}, {"id": "mai-20260917-0922-baseline|c115-s2|challenger-small|Amazon CloudFront", "prompt": "c115-s2", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon CloudFront** if your infrastructure is already on AWS"}, {"id": "mai-20260917-0922-baseline|c115-s2|challenger-small|Akamai", "prompt": "c115-s2", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Akamai** if you need enterprise-grade global coverage and SLAs"}, {"id": "mai-20260917-0922-baseline|c115-s2|deepseek-small|Cloudflare", "prompt": "c115-s2", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Cloudflare** (free tier to start)"}, {"id": "mai-20260917-0922-baseline|c115-s2|deepseek-small|Bunny.net", "prompt": "c115-s2", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Bunny.net** (if you want maximum cost savings on heavy traffic)"}, {"id": "mai-20260917-0922-baseline|c115-s2|google-small|Cloudflare", "prompt": "c115-s2", "model": "google-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall: **Cloudflare** ... undisputed industry standard for small-to-medium businesses"}, {"id": "mai-20260917-0922-baseline|c115-s2|google-small|Bunny.net (Bunny CDN)", "prompt": "c115-s2", "model": "google-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Bunny.net (Bunny CDN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Tight Budgets & Simplicity: **Bunny.net (Bunny CDN)** ... is an exceptional choice"}, {"id": "mai-20260917-0922-baseline|c115-s2|google-small|Amazon CloudFront", "prompt": "c115-s2", "model": "google-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Already Use AWS: **Amazon CloudFront** ... is the logical step"}, {"id": "mai-20260917-0922-baseline|c115-s2|meta-small|Cloudflare", "prompt": "c115-s2", "model": "meta-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare is a recommended content delivery network (CDN) for small businesses that sell to other businesses"}, {"id": "mai-20260917-0922-baseline|c115-s2|minimax-small|Cloudflare", "prompt": "c115-s2", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Cloudflare** as the top choice for a small B2B business"}, {"id": "mai-20260917-0922-baseline|c115-s2|minimax-small|Amazon CloudFront", "prompt": "c115-s2", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good if you're already using AWS infrastructure"}, {"id": "mai-20260917-0922-baseline|c115-s2|minimax-small|Microsoft Azure CDN", "prompt": "c115-s2", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Microsoft Azure CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if you're integrated with Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c115-s2|minimax-small|Akamai", "prompt": "c115-s2", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More enterprise-focused, better for larger-scale operations"}, {"id": "mai-20260917-0922-baseline|c115-s2|mistral-small|Cloudflare", "prompt": "c115-s2", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is generally the top recommendation"}, {"id": "mai-20260917-0922-baseline|c115-s2|mistral-small|Amazon CloudFront", "prompt": "c115-s2", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're already using AWS services, but can be more complex and costly for very small businesses."}, {"id": "mai-20260917-0922-baseline|c115-s2|mistral-small|Fastly", "prompt": "c115-s2", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "has fewer global points of presence and higher starting prices"}, {"id": "mai-20260917-0922-baseline|c115-s2|mistral-small|Akamai", "prompt": "c115-s2", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "overkill and expensive for most small B2B businesses"}, {"id": "mai-20260917-0922-baseline|c115-s2|moonshot-small|Cloudflare", "prompt": "c115-s2", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall: Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c115-s2|moonshot-small|KeyCDN", "prompt": "c115-s2", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**KeyCDN** | Pay-as-you-go simplicity"}, {"id": "mai-20260917-0922-baseline|c115-s2|moonshot-small|Bunny CDN", "prompt": "c115-s2", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Bunny CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bunny CDN** offers excellent value with their simple pricing model"}, {"id": "mai-20260917-0922-baseline|c115-s2|moonshot-small|Fastly", "prompt": "c115-s2", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fastly** | Advanced caching needs"}, {"id": "mai-20260917-0922-baseline|c115-s2|moonshot-small|AWS CloudFront", "prompt": "c115-s2", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AWS CloudFront** | Already using AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c115-s2|openai-small|Cloudflare Business", "prompt": "c115-s2", "model": "openai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d usually recommend **Cloudflare Business** as the default choice"}, {"id": "mai-20260917-0922-baseline|c115-s2|openai-small|AWS CloudFront", "prompt": "c115-s2", "model": "openai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS CloudFront** if your site is already built heavily on AWS"}, {"id": "mai-20260917-0922-baseline|c115-s2|openai-small|Fastly", "prompt": "c115-s2", "model": "openai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it tends to feel more technical and less “plug-and-play” for a typical small B2B company"}, {"id": "mai-20260917-0922-baseline|c115-s2|xai-small|Cloudflare", "prompt": "c115-s2", "model": "xai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is my top recommendation for a small B2B business."}, {"id": "mai-20260917-0922-baseline|c115-s2|xai-small|Bunny.net", "prompt": "c115-s2", "model": "xai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bunny.net** ($0.01/GB pay-as-you-go): Ultra-affordable for media-heavy B2B sites"}, {"id": "mai-20260917-0922-baseline|c115-s2|xai-small|KeyCDN", "prompt": "c115-s2", "model": "xai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**KeyCDN** (similar pay-as-you-go pricing): Transparent billing and real-time stats"}, {"id": "mai-20260917-0922-baseline|c115-s2|zai-small|Cloudflare", "prompt": "c115-s2", "model": "zai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: Cloudflare (Business Plan)"}, {"id": "mai-20260917-0922-baseline|c115-s2|zai-small|Bunny.net", "prompt": "c115-s2", "model": "zai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget Alternative: Bunny.net"}, {"id": "mai-20260917-0922-baseline|c115-s2|zai-small|AWS CloudFront", "prompt": "c115-s2", "model": "zai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your infrastructure is deeply rooted in AWS and you want tight integration."}, {"id": "mai-20260917-0922-baseline|c115-s2|zai-small|Fastly", "prompt": "c115-s2", "model": "zai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you prioritize real-time purging and developer-friendly APIs for dynamic content."}, {"id": "mai-20260917-0922-baseline|c115-s2|zai-small|Akamai", "prompt": "c115-s2", "model": "zai-small", "cat": "content-delivery-networks", "variant": "paraphrase", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overkill for a small business—custom pricing typically ranges from $8,000–$25,000/month"}, {"id": "mai-20260917-0922-baseline|c115-s3|alibaba-small|Cloudflare", "prompt": "c115-s3", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare (Best Overall & Easiest)**\nThis is the default choice for most small teams and startups."}, {"id": "mai-20260917-0922-baseline|c115-s3|alibaba-small|Bunny.net", "prompt": "c115-s3", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Bunny.net** if you expect high traffic volume and want to avoid large monthly subscriptions"}, {"id": "mai-20260917-0922-baseline|c115-s3|alibaba-small|Amazon CloudFront", "prompt": "c115-s3", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose CloudFront** if your entire application lives inside AWS and you want unified billing/management."}, {"id": "mai-20260917-0922-baseline|c115-s3|alibaba-small|Fastly", "prompt": "c115-s3", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher entry barrier. Usually starts around $50-$90/month. Not recommended for simple static sites due to higher cost"}, {"id": "mai-20260917-0922-baseline|c115-s3|anthropic-small|Cloudflare", "prompt": "c115-s3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare remains the most popular CDN choice in 2026, offering an exceptional combination of performance, security, and accessibility with its generous free tier."}, {"id": "mai-20260917-0922-baseline|c115-s3|anthropic-small|Bunny.net", "prompt": "c115-s3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bunny.net delivers budget-friendly performance for startups and WordPress sites."}, {"id": "mai-20260917-0922-baseline|c115-s3|anthropic-small|KeyCDN", "prompt": "c115-s3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "KeyCDN is a simple, low-cost option for blogs and small sites."}, {"id": "mai-20260917-0922-baseline|c115-s3|anthropic-small|CDN77", "prompt": "c115-s3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "CDN77", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "businesses with a minimum monthly traffic volume of 6 TB will get the best value from CDN77, with the lowest-capacity plan (6 TB) costing $199 per month."}, {"id": "mai-20260917-0922-baseline|c115-s3|anthropic-small|Fastly", "prompt": "c115-s3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "while Fastly requires more technical expertise"}, {"id": "mai-20260917-0922-baseline|c115-s3|anthropic-small|CacheFly", "prompt": "c115-s3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "CacheFly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CacheFly offers a free plan with up to 5 TB of data"}, {"id": "mai-20260917-0922-baseline|c115-s3|anthropic-small|CloudFront", "prompt": "c115-s3", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CloudFront has a 1 TB-per-month free tier for the first year"}, {"id": "mai-20260917-0922-baseline|c115-s3|challenger-small|Cloudflare", "prompt": "c115-s3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Cloudflare** if you want the safest general recommendation."}, {"id": "mai-20260917-0922-baseline|c115-s3|challenger-small|Bunny.net", "prompt": "c115-s3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want **low cost and good price-to-performance**"}, {"id": "mai-20260917-0922-baseline|c115-s3|challenger-small|KeyCDN", "prompt": "c115-s3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **small teams that want quick setup and straightforward cache control**"}, {"id": "mai-20260917-0922-baseline|c115-s3|challenger-small|Fastly", "prompt": "c115-s3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Fastly** if cache invalidation and edge logic are critical."}, {"id": "mai-20260917-0922-baseline|c115-s3|challenger-small|Amazon CloudFront", "prompt": "c115-s3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you are already in **AWS** ... though it is usually less \"plug-and-play\""}, {"id": "mai-20260917-0922-baseline|c115-s3|challenger-small|Akamai", "prompt": "c115-s3", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Less enterprise-heavy than Akamai/Fastly"}, {"id": "mai-20260917-0922-baseline|c115-s3|deepseek-small|Cloudflare", "prompt": "c115-s3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare — Best All-Around / Best Free Tier ... **Cloudflare** and **Bunny.net** are the two to weigh most heavily"}, {"id": "mai-20260917-0922-baseline|c115-s3|deepseek-small|Bunny.net", "prompt": "c115-s3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Bunny.net", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Bunny.net if you want excellent speed and the lowest bill"}, {"id": "mai-20260917-0922-baseline|c115-s3|deepseek-small|KeyCDN", "prompt": "c115-s3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Just need cheap static delivery with minimal complexity? → **KeyCDN**"}, {"id": "mai-20260917-0922-baseline|c115-s3|deepseek-small|Amazon CloudFront", "prompt": "c115-s3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already building on AWS? → **CloudFront**"}, {"id": "mai-20260917-0922-baseline|c115-s3|deepseek-small|Fastly", "prompt": "c115-s3", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Running APIs or frequently-changing content ... → **Fastly**"}, {"id": "mai-20260917-0922-baseline|c115-s3|google-small|Cloudflare", "prompt": "c115-s3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare (Best Overall & Built-in Security)\nCloudflare is the default choice for the vast majority of small teams and startups."}, {"id": "mai-20260917-0922-baseline|c115-s3|google-small|Bunny.net", "prompt": "c115-s3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bunny.net (Best Price-to-Performance & Simplicity)"}, {"id": "mai-20260917-0922-baseline|c115-s3|google-small|Amazon CloudFront", "prompt": "c115-s3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amazon CloudFront (Best for AWS-Native Stacks)"}, {"id": "mai-20260917-0922-baseline|c115-s3|google-small|Fastly", "prompt": "c115-s3", "model": "google-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Fastly has a $50 minimum monthly charge... This is usually overkill for a small team with a basic static site."}, {"id": "mai-20260917-0922-baseline|c115-s3|meta-small|KeyCDN", "prompt": "c115-s3", "model": "meta-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "KeyCDN is the cheapest entry point for small teams that need to get a CDN running quickly"}, {"id": "mai-20260917-0922-baseline|c115-s3|meta-small|CDN77", "prompt": "c115-s3", "model": "meta-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "CDN77", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CDN77 is the best fit when your main goal is fast, practical cache refresh and edge control"}, {"id": "mai-20260917-0922-baseline|c115-s3|meta-small|BunnyCDN", "prompt": "c115-s3", "model": "meta-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "BunnyCDN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "BunnyCDN is the best overall CDN tool"}, {"id": "mai-20260917-0922-baseline|c115-s3|minimax-small|Cloudflare", "prompt": "c115-s3", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, start with **Cloudflare's free plan** if you need basic CDN + security"}, {"id": "mai-20260917-0922-baseline|c115-s3|minimax-small|KeyCDN", "prompt": "c115-s3", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **KeyCDN** if you want pay-as-you-go pricing with better cache insights"}, {"id": "mai-20260917-0922-baseline|c115-s3|minimax-small|BunnyCDN", "prompt": "c115-s3", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "As your needs grow, consider BunnyCDN or CDN77 for more advanced control."}, {"id": "mai-20260917-0922-baseline|c115-s3|minimax-small|CDN77", "prompt": "c115-s3", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "CDN77", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "As your needs grow, consider BunnyCDN or CDN77 for more advanced control."}, {"id": "mai-20260917-0922-baseline|c115-s3|minimax-small|Medianova CDN", "prompt": "c115-s3", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Medianova CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Medianova CDN** (Best for Dynamic Assets)"}, {"id": "mai-20260917-0922-baseline|c115-s3|mistral-small|Cloudflare", "prompt": "c115-s3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Cloudflare** or **KeyCDN** are the best choices"}, {"id": "mai-20260917-0922-baseline|c115-s3|mistral-small|Fastly", "prompt": "c115-s3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need real-time cache control and are comfortable with more complex pricing, consider **Fastly**"}, {"id": "mai-20260917-0922-baseline|c115-s3|mistral-small|KeyCDN", "prompt": "c115-s3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "KeyCDN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small teams, **Cloudflare** or **KeyCDN** are the best choices"}, {"id": "mai-20260917-0922-baseline|c115-s3|mistral-small|Akamai", "prompt": "c115-s3", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Akamai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Not suitable for small teams due to high cost and complexity"}, {"id": "mai-20260917-0922-baseline|c115-s3|moonshot-small|Bunny.net", "prompt": "c115-s3", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Bunny.net", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Bunny.net** offers the best balance of cost, performance, and simplicity"}, {"id": "mai-20260917-0922-baseline|c115-s3|moonshot-small|Cloudflare", "prompt": "c115-s3", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cloudflare** remains unbeatable if you want to start completely free"}, {"id": "mai-20260917-0922-baseline|c115-s3|moonshot-small|KeyCDN", "prompt": "c115-s3", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want detailed analytics** → **KeyCDN** (best reporting)"}, {"id": "mai-20260917-0922-baseline|c115-s3|moonshot-small|Gcore", "prompt": "c115-s3", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gcore** – Best Free Tier Allowance"}, {"id": "mai-20260917-0922-baseline|c115-s3|moonshot-small|CloudFront", "prompt": "c115-s3", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Already on AWS/GCP** → Consider **CloudFront** or **Google Cloud CDN**"}, {"id": "mai-20260917-0922-baseline|c115-s3|moonshot-small|Google Cloud CDN", "prompt": "c115-s3", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider **CloudFront** or **Google Cloud CDN** for integration benefits"}, {"id": "mai-20260917-0922-baseline|c115-s3|openai-small|Cloudflare", "prompt": "c115-s3", "model": "openai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick Cloudflare** if you want the best all-around default."}, {"id": "mai-20260917-0922-baseline|c115-s3|openai-small|Amazon CloudFront", "prompt": "c115-s3", "model": "openai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: teams already on **AWS**"}, {"id": "mai-20260917-0922-baseline|c115-s3|openai-small|Fastly", "prompt": "c115-s3", "model": "openai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Usually not the cheapest or simplest choice for a small team."}, {"id": "mai-20260917-0922-baseline|c115-s3|openai-small|Bunny.net", "prompt": "c115-s3", "model": "openai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pick Bunny.net** if cost simplicity is your main goal."}, {"id": "mai-20260917-0922-baseline|c115-s3|openai-small|KeyCDN", "prompt": "c115-s3", "model": "openai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "KeyCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Smaller ecosystem and fewer bundled extras than Cloudflare/AWS."}, {"id": "mai-20260917-0922-baseline|c115-s3|xai-small|Cloudflare", "prompt": "c115-s3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Cloudflare Free (90% of small teams covered)"}, {"id": "mai-20260917-0922-baseline|c115-s3|xai-small|Bunny.net", "prompt": "c115-s3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Switch to Bunny if you hit limits or need cheap scaling."}, {"id": "mai-20260917-0922-baseline|c115-s3|xai-small|KeyCDN", "prompt": "c115-s3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple setup, real-time stats, affordable basics, easy pull zones"}, {"id": "mai-20260917-0922-baseline|c115-s3|xai-small|AWS CloudFront", "prompt": "c115-s3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "AWS CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "viable if you're in their ecosystems but often overkill or less beginner-friendly"}, {"id": "mai-20260917-0922-baseline|c115-s3|xai-small|Fastly", "prompt": "c115-s3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often overkill or less beginner-friendly for pure CDN needs"}, {"id": "mai-20260917-0922-baseline|c115-s3|xai-small|StackPath", "prompt": "c115-s3", "model": "xai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "StackPath", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid StackPath (older reviews, mixed ratings, possible legacy issues)"}, {"id": "mai-20260917-0922-baseline|c115-s3|zai-small|Cloudflare", "prompt": "c115-s3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is the safest, most flexible all‑in‑one choice for most small teams."}, {"id": "mai-20260917-0922-baseline|c115-s3|zai-small|CloudFront", "prompt": "c115-s3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CloudFront** wins if you're already all‑in on AWS."}, {"id": "mai-20260917-0922-baseline|c115-s3|zai-small|Fastly", "prompt": "c115-s3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fastly** is the right pick when you need real‑time control and instant purges, even if it costs more per GB."}, {"id": "mai-20260917-0922-baseline|c115-s3|zai-small|BunnyCDN", "prompt": "c115-s3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BunnyCDN** and **KeyCDN** are excellent choices if you prioritize low per‑GB cost"}, {"id": "mai-20260917-0922-baseline|c115-s3|zai-small|KeyCDN", "prompt": "c115-s3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BunnyCDN** and **KeyCDN** are excellent choices if you prioritize low per‑GB cost and straightforward static‑asset delivery."}, {"id": "mai-20260917-0922-baseline|c115-s3|zai-small|Azure CDN", "prompt": "c115-s3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "Azure CDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Azure CDN** and **StackPath** are strong alternatives if you're Azure‑native"}, {"id": "mai-20260917-0922-baseline|c115-s3|zai-small|StackPath", "prompt": "c115-s3", "model": "zai-small", "cat": "content-delivery-networks", "variant": "comparative", "raw": "StackPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "strong alternatives if you're Azure‑native or want an affordable, security‑rich CDN with simple pricing"}, {"id": "mai-20260917-0922-baseline|c115-s4|alibaba-small|Cloudflare", "prompt": "c115-s4", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best Overall: Cloudflare ... **Start with Cloudflare.** It is risk-free, has no hidden costs"}, {"id": "mai-20260917-0922-baseline|c115-s4|alibaba-small|Bunny.net", "prompt": "c115-s4", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Pay-As-You-Go\" Alternative: Bunny.net"}, {"id": "mai-20260917-0922-baseline|c115-s4|alibaba-small|Netlify", "prompt": "c115-s4", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Netlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Static Sites: Netlify or Vercel"}, {"id": "mai-20260917-0922-baseline|c115-s4|alibaba-small|Vercel", "prompt": "c115-s4", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Vercel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Static Sites: Netlify or Vercel"}, {"id": "mai-20260917-0922-baseline|c115-s4|anthropic-small|Cloudflare", "prompt": "c115-s4", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation**: Start with **Cloudflare's free tier** if you want to test CDN benefits at zero cost."}, {"id": "mai-20260917-0922-baseline|c115-s4|anthropic-small|BunnyCDN", "prompt": "c115-s4", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BunnyCDN** offers the best balance of affordability and performance for small companies."}, {"id": "mai-20260917-0922-baseline|c115-s4|anthropic-small|AWS CloudFront", "prompt": "c115-s4", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "AWS CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you're already using AWS services, CloudFront integrates well and has a free tier"}, {"id": "mai-20260917-0922-baseline|c115-s4|anthropic-small|Fastly", "prompt": "c115-s4", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it's slightly pricier than some competitors if you need to upgrade"}, {"id": "mai-20260917-0922-baseline|c115-s4|anthropic-small|jsDelivr", "prompt": "c115-s4", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "jsDelivr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for serving open-source projects and static assets."}, {"id": "mai-20260917-0922-baseline|c115-s4|challenger-small|Cloudflare", "prompt": "c115-s4", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is usually the best starting point because it has a genuinely free plan"}, {"id": "mai-20260917-0922-baseline|c115-s4|challenger-small|Bunny.net", "prompt": "c115-s4", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you can spend a little and want the best **price-to-performance**"}, {"id": "mai-20260917-0922-baseline|c115-s4|challenger-small|KeyCDN", "prompt": "c115-s4", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you prefer **pay-as-you-go** pricing and want a budget-friendly option"}, {"id": "mai-20260917-0922-baseline|c115-s4|deepseek-small|Cloudflare (Free tier)", "prompt": "c115-s4", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare (Free tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare's free tier is the obvious starting point"}, {"id": "mai-20260917-0922-baseline|c115-s4|deepseek-small|Bunny.net", "prompt": "c115-s4", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bunny.net is the best value-for-money paid option on the market"}, {"id": "mai-20260917-0922-baseline|c115-s4|deepseek-small|KeyCDN", "prompt": "c115-s4", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "KeyCDN — Good alternative"}, {"id": "mai-20260917-0922-baseline|c115-s4|deepseek-small|Amazon CloudFront", "prompt": "c115-s4", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Existing AWS user | Amazon CloudFront (has an always-free tier of 1TB/month)"}, {"id": "mai-20260917-0922-baseline|c115-s4|google-small|Cloudflare", "prompt": "c115-s4", "model": "google-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is literally $0, **Cloudflare** is the undisputed king."}, {"id": "mai-20260917-0922-baseline|c115-s4|google-small|Bunny.net", "prompt": "c115-s4", "model": "google-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bunny.net** is highly recommended"}, {"id": "mai-20260917-0922-baseline|c115-s4|google-small|Amazon CloudFront", "prompt": "c115-s4", "model": "google-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Amazon CloudFront** only if your website is already hosted on AWS"}, {"id": "mai-20260917-0922-baseline|c115-s4|google-small|StackPath (formerly MaxCDN)", "prompt": "c115-s4", "model": "google-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "StackPath (formerly MaxCDN)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Do not use them; StackPath completely shut down its CDN"}, {"id": "mai-20260917-0922-baseline|c115-s4|google-small|KeyCDN", "prompt": "c115-s4", "model": "google-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "KeyCDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "requires a **$49 upfront deposit** and has a $4 monthly minimum, making it less budget-friendly"}, {"id": "mai-20260917-0922-baseline|c115-s4|meta-small|Cloudflare", "prompt": "c115-s4", "model": "meta-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one that offers a free or low-cost plan, such as Cloudflare or jsDelivr"}, {"id": "mai-20260917-0922-baseline|c115-s4|meta-small|jsDelivr", "prompt": "c115-s4", "model": "meta-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "jsDelivr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as Cloudflare or jsDelivr"}, {"id": "mai-20260917-0922-baseline|c115-s4|meta-small|KeyCDN", "prompt": "c115-s4", "model": "meta-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "KeyCDN is also a good option, as it offers a pay-as-you-go model with a 25 GB free trial and a low cost per GB"}, {"id": "mai-20260917-0922-baseline|c115-s4|meta-small|Bunny.net", "prompt": "c115-s4", "model": "meta-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options to consider include Bunny.net and StackPath."}, {"id": "mai-20260917-0922-baseline|c115-s4|meta-small|StackPath", "prompt": "c115-s4", "model": "meta-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "StackPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options to consider include Bunny.net and StackPath."}, {"id": "mai-20260917-0922-baseline|c115-s4|minimax-small|Cloudflare", "prompt": "c115-s4", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** is the best CDN for a small company with a tight budget"}, {"id": "mai-20260917-0922-baseline|c115-s4|minimax-small|jsDelivr", "prompt": "c115-s4", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "jsDelivr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**jsDelivr**: Good for zero-cost global performance"}, {"id": "mai-20260917-0922-baseline|c115-s4|minimax-small|Bunny.net", "prompt": "c115-s4", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bunny.net**: Best for lowest cost per GB when you need to upgrade"}, {"id": "mai-20260917-0922-baseline|c115-s4|minimax-small|Gcore", "prompt": "c115-s4", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gcore**: Offers 1 TB of free monthly traffic for testing"}, {"id": "mai-20260917-0922-baseline|c115-s4|mistral-small|Cloudflare (Free Plan)", "prompt": "c115-s4", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare (Free Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is the top recommendation if you have zero budget."}, {"id": "mai-20260917-0922-baseline|c115-s4|mistral-small|Bunny.net", "prompt": "c115-s4", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bunny.net is the most affordable paid option, with transparent and low pricing."}, {"id": "mai-20260917-0922-baseline|c115-s4|mistral-small|Fastly", "prompt": "c115-s4", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "consider other providers like Fastly or CloudFront, but these are generally more expensive"}, {"id": "mai-20260917-0922-baseline|c115-s4|mistral-small|CloudFront", "prompt": "c115-s4", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these are generally more expensive and better suited for larger businesses"}, {"id": "mai-20260917-0922-baseline|c115-s4|moonshot-small|Cloudflare (Free Tier)", "prompt": "c115-s4", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare (Free Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Cloudflare's free tier** — it's genuinely free with no bandwidth limits"}, {"id": "mai-20260917-0922-baseline|c115-s4|moonshot-small|BunnyCDN", "prompt": "c115-s4", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider switching to BunnyCDN** if you: Have heavy media/video content"}, {"id": "mai-20260917-0922-baseline|c115-s4|moonshot-small|KeyCDN", "prompt": "c115-s4", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**KeyCDN** - Simple & Affordable ... Best for: Technical beginners who want a simple solution"}, {"id": "mai-20260917-0922-baseline|c115-s4|openai-small|Cloudflare", "prompt": "c115-s4", "model": "openai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c115-s4|openai-small|Fastly", "prompt": "c115-s4", "model": "openai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "pricing is more usage-based and can get expensive faster for a small budget"}, {"id": "mai-20260917-0922-baseline|c115-s4|openai-small|Akamai", "prompt": "c115-s4", "model": "openai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more enterprise-oriented and usually not the cheapest fit for a small company"}, {"id": "mai-20260917-0922-baseline|c115-s4|openai-small|Bunny.net", "prompt": "c115-s4", "model": "openai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare **Cloudflare vs Bunny.net vs Fastly**"}, {"id": "mai-20260917-0922-baseline|c115-s4|xai-small|Cloudflare", "prompt": "c115-s4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare's free plan is the best starting point for a small company on a tight budget.**"}, {"id": "mai-20260917-0922-baseline|c115-s4|xai-small|BunnyCDN", "prompt": "c115-s4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Upgrade to **BunnyCDN** (aka Bunny.net)—the top budget paid option at **$0.01/GB**"}, {"id": "mai-20260917-0922-baseline|c115-s4|xai-small|KeyCDN", "prompt": "c115-s4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "KeyCDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "$0.04/GB | Simple sites, but pricier"}, {"id": "mai-20260917-0922-baseline|c115-s4|xai-small|Amazon CloudFront", "prompt": "c115-s4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Amazon CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "~$0.085/GB | If you're already on AWS"}, {"id": "mai-20260917-0922-baseline|c115-s4|xai-small|Netlify", "prompt": "c115-s4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Netlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For static sites, free hosts like Netlify/Vercel bundle CDN too."}, {"id": "mai-20260917-0922-baseline|c115-s4|xai-small|Vercel", "prompt": "c115-s4", "model": "xai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Vercel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "free hosts like Netlify/Vercel bundle CDN too"}, {"id": "mai-20260917-0922-baseline|c115-s4|zai-small|Cloudflare", "prompt": "c115-s4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Cloudflare’s free plan**. For most small companies with a tight budget, it’s the best all‑in‑one choice."}, {"id": "mai-20260917-0922-baseline|c115-s4|zai-small|jsDelivr", "prompt": "c115-s4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "jsDelivr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free, unlimited bandwidth for JS/CSS, but only for library files—not your whole site."}, {"id": "mai-20260917-0922-baseline|c115-s4|zai-small|Vercel", "prompt": "c115-s4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Vercel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use their free tier (100 GB/month) | Integrated with your build/deploy pipeline."}, {"id": "mai-20260917-0922-baseline|c115-s4|zai-small|Netlify", "prompt": "c115-s4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Netlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free tier, 100 GB/month | — | Static sites; easy CI/CD integration."}, {"id": "mai-20260917-0922-baseline|c115-s4|zai-small|Bunny.net", "prompt": "c115-s4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "About $0.01/GB after a free trial; flat, predictable pricing."}, {"id": "mai-20260917-0922-baseline|c115-s4|zai-small|AWS CloudFront", "prompt": "c115-s4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free tier of 1 TB/month + 10 M requests; seamless if you’re already on AWS."}, {"id": "mai-20260917-0922-baseline|c115-s4|zai-small|Fastly", "prompt": "c115-s4", "model": "zai-small", "cat": "content-delivery-networks", "variant": "budget", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Better for programmatic edge logic, but more expensive (~$0.12/GB)."}, {"id": "mai-20260917-0922-baseline|c115-s5|alibaba-small|BlazingCDN", "prompt": "c115-s5", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "BlazingCDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Companies like **BlazingCDN**, **StackPath**, or **Cloudflare Pro** (paid tier) are often favored here for simplicity."}, {"id": "mai-20260917-0922-baseline|c115-s5|alibaba-small|StackPath", "prompt": "c115-s5", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "StackPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "look at **Cloudflare Pro** (for the balance of price/performance) or **StackPath** (for human support and flat pricing)"}, {"id": "mai-20260917-0922-baseline|c115-s5|alibaba-small|Cloudflare Pro", "prompt": "c115-s5", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "look at **Cloudflare Pro** (for the balance of price/performance)"}, {"id": "mai-20260917-0922-baseline|c115-s5|alibaba-small|Mux", "prompt": "c115-s5", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Mux", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are strictly **video-heavy**, consider **Mux** or **Streamly**."}, {"id": "mai-20260917-0922-baseline|c115-s5|alibaba-small|Streamly", "prompt": "c115-s5", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Streamly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are strictly **video-heavy**, consider **Mux** or **Streamly**."}, {"id": "mai-20260917-0922-baseline|c115-s5|anthropic-small|Cloudflare", "prompt": "c115-s5", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Major options include Cloudflare, Fastly, AWS CloudFront, Akamai, and Bunny CDN—each has different strengths."}, {"id": "mai-20260917-0922-baseline|c115-s5|anthropic-small|Fastly", "prompt": "c115-s5", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Major options include Cloudflare, Fastly, AWS CloudFront, Akamai, and Bunny CDN"}, {"id": "mai-20260917-0922-baseline|c115-s5|anthropic-small|AWS CloudFront", "prompt": "c115-s5", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "AWS CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Major options include Cloudflare, Fastly, AWS CloudFront, Akamai, and Bunny CDN"}, {"id": "mai-20260917-0922-baseline|c115-s5|anthropic-small|Akamai", "prompt": "c115-s5", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Major options include Cloudflare, Fastly, AWS CloudFront, Akamai, and Bunny CDN"}, {"id": "mai-20260917-0922-baseline|c115-s5|anthropic-small|Bunny CDN", "prompt": "c115-s5", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Bunny CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Major options include Cloudflare, Fastly, AWS CloudFront, Akamai, and Bunny CDN—each has different strengths."}, {"id": "mai-20260917-0922-baseline|c115-s5|deepseek-small|Cloudflare", "prompt": "c115-s5", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** — excellent free/cheap tier, simple setup, bundled security/WAF. Great default."}, {"id": "mai-20260917-0922-baseline|c115-s5|deepseek-small|Fastly", "prompt": "c115-s5", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fastly** — great edge logic, flexibility, developer-friendly; slightly pricier."}, {"id": "mai-20260917-0922-baseline|c115-s5|deepseek-small|AWS CloudFront", "prompt": "c115-s5", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you're already deep in AWS; scales with you."}, {"id": "mai-20260917-0922-baseline|c115-s5|deepseek-small|Akamai", "prompt": "c115-s5", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "only if you outgrow the above; overkill for most small teams."}, {"id": "mai-20260917-0922-baseline|c115-s5|google-small|Cloudflare", "prompt": "c115-s5", "model": "google-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare (The All-In-One Safe Bet): ... It is the easiest to set up ... Best for: Teams wanting a \"set-and-forget\" solution with great security."}, {"id": "mai-20260917-0922-baseline|c115-s5|google-small|Bunny.net", "prompt": "c115-s5", "model": "google-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bunny.net (The Cost-Effective/Speed Champion): Incredibly cheap, lightning-fast"}, {"id": "mai-20260917-0922-baseline|c115-s5|google-small|AWS CloudFront", "prompt": "c115-s5", "model": "google-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "AWS CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Companies already deeply locked into AWS who have the DevOps resources to configure it (it is notoriously complex to set up compared to Cloudflare)"}, {"id": "mai-20260917-0922-baseline|c115-s5|google-small|Fastly", "prompt": "c115-s5", "model": "google-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fastly (The Developer's Choice): Extreme control over caching rules, instant purging, and powerful edge computing."}, {"id": "mai-20260917-0922-baseline|c115-s5|minimax-small|Cloudflare", "prompt": "c115-s5", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Cloudflare** (generous free tier, easy setup)"}, {"id": "mai-20260917-0922-baseline|c115-s5|minimax-small|BunnyCDN", "prompt": "c115-s5", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "BunnyCDN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or ** BunnyCDN** (affordable, simple pricing)"}, {"id": "mai-20260917-0922-baseline|c115-s5|minimax-small|CloudFront", "prompt": "c115-s5", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already on AWS, **CloudFront** integrates easily."}, {"id": "mai-20260917-0922-baseline|c115-s5|mistral-small|Cloudflare", "prompt": "c115-s5", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** (free tier, strong security, easy setup)"}, {"id": "mai-20260917-0922-baseline|c115-s5|mistral-small|Fastly", "prompt": "c115-s5", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fastly** (great for dynamic content, real-time purging)"}, {"id": "mai-20260917-0922-baseline|c115-s5|mistral-small|Akamai", "prompt": "c115-s5", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Akamai** (enterprise-grade, global coverage)"}, {"id": "mai-20260917-0922-baseline|c115-s5|mistral-small|Amazon CloudFront", "prompt": "c115-s5", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Amazon CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Amazon CloudFront** (if you're on AWS)"}, {"id": "mai-20260917-0922-baseline|c115-s5|mistral-small|BunnyCDN", "prompt": "c115-s5", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BunnyCDN** (cost-effective, simple pricing)"}, {"id": "mai-20260917-0922-baseline|c115-s5|moonshot-small|Cloudflare", "prompt": "c115-s5", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** — Often wins for small companies due to flat-rate pricing and generous free tier"}, {"id": "mai-20260917-0922-baseline|c115-s5|moonshot-small|Bunny.net", "prompt": "c115-s5", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bunny.net** — Very cost-effective per-GB if you prefer metered pricing"}, {"id": "mai-20260917-0922-baseline|c115-s5|moonshot-small|AWS CloudFront", "prompt": "c115-s5", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "AWS CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good if you're already in AWS ecosystem, but egress costs add up"}, {"id": "mai-20260917-0922-baseline|c115-s5|moonshot-small|Fastly", "prompt": "c115-s5", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "while AWS CloudFront/Fastly run $0.08-0.12/GB"}, {"id": "mai-20260917-0922-baseline|c115-s5|xai-small|Cloudflare", "prompt": "c115-s5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare often wins for teams your size due to zero upfront risk."}, {"id": "mai-20260917-0922-baseline|c115-s5|xai-small|BunnyCDN", "prompt": "c115-s5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudflare/Bunny excel here—no DevOps needed"}, {"id": "mai-20260917-0922-baseline|c115-s5|xai-small|AWS CloudFront", "prompt": "c115-s5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "AWS CloudFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS integration, reliable | Complex pricing"}, {"id": "mai-20260917-0922-baseline|c115-s5|xai-small|Fastly", "prompt": "c115-s5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricier for low traffic"}, {"id": "mai-20260917-0922-baseline|c115-s5|xai-small|KeyCDN", "prompt": "c115-s5", "model": "xai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Affordable, image opt | Limited PoPs"}, {"id": "mai-20260917-0922-baseline|c115-s5|zai-small|Cloudflare", "prompt": "c115-s5", "model": "zai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare** - Excellent free tier, easy setup, great features"}, {"id": "mai-20260917-0922-baseline|c115-s5|zai-small|Fastly", "prompt": "c115-s5", "model": "zai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Fastly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fastly** - Strong performance, developer-friendly"}, {"id": "mai-20260917-0922-baseline|c115-s5|zai-small|Akamai", "prompt": "c115-s5", "model": "zai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "Akamai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Akamai** - Enterprise-grade but has small business options"}, {"id": "mai-20260917-0922-baseline|c115-s5|zai-small|BunnyCDN", "prompt": "c115-s5", "model": "zai-small", "cat": "content-delivery-networks", "variant": "scale", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BunnyCDN** - Simple pricing, good for static content"}, {"id": "mai-20260917-0922-baseline|c115-s6|alibaba-small|Akamai", "prompt": "c115-s6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Akamai:** Once the gold standard, Akamai is now often considered overkill for a small business."}, {"id": "mai-20260917-0922-baseline|c115-s6|alibaba-small|Limelight Networks / Verizon EdgeCast", "prompt": "c115-s6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Limelight Networks / Verizon EdgeCast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Approach with Caution: Limelight Networks / Verizon EdgeCast:** Like Akamai, these providers target mid-to-large enterprises."}, {"id": "mai-20260917-0922-baseline|c115-s6|alibaba-small|AWS CloudFront", "prompt": "c115-s6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "AWS CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid/Caution: AWS CloudFront / Azure CDN:** ... your bill can skyrocket unexpectedly"}, {"id": "mai-20260917-0922-baseline|c115-s6|alibaba-small|Azure CDN", "prompt": "c115-s6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Azure CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Use with Caution | Only use if you are already deep in their ecosystem and understand \"egress fees.\""}, {"id": "mai-20260917-0922-baseline|c115-s6|alibaba-small|Cloud CDN", "prompt": "c115-s6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloud CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "it feels natural to use their native CDN (CloudFront, Azure CDN, Cloud CDN)"}, {"id": "mai-20260917-0922-baseline|c115-s6|alibaba-small|Fastly", "prompt": "c115-s6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Approach with Caution: Fastly ... you will find Fastly’s learning curve steep and its pricing aggressive"}, {"id": "mai-20260917-0922-baseline|c115-s6|alibaba-small|Cloudflare", "prompt": "c115-s6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Recommended** | Best balance of free tier, security, and ease of use."}, {"id": "mai-20260917-0922-baseline|c115-s6|alibaba-small|BunnyCDN", "prompt": "c115-s6", "model": "alibaba-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "BunnyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Recommended** | Best low-cost option; incredibly simple to set up; flat-rate pricing prevents bill shock."}, {"id": "mai-20260917-0922-baseline|c115-s6|anthropic-small|CDN77", "prompt": "c115-s6", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "CDN77", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "CDN77 requires a minimum monthly traffic volume of 6 TB to get good value... making it unsuitable for many small businesses"}, {"id": "mai-20260917-0922-baseline|c115-s6|anthropic-small|Akamai", "prompt": "c115-s6", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise providers like Akamai use custom pricing... with no public pricing available, which can be problematic if you're trying to budget upfront."}, {"id": "mai-20260917-0922-baseline|c115-s6|anthropic-small|Bunny CDN", "prompt": "c115-s6", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Bunny CDN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Bunny.net wins for best price-to-performance, with very affordable pricing for small businesses, just $0.01 per GB in North America"}, {"id": "mai-20260917-0922-baseline|c115-s6|anthropic-small|Cloudflare", "prompt": "c115-s6", "model": "anthropic-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Cloudflare's free tier remains one of the most generous in 2025, including basic CDN functionality"}, {"id": "mai-20260917-0922-baseline|c115-s6|challenger-small|Akamai", "prompt": "c115-s6", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Akamai**: strong enterprise delivery, but often positioned for organizations that can absorb **contract and operational complexity**"}, {"id": "mai-20260917-0922-baseline|c115-s6|challenger-small|Google Cloud CDN", "prompt": "c115-s6", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often recommended only if you have **developers or technical staff**, because it can be difficult to set up correctly"}, {"id": "mai-20260917-0922-baseline|c115-s6|challenger-small|CloudFront", "prompt": "c115-s6", "model": "challenger-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "best if you are already deep in AWS; otherwise it may be more than a small business needs"}, {"id": "mai-20260917-0922-baseline|c115-s6|deepseek-small|CDN77", "prompt": "c115-s6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "CDN77", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** CDN77 (especially given billing/subscription complaints)"}, {"id": "mai-20260917-0922-baseline|c115-s6|deepseek-small|Akamai", "prompt": "c115-s6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Treat enterprise-tier CDNs (Akamai, Fastly) as overkill unless you have the budget and staff."}, {"id": "mai-20260917-0922-baseline|c115-s6|deepseek-small|Fastly", "prompt": "c115-s6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fastly especially assumes developer expertise (real-time VCL scripting) and charges usage fees that can spike."}, {"id": "mai-20260917-0922-baseline|c115-s6|deepseek-small|Amazon CloudFront", "prompt": "c115-s6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Require comfort with AWS/Azure consoles; easy to accidentally run up bills if usage spikes."}, {"id": "mai-20260917-0922-baseline|c115-s6|deepseek-small|Azure CDN", "prompt": "c115-s6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Azure CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**AWS CloudFront / Azure CDN**: Require comfort with AWS/Azure consoles; easy to accidentally run up bills"}, {"id": "mai-20260917-0922-baseline|c115-s6|deepseek-small|Cloudflare", "prompt": "c115-s6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Cloudflare** (free/Pro \\u2014 reliable, but know support limits)"}, {"id": "mai-20260917-0922-baseline|c115-s6|deepseek-small|Bunny.net", "prompt": "c115-s6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Bunny.net** (low-cost, pay-as-you-go, transparent pricing)"}, {"id": "mai-20260917-0922-baseline|c115-s6|deepseek-small|KeyCDN", "prompt": "c115-s6", "model": "deepseek-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**KeyCDN** (budget-friendly, simple)"}, {"id": "mai-20260917-0922-baseline|c115-s6|google-small|Akamai", "prompt": "c115-s6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Akamai is the pioneer of the CDN space ... but it is entirely mismatched for small businesses."}, {"id": "mai-20260917-0922-baseline|c115-s6|google-small|Fastly", "prompt": "c115-s6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Without a dedicated developer on your team, Fastly is overkill."}, {"id": "mai-20260917-0922-baseline|c115-s6|google-small|AWS CloudFront", "prompt": "c115-s6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "AWS CloudFront", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "they are notoriously risky for small businesses due to \"bill shock.\""}, {"id": "mai-20260917-0922-baseline|c115-s6|google-small|Google Cloud CDN", "prompt": "c115-s6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "notoriously risky for small businesses due to \"bill shock.\""}, {"id": "mai-20260917-0922-baseline|c115-s6|google-small|Azure CDN", "prompt": "c115-s6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Azure CDN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "notoriously risky for small businesses due to \"bill shock.\""}, {"id": "mai-20260917-0922-baseline|c115-s6|google-small|Edgio", "prompt": "c115-s6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Edgio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Edgio filed for Chapter 11 bankruptcy ... Avoid any hosts or tutorials prompting you to set up an independent Edgio/Edgecast integration."}, {"id": "mai-20260917-0922-baseline|c115-s6|google-small|Limelight Networks", "prompt": "c115-s6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Limelight Networks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "its older legacy names: **Limelight Networks** and **Edgecast**"}, {"id": "mai-20260917-0922-baseline|c115-s6|google-small|Edgecast", "prompt": "c115-s6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Edgecast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid any hosts or tutorials prompting you to set up an independent Edgio/Edgecast integration."}, {"id": "mai-20260917-0922-baseline|c115-s6|google-small|Cloudflare", "prompt": "c115-s6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Cloudflare is the gold standard for small businesses."}, {"id": "mai-20260917-0922-baseline|c115-s6|google-small|Bunny.net", "prompt": "c115-s6", "model": "google-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Extremely popular among small businesses and developers because of its simple, modern UI"}, {"id": "mai-20260917-0922-baseline|c115-s6|meta-small|Cloudflare Application Services (CDN)", "prompt": "c115-s6", "model": "meta-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare Application Services (CDN)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some CDNs that are considered suitable for small businesses include Cloudflare Application Services (CDN), Amazon CloudFront, Vercel Edge Network, Bunny CDN, and Netlify Edge."}, {"id": "mai-20260917-0922-baseline|c115-s6|meta-small|Amazon CloudFront", "prompt": "c115-s6", "model": "meta-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "considered suitable for small businesses include Cloudflare Application Services (CDN), Amazon CloudFront, Vercel Edge Network, Bunny CDN, and Netlify Edge"}, {"id": "mai-20260917-0922-baseline|c115-s6|meta-small|Vercel Edge Network", "prompt": "c115-s6", "model": "meta-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Vercel Edge Network", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "considered suitable for small businesses include ... Vercel Edge Network, Bunny CDN, and Netlify Edge"}, {"id": "mai-20260917-0922-baseline|c115-s6|meta-small|Bunny CDN", "prompt": "c115-s6", "model": "meta-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Bunny CDN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "considered suitable for small businesses include ... Bunny CDN, and Netlify Edge"}, {"id": "mai-20260917-0922-baseline|c115-s6|meta-small|Netlify Edge", "prompt": "c115-s6", "model": "meta-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Netlify Edge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "considered suitable for small businesses include ... and Netlify Edge"}, {"id": "mai-20260917-0922-baseline|c115-s6|minimax-small|CDN77", "prompt": "c115-s6", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "CDN77", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**CDN77** - Multiple complaints about billing issues and deceptive practices"}, {"id": "mai-20260917-0922-baseline|c115-s6|minimax-small|StackPath", "prompt": "c115-s6", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "StackPath", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**StackPath** - Low ratings and complaints about customer service"}, {"id": "mai-20260917-0922-baseline|c115-s6|minimax-small|CDNify", "prompt": "c115-s6", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "CDNify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**CDNify** - Reports of poor support and responsiveness"}, {"id": "mai-20260917-0922-baseline|c115-s6|minimax-small|Cloudflare", "prompt": "c115-s6", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Consider starting with reputable providers known for small business-friendly options:\n- **Cloudflare** (free tier available)"}, {"id": "mai-20260917-0922-baseline|c115-s6|minimax-small|KeyCDN", "prompt": "c115-s6", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**KeyCDN** (pay-as-you-go pricing)"}, {"id": "mai-20260917-0922-baseline|c115-s6|minimax-small|Bunny.net", "prompt": "c115-s6", "model": "minimax-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Bunny.net** (competitive pricing)"}, {"id": "mai-20260917-0922-baseline|c115-s6|mistral-small|cdnjs", "prompt": "c115-s6", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "cdnjs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Public CDNs (like cdnjs or Google's Hosted Libraries): These are generally not recommended for small businesses due to significant security, privacy, and stability risks."}, {"id": "mai-20260917-0922-baseline|c115-s6|mistral-small|Google's Hosted Libraries", "prompt": "c115-s6", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Google's Hosted Libraries", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Public CDNs (like cdnjs or Google's Hosted Libraries): These are generally not recommended for small businesses"}, {"id": "mai-20260917-0922-baseline|c115-s6|mistral-small|Cloudflare", "prompt": "c115-s6", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "reputable providers like Cloudflare, Bunny CDN, or Amazon CloudFront are safer choices"}, {"id": "mai-20260917-0922-baseline|c115-s6|mistral-small|Bunny CDN", "prompt": "c115-s6", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Bunny CDN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "reputable providers like Cloudflare, Bunny CDN, or Amazon CloudFront are safer choices"}, {"id": "mai-20260917-0922-baseline|c115-s6|mistral-small|Amazon CloudFront", "prompt": "c115-s6", "model": "mistral-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Amazon CloudFront", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "reputable providers like Cloudflare, Bunny CDN, or Amazon CloudFront are safer choices"}, {"id": "mai-20260917-0922-baseline|c115-s6|moonshot-small|StackPath CDN", "prompt": "c115-s6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "StackPath CDN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "CDNs to Avoid Entirely ... StackPath CDN - Shut down completely in November 2023"}, {"id": "mai-20260917-0922-baseline|c115-s6|moonshot-small|MaxCDN", "prompt": "c115-s6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "MaxCDN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "MaxCDN - Retired in 2022 (originally acquired by StackPath)"}, {"id": "mai-20260917-0922-baseline|c115-s6|moonshot-small|Edgio (formerly Limelight)", "prompt": "c115-s6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Edgio (formerly Limelight)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Went through bankruptcy in 2024 and shut down operations in January 2025"}, {"id": "mai-20260917-0922-baseline|c115-s6|moonshot-small|CDNify", "prompt": "c115-s6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "CDNify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Effectively defunct; reports of no customer response and service not functioning"}, {"id": "mai-20260917-0922-baseline|c115-s6|moonshot-small|Cloudflare", "prompt": "c115-s6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Free/Pro tier users get minimal support ... Poor Trustpilot ratings (1.4/5) citing support issues"}, {"id": "mai-20260917-0922-baseline|c115-s6|moonshot-small|AWS CloudFront", "prompt": "c115-s6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "AWS CloudFront", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Complex pricing; bandwidth overage fees ... Steep learning curve for beginners"}, {"id": "mai-20260917-0922-baseline|c115-s6|moonshot-small|Google Cloud CDN", "prompt": "c115-s6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Higher bandwidth costs (~$0.12/GB in some regions)"}, {"id": "mai-20260917-0922-baseline|c115-s6|moonshot-small|Azure CDN", "prompt": "c115-s6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Azure CDN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Higher starting prices (~$35+/month)<br>Complex for non-technical users"}, {"id": "mai-20260917-0922-baseline|c115-s6|moonshot-small|Netlify", "prompt": "c115-s6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Netlify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Metered cloud providers (AWS, GCP, Netlify, Vercel) charging $0.08-$0.12/GB for overages"}, {"id": "mai-20260917-0922-baseline|c115-s6|moonshot-small|Vercel", "prompt": "c115-s6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Vercel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Metered cloud providers (AWS, GCP, Netlify, Vercel) charging $0.08-$0.12/GB for overages"}, {"id": "mai-20260917-0922-baseline|c115-s6|moonshot-small|Bunny.net", "prompt": "c115-s6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Bunny.net", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Safer Alternatives for Small Businesses | Bunny.net | Predictable pricing ($0.005-$0.01/GB), good support responsiveness"}, {"id": "mai-20260917-0922-baseline|c115-s6|moonshot-small|KeyCDN", "prompt": "c115-s6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Beginner-friendly, transparent pricing ($0.04-$0.11/GB), 14-day trial"}, {"id": "mai-20260917-0922-baseline|c115-s6|moonshot-small|Gcore", "prompt": "c115-s6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Gcore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Free plan available, good for emerging markets"}, {"id": "mai-20260917-0922-baseline|c115-s6|moonshot-small|CDN77", "prompt": "c115-s6", "model": "moonshot-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "CDN77", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Responsive support for smaller customers"}, {"id": "mai-20260917-0922-baseline|c115-s6|xai-small|Akamai", "prompt": "c115-s6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Primarily enterprise-focused with custom contracts starting at $5,000+/month... often overkill and prohibitively expensive."}, {"id": "mai-20260917-0922-baseline|c115-s6|xai-small|Fastly", "prompt": "c115-s6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High entry barriers like $1,500/month minimums... better suited for developers/large teams rather than small businesses."}, {"id": "mai-20260917-0922-baseline|c115-s6|xai-small|StackPath (formerly MaxCDN)", "prompt": "c115-s6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "StackPath (formerly MaxCDN)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Rated poorly (1.4/5 on Trustpilot). Frequent complaints of sudden massive price hikes"}, {"id": "mai-20260917-0922-baseline|c115-s6|xai-small|AWS CloudFront", "prompt": "c115-s6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "AWS CloudFront", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Pay-as-you-go model leads to \"bill shock\" from overages... Complex for non-AWS users"}, {"id": "mai-20260917-0922-baseline|c115-s6|xai-small|Cloudflare", "prompt": "c115-s6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Free (unlimited bandwidth) | Beginner-friendly, DDoS protection, global reach"}, {"id": "mai-20260917-0922-baseline|c115-s6|xai-small|Bunny.net", "prompt": "c115-s6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cheapest pay-as-you-go, easy setup"}, {"id": "mai-20260917-0922-baseline|c115-s6|xai-small|KeyCDN", "prompt": "c115-s6", "model": "xai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Transparent, 14-day trial, simple dashboard"}, {"id": "mai-20260917-0922-baseline|c115-s6|zai-small|Akamai", "prompt": "c115-s6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the main CDNs to **avoid or be cautious about** are: - **Enterprise‑tier providers** (Akamai, Google Cloud CDN, Azure CDN, Fastly)"}, {"id": "mai-20260917-0922-baseline|c115-s6|zai-small|Google Cloud CDN", "prompt": "c115-s6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Google Cloud CDN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise‑tier providers** (Akamai, Google Cloud CDN, Azure CDN, Fastly) unless you're already using their underlying cloud platform"}, {"id": "mai-20260917-0922-baseline|c115-s6|zai-small|Microsoft Azure CDN", "prompt": "c115-s6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Microsoft Azure CDN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Azure‑centric, may be overkill for non‑Azure workloads"}, {"id": "mai-20260917-0922-baseline|c115-s6|zai-small|Fastly", "prompt": "c115-s6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Fastly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Powerful but highly programmable; steep learning curve and complex configuration ... Can be overkill and risky if misconfigured"}, {"id": "mai-20260917-0922-baseline|c115-s6|zai-small|Cloudflare", "prompt": "c115-s6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Cloudflare** – Free plan available; beginner‑friendly; strong global network; integrates easily with most sites."}, {"id": "mai-20260917-0922-baseline|c115-s6|zai-small|Bunny.net", "prompt": "c115-s6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Bunny.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Very low per‑GB pricing (from $0.01/GB); simple setup; good for static sites."}, {"id": "mai-20260917-0922-baseline|c115-s6|zai-small|KeyCDN", "prompt": "c115-s6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "KeyCDN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Budget‑conscious; straightforward pricing; good for simple caching needs."}, {"id": "mai-20260917-0922-baseline|c115-s6|zai-small|CDNsun", "prompt": "c115-s6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "CDNsun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Emphasizes simplicity and easy setup."}, {"id": "mai-20260917-0922-baseline|c115-s6|zai-small|Netlify / Vercel Edge", "prompt": "c115-s6", "model": "zai-small", "cat": "content-delivery-networks", "variant": "negative", "raw": "Netlify / Vercel Edge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Excellent for static sites and modern web frameworks; integrated deployment workflows."}, {"id": "mai-20260917-0922-baseline|c116-l1|alibaba-small|Wiz", "prompt": "c116-l1", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz is currently widely considered the gold standard for high-growth enterprises and complex multi-cloud environments."}, {"id": "mai-20260917-0922-baseline|c116-l1|alibaba-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c116-l1", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is historically heavier and more complex to set up than Wiz."}, {"id": "mai-20260917-0922-baseline|c116-l1|alibaba-small|Orca Security", "prompt": "c116-l1", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Orca is the closest competitor to Wiz and often wins deals based on price-to-performance ratio"}, {"id": "mai-20260917-0922-baseline|c116-l1|alibaba-small|Snyk", "prompt": "c116-l1", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If your engineering team is obsessed with \"Shifting Left\" ... Snyk is excellent."}, {"id": "mai-20260917-0922-baseline|c116-l1|alibaba-small|Microsoft Defender for Cloud", "prompt": "c116-l1", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "its visualization and cross-cloud features are generally weaker than Wiz or Orca"}, {"id": "mai-20260917-0922-baseline|c116-l1|alibaba-small|Tenable", "prompt": "c116-l1", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tenable is the safest bet to satisfy compliance officers."}, {"id": "mai-20260917-0922-baseline|c116-l1|anthropic-small|Wiz", "prompt": "c116-l1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top 5 Cloud Security Posture Management solutions are Wiz, Prisma Cloud by Palo Alto Networks... Wiz is an agentless CNAPP built around a security graph"}, {"id": "mai-20260917-0922-baseline|c116-l1|anthropic-small|Prisma Cloud by Palo Alto Networks", "prompt": "c116-l1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prisma Cloud by Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "one of the broadest CNAPPs on the market with deep compliance content and extensive policy coverage"}, {"id": "mai-20260917-0922-baseline|c116-l1|anthropic-small|Microsoft Defender for Cloud", "prompt": "c116-l1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong option for Microsoft-first organizations where native integration, unified dashboards, and included Azure coverage reduce friction and cost"}, {"id": "mai-20260917-0922-baseline|c116-l1|anthropic-small|SentinelOne Singularity Cloud Security", "prompt": "c116-l1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top 5 Cloud Security Posture Management solutions are Wiz, Prisma Cloud by Palo Alto Networks, Microsoft Defender for Cloud, SentinelOne Singularity Cloud Security and Datadog"}, {"id": "mai-20260917-0922-baseline|c116-l1|anthropic-small|Datadog", "prompt": "c116-l1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top 5 Cloud Security Posture Management solutions are ... and Datadog"}, {"id": "mai-20260917-0922-baseline|c116-l1|anthropic-small|Orca Security", "prompt": "c116-l1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Orca Security delivers CSPM inside an agentless cloud-native application protection platform"}, {"id": "mai-20260917-0922-baseline|c116-l1|challenger-small|Wiz", "prompt": "c116-l1", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around CSPM choice is usually **Wiz**"}, {"id": "mai-20260917-0922-baseline|c116-l1|challenger-small|Palo Alto Prisma Cloud", "prompt": "c116-l1", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for enterprise compliance breadth / broader CNAPP consolidation:** **Palo Alto Prisma Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-l1|challenger-small|Microsoft Defender for Cloud", "prompt": "c116-l1", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Azure-heavy enterprises:** **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-l1|challenger-small|Cloudaware", "prompt": "c116-l1", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Cloudaware** if your biggest pain is operational governance"}, {"id": "mai-20260917-0922-baseline|c116-l1|deepseek-small|Wiz", "prompt": "c116-l1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** is the current community and analyst favorite for visibility and attack-path prioritization"}, {"id": "mai-20260917-0922-baseline|c116-l1|deepseek-small|Palo Alto Prisma Cloud", "prompt": "c116-l1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prisma Cloud** is the safer pick if you need maximum breadth and compliance coverage"}, {"id": "mai-20260917-0922-baseline|c116-l1|deepseek-small|Microsoft Defender for Cloud", "prompt": "c116-l1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're Azure-centric and want cost-efficient native security:** **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-l1|deepseek-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want to consolidate endpoint + cloud into one vendor:** **CrowdStrike Falcon**"}, {"id": "mai-20260917-0922-baseline|c116-l1|deepseek-small|Orca Security", "prompt": "c116-l1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for:** Teams wanting quick onboarding, broad agentless coverage, and built-in data security (DSPM)"}, {"id": "mai-20260917-0922-baseline|c116-l1|google-small|Wiz", "prompt": "c116-l1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz: The Market Standard for Speed and Attack-Path Analysis ... Best For: Fast-growing B2B SaaS companies and multi-cloud enterprises"}, {"id": "mai-20260917-0922-baseline|c116-l1|google-small|Palo Alto Networks (Prisma Cloud / Cortex Cloud)", "prompt": "c116-l1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Palo Alto Networks (Prisma Cloud / Cortex Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Enterprise Powerhouse ... Key Consideration: It is operationally heavy."}, {"id": "mai-20260917-0922-baseline|c116-l1|google-small|Orca Security", "prompt": "c116-l1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with **Wiz** or **Orca**. Their agentless setups and graph-based correlation do the heavy lifting"}, {"id": "mai-20260917-0922-baseline|c116-l1|google-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Endpoint Consolidation ... consolidating cloud security into the Falcon platform is a highly logical choice"}, {"id": "mai-20260917-0922-baseline|c116-l1|google-small|Microsoft Defender for Cloud", "prompt": "c116-l1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Azure-centric:* Consider **Microsoft Defender for Cloud**."}, {"id": "mai-20260917-0922-baseline|c116-l1|meta-small|AppOmni", "prompt": "c116-l1", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "AppOmni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top CSPM tools mentioned in the results include AppOmni, Obsidian, and CrowdStrike (Adaptive Shield)"}, {"id": "mai-20260917-0922-baseline|c116-l1|meta-small|Obsidian", "prompt": "c116-l1", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Obsidian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top CSPM tools mentioned in the results include AppOmni, Obsidian, and CrowdStrike (Adaptive Shield)"}, {"id": "mai-20260917-0922-baseline|c116-l1|meta-small|CrowdStrike (Adaptive Shield)", "prompt": "c116-l1", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "CrowdStrike (Adaptive Shield)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top CSPM tools mentioned in the results include AppOmni, Obsidian, and CrowdStrike (Adaptive Shield)"}, {"id": "mai-20260917-0922-baseline|c116-l1|minimax-small|Palo Alto Prisma Cloud", "prompt": "c116-l1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prisma Cloud** or **Wiz** are generally considered the top choices"}, {"id": "mai-20260917-0922-baseline|c116-l1|minimax-small|Wiz", "prompt": "c116-l1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Prisma Cloud** or **Wiz** are generally considered the top choices"}, {"id": "mai-20260917-0922-baseline|c116-l1|minimax-small|Microsoft Defender for Cloud", "prompt": "c116-l1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your organization is heavily invested in Azure, **Microsoft Defender for Cloud** offers excellent value"}, {"id": "mai-20260917-0922-baseline|c116-l1|minimax-small|CrowdStrike", "prompt": "c116-l1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Unified Security) Combines posture + runtime + agent"}, {"id": "mai-20260917-0922-baseline|c116-l1|minimax-small|Orca", "prompt": "c116-l1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(Pioneer in Agentless Security) Agentless SideScanning technology"}, {"id": "mai-20260917-0922-baseline|c116-l1|mistral-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c116-l1", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prisma Cloud** and **Wiz** are the top choices due to their comprehensive features, scalability, and strong enterprise support."}, {"id": "mai-20260917-0922-baseline|c116-l1|mistral-small|Wiz", "prompt": "c116-l1", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Prisma Cloud** and **Wiz** are the top choices due to their comprehensive features, scalability, and strong enterprise support."}, {"id": "mai-20260917-0922-baseline|c116-l1|mistral-small|Orca Security", "prompt": "c116-l1", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Orca is a good fit for enterprises seeking a unified view of cloud security posture."}, {"id": "mai-20260917-0922-baseline|c116-l1|mistral-small|Cloudaware", "prompt": "c116-l1", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If governance and audit trails are a priority, **Cloudaware** is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c116-l1|moonshot-small|Wiz", "prompt": "c116-l1", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Wiz** if you want the market leader with the best balance of coverage, usability, and innovation."}, {"id": "mai-20260917-0922-baseline|c116-l1|moonshot-small|Palo Alto Prisma Cloud", "prompt": "c116-l1", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Prisma Cloud** if compliance breadth is your top priority"}, {"id": "mai-20260917-0922-baseline|c116-l1|moonshot-small|Orca Security", "prompt": "c116-l1", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Orca** if you need fast deployment at a lower cost point"}, {"id": "mai-20260917-0922-baseline|c116-l1|openai-small|Wiz", "prompt": "c116-l1", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for many enterprise B2B companies:** **Wiz**"}, {"id": "mai-20260917-0922-baseline|c116-l1|openai-small|Palo Alto Prisma Cloud", "prompt": "c116-l1", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a very strong choice if you want a more mature, broad-platform CNAPP"}, {"id": "mai-20260917-0922-baseline|c116-l1|openai-small|Microsoft Defender for Cloud", "prompt": "c116-l1", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often the best value and operational fit if you are heavily invested in Azure"}, {"id": "mai-20260917-0922-baseline|c116-l1|xai-small|Wiz", "prompt": "c116-l1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Wiz** for most B2B enterprises—it's the most frequently cited leader for scalability and innovation."}, {"id": "mai-20260917-0922-baseline|c116-l1|xai-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c116-l1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Comprehensive Enterprise Breadth"}, {"id": "mai-20260917-0922-baseline|c116-l1|xai-small|Orca Security", "prompt": "c116-l1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Agentless Alternative"}, {"id": "mai-20260917-0922-baseline|c116-l1|xai-small|Microsoft Defender for Cloud", "prompt": "c116-l1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if Azure-Heavy or Cost-Sensitive"}, {"id": "mai-20260917-0922-baseline|c116-l1|xai-small|Sysdig", "prompt": "c116-l1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sysdig tops some Peer Insights for CSPM capabilities"}, {"id": "mai-20260917-0922-baseline|c116-l1|zai-small|Wiz", "prompt": "c116-l1", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most B2B enterprises with true multi‑cloud and a focus on attack‑path visibility: **Wiz** is often the top choice"}, {"id": "mai-20260917-0922-baseline|c116-l1|zai-small|Palo Alto Prisma Cloud", "prompt": "c116-l1", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For enterprises needing a full CNAPP and deep compliance breadth:** **Palo Alto Prisma Cloud** is the most comprehensive solution"}, {"id": "mai-20260917-0922-baseline|c116-l1|zai-small|Microsoft Defender for Cloud", "prompt": "c116-l1", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Azure‑heavy or Microsoft‑stack organizations:** **Microsoft Defender for Cloud** provides excellent value and integration"}, {"id": "mai-20260917-0922-baseline|c116-l1|zai-small|Orca Security", "prompt": "c116-l1", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teams wanting agentless CNAPP with strong CWPP ... Smaller ecosystem, fewer native cloud‑vendor hooks"}, {"id": "mai-20260917-0922-baseline|c116-l1|zai-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l1", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For organizations already on CrowdStrike EDR:** **CrowdStrike Falcon Cloud Security** offers a unified endpoint + cloud posture view"}, {"id": "mai-20260917-0922-baseline|c116-l1|zai-small|Tenable Cloud Security", "prompt": "c116-l1", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Recommendation: Tenable Cloud Security (or Wiz/Prisma as alternatives)"}, {"id": "mai-20260917-0922-baseline|c116-l1|zai-small|Datadog Cloud Security Posture", "prompt": "c116-l1", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Datadog Cloud Security Posture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Observability stack** → Datadog Cloud Security Posture"}, {"id": "mai-20260917-0922-baseline|c116-l1|zai-small|Prowler", "prompt": "c116-l1", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "open‑source tools (e.g., Prowler) to establish a foundation"}, {"id": "mai-20260917-0922-baseline|c116-l2|alibaba-small|Wiz", "prompt": "c116-l2", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Wiz ... **Verdict:** Start with a Proof-of-Concept (PoC) of **Wiz**."}, {"id": "mai-20260917-0922-baseline|c116-l2|alibaba-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c116-l2", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Palo Alto Networks (Prisma Cloud)"}, {"id": "mai-20260917-0922-baseline|c116-l2|alibaba-small|Microsoft Defender for Cloud", "prompt": "c116-l2", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Niche Recommendation: Microsoft Defender for Cloud ... though it generally trails Wiz and Prisma in multi-cloud (AWS/GCP) maturity"}, {"id": "mai-20260917-0922-baseline|c116-l2|anthropic-small|Wiz", "prompt": "c116-l2", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** offers the fastest time-to-value and clearest ROI"}, {"id": "mai-20260917-0922-baseline|c116-l2|anthropic-small|Palo Alto Prisma Cloud", "prompt": "c116-l2", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already invested in Palo Alto ecosystems, **Prisma Cloud** provides unmatched breadth but requires more operational overhead."}, {"id": "mai-20260917-0922-baseline|c116-l2|anthropic-small|Orca Security", "prompt": "c116-l2", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Orca Security** (Best for Agentless Simplicity)"}, {"id": "mai-20260917-0922-baseline|c116-l2|anthropic-small|CrowdStrike", "prompt": "c116-l2", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Graph-based prioritization (Wiz, Orca, Prisma, CrowdStrike)"}, {"id": "mai-20260917-0922-baseline|c116-l2|challenger-small|Wiz", "prompt": "c116-l2", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Wiz** as the default choice if the priority is fast time-to-value, multi-cloud visibility, and risk prioritization at scale."}, {"id": "mai-20260917-0922-baseline|c116-l2|challenger-small|Cloudaware", "prompt": "c116-l2", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudaware** is the better fit ... best when the main pain point is cloud governance"}, {"id": "mai-20260917-0922-baseline|c116-l2|challenger-small|Palo Alto Prisma Cloud", "prompt": "c116-l2", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Palo Alto Prisma Cloud** is the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c116-l2|deepseek-small|Wiz", "prompt": "c116-l2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Wiz** as the default for a large, thousands-of-employees B2B company"}, {"id": "mai-20260917-0922-baseline|c116-l2|deepseek-small|Prisma Cloud", "prompt": "c116-l2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your security operations are already standardized on Palo Alto platforms, **Prisma Cloud** may integrate more cleanly"}, {"id": "mai-20260917-0922-baseline|c116-l2|deepseek-small|Microsoft Defender for Cloud", "prompt": "c116-l2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best economics if you're an **Azure-first** shop ... but AWS/GCP coverage lags and the plan structure is complex at enterprise scale"}, {"id": "mai-20260917-0922-baseline|c116-l2|deepseek-small|Orca Security", "prompt": "c116-l2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong agentless alternative with built-in DSPM, but a smaller ecosystem than Wiz/Prisma"}, {"id": "mai-20260917-0922-baseline|c116-l2|google-small|Wiz", "prompt": "c116-l2", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz (The Industry Gold Standard) Wiz is widely considered the market leader for large enterprises"}, {"id": "mai-20260917-0922-baseline|c116-l2|google-small|Palo Alto Networks Prisma Cloud", "prompt": "c116-l2", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prisma Cloud is the most comprehensive \"code-to-cloud\" platform on the market"}, {"id": "mai-20260917-0922-baseline|c116-l2|google-small|Orca Security", "prompt": "c116-l2", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Orca Security (The Best for Lean Security Teams)"}, {"id": "mai-20260917-0922-baseline|c116-l2|google-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l2", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose CrowdStrike Falcon Cloud Security if your priority is vendor consolidation"}, {"id": "mai-20260917-0922-baseline|c116-l2|meta-small|Wiz", "prompt": "c116-l2", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz - Best for large enterprises needing comprehensive code-to-cloud CNAPP coverage across multiple cloud providers."}, {"id": "mai-20260917-0922-baseline|c116-l2|meta-small|Palo Alto Networks Prisma Cloud", "prompt": "c116-l2", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Palo Alto Networks Prisma Cloud - Best for large enterprises and DevSecOps teams needing full CNAPP coverage (code-to-runtime)."}, {"id": "mai-20260917-0922-baseline|c116-l2|minimax-small|Wiz", "prompt": "c116-l2", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Wiz**"}, {"id": "mai-20260917-0922-baseline|c116-l2|minimax-small|Palo Alto Networks Prisma Cloud", "prompt": "c116-l2", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for enterprises needing the broadest CNAPP capabilities"}, {"id": "mai-20260917-0922-baseline|c116-l2|minimax-small|Orca Security", "prompt": "c116-l2", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for faster deployment (24 hours vs 2-3 days for others)"}, {"id": "mai-20260917-0922-baseline|c116-l2|minimax-small|Microsoft Defender for Cloud", "prompt": "c116-l2", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're heavily Azure-centric"}, {"id": "mai-20260917-0922-baseline|c116-l2|mistral-small|Prisma Cloud by Palo Alto Networks", "prompt": "c116-l2", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prisma Cloud by Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Prisma Cloud by Palo Alto Networks** as your CSPM tool"}, {"id": "mai-20260917-0922-baseline|c116-l2|mistral-small|Cloudaware", "prompt": "c116-l2", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if governance, ownership, and audit evidence are your main blockers."}, {"id": "mai-20260917-0922-baseline|c116-l2|mistral-small|Wiz", "prompt": "c116-l2", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "These are strong if prioritization (attack paths, runtime context, Kubernetes, data exposure) is your top concern."}, {"id": "mai-20260917-0922-baseline|c116-l2|mistral-small|Orca Security", "prompt": "c116-l2", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "These are strong if prioritization ... is your top concern."}, {"id": "mai-20260917-0922-baseline|c116-l2|mistral-small|Sysdig", "prompt": "c116-l2", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "These are strong if prioritization ... is your top concern."}, {"id": "mai-20260917-0922-baseline|c116-l2|mistral-small|Tenable", "prompt": "c116-l2", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Tenable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These are strong if prioritization ... is your top concern."}, {"id": "mai-20260917-0922-baseline|c116-l2|mistral-small|Aqua", "prompt": "c116-l2", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Aqua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "These are strong if prioritization ... is your top concern."}, {"id": "mai-20260917-0922-baseline|c116-l2|mistral-small|SentinelOne", "prompt": "c116-l2", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "These are strong if prioritization ... is your top concern."}, {"id": "mai-20260917-0922-baseline|c116-l2|mistral-small|Datadog", "prompt": "c116-l2", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "These are strong if prioritization ... is your top concern."}, {"id": "mai-20260917-0922-baseline|c116-l2|moonshot-small|Wiz", "prompt": "c116-l2", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting your evaluation with **Wiz** if you want fast time-to-value and excellent attack path analysis"}, {"id": "mai-20260917-0922-baseline|c116-l2|moonshot-small|Palo Alto Prisma Cloud", "prompt": "c116-l2", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Prisma Cloud** if you need the most comprehensive coverage across the entire development lifecycle"}, {"id": "mai-20260917-0922-baseline|c116-l2|moonshot-small|Orca Security", "prompt": "c116-l2", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Orca Security** - Best for Pure Agentless Simplicity"}, {"id": "mai-20260917-0922-baseline|c116-l2|moonshot-small|Microsoft Defender for Cloud", "prompt": "c116-l2", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Already invested in Microsoft/Azure ecosystem | **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-l2|openai-small|Wiz", "prompt": "c116-l2", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Wiz** as the first CSPM/CNAPP to evaluate"}, {"id": "mai-20260917-0922-baseline|c116-l2|openai-small|Prisma Cloud", "prompt": "c116-l2", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Prisma Cloud** and **Microsoft Defender for Cloud** as the main alternatives"}, {"id": "mai-20260917-0922-baseline|c116-l2|openai-small|Microsoft Defender for Cloud", "prompt": "c116-l2", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the natural fit if you're heavily standardized on Azure and Microsoft security"}, {"id": "mai-20260917-0922-baseline|c116-l2|openai-small|AWS Security Hub", "prompt": "c116-l2", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "AWS Security Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Choose AWS Security Hub only if you are mostly AWS-only and want native aggregation rather than a full enterprise CSPM platform"}, {"id": "mai-20260917-0922-baseline|c116-l2|xai-small|Wiz", "prompt": "c116-l2", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Wiz** as the top CSPM tool."}, {"id": "mai-20260917-0922-baseline|c116-l2|xai-small|Palo Alto Networks Prisma Cloud", "prompt": "c116-l2", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need broadest CNAPP depth ... Leader in Forrester Wave"}, {"id": "mai-20260917-0922-baseline|c116-l2|xai-small|Orca Security", "prompt": "c116-l2", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Agentless \"SideScanning\" for fastest setup and low noise."}, {"id": "mai-20260917-0922-baseline|c116-l2|xai-small|Microsoft Defender for Cloud", "prompt": "c116-l2", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If Azure-heavy or cost-sensitive (free foundational tier)... less specialized in pure CSPM attack paths."}, {"id": "mai-20260917-0922-baseline|c116-l2|zai-small|Microsoft Defender for Cloud (MDC)", "prompt": "c116-l2", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud (MDC)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Microsoft Defender for Cloud (MDC)** as the primary CSPM tool"}, {"id": "mai-20260917-0922-baseline|c116-l2|zai-small|Wiz", "prompt": "c116-l2", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Wiz** or **Prisma Cloud** as strong alternatives"}, {"id": "mai-20260917-0922-baseline|c116-l2|zai-small|Prisma Cloud", "prompt": "c116-l2", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Wiz** or **Prisma Cloud** as strong alternatives"}, {"id": "mai-20260917-0922-baseline|c116-l2|zai-small|Orca Security", "prompt": "c116-l2", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "When to Choose Orca Security - Agentless SideScanning\\u2122"}, {"id": "mai-20260917-0922-baseline|c116-l3|alibaba-small|Wiz", "prompt": "c116-l3", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz has rapidly become a market leader due to its ability to map out complex relationships between infrastructure components."}, {"id": "mai-20260917-0922-baseline|c116-l3|alibaba-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c116-l3", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Prisma is a one-stop solution, though it can be more complex to implement."}, {"id": "mai-20260917-0922-baseline|c116-l3|alibaba-small|Orca Security", "prompt": "c116-l3", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Like Wiz, it is fully agentless ... making it highly popular for organizations looking for immediate visibility"}, {"id": "mai-20260917-0922-baseline|c116-l3|alibaba-small|Microsoft Defender for Cloud", "prompt": "c116-l3", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your organization's primary workload is in Azure, Defender for Cloud is often the default choice."}, {"id": "mai-20260917-0922-baseline|c116-l3|alibaba-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l3", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Teams focused on threat hunting and identity exposure."}, {"id": "mai-20260917-0922-baseline|c116-l3|anthropic-small|Wiz", "prompt": "c116-l3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top Cloud Security Posture Management platforms for 2026 are Wiz, Palo Alto Networks Prisma Cloud, Microsoft Defender for Cloud, Orca Security, and SentinelOne Singularity."}, {"id": "mai-20260917-0922-baseline|c116-l3|anthropic-small|Palo Alto Networks Prisma Cloud", "prompt": "c116-l3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Prisma is the CSPM pick for teams that need cloud posture tied to CNAPP-scale context"}, {"id": "mai-20260917-0922-baseline|c116-l3|anthropic-small|Microsoft Defender for Cloud", "prompt": "c116-l3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft Defender for Cloud integrates with Azure, offering visibility and threat protection across multi-cloud environments."}, {"id": "mai-20260917-0922-baseline|c116-l3|anthropic-small|Orca Security", "prompt": "c116-l3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Orca Security simplifies deployment with SideScanning™"}, {"id": "mai-20260917-0922-baseline|c116-l3|anthropic-small|SentinelOne Singularity", "prompt": "c116-l3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The best CSPM vendor that is ideal for heavy AWS usage is SentinelOne."}, {"id": "mai-20260917-0922-baseline|c116-l3|challenger-small|Wiz", "prompt": "c116-l3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** is usually the pick for **fast, graph-based prioritization** across multicloud estates."}, {"id": "mai-20260917-0922-baseline|c116-l3|challenger-small|Palo Alto Networks Prisma Cloud", "prompt": "c116-l3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prisma Cloud** is strongest when you want a **deep, all-in-one CNAPP** rather than standalone CSPM."}, {"id": "mai-20260917-0922-baseline|c116-l3|challenger-small|Microsoft Defender for Cloud", "prompt": "c116-l3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Defender for Cloud** is the natural choice for **Microsoft-heavy environments**."}, {"id": "mai-20260917-0922-baseline|c116-l3|challenger-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for teams wanting **posture + runtime + EDR-aligned operations** in one ecosystem."}, {"id": "mai-20260917-0922-baseline|c116-l3|challenger-small|Orca Security", "prompt": "c116-l3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Orca** is preferred when **agentless simplicity** matters most."}, {"id": "mai-20260917-0922-baseline|c116-l3|challenger-small|Check Point CloudGuard", "prompt": "c116-l3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Emphasizes **policy governance** and cloud compliance/orchestration"}, {"id": "mai-20260917-0922-baseline|c116-l3|challenger-small|SentinelOne Singularity Cloud Security", "prompt": "c116-l3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Combines CSPM with **threat detection and response** as part of a broader CNAPP approach."}, {"id": "mai-20260917-0922-baseline|c116-l3|challenger-small|Tenable Cloud Security", "prompt": "c116-l3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Often chosen when CSPM needs to align with **vulnerability and exposure management**."}, {"id": "mai-20260917-0922-baseline|c116-l3|deepseek-small|Wiz", "prompt": "c116-l3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The current market leader and fastest-growing CNAPP ... Fastest time-to-value with attack-path clarity, multicloud? → Wiz."}, {"id": "mai-20260917-0922-baseline|c116-l3|deepseek-small|Palo Alto Networks Prisma Cloud (now Cortex Cloud)", "prompt": "c116-l3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud (now Cortex Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Broadest one-platform code-to-cloud footprint / already on Palo Alto? → Prisma Cloud."}, {"id": "mai-20260917-0922-baseline|c116-l3|deepseek-small|Microsoft Defender for Cloud", "prompt": "c116-l3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure-heavy / Microsoft shop? → Defender for Cloud."}, {"id": "mai-20260917-0922-baseline|c116-l3|deepseek-small|Orca Security", "prompt": "c116-l3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Agentless + strong data security, mid-market budget? → Orca."}, {"id": "mai-20260917-0922-baseline|c116-l3|deepseek-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Runtime/endpoint consolidation on CrowdStrike? → Falcon Cloud Security."}, {"id": "mai-20260917-0922-baseline|c116-l3|deepseek-small|Tenable Cloud Security", "prompt": "c116-l3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Hybrid cloud + on-prem and vulnerability lineage? → Tenable."}, {"id": "mai-20260917-0922-baseline|c116-l3|deepseek-small|Sysdig", "prompt": "c116-l3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other Notable Mention — Sysdig"}, {"id": "mai-20260917-0922-baseline|c116-l3|deepseek-small|Prowler", "prompt": "c116-l3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prowler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free/OSS options: Prowler (open-source posture floor)"}, {"id": "mai-20260917-0922-baseline|c116-l3|google-small|Wiz", "prompt": "c116-l3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz is widely regarded as an industry gold standard for multi-cloud security."}, {"id": "mai-20260917-0922-baseline|c116-l3|google-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c116-l3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prisma Cloud is the heavyweight champion of cloud security breadth"}, {"id": "mai-20260917-0922-baseline|c116-l3|google-small|Orca Security", "prompt": "c116-l3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Orca is the direct competitor to Wiz and the pioneer of \"zero-agent\" cloud security."}, {"id": "mai-20260917-0922-baseline|c116-l3|google-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose CrowdStrike if you have a massive endpoint footprint"}, {"id": "mai-20260917-0922-baseline|c116-l3|google-small|Fortinet (Lacework FortiCNAPP)", "prompt": "c116-l3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Fortinet (Lacework FortiCNAPP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose FortiCNAPP if you are a Fortinet customer"}, {"id": "mai-20260917-0922-baseline|c116-l3|meta-small|Wiz", "prompt": "c116-l3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Wiz is useful for teams that want agentless visibility without waiting on workload deployment"}, {"id": "mai-20260917-0922-baseline|c116-l3|meta-small|Cloudaware", "prompt": "c116-l3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloudaware is useful when cloud posture needs CMDB context, ownership, inventory, compliance reporting"}, {"id": "mai-20260917-0922-baseline|c116-l3|meta-small|Orca", "prompt": "c116-l3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Orca fits teams that want quick onboarding and broad coverage without agents."}, {"id": "mai-20260917-0922-baseline|c116-l3|meta-small|Palo Alto Networks Prisma Cloud", "prompt": "c116-l3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comprehensive cloud-native security platform designed for enterprises managing complex, multi-cloud environments"}, {"id": "mai-20260917-0922-baseline|c116-l3|meta-small|Microsoft Defender for Cloud", "prompt": "c116-l3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "offers a free foundational tier plus published per-resource plans"}, {"id": "mai-20260917-0922-baseline|c116-l3|meta-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a CrowdStrike-integrated cloud defense solution"}, {"id": "mai-20260917-0922-baseline|c116-l3|meta-small|Tenable Cloud Security", "prompt": "c116-l3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "provides vulnerability and identity risk analysis"}, {"id": "mai-20260917-0922-baseline|c116-l3|minimax-small|Wiz", "prompt": "c116-l3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** and **Prisma Cloud** lead in overall capabilities"}, {"id": "mai-20260917-0922-baseline|c116-l3|minimax-small|Palo Alto Networks Prisma Cloud", "prompt": "c116-l3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wiz** and **Prisma Cloud** lead in overall capabilities"}, {"id": "mai-20260917-0922-baseline|c116-l3|minimax-small|Microsoft Defender for Cloud", "prompt": "c116-l3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Defender for Cloud** offers strong value for Azure-heavy organizations"}, {"id": "mai-20260917-0922-baseline|c116-l3|minimax-small|Orca Security", "prompt": "c116-l3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pioneered agentless scanning, strong at finding misconfigurations"}, {"id": "mai-20260917-0922-baseline|c116-l3|minimax-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Combines CSPM with runtime protection and agent-based defense"}, {"id": "mai-20260917-0922-baseline|c116-l3|minimax-small|Tenable Cloud Security", "prompt": "c116-l3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong vulnerability-to-identity correlation"}, {"id": "mai-20260917-0922-baseline|c116-l3|minimax-small|Lacework Polygraph", "prompt": "c116-l3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Lacework Polygraph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Polygraph data platform provides behavioral insights"}, {"id": "mai-20260917-0922-baseline|c116-l3|minimax-small|Sysdig", "prompt": "c116-l3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong performer in Gartner Voice of the Customer (5-star rating)"}, {"id": "mai-20260917-0922-baseline|c116-l3|mistral-small|Wiz", "prompt": "c116-l3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Wiz**\n- **Best for:** Mid to large enterprises seeking deep attack-path correlation and unified visibility across multicloud environments."}, {"id": "mai-20260917-0922-baseline|c116-l3|mistral-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c116-l3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Enterprises needing a broad, integrated security platform"}, {"id": "mai-20260917-0922-baseline|c116-l3|mistral-small|Microsoft Defender for Cloud", "prompt": "c116-l3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Enterprises heavily invested in Azure or hybrid environments."}, {"id": "mai-20260917-0922-baseline|c116-l3|mistral-small|Orca Security", "prompt": "c116-l3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprises prioritizing agentless speed and simplicity."}, {"id": "mai-20260917-0922-baseline|c116-l3|mistral-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Mid to large enterprises seeking integrated cloud defense (CNAPP/EDR)."}, {"id": "mai-20260917-0922-baseline|c116-l3|mistral-small|Tenable Cloud Security", "prompt": "c116-l3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Dev and production environments requiring vulnerability and posture management."}, {"id": "mai-20260917-0922-baseline|c116-l3|moonshot-small|Wiz", "prompt": "c116-l3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Want fastest agentless visibility** → **Wiz**"}, {"id": "mai-20260917-0922-baseline|c116-l3|moonshot-small|Palo Alto Prisma Cloud", "prompt": "c116-l3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need broadest platform with deep compliance** → **Prisma Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-l3|moonshot-small|Orca Security", "prompt": "c116-l3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prioritize data security with agentless** → **Orca**"}, {"id": "mai-20260917-0922-baseline|c116-l3|moonshot-small|Microsoft Defender for Cloud", "prompt": "c116-l3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure-heavy, budget-conscious** → **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-l3|moonshot-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Consolidating endpoint + cloud** → **CrowdStrike**"}, {"id": "mai-20260917-0922-baseline|c116-l3|openai-small|Microsoft Defender for Cloud", "prompt": "c116-l3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strong if you are heavily invested in **Azure**, but it also covers **AWS and GCP**."}, {"id": "mai-20260917-0922-baseline|c116-l3|openai-small|AWS Security Hub CSPM", "prompt": "c116-l3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "AWS Security Hub CSPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best fit for organizations centered on **AWS**."}, {"id": "mai-20260917-0922-baseline|c116-l3|openai-small|Wiz", "prompt": "c116-l3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Commonly chosen as a **CNAPP-first** platform that includes CSPM"}, {"id": "mai-20260917-0922-baseline|c116-l3|openai-small|Palo Alto Networks Prisma Cloud", "prompt": "c116-l3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another major **CNAPP** platform that includes CSPM plus workload, code, and runtime protections."}, {"id": "mai-20260917-0922-baseline|c116-l3|openai-small|Orca Security", "prompt": "c116-l3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise multicloud CSPM/CNAPP platform often differentiated by **agentless scanning**"}, {"id": "mai-20260917-0922-baseline|c116-l3|openai-small|Check Point CloudGuard", "prompt": "c116-l3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise CSPM option with compliance and multicloud posture management strength."}, {"id": "mai-20260917-0922-baseline|c116-l3|openai-small|Tenable Cloud Security", "prompt": "c116-l3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong in organizations that already use Tenable for vulnerability management"}, {"id": "mai-20260917-0922-baseline|c116-l3|openai-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Typically evaluated by enterprises that want cloud posture plus strong threat detection/response alignment"}, {"id": "mai-20260917-0922-baseline|c116-l3|xai-small|Wiz", "prompt": "c116-l3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader in agentless CNAPP with graph-based risk analysis."}, {"id": "mai-20260917-0922-baseline|c116-l3|xai-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c116-l3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Broadest enterprise CNAPP suite."}, {"id": "mai-20260917-0922-baseline|c116-l3|xai-small|Orca Security", "prompt": "c116-l3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pioneer in agentless SideScanning for deep visibility."}, {"id": "mai-20260917-0922-baseline|c116-l3|xai-small|Lacework (now FortiCNAPP)", "prompt": "c116-l3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Lacework (now FortiCNAPP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Behavioral analytics-focused CNAPP."}, {"id": "mai-20260917-0922-baseline|c116-l3|xai-small|Microsoft Defender for Cloud", "prompt": "c116-l3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for Azure-heavy or hybrid setups with cost-effective tiers."}, {"id": "mai-20260917-0922-baseline|c116-l3|xai-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "notable but less dominant in pure CSPM rankings"}, {"id": "mai-20260917-0922-baseline|c116-l3|xai-small|Tenable Cloud Security", "prompt": "c116-l3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "notable but less dominant in pure CSPM rankings"}, {"id": "mai-20260917-0922-baseline|c116-l3|xai-small|Check Point CloudGuard", "prompt": "c116-l3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "notable but less dominant in pure CSPM rankings"}, {"id": "mai-20260917-0922-baseline|c116-l3|zai-small|Palo Alto Networks Prisma Cloud", "prompt": "c116-l3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a full‑featured CNAPP that integrates CSPM with runtime protection... widely regarded for breadth of coverage"}, {"id": "mai-20260917-0922-baseline|c116-l3|zai-small|Wiz", "prompt": "c116-l3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "an agentless platform focused on attack‑path analysis and risk correlation"}, {"id": "mai-20260917-0922-baseline|c116-l3|zai-small|Microsoft Defender for Cloud", "prompt": "c116-l3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft's native CSPM offering for Azure and hybrid environments"}, {"id": "mai-20260917-0922-baseline|c116-l3|zai-small|Orca Security", "prompt": "c116-l3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "an agentless CNAPP with a strong emphasis on quick onboarding"}, {"id": "mai-20260917-0922-baseline|c116-l3|zai-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a threat‑intelligent CSPM that combines posture assessment with runtime protection"}, {"id": "mai-20260917-0922-baseline|c116-l3|zai-small|Tenable Cloud Security", "prompt": "c116-l3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "formerly Ermetic, now part of Tenable"}, {"id": "mai-20260917-0922-baseline|c116-l3|zai-small|FortiCNAPP", "prompt": "c116-l3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "FortiCNAPP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "formerly Lacework, now under Fortinet"}, {"id": "mai-20260917-0922-baseline|c116-l3|zai-small|PingSafe", "prompt": "c116-l3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "PingSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a real‑time cloud infrastructure monitoring platform"}, {"id": "mai-20260917-0922-baseline|c116-l3|zai-small|Cloudaware", "prompt": "c116-l3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a posture platform that prioritizes asset inventory, ownership tracking, CMDB context"}, {"id": "mai-20260917-0922-baseline|c116-l4|alibaba-small|Orca Security", "prompt": "c116-l4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Verdict: Start with **Orca Security** for the lowest risk-to-cost ratio, or **Wiz**"}, {"id": "mai-20260917-0922-baseline|c116-l4|alibaba-small|Wiz", "prompt": "c116-l4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the top recommendations for this specific profile are **Orca Security** and **Wiz**"}, {"id": "mai-20260917-0922-baseline|c116-l4|alibaba-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c116-l4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Prisma is historically known for its complexity and higher total cost of ownership. Pricing can sometimes become unpredictable"}, {"id": "mai-20260917-0922-baseline|c116-l4|anthropic-small|AWS Security Hub", "prompt": "c116-l4", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS Security Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS Security Hub** stands out as the best option for predictable costs at scale."}, {"id": "mai-20260917-0922-baseline|c116-l4|anthropic-small|Orca Security", "prompt": "c116-l4", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Orca Security's compute-asset pricing** provides better predictability than credit-based competitors"}, {"id": "mai-20260917-0922-baseline|c116-l4|anthropic-small|Prisma Cloud", "prompt": "c116-l4", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Credit-based pricing needs modeling; can be more than mid-market teams require"}, {"id": "mai-20260917-0922-baseline|c116-l4|anthropic-small|Microsoft Defender for Cloud", "prompt": "c116-l4", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "credit consumption accelerates with multi-cloud deployments, which can make pricing unpredictable"}, {"id": "mai-20260917-0922-baseline|c116-l4|anthropic-small|Wiz", "prompt": "c116-l4", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but uses a credit-based system similar to Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c116-l4|challenger-small|Microsoft Defender for Cloud", "prompt": "c116-l4", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest fit from the results is **Microsoft Defender for Cloud** if your environment is primarily Azure"}, {"id": "mai-20260917-0922-baseline|c116-l4|challenger-small|Palo Alto Prisma Cloud", "prompt": "c116-l4", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strongest enterprise CSPM/CNAPP choice in these results, but it is sold as a **custom subscription / credit-based enterprise contract**"}, {"id": "mai-20260917-0922-baseline|c116-l4|challenger-small|Wiz", "prompt": "c116-l4", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Strong visibility and attack-path analysis, but pricing is custom and workload-based"}, {"id": "mai-20260917-0922-baseline|c116-l4|deepseek-small|Palo Alto Prisma Cloud", "prompt": "c116-l4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary pick:** **Palo Alto Prisma Cloud** \\u2014 because it\\u2019s the most mature platform for enterprise compliance"}, {"id": "mai-20260917-0922-baseline|c116-l4|deepseek-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Best hybrid per-seat + flat fee* ... Predictability: High if you negotiate a fixed annual fee"}, {"id": "mai-20260917-0922-baseline|c116-l4|deepseek-small|Microsoft Defender for Cloud", "prompt": "c116-l4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Secondary pick if you\\u2019re Microsoft-centric:** **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-l4|deepseek-small|Wiz", "prompt": "c116-l4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** pure per-workload vendors (Wiz, Orca) unless you can secure a **contractual price cap**"}, {"id": "mai-20260917-0922-baseline|c116-l4|deepseek-small|Datadog Cloud Security Management", "prompt": "c116-l4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Datadog Cloud Security Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Predictability: High if you buy the flat org-wide license"}, {"id": "mai-20260917-0922-baseline|c116-l4|deepseek-small|Orca", "prompt": "c116-l4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid** pure per-workload vendors (Wiz, Orca)"}, {"id": "mai-20260917-0922-baseline|c116-l4|google-small|Aikido Security", "prompt": "c116-l4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Aikido is highly regarded for its developer-friendly posture management and its **flat-rate enterprise plans that include unlimited users**."}, {"id": "mai-20260917-0922-baseline|c116-l4|google-small|Hyperglance", "prompt": "c116-l4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Hyperglance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hyperglance guarantees zero per-seat pricing surprises."}, {"id": "mai-20260917-0922-baseline|c116-l4|google-small|Wiz", "prompt": "c116-l4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "standard \"by the workload\" pricing can be highly volatile... High entry cost (often starting in the six-figure range for enterprises)"}, {"id": "mai-20260917-0922-baseline|c116-l4|google-small|Orca Security", "prompt": "c116-l4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "standard \"by the workload\" pricing can be highly volatile... requires strict negotiation to avoid automatic overage charges"}, {"id": "mai-20260917-0922-baseline|c116-l4|google-small|Arctic Wolf Managed CSPM", "prompt": "c116-l4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Arctic Wolf Managed CSPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Arctic Wolf prices its managed services on a **flat, predictable subscription model based on stable parameters**"}, {"id": "mai-20260917-0922-baseline|c116-l4|google-small|Group-IB CSPM (Unified Risk Platform)", "prompt": "c116-l4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Group-IB CSPM (Unified Risk Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Group-IB has structured this platform specifically for **predictable TCO**."}, {"id": "mai-20260917-0922-baseline|c116-l4|meta-small|Prisma Cloud by Palo Alto", "prompt": "c116-l4", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prisma Cloud by Palo Alto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is Prisma Cloud by Palo Alto. It is a comprehensive CNAPP that offers broad coverage and compliance across multicloud environments"}, {"id": "mai-20260917-0922-baseline|c116-l4|minimax-small|Cloudflare CASB", "prompt": "c116-l4", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Cloudflare CASB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Cloudflare CASB"}, {"id": "mai-20260917-0922-baseline|c116-l4|minimax-small|Microsoft Defender for Cloud", "prompt": "c116-l4", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Usage-based but predictable in another way... Free foundational CSPM tier available"}, {"id": "mai-20260917-0922-baseline|c116-l4|minimax-small|CSPM.io", "prompt": "c116-l4", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "CSPM.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers unlimited users at $299/month (annual license)"}, {"id": "mai-20260917-0922-baseline|c116-l4|minimax-small|DigitalOcean CSPM", "prompt": "c116-l4", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "DigitalOcean CSPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More suited for smaller environments"}, {"id": "mai-20260917-0922-baseline|c116-l4|minimax-small|Wiz", "prompt": "c116-l4", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "use **usage-based pricing** (per asset, per resource, per finding) rather than per-user pricing. This can become unpredictable at scale."}, {"id": "mai-20260917-0922-baseline|c116-l4|minimax-small|Orca", "prompt": "c116-l4", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "use **usage-based pricing**... This can become unpredictable at scale."}, {"id": "mai-20260917-0922-baseline|c116-l4|minimax-small|Prisma Cloud", "prompt": "c116-l4", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "use **usage-based pricing**... This can become unpredictable at scale."}, {"id": "mai-20260917-0922-baseline|c116-l4|minimax-small|Sonrai", "prompt": "c116-l4", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Sonrai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "use **usage-based pricing**... This can become unpredictable at scale."}, {"id": "mai-20260917-0922-baseline|c116-l4|mistral-small|Palo Alto Prisma Cloud", "prompt": "c116-l4", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Prisma Cloud** and **Wiz** are the top choices"}, {"id": "mai-20260917-0922-baseline|c116-l4|mistral-small|Wiz", "prompt": "c116-l4", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Palo Alto Prisma Cloud** and **Wiz** are the top choices"}, {"id": "mai-20260917-0922-baseline|c116-l4|mistral-small|Microsoft Defender for Cloud", "prompt": "c116-l4", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Defender for Cloud** is a strong alternative for Azure-centric environments."}, {"id": "mai-20260917-0922-baseline|c116-l4|moonshot-small|Microsoft Defender for Cloud", "prompt": "c116-l4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-l4|moonshot-small|Prisma Cloud", "prompt": "c116-l4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: **Palo Alto Prisma Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-l4|moonshot-small|Wiz", "prompt": "c116-l4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Wiz and Orca price per asset/workload, which fluctuates with cloud growth"}, {"id": "mai-20260917-0922-baseline|c116-l4|moonshot-small|Orca", "prompt": "c116-l4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Wiz and Orca price per asset/workload, which fluctuates with cloud growth"}, {"id": "mai-20260917-0922-baseline|c116-l4|openai-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l4", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike Falcon Cloud Security** is the safest default pick if \"predictable cost\" matters most"}, {"id": "mai-20260917-0922-baseline|c116-l4|openai-small|Wiz", "prompt": "c116-l4", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wiz** is also a top-tier choice, but its pricing page likewise points to **custom quote pricing**"}, {"id": "mai-20260917-0922-baseline|c116-l4|openai-small|Orca Security", "prompt": "c116-l4", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Orca Security** is another strong enterprise option"}, {"id": "mai-20260917-0922-baseline|c116-l4|xai-small|Microsoft Defender for Cloud", "prompt": "c116-l4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Cloud** stands out as the best CSPM platform for a large company needing predictable total costs"}, {"id": "mai-20260917-0922-baseline|c116-l4|xai-small|Wiz", "prompt": "c116-l4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Custom negotiations; scales with resources but opaque upfront—no public calculator... but not \"predictable total cost.\""}, {"id": "mai-20260917-0922-baseline|c116-l4|xai-small|Prisma Cloud", "prompt": "c116-l4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Credits vary by module/resource type; complex for large-scale forecasting... budgeting friction."}, {"id": "mai-20260917-0922-baseline|c116-l4|xai-small|Orca Security", "prompt": "c116-l4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "custom pricing lacks transparency. | Strong, but not fixed/predictable."}, {"id": "mai-20260917-0922-baseline|c116-l4|xai-small|AWS Security Hub", "prompt": "c116-l4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good native AWS CSPM, less multi-cloud depth."}, {"id": "mai-20260917-0922-baseline|c116-l4|xai-small|Google SCC Enterprise", "prompt": "c116-l4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Google SCC Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If heavily non-Azure, Google SCC Enterprise offers similar subscription predictability."}, {"id": "mai-20260917-0922-baseline|c116-l4|xai-small|Uptycs", "prompt": "c116-l4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Uptycs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Scales linearly with users/hosts—cost explodes at \"thousands of users.\" Not CSPM-primary."}, {"id": "mai-20260917-0922-baseline|c116-l4|xai-small|CrowdStrike", "prompt": "c116-l4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Scales linearly with users/hosts—cost explodes at \"thousands of users.\" Not CSPM-primary."}, {"id": "mai-20260917-0922-baseline|c116-l4|zai-small|Microsoft Defender for Cloud", "prompt": "c116-l4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation: Microsoft Defender for Cloud"}, {"id": "mai-20260917-0922-baseline|c116-l4|zai-small|Uptycs", "prompt": "c116-l4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Uptycs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Strong Alternative: Uptycs"}, {"id": "mai-20260917-0922-baseline|c116-l4|zai-small|Wiz", "prompt": "c116-l4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Wiz: Also uses a credit-based/custom enterprise model... less predictable for ongoing budgeting."}, {"id": "mai-20260917-0922-baseline|c116-l4|zai-small|Palo Alto (Prisma Cloud)", "prompt": "c116-l4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Palo Alto (Prisma Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Uses a credit-based pricing model... making it difficult to predict costs without a lengthy sales cycle."}, {"id": "mai-20260917-0922-baseline|c116-l4|zai-small|Snyk", "prompt": "c116-l4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Uses a per-developer model... this model becomes expensive and inaccurate"}, {"id": "mai-20260917-0922-baseline|c116-l5|alibaba-small|Wiz", "prompt": "c116-l5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz:** Industry leader in graph-based visibility and attack path analysis. High speed to value."}, {"id": "mai-20260917-0922-baseline|c116-l5|alibaba-small|Orca", "prompt": "c116-l5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Orca Security:** Pioneer of \"SideScanning\" (agentless). Excellent for organizations that hate installing software."}, {"id": "mai-20260917-0922-baseline|c116-l5|alibaba-small|Datadog", "prompt": "c116-l5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "installing agents (e.g., Datadog/CrowdStrike/Prisma agents) onto thousands of workloads increases operational overhead"}, {"id": "mai-20260917-0922-baseline|c116-l5|alibaba-small|CrowdStrike", "prompt": "c116-l5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "installing agents (e.g., Datadog/CrowdStrike/Prisma agents) onto thousands of workloads increases operational overhead"}, {"id": "mai-20260917-0922-baseline|c116-l5|alibaba-small|Microsoft Defender for Cloud", "prompt": "c116-l5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best value if your entire company runs exclusively on Azure."}, {"id": "mai-20260917-0922-baseline|c116-l5|alibaba-small|Palo Alto Prisma Cloud", "prompt": "c116-l5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for \"CNAPP\" (Converged Platform)—if you also need Runtime Protection and Container security later."}, {"id": "mai-20260917-0922-baseline|c116-l5|google-small|Wiz", "prompt": "c116-l5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Modern CSPMs (like Wiz, Orca, or Palo Alto Prisma Cloud) use a \"security graph\" to prioritize risk."}, {"id": "mai-20260917-0922-baseline|c116-l5|google-small|Orca", "prompt": "c116-l5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Modern CSPMs (like Wiz, Orca, or Palo Alto Prisma Cloud) use a \"security graph\" to prioritize risk."}, {"id": "mai-20260917-0922-baseline|c116-l5|google-small|Palo Alto Prisma Cloud", "prompt": "c116-l5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Modern CSPMs (like Wiz, Orca, or Palo Alto Prisma Cloud) use a \"security graph\" to prioritize risk."}, {"id": "mai-20260917-0922-baseline|c116-l5|meta-small|Palo Alto Networks Prisma Cloud", "prompt": "c116-l5", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Offers CSPM, compliance management, and Code to Cloud Remediation."}, {"id": "mai-20260917-0922-baseline|c116-l5|meta-small|SecureSlate", "prompt": "c116-l5", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "SecureSlate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides a compliance-integrated CSPM platform for SOC 2 and multi-cloud compliance."}, {"id": "mai-20260917-0922-baseline|c116-l5|meta-small|Wiz", "prompt": "c116-l5", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a CSPM solution that identifies cloud risks and provides exposure management."}, {"id": "mai-20260917-0922-baseline|c116-l5|meta-small|Cloudaware", "prompt": "c116-l5", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides a CSPM solution that offers CMDB context, ownership, inventory, compliance reporting"}, {"id": "mai-20260917-0922-baseline|c116-l5|meta-small|Microsoft Defender", "prompt": "c116-l5", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A natural fit for Azure-centric environments, offering CSPM, workload protection, compliance"}, {"id": "mai-20260917-0922-baseline|c116-l5|minimax-small|Wiz", "prompt": "c116-l5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Wiz**: Strong for identity-based exposure and multi-cloud visibility"}, {"id": "mai-20260917-0922-baseline|c116-l5|minimax-small|Prisma Cloud (Palo Alto)", "prompt": "c116-l5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Prisma Cloud (Palo Alto)**: Enterprise-grade, broad coverage"}, {"id": "mai-20260917-0922-baseline|c116-l5|minimax-small|Orca Security", "prompt": "c116-l5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Orca Security**: Fast onboarding, agentless"}, {"id": "mai-20260917-0922-baseline|c116-l5|minimax-small|Lacework", "prompt": "c116-l5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Lacework**: Strong for compliance reporting and inventory management"}, {"id": "mai-20260917-0922-baseline|c116-l5|minimax-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you already use CrowdStrike ecosystem"}, {"id": "mai-20260917-0922-baseline|c116-l5|mistral-small|Wiz", "prompt": "c116-l5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Wiz** | Full-stack CSPM + CNAPP, deep cloud-native insights | Multi-cloud, DevSecOps teams"}, {"id": "mai-20260917-0922-baseline|c116-l5|mistral-small|Palo Alto Prisma Cloud", "prompt": "c116-l5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong compliance, CIEM, and CWPP integration | Enterprises with Palo Alto stack"}, {"id": "mai-20260917-0922-baseline|c116-l5|mistral-small|AWS Security Hub + GuardDuty", "prompt": "c116-l5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "AWS Security Hub + GuardDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Native AWS integration, cost-effective | AWS-heavy environments"}, {"id": "mai-20260917-0922-baseline|c116-l5|mistral-small|Microsoft Defender for Cloud", "prompt": "c116-l5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Native Azure integration, Microsoft ecosystem | Azure-heavy environments"}, {"id": "mai-20260917-0922-baseline|c116-l5|mistral-small|Google Security Command Center", "prompt": "c116-l5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Google Security Command Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Native GCP integration, data-centric security | GCP-heavy environments"}, {"id": "mai-20260917-0922-baseline|c116-l5|mistral-small|Check Point CloudGuard", "prompt": "c116-l5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong compliance, multi-cloud support | Hybrid/multi-cloud"}, {"id": "mai-20260917-0922-baseline|c116-l5|mistral-small|Aqua Security (Trivy)", "prompt": "c116-l5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Aqua Security (Trivy)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source roots, strong container security | Kubernetes-heavy environments"}, {"id": "mai-20260917-0922-baseline|c116-l5|mistral-small|Lacework", "prompt": "c116-l5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Behavioral analytics, anomaly detection | Dynamic workloads"}, {"id": "mai-20260917-0922-baseline|c116-l5|moonshot-small|Wiz", "prompt": "c116-l5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** | Attack-path correlation, fast time-to-value, agentless | Quote-only pricing; verify enterprise support model"}, {"id": "mai-20260917-0922-baseline|c116-l5|moonshot-small|Prisma Cloud (Palo Alto)", "prompt": "c116-l5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deepest compliance library, full CNAPP breadth | Higher complexity; ensure you need all modules"}, {"id": "mai-20260917-0922-baseline|c116-l5|moonshot-small|Microsoft Defender for Cloud", "prompt": "c116-l5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-effective if Azure-centric, free foundational tier | Verify multi-cloud parity if not Azure-heavy"}, {"id": "mai-20260917-0922-baseline|c116-l5|moonshot-small|Orca Security", "prompt": "c116-l5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Agentless SideScanning, strong prioritization | Verify SOC 2 evidence automation depth"}, {"id": "mai-20260917-0922-baseline|c116-l5|xai-small|Orca Security", "prompt": "c116-l5", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Shortlist Vendors**: Orca Security, Prisma Cloud (Palo Alto), Wiz, Lacework, CloudNative (based on 2026 analyst rankings for enterprise fit)."}, {"id": "mai-20260917-0922-baseline|c116-l5|xai-small|Prisma Cloud (Palo Alto)", "prompt": "c116-l5", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Shortlist Vendors**: Orca Security, Prisma Cloud (Palo Alto), Wiz, Lacework, CloudNative"}, {"id": "mai-20260917-0922-baseline|c116-l5|xai-small|Wiz", "prompt": "c116-l5", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Shortlist Vendors**: Orca Security, Prisma Cloud (Palo Alto), Wiz, Lacework, CloudNative"}, {"id": "mai-20260917-0922-baseline|c116-l5|xai-small|Lacework", "prompt": "c116-l5", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Shortlist Vendors**: Orca Security, Prisma Cloud (Palo Alto), Wiz, Lacework, CloudNative"}, {"id": "mai-20260917-0922-baseline|c116-l5|xai-small|CloudNative", "prompt": "c116-l5", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "CloudNative", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Shortlist Vendors**: Orca Security, Prisma Cloud (Palo Alto), Wiz, Lacework, CloudNative"}, {"id": "mai-20260917-0922-baseline|c116-l5|zai-small|Wiz", "prompt": "c116-l5", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Does the CSPM integrate with your Cloud Workload Protection Platform (e.g., CrowdStrike, Wiz, or SentinelOne)"}, {"id": "mai-20260917-0922-baseline|c116-l6|alibaba-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c116-l6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "High complexity, steep learning curve, potential for high alert noise."}, {"id": "mai-20260917-0922-baseline|c116-l6|alibaba-small|Wiz", "prompt": "c116-l6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wiz** is currently the market leader for balancing speed, accuracy, and breadth, making it the safest default choice"}, {"id": "mai-20260917-0922-baseline|c116-l6|alibaba-small|Orca Security", "prompt": "c116-l6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Weaker support for Oracle (OCI) and Alibaba clouds; lighter remediation automation."}, {"id": "mai-20260917-0922-baseline|c116-l6|alibaba-small|AWS Security Hub", "prompt": "c116-l6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "AWS Security Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "cautious about relying on them as the **sole** CSPM solution"}, {"id": "mai-20260917-0922-baseline|c116-l6|alibaba-small|Azure Security Center", "prompt": "c116-l6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Azure Security Center", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "cautious about relying on them as the **sole** CSPM solution"}, {"id": "mai-20260917-0922-baseline|c116-l6|alibaba-small|GCP Security Command Center", "prompt": "c116-l6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "GCP Security Command Center", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "cautious about relying on them as the **sole** CSPM solution"}, {"id": "mai-20260917-0922-baseline|c116-l6|alibaba-small|Microsoft Defender for Cloud", "prompt": "c116-l6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "sticking with **Microsoft Defender for Cloud** is often the wisest strategic move"}, {"id": "mai-20260917-0922-baseline|c116-l6|challenger-small|Microsoft Defender for Cloud", "prompt": "c116-l6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Microsoft Defender for Cloud** if your enterprise is **not Azure-centric**... less compelling as a neutral multi-cloud standard."}, {"id": "mai-20260917-0922-baseline|c116-l6|challenger-small|Palo Alto Prisma Cloud", "prompt": "c116-l6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "A practitioner thread explicitly warns \"don't deal with Palo Alto,\" and the buying guides frame Prisma Cloud as a broad enterprise CNAPP rather than a simple CSPM"}, {"id": "mai-20260917-0922-baseline|c116-l6|challenger-small|Aikido Security", "prompt": "c116-l6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Aikido Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "that same profile can be a mismatch for large enterprises needing broad policy, compliance, and governance workflows"}, {"id": "mai-20260917-0922-baseline|c116-l6|challenger-small|Sweet Security", "prompt": "c116-l6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Sweet Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "runtime-oriented and not strongest on compliance automation, which suggests it may be better as a specialized tool than a primary enterprise CSPM"}, {"id": "mai-20260917-0922-baseline|c116-l6|challenger-small|AWS Security Hub", "prompt": "c116-l6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "AWS Security Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**AWS Security Hub** or similar cloud-native starting points, if you operate a **large, multi-cloud estate**... large enterprises should move toward broader platforms"}, {"id": "mai-20260917-0922-baseline|c116-l6|challenger-small|Wiz", "prompt": "c116-l6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "matrix for specific vendors like **Wiz, Orca, Prisma, Defender for Cloud, CrowdStrike, Datadog, Aqua, and Aikido**"}, {"id": "mai-20260917-0922-baseline|c116-l6|challenger-small|Orca", "prompt": "c116-l6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "matrix for specific vendors like **Wiz, Orca, Prisma, Defender for Cloud, CrowdStrike, Datadog, Aqua, and Aikido**"}, {"id": "mai-20260917-0922-baseline|c116-l6|challenger-small|CrowdStrike", "prompt": "c116-l6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "matrix for specific vendors like **Wiz, Orca, Prisma, Defender for Cloud, CrowdStrike, Datadog, Aqua, and Aikido**"}, {"id": "mai-20260917-0922-baseline|c116-l6|challenger-small|Datadog", "prompt": "c116-l6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "matrix for specific vendors like **Wiz, Orca, Prisma, Defender for Cloud, CrowdStrike, Datadog, Aqua, and Aikido**"}, {"id": "mai-20260917-0922-baseline|c116-l6|challenger-small|Aqua", "prompt": "c116-l6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "matrix for specific vendors like **Wiz, Orca, Prisma, Defender for Cloud, CrowdStrike, Datadog, Aqua, and Aikido**"}, {"id": "mai-20260917-0922-baseline|c116-l6|deepseek-small|Palo Alto Prisma Cloud", "prompt": "c116-l6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Verdict: Avoid if you don't have a large security team dedicated to Palo Alto's ecosystem. The licensing model alone has driven many enterprises to switch vendors mid-contract."}, {"id": "mai-20260917-0922-baseline|c116-l6|deepseek-small|Wiz", "prompt": "c116-l6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avoid if you're highly cost-sensitive, have a large on-prem footprint, or operate in a jurisdiction with strict data residency rules"}, {"id": "mai-20260917-0922-baseline|c116-l6|deepseek-small|Orca Security", "prompt": "c116-l6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid if you need active runtime enforcement or if you want a flat, predictable pricing model without module-based upsells."}, {"id": "mai-20260917-0922-baseline|c116-l6|deepseek-small|CrowdStrike (CNAPP / Falcon Cloud Security)", "prompt": "c116-l6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "CrowdStrike (CNAPP / Falcon Cloud Security)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid if you're buying it *just* for CSPM. Use it as your endpoint solution and pair it with a purpose-built CSPM tool."}, {"id": "mai-20260917-0922-baseline|c116-l6|deepseek-small|Zscaler (Posture Control)", "prompt": "c116-l6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Zscaler (Posture Control)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid if your primary need is cloud posture, not SSE. ... it's not a standalone CSPM."}, {"id": "mai-20260917-0922-baseline|c116-l6|deepseek-small|Microsoft Defender for Cloud", "prompt": "c116-l6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid if you're a serious multi-cloud enterprise (AWS + GCP + Oracle, etc.). Use it only for your Azure environment."}, {"id": "mai-20260917-0922-baseline|c116-l6|deepseek-small|Rapid7", "prompt": "c116-l6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "This prevents the \"one-tool-fits-all\" failure that Pluralsight, Rapid7, and others have repeatedly hit at enterprise scale."}, {"id": "mai-20260917-0922-baseline|c116-l6|google-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c116-l6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise buyers frequently note that it has a steep learning curve, a complex and sometimes disjointed console interface, and highly complex deployment processes"}, {"id": "mai-20260917-0922-baseline|c116-l6|google-small|Fortinet (Lacework)", "prompt": "c116-l6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Fortinet (Lacework)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprises looking at Lacework should approach with caution and closely scrutinize the long-term roadmap."}, {"id": "mai-20260917-0922-baseline|c116-l6|google-small|Wiz", "prompt": "c116-l6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Modern, enterprise-ready CSPMs (like Wiz or Orca Security) do not just list misconfigurations; they map the exact path an attacker could take"}, {"id": "mai-20260917-0922-baseline|c116-l6|google-small|Orca Security", "prompt": "c116-l6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Modern, enterprise-ready CSPMs (like Wiz or Orca Security) do not just list misconfigurations"}, {"id": "mai-20260917-0922-baseline|c116-l6|google-small|AWS Security Hub", "prompt": "c116-l6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "AWS Security Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they are highly limited for multi-cloud enterprises"}, {"id": "mai-20260917-0922-baseline|c116-l6|google-small|Microsoft Defender for Cloud", "prompt": "c116-l6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they are highly limited for multi-cloud enterprises"}, {"id": "mai-20260917-0922-baseline|c116-l6|google-small|Google Cloud Security Command Center", "prompt": "c116-l6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Google Cloud Security Command Center", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they are highly limited for multi-cloud enterprises"}, {"id": "mai-20260917-0922-baseline|c116-l6|google-small|Prowler", "prompt": "c116-l6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prowler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Using raw open-source projects as the *only* CSPM across a massive, regulated enterprise footprint is a recipe for operational overhead."}, {"id": "mai-20260917-0922-baseline|c116-l6|google-small|Cloud Custodian", "prompt": "c116-l6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Cloud Custodian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "These tools lack the centralized enterprise-grade governance, complex behavioral modeling, auto-remediation workflows"}, {"id": "mai-20260917-0922-baseline|c116-l6|meta-small|Palo Alto", "prompt": "c116-l6", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Palo Alto is mentioned as a vendor to avoid."}, {"id": "mai-20260917-0922-baseline|c116-l6|minimax-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c116-l6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the evidence suggests avoiding Palo Alto Prisma Cloud despite its market presence"}, {"id": "mai-20260917-0922-baseline|c116-l6|minimax-small|Snyk", "prompt": "c116-l6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Snyk - reported issues with owner context, risk priority, IT compliance, exception lifecycle, workflows, and reporting"}, {"id": "mai-20260917-0922-baseline|c116-l6|minimax-small|Darktrace", "prompt": "c116-l6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Darktrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Darktrace - limitations in risk priority, IT compliance, exception lifecycle, and reporting"}, {"id": "mai-20260917-0922-baseline|c116-l6|minimax-small|Wiz", "prompt": "c116-l6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "instead considering platforms like **Wiz** or **Orca Security** that are specifically noted for attack-path correlation and agentless deployment"}, {"id": "mai-20260917-0922-baseline|c116-l6|minimax-small|Orca Security", "prompt": "c116-l6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "considering platforms like **Wiz** or **Orca Security** that are specifically noted for attack-path correlation and agentless deployment"}, {"id": "mai-20260917-0922-baseline|c116-l6|minimax-small|Microsoft Defender for Cloud", "prompt": "c116-l6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or **Microsoft Defender for Cloud** for Azure-heavy environments"}, {"id": "mai-20260917-0922-baseline|c116-l6|mistral-small|Microsoft Defender for Cloud", "prompt": "c116-l6", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "tightly integrated with a single cloud provider (e.g., Microsoft Defender for Cloud for Azure) ... enterprises with multi-cloud or hybrid needs should be cautious about lock-in"}, {"id": "mai-20260917-0922-baseline|c116-l6|mistral-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-l6", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a specific security vendor's ecosystem (e.g., CrowdStrike Falcon Cloud Security) ... should be cautious about lock-in"}, {"id": "mai-20260917-0922-baseline|c116-l6|moonshot-small|Lacework (Now Fortinet)", "prompt": "c116-l6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Lacework (Now Fortinet)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Existing customers should plan exit strategies. New buyers should avoid multi-year commitments."}, {"id": "mai-20260917-0922-baseline|c116-l6|moonshot-small|Tenable", "prompt": "c116-l6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tenable and industry analysts predict CSPM will disappear as a standalone category in 2026"}, {"id": "mai-20260917-0922-baseline|c116-l6|moonshot-small|Wiz", "prompt": "c116-l6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Wiz — New Ownership Risk (Post-Google Acquisition) ... Strong technical capabilities, but enterprises should negotiate contractual protections"}, {"id": "mai-20260917-0922-baseline|c116-l6|moonshot-small|Prisma Cloud", "prompt": "c116-l6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prioritize CNAPP platforms with integrated CSPM + CIEM + CWPP + runtime protection (Wiz, Prisma Cloud, Orca, Microsoft Defender for Cloud)"}, {"id": "mai-20260917-0922-baseline|c116-l6|moonshot-small|Orca", "prompt": "c116-l6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prioritize CNAPP platforms ... (Wiz, Prisma Cloud, Orca, Microsoft Defender for Cloud)"}, {"id": "mai-20260917-0922-baseline|c116-l6|moonshot-small|Microsoft Defender for Cloud", "prompt": "c116-l6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prioritize CNAPP platforms ... (Wiz, Prisma Cloud, Orca, Microsoft Defender for Cloud)"}, {"id": "mai-20260917-0922-baseline|c116-l6|xai-small|Wiz", "prompt": "c116-l6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Picks: Wiz (graph-based prioritization, agentless, 4.7/5)"}, {"id": "mai-20260917-0922-baseline|c116-l6|xai-small|Orca Security", "prompt": "c116-l6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Orca (fast SideScanning)"}, {"id": "mai-20260917-0922-baseline|c116-l6|xai-small|Palo Alto Networks Prisma Cloud", "prompt": "c116-l6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Scan latency (15–60 min updates), high operational complexity/tuning, and inconsistent owner context. Enterprise pricing starts high (~$100K+)."}, {"id": "mai-20260917-0922-baseline|c116-l6|xai-small|AWS GuardDuty", "prompt": "c116-l6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "AWS GuardDuty", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why avoid: Designed for single-cloud simplicity, lacking consistent multi-cloud visibility"}, {"id": "mai-20260917-0922-baseline|c116-l6|xai-small|Azure Defender for Cloud", "prompt": "c116-l6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Azure Defender for Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why avoid: Designed for single-cloud simplicity, lacking consistent multi-cloud visibility"}, {"id": "mai-20260917-0922-baseline|c116-l6|xai-small|Google Cloud Security Command Center", "prompt": "c116-l6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Google Cloud Security Command Center", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why avoid: Designed for single-cloud simplicity, lacking consistent multi-cloud visibility"}, {"id": "mai-20260917-0922-baseline|c116-l6|xai-small|Darktrace (Cloud Edition)", "prompt": "c116-l6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Darktrace (Cloud Edition)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why avoid: Weak on core CSPM (e.g., compliance mapping, exception lifecycles)"}, {"id": "mai-20260917-0922-baseline|c116-l6|xai-small|Sophos", "prompt": "c116-l6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Why avoid: Incomplete multi-cloud coverage, spotty risk prioritization, and immature exception handling."}, {"id": "mai-20260917-0922-baseline|c116-l6|xai-small|Cloudflare", "prompt": "c116-l6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "better as supplements (e.g., Cloudflare for edge) than standalone CSPM"}, {"id": "mai-20260917-0922-baseline|c116-l6|xai-small|SentinelOne", "prompt": "c116-l6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Why avoid: Incomplete multi-cloud coverage, spotty risk prioritization, and immature exception handling."}, {"id": "mai-20260917-0922-baseline|c116-l6|xai-small|Snyk", "prompt": "c116-l6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Pricing \"jumps painfully at scale\"; weaker on pure cloud posture vs. developer-focused SCA/IaC. Noisy for large infra."}, {"id": "mai-20260917-0922-baseline|c116-l6|xai-small|Sysdig", "prompt": "c116-l6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Agent-based models add deployment overhead; exception workflows and scalability complaints in large setups"}, {"id": "mai-20260917-0922-baseline|c116-l6|xai-small|Tenable", "prompt": "c116-l6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Agent-based models add deployment overhead; exception workflows and scalability complaints in large setups"}, {"id": "mai-20260917-0922-baseline|c116-l6|xai-small|Check Point CloudGuard", "prompt": "c116-l6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Check Point CloudGuard (lower tiers): Issues: Agent-based models add deployment overhead"}, {"id": "mai-20260917-0922-baseline|c116-l6|xai-small|CrowdStrike Falcon", "prompt": "c116-l6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "CrowdStrike Falcon (if EDR-aligned)"}, {"id": "mai-20260917-0922-baseline|c116-l6|zai-small|Microsoft Defender for Cloud", "prompt": "c116-l6", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is a **cautionary pick** for large enterprises with a significant AWS, Google Cloud, or hybrid footprint."}, {"id": "mai-20260917-0922-baseline|c116-l6|zai-small|Orca", "prompt": "c116-l6", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "\"attack path analysis for multi-cloud environments is less advanced than Wiz or Orca.\""}, {"id": "mai-20260917-0922-baseline|c116-l6|zai-small|Snyk", "prompt": "c116-l6", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is **cautionary** for the core security governance layer of a large enterprise."}, {"id": "mai-20260917-0922-baseline|c116-l6|zai-small|Palo Alto Prisma Cloud", "prompt": "c116-l6", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**cautionary** for organizations that lack dedicated security engineering resources"}, {"id": "mai-20260917-0922-baseline|c116-l6|zai-small|Wiz", "prompt": "c116-l6", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**cautionary** if you require a single unified platform for runtime protection"}, {"id": "mai-20260917-0922-baseline|c116-m1|alibaba-small|Wiz", "prompt": "c116-m1", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** is widely considered the top performer for most mid-sized organizations due to its balance of power and ease of use"}, {"id": "mai-20260917-0922-baseline|c116-m1|alibaba-small|Cloudaware", "prompt": "c116-m1", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudaware** is frequently recommended for companies prioritizing governance and operational workflows"}, {"id": "mai-20260917-0922-baseline|c116-m1|alibaba-small|Microsoft Defender for Cloud", "prompt": "c116-m1", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Azure-Centric Companies: **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-m1|alibaba-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c116-m1", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for All-In-One CNAPP Needs: **Prisma Cloud (Palo Alto Networks)**"}, {"id": "mai-20260917-0922-baseline|c116-m1|alibaba-small|Orca Security", "prompt": "c116-m1", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Data-Centric Posture: **Orca Security**"}, {"id": "mai-20260917-0922-baseline|c116-m1|anthropic-small|Wiz CSPM", "prompt": "c116-m1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz CSPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz CSPM works best for mid-market to enterprise teams running serious multi-cloud infrastructure."}, {"id": "mai-20260917-0922-baseline|c116-m1|anthropic-small|Aikido Security", "prompt": "c116-m1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "one of the strongest options for small to mid-sized engineering teams that want thorough coverage without managing a dozen point solutions"}, {"id": "mai-20260917-0922-baseline|c116-m1|anthropic-small|CrowdStrike", "prompt": "c116-m1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider ... CrowdStrike if you want posture unified with runtime and endpoint"}, {"id": "mai-20260917-0922-baseline|c116-m1|anthropic-small|Tenable", "prompt": "c116-m1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Tenable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tenable for vulnerability/CIEM lineage"}, {"id": "mai-20260917-0922-baseline|c116-m1|anthropic-small|Uptycs", "prompt": "c116-m1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Uptycs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for mid-market organizations wanting a unified security data platform covering both cloud posture and endpoints"}, {"id": "mai-20260917-0922-baseline|c116-m1|challenger-small|Wiz", "prompt": "c116-m1", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Wiz** if you want the best overall mix of visibility, risk prioritization, and time-to-value"}, {"id": "mai-20260917-0922-baseline|c116-m1|challenger-small|Cloudaware", "prompt": "c116-m1", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong fit if your main pain is **governance, ownership, exemptions, remediation proof, and audit evidence**"}, {"id": "mai-20260917-0922-baseline|c116-m1|challenger-small|Orca Security", "prompt": "c116-m1", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you specifically want the **best agentless implementation**"}, {"id": "mai-20260917-0922-baseline|c116-m1|challenger-small|Prisma Cloud", "prompt": "c116-m1", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you need **enterprise compliance breadth** and a larger CNAPP footprint"}, {"id": "mai-20260917-0922-baseline|c116-m1|challenger-small|SecPod Saner Cloud CSPM", "prompt": "c116-m1", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "SecPod Saner Cloud CSPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering if you want a **mid-market-friendly** option"}, {"id": "mai-20260917-0922-baseline|c116-m1|deepseek-small|Wiz", "prompt": "c116-m1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Overall Best / Category Leader: Wiz"}, {"id": "mai-20260917-0922-baseline|c116-m1|deepseek-small|Orca Security", "prompt": "c116-m1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-market B2B companies, **Orca Security** offers the best balance of capability, low false positives, agentless coverage, and price"}, {"id": "mai-20260917-0922-baseline|c116-m1|deepseek-small|Prisma", "prompt": "c116-m1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "~40% cheaper than Prisma"}, {"id": "mai-20260917-0922-baseline|c116-m1|deepseek-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great if you already use CrowdStrike EDR; unifies endpoint + cloud posture in one console."}, {"id": "mai-20260917-0922-baseline|c116-m1|deepseek-small|Tenable Cloud Security", "prompt": "c116-m1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often recommended specifically for mid-market; unified posture and workload coverage."}, {"id": "mai-20260917-0922-baseline|c116-m1|deepseek-small|Uptycs", "prompt": "c116-m1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Uptycs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tenable Cloud Security / Uptycs — Often recommended specifically for mid-market"}, {"id": "mai-20260917-0922-baseline|c116-m1|deepseek-small|Microsoft Defender for Cloud", "prompt": "c116-m1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Excellent value if you're an Azure/hybrid shop (has a **free CSPM foundation tier**), but strongest within Azure."}, {"id": "mai-20260917-0922-baseline|c116-m1|deepseek-small|Zscaler Posture Control", "prompt": "c116-m1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Zscaler Posture Control", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good if you're consolidating into an SSE/zero-trust story."}, {"id": "mai-20260917-0922-baseline|c116-m1|deepseek-small|Prowler", "prompt": "c116-m1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "open-source options (e.g., Prowler, Checkov/Bridgecrew)"}, {"id": "mai-20260917-0922-baseline|c116-m1|deepseek-small|Checkov/Bridgecrew", "prompt": "c116-m1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Checkov/Bridgecrew", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "open-source options (e.g., Prowler, Checkov/Bridgecrew)"}, {"id": "mai-20260917-0922-baseline|c116-m1|deepseek-small|Sysdig", "prompt": "c116-m1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Larger teams → can harness richer data platforms (Prisma, Sysdig)"}, {"id": "mai-20260917-0922-baseline|c116-m1|google-small|Wiz", "prompt": "c116-m1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Gold Standard for Context and Ease of Use: **Wiz** or **Orca Security**"}, {"id": "mai-20260917-0922-baseline|c116-m1|google-small|Orca Security", "prompt": "c116-m1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Orca is often more commercially flexible for mid-market budgets compared to Wiz."}, {"id": "mai-20260917-0922-baseline|c116-m1|google-small|Datadog Cloud Security Management (CSM)", "prompt": "c116-m1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Datadog Cloud Security Management (CSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "\"We have a tight budget but are already Datadog users.\" | **Datadog CSM**"}, {"id": "mai-20260917-0922-baseline|c116-m1|google-small|Microsoft Defender for Cloud (MDC)", "prompt": "c116-m1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud (MDC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Single-Cloud / Microsoft Champion... Lowest path of resistance, highly integrated, and includes a free foundational tier."}, {"id": "mai-20260917-0922-baseline|c116-m1|google-small|Aqua Security", "prompt": "c116-m1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your application is container-heavy, platforms with strong roots in container and Kubernetes posture (KSPM) are ideal."}, {"id": "mai-20260917-0922-baseline|c116-m1|google-small|Sysdig", "prompt": "c116-m1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sysdig Secure / Aqua Security: If your application is container-heavy... are ideal."}, {"id": "mai-20260917-0922-baseline|c116-m1|meta-small|Cloudaware", "prompt": "c116-m1", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "one of the top-rated CSPM tools, such as Cloudaware, Wiz, CrowdStrike, Tenable, or Uptycs"}, {"id": "mai-20260917-0922-baseline|c116-m1|meta-small|Wiz", "prompt": "c116-m1", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Cloudaware, Wiz, CrowdStrike, Tenable, or Uptycs"}, {"id": "mai-20260917-0922-baseline|c116-m1|meta-small|CrowdStrike", "prompt": "c116-m1", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Cloudaware, Wiz, CrowdStrike, Tenable, or Uptycs"}, {"id": "mai-20260917-0922-baseline|c116-m1|meta-small|Tenable", "prompt": "c116-m1", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Cloudaware, Wiz, CrowdStrike, Tenable, or Uptycs"}, {"id": "mai-20260917-0922-baseline|c116-m1|meta-small|Uptycs", "prompt": "c116-m1", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Uptycs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as Cloudaware, Wiz, CrowdStrike, Tenable, or Uptycs"}, {"id": "mai-20260917-0922-baseline|c116-m1|minimax-small|Wiz", "prompt": "c116-m1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the best balance of capability and ease-of-use for a mid-market B2B company: go with Wiz."}, {"id": "mai-20260917-0922-baseline|c116-m1|minimax-small|CrowdStrike Falcon Horizon", "prompt": "c116-m1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "CrowdStrike Falcon Horizon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong if you're already using CrowdStrike for endpoints; unified cloud posture + runtime protection"}, {"id": "mai-20260917-0922-baseline|c116-m1|minimax-small|Tenable Cloud Security", "prompt": "c116-m1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good for compliance-heavy B2B"}, {"id": "mai-20260917-0922-baseline|c116-m1|minimax-small|Rapid7", "prompt": "c116-m1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is a key constraint: Rapid7 offers strong value and is purpose-built for mid-market needs."}, {"id": "mai-20260917-0922-baseline|c116-m1|minimax-small|Snyk", "prompt": "c116-m1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for DevSecOps integration, especially if you're already using Snyk for code scanning"}, {"id": "mai-20260917-0922-baseline|c116-m1|mistral-small|Wiz", "prompt": "c116-m1", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** and **CrowdStrike** are the top choices for CSPM, with Wiz being particularly strong for cloud-native environments"}, {"id": "mai-20260917-0922-baseline|c116-m1|mistral-small|CrowdStrike (with Adaptive Shield for SSPM)", "prompt": "c116-m1", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "CrowdStrike (with Adaptive Shield for SSPM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wiz** and **CrowdStrike** are the top choices for CSPM"}, {"id": "mai-20260917-0922-baseline|c116-m1|mistral-small|Wing Security", "prompt": "c116-m1", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wing Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recognized as the mid-market value leader for SSPM"}, {"id": "mai-20260917-0922-baseline|c116-m1|mistral-small|Tenable", "prompt": "c116-m1", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Tenable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mid-market companies that need a balance between CSPM, vulnerability management, and CIEM"}, {"id": "mai-20260917-0922-baseline|c116-m1|mistral-small|Uptycs", "prompt": "c116-m1", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Uptycs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Suitable if you need unified coverage from laptops to cloud, combining CSPM with other security capabilities."}, {"id": "mai-20260917-0922-baseline|c116-m1|moonshot-small|Wiz", "prompt": "c116-m1", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **mid-market B2B companies**, I'd recommend **Wiz** as the starting point"}, {"id": "mai-20260917-0922-baseline|c116-m1|moonshot-small|CrowdStrike Cloud Security", "prompt": "c116-m1", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "CrowdStrike Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Mid-market companies already using CrowdStrike endpoint protection"}, {"id": "mai-20260917-0922-baseline|c116-m1|moonshot-small|Tenable Cloud Security", "prompt": "c116-m1", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Companies prioritizing vulnerability management alongside CSPM"}, {"id": "mai-20260917-0922-baseline|c116-m1|moonshot-small|Orca Security", "prompt": "c116-m1", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Agentless deployment with comprehensive coverage"}, {"id": "mai-20260917-0922-baseline|c116-m1|moonshot-small|Microsoft Defender for Cloud", "prompt": "c116-m1", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Consideration: Less robust for multi-cloud environments"}, {"id": "mai-20260917-0922-baseline|c116-m1|moonshot-small|Prowler", "prompt": "c116-m1", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Microsoft Defender (free tier) or Prowler (open-source)"}, {"id": "mai-20260917-0922-baseline|c116-m1|moonshot-small|Prisma Cloud", "prompt": "c116-m1", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Multi-cloud complexity | Wiz or Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c116-m1|openai-small|Wiz", "prompt": "c116-m1", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **one name** for a mid-market B2B company: **Wiz** is usually the safest \"best overall\" recommendation."}, {"id": "mai-20260917-0922-baseline|c116-m1|openai-small|Microsoft Defender for Cloud", "prompt": "c116-m1", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you are heavily on Azure and already buying into Microsoft security/cloud governance"}, {"id": "mai-20260917-0922-baseline|c116-m1|openai-small|Prisma Cloud", "prompt": "c116-m1", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if you want broad CNAPP depth and expect to grow into more advanced workload/security use cases"}, {"id": "mai-20260917-0922-baseline|c116-m1|openai-small|Orca", "prompt": "c116-m1", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often a good fit when you want strong risk visibility and agentless-style deployment simplicity"}, {"id": "mai-20260917-0922-baseline|c116-m1|openai-small|AWS Security Hub CSPM", "prompt": "c116-m1", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "AWS Security Hub CSPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you are almost entirely AWS-native and want a more native, lower-friction option"}, {"id": "mai-20260917-0922-baseline|c116-m1|xai-small|Wiz", "prompt": "c116-m1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz (Top pick for most mid-market multi-cloud setups)"}, {"id": "mai-20260917-0922-baseline|c116-m1|xai-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CrowdStrike Falcon Cloud Security (Great if you use endpoint protection)"}, {"id": "mai-20260917-0922-baseline|c116-m1|xai-small|Microsoft Defender for Cloud", "prompt": "c116-m1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-friendly starter, especially Azure-heavy"}, {"id": "mai-20260917-0922-baseline|c116-m1|xai-small|Orca Security", "prompt": "c116-m1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Orca Security (Solid agentless alternative)"}, {"id": "mai-20260917-0922-baseline|c116-m1|xai-small|Uptycs", "prompt": "c116-m1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Uptycs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unified CNAPP + endpoint for mid-market (Cyberpress pick)"}, {"id": "mai-20260917-0922-baseline|c116-m1|xai-small|Palo Alto Prisma Cloud", "prompt": "c116-m1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Comprehensive CNAPP but more enterprise-suited ($50K+; complex)"}, {"id": "mai-20260917-0922-baseline|c116-m1|xai-small|Cloudaware", "prompt": "c116-m1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloudaware or Prowler: Affordable/lightweight for smaller mid-market"}, {"id": "mai-20260917-0922-baseline|c116-m1|xai-small|Prowler", "prompt": "c116-m1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cloudaware or Prowler: Affordable/lightweight for smaller mid-market"}, {"id": "mai-20260917-0922-baseline|c116-m1|xai-small|AWS Security Hub", "prompt": "c116-m1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "AWS Security Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Native options like AWS Security Hub can supplement for ~$20K/year if budget-tight"}, {"id": "mai-20260917-0922-baseline|c116-m1|zai-small|Wiz", "prompt": "c116-m1", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz (Best Overall for Capabilities & Speed) Wiz is currently the market leader in Cloud Security Posture Management (CSPM)."}, {"id": "mai-20260917-0922-baseline|c116-m1|zai-small|Microsoft Defender for Cloud", "prompt": "c116-m1", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Integration & Budget ... this is often the most cost-effective and logical choice."}, {"id": "mai-20260917-0922-baseline|c116-m1|zai-small|Orca Security", "prompt": "c116-m1", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Orca is a strong contender that pioneered \"SideScanning\" (agentless scanning)."}, {"id": "mai-20260917-0922-baseline|c116-m1|zai-small|Prisma Cloud", "prompt": "c116-m1", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "without the high learning curve of Palo Alto’s Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c116-m2|alibaba-small|Wiz", "prompt": "c116-m2", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation:** Start with a demo of **Wiz**."}, {"id": "mai-20260917-0922-baseline|c116-m2|alibaba-small|Orca Security", "prompt": "c116-m2", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Orca\\u2019s standout feature is its patented **SideScanning** technology... fastest \"Time to Value.\""}, {"id": "mai-20260917-0922-baseline|c116-m2|alibaba-small|Microsoft Defender for Cloud", "prompt": "c116-m2", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is heavily invested in the Microsoft ecosystem... Defender for Cloud is often cheaper"}, {"id": "mai-20260917-0922-baseline|c116-m2|alibaba-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c116-m2", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "historically has a steeper learning curve and slower deployment time than Wiz/Orca"}, {"id": "mai-20260917-0922-baseline|c116-m2|anthropic-small|Orca Security", "prompt": "c116-m2", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Orca Security** (My top pick for your size)"}, {"id": "mai-20260917-0922-baseline|c116-m2|anthropic-small|Wiz", "prompt": "c116-m2", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's best for mid-market wanting correlation-first posture and offers best-in-class prioritization and fast deployment."}, {"id": "mai-20260917-0922-baseline|c116-m2|anthropic-small|AccuKnox/Prisma Cloud", "prompt": "c116-m2", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "AccuKnox/Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AccuKnox stands out with a Zero Trust CNAPP approach that combines CSPM, CWPP, KSPM, and ASPM in one platform"}, {"id": "mai-20260917-0922-baseline|c116-m2|challenger-small|Wiz", "prompt": "c116-m2", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Wiz** as the default choice"}, {"id": "mai-20260917-0922-baseline|c116-m2|challenger-small|Orca Security", "prompt": "c116-m2", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Orca Security** if you want a strong **agentless** approach and simpler deployment."}, {"id": "mai-20260917-0922-baseline|c116-m2|challenger-small|Prisma Cloud", "prompt": "c116-m2", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prisma Cloud** if you need broader enterprise coverage"}, {"id": "mai-20260917-0922-baseline|c116-m2|challenger-small|Microsoft Defender for Cloud", "prompt": "c116-m2", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your company is heavily invested in Microsoft/Azure and wants to start with a lower-cost/free tier path"}, {"id": "mai-20260917-0922-baseline|c116-m2|challenger-small|Cloudaware", "prompt": "c116-m2", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cloudaware** if your main pain point is **governance, exception handling, and audit evidence**"}, {"id": "mai-20260917-0922-baseline|c116-m2|deepseek-small|Wiz", "prompt": "c116-m2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Wiz** is the strongest overall pick."}, {"id": "mai-20260917-0922-baseline|c116-m2|deepseek-small|Microsoft Defender for Cloud", "prompt": "c116-m2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you're Azure-heavy** → **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-m2|deepseek-small|Orca Security", "prompt": "c116-m2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want a value-focused mid-market option** → **Orca Security** or **Cyscale**"}, {"id": "mai-20260917-0922-baseline|c116-m2|deepseek-small|Cyscale", "prompt": "c116-m2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Cyscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cyscale was cited as a best-for-mid-sized-business pick in several 2024–2025 roundups."}, {"id": "mai-20260917-0922-baseline|c116-m2|deepseek-small|Palo Alto Prisma Cloud", "prompt": "c116-m2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Deepest module range (code-to-cloud), but heavier and often better suited if you plan to grow into a larger enterprise."}, {"id": "mai-20260917-0922-baseline|c116-m2|deepseek-small|Prowler", "prompt": "c116-m2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you want a free starting point** → **Prowler** (open-source)"}, {"id": "mai-20260917-0922-baseline|c116-m2|deepseek-small|CrowdStrike", "prompt": "c116-m2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "value options like Orca/Cyscale fit mid-market price points better than enterprise platform pricing from Prisma or CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c116-m2|google-small|Prisma Cloud", "prompt": "c116-m2", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "complex, agent-heavy enterprise tools (like Palo Alto's Prisma Cloud) are typically too heavy and cause severe alert fatigue"}, {"id": "mai-20260917-0922-baseline|c116-m2|google-small|Orca Security", "prompt": "c116-m2", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Best Overall Balance: **Orca Security**"}, {"id": "mai-20260917-0922-baseline|c116-m2|google-small|Wiz", "prompt": "c116-m2", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Gold Standard (If Budget Permits): **Wiz** ... Wiz is premium-priced and typically requires five- to six-figure annual contract minimums."}, {"id": "mai-20260917-0922-baseline|c116-m2|google-small|Datadog Cloud Security Management (CSM)", "prompt": "c116-m2", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Datadog Cloud Security Management (CSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your engineering team is already using Datadog ... Datadog's CSM is a very compelling choice."}, {"id": "mai-20260917-0922-baseline|c116-m2|google-small|Prowler Pro", "prompt": "c116-m2", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prowler Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Budget & Lean Team Option: **Prowler Pro**"}, {"id": "mai-20260917-0922-baseline|c116-m2|google-small|Cloudanix", "prompt": "c116-m2", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Cloudanix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Known as an approachable, highly cost-effective CNAPP."}, {"id": "mai-20260917-0922-baseline|c116-m2|meta-small|Wiz", "prompt": "c116-m2", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz - A multicloud CSPM tool that offers attack-path correlation and is suitable for mid-enterprise organizations."}, {"id": "mai-20260917-0922-baseline|c116-m2|meta-small|Uptycs", "prompt": "c116-m2", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Uptycs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Uptycs - A unified CNAPP ... offers CSPM, CIEM, and endpoint security, and is suitable for mid-market organizations."}, {"id": "mai-20260917-0922-baseline|c116-m2|meta-small|Tenable (Cloud Security)", "prompt": "c116-m2", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Tenable (Cloud Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tenable (Cloud Security) - A multicloud CSPM tool that offers vulnerability management and CIEM lineage"}, {"id": "mai-20260917-0922-baseline|c116-m2|minimax-small|Wiz", "prompt": "c116-m2", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** (Best Overall for Most Mid-Sized Companies)"}, {"id": "mai-20260917-0922-baseline|c116-m2|minimax-small|Orca Security", "prompt": "c116-m2", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Wiz** or **Orca Security** as starting points"}, {"id": "mai-20260917-0922-baseline|c116-m2|minimax-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m2", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combines posture management with runtime protection and agent-based detection"}, {"id": "mai-20260917-0922-baseline|c116-m2|minimax-small|Tenable Cloud Security", "prompt": "c116-m2", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong vulnerability management heritage + CIEM lineage"}, {"id": "mai-20260917-0922-baseline|c116-m2|mistral-small|Wiz", "prompt": "c116-m2", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** and **Cloudaware** are the top CSPM tools due to their balance of advanced features, scalability, and ease of deployment"}, {"id": "mai-20260917-0922-baseline|c116-m2|mistral-small|Cloudaware", "prompt": "c116-m2", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Cloudaware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wiz** and **Cloudaware** are the top CSPM tools"}, {"id": "mai-20260917-0922-baseline|c116-m2|mistral-small|Tenable", "prompt": "c116-m2", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Tenable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tenable** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c116-m2|mistral-small|Uptycs", "prompt": "c116-m2", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Uptycs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need unified coverage from laptops to cloud"}, {"id": "mai-20260917-0922-baseline|c116-m2|moonshot-small|Wiz", "prompt": "c116-m2", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Recommendation: **Wiz**"}, {"id": "mai-20260917-0922-baseline|c116-m2|moonshot-small|Orca Security", "prompt": "c116-m2", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Strong Alternative: **Orca Security**"}, {"id": "mai-20260917-0922-baseline|c116-m2|moonshot-small|Microsoft Defender for Cloud", "prompt": "c116-m2", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Trade-off:** Less sophisticated risk prioritization; works best as part of broader Microsoft security stack"}, {"id": "mai-20260917-0922-baseline|c116-m2|openai-small|Wiz", "prompt": "c116-m2", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Wiz** as the first CSPM tool to evaluate."}, {"id": "mai-20260917-0922-baseline|c116-m2|openai-small|Palo Alto Prisma Cloud", "prompt": "c116-m2", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a very broad CNAPP with lots of enterprise features and already use Palo Alto products"}, {"id": "mai-20260917-0922-baseline|c116-m2|openai-small|Orca Security", "prompt": "c116-m2", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if you want agentless coverage and simpler operational overhead"}, {"id": "mai-20260917-0922-baseline|c116-m2|openai-small|Lacework", "prompt": "c116-m2", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Lacework", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good for anomaly detection and cloud workload visibility, though fit depends on your exact environment"}, {"id": "mai-20260917-0922-baseline|c116-m2|openai-small|Aqua Security", "prompt": "c116-m2", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if containers/Kubernetes are a major part of your stack"}, {"id": "mai-20260917-0922-baseline|c116-m2|xai-small|Wiz", "prompt": "c116-m2", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Wiz as the top CSPM tool."}, {"id": "mai-20260917-0922-baseline|c116-m2|xai-small|Lacework", "prompt": "c116-m2", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "leader in mid-market CSPM quadrant alongside Orca/Lacework"}, {"id": "mai-20260917-0922-baseline|c116-m2|xai-small|Orca Security", "prompt": "c116-m2", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong alternatives if Wiz doesn't fit... Pioneer in agentless; great UX, DSPM included. G2 leader."}, {"id": "mai-20260917-0922-baseline|c116-m2|xai-small|Microsoft Defender for Cloud", "prompt": "c116-m2", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Heavy Azure use or tight budgets—free foundational CSPM tier."}, {"id": "mai-20260917-0922-baseline|c116-m2|xai-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m2", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You already use CrowdStrike EDR (unifies endpoint + cloud)."}, {"id": "mai-20260917-0922-baseline|c116-m2|xai-small|Palo Alto Prisma Cloud", "prompt": "c116-m2", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-heavy; more complex."}, {"id": "mai-20260917-0922-baseline|c116-m2|zai-small|Microsoft Defender for Cloud", "prompt": "c116-m2", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Cloud** is usually the best starting point"}, {"id": "mai-20260917-0922-baseline|c116-m2|zai-small|Wiz", "prompt": "c116-m2", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Wiz** as a strong alternative if you need deep, agentless attack‑path visibility"}, {"id": "mai-20260917-0922-baseline|c116-m2|zai-small|Prisma Cloud", "prompt": "c116-m2", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Prisma Cloud is powerful but tends to be more expensive and complex than Defender for Cloud or Wiz."}, {"id": "mai-20260917-0922-baseline|c116-m2|zai-small|Orca Security", "prompt": "c116-m2", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Agentless, SideScanning‑style visibility; strong data‑security focus."}, {"id": "mai-20260917-0922-baseline|c116-m2|zai-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m2", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Combines CSPM with endpoint runtime and threat intelligence."}, {"id": "mai-20260917-0922-baseline|c116-m2|zai-small|Tenable Cloud Security", "prompt": "c116-m2", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong CIEM and IaC scanning; good for compliance reporting."}, {"id": "mai-20260917-0922-baseline|c116-m2|zai-small|PingSafe", "prompt": "c116-m2", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "PingSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Real‑time cloud infrastructure monitoring with a simple, alert‑driven UI."}, {"id": "mai-20260917-0922-baseline|c116-m3|alibaba-small|Wiz", "prompt": "c116-m3", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Wiz or Orca if you want quick deployment, agentless coverage, and clear attack-path visualization."}, {"id": "mai-20260917-0922-baseline|c116-m3|alibaba-small|Prisma Cloud (by Palo Alto Networks)", "prompt": "c116-m3", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prisma Cloud (by Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Prisma Cloud if you need a \"one-stop-shop\" for code, container, runtime, and network security across hybrid environments."}, {"id": "mai-20260917-0922-baseline|c116-m3|alibaba-small|Orca Security", "prompt": "c116-m3", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Wiz or Orca if you want quick deployment, agentless coverage, and clear attack-path visualization."}, {"id": "mai-20260917-0922-baseline|c116-m3|alibaba-small|Microsoft Defender for Cloud", "prompt": "c116-m3", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Microsoft Defender if you are primarily on Azure and want to minimize third-party tool sprawl and costs."}, {"id": "mai-20260917-0922-baseline|c116-m3|alibaba-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m3", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose CrowdStrike if you are already a CrowdStrike customer and want to unify endpoint and cloud security."}, {"id": "mai-20260917-0922-baseline|c116-m3|alibaba-small|Tenable.io / Tenable Cloud Security", "prompt": "c116-m3", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Tenable.io / Tenable Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Enterprises whose primary driver is vulnerability management and compliance auditing"}, {"id": "mai-20260917-0922-baseline|c116-m3|anthropic-small|Wiz", "prompt": "c116-m3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top 5 CSPM solutions are Wiz, Prisma Cloud by Palo Alto Networks, Microsoft Defender for Cloud, SentinelOne Singularity Cloud Security and Datadog"}, {"id": "mai-20260917-0922-baseline|c116-m3|anthropic-small|Prisma Cloud by Palo Alto Networks", "prompt": "c116-m3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prisma Cloud by Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top 5 CSPM solutions are Wiz, Prisma Cloud by Palo Alto Networks, Microsoft Defender for Cloud..."}, {"id": "mai-20260917-0922-baseline|c116-m3|anthropic-small|Microsoft Defender for Cloud", "prompt": "c116-m3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Defender for Cloud is a strong option for Microsoft-first organizations where native integration, unified dashboards, and included Azure coverage reduce friction and cost"}, {"id": "mai-20260917-0922-baseline|c116-m3|anthropic-small|SentinelOne Singularity Cloud Security", "prompt": "c116-m3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For enterprises with heavy AWS usage, SentinelOne is the best CSPM vendor ideal for deep AWS integration."}, {"id": "mai-20260917-0922-baseline|c116-m3|anthropic-small|Datadog", "prompt": "c116-m3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Datadog is the most popular solution in terms of searches by peers"}, {"id": "mai-20260917-0922-baseline|c116-m3|anthropic-small|Orca Security", "prompt": "c116-m3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Orca Security delivers agentless cloud security across AWS, Azure, and GCP with a focus on fast deployment and consolidated visibility"}, {"id": "mai-20260917-0922-baseline|c116-m3|challenger-small|Wiz", "prompt": "c116-m3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Wiz** for the best **multi-cloud visibility and attack-path analysis**"}, {"id": "mai-20260917-0922-baseline|c116-m3|challenger-small|Palo Alto Prisma Cloud", "prompt": "c116-m3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Prisma Cloud** for the **broadest enterprise feature set**"}, {"id": "mai-20260917-0922-baseline|c116-m3|challenger-small|Microsoft Defender for Cloud", "prompt": "c116-m3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Defender for Cloud** for **Azure-native** security"}, {"id": "mai-20260917-0922-baseline|c116-m3|challenger-small|Orca Security", "prompt": "c116-m3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Orca** for **agentless simplicity** and rapid rollout"}, {"id": "mai-20260917-0922-baseline|c116-m3|challenger-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **CrowdStrike** if you want **endpoint + cloud** convergence"}, {"id": "mai-20260917-0922-baseline|c116-m3|challenger-small|Check Point CloudGuard/Cloud Firewall", "prompt": "c116-m3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Check Point CloudGuard/Cloud Firewall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **CloudGuard/Check Point** if **policy, governance, and compliance** are your main drivers"}, {"id": "mai-20260917-0922-baseline|c116-m3|challenger-small|Lacework/Fortinet", "prompt": "c116-m3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Lacework/Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "also appearing frequently in top rankings"}, {"id": "mai-20260917-0922-baseline|c116-m3|challenger-small|Tenable", "prompt": "c116-m3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "often chosen when CSPM is part of a broader **exposure management** program rather than the primary platform focus"}, {"id": "mai-20260917-0922-baseline|c116-m3|challenger-small|SentinelOne", "prompt": "c116-m3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "also appearing frequently in top rankings"}, {"id": "mai-20260917-0922-baseline|c116-m3|challenger-small|Aqua", "prompt": "c116-m3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "also appearing frequently in top rankings"}, {"id": "mai-20260917-0922-baseline|c116-m3|deepseek-small|Wiz", "prompt": "c116-m3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The **category-defining, market-leading** platform"}, {"id": "mai-20260917-0922-baseline|c116-m3|deepseek-small|Palo Alto Prisma Cloud", "prompt": "c116-m3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The **most comprehensive feature set** within CNAPP"}, {"id": "mai-20260917-0922-baseline|c116-m3|deepseek-small|Orca Security", "prompt": "c116-m3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "\"the Wiz model at 20\\u201330% less money,\" with higher customer satisfaction scores"}, {"id": "mai-20260917-0922-baseline|c116-m3|deepseek-small|Microsoft Defender for Cloud", "prompt": "c116-m3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Azure-centric / hybrid organizations"}, {"id": "mai-20260917-0922-baseline|c116-m3|deepseek-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ideal if you already standardize on CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c116-m3|deepseek-small|Microsoft/Lacework Polygraph Data Platform", "prompt": "c116-m3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft/Lacework Polygraph Data Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Uses a data-driven \"polygraph\" approach with **behavioral/anomaly detection**"}, {"id": "mai-20260917-0922-baseline|c116-m3|deepseek-small|Tenable Cloud Security", "prompt": "c116-m3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "strong vulnerability + CIEM lineage"}, {"id": "mai-20260917-0922-baseline|c116-m3|deepseek-small|Prowler", "prompt": "c116-m3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Startup or tight budget?** \\u2192 Prowler (open source)"}, {"id": "mai-20260917-0922-baseline|c116-m3|deepseek-small|Cloudaware", "prompt": "c116-m3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "CSPM with CMDB context, ownership, and inventory/compliance reporting"}, {"id": "mai-20260917-0922-baseline|c116-m3|deepseek-small|Aikido Security", "prompt": "c116-m3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "developer-focused, code-to-cloud with noise reduction"}, {"id": "mai-20260917-0922-baseline|c116-m3|deepseek-small|PingSafe", "prompt": "c116-m3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "PingSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "real-time cloud infrastructure monitoring"}, {"id": "mai-20260917-0922-baseline|c116-m3|deepseek-small|Uptycs", "prompt": "c116-m3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Uptycs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "unified CNAPP plus endpoint/mid-market"}, {"id": "mai-20260917-0922-baseline|c116-m3|deepseek-small|Check Point", "prompt": "c116-m3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Check Point (their firewall estate)"}, {"id": "mai-20260917-0922-baseline|c116-m3|google-small|Wiz", "prompt": "c116-m3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Wiz or Orca Security if: You want to secure a multi-cloud footprint rapidly without deploying software agents."}, {"id": "mai-20260917-0922-baseline|c116-m3|google-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c116-m3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Prisma Cloud if: You are a large, mature enterprise operating a hybrid environment"}, {"id": "mai-20260917-0922-baseline|c116-m3|google-small|Orca Security", "prompt": "c116-m3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Wiz or Orca Security if: You want to secure a multi-cloud footprint rapidly without deploying software agents."}, {"id": "mai-20260917-0922-baseline|c116-m3|google-small|Microsoft Defender for Cloud", "prompt": "c116-m3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Microsoft Defender for Cloud if: Your organization is heavily bought into the Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c116-m3|google-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose CrowdStrike Falcon Cloud Security if: Your Security Operations Center (SOC) already relies on the CrowdStrike Falcon console."}, {"id": "mai-20260917-0922-baseline|c116-m3|google-small|Sysdig Secure", "prompt": "c116-m3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Sysdig Secure if: Your applications are built around Kubernetes, Docker, and microservice workloads."}, {"id": "mai-20260917-0922-baseline|c116-m3|meta-small|Wiz", "prompt": "c116-m3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz is known for its agentless visibility and attack-path context, making it a good choice for teams that want quick onboarding and broad coverage without agents."}, {"id": "mai-20260917-0922-baseline|c116-m3|meta-small|Cloudaware", "prompt": "c116-m3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudaware is useful when cloud posture needs CMDB context, ownership, inventory, compliance reporting, and operational evidence."}, {"id": "mai-20260917-0922-baseline|c116-m3|meta-small|Orca", "prompt": "c116-m3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Orca is an agentless pioneer with strong data security and is a good fit for teams that want quick onboarding"}, {"id": "mai-20260917-0922-baseline|c116-m3|meta-small|Aikido Security", "prompt": "c116-m3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Aikido Security is a developer-focused noise reduction tool that offers code-to-cloud security."}, {"id": "mai-20260917-0922-baseline|c116-m3|meta-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a CrowdStrike-integrated cloud defense solution that offers CNAPP/EDR capabilities"}, {"id": "mai-20260917-0922-baseline|c116-m3|meta-small|Microsoft Defender for Cloud", "prompt": "c116-m3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a good choice for Azure-heavy environments"}, {"id": "mai-20260917-0922-baseline|c116-m3|meta-small|Prisma Cloud by Palo Alto Networks", "prompt": "c116-m3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prisma Cloud by Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "offers a broad range of security features and is a good choice for organizations that want a comprehensive cloud security solution"}, {"id": "mai-20260917-0922-baseline|c116-m3|meta-small|SentinelOne Singularity Cloud Security", "prompt": "c116-m3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SentinelOne Singularity Cloud Security, and Check Point Cloud Firewall"}, {"id": "mai-20260917-0922-baseline|c116-m3|meta-small|Check Point Cloud Firewall", "prompt": "c116-m3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Check Point Cloud Firewall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SentinelOne Singularity Cloud Security, and Check Point Cloud Firewall"}, {"id": "mai-20260917-0922-baseline|c116-m3|minimax-small|Wiz", "prompt": "c116-m3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Want best agentless + attack paths → Wiz (category leader)"}, {"id": "mai-20260917-0922-baseline|c116-m3|minimax-small|Orca Security", "prompt": "c116-m3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Quick onboarding → Orca Security"}, {"id": "mai-20260917-0922-baseline|c116-m3|minimax-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c116-m3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broadest coverage (code-to-cloud) → Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c116-m3|minimax-small|Microsoft Defender for Cloud", "prompt": "c116-m3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure-heavy → Microsoft Defender for Cloud"}, {"id": "mai-20260917-0922-baseline|c116-m3|minimax-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Existing CrowdStrike ecosystem → CrowdStrike Falcon Cloud Security"}, {"id": "mai-20260917-0922-baseline|c116-m3|minimax-small|Lacework Polygraph Data Platform", "prompt": "c116-m3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Lacework Polygraph Data Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong compliance reporting, Polygraph technology for automated baseline learning"}, {"id": "mai-20260917-0922-baseline|c116-m3|minimax-small|Tenable Cloud Security", "prompt": "c116-m3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Developer-centric: Tenable (strong DevOps integration)"}, {"id": "mai-20260917-0922-baseline|c116-m3|mistral-small|Wiz", "prompt": "c116-m3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leads in agentless attack-path CSPM, providing deep visibility into exploitable exposures and attack paths across multi-cloud environments."}, {"id": "mai-20260917-0922-baseline|c116-m3|mistral-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c116-m3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers the broadest coverage and is best for multicloud environments."}, {"id": "mai-20260917-0922-baseline|c116-m3|mistral-small|Microsoft Defender for Cloud", "prompt": "c116-m3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides a free foundational tier and per-resource pricing"}, {"id": "mai-20260917-0922-baseline|c116-m3|mistral-small|Orca Security", "prompt": "c116-m3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pioneered agentless SideScanning"}, {"id": "mai-20260917-0922-baseline|c116-m3|mistral-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Combines CSPM with runtime protection and agent-based monitoring"}, {"id": "mai-20260917-0922-baseline|c116-m3|mistral-small|Tenable Cloud Security", "prompt": "c116-m3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Focuses on vulnerability management and CIEM"}, {"id": "mai-20260917-0922-baseline|c116-m3|mistral-small|Lacework Polygraph Data Platform", "prompt": "c116-m3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Lacework Polygraph Data Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Known for inventory management and compliance"}, {"id": "mai-20260917-0922-baseline|c116-m3|mistral-small|Prowler", "prompt": "c116-m3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free, open-source option, ideal for startups"}, {"id": "mai-20260917-0922-baseline|c116-m3|moonshot-small|Wiz", "prompt": "c116-m3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Wiz** 🏆 **Best for:** Multi-cloud enterprises prioritizing time-to-value and attack path analysis"}, {"id": "mai-20260917-0922-baseline|c116-m3|moonshot-small|Palo Alto Prisma Cloud", "prompt": "c116-m3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Broadest feature set** ... **Considerations:** - Module sprawl and complex licensing"}, {"id": "mai-20260917-0922-baseline|c116-m3|moonshot-small|Orca Security", "prompt": "c116-m3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Teams wanting agentless setup with strong data security"}, {"id": "mai-20260917-0922-baseline|c116-m3|moonshot-small|Microsoft Defender for Cloud", "prompt": "c116-m3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Azure-heavy environments and Microsoft-centric organizations"}, {"id": "mai-20260917-0922-baseline|c116-m3|moonshot-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Organizations already using CrowdStrike endpoint protection"}, {"id": "mai-20260917-0922-baseline|c116-m3|moonshot-small|Tenable Cloud Security", "prompt": "c116-m3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Mid-to-large enterprises needing vulnerability + CIEM lineage"}, {"id": "mai-20260917-0922-baseline|c116-m3|openai-small|Microsoft Defender for Cloud", "prompt": "c116-m3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best if you want CSPM as part of a broader **CNAPP** platform.... Choose **Microsoft Defender for Cloud** if you want a **multicloud CNAPP**"}, {"id": "mai-20260917-0922-baseline|c116-m3|openai-small|AWS Security Hub CSPM", "prompt": "c116-m3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "AWS Security Hub CSPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **AWS Security Hub CSPM** if you are mostly in **AWS** and want native posture/compliance management."}, {"id": "mai-20260917-0922-baseline|c116-m3|openai-small|Palo Alto Networks Prisma Cloud", "prompt": "c116-m3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Prisma Cloud** if you want a **broad platform** spanning CSPM plus more cloud-native security capabilities."}, {"id": "mai-20260917-0922-baseline|c116-m3|openai-small|Google Cloud Security Command Center (SCC)", "prompt": "c116-m3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Google Cloud Security Command Center (SCC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Google SCC** if your environment is primarily **Google Cloud**."}, {"id": "mai-20260917-0922-baseline|c116-m3|xai-small|Wiz", "prompt": "c116-m3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz – Leader in agentless scanning and attack path analysis."}, {"id": "mai-20260917-0922-baseline|c116-m3|xai-small|Orca Security", "prompt": "c116-m3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose based on your clouds, scale, and needs—e.g., Wiz/Orca for speed, Prisma for depth."}, {"id": "mai-20260917-0922-baseline|c116-m3|xai-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c116-m3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deepest compliance (100+ frameworks); full CNAPP ... Complex/heavy; higher ops overhead"}, {"id": "mai-20260917-0922-baseline|c116-m3|xai-small|Microsoft Defender for Cloud", "prompt": "c116-m3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for Azure/multicloud with free tier"}, {"id": "mai-20260917-0922-baseline|c116-m3|xai-small|Tenable Cloud Security", "prompt": "c116-m3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Vulnerability + CIEM focus"}, {"id": "mai-20260917-0922-baseline|c116-m3|xai-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Threat intelligence integration"}, {"id": "mai-20260917-0922-baseline|c116-m3|xai-small|Lacework (now FortiCNAPP by Fortinet)", "prompt": "c116-m3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Lacework (now FortiCNAPP by Fortinet)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Behavioral anomaly detection"}, {"id": "mai-20260917-0922-baseline|c116-m3|xai-small|PingSafe", "prompt": "c116-m3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "PingSafe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "appear frequently but rank lower for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c116-m3|xai-small|Snyk", "prompt": "c116-m3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "appear frequently but rank lower for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c116-m3|xai-small|Aqua Security", "prompt": "c116-m3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "appear frequently but rank lower for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c116-m3|xai-small|Prowler", "prompt": "c116-m3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prowler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "open-source Prowler appear frequently but rank lower for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c116-m3|zai-small|Wiz", "prompt": "c116-m3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best agentless visibility + attack‑path context | Wiz"}, {"id": "mai-20260917-0922-baseline|c116-m3|zai-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c116-m3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Broadest platform breadth (code‑to‑cloud) | Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c116-m3|zai-small|Microsoft Defender for Cloud", "prompt": "c116-m3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're Azure‑centric, Microsoft Defender for Cloud's free tier and per‑resource plans are a strong baseline."}, {"id": "mai-20260917-0922-baseline|c116-m3|zai-small|Orca Security", "prompt": "c116-m3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Agentless pioneer with strong data‑security context | Orca Security"}, {"id": "mai-20260917-0922-baseline|c116-m3|zai-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cloud‑to‑endpoint correlation, runtime protection, and agent ecosystem | CrowdStrike Falcon Cloud Security"}, {"id": "mai-20260917-0922-baseline|c116-m3|zai-small|Lacework", "prompt": "c116-m3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Lacework", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Real‑time infrastructure monitoring + inventory + compliance | Lacework"}, {"id": "mai-20260917-0922-baseline|c116-m3|zai-small|Tenable Cloud Security", "prompt": "c116-m3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Vulnerabilities + CIEM lineage, developer environments | Tenable Cloud Security"}, {"id": "mai-20260917-0922-baseline|c116-m3|zai-small|Check Point CloudGuard", "prompt": "c116-m3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ThreatCloud AI risk scoring + unified network & cloud security | Check Point CloudGuard"}, {"id": "mai-20260917-0922-baseline|c116-m3|zai-small|Zscaler Posture Control", "prompt": "c116-m3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Zscaler Posture Control", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Unified CSPM & CIEM within Zero Trust Exchange | Zscaler Posture Control"}, {"id": "mai-20260917-0922-baseline|c116-m3|zai-small|SentinelOne Singularity", "prompt": "c116-m3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Offensive Security Engine that validates exploitability before alerting | SentinelOne Singularity"}, {"id": "mai-20260917-0922-baseline|c116-m3|zai-small|Uptycs", "prompt": "c116-m3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Uptycs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Unified CNAPP + endpoint (posture + runtime on workloads) | Uptycs"}, {"id": "mai-20260917-0922-baseline|c116-m3|zai-small|Prowler", "prompt": "c116-m3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Free, open‑source posture floor for AWS, Azure, GCP, Kubernetes (self‑run) | Prowler"}, {"id": "mai-20260917-0922-baseline|c116-m4|alibaba-small|Aikido", "prompt": "c116-m4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Aikido", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a small team but lack a dedicated security specialist, **Aikido** is likely your best commercial choice."}, {"id": "mai-20260917-0922-baseline|c116-m4|alibaba-small|Prowler", "prompt": "c116-m4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prowler** is the industry standard for \"zero-cost\" security."}, {"id": "mai-20260917-0922-baseline|c116-m4|alibaba-small|Microsoft Defender for Cloud", "prompt": "c116-m4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a \"Foundational\" tier for free... significant visibility into misconfigurations"}, {"id": "mai-20260917-0922-baseline|c116-m4|alibaba-small|AWS Security Hub", "prompt": "c116-m4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides a central view of security alerts across your AWS account... with no separate CSPM license fee."}, {"id": "mai-20260917-0922-baseline|c116-m4|alibaba-small|Datadog", "prompt": "c116-m4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Datadog includes CSPM features within its \"Cloud Workload Security\" modules."}, {"id": "mai-20260917-0922-baseline|c116-m4|alibaba-small|Wiz", "prompt": "c116-m4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid at all costs on a limited budget:** Enterprise suites like **Wiz**"}, {"id": "mai-20260917-0922-baseline|c116-m4|alibaba-small|Prisma Cloud", "prompt": "c116-m4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid at all costs on a limited budget:** Enterprise suites like **Wiz**, **Prisma Cloud**, or **Orca Security**."}, {"id": "mai-20260917-0922-baseline|c116-m4|alibaba-small|Orca Security", "prompt": "c116-m4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "these tools typically cost **$40,000–$50,000+ annually**, which is disproportionate to a startup budget."}, {"id": "mai-20260917-0922-baseline|c116-m4|anthropic-small|Prowler", "prompt": "c116-m4", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prowler** - An open-source CSPM tool that's free to use and can audit AWS, Azure, and GCP"}, {"id": "mai-20260917-0922-baseline|c116-m4|anthropic-small|CloudMapper", "prompt": "c116-m4", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "CloudMapper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CloudMapper** - Free AWS visualization and compliance tool"}, {"id": "mai-20260917-0922-baseline|c116-m4|anthropic-small|Dome9", "prompt": "c116-m4", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Dome9", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dome9** (now part of Check Point) - Has free tier options"}, {"id": "mai-20260917-0922-baseline|c116-m4|anthropic-small|Lacework", "prompt": "c116-m4", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Lacework", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lacework** - Known for competitive pricing, especially for smaller deployments"}, {"id": "mai-20260917-0922-baseline|c116-m4|anthropic-small|Qualys CSPM", "prompt": "c116-m4", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Qualys CSPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers various pricing tiers for different budget levels"}, {"id": "mai-20260917-0922-baseline|c116-m4|anthropic-small|CloudSploit", "prompt": "c116-m4", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "CloudSploit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Previously free/low-cost tool for AWS auditing"}, {"id": "mai-20260917-0922-baseline|c116-m4|anthropic-small|Wiz", "prompt": "c116-m4", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Wiz** - Competitive pricing model suitable for growing companies"}, {"id": "mai-20260917-0922-baseline|c116-m4|challenger-small|Microsoft Defender for Cloud", "prompt": "c116-m4", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Cloud’s foundational/free tier** for Azure-heavy or hybrid environments"}, {"id": "mai-20260917-0922-baseline|c116-m4|challenger-small|AWS Security Hub", "prompt": "c116-m4", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS Security Hub** for AWS-only teams"}, {"id": "mai-20260917-0922-baseline|c116-m4|challenger-small|Prowler", "prompt": "c116-m4", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prowler** if you want a free open-source option across multiple clouds"}, {"id": "mai-20260917-0922-baseline|c116-m4|challenger-small|Aikido Security", "prompt": "c116-m4", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Aikido Security** and **Scrut Automation** are the strongest budget-oriented picks"}, {"id": "mai-20260917-0922-baseline|c116-m4|challenger-small|Scrut Automation", "prompt": "c116-m4", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Scrut positioned for **small and mid-sized businesses** seeking compliance-focused CSPM"}, {"id": "mai-20260917-0922-baseline|c116-m4|deepseek-small|AWS – Security Hub", "prompt": "c116-m4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS – Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "enable your **cloud provider's native posture tools** (they're free)"}, {"id": "mai-20260917-0922-baseline|c116-m4|deepseek-small|Microsoft Defender for Cloud", "prompt": "c116-m4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Defender for Cloud** – free foundational tier, then published per-resource plans (best deal if you're an Azure shop)"}, {"id": "mai-20260917-0922-baseline|c116-m4|deepseek-small|Security Command Center", "prompt": "c116-m4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Security Command Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud** – Security Command Center (free tier)"}, {"id": "mai-20260917-0922-baseline|c116-m4|deepseek-small|Prowler", "prompt": "c116-m4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Prowler (open source) is the best starting point**—it's free, multi-cloud, and compliance-ready"}, {"id": "mai-20260917-0922-baseline|c116-m4|deepseek-small|Checkov", "prompt": "c116-m4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Checkov", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Checkov** (free) for Infrastructure-as-Code scanning"}, {"id": "mai-20260917-0922-baseline|c116-m4|deepseek-small|CloudQuery", "prompt": "c116-m4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "CloudQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**CloudQuery** (open source) for asset inventory"}, {"id": "mai-20260917-0922-baseline|c116-m4|deepseek-small|Snyk", "prompt": "c116-m4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Snyk** – has a **$0 free plan**, then Team from $25/month per dev, and a cloud security offering"}, {"id": "mai-20260917-0922-baseline|c116-m4|deepseek-small|Cloudaware", "prompt": "c116-m4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "~$480/month total for a 100-server environment (CMDB + CSPM) if you want a lightweight commercial option"}, {"id": "mai-20260917-0922-baseline|c116-m4|deepseek-small|Wiz", "prompt": "c116-m4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to avoid at low budget ... Wiz, Orca, Prisma Cloud, Lacework ... overkill for a company on a limited budget"}, {"id": "mai-20260917-0922-baseline|c116-m4|deepseek-small|Orca", "prompt": "c116-m4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to avoid at low budget ... overkill for a company on a limited budget"}, {"id": "mai-20260917-0922-baseline|c116-m4|deepseek-small|Prisma Cloud", "prompt": "c116-m4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "What to avoid at low budget ... overkill for a company on a limited budget"}, {"id": "mai-20260917-0922-baseline|c116-m4|deepseek-small|Lacework", "prompt": "c116-m4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Lacework", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "What to avoid at low budget ... overkill for a company on a limited budget"}, {"id": "mai-20260917-0922-baseline|c116-m4|google-small|Wiz", "prompt": "c116-m4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-heavyweight platforms like Wiz, Prisma Cloud, or Orca Security are likely cost-prohibitive"}, {"id": "mai-20260917-0922-baseline|c116-m4|google-small|Prisma Cloud", "prompt": "c116-m4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "likely cost-prohibitive and pack more complex features than you actually need"}, {"id": "mai-20260917-0922-baseline|c116-m4|google-small|Orca Security", "prompt": "c116-m4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "likely cost-prohibitive and pack more complex features than you actually need"}, {"id": "mai-20260917-0922-baseline|c116-m4|google-small|Prowler", "prompt": "c116-m4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose open-source Prowler if you have a strong DevOps/Security engineer on hand, your budget is $0"}, {"id": "mai-20260917-0922-baseline|c116-m4|google-small|CloudSploit (by Aqua Security)", "prompt": "c116-m4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "CloudSploit (by Aqua Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Aqua offers a robust, self-hosted open-source version of CloudSploit."}, {"id": "mai-20260917-0922-baseline|c116-m4|google-small|Microsoft Defender for Cloud", "prompt": "c116-m4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Microsoft provides a free foundational tier."}, {"id": "mai-20260917-0922-baseline|c116-m4|google-small|AWS Security Hub", "prompt": "c116-m4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Enable Microsoft Defender for Cloud (Foundational) or AWS Security Hub"}, {"id": "mai-20260917-0922-baseline|c116-m4|google-small|GCP Security Command Center (Standard)", "prompt": "c116-m4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "GCP Security Command Center (Standard)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Built natively into their respective environments."}, {"id": "mai-20260917-0922-baseline|c116-m4|google-small|Aikido Security", "prompt": "c116-m4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Choose Aikido Security if you want an affordable, polished SaaS that secures both your cloud and your application code"}, {"id": "mai-20260917-0922-baseline|c116-m4|google-small|Cloudanix", "prompt": "c116-m4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Cloudanix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "It was built specifically for SMBs and mid-market teams."}, {"id": "mai-20260917-0922-baseline|c116-m4|google-small|Scrut Automation", "prompt": "c116-m4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Choose Scrut Automation if your cloud security goals are specifically driven by the need to pass a compliance audit."}, {"id": "mai-20260917-0922-baseline|c116-m4|meta-small|Defender for Cloud", "prompt": "c116-m4", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be a native tool such as Defender for Cloud's free tier or Security Hub CSPM, or a third-party platform like Prowler"}, {"id": "mai-20260917-0922-baseline|c116-m4|meta-small|Security Hub CSPM", "prompt": "c116-m4", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Security Hub CSPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a native tool such as Defender for Cloud's free tier or Security Hub CSPM"}, {"id": "mai-20260917-0922-baseline|c116-m4|meta-small|Prowler", "prompt": "c116-m4", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "a third-party platform like Prowler, which is open-source and free"}, {"id": "mai-20260917-0922-baseline|c116-m4|meta-small|Aikido Security", "prompt": "c116-m4", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Aikido Security, which starts at $350/month"}, {"id": "mai-20260917-0922-baseline|c116-m4|minimax-small|Microsoft Defender for Cloud", "prompt": "c116-m4", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best cloud security posture management (CSPM) platform for a company with a limited budget is **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-m4|minimax-small|Prowler", "prompt": "c116-m4", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An open-source option that's completely free... \"free, open-source posture floor\""}, {"id": "mai-20260917-0922-baseline|c116-m4|minimax-small|AWS Security Hub", "prompt": "c116-m4", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also recommended as a starting point if you have AWS infrastructure, though it may have limited free tier capabilities"}, {"id": "mai-20260917-0922-baseline|c116-m4|mistral-small|Prowler (Open Source)", "prompt": "c116-m4", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler (Open Source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "begin with Prowler (open-source) and your cloud provider's free CSPM tools"}, {"id": "mai-20260917-0922-baseline|c116-m4|mistral-small|Microsoft Defender for Cloud (Free Tier)", "prompt": "c116-m4", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud (Free Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a free tier with CSPM features for Azure and hybrid environments."}, {"id": "mai-20260917-0922-baseline|c116-m4|mistral-small|AWS Security Hub (Free Tier)", "prompt": "c116-m4", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS Security Hub (Free Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides CSPM capabilities for AWS at no additional cost"}, {"id": "mai-20260917-0922-baseline|c116-m4|mistral-small|Google Cloud Security Command Center (Standard Tier)", "prompt": "c116-m4", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Google Cloud Security Command Center (Standard Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Includes basic CSPM features for GCP at no extra charge."}, {"id": "mai-20260917-0922-baseline|c116-m4|mistral-small|Snyk", "prompt": "c116-m4", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "third-party platforms like Snyk or Cloudaware may be worth the investment. However, for most small businesses, starting with native tools and open-source solutions is the most cost-effective"}, {"id": "mai-20260917-0922-baseline|c116-m4|mistral-small|Cloudaware", "prompt": "c116-m4", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Cloudaware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "third-party platforms like Snyk or Cloudaware may be worth the investment. However, for most small businesses... native tools and open-source solutions is the most cost-effective strategy."}, {"id": "mai-20260917-0922-baseline|c116-m4|moonshot-small|Wiz", "prompt": "c116-m4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise CSPM vendors (like Wiz, Prisma Cloud, and Lacework) commonly charge **$50,000–$200,000/year**, which is usually prohibitive for smaller organizations."}, {"id": "mai-20260917-0922-baseline|c116-m4|moonshot-small|Prisma Cloud", "prompt": "c116-m4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "commonly charge **$50,000–$200,000/year**, which is usually prohibitive for smaller organizations"}, {"id": "mai-20260917-0922-baseline|c116-m4|moonshot-small|Lacework", "prompt": "c116-m4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Lacework", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "commonly charge **$50,000–$200,000/year**, which is usually prohibitive for smaller organizations"}, {"id": "mai-20260917-0922-baseline|c116-m4|moonshot-small|Prowler", "prompt": "c116-m4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with **Prowler** as your core CSPM engine."}, {"id": "mai-20260917-0922-baseline|c116-m4|moonshot-small|AWS Security Hub", "prompt": "c116-m4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AWS:** AWS Security Hub, GuardDuty, and IAM Access Analyzer have free tiers"}, {"id": "mai-20260917-0922-baseline|c116-m4|moonshot-small|Microsoft Defender for Cloud", "prompt": "c116-m4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Microsoft Defender for Cloud offers a **free tier** for basic posture management and recommendations"}, {"id": "mai-20260917-0922-baseline|c116-m4|moonshot-small|Security Command Center", "prompt": "c116-m4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Security Command Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**GCP:** Security Command Center provides free foundational security findings"}, {"id": "mai-20260917-0922-baseline|c116-m4|moonshot-small|Checkov", "prompt": "c116-m4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Checkov", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Pair it with **Checkov** for infrastructure-as-code scanning"}, {"id": "mai-20260917-0922-baseline|c116-m4|moonshot-small|Bridgecrew", "prompt": "c116-m4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Bridgecrew", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "budget-friendly paid tiers like Bridgecrew or Tenable"}, {"id": "mai-20260917-0922-baseline|c116-m4|moonshot-small|Cloud Custodian", "prompt": "c116-m4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Cloud Custodian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Auto-remediation (optional) | **Cloud Custodian** | Free"}, {"id": "mai-20260917-0922-baseline|c116-m4|moonshot-small|Tenable", "prompt": "c116-m4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "that is the point to evaluate budget-friendly paid tiers like Bridgecrew or Tenable"}, {"id": "mai-20260917-0922-baseline|c116-m4|openai-small|AWS Security Hub CSPM", "prompt": "c116-m4", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS Security Hub CSPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS Security Hub CSPM** is typically the most budget-friendly choice, because it's native and has usage-based pricing"}, {"id": "mai-20260917-0922-baseline|c116-m4|openai-small|Microsoft Defender for Cloud", "prompt": "c116-m4", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Azure-only or mostly Azure:** **Microsoft Defender for Cloud** is the native option"}, {"id": "mai-20260917-0922-baseline|c116-m4|openai-small|Google Security Command Center", "prompt": "c116-m4", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Google Security Command Center", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**GCP-only or mostly GCP:** **Google Security Command Center** is the native choice"}, {"id": "mai-20260917-0922-baseline|c116-m4|openai-small|Wiz", "prompt": "c116-m4", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often strong, but they tend to be more expensive and are usually better suited to larger or more mature security programs"}, {"id": "mai-20260917-0922-baseline|c116-m4|openai-small|Prisma Cloud", "prompt": "c116-m4", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often strong, but they tend to be more expensive and are usually better suited to larger or more mature security programs"}, {"id": "mai-20260917-0922-baseline|c116-m4|openai-small|Orca", "prompt": "c116-m4", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "often strong, but they tend to be more expensive and are usually better suited to larger or more mature security programs"}, {"id": "mai-20260917-0922-baseline|c116-m4|xai-small|Prowler", "prompt": "c116-m4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point is a combination of free tools: the open-source Prowler for multi-cloud scanning"}, {"id": "mai-20260917-0922-baseline|c116-m4|xai-small|AWS Config/Security Hub", "prompt": "c116-m4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS Config/Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "your cloud provider's native security features (like AWS Config/Security Hub"}, {"id": "mai-20260917-0922-baseline|c116-m4|xai-small|Microsoft Defender for Cloud", "prompt": "c116-m4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you're in the Microsoft ecosystem or using multiple clouds, prioritize Microsoft Defender for Cloud's free Foundational CSPM tier."}, {"id": "mai-20260917-0922-baseline|c116-m4|xai-small|GCP Security Command Center standard edition", "prompt": "c116-m4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "GCP Security Command Center standard edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GCP Security Command Center standard edition"}, {"id": "mai-20260917-0922-baseline|c116-m4|xai-small|Cloud Custodian", "prompt": "c116-m4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Cloud Custodian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cloud Custodian (great for auto-remediation via policies)"}, {"id": "mai-20260917-0922-baseline|c116-m4|xai-small|ScoutSuite", "prompt": "c116-m4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "ScoutSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "ScoutSuite (multi-cloud audits, but less maintained)"}, {"id": "mai-20260917-0922-baseline|c116-m4|xai-small|CloudSploit", "prompt": "c116-m4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "CloudSploit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid abandoned tools like older CloudSploit."}, {"id": "mai-20260917-0922-baseline|c116-m4|xai-small|Uptycs", "prompt": "c116-m4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Uptycs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Uptycs (~$3-10/month billed annually)"}, {"id": "mai-20260917-0922-baseline|c116-m4|xai-small|Cloudflare CASB", "prompt": "c116-m4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Cloudflare CASB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Cloudflare CASB (free-$7/user/month, but more CASB-focused)"}, {"id": "mai-20260917-0922-baseline|c116-m4|xai-small|Wiz", "prompt": "c116-m4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "For 30+ days free trials of paid tools (Wiz, Orca) if needs grow, but stick to free for limited budget."}, {"id": "mai-20260917-0922-baseline|c116-m4|xai-small|Orca", "prompt": "c116-m4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "free trials of paid tools (Wiz, Orca) if needs grow"}, {"id": "mai-20260917-0922-baseline|c116-m4|zai-small|Microsoft Defender for Cloud", "prompt": "c116-m4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best \"no-cost\" baseline: **Microsoft Defender for Cloud** (free foundational tier) for Azure-centric shops"}, {"id": "mai-20260917-0922-baseline|c116-m4|zai-small|Prowler", "prompt": "c116-m4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Prowler** (open-source) for a fully customizable, multi-cloud scan"}, {"id": "mai-20260917-0922-baseline|c116-m4|zai-small|Cloudflare CASB", "prompt": "c116-m4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Cloudflare CASB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"light-SaaS\" option: **Cloudflare CASB** free plan for teams that want a quick, managed solution."}, {"id": "mai-20260917-0922-baseline|c116-m4|zai-small|Wiz", "prompt": "c116-m4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "priced per-resource... (e.g., Wiz, Prisma Cloud, Orca) and often start in the **$10 k-$30 k / year** range"}, {"id": "mai-20260917-0922-baseline|c116-m4|zai-small|Prisma Cloud", "prompt": "c116-m4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "e.g., Wiz, Prisma Cloud, Orca) and often start in the **$10 k-$30 k / year** range for even modest footprints"}, {"id": "mai-20260917-0922-baseline|c116-m4|zai-small|Orca Security", "prompt": "c116-m4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Teams that want a **commercial tool with a free trial** before committing"}, {"id": "mai-20260917-0922-baseline|c116-m4|zai-small|AWS Security Hub", "prompt": "c116-m4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best \"native\" option: Use the **native security hub** (AWS Security Hub...) if you want zero-extra cost"}, {"id": "mai-20260917-0922-baseline|c116-m4|zai-small|Azure Security Center", "prompt": "c116-m4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Azure Security Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "native security hub (AWS Security Hub, Azure Security Center, GCP Security Command Center)"}, {"id": "mai-20260917-0922-baseline|c116-m4|zai-small|GCP Security Command Center", "prompt": "c116-m4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "GCP Security Command Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "if you want zero-extra cost and only operate in one cloud"}, {"id": "mai-20260917-0922-baseline|c116-m5|alibaba-small|Prowler", "prompt": "c116-m5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prowler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Consider if you want to stay with a pure CSPM vendor (like **Prowler** or specialized niche players)"}, {"id": "mai-20260917-0922-baseline|c116-m5|alibaba-small|Wiz", "prompt": "c116-m5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "move toward a **CNAPP** ... model (like **Wiz**, **Prisma Cloud**, or **Defender for Cloud**)"}, {"id": "mai-20260917-0922-baseline|c116-m5|alibaba-small|Prisma Cloud", "prompt": "c116-m5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(like **Wiz**, **Prisma Cloud**, or **Defender for Cloud**)"}, {"id": "mai-20260917-0922-baseline|c116-m5|alibaba-small|Defender for Cloud", "prompt": "c116-m5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(like **Wiz**, **Prisma Cloud**, or **Defender for Cloud**)"}, {"id": "mai-20260917-0922-baseline|c116-m5|deepseek-small|Wiz", "prompt": "c116-m5", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** — agentless, graph-based, fast deployment, strong prioritization; enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c116-m5|deepseek-small|Orca Security", "prompt": "c116-m5", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Orca Security** — agentless \"side-scanning,\" broad coverage; somewhat complex pricing"}, {"id": "mai-20260917-0922-baseline|c116-m5|deepseek-small|Prisma Cloud (Palo Alto)", "prompt": "c116-m5", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "most comprehensive, strongest compliance; priciest/most complex licensing"}, {"id": "mai-20260917-0922-baseline|c116-m5|deepseek-small|Tenable", "prompt": "c116-m5", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CrowdStrike / Tenable** — good if you already use those vendors (integration leverage)"}, {"id": "mai-20260917-0922-baseline|c116-m5|deepseek-small|AWS Security Hub", "prompt": "c116-m5", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "AWS Security Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "cloud-native tools (AWS Security Hub, Defender for Cloud) are cheaper but single-cloud"}, {"id": "mai-20260917-0922-baseline|c116-m5|deepseek-small|Defender for Cloud", "prompt": "c116-m5", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "cloud-native tools (AWS Security Hub, Defender for Cloud) are cheaper but single-cloud"}, {"id": "mai-20260917-0922-baseline|c116-m5|deepseek-small|CrowdStrike", "prompt": "c116-m5", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**CrowdStrike / Tenable** — good if you already use those vendors (integration leverage)"}, {"id": "mai-20260917-0922-baseline|c116-m5|google-small|Wiz", "prompt": "c116-m5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** or **Orca Security** | Most mid-sized companies with multi-cloud footprints. | **Pros:** Best-in-class UI, agentless, incredible attack-path prioritization."}, {"id": "mai-20260917-0922-baseline|c116-m5|google-small|Orca Security", "prompt": "c116-m5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wiz** or **Orca Security** | Most mid-sized companies with multi-cloud footprints."}, {"id": "mai-20260917-0922-baseline|c116-m5|google-small|AWS Security Hub", "prompt": "c116-m5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS Security Hub** or **Microsoft Defender for Cloud** | Single-cloud shops"}, {"id": "mai-20260917-0922-baseline|c116-m5|google-small|Microsoft Defender for Cloud", "prompt": "c116-m5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS Security Hub** or **Microsoft Defender for Cloud** | Single-cloud shops (e.g., 100% Azure or 100% AWS)"}, {"id": "mai-20260917-0922-baseline|c116-m5|google-small|Datadog Cloud Security", "prompt": "c116-m5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Datadog Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teams already using Datadog for APM / infrastructure monitoring... **Cons:** Not as deeply focused on compliance auditing"}, {"id": "mai-20260917-0922-baseline|c116-m5|google-small|Prowler", "prompt": "c116-m5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Startups or mid-market teams on a very tight budget... **Cons:** Requires manual hosting/maintenance"}, {"id": "mai-20260917-0922-baseline|c116-m5|meta-small|Cloudaware", "prompt": "c116-m5", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top CSPM vendors to consider include Cloudaware, Prisma, and others."}, {"id": "mai-20260917-0922-baseline|c116-m5|meta-small|Prisma", "prompt": "c116-m5", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top CSPM vendors to consider include Cloudaware, Prisma, and others."}, {"id": "mai-20260917-0922-baseline|c116-m5|minimax-small|Palo Alto Prisma Cloud", "prompt": "c116-m5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "## Vendor Landscape (Typical Leaders)"}, {"id": "mai-20260917-0922-baseline|c116-m5|minimax-small|CrowdStrike Falcon Horizon", "prompt": "c116-m5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "CrowdStrike Falcon Horizon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "## Vendor Landscape (Typical Leaders)"}, {"id": "mai-20260917-0922-baseline|c116-m5|minimax-small|Wiz", "prompt": "c116-m5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "## Vendor Landscape (Typical Leaders)"}, {"id": "mai-20260917-0922-baseline|c116-m5|minimax-small|Microsoft Defender for Cloud", "prompt": "c116-m5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "## Vendor Landscape (Typical Leaders)"}, {"id": "mai-20260917-0922-baseline|c116-m5|minimax-small|Check Point CloudGuard", "prompt": "c116-m5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "## Vendor Landscape (Typical Leaders)"}, {"id": "mai-20260917-0922-baseline|c116-m5|minimax-small|Aqua Security", "prompt": "c116-m5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "## Vendor Landscape (Typical Leaders)"}, {"id": "mai-20260917-0922-baseline|c116-m5|mistral-small|Prisma Cloud (Palo Alto)", "prompt": "c116-m5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors: Based on your needs, consider platforms like: **Prisma Cloud (Palo Alto)**"}, {"id": "mai-20260917-0922-baseline|c116-m5|mistral-small|AWS Security Hub + GuardDuty", "prompt": "c116-m5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "AWS Security Hub + GuardDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "consider platforms like: ... **AWS Security Hub + GuardDuty**"}, {"id": "mai-20260917-0922-baseline|c116-m5|mistral-small|Microsoft Defender for Cloud", "prompt": "c116-m5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-m5|mistral-small|Wiz", "prompt": "c116-m5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Wiz**"}, {"id": "mai-20260917-0922-baseline|c116-m5|mistral-small|Aqua Security", "prompt": "c116-m5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Aqua Security**"}, {"id": "mai-20260917-0922-baseline|c116-m5|mistral-small|Check Point CloudGuard", "prompt": "c116-m5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Check Point CloudGuard**"}, {"id": "mai-20260917-0922-baseline|c116-m5|mistral-small|Orca Security", "prompt": "c116-m5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Orca Security**"}, {"id": "mai-20260917-0922-baseline|c116-m5|mistral-small|DivvyCloud (now part of Rapid7)", "prompt": "c116-m5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "DivvyCloud (now part of Rapid7)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**DivvyCloud (now part of Rapid7)**"}, {"id": "mai-20260917-0922-baseline|c116-m5|moonshot-small|Wiz", "prompt": "c116-m5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Wiz** | Overall/Enterprise | Graph-based attack path analysis |"}, {"id": "mai-20260917-0922-baseline|c116-m5|moonshot-small|Orca Security", "prompt": "c116-m5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Orca Security** | Agentless deployment | SideScanning technology |"}, {"id": "mai-20260917-0922-baseline|c116-m5|moonshot-small|Palo Alto Prisma Cloud", "prompt": "c116-m5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Palo Alto Prisma Cloud** | Enterprise multi-cloud | 100+ compliance frameworks |"}, {"id": "mai-20260917-0922-baseline|c116-m5|moonshot-small|CrowdStrike Falcon Cloud", "prompt": "c116-m5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "CrowdStrike Falcon Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **CrowdStrike Falcon Cloud** | Threat intelligence | 281+ adversary groups tracked |"}, {"id": "mai-20260917-0922-baseline|c116-m5|moonshot-small|Microsoft Defender for Cloud", "prompt": "c116-m5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Microsoft Defender for Cloud** | Azure-heavy environments | Native integration |"}, {"id": "mai-20260917-0922-baseline|c116-m5|xai-small|Wiz", "prompt": "c116-m5", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist 3-5**: Wiz (attack paths), Prisma Cloud (breadth/compliance), Orca (agentless)"}, {"id": "mai-20260917-0922-baseline|c116-m5|xai-small|Prisma Cloud", "prompt": "c116-m5", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Check Gartner Peer Insights or Forrester Waves (e.g., Prisma Cloud, Wiz as leaders)"}, {"id": "mai-20260917-0922-baseline|c116-m5|xai-small|Orca Security", "prompt": "c116-m5", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Orca (agentless)"}, {"id": "mai-20260917-0922-baseline|c116-m5|xai-small|CrowdStrike", "prompt": "c116-m5", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CrowdStrike (if endpoint-integrated)"}, {"id": "mai-20260917-0922-baseline|c116-m5|xai-small|Microsoft Defender", "prompt": "c116-m5", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft Defender (if Azure-heavy)"}, {"id": "mai-20260917-0922-baseline|c116-m6|alibaba-small|Wiz", "prompt": "c116-m6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "native CSPMs (like Wiz or Prisma) that use live APIs to see your configuration"}, {"id": "mai-20260917-0922-baseline|c116-m6|alibaba-small|Qualys", "prompt": "c116-m6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Vendors like **Qualys** (specifically their VM module used as CSPM) ... are often criticized by pure-cloud shops for high resource consumption and lower accuracy"}, {"id": "mai-20260917-0922-baseline|c116-m6|alibaba-small|Rapid7 InsightVM", "prompt": "c116-m6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Rapid7 InsightVM** are often criticized by pure-cloud shops for high resource consumption and lower accuracy in detecting configuration drift"}, {"id": "mai-20260917-0922-baseline|c116-m6|alibaba-small|Drata", "prompt": "c116-m6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Users occasionally report frustration with **Drata** ... finding thousands of \"low-severity\" config issues that offer no real security value."}, {"id": "mai-20260917-0922-baseline|c116-m6|alibaba-small|Orca Security", "prompt": "c116-m6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Orca suffered significant internal restructuring and layoffs recently ... whether their roadmap will continue at its current pace"}, {"id": "mai-20260917-0922-baseline|c116-m6|alibaba-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c116-m6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "notorious for being a \"monster\" in terms of complexity ... requires a dedicated, highly specialized team"}, {"id": "mai-20260917-0922-baseline|c116-m6|alibaba-small|Trend Micro (WazaH/Hybrid Cloud)", "prompt": "c116-m6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Trend Micro (WazaH/Hybrid Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "their cloud suite is often described as heavy and difficult to configure correctly"}, {"id": "mai-20260917-0922-baseline|c116-m6|anthropic-small|Wiz", "prompt": "c116-m6", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "raising questions about its independence as a multi-cloud platform... you should add roadmap and neutrality protections to multi-year terms"}, {"id": "mai-20260917-0922-baseline|c116-m6|anthropic-small|Orca", "prompt": "c116-m6", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "AI-generated remediation code appeared in multiple platforms (Wiz, Orca, Prisma Cloud) but accuracy varies enough that auto-applying AI fixes remains risky"}, {"id": "mai-20260917-0922-baseline|c116-m6|anthropic-small|Prisma Cloud", "prompt": "c116-m6", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AI-generated remediation code appeared in multiple platforms (Wiz, Orca, Prisma Cloud) but accuracy varies enough that auto-applying AI fixes remains risky"}, {"id": "mai-20260917-0922-baseline|c116-m6|anthropic-small|AWS Security Hub", "prompt": "c116-m6", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "AWS Security Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with your cloud provider's native CSPM tool (AWS Security Hub or Defender for Cloud) if you have not deployed any posture management"}, {"id": "mai-20260917-0922-baseline|c116-m6|anthropic-small|Defender for Cloud", "prompt": "c116-m6", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with your cloud provider's native CSPM tool (AWS Security Hub or Defender for Cloud)"}, {"id": "mai-20260917-0922-baseline|c116-m6|challenger-small|Palo Alto / Prisma Cloud", "prompt": "c116-m6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto / Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "one Reddit commenter explicitly said “Don’t deal with Palo Alto,” but that is a single anecdotal opinion, not authoritative evidence"}, {"id": "mai-20260917-0922-baseline|c116-m6|challenger-small|Ermetic", "prompt": "c116-m6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Ermetic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "another Reddit user advised against it due to integration concerns with Tenable vulnerability scanning; again, this is anecdotal and limited"}, {"id": "mai-20260917-0922-baseline|c116-m6|challenger-small|Darktrace", "prompt": "c116-m6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Darktrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "marks it poorly on owner context, IT compliance, exception lifecycle, and reports, which suggests caution if governance is a requirement"}, {"id": "mai-20260917-0922-baseline|c116-m6|challenger-small|Snyk", "prompt": "c116-m6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cloudaware’s table shows many caution markers for CSPM use in governance-heavy scenarios"}, {"id": "mai-20260917-0922-baseline|c116-m6|deepseek-small|Lacework / FortiCNAPP (Fortinet)", "prompt": "c116-m6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Lacework / FortiCNAPP (Fortinet)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Lacework / FortiCNAPP** — Integration chaos, poor documentation, glitchy pipelines, forced migration."}, {"id": "mai-20260917-0922-baseline|c116-m6|deepseek-small|Aqua Security", "prompt": "c116-m6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Aqua Security** — **Caution: Moderate** ... instability suggests the stand-alone CNAPP vendor model is under pressure."}, {"id": "mai-20260917-0922-baseline|c116-m6|deepseek-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c116-m6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid it if you have fewer than 2 full-time security engineers dedicated to cloud."}, {"id": "mai-20260917-0922-baseline|c116-m6|deepseek-small|Wiz (now Google Cloud)", "prompt": "c116-m6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz (now Google Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caution: Moderate for multi-cloud neutrality** ... a data-governance and vendor-lock-in concern. Pricing is premium"}, {"id": "mai-20260917-0922-baseline|c116-m6|deepseek-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "\"newer entrant in CSPM specifically\" — its depth in cloud posture still trails Wiz/Prisma/Orca"}, {"id": "mai-20260917-0922-baseline|c116-m6|deepseek-small|Microsoft Defender for Cloud", "prompt": "c116-m6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Caution: Moderate for non-Azure estates** ... multi-cloud parity (AWS/GCP) trails specialists"}, {"id": "mai-20260917-0922-baseline|c116-m6|deepseek-small|Orca", "prompt": "c116-m6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Wiz, Orca, or Sysdig** are safer bets if you have budget"}, {"id": "mai-20260917-0922-baseline|c116-m6|deepseek-small|Sysdig", "prompt": "c116-m6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Wiz, Orca, or Sysdig** are safer bets if you have budget"}, {"id": "mai-20260917-0922-baseline|c116-m6|deepseek-small|Prowler", "prompt": "c116-m6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prowler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Microsoft Defender for Cloud (free tier) + Prowler (open source)"}, {"id": "mai-20260917-0922-baseline|c116-m6|google-small|Palo Alto Prisma Cloud", "prompt": "c116-m6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "frequently criticized ... for its **extreme complexity and high total cost of ownership (TCO)**ing ... can easily become a costly, underutilized shelfware product"}, {"id": "mai-20260917-0922-baseline|c116-m6|google-small|Check Point CloudGuard", "prompt": "c116-m6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "solid tools but are sometimes viewed as slower to innovate compared to modern, cloud-native upstarts"}, {"id": "mai-20260917-0922-baseline|c116-m6|google-small|Rapid7 InsightCloudSec", "prompt": "c116-m6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Rapid7 InsightCloudSec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "formerly DivvyCloud) are solid tools but are sometimes viewed as slower to innovate"}, {"id": "mai-20260917-0922-baseline|c116-m6|google-small|Wiz", "prompt": "c116-m6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "modern, cloud-native upstarts like Wiz, Orca, or Sysdig"}, {"id": "mai-20260917-0922-baseline|c116-m6|google-small|Orca", "prompt": "c116-m6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "modern, cloud-native upstarts like Wiz, Orca, or Sysdig"}, {"id": "mai-20260917-0922-baseline|c116-m6|google-small|Sysdig", "prompt": "c116-m6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "modern, cloud-native upstarts like Wiz, Orca, or Sysdig"}, {"id": "mai-20260917-0922-baseline|c116-m6|google-small|AWS Security Hub", "prompt": "c116-m6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "AWS Security Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Avoid them as your primary CSPM if you operate across multiple cloud providers."}, {"id": "mai-20260917-0922-baseline|c116-m6|google-small|Microsoft Defender for Cloud", "prompt": "c116-m6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they fall short if your organization runs a multi-cloud or hybrid-cloud architecture"}, {"id": "mai-20260917-0922-baseline|c116-m6|google-small|Google Cloud Security Command Center", "prompt": "c116-m6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Google Cloud Security Command Center", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Relying solely on the free or low-cost native posture management tools provided by your cloud provider"}, {"id": "mai-20260917-0922-baseline|c116-m6|meta-small|Aikido Security", "prompt": "c116-m6", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Aikido Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top vendors include Aikido Security, CrowdStrike, Microsoft Defender for Cloud, Orca Security, Sweet Security, and Wiz CSPM."}, {"id": "mai-20260917-0922-baseline|c116-m6|meta-small|CrowdStrike", "prompt": "c116-m6", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top vendors include Aikido Security, CrowdStrike, Microsoft Defender for Cloud, Orca Security, Sweet Security, and Wiz CSPM."}, {"id": "mai-20260917-0922-baseline|c116-m6|meta-small|Microsoft Defender for Cloud", "prompt": "c116-m6", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top vendors include Aikido Security, CrowdStrike, Microsoft Defender for Cloud, Orca Security, Sweet Security, and Wiz CSPM."}, {"id": "mai-20260917-0922-baseline|c116-m6|meta-small|Orca Security", "prompt": "c116-m6", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top vendors include ... Orca Security, Sweet Security, and Wiz CSPM."}, {"id": "mai-20260917-0922-baseline|c116-m6|meta-small|Sweet Security", "prompt": "c116-m6", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Sweet Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top vendors include ... Sweet Security, and Wiz CSPM."}, {"id": "mai-20260917-0922-baseline|c116-m6|meta-small|Wiz CSPM", "prompt": "c116-m6", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz CSPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top vendors include ... and Wiz CSPM."}, {"id": "mai-20260917-0922-baseline|c116-m6|meta-small|Palo Alto", "prompt": "c116-m6", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "they would strongly recommend avoiding Palo Alto as a vendor if possible"}, {"id": "mai-20260917-0922-baseline|c116-m6|minimax-small|Wiz", "prompt": "c116-m6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "One user migrating from Wiz to CrowdStrike Falcon Cloud Security reported significant challenges"}, {"id": "mai-20260917-0922-baseline|c116-m6|minimax-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "reported significant challenges including inaccurate reporting, false positives, and a \"patchwork\" architecture lacking coherence between components"}, {"id": "mai-20260917-0922-baseline|c116-m6|mistral-small|Microsoft Defender for Cloud", "prompt": "c116-m6", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "there are concerns about neutrality and potential vendor lock-in. Buyers with multi-cloud needs ... should negotiate strong roadmap-protection language"}, {"id": "mai-20260917-0922-baseline|c116-m6|mistral-small|Wiz", "prompt": "c116-m6", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Wiz has faced scrutiny due to its rapid growth and recent funding rounds"}, {"id": "mai-20260917-0922-baseline|c116-m6|moonshot-small|Lacework (now FortiCNAPP)", "prompt": "c116-m6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Lacework (now FortiCNAPP)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Prisma Cloud and Lacework** present the most documented risks around cost unpredictability and complexity"}, {"id": "mai-20260917-0922-baseline|c116-m6|moonshot-small|Palo Alto Prisma Cloud", "prompt": "c116-m6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Prisma Cloud and Lacework** present the most documented risks around cost unpredictability and complexity"}, {"id": "mai-20260917-0922-baseline|c116-m6|moonshot-small|Microsoft Defender for Cloud", "prompt": "c116-m6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Ecosystem lock-in risk**: While functional for Azure-heavy environments, native-first platforms create gravitational pull toward a single cloud ecosystem"}, {"id": "mai-20260917-0922-baseline|c116-m6|moonshot-small|Wiz", "prompt": "c116-m6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gartner explicitly notes higher alert volume than Wiz or Orca for some customers"}, {"id": "mai-20260917-0922-baseline|c116-m6|moonshot-small|Orca", "prompt": "c116-m6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "higher alert volume than Wiz or Orca for some customers"}, {"id": "mai-20260917-0922-baseline|c116-m6|moonshot-small|Prowler", "prompt": "c116-m6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Evaluate open-source alternatives** first or in parallel:\n   - **Prowler** (AWS/Azure/GCP, CIS mapping)"}, {"id": "mai-20260917-0922-baseline|c116-m6|moonshot-small|ScoutSuite", "prompt": "c116-m6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "ScoutSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ScoutSuite** (multi-cloud auditing)"}, {"id": "mai-20260917-0922-baseline|c116-m6|moonshot-small|Cloud Custodian", "prompt": "c116-m6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Cloud Custodian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Cloud Custodian** (policy-as-code)"}, {"id": "mai-20260917-0922-baseline|c116-m6|moonshot-small|Steampipe/Powerpipe", "prompt": "c116-m6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Steampipe/Powerpipe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Steampipe/Powerpipe** (SQL-based compliance)"}, {"id": "mai-20260917-0922-baseline|c116-m6|openai-small|Microsoft Defender for Cloud", "prompt": "c116-m6", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Reviewers of Microsoft Defender for Cloud note the UI can feel cluttered and policy customization can be cumbersome."}, {"id": "mai-20260917-0922-baseline|c116-m6|xai-small|Wiz", "prompt": "c116-m6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top safe bets**: Wiz (best overall UX/risk graphs)"}, {"id": "mai-20260917-0922-baseline|c116-m6|xai-small|Orca Security", "prompt": "c116-m6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Orca (agentless speed)"}, {"id": "mai-20260917-0922-baseline|c116-m6|xai-small|Palo Alto Prisma Cloud", "prompt": "c116-m6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprises report steep curves in modular tools like Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c116-m6|xai-small|Microsoft Defender for Cloud", "prompt": "c116-m6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Microsoft Defender is excellent for Azure but may underperform in AWS/GCP without Arc extensions."}, {"id": "mai-20260917-0922-baseline|c116-m6|xai-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-m6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "most leaders like Wiz, Orca Security, Palo Alto Prisma Cloud, Microsoft Defender for Cloud, and CrowdStrike Falcon Cloud Security consistently receive strong reviews"}, {"id": "mai-20260917-0922-baseline|c116-m6|xai-small|Darktrace", "prompt": "c116-m6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Darktrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Limited multi-cloud support, weak compliance and ownership context, and poor exception workflows."}, {"id": "mai-20260917-0922-baseline|c116-m6|xai-small|Snyk", "prompt": "c116-m6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid if you need enterprise-scale cloud config scanning over app-sec focus."}, {"id": "mai-20260917-0922-baseline|c116-m6|xai-small|Lacework", "prompt": "c116-m6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Lacework", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "noisy alerts, steep learning curves, and slower remediation... still lags leaders in agentless simplicity"}, {"id": "mai-20260917-0922-baseline|c116-m6|xai-small|AlgoSec", "prompt": "c116-m6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "AlgoSec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "some niche players like AlgoSec or Qualys): Incomplete cloud coverage, high false positives, or scalability problems"}, {"id": "mai-20260917-0922-baseline|c116-m6|xai-small|Qualys", "prompt": "c116-m6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "some niche players like AlgoSec or Qualys): Incomplete cloud coverage, high false positives, or scalability problems"}, {"id": "mai-20260917-0922-baseline|c116-m6|zai-small|Prisma Cloud", "prompt": "c116-m6", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "a significant number of users report it as a \"caution\" due to its complexity and false positive rate"}, {"id": "mai-20260917-0922-baseline|c116-s1|alibaba-small|Wiz", "prompt": "c116-s1", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Choice for Speed & Performance: Wiz"}, {"id": "mai-20260917-0922-baseline|c116-s1|alibaba-small|Microsoft Defender for Cloud", "prompt": "c116-s1", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Value (and Often Free): Microsoft Defender for Cloud"}, {"id": "mai-20260917-0922-baseline|c116-s1|alibaba-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c116-s1", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Can be complex to configure. It may be overkill if you just want basic misconfiguration scanning."}, {"id": "mai-20260917-0922-baseline|c116-s1|alibaba-small|Datadog Security", "prompt": "c116-s1", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Datadog Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Data-Driven Companies: Datadog Security"}, {"id": "mai-20260917-0922-baseline|c116-s1|alibaba-small|AWS Security Hub", "prompt": "c116-s1", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You are heavy on AWS. | AWS Security Hub (Native) or Orca Security"}, {"id": "mai-20260917-0922-baseline|c116-s1|alibaba-small|Orca Security", "prompt": "c116-s1", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AWS Security Hub (Native) or Orca Security"}, {"id": "mai-20260917-0922-baseline|c116-s1|anthropic-small|Aikido Security", "prompt": "c116-s1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams prioritizing ease of use and integrated features, Aikido Security appears particularly well-suited."}, {"id": "mai-20260917-0922-baseline|c116-s1|anthropic-small|Cyscale", "prompt": "c116-s1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Cyscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a balanced, enterprise-ready option, Cyscale offers proven performance across different business sizes."}, {"id": "mai-20260917-0922-baseline|c116-s1|anthropic-small|Check Point", "prompt": "c116-s1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top Cloud Security Posture Management solutions include Check Point, Aqua Security, Orca Security, Fugue, Wiz, and Palo Alto."}, {"id": "mai-20260917-0922-baseline|c116-s1|anthropic-small|Aqua Security", "prompt": "c116-s1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top Cloud Security Posture Management solutions include Check Point, Aqua Security, Orca Security, Fugue, Wiz, and Palo Alto."}, {"id": "mai-20260917-0922-baseline|c116-s1|anthropic-small|Orca Security", "prompt": "c116-s1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top Cloud Security Posture Management solutions include Check Point, Aqua Security, Orca Security, Fugue, Wiz, and Palo Alto."}, {"id": "mai-20260917-0922-baseline|c116-s1|anthropic-small|Fugue", "prompt": "c116-s1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Fugue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top Cloud Security Posture Management solutions include Check Point, Aqua Security, Orca Security, Fugue, Wiz, and Palo Alto."}, {"id": "mai-20260917-0922-baseline|c116-s1|anthropic-small|Wiz", "prompt": "c116-s1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Top Cloud Security Posture Management solutions include Check Point, Aqua Security, Orca Security, Fugue, Wiz, and Palo Alto."}, {"id": "mai-20260917-0922-baseline|c116-s1|anthropic-small|Palo Alto", "prompt": "c116-s1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Top Cloud Security Posture Management solutions include Check Point, Aqua Security, Orca Security, Fugue, Wiz, and Palo Alto."}, {"id": "mai-20260917-0922-baseline|c116-s1|anthropic-small|Prowler", "prompt": "c116-s1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "open-source CSPM tools scan cloud accounts against configuration and compliance rules at no cost, with some of the best-known options including Prowler"}, {"id": "mai-20260917-0922-baseline|c116-s1|anthropic-small|ScoutSuite", "prompt": "c116-s1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "ScoutSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "best-known options including Prowler, ScoutSuite, Cloud Custodian, CloudSploit, and the Steampipe and Powerpipe pair"}, {"id": "mai-20260917-0922-baseline|c116-s1|anthropic-small|Cloud Custodian", "prompt": "c116-s1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Cloud Custodian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "best-known options including Prowler, ScoutSuite, Cloud Custodian, CloudSploit"}, {"id": "mai-20260917-0922-baseline|c116-s1|anthropic-small|CloudSploit", "prompt": "c116-s1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "CloudSploit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "best-known options including Prowler, ScoutSuite, Cloud Custodian, CloudSploit"}, {"id": "mai-20260917-0922-baseline|c116-s1|anthropic-small|Steampipe", "prompt": "c116-s1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Steampipe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "the Steampipe and Powerpipe pair"}, {"id": "mai-20260917-0922-baseline|c116-s1|anthropic-small|Powerpipe", "prompt": "c116-s1", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Powerpipe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "the Steampipe and Powerpipe pair"}, {"id": "mai-20260917-0922-baseline|c116-s1|challenger-small|Microsoft Defender for Cloud", "prompt": "c116-s1", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Cloud** is the safest default if you already run on Azure or use Microsoft heavily"}, {"id": "mai-20260917-0922-baseline|c116-s1|challenger-small|Prowler", "prompt": "c116-s1", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Prowler** is the best low-cost starting point for a very small team that wants a free/open-source posture baseline"}, {"id": "mai-20260917-0922-baseline|c116-s1|challenger-small|Wiz", "prompt": "c116-s1", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best overall commercial platform:** **Wiz** — repeatedly cited as the leader for overall coverage and prioritization speed"}, {"id": "mai-20260917-0922-baseline|c116-s1|challenger-small|Cloudaware", "prompt": "c116-s1", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if governance/audit workflow is your main pain point:** **Cloudaware**"}, {"id": "mai-20260917-0922-baseline|c116-s1|deepseek-small|Microsoft Defender for Cloud", "prompt": "c116-s1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start free**: use **Prowler** and/or **Microsoft Defender for Cloud's foundational tier**"}, {"id": "mai-20260917-0922-baseline|c116-s1|deepseek-small|Prowler", "prompt": "c116-s1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start free**: use **Prowler** and/or **Microsoft Defender for Cloud's foundational tier**"}, {"id": "mai-20260917-0922-baseline|c116-s1|deepseek-small|Aikido Security", "prompt": "c116-s1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "upgrade to **Aikido Security** (around $300–350/month) as a budget-friendly managed platform"}, {"id": "mai-20260917-0922-baseline|c116-s1|deepseek-small|Wiz", "prompt": "c116-s1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "excellent product but **starts around $40k–$100k+/year**"}, {"id": "mai-20260917-0922-baseline|c116-s1|deepseek-small|Orca", "prompt": "c116-s1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strong tools but typically $30k–$150k+/yr, which is likely overkill for a small business"}, {"id": "mai-20260917-0922-baseline|c116-s1|deepseek-small|Prisma Cloud", "prompt": "c116-s1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "strong tools but typically $30k–$150k+/yr, which is likely overkill for a small business"}, {"id": "mai-20260917-0922-baseline|c116-s1|deepseek-small|CrowdStrike", "prompt": "c116-s1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "strong tools but typically $30k–$150k+/yr, which is likely overkill for a small business"}, {"id": "mai-20260917-0922-baseline|c116-s1|deepseek-small|Tenable", "prompt": "c116-s1", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "strong tools but typically $30k–$150k+/yr, which is likely overkill for a small business"}, {"id": "mai-20260917-0922-baseline|c116-s1|google-small|Wiz", "prompt": "c116-s1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The industry giants (such as **Wiz** or **Prisma Cloud**) are incredible tools, but they are built for enterprises... far too expensive and complex for a lean team."}, {"id": "mai-20260917-0922-baseline|c116-s1|google-small|Prisma Cloud", "prompt": "c116-s1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "industry giants (such as **Wiz** or **Prisma Cloud**)... far too expensive and complex for a lean team"}, {"id": "mai-20260917-0922-baseline|c116-s1|google-small|Cyscale", "prompt": "c116-s1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Cyscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Startups & SMBs: **Cyscale**... Cyscale is highly recommended."}, {"id": "mai-20260917-0922-baseline|c116-s1|google-small|Fencer", "prompt": "c116-s1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Fencer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Modern, PaaS-heavy stacks: **Fencer**"}, {"id": "mai-20260917-0922-baseline|c116-s1|google-small|Prowler Cloud", "prompt": "c116-s1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prowler Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best on a Strict Budget: **Prowler Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-s1|google-small|Vanta", "prompt": "c116-s1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best \"Compliance-First\" Approach: **Vanta or Drata**"}, {"id": "mai-20260917-0922-baseline|c116-s1|google-small|Drata", "prompt": "c116-s1", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best \"Compliance-First\" Approach: **Vanta or Drata**"}, {"id": "mai-20260917-0922-baseline|c116-s1|meta-small|Cloudaware", "prompt": "c116-s1", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top vendors and tools include:\n\n1. Cloudaware"}, {"id": "mai-20260917-0922-baseline|c116-s1|meta-small|Snyk", "prompt": "c116-s1", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Snyk"}, {"id": "mai-20260917-0922-baseline|c116-s1|meta-small|Prowler", "prompt": "c116-s1", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Prowler (open-source, multicloud)"}, {"id": "mai-20260917-0922-baseline|c116-s1|minimax-small|Orca Security", "prompt": "c116-s1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best balance of capability, ease‑of‑use, and cost** is **Orca Security**"}, {"id": "mai-20260917-0922-baseline|c116-s1|minimax-small|Microsoft Defender for Cloud", "prompt": "c116-s1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you are already heavily invested in a single cloud, the native CSPM service – Microsoft Defender for Cloud for Azure"}, {"id": "mai-20260917-0922-baseline|c116-s1|minimax-small|AWS Security Hub", "prompt": "c116-s1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS Security Hub for AWS"}, {"id": "mai-20260917-0922-baseline|c116-s1|minimax-small|Google Security Command Center", "prompt": "c116-s1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Google Security Command Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Google Security Command Center for GCP"}, {"id": "mai-20260917-0922-baseline|c116-s1|minimax-small|Prowler", "prompt": "c116-s1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you can start with a free, open‑source tool such as **Prowler**"}, {"id": "mai-20260917-0922-baseline|c116-s1|minimax-small|ScoutSuite", "prompt": "c116-s1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "ScoutSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(or ScoutSuite)"}, {"id": "mai-20260917-0922-baseline|c116-s1|minimax-small|Prisma Cloud (Palo Alto)", "prompt": "c116-s1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pricing can climb quickly; UI can feel heavy for tiny teams"}, {"id": "mai-20260917-0922-baseline|c116-s1|minimax-small|Wiz", "prompt": "c116-s1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "No free tier; cost can become material as you scale"}, {"id": "mai-20260917-0922-baseline|c116-s1|minimax-small|CloudSploit (open‑source)", "prompt": "c116-s1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "CloudSploit (open‑source)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Simple UI, easy onboarding | Fewer advanced features than commercial tools"}, {"id": "mai-20260917-0922-baseline|c116-s1|minimax-small|Dome9 (Check Point)", "prompt": "c116-s1", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Dome9 (Check Point)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Pricing can be higher than Orca for small workloads"}, {"id": "mai-20260917-0922-baseline|c116-s1|mistral-small|Prowler", "prompt": "c116-s1", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with **Prowler** or **Microsoft Defender for Cloud** (if using Azure) is the most cost-effective and practical approach"}, {"id": "mai-20260917-0922-baseline|c116-s1|mistral-small|Microsoft Defender for Cloud (Free Tier)", "prompt": "c116-s1", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud (Free Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with **Prowler** or **Microsoft Defender for Cloud** (if using Azure) is the most cost-effective and practical approach"}, {"id": "mai-20260917-0922-baseline|c116-s1|mistral-small|Snyk", "prompt": "c116-s1", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more advanced features and can budget for it, **Snyk** or **Cloudaware** are excellent choices"}, {"id": "mai-20260917-0922-baseline|c116-s1|mistral-small|Cloudaware", "prompt": "c116-s1", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Snyk** or **Cloudaware** are excellent choices for scalability and ease of use"}, {"id": "mai-20260917-0922-baseline|c116-s1|moonshot-small|Microsoft Defender for Cloud", "prompt": "c116-s1", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Microsoft Defender for Cloud"}, {"id": "mai-20260917-0922-baseline|c116-s1|moonshot-small|Orca Security", "prompt": "c116-s1", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Agentless Alternative: Orca Security"}, {"id": "mai-20260917-0922-baseline|c116-s1|moonshot-small|Datadog CSM", "prompt": "c116-s1", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Datadog CSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best If You're Already Using Datadog: Datadog CSM"}, {"id": "mai-20260917-0922-baseline|c116-s1|moonshot-small|Prowler", "prompt": "c116-s1", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget Option: Prowler (Open Source)"}, {"id": "mai-20260917-0922-baseline|c116-s1|moonshot-small|Wiz", "prompt": "c116-s1", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid | **Wiz** | Excellent but expensive."}, {"id": "mai-20260917-0922-baseline|c116-s1|moonshot-small|Prisma Cloud (Palo Alto)", "prompt": "c116-s1", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Powerful but complex and pricey... Better suited for mid-market/enterprise."}, {"id": "mai-20260917-0922-baseline|c116-s1|moonshot-small|Lacework/FortiCNAPP", "prompt": "c116-s1", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Lacework/FortiCNAPP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Starts around **$22K/year**—usually too much for small companies."}, {"id": "mai-20260917-0922-baseline|c116-s1|openai-small|AWS Security Hub CSPM", "prompt": "c116-s1", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "AWS Security Hub CSPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS-only or mostly AWS:** **AWS Security Hub CSPM** is the strongest fit for a lean team because it's native to AWS"}, {"id": "mai-20260917-0922-baseline|c116-s1|openai-small|Microsoft Defender for Cloud", "prompt": "c116-s1", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft/Azure-first... **Microsoft Defender for Cloud** is a very good option"}, {"id": "mai-20260917-0922-baseline|c116-s1|openai-small|Wiz", "prompt": "c116-s1", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mixed cloud / fastest time to value: Wiz."}, {"id": "mai-20260917-0922-baseline|c116-s1|xai-small|Wiz", "prompt": "c116-s1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise tools like Wiz or Prisma Cloud often start at $10K+/year"}, {"id": "mai-20260917-0922-baseline|c116-s1|xai-small|Prisma Cloud", "prompt": "c116-s1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise tools like Wiz or Prisma Cloud often start at $10K+/year"}, {"id": "mai-20260917-0922-baseline|c116-s1|xai-small|Microsoft Defender for Cloud", "prompt": "c116-s1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Microsoft Defender for Cloud (Best Overall Free Starter)**"}, {"id": "mai-20260917-0922-baseline|c116-s1|xai-small|Prowler", "prompt": "c116-s1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prowler (Best Free/Open-Source Option)**"}, {"id": "mai-20260917-0922-baseline|c116-s1|xai-small|Trend Micro Cloud One – Conformity", "prompt": "c116-s1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Trend Micro Cloud One – Conformity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(Best Guided Low-Cost Paid)"}, {"id": "mai-20260917-0922-baseline|c116-s1|xai-small|Datadog Cloud Security", "prompt": "c116-s1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Datadog Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If already using Datadog monitoring"}, {"id": "mai-20260917-0922-baseline|c116-s1|xai-small|Cloudanix", "prompt": "c116-s1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Cloudanix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Value CNAPP (CSPM + CIEM)"}, {"id": "mai-20260917-0922-baseline|c116-s1|xai-small|Native Cloud Tools", "prompt": "c116-s1", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Native Cloud Tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AWS GuardDuty/Security Hub, GCP Security Command Center, Azure Defender."}, {"id": "mai-20260917-0922-baseline|c116-s1|zai-small|Microsoft Defender for Cloud", "prompt": "c116-s1", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best Cloud Security Posture Management (CSPM) platform for a small B2B company is Microsoft Defender for Cloud."}, {"id": "mai-20260917-0922-baseline|c116-s1|zai-small|Wiz", "prompt": "c116-s1", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Wiz is not a small-business tool... the cost is prohibitive for most small B2Bs."}, {"id": "mai-20260917-0922-baseline|c116-s1|zai-small|Orca", "prompt": "c116-s1", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Orca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most premium CSPM platforms (like Wiz or Orca) are priced for mid-market to enterprise companies"}, {"id": "mai-20260917-0922-baseline|c116-s1|zai-small|Datadog CSM", "prompt": "c116-s1", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Datadog CSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are paying Datadog for application monitoring, their Cloud Security Management (CSM) module is a logical add-on."}, {"id": "mai-20260917-0922-baseline|c116-s1|zai-small|Prowler", "prompt": "c116-s1", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prowler is an open-source tool that runs on AWS, Azure, and GCP... The Catch: It is not a \"managed platform.\""}, {"id": "mai-20260917-0922-baseline|c116-s2|alibaba-small|Drata", "prompt": "c116-s2", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are serious about selling to B2B enterprises, invest in **Drata**."}, {"id": "mai-20260917-0922-baseline|c116-s2|alibaba-small|Vanta", "prompt": "c116-s2", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(or its closest competitor, **Vanta**)"}, {"id": "mai-20260917-0922-baseline|c116-s2|alibaba-small|Orca Security", "prompt": "c116-s2", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Pure Technical Security (No GRC Fluff)\n**Recommendation:** **Orca Security** or **Wiz**"}, {"id": "mai-20260917-0922-baseline|c116-s2|alibaba-small|Wiz", "prompt": "c116-s2", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Why Wiz?** It offers incredible visibility and \"attack path\" analysis"}, {"id": "mai-20260917-0922-baseline|c116-s2|alibaba-small|Prowler", "prompt": "c116-s2", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are purely internal-facing or pre-revenue, start with **Prowler**."}, {"id": "mai-20260917-0922-baseline|c116-s2|alibaba-small|Microsoft Defender for Cloud", "prompt": "c116-s2", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "They provide basic posture management but lack the cross-cloud intelligence of dedicated vendors."}, {"id": "mai-20260917-0922-baseline|c116-s2|alibaba-small|Amazon Security Hub", "prompt": "c116-s2", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Amazon Security Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Use **Microsoft Defender for Cloud** (Azure) or **Amazon Security Hub** (AWS)"}, {"id": "mai-20260917-0922-baseline|c116-s2|anthropic-small|Prowler", "prompt": "c116-s2", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Prowler runs hundreds of checks across AWS, Azure, and Google Cloud and maps them to CIS."}, {"id": "mai-20260917-0922-baseline|c116-s2|anthropic-small|ScoutSuite", "prompt": "c116-s2", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "ScoutSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ScoutSuite audits multi-cloud posture into a readable report."}, {"id": "mai-20260917-0922-baseline|c116-s2|anthropic-small|Cloud Custodian", "prompt": "c116-s2", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Cloud Custodian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloud Custodian enforces policy-as-code and can auto-remediate."}, {"id": "mai-20260917-0922-baseline|c116-s2|anthropic-small|CloudSploit", "prompt": "c116-s2", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "CloudSploit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CloudSploit scans for misconfigurations"}, {"id": "mai-20260917-0922-baseline|c116-s2|anthropic-small|Steampipe", "prompt": "c116-s2", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Steampipe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Steampipe with Powerpipe queries cloud config as SQL."}, {"id": "mai-20260917-0922-baseline|c116-s2|anthropic-small|Sovereign Observer", "prompt": "c116-s2", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Sovereign Observer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "offers agentless multi-cloud scanning (AWS, Azure, GCP) with attack-path analysis, self-serve setup in minutes, priced for small teams"}, {"id": "mai-20260917-0922-baseline|c116-s2|anthropic-small|Aikido Cloud", "prompt": "c116-s2", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Aikido Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "caters to both startups and enterprises with a dev-first CSPM solution that delivers complete code-to-cloud coverage at an affordable price"}, {"id": "mai-20260917-0922-baseline|c116-s2|anthropic-small|Microsoft Defender for Cloud", "prompt": "c116-s2", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If Using Primarily One Cloud: Microsoft Defender for Cloud is a Cloud Security Posture Management (CSPM)"}, {"id": "mai-20260917-0922-baseline|c116-s2|challenger-small|Datadog Cloud Security Management", "prompt": "c116-s2", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Datadog Cloud Security Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Datadog CSM — best if you already have Datadog in place and want to minimize tooling sprawl."}, {"id": "mai-20260917-0922-baseline|c116-s2|challenger-small|Aikido Cloud", "prompt": "c116-s2", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Aikido Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If I had to pick one default choice for a small B2B company starting from scratch, I'd lean toward **Aikido Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-s2|challenger-small|Orca Security", "prompt": "c116-s2", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you prefer an **agentless** CSPM and want faster onboarding with less operational overhead"}, {"id": "mai-20260917-0922-baseline|c116-s2|deepseek-small|Prowler", "prompt": "c116-s2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Prowler + your cloud's native tools** at no cost."}, {"id": "mai-20260917-0922-baseline|c116-s2|deepseek-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-s2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "move to **CrowdStrike Falcon Cloud Security** (or **Orca Security**)"}, {"id": "mai-20260917-0922-baseline|c116-s2|deepseek-small|Orca Security", "prompt": "c116-s2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "agentless, very low setup effort (great for small teams without infra engineers)"}, {"id": "mai-20260917-0922-baseline|c116-s2|deepseek-small|Microsoft Defender for Cloud", "prompt": "c116-s2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Microsoft Defender for Cloud (foundational/free tier)** ... Built-in, no extra cost."}, {"id": "mai-20260917-0922-baseline|c116-s2|deepseek-small|Prisma Cloud", "prompt": "c116-s2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Prisma Cloud** \\u2014 excellent compliance breadth but too heavy/priced for a small team."}, {"id": "mai-20260917-0922-baseline|c116-s2|deepseek-small|Wiz", "prompt": "c116-s2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What I'd avoid for now - **Wiz** \\u2014 category-leading, but enterprise pricing (quote-based) and overkill"}, {"id": "mai-20260917-0922-baseline|c116-s2|deepseek-small|Datadog CSM", "prompt": "c116-s2", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Datadog CSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Datadog CSM** \\u2014 only if you're already a Datadog customer."}, {"id": "mai-20260917-0922-baseline|c116-s2|google-small|Vanta", "prompt": "c116-s2", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendations: Vanta or Drata"}, {"id": "mai-20260917-0922-baseline|c116-s2|google-small|Drata", "prompt": "c116-s2", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendations: Vanta or Drata"}, {"id": "mai-20260917-0922-baseline|c116-s2|google-small|Aikido Security", "prompt": "c116-s2", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Recommendation: Aikido Security"}, {"id": "mai-20260917-0922-baseline|c116-s2|google-small|Prowler Cloud", "prompt": "c116-s2", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prowler Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top Recommendation: Prowler Cloud (or Prowler Open Source)"}, {"id": "mai-20260917-0922-baseline|c116-s2|google-small|Cyscale", "prompt": "c116-s2", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Cyscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cyscale is another excellent, highly visual, and budget-friendly alternative in this category"}, {"id": "mai-20260917-0922-baseline|c116-s2|meta-small|Prowler", "prompt": "c116-s2", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best CSPM tool for a small B2B business would be Prowler, as it is a free, open-source tool"}, {"id": "mai-20260917-0922-baseline|c116-s2|meta-small|Wiz", "prompt": "c116-s2", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Wiz, which provides agentless visibility and attack-path analysis"}, {"id": "mai-20260917-0922-baseline|c116-s2|minimax-small|Wiz", "prompt": "c116-s2", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Wiz** (the free‑tier \"Wiz Go\" or the paid plans)"}, {"id": "mai-20260917-0922-baseline|c116-s2|minimax-small|Prowler (open‑source)", "prompt": "c116-s2", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prowler (open‑source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is extremely tight or you prefer an open‑source route, start with **Prowler**"}, {"id": "mai-20260917-0922-baseline|c116-s2|minimax-small|Microsoft Defender for Cloud", "prompt": "c116-s2", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You're already heavily invested in Azure and want a native, no‑extra‑cost CSPM"}, {"id": "mai-20260917-0922-baseline|c116-s2|minimax-small|Cloudanix", "prompt": "c116-s2", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Cloudanix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You'd like an all‑in‑one CNAPP (CSPM + CIEM + workload security) with transparent pricing"}, {"id": "mai-20260917-0922-baseline|c116-s2|minimax-small|Datadog Cloud Security", "prompt": "c116-s2", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Datadog Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You already use Datadog for monitoring and want to unify cloud‑security visibility"}, {"id": "mai-20260917-0922-baseline|c116-s2|minimax-small|Trend Micro Cloud One", "prompt": "c116-s2", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Trend Micro Cloud One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You want a single vendor for endpoint, workload, and cloud‑security"}, {"id": "mai-20260917-0922-baseline|c116-s2|mistral-small|Prowler", "prompt": "c116-s2", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, starting with **Prowler** (free/open-source) or **Wiz** (paid, but value-focused) is recommended."}, {"id": "mai-20260917-0922-baseline|c116-s2|mistral-small|Wiz", "prompt": "c116-s2", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with **Prowler** (free/open-source) or **Wiz** (paid, but value-focused) is recommended"}, {"id": "mai-20260917-0922-baseline|c116-s2|mistral-small|Microsoft Defender for Cloud (Free Tier)", "prompt": "c116-s2", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud (Free Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're in the Microsoft ecosystem, **Defender for Cloud** is a strong, cost-effective option."}, {"id": "mai-20260917-0922-baseline|c116-s2|moonshot-small|Microsoft Defender for Cloud", "prompt": "c116-s2", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Microsoft Defender for Cloud** (Best Budget Option)"}, {"id": "mai-20260917-0922-baseline|c116-s2|moonshot-small|Orca Security", "prompt": "c116-s2", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with **Orca Security** – it offers the best balance of coverage, ease of use, and price for small B2B businesses."}, {"id": "mai-20260917-0922-baseline|c116-s2|moonshot-small|Prowler", "prompt": "c116-s2", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Prowler** (Best Free/Open Source)"}, {"id": "mai-20260917-0922-baseline|c116-s2|moonshot-small|Wiz", "prompt": "c116-s2", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though Wiz tends to be pricier and more enterprise-focused"}, {"id": "mai-20260917-0922-baseline|c116-s2|moonshot-small|Prisma", "prompt": "c116-s2", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "~30% less than Wiz, ~40% less than Prisma"}, {"id": "mai-20260917-0922-baseline|c116-s2|openai-small|AWS Security Hub CSPM", "prompt": "c116-s2", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "AWS Security Hub CSPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **AWS Security Hub CSPM** **if you're primarily on AWS**"}, {"id": "mai-20260917-0922-baseline|c116-s2|openai-small|Wiz", "prompt": "c116-s2", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're **multi-cloud** ... I'd look at **Wiz** or **Prisma Cloud** instead, but those are often more than a very small business needs"}, {"id": "mai-20260917-0922-baseline|c116-s2|openai-small|Prisma Cloud", "prompt": "c116-s2", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I'd look at **Wiz** or **Prisma Cloud** instead, but those are often more than a very small business needs at first"}, {"id": "mai-20260917-0922-baseline|c116-s2|xai-small|Microsoft Defender for Cloud", "prompt": "c116-s2", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend starting with Microsoft Defender for Cloud's free foundational CSPM tier."}, {"id": "mai-20260917-0922-baseline|c116-s2|xai-small|Prowler", "prompt": "c116-s2", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free alternative: Prowler (open-source)"}, {"id": "mai-20260917-0922-baseline|c116-s2|xai-small|Datadog Cloud Security", "prompt": "c116-s2", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Datadog Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "You already use Datadog for monitoring | ~$22/host/month (annual) | Adds up with hosts; not pure CSPM."}, {"id": "mai-20260917-0922-baseline|c116-s2|xai-small|Wiz (Go bundle)", "prompt": "c116-s2", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz (Go bundle)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Too pricey for most small teams."}, {"id": "mai-20260917-0922-baseline|c116-s2|xai-small|Orca Security", "prompt": "c116-s2", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-focused, custom pricing."}, {"id": "mai-20260917-0922-baseline|c116-s2|zai-small|Microsoft Defender for Cloud", "prompt": "c116-s2", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Microsoft Defender for Cloud's free tier**"}, {"id": "mai-20260917-0922-baseline|c116-s2|zai-small|Datadog Cloud Security", "prompt": "c116-s2", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Datadog Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog Cloud Security** (if you already use Datadog) ... are your best bets"}, {"id": "mai-20260917-0922-baseline|c116-s2|zai-small|Sovereign Observer", "prompt": "c116-s2", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Sovereign Observer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sovereign Observer** (agentless, fast onboarding, small-team pricing) are your best bets"}, {"id": "mai-20260917-0922-baseline|c116-s2|zai-small|Prowler", "prompt": "c116-s2", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prowler** gives you broad coverage at no cost, but you'll need to operate it yourself"}, {"id": "mai-20260917-0922-baseline|c116-s2|zai-small|Orca Security", "prompt": "c116-s2", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pricing is higher; best if you have a clearer budget or plan to scale"}, {"id": "mai-20260917-0922-baseline|c116-s2|zai-small|Wiz", "prompt": "c116-s2", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Overkill for a small B2B team; sales-led process and higher price point"}, {"id": "mai-20260917-0922-baseline|c116-s3|alibaba-small|Prowler", "prompt": "c116-s3", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Prowler or Defender if:** You have a \\$0 software budget and a technical person willing to interpret the findings."}, {"id": "mai-20260917-0922-baseline|c116-s3|alibaba-small|Microsoft Defender for Cloud", "prompt": "c116-s3", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It has a robust **free tier** that provides secure scores and basic recommendations."}, {"id": "mai-20260917-0922-baseline|c116-s3|alibaba-small|Datadog Cloud Security Management (CSM)", "prompt": "c116-s3", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Datadog Cloud Security Management (CSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Datadog CSM if:** You want a simple billing model and are already paying for application monitoring."}, {"id": "mai-20260917-0922-baseline|c116-s3|alibaba-small|Wiz", "prompt": "c116-s3", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Its standout feature is **Attack Path Analysis**... This helps small teams focus only on what truly matters."}, {"id": "mai-20260917-0922-baseline|c116-s3|alibaba-small|Orca Security", "prompt": "c116-s3", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Choose Wiz or Orca if:** You have a few thousand dollars for security software"}, {"id": "mai-20260917-0922-baseline|c116-s3|anthropic-small|Wiz", "prompt": "c116-s3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top Cloud Security Posture Management (CSPM) platforms for 2026 are Wiz, Palo Alto Networks Prisma Cloud, Microsoft Defender for Cloud, Orca Security, and SentinelOne Singularity."}, {"id": "mai-20260917-0922-baseline|c116-s3|anthropic-small|Palo Alto Networks Prisma Cloud", "prompt": "c116-s3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top ... platforms for 2026 are Wiz, Palo Alto Networks Prisma Cloud, Microsoft Defender for Cloud, Orca Security, and SentinelOne Singularity."}, {"id": "mai-20260917-0922-baseline|c116-s3|anthropic-small|Microsoft Defender for Cloud", "prompt": "c116-s3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Defender for Cloud** is ideal if you're Azure-focused."}, {"id": "mai-20260917-0922-baseline|c116-s3|anthropic-small|Orca Security", "prompt": "c116-s3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Orca Security** stands out for small teams due to its ease of implementation."}, {"id": "mai-20260917-0922-baseline|c116-s3|anthropic-small|SentinelOne Singularity", "prompt": "c116-s3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms for 2026 are Wiz, Palo Alto Networks Prisma Cloud, Microsoft Defender for Cloud, Orca Security, and SentinelOne Singularity."}, {"id": "mai-20260917-0922-baseline|c116-s3|anthropic-small|Aikido Security", "prompt": "c116-s3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Aikido Security** is specifically recommended for small to mid-sized teams."}, {"id": "mai-20260917-0922-baseline|c116-s3|anthropic-small|Snyk", "prompt": "c116-s3", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Snyk** works well for developer-centric teams."}, {"id": "mai-20260917-0922-baseline|c116-s3|challenger-small|Wiz", "prompt": "c116-s3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick **Wiz** if you want the strongest *risk prioritization* and can afford a commercial platform."}, {"id": "mai-20260917-0922-baseline|c116-s3|challenger-small|Orca Security", "prompt": "c116-s3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick **Orca Security** if you want the easiest *agentless rollout* with broad coverage."}, {"id": "mai-20260917-0922-baseline|c116-s3|challenger-small|Microsoft Defender for Cloud", "prompt": "c116-s3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick **Microsoft Defender for Cloud** if you are mostly in Azure/Microsoft environments."}, {"id": "mai-20260917-0922-baseline|c116-s3|challenger-small|Prowler", "prompt": "c116-s3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A **free/open-source** posture baseline, but with less built-in prioritization and enterprise workflow depth"}, {"id": "mai-20260917-0922-baseline|c116-s3|challenger-small|Datadog CSM", "prompt": "c116-s3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Datadog CSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick **Datadog CSM** if you already run Datadog and want security folded into existing observability operations."}, {"id": "mai-20260917-0922-baseline|c116-s3|challenger-small|Cloudaware", "prompt": "c116-s3", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloudaware is presented as a fit for that governance-heavy use case."}, {"id": "mai-20260917-0922-baseline|c116-s3|deepseek-small|Prowler", "prompt": "c116-s3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you have almost no budget: Start with **Prowler** free + your cloud's **native tools**"}, {"id": "mai-20260917-0922-baseline|c116-s3|deepseek-small|Microsoft Defender for Cloud", "prompt": "c116-s3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're on Azure already: **Microsoft Defender for Cloud** gives you a solid free baseline immediately."}, {"id": "mai-20260917-0922-baseline|c116-s3|deepseek-small|Orca Security", "prompt": "c116-s3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Orca** is the strongest fit—agentless, deploys in minutes, low noise, best value."}, {"id": "mai-20260917-0922-baseline|c116-s3|deepseek-small|Wiz", "prompt": "c116-s3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want the best security results and have budget: **Wiz** for its attack-path context and UX."}, {"id": "mai-20260917-0922-baseline|c116-s3|deepseek-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-s3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Less valuable if you don't already use Falcon"}, {"id": "mai-20260917-0922-baseline|c116-s3|deepseek-small|Palo Alto Prisma Cloud / Cortex Cloud", "prompt": "c116-s3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Prisma Cloud / Cortex Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Overkill for most small teams unless you need massive compliance coverage"}, {"id": "mai-20260917-0922-baseline|c116-s3|deepseek-small|AWS Security Hub", "prompt": "c116-s3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "AWS Security Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "your cloud's **native tools** (Azure Defender foundational free tier, AWS Security Hub, GCP Security Command Center)"}, {"id": "mai-20260917-0922-baseline|c116-s3|deepseek-small|GCP Security Command Center", "prompt": "c116-s3", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "GCP Security Command Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AWS Security Hub, GCP Security Command Center"}, {"id": "mai-20260917-0922-baseline|c116-s3|google-small|Aikido Security", "prompt": "c116-s3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **Aikido**. It will secure your code and your cloud in one platform, giving you compliance templates out of the box without pricing you out."}, {"id": "mai-20260917-0922-baseline|c116-s3|google-small|Prowler", "prompt": "c116-s3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you are a technical team with zero budget:** Deploy **Prowler** (OSS)."}, {"id": "mai-20260917-0922-baseline|c116-s3|google-small|AWS Security Hub", "prompt": "c116-s3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "they can generate \"flat\" lists of thousands of severity alerts without grouping them contextually"}, {"id": "mai-20260917-0922-baseline|c116-s3|google-small|Microsoft Defender for Cloud", "prompt": "c116-s3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft Defender for Cloud is particularly highly regarded for Azure environments and offers a highly capable free tier for basic posture."}, {"id": "mai-20260917-0922-baseline|c116-s3|google-small|Wiz", "prompt": "c116-s3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their **pricing is opaque and expensive**. They typically require annual commitments starting in the five-figure range"}, {"id": "mai-20260917-0922-baseline|c116-s3|google-small|Orca Security", "prompt": "c116-s3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Wiz and Orca are **built for the enterprise**... pricing is opaque and expensive"}, {"id": "mai-20260917-0922-baseline|c116-s3|google-small|DefectDojo", "prompt": "c116-s3", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "DefectDojo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "integrate it with a vulnerability manager like DefectDojo"}, {"id": "mai-20260917-0922-baseline|c116-s3|meta-small|Prowler", "prompt": "c116-s3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prowler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Prowler is a free, open-source tool that provides posture scanning and compliance checks"}, {"id": "mai-20260917-0922-baseline|c116-s3|meta-small|Orca Security", "prompt": "c116-s3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Orca Security and Lacework offer agentless and hybrid deployment options, respectively"}, {"id": "mai-20260917-0922-baseline|c116-s3|meta-small|Lacework", "prompt": "c116-s3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Orca Security and Lacework offer agentless and hybrid deployment options, respectively"}, {"id": "mai-20260917-0922-baseline|c116-s3|meta-small|Wiz", "prompt": "c116-s3", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Wiz is a commercial platform that provides security graph and attack path analysis"}, {"id": "mai-20260917-0922-baseline|c116-s3|minimax-small|Prowler", "prompt": "c116-s3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Prowler** (free, open-source) for basic posture and compliance"}, {"id": "mai-20260917-0922-baseline|c116-s3|minimax-small|Microsoft Defender for Cloud", "prompt": "c116-s3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Add Microsoft Defender for Cloud** (free tier) if using Azure"}, {"id": "mai-20260917-0922-baseline|c116-s3|minimax-small|Cloudflare CASB", "prompt": "c116-s3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Cloudflare CASB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Lightweight CASB with basic posture management"}, {"id": "mai-20260917-0922-baseline|c116-s3|minimax-small|Wiz", "prompt": "c116-s3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Scale to paid solutions** like Wiz or Orca as needs grow"}, {"id": "mai-20260917-0922-baseline|c116-s3|minimax-small|Orca Security", "prompt": "c116-s3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SideScanning technology—no agents required"}, {"id": "mai-20260917-0922-baseline|c116-s3|minimax-small|Prisma Cloud", "prompt": "c116-s3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Prisma Cloud**: 100+ compliance frameworks (enterprise-focused)"}, {"id": "mai-20260917-0922-baseline|c116-s3|minimax-small|CrowdStrike", "prompt": "c116-s3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Agent-based** (CrowdStrike, Lacework): More detailed but requires more overhead"}, {"id": "mai-20260917-0922-baseline|c116-s3|minimax-small|Lacework", "prompt": "c116-s3", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Agent-based** (CrowdStrike, Lacework): More detailed but requires more overhead"}, {"id": "mai-20260917-0922-baseline|c116-s3|mistral-small|Prowler", "prompt": "c116-s3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Prowler if you need a free, open-source option."}, {"id": "mai-20260917-0922-baseline|c116-s3|mistral-small|Wiz", "prompt": "c116-s3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Wiz or Orca for multi-cloud support, ease of use, and advanced features."}, {"id": "mai-20260917-0922-baseline|c116-s3|mistral-small|Orca Security", "prompt": "c116-s3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Wiz or Orca for multi-cloud support, ease of use, and advanced features."}, {"id": "mai-20260917-0922-baseline|c116-s3|mistral-small|Lacework / FortiCNAPP", "prompt": "c116-s3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Lacework / FortiCNAPP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing is higher (estimated $23K–$43K/yr for SMB)"}, {"id": "mai-20260917-0922-baseline|c116-s3|mistral-small|Microsoft Defender for Cloud", "prompt": "c116-s3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Native integration, free tiers available, but limited to one cloud provider"}, {"id": "mai-20260917-0922-baseline|c116-s3|mistral-small|AWS Security Hub", "prompt": "c116-s3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "AWS Security Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Native integration, free tiers available, but limited to one cloud provider"}, {"id": "mai-20260917-0922-baseline|c116-s3|mistral-small|Google Cloud Security Command Center", "prompt": "c116-s3", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Google Cloud Security Command Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Native integration, free tiers available, but limited to one cloud provider"}, {"id": "mai-20260917-0922-baseline|c116-s3|moonshot-small|Prowler", "prompt": "c116-s3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Startups and technical teams that need a free, multicloud posture baseline."}, {"id": "mai-20260917-0922-baseline|c116-s3|moonshot-small|Native Cloud Tools (AWS Security Hub, GCP Security Command Center, Microsoft Defender for Cloud Free Tier)", "prompt": "c116-s3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Native Cloud Tools (AWS Security Hub, GCP Security Command Center, Microsoft Defender for Cloud Free Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Teams operating mainly in one cloud who want zero added cost."}, {"id": "mai-20260917-0922-baseline|c116-s3|moonshot-small|Cloudaware", "prompt": "c116-s3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Purpose-built for smaller teams needing cloud inventory, risk prioritization, compliance checks"}, {"id": "mai-20260917-0922-baseline|c116-s3|moonshot-small|Microsoft Defender for Cloud (Paid Tiers)", "prompt": "c116-s3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud (Paid Tiers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Azure-centric or hybrid small teams outgrowing the free tier."}, {"id": "mai-20260917-0922-baseline|c116-s3|moonshot-small|Datadog Cloud Security Management (CSM)", "prompt": "c116-s3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Datadog Cloud Security Management (CSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Teams already using Datadog for monitoring/observability."}, {"id": "mai-20260917-0922-baseline|c116-s3|moonshot-small|Orca Security", "prompt": "c116-s3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Quote-based pricing; traditionally mid-market/enterprise, so it may be a stretch for very small teams."}, {"id": "mai-20260917-0922-baseline|c116-s3|moonshot-small|Wiz", "prompt": "c116-s3", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise pricing (quote only); typically targets mid-market and up."}, {"id": "mai-20260917-0922-baseline|c116-s3|openai-small|AWS Security Hub CSPM", "prompt": "c116-s3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "AWS Security Hub CSPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS-only:** AWS Security Hub CSPM"}, {"id": "mai-20260917-0922-baseline|c116-s3|openai-small|Microsoft Defender for Cloud", "prompt": "c116-s3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Azure-first / Microsoft shop:** Microsoft Defender for Cloud"}, {"id": "mai-20260917-0922-baseline|c116-s3|openai-small|Wiz", "prompt": "c116-s3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Multi-cloud and you can afford a premium platform:** Wiz or Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c116-s3|openai-small|Palo Alto Networks Prisma Cloud", "prompt": "c116-s3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Tradeoff:** powerful, but usually more platform than a small team needs if posture management is the only requirement."}, {"id": "mai-20260917-0922-baseline|c116-s3|openai-small|Check Point CloudGuard", "prompt": "c116-s3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Need hands-on vendor support:** Managed CSPM from a vendor like Check Point"}, {"id": "mai-20260917-0922-baseline|c116-s3|openai-small|Prowler", "prompt": "c116-s3", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Very small budget / technical team:** Prowler"}, {"id": "mai-20260917-0922-baseline|c116-s3|xai-small|Prowler", "prompt": "c116-s3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation:** Begin with **Prowler + your cloud's natives** (free, covers 80% needs)."}, {"id": "mai-20260917-0922-baseline|c116-s3|xai-small|Microsoft Defender for Cloud", "prompt": "c116-s3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Add Defender if Azure-focused"}, {"id": "mai-20260917-0922-baseline|c116-s3|xai-small|Datadog Cloud Security Management (CSM)", "prompt": "c116-s3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Datadog Cloud Security Management (CSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or Datadog if monitoring-aligned"}, {"id": "mai-20260917-0922-baseline|c116-s3|xai-small|Trend Micro Cloud One", "prompt": "c116-s3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Trend Micro Cloud One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Guided remediation for non-experts; ~$10K+/yr entry, SMB-friendly."}, {"id": "mai-20260917-0922-baseline|c116-s3|xai-small|Wiz", "prompt": "c116-s3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "quotes start $20K-$100K/yr—better for growing teams"}, {"id": "mai-20260917-0922-baseline|c116-s3|xai-small|Orca Security", "prompt": "c116-s3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Agentless, graph-based prioritization; trials available but quotes start $20K-$100K/yr—better for growing teams"}, {"id": "mai-20260917-0922-baseline|c116-s3|xai-small|Prisma Cloud", "prompt": "c116-s3", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Prisma Cloud (enterprise-heavy, complex)."}, {"id": "mai-20260917-0922-baseline|c116-s3|zai-small|Microsoft Defender for Cloud", "prompt": "c116-s3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your team runs on Microsoft Azure, this is often the best starting point because it offers a robust **free tier**."}, {"id": "mai-20260917-0922-baseline|c116-s3|zai-small|Prowler", "prompt": "c116-s3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you are on a budget:** Use **Prowler**. It is open-source and free, though it requires more maintenance."}, {"id": "mai-20260917-0922-baseline|c116-s3|zai-small|Datadog Cloud Security Management", "prompt": "c116-s3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Datadog Cloud Security Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team already uses Datadog for monitoring, adding their CSPM module is seamless and cost-effective."}, {"id": "mai-20260917-0922-baseline|c116-s3|zai-small|Wiz", "prompt": "c116-s3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is an enterprise-grade tool... often in the tens of thousands of dollars annually"}, {"id": "mai-20260917-0922-baseline|c116-s3|zai-small|Orca Security", "prompt": "c116-s3", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Orca is a strong competitor to Wiz, focusing heavily on \"SideScanning\" technology."}, {"id": "mai-20260917-0922-baseline|c116-s4|alibaba-small|Wiz", "prompt": "c116-s4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional enterprise tools (like Wiz or Palo Alto Prisma) are often overkill and prohibitively expensive for early-stage teams."}, {"id": "mai-20260917-0922-baseline|c116-s4|alibaba-small|Palo Alto Prisma", "prompt": "c116-s4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Palo Alto Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional enterprise tools (like Wiz or Palo Alto Prisma) are often overkill and prohibitively expensive for early-stage teams."}, {"id": "mai-20260917-0922-baseline|c116-s4|alibaba-small|Sovereign Observer", "prompt": "c116-s4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Sovereign Observer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "### 1. The Best Overall Value: **Sovereign Observer**"}, {"id": "mai-20260917-0922-baseline|c116-s4|alibaba-small|Aikido", "prompt": "c116-s4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best \"Flat Rate\" Option: **Aikido** ... this is a strong choice"}, {"id": "mai-20260917-0922-baseline|c116-s4|alibaba-small|Prowler", "prompt": "c116-s4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prowler is the industry standard for open-source compliance checking"}, {"id": "mai-20260917-0922-baseline|c116-s4|alibaba-small|Security Hub", "prompt": "c116-s4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are strictly on **AWS**, ensure you have enabled the free tier of **Security Hub**."}, {"id": "mai-20260917-0922-baseline|c116-s4|alibaba-small|Microsoft Defender for Cloud", "prompt": "c116-s4", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are on **Azure**, check the free layer of **Microsoft Defender for Cloud**."}, {"id": "mai-20260917-0922-baseline|c116-s4|anthropic-small|Scrut Automation", "prompt": "c116-s4", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Scrut Automation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Scrut Automation is a compliance-first cloud security posture management platform designed specifically for small and mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c116-s4|anthropic-small|Microsoft Defender for Cloud", "prompt": "c116-s4", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already invested in Microsoft Azure or Microsoft 365, Defender for Cloud offers the best value."}, {"id": "mai-20260917-0922-baseline|c116-s4|anthropic-small|Aikido Cloud", "prompt": "c116-s4", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Aikido Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Scrut Automation or Aikido Cloud are good affordable alternatives designed specifically with smaller budgets in mind."}, {"id": "mai-20260917-0922-baseline|c116-s4|anthropic-small|Trend Micro Cloud One Conformity", "prompt": "c116-s4", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Trend Micro Cloud One Conformity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Trend Cloud One Conformity is a leading CSPM solution that mostly focuses on Google Cloud Platform, AWS, and Microsoft Azure configurations"}, {"id": "mai-20260917-0922-baseline|c116-s4|challenger-small|Prowler", "prompt": "c116-s4", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best near-zero-cost start:** **Prowler** for multicloud posture/compliance checks."}, {"id": "mai-20260917-0922-baseline|c116-s4|challenger-small|Microsoft Defender for Cloud", "prompt": "c116-s4", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Defender for Cloud’s free tier** if you are Azure-heavy; both are explicitly recommended as low-cost starting points"}, {"id": "mai-20260917-0922-baseline|c116-s4|challenger-small|Scrut Automation", "prompt": "c116-s4", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best SMB-focused paid option:** **Scrut Automation**"}, {"id": "mai-20260917-0922-baseline|c116-s4|challenger-small|Aikido Cloud", "prompt": "c116-s4", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Aikido Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another budget-conscious contender, with a listed starting price of **$350/month**"}, {"id": "mai-20260917-0922-baseline|c116-s4|deepseek-small|Microsoft Defender for Cloud (free foundational tier)", "prompt": "c116-s4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud (free foundational tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Cloud (free tier) + Prowler (OSS)** is the best \"free\" combination"}, {"id": "mai-20260917-0922-baseline|c116-s4|deepseek-small|Prowler (open-source)", "prompt": "c116-s4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler (open-source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Microsoft Defender for Cloud (free tier) + Prowler (OSS)** is the best \"free\" combination"}, {"id": "mai-20260917-0922-baseline|c116-s4|deepseek-small|Native cloud tools", "prompt": "c116-s4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Native cloud tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS, Azure, and GCP all include baseline posture features natively that cost little or nothing."}, {"id": "mai-20260917-0922-baseline|c116-s4|deepseek-small|Datadog Cloud Security Management", "prompt": "c116-s4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Datadog Cloud Security Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Datadog CSM** is your best value pick (and a bargain if you already use Datadog)"}, {"id": "mai-20260917-0922-baseline|c116-s4|deepseek-small|Sysdig Secure", "prompt": "c116-s4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good value, especially for Kubernetes-heavy environments."}, {"id": "mai-20260917-0922-baseline|c116-s4|deepseek-small|Wiz", "prompt": "c116-s4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid On a Tight Budget ... Wiz and Orca are quote-only, typically enterprise-priced"}, {"id": "mai-20260917-0922-baseline|c116-s4|deepseek-small|Orca", "prompt": "c116-s4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Wiz and Orca** are quote-only, typically enterprise-priced"}, {"id": "mai-20260917-0922-baseline|c116-s4|deepseek-small|Palo Alto Prisma Cloud", "prompt": "c116-s4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid On a Tight Budget ... Prisma Cloud starts around ~$9K/yr"}, {"id": "mai-20260917-0922-baseline|c116-s4|deepseek-small|Lacework/FortiCNAPP", "prompt": "c116-s4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Lacework/FortiCNAPP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "estimated at ~$22K\\u2013$43K/yr for SMBs ... These are overkill (and over-budget)"}, {"id": "mai-20260917-0922-baseline|c116-s4|deepseek-small|CrowdStrike", "prompt": "c116-s4", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to Avoid On a Tight Budget ... largely mid-to-enterprise tools"}, {"id": "mai-20260917-0922-baseline|c116-s4|google-small|Wiz", "prompt": "c116-s4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade CSPM solutions (like Wiz, Orca, or Palo Alto Prisma Cloud) usually come with hefty five-figure minimum contracts"}, {"id": "mai-20260917-0922-baseline|c116-s4|google-small|Orca", "prompt": "c116-s4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-grade CSPM solutions (like Wiz, Orca, or Palo Alto Prisma Cloud) usually come with hefty five-figure minimum contracts"}, {"id": "mai-20260917-0922-baseline|c116-s4|google-small|Palo Alto Prisma Cloud", "prompt": "c116-s4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise-grade CSPM solutions (like Wiz, Orca, or Palo Alto Prisma Cloud) usually come with hefty five-figure minimum contracts"}, {"id": "mai-20260917-0922-baseline|c116-s4|google-small|Prowler (Open-Source)", "prompt": "c116-s4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler (Open-Source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Prowler is the gold standard of open-source cloud security auditing."}, {"id": "mai-20260917-0922-baseline|c116-s4|google-small|Steampipe", "prompt": "c116-s4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Steampipe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Steampipe is an open-source tool that lets you write SQL queries against AWS, Azure, GCP"}, {"id": "mai-20260917-0922-baseline|c116-s4|google-small|AWS Security Hub", "prompt": "c116-s4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS Security Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "If you are on AWS with zero security budget: Turn on **AWS Security Hub**."}, {"id": "mai-20260917-0922-baseline|c116-s4|google-small|Microsoft Defender for Cloud - Foundational Tier", "prompt": "c116-s4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud - Foundational Tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you use Azure or a mix of clouds with zero budget: Turn on the free **Microsoft Defender for Cloud (Foundational)**"}, {"id": "mai-20260917-0922-baseline|c116-s4|google-small|Prowler Pro", "prompt": "c116-s4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Evaluate **Prowler Pro** or **Cyscale**. They offer the clean visibility of high-end enterprise tools without the rigid, expensive contracts."}, {"id": "mai-20260917-0922-baseline|c116-s4|google-small|Cyscale", "prompt": "c116-s4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Cyscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Evaluate **Prowler Pro** or **Cyscale**."}, {"id": "mai-20260917-0922-baseline|c116-s4|google-small|AccuKnox", "prompt": "c116-s4", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AccuKnox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Platforms like Cyscale and AccuKnox are specifically built to challenge enterprise giants."}, {"id": "mai-20260917-0922-baseline|c116-s4|meta-small|Prowler", "prompt": "c116-s4", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one that offers a free or open-source option, such as Prowler"}, {"id": "mai-20260917-0922-baseline|c116-s4|meta-small|Cloudaware", "prompt": "c116-s4", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a commercial tool with accessible pricing, such as Cloudaware or Orca"}, {"id": "mai-20260917-0922-baseline|c116-s4|meta-small|Orca", "prompt": "c116-s4", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a commercial tool with accessible pricing, such as Cloudaware or Orca"}, {"id": "mai-20260917-0922-baseline|c116-s4|meta-small|Prisma Cloud", "prompt": "c116-s4", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some top CSPM tools for small businesses include"}, {"id": "mai-20260917-0922-baseline|c116-s4|meta-small|Aqua", "prompt": "c116-s4", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some top CSPM tools for small businesses include"}, {"id": "mai-20260917-0922-baseline|c116-s4|meta-small|Wiz", "prompt": "c116-s4", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some top CSPM tools for small businesses include"}, {"id": "mai-20260917-0922-baseline|c116-s4|meta-small|Sysdig", "prompt": "c116-s4", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some top CSPM tools for small businesses include"}, {"id": "mai-20260917-0922-baseline|c116-s4|meta-small|Tenable", "prompt": "c116-s4", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some top CSPM tools for small businesses include"}, {"id": "mai-20260917-0922-baseline|c116-s4|meta-small|SentinelOne", "prompt": "c116-s4", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some top CSPM tools for small businesses include"}, {"id": "mai-20260917-0922-baseline|c116-s4|meta-small|Datadog", "prompt": "c116-s4", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some top CSPM tools for small businesses include"}, {"id": "mai-20260917-0922-baseline|c116-s4|minimax-small|Microsoft Defender for Cloud", "prompt": "c116-s4", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Microsoft Defender for Cloud** (Best Overall for Budget)"}, {"id": "mai-20260917-0922-baseline|c116-s4|minimax-small|Prowler", "prompt": "c116-s4", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prowler** - Open-source supplementation for additional checks"}, {"id": "mai-20260917-0922-baseline|c116-s4|minimax-small|Halo Cloud Secure", "prompt": "c116-s4", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Halo Cloud Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Halo Cloud Secure** (Best for Small Accounts) - **Free forever**"}, {"id": "mai-20260917-0922-baseline|c116-s4|mistral-small|Prowler", "prompt": "c116-s4", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prowler is an open-source tool that offers multicloud posture and compliance checks at no cost, making it ideal for startups and small businesses."}, {"id": "mai-20260917-0922-baseline|c116-s4|mistral-small|Microsoft Defender for Cloud (free tier)", "prompt": "c116-s4", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud (free tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "provides basic CSPM features for Azure environments, which can be a good starting point"}, {"id": "mai-20260917-0922-baseline|c116-s4|mistral-small|AWS Security Hub", "prompt": "c116-s4", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offer foundational CSPM capabilities at low cost"}, {"id": "mai-20260917-0922-baseline|c116-s4|mistral-small|AWS Config", "prompt": "c116-s4", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS Config", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS Security Hub and AWS Config offer foundational CSPM capabilities at low cost"}, {"id": "mai-20260917-0922-baseline|c116-s4|mistral-small|Snyk", "prompt": "c116-s4", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you can then consider more advanced commercial tools like Snyk or Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c116-s4|mistral-small|Prisma Cloud", "prompt": "c116-s4", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "more advanced commercial tools like Snyk or Prisma Cloud for additional features and scalability"}, {"id": "mai-20260917-0922-baseline|c116-s4|moonshot-small|Prowler (Open Source)", "prompt": "c116-s4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler (Open Source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Prowler (open source)** if you have technical staff who can manage it \\u2014 it's completely free and covers all major clouds."}, {"id": "mai-20260917-0922-baseline|c116-s4|moonshot-small|Microsoft Defender for Cloud (Foundational CSPM)", "prompt": "c116-s4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud (Foundational CSPM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternatively**, if you're primarily Azure-based ... **Microsoft Defender for Cloud's free tier** is the easiest zero-cost option"}, {"id": "mai-20260917-0922-baseline|c116-s4|moonshot-small|AWS: Security Hub + Config + CloudTrail", "prompt": "c116-s4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS: Security Hub + Config + CloudTrail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Native Cloud Tools \\u2014 Lowest Cost for Single-Cloud ... (~$1,500\\u2013$2,000/month for small deployments)"}, {"id": "mai-20260917-0922-baseline|c116-s4|moonshot-small|GCP: Security Command Center", "prompt": "c116-s4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "GCP: Security Command Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "GCP: Security Command Center (free tier available)"}, {"id": "mai-20260917-0922-baseline|c116-s4|moonshot-small|Wiz", "prompt": "c116-s4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid - **Wiz, Orca, Prisma Cloud**: These enterprise-focused solutions typically cost **$30,000\\u2013$120,000/year**"}, {"id": "mai-20260917-0922-baseline|c116-s4|moonshot-small|Orca", "prompt": "c116-s4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid - **Wiz, Orca, Prisma Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-s4|moonshot-small|Prisma Cloud", "prompt": "c116-s4", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid - **Wiz, Orca, Prisma Cloud**: far beyond a small company budget."}, {"id": "mai-20260917-0922-baseline|c116-s4|openai-small|Microsoft Defender for Cloud's Foundational CSPM", "prompt": "c116-s4", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud's Foundational CSPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall budget pick:** **Microsoft Defender for Cloud Foundational CSPM** if it covers your stack, because \"free\" is hard to beat."}, {"id": "mai-20260917-0922-baseline|c116-s4|openai-small|AWS Security Hub CSPM", "prompt": "c116-s4", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS Security Hub CSPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best AWS-only budget pick:** **AWS Security Hub CSPM**, especially if you want native integration"}, {"id": "mai-20260917-0922-baseline|c116-s4|openai-small|Wiz", "prompt": "c116-s4", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they're usually more expensive and overkill for a very small budget"}, {"id": "mai-20260917-0922-baseline|c116-s4|openai-small|Orca", "prompt": "c116-s4", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they're usually more expensive and overkill for a very small budget"}, {"id": "mai-20260917-0922-baseline|c116-s4|openai-small|Palo Alto Prisma Cloud", "prompt": "c116-s4", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they're usually more expensive and overkill for a very small budget"}, {"id": "mai-20260917-0922-baseline|c116-s4|xai-small|Prowler", "prompt": "c116-s4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prowler (Open-Source, #1 for Budget/Multi-Cloud) ... Completely free, actively maintained"}, {"id": "mai-20260917-0922-baseline|c116-s4|xai-small|Microsoft Defender for Cloud", "prompt": "c116-s4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free secure score, recommendations, and posture monitoring for Azure (native) + connectors for AWS/GCP"}, {"id": "mai-20260917-0922-baseline|c116-s4|xai-small|AWS Security Hub", "prompt": "c116-s4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS Security Hub (If AWS-Focused) - Why viable: Low pay-per-check/ingest"}, {"id": "mai-20260917-0922-baseline|c116-s4|xai-small|Fidelis Halo Cloud Secure (Free Edition)", "prompt": "c116-s4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Fidelis Halo Cloud Secure (Free Edition)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Full CSPM for up to 10 accounts ... Less buzz but solid for hands-off use."}, {"id": "mai-20260917-0922-baseline|c116-s4|xai-small|GCP Security Command Center", "prompt": "c116-s4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "GCP Security Command Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free tier for basic posture if GCP-heavy."}, {"id": "mai-20260917-0922-baseline|c116-s4|xai-small|Wiz", "prompt": "c116-s4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise leaders like Wiz (~$40k+/yr) are overkill/too pricey for small budgets."}, {"id": "mai-20260917-0922-baseline|c116-s4|xai-small|Orca", "prompt": "c116-s4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why These Over Paid Tools (e.g., Wiz/Orca/Prisma)?"}, {"id": "mai-20260917-0922-baseline|c116-s4|xai-small|Prisma", "prompt": "c116-s4", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Why These Over Paid Tools (e.g., Wiz/Orca/Prisma)?"}, {"id": "mai-20260917-0922-baseline|c116-s4|zai-small|Prowler", "prompt": "c116-s4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use Prowler (free) if you have engineering resources – Best long-term value, complete feature set, no licensing costs."}, {"id": "mai-20260917-0922-baseline|c116-s4|zai-small|Microsoft Defender for Cloud", "prompt": "c116-s4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Microsoft Defender for Cloud (free) if you're Azure-heavy – No setup cost, native integration, comprehensive checks."}, {"id": "mai-20260917-0922-baseline|c116-s4|zai-small|AWS Security Hub CSPM", "prompt": "c116-s4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "AWS Security Hub CSPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Verdict: Best free option for AWS-only companies"}, {"id": "mai-20260917-0922-baseline|c116-s4|zai-small|Uptycs", "prompt": "c116-s4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Uptycs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider Uptycs ($3+/month) if you want SaaS convenience – Lowest cost paid option with minimal operational overhead."}, {"id": "mai-20260917-0922-baseline|c116-s4|zai-small|Snyk CSPM", "prompt": "c116-s4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Snyk CSPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Verdict: Good if you need developer integration"}, {"id": "mai-20260917-0922-baseline|c116-s4|zai-small|Cloudflare CASB", "prompt": "c116-s4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Cloudflare CASB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid: Cloudflare CASB, CSPM.io ($49/user), and Cyscale ($700/month)"}, {"id": "mai-20260917-0922-baseline|c116-s4|zai-small|CSPM.io", "prompt": "c116-s4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "CSPM.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid: Cloudflare CASB, CSPM.io ($49/user), and Cyscale ($700/month) – these are overkill or too expensive"}, {"id": "mai-20260917-0922-baseline|c116-s4|zai-small|Cyscale", "prompt": "c116-s4", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "budget", "raw": "Cyscale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid: ... Cyscale ($700/month) – these are overkill or too expensive for small budgets."}, {"id": "mai-20260917-0922-baseline|c116-s5|alibaba-small|Prisma Cloud", "prompt": "c116-s5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "likely cannot justify the enterprise-grade pricing of tools like Prisma Cloud or Wiz unless your cloud spend is very high"}, {"id": "mai-20260917-0922-baseline|c116-s5|alibaba-small|Wiz", "prompt": "c116-s5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Request demos from **Wiz** (if budget allows), **Snyk**, and **Aqua**"}, {"id": "mai-20260917-0922-baseline|c116-s5|alibaba-small|Orca", "prompt": "c116-s5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Wiz, Orca Security, Palo Alto Prisma | ⚠️ **Maybe** | Very powerful, but often overkill."}, {"id": "mai-20260917-0922-baseline|c116-s5|alibaba-small|Snyk", "prompt": "c116-s5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-Market / Agile | **Snyk**, **Wiz (SMB plan)**, **Aqua**, **Tenable.c** | ✅ **Best Fit**"}, {"id": "mai-20260917-0922-baseline|c116-s5|alibaba-small|Aqua", "prompt": "c116-s5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Aqua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Evaluate 2–3 Mid-Market Players:** Request demos from **Wiz** (if budget allows), **Snyk**, and **Aqua**"}, {"id": "mai-20260917-0922-baseline|c116-s5|alibaba-small|Tenable.c", "prompt": "c116-s5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Tenable.c", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Snyk**, **Wiz (SMB plan)**, **Aqua**, **Tenable.c** | ✅ **Best Fit**"}, {"id": "mai-20260917-0922-baseline|c116-s5|alibaba-small|AWS Security Hub", "prompt": "c116-s5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "AWS Security Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Start with Native Tools:** Enable AWS Security Hub and Microsoft Defender for Cloud today."}, {"id": "mai-20260917-0922-baseline|c116-s5|alibaba-small|Microsoft Defender", "prompt": "c116-s5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Microsoft Defender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Enable AWS Security Hub and Microsoft Defender for Cloud today. They are free/cheap and give you baseline visibility."}, {"id": "mai-20260917-0922-baseline|c116-s5|alibaba-small|Prowler", "prompt": "c116-s5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prowler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Open Source** | **Prowler**, **CloudQuery** | ✅ **Good for DevOps-led teams** | Free, but requires engineering time"}, {"id": "mai-20260917-0922-baseline|c116-s5|alibaba-small|CloudQuery", "prompt": "c116-s5", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "CloudQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Prowler**, **CloudQuery** | ✅ **Good for DevOps-led teams**"}, {"id": "mai-20260917-0922-baseline|c116-s5|deepseek-small|Wiz", "prompt": "c116-s5", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "DIY CSPM tool (Wiz, Orca, Prisma Cloud, Lacework)... Expect a real learning curve and operational burden — often a problem for a 30-person org with no dedicated security headcount."}, {"id": "mai-20260917-0922-baseline|c116-s5|deepseek-small|Orca", "prompt": "c116-s5", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "DIY CSPM tool (Wiz, Orca, Prisma Cloud, Lacework): ... Expect a real learning curve and operational burden"}, {"id": "mai-20260917-0922-baseline|c116-s5|deepseek-small|Prisma Cloud", "prompt": "c116-s5", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "DIY CSPM tool (Wiz, Orca, Prisma Cloud, Lacework)... often a problem for a 30-person org with no dedicated security headcount."}, {"id": "mai-20260917-0922-baseline|c116-s5|deepseek-small|Lacework", "prompt": "c116-s5", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Lacework", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "DIY CSPM tool (Wiz, Orca, Prisma Cloud, Lacework)... Expect a real learning curve and operational burden"}, {"id": "mai-20260917-0922-baseline|c116-s5|deepseek-small|AWS Security Hub", "prompt": "c116-s5", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "AWS Security Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "I'd strongly suggest starting with your native cloud security tools (many are essentially free) to establish baseline posture"}, {"id": "mai-20260917-0922-baseline|c116-s5|deepseek-small|Azure Defender for Cloud", "prompt": "c116-s5", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Azure Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Native cloud tools first (AWS Security Hub + Config + CloudTrail, Azure Defender for Cloud, etc.). These can deliver ~80% of the value at a fraction of the cost"}, {"id": "mai-20260917-0922-baseline|c116-s5|google-small|Vanta", "prompt": "c116-s5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Compliance Automation platforms like **Vanta**, **Drata**, or **Secureframe** connect directly to your AWS/GCP/Azure accounts"}, {"id": "mai-20260917-0922-baseline|c116-s5|google-small|Drata", "prompt": "c116-s5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compliance Automation platforms like **Vanta**, **Drata**, or **Secureframe**"}, {"id": "mai-20260917-0922-baseline|c116-s5|google-small|Secureframe", "prompt": "c116-s5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compliance Automation platforms like **Vanta**, **Drata**, or **Secureframe**"}, {"id": "mai-20260917-0922-baseline|c116-s5|google-small|Wiz", "prompt": "c116-s5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Wiz:** The industry leader in attack-path correlation. Excellent \"Security Graph\" UI. They have a startup program"}, {"id": "mai-20260917-0922-baseline|c116-s5|google-small|Orca Security", "prompt": "c116-s5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Orca Security:** The pioneer of agentless scanning. Highly detailed risk context and very easy to set up."}, {"id": "mai-20260917-0922-baseline|c116-s5|google-small|Prowler Cloud", "prompt": "c116-s5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prowler Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prowler Cloud is a SaaS version that starts at very low rates... highly developer-centric and great for AWS environments"}, {"id": "mai-20260917-0922-baseline|c116-s5|google-small|Datadog Cloud Security Management (CSM)", "prompt": "c116-s5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Datadog Cloud Security Management (CSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your 30-person team is already using Datadog for observability and monitoring, turning on their CSM module is a checkbox."}, {"id": "mai-20260917-0922-baseline|c116-s5|google-small|Prowler OSS", "prompt": "c116-s5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prowler OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you have zero budget but do have engineering cycles: **Prowler OSS**"}, {"id": "mai-20260917-0922-baseline|c116-s5|google-small|Prisma", "prompt": "c116-s5", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Always tell enterprise vendors (Wiz/Orca/Prisma) that you are a 30-person startup."}, {"id": "mai-20260917-0922-baseline|c116-s5|meta-small|Wiz", "prompt": "c116-s5", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular cloud security posture management platforms include Wiz, Microsoft Defender for Cloud, Orca, Sysdig, Sweet Security, Prisma Cloud, Rapid7, and Data Theorem."}, {"id": "mai-20260917-0922-baseline|c116-s5|meta-small|Microsoft Defender for Cloud", "prompt": "c116-s5", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular cloud security posture management platforms include Wiz, Microsoft Defender for Cloud, Orca, Sysdig..."}, {"id": "mai-20260917-0922-baseline|c116-s5|meta-small|Orca", "prompt": "c116-s5", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular cloud security posture management platforms include Wiz, Microsoft Defender for Cloud, Orca, Sysdig"}, {"id": "mai-20260917-0922-baseline|c116-s5|meta-small|Sysdig", "prompt": "c116-s5", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Orca, Sysdig, Sweet Security, Prisma Cloud, Rapid7, and Data Theorem"}, {"id": "mai-20260917-0922-baseline|c116-s5|meta-small|Sweet Security", "prompt": "c116-s5", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Sweet Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sysdig, Sweet Security, Prisma Cloud, Rapid7, and Data Theorem"}, {"id": "mai-20260917-0922-baseline|c116-s5|meta-small|Prisma Cloud", "prompt": "c116-s5", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sweet Security, Prisma Cloud, Rapid7, and Data Theorem"}, {"id": "mai-20260917-0922-baseline|c116-s5|meta-small|Rapid7", "prompt": "c116-s5", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prisma Cloud, Rapid7, and Data Theorem"}, {"id": "mai-20260917-0922-baseline|c116-s5|meta-small|Data Theorem", "prompt": "c116-s5", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Data Theorem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Rapid7, and Data Theorem"}, {"id": "mai-20260917-0922-baseline|c116-s5|minimax-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c116-s5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Common options include **Prisma Cloud (Palo Alto Networks)**"}, {"id": "mai-20260917-0922-baseline|c116-s5|minimax-small|Wiz", "prompt": "c116-s5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Common options include ... **Wiz**"}, {"id": "mai-20260917-0922-baseline|c116-s5|minimax-small|Orca Security", "prompt": "c116-s5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Orca Security**"}, {"id": "mai-20260917-0922-baseline|c116-s5|minimax-small|Microsoft Defender for Cloud", "prompt": "c116-s5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-s5|minimax-small|AWS Security Hub", "prompt": "c116-s5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "AWS Security Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**AWS Security Hub**"}, {"id": "mai-20260917-0922-baseline|c116-s5|minimax-small|Check Point CloudGuard", "prompt": "c116-s5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Check Point CloudGuard**"}, {"id": "mai-20260917-0922-baseline|c116-s5|minimax-small|Lacework", "prompt": "c116-s5", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "and **Lacework**"}, {"id": "mai-20260917-0922-baseline|c116-s5|mistral-small|Prisma Cloud", "prompt": "c116-s5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with 3-5 options (e.g., Prisma Cloud, AWS Security Hub, Wiz, Aqua Security, Microsoft Defender for Cloud, Orca Security)."}, {"id": "mai-20260917-0922-baseline|c116-s5|mistral-small|AWS Security Hub", "prompt": "c116-s5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "AWS Security Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Start with 3-5 options (e.g., Prisma Cloud, AWS Security Hub, Wiz, Aqua Security, Microsoft Defender for Cloud, Orca Security)."}, {"id": "mai-20260917-0922-baseline|c116-s5|mistral-small|Wiz", "prompt": "c116-s5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Start with 3-5 options (e.g., Prisma Cloud, AWS Security Hub, Wiz, Aqua Security, Microsoft Defender for Cloud, Orca Security)."}, {"id": "mai-20260917-0922-baseline|c116-s5|mistral-small|Aqua Security", "prompt": "c116-s5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Start with 3-5 options (e.g., Prisma Cloud, AWS Security Hub, Wiz, Aqua Security, Microsoft Defender for Cloud, Orca Security)."}, {"id": "mai-20260917-0922-baseline|c116-s5|mistral-small|Microsoft Defender for Cloud", "prompt": "c116-s5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Start with 3-5 options (e.g., ... Microsoft Defender for Cloud, Orca Security)."}, {"id": "mai-20260917-0922-baseline|c116-s5|mistral-small|Orca Security", "prompt": "c116-s5", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Start with 3-5 options (e.g., ... Microsoft Defender for Cloud, Orca Security)."}, {"id": "mai-20260917-0922-baseline|c116-s5|moonshot-small|CSPM.io", "prompt": "c116-s5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "CSPM.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Per-user pricing**: ~$49/user/month (e.g., CSPM.io)"}, {"id": "mai-20260917-0922-baseline|c116-s5|moonshot-small|AWS Security Hub", "prompt": "c116-s5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "AWS Security Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Consider AWS Security Hub (free 30-day trial, pay-as-you-grow) if primarily AWS"}, {"id": "mai-20260917-0922-baseline|c116-s5|moonshot-small|Prowler", "prompt": "c116-s5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Test open-source Prowler for basic posture visibility"}, {"id": "mai-20260917-0922-baseline|c116-s5|moonshot-small|Cloudflare CASB", "prompt": "c116-s5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Cloudflare CASB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Evaluate Cloudflare CASB (free tier available, ~$7/user/month paid)"}, {"id": "mai-20260917-0922-baseline|c116-s5|moonshot-small|Microsoft Defender for Cloud", "prompt": "c116-s5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Microsoft Defender for Cloud**: Good if Azure-heavy, has free tier"}, {"id": "mai-20260917-0922-baseline|c116-s5|moonshot-small|Orca Security", "prompt": "c116-s5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Orca Security or Wiz**: Agentless, strong prioritization (get quotes—may fit mid-market)"}, {"id": "mai-20260917-0922-baseline|c116-s5|moonshot-small|Wiz", "prompt": "c116-s5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Orca Security or Wiz**: Agentless, strong prioritization (get quotes—may fit mid-market)"}, {"id": "mai-20260917-0922-baseline|c116-s5|moonshot-small|Uptycs", "prompt": "c116-s5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Uptycs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Uptycs or Tenable**: CNAPP platforms with accessible pricing"}, {"id": "mai-20260917-0922-baseline|c116-s5|moonshot-small|Tenable", "prompt": "c116-s5", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Uptycs or Tenable**: CNAPP platforms with accessible pricing"}, {"id": "mai-20260917-0922-baseline|c116-s5|xai-small|Microsoft Defender for Cloud", "prompt": "c116-s5", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Cloud**: Best if Azure-heavy; free tier + low-cost scaling."}, {"id": "mai-20260917-0922-baseline|c116-s5|xai-small|Wiz", "prompt": "c116-s5", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wiz**: Top for prioritization/attack paths; quick value."}, {"id": "mai-20260917-0922-baseline|c116-s5|xai-small|Orca Security", "prompt": "c116-s5", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Orca Security**: Agentless scanning, unified risks."}, {"id": "mai-20260917-0922-baseline|c116-s5|xai-small|Prisma Cloud (Palo Alto)", "prompt": "c116-s5", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prisma Cloud (Palo Alto)**: Broad coverage, compliance depth."}, {"id": "mai-20260917-0922-baseline|c116-s5|xai-small|Datadog Cloud Security", "prompt": "c116-s5", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Datadog Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Datadog Cloud Security** or **Prowler (open-source)**: If observability-integrated or budget-tight."}, {"id": "mai-20260917-0922-baseline|c116-s5|xai-small|Prowler (open-source)", "prompt": "c116-s5", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "scale", "raw": "Prowler (open-source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Prowler (open-source)**: If observability-integrated or budget-tight."}, {"id": "mai-20260917-0922-baseline|c116-s6|alibaba-small|Tenable.io", "prompt": "c116-s6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Tenable.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Who to watch out for: Tenable.io, Rapid7, or older modules of McAfee/McAfee MVISION."}, {"id": "mai-20260917-0922-baseline|c116-s6|alibaba-small|Rapid7", "prompt": "c116-s6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Who to watch out for: Tenable.io, Rapid7, or older modules of McAfee/McAfee MVISION."}, {"id": "mai-20260917-0922-baseline|c116-s6|alibaba-small|McAfee/McAfee MVISION", "prompt": "c116-s6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "McAfee/McAfee MVISION", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "older modules of McAfee/McAfee MVISION"}, {"id": "mai-20260917-0922-baseline|c116-s6|alibaba-small|Symantec/Norton", "prompt": "c116-s6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Symantec/Norton", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Vendors relying heavily on legacy agent architectures (often associated with Symantec/Norton or traditional firewall vendors attempting a pivot)."}, {"id": "mai-20260917-0922-baseline|c116-s6|alibaba-small|Lacewa", "prompt": "c116-s6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Lacewa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Example to avoid/cautionary: Lacewa."}, {"id": "mai-20260917-0922-baseline|c116-s6|alibaba-small|AWS GuardDuty/Security Hub", "prompt": "c116-s6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "AWS GuardDuty/Security Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Who to watch out for: Sticking exclusively to one provider's tool."}, {"id": "mai-20260917-0922-baseline|c116-s6|alibaba-small|Azure Defender", "prompt": "c116-s6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Azure Defender", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Who to watch out for: Sticking exclusively to one provider's tool."}, {"id": "mai-20260917-0922-baseline|c116-s6|alibaba-small|Google SCC", "prompt": "c116-s6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Google SCC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Who to watch out for: Sticking exclusively to one provider's tool."}, {"id": "mai-20260917-0922-baseline|c116-s6|alibaba-small|Snyk", "prompt": "c116-s6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Who to watch out for: Certain configurations of Snyk or Checkmarx."}, {"id": "mai-20260917-0922-baseline|c116-s6|alibaba-small|Checkmarx", "prompt": "c116-s6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Who to watch out for: Certain configurations of Snyk or Checkmarx."}, {"id": "mai-20260917-0922-baseline|c116-s6|alibaba-small|Wiz", "prompt": "c116-s6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Wiz: Very fast and accurate, but watch the dashboard complexity."}, {"id": "mai-20260917-0922-baseline|c116-s6|alibaba-small|Orca Security", "prompt": "c116-s6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Orca Security: Good for those wanting a deep scan without agents."}, {"id": "mai-20260917-0922-baseline|c116-s6|alibaba-small|OpenPolicyAgent (OPA)", "prompt": "c116-s6", "model": "alibaba-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "OpenPolicyAgent (OPA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "If you have the coding skills, this is the free, open-source route."}, {"id": "mai-20260917-0922-baseline|c116-s6|anthropic-small|Prisma Cloud", "prompt": "c116-s6", "model": "anthropic-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Prisma Cloud is not ideally suited to smaller businesses, especially since it lacks some spend-tracking functionality"}, {"id": "mai-20260917-0922-baseline|c116-s6|challenger-small|Cloudaware", "prompt": "c116-s6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "explicitly steering buyers toward Cloudaware only when governance is the blocker"}, {"id": "mai-20260917-0922-baseline|c116-s6|challenger-small|Snyk", "prompt": "c116-s6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "flags **Snyk** and **Darktrace** poorly on multiple posture-management needs"}, {"id": "mai-20260917-0922-baseline|c116-s6|challenger-small|Darktrace", "prompt": "c116-s6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Darktrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "flags **Snyk** and **Darktrace** poorly on multiple posture-management needs"}, {"id": "mai-20260917-0922-baseline|c116-s6|challenger-small|Wiz", "prompt": "c116-s6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "platforms to be cautious about for a small business ... **Wiz**"}, {"id": "mai-20260917-0922-baseline|c116-s6|challenger-small|Palo Alto Prisma Cloud", "prompt": "c116-s6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "\"evaluate carefully before buying\" bucket: **Prisma Cloud**"}, {"id": "mai-20260917-0922-baseline|c116-s6|challenger-small|CrowdStrike", "prompt": "c116-s6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**CrowdStrike Falcon Cloud Security**"}, {"id": "mai-20260917-0922-baseline|c116-s6|challenger-small|Sysdig", "prompt": "c116-s6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "platforms to be cautious about for a small business ... **Sysdig**"}, {"id": "mai-20260917-0922-baseline|c116-s6|challenger-small|Tenable", "prompt": "c116-s6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Tenable Cloud Security**"}, {"id": "mai-20260917-0922-baseline|c116-s6|challenger-small|AWS Security Hub", "prompt": "c116-s6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "AWS Security Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "recommend starting with **AWS Security Hub**, **Microsoft Defender for Cloud's free tier**, or **Prowler** for startups/smaller teams"}, {"id": "mai-20260917-0922-baseline|c116-s6|challenger-small|Microsoft Defender for Cloud's free tier", "prompt": "c116-s6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud's free tier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Choose **native/free tools first** if you have one cloud and modest compliance needs"}, {"id": "mai-20260917-0922-baseline|c116-s6|challenger-small|Prowler", "prompt": "c116-s6", "model": "challenger-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "recommend starting with ... or **Prowler** for startups/smaller teams before buying a full CSPM platform"}, {"id": "mai-20260917-0922-baseline|c116-s6|deepseek-small|Palo Alto Prisma Cloud (now Cortex Cloud)", "prompt": "c116-s6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto Prisma Cloud (now Cortex Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is the platform most consistently flagged as a poor fit for small businesses."}, {"id": "mai-20260917-0922-baseline|c116-s6|deepseek-small|Wiz", "prompt": "c116-s6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "top-notch, but pricing is opaque/expensive ... overwhelms teams of just one or two security engineers"}, {"id": "mai-20260917-0922-baseline|c116-s6|deepseek-small|Lacework / FortiCNAPP", "prompt": "c116-s6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Lacework / FortiCNAPP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reddit security professionals have explicitly advised \"stay away\" during this transition."}, {"id": "mai-20260917-0922-baseline|c116-s6|deepseek-small|Orca Security", "prompt": "c116-s6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can be \"excessive for small or simple environments\"; median annual costs run around $95K"}, {"id": "mai-20260917-0922-baseline|c116-s6|deepseek-small|Microsoft Defender for Cloud", "prompt": "c116-s6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious if you're not already an Azure-native shop."}, {"id": "mai-20260917-0922-baseline|c116-s6|deepseek-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-s6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Consistently called out as expensive for budget-constrained small businesses"}, {"id": "mai-20260917-0922-baseline|c116-s6|deepseek-small|Prowler", "prompt": "c116-s6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "small businesses are better served by: Prowler (free, open-source posture scanning)"}, {"id": "mai-20260917-0922-baseline|c116-s6|deepseek-small|Aikido Security", "prompt": "c116-s6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SMB-focused lightweight options like Aikido Security (from ~$999/month, developer-friendly UI)"}, {"id": "mai-20260917-0922-baseline|c116-s6|deepseek-small|Trend Micro Cloud One Conformity", "prompt": "c116-s6", "model": "deepseek-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Trend Micro Cloud One Conformity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SMB-focused lightweight options like ... Trend Micro Cloud One Conformity"}, {"id": "mai-20260917-0922-baseline|c116-s6|google-small|Wiz", "prompt": "c116-s6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples to be cautious of: **Wiz, Palo Alto Networks (Prisma Cloud), Orca Security.** ... heavily mismatched for small businesses due to **cost barriers**"}, {"id": "mai-20260917-0922-baseline|c116-s6|google-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c116-s6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its interface is notoriously complex and requires a steep learning curve"}, {"id": "mai-20260917-0922-baseline|c116-s6|google-small|Orca Security", "prompt": "c116-s6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Orca generally starts between **$36,000 and $60,000** per year"}, {"id": "mai-20260917-0922-baseline|c116-s6|google-small|AWS Security Hub", "prompt": "c116-s6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "AWS Security Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Examples to be cautious of: **AWS Security Hub, Microsoft Defender for Cloud, GCP Security Command Center.**"}, {"id": "mai-20260917-0922-baseline|c116-s6|google-small|Microsoft Defender for Cloud", "prompt": "c116-s6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious. If you are 100% single-cloud, native tools are a great, budget-friendly starting point."}, {"id": "mai-20260917-0922-baseline|c116-s6|google-small|GCP Security Command Center", "prompt": "c116-s6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "GCP Security Command Center", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "If you are multi-cloud, they quickly become an administrative headache."}, {"id": "mai-20260917-0922-baseline|c116-s6|google-small|Aikido Security", "prompt": "c116-s6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Developer-First/SMB-Focused Tools (e.g., Aikido Security): These platforms are built specifically for smaller teams"}, {"id": "mai-20260917-0922-baseline|c116-s6|google-small|Prowler", "prompt": "c116-s6", "model": "google-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "running a free, open-source tool like Prowler will give you a solid baseline of your posture"}, {"id": "mai-20260917-0922-baseline|c116-s6|meta-small|Wiz", "prompt": "c116-s6", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it requires a quote, and 54% of reviewers are enterprise, with only 7% being small businesses, indicating limited SMB experience"}, {"id": "mai-20260917-0922-baseline|c116-s6|meta-small|Palo Alto Prisma Cloud", "prompt": "c116-s6", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "geared towards regulated enterprises and has a high pricing tier ... which may be too expensive for small businesses"}, {"id": "mai-20260917-0922-baseline|c116-s6|meta-small|Lacework/FortiCNAPP", "prompt": "c116-s6", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Lacework/FortiCNAPP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "its pricing starts at ~$22K/yr, which may be out of budget for small businesses"}, {"id": "mai-20260917-0922-baseline|c116-s6|meta-small|Prowler", "prompt": "c116-s6", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "open-source CSPM tool that is free and has a strong community following. However, it requires engineering expertise"}, {"id": "mai-20260917-0922-baseline|c116-s6|meta-small|Trend Micro Cloud One Conformity", "prompt": "c116-s6", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Trend Micro Cloud One Conformity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "offers a range of features, including CSPM, and is suitable for SMBs"}, {"id": "mai-20260917-0922-baseline|c116-s6|meta-small|Microsoft Defender for Cloud", "prompt": "c116-s6", "model": "meta-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "offers CSPM capabilities and is integrated with Microsoft Azure"}, {"id": "mai-20260917-0922-baseline|c116-s6|minimax-small|Wiz", "prompt": "c116-s6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** Extremely expensive (quoted at $24K–$354K/year depending on workload size)"}, {"id": "mai-20260917-0922-baseline|c116-s6|minimax-small|Palo Alto Prisma Cloud", "prompt": "c116-s6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid:** Starting around $18K/year for CSPM alone; full CNAPP around $45K/year"}, {"id": "mai-20260917-0922-baseline|c116-s6|minimax-small|Lacework (FortiCNAPP)", "prompt": "c116-s6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Lacework (FortiCNAPP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why cautious:** Priced around $22K/year, designed for behavioral threat detection in enterprise environments"}, {"id": "mai-20260917-0922-baseline|c116-s6|minimax-small|Orca Security", "prompt": "c116-s6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why cautious:** Enterprise-focused with agentless scanning, but pricing is quote-based and typically high"}, {"id": "mai-20260917-0922-baseline|c116-s6|minimax-small|Check Point CloudGuard", "prompt": "c116-s6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Why cautious:** Enterprise CNAPP with 52 security engines—far more than small businesses need"}, {"id": "mai-20260917-0922-baseline|c116-s6|minimax-small|CrowdStrike Falcon Cloud", "prompt": "c116-s6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "CrowdStrike Falcon Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Why cautious:** Pricing is quote-only and typically enterprise-tier"}, {"id": "mai-20260917-0922-baseline|c116-s6|minimax-small|Prowler", "prompt": "c116-s6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Prowler** | Free, open-source, multicloud CSPM—great starting point"}, {"id": "mai-20260917-0922-baseline|c116-s6|minimax-small|Microsoft Defender for Cloud", "prompt": "c116-s6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Free foundational tier; native integration if using Azure/AWS/GCP"}, {"id": "mai-20260917-0922-baseline|c116-s6|minimax-small|AWS Security Hub", "prompt": "c116-s6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Native cloud tools | AWS Security Hub, Azure Security Center, GCP Security Command Center—often included or low-cost"}, {"id": "mai-20260917-0922-baseline|c116-s6|minimax-small|Azure Security Center", "prompt": "c116-s6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Azure Security Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "AWS Security Hub, Azure Security Center, GCP Security Command Center—often included or low-cost"}, {"id": "mai-20260917-0922-baseline|c116-s6|minimax-small|GCP Security Command Center", "prompt": "c116-s6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "GCP Security Command Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "AWS Security Hub, Azure Security Center, GCP Security Command Center—often included or low-cost"}, {"id": "mai-20260917-0922-baseline|c116-s6|minimax-small|TigerGate", "prompt": "c116-s6", "model": "minimax-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "TigerGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Affordable pricing ($29/user/month) with free tier"}, {"id": "mai-20260917-0922-baseline|c116-s6|mistral-small|Cortex Cloud", "prompt": "c116-s6", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Cortex Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Cortex Cloud: Users report unhelpful support, slow resolution times, and recurring issues"}, {"id": "mai-20260917-0922-baseline|c116-s6|mistral-small|Snyk", "prompt": "c116-s6", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "reviews flag concerns such as noisy findings, vague prioritization, weak export options"}, {"id": "mai-20260917-0922-baseline|c116-s6|mistral-small|Prowler (open-source)", "prompt": "c116-s6", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prowler (open-source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "should consider starting with free or lightweight options like **Prowler (open-source)**"}, {"id": "mai-20260917-0922-baseline|c116-s6|mistral-small|Microsoft Defender for Cloud", "prompt": "c116-s6", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Microsoft Defender for Cloud's free tier for Azure/hybrid environments"}, {"id": "mai-20260917-0922-baseline|c116-s6|mistral-small|Wiz", "prompt": "c116-s6", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "As the business grows, they can evaluate more advanced tools like Wiz, Orca, or Sweet Security"}, {"id": "mai-20260917-0922-baseline|c116-s6|mistral-small|Orca", "prompt": "c116-s6", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "evaluate more advanced tools like Wiz, Orca, or Sweet Security"}, {"id": "mai-20260917-0922-baseline|c116-s6|mistral-small|Sweet Security", "prompt": "c116-s6", "model": "mistral-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "evaluate more advanced tools like Wiz, Orca, or Sweet Security"}, {"id": "mai-20260917-0922-baseline|c116-s6|moonshot-small|Palo Alto Prisma Cloud", "prompt": "c116-s6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why avoid for SMBs: The most expensive CSPM in the category with the most complex UI"}, {"id": "mai-20260917-0922-baseline|c116-s6|moonshot-small|Wiz", "prompt": "c116-s6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why be cautious: Enterprise-focused pricing despite having an \"SMB bundle\""}, {"id": "mai-20260917-0922-baseline|c116-s6|moonshot-small|Orca Security", "prompt": "c116-s6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why be cautious: Complex pricing and mid-market to enterprise focus"}, {"id": "mai-20260917-0922-baseline|c116-s6|moonshot-small|Lacework / FortiCNAPP", "prompt": "c116-s6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Lacework / FortiCNAPP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why be cautious: Complex setup and potentially overwhelming for small teams"}, {"id": "mai-20260917-0922-baseline|c116-s6|moonshot-small|Microsoft Defender for Cloud (Paid Tiers)", "prompt": "c116-s6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud (Paid Tiers)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The free tier (CSPM Foundation) is worth using, but paid tiers may not justify cost for small businesses"}, {"id": "mai-20260917-0922-baseline|c116-s6|moonshot-small|AWS Trusted Advisor", "prompt": "c116-s6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "AWS Trusted Advisor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "native cloud security dashboards are often sufficient without the overhead of dedicated third-party CSPM tools"}, {"id": "mai-20260917-0922-baseline|c116-s6|moonshot-small|Azure Security Center free tier", "prompt": "c116-s6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Azure Security Center free tier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Free, sufficient for simple \"lift and shift\" setups"}, {"id": "mai-20260917-0922-baseline|c116-s6|moonshot-small|GCP Security Command Center", "prompt": "c116-s6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "GCP Security Command Center", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Free, sufficient for simple \"lift and shift\" setups"}, {"id": "mai-20260917-0922-baseline|c116-s6|moonshot-small|Datadog Cloud Security Management", "prompt": "c116-s6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Datadog Cloud Security Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Starts at $22/host/month, good if already using Datadog"}, {"id": "mai-20260917-0922-baseline|c116-s6|moonshot-small|OPA", "prompt": "c116-s6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "OPA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Open-source tools (OPA, Checkov, Prowler) | Free with some engineering effort"}, {"id": "mai-20260917-0922-baseline|c116-s6|moonshot-small|Checkov", "prompt": "c116-s6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Checkov", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Open-source tools (OPA, Checkov, Prowler) | Free with some engineering effort"}, {"id": "mai-20260917-0922-baseline|c116-s6|moonshot-small|Prowler", "prompt": "c116-s6", "model": "moonshot-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Open-source tools (OPA, Checkov, Prowler) | Free with some engineering effort"}, {"id": "mai-20260917-0922-baseline|c116-s6|openai-small|AWS Security Hub CSPM", "prompt": "c116-s6", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "AWS Security Hub CSPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "prices by **security checks, finding ingestion, and rule evaluations**... which can be more than a small business needs"}, {"id": "mai-20260917-0922-baseline|c116-s6|openai-small|Microsoft Defender for Cloud", "prompt": "c116-s6", "model": "openai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "advanced DevOps/security posture features require the paid Defender CSPM plan"}, {"id": "mai-20260917-0922-baseline|c116-s6|xai-small|Wiz", "prompt": "c116-s6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Wiz**: Excellent for multi-cloud visibility ... pricing medians around $100K+/year ... often unrealistic for sub-50 person teams"}, {"id": "mai-20260917-0922-baseline|c116-s6|xai-small|Palo Alto Prisma Cloud", "prompt": "c116-s6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"massive platform\" and \"steeper learning curve\"—not ideal for small teams without dedicated security staff"}, {"id": "mai-20260917-0922-baseline|c116-s6|xai-small|Orca Security", "prompt": "c116-s6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "$30K–$100K/yr enterprise pricing ... less value for minimal cloud footprints"}, {"id": "mai-20260917-0922-baseline|c116-s6|xai-small|CrowdStrike Falcon Cloud Security", "prompt": "c116-s6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "behavioral/ML features add setup time and costs that exceed basic SMB needs"}, {"id": "mai-20260917-0922-baseline|c116-s6|xai-small|Lacework (FortiCNAPP)", "prompt": "c116-s6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Lacework (FortiCNAPP)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Agent requirements can complicate small deployments."}, {"id": "mai-20260917-0922-baseline|c116-s6|xai-small|Prowler (OSS)", "prompt": "c116-s6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prowler (OSS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Trial natives first, then affordable like Cloudanix or Prowler."}, {"id": "mai-20260917-0922-baseline|c116-s6|xai-small|Microsoft Defender for Cloud", "prompt": "c116-s6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free tier; ~$ per resource paid | Azure/hybrid, all sizes"}, {"id": "mai-20260917-0922-baseline|c116-s6|xai-small|AWS GuardDuty/Security Hub", "prompt": "c116-s6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "AWS GuardDuty/Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free tiers + usage | Single-cloud | Native, no third-party overhead."}, {"id": "mai-20260917-0922-baseline|c116-s6|xai-small|GCP Security Command Center", "prompt": "c116-s6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "GCP Security Command Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Free tiers + usage | Single-cloud | Native, no third-party overhead."}, {"id": "mai-20260917-0922-baseline|c116-s6|xai-small|Trend Micro Cloud One Conformity", "prompt": "c116-s6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Trend Micro Cloud One Conformity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "~$22/host/mo or lower tiers | SMB automation | Affordable, simple"}, {"id": "mai-20260917-0922-baseline|c116-s6|xai-small|Datadog CSM", "prompt": "c116-s6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Datadog CSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Affordable, simple if already using their observability."}, {"id": "mai-20260917-0922-baseline|c116-s6|xai-small|Cloudanix", "prompt": "c116-s6", "model": "xai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Cloudanix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "then affordable like Cloudanix or Prowler"}, {"id": "mai-20260917-0922-baseline|c116-s6|zai-small|Orca Security", "prompt": "c116-s6", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Orca Security** | Quote‑only; enterprise‑only | High | No | Moderate | **Avoid / be cautious**"}, {"id": "mai-20260917-0922-baseline|c116-s6|zai-small|Wiz", "prompt": "c116-s6", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Wiz (full)** | Enterprise‑only | High | No | Moderate‑high | **Avoid / be cautious**"}, {"id": "mai-20260917-0922-baseline|c116-s6|zai-small|Azure Defender for Cloud", "prompt": "c116-s6", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Azure Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Azure Defender for Cloud (paid)** | Resource‑based | High | Limited | Moderate | **Be cautious**"}, {"id": "mai-20260917-0922-baseline|c116-s6|zai-small|Palo Alto Networks Prisma Cloud", "prompt": "c116-s6", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Palo Alto Prisma Cloud CSPM** | Enterprise‑only | Very high | No | Moderate‑high | **Avoid**"}, {"id": "mai-20260917-0922-baseline|c116-s6|zai-small|Microsoft Defender for Cloud (Free Tier)", "prompt": "c116-s6", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Microsoft Defender for Cloud (Free Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with free, provider‑native tools: AWS Security Hub, Azure Defender for Cloud (Free), Google SCC"}, {"id": "mai-20260917-0922-baseline|c116-s6|zai-small|AWS Security Hub", "prompt": "c116-s6", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "AWS Security Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**AWS Security Hub** | Free | Low | Yes | Low | **Good starting point**"}, {"id": "mai-20260917-0922-baseline|c116-s6|zai-small|Google Cloud Security Command Center (SCC)", "prompt": "c116-s6", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Google Cloud Security Command Center (SCC)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Free, native GCP integration, good for Google‑only environments"}, {"id": "mai-20260917-0922-baseline|c116-s6|zai-small|Prowler (open‑source)", "prompt": "c116-s6", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Prowler (open‑source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Consider open‑source Prowler** if you need multi‑cloud coverage and have a technical team"}, {"id": "mai-20260917-0922-baseline|c116-s6|zai-small|Snyk Cloud", "prompt": "c116-s6", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Snyk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Add a lightweight commercial CSPM (Snyk Cloud, Trend Micro Conformity)** only if you need CI/CD integration"}, {"id": "mai-20260917-0922-baseline|c116-s6|zai-small|Trend Micro Conformity", "prompt": "c116-s6", "model": "zai-small", "cat": "cloud-security-posture-management", "variant": "negative", "raw": "Trend Micro Conformity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "SMB‑focused, simpler UI, good for basic posture checks"}, {"id": "mai-20260917-0922-baseline|c117-l1|alibaba-small|Trend Micro", "prompt": "c117-l1", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Trend Micro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Winner: Trend Micro Cloud One ... Unmatched depth in protecting traditional VMs"}, {"id": "mai-20260917-0922-baseline|c117-l1|alibaba-small|Wiz", "prompt": "c117-l1", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Rising Industry Favorite: Wiz ... Fastest time-to-value, accurate asset inventory, low noise."}, {"id": "mai-20260917-0922-baseline|c117-l1|alibaba-small|Palo Alto Networks", "prompt": "c117-l1", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Palo Alto offers the most feature-complete suite... Weakness: Steep learning curve"}, {"id": "mai-20260917-0922-baseline|c117-l1|alibaba-small|Microsoft Defender for Cloud", "prompt": "c117-l1", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your B2B company runs heavily on Microsoft Azure, this is often the most logical default."}, {"id": "mai-20260917-0922-baseline|c117-l1|alibaba-small|Amazon Security Hub (GuardDuty + Inspector)", "prompt": "c117-l1", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Amazon Security Hub (GuardDuty + Inspector)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It is cheaper but often requires stitching together multiple tools ... via scripts"}, {"id": "mai-20260917-0922-baseline|c117-l1|anthropic-small|SentinelOne", "prompt": "c117-l1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top CNAPP vendors in 2026 are SentinelOne, Prisma Cloud by Palo Alto Networks, Microsoft Defender for Cloud, Wiz, and Lacework."}, {"id": "mai-20260917-0922-baseline|c117-l1|anthropic-small|Prisma Cloud by Palo Alto Networks", "prompt": "c117-l1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prisma Cloud by Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "One of the most feature-broad CNAPP offerings... often shortlisted by enterprises that want consolidated posture, code, identity, and data security in one platform."}, {"id": "mai-20260917-0922-baseline|c117-l1|anthropic-small|Microsoft Defender for Cloud", "prompt": "c117-l1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for Microsoft-heavy enterprises, financial services under DORA, and orgs that want identity-first cloud security."}, {"id": "mai-20260917-0922-baseline|c117-l1|anthropic-small|Wiz", "prompt": "c117-l1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Earned the highest current offering score in the Forrester Wave CNAPP Q1 2026 report, with a 100% API-based architecture that onboards in minutes."}, {"id": "mai-20260917-0922-baseline|c117-l1|anthropic-small|Lacework", "prompt": "c117-l1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top CNAPP vendors in 2026 are SentinelOne, Prisma Cloud by Palo Alto Networks, Microsoft Defender for Cloud, Wiz, and Lacework."}, {"id": "mai-20260917-0922-baseline|c117-l1|anthropic-small|Sysdig", "prompt": "c117-l1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "More than 700 enterprise customers use it to address CNAPP, VM, CSPM, CIEM, container security at enterprise scale"}, {"id": "mai-20260917-0922-baseline|c117-l1|anthropic-small|Orca Security", "prompt": "c117-l1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pioneered agentless cloud security with patented SideScanning and is a Forrester Wave CNAPP Q1 2026 Strong Performer"}, {"id": "mai-20260917-0922-baseline|c117-l1|challenger-small|Wiz", "prompt": "c117-l1", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose Wiz for most enterprise B2B companies"}, {"id": "mai-20260917-0922-baseline|c117-l1|challenger-small|Microsoft Defender for Cloud", "prompt": "c117-l1", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for Azure-heavy, Microsoft-centric, or regulated organizations"}, {"id": "mai-20260917-0922-baseline|c117-l1|challenger-small|Palo Alto Networks Prisma Cloud", "prompt": "c117-l1", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for enterprises that want the broadest CNAPP feature set"}, {"id": "mai-20260917-0922-baseline|c117-l1|challenger-small|Orca Security", "prompt": "c117-l1", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "strong if you want agentless multi-cloud coverage similar to Wiz"}, {"id": "mai-20260917-0922-baseline|c117-l1|challenger-small|Sysdig", "prompt": "c117-l1", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best when runtime and Kubernetes depth matter most"}, {"id": "mai-20260917-0922-baseline|c117-l1|challenger-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l1", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "worth considering if you want a broader security platform with cloud protection added in"}, {"id": "mai-20260917-0922-baseline|c117-l1|deepseek-small|Wiz", "prompt": "c117-l1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most enterprise B2B security leaders converge on **Wiz** (best all-around, fastest time-to-value, attack-path correlation)"}, {"id": "mai-20260917-0922-baseline|c117-l1|deepseek-small|Palo Alto Networks Prisma Cloud", "prompt": "c117-l1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Prisma Cloud** as the leading alternative if you need maximum breadth"}, {"id": "mai-20260917-0922-baseline|c117-l1|deepseek-small|Microsoft Defender for Cloud", "prompt": "c117-l1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're Microsoft-centric, **Defender for Cloud** is the natural anchor."}, {"id": "mai-20260917-0922-baseline|c117-l1|deepseek-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best runtime depth ... Best fit: organizations already on CrowdStrike looking to consolidate"}, {"id": "mai-20260917-0922-baseline|c117-l1|deepseek-small|Orca Security", "prompt": "c117-l1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong agentless alternative ... Good fit if Wiz pricing is a hurdle"}, {"id": "mai-20260917-0922-baseline|c117-l1|deepseek-small|Sysdig", "prompt": "c117-l1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CrowdStrike/Sysdig/Prisma for deep runtime behavior"}, {"id": "mai-20260917-0922-baseline|c117-l1|google-small|Wiz", "prompt": "c117-l1", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most modern enterprise B2B companies find that **Wiz** and **Orca Security** provide the fastest time-to-value"}, {"id": "mai-20260917-0922-baseline|c117-l1|google-small|Orca Security", "prompt": "c117-l1", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "run a 2-week Proof of Concept (PoC) with both Wiz and Orca"}, {"id": "mai-20260917-0922-baseline|c117-l1|google-small|Palo Alto Networks Prisma Cloud", "prompt": "c117-l1", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Large enterprises requiring active, inline runtime threat blocking and deep security controls."}, {"id": "mai-20260917-0922-baseline|c117-l1|google-small|Sysdig Secure", "prompt": "c117-l1", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Kubernetes-heavy architectures and container-native forensics."}, {"id": "mai-20260917-0922-baseline|c117-l1|google-small|Upwind Security", "prompt": "c117-l1", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Upwind Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "### 4. Sysdig Secure (or Upwind Security)"}, {"id": "mai-20260917-0922-baseline|c117-l1|minimax-small|Wiz", "prompt": "c117-l1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Wiz** or **Microsoft Defender for Cloud** as primary choices"}, {"id": "mai-20260917-0922-baseline|c117-l1|minimax-small|Microsoft Defender for Cloud", "prompt": "c117-l1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Wiz** or **Microsoft Defender for Cloud** as primary choices"}, {"id": "mai-20260917-0922-baseline|c117-l1|minimax-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c117-l1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Prisma Cloud** as a strong alternative if you need the broadest coverage"}, {"id": "mai-20260917-0922-baseline|c117-l1|minimax-small|Orca", "prompt": "c117-l1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong agentless detection with fast deployment"}, {"id": "mai-20260917-0922-baseline|c117-l1|minimax-small|Sysdig", "prompt": "c117-l1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong runtime depth and container security"}, {"id": "mai-20260917-0922-baseline|c117-l1|mistral-small|Wiz", "prompt": "c117-l1", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Wiz** is the best overall choice due to its superior correlation, usability, and broad coverage."}, {"id": "mai-20260917-0922-baseline|c117-l1|mistral-small|Microsoft Defender for Cloud", "prompt": "c117-l1", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're primarily on Azure, **Microsoft Defender for Cloud** is a strong alternative."}, {"id": "mai-20260917-0922-baseline|c117-l1|mistral-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c117-l1", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For maximum breadth, consider **Prisma Cloud**."}, {"id": "mai-20260917-0922-baseline|c117-l1|mistral-small|Orca Security", "prompt": "c117-l1", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Known for agentless speed and a unified data model, Orca is strong in contextual risk prioritization and compliance"}, {"id": "mai-20260917-0922-baseline|c117-l1|mistral-small|Sysdig Secure", "prompt": "c117-l1", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For runtime depth, especially in Kubernetes, **Sysdig Secure** is a top pick."}, {"id": "mai-20260917-0922-baseline|c117-l1|mistral-small|SecPod Saner CNAPP", "prompt": "c117-l1", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "SecPod Saner CNAPP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A newer entrant with a focus on AI-driven monitoring, contextual risk prioritization, and integrated compliance and remediation."}, {"id": "mai-20260917-0922-baseline|c117-l1|moonshot-small|Wiz", "prompt": "c117-l1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** – Best Overall for Most Enterprises"}, {"id": "mai-20260917-0922-baseline|c117-l1|moonshot-small|Palo Alto Prisma Cloud", "prompt": "c117-l1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Breadth & Enterprise Scale"}, {"id": "mai-20260917-0922-baseline|c117-l1|moonshot-small|Microsoft Defender for Cloud", "prompt": "c117-l1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Azure-Heavy Organizations"}, {"id": "mai-20260917-0922-baseline|c117-l1|moonshot-small|Orca Security", "prompt": "c117-l1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Agentless Alternative"}, {"id": "mai-20260917-0922-baseline|c117-l1|moonshot-small|Sysdig", "prompt": "c117-l1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Runtime depth** | Sysdig or Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c117-l1|moonshot-small|Rapid7", "prompt": "c117-l1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SIEM integration** | Rapid7 or Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c117-l1|openai-small|Wiz", "prompt": "c117-l1", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with **Wiz** often standing out for fast time-to-value and broad visibility"}, {"id": "mai-20260917-0922-baseline|c117-l1|openai-small|Palo Alto Networks Prisma Cloud", "prompt": "c117-l1", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick Prisma Cloud** if you want a very broad, mature platform from code to runtime."}, {"id": "mai-20260917-0922-baseline|c117-l1|openai-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l1", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick CrowdStrike Falcon Cloud Security** if you already standardize on CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c117-l1|openai-small|Sysdig", "prompt": "c117-l1", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pick Sysdig** if containers/Kubernetes and runtime visibility are especially important."}, {"id": "mai-20260917-0922-baseline|c117-l1|openai-small|Check Point CloudGuard", "prompt": "c117-l1", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pick Check Point CloudGuard** if you're already in the Check Point ecosystem"}, {"id": "mai-20260917-0922-baseline|c117-l1|openai-small|Trend Micro", "prompt": "c117-l1", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "strong peer interest across vendors including **Sysdig, Trend Micro, Wiz, and Check Point**"}, {"id": "mai-20260917-0922-baseline|c117-l1|xai-small|Wiz", "prompt": "c117-l1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Wiz** for most enterprise B2B scenarios"}, {"id": "mai-20260917-0922-baseline|c117-l1|xai-small|Palo Alto Prisma Cloud", "prompt": "c117-l1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're deeply invested in Palo Alto or need maximum breadth, go Prisma Cloud."}, {"id": "mai-20260917-0922-baseline|c117-l1|xai-small|Orca Security", "prompt": "c117-l1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pilot 2-3 based on your clouds (e.g., Wiz + Orca for agentless comparison)."}, {"id": "mai-20260917-0922-baseline|c117-l1|xai-small|Microsoft Defender for Cloud", "prompt": "c117-l1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Seamless for Azure/Microsoft stacks, cost-effective"}, {"id": "mai-20260917-0922-baseline|c117-l1|xai-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Runtime/EDR integration, AI-driven detection for SOC teams."}, {"id": "mai-20260917-0922-baseline|c117-l1|zai-small|Wiz", "prompt": "c117-l1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** and **Microsoft Defender for Cloud** are the two most common \"default\" choices for large enterprise B2B buyers"}, {"id": "mai-20260917-0922-baseline|c117-l1|zai-small|Microsoft Defender for Cloud", "prompt": "c117-l1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wiz** and **Microsoft Defender for Cloud** are the two most common \"default\" choices for large enterprise B2B buyers"}, {"id": "mai-20260917-0922-baseline|c117-l1|zai-small|Palo Alto Prisma Cloud", "prompt": "c117-l1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wiz** (primary) **or** **Prisma Cloud** (if you want the widest breadth)"}, {"id": "mai-20260917-0922-baseline|c117-l1|zai-small|Orca Security", "prompt": "c117-l1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Orca = very cost-effective"}, {"id": "mai-20260917-0922-baseline|c117-l1|zai-small|Sysdig", "prompt": "c117-l1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sysdig = deep runtime telemetry"}, {"id": "mai-20260917-0922-baseline|c117-l1|zai-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "One-console with existing CrowdStrike EDR; real-time runtime + CSPM"}, {"id": "mai-20260917-0922-baseline|c117-l1|zai-small|SentinelOne Singularity Cloud Security", "prompt": "c117-l1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Organizations with strong SentinelOne presence"}, {"id": "mai-20260917-0922-baseline|c117-l1|zai-small|Check Point CloudGuard", "prompt": "c117-l1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tight integration with existing Check Point ecosystem."}, {"id": "mai-20260917-0922-baseline|c117-l1|zai-small|Rapid7", "prompt": "c117-l1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Rapid7 CNAPP** | Bundled with InsightVM"}, {"id": "mai-20260917-0922-baseline|c117-l1|zai-small|Data Theorem", "prompt": "c117-l1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Data Theorem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Specializes in API/app-layer security, integrates well with CI/CD pipelines."}, {"id": "mai-20260917-0922-baseline|c117-l2|alibaba-small|Wiz", "prompt": "c117-l2", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Wiz if you want the fastest time-to-value, low friction, and best-in-class risk assessment (most recommended by analysts right now)."}, {"id": "mai-20260917-0922-baseline|c117-l2|alibaba-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c117-l2", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Palo Alto is the heavyweight champion"}, {"id": "mai-20260917-0922-baseline|c117-l2|alibaba-small|Microsoft Defender for Cloud", "prompt": "c117-l2", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Microsoft Defender if you rely heavily on Azure and Microsoft 365."}, {"id": "mai-20260917-0922-baseline|c117-l2|alibaba-small|CrowdStrike (Falcon Cloud Security)", "prompt": "c117-l2", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "CrowdStrike (Falcon Cloud Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CrowdStrike offers a single agent that covers Laptops, Server, and Cloud Workloads."}, {"id": "mai-20260917-0922-baseline|c117-l2|anthropic-small|Wiz", "prompt": "c117-l2", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**2. Wiz** Wiz offers agentless scanning and a security graph ... useful for organizations seeking quick deployment and simplified risk prioritization"}, {"id": "mai-20260917-0922-baseline|c117-l2|anthropic-small|Prisma Cloud by Palo Alto Networks", "prompt": "c117-l2", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Prisma Cloud by Palo Alto Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**1. Palo Alto Networks Prisma Cloud (or Cortex Cloud)** ... ideal for large enterprises that need in-depth coverage"}, {"id": "mai-20260917-0922-baseline|c117-l2|anthropic-small|SentinelOne Singularity Cloud Security", "prompt": "c117-l2", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top-rated Cloud-Native Application Protection Platforms (CNAPP) solutions are Wiz, Prisma Cloud by Palo Alto Networks, SentinelOne Singularity Cloud Security"}, {"id": "mai-20260917-0922-baseline|c117-l2|anthropic-small|Microsoft Defender for Cloud", "prompt": "c117-l2", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**3. Microsoft Defender for Cloud** ... especially valuable if your company uses Microsoft products heavily"}, {"id": "mai-20260917-0922-baseline|c117-l2|anthropic-small|Orca Security", "prompt": "c117-l2", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft Defender for Cloud, and Orca Security"}, {"id": "mai-20260917-0922-baseline|c117-l2|challenger-small|Wiz", "prompt": "c117-l2", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would generally recommend **Wiz** as the first choice for a CNAPP"}, {"id": "mai-20260917-0922-baseline|c117-l2|challenger-small|Palo Alto Prisma Cloud", "prompt": "c117-l2", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Palo Alto Prisma Cloud** as the strongest alternative if you need the broadest feature set"}, {"id": "mai-20260917-0922-baseline|c117-l2|challenger-small|Microsoft Defender for Cloud", "prompt": "c117-l2", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "especially compelling if your environment is heavily **Azure-centric**"}, {"id": "mai-20260917-0922-baseline|c117-l2|challenger-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l2", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "can be a good choice if you want stronger **endpoint + cloud** consolidation"}, {"id": "mai-20260917-0922-baseline|c117-l2|deepseek-small|Wiz", "prompt": "c117-l2", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd most often recommend **Wiz** for fast, comprehensive agentless visibility across a large multi-cloud estate"}, {"id": "mai-20260917-0922-baseline|c117-l2|deepseek-small|Palo Alto Prisma Cloud", "prompt": "c117-l2", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Palo Alto Prisma Cloud** as the strongest alternative if you want the broadest feature set"}, {"id": "mai-20260917-0922-baseline|c117-l2|deepseek-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l2", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if real-time runtime is non-negotiable"}, {"id": "mai-20260917-0922-baseline|c117-l2|deepseek-small|Microsoft Defender for Cloud", "prompt": "c117-l2", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the right answer if you're an Azure-first organization already invested in the Microsoft security stack"}, {"id": "mai-20260917-0922-baseline|c117-l2|deepseek-small|Orca Security", "prompt": "c117-l2", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strong agentless value, but often positioned slightly below the top tier for the largest estates where runtime depth matters"}, {"id": "mai-20260917-0922-baseline|c117-l2|google-small|Wiz", "prompt": "c117-l2", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz: Best Overall for Developer Adoption & Attack Path Prioritization"}, {"id": "mai-20260917-0922-baseline|c117-l2|google-small|Palo Alto Networks (Cortex Cloud)", "prompt": "c117-l2", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Palo Alto Networks (Cortex Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Deep Runtime Defense & SOC Integration"}, {"id": "mai-20260917-0922-baseline|c117-l2|google-small|Orca Security", "prompt": "c117-l2", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Pure-Play Alternative with Strong Data Security (DSPM)"}, {"id": "mai-20260917-0922-baseline|c117-l2|google-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l2", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your enterprise already uses CrowdStrike Falcon across thousands of endpoints, adopting **CrowdStrike Falcon Cloud Security** is logical."}, {"id": "mai-20260917-0922-baseline|c117-l2|google-small|Sysdig Secure", "prompt": "c117-l2", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are heavily container-centric & Kubernetes-focused:** Look at **Sysdig Secure** or **AccuKnox**"}, {"id": "mai-20260917-0922-baseline|c117-l2|google-small|AccuKnox", "prompt": "c117-l2", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "AccuKnox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look at **Sysdig Secure** or **AccuKnox**"}, {"id": "mai-20260917-0922-baseline|c117-l2|minimax-small|Palo Alto Networks Prisma Cloud", "prompt": "c117-l2", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Palo Alto Networks Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c117-l2|minimax-small|Wiz", "prompt": "c117-l2", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives: ### Wiz - Best for: Multi-cloud organizations wanting deepest agentless coverage"}, {"id": "mai-20260917-0922-baseline|c117-l2|minimax-small|Microsoft Defender for Cloud", "prompt": "c117-l2", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Azure-first organizations ... Consideration: AWS/GCP coverage lags behind Azure"}, {"id": "mai-20260917-0922-baseline|c117-l2|mistral-small|Palo Alto Prisma Cloud", "prompt": "c117-l2", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Prisma Cloud** is the strongest overall choice due to its comprehensive feature set and scalability"}, {"id": "mai-20260917-0922-baseline|c117-l2|mistral-small|Wiz", "prompt": "c117-l2", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For those prioritizing multicloud agility and rapid risk identification, **Wiz** is highly recommended"}, {"id": "mai-20260917-0922-baseline|c117-l2|mistral-small|Microsoft Defender for Cloud", "prompt": "c117-l2", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your organization is heavily invested in Azure, **Microsoft Defender for Cloud** is a cost-effective alternative."}, {"id": "mai-20260917-0922-baseline|c117-l2|mistral-small|SentinelOne Singularity", "prompt": "c117-l2", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "making it a strong choice for enterprises focused on advanced threat prevention and response"}, {"id": "mai-20260917-0922-baseline|c117-l2|moonshot-small|Wiz", "prompt": "c117-l2", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Wiz (now Google Cloud)"}, {"id": "mai-20260917-0922-baseline|c117-l2|moonshot-small|Palo Alto Networks Prisma Cloud (now Cortex Cloud)", "prompt": "c117-l2", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma Cloud (now Cortex Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Palo Alto Networks Prisma Cloud (now Cortex Cloud)"}, {"id": "mai-20260917-0922-baseline|c117-l2|moonshot-small|Orca Security", "prompt": "c117-l2", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Value-Focused Alternative: Orca Security"}, {"id": "mai-20260917-0922-baseline|c117-l2|moonshot-small|Microsoft Defender for Cloud", "prompt": "c117-l2", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider Microsoft Defender for Cloud - If you're Azure-heavy"}, {"id": "mai-20260917-0922-baseline|c117-l2|moonshot-small|Lacework (Fortinet)", "prompt": "c117-l2", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Lacework (Fortinet)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Behavioral analytics, Kubernetes-heavy environments"}, {"id": "mai-20260917-0922-baseline|c117-l2|moonshot-small|Sysdig", "prompt": "c117-l2", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Kubernetes-first organizations, teams familiar with Falco open-source"}, {"id": "mai-20260917-0922-baseline|c117-l2|openai-small|Microsoft Defender for Cloud", "prompt": "c117-l2", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Microsoft Defender for Cloud** as the first platform to evaluate"}, {"id": "mai-20260917-0922-baseline|c117-l2|openai-small|Wiz", "prompt": "c117-l2", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wiz** and **Prisma Cloud** are also very common enterprise contenders"}, {"id": "mai-20260917-0922-baseline|c117-l2|openai-small|Prisma Cloud", "prompt": "c117-l2", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Shortlist Wiz and Prisma Cloud** if you need a best-of-breed CNAPP comparison"}, {"id": "mai-20260917-0922-baseline|c117-l2|xai-small|Wiz", "prompt": "c117-l2", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Wiz as the top cloud-native application protection platform (CNAPP)"}, {"id": "mai-20260917-0922-baseline|c117-l2|xai-small|Prisma Cloud", "prompt": "c117-l2", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Palo Alto Networks' Prisma Cloud as a strong alternative depending on your existing stack"}, {"id": "mai-20260917-0922-baseline|c117-l2|xai-small|CrowdStrike", "prompt": "c117-l2", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CrowdStrike Falcon Cloud Security: If consolidating EDR/endpoint; Frost leader, strong growth."}, {"id": "mai-20260917-0922-baseline|c117-l2|xai-small|Microsoft Defender for Cloud", "prompt": "c117-l2", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If Azure-heavy—cost-effective (free tier ramps up), broad coverage, Frost leader. Less ideal for true multi-cloud."}, {"id": "mai-20260917-0922-baseline|c117-l2|xai-small|Orca Security", "prompt": "c117-l2", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Agentless speed at lower cost; great for lean teams but narrower ecosystem than Wiz."}, {"id": "mai-20260917-0922-baseline|c117-l2|zai-small|Palo Alto Networks Prisma Cloud", "prompt": "c117-l2", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prisma Cloud** or **Wiz** are typically the strongest starting points"}, {"id": "mai-20260917-0922-baseline|c117-l2|zai-small|Wiz", "prompt": "c117-l2", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Prisma Cloud** or **Wiz** are typically the strongest starting points"}, {"id": "mai-20260917-0922-baseline|c117-l2|zai-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l2", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose CrowdStrike Falcon Cloud Security** if you already rely on CrowdStrike for endpoint security"}, {"id": "mai-20260917-0922-baseline|c117-l2|zai-small|Microsoft Defender for Cloud", "prompt": "c117-l2", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Microsoft Defender for Cloud** if your organization is **Azure\\u2011heavy**"}, {"id": "mai-20260917-0922-baseline|c117-l3|alibaba-small|Wiz", "prompt": "c117-l3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Wiz** if you want the easiest deployment and immediate clarity on high-severity risks (Attack Paths)."}, {"id": "mai-20260917-0922-baseline|c117-l3|alibaba-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c117-l3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Prisma Cloud** if you have a mature engineering team that requires deep, customizable controls across the entire SDLC."}, {"id": "mai-20260917-0922-baseline|c117-l3|alibaba-small|Orca Security", "prompt": "c117-l3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teams wanting agentless speed at a lower cost than Wiz."}, {"id": "mai-20260917-0922-baseline|c117-l3|alibaba-small|Microsoft (Defender for Cloud)", "prompt": "c117-l3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft (Defender for Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Microsoft Defender** if you are primarily an Azure customer and want to minimize integration complexity."}, {"id": "mai-20260917-0922-baseline|c117-l3|alibaba-small|Sysdig", "prompt": "c117-l3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Sysdig or Aqua** if your security team is heavily focused on Kubernetes container forensics"}, {"id": "mai-20260917-0922-baseline|c117-l3|alibaba-small|Aqua Security", "prompt": "c117-l3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Sysdig or Aqua** if your security team is heavily focused on Kubernetes container forensics and runtime threat hunting."}, {"id": "mai-20260917-0922-baseline|c117-l3|anthropic-small|SentinelOne", "prompt": "c117-l3", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top CNAPP vendors in 2026 are SentinelOne, Prisma Cloud by Palo Alto Networks, Microsoft Defender for Cloud, Wiz, and Lacework."}, {"id": "mai-20260917-0922-baseline|c117-l3|anthropic-small|Prisma Cloud by Palo Alto Networks", "prompt": "c117-l3", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Prisma Cloud by Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prisma Cloud is one of the most feature-broad CNAPP offerings ... often shortlisted by enterprises that want consolidated posture, code, identity, and data security in one platform."}, {"id": "mai-20260917-0922-baseline|c117-l3|anthropic-small|Microsoft Defender for Cloud", "prompt": "c117-l3", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top CNAPP vendors in 2026 are SentinelOne, Prisma Cloud by Palo Alto Networks, Microsoft Defender for Cloud, Wiz, and Lacework."}, {"id": "mai-20260917-0922-baseline|c117-l3|anthropic-small|Wiz", "prompt": "c117-l3", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Wiz has emerged as the CNAPP that \"every cloud security team checks first,\" with its graph-based architecture representing a fundamental rethink"}, {"id": "mai-20260917-0922-baseline|c117-l3|anthropic-small|Lacework", "prompt": "c117-l3", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top CNAPP vendors in 2026 are SentinelOne, Prisma Cloud by Palo Alto Networks, Microsoft Defender for Cloud, Wiz, and Lacework."}, {"id": "mai-20260917-0922-baseline|c117-l3|anthropic-small|AccuKnox", "prompt": "c117-l3", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "AccuKnox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AccuKnox is a comprehensive, Gen-AI-powered Zero Trust CNAPP with Zero Trust Runtime Security as its core differentiator"}, {"id": "mai-20260917-0922-baseline|c117-l3|challenger-small|Wiz", "prompt": "c117-l3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** = best-known for **agentless correlation and speed to value**"}, {"id": "mai-20260917-0922-baseline|c117-l3|challenger-small|Palo Alto Prisma Cloud / Cortex Cloud", "prompt": "c117-l3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Palo Alto Prisma Cloud / Cortex Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Broadest **full-platform breadth** and strong fit for organizations already using Palo Alto security tools"}, {"id": "mai-20260917-0922-baseline|c117-l3|challenger-small|Microsoft Defender for Cloud", "prompt": "c117-l3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **Azure-centric** environments and Microsoft stack alignment"}, {"id": "mai-20260917-0922-baseline|c117-l3|challenger-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong **real-time runtime detection and response**"}, {"id": "mai-20260917-0922-baseline|c117-l3|challenger-small|Orca Security", "prompt": "c117-l3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fast **agentless onboarding** via SideScanning, with strong ease-of-use"}, {"id": "mai-20260917-0922-baseline|c117-l3|challenger-small|Sysdig Secure", "prompt": "c117-l3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong **runtime and container/K8s depth**"}, {"id": "mai-20260917-0922-baseline|c117-l3|challenger-small|SentinelOne Singularity Cloud Security", "prompt": "c117-l3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good if you want cloud security integrated with SentinelOne's broader security platform"}, {"id": "mai-20260917-0922-baseline|c117-l3|challenger-small|Check Point CloudGuard", "prompt": "c117-l3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best when you want CNAPP inside the **Check Point ecosystem**"}, {"id": "mai-20260917-0922-baseline|c117-l3|deepseek-small|Wiz", "prompt": "c117-l3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most enterprises shortlisting today start with Wiz (fast deployment, unbeatable prioritization graph, most mature CIEM)"}, {"id": "mai-20260917-0922-baseline|c117-l3|deepseek-small|Palo Alto Prisma Cloud", "prompt": "c117-l3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prisma Cloud suits the very largest estates needing the broadest single-license footprint"}, {"id": "mai-20260917-0922-baseline|c117-l3|deepseek-small|Microsoft Defender for Cloud", "prompt": "c117-l3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the economics play for Azure-heavy shops"}, {"id": "mai-20260917-0922-baseline|c117-l3|deepseek-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CrowdStrike is the pick for orgs consolidating endpoint and cloud onto one platform"}, {"id": "mai-20260917-0922-baseline|c117-l3|deepseek-small|Orca Security", "prompt": "c117-l3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Orca rivals Wiz on agentless speed/visibility at smaller scale"}, {"id": "mai-20260917-0922-baseline|c117-l3|deepseek-small|Sysdig", "prompt": "c117-l3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sysdig owns Kubernetes runtime depth"}, {"id": "mai-20260917-0922-baseline|c117-l3|deepseek-small|SentinelOne Singularity Cloud", "prompt": "c117-l3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "SentinelOne Singularity Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong runtime + posture consolidation | Tied to SentinelOne platform"}, {"id": "mai-20260917-0922-baseline|c117-l3|deepseek-small|Check Point CloudGuard", "prompt": "c117-l3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Check Point when you're in its firewall ecosystem"}, {"id": "mai-20260917-0922-baseline|c117-l3|deepseek-small|Aqua", "prompt": "c117-l3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Wiz/Orca/Aqua price per workload (quote-based)"}, {"id": "mai-20260917-0922-baseline|c117-l3|google-small|Wiz Security (Wiz CNAPP)", "prompt": "c117-l3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz Security (Wiz CNAPP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The enterprise-grade CNAPP landscape is dominated by six major platforms... 1. Wiz Security (Wiz CNAPP)... Developer / Posture Led | Wiz or Orca Security"}, {"id": "mai-20260917-0922-baseline|c117-l3|google-small|Palo Alto Networks (Cortex Cloud)", "prompt": "c117-l3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Palo Alto Networks (Cortex Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SOC / Detection Led | CrowdStrike or Palo Alto (Cortex Cloud)"}, {"id": "mai-20260917-0922-baseline|c117-l3|google-small|Sysdig Secure", "prompt": "c117-l3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Container & K8s Heavy | Sysdig Secure"}, {"id": "mai-20260917-0922-baseline|c117-l3|google-small|Orca Security", "prompt": "c117-l3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Developer / Posture Led | Wiz or Orca Security | Fast agentless deployment"}, {"id": "mai-20260917-0922-baseline|c117-l3|google-small|CrowdStrike (Falcon Cloud Security)", "prompt": "c117-l3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike (Falcon Cloud Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SOC / Detection Led | CrowdStrike or Palo Alto (Cortex Cloud)"}, {"id": "mai-20260917-0922-baseline|c117-l3|google-small|Microsoft Defender for Cloud (MDC)", "prompt": "c117-l3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud (MDC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Microsoft / Azure Ecosystem | Microsoft Defender for Cloud"}, {"id": "mai-20260917-0922-baseline|c117-l3|meta-small|Wiz", "prompt": "c117-l3", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The search results provide a list of the top CNAPPs, including Wiz"}, {"id": "mai-20260917-0922-baseline|c117-l3|meta-small|Microsoft Defender for Cloud", "prompt": "c117-l3", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Wiz, Microsoft Defender for Cloud, Orca Security"}, {"id": "mai-20260917-0922-baseline|c117-l3|meta-small|Orca Security", "prompt": "c117-l3", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft Defender for Cloud, Orca Security, Palo Alto Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c117-l3|meta-small|Palo Alto Prisma Cloud", "prompt": "c117-l3", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Orca Security, Palo Alto Prisma Cloud, SentinelOne Singularity Cloud Security"}, {"id": "mai-20260917-0922-baseline|c117-l3|meta-small|SentinelOne Singularity Cloud Security", "prompt": "c117-l3", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SentinelOne Singularity Cloud Security, Sweet Security, and Sysdig Secure"}, {"id": "mai-20260917-0922-baseline|c117-l3|meta-small|Sweet Security", "prompt": "c117-l3", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sweet Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sweet Security, and Sysdig Secure"}, {"id": "mai-20260917-0922-baseline|c117-l3|meta-small|Sysdig Secure", "prompt": "c117-l3", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "and Sysdig Secure"}, {"id": "mai-20260917-0922-baseline|c117-l3|minimax-small|Wiz", "prompt": "c117-l3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Multi-cloud fast deployment**: Wiz ... Attack-path correlation, developer-integrated, market leader"}, {"id": "mai-20260917-0922-baseline|c117-l3|minimax-small|Palo Alto Prisma Cloud", "prompt": "c117-l3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Maximum breadth & DevSecOps**: Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c117-l3|minimax-small|Microsoft Defender for Cloud", "prompt": "c117-l3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure-heavy estates**: Microsoft Defender for Cloud"}, {"id": "mai-20260917-0922-baseline|c117-l3|minimax-small|Orca Security", "prompt": "c117-l3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Balanced agentless**: Orca"}, {"id": "mai-20260917-0922-baseline|c117-l3|minimax-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Runtime depth + container security**: Sysdig or CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c117-l3|minimax-small|Sysdig", "prompt": "c117-l3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Runtime depth + container security**: Sysdig or CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c117-l3|minimax-small|Lacework", "prompt": "c117-l3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Agentless** (Wiz, Orca, Lacework): Fast deployment"}, {"id": "mai-20260917-0922-baseline|c117-l3|minimax-small|Aqua", "prompt": "c117-l3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Agent-based** (Sysdig, Aqua, CrowdStrike)"}, {"id": "mai-20260917-0922-baseline|c117-l3|mistral-small|Wiz", "prompt": "c117-l3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprises, Wiz and Microsoft Defender for Cloud are the top rational choices"}, {"id": "mai-20260917-0922-baseline|c117-l3|mistral-small|Microsoft Defender for Cloud", "prompt": "c117-l3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprises, Wiz and Microsoft Defender for Cloud are the top rational choices"}, {"id": "mai-20260917-0922-baseline|c117-l3|mistral-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c117-l3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with Prisma Cloud and Orca Security as strong alternatives depending on specific needs"}, {"id": "mai-20260917-0922-baseline|c117-l3|mistral-small|Orca Security", "prompt": "c117-l3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with Prisma Cloud and Orca Security as strong alternatives"}, {"id": "mai-20260917-0922-baseline|c117-l3|mistral-small|Sysdig", "prompt": "c117-l3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong runtime protection, especially for Kubernetes and containerized environments."}, {"id": "mai-20260917-0922-baseline|c117-l3|mistral-small|CrowdStrike", "prompt": "c117-l3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unified console with strong endpoint and workload protection"}, {"id": "mai-20260917-0922-baseline|c117-l3|mistral-small|Rapid7", "prompt": "c117-l3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Unifies with VM and SIEM programs, providing a broad security operations view."}, {"id": "mai-20260917-0922-baseline|c117-l3|mistral-small|Sweet Security", "prompt": "c117-l3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sweet Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Adds runtime depth and specialized threat detection."}, {"id": "mai-20260917-0922-baseline|c117-l3|moonshot-small|Wiz", "prompt": "c117-l3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** - Market Leader ... Best-in-class correlation and attack path analysis"}, {"id": "mai-20260917-0922-baseline|c117-l3|moonshot-small|Palo Alto Prisma Cloud", "prompt": "c117-l3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Broadest Coverage ... Considerations: Steepest operational complexity"}, {"id": "mai-20260917-0922-baseline|c117-l3|moonshot-small|Microsoft Defender for Cloud", "prompt": "c117-l3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Azure-heavy organizations"}, {"id": "mai-20260917-0922-baseline|c117-l3|moonshot-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Existing Falcon EDR customers"}, {"id": "mai-20260917-0922-baseline|c117-l3|moonshot-small|Orca Security", "prompt": "c117-l3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Organizations needing quick visibility across multi-cloud"}, {"id": "mai-20260917-0922-baseline|c117-l3|moonshot-small|Aqua Security", "prompt": "c117-l3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Heavily containerized/Kubernetes environments"}, {"id": "mai-20260917-0922-baseline|c117-l3|moonshot-small|Sysdig", "prompt": "c117-l3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Deep container/Kubernetes runtime detection"}, {"id": "mai-20260917-0922-baseline|c117-l3|moonshot-small|Check Point CloudGuard", "prompt": "c117-l3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Check Point ecosystem enterprises"}, {"id": "mai-20260917-0922-baseline|c117-l3|openai-small|Palo Alto Networks Cortex Cloud", "prompt": "c117-l3", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Palo Alto Networks Cortex Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall \"suite/platform\" style: Palo Alto Networks or Microsoft"}, {"id": "mai-20260917-0922-baseline|c117-l3|openai-small|Microsoft Defender for Cloud", "prompt": "c117-l3", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall \"suite/platform\" style: Palo Alto Networks or Microsoft"}, {"id": "mai-20260917-0922-baseline|c117-l3|openai-small|Wiz", "prompt": "c117-l3", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best visibility-first experience: Wiz"}, {"id": "mai-20260917-0922-baseline|c117-l3|openai-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l3", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for SOC-linked response: CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c117-l3|openai-small|Sysdig", "prompt": "c117-l3", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best runtime/telemetry-driven approach: Sysdig"}, {"id": "mai-20260917-0922-baseline|c117-l3|openai-small|Aqua Security", "prompt": "c117-l3", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best container/Kubernetes heritage: Aqua"}, {"id": "mai-20260917-0922-baseline|c117-l3|xai-small|Wiz", "prompt": "c117-l3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz leads with graph-based risk prioritization (e.g., linking IAM flaws to vulns)... recent evals favor Wiz/Orca for innovation."}, {"id": "mai-20260917-0922-baseline|c117-l3|xai-small|Palo Alto Networks Prisma Cloud", "prompt": "c117-l3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Broadest features (code-to-cloud, Kubernetes, DevSecOps), compliance depth | Strong (mature agents)"}, {"id": "mai-20260917-0922-baseline|c117-l3|xai-small|Orca Security", "prompt": "c117-l3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recent evals favor Wiz/Orca for innovation"}, {"id": "mai-20260917-0922-baseline|c117-l3|xai-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "EDR integration, threat intel, unified console with endpoint | Excellent"}, {"id": "mai-20260917-0922-baseline|c117-l3|xai-small|Microsoft Defender for Cloud", "prompt": "c117-l3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose based on your stack (e.g., Azure → Defender)"}, {"id": "mai-20260917-0922-baseline|c117-l3|xai-small|Sysdig", "prompt": "c117-l3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "runtime needs (Sysdig)"}, {"id": "mai-20260917-0922-baseline|c117-l3|xai-small|Aqua Security", "prompt": "c117-l3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Container/pipeline security, shift-left | Strong"}, {"id": "mai-20260917-0922-baseline|c117-l3|xai-small|Check Point CloudGuard", "prompt": "c117-l3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Check Point CloudGuard**"}, {"id": "mai-20260917-0922-baseline|c117-l3|xai-small|Fortinet (Lacework)", "prompt": "c117-l3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Fortinet (Lacework)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Prisma/Fortinet suit regulated industries"}, {"id": "mai-20260917-0922-baseline|c117-l3|xai-small|SentinelOne", "prompt": "c117-l3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others like SentinelOne, Tenable, Rapid7, and Qualys also appear frequently"}, {"id": "mai-20260917-0922-baseline|c117-l3|xai-small|Tenable", "prompt": "c117-l3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Others like SentinelOne, Tenable, Rapid7, and Qualys also appear frequently"}, {"id": "mai-20260917-0922-baseline|c117-l3|xai-small|Rapid7", "prompt": "c117-l3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Others like SentinelOne, Tenable, Rapid7, and Qualys also appear frequently"}, {"id": "mai-20260917-0922-baseline|c117-l3|xai-small|Qualys", "prompt": "c117-l3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Others like SentinelOne, Tenable, Rapid7, and Qualys also appear frequently"}, {"id": "mai-20260917-0922-baseline|c117-l3|zai-small|Wiz", "prompt": "c117-l3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Agentless speed, powerful attack-path graph, strong correlation of posture, identity, and vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c117-l3|zai-small|Palo Alto Prisma Cloud", "prompt": "c117-l3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Large enterprises that need the broadest coverage"}, {"id": "mai-20260917-0922-baseline|c117-l3|zai-small|Microsoft Defender for Cloud", "prompt": "c117-l3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Azure-first organizations, especially those with existing Azure security stack"}, {"id": "mai-20260917-0922-baseline|c117-l3|zai-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Existing Falcon EDR customers looking to consolidate"}, {"id": "mai-20260917-0922-baseline|c117-l3|zai-small|SentinelOne Singularity Cloud Security", "prompt": "c117-l3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SentinelOne-only customers needing a unified posture + runtime view"}, {"id": "mai-20260917-0922-baseline|c117-l3|zai-small|Check Point CloudGuard", "prompt": "c117-l3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Organizations already invested in the Check Point ecosystem"}, {"id": "mai-20260917-0922-baseline|c117-l3|zai-small|Orca Security", "prompt": "c117-l3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Purely agentless, very low friction, strong CSPM/CIEM but shallower runtime"}, {"id": "mai-20260917-0922-baseline|c117-l3|zai-small|Sysdig", "prompt": "c117-l3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kernel-level tracing for unprecedented runtime visibility."}, {"id": "mai-20260917-0922-baseline|c117-l3|zai-small|Aqua Security", "prompt": "c117-l3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Container-first environments (Kubernetes, serverless)"}, {"id": "mai-20260917-0922-baseline|c117-l3|zai-small|Data Theorem", "prompt": "c117-l3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Data Theorem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Security teams focused on API- and app-layer risks (SaaS, mobile)"}, {"id": "mai-20260917-0922-baseline|c117-l3|zai-small|Rapid7 InsightCloud", "prompt": "c117-l3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Rapid7 InsightCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Enterprises wanting unified VM, SIEM, and cloud posture in one pane"}, {"id": "mai-20260917-0922-baseline|c117-l3|zai-small|Sweet Security", "prompt": "c117-l3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sweet Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Mid-market and enterprise estates that need runtime depth and developer-friendly workflows"}, {"id": "mai-20260917-0922-baseline|c117-l4|alibaba-small|Microsoft Defender for Cloud", "prompt": "c117-l4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is typically **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c117-l4|alibaba-small|Wiz", "prompt": "c117-l4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their reliance on **modular add-ons** ... introduces financial variability that can make long-term budget forecasting difficult"}, {"id": "mai-20260917-0922-baseline|c117-l4|alibaba-small|Orca Security", "prompt": "c117-l4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Simple SKU, but requires **Custom Quote**"}, {"id": "mai-20260917-0922-baseline|c117-l4|alibaba-small|Prisma Cloud", "prompt": "c117-l4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Lowest.** Complex modules often lead to scope creep."}, {"id": "mai-20260917-0922-baseline|c117-l4|anthropic-small|Orca Security", "prompt": "c117-l4", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Orca Security** offers the cleanest economics due to its single transparent SKU"}, {"id": "mai-20260917-0922-baseline|c117-l4|anthropic-small|Microsoft Defender for Cloud", "prompt": "c117-l4", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Defender for Cloud** is the second choice if you're Azure-primary"}, {"id": "mai-20260917-0922-baseline|c117-l4|anthropic-small|Wiz", "prompt": "c117-l4", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid Wiz and Palo Alto Cortex Cloud** for predictability"}, {"id": "mai-20260917-0922-baseline|c117-l4|anthropic-small|Palo Alto Cortex Cloud", "prompt": "c117-l4", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Palo Alto Cortex Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Wiz and Palo Alto Cortex Cloud** for predictability"}, {"id": "mai-20260917-0922-baseline|c117-l4|challenger-small|Microsoft Defender for Cloud", "prompt": "c117-l4", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for predictable cost:** **Microsoft Defender for Cloud** because it publishes pricing more openly than most enterprise CNAPPs"}, {"id": "mai-20260917-0922-baseline|c117-l4|challenger-small|Wiz", "prompt": "c117-l4", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wiz** is often the best enterprise pick, but its costs are typically quote-based and less predictable at scale"}, {"id": "mai-20260917-0922-baseline|c117-l4|challenger-small|Prisma Cloud / Cortex Cloud", "prompt": "c117-l4", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prisma Cloud / Cortex Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "it is also generally quote-based and not the easiest option for cost predictability"}, {"id": "mai-20260917-0922-baseline|c117-l4|deepseek-small|Microsoft Defender for Cloud", "prompt": "c117-l4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest CNAPP choice is **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c117-l4|deepseek-small|Orca Security", "prompt": "c117-l4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Orca Security** is the best alternative if you want simpler, single-SKU workload pricing"}, {"id": "mai-20260917-0922-baseline|c117-l4|deepseek-small|Palo Alto Prisma Cloud", "prompt": "c117-l4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the **credit model is the hardest to predict** and pricing goes through Palo Alto sales with no self-serve transparency"}, {"id": "mai-20260917-0922-baseline|c117-l4|deepseek-small|Wiz", "prompt": "c117-l4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "⚠️ Opaque — \"workload\" definitions differ, quotes swing 2–3× on identical estates"}, {"id": "mai-20260917-0922-baseline|c117-l4|deepseek-small|Sysdig", "prompt": "c117-l4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Per-workload, quote-based | Wiz, Orca, Sysdig, Aqua"}, {"id": "mai-20260917-0922-baseline|c117-l4|deepseek-small|Aqua", "prompt": "c117-l4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Per-workload, quote-based | Wiz, Orca, Sysdig, Aqua"}, {"id": "mai-20260917-0922-baseline|c117-l4|deepseek-small|CrowdStrike Falcon", "prompt": "c117-l4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "excellent if you already run Falcon EDR; pricing is module-based and predictable"}, {"id": "mai-20260917-0922-baseline|c117-l4|deepseek-small|Zscaler", "prompt": "c117-l4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Per-asset / module | CrowdStrike Falcon, Zscaler, CloudGuard"}, {"id": "mai-20260917-0922-baseline|c117-l4|deepseek-small|CloudGuard", "prompt": "c117-l4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Per-asset / module | CrowdStrike Falcon, Zscaler, CloudGuard"}, {"id": "mai-20260917-0922-baseline|c117-l4|google-small|Snyk", "prompt": "c117-l4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many application security (AppSec) and developer-focused tools (such as Snyk or GitHub Advanced Security) charge on a **per-developer/per-seat** basis... highly unpredictable and expensive"}, {"id": "mai-20260917-0922-baseline|c117-l4|google-small|GitHub Advanced Security", "prompt": "c117-l4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "charge on a **per-developer/per-seat** basis. For a large company with thousands of developers, a seat-based model is highly unpredictable and expensive"}, {"id": "mai-20260917-0922-baseline|c117-l4|google-small|Orca Security", "prompt": "c117-l4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Orca Security (Best Overall for All-Inclusive Predictability)"}, {"id": "mai-20260917-0922-baseline|c117-l4|google-small|Microsoft Defender for Cloud", "prompt": "c117-l4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Transparent List-Rate Pricing"}, {"id": "mai-20260917-0922-baseline|c117-l4|google-small|Wiz", "prompt": "c117-l4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Large-Scale Enterprise Agreements"}, {"id": "mai-20260917-0922-baseline|c117-l4|google-small|Upwind", "prompt": "c117-l4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Upwind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Simple Node-Based Workloads"}, {"id": "mai-20260917-0922-baseline|c117-l4|google-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c117-l4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Platforms like Palo Alto Networks (Prisma Cloud) use a credit-consumption model... making forecasting incredibly difficult."}, {"id": "mai-20260917-0922-baseline|c117-l4|meta-small|Prisma Cloud (Palo Alto)", "prompt": "c117-l4", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best CNAPP for a large company that needs predictable total cost across thousands of users is Prisma Cloud (Palo Alto)"}, {"id": "mai-20260917-0922-baseline|c117-l4|meta-small|Microsoft Defender for Cloud", "prompt": "c117-l4", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Microsoft Defender for Cloud's pay-as-you-go model"}, {"id": "mai-20260917-0922-baseline|c117-l4|meta-small|Sysdig", "prompt": "c117-l4", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sysdig from around $699/month"}, {"id": "mai-20260917-0922-baseline|c117-l4|meta-small|Wiz", "prompt": "c117-l4", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wiz reported at roughly $24,000+/year"}, {"id": "mai-20260917-0922-baseline|c117-l4|minimax-small|Wiz", "prompt": "c117-l4", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Get quotes from both Check Point (for per-user predictability) and major players like Wiz and Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c117-l4|minimax-small|Prisma Cloud", "prompt": "c117-l4", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Most enterprise CNAPPs (Wiz, Prisma Cloud, Lacework, Palo Alto Networks Cortex Cloud) price based on"}, {"id": "mai-20260917-0922-baseline|c117-l4|minimax-small|Lacework", "prompt": "c117-l4", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most enterprise CNAPPs (Wiz, Prisma Cloud, Lacework, Palo Alto Networks Cortex Cloud) price based on"}, {"id": "mai-20260917-0922-baseline|c117-l4|minimax-small|Palo Alto Networks Cortex Cloud", "prompt": "c117-l4", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Palo Alto Networks Cortex Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "major players like Wiz and Palo Alto Networks (for workload-based models with enterprise volume discounts)"}, {"id": "mai-20260917-0922-baseline|c117-l4|minimax-small|Check Point CloudGuard CNAPP", "prompt": "c117-l4", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Check Point CloudGuard CNAPP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Check Point CloudGuard CNAPP** appears to be one of the few vendors offering **per-user pricing**"}, {"id": "mai-20260917-0922-baseline|c117-l4|mistral-small|Microsoft Defender for Cloud", "prompt": "c117-l4", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Cloud** is often the best fit due to its transparent, per-resource pricing"}, {"id": "mai-20260917-0922-baseline|c117-l4|mistral-small|Prisma Cloud (by Palo Alto Networks)", "prompt": "c117-l4", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prisma Cloud (by Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "While pricing can be high (around $45,000/year for full CNAPP), it offers predictable enterprise licensing"}, {"id": "mai-20260917-0922-baseline|c117-l4|mistral-small|Wiz", "prompt": "c117-l4", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "though it comes with a significant price tag (reportedly $24,000+/year for full coverage)"}, {"id": "mai-20260917-0922-baseline|c117-l4|moonshot-small|Wiz", "prompt": "c117-l4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Multi-cloud, need agentless depth | **Wiz** — negotiate flat-rate enterprise deal"}, {"id": "mai-20260917-0922-baseline|c117-l4|moonshot-small|Prisma Cloud", "prompt": "c117-l4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Prisma Cloud** — but watch credit consumption closely"}, {"id": "mai-20260917-0922-baseline|c117-l4|moonshot-small|Orca", "prompt": "c117-l4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-conscious, still need breadth | **Orca** — generally 20-30% below Wiz"}, {"id": "mai-20260917-0922-baseline|c117-l4|moonshot-small|Sysdig", "prompt": "c117-l4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per workload | Same consumption-based challenges"}, {"id": "mai-20260917-0922-baseline|c117-l4|moonshot-small|Aqua", "prompt": "c117-l4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Per workload | Same consumption-based challenges"}, {"id": "mai-20260917-0922-baseline|c117-l4|moonshot-small|Microsoft Defender for Cloud", "prompt": "c117-l4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Microsoft Defender for Cloud** — Most Predictable"}, {"id": "mai-20260917-0922-baseline|c117-l4|openai-small|Microsoft Defender for Cloud", "prompt": "c117-l4", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **Microsoft Defender for Cloud, bought through an Enterprise Agreement or similar volume contract**"}, {"id": "mai-20260917-0922-baseline|c117-l4|openai-small|Sysdig Secure", "prompt": "c117-l4", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sysdig Secure** is also worth a look because its pricing is based on **number of hosts**"}, {"id": "mai-20260917-0922-baseline|c117-l4|xai-small|Microsoft Defender for Cloud", "prompt": "c117-l4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Cloud stands out as the best CNAPP for a large company prioritizing predictable total costs"}, {"id": "mai-20260917-0922-baseline|c117-l4|xai-small|Wiz", "prompt": "c117-l4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If heavily non-Azure (e.g., pure AWS), Wiz edges on agentless speed—but negotiate multi-year fixed caps."}, {"id": "mai-20260917-0922-baseline|c117-l4|xai-small|Prisma Cloud", "prompt": "c117-l4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Low (credit-based) ... Complex forecasting; complaints on opacity"}, {"id": "mai-20260917-0922-baseline|c117-l4|xai-small|Orca", "prompt": "c117-l4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Medium (per-workload) | Good (SideScanning) ... Quote-only; less runtime depth"}, {"id": "mai-20260917-0922-baseline|c117-l4|xai-small|Aqua", "prompt": "c117-l4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Aqua/Sysdig | Medium | K8s-focused | Per-workload (~$100K+) | Less predictable at hyper-scale"}, {"id": "mai-20260917-0922-baseline|c117-l4|xai-small|Sysdig", "prompt": "c117-l4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Sysdig: Per-workload tiers (~$699+/mo base) ... Less predictable at hyper-scale"}, {"id": "mai-20260917-0922-baseline|c117-l4|zai-small|Microsoft Defender for Cloud", "prompt": "c117-l4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Cloud** is the clear winner because it's the only major CNAPP that publishes fully transparent, per-resource pricing"}, {"id": "mai-20260917-0922-baseline|c117-l4|zai-small|Wiz", "prompt": "c117-l4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wiz** – Market leader by adoption; agentless, security-graph-first... **Cons:** Per-workload quotes"}, {"id": "mai-20260917-0922-baseline|c117-l4|zai-small|Orca", "prompt": "c117-l4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Orca Security** – Agentless, competitive on DSPM and mid-market pricing... Still quote-based"}, {"id": "mai-20260917-0922-baseline|c117-l4|zai-small|Prisma Cloud", "prompt": "c117-l4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prisma Cloud (Palo Alto Networks)** – Deepest code-to-cloud coverage... **Cons:** Credit-based pricing; renewal math can become opaque."}, {"id": "mai-20260917-0922-baseline|c117-l4|zai-small|Sysdig", "prompt": "c117-l4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Quote-only; large estates can see high variance."}, {"id": "mai-20260917-0922-baseline|c117-l4|zai-small|Aqua", "prompt": "c117-l4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Quote-only; large estates can see high variance."}, {"id": "mai-20260917-0922-baseline|c117-l4|zai-small|CrowdStrike", "prompt": "c117-l4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not pure CNAPP; pricing is a mix of new modules + renewal leverage, adding opacity."}, {"id": "mai-20260917-0922-baseline|c117-l4|zai-small|Zscaler", "prompt": "c117-l4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Zscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not pure CNAPP; pricing is a mix of new modules + renewal leverage, adding opacity."}, {"id": "mai-20260917-0922-baseline|c117-l4|zai-small|Tenable", "prompt": "c117-l4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Not pure CNAPP; pricing is a mix of new modules + renewal leverage, adding opacity."}, {"id": "mai-20260917-0922-baseline|c117-l5|alibaba-small|Wiz", "prompt": "c117-l5", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Platforms like Wiz or Orca (agentless) allow you to scan the entire environment instantly without deploying lightweight agents to thousands of VMs."}, {"id": "mai-20260917-0922-baseline|c117-l5|alibaba-small|Orca", "prompt": "c117-l5", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Platforms like Wiz or Orca (agentless) allow you to scan the entire environment instantly"}, {"id": "mai-20260917-0922-baseline|c117-l5|deepseek-small|Palo Alto Prisma Cloud", "prompt": "c117-l5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Major CNAPPs that typically clear enterprise procurement: **Palo Alto Prisma Cloud, Wiz, CrowdStrike Falcon Cloud Security..."}, {"id": "mai-20260917-0922-baseline|c117-l5|deepseek-small|Wiz", "prompt": "c117-l5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Major CNAPPs that typically clear enterprise procurement: **Palo Alto Prisma Cloud, Wiz, ..."}, {"id": "mai-20260917-0922-baseline|c117-l5|deepseek-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud"}, {"id": "mai-20260917-0922-baseline|c117-l5|deepseek-small|Microsoft Defender for Cloud", "prompt": "c117-l5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft Defender for Cloud, Zscaler, Sysdig, Orca, Tenable, Qualys"}, {"id": "mai-20260917-0922-baseline|c117-l5|deepseek-small|Zscaler", "prompt": "c117-l5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Zscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zscaler, Sysdig, Orca, Tenable, Qualys"}, {"id": "mai-20260917-0922-baseline|c117-l5|deepseek-small|Sysdig", "prompt": "c117-l5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zscaler, Sysdig, Orca, Tenable, Qualys"}, {"id": "mai-20260917-0922-baseline|c117-l5|deepseek-small|Orca", "prompt": "c117-l5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sysdig, Orca, Tenable, Qualys"}, {"id": "mai-20260917-0922-baseline|c117-l5|deepseek-small|Tenable", "prompt": "c117-l5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Orca, Tenable, Qualys"}, {"id": "mai-20260917-0922-baseline|c117-l5|deepseek-small|Qualys", "prompt": "c117-l5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tenable, Qualys**"}, {"id": "mai-20260917-0922-baseline|c117-l5|deepseek-small|AccuKnox/Uptycs", "prompt": "c117-l5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "AccuKnox/Uptycs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "plus emerging players like **AccuKnox/Uptycs** worth reviewing for your specific scale"}, {"id": "mai-20260917-0922-baseline|c117-l5|mistral-small|Palo Alto Prisma Cloud", "prompt": "c117-l5", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Palo Alto Prisma Cloud** (Strong SOC 2 alignment, CIEM, CSPM)"}, {"id": "mai-20260917-0922-baseline|c117-l5|mistral-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l5", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**CrowdStrike Falcon Cloud Security** (Workload protection, threat detection)"}, {"id": "mai-20260917-0922-baseline|c117-l5|mistral-small|Microsoft Defender for Cloud", "prompt": "c117-l5", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Microsoft Defender for Cloud** (Native Azure integration, SOC 2 compliance)"}, {"id": "mai-20260917-0922-baseline|c117-l5|mistral-small|AWS GuardDuty + Security Hub", "prompt": "c117-l5", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "AWS GuardDuty + Security Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "(Cloud-native, but may need third-party tools for full CNAPP)"}, {"id": "mai-20260917-0922-baseline|c117-l5|mistral-small|Orca Security", "prompt": "c117-l5", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Orca Security** (Agentless CSPM/CWP, strong compliance reporting)"}, {"id": "mai-20260917-0922-baseline|c117-l5|mistral-small|Wiz", "prompt": "c117-l5", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Wiz** (Agentless, deep cloud visibility, SOC 2-ready)"}, {"id": "mai-20260917-0922-baseline|c117-l5|moonshot-small|Wiz", "prompt": "c117-l5", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz**: Multi-cloud agentless, strong security graph, ~$100K/yr starting"}, {"id": "mai-20260917-0922-baseline|c117-l5|moonshot-small|Palo Alto Cortex Cloud", "prompt": "c117-l5", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Palo Alto Cortex Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Broadest feature set, best for full Palo Alto stack, $100K–$500K+/yr"}, {"id": "mai-20260917-0922-baseline|c117-l5|moonshot-small|Orca Security", "prompt": "c117-l5", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good mid-market value, agentless SideScanning"}, {"id": "mai-20260917-0922-baseline|c117-l5|moonshot-small|CrowdStrike Falcon Cloud", "prompt": "c117-l5", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "CrowdStrike Falcon Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong runtime detection, good for existing CrowdStrike customers"}, {"id": "mai-20260917-0922-baseline|c117-l5|xai-small|Palo Alto Prisma Cloud", "prompt": "c117-l5", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top CNAPPs (e.g., Palo Alto Prisma Cloud, Wiz, Orca, Lacework—cross-ref Gartner peer insights for execution/vision)."}, {"id": "mai-20260917-0922-baseline|c117-l5|xai-small|Wiz", "prompt": "c117-l5", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top CNAPPs (e.g., Palo Alto Prisma Cloud, Wiz, Orca, Lacework"}, {"id": "mai-20260917-0922-baseline|c117-l5|xai-small|Orca", "prompt": "c117-l5", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top CNAPPs (e.g., Palo Alto Prisma Cloud, Wiz, Orca, Lacework"}, {"id": "mai-20260917-0922-baseline|c117-l5|xai-small|Lacework", "prompt": "c117-l5", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top CNAPPs (e.g., Palo Alto Prisma Cloud, Wiz, Orca, Lacework"}, {"id": "mai-20260917-0922-baseline|c117-l6|alibaba-small|Palo Alto Networks Prisma Cloud", "prompt": "c117-l6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Only consider if you have a dedicated, expert-level team willing to invest significant engineering hours into tuning."}, {"id": "mai-20260917-0922-baseline|c117-l6|alibaba-small|Wiz", "prompt": "c117-l6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Look for **Agentless/Read-Only** technologies (like Orca or Wiz) that scan from the hypervisor level without touching the OS."}, {"id": "mai-20260917-0922-baseline|c117-l6|alibaba-small|Orca", "prompt": "c117-l6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look for **Agentless/Read-Only** technologies (like Orca or Wiz)"}, {"id": "mai-20260917-0922-baseline|c117-l6|alibaba-small|Fortinet FortiCNAPP", "prompt": "c117-l6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Fortinet FortiCNAPP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "early user adoption reveals significant hurdles for non-Fortinet-centric environments"}, {"id": "mai-20260917-0922-baseline|c117-l6|challenger-small|Defender for Cloud", "prompt": "c117-l6", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Strong in Azure, but one review notes **limited AWS/GCP depth**, so it is less attractive as a primary platform for broad multi-cloud estates."}, {"id": "mai-20260917-0922-baseline|c117-l6|challenger-small|Lacework", "prompt": "c117-l6", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Lacework", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cited as having **complex pricing** and a **steep learning curve**, which can be a concern in large deployments."}, {"id": "mai-20260917-0922-baseline|c117-l6|challenger-small|Wiz", "prompt": "c117-l6", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Widely praised, but one review flags **high cost** and **limited runtime enforcement** as tradeoffs."}, {"id": "mai-20260917-0922-baseline|c117-l6|challenger-small|Orca Security", "prompt": "c117-l6", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong agentless coverage, but one review says **agent-based runtime is less mature** and pricing can be an issue at scale."}, {"id": "mai-20260917-0922-baseline|c117-l6|deepseek-small|Wiz", "prompt": "c117-l6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Be cautious** with Wiz (post-acquisition neutrality)"}, {"id": "mai-20260917-0922-baseline|c117-l6|deepseek-small|Lacework", "prompt": "c117-l6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Lacework", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** Lacework (if you're not a Fortinet shop)"}, {"id": "mai-20260917-0922-baseline|c117-l6|deepseek-small|Palo Alto Networks Prisma Cloud", "prompt": "c117-l6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid** ... Prisma Cloud (if you're not already in the Palo Alto ecosystem) **as a primary platform**"}, {"id": "mai-20260917-0922-baseline|c117-l6|deepseek-small|Orca Security", "prompt": "c117-l6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Be cautious** with ... Orca (runtime weakness)"}, {"id": "mai-20260917-0922-baseline|c117-l6|deepseek-small|Sysdig", "prompt": "c117-l6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "shortlist vendors that have either built natively from scratch (Sysdig, Aqua)"}, {"id": "mai-20260917-0922-baseline|c117-l6|deepseek-small|CrowdStrike", "prompt": "c117-l6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**acquired with deep integration (CrowdStrike Falcon Cloud)**"}, {"id": "mai-20260917-0922-baseline|c117-l6|deepseek-small|Aqua", "prompt": "c117-l6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Aqua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "shortlist vendors that have either built natively from scratch (Sysdig, Aqua)"}, {"id": "mai-20260917-0922-baseline|c117-l6|deepseek-small|Check Point CloudGuard", "prompt": "c117-l6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Caution: Vendors acquired by large suites** (e.g., **Check Point CloudGuard** and **Trend Micro Cloud One**)"}, {"id": "mai-20260917-0922-baseline|c117-l6|deepseek-small|Trend Micro Cloud One", "prompt": "c117-l6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Trend Micro Cloud One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "assembled from multiple acquisitions and tend to have: **Inconsistent user experiences**"}, {"id": "mai-20260917-0922-baseline|c117-l6|deepseek-small|AWS Security Hub", "prompt": "c117-l6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "AWS Security Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Do not** rely solely on native cloud tools as a CNAPP substitute."}, {"id": "mai-20260917-0922-baseline|c117-l6|deepseek-small|Microsoft Defender for Cloud", "prompt": "c117-l6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**Do not** rely solely on native cloud tools as a CNAPP substitute."}, {"id": "mai-20260917-0922-baseline|c117-l6|deepseek-small|Google Security Command Center", "prompt": "c117-l6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Google Security Command Center", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Do not** rely solely on native cloud tools as a CNAPP substitute."}, {"id": "mai-20260917-0922-baseline|c117-l6|google-small|Wiz", "prompt": "c117-l6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Wiz is an industry-leading CNAPP. However, Google's massive $32 billion acquisition of Wiz in early 2026 has introduced strategic risks."}, {"id": "mai-20260917-0922-baseline|c117-l6|google-small|Lacework / FortiCNAPP", "prompt": "c117-l6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Lacework / FortiCNAPP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprises should be cautious here: legacy hardware/networking giants often struggle to maintain the rapid pace of cloud-native R&D."}, {"id": "mai-20260917-0922-baseline|c117-l6|google-small|Palo Alto Networks (Cortex Cloud / Prisma Cloud)", "prompt": "c117-l6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Palo Alto Networks (Cortex Cloud / Prisma Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "large enterprises often warn about its immense **operational complexity**"}, {"id": "mai-20260917-0922-baseline|c117-l6|minimax-small|Wiz", "prompt": "c117-l6", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most major CNAPP vendors (Wiz, Palo Alto Prisma Cloud, Microsoft Defender for Cloud, SentinelOne, Orca, Sysdig) can work well for large enterprises"}, {"id": "mai-20260917-0922-baseline|c117-l6|minimax-small|Palo Alto Prisma Cloud", "prompt": "c117-l6", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Most major CNAPP vendors (Wiz, Palo Alto Prisma Cloud, Microsoft Defender for Cloud, SentinelOne, Orca, Sysdig) can work well for large enterprises"}, {"id": "mai-20260917-0922-baseline|c117-l6|minimax-small|Microsoft Defender for Cloud", "prompt": "c117-l6", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most major CNAPP vendors (Wiz, Palo Alto Prisma Cloud, Microsoft Defender for Cloud, SentinelOne, Orca, Sysdig) can work well for large enterprises"}, {"id": "mai-20260917-0922-baseline|c117-l6|minimax-small|SentinelOne", "prompt": "c117-l6", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Most major CNAPP vendors (Wiz, Palo Alto Prisma Cloud, Microsoft Defender for Cloud, SentinelOne, Orca, Sysdig) can work well for large enterprises"}, {"id": "mai-20260917-0922-baseline|c117-l6|minimax-small|Orca", "prompt": "c117-l6", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Most major CNAPP vendors (Wiz, Palo Alto Prisma Cloud, Microsoft Defender for Cloud, SentinelOne, Orca, Sysdig) can work well for large enterprises"}, {"id": "mai-20260917-0922-baseline|c117-l6|minimax-small|Sysdig", "prompt": "c117-l6", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Most major CNAPP vendors (Wiz, Palo Alto Prisma Cloud, Microsoft Defender for Cloud, SentinelOne, Orca, Sysdig) can work well for large enterprises"}, {"id": "mai-20260917-0922-baseline|c117-l6|moonshot-small|Wiz (now Google-owned)", "prompt": "c117-l6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz (now Google-owned)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Major concern**: Google's $32B acquisition ... creates **competitive neutrality issues**"}, {"id": "mai-20260917-0922-baseline|c117-l6|moonshot-small|Microsoft Defender for Cloud", "prompt": "c117-l6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Implicit lock-in**: Heavily optimized for Azure; AWS/GCP coverage often treated as secondary"}, {"id": "mai-20260917-0922-baseline|c117-l6|moonshot-small|Palo Alto Prisma Cloud", "prompt": "c117-l6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "UI complexity and steep learning curve; Multiple false positives requiring tuning"}, {"id": "mai-20260917-0922-baseline|c117-l6|moonshot-small|Lacework / FortiCNAPP", "prompt": "c117-l6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Lacework / FortiCNAPP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Deployment friction**: Requires mixed agent + agentless configuration ... **Acquisition uncertainty**"}, {"id": "mai-20260917-0922-baseline|c117-l6|moonshot-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-l6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Agent dependency**: Requires agents for comprehensive protection—adds operational overhead at scale"}, {"id": "mai-20260917-0922-baseline|c117-l6|moonshot-small|Upwind", "prompt": "c117-l6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Upwind", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Work-in-progress areas**: Compliance reporting depth described as incomplete"}, {"id": "mai-20260917-0922-baseline|c117-l6|xai-small|Wiz", "prompt": "c117-l6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Wiz** – **Post-acquisition risks (Google, March 2026).** ... CSA/Trend Micro warn of neutrality issues: potential GCP bias"}, {"id": "mai-20260917-0922-baseline|c117-l6|xai-small|Prisma Cloud", "prompt": "c117-l6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Prisma Cloud (Palo Alto Networks)** – **High operational complexity at scale.**"}, {"id": "mai-20260917-0922-baseline|c117-l6|xai-small|Orca Security", "prompt": "c117-l6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Orca/Wiz often win time-to-value"}, {"id": "mai-20260917-0922-baseline|c117-l6|xai-small|Microsoft Defender for Cloud", "prompt": "c117-l6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "80% recommend but dissonant for non-Azure stacks; shallow non-Azure depth."}, {"id": "mai-20260917-0922-baseline|c117-l6|xai-small|Aqua Security", "prompt": "c117-l6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "~60-67% \"willingness to recommend\"—deployment delays, performance overhead (agent-heavy), alert fatigue."}, {"id": "mai-20260917-0922-baseline|c117-l6|xai-small|Lacework/Fortinet", "prompt": "c117-l6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Lacework/Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Lower-rated per Gartner Peer Insights (e.g., Aqua Security, Lacework/Fortinet"}, {"id": "mai-20260917-0922-baseline|c117-l6|xai-small|Sysdig", "prompt": "c117-l6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prefer hybrid agentless/agent (e.g., Sysdig)"}, {"id": "mai-20260917-0922-baseline|c117-l6|xai-small|Tenable", "prompt": "c117-l6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "for ratings (Tenable 4.8/5 strong)"}, {"id": "mai-20260917-0922-baseline|c117-l6|zai-small|Palo Alto Networks Prisma Cloud", "prompt": "c117-l6", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "this breadth comes with significant operational complexity that can overwhelm large enterprises without dedicated security engineering resources"}, {"id": "mai-20260917-0922-baseline|c117-l6|zai-small|Wiz", "prompt": "c117-l6", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it has specific limitations regarding runtime enforcement and post-acquisition stability"}, {"id": "mai-20260917-0922-baseline|c117-l6|zai-small|Sysdig", "prompt": "c117-l6", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Competitors like Sysdig or CrowdStrike may offer stronger inline blocking capabilities."}, {"id": "mai-20260917-0922-baseline|c117-l6|zai-small|CrowdStrike", "prompt": "c117-l6", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Competitors like Sysdig or CrowdStrike may offer stronger inline blocking capabilities."}, {"id": "mai-20260917-0922-baseline|c117-l6|zai-small|Microsoft Defender for Cloud", "prompt": "c117-l6", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Defender for Cloud can become a complex and expensive liability"}, {"id": "mai-20260917-0922-baseline|c117-l6|zai-small|Upwind", "prompt": "c117-l6", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Upwind", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "large enterprises should be cautious if they select a platform that is \"runtime-first\" without deep integration"}, {"id": "mai-20260917-0922-baseline|c117-l6|zai-small|Uptycs", "prompt": "c117-l6", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Uptycs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "large enterprises should be cautious if they select a platform that is \"runtime-first\" without deep integration"}, {"id": "mai-20260917-0922-baseline|c117-m1|alibaba-small|Wiz", "prompt": "c117-m1", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best All-Rounder: Wiz"}, {"id": "mai-20260917-0922-baseline|c117-m1|alibaba-small|Orca Security", "prompt": "c117-m1", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Best Value & Simplicity Option: Orca Security"}, {"id": "mai-20260917-0922-baseline|c117-m1|alibaba-small|Aikido Security", "prompt": "c117-m1", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The \"Developer First\" Choice: Aikido Security"}, {"id": "mai-20260917-0922-baseline|c117-m1|alibaba-small|Palo Alto Networks Prisma Cloud", "prompt": "c117-m1", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Historically complex to implement and manage. The steep learning curve can overwhelm mid-market teams"}, {"id": "mai-20260917-0922-baseline|c117-m1|alibaba-small|Microsoft Defender for Cloud", "prompt": "c117-m1", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Strictly Azure Environment** | **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c117-m1|anthropic-small|Wiz", "prompt": "c117-m1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Wiz's pricing remains opaque and largely targeted at enterprises with $20M+ annual revenue, putting it out of reach for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c117-m1|anthropic-small|Orca Security", "prompt": "c117-m1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Wiz and Orca Security are frequently highlighted as ideal for mid-market teams."}, {"id": "mai-20260917-0922-baseline|c117-m1|anthropic-small|Prisma Cloud", "prompt": "c117-m1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for mid-market teams needing complete visibility without agent overhead"}, {"id": "mai-20260917-0922-baseline|c117-m1|anthropic-small|Sysdig", "prompt": "c117-m1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the strongest CNAPP for container- and Kubernetes-heavy environments"}, {"id": "mai-20260917-0922-baseline|c117-m1|challenger-small|Wiz", "prompt": "c117-m1", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** is the strongest default choice because it is consistently positioned as the best fit for mid-market-to-enterprise teams"}, {"id": "mai-20260917-0922-baseline|c117-m1|challenger-small|Orca Security", "prompt": "c117-m1", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Orca Security** if budget matters and you still want strong agentless coverage and good mid-market fit."}, {"id": "mai-20260917-0922-baseline|c117-m1|challenger-small|Prisma Cloud", "prompt": "c117-m1", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Prisma Cloud** if you need the broadest platform and are willing to accept more complexity."}, {"id": "mai-20260917-0922-baseline|c117-m1|challenger-small|Microsoft Defender for Cloud", "prompt": "c117-m1", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Defender for Cloud** if you are heavily invested in Microsoft and Azure."}, {"id": "mai-20260917-0922-baseline|c117-m1|challenger-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-m1", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Runtime detection is the top concern | **CrowdStrike Falcon Cloud Security** or **Sysdig**"}, {"id": "mai-20260917-0922-baseline|c117-m1|challenger-small|Sysdig", "prompt": "c117-m1", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Runtime detection is the top concern | **CrowdStrike Falcon Cloud Security** or **Sysdig**"}, {"id": "mai-20260917-0922-baseline|c117-m1|deepseek-small|Wiz", "prompt": "c117-m1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** is the best fit for most mid-market B2B companies that want leading risk prioritization and fast deployment."}, {"id": "mai-20260917-0922-baseline|c117-m1|deepseek-small|Orca Security", "prompt": "c117-m1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Orca** if pricing is the deciding factor (saving ~20–30%)"}, {"id": "mai-20260917-0922-baseline|c117-m1|deepseek-small|Microsoft Defender for Cloud", "prompt": "c117-m1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Defender for Cloud** if you're Azure-centric and want transparent costs"}, {"id": "mai-20260917-0922-baseline|c117-m1|deepseek-small|Prisma", "prompt": "c117-m1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid paying for enterprise-grade breadth (e.g., Prisma Cloud, CrowdStrike Falcon) you won't use"}, {"id": "mai-20260917-0922-baseline|c117-m1|deepseek-small|Sysdig", "prompt": "c117-m1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you need runtime enforcement, factor in Sysdig or an agent-based layer."}, {"id": "mai-20260917-0922-baseline|c117-m1|deepseek-small|Cycode", "prompt": "c117-m1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Cycode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "benefit from code-to-runtime correlation (Wiz Code, Prisma/Checkov, Cycode)"}, {"id": "mai-20260917-0922-baseline|c117-m1|deepseek-small|CrowdStrike Falcon", "prompt": "c117-m1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Avoid paying for enterprise-grade breadth (e.g., Prisma Cloud, CrowdStrike Falcon) you won't use"}, {"id": "mai-20260917-0922-baseline|c117-m1|google-small|Orca Security", "prompt": "c117-m1", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Orca Security** is the strongest all-around choice."}, {"id": "mai-20260917-0922-baseline|c117-m1|google-small|Wiz", "prompt": "c117-m1", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Wiz carries a premium enterprise price tag and can be difficult to negotiate down for mid-market budgets."}, {"id": "mai-20260917-0922-baseline|c117-m1|google-small|Microsoft Defender for Cloud", "prompt": "c117-m1", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Microsoft Defender for Cloud** if you are an Azure-dominated shop"}, {"id": "mai-20260917-0922-baseline|c117-m1|google-small|Sysdig Secure", "prompt": "c117-m1", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at **Sysdig Secure** or **Upwind**"}, {"id": "mai-20260917-0922-baseline|c117-m1|google-small|Upwind", "prompt": "c117-m1", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Upwind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look at **Sysdig Secure** or **Upwind**"}, {"id": "mai-20260917-0922-baseline|c117-m1|google-small|Cortex Cloud", "prompt": "c117-m1", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Cortex Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why You Should Avoid Heavy Enterprise Platforms (e.g., Palo Alto's Cortex Cloud)... generally a poor fit for the mid-market"}, {"id": "mai-20260917-0922-baseline|c117-m1|meta-small|Wiz", "prompt": "c117-m1", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "likely to be one of the following: Wiz, Orca Security, Microsoft Defender for Cloud, Sysdig, Sweet Security, Prisma Cloud, or Rapid7"}, {"id": "mai-20260917-0922-baseline|c117-m1|meta-small|Orca Security", "prompt": "c117-m1", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "one of the following: Wiz, Orca Security, Microsoft Defender for Cloud"}, {"id": "mai-20260917-0922-baseline|c117-m1|meta-small|Microsoft Defender for Cloud", "prompt": "c117-m1", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft Defender for Cloud, Sysdig, Sweet Security"}, {"id": "mai-20260917-0922-baseline|c117-m1|meta-small|Sysdig", "prompt": "c117-m1", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sysdig, Sweet Security, Prisma Cloud, or Rapid7"}, {"id": "mai-20260917-0922-baseline|c117-m1|meta-small|Sweet Security", "prompt": "c117-m1", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sweet Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sweet Security, Prisma Cloud, or Rapid7"}, {"id": "mai-20260917-0922-baseline|c117-m1|meta-small|Prisma Cloud", "prompt": "c117-m1", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Prisma Cloud, or Rapid7"}, {"id": "mai-20260917-0922-baseline|c117-m1|meta-small|Rapid7", "prompt": "c117-m1", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prisma Cloud, or Rapid7"}, {"id": "mai-20260917-0922-baseline|c117-m1|minimax-small|Microsoft Defender for Cloud", "prompt": "c117-m1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "⭐ Top Pick ... I'd suggest starting with **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c117-m1|minimax-small|Wiz", "prompt": "c117-m1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget allows and you want **best-in-class agentless coverage**, go with **Wiz**"}, {"id": "mai-20260917-0922-baseline|c117-m1|minimax-small|Orca Security", "prompt": "c117-m1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mid-market wanting fast coverage with minimal friction"}, {"id": "mai-20260917-0922-baseline|c117-m1|minimax-small|Palo Alto Prisma Cloud", "prompt": "c117-m1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Palo Alto Prisma Cloud** | Complex enterprises | Agent + agentless | Credits-based |"}, {"id": "mai-20260917-0922-baseline|c117-m1|minimax-small|Sysdig Secure", "prompt": "c117-m1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Sysdig Secure** | Kubernetes/runtime | Agent-based | Per-workload |"}, {"id": "mai-20260917-0922-baseline|c117-m1|mistral-small|Wiz", "prompt": "c117-m1", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** and **Microsoft Defender for Cloud** are the top recommended CNAPPs"}, {"id": "mai-20260917-0922-baseline|c117-m1|mistral-small|Microsoft Defender for Cloud", "prompt": "c117-m1", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wiz** and **Microsoft Defender for Cloud** are the top recommended CNAPPs due to their balance of features, ease of use, and strong mid-market fit"}, {"id": "mai-20260917-0922-baseline|c117-m1|mistral-small|Orca Security", "prompt": "c117-m1", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For agentless deployment and rapid onboarding, **Orca Security** is highly regarded."}, {"id": "mai-20260917-0922-baseline|c117-m1|mistral-small|Sysdig Secure", "prompt": "c117-m1", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have a strong Kubernetes presence, **Sysdig** is a great alternative."}, {"id": "mai-20260917-0922-baseline|c117-m1|mistral-small|Palo Alto Prisma Cloud", "prompt": "c117-m1", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Suitable for complex multi-cloud environments, with integrated code-to-cloud security"}, {"id": "mai-20260917-0922-baseline|c117-m1|moonshot-small|Wiz", "prompt": "c117-m1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Wiz** ⭐ (Best Overall for Mid-Market)"}, {"id": "mai-20260917-0922-baseline|c117-m1|moonshot-small|Orca Security", "prompt": "c117-m1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Orca Security** ⭐ (Strong Mid-Market Fit)"}, {"id": "mai-20260917-0922-baseline|c117-m1|moonshot-small|Microsoft Defender for Cloud", "prompt": "c117-m1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "starting with **Microsoft Defender for Cloud** if you're Azure-heavy (lowest cost, native integration)"}, {"id": "mai-20260917-0922-baseline|c117-m1|moonshot-small|Sysdig", "prompt": "c117-m1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Kubernetes-heavy environments, runtime security depth"}, {"id": "mai-20260917-0922-baseline|c117-m1|moonshot-small|Prisma Cloud (Palo Alto)", "prompt": "c117-m1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprises needing breadth and deep code-to-cloud coverage"}, {"id": "mai-20260917-0922-baseline|c117-m1|moonshot-small|Upwind", "prompt": "c117-m1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Upwind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget-conscious buyers wanting runtime-first models"}, {"id": "mai-20260917-0922-baseline|c117-m1|moonshot-small|Uptycs", "prompt": "c117-m1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Uptycs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Budget-conscious buyers wanting runtime-first models"}, {"id": "mai-20260917-0922-baseline|c117-m1|openai-small|Wiz CNAPP", "prompt": "c117-m1", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz CNAPP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz is the best general-purpose CNAPP for most mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c117-m1|openai-small|Sysdig Secure", "prompt": "c117-m1", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sysdig Secure if your environment is especially container/Kubernetes-heavy and runtime security is the top priority"}, {"id": "mai-20260917-0922-baseline|c117-m1|openai-small|Aqua", "prompt": "c117-m1", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong runtime protection but also onboarding/tuning complexity"}, {"id": "mai-20260917-0922-baseline|c117-m1|xai-small|Orca Security", "prompt": "c117-m1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Orca Security** (Top pick for most mid-market B2B)"}, {"id": "mai-20260917-0922-baseline|c117-m1|xai-small|Microsoft Defender for Cloud", "prompt": "c117-m1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for Azure-heavy or budget starters)"}, {"id": "mai-20260917-0922-baseline|c117-m1|xai-small|Wiz", "prompt": "c117-m1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wiz** (Premium choice for high-growth mid-market)"}, {"id": "mai-20260917-0922-baseline|c117-m1|xai-small|Prisma Cloud", "prompt": "c117-m1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Prisma Cloud | Full-stack enterprises | Agent-heavy | Yes | Low (credits/ELA) | 4.4"}, {"id": "mai-20260917-0922-baseline|c117-m1|xai-small|CrowdStrike Falcon", "prompt": "c117-m1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CrowdStrike Falcon| Runtime + endpoint unity"}, {"id": "mai-20260917-0922-baseline|c117-m1|xai-small|Sysdig", "prompt": "c117-m1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Alternatives**: Sysdig (runtime depth)"}, {"id": "mai-20260917-0922-baseline|c117-m1|xai-small|FortiCNAPP", "prompt": "c117-m1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "FortiCNAPP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "FortiCNAPP (4.4/5 G2, multi-tenant friendly)"}, {"id": "mai-20260917-0922-baseline|c117-m1|xai-small|Aqua", "prompt": "c117-m1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Aqua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Aqua (workload-focused)"}, {"id": "mai-20260917-0922-baseline|c117-m1|zai-small|Microsoft Defender for Cloud", "prompt": "c117-m1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the sweet-spot CNAPPs are **Microsoft Defender for Cloud** (if you're Azure-centric)"}, {"id": "mai-20260917-0922-baseline|c117-m1|zai-small|Wiz", "prompt": "c117-m1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wiz / Orca Security** (if you need a fast, agent-less, multi-cloud solution)"}, {"id": "mai-20260917-0922-baseline|c117-m1|zai-small|Orca Security", "prompt": "c117-m1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Similar to Wiz but often cheaper, fast side-scanning, CSPM + CIEM focus."}, {"id": "mai-20260917-0922-baseline|c117-m1|zai-small|Prisma Cloud by Palo Alto Networks", "prompt": "c117-m1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prisma Cloud by Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need the widest feature set and are okay with a higher price tag → **Prisma Cloud**"}, {"id": "mai-20260917-0922-baseline|c117-m1|zai-small|Rapid7 InsightCloudSec", "prompt": "c117-m1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Rapid7 InsightCloudSec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you already own Rapid7's vulnerability management, SIEM, or VM-security stack."}, {"id": "mai-20260917-0922-baseline|c117-m1|zai-small|Sysdig", "prompt": "c117-m1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Runtime-first, excellent for Kubernetes-heavy workloads."}, {"id": "mai-20260917-0922-baseline|c117-m1|zai-small|SentinelOne Singularity Cloud Security", "prompt": "c117-m1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "great if you already use SentinelOne EDR"}, {"id": "mai-20260917-0922-baseline|c117-m1|zai-small|Check Point CloudGuard", "prompt": "c117-m1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Solid for enterprises with Check Point firewalls; good CSPM + CWPP + CASB."}, {"id": "mai-20260917-0922-baseline|c117-m2|alibaba-small|Wiz", "prompt": "c117-m2", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Top Recommendation: Wiz"}, {"id": "mai-20260917-0922-baseline|c117-m2|alibaba-small|Orca Security", "prompt": "c117-m2", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Runner Up: Orca Security"}, {"id": "mai-20260917-0922-baseline|c117-m2|alibaba-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c117-m2", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Historically, Prisma is heavier to implement and requires more configuration than Wiz or Orca"}, {"id": "mai-20260917-0922-baseline|c117-m2|alibaba-small|CrowdStrike Falcon", "prompt": "c117-m2", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your mid-sized company already uses CrowdStrike for endpoint protection (EDR), sticking with them is a major operational win."}, {"id": "mai-20260917-0922-baseline|c117-m2|alibaba-small|Microsoft Defender for Cloud", "prompt": "c117-m2", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you live in Azure and Microsoft Teams, the integration of Defender is seamless and may offer a lower barrier to entry."}, {"id": "mai-20260917-0922-baseline|c117-m2|anthropic-small|Wiz", "prompt": "c117-m2", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** offers the best balance of functionality and usability"}, {"id": "mai-20260917-0922-baseline|c117-m2|anthropic-small|Orca Security", "prompt": "c117-m2", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall Choice: Wiz or Orca Security"}, {"id": "mai-20260917-0922-baseline|c117-m2|anthropic-small|Microsoft Defender for Cloud", "prompt": "c117-m2", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wiz (agentless correlation) and Microsoft Defender for Cloud are rational anchors"}, {"id": "mai-20260917-0922-baseline|c117-m2|anthropic-small|Prisma Cloud", "prompt": "c117-m2", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Wiz leads on correlation graph and usability, while Prisma Cloud excels on module breadth"}, {"id": "mai-20260917-0922-baseline|c117-m2|anthropic-small|Aikido", "prompt": "c117-m2", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Developer-Friendly Option: Aikido"}, {"id": "mai-20260917-0922-baseline|c117-m2|anthropic-small|Lacework", "prompt": "c117-m2", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Lacework", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cost-Effective Option: Lacework"}, {"id": "mai-20260917-0922-baseline|c117-m2|challenger-small|Wiz", "prompt": "c117-m2", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would generally recommend **Wiz** as the first choice"}, {"id": "mai-20260917-0922-baseline|c117-m2|challenger-small|Microsoft Defender for Cloud", "prompt": "c117-m2", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Microsoft Defender for Cloud** as the best alternative if your stack is heavily Azure-centric"}, {"id": "mai-20260917-0922-baseline|c117-m2|challenger-small|Sysdig", "prompt": "c117-m2", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a Kubernetes-heavy shop and want deeper runtime visibility, **Sysdig** is also worth evaluating."}, {"id": "mai-20260917-0922-baseline|c117-m2|challenger-small|Prisma Cloud", "prompt": "c117-m2", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "best if you want very broad enterprise coverage and are okay with a heavier platform"}, {"id": "mai-20260917-0922-baseline|c117-m2|deepseek-small|Wiz", "prompt": "c117-m2", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, **Wiz** is the strongest overall choice"}, {"id": "mai-20260917-0922-baseline|c117-m2|deepseek-small|Microsoft Defender for Cloud", "prompt": "c117-m2", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The **best value if you're Azure-first**"}, {"id": "mai-20260917-0922-baseline|c117-m2|deepseek-small|Orca Security", "prompt": "c117-m2", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A great runner-up to Wiz."}, {"id": "mai-20260917-0922-baseline|c117-m2|deepseek-small|Palo Alto Prisma Cloud", "prompt": "c117-m2", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "most operationally complex** and can be overkill (and more expensive) for a mid-sized team"}, {"id": "mai-20260917-0922-baseline|c117-m2|deepseek-small|Sysdig", "prompt": "c117-m2", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose these if you need deeper **runtime detection**"}, {"id": "mai-20260917-0922-baseline|c117-m2|deepseek-small|Sweet Security", "prompt": "c117-m2", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose these if you need deeper **runtime detection**"}, {"id": "mai-20260917-0922-baseline|c117-m2|deepseek-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-m2", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you're *already a CrowdStrike customer*"}, {"id": "mai-20260917-0922-baseline|c117-m2|google-small|Wiz", "prompt": "c117-m2", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** or **Orca** are the industry gold standards"}, {"id": "mai-20260917-0922-baseline|c117-m2|google-small|Orca Security", "prompt": "c117-m2", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wiz** or **Orca** are the industry gold standards"}, {"id": "mai-20260917-0922-baseline|c117-m2|google-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-m2", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Option 2: The Best for Vendor Consolidation"}, {"id": "mai-20260917-0922-baseline|c117-m2|google-small|SentinelOne Singularity Cloud", "prompt": "c117-m2", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with CrowdStrike or SentinelOne if you already use them for EDR"}, {"id": "mai-20260917-0922-baseline|c117-m2|google-small|Upwind Security", "prompt": "c117-m2", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Upwind Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Option 3: The Best for DevSecOps & Container-Heavy Stacks"}, {"id": "mai-20260917-0922-baseline|c117-m2|google-small|Sysdig", "prompt": "c117-m2", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with Upwind or Sysdig if your application is heavily containerized"}, {"id": "mai-20260917-0922-baseline|c117-m2|meta-small|Wiz", "prompt": "c117-m2", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Wiz - agentless correlation"}, {"id": "mai-20260917-0922-baseline|c117-m2|meta-small|Microsoft Defender for Cloud", "prompt": "c117-m2", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Microsoft Defender for Cloud - free tier → published plans"}, {"id": "mai-20260917-0922-baseline|c117-m2|meta-small|Orca", "prompt": "c117-m2", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Orca - matches agentless speed"}, {"id": "mai-20260917-0922-baseline|c117-m2|meta-small|Sysdig", "prompt": "c117-m2", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Sysdig - adds runtime depth"}, {"id": "mai-20260917-0922-baseline|c117-m2|meta-small|Sweet Security", "prompt": "c117-m2", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Sweet Security - adds runtime depth"}, {"id": "mai-20260917-0922-baseline|c117-m2|meta-small|Prisma Cloud", "prompt": "c117-m2", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "6. Prisma Cloud - wins breadth"}, {"id": "mai-20260917-0922-baseline|c117-m2|meta-small|Rapid7", "prompt": "c117-m2", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "7. Rapid7 - unifies with VM/SIEM programs"}, {"id": "mai-20260917-0922-baseline|c117-m2|meta-small|Data Theorem", "prompt": "c117-m2", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Data Theorem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "8. Data Theorem - covers the API/app edge"}, {"id": "mai-20260917-0922-baseline|c117-m2|minimax-small|Wiz", "prompt": "c117-m2", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Wiz** or **Orca**"}, {"id": "mai-20260917-0922-baseline|c117-m2|minimax-small|Microsoft Defender for Cloud", "prompt": "c117-m2", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is a concern, **Microsoft Defender for Cloud** is also excellent starting point"}, {"id": "mai-20260917-0922-baseline|c117-m2|minimax-small|Orca Security", "prompt": "c117-m2", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Wiz** or **Orca**"}, {"id": "mai-20260917-0922-baseline|c117-m2|minimax-small|Aikido Security", "prompt": "c117-m2", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically mentioned as ideal for mid-sized teams"}, {"id": "mai-20260917-0922-baseline|c117-m2|minimax-small|Sysdig", "prompt": "c117-m2", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(if runtime deep dive is needed) - Strong runtime protection for containers and Kubernetes"}, {"id": "mai-20260917-0922-baseline|c117-m2|mistral-small|Wiz", "prompt": "c117-m2", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** and **Microsoft Defender for Cloud** are the most rational anchors"}, {"id": "mai-20260917-0922-baseline|c117-m2|mistral-small|Microsoft Defender for Cloud", "prompt": "c117-m2", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wiz** and **Microsoft Defender for Cloud** are the most rational anchors"}, {"id": "mai-20260917-0922-baseline|c117-m2|mistral-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c117-m2", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prisma Cloud** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c117-m2|mistral-small|Orca Security", "prompt": "c117-m2", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Matches Wiz in agentless speed and is well-suited for mid-sized companies"}, {"id": "mai-20260917-0922-baseline|c117-m2|mistral-small|Sysdig", "prompt": "c117-m2", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If runtime security and container protection are priorities, these platforms add valuable depth."}, {"id": "mai-20260917-0922-baseline|c117-m2|mistral-small|Sweet Security", "prompt": "c117-m2", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If runtime security and container protection are priorities, these platforms add valuable depth."}, {"id": "mai-20260917-0922-baseline|c117-m2|mistral-small|Data Theorem", "prompt": "c117-m2", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Data Theorem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if your focus is on API and application edge security."}, {"id": "mai-20260917-0922-baseline|c117-m2|moonshot-small|Wiz", "prompt": "c117-m2", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Wiz for most mid-sized B2B companies"}, {"id": "mai-20260917-0922-baseline|c117-m2|moonshot-small|Orca Security", "prompt": "c117-m2", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "considering **Orca Security** as a strong alternative"}, {"id": "mai-20260917-0922-baseline|c117-m2|moonshot-small|Microsoft Defender for Cloud", "prompt": "c117-m2", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider Microsoft Defender for Cloud if: You're primarily Azure-based"}, {"id": "mai-20260917-0922-baseline|c117-m2|moonshot-small|Sysdig", "prompt": "c117-m2", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Kubernetes-heavy workloads | Strongest runtime protection"}, {"id": "mai-20260917-0922-baseline|c117-m2|moonshot-small|Prisma Cloud (Palo Alto)", "prompt": "c117-m2", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Already using Palo Alto security stack | Deepest code-to-cloud coverage"}, {"id": "mai-20260917-0922-baseline|c117-m2|openai-small|Wiz", "prompt": "c117-m2", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Wiz** as the first platform to evaluate"}, {"id": "mai-20260917-0922-baseline|c117-m2|openai-small|Microsoft Defender for Cloud", "prompt": "c117-m2", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best choice if you're already heavily standardized on Microsoft/Azure"}, {"id": "mai-20260917-0922-baseline|c117-m2|openai-small|Prisma Cloud", "prompt": "c117-m2", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you need a broader, more traditional enterprise-heavy control set... willing to handle more complexity"}, {"id": "mai-20260917-0922-baseline|c117-m2|xai-small|Wiz", "prompt": "c117-m2", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Wiz as the top cloud-native application protection platform (CNAPP)"}, {"id": "mai-20260917-0922-baseline|c117-m2|xai-small|Microsoft Defender for Cloud", "prompt": "c117-m2", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Heavy Azure user; budget-focused ... Less optimal for non-Azure multicloud"}, {"id": "mai-20260917-0922-baseline|c117-m2|xai-small|Orca Security", "prompt": "c117-m2", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pure agentless speed; Wiz alternative"}, {"id": "mai-20260917-0922-baseline|c117-m2|xai-small|Sysdig Secure", "prompt": "c117-m2", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Kubernetes/container-heavy"}, {"id": "mai-20260917-0922-baseline|c117-m2|xai-small|Prisma Cloud (Palo Alto)", "prompt": "c117-m2", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Higher cost/complexity for mid-sized"}, {"id": "mai-20260917-0922-baseline|c117-m2|xai-small|AWS GuardDuty", "prompt": "c117-m2", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "AWS GuardDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If single-cloud or tiny footprint, native tools (e.g., AWS GuardDuty) may suffice first."}, {"id": "mai-20260917-0922-baseline|c117-m2|zai-small|Wiz", "prompt": "c117-m2", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the platform I would recommend is **Wiz**"}, {"id": "mai-20260917-0922-baseline|c117-m2|zai-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c117-m2", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Prisma Cloud\\u2019s breadth and policy\\u2011driven enforcement can be advantageous for highly regulated industries, but it also adds complexity."}, {"id": "mai-20260917-0922-baseline|c117-m2|zai-small|Microsoft Defender for Cloud", "prompt": "c117-m2", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you\\u2019re heavily Azure\\u2011centric, Microsoft Defender for Cloud may be the most economical starting point."}, {"id": "mai-20260917-0922-baseline|c117-m2|zai-small|Sysdig Secure", "prompt": "c117-m2", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deep Kubernetes runtime visibility"}, {"id": "mai-20260917-0922-baseline|c117-m2|zai-small|Orca Security", "prompt": "c117-m2", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fast, agentless onboarding; teams wanting quick visibility"}, {"id": "mai-20260917-0922-baseline|c117-m2|zai-small|Aqua Security", "prompt": "c117-m2", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong container image scanning and runtime protection"}, {"id": "mai-20260917-0922-baseline|c117-m2|zai-small|SentinelOne Singularity Cloud Security", "prompt": "c117-m2", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Integrated with EDR platform"}, {"id": "mai-20260917-0922-baseline|c117-m2|zai-small|Check Point CloudGuard", "prompt": "c117-m2", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Organizations already embedded in Check Point ecosystem"}, {"id": "mai-20260917-0922-baseline|c117-m3|alibaba-small|Wiz", "prompt": "c117-m3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** – The market leader in terms of adoption velocity and modern architecture."}, {"id": "mai-20260917-0922-baseline|c117-m3|alibaba-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c117-m3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The comprehensive enterprise powerhouse."}, {"id": "mai-20260917-0922-baseline|c117-m3|alibaba-small|Microsoft (Microsoft Defender for Cloud)", "prompt": "c117-m3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft (Microsoft Defender for Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are 80%+ Microsoft Azure, this is often the financial winner."}, {"id": "mai-20260917-0922-baseline|c117-m3|alibaba-small|Orca Security", "prompt": "c117-m3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A top-tier agentless alternative to Wiz."}, {"id": "mai-20260917-0922-baseline|c117-m3|alibaba-small|Sysdig", "prompt": "c117-m3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The specialist for container and Kubernetes security."}, {"id": "mai-20260917-0922-baseline|c117-m3|alibaba-small|Aqua Security", "prompt": "c117-m3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A pioneer in zero-trust and serverless runtime."}, {"id": "mai-20260917-0922-baseline|c117-m3|alibaba-small|CrowdStrike (Falcon Cloud Security)", "prompt": "c117-m3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike (Falcon Cloud Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**CrowdStrike** (If you already use Falcon EDR)."}, {"id": "mai-20260917-0922-baseline|c117-m3|alibaba-small|Rapid7 (InsightCloudSec)", "prompt": "c117-m3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Rapid7 (InsightCloudSec)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for IT asset management integration."}, {"id": "mai-20260917-0922-baseline|c117-m3|alibaba-small|SentinelOne", "prompt": "c117-m3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Global Threat Intelligence (CrowdStrike/SentinelOne):** These platforms lean on their endpoint roots."}, {"id": "mai-20260917-0922-baseline|c117-m3|alibaba-small|Trend Micro", "prompt": "c117-m3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Prisma Cloud** and **Trend Micro** offer more robust support for non-cloud hardware and legacy protocols."}, {"id": "mai-20260917-0922-baseline|c117-m3|anthropic-small|Wiz", "prompt": "c117-m3", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Wiz is the most popular solution in terms of searches by peers and holds the largest mind share of 13.1%."}, {"id": "mai-20260917-0922-baseline|c117-m3|anthropic-small|Prisma Cloud by Palo Alto Networks", "prompt": "c117-m3", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Prisma Cloud by Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Prisma Cloud is one of the broadest CNAPPs, spanning CSPM, CWPP, CIEM, DSPM, code security, and web application protection"}, {"id": "mai-20260917-0922-baseline|c117-m3|anthropic-small|SentinelOne Singularity Cloud Security", "prompt": "c117-m3", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SentinelOne Singularity Cloud Security received the highest rating of 8.9 among the leaders."}, {"id": "mai-20260917-0922-baseline|c117-m3|anthropic-small|Microsoft Defender for Cloud", "prompt": "c117-m3", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "provides CSPM and workload protection across Azure, AWS, and GCP with native Azure integration"}, {"id": "mai-20260917-0922-baseline|c117-m3|anthropic-small|Orca Security", "prompt": "c117-m3", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Orca specializes in agentless deployment."}, {"id": "mai-20260917-0922-baseline|c117-m3|challenger-small|Wiz", "prompt": "c117-m3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Wiz** is usually chosen for **speed, visibility, and correlation** across cloud risk with minimal setup."}, {"id": "mai-20260917-0922-baseline|c117-m3|challenger-small|Palo Alto Prisma Cloud", "prompt": "c117-m3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Prisma Cloud** is often picked when an organization wants the **broadest feature set**"}, {"id": "mai-20260917-0922-baseline|c117-m3|challenger-small|Microsoft Defender for Cloud", "prompt": "c117-m3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "stands out when the environment is **Azure-heavy**"}, {"id": "mai-20260917-0922-baseline|c117-m3|challenger-small|Orca Security", "prompt": "c117-m3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Orca Security** is the classic choice for **agentless-first deployment**."}, {"id": "mai-20260917-0922-baseline|c117-m3|challenger-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-m3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud security integrated with Falcon/EDR workflows"}, {"id": "mai-20260917-0922-baseline|c117-m3|challenger-small|SentinelOne Singularity Cloud Security", "prompt": "c117-m3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong for customers already on SentinelOne"}, {"id": "mai-20260917-0922-baseline|c117-m3|challenger-small|Check Point CloudGuard", "prompt": "c117-m3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for Check Point ecosystem and cloud governance"}, {"id": "mai-20260917-0922-baseline|c117-m3|challenger-small|Sysdig Secure", "prompt": "c117-m3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong **runtime** and Kubernetes security"}, {"id": "mai-20260917-0922-baseline|c117-m3|challenger-small|Aqua Security", "prompt": "c117-m3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Container and supply-chain security focus"}, {"id": "mai-20260917-0922-baseline|c117-m3|deepseek-small|Wiz", "prompt": "c117-m3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz (now Google) — market share leader ... **Wiz** leads on the security graph and speed to value"}, {"id": "mai-20260917-0922-baseline|c117-m3|deepseek-small|Palo Alto Networks Prisma Cloud", "prompt": "c117-m3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prisma Cloud** on breadth ... Trade-offs: Steepest operational complexity; credit-based pricing that can get opaque"}, {"id": "mai-20260917-0922-baseline|c117-m3|deepseek-small|Microsoft Defender for Cloud", "prompt": "c117-m3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Defender** on Azure economics"}, {"id": "mai-20260917-0922-baseline|c117-m3|deepseek-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-m3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sysdig/CrowdStrike** on runtime depth"}, {"id": "mai-20260917-0922-baseline|c117-m3|deepseek-small|Orca Security", "prompt": "c117-m3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fast multi-cloud value: Wiz or Orca"}, {"id": "mai-20260917-0922-baseline|c117-m3|deepseek-small|Sysdig Secure", "prompt": "c117-m3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Container/Kubernetes-heavy teams needing deep runtime"}, {"id": "mai-20260917-0922-baseline|c117-m3|deepseek-small|SentinelOne Singularity Cloud Security", "prompt": "c117-m3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Runtime depth and AI; consolidation for existing SentinelOne customers"}, {"id": "mai-20260917-0922-baseline|c117-m3|deepseek-small|Aqua Security", "prompt": "c117-m3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notable vendors: Aqua Security (full lifecycle/K8s)"}, {"id": "mai-20260917-0922-baseline|c117-m3|deepseek-small|Check Point CloudGuard", "prompt": "c117-m3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other notable vendors ... Check Point CloudGuard"}, {"id": "mai-20260917-0922-baseline|c117-m3|deepseek-small|Rapid7 InsightCloudSec", "prompt": "c117-m3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Rapid7 InsightCloudSec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other notable vendors ... Rapid7 InsightCloudSec"}, {"id": "mai-20260917-0922-baseline|c117-m3|deepseek-small|Tenable", "prompt": "c117-m3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other notable vendors ... Tenable"}, {"id": "mai-20260917-0922-baseline|c117-m3|deepseek-small|Qualys TotalCloud", "prompt": "c117-m3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Qualys TotalCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Other notable vendors ... Qualys TotalCloud"}, {"id": "mai-20260917-0922-baseline|c117-m3|deepseek-small|Trend Micro Cloud One", "prompt": "c117-m3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Trend Micro Cloud One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Other notable vendors ... Trend Micro Cloud One"}, {"id": "mai-20260917-0922-baseline|c117-m3|deepseek-small|Data Theorem", "prompt": "c117-m3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Data Theorem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Data Theorem (API/app edge)"}, {"id": "mai-20260917-0922-baseline|c117-m3|deepseek-small|Uptycs", "prompt": "c117-m3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Uptycs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Other notable vendors ... and Uptycs"}, {"id": "mai-20260917-0922-baseline|c117-m3|google-small|Wiz", "prompt": "c117-m3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Wiz** or **Orca Security** if you have a multi-cloud footprint, want immediate visibility without installing agents"}, {"id": "mai-20260917-0922-baseline|c117-m3|google-small|Cortex Cloud by Palo Alto Networks", "prompt": "c117-m3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Cortex Cloud by Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Cons:** Historically complex to manage, deploy, and license compared to pure-play agentless solutions."}, {"id": "mai-20260917-0922-baseline|c117-m3|google-small|Orca Security", "prompt": "c117-m3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Wiz** or **Orca Security** if you have a multi-cloud footprint, want immediate visibility without installing agents"}, {"id": "mai-20260917-0922-baseline|c117-m3|google-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-m3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cons:** Passive posture scanning (CSPM) and developer-side integrations have traditionally been weaker compared to the agentless-native competitors."}, {"id": "mai-20260917-0922-baseline|c117-m3|google-small|Sysdig Secure", "prompt": "c117-m3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Sysdig** or **Aqua Security** if your environment is overwhelmingly container and Kubernetes-based"}, {"id": "mai-20260917-0922-baseline|c117-m3|google-small|Aqua Security", "prompt": "c117-m3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Aqua offers deep **software supply chain** and container lifecycle security."}, {"id": "mai-20260917-0922-baseline|c117-m3|google-small|Upwind Security", "prompt": "c117-m3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Upwind Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Upwind** if you want to eliminate the vast majority of \"peacetime\" security alerts"}, {"id": "mai-20260917-0922-baseline|c117-m3|google-small|FortiCNAPP", "prompt": "c117-m3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "FortiCNAPP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mega-Platforms (Cortex Cloud / FortiCNAPP)"}, {"id": "mai-20260917-0922-baseline|c117-m3|meta-small|Wiz", "prompt": "c117-m3", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of top CNAPPs, including Wiz, Microsoft Defender for Cloud, Orca, Prisma Cloud, and others"}, {"id": "mai-20260917-0922-baseline|c117-m3|meta-small|Microsoft Defender for Cloud", "prompt": "c117-m3", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Wiz, Microsoft Defender for Cloud, Orca, Prisma Cloud, and others"}, {"id": "mai-20260917-0922-baseline|c117-m3|meta-small|Orca", "prompt": "c117-m3", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some CNAPPs, like Wiz and Orca, use a per-workload billing model"}, {"id": "mai-20260917-0922-baseline|c117-m3|meta-small|Prisma Cloud", "prompt": "c117-m3", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prisma Cloud uses a credit-based system."}, {"id": "mai-20260917-0922-baseline|c117-m3|minimax-small|Wiz", "prompt": "c117-m3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** leads in correlating findings (misconfiguration + over-privileged identity + reachable vulnerability = one attack path)"}, {"id": "mai-20260917-0922-baseline|c117-m3|minimax-small|Microsoft Defender for Cloud", "prompt": "c117-m3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Defender for Cloud**: Best for Azure ecosystems with cost-effective licensing"}, {"id": "mai-20260917-0922-baseline|c117-m3|minimax-small|Prisma Cloud", "prompt": "c117-m3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise \\u2192 Prisma Cloud/Wiz"}, {"id": "mai-20260917-0922-baseline|c117-m3|minimax-small|Orca Security", "prompt": "c117-m3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Orca** matches agentless speed with good correlation"}, {"id": "mai-20260917-0922-baseline|c117-m3|minimax-small|Sysdig", "prompt": "c117-m3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More runtime focus \\u2192 Sysdig/Sweet Security"}, {"id": "mai-20260917-0922-baseline|c117-m3|minimax-small|Lacework", "prompt": "c117-m3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Lacework** | Cloud-native, anomaly detection | Cloud | Per resource"}, {"id": "mai-20260917-0922-baseline|c117-m3|minimax-small|Aqua Security", "prompt": "c117-m3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Aqua Security** | Workload protection, container security"}, {"id": "mai-20260917-0922-baseline|c117-m3|minimax-small|Sweet Security", "prompt": "c117-m3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sweet Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Sysdig/Sweet Security**: Runtime protection depth"}, {"id": "mai-20260917-0922-baseline|c117-m3|minimax-small|Data Theorem", "prompt": "c117-m3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Data Theorem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Data Theorem**: API and application edge security"}, {"id": "mai-20260917-0922-baseline|c117-m3|minimax-small|Ermetic", "prompt": "c117-m3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Ermetic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Per-resource** (Lacework, Ermetic): Based on cloud resources"}, {"id": "mai-20260917-0922-baseline|c117-m3|minimax-small|Upwind", "prompt": "c117-m3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Upwind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Upwind/Uptycs for cost-sensitive"}, {"id": "mai-20260917-0922-baseline|c117-m3|minimax-small|Uptycs", "prompt": "c117-m3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Uptycs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Upwind/Uptycs for cost-sensitive"}, {"id": "mai-20260917-0922-baseline|c117-m3|mistral-small|Wiz", "prompt": "c117-m3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as the leader... Wiz and Prisma Cloud are top choices for most use cases"}, {"id": "mai-20260917-0922-baseline|c117-m3|mistral-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c117-m3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Wiz and Prisma Cloud are top choices for most use cases"}, {"id": "mai-20260917-0922-baseline|c117-m3|mistral-small|Microsoft Defender for Cloud", "prompt": "c117-m3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Defender for Cloud is ideal for Azure-centric organizations"}, {"id": "mai-20260917-0922-baseline|c117-m3|mistral-small|SentinelOne Singularity Cloud Security", "prompt": "c117-m3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Highly rated by users for its cloud security capabilities"}, {"id": "mai-20260917-0922-baseline|c117-m3|mistral-small|Check Point CloudGuard CNAPP", "prompt": "c117-m3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Check Point CloudGuard CNAPP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Known for its strong cloud security and firewall features."}, {"id": "mai-20260917-0922-baseline|c117-m3|mistral-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-m3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Valued for its single-console operation and endpoint consolidation."}, {"id": "mai-20260917-0922-baseline|c117-m3|mistral-small|Aqua Security", "prompt": "c117-m3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A long-standing player with a strong focus on container and runtime security."}, {"id": "mai-20260917-0922-baseline|c117-m3|mistral-small|IBM Security and Compliance Center", "prompt": "c117-m3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "IBM Security and Compliance Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Offers broad compliance and security features."}, {"id": "mai-20260917-0922-baseline|c117-m3|mistral-small|Lacework", "prompt": "c117-m3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Recognized for its cloud-native application protection platform."}, {"id": "mai-20260917-0922-baseline|c117-m3|mistral-small|Orca Security", "prompt": "c117-m3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Known for its per-workload pricing model and strong cloud security posture."}, {"id": "mai-20260917-0922-baseline|c117-m3|moonshot-small|Wiz", "prompt": "c117-m3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader by adoption ... Choose Wiz or Orca if you need fast, comprehensive visibility across multi-cloud with minimal operational overhead"}, {"id": "mai-20260917-0922-baseline|c117-m3|moonshot-small|Palo Alto Prisma Cloud / Cortex Cloud", "prompt": "c117-m3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Palo Alto Prisma Cloud / Cortex Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Prisma Cloud if you need the deepest feature set and have resources to manage complexity"}, {"id": "mai-20260917-0922-baseline|c117-m3|moonshot-small|Microsoft Defender for Cloud", "prompt": "c117-m3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Microsoft Defender if you're Azure-heavy and want cost-effective, integrated security"}, {"id": "mai-20260917-0922-baseline|c117-m3|moonshot-small|Orca Security", "prompt": "c117-m3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose Wiz or Orca if you need fast, comprehensive visibility across multi-cloud with minimal operational overhead"}, {"id": "mai-20260917-0922-baseline|c117-m3|moonshot-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-m3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose CrowdStrike if runtime threat prevention and behavioral detection are priorities"}, {"id": "mai-20260917-0922-baseline|c117-m3|moonshot-small|Sysdig Secure", "prompt": "c117-m3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Sysdig or Aqua if Kubernetes/container security is your primary concern"}, {"id": "mai-20260917-0922-baseline|c117-m3|moonshot-small|Aqua Security", "prompt": "c117-m3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Sysdig or Aqua if Kubernetes/container security is your primary concern"}, {"id": "mai-20260917-0922-baseline|c117-m3|moonshot-small|SentinelOne Singularity Cloud Security", "prompt": "c117-m3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Organizations using SentinelOne EDR; AI-driven detection"}, {"id": "mai-20260917-0922-baseline|c117-m3|openai-small|Wiz", "prompt": "c117-m3", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **Wiz** if you want the best **risk graph, prioritization, and broad cloud context**"}, {"id": "mai-20260917-0922-baseline|c117-m3|openai-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-m3", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **CrowdStrike** if you want **runtime protection plus integration with detection/response**"}, {"id": "mai-20260917-0922-baseline|c117-m3|openai-small|Sysdig Secure", "prompt": "c117-m3", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **Sysdig** if your priority is **containers/Kubernetes and runtime-first defense**"}, {"id": "mai-20260917-0922-baseline|c117-m3|openai-small|Orca Security", "prompt": "c117-m3", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **Orca** if you want **agentless deployment and strong posture management**"}, {"id": "mai-20260917-0922-baseline|c117-m3|xai-small|Wiz", "prompt": "c117-m3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz – Often ranked #1 for mindshare and usability."}, {"id": "mai-20260917-0922-baseline|c117-m3|xai-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c117-m3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tops for feature breadth"}, {"id": "mai-20260917-0922-baseline|c117-m3|xai-small|Orca Security", "prompt": "c117-m3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong in agentless scanning"}, {"id": "mai-20260917-0922-baseline|c117-m3|xai-small|Microsoft Defender for Cloud", "prompt": "c117-m3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Azure ecosystems and pricing transparency"}, {"id": "mai-20260917-0922-baseline|c117-m3|xai-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-m3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excels for existing EDR users"}, {"id": "mai-20260917-0922-baseline|c117-m3|xai-small|SentinelOne Singularity Cloud Security", "prompt": "c117-m3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High ratings for runtime protection"}, {"id": "mai-20260917-0922-baseline|c117-m3|xai-small|Check Point CloudGuard", "prompt": "c117-m3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Others**: Check Point CloudGuard, Aqua Security, Sysdig Secure, Lacework"}, {"id": "mai-20260917-0922-baseline|c117-m3|xai-small|Aqua Security", "prompt": "c117-m3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Others**: Check Point CloudGuard, Aqua Security, Sysdig Secure, Lacework"}, {"id": "mai-20260917-0922-baseline|c117-m3|xai-small|Sysdig Secure", "prompt": "c117-m3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Others**: Check Point CloudGuard, Aqua Security, Sysdig Secure, Lacework"}, {"id": "mai-20260917-0922-baseline|c117-m3|xai-small|Lacework", "prompt": "c117-m3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Lacework (notable in Gartner)"}, {"id": "mai-20260917-0922-baseline|c117-m3|zai-small|Wiz", "prompt": "c117-m3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** leads in adoption and attack‑path correlation."}, {"id": "mai-20260917-0922-baseline|c117-m3|zai-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c117-m3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It offers the widest module breadth and the deepest container/Kubernetes runtime capabilities, but with the steepest operational complexity."}, {"id": "mai-20260917-0922-baseline|c117-m3|zai-small|Microsoft Defender for Cloud", "prompt": "c117-m3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is the most economical choice for Azure‑centric estates"}, {"id": "mai-20260917-0922-baseline|c117-m3|zai-small|Orca Security", "prompt": "c117-m3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Orca Security** and **Sysdig** excel in agentless speed and runtime depth, respectively."}, {"id": "mai-20260917-0922-baseline|c117-m3|zai-small|Sysdig", "prompt": "c117-m3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "runtime‑first approach and deep container security make it a top choice"}, {"id": "mai-20260917-0922-baseline|c117-m3|zai-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-m3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tight integration with CrowdStrike’s endpoint and threat‑intelligence stack"}, {"id": "mai-20260917-0922-baseline|c117-m3|zai-small|Lacework", "prompt": "c117-m3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong focus on developer‑to‑runtime visibility and CI/CD integration."}, {"id": "mai-20260917-0922-baseline|c117-m3|zai-small|IBM Security and Compliance Center", "prompt": "c117-m3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "IBM Security and Compliance Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise compliance depth and tight integration with IBM’s security ecosystem."}, {"id": "mai-20260917-0922-baseline|c117-m3|zai-small|Cisco Panoptica", "prompt": "c117-m3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Cisco Panoptica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Hybrid cloud focus and tight integration with Cisco’s broader security stack."}, {"id": "mai-20260917-0922-baseline|c117-m3|zai-small|Aqua Security", "prompt": "c117-m3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Specialized container runtime security and strong DevSecOps integration."}, {"id": "mai-20260917-0922-baseline|c117-m3|zai-small|Uptycs", "prompt": "c117-m3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Uptycs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Combines CNAPP with XDR capabilities for broader threat visibility."}, {"id": "mai-20260917-0922-baseline|c117-m3|zai-small|Upwind", "prompt": "c117-m3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Upwind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Runtime‑first model and strong value proposition for cost‑sensitive environments."}, {"id": "mai-20260917-0922-baseline|c117-m3|zai-small|CloudDefense.AI", "prompt": "c117-m3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CloudDefense.AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Strong emphasis on DSPM and cloud exposure management."}, {"id": "mai-20260917-0922-baseline|c117-m3|zai-small|Data Theorem", "prompt": "c117-m3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Data Theorem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Deep focus on API and application‑edge security"}, {"id": "mai-20260917-0922-baseline|c117-m3|zai-small|Rapid7", "prompt": "c117-m3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Seamless integration with Rapid7’s broader vulnerability and SIEM ecosystem."}, {"id": "mai-20260917-0922-baseline|c117-m4|alibaba-small|Microsoft Defender for Cloud", "prompt": "c117-m4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Choice:** **Microsoft Defender for Cloud**. It creates the lowest financial risk by providing a robust free tier"}, {"id": "mai-20260917-0922-baseline|c117-m4|alibaba-small|Aikido Security", "prompt": "c117-m4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner Up:** **Aikido Security** if you prefer a vendor that caters specifically to smaller business structures"}, {"id": "mai-20260917-0922-baseline|c117-m4|alibaba-small|Orca Security", "prompt": "c117-m4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Operational Savings: **Orca Security** ... highly cost-effective for lean teams"}, {"id": "mai-20260917-0922-baseline|c117-m4|alibaba-small|Prowler", "prompt": "c117-m4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Posture:** **Prowler** (for AWS/GCP/Azure scanning)"}, {"id": "mai-20260917-0922-baseline|c117-m4|alibaba-small|Trivy", "prompt": "c117-m4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Containers:** **Trivy** (industry standard for vulnerability scanning)"}, {"id": "mai-20260917-0922-baseline|c117-m4|alibaba-small|Falco", "prompt": "c117-m4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Runtime:** **Falco** (for threat detection)"}, {"id": "mai-20260917-0922-baseline|c117-m4|anthropic-small|Microsoft Defender for Cloud", "prompt": "c117-m4", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're Azure-focused, Microsoft Defender for Cloud offers the best value."}, {"id": "mai-20260917-0922-baseline|c117-m4|anthropic-small|Aikido", "prompt": "c117-m4", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a dedicated paid CNAPP with broader cloud support, Aikido's Basic plan at $350/month provides comprehensive functionality at an accessible price point."}, {"id": "mai-20260917-0922-baseline|c117-m4|challenger-small|Microsoft Defender for Cloud", "prompt": "c117-m4", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Microsoft Defender for Cloud** if you are **Azure-heavy**"}, {"id": "mai-20260917-0922-baseline|c117-m4|challenger-small|Orca Security", "prompt": "c117-m4", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "otherwise shortlist Orca Security first for the best budget-to-capability balance"}, {"id": "mai-20260917-0922-baseline|c117-m4|challenger-small|Aqua Security", "prompt": "c117-m4", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a budget-conscious alternative with **transparent pricing** and even a **free version**"}, {"id": "mai-20260917-0922-baseline|c117-m4|challenger-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-m4", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the cost can rise quickly, so it is less budget-friendly"}, {"id": "mai-20260917-0922-baseline|c117-m4|challenger-small|Wiz", "prompt": "c117-m4", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strong technically, but not usually the cheapest: one source says its **minimum deal size is typically $100,000/year**"}, {"id": "mai-20260917-0922-baseline|c117-m4|deepseek-small|Microsoft Defender for Cloud", "prompt": "c117-m4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best value CNAPP options are Microsoft Defender for Cloud (free tier → published per-resource pricing)"}, {"id": "mai-20260917-0922-baseline|c117-m4|deepseek-small|Aikido Security", "prompt": "c117-m4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Aikido Security (free forever tier → $300/month)**, depending on your cloud provider"}, {"id": "mai-20260917-0922-baseline|c117-m4|deepseek-small|Sweet Security", "prompt": "c117-m4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Positioned as **runtime-first with lean economics** when free tools are overwhelmed by findings"}, {"id": "mai-20260917-0922-baseline|c117-m4|deepseek-small|Orca Security", "prompt": "c117-m4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Orca = agentless simplicity; great for startups under ~100 cloud workloads"}, {"id": "mai-20260917-0922-baseline|c117-m4|deepseek-small|Prowler", "prompt": "c117-m4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Prowler** (open source cloud posture)"}, {"id": "mai-20260917-0922-baseline|c117-m4|deepseek-small|Trivy", "prompt": "c117-m4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Trivy** (open source container/vulnerability scanning)"}, {"id": "mai-20260917-0922-baseline|c117-m4|deepseek-small|Falco", "prompt": "c117-m4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Falco** (open source runtime security)"}, {"id": "mai-20260917-0922-baseline|c117-m4|deepseek-small|Upwind", "prompt": "c117-m4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Upwind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "graduate to a single paid platform (Sweet, Orca, Upwind, Uptycs)"}, {"id": "mai-20260917-0922-baseline|c117-m4|deepseek-small|Uptycs", "prompt": "c117-m4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Uptycs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "graduate to a single paid platform (Sweet, Orca, Upwind, Uptycs)"}, {"id": "mai-20260917-0922-baseline|c117-m4|google-small|Wiz", "prompt": "c117-m4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "market leaders—like **Wiz**, **Orca Security**, and **Prisma Cloud**—are often out of reach because they typically require high annual contract minimums"}, {"id": "mai-20260917-0922-baseline|c117-m4|google-small|Orca Security", "prompt": "c117-m4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often out of reach because they typically require high annual contract minimums"}, {"id": "mai-20260917-0922-baseline|c117-m4|google-small|Prisma Cloud", "prompt": "c117-m4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often out of reach because they typically require high annual contract minimums"}, {"id": "mai-20260917-0922-baseline|c117-m4|google-small|Aikido Security", "prompt": "c117-m4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Aikido Security** is widely considered the best choice for startups and SMEs"}, {"id": "mai-20260917-0922-baseline|c117-m4|google-small|Cyscale", "prompt": "c117-m4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Cyscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cyscale** and **Cloudanix** also offer competitive, transparent mid-market pricing"}, {"id": "mai-20260917-0922-baseline|c117-m4|google-small|Cloudanix", "prompt": "c117-m4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Cloudanix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "also offer competitive, transparent mid-market pricing with low entry costs"}, {"id": "mai-20260917-0922-baseline|c117-m4|google-small|Microsoft Defender for Cloud", "prompt": "c117-m4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Winner: Microsoft Defender for Cloud"}, {"id": "mai-20260917-0922-baseline|c117-m4|google-small|GuardDuty", "prompt": "c117-m4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "GuardDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "stitch together AWS-native services like **GuardDuty**, **AWS Security Hub**, and **Amazon Inspector**"}, {"id": "mai-20260917-0922-baseline|c117-m4|google-small|AWS Security Hub", "prompt": "c117-m4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "AWS Security Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "stitch together AWS-native services like **GuardDuty**, **AWS Security Hub**, and **Amazon Inspector**"}, {"id": "mai-20260917-0922-baseline|c117-m4|google-small|Amazon Inspector", "prompt": "c117-m4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Amazon Inspector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "stitch together AWS-native services like **GuardDuty**, **AWS Security Hub**, and **Amazon Inspector**"}, {"id": "mai-20260917-0922-baseline|c117-m4|google-small|Prowler", "prompt": "c117-m4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Deploy **Prowler** for a quick cloud posture check"}, {"id": "mai-20260917-0922-baseline|c117-m4|google-small|Trivy", "prompt": "c117-m4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "write **Trivy** scans into your GitHub Actions/GitLab CI"}, {"id": "mai-20260917-0922-baseline|c117-m4|google-small|Deepfence ThreatMapper", "prompt": "c117-m4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Deepfence ThreatMapper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "look into **Deepfence ThreatMapper** for runtime visibility"}, {"id": "mai-20260917-0922-baseline|c117-m4|google-small|Falco", "prompt": "c117-m4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "A CNCF tool that monitors system calls at the kernel level"}, {"id": "mai-20260917-0922-baseline|c117-m4|meta-small|Wiz", "prompt": "c117-m4", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "one that offers a free or low-cost foundational tier, such as Wiz, Prisma Cloud, or Defender for Cloud"}, {"id": "mai-20260917-0922-baseline|c117-m4|meta-small|Prisma Cloud", "prompt": "c117-m4", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as Wiz, Prisma Cloud, or Defender for Cloud"}, {"id": "mai-20260917-0922-baseline|c117-m4|meta-small|Defender for Cloud", "prompt": "c117-m4", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "such as Wiz, Prisma Cloud, or Defender for Cloud"}, {"id": "mai-20260917-0922-baseline|c117-m4|meta-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-m4", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some top-rated CNAPP platforms include CrowdStrike Falcon Cloud Security, Wiz, and Prisma Cloud."}, {"id": "mai-20260917-0922-baseline|c117-m4|minimax-small|Microsoft Defender for Cloud (Free Tier)", "prompt": "c117-m4", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud (Free Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Microsoft Defender for Cloud (Free Tier)** - **Best for:** Startups and small companies"}, {"id": "mai-20260917-0922-baseline|c117-m4|minimax-small|Orca Security", "prompt": "c117-m4", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Consideration:** Pricing starts higher than some alternatives"}, {"id": "mai-20260917-0922-baseline|c117-m4|minimax-small|Sweet Security", "prompt": "c117-m4", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Runtime-first protection at reasonable cost"}, {"id": "mai-20260917-0922-baseline|c117-m4|minimax-small|Prowler", "prompt": "c117-m4", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prowler** - For AWS cloud security scanning"}, {"id": "mai-20260917-0922-baseline|c117-m4|minimax-small|Falco", "prompt": "c117-m4", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Falco** - For runtime security monitoring"}, {"id": "mai-20260917-0922-baseline|c117-m4|mistral-small|Microsoft Defender for Cloud", "prompt": "c117-m4", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best free entry point:** Microsoft Defender for Cloud (free CSPM tier)."}, {"id": "mai-20260917-0922-baseline|c117-m4|mistral-small|Prowler", "prompt": "c117-m4", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "standalone free tools like Prowler (for posture management)"}, {"id": "mai-20260917-0922-baseline|c117-m4|mistral-small|Trivy", "prompt": "c117-m4", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trivy (for scanning)"}, {"id": "mai-20260917-0922-baseline|c117-m4|mistral-small|Falco", "prompt": "c117-m4", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Falco (for runtime protection)"}, {"id": "mai-20260917-0922-baseline|c117-m4|mistral-small|Upwind", "prompt": "c117-m4", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Upwind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for scaling:** Upwind or Uptycs (aggressive pricing under leaders)."}, {"id": "mai-20260917-0922-baseline|c117-m4|mistral-small|Uptycs", "prompt": "c117-m4", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Uptycs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for scaling:** Upwind or Uptycs (aggressive pricing under leaders)."}, {"id": "mai-20260917-0922-baseline|c117-m4|moonshot-small|Microsoft Defender for Cloud", "prompt": "c117-m4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Cloud — Best Overall Value"}, {"id": "mai-20260917-0922-baseline|c117-m4|moonshot-small|Aikido Security", "prompt": "c117-m4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Aikido Security — Best for Small Teams"}, {"id": "mai-20260917-0922-baseline|c117-m4|moonshot-small|Prowler", "prompt": "c117-m4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CSPM (Posture) | **Prowler** | Free"}, {"id": "mai-20260917-0922-baseline|c117-m4|moonshot-small|Falco", "prompt": "c117-m4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runtime Protection | **Falco** | Free"}, {"id": "mai-20260917-0922-baseline|c117-m4|moonshot-small|Trivy", "prompt": "c117-m4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Container Scanning | **Trivy** | Free"}, {"id": "mai-20260917-0922-baseline|c117-m4|moonshot-small|Checkov", "prompt": "c117-m4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Checkov", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "IaC Scanning | **Checkov** or **tfsec** | Free"}, {"id": "mai-20260917-0922-baseline|c117-m4|moonshot-small|tfsec", "prompt": "c117-m4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "tfsec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IaC Scanning | **Checkov** or **tfsec** | Free"}, {"id": "mai-20260917-0922-baseline|c117-m4|moonshot-small|Kubescape", "prompt": "c117-m4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "K8s Security | **Kubescape** + **Kube-bench** | Free"}, {"id": "mai-20260917-0922-baseline|c117-m4|moonshot-small|Kube-bench", "prompt": "c117-m4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Kube-bench", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "K8s Security | **Kubescape** + **Kube-bench** | Free"}, {"id": "mai-20260917-0922-baseline|c117-m4|moonshot-small|Cloudanix", "prompt": "c117-m4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Cloudanix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Cloudanix — Budget-Friendly Commercial Option"}, {"id": "mai-20260917-0922-baseline|c117-m4|openai-small|Microsoft Defender for Cloud", "prompt": "c117-m4", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best CNAPP option is usually **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c117-m4|openai-small|Wiz", "prompt": "c117-m4", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wiz** is strong, but its pricing is custom quote / modular rather than clearly budget-first"}, {"id": "mai-20260917-0922-baseline|c117-m4|openai-small|FortiCNAPP / Lacework", "prompt": "c117-m4", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "FortiCNAPP / Lacework", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "also major CNAPPs, but their public pricing is not as clearly budget-oriented"}, {"id": "mai-20260917-0922-baseline|c117-m4|openai-small|Prisma Cloud", "prompt": "c117-m4", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "also major CNAPPs, but their public pricing is not as clearly budget-oriented"}, {"id": "mai-20260917-0922-baseline|c117-m4|xai-small|Microsoft Defender for Cloud", "prompt": "c117-m4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Cloud (free foundational tier) is the best starting point for a company with a limited budget.**"}, {"id": "mai-20260917-0922-baseline|c117-m4|xai-small|Prowler", "prompt": "c117-m4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Open-source stack (e.g., Prowler + Trivy + Falco)**: Completely **free**. Prowler for CSPM"}, {"id": "mai-20260917-0922-baseline|c117-m4|xai-small|Trivy", "prompt": "c117-m4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trivy for vuln/IaC scanning"}, {"id": "mai-20260917-0922-baseline|c117-m4|xai-small|Falco", "prompt": "c117-m4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Falco for runtime"}, {"id": "mai-20260917-0922-baseline|c117-m4|xai-small|OpenCNAPP", "prompt": "c117-m4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "OpenCNAPP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Emerging projects like OpenCNAPP aim for full OSS CNAPP but lack mature reviews."}, {"id": "mai-20260917-0922-baseline|c117-m4|xai-small|Sweet Security", "prompt": "c117-m4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Starts ~**$300/month** (transparent, includes 10M requests). Runtime-first CNAPP, good for mid-market"}, {"id": "mai-20260917-0922-baseline|c117-m4|xai-small|Lacework", "prompt": "c117-m4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Lacework", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "SMB pricing from ~$8K/year, but negotiate for smaller footprints"}, {"id": "mai-20260917-0922-baseline|c117-m4|xai-small|Sysdig", "prompt": "c117-m4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "SMB pricing from ~$8K/year, but negotiate for smaller footprints"}, {"id": "mai-20260917-0922-baseline|c117-m4|xai-small|Orca", "prompt": "c117-m4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Orca/Wiz | $7K+/mo (small) | Agentless full CNAPP | Avoid for tight budgets"}, {"id": "mai-20260917-0922-baseline|c117-m4|xai-small|Wiz", "prompt": "c117-m4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Orca/Wiz | $7K+/mo (small) | Agentless full CNAPP | Avoid for tight budgets"}, {"id": "mai-20260917-0922-baseline|c117-m4|zai-small|Microsoft Defender for Cloud", "prompt": "c117-m4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick for a limited budget:** Start with **Microsoft Defender for Cloud** (free CSPM tier)"}, {"id": "mai-20260917-0922-baseline|c117-m4|zai-small|Prowler", "prompt": "c117-m4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "add **Prowler** (CSPM) and **Falco** (runtime) for free"}, {"id": "mai-20260917-0922-baseline|c117-m4|zai-small|Falco", "prompt": "c117-m4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "add **Prowler** (CSPM) and **Falco** (runtime) for free"}, {"id": "mai-20260917-0922-baseline|c117-m4|zai-small|Halo Cloud Secure", "prompt": "c117-m4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Halo Cloud Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Halo Cloud Secure (Best Truly Free Option – Up to 10 Accounts)"}, {"id": "mai-20260917-0922-baseline|c117-m4|zai-small|CloudDefense.AI QINA", "prompt": "c117-m4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "CloudDefense.AI QINA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It’s one of the few truly free CNAPPs with full feature coverage."}, {"id": "mai-20260917-0922-baseline|c117-m4|zai-small|Orca Security", "prompt": "c117-m4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider **Orca Security** or **Wiz** for their generous free tiers"}, {"id": "mai-20260917-0922-baseline|c117-m4|zai-small|Wiz", "prompt": "c117-m4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider **Orca Security** or **Wiz** for their generous free tiers"}, {"id": "mai-20260917-0922-baseline|c117-m4|zai-small|MoreSec CNPP", "prompt": "c117-m4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "MoreSec CNPP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "this is an affordable full-featured option"}, {"id": "mai-20260917-0922-baseline|c117-m5|anthropic-small|SentinelOne", "prompt": "c117-m5", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "only four solutions earned Gartner's Customers' Choice label at the end of 2024: SentinelOne, Sysdig, Trend Micro, and Wiz"}, {"id": "mai-20260917-0922-baseline|c117-m5|anthropic-small|Sysdig", "prompt": "c117-m5", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "only four solutions earned Gartner's Customers' Choice label at the end of 2024: SentinelOne, Sysdig, Trend Micro, and Wiz"}, {"id": "mai-20260917-0922-baseline|c117-m5|anthropic-small|Trend Micro", "prompt": "c117-m5", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "only four solutions earned Gartner's Customers' Choice label at the end of 2024: SentinelOne, Sysdig, Trend Micro, and Wiz"}, {"id": "mai-20260917-0922-baseline|c117-m5|anthropic-small|Wiz", "prompt": "c117-m5", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "only four solutions earned Gartner's Customers' Choice label at the end of 2024: SentinelOne, Sysdig, Trend Micro, and Wiz"}, {"id": "mai-20260917-0922-baseline|c117-m5|deepseek-small|Wiz", "prompt": "c117-m5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leading platforms to consider for a company your size typically include **Wiz, Orca, Prisma Cloud, CrowdStrike, Sysdig, Aqua, and Tenable** — but don't rely on names."}, {"id": "mai-20260917-0922-baseline|c117-m5|deepseek-small|Orca", "prompt": "c117-m5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "typically include **Wiz, Orca, Prisma Cloud, CrowdStrike, Sysdig, Aqua, and Tenable**"}, {"id": "mai-20260917-0922-baseline|c117-m5|deepseek-small|Prisma Cloud", "prompt": "c117-m5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "typically include **Wiz, Orca, Prisma Cloud, CrowdStrike, Sysdig, Aqua, and Tenable**"}, {"id": "mai-20260917-0922-baseline|c117-m5|deepseek-small|CrowdStrike", "prompt": "c117-m5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "typically include **Wiz, Orca, Prisma Cloud, CrowdStrike, Sysdig, Aqua, and Tenable**"}, {"id": "mai-20260917-0922-baseline|c117-m5|deepseek-small|Sysdig", "prompt": "c117-m5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "typically include **Wiz, Orca, Prisma Cloud, CrowdStrike, Sysdig, Aqua, and Tenable**"}, {"id": "mai-20260917-0922-baseline|c117-m5|deepseek-small|Aqua", "prompt": "c117-m5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "typically include **Wiz, Orca, Prisma Cloud, CrowdStrike, Sysdig, Aqua, and Tenable**"}, {"id": "mai-20260917-0922-baseline|c117-m5|deepseek-small|Tenable", "prompt": "c117-m5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "typically include **Wiz, Orca, Prisma Cloud, CrowdStrike, Sysdig, Aqua, and Tenable**"}, {"id": "mai-20260917-0922-baseline|c117-m5|google-small|Wiz", "prompt": "c117-m5", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Extremely popular, pioneered the agentless graph-based approach, and offers great UX. It is incredibly easy to use but tends to be on the pricier end"}, {"id": "mai-20260917-0922-baseline|c117-m5|google-small|Orca Security", "prompt": "c117-m5", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Very strong on data security posture management (DSPM) and attack path analysis, often highly competitive on pricing for mid-market companies."}, {"id": "mai-20260917-0922-baseline|c117-m5|google-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-m5", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consolidating your cloud security with them can make financial and operational sense"}, {"id": "mai-20260917-0922-baseline|c117-m5|google-small|SentinelOne", "prompt": "c117-m5", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already use one of these for Endpoint Detection & Response (EDR), consolidating your cloud security with them can make financial and operational sense"}, {"id": "mai-20260917-0922-baseline|c117-m5|google-small|Cortex Cloud (Palo Alto Networks)", "prompt": "c117-m5", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Cortex Cloud (Palo Alto Networks)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "exceptionally powerful but can sometimes be overly complex and heavy for a 500-person company"}, {"id": "mai-20260917-0922-baseline|c117-m5|meta-small|AccuKnox", "prompt": "c117-m5", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "AccuKnox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The most relevant results are from AccuKnox, TigerGate, D3C Consulting, and Fidelis Security."}, {"id": "mai-20260917-0922-baseline|c117-m5|meta-small|Fidelis Security", "prompt": "c117-m5", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Fidelis Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The most relevant results are from AccuKnox, TigerGate, D3C Consulting, and Fidelis Security."}, {"id": "mai-20260917-0922-baseline|c117-m5|minimax-small|Wiz", "prompt": "c117-m5", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Wiz** – strong agentless correlation, rapid deployment"}, {"id": "mai-20260917-0922-baseline|c117-m5|minimax-small|Microsoft Defender for Cloud", "prompt": "c117-m5", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "good if heavily Azure-aligned"}, {"id": "mai-20260917-0922-baseline|c117-m5|minimax-small|Orca", "prompt": "c117-m5", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "strong agentless, good prioritization"}, {"id": "mai-20260917-0922-baseline|c117-m5|minimax-small|Prisma Cloud", "prompt": "c117-m5", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "broadest capabilities"}, {"id": "mai-20260917-0922-baseline|c117-m5|minimax-small|Sysdig", "prompt": "c117-m5", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strong runtime/container focus"}, {"id": "mai-20260917-0922-baseline|c117-m5|moonshot-small|Wiz", "prompt": "c117-m5", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** | Agentless, graph-based correlation | Fastest time-to-value"}, {"id": "mai-20260917-0922-baseline|c117-m5|moonshot-small|Orca", "prompt": "c117-m5", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Orca Security** | Agentless, good value | Mid-market budgets"}, {"id": "mai-20260917-0922-baseline|c117-m5|moonshot-small|Microsoft Defender for Cloud", "prompt": "c117-m5", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-effective, especially if Azure-heavy | Microsoft shops"}, {"id": "mai-20260917-0922-baseline|c117-m5|moonshot-small|Sysdig", "prompt": "c117-m5", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sysdig** | Runtime depth | Container/Kubernetes-heavy environments"}, {"id": "mai-20260917-0922-baseline|c117-m5|xai-small|Wiz", "prompt": "c117-m5", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-4: Start with agentless leaders (Wiz, Orca)"}, {"id": "mai-20260917-0922-baseline|c117-m5|xai-small|Orca", "prompt": "c117-m5", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with agentless leaders (Wiz, Orca)"}, {"id": "mai-20260917-0922-baseline|c117-m5|xai-small|Microsoft Defender CSPM", "prompt": "c117-m5", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Microsoft Defender CSPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "+ your cloud-native stack (e.g., Defender for Azure-heavy)"}, {"id": "mai-20260917-0922-baseline|c117-m5|xai-small|Prisma Cloud", "prompt": "c117-m5", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vendors like Wiz, Orca, Microsoft Defender CSPM, Prisma Cloud, Sysdig, or Tenable often suit this tier."}, {"id": "mai-20260917-0922-baseline|c117-m5|xai-small|Sysdig", "prompt": "c117-m5", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vendors like Wiz, Orca, Microsoft Defender CSPM, Prisma Cloud, Sysdig, or Tenable often suit this tier."}, {"id": "mai-20260917-0922-baseline|c117-m5|xai-small|Tenable", "prompt": "c117-m5", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vendors like Wiz, Orca, Microsoft Defender CSPM, Prisma Cloud, Sysdig, or Tenable often suit this tier."}, {"id": "mai-20260917-0922-baseline|c117-m5|xai-small|Lacework", "prompt": "c117-m5", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "current tools (e.g., Prisma, Lacework)"}, {"id": "mai-20260917-0922-baseline|c117-m6|alibaba-small|Wiz", "prompt": "c117-m6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "*Be Cautious About:* **Weak Developer Workflow (\"Shift Left\")** ... **Cost Scaling:** ... costs can become opaque and exorbitant."}, {"id": "mai-20260917-0922-baseline|c117-m6|alibaba-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c117-m6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be Cautious About: Operational Overhead (The \"Heavy\" Factor) ... Complexity: The interface is dense and difficult to navigate"}, {"id": "mai-20260917-0922-baseline|c117-m6|alibaba-small|Aqua Security", "prompt": "c117-m6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "these require a dedicated security ops team to maintain"}, {"id": "mai-20260917-0922-baseline|c117-m6|alibaba-small|Lacework", "prompt": "c117-m6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Lacework", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "*Status:* **Likely Avoid.**"}, {"id": "mai-20260917-0922-baseline|c117-m6|alibaba-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-m6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The \"Jack of All Trades\" Risk ... not yet considered as mature or comprehensive"}, {"id": "mai-20260917-0922-baseline|c117-m6|alibaba-small|Snyk", "prompt": "c117-m6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "not as granular or accurate as specialized tools like Snyk or Checkmarx"}, {"id": "mai-20260917-0922-baseline|c117-m6|alibaba-small|Checkmarx", "prompt": "c117-m6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specialized tools like Snyk or Checkmarx"}, {"id": "mai-20260917-0922-baseline|c117-m6|alibaba-small|AWS Security Hub", "prompt": "c117-m6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "AWS Security Hub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid relying exclusively on **AWS Security Hub**, **Azure Defender**, or **Google Security Command Center** as your primary CNAPP."}, {"id": "mai-20260917-0922-baseline|c117-m6|alibaba-small|Azure Defender", "prompt": "c117-m6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Azure Defender", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid relying exclusively on **AWS Security Hub**, **Azure Defender**, or **Google Security Command Center** as your primary CNAPP."}, {"id": "mai-20260917-0922-baseline|c117-m6|alibaba-small|Google Security Command Center", "prompt": "c117-m6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Google Security Command Center", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid relying exclusively on ... **Google Security Command Center** as your primary CNAPP."}, {"id": "mai-20260917-0922-baseline|c117-m6|alibaba-small|Orca Security", "prompt": "c117-m6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "| **Speed & Simplicity** | Wiz, Orca Security |"}, {"id": "mai-20260917-0922-baseline|c117-m6|alibaba-small|Sysdig", "prompt": "c117-m6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "| **Deep Container/K8s Control** | Prisma Cloud, Aqua, Sysdig |"}, {"id": "mai-20260917-0922-baseline|c117-m6|alibaba-small|Amazon (Guard Duty)", "prompt": "c117-m6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Amazon (Guard Duty)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "| **Existing Customer Ecosystem**| Palo Alto (Prisma), Amazon (Guard Duty) |"}, {"id": "mai-20260917-0922-baseline|c117-m6|deepseek-small|Lacework (now FortiCNAPP, acquired by Fortinet)", "prompt": "c117-m6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Lacework (now FortiCNAPP, acquired by Fortinet)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "I'd flag **Lacework/FortiCNAPP** and **Aqua** as the two with the most documented dissatisfaction"}, {"id": "mai-20260917-0922-baseline|c117-m6|deepseek-small|Aqua Security", "prompt": "c117-m6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "I'd flag **Lacework/FortiCNAPP** and **Aqua** as the two with the most documented dissatisfaction"}, {"id": "mai-20260917-0922-baseline|c117-m6|deepseek-small|Wiz", "prompt": "c117-m6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "advise treating **any recently-acquired vendor** (notably Wiz/Google) as a vendor-risk event that triggers a procurement and posture review"}, {"id": "mai-20260917-0922-baseline|c117-m6|deepseek-small|Orca", "prompt": "c117-m6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sysdig, Wiz, Orca, and Upwind show up most positively in practitioner discussions"}, {"id": "mai-20260917-0922-baseline|c117-m6|deepseek-small|SentinelOne", "prompt": "c117-m6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consistently earn **Gartner Customers' Choice** with 96\\u201399% willingness-to-recommend"}, {"id": "mai-20260917-0922-baseline|c117-m6|deepseek-small|Sysdig", "prompt": "c117-m6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The four vendors that consistently earn **Gartner Customers' Choice** ... **SentinelOne, Sysdig, Trend Micro, and Wiz**"}, {"id": "mai-20260917-0922-baseline|c117-m6|deepseek-small|Trend Micro", "prompt": "c117-m6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consistently earn **Gartner Customers' Choice** with 96\\u201399% willingness-to-recommend"}, {"id": "mai-20260917-0922-baseline|c117-m6|deepseek-small|Upwind", "prompt": "c117-m6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Upwind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Sysdig, Wiz, Orca, and Upwind show up most positively in practitioner discussions"}, {"id": "mai-20260917-0922-baseline|c117-m6|google-small|Palo Alto Networks’ Prisma Cloud (which they rebranded/merged into Cortex Cloud)", "prompt": "c117-m6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Palo Alto Networks’ Prisma Cloud (which they rebranded/merged into Cortex Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "has suffered from this \"franken-suite\" reputation ... users still frequently cite a steep learning curve, disjointed reporting, and complex backend workflows"}, {"id": "mai-20260917-0922-baseline|c117-m6|google-small|Wiz", "prompt": "c117-m6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "If you are looking at standard, agentless-only deployments of **Wiz** or **Orca** but your main concern is blocking live container escapes or data exfiltration, be very cautious."}, {"id": "mai-20260917-0922-baseline|c117-m6|google-small|Orca", "prompt": "c117-m6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "agentless-only deployments of **Wiz** or **Orca** ... be very cautious"}, {"id": "mai-20260917-0922-baseline|c117-m6|google-small|Sysdig", "prompt": "c117-m6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you need a platform that integrates lightweight agents or eBPF ... (such as **Sysdig**, **Aqua**, or **CrowdStrike**)"}, {"id": "mai-20260917-0922-baseline|c117-m6|google-small|Aqua", "prompt": "c117-m6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Aqua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "such as **Sysdig**, **Aqua**, or **CrowdStrike**"}, {"id": "mai-20260917-0922-baseline|c117-m6|google-small|CrowdStrike", "prompt": "c117-m6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "such as **Sysdig**, **Aqua**, or **CrowdStrike**"}, {"id": "mai-20260917-0922-baseline|c117-m6|google-small|Lacework", "prompt": "c117-m6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Lacework", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "If you are looking at Lacework, exercise caution and ensure you aren't being forced into buying Fortinet's broader, network-heavy Security Fabric"}, {"id": "mai-20260917-0922-baseline|c117-m6|moonshot-small|Wiz", "prompt": "c117-m6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Wiz under Google ownership now carries distinct competitive-neutrality risk"}, {"id": "mai-20260917-0922-baseline|c117-m6|moonshot-small|Palo Alto Prisma Cloud", "prompt": "c117-m6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution: Complexity & Pricing Friction ... Credit-based pricing that is opaque and difficult to forecast"}, {"id": "mai-20260917-0922-baseline|c117-m6|moonshot-small|Microsoft Defender for Cloud", "prompt": "c117-m6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Hyperscaler-Native CNAPPs — Caution: Multi-Cloud Bias ... optimized for their own clouds"}, {"id": "mai-20260917-0922-baseline|c117-m6|moonshot-small|AWS Security Hub/GuardDuty", "prompt": "c117-m6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "AWS Security Hub/GuardDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "They are optimized for their own clouds and often treat multi-cloud as second-class."}, {"id": "mai-20260917-0922-baseline|c117-m6|moonshot-small|Google Security Command Center", "prompt": "c117-m6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Google Security Command Center", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Incentive misalignment: They are optimized for their own clouds"}, {"id": "mai-20260917-0922-baseline|c117-m6|moonshot-small|Orca", "prompt": "c117-m6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Wiz, Prisma, Orca, and CrowdStrike are all leaders for good reason"}, {"id": "mai-20260917-0922-baseline|c117-m6|moonshot-small|CrowdStrike", "prompt": "c117-m6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Wiz, Prisma, Orca, and CrowdStrike are all leaders for good reason"}, {"id": "mai-20260917-0922-baseline|c117-m6|openai-small|Aqua CNAPP", "prompt": "c117-m6", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Aqua CNAPP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "reviewers note complexity, onboarding/tuning/scaling friction, and limitations in static image scanning in some deployments"}, {"id": "mai-20260917-0922-baseline|c117-m6|openai-small|Wiz CNAPP", "prompt": "c117-m6", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz CNAPP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "peer feedback mentions **high licensing cost**, **limited runtime protection compared with full CWPP/EDR**"}, {"id": "mai-20260917-0922-baseline|c117-m6|openai-small|Microsoft Defender for Cloud Apps", "prompt": "c117-m6", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Microsoft Defender for Cloud Apps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Microsoft documents explicit **known limitations**, including file-size limits for session policies"}, {"id": "mai-20260917-0922-baseline|c117-m6|xai-small|Aqua Security", "prompt": "c117-m6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Aqua Security**: Low customer recommendation (61% willingness per Techzine reviews). Complaints include incomplete risk correlation and weaker runtime protection"}, {"id": "mai-20260917-0922-baseline|c117-m6|xai-small|Lacework (now Fortinet)", "prompt": "c117-m6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Lacework (now Fortinet)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Post-Fortinet buyout, users report alert surges (3x+), unclear roadmaps, and reduced actionable insights"}, {"id": "mai-20260917-0922-baseline|c117-m6|xai-small|Wiz", "prompt": "c117-m6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Prioritize Leaders with Proof**: Test Wiz, Orca Security, Palo Alto Prisma Cloud, or AccuKnox via POCs"}, {"id": "mai-20260917-0922-baseline|c117-m6|xai-small|Orca Security", "prompt": "c117-m6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Test Wiz, Orca Security, Palo Alto Prisma Cloud, or AccuKnox via POCs focusing on your stack. They score high"}, {"id": "mai-20260917-0922-baseline|c117-m6|xai-small|Palo Alto Prisma Cloud", "prompt": "c117-m6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Test Wiz, Orca Security, Palo Alto Prisma Cloud, or AccuKnox via POCs focusing on your stack"}, {"id": "mai-20260917-0922-baseline|c117-m6|xai-small|AccuKnox", "prompt": "c117-m6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "AccuKnox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Test Wiz, Orca Security, Palo Alto Prisma Cloud, or AccuKnox via POCs focusing on your stack"}, {"id": "mai-20260917-0922-baseline|c117-m6|zai-small|Wiz", "prompt": "c117-m6", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "highlight the $32 billion acquisition of Wiz by Google as a major risk factor... treat such consolidation as a \"material vendor risk\"... Wiz is often praised for its attack-path visualization"}, {"id": "mai-20260917-0922-baseline|c117-m6|zai-small|Prisma Cloud", "prompt": "c117-m6", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Prisma Cloud for breadth"}, {"id": "mai-20260917-0922-baseline|c117-s1|alibaba-small|Aikido Security", "prompt": "c117-s1", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Value & Developer-Centric Choice: **Aikido Security**"}, {"id": "mai-20260917-0922-baseline|c117-s1|alibaba-small|Microsoft Defender for Cloud", "prompt": "c117-s1", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best If You Are Heavy on Azure: **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c117-s1|alibaba-small|Wiz", "prompt": "c117-s1", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wiz** if you have budget and need immediate, broad multi-cloud visibility"}, {"id": "mai-20260917-0922-baseline|c117-s1|alibaba-small|Palo Alto Networks Prisma Cloud", "prompt": "c117-s1", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Can be overwhelming for small teams; pricing is complex and often pricey for small deployments."}, {"id": "mai-20260917-0922-baseline|c117-s1|alibaba-small|Orca Security", "prompt": "c117-s1", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Orca offers competitive agentless pricing"}, {"id": "mai-20260917-0922-baseline|c117-s1|alibaba-small|Lacework", "prompt": "c117-s1", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tools like **Orca Security** or **Lacework** offer lighter, faster entry points."}, {"id": "mai-20260917-0922-baseline|c117-s1|alibaba-small|AWS Security Hub", "prompt": "c117-s1", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "AWS Security Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Use **Microsoft Defender for Cloud's free tier** or **AWS Security Hub** basics"}, {"id": "mai-20260917-0922-baseline|c117-s1|anthropic-small|CloudMatos", "prompt": "c117-s1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "CloudMatos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **CloudMatos** or **Lightspin** for their SMB-focused approach"}, {"id": "mai-20260917-0922-baseline|c117-s1|anthropic-small|Lacework", "prompt": "c117-s1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Lacework and Lightspin are particularly good options for small to medium-sized businesses"}, {"id": "mai-20260917-0922-baseline|c117-s1|anthropic-small|Lightspin", "prompt": "c117-s1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Lightspin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **CloudMatos** or **Lightspin** for their SMB-focused approach"}, {"id": "mai-20260917-0922-baseline|c117-s1|anthropic-small|Zscaler Posture Control", "prompt": "c117-s1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Zscaler Posture Control", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zscaler Posture Control suits any business that uses or manages cloud systems"}, {"id": "mai-20260917-0922-baseline|c117-s1|anthropic-small|Microsoft Defender for Cloud", "prompt": "c117-s1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "using a **free tier** from **Microsoft Defender for Cloud** to test before investing"}, {"id": "mai-20260917-0922-baseline|c117-s1|anthropic-small|Prowler", "prompt": "c117-s1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "foundational tier plus open-source Prowler/Falco covers posture and runtime at no cost"}, {"id": "mai-20260917-0922-baseline|c117-s1|anthropic-small|Falco", "prompt": "c117-s1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "open-source Prowler/Falco covers posture and runtime at no cost"}, {"id": "mai-20260917-0922-baseline|c117-s1|anthropic-small|Sweet Security", "prompt": "c117-s1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sweet Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "options to graduate to Sweet Security or Orca when findings outpace triage"}, {"id": "mai-20260917-0922-baseline|c117-s1|anthropic-small|Orca", "prompt": "c117-s1", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "options to graduate to Sweet Security or Orca when findings outpace triage"}, {"id": "mai-20260917-0922-baseline|c117-s1|challenger-small|Aikido Security", "prompt": "c117-s1", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with Aikido Security"}, {"id": "mai-20260917-0922-baseline|c117-s1|challenger-small|Orca Security", "prompt": "c117-s1", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want strong agentless simplicity and prioritization with minimal operational overhead"}, {"id": "mai-20260917-0922-baseline|c117-s1|challenger-small|Microsoft Defender for Cloud", "prompt": "c117-s1", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "choose Defender for Cloud instead if you are primarily on Azure"}, {"id": "mai-20260917-0922-baseline|c117-s1|challenger-small|Wiz", "prompt": "c117-s1", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it is often more than a very small company needs"}, {"id": "mai-20260917-0922-baseline|c117-s1|deepseek-small|Wiz", "prompt": "c117-s1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Wiz/Orca/Prisma unless you have specific compliance or multi-cloud-at-scale requirements that justify the enterprise price."}, {"id": "mai-20260917-0922-baseline|c117-s1|deepseek-small|Orca", "prompt": "c117-s1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Wiz/Orca/Prisma unless you have specific compliance or multi-cloud-at-scale requirements"}, {"id": "mai-20260917-0922-baseline|c117-s1|deepseek-small|Palo Alto Prisma Cloud", "prompt": "c117-s1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "generally **overkill and overpriced**"}, {"id": "mai-20260917-0922-baseline|c117-s1|deepseek-small|Microsoft Defender for Cloud", "prompt": "c117-s1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Microsoft Defender for Cloud (free tier → pay-as-you-go)** is the best CNAPP"}, {"id": "mai-20260917-0922-baseline|c117-s1|deepseek-small|Sysdig", "prompt": "c117-s1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "with **Sysdig** as the strong alternative if your stack is Kubernetes-centric"}, {"id": "mai-20260917-0922-baseline|c117-s1|deepseek-small|Upwind", "prompt": "c117-s1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Upwind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "challengers with runtime-first pricing"}, {"id": "mai-20260917-0922-baseline|c117-s1|deepseek-small|Sweet Security", "prompt": "c117-s1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sweet Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sweet is explicitly geared to **startup-to-mid** teams"}, {"id": "mai-20260917-0922-baseline|c117-s1|deepseek-small|Prowler", "prompt": "c117-s1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "plus a free OSS tool (**Prowler** for posture, **Falco** for runtime) often covers you at **$0**"}, {"id": "mai-20260917-0922-baseline|c117-s1|deepseek-small|Falco", "prompt": "c117-s1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Falco** for runtime) often covers you at **$0**"}, {"id": "mai-20260917-0922-baseline|c117-s1|deepseek-small|AWS Security Hub + GuardDuty", "prompt": "c117-s1", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "AWS Security Hub + GuardDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you're AWS-heavy, AWS Security Hub + GuardDuty may be a cheaper native path"}, {"id": "mai-20260917-0922-baseline|c117-s1|google-small|Aikido Security", "prompt": "c117-s1", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small & Dev-Led B2B Teams: **Aikido Security**"}, {"id": "mai-20260917-0922-baseline|c117-s1|google-small|Wiz (via Wiz Essential)", "prompt": "c117-s1", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz (via Wiz Essential)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best \"Gold Standard\" for Dedicated Security Teams: **Wiz (via Wiz Essential)**"}, {"id": "mai-20260917-0922-baseline|c117-s1|google-small|Orca Security", "prompt": "c117-s1", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Agentless\" Alternative with Deep Risk Scoring: **Orca Security**"}, {"id": "mai-20260917-0922-baseline|c117-s1|google-small|Microsoft Defender for Cloud", "prompt": "c117-s1", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft/Azure-Heavy Teams: **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c117-s1|meta-small|Defender for Cloud", "prompt": "c117-s1", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Defender for Cloud's foundational tier plus OSS Prowler/Falco, which is free for startups with under 100 cloud workloads."}, {"id": "mai-20260917-0922-baseline|c117-s1|meta-small|Prowler", "prompt": "c117-s1", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Defender for Cloud's foundational tier plus OSS Prowler/Falco"}, {"id": "mai-20260917-0922-baseline|c117-s1|meta-small|Falco", "prompt": "c117-s1", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Defender for Cloud's foundational tier plus OSS Prowler/Falco"}, {"id": "mai-20260917-0922-baseline|c117-s1|meta-small|Runecast", "prompt": "c117-s1", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Runecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runecast, an enterprise CNAPP platform that enables a proactive approach to ITOM, CSPM, and compliance."}, {"id": "mai-20260917-0922-baseline|c117-s1|minimax-small|Microsoft Defender for Cloud", "prompt": "c117-s1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Microsoft Defender for Cloud** (Best Value)"}, {"id": "mai-20260917-0922-baseline|c117-s1|minimax-small|Wiz", "prompt": "c117-s1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Wiz** (Best for Growth)"}, {"id": "mai-20260917-0922-baseline|c117-s1|minimax-small|Prisma Cloud", "prompt": "c117-s1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Prisma Cloud** (Palo Alto Networks)"}, {"id": "mai-20260917-0922-baseline|c117-s1|minimax-small|Lacework", "prompt": "c117-s1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Lacework", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Strengths**: Strong automated compliance, polygraph technology"}, {"id": "mai-20260917-0922-baseline|c117-s1|minimax-small|Runecast", "prompt": "c117-s1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Runecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. **Runecast** (Best for Small Business)"}, {"id": "mai-20260917-0922-baseline|c117-s1|minimax-small|Prowler", "prompt": "c117-s1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "open-source tools (Prowler/Falco)"}, {"id": "mai-20260917-0922-baseline|c117-s1|minimax-small|Falco", "prompt": "c117-s1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "open-source tools (Prowler/Falco)"}, {"id": "mai-20260917-0922-baseline|c117-s1|minimax-small|AWS GuardDuty", "prompt": "c117-s1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "AWS GuardDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "cloud-native security tools built into their cloud provider (AWS GuardDuty, Azure Security Center, etc.)"}, {"id": "mai-20260917-0922-baseline|c117-s1|minimax-small|Azure Security Center", "prompt": "c117-s1", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Azure Security Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "(AWS GuardDuty, Azure Security Center, etc.) and add point solutions as needed"}, {"id": "mai-20260917-0922-baseline|c117-s1|mistral-small|Microsoft Defender for Cloud (Foundational Tier)", "prompt": "c117-s1", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud (Foundational Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Cloud’s foundational tier** is the best starting point due to its free tier and comprehensive features"}, {"id": "mai-20260917-0922-baseline|c117-s1|mistral-small|Prowler", "prompt": "c117-s1", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Can be enhanced with open-source tools like Prowler and Falco for additional security layers at minimal cost."}, {"id": "mai-20260917-0922-baseline|c117-s1|mistral-small|Falco", "prompt": "c117-s1", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Can be enhanced with open-source tools like Prowler and Falco for additional security layers at minimal cost."}, {"id": "mai-20260917-0922-baseline|c117-s1|mistral-small|Runecast", "prompt": "c117-s1", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Runecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Runecast** or **Aikido Security** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c117-s1|mistral-small|Aikido Security", "prompt": "c117-s1", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Runecast** or **Aikido Security** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c117-s1|moonshot-small|Microsoft Defender for Cloud", "prompt": "c117-s1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Microsoft Defender for Cloud** — Best Free Starting Point ... Just starting / tight budget | Microsoft Defender for Cloud (free tier)"}, {"id": "mai-20260917-0922-baseline|c117-s1|moonshot-small|Orca Security", "prompt": "c117-s1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Growing, need more coverage | Orca Security or Aikido Security"}, {"id": "mai-20260917-0922-baseline|c117-s1|moonshot-small|Aikido Security", "prompt": "c117-s1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Developer-centric team** | Aikido Security"}, {"id": "mai-20260917-0922-baseline|c117-s1|moonshot-small|Sweet Security", "prompt": "c117-s1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sweet Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Sweet Security** — Best Runtime-First Economics"}, {"id": "mai-20260917-0922-baseline|c117-s1|moonshot-small|Wiz", "prompt": "c117-s1", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Small teams should prioritize agentless (Orca, Wiz, Microsoft)"}, {"id": "mai-20260917-0922-baseline|c117-s1|openai-small|Wiz", "prompt": "c117-s1", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually start with **Wiz** or **Orca**"}, {"id": "mai-20260917-0922-baseline|c117-s1|openai-small|Orca Security", "prompt": "c117-s1", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "with a slight lean toward **Orca** if you are especially sensitive to deployment simplicity"}, {"id": "mai-20260917-0922-baseline|c117-s1|openai-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-s1", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "it may be a better fit when you want cloud security as part of a larger endpoint/security stack"}, {"id": "mai-20260917-0922-baseline|c117-s1|xai-small|Microsoft Defender for Cloud", "prompt": "c117-s1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: Microsoft Defender for Cloud (Free Tier Start)**"}, {"id": "mai-20260917-0922-baseline|c117-s1|xai-small|Aikido Security", "prompt": "c117-s1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Free/Low-Cost Alternative: Aikido Security**"}, {"id": "mai-20260917-0922-baseline|c117-s1|xai-small|Wiz", "prompt": "c117-s1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Agentless, top attack path prioritization, fast deploy | Trial; ~$24K/year for 100 workloads"}, {"id": "mai-20260917-0922-baseline|c117-s1|xai-small|Orca Security", "prompt": "c117-s1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "~$7K/month small pack (too high for most small B2B)"}, {"id": "mai-20260917-0922-baseline|c117-s1|xai-small|FortiCNAPP", "prompt": "c117-s1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "FortiCNAPP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good reviews from small biz users (44% of PeerSpot), flexible licensing"}, {"id": "mai-20260917-0922-baseline|c117-s1|xai-small|Sweet Security", "prompt": "c117-s1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sweet Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Trial; ~$50K/year for 100 workloads | K8s-heavy runtime focus | 3.95/5"}, {"id": "mai-20260917-0922-baseline|c117-s1|xai-small|Trivy", "prompt": "c117-s1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Defender for Cloud + open-source like Trivy (scanning) or Falco (runtime) for 80% coverage at $0"}, {"id": "mai-20260917-0922-baseline|c117-s1|xai-small|Falco", "prompt": "c117-s1", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "open-source like Trivy (scanning) or Falco (runtime) for 80% coverage at $0"}, {"id": "mai-20260917-0922-baseline|c117-s1|zai-small|Microsoft Defender for Cloud", "prompt": "c117-s1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Cloud** – best if you’re Azure‑heavy ... and want a free baseline with predictable per‑resource pricing."}, {"id": "mai-20260917-0922-baseline|c117-s1|zai-small|Orca Security", "prompt": "c117-s1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Orca Security** – best if you want fast, agentless setup and strong CSPM + DSPM at a mid‑market price point."}, {"id": "mai-20260917-0922-baseline|c117-s1|zai-small|Aikido Security", "prompt": "c117-s1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a truly low‑cost, “free‑tier‑plus” solution with a small team"}, {"id": "mai-20260917-0922-baseline|c117-s1|zai-small|Sweet Security", "prompt": "c117-s1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you care most about runtime‑first detection and want a startup‑friendly pricing model"}, {"id": "mai-20260917-0922-baseline|c117-s1|zai-small|Wiz", "prompt": "c117-s1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Wiz or Prisma Cloud, but expect higher costs and more operational complexity."}, {"id": "mai-20260917-0922-baseline|c117-s1|zai-small|Prisma Cloud", "prompt": "c117-s1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Wiz or Prisma Cloud, but expect higher costs and more operational complexity."}, {"id": "mai-20260917-0922-baseline|c117-s1|zai-small|Prowler", "prompt": "c117-s1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Prowler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Microsoft Defender for Cloud + OSS tools (Prowler, Falco) can be a strong free‑plus‑paid combo."}, {"id": "mai-20260917-0922-baseline|c117-s1|zai-small|Falco", "prompt": "c117-s1", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "OSS tools (Prowler, Falco) can be a strong free‑plus‑paid combo"}, {"id": "mai-20260917-0922-baseline|c117-s2|alibaba-small|Wiz", "prompt": "c117-s2", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz (Top Recommendation)\nWiz is currently the market favorite for exactly this use case."}, {"id": "mai-20260917-0922-baseline|c117-s2|alibaba-small|Orca Security", "prompt": "c117-s2", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Orca is Wiz's primary competitor and operates on a similar agentless model."}, {"id": "mai-20260917-0922-baseline|c117-s2|alibaba-small|Microsoft Defender for Cloud", "prompt": "c117-s2", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your business runs primarily on Microsoft Azure or Office 365... it adds CNAPP capabilities"}, {"id": "mai-20260917-0922-baseline|c117-s2|alibaba-small|Snyk", "prompt": "c117-s2", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you might prefer **Snyk**... Snyk now includes CSPM (Cloud Security Posture Management)."}, {"id": "mai-20260917-0922-baseline|c117-s2|anthropic-small|Snyk", "prompt": "c117-s2", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Snyk** or **Aqua Security** if you're budget-conscious"}, {"id": "mai-20260917-0922-baseline|c117-s2|anthropic-small|Aqua Security", "prompt": "c117-s2", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Snyk** or **Aqua Security** if you're budget-conscious"}, {"id": "mai-20260917-0922-baseline|c117-s2|anthropic-small|Twistlock/Palo Alto Prisma Cloud", "prompt": "c117-s2", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Twistlock/Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More enterprise-focused but has scalable options"}, {"id": "mai-20260917-0922-baseline|c117-s2|anthropic-small|Sysdig", "prompt": "c117-s2", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers both runtime security and compliance monitoring"}, {"id": "mai-20260917-0922-baseline|c117-s2|anthropic-small|Lacework", "prompt": "c117-s2", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud security posture management with workload protection"}, {"id": "mai-20260917-0922-baseline|c117-s2|challenger-small|Aikido Security", "prompt": "c117-s2", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Aikido Security** as the first CNAPP to evaluate"}, {"id": "mai-20260917-0922-baseline|c117-s2|challenger-small|Orca Security", "prompt": "c117-s2", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Orca Security** as the main alternative if you want a more security-focused, agentless platform"}, {"id": "mai-20260917-0922-baseline|c117-s2|challenger-small|Microsoft Defender for Cloud", "prompt": "c117-s2", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "credible option if you are already standardized on Microsoft ... but it is positioned more as a full enterprise security platform than a small-business-first choice"}, {"id": "mai-20260917-0922-baseline|c117-s2|deepseek-small|Aikido Security", "prompt": "c117-s2", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Pick: **Aikido Security**"}, {"id": "mai-20260917-0922-baseline|c117-s2|deepseek-small|Orca Security", "prompt": "c117-s2", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**pricing is enterprise-grade**, so it's typically overkill for a small B2B"}, {"id": "mai-20260917-0922-baseline|c117-s2|deepseek-small|Microsoft Defender for Cloud", "prompt": "c117-s2", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great value, but more complex and best if you're already in the Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c117-s2|deepseek-small|Wiz", "prompt": "c117-s2", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "without the cost and complexity of enterprise CNAPPs like Wiz or Orca"}, {"id": "mai-20260917-0922-baseline|c117-s2|google-small|Aikido Security", "prompt": "c117-s2", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your small business has developers double-hatting as security engineers and a tight budget, Aikido is the strongest recommendation."}, {"id": "mai-20260917-0922-baseline|c117-s2|google-small|Wiz (Wiz Essential)", "prompt": "c117-s2", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz (Wiz Essential)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Enterprise Credibility & \"Trust\" Deals: **Wiz (Wiz Essential)**"}, {"id": "mai-20260917-0922-baseline|c117-s2|google-small|Orca Security", "prompt": "c117-s2", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Middle-Ground for Agentless Depth: **Orca Security**"}, {"id": "mai-20260917-0922-baseline|c117-s2|google-small|Microsoft Defender for Cloud", "prompt": "c117-s2", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Honorable Mention: **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c117-s2|meta-small|Microsoft Defender for Cloud", "prompt": "c117-s2", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Cloud is a good option for small businesses, as it is a comprehensive CNAPP that supports multicloud and hybrid environments"}, {"id": "mai-20260917-0922-baseline|c117-s2|meta-small|Sysdig", "prompt": "c117-s2", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sysdig is another good option, as it provides continuous visibility into the entire cloud estate"}, {"id": "mai-20260917-0922-baseline|c117-s2|meta-small|Rapid7 (InsightCloudSec)", "prompt": "c117-s2", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Rapid7 (InsightCloudSec)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top CNAPP platforms for small businesses include: ... 3. Rapid7 (InsightCloudSec)"}, {"id": "mai-20260917-0922-baseline|c117-s2|meta-small|Sweet Security", "prompt": "c117-s2", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sweet Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Sweet Security"}, {"id": "mai-20260917-0922-baseline|c117-s2|meta-small|Data Theorem", "prompt": "c117-s2", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Data Theorem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Data Theorem"}, {"id": "mai-20260917-0922-baseline|c117-s2|minimax-small|Microsoft Defender for Cloud", "prompt": "c117-s2", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Microsoft Defender for Cloud** as the top choice for a small B2B business"}, {"id": "mai-20260917-0922-baseline|c117-s2|minimax-small|Orca Security", "prompt": "c117-s2", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Orca Security** - Known for agentless simplicity, good UI"}, {"id": "mai-20260917-0922-baseline|c117-s2|minimax-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-s2", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CrowdStrike Falcon Cloud Security** - Strong runtime protection"}, {"id": "mai-20260917-0922-baseline|c117-s2|minimax-small|Lacework", "prompt": "c117-s2", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Lacework", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lacework** - Good for container security"}, {"id": "mai-20260917-0922-baseline|c117-s2|moonshot-small|Aikido Security", "prompt": "c117-s2", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick: Aikido Security**"}, {"id": "mai-20260917-0922-baseline|c117-s2|moonshot-small|Microsoft Defender for Cloud", "prompt": "c117-s2", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### **Runner-Up: Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c117-s2|moonshot-small|Wiz", "prompt": "c117-s2", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to Avoid (For Now) ... **Wiz** | Enterprise-focused; contracts start ~$24K/year"}, {"id": "mai-20260917-0922-baseline|c117-s2|moonshot-small|Orca Security", "prompt": "c117-s2", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Orca Security** | Enterprise-only; typical contracts $36K-$60K/year"}, {"id": "mai-20260917-0922-baseline|c117-s2|moonshot-small|Prisma Cloud (Palo Alto)", "prompt": "c117-s2", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Prisma Cloud (Palo Alto)** | Complex, heavy operational overhead"}, {"id": "mai-20260917-0922-baseline|c117-s2|moonshot-small|CrowdStrike Falcon Cloud", "prompt": "c117-s2", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**CrowdStrike Falcon Cloud** | Better suited if you already use their EDR"}, {"id": "mai-20260917-0922-baseline|c117-s2|openai-small|Microsoft Defender for Cloud", "prompt": "c117-s2", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Microsoft Defender for Cloud** as the first CNAPP to evaluate"}, {"id": "mai-20260917-0922-baseline|c117-s2|openai-small|Orca Security", "prompt": "c117-s2", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Orca Security** if you're AWS-heavy and want strong cloud risk visibility"}, {"id": "mai-20260917-0922-baseline|c117-s2|openai-small|Uptycs", "prompt": "c117-s2", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Uptycs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Uptycs** if you want deeper engineering/security workflows and are comfortable with custom pricing"}, {"id": "mai-20260917-0922-baseline|c117-s2|xai-small|Microsoft Defender for Cloud", "prompt": "c117-s2", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend starting with Microsoft Defender for Cloud."}, {"id": "mai-20260917-0922-baseline|c117-s2|xai-small|Orca Security", "prompt": "c117-s2", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Orca Security at $36k+/year minimum ... Too pricey for small scale"}, {"id": "mai-20260917-0922-baseline|c117-s2|xai-small|Wiz", "prompt": "c117-s2", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-oriented costs"}, {"id": "mai-20260917-0922-baseline|c117-s2|xai-small|Sysdig Secure", "prompt": "c117-s2", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Sysdig Secure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "No free tier, container-centric"}, {"id": "mai-20260917-0922-baseline|c117-s2|xai-small|Aqua", "prompt": "c117-s2", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Wiz/Sysdig/Aqua at $50k+ ACV"}, {"id": "mai-20260917-0922-baseline|c117-s2|xai-small|Aikido Security", "prompt": "c117-s2", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Dev-focused, shift-left | Free tier (2 users/10 repos)"}, {"id": "mai-20260917-0922-baseline|c117-s2|zai-small|Wiz", "prompt": "c117-s2", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "dedicated CNAPPs (like Wiz or Prisma Cloud) are generally **too expensive**"}, {"id": "mai-20260917-0922-baseline|c117-s2|zai-small|Prisma Cloud", "prompt": "c117-s2", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "dedicated CNAPPs (like Wiz or Prisma Cloud) are generally **too expensive**"}, {"id": "mai-20260917-0922-baseline|c117-s2|zai-small|Microsoft Defender for Cloud", "prompt": "c117-s2", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Microsoft Defender for Cloud**. It provides 80% of the security value needed"}, {"id": "mai-20260917-0922-baseline|c117-s2|zai-small|Orca Security", "prompt": "c117-s2", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a dedicated, standalone tool ... **Orca Security** is the most suitable for a small team."}, {"id": "mai-20260917-0922-baseline|c117-s3|alibaba-small|Wiz", "prompt": "c117-s3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz has become the go-to recommendation for startups and SMBs because it offers the fastest time-to-value."}, {"id": "mai-20260917-0922-baseline|c117-s3|alibaba-small|Orca Security", "prompt": "c117-s3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Orca is Wiz's main competitor and generally positions itself slightly more affordably"}, {"id": "mai-20260917-0922-baseline|c117-s3|alibaba-small|Microsoft Defender for Cloud", "prompt": "c117-s3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Microsoft Defender for Cloud if you are an all-Azure shop and want the easiest, cheapest path to compliance."}, {"id": "mai-20260917-0922-baseline|c117-s3|alibaba-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c117-s3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Steeper learning curve. You may find yourself overwhelmed with the sheer volume of settings available."}, {"id": "mai-20260917-0922-baseline|c117-s3|alibaba-small|Snyk", "prompt": "c117-s3", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Snyk if your biggest security issue is actually leaking credentials and vulnerabilities hidden in your code repositories"}, {"id": "mai-20260917-0922-baseline|c117-s3|anthropic-small|Wiz", "prompt": "c117-s3", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It earned the highest score in the Forrester Wave for CNAPP in Q1 2026 and is fast to stand up and unusually good at cutting alert noise."}, {"id": "mai-20260917-0922-baseline|c117-s3|anthropic-small|Sysdig", "prompt": "c117-s3", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most widely cited for Kubernetes and container-heavy environments due to eBPF sensors for in-kernel runtime detection."}, {"id": "mai-20260917-0922-baseline|c117-s3|anthropic-small|Microsoft Defender for Cloud", "prompt": "c117-s3", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Azure-heavy and Microsoft-standardized teams, especially in regulated sectors."}, {"id": "mai-20260917-0922-baseline|c117-s3|anthropic-small|Tenable Cloud Security", "prompt": "c117-s3", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Well suited for CIEM-first programs with identity-first CNAPP"}, {"id": "mai-20260917-0922-baseline|c117-s3|anthropic-small|Orca", "prompt": "c117-s3", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Agentless (Wiz, Orca) wins coverage speed and posture"}, {"id": "mai-20260917-0922-baseline|c117-s3|anthropic-small|Sweet", "prompt": "c117-s3", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sweet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "runtime (Sysdig, Sweet) wins live detection and in-use prioritization"}, {"id": "mai-20260917-0922-baseline|c117-s3|challenger-small|Wiz", "prompt": "c117-s3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Wiz** if you want the strongest overall visibility and prioritization with minimal operational overhead."}, {"id": "mai-20260917-0922-baseline|c117-s3|challenger-small|Orca Security", "prompt": "c117-s3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Orca** if you want the simplest agentless rollout and broad coverage without deploying agents."}, {"id": "mai-20260917-0922-baseline|c117-s3|challenger-small|Microsoft Defender for Cloud", "prompt": "c117-s3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Defender for Cloud** if you are mostly on Azure and want native integration/economics."}, {"id": "mai-20260917-0922-baseline|c117-s3|challenger-small|Aikido Security", "prompt": "c117-s3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Aikido** if you are a very small team and want something developer-friendly with a lower-friction entry point."}, {"id": "mai-20260917-0922-baseline|c117-s3|challenger-small|Sysdig", "prompt": "c117-s3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Sysdig or Aqua** if runtime or Kubernetes is the center of your risk profile."}, {"id": "mai-20260917-0922-baseline|c117-s3|challenger-small|Aqua Security", "prompt": "c117-s3", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Better suited to teams focused on containers, Kubernetes, and the software supply chain."}, {"id": "mai-20260917-0922-baseline|c117-s3|deepseek-small|Aikido Security", "prompt": "c117-s3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Aikido's free forever tier** is the most accessible way in — no sales calls, flat pricing"}, {"id": "mai-20260917-0922-baseline|c117-s3|deepseek-small|Microsoft Defender for Cloud", "prompt": "c117-s3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're on Azure, start with **Defender for Cloud's free foundational tier**"}, {"id": "mai-20260917-0922-baseline|c117-s3|deepseek-small|Wiz", "prompt": "c117-s3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Usually **overkill and overpriced for very small teams**"}, {"id": "mai-20260917-0922-baseline|c117-s3|deepseek-small|Orca Security", "prompt": "c117-s3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "still an enterprise pricing model, less friendly for tiny teams"}, {"id": "mai-20260917-0922-baseline|c117-s3|deepseek-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-s3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "~$100K–$500K+/year depending on scope — enterprise-oriented"}, {"id": "mai-20260917-0922-baseline|c117-s3|deepseek-small|Upwind", "prompt": "c117-s3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Upwind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Upwind/Sweet** (runtime-first, one price) are the most cost-effective for startups"}, {"id": "mai-20260917-0922-baseline|c117-s3|deepseek-small|Sweet Security", "prompt": "c117-s3", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "explicitly positioned for startup–mid \"lean\" teams"}, {"id": "mai-20260917-0922-baseline|c117-s3|google-small|Aikido Security", "prompt": "c117-s3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Aikido Security: Best for Lean, Developer-Heavy Teams ... It eliminates \"tool sprawl\" by replacing up to 15 different scanners."}, {"id": "mai-20260917-0922-baseline|c117-s3|google-small|Wiz", "prompt": "c117-s3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Wiz typically has high minimum annual contract commits, making it difficult to justify for bootstrapped or early-stage startups."}, {"id": "mai-20260917-0922-baseline|c117-s3|google-small|Orca Security", "prompt": "c117-s3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Mid-Market Alternative to Wiz ... more flexible and negotiable on pricing and contract minimums"}, {"id": "mai-20260917-0922-baseline|c117-s3|google-small|Microsoft Defender for Cloud", "prompt": "c117-s3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Azure-Centric Teams ... Unrivaled convenience and price transparency."}, {"id": "mai-20260917-0922-baseline|c117-s3|google-small|Prowler (Prowler Cloud)", "prompt": "c117-s3", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Prowler (Prowler Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Bootstrap / Open-Source Option"}, {"id": "mai-20260917-0922-baseline|c117-s3|minimax-small|Microsoft Defender for Cloud", "prompt": "c117-s3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**On a budget**: Start with Microsoft Defender for Cloud's free tier"}, {"id": "mai-20260917-0922-baseline|c117-s3|minimax-small|Aikido Security", "prompt": "c117-s3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need simplicity**: Aikido Security"}, {"id": "mai-20260917-0922-baseline|c117-s3|minimax-small|Sweet Security", "prompt": "c117-s3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need runtime protection**: Sweet Security"}, {"id": "mai-20260917-0922-baseline|c117-s3|minimax-small|Orca Security", "prompt": "c117-s3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Want agentless fast**: Orca Security"}, {"id": "mai-20260917-0922-baseline|c117-s3|minimax-small|Wiz", "prompt": "c117-s3", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Wiz** (Best for correlation/attack paths)"}, {"id": "mai-20260917-0922-baseline|c117-s3|mistral-small|Microsoft Defender for Cloud", "prompt": "c117-s3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams, **Microsoft Defender for Cloud** and **Aikido** are the most budget-friendly with free options."}, {"id": "mai-20260917-0922-baseline|c117-s3|mistral-small|Orca Security", "prompt": "c117-s3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Orca** and **Wiz** offer strong multi-cloud capabilities and agentless deployment"}, {"id": "mai-20260917-0922-baseline|c117-s3|mistral-small|Sweet Security", "prompt": "c117-s3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sweet Security** is best for teams prioritizing runtime protection"}, {"id": "mai-20260917-0922-baseline|c117-s3|mistral-small|Aikido Security", "prompt": "c117-s3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Microsoft Defender for Cloud** and **Aikido** are the most budget-friendly with free options"}, {"id": "mai-20260917-0922-baseline|c117-s3|mistral-small|Wiz", "prompt": "c117-s3", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Suitable for teams that want deep visibility without heavy agent deployment."}, {"id": "mai-20260917-0922-baseline|c117-s3|moonshot-small|Microsoft Defender for Cloud", "prompt": "c117-s3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start free:** Use **Microsoft Defender for Cloud** (foundational tier) or **Aikido’s free tier**."}, {"id": "mai-20260917-0922-baseline|c117-s3|moonshot-small|Aikido Security", "prompt": "c117-s3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Aikido** is the best-priced consolidated option."}, {"id": "mai-20260917-0922-baseline|c117-s3|moonshot-small|Sweet Security", "prompt": "c117-s3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need deeper runtime detection:** Look at **Sweet Security**."}, {"id": "mai-20260917-0922-baseline|c117-s3|moonshot-small|Upwind", "prompt": "c117-s3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Upwind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Challenger pricing**—often undercuts Wiz/Orca significantly"}, {"id": "mai-20260917-0922-baseline|c117-s3|moonshot-small|Wiz", "prompt": "c117-s3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "full-featured CNAPPs like Wiz or Orca are likely overkill and over-budget"}, {"id": "mai-20260917-0922-baseline|c117-s3|moonshot-small|Orca Security", "prompt": "c117-s3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Still **$40K–$350K**/yr range; better value but not \"small team\" priced"}, {"id": "mai-20260917-0922-baseline|c117-s3|moonshot-small|Aqua Security", "prompt": "c117-s3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Full CNAPP is enterprise-quoted; use **Trivy** (free OSS) for scanning if budget is tight"}, {"id": "mai-20260917-0922-baseline|c117-s3|moonshot-small|Sysdig", "prompt": "c117-s3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Full platform is enterprise-priced; **Falco** (OSS) is the free alternative"}, {"id": "mai-20260917-0922-baseline|c117-s3|moonshot-small|Trivy", "prompt": "c117-s3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**If you are container-heavy:** Run **Trivy** (Aqua’s free OSS scanner)"}, {"id": "mai-20260917-0922-baseline|c117-s3|moonshot-small|Falco", "prompt": "c117-s3", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Falco** (Sysdig’s free OSS runtime tool) before buying a commercial CNAPP"}, {"id": "mai-20260917-0922-baseline|c117-s3|openai-small|Wiz", "prompt": "c117-s3", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick Wiz** if you want the cleanest UX and the fastest path to multi-cloud visibility."}, {"id": "mai-20260917-0922-baseline|c117-s3|openai-small|Palo Alto Networks Prisma Cloud", "prompt": "c117-s3", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick Prisma Cloud** if you want the broadest \"all-in-one\" feature set and don't mind more complexity."}, {"id": "mai-20260917-0922-baseline|c117-s3|openai-small|Microsoft Defender for Cloud", "prompt": "c117-s3", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Defender for Cloud** if you're mostly Azure."}, {"id": "mai-20260917-0922-baseline|c117-s3|openai-small|AWS Security Hub", "prompt": "c117-s3", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pick AWS Security Hub** if you're mostly AWS and want native aggregation."}, {"id": "mai-20260917-0922-baseline|c117-s3|openai-small|Google Cloud Security Command Center", "prompt": "c117-s3", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Google Cloud Security Command Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pick GCP SCC** if you're mostly GCP."}, {"id": "mai-20260917-0922-baseline|c117-s3|xai-small|Microsoft Defender for Cloud", "prompt": "c117-s3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation**: Start with **Defender for Cloud** (free CSPM, add as needed) or **Aikido** (dev-friendly free)."}, {"id": "mai-20260917-0922-baseline|c117-s3|xai-small|Wiz", "prompt": "c117-s3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Request demos/quotes from Wiz/Orca for multi-cloud."}, {"id": "mai-20260917-0922-baseline|c117-s3|xai-small|Orca Security", "prompt": "c117-s3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Request demos/quotes from Wiz/Orca for multi-cloud."}, {"id": "mai-20260917-0922-baseline|c117-s3|xai-small|Aikido Security", "prompt": "c117-s3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with **Defender for Cloud** (free CSPM, add as needed) or **Aikido** (dev-friendly free)."}, {"id": "mai-20260917-0922-baseline|c117-s3|xai-small|Sysdig", "prompt": "c117-s3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sysdig runtime/K8s king; Kubernetes/container-heavy teams"}, {"id": "mai-20260917-0922-baseline|c117-s3|xai-small|Prisma Cloud", "prompt": "c117-s3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Prisma Cloud (broader but more complex/expensive) ... suit larger setups better"}, {"id": "mai-20260917-0922-baseline|c117-s3|xai-small|CrowdStrike Falcon", "prompt": "c117-s3", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "CrowdStrike Falcon (agent-heavy) suit larger setups better"}, {"id": "mai-20260917-0922-baseline|c117-s3|zai-small|Microsoft Defender for Cloud", "prompt": "c117-s3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Azure\\u2011native, per\\u2011resource pricing, free CSPM tier** \\u2192 **Microsoft Defender for Cloud**."}, {"id": "mai-20260917-0922-baseline|c117-s3|zai-small|Aikido Security", "prompt": "c117-s3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Free start, developer\\u2011friendly, transparent pricing** \\u2192 **Aikido Security**."}, {"id": "mai-20260917-0922-baseline|c117-s3|zai-small|Orca Security", "prompt": "c117-s3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zero\\u2011agent, fast onboarding, strong CWPP** \\u2192 **Orca Security**."}, {"id": "mai-20260917-0922-baseline|c117-s3|zai-small|Wiz", "prompt": "c117-s3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deep attack\\u2011path analytics, premium but highly rated** \\u2192 **Wiz**."}, {"id": "mai-20260917-0922-baseline|c117-s3|zai-small|Sysdig", "prompt": "c117-s3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**K8s\\u2011centric, open\\u2011source Falco runtime** \\u2192 **Sysdig**."}, {"id": "mai-20260917-0922-baseline|c117-s3|zai-small|Uptycs", "prompt": "c117-s3", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "comparative", "raw": "Uptycs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Unified XDR + CNAPP, single data lake** \\u2192 **Uptycs**."}, {"id": "mai-20260917-0922-baseline|c117-s4|alibaba-small|Prisma", "prompt": "c117-s4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional CNAPPs (like Prisma or Datadog) are typically priced for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c117-s4|alibaba-small|Datadog", "prompt": "c117-s4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "traditional CNAPPs (like Prisma or Datadog) are typically priced for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c117-s4|alibaba-small|Microsoft Defender for Cloud", "prompt": "c117-s4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best All-Rounder: Microsoft Defender for Cloud ... this is the most cost-effective commercial solution."}, {"id": "mai-20260917-0922-baseline|c117-s4|alibaba-small|AWS Security Hub", "prompt": "c117-s4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"Hidden Gem\" for AWS Users: AWS Security Hub ... Basic posture management ... is free or very cheap"}, {"id": "mai-20260917-0922-baseline|c117-s4|alibaba-small|GuardDuty", "prompt": "c117-s4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "GuardDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You only pay for the advanced threat detection features (GuardDuty)"}, {"id": "mai-20260917-0922-baseline|c117-s4|alibaba-small|Wiz", "prompt": "c117-s4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Wiz is currently the market leader in terms of speed and accuracy."}, {"id": "mai-20260917-0922-baseline|c117-s4|alibaba-small|Snyk", "prompt": "c117-s4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Development-Led Teams: Snyk ... Snyk has a generous Free Tier"}, {"id": "mai-20260917-0922-baseline|c117-s4|alibaba-small|Qualys (VMDR)", "prompt": "c117-s4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Qualys (VMDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best Legacy/Budget Option: Qualys (VMDR) ... Low barrier to entry"}, {"id": "mai-20260917-0922-baseline|c117-s4|alibaba-small|Falco", "prompt": "c117-s4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Install Falco (open source runtime security) or OSQuery on your servers."}, {"id": "mai-20260917-0922-baseline|c117-s4|alibaba-small|OSQuery", "prompt": "c117-s4", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "OSQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Install Falco (open source runtime security) or OSQuery on your servers."}, {"id": "mai-20260917-0922-baseline|c117-s4|anthropic-small|Microsoft Defender for Cloud", "prompt": "c117-s4", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with the free tiers of Defender for Cloud, Prowler, or Falco"}, {"id": "mai-20260917-0922-baseline|c117-s4|anthropic-small|Prowler", "prompt": "c117-s4", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with the free tiers of Defender for Cloud, Prowler, or Falco"}, {"id": "mai-20260917-0922-baseline|c117-s4|anthropic-small|Falco", "prompt": "c117-s4", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with the free tiers of Defender for Cloud, Prowler, or Falco"}, {"id": "mai-20260917-0922-baseline|c117-s4|anthropic-small|Sweet Security", "prompt": "c117-s4", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you can graduate to Sweet Security (runtime-first economics)"}, {"id": "mai-20260917-0922-baseline|c117-s4|anthropic-small|Orca", "prompt": "c117-s4", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **Orca** or **Wiz** as your first paid option when your needs grow"}, {"id": "mai-20260917-0922-baseline|c117-s4|anthropic-small|Wiz", "prompt": "c117-s4", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Wiz and Orca provide agentless correlation that even a five-person security team can operate"}, {"id": "mai-20260917-0922-baseline|c117-s4|anthropic-small|Sysdig", "prompt": "c117-s4", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Sysdig is the pick when Kubernetes dominates"}, {"id": "mai-20260917-0922-baseline|c117-s4|anthropic-small|Rapid7", "prompt": "c117-s4", "model": "anthropic-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Rapid7 works when platform consolidation saves budget"}, {"id": "mai-20260917-0922-baseline|c117-s4|challenger-small|Aikido Security", "prompt": "c117-s4", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aikido Security** is the strongest budget-friendly pick from the results because it offers a **free forever tier**"}, {"id": "mai-20260917-0922-baseline|c117-s4|challenger-small|Orca Security", "prompt": "c117-s4", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best paid CNAPP for smaller teams needing stronger cloud posture/runtime correlation:** **Orca Security**"}, {"id": "mai-20260917-0922-baseline|c117-s4|challenger-small|Microsoft Defender for Cloud", "prompt": "c117-s4", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cheapest overall:** **Microsoft Defender for Cloud** if you are mainly in Azure"}, {"id": "mai-20260917-0922-baseline|c117-s4|challenger-small|AWS GuardDuty + Security Hub", "prompt": "c117-s4", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "AWS GuardDuty + Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "cloud-provider native tools like **AWS GuardDuty + Security Hub** ... for basic coverage"}, {"id": "mai-20260917-0922-baseline|c117-s4|challenger-small|Google Security Command Center", "prompt": "c117-s4", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Google Security Command Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Google Security Command Center** for basic coverage"}, {"id": "mai-20260917-0922-baseline|c117-s4|challenger-small|Wiz", "prompt": "c117-s4", "model": "challenger-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "realistic annual spend for smaller deployments often starts around **$30,000** for Orca and **$50,000** for Wiz"}, {"id": "mai-20260917-0922-baseline|c117-s4|deepseek-small|Aikido Security", "prompt": "c117-s4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top pick: **Aikido Security**"}, {"id": "mai-20260917-0922-baseline|c117-s4|deepseek-small|Microsoft Defender for Cloud", "prompt": "c117-s4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Runner-up: **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c117-s4|deepseek-small|Cloudaware", "prompt": "c117-s4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most affordable commercial tier: **Cloudaware**"}, {"id": "mai-20260917-0922-baseline|c117-s4|deepseek-small|Prowler", "prompt": "c117-s4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**CSPM:** Prowler (AWS), ScoutSuite, CloudSploit, Steampipe"}, {"id": "mai-20260917-0922-baseline|c117-s4|deepseek-small|ScoutSuite", "prompt": "c117-s4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "ScoutSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**CSPM:** Prowler (AWS), ScoutSuite, CloudSploit, Steampipe"}, {"id": "mai-20260917-0922-baseline|c117-s4|deepseek-small|CloudSploit", "prompt": "c117-s4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "CloudSploit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**CSPM:** Prowler (AWS), ScoutSuite, CloudSploit, Steampipe"}, {"id": "mai-20260917-0922-baseline|c117-s4|deepseek-small|Steampipe", "prompt": "c117-s4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Steampipe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**CSPM:** Prowler (AWS), ScoutSuite, CloudSploit, Steampipe"}, {"id": "mai-20260917-0922-baseline|c117-s4|deepseek-small|Trivy", "prompt": "c117-s4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Container/IaC scanning:** Trivy, Checkov, tfsec"}, {"id": "mai-20260917-0922-baseline|c117-s4|deepseek-small|Checkov", "prompt": "c117-s4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Checkov", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Container/IaC scanning:** Trivy, Checkov, tfsec"}, {"id": "mai-20260917-0922-baseline|c117-s4|deepseek-small|tfsec", "prompt": "c117-s4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "tfsec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Container/IaC scanning:** Trivy, Checkov, tfsec"}, {"id": "mai-20260917-0922-baseline|c117-s4|deepseek-small|Falco", "prompt": "c117-s4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Runtime:** Falco"}, {"id": "mai-20260917-0922-baseline|c117-s4|deepseek-small|Kubescape", "prompt": "c117-s4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Kubernetes:** Kubescape, Kube-bench"}, {"id": "mai-20260917-0922-baseline|c117-s4|deepseek-small|Kube-bench", "prompt": "c117-s4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Kube-bench", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Kubernetes:** Kubescape, Kube-bench"}, {"id": "mai-20260917-0922-baseline|c117-s4|deepseek-small|DefectDojo", "prompt": "c117-s4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "DefectDojo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Aggregation:** DefectDojo"}, {"id": "mai-20260917-0922-baseline|c117-s4|deepseek-small|Wiz", "prompt": "c117-s4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "These avoid the enterprise-quoting (Wiz ~$24K+/yr...) that would blow a small budget instantly"}, {"id": "mai-20260917-0922-baseline|c117-s4|deepseek-small|Orca", "prompt": "c117-s4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "Orca ~$40K/yr ... that would blow a small budget instantly"}, {"id": "mai-20260917-0922-baseline|c117-s4|deepseek-small|Prisma", "prompt": "c117-s4", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prisma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 17, "ev": "Prisma ~$18K for just CSPM) that would blow a small budget instantly"}, {"id": "mai-20260917-0922-baseline|c117-s4|google-small|Wiz", "prompt": "c117-s4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the traditional enterprise CNAPP leaders (such as Wiz, Orca, and Cortex Cloud) are usually out of reach"}, {"id": "mai-20260917-0922-baseline|c117-s4|google-small|Orca", "prompt": "c117-s4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "usually out of reach, as their annual contracts typically start at $50,000 to $100,000+"}, {"id": "mai-20260917-0922-baseline|c117-s4|google-small|Cortex Cloud", "prompt": "c117-s4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Cortex Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise CNAPP leaders (such as Wiz, Orca, and Cortex Cloud) are usually out of reach"}, {"id": "mai-20260917-0922-baseline|c117-s4|google-small|Aikido Security", "prompt": "c117-s4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Aikido Security** (Best Overall for Developer-First Teams)"}, {"id": "mai-20260917-0922-baseline|c117-s4|google-small|Cyscale", "prompt": "c117-s4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Cyscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cyscale is an excellent, lightweight alternative to Wiz"}, {"id": "mai-20260917-0922-baseline|c117-s4|google-small|vul.ninja", "prompt": "c117-s4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "vul.ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**vul.ninja** (Best Ultra-Budget Cloud Posture Tool)"}, {"id": "mai-20260917-0922-baseline|c117-s4|google-small|Microsoft Defender for Cloud", "prompt": "c117-s4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Cloud-Native Option (Pay-As-You-Go, No Contracts)"}, {"id": "mai-20260917-0922-baseline|c117-s4|google-small|Prowler", "prompt": "c117-s4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Prowler is the gold standard of open-source CSPM"}, {"id": "mai-20260917-0922-baseline|c117-s4|google-small|Deepfence ThreatMapper", "prompt": "c117-s4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Deepfence ThreatMapper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ThreatMapper is an open-source CNAPP that goes beyond simple compliance"}, {"id": "mai-20260917-0922-baseline|c117-s4|google-small|Trivy (by Aqua Security)", "prompt": "c117-s4", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Trivy (by Aqua Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for CI/CD Pipeline Scanning"}, {"id": "mai-20260917-0922-baseline|c117-s4|meta-small|Defender for Cloud", "prompt": "c117-s4", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Defender for Cloud's foundational tier plus OSS Prowler/Falco: This is a free option that covers posture and runtime."}, {"id": "mai-20260917-0922-baseline|c117-s4|meta-small|Prowler", "prompt": "c117-s4", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "foundational tier plus OSS Prowler/Falco: This is a free option that covers posture and runtime"}, {"id": "mai-20260917-0922-baseline|c117-s4|meta-small|Falco", "prompt": "c117-s4", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "foundational tier plus OSS Prowler/Falco: This is a free option that covers posture and runtime"}, {"id": "mai-20260917-0922-baseline|c117-s4|meta-small|Sweet Security", "prompt": "c117-s4", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "This is a runtime-first economics option that is suitable for small companies."}, {"id": "mai-20260917-0922-baseline|c117-s4|meta-small|Orca", "prompt": "c117-s4", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "This is an agentless simplicity option that is suitable for small companies."}, {"id": "mai-20260917-0922-baseline|c117-s4|meta-small|GuardDuty", "prompt": "c117-s4", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "GuardDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "native cloud tooling such as GuardDuty, Defender for Cloud, and Security Command Center is a good starting point"}, {"id": "mai-20260917-0922-baseline|c117-s4|meta-small|Security Command Center", "prompt": "c117-s4", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Security Command Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "native cloud tooling such as GuardDuty, Defender for Cloud, and Security Command Center is a good starting point"}, {"id": "mai-20260917-0922-baseline|c117-s4|meta-small|Wiz", "prompt": "c117-s4", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "research and compare the features and pricing of different CNAPP platforms, such as Wiz, Orca, and Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c117-s4|meta-small|Prisma Cloud", "prompt": "c117-s4", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "such as Wiz, Orca, and Prisma Cloud, to determine which one best fits your company's specific needs and budget"}, {"id": "mai-20260917-0922-baseline|c117-s4|minimax-small|Microsoft Defender for Cloud", "prompt": "c117-s4", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Microsoft Defender for Cloud's free tier combined with Prowler/Falco**"}, {"id": "mai-20260917-0922-baseline|c117-s4|minimax-small|Prowler", "prompt": "c117-s4", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prowler**: Open source CSPM tool"}, {"id": "mai-20260917-0922-baseline|c117-s4|minimax-small|Falco", "prompt": "c117-s4", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Falco**: Runtime security monitoring"}, {"id": "mai-20260917-0922-baseline|c117-s4|minimax-small|Orca Security", "prompt": "c117-s4", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Agentless platform with competitive pricing... good for small teams"}, {"id": "mai-20260917-0922-baseline|c117-s4|minimax-small|Sweet Security", "prompt": "c117-s4", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focuses on runtime protection, lighter weight"}, {"id": "mai-20260917-0922-baseline|c117-s4|mistral-small|Microsoft Defender for Cloud", "prompt": "c117-s4", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Microsoft Defender for Cloud (free tier)."}, {"id": "mai-20260917-0922-baseline|c117-s4|mistral-small|Prowler", "prompt": "c117-s4", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Add open-source tools (Prowler, Falco) for runtime protection."}, {"id": "mai-20260917-0922-baseline|c117-s4|mistral-small|Falco", "prompt": "c117-s4", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Add open-source tools (Prowler, Falco) for runtime protection."}, {"id": "mai-20260917-0922-baseline|c117-s4|mistral-small|Sweet Security", "prompt": "c117-s4", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Upgrade to Sweet Security or Orca when your environment scales"}, {"id": "mai-20260917-0922-baseline|c117-s4|mistral-small|Orca", "prompt": "c117-s4", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Orca (agentless simplicity), which are designed to be cost-effective for smaller teams"}, {"id": "mai-20260917-0922-baseline|c117-s4|moonshot-small|Microsoft Defender for Cloud", "prompt": "c117-s4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Microsoft Defender for Cloud's free tier."}, {"id": "mai-20260917-0922-baseline|c117-s4|moonshot-small|Prowler", "prompt": "c117-s4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Open-Source Alternative: Prowler + Falco"}, {"id": "mai-20260917-0922-baseline|c117-s4|moonshot-small|Falco", "prompt": "c117-s4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Falco | Runtime threat detection | Free (Apache 2.0)"}, {"id": "mai-20260917-0922-baseline|c117-s4|moonshot-small|Trivy", "prompt": "c117-s4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Trivy | Container/image vulnerability scanning | Free"}, {"id": "mai-20260917-0922-baseline|c117-s4|moonshot-small|Wiz", "prompt": "c117-s4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid ... Wiz | ~$24K/year minimum"}, {"id": "mai-20260917-0922-baseline|c117-s4|moonshot-small|Orca", "prompt": "c117-s4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Orca | ~$36K–$60K/year typical; no free tier"}, {"id": "mai-20260917-0922-baseline|c117-s4|moonshot-small|Prisma Cloud", "prompt": "c117-s4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Prisma Cloud | ~$18K/year just for CSPM"}, {"id": "mai-20260917-0922-baseline|c117-s4|moonshot-small|Lacework", "prompt": "c117-s4", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Lacework", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Lacework | Enterprise-focused, quote-only"}, {"id": "mai-20260917-0922-baseline|c117-s4|openai-small|Tenable One Cloud Exposure / CNAPP", "prompt": "c117-s4", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Tenable One Cloud Exposure / CNAPP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My practical pick:** **Tenable One Cloud Exposure / CNAPP**"}, {"id": "mai-20260917-0922-baseline|c117-s4|openai-small|Wiz", "prompt": "c117-s4", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "widely regarded as a leader in the CNAPP market ... but it is typically a more premium, enterprise-oriented choice"}, {"id": "mai-20260917-0922-baseline|c117-s4|openai-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-s4", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also a strong CNAPP, but its marketing and positioning skew more toward larger organizations"}, {"id": "mai-20260917-0922-baseline|c117-s4|xai-small|Microsoft Defender for Cloud (Free Tier)", "prompt": "c117-s4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud (Free Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Cloud (Free Tier) is likely the best CNAPP option for a small company on a tight budget."}, {"id": "mai-20260917-0922-baseline|c117-s4|xai-small|Aikido Security (Developer Free Forever Tier)", "prompt": "c117-s4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Aikido Security (Developer Free Forever Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free/low-cost alternatives if it doesn't fit: Aikido Security (Developer Free Forever Tier)"}, {"id": "mai-20260917-0922-baseline|c117-s4|xai-small|Prowler", "prompt": "c117-s4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source combo (e.g., Prowler + Trivy + Falco): Free posture scanning (Prowler)"}, {"id": "mai-20260917-0922-baseline|c117-s4|xai-small|Trivy", "prompt": "c117-s4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "container/vuln scanning (Trivy)"}, {"id": "mai-20260917-0922-baseline|c117-s4|xai-small|Falco", "prompt": "c117-s4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "runtime security (Falco)"}, {"id": "mai-20260917-0922-baseline|c117-s4|xai-small|Cloudanix", "prompt": "c117-s4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Cloudanix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cloudanix or Halo Cloud Secure: Free tiers for CSPM ... solid starters, though less full-featured than Defender."}, {"id": "mai-20260917-0922-baseline|c117-s4|xai-small|Halo Cloud Secure", "prompt": "c117-s4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Halo Cloud Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free tiers for CSPM (up to 10 accounts in Halo's case), multi-cloud, no/low minimums—solid starters"}, {"id": "mai-20260917-0922-baseline|c117-s4|xai-small|Orca Security", "prompt": "c117-s4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Orca Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid for tight budgets: Orca Security (starts ~$7K/mo even for small packs)"}, {"id": "mai-20260917-0922-baseline|c117-s4|xai-small|Wiz", "prompt": "c117-s4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid for tight budgets: ... Wiz/Prisma (enterprise pricing, no free self-serve)"}, {"id": "mai-20260917-0922-baseline|c117-s4|xai-small|Prisma", "prompt": "c117-s4", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Prisma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid for tight budgets: ... Wiz/Prisma (enterprise pricing, no free self-serve)"}, {"id": "mai-20260917-0922-baseline|c117-s4|zai-small|Microsoft Defender for Cloud (MDC)", "prompt": "c117-s4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Microsoft Defender for Cloud (MDC)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most practical CNAPP is **Microsoft Defender for Cloud (MDC)** because it has a **free tier**"}, {"id": "mai-20260917-0922-baseline|c117-s4|zai-small|Aikido Security", "prompt": "c117-s4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a true \"all-in-one\" commercial solution on a budget, **Aikido Security** is the best option"}, {"id": "mai-20260917-0922-baseline|c117-s4|zai-small|TigerGate", "prompt": "c117-s4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "TigerGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free tier available; ~$29/user/month for paid plans. Offers a unified CNAPP"}, {"id": "mai-20260917-0922-baseline|c117-s4|zai-small|Halo Cloud Secure", "prompt": "c117-s4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Halo Cloud Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free CSPM tier for up to 10 cloud accounts. Resource-based pricing with no minimums"}, {"id": "mai-20260917-0922-baseline|c117-s4|zai-small|Cloudanix", "prompt": "c117-s4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Cloudanix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for very small estates with simple pay-as-you-go needs:** Cloudanix or Halo Cloud Secure"}, {"id": "mai-20260917-0922-baseline|c117-s4|zai-small|Trivy", "prompt": "c117-s4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Trivy** – Container vulnerability, IaC, and secret scanning."}, {"id": "mai-20260917-0922-baseline|c117-s4|zai-small|Falco / Tetragon", "prompt": "c117-s4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Falco / Tetragon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Falco / Tetragon** – Runtime security (CWPP)."}, {"id": "mai-20260917-0922-baseline|c117-s4|zai-small|Checkov / KICS", "prompt": "c117-s4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "Checkov / KICS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Checkov / KICS** – IaC configuration scanning."}, {"id": "mai-20260917-0922-baseline|c117-s4|zai-small|OPA", "prompt": "c117-s4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "OPA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**OPA** – Policy-as-code and governance."}, {"id": "mai-20260917-0922-baseline|c117-s4|zai-small|DefectDojo", "prompt": "c117-s4", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "budget", "raw": "DefectDojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**DefectDojo** – Vulnerability management and reporting."}, {"id": "mai-20260917-0922-baseline|c117-s5|alibaba-small|Wiz", "prompt": "c117-s5", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "In the world of CNAPPs (like Wiz, Orca, PureSecurity, StackHawk, etc.), the implementation phase is difficult."}, {"id": "mai-20260917-0922-baseline|c117-s5|alibaba-small|Orca", "prompt": "c117-s5", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "In the world of CNAPPs (like Wiz, Orca, PureSecurity, StackHawk, etc.)"}, {"id": "mai-20260917-0922-baseline|c117-s5|alibaba-small|PureSecurity", "prompt": "c117-s5", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "PureSecurity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "In the world of CNAPPs (like Wiz, Orca, PureSecurity, StackHawk, etc.)"}, {"id": "mai-20260917-0922-baseline|c117-s5|alibaba-small|StackHawk", "prompt": "c117-s5", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "StackHawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "In the world of CNAPPs (like Wiz, Orca, PureSecurity, StackHawk, etc.)"}, {"id": "mai-20260917-0922-baseline|c117-s5|deepseek-small|Sweet Security", "prompt": "c117-s5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Sweet Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recent analyses specifically call out that **Sweet Security** (runtime‑first, good time‑to‑value) and **Microsoft Defender for Cloud** (free tier...) fit startup/small teams well"}, {"id": "mai-20260917-0922-baseline|c117-s5|deepseek-small|Microsoft Defender for Cloud", "prompt": "c117-s5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Defender for Cloud** (free tier, good for Azure‑first shops) fit startup/small teams well"}, {"id": "mai-20260917-0922-baseline|c117-s5|deepseek-small|Wiz", "prompt": "c117-s5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "while **Wiz** and **Orca** (agentless, correlation strengths) are the rational anchors for mid‑market"}, {"id": "mai-20260917-0922-baseline|c117-s5|deepseek-small|Orca", "prompt": "c117-s5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Wiz** and **Orca** (agentless, correlation strengths) are the rational anchors for mid‑market"}, {"id": "mai-20260917-0922-baseline|c117-s5|deepseek-small|Aikido", "prompt": "c117-s5", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Aikido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Aikido** and others position themselves as lightweight/developer‑friendly for smaller teams."}, {"id": "mai-20260917-0922-baseline|c117-s5|google-small|Wiz", "prompt": "c117-s5", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While they have starter tiers (e.g., Wiz's \"Essential\" tier starts around $24,000/year), you must ask yourself if you have the budget to justify a five-figure baseline security tool."}, {"id": "mai-20260917-0922-baseline|c117-s5|google-small|Orca", "prompt": "c117-s5", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High entry cost; designed for dedicated security personnel."}, {"id": "mai-20260917-0922-baseline|c117-s5|google-small|Prisma Cloud", "prompt": "c117-s5", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These are the gold standards of cloud security. However, they are built for the enterprise."}, {"id": "mai-20260917-0922-baseline|c117-s5|google-small|Microsoft Defender for Cloud", "prompt": "c117-s5", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at native tools like **Microsoft Defender for Cloud** (which offers a robust free tier for posture management and predictable pay-as-you-go pricing)"}, {"id": "mai-20260917-0922-baseline|c117-s5|google-small|Aikido Security", "prompt": "c117-s5", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Aikido Security** or **Snyk** | Consolidates SAST, SCA, secrets scanning, and CSPM into one platform; highly affordable; tailored for small teams."}, {"id": "mai-20260917-0922-baseline|c117-s5|google-small|Cloudanix", "prompt": "c117-s5", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Cloudanix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "newer class of tools specifically built for SMBs and startups, such as **Aikido Security** or **Cloudanix**"}, {"id": "mai-20260917-0922-baseline|c117-s5|google-small|Snyk", "prompt": "c117-s5", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Aikido Security** or **Snyk** | ... highly affordable; tailored for small teams."}, {"id": "mai-20260917-0922-baseline|c117-s5|google-small|AWS Security Hub", "prompt": "c117-s5", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Microsoft Defender for Cloud** or **AWS Security Hub** | Native integration; no third-party vendor contracting; pay-as-you-go or low-cost starter tiers."}, {"id": "mai-20260917-0922-baseline|c117-s5|minimax-small|Wiz", "prompt": "c117-s5", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** – Strong agentless, popular for mid-market"}, {"id": "mai-20260917-0922-baseline|c117-s5|minimax-small|Orca", "prompt": "c117-s5", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Orca** – Agentless, user-friendly"}, {"id": "mai-20260917-0922-baseline|c117-s5|minimax-small|Microsoft Defender for Cloud", "prompt": "c117-s5", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if you're already in Azure"}, {"id": "mai-20260917-0922-baseline|c117-s5|minimax-small|Prisma Cloud", "prompt": "c117-s5", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prisma Cloud** – Broad capabilities, scales with you"}, {"id": "mai-20260917-0922-baseline|c117-s5|mistral-small|Prisma Cloud", "prompt": "c117-s5", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| Prisma Cloud   | ✅   | ✅  | ✅   | ✅              | Medium      | $$$            |"}, {"id": "mai-20260917-0922-baseline|c117-s5|mistral-small|Aqua Security", "prompt": "c117-s5", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Aqua Security  | ✅   | ✅  | ❌   | ✅              | Medium      | $$             |"}, {"id": "mai-20260917-0922-baseline|c117-s5|mistral-small|Wiz", "prompt": "c117-s5", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Wiz            | ✅   | ✅  | ✅   | ✅              | High        | $$$            |"}, {"id": "mai-20260917-0922-baseline|c117-s5|mistral-small|Microsoft Defender for Cloud", "prompt": "c117-s5", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Microsoft Defender for Cloud | ✅ | ✅ | ✅ | ✅ | High | $$ (if using Azure) |"}, {"id": "mai-20260917-0922-baseline|c117-s5|mistral-small|Sysdig Secure", "prompt": "c117-s5", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Sysdig Secure  | ✅   | ✅  | ❌   | ✅              | Medium      | $$             |"}, {"id": "mai-20260917-0922-baseline|c117-s5|moonshot-small|Wiz", "prompt": "c117-s5", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Evaluate** | Orca or Wiz for agentless multi-cloud coverage"}, {"id": "mai-20260917-0922-baseline|c117-s5|moonshot-small|Orca", "prompt": "c117-s5", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Evaluate** | Orca or Wiz for agentless multi-cloud coverage"}, {"id": "mai-20260917-0922-baseline|c117-s5|moonshot-small|Microsoft Defender for Cloud", "prompt": "c117-s5", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Start with** | Microsoft Defender for Cloud (free tier) if Azure-heavy"}, {"id": "mai-20260917-0922-baseline|c117-s5|moonshot-small|Prisma Cloud", "prompt": "c117-s5", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** | Heavy enterprise suites (Prisma Cloud full suite) unless you have dedicated security staff"}, {"id": "mai-20260917-0922-baseline|c117-s5|xai-small|Wiz", "prompt": "c117-s5", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wiz** | Graph-based prioritization, agentless, code-to-cloud tracing | Usage-based | Multi-cloud, fast insights"}, {"id": "mai-20260917-0922-baseline|c117-s5|xai-small|Orca Security", "prompt": "c117-s5", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pure agentless \"SideScanning,\" quick deploy | Asset-based | No agents, rapid onboarding"}, {"id": "mai-20260917-0922-baseline|c117-s5|xai-small|Prisma Cloud (Palo Alto)", "prompt": "c117-s5", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broad coverage, strong K8s | Tiered/usage | Prisma ecosystem or complex apps"}, {"id": "mai-20260917-0922-baseline|c117-s5|xai-small|Microsoft Defender for Cloud", "prompt": "c117-s5", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure-native, cheap if on MS stack | Pay-as-you-go | Heavy Azure users"}, {"id": "mai-20260917-0922-baseline|c117-s5|xai-small|SentinelOne Singularity", "prompt": "c117-s5", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Runtime focus, EDR integration | Usage | Existing CrowdStrike/S1 fans"}, {"id": "mai-20260917-0922-baseline|c117-s5|zai-small|Wiz", "prompt": "c117-s5", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Per‑workload** (e.g., Wiz, Orca) | Simple to calculate, scales linearly."}, {"id": "mai-20260917-0922-baseline|c117-s5|zai-small|Orca", "prompt": "c117-s5", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Orca Security** | Mid‑market, agentless speed | Trial | Yes | Per‑workload (quote) | Side‑Scanning™"}, {"id": "mai-20260917-0922-baseline|c117-s5|zai-small|Microsoft Defender for Cloud", "prompt": "c117-s5", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Azure‑centric firms; built‑in CSPM | Yes (free CSPM tier) | ... Native Azure integration; low entry cost"}, {"id": "mai-20260917-0922-baseline|c117-s5|zai-small|Prisma Cloud", "prompt": "c117-s5", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Credits / ELA** (e.g., Prisma Cloud) | More complex; often requires a contract and can be harder to forecast."}, {"id": "mai-20260917-0922-baseline|c117-s5|zai-small|Sysdig", "prompt": "c117-s5", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sysdig Secure** | Kubernetes & container runtime depth | Falco OSS + paid tier"}, {"id": "mai-20260917-0922-baseline|c117-s6|alibaba-small|Palo Alto Networks (Prisma Cloud / Cortex Cloud)", "prompt": "c117-s6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Palo Alto Networks (Prisma Cloud / Cortex Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "consistently flagged by security experts and Gartner reviews as one of the **worst fits for small businesses**"}, {"id": "mai-20260917-0922-baseline|c117-s6|alibaba-small|Cisco (Panoptica)", "prompt": "c117-s6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Cisco (Panoptica)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "these tools historically carry significant technical debt and integration bloat"}, {"id": "mai-20260917-0922-baseline|c117-s6|alibaba-small|Check Point (CloudGuard)", "prompt": "c117-s6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Check Point (CloudGuard)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "high onboarding friction and lackluster support for SMB customers"}, {"id": "mai-20260917-0922-baseline|c117-s6|alibaba-small|IBM", "prompt": "c117-s6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "generally too heavy and slow-moving for the rapid iteration pace of small businesses"}, {"id": "mai-20260917-0922-baseline|c117-s6|alibaba-small|Wiz", "prompt": "c117-s6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Wiz / Orca Security:** Market leaders in speed-to-value and agentless architecture."}, {"id": "mai-20260917-0922-baseline|c117-s6|alibaba-small|Orca", "prompt": "c117-s6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Wiz / Orca Security:** Market leaders in speed-to-value and agentless architecture."}, {"id": "mai-20260917-0922-baseline|c117-s6|alibaba-small|Aikido", "prompt": "c117-s6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "specifically positioned for developers and small teams with simple UI and flat pricing"}, {"id": "mai-20260917-0922-baseline|c117-s6|alibaba-small|Microsoft Defender for Cloud", "prompt": "c117-s6", "model": "alibaba-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Only choose this if you are **already** heavily invested in the Azure ecosystem; otherwise, third-party tools may offer broader coverage."}, {"id": "mai-20260917-0922-baseline|c117-s6|deepseek-small|AWS GuardDuty", "prompt": "c117-s6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "AWS GuardDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "your cloud provider's built-in tools (AWS GuardDuty, Azure Defender for Cloud, Google Security Command Center) plus a couple of targeted point tools are often enough.-"}, {"id": "mai-20260917-0922-baseline|c117-s6|deepseek-small|Azure Defender for Cloud", "prompt": "c117-s6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Azure Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "your cloud provider's built-in tools (AWS GuardDuty, Azure Defender for Cloud, Google Security Command Center) plus a couple of targeted point tools are often enough."}, {"id": "mai-20260917-0922-baseline|c117-s6|deepseek-small|Google Security Command Center", "prompt": "c117-s6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Google Security Command Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "your cloud provider's built-in tools (AWS GuardDuty, Azure Defender for Cloud, Google Security Command Center) plus a couple of targeted point tools are often enough."}, {"id": "mai-20260917-0922-baseline|c117-s6|deepseek-small|Palo Alto Networks Prisma Cloud", "prompt": "c117-s6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "This is the one most consistently flagged as a poor fit for small businesses... Be most cautious with Prisma Cloud (cost, complexity, opaque pricing)"}, {"id": "mai-20260917-0922-baseline|c117-s6|deepseek-small|Wiz", "prompt": "c117-s6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "A market leader, but caution is warranted for small teams... far beyond most small-business budgets"}, {"id": "mai-20260917-0922-baseline|c117-s6|deepseek-small|Orca Security", "prompt": "c117-s6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "A good agentless option, but mid-market pricing (~$80k\\u2013$350k/year) and a smaller ecosystem/fewer integrations than Wiz"}, {"id": "mai-20260917-0922-baseline|c117-s6|deepseek-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-s6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "For a small business not already invested in that vendor's broader stack, this is usually a trap."}, {"id": "mai-20260917-0922-baseline|c117-s6|deepseek-small|Tenable", "prompt": "c117-s6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "sold as add-ons to an existing enterprise subscription... this is usually a trap."}, {"id": "mai-20260917-0922-baseline|c117-s6|deepseek-small|Zscaler", "prompt": "c117-s6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Zscaler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "\"cheap to attach, harder to exit\"\\u2014you're locked into a larger platform eco-system"}, {"id": "mai-20260917-0922-baseline|c117-s6|deepseek-small|Rapid7", "prompt": "c117-s6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "For a small business not already invested in that vendor's broader stack, this is usually a trap."}, {"id": "mai-20260917-0922-baseline|c117-s6|deepseek-small|Aikido", "prompt": "c117-s6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "look at smaller, developer-friendly, transparently priced options built for SMBs (e.g., Aikido, Upwind, Uptycs, Sweet Security)"}, {"id": "mai-20260917-0922-baseline|c117-s6|deepseek-small|Upwind", "prompt": "c117-s6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Upwind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "transparently priced options built for SMBs (e.g., Aikido, Upwind, Uptycs, Sweet Security)"}, {"id": "mai-20260917-0922-baseline|c117-s6|deepseek-small|Uptycs", "prompt": "c117-s6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Uptycs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "transparently priced options built for SMBs (e.g., Aikido, Upwind, Uptycs, Sweet Security)"}, {"id": "mai-20260917-0922-baseline|c117-s6|deepseek-small|Sweet Security", "prompt": "c117-s6", "model": "deepseek-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "transparently priced options built for SMBs (e.g., Aikido, Upwind, Uptycs, Sweet Security)"}, {"id": "mai-20260917-0922-baseline|c117-s6|google-small|Cortex Cloud / Prisma Cloud (Palo Alto Networks)", "prompt": "c117-s6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Cortex Cloud / Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why SMBs should avoid it: To get full value, you must manage multiple independent modules ... steep learning curve"}, {"id": "mai-20260917-0922-baseline|c117-s6|google-small|Sysdig Secure", "prompt": "c117-s6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Sysdig Secure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why SMBs should avoid it: ... Sysdig is severe over-engineering."}, {"id": "mai-20260917-0922-baseline|c117-s6|google-small|Wiz", "prompt": "c117-s6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why SMBs should be cautious: Their pricing structures and minimum annual contracts are prohibitive for small businesses."}, {"id": "mai-20260917-0922-baseline|c117-s6|google-small|Orca Security", "prompt": "c117-s6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why SMBs should be cautious: Their pricing structures and minimum annual contracts are prohibitive for small businesses."}, {"id": "mai-20260917-0922-baseline|c117-s6|google-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-s6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Buying Falcon Cloud Security as a standalone product for a small cloud footprint is rarely cost-effective."}, {"id": "mai-20260917-0922-baseline|c117-s6|google-small|Aikido Security", "prompt": "c117-s6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Aikido is specifically built for startups and SMBs. It offers a free tier for very small teams, transparent monthly pricing"}, {"id": "mai-20260917-0922-baseline|c117-s6|google-small|Scrut Automation", "prompt": "c117-s6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Scrut Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Compliance-Focused Platforms (e.g., Scrut Automation or Vanta)"}, {"id": "mai-20260917-0922-baseline|c117-s6|google-small|Vanta", "prompt": "c117-s6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Compliance-Focused Platforms (e.g., Scrut Automation or Vanta)"}, {"id": "mai-20260917-0922-baseline|c117-s6|google-small|AWS Security Hub", "prompt": "c117-s6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Cloud-Native Tools (e.g., AWS Security Hub or Microsoft Defender for Cloud)"}, {"id": "mai-20260917-0922-baseline|c117-s6|google-small|Microsoft Defender for Cloud", "prompt": "c117-s6", "model": "google-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Microsoft Defender for Cloud, for example, is highly integrated, has free basic tiers, and uses a pay-as-you-go model"}, {"id": "mai-20260917-0922-baseline|c117-s6|meta-small|Aikido Security", "prompt": "c117-s6", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Aikido Security: A developer-friendly CNAPP with agentless deployment and robust coverage."}, {"id": "mai-20260917-0922-baseline|c117-s6|meta-small|Microsoft Defender for Cloud", "prompt": "c117-s6", "model": "meta-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A CNAPP that provides comprehensive coverage and is suitable for Azure-first organizations."}, {"id": "mai-20260917-0922-baseline|c117-s6|minimax-small|Microsoft Defender for Cloud", "prompt": "c117-s6", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Users note it can be **expensive for small to medium businesses**"}, {"id": "mai-20260917-0922-baseline|c117-s6|minimax-small|Check Point CloudGuard (CloudGuard CNAPP)", "prompt": "c117-s6", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Check Point CloudGuard (CloudGuard CNAPP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users report **complex setup and management** requiring high-skilled teams"}, {"id": "mai-20260917-0922-baseline|c117-s6|minimax-small|Orca Security", "prompt": "c117-s6", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Orca Security** - Agentless onboarding (simpler deployment)"}, {"id": "mai-20260917-0922-baseline|c117-s6|minimax-small|Aikido Security", "prompt": "c117-s6", "model": "minimax-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Aikido Security** - Developer-friendly, agentless"}, {"id": "mai-20260917-0922-baseline|c117-s6|mistral-small|Microsoft Defender for Cloud", "prompt": "c117-s6", "model": "mistral-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Solutions like Microsoft Defender for Cloud offer free tiers that can be a good starting point for startups, but as needs grow, more scalable and cost-effective options should be considered."}, {"id": "mai-20260917-0922-baseline|c117-s6|moonshot-small|Palo Alto Prisma Cloud", "prompt": "c117-s6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Palo Alto Prisma Cloud — Avoid for Most Small Businesses"}, {"id": "mai-20260917-0922-baseline|c117-s6|moonshot-small|Wiz", "prompt": "c117-s6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Wiz — Caution (Likely Overkill)"}, {"id": "mai-20260917-0922-baseline|c117-s6|moonshot-small|Lacework / FortiCNAPP", "prompt": "c117-s6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Lacework / FortiCNAPP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Lacework / FortiCNAPP — Avoid for Small Businesses"}, {"id": "mai-20260917-0922-baseline|c117-s6|moonshot-small|CrowdStrike Falcon Cloud Security", "prompt": "c117-s6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution (Unless Already a Falcon Customer)"}, {"id": "mai-20260917-0922-baseline|c117-s6|moonshot-small|Microsoft Defender for Cloud", "prompt": "c117-s6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Caution for Non-Azure Shops"}, {"id": "mai-20260917-0922-baseline|c117-s6|moonshot-small|AWS Security Hub", "prompt": "c117-s6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "AWS Security Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use native cloud tools (AWS Security Hub, Azure Defender, GCP Security Command Center) — low cost, decent single-cloud coverage"}, {"id": "mai-20260917-0922-baseline|c117-s6|moonshot-small|Azure Defender", "prompt": "c117-s6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Azure Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use native cloud tools (AWS Security Hub, Azure Defender, GCP Security Command Center) — low cost"}, {"id": "mai-20260917-0922-baseline|c117-s6|moonshot-small|GCP Security Command Center", "prompt": "c117-s6", "model": "moonshot-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "GCP Security Command Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use native cloud tools (AWS Security Hub, Azure Defender, GCP Security Command Center) — low cost"}, {"id": "mai-20260917-0922-baseline|c117-s6|openai-small|Aqua", "prompt": "c117-s6", "model": "openai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Peer reviews for some CNAPPs, such as Aqua, explicitly call out complexity and enterprise-oriented limitations."}, {"id": "mai-20260917-0922-baseline|c117-s6|xai-small|Wiz", "prompt": "c117-s6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or Be Very Cautious With:** 1. **Wiz** ... Small teams report it as \"cumbersome and bloated\""}, {"id": "mai-20260917-0922-baseline|c117-s6|xai-small|Palo Alto Prisma Cloud", "prompt": "c117-s6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "enterprise-grade pricing via credits/usage tiers scales quickly into six figures ... it's overkill for simple cloud setups"}, {"id": "mai-20260917-0922-baseline|c117-s6|xai-small|Orca Security", "prompt": "c117-s6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Like Wiz, minimum viable spend is too high; better as a \"graduate\" option after free tools"}, {"id": "mai-20260917-0922-baseline|c117-s6|xai-small|Sysdig", "prompt": "c117-s6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per-workload/credit billing (e.g., Wiz, Orca, Sysdig, Aqua) where \"workload\" definitions inflate costs"}, {"id": "mai-20260917-0922-baseline|c117-s6|xai-small|Aqua", "prompt": "c117-s6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Per-workload/credit billing (e.g., Wiz, Orca, Sysdig, Aqua) where \"workload\" definitions inflate costs"}, {"id": "mai-20260917-0922-baseline|c117-s6|xai-small|Microsoft Defender for Cloud", "prompt": "c117-s6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Free foundational CSPM tier + cheap pay-as-you-go (~$0.007/resource/hr). Azure-native but multi-cloud; scales without bloat"}, {"id": "mai-20260917-0922-baseline|c117-s6|xai-small|Prowler", "prompt": "c117-s6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Prowler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Open-Source Stack**: Prowler/Falco + native cloud tools"}, {"id": "mai-20260917-0922-baseline|c117-s6|xai-small|Falco", "prompt": "c117-s6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Open-Source Stack**: Prowler/Falco + native cloud tools"}, {"id": "mai-20260917-0922-baseline|c117-s6|xai-small|Sweet Security", "prompt": "c117-s6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Lightweight Options**: Sweet Security or AccuKnox (runtime-first, SMB economics)"}, {"id": "mai-20260917-0922-baseline|c117-s6|xai-small|AccuKnox", "prompt": "c117-s6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "AccuKnox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Sweet Security or AccuKnox (runtime-first, SMB economics)"}, {"id": "mai-20260917-0922-baseline|c117-s6|xai-small|Runecast", "prompt": "c117-s6", "model": "xai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Runecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Runecast for simpler ITOM/CSPM"}, {"id": "mai-20260917-0922-baseline|c117-s6|zai-small|FortiCNAPP (Fortinet)", "prompt": "c117-s6", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "FortiCNAPP (Fortinet)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "their CNAPP offering is frequently criticized for being difficult to implement"}, {"id": "mai-20260917-0922-baseline|c117-s6|zai-small|Palo Alto Networks Prisma Cloud", "prompt": "c117-s6", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "enterprise-grade** tool that is often overkill for small businesses"}, {"id": "mai-20260917-0922-baseline|c117-s6|zai-small|Skyhigh Security", "prompt": "c117-s6", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Skyhigh Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "often falls into the trap of being \"over-engineered.\""}, {"id": "mai-20260917-0922-baseline|c117-s6|zai-small|Cloudflare (CNAPP offerings)", "prompt": "c117-s6", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Cloudflare (CNAPP offerings)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "their CNAPP functionality is part of a larger suite that can be finicky for small businesses"}, {"id": "mai-20260917-0922-baseline|c117-s6|zai-small|Wiz", "prompt": "c117-s6", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Wiz is currently one of the top-rated CNAPPs, but it is not without its drawbacks for small teams"}, {"id": "mai-20260917-0922-baseline|c117-s6|zai-small|Microsoft Defender for Cloud", "prompt": "c117-s6", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Vendors like **Microsoft Defender for Cloud** (which has a very good free tier) ... are generally recommended in this category"}, {"id": "mai-20260917-0922-baseline|c117-s6|zai-small|Orca Security", "prompt": "c117-s6", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Orca Security**, and **Sweet Security** are generally recommended in this category"}, {"id": "mai-20260917-0922-baseline|c117-s6|zai-small|Sweet Security", "prompt": "c117-s6", "model": "zai-small", "cat": "cloud-native-application-protection", "variant": "negative", "raw": "Sweet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Orca Security**, and **Sweet Security** are generally recommended in this category"}, {"id": "mai-20260917-0922-baseline|c118-l1|alibaba-small|Aqua Security", "prompt": "c118-l1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often seen as the \"gold standard\" for mature Kubernetes teams."}, {"id": "mai-20260917-0922-baseline|c118-l1|alibaba-small|Sysdig Secure", "prompt": "c118-l1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Teams prioritizing runtime security and deep observability/debugging capabilities."}, {"id": "mai-20260917-0922-baseline|c118-l1|alibaba-small|Wiz", "prompt": "c118-l1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Container-specific features are still maturing compared to Aqua/Sysdig"}, {"id": "mai-20260917-0922-baseline|c118-l1|alibaba-small|Snyk", "prompt": "c118-l1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best-in-class \"shift-left\" capabilities."}, {"id": "mai-20260917-0922-baseline|c118-l1|alibaba-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c118-l1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Comprehensive CNAPP covering containers, cloud, serverless, and endpoints."}, {"id": "mai-20260917-0922-baseline|c118-l1|alibaba-small|Falco", "prompt": "c118-l1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Open Source tools** (Falco, Trivy, Kubescape) managed by internal teams"}, {"id": "mai-20260917-0922-baseline|c118-l1|alibaba-small|Trivy", "prompt": "c118-l1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Open Source tools** (Falco, Trivy, Kubescape)"}, {"id": "mai-20260917-0922-baseline|c118-l1|alibaba-small|Kubescape", "prompt": "c118-l1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Kubescape", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Open Source tools** (Falco, Trivy, Kubescape)"}, {"id": "mai-20260917-0922-baseline|c118-l1|anthropic-small|Prisma Cloud", "prompt": "c118-l1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prisma Cloud and Aqua Security are strong choices for enterprises that need deep compliance controls and runtime enforcement."}, {"id": "mai-20260917-0922-baseline|c118-l1|anthropic-small|Aqua Security", "prompt": "c118-l1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Prisma Cloud and Aqua Security are strong choices for enterprises that need deep compliance controls and runtime enforcement."}, {"id": "mai-20260917-0922-baseline|c118-l1|anthropic-small|Wiz", "prompt": "c118-l1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wiz is highly compelling for rapid cloud visibility, risk prioritization, and agentless compliance assessment."}, {"id": "mai-20260917-0922-baseline|c118-l1|anthropic-small|Sysdig Secure", "prompt": "c118-l1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sysdig Secure stands out for runtime monitoring and Kubernetes threat detection."}, {"id": "mai-20260917-0922-baseline|c118-l1|anthropic-small|Snyk", "prompt": "c118-l1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Snyk is a developer-first security platform that scans container images for vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c118-l1|challenger-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-l1", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto Networks Prisma Cloud** is the strongest default choice"}, {"id": "mai-20260917-0922-baseline|c118-l1|challenger-small|Aqua Security", "prompt": "c118-l1", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Aqua Security** is the most commonly cited alternative"}, {"id": "mai-20260917-0922-baseline|c118-l1|challenger-small|Wiz", "prompt": "c118-l1", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Wiz** if you want a modern CNAPP with strong enterprise traction"}, {"id": "mai-20260917-0922-baseline|c118-l1|challenger-small|SentinelOne Singularity Cloud Security", "prompt": "c118-l1", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose SentinelOne or Microsoft Defender for Cloud** if you prefer container security bundled into a broader security stack"}, {"id": "mai-20260917-0922-baseline|c118-l1|challenger-small|Microsoft Defender for Cloud", "prompt": "c118-l1", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose SentinelOne or Microsoft Defender for Cloud** if you prefer container security bundled into a broader security stack"}, {"id": "mai-20260917-0922-baseline|c118-l1|deepseek-small|Palo Alto Prisma Cloud", "prompt": "c118-l1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall balance for most enterprises:** **Wiz or Prisma Cloud**"}, {"id": "mai-20260917-0922-baseline|c118-l1|deepseek-small|Wiz", "prompt": "c118-l1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall balance for most enterprises:** **Wiz or Prisma Cloud**"}, {"id": "mai-20260917-0922-baseline|c118-l1|deepseek-small|Sysdig", "prompt": "c118-l1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best runtime security at scale:** **Sysdig**."}, {"id": "mai-20260917-0922-baseline|c118-l1|deepseek-small|Aqua Security", "prompt": "c118-l1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Kubernetes-specialist depth:** **Aqua**."}, {"id": "mai-20260917-0922-baseline|c118-l1|deepseek-small|Red Hat Advanced Cluster Security (ACS)", "prompt": "c118-l1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Red Hat Advanced Cluster Security (ACS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if on OpenShift:** **Red Hat ACS**."}, {"id": "mai-20260917-0922-baseline|c118-l1|deepseek-small|SUSE NeuVector", "prompt": "c118-l1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "SUSE NeuVector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Frequently ranked top for security-first enterprise deployments with strong network segmentation."}, {"id": "mai-20260917-0922-baseline|c118-l1|google-small|Wiz", "prompt": "c118-l1", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz (by Google Cloud): Best for Rapid Visibility & Attack-Path Analysis ... solidified its position as the premier cloud and AI security platform"}, {"id": "mai-20260917-0922-baseline|c118-l1|google-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c118-l1", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Full Enterprise Security Consolidation ... The Catch: ... user interface and configuration can feel complex and disjointed"}, {"id": "mai-20260917-0922-baseline|c118-l1|google-small|Aqua Security", "prompt": "c118-l1", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Active Runtime Prevention & Dedicated Container-First Teams"}, {"id": "mai-20260917-0922-baseline|c118-l1|google-small|Sysdig Secure", "prompt": "c118-l1", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Real-Time Threat Detection (eBPF-powered)"}, {"id": "mai-20260917-0922-baseline|c118-l1|meta-small|Aqua Security", "prompt": "c118-l1", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top container security platforms include Aqua Security, Sysdig, and Wiz"}, {"id": "mai-20260917-0922-baseline|c118-l1|meta-small|Sysdig", "prompt": "c118-l1", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top container security platforms include Aqua Security, Sysdig, and Wiz"}, {"id": "mai-20260917-0922-baseline|c118-l1|meta-small|Wiz", "prompt": "c118-l1", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top container security platforms include Aqua Security, Sysdig, and Wiz"}, {"id": "mai-20260917-0922-baseline|c118-l1|minimax-small|Aqua Security", "prompt": "c118-l1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aqua Security** or **Sysdig** if you want purpose-built container security with deep runtime protection"}, {"id": "mai-20260917-0922-baseline|c118-l1|minimax-small|Sysdig", "prompt": "c118-l1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Aqua Security** or **Sysdig** if you want purpose-built container security with deep runtime protection"}, {"id": "mai-20260917-0922-baseline|c118-l1|minimax-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-l1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prisma Cloud** if you're already invested in Palo Alto's ecosystem and want unified cloud security"}, {"id": "mai-20260917-0922-baseline|c118-l1|minimax-small|SUSE NeuVector", "prompt": "c118-l1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprises wanting full-lifecycle open-source foundation"}, {"id": "mai-20260917-0922-baseline|c118-l1|minimax-small|Wiz", "prompt": "c118-l1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Wiz** if you prefer agentless scanning and fast time-to-value"}, {"id": "mai-20260917-0922-baseline|c118-l1|minimax-small|Red Hat ACS (Advanced Cluster Security)", "prompt": "c118-l1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Red Hat ACS (Advanced Cluster Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**OpenShift** | Red Hat ACS (Advanced Cluster Security)"}, {"id": "mai-20260917-0922-baseline|c118-l1|minimax-small|Snyk", "prompt": "c118-l1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Developer-first** | Snyk (best fix guidance)"}, {"id": "mai-20260917-0922-baseline|c118-l1|minimax-small|Trivy", "prompt": "c118-l1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Budget-conscious** | SUSE NeuVector or Trivy (open source)"}, {"id": "mai-20260917-0922-baseline|c118-l1|mistral-small|Aqua Security", "prompt": "c118-l1", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Considered the leader for purpose-built container security, Aqua offers the deepest feature set"}, {"id": "mai-20260917-0922-baseline|c118-l1|mistral-small|Sysdig Secure", "prompt": "c118-l1", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For best-in-class runtime threat detection and Kubernetes integration, choose **Sysdig Secure**."}, {"id": "mai-20260917-0922-baseline|c118-l1|mistral-small|Wiz", "prompt": "c118-l1", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a modern, agentless, and cloud-context approach, consider **Wiz**."}, {"id": "mai-20260917-0922-baseline|c118-l1|moonshot-small|Aqua Security", "prompt": "c118-l1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating **Wiz** or **Aqua Security** first"}, {"id": "mai-20260917-0922-baseline|c118-l1|moonshot-small|Wiz", "prompt": "c118-l1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating **Wiz** or **Aqua Security** first"}, {"id": "mai-20260917-0922-baseline|c118-l1|moonshot-small|Palo Alto Prisma Cloud", "prompt": "c118-l1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Full CNAPP Breadth - Most comprehensive code-to-cloud platform"}, {"id": "mai-20260917-0922-baseline|c118-l1|moonshot-small|Sysdig Secure", "prompt": "c118-l1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Runtime & Kubernetes Depth"}, {"id": "mai-20260917-0922-baseline|c118-l1|moonshot-small|Snyk Container", "prompt": "c118-l1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk Container", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Developer-first shift-left security | Snyk Container"}, {"id": "mai-20260917-0922-baseline|c118-l1|openai-small|Sysdig Secure", "prompt": "c118-l1", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **Sysdig Secure** for container security specifically"}, {"id": "mai-20260917-0922-baseline|c118-l1|openai-small|Aqua CNAPP", "prompt": "c118-l1", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua CNAPP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Aqua** if you want **very strong prevention controls in production**"}, {"id": "mai-20260917-0922-baseline|c118-l1|openai-small|Wiz", "prompt": "c118-l1", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Wiz** as a strong broader CNAPP option"}, {"id": "mai-20260917-0922-baseline|c118-l1|openai-small|Prisma Cloud", "prompt": "c118-l1", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Sysdig vs Aqua vs Wiz vs Prisma Cloud**"}, {"id": "mai-20260917-0922-baseline|c118-l1|xai-small|Aqua Security", "prompt": "c118-l1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**start with Aqua Security or Prisma Cloud**—Aqua if containers are core, Prisma for broader cloud consolidation."}, {"id": "mai-20260917-0922-baseline|c118-l1|xai-small|Sysdig Secure", "prompt": "c118-l1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runtime leader (Falco eBPF OSS for behavioral detection, 700+ MITRE rules); K8s-native"}, {"id": "mai-20260917-0922-baseline|c118-l1|xai-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-l1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with Aqua Security or Prisma Cloud—... Prisma for broader cloud consolidation"}, {"id": "mai-20260917-0922-baseline|c118-l1|xai-small|Wiz", "prompt": "c118-l1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Runtime less mature (add-on sensors); newer in pure container depth."}, {"id": "mai-20260917-0922-baseline|c118-l1|xai-small|Trivy", "prompt": "c118-l1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "OSS anchors like Trivy (Aqua) or Falco (Sysdig) lower entry barriers."}, {"id": "mai-20260917-0922-baseline|c118-l1|xai-small|Falco", "prompt": "c118-l1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "OSS anchors like Trivy (Aqua) or Falco (Sysdig) lower entry barriers."}, {"id": "mai-20260917-0922-baseline|c118-l1|xai-small|CrowdStrike", "prompt": "c118-l1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Forrester notes strengths in runtime (e.g., CrowdStrike)"}, {"id": "mai-20260917-0922-baseline|c118-l1|xai-small|Snyk", "prompt": "c118-l1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Avoid dev-first tools like Snyk if not developer-led."}, {"id": "mai-20260917-0922-baseline|c118-l1|xai-small|Microsoft Defender CSPM+", "prompt": "c118-l1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Microsoft Defender CSPM+", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "your cloud provider (e.g., Azure → Microsoft Defender CSPM+)"}, {"id": "mai-20260917-0922-baseline|c118-l1|zai-small|Palo Alto Prisma Cloud", "prompt": "c118-l1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all‑round enterprise CNAPP:** **Palo Alto Prisma Cloud** – ideal for large, regulated B2B organizations"}, {"id": "mai-20260917-0922-baseline|c118-l1|zai-small|Aqua Security", "prompt": "c118-l1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best container‑specialized platform:** **Aqua Security** – deep, purpose‑built lifecycle coverage"}, {"id": "mai-20260917-0922-baseline|c118-l1|zai-small|Sysdig Secure", "prompt": "c118-l1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best runtime detection:** **Sysdig Secure** – unmatched runtime forensics"}, {"id": "mai-20260917-0922-baseline|c118-l1|zai-small|Wiz", "prompt": "c118-l1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for fast, agentless visibility:** **Wiz** – rapid time‑to‑value with minimal rollout"}, {"id": "mai-20260917-0922-baseline|c118-l1|zai-small|CrowdStrike Falcon Cloud Security", "prompt": "c118-l1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for existing Falcon customers:** **CrowdStrike Falcon Cloud Security** – unified endpoint‑cloud CNAPP"}, {"id": "mai-20260917-0922-baseline|c118-l1|zai-small|Snyk Container", "prompt": "c118-l1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk Container", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Depth:** Less comprehensive runtime and CSPM coverage compared to the top enterprise platforms."}, {"id": "mai-20260917-0922-baseline|c118-l1|zai-small|Azure Defender", "prompt": "c118-l1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Azure Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Yes:** Prisma Cloud (Palo Alto), CrowdStrike (Falcon), Azure Defender, GCP Security Command Center."}, {"id": "mai-20260917-0922-baseline|c118-l1|zai-small|GCP Security Command Center", "prompt": "c118-l1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "GCP Security Command Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Azure Defender, GCP Security Command Center."}, {"id": "mai-20260917-0922-baseline|c118-l2|alibaba-small|Prisma Cloud (by Palo Alto Networks)", "prompt": "c118-l2", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Prisma Cloud (by Palo Alto Networks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Prisma Cloud (by Palo Alto Networks)** ... one of the most mature CNAPP platforms on the market"}, {"id": "mai-20260917-0922-baseline|c118-l2|alibaba-small|Wiz", "prompt": "c118-l2", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend requesting PoCs (Proof of Concepts) from **Prisma Cloud** and **Wiz**"}, {"id": "mai-20260917-0922-baseline|c118-l2|alibaba-small|Sysdig Secure", "prompt": "c118-l2", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sysdig offers the deepest runtime visibility ... Choose **Sysdig** for granular control and eBPF depth."}, {"id": "mai-20260917-0922-baseline|c118-l2|alibaba-small|Aqua Security", "prompt": "c118-l2", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you prefer Open Source roots but need Enterprise Support | Consider **Aqua Security**"}, {"id": "mai-20260917-0922-baseline|c118-l2|alibaba-small|Kubescape", "prompt": "c118-l2", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a hybrid approach using **Kubescape** (posture) + **Falco** (runtime)"}, {"id": "mai-20260917-0922-baseline|c118-l2|alibaba-small|Falco", "prompt": "c118-l2", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Kubescape** (posture) + **Falco** (runtime) managed via a commercial support contract"}, {"id": "mai-20260917-0922-baseline|c118-l2|anthropic-small|Wiz", "prompt": "c118-l2", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating **Wiz** or **Aqua Security** based on your existing infrastructure"}, {"id": "mai-20260917-0922-baseline|c118-l2|anthropic-small|Aqua Security", "prompt": "c118-l2", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating **Wiz** or **Aqua Security** based on your existing infrastructure"}, {"id": "mai-20260917-0922-baseline|c118-l2|anthropic-small|AccuKnox", "prompt": "c118-l2", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "AccuKnox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AccuKnox** is a strong fit for enterprises that want runtime enforcement, Zero Trust policy automation"}, {"id": "mai-20260917-0922-baseline|c118-l2|anthropic-small|Portainer", "prompt": "c118-l2", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Portainer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Portainer** is suitable for enterprises that need strong governance, access control, and auditability"}, {"id": "mai-20260917-0922-baseline|c118-l2|anthropic-small|Falco", "prompt": "c118-l2", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "open source tools like Falco and Trivy deliver strong baseline coverage"}, {"id": "mai-20260917-0922-baseline|c118-l2|anthropic-small|Trivy", "prompt": "c118-l2", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "open source tools like Falco and Trivy deliver strong baseline coverage"}, {"id": "mai-20260917-0922-baseline|c118-l2|challenger-small|Aqua Security", "prompt": "c118-l2", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Aqua Security** as the default choice if you want a single enterprise platform covering the Kubernetes lifecycle"}, {"id": "mai-20260917-0922-baseline|c118-l2|challenger-small|Prisma Cloud", "prompt": "c118-l2", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prisma Cloud** is the main alternative to consider"}, {"id": "mai-20260917-0922-baseline|c118-l2|challenger-small|Sysdig", "prompt": "c118-l2", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Sysdig** if your top priority is **runtime depth and detection**"}, {"id": "mai-20260917-0922-baseline|c118-l2|challenger-small|Kubescape", "prompt": "c118-l2", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a free stack such as **Kubescape + Falco** for posture and runtime coverage"}, {"id": "mai-20260917-0922-baseline|c118-l2|challenger-small|Falco", "prompt": "c118-l2", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a free stack such as **Kubescape + Falco** for posture and runtime coverage"}, {"id": "mai-20260917-0922-baseline|c118-l2|deepseek-small|Prisma Cloud (Palo Alto)", "prompt": "c118-l2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prisma Cloud** and **Wiz** are the two most defensible defaults"}, {"id": "mai-20260917-0922-baseline|c118-l2|deepseek-small|Wiz", "prompt": "c118-l2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "with **Wiz** standing out for agentless speed and risk-based prioritization at scale"}, {"id": "mai-20260917-0922-baseline|c118-l2|deepseek-small|Aqua Security", "prompt": "c118-l2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Aqua Security** or **Sysdig** are the strongest specialists"}, {"id": "mai-20260917-0922-baseline|c118-l2|deepseek-small|Sysdig", "prompt": "c118-l2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sysdig** is the specialist"}, {"id": "mai-20260917-0922-baseline|c118-l2|google-small|Wiz", "prompt": "c118-l2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz has rapidly become the gold standard for enterprise cloud and Kubernetes security."}, {"id": "mai-20260917-0922-baseline|c118-l2|google-small|Sysdig Secure", "prompt": "c118-l2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Deep Runtime Protection and Active Threat Detection"}, {"id": "mai-20260917-0922-baseline|c118-l2|google-small|Prisma Cloud by Palo Alto Networks", "prompt": "c118-l2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Prisma Cloud by Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Consolidated, Legacy-Enterprise Security"}, {"id": "mai-20260917-0922-baseline|c118-l2|google-small|Falco", "prompt": "c118-l2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sysdig is built on **Falco** (the CNCF open-source standard for runtime security)."}, {"id": "mai-20260917-0922-baseline|c118-l2|google-small|Red Hat Advanced Cluster Security (RHACS)", "prompt": "c118-l2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Red Hat Advanced Cluster Security (RHACS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A Niche Alternative: Red Hat Advanced Cluster Security (RHACS)"}, {"id": "mai-20260917-0922-baseline|c118-l2|meta-small|Kubescape", "prompt": "c118-l2", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Kubescape and Falco: These are free, open-source tools that provide posture management and runtime threat detection."}, {"id": "mai-20260917-0922-baseline|c118-l2|meta-small|Falco", "prompt": "c118-l2", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kubescape and Falco: These are free, open-source tools that provide posture management and runtime threat detection."}, {"id": "mai-20260917-0922-baseline|c118-l2|meta-small|Sysdig", "prompt": "c118-l2", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Sysdig, Aqua, and Prisma Cloud: ... They are suitable for large enterprises with complex compliance requirements."}, {"id": "mai-20260917-0922-baseline|c118-l2|meta-small|Aqua", "prompt": "c118-l2", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Sysdig, Aqua, and Prisma Cloud: ... They are suitable for large enterprises with complex compliance requirements."}, {"id": "mai-20260917-0922-baseline|c118-l2|meta-small|Prisma Cloud", "prompt": "c118-l2", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Sysdig, Aqua, and Prisma Cloud: ... They are suitable for large enterprises with complex compliance requirements."}, {"id": "mai-20260917-0922-baseline|c118-l2|meta-small|Aikido Security", "prompt": "c118-l2", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "This is an enterprise-grade Kubernetes security tool that provides end-to-end coverage, including IaC, container, and runtime security."}, {"id": "mai-20260917-0922-baseline|c118-l2|minimax-small|Aqua Security (Aqua Enterprise)", "prompt": "c118-l2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua Security (Aqua Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**👉 Aqua Security (Aqua Enterprise)**"}, {"id": "mai-20260917-0922-baseline|c118-l2|minimax-small|Palo Alto Networks Twistlock (Prisma Cloud)", "prompt": "c118-l2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Palo Alto Networks Twistlock (Prisma Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **Sysdig Secure** or **Prisma Cloud (Twistlock)** as alternatives"}, {"id": "mai-20260917-0922-baseline|c118-l2|minimax-small|Sysdig Secure", "prompt": "c118-l2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sysdig Secure** (built on Falco) | If you need deep system-level visibility"}, {"id": "mai-20260917-0922-baseline|c118-l2|minimax-small|Lacework", "prompt": "c118-l2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Lacework", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lacework** | If you prefer a platform that uses ML to baseline behavior"}, {"id": "mai-20260917-0922-baseline|c118-l2|minimax-small|Trivy", "prompt": "c118-l2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "open-source components (Trivy, Falco, OPA Gatekeeper, Kyverno)"}, {"id": "mai-20260917-0922-baseline|c118-l2|minimax-small|Falco", "prompt": "c118-l2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "open-source components (Trivy, Falco, OPA Gatekeeper, Kyverno)"}, {"id": "mai-20260917-0922-baseline|c118-l2|minimax-small|OPA Gatekeeper", "prompt": "c118-l2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "OPA Gatekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "open-source components (Trivy, Falco, OPA Gatekeeper, Kyverno)"}, {"id": "mai-20260917-0922-baseline|c118-l2|minimax-small|Kyverno", "prompt": "c118-l2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kyverno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "open-source components (Trivy, Falco, OPA Gatekeeper, Kyverno)"}, {"id": "mai-20260917-0922-baseline|c118-l2|mistral-small|Kubescape", "prompt": "c118-l2", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kubescape** (for posture management) – Free baseline, then enterprise support... making it ideal for large-scale environments."}, {"id": "mai-20260917-0922-baseline|c118-l2|mistral-small|Falco", "prompt": "c118-l2", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Falco** (for runtime security) – Provides real-time threat detection and is a trusted CNCF project"}, {"id": "mai-20260917-0922-baseline|c118-l2|mistral-small|Calico", "prompt": "c118-l2", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Calico", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Calico** (for network policy and zero-trust) – Offers advanced network segmentation"}, {"id": "mai-20260917-0922-baseline|c118-l2|mistral-small|Portainer", "prompt": "c118-l2", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Portainer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Portainer** (for governance and access control) – Centralized RBAC, audit trails"}, {"id": "mai-20260917-0922-baseline|c118-l2|moonshot-small|Aqua Security", "prompt": "c118-l2", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Aqua Security or Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c118-l2|moonshot-small|Prisma Cloud (Palo Alto)", "prompt": "c118-l2", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: Aqua Security or Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c118-l2|moonshot-small|Red Hat Advanced Cluster Security (ACS)", "prompt": "c118-l2", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Red Hat Advanced Cluster Security (ACS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: Red Hat Advanced Cluster Security (ACS)"}, {"id": "mai-20260917-0922-baseline|c118-l2|moonshot-small|Kubescape", "prompt": "c118-l2", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While tools like **Kubescape** (posture) + **Falco** (runtime) are excellent and free, a company with **thousands of employees** typically needs..."}, {"id": "mai-20260917-0922-baseline|c118-l2|moonshot-small|Falco", "prompt": "c118-l2", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While tools like **Kubescape** (posture) + **Falco** (runtime) are excellent and free"}, {"id": "mai-20260917-0922-baseline|c118-l2|moonshot-small|Sysdig Secure", "prompt": "c118-l2", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best-in-class runtime threat detection** | **Sysdig Secure** (built on Falco)"}, {"id": "mai-20260917-0922-baseline|c118-l2|openai-small|Sysdig Secure", "prompt": "c118-l2", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Sysdig Secure** as the strongest default choice for Kubernetes security."}, {"id": "mai-20260917-0922-baseline|c118-l2|openai-small|Red Hat OpenShift", "prompt": "c118-l2", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Red Hat OpenShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're heavily standardized on **Red Hat OpenShift**, I'd also evaluate Red Hat's ecosystem options."}, {"id": "mai-20260917-0922-baseline|c118-l2|xai-small|Prisma Cloud (by Palo Alto Networks)", "prompt": "c118-l2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Prisma Cloud (by Palo Alto Networks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Prisma Cloud (by Palo Alto Networks) as the top Kubernetes security tool."}, {"id": "mai-20260917-0922-baseline|c118-l2|xai-small|Sysdig Secure", "prompt": "c118-l2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best runtime depth (Falco creators, eBPF). | More Kubernetes/container-focused; less broad CNAPP"}, {"id": "mai-20260917-0922-baseline|c118-l2|xai-small|Aqua Security", "prompt": "c118-l2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong lifecycle protection. | Excellent for container-native but narrower than Prisma's cloud consolidation."}, {"id": "mai-20260917-0922-baseline|c118-l2|xai-small|Wiz", "prompt": "c118-l2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Agentless attack path visibility. | Great for mid-large but Prisma edges on runtime enforcement depth."}, {"id": "mai-20260917-0922-baseline|c118-l2|xai-small|Kubescape", "prompt": "c118-l2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Lacks enterprise support, multi-cluster correlation, SLAs for 1000s of users."}, {"id": "mai-20260917-0922-baseline|c118-l2|xai-small|Falco", "prompt": "c118-l2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Open Source (Kubescape + Falco) | Free posture/runtime basics. | Lacks enterprise support"}, {"id": "mai-20260917-0922-baseline|c118-l2|xai-small|OPA/Gatekeeper", "prompt": "c118-l2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "OPA/Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pair with OPA/Gatekeeper for custom policies."}, {"id": "mai-20260917-0922-baseline|c118-l2|xai-small|Red Hat Advanced Cluster Security", "prompt": "c118-l2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Red Hat Advanced Cluster Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If your stack is heavily OpenShift-focused, consider Red Hat Advanced Cluster Security."}, {"id": "mai-20260917-0922-baseline|c118-l2|zai-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-l2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Palo Alto Networks Prisma Cloud**."}, {"id": "mai-20260917-0922-baseline|c118-l2|zai-small|Sysdig", "prompt": "c118-l2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1. Sysdig (Best for Runtime Visibility)**"}, {"id": "mai-20260917-0922-baseline|c118-l2|zai-small|Aqua Security", "prompt": "c118-l2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**2. Aqua Security (Best for Strict Lifecycle Enforcement)**"}, {"id": "mai-20260917-0922-baseline|c118-l2|zai-small|Kubescape", "prompt": "c118-l2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Kubescape:** For cluster posture (configuration scanning)."}, {"id": "mai-20260917-0922-baseline|c118-l2|zai-small|Falco", "prompt": "c118-l2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Falco:** For runtime threat detection."}, {"id": "mai-20260917-0922-baseline|c118-l3|alibaba-small|Aqua Security", "prompt": "c118-l3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Aqua is widely considered the leader in dedicated container security."}, {"id": "mai-20260917-0922-baseline|c118-l3|alibaba-small|Sysdig Secure", "prompt": "c118-l3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best-in-class **runtime detection**."}, {"id": "mai-20260917-0922-baseline|c118-l3|alibaba-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-l3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unmatched breadth... Prisma unifies container security with API security"}, {"id": "mai-20260917-0922-baseline|c118-l3|alibaba-small|Snyk", "prompt": "c118-l3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Snyk takes a different approach by placing the developer at the center of the workflow."}, {"id": "mai-20260917-0922-baseline|c118-l3|alibaba-small|Wiz", "prompt": "c118-l3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rapid deployment and high-fidelity risk prioritization."}, {"id": "mai-20260917-0922-baseline|c118-l3|alibaba-small|Red Hat Advanced Cluster Security", "prompt": "c118-l3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Red Hat Advanced Cluster Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your environment runs on OpenShift, Red Hat's offering is the default choice"}, {"id": "mai-20260917-0922-baseline|c118-l3|anthropic-small|Wiz", "prompt": "c118-l3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz offers agentless graph and attack-path prioritization, which are why it spread so quickly"}, {"id": "mai-20260917-0922-baseline|c118-l3|anthropic-small|Prisma Cloud", "prompt": "c118-l3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Prisma Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Prisma Cloud and Aqua Security are strong choices for enterprises that need deep compliance controls and runtime enforcement"}, {"id": "mai-20260917-0922-baseline|c118-l3|anthropic-small|Sysdig Secure", "prompt": "c118-l3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your priority is catching and responding to live runtime attacks, Sysdig's Falco heritage makes runtime detection its center of gravity."}, {"id": "mai-20260917-0922-baseline|c118-l3|anthropic-small|Aqua Security", "prompt": "c118-l3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you are container and Kubernetes-heavy and want full lifecycle coverage, Aqua is the choice."}, {"id": "mai-20260917-0922-baseline|c118-l3|anthropic-small|Orca Security", "prompt": "c118-l3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "dominant CNAPP vendors with strong container security are Wiz, Prisma Cloud, Sysdig Secure, Aqua Security, and Orca Security"}, {"id": "mai-20260917-0922-baseline|c118-l3|anthropic-small|Lacework", "prompt": "c118-l3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "cloud-native platforms that integrate image scanning, CSPM, and runtime protection in a single control plane (Wiz, Prisma Cloud, Lacework)"}, {"id": "mai-20260917-0922-baseline|c118-l3|anthropic-small|Snyk Container", "prompt": "c118-l3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk Container", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "purpose-built container security vendors that lead with deep runtime instrumentation and developer-facing shift-left tooling (Aqua Security, Sysdig Secure, Snyk Container)"}, {"id": "mai-20260917-0922-baseline|c118-l3|challenger-small|Aqua Security", "prompt": "c118-l3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Aqua** for **container-first, full lifecycle** coverage."}, {"id": "mai-20260917-0922-baseline|c118-l3|challenger-small|Sysdig Secure", "prompt": "c118-l3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Sysdig** for **Kubernetes/runtime depth**."}, {"id": "mai-20260917-0922-baseline|c118-l3|challenger-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-l3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Prisma Cloud** for **enterprise CNAPP breadth and governance**."}, {"id": "mai-20260917-0922-baseline|c118-l3|challenger-small|Wiz", "prompt": "c118-l3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Wiz** for **agentless multi-cloud visibility**."}, {"id": "mai-20260917-0922-baseline|c118-l3|challenger-small|Snyk Container", "prompt": "c118-l3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Snyk** for **developer-led shift-left** security."}, {"id": "mai-20260917-0922-baseline|c118-l3|challenger-small|CrowdStrike", "prompt": "c118-l3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Container security is typically one module in a broader platform, not a container-specialist stack"}, {"id": "mai-20260917-0922-baseline|c118-l3|challenger-small|SentinelOne", "prompt": "c118-l3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "attractive when security teams want to **extend existing endpoint detection into cloud workloads**"}, {"id": "mai-20260917-0922-baseline|c118-l3|deepseek-small|Aqua Security", "prompt": "c118-l3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Container-first, full-lifecycle:** Aqua"}, {"id": "mai-20260917-0922-baseline|c118-l3|deepseek-small|Trivy", "prompt": "c118-l3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Trivy** (Aqua), **Falco** (Sysdig), and **NeuVector** (fully open) give you a credible zero-cost starting stack"}, {"id": "mai-20260917-0922-baseline|c118-l3|deepseek-small|Sysdig Secure", "prompt": "c118-l3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Runtime/K8s security is your priority:** Sysdig"}, {"id": "mai-20260917-0922-baseline|c118-l3|deepseek-small|Falco", "prompt": "c118-l3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Commercial home of **Falco**, the open-source runtime security engine built on **eBPF**"}, {"id": "mai-20260917-0922-baseline|c118-l3|deepseek-small|Snyk", "prompt": "c118-l3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Developer adoption is the bottleneck:** Snyk"}, {"id": "mai-20260917-0922-baseline|c118-l3|deepseek-small|Red Hat Advanced Cluster Security (ACS)", "prompt": "c118-l3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Red Hat Advanced Cluster Security (ACS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** OpenShift / Red Hat Kubernetes estates."}, {"id": "mai-20260917-0922-baseline|c118-l3|deepseek-small|SUSE NeuVector", "prompt": "c118-l3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Budget-conscious / open source requirement:** SUSE NeuVector (free, self-managed)"}, {"id": "mai-20260917-0922-baseline|c118-l3|deepseek-small|Palo Alto Prisma Cloud", "prompt": "c118-l3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**You're consolidating cloud security anyway:** Prisma Cloud or Wiz"}, {"id": "mai-20260917-0922-baseline|c118-l3|deepseek-small|Wiz", "prompt": "c118-l3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**You're consolidating cloud security anyway:** Prisma Cloud or Wiz"}, {"id": "mai-20260917-0922-baseline|c118-l3|deepseek-small|CrowdStrike", "prompt": "c118-l3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** Organizations consolidating on an endpoint-detection-and-response (EDR) vendor."}, {"id": "mai-20260917-0922-baseline|c118-l3|deepseek-small|Microsoft Defender for Containers", "prompt": "c118-l3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Microsoft Defender for Containers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Per vCore:** Microsoft Defender for Containers — published per-vCore rates."}, {"id": "mai-20260917-0922-baseline|c118-l3|google-small|Wiz", "prompt": "c118-l3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Wiz** if your biggest pain point is **alert fatigue** and you need rapid visibility across thousands of cloud-native workloads"}, {"id": "mai-20260917-0922-baseline|c118-l3|google-small|Sysdig Secure", "prompt": "c118-l3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Sysdig Secure** if you are running highly sensitive Kubernetes environments"}, {"id": "mai-20260917-0922-baseline|c118-l3|google-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c118-l3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is notoriously complex to configure, deploy, and manage."}, {"id": "mai-20260917-0922-baseline|c118-l3|google-small|Aqua Security", "prompt": "c118-l3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Aqua Security** if you require **active, hard blocking capabilities**"}, {"id": "mai-20260917-0922-baseline|c118-l3|google-small|Snyk", "prompt": "c118-l3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Snyk** if your primary initiative is **\"Shift-Left\" developer enablement**"}, {"id": "mai-20260917-0922-baseline|c118-l3|meta-small|Wiz", "prompt": "c118-l3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CNAPP-class platforms (Wiz, Prisma Cloud, Aqua, Sysdig, Orca)"}, {"id": "mai-20260917-0922-baseline|c118-l3|meta-small|Prisma Cloud", "prompt": "c118-l3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Palo Alto (Prisma Cloud) - best platform breadth"}, {"id": "mai-20260917-0922-baseline|c118-l3|meta-small|Aqua", "prompt": "c118-l3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Aqua Security - best full lifecycle"}, {"id": "mai-20260917-0922-baseline|c118-l3|meta-small|Sysdig", "prompt": "c118-l3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sysdig - best runtime"}, {"id": "mai-20260917-0922-baseline|c118-l3|meta-small|Orca", "prompt": "c118-l3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Orca Security - CNAPP-class platform"}, {"id": "mai-20260917-0922-baseline|c118-l3|meta-small|SentinelOne", "prompt": "c118-l3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "runtime-focused tools (SentinelOne, CrowdStrike)"}, {"id": "mai-20260917-0922-baseline|c118-l3|meta-small|CrowdStrike", "prompt": "c118-l3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "runtime-focused tools (SentinelOne, CrowdStrike)"}, {"id": "mai-20260917-0922-baseline|c118-l3|meta-small|Falco", "prompt": "c118-l3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "open-source primitives (Falco, Trivy, Kyverno, Sigstore)"}, {"id": "mai-20260917-0922-baseline|c118-l3|meta-small|Trivy", "prompt": "c118-l3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "open-source primitives (Falco, Trivy, Kyverno, Sigstore)"}, {"id": "mai-20260917-0922-baseline|c118-l3|meta-small|Kyverno", "prompt": "c118-l3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Kyverno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "open-source primitives (Falco, Trivy, Kyverno, Sigstore)"}, {"id": "mai-20260917-0922-baseline|c118-l3|meta-small|Sigstore", "prompt": "c118-l3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sigstore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "open-source primitives (Falco, Trivy, Kyverno, Sigstore)"}, {"id": "mai-20260917-0922-baseline|c118-l3|minimax-small|Aqua Security", "prompt": "c118-l3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Full lifecycle coverage, deepest feature set ... **Kubernetes-heavy environments**: Aqua Security or Sysdig"}, {"id": "mai-20260917-0922-baseline|c118-l3|minimax-small|Sysdig", "prompt": "c118-l3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best runtime detection, Falco-based ... **Kubernetes-heavy environments**: Aqua Security or Sysdig"}, {"id": "mai-20260917-0922-baseline|c118-l3|minimax-small|Palo Alto Prisma Cloud", "prompt": "c118-l3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broadest cloud security, enterprise ecosystem"}, {"id": "mai-20260917-0922-baseline|c118-l3|minimax-small|Wiz", "prompt": "c118-l3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Agentless, fast onboarding, attack path analysis"}, {"id": "mai-20260917-0922-baseline|c118-l3|minimax-small|Lacework", "prompt": "c118-l3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud security platform with container support"}, {"id": "mai-20260917-0922-baseline|c118-l3|minimax-small|Snyk Container", "prompt": "c118-l3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Developer-centric DevSecOps**: Snyk Container"}, {"id": "mai-20260917-0922-baseline|c118-l3|minimax-small|SUSE NeuVector", "prompt": "c118-l3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Budget-conscious/open-source**: SUSE NeuVector"}, {"id": "mai-20260917-0922-baseline|c118-l3|minimax-small|Trend Micro", "prompt": "c118-l3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Per node/workload**: Sysdig, Aqua, Prisma Cloud, Trend Micro"}, {"id": "mai-20260917-0922-baseline|c118-l3|minimax-small|OX Security", "prompt": "c118-l3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "OX Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Newer platforms like OX Security focus on contextual prioritization"}, {"id": "mai-20260917-0922-baseline|c118-l3|mistral-small|Aqua Security", "prompt": "c118-l3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Aqua Security** - **Coverage:** Full lifecycle ... **Strengths:** Deep, dedicated container security"}, {"id": "mai-20260917-0922-baseline|c118-l3|mistral-small|Sysdig Secure", "prompt": "c118-l3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Enterprises prioritizing runtime protection and Kubernetes environments"}, {"id": "mai-20260917-0922-baseline|c118-l3|mistral-small|Palo Alto Prisma Cloud (CNAPP)", "prompt": "c118-l3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Palo Alto Prisma Cloud (CNAPP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Large enterprises wanting a single platform for container and broader cloud security"}, {"id": "mai-20260917-0922-baseline|c118-l3|mistral-small|OX Security", "prompt": "c118-l3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "OX Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprises needing advanced supply chain and attack path analysis"}, {"id": "mai-20260917-0922-baseline|c118-l3|mistral-small|SUSE NeuVector", "prompt": "c118-l3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Enterprises seeking open-source-based, full lifecycle security"}, {"id": "mai-20260917-0922-baseline|c118-l3|mistral-small|Snyk Container", "prompt": "c118-l3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Enterprises prioritizing developer adoption and early vulnerability detection"}, {"id": "mai-20260917-0922-baseline|c118-l3|moonshot-small|Aqua Security", "prompt": "c118-l3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Organizations wanting the deepest container-native security across the full lifecycle"}, {"id": "mai-20260917-0922-baseline|c118-l3|moonshot-small|Sysdig Secure", "prompt": "c118-l3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best-in-class runtime detection (built by creators of Falco, the eBPF runtime standard)"}, {"id": "mai-20260917-0922-baseline|c118-l3|moonshot-small|Palo Alto Prisma Cloud", "prompt": "c118-l3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Large enterprises needing broad CNAPP coverage beyond just containers"}, {"id": "mai-20260917-0922-baseline|c118-l3|moonshot-small|Wiz", "prompt": "c118-l3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Wiz if you need rapid, agentless visibility across multi-cloud with strong risk correlation"}, {"id": "mai-20260917-0922-baseline|c118-l3|moonshot-small|Snyk Container", "prompt": "c118-l3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Developer-first teams focused on shift-left security"}, {"id": "mai-20260917-0922-baseline|c118-l3|moonshot-small|CrowdStrike", "prompt": "c118-l3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms (Prisma, Wiz, CrowdStrike) that absorb container security into broader CNAPP offerings"}, {"id": "mai-20260917-0922-baseline|c118-l3|openai-small|Wiz", "prompt": "c118-l3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need the best risk prioritization across cloud + containers?** → **Wiz**"}, {"id": "mai-20260917-0922-baseline|c118-l3|openai-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c118-l3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "typically chosen for **broad enterprise governance** and security program consolidation"}, {"id": "mai-20260917-0922-baseline|c118-l3|openai-small|Aqua Security", "prompt": "c118-l3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often stands out for **container-specialized depth** and policy enforcement"}, {"id": "mai-20260917-0922-baseline|c118-l3|openai-small|Sysdig Secure", "prompt": "c118-l3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need deep runtime detection and forensics?** → **Sysdig Secure**"}, {"id": "mai-20260917-0922-baseline|c118-l3|openai-small|Snyk Container", "prompt": "c118-l3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "more **developer-centric** than full enterprise runtime platforms; often complements, rather than replaces, larger CNAPPs"}, {"id": "mai-20260917-0922-baseline|c118-l3|openai-small|Anchore Enterprise", "prompt": "c118-l3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Anchore Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "especially good if your priority is **formal policy enforcement** and compliance workflows"}, {"id": "mai-20260917-0922-baseline|c118-l3|openai-small|Red Hat Advanced Cluster Security (ACS)", "prompt": "c118-l3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Red Hat Advanced Cluster Security (ACS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Run OpenShift?** → **Red Hat ACS**"}, {"id": "mai-20260917-0922-baseline|c118-l3|openai-small|Check Point CloudGuard", "prompt": "c118-l3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** organizations already invested in Check Point security tooling."}, {"id": "mai-20260917-0922-baseline|c118-l3|openai-small|Lacework", "prompt": "c118-l3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "notes a focus on behavioral analysis and anomaly detection across cloud-native workloads"}, {"id": "mai-20260917-0922-baseline|c118-l3|openai-small|Harbor", "prompt": "c118-l3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Harbor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "it's primarily a **registry/security control plane**, not an end-to-end container security suite"}, {"id": "mai-20260917-0922-baseline|c118-l3|xai-small|Aqua Security", "prompt": "c118-l3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked #1 for container-specific depth."}, {"id": "mai-20260917-0922-baseline|c118-l3|xai-small|Sysdig Secure", "prompt": "c118-l3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader in runtime protection."}, {"id": "mai-20260917-0922-baseline|c118-l3|xai-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-l3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CNAPP leader with broad scope."}, {"id": "mai-20260917-0922-baseline|c118-l3|xai-small|Snyk", "prompt": "c118-l3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Developer-first shift-left scanning."}, {"id": "mai-20260917-0922-baseline|c118-l3|xai-small|Wiz", "prompt": "c118-l3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Agentless CNAPP with strong prioritization."}, {"id": "mai-20260917-0922-baseline|c118-l3|xai-small|Microsoft Defender for Cloud", "prompt": "c118-l3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Integrated for Azure-heavy enterprises."}, {"id": "mai-20260917-0922-baseline|c118-l3|xai-small|CrowdStrike Falcon Cloud Security", "prompt": "c118-l3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Runtime-focused with EDR ties."}, {"id": "mai-20260917-0922-baseline|c118-l3|xai-small|Orca Security", "prompt": "c118-l3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Orca Security – Agentless side-scanning."}, {"id": "mai-20260917-0922-baseline|c118-l3|zai-small|Aqua Security", "prompt": "c118-l3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Container‑first, full‑lifecycle** | **Aqua Security** | Deepest feature set for containers, strong OSS on‑ramp, comprehensive policy engine"}, {"id": "mai-20260917-0922-baseline|c118-l3|zai-small|Sysdig Secure", "prompt": "c118-l3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For pure‑container, deep runtime and governance:** Aqua Security or Sysdig Secure."}, {"id": "mai-20260917-0922-baseline|c118-l3|zai-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-l3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For CNAPP‑style, code‑to‑cloud coverage:** Palo Alto Prisma Cloud or Wiz."}, {"id": "mai-20260917-0922-baseline|c118-l3|zai-small|Wiz", "prompt": "c118-l3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wiz: fast, graph‑first, excellent DSPM/KSPM"}, {"id": "mai-20260917-0922-baseline|c118-l3|zai-small|Snyk", "prompt": "c118-l3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For developer‑first, shift‑left:** Snyk."}, {"id": "mai-20260917-0922-baseline|c118-l3|zai-small|CrowdStrike", "prompt": "c118-l3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Container security is a module, not a dedicated platform"}, {"id": "mai-20260917-0922-baseline|c118-l3|zai-small|Red Hat ACS (Advanced Cluster Security)", "prompt": "c118-l3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Red Hat ACS (Advanced Cluster Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**OpenShift‑centric estate** | **Red Hat ACS** | Tight integration with OpenShift"}, {"id": "mai-20260917-0922-baseline|c118-l3|zai-small|Microsoft Defender", "prompt": "c118-l3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Pricing can be opaque; limited multi‑cloud flexibility"}, {"id": "mai-20260917-0922-baseline|c118-l3|zai-small|Lacework", "prompt": "c118-l3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Container‑specific depth not as deep as Aqua/Sysdig"}, {"id": "mai-20260917-0922-baseline|c118-l3|zai-small|Cisco Isovalent", "prompt": "c118-l3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Cisco Isovalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Primarily a networking/security overlay, not a full‑lifecycle platform"}, {"id": "mai-20260917-0922-baseline|c118-l4|alibaba-small|Sysdig Secure", "prompt": "c118-l4", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sysdig Secure** and **Aqua Security** are the top recommendations."}, {"id": "mai-20260917-0922-baseline|c118-l4|alibaba-small|Aqua Security", "prompt": "c118-l4", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sysdig Secure** and **Aqua Security** are the top recommendations."}, {"id": "mai-20260917-0922-baseline|c118-l4|alibaba-small|Microsoft Defender for Containers", "prompt": "c118-l4", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Microsoft Defender for Containers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft Defender for Containers (Best for Azure-Native Shops)... often the most cost-effective choice."}, {"id": "mai-20260917-0922-baseline|c118-l4|alibaba-small|Snyk", "prompt": "c118-l4", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Per Developer** (e.g., Snyk) | ... ❌ **Avoid** for massive scale"}, {"id": "mai-20260917-0922-baseline|c118-l4|alibaba-small|Trivy", "prompt": "c118-l4", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "covered cheaper via open-source scanners (like Trivy)"}, {"id": "mai-20260917-0922-baseline|c118-l4|anthropic-small|Wiz", "prompt": "c118-l4", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz received the highest rating of 8.7 among the leaders and holds the largest mind share in container security"}, {"id": "mai-20260917-0922-baseline|c118-l4|anthropic-small|Snyk", "prompt": "c118-l4", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Snyk's model decouples from infrastructure entirely, great for platform teams, dangerous for large eng orgs"}, {"id": "mai-20260917-0922-baseline|c118-l4|anthropic-small|OX Security", "prompt": "c118-l4", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "OX Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OX Security is purpose-built for enterprise scale, handling thousands of developers across distributed teams"}, {"id": "mai-20260917-0922-baseline|c118-l4|anthropic-small|Microsoft", "prompt": "c118-l4", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "per-vCore (Microsoft and Wiz's approach)"}, {"id": "mai-20260917-0922-baseline|c118-l4|anthropic-small|Sysdig Secure", "prompt": "c118-l4", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the strongest options in 2026 are Sysdig Secure, Aqua Platform, and SentinelOne Singularity Cloud Security"}, {"id": "mai-20260917-0922-baseline|c118-l4|anthropic-small|Aqua Platform", "prompt": "c118-l4", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the strongest options in 2026 are Sysdig Secure, Aqua Platform, and SentinelOne Singularity Cloud Security"}, {"id": "mai-20260917-0922-baseline|c118-l4|anthropic-small|SentinelOne Singularity Cloud Security", "prompt": "c118-l4", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the strongest options in 2026 are Sysdig Secure, Aqua Platform, and SentinelOne Singularity Cloud Security"}, {"id": "mai-20260917-0922-baseline|c118-l4|challenger-small|Aqua Security", "prompt": "c118-l4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aqua Security** is the best fit for a large company seeking **predictable total cost across thousands of users**"}, {"id": "mai-20260917-0922-baseline|c118-l4|challenger-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-l4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prisma Cloud** is the main alternative if you want the broadest single-vendor cloud security platform and can accept more custom pricing"}, {"id": "mai-20260917-0922-baseline|c118-l4|challenger-small|Sysdig Secure", "prompt": "c118-l4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong product, but the results emphasize node/workload-style pricing patterns common in this market."}, {"id": "mai-20260917-0922-baseline|c118-l4|challenger-small|Snyk Container", "prompt": "c118-l4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk Container", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Commonly priced per developer, which is usually less attractive for thousands of users."}, {"id": "mai-20260917-0922-baseline|c118-l4|deepseek-small|Snyk", "prompt": "c118-l4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Choice: **Snyk** (per-developer pricing)"}, {"id": "mai-20260917-0922-baseline|c118-l4|deepseek-small|Sysdig", "prompt": "c118-l4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sysdig** — best if you lead on *runtime* security and prefer infrastructure-shaped pricing"}, {"id": "mai-20260917-0922-baseline|c118-l4|deepseek-small|Aqua", "prompt": "c118-l4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Aqua Security** — best-in-tier image scanning + full lifecycle, but per-workload pricing penalizes dense deployments."}, {"id": "mai-20260917-0922-baseline|c118-l4|deepseek-small|Prisma Cloud", "prompt": "c118-l4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Credits | Prisma Cloud (Palo Alto) | ❌ Opaque, consumption-based metering"}, {"id": "mai-20260917-0922-baseline|c118-l4|deepseek-small|Trend", "prompt": "c118-l4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Per node/host/workload | Sysdig, Aqua, Prisma Cloud, Trend, Tigera | ❌ Scales with infrastructure sprawl"}, {"id": "mai-20260917-0922-baseline|c118-l4|deepseek-small|Tigera", "prompt": "c118-l4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Tigera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Per node/host/workload | Sysdig, Aqua, Prisma Cloud, Trend, Tigera | ❌ Scales with infrastructure sprawl"}, {"id": "mai-20260917-0922-baseline|c118-l4|deepseek-small|Microsoft Defender", "prompt": "c118-l4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Per vCore | Microsoft Defender | ⚠️ Published rates but scales with compute"}, {"id": "mai-20260917-0922-baseline|c118-l4|deepseek-small|Falco", "prompt": "c118-l4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "you'd combine it with a runtime tool (e.g., Falco)"}, {"id": "mai-20260917-0922-baseline|c118-l4|google-small|Snyk", "prompt": "c118-l4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "platforms like **Snyk**—which traditionally bill **per contributing developer**—can become extremely expensive and unpredictable"}, {"id": "mai-20260917-0922-baseline|c118-l4|google-small|Sysdig Secure", "prompt": "c118-l4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wiz** or **Sysdig Secure** are the strongest choices"}, {"id": "mai-20260917-0922-baseline|c118-l4|google-small|Wiz", "prompt": "c118-l4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Wiz** or **Sysdig Secure** are the strongest choices"}, {"id": "mai-20260917-0922-baseline|c118-l4|google-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-l4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prisma Cloud is a highly comprehensive platform covering the entire container lifecycle from code to cloud."}, {"id": "mai-20260917-0922-baseline|c118-l4|google-small|SUSE NeuVector", "prompt": "c118-l4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SUSE NeuVector is the industry standard for open-source container security"}, {"id": "mai-20260917-0922-baseline|c118-l4|meta-small|Aqua", "prompt": "c118-l4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top container security tools are mentioned, including Aqua, Sysdig, Prisma, Trend, Snyk, Microsoft, NeuVector, Trivy, Falco, ThreatMapper, Kubescape, and StackRox OSS"}, {"id": "mai-20260917-0922-baseline|c118-l4|meta-small|Sysdig", "prompt": "c118-l4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Aqua, Sysdig, Prisma, Trend, Snyk, Microsoft, NeuVector, Trivy, Falco, ThreatMapper, Kubescape, and StackRox OSS"}, {"id": "mai-20260917-0922-baseline|c118-l4|meta-small|Prisma", "prompt": "c118-l4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Aqua, Sysdig, Prisma, Trend, Snyk, Microsoft, NeuVector, Trivy, Falco, ThreatMapper, Kubescape, and StackRox OSS"}, {"id": "mai-20260917-0922-baseline|c118-l4|meta-small|Trend", "prompt": "c118-l4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including Aqua, Sysdig, Prisma, Trend, Snyk, Microsoft, NeuVector..."}, {"id": "mai-20260917-0922-baseline|c118-l4|meta-small|Snyk", "prompt": "c118-l4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Aqua, Sysdig, Prisma, Trend, Snyk, Microsoft, NeuVector..."}, {"id": "mai-20260917-0922-baseline|c118-l4|meta-small|Microsoft", "prompt": "c118-l4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including Aqua, Sysdig, Prisma, Trend, Snyk, Microsoft, NeuVector..."}, {"id": "mai-20260917-0922-baseline|c118-l4|meta-small|NeuVector", "prompt": "c118-l4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "NeuVector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Microsoft, NeuVector, Trivy, Falco, ThreatMapper, Kubescape, and StackRox OSS"}, {"id": "mai-20260917-0922-baseline|c118-l4|meta-small|Trivy", "prompt": "c118-l4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "NeuVector, Trivy, Falco, ThreatMapper, Kubescape, and StackRox OSS"}, {"id": "mai-20260917-0922-baseline|c118-l4|meta-small|Falco", "prompt": "c118-l4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Trivy, Falco, ThreatMapper, Kubescape, and StackRox OSS"}, {"id": "mai-20260917-0922-baseline|c118-l4|meta-small|ThreatMapper", "prompt": "c118-l4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "ThreatMapper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Falco, ThreatMapper, Kubescape, and StackRox OSS"}, {"id": "mai-20260917-0922-baseline|c118-l4|meta-small|Kubescape", "prompt": "c118-l4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ThreatMapper, Kubescape, and StackRox OSS"}, {"id": "mai-20260917-0922-baseline|c118-l4|meta-small|StackRox OSS", "prompt": "c118-l4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "StackRox OSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Kubescape, and StackRox OSS"}, {"id": "mai-20260917-0922-baseline|c118-l4|minimax-small|Aikido Security", "prompt": "c118-l4", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Aikido Security appears to be the **best fit** for your requirements"}, {"id": "mai-20260917-0922-baseline|c118-l4|minimax-small|Snyk", "prompt": "c118-l4", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Per-developer pricing ($1,260/year per developer) — predictable per-user but can get expensive at scale"}, {"id": "mai-20260917-0922-baseline|c118-l4|minimax-small|Sysdig", "prompt": "c118-l4", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Sysdig/Aqua/Prisma: Per-workload pricing — unpredictable with container sprawl"}, {"id": "mai-20260917-0922-baseline|c118-l4|minimax-small|Aqua", "prompt": "c118-l4", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Sysdig/Aqua/Prisma: Per-workload pricing — unpredictable with container sprawl"}, {"id": "mai-20260917-0922-baseline|c118-l4|minimax-small|Prisma Cloud", "prompt": "c118-l4", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Sysdig/Aqua/Prisma: Per-workload pricing — unpredictable with container sprawl"}, {"id": "mai-20260917-0922-baseline|c118-l4|minimax-small|Microsoft Defender for Containers", "prompt": "c118-l4", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Microsoft Defender for Containers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "~$7/vCore/month — predictable but tied to compute resources, not users"}, {"id": "mai-20260917-0922-baseline|c118-l4|mistral-small|Aqua", "prompt": "c118-l4", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Per-node pricing (used by Aqua, Sysdig, Prisma) ... can become very expensive as clusters grow, making it less predictable"}, {"id": "mai-20260917-0922-baseline|c118-l4|mistral-small|Sysdig", "prompt": "c118-l4", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Per-node pricing (used by Aqua, Sysdig, Prisma) is straightforward but can become very expensive"}, {"id": "mai-20260917-0922-baseline|c118-l4|mistral-small|Prisma", "prompt": "c118-l4", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically use per-node or per-workload models, which may not offer the same level of cost predictability at scale"}, {"id": "mai-20260917-0922-baseline|c118-l4|mistral-small|Aikido Security", "prompt": "c118-l4", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Aikido Security** stands out for its flat-rate pricing model, which avoids per-scan or per-repo charges"}, {"id": "mai-20260917-0922-baseline|c118-l4|mistral-small|Snyk", "prompt": "c118-l4", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some platforms (like Snyk) bill per developer, which can be predictable if your user base is stable"}, {"id": "mai-20260917-0922-baseline|c118-l4|moonshot-small|Aqua Security", "prompt": "c118-l4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary**: **Aqua Security** - Most predictable per-workload pricing with comprehensive coverage"}, {"id": "mai-20260917-0922-baseline|c118-l4|moonshot-small|Microsoft Defender for Cloud", "prompt": "c118-l4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative**: **Microsoft Defender for Cloud** - If you want the transparency of published rates"}, {"id": "mai-20260917-0922-baseline|c118-l4|moonshot-small|Sysdig", "prompt": "c118-l4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Requires more procurement effort to model accurately"}, {"id": "mai-20260917-0922-baseline|c118-l4|moonshot-small|Prisma Cloud", "prompt": "c118-l4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid credit-based models (like Prisma Cloud) if predictability is your top priority"}, {"id": "mai-20260917-0922-baseline|c118-l4|openai-small|Sysdig Secure", "prompt": "c118-l4", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if your top priority is **cost predictability**, **Sysdig Secure** is the stronger fit"}, {"id": "mai-20260917-0922-baseline|c118-l4|openai-small|Aqua Security", "prompt": "c118-l4", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong contender rather than the default pick for budget certainty"}, {"id": "mai-20260917-0922-baseline|c118-l4|xai-small|Microsoft Defender for Containers", "prompt": "c118-l4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Microsoft Defender for Containers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "stands out as the best option for a large company prioritizing predictable total costs across thousands of users"}, {"id": "mai-20260917-0922-baseline|c118-l4|xai-small|Aqua Security", "prompt": "c118-l4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For pure on-prem/non-Azure, Aqua or NeuVector edge on fixed per-node."}, {"id": "mai-20260917-0922-baseline|c118-l4|xai-small|Sysdig Secure", "prompt": "c118-l4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "POC Aqua/Sysdig too, as they're close runners-up for scale"}, {"id": "mai-20260917-0922-baseline|c118-l4|xai-small|Prisma Cloud (Palo Alto)", "prompt": "c118-l4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lower—usage burns credits variably ... TCO unpredictable at scale."}, {"id": "mai-20260917-0922-baseline|c118-l4|xai-small|SUSE NeuVector", "prompt": "c118-l4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For pure on-prem/non-Azure, Aqua or NeuVector edge on fixed per-node."}, {"id": "mai-20260917-0922-baseline|c118-l4|xai-small|Snyk", "prompt": "c118-l4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "ignores runtime/infra, risky for runtime needs"}, {"id": "mai-20260917-0922-baseline|c118-l4|zai-small|Snyk", "prompt": "c118-l4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best platform is **Snyk**"}, {"id": "mai-20260917-0922-baseline|c118-l4|zai-small|Sysdig", "prompt": "c118-l4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sysdig** is the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c118-l4|zai-small|Aqua Security", "prompt": "c118-l4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Aqua Security** | **Per Workload** | Companies needing granular control over every pod. | **Medium.**"}, {"id": "mai-20260917-0922-baseline|c118-l4|zai-small|Prisma Cloud", "prompt": "c118-l4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Prisma Cloud** | **Per vCore** | Companies already heavily invested in Palo Alto Networks."}, {"id": "mai-20260917-0922-baseline|c118-l5|anthropic-small|Qualys", "prompt": "c118-l5", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "regular vulnerability scanning using tools like Qualys, Tenable, or Wiz support SOC 2 requirements"}, {"id": "mai-20260917-0922-baseline|c118-l5|anthropic-small|Tenable", "prompt": "c118-l5", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "regular vulnerability scanning using tools like Qualys, Tenable, or Wiz support SOC 2 requirements"}, {"id": "mai-20260917-0922-baseline|c118-l5|anthropic-small|Wiz", "prompt": "c118-l5", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "regular vulnerability scanning using tools like Qualys, Tenable, or Wiz support SOC 2 requirements"}, {"id": "mai-20260917-0922-baseline|c118-l5|deepseek-small|Aqua", "prompt": "c118-l5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3\\u20134 vendors (e.g., Aqua, Sysdig, Wiz, RapidFort, Chainguard, AccuKnox, Prisma Cloud \\u2014 depending on your stack)"}, {"id": "mai-20260917-0922-baseline|c118-l5|deepseek-small|Sysdig", "prompt": "c118-l5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Aqua, Sysdig, Wiz, RapidFort, Chainguard, AccuKnox, Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c118-l5|deepseek-small|Wiz", "prompt": "c118-l5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Aqua, Sysdig, Wiz, RapidFort, Chainguard, AccuKnox, Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c118-l5|deepseek-small|RapidFort", "prompt": "c118-l5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "RapidFort", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Aqua, Sysdig, Wiz, RapidFort, Chainguard, AccuKnox, Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c118-l5|deepseek-small|Chainguard", "prompt": "c118-l5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Chainguard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Aqua, Sysdig, Wiz, RapidFort, Chainguard, AccuKnox, Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c118-l5|deepseek-small|AccuKnox", "prompt": "c118-l5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "AccuKnox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Aqua, Sysdig, Wiz, RapidFort, Chainguard, AccuKnox, Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c118-l5|deepseek-small|Prisma Cloud", "prompt": "c118-l5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., Aqua, Sysdig, Wiz, RapidFort, Chainguard, AccuKnox, Prisma Cloud \\u2014 depending on your stack"}, {"id": "mai-20260917-0922-baseline|c118-l5|meta-small|Checkmarx Container Security Solution", "prompt": "c118-l5", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Checkmarx Container Security Solution", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular container security platforms that may meet these requirements include:"}, {"id": "mai-20260917-0922-baseline|c118-l5|meta-small|OX Security", "prompt": "c118-l5", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "OX Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular container security platforms that may meet these requirements include:"}, {"id": "mai-20260917-0922-baseline|c118-l5|meta-small|Aqua Security", "prompt": "c118-l5", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular container security platforms that may meet these requirements include:"}, {"id": "mai-20260917-0922-baseline|c118-l5|meta-small|Sysdig", "prompt": "c118-l5", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular container security platforms that may meet these requirements include:"}, {"id": "mai-20260917-0922-baseline|c118-l5|meta-small|Wiz", "prompt": "c118-l5", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular container security platforms that may meet these requirements include:"}, {"id": "mai-20260917-0922-baseline|c118-l5|meta-small|Prisma Cloud", "prompt": "c118-l5", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some popular container security platforms that may meet these requirements include:"}, {"id": "mai-20260917-0922-baseline|c118-l5|meta-small|Aikido Security", "prompt": "c118-l5", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aikido Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some popular container security platforms that may meet these requirements include:"}, {"id": "mai-20260917-0922-baseline|c118-l5|moonshot-small|Palo Alto Prisma Cloud", "prompt": "c118-l5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Palo Alto Prisma Cloud** \\u2013 Broadest coverage, established enterprise presence"}, {"id": "mai-20260917-0922-baseline|c118-l5|moonshot-small|Wiz", "prompt": "c118-l5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wiz** \\u2013 Fastest deployment, agentless, strong for cloud-native"}, {"id": "mai-20260917-0922-baseline|c118-l5|moonshot-small|Aqua Security", "prompt": "c118-l5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Aqua Security** \\u2013 Deepest container-native feature set, Trivy OSS foundation"}, {"id": "mai-20260917-0922-baseline|c118-l5|moonshot-small|Sysdig Secure", "prompt": "c118-l5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sysdig** \\u2013 Strong Kubernetes/runtime focus, Falco OSS lineage"}, {"id": "mai-20260917-0922-baseline|c118-l5|moonshot-small|Microsoft Defender for Cloud", "prompt": "c118-l5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The leading candidates are ... and **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c118-l5|moonshot-small|Snyk", "prompt": "c118-l5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "per developer (Snyk)"}, {"id": "mai-20260917-0922-baseline|c118-l5|xai-small|Sysdig Secure", "prompt": "c118-l5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-5: Sysdig, Aqua, Prisma Cloud (strong SOC 2/SSO refs)"}, {"id": "mai-20260917-0922-baseline|c118-l5|xai-small|Aqua Security", "prompt": "c118-l5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist 3-5: Sysdig, Aqua, Prisma Cloud (strong SOC 2/SSO refs)"}, {"id": "mai-20260917-0922-baseline|c118-l5|xai-small|Prisma Cloud (Palo Alto)", "prompt": "c118-l5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Shortlist 3-5: Sysdig, Aqua, Prisma Cloud (strong SOC 2/SSO refs)"}, {"id": "mai-20260917-0922-baseline|c118-l5|xai-small|Wiz", "prompt": "c118-l5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wiz/Snyk for dev-first"}, {"id": "mai-20260917-0922-baseline|c118-l5|xai-small|Snyk", "prompt": "c118-l5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wiz/Snyk for dev-first"}, {"id": "mai-20260917-0922-baseline|c118-l5|xai-small|SentinelOne Singularity", "prompt": "c118-l5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top vendors like Sysdig Secure, Aqua Security, Prisma Cloud (Palo Alto), Wiz, Snyk, and SentinelOne Singularity often meet these needs"}, {"id": "mai-20260917-0922-baseline|c118-l6|alibaba-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c118-l6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "these platforms have a steep learning curve and complex policy configuration... often lead to \"alert fatigue,\""}, {"id": "mai-20260917-0922-baseline|c118-l6|alibaba-small|Sysdig", "prompt": "c118-l6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional Agent-Based Runtime Scanners (e.g., Older Models of Sysdig/Aqua) ... these agents can consume excessive CPU and memory resources"}, {"id": "mai-20260917-0922-baseline|c118-l6|alibaba-small|Aqua", "prompt": "c118-l6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Traditional Agent-Based Runtime Scanners (e.g., Older Models of Sysdig/Aqua)"}, {"id": "mai-20260917-0922-baseline|c118-l6|alibaba-small|Snyk", "prompt": "c118-l6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "tools like Snyk are primarily focused on the software bill of materials (SBOM) and code defects. They often lack deep runtime observability"}, {"id": "mai-20260917-0922-baseline|c118-l6|anthropic-small|Trivy", "prompt": "c118-l6", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Trivy does not offer native capabilities to analyze or summarize scan results directly within CI/CD workflows, and comprehensive malware and anomaly detection requires integration with external tools"}, {"id": "mai-20260917-0922-baseline|c118-l6|anthropic-small|Kubernetes", "prompt": "c118-l6", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Kubernetes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Container orchestration platforms like Kubernetes provide native security capabilities; however, these controls are not enough to ensure the security and health of containerized applications."}, {"id": "mai-20260917-0922-baseline|c118-l6|anthropic-small|Anchore", "prompt": "c118-l6", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Anchore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Open-source tools like Anchore and Falco provide transparency and flexibility but may lack enterprise-grade runtime enforcement and compliance automation."}, {"id": "mai-20260917-0922-baseline|c118-l6|anthropic-small|Falco", "prompt": "c118-l6", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Open-source tools like Anchore and Falco provide transparency and flexibility but may lack enterprise-grade runtime enforcement and compliance automation."}, {"id": "mai-20260917-0922-baseline|c118-l6|anthropic-small|ClamAV", "prompt": "c118-l6", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "ClamAV", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "requires integration with external tools such as ClamAV, adding operational complexity"}, {"id": "mai-20260917-0922-baseline|c118-l6|deepseek-small|Prisma Cloud", "prompt": "c118-l6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid Prisma unless you have dedicated security-ops staff"}, {"id": "mai-20260917-0922-baseline|c118-l6|deepseek-small|Aqua", "prompt": "c118-l6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Aqua Security** — **Caution for cost-sensitive or UX-critical buyers**"}, {"id": "mai-20260917-0922-baseline|c118-l6|deepseek-small|Sysdig", "prompt": "c118-l6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Run a **4-6 week pilot** with **Sysdig Secure** (for eBPF runtime + Falco open-source lineage) and **Wiz**"}, {"id": "mai-20260917-0922-baseline|c118-l6|deepseek-small|Wiz", "prompt": "c118-l6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Wiz** (for fast deployment, agentless scanning, and developer-friendly UX) — both are consistently rated the strongest"}, {"id": "mai-20260917-0922-baseline|c118-l6|deepseek-small|Red Hat ACS", "prompt": "c118-l6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Red Hat ACS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Caution if you're not already a Red Hat shop**"}, {"id": "mai-20260917-0922-baseline|c118-l6|deepseek-small|SUSE NeuVector", "prompt": "c118-l6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "SUSE NeuVector", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "\"We do not recommend using NeuVector in production environments\""}, {"id": "mai-20260917-0922-baseline|c118-l6|deepseek-small|Trivy+Falco", "prompt": "c118-l6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy+Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "2–3x the cost of open-source alternatives (Trivy+Falco) for similar core scanning/runtime capabilities"}, {"id": "mai-20260917-0922-baseline|c118-l6|deepseek-small|Protego", "prompt": "c118-l6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Protego", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "formerly popular tools like **Protego**, **Aporeto**) were acquired and their products **deprecated or folded into CNAPP suites**"}, {"id": "mai-20260917-0922-baseline|c118-l6|deepseek-small|Aporeto", "prompt": "c118-l6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aporeto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "formerly popular tools like **Protego**, **Aporeto**) were acquired and their products **deprecated**"}, {"id": "mai-20260917-0922-baseline|c118-l6|google-small|FortiCNAPP (Formerly Lacework)", "prompt": "c118-l6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "FortiCNAPP (Formerly Lacework)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprises should be cautious of duplicate feature rationalization."}, {"id": "mai-20260917-0922-baseline|c118-l6|google-small|Wiz (Under Google Cloud)", "prompt": "c118-l6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Wiz (Under Google Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "having your primary multi-cloud security fabric owned by a major hyperscaler introduces strategic lock-in risks"}, {"id": "mai-20260917-0922-baseline|c118-l6|google-small|Tenable Legacy Container Security (TIO-CSI)", "prompt": "c118-l6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Tenable Legacy Container Security (TIO-CSI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "the standalone legacy module should be strictly avoided"}, {"id": "mai-20260917-0922-baseline|c118-l6|google-small|Tenable Cloud Security", "prompt": "c118-l6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tenable offers a path to migrate to Tenable Cloud Security or Tenable One"}, {"id": "mai-20260917-0922-baseline|c118-l6|google-small|Elastic \"Defend for Containers\"", "prompt": "c118-l6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Elastic \"Defend for Containers\"", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Elastic is no longer a viable primary choice for this specific use case"}, {"id": "mai-20260917-0922-baseline|c118-l6|google-small|Orca", "prompt": "c118-l6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "agentless snapshot-scanning (pioneered by Wiz and Orca)"}, {"id": "mai-20260917-0922-baseline|c118-l6|google-small|Sysdig Secure", "prompt": "c118-l6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "choose platforms that utilize, low-overhead eBPF ... agent architectures (e.g., Sysdig Secure, Aqua Security, or Cilium/Tetragon)"}, {"id": "mai-20260917-0922-baseline|c118-l6|google-small|Aqua Security", "prompt": "c118-l6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "choose platforms that utilize, low-overhead eBPF ... (e.g., Sysdig Secure, Aqua Security, or Cilium/Tetragon)"}, {"id": "mai-20260917-0922-baseline|c118-l6|google-small|Cilium/Tetragon", "prompt": "c118-l6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Cilium/Tetragon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "eBPF (Extended Berkeley Packet Filter) agent architectures (e.g., Sysdig Secure, Aqua Security, or Cilium/Tetragon)"}, {"id": "mai-20260917-0922-baseline|c118-l6|google-small|Trivy", "prompt": "c118-l6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "bare Trivy or Anchore without management planes ... Why to avoid: Doing so results in massive \"alert fatigue\""}, {"id": "mai-20260917-0922-baseline|c118-l6|google-small|Anchore", "prompt": "c118-l6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Anchore", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "bare Trivy or Anchore without management planes ... Why to avoid: Doing so results in massive \"alert fatigue\""}, {"id": "mai-20260917-0922-baseline|c118-l6|google-small|Docker Scout", "prompt": "c118-l6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Docker Scout", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Why to avoid: ... it is fundamentally tied to the Docker ecosystem"}, {"id": "mai-20260917-0922-baseline|c118-l6|google-small|JFrog Xray", "prompt": "c118-l6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "JFrog Xray", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Do not rely on them as your sole container security platform"}, {"id": "mai-20260917-0922-baseline|c118-l6|google-small|Sonatype IQ", "prompt": "c118-l6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sonatype IQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Do not rely on them as your sole container security platform"}, {"id": "mai-20260917-0922-baseline|c118-l6|meta-small|Prisma Cloud", "prompt": "c118-l6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Prisma Cloud is a popular choice for large enterprises, but it has a high complexity and steep learning curve, and is expensive for smaller teams"}, {"id": "mai-20260917-0922-baseline|c118-l6|meta-small|Aqua Security", "prompt": "c118-l6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Aqua Security is another comprehensive Cloud-Native Application Protection Platform (CNAPP) that is well-suited for large enterprises"}, {"id": "mai-20260917-0922-baseline|c118-l6|minimax-small|Aqua Security", "prompt": "c118-l6", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "most major vendors (Aqua Security, Sysdig, Snyk, Prisma Cloud, and others) offer legitimate capabilities"}, {"id": "mai-20260917-0922-baseline|c118-l6|minimax-small|Sysdig", "prompt": "c118-l6", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "most major vendors (Aqua Security, Sysdig, Snyk, Prisma Cloud, and others) offer legitimate capabilities"}, {"id": "mai-20260917-0922-baseline|c118-l6|minimax-small|Snyk", "prompt": "c118-l6", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "most major vendors (Aqua Security, Sysdig, Snyk, Prisma Cloud, and others) offer legitimate capabilities"}, {"id": "mai-20260917-0922-baseline|c118-l6|minimax-small|Prisma Cloud", "prompt": "c118-l6", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "most major vendors (Aqua Security, Sysdig, Snyk, Prisma Cloud, and others) offer legitimate capabilities"}, {"id": "mai-20260917-0922-baseline|c118-l6|mistral-small|Lacework", "prompt": "c118-l6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Lacework", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "there are several container security platforms that enterprises should approach with caution or avoid... **Lacework**: ... Its long-term viability ... questioned"}, {"id": "mai-20260917-0922-baseline|c118-l6|mistral-small|Trend Micro (Trend) Container Security", "prompt": "c118-l6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trend Micro (Trend) Container Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "criticized for its complexity, high cost, and less intuitive user interface compared to competitors"}, {"id": "mai-20260917-0922-baseline|c118-l6|mistral-small|Aqua Security", "prompt": "c118-l6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Platforms Generally Considered Safe or Recommended for Large Enterprises:**\n- **Aqua Security**"}, {"id": "mai-20260917-0922-baseline|c118-l6|mistral-small|Sysdig Secure", "prompt": "c118-l6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Platforms Generally Considered Safe or Recommended for Large Enterprises"}, {"id": "mai-20260917-0922-baseline|c118-l6|mistral-small|Palo Alto Prisma Cloud", "prompt": "c118-l6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Platforms Generally Considered Safe or Recommended for Large Enterprises"}, {"id": "mai-20260917-0922-baseline|c118-l6|mistral-small|Snyk Container", "prompt": "c118-l6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Platforms Generally Considered Safe or Recommended for Large Enterprises"}, {"id": "mai-20260917-0922-baseline|c118-l6|mistral-small|Microsoft Defender for Containers", "prompt": "c118-l6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Microsoft Defender for Containers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Platforms Generally Considered Safe or Recommended for Large Enterprises"}, {"id": "mai-20260917-0922-baseline|c118-l6|mistral-small|NeuVector", "prompt": "c118-l6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "NeuVector (open-source option with enterprise support)"}, {"id": "mai-20260917-0922-baseline|c118-l6|moonshot-small|Aqua Security", "prompt": "c118-l6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While technically strong for container-specific security, enterprises should be cautious because: It's fundamentally a **point solution**"}, {"id": "mai-20260917-0922-baseline|c118-l6|moonshot-small|Sysdig", "prompt": "c118-l6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cloud security capabilities (CSPM, CIEM) are **less mature** than Wiz or Prisma Cloud - Produces **high alert volumes**"}, {"id": "mai-20260917-0922-baseline|c118-l6|moonshot-small|Wiz", "prompt": "c118-l6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Less deep, continuous runtime visibility** than agent-based approaches"}, {"id": "mai-20260917-0922-baseline|c118-l6|moonshot-small|Prisma Cloud", "prompt": "c118-l6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The **Prisma Cloud** approach (broadest feature set) comes with tradeoffs: - **Complexity scales dramatically with scope**"}, {"id": "mai-20260917-0922-baseline|c118-l6|xai-small|Prisma Cloud", "prompt": "c118-l6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Broad CNAPP Suites (e.g., Prisma Cloud, Wiz) - Why cautious? ... complexity in large, multi-team environments can cause integration fatigue, false positives"}, {"id": "mai-20260917-0922-baseline|c118-l6|xai-small|Aqua Security", "prompt": "c118-l6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top safe bets: Aqua/Sysdig for depth"}, {"id": "mai-20260917-0922-baseline|c118-l6|xai-small|Sysdig Secure", "prompt": "c118-l6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top safe bets: Aqua/Sysdig for depth"}, {"id": "mai-20260917-0922-baseline|c118-l6|xai-small|Wiz", "prompt": "c118-l6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Broad CNAPP Suites (e.g., Prisma Cloud, Wiz) - Why cautious? ... Pricing is opaque and scales with total cloud footprint"}, {"id": "mai-20260917-0922-baseline|c118-l6|xai-small|Snyk", "prompt": "c118-l6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Billed per developer, which can explode costs in massive orgs"}, {"id": "mai-20260917-0922-baseline|c118-l6|xai-small|NeuVector", "prompt": "c118-l6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "NeuVector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "most established vendors (e.g., Prisma Cloud, Aqua Security, Sysdig Secure, Wiz, Snyk, or NeuVector) are enterprise-grade"}, {"id": "mai-20260917-0922-baseline|c118-l6|xai-small|Trivy", "prompt": "c118-l6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pure Open-Source or Lightweight Tools (e.g., Trivy, Falco standalone) - Why cautious? ... lack SLAs, centralized management"}, {"id": "mai-20260917-0922-baseline|c118-l6|xai-small|Falco", "prompt": "c118-l6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "lack SLAs, centralized management, and support for 1000+ clusters"}, {"id": "mai-20260917-0922-baseline|c118-l6|xai-small|OX Security", "prompt": "c118-l6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "OX Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "prioritize exploitability/reachability models (e.g., OX Security or Sysdig)"}, {"id": "mai-20260917-0922-baseline|c118-l6|xai-small|Qualys", "prompt": "c118-l6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Qualys for CNAPP leaders (per Forrester)"}, {"id": "mai-20260917-0922-baseline|c118-l6|zai-small|Google Container Security", "prompt": "c118-l6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Google Container Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Users frequently report that the implementation and management process is complex... Several reviews cite a \"costly pricing model\""}, {"id": "mai-20260917-0922-baseline|c118-l6|zai-small|Palo Alto Networks Prisma Cloud (Compute)", "prompt": "c118-l6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Palo Alto Networks Prisma Cloud (Compute)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users often describe a \"steep learning curve\" and difficulty with the interface and workflows"}, {"id": "mai-20260917-0922-baseline|c118-l6|zai-small|Tenable Container Security", "prompt": "c118-l6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Tenable Container Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing can be a significant barrier (\"Not all can afford it\")"}, {"id": "mai-20260917-0922-baseline|c118-l6|zai-small|Wiz", "prompt": "c118-l6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "difficult to compare costs against competitors like Wiz or Sysdig, which often publish per-node or per-workload rates"}, {"id": "mai-20260917-0922-baseline|c118-l6|zai-small|Sysdig", "prompt": "c118-l6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "competitors like Wiz or Sysdig, which often publish per-node or per-workload rates"}, {"id": "mai-20260917-0922-baseline|c118-m1|alibaba-small|Aqua Security", "prompt": "c118-m1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Aqua is generally considered the most comprehensive purpose-built container security platform."}, {"id": "mai-20260917-0922-baseline|c118-m1|alibaba-small|Sysdig Secure", "prompt": "c118-m1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sysdig is the leader in runtime security using eBPF technology"}, {"id": "mai-20260917-0922-baseline|c118-m1|alibaba-small|Snyk", "prompt": "c118-m1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Snyk takes a \"Shift Left\" approach."}, {"id": "mai-20260917-0922-baseline|c118-m1|alibaba-small|Prisma", "prompt": "c118-m1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "You don't get the \"bloat\" of a broad cloud security platform (like Prisma)"}, {"id": "mai-20260917-0922-baseline|c118-m1|alibaba-small|Red Hat Advanced Cluster Security (RHACS)", "prompt": "c118-m1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Red Hat Advanced Cluster Security (RHACS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your mid-market B2B company is already deeply invested in the OpenShift ecosystem, RHACS is often the default \"correct\" choice"}, {"id": "mai-20260917-0922-baseline|c118-m1|anthropic-small|Aqua Security", "prompt": "c118-m1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Aqua Security** - Comprehensive, strong for regulatory compliance"}, {"id": "mai-20260917-0922-baseline|c118-m1|anthropic-small|Snyk", "prompt": "c118-m1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Snyk** - Strong developer focus, good for CI/CD integration"}, {"id": "mai-20260917-0922-baseline|c118-m1|anthropic-small|Twistlock/Palo Alto Networks", "prompt": "c118-m1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Twistlock/Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise-grade with strong runtime protection"}, {"id": "mai-20260917-0922-baseline|c118-m1|anthropic-small|Sysdig", "prompt": "c118-m1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Sysdig** - Good for visibility and forensics"}, {"id": "mai-20260917-0922-baseline|c118-m1|anthropic-small|JFrog Xray", "prompt": "c118-m1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you're already using JFrog for artifact management"}, {"id": "mai-20260917-0922-baseline|c118-m1|anthropic-small|HashiCorp Vault", "prompt": "c118-m1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "HashiCorp Vault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For secrets management, often used alongside other tools"}, {"id": "mai-20260917-0922-baseline|c118-m1|challenger-small|Wiz", "prompt": "c118-m1", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall container security platform is usually **Wiz**"}, {"id": "mai-20260917-0922-baseline|c118-m1|challenger-small|Aqua Security", "prompt": "c118-m1", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Aqua Security** is the stronger choice if your environment is truly *container-first*"}, {"id": "mai-20260917-0922-baseline|c118-m1|challenger-small|Sysdig", "prompt": "c118-m1", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your priority is **runtime detection** and Kubernetes observability"}, {"id": "mai-20260917-0922-baseline|c118-m1|challenger-small|Aikido", "prompt": "c118-m1", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for startups and mid-market DevOps teams that want simpler consolidated scanning"}, {"id": "mai-20260917-0922-baseline|c118-m1|challenger-small|Orca", "prompt": "c118-m1", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Wiz or Orca** for agentless-first visibility and prioritized risk"}, {"id": "mai-20260917-0922-baseline|c118-m1|deepseek-small|Snyk", "prompt": "c118-m1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best if you're developer-led / engineer-heavy... If your pain is developers not fixing vulns → Snyk"}, {"id": "mai-20260917-0922-baseline|c118-m1|deepseek-small|Sysdig Secure", "prompt": "c118-m1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "best if runtime/Kubernetes security is your priority"}, {"id": "mai-20260917-0922-baseline|c118-m1|deepseek-small|Aqua Security", "prompt": "c118-m1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for a full-lifecycle, container-first platform ... Gold-plated and heavyweight; can be overkill"}, {"id": "mai-20260917-0922-baseline|c118-m1|deepseek-small|Microsoft Defender", "prompt": "c118-m1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Per vCore** (Microsoft Defender) — published rates."}, {"id": "mai-20260917-0922-baseline|c118-m1|deepseek-small|Trivy", "prompt": "c118-m1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Start with the **free open-source floor** (Trivy for scanning + Falco for runtime)"}, {"id": "mai-20260917-0922-baseline|c118-m1|deepseek-small|Falco", "prompt": "c118-m1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Trivy for scanning + Falco for runtime) to build competency and cover the basics at $0"}, {"id": "mai-20260917-0922-baseline|c118-m1|google-small|Aikido Security", "prompt": "c118-m1", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Aikido is one of the highest-rated platforms for the mid-market"}, {"id": "mai-20260917-0922-baseline|c118-m1|google-small|Wiz", "prompt": "c118-m1", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Wiz is a premium tool and can be expensive for mid-market budgets"}, {"id": "mai-20260917-0922-baseline|c118-m1|google-small|Snyk Container", "prompt": "c118-m1", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Developer-Led \"Shift-Left\" Security"}, {"id": "mai-20260917-0922-baseline|c118-m1|google-small|Sysdig Secure", "prompt": "c118-m1", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Runtime Protection & Active Threat Detection ... Sysdig is the gold standard"}, {"id": "mai-20260917-0922-baseline|c118-m1|google-small|Falco", "prompt": "c118-m1", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sysdig is built on **Falco** (the CNCF open-source standard for runtime security)"}, {"id": "mai-20260917-0922-baseline|c118-m1|google-small|Aqua", "prompt": "c118-m1", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Per Node/Workload (e.g., Sysdig, Wiz, Aqua):**"}, {"id": "mai-20260917-0922-baseline|c118-m1|meta-small|Sysdig", "prompt": "c118-m1", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sysdig is a good option for companies that need deep container and Kubernetes runtime detection"}, {"id": "mai-20260917-0922-baseline|c118-m1|meta-small|Aqua Security", "prompt": "c118-m1", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Aqua Security is a good choice for companies that need a mature Kubernetes team"}, {"id": "mai-20260917-0922-baseline|c118-m1|meta-small|Wiz", "prompt": "c118-m1", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wiz or Orca are suitable for companies that want agentless-first workload visibility with prioritized risk"}, {"id": "mai-20260917-0922-baseline|c118-m1|meta-small|Trend Micro", "prompt": "c118-m1", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trend Micro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Trend Micro is a good option for companies that want broad hybrid protection with virtual patching"}, {"id": "mai-20260917-0922-baseline|c118-m1|meta-small|Orca", "prompt": "c118-m1", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wiz or Orca are suitable for companies that want agentless-first workload visibility"}, {"id": "mai-20260917-0922-baseline|c118-m1|minimax-small|Aqua Security", "prompt": "c118-m1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **Aqua Security** if you want comprehensive full-lifecycle coverage, or **Sysdig Secure** if runtime detection and Kubernetes security are priorities"}, {"id": "mai-20260917-0922-baseline|c118-m1|minimax-small|Sysdig Secure", "prompt": "c118-m1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **Aqua Security** if you want comprehensive full-lifecycle coverage, or **Sysdig Secure** if runtime detection and Kubernetes security are priorities"}, {"id": "mai-20260917-0922-baseline|c118-m1|minimax-small|Wiz Container Security", "prompt": "c118-m1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz Container Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Considerations:** Enterprise-focused pricing (range $24K-$354K/year)"}, {"id": "mai-20260917-0922-baseline|c118-m1|minimax-small|Trivy", "prompt": "c118-m1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is a concern, consider starting with: **Trivy** (image scanning)"}, {"id": "mai-20260917-0922-baseline|c118-m1|minimax-small|Falco", "prompt": "c118-m1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Falco** (runtime security)"}, {"id": "mai-20260917-0922-baseline|c118-m1|minimax-small|SUSE NeuVector", "prompt": "c118-m1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SUSE NeuVector** (full lifecycle)"}, {"id": "mai-20260917-0922-baseline|c118-m1|mistral-small|Sysdig", "prompt": "c118-m1", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sysdig** and **Aqua Security** are frequently cited as the best fits"}, {"id": "mai-20260917-0922-baseline|c118-m1|mistral-small|Aqua Security", "prompt": "c118-m1", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sysdig** and **Aqua Security** are frequently cited as the best fits"}, {"id": "mai-20260917-0922-baseline|c118-m1|mistral-small|Wiz", "prompt": "c118-m1", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wiz** is also a strong contender"}, {"id": "mai-20260917-0922-baseline|c118-m1|mistral-small|CrowdStrike", "prompt": "c118-m1", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for those wanting to unify workload security with endpoint protection and threat hunting."}, {"id": "mai-20260917-0922-baseline|c118-m1|mistral-small|Trend Micro", "prompt": "c118-m1", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A good choice for hybrid environments, offering broad protection and virtual patching."}, {"id": "mai-20260917-0922-baseline|c118-m1|moonshot-small|Aqua Security", "prompt": "c118-m1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aqua Security** or **Sysdig** are the safest specialist bets"}, {"id": "mai-20260917-0922-baseline|c118-m1|moonshot-small|Sysdig Secure", "prompt": "c118-m1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sysdig Secure** is the strongest alternative... **Aqua Security** or **Sysdig** are the safest specialist bets"}, {"id": "mai-20260917-0922-baseline|c118-m1|moonshot-small|Wiz", "prompt": "c118-m1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer a broader, unified cloud platform over a point solution, **Wiz** is the leading agentless choice."}, {"id": "mai-20260917-0922-baseline|c118-m1|moonshot-small|Orca Security", "prompt": "c118-m1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Wiz** or **Orca Security** are leading agentless CNAPPs"}, {"id": "mai-20260917-0922-baseline|c118-m1|moonshot-small|Snyk Container", "prompt": "c118-m1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your company is developer-led or prioritizes shift-left security: **Snyk Container** is the best fit."}, {"id": "mai-20260917-0922-baseline|c118-m1|moonshot-small|Trivy", "prompt": "c118-m1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Trivy** (Aqua) for image scanning"}, {"id": "mai-20260917-0922-baseline|c118-m1|moonshot-small|Falco", "prompt": "c118-m1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Falco** (Sysdig) for runtime threat detection"}, {"id": "mai-20260917-0922-baseline|c118-m1|moonshot-small|SUSE NeuVector", "prompt": "c118-m1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**SUSE NeuVector** (fully open source) for full-lifecycle protection"}, {"id": "mai-20260917-0922-baseline|c118-m1|moonshot-small|Falcon Cloud Security", "prompt": "c118-m1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Falcon Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If you already use CrowdStrike for endpoints, their Falcon Cloud Security can consolidate workloads."}, {"id": "mai-20260917-0922-baseline|c118-m1|moonshot-small|ACS", "prompt": "c118-m1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "ACS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "If you use Red Hat OpenShift, ACS is a natural fit."}, {"id": "mai-20260917-0922-baseline|c118-m1|openai-small|Sysdig Secure", "prompt": "c118-m1", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default recommendation is usually **Sysdig Secure**"}, {"id": "mai-20260917-0922-baseline|c118-m1|openai-small|Prisma Cloud / Prisma AIRS", "prompt": "c118-m1", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Prisma Cloud / Prisma AIRS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prisma Cloud / Prisma AIRS** is a strong alternative, especially for larger hybrid-cloud programs"}, {"id": "mai-20260917-0922-baseline|c118-m1|openai-small|Wiz", "prompt": "c118-m1", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Sysdig vs Wiz vs Prisma Cloud vs Aqua** based on your stack"}, {"id": "mai-20260917-0922-baseline|c118-m1|openai-small|Aqua", "prompt": "c118-m1", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Sysdig vs Wiz vs Prisma Cloud vs Aqua** based on your stack"}, {"id": "mai-20260917-0922-baseline|c118-m1|xai-small|Aqua Security", "prompt": "c118-m1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top pick for container-first mid-market B2B** – balances cost and depth without enterprise bloat."}, {"id": "mai-20260917-0922-baseline|c118-m1|xai-small|Sysdig", "prompt": "c118-m1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal if runtime threats and monitoring are priorities; scales well for growing teams."}, {"id": "mai-20260917-0922-baseline|c118-m1|xai-small|Snyk", "prompt": "c118-m1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for B2B with active DevOps but lighter runtime needs."}, {"id": "mai-20260917-0922-baseline|c118-m1|xai-small|Prisma Cloud", "prompt": "c118-m1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "value without overkill like Prisma Cloud (enterprise-focused)"}, {"id": "mai-20260917-0922-baseline|c118-m1|xai-small|Uptycs", "prompt": "c118-m1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Uptycs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Alternatives to consider**: Uptycs (Linux/K8s-heavy)"}, {"id": "mai-20260917-0922-baseline|c118-m1|xai-small|Aikido", "prompt": "c118-m1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Aikido (agentless for DevOps startups/mid)"}, {"id": "mai-20260917-0922-baseline|c118-m1|xai-small|Red Hat ACS", "prompt": "c118-m1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Red Hat ACS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Red Hat ACS (if on OpenShift)"}, {"id": "mai-20260917-0922-baseline|c118-m1|xai-small|Wiz", "prompt": "c118-m1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid big CNAPPs like Palo Alto Prisma or Wiz unless you need broader cloud workload coverage."}, {"id": "mai-20260917-0922-baseline|c118-m1|xai-small|Trivy", "prompt": "c118-m1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Trial OSS first**: Trivy (scan), Falco (runtime)"}, {"id": "mai-20260917-0922-baseline|c118-m1|xai-small|Falco", "prompt": "c118-m1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Trial OSS first**: Trivy (scan), Falco (runtime)"}, {"id": "mai-20260917-0922-baseline|c118-m1|zai-small|Sysdig", "prompt": "c118-m1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the two strongest contenders are **Sysdig** and **Aqua Security**"}, {"id": "mai-20260917-0922-baseline|c118-m1|zai-small|Aqua Security", "prompt": "c118-m1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the two strongest contenders are **Sysdig** and **Aqua Security**"}, {"id": "mai-20260917-0922-baseline|c118-m1|zai-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-m1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Generally higher than Sysdig or Aqua, often **$500,000+ annually**"}, {"id": "mai-20260917-0922-baseline|c118-m1|zai-small|Snyk", "prompt": "c118-m1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Snyk (Best for Developer Experience)"}, {"id": "mai-20260917-0922-baseline|c118-m2|alibaba-small|Aqua Secure", "prompt": "c118-m2", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Aqua** or **Sysdig**."}, {"id": "mai-20260917-0922-baseline|c118-m2|alibaba-small|Sysdig", "prompt": "c118-m2", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Primary Recommendation: Aqua Secure or Sysdig"}, {"id": "mai-20260917-0922-baseline|c118-m2|alibaba-small|Kubescape", "prompt": "c118-m2", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I would recommend the **Kubescape + Falco** combination"}, {"id": "mai-20260917-0922-baseline|c118-m2|alibaba-small|Falco", "prompt": "c118-m2", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Falco:** For runtime security"}, {"id": "mai-20260917-0922-baseline|c118-m2|alibaba-small|Trivy", "prompt": "c118-m2", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trivy:** For vulnerability scanning of container images."}, {"id": "mai-20260917-0922-baseline|c118-m2|anthropic-small|Kubescape", "prompt": "c118-m2", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with an **open-source combination** (Kubescape + Falco) to control costs"}, {"id": "mai-20260917-0922-baseline|c118-m2|anthropic-small|Sysdig", "prompt": "c118-m2", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then upgrading to **Sysdig or Aqua** as your needs grow and budget allows"}, {"id": "mai-20260917-0922-baseline|c118-m2|anthropic-small|Aqua Security", "prompt": "c118-m2", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Aqua Security offers a comprehensive container security platform with a full suite of features"}, {"id": "mai-20260917-0922-baseline|c118-m2|anthropic-small|Calico", "prompt": "c118-m2", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Calico", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Calico (Best for Network Security)"}, {"id": "mai-20260917-0922-baseline|c118-m2|anthropic-small|Falco", "prompt": "c118-m2", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "starting with an **open-source combination** (Kubescape + Falco)"}, {"id": "mai-20260917-0922-baseline|c118-m2|challenger-small|Sysdig Secure", "prompt": "c118-m2", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sysdig Secure** is the best default recommendation for a mid-sized B2B company"}, {"id": "mai-20260917-0922-baseline|c118-m2|challenger-small|Kubescape", "prompt": "c118-m2", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kubescape + Falco** is the best budget-first alternative"}, {"id": "mai-20260917-0922-baseline|c118-m2|challenger-small|Falco", "prompt": "c118-m2", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with Kubescape covering posture/compliance and Falco handling runtime detection"}, {"id": "mai-20260917-0922-baseline|c118-m2|challenger-small|Aqua Security", "prompt": "c118-m2", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Aqua Security** if you care more about *lifecycle-wide* protection"}, {"id": "mai-20260917-0922-baseline|c118-m2|deepseek-small|Sysdig Secure", "prompt": "c118-m2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick: **Sysdig Secure**"}, {"id": "mai-20260917-0922-baseline|c118-m2|deepseek-small|Trivy", "prompt": "c118-m2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trivy** – image & IaC scanning in CI/CD (fast, native pipeline integration)"}, {"id": "mai-20260917-0922-baseline|c118-m2|deepseek-small|Kubescape", "prompt": "c118-m2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kubescape** (CNCF) – posture management, CIS benchmarks, RBAC auditing"}, {"id": "mai-20260917-0922-baseline|c118-m2|deepseek-small|Falco", "prompt": "c118-m2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Falco** – runtime threat detection (the industry standard, syscall-level alerts)"}, {"id": "mai-20260917-0922-baseline|c118-m2|deepseek-small|Aqua", "prompt": "c118-m2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "excellent and more lifecycle/compliance-oriented, but typically better for larger orgs"}, {"id": "mai-20260917-0922-baseline|c118-m2|deepseek-small|Prisma Cloud", "prompt": "c118-m2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "broad breadth, but enterprise-level cost/licensing"}, {"id": "mai-20260917-0922-baseline|c118-m2|deepseek-small|Wiz", "prompt": "c118-m2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "can feel like overkill for a mid-sized shop"}, {"id": "mai-20260917-0922-baseline|c118-m2|deepseek-small|Red Hat ACS / OpenShift", "prompt": "c118-m2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Red Hat ACS / OpenShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "only if you're already on OpenShift"}, {"id": "mai-20260917-0922-baseline|c118-m2|deepseek-small|Calico", "prompt": "c118-m2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Calico", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Add network policy/segmentation with **Calico** (or Cilium)"}, {"id": "mai-20260917-0922-baseline|c118-m2|deepseek-small|Cilium", "prompt": "c118-m2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Cilium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "with **Calico** (or Cilium)"}, {"id": "mai-20260917-0922-baseline|c118-m2|google-small|Sysdig Secure", "prompt": "c118-m2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommendation 1: The Best Overall Commercial Solution (Value + Low Overhead)\n**Sysdig Secure**"}, {"id": "mai-20260917-0922-baseline|c118-m2|google-small|ARMO Platform / Kubescape", "prompt": "c118-m2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "ARMO Platform / Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your main driver is checking compliance boxes ... Kubescape (managed via the ARMO Platform) is an excellent, cost-effective choice."}, {"id": "mai-20260917-0922-baseline|c118-m2|google-small|Wiz", "prompt": "c118-m2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Buying these platforms strictly for Kubernetes is prohibitively expensive for most mid-sized budgets"}, {"id": "mai-20260917-0922-baseline|c118-m2|google-small|Orca Security", "prompt": "c118-m2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Orca Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Buying these platforms strictly for Kubernetes is prohibitively expensive for most mid-sized budgets"}, {"id": "mai-20260917-0922-baseline|c118-m2|google-small|Trivy", "prompt": "c118-m2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For Image Scanning (CI/CD): Trivy (by Aqua) ... It is fast, lightweight, and the industry standard."}, {"id": "mai-20260917-0922-baseline|c118-m2|google-small|Kyverno", "prompt": "c118-m2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kyverno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Kyverno blocks unapproved or over-privileged pods from ever launching"}, {"id": "mai-20260917-0922-baseline|c118-m2|google-small|Open Policy Agent/Gatekeeper", "prompt": "c118-m2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Open Policy Agent/Gatekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "unlike Open Policy Agent/Gatekeeper which requires learning a complex language called Rego"}, {"id": "mai-20260917-0922-baseline|c118-m2|google-small|Falco", "prompt": "c118-m2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For Runtime Monitoring (Detection): Falco"}, {"id": "mai-20260917-0922-baseline|c118-m2|meta-small|Kubescape", "prompt": "c118-m2", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kubescape + Falco (free) - a credible defense-in-depth for $0 in licensing."}, {"id": "mai-20260917-0922-baseline|c118-m2|meta-small|Falco", "prompt": "c118-m2", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Kubescape + Falco (free) - a credible defense-in-depth for $0 in licensing."}, {"id": "mai-20260917-0922-baseline|c118-m2|meta-small|Sysdig", "prompt": "c118-m2", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sysdig (runtime-led) or Aqua (lifecycle-led) - dedicated graduations for mid-market companies."}, {"id": "mai-20260917-0922-baseline|c118-m2|meta-small|Aqua", "prompt": "c118-m2", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sysdig (runtime-led) or Aqua (lifecycle-led) - dedicated graduations for mid-market companies."}, {"id": "mai-20260917-0922-baseline|c118-m2|meta-small|ARMO's platform", "prompt": "c118-m2", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "ARMO's platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ARMO's platform - scales Kubescape's floor."}, {"id": "mai-20260917-0922-baseline|c118-m2|meta-small|RAD Security", "prompt": "c118-m2", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "RAD Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "RAD Security - fits detection-first teams."}, {"id": "mai-20260917-0922-baseline|c118-m2|meta-small|Datadog", "prompt": "c118-m2", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Datadog - wins where it already owns observability."}, {"id": "mai-20260917-0922-baseline|c118-m2|minimax-small|Sysdig", "prompt": "c118-m2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Sysdig** (Best for runtime-first teams)"}, {"id": "mai-20260917-0922-baseline|c118-m2|minimax-small|Aqua Security", "prompt": "c118-m2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Aqua Security** (Best for lifecycle coverage)"}, {"id": "mai-20260917-0922-baseline|c118-m2|minimax-small|Prisma Cloud", "prompt": "c118-m2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Prisma Cloud** (Best for breadth/consolidation)"}, {"id": "mai-20260917-0922-baseline|c118-m2|minimax-small|Kubescape", "prompt": "c118-m2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Kubescape** (posture scanning) + **Falco** (runtime) - free, covers fundamentals"}, {"id": "mai-20260917-0922-baseline|c118-m2|minimax-small|Falco", "prompt": "c118-m2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Kubescape** (posture scanning) + **Falco** (runtime) - free, covers fundamentals"}, {"id": "mai-20260917-0922-baseline|c118-m2|mistral-small|Sysdig", "prompt": "c118-m2", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Sysdig or Aqua Security** are the top commercial choices"}, {"id": "mai-20260917-0922-baseline|c118-m2|mistral-small|Aqua Security", "prompt": "c118-m2", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sysdig or Aqua Security** are the top commercial choices due to their balance of features, scalability, and support"}, {"id": "mai-20260917-0922-baseline|c118-m2|mistral-small|Kubescape", "prompt": "c118-m2", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to start with open source, **Kubescape + Falco** is a powerful and cost-effective alternative."}, {"id": "mai-20260917-0922-baseline|c118-m2|mistral-small|Falco", "prompt": "c118-m2", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Falco (for runtime threat detection) provides 80% of the value for zero licensing costs"}, {"id": "mai-20260917-0922-baseline|c118-m2|mistral-small|RAD Security", "prompt": "c118-m2", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "RAD Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "RAD Security is highlighted as a strong option in the mid-market segment."}, {"id": "mai-20260917-0922-baseline|c118-m2|mistral-small|Datadog", "prompt": "c118-m2", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If your company already uses Datadog for observability, its Kubernetes security module integrates seamlessly"}, {"id": "mai-20260917-0922-baseline|c118-m2|moonshot-small|Kubescape", "prompt": "c118-m2", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## My Top Recommendation: **Kubescape**"}, {"id": "mai-20260917-0922-baseline|c118-m2|moonshot-small|Wiz", "prompt": "c118-m2", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Lower total cost** compared to enterprise platforms like Wiz or Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c118-m2|moonshot-small|Prisma Cloud", "prompt": "c118-m2", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Lower total cost** compared to enterprise platforms like Wiz or Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c118-m2|moonshot-small|Trivy", "prompt": "c118-m2", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trivy** | Image & config scanning | Fast, integrates into CI/CD"}, {"id": "mai-20260917-0922-baseline|c118-m2|moonshot-small|Falco", "prompt": "c118-m2", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Falco** | Runtime detection | eBPF-based, detects threats in running containers"}, {"id": "mai-20260917-0922-baseline|c118-m2|moonshot-small|Sysdig Secure", "prompt": "c118-m2", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider: **Sysdig Secure** (runtime-focused) or **Aqua Security** (full lifecycle)"}, {"id": "mai-20260917-0922-baseline|c118-m2|moonshot-small|Aqua Security", "prompt": "c118-m2", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "both are frequently recommended for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c118-m2|openai-small|Kubescape", "prompt": "c118-m2", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Kubescape** as the best single starting point for Kubernetes security"}, {"id": "mai-20260917-0922-baseline|c118-m2|openai-small|Kyverno", "prompt": "c118-m2", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kyverno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kyverno** for policy-as-code and admission control"}, {"id": "mai-20260917-0922-baseline|c118-m2|openai-small|Trivy", "prompt": "c118-m2", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trivy** if image and IaC vulnerability scanning is your main immediate pain point"}, {"id": "mai-20260917-0922-baseline|c118-m2|xai-small|Kubescape", "prompt": "c118-m2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with the open-source combination of Kubescape and Falco as your Kubernetes security foundation"}, {"id": "mai-20260917-0922-baseline|c118-m2|xai-small|Falco", "prompt": "c118-m2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with the open-source combination of Kubescape and Falco as your Kubernetes security foundation"}, {"id": "mai-20260917-0922-baseline|c118-m2|xai-small|Trivy", "prompt": "c118-m2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Add-ons like Trivy (free image scanning) ... round it out if needed."}, {"id": "mai-20260917-0922-baseline|c118-m2|xai-small|Kyverno/OPA-Gatekeeper", "prompt": "c118-m2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kyverno/OPA-Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Kyverno/OPA-Gatekeeper (free admission policies) round it out if needed"}, {"id": "mai-20260917-0922-baseline|c118-m2|xai-small|Sysdig Secure", "prompt": "c118-m2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Runtime leader (builds on Falco), great for mid-sized K8s-heavy teams"}, {"id": "mai-20260917-0922-baseline|c118-m2|xai-small|ARMO Platform", "prompt": "c118-m2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "ARMO Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Managed posture + runtime, seamless upgrade from OSS Kubescape"}, {"id": "mai-20260917-0922-baseline|c118-m2|xai-small|Aqua Security", "prompt": "c118-m2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Full lifecycle (shift-left to runtime), if you prioritize enforcement"}, {"id": "mai-20260917-0922-baseline|c118-m2|zai-small|Sysdig Secure", "prompt": "c118-m2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best Kubernetes security tool for a mid‑sized B2B company is **Sysdig Secure**"}, {"id": "mai-20260917-0922-baseline|c118-m2|zai-small|Kubescape", "prompt": "c118-m2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kubescape** – cluster posture & compliance (CIS, NSA‑CISA)"}, {"id": "mai-20260917-0922-baseline|c118-m2|zai-small|Falco", "prompt": "c118-m2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Falco** – runtime threat detection (eBPF)"}, {"id": "mai-20260917-0922-baseline|c118-m2|zai-small|Trivy", "prompt": "c118-m2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trivy** – image & IaC scanning in CI/CD"}, {"id": "mai-20260917-0922-baseline|c118-m2|zai-small|Aqua Security", "prompt": "c118-m2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Aqua is a strong second option"}, {"id": "mai-20260917-0922-baseline|c118-m2|zai-small|Wiz", "prompt": "c118-m2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "You want agentless attack‑path visibility and already use a cloud‑native stack."}, {"id": "mai-20260917-0922-baseline|c118-m2|zai-small|Prisma Cloud", "prompt": "c118-m2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "You need a CNAPP with broad cloud security coverage"}, {"id": "mai-20260917-0922-baseline|c118-m2|zai-small|Red Hat ACS", "prompt": "c118-m2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Red Hat ACS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "You’re heavily invested in OpenShift"}, {"id": "mai-20260917-0922-baseline|c118-m2|zai-small|Portainer Enterprise", "prompt": "c118-m2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Portainer Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "You need centralized RBAC, audit trails, and policy‑driven access control"}, {"id": "mai-20260917-0922-baseline|c118-m3|alibaba-small|Snyk", "prompt": "c118-m3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Snyk** if your priority is fixing vulnerabilities in code and images before they are built"}, {"id": "mai-20260917-0922-baseline|c118-m3|alibaba-small|Sysdig", "prompt": "c118-m3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Sysdig** if you are worried about zero-day exploits in production"}, {"id": "mai-20260917-0922-baseline|c118-m3|alibaba-small|Falco", "prompt": "c118-m3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "They created **Falco**, the standard open-source runtime threat detection engine."}, {"id": "mai-20260917-0922-baseline|c118-m3|alibaba-small|Aqua Security", "prompt": "c118-m3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Aqua** or **Prisma** if you are a large enterprise managing a complex mix of On-Premise and Cloud infrastructure"}, {"id": "mai-20260917-0922-baseline|c118-m3|alibaba-small|Twistlock", "prompt": "c118-m3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Twistlock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Often viewed as the \"Enterprise Grade\" option."}, {"id": "mai-20260917-0922-baseline|c118-m3|alibaba-small|Prisma Cloud", "prompt": "c118-m3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Aqua** or **Prisma** if you are a large enterprise managing a complex mix of On-Premise and Cloud infrastructure"}, {"id": "mai-20260917-0922-baseline|c118-m3|alibaba-small|Wiz", "prompt": "c118-m3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Contextual Tools (Prisma/Wiz):**"}, {"id": "mai-20260917-0922-baseline|c118-m3|anthropic-small|Wiz", "prompt": "c118-m3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Wiz leads on agentless cloud graph correlation, mapping CVEs against attack paths"}, {"id": "mai-20260917-0922-baseline|c118-m3|anthropic-small|Prisma Cloud", "prompt": "c118-m3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Prisma Cloud, Wiz, and CrowdStrike deliver container security inside broader CNAPP/platform graphs"}, {"id": "mai-20260917-0922-baseline|c118-m3|anthropic-small|Aqua Platform", "prompt": "c118-m3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Aqua leads on full lifecycle and Sysdig on runtime among specialists"}, {"id": "mai-20260917-0922-baseline|c118-m3|anthropic-small|Sysdig Secure", "prompt": "c118-m3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Aqua leads on full lifecycle and Sysdig on runtime among specialists"}, {"id": "mai-20260917-0922-baseline|c118-m3|anthropic-small|Orca Security", "prompt": "c118-m3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The five vendors that anchor the 2026 lists are Wiz, Prisma Cloud, Aqua Platform, Sysdig Secure, and Orca Security"}, {"id": "mai-20260917-0922-baseline|c118-m3|anthropic-small|Snyk", "prompt": "c118-m3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Snyk owns developer-first shift-left"}, {"id": "mai-20260917-0922-baseline|c118-m3|anthropic-small|CrowdStrike", "prompt": "c118-m3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prisma Cloud, Wiz, and CrowdStrike deliver container security inside broader CNAPP/platform graphs"}, {"id": "mai-20260917-0922-baseline|c118-m3|anthropic-small|Trivy", "prompt": "c118-m3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Trivy (image/IaC scanning) and Falco (runtime detection) are free, production-grade"}, {"id": "mai-20260917-0922-baseline|c118-m3|anthropic-small|Falco", "prompt": "c118-m3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Trivy (image/IaC scanning) and Falco (runtime detection) are free, production-grade"}, {"id": "mai-20260917-0922-baseline|c118-m3|challenger-small|Aqua Security", "prompt": "c118-m3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best full lifecycle/container hardening: Aqua Security"}, {"id": "mai-20260917-0922-baseline|c118-m3|challenger-small|Sysdig Secure", "prompt": "c118-m3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best runtime depth: Sysdig Secure"}, {"id": "mai-20260917-0922-baseline|c118-m3|challenger-small|Wiz", "prompt": "c118-m3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best agentless cloud visibility: Wiz or Orca"}, {"id": "mai-20260917-0922-baseline|c118-m3|challenger-small|Prisma Cloud", "prompt": "c118-m3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best broad CNAPP governance: Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c118-m3|challenger-small|Snyk Container", "prompt": "c118-m3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best developer-first scanning: Snyk Container"}, {"id": "mai-20260917-0922-baseline|c118-m3|challenger-small|OX Security", "prompt": "c118-m3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "OX Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best contextual prioritization: OX Security"}, {"id": "mai-20260917-0922-baseline|c118-m3|challenger-small|SentinelOne", "prompt": "c118-m3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Runtime-focused cloud workload protection in a broader platform"}, {"id": "mai-20260917-0922-baseline|c118-m3|challenger-small|CrowdStrike", "prompt": "c118-m3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Platform consolidation with container workload protection"}, {"id": "mai-20260917-0922-baseline|c118-m3|challenger-small|Orca Security", "prompt": "c118-m3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best agentless cloud visibility: Wiz or Orca"}, {"id": "mai-20260917-0922-baseline|c118-m3|challenger-small|Falco", "prompt": "c118-m3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "while Falco, Trivy, and similar tools are narrower primitives for specific tasks"}, {"id": "mai-20260917-0922-baseline|c118-m3|challenger-small|Trivy", "prompt": "c118-m3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "while Falco, Trivy, and similar tools are narrower primitives for specific tasks"}, {"id": "mai-20260917-0922-baseline|c118-m3|deepseek-small|Aqua Security", "prompt": "c118-m3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Aqua** if you want the most complete container-native feature set across the entire lifecycle."}, {"id": "mai-20260917-0922-baseline|c118-m3|deepseek-small|Sysdig Secure", "prompt": "c118-m3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Sysdig** if runtime threat detection is your #1 priority."}, {"id": "mai-20260917-0922-baseline|c118-m3|deepseek-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-m3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Prisma Cloud** or **Wiz** if you need container security as part of a broader multi-cloud CNAPP"}, {"id": "mai-20260917-0922-baseline|c118-m3|deepseek-small|Wiz", "prompt": "c118-m3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Prisma Cloud** or **Wiz** if you need container security as part of a broader multi-cloud CNAPP"}, {"id": "mai-20260917-0922-baseline|c118-m3|deepseek-small|Red Hat Advanced Cluster Security (RHACS, powered by StackRox)", "prompt": "c118-m3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Red Hat Advanced Cluster Security (RHACS, powered by StackRox)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **RHACS** if you're married to Red Hat/OpenShift."}, {"id": "mai-20260917-0922-baseline|c118-m3|deepseek-small|Snyk", "prompt": "c118-m3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Snyk** if your security strategy is fundamentally about enabling developers"}, {"id": "mai-20260917-0922-baseline|c118-m3|deepseek-small|Trivy", "prompt": "c118-m3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a **Trivy + Falco + NeuVector** stack is more credible than ever before"}, {"id": "mai-20260917-0922-baseline|c118-m3|deepseek-small|Falco", "prompt": "c118-m3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Falco** (Sysdig/CNCF) | Runtime security"}, {"id": "mai-20260917-0922-baseline|c118-m3|deepseek-small|NeuVector", "prompt": "c118-m3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "NeuVector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**NeuVector** (SUSE) | Full-lifecycle, open-sourced"}, {"id": "mai-20260917-0922-baseline|c118-m3|deepseek-small|Kubescape", "prompt": "c118-m3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Kubescape", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Kubescape** | Kubernetes posture | Scans clusters against CIS/NSA benchmarks"}, {"id": "mai-20260917-0922-baseline|c118-m3|google-small|Wiz", "prompt": "c118-m3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Wiz if your top priority is rapid visibility across multiple clouds, mapping out risk relationships without deploying agents"}, {"id": "mai-20260917-0922-baseline|c118-m3|google-small|Sysdig Secure", "prompt": "c118-m3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Sysdig Secure if you are heavily invested in Kubernetes, suffer from alert fatigue, and need precise Cloud Detection and Response (CDR)"}, {"id": "mai-20260917-0922-baseline|c118-m3|google-small|Aqua Security", "prompt": "c118-m3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Aqua Security if you require strict, agent-enforced runtime defense (blocking drift in real-time)"}, {"id": "mai-20260917-0922-baseline|c118-m3|google-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-m3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Prisma Cloud if you are a large, mature enterprise that wants a single massive security platform"}, {"id": "mai-20260917-0922-baseline|c118-m3|google-small|Snyk", "prompt": "c118-m3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Snyk does not offer deep runtime security monitoring, active threat blockages, or cluster posture management."}, {"id": "mai-20260917-0922-baseline|c118-m3|meta-small|Aqua Security", "prompt": "c118-m3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "including Aqua Security, Sysdig Secure, Wiz, Palo Alto Prisma Cloud, Lacework, and Snyk Container"}, {"id": "mai-20260917-0922-baseline|c118-m3|meta-small|Sysdig Secure", "prompt": "c118-m3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some platforms, like Sysdig Secure, provide runtime visibility"}, {"id": "mai-20260917-0922-baseline|c118-m3|meta-small|Wiz", "prompt": "c118-m3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Aqua Security, Sysdig Secure, Wiz, Palo Alto Prisma Cloud, Lacework, and Snyk Container"}, {"id": "mai-20260917-0922-baseline|c118-m3|meta-small|Palo Alto Prisma Cloud", "prompt": "c118-m3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including Aqua Security, Sysdig Secure, Wiz, Palo Alto Prisma Cloud, Lacework, and Snyk Container"}, {"id": "mai-20260917-0922-baseline|c118-m3|meta-small|Lacework", "prompt": "c118-m3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Aqua Security, Sysdig Secure, Wiz, Palo Alto Prisma Cloud, Lacework, and Snyk Container"}, {"id": "mai-20260917-0922-baseline|c118-m3|meta-small|Snyk Container", "prompt": "c118-m3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk Container", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including Aqua Security, Sysdig Secure, Wiz, Palo Alto Prisma Cloud, Lacework, and Snyk Container"}, {"id": "mai-20260917-0922-baseline|c118-m3|meta-small|OX Security", "prompt": "c118-m3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "OX Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some platforms, like OX Security, cover containers across six CVE layers"}, {"id": "mai-20260917-0922-baseline|c118-m3|meta-small|Aikido Container Security", "prompt": "c118-m3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aikido Container Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some platforms, like Aikido Container Security, are designed to integrate with existing DevOps workflows"}, {"id": "mai-20260917-0922-baseline|c118-m3|minimax-small|Aqua Security", "prompt": "c118-m3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aqua** and **Sysdig** remain the leaders for pure, container‑specific security across the full lifecycle."}, {"id": "mai-20260917-0922-baseline|c118-m3|minimax-small|Sysdig Secure", "prompt": "c118-m3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Aqua** and **Sysdig** remain the leaders for pure, container‑specific security across the full lifecycle."}, {"id": "mai-20260917-0922-baseline|c118-m3|minimax-small|SUSE NeuVector", "prompt": "c118-m3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "SUSE NeuVector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**NeuVector** (SUSE) | Full‑lifecycle (scan‑admission‑runtime), now fully open‑source"}, {"id": "mai-20260917-0922-baseline|c118-m3|minimax-small|Trivy", "prompt": "c118-m3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Trivy** (Aqua) | Fast image vulnerability scanner"}, {"id": "mai-20260917-0922-baseline|c118-m3|minimax-small|Falco", "prompt": "c118-m3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Falco** (Sysdig) | Runtime behavioural monitoring via eBPF"}, {"id": "mai-20260917-0922-baseline|c118-m3|minimax-small|Snyk Container", "prompt": "c118-m3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Snyk** is the go‑to for developer‑centric shift‑left scanning."}, {"id": "mai-20260917-0922-baseline|c118-m3|minimax-small|Aikido", "prompt": "c118-m3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aikido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Snyk Container, Aikido, GitLab Container Scanning"}, {"id": "mai-20260917-0922-baseline|c118-m3|minimax-small|GitLab Container Scanning", "prompt": "c118-m3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "GitLab Container Scanning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Snyk Container, Aikido, GitLab Container Scanning"}, {"id": "mai-20260917-0922-baseline|c118-m3|minimax-small|Palo Alto Prisma Cloud", "prompt": "c118-m3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Wiz** and **Prisma Cloud** dominate the “agentless‑first” CNAPP space"}, {"id": "mai-20260917-0922-baseline|c118-m3|minimax-small|Wiz", "prompt": "c118-m3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Want the fastest, agentless visibility with a graph‑centric view | **Wiz**"}, {"id": "mai-20260917-0922-baseline|c118-m3|minimax-small|CrowdStrike Falcon", "prompt": "c118-m3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Need endpoint‑level runtime protection and already use CrowdStrike | **CrowdStrike Falcon**"}, {"id": "mai-20260917-0922-baseline|c118-m3|minimax-small|Microsoft Defender for Containers", "prompt": "c118-m3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Microsoft Defender for Containers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Predominantly run on Azure and want native integration | **Microsoft Defender for Containers**"}, {"id": "mai-20260917-0922-baseline|c118-m3|minimax-small|Google Cloud Container Security", "prompt": "c118-m3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Google Cloud Container Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Are fully committed to Google Cloud & GKE | **Google Cloud Container Security**"}, {"id": "mai-20260917-0922-baseline|c118-m3|minimax-small|Kubescape", "prompt": "c118-m3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Kubescape", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Kubescape** | Kubernetes posture & misconfiguration scanning"}, {"id": "mai-20260917-0922-baseline|c118-m3|minimax-small|StackRox OSS", "prompt": "c118-m3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "StackRox OSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**StackRox OSS** (Red Hat) | Policy‑based Kubernetes security"}, {"id": "mai-20260917-0922-baseline|c118-m3|mistral-small|Aqua Security", "prompt": "c118-m3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for full lifecycle security, from build to runtime... often considered a benchmark for container security platforms."}, {"id": "mai-20260917-0922-baseline|c118-m3|mistral-small|Sysdig", "prompt": "c118-m3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for runtime security. Sysdig specializes in real-time threat detection and response"}, {"id": "mai-20260917-0922-baseline|c118-m3|mistral-small|Snyk", "prompt": "c118-m3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for developer-first, shift-left security."}, {"id": "mai-20260917-0922-baseline|c118-m3|mistral-small|Palo Alto Networks Prisma Cloud (formerly Twistlock)", "prompt": "c118-m3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Palo Alto Networks Prisma Cloud (formerly Twistlock)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for complex, multi-cloud enterprises."}, {"id": "mai-20260917-0922-baseline|c118-m3|mistral-small|NeuVector (acquired by SUSE)", "prompt": "c118-m3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "NeuVector (acquired by SUSE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for its open-source roots and full lifecycle security"}, {"id": "mai-20260917-0922-baseline|c118-m3|mistral-small|Trivy (by Aqua Security)", "prompt": "c118-m3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy (by Aqua Security)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular for its open-source scanning capabilities, often used as a standalone tool"}, {"id": "mai-20260917-0922-baseline|c118-m3|mistral-small|Falco (by Sysdig)", "prompt": "c118-m3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco (by Sysdig)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses on runtime threat detection, using rules to detect anomalous behavior"}, {"id": "mai-20260917-0922-baseline|c118-m3|mistral-small|Kubescape", "prompt": "c118-m3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Kubescape", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Specializes in Kubernetes posture management and compliance."}, {"id": "mai-20260917-0922-baseline|c118-m3|moonshot-small|Aqua Security", "prompt": "c118-m3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Core strength:** The deepest container-specific feature set on the market."}, {"id": "mai-20260917-0922-baseline|c118-m3|moonshot-small|Trivy", "prompt": "c118-m3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Has a strong open-source on-ramp via **Trivy** (image scanning)."}, {"id": "mai-20260917-0922-baseline|c118-m3|moonshot-small|Sysdig", "prompt": "c118-m3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Falco-lineage eBPF runtime depth with MITRE-mapped rules and in-use CVE prioritization."}, {"id": "mai-20260917-0922-baseline|c118-m3|moonshot-small|Falco", "prompt": "c118-m3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Built on the open-source **Falco** runtime engine."}, {"id": "mai-20260917-0922-baseline|c118-m3|moonshot-small|SUSE NeuVector", "prompt": "c118-m3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best fit:** Teams that need enterprise-grade enforcement but want to avoid commercial licensing entirely."}, {"id": "mai-20260917-0922-baseline|c118-m3|moonshot-small|Wiz", "prompt": "c118-m3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Core strength:** Fastest time-to-value and agentless risk correlation."}, {"id": "mai-20260917-0922-baseline|c118-m3|moonshot-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c118-m3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Broad CNAPP coverage integrating containers with CSPM, IAM, and code security."}, {"id": "mai-20260917-0922-baseline|c118-m3|moonshot-small|CrowdStrike (Falcon Cloud Security)", "prompt": "c118-m3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "CrowdStrike (Falcon Cloud Security)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best fit:** Organizations already standardized on CrowdStrike for endpoint security and wanting to consolidate agents."}, {"id": "mai-20260917-0922-baseline|c118-m3|moonshot-small|Snyk", "prompt": "c118-m3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Trade-off:** Less robust runtime enforcement and Kubernetes admission control compared to Aqua or Sysdig."}, {"id": "mai-20260917-0922-baseline|c118-m3|moonshot-small|Microsoft Defender for Containers", "prompt": "c118-m3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Microsoft Defender for Containers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Per vCore:** Microsoft Defender for Containers"}, {"id": "mai-20260917-0922-baseline|c118-m3|openai-small|Microsoft Defender for Containers", "prompt": "c118-m3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Microsoft Defender for Containers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best if you're already in the Microsoft/Azure ecosystem."}, {"id": "mai-20260917-0922-baseline|c118-m3|openai-small|Sysdig Secure", "prompt": "c118-m3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong choice for teams that want deep **runtime visibility** and Kubernetes-focused enforcement."}, {"id": "mai-20260917-0922-baseline|c118-m3|openai-small|CrowdStrike Falcon Cloud Security", "prompt": "c118-m3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A good fit if you already use CrowdStrike for endpoint/security operations"}, {"id": "mai-20260917-0922-baseline|c118-m3|xai-small|Aqua Security", "prompt": "c118-m3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often #1 for full-lifecycle container protection."}, {"id": "mai-20260917-0922-baseline|c118-m3|xai-small|Sysdig Secure", "prompt": "c118-m3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader in runtime security."}, {"id": "mai-20260917-0922-baseline|c118-m3|xai-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c118-m3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for broad CNAPP integration."}, {"id": "mai-20260917-0922-baseline|c118-m3|xai-small|Snyk Container", "prompt": "c118-m3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Developer-focused shift-left scanning."}, {"id": "mai-20260917-0922-baseline|c118-m3|xai-small|Wiz", "prompt": "c118-m3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rising CNAPP star for cloud/container risk prioritization."}, {"id": "mai-20260917-0922-baseline|c118-m3|xai-small|SentinelOne Singularity Cloud Security", "prompt": "c118-m3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "SentinelOne Singularity Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Endpoint-integrated CNAPPs with strong runtime."}, {"id": "mai-20260917-0922-baseline|c118-m3|xai-small|CrowdStrike Falcon Cloud Security", "prompt": "c118-m3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Endpoint-integrated CNAPPs with strong runtime."}, {"id": "mai-20260917-0922-baseline|c118-m3|xai-small|Microsoft Defender for Cloud", "prompt": "c118-m3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others: Microsoft Defender for Cloud"}, {"id": "mai-20260917-0922-baseline|c118-m3|xai-small|Trivy", "prompt": "c118-m3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "provide a strong free foundation but lack enterprise-scale management, support, and advanced enforcement"}, {"id": "mai-20260917-0922-baseline|c118-m3|xai-small|Falco", "prompt": "c118-m3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "provide a strong free foundation but lack enterprise-scale management, support, and advanced enforcement"}, {"id": "mai-20260917-0922-baseline|c118-m3|xai-small|Kubescape", "prompt": "c118-m3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Kubescape", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "provide a strong free foundation but lack enterprise-scale management, support, and advanced enforcement"}, {"id": "mai-20260917-0922-baseline|c118-m3|xai-small|NeuVector (SUSE, open-source)", "prompt": "c118-m3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "NeuVector (SUSE, open-source)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Others: ... NeuVector (SUSE, open-source)"}, {"id": "mai-20260917-0922-baseline|c118-m3|zai-small|Aqua Security", "prompt": "c118-m3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Full‑lifecycle enterprise security** → Aqua or Prisma Cloud."}, {"id": "mai-20260917-0922-baseline|c118-m3|zai-small|Sysdig Secure", "prompt": "c118-m3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deep runtime visibility** → Sysdig Secure or Falco."}, {"id": "mai-20260917-0922-baseline|c118-m3|zai-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c118-m3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Full‑lifecycle enterprise security** → Aqua or Prisma Cloud."}, {"id": "mai-20260917-0922-baseline|c118-m3|zai-small|Snyk Container", "prompt": "c118-m3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Developer‑first, shift‑left** → Snyk."}, {"id": "mai-20260917-0922-baseline|c118-m3|zai-small|Trivy", "prompt": "c118-m3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Free baseline scanning** → Trivy."}, {"id": "mai-20260917-0922-baseline|c118-m3|zai-small|Falco", "prompt": "c118-m3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Open‑source runtime security** → Falco or SUSE NeuVector."}, {"id": "mai-20260917-0922-baseline|c118-m3|zai-small|Kubescape", "prompt": "c118-m3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Kubernetes posture and governance** → Kubescape."}, {"id": "mai-20260917-0922-baseline|c118-m3|zai-small|JFrog Xray", "prompt": "c118-m3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "JFrog Xray", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Registry‑centric security** → JFrog Xray (if using JFrog)"}, {"id": "mai-20260917-0922-baseline|c118-m3|zai-small|Wiz", "prompt": "c118-m3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Broad CNAPP** → Prisma Cloud or Wiz."}, {"id": "mai-20260917-0922-baseline|c118-m3|zai-small|SUSE NeuVector", "prompt": "c118-m3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Open‑source runtime security** → Falco or SUSE NeuVector."}, {"id": "mai-20260917-0922-baseline|c118-m3|zai-small|Tenable Cloud Security", "prompt": "c118-m3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Tenable Cloud Security (if using Tenable)"}, {"id": "mai-20260917-0922-baseline|c118-m4|alibaba-small|Trivy", "prompt": "c118-m4", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you only pick one tool, start with **Trivy**. It covers 80% of what you need (vulnerability scanning) out of the box."}, {"id": "mai-20260917-0922-baseline|c118-m4|alibaba-small|Kubescape", "prompt": "c118-m4", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use **Kubescape** to check if you are deploying to the cluster correctly."}, {"id": "mai-20260917-0922-baseline|c118-m4|alibaba-small|Wazuh", "prompt": "c118-m4", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wazuh is the industry-standard open-source replacement."}, {"id": "mai-20260917-0922-baseline|c118-m4|alibaba-small|Falco", "prompt": "c118-m4", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Install **Falco** or **Wazuh** agents to monitor the live environment."}, {"id": "mai-20260917-0922-baseline|c118-m4|alibaba-small|Checkov", "prompt": "c118-m4", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Checkov", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use **Checkov** to stop bad Dockerfiles from being built"}, {"id": "mai-20260917-0922-baseline|c118-m4|anthropic-small|Pomerium", "prompt": "c118-m4", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Pomerium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Open-source Kubernetes security solutions like Pomerium, Falco, and Kubescape offer great value for teams with limited budgets."}, {"id": "mai-20260917-0922-baseline|c118-m4|anthropic-small|Falco", "prompt": "c118-m4", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Falco** is a particularly strong choice... open-source tools like Falco are excellent for runtime detection at no cost"}, {"id": "mai-20260917-0922-baseline|c118-m4|anthropic-small|Kubescape", "prompt": "c118-m4", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Open-source Kubernetes security solutions like Pomerium, Falco, and Kubescape offer great value"}, {"id": "mai-20260917-0922-baseline|c118-m4|anthropic-small|Sysdig", "prompt": "c118-m4", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sysdig's pricing is consumption-based, which can be affordable for mid-sized teams"}, {"id": "mai-20260917-0922-baseline|c118-m4|anthropic-small|NeuVector", "prompt": "c118-m4", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Its pricing model is competitive and can be scaled to fit a mid-sized organization's budget."}, {"id": "mai-20260917-0922-baseline|c118-m4|challenger-small|Trivy", "prompt": "c118-m4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best container security platform is usually **Trivy** if you want the lowest-cost option, because it is fully open source"}, {"id": "mai-20260917-0922-baseline|c118-m4|challenger-small|SUSE NeuVector", "prompt": "c118-m4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SUSE NeuVector** is the strongest budget-conscious platform mentioned in the results because it is also fully open-sourced"}, {"id": "mai-20260917-0922-baseline|c118-m4|challenger-small|Falco", "prompt": "c118-m4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "plus **Falco** for runtime detection if needed"}, {"id": "mai-20260917-0922-baseline|c118-m4|challenger-small|TigerGate", "prompt": "c118-m4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "TigerGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TigerGate** is presented as the best balance of features, pricing, and ease of use, with a free tier"}, {"id": "mai-20260917-0922-baseline|c118-m4|challenger-small|Kubescape", "prompt": "c118-m4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Trivy + Falco + Kubescape** is described as a credible startup stack at **$0**"}, {"id": "mai-20260917-0922-baseline|c118-m4|challenger-small|Aqua", "prompt": "c118-m4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more enterprise-oriented and typically quote-based or significantly more expensive"}, {"id": "mai-20260917-0922-baseline|c118-m4|challenger-small|Sysdig", "prompt": "c118-m4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more enterprise-oriented and typically quote-based or significantly more expensive"}, {"id": "mai-20260917-0922-baseline|c118-m4|challenger-small|Prisma Cloud", "prompt": "c118-m4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "more enterprise-oriented and typically quote-based or significantly more expensive"}, {"id": "mai-20260917-0922-baseline|c118-m4|challenger-small|Wiz", "prompt": "c118-m4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "more enterprise-oriented and typically quote-based or significantly more expensive"}, {"id": "mai-20260917-0922-baseline|c118-m4|deepseek-small|Trivy", "prompt": "c118-m4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **maximum capability at zero cost**, go with **Trivy + Falco + Kubescape**."}, {"id": "mai-20260917-0922-baseline|c118-m4|deepseek-small|Falco", "prompt": "c118-m4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Real-time threat detection and behavioral activity monitoring in containers"}, {"id": "mai-20260917-0922-baseline|c118-m4|deepseek-small|Kubescape", "prompt": "c118-m4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "NSA-CISA/CIS hardening, posture management, compliance"}, {"id": "mai-20260917-0922-baseline|c118-m4|deepseek-small|SUSE NeuVector", "prompt": "c118-m4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "SUSE NeuVector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Full lifecycle (optional) | **SUSE NeuVector** | Fully open-sourced security covering the complete container lifecycle"}, {"id": "mai-20260917-0922-baseline|c118-m4|deepseek-small|Calico", "prompt": "c118-m4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Calico", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The standard \"credible production stack at $0\" is often **Kubescape + Falco + Calico (network policy)**"}, {"id": "mai-20260917-0922-baseline|c118-m4|deepseek-small|Snyk", "prompt": "c118-m4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Snyk** (dev-led) or **Aikido** are the best budget/value options."}, {"id": "mai-20260917-0922-baseline|c118-m4|deepseek-small|Aikido", "prompt": "c118-m4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "free to start, combines code, container, cloud, and IaC security in one place"}, {"id": "mai-20260917-0922-baseline|c118-m4|deepseek-small|Docker Scout", "prompt": "c118-m4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Docker Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "free for public repos and one private repo; a no-brainer if you use Docker Hub"}, {"id": "mai-20260917-0922-baseline|c118-m4|deepseek-small|Microsoft Defender for Containers", "prompt": "c118-m4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Microsoft Defender for Containers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "best economics if you're already on Azure/AKS"}, {"id": "mai-20260917-0922-baseline|c118-m4|google-small|Prisma Cloud", "prompt": "c118-m4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you do not need a six-figure enterprise platform (such as Prisma Cloud, Wiz, or Sysdig Secure)"}, {"id": "mai-20260917-0922-baseline|c118-m4|google-small|Wiz", "prompt": "c118-m4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you do not need a six-figure enterprise platform (such as Prisma Cloud, Wiz, or Sysdig Secure)"}, {"id": "mai-20260917-0922-baseline|c118-m4|google-small|Sysdig Secure", "prompt": "c118-m4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig Secure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you do not need a six-figure enterprise platform (such as Prisma Cloud, Wiz, or Sysdig Secure)"}, {"id": "mai-20260917-0922-baseline|c118-m4|google-small|SUSE NeuVector", "prompt": "c118-m4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "SUSE NeuVector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Option 1: The Best All-in-One Free Platform ... It is the only fully-featured, commercial-grade container security platform you can run entirely for free"}, {"id": "mai-20260917-0922-baseline|c118-m4|google-small|Trivy", "prompt": "c118-m4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trivy is the industry standard for scanning container images, language dependencies, and Kubernetes manifests"}, {"id": "mai-20260917-0922-baseline|c118-m4|google-small|Falco", "prompt": "c118-m4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Falco is a CNCF-graduated tool that acts as a security camera inside your running containers"}, {"id": "mai-20260917-0922-baseline|c118-m4|google-small|Kubescape", "prompt": "c118-m4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Kubescape scans your running clusters and YAML files against security frameworks like CIS Benchmarks"}, {"id": "mai-20260917-0922-baseline|c118-m4|google-small|ARMO Platform", "prompt": "c118-m4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "ARMO Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Offers a highly cost-effective tier to manage Kubescape across your clusters"}, {"id": "mai-20260917-0922-baseline|c118-m4|google-small|Snyk Container", "prompt": "c118-m4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Snyk has a generous developer-first free tier"}, {"id": "mai-20260917-0922-baseline|c118-m4|meta-small|Sysdig", "prompt": "c118-m4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top container security tools include Sysdig, Aqua, Prisma, Trend, Snyk, Microsoft, and NeuVector."}, {"id": "mai-20260917-0922-baseline|c118-m4|meta-small|Aqua", "prompt": "c118-m4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top container security tools include Sysdig, Aqua, Prisma, Trend, Snyk, Microsoft, and NeuVector."}, {"id": "mai-20260917-0922-baseline|c118-m4|meta-small|Prisma", "prompt": "c118-m4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top container security tools include Sysdig, Aqua, Prisma, Trend, Snyk, Microsoft, and NeuVector."}, {"id": "mai-20260917-0922-baseline|c118-m4|meta-small|Trend", "prompt": "c118-m4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top container security tools include Sysdig, Aqua, Prisma, Trend, Snyk, Microsoft, and NeuVector."}, {"id": "mai-20260917-0922-baseline|c118-m4|meta-small|Snyk", "prompt": "c118-m4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top container security tools include Sysdig, Aqua, Prisma, Trend, Snyk, Microsoft, and NeuVector."}, {"id": "mai-20260917-0922-baseline|c118-m4|meta-small|Microsoft", "prompt": "c118-m4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top container security tools include Sysdig, Aqua, Prisma, Trend, Snyk, Microsoft, and NeuVector."}, {"id": "mai-20260917-0922-baseline|c118-m4|meta-small|NeuVector", "prompt": "c118-m4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "NeuVector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top container security tools include Sysdig, Aqua, Prisma, Trend, Snyk, Microsoft, and NeuVector."}, {"id": "mai-20260917-0922-baseline|c118-m4|minimax-small|Trivy", "prompt": "c118-m4", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Trivy (Free & Open-Source)"}, {"id": "mai-20260917-0922-baseline|c118-m4|minimax-small|Grype", "prompt": "c118-m4", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Grype", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Grype** | Free/Open-Source | Lightweight vulnerability scanner |"}, {"id": "mai-20260917-0922-baseline|c118-m4|minimax-small|Falco", "prompt": "c118-m4", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Falco** | Free/Open-Source | Runtime security monitoring |"}, {"id": "mai-20260917-0922-baseline|c118-m4|minimax-small|Anchore", "prompt": "c118-m4", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Anchore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider Anchore or TigerGate for additional features like policy enforcement and unified dashboards"}, {"id": "mai-20260917-0922-baseline|c118-m4|minimax-small|TigerGate", "prompt": "c118-m4", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "TigerGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider Anchore or TigerGate for additional features like policy enforcement and unified dashboards, but expect to pay for premium tiers."}, {"id": "mai-20260917-0922-baseline|c118-m4|mistral-small|Trivy", "prompt": "c118-m4", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Trivy** (by Aqua Security): Best free image scanner for vulnerabilities, IaC, secrets, and SBOMs."}, {"id": "mai-20260917-0922-baseline|c118-m4|mistral-small|Falco", "prompt": "c118-m4", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Industry-standard runtime threat detection for containers and Kubernetes."}, {"id": "mai-20260917-0922-baseline|c118-m4|mistral-small|Kubescape", "prompt": "c118-m4", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source Kubernetes security tool for posture management, CIS benchmark compliance"}, {"id": "mai-20260917-0922-baseline|c118-m4|mistral-small|Calico OSS", "prompt": "c118-m4", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Calico OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides network policy and zero-trust controls for containers and Kubernetes."}, {"id": "mai-20260917-0922-baseline|c118-m4|mistral-small|Snyk Container", "prompt": "c118-m4", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk Container", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you can layer on commercial overlays like Snyk Container, Aqua Security, or Sysdig Secure"}, {"id": "mai-20260917-0922-baseline|c118-m4|mistral-small|Aqua Security", "prompt": "c118-m4", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "commercial overlays like Snyk Container, Aqua Security, or Sysdig Secure, which offer free tiers"}, {"id": "mai-20260917-0922-baseline|c118-m4|mistral-small|Sysdig Secure", "prompt": "c118-m4", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "commercial overlays like Snyk Container, Aqua Security, or Sysdig Secure"}, {"id": "mai-20260917-0922-baseline|c118-m4|moonshot-small|Trivy", "prompt": "c118-m4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Trivy** for scanning and **Falco** for runtime detection."}, {"id": "mai-20260917-0922-baseline|c118-m4|moonshot-small|Falco", "prompt": "c118-m4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Trivy** for scanning and **Falco** for runtime detection."}, {"id": "mai-20260917-0922-baseline|c118-m4|moonshot-small|Kubescape", "prompt": "c118-m4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kubescape** (Kubernetes Posture) - Cost: Free (open-source)"}, {"id": "mai-20260917-0922-baseline|c118-m4|moonshot-small|Grype + Syft", "prompt": "c118-m4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Grype + Syft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Syft generates Software Bills of Materials (SBOMs); Grype scans them for vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c118-m4|moonshot-small|Kube-bench", "prompt": "c118-m4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kube-bench", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**K8s Hardening** | Kube-bench | Check against CIS benchmarks"}, {"id": "mai-20260917-0922-baseline|c118-m4|moonshot-small|Docker Scout", "prompt": "c118-m4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Docker Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Docker Scout** - Free tier integrated with Docker Desktop/Hub"}, {"id": "mai-20260917-0922-baseline|c118-m4|moonshot-small|Snyk Container", "prompt": "c118-m4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk Container", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Snyk Container** - Free tier for individual developers/small teams"}, {"id": "mai-20260917-0922-baseline|c118-m4|moonshot-small|NeuVector", "prompt": "c118-m4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "NeuVector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**NeuVector** (now open-sourced by SUSE) - Full lifecycle security"}, {"id": "mai-20260917-0922-baseline|c118-m4|openai-small|ARMO Platform", "prompt": "c118-m4", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "ARMO Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ARMO Platform** is positioned as open-source-first and is a strong low-budget option"}, {"id": "mai-20260917-0922-baseline|c118-m4|openai-small|Falco", "prompt": "c118-m4", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My practical pick:** **ARMO/Falco-based stack** or **Chainguard's free tier**"}, {"id": "mai-20260917-0922-baseline|c118-m4|openai-small|Chainguard", "prompt": "c118-m4", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Chainguard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Chainguard** offers a free tier with up to **five container images per organization**"}, {"id": "mai-20260917-0922-baseline|c118-m4|openai-small|Sysdig Secure", "prompt": "c118-m4", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig Secure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "solid commercial option with deep container/runtime visibility, but it's more of a paid platform choice than a budget-first one"}, {"id": "mai-20260917-0922-baseline|c118-m4|openai-small|Trivy", "prompt": "c118-m4", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use **Falco + Trivy + hardened base images** (open-source approach)"}, {"id": "mai-20260917-0922-baseline|c118-m4|openai-small|Wiz", "prompt": "c118-m4", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "stronger enterprise choices, but they're usually overkill for a limited budget"}, {"id": "mai-20260917-0922-baseline|c118-m4|openai-small|Orca", "prompt": "c118-m4", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Orca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "stronger enterprise choices, but they're usually overkill for a limited budget"}, {"id": "mai-20260917-0922-baseline|c118-m4|xai-small|Aqua", "prompt": "c118-m4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "often underpinning paid products like Aqua (Trivy) and Sysdig (Falco)"}, {"id": "mai-20260917-0922-baseline|c118-m4|xai-small|Trivy", "prompt": "c118-m4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Why top pick: Most adopted (37k+ GitHub stars), accurate, no limits."}, {"id": "mai-20260917-0922-baseline|c118-m4|xai-small|Sysdig", "prompt": "c118-m4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Upgrade to enterprise (Aqua/Sysdig) only for multi-cluster management/support."}, {"id": "mai-20260917-0922-baseline|c118-m4|xai-small|Falco", "prompt": "c118-m4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Falco (for runtime threat detection) ... Pairs perfectly with Trivy for full lifecycle at runtime."}, {"id": "mai-20260917-0922-baseline|c118-m4|xai-small|Grype", "prompt": "c118-m4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Grype", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Handles build-time vuln detection better than alternatives like Grype for most use cases."}, {"id": "mai-20260917-0922-baseline|c118-m4|xai-small|Kubescape", "prompt": "c118-m4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use Kubescape for broader coverage."}, {"id": "mai-20260917-0922-baseline|c118-m4|xai-small|kube-bench", "prompt": "c118-m4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "kube-bench", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "kube-bench: Lightweight CIS auditing."}, {"id": "mai-20260917-0922-baseline|c118-m4|xai-small|SUSE NeuVector Community Edition", "prompt": "c118-m4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "SUSE NeuVector Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Full-lifecycle (vuln mgmt, network segmentation, L7 firewall, IDS/IPS, compliance). Deploys in K8s; more integrated if you want a \"platform\" feel."}, {"id": "mai-20260917-0922-baseline|c118-m4|xai-small|Calico OSS", "prompt": "c118-m4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Calico OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Calico OSS: Network policy enforcement."}, {"id": "mai-20260917-0922-baseline|c118-m4|xai-small|Harbor", "prompt": "c118-m4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Harbor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Harbor: Secure registry with scanning."}, {"id": "mai-20260917-0922-baseline|c118-m4|xai-small|Snyk", "prompt": "c118-m4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Unlike Snyk's free tier (e.g., ~100 container scans/month, then pay $25+/dev/mo), no caps"}, {"id": "mai-20260917-0922-baseline|c118-m4|zai-small|Trivy", "prompt": "c118-m4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **open‑source stack of Trivy + Falco + Kubescape (with NeuVector as a full‑life optional addition)** provides a credible, complete container security solution"}, {"id": "mai-20260917-0922-baseline|c118-m4|zai-small|Falco", "prompt": "c118-m4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "eBPF‑based runtime engine that monitors system calls and detects suspicious behavior"}, {"id": "mai-20260917-0922-baseline|c118-m4|zai-small|Kubescape", "prompt": "c118-m4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kubernetes security posture management that validates configurations against NSA/CISA and CIS benchmarks"}, {"id": "mai-20260917-0922-baseline|c118-m4|zai-small|SUSE NeuVector", "prompt": "c118-m4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal if you want a single UI covering build‑to‑runtime."}, {"id": "mai-20260917-0922-baseline|c118-m4|zai-small|ARMO Platform", "prompt": "c118-m4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "ARMO Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ARMO Platform (built on Kubescape) offers a free tier for small environments and paid per‑worker‑node tiers."}, {"id": "mai-20260917-0922-baseline|c118-m4|zai-small|Aqua", "prompt": "c118-m4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "their pricing is node/workload‑based (typically $1200+ per node/year), which may exceed a tight budget"}, {"id": "mai-20260917-0922-baseline|c118-m4|zai-small|Sysdig", "prompt": "c118-m4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "their pricing is node/workload‑based (typically $1200+ per node/year), which may exceed a tight budget"}, {"id": "mai-20260917-0922-baseline|c118-m4|zai-small|Prisma Cloud", "prompt": "c118-m4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "their pricing is node/workload‑based (typically $1200+ per node/year), which may exceed a tight budget"}, {"id": "mai-20260917-0922-baseline|c118-m4|zai-small|Trend Micro Cloud One", "prompt": "c118-m4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trend Micro Cloud One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "their pricing is node/workload‑based (typically $1200+ per node/year), which may exceed a tight budget"}, {"id": "mai-20260917-0922-baseline|c118-m5|alibaba-small|Prisma Cloud", "prompt": "c118-m5", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When you sit down with vendors (like Prisma Cloud, Twistlock/Trend Micro, Sysdig, Aqua, Snyk, etc.)"}, {"id": "mai-20260917-0922-baseline|c118-m5|alibaba-small|Twistlock/Trend Micro", "prompt": "c118-m5", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Twistlock/Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vendors (like Prisma Cloud, Twistlock/Trend Micro, Sysdig, Aqua, Snyk, etc.)"}, {"id": "mai-20260917-0922-baseline|c118-m5|alibaba-small|Sysdig", "prompt": "c118-m5", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendors (like Prisma Cloud, Twistlock/Trend Micro, Sysdig, Aqua, Snyk, etc.)"}, {"id": "mai-20260917-0922-baseline|c118-m5|alibaba-small|Aqua", "prompt": "c118-m5", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "vendors (like Prisma Cloud, Twistlock/Trend Micro, Sysdig, Aqua, Snyk, etc.)"}, {"id": "mai-20260917-0922-baseline|c118-m5|alibaba-small|Snyk", "prompt": "c118-m5", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "vendors (like Prisma Cloud, Twistlock/Trend Micro, Sysdig, Aqua, Snyk, etc.)"}, {"id": "mai-20260917-0922-baseline|c118-m5|deepseek-small|Sysdig", "prompt": "c118-m5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| Runtime + Kubernetes depth | **Sysdig** |"}, {"id": "mai-20260917-0922-baseline|c118-m5|deepseek-small|Aqua", "prompt": "c118-m5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Full lifecycle, container-first | **Aqua Security** |"}, {"id": "mai-20260917-0922-baseline|c118-m5|deepseek-small|Prisma", "prompt": "c118-m5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Prisma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Broad CNAPP/graph visibility | **Wiz**, **Palo Alto Prisma Cloud** |"}, {"id": "mai-20260917-0922-baseline|c118-m5|deepseek-small|Snyk", "prompt": "c118-m5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Developer-led shift-left | **Snyk** |"}, {"id": "mai-20260917-0922-baseline|c118-m5|deepseek-small|Microsoft", "prompt": "c118-m5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Microsoft Defender for Containers**"}, {"id": "mai-20260917-0922-baseline|c118-m5|deepseek-small|Wiz", "prompt": "c118-m5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Broad CNAPP/graph visibility | **Wiz**"}, {"id": "mai-20260917-0922-baseline|c118-m5|deepseek-small|CrowdStrike Falcon", "prompt": "c118-m5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| Endpoint-consolidated estate | **CrowdStrike Falcon** |"}, {"id": "mai-20260917-0922-baseline|c118-m5|deepseek-small|Red Hat ACS/StackRox", "prompt": "c118-m5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Red Hat ACS/StackRox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| Red Hat/OpenShift or Azure/AKS native | **Red Hat ACS/StackRox**"}, {"id": "mai-20260917-0922-baseline|c118-m5|deepseek-small|Trivy", "prompt": "c118-m5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "open-source foundations (Trivy for scanning, Falco for runtime) for parts of your estate"}, {"id": "mai-20260917-0922-baseline|c118-m5|deepseek-small|Falco", "prompt": "c118-m5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "open-source foundations (Trivy for scanning, Falco for runtime)"}, {"id": "mai-20260917-0922-baseline|c118-m5|google-small|Wiz", "prompt": "c118-m5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wiz or Orca Security (The \"All-in-One\" Leaders): Best for: Rapid deployment, incredible visibility"}, {"id": "mai-20260917-0922-baseline|c118-m5|google-small|Orca Security", "prompt": "c118-m5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Wiz or Orca Security (The \"All-in-One\" Leaders)"}, {"id": "mai-20260917-0922-baseline|c118-m5|google-small|Sysdig", "prompt": "c118-m5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sysdig Secure or Aqua Security (The Runtime Specialists): Best for: Deep, kernel-level container threat detection."}, {"id": "mai-20260917-0922-baseline|c118-m5|google-small|Aqua Security", "prompt": "c118-m5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sysdig Secure or Aqua Security (The Runtime Specialists)"}, {"id": "mai-20260917-0922-baseline|c118-m5|google-small|SentinelOne", "prompt": "c118-m5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Platforms like Sysdig, Aqua Security, or SentinelOne require installing a lightweight agent"}, {"id": "mai-20260917-0922-baseline|c118-m5|google-small|Snyk", "prompt": "c118-m5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ARMO (Kubescape) or Snyk (The Developer-First Options): Best for: Strong developer adoption, code-level remediation"}, {"id": "mai-20260917-0922-baseline|c118-m5|google-small|Datadog Cloud Security Management (CSM)", "prompt": "c118-m5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Datadog Cloud Security Management (CSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Teams already heavily invested in Datadog... may not be as deeply specialized as a standalone security platform."}, {"id": "mai-20260917-0922-baseline|c118-m5|google-small|ARMO (Kubescape)", "prompt": "c118-m5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "ARMO (Kubescape)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ARMO (Kubescape) or Snyk (The Developer-First Options)"}, {"id": "mai-20260917-0922-baseline|c118-m5|meta-small|Orca Security", "prompt": "c118-m5", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Orca Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular container security tools that may be suitable for a 500-person company include: 1. Orca Security"}, {"id": "mai-20260917-0922-baseline|c118-m5|meta-small|Aqua Security", "prompt": "c118-m5", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Aqua Security"}, {"id": "mai-20260917-0922-baseline|c118-m5|meta-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-m5", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Palo Alto Networks Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c118-m5|meta-small|Red Hat Advanced Cluster Security", "prompt": "c118-m5", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Red Hat Advanced Cluster Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Red Hat Advanced Cluster Security"}, {"id": "mai-20260917-0922-baseline|c118-m5|meta-small|Sysdig Secure", "prompt": "c118-m5", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Sysdig Secure"}, {"id": "mai-20260917-0922-baseline|c118-m5|minimax-small|Wiz", "prompt": "c118-m5", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Wiz** (agentless, broad cloud security)"}, {"id": "mai-20260917-0922-baseline|c118-m5|minimax-small|Aqua Security", "prompt": "c118-m5", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Aqua Security** (full lifecycle, strong runtime)"}, {"id": "mai-20260917-0922-baseline|c118-m5|minimax-small|Sysdig", "prompt": "c118-m5", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Sysdig** (eBPF-based, deep runtime)"}, {"id": "mai-20260917-0922-baseline|c118-m5|minimax-small|Prisma Cloud", "prompt": "c118-m5", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Prisma Cloud** (Palo Alto Networks, broad CNAPP)"}, {"id": "mai-20260917-0922-baseline|c118-m5|minimax-small|Guardicore", "prompt": "c118-m5", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Guardicore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Guardicore** (micro-segmentation focus)"}, {"id": "mai-20260917-0922-baseline|c118-m5|mistral-small|Aqua Security", "prompt": "c118-m5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Full lifecycle security, strong runtime protection, Kubernetes-native."}, {"id": "mai-20260917-0922-baseline|c118-m5|mistral-small|Sysdig Secure", "prompt": "c118-m5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Runtime threat detection, Falco integration, deep Kubernetes visibility."}, {"id": "mai-20260917-0922-baseline|c118-m5|mistral-small|Prisma Cloud", "prompt": "c118-m5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Broad coverage (CNAPP), CI/CD integration, compliance-focused."}, {"id": "mai-20260917-0922-baseline|c118-m5|mistral-small|Snyk", "prompt": "c118-m5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Developer-friendly, strong SAST/SCA, CI/CD integration."}, {"id": "mai-20260917-0922-baseline|c118-m5|mistral-small|Trivy", "prompt": "c118-m5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source, lightweight, fast scans (often used as a baseline)."}, {"id": "mai-20260917-0922-baseline|c118-m5|mistral-small|Twistlock", "prompt": "c118-m5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Twistlock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Now part of Palo Alto Prisma Cloud, strong runtime security."}, {"id": "mai-20260917-0922-baseline|c118-m5|mistral-small|NeuVector", "prompt": "c118-m5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "NeuVector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Runtime protection, network segmentation, Kubernetes-native."}, {"id": "mai-20260917-0922-baseline|c118-m5|mistral-small|StackRox", "prompt": "c118-m5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "StackRox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Now part of Red Hat Advanced Cluster Security, Kubernetes-native."}, {"id": "mai-20260917-0922-baseline|c118-m5|moonshot-small|Wiz", "prompt": "c118-m5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Agentless-first** (e.g., Wiz) | Quick deployment, no per-node overhead | Limited/no real-time runtime detection"}, {"id": "mai-20260917-0922-baseline|c118-m5|moonshot-small|Aqua", "prompt": "c118-m5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Aqua Security** | Full lifecycle + OSS foundation (Trivy) | Container-first mid-market to enterprise | Strong on policy enforcement"}, {"id": "mai-20260917-0922-baseline|c118-m5|moonshot-small|Sysdig", "prompt": "c118-m5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Sysdig** | Runtime detection + OSS (Falco) | K8s-heavy environments | Runtime-led approach"}, {"id": "mai-20260917-0922-baseline|c118-m5|moonshot-small|Snyk", "prompt": "c118-m5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Snyk** | Developer experience, shift-left | Dev-led organizations | Lighter on runtime protection"}, {"id": "mai-20260917-0922-baseline|c118-m5|moonshot-small|Palo Alto (Prisma)", "prompt": "c118-m5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Palo Alto (Prisma)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Palo Alto (Prisma)** | Network + container combined | Existing Palo Alto customers | Broader platform play"}, {"id": "mai-20260917-0922-baseline|c118-m5|xai-small|Aqua Security", "prompt": "c118-m5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aqua Security**: Full lifecycle leader; strong for mid-enterprise."}, {"id": "mai-20260917-0922-baseline|c118-m5|xai-small|Sysdig Secure", "prompt": "c118-m5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sysdig Secure**: Runtime excellence (Falco); great K8s visibility."}, {"id": "mai-20260917-0922-baseline|c118-m5|xai-small|Prisma Cloud (Palo Alto)", "prompt": "c118-m5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broad CNAPP; if you want cloud posture too."}, {"id": "mai-20260917-0922-baseline|c118-m5|xai-small|Snyk", "prompt": "c118-m5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Snyk**: Dev-first scanning; easy for teams."}, {"id": "mai-20260917-0922-baseline|c118-m5|xai-small|Wiz", "prompt": "c118-m5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Wiz/Orca/Tenable**: Agentless, risk-prioritized; rising for scale."}, {"id": "mai-20260917-0922-baseline|c118-m5|xai-small|Orca", "prompt": "c118-m5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Wiz/Orca/Tenable**: Agentless, risk-prioritized; rising for scale."}, {"id": "mai-20260917-0922-baseline|c118-m5|xai-small|Tenable", "prompt": "c118-m5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Tenable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Wiz/Orca/Tenable**: Agentless, risk-prioritized; rising for scale."}, {"id": "mai-20260917-0922-baseline|c118-m5|xai-small|Trivy", "prompt": "c118-m5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "OSS starters: Trivy (scan), Falco (runtime), NeuVector (full)."}, {"id": "mai-20260917-0922-baseline|c118-m5|xai-small|Falco", "prompt": "c118-m5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "OSS starters: Trivy (scan), Falco (runtime), NeuVector (full)."}, {"id": "mai-20260917-0922-baseline|c118-m5|xai-small|NeuVector", "prompt": "c118-m5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "NeuVector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "OSS starters: Trivy (scan), Falco (runtime), NeuVector (full)."}, {"id": "mai-20260917-0922-baseline|c118-m6|alibaba-small|Splunk", "prompt": "c118-m6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Relying solely on standard Log Management tools (like basic setups of Splunk, Datadog, or ELK stack) for security... terrible at *preventing* it"}, {"id": "mai-20260917-0922-baseline|c118-m6|alibaba-small|Datadog", "prompt": "c118-m6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Relying solely on standard Log Management tools (like basic setups of Splunk, Datadog, or ELK stack) for security"}, {"id": "mai-20260917-0922-baseline|c118-m6|alibaba-small|ELK stack", "prompt": "c118-m6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "ELK stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Relying solely on standard Log Management tools (like basic setups of Splunk, Datadog, or ELK stack) for security"}, {"id": "mai-20260917-0922-baseline|c118-m6|alibaba-small|Bridgecrew", "prompt": "c118-m6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Bridgecrew", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Big players bought dozens of smaller tools (e.g., Bridgecrew, Twistlock, Sslabs)... Acquired \"Zombie\" Products **What to Avoid**"}, {"id": "mai-20260917-0922-baseline|c118-m6|alibaba-small|Twistlock", "prompt": "c118-m6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Twistlock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Big players bought dozens of smaller tools (e.g., Bridgecrew, Twistlock, Sslabs)"}, {"id": "mai-20260917-0922-baseline|c118-m6|alibaba-small|Sslabs", "prompt": "c118-m6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sslabs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Big players bought dozens of smaller tools (e.g., Bridgecrew, Twistlock, Sslabs)"}, {"id": "mai-20260917-0922-baseline|c118-m6|alibaba-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c118-m6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "frequently criticized for its **complexity** and steep learning curve. If you do not have a dedicated DevSecOps team, this platform may overwhelm you."}, {"id": "mai-20260917-0922-baseline|c118-m6|alibaba-small|Aqua Security", "prompt": "c118-m6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Often noted for having a dense, \"enterprise-class\" UI that can be confusing for smaller engineering teams"}, {"id": "mai-20260917-0922-baseline|c118-m6|alibaba-small|Tenable", "prompt": "c118-m6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "their container modules are sometimes viewed as lagging behind specialized tools"}, {"id": "mai-20260917-0922-baseline|c118-m6|alibaba-small|Qualys", "prompt": "c118-m6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "their container modules are sometimes viewed as lagging behind specialized tools"}, {"id": "mai-20260917-0922-baseline|c118-m6|alibaba-small|Snyk", "prompt": "c118-m6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "For Developers: Look for speed and integration into Git/Helm/CI pipelines (e.g., **Snyk**, **Checkov**)"}, {"id": "mai-20260917-0922-baseline|c118-m6|alibaba-small|Sysdig", "prompt": "c118-m6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "For Infrastructure: Look for deep visibility and behavior analysis (e.g., **Sysdig**, **Falco**"}, {"id": "mai-20260917-0922-baseline|c118-m6|alibaba-small|Checkov", "prompt": "c118-m6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Checkov", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "e.g., **Snyk**, **Checkov**"}, {"id": "mai-20260917-0922-baseline|c118-m6|alibaba-small|Falco", "prompt": "c118-m6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "e.g., **Sysdig**, **Falco** [Open Source]"}, {"id": "mai-20260917-0922-baseline|c118-m6|alibaba-small|Wiz", "prompt": "c118-m6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "For Enterprise All-in-One: Look for robust ecosystems (e.g., **Palo Alto Prisma**, **Wiz**, **Microsoft Defender for Cloud**)"}, {"id": "mai-20260917-0922-baseline|c118-m6|alibaba-small|Microsoft Defender for Cloud", "prompt": "c118-m6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Look for robust ecosystems (e.g., **Palo Alto Prisma**, **Wiz**, **Microsoft Defender for Cloud**)"}, {"id": "mai-20260917-0922-baseline|c118-m6|challenger-small|Trivy", "prompt": "c118-m6", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Build-time scanners like Trivy, Grype, and Clair can find CVEs and misconfigurations, but they do not detect runtime threats."}, {"id": "mai-20260917-0922-baseline|c118-m6|challenger-small|Grype", "prompt": "c118-m6", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Grype", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Build-time scanners like Trivy, Grype, and Clair can find CVEs and misconfigurations, but they do not detect runtime threats."}, {"id": "mai-20260917-0922-baseline|c118-m6|challenger-small|Clair", "prompt": "c118-m6", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Clair", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Build-time scanners like Trivy, Grype, and Clair can find CVEs and misconfigurations, but they do not detect runtime threats."}, {"id": "mai-20260917-0922-baseline|c118-m6|challenger-small|Falco", "prompt": "c118-m6", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Runtime tools like Falco and Tetragon detect anomalous behavior, but they do not scan for CVEs."}, {"id": "mai-20260917-0922-baseline|c118-m6|challenger-small|Tetragon", "prompt": "c118-m6", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Tetragon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Runtime tools like Falco and Tetragon detect anomalous behavior, but they do not scan for CVEs."}, {"id": "mai-20260917-0922-baseline|c118-m6|deepseek-small|Palo Alto Prisma Cloud", "prompt": "c118-m6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "This is the most frequently criticized by users, largely due to: **Complexity and a steep learning curve**"}, {"id": "mai-20260917-0922-baseline|c118-m6|deepseek-small|Twistlock", "prompt": "c118-m6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Twistlock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "if a vendor is still selling \"Twistlock\" standalone, treat it as a legacy/end-of-life product"}, {"id": "mai-20260917-0922-baseline|c118-m6|deepseek-small|Aqua Security", "prompt": "c118-m6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Well-regarded technically but with consistent cautions: **Expensive**"}, {"id": "mai-20260917-0922-baseline|c118-m6|deepseek-small|Sysdig", "prompt": "c118-m6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Less mature CSPM/CIEM** capabilities than Wiz or Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c118-m6|deepseek-small|Microsoft Defender for Cloud", "prompt": "c118-m6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Per-vCore billing** model can scale unpredictably. Mixed reviews on usability"}, {"id": "mai-20260917-0922-baseline|c118-m6|deepseek-small|Wiz", "prompt": "c118-m6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Less mature CSPM/CIEM capabilities than Wiz or Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c118-m6|deepseek-small|Red Hat ACS", "prompt": "c118-m6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Red Hat ACS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Twistlock \\u2192 Prisma Cloud, StackRox \\u2192 Red Hat ACS"}, {"id": "mai-20260917-0922-baseline|c118-m6|deepseek-small|Minimus", "prompt": "c118-m6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Minimus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "A startup offering with good tech can vanish or get absorbed (e.g., Minimus shutting down)"}, {"id": "mai-20260917-0922-baseline|c118-m6|deepseek-small|Trivy", "prompt": "c118-m6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Trivy, Falco, and SUSE NeuVector cover scanning, runtime, and full lifecycle at $0"}, {"id": "mai-20260917-0922-baseline|c118-m6|deepseek-small|Falco", "prompt": "c118-m6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Trivy, Falco, and SUSE NeuVector cover scanning, runtime, and full lifecycle at $0"}, {"id": "mai-20260917-0922-baseline|c118-m6|deepseek-small|SUSE NeuVector", "prompt": "c118-m6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Trivy, Falco, and SUSE NeuVector cover scanning, runtime, and full lifecycle at $0"}, {"id": "mai-20260917-0922-baseline|c118-m6|google-small|Anchore Engine", "prompt": "c118-m6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Anchore Engine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The original self-hosted Anchore Engine is officially EOL and no longer maintained... you should avoid the legacy Engine"}, {"id": "mai-20260917-0922-baseline|c118-m6|google-small|Syft", "prompt": "c118-m6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Syft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "utilize their modern stateless CLI tools, **Syft** (for SBOM generation) and **Grype** (for vulnerability scanning)"}, {"id": "mai-20260917-0922-baseline|c118-m6|google-small|Grype", "prompt": "c118-m6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "utilize their modern stateless CLI tools, **Syft** (for SBOM generation) and **Grype** (for vulnerability scanning)"}, {"id": "mai-20260917-0922-baseline|c118-m6|google-small|Anchore Enterprise", "prompt": "c118-m6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Anchore Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or migrate to Anchore Enterprise"}, {"id": "mai-20260917-0922-baseline|c118-m6|google-small|Elastic’s \"Defend for Containers\" (D4C)", "prompt": "c118-m6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Elastic’s \"Defend for Containers\" (D4C)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "using D4C for runtime container protection is a dead end"}, {"id": "mai-20260917-0922-baseline|c118-m6|google-small|Clair", "prompt": "c118-m6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Clair", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "legacy versions (v2 and v3) are severely outdated and lack support for modern OCI image specs and registry APIs"}, {"id": "mai-20260917-0922-baseline|c118-m6|google-small|Docker Bench for Security", "prompt": "c118-m6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Docker Bench for Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "it is heavily outdated. It is a static script that does not scale"}, {"id": "mai-20260917-0922-baseline|c118-m6|google-small|Falco", "prompt": "c118-m6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tools like **Falco, Tetragon, and Tracee** are eBPF-native."}, {"id": "mai-20260917-0922-baseline|c118-m6|google-small|Tetragon", "prompt": "c118-m6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Tetragon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Tools like **Falco, Tetragon, and Tracee** are eBPF-native."}, {"id": "mai-20260917-0922-baseline|c118-m6|google-small|Tracee", "prompt": "c118-m6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Tracee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Tools like **Falco, Tetragon, and Tracee** are eBPF-native."}, {"id": "mai-20260917-0922-baseline|c118-m6|google-small|Twistlock", "prompt": "c118-m6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Twistlock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Palo Alto Networks acquiring Twistlock... present specific challenges: Feature Bloat and Forced Upselling"}, {"id": "mai-20260917-0922-baseline|c118-m6|google-small|NeuVector", "prompt": "c118-m6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "NeuVector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "SUSE acquiring NeuVector... these consolidated ... platforms ... present specific challenges"}, {"id": "mai-20260917-0922-baseline|c118-m6|google-small|Carbon Black", "prompt": "c118-m6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Carbon Black", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "VMware acquiring Carbon Black/Octarine... present specific challenges"}, {"id": "mai-20260917-0922-baseline|c118-m6|meta-small|Aqua Security", "prompt": "c118-m6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top container security platforms mentioned in the search results include:\n\n1. Aqua Security"}, {"id": "mai-20260917-0922-baseline|c118-m6|meta-small|Sysdig Secure", "prompt": "c118-m6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Sysdig Secure"}, {"id": "mai-20260917-0922-baseline|c118-m6|meta-small|Wiz (container module)", "prompt": "c118-m6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Wiz (container module)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Wiz (container module)"}, {"id": "mai-20260917-0922-baseline|c118-m6|meta-small|Palo Alto Prisma Cloud", "prompt": "c118-m6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Palo Alto Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c118-m6|meta-small|Lacework", "prompt": "c118-m6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Lacework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Lacework"}, {"id": "mai-20260917-0922-baseline|c118-m6|meta-small|Snyk Container", "prompt": "c118-m6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk Container", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Snyk Container"}, {"id": "mai-20260917-0922-baseline|c118-m6|meta-small|Trivy", "prompt": "c118-m6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Trivy"}, {"id": "mai-20260917-0922-baseline|c118-m6|meta-small|Falco", "prompt": "c118-m6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Falco"}, {"id": "mai-20260917-0922-baseline|c118-m6|meta-small|SUSE NeuVector", "prompt": "c118-m6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "SUSE NeuVector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. SUSE NeuVector"}, {"id": "mai-20260917-0922-baseline|c118-m6|meta-small|Microsoft", "prompt": "c118-m6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Microsoft"}, {"id": "mai-20260917-0922-baseline|c118-m6|minimax-small|Trivy", "prompt": "c118-m6", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Open-source options like **Trivy**, **Falco**, and **SUSE NeuVector** offer robust free tiers"}, {"id": "mai-20260917-0922-baseline|c118-m6|minimax-small|Falco", "prompt": "c118-m6", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Open-source options like **Trivy**, **Falco**, and **SUSE NeuVector** offer robust free tiers"}, {"id": "mai-20260917-0922-baseline|c118-m6|minimax-small|SUSE NeuVector", "prompt": "c118-m6", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "SUSE NeuVector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Open-source options like **Trivy**, **Falco**, and **SUSE NeuVector** offer robust free tiers"}, {"id": "mai-20260917-0922-baseline|c118-m6|minimax-small|Wiz", "prompt": "c118-m6", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Agentless options (like Wiz) reduce overhead but may miss runtime behaviors"}, {"id": "mai-20260917-0922-baseline|c118-m6|mistral-small|Wiz", "prompt": "c118-m6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "consolidating with a CNAPP ... like Wiz, Orca, Prisma, or Defender may be beneficial"}, {"id": "mai-20260917-0922-baseline|c118-m6|mistral-small|Orca", "prompt": "c118-m6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "consolidating with a CNAPP ... like Wiz, Orca, Prisma, or Defender may be beneficial"}, {"id": "mai-20260917-0922-baseline|c118-m6|mistral-small|Prisma", "prompt": "c118-m6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Sysdig, Aqua, and Prisma bill per workload/node ... these costs can escalate quickly, so scrutinize pricing models carefully"}, {"id": "mai-20260917-0922-baseline|c118-m6|mistral-small|Defender", "prompt": "c118-m6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "like Wiz, Orca, Prisma, or Defender may be beneficial"}, {"id": "mai-20260917-0922-baseline|c118-m6|mistral-small|Sysdig", "prompt": "c118-m6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Sysdig, Aqua, and Prisma bill per workload/node ... these costs can escalate quickly"}, {"id": "mai-20260917-0922-baseline|c118-m6|mistral-small|Aqua", "prompt": "c118-m6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Sysdig, Aqua, and Prisma bill per workload/node"}, {"id": "mai-20260917-0922-baseline|c118-m6|mistral-small|Snyk", "prompt": "c118-m6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "while Snyk bills per developer ... these costs can escalate quickly"}, {"id": "mai-20260917-0922-baseline|c118-m6|mistral-small|Microsoft", "prompt": "c118-m6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Microsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Microsoft and Trend Micro use per-vCore or per-workload models ... costs can escalate quickly"}, {"id": "mai-20260917-0922-baseline|c118-m6|mistral-small|Trend Micro", "prompt": "c118-m6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Microsoft and Trend Micro use per-vCore or per-workload models"}, {"id": "mai-20260917-0922-baseline|c118-m6|mistral-small|Trivy", "prompt": "c118-m6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "consider trialing platforms that offer free or open-source versions (e.g., Trivy, Falco, SUSE NeuVector)"}, {"id": "mai-20260917-0922-baseline|c118-m6|mistral-small|Falco", "prompt": "c118-m6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "consider trialing platforms that offer free or open-source versions (e.g., Trivy, Falco, SUSE NeuVector)"}, {"id": "mai-20260917-0922-baseline|c118-m6|mistral-small|SUSE NeuVector", "prompt": "c118-m6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "consider trialing platforms that offer free or open-source versions (e.g., Trivy, Falco, SUSE NeuVector)"}, {"id": "mai-20260917-0922-baseline|c118-m6|moonshot-small|Prisma Cloud", "prompt": "c118-m6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While Prisma Cloud is a capable platform... Complex initial setup and steep learning curve"}, {"id": "mai-20260917-0922-baseline|c118-m6|moonshot-small|Aqua Security", "prompt": "c118-m6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Aqua has deep container expertise but: Requires integration with separate platforms... Pricing scales significantly by node count"}, {"id": "mai-20260917-0922-baseline|c118-m6|moonshot-small|Wiz", "prompt": "c118-m6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Wiz's agentless snapshot approach has tradeoffs: Less deep, continuous runtime visibility"}, {"id": "mai-20260917-0922-baseline|c118-m6|moonshot-small|Trivy", "prompt": "c118-m6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quick start, low overhead | Trivy (open source, CNCF) + Falco for runtime"}, {"id": "mai-20260917-0922-baseline|c118-m6|moonshot-small|Falco", "prompt": "c118-m6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trivy (open source, CNCF) + Falco for runtime"}, {"id": "mai-20260917-0922-baseline|c118-m6|moonshot-small|Kubescape", "prompt": "c118-m6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Kubernetes-native | Kubescape, kube-bench for posture"}, {"id": "mai-20260917-0922-baseline|c118-m6|moonshot-small|kube-bench", "prompt": "c118-m6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "kube-bench", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Kubescape, kube-bench for posture"}, {"id": "mai-20260917-0922-baseline|c118-m6|moonshot-small|Sysdig", "prompt": "c118-m6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Runtime depth | Sysdig (Falco-based) or open-source Falco directly"}, {"id": "mai-20260917-0922-baseline|c118-m6|moonshot-small|Snyk Container", "prompt": "c118-m6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Supply chain | Snyk Container or Grype with reachability analysis"}, {"id": "mai-20260917-0922-baseline|c118-m6|moonshot-small|Grype", "prompt": "c118-m6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Snyk Container or Grype with reachability analysis"}, {"id": "mai-20260917-0922-baseline|c118-m6|xai-small|Aqua Security", "prompt": "c118-m6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Red flags**: Premium pricing (per-workload/cluster), can feel overly heavy for basic needs"}, {"id": "mai-20260917-0922-baseline|c118-m6|xai-small|Sysdig Secure", "prompt": "c118-m6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Top picks for most**: Sysdig (eBPF runtime king)"}, {"id": "mai-20260917-0922-baseline|c118-m6|xai-small|Snyk Container", "prompt": "c118-m6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Snyk (dev-first shift-left)"}, {"id": "mai-20260917-0922-baseline|c118-m6|xai-small|Wiz", "prompt": "c118-m6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wiz/PingSafe (agentless visibility)"}, {"id": "mai-20260917-0922-baseline|c118-m6|xai-small|Prisma Cloud (Palo Alto)", "prompt": "c118-m6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Red flags**: Complex setup, steep learning curve, unintuitive UI, and mixed support reviews. Expensive for smaller teams"}, {"id": "mai-20260917-0922-baseline|c118-m6|xai-small|NeuVector", "prompt": "c118-m6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "NeuVector (full CNCF lifecycle)—zero cost, mature, no lock-in"}, {"id": "mai-20260917-0922-baseline|c118-m6|xai-small|JFrog Artifactory (with Xray for security)", "prompt": "c118-m6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "JFrog Artifactory (with Xray for security)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Red flags**: Recent CVEs (e.g., auth bypass risks allowing admin privilege escalation under default configs"}, {"id": "mai-20260917-0922-baseline|c118-m6|xai-small|Trivy", "prompt": "c118-m6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Start free/OSS**: Trivy (scanning)"}, {"id": "mai-20260917-0922-baseline|c118-m6|xai-small|Falco", "prompt": "c118-m6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Falco (runtime)"}, {"id": "mai-20260917-0922-baseline|c118-m6|xai-small|PingSafe", "prompt": "c118-m6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "PingSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Wiz/PingSafe (agentless visibility)"}, {"id": "mai-20260917-0922-baseline|c118-m6|zai-small|Snyk (Container Security)", "prompt": "c118-m6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk (Container Security)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid Snyk** if you have strict rate limits on Docker Hub or are sensitive to high false-positive rates."}, {"id": "mai-20260917-0922-baseline|c118-m6|zai-small|Sysdig (Secure/Monitor)", "prompt": "c118-m6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig (Secure/Monitor)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Be Cautious with Sysdig** if you are deploying on bare metal or have high-performance computing requirements that cannot tolerate agent overhead."}, {"id": "mai-20260917-0922-baseline|c118-m6|zai-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-m6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid Prisma Cloud** if you are a small team or lack dedicated DevOps/SRE resources to configure a complex policy engine."}, {"id": "mai-20260917-0922-baseline|c118-m6|zai-small|Google Cloud Container Security", "prompt": "c118-m6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Google Cloud Container Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Google Cloud Container Security** if you plan to use AWS, Azure, or a hybrid cloud strategy."}, {"id": "mai-20260917-0922-baseline|c118-m6|zai-small|Wiz", "prompt": "c118-m6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "It lacks the multi-cloud capabilities of competitors like Wiz or Sysdig."}, {"id": "mai-20260917-0922-baseline|c118-m6|zai-small|Clair", "prompt": "c118-m6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Clair", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "many older container scanning tools (like Clair or Microscanner) have low accuracy"}, {"id": "mai-20260917-0922-baseline|c118-m6|zai-small|Anchore Community", "prompt": "c118-m6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Anchore Community", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "you should be cautious of basic open-source scanners"}, {"id": "mai-20260917-0922-baseline|c118-m6|zai-small|Microscanner", "prompt": "c118-m6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Microscanner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "tools (like Clair or Microscanner) have low accuracy"}, {"id": "mai-20260917-0922-baseline|c118-s1|alibaba-small|Aqua Security", "prompt": "c118-s1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the \"best\" platform is rarely a massive enterprise suite (like Aqua Security or Sysdig)"}, {"id": "mai-20260917-0922-baseline|c118-s1|alibaba-small|Sysdig", "prompt": "c118-s1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rarely a massive enterprise suite (like Aqua Security or Sysdig)"}, {"id": "mai-20260917-0922-baseline|c118-s1|alibaba-small|Snyk", "prompt": "c118-s1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "My suggestion for a small B2B team: Start with Snyk."}, {"id": "mai-20260917-0922-baseline|c118-s1|alibaba-small|Kubescape", "prompt": "c118-s1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Compliance & Governance: Kubescape"}, {"id": "mai-20260917-0922-baseline|c118-s1|alibaba-small|Trivy", "prompt": "c118-s1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trivy (by Aqua) is the gold standard for open-source scanning"}, {"id": "mai-20260917-0922-baseline|c118-s1|alibaba-small|AWS Security Hub / Amazon ECR Scan", "prompt": "c118-s1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "AWS Security Hub / Amazon ECR Scan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best \"Set and Forget\" (If Single-Cloud): Cloud Provider Tools"}, {"id": "mai-20260917-0922-baseline|c118-s1|alibaba-small|Microsoft Defender for Containers (Azure)", "prompt": "c118-s1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Microsoft Defender for Containers (Azure)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Microsoft Defender for Containers (Azure)"}, {"id": "mai-20260917-0922-baseline|c118-s1|alibaba-small|Google Securing Assets (GCP)", "prompt": "c118-s1", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Google Securing Assets (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Google Securing Assets (GCP)"}, {"id": "mai-20260917-0922-baseline|c118-s1|anthropic-small|Trivy", "prompt": "c118-s1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Startups can run a credible container stack free with Trivy, Falco, Kubescape, and Calico OSS"}, {"id": "mai-20260917-0922-baseline|c118-s1|anthropic-small|Falco", "prompt": "c118-s1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "free with Trivy, Falco, Kubescape, and Calico OSS covering scan, runtime, posture, and network security"}, {"id": "mai-20260917-0922-baseline|c118-s1|anthropic-small|Kubescape", "prompt": "c118-s1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "free with Trivy, Falco, Kubescape, and Calico OSS"}, {"id": "mai-20260917-0922-baseline|c118-s1|anthropic-small|Calico OSS", "prompt": "c118-s1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Calico OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free with Trivy, Falco, Kubescape, and Calico OSS"}, {"id": "mai-20260917-0922-baseline|c118-s1|anthropic-small|Snyk", "prompt": "c118-s1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "I'd recommend starting with **Snyk** (good developer integration)"}, {"id": "mai-20260917-0922-baseline|c118-s1|anthropic-small|Aqua Security", "prompt": "c118-s1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Provides lifecycle + runtime security depth"}, {"id": "mai-20260917-0922-baseline|c118-s1|anthropic-small|Portainer", "prompt": "c118-s1", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Portainer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A self-hosted container management platform with built-in security governance"}, {"id": "mai-20260917-0922-baseline|c118-s1|challenger-small|Microsoft Defender for Cloud", "prompt": "c118-s1", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Microsoft Defender for Cloud** if you already run on Microsoft/Azure"}, {"id": "mai-20260917-0922-baseline|c118-s1|challenger-small|Snyk Container", "prompt": "c118-s1", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk Container", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "pick Microsoft Defender for Cloud for the best general small-business default, or Snyk Container if your team wants the simplest developer-friendly experience"}, {"id": "mai-20260917-0922-baseline|c118-s1|challenger-small|Wiz", "prompt": "c118-s1", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need broader platform CNAPP | **Wiz** | Agentless scanning and strong compliance mapping"}, {"id": "mai-20260917-0922-baseline|c118-s1|challenger-small|Sysdig Secure", "prompt": "c118-s1", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need deep runtime/container specialization | **Sysdig Secure** or **Aqua Security**"}, {"id": "mai-20260917-0922-baseline|c118-s1|challenger-small|Aqua Security", "prompt": "c118-s1", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Frequently cited as strong specialist platforms for runtime and full lifecycle coverage"}, {"id": "mai-20260917-0922-baseline|c118-s1|deepseek-small|Trivy", "prompt": "c118-s1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small B2B company: **Trivy + a managed layer**"}, {"id": "mai-20260917-0922-baseline|c118-s1|deepseek-small|Falco", "prompt": "c118-s1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runtime threat detection | **Falco** | Free (CNCF-graduated)"}, {"id": "mai-20260917-0922-baseline|c118-s1|deepseek-small|Kubescape", "prompt": "c118-s1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kubescape** on the cluster"}, {"id": "mai-20260917-0922-baseline|c118-s1|deepseek-small|Harbor", "prompt": "c118-s1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Harbor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Private registry with built-in scanning."}, {"id": "mai-20260917-0922-baseline|c118-s1|deepseek-small|Snyk", "prompt": "c118-s1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you're **developer-led** and want automated remediation"}, {"id": "mai-20260917-0922-baseline|c118-s1|deepseek-small|TigerGate", "prompt": "c118-s1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "TigerGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Positioned specifically for **startups/SMBs** as an all-in-one with free tier"}, {"id": "mai-20260917-0922-baseline|c118-s1|deepseek-small|Sysdig", "prompt": "c118-s1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More powerful, but typically aimed at mid-market and enterprises; can easily run $30K+/year... **Overkill for most small B2B companies.**"}, {"id": "mai-20260917-0922-baseline|c118-s1|deepseek-small|Aqua", "prompt": "c118-s1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Overkill for most small B2B companies.**"}, {"id": "mai-20260917-0922-baseline|c118-s1|deepseek-small|Wiz", "prompt": "c118-s1", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Overkill for most small B2B companies.**"}, {"id": "mai-20260917-0922-baseline|c118-s1|google-small|Snyk Container", "prompt": "c118-s1", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk Container", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snyk Container (Best Overall / Developer-First)"}, {"id": "mai-20260917-0922-baseline|c118-s1|google-small|Trivy", "prompt": "c118-s1", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are bootstrapped, operating on a tight budget... **Trivy** is the absolute best choice."}, {"id": "mai-20260917-0922-baseline|c118-s1|google-small|Aqua Security", "prompt": "c118-s1", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "you can easily transition to Aqua Security’s paid SaaS platform"}, {"id": "mai-20260917-0922-baseline|c118-s1|google-small|Datadog Cloud Security Management", "prompt": "c118-s1", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Datadog Cloud Security Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Consolidation ... adding their **Cloud Security Management (CSM)** module is a highly efficient choice"}, {"id": "mai-20260917-0922-baseline|c118-s1|google-small|Wiz", "prompt": "c118-s1", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "an agentless cloud-native application protection platform (CNAPP) like **Wiz** is highly recommended"}, {"id": "mai-20260917-0922-baseline|c118-s1|google-small|Orca Security", "prompt": "c118-s1", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Orca Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Wiz** or **Orca** | Agentless, fast setup"}, {"id": "mai-20260917-0922-baseline|c118-s1|meta-small|Aqua Security", "prompt": "c118-s1", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top container security tools include Aqua Security, Sysdig, and Wiz."}, {"id": "mai-20260917-0922-baseline|c118-s1|meta-small|Sysdig", "prompt": "c118-s1", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top container security tools include Aqua Security, Sysdig, and Wiz."}, {"id": "mai-20260917-0922-baseline|c118-s1|meta-small|Wiz", "prompt": "c118-s1", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top container security tools include Aqua Security, Sysdig, and Wiz."}, {"id": "mai-20260917-0922-baseline|c118-s1|minimax-small|Trivy", "prompt": "c118-s1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with the free/open-source stack (Trivy + Falco + Kubescape)"}, {"id": "mai-20260917-0922-baseline|c118-s1|minimax-small|Falco", "prompt": "c118-s1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with the free/open-source stack (Trivy + Falco + Kubescape)"}, {"id": "mai-20260917-0922-baseline|c118-s1|minimax-small|Kubescape", "prompt": "c118-s1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with the free/open-source stack (Trivy + Falco + Kubescape)"}, {"id": "mai-20260917-0922-baseline|c118-s1|minimax-small|Calico", "prompt": "c118-s1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Calico", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Calico** - Open-source network policy enforcement"}, {"id": "mai-20260917-0922-baseline|c118-s1|minimax-small|Aqua Security", "prompt": "c118-s1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Aqua Security** - Comprehensive container security platform"}, {"id": "mai-20260917-0922-baseline|c118-s1|minimax-small|Sysdig", "prompt": "c118-s1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Sysdig** - Cloud workload protection with container security"}, {"id": "mai-20260917-0922-baseline|c118-s1|minimax-small|Snyk", "prompt": "c118-s1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Snyk** - Developer-focused security (good for CI/CD integration)"}, {"id": "mai-20260917-0922-baseline|c118-s1|minimax-small|NeuVector", "prompt": "c118-s1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**NeuVector** - Full lifecycle container security"}, {"id": "mai-20260917-0922-baseline|c118-s1|minimax-small|Microsoft Azure Defender for Containers", "prompt": "c118-s1", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Microsoft Azure Defender for Containers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you're already in Azure"}, {"id": "mai-20260917-0922-baseline|c118-s1|mistral-small|Microsoft Defender for Cloud", "prompt": "c118-s1", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company wanting an easy-to-use, all-in-one solution, **Microsoft Defender for Cloud** is a top pick."}, {"id": "mai-20260917-0922-baseline|c118-s1|mistral-small|SUSE NeuVector", "prompt": "c118-s1", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need advanced Kubernetes security and are willing to invest in a robust platform, **SUSE NeuVector** is highly regarded."}, {"id": "mai-20260917-0922-baseline|c118-s1|mistral-small|Trivy", "prompt": "c118-s1", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with Trivy for image scanning"}, {"id": "mai-20260917-0922-baseline|c118-s1|mistral-small|Falco", "prompt": "c118-s1", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Falco for runtime threat detection"}, {"id": "mai-20260917-0922-baseline|c118-s1|mistral-small|Kubescape", "prompt": "c118-s1", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Kubescape for posture management"}, {"id": "mai-20260917-0922-baseline|c118-s1|mistral-small|Calico OSS", "prompt": "c118-s1", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Calico OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Calico for network policies"}, {"id": "mai-20260917-0922-baseline|c118-s1|moonshot-small|Trivy", "prompt": "c118-s1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "go with the **Trivy + Falco + Kubescape** open-source stack if you have the technical expertise to self-manage"}, {"id": "mai-20260917-0922-baseline|c118-s1|moonshot-small|Falco", "prompt": "c118-s1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trivy + Falco (free)"}, {"id": "mai-20260917-0922-baseline|c118-s1|moonshot-small|Kubescape", "prompt": "c118-s1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trivy + Falco + Kubescape** open-source stack"}, {"id": "mai-20260917-0922-baseline|c118-s1|moonshot-small|SUSE NeuVector", "prompt": "c118-s1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "SUSE NeuVector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Only fully open-source complete platform"}, {"id": "mai-20260917-0922-baseline|c118-s1|moonshot-small|Calico OSS", "prompt": "c118-s1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Calico OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "entirely free using Trivy + Falco + Kubescape + Calico OSS"}, {"id": "mai-20260917-0922-baseline|c118-s1|moonshot-small|Snyk Container", "prompt": "c118-s1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk Container", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "My top pick for most small B2B companies:** Start with **Snyk Container**"}, {"id": "mai-20260917-0922-baseline|c118-s1|moonshot-small|Aqua Security", "prompt": "c118-s1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Need full platform, growing fast** | **Aqua Security** or **Sysdig**"}, {"id": "mai-20260917-0922-baseline|c118-s1|moonshot-small|Sysdig", "prompt": "c118-s1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Deep runtime visibility, Kubernetes-native"}, {"id": "mai-20260917-0922-baseline|c118-s1|moonshot-small|Red Hat Advanced Cluster Security (ACS)", "prompt": "c118-s1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Red Hat Advanced Cluster Security (ACS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best if already using OpenShift"}, {"id": "mai-20260917-0922-baseline|c118-s1|moonshot-small|Google Cloud Container Security", "prompt": "c118-s1", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Google Cloud Container Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Want cloud-native simplicity** | **Google Cloud Container Security** (if on GCP)"}, {"id": "mai-20260917-0922-baseline|c118-s1|openai-small|Sysdig Secure", "prompt": "c118-s1", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sysdig Secure** is probably the best default for a small B2B company"}, {"id": "mai-20260917-0922-baseline|c118-s1|openai-small|Aqua CNAPP", "prompt": "c118-s1", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua CNAPP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "also mentions complexity/onboarding overhead, which matters for a small team"}, {"id": "mai-20260917-0922-baseline|c118-s1|openai-small|Anchore Platform", "prompt": "c118-s1", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Anchore Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you want **container security plus compliance/software supply chain controls**"}, {"id": "mai-20260917-0922-baseline|c118-s1|openai-small|Amazon ECR scanning", "prompt": "c118-s1", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Amazon ECR scanning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are **very AWS-native and cost-sensitive**: use **ECR scanning first**"}, {"id": "mai-20260917-0922-baseline|c118-s1|xai-small|Trivy", "prompt": "c118-s1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommended Starting Point: **Free Open-Source Stack** ... **Trivy** (from Aqua): Image vulnerability scanning, IaC checks, secrets detection."}, {"id": "mai-20260917-0922-baseline|c118-s1|xai-small|Falco", "prompt": "c118-s1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Falco** (Sysdig lineage, CNCF-graduated): Runtime threat detection via eBPF rules."}, {"id": "mai-20260917-0922-baseline|c118-s1|xai-small|Kubescape", "prompt": "c118-s1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kubescape** (ARMO): Kubernetes posture scanning (NSA/CISA/CIS benchmarks)."}, {"id": "mai-20260917-0922-baseline|c118-s1|xai-small|Calico OSS", "prompt": "c118-s1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Calico OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Calico OSS** or **SUSE NeuVector OSS**: Network policy and basic full-lifecycle."}, {"id": "mai-20260917-0922-baseline|c118-s1|xai-small|SUSE NeuVector OSS", "prompt": "c118-s1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "SUSE NeuVector OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Calico OSS** or **SUSE NeuVector OSS**: Network policy and basic full-lifecycle."}, {"id": "mai-20260917-0922-baseline|c118-s1|xai-small|Snyk", "prompt": "c118-s1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Add **Snyk free tier** for developer fix guidance on containers/code... Developer-first: Scans containers + code/IaC, auto-fix PRs"}, {"id": "mai-20260917-0922-baseline|c118-s1|xai-small|Sysdig Secure", "prompt": "c118-s1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong runtime (Falco-based), full CNAPP visibility, cloud integration. Good for K8s-heavy."}, {"id": "mai-20260917-0922-baseline|c118-s1|xai-small|Aqua Security", "prompt": "c118-s1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Container-native K8s, need policy enforcement. Less SMB-friendly pricing."}, {"id": "mai-20260917-0922-baseline|c118-s1|xai-small|Prisma Cloud", "prompt": "c118-s1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Prisma Cloud (broad but pricier, per credits)"}, {"id": "mai-20260917-0922-baseline|c118-s1|xai-small|Portainer", "prompt": "c118-s1", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Portainer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Portainer (management + basic security, very SMB-friendly)"}, {"id": "mai-20260917-0922-baseline|c118-s1|zai-small|Trivy", "prompt": "c118-s1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Trivy + Falco + Kubescape + Calico OSS. It's free, covers the critical security layers"}, {"id": "mai-20260917-0922-baseline|c118-s1|zai-small|Falco", "prompt": "c118-s1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Trivy + Falco + Kubescape + Calico OSS"}, {"id": "mai-20260917-0922-baseline|c118-s1|zai-small|Kubescape", "prompt": "c118-s1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with Trivy + Falco + Kubescape + Calico OSS"}, {"id": "mai-20260917-0922-baseline|c118-s1|zai-small|Calico OSS", "prompt": "c118-s1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Calico OSS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Use Calico OSS for network policies"}, {"id": "mai-20260917-0922-baseline|c118-s1|zai-small|Snyk Container", "prompt": "c118-s1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a simple paid add-on: Snyk Container is often the best fit because it bills per developer"}, {"id": "mai-20260917-0922-baseline|c118-s1|zai-small|Aqua Security", "prompt": "c118-s1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider Aqua or Sysdig if you need centralized policy enforcement and compliance reporting"}, {"id": "mai-20260917-0922-baseline|c118-s1|zai-small|Sysdig Secure", "prompt": "c118-s1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider Aqua or Sysdig if you need centralized policy enforcement and compliance reporting"}, {"id": "mai-20260917-0922-baseline|c118-s1|zai-small|Prisma Cloud (Palo Alto)", "prompt": "c118-s1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "covers CSPM, CWPP, and more—might be overkill for very small teams"}, {"id": "mai-20260917-0922-baseline|c118-s1|zai-small|Wiz", "prompt": "c118-s1", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "direct", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Fast, agentless, strong posture and runtime coverage"}, {"id": "mai-20260917-0922-baseline|c118-s2|alibaba-small|Kubescape", "prompt": "c118-s2", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend starting with **Kubescape**, ideally paired with **Falco**."}, {"id": "mai-20260917-0922-baseline|c118-s2|alibaba-small|Falco", "prompt": "c118-s2", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Falco (Runtime Threat Detection)** ... provides the active \"breach detection\" layer"}, {"id": "mai-20260917-0922-baseline|c118-s2|alibaba-small|Snyk", "prompt": "c118-s2", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider a trial of **Snyk** or **Wiz**"}, {"id": "mai-20260917-0922-baseline|c118-s2|alibaba-small|Wiz", "prompt": "c118-s2", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider a trial of **Snyk** or **Wiz**"}, {"id": "mai-20260917-0922-baseline|c118-s2|anthropic-small|Falco", "prompt": "c118-s2", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with **Kubescape** (posture management) and **Falco** (runtime detection) as open-source foundations"}, {"id": "mai-20260917-0922-baseline|c118-s2|anthropic-small|Trivy", "prompt": "c118-s2", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then adding **Trivy** for image scanning"}, {"id": "mai-20260917-0922-baseline|c118-s2|anthropic-small|OPA", "prompt": "c118-s2", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "OPA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Open source tools like Falco, Trivy, OPA, Kyverno, Cilium, and Kubescape can deliver real coverage at zero license cost"}, {"id": "mai-20260917-0922-baseline|c118-s2|anthropic-small|Kyverno", "prompt": "c118-s2", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kyverno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Kyverno and Falco provide solid policy control and runtime visibility"}, {"id": "mai-20260917-0922-baseline|c118-s2|anthropic-small|Cilium", "prompt": "c118-s2", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Cilium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open source tools like Falco, Trivy, OPA, Kyverno, Cilium, and Kubescape"}, {"id": "mai-20260917-0922-baseline|c118-s2|anthropic-small|Kubescape", "prompt": "c118-s2", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "starting with **Kubescape** (posture management) and **Falco** (runtime detection) as open-source foundations"}, {"id": "mai-20260917-0922-baseline|c118-s2|challenger-small|Kubescape", "prompt": "c118-s2", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Kubescape** as the first Kubernetes security tool to adopt"}, {"id": "mai-20260917-0922-baseline|c118-s2|challenger-small|Falco", "prompt": "c118-s2", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the best low-cost setup is **Kubescape + Falco**"}, {"id": "mai-20260917-0922-baseline|c118-s2|challenger-small|Sysdig", "prompt": "c118-s2", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sysdig** is a strong next step when you need more runtime depth and commercial support"}, {"id": "mai-20260917-0922-baseline|c118-s2|challenger-small|Aqua", "prompt": "c118-s2", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like **Aqua** or **Prisma Cloud** are better suited to broader enterprise CNAPP-style coverage"}, {"id": "mai-20260917-0922-baseline|c118-s2|challenger-small|Prisma Cloud", "prompt": "c118-s2", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "better suited to broader enterprise CNAPP-style coverage"}, {"id": "mai-20260917-0922-baseline|c118-s2|deepseek-small|Kubescape", "prompt": "c118-s2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary recommendation: **Kubescape + Falco**"}, {"id": "mai-20260917-0922-baseline|c118-s2|deepseek-small|Falco", "prompt": "c118-s2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start free today with **Kubescape + Falco**"}, {"id": "mai-20260917-0922-baseline|c118-s2|deepseek-small|Sysdig", "prompt": "c118-s2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sysdig** — best-in-class runtime + compliance with commercial support."}, {"id": "mai-20260917-0922-baseline|c118-s2|deepseek-small|Aqua", "prompt": "c118-s2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Aqua** — stronger full-lifecycle (image scanning → deployment → runtime)."}, {"id": "mai-20260917-0922-baseline|c118-s2|deepseek-small|Red Hat Advanced Cluster Security (ACS)", "prompt": "c118-s2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Red Hat Advanced Cluster Security (ACS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good if you're on OpenShift"}, {"id": "mai-20260917-0922-baseline|c118-s2|deepseek-small|Fairwinds", "prompt": "c118-s2", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Fairwinds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if you want \"guardrails\" built into the dev workflow for governance"}, {"id": "mai-20260917-0922-baseline|c118-s2|google-small|ARMO Kubescape", "prompt": "c118-s2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "ARMO Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best Overall Pick: **ARMO Kubescape**"}, {"id": "mai-20260917-0922-baseline|c118-s2|google-small|Aqua Trivy", "prompt": "c118-s2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Developer-First Pick: **Aqua Trivy**"}, {"id": "mai-20260917-0922-baseline|c118-s2|google-small|Datadog Cloud Security Management (CSM)", "prompt": "c118-s2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Datadog Cloud Security Management (CSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The \"Zero Tool Sprawl\" Pick: **Datadog Cloud Security Management (CSM)**"}, {"id": "mai-20260917-0922-baseline|c118-s2|google-small|Sysdig", "prompt": "c118-s2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "do not try to implement advanced, complex tools like Sysdig, Falco, or Cilium Tetragon on day one"}, {"id": "mai-20260917-0922-baseline|c118-s2|google-small|Falco", "prompt": "c118-s2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "do not try to implement advanced, complex tools like Sysdig, Falco, or Cilium Tetragon on day one"}, {"id": "mai-20260917-0922-baseline|c118-s2|google-small|Cilium Tetragon", "prompt": "c118-s2", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Cilium Tetragon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "do not try to implement advanced, complex tools like Sysdig, Falco, or Cilium Tetragon on day one"}, {"id": "mai-20260917-0922-baseline|c118-s2|meta-small|Kubescape", "prompt": "c118-s2", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended Kubernetes security tool for a small B2B business is Kubescape + Falco"}, {"id": "mai-20260917-0922-baseline|c118-s2|meta-small|Falco", "prompt": "c118-s2", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is Kubescape + Falco, which is a free stack posture against NSA-CISA guidance and runtime detection"}, {"id": "mai-20260917-0922-baseline|c118-s2|meta-small|Aikido", "prompt": "c118-s2", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a more comprehensive solution, Aikido is also a good option"}, {"id": "mai-20260917-0922-baseline|c118-s2|minimax-small|Kubescape", "prompt": "c118-s2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with the free open-source combination of **Kubescape + Falco**"}, {"id": "mai-20260917-0922-baseline|c118-s2|minimax-small|Falco", "prompt": "c118-s2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with the free open-source combination of **Kubescape + Falco**"}, {"id": "mai-20260917-0922-baseline|c118-s2|minimax-small|Sysdig", "prompt": "c118-s2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The typical commercial upgrades at that point would be platforms like Sysdig, Wiz, or Aqua"}, {"id": "mai-20260917-0922-baseline|c118-s2|minimax-small|Wiz", "prompt": "c118-s2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "commercial upgrades at that point would be platforms like Sysdig, Wiz, or Aqua"}, {"id": "mai-20260917-0922-baseline|c118-s2|minimax-small|Aqua", "prompt": "c118-s2", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "commercial upgrades at that point would be platforms like Sysdig, Wiz, or Aqua"}, {"id": "mai-20260917-0922-baseline|c118-s2|mistral-small|Trivy (by Aqua Security)", "prompt": "c118-s2", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Trivy (by Aqua Security)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Trivy and kube-bench** for a solid foundation."}, {"id": "mai-20260917-0922-baseline|c118-s2|mistral-small|kube-bench (by Aqua Security)", "prompt": "c118-s2", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "kube-bench (by Aqua Security)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Trivy and kube-bench** for a solid foundation."}, {"id": "mai-20260917-0922-baseline|c118-s2|mistral-small|Falco (by Sysdig)", "prompt": "c118-s2", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco (by Sysdig)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want runtime protection, add Falco."}, {"id": "mai-20260917-0922-baseline|c118-s2|mistral-small|Starboard (by Aqua Security)", "prompt": "c118-s2", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Starboard (by Aqua Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a more integrated approach, consider Starboard."}, {"id": "mai-20260917-0922-baseline|c118-s2|moonshot-small|Kubescape", "prompt": "c118-s2", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Kubescape** (open source) as your primary Kubernetes security tool"}, {"id": "mai-20260917-0922-baseline|c118-s2|moonshot-small|ARMO Platform", "prompt": "c118-s2", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "ARMO Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ARMO Platform (the commercial SaaS version) also offers a **free tier for small environments**"}, {"id": "mai-20260917-0922-baseline|c118-s2|moonshot-small|Falco", "prompt": "c118-s2", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Falco** | Runtime threat detection | Catches active attacks"}, {"id": "mai-20260917-0922-baseline|c118-s2|moonshot-small|Trivy", "prompt": "c118-s2", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trivy** | Image & IaC scanning | Scans container images for CVEs"}, {"id": "mai-20260917-0922-baseline|c118-s2|openai-small|Kube-bench", "prompt": "c118-s2", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kube-bench", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Need compliance/hardening validation:** add **Kube-bench**"}, {"id": "mai-20260917-0922-baseline|c118-s2|openai-small|Trivy", "prompt": "c118-s2", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Trivy** is usually the best first choice for a small B2B business because it covers the most ground with the least complexity."}, {"id": "mai-20260917-0922-baseline|c118-s2|openai-small|Kyverno", "prompt": "c118-s2", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kyverno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Kyverno** if you want policy enforcement"}, {"id": "mai-20260917-0922-baseline|c118-s2|xai-small|Kubescape", "prompt": "c118-s2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend starting with Kubescape (from ARMO, a CNCF incubating project)."}, {"id": "mai-20260917-0922-baseline|c118-s2|xai-small|Falco", "prompt": "c118-s2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Add **Falco** (also free/CNCF) for advanced runtime threat detection"}, {"id": "mai-20260917-0922-baseline|c118-s2|xai-small|Trivy", "prompt": "c118-s2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Include **Trivy** (free) for fast image/IaC scanning in pipelines."}, {"id": "mai-20260917-0922-baseline|c118-s2|xai-small|Sysdig", "prompt": "c118-s2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Scale to commercial like Sysdig or Prisma Cloud only if you hit multi-cluster complexity or need 24/7 support."}, {"id": "mai-20260917-0922-baseline|c118-s2|xai-small|Prisma Cloud", "prompt": "c118-s2", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Scale to commercial like Sysdig or Prisma Cloud only if you hit multi-cluster complexity or need 24/7 support."}, {"id": "mai-20260917-0922-baseline|c118-s2|zai-small|Kubescape", "prompt": "c118-s2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kubescape** – posture & compliance scanner"}, {"id": "mai-20260917-0922-baseline|c118-s2|zai-small|Falco", "prompt": "c118-s2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Kubescape + Falco (with Trivy and optional Calico/Cilium)** gives you production-grade, CNCF-backed security at no cost"}, {"id": "mai-20260917-0922-baseline|c118-s2|zai-small|Trivy", "prompt": "c118-s2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trivy** (optional) – image & config scanning"}, {"id": "mai-20260917-0922-baseline|c118-s2|zai-small|Sysdig", "prompt": "c118-s2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sysdig Secure** – runtime depth with Falco integration and rich observability."}, {"id": "mai-20260917-0922-baseline|c118-s2|zai-small|Aqua", "prompt": "c118-s2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Aqua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Aqua Security** – full-lifecycle (image → runtime → network) with managed compliance."}, {"id": "mai-20260917-0922-baseline|c118-s2|zai-small|Prisma Cloud", "prompt": "c118-s2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Prisma Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Prisma Cloud (Palo Alto Networks)** – CNAPP-style unified posture, runtime, and exposure management."}, {"id": "mai-20260917-0922-baseline|c118-s2|zai-small|Calico OSS", "prompt": "c118-s2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Calico OSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Calico OSS** or **Cilium** | Enforce fine-grained network rules"}, {"id": "mai-20260917-0922-baseline|c118-s2|zai-small|Cilium", "prompt": "c118-s2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Cilium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Calico OSS** or **Cilium** | Enforce fine-grained network rules"}, {"id": "mai-20260917-0922-baseline|c118-s2|zai-small|Red Hat Advanced Cluster Security for Kubernetes (ACS)", "prompt": "c118-s2", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "paraphrase", "raw": "Red Hat Advanced Cluster Security for Kubernetes (ACS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "OpenShift-centric, strong compliance coverage"}, {"id": "mai-20260917-0922-baseline|c118-s3|alibaba-small|Snyk", "prompt": "c118-s3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snyk is arguably the industry standard for \"developer-first\" security."}, {"id": "mai-20260917-0922-baseline|c118-s3|alibaba-small|Trivy (by Aqua)", "prompt": "c118-s3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy (by Aqua)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Free/Cost-Conscious Teams & CLI"}, {"id": "mai-20260917-0922-baseline|c118-s3|alibaba-small|Wiz", "prompt": "c118-s3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wiz has become a favorite for Kubernetes environments"}, {"id": "mai-20260917-0922-baseline|c118-s3|alibaba-small|Sysdig", "prompt": "c118-s3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Heavier implementation; historically complex UI; geared more toward operations/security teams than developers."}, {"id": "mai-20260917-0922-baseline|c118-s3|alibaba-small|Falco", "prompt": "c118-s3", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sysdig & Falco (Dynamic/Runtime): These watch the container while it is live."}, {"id": "mai-20260917-0922-baseline|c118-s3|anthropic-small|Wiz", "prompt": "c118-s3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CNAPP-class platforms (Wiz, Prisma Cloud, Aqua, Sysdig, Orca)"}, {"id": "mai-20260917-0922-baseline|c118-s3|anthropic-small|Prisma Cloud", "prompt": "c118-s3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Prisma Cloud, Wiz, and CrowdStrike deliver container security inside broader CNAPP/platform graphs"}, {"id": "mai-20260917-0922-baseline|c118-s3|anthropic-small|Aqua", "prompt": "c118-s3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Aqua leads on full lifecycle and Sysdig on runtime among specialists"}, {"id": "mai-20260917-0922-baseline|c118-s3|anthropic-small|Sysdig", "prompt": "c118-s3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Aqua leads on full lifecycle and Sysdig on runtime among specialists"}, {"id": "mai-20260917-0922-baseline|c118-s3|anthropic-small|Orca", "prompt": "c118-s3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CNAPP-class platforms (Wiz, Prisma Cloud, Aqua, Sysdig, Orca)"}, {"id": "mai-20260917-0922-baseline|c118-s3|anthropic-small|SentinelOne", "prompt": "c118-s3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "runtime-focused tools (SentinelOne, CrowdStrike)"}, {"id": "mai-20260917-0922-baseline|c118-s3|anthropic-small|CrowdStrike", "prompt": "c118-s3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prisma Cloud, Wiz, and CrowdStrike deliver container security inside broader CNAPP/platform graphs"}, {"id": "mai-20260917-0922-baseline|c118-s3|anthropic-small|Falco", "prompt": "c118-s3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Trivy (image/IaC scanning) and Falco (runtime detection) are free, production-grade"}, {"id": "mai-20260917-0922-baseline|c118-s3|anthropic-small|Trivy", "prompt": "c118-s3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Trivy (image/IaC scanning) and Falco (runtime detection) are free, production-grade, and underpin several commercial products"}, {"id": "mai-20260917-0922-baseline|c118-s3|anthropic-small|Kyverno", "prompt": "c118-s3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Kyverno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "open-source primitives (Falco, Trivy, Kyverno, Sigstore)"}, {"id": "mai-20260917-0922-baseline|c118-s3|anthropic-small|Sigstore", "prompt": "c118-s3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sigstore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "open-source primitives (Falco, Trivy, Kyverno, Sigstore)"}, {"id": "mai-20260917-0922-baseline|c118-s3|anthropic-small|Snyk", "prompt": "c118-s3", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Snyk owns developer-first shift-left"}, {"id": "mai-20260917-0922-baseline|c118-s3|challenger-small|Trivy", "prompt": "c118-s3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Trivy is the simplest starting point if you mainly need **free vulnerability and misconfiguration scanning** in CI/CD"}, {"id": "mai-20260917-0922-baseline|c118-s3|challenger-small|Snyk", "prompt": "c118-s3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Snyk** if your team is **developer-first** and wants workflow-native fixes."}, {"id": "mai-20260917-0922-baseline|c118-s3|challenger-small|Wiz", "prompt": "c118-s3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Wiz** if you want the easiest path to **broad visibility** without deploying lots of agents."}, {"id": "mai-20260917-0922-baseline|c118-s3|challenger-small|Orca", "prompt": "c118-s3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better when you want **agentless cloud-wide visibility** across containers and Kubernetes"}, {"id": "mai-20260917-0922-baseline|c118-s3|challenger-small|Aqua Security", "prompt": "c118-s3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More enterprise-oriented, typically heavier and pricier than small-team basics"}, {"id": "mai-20260917-0922-baseline|c118-s3|challenger-small|Sysdig", "prompt": "c118-s3", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Sysdig** if **runtime security** is the top priority."}, {"id": "mai-20260917-0922-baseline|c118-s3|deepseek-small|Trivy (Aqua Security)", "prompt": "c118-s3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy (Aqua Security)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start free:** Wire **Trivy** into CI for image scanning"}, {"id": "mai-20260917-0922-baseline|c118-s3|deepseek-small|Falco (Sysdig lineage)", "prompt": "c118-s3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco (Sysdig lineage)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "add **Falco** for runtime and **Kubescape** for posture"}, {"id": "mai-20260917-0922-baseline|c118-s3|deepseek-small|Kubescape", "prompt": "c118-s3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: K8s posture alongside the scan/runtime pair."}, {"id": "mai-20260917-0922-baseline|c118-s3|deepseek-small|Calico OSS", "prompt": "c118-s3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Calico OSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Optional: Calico OSS** for network policy."}, {"id": "mai-20260917-0922-baseline|c118-s3|deepseek-small|Snyk", "prompt": "c118-s3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Add Snyk** (usually $25/dev/month) if you want the fix automation and developer-friendly experience"}, {"id": "mai-20260917-0922-baseline|c118-s3|deepseek-small|Aqua Security", "prompt": "c118-s3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Skip Prisma/Wiz/Aqua/Sysdig** as platforms until your estate grows"}, {"id": "mai-20260917-0922-baseline|c118-s3|deepseek-small|Sysdig", "prompt": "c118-s3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Skip Prisma/Wiz/Aqua/Sysdig** as platforms until your estate grows"}, {"id": "mai-20260917-0922-baseline|c118-s3|deepseek-small|Palo Alto Prisma Cloud", "prompt": "c118-s3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "powerful but generally overkill for a small team"}, {"id": "mai-20260917-0922-baseline|c118-s3|deepseek-small|Wiz", "prompt": "c118-s3", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "powerful but generally overkill for a small team \\u2014 heavier, priced for enterprises"}, {"id": "mai-20260917-0922-baseline|c118-s3|google-small|Trivy (by Aqua Security)", "prompt": "c118-s3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy (by Aqua Security)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Open-Source Standard"}, {"id": "mai-20260917-0922-baseline|c118-s3|google-small|Snyk Container", "prompt": "c118-s3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Developer-First Commercial Option"}, {"id": "mai-20260917-0922-baseline|c118-s3|google-small|Docker Scout", "prompt": "c118-s3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Docker Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Native Integration (Low Setup)"}, {"id": "mai-20260917-0922-baseline|c118-s3|google-small|Falco (by CNCF/Sysdig)", "prompt": "c118-s3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco (by CNCF/Sysdig)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Runtime Security on a Budget"}, {"id": "mai-20260917-0922-baseline|c118-s3|google-small|Aikido Security", "prompt": "c118-s3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best Multi-In-One SaaS for Startups"}, {"id": "mai-20260917-0922-baseline|c118-s3|google-small|Corgea", "prompt": "c118-s3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Corgea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Aikido Security (or Corgea)"}, {"id": "mai-20260917-0922-baseline|c118-s3|google-small|Wiz", "prompt": "c118-s3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "unlike enterprise giants like Wiz, Prisma Cloud, or Sysdig, which require complex sales demos and high minimum-spend contracts"}, {"id": "mai-20260917-0922-baseline|c118-s3|google-small|Prisma Cloud", "prompt": "c118-s3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "unlike enterprise giants like Wiz, Prisma Cloud, or Sysdig, which require complex sales demos and high minimum-spend contracts"}, {"id": "mai-20260917-0922-baseline|c118-s3|google-small|Sysdig", "prompt": "c118-s3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "unlike enterprise giants like Wiz, Prisma Cloud, or Sysdig, which require complex sales demos and high minimum-spend contracts"}, {"id": "mai-20260917-0922-baseline|c118-s3|google-small|SentinelOne", "prompt": "c118-s3", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "It won't give you the deep, customized kernel-level forensics that Sysdig or SentinelOne will"}, {"id": "mai-20260917-0922-baseline|c118-s3|meta-small|Trivy (Aqua)", "prompt": "c118-s3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy (Aqua)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top container security platforms for small teams include:\n\n1. Trivy (Aqua)"}, {"id": "mai-20260917-0922-baseline|c118-s3|meta-small|Falco (Sysdig lineage)", "prompt": "c118-s3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco (Sysdig lineage)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Falco (Sysdig lineage)"}, {"id": "mai-20260917-0922-baseline|c118-s3|meta-small|Kubescape", "prompt": "c118-s3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Kubescape", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Kubescape"}, {"id": "mai-20260917-0922-baseline|c118-s3|meta-small|Calico OSS", "prompt": "c118-s3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Calico OSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Calico OSS"}, {"id": "mai-20260917-0922-baseline|c118-s3|meta-small|Aqua Security Platform", "prompt": "c118-s3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Aqua Security Platform"}, {"id": "mai-20260917-0922-baseline|c118-s3|meta-small|Sysdig", "prompt": "c118-s3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Sysdig"}, {"id": "mai-20260917-0922-baseline|c118-s3|meta-small|Snyk", "prompt": "c118-s3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Snyk"}, {"id": "mai-20260917-0922-baseline|c118-s3|meta-small|Red Hat ACS", "prompt": "c118-s3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Red Hat ACS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Red Hat ACS"}, {"id": "mai-20260917-0922-baseline|c118-s3|meta-small|Prisma Cloud", "prompt": "c118-s3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Prisma Cloud"}, {"id": "mai-20260917-0922-baseline|c118-s3|meta-small|Rapid7", "prompt": "c118-s3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Rapid7"}, {"id": "mai-20260917-0922-baseline|c118-s3|meta-small|Aikido Container Security", "prompt": "c118-s3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aikido Container Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "11. Aikido Container Security"}, {"id": "mai-20260917-0922-baseline|c118-s3|meta-small|OX Security", "prompt": "c118-s3", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "OX Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "12. OX Security"}, {"id": "mai-20260917-0922-baseline|c118-s3|minimax-small|Trivy", "prompt": "c118-s3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Trivy** (image scanning) + **Falco** (runtime) + **Kubescape** (posture)"}, {"id": "mai-20260917-0922-baseline|c118-s3|minimax-small|Falco", "prompt": "c118-s3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trivy** (image scanning) + **Falco** (runtime) + **Kubescape** (posture)"}, {"id": "mai-20260917-0922-baseline|c118-s3|minimax-small|Kubescape", "prompt": "c118-s3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trivy** (image scanning) + **Falco** (runtime) + **Kubescape** (posture)"}, {"id": "mai-20260917-0922-baseline|c118-s3|minimax-small|Calico OSS", "prompt": "c118-s3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Calico OSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Network security ... **Strength:** Container network segmentation"}, {"id": "mai-20260917-0922-baseline|c118-s3|minimax-small|Snyk Container", "prompt": "c118-s3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you can add commercial tools like Snyk for easier workflow integration"}, {"id": "mai-20260917-0922-baseline|c118-s3|minimax-small|Docker Scout", "prompt": "c118-s3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Docker Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Teams already using Docker"}, {"id": "mai-20260917-0922-baseline|c118-s3|minimax-small|Aqua Security", "prompt": "c118-s3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Pricing:** From $350/month"}, {"id": "mai-20260917-0922-baseline|c118-s3|minimax-small|Sysdig Secure", "prompt": "c118-s3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Runtime detection and incident response"}, {"id": "mai-20260917-0922-baseline|c118-s3|minimax-small|Wiz", "prompt": "c118-s3", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or Wiz for agentless cloud security"}, {"id": "mai-20260917-0922-baseline|c118-s3|mistral-small|Trivy", "prompt": "c118-s3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with free/open source (Trivy, Falco, Kubescape) if you need to cover basics on a budget."}, {"id": "mai-20260917-0922-baseline|c118-s3|mistral-small|Falco", "prompt": "c118-s3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free and open source, but requires more setup and expertise."}, {"id": "mai-20260917-0922-baseline|c118-s3|mistral-small|Kubescape", "prompt": "c118-s3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free and CNCF-backed, great for small teams using Kubernetes."}, {"id": "mai-20260917-0922-baseline|c118-s3|mistral-small|Calico OSS", "prompt": "c118-s3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Calico OSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides network security and basic container runtime protection."}, {"id": "mai-20260917-0922-baseline|c118-s3|mistral-small|Snyk Container", "prompt": "c118-s3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Snyk or Aikido if you want developer-friendly, easy-to-integrate solutions."}, {"id": "mai-20260917-0922-baseline|c118-s3|mistral-small|Aikido Container Security", "prompt": "c118-s3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aikido Container Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Agentless deployment and multi-cloud support simplify operations."}, {"id": "mai-20260917-0922-baseline|c118-s3|mistral-small|Aqua Security Platform", "prompt": "c118-s3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pricing is typically per workload or node, which can become costly as you scale"}, {"id": "mai-20260917-0922-baseline|c118-s3|mistral-small|Sysdig Secure", "prompt": "c118-s3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Consider Aqua or Sysdig if you need full lifecycle security and are prepared to invest as you grow."}, {"id": "mai-20260917-0922-baseline|c118-s3|mistral-small|Prisma Cloud (Palo Alto)", "prompt": "c118-s3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Pricing is complex and usually enterprise-focused"}, {"id": "mai-20260917-0922-baseline|c118-s3|mistral-small|Red Hat Advanced Cluster Security (ACS)", "prompt": "c118-s3", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Red Hat Advanced Cluster Security (ACS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Red Hat ACS is ideal if you're already in the Red Hat ecosystem."}, {"id": "mai-20260917-0922-baseline|c118-s3|moonshot-small|Snyk Container", "prompt": "c118-s3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk Container", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Snyk Container** — *Best for Developer-Led Teams*"}, {"id": "mai-20260917-0922-baseline|c118-s3|moonshot-small|Aqua Security (with Trivy)", "prompt": "c118-s3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security (with Trivy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free-to-Commercial Path"}, {"id": "mai-20260917-0922-baseline|c118-s3|moonshot-small|Trivy", "prompt": "c118-s3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with **Trivy** (free, open-source scanner)"}, {"id": "mai-20260917-0922-baseline|c118-s3|moonshot-small|Sysdig", "prompt": "c118-s3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Kubernetes-Heavy Environments"}, {"id": "mai-20260917-0922-baseline|c118-s3|moonshot-small|Falco", "prompt": "c118-s3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Falco provides industry-leading behavioral detection at no cost."}, {"id": "mai-20260917-0922-baseline|c118-s3|moonshot-small|Aikido Container Security", "prompt": "c118-s3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aikido Container Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Startups/Mid-Market"}, {"id": "mai-20260917-0922-baseline|c118-s3|moonshot-small|Docker Scout", "prompt": "c118-s3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Docker Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Zero-friction option if you're already using Docker Hub."}, {"id": "mai-20260917-0922-baseline|c118-s3|moonshot-small|Kubescape", "prompt": "c118-s3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Kubescape", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Trivy, Falco, Kubescape, Calico provide credible free stacks"}, {"id": "mai-20260917-0922-baseline|c118-s3|moonshot-small|Calico", "prompt": "c118-s3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Calico", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Trivy, Falco, Kubescape, Calico provide credible free stacks"}, {"id": "mai-20260917-0922-baseline|c118-s3|moonshot-small|Prisma Cloud", "prompt": "c118-s3", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Aikido, Snyk, Prisma Cloud reduce operational overhead"}, {"id": "mai-20260917-0922-baseline|c118-s3|openai-small|Sysdig Secure", "prompt": "c118-s3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **best balance of coverage and simplicity**: **Sysdig Secure**"}, {"id": "mai-20260917-0922-baseline|c118-s3|openai-small|Aqua Security", "prompt": "c118-s3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **deep container specialization**: **Aqua Security**"}, {"id": "mai-20260917-0922-baseline|c118-s3|openai-small|Prisma Cloud", "prompt": "c118-s3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "broader but more complex and less runtime-prioritized than Sysdig"}, {"id": "mai-20260917-0922-baseline|c118-s3|openai-small|Lacework", "prompt": "c118-s3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Lacework", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lacework is described as stronger on posture overview than runtime context"}, {"id": "mai-20260917-0922-baseline|c118-s3|openai-small|Falco", "prompt": "c118-s3", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want **low-cost, DIY runtime detection**: **Falco**"}, {"id": "mai-20260917-0922-baseline|c118-s3|xai-small|Trivy (Aqua Security OSS)", "prompt": "c118-s3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy (Aqua Security OSS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Image vuln scanning on a budget; \"default choice\" per reviews."}, {"id": "mai-20260917-0922-baseline|c118-s3|xai-small|Falco", "prompt": "c118-s3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Runtime threats in K8s; pairs with Trivy for full free stack."}, {"id": "mai-20260917-0922-baseline|c118-s3|xai-small|Kubescape (ARMO, CNCF incubating)", "prompt": "c118-s3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Kubescape (ARMO, CNCF incubating)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Free Kubernetes posture scanner."}, {"id": "mai-20260917-0922-baseline|c118-s3|xai-small|Snyk", "prompt": "c118-s3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dev-led teams; free for light use, scales predictably."}, {"id": "mai-20260917-0922-baseline|c118-s3|xai-small|Sysdig Secure", "prompt": "c118-s3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Strong full-stack but pricier for scale."}, {"id": "mai-20260917-0922-baseline|c118-s3|xai-small|Aqua", "prompt": "c118-s3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid Prisma/Aqua for small (enterprise pricing $50k+/yr)"}, {"id": "mai-20260917-0922-baseline|c118-s3|xai-small|Prisma Cloud", "prompt": "c118-s3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid Prisma/Aqua for small (enterprise pricing $50k+/yr)"}, {"id": "mai-20260917-0922-baseline|c118-s3|xai-small|Grype", "prompt": "c118-s3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Grype", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "lighter than Grype/Clair"}, {"id": "mai-20260917-0922-baseline|c118-s3|xai-small|Clair", "prompt": "c118-s3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Clair", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "lighter than Grype/Clair"}, {"id": "mai-20260917-0922-baseline|c118-s3|xai-small|kube-bench", "prompt": "c118-s3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "kube-bench", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Broader than kube-bench (adds attack mappings)."}, {"id": "mai-20260917-0922-baseline|c118-s3|xai-small|NeuVector", "prompt": "c118-s3", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "NeuVector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Others to note: NeuVector (free OSS full-lifecycle, Rancher-friendly)"}, {"id": "mai-20260917-0922-baseline|c118-s3|zai-small|Trivy", "prompt": "c118-s3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the free stack (Trivy + Falco + Kubescape + Calico) gives you production‑grade protection at no cost"}, {"id": "mai-20260917-0922-baseline|c118-s3|zai-small|Falco", "prompt": "c118-s3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Runtime** – deploy Falco on each cluster to catch anomalous behavior."}, {"id": "mai-20260917-0922-baseline|c118-s3|zai-small|Kubescape", "prompt": "c118-s3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Posture** – run Kubescape weekly (or on every merge) to catch misconfig drift."}, {"id": "mai-20260917-0922-baseline|c118-s3|zai-small|Calico OSS", "prompt": "c118-s3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Calico OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Network** – use Calico OSS to enforce policies that match your threat model."}, {"id": "mai-20260917-0922-baseline|c118-s3|zai-small|Snyk", "prompt": "c118-s3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want developer‑first security with minimal ops**, Snyk (or OX) will pay off quickly"}, {"id": "mai-20260917-0922-baseline|c118-s3|zai-small|Aqua Security Platform", "prompt": "c118-s3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Aqua Security Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher cost; often overkill for very small teams."}, {"id": "mai-20260917-0922-baseline|c118-s3|zai-small|Sysdig Secure", "prompt": "c118-s3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Sysdig Secure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pricing can get expensive if you have many nodes."}, {"id": "mai-20260917-0922-baseline|c118-s3|zai-small|PingSafe", "prompt": "c118-s3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "PingSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If your focus is on cloud & container posture without agents**, PingSafe or Cloudanix offer good value"}, {"id": "mai-20260917-0922-baseline|c118-s3|zai-small|Cloudanix", "prompt": "c118-s3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Cloudanix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Broad coverage at SMB‑friendly pricing"}, {"id": "mai-20260917-0922-baseline|c118-s3|zai-small|OX Security", "prompt": "c118-s3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "OX Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strong CI/CD integration, developer‑focused; good for small dev teams"}, {"id": "mai-20260917-0922-baseline|c118-s3|zai-small|Syft + Grype", "prompt": "c118-s3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Syft + Grype", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Syft + Grype** (optional) | SBOM generation + vulnerability scanning"}, {"id": "mai-20260917-0922-baseline|c118-s3|zai-small|Red Hat Advanced Cluster Security (ACS)", "prompt": "c118-s3", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "comparative", "raw": "Red Hat Advanced Cluster Security (ACS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**OpenShift/Red Hat** → Red Hat Advanced Cluster Security (ACS) (if you already use OpenShift)"}, {"id": "mai-20260917-0922-baseline|c118-s4|alibaba-small|Snyk", "prompt": "c118-s4", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snyk is often cited as the best all-around choice for small companies because it integrates directly into development workflows"}, {"id": "mai-20260917-0922-baseline|c118-s4|alibaba-small|NeuVector", "prompt": "c118-s4", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want zero licensing fees, NeuVector is a top contender."}, {"id": "mai-20260917-0922-baseline|c118-s4|alibaba-small|Microsoft Defender for Cloud", "prompt": "c118-s4", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best If You Are Already on Azure... often comes bundled or at a low incremental cost"}, {"id": "mai-20260917-0922-baseline|c118-s4|alibaba-small|Aqua", "prompt": "c118-s4", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise (Expensive) | *Generally too expensive unless covered by a startup credit program.*"}, {"id": "mai-20260917-0922-baseline|c118-s4|alibaba-small|Prisma", "prompt": "c118-s4", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Prisma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise (Expensive) | *Generally too expensive unless covered by a startup credit program.*"}, {"id": "mai-20260917-0922-baseline|c118-s4|anthropic-small|SUSE NeuVector", "prompt": "c118-s4", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "SUSE NeuVector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with the free SUSE NeuVector platform if you want a comprehensive solution at no cost"}, {"id": "mai-20260917-0922-baseline|c118-s4|anthropic-small|Trivy", "prompt": "c118-s4", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "use lightweight open-source scanners like Trivy if you need something simple"}, {"id": "mai-20260917-0922-baseline|c118-s4|anthropic-small|Clair", "prompt": "c118-s4", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Clair", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Smaller teams may prioritize build-time scanners like Trivy or Clair"}, {"id": "mai-20260917-0922-baseline|c118-s4|anthropic-small|Docker Hub", "prompt": "c118-s4", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Docker Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "security insight with essentially no setup, especially if you're hosting images on Docker Hub"}, {"id": "mai-20260917-0922-baseline|c118-s4|challenger-small|Trivy", "prompt": "c118-s4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Trivy** as the core container security platform"}, {"id": "mai-20260917-0922-baseline|c118-s4|challenger-small|Falco", "prompt": "c118-s4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "paired with **Falco** for runtime detection if you can manage an open-source stack"}, {"id": "mai-20260917-0922-baseline|c118-s4|challenger-small|Snyk", "prompt": "c118-s4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a more integrated commercial option at SMB scale:** **Snyk** or **Microsoft Defender for Cloud**"}, {"id": "mai-20260917-0922-baseline|c118-s4|challenger-small|Microsoft Defender for Cloud", "prompt": "c118-s4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Snyk** or **Microsoft Defender for Cloud**, depending on whether you want developer-first AppSec coverage or broader cloud-native security"}, {"id": "mai-20260917-0922-baseline|c118-s4|challenger-small|Sysdig", "prompt": "c118-s4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Sysdig** or **SUSE NeuVector**, but these are usually stronger fits when you have a bit more budget and operational maturity"}, {"id": "mai-20260917-0922-baseline|c118-s4|challenger-small|SUSE NeuVector", "prompt": "c118-s4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "SUSE NeuVector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "but these are usually stronger fits when you have a bit more budget and operational maturity"}, {"id": "mai-20260917-0922-baseline|c118-s4|challenger-small|Kubescape", "prompt": "c118-s4", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Add **Kubescape** if Kubernetes posture is a concern"}, {"id": "mai-20260917-0922-baseline|c118-s4|deepseek-small|Trivy", "prompt": "c118-s4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "go fully free with **NeuVector** (all-in-one) or the **Trivy + Falco** combo"}, {"id": "mai-20260917-0922-baseline|c118-s4|deepseek-small|Falco", "prompt": "c118-s4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Falco** (by Sysdig) | Free (Apache 2.0) | Detects anomalous behavior in running containers"}, {"id": "mai-20260917-0922-baseline|c118-s4|deepseek-small|Kubescape", "prompt": "c118-s4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kubescape** + **Calico OSS** | Free | Hardening checks and network security"}, {"id": "mai-20260917-0922-baseline|c118-s4|deepseek-small|Calico OSS", "prompt": "c118-s4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Calico OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Kubescape** + **Calico OSS** | Free | Hardening checks and network security"}, {"id": "mai-20260917-0922-baseline|c118-s4|deepseek-small|SUSE NeuVector", "prompt": "c118-s4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "SUSE NeuVector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**SUSE NeuVector** is the standout here... only 100% open-source, full-lifecycle container security platform"}, {"id": "mai-20260917-0922-baseline|c118-s4|deepseek-small|Snyk", "prompt": "c118-s4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Snyk** is the best developer-friendly option with a genuine free tier"}, {"id": "mai-20260917-0922-baseline|c118-s4|deepseek-small|Prisma Cloud", "prompt": "c118-s4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid heavy enterprise-grade platforms like Prisma Cloud, Aqua, or Sysdig"}, {"id": "mai-20260917-0922-baseline|c118-s4|deepseek-small|Aqua", "prompt": "c118-s4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid heavy enterprise-grade platforms like Prisma Cloud, Aqua, or Sysdig"}, {"id": "mai-20260917-0922-baseline|c118-s4|deepseek-small|Sysdig", "prompt": "c118-s4", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid heavy enterprise-grade platforms like Prisma Cloud, Aqua, or Sysdig"}, {"id": "mai-20260917-0922-baseline|c118-s4|google-small|Wiz", "prompt": "c118-s4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "attempting to purchase a top-tier commercial cloud security platform (like Wiz, Prisma Cloud, or CrowdStrike) is usually out of the question due to steep enterprise price tags"}, {"id": "mai-20260917-0922-baseline|c118-s4|google-small|Prisma Cloud", "prompt": "c118-s4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "usually out of the question due to steep enterprise price tags"}, {"id": "mai-20260917-0922-baseline|c118-s4|google-small|CrowdStrike", "prompt": "c118-s4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "usually out of the question due to steep enterprise price tags"}, {"id": "mai-20260917-0922-baseline|c118-s4|google-small|Trivy", "prompt": "c118-s4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Pre-Deployment Scanning: **Trivy** (by Aqua Security) ... Why it’s the best for tight budgets"}, {"id": "mai-20260917-0922-baseline|c118-s4|google-small|Grype", "prompt": "c118-s4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Alternative:** **Grype** (by Anchore), which is excellent if you prefer Software Bill of Materials (SBOM)-first workflows."}, {"id": "mai-20260917-0922-baseline|c118-s4|google-small|Falco", "prompt": "c118-s4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Falco is a graduated CNCF project and is the absolute industry standard for runtime detection"}, {"id": "mai-20260917-0922-baseline|c118-s4|google-small|Kubescape", "prompt": "c118-s4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Kubernetes Posture Management: **Kubescape** (or **Kube-bench**)"}, {"id": "mai-20260917-0922-baseline|c118-s4|google-small|Kube-bench", "prompt": "c118-s4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kube-bench", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kubernetes Posture Management: **Kubescape** (or **Kube-bench**)"}, {"id": "mai-20260917-0922-baseline|c118-s4|google-small|SUSE NeuVector", "prompt": "c118-s4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "The Complete All-in-One Platform: **SUSE NeuVector** ... you get a premium graphical dashboard ... for $0"}, {"id": "mai-20260917-0922-baseline|c118-s4|google-small|Snyk Container", "prompt": "c118-s4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "The Best Freemium Commercial Platform (Low to Medium Cost) ... Snyk offers a generous free tier"}, {"id": "mai-20260917-0922-baseline|c118-s4|google-small|AWS (ECR)", "prompt": "c118-s4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "AWS (ECR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "If you use AWS (ECR) or Google Cloud (Artifact Registry), enable their built-in container scanning."}, {"id": "mai-20260917-0922-baseline|c118-s4|google-small|Google Cloud (Artifact Registry)", "prompt": "c118-s4", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Google Cloud (Artifact Registry)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "enable their built-in container scanning. It is either free or costs pennies per image"}, {"id": "mai-20260917-0922-baseline|c118-s4|meta-small|Trivy", "prompt": "c118-s4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Trivy: A free and open-source vulnerability scanner for container images."}, {"id": "mai-20260917-0922-baseline|c118-s4|meta-small|Falco", "prompt": "c118-s4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Falco: A free and open-source runtime security tool for Kubernetes clusters."}, {"id": "mai-20260917-0922-baseline|c118-s4|meta-small|Kubescape", "prompt": "c118-s4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kubescape: A free and open-source tool for Kubernetes security and compliance."}, {"id": "mai-20260917-0922-baseline|c118-s4|meta-small|Calico OSS", "prompt": "c118-s4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Calico OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Calico OSS: A free and open-source network policy tool for Kubernetes."}, {"id": "mai-20260917-0922-baseline|c118-s4|meta-small|Microsoft Defender for Cloud", "prompt": "c118-s4", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "some commercial container security platforms offer free or low-cost plans for small businesses, such as Microsoft Defender for Cloud"}, {"id": "mai-20260917-0922-baseline|c118-s4|minimax-small|Trivy (Aqua Security)", "prompt": "c118-s4", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy (Aqua Security)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with the open-source combination of Trivy + Falco"}, {"id": "mai-20260917-0922-baseline|c118-s4|minimax-small|Falco (Sysdig)", "prompt": "c118-s4", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco (Sysdig)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with the open-source combination of Trivy + Falco"}, {"id": "mai-20260917-0922-baseline|c118-s4|minimax-small|SUSE NeuVector", "prompt": "c118-s4", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fully open-sourced full-lifecycle container security"}, {"id": "mai-20260917-0922-baseline|c118-s4|minimax-small|Snyk", "prompt": "c118-s4", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider Snyk's Team plan at $25/dev/month"}, {"id": "mai-20260917-0922-baseline|c118-s4|minimax-small|Docker Scout", "prompt": "c118-s4", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Docker Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free for public repos + one private repository"}, {"id": "mai-20260917-0922-baseline|c118-s4|mistral-small|Trivy (by Aqua Security)", "prompt": "c118-s4", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy (by Aqua Security)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a tight budget, start with **Trivy** and **Falco** for a robust free solution."}, {"id": "mai-20260917-0922-baseline|c118-s4|mistral-small|Falco (by Sysdig)", "prompt": "c118-s4", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco (by Sysdig)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Trivy** and **Falco** for a robust free solution"}, {"id": "mai-20260917-0922-baseline|c118-s4|mistral-small|Snyk", "prompt": "c118-s4", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a free tier that includes container image scanning and vulnerability management."}, {"id": "mai-20260917-0922-baseline|c118-s4|mistral-small|Kubescape", "prompt": "c118-s4", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A free, open-source tool for Kubernetes security posture management"}, {"id": "mai-20260917-0922-baseline|c118-s4|mistral-small|Microsoft Defender for Containers", "prompt": "c118-s4", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Microsoft Defender for Containers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're using Azure Kubernetes Service (AKS), this can be a cost-effective option"}, {"id": "mai-20260917-0922-baseline|c118-s4|moonshot-small|Trivy", "prompt": "c118-s4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Trivy + Falco + Kubescape**"}, {"id": "mai-20260917-0922-baseline|c118-s4|moonshot-small|Falco", "prompt": "c118-s4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Trivy + Falco + Kubescape**"}, {"id": "mai-20260917-0922-baseline|c118-s4|moonshot-small|Kubescape", "prompt": "c118-s4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Trivy + Falco + Kubescape**"}, {"id": "mai-20260917-0922-baseline|c118-s4|moonshot-small|Calico OSS", "prompt": "c118-s4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Calico OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Calico OSS** or **Cilium** | Network policies and zero-trust networking"}, {"id": "mai-20260917-0922-baseline|c118-s4|moonshot-small|Cilium", "prompt": "c118-s4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Cilium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Calico OSS** or **Cilium** | Network policies and zero-trust networking"}, {"id": "mai-20260917-0922-baseline|c118-s4|moonshot-small|Harbor", "prompt": "c118-s4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Harbor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Open-source registry with built-in vulnerability scanning and image signing"}, {"id": "mai-20260917-0922-baseline|c118-s4|moonshot-small|SUSE NeuVector", "prompt": "c118-s4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Go with **SUSE NeuVector** as your single platform—it's genuinely free and covers everything."}, {"id": "mai-20260917-0922-baseline|c118-s4|moonshot-small|Snyk Container", "prompt": "c118-s4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk Container", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Snyk Container** has a generous free tier for small teams"}, {"id": "mai-20260917-0922-baseline|c118-s4|moonshot-small|Docker Scout", "prompt": "c118-s4", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Docker Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Docker Scout** (formerly Docker Scan) is included with Docker subscriptions"}, {"id": "mai-20260917-0922-baseline|c118-s4|openai-small|Snyk", "prompt": "c118-s4", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for tight budget:** **Snyk**"}, {"id": "mai-20260917-0922-baseline|c118-s4|openai-small|Sysdig", "prompt": "c118-s4", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sysdig** is stronger operationally, but its pricing is quote-based and not as budget-transparent"}, {"id": "mai-20260917-0922-baseline|c118-s4|openai-small|Wiz", "prompt": "c118-s4", "model": "openai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wiz** does have an **SMB bundle**, but pricing is also quote-based, so it's harder to judge for a tight budget"}, {"id": "mai-20260917-0922-baseline|c118-s4|xai-small|Trivy", "prompt": "c118-s4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why best for budget: Most popular OSS scanner (37k+ GitHub stars), comprehensive, and underpins paid tools."}, {"id": "mai-20260917-0922-baseline|c118-s4|xai-small|Falco", "prompt": "c118-s4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Falco (for runtime security) - CNCF-graduated, eBPF-based behavioral detection"}, {"id": "mai-20260917-0922-baseline|c118-s4|xai-small|Kubescape", "prompt": "c118-s4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kubescape (for Kubernetes posture management) ... Pairs perfectly with the above for full lifecycle."}, {"id": "mai-20260917-0922-baseline|c118-s4|xai-small|Calico OSS", "prompt": "c118-s4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Calico OSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Calico OSS** or **Cilium** (network policy enforcement)."}, {"id": "mai-20260917-0922-baseline|c118-s4|xai-small|Cilium", "prompt": "c118-s4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Cilium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Calico OSS** or **Cilium** (network policy enforcement)."}, {"id": "mai-20260917-0922-baseline|c118-s4|xai-small|Harbor", "prompt": "c118-s4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Harbor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Harbor (self-hosted registry with built-in Trivy scanning)."}, {"id": "mai-20260917-0922-baseline|c118-s4|xai-small|Docker Scout", "prompt": "c118-s4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Docker Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Docker Scout (free tier if using Docker Hub/Desktop—quick image analysis with fix suggestions)."}, {"id": "mai-20260917-0922-baseline|c118-s4|xai-small|Snyk Free Tier", "prompt": "c118-s4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk Free Tier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "good starter for dev workflows, but caps may hit with heavy CI"}, {"id": "mai-20260917-0922-baseline|c118-s4|xai-small|Aqua", "prompt": "c118-s4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Commercial options like Aqua, Sysdig, Prisma Cloud, or Snyk paid plans start at $20–$100+/user/month ... unnecessary for small scale."}, {"id": "mai-20260917-0922-baseline|c118-s4|xai-small|Sysdig", "prompt": "c118-s4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "unnecessary for small scale ... Upgrade only for multi-cluster management, enterprise support, or auto-remediation (e.g., to Sysdig when clusters >10)."}, {"id": "mai-20260917-0922-baseline|c118-s4|xai-small|Prisma Cloud", "prompt": "c118-s4", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Commercial options like Aqua, Sysdig, Prisma Cloud, or Snyk paid plans start at $20–$100+/user/month—unnecessary for small scale."}, {"id": "mai-20260917-0922-baseline|c118-s4|zai-small|Trivy", "prompt": "c118-s4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best container‑security platform is a free, open‑source stack (Trivy, Falco, Kubescape, Syft/Grype, Calico)"}, {"id": "mai-20260917-0922-baseline|c118-s4|zai-small|Falco", "prompt": "c118-s4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Falco (runtime detection)... Production‑grade and open source."}, {"id": "mai-20260917-0922-baseline|c118-s4|zai-small|Kubescape", "prompt": "c118-s4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Kubescape (cluster posture)"}, {"id": "mai-20260917-0922-baseline|c118-s4|zai-small|Syft/Grype", "prompt": "c118-s4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Syft/Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Syft (with Grype) | Creates a software bill of materials from images"}, {"id": "mai-20260917-0922-baseline|c118-s4|zai-small|Snyk", "prompt": "c118-s4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "plus optional Snyk free tier for developer guidance"}, {"id": "mai-20260917-0922-baseline|c118-s4|zai-small|Calico OSS", "prompt": "c118-s4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Calico OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Calico OSS (or Cilium) | Provides fine‑grained network segmentation"}, {"id": "mai-20260917-0922-baseline|c118-s4|zai-small|Cilium", "prompt": "c118-s4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Cilium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Calico OSS (or Cilium)"}, {"id": "mai-20260917-0922-baseline|c118-s4|zai-small|SUSE NeuVector", "prompt": "c118-s4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "SUSE NeuVector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Trivy, Falco, and SUSE NeuVector can be run at $0"}, {"id": "mai-20260917-0922-baseline|c118-s4|zai-small|Aqua Security", "prompt": "c118-s4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Team tier $849/mo ... worth it only if you want a single‑vendor console"}, {"id": "mai-20260917-0922-baseline|c118-s4|zai-small|Sysdig Secure", "prompt": "c118-s4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Per host (≈$60/host/mo) | Free community edition with limited features"}, {"id": "mai-20260917-0922-baseline|c118-s4|zai-small|Prisma Cloud (Palo Alto)", "prompt": "c118-s4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Business edition starts ~$9 k/yr | Full‑stack CNAPP; overkill for most small shops"}, {"id": "mai-20260917-0922-baseline|c118-s4|zai-small|Wiz", "prompt": "c118-s4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Free tier for up to 10 workloads | Fast, agentless scanning"}, {"id": "mai-20260917-0922-baseline|c118-s4|zai-small|Docker Scout", "prompt": "c118-s4", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "budget", "raw": "Docker Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Docker Scout (if using Docker) provide a low‑friction, developer‑centric experience"}, {"id": "mai-20260917-0922-baseline|c118-s5|alibaba-small|Snyk", "prompt": "c118-s5", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snyk:** Extremely developer-friendly, great for CI/CD integration."}, {"id": "mai-20260917-0922-baseline|c118-s5|alibaba-small|Sysdig", "prompt": "c118-s5", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Sysdig:** Great visibility, though can get complex."}, {"id": "mai-20260917-0922-baseline|c118-s5|alibaba-small|Wiz", "prompt": "c118-s5", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Wiz / Orca:** Often used more for broad cloud posture, but increasingly popular for container visibility."}, {"id": "mai-20260917-0922-baseline|c118-s5|alibaba-small|Orca", "prompt": "c118-s5", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Wiz / Orca:** Often used more for broad cloud posture, but increasingly popular for container visibility."}, {"id": "mai-20260917-0922-baseline|c118-s5|alibaba-small|Trivy (Open Source)", "prompt": "c118-s5", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Trivy (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have budget constraints, this is the industry-standard open-source scanner."}, {"id": "mai-20260917-0922-baseline|c118-s5|deepseek-small|Snyk", "prompt": "c118-s5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Snyk** \\u2013 best developer-first shift-left, strong on fix workflow"}, {"id": "mai-20260917-0922-baseline|c118-s5|deepseek-small|Trivy", "prompt": "c118-s5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd strongly lean toward **starting open-source (Trivy/Falco/Kubescape)**"}, {"id": "mai-20260917-0922-baseline|c118-s5|deepseek-small|Falco", "prompt": "c118-s5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd strongly lean toward **starting open-source (Trivy/Falco/Kubescape)**"}, {"id": "mai-20260917-0922-baseline|c118-s5|deepseek-small|Kubescape", "prompt": "c118-s5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd strongly lean toward **starting open-source (Trivy/Falco/Kubescape)**"}, {"id": "mai-20260917-0922-baseline|c118-s5|deepseek-small|Harbor", "prompt": "c118-s5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Harbor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Harbor** (registry), and **Kyverno** (admission) are CNCF-grade and credibly cover every layer for free"}, {"id": "mai-20260917-0922-baseline|c118-s5|deepseek-small|Kyverno", "prompt": "c118-s5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Kyverno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Kyverno** (admission) are CNCF-grade and credibly cover every layer for free"}, {"id": "mai-20260917-0922-baseline|c118-s5|deepseek-small|Wiz", "prompt": "c118-s5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more of a capital-C CNAPP though"}, {"id": "mai-20260917-0922-baseline|c118-s5|deepseek-small|Orca", "prompt": "c118-s5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Agentless-first platforms (Wiz, Orca) reduce friction, but check whether you lose runtime detection."}, {"id": "mai-20260917-0922-baseline|c118-s5|deepseek-small|Aqua", "prompt": "c118-s5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Aqua** \\u2013 full lifecycle specialist, includes open-source on-ramp"}, {"id": "mai-20260917-0922-baseline|c118-s5|deepseek-small|Sysdig", "prompt": "c118-s5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Sysdig** \\u2013 best runtime/Kubernetes depth (Falco lineage, eBPF)"}, {"id": "mai-20260917-0922-baseline|c118-s5|deepseek-small|Red Hat ACS (StackRox)", "prompt": "c118-s5", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Red Hat ACS (StackRox)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "strong if you're OpenShift/Kubernetes-native"}, {"id": "mai-20260917-0922-baseline|c118-s5|google-small|Prisma Cloud", "prompt": "c118-s5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Heavyweight platforms like Prisma Cloud or Wiz are incredibly powerful, but their minimum yearly spend can be far too high for a 30-person company."}, {"id": "mai-20260917-0922-baseline|c118-s5|google-small|Wiz", "prompt": "c118-s5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their minimum yearly spend can be far too high for a 30-person company"}, {"id": "mai-20260917-0922-baseline|c118-s5|google-small|Trivy (by Aqua Security)", "prompt": "c118-s5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Trivy (by Aqua Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The industry standard for free, fast, single-binary scanning of images, IaC, and Kubernetes."}, {"id": "mai-20260917-0922-baseline|c118-s5|google-small|Falco", "prompt": "c118-s5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are running Kubernetes and want open-source runtime anomaly detection."}, {"id": "mai-20260917-0922-baseline|c118-s5|google-small|Kubescape", "prompt": "c118-s5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for testing your Kubernetes configurations against security benchmarks (CIS, NSA)."}, {"id": "mai-20260917-0922-baseline|c118-s5|google-small|Snyk", "prompt": "c118-s5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Snyk: The gold standard for developer-first security."}, {"id": "mai-20260917-0922-baseline|c118-s5|google-small|Aikido Security", "prompt": "c118-s5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Highly recommended for startups and growing teams."}, {"id": "mai-20260917-0922-baseline|c118-s5|google-small|Docker Scout", "prompt": "c118-s5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Docker Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If your workflow is heavily tied into the native Docker ecosystem, Scout provides instant feedback"}, {"id": "mai-20260917-0922-baseline|c118-s5|google-small|Sysdig", "prompt": "c118-s5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Excellent runtime protection using eBPF, paired with vulnerability management."}, {"id": "mai-20260917-0922-baseline|c118-s5|google-small|Aqua Security (Commercial)", "prompt": "c118-s5", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua Security (Commercial)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "covers the entire container lifecycle but is geared towards teams ready for a dedicated security dashboard"}, {"id": "mai-20260917-0922-baseline|c118-s5|meta-small|Aqua", "prompt": "c118-s5", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some recommended container security tools include Aqua, Sysdig, and Wiz."}, {"id": "mai-20260917-0922-baseline|c118-s5|meta-small|Sysdig", "prompt": "c118-s5", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some recommended container security tools include Aqua, Sysdig, and Wiz."}, {"id": "mai-20260917-0922-baseline|c118-s5|meta-small|Wiz", "prompt": "c118-s5", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some recommended container security tools include Aqua, Sysdig, and Wiz."}, {"id": "mai-20260917-0922-baseline|c118-s5|minimax-small|Aqua", "prompt": "c118-s5", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**eBPF-based** (e.g., Aqua, Sysdig): Deep kernel visibility, low overhead"}, {"id": "mai-20260917-0922-baseline|c118-s5|minimax-small|Sysdig", "prompt": "c118-s5", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Sysdig** – Excellent runtime, good Kubernetes integration"}, {"id": "mai-20260917-0922-baseline|c118-s5|minimax-small|Wiz", "prompt": "c118-s5", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Wiz** – Agentless, strong CNAPP capabilities"}, {"id": "mai-20260917-0922-baseline|c118-s5|minimax-small|Snyk", "prompt": "c118-s5", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Snyk** – Developer-friendly, good for dev-led security"}, {"id": "mai-20260917-0922-baseline|c118-s5|mistral-small|Falco", "prompt": "c118-s5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Container runtime protection** (e.g., Falco, Aqua, Sysdig)."}, {"id": "mai-20260917-0922-baseline|c118-s5|mistral-small|Aqua Security", "prompt": "c118-s5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Shortlist vendors**: Aqua Security, Sysdig, Snyk, Prisma Cloud (Palo Alto)"}, {"id": "mai-20260917-0922-baseline|c118-s5|mistral-small|Sysdig", "prompt": "c118-s5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Shortlist vendors**: Aqua Security, Sysdig, Snyk"}, {"id": "mai-20260917-0922-baseline|c118-s5|mistral-small|Trivy", "prompt": "c118-s5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Open-source (e.g., Trivy, Clair) may be cost-effective but require more setup."}, {"id": "mai-20260917-0922-baseline|c118-s5|mistral-small|Clair", "prompt": "c118-s5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Clair", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source (e.g., Trivy, Clair) may be cost-effective but require more setup."}, {"id": "mai-20260917-0922-baseline|c118-s5|mistral-small|Snyk", "prompt": "c118-s5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Aqua Security, Sysdig, Snyk, Prisma Cloud (Palo Alto)"}, {"id": "mai-20260917-0922-baseline|c118-s5|mistral-small|Prisma Cloud (Palo Alto)", "prompt": "c118-s5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prisma Cloud (Palo Alto), Twistlock (now Prisma)"}, {"id": "mai-20260917-0922-baseline|c118-s5|mistral-small|Twistlock", "prompt": "c118-s5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Twistlock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Twistlock (now Prisma)"}, {"id": "mai-20260917-0922-baseline|c118-s5|mistral-small|Anchore", "prompt": "c118-s5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Anchore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Anchore, NeuVector, StackRox"}, {"id": "mai-20260917-0922-baseline|c118-s5|mistral-small|NeuVector", "prompt": "c118-s5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "NeuVector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Anchore, NeuVector, StackRox"}, {"id": "mai-20260917-0922-baseline|c118-s5|mistral-small|StackRox (now Red Hat Advanced Cluster Security)", "prompt": "c118-s5", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "StackRox (now Red Hat Advanced Cluster Security)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "StackRox (now Red Hat Advanced Cluster Security)"}, {"id": "mai-20260917-0922-baseline|c118-s5|moonshot-small|Wiz", "prompt": "c118-s5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Agentless-first** (like Wiz): Easier deployment, no per-pod overhead, but limited real-time runtime detection"}, {"id": "mai-20260917-0922-baseline|c118-s5|moonshot-small|Aqua", "prompt": "c118-s5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Aqua**: ~$50,000/year entry point (may be steep for 30 people)"}, {"id": "mai-20260917-0922-baseline|c118-s5|moonshot-small|Sysdig", "prompt": "c118-s5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Sysdig** | Kubernetes-native teams | Custom pricing | Strong runtime detection |"}, {"id": "mai-20260917-0922-baseline|c118-s5|moonshot-small|Trivy", "prompt": "c118-s5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Start with the open source stack** (Trivy + Falco) to establish baseline security"}, {"id": "mai-20260917-0922-baseline|c118-s5|moonshot-small|Falco", "prompt": "c118-s5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Start with the open source stack** (Trivy + Falco) to establish baseline security"}, {"id": "mai-20260917-0922-baseline|c118-s5|moonshot-small|Kubescape", "prompt": "c118-s5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Kubescape** - Posture management"}, {"id": "mai-20260917-0922-baseline|c118-s5|moonshot-small|Calico", "prompt": "c118-s5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Calico", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Calico** - Network security"}, {"id": "mai-20260917-0922-baseline|c118-s5|moonshot-small|Snyk", "prompt": "c118-s5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Prioritize developer-friendly tools** like Snyk or Aikido"}, {"id": "mai-20260917-0922-baseline|c118-s5|moonshot-small|Prisma Cloud", "prompt": "c118-s5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Prisma Cloud**: ~$9,000/year entry point"}, {"id": "mai-20260917-0922-baseline|c118-s5|moonshot-small|Chainguard", "prompt": "c118-s5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Chainguard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Chainguard**: ~$19K for 10-person teams, startup pricing available"}, {"id": "mai-20260917-0922-baseline|c118-s5|moonshot-small|Aikido", "prompt": "c118-s5", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Prioritize developer-friendly tools** like Snyk or Aikido that integrate seamlessly"}, {"id": "mai-20260917-0922-baseline|c118-s5|xai-small|Falco", "prompt": "c118-s5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "OSS anchors like Trivy/Falco for baseline testing."}, {"id": "mai-20260917-0922-baseline|c118-s5|xai-small|Trivy", "prompt": "c118-s5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "OSS anchors like Trivy/Falco for baseline testing."}, {"id": "mai-20260917-0922-baseline|c118-s5|xai-small|Snyk", "prompt": "c118-s5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist 3-5**: From Gartner/PeerSpot (e.g., Aqua, Sysdig, Snyk top for mid-size)."}, {"id": "mai-20260917-0922-baseline|c118-s5|xai-small|Sysdig", "prompt": "c118-s5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sysdig | Runtime depth, agentless options | Per-host, good for K8s"}, {"id": "mai-20260917-0922-baseline|c118-s5|xai-small|Aqua Security", "prompt": "c118-s5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Aqua Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Aqua Security | Full lifecycle, affordable entry | SMB plans available"}, {"id": "mai-20260917-0922-baseline|c118-s5|xai-small|Wiz/Orca", "prompt": "c118-s5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Wiz/Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Wiz/Orca | Agentless, contextual risk | Fast setup, mid-market fit"}, {"id": "mai-20260917-0922-baseline|c118-s5|xai-small|Prisma Cloud (Palo Alto)", "prompt": "c118-s5", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Prisma Cloud (Palo Alto)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Prisma Cloud (Palo Alto) | If you use broad CNAPP | Higher-end but scalable"}, {"id": "mai-20260917-0922-baseline|c118-s5|zai-small|Trivy", "prompt": "c118-s5", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Many good open-source tools (Trivy, Falco, Sysdig, etc.) have free tiers. Consider starting with those and adding a commercial platform later."}, {"id": "mai-20260917-0922-baseline|c118-s5|zai-small|Falco", "prompt": "c118-s5", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Many good open-source tools (Trivy, Falco, Sysdig, etc.) have free tiers."}, {"id": "mai-20260917-0922-baseline|c118-s5|zai-small|Sysdig", "prompt": "c118-s5", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Sysdig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Many good open-source tools (Trivy, Falco, Sysdig, etc.) have free tiers."}, {"id": "mai-20260917-0922-baseline|c118-s5|zai-small|OPA/Gatekeeper", "prompt": "c118-s5", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "OPA/Gatekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Define policies in a language you're comfortable with (e.g., OPA/Gatekeeper, Kyverno, or vendor-native DSL)."}, {"id": "mai-20260917-0922-baseline|c118-s5|zai-small|Kyverno", "prompt": "c118-s5", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "scale", "raw": "Kyverno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., OPA/Gatekeeper, Kyverno, or vendor-native DSL"}, {"id": "mai-20260917-0922-baseline|c118-s6|alibaba-small|Palo Alto Networks (Prisma Cloud)", "prompt": "c118-s6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Palo Alto Networks (Prisma Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "While powerful, it is notoriously complex and expensive... for a small business, the sheer volume of alerts and console navigation can overwhelm a lean team."}, {"id": "mai-20260917-0922-baseline|c118-s6|alibaba-small|Aqua Security (Commercial Enterprise Suite)", "prompt": "c118-s6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security (Commercial Enterprise Suite)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their full feature sets require significant tuning and monitoring. Small businesses are often better served by their respective open-source arms"}, {"id": "mai-20260917-0922-baseline|c118-s6|alibaba-small|Sysdig (Commercial Enterprise Suite)", "prompt": "c118-s6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig (Commercial Enterprise Suite)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their full feature sets require significant tuning and monitoring. Small businesses are often better served by their respective open-source arms"}, {"id": "mai-20260917-0922-baseline|c118-s6|alibaba-small|Trivy", "prompt": "c118-s6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Trivy** (by Aqua) or **Grype** (by Anchore) | Free, open-source, fast, and easy to run locally."}, {"id": "mai-20260917-0922-baseline|c118-s6|alibaba-small|Falco", "prompt": "c118-s6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Falco** (Sysdig lineage) | Lightweight community version provides visibility without bloat."}, {"id": "mai-20260917-0922-baseline|c118-s6|alibaba-small|Qualys", "prompt": "c118-s6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be wary of traditional \"scanner\" architectures (like certain modules of **Qualys** or older **Tenable** workflows)"}, {"id": "mai-20260917-0922-baseline|c118-s6|alibaba-small|Tenable", "prompt": "c118-s6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be wary of traditional \"scanner\" architectures (like certain modules of **Qualys** or older **Tenable** workflows)"}, {"id": "mai-20260917-0922-baseline|c118-s6|alibaba-small|Snyk", "prompt": "c118-s6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Developer-Led tools** (like **Snyk** or **GitHub Advanced Security**) that block builds automatically"}, {"id": "mai-20260917-0922-baseline|c118-s6|alibaba-small|GitHub Advanced Security", "prompt": "c118-s6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **Developer-Led tools** (like **Snyk** or **GitHub Advanced Security**)"}, {"id": "mai-20260917-0922-baseline|c118-s6|alibaba-small|Grype", "prompt": "c118-s6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Grype", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Trivy** (by Aqua) or **Grype** (by Anchore) | Free, open-source, fast, and easy to run locally."}, {"id": "mai-20260917-0922-baseline|c118-s6|alibaba-small|Kubescape", "prompt": "c118-s6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Kubescape** or **Checoscan** | Simple checklists to ensure your cluster isn't misconfigured."}, {"id": "mai-20260917-0922-baseline|c118-s6|alibaba-small|Checoscan", "prompt": "c118-s6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Checoscan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Kubescape** or **Checoscan** | Simple checklists"}, {"id": "mai-20260917-0922-baseline|c118-s6|alibaba-small|Sigstore (Cosign)", "prompt": "c118-s6", "model": "alibaba-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sigstore (Cosign)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Essential for verifying image integrity; very low overhead."}, {"id": "mai-20260917-0922-baseline|c118-s6|anthropic-small|Aqua Security", "prompt": "c118-s6", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While it's a capable platform, there are some important caveats: Users report gaps in functionality such as limited API search capabilities, lack of SLAs by severity"}, {"id": "mai-20260917-0922-baseline|c118-s6|anthropic-small|Anchore", "prompt": "c118-s6", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Anchore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Open-source tools like Anchore and Falco provide transparency and flexibility but may lack enterprise-grade runtime enforcement and compliance automation"}, {"id": "mai-20260917-0922-baseline|c118-s6|anthropic-small|Falco", "prompt": "c118-s6", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Open-source tools like Anchore and Falco provide transparency and flexibility but may lack enterprise-grade runtime enforcement and compliance automation"}, {"id": "mai-20260917-0922-baseline|c118-s6|anthropic-small|Trivy (Docker CLI Integration)", "prompt": "c118-s6", "model": "anthropic-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy (Docker CLI Integration)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it has limited enterprise-grade runtime monitoring and cross-cluster visibility, and enterprise teams will likely need complementary tools"}, {"id": "mai-20260917-0922-baseline|c118-s6|challenger-small|Prisma Cloud", "prompt": "c118-s6", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Powerful, but sources describe it as *enterprise-grade* and \"governance-heavy,\" with slower developer adoption and more complexity than smaller teams often need."}, {"id": "mai-20260917-0922-baseline|c118-s6|challenger-small|Wiz", "prompt": "c118-s6", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it can be more platform than a small team needs if container security is the main goal"}, {"id": "mai-20260917-0922-baseline|c118-s6|challenger-small|Sysdig Secure", "prompt": "c118-s6", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig Secure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can add cost and operational burden that small teams may not want"}, {"id": "mai-20260917-0922-baseline|c118-s6|challenger-small|Aqua Security", "prompt": "c118-s6", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it may be more than necessary if you mainly need scanning and basic controls"}, {"id": "mai-20260917-0922-baseline|c118-s6|challenger-small|Red Hat Advanced Cluster Security / StackRox", "prompt": "c118-s6", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Red Hat Advanced Cluster Security / StackRox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it can be a poor fit if your stack is small, simple, or not centered on Red Hat tooling"}, {"id": "mai-20260917-0922-baseline|c118-s6|challenger-small|Trivy", "prompt": "c118-s6", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "the safer choice is to start with **lighter tools** such as **Trivy**, **Snyk Container**"}, {"id": "mai-20260917-0922-baseline|c118-s6|challenger-small|Snyk Container", "prompt": "c118-s6", "model": "challenger-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk Container", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "the safer choice is to start with **lighter tools** such as **Trivy**, **Snyk Container**"}, {"id": "mai-20260917-0922-baseline|c118-s6|deepseek-small|Trivy", "prompt": "c118-s6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Trivy + Falco + Kubescape** (free)."}, {"id": "mai-20260917-0922-baseline|c118-s6|deepseek-small|Falco", "prompt": "c118-s6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Trivy + Falco + Kubescape** (free)."}, {"id": "mai-20260917-0922-baseline|c118-s6|deepseek-small|Kubescape", "prompt": "c118-s6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Trivy + Falco + Kubescape** (free)."}, {"id": "mai-20260917-0922-baseline|c118-s6|deepseek-small|SUSE NeuVector", "prompt": "c118-s6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Wiz** ... or **SUSE NeuVector** (fully open-sourced full lifecycle) rather than the enterprise behemoths."}, {"id": "mai-20260917-0922-baseline|c118-s6|deepseek-small|Palo Alto Prisma Cloud", "prompt": "c118-s6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Palo Alto Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "\"Small teams with fewer than 100 cloud assets should look elsewhere—the operational overhead and cost do not justify it.\""}, {"id": "mai-20260917-0922-baseline|c118-s6|deepseek-small|Aqua Security", "prompt": "c118-s6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Prisma Cloud, Aqua, and full Sysdig deployments are the classic overkill purchases for small teams"}, {"id": "mai-20260917-0922-baseline|c118-s6|deepseek-small|Sysdig Secure", "prompt": "c118-s6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig Secure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "full Sysdig deployments are the classic overkill purchases for small teams—expensive, complex, and noisy"}, {"id": "mai-20260917-0922-baseline|c118-s6|deepseek-small|Microsoft Defender for Cloud", "prompt": "c118-s6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Expensive for SMBs** and challenging configuration."}, {"id": "mai-20260917-0922-baseline|c118-s6|deepseek-small|Snyk", "prompt": "c118-s6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "the paid per-developer model gets expensive fast, and its single biggest documented problem is **alert noise**"}, {"id": "mai-20260917-0922-baseline|c118-s6|deepseek-small|Wiz", "prompt": "c118-s6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you must go paid, consider **Wiz** (agentless, faster to value, simpler than Prisma per many reviews)"}, {"id": "mai-20260917-0922-baseline|c118-s6|deepseek-small|Orca", "prompt": "c118-s6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Orca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Gartner notes higher alert volume than Wiz or Orca for some customers."}, {"id": "mai-20260917-0922-baseline|c118-s6|deepseek-small|Calico OSS", "prompt": "c118-s6", "model": "deepseek-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Calico OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Network:** Calico OSS."}, {"id": "mai-20260917-0922-baseline|c118-s6|google-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-s6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Wiz and Prisma Cloud often require high minimum annual contract values"}, {"id": "mai-20260917-0922-baseline|c118-s6|google-small|Wiz", "prompt": "c118-s6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Wiz and Prisma Cloud often require high minimum annual contract values"}, {"id": "mai-20260917-0922-baseline|c118-s6|google-small|CrowdStrike Falcon Cloud Security", "prompt": "c118-s6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "CrowdStrike Falcon Cloud Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise CNAPPs (The \"Overkill\" Giants) ... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c118-s6|google-small|Sysdig Secure", "prompt": "c118-s6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig Secure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "running heavy security agents on small, cost-optimized cloud virtual machines ... can consume a disproportionate amount of your limited CPU and RAM"}, {"id": "mai-20260917-0922-baseline|c118-s6|google-small|Aqua Security (Enterprise)", "prompt": "c118-s6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security (Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Deep Runtime Platforms Requiring Heavy Agent Management ... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c118-s6|google-small|Falco", "prompt": "c118-s6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "writing custom YAML policies for Falco is incredibly labor-intensive"}, {"id": "mai-20260917-0922-baseline|c118-s6|google-small|NeuVector", "prompt": "c118-s6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "NeuVector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "maintaining a self-hosted NeuVector cluster or writing custom YAML policies ... is incredibly labor-intensive"}, {"id": "mai-20260917-0922-baseline|c118-s6|google-small|Open Policy Agent (OPA)", "prompt": "c118-s6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Open Policy Agent (OPA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "complex **Open Policy Agent (OPA)** deployments ... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c118-s6|google-small|Check Point CloudGuard", "prompt": "c118-s6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Check Point CloudGuard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "platforms like CloudGuard suffer from high configuration complexity, slow UI, and friction during upgrades"}, {"id": "mai-20260917-0922-baseline|c118-s6|google-small|Tenable", "prompt": "c118-s6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "legacy vulnerability scanners (like older setups of Tenable or Qualys)"}, {"id": "mai-20260917-0922-baseline|c118-s6|google-small|Qualys", "prompt": "c118-s6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Qualys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "legacy vulnerability scanners (like older setups of Tenable or Qualys)"}, {"id": "mai-20260917-0922-baseline|c118-s6|google-small|Snyk (Container)", "prompt": "c118-s6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk (Container)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Excellent for small teams because it is developer-focused, has a highly functional free tier"}, {"id": "mai-20260917-0922-baseline|c118-s6|google-small|Aikido Security", "prompt": "c118-s6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Specifically built for startups and SMBs"}, {"id": "mai-20260917-0922-baseline|c118-s6|google-small|Trivy (by Aqua)", "prompt": "c118-s6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy (by Aqua)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Trivy is the industry-standard image scanner"}, {"id": "mai-20260917-0922-baseline|c118-s6|google-small|Portainer", "prompt": "c118-s6", "model": "google-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Portainer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "If you need basic container management, access control, and clean visibility across environments"}, {"id": "mai-20260917-0922-baseline|c118-s6|meta-small|Snyk", "prompt": "c118-s6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Snyk - suitable for small businesses with a focus on \"shift-left\" and developer ownership."}, {"id": "mai-20260917-0922-baseline|c118-s6|meta-small|Wiz", "prompt": "c118-s6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Wiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Wiz - suitable for small businesses that want fast multi-cloud visibility"}, {"id": "mai-20260917-0922-baseline|c118-s6|meta-small|Anchore", "prompt": "c118-s6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Anchore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Anchore - suitable for small businesses that care deeply about image governance"}, {"id": "mai-20260917-0922-baseline|c118-s6|meta-small|Trivy (Aqua)", "prompt": "c118-s6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy (Aqua)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Trivy (Aqua) - a free container security tool suitable for startups."}, {"id": "mai-20260917-0922-baseline|c118-s6|meta-small|Falco (Sysdig lineage)", "prompt": "c118-s6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco (Sysdig lineage)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Falco (Sysdig lineage) - a free container security tool suitable for startups."}, {"id": "mai-20260917-0922-baseline|c118-s6|meta-small|Kubescape", "prompt": "c118-s6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Kubescape", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Kubescape - a free container security tool suitable for startups."}, {"id": "mai-20260917-0922-baseline|c118-s6|meta-small|Calico OSS", "prompt": "c118-s6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Calico OSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Calico OSS - a free container security tool suitable for startups."}, {"id": "mai-20260917-0922-baseline|c118-s6|meta-small|Aqua Security Platform", "prompt": "c118-s6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Aqua Security Platform - suitable for Docker-heavy lifecycle coverage."}, {"id": "mai-20260917-0922-baseline|c118-s6|meta-small|Google Cloud Container Security", "prompt": "c118-s6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Google Cloud Container Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Google Cloud Container Security - suitable for GCP-committed organizations."}, {"id": "mai-20260917-0922-baseline|c118-s6|meta-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-s6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Palo Alto Networks Prisma Cloud - suitable for complex multi-cloud enterprises."}, {"id": "mai-20260917-0922-baseline|c118-s6|meta-small|PingSafe", "prompt": "c118-s6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "PingSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "PingSafe - suitable for attacker-centric, agentless visibility."}, {"id": "mai-20260917-0922-baseline|c118-s6|meta-small|Snyk Container", "prompt": "c118-s6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk Container", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Snyk Container - suitable for developer-led, shift-left programs."}, {"id": "mai-20260917-0922-baseline|c118-s6|meta-small|Sysdig Secure", "prompt": "c118-s6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Sysdig Secure - suitable for runtime detection and incident response."}, {"id": "mai-20260917-0922-baseline|c118-s6|meta-small|Tenable Cloud Security", "prompt": "c118-s6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Tenable Cloud Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Tenable Cloud Security - suitable for unified exposure management."}, {"id": "mai-20260917-0922-baseline|c118-s6|meta-small|Microsoft Defender for Cloud", "prompt": "c118-s6", "model": "meta-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "platforms that small businesses should be cautious about or avoid include: 1. Microsoft Defender for Cloud - can be expensive for small to medium businesses."}, {"id": "mai-20260917-0922-baseline|c118-s6|minimax-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c118-s6", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "expensive for smaller teams\" with \"high complexity and steep learning curve\"... likely unnecessary—and potentially a wasteful investment"}, {"id": "mai-20260917-0922-baseline|c118-s6|minimax-small|Microsoft Defender for Cloud", "prompt": "c118-s6", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "enterprise platforms like Prisma Cloud, Aqua Security, and Microsoft Defender for Cloud are likely unnecessary"}, {"id": "mai-20260917-0922-baseline|c118-s6|minimax-small|Aqua Security", "prompt": "c118-s6", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Premium pricing that can feel \"heavyweight\"... likely unnecessary—and potentially a wasteful investment"}, {"id": "mai-20260917-0922-baseline|c118-s6|minimax-small|Sysdig Secure", "prompt": "c118-s6", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig Secure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "image scanning depth trails Aqua and Snyk\" - Pricing is enterprise-focused"}, {"id": "mai-20260917-0922-baseline|c118-s6|minimax-small|Snyk", "prompt": "c118-s6", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "image scanning depth trails Aqua and Snyk"}, {"id": "mai-20260917-0922-baseline|c118-s6|minimax-small|Trivy", "prompt": "c118-s6", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Trivy** (Aqua) – Image scanning ... genuinely sufficient for most small business container deployments"}, {"id": "mai-20260917-0922-baseline|c118-s6|minimax-small|Falco", "prompt": "c118-s6", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Falco** (Sysdig lineage) – Runtime detection"}, {"id": "mai-20260917-0922-baseline|c118-s6|minimax-small|Kubescape", "prompt": "c118-s6", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Kubescape** – Kubernetes posture management"}, {"id": "mai-20260917-0922-baseline|c118-s6|minimax-small|Calico OSS", "prompt": "c118-s6", "model": "minimax-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Calico OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Calico OSS** – Network policy"}, {"id": "mai-20260917-0922-baseline|c118-s6|mistral-small|Trivy", "prompt": "c118-s6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "open-source tools like Trivy, Falco, and SUSE NeuVector are powerful and free, they require significant in-house expertise"}, {"id": "mai-20260917-0922-baseline|c118-s6|mistral-small|Falco", "prompt": "c118-s6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "open-source tools like Trivy, Falco, and SUSE NeuVector are powerful and free, they require significant in-house expertise"}, {"id": "mai-20260917-0922-baseline|c118-s6|mistral-small|SUSE NeuVector", "prompt": "c118-s6", "model": "mistral-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "SUSE NeuVector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Small businesses without dedicated security staff may struggle with configuration, enforcement, and ongoing management."}, {"id": "mai-20260917-0922-baseline|c118-s6|moonshot-small|Prisma Cloud (Palo Alto Networks)", "prompt": "c118-s6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Prisma Cloud (Palo Alto Networks)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Complex initial setup and configuration... Steep learning curve with non-intuitive interface"}, {"id": "mai-20260917-0922-baseline|c118-s6|moonshot-small|Aqua Security Enterprise Platform", "prompt": "c118-s6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security Enterprise Platform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Starting price of ~$50,000/year from AWS Marketplace... Better suited for large enterprises"}, {"id": "mai-20260917-0922-baseline|c118-s6|moonshot-small|Sysdig Secure", "prompt": "c118-s6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig Secure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Bills per workload/node (can get expensive as you scale)... More suited for organizations with dedicated security staff"}, {"id": "mai-20260917-0922-baseline|c118-s6|moonshot-small|Microsoft Defender for Cloud", "prompt": "c118-s6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Can be **expensive for small to medium businesses**"}, {"id": "mai-20260917-0922-baseline|c118-s6|moonshot-small|Red Hat Advanced Cluster Security (ACS)", "prompt": "c118-s6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Red Hat Advanced Cluster Security (ACS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "May be overkill if you're not already in the Red Hat ecosystem"}, {"id": "mai-20260917-0922-baseline|c118-s6|moonshot-small|Trivy", "prompt": "c118-s6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "open source tools** can provide credible container security for small businesses at no cost"}, {"id": "mai-20260917-0922-baseline|c118-s6|moonshot-small|Falco", "prompt": "c118-s6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Falco** (Sysdig lineage) | Runtime threat detection"}, {"id": "mai-20260917-0922-baseline|c118-s6|moonshot-small|Kubescape", "prompt": "c118-s6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Kubescape** | Kubernetes posture & compliance"}, {"id": "mai-20260917-0922-baseline|c118-s6|moonshot-small|Calico OSS", "prompt": "c118-s6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Calico OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Calico OSS** | Network security & segmentation"}, {"id": "mai-20260917-0922-baseline|c118-s6|moonshot-small|SUSE NeuVector", "prompt": "c118-s6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "SUSE NeuVector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**SUSE NeuVector** | Full open-source lifecycle security"}, {"id": "mai-20260917-0922-baseline|c118-s6|moonshot-small|Snyk", "prompt": "c118-s6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Developer-first security with free tiers for individual developers and small teams"}, {"id": "mai-20260917-0922-baseline|c118-s6|moonshot-small|TigerGate", "prompt": "c118-s6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "TigerGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Free tier available, $29/user/month for paid features"}, {"id": "mai-20260917-0922-baseline|c118-s6|moonshot-small|Docker Scout", "prompt": "c118-s6", "model": "moonshot-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Docker Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Built into Docker Hub/CLI for teams already using Docker"}, {"id": "mai-20260917-0922-baseline|c118-s6|xai-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-s6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "pricing lacks transparency (often per-workload/node), scales poorly for small setups, and it's overprovisioned for SMBs"}, {"id": "mai-20260917-0922-baseline|c118-s6|xai-small|Aqua Security (full platform)", "prompt": "c118-s6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security (full platform)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the paid enterprise platform offers poor value for small businesses due to cost and setup overhead"}, {"id": "mai-20260917-0922-baseline|c118-s6|xai-small|Sysdig", "prompt": "c118-s6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Sysdig", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Per-node/workload pricing can surprise small teams as clusters grow; not ideal unless you're already deep into K8s at scale"}, {"id": "mai-20260917-0922-baseline|c118-s6|xai-small|Microsoft Defender for Cloud", "prompt": "c118-s6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "frequent complaints about being **expensive for small/medium businesses**... overpriced for light container use"}, {"id": "mai-20260917-0922-baseline|c118-s6|xai-small|Red Hat Advanced Cluster Security (ACS)", "prompt": "c118-s6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Red Hat Advanced Cluster Security (ACS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "tied to Red Hat ecosystems—complex and costly for non-Red Hat users"}, {"id": "mai-20260917-0922-baseline|c118-s6|xai-small|Trivy (Aqua OSS)", "prompt": "c118-s6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy (Aqua OSS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Start with the free OSS stack (Trivy + Falco + Kubescape) for credible coverage at $0"}, {"id": "mai-20260917-0922-baseline|c118-s6|xai-small|Falco (Sysdig lineage)", "prompt": "c118-s6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco (Sysdig lineage)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Start with the free OSS stack (Trivy + Falco + Kubescape)"}, {"id": "mai-20260917-0922-baseline|c118-s6|xai-small|Kubescape", "prompt": "c118-s6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Kubescape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Free posture management for Kubernetes"}, {"id": "mai-20260917-0922-baseline|c118-s6|xai-small|Snyk (free tier)", "prompt": "c118-s6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk (free tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Only go paid (e.g., Snyk free-to-paid) when you need policy enforcement or multi-cluster management"}, {"id": "mai-20260917-0922-baseline|c118-s6|xai-small|SUSE NeuVector (OSS)", "prompt": "c118-s6", "model": "xai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "SUSE NeuVector (OSS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Full-lifecycle open-source"}, {"id": "mai-20260917-0922-baseline|c118-s6|zai-small|Palo Alto Networks Prisma Cloud", "prompt": "c118-s6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Palo Alto Networks Prisma Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "overkill and difficult to implement** for small businesses"}, {"id": "mai-20260917-0922-baseline|c118-s6|zai-small|Microsoft Defender for Cloud", "prompt": "c118-s6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Microsoft Defender for Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "too expensive and operationally heavy"}, {"id": "mai-20260917-0922-baseline|c118-s6|zai-small|Aqua Security", "prompt": "c118-s6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Aqua Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "premium, heavyweight platform"}, {"id": "mai-20260917-0922-baseline|c118-s6|zai-small|Rapid7 InsightVM", "prompt": "c118-s6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why to Avoid/Caution:** ... often lack the specific **\"shift-left\"** (developer-focused) workflow that small businesses need"}, {"id": "mai-20260917-0922-baseline|c118-s6|zai-small|Tenable", "prompt": "c118-s6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Tenable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Legacy \"Monolithic\" CNAPP Vendors ... (e.g., **Rapid7 InsightVM** or **Tenable**)"}, {"id": "mai-20260917-0922-baseline|c118-s6|zai-small|Trivy", "prompt": "c118-s6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "start with **Open Source** (Trivy, Falco, Kubescape)"}, {"id": "mai-20260917-0922-baseline|c118-s6|zai-small|Falco", "prompt": "c118-s6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Falco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "start with **Open Source** (Trivy, Falco, Kubescape)"}, {"id": "mai-20260917-0922-baseline|c118-s6|zai-small|Kubescape", "prompt": "c118-s6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Kubescape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "start with **Open Source** (Trivy, Falco, Kubescape)"}, {"id": "mai-20260917-0922-baseline|c118-s6|zai-small|Snyk", "prompt": "c118-s6", "model": "zai-small", "cat": "container-and-kubernetes-security", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Dev-First** tools (Snyk) which are significantly cheaper and easier to implement"}, {"id": "mai-20260917-0922-baseline|c119-l1|alibaba-small|HashiCorp Terraform", "prompt": "c119-l1", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "HashiCorp Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the consensus best choice is **HashiCorp Terraform**"}, {"id": "mai-20260917-0922-baseline|c119-l1|alibaba-small|Pulumi", "prompt": "c119-l1", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pulumi is the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c119-l1|alibaba-small|AWS CloudFormation", "prompt": "c119-l1", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Enterprise companies that rely 100% on a single hyperscaler."}, {"id": "mai-20260917-0922-baseline|c119-l1|alibaba-small|AZURE Resource Manager", "prompt": "c119-l1", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AZURE Resource Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The Native Specialist: AWS CloudFormation / AZURE Resource Manager"}, {"id": "mai-20260917-0922-baseline|c119-l1|anthropic-small|Terraform", "prompt": "c119-l1", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, Terraform is the safe default choice due to its vendor neutrality, maturity"}, {"id": "mai-20260917-0922-baseline|c119-l1|anthropic-small|CloudFormation", "prompt": "c119-l1", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're AWS-first and have strong enforcement needs, CloudFormation could be better"}, {"id": "mai-20260917-0922-baseline|c119-l1|anthropic-small|Pulumi", "prompt": "c119-l1", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your engineering team is strong and prefers code-first approaches, Pulumi offers advantages."}, {"id": "mai-20260917-0922-baseline|c119-l1|anthropic-small|Ansible", "prompt": "c119-l1", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Ansible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "More procedural/configuration management focused, good for on-premises and hybrid environments"}, {"id": "mai-20260917-0922-baseline|c119-l1|anthropic-small|Kubernetes manifests + Helm", "prompt": "c119-l1", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Kubernetes manifests + Helm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If containerization and Kubernetes are central to your infrastructure."}, {"id": "mai-20260917-0922-baseline|c119-l1|challenger-small|Terraform", "prompt": "c119-l1", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **Terraform** because it is the most widely recommended general-purpose IaC tool"}, {"id": "mai-20260917-0922-baseline|c119-l1|challenger-small|OpenTofu", "prompt": "c119-l1", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OpenTofu is an active open-source alternative in the Terraform style"}, {"id": "mai-20260917-0922-baseline|c119-l1|challenger-small|AWS CloudFormation", "prompt": "c119-l1", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS-first** | **AWS CloudFormation** or **AWS CDK**"}, {"id": "mai-20260917-0922-baseline|c119-l1|challenger-small|AWS CDK", "prompt": "c119-l1", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "unless you are **AWS-only** ... **AWS CDK** or **Pulumi** may fit better"}, {"id": "mai-20260917-0922-baseline|c119-l1|challenger-small|Pulumi", "prompt": "c119-l1", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pulumi is positioned for enterprise-grade collaboration, security, and governance"}, {"id": "mai-20260917-0922-baseline|c119-l1|challenger-small|Puppet", "prompt": "c119-l1", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Puppet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Puppet** or **Ansible** | These are often stronger for managing operating system and application configuration"}, {"id": "mai-20260917-0922-baseline|c119-l1|challenger-small|Ansible", "prompt": "c119-l1", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Ansible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Puppet** or **Ansible** | These are often stronger for managing operating system and application configuration"}, {"id": "mai-20260917-0922-baseline|c119-l1|deepseek-small|Terraform", "prompt": "c119-l1", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Terraform (or OpenTofu, its open-source fork...) is the safest, most widely adopted choice."}, {"id": "mai-20260917-0922-baseline|c119-l1|deepseek-small|Pulumi", "prompt": "c119-l1", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulumi** is a strong second if your teams prefer writing infrastructure in TypeScript, Python, Go, or C#"}, {"id": "mai-20260917-0922-baseline|c119-l1|deepseek-small|CloudFormation", "prompt": "c119-l1", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CloudFormation only if you're confidently AWS-only and want minimal external dependencies"}, {"id": "mai-20260917-0922-baseline|c119-l1|deepseek-small|OpenTofu", "prompt": "c119-l1", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or OpenTofu, its open-source fork, if you're concerned about licensing"}, {"id": "mai-20260917-0922-baseline|c119-l1|google-small|OpenTofu", "prompt": "c119-l1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "migrating to (or starting with) **OpenTofu** gives you a highly stable, community-driven, and cost-efficient foundation for enterprise scale."}, {"id": "mai-20260917-0922-baseline|c119-l1|google-small|Spacelift", "prompt": "c119-l1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Supported by major enterprise orchestration tools (TACOS) like Spacelift, env0, and Scalr."}, {"id": "mai-20260917-0922-baseline|c119-l1|google-small|env0", "prompt": "c119-l1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "env0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "orchestration tools (TACOS) like Spacelift, env0, and Scalr"}, {"id": "mai-20260917-0922-baseline|c119-l1|google-small|Scalr", "prompt": "c119-l1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Scalr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "orchestration tools (TACOS) like Spacelift, env0, and Scalr"}, {"id": "mai-20260917-0922-baseline|c119-l1|google-small|Pulumi", "prompt": "c119-l1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Pulumi** is usually the most productive choice because it bridges the gap between software development and infrastructure."}, {"id": "mai-20260917-0922-baseline|c119-l1|google-small|Terraform", "prompt": "c119-l1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Large, highly risk-averse B2B enterprises that already have a strong commercial relationship with IBM/Red Hat"}, {"id": "mai-20260917-0922-baseline|c119-l1|google-small|Crossplane", "prompt": "c119-l1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your B2B enterprise has standardized on Kubernetes and is building an **Internal Developer Platform (IDP)**, Crossplane is the cutting-edge choice."}, {"id": "mai-20260917-0922-baseline|c119-l1|meta-small|Puppet", "prompt": "c119-l1", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Puppet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "including Puppet, which is considered the best overall by Toolradar"}, {"id": "mai-20260917-0922-baseline|c119-l1|minimax-small|Terraform", "prompt": "c119-l1", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Terraform** remains the industry standard due to its cloud-agnostic nature, extensive ecosystem, and enterprise support"}, {"id": "mai-20260917-0922-baseline|c119-l1|minimax-small|Pulumi", "prompt": "c119-l1", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Pulumi if**: Your team prefers programming languages over domain-specific languages"}, {"id": "mai-20260917-0922-baseline|c119-l1|minimax-small|AWS CloudFormation", "prompt": "c119-l1", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: AWS-only enterprises ... **Limitations**: AWS-only, no cross-cloud portability"}, {"id": "mai-20260917-0922-baseline|c119-l1|mistral-small|Terraform", "prompt": "c119-l1", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Terraform (or OpenTofu) remains the safest and most scalable choice for IaC"}, {"id": "mai-20260917-0922-baseline|c119-l1|mistral-small|OpenTofu", "prompt": "c119-l1", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Terraform (or OpenTofu)** is the best choice for most B2B enterprises"}, {"id": "mai-20260917-0922-baseline|c119-l1|mistral-small|Pulumi", "prompt": "c119-l1", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulumi** is a strong alternative."}, {"id": "mai-20260917-0922-baseline|c119-l1|mistral-small|AWS CDK", "prompt": "c119-l1", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're all-in on AWS: **AWS CDK** may be sufficient."}, {"id": "mai-20260917-0922-baseline|c119-l1|mistral-small|Crossplane", "prompt": "c119-l1", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're heavily invested in Kubernetes: **Crossplane** is worth considering."}, {"id": "mai-20260917-0922-baseline|c119-l1|moonshot-small|Terraform (or OpenTofu)", "prompt": "c119-l1", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform (or OpenTofu)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Terraform (or OpenTofu)** is the best default choice"}, {"id": "mai-20260917-0922-baseline|c119-l1|moonshot-small|OpenTofu", "prompt": "c119-l1", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Terraform or OpenTofu.** It offers the best balance of ecosystem maturity, hiring availability, and enterprise governance."}, {"id": "mai-20260917-0922-baseline|c119-l1|moonshot-small|Pulumi", "prompt": "c119-l1", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Pulumi if your company is **developer-centric**... Trade-off: Smaller ecosystem and community compared to Terraform."}, {"id": "mai-20260917-0922-baseline|c119-l1|moonshot-small|CloudFormation / AWS CDK", "prompt": "c119-l1", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "CloudFormation / AWS CDK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "avoid CloudFormation unless you are irrevocably committed to AWS alone"}, {"id": "mai-20260917-0922-baseline|c119-l1|moonshot-small|Spacelift", "prompt": "c119-l1", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "using workspaces or orchestration tools (e.g., Spacelift, env0, Scalr)"}, {"id": "mai-20260917-0922-baseline|c119-l1|moonshot-small|env0", "prompt": "c119-l1", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "env0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "orchestration tools (e.g., Spacelift, env0, Scalr)"}, {"id": "mai-20260917-0922-baseline|c119-l1|moonshot-small|Scalr", "prompt": "c119-l1", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Scalr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "orchestration tools (e.g., Spacelift, env0, Scalr)"}, {"id": "mai-20260917-0922-baseline|c119-l1|openai-small|Terraform/OpenTofu", "prompt": "c119-l1", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform/OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Practical default for most enterprise B2B orgs:** **Terraform/OpenTofu** is usually the safest default"}, {"id": "mai-20260917-0922-baseline|c119-l1|openai-small|AWS CloudFormation", "prompt": "c119-l1", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you are AWS-only:** **AWS CloudFormation** or **AWS CDK**"}, {"id": "mai-20260917-0922-baseline|c119-l1|openai-small|AWS CDK", "prompt": "c119-l1", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS CDK** if you're deeply AWS-centric and your team likes TypeScript/Python/etc."}, {"id": "mai-20260917-0922-baseline|c119-l1|openai-small|Pulumi", "prompt": "c119-l1", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Language-first, developer-heavy teams:** **Pulumi**"}, {"id": "mai-20260917-0922-baseline|c119-l1|xai-small|Terraform", "prompt": "c119-l1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Terraform (or its open-source fork OpenTofu) stands out as the top choice for most enterprises"}, {"id": "mai-20260917-0922-baseline|c119-l1|xai-small|OpenTofu", "prompt": "c119-l1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Migrate to OpenTofu if license concerns arise (near drop-in replacement)."}, {"id": "mai-20260917-0922-baseline|c119-l1|xai-small|Pulumi", "prompt": "c119-l1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Developer-focused team?** → Pulumi for real languages + testing."}, {"id": "mai-20260917-0922-baseline|c119-l1|xai-small|Ansible", "prompt": "c119-l1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Ansible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Config mgmt + simple orchestration ... Imperative (not pure IaC), no state"}, {"id": "mai-20260917-0922-baseline|c119-l1|xai-small|AWS CDK", "prompt": "c119-l1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Single-cloud (e.g., AWS)?** → Native like CDK/CloudFormation for speed."}, {"id": "mai-20260917-0922-baseline|c119-l1|xai-small|Crossplane", "prompt": "c119-l1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**K8s-centric?** → Crossplane."}, {"id": "mai-20260917-0922-baseline|c119-l1|xai-small|CloudFormation", "prompt": "c119-l1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Native like CDK/CloudFormation for speed."}, {"id": "mai-20260917-0922-baseline|c119-l1|xai-small|Spacelift", "prompt": "c119-l1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tools like Spacelift/env0 add orchestration on top."}, {"id": "mai-20260917-0922-baseline|c119-l1|xai-small|env0", "prompt": "c119-l1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "env0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tools like Spacelift/env0 add orchestration on top."}, {"id": "mai-20260917-0922-baseline|c119-l1|zai-small|HashiCorp Terraform", "prompt": "c119-l1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "HashiCorp Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **enterprise B2B** teams the right \"one-size-fits-all\" IaC tool today is **HashiCorp Terraform**."}, {"id": "mai-20260917-0922-baseline|c119-l1|zai-small|Pulumi", "prompt": "c119-l1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulumi** is the strongest alternative."}, {"id": "mai-20260917-0922-baseline|c119-l1|zai-small|AWS CloudFormation", "prompt": "c119-l1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are **100 % AWS-only** and want the simplest native integration, **AWS CloudFormation** ... remains a perfectly viable choice."}, {"id": "mai-20260917-0922-baseline|c119-l1|zai-small|Bicep", "prompt": "c119-l1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Bicep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If **AWS-only** → CloudFormation (or Bicep for new builds)."}, {"id": "mai-20260917-0922-baseline|c119-l2|alibaba-small|HashiCorp Terraform", "prompt": "c119-l2", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "HashiCorp Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Core Engine: **HashiCorp Terraform** (or **OpenTofu**) ... It is the undisputed market leader"}, {"id": "mai-20260917-0922-baseline|c119-l2|alibaba-small|OpenTofu", "prompt": "c119-l2", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "many enterprises are beginning to fork to **OpenTofu**, an open-source compatible version of Terraform. Both are viable options."}, {"id": "mai-20260917-0922-baseline|c119-l2|alibaba-small|Spacelift", "prompt": "c119-l2", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Spacelift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Governance & Operations Platform: **Spacelift** ... sits on top of your Terraform stack"}, {"id": "mai-20260917-0922-baseline|c119-l2|alibaba-small|Crossplane", "prompt": "c119-l2", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Option B: The \"Kubernetes-First\" Approach (CNCF Standard) **Tool: Crossplane**"}, {"id": "mai-20260917-0922-baseline|c119-l2|alibaba-small|Pulumi", "prompt": "c119-l2", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Option C: The \"Dev-Led\" Approach **Tool: Pulumi**"}, {"id": "mai-20260917-0922-baseline|c119-l2|anthropic-small|Terraform", "prompt": "c119-l2", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies, **Terraform** tends to be the safest, most flexible choice"}, {"id": "mai-20260917-0922-baseline|c119-l2|anthropic-small|CloudFormation", "prompt": "c119-l2", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CloudFormation** (if AWS-focused) - Ideal if your company standardizes on AWS"}, {"id": "mai-20260917-0922-baseline|c119-l2|anthropic-small|Ansible", "prompt": "c119-l2", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ansible** - Good for hybrid and multi-cloud scenarios"}, {"id": "mai-20260917-0922-baseline|c119-l2|anthropic-small|Pulumi", "prompt": "c119-l2", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pulumi** - A strong option if you prefer programming languages"}, {"id": "mai-20260917-0922-baseline|c119-l2|challenger-small|Terraform", "prompt": "c119-l2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Terraform** as the default IaC platform for provisioning cloud resources"}, {"id": "mai-20260917-0922-baseline|c119-l2|challenger-small|OpenTofu", "prompt": "c119-l2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong alternative if you want an **open-source** Terraform-like workflow"}, {"id": "mai-20260917-0922-baseline|c119-l2|challenger-small|Pulumi", "prompt": "c119-l2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if your engineers prefer **real programming languages**"}, {"id": "mai-20260917-0922-baseline|c119-l2|challenger-small|CloudFormation", "prompt": "c119-l2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you are **single-cloud** and want the native platform for AWS or Azure"}, {"id": "mai-20260917-0922-baseline|c119-l2|challenger-small|Bicep", "prompt": "c119-l2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you are **single-cloud** and want the native platform for AWS or Azure"}, {"id": "mai-20260917-0922-baseline|c119-l2|challenger-small|Crossplane", "prompt": "c119-l2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "worth considering if you already have strong **Kubernetes maturity**"}, {"id": "mai-20260917-0922-baseline|c119-l2|challenger-small|Spacelift", "prompt": "c119-l2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Platforms such as Spacelift or Firefly are often used on top of Terraform"}, {"id": "mai-20260917-0922-baseline|c119-l2|challenger-small|Firefly", "prompt": "c119-l2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Firefly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Platforms such as Spacelift or Firefly are often used on top of Terraform"}, {"id": "mai-20260917-0922-baseline|c119-l2|deepseek-small|HashiCorp Terraform (HCP Terraform / Terraform Enterprise)", "prompt": "c119-l2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "HashiCorp Terraform (HCP Terraform / Terraform Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Terraform** is the strongest and safest default choice — and the industry consensus backs this up."}, {"id": "mai-20260917-0922-baseline|c119-l2|deepseek-small|CloudFormation/AWS CDK", "prompt": "c119-l2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "CloudFormation/AWS CDK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "only if you're committed to a single cloud vendor and want native integration (not recommended for a company that might go multi-cloud)"}, {"id": "mai-20260917-0922-baseline|c119-l2|deepseek-small|Bicep/ARM", "prompt": "c119-l2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Bicep/ARM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "unlike cloud-native options (CloudFormation/AWS CDK for AWS, Bicep/ARM for Azure) that lock you into one vendor"}, {"id": "mai-20260917-0922-baseline|c119-l2|deepseek-small|Pulumi", "prompt": "c119-l2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your teams are developer-heavy and want to write infrastructure in TypeScript/Python/Go ... It's a strong, growing contender."}, {"id": "mai-20260917-0922-baseline|c119-l2|google-small|OpenTofu", "prompt": "c119-l2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most resilient, cost-effective, and scalable approach is **OpenTofu** paired with a control-plane orchestrator like **Spacelift**"}, {"id": "mai-20260917-0922-baseline|c119-l2|google-small|Spacelift", "prompt": "c119-l2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Spacelift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "paired with a control-plane orchestrator like **Spacelift**"}, {"id": "mai-20260917-0922-baseline|c119-l2|google-small|env0", "prompt": "c119-l2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "env0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OpenTofu** paired with **Spacelift** or **env0**"}, {"id": "mai-20260917-0922-baseline|c119-l2|google-small|Scalr", "prompt": "c119-l2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Scalr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "an **IaC management platform** (like **Spacelift, env0, or Scalr**)"}, {"id": "mai-20260917-0922-baseline|c119-l2|google-small|HCP Terraform (formerly Terraform Cloud/Enterprise)", "prompt": "c119-l2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "HCP Terraform (formerly Terraform Cloud/Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "IBM-backed Terraform comes with premium enterprise pricing. Additionally, wrapping Terraform inside internal developer portals can occasionally trigger complex licensing reviews"}, {"id": "mai-20260917-0922-baseline|c119-l2|google-small|Pulumi", "prompt": "c119-l2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pulumi** is the premium choice"}, {"id": "mai-20260917-0922-baseline|c119-l2|google-small|Crossplane", "prompt": "c119-l2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Crossplane** is the forward-looking choice"}, {"id": "mai-20260917-0922-baseline|c119-l2|meta-small|Terraform", "prompt": "c119-l2", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The recommended IaC platform ... is Terraform, as it is the industry benchmark for infrastructure as code tools"}, {"id": "mai-20260917-0922-baseline|c119-l2|meta-small|CloudFormation", "prompt": "c119-l2", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include CloudFormation for AWS"}, {"id": "mai-20260917-0922-baseline|c119-l2|meta-small|Pulumi", "prompt": "c119-l2", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pulumi for software-driven infrastructure management"}, {"id": "mai-20260917-0922-baseline|c119-l2|meta-small|Crossplane", "prompt": "c119-l2", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Crossplane for Kubernetes-native infrastructure management"}, {"id": "mai-20260917-0922-baseline|c119-l2|minimax-small|Terraform (specifically Terraform Cloud/HCP Terraform or Terraform Enterprise)", "prompt": "c119-l2", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform (specifically Terraform Cloud/HCP Terraform or Terraform Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Terraform (specifically Terraform Cloud/HCP Terraform or Terraform Enterprise)** as the best IaC platform for a large B2B company"}, {"id": "mai-20260917-0922-baseline|c119-l2|minimax-small|CloudFormation", "prompt": "c119-l2", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS-only shops**: CloudFormation offers deep AWS integration"}, {"id": "mai-20260917-0922-baseline|c119-l2|minimax-small|ARM templates", "prompt": "c119-l2", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "ARM templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure-heavy organizations**: ARM templates provide tight Azure integration"}, {"id": "mai-20260917-0922-baseline|c119-l2|minimax-small|Pulumi", "prompt": "c119-l2", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Kubernetes-focused**: Pulumi or Crossplane may be alternatives"}, {"id": "mai-20260917-0922-baseline|c119-l2|minimax-small|Crossplane", "prompt": "c119-l2", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Kubernetes-focused**: Pulumi or Crossplane may be alternatives"}, {"id": "mai-20260917-0922-baseline|c119-l2|mistral-small|Terraform by HashiCorp", "prompt": "c119-l2", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform by HashiCorp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Terraform by HashiCorp** as your primary Infrastructure-as-Code (IaC) platform"}, {"id": "mai-20260917-0922-baseline|c119-l2|mistral-small|Terraform Cloud", "prompt": "c119-l2", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pair it with **Terraform Cloud/Enterprise** for governance, collaboration, and policy enforcement."}, {"id": "mai-20260917-0922-baseline|c119-l2|mistral-small|AWS CloudFormation", "prompt": "c119-l2", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS CloudFormation** (if you're all-in on AWS)"}, {"id": "mai-20260917-0922-baseline|c119-l2|mistral-small|Azure Resource Manager (ARM) Templates", "prompt": "c119-l2", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Azure Resource Manager (ARM) Templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure Resource Manager (ARM) Templates** (if you're all-in on Azure)"}, {"id": "mai-20260917-0922-baseline|c119-l2|mistral-small|Google Cloud Deployment Manager", "prompt": "c119-l2", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Google Cloud Deployment Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Google Cloud Deployment Manager** (if you're all-in on GCP)"}, {"id": "mai-20260917-0922-baseline|c119-l2|mistral-small|Pulumi", "prompt": "c119-l2", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pulumi** (if you prefer using real programming languages like Python, TypeScript, or Go)"}, {"id": "mai-20260917-0922-baseline|c119-l2|moonshot-small|Terraform Enterprise", "prompt": "c119-l2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest and most defensible choice is **Terraform Enterprise**"}, {"id": "mai-20260917-0922-baseline|c119-l2|moonshot-small|OpenTofu", "prompt": "c119-l2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OpenTofu** (the community fork) paired with an enterprise-grade backend ... is the emerging alternative, though its enterprise ecosystem is less mature"}, {"id": "mai-20260917-0922-baseline|c119-l2|moonshot-small|Spacelift", "prompt": "c119-l2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "paired with an enterprise-grade backend (like Spacelift, Scalr, or a self-hosted CI/CD pipeline"}, {"id": "mai-20260917-0922-baseline|c119-l2|moonshot-small|Scalr", "prompt": "c119-l2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Scalr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "an enterprise-grade backend (like Spacelift, Scalr, or a self-hosted CI/CD pipeline"}, {"id": "mai-20260917-0922-baseline|c119-l2|moonshot-small|Pulumi Enterprise", "prompt": "c119-l2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose this if your company is **developer-centric** ... but has a smaller talent pool and a less mature policy/governance ecosystem"}, {"id": "mai-20260917-0922-baseline|c119-l2|moonshot-small|AWS CDK", "prompt": "c119-l2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose this if you are **strictly single-cloud** ... The downside is vendor lock-in and weaker cross-cloud/SaaS provisioning"}, {"id": "mai-20260917-0922-baseline|c119-l2|moonshot-small|Azure Deployment Environments", "prompt": "c119-l2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Azure Deployment Environments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AWS CDK + Control Tower (or Azure Deployment Environments)"}, {"id": "mai-20260917-0922-baseline|c119-l2|moonshot-small|Crossplane", "prompt": "c119-l2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "powerful but requires significant Kubernetes operational expertise and is generally overkill"}, {"id": "mai-20260917-0922-baseline|c119-l2|openai-small|Terraform", "prompt": "c119-l2", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Terraform** as the default Infrastructure as Code platform for provisioning cloud resources."}, {"id": "mai-20260917-0922-baseline|c119-l2|openai-small|Bicep", "prompt": "c119-l2", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If the company is all-in on Azure**: Consider **Bicep** for Azure-native provisioning."}, {"id": "mai-20260917-0922-baseline|c119-l2|openai-small|AWS CDK", "prompt": "c119-l2", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If the company is all-in on AWS** and wants app+infra together: **AWS CDK** can be very effective."}, {"id": "mai-20260917-0922-baseline|c119-l2|openai-small|Crossplane", "prompt": "c119-l2", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tools like **Crossplane** may be useful for platform teams."}, {"id": "mai-20260917-0922-baseline|c119-l2|openai-small|Terraform Cloud/Enterprise", "prompt": "c119-l2", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform Cloud/Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if needed, **Terraform Cloud/Enterprise** or another centralized workflow layer"}, {"id": "mai-20260917-0922-baseline|c119-l2|openai-small|Pulumi", "prompt": "c119-l2", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a **comparison table** of Terraform vs Bicep vs CDK vs Pulumi"}, {"id": "mai-20260917-0922-baseline|c119-l2|xai-small|Terraform (with HCP Terraform or Terraform Enterprise)", "prompt": "c119-l2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform (with HCP Terraform or Terraform Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Terraform (with HCP Terraform or Terraform Enterprise) is my top recommendation**"}, {"id": "mai-20260917-0922-baseline|c119-l2|xai-small|OpenTofu", "prompt": "c119-l2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OpenTofu is a fork if licensing concerns arise"}, {"id": "mai-20260917-0922-baseline|c119-l2|xai-small|Pulumi", "prompt": "c119-l2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dev teams loving Python/TS/Go (real languages over DSLs). Multi-cloud, growing 45% YoY. | Smaller ecosystem"}, {"id": "mai-20260917-0922-baseline|c119-l2|xai-small|AWS CloudFormation/CDK", "prompt": "c119-l2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CloudFormation/CDK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Single-cloud lock-in; not ideal for multi-cloud B2B."}, {"id": "mai-20260917-0922-baseline|c119-l2|xai-small|Azure ARM/Bicep", "prompt": "c119-l2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Azure ARM/Bicep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pure Azure. | Vendor-specific."}, {"id": "mai-20260917-0922-baseline|c119-l2|xai-small|Crossplane", "prompt": "c119-l2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Kubernetes-native or open-source purists. | Less general-purpose for broad cloud provisioning."}, {"id": "mai-20260917-0922-baseline|c119-l2|xai-small|Terragrunt", "prompt": "c119-l2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terragrunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "pair with tools like Terragrunt for DRY configs"}, {"id": "mai-20260917-0922-baseline|c119-l2|zai-small|HashiCorp Terraform (managed via HCP Terraform or Terraform Enterprise)", "prompt": "c119-l2", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "HashiCorp Terraform (managed via HCP Terraform or Terraform Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **HashiCorp Terraform (managed via HCP Terraform or Terraform Enterprise)** as your primary IaC platform"}, {"id": "mai-20260917-0922-baseline|c119-l2|zai-small|AWS CloudFormation", "prompt": "c119-l2", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**100% AWS-only, minimal governance needs** | **AWS CloudFormation** | Native AWS integration"}, {"id": "mai-20260917-0922-baseline|c119-l2|zai-small|Pulumi Enterprise", "prompt": "c119-l2", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulumi Enterprise** | Write infrastructure in Python, TypeScript, Go, or C#"}, {"id": "mai-20260917-0922-baseline|c119-l2|zai-small|OpenTofu", "prompt": "c119-l2", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need OSI-licensed tooling** | **OpenTofu** | Community fork of Terraform with open-source license"}, {"id": "mai-20260917-0922-baseline|c119-l3|alibaba-small|HashiCorp Terraform", "prompt": "c119-l3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "HashiCorp Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Terraform is widely considered the de facto standard for infrastructure automation."}, {"id": "mai-20260917-0922-baseline|c119-l3|alibaba-small|OpenTofu", "prompt": "c119-l3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Terraform/OpenTofu if: You are a multi-cloud environment or want a standardized tool across all platforms"}, {"id": "mai-20260917-0922-baseline|c119-l3|alibaba-small|Pulumi", "prompt": "c119-l3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Pulumi if: Your infrastructure team consists largely of software engineers"}, {"id": "mai-20260917-0922-baseline|c119-l3|alibaba-small|AWS CDK (Cloud Development Kit)", "prompt": "c119-l3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CDK (Cloud Development Kit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Teams deeply invested in the AWS ecosystem."}, {"id": "mai-20260917-0922-baseline|c119-l3|alibaba-small|AWS CloudFormation", "prompt": "c119-l3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose AWS CDK/CloudFormation if: You are an AWS-only shop and prioritize native integration and cost"}, {"id": "mai-20260917-0922-baseline|c119-l3|alibaba-small|Azure ARM Templates & Bicep", "prompt": "c119-l3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure ARM Templates & Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Bicep if: You are a Microsoft-centric organization wanting ease-of-use without the verbosity of JSON templates."}, {"id": "mai-20260917-0922-baseline|c119-l3|alibaba-small|Ansible (Red Hat / VMware)", "prompt": "c119-l3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible (Red Hat / VMware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use Ansible alongside all of the above for configuring the actual servers once they are provisioned."}, {"id": "mai-20260917-0922-baseline|c119-l3|anthropic-small|Pulumi", "prompt": "c119-l3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pulumi lets you define infrastructure in real programming languages (TypeScript, Python, Go, C#), which brings loops, tests, types, and full IDE support"}, {"id": "mai-20260917-0922-baseline|c119-l3|anthropic-small|Terraform", "prompt": "c119-l3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most regulated enterprises use both a provisioning tool (Terraform or Pulumi) and Ansible together"}, {"id": "mai-20260917-0922-baseline|c119-l3|anthropic-small|OpenTofu", "prompt": "c119-l3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OpenTofu is an open source alternative to Terraform"}, {"id": "mai-20260917-0922-baseline|c119-l3|anthropic-small|AWS CDK", "prompt": "c119-l3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CDK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The best infrastructure as code tools in 2026 are Pulumi, Terraform, OpenTofu, AWS CDK"}, {"id": "mai-20260917-0922-baseline|c119-l3|anthropic-small|AWS CloudFormation", "prompt": "c119-l3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AWS CloudFormation is limited to AWS"}, {"id": "mai-20260917-0922-baseline|c119-l3|anthropic-small|Azure ARM", "prompt": "c119-l3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure ARM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AWS CloudFormation, Azure ARM, Azure Bicep"}, {"id": "mai-20260917-0922-baseline|c119-l3|anthropic-small|Azure Bicep", "prompt": "c119-l3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure Bicep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Azure ARM, Azure Bicep, Google Cloud Infrastructure Manager"}, {"id": "mai-20260917-0922-baseline|c119-l3|anthropic-small|Google Cloud Infrastructure Manager", "prompt": "c119-l3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Google Cloud Infrastructure Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Google Cloud Infrastructure Manager, Kubernetes YAML, and Crossplane"}, {"id": "mai-20260917-0922-baseline|c119-l3|anthropic-small|Kubernetes YAML", "prompt": "c119-l3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Kubernetes YAML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Kubernetes YAML, and Crossplane"}, {"id": "mai-20260917-0922-baseline|c119-l3|anthropic-small|Crossplane", "prompt": "c119-l3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Google Cloud Infrastructure Manager, Kubernetes YAML, and Crossplane"}, {"id": "mai-20260917-0922-baseline|c119-l3|anthropic-small|Ansible", "prompt": "c119-l3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "enterprises use both a provisioning tool (Terraform or Pulumi) and Ansible together for complete infrastructure automation"}, {"id": "mai-20260917-0922-baseline|c119-l3|anthropic-small|Spacelift", "prompt": "c119-l3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Spacelift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Spacelift is an infrastructure as code orchestration and governance platform that sits on top of multiple IaC engines"}, {"id": "mai-20260917-0922-baseline|c119-l3|challenger-small|Terraform", "prompt": "c119-l3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for multi-cloud:** **Terraform**."}, {"id": "mai-20260917-0922-baseline|c119-l3|challenger-small|OpenTofu", "prompt": "c119-l3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best open-governance alternative:** **OpenTofu**."}, {"id": "mai-20260917-0922-baseline|c119-l3|challenger-small|Pulumi", "prompt": "c119-l3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for developer teams:** **Pulumi**."}, {"id": "mai-20260917-0922-baseline|c119-l3|challenger-small|AWS CloudFormation", "prompt": "c119-l3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best AWS-native:** **CloudFormation**"}, {"id": "mai-20260917-0922-baseline|c119-l3|challenger-small|Azure Resource Manager / Bicep", "prompt": "c119-l3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure Resource Manager / Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best Azure-native:** **ARM/Bicep**."}, {"id": "mai-20260917-0922-baseline|c119-l3|challenger-small|Google Cloud Infrastructure Manager", "prompt": "c119-l3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Google Cloud Infrastructure Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Managed Terraform-style provisioning on Google Cloud."}, {"id": "mai-20260917-0922-baseline|c119-l3|challenger-small|Ansible", "prompt": "c119-l3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Better for configuring systems and running automation than for being a pure provisioning engine."}, {"id": "mai-20260917-0922-baseline|c119-l3|challenger-small|Spacelift", "prompt": "c119-l3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Spacelift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for policy/governance at scale:** **Spacelift**."}, {"id": "mai-20260917-0922-baseline|c119-l3|challenger-small|Terragrunt", "prompt": "c119-l3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terragrunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Adds DRY patterns and orchestration around Terraform/OpenTofu rather than replacing them."}, {"id": "mai-20260917-0922-baseline|c119-l3|challenger-small|AWS CDK", "prompt": "c119-l3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CDK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "or **AWS CDK** if you want real code on top of AWS provisioning"}, {"id": "mai-20260917-0922-baseline|c119-l3|deepseek-small|Terraform (HashiCorp)", "prompt": "c119-l3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform (HashiCorp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Multi-Cloud Standard ... the common pattern is **Terraform (or OpenTofu) or Pulumi for multi-cloud provisioning**"}, {"id": "mai-20260917-0922-baseline|c119-l3|deepseek-small|OpenTofu", "prompt": "c119-l3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "spawned the **OpenTofu** fork under Linux Foundation/CNCF with MPL 2.0"}, {"id": "mai-20260917-0922-baseline|c119-l3|deepseek-small|Pulumi", "prompt": "c119-l3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the common pattern is **Terraform (or OpenTofu) or Pulumi for multi-cloud provisioning**"}, {"id": "mai-20260917-0922-baseline|c119-l3|deepseek-small|AWS CloudFormation", "prompt": "c119-l3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS CDK or CloudFormation** when heavily invested in AWS"}, {"id": "mai-20260917-0922-baseline|c119-l3|deepseek-small|AWS CDK (Cloud Development Kit)", "prompt": "c119-l3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CDK (Cloud Development Kit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Teams that want programming-language power and type safety while staying inside the AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c119-l3|deepseek-small|Ansible (Red Hat)", "prompt": "c119-l3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible (Red Hat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "paired with **Ansible** (or a tool like Chef/Puppet) for configuration management"}, {"id": "mai-20260917-0922-baseline|c119-l3|deepseek-small|Azure Bicep / ARM", "prompt": "c119-l3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure Bicep / ARM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Azure-native equivalents of CloudFormation"}, {"id": "mai-20260917-0922-baseline|c119-l3|deepseek-small|Google Cloud Deployment Manager / Infrastructure Manager", "prompt": "c119-l3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Google Cloud Deployment Manager / Infrastructure Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "GCP's native option"}, {"id": "mai-20260917-0922-baseline|c119-l3|deepseek-small|Crossplane", "prompt": "c119-l3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a **control-plane** approach (a CNCF project)"}, {"id": "mai-20260917-0922-baseline|c119-l3|deepseek-small|Spacelift", "prompt": "c119-l3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Orchestration platforms** \\u2014 Spacelift, env0, Scalr (TACOS) add policy, CI/CD, and workflow layers"}, {"id": "mai-20260917-0922-baseline|c119-l3|deepseek-small|env0", "prompt": "c119-l3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "env0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Spacelift, env0, Scalr (TACOS) add policy, CI/CD, and workflow layers"}, {"id": "mai-20260917-0922-baseline|c119-l3|deepseek-small|Scalr", "prompt": "c119-l3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Scalr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Spacelift, env0, Scalr (TACOS) add policy, CI/CD, and workflow layers"}, {"id": "mai-20260917-0922-baseline|c119-l3|deepseek-small|Terragrunt", "prompt": "c119-l3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terragrunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "a thin wrapper that reduces HCL duplication and adds orchestration around Terraform"}, {"id": "mai-20260917-0922-baseline|c119-l3|deepseek-small|Chef", "prompt": "c119-l3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Chef", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "or a tool like Chef/Puppet) for configuration management"}, {"id": "mai-20260917-0922-baseline|c119-l3|deepseek-small|Puppet", "prompt": "c119-l3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Puppet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "or a tool like Chef/Puppet) for configuration management"}, {"id": "mai-20260917-0922-baseline|c119-l3|google-small|HashiCorp Terraform", "prompt": "c119-l3", "model": "google-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "HashiCorp Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Terraform remains the most widely adopted enterprise IaC tool"}, {"id": "mai-20260917-0922-baseline|c119-l3|google-small|OpenTofu", "prompt": "c119-l3", "model": "google-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a traditional declarative pipeline but demand open-source flexibility:** Migrate to **OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-l3|google-small|Pulumi", "prompt": "c119-l3", "model": "google-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your developers write their own infrastructure:** Choose **Pulumi**"}, {"id": "mai-20260917-0922-baseline|c119-l3|google-small|Crossplane", "prompt": "c119-l3", "model": "google-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your enterprise is building an Internal Developer Platform (IDP) on Kubernetes:** Leverage **Crossplane**"}, {"id": "mai-20260917-0922-baseline|c119-l3|google-small|Red Hat Ansible Automation Platform", "prompt": "c119-l3", "model": "google-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Red Hat Ansible Automation Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you manage massive on-premise, VM-based, or legacy infrastructure:** Pair **Ansible** with one of the tools above"}, {"id": "mai-20260917-0922-baseline|c119-l3|meta-small|Red Hat Ansible Automation Platform", "prompt": "c119-l3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Red Hat Ansible Automation Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade infrastructure-as-code tools are:"}, {"id": "mai-20260917-0922-baseline|c119-l3|meta-small|Facets", "prompt": "c119-l3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Facets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Facets"}, {"id": "mai-20260917-0922-baseline|c119-l3|meta-small|Terraform", "prompt": "c119-l3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Terraform"}, {"id": "mai-20260917-0922-baseline|c119-l3|meta-small|OpenTofu", "prompt": "c119-l3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. OpenTofu"}, {"id": "mai-20260917-0922-baseline|c119-l3|meta-small|Pulumi", "prompt": "c119-l3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Pulumi"}, {"id": "mai-20260917-0922-baseline|c119-l3|meta-small|Crossplane", "prompt": "c119-l3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Crossplane"}, {"id": "mai-20260917-0922-baseline|c119-l3|meta-small|AWS CloudFormation/CDK", "prompt": "c119-l3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation/CDK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. AWS CloudFormation/CDK"}, {"id": "mai-20260917-0922-baseline|c119-l3|meta-small|Spacelift", "prompt": "c119-l3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Spacelift"}, {"id": "mai-20260917-0922-baseline|c119-l3|meta-small|env0", "prompt": "c119-l3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "env0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. env0"}, {"id": "mai-20260917-0922-baseline|c119-l3|meta-small|Scalr", "prompt": "c119-l3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Scalr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Scalr"}, {"id": "mai-20260917-0922-baseline|c119-l3|meta-small|Ansible", "prompt": "c119-l3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "11. Ansible"}, {"id": "mai-20260917-0922-baseline|c119-l3|meta-small|Terragrunt", "prompt": "c119-l3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terragrunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "12. Terragrunt"}, {"id": "mai-20260917-0922-baseline|c119-l3|meta-small|Infros", "prompt": "c119-l3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Infros", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "13. Infros"}, {"id": "mai-20260917-0922-baseline|c119-l3|meta-small|Quali", "prompt": "c119-l3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Quali", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "14. Quali"}, {"id": "mai-20260917-0922-baseline|c119-l3|meta-small|Morpheus", "prompt": "c119-l3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Morpheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "15. Morpheus"}, {"id": "mai-20260917-0922-baseline|c119-l3|meta-small|Digger", "prompt": "c119-l3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Digger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "16. Digger"}, {"id": "mai-20260917-0922-baseline|c119-l3|minimax-small|Terraform (by HashiCorp)", "prompt": "c119-l3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform (by HashiCorp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**General-purpose provisioning**: Terraform remains the industry standard"}, {"id": "mai-20260917-0922-baseline|c119-l3|minimax-small|Pulumi", "prompt": "c119-l3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Developer-heavy teams**: Pulumi offers flexibility with real code"}, {"id": "mai-20260917-0922-baseline|c119-l3|minimax-small|OpenTofu", "prompt": "c119-l3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Open governance**: OpenTofu for OSI-compliant needs"}, {"id": "mai-20260917-0922-baseline|c119-l3|minimax-small|AWS CloudFormation", "prompt": "c119-l3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Single-cloud focus**: Use native tools (CloudFormation, ARM, etc.)"}, {"id": "mai-20260917-0922-baseline|c119-l3|minimax-small|Azure Resource Manager (ARM)/Bicep", "prompt": "c119-l3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure Resource Manager (ARM)/Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Single-cloud focus**: Use native tools (CloudFormation, ARM, etc.)"}, {"id": "mai-20260917-0922-baseline|c119-l3|minimax-small|Google Cloud Deployment Manager", "prompt": "c119-l3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Google Cloud Deployment Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Google Cloud Deployment Manager** | GCP | YAML, Python, Jinja2 |"}, {"id": "mai-20260917-0922-baseline|c119-l3|minimax-small|Ansible (by Red Hat)", "prompt": "c119-l3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible (by Red Hat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Configuration management**: Ansible for hybrid/legacy environments"}, {"id": "mai-20260917-0922-baseline|c119-l3|minimax-small|Chef", "prompt": "c119-l3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Chef", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Chef**: Ruby-based, imperative; best for large fleets"}, {"id": "mai-20260917-0922-baseline|c119-l3|minimax-small|Puppet", "prompt": "c119-l3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Puppet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Puppet**: Declarative, Puppet DSL; strong enterprise adoption"}, {"id": "mai-20260917-0922-baseline|c119-l3|minimax-small|SaltStack", "prompt": "c119-l3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "SaltStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**SaltStack**: Fast, scalable; best for high-performance needs"}, {"id": "mai-20260917-0922-baseline|c119-l3|mistral-small|Terraform (HashiCorp)", "prompt": "c119-l3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform (HashiCorp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For broad multi-cloud needs, Terraform and Pulumi are top choices."}, {"id": "mai-20260917-0922-baseline|c119-l3|mistral-small|Pulumi", "prompt": "c119-l3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For broad multi-cloud needs, Terraform and Pulumi are top choices."}, {"id": "mai-20260917-0922-baseline|c119-l3|mistral-small|Crossplane", "prompt": "c119-l3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Kubernetes-native environments, Crossplane is powerful but requires Kubernetes expertise."}, {"id": "mai-20260917-0922-baseline|c119-l3|mistral-small|Ansible (Red Hat Ansible Automation Platform)", "prompt": "c119-l3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible (Red Hat Ansible Automation Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For configuration and orchestration, Ansible remains a strong option."}, {"id": "mai-20260917-0922-baseline|c119-l3|mistral-small|AWS CloudFormation (and CDK)", "prompt": "c119-l3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation (and CDK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For AWS-centric shops, CloudFormation/CDK is compelling."}, {"id": "mai-20260917-0922-baseline|c119-l3|moonshot-small|Terraform (HashiCorp/IBM)", "prompt": "c119-l3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform (HashiCorp/IBM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Status**: Industry standard and most widely adopted ... while Terraform remains the incumbent with the deepest enterprise tooling"}, {"id": "mai-20260917-0922-baseline|c119-l3|moonshot-small|OpenTofu (Linux Foundation)", "prompt": "c119-l3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu (Linux Foundation)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Starting fresh or concerned about licensing**: **OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-l3|moonshot-small|Pulumi", "prompt": "c119-l3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Developer-heavy organizations**: **Pulumi**"}, {"id": "mai-20260917-0922-baseline|c119-l3|moonshot-small|AWS Cloud Development Kit (CDK)", "prompt": "c119-l3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS Cloud Development Kit (CDK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS-only environments**: **AWS CDK**"}, {"id": "mai-20260917-0922-baseline|c119-l3|moonshot-small|Crossplane", "prompt": "c119-l3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Kubernetes-first platforms**: **Crossplane**"}, {"id": "mai-20260917-0922-baseline|c119-l3|moonshot-small|Ansible", "prompt": "c119-l3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Configuration management focus**: **Ansible** + provisioning tool"}, {"id": "mai-20260917-0922-baseline|c119-l3|moonshot-small|AWS CloudFormation", "prompt": "c119-l3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**AWS CloudFormation**: Native AWS integration, StackSets for multi-account"}, {"id": "mai-20260917-0922-baseline|c119-l3|moonshot-small|Azure Resource Manager (ARM)/Bicep", "prompt": "c119-l3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure Resource Manager (ARM)/Bicep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Native Azure, Bicep offers cleaner syntax than JSON"}, {"id": "mai-20260917-0922-baseline|c119-l3|moonshot-small|Google Cloud Infrastructure Manager", "prompt": "c119-l3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Google Cloud Infrastructure Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Native GCP integration"}, {"id": "mai-20260917-0922-baseline|c119-l3|openai-small|Terraform / Terraform Enterprise", "prompt": "c119-l3", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform / Terraform Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Terraform** if you want the safest default for enterprise IaC across many clouds."}, {"id": "mai-20260917-0922-baseline|c119-l3|openai-small|Pulumi", "prompt": "c119-l3", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Pulumi** if your team prefers real programming languages and more abstraction."}, {"id": "mai-20260917-0922-baseline|c119-l3|openai-small|Ansible", "prompt": "c119-l3", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Ansible** if your main need is configuration and operational automation."}, {"id": "mai-20260917-0922-baseline|c119-l3|openai-small|CloudFormation", "prompt": "c119-l3", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose CloudFormation or Bicep** if you are strongly committed to **AWS** or **Azure**."}, {"id": "mai-20260917-0922-baseline|c119-l3|openai-small|Azure Bicep", "prompt": "c119-l3", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Azure-native deployments."}, {"id": "mai-20260917-0922-baseline|c119-l3|openai-small|OpenTofu", "prompt": "c119-l3", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose OpenTofu** if you want Terraform-style IaC with open-source governance."}, {"id": "mai-20260917-0922-baseline|c119-l3|xai-small|Terraform", "prompt": "c119-l3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Terraform leads with ~60% market usage per surveys... Industry standard; multi-cloud? Terraform."}, {"id": "mai-20260917-0922-baseline|c119-l3|xai-small|OpenTofu", "prompt": "c119-l3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Open alternative to Terraform for multi-cloud | Younger ecosystem; less polished enterprise features yet"}, {"id": "mai-20260917-0922-baseline|c119-l3|xai-small|Pulumi", "prompt": "c119-l3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Developer-friendly IaC... Dev teams? Pulumi."}, {"id": "mai-20260917-0922-baseline|c119-l3|xai-small|Ansible", "prompt": "c119-l3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Configuration management, orchestration, day-2 ops | Not true provisioning (no state tracking)"}, {"id": "mai-20260917-0922-baseline|c119-l3|xai-small|Crossplane", "prompt": "c119-l3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Kubernetes-native platforms, GitOps... K8s-first? Crossplane."}, {"id": "mai-20260917-0922-baseline|c119-l3|xai-small|AWS CloudFormation", "prompt": "c119-l3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AWS-native stacks, drift detection | Vendor lock-in; slower for complex changes"}, {"id": "mai-20260917-0922-baseline|c119-l3|xai-small|Spacelift", "prompt": "c119-l3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tools like Spacelift/env0 add orchestration/governance across them."}, {"id": "mai-20260917-0922-baseline|c119-l3|xai-small|env0", "prompt": "c119-l3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "env0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tools like Spacelift/env0 add orchestration/governance across them."}, {"id": "mai-20260917-0922-baseline|c119-l3|zai-small|Terraform", "prompt": "c119-l3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Terraform or OpenTofu for multi-cloud"}, {"id": "mai-20260917-0922-baseline|c119-l3|zai-small|OpenTofu", "prompt": "c119-l3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Terraform / OpenTofu** dominate the multi-cloud provisioning market."}, {"id": "mai-20260917-0922-baseline|c119-l3|zai-small|Pulumi", "prompt": "c119-l3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Adopt Pulumi when developers are the primary users"}, {"id": "mai-20260917-0922-baseline|c119-l3|zai-small|AWS CloudFormation", "prompt": "c119-l3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stick to CloudFormation / Bicep for pure-cloud environments"}, {"id": "mai-20260917-0922-baseline|c119-l3|zai-small|Azure Bicep", "prompt": "c119-l3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pure Azure environments** | Bicep | Modern syntax, type safety"}, {"id": "mai-20260917-0922-baseline|c119-l3|zai-small|Google Cloud Deployment Manager", "prompt": "c119-l3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Google Cloud Deployment Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "GCP-only workloads | Deployment Manager v2 or Terraform with GCP providers"}, {"id": "mai-20260917-0922-baseline|c119-l3|zai-small|Crossplane", "prompt": "c119-l3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider Crossplane for internal platform engineering"}, {"id": "mai-20260917-0922-baseline|c119-l3|zai-small|Ansible", "prompt": "c119-l3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Large fleet configuration, patching, compliance reporting | Ansible, Chef, Puppet, SaltStack"}, {"id": "mai-20260917-0922-baseline|c119-l3|zai-small|Chef", "prompt": "c119-l3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Chef", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Chef / Puppet / SaltStack | Configuration management, patching, compliance"}, {"id": "mai-20260917-0922-baseline|c119-l3|zai-small|Puppet", "prompt": "c119-l3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Puppet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Chef / Puppet / SaltStack | Configuration management, patching, compliance"}, {"id": "mai-20260917-0922-baseline|c119-l3|zai-small|SaltStack", "prompt": "c119-l3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "SaltStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Chef / Puppet / SaltStack | Configuration management, patching, compliance"}, {"id": "mai-20260917-0922-baseline|c119-l3|zai-small|Spacelift", "prompt": "c119-l3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Spacelift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Add a governance platform (e.g., Spacelift) for enterprise compliance"}, {"id": "mai-20260917-0922-baseline|c119-l3|zai-small|Upbound", "prompt": "c119-l3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Upbound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Upbound commercial extensions (managed control planes, enterprise support)"}, {"id": "mai-20260917-0922-baseline|c119-l4|alibaba-small|Spacelift", "prompt": "c119-l4", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Spacelift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best Infrastructure-as-Code (IaC) tool is currently **Spacelift**"}, {"id": "mai-20260917-0922-baseline|c119-l4|alibaba-small|Terraform Cloud", "prompt": "c119-l4", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You should likely **avoid** standard HashiCorp's SaaS offering (HCP Terraform/Terraform Cloud)"}, {"id": "mai-20260917-0922-baseline|c119-l4|alibaba-small|Pulumi", "prompt": "c119-l4", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Alternative: Pulumi ... is the leading alternative"}, {"id": "mai-20260917-0922-baseline|c119-l4|alibaba-small|OpenTofu", "prompt": "c119-l4", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**The Engine:** Use **OpenTofu** (the open-source fork of Terraform)"}, {"id": "mai-20260917-0922-baseline|c119-l4|anthropic-small|Spacelift", "prompt": "c119-l4", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Spacelift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Spacelift's fixed-seat-unlimited pricing model** is designed specifically to address your concern"}, {"id": "mai-20260917-0922-baseline|c119-l4|anthropic-small|env0", "prompt": "c119-l4", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "env0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "env0 uses environment-based pricing rather than resource-based billing, which affects budget predictability at scale"}, {"id": "mai-20260917-0922-baseline|c119-l4|anthropic-small|AWS CDK", "prompt": "c119-l4", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud-native tools like AWS CDK, CloudFormation... carry no separate tool fee"}, {"id": "mai-20260917-0922-baseline|c119-l4|anthropic-small|CloudFormation", "prompt": "c119-l4", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "carry no separate tool fee—you pay only for the cloud resources you provision"}, {"id": "mai-20260917-0922-baseline|c119-l4|anthropic-small|Azure ARM", "prompt": "c119-l4", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Azure ARM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-native tools like AWS CDK, CloudFormation, Azure ARM, Azure Bicep, and Google Cloud Infrastructure Manager carry no separate tool fee"}, {"id": "mai-20260917-0922-baseline|c119-l4|anthropic-small|Azure Bicep", "prompt": "c119-l4", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Azure Bicep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Azure ARM, Azure Bicep, and Google Cloud Infrastructure Manager carry no separate tool fee"}, {"id": "mai-20260917-0922-baseline|c119-l4|anthropic-small|Google Cloud Infrastructure Manager", "prompt": "c119-l4", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Google Cloud Infrastructure Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Google Cloud Infrastructure Manager carry no separate tool fee"}, {"id": "mai-20260917-0922-baseline|c119-l4|anthropic-small|HCP Terraform", "prompt": "c119-l4", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "HCP Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "HCP Terraform moves to per-resource pricing (roughly $0.10 to $0.99 per resource per month depending on tier)"}, {"id": "mai-20260917-0922-baseline|c119-l4|challenger-small|OpenTofu", "prompt": "c119-l4", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for predictable cost:** **OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-l4|challenger-small|Terraform", "prompt": "c119-l4", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for ecosystem and enterprise maturity:** **Terraform**"}, {"id": "mai-20260917-0922-baseline|c119-l4|challenger-small|Infracost", "prompt": "c119-l4", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "add **Infracost** alongside either tool to estimate change-level cloud spend before deployment"}, {"id": "mai-20260917-0922-baseline|c119-l4|challenger-small|Pulumi", "prompt": "c119-l4", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "decision matrix for OpenTofu vs Terraform vs Pulumi"}, {"id": "mai-20260917-0922-baseline|c119-l4|deepseek-small|HCP Terraform", "prompt": "c119-l4", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "HCP Terraform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid HCP Terraform's per-resource (RUM) model and strict per-seat tools for this scale"}, {"id": "mai-20260917-0922-baseline|c119-l4|deepseek-small|Pulumi Enterprise", "prompt": "c119-l4", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulumi Enterprise** — unlimited-user base license keeps headcount from driving cost"}, {"id": "mai-20260917-0922-baseline|c119-l4|deepseek-small|env0", "prompt": "c119-l4", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "env0", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1. **env0** — flat, environment-based pricing with unlimited runs/concurrency; cost doesn't move with users or resource spikes"}, {"id": "mai-20260917-0922-baseline|c119-l4|deepseek-small|Spacelift", "prompt": "c119-l4", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Spacelift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Spacelift** — most predictable per-invoice unit (concurrency slots), if you accept the capacity-planning tradeoff"}, {"id": "mai-20260917-0922-baseline|c119-l4|deepseek-small|Terraform OSS", "prompt": "c119-l4", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform OSS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "genuinely $0 ... But you trade away managed state, SSO, audit logs, and support, and you bear the operational burden yourself"}, {"id": "mai-20260917-0922-baseline|c119-l4|deepseek-small|OpenTofu", "prompt": "c119-l4", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "OpenTofu is the truly open-source drop-in."}, {"id": "mai-20260917-0922-baseline|c119-l4|google-small|IBM HCP Terraform", "prompt": "c119-l4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "IBM HCP Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "utilize **Resources Under Management (RUM)** or **credit-based consumption models**... At a scale of thousands of users, these models are notoriously unpredictable."}, {"id": "mai-20260917-0922-baseline|c119-l4|google-small|Pulumi Cloud", "prompt": "c119-l4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "these models are notoriously unpredictable"}, {"id": "mai-20260917-0922-baseline|c119-l4|google-small|OpenTofu", "prompt": "c119-l4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "you should look to **OpenTofu** (the open-source, Linux Foundation-backed alternative to Terraform) combined with orchestration tools that do not charge per user or per resource."}, {"id": "mai-20260917-0922-baseline|c119-l4|google-small|Atlantis", "prompt": "c119-l4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Atlantis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Orchestrator: Atlantis. Atlantis is an open-source, self-hosted, pull-request-driven IaC execution tool."}, {"id": "mai-20260917-0922-baseline|c119-l4|google-small|Spacelift", "prompt": "c119-l4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Spacelift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Spacelift** is an exceptional choice."}, {"id": "mai-20260917-0922-baseline|c119-l4|google-small|Scalr", "prompt": "c119-l4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Scalr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Scalr** is designed specifically to solve the predictability problem."}, {"id": "mai-20260917-0922-baseline|c119-l4|google-small|CloudFormation", "prompt": "c119-l4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a multi-IaC platform that supports OpenTofu, Terraform, Pulumi, and CloudFormation"}, {"id": "mai-20260917-0922-baseline|c119-l4|meta-small|Terraform", "prompt": "c119-l4", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is likely to be Terraform, Pulumi, or Spacelift"}, {"id": "mai-20260917-0922-baseline|c119-l4|meta-small|Pulumi", "prompt": "c119-l4", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is likely to be Terraform, Pulumi, or Spacelift"}, {"id": "mai-20260917-0922-baseline|c119-l4|meta-small|Spacelift", "prompt": "c119-l4", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Spacelift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "is likely to be Terraform, Pulumi, or Spacelift"}, {"id": "mai-20260917-0922-baseline|c119-l4|minimax-small|Pulumi (Team/Enterprise)", "prompt": "c119-l4", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi (Team/Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Pulumi (Team/Enterprise)**"}, {"id": "mai-20260917-0922-baseline|c119-l4|minimax-small|Terraform (via HCP Terraform or Enterprise)", "prompt": "c119-l4", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform (via HCP Terraform or Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Problem**: Pricing is **resource-based** (not user-based), which can become unpredictable as infrastructure grows"}, {"id": "mai-20260917-0922-baseline|c119-l4|minimax-small|AWS CloudFormation", "prompt": "c119-l4", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: **AWS CloudFormation** (if 100% AWS)"}, {"id": "mai-20260917-0922-baseline|c119-l4|mistral-small|Terraform (HCP Terraform)", "prompt": "c119-l4", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform (HCP Terraform)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Terraform (HCP Terraform)** is generally the best infrastructure-as-code (IaC) tool"}, {"id": "mai-20260917-0922-baseline|c119-l4|mistral-small|Pulumi", "prompt": "c119-l4", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other tools like Pulumi and OpenTofu are strong alternatives"}, {"id": "mai-20260917-0922-baseline|c119-l4|mistral-small|OpenTofu", "prompt": "c119-l4", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other tools like Pulumi and OpenTofu are strong alternatives"}, {"id": "mai-20260917-0922-baseline|c119-l4|moonshot-small|HCP Terraform", "prompt": "c119-l4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "HCP Terraform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid any tool priced per user ... or with heavy resource-metering (like HCP Terraform Standard/Premium)"}, {"id": "mai-20260917-0922-baseline|c119-l4|moonshot-small|Terraform Enterprise", "prompt": "c119-l4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why it’s risky: Resource-based pricing means every new microservice, security group rule, and DNS record incrementally adds cost."}, {"id": "mai-20260917-0922-baseline|c119-l4|moonshot-small|Pulumi Cloud", "prompt": "c119-l4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Poor — resource counts drive overages"}, {"id": "mai-20260917-0922-baseline|c119-l4|moonshot-small|Spacelift", "prompt": "c119-l4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Spacelift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The most predictable total cost of ownership comes from **OpenTofu** (free, unlimited users) or **Spacelift** (unlimited users, worker-based pricing)."}, {"id": "mai-20260917-0922-baseline|c119-l4|moonshot-small|OpenTofu", "prompt": "c119-l4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best for Multi-Cloud / Maximum Predictability: **OpenTofu + Self-Managed Backends**"}, {"id": "mai-20260917-0922-baseline|c119-l4|moonshot-small|AWS CloudFormation / CDK", "prompt": "c119-l4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CloudFormation / CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for AWS-Only Shops: **AWS CloudFormation / CDK**"}, {"id": "mai-20260917-0922-baseline|c119-l4|openai-small|Terraform Enterprise / HCP Terraform", "prompt": "c119-l4", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform Enterprise / HCP Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Terraform Enterprise / HCP Terraform with an enterprise contract**"}, {"id": "mai-20260917-0922-baseline|c119-l4|openai-small|Pulumi Enterprise", "prompt": "c119-l4", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "pricing is usage-based through credits/resources, so total cost is typically less inherently predictable unless you negotiate a custom plan"}, {"id": "mai-20260917-0922-baseline|c119-l4|openai-small|AWS CloudFormation", "prompt": "c119-l4", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "has no extra service charge, but you still pay AWS resource costs"}, {"id": "mai-20260917-0922-baseline|c119-l4|xai-small|Terraform", "prompt": "c119-l4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Terraform (CLI or OpenTofu fork) paired with cost estimation tools like Infracost excels for large-scale enterprises seeking predictable total costs"}, {"id": "mai-20260917-0922-baseline|c119-l4|xai-small|OpenTofu", "prompt": "c119-l4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start Here**: OpenTofu CLI + Infracost (free) + GitHub Actions. Total tool cost: <$100/mo initially, scales predictably."}, {"id": "mai-20260917-0922-baseline|c119-l4|xai-small|Infracost", "prompt": "c119-l4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Terraform + **Infracost** (free OSS CLI, paid tiers $0-$1K/mo) delivers shift-left estimation"}, {"id": "mai-20260917-0922-baseline|c119-l4|xai-small|HCP Terraform", "prompt": "c119-l4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "HCP Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "charges $0.10-$0.99 **per managed resource/month** (e.g., $10K+/mo at 20K resources; unpredictable with spikes)"}, {"id": "mai-20260917-0922-baseline|c119-l4|xai-small|Pulumi", "prompt": "c119-l4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pulumi: $40-$400/mo base + per-resource credits (scales with infra, not users)"}, {"id": "mai-20260917-0922-baseline|c119-l4|xai-small|GitHub Actions", "prompt": "c119-l4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "OpenTofu CLI + Infracost (free) + GitHub Actions"}, {"id": "mai-20260917-0922-baseline|c119-l4|xai-small|Atlantis", "prompt": "c119-l4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Atlantis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**OpenTofu + GitHub Actions/Atlantis** | CI minutes (~$0.008/min) + S3 state | Highest"}, {"id": "mai-20260917-0922-baseline|c119-l4|xai-small|env0 (env zero)", "prompt": "c119-l4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "env0 (env zero)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Add env0 if >100 envs."}, {"id": "mai-20260917-0922-baseline|c119-l4|xai-small|Spacelift", "prompt": "c119-l4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Spacelift | Per concurrent worker (~$20K/yr Starter+; unlimited users) | Medium-high (concurrency caps)"}, {"id": "mai-20260917-0922-baseline|c119-l4|xai-small|CDK/CloudFormation", "prompt": "c119-l4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "CDK/CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If single-cloud (e.g., AWS-only), consider CDK/CloudFormation (free, native estimation)."}, {"id": "mai-20260917-0922-baseline|c119-l4|zai-small|Terraform (specifically HCP Terraform / IBM Terraform Enterprise)", "prompt": "c119-l4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform (specifically HCP Terraform / IBM Terraform Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best infrastructure-as-code tool is **Terraform (specifically HCP Terraform / IBM Terraform Enterprise)**"}, {"id": "mai-20260917-0922-baseline|c119-l4|zai-small|Pulumi", "prompt": "c119-l4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "This often makes Pulumi more expensive than Terraform for large infra footprints."}, {"id": "mai-20260917-0922-baseline|c119-l4|zai-small|AWS CloudFormation", "prompt": "c119-l4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CloudFormation", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why it fails:** While there is no monthly fee for the tool, it is limited to AWS."}, {"id": "mai-20260917-0922-baseline|c119-l4|zai-small|OpenTofu", "prompt": "c119-l4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you should consider **OpenTofu** (the open-source fork of Terraform)... though this requires higher operational overhead"}, {"id": "mai-20260917-0922-baseline|c119-l5|alibaba-small|Spacelift", "prompt": "c119-l5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Spacelift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Spacelift / Env0: Modern IaC platforms that wrap around open-source Terraform/OpenTofu... at a lower cost than HCP"}, {"id": "mai-20260917-0922-baseline|c119-l5|alibaba-small|Env0", "prompt": "c119-l5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Env0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Spacelift / Env0: Modern IaC platforms that wrap around open-source Terraform/OpenTofu"}, {"id": "mai-20260917-0922-baseline|c119-l5|alibaba-small|Harness", "prompt": "c119-l5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If this is a SaaS solution (like Spacelift, Env0, Harness), what are the uptime SLAs?"}, {"id": "mai-20260917-0922-baseline|c119-l5|alibaba-small|OpenTofu", "prompt": "c119-l5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Terraform/OpenTofu is still the gold standard here because it\\u2019s open-source."}, {"id": "mai-20260917-0922-baseline|c119-l5|alibaba-small|Terraform Cloud / Terraform Enterprise (HCP)", "prompt": "c119-l5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform Cloud / Terraform Enterprise (HCP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The gold standard for enterprise. Highest compliance certification (FedRAMP, SOC 2, etc.), tightest VPC peering/security, and perfect RBAC. Often more expensive."}, {"id": "mai-20260917-0922-baseline|c119-l5|alibaba-small|Crossplane", "prompt": "c119-l5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are cloud-agnostic or multi-cloud heavy, this Kubernetes-native approach might be worth evaluating, though it has a steeper learning curve."}, {"id": "mai-20260917-0922-baseline|c119-l5|challenger-small|Terraform", "prompt": "c119-l5", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A provisioning engine such as Terraform/OpenTofu/Pulumi for defining infrastructure, plus separate governance layers for policy and drift."}, {"id": "mai-20260917-0922-baseline|c119-l5|challenger-small|OpenTofu", "prompt": "c119-l5", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "A provisioning engine such as Terraform/OpenTofu/Pulumi for defining infrastructure"}, {"id": "mai-20260917-0922-baseline|c119-l5|challenger-small|Pulumi", "prompt": "c119-l5", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "A provisioning engine such as Terraform/OpenTofu/Pulumi for defining infrastructure"}, {"id": "mai-20260917-0922-baseline|c119-l5|challenger-small|Spacelift", "prompt": "c119-l5", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Spacelift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An orchestration/governance platform such as Spacelift if you want enterprise SSO, policy-as-code, audit tracking, and drift detection bundled together."}, {"id": "mai-20260917-0922-baseline|c119-l5|challenger-small|CloudFormation", "prompt": "c119-l5", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A cloud-native option such as CloudFormation or CDK if you are mostly AWS-only."}, {"id": "mai-20260917-0922-baseline|c119-l5|challenger-small|CDK", "prompt": "c119-l5", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A cloud-native option such as CloudFormation or CDK if you are mostly AWS-only."}, {"id": "mai-20260917-0922-baseline|c119-l5|deepseek-small|HCP Terraform", "prompt": "c119-l5", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "HCP Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the realistic candidates are **HCP Terraform / Terraform Enterprise** (most common in enterprises, Sentinel policy, audit logs, SSO/SCIM, self-hosted option)"}, {"id": "mai-20260917-0922-baseline|c119-l5|deepseek-small|Pulumi Cloud", "prompt": "c119-l5", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "and **Pulumi Cloud / Enterprise** (full SAML+SCIM, RBAC, audit, CrossGuard in familiar languages). Both meet your SSO/SOC 2 baseline"}, {"id": "mai-20260917-0922-baseline|c119-l5|deepseek-small|OpenTofu", "prompt": "c119-l5", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Open source vs. licensing risk** (e.g., Terraform's BSL/HCL licensing changes vs. OpenTofu; check your org's open-source policy)"}, {"id": "mai-20260917-0922-baseline|c119-l5|deepseek-small|Scalr", "prompt": "c119-l5", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Scalr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "per-resource (HCP Terraform) vs. per-run (Scalr) vs. self-hosted licensing"}, {"id": "mai-20260917-0922-baseline|c119-l5|google-small|Terraform", "prompt": "c119-l5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "you are likely looking at both the **IaC Engine** (e.g., Terraform, OpenTofu, Pulumi)"}, {"id": "mai-20260917-0922-baseline|c119-l5|google-small|OpenTofu", "prompt": "c119-l5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "the **IaC Engine** (e.g., Terraform, OpenTofu, Pulumi)"}, {"id": "mai-20260917-0922-baseline|c119-l5|google-small|Pulumi", "prompt": "c119-l5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the **IaC Engine** (e.g., Terraform, OpenTofu, Pulumi)"}, {"id": "mai-20260917-0922-baseline|c119-l5|google-small|Terraform Cloud", "prompt": "c119-l5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the **IaC Management Platform/TACOS** (Terraform Cloud, Spacelift, Env0, Scalr, Pulumi Cloud)"}, {"id": "mai-20260917-0922-baseline|c119-l5|google-small|Spacelift", "prompt": "c119-l5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(Terraform Cloud, Spacelift, Env0, Scalr, Pulumi Cloud) that orchestrates it"}, {"id": "mai-20260917-0922-baseline|c119-l5|google-small|Env0", "prompt": "c119-l5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Env0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(Terraform Cloud, Spacelift, Env0, Scalr, Pulumi Cloud) that orchestrates it"}, {"id": "mai-20260917-0922-baseline|c119-l5|google-small|Scalr", "prompt": "c119-l5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Scalr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(Terraform Cloud, Spacelift, Env0, Scalr, Pulumi Cloud) that orchestrates it"}, {"id": "mai-20260917-0922-baseline|c119-l5|google-small|Pulumi Cloud", "prompt": "c119-l5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "(Terraform Cloud, Spacelift, Env0, Scalr, Pulumi Cloud) that orchestrates it"}, {"id": "mai-20260917-0922-baseline|c119-l5|google-small|HashiCorp", "prompt": "c119-l5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "HashiCorp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "When issuing your Request for Proposal (RFP) to vendors (e.g., HashiCorp, Spacelift, Env0, Scalr, Pulumi)"}, {"id": "mai-20260917-0922-baseline|c119-l5|meta-small|hoop.dev", "prompt": "c119-l5", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "hoop.dev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tools like hoop.dev can help you achieve SOC 2 compliance by integrating policy-as-code tools and providing a clear audit trail."}, {"id": "mai-20260917-0922-baseline|c119-l5|meta-small|Jit", "prompt": "c119-l5", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Jit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consider tools that can analyze your infrastructure-as-code scripts and code to find vulnerabilities, such as Jit, KICS, TFLint, Prowler, Checkov, PingSafe, and CloudSploit."}, {"id": "mai-20260917-0922-baseline|c119-l5|meta-small|KICS", "prompt": "c119-l5", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "KICS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Jit, KICS, TFLint, Prowler, Checkov, PingSafe, and CloudSploit"}, {"id": "mai-20260917-0922-baseline|c119-l5|meta-small|TFLint", "prompt": "c119-l5", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "TFLint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Jit, KICS, TFLint, Prowler, Checkov, PingSafe, and CloudSploit"}, {"id": "mai-20260917-0922-baseline|c119-l5|meta-small|Prowler", "prompt": "c119-l5", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Prowler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as Jit, KICS, TFLint, Prowler, Checkov, PingSafe, and CloudSploit"}, {"id": "mai-20260917-0922-baseline|c119-l5|meta-small|Checkov", "prompt": "c119-l5", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Checkov", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "such as Jit, KICS, TFLint, Prowler, Checkov, PingSafe, and CloudSploit"}, {"id": "mai-20260917-0922-baseline|c119-l5|meta-small|PingSafe", "prompt": "c119-l5", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "PingSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "such as Jit, KICS, TFLint, Prowler, Checkov, PingSafe, and CloudSploit"}, {"id": "mai-20260917-0922-baseline|c119-l5|meta-small|CloudSploit", "prompt": "c119-l5", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "CloudSploit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "such as Jit, KICS, TFLint, Prowler, Checkov, PingSafe, and CloudSploit"}, {"id": "mai-20260917-0922-baseline|c119-l5|meta-small|Vanta", "prompt": "c119-l5", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Vanta, for example, is a compliance automation platform that connects to cloud infrastructure, identity providers, HR systems, and code repositories."}, {"id": "mai-20260917-0922-baseline|c119-l5|meta-small|Drata", "prompt": "c119-l5", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Look for tools that can automate compliance tasks, such as Vanta, Drata, Secureframe, Sprinto, and Comp AI."}, {"id": "mai-20260917-0922-baseline|c119-l5|meta-small|Secureframe", "prompt": "c119-l5", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "such as Vanta, Drata, Secureframe, Sprinto, and Comp AI"}, {"id": "mai-20260917-0922-baseline|c119-l5|meta-small|Sprinto", "prompt": "c119-l5", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "such as Vanta, Drata, Secureframe, Sprinto, and Comp AI"}, {"id": "mai-20260917-0922-baseline|c119-l5|meta-small|Comp AI", "prompt": "c119-l5", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Comp AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "such as Vanta, Drata, Secureframe, Sprinto, and Comp AI"}, {"id": "mai-20260917-0922-baseline|c119-l5|minimax-small|Terraform Cloud (Business/Enterprise)", "prompt": "c119-l5", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform Cloud (Business/Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If multi-cloud**: Terraform Cloud Business or Pulumi Enterprise are the standard choices"}, {"id": "mai-20260917-0922-baseline|c119-l5|minimax-small|Pulumi Enterprise", "prompt": "c119-l5", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Terraform Cloud Business or Pulumi Enterprise are the standard choices"}, {"id": "mai-20260917-0922-baseline|c119-l5|minimax-small|AWS CloudFormation", "prompt": "c119-l5", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If AWS-only**: CloudFormation + AWS Control Tower can work, but Terraform Cloud offers better policy consistency across clouds"}, {"id": "mai-20260917-0922-baseline|c119-l5|mistral-small|Terraform (HashiCorp)", "prompt": "c119-l5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform (HashiCorp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HashiCorp Terraform (HCP)** | Market leader, multi-cloud, strong ecosystem | Cost, complexity, recent layoffs"}, {"id": "mai-20260917-0922-baseline|c119-l5|mistral-small|Pulumi", "prompt": "c119-l5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulumi** | Developer-friendly, multi-language | Smaller ecosystem, newer"}, {"id": "mai-20260917-0922-baseline|c119-l5|mistral-small|AWS CDK", "prompt": "c119-l5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Native to AWS, TypeScript/Python | AWS-only, vendor lock-in | Only if all-in on AWS"}, {"id": "mai-20260917-0922-baseline|c119-l5|mistral-small|Crossplane", "prompt": "c119-l5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Crossplane** | Kubernetes-native, control plane | Complexity, emerging"}, {"id": "mai-20260917-0922-baseline|c119-l5|mistral-small|Azure Bicep", "prompt": "c119-l5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure-native, simpler syntax | Azure-only | Only for Azure shops"}, {"id": "mai-20260917-0922-baseline|c119-l5|mistral-small|Google Deployment Manager", "prompt": "c119-l5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Google Deployment Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "GCP-native | Limited to GCP, less flexible | Only for GCP shops"}, {"id": "mai-20260917-0922-baseline|c119-l5|moonshot-small|HCP Terraform", "prompt": "c119-l5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "HCP Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HCP Terraform (Premium/Enterprise)** | Ecosystem maturity, largest provider base, industry standard | Per-resource pricing scales unpredictably"}, {"id": "mai-20260917-0922-baseline|c119-l5|moonshot-small|Pulumi", "prompt": "c119-l5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulumi Cloud (Enterprise/Business Critical)** | Teams preferring TypeScript/Python/Go; strong AI assistance; easier policy authoring | Smaller ecosystem"}, {"id": "mai-20260917-0922-baseline|c119-l5|moonshot-small|Scalr", "prompt": "c119-l5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Scalr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OpenTofu + Spacelift/Scalr** | Avoiding HashiCorp licensing; cost control | Newer ecosystem; verify enterprise support quality"}, {"id": "mai-20260917-0922-baseline|c119-l5|moonshot-small|Terraform Enterprise", "prompt": "c119-l5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Terraform Enterprise (Self-Hosted)** | Maximum control, air-gapped environments | Highest operational overhead; requires dedicated SREs"}, {"id": "mai-20260917-0922-baseline|c119-l5|moonshot-small|OpenTofu", "prompt": "c119-l5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OpenTofu + Spacelift/Scalr** | Avoiding HashiCorp licensing; cost control | Newer ecosystem"}, {"id": "mai-20260917-0922-baseline|c119-l5|moonshot-small|Spacelift", "prompt": "c119-l5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Spacelift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**OpenTofu + Spacelift/Scalr** | Avoiding HashiCorp licensing; cost control"}, {"id": "mai-20260917-0922-baseline|c119-l5|moonshot-small|AWS CloudFormation", "prompt": "c119-l5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Single-cloud standardization | Weak multi-cloud governance; limited third-party tooling"}, {"id": "mai-20260917-0922-baseline|c119-l5|moonshot-small|Azure Bicep", "prompt": "c119-l5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Azure Bicep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Single-cloud standardization | Weak multi-cloud governance; limited third-party tooling"}, {"id": "mai-20260917-0922-baseline|c119-l5|moonshot-small|Google Config Connector", "prompt": "c119-l5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Google Config Connector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Single-cloud standardization | Weak multi-cloud governance; limited third-party tooling"}, {"id": "mai-20260917-0922-baseline|c119-l5|xai-small|Terraform Cloud/Enterprise", "prompt": "c119-l5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform Cloud/Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "prioritize enterprise-grade options like Terraform Cloud/Enterprise, Pulumi Cloud (or self-hosted Enterprise)"}, {"id": "mai-20260917-0922-baseline|c119-l5|xai-small|Pulumi Cloud", "prompt": "c119-l5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist 2-3 (e.g., Terraform + Pulumi PoC)"}, {"id": "mai-20260917-0922-baseline|c119-l5|xai-small|AWS CDK", "prompt": "c119-l5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "potentially AWS CDK for AWS-only stacks... If multi-cloud isn't key, lean CDK for AWS simplicity"}, {"id": "mai-20260917-0922-baseline|c119-l5|xai-small|OpenTofu", "prompt": "c119-l5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "OpenTofu (Terraform fork) works for self-managed but lacks native hosted enterprise services with built-in SSO/SOC 2"}, {"id": "mai-20260917-0922-baseline|c119-l5|xai-small|Atlantis", "prompt": "c119-l5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Atlantis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CI/CD: GitHub Actions/GitLab CI, Atlantis/Atlanteryx for PR previews."}, {"id": "mai-20260917-0922-baseline|c119-l5|zai-small|Terraform Cloud/Enterprise", "prompt": "c119-l5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform Cloud/Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Self-Hosted** options (Terraform Enterprise, Pulumi Pro, Crossplane) are usually the winner for 5,000-person companies"}, {"id": "mai-20260917-0922-baseline|c119-l5|zai-small|Pulumi Enterprise", "prompt": "c119-l5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Per User:* Expensive for 5,000 employees (e.g., Pulumi, Terraform Cloud)... Self-Hosted options (Terraform Enterprise, Pulumi Pro, Crossplane) are usually the winner"}, {"id": "mai-20260917-0922-baseline|c119-l5|zai-small|Spacelift", "prompt": "c119-l5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*Per Run/Resource:* Often cheaper for high-volume engineering teams (e.g., Spacelift, Scalr)"}, {"id": "mai-20260917-0922-baseline|c119-l5|zai-small|Env0", "prompt": "c119-l5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Env0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you are likely evaluating platforms like Terraform Cloud/Enterprise, Pulumi Enterprise, Spacelift, Env0, or Crossplane (Upbound)"}, {"id": "mai-20260917-0922-baseline|c119-l5|zai-small|Crossplane (Upbound)", "prompt": "c119-l5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Crossplane (Upbound)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Self-Hosted options (Terraform Enterprise, Pulumi Pro, Crossplane) are usually the winner for 5,000-person companies"}, {"id": "mai-20260917-0922-baseline|c119-l5|zai-small|Scalr", "prompt": "c119-l5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Scalr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Often cheaper for high-volume engineering teams (e.g., Spacelift, Scalr)"}, {"id": "mai-20260917-0922-baseline|c119-l6|alibaba-small|AWS CloudFormation", "prompt": "c119-l6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid building a siloed strategy based entirely on **CloudFormation** (lock-in)"}, {"id": "mai-20260917-0922-baseline|c119-l6|alibaba-small|Azure ARM Templates", "prompt": "c119-l6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure ARM Templates", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to Avoid:** These tools create deep **vendor lock-in**."}, {"id": "mai-20260917-0922-baseline|c119-l6|alibaba-small|Azure Bicep", "prompt": "c119-l6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure Bicep", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to Avoid:** These tools create deep **vendor lock-in**."}, {"id": "mai-20260917-0922-baseline|c119-l6|alibaba-small|Google Deployment Manager", "prompt": "c119-l6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Google Deployment Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to Avoid:** These tools create deep **vendor lock-in**."}, {"id": "mai-20260917-0922-baseline|c119-l6|alibaba-small|Chef", "prompt": "c119-l6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid ... **Chef/Puppet** (maintenance heavy)"}, {"id": "mai-20260917-0922-baseline|c119-l6|alibaba-small|Puppet", "prompt": "c119-l6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid ... **Chef/Puppet** (maintenance heavy)"}, {"id": "mai-20260917-0922-baseline|c119-l6|alibaba-small|Ansible", "prompt": "c119-l6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Stick to a modular approach centered around **OpenTofu** and **Ansible**."}, {"id": "mai-20260917-0922-baseline|c119-l6|alibaba-small|Pulumi", "prompt": "c119-l6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "reliance on their hosted state backend introduces a different kind of lock-in ... Pulumi remains a strong choice if implemented correctly with self-managed backends."}, {"id": "mai-20260917-0922-baseline|c119-l6|alibaba-small|Terraform", "prompt": "c119-l6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Terraform no longer technically meets those criteria for some legal interpretations."}, {"id": "mai-20260917-0922-baseline|c119-l6|alibaba-small|OpenTofu", "prompt": "c119-l6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Enterprises concerned about this should switch to **OpenTofu**."}, {"id": "mai-20260917-0922-baseline|c119-l6|anthropic-small|Terraform", "prompt": "c119-l6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Terraform's 2023 licensing change to BUSL-1.1 (no longer open source) and inherent limitations with domain-specific languages create challenges"}, {"id": "mai-20260917-0922-baseline|c119-l6|anthropic-small|Ansible", "prompt": "c119-l6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like Ansible, Puppet, Chef, and Salt are primarily for configuration management, not infrastructure provisioning at scale."}, {"id": "mai-20260917-0922-baseline|c119-l6|anthropic-small|Puppet", "prompt": "c119-l6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like Ansible, Puppet, Chef, and Salt are primarily for configuration management, not infrastructure provisioning at scale."}, {"id": "mai-20260917-0922-baseline|c119-l6|anthropic-small|Chef", "prompt": "c119-l6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Tools like Ansible, Puppet, Chef, and Salt are primarily for configuration management, not infrastructure provisioning at scale."}, {"id": "mai-20260917-0922-baseline|c119-l6|anthropic-small|Salt", "prompt": "c119-l6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Salt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools like Ansible, Puppet, Chef, and Salt are primarily for configuration management, not infrastructure provisioning at scale."}, {"id": "mai-20260917-0922-baseline|c119-l6|anthropic-small|OpenTofu", "prompt": "c119-l6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "OpenTofu is a fully open-source, community-governed alternative to Terraform... for many teams is a near drop-in replacement."}, {"id": "mai-20260917-0922-baseline|c119-l6|anthropic-small|Pulumi", "prompt": "c119-l6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The best infrastructure as code tools in 2026 are Pulumi, Terraform, OpenTofu, AWS CDK..."}, {"id": "mai-20260917-0922-baseline|c119-l6|anthropic-small|AWS CDK", "prompt": "c119-l6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CDK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The best infrastructure as code tools in 2026 are Pulumi, Terraform, OpenTofu, AWS CDK, AWS CloudFormation..."}, {"id": "mai-20260917-0922-baseline|c119-l6|anthropic-small|AWS CloudFormation", "prompt": "c119-l6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AWS CDK, AWS CloudFormation, Azure ARM, Azure Bicep"}, {"id": "mai-20260917-0922-baseline|c119-l6|anthropic-small|Azure ARM", "prompt": "c119-l6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure ARM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Azure ARM, Azure Bicep, Google Cloud Infrastructure Manager"}, {"id": "mai-20260917-0922-baseline|c119-l6|anthropic-small|Azure Bicep", "prompt": "c119-l6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure Bicep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Azure ARM, Azure Bicep, Google Cloud Infrastructure Manager"}, {"id": "mai-20260917-0922-baseline|c119-l6|anthropic-small|Google Cloud Infrastructure Manager", "prompt": "c119-l6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Google Cloud Infrastructure Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Google Cloud Infrastructure Manager, Kubernetes YAML, and Crossplane"}, {"id": "mai-20260917-0922-baseline|c119-l6|anthropic-small|Kubernetes YAML", "prompt": "c119-l6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Kubernetes YAML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Kubernetes YAML, and Crossplane"}, {"id": "mai-20260917-0922-baseline|c119-l6|anthropic-small|Crossplane", "prompt": "c119-l6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Kubernetes YAML, and Crossplane"}, {"id": "mai-20260917-0922-baseline|c119-l6|challenger-small|Chef", "prompt": "c119-l6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the main tools to avoid or limit are **Chef**, **Puppet**, and often **SaltStack**"}, {"id": "mai-20260917-0922-baseline|c119-l6|challenger-small|Puppet", "prompt": "c119-l6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the main tools to avoid or limit are **Chef**, **Puppet**"}, {"id": "mai-20260917-0922-baseline|c119-l6|challenger-small|SaltStack", "prompt": "c119-l6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "SaltStack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "that makes it a cautious choice for large enterprises unless you have strong operational controls"}, {"id": "mai-20260917-0922-baseline|c119-l6|challenger-small|Ansible", "prompt": "c119-l6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is not usually the best single platform for broad enterprise infrastructure governance at scale"}, {"id": "mai-20260917-0922-baseline|c119-l6|challenger-small|Vagrant", "prompt": "c119-l6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Vagrant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally not an enterprise IaC standard for production infrastructure"}, {"id": "mai-20260917-0922-baseline|c119-l6|challenger-small|Terraform/OpenTofu", "prompt": "c119-l6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform/OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "the safer defaults are usually **Terraform/OpenTofu**, **CloudFormation**, **Bicep**, or **Pulumi**"}, {"id": "mai-20260917-0922-baseline|c119-l6|challenger-small|CloudFormation", "prompt": "c119-l6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "native tools like **CloudFormation** or **Bicep** are typically the most reliable"}, {"id": "mai-20260917-0922-baseline|c119-l6|challenger-small|Bicep", "prompt": "c119-l6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "native tools like **CloudFormation** or **Bicep** are typically the most reliable"}, {"id": "mai-20260917-0922-baseline|c119-l6|challenger-small|Pulumi", "prompt": "c119-l6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "the safer defaults are usually **Terraform/OpenTofu**, **CloudFormation**, **Bicep**, or **Pulumi**"}, {"id": "mai-20260917-0922-baseline|c119-l6|deepseek-small|Terraform (HashiCorp/IBM)", "prompt": "c119-l6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform (HashiCorp/IBM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Do not sign new long-term commitments without a clear internal fork strategy."}, {"id": "mai-20260917-0922-baseline|c119-l6|deepseek-small|OpenTofu", "prompt": "c119-l6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Standardize on **Terraform/OpenTofu** for cloud provisioning (with strict module governance)"}, {"id": "mai-20260917-0922-baseline|c119-l6|deepseek-small|Pulumi", "prompt": "c119-l6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Do not choose Pulumi if your team is primarily Ops-driven."}, {"id": "mai-20260917-0922-baseline|c119-l6|deepseek-small|Crossplane", "prompt": "c119-l6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Kubernetes-native tools (Crossplane)** if you are driving a GitOps-heavy platform"}, {"id": "mai-20260917-0922-baseline|c119-l6|deepseek-small|AWS CloudFormation", "prompt": "c119-l6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid if you foresee multi-cloud expansion or want a single IaC skill set across the company."}, {"id": "mai-20260917-0922-baseline|c119-l6|deepseek-small|Ansible", "prompt": "c119-l6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Do **not** make it your primary IaC for cloud infrastructure."}, {"id": "mai-20260917-0922-baseline|c119-l6|deepseek-small|Chef", "prompt": "c119-l6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for greenfield IaC."}, {"id": "mai-20260917-0922-baseline|c119-l6|deepseek-small|Puppet", "prompt": "c119-l6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid for greenfield IaC."}, {"id": "mai-20260917-0922-baseline|c119-l6|deepseek-small|Flux", "prompt": "c119-l6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Flux", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "plan a migration path to Terraform/Ansible or Kubernetes-native GitOps (Crossplane, Flux, Argo)"}, {"id": "mai-20260917-0922-baseline|c119-l6|deepseek-small|Argo", "prompt": "c119-l6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Argo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Kubernetes-native GitOps (Crossplane, Flux, Argo)"}, {"id": "mai-20260917-0922-baseline|c119-l6|google-small|AWS CloudFormation", "prompt": "c119-l6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**The Verdict:** **Be Cautious.** Only use these if your organization has a strict, non-negotiable single-cloud strategy."}, {"id": "mai-20260917-0922-baseline|c119-l6|google-small|Azure Bicep", "prompt": "c119-l6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure Bicep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Using AWS CloudFormation or Azure Bicep locks your deployment logic into a single provider."}, {"id": "mai-20260917-0922-baseline|c119-l6|google-small|GCP Deployment Manager", "prompt": "c119-l6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "GCP Deployment Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Vendor-Specific Proprietary Tools (e.g., AWS CloudFormation, Azure Bicep, GCP Deployment Manager)... **Be Cautious.**"}, {"id": "mai-20260917-0922-baseline|c119-l6|google-small|Pulumi", "prompt": "c119-l6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**The Verdict:** **Exercise Extreme Caution.** If you allow imperative tools, restrict them to specialized, central platform engineering teams."}, {"id": "mai-20260917-0922-baseline|c119-l6|google-small|CDKTF", "prompt": "c119-l6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "CDKTF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Imperative / Turing-Complete IaC Tools (e.g., Pulumi, CDKTF)... can create a governance nightmare at enterprise scale."}, {"id": "mai-20260917-0922-baseline|c119-l6|google-small|Ansible", "prompt": "c119-l6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**The Verdict:** **Avoid for Provisioning.**"}, {"id": "mai-20260917-0922-baseline|c119-l6|google-small|Puppet", "prompt": "c119-l6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Configuration Management Tools Used *for* Provisioning (e.g., Ansible, Puppet, Chef)... using them to provision cloud resources... is an anti-pattern."}, {"id": "mai-20260917-0922-baseline|c119-l6|google-small|Chef", "prompt": "c119-l6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Configuration Management Tools Used *for* Provisioning (e.g., Ansible, Puppet, Chef)... is an anti-pattern."}, {"id": "mai-20260917-0922-baseline|c119-l6|google-small|Terraform", "prompt": "c119-l6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "standard commercial Terraform carries legal and pricing uncertainties... **Audit Carefully.**"}, {"id": "mai-20260917-0922-baseline|c119-l6|google-small|OpenTofu", "prompt": "c119-l6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "you should heavily consider migrating to **OpenTofu**\\u2014the Linux Foundation\\u2019s fully open-source, highly compatible fork of Terraform."}, {"id": "mai-20260917-0922-baseline|c119-l6|google-small|Spacelift", "prompt": "c119-l6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Spacelift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "leverage modern enterprise-grade IaC management platforms (such as Spacelift, Scalr, Harness, or HCP Terraform)"}, {"id": "mai-20260917-0922-baseline|c119-l6|google-small|Scalr", "prompt": "c119-l6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Scalr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "leverage modern enterprise-grade IaC management platforms (such as Spacelift, Scalr, Harness, or HCP Terraform)"}, {"id": "mai-20260917-0922-baseline|c119-l6|google-small|Harness", "prompt": "c119-l6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "leverage modern enterprise-grade IaC management platforms (such as Spacelift, Scalr, Harness, or HCP Terraform)"}, {"id": "mai-20260917-0922-baseline|c119-l6|google-small|HCP Terraform", "prompt": "c119-l6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "HCP Terraform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "leverage modern enterprise-grade IaC management platforms (such as Spacelift, Scalr, Harness, or HCP Terraform)"}, {"id": "mai-20260917-0922-baseline|c119-l6|meta-small|Terraform", "prompt": "c119-l6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "infrastructure-as-code tools that large enterprises should be cautious about or avoid. Some of the tools mentioned include Terraform"}, {"id": "mai-20260917-0922-baseline|c119-l6|meta-small|AWS CloudFormation", "prompt": "c119-l6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some of the tools mentioned include Terraform, AWS CloudFormation, Azure Bicep, and ARM templates."}, {"id": "mai-20260917-0922-baseline|c119-l6|meta-small|Azure Bicep", "prompt": "c119-l6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure Bicep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some of the tools mentioned include Terraform, AWS CloudFormation, Azure Bicep, and ARM templates."}, {"id": "mai-20260917-0922-baseline|c119-l6|meta-small|ARM templates", "prompt": "c119-l6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "ARM templates", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some of the tools mentioned include Terraform, AWS CloudFormation, Azure Bicep, and ARM templates."}, {"id": "mai-20260917-0922-baseline|c119-l6|minimax-small|Google Cloud Deployment Manager", "prompt": "c119-l6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Google Cloud Deployment Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "GCP‑only – limits multi‑cloud portability.<br>• Relatively small user base"}, {"id": "mai-20260917-0922-baseline|c119-l6|minimax-small|Terraform", "prompt": "c119-l6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider Terraform (or OpenTofu) for cross‑cloud work."}, {"id": "mai-20260917-0922-baseline|c119-l6|minimax-small|OpenTofu", "prompt": "c119-l6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider adopting OpenTofu if you want a fully open‑source trajectory."}, {"id": "mai-20260917-0922-baseline|c119-l6|minimax-small|AWS CloudFormation", "prompt": "c119-l6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "AWS‑only – creates lock‑in if you need to migrate workloads."}, {"id": "mai-20260917-0922-baseline|c119-l6|minimax-small|Azure Resource Manager (ARM) templates", "prompt": "c119-l6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure Resource Manager (ARM) templates", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Azure‑only – similar lock‑in concerns as CloudFormation."}, {"id": "mai-20260917-0922-baseline|c119-l6|minimax-small|Ansible", "prompt": "c119-l6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can become slow when orchestrating thousands of hosts"}, {"id": "mai-20260917-0922-baseline|c119-l6|minimax-small|Chef", "prompt": "c119-l6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Requires a Chef Server for state‑storage → adds infrastructure and operational overhead."}, {"id": "mai-20260917-0922-baseline|c119-l6|minimax-small|Puppet", "prompt": "c119-l6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Similar server‑based model to Chef; requires a Puppet Master/Server."}, {"id": "mai-20260917-0922-baseline|c119-l6|minimax-small|SaltStack (Salt)", "prompt": "c119-l6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "SaltStack (Salt)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "the community is smaller than Ansible’s"}, {"id": "mai-20260917-0922-baseline|c119-l6|minimax-small|Pulumi", "prompt": "c119-l6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Relatively new – fewer enterprise‑grade support options and a smaller talent pool."}, {"id": "mai-20260917-0922-baseline|c119-l6|minimax-small|OpenStack Heat", "prompt": "c119-l6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenStack Heat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**OpenStack Heat** | • Only"}, {"id": "mai-20260917-0922-baseline|c119-l6|mistral-small|Terraform", "prompt": "c119-l6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Terraform, Ansible, Chef, Puppet | Steep learning curve, misconfiguration risk, security vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c119-l6|mistral-small|Ansible", "prompt": "c119-l6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Terraform, Ansible, Chef, Puppet | Steep learning curve, misconfiguration risk, security vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c119-l6|mistral-small|Chef", "prompt": "c119-l6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Terraform, Ansible, Chef, Puppet | Steep learning curve, misconfiguration risk, security vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c119-l6|mistral-small|Puppet", "prompt": "c119-l6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Terraform, Ansible, Chef, Puppet | Steep learning curve, misconfiguration risk, security vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c119-l6|mistral-small|AWS CloudFormation", "prompt": "c119-l6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AWS CloudFormation, Azure Resource Manager | Security misconfigurations, credential exposure, scalability challenges"}, {"id": "mai-20260917-0922-baseline|c119-l6|mistral-small|Azure Resource Manager", "prompt": "c119-l6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure Resource Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "AWS CloudFormation, Azure Resource Manager | Security misconfigurations, credential exposure, scalability challenges"}, {"id": "mai-20260917-0922-baseline|c119-l6|mistral-small|Pulumi", "prompt": "c119-l6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Many IaC tools (including Terraform, AWS CloudFormation, Azure Resource Manager, and Pulumi) are powerful but can introduce serious security risks if misconfigured."}, {"id": "mai-20260917-0922-baseline|c119-l6|moonshot-small|Chef", "prompt": "c119-l6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid for cloud infrastructure provisioning"}, {"id": "mai-20260917-0922-baseline|c119-l6|moonshot-small|Puppet", "prompt": "c119-l6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Chef/Puppet/SaltStack for cloud | **High** | Avoid for cloud provisioning"}, {"id": "mai-20260917-0922-baseline|c119-l6|moonshot-small|SaltStack", "prompt": "c119-l6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "SaltStack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Chef/Puppet/SaltStack for cloud | **High** | Avoid for cloud provisioning"}, {"id": "mai-20260917-0922-baseline|c119-l6|moonshot-small|AWS CloudFormation", "prompt": "c119-l6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Single-cloud native tools (CFN/ARM) | **Medium-High** | Avoid if multi-cloud possible"}, {"id": "mai-20260917-0922-baseline|c119-l6|moonshot-small|Azure ARM/Bicep", "prompt": "c119-l6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure ARM/Bicep", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid if multi-cloud possible"}, {"id": "mai-20260917-0922-baseline|c119-l6|moonshot-small|Google Cloud Deployment Manager", "prompt": "c119-l6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Google Cloud Deployment Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Severe vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c119-l6|moonshot-small|Terraform", "prompt": "c119-l6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Terraform (well-architected) | **Low** | Standard with proper governance"}, {"id": "mai-20260917-0922-baseline|c119-l6|moonshot-small|OpenTofu", "prompt": "c119-l6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "prioritize **cloud-agnostic, declarative, state-managed tools** ... (Terraform/OpenTofu, Pulumi, or Crossplane)"}, {"id": "mai-20260917-0922-baseline|c119-l6|moonshot-small|Pulumi", "prompt": "c119-l6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Pulumi/OpenTofu/Crossplane | **Low-Medium** | Strong alternatives for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c119-l6|moonshot-small|Crossplane", "prompt": "c119-l6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strong alternatives for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c119-l6|xai-small|CloudFormation (AWS-native)", "prompt": "c119-l6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "CloudFormation (AWS-native)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to **Avoid or Be Highly Cautious About**: **CloudFormation (AWS-native)**: ... Severe vendor lock-in to AWS"}, {"id": "mai-20260917-0922-baseline|c119-l6|xai-small|Terraform", "prompt": "c119-l6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many migrate to Terraform/OpenTofu for flexibility."}, {"id": "mai-20260917-0922-baseline|c119-l6|xai-small|OpenTofu", "prompt": "c119-l6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If multi-cloud or 100+ teams, prioritize OpenTofu for open licensing and ecosystem."}, {"id": "mai-20260917-0922-baseline|c119-l6|xai-small|Ansible", "prompt": "c119-l6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid standalone for large-scale infra provisioning. Performance bottlenecks and error handling frustrate at scale."}, {"id": "mai-20260917-0922-baseline|c119-l6|xai-small|Pulumi", "prompt": "c119-l6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Execution time grows exponentially with resource count ... high enterprise/SaaS costs ... watch costs/scalability"}, {"id": "mai-20260917-0922-baseline|c119-l6|xai-small|Terragrunt", "prompt": "c119-l6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terragrunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "| **Multi-cloud** | OpenTofu/Terraform + Terragrunt + Atlantis |"}, {"id": "mai-20260917-0922-baseline|c119-l6|xai-small|Atlantis", "prompt": "c119-l6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Atlantis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "PR-based workflows (Atlantis)"}, {"id": "mai-20260917-0922-baseline|c119-l6|xai-small|Crossplane", "prompt": "c119-l6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "add Crossplane, Backstage, or custom IDPs"}, {"id": "mai-20260917-0922-baseline|c119-l6|xai-small|Backstage", "prompt": "c119-l6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Backstage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "add Crossplane, Backstage, or custom IDPs"}, {"id": "mai-20260917-0922-baseline|c119-l6|xai-small|ARM", "prompt": "c119-l6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "ARM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Vendor-specific tools** (e.g., ARM for Azure, Google Deployment Manager): Same lock-in as CloudFormation."}, {"id": "mai-20260917-0922-baseline|c119-l6|xai-small|Google Deployment Manager", "prompt": "c119-l6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Google Deployment Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Vendor-specific tools** (e.g., ARM for Azure, Google Deployment Manager): Same lock-in as CloudFormation."}, {"id": "mai-20260917-0922-baseline|c119-l6|xai-small|Native CDK (AWS/Azure/GCP)", "prompt": "c119-l6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Native CDK (AWS/Azure/GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "| **Single-cloud** | Native CDK (AWS/Azure/GCP) + Terraform hybrid |"}, {"id": "mai-20260917-0922-baseline|c119-l6|xai-small|Chef", "prompt": "c119-l6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "| **Config mgmt** | Ansible/Chef as sidekick to provisioning tool |"}, {"id": "mai-20260917-0922-baseline|c119-l6|zai-small|Ansible", "prompt": "c119-l6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid or Cautious Use: For provisioning large numbers of resources ... not the optimal choice for the initial creation of large-scale infrastructure."}, {"id": "mai-20260917-0922-baseline|c119-l6|zai-small|AWS CloudFormation", "prompt": "c119-l6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avoid: The practice of using nested CloudFormation stacks."}, {"id": "mai-20260917-0922-baseline|c119-l6|zai-small|Terraform", "prompt": "c119-l6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caution: Avoid creating \"Monolithic Monster\" repositories ... Terraform requires deep expertise."}, {"id": "mai-20260917-0922-baseline|c119-l6|zai-small|Generic Bash Scripts", "prompt": "c119-l6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Generic Bash Scripts", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid: Using raw Bash scripts to manage enterprise infrastructure."}, {"id": "mai-20260917-0922-baseline|c119-l6|zai-small|Terraform Cloud/Enterprise", "prompt": "c119-l6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform Cloud/Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Without a centralized state management solution (like Terraform Cloud/Enterprise or S3 with DynamoDB locking)"}, {"id": "mai-20260917-0922-baseline|c119-l6|zai-small|Pulumi", "prompt": "c119-l6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use for configuration; use Terraform or Pulumi for provisioning."}, {"id": "mai-20260917-0922-baseline|c119-m1|alibaba-small|Terraform", "prompt": "c119-m1", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the short answer is **Terraform**. It remains the industry standard"}, {"id": "mai-20260917-0922-baseline|c119-m1|alibaba-small|OpenTofu", "prompt": "c119-m1", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "though open-source forks like OpenTofu exist"}, {"id": "mai-20260917-0922-baseline|c119-m1|alibaba-small|Pulumi", "prompt": "c119-m1", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pulumi is rapidly gaining ground among mid-market companies"}, {"id": "mai-20260917-0922-baseline|c119-m1|alibaba-small|AWS CDK", "prompt": "c119-m1", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS CDK:** Excellent if your team writes primarily in C#, Java, or Node.js"}, {"id": "mai-20260917-0922-baseline|c119-m1|alibaba-small|Azure Bicep", "prompt": "c119-m1", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Azure Bicep:** Much cleaner than traditional ARM templates and very tightly integrated with Azure services."}, {"id": "mai-20260917-0922-baseline|c119-m1|alibaba-small|Ansible", "prompt": "c119-m1", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use **Ansible** in conjunction with it (as a Configuration Management tool)"}, {"id": "mai-20260917-0922-baseline|c119-m1|anthropic-small|Terraform", "prompt": "c119-m1", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Terraform is often the safest choice for mid-market companies because it offers flexibility, a mature ecosystem, strong community support, and cloud-agnostic capabilities"}, {"id": "mai-20260917-0922-baseline|c119-m1|anthropic-small|CloudFormation", "prompt": "c119-m1", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CloudFormation** - Best if AWS-focused"}, {"id": "mai-20260917-0922-baseline|c119-m1|anthropic-small|Pulumi", "prompt": "c119-m1", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulumi** - Modern, programmatic approach"}, {"id": "mai-20260917-0922-baseline|c119-m1|anthropic-small|Ansible", "prompt": "c119-m1", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ansible** - Good for configuration management"}, {"id": "mai-20260917-0922-baseline|c119-m1|challenger-small|Terraform", "prompt": "c119-m1", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Terraform**"}, {"id": "mai-20260917-0922-baseline|c119-m1|challenger-small|OpenTofu", "prompt": "c119-m1", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OpenTofu** is the most credible alternative"}, {"id": "mai-20260917-0922-baseline|c119-m1|challenger-small|Pulumi", "prompt": "c119-m1", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Pulumi** if your engineers strongly prefer using general-purpose programming languages"}, {"id": "mai-20260917-0922-baseline|c119-m1|challenger-small|Ansible", "prompt": "c119-m1", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Ansible** if your infrastructure needs are lighter"}, {"id": "mai-20260917-0922-baseline|c119-m1|deepseek-small|Terraform", "prompt": "c119-m1", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: **Terraform** (the default for most mid-market teams)"}, {"id": "mai-20260917-0922-baseline|c119-m1|deepseek-small|OpenTofu", "prompt": "c119-m1", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **OpenTofu**, the community fork"}, {"id": "mai-20260917-0922-baseline|c119-m1|deepseek-small|AWS CloudFormation", "prompt": "c119-m1", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CloudFormation is a defensible, lower-overhead choice—but you sacrifice portability"}, {"id": "mai-20260917-0922-baseline|c119-m1|deepseek-small|Pulumi", "prompt": "c119-m1", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pulumi is worth a serious look"}, {"id": "mai-20260917-0922-baseline|c119-m1|deepseek-small|Ansible", "prompt": "c119-m1", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ansible** (often *alongside* Terraform)"}, {"id": "mai-20260917-0922-baseline|c119-m1|deepseek-small|Helm", "prompt": "c119-m1", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Helm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Helm + Terraform** (or Crossplane)"}, {"id": "mai-20260917-0922-baseline|c119-m1|deepseek-small|Crossplane", "prompt": "c119-m1", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(or Crossplane)"}, {"id": "mai-20260917-0922-baseline|c119-m1|google-small|OpenTofu", "prompt": "c119-m1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OpenTofu (The Best Overall & Safest Choice)"}, {"id": "mai-20260917-0922-baseline|c119-m1|google-small|Spacelift", "prompt": "c119-m1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Spacelift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you will likely need a third-party framework (like **Spacelift**, **env0**, or **Scalr**) to manage state, access control (RBAC), and run pipelines securely"}, {"id": "mai-20260917-0922-baseline|c119-m1|google-small|env0", "prompt": "c119-m1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "env0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a third-party framework (like **Spacelift**, **env0**, or **Scalr**)"}, {"id": "mai-20260917-0922-baseline|c119-m1|google-small|Scalr", "prompt": "c119-m1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Scalr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a third-party framework (like **Spacelift**, **env0**, or **Scalr**)"}, {"id": "mai-20260917-0922-baseline|c119-m1|google-small|Terraform", "prompt": "c119-m1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Terraform (The Incumbent with Turn-Key Enterprise SaaS)"}, {"id": "mai-20260917-0922-baseline|c119-m1|google-small|Pulumi", "prompt": "c119-m1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pulumi (The Best for Developer-First Environments)"}, {"id": "mai-20260917-0922-baseline|c119-m1|google-small|AWS CDK", "prompt": "c119-m1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CDK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "CDK and Bicep make managing these external resources incredibly tedious"}, {"id": "mai-20260917-0922-baseline|c119-m1|google-small|Azure Bicep", "prompt": "c119-m1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Azure Bicep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "CDK and Bicep make managing these external resources incredibly tedious"}, {"id": "mai-20260917-0922-baseline|c119-m1|google-small|Crossplane", "prompt": "c119-m1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Crossplane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Crossplane introduces far too much operational overhead for a mid-market organization"}, {"id": "mai-20260917-0922-baseline|c119-m1|meta-small|Terraform", "prompt": "c119-m1", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Terraform, Pulumi, and Guideflow."}, {"id": "mai-20260917-0922-baseline|c119-m1|meta-small|Pulumi", "prompt": "c119-m1", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Terraform, Pulumi, and Guideflow."}, {"id": "mai-20260917-0922-baseline|c119-m1|meta-small|Guideflow", "prompt": "c119-m1", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Terraform, Pulumi, and Guideflow."}, {"id": "mai-20260917-0922-baseline|c119-m1|minimax-small|Terraform", "prompt": "c119-m1", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Terraform** is often the best choice because"}, {"id": "mai-20260917-0922-baseline|c119-m1|minimax-small|AWS CloudFormation", "prompt": "c119-m1", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your company is fully committed to **AWS** ... **CloudFormation** is a solid, cost-free option"}, {"id": "mai-20260917-0922-baseline|c119-m1|minimax-small|Pulumi", "prompt": "c119-m1", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team prefers using **programming languages** over a DSL, consider **Pulumi**."}, {"id": "mai-20260917-0922-baseline|c119-m1|minimax-small|Ansible", "prompt": "c119-m1", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Ansible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not a full IaC tool for provisioning (more for configuration management), state management is less robust."}, {"id": "mai-20260917-0922-baseline|c119-m1|minimax-small|Chef", "prompt": "c119-m1", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Chef", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Steeper learning curve, more overhead, less popular for new IaC adoption today."}, {"id": "mai-20260917-0922-baseline|c119-m1|minimax-small|Puppet", "prompt": "c119-m1", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Steeper learning curve, more overhead, less popular for new IaC adoption today."}, {"id": "mai-20260917-0922-baseline|c119-m1|mistral-small|Terraform", "prompt": "c119-m1", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Terraform is the best choice** due to its maturity, flexibility, and broad adoption"}, {"id": "mai-20260917-0922-baseline|c119-m1|mistral-small|Pulumi", "prompt": "c119-m1", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pulumi is a strong alternative... but it has a smaller provider ecosystem than Terraform"}, {"id": "mai-20260917-0922-baseline|c119-m1|mistral-small|AWS CDK", "prompt": "c119-m1", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you are fully committed to a single cloud (AWS or Azure)"}, {"id": "mai-20260917-0922-baseline|c119-m1|mistral-small|Azure Bicep", "prompt": "c119-m1", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For single-cloud environments, AWS CDK or Azure Bicep may suffice"}, {"id": "mai-20260917-0922-baseline|c119-m1|mistral-small|OpenTofu", "prompt": "c119-m1", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A community-driven fork of Terraform, ideal if you need an open-source, license-compliant alternative"}, {"id": "mai-20260917-0922-baseline|c119-m1|moonshot-small|Terraform", "prompt": "c119-m1", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Terraform (or OpenTofu)** is the best choice for most mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c119-m1|moonshot-small|OpenTofu", "prompt": "c119-m1", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with Terraform** (or OpenTofu for the open-source fork)"}, {"id": "mai-20260917-0922-baseline|c119-m1|moonshot-small|Pulumi", "prompt": "c119-m1", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Your team is developer-heavy, prefers TypeScript/Python, and needs rapid iteration"}, {"id": "mai-20260917-0922-baseline|c119-m1|moonshot-small|AWS CDK", "prompt": "c119-m1", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You're 100% AWS-native and want deep AWS service integration"}, {"id": "mai-20260917-0922-baseline|c119-m1|openai-small|Terraform", "prompt": "c119-m1", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a typical mid-market B2B company, I'd usually start with **Terraform** — or **OpenTofu** if you want an open-source, community-governed alternative."}, {"id": "mai-20260917-0922-baseline|c119-m1|openai-small|OpenTofu", "prompt": "c119-m1", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most mid-market B2B companies:** Terraform/OpenTofu"}, {"id": "mai-20260917-0922-baseline|c119-m1|openai-small|Pulumi", "prompt": "c119-m1", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulumi**: best if you want real programming languages"}, {"id": "mai-20260917-0922-baseline|c119-m1|openai-small|AWS CloudFormation", "prompt": "c119-m1", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **CloudFormation / Bicep / native cloud IaC** if: You are mostly or entirely on one cloud"}, {"id": "mai-20260917-0922-baseline|c119-m1|openai-small|Azure Bicep", "prompt": "c119-m1", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you are fully committed to one cloud"}, {"id": "mai-20260917-0922-baseline|c119-m1|openai-small|Google Cloud Deployment Manager", "prompt": "c119-m1", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Google Cloud Deployment Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cloud-native tools** like **AWS CloudFormation**, **Azure Bicep**, or **Google Cloud Deployment Manager**"}, {"id": "mai-20260917-0922-baseline|c119-m1|xai-small|Terraform", "prompt": "c119-m1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Terraform (or its open-source fork OpenTofu)** stands out as the top recommendation for most mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c119-m1|xai-small|OpenTofu", "prompt": "c119-m1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**OpenTofu** is a drop-in replacement if you want fully open-source (MPL 2.0 license)"}, {"id": "mai-20260917-0922-baseline|c119-m1|xai-small|Pulumi", "prompt": "c119-m1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pulumi if your team codes in general languages; else Terraform"}, {"id": "mai-20260917-0922-baseline|c119-m1|xai-small|Ansible", "prompt": "c119-m1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Ansible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Config management + simple automation (agentless)"}, {"id": "mai-20260917-0922-baseline|c119-m1|xai-small|AWS CloudFormation/CDK", "prompt": "c119-m1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CloudFormation/CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Single cloud?** Go native (CloudFormation for AWS—zero extra cost, day-0 support)"}, {"id": "mai-20260917-0922-baseline|c119-m1|xai-small|Azure ARM/Bicep", "prompt": "c119-m1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Azure ARM/Bicep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Azure-only | Microsoft stack"}, {"id": "mai-20260917-0922-baseline|c119-m1|xai-small|Atlantis", "prompt": "c119-m1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Atlantis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mid-market often pairs Terraform + Atlantis (free PR workflows)"}, {"id": "mai-20260917-0922-baseline|c119-m1|zai-small|Terraform", "prompt": "c119-m1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑market B2B companies, the best practical choice today is Terraform (or its open‑source successor, OpenTofu)."}, {"id": "mai-20260917-0922-baseline|c119-m1|zai-small|OpenTofu", "prompt": "c119-m1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best practical choice today is Terraform (or its open‑source successor, OpenTofu)"}, {"id": "mai-20260917-0922-baseline|c119-m1|zai-small|Pulumi", "prompt": "c119-m1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a Python/TypeScript‑heavy team and want a lower learning curve, Pulumi is a strong second."}, {"id": "mai-20260917-0922-baseline|c119-m1|zai-small|AWS CloudFormation", "prompt": "c119-m1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're 100% AWS and want native integration, AWS CloudFormation or the AWS CDK are viable."}, {"id": "mai-20260917-0922-baseline|c119-m1|zai-small|AWS CDK", "prompt": "c119-m1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AWS CloudFormation or the AWS CDK are viable"}, {"id": "mai-20260917-0922-baseline|c119-m1|zai-small|Spacelift", "prompt": "c119-m1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Terraform + Spacelift, Checkov, or Pulumi Enterprise + Pulumi ESC"}, {"id": "mai-20260917-0922-baseline|c119-m1|zai-small|Checkov", "prompt": "c119-m1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Checkov", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Terraform + Spacelift, Checkov"}, {"id": "mai-20260917-0922-baseline|c119-m1|zai-small|Ansible", "prompt": "c119-m1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Ansible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Configuration management + IaC for on‑prem or hybrid."}, {"id": "mai-20260917-0922-baseline|c119-m2|alibaba-small|Terraform (specifically the open-source OpenTofu)", "prompt": "c119-m2", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform (specifically the open-source OpenTofu)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **Terraform (or its open-source fork, OpenTofu)**. It remains the industry standard"}, {"id": "mai-20260917-0922-baseline|c119-m2|alibaba-small|Pulumi", "prompt": "c119-m2", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulumi** is a very strong alternative if your engineering team prefers using full programming languages over configuration files."}, {"id": "mai-20260917-0922-baseline|c119-m2|alibaba-small|Ansible", "prompt": "c119-m2", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Ansible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "While tools like Ansible are excellent for configuration, for pure infrastructure provisioning..."}, {"id": "mai-20260917-0922-baseline|c119-m2|anthropic-small|Terraform", "prompt": "c119-m2", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Terraform** is often the safest choice for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c119-m2|anthropic-small|AWS CloudFormation", "prompt": "c119-m2", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Companies primarily using AWS infrastructure."}, {"id": "mai-20260917-0922-baseline|c119-m2|anthropic-small|Azure Resource Manager (ARM) / Bicep", "prompt": "c119-m2", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Azure Resource Manager (ARM) / Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Microsoft-focused organizations."}, {"id": "mai-20260917-0922-baseline|c119-m2|anthropic-small|Pulumi", "prompt": "c119-m2", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Developer-heavy teams wanting to code infrastructure in familiar languages."}, {"id": "mai-20260917-0922-baseline|c119-m2|challenger-small|Terraform", "prompt": "c119-m2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Terraform or OpenTofu** as the default IaC platform"}, {"id": "mai-20260917-0922-baseline|c119-m2|challenger-small|OpenTofu", "prompt": "c119-m2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want a single practical default, I’d pick **OpenTofu** for a mid-sized B2B company starting fresh"}, {"id": "mai-20260917-0922-baseline|c119-m2|challenger-small|Ansible", "prompt": "c119-m2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OpenTofu handles provisioning while Ansible covers configuration management"}, {"id": "mai-20260917-0922-baseline|c119-m2|challenger-small|CloudFormation", "prompt": "c119-m2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS-only shop:** choose **CloudFormation** if you want the native AWS option"}, {"id": "mai-20260917-0922-baseline|c119-m2|challenger-small|CDK", "prompt": "c119-m2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**CDK** if your engineers prefer programming languages over declarative templates"}, {"id": "mai-20260917-0922-baseline|c119-m2|challenger-small|Pulumi", "prompt": "c119-m2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Programming-heavy team:** choose **Pulumi** if you want IaC in familiar general-purpose languages"}, {"id": "mai-20260917-0922-baseline|c119-m2|challenger-small|env0", "prompt": "c119-m2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "env0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider **env0** or **Spacelift** as the orchestration/governance layer"}, {"id": "mai-20260917-0922-baseline|c119-m2|challenger-small|Spacelift", "prompt": "c119-m2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Spacelift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consider **env0** or **Spacelift** as the orchestration/governance layer"}, {"id": "mai-20260917-0922-baseline|c119-m2|deepseek-small|Terraform", "prompt": "c119-m2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **Terraform (or its open-source fork, OpenTofu)**"}, {"id": "mai-20260917-0922-baseline|c119-m2|deepseek-small|OpenTofu", "prompt": "c119-m2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**OpenTofu** is essentially the same tool with permissive MPL licensing — a popular choice in 2025/2026"}, {"id": "mai-20260917-0922-baseline|c119-m2|deepseek-small|AWS CloudFormation", "prompt": "c119-m2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "only if you're effectively single-cloud (AWS or Azure respectively) and want deep native integration"}, {"id": "mai-20260917-0922-baseline|c119-m2|deepseek-small|Azure Bicep", "prompt": "c119-m2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Azure Bicep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "unlike AWS CloudFormation or Azure Bicep, which lock you to one cloud"}, {"id": "mai-20260917-0922-baseline|c119-m2|deepseek-small|Pulumi", "prompt": "c119-m2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **Pulumi** as a strong challenger"}, {"id": "mai-20260917-0922-baseline|c119-m2|deepseek-small|CDK", "prompt": "c119-m2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "CDK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "emerging options (and note HashiCorp archived CDK for Terraform in Dec 2025)"}, {"id": "mai-20260917-0922-baseline|c119-m2|deepseek-small|Crossplane", "prompt": "c119-m2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**CDK / Crossplane** — emerging options"}, {"id": "mai-20260917-0922-baseline|c119-m2|google-small|OpenTofu", "prompt": "c119-m2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a traditional platform or DevOps team, go with **OpenTofu combined with Spacelift or env0**."}, {"id": "mai-20260917-0922-baseline|c119-m2|google-small|Spacelift", "prompt": "c119-m2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Spacelift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Using a third-party manager like **Spacelift** or **env0**"}, {"id": "mai-20260917-0922-baseline|c119-m2|google-small|env0", "prompt": "c119-m2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "env0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Using a third-party manager like **Spacelift** or **env0**"}, {"id": "mai-20260917-0922-baseline|c119-m2|google-small|Scalr", "prompt": "c119-m2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Scalr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "OpenTofu + an Independent Orchestration Platform (Spacelift, env0, or Scalr)"}, {"id": "mai-20260917-0922-baseline|c119-m2|google-small|Pulumi", "prompt": "c119-m2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your software developers are the ones doing the provisioning, go with **Pulumi**"}, {"id": "mai-20260917-0922-baseline|c119-m2|google-small|HCP Terraform", "prompt": "c119-m2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "HCP Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be prepared for higher licensing costs... the commercial tiers of HCP Terraform can scale aggressively"}, {"id": "mai-20260917-0922-baseline|c119-m2|meta-small|Terraform", "prompt": "c119-m2", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is considered the industry benchmark for IaC tools and offers declarative provisioning across all major clouds and on-prem environments."}, {"id": "mai-20260917-0922-baseline|c119-m2|meta-small|AWS CloudFormation", "prompt": "c119-m2", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is a good option if the company is managing their infrastructure entirely on AWS."}, {"id": "mai-20260917-0922-baseline|c119-m2|meta-small|Pulumi", "prompt": "c119-m2", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is another popular IaC tool that allows you to define infrastructure using programming languages"}, {"id": "mai-20260917-0922-baseline|c119-m2|minimax-small|Terraform", "prompt": "c119-m2", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Terraform** as the top choice for provisioning cloud resources"}, {"id": "mai-20260917-0922-baseline|c119-m2|minimax-small|Pulumi", "prompt": "c119-m2", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Alternatives:** ### **Pulumi**"}, {"id": "mai-20260917-0922-baseline|c119-m2|minimax-small|OpenTofu", "prompt": "c119-m2", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good choice if you want to avoid potential license issues while maintaining Terraform compatibility"}, {"id": "mai-20260917-0922-baseline|c119-m2|mistral-small|Terraform (by HashiCorp)", "prompt": "c119-m2", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform (by HashiCorp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Terraform** is the safest and most flexible choice due to its maturity, multi-cloud support, and extensive ecosystem."}, {"id": "mai-20260917-0922-baseline|c119-m2|mistral-small|Pulumi", "prompt": "c119-m2", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulumi** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c119-m2|mistral-small|AWS CloudFormation", "prompt": "c119-m2", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're heavily invested in a single cloud (AWS or Azure), the native tools (CloudFormation or ARM) are excellent"}, {"id": "mai-20260917-0922-baseline|c119-m2|mistral-small|Azure Resource Manager (ARM) Templates", "prompt": "c119-m2", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Azure Resource Manager (ARM) Templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "native tools (CloudFormation or ARM) are excellent for governance and integration"}, {"id": "mai-20260917-0922-baseline|c119-m2|mistral-small|Crossplane", "prompt": "c119-m2", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Considerations: Steeper learning curve if your team is not familiar with Kubernetes."}, {"id": "mai-20260917-0922-baseline|c119-m2|moonshot-small|OpenTofu", "prompt": "c119-m2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **OpenTofu** is the safest default choice in 2024-2025."}, {"id": "mai-20260917-0922-baseline|c119-m2|moonshot-small|Terraform", "prompt": "c119-m2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Terraform if:** - You need HashiCorp's commercial support (Terraform Cloud/Enterprise)"}, {"id": "mai-20260917-0922-baseline|c119-m2|moonshot-small|Pulumi", "prompt": "c119-m2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Pulumi if:** - Your developers strongly prefer using TypeScript, Python, Go, or C# over HCL"}, {"id": "mai-20260917-0922-baseline|c119-m2|moonshot-small|AWS CDK", "prompt": "c119-m2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose AWS CDK if:** - You're AWS-only (no multi-cloud needs)"}, {"id": "mai-20260917-0922-baseline|c119-m2|openai-small|Terraform/OpenTofu", "prompt": "c119-m2", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform/OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Terraform/OpenTofu as the default choice**"}, {"id": "mai-20260917-0922-baseline|c119-m2|openai-small|Pulumi", "prompt": "c119-m2", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Pulumi** if your team strongly prefers real programming languages"}, {"id": "mai-20260917-0922-baseline|c119-m2|openai-small|CloudFormation", "prompt": "c119-m2", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose CloudFormation or Bicep** only if you are effectively **single-cloud**"}, {"id": "mai-20260917-0922-baseline|c119-m2|openai-small|Bicep", "prompt": "c119-m2", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft notes Bicep is Azure-specific"}, {"id": "mai-20260917-0922-baseline|c119-m2|openai-small|CDK", "prompt": "c119-m2", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "CDK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS says CloudFormation/CDK are good options when you are entirely on AWS"}, {"id": "mai-20260917-0922-baseline|c119-m2|xai-small|Terraform", "prompt": "c119-m2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Terraform (or its open-source fork OpenTofu) is my top recommendation**"}, {"id": "mai-20260917-0922-baseline|c119-m2|xai-small|OpenTofu", "prompt": "c119-m2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Terraform (or its open-source fork OpenTofu) is my top recommendation"}, {"id": "mai-20260917-0922-baseline|c119-m2|xai-small|Terragrunt", "prompt": "c119-m2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terragrunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools like Terragrunt for multi-env DRY principles"}, {"id": "mai-20260917-0922-baseline|c119-m2|xai-small|Pulumi", "prompt": "c119-m2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pulumi** (#2 ranked) | Your devs prefer Python/TS/Go over HCL"}, {"id": "mai-20260917-0922-baseline|c119-m2|xai-small|AWS CDK", "prompt": "c119-m2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AWS CDK** | All-in on AWS; want high-level abstractions. | AWS-only"}, {"id": "mai-20260917-0922-baseline|c119-m2|xai-small|Crossplane", "prompt": "c119-m2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Crossplane** | Heavy Kubernetes users. | Requires a K8s cluster; overkill otherwise."}, {"id": "mai-20260917-0922-baseline|c119-m2|xai-small|Cloud-native (CloudFormation/Bicep/ARM)", "prompt": "c119-m2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Cloud-native (CloudFormation/Bicep/ARM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Locked to one cloud. | No multi-cloud."}, {"id": "mai-20260917-0922-baseline|c119-m2|xai-small|Spacelift", "prompt": "c119-m2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Add Spacelift/Atlantis for PR-based applies."}, {"id": "mai-20260917-0922-baseline|c119-m2|xai-small|Atlantis", "prompt": "c119-m2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Atlantis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Add Spacelift/Atlantis for PR-based applies."}, {"id": "mai-20260917-0922-baseline|c119-m2|zai-small|HashiCorp Terraform Cloud (or Terraform Enterprise)", "prompt": "c119-m2", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "HashiCorp Terraform Cloud (or Terraform Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **HashiCorp Terraform Cloud (or Terraform Enterprise)** as your primary IaC platform."}, {"id": "mai-20260917-0922-baseline|c119-m2|zai-small|Pulumi", "prompt": "c119-m2", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulumi** offers programming language support (Python, TypeScript, Go, etc.) that many developers prefer"}, {"id": "mai-20260917-0922-baseline|c119-m2|zai-small|Scalr", "prompt": "c119-m2", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Scalr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Managed orchestration platforms** like Scalr or enterprise-grade unified control planes can manage Terraform, Pulumi, CloudFormation, and Ansible together"}, {"id": "mai-20260917-0922-baseline|c119-m2|zai-small|CloudFormation", "prompt": "c119-m2", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "can manage Terraform, Pulumi, CloudFormation, and Ansible together"}, {"id": "mai-20260917-0922-baseline|c119-m2|zai-small|Ansible", "prompt": "c119-m2", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Ansible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "can manage Terraform, Pulumi, CloudFormation, and Ansible together"}, {"id": "mai-20260917-0922-baseline|c119-m3|alibaba-small|Terraform", "prompt": "c119-m3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Terraform/OpenTofu** if you want industry standards, broad multi-cloud support, and a massive community."}, {"id": "mai-20260917-0922-baseline|c119-m3|alibaba-small|OpenTofu", "prompt": "c119-m3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "an open-source fork called **OpenTofu** has emerged as the community-standard alternative for those requiring truly open licensing"}, {"id": "mai-20260917-0922-baseline|c119-m3|alibaba-small|Pulumi", "prompt": "c119-m3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Pulumi** if your team consists mainly of software developers who prefer typing code over configuring files."}, {"id": "mai-20260917-0922-baseline|c119-m3|alibaba-small|Ansible", "prompt": "c119-m3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Ansible** if you need to configure hundreds of servers, handle legacy on-prem setups"}, {"id": "mai-20260917-0922-baseline|c119-m3|alibaba-small|AWS CloudFormation / CDK", "prompt": "c119-m3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation / CDK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Limitation:** Vendor lock-in; not designed for multi-cloud usage."}, {"id": "mai-20260917-0922-baseline|c119-m3|alibaba-small|Crossplane", "prompt": "c119-m3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Crossplane** if your organization is all-in on Kubernetes"}, {"id": "mai-20260917-0922-baseline|c119-m3|anthropic-small|Pulumi", "prompt": "c119-m3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best infrastructure as code tools in 2026 are Pulumi, Terraform, OpenTofu... Pulumi offers a distinct approach"}, {"id": "mai-20260917-0922-baseline|c119-m3|anthropic-small|Terraform", "prompt": "c119-m3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Terraform** remains the most popular, with Terraform remaining the most-starred at roughly 49,500"}, {"id": "mai-20260917-0922-baseline|c119-m3|anthropic-small|OpenTofu", "prompt": "c119-m3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "followed by OpenTofu at roughly 29,900"}, {"id": "mai-20260917-0922-baseline|c119-m3|anthropic-small|AWS CDK", "prompt": "c119-m3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS Cloud Development Kit is an open-source framework for defining AWS infrastructure in familiar programming languages"}, {"id": "mai-20260917-0922-baseline|c119-m3|anthropic-small|AWS CloudFormation", "prompt": "c119-m3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS CDK, AWS CloudFormation, Azure ARM, Azure Bicep"}, {"id": "mai-20260917-0922-baseline|c119-m3|anthropic-small|Azure ARM", "prompt": "c119-m3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure ARM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Azure ARM, Azure Bicep, Google Cloud Infrastructure Manager"}, {"id": "mai-20260917-0922-baseline|c119-m3|anthropic-small|Azure Bicep", "prompt": "c119-m3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure Bicep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Azure ARM, Azure Bicep, Google Cloud Infrastructure Manager"}, {"id": "mai-20260917-0922-baseline|c119-m3|anthropic-small|Google Cloud Infrastructure Manager", "prompt": "c119-m3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Google Cloud Infrastructure Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Google Cloud Infrastructure Manager, Kubernetes YAML, and Crossplane"}, {"id": "mai-20260917-0922-baseline|c119-m3|anthropic-small|Kubernetes YAML", "prompt": "c119-m3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Kubernetes YAML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Kubernetes YAML, and Crossplane"}, {"id": "mai-20260917-0922-baseline|c119-m3|anthropic-small|Crossplane", "prompt": "c119-m3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Crossplane at roughly 12,000"}, {"id": "mai-20260917-0922-baseline|c119-m3|anthropic-small|Spacelift", "prompt": "c119-m3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Spacelift is an infrastructure as code orchestration and governance platform that sits on top of multiple IaC engines"}, {"id": "mai-20260917-0922-baseline|c119-m3|anthropic-small|Ansible", "prompt": "c119-m3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Ansible and Puppet configure systems"}, {"id": "mai-20260917-0922-baseline|c119-m3|anthropic-small|Puppet", "prompt": "c119-m3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Puppet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Ansible and Puppet configure systems"}, {"id": "mai-20260917-0922-baseline|c119-m3|anthropic-small|Helm", "prompt": "c119-m3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Helm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Helm manages Kubernetes deployments"}, {"id": "mai-20260917-0922-baseline|c119-m3|challenger-small|Terraform", "prompt": "c119-m3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Terraform** if you want the most established **multi-cloud provisioning** tool."}, {"id": "mai-20260917-0922-baseline|c119-m3|challenger-small|OpenTofu", "prompt": "c119-m3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **OpenTofu** if you want a **Terraform-like** experience with a more open license."}, {"id": "mai-20260917-0922-baseline|c119-m3|challenger-small|Pulumi", "prompt": "c119-m3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Pulumi** if your team prefers **programming languages** over a custom DSL."}, {"id": "mai-20260917-0922-baseline|c119-m3|challenger-small|AWS CloudFormation", "prompt": "c119-m3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native AWS provisioning with **YAML or JSON**; limited to AWS."}, {"id": "mai-20260917-0922-baseline|c119-m3|challenger-small|Azure Resource Manager/Bicep", "prompt": "c119-m3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure Resource Manager/Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **CloudFormation** or **Bicep/ARM** if you are staying inside **AWS** or **Azure** respectively."}, {"id": "mai-20260917-0922-baseline|c119-m3|challenger-small|Ansible", "prompt": "c119-m3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Ansible** if your main need is **configuration management**, not infrastructure provisioning."}, {"id": "mai-20260917-0922-baseline|c119-m3|challenger-small|Crossplane", "prompt": "c119-m3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Crossplane** if you want infrastructure managed from **inside Kubernetes**."}, {"id": "mai-20260917-0922-baseline|c119-m3|challenger-small|Spacelift", "prompt": "c119-m3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A platform that orchestrates multiple IaC engines rather than being the engine itself."}, {"id": "mai-20260917-0922-baseline|c119-m3|challenger-small|Terragrunt", "prompt": "c119-m3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terragrunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A wrapper/orchestration layer that adds reuse and organization around Terraform/OpenTofu"}, {"id": "mai-20260917-0922-baseline|c119-m3|deepseek-small|Terraform (HashiCorp)", "prompt": "c119-m3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform (HashiCorp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Multi-cloud, portable, big ecosystem** → **Terraform** (or the open-source **OpenTofu** fork)"}, {"id": "mai-20260917-0922-baseline|c119-m3|deepseek-small|OpenTofu", "prompt": "c119-m3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the open-source fork **OpenTofu** (MPL 2.0) as a free, drop-in replacement with state-encryption extras"}, {"id": "mai-20260917-0922-baseline|c119-m3|deepseek-small|Pulumi", "prompt": "c119-m3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want to write infra in real programming languages** → **Pulumi**"}, {"id": "mai-20260917-0922-baseline|c119-m3|deepseek-small|AWS CloudFormation / AWS CDK", "prompt": "c119-m3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation / AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deeply AWS-only and want minimal operational overhead** → **CloudFormation / AWS CDK**"}, {"id": "mai-20260917-0922-baseline|c119-m3|deepseek-small|Ansible", "prompt": "c119-m3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Configure and orchestrate existing servers** → **Ansible**"}, {"id": "mai-20260917-0922-baseline|c119-m3|deepseek-small|Crossplane", "prompt": "c119-m3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Kubernetes-centric organization** → **Crossplane**"}, {"id": "mai-20260917-0922-baseline|c119-m3|google-small|Terraform", "prompt": "c119-m3", "model": "google-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Terraform / OpenTofu if: You want the safest, most widely adopted standard."}, {"id": "mai-20260917-0922-baseline|c119-m3|google-small|OpenTofu", "prompt": "c119-m3", "model": "google-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose OpenTofu if you are building an open-source-first stack free of commercial licensing concerns."}, {"id": "mai-20260917-0922-baseline|c119-m3|google-small|Pulumi", "prompt": "c119-m3", "model": "google-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Pulumi if: You are a developer-heavy team or platform engineering team that hates YAML/HCL"}, {"id": "mai-20260917-0922-baseline|c119-m3|google-small|Ansible", "prompt": "c119-m3", "model": "google-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Ansible if: You manage a fleet of bare-metal servers or virtual machines"}, {"id": "mai-20260917-0922-baseline|c119-m3|google-small|AWS CDK", "prompt": "c119-m3", "model": "google-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose AWS CDK or Azure Bicep if: You are 100% committed to a single cloud provider"}, {"id": "mai-20260917-0922-baseline|c119-m3|google-small|Azure Bicep", "prompt": "c119-m3", "model": "google-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A cleaner, much-improved abstraction layer over Azure Resource Manager (ARM) JSON templates."}, {"id": "mai-20260917-0922-baseline|c119-m3|google-small|Crossplane", "prompt": "c119-m3", "model": "google-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Crossplane if: You have a highly mature Kubernetes ecosystem, utilize GitOps"}, {"id": "mai-20260917-0922-baseline|c119-m3|meta-small|Terraform", "prompt": "c119-m3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Terraform, OpenTofu, Pulumi, AWS CDK, and Crossplane."}, {"id": "mai-20260917-0922-baseline|c119-m3|meta-small|OpenTofu", "prompt": "c119-m3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Terraform, OpenTofu, Pulumi, AWS CDK, and Crossplane."}, {"id": "mai-20260917-0922-baseline|c119-m3|meta-small|Pulumi", "prompt": "c119-m3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Terraform, OpenTofu, Pulumi, AWS CDK, and Crossplane."}, {"id": "mai-20260917-0922-baseline|c119-m3|meta-small|AWS CDK", "prompt": "c119-m3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CDK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Terraform, OpenTofu, Pulumi, AWS CDK, and Crossplane."}, {"id": "mai-20260917-0922-baseline|c119-m3|meta-small|Crossplane", "prompt": "c119-m3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include Terraform, OpenTofu, Pulumi, AWS CDK, and Crossplane."}, {"id": "mai-20260917-0922-baseline|c119-m3|minimax-small|Terraform", "prompt": "c119-m3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Multi-cloud support with widest provider ecosystem"}, {"id": "mai-20260917-0922-baseline|c119-m3|minimax-small|OpenTofu", "prompt": "c119-m3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Drop-in Terraform replacement with state encryption"}, {"id": "mai-20260917-0922-baseline|c119-m3|minimax-small|Pulumi", "prompt": "c119-m3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Teams preferring real programming languages"}, {"id": "mai-20260917-0922-baseline|c119-m3|minimax-small|Ansible", "prompt": "c119-m3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Configuration management and automation"}, {"id": "mai-20260917-0922-baseline|c119-m3|minimax-small|AWS CloudFormation", "prompt": "c119-m3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** AWS-only environments"}, {"id": "mai-20260917-0922-baseline|c119-m3|minimax-small|Azure Resource Manager (ARM)", "prompt": "c119-m3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure Resource Manager (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Azure-only environments"}, {"id": "mai-20260917-0922-baseline|c119-m3|minimax-small|Google Cloud Deployment Manager", "prompt": "c119-m3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Google Cloud Deployment Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** GCP-only environments"}, {"id": "mai-20260917-0922-baseline|c119-m3|minimax-small|Crossplane", "prompt": "c119-m3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Kubernetes-native control"}, {"id": "mai-20260917-0922-baseline|c119-m3|minimax-small|Puppet", "prompt": "c119-m3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Puppet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Configuration management:** Ansible, Puppet, Chef"}, {"id": "mai-20260917-0922-baseline|c119-m3|minimax-small|Chef", "prompt": "c119-m3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Chef", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Configuration management:** Ansible, Puppet, Chef"}, {"id": "mai-20260917-0922-baseline|c119-m3|mistral-small|Terraform", "prompt": "c119-m3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **multi-cloud provisioning**, Terraform, Pulumi, and Crossplane are top choices."}, {"id": "mai-20260917-0922-baseline|c119-m3|mistral-small|Pulumi", "prompt": "c119-m3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For **multi-cloud provisioning**, Terraform, Pulumi, and Crossplane are top choices."}, {"id": "mai-20260917-0922-baseline|c119-m3|mistral-small|Crossplane", "prompt": "c119-m3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For **multi-cloud provisioning**, Terraform, Pulumi, and Crossplane are top choices."}, {"id": "mai-20260917-0922-baseline|c119-m3|mistral-small|AWS CloudFormation / AWS CDK", "prompt": "c119-m3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation / AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: AWS-centric environments."}, {"id": "mai-20260917-0922-baseline|c119-m3|mistral-small|Azure Resource Manager (ARM) / Azure Bicep", "prompt": "c119-m3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure Resource Manager (ARM) / Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Azure-focused teams."}, {"id": "mai-20260917-0922-baseline|c119-m3|mistral-small|Google Cloud Deployment Manager", "prompt": "c119-m3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Google Cloud Deployment Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Google Cloud-centric environments."}, {"id": "mai-20260917-0922-baseline|c119-m3|mistral-small|Ansible", "prompt": "c119-m3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For **configuration management**, Ansible, Chef, Puppet, or SaltStack are preferred."}, {"id": "mai-20260917-0922-baseline|c119-m3|mistral-small|Chef", "prompt": "c119-m3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Chef", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Older, agent-based configuration management tools."}, {"id": "mai-20260917-0922-baseline|c119-m3|mistral-small|Puppet", "prompt": "c119-m3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Puppet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Older, agent-based configuration management tools."}, {"id": "mai-20260917-0922-baseline|c119-m3|mistral-small|SaltStack", "prompt": "c119-m3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "SaltStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Older, agent-based configuration management tools."}, {"id": "mai-20260917-0922-baseline|c119-m3|mistral-small|OpenTofu", "prompt": "c119-m3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best for: Teams seeking an open-source alternative to Terraform with a strong community."}, {"id": "mai-20260917-0922-baseline|c119-m3|mistral-small|Spacelift", "prompt": "c119-m3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "orchestration and workflow tools that sit on top of core IaC tools"}, {"id": "mai-20260917-0922-baseline|c119-m3|mistral-small|env0", "prompt": "c119-m3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "env0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "orchestration and workflow tools that sit on top of core IaC tools"}, {"id": "mai-20260917-0922-baseline|c119-m3|mistral-small|Scalr", "prompt": "c119-m3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Scalr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "orchestration and workflow tools that sit on top of core IaC tools"}, {"id": "mai-20260917-0922-baseline|c119-m3|mistral-small|Terragrunt", "prompt": "c119-m3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terragrunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "consider OpenTofu, Spacelift, or Terragrunt"}, {"id": "mai-20260917-0922-baseline|c119-m3|moonshot-small|Terraform", "prompt": "c119-m3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Terraform** if you need multi-cloud support and want the industry standard with the largest ecosystem"}, {"id": "mai-20260917-0922-baseline|c119-m3|moonshot-small|Pulumi", "prompt": "c119-m3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Pulumi** if your team prefers using real programming languages over learning a DSL"}, {"id": "mai-20260917-0922-baseline|c119-m3|moonshot-small|Ansible", "prompt": "c119-m3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ansible is primarily a **configuration management** tool, not a provisioning tool like Terraform"}, {"id": "mai-20260917-0922-baseline|c119-m3|moonshot-small|AWS CloudFormation", "prompt": "c119-m3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose CloudFormation** if you're 100% AWS and want native integration"}, {"id": "mai-20260917-0922-baseline|c119-m3|moonshot-small|OpenTofu", "prompt": "c119-m3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose OpenTofu** if you need a truly open-source alternative to Terraform"}, {"id": "mai-20260917-0922-baseline|c119-m3|openai-small|Terraform", "prompt": "c119-m3", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need multi-cloud?** Terraform, OpenTofu, or Pulumi."}, {"id": "mai-20260917-0922-baseline|c119-m3|openai-small|OpenTofu", "prompt": "c119-m3", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Newer ecosystem than Terraform"}, {"id": "mai-20260917-0922-baseline|c119-m3|openai-small|Pulumi", "prompt": "c119-m3", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want to write IaC in Python/TypeScript/Go?** Pulumi."}, {"id": "mai-20260917-0922-baseline|c119-m3|openai-small|AWS CloudFormation", "prompt": "c119-m3", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mostly AWS?** CloudFormation or CDK."}, {"id": "mai-20260917-0922-baseline|c119-m3|openai-small|AWS CDK", "prompt": "c119-m3", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mostly AWS?** CloudFormation or CDK."}, {"id": "mai-20260917-0922-baseline|c119-m3|openai-small|Azure Bicep", "prompt": "c119-m3", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mostly Azure?** Bicep."}, {"id": "mai-20260917-0922-baseline|c119-m3|openai-small|Ansible", "prompt": "c119-m3", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Need to configure servers/apps, not just create them?** Ansible."}, {"id": "mai-20260917-0922-baseline|c119-m3|xai-small|Terraform", "prompt": "c119-m3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Terraform leads (e.g., modules registry)... mature, industry standard"}, {"id": "mai-20260917-0922-baseline|c119-m3|xai-small|OpenTofu", "prompt": "c119-m3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recent trends favor OpenTofu for licensing"}, {"id": "mai-20260917-0922-baseline|c119-m3|xai-small|Pulumi", "prompt": "c119-m3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Multi-cloud? Terraform/Pulumi."}, {"id": "mai-20260917-0922-baseline|c119-m3|xai-small|Ansible", "prompt": "c119-m3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start simple with Ansible."}, {"id": "mai-20260917-0922-baseline|c119-m3|xai-small|AWS CloudFormation", "prompt": "c119-m3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AWS-native environments | Tight AWS integration"}, {"id": "mai-20260917-0922-baseline|c119-m3|xai-small|AWS CDK", "prompt": "c119-m3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AWS-only devs? CDK."}, {"id": "mai-20260917-0922-baseline|c119-m3|xai-small|Crossplane", "prompt": "c119-m3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "K8s-heavy? Crossplane."}, {"id": "mai-20260917-0922-baseline|c119-m3|xai-small|Azure Bicep/ARM", "prompt": "c119-m3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure Bicep/ARM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notables include Azure Bicep/ARM... but they rank lower"}, {"id": "mai-20260917-0922-baseline|c119-m3|xai-small|Google Cloud Deployment Manager", "prompt": "c119-m3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Google Cloud Deployment Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "rank lower in broad multi-cloud use"}, {"id": "mai-20260917-0922-baseline|c119-m3|xai-small|Puppet", "prompt": "c119-m3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Puppet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other notables include ... Puppet, Chef, and SaltStack"}, {"id": "mai-20260917-0922-baseline|c119-m3|xai-small|Chef", "prompt": "c119-m3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Chef", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other notables include ... Puppet, Chef, and SaltStack"}, {"id": "mai-20260917-0922-baseline|c119-m3|xai-small|SaltStack", "prompt": "c119-m3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "SaltStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Other notables include ... Puppet, Chef, and SaltStack"}, {"id": "mai-20260917-0922-baseline|c119-m3|xai-small|Packer", "prompt": "c119-m3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Packer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Tools like Packer (for images) or Terragrunt ... aren't core IaC provisioning engines"}, {"id": "mai-20260917-0922-baseline|c119-m3|xai-small|Terragrunt", "prompt": "c119-m3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terragrunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Terragrunt (Terraform wrapper) complement these but aren't core IaC provisioning engines"}, {"id": "mai-20260917-0922-baseline|c119-m3|zai-small|Terraform", "prompt": "c119-m3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Terraform** | HCL | Multi-cloud | Infrastructure provisioning | Cross-cloud, multi-provider deployments"}, {"id": "mai-20260917-0922-baseline|c119-m3|zai-small|Ansible", "prompt": "c119-m3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focus on configuration management and orchestration"}, {"id": "mai-20260917-0922-baseline|c119-m3|zai-small|Pulumi", "prompt": "c119-m3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Uses real programming languages, not DSLs"}, {"id": "mai-20260917-0922-baseline|c119-m3|zai-small|AWS CloudFormation", "prompt": "c119-m3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AWS-specific, deep integration with AWS services"}, {"id": "mai-20260917-0922-baseline|c119-m3|zai-small|Azure Resource Manager (ARM) Templates", "prompt": "c119-m3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure Resource Manager (ARM) Templates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Azure-specific"}, {"id": "mai-20260917-0922-baseline|c119-m3|zai-small|Kubernetes Helm", "prompt": "c119-m3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Kubernetes Helm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Not a full IaC solution"}, {"id": "mai-20260917-0922-baseline|c119-m3|zai-small|Serverless Framework", "prompt": "c119-m3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Serverless Framework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on serverless applications"}, {"id": "mai-20260917-0922-baseline|c119-m3|zai-small|Cloud Custodian", "prompt": "c119-m3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Cloud Custodian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Policy-as-code for cloud resource management"}, {"id": "mai-20260917-0922-baseline|c119-m4|alibaba-small|OpenTofu", "prompt": "c119-m4", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best infrastructure-as-code (IaC) tool is **OpenTofu** (or **Terraform**), specifically when self-hosted"}, {"id": "mai-20260917-0922-baseline|c119-m4|alibaba-small|Terraform", "prompt": "c119-m4", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best infrastructure-as-code (IaC) tool is **OpenTofu** (or **Terraform**), specifically when self-hosted"}, {"id": "mai-20260917-0922-baseline|c119-m4|alibaba-small|Pulumi", "prompt": "c119-m4", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 2. Best Alternative for Developer Experience: Pulumi"}, {"id": "mai-20260917-0922-baseline|c119-m4|alibaba-small|Ansible", "prompt": "c119-m4", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 3. Best for Simple Configurations: Ansible"}, {"id": "mai-20260917-0922-baseline|c119-m4|anthropic-small|Terraform", "prompt": "c119-m4", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most companies with limited budgets, **Terraform** is typically the best choice because it's free, platform-agnostic"}, {"id": "mai-20260917-0922-baseline|c119-m4|anthropic-small|CloudFormation", "prompt": "c119-m4", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're AWS-only, **CloudFormation** is a solid free alternative"}, {"id": "mai-20260917-0922-baseline|c119-m4|anthropic-small|Ansible", "prompt": "c119-m4", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Ansible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A free, agentless automation tool that's good for configuration management and infrastructure provisioning."}, {"id": "mai-20260917-0922-baseline|c119-m4|anthropic-small|Pulumi", "prompt": "c119-m4", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a free tier and uses familiar programming languages"}, {"id": "mai-20260917-0922-baseline|c119-m4|challenger-small|OpenTofu", "prompt": "c119-m4", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose OpenTofu for the lowest-cost path"}, {"id": "mai-20260917-0922-baseline|c119-m4|challenger-small|Terraform", "prompt": "c119-m4", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Terraform remains a very strong alternative because it is widely ranked highly, has a free tier"}, {"id": "mai-20260917-0922-baseline|c119-m4|challenger-small|AWS CloudFormation", "prompt": "c119-m4", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS-only environment** | **AWS CloudFormation**"}, {"id": "mai-20260917-0922-baseline|c119-m4|challenger-small|Ansible", "prompt": "c119-m4", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Configuration management rather than provisioning** | **Ansible**"}, {"id": "mai-20260917-0922-baseline|c119-m4|deepseek-small|OpenTofu", "prompt": "c119-m4", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the clear **best choice is [OpenTofu](https://opentofu.org/)**"}, {"id": "mai-20260917-0922-baseline|c119-m4|deepseek-small|GitHub Actions", "prompt": "c119-m4", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OpenTofu** (engine) + **GitHub Actions** (CI/CD runner) + **encrypted S3 bucket**"}, {"id": "mai-20260917-0922-baseline|c119-m4|deepseek-small|Terraform", "prompt": "c119-m4", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Terraform's hidden costs**: While the CLI is free, the managed **HCP Terraform** service bills per resource"}, {"id": "mai-20260917-0922-baseline|c119-m4|deepseek-small|Pulumi", "prompt": "c119-m4", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Pulumi's free tier is limited**: The free Individual tier supports only 1 user, making it impractical for teams without paying."}, {"id": "mai-20260917-0922-baseline|c119-m4|deepseek-small|Ansible", "prompt": "c119-m4", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Ansible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Better for configuration management than provisioning"}, {"id": "mai-20260917-0922-baseline|c119-m4|google-small|OpenTofu", "prompt": "c119-m4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **maximum flexibility and future-proofing** without paying a dime, choose **OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-m4|google-small|Terraform", "prompt": "c119-m4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "created after HashiCorp transitioned Terraform to a restrictive Business Source License (BSL)"}, {"id": "mai-20260917-0922-baseline|c119-m4|google-small|Terraform Cloud", "prompt": "c119-m4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "To avoid paying for expensive SaaS management platforms (like Terraform Cloud or Spacelift), **self-manage your state files**"}, {"id": "mai-20260917-0922-baseline|c119-m4|google-small|Spacelift", "prompt": "c119-m4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Spacelift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "To avoid paying for expensive SaaS management platforms (like Terraform Cloud or Spacelift)"}, {"id": "mai-20260917-0922-baseline|c119-m4|google-small|AWS CDK", "prompt": "c119-m4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If on AWS:** Use **AWS CDK (Cloud Development Kit)**"}, {"id": "mai-20260917-0922-baseline|c119-m4|google-small|Azure Bicep", "prompt": "c119-m4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If on Azure:** Use **Azure Bicep**. It is infinitely cleaner and easier to write than legacy ARM templates."}, {"id": "mai-20260917-0922-baseline|c119-m4|google-small|ARM templates", "prompt": "c119-m4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "ARM templates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "easier to write than legacy ARM templates"}, {"id": "mai-20260917-0922-baseline|c119-m4|google-small|Pulumi", "prompt": "c119-m4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you have a small software engineering team but no dedicated platform team, **Pulumi** is an excellent choice."}, {"id": "mai-20260917-0922-baseline|c119-m4|google-small|Ansible", "prompt": "c119-m4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If your budget is spent mostly on managing virtual machines... **Ansible** is the ultimate cost-saver."}, {"id": "mai-20260917-0922-baseline|c119-m4|meta-small|Terraform", "prompt": "c119-m4", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best infrastructure-as-code tool for a company with a limited budget is likely to be Terraform or OpenTofu"}, {"id": "mai-20260917-0922-baseline|c119-m4|meta-small|OpenTofu", "prompt": "c119-m4", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "likely to be Terraform or OpenTofu, as they are widely known and have a large provider registry"}, {"id": "mai-20260917-0922-baseline|c119-m4|meta-small|Pulumi", "prompt": "c119-m4", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Pulumi and Crossplane, which provide non-HCL alternatives."}, {"id": "mai-20260917-0922-baseline|c119-m4|meta-small|Crossplane", "prompt": "c119-m4", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Pulumi and Crossplane, which provide non-HCL alternatives."}, {"id": "mai-20260917-0922-baseline|c119-m4|minimax-small|OpenTofu", "prompt": "c119-m4", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OpenTofu** is currently the best infrastructure-as-code (IaC) choice"}, {"id": "mai-20260917-0922-baseline|c119-m4|minimax-small|Terraform", "prompt": "c119-m4", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Terraform CLI | Free (with limits) | Single-user local execution"}, {"id": "mai-20260917-0922-baseline|c119-m4|minimax-small|Pulumi", "prompt": "c119-m4", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pulumi | Free tier available | Teams familiar with Python/TypeScript/Go"}, {"id": "mai-20260917-0922-baseline|c119-m4|minimax-small|CloudFormation", "prompt": "c119-m4", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CloudFormation | Free (for AWS resources) | AWS-only deployments"}, {"id": "mai-20260917-0922-baseline|c119-m4|minimax-small|ARM Templates", "prompt": "c119-m4", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "ARM Templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ARM Templates | Free (for Azure resources) | Azure-only deployments"}, {"id": "mai-20260917-0922-baseline|c119-m4|minimax-small|Terraform Cloud", "prompt": "c119-m4", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Terraform Cloud's free tier is limited to 500 resources, then charges apply ($0.10+/resource/month)"}, {"id": "mai-20260917-0922-baseline|c119-m4|mistral-small|OpenTofu", "prompt": "c119-m4", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best infrastructure-as-code (IaC) tool is **OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-m4|mistral-small|Terraform", "prompt": "c119-m4", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "has a free version (Terraform Open Source), but recent licensing changes may affect larger enterprises"}, {"id": "mai-20260917-0922-baseline|c119-m4|mistral-small|Pulumi", "prompt": "c119-m4", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a free tier and supports multiple programming languages"}, {"id": "mai-20260917-0922-baseline|c119-m4|mistral-small|Crossplane", "prompt": "c119-m4", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another open-source option, best if you are already in the Kubernetes ecosystem."}, {"id": "mai-20260917-0922-baseline|c119-m4|moonshot-small|OpenTofu", "prompt": "c119-m4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: OpenTofu"}, {"id": "mai-20260917-0922-baseline|c119-m4|moonshot-small|Terraform", "prompt": "c119-m4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "No licensing restrictions unlike Terraform (which moved to Business Source License)"}, {"id": "mai-20260917-0922-baseline|c119-m4|moonshot-small|Pulumi (Open Source Edition)", "prompt": "c119-m4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi (Open Source Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Pulumi if your team prefers real programming languages over HCL."}, {"id": "mai-20260917-0922-baseline|c119-m4|moonshot-small|AWS CDK", "prompt": "c119-m4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS CDK: Free and open source, integrates deeply with AWS"}, {"id": "mai-20260917-0922-baseline|c119-m4|moonshot-small|Azure Bicep", "prompt": "c119-m4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure Bicep: Free, native Azure integration"}, {"id": "mai-20260917-0922-baseline|c119-m4|moonshot-small|Ansible", "prompt": "c119-m4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free open source (`ansible-core`)"}, {"id": "mai-20260917-0922-baseline|c119-m4|openai-small|Terraform/OpenTofu", "prompt": "c119-m4", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform/OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Terraform/OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-m4|openai-small|OpenTofu", "prompt": "c119-m4", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "1. Start with **OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-m4|openai-small|Terraform", "prompt": "c119-m4", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want the most established ecosystem and don't mind the vendor's current licensing model"}, {"id": "mai-20260917-0922-baseline|c119-m4|openai-small|Pulumi", "prompt": "c119-m4", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it can be more complex and less budget-friendly operationally"}, {"id": "mai-20260917-0922-baseline|c119-m4|openai-small|AWS CloudFormation", "prompt": "c119-m4", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "free, but best only if you're committed to one cloud"}, {"id": "mai-20260917-0922-baseline|c119-m4|openai-small|Azure Bicep", "prompt": "c119-m4", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "free, but best only if you're committed to one cloud"}, {"id": "mai-20260917-0922-baseline|c119-m4|openai-small|Google Cloud Deployment Manager", "prompt": "c119-m4", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Google Cloud Deployment Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "free, but best only if you're committed to one cloud"}, {"id": "mai-20260917-0922-baseline|c119-m4|xai-small|OpenTofu", "prompt": "c119-m4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best infrastructure-as-code (IaC) tool is OpenTofu (a fully open-source fork of Terraform)"}, {"id": "mai-20260917-0922-baseline|c119-m4|xai-small|Terraform", "prompt": "c119-m4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "unlike HashiCorp's Terraform (which shifted to a restrictive BSL license and charges $0.10+ per resource/month"}, {"id": "mai-20260917-0922-baseline|c119-m4|xai-small|Terragrunt", "prompt": "c119-m4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terragrunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tools like Terragrunt (also free) add DRY principles for larger setups."}, {"id": "mai-20260917-0922-baseline|c119-m4|xai-small|AWS CloudFormation", "prompt": "c119-m4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS-focused**: CloudFormation/CDK."}, {"id": "mai-20260917-0922-baseline|c119-m4|xai-small|AWS CDK", "prompt": "c119-m4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "real languages like TypeScript/Python (CDK)"}, {"id": "mai-20260917-0922-baseline|c119-m4|xai-small|Pulumi", "prompt": "c119-m4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free Individual tier (unlimited stacks/resources for 1 user); uses JS/TS/Python/Go. | Team tier starts at ~$40-50/mo"}, {"id": "mai-20260917-0922-baseline|c119-m4|xai-small|Ansible", "prompt": "c119-m4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fully free/open-source, agentless YAML; great for hybrid/on-prem. | Not full provisioning"}, {"id": "mai-20260917-0922-baseline|c119-m4|xai-small|Azure Bicep", "prompt": "c119-m4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Azure-only | Free/open-source. | Azure-locked."}, {"id": "mai-20260917-0922-baseline|c119-m4|xai-small|ARM", "prompt": "c119-m4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "ARM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Azure Bicep** or **ARM** | Azure-only"}, {"id": "mai-20260917-0922-baseline|c119-m4|zai-small|OpenTofu", "prompt": "c119-m4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a company on a tight budget, the best IaC tool is **OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-m4|zai-small|Terraform", "prompt": "c119-m4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already Terraform-heavy: Stick with Terraform (self-hosted) and avoid HCP Terraform's resource-metered tier."}, {"id": "mai-20260917-0922-baseline|c119-m4|zai-small|Ansible", "prompt": "c119-m4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ansible is free and agentless, but it doesn't provision infrastructure."}, {"id": "mai-20260917-0922-baseline|c119-m4|zai-small|AWS CloudFormation", "prompt": "c119-m4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CloudFormation is free, but you lose multi-cloud flexibility."}, {"id": "mai-20260917-0922-baseline|c119-m4|zai-small|Pulumi", "prompt": "c119-m4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Team tier is paid (~$40–$150+/user/month); higher learning curve for ops teams not comfortable with programming."}, {"id": "mai-20260917-0922-baseline|c119-m5|alibaba-small|OPA (Open Policy Agent)", "prompt": "c119-m5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OPA (Open Policy Agent)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for integrations with **OPA (Open Policy Agent)** or built-in policy engines (like Sentinel for Terraform)."}, {"id": "mai-20260917-0922-baseline|c119-m5|alibaba-small|Pulumi", "prompt": "c119-m5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulumi:** Gaining massive traction for its programming-language flexibility (great for developer experience)."}, {"id": "mai-20260917-0922-baseline|c119-m5|alibaba-small|HashiCorp Terraform", "prompt": "c119-m5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "HashiCorp Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**HashiCorp Terraform:** The market standard. Huge ecosystem, but can be costly and requires heavy administrative overhead."}, {"id": "mai-20260917-0922-baseline|c119-m5|alibaba-small|Crossplane", "prompt": "c119-m5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Crossplane:** Ideal if you are heavily focused on Kubernetes"}, {"id": "mai-20260917-0922-baseline|c119-m5|alibaba-small|AWS CDK", "prompt": "c119-m5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent if you are heavily locked into one cloud provider and want tight native integration."}, {"id": "mai-20260917-0922-baseline|c119-m5|alibaba-small|Azure Bicep", "prompt": "c119-m5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent if you are heavily locked into one cloud provider and want tight native integration."}, {"id": "mai-20260917-0922-baseline|c119-m5|anthropic-small|Terraform", "prompt": "c119-m5", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Evaluate 2-3 leading options (Terraform, Pulumi, CloudFormation, etc.)"}, {"id": "mai-20260917-0922-baseline|c119-m5|anthropic-small|Pulumi", "prompt": "c119-m5", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Evaluate 2-3 leading options (Terraform, Pulumi, CloudFormation, etc.)"}, {"id": "mai-20260917-0922-baseline|c119-m5|anthropic-small|CloudFormation", "prompt": "c119-m5", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Evaluate 2-3 leading options (Terraform, Pulumi, CloudFormation, etc.)"}, {"id": "mai-20260917-0922-baseline|c119-m5|deepseek-small|Terraform/OpenTofu", "prompt": "c119-m5", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform/OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if multi-cloud and hiring-friendly → **Terraform (or OpenTofu) with HCP Terraform/Enterprise** or **Pulumi**"}, {"id": "mai-20260917-0922-baseline|c119-m5|deepseek-small|Pulumi", "prompt": "c119-m5", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "both Terraform/OpenTofu and Pulumi are enterprise-proven for companies your size"}, {"id": "mai-20260917-0922-baseline|c119-m5|deepseek-small|CloudFormation/CDK", "prompt": "c119-m5", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "CloudFormation/CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "only makes sense if you're deeply AWS-only and want native governance"}, {"id": "mai-20260917-0922-baseline|c119-m5|deepseek-small|Ansible", "prompt": "c119-m5", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Ansible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Configuration management tool ... Ansible, Chef, Puppet"}, {"id": "mai-20260917-0922-baseline|c119-m5|deepseek-small|Chef", "prompt": "c119-m5", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Chef", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ansible, Chef, Puppet"}, {"id": "mai-20260917-0922-baseline|c119-m5|deepseek-small|Puppet", "prompt": "c119-m5", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Puppet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ansible, Chef, Puppet"}, {"id": "mai-20260917-0922-baseline|c119-m5|deepseek-small|HCP Terraform", "prompt": "c119-m5", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "HCP Terraform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Terraform (or OpenTofu) with HCP Terraform/Enterprise"}, {"id": "mai-20260917-0922-baseline|c119-m5|google-small|OpenTofu", "prompt": "c119-m5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OpenTofu** | Seamless migration from old Terraform, open-source MPL 2.0 license, and fast-paced community innovation."}, {"id": "mai-20260917-0922-baseline|c119-m5|google-small|Terraform", "prompt": "c119-m5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Terraform** | Best integrated into the enterprise HashiCorp/IBM cloud automation portfolio."}, {"id": "mai-20260917-0922-baseline|c119-m5|google-small|Pulumi", "prompt": "c119-m5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Pulumi** | Strong multi-language support, excellent secrets engine, and great developer UX."}, {"id": "mai-20260917-0922-baseline|c119-m5|google-small|AWS CDK", "prompt": "c119-m5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CDK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**The Programming Language Route (Pulumi, AWS CDK):**"}, {"id": "mai-20260917-0922-baseline|c119-m5|google-small|HCP Terraform", "prompt": "c119-m5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "HCP Terraform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you choose **Terraform**, you will likely evaluate **HCP Terraform** (formerly Terraform Cloud)."}, {"id": "mai-20260917-0922-baseline|c119-m5|google-small|Spacelift", "prompt": "c119-m5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Spacelift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "you will evaluate alternative platforms like **Spacelift, env0, or Scalr**"}, {"id": "mai-20260917-0922-baseline|c119-m5|google-small|env0", "prompt": "c119-m5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "env0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "alternative platforms like **Spacelift, env0, or Scalr**"}, {"id": "mai-20260917-0922-baseline|c119-m5|google-small|Scalr", "prompt": "c119-m5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Scalr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "alternative platforms like **Spacelift, env0, or Scalr**"}, {"id": "mai-20260917-0922-baseline|c119-m5|google-small|Pulumi Cloud", "prompt": "c119-m5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you choose **Pulumi**, you will evaluate **Pulumi Cloud**."}, {"id": "mai-20260917-0922-baseline|c119-m5|google-small|Crossplane", "prompt": "c119-m5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Crossplane** | Moves away from state files and coordinates infrastructure natively via K8s controllers."}, {"id": "mai-20260917-0922-baseline|c119-m5|minimax-small|Terraform", "prompt": "c119-m5", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Terraform** – Most mature, largest ecosystem, strong multi-cloud"}, {"id": "mai-20260917-0922-baseline|c119-m5|minimax-small|Pulumi", "prompt": "c119-m5", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Pulumi** – Developer-friendly, real languages"}, {"id": "mai-20260917-0922-baseline|c119-m5|minimax-small|AWS CDK", "prompt": "c119-m5", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CDK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**AWS CDK** – If heavily AWS-focused"}, {"id": "mai-20260917-0922-baseline|c119-m5|minimax-small|Ansible/Puppet", "prompt": "c119-m5", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Ansible/Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Ansible/Puppet** – More config management than provisioning"}, {"id": "mai-20260917-0922-baseline|c119-m5|mistral-small|Terraform", "prompt": "c119-m5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Terraform** | Declarative | HCL | Mature, large provider ecosystem, strong enterprise features | HCL can be limiting, state management complexity |"}, {"id": "mai-20260917-0922-baseline|c119-m5|mistral-small|Pulumi", "prompt": "c119-m5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Pulumi** | Imperative | Python, JavaScript, Go, .NET | Full programming languages, better for complex logic | Smaller ecosystem, newer tool |"}, {"id": "mai-20260917-0922-baseline|c119-m5|mistral-small|AWS CDK", "prompt": "c119-m5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CDK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **AWS CDK** | Imperative | ... Deep AWS integration, familiar languages | AWS-only, less multi-cloud |"}, {"id": "mai-20260917-0922-baseline|c119-m5|mistral-small|Crossplane", "prompt": "c119-m5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Crossplane** | Declarative | YAML | Kubernetes-native, cloud-agnostic | Steeper learning curve, younger ecosystem |"}, {"id": "mai-20260917-0922-baseline|c119-m5|mistral-small|Azure Bicep", "prompt": "c119-m5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Azure Bicep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Azure Bicep** | Declarative | DSL | Azure-focused, simpler than ARM | Azure-only |"}, {"id": "mai-20260917-0922-baseline|c119-m5|mistral-small|Google Deployment Manager", "prompt": "c119-m5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Google Deployment Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Google Deployment Manager** | Declarative | YAML | GCP-focused | Limited to GCP |"}, {"id": "mai-20260917-0922-baseline|c119-m5|moonshot-small|Pulumi", "prompt": "c119-m5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your developers are already writing TypeScript/Python, **Pulumi or AWS CDK** can flatten the learning curve significantly."}, {"id": "mai-20260917-0922-baseline|c119-m5|moonshot-small|AWS CDK", "prompt": "c119-m5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CDK", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Developer experience / app teams write infra** | **Pulumi** or **AWS CDK**"}, {"id": "mai-20260917-0922-baseline|c119-m5|moonshot-small|Terraform", "prompt": "c119-m5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you have dedicated Ops/Platform engineers, **Terraform/OpenTofu** is the safest default due to ecosystem size."}, {"id": "mai-20260917-0922-baseline|c119-m5|moonshot-small|OpenTofu", "prompt": "c119-m5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Terraform** (or OpenTofu if you want to avoid BSL)"}, {"id": "mai-20260917-0922-baseline|c119-m5|moonshot-small|CloudFormation", "prompt": "c119-m5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AWS-only, zero state management** | **CloudFormation** or **CDK**"}, {"id": "mai-20260917-0922-baseline|c119-m5|moonshot-small|ARM/Bicep", "prompt": "c119-m5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "ARM/Bicep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**AWS-only (or Azure-only):** CloudFormation/CDK or ARM/Bicep are viable and eliminate state headaches."}, {"id": "mai-20260917-0922-baseline|c119-m5|moonshot-small|Crossplane", "prompt": "c119-m5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Crossplane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Crossplane:** Open source (CNCF), but requires more Kubernetes expertise."}, {"id": "mai-20260917-0922-baseline|c119-m5|moonshot-small|Infracost", "prompt": "c119-m5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Infracost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tools like Infracost integrate with Terraform."}, {"id": "mai-20260917-0922-baseline|c119-m5|moonshot-small|CDKTF", "prompt": "c119-m5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "CDKTF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Niche tools (e.g., CDKTF, Crossplane):** Cool tech, but harder to hire for."}, {"id": "mai-20260917-0922-baseline|c119-m5|openai-small|Terraform", "prompt": "c119-m5", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare specific tools like **Terraform, Pulumi, CloudFormation, Crossplane, or OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-m5|openai-small|Pulumi", "prompt": "c119-m5", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare specific tools like **Terraform, Pulumi, CloudFormation, Crossplane, or OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-m5|openai-small|CloudFormation", "prompt": "c119-m5", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare specific tools like **Terraform, Pulumi, CloudFormation, Crossplane, or OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-m5|openai-small|Crossplane", "prompt": "c119-m5", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare specific tools like **Terraform, Pulumi, CloudFormation, Crossplane, or OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-m5|openai-small|OpenTofu", "prompt": "c119-m5", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare specific tools like **Terraform, Pulumi, CloudFormation, Crossplane, or OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-m5|xai-small|Terraform", "prompt": "c119-m5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Terraform/OpenTofu** | Multi-cloud king, huge ecosystem, mature enterprise | HCL learning curve | Multi-cloud, ops teams"}, {"id": "mai-20260917-0922-baseline|c119-m5|xai-small|Pulumi", "prompt": "c119-m5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulumi** | Real languages, testing, Terraform compat | Younger ecosystem | Dev teams, complex logic"}, {"id": "mai-20260917-0922-baseline|c119-m5|xai-small|Ansible", "prompt": "c119-m5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ansible** | Agentless config mgmt, simple YAML | Less provisioning focus"}, {"id": "mai-20260917-0922-baseline|c119-m5|xai-small|CloudFormation", "prompt": "c119-m5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**CloudFormation/AWS CDK** | Native AWS, free | Single-cloud | AWS-only shops"}, {"id": "mai-20260917-0922-baseline|c119-m5|xai-small|Crossplane", "prompt": "c119-m5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Native K8s support or plugins (e.g., via Crossplane)"}, {"id": "mai-20260917-0922-baseline|c119-m5|xai-small|OpenTofu", "prompt": "c119-m5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Terraform's OpenTofu fork for licensing concerns"}, {"id": "mai-20260917-0922-baseline|c119-m5|xai-small|Packer", "prompt": "c119-m5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Packer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Packer/others** | Immutable images | Not full IaC | Add-on for builds"}, {"id": "mai-20260917-0922-baseline|c119-m5|zai-small|Terraform", "prompt": "c119-m5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Terraform, Pulumi, and CloudFormation/CDK based on your cloud strategy."}, {"id": "mai-20260917-0922-baseline|c119-m5|zai-small|Pulumi", "prompt": "c119-m5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Terraform, Pulumi, and CloudFormation/CDK based on your cloud strategy."}, {"id": "mai-20260917-0922-baseline|c119-m5|zai-small|AWS CloudFormation", "prompt": "c119-m5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS\\u2011only shops needing native integration"}, {"id": "mai-20260917-0922-baseline|c119-m5|zai-small|AWS CDK", "prompt": "c119-m5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with Terraform, Pulumi, and CloudFormation/CDK based on your cloud strategy."}, {"id": "mai-20260917-0922-baseline|c119-m5|zai-small|OpenTofu", "prompt": "c119-m5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For open\\u2011source flexibility, consider OpenTofu."}, {"id": "mai-20260917-0922-baseline|c119-m5|zai-small|Azure Bicep", "prompt": "c119-m5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For Azure\\u2011only or GCP\\u2011only shops, evaluate Bicep or Infrastructure Manager."}, {"id": "mai-20260917-0922-baseline|c119-m5|zai-small|Google Cloud Infrastructure Manager", "prompt": "c119-m5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Google Cloud Infrastructure Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For Azure\\u2011only or GCP\\u2011only shops, evaluate Bicep or Infrastructure Manager."}, {"id": "mai-20260917-0922-baseline|c119-m6|alibaba-small|Terraform", "prompt": "c119-m6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "HashiCorp changed Terraform’s license from the open-source MPL 2.0 to the restrictive Business Source License (BSL)... raises long-term concerns about price hikes"}, {"id": "mai-20260917-0922-baseline|c119-m6|alibaba-small|OpenTofu", "prompt": "c119-m6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you require strict open-source guarantees (OSI-approved), consider **OpenTofu**, which is an established community-led fork of Terraform under the MPL 2.0 license."}, {"id": "mai-20260917-0922-baseline|c119-m6|alibaba-small|Puppet", "prompt": "c119-m6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Puppet recently moved its core engine to a source-available license... may affect community contributions and trust"}, {"id": "mai-20260917-0922-baseline|c119-m6|alibaba-small|Chef", "prompt": "c119-m6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "starting a new project with these tools makes you vulnerable to talent shortages and longer onboarding times"}, {"id": "mai-20260917-0922-baseline|c119-m6|alibaba-small|Red Hat Ansible", "prompt": "c119-m6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Red Hat Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For almost all new projects, **Red Hat Ansible** is the default recommendation because it is agentless and uses standard YAML."}, {"id": "mai-20260917-0922-baseline|c119-m6|alibaba-small|AWS CloudFormation / CDK", "prompt": "c119-m6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation / CDK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These tools are tightly coupled to their respective providers... high risk of \"Vendor Lock-in.\""}, {"id": "mai-20260917-0922-baseline|c119-m6|alibaba-small|Azure Bicep / ARM", "prompt": "c119-m6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure Bicep / ARM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "These tools are tightly coupled to their respective providers."}, {"id": "mai-20260917-0922-baseline|c119-m6|alibaba-small|Google Cloud Deployment Manager", "prompt": "c119-m6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Google Cloud Deployment Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "These tools are tightly coupled to their respective providers."}, {"id": "mai-20260917-0922-baseline|c119-m6|alibaba-small|Pulumi", "prompt": "c119-m6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "stick to vendor-neutral tools like **Terraform**, **OpenTofu**, or **Pulumi**"}, {"id": "mai-20260917-0922-baseline|c119-m6|alibaba-small|ArgoCD", "prompt": "c119-m6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "ArgoCD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mixing **Terraform** for provisioning, **Ansible** for configuration, **Dockerfiles** for images, and **ArgoCD** for deployment creates a fragmented, hard-to-maintain mess."}, {"id": "mai-20260917-0922-baseline|c119-m6|anthropic-small|Terraform", "prompt": "c119-m6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Terraform's 2023 licensing change to BUSL-1.1 (no longer open source) and inherent limitations with domain-specific languages create challenges"}, {"id": "mai-20260917-0922-baseline|c119-m6|anthropic-small|OpenTofu", "prompt": "c119-m6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OpenTofu forked and landed at the Linux Foundation\n, providing an open-source alternative"}, {"id": "mai-20260917-0922-baseline|c119-m6|anthropic-small|Chef", "prompt": "c119-m6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Chef's Infra Server hits end-of-life in November 2026"}, {"id": "mai-20260917-0922-baseline|c119-m6|anthropic-small|Puppet", "prompt": "c119-m6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Puppet's community forked to OpenVox after Perforce restricted binary access"}, {"id": "mai-20260917-0922-baseline|c119-m6|anthropic-small|OpenVox", "prompt": "c119-m6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenVox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Puppet's community forked to OpenVox"}, {"id": "mai-20260917-0922-baseline|c119-m6|anthropic-small|Azure ARM Templates", "prompt": "c119-m6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure ARM Templates", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "If you are looking for a tool for on-premises environments or multiple cloud providers, this isn't it"}, {"id": "mai-20260917-0922-baseline|c119-m6|anthropic-small|tfsec", "prompt": "c119-m6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "tfsec", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "there's no reason to start a new pipeline on tfsec in 2026"}, {"id": "mai-20260917-0922-baseline|c119-m6|challenger-small|Bicep/ARM", "prompt": "c119-m6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Bicep/ARM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Azure-native tools like **Bicep/ARM** are best for Azure ... using a tool outside its natural fit can add complexity and operational risk"}, {"id": "mai-20260917-0922-baseline|c119-m6|challenger-small|CloudFormation", "prompt": "c119-m6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CloudFormation** is best for AWS"}, {"id": "mai-20260917-0922-baseline|c119-m6|challenger-small|Chef", "prompt": "c119-m6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Chef** and **Puppet** are described as declining/legacy in recent tool roundups"}, {"id": "mai-20260917-0922-baseline|c119-m6|challenger-small|Puppet", "prompt": "c119-m6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Chef** and **Puppet** are described as declining/legacy in recent tool roundups"}, {"id": "mai-20260917-0922-baseline|c119-m6|challenger-small|Salt", "prompt": "c119-m6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Salt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Salt** appears in security-risk discussions and has had vulnerabilities that require prompt patching"}, {"id": "mai-20260917-0922-baseline|c119-m6|challenger-small|Terraform/OpenTofu", "prompt": "c119-m6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform/OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "prefer Terraform/OpenTofu, CloudFormation, Bicep/ARM, or Pulumi when they match your stack"}, {"id": "mai-20260917-0922-baseline|c119-m6|challenger-small|Pulumi", "prompt": "c119-m6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "prefer Terraform/OpenTofu, CloudFormation, Bicep/ARM, or Pulumi when they match your stack"}, {"id": "mai-20260917-0922-baseline|c119-m6|deepseek-small|Chef (Infra Server)", "prompt": "c119-m6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef (Infra Server)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid for new projects: Chef, Puppet, SaltStack (commercial), CDKTF."}, {"id": "mai-20260917-0922-baseline|c119-m6|deepseek-small|Puppet", "prompt": "c119-m6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Puppet (traditional) — Community Fork, Declining Ecosystem"}, {"id": "mai-20260917-0922-baseline|c119-m6|deepseek-small|OpenVox", "prompt": "c119-m6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenVox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Puppet's community forked to **OpenVox** after Perforce restricted binary access."}, {"id": "mai-20260917-0922-baseline|c119-m6|deepseek-small|SaltStack", "prompt": "c119-m6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "SaltStack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why avoid: No long-term vendor commitment."}, {"id": "mai-20260917-0922-baseline|c119-m6|deepseek-small|Terraform", "prompt": "c119-m6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious if you're a vendor/MSP: Terraform (BSL license) — consider OpenTofu."}, {"id": "mai-20260917-0922-baseline|c119-m6|deepseek-small|OpenTofu", "prompt": "c119-m6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Safest current bets for new projects: **OpenTofu** (open-source Terraform alternative)"}, {"id": "mai-20260917-0922-baseline|c119-m6|deepseek-small|AWS CloudFormation", "prompt": "c119-m6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "CloudFormation — it's a lock-in trap."}, {"id": "mai-20260917-0922-baseline|c119-m6|deepseek-small|Pulumi", "prompt": "c119-m6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Pulumi** (real programming languages, Apache 2.0)"}, {"id": "mai-20260917-0922-baseline|c119-m6|deepseek-small|AWS CDK", "prompt": "c119-m6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "The **AWS CDK** (which wraps CloudFormation) is a much better experience than raw CloudFormation."}, {"id": "mai-20260917-0922-baseline|c119-m6|deepseek-small|Cloud Development Kit for Terraform (CDKTF)", "prompt": "c119-m6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Cloud Development Kit for Terraform (CDKTF)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "HashiCorp **deprecated CDKTF in December 2025**"}, {"id": "mai-20260917-0922-baseline|c119-m6|deepseek-small|Google Cloud Deployment Manager", "prompt": "c119-m6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Google Cloud Deployment Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "minimal community momentum and tooling compared to its competitors"}, {"id": "mai-20260917-0922-baseline|c119-m6|deepseek-small|Ansible", "prompt": "c119-m6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "or **Ansible** for configuration management"}, {"id": "mai-20260917-0922-baseline|c119-m6|google-small|CDK for Terraform (CDKTF)", "prompt": "c119-m6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "CDK for Terraform (CDKTF)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid for new projects.**"}, {"id": "mai-20260917-0922-baseline|c119-m6|google-small|Pulumi", "prompt": "c119-m6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pulumi** has emerged as the industry standard"}, {"id": "mai-20260917-0922-baseline|c119-m6|google-small|Terraform (HCL)", "prompt": "c119-m6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform (HCL)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Proceed with legal/strategic caution.**"}, {"id": "mai-20260917-0922-baseline|c119-m6|google-small|OpenTofu", "prompt": "c119-m6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "look to **OpenTofu**. OpenTofu is a fully compatible, Linux Foundation-governed fork of Terraform"}, {"id": "mai-20260917-0922-baseline|c119-m6|google-small|Chef", "prompt": "c119-m6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid for infrastructure provisioning.**"}, {"id": "mai-20260917-0922-baseline|c119-m6|google-small|Puppet", "prompt": "c119-m6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid for infrastructure provisioning.**"}, {"id": "mai-20260917-0922-baseline|c119-m6|google-small|SaltStack", "prompt": "c119-m6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "SaltStack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid for infrastructure provisioning.**"}, {"id": "mai-20260917-0922-baseline|c119-m6|google-small|Ansible", "prompt": "c119-m6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "use a lightweight, agentless tool like **Ansible**"}, {"id": "mai-20260917-0922-baseline|c119-m6|google-small|AWS CloudFormation", "prompt": "c119-m6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Be cautious / Avoid writing by hand.**"}, {"id": "mai-20260917-0922-baseline|c119-m6|google-small|Azure Resource Manager (ARM)", "prompt": "c119-m6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure Resource Manager (ARM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Writing raw CloudFormation or ARM templates by hand is notoriously painful."}, {"id": "mai-20260917-0922-baseline|c119-m6|google-small|AWS Cloud Development Kit (AWS CDK)", "prompt": "c119-m6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS Cloud Development Kit (AWS CDK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "On AWS, use the **AWS Cloud Development Kit (AWS CDK)**."}, {"id": "mai-20260917-0922-baseline|c119-m6|google-small|Bicep", "prompt": "c119-m6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "On Azure, use **Bicep** (a much cleaner, human-readable DSL that compiles into ARM templates)."}, {"id": "mai-20260917-0922-baseline|c119-m6|meta-small|Terraform", "prompt": "c119-m6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "if you need multi-cloud flexibility, use Terraform"}, {"id": "mai-20260917-0922-baseline|c119-m6|meta-small|AWS CloudFormation", "prompt": "c119-m6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're working with AWS, consider AWS CloudFormation"}, {"id": "mai-20260917-0922-baseline|c119-m6|meta-small|Azure Bicep", "prompt": "c119-m6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Azure environments, opt for Azure Bicep or ARM templates."}, {"id": "mai-20260917-0922-baseline|c119-m6|meta-small|ARM templates", "prompt": "c119-m6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "ARM templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "opt for Azure Bicep or ARM templates"}, {"id": "mai-20260917-0922-baseline|c119-m6|meta-small|Pulumi", "prompt": "c119-m6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pulumi lists the top 10 most used infrastructure-as-code tools in 2026, including Pulumi"}, {"id": "mai-20260917-0922-baseline|c119-m6|meta-small|AWS CDK", "prompt": "c119-m6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CDK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including Pulumi, Terraform, AWS CDK"}, {"id": "mai-20260917-0922-baseline|c119-m6|meta-small|Google Cloud Infrastructure Manager", "prompt": "c119-m6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Google Cloud Infrastructure Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Google Cloud Infrastructure Manager, Kubernetes YAML, and Crossplane"}, {"id": "mai-20260917-0922-baseline|c119-m6|meta-small|Kubernetes YAML", "prompt": "c119-m6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Kubernetes YAML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kubernetes YAML, and Crossplane"}, {"id": "mai-20260917-0922-baseline|c119-m6|meta-small|Crossplane", "prompt": "c119-m6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Kubernetes YAML, and Crossplane"}, {"id": "mai-20260917-0922-baseline|c119-m6|meta-small|Open Policy Agent", "prompt": "c119-m6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Open Policy Agent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "not utilizing tools like Open Policy Agent for Policy as Code"}, {"id": "mai-20260917-0922-baseline|c119-m6|minimax-small|Terraform", "prompt": "c119-m6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Terraform** | State file management complexity, provider versioning issues"}, {"id": "mai-20260917-0922-baseline|c119-m6|minimax-small|CloudFormation", "prompt": "c119-m6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**CloudFormation** | AWS-only lock-in, verbose templates, limited debugging"}, {"id": "mai-20260917-0922-baseline|c119-m6|minimax-small|Azure ARM/Bicep", "prompt": "c119-m6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure ARM/Bicep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Azure ARM/Bicep** | Microsoft ecosystem lock-in, learning curve"}, {"id": "mai-20260917-0922-baseline|c119-m6|minimax-small|Ansible", "prompt": "c119-m6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Ansible** | Agent-based (can be seen as less \"infrastructure-as-code\" than others), scalability concerns"}, {"id": "mai-20260917-0922-baseline|c119-m6|minimax-small|Chef/Puppet", "prompt": "c119-m6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef/Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Chef/Puppet** | steeper learning curve, more complex for simple use cases"}, {"id": "mai-20260917-0922-baseline|c119-m6|mistral-small|AWS CloudFormation", "prompt": "c119-m6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "tools like AWS CloudFormation or Azure Bicep are excellent for their native environments, using a tool that is too narrowly focused may limit your flexibility"}, {"id": "mai-20260917-0922-baseline|c119-m6|mistral-small|Azure Bicep", "prompt": "c119-m6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "tools like AWS CloudFormation or Azure Bicep are excellent for their native environments"}, {"id": "mai-20260917-0922-baseline|c119-m6|mistral-small|Terraform", "prompt": "c119-m6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Focus on well-supported, widely adopted IaC tools (such as Terraform, AWS CloudFormation, Azure Bicep, or Pulumi)"}, {"id": "mai-20260917-0922-baseline|c119-m6|mistral-small|Pulumi", "prompt": "c119-m6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "such as Terraform, AWS CloudFormation, Azure Bicep, or Pulumi"}, {"id": "mai-20260917-0922-baseline|c119-m6|moonshot-small|Terraform", "prompt": "c119-m6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid starting new projects with: 1. Terraform under BSL (use OpenTofu instead)"}, {"id": "mai-20260917-0922-baseline|c119-m6|moonshot-small|OpenTofu", "prompt": "c119-m6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**OpenTofu** | Community-governed, MPL-licensed Terraform fork"}, {"id": "mai-20260917-0922-baseline|c119-m6|moonshot-small|CDK for Terraform (CDKTF)", "prompt": "c119-m6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "CDK for Terraform (CDKTF)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "was deprecated in December 2025—don't start new projects with it"}, {"id": "mai-20260917-0922-baseline|c119-m6|moonshot-small|Chef", "prompt": "c119-m6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid using them as your primary provisioning tool"}, {"id": "mai-20260917-0922-baseline|c119-m6|moonshot-small|Puppet", "prompt": "c119-m6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Chef/Puppet for cloud resource provisioning"}, {"id": "mai-20260917-0922-baseline|c119-m6|moonshot-small|Pulumi", "prompt": "c119-m6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pulumi** | Real programming languages, multi-cloud, but manage state carefully"}, {"id": "mai-20260917-0922-baseline|c119-m6|moonshot-small|Ansible", "prompt": "c119-m6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Ansible** | Agentless, simpler than Chef/Puppet for configuration tasks (but still not a provisioner)"}, {"id": "mai-20260917-0922-baseline|c119-m6|moonshot-small|AWS CloudFormation", "prompt": "c119-m6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**AWS-only**: Deep vendor lock-in; multi-cloud or migration becomes painful"}, {"id": "mai-20260917-0922-baseline|c119-m6|moonshot-small|AWS CDK", "prompt": "c119-m6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CDK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "CDK synthesizes to CloudFormation templates, making deployments **2-3x slower**"}, {"id": "mai-20260917-0922-baseline|c119-m6|moonshot-small|Azure ARM", "prompt": "c119-m6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure ARM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Similar lock-in concerns. Prefer multi-cloud tools"}, {"id": "mai-20260917-0922-baseline|c119-m6|moonshot-small|Google Cloud Deployment Manager", "prompt": "c119-m6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Google Cloud Deployment Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Similar lock-in concerns. Prefer multi-cloud tools"}, {"id": "mai-20260917-0922-baseline|c119-m6|moonshot-small|Crossplane", "prompt": "c119-m6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Crossplane** | Kubernetes-native, growing ecosystem"}, {"id": "mai-20260917-0922-baseline|c119-m6|xai-small|Puppet", "prompt": "c119-m6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools Often Considered Legacy or Declining (Be Cautious for New Projects)... **Avoid for new work**: Pure legacy config tools"}, {"id": "mai-20260917-0922-baseline|c119-m6|xai-small|Chef", "prompt": "c119-m6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Chef Infra Server hits end-of-life in Nov 2026... Avoid for new work: Pure legacy config tools"}, {"id": "mai-20260917-0922-baseline|c119-m6|xai-small|SaltStack", "prompt": "c119-m6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "SaltStack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Mutable infrastructure model (in-place changes lead to drift), steep learning curves... declining adoption"}, {"id": "mai-20260917-0922-baseline|c119-m6|xai-small|Ansible", "prompt": "c119-m6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Start here**: Terraform/OpenTofu + Ansible (provision + config)."}, {"id": "mai-20260917-0922-baseline|c119-m6|xai-small|Terraform", "prompt": "c119-m6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Start here**: Terraform/OpenTofu + Ansible (provision + config)."}, {"id": "mai-20260917-0922-baseline|c119-m6|xai-small|OpenTofu", "prompt": "c119-m6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Terraform (and OpenTofu fork)**... Start here: Terraform/OpenTofu"}, {"id": "mai-20260917-0922-baseline|c119-m6|xai-small|AWS CloudFormation", "prompt": "c119-m6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pitfalls: Vendor lock-in (AWS-only), verbose JSON/YAML, no native state locking, monolithic templates hard to maintain"}, {"id": "mai-20260917-0922-baseline|c119-m6|xai-small|Pulumi", "prompt": "c119-m6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Pitfalls: Less mature ecosystem/modules than Terraform, \"footguns\" from general-purpose languages"}, {"id": "mai-20260917-0922-baseline|c119-m6|xai-small|Crossplane", "prompt": "c119-m6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Crossplane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Pitfalls: Kubernetes-only (requires cluster), complex YAML/Compositions/patches... limited community/docs"}, {"id": "mai-20260917-0922-baseline|c119-m6|xai-small|ARM", "prompt": "c119-m6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "ARM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **Vendor Lock** | Native tools (CloudFormation, ARM). |"}, {"id": "mai-20260917-0922-baseline|c119-m6|zai-small|Chef Infra Server", "prompt": "c119-m6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef Infra Server", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Reaching end-of-life in **November 2026**... Plan migration to Chef 360 Platform"}, {"id": "mai-20260917-0922-baseline|c119-m6|zai-small|Chef 360 Platform", "prompt": "c119-m6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef 360 Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Plan migration to Chef 360 Platform before November 2026"}, {"id": "mai-20260917-0922-baseline|c119-m6|zai-small|Cloudify", "prompt": "c119-m6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Cloudify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Main CloudifySource repository archived in **January 2019**... Consider more actively maintained alternatives"}, {"id": "mai-20260917-0922-baseline|c119-m6|zai-small|Terraform", "prompt": "c119-m6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "HashiCorp switched from MPL 2.0 (open source) to BSL 1.1 (non-open source)... Creates uncertainty"}, {"id": "mai-20260917-0922-baseline|c119-m6|zai-small|OpenTofu", "prompt": "c119-m6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Evaluate OpenTofu as alternative if open source licensing is important"}, {"id": "mai-20260917-0922-baseline|c119-m6|zai-small|Puppet", "prompt": "c119-m6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Uncertainty about future direction of original Puppet project"}, {"id": "mai-20260917-0922-baseline|c119-m6|zai-small|OpenVox", "prompt": "c119-m6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenVox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider OpenVox if continuing with Puppet"}, {"id": "mai-20260917-0922-baseline|c119-m6|zai-small|SaltStack", "prompt": "c119-m6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "SaltStack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "adoption has declined significantly compared to Ansible and Terraform... Smaller community means fewer resources"}, {"id": "mai-20260917-0922-baseline|c119-m6|zai-small|Ansible", "prompt": "c119-m6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Consider Ansible or Terraform for broader community support"}, {"id": "mai-20260917-0922-baseline|c119-s1|alibaba-small|OpenTofu", "prompt": "c119-s1", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Provisioning**: `OpenTofu` (or `Pulumi` if your team prefers code)"}, {"id": "mai-20260917-0922-baseline|c119-s1|alibaba-small|Terraform", "prompt": "c119-s1", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Terraform's move to BSL raised questions at some enterprises."}, {"id": "mai-20260917-0922-baseline|c119-s1|alibaba-small|Pulumi", "prompt": "c119-s1", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(or `Pulumi` if your team prefers code)"}, {"id": "mai-20260917-0922-baseline|c119-s1|alibaba-small|Ansible", "prompt": "c119-s1", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Configuration/Deployment**: `Ansible` or a lightweight container orchestration task runner"}, {"id": "mai-20260917-0922-baseline|c119-s1|alibaba-small|AWS CDK", "prompt": "c119-s1", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CDK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-native tool matching your primary cloud (CDK, Bicep, or DM)"}, {"id": "mai-20260917-0922-baseline|c119-s1|alibaba-small|Azure Bicep", "prompt": "c119-s1", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Azure Bicep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Companies betting early on a single cloud vendor"}, {"id": "mai-20260917-0922-baseline|c119-s1|alibaba-small|GCP DM", "prompt": "c119-s1", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "GCP DM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "DM: YAML/JSON"}, {"id": "mai-20260917-0922-baseline|c119-s1|anthropic-small|Terraform", "prompt": "c119-s1", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A small B2B company often benefits from Terraform or AWS CDK because they offer a good balance of power, community support, and learning resources"}, {"id": "mai-20260917-0922-baseline|c119-s1|anthropic-small|CloudFormation", "prompt": "c119-s1", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CloudFormation/CDK** if you're already committed to AWS and want tight integration with minimal setup overhead"}, {"id": "mai-20260917-0922-baseline|c119-s1|anthropic-small|AWS CDK", "prompt": "c119-s1", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CDK", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "A small B2B company often benefits from Terraform or AWS CDK"}, {"id": "mai-20260917-0922-baseline|c119-s1|anthropic-small|Pulumi", "prompt": "c119-s1", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pulumi** if your developers prefer writing code over templates and you want that flexibility"}, {"id": "mai-20260917-0922-baseline|c119-s1|anthropic-small|Ansible", "prompt": "c119-s1", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Ansible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "More of a configuration management tool, but can handle infrastructure provisioning."}, {"id": "mai-20260917-0922-baseline|c119-s1|challenger-small|Terraform", "prompt": "c119-s1", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "for most small B2B companies, I would pick **Terraform** first"}, {"id": "mai-20260917-0922-baseline|c119-s1|challenger-small|OpenTofu", "prompt": "c119-s1", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **OpenTofu** as the best open-source alternative"}, {"id": "mai-20260917-0922-baseline|c119-s1|challenger-small|Ansible", "prompt": "c119-s1", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ansible** if your needs are more configuration-focused"}, {"id": "mai-20260917-0922-baseline|c119-s1|challenger-small|Puppet", "prompt": "c119-s1", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more often chosen for configuration management and larger operational maturity than as the first IaC pick for a small startup-like team"}, {"id": "mai-20260917-0922-baseline|c119-s1|deepseek-small|Terraform", "prompt": "c119-s1", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Terraform (or OpenTofu for the fully open-source path)**. It's the de facto industry standard"}, {"id": "mai-20260917-0922-baseline|c119-s1|deepseek-small|OpenTofu", "prompt": "c119-s1", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Terraform or OpenTofu | ... a fully open-source, license-free fork that's drop-in compatible"}, {"id": "mai-20260917-0922-baseline|c119-s1|deepseek-small|Pulumi", "prompt": "c119-s1", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulumi** is a close second that likely gives you faster adoption"}, {"id": "mai-20260917-0922-baseline|c119-s1|deepseek-small|AWS CloudFormation / AWS CDK", "prompt": "c119-s1", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CloudFormation / AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you're AWS-only ... Caveat: You're tied to AWS."}, {"id": "mai-20260917-0922-baseline|c119-s1|deepseek-small|Ansible", "prompt": "c119-s1", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Many small teams use **Terraform for provisioning + Ansible for configuration**"}, {"id": "mai-20260917-0922-baseline|c119-s1|google-small|Pulumi", "prompt": "c119-s1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose SST (v3) / Pulumi if you are a small team of software engineers building a modern web application"}, {"id": "mai-20260917-0922-baseline|c119-s1|google-small|SST (v3 / \"Ion\")", "prompt": "c119-s1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "SST (v3 / \"Ion\")", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are building a B2B SaaS application on AWS/Cloudflare, SST offers the fastest time-to-market."}, {"id": "mai-20260917-0922-baseline|c119-s1|google-small|OpenTofu", "prompt": "c119-s1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose OpenTofu if you have a complex B2B architecture that spans multiple clouds"}, {"id": "mai-20260917-0922-baseline|c119-s1|google-small|Terraform", "prompt": "c119-s1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "following HashiCorp's 2023 shift to a restrictive Business Source License (BSL), OpenTofu emerged as the Linux Foundation-backed, purely open-source, drop-in replacement"}, {"id": "mai-20260917-0922-baseline|c119-s1|google-small|AWS CDK", "prompt": "c119-s1", "model": "google-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose AWS CDK if you are firmly locked into AWS, have no plans to change"}, {"id": "mai-20260917-0922-baseline|c119-s1|meta-small|Puppet", "prompt": "c119-s1", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Puppet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "one of the top-rated tools such as Puppet, Terraform, or Pulumi"}, {"id": "mai-20260917-0922-baseline|c119-s1|meta-small|Terraform", "prompt": "c119-s1", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "one of the top-rated tools such as Puppet, Terraform, or Pulumi"}, {"id": "mai-20260917-0922-baseline|c119-s1|meta-small|Pulumi", "prompt": "c119-s1", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "one of the top-rated tools such as Puppet, Terraform, or Pulumi"}, {"id": "mai-20260917-0922-baseline|c119-s1|minimax-small|Terraform/OpenTofu", "prompt": "c119-s1", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform/OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Terraform/OpenTofu** is generally recommended due to its broad ecosystem, extensive documentation, and large community support"}, {"id": "mai-20260917-0922-baseline|c119-s1|minimax-small|Puppet", "prompt": "c119-s1", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Puppet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ranked #1** for small businesses in one 2026 ranking (4.2/5 rating from 761 reviews)"}, {"id": "mai-20260917-0922-baseline|c119-s1|minimax-small|Pulumi", "prompt": "c119-s1", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your team prefers programming languages over domain-specific languages, **Pulumi** might be a better fit"}, {"id": "mai-20260917-0922-baseline|c119-s1|minimax-small|Atlantis", "prompt": "c119-s1", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Atlantis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-effective collaboration tool that works with Terraform"}, {"id": "mai-20260917-0922-baseline|c119-s1|mistral-small|Terraform", "prompt": "c119-s1", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, Terraform is the best choice due to its balance of ease of use, flexibility, and broad cloud support."}, {"id": "mai-20260917-0922-baseline|c119-s1|mistral-small|Pulumi", "prompt": "c119-s1", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team prefers using real programming languages, **Pulumi** is a strong alternative."}, {"id": "mai-20260917-0922-baseline|c119-s1|mistral-small|Puppet", "prompt": "c119-s1", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may have a steeper learning curve compared to Terraform or Pulumi"}, {"id": "mai-20260917-0922-baseline|c119-s1|moonshot-small|Terraform", "prompt": "c119-s1", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Terraform** (or its open-source fork, **OpenTofu**) is the best default choice."}, {"id": "mai-20260917-0922-baseline|c119-s1|moonshot-small|OpenTofu", "prompt": "c119-s1", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Terraform** (or its open-source fork, **OpenTofu**) is the best default choice"}, {"id": "mai-20260917-0922-baseline|c119-s1|moonshot-small|AWS CloudFormation", "prompt": "c119-s1", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS CloudFormation \\u2014 Best for \\u201cAWS-only\\u201d simplicity"}, {"id": "mai-20260917-0922-baseline|c119-s1|moonshot-small|Pulumi", "prompt": "c119-s1", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pulumi \\u2014 Best if your team are developers, not ops people"}, {"id": "mai-20260917-0922-baseline|c119-s1|moonshot-small|AWS CDK", "prompt": "c119-s1", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CDK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**CloudFormation** (or AWS CDK)"}, {"id": "mai-20260917-0922-baseline|c119-s1|openai-small|Terraform", "prompt": "c119-s1", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best infrastructure-as-code tool is usually **Terraform**"}, {"id": "mai-20260917-0922-baseline|c119-s1|openai-small|AWS CloudFormation", "prompt": "c119-s1", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS-only company**: Consider **AWS CloudFormation** or **CDK**"}, {"id": "mai-20260917-0922-baseline|c119-s1|openai-small|CDK", "prompt": "c119-s1", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **AWS CloudFormation** or **CDK** if you want tighter AWS integration"}, {"id": "mai-20260917-0922-baseline|c119-s1|openai-small|Bicep", "prompt": "c119-s1", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bicep** is often a better fit than Terraform for Azure-first teams"}, {"id": "mai-20260917-0922-baseline|c119-s1|openai-small|Helm/Kustomize", "prompt": "c119-s1", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Helm/Kustomize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Terraform for cloud resources plus **Helm/Kustomize** for app deployment"}, {"id": "mai-20260917-0922-baseline|c119-s1|openai-small|Pulumi", "prompt": "c119-s1", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pulumi** can be attractive if your team prefers TypeScript, Python, or Go"}, {"id": "mai-20260917-0922-baseline|c119-s1|xai-small|Terraform", "prompt": "c119-s1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why Terraform Edges Out as the Top Pick for Most Small B2B Companies"}, {"id": "mai-20260917-0922-baseline|c119-s1|xai-small|OpenTofu", "prompt": "c119-s1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Multi-cloud or unsure? → Terraform/OpenTofu."}, {"id": "mai-20260917-0922-baseline|c119-s1|xai-small|Ansible", "prompt": "c119-s1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mostly servers/config, no devs? → Ansible."}, {"id": "mai-20260917-0922-baseline|c119-s1|xai-small|Pulumi", "prompt": "c119-s1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Python/JS devs, any cloud? → Pulumi."}, {"id": "mai-20260917-0922-baseline|c119-s1|xai-small|AWS CDK", "prompt": "c119-s1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "All-in AWS? → CDK (or CloudFormation for simplicity)."}, {"id": "mai-20260917-0922-baseline|c119-s1|xai-small|CloudFormation", "prompt": "c119-s1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CDK (or CloudFormation for simplicity)"}, {"id": "mai-20260917-0922-baseline|c119-s1|xai-small|Terragrunt", "prompt": "c119-s1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terragrunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tools like Terragrunt simplify multi-env setups."}, {"id": "mai-20260917-0922-baseline|c119-s1|xai-small|Crossplane", "prompt": "c119-s1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kubernetes-heavy? → Add Crossplane/Kustomize later."}, {"id": "mai-20260917-0922-baseline|c119-s1|xai-small|Kustomize", "prompt": "c119-s1", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Kustomize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Add Crossplane/Kustomize later."}, {"id": "mai-20260917-0922-baseline|c119-s1|zai-small|AWS CloudFormation", "prompt": "c119-s1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**CloudFormation** is a strong runner‑up if you’re deeply locked into AWS"}, {"id": "mai-20260917-0922-baseline|c119-s1|zai-small|AWS CDK", "prompt": "c119-s1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **AWS CloudFormation** (or AWS CDK if your team prefers code)"}, {"id": "mai-20260917-0922-baseline|c119-s1|zai-small|Terraform", "prompt": "c119-s1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small B2B teams starting fresh, **Terraform** is the best all‑round choice"}, {"id": "mai-20260917-0922-baseline|c119-s1|zai-small|Pulumi", "prompt": "c119-s1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Pulumi** only if your team strongly prefers real code over HCL"}, {"id": "mai-20260917-0922-baseline|c119-s1|zai-small|Ansible", "prompt": "c119-s1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Add Ansible** for configuration management and orchestration."}, {"id": "mai-20260917-0922-baseline|c119-s1|zai-small|Puppet", "prompt": "c119-s1", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "direct", "raw": "Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Typically paid; may be overkill for a small team."}, {"id": "mai-20260917-0922-baseline|c119-s2|alibaba-small|HashiCorp Terraform", "prompt": "c119-s2", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "HashiCorp Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **HashiCorp Terraform** as your primary choice."}, {"id": "mai-20260917-0922-baseline|c119-s2|alibaba-small|Terraform Enterprise", "prompt": "c119-s2", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "managed versions like **Terraform Enterprise** or open-source setups with remote backends"}, {"id": "mai-20260917-0922-baseline|c119-s2|alibaba-small|Pulumi", "prompt": "c119-s2", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 2. The Strong Alternative: Pulumi"}, {"id": "mai-20260917-0922-baseline|c119-s2|anthropic-small|Terraform", "prompt": "c119-s2", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Terraform** is often the safest recommendation because it's cloud-agnostic, has excellent community support"}, {"id": "mai-20260917-0922-baseline|c119-s2|anthropic-small|CloudFormation", "prompt": "c119-s2", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already committed to AWS, this is a solid native option."}, {"id": "mai-20260917-0922-baseline|c119-s2|anthropic-small|ARM Templates", "prompt": "c119-s2", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "ARM Templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if you're in the Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c119-s2|anthropic-small|Pulumi", "prompt": "c119-s2", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A more modern alternative that lets you write infrastructure code in familiar programming languages"}, {"id": "mai-20260917-0922-baseline|c119-s2|challenger-small|Terraform", "prompt": "c119-s2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Terraform** as the default IaC platform for provisioning cloud resources."}, {"id": "mai-20260917-0922-baseline|c119-s2|challenger-small|CloudFormation", "prompt": "c119-s2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS-only**: consider **CloudFormation** or **AWS CDK**"}, {"id": "mai-20260917-0922-baseline|c119-s2|challenger-small|AWS CDK", "prompt": "c119-s2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **CloudFormation** or **AWS CDK** if your team prefers AWS-native tooling"}, {"id": "mai-20260917-0922-baseline|c119-s2|challenger-small|Pulumi", "prompt": "c119-s2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Developer-heavy team that likes real programming languages**: consider **Pulumi**"}, {"id": "mai-20260917-0922-baseline|c119-s2|challenger-small|OpenTofu", "prompt": "c119-s2", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **OpenTofu** as a Terraform-compatible alternative"}, {"id": "mai-20260917-0922-baseline|c119-s2|deepseek-small|Terraform", "prompt": "c119-s2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Terraform (or its open-source fork, OpenTofu).** It's the safest default for a small B2B business"}, {"id": "mai-20260917-0922-baseline|c119-s2|deepseek-small|OpenTofu", "prompt": "c119-s2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pick Terraform (or OpenTofu), keep it simple"}, {"id": "mai-20260917-0922-baseline|c119-s2|deepseek-small|CloudFormation", "prompt": "c119-s2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CloudFormation** — only if you're *100% AWS* with zero intention of branching out."}, {"id": "mai-20260917-0922-baseline|c119-s2|deepseek-small|Pulumi", "prompt": "c119-s2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pulumi** — if your team are developers who strongly prefer writing TypeScript/Python over learning HCL"}, {"id": "mai-20260917-0922-baseline|c119-s2|deepseek-small|HCP Terraform", "prompt": "c119-s2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "HCP Terraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Only adopt a paid managed tier (HCP Terraform, Pulumi Cloud, or platforms like Spacelift/env0) once you hit collaboration pain points"}, {"id": "mai-20260917-0922-baseline|c119-s2|deepseek-small|Spacelift", "prompt": "c119-s2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms like Spacelift/env0"}, {"id": "mai-20260917-0922-baseline|c119-s2|deepseek-small|env0", "prompt": "c119-s2", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "env0", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms like Spacelift/env0"}, {"id": "mai-20260917-0922-baseline|c119-s2|google-small|OpenTofu", "prompt": "c119-s2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Our primary recommendations are **OpenTofu** (for standard, template-driven deployments) and **Pulumi** (for dynamic, developer-led deployments)."}, {"id": "mai-20260917-0922-baseline|c119-s2|google-small|Pulumi", "prompt": "c119-s2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Our primary recommendations are **OpenTofu** ... and **Pulumi** (for dynamic, developer-led deployments)."}, {"id": "mai-20260917-0922-baseline|c119-s2|google-small|Terraform", "prompt": "c119-s2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Following HashiCorp's shift to a restrictive Business Source License (BSL) and its subsequent acquisition by IBM, OpenTofu has quickly become the preferred choice"}, {"id": "mai-20260917-0922-baseline|c119-s2|google-small|AWS CDK", "prompt": "c119-s2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CDK", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why you should avoid Cloud-Native Tools (AWS CDK, Azure Bicep)"}, {"id": "mai-20260917-0922-baseline|c119-s2|google-small|Azure Bicep", "prompt": "c119-s2", "model": "google-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Azure Bicep", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why you should avoid Cloud-Native Tools (AWS CDK, Azure Bicep)"}, {"id": "mai-20260917-0922-baseline|c119-s2|meta-small|Terraform", "prompt": "c119-s2", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Terraform and AWS CloudFormation are popular choices for IaC provisioning"}, {"id": "mai-20260917-0922-baseline|c119-s2|meta-small|AWS CloudFormation", "prompt": "c119-s2", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Terraform and AWS CloudFormation are popular choices for IaC provisioning"}, {"id": "mai-20260917-0922-baseline|c119-s2|minimax-small|Terraform", "prompt": "c119-s2", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation:** **Terraform** (by HashiCorp)"}, {"id": "mai-20260917-0922-baseline|c119-s2|minimax-small|Terraform Cloud", "prompt": "c119-s2", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "there's also a generous free tier for **Terraform Cloud** (up to 5 users, unlimited infrastructure runs)"}, {"id": "mai-20260917-0922-baseline|c119-s2|minimax-small|Terragrunt", "prompt": "c119-s2", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terragrunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "you can use workspaces, Terragrunt, or Terraform Cloud to orchestrate multi-tenant or multi-region environments"}, {"id": "mai-20260917-0922-baseline|c119-s2|minimax-small|AWS CloudFormation", "prompt": "c119-s2", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you know you'll stick to a single cloud provider... you could also look at the native offering (AWS CloudFormation"}, {"id": "mai-20260917-0922-baseline|c119-s2|minimax-small|Azure ARM templates", "prompt": "c119-s2", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Azure ARM templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you could also look at the native offering (AWS CloudFormation, Azure ARM templates"}, {"id": "mai-20260917-0922-baseline|c119-s2|minimax-small|GCP Deployment Manager", "prompt": "c119-s2", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "GCP Deployment Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or GCP Deployment Manager). However, Terraform gives you the most flexibility"}, {"id": "mai-20260917-0922-baseline|c119-s2|mistral-small|Terraform (by HashiCorp)", "prompt": "c119-s2", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform (by HashiCorp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation for a small B2B company:**\n**Start with Terraform.**"}, {"id": "mai-20260917-0922-baseline|c119-s2|mistral-small|AWS CloudFormation", "prompt": "c119-s2", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're all-in on AWS and want something simple and reliable, CloudFormation is a solid choice."}, {"id": "mai-20260917-0922-baseline|c119-s2|mistral-small|Azure Resource Manager (ARM) Templates", "prompt": "c119-s2", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Azure Resource Manager (ARM) Templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If Azure is your primary cloud, ARM templates are a natural fit."}, {"id": "mai-20260917-0922-baseline|c119-s2|mistral-small|Pulumi", "prompt": "c119-s2", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team is comfortable with code and wants more flexibility:\n- Try Pulumi."}, {"id": "mai-20260917-0922-baseline|c119-s2|mistral-small|Crossplane", "prompt": "c119-s2", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cons: Steeper learning curve; less mature"}, {"id": "mai-20260917-0922-baseline|c119-s2|moonshot-small|Terraform", "prompt": "c119-s2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Terraform** as your primary IaC platform"}, {"id": "mai-20260917-0922-baseline|c119-s2|moonshot-small|OpenTofu", "prompt": "c119-s2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **OpenTofu** as a strong open-source alternative"}, {"id": "mai-20260917-0922-baseline|c119-s2|moonshot-small|Pulumi", "prompt": "c119-s2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Pulumi if:** Your team is already comfortable with Python/TypeScript ... but smaller community."}, {"id": "mai-20260917-0922-baseline|c119-s2|moonshot-small|AWS CloudFormation", "prompt": "c119-s2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Choose AWS CloudFormation if:** You're 100% committed to AWS ... (though this limits future flexibility)"}, {"id": "mai-20260917-0922-baseline|c119-s2|moonshot-small|Ansible", "prompt": "c119-s2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pair with Ansible** for configuration management"}, {"id": "mai-20260917-0922-baseline|c119-s2|moonshot-small|Terraform Cloud", "prompt": "c119-s2", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Use Terraform Cloud's free tier** for state management and team collaboration"}, {"id": "mai-20260917-0922-baseline|c119-s2|openai-small|Terraform", "prompt": "c119-s2", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Terraform** as the default Infrastructure-as-Code platform."}, {"id": "mai-20260917-0922-baseline|c119-s2|openai-small|AWS CloudFormation", "prompt": "c119-s2", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS-only shop**: use **AWS CloudFormation** or **AWS CDK** if your team is deeply AWS-native."}, {"id": "mai-20260917-0922-baseline|c119-s2|openai-small|AWS CDK", "prompt": "c119-s2", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "use **AWS CloudFormation** or **AWS CDK** if your team is deeply AWS-native"}, {"id": "mai-20260917-0922-baseline|c119-s2|openai-small|Bicep", "prompt": "c119-s2", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure-heavy shop**: use **Bicep**."}, {"id": "mai-20260917-0922-baseline|c119-s2|openai-small|Pulumi", "prompt": "c119-s2", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **Pulumi** if your team prefers a general-purpose programming language"}, {"id": "mai-20260917-0922-baseline|c119-s2|xai-small|Terraform", "prompt": "c119-s2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Terraform (or its open-source fork OpenTofu) is my top recommendation**"}, {"id": "mai-20260917-0922-baseline|c119-s2|xai-small|OpenTofu", "prompt": "c119-s2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If HCL feels clunky, try OpenTofu (Terraform-compatible, fully OSS)."}, {"id": "mai-20260917-0922-baseline|c119-s2|xai-small|Pulumi", "prompt": "c119-s2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Smaller ecosystem (~170 providers); Cloud service pricier at $75/user/month for teams... overkill/learning shift for infra-only."}, {"id": "mai-20260917-0922-baseline|c119-s2|xai-small|AWS CDK", "prompt": "c119-s2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CDK", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Locks you to AWS; compiles to CloudFormation (limits portability). Skip unless 100% AWS committed."}, {"id": "mai-20260917-0922-baseline|c119-s2|xai-small|CloudFormation", "prompt": "c119-s2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "JSON/YAML verbose; no multi-cloud. Fine for tiny AWS setups, but lacks Terraform's power/ecosystem."}, {"id": "mai-20260917-0922-baseline|c119-s2|xai-small|Ansible", "prompt": "c119-s2", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Ansible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More imperative/ans agentless; less for full provisioning at scale."}, {"id": "mai-20260917-0922-baseline|c119-s2|zai-small|Terraform", "prompt": "c119-s2", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Terraform (or its open‑source fork, OpenTofu) is usually the best starting point"}, {"id": "mai-20260917-0922-baseline|c119-s2|zai-small|OpenTofu", "prompt": "c119-s2", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Terraform (or OpenTofu) is the most pragmatic choice"}, {"id": "mai-20260917-0922-baseline|c119-s2|zai-small|Pulumi", "prompt": "c119-s2", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pulumi is a close second that can be easier for developers to adopt"}, {"id": "mai-20260917-0922-baseline|c119-s2|zai-small|Ansible", "prompt": "c119-s2", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Ansible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More focused on config than full cloud resource provisioning; less multi‑cloud provider coverage"}, {"id": "mai-20260917-0922-baseline|c119-s2|zai-small|AWS CDK", "prompt": "c119-s2", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "AWS CDK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Vendor‑locked to AWS; not multi‑cloud"}, {"id": "mai-20260917-0922-baseline|c119-s2|zai-small|Kustomize", "prompt": "c119-s2", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Kustomize", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not a general‑purpose IaC tool; limited to K8s"}, {"id": "mai-20260917-0922-baseline|c119-s2|zai-small|Crossplane", "prompt": "c119-s2", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "paraphrase", "raw": "Crossplane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Steeper learning curve; mainly for platform teams, not most small B2B teams"}, {"id": "mai-20260917-0922-baseline|c119-s3|alibaba-small|HashiCorp Terraform", "prompt": "c119-s3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "HashiCorp Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is the industry standard... You want the industry standard and need flexibility to move to Google Cloud or Azure later."}, {"id": "mai-20260917-0922-baseline|c119-s3|alibaba-small|OpenTofu", "prompt": "c119-s3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "many small teams use **OpenTofu**, an open-source fork that works almost identically to Terraform"}, {"id": "mai-20260917-0922-baseline|c119-s3|alibaba-small|AWS CloudFormation", "prompt": "c119-s3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose AWS CloudFormation if: You are a very small startup that will never leave AWS."}, {"id": "mai-20260917-0922-baseline|c119-s3|alibaba-small|Pulumi", "prompt": "c119-s3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Pulumi if: Your developers strongly prefer JavaScript/TypeScript or Python"}, {"id": "mai-20260917-0922-baseline|c119-s3|alibaba-small|Ansible", "prompt": "c119-s3", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Ansible if: You are hosting applications on cheaper VPS providers"}, {"id": "mai-20260917-0922-baseline|c119-s3|anthropic-small|Terraform", "prompt": "c119-s3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams, Terraform and Ansible tend to offer the best balance of simplicity, community support, and flexibility."}, {"id": "mai-20260917-0922-baseline|c119-s3|anthropic-small|Pulumi", "prompt": "c119-s3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ideal if your team is comfortable with traditional programming languages rather than domain-specific languages"}, {"id": "mai-20260917-0922-baseline|c119-s3|anthropic-small|Ansible", "prompt": "c119-s3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For small teams, Terraform and Ansible tend to offer the best balance of simplicity, community support, and flexibility."}, {"id": "mai-20260917-0922-baseline|c119-s3|anthropic-small|AWS CloudFormation", "prompt": "c119-s3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the natural choice if your team exclusively uses AWS"}, {"id": "mai-20260917-0922-baseline|c119-s3|anthropic-small|Chef", "prompt": "c119-s3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Chef", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though they may be more than a small team needs initially"}, {"id": "mai-20260917-0922-baseline|c119-s3|anthropic-small|Puppet", "prompt": "c119-s3", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though they may be more than a small team needs initially"}, {"id": "mai-20260917-0922-baseline|c119-s3|challenger-small|Terraform / OpenTofu", "prompt": "c119-s3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform / OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OpenTofu or Terraform** is the most broadly applicable starting point"}, {"id": "mai-20260917-0922-baseline|c119-s3|challenger-small|Pulumi", "prompt": "c119-s3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulumi** is often the better choice if the team thinks like application developers"}, {"id": "mai-20260917-0922-baseline|c119-s3|challenger-small|Ansible", "prompt": "c119-s3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **configuration management** and automation on existing servers or hybrid estates"}, {"id": "mai-20260917-0922-baseline|c119-s3|challenger-small|AWS CloudFormation / AWS CDK", "prompt": "c119-s3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation / AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for **AWS-only** teams; CloudFormation is the native declarative service"}, {"id": "mai-20260917-0922-baseline|c119-s3|challenger-small|Crossplane", "prompt": "c119-s3", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for teams that are **Kubernetes-first**"}, {"id": "mai-20260917-0922-baseline|c119-s3|deepseek-small|Terraform / OpenTofu", "prompt": "c119-s3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform / OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**The default choice.** ... learning Terraform first gives the most flexibility and market demand."}, {"id": "mai-20260917-0922-baseline|c119-s3|deepseek-small|Pulumi", "prompt": "c119-s3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**The \"code-first\" alternative.** ... Ideal when your team is product developers who'd rather write TypeScript than learn HCL."}, {"id": "mai-20260917-0922-baseline|c119-s3|deepseek-small|AWS CloudFormation / CDK", "prompt": "c119-s3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation / CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For small teams:** Perfect if you're **100% AWS** and don't see that changing."}, {"id": "mai-20260917-0922-baseline|c119-s3|deepseek-small|Ansible", "prompt": "c119-s3", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A great complement, not always a replacement — often paired with Terraform"}, {"id": "mai-20260917-0922-baseline|c119-s3|google-small|OpenTofu", "prompt": "c119-s3", "model": "google-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose OpenTofu** if your team has at least one person dedicated to DevOps/infrastructure... you want to prevent vendor lock-in with a 100% free tool."}, {"id": "mai-20260917-0922-baseline|c119-s3|google-small|Terraform", "prompt": "c119-s3", "model": "google-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its shift to a Business Source License (BSL) and resource-based pricing on Terraform Cloud has made it less appealing to cost-conscious small teams"}, {"id": "mai-20260917-0922-baseline|c119-s3|google-small|Pulumi", "prompt": "c119-s3", "model": "google-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Pulumi** if your team consists entirely of software developers, you are building multi-cloud infrastructure"}, {"id": "mai-20260917-0922-baseline|c119-s3|google-small|SST Ion (SST v3)", "prompt": "c119-s3", "model": "google-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "SST Ion (SST v3)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose SST Ion** if you are building a modern serverless web application"}, {"id": "mai-20260917-0922-baseline|c119-s3|google-small|AWS CDK (Cloud Development Kit)", "prompt": "c119-s3", "model": "google-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CDK (Cloud Development Kit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose AWS CDK** if your infrastructure is 100% on AWS"}, {"id": "mai-20260917-0922-baseline|c119-s3|meta-small|Puppet", "prompt": "c119-s3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Puppet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Puppet is a paid tool that ranks first in the infrastructure as code category"}, {"id": "mai-20260917-0922-baseline|c119-s3|meta-small|Ansible", "prompt": "c119-s3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "while Ansible is a freemium tool that is highly rated"}, {"id": "mai-20260917-0922-baseline|c119-s3|meta-small|Harness", "prompt": "c119-s3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Harness offers a generous free tier for individuals and small teams."}, {"id": "mai-20260917-0922-baseline|c119-s3|meta-small|AWS CloudFormation", "prompt": "c119-s3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Puppet, Ansible, Harness, AWS CloudFormation, Terraform"}, {"id": "mai-20260917-0922-baseline|c119-s3|meta-small|Terraform", "prompt": "c119-s3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS CloudFormation, Terraform, AWS CDK"}, {"id": "mai-20260917-0922-baseline|c119-s3|meta-small|AWS CDK", "prompt": "c119-s3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CDK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Terraform, AWS CDK, Kustomize"}, {"id": "mai-20260917-0922-baseline|c119-s3|meta-small|Kustomize", "prompt": "c119-s3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Kustomize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AWS CDK, Kustomize, Winglang"}, {"id": "mai-20260917-0922-baseline|c119-s3|meta-small|Winglang", "prompt": "c119-s3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Winglang", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kustomize, Winglang, Golioth"}, {"id": "mai-20260917-0922-baseline|c119-s3|meta-small|Golioth", "prompt": "c119-s3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Golioth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Winglang, Golioth, and Crossplane"}, {"id": "mai-20260917-0922-baseline|c119-s3|meta-small|Crossplane", "prompt": "c119-s3", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Golioth, and Crossplane"}, {"id": "mai-20260917-0922-baseline|c119-s3|minimax-small|Terraform", "prompt": "c119-s3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Terraform** (by HashiCorp)\n- **Best for:** Multi-cloud provisioning"}, {"id": "mai-20260917-0922-baseline|c119-s3|minimax-small|Ansible", "prompt": "c119-s3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For simplicity and agentless management:** Ansible"}, {"id": "mai-20260917-0922-baseline|c119-s3|minimax-small|Pulumi", "prompt": "c119-s3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For teams preferring programming languages:** Pulumi"}, {"id": "mai-20260917-0922-baseline|c119-s3|minimax-small|OpenTofu", "prompt": "c119-s3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For multi-cloud and provisioning:** Terraform or OpenTofu"}, {"id": "mai-20260917-0922-baseline|c119-s3|minimax-small|AWS CloudFormation", "prompt": "c119-s3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For AWS-only shops:** CloudFormation or AWS CDK"}, {"id": "mai-20260917-0922-baseline|c119-s3|minimax-small|Azure Resource Manager", "prompt": "c119-s3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure Resource Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Azure Resource Manager | Provisioning | Medium | Azure only |"}, {"id": "mai-20260917-0922-baseline|c119-s3|minimax-small|AWS CDK", "prompt": "c119-s3", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For AWS-only shops:** CloudFormation or AWS CDK"}, {"id": "mai-20260917-0922-baseline|c119-s3|mistral-small|Terraform", "prompt": "c119-s3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Terraform** or **Pulumi** are top choices for provisioning across clouds"}, {"id": "mai-20260917-0922-baseline|c119-s3|mistral-small|Ansible", "prompt": "c119-s3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "while **Ansible** is best for configuration management"}, {"id": "mai-20260917-0922-baseline|c119-s3|mistral-small|Pulumi", "prompt": "c119-s3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Terraform** or **Pulumi** are top choices for provisioning across clouds"}, {"id": "mai-20260917-0922-baseline|c119-s3|mistral-small|AWS CloudFormation / AWS CDK", "prompt": "c119-s3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation / AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're all-in on AWS, **AWS CDK** or **CloudFormation** are excellent."}, {"id": "mai-20260917-0922-baseline|c119-s3|mistral-small|Crossplane", "prompt": "c119-s3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For Kubernetes-heavy environments, **Crossplane** or **Kustomize** are worth considering."}, {"id": "mai-20260917-0922-baseline|c119-s3|mistral-small|OpenTofu", "prompt": "c119-s3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Teams wanting an open-source, Terraform-compatible alternative."}, {"id": "mai-20260917-0922-baseline|c119-s3|mistral-small|Puppet", "prompt": "c119-s3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cons: Steeper learning curve, less ideal for provisioning cloud resources."}, {"id": "mai-20260917-0922-baseline|c119-s3|mistral-small|Kustomize", "prompt": "c119-s3", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Kustomize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For Kubernetes-heavy environments, **Crossplane** or **Kustomize** are worth considering."}, {"id": "mai-20260917-0922-baseline|c119-s3|moonshot-small|Terraform", "prompt": "c119-s3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with OpenTofu (or Terraform if you need enterprise features) as your default"}, {"id": "mai-20260917-0922-baseline|c119-s3|moonshot-small|OpenTofu", "prompt": "c119-s3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with OpenTofu**... it's the most future-proof with the largest ecosystem"}, {"id": "mai-20260917-0922-baseline|c119-s3|moonshot-small|Pulumi", "prompt": "c119-s3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Pulumi** if your team is developer-heavy"}, {"id": "mai-20260917-0922-baseline|c119-s3|moonshot-small|AWS CDK", "prompt": "c119-s3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose AWS CDK** only if you're certain you'll stay AWS-only"}, {"id": "mai-20260917-0922-baseline|c119-s3|moonshot-small|Ansible", "prompt": "c119-s3", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hybrid cloud + server config | Ansible | Simple, agentless, broad support"}, {"id": "mai-20260917-0922-baseline|c119-s3|openai-small|Terraform", "prompt": "c119-s3", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Terraform** is often the default choice for a small team because it's broadly adopted and works well across many providers."}, {"id": "mai-20260917-0922-baseline|c119-s3|openai-small|Pulumi", "prompt": "c119-s3", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Pulumi** if your team prefers real programming languages and wants more expressive IaC."}, {"id": "mai-20260917-0922-baseline|c119-s3|openai-small|CloudFormation", "prompt": "c119-s3", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **CloudFormation** if you are **AWS-only** and want native AWS integration."}, {"id": "mai-20260917-0922-baseline|c119-s3|openai-small|Ansible", "prompt": "c119-s3", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Add **Ansible** if you also need to configure machines or automate operational tasks after resources are created."}, {"id": "mai-20260917-0922-baseline|c119-s3|xai-small|Terraform", "prompt": "c119-s3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Terraform** for versatility—it's the de facto standard, scales as you grow."}, {"id": "mai-20260917-0922-baseline|c119-s3|xai-small|Pulumi", "prompt": "c119-s3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulumi** if your team codes in Python/JS daily."}, {"id": "mai-20260917-0922-baseline|c119-s3|xai-small|Ansible", "prompt": "c119-s3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ansible** for simplicity over full provisioning."}, {"id": "mai-20260917-0922-baseline|c119-s3|xai-small|AWS CloudFormation", "prompt": "c119-s3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "100% AWS/Azure/GCP, want managed simplicity, no multi-cloud plans."}, {"id": "mai-20260917-0922-baseline|c119-s3|xai-small|Azure ARM/Bicep", "prompt": "c119-s3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Azure ARM/Bicep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "equivalents like Azure ARM/Bicep for other clouds"}, {"id": "mai-20260917-0922-baseline|c119-s3|xai-small|OpenTofu", "prompt": "c119-s3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "OpenTofu rising for license concerns"}, {"id": "mai-20260917-0922-baseline|c119-s3|xai-small|GCP Deployment Mgr", "prompt": "c119-s3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "GCP Deployment Mgr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "sim. for GCP Deployment Mgr/Azure Bicep"}, {"id": "mai-20260917-0922-baseline|c119-s3|xai-small|Puppet", "prompt": "c119-s3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Puppet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid heavier ones like Puppet/Chef (steeper curves, agent-based)."}, {"id": "mai-20260917-0922-baseline|c119-s3|xai-small|Chef", "prompt": "c119-s3", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Chef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid heavier ones like Puppet/Chef (steeper curves, agent-based)."}, {"id": "mai-20260917-0922-baseline|c119-s3|zai-small|Terraform", "prompt": "c119-s3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Terraform** is the safest, most versatile choice for a small team that might grow into multi‑cloud."}, {"id": "mai-20260917-0922-baseline|c119-s3|zai-small|Pulumi", "prompt": "c119-s3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulumi** is the best fit if you want **code‑first** and have developer‑centric workflows."}, {"id": "mai-20260917-0922-baseline|c119-s3|zai-small|AWS CloudFormation", "prompt": "c119-s3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CloudFormation** wins for **AWS‑only** setups where simplicity and native integration are priorities."}, {"id": "mai-20260917-0922-baseline|c119-s3|zai-small|Ansible", "prompt": "c119-s3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ansible** shines for **agentless configuration management** and occasional provisioning."}, {"id": "mai-20260917-0922-baseline|c119-s3|zai-small|OpenTofu", "prompt": "c119-s3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OpenTofu** is a great free alternative to Terraform if you want to avoid licensing concerns."}, {"id": "mai-20260917-0922-baseline|c119-s3|zai-small|Crossplane", "prompt": "c119-s3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other tools like Crossplane, CDK, Terragrunt, Atlantis, Spacelift... they're not primary IaC engines for most small teams."}, {"id": "mai-20260917-0922-baseline|c119-s3|zai-small|CDK", "prompt": "c119-s3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "CDK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other tools like Crossplane, CDK, Terragrunt... are valuable add‑ons or runners"}, {"id": "mai-20260917-0922-baseline|c119-s3|zai-small|Terragrunt", "prompt": "c119-s3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Terragrunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "valuable add‑ons or runners, but they're not primary IaC engines"}, {"id": "mai-20260917-0922-baseline|c119-s3|zai-small|Atlantis", "prompt": "c119-s3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Atlantis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Atlantis/Spacelift for PR‑based workflows"}, {"id": "mai-20260917-0922-baseline|c119-s3|zai-small|Spacelift", "prompt": "c119-s3", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "comparative", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Atlantis/Spacelift for PR‑based workflows"}, {"id": "mai-20260917-0922-baseline|c119-s4|alibaba-small|OpenTofu", "prompt": "c119-s4", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My Advice:** Start with **OpenTofu**."}, {"id": "mai-20260917-0922-baseline|c119-s4|alibaba-small|Terraform", "prompt": "c119-s4", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike its predecessor Terraform (which moved to a Business Source License), OpenTofu guarantees that it will never change ownership or pricing structures."}, {"id": "mai-20260917-0922-baseline|c119-s4|alibaba-small|AWS CloudFormation", "prompt": "c119-s4", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Pure AWS Users\n**Winner: AWS CloudFormation**"}, {"id": "mai-20260917-0922-baseline|c119-s4|alibaba-small|Ansible", "prompt": "c119-s4", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Simplicity & Operations\n**Winner: Ansible**"}, {"id": "mai-20260917-0922-baseline|c119-s4|alibaba-small|AWS CDK", "prompt": "c119-s4", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CDK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Heavy Code-Based (JS/Python)** | **AWS CDK** | Write infrastructure using standard code"}, {"id": "mai-20260917-0922-baseline|c119-s4|anthropic-small|Terraform", "prompt": "c119-s4", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Terraform is often the best choice for small companies because it's completely free, works across multiple clouds"}, {"id": "mai-20260917-0922-baseline|c119-s4|anthropic-small|Ansible", "prompt": "c119-s4", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Agentless automation tool that's free and open-source, simpler learning curve than Terraform"}, {"id": "mai-20260917-0922-baseline|c119-s4|anthropic-small|CloudFormation (AWS)", "prompt": "c119-s4", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "CloudFormation (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're committed to a single cloud provider, their native IaC tools are free to use."}, {"id": "mai-20260917-0922-baseline|c119-s4|anthropic-small|Azure Resource Manager (ARM)", "prompt": "c119-s4", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Azure Resource Manager (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're committed to a single cloud provider, their native IaC tools are free to use."}, {"id": "mai-20260917-0922-baseline|c119-s4|anthropic-small|Google Cloud Deployment Manager", "prompt": "c119-s4", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Google Cloud Deployment Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're committed to a single cloud provider, their native IaC tools are free to use."}, {"id": "mai-20260917-0922-baseline|c119-s4|challenger-small|OpenTofu", "prompt": "c119-s4", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd pick **OpenTofu** for a budget-conscious small company"}, {"id": "mai-20260917-0922-baseline|c119-s4|challenger-small|Terraform", "prompt": "c119-s4", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Terraform** — best if you want the most established ecosystem and broad provider support."}, {"id": "mai-20260917-0922-baseline|c119-s4|challenger-small|Ansible", "prompt": "c119-s4", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your main need is server/app configuration rather than full cloud provisioning"}, {"id": "mai-20260917-0922-baseline|c119-s4|challenger-small|CloudFormation", "prompt": "c119-s4", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best only if you are committed to AWS and want the native, no-extra-tooling path"}, {"id": "mai-20260917-0922-baseline|c119-s4|deepseek-small|OpenTofu", "prompt": "c119-s4", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Recommendation: **OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-s4|deepseek-small|Ansible", "prompt": "c119-s4", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-up: **Ansible**"}, {"id": "mai-20260917-0922-baseline|c119-s4|deepseek-small|Terraform", "prompt": "c119-s4", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "HashiCorp's license and paid HCP pricing model make OpenTofu the safer long-term choice"}, {"id": "mai-20260917-0922-baseline|c119-s4|deepseek-small|Pulumi", "prompt": "c119-s4", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Pulumi | Free individual tier, ~$40/mo for teams"}, {"id": "mai-20260917-0922-baseline|c119-s4|deepseek-small|Ansible Automation Platform (AAP)", "prompt": "c119-s4", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Ansible Automation Platform (AAP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "$100–$300+ per node per year"}, {"id": "mai-20260917-0922-baseline|c119-s4|deepseek-small|AWS CloudFormation", "prompt": "c119-s4", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're heavily AWS-only, CloudFormation is free too — but OpenTofu keeps you portable"}, {"id": "mai-20260917-0922-baseline|c119-s4|google-small|OpenTofu", "prompt": "c119-s4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OpenTofu** is the best choice.... The Best Overall for Future-Proof, Free IaC"}, {"id": "mai-20260917-0922-baseline|c119-s4|google-small|Terraform", "prompt": "c119-s4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "HashiCorp changed Terraform’s license to a restrictive Business Source License (BSL)"}, {"id": "mai-20260917-0922-baseline|c119-s4|google-small|Pulumi", "prompt": "c119-s4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pulumi (Best for Developer-Heavy Teams with No DevOps Engineers)"}, {"id": "mai-20260917-0922-baseline|c119-s4|google-small|AWS CDK", "prompt": "c119-s4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with **AWS CDK / Azure Bicep** if you are single-cloud and want \"zero-ops\""}, {"id": "mai-20260917-0922-baseline|c119-s4|google-small|Azure Bicep", "prompt": "c119-s4", "model": "google-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "for Azure, it is **Azure Bicep** (a highly simplified language for Azure)"}, {"id": "mai-20260917-0922-baseline|c119-s4|meta-small|OpenTofu", "prompt": "c119-s4", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best infrastructure-as-code tool for a small company with a tight budget is likely to be an open-source tool such as OpenTofu, Kubernetes, or Crossplane"}, {"id": "mai-20260917-0922-baseline|c119-s4|meta-small|Kubernetes", "prompt": "c119-s4", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Kubernetes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "an open-source tool such as OpenTofu, Kubernetes, or Crossplane. These tools are free to run"}, {"id": "mai-20260917-0922-baseline|c119-s4|meta-small|Crossplane", "prompt": "c119-s4", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Crossplane", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "an open-source tool such as OpenTofu, Kubernetes, or Crossplane. These tools are free to run"}, {"id": "mai-20260917-0922-baseline|c119-s4|meta-small|Puppet", "prompt": "c119-s4", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Puppet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider include Puppet, which is highly rated by users"}, {"id": "mai-20260917-0922-baseline|c119-s4|meta-small|Pulumi", "prompt": "c119-s4", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pulumi, which offers a range of pricing models and a free trial"}, {"id": "mai-20260917-0922-baseline|c119-s4|minimax-small|OpenTofu", "prompt": "c119-s4", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **OpenTofu** if you want to learn HCL/ Terraform-style infrastructure, or **Pulumi** if your team prefers Python/JavaScript"}, {"id": "mai-20260917-0922-baseline|c119-s4|minimax-small|Puppet", "prompt": "c119-s4", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Puppet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Puppet** (Top Rated for Small Businesses)"}, {"id": "mai-20260917-0922-baseline|c119-s4|minimax-small|Pulumi", "prompt": "c119-s4", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Pulumi** if your team prefers Python/JavaScript. Both have free tiers and active communities."}, {"id": "mai-20260917-0922-baseline|c119-s4|minimax-small|Terraform", "prompt": "c119-s4", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Terraform** (Industry Standard) - **Cost**: Free for small usage; paid tiers for teams"}, {"id": "mai-20260917-0922-baseline|c119-s4|mistral-small|Terraform", "prompt": "c119-s4", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OpenTofu** or **Terraform** are the best choices due to their widespread adoption, extensive documentation, and large community support"}, {"id": "mai-20260917-0922-baseline|c119-s4|mistral-small|OpenTofu", "prompt": "c119-s4", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**OpenTofu** or **Terraform** are the best choices"}, {"id": "mai-20260917-0922-baseline|c119-s4|mistral-small|Pulumi", "prompt": "c119-s4", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulumi** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c119-s4|mistral-small|Crossplane", "prompt": "c119-s4", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Another open-source option that extends Kubernetes to manage infrastructure"}, {"id": "mai-20260917-0922-baseline|c119-s4|moonshot-small|OpenTofu", "prompt": "c119-s4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with OpenTofu** if you: Want multi-cloud support"}, {"id": "mai-20260917-0922-baseline|c119-s4|moonshot-small|Pulumi", "prompt": "c119-s4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Pulumi** if you: Have developers who prefer Python/TypeScript over HCL"}, {"id": "mai-20260917-0922-baseline|c119-s4|moonshot-small|Terraform", "prompt": "c119-s4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cost**: Free CLI, but avoid HCP Terraform's 500-resource limit"}, {"id": "mai-20260917-0922-baseline|c119-s4|moonshot-small|AWS CDK", "prompt": "c119-s4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS CDK**: Free and open-source (pay only for AWS resources)"}, {"id": "mai-20260917-0922-baseline|c119-s4|moonshot-small|Azure Bicep", "prompt": "c119-s4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Azure Bicep**: Free and open-source"}, {"id": "mai-20260917-0922-baseline|c119-s4|moonshot-small|AWS CloudFormation", "prompt": "c119-s4", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**AWS CloudFormation**: No tool fee (included with AWS)"}, {"id": "mai-20260917-0922-baseline|c119-s4|openai-small|Terraform", "prompt": "c119-s4", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OpenTofu/Terraform is usually the best infrastructure-as-code tool for a small company with a tight budget."}, {"id": "mai-20260917-0922-baseline|c119-s4|openai-small|AWS CloudFormation", "prompt": "c119-s4", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "use **CloudFormation** if you want fully native AWS and don't mind verbosity"}, {"id": "mai-20260917-0922-baseline|c119-s4|openai-small|AWS CDK", "prompt": "c119-s4", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS-only startup:** use **AWS CDK** if your team prefers coding in TypeScript/Python/C#"}, {"id": "mai-20260917-0922-baseline|c119-s4|openai-small|Ansible", "prompt": "c119-s4", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Very small team, mostly server setup:** **Ansible** may be enough and is simpler than full IaC."}, {"id": "mai-20260917-0922-baseline|c119-s4|openai-small|Helm", "prompt": "c119-s4", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Helm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**If you're on Kubernetes:** **Helm** or **Kustomize** for app deployment"}, {"id": "mai-20260917-0922-baseline|c119-s4|openai-small|Kustomize", "prompt": "c119-s4", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Kustomize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Helm** or **Kustomize** for app deployment, plus Terraform for infra"}, {"id": "mai-20260917-0922-baseline|c119-s4|openai-small|OpenTofu", "prompt": "c119-s4", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**OpenTofu or Terraform** is usually the best fit"}, {"id": "mai-20260917-0922-baseline|c119-s4|xai-small|Terraform", "prompt": "c119-s4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Terraform (or its open-source fork OpenTofu) is generally the best IaC tool for a small company on a tight budget.**"}, {"id": "mai-20260917-0922-baseline|c119-s4|xai-small|OpenTofu", "prompt": "c119-s4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with OpenTofu CLI—install in minutes, tons of tutorials."}, {"id": "mai-20260917-0922-baseline|c119-s4|xai-small|Terragrunt", "prompt": "c119-s4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terragrunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "state file management needs care (but tools like Terragrunt help for free)"}, {"id": "mai-20260917-0922-baseline|c119-s4|xai-small|Pulumi", "prompt": "c119-s4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Your devs hate DSLs?** Pulumi (free for solo/small)."}, {"id": "mai-20260917-0922-baseline|c119-s4|xai-small|Ansible", "prompt": "c119-s4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mostly config/app deployment?** Ansible."}, {"id": "mai-20260917-0922-baseline|c119-s4|xai-small|CloudFormation/CDK", "prompt": "c119-s4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "CloudFormation/CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're AWS-only and tiny, CloudFormation wins on simplicity."}, {"id": "mai-20260917-0922-baseline|c119-s4|xai-small|Crossplane", "prompt": "c119-s4", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Crossplane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "K8s-native; overkill unless you're all-in on K8s platforms."}, {"id": "mai-20260917-0922-baseline|c119-s4|zai-small|OpenTofu", "prompt": "c119-s4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OpenTofu** is the best overall choice"}, {"id": "mai-20260917-0922-baseline|c119-s4|zai-small|AWS CloudFormation", "prompt": "c119-s4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner‑up: AWS CloudFormation (Free, AWS‑only)"}, {"id": "mai-20260917-0922-baseline|c119-s4|zai-small|Terraform CLI", "prompt": "c119-s4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Terraform CLI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "HashiCorp’s Business Source License can be restrictive for commercial use"}, {"id": "mai-20260917-0922-baseline|c119-s4|zai-small|Pulumi", "prompt": "c119-s4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free forever ... moving to paid Team tier costs $40/month for up to 10 users"}, {"id": "mai-20260917-0922-baseline|c119-s4|zai-small|Ansible", "prompt": "c119-s4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Ansible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not a provisioning engine; you’ll need another tool"}, {"id": "mai-20260917-0922-baseline|c119-s4|zai-small|AWS CDK", "prompt": "c119-s4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "AWS CDK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free (open source) | AWS‑centric teams that prefer programming‑language‑first IaC"}, {"id": "mai-20260917-0922-baseline|c119-s4|zai-small|HCP Terraform", "prompt": "c119-s4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "HCP Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Unlike HCP Terraform, you’re not charged for the number of resources you manage"}, {"id": "mai-20260917-0922-baseline|c119-s4|zai-small|Chef", "prompt": "c119-s4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Chef", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Pair your IaC tool with a configuration management tool (Ansible, Chef, Puppet)"}, {"id": "mai-20260917-0922-baseline|c119-s4|zai-small|Puppet", "prompt": "c119-s4", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "budget", "raw": "Puppet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pair your IaC tool with a configuration management tool (Ansible, Chef, Puppet)"}, {"id": "mai-20260917-0922-baseline|c119-s5|alibaba-small|AWS CDK", "prompt": "c119-s5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**If you use one cloud:** Choose **AWS CDK** (for AWS)"}, {"id": "mai-20260917-0922-baseline|c119-s5|alibaba-small|CloudFormation", "prompt": "c119-s5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud-native tools (AWS CDK, CloudFormation, Azure Bicep) offer deeper integration"}, {"id": "mai-20260917-0922-baseline|c119-s5|alibaba-small|Azure Bicep", "prompt": "c119-s5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Azure Bicep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloud-native tools (AWS CDK, CloudFormation, Azure Bicep) offer deeper integration and fewer moving parts."}, {"id": "mai-20260917-0922-baseline|c119-s5|alibaba-small|Terraform", "prompt": "c119-s5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**If you use multiple clouds:** Choose **Terraform** (if risk-tolerant regarding license) or **OpenTofu**."}, {"id": "mai-20260917-0922-baseline|c119-s5|alibaba-small|Pulumi", "prompt": "c119-s5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If your team is heavy on generic coding (Java/Go/TS) but light on DevOps:** Choose **Pulumi**."}, {"id": "mai-20260917-0922-baseline|c119-s5|alibaba-small|OpenTofu", "prompt": "c119-s5", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Terraform** (if risk-tolerant regarding license) or **OpenTofu**."}, {"id": "mai-20260917-0922-baseline|c119-s5|anthropic-small|Terraform", "prompt": "c119-s5", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options worth evaluating include Terraform, AWS CloudFormation, Pulumi, and Ansible—each has different strengths."}, {"id": "mai-20260917-0922-baseline|c119-s5|anthropic-small|AWS CloudFormation", "prompt": "c119-s5", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options worth evaluating include Terraform, AWS CloudFormation, Pulumi, and Ansible"}, {"id": "mai-20260917-0922-baseline|c119-s5|anthropic-small|Pulumi", "prompt": "c119-s5", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options worth evaluating include Terraform, AWS CloudFormation, Pulumi, and Ansible"}, {"id": "mai-20260917-0922-baseline|c119-s5|anthropic-small|Ansible", "prompt": "c119-s5", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Ansible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options worth evaluating include Terraform, AWS CloudFormation, Pulumi, and Ansible"}, {"id": "mai-20260917-0922-baseline|c119-s5|challenger-small|Terraform", "prompt": "c119-s5", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "weighted evaluation scorecard** for Terraform vs Pulumi vs CloudFormation vs OpenTofu"}, {"id": "mai-20260917-0922-baseline|c119-s5|challenger-small|Pulumi", "prompt": "c119-s5", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Terraform vs Pulumi vs CloudFormation vs OpenTofu"}, {"id": "mai-20260917-0922-baseline|c119-s5|challenger-small|CloudFormation", "prompt": "c119-s5", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Terraform vs Pulumi vs CloudFormation vs OpenTofu"}, {"id": "mai-20260917-0922-baseline|c119-s5|challenger-small|OpenTofu", "prompt": "c119-s5", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Terraform vs Pulumi vs CloudFormation vs OpenTofu"}, {"id": "mai-20260917-0922-baseline|c119-s5|deepseek-small|Terraform", "prompt": "c119-s5", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The main candidates are **Terraform / OpenTofu** (huge ecosystem, mature, HCL)"}, {"id": "mai-20260917-0922-baseline|c119-s5|deepseek-small|OpenTofu", "prompt": "c119-s5", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The main candidates are **Terraform / OpenTofu** (huge ecosystem, mature, HCL)"}, {"id": "mai-20260917-0922-baseline|c119-s5|deepseek-small|Pulumi", "prompt": "c119-s5", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulumi** (real programming languages, better testing/IDE)"}, {"id": "mai-20260917-0922-baseline|c119-s5|deepseek-small|AWS CDK", "prompt": "c119-s5", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "possibly **AWS CDK** if you're AWS-only"}, {"id": "mai-20260917-0922-baseline|c119-s5|deepseek-small|CloudFormation", "prompt": "c119-s5", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Single-cloud with light needs \\u2192 the provider's native tool (CloudFormation, etc.) may be enough"}, {"id": "mai-20260917-0922-baseline|c119-s5|google-small|Pulumi", "prompt": "c119-s5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your developers are doing the heavy lifting and want to stay in TypeScript or Python, **choose Pulumi**."}, {"id": "mai-20260917-0922-baseline|c119-s5|google-small|AWS CDK", "prompt": "c119-s5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Option C: Cloud-Specific SDKs (AWS CDK, Azure Bicep) *The mono-cloud approach.*"}, {"id": "mai-20260917-0922-baseline|c119-s5|google-small|OpenTofu", "prompt": "c119-s5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your team consists of traditional systems/DevOps engineers, **start with OpenTofu**."}, {"id": "mai-20260917-0922-baseline|c119-s5|google-small|Terraform", "prompt": "c119-s5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "HashiCorp shifted Terraform from an open-source license to a restrictive Business Source License (BUSL)"}, {"id": "mai-20260917-0922-baseline|c119-s5|google-small|Terraform Cloud", "prompt": "c119-s5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Using a managed SaaS backend (like Pulumi Cloud, Terraform Cloud, or platforms like Spacelift or env0)"}, {"id": "mai-20260917-0922-baseline|c119-s5|google-small|Spacelift", "prompt": "c119-s5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Spacelift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "start with a managed runner platform like **env0, Spacelift, or Scalr**"}, {"id": "mai-20260917-0922-baseline|c119-s5|google-small|env0", "prompt": "c119-s5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "env0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "start with a managed runner platform like **env0, Spacelift, or Scalr**"}, {"id": "mai-20260917-0922-baseline|c119-s5|google-small|Azure Bicep", "prompt": "c119-s5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Azure Bicep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cloud-Specific SDKs (AWS CDK, Azure Bicep)"}, {"id": "mai-20260917-0922-baseline|c119-s5|google-small|Pulumi Cloud", "prompt": "c119-s5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you go with Pulumi, stick to the **Pulumi Cloud** free/team tier to eliminate backend management entirely."}, {"id": "mai-20260917-0922-baseline|c119-s5|google-small|Scalr", "prompt": "c119-s5", "model": "google-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Scalr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "start with a managed runner platform like **env0, Spacelift, or Scalr** (which have friendly tiers for small teams)"}, {"id": "mai-20260917-0922-baseline|c119-s5|meta-small|Terraform", "prompt": "c119-s5", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Terraform**: Still considered a default engine for multi-cloud infrastructure teams."}, {"id": "mai-20260917-0922-baseline|c119-s5|meta-small|OpenTofu", "prompt": "c119-s5", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An open-governance alternative to Terraform, suitable for teams wanting Terraform-style workflows."}, {"id": "mai-20260917-0922-baseline|c119-s5|meta-small|AWS CDK", "prompt": "c119-s5", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Particularly beneficial if your team is proficient in JavaScript or TypeScript"}, {"id": "mai-20260917-0922-baseline|c119-s5|minimax-small|Terraform", "prompt": "c119-s5", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mixed skills, want simplicity | Terraform, OpenTofu ... Multi-cloud | Terraform/OpenTofu (most mature ecosystem)"}, {"id": "mai-20260917-0922-baseline|c119-s5|minimax-small|Pulumi", "prompt": "c119-s5", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Developer-heavy, want code | Pulumi, AWS CDK"}, {"id": "mai-20260917-0922-baseline|c119-s5|minimax-small|CloudFormation", "prompt": "c119-s5", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS-only | AWS CDK, CloudFormation"}, {"id": "mai-20260917-0922-baseline|c119-s5|minimax-small|ARM templates", "prompt": "c119-s5", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "ARM templates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "others are vendor-specific (CloudFormation, ARM templates)"}, {"id": "mai-20260917-0922-baseline|c119-s5|minimax-small|AWS CDK", "prompt": "c119-s5", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AWS-only | AWS CDK, CloudFormation"}, {"id": "mai-20260917-0922-baseline|c119-s5|minimax-small|OpenTofu", "prompt": "c119-s5", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Multi-cloud | Terraform/OpenTofu (most mature ecosystem)"}, {"id": "mai-20260917-0922-baseline|c119-s5|mistral-small|Terraform (HashiCorp)", "prompt": "c119-s5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform (HashiCorp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you’re multi-cloud or need maximum flexibility:** **Terraform** is the safest choice."}, {"id": "mai-20260917-0922-baseline|c119-s5|mistral-small|Pulumi", "prompt": "c119-s5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulumi** is a great alternative."}, {"id": "mai-20260917-0922-baseline|c119-s5|mistral-small|AWS CDK", "prompt": "c119-s5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you’re all-in on AWS:** **AWS CDK** is worth a look."}, {"id": "mai-20260917-0922-baseline|c119-s5|mistral-small|Azure Bicep", "prompt": "c119-s5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you’re all-in on Azure:** **Azure Bicep** is simpler than ARM."}, {"id": "mai-20260917-0922-baseline|c119-s5|mistral-small|Google Cloud Deployment Manager", "prompt": "c119-s5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Google Cloud Deployment Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you’re all-in on GCP:** **Deployment Manager** or **Terraform** are your options."}, {"id": "mai-20260917-0922-baseline|c119-s5|mistral-small|Crossplane", "prompt": "c119-s5", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Kubernetes-native, control plane for cloud resources | Steeper Kubernetes learning curve"}, {"id": "mai-20260917-0922-baseline|c119-s5|moonshot-small|Terraform", "prompt": "c119-s5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Terraform** if: - You want the safest choice with the most community support"}, {"id": "mai-20260917-0922-baseline|c119-s5|moonshot-small|Pulumi", "prompt": "c119-s5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Pulumi** if: Your team is developer-heavy and prefers real programming languages"}, {"id": "mai-20260917-0922-baseline|c119-s5|moonshot-small|CloudFormation", "prompt": "c119-s5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider CloudFormation** if: You're 100% AWS and plan to stay there"}, {"id": "mai-20260917-0922-baseline|c119-s5|moonshot-small|Ansible", "prompt": "c119-s5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Ansible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Agentless, easy to learn, good for small-medium teams | Not ideal for provisioning cloud resources"}, {"id": "mai-20260917-0922-baseline|c119-s5|moonshot-small|Chef", "prompt": "c119-s5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Chef", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Configure existing servers ... | Ansible, Chef, Puppet"}, {"id": "mai-20260917-0922-baseline|c119-s5|moonshot-small|Puppet", "prompt": "c119-s5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Puppet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Configure existing servers ... | Ansible, Chef, Puppet"}, {"id": "mai-20260917-0922-baseline|c119-s5|moonshot-small|OpenTofu", "prompt": "c119-s5", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**OpenTofu** | Open-source preference | Terraform-compatible, community-driven | Newer, smaller ecosystem"}, {"id": "mai-20260917-0922-baseline|c119-s5|openai-small|Terraform", "prompt": "c119-s5", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a **comparison of Terraform vs Pulumi vs CloudFormation vs OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-s5|openai-small|Pulumi", "prompt": "c119-s5", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a **comparison of Terraform vs Pulumi vs CloudFormation vs OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-s5|openai-small|CloudFormation", "prompt": "c119-s5", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "CloudFormation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a **comparison of Terraform vs Pulumi vs CloudFormation vs OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-s5|openai-small|OpenTofu", "prompt": "c119-s5", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "OpenTofu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a **comparison of Terraform vs Pulumi vs CloudFormation vs OpenTofu**"}, {"id": "mai-20260917-0922-baseline|c119-s5|xai-small|Terraform", "prompt": "c119-s5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Multi-cloud/Teams**: Terraform + Terraform Cloud (mature, GitOps-ready)."}, {"id": "mai-20260917-0922-baseline|c119-s5|xai-small|Pulumi", "prompt": "c119-s5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Code-first**: Pulumi (familiar langs, real-time previews)."}, {"id": "mai-20260917-0922-baseline|c119-s5|xai-small|AWS CDK", "prompt": "c119-s5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Single-cloud AWS**: AWS CDK (Python/TS, native)."}, {"id": "mai-20260917-0922-baseline|c119-s5|xai-small|Crossplane", "prompt": "c119-s5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus on Terraform, Pulumi, AWS CDK, or Crossplane as top contenders"}, {"id": "mai-20260917-0922-baseline|c119-s5|xai-small|Atlantis", "prompt": "c119-s5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Atlantis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "GitOps integration (e.g., Atlantis, Terraform Cloud), PR-based approvals"}, {"id": "mai-20260917-0922-baseline|c119-s5|xai-small|Terraform Cloud", "prompt": "c119-s5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Terraform + Terraform Cloud (mature, GitOps-ready)"}, {"id": "mai-20260917-0922-baseline|c119-s5|xai-small|Spacelift", "prompt": "c119-s5", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "managed (Terraform Cloud/Enterprise, Spacelift) adds $20-100/user/month"}, {"id": "mai-20260917-0922-baseline|c119-s5|zai-small|Terraform (HashiCorp)", "prompt": "c119-s5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Terraform (HashiCorp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Industry standard, largest ecosystem, 3,000+ providers. Strong multi‑cloud support."}, {"id": "mai-20260917-0922-baseline|c119-s5|zai-small|Pulumi", "prompt": "c119-s5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for: Teams that prefer general‑purpose programming languages and want more control over security and governance."}, {"id": "mai-20260917-0922-baseline|c119-s5|zai-small|AWS CloudFormation", "prompt": "c119-s5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "AWS CloudFormation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS CloudFormation (if you’re AWS‑only) ... Best for: Teams that are 100% AWS and want minimal external dependencies."}, {"id": "mai-20260917-0922-baseline|c119-s5|zai-small|Crossplane", "prompt": "c119-s5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Crossplane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Crossplane – Kubernetes‑native IaC; good for K8s‑centric stacks."}, {"id": "mai-20260917-0922-baseline|c119-s5|zai-small|Ansible", "prompt": "c119-s5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "Ansible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Agentless configuration management; more suited to provisioning and configuration rather than full cloud infrastructure."}, {"id": "mai-20260917-0922-baseline|c119-s5|zai-small|CDK (AWS, Azure, GCP)", "prompt": "c119-s5", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "scale", "raw": "CDK (AWS, Azure, GCP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Use real languages (TypeScript, Python, etc.) but are cloud‑specific."}, {"id": "mai-20260917-0922-baseline|c119-s6|alibaba-small|Terraform", "prompt": "c119-s6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Otherwise, opt for cloud-agnostic tools like Terraform."}, {"id": "mai-20260917-0922-baseline|c119-s6|alibaba-small|Ansible", "prompt": "c119-s6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "easier-to-adopt alternatives like Ansible or Terraform"}, {"id": "mai-20260917-0922-baseline|c119-s6|alibaba-small|Chef", "prompt": "c119-s6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why Avoid:** Your team may spend weeks configuring the tool itself... the return on investment (ROI) is low"}, {"id": "mai-20260917-0922-baseline|c119-s6|alibaba-small|AWS CloudFormation", "prompt": "c119-s6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be cautious about your exit strategy... You run the risk of \"Vendor Lock-in.\""}, {"id": "mai-20260917-0922-baseline|c119-s6|alibaba-small|Azure Resource Manager (ARM)", "prompt": "c119-s6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure Resource Manager (ARM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "tied exclusively** to their respective clouds"}, {"id": "mai-20260917-0922-baseline|c119-s6|alibaba-small|Kubernetes", "prompt": "c119-s6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Kubernetes", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "often **dangerous overkill** for small businesses"}, {"id": "mai-20260917-0922-baseline|c119-s6|alibaba-small|Helm", "prompt": "c119-s6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Helm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Using Kubernetes (and Helm charts) as your primary IaC method is often **dangerous overkill**"}, {"id": "mai-20260917-0922-baseline|c119-s6|alibaba-small|Ansible Tower", "prompt": "c119-s6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible Tower", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Buying paid, on-premise enterprise versions of automation tools is often a false economy."}, {"id": "mai-20260917-0922-baseline|c119-s6|alibaba-small|Puppet Enterprise", "prompt": "c119-s6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Self-Managed Enterprise Suites (e.g., Ansible Tower / Puppet Enterprise)... often a false economy"}, {"id": "mai-20260917-0922-baseline|c119-s6|alibaba-small|GitHub Actions", "prompt": "c119-s6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "leverage modern CI/CD platforms (like GitHub Actions) to handle task scheduling and secrets management"}, {"id": "mai-20260917-0922-baseline|c119-s6|alibaba-small|GitLab CI", "prompt": "c119-s6", "model": "alibaba-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "GitLab CI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**GitHub Actions / GitLab CI** (Integrated workflow)"}, {"id": "mai-20260917-0922-baseline|c119-s6|anthropic-small|Chef", "prompt": "c119-s6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Chef and Puppet require a master server ... this adds unnecessary operational overhead."}, {"id": "mai-20260917-0922-baseline|c119-s6|anthropic-small|Puppet", "prompt": "c119-s6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Chef and Puppet require a master server ... this adds unnecessary operational overhead."}, {"id": "mai-20260917-0922-baseline|c119-s6|anthropic-small|Ansible", "prompt": "c119-s6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Ansible does not store the state locally, so you need to create additional playbooks for tearing down environments"}, {"id": "mai-20260917-0922-baseline|c119-s6|anthropic-small|AWS CloudFormation", "prompt": "c119-s6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "CloudFormation is AWS-specific and limited to AWS, making it unsuitable for multi-cloud strategies."}, {"id": "mai-20260917-0922-baseline|c119-s6|anthropic-small|Terraform", "prompt": "c119-s6", "model": "anthropic-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools like Terraform maintain a state file that can become a single point of failure if not handled properly."}, {"id": "mai-20260917-0922-baseline|c119-s6|challenger-small|Chef", "prompt": "c119-s6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "categorizes it as **declining** and best suited to **legacy configuration management**, which makes it a weaker fit"}, {"id": "mai-20260917-0922-baseline|c119-s6|challenger-small|Puppet", "prompt": "c119-s6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "also described as **declining** and associated with **legacy config management**"}, {"id": "mai-20260917-0922-baseline|c119-s6|challenger-small|Salt", "prompt": "c119-s6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Salt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may be more complex than necessary for a small team with simpler needs"}, {"id": "mai-20260917-0922-baseline|c119-s6|challenger-small|AWS CloudFormation", "prompt": "c119-s6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "you should be cautious if you are **not AWS-only**, because it ties you to AWS"}, {"id": "mai-20260917-0922-baseline|c119-s6|challenger-small|Azure Bicep/ARM", "prompt": "c119-s6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure Bicep/ARM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "best when you are firmly in the **Microsoft/Azure** ecosystem; otherwise they add platform lock-in"}, {"id": "mai-20260917-0922-baseline|c119-s6|challenger-small|Pulumi", "prompt": "c119-s6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "small businesses without that maturity may find it heavier than simpler declarative tools"}, {"id": "mai-20260917-0922-baseline|c119-s6|challenger-small|AWS CDK", "prompt": "c119-s6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CDK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "most attractive when your team is already comfortable with the language/runtime it uses"}, {"id": "mai-20260917-0922-baseline|c119-s6|challenger-small|Crossplane", "prompt": "c119-s6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Crossplane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "for a small business without a strong Kubernetes platform team, it can be more operationally demanding than necessary"}, {"id": "mai-20260917-0922-baseline|c119-s6|challenger-small|Terraform", "prompt": "c119-s6", "model": "challenger-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "if you want **multi-cloud flexibility**, **Terraform** is often the default recommendation"}, {"id": "mai-20260917-0922-baseline|c119-s6|deepseek-small|AWS CloudFormation", "prompt": "c119-s6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Chef, Puppet, AWS CloudFormation (if you want multi-cloud flexibility)"}, {"id": "mai-20260917-0922-baseline|c119-s6|deepseek-small|Terraform/OpenTofu", "prompt": "c119-s6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform/OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider Terraform/OpenTofu or Pulumi instead."}, {"id": "mai-20260917-0922-baseline|c119-s6|deepseek-small|Pulumi", "prompt": "c119-s6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulumi** (open source, Apache 2.0) to avoid Terraform's BSL ambiguity"}, {"id": "mai-20260917-0922-baseline|c119-s6|deepseek-small|Chef", "prompt": "c119-s6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Caution level: High (avoid)** ... **Verdict:** Avoid both"}, {"id": "mai-20260917-0922-baseline|c119-s6|deepseek-small|Puppet", "prompt": "c119-s6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Puppet has the same problem (agent-based, central server) ... Avoid both"}, {"id": "mai-20260917-0922-baseline|c119-s6|deepseek-small|Ansible", "prompt": "c119-s6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**For configuration management:** Use **Ansible** — agentless, YAML-only, easy to learn, no server to maintain."}, {"id": "mai-20260917-0922-baseline|c119-s6|deepseek-small|Terraform", "prompt": "c119-s6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Caution level: Medium-High (with open eyes)** ... be aware you are betting on IBM's goodwill"}, {"id": "mai-20260917-0922-baseline|c119-s6|deepseek-small|OpenTofu", "prompt": "c119-s6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Start with **OpenTofu** (MPL-licensed, community-governed)"}, {"id": "mai-20260917-0922-baseline|c119-s6|deepseek-small|Chef Automate", "prompt": "c119-s6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef Automate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid any paid enterprise managed service until you genuinely need features"}, {"id": "mai-20260917-0922-baseline|c119-s6|deepseek-small|Puppet Enterprise", "prompt": "c119-s6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid any paid enterprise managed service"}, {"id": "mai-20260917-0922-baseline|c119-s6|deepseek-small|HashiCorp Cloud Platform (HCP Terraform paid tiers)", "prompt": "c119-s6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "HashiCorp Cloud Platform (HCP Terraform paid tiers)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "start at **hundreds of dollars a month** ... this is pure waste"}, {"id": "mai-20260917-0922-baseline|c119-s6|deepseek-small|Crossplane", "prompt": "c119-s6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Crossplane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Crossplane require you to be deep into K8s — a huge overhead for a small business"}, {"id": "mai-20260917-0922-baseline|c119-s6|deepseek-small|Dagger", "prompt": "c119-s6", "model": "deepseek-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Dagger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "hyped newer tools (like Crossplane, Dagger...) ... smaller communities, fewer tutorials"}, {"id": "mai-20260917-0922-baseline|c119-s6|google-small|Chef", "prompt": "c119-s6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Entirely: Heavy Legacy Configuration Management * **Specific Tools:** Chef, Puppet, SaltStack"}, {"id": "mai-20260917-0922-baseline|c119-s6|google-small|Puppet", "prompt": "c119-s6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Entirely: Heavy Legacy Configuration Management * **Specific Tools:** Chef, Puppet, SaltStack"}, {"id": "mai-20260917-0922-baseline|c119-s6|google-small|SaltStack", "prompt": "c119-s6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "SaltStack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid Entirely: Heavy Legacy Configuration Management * **Specific Tools:** Chef, Puppet, SaltStack"}, {"id": "mai-20260917-0922-baseline|c119-s6|google-small|OpenTofu", "prompt": "c119-s6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**The Modern Alternative:** **OpenTofu**. OpenTofu is a completely open-source, community-driven fork of Terraform backed by the Linux Foundation."}, {"id": "mai-20260917-0922-baseline|c119-s6|google-small|Terraform", "prompt": "c119-s6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Licensing shifts and expensive managed \"per-resource\" pricing."}, {"id": "mai-20260917-0922-baseline|c119-s6|google-small|Ansible", "prompt": "c119-s6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "use **Ansible** (which is agentless and much simpler)"}, {"id": "mai-20260917-0922-baseline|c119-s6|google-small|Pulumi", "prompt": "c119-s6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Can result in unmaintainable \"spaghetti\" infrastructure code."}, {"id": "mai-20260917-0922-baseline|c119-s6|google-small|AWS CDK (Cloud Development Kit)", "prompt": "c119-s6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CDK (Cloud Development Kit)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be Highly Cautious of: \"Software-Defined\" IaC * **Specific Tools:** Pulumi, AWS CDK"}, {"id": "mai-20260917-0922-baseline|c119-s6|google-small|AWS CloudFormation", "prompt": "c119-s6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Highly verbose; cannot manage third-party SaaS tools."}, {"id": "mai-20260917-0922-baseline|c119-s6|google-small|Azure Resource Manager (ARM) templates", "prompt": "c119-s6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure Resource Manager (ARM) templates", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Extreme verbosity and strict vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c119-s6|google-small|Azure Bicep", "prompt": "c119-s6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure Bicep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "use modern iterations like **Azure Bicep** (which is much cleaner than ARM)"}, {"id": "mai-20260917-0922-baseline|c119-s6|google-small|Crossplane", "prompt": "c119-s6", "model": "google-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Crossplane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Requires running and managing Kubernetes to provision basic resources."}, {"id": "mai-20260917-0922-baseline|c119-s6|meta-small|Puppet", "prompt": "c119-s6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it may not be suitable for very small, static projects where infrastructure rarely changes"}, {"id": "mai-20260917-0922-baseline|c119-s6|meta-small|Ansible", "prompt": "c119-s6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may require a significant amount of time and effort to get it up and running"}, {"id": "mai-20260917-0922-baseline|c119-s6|meta-small|Terraform", "prompt": "c119-s6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may require dedicated DevOps staff to manage it effectively, which may not be feasible for small businesses"}, {"id": "mai-20260917-0922-baseline|c119-s6|meta-small|Pulumi", "prompt": "c119-s6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it may have a steeper learning curve compared to other tools"}, {"id": "mai-20260917-0922-baseline|c119-s6|meta-small|OpenTofu", "prompt": "c119-s6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "OpenTofu is a free, community-driven infrastructure provisioning tool that is suitable for small teams."}, {"id": "mai-20260917-0922-baseline|c119-s6|meta-small|Docker Swarm", "prompt": "c119-s6", "model": "meta-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Docker Swarm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Docker Swarm is a container clustering tool that is easy to use and suitable for small teams."}, {"id": "mai-20260917-0922-baseline|c119-s6|minimax-small|Puppet", "prompt": "c119-s6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it can be overly complex for small teams with limited DevOps expertise"}, {"id": "mai-20260917-0922-baseline|c119-s6|minimax-small|Chef", "prompt": "c119-s6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Has a steep learning curve and requires significant setup overhead"}, {"id": "mai-20260917-0922-baseline|c119-s6|minimax-small|AWS CloudFormation", "prompt": "c119-s6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Can become complex and has a steep learning curve; better for AWS-only environments but can create lock-in"}, {"id": "mai-20260917-0922-baseline|c119-s6|minimax-small|Azure Bicep/ARM Templates", "prompt": "c119-s6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure Bicep/ARM Templates", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Microsoft-specific; best only if you're fully committed to Azure"}, {"id": "mai-20260917-0922-baseline|c119-s6|minimax-small|Kubernetes (K8s)", "prompt": "c119-s6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Kubernetes (K8s)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Often overkill for small businesses unless you truly need container orchestration"}, {"id": "mai-20260917-0922-baseline|c119-s6|minimax-small|Terraform", "prompt": "c119-s6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Terraform**: Flexible, multi-cloud, good free tier"}, {"id": "mai-20260917-0922-baseline|c119-s6|minimax-small|Ansible", "prompt": "c119-s6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Ansible**: Simpler, agentless, good for small teams"}, {"id": "mai-20260917-0922-baseline|c119-s6|minimax-small|Cloud-init", "prompt": "c119-s6", "model": "minimax-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Cloud-init", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Cloud-init**: For basic server initialization"}, {"id": "mai-20260917-0922-baseline|c119-s6|mistral-small|Puppet", "prompt": "c119-s6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "generally considered complex and resource-intensive for small businesses"}, {"id": "mai-20260917-0922-baseline|c119-s6|mistral-small|Chef", "prompt": "c119-s6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Chef is powerful but often too complex and time-consuming for small teams"}, {"id": "mai-20260917-0922-baseline|c119-s6|mistral-small|Salt (SaltStack)", "prompt": "c119-s6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Salt (SaltStack)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Salt can be overkill for small businesses due to its complexity"}, {"id": "mai-20260917-0922-baseline|c119-s6|mistral-small|Vagrant", "prompt": "c119-s6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Vagrant", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "not typically used for production infrastructure management and may not be necessary for small businesses"}, {"id": "mai-20260917-0922-baseline|c119-s6|mistral-small|Pulumi", "prompt": "c119-s6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with simpler, more accessible tools like Terraform or Pulumi if you need IaC at all."}, {"id": "mai-20260917-0922-baseline|c119-s6|mistral-small|Terraform", "prompt": "c119-s6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Start with simpler, more accessible tools like Terraform or Pulumi"}, {"id": "mai-20260917-0922-baseline|c119-s6|mistral-small|OpenTofu", "prompt": "c119-s6", "model": "mistral-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "OpenTofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you have dedicated DevOps staff, **Terraform** or **OpenTofu** may be more suitable."}, {"id": "mai-20260917-0922-baseline|c119-s6|moonshot-small|Chef", "prompt": "c119-s6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Don't adopt complex enterprise tools like Chef or Puppet unless you have dedicated DevOps resources"}, {"id": "mai-20260917-0922-baseline|c119-s6|moonshot-small|Puppet", "prompt": "c119-s6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Don't adopt complex enterprise tools like Chef or Puppet unless you have dedicated DevOps resources"}, {"id": "mai-20260917-0922-baseline|c119-s6|moonshot-small|Ansible", "prompt": "c119-s6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Better alternatives**: Ansible (agentless, YAML-based, much simpler)"}, {"id": "mai-20260917-0922-baseline|c119-s6|moonshot-small|Terraform", "prompt": "c119-s6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Terraform** – Use with Awareness of Complexity"}, {"id": "mai-20260917-0922-baseline|c119-s6|moonshot-small|Pulumi", "prompt": "c119-s6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Pulumi** – Developer-Friendly but Potentially Overkill"}, {"id": "mai-20260917-0922-baseline|c119-s6|moonshot-small|AWS CloudFormation", "prompt": "c119-s6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**AWS CloudFormation** – AWS-Only Limitation ... **Vendor lock-in**: Only works with AWS"}, {"id": "mai-20260917-0922-baseline|c119-s6|moonshot-small|ARM", "prompt": "c119-s6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "ARM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cloud-native tools (CloudFormation, ARM, Deployment Manager)"}, {"id": "mai-20260917-0922-baseline|c119-s6|moonshot-small|Deployment Manager", "prompt": "c119-s6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Deployment Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cloud-native tools (CloudFormation, ARM, Deployment Manager)"}, {"id": "mai-20260917-0922-baseline|c119-s6|moonshot-small|Terratest", "prompt": "c119-s6", "model": "moonshot-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terratest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Requires third-party tools like Terratest"}, {"id": "mai-20260917-0922-baseline|c119-s6|openai-small|Terraform / OpenTofu", "prompt": "c119-s6", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform / OpenTofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Terraform / OpenTofu** for multi-cloud or broad provider support"}, {"id": "mai-20260917-0922-baseline|c119-s6|openai-small|Pulumi", "prompt": "c119-s6", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulumi** if your team prefers general-purpose programming languages"}, {"id": "mai-20260917-0922-baseline|c119-s6|openai-small|AWS CloudFormation", "prompt": "c119-s6", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cloud-native tools** like AWS CloudFormation, Azure Bicep, or Google Cloud Deployment Manager only if you're committed to that cloud"}, {"id": "mai-20260917-0922-baseline|c119-s6|openai-small|Azure Bicep", "prompt": "c119-s6", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure Bicep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "only if you're committed to that cloud"}, {"id": "mai-20260917-0922-baseline|c119-s6|openai-small|Google Cloud Deployment Manager", "prompt": "c119-s6", "model": "openai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Google Cloud Deployment Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "only if you're committed to that cloud"}, {"id": "mai-20260917-0922-baseline|c119-s6|xai-small|Puppet", "prompt": "c119-s6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to **Avoid** (Overkill for most SMBs): Enterprise configuration management tools like Puppet, Chef, or SaltStack"}, {"id": "mai-20260917-0922-baseline|c119-s6|xai-small|Chef", "prompt": "c119-s6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "are declining in popularity (e.g., Chef marked \"declining\")"}, {"id": "mai-20260917-0922-baseline|c119-s6|xai-small|SaltStack", "prompt": "c119-s6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "SaltStack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tools to **Avoid** ... like Puppet, Chef, or SaltStack"}, {"id": "mai-20260917-0922-baseline|c119-s6|xai-small|Ansible", "prompt": "c119-s6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Opt for lighter alternatives like Ansible instead."}, {"id": "mai-20260917-0922-baseline|c119-s6|xai-small|Terraform (or OpenTofu)", "prompt": "c119-s6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform (or OpenTofu)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools to **Be Cautious About** ... State file management is a common failure point"}, {"id": "mai-20260917-0922-baseline|c119-s6|xai-small|Pulumi", "prompt": "c119-s6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "overkill for simple tasks—leads to over-engineering, complex state/debugging"}, {"id": "mai-20260917-0922-baseline|c119-s6|xai-small|AWS CloudFormation", "prompt": "c119-s6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "JSON/YAML templates are verbose/rigid ... Slow deploys (e.g., CloudFormation's 15-20min feedback loops kill iteration)"}, {"id": "mai-20260917-0922-baseline|c119-s6|xai-small|Azure ARM/Bicep", "prompt": "c119-s6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure ARM/Bicep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Vendor-native declarative tools like AWS CloudFormation, Azure ARM/Bicep ... locks you in early"}, {"id": "mai-20260917-0922-baseline|c119-s6|xai-small|Google Deployment Manager", "prompt": "c119-s6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Google Deployment Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Pitfalls for SMBs: JSON/YAML templates are verbose/rigid ... no multi-cloud flexibility"}, {"id": "mai-20260917-0922-baseline|c119-s6|xai-small|Cloud CLI + Git", "prompt": "c119-s6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Cloud CLI + Git", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Cloud CLI + Git | Minimal IaC. | No learning curve; scriptable."}, {"id": "mai-20260917-0922-baseline|c119-s6|xai-small|Atlantis", "prompt": "c119-s6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Atlantis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Mitigate with Atlantis/Spacelift for state."}, {"id": "mai-20260917-0922-baseline|c119-s6|xai-small|Spacelift", "prompt": "c119-s6", "model": "xai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Spacelift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Mitigate with Atlantis/Spacelift for state."}, {"id": "mai-20260917-0922-baseline|c119-s6|zai-small|AWS CloudFormation", "prompt": "c119-s6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "AWS CloudFormation", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Cloud‑specific templates (CloudFormation, ARM) – vendor lock‑in and steep learning curve."}, {"id": "mai-20260917-0922-baseline|c119-s6|zai-small|Azure ARM templates", "prompt": "c119-s6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Azure ARM templates", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Same vendor lock‑in issues as CloudFormation.<br>• Complex, error‑prone syntax"}, {"id": "mai-20260917-0922-baseline|c119-s6|zai-small|GCP Deployment Manager", "prompt": "c119-s6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "GCP Deployment Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Locked to a single provider; no easy path to multi‑cloud."}, {"id": "mai-20260917-0922-baseline|c119-s6|zai-small|Puppet", "prompt": "c119-s6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Puppet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Agent‑based tools (Puppet, Chef) – extra infrastructure, complexity, and steeper learning curves."}, {"id": "mai-20260917-0922-baseline|c119-s6|zai-small|Chef", "prompt": "c119-s6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Chef", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Steepest learning curve ... Smaller community compared to Ansible or Terraform"}, {"id": "mai-20260917-0922-baseline|c119-s6|zai-small|Ansible", "prompt": "c119-s6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Ansible", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Start with **Ansible or Terraform**, keep things simple"}, {"id": "mai-20260917-0922-baseline|c119-s6|zai-small|SaltStack", "prompt": "c119-s6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "SaltStack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Less beginner‑friendly than Ansible; YAML states can be confusing for new users."}, {"id": "mai-20260917-0922-baseline|c119-s6|zai-small|Custom scripts / “just put scripts in Git”", "prompt": "c119-s6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Custom scripts / “just put scripts in Git”", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "No state tracking – hard to know what the “desired state” actually is."}, {"id": "mai-20260917-0922-baseline|c119-s6|zai-small|Terraform", "prompt": "c119-s6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Terraform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Start with **Ansible or Terraform**, keep things simple"}, {"id": "mai-20260917-0922-baseline|c119-s6|zai-small|Pulumi", "prompt": "c119-s6", "model": "zai-small", "cat": "infrastructure-as-code", "variant": "negative", "raw": "Pulumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Terraform** or **Pulumi** are your best bets."}, {"id": "mai-20260917-0922-baseline|c120-l1|alibaba-small|Flexera Cloudability", "prompt": "c120-l1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Flexera Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Flexera is historically the safest bet."}, {"id": "mai-20260917-0922-baseline|c120-l1|alibaba-small|Datanami (Costanomic)", "prompt": "c120-l1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Datanami (Costanomic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Datanami if you want to reduce your bill immediately"}, {"id": "mai-20260917-0922-baseline|c120-l1|alibaba-small|Harness", "prompt": "c120-l1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Harness if your culture is deeply integrated with Kubernetes and DevOps practices."}, {"id": "mai-20260917-0922-baseline|c120-l1|alibaba-small|Vantage", "prompt": "c120-l1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Vantage if you want a modern, hassle-free solution with the best interface."}, {"id": "mai-20260917-0922-baseline|c120-l1|anthropic-small|Vantage", "prompt": "c120-l1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vantage**: Vantage offers more than 20 native integrations spanning the major cloud providers... It combines automated waste detection with autonomous resource elimination"}, {"id": "mai-20260917-0922-baseline|c120-l1|anthropic-small|CloudZero", "prompt": "c120-l1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For organizations that need to connect cloud and AI spend to business outcomes, CloudZero is a strong platform."}, {"id": "mai-20260917-0922-baseline|c120-l1|anthropic-small|Apptio Cloudability", "prompt": "c120-l1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Apptio Cloudability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for large enterprise FinOps teams that run monthly cloud cost close and need audit-ready chargeback"}, {"id": "mai-20260917-0922-baseline|c120-l1|anthropic-small|nOps", "prompt": "c120-l1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a commitment manager (nOps, Flexera)"}, {"id": "mai-20260917-0922-baseline|c120-l1|anthropic-small|Flexera", "prompt": "c120-l1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Flexera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For AWS commitment automation, ProsperOps (now part of Flexera) leads."}, {"id": "mai-20260917-0922-baseline|c120-l1|anthropic-small|ProsperOps", "prompt": "c120-l1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For AWS commitment automation, ProsperOps (now part of Flexera) leads."}, {"id": "mai-20260917-0922-baseline|c120-l1|anthropic-small|Datadog", "prompt": "c120-l1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Most enterprises run a visibility platform (CloudZero, Apptio Cloudability, Datadog)"}, {"id": "mai-20260917-0922-baseline|c120-l1|anthropic-small|Kubecost", "prompt": "c120-l1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a Kubernetes optimizer (Kubecost, Cast AI)"}, {"id": "mai-20260917-0922-baseline|c120-l1|anthropic-small|Cast AI", "prompt": "c120-l1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Cast AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a Kubernetes optimizer (Kubecost, Cast AI)"}, {"id": "mai-20260917-0922-baseline|c120-l1|challenger-small|IBM Cloudability", "prompt": "c120-l1", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "IBM Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single-choice answer is usually **IBM Cloudability** if your priority is mature enterprise FinOps"}, {"id": "mai-20260917-0922-baseline|c120-l1|challenger-small|Vantage", "prompt": "c120-l1", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vantage** is also a top enterprise contender"}, {"id": "mai-20260917-0922-baseline|c120-l1|challenger-small|CloudHealth", "prompt": "c120-l1", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for enterprises with **deep VMware roots** and established governance workflows"}, {"id": "mai-20260917-0922-baseline|c120-l1|challenger-small|Flexera One FinOps", "prompt": "c120-l1", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Flexera One FinOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best when you need **enterprise-wide cost management** that also anticipates cloud and AI spend"}, {"id": "mai-20260917-0922-baseline|c120-l1|deepseek-small|Apptio Cloudability (by IBM)", "prompt": "c120-l1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Apptio Cloudability (by IBM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd shortlist **CloudZero** (for unit economics) and **Apptio Cloudability** (for governance)"}, {"id": "mai-20260917-0922-baseline|c120-l1|deepseek-small|CloudHealth by Broadcom", "prompt": "c120-l1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudHealth by Broadcom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Apptio Cloudability** or **CloudHealth** are the enterprise standards"}, {"id": "mai-20260917-0922-baseline|c120-l1|deepseek-small|CloudZero", "prompt": "c120-l1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "this is why many analysts recommend **CloudZero** for B2B/SaaS-style businesses"}, {"id": "mai-20260917-0922-baseline|c120-l1|deepseek-small|Vantage", "prompt": "c120-l1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best modern, self-serve alternative"}, {"id": "mai-20260917-0922-baseline|c120-l1|deepseek-small|Flexera One", "prompt": "c120-l1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Flexera One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**5. Flexera One / IBM Turbonomic** — Enterprise automation and rightsizing"}, {"id": "mai-20260917-0922-baseline|c120-l1|deepseek-small|IBM Turbonomic", "prompt": "c120-l1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "IBM Turbonomic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Turbonomic excels at automated, real-time rightsizing and workload placement."}, {"id": "mai-20260917-0922-baseline|c120-l1|deepseek-small|Kubecost", "prompt": "c120-l1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Kubecost, CAST AI excel here"}, {"id": "mai-20260917-0922-baseline|c120-l1|deepseek-small|CAST AI", "prompt": "c120-l1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CAST AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kubecost, CAST AI excel here"}, {"id": "mai-20260917-0922-baseline|c120-l1|deepseek-small|Zesty", "prompt": "c120-l1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Zesty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "actually automate savings (Turbonomic, Zesty, nOps)?"}, {"id": "mai-20260917-0922-baseline|c120-l1|deepseek-small|nOps", "prompt": "c120-l1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "nOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "actually automate savings (Turbonomic, Zesty, nOps)?"}, {"id": "mai-20260917-0922-baseline|c120-l1|google-small|CloudZero", "prompt": "c120-l1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are a B2B SaaS company that needs to measure exact gross margins per customer, product feature, or tenant, **CloudZero** is the industry leader."}, {"id": "mai-20260917-0922-baseline|c120-l1|google-small|Vantage", "prompt": "c120-l1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vantage** is the most comprehensive tool"}, {"id": "mai-20260917-0922-baseline|c120-l1|google-small|Finout", "prompt": "c120-l1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Finout** is exceptional"}, {"id": "mai-20260917-0922-baseline|c120-l1|google-small|CAST AI", "prompt": "c120-l1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CAST AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose CAST AI if your B2B platform runs on **Kubernetes**"}, {"id": "mai-20260917-0922-baseline|c120-l1|google-small|Kubecost", "prompt": "c120-l1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The gold standard for attributing Kubernetes costs down to the namespace, pod, and container level."}, {"id": "mai-20260917-0922-baseline|c120-l1|google-small|IBM Cloudability", "prompt": "c120-l1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "IBM Cloudability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**IBM Cloudability** (via Apptio) is the classic enterprise choice"}, {"id": "mai-20260917-0922-baseline|c120-l1|meta-small|CloudZero", "prompt": "c120-l1", "model": "meta-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top cloud cost management tools include CloudZero, CAST AI, ProsperOps, Infracost, and OpenCost"}, {"id": "mai-20260917-0922-baseline|c120-l1|meta-small|CAST AI", "prompt": "c120-l1", "model": "meta-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CAST AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top cloud cost management tools include CloudZero, CAST AI, ProsperOps, Infracost, and OpenCost"}, {"id": "mai-20260917-0922-baseline|c120-l1|meta-small|ProsperOps", "prompt": "c120-l1", "model": "meta-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top cloud cost management tools include CloudZero, CAST AI, ProsperOps, Infracost, and OpenCost"}, {"id": "mai-20260917-0922-baseline|c120-l1|meta-small|Infracost", "prompt": "c120-l1", "model": "meta-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Infracost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some of the top cloud cost management tools include CloudZero, CAST AI, ProsperOps, Infracost, and OpenCost"}, {"id": "mai-20260917-0922-baseline|c120-l1|meta-small|OpenCost", "prompt": "c120-l1", "model": "meta-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "OpenCost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "some of the top cloud cost management tools include CloudZero, CAST AI, ProsperOps, Infracost, and OpenCost"}, {"id": "mai-20260917-0922-baseline|c120-l1|minimax-small|CloudZero", "prompt": "c120-l1", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **CloudZero** or **Cloudaware**"}, {"id": "mai-20260917-0922-baseline|c120-l1|minimax-small|Cloudaware", "prompt": "c120-l1", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Cloudaware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **CloudZero** or **Cloudaware**"}, {"id": "mai-20260917-0922-baseline|c120-l1|minimax-small|ProsperOps", "prompt": "c120-l1", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Commitment management (Reserved Instances, Savings Plans)"}, {"id": "mai-20260917-0922-baseline|c120-l1|minimax-small|CAST AI", "prompt": "c120-l1", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CAST AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Kubernetes automation"}, {"id": "mai-20260917-0922-baseline|c120-l1|minimax-small|Flexera", "prompt": "c120-l1", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Flexera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Resource allocation decisions"}, {"id": "mai-20260917-0922-baseline|c120-l1|mistral-small|CloudZero", "prompt": "c120-l1", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CloudZero** and **IBM Cloudability** are the top choices"}, {"id": "mai-20260917-0922-baseline|c120-l1|mistral-small|IBM Cloudability", "prompt": "c120-l1", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "IBM Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**CloudZero** and **IBM Cloudability** are the top choices"}, {"id": "mai-20260917-0922-baseline|c120-l1|mistral-small|ProsperOps", "prompt": "c120-l1", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for commitment management"}, {"id": "mai-20260917-0922-baseline|c120-l1|mistral-small|Infracost", "prompt": "c120-l1", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Useful for pre-deployment cost estimates, especially for infrastructure-as-code teams."}, {"id": "mai-20260917-0922-baseline|c120-l1|moonshot-small|IBM Cloudability (formerly Apptio Cloudability)", "prompt": "c120-l1", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "IBM Cloudability (formerly Apptio Cloudability)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**IBM Cloudability** if you have $5M+ cloud spend, need enterprise-grade governance, and want comprehensive TBM capabilities"}, {"id": "mai-20260917-0922-baseline|c120-l1|moonshot-small|CloudZero", "prompt": "c120-l1", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CloudZero** if you're a product-led B2B company focused on unit economics"}, {"id": "mai-20260917-0922-baseline|c120-l1|moonshot-small|Flexera One FinOps", "prompt": "c120-l1", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Flexera One FinOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Flexera One** if you have a complex hybrid environment"}, {"id": "mai-20260917-0922-baseline|c120-l1|moonshot-small|Cloudaware", "prompt": "c120-l1", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cloudaware** - Best for CMDB-Backed Accuracy"}, {"id": "mai-20260917-0922-baseline|c120-l1|moonshot-small|ProsperOps", "prompt": "c120-l1", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Recently acquired ProsperOps for enhanced commitment management"}, {"id": "mai-20260917-0922-baseline|c120-l1|moonshot-small|CAST AI", "prompt": "c120-l1", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CAST AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider CAST AI alongside primary platform"}, {"id": "mai-20260917-0922-baseline|c120-l1|openai-small|CloudZero", "prompt": "c120-l1", "model": "openai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for many enterprise B2B companies:** **CloudZero** or **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-l1|openai-small|Vantage", "prompt": "c120-l1", "model": "openai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **CloudZero** or **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-l1|openai-small|AWS native cloud financial management", "prompt": "c120-l1", "model": "openai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "AWS native cloud financial management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you are mostly AWS-only:** **AWS native cloud financial management** tools are very strong"}, {"id": "mai-20260917-0922-baseline|c120-l1|xai-small|IBM Cloudability (Apptio, now IBM)", "prompt": "c120-l1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "IBM Cloudability (Apptio, now IBM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frequently cited as a top Leader... Leader with the highest scores in 20/25 criteria; called \"the most complete full-stack CCMO solution.\""}, {"id": "mai-20260917-0922-baseline|c120-l1|xai-small|Broadcom VMware Tanzu CloudHealth (formerly CloudHealth)", "prompt": "c120-l1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Broadcom VMware Tanzu CloudHealth (formerly CloudHealth)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another consistent Leader."}, {"id": "mai-20260917-0922-baseline|c120-l1|xai-small|Flexera One FinOps", "prompt": "c120-l1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Flexera One FinOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong enterprise contender."}, {"id": "mai-20260917-0922-baseline|c120-l1|xai-small|Harness", "prompt": "c120-l1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Harness", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "appear in top lists for automation or developer teams but are less dominant in enterprise analyst quadrants"}, {"id": "mai-20260917-0922-baseline|c120-l1|xai-small|CloudZero", "prompt": "c120-l1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "appear in top lists for automation or developer teams but are less dominant in enterprise analyst quadrants"}, {"id": "mai-20260917-0922-baseline|c120-l1|xai-small|Vantage", "prompt": "c120-l1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "appear in top lists for automation or developer teams but are less dominant in enterprise analyst quadrants"}, {"id": "mai-20260917-0922-baseline|c120-l1|xai-small|ProsperOps", "prompt": "c120-l1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "automation (add-ons like ProsperOps)"}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|IBM Cloudability (Apptio Cloudability)", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "IBM Cloudability (Apptio Cloudability)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For large enterprises focused on governance, allocation, and chargeback/showback: IBM Cloudability (Apptio Cloudability) or Flexera One."}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|Flexera One", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Flexera One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For large enterprises focused on governance, allocation, and chargeback/showback: IBM Cloudability (Apptio Cloudability) or Flexera One."}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|CloudHealth", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Automated commitment management, rightsizing, governance, and forecasting"}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|Vantage", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a balanced, team-wide platform with strong governance and multi-cloud/K8s/AI/GPU support: Vantage."}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|Finout", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For engineering-led teams needing deep unit economics and root-cause spend analysis: CloudZero or Finout."}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|CloudZero", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Engineering-led unit economics, root-cause spend analysis, no tagging required for allocation"}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|ProsperOps (Flexera)", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "ProsperOps (Flexera)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For automated commitment management: ProsperOps (Flexera), nOps, or Archera."}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|nOps", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Automated commitments and waste detection."}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|Archera", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Archera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Commitment management across clouds."}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|Harness", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Real-time budget enforcement within CI/CD pipelines."}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|Kubecost (IBM)", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Kubecost (IBM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For Kubernetes-centric environments: Kubecost (IBM) or Cast AI."}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|Cast AI", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Cast AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Kubernetes cost and optimization with AI-driven recommendations."}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|ScaleOps", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "ScaleOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Kubernetes cost and rightsizing."}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|NudgeBee", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "NudgeBee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "End-to-end optimization and remediation (AWS, Azure, GCP, Kubernetes)"}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|Cloudaware", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Strong on allocation, multi-cloud visibility, and governance."}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|AWS Cost Explorer", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Start with native tools (AWS Cost Explorer, Azure Cost Management, GCP Billing) if you're just beginning."}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|Azure Cost Management", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Azure Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Start with native tools (AWS Cost Explorer, Azure Cost Management, GCP Billing) if you're just beginning."}, {"id": "mai-20260917-0922-baseline|c120-l1|zai-small|GCP Billing", "prompt": "c120-l1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "GCP Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Start with native tools (AWS Cost Explorer, Azure Cost Management, GCP Billing) if you're just beginning."}, {"id": "mai-20260917-0922-baseline|c120-l2|alibaba-small|CloudHealth by VMware (Broadcom)", "prompt": "c120-l2", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudHealth by VMware (Broadcom)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is widely considered the gold standard for large-scale enterprises."}, {"id": "mai-20260917-0922-baseline|c120-l2|alibaba-small|Vantage (formerly Vantage.sh)", "prompt": "c120-l2", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage (formerly Vantage.sh)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Vantage if your organization values developer-friendly interfaces and modern tech stacks."}, {"id": "mai-20260917-0922-baseline|c120-l2|alibaba-small|Flexera", "prompt": "c120-l2", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Flexera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Flexera if you need to manage software licenses alongside cloud costs."}, {"id": "mai-20260917-0922-baseline|c120-l2|alibaba-small|Apptio (IBM)", "prompt": "c120-l2", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Apptio (IBM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "this is a strong contender"}, {"id": "mai-20260917-0922-baseline|c120-l2|anthropic-small|Apptio Cloudability", "prompt": "c120-l2", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Apptio Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Well suited for enterprises managing large, multi-cloud environments with complex governance requirements"}, {"id": "mai-20260917-0922-baseline|c120-l2|anthropic-small|Flexera One", "prompt": "c120-l2", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large enterprises consolidating FinOps and IT asset management under one vendor"}, {"id": "mai-20260917-0922-baseline|c120-l2|anthropic-small|IBM Turbonomic", "prompt": "c120-l2", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "IBM Turbonomic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best suited for large organizations with complex infrastructure environments"}, {"id": "mai-20260917-0922-baseline|c120-l2|challenger-small|Apptio Cloudability", "prompt": "c120-l2", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Apptio Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Apptio Cloudability** as the default choice"}, {"id": "mai-20260917-0922-baseline|c120-l2|challenger-small|Finout", "prompt": "c120-l2", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Finout** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c120-l2|challenger-small|CloudHealth", "prompt": "c120-l2", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Frequently positioned for large enterprises needing policy-driven governance and multi-cloud control"}, {"id": "mai-20260917-0922-baseline|c120-l2|challenger-small|CloudZero", "prompt": "c120-l2", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often recommended for business-aligned allocation and unit economics"}, {"id": "mai-20260917-0922-baseline|c120-l2|deepseek-small|Apptio Cloudability", "prompt": "c120-l2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Apptio Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Apptio Cloudability** as the top choice"}, {"id": "mai-20260917-0922-baseline|c120-l2|deepseek-small|Flexera One", "prompt": "c120-l2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent if you want to consolidate FinOps with **IT asset management (ITAM)** under one vendor"}, {"id": "mai-20260917-0922-baseline|c120-l2|deepseek-small|Vantage", "prompt": "c120-l2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A modern, engineering-friendly platform that's become a leading enterprise option"}, {"id": "mai-20260917-0922-baseline|c120-l2|deepseek-small|CloudZero", "prompt": "c120-l2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your goal is **engineering-led unit economics**"}, {"id": "mai-20260917-0922-baseline|c120-l2|deepseek-small|AWS Cost Explorer", "prompt": "c120-l2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "native tools (AWS Cost Explorer, Azure Cost Management, GCP Billing) are free and worth using as a baseline"}, {"id": "mai-20260917-0922-baseline|c120-l2|deepseek-small|Azure Cost Management", "prompt": "c120-l2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Azure Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "native tools (AWS Cost Explorer, Azure Cost Management, GCP Billing) are free"}, {"id": "mai-20260917-0922-baseline|c120-l2|deepseek-small|GCP Billing", "prompt": "c120-l2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "GCP Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "native tools (AWS Cost Explorer, Azure Cost Management, GCP Billing) are free"}, {"id": "mai-20260917-0922-baseline|c120-l2|google-small|IBM Apptio Cloudability", "prompt": "c120-l2", "model": "google-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "IBM Apptio Cloudability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If Procurement/Finance is driving:** Go with **IBM Apptio Cloudability**."}, {"id": "mai-20260917-0922-baseline|c120-l2|google-small|Flexera One", "prompt": "c120-l2", "model": "google-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If CIO/IT Operations is driving:** Go with **Flexera One**."}, {"id": "mai-20260917-0922-baseline|c120-l2|google-small|Finout", "prompt": "c120-l2", "model": "google-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Finout", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your company sells software/services and your primary goal is to understand **B2B customer profitability** ... these modern SaaS-era platforms are highly recommended."}, {"id": "mai-20260917-0922-baseline|c120-l2|google-small|CloudZero", "prompt": "c120-l2", "model": "google-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If Engineering/Product is driving:** Go with **Finout** or **CloudZero**. They are ... purpose-built for calculating B2B SaaS unit economics."}, {"id": "mai-20260917-0922-baseline|c120-l2|meta-small|Apptio Cloudability", "prompt": "c120-l2", "model": "meta-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Apptio Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apptio Cloudability - a traditional powerhouse for large businesses moving from data centers to the cloud, specializing in Cost Allocation and Chargeback."}, {"id": "mai-20260917-0922-baseline|c120-l2|meta-small|VMware CloudHealth", "prompt": "c120-l2", "model": "meta-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "VMware CloudHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "provides multi-cloud cost management, governance, and compliance capabilities for large enterprises"}, {"id": "mai-20260917-0922-baseline|c120-l2|meta-small|Vantage", "prompt": "c120-l2", "model": "meta-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "delivers comprehensive cloud cost optimization through continuous recommendations, automation"}, {"id": "mai-20260917-0922-baseline|c120-l2|minimax-small|VMware CloudHealth", "prompt": "c120-l2", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "VMware CloudHealth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary recommendation:** **VMware CloudHealth** – best all‑around enterprise FinOps platform"}, {"id": "mai-20260917-0922-baseline|c120-l2|minimax-small|Spot (Spot.io)", "prompt": "c120-l2", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Spot (Spot.io)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Spot** (if compute savings are the biggest pain)"}, {"id": "mai-20260917-0922-baseline|c120-l2|minimax-small|Apptio Cloudability (IBM)", "prompt": "c120-l2", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Apptio Cloudability (IBM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Apptio Cloudability** (if finance‑centric modelling is critical)"}, {"id": "mai-20260917-0922-baseline|c120-l2|minimax-small|IBM Turbonomic", "prompt": "c120-l2", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "IBM Turbonomic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**IBM Turbonomic** (if you want AI‑driven automation)"}, {"id": "mai-20260917-0922-baseline|c120-l2|minimax-small|AWS Cost Explorer", "prompt": "c120-l2", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Native tools** (AWS Cost Explorer, Azure Cost Management) can complement but rarely replace a dedicated enterprise solution"}, {"id": "mai-20260917-0922-baseline|c120-l2|minimax-small|Azure Cost Management", "prompt": "c120-l2", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Azure Cost Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can complement but rarely replace a dedicated enterprise solution for a company of your size"}, {"id": "mai-20260917-0922-baseline|c120-l2|minimax-small|GCP Cloud Billing", "prompt": "c120-l2", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "GCP Cloud Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Native, no‑extra‑cost for basic views"}, {"id": "mai-20260917-0922-baseline|c120-l2|minimax-small|OpenCost", "prompt": "c120-l2", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "OpenCost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good for teams that want to build custom pipelines, but require more engineering effort."}, {"id": "mai-20260917-0922-baseline|c120-l2|minimax-small|Kubecost", "prompt": "c120-l2", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**OpenCost, Kubecost, Cloud‑Custodian** | Good for teams that want to build custom pipelines"}, {"id": "mai-20260917-0922-baseline|c120-l2|minimax-small|Cloud‑Custodian", "prompt": "c120-l2", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Cloud‑Custodian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**OpenCost, Kubecost, Cloud‑Custodian** | Good for teams that want to build custom pipelines"}, {"id": "mai-20260917-0922-baseline|c120-l2|mistral-small|Finout", "prompt": "c120-l2", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Finout", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Finout** and **ProsperOps** are the most recommended due to their enterprise scalability, multi-cloud support"}, {"id": "mai-20260917-0922-baseline|c120-l2|mistral-small|ProsperOps", "prompt": "c120-l2", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "ProsperOps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for autonomous commitment management, helping large enterprises optimize cloud spend"}, {"id": "mai-20260917-0922-baseline|c120-l2|moonshot-small|Apptio Cloudability (IBM)", "prompt": "c120-l2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Apptio Cloudability (IBM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Apptio Cloudability (IBM)**"}, {"id": "mai-20260917-0922-baseline|c120-l2|moonshot-small|Vantage", "prompt": "c120-l2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Vantage or Finout** if you want a more modern, API-first approach"}, {"id": "mai-20260917-0922-baseline|c120-l2|moonshot-small|Finout", "prompt": "c120-l2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Vantage or Finout** if you want a more modern, API-first approach"}, {"id": "mai-20260917-0922-baseline|c120-l2|moonshot-small|CloudZero", "prompt": "c120-l2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**CloudZero** | Engineering-led unit economics, strong developer experience"}, {"id": "mai-20260917-0922-baseline|c120-l2|moonshot-small|Flexera One", "prompt": "c120-l2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Flexera One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Flexera One** | Consolidating FinOps with IT asset management"}, {"id": "mai-20260917-0922-baseline|c120-l2|openai-small|IBM Apptio Cloudability", "prompt": "c120-l2", "model": "openai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "IBM Apptio Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **IBM Apptio Cloudability**"}, {"id": "mai-20260917-0922-baseline|c120-l2|openai-small|Vantage", "prompt": "c120-l2", "model": "openai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong choice if you want a modern, cloud-first FinOps platform"}, {"id": "mai-20260917-0922-baseline|c120-l2|openai-small|Flexera One", "prompt": "c120-l2", "model": "openai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you need FinOps alongside broader IT asset / SaaS / hybrid-IT management"}, {"id": "mai-20260917-0922-baseline|c120-l2|openai-small|CloudHealth", "prompt": "c120-l2", "model": "openai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often chosen by enterprises with policy/governance-heavy needs"}, {"id": "mai-20260917-0922-baseline|c120-l2|xai-small|Apptio Cloudability", "prompt": "c120-l2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Apptio Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Apptio Cloudability (now part of IBM Apptio)."}, {"id": "mai-20260917-0922-baseline|c120-l2|xai-small|Flexera One", "prompt": "c120-l2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need FinOps + ITAM/SaaS in one platform"}, {"id": "mai-20260917-0922-baseline|c120-l2|xai-small|VMware Tanzu CloudHealth (Broadcom)", "prompt": "c120-l2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "VMware Tanzu CloudHealth (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for policy-driven governance in regulated industries."}, {"id": "mai-20260917-0922-baseline|c120-l2|xai-small|Vantage", "prompt": "c120-l2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Newer options for engineering-led teams prioritizing unit economics or broad integrations."}, {"id": "mai-20260917-0922-baseline|c120-l2|xai-small|CloudZero", "prompt": "c120-l2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Newer options for engineering-led teams prioritizing unit economics or broad integrations."}, {"id": "mai-20260917-0922-baseline|c120-l2|zai-small|IBM Cloudability (Apptio Cloudability)", "prompt": "c120-l2", "model": "zai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "IBM Cloudability (Apptio Cloudability)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation: IBM Cloudability (Apptio Cloudability)"}, {"id": "mai-20260917-0922-baseline|c120-l2|zai-small|Vantage", "prompt": "c120-l2", "model": "zai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Strongest Alternative: Vantage"}, {"id": "mai-20260917-0922-baseline|c120-l3|alibaba-small|Snow Software", "prompt": "c120-l3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Snow Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snow is widely considered the leader in IT Spend Management ... If your CFO is worried about **wasted cash flow**, go with **Snow**."}, {"id": "mai-20260917-0922-baseline|c120-l3|alibaba-small|Apptio Cloud Financial Management (ACFM)", "prompt": "c120-l3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Apptio Cloud Financial Management (ACFM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your Finance team cannot forecast next year's budget, go with **Apptio**."}, {"id": "mai-20260917-0922-baseline|c120-l3|alibaba-small|VMware CloudHealth (by Broadcom)", "prompt": "c120-l3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "VMware CloudHealth (by Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It remains the standard for massive, poly-cloud organizations."}, {"id": "mai-20260917-0922-baseline|c120-l3|alibaba-small|Densify", "prompt": "c120-l3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Densify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a tool to **automatically cut** your monthly bill, go with **Densify**."}, {"id": "mai-20260917-0922-baseline|c120-l3|alibaba-small|Harness", "prompt": "c120-l3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: DevOps-first organizations that want cost controls embedded directly into the deployment pipeline."}, {"id": "mai-20260917-0922-baseline|c120-l3|alibaba-small|Moovtech", "prompt": "c120-l3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Moovtech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Moovtech appeals to very large organizations that find other tools too rigid."}, {"id": "mai-20260917-0922-baseline|c120-l3|alibaba-small|Kubecost", "prompt": "c120-l3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: Enterprises running heavy loads on Kubernetes/OpenShift."}, {"id": "mai-20260917-0922-baseline|c120-l3|anthropic-small|CloudZero", "prompt": "c120-l3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CloudZero is the strongest platform for organizations that need to connect cloud and AI spend to business outcomes."}, {"id": "mai-20260917-0922-baseline|c120-l3|anthropic-small|nOps", "prompt": "c120-l3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "nOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The leading cloud cost management platforms for 2026 include CloudZero, nOps, Apptio Cloudability, and Sedai."}, {"id": "mai-20260917-0922-baseline|c120-l3|anthropic-small|Apptio Cloudability", "prompt": "c120-l3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Apptio Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "large enterprise deals run into seven figures, with almost every deployment including IBM Consulting hours that can add 20 to 40% to year-one cost"}, {"id": "mai-20260917-0922-baseline|c120-l3|anthropic-small|Sedai", "prompt": "c120-l3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Sedai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The leading cloud cost management platforms for 2026 include CloudZero, nOps, Apptio Cloudability, and Sedai."}, {"id": "mai-20260917-0922-baseline|c120-l3|anthropic-small|Vantage", "prompt": "c120-l3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Vantage built its reputation as a developer-friendly alternative to AWS Cost Explorer and has grown into a multi-cloud platform"}, {"id": "mai-20260917-0922-baseline|c120-l3|anthropic-small|ProsperOps", "prompt": "c120-l3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ProsperOps is a fully automated rate optimization platform for AWS, Azure, and Google Cloud"}, {"id": "mai-20260917-0922-baseline|c120-l3|anthropic-small|Datadog", "prompt": "c120-l3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Most teams run a visibility platform (CloudZero, Cloudability, Datadog)"}, {"id": "mai-20260917-0922-baseline|c120-l3|anthropic-small|Flexera", "prompt": "c120-l3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "IBM Cloudability and Flexera remain enterprise staples, delivering the deepest analytics and governance frameworks, though they rely on manual execution."}, {"id": "mai-20260917-0922-baseline|c120-l3|anthropic-small|Kubecost", "prompt": "c120-l3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specialized optimizers for Kubernetes (Kubecost, Cast AI)"}, {"id": "mai-20260917-0922-baseline|c120-l3|anthropic-small|Cast AI", "prompt": "c120-l3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Cast AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "specialized optimizers for Kubernetes (Kubecost, Cast AI)"}, {"id": "mai-20260917-0922-baseline|c120-l3|anthropic-small|Zesty", "prompt": "c120-l3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Zesty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "or storage (Zesty, Lucidity)"}, {"id": "mai-20260917-0922-baseline|c120-l3|anthropic-small|Lucidity", "prompt": "c120-l3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Lucidity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "or storage (Zesty, Lucidity)"}, {"id": "mai-20260917-0922-baseline|c120-l3|challenger-small|Apptio Cloudability", "prompt": "c120-l3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Apptio Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Apptio Cloudability** if you need mature **enterprise FinOps**, showback, forecasting, and chargeback."}, {"id": "mai-20260917-0922-baseline|c120-l3|challenger-small|VMware Tanzu CloudHealth", "prompt": "c120-l3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "VMware Tanzu CloudHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **CloudHealth** if you need **policy-driven governance** across large, multi-cloud estates."}, {"id": "mai-20260917-0922-baseline|c120-l3|challenger-small|Flexera One", "prompt": "c120-l3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Flexera One** if you manage **hybrid cloud plus on-prem** and need compliance-oriented control."}, {"id": "mai-20260917-0922-baseline|c120-l3|challenger-small|CloudZero", "prompt": "c120-l3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **CloudZero** if your goal is **engineering-led unit economics** and product-level cost visibility."}, {"id": "mai-20260917-0922-baseline|c120-l3|challenger-small|Finout", "prompt": "c120-l3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Finout** if shared costs and untagged spend are your biggest visibility problem."}, {"id": "mai-20260917-0922-baseline|c120-l3|challenger-small|Vantage", "prompt": "c120-l3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Emphasizes **many native integrations** across cloud, observability, data, and AI tools."}, {"id": "mai-20260917-0922-baseline|c120-l3|challenger-small|Cloudaware", "prompt": "c120-l3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Cloudaware** if your organization runs on **CMDB/ITSM workflows**"}, {"id": "mai-20260917-0922-baseline|c120-l3|challenger-small|nOps", "prompt": "c120-l3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **nOps** if your main savings lever is **commitment optimization** in AWS."}, {"id": "mai-20260917-0922-baseline|c120-l3|challenger-small|Harness", "prompt": "c120-l3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **Harness** if you want cost guardrails embedded into the **delivery pipeline**."}, {"id": "mai-20260917-0922-baseline|c120-l3|challenger-small|Zesty", "prompt": "c120-l3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Zesty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**nOps** and **Zesty** lean more toward automated optimization and commitment handling."}, {"id": "mai-20260917-0922-baseline|c120-l3|challenger-small|CAST AI", "prompt": "c120-l3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CAST AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "others are stronger at **reducing spend automatically** (**nOps, Zesty, CAST AI**)"}, {"id": "mai-20260917-0922-baseline|c120-l3|deepseek-small|IBM Cloudability", "prompt": "c120-l3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "IBM Cloudability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Already all-in on one cloud with a finance-led FinOps team? → IBM Cloudability."}, {"id": "mai-20260917-0922-baseline|c120-l3|deepseek-small|Flexera One", "prompt": "c120-l3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need one platform for cloud + software + IT assets (hybrid)? → Flexera One."}, {"id": "mai-20260917-0922-baseline|c120-l3|deepseek-small|CloudHealth by Broadcom", "prompt": "c120-l3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudHealth by Broadcom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Warning: Since the Broadcom acquisition, this is no longer a \"bargain\" — pricing is firmer, discounting narrower"}, {"id": "mai-20260917-0922-baseline|c120-l3|deepseek-small|CloudZero", "prompt": "c120-l3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want cost tied to products/customers/AI (unit economics)? → CloudZero."}, {"id": "mai-20260917-0922-baseline|c120-l3|deepseek-small|Vantage", "prompt": "c120-l3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want a modern, transparently-priced, developer-friendly tool? → Vantage."}, {"id": "mai-20260917-0922-baseline|c120-l3|deepseek-small|Spot.io (NetApp)", "prompt": "c120-l3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Spot.io (NetApp)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Want automated rightsizing/commitment optimization only? → Spot.io"}, {"id": "mai-20260917-0922-baseline|c120-l3|deepseek-small|ProsperOps", "prompt": "c120-l3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Acquired ProsperOps to strengthen automated commitment management."}, {"id": "mai-20260917-0922-baseline|c120-l3|google-small|IBM FinOps Suite (Apptio Cloudability)", "prompt": "c120-l3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "IBM FinOps Suite (Apptio Cloudability)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Large enterprises requiring audit-ready showback/chargeback, deep monthly financial planning"}, {"id": "mai-20260917-0922-baseline|c120-l3|google-small|Kubecost", "prompt": "c120-l3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "pairing it with **Kubecost** (for deep container-level cost allocation)"}, {"id": "mai-20260917-0922-baseline|c120-l3|google-small|Turbonomic", "prompt": "c120-l3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Turbonomic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Turbonomic** (for automated resource optimization and remediation)"}, {"id": "mai-20260917-0922-baseline|c120-l3|google-small|Flexera One FinOps", "prompt": "c120-l3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera One FinOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best For: Large, hybrid-cloud enterprises looking to manage the combined total cost"}, {"id": "mai-20260917-0922-baseline|c120-l3|google-small|Spot.io", "prompt": "c120-l3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Spot.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Flexera acquired **Spot.io** to incorporate automated commitment management"}, {"id": "mai-20260917-0922-baseline|c120-l3|google-small|Tanzu CloudHealth", "prompt": "c120-l3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Tanzu CloudHealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Enterprises prioritizing rigid compliance, multi-cloud governance, and automated policy enforcement"}, {"id": "mai-20260917-0922-baseline|c120-l3|google-small|CloudZero", "prompt": "c120-l3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: Modern SaaS enterprises and product organizations aiming for **unit economics**"}, {"id": "mai-20260917-0922-baseline|c120-l3|google-small|Finout", "prompt": "c120-l3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Finout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Choose Finout if: You run a modern, decentralized tech stack"}, {"id": "mai-20260917-0922-baseline|c120-l3|google-small|Vantage", "prompt": "c120-l3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best For: Fast-moving mid-market to enterprise companies wanting a self-serve platform"}, {"id": "mai-20260917-0922-baseline|c120-l3|minimax-small|IBM Cloudability (formerly Apptio Cloudability)", "prompt": "c120-l3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "IBM Cloudability (formerly Apptio Cloudability)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Enterprise reporting and deep FinOps governance"}, {"id": "mai-20260917-0922-baseline|c120-l3|minimax-small|CloudZero", "prompt": "c120-l3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Engineering-led cost ownership and unit economics"}, {"id": "mai-20260917-0922-baseline|c120-l3|minimax-small|ServiceNow", "prompt": "c120-l3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Enterprise IT Service Management (ITSM) integration"}, {"id": "mai-20260917-0922-baseline|c120-l3|minimax-small|Flexera One", "prompt": "c120-l3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Hybrid cloud and on-premise governance"}, {"id": "mai-20260917-0922-baseline|c120-l3|minimax-small|Cloudaware", "prompt": "c120-l3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: CMDB-driven cost allocation"}, {"id": "mai-20260917-0922-baseline|c120-l3|minimax-small|Harness", "prompt": "c120-l3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Harness – Automated cost governance in CI/CD pipelines"}, {"id": "mai-20260917-0922-baseline|c120-l3|minimax-small|Datadog", "prompt": "c120-l3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Datadog – For teams wanting cost in observability stack"}, {"id": "mai-20260917-0922-baseline|c120-l3|minimax-small|Dynatrace", "prompt": "c120-l3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Dynatrace – Performance-anomaly tied cost detection"}, {"id": "mai-20260917-0922-baseline|c120-l3|minimax-small|Vantage", "prompt": "c120-l3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Vantage – Strong for startups to mid-market"}, {"id": "mai-20260917-0922-baseline|c120-l3|minimax-small|CAST AI", "prompt": "c120-l3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CAST AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "CAST AI – Kubernetes-heavy environments"}, {"id": "mai-20260917-0922-baseline|c120-l3|mistral-small|IBM Cloudability (part of IBM Turbonomic)", "prompt": "c120-l3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "IBM Cloudability (part of IBM Turbonomic)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. IBM Cloudability (part of IBM Turbonomic)** - **Best for:** Enterprises needing deep multi-cloud visibility"}, {"id": "mai-20260917-0922-baseline|c120-l3|mistral-small|CloudHealth by VMware Aria (now Broadcom)", "prompt": "c120-l3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudHealth by VMware Aria (now Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Large enterprises with $500K+/month cloud spend across AWS, Azure, and GCP."}, {"id": "mai-20260917-0922-baseline|c120-l3|mistral-small|Apptio Cloudability", "prompt": "c120-l3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Apptio Cloudability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Finance-grade chargeback, monthly close, and enterprise FinOps teams."}, {"id": "mai-20260917-0922-baseline|c120-l3|mistral-small|Flexera (formerly RightScale)", "prompt": "c120-l3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera (formerly RightScale)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for:** Commitment and discount automation, as well as enterprise FinOps governance."}, {"id": "mai-20260917-0922-baseline|c120-l3|mistral-small|nOps", "prompt": "c120-l3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a specialized optimization tool (nOps, Spot, Cast AI) is common"}, {"id": "mai-20260917-0922-baseline|c120-l3|mistral-small|Spot by NetApp (now part of IBM)", "prompt": "c120-l3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Spot by NetApp (now part of IBM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a specialized optimization tool (nOps, Spot, Cast AI) is common"}, {"id": "mai-20260917-0922-baseline|c120-l3|mistral-small|Vantage", "prompt": "c120-l3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for:** AI/GPU spend tracking and unit economics."}, {"id": "mai-20260917-0922-baseline|c120-l3|mistral-small|CloudZero", "prompt": "c120-l3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for:** Multi-cloud visibility and unit economics."}, {"id": "mai-20260917-0922-baseline|c120-l3|mistral-small|Harness", "prompt": "c120-l3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for:** Enterprise FinOps governance and CI/CD cost optimization."}, {"id": "mai-20260917-0922-baseline|c120-l3|mistral-small|Cast AI", "prompt": "c120-l3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Cast AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "a specialized optimization tool (nOps, Spot, Cast AI) is common"}, {"id": "mai-20260917-0922-baseline|c120-l3|mistral-small|Kubecost", "prompt": "c120-l3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for:** Kubernetes cost allocation and optimization."}, {"id": "mai-20260917-0922-baseline|c120-l3|moonshot-small|IBM Cloudability", "prompt": "c120-l3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "IBM Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises needing finance-grade governance and FinOps maturity"}, {"id": "mai-20260917-0922-baseline|c120-l3|moonshot-small|VMware Tanzu CloudHealth", "prompt": "c120-l3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "VMware Tanzu CloudHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best-in-class governance and policy engine"}, {"id": "mai-20260917-0922-baseline|c120-l3|moonshot-small|Flexera One FinOps", "prompt": "c120-l3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera One FinOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Only platform that truly unifies cloud cost management with broader IT financial management"}, {"id": "mai-20260917-0922-baseline|c120-l3|moonshot-small|CloudZero", "prompt": "c120-l3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Engineering-led organizations and SaaS companies focused on unit economics"}, {"id": "mai-20260917-0922-baseline|c120-l3|moonshot-small|Vantage", "prompt": "c120-l3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Multi-cloud teams wanting simplicity and broad provider coverage"}, {"id": "mai-20260917-0922-baseline|c120-l3|moonshot-small|Harness Cloud Cost Management (CCM)", "prompt": "c120-l3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Harness Cloud Cost Management (CCM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Teams already using Harness CI/CD"}, {"id": "mai-20260917-0922-baseline|c120-l3|moonshot-small|Kubecost", "prompt": "c120-l3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Kubecost if Kubernetes dominates your infrastructure spend"}, {"id": "mai-20260917-0922-baseline|c120-l3|moonshot-small|Turbonomic", "prompt": "c120-l3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Turbonomic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Now part of IBM's broader FinOps stack with Turbonomic (optimization)"}, {"id": "mai-20260917-0922-baseline|c120-l3|openai-small|Apptio Cloudability (IBM)", "prompt": "c120-l3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Apptio Cloudability (IBM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "it's one of the most established enterprise FinOps platforms and is positioned for broad cloud financial management and reporting"}, {"id": "mai-20260917-0922-baseline|c120-l3|openai-small|VMware CloudHealth (Broadcom)", "prompt": "c120-l3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "VMware CloudHealth (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CloudHealth if your priority is centralized multi-cloud governance"}, {"id": "mai-20260917-0922-baseline|c120-l3|openai-small|Flexera One FinOps / Cloud Cost Optimization", "prompt": "c120-l3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera One FinOps / Cloud Cost Optimization", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flexera if you want cloud cost management as part of a wider IT spend management platform"}, {"id": "mai-20260917-0922-baseline|c120-l3|openai-small|CloudZero", "prompt": "c120-l3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CloudZero if you need product/customer-level unit economics"}, {"id": "mai-20260917-0922-baseline|c120-l3|openai-small|Finout", "prompt": "c120-l3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Finout if you want strong business allocation and multi-cloud visibility"}, {"id": "mai-20260917-0922-baseline|c120-l3|openai-small|nOps", "prompt": "c120-l3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "nOps if you want more automation around savings and commitments"}, {"id": "mai-20260917-0922-baseline|c120-l3|openai-small|Harness Cloud Cost Management", "prompt": "c120-l3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Harness Cloud Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: teams already using Harness and wanting cloud cost control embedded in broader engineering workflows"}, {"id": "mai-20260917-0922-baseline|c120-l3|openai-small|CloudCheckr (Flexera)", "prompt": "c120-l3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudCheckr (Flexera)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Flexera positions it for enterprise/MSP use and broader cloud management"}, {"id": "mai-20260917-0922-baseline|c120-l3|xai-small|IBM Apptio Cloudability", "prompt": "c120-l3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "IBM Apptio Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **IBM Apptio Cloudability** (Leader in Gartner)"}, {"id": "mai-20260917-0922-baseline|c120-l3|xai-small|Broadcom/VMware Tanzu CloudHealth", "prompt": "c120-l3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Broadcom/VMware Tanzu CloudHealth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "2. **Broadcom/VMware Tanzu CloudHealth** (formerly CloudHealth; Leader in Gartner)"}, {"id": "mai-20260917-0922-baseline|c120-l3|xai-small|Flexera One FinOps", "prompt": "c120-l3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera One FinOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Flexera One FinOps** (strong in enterprise hybrid/multi-cloud)"}, {"id": "mai-20260917-0922-baseline|c120-l3|xai-small|Harness Cloud Cost Management (CCM)", "prompt": "c120-l3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Harness Cloud Cost Management (CCM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Engineering-led; CI/CD-integrated cost governance, real-time budgets, automation."}, {"id": "mai-20260917-0922-baseline|c120-l3|xai-small|Spot by NetApp", "prompt": "c120-l3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Spot by NetApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Spot by NetApp** (now integrated into Flexera; excels in automation)"}, {"id": "mai-20260917-0922-baseline|c120-l3|xai-small|AWS Cost Explorer", "prompt": "c120-l3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Native tools like AWS Cost Explorer or Azure Cost Management are free starters but lack depth for multi-cloud enterprises."}, {"id": "mai-20260917-0922-baseline|c120-l3|xai-small|Azure Cost Management", "prompt": "c120-l3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Azure Cost Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "free starters but lack depth for multi-cloud enterprises"}, {"id": "mai-20260917-0922-baseline|c120-l3|zai-small|IBM Cloudability (Apptio)", "prompt": "c120-l3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "IBM Cloudability (Apptio)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep financial governance & chargeback | Large enterprises with mature FinOps programs"}, {"id": "mai-20260917-0922-baseline|c120-l3|zai-small|CloudHealth (VMware Aria Cost)", "prompt": "c120-l3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudHealth (VMware Aria Cost)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Policy‑driven governance & control | Multi‑cloud enterprises with heavy compliance needs"}, {"id": "mai-20260917-0922-baseline|c120-l3|zai-small|Flexera One FinOps", "prompt": "c120-l3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera One FinOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Hybrid‑cloud & multi‑cloud optimization"}, {"id": "mai-20260917-0922-baseline|c120-l3|zai-small|Cloudaware", "prompt": "c120-l3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Full‑stack allocation with CMDB integration"}, {"id": "mai-20260917-0922-baseline|c120-l3|zai-small|Vantage", "prompt": "c120-l3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Engineering‑led unit‑economics & self‑service"}, {"id": "mai-20260917-0922-baseline|c120-l3|zai-small|CloudZero", "prompt": "c120-l3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Business‑context allocation (unit economics)"}, {"id": "mai-20260917-0922-baseline|c120-l3|zai-small|Finout", "prompt": "c120-l3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Finout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Automated cost allocation & AI‑SaaS integration"}, {"id": "mai-20260917-0922-baseline|c120-l3|zai-small|Kubecost", "prompt": "c120-l3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kubernetes‑native cost visibility"}, {"id": "mai-20260917-0922-baseline|c120-l3|zai-small|Infracost", "prompt": "c120-l3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Infracost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cost estimation in IaC pipelines"}, {"id": "mai-20260917-0922-baseline|c120-l3|zai-small|AWS Cost Explorer", "prompt": "c120-l3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Native provider tools | Cloud‑only shops or early‑stage programs"}, {"id": "mai-20260917-0922-baseline|c120-l3|zai-small|Azure Cost Management", "prompt": "c120-l3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Azure Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Native billing exports, budgets, labeling, forecasting"}, {"id": "mai-20260917-0922-baseline|c120-l3|zai-small|Google Cloud Cost Management", "prompt": "c120-l3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Google Cloud Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "limited cross‑cloud or hybrid capabilities"}, {"id": "mai-20260917-0922-baseline|c120-l3|zai-small|ServiceNow", "prompt": "c120-l3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "For ITSM integration: Cloudaware, ServiceNow."}, {"id": "mai-20260917-0922-baseline|c120-l3|zai-small|Harness", "prompt": "c120-l3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Automated cost governance inside CI/CD pipelines"}, {"id": "mai-20260917-0922-baseline|c120-l4|alibaba-small|Cloudaware", "prompt": "c120-l4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Cloudaware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Top Recommendation: Cloudaware"}, {"id": "mai-20260917-0922-baseline|c120-l4|alibaba-small|CloudZero", "prompt": "c120-l4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Alternative Recommendation: CloudZero"}, {"id": "mai-20260917-0922-baseline|c120-l4|anthropic-small|Apptio Cloudability", "prompt": "c120-l4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Apptio Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apptio Cloudability** is the default for large enterprise FinOps teams that report to a CFO"}, {"id": "mai-20260917-0922-baseline|c120-l4|anthropic-small|Amnic", "prompt": "c120-l4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Amnic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Amnic is a strong pick for teams that need one cost view across AWS, Azure, GCP, Oracle, Alibaba and Kubernetes"}, {"id": "mai-20260917-0922-baseline|c120-l4|anthropic-small|Flexera One", "prompt": "c120-l4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flexera One (formerly Flexera Optima) is a cloud cost optimization and IT asset management platform aimed at large enterprises"}, {"id": "mai-20260917-0922-baseline|c120-l4|anthropic-small|CloudZero", "prompt": "c120-l4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "most teams run a visibility platform (CloudZero, Cloudability, Datadog)"}, {"id": "mai-20260917-0922-baseline|c120-l4|anthropic-small|Datadog", "prompt": "c120-l4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "most teams run a visibility platform (CloudZero, Cloudability, Datadog)"}, {"id": "mai-20260917-0922-baseline|c120-l4|anthropic-small|nOps", "prompt": "c120-l4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "nOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a commitment manager (nOps, Flexera)"}, {"id": "mai-20260917-0922-baseline|c120-l4|anthropic-small|Kubecost", "prompt": "c120-l4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specialized optimizers for Kubernetes (Kubecost, Cast AI)"}, {"id": "mai-20260917-0922-baseline|c120-l4|anthropic-small|Cast AI", "prompt": "c120-l4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Cast AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "specialized optimizers for Kubernetes (Kubecost, Cast AI)"}, {"id": "mai-20260917-0922-baseline|c120-l4|challenger-small|Apptio Cloudability", "prompt": "c120-l4", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Apptio Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single-platform choice in the results is **Apptio Cloudability**"}, {"id": "mai-20260917-0922-baseline|c120-l4|challenger-small|Flexera One", "prompt": "c120-l4", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the closest alternative in the results is **Flexera One**"}, {"id": "mai-20260917-0922-baseline|c120-l4|challenger-small|CloudZero", "prompt": "c120-l4", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a simpler, highly visible cost-intelligence layer:** **CloudZero** or **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-l4|challenger-small|Vantage", "prompt": "c120-l4", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want a simpler, highly visible cost-intelligence layer:** **CloudZero** or **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-l4|deepseek-small|Morpheus Data", "prompt": "c120-l4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Morpheus Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best option is **Morpheus Data** (now part of HPE)"}, {"id": "mai-20260917-0922-baseline|c120-l4|deepseek-small|Apptio Cloudability", "prompt": "c120-l4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Apptio Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Percentage of cloud spend (0.5–2%) | ❌ Variable with spend"}, {"id": "mai-20260917-0922-baseline|c120-l4|deepseek-small|CloudHealth (VMware Aria)", "prompt": "c120-l4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudHealth (VMware Aria)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "some teams opt for **CloudHealth** with a negotiated flat tier, but that often requires significant spend commitments"}, {"id": "mai-20260917-0922-baseline|c120-l4|deepseek-small|Flexera One", "prompt": "c120-l4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Flexera One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually fixed, but complex to predict | Yes, but bundles ITAM (may not need)"}, {"id": "mai-20260917-0922-baseline|c120-l4|google-small|Finout", "prompt": "c120-l4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Finout", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a massive organization, **Finout** is the ideal choice."}, {"id": "mai-20260917-0922-baseline|c120-l4|google-small|CloudZero", "prompt": "c120-l4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CloudZero** is the strongest alternative."}, {"id": "mai-20260917-0922-baseline|c120-l4|google-small|CloudHealth", "prompt": "c120-l4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudHealth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Legacy Competitors** (e.g., CloudHealth, Apptio) ... **Low.** Often billed as 1–3% of managed cloud spend."}, {"id": "mai-20260917-0922-baseline|c120-l4|google-small|Apptio", "prompt": "c120-l4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Apptio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Legacy Competitors** (e.g., CloudHealth, Apptio) ... Highly reliant on manual tag compliance"}, {"id": "mai-20260917-0922-baseline|c120-l4|meta-small|Economize", "prompt": "c120-l4", "model": "meta-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Economize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top cloud cost management tools include Economize, CloudZero, CAST AI, ProsperOps, Infracost, and OpenCost."}, {"id": "mai-20260917-0922-baseline|c120-l4|meta-small|CloudZero", "prompt": "c120-l4", "model": "meta-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top cloud cost management tools include Economize, CloudZero, CAST AI, ProsperOps, Infracost, and OpenCost."}, {"id": "mai-20260917-0922-baseline|c120-l4|meta-small|CAST AI", "prompt": "c120-l4", "model": "meta-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CAST AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top cloud cost management tools include Economize, CloudZero, CAST AI, ProsperOps, Infracost, and OpenCost."}, {"id": "mai-20260917-0922-baseline|c120-l4|meta-small|ProsperOps", "prompt": "c120-l4", "model": "meta-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top cloud cost management tools include Economize, CloudZero, CAST AI, ProsperOps, Infracost, and OpenCost."}, {"id": "mai-20260917-0922-baseline|c120-l4|meta-small|Infracost", "prompt": "c120-l4", "model": "meta-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top cloud cost management tools include Economize, CloudZero, CAST AI, ProsperOps, Infracost, and OpenCost."}, {"id": "mai-20260917-0922-baseline|c120-l4|meta-small|OpenCost", "prompt": "c120-l4", "model": "meta-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "OpenCost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top cloud cost management tools include Economize, CloudZero, CAST AI, ProsperOps, Infracost, and OpenCost."}, {"id": "mai-20260917-0922-baseline|c120-l4|minimax-small|IBM Cloudability (Apptio)", "prompt": "c120-l4", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "IBM Cloudability (Apptio)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **IBM Cloudability** as the primary choice"}, {"id": "mai-20260917-0922-baseline|c120-l4|minimax-small|Flexera One FinOps", "prompt": "c120-l4", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Flexera One FinOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flexera One** is a strong alternative with broader scope coverage"}, {"id": "mai-20260917-0922-baseline|c120-l4|minimax-small|Vantage", "prompt": "c120-l4", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Vantage** — Best for Operational Scale"}, {"id": "mai-20260917-0922-baseline|c120-l4|mistral-small|CloudZero", "prompt": "c120-l4", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for cost intelligence and unit economics, ideal for large enterprises seeking predictable costs"}, {"id": "mai-20260917-0922-baseline|c120-l4|mistral-small|Flexera One (Cloudability)", "prompt": "c120-l4", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Flexera One (Cloudability)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large enterprises that need governance, policy automation, chargeback, compliance reporting"}, {"id": "mai-20260917-0922-baseline|c120-l4|mistral-small|Apptio Cloudability", "prompt": "c120-l4", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Apptio Cloudability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for large FinOps and IT governance teams managing multi-cloud environments"}, {"id": "mai-20260917-0922-baseline|c120-l4|moonshot-small|CloudZero", "prompt": "c120-l4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CloudZero** is the strongest match because unlimited user access and fixed-tier billing eliminate the two biggest unpredictability factors"}, {"id": "mai-20260917-0922-baseline|c120-l4|moonshot-small|VMware Tanzu CloudHealth", "prompt": "c120-l4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "VMware Tanzu CloudHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need the deepest enterprise governance and can accept a spend-linked fee, **CloudHealth** remains the safest choice"}, {"id": "mai-20260917-0922-baseline|c120-l4|moonshot-small|IBM Cloudability", "prompt": "c120-l4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "IBM Cloudability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "IBM Cloudability — Solid Enterprise Alternative"}, {"id": "mai-20260917-0922-baseline|c120-l4|openai-small|IBM Cloudability", "prompt": "c120-l4", "model": "openai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "IBM Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **IBM Cloudability**"}, {"id": "mai-20260917-0922-baseline|c120-l4|openai-small|Ternary", "prompt": "c120-l4", "model": "openai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Ternary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ternary** is worth a close look because it explicitly advertises a **tiered pricing model based on cloud spend** and a **fixed contract price**"}, {"id": "mai-20260917-0922-baseline|c120-l4|openai-small|Flexera One", "prompt": "c120-l4", "model": "openai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if you also need broader IT asset / hybrid-environment visibility beyond cloud spend"}, {"id": "mai-20260917-0922-baseline|c120-l4|openai-small|VMware Tanzu CloudHealth", "prompt": "c120-l4", "model": "openai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "VMware Tanzu CloudHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "solid enterprise option, especially if you're already in the VMware ecosystem"}, {"id": "mai-20260917-0922-baseline|c120-l4|xai-small|IBM Apptio Cloudability", "prompt": "c120-l4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "IBM Apptio Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "IBM Apptio Cloudability (now part of IBM) stands out as the strongest option for a large company needing predictable total costs"}, {"id": "mai-20260917-0922-baseline|c120-l4|xai-small|VMware CloudHealth (now part of Broadcom)", "prompt": "c120-l4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "VMware CloudHealth (now part of Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-up for comprehensive multi-cloud governance and financial insights"}, {"id": "mai-20260917-0922-baseline|c120-l4|xai-small|Flexera One (includes Spot by NetApp)", "prompt": "c120-l4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Flexera One (includes Spot by NetApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for hybrid/multi-cloud with hybrid asset integration. Forrester leader in 2024 Wave"}, {"id": "mai-20260917-0922-baseline|c120-l4|xai-small|Harness CCM", "prompt": "c120-l4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Harness CCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal if you're in CI/CD-heavy environments; ... but more dev-focused"}, {"id": "mai-20260917-0922-baseline|c120-l4|xai-small|CloudZero", "prompt": "c120-l4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rising for unit economics and full-stack allocation"}, {"id": "mai-20260917-0922-baseline|c120-l4|xai-small|Cloudaware", "prompt": "c120-l4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloudaware starts at $30K/year for $1M spend"}, {"id": "mai-20260917-0922-baseline|c120-l4|zai-small|Flexera One FinOps", "prompt": "c120-l4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Flexera One FinOps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best cloud cost management platform is **Flexera One FinOps**"}, {"id": "mai-20260917-0922-baseline|c120-l4|zai-small|IBM Cloudability", "prompt": "c120-l4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "IBM Cloudability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**IBM Cloudability** as a close runner-up"}, {"id": "mai-20260917-0922-baseline|c120-l4|zai-small|Vantage", "prompt": "c120-l4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your primary need is multi-cloud visibility and forecasting ... consider **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-l4|zai-small|CloudZero", "prompt": "c120-l4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need strong cost-per-user/customer insights but don't require ITAM/SaaS integration, **CloudZero** is a good fit."}, {"id": "mai-20260917-0922-baseline|c120-l5|alibaba-small|Apptio Cloudability (IBM)", "prompt": "c120-l5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Apptio Cloudability (IBM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The industry standard for pure financial chargeback. ... Harder to set up; requires heavy consulting."}, {"id": "mai-20260917-0922-baseline|c120-l5|alibaba-small|VMware CloudHealth (Broadcom)", "prompt": "c120-l5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "VMware CloudHealth (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in multi-cloud governance and hybrid clouds. Deep integrations with ITSM tools (ServiceNow)."}, {"id": "mai-20260917-0922-baseline|c120-l5|alibaba-small|CloudZero", "prompt": "c120-l5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly favored for real-time data engineering capabilities."}, {"id": "mai-20260917-0922-baseline|c120-l5|alibaba-small|Finout", "prompt": "c120-l5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CloudZero / Finout: Highly favored for real-time data engineering capabilities."}, {"id": "mai-20260917-0922-baseline|c120-l5|alibaba-small|Vantage", "prompt": "c120-l5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often praised for ease of use and strong multi-cloud coverage"}, {"id": "mai-20260917-0922-baseline|c120-l5|alibaba-small|nOps", "prompt": "c120-l5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "nOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Excellent for automated rightsizing within AWS/Azure."}, {"id": "mai-20260917-0922-baseline|c120-l5|alibaba-small|Harness", "prompt": "c120-l5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Great for integrating cost into CI/CD workflows (\"Shift Left\")."}, {"id": "mai-20260917-0922-baseline|c120-l5|deepseek-small|CloudHealth", "prompt": "c120-l5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudHealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the cost-tool market is crowded and consolidating (CloudHealth under Broadcom, etc.)"}, {"id": "mai-20260917-0922-baseline|c120-l5|google-small|Vantage", "prompt": "c120-l5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vantage:** Highly modern, excellent developer-focused UI, integrates both public cloud and SaaS (Datadog, Snowflake), and offers predictable, tier-based pricing."}, {"id": "mai-20260917-0922-baseline|c120-l5|google-small|CloudZero", "prompt": "c120-l5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Uses a unique code-like cost-allocation engine (Telemetry) which is incredibly powerful for complex, multi-cloud enterprise tagging."}, {"id": "mai-20260917-0922-baseline|c120-l5|google-small|Apptio Cloudability (IBM)", "prompt": "c120-l5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Apptio Cloudability (IBM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The heavyweight enterprise standard. Extremely deep reporting and procurement-friendly... though its UI can feel dated."}, {"id": "mai-20260917-0922-baseline|c120-l5|google-small|Harness CCM", "prompt": "c120-l5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Harness CCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great if your engineering organization is already using the Harness CI/CD platform."}, {"id": "mai-20260917-0922-baseline|c120-l5|google-small|Kubecost", "prompt": "c120-l5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent choices if your infrastructure is heavily containerized (Kubernetes-first)."}, {"id": "mai-20260917-0922-baseline|c120-l5|google-small|Finout", "prompt": "c120-l5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Kubecost / Finout: Excellent choices if your infrastructure is heavily containerized (Kubernetes-first)."}, {"id": "mai-20260917-0922-baseline|c120-l5|meta-small|Vantage", "prompt": "c120-l5", "model": "meta-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vantage**: A leading enterprise cloud cost management platform that is SOC 2 Type II compliant, provides SSO integration"}, {"id": "mai-20260917-0922-baseline|c120-l5|meta-small|Amnic", "prompt": "c120-l5", "model": "meta-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Amnic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A cloud cost management platform that brings multi-cloud, Kubernetes, and AI token spend into one read-only platform"}, {"id": "mai-20260917-0922-baseline|c120-l5|meta-small|CoreStack", "prompt": "c120-l5", "model": "meta-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CoreStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A cloud governance platform that combines cost management with compliance and security posture management"}, {"id": "mai-20260917-0922-baseline|c120-l5|minimax-small|CloudHealth (VMware)", "prompt": "c120-l5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudHealth (VMware)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The above list is not an endorsement; it's a starting point for your own evaluation."}, {"id": "mai-20260917-0922-baseline|c120-l5|minimax-small|Spot (Spot.io)", "prompt": "c120-l5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Spot (Spot.io)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Real-time spot-instance optimization, Elastigroup, cost-anomaly alerts"}, {"id": "mai-20260917-0922-baseline|c120-l5|minimax-small|Apptio Cloudability", "prompt": "c120-l5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Apptio Cloudability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Deep ERP integration, \"Cost Transformation\" analytics, multi-currency"}, {"id": "mai-20260917-0922-baseline|c120-l5|minimax-small|Azure Cost Management", "prompt": "c120-l5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Azure Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Native Azure integration, built-in budgets, \"Cost alerts\""}, {"id": "mai-20260917-0922-baseline|c120-l5|minimax-small|AWS Cost Explorer", "prompt": "c120-l5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good for AWS-centric shops, but limited cross-cloud governance"}, {"id": "mai-20260917-0922-baseline|c120-l5|minimax-small|GCP Billing", "prompt": "c120-l5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "GCP Billing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Strong built-in budgets, but limited advanced analytics"}, {"id": "mai-20260917-0922-baseline|c120-l5|minimax-small|NetApp Cloud Cost Optimizer", "prompt": "c120-l5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "NetApp Cloud Cost Optimizer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Storage-focused optimization, right-sizing recommendations"}, {"id": "mai-20260917-0922-baseline|c120-l5|minimax-small|Zesty (formerly Zesty.io)", "prompt": "c120-l5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Zesty (formerly Zesty.io)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-driven instance sizing, continuous optimization"}, {"id": "mai-20260917-0922-baseline|c120-l5|mistral-small|CloudHealth", "prompt": "c120-l5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudHealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 vendors (e.g., CloudHealth, CloudCheckr, Kubecost, ProsperOps, Densify, Infracost)"}, {"id": "mai-20260917-0922-baseline|c120-l5|mistral-small|CloudCheckr", "prompt": "c120-l5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudCheckr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3-5 vendors (e.g., CloudHealth, CloudCheckr, Kubecost, ProsperOps, Densify, Infracost)"}, {"id": "mai-20260917-0922-baseline|c120-l5|mistral-small|Kubecost", "prompt": "c120-l5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3-5 vendors (e.g., CloudHealth, CloudCheckr, Kubecost, ProsperOps, Densify, Infracost)"}, {"id": "mai-20260917-0922-baseline|c120-l5|mistral-small|ProsperOps", "prompt": "c120-l5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3-5 vendors (e.g., CloudHealth, CloudCheckr, Kubecost, ProsperOps, Densify, Infracost)"}, {"id": "mai-20260917-0922-baseline|c120-l5|mistral-small|Densify", "prompt": "c120-l5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Densify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 3-5 vendors (e.g., CloudHealth, CloudCheckr, Kubecost, ProsperOps, Densify, Infracost)"}, {"id": "mai-20260917-0922-baseline|c120-l5|mistral-small|Infracost", "prompt": "c120-l5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Infracost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist 3-5 vendors (e.g., CloudHealth, CloudCheckr, Kubecost, ProsperOps, Densify, Infracost)"}, {"id": "mai-20260917-0922-baseline|c120-l5|xai-small|Vantage", "prompt": "c120-l5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vantage**: SOC 2 Type II, SSO/RBAC, 30+ integrations, strong governance/automation. Enterprise favorite for multi-cloud FinOps."}, {"id": "mai-20260917-0922-baseline|c120-l5|xai-small|Cloudability (Apptio)", "prompt": "c120-l5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Cloudability (Apptio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mature FinOps, SOC 2, SSO, chargeback excellence; handles massive scale."}, {"id": "mai-20260917-0922-baseline|c120-l5|xai-small|Harness CCM", "prompt": "c120-l5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Harness CCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Automation-heavy, compliant, good for optimization."}, {"id": "mai-20260917-0922-baseline|c120-l5|xai-small|Spot by NetApp", "prompt": "c120-l5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Spot by NetApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Automation-heavy, compliant, good for optimization."}, {"id": "mai-20260917-0922-baseline|c120-l5|xai-small|nOps", "prompt": "c120-l5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI/ML focus, multi-cloud, enterprise compliance."}, {"id": "mai-20260917-0922-baseline|c120-l5|xai-small|Doit", "prompt": "c120-l5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Doit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AI/ML focus, multi-cloud, enterprise compliance."}, {"id": "mai-20260917-0922-baseline|c120-l5|xai-small|Flexera", "prompt": "c120-l5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Flexera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others: Flexera, StormForge (Kubernetes-specific)."}, {"id": "mai-20260917-0922-baseline|c120-l5|xai-small|StormForge", "prompt": "c120-l5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "StormForge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "StormForge (Kubernetes-specific)"}, {"id": "mai-20260917-0922-baseline|c120-l5|zai-small|Kubecost", "prompt": "c120-l5", "model": "zai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for native K8s support (e.g., Kubecost, Cast AI)."}, {"id": "mai-20260917-0922-baseline|c120-l5|zai-small|Cast AI", "prompt": "c120-l5", "model": "zai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Cast AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Look for native K8s support (e.g., Kubecost, Cast AI)."}, {"id": "mai-20260917-0922-baseline|c120-l6|alibaba-small|CloudHealth (by Broadcom)", "prompt": "c120-l6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth (by Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the current trajectory of Broadcom may pose a strategic risk. You may end up paying high fees for a tool whose long-term viability is currently in question."}, {"id": "mai-20260917-0922-baseline|c120-l6|alibaba-small|IBM Cloudability (formerly Apptio)", "prompt": "c120-l6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "IBM Cloudability (formerly Apptio)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it is notoriously complex, expensive, and difficult to implement... avoid this platform"}, {"id": "mai-20260917-0922-baseline|c120-l6|alibaba-small|Flexera", "prompt": "c120-l6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Flexera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Integrating it deeply into cloud operations can be sluggish and cumbersome compared to modern, API-first FinOps tools."}, {"id": "mai-20260917-0922-baseline|c120-l6|alibaba-small|ProsperOps", "prompt": "c120-l6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "ProsperOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Do not rely on these as your *sole* platform... Use them as add-ons, not the primary source of truth."}, {"id": "mai-20260917-0922-baseline|c120-l6|alibaba-small|CloudFix", "prompt": "c120-l6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudFix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they often function as \"black boxes\" that make changes without robust contextual reporting"}, {"id": "mai-20260917-0922-baseline|c120-l6|alibaba-small|Spot.io", "prompt": "c120-l6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Spot.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "They lack the granular tagging, showback reporting, and budget enforcement workflows required for large-scale financial control."}, {"id": "mai-20260917-0922-baseline|c120-l6|anthropic-small|Cloudability (IBM)", "prompt": "c120-l6", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Cloudability (IBM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cloudability is sold through IBM enterprise agreements with no public rate card, no self-serve tier, and no free trial."}, {"id": "mai-20260917-0922-baseline|c120-l6|anthropic-small|Spot (by Flexera)", "prompt": "c120-l6", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Spot (by Flexera)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Spot has limitations including a lack of resource scheduling guidelines and real-time pricing detail."}, {"id": "mai-20260917-0922-baseline|c120-l6|challenger-small|AWS Cost Explorer/AWS Budgets", "prompt": "c120-l6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer/AWS Budgets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cautious with **free native tools alone** (AWS Cost Explorer/AWS Budgets, Azure Cost Management, Google Cloud Billing)"}, {"id": "mai-20260917-0922-baseline|c120-l6|challenger-small|Azure Cost Management", "prompt": "c120-l6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Cost Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cautious with **free native tools alone** (AWS Cost Explorer/AWS Budgets, Azure Cost Management, Google Cloud Billing)"}, {"id": "mai-20260917-0922-baseline|c120-l6|challenger-small|Google Cloud Billing", "prompt": "c120-l6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Google Cloud Billing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cautious with **free native tools alone** (AWS Cost Explorer/AWS Budgets, Azure Cost Management, Google Cloud Billing)"}, {"id": "mai-20260917-0922-baseline|c120-l6|challenger-small|Kubecost", "prompt": "c120-l6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Kubecost", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Tools like Kubecost and CAST AI ... solve a narrower problem than a full enterprise FinOps platform"}, {"id": "mai-20260917-0922-baseline|c120-l6|challenger-small|CAST AI", "prompt": "c120-l6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CAST AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools like Kubecost and CAST AI ... solve a narrower problem than a full enterprise FinOps platform"}, {"id": "mai-20260917-0922-baseline|c120-l6|challenger-small|Vantage", "prompt": "c120-l6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Vantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "tools like Vantage free tier, nOps, or usage-oriented entry options in lower-spend segments"}, {"id": "mai-20260917-0922-baseline|c120-l6|challenger-small|nOps", "prompt": "c120-l6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "nOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "tools like Vantage free tier, nOps, or usage-oriented entry options in lower-spend segments"}, {"id": "mai-20260917-0922-baseline|c120-l6|challenger-small|Apptio Cloudability", "prompt": "c120-l6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Apptio Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "most **enterprise-suitable** names ... consistently cited options are **Apptio Cloudability**, **CloudHealth**, **Flexera**, **IBM**"}, {"id": "mai-20260917-0922-baseline|c120-l6|challenger-small|CloudHealth", "prompt": "c120-l6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "consistently cited options are **Apptio Cloudability**, **CloudHealth**, **Flexera**, **IBM**"}, {"id": "mai-20260917-0922-baseline|c120-l6|challenger-small|Flexera", "prompt": "c120-l6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Flexera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "consistently cited options are **Apptio Cloudability**, **CloudHealth**, **Flexera**, **IBM**"}, {"id": "mai-20260917-0922-baseline|c120-l6|challenger-small|IBM", "prompt": "c120-l6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "consistently cited options are **Apptio Cloudability**, **CloudHealth**, **Flexera**, **IBM**"}, {"id": "mai-20260917-0922-baseline|c120-l6|challenger-small|Finout", "prompt": "c120-l6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "in some cases **Finout** or **Vantage** depending on the operating model"}, {"id": "mai-20260917-0922-baseline|c120-l6|deepseek-small|CloudHealth", "prompt": "c120-l6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid starting a new contract with CloudHealth"}, {"id": "mai-20260917-0922-baseline|c120-l6|deepseek-small|Apptio Cloudability", "prompt": "c120-l6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Apptio Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be very wary of **Apptio Cloudability** if you need speed and automation"}, {"id": "mai-20260917-0922-baseline|c120-l6|deepseek-small|IBM Turbonomic", "prompt": "c120-l6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "IBM Turbonomic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid **Turbonomic** for finance-facing use"}, {"id": "mai-20260917-0922-baseline|c120-l6|deepseek-small|Kubecost", "prompt": "c120-l6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Kubecost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid as a Primary Solution... significant limitations for enterprise-wide cost visibility"}, {"id": "mai-20260917-0922-baseline|c120-l6|deepseek-small|AWS Cost Explorer", "prompt": "c120-l6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid relying on these as your sole enterprise system"}, {"id": "mai-20260917-0922-baseline|c120-l6|deepseek-small|Azure Cost Management", "prompt": "c120-l6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Cost Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid relying on these as your sole enterprise system"}, {"id": "mai-20260917-0922-baseline|c120-l6|deepseek-small|Flexera", "prompt": "c120-l6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Flexera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "sold primarily as part of a broader IT asset management suite... (e.g., Broadcom, legacy Flexera), cloud cost management is often a secondary, under-invested product"}, {"id": "mai-20260917-0922-baseline|c120-l6|google-small|VMware Tanzu CloudHealth (Broadcom)", "prompt": "c120-l6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "VMware Tanzu CloudHealth (Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Specific Platforms to Approach with High Caution ... aggressive pricing hikes ... may face stagnation or a lack of future innovation"}, {"id": "mai-20260917-0922-baseline|c120-l6|google-small|IBM Apptio Cloudability", "prompt": "c120-l6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "IBM Apptio Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Apptio is notoriously complex, carrying a steep learning curve, long onboarding cycles, and heavy reliance on professional services."}, {"id": "mai-20260917-0922-baseline|c120-l6|google-small|Flexera One", "prompt": "c120-l6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Flexera One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "frequently criticized for being overly complex, having a high development effort, and requiring a lengthy implementation"}, {"id": "mai-20260917-0922-baseline|c120-l6|google-small|AWS Cost Explorer", "prompt": "c120-l6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why to Avoid: ... they are entirely inadequate as an enterprise-wide FinOps solution"}, {"id": "mai-20260917-0922-baseline|c120-l6|google-small|Azure Cost Management", "prompt": "c120-l6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Cost Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why to Avoid: ... entirely inadequate as an enterprise-wide FinOps solution"}, {"id": "mai-20260917-0922-baseline|c120-l6|google-small|GCP Billing", "prompt": "c120-l6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "GCP Billing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why to Avoid: ... entirely inadequate as an enterprise-wide FinOps solution"}, {"id": "mai-20260917-0922-baseline|c120-l6|google-small|nOps", "prompt": "c120-l6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "nOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "using them as your primary FinOps platform is a mistake"}, {"id": "mai-20260917-0922-baseline|c120-l6|google-small|ProsperOps", "prompt": "c120-l6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "ProsperOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "using them as your primary FinOps platform is a mistake"}, {"id": "mai-20260917-0922-baseline|c120-l6|google-small|Cast AI", "prompt": "c120-l6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Cast AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Cast AI (when used in isolation) ... using them as your primary FinOps platform is a mistake"}, {"id": "mai-20260917-0922-baseline|c120-l6|meta-small|CloudHealth (VMware)", "prompt": "c120-l6", "model": "meta-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth (VMware)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "CloudHealth (VMware) - not suitable for very large enterprises needing complex multi-team governance"}, {"id": "mai-20260917-0922-baseline|c120-l6|meta-small|AWS Cost Explorer", "prompt": "c120-l6", "model": "meta-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may not be suitable for enterprises with complex cloud environments or multiple cloud providers"}, {"id": "mai-20260917-0922-baseline|c120-l6|meta-small|Microsoft Cost Management", "prompt": "c120-l6", "model": "meta-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Microsoft Cost Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "suitable for Azure-heavy organizations, but may not be suitable for enterprises with complex cloud environments"}, {"id": "mai-20260917-0922-baseline|c120-l6|meta-small|Google Cloud Cost Management", "prompt": "c120-l6", "model": "meta-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Google Cloud Cost Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "best for GCP-first teams, but may not be suitable for enterprises with complex cloud environments or multiple cloud providers"}, {"id": "mai-20260917-0922-baseline|c120-l6|minimax-small|CloudHealth (Broadcom/VMware)", "prompt": "c120-l6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth (Broadcom/VMware)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is perhaps the most notable platform to approach with caution."}, {"id": "mai-20260917-0922-baseline|c120-l6|minimax-small|Vantage", "prompt": "c120-l6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Platforms like Vantage, CloudZero, Holori, and IBM Cloudability are generally reviewed more favorably"}, {"id": "mai-20260917-0922-baseline|c120-l6|minimax-small|CloudZero", "prompt": "c120-l6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "generally reviewed more favorably in the current market"}, {"id": "mai-20260917-0922-baseline|c120-l6|minimax-small|Holori", "prompt": "c120-l6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Holori", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "generally reviewed more favorably in the current market"}, {"id": "mai-20260917-0922-baseline|c120-l6|minimax-small|IBM Cloudability", "prompt": "c120-l6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "IBM Cloudability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "generally reviewed more favorably in the current market"}, {"id": "mai-20260917-0922-baseline|c120-l6|mistral-small|IBM Cloudability", "prompt": "c120-l6", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "IBM Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large enterprises should be cautious about IBM Cloudability and CloudHealth (Broadcom) due to complexity, cost, and support issues.on"}, {"id": "mai-20260917-0922-baseline|c120-l6|mistral-small|CloudHealth by Broadcom", "prompt": "c120-l6", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth by Broadcom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "there are significant concerns about its pricing model and customer support after Broadcom's acquisition"}, {"id": "mai-20260917-0922-baseline|c120-l6|mistral-small|AWS Cost Explorer", "prompt": "c120-l6", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some platforms, such as AWS Cost Explorer, are best suited for basic visibility and do not offer advanced automation or multi-cloud support"}, {"id": "mai-20260917-0922-baseline|c120-l6|moonshot-small|CloudHealth (VMware Tanzu / Broadcom)", "prompt": "c120-l6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth (VMware Tanzu / Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Status: Approach with extreme caution ... a cautionary tale in enterprise tooling"}, {"id": "mai-20260917-0922-baseline|c120-l6|moonshot-small|IBM Cloudability", "prompt": "c120-l6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "IBM Cloudability", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Be most cautious of ... tools with significant data latency (Cloudability)"}, {"id": "mai-20260917-0922-baseline|c120-l6|moonshot-small|Kubecost", "prompt": "c120-l6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Advanced Containers (via Kubecost integration), container cost allocation remains bolted-on rather than native"}, {"id": "mai-20260917-0922-baseline|c120-l6|openai-small|Broadcom/CloudHealth", "prompt": "c120-l6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Broadcom/CloudHealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Gartner's 2025 CFM market included vendors such as **Broadcom/CloudHealth, CloudZero, Flexera, Harness, ServiceNow, IBM, Finout, DoiT, CoreStack, CloudBolt, Anodot, and Zesty**"}, {"id": "mai-20260917-0922-baseline|c120-l6|openai-small|CloudZero", "prompt": "c120-l6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "included vendors such as **Broadcom/CloudHealth, CloudZero, Flexera..."}, {"id": "mai-20260917-0922-baseline|c120-l6|openai-small|Flexera", "prompt": "c120-l6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Flexera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "included vendors such as ... Flexera, Harness"}, {"id": "mai-20260917-0922-baseline|c120-l6|openai-small|Harness", "prompt": "c120-l6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "included vendors such as ... Harness, ServiceNow"}, {"id": "mai-20260917-0922-baseline|c120-l6|openai-small|ServiceNow", "prompt": "c120-l6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "included vendors such as ... ServiceNow, IBM"}, {"id": "mai-20260917-0922-baseline|c120-l6|openai-small|IBM", "prompt": "c120-l6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "included vendors such as ... IBM, Finout"}, {"id": "mai-20260917-0922-baseline|c120-l6|openai-small|Finout", "prompt": "c120-l6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Finout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "included vendors such as ... Finout, DoiT"}, {"id": "mai-20260917-0922-baseline|c120-l6|openai-small|DoiT", "prompt": "c120-l6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "DoiT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "included vendors such as ... DoiT, CoreStack"}, {"id": "mai-20260917-0922-baseline|c120-l6|openai-small|CoreStack", "prompt": "c120-l6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CoreStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "included vendors such as ... CoreStack, CloudBolt"}, {"id": "mai-20260917-0922-baseline|c120-l6|openai-small|CloudBolt", "prompt": "c120-l6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudBolt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "included vendors such as ... CloudBolt, Anodot"}, {"id": "mai-20260917-0922-baseline|c120-l6|openai-small|Anodot", "prompt": "c120-l6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Anodot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "included vendors such as ... Anodot, and Zesty"}, {"id": "mai-20260917-0922-baseline|c120-l6|openai-small|Zesty", "prompt": "c120-l6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Zesty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "included vendors such as ... and Zesty**, which tells you these are established players"}, {"id": "mai-20260917-0922-baseline|c120-l6|xai-small|CloudHealth (now under Broadcom/VMware)", "prompt": "c120-l6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth (now under Broadcom/VMware)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why caution/avoid? Frequent enterprise complaints include **severe scalability issues** in large, multi-account environments"}, {"id": "mai-20260917-0922-baseline|c120-l6|xai-small|CloudZero", "prompt": "c120-l6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternatives: CloudZero, Flexera, or Cloudaware for better enterprise handling."}, {"id": "mai-20260917-0922-baseline|c120-l6|xai-small|Flexera", "prompt": "c120-l6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Flexera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternatives: CloudZero, Flexera, or Cloudaware for better enterprise handling."}, {"id": "mai-20260917-0922-baseline|c120-l6|xai-small|Cloudaware", "prompt": "c120-l6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prioritize **Cloudaware** (CMDB/multi-cloud balance)"}, {"id": "mai-20260917-0922-baseline|c120-l6|xai-small|AWS Cost Explorer", "prompt": "c120-l6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Native Provider Tools ... **fail at enterprise scale**—no robust multi-cloud unification, limited chargeback/showback"}, {"id": "mai-20260917-0922-baseline|c120-l6|xai-small|Azure Cost Management", "prompt": "c120-l6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Cost Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Native Provider Tools ... **fail at enterprise scale**—no robust multi-cloud unification"}, {"id": "mai-20260917-0922-baseline|c120-l6|xai-small|Google Cloud Billing", "prompt": "c120-l6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Google Cloud Billing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Native Provider Tools ... **fail at enterprise scale**"}, {"id": "mai-20260917-0922-baseline|c120-l6|xai-small|Apptio Cloudability (IBM)", "prompt": "c120-l6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Apptio Cloudability (IBM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Potential issues: **Steep setup complexity**, high learning curve, and overkill data volume requiring expertise to interpret."}, {"id": "mai-20260917-0922-baseline|c120-l6|xai-small|Harness", "prompt": "c120-l6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Alternatives: Apptio Cloudability (IBM) or Harness for enterprise FinOps."}, {"id": "mai-20260917-0922-baseline|c120-l6|xai-small|Vantage", "prompt": "c120-l6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Vantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Basic Vantage Free Tier ... **scale poorly for enterprises**—limited commitment management"}, {"id": "mai-20260917-0922-baseline|c120-l6|xai-small|Kubecost", "prompt": "c120-l6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Kubecost", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Kubecost Open Core ... **scale poorly for enterprises**—limited commitment management (RIs/Savings Plans), no auto-rightsizing"}, {"id": "mai-20260917-0922-baseline|c120-l6|xai-small|ProsperOps", "prompt": "c120-l6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**ProsperOps** (commitment automation)"}, {"id": "mai-20260917-0922-baseline|c120-l6|xai-small|CAST AI", "prompt": "c120-l6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CAST AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "or **CAST AI** (Kubernetes)"}, {"id": "mai-20260917-0922-baseline|c120-l6|zai-small|Cloudaware", "prompt": "c120-l6", "model": "zai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Cloudaware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "often a poor fit for large enterprises due to implementation hurdles"}, {"id": "mai-20260917-0922-baseline|c120-l6|zai-small|CAST AI", "prompt": "c120-l6", "model": "zai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CAST AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "CAST AI is a popular choice for Kubernetes cost optimization, but it carries risks for large-scale deployments."}, {"id": "mai-20260917-0922-baseline|c120-m1|alibaba-small|ServiceNow", "prompt": "c120-m1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You generally don't need the massive customization costs of an enterprise tool like ServiceNow or Oracle"}, {"id": "mai-20260917-0922-baseline|c120-m1|alibaba-small|Oracle", "prompt": "c120-m1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You generally don't need the massive customization costs of an enterprise tool like ServiceNow or Oracle"}, {"id": "mai-20260917-0922-baseline|c120-m1|alibaba-small|AWS Cost Explorer", "prompt": "c120-m1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but native tools (like AWS Cost Explorer) aren't enough"}, {"id": "mai-20260917-0922-baseline|c120-m1|alibaba-small|Vantage", "prompt": "c120-m1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Vantage is widely considered the best modern choice for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c120-m1|alibaba-small|SAP Cloudability", "prompt": "c120-m1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "SAP Cloudability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your organization is highly regulated ... Cloudability is the incumbent"}, {"id": "mai-20260917-0922-baseline|c120-m1|alibaba-small|Flokuri", "prompt": "c120-m1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Flokuri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Data-First Specialist: Flokuri"}, {"id": "mai-20260917-0922-baseline|c120-m1|alibaba-small|Harness", "prompt": "c120-m1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Engineering-Focused Choice: Harness / Spacelift"}, {"id": "mai-20260917-0922-baseline|c120-m1|alibaba-small|Spacelift", "prompt": "c120-m1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Spacelift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The Engineering-Focused Choice: Harness / Spacelift"}, {"id": "mai-20260917-0922-baseline|c120-m1|alibaba-small|Kubecost", "prompt": "c120-m1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Kubernetes Optimization** | **Kubecost**"}, {"id": "mai-20260917-0922-baseline|c120-m1|alibaba-small|Spot by NetApp", "prompt": "c120-m1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Spot by NetApp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Automated Savings (RI Management)** | **Spot by NetApp**"}, {"id": "mai-20260917-0922-baseline|c120-m1|anthropic-small|Vantage", "prompt": "c120-m1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vantage** is a self-serve FinOps platform with a free tier and 25+ SaaS integrations, built for mid-market and startup teams."}, {"id": "mai-20260917-0922-baseline|c120-m1|anthropic-small|CloudZero", "prompt": "c120-m1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "However, it's enterprise-only pricing without a self-serve option."}, {"id": "mai-20260917-0922-baseline|c120-m1|anthropic-small|nOps", "prompt": "c120-m1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "nOps is a savings-share FinOps platform for AWS-heavy SaaS and AI/ML teams"}, {"id": "mai-20260917-0922-baseline|c120-m1|anthropic-small|CloudNuro", "prompt": "c120-m1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudNuro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CloudNuro targets mid-market and enterprise SaaS companies"}, {"id": "mai-20260917-0922-baseline|c120-m1|challenger-small|Vantage", "prompt": "c120-m1", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-m1|challenger-small|CloudZero", "prompt": "c120-m1", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **CloudZero** if your company needs deeper **unit economics**"}, {"id": "mai-20260917-0922-baseline|c120-m1|challenger-small|CloudHealth", "prompt": "c120-m1", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **CloudHealth** or **Flexera** if you are closer to enterprise maturity"}, {"id": "mai-20260917-0922-baseline|c120-m1|challenger-small|Flexera", "prompt": "c120-m1", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Flexera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **CloudHealth** or **Flexera** if you are closer to enterprise maturity"}, {"id": "mai-20260917-0922-baseline|c120-m1|challenger-small|Kubecost", "prompt": "c120-m1", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Kubecost** or **CAST AI** if Kubernetes is your main spend driver."}, {"id": "mai-20260917-0922-baseline|c120-m1|challenger-small|CAST AI", "prompt": "c120-m1", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CAST AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Kubecost** or **CAST AI** if Kubernetes is your main spend driver."}, {"id": "mai-20260917-0922-baseline|c120-m1|deepseek-small|Vantage", "prompt": "c120-m1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vantage** offers the best balance of fast time-to-value, predictable flat pricing, and multi-cloud coverage"}, {"id": "mai-20260917-0922-baseline|c120-m1|deepseek-small|CloudZero", "prompt": "c120-m1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're a SaaS business focused on unit economics and profitability per customer, go with **CloudZero**"}, {"id": "mai-20260917-0922-baseline|c120-m1|deepseek-small|CloudHealth", "prompt": "c120-m1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudHealth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Advanced chargeback/showback often requires costly Professional Services ($28K+ minimum), and Broadcom pricing changes have frustrated some customers."}, {"id": "mai-20260917-0922-baseline|c120-m1|deepseek-small|Economize", "prompt": "c120-m1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Economize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best value entry point - Free up to ~$100K/month cloud spend; competitively priced for mid-market"}, {"id": "mai-20260917-0922-baseline|c120-m1|deepseek-small|AWS Cost Explorer", "prompt": "c120-m1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "should begin with native tools (AWS Cost Explorer, etc.)"}, {"id": "mai-20260917-0922-baseline|c120-m1|deepseek-small|Ternary", "prompt": "c120-m1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Ternary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some tools (CloudZero, Ternary) are custom-priced"}, {"id": "mai-20260917-0922-baseline|c120-m1|google-small|CloudZero", "prompt": "c120-m1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary goal is to understand your margins, assign cloud costs to specific customers (tenants), and align engineering with finance, **CloudZero** is highly recommended."}, {"id": "mai-20260917-0922-baseline|c120-m1|google-small|Vantage", "prompt": "c120-m1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Multi-Cloud Visibility & Out-of-the-Box Integrations: **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-m1|google-small|Finout", "prompt": "c120-m1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your AWS/GCP bills are a disorganized mess of untagged resources, **Finout** is a lifesaver."}, {"id": "mai-20260917-0922-baseline|c120-m1|google-small|nOps", "prompt": "c120-m1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**nOps:** Excellent for AWS-heavy, fast-growing teams... automated commitment management"}, {"id": "mai-20260917-0922-baseline|c120-m1|google-small|ProsperOps", "prompt": "c120-m1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ProsperOps acts as an automated portfolio manager for your AWS compute commitments."}, {"id": "mai-20260917-0922-baseline|c120-m1|google-small|Apptio Cloudability (IBM)", "prompt": "c120-m1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Apptio Cloudability (IBM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "should generally **avoid** legacy enterprise suites like **Apptio Cloudability (IBM)**"}, {"id": "mai-20260917-0922-baseline|c120-m1|google-small|CloudHealth (Broadcom)", "prompt": "c120-m1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudHealth (Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "should generally **avoid** legacy enterprise suites like ... **CloudHealth (Broadcom)**"}, {"id": "mai-20260917-0922-baseline|c120-m1|meta-small|Vantage", "prompt": "c120-m1", "model": "meta-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best cloud cost management platform for a mid-market B2B company is Vantage"}, {"id": "mai-20260917-0922-baseline|c120-m1|meta-small|CloudZero", "prompt": "c120-m1", "model": "meta-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include CloudZero, Economize Enterprise, and Ternary"}, {"id": "mai-20260917-0922-baseline|c120-m1|meta-small|Economize Enterprise", "prompt": "c120-m1", "model": "meta-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Economize Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include CloudZero, Economize Enterprise, and Ternary"}, {"id": "mai-20260917-0922-baseline|c120-m1|meta-small|Ternary", "prompt": "c120-m1", "model": "meta-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Ternary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include CloudZero, Economize Enterprise, and Ternary"}, {"id": "mai-20260917-0922-baseline|c120-m1|minimax-small|Vantage", "prompt": "c120-m1", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies ($50M-$500M revenue), **Vantage** offers the best balance of price and functionality."}, {"id": "mai-20260917-0922-baseline|c120-m1|minimax-small|CloudZero", "prompt": "c120-m1", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need deeper unit economics and cost attribution capabilities and have the budget, **CloudZero** is the stronger choice."}, {"id": "mai-20260917-0922-baseline|c120-m1|minimax-small|CloudHealth by VMware", "prompt": "c120-m1", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudHealth by VMware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Enterprise Features ... Robust reporting, multi-cloud support, established platform"}, {"id": "mai-20260917-0922-baseline|c120-m1|mistral-small|CloudZero", "prompt": "c120-m1", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CloudZero** and **Economize** are the top choices due to their focus on actionable insights and scalability"}, {"id": "mai-20260917-0922-baseline|c120-m1|mistral-small|Vantage", "prompt": "c120-m1", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vantage** is a great alternative if you want a free tier and a simpler interface"}, {"id": "mai-20260917-0922-baseline|c120-m1|mistral-small|Economize", "prompt": "c120-m1", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Economize", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**CloudZero** and **Economize** are the top choices"}, {"id": "mai-20260917-0922-baseline|c120-m1|mistral-small|nOps", "prompt": "c120-m1", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers self-service platforms suitable for mid-market companies spending between $10K\\u2013$100K/month"}, {"id": "mai-20260917-0922-baseline|c120-m1|moonshot-small|Vantage", "prompt": "c120-m1", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vantage** – Best Overall for Mid-Market"}, {"id": "mai-20260917-0922-baseline|c120-m1|moonshot-small|CloudZero", "prompt": "c120-m1", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CloudZero** – Best for Unit Economics & Cost Intelligence"}, {"id": "mai-20260917-0922-baseline|c120-m1|moonshot-small|ProsperOps", "prompt": "c120-m1", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ProsperOps** – Best for Commitment Management"}, {"id": "mai-20260917-0922-baseline|c120-m1|moonshot-small|Kubecost", "prompt": "c120-m1", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Vantage** or **Kubecost** (if K8s is >50% of spend)"}, {"id": "mai-20260917-0922-baseline|c120-m1|openai-small|Vantage", "prompt": "c120-m1", "model": "openai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one \"best fit\" for many mid-market B2B companies**, I'd lean toward **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-m1|openai-small|Cloudability (IBM)", "prompt": "c120-m1", "model": "openai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Cloudability (IBM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you need a more established enterprise FinOps suite with broader governance and finance workflows"}, {"id": "mai-20260917-0922-baseline|c120-m1|openai-small|CloudHealth", "prompt": "c120-m1", "model": "openai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want strong multi-team dashboards and mature AWS-centric cost management"}, {"id": "mai-20260917-0922-baseline|c120-m1|openai-small|Harness Cloud Cost Management", "prompt": "c120-m1", "model": "openai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Harness Cloud Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your biggest pain is **Kubernetes/container cost control** and engineering-led savings"}, {"id": "mai-20260917-0922-baseline|c120-m1|openai-small|AWS-native tools", "prompt": "c120-m1", "model": "openai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "AWS-native tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "start with **AWS-native tools** like Cost Explorer, Budgets, Cost Anomaly Detection, and Cost Optimization Hub"}, {"id": "mai-20260917-0922-baseline|c120-m1|xai-small|Vantage", "prompt": "c120-m1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Vantage** as the strongest starting point"}, {"id": "mai-20260917-0922-baseline|c120-m1|xai-small|CloudZero", "prompt": "c120-m1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CloudZero excels at granular allocation (e.g., cost per tenant)"}, {"id": "mai-20260917-0922-baseline|c120-m1|xai-small|CloudHealth (Broadcom)", "prompt": "c120-m1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudHealth (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "CloudHealth or IBM Apptio (Forrester Leaders), but overkill/pricey for mid-market"}, {"id": "mai-20260917-0922-baseline|c120-m1|xai-small|Harness", "prompt": "c120-m1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Automation & continuous optimization"}, {"id": "mai-20260917-0922-baseline|c120-m1|xai-small|Economize", "prompt": "c120-m1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Economize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget-conscious multi-cloud"}, {"id": "mai-20260917-0922-baseline|c120-m1|xai-small|nOps", "prompt": "c120-m1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "nOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AWS-heavy auto-savings"}, {"id": "mai-20260917-0922-baseline|c120-m1|xai-small|Kubecost", "prompt": "c120-m1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Kubernetes-heavy?** Add Kubecost (free tier) or CAST AI"}, {"id": "mai-20260917-0922-baseline|c120-m1|xai-small|CAST AI", "prompt": "c120-m1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CAST AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Add Kubecost (free tier) or CAST AI"}, {"id": "mai-20260917-0922-baseline|c120-m1|xai-small|AWS Cost Explorer", "prompt": "c120-m1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Start with Vantage free tier or native tools (AWS Cost Explorer/Azure Cost Mgmt)"}, {"id": "mai-20260917-0922-baseline|c120-m1|xai-small|Azure Cost Mgmt", "prompt": "c120-m1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Azure Cost Mgmt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "native tools (AWS Cost Explorer/Azure Cost Mgmt)"}, {"id": "mai-20260917-0922-baseline|c120-m1|xai-small|IBM Apptio", "prompt": "c120-m1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "IBM Apptio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "CloudHealth or IBM Apptio (Forrester Leaders), but overkill/pricey for mid-market"}, {"id": "mai-20260917-0922-baseline|c120-m1|zai-small|Vantage", "prompt": "c120-m1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vantage** is widely considered the best all-around platform"}, {"id": "mai-20260917-0922-baseline|c120-m1|zai-small|CloudZero", "prompt": "c120-m1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Runner Up: CloudZero"}, {"id": "mai-20260917-0922-baseline|c120-m1|zai-small|Cloudaware", "prompt": "c120-m1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Runner Up: Cloudaware"}, {"id": "mai-20260917-0922-baseline|c120-m1|zai-small|nOps", "prompt": "c120-m1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. Honorable Mention: nOps"}, {"id": "mai-20260917-0922-baseline|c120-m2|alibaba-small|Finout", "prompt": "c120-m2", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Finout", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick for Most Mid-Sized Companies: **Finout**"}, {"id": "mai-20260917-0922-baseline|c120-m2|alibaba-small|CloudZero", "prompt": "c120-m2", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Engineering-Led Teams: **CloudZero**"}, {"id": "mai-20260917-0922-baseline|c120-m2|alibaba-small|Cloudability (IBM Apptio)", "prompt": "c120-m2", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Cloudability (IBM Apptio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Finance-First Governance: **Cloudability (IBM Apptio)**"}, {"id": "mai-20260917-0922-baseline|c120-m2|anthropic-small|Vantage", "prompt": "c120-m2", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-m2|anthropic-small|ManageEngine CloudSpend", "prompt": "c120-m2", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "ManageEngine CloudSpend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: **ManageEngine CloudSpend**"}, {"id": "mai-20260917-0922-baseline|c120-m2|anthropic-small|CloudZero", "prompt": "c120-m2", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **CloudZero** if you have strong engineering involvement and need deeper cost allocation"}, {"id": "mai-20260917-0922-baseline|c120-m2|challenger-small|Vantage", "prompt": "c120-m2", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would generally recommend **Vantage** if you want the best balance of fast setup, clear visibility, and pricing that fits mid-market teams."}, {"id": "mai-20260917-0922-baseline|c120-m2|challenger-small|Finout", "prompt": "c120-m2", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Finout** if you need stronger **allocation depth**, multi-cloud unification"}, {"id": "mai-20260917-0922-baseline|c120-m2|challenger-small|CloudZero", "prompt": "c120-m2", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CloudZero** if your B2B company cares most about **unit economics**"}, {"id": "mai-20260917-0922-baseline|c120-m2|challenger-small|CloudHealth", "prompt": "c120-m2", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CloudHealth** or **Flexera One** if you are already operating at a more **enterprise governance** level"}, {"id": "mai-20260917-0922-baseline|c120-m2|challenger-small|Flexera One", "prompt": "c120-m2", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**CloudHealth** or **Flexera One** if you are already operating at a more **enterprise governance** level"}, {"id": "mai-20260917-0922-baseline|c120-m2|challenger-small|Cloudaware", "prompt": "c120-m2", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cloudaware** if your environment is especially focused on **multi-cloud cost allocation**"}, {"id": "mai-20260917-0922-baseline|c120-m2|deepseek-small|Vantage", "prompt": "c120-m2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vantage** is my top recommendation"}, {"id": "mai-20260917-0922-baseline|c120-m2|deepseek-small|CloudZero", "prompt": "c120-m2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **CloudZero** as a strong alternative depending on your specific needs"}, {"id": "mai-20260917-0922-baseline|c120-m2|deepseek-small|Finout", "prompt": "c120-m2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Finout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider **Finout** if your spend justifies it."}, {"id": "mai-20260917-0922-baseline|c120-m2|deepseek-small|Apptio Cloudability", "prompt": "c120-m2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Apptio Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-level (likely overkill)"}, {"id": "mai-20260917-0922-baseline|c120-m2|deepseek-small|Cloudaware", "prompt": "c120-m2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Multi-cloud with CMDB integration | Mid-market to enterprise"}, {"id": "mai-20260917-0922-baseline|c120-m2|deepseek-small|ProsperOps / Zesty", "prompt": "c120-m2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "ProsperOps / Zesty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Automated commitment/RIs | Usage-based"}, {"id": "mai-20260917-0922-baseline|c120-m2|google-small|CloudZero", "prompt": "c120-m2", "model": "google-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **CloudZero** if your primary goal is to **calculate your gross margins and track cost-per-customer**"}, {"id": "mai-20260917-0922-baseline|c120-m2|google-small|Vantage", "prompt": "c120-m2", "model": "google-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vantage is a phenomenal choice"}, {"id": "mai-20260917-0922-baseline|c120-m2|google-small|Finout", "prompt": "c120-m2", "model": "google-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have multiple cloud providers or a messy Kubernetes deployment, Finout is highly effective."}, {"id": "mai-20260917-0922-baseline|c120-m2|google-small|ProsperOps", "prompt": "c120-m2", "model": "google-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **ProsperOps** if you just want **hands-free, automated savings**"}, {"id": "mai-20260917-0922-baseline|c120-m2|google-small|nOps", "prompt": "c120-m2", "model": "google-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ProsperOps or nOps (Best for Hands-Off Cost Automation)"}, {"id": "mai-20260917-0922-baseline|c120-m2|google-small|VMware CloudHealth", "prompt": "c120-m2", "model": "google-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "VMware CloudHealth", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "steer clear** of heavy legacy enterprise platforms like **VMware CloudHealth** or **Apptio Cloudability**"}, {"id": "mai-20260917-0922-baseline|c120-m2|google-small|Apptio Cloudability", "prompt": "c120-m2", "model": "google-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Apptio Cloudability", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "requires complex implementation overhead and is generally geared toward massive enterprise finance departments"}, {"id": "mai-20260917-0922-baseline|c120-m2|meta-small|Vantage", "prompt": "c120-m2", "model": "meta-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended FinOps tool for a mid-sized B2B company is Vantage or Finout"}, {"id": "mai-20260917-0922-baseline|c120-m2|meta-small|Finout", "prompt": "c120-m2", "model": "meta-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Finout", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the recommended FinOps tool for a mid-sized B2B company is Vantage or Finout"}, {"id": "mai-20260917-0922-baseline|c120-m2|mistral-small|Vantage", "prompt": "c120-m2", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Vantage** or **nOps** are excellent starting points"}, {"id": "mai-20260917-0922-baseline|c120-m2|mistral-small|nOps", "prompt": "c120-m2", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "nOps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-sized B2B companies, **Vantage** or **nOps** are excellent starting points"}, {"id": "mai-20260917-0922-baseline|c120-m2|mistral-small|CloudHealth by VMware", "prompt": "c120-m2", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudHealth by VMware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for mid-market and enterprise teams with formal IT/FinOps governance, supporting multi-cloud environments."}, {"id": "mai-20260917-0922-baseline|c120-m2|moonshot-small|Vantage", "prompt": "c120-m2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I generally recommend starting with **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-m2|moonshot-small|CloudZero", "prompt": "c120-m2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **CloudZero** as a strong alternative if unit economics are critical"}, {"id": "mai-20260917-0922-baseline|c120-m2|moonshot-small|Kubecost", "prompt": "c120-m2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Heavy Kubernetes usage** | **Kubecost** (has a robust free/self-host tier)"}, {"id": "mai-20260917-0922-baseline|c120-m2|moonshot-small|CAST AI", "prompt": "c120-m2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CAST AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Kubecost** ... or **CAST AI**"}, {"id": "mai-20260917-0922-baseline|c120-m2|moonshot-small|ProsperOps", "prompt": "c120-m2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Automated savings** ... **ProsperOps** or **Zesty**"}, {"id": "mai-20260917-0922-baseline|c120-m2|moonshot-small|Zesty", "prompt": "c120-m2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Zesty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ProsperOps** or **Zesty**"}, {"id": "mai-20260917-0922-baseline|c120-m2|moonshot-small|AWS Cost Explorer", "prompt": "c120-m2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Native tools first: **AWS Cost Explorer**"}, {"id": "mai-20260917-0922-baseline|c120-m2|moonshot-small|Azure Cost Management", "prompt": "c120-m2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Azure Cost Management**, or **GCP Billing**"}, {"id": "mai-20260917-0922-baseline|c120-m2|moonshot-small|GCP Billing", "prompt": "c120-m2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "GCP Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Azure Cost Management**, or **GCP Billing**"}, {"id": "mai-20260917-0922-baseline|c120-m2|moonshot-small|Finout", "prompt": "c120-m2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Finout", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Finout** or **Cloudability (IBM)**—though these often suit larger orgs better"}, {"id": "mai-20260917-0922-baseline|c120-m2|moonshot-small|Cloudability (IBM)", "prompt": "c120-m2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Cloudability (IBM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "though these often suit larger orgs better"}, {"id": "mai-20260917-0922-baseline|c120-m2|openai-small|AWS Cloud Financial Management", "prompt": "c120-m2", "model": "openai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "AWS Cloud Financial Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're mostly on AWS: use AWS Cloud Financial Management tools like Cost Explorer, CUR/Data Exports, Budgets, Cost Allocation Tags, and Compute Optimizer."}, {"id": "mai-20260917-0922-baseline|c120-m2|openai-small|Google Cloud Cost Management / FinOps hub", "prompt": "c120-m2", "model": "openai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Google Cloud Cost Management / FinOps hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're mostly on Google Cloud: use Google Cloud Cost Management / FinOps hub."}, {"id": "mai-20260917-0922-baseline|c120-m2|openai-small|Microsoft Cost Management + Azure Advisor", "prompt": "c120-m2", "model": "openai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Microsoft Cost Management + Azure Advisor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you're mostly on Azure: use Microsoft Cost Management + Azure Advisor."}, {"id": "mai-20260917-0922-baseline|c120-m2|xai-small|Vantage", "prompt": "c120-m2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Vantage as the top FinOps tool."}, {"id": "mai-20260917-0922-baseline|c120-m2|xai-small|CloudZero", "prompt": "c120-m2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Vantage doesn't fit:... CloudZero | Unit economics (cost/customer) critical for SaaS B2B"}, {"id": "mai-20260917-0922-baseline|c120-m2|xai-small|Finout", "prompt": "c120-m2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Finout | Complex multi-cloud + K8s allocation"}, {"id": "mai-20260917-0922-baseline|c120-m2|xai-small|nOps/ProsperOps", "prompt": "c120-m2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "nOps/ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "nOps/ProsperOps | AWS-focused auto-savings"}, {"id": "mai-20260917-0922-baseline|c120-m2|xai-small|AWS Cost Explorer", "prompt": "c120-m2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Native tools like AWS Cost Explorer are free starters but lack depth for cross-team FinOps."}, {"id": "mai-20260917-0922-baseline|c120-m2|zai-small|Vantage", "prompt": "c120-m2", "model": "zai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-m2|zai-small|Cloudaware", "prompt": "c120-m2", "model": "zai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Multi‑cloud allocation with CMDB backing | **Cloudaware**"}, {"id": "mai-20260917-0922-baseline|c120-m2|zai-small|Finout", "prompt": "c120-m2", "model": "zai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kubernetes‑heavy workloads | **Finout**"}, {"id": "mai-20260917-0922-baseline|c120-m2|zai-small|CloudZero", "prompt": "c120-m2", "model": "zai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unit‑level economics (cost per customer, feature) | **CloudZero**"}, {"id": "mai-20260917-0922-baseline|c120-m2|zai-small|Kubecost", "prompt": "c120-m2", "model": "zai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Kubecost free tier**"}, {"id": "mai-20260917-0922-baseline|c120-m2|zai-small|AWS Cost Explorer", "prompt": "c120-m2", "model": "zai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "native provider tools (AWS Cost Explorer, Azure Cost Management)"}, {"id": "mai-20260917-0922-baseline|c120-m2|zai-small|Azure Cost Management", "prompt": "c120-m2", "model": "zai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Azure Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "native provider tools (AWS Cost Explorer, Azure Cost Management)"}, {"id": "mai-20260917-0922-baseline|c120-m2|zai-small|ProsperOps", "prompt": "c120-m2", "model": "zai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Automated commitment/discount management | **ProsperOps**"}, {"id": "mai-20260917-0922-baseline|c120-m2|zai-small|CloudQuell", "prompt": "c120-m2", "model": "zai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudQuell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Leverage free tiers or trials (Vantage, Kubecost, CloudQuell)"}, {"id": "mai-20260917-0922-baseline|c120-m3|alibaba-small|CloudZero", "prompt": "c120-m3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **CloudZero** if you need to prove ROI to stakeholders and tie tech costs to revenue."}, {"id": "mai-20260917-0922-baseline|c120-m3|alibaba-small|Finout", "prompt": "c120-m3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **FINOUT** if you have a massive, messy IT bill and need to clean it up via virtual tagging."}, {"id": "mai-20260917-0922-baseline|c120-m3|alibaba-small|Vantage", "prompt": "c120-m3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Vantage** if you want a reliable, easy-to-use dashboard to track spending immediately."}, {"id": "mai-20260917-0922-baseline|c120-m3|alibaba-small|Kubecost (by IBM)", "prompt": "c120-m3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost (by IBM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "widely considered the standard for visualizing *where* resources are being consumed in a cluster"}, {"id": "mai-20260917-0922-baseline|c120-m3|alibaba-small|CAST AI", "prompt": "c120-m3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CAST AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **CAST AI** if your primary goal is to cut compute bills automatically"}, {"id": "mai-20260917-0922-baseline|c120-m3|alibaba-small|AWS Cost Explorer", "prompt": "c120-m3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Limitation: They generally lack the cross-cloud aggregation, granular Kubernetes support"}, {"id": "mai-20260917-0922-baseline|c120-m3|alibaba-small|Azure Cost Management", "prompt": "c120-m3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Azure Cost Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Limitation: They generally lack the cross-cloud aggregation, granular Kubernetes support"}, {"id": "mai-20260917-0922-baseline|c120-m3|alibaba-small|Google Cloud Billing Reports", "prompt": "c120-m3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Google Cloud Billing Reports", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Limitation: They generally lack the cross-cloud aggregation, granular Kubernetes support"}, {"id": "mai-20260917-0922-baseline|c120-m3|anthropic-small|CloudZero", "prompt": "c120-m3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CloudZero is the strongest platform for organizations that need to connect cloud and AI spend to business outcomes"}, {"id": "mai-20260917-0922-baseline|c120-m3|anthropic-small|ProsperOps", "prompt": "c120-m3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For AWS commitment automation, ProsperOps leads"}, {"id": "mai-20260917-0922-baseline|c120-m3|anthropic-small|Flexera", "prompt": "c120-m3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flexera brings extensive IT management experience to cloud cost management, offering an enterprise-focused solution designed for large organizations"}, {"id": "mai-20260917-0922-baseline|c120-m3|anthropic-small|CAST AI", "prompt": "c120-m3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CAST AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Kubernetes-specific optimization, CAST AI and Kubecost are purpose-built cloud cost optimization tools"}, {"id": "mai-20260917-0922-baseline|c120-m3|anthropic-small|Kubecost", "prompt": "c120-m3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CAST AI and Kubecost are purpose-built cloud cost optimization tools"}, {"id": "mai-20260917-0922-baseline|c120-m3|anthropic-small|Cloudability", "prompt": "c120-m3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Cloudability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Most teams run a visibility platform (CloudZero, Cloudability, Datadog)"}, {"id": "mai-20260917-0922-baseline|c120-m3|anthropic-small|Datadog", "prompt": "c120-m3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a visibility platform (CloudZero, Cloudability, Datadog)"}, {"id": "mai-20260917-0922-baseline|c120-m3|anthropic-small|nOps", "prompt": "c120-m3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "nOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a commitment manager (nOps, Flexera)"}, {"id": "mai-20260917-0922-baseline|c120-m3|anthropic-small|AWS Cost Explorer", "prompt": "c120-m3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For organizations under $50K/month, start with native tools like AWS Cost Explorer or Azure Cost Management"}, {"id": "mai-20260917-0922-baseline|c120-m3|anthropic-small|Azure Cost Management", "prompt": "c120-m3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "start with native tools like AWS Cost Explorer or Azure Cost Management"}, {"id": "mai-20260917-0922-baseline|c120-m3|anthropic-small|Finout", "prompt": "c120-m3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "for $200K+/month or multi-cloud deployments, a full FinOps platform like Finout delivers the highest ROI"}, {"id": "mai-20260917-0922-baseline|c120-m3|anthropic-small|Chaos Genius", "prompt": "c120-m3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Chaos Genius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Flexera acquired ProsperOps and Chaos Genius in early 2026"}, {"id": "mai-20260917-0922-baseline|c120-m3|challenger-small|AWS Cost Explorer / AWS Cost Management", "prompt": "c120-m3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS Cost Explorer / AWS Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best if you only use AWS; limited multi-cloud and deeper optimization features."}, {"id": "mai-20260917-0922-baseline|c120-m3|challenger-small|Microsoft Cost Management", "prompt": "c120-m3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Microsoft Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong for Azure, but not designed for broad multi-cloud visibility."}, {"id": "mai-20260917-0922-baseline|c120-m3|challenger-small|Google Cloud Billing / Cost Management", "prompt": "c120-m3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Google Cloud Billing / Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Flexible for GCP billing export, but still single-cloud."}, {"id": "mai-20260917-0922-baseline|c120-m3|challenger-small|Apptio Cloudability", "prompt": "c120-m3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Apptio Cloudability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong in enterprise governance and financial workflows."}, {"id": "mai-20260917-0922-baseline|c120-m3|challenger-small|VMware Tanzu CloudHealth", "prompt": "c120-m3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "VMware Tanzu CloudHealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Multi-cloud governance and policy control"}, {"id": "mai-20260917-0922-baseline|c120-m3|challenger-small|CloudZero", "prompt": "c120-m3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CloudZero stands out for mapping cloud spend to unit economics"}, {"id": "mai-20260917-0922-baseline|c120-m3|challenger-small|Vantage", "prompt": "c120-m3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Often positioned as easier self-serve multi-cloud visibility."}, {"id": "mai-20260917-0922-baseline|c120-m3|challenger-small|Finout", "prompt": "c120-m3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Finout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consolidates cloud plus SaaS/data-platform spend"}, {"id": "mai-20260917-0922-baseline|c120-m3|challenger-small|Harness", "prompt": "c120-m3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Automated cost governance in pipelines"}, {"id": "mai-20260917-0922-baseline|c120-m3|challenger-small|Kubecost / OpenCost", "prompt": "c120-m3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost / OpenCost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Specialized for K8s rather than enterprise cloud finance."}, {"id": "mai-20260917-0922-baseline|c120-m3|challenger-small|ProsperOps", "prompt": "c120-m3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Commitment management automation"}, {"id": "mai-20260917-0922-baseline|c120-m3|challenger-small|Infracost", "prompt": "c120-m3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Infracost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for catching cost impact before infrastructure is applied."}, {"id": "mai-20260917-0922-baseline|c120-m3|deepseek-small|Apptio Cloudability (now IBM Cloudability)", "prompt": "c120-m3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Apptio Cloudability (now IBM Cloudability)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best-in-class for **financial management and chargeback/showback**... The \"audit-ready\" enterprise choice."}, {"id": "mai-20260917-0922-baseline|c120-m3|deepseek-small|Turbonomic", "prompt": "c120-m3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Turbonomic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "alongside **Turbonomic** (automated resource optimization)"}, {"id": "mai-20260917-0922-baseline|c120-m3|deepseek-small|CloudHealth (Broadcom, formerly VMware/Aria Cost)", "prompt": "c120-m3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudHealth (Broadcom, formerly VMware/Aria Cost)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The market incumbent and **best at multi-cloud aggregation**"}, {"id": "mai-20260917-0922-baseline|c120-m3|deepseek-small|Flexera One FinOps", "prompt": "c120-m3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera One FinOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The choice for **hybrid cloud and the broadest IT estate**"}, {"id": "mai-20260917-0922-baseline|c120-m3|deepseek-small|Vantage", "prompt": "c120-m3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "native cloud tooling + Vantage (for transparency)** under ~$10K/month"}, {"id": "mai-20260917-0922-baseline|c120-m3|deepseek-small|CloudZero", "prompt": "c120-m3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: **Unit economics** — cost-per-customer, cost-per-feature, cost-per-team."}, {"id": "mai-20260917-0922-baseline|c120-m3|deepseek-small|Finout", "prompt": "c120-m3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best when you have messy/incomplete tag coverage across many vendors and need unification fast."}, {"id": "mai-20260917-0922-baseline|c120-m3|deepseek-small|ProsperOps (a Flexera company)", "prompt": "c120-m3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "ProsperOps (a Flexera company)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strongest for autonomous rate/commitment optimization with minimal manual effort."}, {"id": "mai-20260917-0922-baseline|c120-m3|deepseek-small|Usage.ai", "prompt": "c120-m3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Usage.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "More flexible/approval-based than ProsperOps, marketed to startups wanting autopilot plus cashback."}, {"id": "mai-20260917-0922-baseline|c120-m3|deepseek-small|nOps", "prompt": "c120-m3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "nOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AWS-focused, offering deep native optimization plus remediation workflows."}, {"id": "mai-20260917-0922-baseline|c120-m3|deepseek-small|Harness (CCM)", "prompt": "c120-m3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Harness (CCM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best when you want cost management embedded with the CI/CD/engineering workflow."}, {"id": "mai-20260917-0922-baseline|c120-m3|deepseek-small|Kubecost (now IBM) / OpenCost", "prompt": "c120-m3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost (now IBM) / OpenCost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "The Kubernetes/container cost standard — add to any stack for pod-level cost."}, {"id": "mai-20260917-0922-baseline|c120-m3|deepseek-small|AWS Cost Explorer / native tools", "prompt": "c120-m3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS Cost Explorer / native tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Free built-in starting point (AWS only)."}, {"id": "mai-20260917-0922-baseline|c120-m3|google-small|Finout", "prompt": "c120-m3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Finout", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your tag hygiene is bad and you have too many different SaaS bills:** Go with **Finout**."}, {"id": "mai-20260917-0922-baseline|c120-m3|google-small|CloudZero", "prompt": "c120-m3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **CloudZero**"}, {"id": "mai-20260917-0922-baseline|c120-m3|google-small|Vantage", "prompt": "c120-m3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-m3|google-small|IBM Cloudability", "prompt": "c120-m3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "IBM Cloudability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For:** Large enterprises requiring strict FinOps governance"}, {"id": "mai-20260917-0922-baseline|c120-m3|google-small|IBM Turbonomic", "prompt": "c120-m3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "IBM Turbonomic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "integrates tightly with **IBM Turbonomic** for AI-driven active resource optimization"}, {"id": "mai-20260917-0922-baseline|c120-m3|google-small|CAST AI", "prompt": "c120-m3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CAST AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with **CAST AI** (for automation)"}, {"id": "mai-20260917-0922-baseline|c120-m3|google-small|nOps", "prompt": "c120-m3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Go with **PointFive** or **nOps**"}, {"id": "mai-20260917-0922-baseline|c120-m3|google-small|ProsperOps", "prompt": "c120-m3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "nOps / ProsperOps ... Automated commitment management"}, {"id": "mai-20260917-0922-baseline|c120-m3|google-small|PointFive", "prompt": "c120-m3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "PointFive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Go with **PointFive** or **nOps**"}, {"id": "mai-20260917-0922-baseline|c120-m3|google-small|Kubecost", "prompt": "c120-m3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "or **Kubecost** (for open-source-friendly cost allocation)"}, {"id": "mai-20260917-0922-baseline|c120-m3|meta-small|CloudZero", "prompt": "c120-m3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CloudZero is best for unit economics and cost per customer"}, {"id": "mai-20260917-0922-baseline|c120-m3|meta-small|Vantage", "prompt": "c120-m3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vantage is best for startups to mid-market and multi-provider views"}, {"id": "mai-20260917-0922-baseline|c120-m3|meta-small|Finout", "prompt": "c120-m3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Finout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Finout is best for megacorps"}, {"id": "mai-20260917-0922-baseline|c120-m3|meta-small|Cloudaware", "prompt": "c120-m3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloudaware is best for full-stack cost allocation"}, {"id": "mai-20260917-0922-baseline|c120-m3|meta-small|ServiceNow", "prompt": "c120-m3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ServiceNow is best for integrating cloud spend insights into ITSM and enterprise workflows"}, {"id": "mai-20260917-0922-baseline|c120-m3|meta-small|Harness", "prompt": "c120-m3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Harness is best for automated cost governance inside CI/CD pipelines"}, {"id": "mai-20260917-0922-baseline|c120-m3|meta-small|Flexera", "prompt": "c120-m3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Flexera is best for enterprise-grade cost optimization across hybrid cloud and on-premise assets"}, {"id": "mai-20260917-0922-baseline|c120-m3|meta-small|Datadog", "prompt": "c120-m3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Datadog is best for developers who want cloud cost visibility"}, {"id": "mai-20260917-0922-baseline|c120-m3|meta-small|Amnic", "prompt": "c120-m3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Amnic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Amnic is best for teams that need one cost view across multiple cloud providers"}, {"id": "mai-20260917-0922-baseline|c120-m3|meta-small|Apptio Cloudability", "prompt": "c120-m3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Apptio Cloudability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Apptio Cloudability is best for large enterprise FinOps teams"}, {"id": "mai-20260917-0922-baseline|c120-m3|meta-small|CloudHealth", "prompt": "c120-m3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudHealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "CloudHealth is best for multi-cloud governance for Fortune 500 IT and large MSPs"}, {"id": "mai-20260917-0922-baseline|c120-m3|meta-small|IBM Cloudability", "prompt": "c120-m3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "IBM Cloudability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "IBM Cloudability is best for enterprises with deep multi-cloud cost visibility"}, {"id": "mai-20260917-0922-baseline|c120-m3|meta-small|CloudKeeper", "prompt": "c120-m3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "CloudKeeper is best for AWS cost optimization"}, {"id": "mai-20260917-0922-baseline|c120-m3|meta-small|Spendbase", "prompt": "c120-m3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Spendbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Spendbase is best for SaaS + cloud spend management"}, {"id": "mai-20260917-0922-baseline|c120-m3|minimax-small|CloudZero", "prompt": "c120-m3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for**: Unit economics, cost per customer, AI spend"}, {"id": "mai-20260917-0922-baseline|c120-m3|minimax-small|Vantage", "prompt": "c120-m3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for**: Startups to mid-market, multi-provider views"}, {"id": "mai-20260917-0922-baseline|c120-m3|minimax-small|Finout", "prompt": "c120-m3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Finout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for**: Mega-bill consolidation, virtual tagging"}, {"id": "mai-20260917-0922-baseline|c120-m3|minimax-small|IBM Cloudability", "prompt": "c120-m3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "IBM Cloudability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Enterprise reporting"}, {"id": "mai-20260917-0922-baseline|c120-m3|minimax-small|CAST AI", "prompt": "c120-m3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CAST AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Kubernetes autoscaling and rightsizing"}, {"id": "mai-20260917-0922-baseline|c120-m3|minimax-small|ProsperOps", "prompt": "c120-m3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for**: Hands-off RI and Savings Plan management"}, {"id": "mai-20260917-0922-baseline|c120-m3|minimax-small|Kubecost", "prompt": "c120-m3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for**: Kubernetes allocation and showback"}, {"id": "mai-20260917-0922-baseline|c120-m3|minimax-small|Usage.ai", "prompt": "c120-m3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Usage.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Reserved Instances & Savings Plans management | ProsperOps, Usage.ai"}, {"id": "mai-20260917-0922-baseline|c120-m3|mistral-small|CloudZero", "prompt": "c120-m3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Focus:** Cost intelligence and unit economics (e.g., cost per customer, AI spend)."}, {"id": "mai-20260917-0922-baseline|c120-m3|mistral-small|Vantage", "prompt": "c120-m3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Focus:** Cost visibility across multiple cloud providers."}, {"id": "mai-20260917-0922-baseline|c120-m3|mistral-small|IBM Cloudability", "prompt": "c120-m3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "IBM Cloudability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Large enterprises needing robust reporting and multi-cloud support."}, {"id": "mai-20260917-0922-baseline|c120-m3|mistral-small|CAST AI", "prompt": "c120-m3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CAST AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Focus:** Kubernetes (K8s) automation and rightsizing."}, {"id": "mai-20260917-0922-baseline|c120-m3|mistral-small|ProsperOps", "prompt": "c120-m3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Focus:** Commitment automation (Reserved Instances, Savings Plans)."}, {"id": "mai-20260917-0922-baseline|c120-m3|mistral-small|Kubecost", "prompt": "c120-m3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Focus:** Kubernetes cost visibility and allocation."}, {"id": "mai-20260917-0922-baseline|c120-m3|mistral-small|Usage.ai", "prompt": "c120-m3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Usage.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Focus:** Commitment automation with cashback incentives."}, {"id": "mai-20260917-0922-baseline|c120-m3|mistral-small|Google Cloud Cost Management Platform", "prompt": "c120-m3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Google Cloud Cost Management Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Focus:** Native cost management for Google Cloud users."}, {"id": "mai-20260917-0922-baseline|c120-m3|mistral-small|OpenCost", "prompt": "c120-m3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "OpenCost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Range from free/open-source (Kubecost, OpenCost)"}, {"id": "mai-20260917-0922-baseline|c120-m3|moonshot-small|IBM Cloudability (formerly Apptio Cloudability)", "prompt": "c120-m3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "IBM Cloudability (formerly Apptio Cloudability)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Enterprise finance-led FinOps, Fortune 500 companies ... Deepest multi-cloud ingestion"}, {"id": "mai-20260917-0922-baseline|c120-m3|moonshot-small|CloudHealth by VMware (now Broadcom)", "prompt": "c120-m3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudHealth by VMware (now Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Market incumbent with mature multi-cloud aggregation"}, {"id": "mai-20260917-0922-baseline|c120-m3|moonshot-small|Flexera One / Spot.io (NetApp)", "prompt": "c120-m3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera One / Spot.io (NetApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Automated optimization and containerized workloads"}, {"id": "mai-20260917-0922-baseline|c120-m3|moonshot-small|Kubecost (now IBM)", "prompt": "c120-m3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost (now IBM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Kubernetes-heavy:** Kubecost (regardless of spend level)"}, {"id": "mai-20260917-0922-baseline|c120-m3|moonshot-small|OpenCost", "prompt": "c120-m3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "OpenCost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source option available (OpenCost)"}, {"id": "mai-20260917-0922-baseline|c120-m3|moonshot-small|Vantage", "prompt": "c120-m3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Startups and mid-market multi-cloud teams"}, {"id": "mai-20260917-0922-baseline|c120-m3|moonshot-small|CloudZero", "prompt": "c120-m3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Engineering-led organizations focused on unit economics"}, {"id": "mai-20260917-0922-baseline|c120-m3|moonshot-small|Harness Cloud Cost Management", "prompt": "c120-m3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Harness Cloud Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Engineering teams with CI/CD pipelines"}, {"id": "mai-20260917-0922-baseline|c120-m3|moonshot-small|AWS Cost Explorer", "prompt": "c120-m3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Start with native tools (AWS Cost Explorer, Azure Cost Management)"}, {"id": "mai-20260917-0922-baseline|c120-m3|moonshot-small|Azure Cost Management", "prompt": "c120-m3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Azure Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Start with native tools (AWS Cost Explorer, Azure Cost Management)"}, {"id": "mai-20260917-0922-baseline|c120-m3|moonshot-small|CAST AI", "prompt": "c120-m3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CAST AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Mid-market ($5K-$50K/month):** Vantage, CloudZero, or CAST AI"}, {"id": "mai-20260917-0922-baseline|c120-m3|openai-small|AWS Billing and Cost Management / Cost Explorer / Cost Optimization Hub", "prompt": "c120-m3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS Billing and Cost Management / Cost Explorer / Cost Optimization Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS-only**: start with AWS native tools."}, {"id": "mai-20260917-0922-baseline|c120-m3|openai-small|Microsoft Azure Cost Management", "prompt": "c120-m3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Microsoft Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Azure-only**: start with Azure Cost Management."}, {"id": "mai-20260917-0922-baseline|c120-m3|openai-small|Google Cloud Cost Management", "prompt": "c120-m3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Google Cloud Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GCP-only**: start with Google Cloud's cost tools."}, {"id": "mai-20260917-0922-baseline|c120-m3|openai-small|Apptio Cloudability", "prompt": "c120-m3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Apptio Cloudability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at an independent platform like Cloudability, CloudHealth, or Flexera"}, {"id": "mai-20260917-0922-baseline|c120-m3|openai-small|VMware CloudHealth", "prompt": "c120-m3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "VMware CloudHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look at an independent platform like Cloudability, CloudHealth, or Flexera"}, {"id": "mai-20260917-0922-baseline|c120-m3|openai-small|Flexera One", "prompt": "c120-m3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look at an independent platform like Cloudability, CloudHealth, or Flexera"}, {"id": "mai-20260917-0922-baseline|c120-m3|openai-small|Harness Cloud Cost Management", "prompt": "c120-m3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Harness Cloud Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Common examples in the market include:"}, {"id": "mai-20260917-0922-baseline|c120-m3|openai-small|Spot by NetApp", "prompt": "c120-m3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Spot by NetApp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Common examples in the market include:"}, {"id": "mai-20260917-0922-baseline|c120-m3|openai-small|Kubecost", "prompt": "c120-m3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Kubernetes-heavy**: consider Kubecost specifically."}, {"id": "mai-20260917-0922-baseline|c120-m3|xai-small|IBM Cloudability", "prompt": "c120-m3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "IBM Cloudability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**IBM Cloudability** (Apptio/IBM) – Leader in both Gartner and Forrester."}, {"id": "mai-20260917-0922-baseline|c120-m3|xai-small|VMware Tanzu CloudHealth", "prompt": "c120-m3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "VMware Tanzu CloudHealth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**VMware Tanzu CloudHealth** (Broadcom/VMware) – Leader in both."}, {"id": "mai-20260917-0922-baseline|c120-m3|xai-small|Flexera One", "prompt": "c120-m3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader/Strong Performer; excels in hybrid environments."}, {"id": "mai-20260917-0922-baseline|c120-m3|xai-small|Harness Cloud Cost Management (CCM)", "prompt": "c120-m3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Harness Cloud Cost Management (CCM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Performer in Forrester; DevOps-focused."}, {"id": "mai-20260917-0922-baseline|c120-m3|xai-small|CloudZero", "prompt": "c120-m3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CloudZero (allocation/unit economics)"}, {"id": "mai-20260917-0922-baseline|c120-m3|xai-small|nOps", "prompt": "c120-m3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "nOps (automation) ... Auto RI/SP management; K8s rightsizing"}, {"id": "mai-20260917-0922-baseline|c120-m3|xai-small|Spot by NetApp", "prompt": "c120-m3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Spot by NetApp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Spot by NetApp (now part of Flexera; compute optimization)"}, {"id": "mai-20260917-0922-baseline|c120-m3|xai-small|Vantage", "prompt": "c120-m3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "< $50K/mo: Native tools or Vantage"}, {"id": "mai-20260917-0922-baseline|c120-m3|xai-small|Finout", "prompt": "c120-m3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Finout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Finout (multi-cloud visibility)"}, {"id": "mai-20260917-0922-baseline|c120-m3|zai-small|CloudHealth (now VMware Aria Cost)", "prompt": "c120-m3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudHealth (now VMware Aria Cost)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Enterprise-wide multi-cloud governance & policy enforcement | CloudHealth (VMware Aria Cost), Flexera One"}, {"id": "mai-20260917-0922-baseline|c120-m3|zai-small|Flexera One FinOps", "prompt": "c120-m3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera One FinOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You want a single platform to govern not just public cloud but also SaaS and AI spend"}, {"id": "mai-20260917-0922-baseline|c120-m3|zai-small|Kubecost", "prompt": "c120-m3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kubernetes cost visibility & optimization | Kubecost"}, {"id": "mai-20260917-0922-baseline|c120-m3|zai-small|Infracost", "prompt": "c120-m3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shift-left cost estimation in IaC | Infracost"}, {"id": "mai-20260917-0922-baseline|c120-m3|zai-small|Vantage", "prompt": "c120-m3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You want a modern, transparently-priced SaaS platform that combines visibility, budgeting, and some automation"}, {"id": "mai-20260917-0922-baseline|c120-m3|zai-small|Apptio Cloudability", "prompt": "c120-m3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Apptio Cloudability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You need formal cost allocation to business units, chargeback, and deep integration with existing financial systems."}, {"id": "mai-20260917-0922-baseline|c120-m3|zai-small|Usage.ai", "prompt": "c120-m3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Usage.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Autonomous commitment & spot-instance management | Usage.ai, ProsperOps, Zesty, nOps"}, {"id": "mai-20260917-0922-baseline|c120-m3|zai-small|ProsperOps", "prompt": "c120-m3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "You want a hands-off, AI-driven optimizer that continuously manages commitments and spot instances"}, {"id": "mai-20260917-0922-baseline|c120-m3|zai-small|Cloudaware", "prompt": "c120-m3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "You need granular asset-to-cost mapping and want cost alerts and actions to flow directly into your operational workflows."}, {"id": "mai-20260917-0922-baseline|c120-m3|zai-small|Zesty", "prompt": "c120-m3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Zesty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Full automation of commitments and spot-instance usage"}, {"id": "mai-20260917-0922-baseline|c120-m3|zai-small|nOps", "prompt": "c120-m3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "nOps also covers Azure/GCP with similar capabilities"}, {"id": "mai-20260917-0922-baseline|c120-m3|zai-small|Datadog", "prompt": "c120-m3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Cost insights embedded in observability and APM stacks"}, {"id": "mai-20260917-0922-baseline|c120-m3|zai-small|Dynatrace", "prompt": "c120-m3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Limited cloud-only scope (no full FinOps suite)"}, {"id": "mai-20260917-0922-baseline|c120-m3|zai-small|ServiceNow", "prompt": "c120-m3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "You need cost management embedded in your ServiceNow ITSM processes, not as a standalone tool."}, {"id": "mai-20260917-0922-baseline|c120-m3|zai-small|Harness", "prompt": "c120-m3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Automated cost governance inside CI/CD pipelines"}, {"id": "mai-20260917-0922-baseline|c120-m3|zai-small|Granica", "prompt": "c120-m3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Granica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Data lakehouse compression, AI workload cost analysis | Granica, Vantage (AI focus)"}, {"id": "mai-20260917-0922-baseline|c120-m4|alibaba-small|Vantage", "prompt": "c120-m4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Limited Budget: Vantage"}, {"id": "mai-20260917-0922-baseline|c120-m4|alibaba-small|CAST AI", "prompt": "c120-m4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CAST AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Kubernetes-Specific Costs: CAST AI"}, {"id": "mai-20260917-0922-baseline|c120-m4|alibaba-small|Infracost", "prompt": "c120-m4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Dev-Driven Cost Control: Infracost"}, {"id": "mai-20260917-0922-baseline|c120-m4|alibaba-small|AWS Cost Explorer", "prompt": "c120-m4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Use **AWS Cost Explorer**... provide basic visibility, budgets, and anomaly detection for free"}, {"id": "mai-20260917-0922-baseline|c120-m4|alibaba-small|Azure Cost Management", "prompt": "c120-m4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Azure Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Azure Cost Management**"}, {"id": "mai-20260917-0922-baseline|c120-m4|alibaba-small|Google Cloud Billing Reports", "prompt": "c120-m4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Google Cloud Billing Reports", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Google Cloud Billing Reports**"}, {"id": "mai-20260917-0922-baseline|c120-m4|alibaba-small|OpenCost", "prompt": "c120-m4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "OpenCost", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "free but requires self-hosting and maintenance, which has hidden engineering costs"}, {"id": "mai-20260917-0922-baseline|c120-m4|anthropic-small|AWS Cost Explorer", "prompt": "c120-m4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS Cost Explorer, Azure Cost Management, and Google Cloud Cost Management provide basic visibility, budgets, and anomaly detection for free."}, {"id": "mai-20260917-0922-baseline|c120-m4|anthropic-small|Azure Cost Management", "prompt": "c120-m4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Azure Cost Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "provide basic visibility, budgets, and anomaly detection for free"}, {"id": "mai-20260917-0922-baseline|c120-m4|anthropic-small|Google Cloud Cost Management", "prompt": "c120-m4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Google Cloud Cost Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "provide basic visibility, budgets, and anomaly detection for free"}, {"id": "mai-20260917-0922-baseline|c120-m4|anthropic-small|AWS Compute Optimizer", "prompt": "c120-m4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Compute Optimizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You can add AWS Compute Optimizer for rightsizing recommendations"}, {"id": "mai-20260917-0922-baseline|c120-m4|anthropic-small|Infracost", "prompt": "c120-m4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Infracost if you're using Terraform"}, {"id": "mai-20260917-0922-baseline|c120-m4|anthropic-small|Harness Cloud Cost Management", "prompt": "c120-m4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Harness Cloud Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "offering cost visibility, governance-as-code, and automated waste reduction via Cloud AutoStopping, with a free tier available for small workloads"}, {"id": "mai-20260917-0922-baseline|c120-m4|anthropic-small|nOps", "prompt": "c120-m4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "nOps uses ML to automate AWS cost optimization with a performance-based pricing model."}, {"id": "mai-20260917-0922-baseline|c120-m4|anthropic-small|Cast AI", "prompt": "c120-m4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Cast AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "typically charges customers 20\\u201330% of verified savings"}, {"id": "mai-20260917-0922-baseline|c120-m4|challenger-small|Vantage", "prompt": "c120-m4", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vantage** is the strongest fit in the results because it offers very low entry pricing and is explicitly recommended for smaller spend levels"}, {"id": "mai-20260917-0922-baseline|c120-m4|challenger-small|AWS Cost Explorer", "prompt": "c120-m4", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best budget overall:** **Native cloud tools**  \n  AWS Cost Explorer, Azure Cost Management, and Google Cloud Cost Management are free"}, {"id": "mai-20260917-0922-baseline|c120-m4|challenger-small|Azure Cost Management", "prompt": "c120-m4", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS Cost Explorer, Azure Cost Management, and Google Cloud Cost Management are free and are recommended as the first step for small budgets"}, {"id": "mai-20260917-0922-baseline|c120-m4|challenger-small|Google Cloud Cost Management", "prompt": "c120-m4", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Google Cloud Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS Cost Explorer, Azure Cost Management, and Google Cloud Cost Management are free and are recommended as the first step for small budgets"}, {"id": "mai-20260917-0922-baseline|c120-m4|challenger-small|OpenCost", "prompt": "c120-m4", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "OpenCost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best free Kubernetes option:** **OpenCost**"}, {"id": "mai-20260917-0922-baseline|c120-m4|challenger-small|Infracost", "prompt": "c120-m4", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best if you need startup-friendly optimization:** **Infracost**"}, {"id": "mai-20260917-0922-baseline|c120-m4|deepseek-small|AWS Cost Explorer", "prompt": "c120-m4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Pair it with your provider's native cost tool (AWS Cost Explorer / Azure Cost Management) for depth."}, {"id": "mai-20260917-0922-baseline|c120-m4|deepseek-small|Azure Cost Management", "prompt": "c120-m4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Azure Cost Management** — free, includes some AWS/GCP coverage"}, {"id": "mai-20260917-0922-baseline|c120-m4|deepseek-small|GCP Recommender", "prompt": "c120-m4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "GCP Recommender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**GCP Recommender** — free for Google Cloud"}, {"id": "mai-20260917-0922-baseline|c120-m4|deepseek-small|Vantage", "prompt": "c120-m4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Vantage's free Starter plan** — it's the most balanced option if you use multiple clouds"}, {"id": "mai-20260917-0922-baseline|c120-m4|deepseek-small|SpendArk", "prompt": "c120-m4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "SpendArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "free, supports AWS + Azure + GCP, setup in minutes (ideal for small teams)"}, {"id": "mai-20260917-0922-baseline|c120-m4|deepseek-small|Economize", "prompt": "c120-m4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Economize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "free AI-powered platform consolidating AWS, GCP, Azure, and data/AI costs"}, {"id": "mai-20260917-0922-baseline|c120-m4|deepseek-small|OpenCost", "prompt": "c120-m4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "OpenCost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "free open-source Kubernetes cost allocation"}, {"id": "mai-20260917-0922-baseline|c120-m4|deepseek-small|Infracost", "prompt": "c120-m4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "from ~$250/month, great for Infrastructure-as-Code cost estimation"}, {"id": "mai-20260917-0922-baseline|c120-m4|deepseek-small|CAST AI", "prompt": "c120-m4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CAST AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Vantage / CAST AI — good for mid-market ($5K–$50K/month cloud spend)"}, {"id": "mai-20260917-0922-baseline|c120-m4|deepseek-small|CloudZero", "prompt": "c120-m4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudZero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid** expensive enterprise FinOps platforms (like CloudZero, which can run $2,000+/month)"}, {"id": "mai-20260917-0922-baseline|c120-m4|google-small|Vantage", "prompt": "c120-m4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Vantage if you spend under $2,500/month on the cloud and want a highly polished, ready-to-go, multi-cloud dashboard for free."}, {"id": "mai-20260917-0922-baseline|c120-m4|google-small|Infracost", "prompt": "c120-m4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It has a highly capable, free-forever community tier for individual developers and small teams."}, {"id": "mai-20260917-0922-baseline|c120-m4|google-small|OptScale (by Hystax)", "prompt": "c120-m4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "OptScale (by Hystax)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose OptScale or Komiser if you want 100% free, cross-cloud tracking"}, {"id": "mai-20260917-0922-baseline|c120-m4|google-small|OpenCost", "prompt": "c120-m4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "OpenCost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose OpenCost/Kubecost if your primary cloud costs are driven by Kubernetes clusters."}, {"id": "mai-20260917-0922-baseline|c120-m4|google-small|Kubecost", "prompt": "c120-m4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Kubecost offers a highly popular free tier that allows you to monitor cost allocation on a single cluster"}, {"id": "mai-20260917-0922-baseline|c120-m4|google-small|Komiser", "prompt": "c120-m4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Komiser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose OptScale or Komiser if you want 100% free, cross-cloud tracking"}, {"id": "mai-20260917-0922-baseline|c120-m4|google-small|CloudHealth", "prompt": "c120-m4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudHealth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "a great alternative to expensive enterprise platforms like CloudHealth"}, {"id": "mai-20260917-0922-baseline|c120-m4|google-small|Pump.co", "prompt": "c120-m4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Pump.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Choose Pump.co if you spend over $5,000/month on AWS or GCP... 100% free to use."}, {"id": "mai-20260917-0922-baseline|c120-m4|google-small|AWS Cost Explorer & Budgets", "prompt": "c120-m4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer & Budgets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Completely free. The Catch: They only work well if you are 100% committed to a single cloud provider"}, {"id": "mai-20260917-0922-baseline|c120-m4|google-small|Azure Cost Management", "prompt": "c120-m4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Completely free. The Catch: They only work well if you are 100% committed to a single cloud provider"}, {"id": "mai-20260917-0922-baseline|c120-m4|google-small|Google Cloud Billing", "prompt": "c120-m4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Google Cloud Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Completely free. The Catch: They only work well if you are 100% committed to a single cloud provider"}, {"id": "mai-20260917-0922-baseline|c120-m4|meta-small|Economize", "prompt": "c120-m4", "model": "meta-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Economize", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "one that offers a free or low-cost tier, such as Economize, Vantage, or CloudZero"}, {"id": "mai-20260917-0922-baseline|c120-m4|meta-small|Vantage", "prompt": "c120-m4", "model": "meta-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as Economize, Vantage, or CloudZero"}, {"id": "mai-20260917-0922-baseline|c120-m4|meta-small|CloudZero", "prompt": "c120-m4", "model": "meta-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "such as Economize, Vantage, or CloudZero"}, {"id": "mai-20260917-0922-baseline|c120-m4|minimax-small|Vantage", "prompt": "c120-m4", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vantage** (Best Overall for Small Budgets)"}, {"id": "mai-20260917-0922-baseline|c120-m4|minimax-small|AWS Cost Explorer", "prompt": "c120-m4", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Native tools** (free) - If you're on a single cloud provider"}, {"id": "mai-20260917-0922-baseline|c120-m4|minimax-small|Azure Advisor", "prompt": "c120-m4", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Azure Advisor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure Advisor** - Free with Azure subscription"}, {"id": "mai-20260917-0922-baseline|c120-m4|minimax-small|GCP Recommender", "prompt": "c120-m4", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "GCP Recommender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GCP Recommender** - Free with Google Cloud"}, {"id": "mai-20260917-0922-baseline|c120-m4|minimax-small|OpenCost", "prompt": "c120-m4", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "OpenCost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OpenCost** (Best for Kubernetes)"}, {"id": "mai-20260917-0922-baseline|c120-m4|minimax-small|Infracost", "prompt": "c120-m4", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Infracost** - If you want to prevent overspending before deploying resources"}, {"id": "mai-20260917-0922-baseline|c120-m4|mistral-small|CloudZero", "prompt": "c120-m4", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need deeper cost intelligence, **CloudZero** is a strong choice, though it may have higher tiers for advanced features."}, {"id": "mai-20260917-0922-baseline|c120-m4|mistral-small|Vantage", "prompt": "c120-m4", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with **Vantage** for monitoring and **Infracost** for pre-deployment estimates is a cost-effective strategy"}, {"id": "mai-20260917-0922-baseline|c120-m4|mistral-small|Infracost", "prompt": "c120-m4", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with **Vantage** for monitoring and **Infracost** for pre-deployment estimates is a cost-effective strategy"}, {"id": "mai-20260917-0922-baseline|c120-m4|mistral-small|OpenCost", "prompt": "c120-m4", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "OpenCost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A free, open-source tool specifically for Kubernetes cost allocation, ideal if your infrastructure is container-based."}, {"id": "mai-20260917-0922-baseline|c120-m4|moonshot-small|Vantage", "prompt": "c120-m4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vantage** - Best Overall Value"}, {"id": "mai-20260917-0922-baseline|c120-m4|moonshot-small|Cloudchipr", "prompt": "c120-m4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Cloudchipr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudchipr** - Most Affordable for SMBs"}, {"id": "mai-20260917-0922-baseline|c120-m4|moonshot-small|Harness Cloud Cost Management", "prompt": "c120-m4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Harness Cloud Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free Tier ... Free for up to $250K/month cloud spend"}, {"id": "mai-20260917-0922-baseline|c120-m4|moonshot-small|AWS Cost Explorer", "prompt": "c120-m4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native Cloud Tools - Zero Cost Option"}, {"id": "mai-20260917-0922-baseline|c120-m4|moonshot-small|Azure Advisor", "prompt": "c120-m4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Azure Advisor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AWS Cost Explorer, Azure Advisor, GCP Recommender ... Free"}, {"id": "mai-20260917-0922-baseline|c120-m4|moonshot-small|GCP Recommender", "prompt": "c120-m4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "GCP Recommender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AWS Cost Explorer, Azure Advisor, GCP Recommender ... Free"}, {"id": "mai-20260917-0922-baseline|c120-m4|moonshot-small|OpenCost", "prompt": "c120-m4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "OpenCost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free Open Source (Kubernetes) ... No vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c120-m4|moonshot-small|Kubecost Free", "prompt": "c120-m4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Kubecost Free", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Heavy Kubernetes usage | **OpenCost** or **Kubecost Free**"}, {"id": "mai-20260917-0922-baseline|c120-m4|moonshot-small|CloudHealth", "prompt": "c120-m4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudHealth", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Tools to Avoid on a Limited Budget - **CloudHealth, Flexera, Turbonomic**"}, {"id": "mai-20260917-0922-baseline|c120-m4|moonshot-small|Flexera", "prompt": "c120-m4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Flexera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Tools to Avoid on a Limited Budget - **CloudHealth, Flexera, Turbonomic**"}, {"id": "mai-20260917-0922-baseline|c120-m4|moonshot-small|Turbonomic", "prompt": "c120-m4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Turbonomic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Tools to Avoid on a Limited Budget - **CloudHealth, Flexera, Turbonomic**"}, {"id": "mai-20260917-0922-baseline|c120-m4|openai-small|Google Cloud Cost Management", "prompt": "c120-m4", "model": "openai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Google Cloud Cost Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're mostly on Google Cloud:** start with **Google Cloud Cost Management**. It's free for the core tooling"}, {"id": "mai-20260917-0922-baseline|c120-m4|openai-small|AWS Budgets", "prompt": "c120-m4", "model": "openai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Budgets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're mostly on AWS:** start with **AWS Budgets + AWS Cost Management**. Budget monitoring is free"}, {"id": "mai-20260917-0922-baseline|c120-m4|openai-small|AWS Cost Management", "prompt": "c120-m4", "model": "openai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "start with **AWS Budgets + AWS Cost Management**"}, {"id": "mai-20260917-0922-baseline|c120-m4|openai-small|Archera", "prompt": "c120-m4", "model": "openai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Archera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at **Archera** if you want a free multi-cloud FinOps platform"}, {"id": "mai-20260917-0922-baseline|c120-m4|openai-small|Vantage", "prompt": "c120-m4", "model": "openai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **Vantage** / **Hyperglance** if you need more advanced visibility and can afford a paid tool later"}, {"id": "mai-20260917-0922-baseline|c120-m4|openai-small|Hyperglance", "prompt": "c120-m4", "model": "openai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Hyperglance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider **Vantage** / **Hyperglance** if you need more advanced visibility and can afford a paid tool later"}, {"id": "mai-20260917-0922-baseline|c120-m4|xai-small|AWS Cost Explorer + Budgets", "prompt": "c120-m4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer + Budgets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Native tools first** (always free, quick value)"}, {"id": "mai-20260917-0922-baseline|c120-m4|xai-small|Azure Cost Management + Advisor", "prompt": "c120-m4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Azure Cost Management + Advisor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free, included. Similar features: analysis, budgets, advisor recs for optimization."}, {"id": "mai-20260917-0922-baseline|c120-m4|xai-small|Google Cloud Billing + Recommender", "prompt": "c120-m4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Google Cloud Billing + Recommender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free. Budgets, reports, commitment recs, and optimization suggestions."}, {"id": "mai-20260917-0922-baseline|c120-m4|xai-small|Vantage", "prompt": "c120-m4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Add **Vantage** if multi-cloud and under $2.5k/mo spend\\u2014it's praised for startups due to its generous free tier"}, {"id": "mai-20260917-0922-baseline|c120-m4|xai-small|OpenCost / Kubecost (free tiers)", "prompt": "c120-m4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "OpenCost / Kubecost (free tiers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OpenCost: Fully free OSS for K8s cost allocation (any cloud). Kubecost Foundations: Free up to 250 cores"}, {"id": "mai-20260917-0922-baseline|c120-m4|xai-small|Infracost (OSS CLI)", "prompt": "c120-m4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost (OSS CLI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free unlimited local runs for Terraform/CFM/CDK cost estimates in PRs."}, {"id": "mai-20260917-0922-baseline|c120-m4|zai-small|Vantage", "prompt": "c120-m4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vantage is widely considered the leader in affordable cloud cost management. They offer a genuinely free tier that is rare in the industry."}, {"id": "mai-20260917-0922-baseline|c120-m4|zai-small|Economize", "prompt": "c120-m4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Economize", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Economize is arguably the best value on the market"}, {"id": "mai-20260917-0922-baseline|c120-m4|zai-small|OpenCost", "prompt": "c120-m4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "OpenCost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a DevOps team and want to save money by automating:** Set up **Cloud Custodian** or **OpenCost**"}, {"id": "mai-20260917-0922-baseline|c120-m4|zai-small|Cloud Custodian", "prompt": "c120-m4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Cloud Custodian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An open-source rules engine for managing cloud resources... Best for: Automation."}, {"id": "mai-20260917-0922-baseline|c120-m4|zai-small|Komiser", "prompt": "c120-m4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Komiser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A cloud resource management tool. Best for: Visibility."}, {"id": "mai-20260917-0922-baseline|c120-m4|zai-small|Infracost", "prompt": "c120-m4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A command-line tool that estimates costs for Terraform code before you deploy."}, {"id": "mai-20260917-0922-baseline|c120-m4|zai-small|AWS Cost Explorer / Azure Cost Management / Google Cloud Billing", "prompt": "c120-m4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer / Azure Cost Management / Google Cloud Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are just starting out:** Use **AWS/Azure Cost Explorer** (Native) until you hit a limit"}, {"id": "mai-20260917-0922-baseline|c120-m5|alibaba-small|Pure.cloud", "prompt": "c120-m5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Pure.cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Pure.cloud:** Good for strong optimization and auto-remediation."}, {"id": "mai-20260917-0922-baseline|c120-m5|alibaba-small|Cloudeagle", "prompt": "c120-m5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Cloudeagle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cloudeagle:** Strong specifically on the \"cleanup\" and tagging front."}, {"id": "mai-20260917-0922-baseline|c120-m5|alibaba-small|Spot.io (by VMware/Turbonomic)", "prompt": "c120-m5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Spot.io (by VMware/Turbonomic)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong on spot instances and Kubernetes optimization."}, {"id": "mai-20260917-0922-baseline|c120-m5|alibaba-small|Datadog", "prompt": "c120-m5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "check if their cost modules fit your needs (though they are less specialized than FinOps-native tools)"}, {"id": "mai-20260917-0922-baseline|c120-m5|alibaba-small|New Relic", "prompt": "c120-m5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "check if their cost modules fit your needs (though they are less specialized than FinOps-native tools)"}, {"id": "mai-20260917-0922-baseline|c120-m5|deepseek-small|CloudZero", "prompt": "c120-m5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Flat/quote-based** (like CloudZero) — predictable, unlimited users"}, {"id": "mai-20260917-0922-baseline|c120-m5|deepseek-small|Apptio Cloudability", "prompt": "c120-m5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Apptio Cloudability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Enterprise FinOps governance/forecast** ...: Apptio Cloudability, CloudHealth (Broadcom), Harness"}, {"id": "mai-20260917-0922-baseline|c120-m5|deepseek-small|CloudHealth (Broadcom)", "prompt": "c120-m5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudHealth (Broadcom)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Apptio Cloudability, CloudHealth (Broadcom), Harness"}, {"id": "mai-20260917-0922-baseline|c120-m5|deepseek-small|Harness", "prompt": "c120-m5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Apptio Cloudability, CloudHealth (Broadcom), Harness"}, {"id": "mai-20260917-0922-baseline|c120-m5|deepseek-small|Finout", "prompt": "c120-m5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Finout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Multi-cloud visibility & unit economics**: CloudZero, Finout, Datadog"}, {"id": "mai-20260917-0922-baseline|c120-m5|deepseek-small|Datadog", "prompt": "c120-m5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Multi-cloud visibility & unit economics**: CloudZero, Finout, Datadog"}, {"id": "mai-20260917-0922-baseline|c120-m5|deepseek-small|Kubecost", "prompt": "c120-m5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Kubernetes cost allocation**: Kubecost, Cast AI, ScaleOps"}, {"id": "mai-20260917-0922-baseline|c120-m5|deepseek-small|Cast AI", "prompt": "c120-m5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Cast AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Kubernetes cost allocation**: Kubecost, Cast AI, ScaleOps"}, {"id": "mai-20260917-0922-baseline|c120-m5|deepseek-small|ScaleOps", "prompt": "c120-m5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "ScaleOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Kubernetes cost allocation**: Kubecost, Cast AI, ScaleOps"}, {"id": "mai-20260917-0922-baseline|c120-m5|deepseek-small|Flexera", "prompt": "c120-m5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Flexera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Commitment/discount automation**: Flexera, nOps, ProsperOps"}, {"id": "mai-20260917-0922-baseline|c120-m5|deepseek-small|nOps", "prompt": "c120-m5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "nOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Commitment/discount automation**: Flexera, nOps, ProsperOps"}, {"id": "mai-20260917-0922-baseline|c120-m5|deepseek-small|ProsperOps", "prompt": "c120-m5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Commitment/discount automation**: Flexera, nOps, ProsperOps"}, {"id": "mai-20260917-0922-baseline|c120-m5|deepseek-small|Vantage", "prompt": "c120-m5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Vantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**AI/GPU spend**: Vantage, Finout, Kubecost"}, {"id": "mai-20260917-0922-baseline|c120-m5|deepseek-small|ServiceNow", "prompt": "c120-m5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**ITSM-integrated**: ServiceNow, Cloudaware"}, {"id": "mai-20260917-0922-baseline|c120-m5|deepseek-small|Cloudaware", "prompt": "c120-m5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**ITSM-integrated**: ServiceNow, Cloudaware"}, {"id": "mai-20260917-0922-baseline|c120-m5|google-small|Broadcom's CloudHealth", "prompt": "c120-m5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Broadcom's CloudHealth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional legacy enterprise tools (like Broadcom’s CloudHealth or Apptio Cloudability) are usually too heavy, requiring months of professional services to configure"}, {"id": "mai-20260917-0922-baseline|c120-m5|google-small|Apptio Cloudability", "prompt": "c120-m5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Apptio Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "usually too heavy, requiring months of professional services to configure"}, {"id": "mai-20260917-0922-baseline|c120-m5|google-small|Vantage", "prompt": "c120-m5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Vantage: Excellent UI, natively supports 25+ third-party integrations (Datadog, Snowflake, etc.), and includes a Terraform provider"}, {"id": "mai-20260917-0922-baseline|c120-m5|google-small|CloudZero", "prompt": "c120-m5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CloudZero: Focuses heavily on \"Unit Economics\""}, {"id": "mai-20260917-0922-baseline|c120-m5|google-small|Finout", "prompt": "c120-m5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Finout: Great code-free allocation engine that uses AI-powered virtual tags"}, {"id": "mai-20260917-0922-baseline|c120-m5|google-small|ProsperOps", "prompt": "c120-m5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ProsperOps / nOps: These tools run on autopilot to manage your AWS Savings Plans and Reserved Instances."}, {"id": "mai-20260917-0922-baseline|c120-m5|google-small|nOps", "prompt": "c120-m5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ProsperOps / nOps: These tools run on autopilot"}, {"id": "mai-20260917-0922-baseline|c120-m5|google-small|Cast AI", "prompt": "c120-m5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Cast AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cast AI automatically rightsizes your nodes, deletes idle resources, and migrates workloads to spot instances"}, {"id": "mai-20260917-0922-baseline|c120-m5|minimax-small|CloudHealth", "prompt": "c120-m5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudHealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some names to research: **CloudHealth**, **Spot.io**, **CloudZero**"}, {"id": "mai-20260917-0922-baseline|c120-m5|minimax-small|Spot.io", "prompt": "c120-m5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Spot.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some names to research: **CloudHealth**, **Spot.io**, **CloudZero**"}, {"id": "mai-20260917-0922-baseline|c120-m5|minimax-small|CloudZero", "prompt": "c120-m5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some names to research: **CloudHealth**, **Spot.io**, **CloudZero**"}, {"id": "mai-20260917-0922-baseline|c120-m5|minimax-small|VirtEngine", "prompt": "c120-m5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "VirtEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**VirtEngine**, **Unravel**, **Amnic**"}, {"id": "mai-20260917-0922-baseline|c120-m5|minimax-small|Unravel", "prompt": "c120-m5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Unravel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**VirtEngine**, **Unravel**, **Amnic**"}, {"id": "mai-20260917-0922-baseline|c120-m5|minimax-small|Amnic", "prompt": "c120-m5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Amnic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**VirtEngine**, **Unravel**, **Amnic**"}, {"id": "mai-20260917-0922-baseline|c120-m5|minimax-small|Kubecost", "prompt": "c120-m5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "** Kubecost** (if Kubernetes-focused)"}, {"id": "mai-20260917-0922-baseline|c120-m5|mistral-small|CloudHealth by VMware", "prompt": "c120-m5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudHealth by VMware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Based on your size and needs, consider evaluating:\n- **CloudHealth by VMware** (now part of VMware Aria)"}, {"id": "mai-20260917-0922-baseline|c120-m5|mistral-small|AWS Cost Explorer + AWS Organizations", "prompt": "c120-m5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "AWS Cost Explorer + AWS Organizations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**AWS Cost Explorer + AWS Organizations** (if primarily AWS)"}, {"id": "mai-20260917-0922-baseline|c120-m5|mistral-small|Azure Cost Management + Microsoft Cost Management", "prompt": "c120-m5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Azure Cost Management + Microsoft Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Azure Cost Management + Microsoft Cost Management**"}, {"id": "mai-20260917-0922-baseline|c120-m5|mistral-small|GCP Cost Management Tools", "prompt": "c120-m5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "GCP Cost Management Tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**GCP Cost Management Tools**"}, {"id": "mai-20260917-0922-baseline|c120-m5|mistral-small|CloudCheckr", "prompt": "c120-m5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudCheckr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Third-party platforms**: CloudCheckr, CloudZero, Kubecost"}, {"id": "mai-20260917-0922-baseline|c120-m5|mistral-small|CloudZero", "prompt": "c120-m5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Third-party platforms**: CloudCheckr, CloudZero, Kubecost"}, {"id": "mai-20260917-0922-baseline|c120-m5|mistral-small|Kubecost", "prompt": "c120-m5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Kubecost (for Kubernetes)"}, {"id": "mai-20260917-0922-baseline|c120-m5|mistral-small|Infracost", "prompt": "c120-m5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Infracost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Infracost (for IaC)"}, {"id": "mai-20260917-0922-baseline|c120-m5|mistral-small|ProsperOps", "prompt": "c120-m5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ProsperOps, Apptio, Flexera, or Densify"}, {"id": "mai-20260917-0922-baseline|c120-m5|mistral-small|Apptio", "prompt": "c120-m5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Apptio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "ProsperOps, Apptio, Flexera, or Densify"}, {"id": "mai-20260917-0922-baseline|c120-m5|mistral-small|Flexera", "prompt": "c120-m5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Flexera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ProsperOps, Apptio, Flexera, or Densify"}, {"id": "mai-20260917-0922-baseline|c120-m5|mistral-small|Densify", "prompt": "c120-m5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Densify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "ProsperOps, Apptio, Flexera, or Densify"}, {"id": "mai-20260917-0922-baseline|c120-m5|moonshot-small|IBM Cloudability", "prompt": "c120-m5", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "IBM Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You likely don't need IBM Cloudability or ServiceNow-level complexity yet."}, {"id": "mai-20260917-0922-baseline|c120-m5|moonshot-small|ServiceNow", "prompt": "c120-m5", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You likely don't need IBM Cloudability or ServiceNow-level complexity yet."}, {"id": "mai-20260917-0922-baseline|c120-m5|moonshot-small|Vantage", "prompt": "c120-m5", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fast, modern, mid-market: Vantage, Amnic, Finout, Harness Cloud Cost Management"}, {"id": "mai-20260917-0922-baseline|c120-m5|moonshot-small|Amnic", "prompt": "c120-m5", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Amnic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fast, modern, mid-market: Vantage, Amnic, Finout, Harness Cloud Cost Management"}, {"id": "mai-20260917-0922-baseline|c120-m5|moonshot-small|Finout", "prompt": "c120-m5", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fast, modern, mid-market: Vantage, Amnic, Finout, Harness Cloud Cost Management"}, {"id": "mai-20260917-0922-baseline|c120-m5|moonshot-small|Harness Cloud Cost Management", "prompt": "c120-m5", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Harness Cloud Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fast, modern, mid-market: Vantage, Amnic, Finout, Harness Cloud Cost Management"}, {"id": "mai-20260917-0922-baseline|c120-m5|moonshot-small|Apptio Cloudability", "prompt": "c120-m5", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Apptio Cloudability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise/mature FinOps: Apptio Cloudability, Flexera, CloudHealth (VMware)"}, {"id": "mai-20260917-0922-baseline|c120-m5|moonshot-small|Flexera", "prompt": "c120-m5", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Flexera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise/mature FinOps: Apptio Cloudability, Flexera, CloudHealth (VMware)"}, {"id": "mai-20260917-0922-baseline|c120-m5|moonshot-small|CloudHealth (VMware)", "prompt": "c120-m5", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudHealth (VMware)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprise/mature FinOps: Apptio Cloudability, Flexera, CloudHealth (VMware)"}, {"id": "mai-20260917-0922-baseline|c120-m5|xai-small|CloudZero", "prompt": "c120-m5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CloudZero** | Unit economics, AI anomalies, multi-cloud allocation | Spend-based (~1-2%)"}, {"id": "mai-20260917-0922-baseline|c120-m5|xai-small|Vantage", "prompt": "c120-m5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vantage** | Fast setup, free tier, startup-friendly visibility"}, {"id": "mai-20260917-0922-baseline|c120-m5|xai-small|DoiT", "prompt": "c120-m5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "DoiT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DoiT** | Full CFM (forecast/govern), commitment automation | % of savings"}, {"id": "mai-20260917-0922-baseline|c120-m5|xai-small|IBM Cloudability", "prompt": "c120-m5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "IBM Cloudability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**IBM Cloudability** (Apptio) | Enterprise reporting, forecasting | Quote-based | Mature FinOps teams"}, {"id": "mai-20260917-0922-baseline|c120-m5|xai-small|Finout", "prompt": "c120-m5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Finout** | Tagging/allocation, mega-bill consolidation"}, {"id": "mai-20260917-0922-baseline|c120-m5|xai-small|Harness", "prompt": "c120-m5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Harness** | CI/CD-integrated governance | Usage-based | DevOps-heavy"}, {"id": "mai-20260917-0922-baseline|c120-m5|xai-small|Cloudaware", "prompt": "c120-m5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Cloudaware** | CMDB-driven allocation | Quote-based | ITAM integration"}, {"id": "mai-20260917-0922-baseline|c120-m5|xai-small|Kubecost", "prompt": "c120-m5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Kubecost** (open core) | Kubernetes cost deep-dive | Free/paid tiers | K8s dominant"}, {"id": "mai-20260917-0922-baseline|c120-m5|xai-small|AWS native", "prompt": "c120-m5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "AWS native", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid native-only tools (e.g., AWS native) for multi-cloud"}, {"id": "mai-20260917-0922-baseline|c120-m5|xai-small|CAST AI", "prompt": "c120-m5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CAST AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "skip pure optimizers like CAST AI/ProsperOps unless K8s/commitments are 80% of spend"}, {"id": "mai-20260917-0922-baseline|c120-m5|xai-small|ProsperOps", "prompt": "c120-m5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "ProsperOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "skip pure optimizers like CAST AI/ProsperOps unless K8s/commitments are 80% of spend"}, {"id": "mai-20260917-0922-baseline|c120-m6|alibaba-small|IBM (Apptio) Cloudability", "prompt": "c120-m6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "IBM (Apptio) Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Reviews often cite a steep learning curve and a complex user interface that hinders daily workflows."}, {"id": "mai-20260917-0922-baseline|c120-m6|alibaba-small|VMware Tanzu CloudHealth (acquired by Broadcom)", "prompt": "c120-m6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "VMware Tanzu CloudHealth (acquired by Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "CloudHealth\\u2019s operational dynamics have shifted significantly, leading to instability concerns among some buyers."}, {"id": "mai-20260917-0922-baseline|c120-m6|alibaba-small|AWS Cost Explorer", "prompt": "c120-m6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid relying solely on **AWS Cost Explorer, GCP Billing, or Azure Cost Management** as your primary tool"}, {"id": "mai-20260917-0922-baseline|c120-m6|alibaba-small|GCP Billing", "prompt": "c120-m6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "GCP Billing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid relying solely on **AWS Cost Explorer, GCP Billing, or Azure Cost Management** as your primary tool"}, {"id": "mai-20260917-0922-baseline|c120-m6|alibaba-small|Azure Cost Management", "prompt": "c120-m6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Cost Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid relying solely on **AWS Cost Explorer, GCP Billing, or Azure Cost Management** as your primary tool"}, {"id": "mai-20260917-0922-baseline|c120-m6|anthropic-small|Pump", "prompt": "c120-m6", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Pump", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Pump has experienced issues with customer support, slow response times, unfulfilled actions, and billing discrepancies"}, {"id": "mai-20260917-0922-baseline|c120-m6|anthropic-small|CloudKeeper", "prompt": "c120-m6", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudKeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "CloudKeeper users note a delay in data updates that can hinder real-time tracking."}, {"id": "mai-20260917-0922-baseline|c120-m6|challenger-small|CloudHealth", "prompt": "c120-m6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "one Reddit commenter explicitly recommends avoiding \"fee based providers\" like Spot and CloudHealth ... this is more a **value-to-price caution**"}, {"id": "mai-20260917-0922-baseline|c120-m6|challenger-small|Spot", "prompt": "c120-m6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Spot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "explicitly recommends avoiding \"fee based providers\" like Spot and CloudHealth because they felt the cost was no longer worth it"}, {"id": "mai-20260917-0922-baseline|c120-m6|challenger-small|Apptio Cloudability", "prompt": "c120-m6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Apptio Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "several sources place it in the **enterprise / quote-based** tier, which usually means it makes sense only when you have the scale"}, {"id": "mai-20260917-0922-baseline|c120-m6|challenger-small|IBM Turbonomic", "prompt": "c120-m6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "IBM Turbonomic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "If you are not operating at that level, they may be more platform than you need."}, {"id": "mai-20260917-0922-baseline|c120-m6|challenger-small|AWS Cost Explorer", "prompt": "c120-m6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "start with **native tools** like AWS Cost Explorer, Azure Cost Management, or GCP Billing rather than paying for a heavyweight platform"}, {"id": "mai-20260917-0922-baseline|c120-m6|challenger-small|Azure Cost Management", "prompt": "c120-m6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Cost Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "start with **native tools** like AWS Cost Explorer, Azure Cost Management, or GCP Billing"}, {"id": "mai-20260917-0922-baseline|c120-m6|challenger-small|GCP Billing", "prompt": "c120-m6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "GCP Billing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "start with **native tools** like AWS Cost Explorer, Azure Cost Management, or GCP Billing"}, {"id": "mai-20260917-0922-baseline|c120-m6|challenger-small|Finout", "prompt": "c120-m6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you are **mid-market or enterprise**, platforms like CloudHealth, Cloudability, Finout, or CloudZero can make sense"}, {"id": "mai-20260917-0922-baseline|c120-m6|challenger-small|CloudZero", "prompt": "c120-m6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "platforms like CloudHealth, Cloudability, Finout, or CloudZero can make sense, but you should scrutinize pricing"}, {"id": "mai-20260917-0922-baseline|c120-m6|deepseek-small|CloudHealth (now Tanzu CloudHealth under Broadcom)", "prompt": "c120-m6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth (now Tanzu CloudHealth under Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid unless you're already deeply locked into Broadcom/VMware stack."}, {"id": "mai-20260917-0922-baseline|c120-m6|deepseek-small|IBM Cloudability (formerly Apptio Cloudability)", "prompt": "c120-m6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "IBM Cloudability (formerly Apptio Cloudability)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**IBM Cloudability** \\u2013 high cost, slow implementation, limited automation, dated UI."}, {"id": "mai-20260917-0922-baseline|c120-m6|deepseek-small|ProsperOps", "prompt": "c120-m6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "You'll still need another tool (e.g., ProsperOps, Zesty) to actually optimize"}, {"id": "mai-20260917-0922-baseline|c120-m6|deepseek-small|Zesty", "prompt": "c120-m6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Zesty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "great tech, but had significant layoffs and pivots in 2024-2025; watch for feature instability"}, {"id": "mai-20260917-0922-baseline|c120-m6|deepseek-small|CloudZero", "prompt": "c120-m6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "look more favorably at **CloudZero** (for granular cost attribution and fast setup)"}, {"id": "mai-20260917-0922-baseline|c120-m6|deepseek-small|Kubecost", "prompt": "c120-m6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Kubecost** (for open-source K8s cost control)"}, {"id": "mai-20260917-0922-baseline|c120-m6|deepseek-small|CAST AI", "prompt": "c120-m6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CAST AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**CAST AI** (for Kubernetes-native optimization)"}, {"id": "mai-20260917-0922-baseline|c120-m6|deepseek-small|DoiT Cloud Intelligence", "prompt": "c120-m6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "DoiT Cloud Intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**DoiT** \\u2013 support costs and complexity issues for smaller teams."}, {"id": "mai-20260917-0922-baseline|c120-m6|deepseek-small|AWS Cost Explorer", "prompt": "c120-m6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**24-hour+ data lag** (AWS Cost Explorer) \\u2013 you can't catch a spike the same day."}, {"id": "mai-20260917-0922-baseline|c120-m6|deepseek-small|Azure Cost Management", "prompt": "c120-m6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Cost Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Beware of generic \"native\" tools (AWS Cost Explorer, Azure Cost Management) as your *only* solution"}, {"id": "mai-20260917-0922-baseline|c120-m6|deepseek-small|Archera", "prompt": "c120-m6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Archera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "technically strong, but acquired by a larger player; integration uncertainty remains"}, {"id": "mai-20260917-0922-baseline|c120-m6|google-small|CloudHealth", "prompt": "c120-m6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "CloudHealth (acquired by VMware, subsequently acquired by Broadcom)... users frequently note that these platforms have seen slower feature updates"}, {"id": "mai-20260917-0922-baseline|c120-m6|google-small|Apptio Cloudability", "prompt": "c120-m6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Apptio Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Apptio Cloudability (acquired by IBM). Why to be cautious: Stagnant Innovation"}, {"id": "mai-20260917-0922-baseline|c120-m6|google-small|AWS Cost Explorer", "prompt": "c120-m6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "relying on them for multi-cloud setups is a major trap"}, {"id": "mai-20260917-0922-baseline|c120-m6|google-small|Azure Cost Management", "prompt": "c120-m6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Cost Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Native Cloud Provider Tools (If You Are Multi-Cloud)... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c120-m6|google-small|GCP Billing", "prompt": "c120-m6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "GCP Billing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AWS Cost Explorer, Azure Cost Management, GCP Billing... No Container Granularity"}, {"id": "mai-20260917-0922-baseline|c120-m6|google-small|Tableau", "prompt": "c120-m6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "building their own custom dashboards in BI tools like Tableau, QuickSight, or Grafana... quickly turns into a full-time data engineering job"}, {"id": "mai-20260917-0922-baseline|c120-m6|google-small|QuickSight", "prompt": "c120-m6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "QuickSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "DIY / In-House Dashboard \"Traps\"... Tableau, QuickSight, or Grafana"}, {"id": "mai-20260917-0922-baseline|c120-m6|google-small|Grafana", "prompt": "c120-m6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "DIY / In-House Dashboard \"Traps\"... Tableau, QuickSight, or Grafana"}, {"id": "mai-20260917-0922-baseline|c120-m6|google-small|Vantage", "prompt": "c120-m6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Modern tools (like Vantage, Finout, or DoiT) should connect via metadata/API in minutes"}, {"id": "mai-20260917-0922-baseline|c120-m6|google-small|Finout", "prompt": "c120-m6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Modern tools (like Vantage, Finout, or DoiT) should connect via metadata/API in minutes"}, {"id": "mai-20260917-0922-baseline|c120-m6|google-small|DoiT", "prompt": "c120-m6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "DoiT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Modern tools (like Vantage, Finout, or DoiT) should connect via metadata/API in minutes"}, {"id": "mai-20260917-0922-baseline|c120-m6|meta-small|Spot", "prompt": "c120-m6", "model": "meta-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Spot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "fee-based providers like Spot and CloudHealth may not be worth it anymore due to their pricing"}, {"id": "mai-20260917-0922-baseline|c120-m6|meta-small|CloudHealth", "prompt": "c120-m6", "model": "meta-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "fee-based providers like Spot and CloudHealth may not be worth it anymore due to their pricing"}, {"id": "mai-20260917-0922-baseline|c120-m6|meta-small|CloudZero", "prompt": "c120-m6", "model": "meta-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other results provide lists of cloud cost management tools and their features, such as CloudZero, ProsperOps, Kubecost, Infracost, and more."}, {"id": "mai-20260917-0922-baseline|c120-m6|meta-small|ProsperOps", "prompt": "c120-m6", "model": "meta-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "lists of cloud cost management tools and their features, such as CloudZero, ProsperOps, Kubecost, Infracost"}, {"id": "mai-20260917-0922-baseline|c120-m6|meta-small|Kubecost", "prompt": "c120-m6", "model": "meta-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "lists of cloud cost management tools and their features, such as CloudZero, ProsperOps, Kubecost, Infracost"}, {"id": "mai-20260917-0922-baseline|c120-m6|meta-small|Infracost", "prompt": "c120-m6", "model": "meta-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Infracost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "lists of cloud cost management tools and their features, such as CloudZero, ProsperOps, Kubecost, Infracost, and more"}, {"id": "mai-20260917-0922-baseline|c120-m6|minimax-small|Cloudaware", "prompt": "c120-m6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Cloudaware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Several tools, including Cloudaware and CloudHealth (now VMware Aria Cost), have been criticized for being expensive"}, {"id": "mai-20260917-0922-baseline|c120-m6|minimax-small|CloudHealth", "prompt": "c120-m6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Multiple reviewers mention clunky interfaces with occasional lag or freeze issues"}, {"id": "mai-20260917-0922-baseline|c120-m6|minimax-small|CloudCheckr", "prompt": "c120-m6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudCheckr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Dated interface, data delays, and slower pace of innovation"}, {"id": "mai-20260917-0922-baseline|c120-m6|minimax-small|Cast AI", "prompt": "c120-m6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Cast AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some users report scaling issues during traffic spikes and high pricing for small clusters"}, {"id": "mai-20260917-0922-baseline|c120-m6|mistral-small|Spot (by Microsoft)", "prompt": "c120-m6", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Spot (by Microsoft)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "These fee-based providers are frequently cited as not being worth the cost anymore"}, {"id": "mai-20260917-0922-baseline|c120-m6|mistral-small|CloudHealth (by VMware)", "prompt": "c120-m6", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth (by VMware)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "expensive and not delivering on its promised savings"}, {"id": "mai-20260917-0922-baseline|c120-m6|mistral-small|AWS Cost Explorer", "prompt": "c120-m6", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "some users advise caution with tools that only provide basic visibility (like AWS Cost Explorer)"}, {"id": "mai-20260917-0922-baseline|c120-m6|moonshot-small|CloudHealth (Broadcom/VMware)", "prompt": "c120-m6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth (Broadcom/VMware)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High Caution: Post-Acquisition Instability ... Broadcom's aggressive cost-cutting and licensing changes have created substantial customer churn."}, {"id": "mai-20260917-0922-baseline|c120-m6|moonshot-small|Apptio / IBM Cloudability", "prompt": "c120-m6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Apptio / IBM Cloudability", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Brand confusion: Apptio was acquired by IBM ... Complex setup and steep learning curve frequently cited in reviews"}, {"id": "mai-20260917-0922-baseline|c120-m6|moonshot-small|ProsperOps", "prompt": "c120-m6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "ProsperOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ProsperOps acquired by Flexera (January 2026) ... long-term roadmap uncertainty"}, {"id": "mai-20260917-0922-baseline|c120-m6|moonshot-small|Spot.io", "prompt": "c120-m6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Spot.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Spot.io moved from NetApp to Flexera (March 2025) ... Risk of feature consolidation or sunsetting"}, {"id": "mai-20260917-0922-baseline|c120-m6|moonshot-small|CAST AI", "prompt": "c120-m6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CAST AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Moderate Caution: Specific Limitations ... Scaling issues during traffic spikes causing disruptions"}, {"id": "mai-20260917-0922-baseline|c120-m6|moonshot-small|CloudZero", "prompt": "c120-m6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudZero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Complex setup requiring significant implementation effort ... Steep learning curve"}, {"id": "mai-20260917-0922-baseline|c120-m6|moonshot-small|Vantage", "prompt": "c120-m6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Vantage — Transparent pricing, strong multi-cloud support"}, {"id": "mai-20260917-0922-baseline|c120-m6|moonshot-small|Finout", "prompt": "c120-m6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Finout", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Finout — Modern architecture, good Kubernetes support"}, {"id": "mai-20260917-0922-baseline|c120-m6|moonshot-small|OpenCost", "prompt": "c120-m6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "OpenCost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Open-source options (OpenCost, KubeCost community edition) for Kubernetes-specific needs"}, {"id": "mai-20260917-0922-baseline|c120-m6|moonshot-small|KubeCost", "prompt": "c120-m6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "KubeCost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Open-source options (OpenCost, KubeCost community edition) for Kubernetes-specific needs"}, {"id": "mai-20260917-0922-baseline|c120-m6|moonshot-small|AWS Cost Explorer", "prompt": "c120-m6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Native tools (AWS Cost Explorer, Azure Cost Management, GCP Billing) — often sufficient with proper tagging discipline"}, {"id": "mai-20260917-0922-baseline|c120-m6|moonshot-small|Azure Cost Management", "prompt": "c120-m6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Native tools (AWS Cost Explorer, Azure Cost Management, GCP Billing) — often sufficient"}, {"id": "mai-20260917-0922-baseline|c120-m6|moonshot-small|GCP Billing", "prompt": "c120-m6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "GCP Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Native tools (AWS Cost Explorer, Azure Cost Management, GCP Billing) — often sufficient"}, {"id": "mai-20260917-0922-baseline|c120-m6|xai-small|CloudHealth (Broadcom)", "prompt": "c120-m6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Often criticized for being **overly complex** and **reactive rather than proactive**"}, {"id": "mai-20260917-0922-baseline|c120-m6|xai-small|IBM Apptio Cloudability", "prompt": "c120-m6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "IBM Apptio Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Expensive** for smaller teams; reviews mention **dashboard overload**, customization gaps, and a learning curve"}, {"id": "mai-20260917-0922-baseline|c120-m6|xai-small|CloudZero", "prompt": "c120-m6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudZero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Steep learning curve**, confusing setup, dashboard issues... Not ideal for beginners or simple needs."}, {"id": "mai-20260917-0922-baseline|c120-m6|xai-small|CloudAware", "prompt": "c120-m6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudAware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Overwhelming UI/navigation**, integration friction in complex environments, and high pricing for startups/small teams"}, {"id": "mai-20260917-0922-baseline|c120-m6|xai-small|AWS Cost Explorer", "prompt": "c120-m6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Limited multi-cloud support**, basic forecasting, and reactive... Reddit users call them \"not enough\""}, {"id": "mai-20260917-0922-baseline|c120-m6|xai-small|Azure Cost Management", "prompt": "c120-m6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Cost Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Limited multi-cloud support**, basic forecasting, and reactive (no strong automation/AI)"}, {"id": "mai-20260917-0922-baseline|c120-m6|xai-small|Flexera", "prompt": "c120-m6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Flexera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Alternatives to consider**: Flexera (Gartner Leader, broad strengths)"}, {"id": "mai-20260917-0922-baseline|c120-m6|xai-small|Harness", "prompt": "c120-m6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Gartner Leaders (e.g., Flexera, Harness)**: Highest-rated overall, but even they have niche complaints"}, {"id": "mai-20260917-0922-baseline|c120-m6|xai-small|nOps", "prompt": "c120-m6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "nOps (auto-commitments)"}, {"id": "mai-20260917-0922-baseline|c120-m6|xai-small|Archera", "prompt": "c120-m6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Archera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Automation? nOps/Flexera/Archera."}, {"id": "mai-20260917-0922-baseline|c120-m6|xai-small|New Relic", "prompt": "c120-m6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Observability-tied? New Relic/Datadog."}, {"id": "mai-20260917-0922-baseline|c120-m6|xai-small|Datadog", "prompt": "c120-m6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Observability-tied? New Relic/Datadog."}, {"id": "mai-20260917-0922-baseline|c120-m6|xai-small|usage.ai", "prompt": "c120-m6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "usage.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "or usage.ai-style combos"}, {"id": "mai-20260917-0922-baseline|c120-m6|zai-small|CloudHealth (now part of Broadcom)", "prompt": "c120-m6", "model": "zai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth (now part of Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** ... **Post-Acquisition Instability:**"}, {"id": "mai-20260917-0922-baseline|c120-m6|zai-small|CloudCheckr", "prompt": "c120-m6", "model": "zai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudCheckr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** ... **Ownership Chaos:** CloudCheckr has changed ownership four times"}, {"id": "mai-20260917-0922-baseline|c120-m6|zai-small|Finout", "prompt": "c120-m6", "model": "zai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Finout", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why to be cautious:** ... some users report slow performance when loading reports and dashboards"}, {"id": "mai-20260917-0922-baseline|c120-m6|zai-small|nOps", "prompt": "c120-m6", "model": "zai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "nOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**AWS-Only Focus:** nOps is excellent for AWS, but it has very limited support for Azure and GCP."}, {"id": "mai-20260917-0922-baseline|c120-m6|zai-small|Turbo360", "prompt": "c120-m6", "model": "zai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Turbo360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Azure-Only:** This platform is designed exclusively for Azure."}, {"id": "mai-20260917-0922-baseline|c120-m6|zai-small|Spot.io", "prompt": "c120-m6", "model": "zai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Spot.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be wary of platforms that have been bought and sold multiple times (e.g., CloudCheckr, Spot.io before its acquisition by NetApp)."}, {"id": "mai-20260917-0922-baseline|c120-s1|alibaba-small|Better Stack", "prompt": "c120-s1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies looking for a balance of power and simplicity, **Better Stack** is usually the safest bet to start with"}, {"id": "mai-20260917-0922-baseline|c120-s1|alibaba-small|Datadog Cloud Cost Management", "prompt": "c120-s1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Datadog Cloud Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Companies that already pay for Datadog and want to avoid paying a third party."}, {"id": "mai-20260917-0922-baseline|c120-s1|alibaba-small|Kubecost", "prompt": "c120-s1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Kubernetes Users: **Kubecost**"}, {"id": "mai-20260917-0922-baseline|c120-s1|alibaba-small|AWS Cost Explorer", "prompt": "c120-s1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tools:** AWS Cost Explorer, Azure Cost Management, Google Cloud Billing Reports."}, {"id": "mai-20260917-0922-baseline|c120-s1|alibaba-small|Azure Cost Management", "prompt": "c120-s1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Azure Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tools:** AWS Cost Explorer, Azure Cost Management, Google Cloud Billing Reports."}, {"id": "mai-20260917-0922-baseline|c120-s1|alibaba-small|Google Cloud Billing Reports", "prompt": "c120-s1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Google Cloud Billing Reports", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tools:** AWS Cost Explorer, Azure Cost Management, Google Cloud Billing Reports."}, {"id": "mai-20260917-0922-baseline|c120-s1|alibaba-small|Cloudability by SAP", "prompt": "c120-s1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Cloudability by SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Cloudability by SAP** (Robust, but can be pricey/complex)"}, {"id": "mai-20260917-0922-baseline|c120-s1|alibaba-small|Finout", "prompt": "c120-s1", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Finout** (Developer-first, integrates into CI/CD)"}, {"id": "mai-20260917-0922-baseline|c120-s1|anthropic-small|AWS Cost Explorer", "prompt": "c120-s1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with native tools (AWS Cost Explorer, Azure Cost Management) — they're free and provide immediate value"}, {"id": "mai-20260917-0922-baseline|c120-s1|anthropic-small|Azure Cost Management", "prompt": "c120-s1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Azure Cost Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with native tools (AWS Cost Explorer, Azure Cost Management) — they're free and provide immediate value"}, {"id": "mai-20260917-0922-baseline|c120-s1|anthropic-small|ProsperOps", "prompt": "c120-s1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Add ProsperOps for automated commitment savings"}, {"id": "mai-20260917-0922-baseline|c120-s1|anthropic-small|Cast AI", "prompt": "c120-s1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Cast AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cast AI for Kubernetes optimization"}, {"id": "mai-20260917-0922-baseline|c120-s1|anthropic-small|nOps", "prompt": "c120-s1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "nOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Performance-based tools (ProsperOps, nOps, Cast AI) charge a percentage of verified savings"}, {"id": "mai-20260917-0922-baseline|c120-s1|anthropic-small|Vantage", "prompt": "c120-s1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Vantage has carved a niche especially among startups and mid-size companies that want better insight than native tools but with minimal complexity"}, {"id": "mai-20260917-0922-baseline|c120-s1|anthropic-small|Economize", "prompt": "c120-s1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Economize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for small to mid-market companies (free up to $100K/month cloud spend"}, {"id": "mai-20260917-0922-baseline|c120-s1|anthropic-small|CloudZero", "prompt": "c120-s1", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For organizations that need to connect cloud and AI spend to business outcomes, CloudZero is the strongest platform"}, {"id": "mai-20260917-0922-baseline|c120-s1|challenger-small|Vantage", "prompt": "c120-s1", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one default recommendation, I'd choose **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-s1|challenger-small|AWS Cost Explorer", "prompt": "c120-s1", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "native tools such as **AWS Cost Explorer**... are free and are recommended as the best starting point for single-cloud environments"}, {"id": "mai-20260917-0922-baseline|c120-s1|challenger-small|Azure Cost Management", "prompt": "c120-s1", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "native tools such as ... **Azure Cost Management**, or **Google Cloud Cost Management** are free"}, {"id": "mai-20260917-0922-baseline|c120-s1|challenger-small|Google Cloud Cost Management", "prompt": "c120-s1", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Google Cloud Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "native tools such as ... **Google Cloud Cost Management** are free"}, {"id": "mai-20260917-0922-baseline|c120-s1|challenger-small|Kubecost/OpenCost", "prompt": "c120-s1", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Kubecost/OpenCost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Heavy Kubernetes usage:** consider **Kubecost/OpenCost** in addition to a broader platform."}, {"id": "mai-20260917-0922-baseline|c120-s1|challenger-small|ProsperOps", "prompt": "c120-s1", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need commitment savings/RI optimization:** look at **ProsperOps** or similar commitment-focused tools."}, {"id": "mai-20260917-0922-baseline|c120-s1|deepseek-small|AWS Cost Explorer + AWS Budgets", "prompt": "c120-s1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "AWS Cost Explorer + AWS Budgets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Free, already in your console. Breaks down spend by service, region, and time period"}, {"id": "mai-20260917-0922-baseline|c120-s1|deepseek-small|Azure Cost Management / Azure Advisor", "prompt": "c120-s1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Azure Cost Management / Azure Advisor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free for Azure users, includes right-sizing recommendations."}, {"id": "mai-20260917-0922-baseline|c120-s1|deepseek-small|GCP Cost Management", "prompt": "c120-s1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "GCP Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Similar free native tooling."}, {"id": "mai-20260917-0922-baseline|c120-s1|deepseek-small|Vantage", "prompt": "c120-s1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Vantage offers the best balance of capability, ease of use, and cost for small teams."}, {"id": "mai-20260917-0922-baseline|c120-s1|deepseek-small|Economize", "prompt": "c120-s1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Economize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for small-to-mid-market; offers a free tier up to ~$100K/month cloud spend."}, {"id": "mai-20260917-0922-baseline|c120-s1|deepseek-small|Infracost", "prompt": "c120-s1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free open-source CLI that shows cost estimates directly in Terraform pull requests"}, {"id": "mai-20260917-0922-baseline|c120-s1|deepseek-small|Kubecost / OpenCost", "prompt": "c120-s1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Kubecost / OpenCost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Only needed if you run **Kubernetes**, as they provide namespace/pod-level cost allocation."}, {"id": "mai-20260917-0922-baseline|c120-s1|deepseek-small|CloudHealth", "prompt": "c120-s1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudHealth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise-oriented... These generally don't make sense below ~$10\\u201350K/month spend."}, {"id": "mai-20260917-0922-baseline|c120-s1|deepseek-small|Cloudability", "prompt": "c120-s1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Skip until you're bigger... Enterprise-oriented"}, {"id": "mai-20260917-0922-baseline|c120-s1|deepseek-small|Spot.io", "prompt": "c120-s1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Spot.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Skip until you're bigger... Enterprise-oriented"}, {"id": "mai-20260917-0922-baseline|c120-s1|deepseek-small|CAST AI", "prompt": "c120-s1", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CAST AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Skip until you're bigger... typically priced as a percentage of cloud spend or at hefty subscription levels"}, {"id": "mai-20260917-0922-baseline|c120-s1|google-small|Vantage", "prompt": "c120-s1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Overall Multi-Cloud Visibility: **Vantage** ... is the modern standard."}, {"id": "mai-20260917-0922-baseline|c120-s1|google-small|IBM Cloudability", "prompt": "c120-s1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "IBM Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional enterprise tools (like IBM Cloudability or Broadcom's CloudHealth) require massive setup and annual contracts starting around $30,000."}, {"id": "mai-20260917-0922-baseline|c120-s1|google-small|Broadcom's CloudHealth", "prompt": "c120-s1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Broadcom's CloudHealth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Traditional enterprise tools (like IBM Cloudability or Broadcom's CloudHealth) require massive setup and annual contracts starting around $30,000."}, {"id": "mai-20260917-0922-baseline|c120-s1|google-small|ProsperOps", "prompt": "c120-s1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Hands-Off Compute Savings: **ProsperOps** ... completely autonomous autopilot"}, {"id": "mai-20260917-0922-baseline|c120-s1|google-small|CloudZero", "prompt": "c120-s1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for SaaS Unit Economics (Cost-Per-Customer): **CloudZero**"}, {"id": "mai-20260917-0922-baseline|c120-s1|google-small|Cast AI", "prompt": "c120-s1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Cast AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cast AI (Automation): Highly recommended if you want to actively slash costs."}, {"id": "mai-20260917-0922-baseline|c120-s1|google-small|Kubecost", "prompt": "c120-s1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Kubecost (Visibility): Excellent if you just want to track which microservices and namespaces are expensive."}, {"id": "mai-20260917-0922-baseline|c120-s1|google-small|Infracost", "prompt": "c120-s1", "model": "google-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Developer-First Prevention: **Infracost** ... catches expensive infrastructure choices before they ever hit production."}, {"id": "mai-20260917-0922-baseline|c120-s1|meta-small|Vantage", "prompt": "c120-s1", "model": "meta-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best cloud cost management platform for a small B2B company is likely to be Vantage, as it offers a free tier"}, {"id": "mai-20260917-0922-baseline|c120-s1|meta-small|CloudZero", "prompt": "c120-s1", "model": "meta-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include CloudZero, CAST AI, ProsperOps, Infracost, and OpenCost."}, {"id": "mai-20260917-0922-baseline|c120-s1|meta-small|CAST AI", "prompt": "c120-s1", "model": "meta-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CAST AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include CloudZero, CAST AI, ProsperOps, Infracost, and OpenCost."}, {"id": "mai-20260917-0922-baseline|c120-s1|meta-small|ProsperOps", "prompt": "c120-s1", "model": "meta-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include CloudZero, CAST AI, ProsperOps, Infracost, and OpenCost."}, {"id": "mai-20260917-0922-baseline|c120-s1|meta-small|Infracost", "prompt": "c120-s1", "model": "meta-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Infracost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include CloudZero, CAST AI, ProsperOps, Infracost, and OpenCost."}, {"id": "mai-20260917-0922-baseline|c120-s1|meta-small|OpenCost", "prompt": "c120-s1", "model": "meta-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "OpenCost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include CloudZero, CAST AI, ProsperOps, Infracost, and OpenCost."}, {"id": "mai-20260917-0922-baseline|c120-s1|meta-small|SpendArk", "prompt": "c120-s1", "model": "meta-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "SpendArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SpendArk's free calculator to model changes before making them"}, {"id": "mai-20260917-0922-baseline|c120-s1|meta-small|Flexera", "prompt": "c120-s1", "model": "meta-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Flexera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Flexera is another option that can help organizations make well-informed decisions about resource allocation"}, {"id": "mai-20260917-0922-baseline|c120-s1|minimax-small|Vantage", "prompt": "c120-s1", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, I'd suggest starting with **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-s1|minimax-small|CloudZero", "prompt": "c120-s1", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more advanced unit economics tracking (understanding cost per customer), consider **CloudZero**."}, {"id": "mai-20260917-0922-baseline|c120-s1|minimax-small|SpendArk", "prompt": "c120-s1", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "SpendArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SpendArk** (Best for Budget Planning)"}, {"id": "mai-20260917-0922-baseline|c120-s1|minimax-small|Infracost", "prompt": "c120-s1", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Infracost** (Best for Pre-Deployment Cost Estimation)"}, {"id": "mai-20260917-0922-baseline|c120-s1|mistral-small|Vantage", "prompt": "c120-s1", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Vantage** is a top choice because of its free tier, scalability, and strong multi-cloud support."}, {"id": "mai-20260917-0922-baseline|c120-s1|mistral-small|CloudKeeper", "prompt": "c120-s1", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CloudZero** or **CloudKeeper** are also excellent options."}, {"id": "mai-20260917-0922-baseline|c120-s1|mistral-small|CloudZero", "prompt": "c120-s1", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more advanced features and are willing to invest, **CloudZero** or **CloudKeeper** are also excellent options."}, {"id": "mai-20260917-0922-baseline|c120-s1|moonshot-small|Vantage", "prompt": "c120-s1", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small B2B: Vantage ... **Start with Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-s1|moonshot-small|ProsperOps", "prompt": "c120-s1", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if You Have High AWS/Azure/GCP Spend: ProsperOps"}, {"id": "mai-20260917-0922-baseline|c120-s1|moonshot-small|CloudZero", "prompt": "c120-s1", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Likely overkill and too expensive for most *small* B2B companies"}, {"id": "mai-20260917-0922-baseline|c120-s1|moonshot-small|Infracost", "prompt": "c120-s1", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Infracost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Engineering teams wanting cost estimates *before* deploying infrastructure"}, {"id": "mai-20260917-0922-baseline|c120-s1|moonshot-small|OpenCost", "prompt": "c120-s1", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "OpenCost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free, open-source Kubernetes cost allocation"}, {"id": "mai-20260917-0922-baseline|c120-s1|moonshot-small|AWS Cost Explorer", "prompt": "c120-s1", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "$0 starting point, though limited in cross-cloud visibility and recommendations"}, {"id": "mai-20260917-0922-baseline|c120-s1|moonshot-small|Azure Cost Management", "prompt": "c120-s1", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Azure Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "$0 starting point, though limited in cross-cloud visibility and recommendations"}, {"id": "mai-20260917-0922-baseline|c120-s1|openai-small|AWS Cost Explorer + AWS Budgets + CUR/FOCUS exports", "prompt": "c120-s1", "model": "openai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "AWS Cost Explorer + AWS Budgets + CUR/FOCUS exports", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are mostly on AWS: start with AWS Cost Explorer + AWS Budgets + CUR/FOCUS exports"}, {"id": "mai-20260917-0922-baseline|c120-s1|openai-small|Vantage", "prompt": "c120-s1", "model": "openai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vantage** for most small B2B SaaS / software companies, especially if you want a clean UI, quick setup, and team-friendly cost allocation."}, {"id": "mai-20260917-0922-baseline|c120-s1|openai-small|CloudKeeper", "prompt": "c120-s1", "model": "openai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CloudKeeper is positioned more like an optimization service with tooling... less ideal if you want lightweight self-serve software"}, {"id": "mai-20260917-0922-baseline|c120-s1|openai-small|Cast AI", "prompt": "c120-s1", "model": "openai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Cast AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your main problem is Kubernetes or infrastructure optimization: Cast AI can be better than a generic cost dashboard"}, {"id": "mai-20260917-0922-baseline|c120-s1|openai-small|nOps", "prompt": "c120-s1", "model": "openai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "nOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "highlights vendors like Vantage, CloudKeeper, Cast AI, and nOps among the top tools"}, {"id": "mai-20260917-0922-baseline|c120-s1|xai-small|Vantage", "prompt": "c120-s1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vantage (Best Overall Pick for Most Small Teams)"}, {"id": "mai-20260917-0922-baseline|c120-s1|xai-small|Native Cloud Tools", "prompt": "c120-s1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Native Cloud Tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Native Cloud Tools (Best Free Starting Point)"}, {"id": "mai-20260917-0922-baseline|c120-s1|xai-small|Cloudchipr", "prompt": "c120-s1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Cloudchipr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloudchipr (Strong Affordable Alternative)"}, {"id": "mai-20260917-0922-baseline|c120-s1|xai-small|Economize", "prompt": "c120-s1", "model": "xai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Economize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Economize**| Yes ($5K) | $99-499/mo  | Yes         | Anomaly detection          | Good for growth  |"}, {"id": "mai-20260917-0922-baseline|c120-s1|zai-small|Vantage", "prompt": "c120-s1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vantage** is generally considered the best fit for small teams"}, {"id": "mai-20260917-0922-baseline|c120-s1|zai-small|Economize", "prompt": "c120-s1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Economize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Economize** is the best choice if your monthly spend exceeds $2,500"}, {"id": "mai-20260917-0922-baseline|c120-s1|zai-small|AWS Cost Explorer", "prompt": "c120-s1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Tools:** AWS Cost Explorer, Azure Cost Management, or Google Cloud Billing."}, {"id": "mai-20260917-0922-baseline|c120-s1|zai-small|Azure Cost Management", "prompt": "c120-s1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Azure Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Tools:** AWS Cost Explorer, Azure Cost Management, or Google Cloud Billing."}, {"id": "mai-20260917-0922-baseline|c120-s1|zai-small|Google Cloud Billing", "prompt": "c120-s1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "Google Cloud Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tools:** AWS Cost Explorer, Azure Cost Management, or Google Cloud Billing."}, {"id": "mai-20260917-0922-baseline|c120-s1|zai-small|CloudZero", "prompt": "c120-s1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudZero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid for now:** **CloudZero** and **CloudHealth (Flexera)**"}, {"id": "mai-20260917-0922-baseline|c120-s1|zai-small|CloudHealth (Flexera)", "prompt": "c120-s1", "model": "zai-small", "cat": "cloud-cost-management", "variant": "direct", "raw": "CloudHealth (Flexera)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid for now:** **CloudZero** and **CloudHealth (Flexera)**"}, {"id": "mai-20260917-0922-baseline|c120-s2|alibaba-small|Vantage", "prompt": "c120-s2", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Vantage**."}, {"id": "mai-20260917-0922-baseline|c120-s2|alibaba-small|CloudZero", "prompt": "c120-s2", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up (The Upgrade Path): CloudZero ... This is often too expensive for a \"small business\""}, {"id": "mai-20260917-0922-baseline|c120-s2|anthropic-small|Vantage", "prompt": "c120-s2", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Vantage** (Top recommendation for small B2B)"}, {"id": "mai-20260917-0922-baseline|c120-s2|anthropic-small|CloudZero", "prompt": "c120-s2", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Switch to **CloudZero** if understanding your cost-per-customer metrics is critical"}, {"id": "mai-20260917-0922-baseline|c120-s2|anthropic-small|NOP's AutoStopping", "prompt": "c120-s2", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "NOP's AutoStopping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AutoStopping delivers 60-70% reduction in non-production costs with a free tier available for small teams"}, {"id": "mai-20260917-0922-baseline|c120-s2|challenger-small|CloudZero", "prompt": "c120-s2", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest dedicated option in the results is **CloudZero** because it is explicitly positioned for *business-aligned cost allocation*"}, {"id": "mai-20260917-0922-baseline|c120-s2|challenger-small|Finout", "prompt": "c120-s2", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Finout is the other strong alternative when you want **multi-cloud SaaS unification** and faster deployment"}, {"id": "mai-20260917-0922-baseline|c120-s2|challenger-small|AWS Cost Explorer", "prompt": "c120-s2", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best starting point:** AWS Cost Explorer, Azure Cost Management, or GCP Billing"}, {"id": "mai-20260917-0922-baseline|c120-s2|challenger-small|Azure Cost Management", "prompt": "c120-s2", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best starting point:** AWS Cost Explorer, Azure Cost Management, or GCP Billing"}, {"id": "mai-20260917-0922-baseline|c120-s2|challenger-small|GCP Billing", "prompt": "c120-s2", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "GCP Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best starting point:** AWS Cost Explorer, Azure Cost Management, or GCP Billing"}, {"id": "mai-20260917-0922-baseline|c120-s2|deepseek-small|Vantage", "prompt": "c120-s2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-s2|deepseek-small|CloudZero", "prompt": "c120-s2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you grow into needing per-customer profitability insights, layering in **CloudZero**"}, {"id": "mai-20260917-0922-baseline|c120-s2|deepseek-small|AWS Cost Explorer", "prompt": "c120-s2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "starting with your cloud provider's native tool** (AWS Cost Explorer, Azure Cost Management, or GCP Billing\\u2014all free) **plus Vantage** on top"}, {"id": "mai-20260917-0922-baseline|c120-s2|deepseek-small|Azure Cost Management", "prompt": "c120-s2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(AWS Cost Explorer, Azure Cost Management, or GCP Billing\\u2014all free)"}, {"id": "mai-20260917-0922-baseline|c120-s2|deepseek-small|GCP Billing", "prompt": "c120-s2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "GCP Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(AWS Cost Explorer, Azure Cost Management, or GCP Billing\\u2014all free)"}, {"id": "mai-20260917-0922-baseline|c120-s2|deepseek-small|Amnic", "prompt": "c120-s2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Amnic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Multi-cloud Kubernetes, deep allocation | Amnic or Finout"}, {"id": "mai-20260917-0922-baseline|c120-s2|deepseek-small|Finout", "prompt": "c120-s2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Finout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Multi-cloud Kubernetes, deep allocation | Amnic or Finout"}, {"id": "mai-20260917-0922-baseline|c120-s2|deepseek-small|Apptio Cloudability", "prompt": "c120-s2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Apptio Cloudability", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "I'd skip the enterprise-grade platforms (Cloudability, Flexera) entirely at your scale"}, {"id": "mai-20260917-0922-baseline|c120-s2|deepseek-small|Flexera One", "prompt": "c120-s2", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Flexera One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "I'd skip the enterprise-grade platforms (Cloudability, Flexera) entirely at your scale"}, {"id": "mai-20260917-0922-baseline|c120-s2|google-small|Vantage", "prompt": "c120-s2", "model": "google-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-s2|google-small|CloudZero", "prompt": "c120-s2", "model": "google-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-Up: CloudZero (For B2B SaaS \"Cost per Customer\")** ... However, its entry-level pricing is higher than Vantage."}, {"id": "mai-20260917-0922-baseline|c120-s2|google-small|Anchor", "prompt": "c120-s2", "model": "google-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Anchor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for custom-contract and service-based B2Bs: Anchor"}, {"id": "mai-20260917-0922-baseline|c120-s2|google-small|Chargebee", "prompt": "c120-s2", "model": "google-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for B2B Subscription & Hybrid Pricing (SaaS): Chargebee"}, {"id": "mai-20260917-0922-baseline|c120-s2|google-small|Paddle", "prompt": "c120-s2", "model": "google-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Paddle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Global B2B Sales (No Tax Hassle): Paddle"}, {"id": "mai-20260917-0922-baseline|c120-s2|meta-small|Finout", "prompt": "c120-s2", "model": "meta-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Finout", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Finout: Best for unified cost observability across multi-cloud environments."}, {"id": "mai-20260917-0922-baseline|c120-s2|meta-small|FinOpsly", "prompt": "c120-s2", "model": "meta-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "FinOpsly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A proactive, agentic FinOps system that maps spend directly to business value and automates control."}, {"id": "mai-20260917-0922-baseline|c120-s2|meta-small|Cloudaware", "prompt": "c120-s2", "model": "meta-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for multi-cloud allocation with a CMDB behind it."}, {"id": "mai-20260917-0922-baseline|c120-s2|meta-small|CloudZero", "prompt": "c120-s2", "model": "meta-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CloudZero and Vantage: Best for engineering-led unit economics."}, {"id": "mai-20260917-0922-baseline|c120-s2|meta-small|Vantage", "prompt": "c120-s2", "model": "meta-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CloudZero and Vantage: Best for engineering-led unit economics."}, {"id": "mai-20260917-0922-baseline|c120-s2|meta-small|Apptio Cloudability", "prompt": "c120-s2", "model": "meta-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Apptio Cloudability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Apptio Cloudability and Flexera One: Best for enterprise governance at scale."}, {"id": "mai-20260917-0922-baseline|c120-s2|meta-small|Flexera One", "prompt": "c120-s2", "model": "meta-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Flexera One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Apptio Cloudability and Flexera One: Best for enterprise governance at scale."}, {"id": "mai-20260917-0922-baseline|c120-s2|meta-small|ProsperOps", "prompt": "c120-s2", "model": "meta-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ProsperOps and Zesty: Best for automated commitment savings."}, {"id": "mai-20260917-0922-baseline|c120-s2|meta-small|Zesty", "prompt": "c120-s2", "model": "meta-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Zesty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ProsperOps and Zesty: Best for automated commitment savings."}, {"id": "mai-20260917-0922-baseline|c120-s2|meta-small|Kubecost", "prompt": "c120-s2", "model": "meta-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Kubecost and Cast AI: Best for Kubernetes cost management."}, {"id": "mai-20260917-0922-baseline|c120-s2|meta-small|Cast AI", "prompt": "c120-s2", "model": "meta-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Cast AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Kubecost and Cast AI: Best for Kubernetes cost management."}, {"id": "mai-20260917-0922-baseline|c120-s2|minimax-small|Vantage", "prompt": "c120-s2", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-s2|minimax-small|CloudZero", "prompt": "c120-s2", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Runner-up: **CloudZero**"}, {"id": "mai-20260917-0922-baseline|c120-s2|minimax-small|Finout", "prompt": "c120-s2", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Finout", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Consider Finout (though more enterprise-oriented)"}, {"id": "mai-20260917-0922-baseline|c120-s2|mistral-small|CloudHealth by VMware", "prompt": "c120-s2", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudHealth by VMware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a user-friendly third-party tool like CloudHealth or Kubecost is a practical approach"}, {"id": "mai-20260917-0922-baseline|c120-s2|mistral-small|Kubecost", "prompt": "c120-s2", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Kubecost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a user-friendly third-party tool like CloudHealth or Kubecost is a practical approach"}, {"id": "mai-20260917-0922-baseline|c120-s2|mistral-small|OpenOps", "prompt": "c120-s2", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "OpenOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A no-code, open-source platform designed for cloud automation and FinOps"}, {"id": "mai-20260917-0922-baseline|c120-s2|mistral-small|CloudCheckr", "prompt": "c120-s2", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudCheckr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a range of cost management features, including rightsizing recommendations and budget alerts"}, {"id": "mai-20260917-0922-baseline|c120-s2|mistral-small|AWS Cost Explorer", "prompt": "c120-s2", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "starting with a built-in cloud provider tool (like AWS Cost Explorer or Azure Cost Management)"}, {"id": "mai-20260917-0922-baseline|c120-s2|mistral-small|Azure Cost Management", "prompt": "c120-s2", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "starting with a built-in cloud provider tool (like AWS Cost Explorer or Azure Cost Management)"}, {"id": "mai-20260917-0922-baseline|c120-s2|moonshot-small|Vantage", "prompt": "c120-s2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-s2|moonshot-small|Cloudchipr", "prompt": "c120-s2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Cloudchipr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudchipr** - Best for Automation-Focused Teams"}, {"id": "mai-20260917-0922-baseline|c120-s2|moonshot-small|CloudZero", "prompt": "c120-s2", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CloudZero** - Best for Unit Economics"}, {"id": "mai-20260917-0922-baseline|c120-s2|openai-small|AWS Billing and Cost Management / Cost Explorer", "prompt": "c120-s2", "model": "openai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "AWS Billing and Cost Management / Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS-only shop:** use **AWS Billing and Cost Management / Cost Explorer**. AWS says these tools are meant to help you organize, analyze, budget, forecast, and optimize spend"}, {"id": "mai-20260917-0922-baseline|c120-s2|openai-small|Microsoft Cost Management", "prompt": "c120-s2", "model": "openai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Microsoft Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Azure-only shop:** use **Microsoft Cost Management**, which Microsoft says is available at **no additional cost**"}, {"id": "mai-20260917-0922-baseline|c120-s2|openai-small|Google Cloud Cost Management", "prompt": "c120-s2", "model": "openai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Google Cloud Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud-only shop:** use **Google Cloud Cost Management**, including billing export to BigQuery"}, {"id": "mai-20260917-0922-baseline|c120-s2|xai-small|Vantage", "prompt": "c120-s2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Vantage as the top FinOps tool to start with."}, {"id": "mai-20260917-0922-baseline|c120-s2|xai-small|CloudQuell", "prompt": "c120-s2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudQuell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternative: CloudQuell"}, {"id": "mai-20260917-0922-baseline|c120-s2|xai-small|AWS Cost Explorer", "prompt": "c120-s2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Native tools first** (zero cost): AWS Cost Explorer/Azure Cost Management/GCP Billing for basics."}, {"id": "mai-20260917-0922-baseline|c120-s2|xai-small|Azure Cost Management", "prompt": "c120-s2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native tools first (zero cost): AWS Cost Explorer/Azure Cost Management/GCP Billing for basics."}, {"id": "mai-20260917-0922-baseline|c120-s2|xai-small|GCP Billing", "prompt": "c120-s2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "GCP Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Native tools first (zero cost): AWS Cost Explorer/Azure Cost Management/GCP Billing for basics."}, {"id": "mai-20260917-0922-baseline|c120-s2|xai-small|Cloudability", "prompt": "c120-s2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Cloudability", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise tools like Cloudability or Flexera (sales-led, custom pricing)"}, {"id": "mai-20260917-0922-baseline|c120-s2|xai-small|Flexera", "prompt": "c120-s2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Flexera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise tools like Cloudability or Flexera (sales-led, custom pricing)"}, {"id": "mai-20260917-0922-baseline|c120-s2|xai-small|Kubecost", "prompt": "c120-s2", "model": "xai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Kubecost", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid ... Kubernetes-only like Kubecost (free for 1 cluster but $449+/month paid)"}, {"id": "mai-20260917-0922-baseline|c120-s2|zai-small|ManageEngine CloudSpend", "prompt": "c120-s2", "model": "zai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "ManageEngine CloudSpend", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **ManageEngine CloudSpend** as your primary tool"}, {"id": "mai-20260917-0922-baseline|c120-s2|zai-small|CloudZero", "prompt": "c120-s2", "model": "zai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **CloudZero** as the premium alternative... significantly more expensive... typically better suited for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c120-s2|zai-small|AWS Cost Explorer", "prompt": "c120-s2", "model": "zai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "You can start with **AWS Cost Explorer** (if you are on AWS)... difficult to use for detailed B2B cost allocation"}, {"id": "mai-20260917-0922-baseline|c120-s2|zai-small|Azure Cost Management", "prompt": "c120-s2", "model": "zai-small", "cat": "cloud-cost-management", "variant": "paraphrase", "raw": "Azure Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "or **Azure Cost Management**. Limitation: These are great for seeing *total* spending"}, {"id": "mai-20260917-0922-baseline|c120-s3|alibaba-small|SpendArk", "prompt": "c120-s3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "SpendArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. SpendArk (Best for Zero-Friction Simplicity)"}, {"id": "mai-20260917-0922-baseline|c120-s3|alibaba-small|Vantage", "prompt": "c120-s3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Vantage (Best Balanced \"Freemium\" Multi-Cloud Tool)"}, {"id": "mai-20260917-0922-baseline|c120-s3|alibaba-small|Kubecost", "prompt": "c120-s3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Kubecost (Best for Kubernetes Users)"}, {"id": "mai-20260917-0922-baseline|c120-s3|alibaba-small|CloudZero", "prompt": "c120-s3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Enterprise Tools (like CloudZero or Apptio):**"}, {"id": "mai-20260917-0922-baseline|c120-s3|alibaba-small|Apptio", "prompt": "c120-s3", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Apptio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid Enterprise Tools (like CloudZero or Apptio):**"}, {"id": "mai-20260917-0922-baseline|c120-s3|anthropic-small|CloudZero", "prompt": "c120-s3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "CloudZero is best for SaaS engineering teams that need cloud spend mapped to product features, customers, and deployment pipelines"}, {"id": "mai-20260917-0922-baseline|c120-s3|anthropic-small|nOps", "prompt": "c120-s3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "nOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top cloud cost management platforms include CloudZero, nOps, Apptio Cloudability, and Sedai"}, {"id": "mai-20260917-0922-baseline|c120-s3|anthropic-small|Apptio Cloudability", "prompt": "c120-s3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Apptio Cloudability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top cloud cost management platforms include CloudZero, nOps, Apptio Cloudability, and Sedai"}, {"id": "mai-20260917-0922-baseline|c120-s3|anthropic-small|Sedai", "prompt": "c120-s3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Sedai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sedai stands out by offering autonomous optimization, proactively adjusting cloud resources in real-time without manual intervention"}, {"id": "mai-20260917-0922-baseline|c120-s3|anthropic-small|Finout", "prompt": "c120-s3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Finout is low-touch and no-code, making it easy to deploy and manage without extensive setup"}, {"id": "mai-20260917-0922-baseline|c120-s3|anthropic-small|AWS Cost Explorer", "prompt": "c120-s3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For small teams running entirely on AWS under $50K monthly spend, AWS Cost Explorer plus AWS Budgets is free and covers the basics well enough"}, {"id": "mai-20260917-0922-baseline|c120-s3|anthropic-small|AWS Budgets", "prompt": "c120-s3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS Budgets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AWS Cost Explorer plus AWS Budgets is free and covers the basics well enough"}, {"id": "mai-20260917-0922-baseline|c120-s3|anthropic-small|Cast AI", "prompt": "c120-s3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Cast AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cast AI is a good choice for teams that want to automate the most time-consuming cost optimization tasks"}, {"id": "mai-20260917-0922-baseline|c120-s3|anthropic-small|ProsperOps", "prompt": "c120-s3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ProsperOps provides autonomous commitment management across AWS, Azure, and Google Cloud"}, {"id": "mai-20260917-0922-baseline|c120-s3|anthropic-small|CLOUD TOGGLE", "prompt": "c120-s3", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CLOUD TOGGLE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "CLOUD TOGGLE offers a transparent, tiered pricing model that scales with usage, making it accessible for small teams"}, {"id": "mai-20260917-0922-baseline|c120-s3|challenger-small|AWS Cost Explorer / Azure Cost Management / GCP Billing", "prompt": "c120-s3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS Cost Explorer / Azure Cost Management / GCP Billing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the practical advice from the sources is to start with **native tools** and add a lightweight layer only when needed"}, {"id": "mai-20260917-0922-baseline|c120-s3|challenger-small|Vantage", "prompt": "c120-s3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Several guides specifically call out **Vantage** as the easiest self-serve entry point for startups"}, {"id": "mai-20260917-0922-baseline|c120-s3|challenger-small|Infracost", "prompt": "c120-s3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Terraform-heavy team:** **Infracost**"}, {"id": "mai-20260917-0922-baseline|c120-s3|challenger-small|Kubecost", "prompt": "c120-s3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Kubernetes-heavy team:** **Kubecost** or **OpenCost**"}, {"id": "mai-20260917-0922-baseline|c120-s3|challenger-small|OpenCost", "prompt": "c120-s3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "OpenCost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Kubernetes-heavy team:** **Kubecost** or **OpenCost**"}, {"id": "mai-20260917-0922-baseline|c120-s3|challenger-small|CloudZero", "prompt": "c120-s3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need customer/unit economics:** **CloudZero**"}, {"id": "mai-20260917-0922-baseline|c120-s3|challenger-small|Harness", "prompt": "c120-s3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Deeper governance and automation, but heavier and usually more expensive"}, {"id": "mai-20260917-0922-baseline|c120-s3|challenger-small|CloudHealth", "prompt": "c120-s3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudHealth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Deeper governance and automation, but heavier and usually more expensive"}, {"id": "mai-20260917-0922-baseline|c120-s3|challenger-small|Cloudability", "prompt": "c120-s3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Deeper governance and automation, but heavier and usually more expensive"}, {"id": "mai-20260917-0922-baseline|c120-s3|challenger-small|ProsperOps", "prompt": "c120-s3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "More useful when commitment savings matter at larger spend levels"}, {"id": "mai-20260917-0922-baseline|c120-s3|challenger-small|Usage.ai", "prompt": "c120-s3", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Usage.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "More useful when commitment savings matter at larger spend levels"}, {"id": "mai-20260917-0922-baseline|c120-s3|deepseek-small|AWS Cost Explorer + Budgets + Cost Anomaly", "prompt": "c120-s3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS Cost Explorer + Budgets + Cost Anomaly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Single cloud, spend < $5K/mo, no dedicated FinOps person? → Start with native tools (Cost Explorer / Azure Cost Mgmt)"}, {"id": "mai-20260917-0922-baseline|c120-s3|deepseek-small|Azure Cost Management", "prompt": "c120-s3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free | Azure/Windows shops | Best with Power BI; strong org-wide budget control"}, {"id": "mai-20260917-0922-baseline|c120-s3|deepseek-small|Google Cloud Cost Management", "prompt": "c120-s3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Google Cloud Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free | GCP users | Best native data layer (BigQuery export) but export billing"}, {"id": "mai-20260917-0922-baseline|c120-s3|deepseek-small|Vantage", "prompt": "c120-s3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Vantage — best overall for small teams"}, {"id": "mai-20260917-0922-baseline|c120-s3|deepseek-small|nOps", "prompt": "c120-s3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "nOps — best for automated AWS savings"}, {"id": "mai-20260917-0922-baseline|c120-s3|deepseek-small|CAST AI", "prompt": "c120-s3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CAST AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Run Kubernetes? → Kubecost or OpenCost ... CAST AI if K8s-heavy"}, {"id": "mai-20260917-0922-baseline|c120-s3|deepseek-small|Kubecost", "prompt": "c120-s3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best for Kubernetes"}, {"id": "mai-20260917-0922-baseline|c120-s3|deepseek-small|OpenCost", "prompt": "c120-s3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "OpenCost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "OpenCost is free, open-source (CNCF standard)"}, {"id": "mai-20260917-0922-baseline|c120-s3|deepseek-small|CloudZero", "prompt": "c120-s3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "built for Series C+ companies with dedicated FinOps teams. Way overkill at small scale."}, {"id": "mai-20260917-0922-baseline|c120-s3|deepseek-small|CloudHealth (Broadcom)", "prompt": "c120-s3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudHealth (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Expensive and heavyweight."}, {"id": "mai-20260917-0922-baseline|c120-s3|deepseek-small|Cloudability / Apptio", "prompt": "c120-s3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Cloudability / Apptio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Powerful but NOT for small teams (skip for now)"}, {"id": "mai-20260917-0922-baseline|c120-s3|deepseek-small|Infracost", "prompt": "c120-s3", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Native tools + Infracost (free Terraform cost estimation) if you use IaC"}, {"id": "mai-20260917-0922-baseline|c120-s3|google-small|VMware Aria (formerly CloudHealth)", "prompt": "c120-s3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "VMware Aria (formerly CloudHealth)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You don't need ... six-figure enterprise tools like VMware Aria (formerly CloudHealth) or Apptio Cloudability."}, {"id": "mai-20260917-0922-baseline|c120-s3|google-small|Apptio Cloudability", "prompt": "c120-s3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Apptio Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You don't need ... six-figure enterprise tools like VMware Aria (formerly CloudHealth) or Apptio Cloudability."}, {"id": "mai-20260917-0922-baseline|c120-s3|google-small|Vantage", "prompt": "c120-s3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1. Vantage (Best for All-in-One Multi-Cloud & SaaS Visibility) ... Use **Vantage**. The setup takes minutes"}, {"id": "mai-20260917-0922-baseline|c120-s3|google-small|Infracost", "prompt": "c120-s3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Infracost (Best for Preventative, Developer-First Teams)"}, {"id": "mai-20260917-0922-baseline|c120-s3|google-small|CAST AI", "prompt": "c120-s3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CAST AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If Kubernetes is driving 50%+ of your cloud bill: Use **CAST AI**."}, {"id": "mai-20260917-0922-baseline|c120-s3|google-small|Kubecost", "prompt": "c120-s3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Kubecost (The Visibility King) ... Kubecost is the industry standard."}, {"id": "mai-20260917-0922-baseline|c120-s3|google-small|AWS Cost Explorer", "prompt": "c120-s3", "model": "google-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "do not ignore native tools like **AWS Cost Explorer** (or GCP Billing / Azure Cost Management)"}, {"id": "mai-20260917-0922-baseline|c120-s3|meta-small|SpendArk", "prompt": "c120-s3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "SpendArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SpendArk is free and best for startups and small teams"}, {"id": "mai-20260917-0922-baseline|c120-s3|meta-small|CloudZero", "prompt": "c120-s3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CloudZero is a cost intelligence platform with a platform subscription and spend-based pricing, best for unit economics"}, {"id": "mai-20260917-0922-baseline|c120-s3|meta-small|Vantage", "prompt": "c120-s3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vantage is a cost visibility platform with a free tier and % of tracked spend pricing, best for startups to mid-market"}, {"id": "mai-20260917-0922-baseline|c120-s3|meta-small|nOps", "prompt": "c120-s3", "model": "meta-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "nOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "nOps is a cost optimization platform that helps users reduce their costs by up to 60% on autopilot."}, {"id": "mai-20260917-0922-baseline|c120-s3|minimax-small|AWS Cost Explorer", "prompt": "c120-s3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Single cloud?** → Use native tools (AWS Cost Explorer, Azure Cost Management, GCP Billing)"}, {"id": "mai-20260917-0922-baseline|c120-s3|minimax-small|Azure Cost Management", "prompt": "c120-s3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Azure-only teams | Budgets, alerts, basic analytics | Free"}, {"id": "mai-20260917-0922-baseline|c120-s3|minimax-small|Google Cloud Billing", "prompt": "c120-s3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Google Cloud Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GCP-only teams | Cost explorer, budgets, reports | Free"}, {"id": "mai-20260917-0922-baseline|c120-s3|minimax-small|Vantage", "prompt": "c120-s3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Vantage** = good all-around multi-cloud visibility"}, {"id": "mai-20260917-0922-baseline|c120-s3|minimax-small|SpendArk", "prompt": "c120-s3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "SpendArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Multiple clouds? → Vantage or SpendArk"}, {"id": "mai-20260917-0922-baseline|c120-s3|minimax-small|Infracost", "prompt": "c120-s3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Infracost** = prevents overspending *before* resources are created"}, {"id": "mai-20260917-0922-baseline|c120-s3|minimax-small|Kubecost", "prompt": "c120-s3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Using Kubernetes? → Kubecost or CAST AI"}, {"id": "mai-20260917-0922-baseline|c120-s3|minimax-small|CAST AI", "prompt": "c120-s3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CAST AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "K8s automation & rightsizing | Heavy Kubernetes users"}, {"id": "mai-20260917-0922-baseline|c120-s3|minimax-small|OpenCost", "prompt": "c120-s3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "OpenCost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**OpenCost** | Free K8s allocation | Self-hosted Kubernetes"}, {"id": "mai-20260917-0922-baseline|c120-s3|minimax-small|CloudZero", "prompt": "c120-s3", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**CloudZero** | Unit economics | Teams tracking cost per customer"}, {"id": "mai-20260917-0922-baseline|c120-s3|mistral-small|AWS Cost Explorer & Budgets / Azure Cost Management / Google Cloud Billing Reports", "prompt": "c120-s3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS Cost Explorer & Budgets / Azure Cost Management / Google Cloud Billing Reports", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team just starting out, try the free native tools (AWS Cost Explorer, Azure Cost Management)"}, {"id": "mai-20260917-0922-baseline|c120-s3|mistral-small|Vantage", "prompt": "c120-s3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or Vantage/SpendArk for multi-cloud needs"}, {"id": "mai-20260917-0922-baseline|c120-s3|mistral-small|CloudZero", "prompt": "c120-s3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For deeper insights and business context, CloudZero or Apptio Cloudability may be worth the investment as you scale."}, {"id": "mai-20260917-0922-baseline|c120-s3|mistral-small|Kubecost", "prompt": "c120-s3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If Kubernetes is a focus, Kubecost is a strong choice."}, {"id": "mai-20260917-0922-baseline|c120-s3|mistral-small|Infracost", "prompt": "c120-s3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For engineering-driven cost control, Infracost is ideal."}, {"id": "mai-20260917-0922-baseline|c120-s3|mistral-small|SpendArk", "prompt": "c120-s3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "SpendArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "or Vantage/SpendArk for multi-cloud needs"}, {"id": "mai-20260917-0922-baseline|c120-s3|mistral-small|ProsperOps", "prompt": "c120-s3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Teams wanting hands-off management of Reserved Instances and Savings Plans."}, {"id": "mai-20260917-0922-baseline|c120-s3|mistral-small|Apptio Cloudability", "prompt": "c120-s3", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Apptio Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Can be complex to set up; may be overkill for very small teams."}, {"id": "mai-20260917-0922-baseline|c120-s3|moonshot-small|Vantage", "prompt": "c120-s3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best all-around for small multi-cloud teams... start with your cloud's native cost tools plus **Vantage's free tier** for multi-cloud visibility"}, {"id": "mai-20260917-0922-baseline|c120-s3|moonshot-small|AWS Cost Explorer", "prompt": "c120-s3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "\"We only use one cloud and want zero new spend\" | AWS Cost Explorer or Azure Cost Management"}, {"id": "mai-20260917-0922-baseline|c120-s3|moonshot-small|Azure Cost Management", "prompt": "c120-s3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS Cost Explorer or Azure Cost Management"}, {"id": "mai-20260917-0922-baseline|c120-s3|moonshot-small|Kubecost", "prompt": "c120-s3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Add **Kubecost** only if Kubernetes is your primary infrastructure"}, {"id": "mai-20260917-0922-baseline|c120-s3|moonshot-small|OpenCost", "prompt": "c120-s3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "OpenCost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Kubecost (free for 1 cluster) or OpenCost"}, {"id": "mai-20260917-0922-baseline|c120-s3|moonshot-small|Infracost", "prompt": "c120-s3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "add **Infracost** if you want to catch Terraform cost surprises before they hit your bill"}, {"id": "mai-20260917-0922-baseline|c120-s3|moonshot-small|CloudToggle", "prompt": "c120-s3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudToggle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for \"easy wins\" on non-production resources... focuses on **immediate, predictable savings** through scheduling"}, {"id": "mai-20260917-0922-baseline|c120-s3|moonshot-small|Usage.ai", "prompt": "c120-s3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Usage.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Vantage Autopilot or Usage.ai"}, {"id": "mai-20260917-0922-baseline|c120-s3|moonshot-small|SpendArk", "prompt": "c120-s3", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "SpendArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for pre-deployment estimation"}, {"id": "mai-20260917-0922-baseline|c120-s3|openai-small|Vantage", "prompt": "c120-s3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a **small team with one main cloud and limited FinOps time**: start with **Vantage**. Its free entry tier makes it the least risky to try."}, {"id": "mai-20260917-0922-baseline|c120-s3|openai-small|CloudZero", "prompt": "c120-s3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're **engineering-heavy** and want better cost attribution without perfect tags: look at **CloudZero**."}, {"id": "mai-20260917-0922-baseline|c120-s3|openai-small|Finout", "prompt": "c120-s3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already have **multiple spend types** (cloud + SaaS + AI): consider **Finout**."}, {"id": "mai-20260917-0922-baseline|c120-s3|openai-small|Kubecost", "prompt": "c120-s3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if Kubernetes is the main cost center"}, {"id": "mai-20260917-0922-baseline|c120-s3|openai-small|Spot by NetApp / Spot.io", "prompt": "c120-s3", "model": "openai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Spot by NetApp / Spot.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you want more automated optimization than reporting"}, {"id": "mai-20260917-0922-baseline|c120-s3|xai-small|Vantage", "prompt": "c120-s3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Add Vantage Pro (~$30/mo) for multi-cloud scale."}, {"id": "mai-20260917-0922-baseline|c120-s3|xai-small|AWS/Azure/GCP Native Tools", "prompt": "c120-s3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS/Azure/GCP Native Tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Begin with natives + SpendArk/Infracost (free)."}, {"id": "mai-20260917-0922-baseline|c120-s3|xai-small|SpendArk", "prompt": "c120-s3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "SpendArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Begin with natives + SpendArk/Infracost (free)."}, {"id": "mai-20260917-0922-baseline|c120-s3|xai-small|Infracost", "prompt": "c120-s3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "perfect for engineering teams avoiding surprises"}, {"id": "mai-20260917-0922-baseline|c120-s3|xai-small|Kubecost", "prompt": "c120-s3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "K8s-only depth (pod-level); free for small clusters; pairs w/ general tools; ignores non-K8s costs."}, {"id": "mai-20260917-0922-baseline|c120-s3|xai-small|OpenCost", "prompt": "c120-s3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "OpenCost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Kubecost** (or OpenCost free alt)"}, {"id": "mai-20260917-0922-baseline|c120-s3|xai-small|CloudZero", "prompt": "c120-s3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CloudZero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "CloudZero/Finout start ~$1K+/mo, better for mid-market"}, {"id": "mai-20260917-0922-baseline|c120-s3|xai-small|Finout", "prompt": "c120-s3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Finout", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "CloudZero/Finout start ~$1K+/mo, better for mid-market"}, {"id": "mai-20260917-0922-baseline|c120-s3|xai-small|Flexera", "prompt": "c120-s3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Flexera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid enterprise like Flexera/Cloudability (custom/annual contracts)."}, {"id": "mai-20260917-0922-baseline|c120-s3|xai-small|Cloudability", "prompt": "c120-s3", "model": "xai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Cloudability", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid enterprise like Flexera/Cloudability (custom/annual contracts)."}, {"id": "mai-20260917-0922-baseline|c120-s3|zai-small|AWS Cost Explorer", "prompt": "c120-s3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Just need visibility, no budget yet** | AWS Cost Explorer (or Azure/GCP equivalents)"}, {"id": "mai-20260917-0922-baseline|c120-s3|zai-small|Azure Cost Management", "prompt": "c120-s3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Azure Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Azure Cost Management** | Azure‑centric teams"}, {"id": "mai-20260917-0922-baseline|c120-s3|zai-small|GCP Cost Management", "prompt": "c120-s3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "GCP Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**GCP Cost Management** | Google Cloud teams"}, {"id": "mai-20260917-0922-baseline|c120-s3|zai-small|Infracost", "prompt": "c120-s3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Infracost** prevents overspending before resources are provisioned."}, {"id": "mai-20260917-0922-baseline|c120-s3|zai-small|Kubecost", "prompt": "c120-s3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Kubecost** is essential if you're running Kubernetes."}, {"id": "mai-20260917-0922-baseline|c120-s3|zai-small|Vantage", "prompt": "c120-s3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Vantage** bridges the gap between free tools and enterprise platforms with a generous free tier."}, {"id": "mai-20260917-0922-baseline|c120-s3|zai-small|SpendArk", "prompt": "c120-s3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "SpendArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**SpendArk** is the standout free option for small teams wanting quick, browser‑based modeling."}, {"id": "mai-20260917-0922-baseline|c120-s3|zai-small|Cloudaware", "prompt": "c120-s3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Cloudaware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Deep resource visibility and allocation, but more complex to set up and priced for mid‑market."}, {"id": "mai-20260917-0922-baseline|c120-s3|zai-small|CAST AI", "prompt": "c120-s3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "CAST AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "AI‑driven optimization and autoscaling recommendations, but not a general cloud cost tool."}, {"id": "mai-20260917-0922-baseline|c120-s3|zai-small|nOps", "prompt": "c120-s3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "nOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "For most small teams under $10K/month, these tools are overkill and often require a minimum contract."}, {"id": "mai-20260917-0922-baseline|c120-s3|zai-small|ProsperOps", "prompt": "c120-s3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "ProsperOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Often overkill for small teams, opaque pricing"}, {"id": "mai-20260917-0922-baseline|c120-s3|zai-small|Usage.ai", "prompt": "c120-s3", "model": "zai-small", "cat": "cloud-cost-management", "variant": "comparative", "raw": "Usage.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "should only be evaluated once your spend justifies the cost"}, {"id": "mai-20260917-0922-baseline|c120-s4|alibaba-small|AWS Cost Explorer", "prompt": "c120-s4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bottom Line: Start with **AWS Cost Explorer** or **Azure Cost Management**."}, {"id": "mai-20260917-0922-baseline|c120-s4|alibaba-small|Azure Cost Management + Billing", "prompt": "c120-s4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Azure Cost Management + Billing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **AWS Cost Explorer** or **Azure Cost Management**."}, {"id": "mai-20260917-0922-baseline|c120-s4|alibaba-small|Google Cloud Billing Reports", "prompt": "c120-s4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Google Cloud Billing Reports", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free access to detailed billing data and budget alerts."}, {"id": "mai-20260917-0922-baseline|c120-s4|alibaba-small|Vantage", "prompt": "c120-s4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a unified view across providers, choose **Vantage** for its robust free tier."}, {"id": "mai-20260917-0922-baseline|c120-s4|alibaba-small|Apptio Cloudability", "prompt": "c120-s4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Apptio Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise competitors like Apptio Cloudability or Flexera (which often start at hundreds or thousands per month)"}, {"id": "mai-20260917-0922-baseline|c120-s4|alibaba-small|Flexera", "prompt": "c120-s4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Flexera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "which often start at hundreds or thousands per month"}, {"id": "mai-20260917-0922-baseline|c120-s4|alibaba-small|Kubecost", "prompt": "c120-s4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If Using Kubernetes: Add **Kubecost (Foundations Free)** to get container-level insights."}, {"id": "mai-20260917-0922-baseline|c120-s4|alibaba-small|Infracost", "prompt": "c120-s4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Integrate **Infracost** into your deployment pipeline. It's free and stops \"cloud sprawl\""}, {"id": "mai-20260917-0922-baseline|c120-s4|alibaba-small|SpendArk", "prompt": "c120-s4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "SpendArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Offers a **free cloud cost calculator** and integrations that help model savings opportunities"}, {"id": "mai-20260917-0922-baseline|c120-s4|alibaba-small|CloudHealth", "prompt": "c120-s4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudHealth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Only invest in paid enterprise software (like Cloudability, CloudHealth, or Finout) once your complexity and bill size justify the overhead."}, {"id": "mai-20260917-0922-baseline|c120-s4|alibaba-small|Finout", "prompt": "c120-s4", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Finout", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Only invest in paid enterprise software (like Cloudability, CloudHealth, or Finout) once your complexity and bill size justify the overhead."}, {"id": "mai-20260917-0922-baseline|c120-s4|anthropic-small|AWS Cost Explorer", "prompt": "c120-s4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "for many small AWS-only companies, this is enough... starting with your cloud provider's native tools first may be the most cost-effective approach"}, {"id": "mai-20260917-0922-baseline|c120-s4|anthropic-small|Finout", "prompt": "c120-s4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Finout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "This platform is low-touch and no-code, making it easy to deploy and manage without extensive setup."}, {"id": "mai-20260917-0922-baseline|c120-s4|anthropic-small|Vantage", "prompt": "c120-s4", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This tool offers Pro tiers starting at $30/month for cloud spend up to $7.5K."}, {"id": "mai-20260917-0922-baseline|c120-s4|challenger-small|native cloud billing tools", "prompt": "c120-s4", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "native cloud billing tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "the best default choice is usually **native cloud billing tools first**"}, {"id": "mai-20260917-0922-baseline|c120-s4|challenger-small|Vantage", "prompt": "c120-s4", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall for tight budgets:** **Vantage free tier** for broad visibility"}, {"id": "mai-20260917-0922-baseline|c120-s4|challenger-small|ManageEngine CloudSpend", "prompt": "c120-s4", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "ManageEngine CloudSpend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best SMB-focused paid option:** **ManageEngine CloudSpend**"}, {"id": "mai-20260917-0922-baseline|c120-s4|challenger-small|CloudAdmin", "prompt": "c120-s4", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudAdmin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best if you are AWS-only and want simple savings:** **CloudAdmin**"}, {"id": "mai-20260917-0922-baseline|c120-s4|deepseek-small|Vantage", "prompt": "c120-s4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Add **Vantage** (free tier, then $25/mo) or **Cast AI**."}, {"id": "mai-20260917-0922-baseline|c120-s4|deepseek-small|Cast AI", "prompt": "c120-s4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Cast AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Add **Vantage** (free tier, then $25/mo) or **Cast AI**."}, {"id": "mai-20260917-0922-baseline|c120-s4|deepseek-small|Flexera", "prompt": "c120-s4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Flexera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Skip enterprise platforms** (Flexera, CloudHealth, CloudZero, etc.) until you're well past $10K/month"}, {"id": "mai-20260917-0922-baseline|c120-s4|deepseek-small|CloudHealth", "prompt": "c120-s4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudHealth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Skip enterprise platforms** (Flexera, CloudHealth, CloudZero, etc.) until you're well past $10K/month"}, {"id": "mai-20260917-0922-baseline|c120-s4|deepseek-small|CloudZero", "prompt": "c120-s4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudZero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Skip enterprise platforms** (Flexera, CloudHealth, CloudZero, etc.) until you're well past $10K/month"}, {"id": "mai-20260917-0922-baseline|c120-s4|deepseek-small|AWS Cost Explorer", "prompt": "c120-s4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**AWS Cost Explorer** \\u2014 free, instant setup, budgets, anomaly detection, and rightsizing views"}, {"id": "mai-20260917-0922-baseline|c120-s4|deepseek-small|Azure Cost Management", "prompt": "c120-s4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Azure Cost Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Azure Cost Management** \\u2014 free, plus Advisor for recommendations"}, {"id": "mai-20260917-0922-baseline|c120-s4|deepseek-small|Google Cloud Cost Management", "prompt": "c120-s4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Google Cloud Cost Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Google Cloud Cost Management** \\u2014 free budgets, alerts, and recommendations"}, {"id": "mai-20260917-0922-baseline|c120-s4|deepseek-small|AWS Compute Optimizer", "prompt": "c120-s4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Compute Optimizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**AWS Compute Optimizer** \\u2014 free manual rightsizing recommendations"}, {"id": "mai-20260917-0922-baseline|c120-s4|deepseek-small|Infracost", "prompt": "c120-s4", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Add Infracost** (free CLI) if you use Infrastructure-as-Code"}, {"id": "mai-20260917-0922-baseline|c120-s4|google-small|IBM Cloudability", "prompt": "c120-s4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "IBM Cloudability", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-grade tools (like IBM Cloudability or Broadcom’s CloudHealth) are generally overkill and too expensive for smaller scales."}, {"id": "mai-20260917-0922-baseline|c120-s4|google-small|Broadcom’s CloudHealth", "prompt": "c120-s4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Broadcom’s CloudHealth", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-grade tools (like IBM Cloudability or Broadcom’s CloudHealth) are generally overkill and too expensive for smaller scales."}, {"id": "mai-20260917-0922-baseline|c120-s4|google-small|Vantage", "prompt": "c120-s4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall SaaS: **Vantage** ... widely considered the best third-party platform for startups and growing SMBs"}, {"id": "mai-20260917-0922-baseline|c120-s4|google-small|Infracost", "prompt": "c120-s4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team uses Terraform: Install **Infracost** on your GitHub repo immediately"}, {"id": "mai-20260917-0922-baseline|c120-s4|google-small|C3X", "prompt": "c120-s4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "C3X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**C3X:** A completely free, open-source alternative with no API keys required"}, {"id": "mai-20260917-0922-baseline|c120-s4|google-small|Kubecost", "prompt": "c120-s4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Kubernetes-Heavy Startups: **Kubecost** or **CAST AI**"}, {"id": "mai-20260917-0922-baseline|c120-s4|google-small|CAST AI", "prompt": "c120-s4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CAST AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**CAST AI (Free Tier):** Provides a free, read-only savings analysis"}, {"id": "mai-20260917-0922-baseline|c120-s4|google-small|AWS Cost Explorer", "prompt": "c120-s4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "want to spend $0: Stick to **AWS Cost Explorer**, turn on **AWS Budgets**"}, {"id": "mai-20260917-0922-baseline|c120-s4|google-small|GCP Billing", "prompt": "c120-s4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "GCP Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "tools already built into your cloud provider (AWS Cost Explorer, GCP Billing, or Azure Cost Management)"}, {"id": "mai-20260917-0922-baseline|c120-s4|google-small|Azure Cost Management", "prompt": "c120-s4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Azure Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "tools already built into your cloud provider (AWS Cost Explorer, GCP Billing, or Azure Cost Management)"}, {"id": "mai-20260917-0922-baseline|c120-s4|google-small|AWS Trusted Advisor", "prompt": "c120-s4", "model": "google-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Trusted Advisor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Use free native tools like **AWS Trusted Advisor** to identify underutilized resources."}, {"id": "mai-20260917-0922-baseline|c120-s4|meta-small|Vantage", "prompt": "c120-s4", "model": "meta-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vantage: Offers a free tier and then charges a percentage of tracked spend. It's suitable for startups to mid-market companies"}, {"id": "mai-20260917-0922-baseline|c120-s4|meta-small|CloudZero", "prompt": "c120-s4", "model": "meta-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides cost intelligence and unit economics. It's a good option for companies looking for a comprehensive cost management solution."}, {"id": "mai-20260917-0922-baseline|c120-s4|meta-small|Infracost", "prompt": "c120-s4", "model": "meta-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers pre-deployment estimates and is suitable for companies that want to monitor and optimize their cloud costs"}, {"id": "mai-20260917-0922-baseline|c120-s4|meta-small|OpenCost", "prompt": "c120-s4", "model": "meta-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "OpenCost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A free and open-source Kubernetes allocation tool that can help companies manage their cloud costs."}, {"id": "mai-20260917-0922-baseline|c120-s4|minimax-small|AWS Cost Explorer", "prompt": "c120-s4", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with native tools + Infracost**"}, {"id": "mai-20260917-0922-baseline|c120-s4|minimax-small|Azure Advisor", "prompt": "c120-s4", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Azure Advisor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Azure Advisor** – Free, built into Azure"}, {"id": "mai-20260917-0922-baseline|c120-s4|minimax-small|GCP Recommender", "prompt": "c120-s4", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "GCP Recommender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**GCP Recommender** – Free, built into Google Cloud"}, {"id": "mai-20260917-0922-baseline|c120-s4|minimax-small|Vantage", "prompt": "c120-s4", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need more visibility, Vantage's free tier is the best value among dedicated platforms."}, {"id": "mai-20260917-0922-baseline|c120-s4|minimax-small|Infracost", "prompt": "c120-s4", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Start with native tools + Infracost**"}, {"id": "mai-20260917-0922-baseline|c120-s4|minimax-small|SpendArk", "prompt": "c120-s4", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "SpendArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SpendArk** – Free calculator for modeling cost changes"}, {"id": "mai-20260917-0922-baseline|c120-s4|minimax-small|OpenCost", "prompt": "c120-s4", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "OpenCost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**OpenCost** – Free open-source Kubernetes cost allocation"}, {"id": "mai-20260917-0922-baseline|c120-s4|minimax-small|Kubecost", "prompt": "c120-s4", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Kubecost** – Free tier for Kubernetes visibility"}, {"id": "mai-20260917-0922-baseline|c120-s4|mistral-small|AWS Cost Explorer", "prompt": "c120-s4", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best approach is to start with **native cloud provider tools** (AWS Cost Explorer, Azure Advisor, or GCP Recommender) since they are free"}, {"id": "mai-20260917-0922-baseline|c120-s4|mistral-small|Azure Advisor", "prompt": "c120-s4", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Azure Advisor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **native cloud provider tools** (AWS Cost Explorer, Azure Advisor, or GCP Recommender) since they are free"}, {"id": "mai-20260917-0922-baseline|c120-s4|mistral-small|GCP Recommender", "prompt": "c120-s4", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "GCP Recommender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **native cloud provider tools** (AWS Cost Explorer, Azure Advisor, or GCP Recommender) since they are free"}, {"id": "mai-20260917-0922-baseline|c120-s4|mistral-small|Vantage", "prompt": "c120-s4", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vantage** offers a free tier and is highly rated for startups and small businesses"}, {"id": "mai-20260917-0922-baseline|c120-s4|mistral-small|Infracost", "prompt": "c120-s4", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Infracost** is a good open-source option to integrate into your CI/CD pipeline"}, {"id": "mai-20260917-0922-baseline|c120-s4|moonshot-small|AWS Cost Explorer", "prompt": "c120-s4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Free Native Tools (Zero Cost) - AWS Cost Explorer – Free for all AWS accounts"}, {"id": "mai-20260917-0922-baseline|c120-s4|moonshot-small|Azure Cost Management", "prompt": "c120-s4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Azure Cost Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Azure Cost Management** – Free; includes AWS (limited) and Azure"}, {"id": "mai-20260917-0922-baseline|c120-s4|moonshot-small|Google Cloud Cost Management", "prompt": "c120-s4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Google Cloud Cost Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Google Cloud Cost Management** – Free native tools for GCP"}, {"id": "mai-20260917-0922-baseline|c120-s4|moonshot-small|Vantage", "prompt": "c120-s4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Has a genuine **free starter plan** with well-defined limits; Multi-cloud visibility needed | Vantage (free tier)"}, {"id": "mai-20260917-0922-baseline|c120-s4|moonshot-small|SpendArk", "prompt": "c120-s4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "SpendArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Small teams with no FinOps expertise; Free cloud cost calculator"}, {"id": "mai-20260917-0922-baseline|c120-s4|moonshot-small|Infracost", "prompt": "c120-s4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free CLI tool that estimates cloud costs before deployment"}, {"id": "mai-20260917-0922-baseline|c120-s4|moonshot-small|OpenCost", "prompt": "c120-s4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "OpenCost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free, open-source cost monitoring for Kubernetes clusters"}, {"id": "mai-20260917-0922-baseline|c120-s4|moonshot-small|Kubecost", "prompt": "c120-s4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kubernetes-heavy | OpenCost or Kubecost (free tier)"}, {"id": "mai-20260917-0922-baseline|c120-s4|moonshot-small|CloudHealth", "prompt": "c120-s4", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudHealth", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid enterprise tools** like CloudHealth (now $50K+/year under Broadcom)"}, {"id": "mai-20260917-0922-baseline|c120-s4|openai-small|AWS Cost Explorer/Budgets", "prompt": "c120-s4", "model": "openai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer/Budgets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with the cloud provider’s native tools first — for example, **AWS Cost Explorer/Budgets**... because they’re usually the lowest-cost option"}, {"id": "mai-20260917-0922-baseline|c120-s4|openai-small|Azure Cost Management", "prompt": "c120-s4", "model": "openai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Azure Cost Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**AWS Cost Explorer/Budgets**, **Azure Cost Management**, or **Google Cloud Billing** — because they’re usually the lowest-cost option"}, {"id": "mai-20260917-0922-baseline|c120-s4|openai-small|Google Cloud Billing", "prompt": "c120-s4", "model": "openai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Google Cloud Billing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Azure Cost Management**, or **Google Cloud Billing** — because they’re usually the lowest-cost option and are often “good enough”"}, {"id": "mai-20260917-0922-baseline|c120-s4|openai-small|Vantage", "prompt": "c120-s4", "model": "openai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vantage** is a very solid pick... a good “grow into it” option without immediately jumping to heavy enterprise software"}, {"id": "mai-20260917-0922-baseline|c120-s4|openai-small|CloudKeeper", "prompt": "c120-s4", "model": "openai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudKeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they’re usually better fits once your cloud bill is large enough to justify a more aggressive optimization program"}, {"id": "mai-20260917-0922-baseline|c120-s4|openai-small|nOps", "prompt": "c120-s4", "model": "openai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "nOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they’re usually better fits once your cloud bill is large enough to justify a more aggressive optimization program"}, {"id": "mai-20260917-0922-baseline|c120-s4|xai-small|AWS Cost Explorer + Budgets/Trusted Advisor", "prompt": "c120-s4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer + Budgets/Trusted Advisor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Native Cloud Tools (Best Free Baseline – Truly $0)... Free for all AWS accounts."}, {"id": "mai-20260917-0922-baseline|c120-s4|xai-small|Azure Cost Management + Advisor", "prompt": "c120-s4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Azure Cost Management + Advisor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Free and built-in. Includes cost analysis, budgets, anomaly detection, and optimization advice."}, {"id": "mai-20260917-0922-baseline|c120-s4|xai-small|Google Cloud Billing + Recommender", "prompt": "c120-s4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Google Cloud Billing + Recommender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Free core features (some BigQuery queries may incur minor costs)."}, {"id": "mai-20260917-0922-baseline|c120-s4|xai-small|Vantage", "prompt": "c120-s4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi-cloud or K8s? Vantage free tier."}, {"id": "mai-20260917-0922-baseline|c120-s4|xai-small|Pump", "prompt": "c120-s4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Pump", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pump (Completely Free Forever) ... Want auto-savings? Pump."}, {"id": "mai-20260917-0922-baseline|c120-s4|xai-small|Archera", "prompt": "c120-s4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Archera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free software; pay % only on savings from guarantees"}, {"id": "mai-20260917-0922-baseline|c120-s4|xai-small|OpenCost/Kubecost", "prompt": "c120-s4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "OpenCost/Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free open-source | Kubernetes allocation"}, {"id": "mai-20260917-0922-baseline|c120-s4|xai-small|Infracost", "prompt": "c120-s4", "model": "xai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free CLI for IaC estimates"}, {"id": "mai-20260917-0922-baseline|c120-s4|zai-small|AWS Cost Explorer", "prompt": "c120-s4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best free choice:** Start with **AWS Cost Explorer / Azure Cost Management / GCP Billing**."}, {"id": "mai-20260917-0922-baseline|c120-s4|zai-small|Azure Cost Management + Billing", "prompt": "c120-s4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Azure Cost Management + Billing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best free choice:** Start with **AWS Cost Explorer / Azure Cost Management / GCP Billing**."}, {"id": "mai-20260917-0922-baseline|c120-s4|zai-small|Google Cloud Billing / Cost Management", "prompt": "c120-s4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Google Cloud Billing / Cost Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best free choice:** Start with **AWS Cost Explorer / Azure Cost Management / GCP Billing**."}, {"id": "mai-20260917-0922-baseline|c120-s4|zai-small|SpendArk", "prompt": "c120-s4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "SpendArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best low‑cost paid choice:** **SpendArk** (free calculator) or **Cloudchipr**"}, {"id": "mai-20260917-0922-baseline|c120-s4|zai-small|Cloudchipr", "prompt": "c120-s4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Cloudchipr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cloudchipr** ($49/month for up to $5K spend)"}, {"id": "mai-20260917-0922-baseline|c120-s4|zai-small|Vantage", "prompt": "c120-s4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best multi‑cloud choice:** **Vantage** (free tier + %‑of‑spend)."}, {"id": "mai-20260917-0922-baseline|c120-s4|zai-small|ManageEngine CloudSpend", "prompt": "c120-s4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "ManageEngine CloudSpend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Affordable subscription designed for SMBs"}, {"id": "mai-20260917-0922-baseline|c120-s4|zai-small|Infracost", "prompt": "c120-s4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free CLI that estimates Terraform cost changes before you deploy"}, {"id": "mai-20260917-0922-baseline|c120-s4|zai-small|OpenCost", "prompt": "c120-s4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "OpenCost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Open‑source cost allocation for K8s clusters"}, {"id": "mai-20260917-0922-baseline|c120-s4|zai-small|Kubecost", "prompt": "c120-s4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Free, self‑hosted cost allocation for K8s with dashboards and alerts"}, {"id": "mai-20260917-0922-baseline|c120-s4|zai-small|CloudHealth", "prompt": "c120-s4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "CloudHealth", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "When to Avoid Enterprise‑Level Platforms ... Skip them until your monthly cloud spend exceeds $10K–$15K"}, {"id": "mai-20260917-0922-baseline|c120-s4|zai-small|Spot.io", "prompt": "c120-s4", "model": "zai-small", "cat": "cloud-cost-management", "variant": "budget", "raw": "Spot.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "platforms like **CloudHealth** or **Spot.io** are excellent but usually: Require contracts"}, {"id": "mai-20260917-0922-baseline|c120-s5|alibaba-small|AWS Cost Explorer", "prompt": "c120-s5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too small to rely solely on native dashboards (AWS Cost Explorer, Azure Dashboard), which require manual filtering and daily monitoring"}, {"id": "mai-20260917-0922-baseline|c120-s5|alibaba-small|Azure Dashboard", "prompt": "c120-s5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Azure Dashboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too small to rely solely on native dashboards (AWS Cost Explorer, Azure Dashboard), which require manual filtering and daily monitoring"}, {"id": "mai-20260917-0922-baseline|c120-s5|alibaba-small|CloudHealth by VMware", "prompt": "c120-s5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudHealth by VMware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "too agile to justify buying an over-engineered enterprise suite (like CloudHealth by VMware) that requires significant consulting implementation"}, {"id": "mai-20260917-0922-baseline|c120-s5|alibaba-small|Vantage", "prompt": "c120-s5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Generalist/SMB Friendly:** **Vantage** or **Hologree**. These are designed for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c120-s5|alibaba-small|Hologree", "prompt": "c120-s5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Hologree", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Generalist/SMB Friendly:** **Vantage** or **Hologree**. These are designed for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c120-s5|alibaba-small|Kubecost", "prompt": "c120-s5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Kubernetes/DevOps Focused:** **Kubecost** or **OpenCost**. If you run mostly on K8s"}, {"id": "mai-20260917-0922-baseline|c120-s5|alibaba-small|OpenCost", "prompt": "c120-s5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "OpenCost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Kubernetes/DevOps Focused:** **Kubecost** or **OpenCost**"}, {"id": "mai-20260917-0922-baseline|c120-s5|alibaba-small|Cast.ai", "prompt": "c120-s5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Cast.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Budget/Startups:** **Cast.ai** (often has strong startup programs)"}, {"id": "mai-20260917-0922-baseline|c120-s5|alibaba-small|Azure Advisor", "prompt": "c120-s5", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Azure Advisor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Good for getting started, but requires more manual labor to analyze"}, {"id": "mai-20260917-0922-baseline|c120-s5|challenger-small|CloudZero", "prompt": "c120-s5", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can turn this into a **1-page vendor scorecard** you can use with CloudZero, Apptio, Vantage, or similar tools."}, {"id": "mai-20260917-0922-baseline|c120-s5|challenger-small|Apptio", "prompt": "c120-s5", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Apptio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vendor scorecard** you can use with CloudZero, Apptio, Vantage, or similar tools."}, {"id": "mai-20260917-0922-baseline|c120-s5|challenger-small|Vantage", "prompt": "c120-s5", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Vantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "you can use with CloudZero, Apptio, Vantage, or similar tools."}, {"id": "mai-20260917-0922-baseline|c120-s5|deepseek-small|Vantage", "prompt": "c120-s5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vantage** (free tier, then % of spend) is a strong fit for startups to mid-market with multi-provider views."}, {"id": "mai-20260917-0922-baseline|c120-s5|deepseek-small|AWS Cost Explorer", "prompt": "c120-s5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with the free native tools**... AWS Cost Explorer, Azure Cost Management, or GCP native tools."}, {"id": "mai-20260917-0922-baseline|c120-s5|deepseek-small|Azure Cost Management", "prompt": "c120-s5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start free/native: AWS Cost Explorer, Azure Cost Management, or GCP native tools."}, {"id": "mai-20260917-0922-baseline|c120-s5|deepseek-small|GCP native tools", "prompt": "c120-s5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "GCP native tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start free/native: AWS Cost Explorer, Azure Cost Management, or GCP native tools."}, {"id": "mai-20260917-0922-baseline|c120-s5|deepseek-small|nOps", "prompt": "c120-s5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "nOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**nOps or Usage.ai** are often recommended for AWS-only small teams with limited bandwidth"}, {"id": "mai-20260917-0922-baseline|c120-s5|deepseek-small|Usage.ai", "prompt": "c120-s5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Usage.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**nOps or Usage.ai** are often recommended for AWS-only small teams"}, {"id": "mai-20260917-0922-baseline|c120-s5|deepseek-small|Kubecost (managed)", "prompt": "c120-s5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Kubecost (managed)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Kubernetes/container costs opaque? Look at **Kubecost (managed)**"}, {"id": "mai-20260917-0922-baseline|c120-s5|deepseek-small|OpenCost (free self-hosted)", "prompt": "c120-s5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "OpenCost (free self-hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or **OpenCost (free self-hosted)**"}, {"id": "mai-20260917-0922-baseline|c120-s5|deepseek-small|CloudZero", "prompt": "c120-s5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Unit economics / cost per customer: **CloudZero** is the leader here."}, {"id": "mai-20260917-0922-baseline|c120-s5|deepseek-small|ProsperOps", "prompt": "c120-s5", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "deploy automation (commitment management like ProsperOps, and rightsizing)"}, {"id": "mai-20260917-0922-baseline|c120-s5|google-small|AWS Cost Explorer & Budgets", "prompt": "c120-s5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "AWS Cost Explorer & Budgets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Lean on native, free tools (AWS Cost Explorer & Budgets, GCP Billing, Azure Cost Management)"}, {"id": "mai-20260917-0922-baseline|c120-s5|google-small|GCP Billing", "prompt": "c120-s5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "GCP Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lean on native, free tools (AWS Cost Explorer & Budgets, GCP Billing, Azure Cost Management)"}, {"id": "mai-20260917-0922-baseline|c120-s5|google-small|Azure Cost Management", "prompt": "c120-s5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lean on native, free tools (AWS Cost Explorer & Budgets, GCP Billing, Azure Cost Management)"}, {"id": "mai-20260917-0922-baseline|c120-s5|google-small|Apptio Cloudability", "prompt": "c120-s5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Apptio Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Rather than looking at enterprise behemoths (like Apptio Cloudability or VMware Tanzu/CloudHealth, which require dedicated administrators)"}, {"id": "mai-20260917-0922-baseline|c120-s5|google-small|VMware Tanzu/CloudHealth", "prompt": "c120-s5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "VMware Tanzu/CloudHealth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Rather than looking at enterprise behemoths (like Apptio Cloudability or VMware Tanzu/CloudHealth, which require dedicated administrators)"}, {"id": "mai-20260917-0922-baseline|c120-s5|google-small|Vantage", "prompt": "c120-s5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Extremely easy to set up. Generous free tier for startups... Connect a read-only account to a tool like **Vantage**"}, {"id": "mai-20260917-0922-baseline|c120-s5|google-small|Infracost", "prompt": "c120-s5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Preventive Cost Control (Shift-Left) ... Best for proactive prevention."}, {"id": "mai-20260917-0922-baseline|c120-s5|google-small|ProsperOps", "prompt": "c120-s5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "These platforms run on autopilot to manage your AWS Savings Plans, RIs"}, {"id": "mai-20260917-0922-baseline|c120-s5|google-small|Zesty", "prompt": "c120-s5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Zesty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "These platforms run on autopilot to manage your AWS Savings Plans, RIs, and/or EBS storage."}, {"id": "mai-20260917-0922-baseline|c120-s5|google-small|Kubecost", "prompt": "c120-s5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Kubecost is the gold standard for breaking down container costs by pod, deployment, or namespace."}, {"id": "mai-20260917-0922-baseline|c120-s5|google-small|OpenCost", "prompt": "c120-s5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "OpenCost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Kubecost** (or **OpenCost**) | Kubernetes-Heavy Environments"}, {"id": "mai-20260917-0922-baseline|c120-s5|google-small|Harness CCM", "prompt": "c120-s5", "model": "google-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Harness CCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Connect a read-only account to a tool like **Vantage** or **Harness CCM**."}, {"id": "mai-20260917-0922-baseline|c120-s5|meta-small|CloudZero", "prompt": "c120-s5", "model": "meta-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**CloudZero**: Offers cost intelligence, unit economics, and cost per customer insights."}, {"id": "mai-20260917-0922-baseline|c120-s5|meta-small|Vantage", "prompt": "c120-s5", "model": "meta-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Vantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Vantage**: Provides cost visibility, virtual tagging, and anomaly detection."}, {"id": "mai-20260917-0922-baseline|c120-s5|meta-small|nOps", "prompt": "c120-s5", "model": "meta-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "nOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**nOps**: Offers commitment and discount automation, Kubernetes cost allocation and optimization"}, {"id": "mai-20260917-0922-baseline|c120-s5|meta-small|Flexera", "prompt": "c120-s5", "model": "meta-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Flexera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Flexera**: Provides enterprise-grade cost optimization across hybrid cloud and on-premise assets."}, {"id": "mai-20260917-0922-baseline|c120-s5|meta-small|IBM Cloudability", "prompt": "c120-s5", "model": "meta-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "IBM Cloudability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**IBM Cloudability**: Offers deep multi-cloud cost visibility, advanced tagging, and chargebacks/showbacks."}, {"id": "mai-20260917-0922-baseline|c120-s5|minimax-small|Vantage", "prompt": "c120-s5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vantage** – Good startup/mid-market option with free tier"}, {"id": "mai-20260917-0922-baseline|c120-s5|minimax-small|CloudZero", "prompt": "c120-s5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CloudZero** – Strong unit economics support"}, {"id": "mai-20260917-0922-baseline|c120-s5|minimax-small|DoiT", "prompt": "c120-s5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "DoiT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Doit** – Comprehensive multi-cloud support"}, {"id": "mai-20260917-0922-baseline|c120-s5|minimax-small|AWS Cost Explorer", "prompt": "c120-s5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native cloud tools (if using single cloud)"}, {"id": "mai-20260917-0922-baseline|c120-s5|minimax-small|Azure Cost Management", "prompt": "c120-s5", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AWS Cost Explorer** / **Azure Cost Management** – Native cloud tools (if using single cloud)"}, {"id": "mai-20260917-0922-baseline|c120-s5|mistral-small|CloudHealth", "prompt": "c120-s5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudHealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist vendors based on your cloud stack and needs (e.g., CloudHealth, CloudCheckr, Kubecost, AWS Cost Explorer..."}, {"id": "mai-20260917-0922-baseline|c120-s5|mistral-small|CloudCheckr", "prompt": "c120-s5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudCheckr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., CloudHealth, CloudCheckr, Kubecost"}, {"id": "mai-20260917-0922-baseline|c120-s5|mistral-small|Kubecost", "prompt": "c120-s5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., CloudHealth, CloudCheckr, Kubecost, AWS Cost Explorer"}, {"id": "mai-20260917-0922-baseline|c120-s5|mistral-small|AWS Cost Explorer", "prompt": "c120-s5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Kubecost, AWS Cost Explorer, Azure Cost Management"}, {"id": "mai-20260917-0922-baseline|c120-s5|mistral-small|Azure Cost Management", "prompt": "c120-s5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Azure Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS Cost Explorer, Azure Cost Management, GCP Cost Management"}, {"id": "mai-20260917-0922-baseline|c120-s5|mistral-small|GCP Cost Management", "prompt": "c120-s5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "GCP Cost Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Azure Cost Management, GCP Cost Management, Infracost"}, {"id": "mai-20260917-0922-baseline|c120-s5|mistral-small|Infracost", "prompt": "c120-s5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Infracost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "GCP Cost Management, Infracost, ProsperOps, etc."}, {"id": "mai-20260917-0922-baseline|c120-s5|mistral-small|ProsperOps", "prompt": "c120-s5", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "ProsperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Infracost, ProsperOps, etc."}, {"id": "mai-20260917-0922-baseline|c120-s5|moonshot-small|Vantage", "prompt": "c120-s5", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vantage** | Broad self-serve integrations, quick setup | Free tier; $30-200/mo"}, {"id": "mai-20260917-0922-baseline|c120-s5|moonshot-small|Kubecost", "prompt": "c120-s5", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kubecost** | Kubernetes cost visibility | Free tier available"}, {"id": "mai-20260917-0922-baseline|c120-s5|moonshot-small|CloudZero", "prompt": "c120-s5", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CloudZero** | Unit economics (cost per customer/feature) | Custom pricing"}, {"id": "mai-20260917-0922-baseline|c120-s5|moonshot-small|AWS Cost Explorer", "prompt": "c120-s5", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Native tools** | Starting point (AWS Cost Explorer, etc.) | Free"}, {"id": "mai-20260917-0922-baseline|c120-s5|xai-small|AWS Cost Explorer", "prompt": "c120-s5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**AWS/Azure/GCP Native** (Cost Explorer/Management) | Basic visibility | Free | Single-cloud | Instant setup"}, {"id": "mai-20260917-0922-baseline|c120-s5|xai-small|SpendArk", "prompt": "c120-s5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "SpendArk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Tools like Vantage or SpendArk shine for SMBs per 2024-2026 reviews."}, {"id": "mai-20260917-0922-baseline|c120-s5|xai-small|Vantage", "prompt": "c120-s5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Vantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Tools like Vantage or SpendArk shine for SMBs per 2024-2026 reviews."}, {"id": "mai-20260917-0922-baseline|c120-s5|xai-small|CloudZero", "prompt": "c120-s5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CloudZero / Harness CCM** | Unit economics | % of spend | Yes | Cost per customer; K8s support."}, {"id": "mai-20260917-0922-baseline|c120-s5|xai-small|Harness CCM", "prompt": "c120-s5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Harness CCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**CloudZero / Harness CCM** | Unit economics | % of spend"}, {"id": "mai-20260917-0922-baseline|c120-s5|xai-small|Kubecost", "prompt": "c120-s5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Kubecost / OpenCost** | Kubernetes focus | Free/self-hosted | Partial | If containers drive costs."}, {"id": "mai-20260917-0922-baseline|c120-s5|xai-small|OpenCost", "prompt": "c120-s5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "OpenCost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Kubecost / OpenCost** | Kubernetes focus | Free/self-hosted"}, {"id": "mai-20260917-0922-baseline|c120-s5|xai-small|Infracost", "prompt": "c120-s5", "model": "xai-small", "cat": "cloud-cost-management", "variant": "scale", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Infracost** | Pre-deployment | Free | Yes | IaC cost estimates."}, {"id": "mai-20260917-0922-baseline|c120-s6|alibaba-small|CloudHealth (by Broadcom/VMware)", "prompt": "c120-s6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth (by Broadcom/VMware)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to Avoid:** They typically require custom sales negotiations, professional services setups, and can cost significantly more per month than your actual cloud bill."}, {"id": "mai-20260917-0922-baseline|c120-s6|alibaba-small|Cloudability (by Flexera)", "prompt": "c120-s6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Cloudability (by Flexera)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "small businesses should generally steer clear of"}, {"id": "mai-20260917-0922-baseline|c120-s6|alibaba-small|Apptio", "prompt": "c120-s6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Apptio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Heavy Enterprise Suites (The \"Overkill\" Category)"}, {"id": "mai-20260917-0922-baseline|c120-s6|alibaba-small|Densify", "prompt": "c120-s6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Densify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why to Avoid:** They typically require custom sales negotiations"}, {"id": "mai-20260917-0922-baseline|c120-s6|alibaba-small|Dynatrace", "prompt": "c120-s6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why to Be Cautious:** These tools focus on application performance and uptime"}, {"id": "mai-20260917-0922-baseline|c120-s6|alibaba-small|Datadog", "prompt": "c120-s6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "using **Datadog/AWS X-Ray** strictly for cost tracking ... they are often weak at \"Unit Economics\""}, {"id": "mai-20260917-0922-baseline|c120-s6|alibaba-small|AWS X-Ray", "prompt": "c120-s6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS X-Ray", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "using **Datadog/AWS X-Ray** strictly for cost tracking"}, {"id": "mai-20260917-0922-baseline|c120-s6|alibaba-small|Anodot (now part of Glassbox)", "prompt": "c120-s6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Anodot (now part of Glassbox)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Why to Be Cautious:** If you get an alert saying \"Costs spiked 200%,\" you still have to go hunt for the rogue server yourself."}, {"id": "mai-20260917-0922-baseline|c120-s6|alibaba-small|AWS Cost Explorer", "prompt": "c120-s6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "These are excellent and free for single-cloud users. However ... their native tools cannot see the full picture."}, {"id": "mai-20260917-0922-baseline|c120-s6|alibaba-small|Azure Advisor", "prompt": "c120-s6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Advisor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Native \"Walled Gardens\" (If You Are Multi-Cloud)"}, {"id": "mai-20260917-0922-baseline|c120-s6|alibaba-small|GCP Billing Reports", "prompt": "c120-s6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "GCP Billing Reports", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Native \"Walled Gardens\" (If You Are Multi-Cloud)"}, {"id": "mai-20260917-0922-baseline|c120-s6|alibaba-small|Vantage", "prompt": "c120-s6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Reputable modern tools (like **Vantage**, **ProsperOps**, or **Infracost**) offer free tiers for low-spenders."}, {"id": "mai-20260917-0922-baseline|c120-s6|alibaba-small|ProsperOps", "prompt": "c120-s6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "ProsperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Reputable modern tools (like **Vantage**, **ProsperOps**, or **Infracost**) offer free tiers"}, {"id": "mai-20260917-0922-baseline|c120-s6|alibaba-small|Infracost", "prompt": "c120-s6", "model": "alibaba-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Reputable modern tools (like **Vantage**, **ProsperOps**, or **Infracost**) offer free tiers"}, {"id": "mai-20260917-0922-baseline|c120-s6|anthropic-small|Apptio Cloudability (IBM Apptio)", "prompt": "c120-s6", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Apptio Cloudability (IBM Apptio)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Cloudability can be difficult to integrate and set up initially... can be overkill for smaller organizations."}, {"id": "mai-20260917-0922-baseline|c120-s6|anthropic-small|AWS Cost Explorer", "prompt": "c120-s6", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it's limited to AWS only, offers minimal automation, and lacks the advanced analytics and optimization recommendations"}, {"id": "mai-20260917-0922-baseline|c120-s6|anthropic-small|Kubecost", "prompt": "c120-s6", "model": "anthropic-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Kubecost", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pricing scales with monitored vCPUs, which can get really expensive... making it a supplementary tool rather than a complete FinOps solution."}, {"id": "mai-20260917-0922-baseline|c120-s6|challenger-small|CloudHealth", "prompt": "c120-s6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the main platforms to **avoid or use cautiously** ... **CloudHealth, Flexera, IBM Cloudability, ServiceNow, Harness, Dynatrace, and Cloudaware**"}, {"id": "mai-20260917-0922-baseline|c120-s6|challenger-small|Flexera", "prompt": "c120-s6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Flexera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "repeatedly described as enterprise-grade ... usually makes it more than a small business needs"}, {"id": "mai-20260917-0922-baseline|c120-s6|challenger-small|IBM Cloudability", "prompt": "c120-s6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "IBM Cloudability", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "quote-based pricing, which can be overkill"}, {"id": "mai-20260917-0922-baseline|c120-s6|challenger-small|ServiceNow", "prompt": "c120-s6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "usually too process-heavy for a small team"}, {"id": "mai-20260917-0922-baseline|c120-s6|challenger-small|Harness", "prompt": "c120-s6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Harness", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "not the simplest fit for a small business"}, {"id": "mai-20260917-0922-baseline|c120-s6|challenger-small|Dynatrace", "prompt": "c120-s6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "it is not a focused small-business cost-management choice"}, {"id": "mai-20260917-0922-baseline|c120-s6|challenger-small|Cloudaware", "prompt": "c120-s6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Cloudaware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "suggests enterprise complexity and budget"}, {"id": "mai-20260917-0922-baseline|c120-s6|challenger-small|Vantage", "prompt": "c120-s6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Vantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "more scalable choices, but they can still be expensive or better justified only once spending grows"}, {"id": "mai-20260917-0922-baseline|c120-s6|challenger-small|Finout", "prompt": "c120-s6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Finout", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "can still be expensive or better justified only once spending grows"}, {"id": "mai-20260917-0922-baseline|c120-s6|challenger-small|Usage.ai", "prompt": "c120-s6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Usage.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "can still be expensive or better justified only once spending grows"}, {"id": "mai-20260917-0922-baseline|c120-s6|challenger-small|ProsperOps", "prompt": "c120-s6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "ProsperOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "can still be expensive or better justified only once spending grows"}, {"id": "mai-20260917-0922-baseline|c120-s6|challenger-small|AWS Cost Explorer", "prompt": "c120-s6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "suggest starting with **native tools** like **AWS Cost Explorer, Azure Cost Management/Advisor, and GCP billing tools**"}, {"id": "mai-20260917-0922-baseline|c120-s6|challenger-small|Azure Cost Management/Advisor", "prompt": "c120-s6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Cost Management/Advisor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "suggest starting with **native tools** like **AWS Cost Explorer, Azure Cost Management/Advisor, and GCP billing tools**"}, {"id": "mai-20260917-0922-baseline|c120-s6|challenger-small|GCP billing tools", "prompt": "c120-s6", "model": "challenger-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "GCP billing tools", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "suggest starting with **native tools** ... before buying a third-party platform"}, {"id": "mai-20260917-0922-baseline|c120-s6|deepseek-small|Apptio Cloudability (IBM)", "prompt": "c120-s6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Apptio Cloudability (IBM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Caution level: AVOID"}, {"id": "mai-20260917-0922-baseline|c120-s6|deepseek-small|CloudHealth (Broadcom/Tanzu)", "prompt": "c120-s6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth (Broadcom/Tanzu)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Caution level: AVOID (unless you're >$500K/month)"}, {"id": "mai-20260917-0922-baseline|c120-s6|deepseek-small|CloudZero", "prompt": "c120-s6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudZero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caution level: BE VERY CAREFUL"}, {"id": "mai-20260917-0922-baseline|c120-s6|deepseek-small|Datadog (Cloud Cost Management Add-on)", "prompt": "c120-s6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Datadog (Cloud Cost Management Add-on)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution level: BE VERY CAREFUL"}, {"id": "mai-20260917-0922-baseline|c120-s6|deepseek-small|CAST AI", "prompt": "c120-s6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CAST AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "charge **a percentage of the savings they identify**"}, {"id": "mai-20260917-0922-baseline|c120-s6|deepseek-small|AWS Cost Explorer", "prompt": "c120-s6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "the honest recommendation from most analysts is: - **AWS Cost Explorer** (free, built-in)"}, {"id": "mai-20260917-0922-baseline|c120-s6|deepseek-small|Azure Cost Management + Advisor", "prompt": "c120-s6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Cost Management + Advisor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Azure Cost Management + Advisor** (free, built-in)"}, {"id": "mai-20260917-0922-baseline|c120-s6|deepseek-small|GCP Recommender", "prompt": "c120-s6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "GCP Recommender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**GCP Recommender** (free, built-in)"}, {"id": "mai-20260917-0922-baseline|c120-s6|deepseek-small|Infracost", "prompt": "c120-s6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Infracost** (free CLI for infrastructure-as-code cost estimation)"}, {"id": "mai-20260917-0922-baseline|c120-s6|deepseek-small|Kubecost", "prompt": "c120-s6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Kubecost** (free tier for Kubernetes cost visibility, only if you run K8s)"}, {"id": "mai-20260917-0922-baseline|c120-s6|deepseek-small|Vantage", "prompt": "c120-s6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "consider **Vantage** (which has a free tier and transparent pricing)"}, {"id": "mai-20260917-0922-baseline|c120-s6|deepseek-small|Spendbase", "prompt": "c120-s6", "model": "deepseek-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Spendbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "or **Spendbase** \\u2014 both are designed with smaller teams in mind"}, {"id": "mai-20260917-0922-baseline|c120-s6|google-small|VMware Tanzu CloudHealth (Broadcom)", "prompt": "c120-s6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "VMware Tanzu CloudHealth (Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: It routinely requires high contract minimums"}, {"id": "mai-20260917-0922-baseline|c120-s6|google-small|IBM Apptio Cloudability", "prompt": "c120-s6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "IBM Apptio Cloudability", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "multi-year contract commitments that simply do not make sense for a small business"}, {"id": "mai-20260917-0922-baseline|c120-s6|google-small|Flexera One (formerly RightScale)", "prompt": "c120-s6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Flexera One (formerly RightScale)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid: It is highly complex, expensive"}, {"id": "mai-20260917-0922-baseline|c120-s6|google-small|ProsperOps", "prompt": "c120-s6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "ProsperOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to be cautious: ... they often charge a percentage of the savings they generate (frequently 20% to 30%)"}, {"id": "mai-20260917-0922-baseline|c120-s6|google-small|Usage.ai", "prompt": "c120-s6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Usage.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High-Commission Automated Commitment Managers (Use with Caution)"}, {"id": "mai-20260917-0922-baseline|c120-s6|google-small|AWS Cost Explorer", "prompt": "c120-s6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Leverage Native Tools First (Free): AWS Cost Explorer (plus Trusted Advisor) ... highly capable"}, {"id": "mai-20260917-0922-baseline|c120-s6|google-small|Google Cloud Billing", "prompt": "c120-s6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Google Cloud Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Google Cloud Billing, and Azure Cost Management are highly capable"}, {"id": "mai-20260917-0922-baseline|c120-s6|google-small|Azure Cost Management", "prompt": "c120-s6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Azure Cost Management are highly capable"}, {"id": "mai-20260917-0922-baseline|c120-s6|google-small|Vantage", "prompt": "c120-s6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Offers a generous permanent free tier ... and clear, predictable subscription pricing"}, {"id": "mai-20260917-0922-baseline|c120-s6|google-small|Infracost", "prompt": "c120-s6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Great for teams using Terraform"}, {"id": "mai-20260917-0922-baseline|c120-s6|google-small|Kubecost", "prompt": "c120-s6", "model": "google-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Kubecost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Ideal if you run Kubernetes, featuring robust free tiers"}, {"id": "mai-20260917-0922-baseline|c120-s6|meta-small|Cloudaware", "prompt": "c120-s6", "model": "meta-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Cloudaware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it may not be suitable for small organizations due to its high cost"}, {"id": "mai-20260917-0922-baseline|c120-s6|meta-small|AWS Cost Management", "prompt": "c120-s6", "model": "meta-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The pricing can be high for small businesses or startups."}, {"id": "mai-20260917-0922-baseline|c120-s6|meta-small|AWS Cost Explorer", "prompt": "c120-s6", "model": "meta-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "recommended to start with free native tools such as AWS Cost Explorer, Azure Advisor, and GCP Billing"}, {"id": "mai-20260917-0922-baseline|c120-s6|meta-small|Azure Advisor", "prompt": "c120-s6", "model": "meta-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Advisor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with free native tools such as AWS Cost Explorer, Azure Advisor, and GCP Billing"}, {"id": "mai-20260917-0922-baseline|c120-s6|meta-small|GCP Billing", "prompt": "c120-s6", "model": "meta-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "GCP Billing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "start with free native tools such as AWS Cost Explorer, Azure Advisor, and GCP Billing"}, {"id": "mai-20260917-0922-baseline|c120-s6|meta-small|SpendArk's calculator", "prompt": "c120-s6", "model": "meta-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "SpendArk's calculator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider adding a free tool like SpendArk's calculator or Infracost"}, {"id": "mai-20260917-0922-baseline|c120-s6|meta-small|Infracost", "prompt": "c120-s6", "model": "meta-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider adding a free tool like SpendArk's calculator or Infracost"}, {"id": "mai-20260917-0922-baseline|c120-s6|minimax-small|CloudHealth (VMware/Broadcom)", "prompt": "c120-s6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth (VMware/Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Completely unsuitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c120-s6|minimax-small|AWS Cost Explorer", "prompt": "c120-s6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use free native tools: AWS Cost Explorer, Azure Advisor, GCP Recommender"}, {"id": "mai-20260917-0922-baseline|c120-s6|minimax-small|Azure Advisor", "prompt": "c120-s6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Advisor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use free native tools: AWS Cost Explorer, Azure Advisor, GCP Recommender"}, {"id": "mai-20260917-0922-baseline|c120-s6|minimax-small|GCP Recommender", "prompt": "c120-s6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "GCP Recommender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native tools are usually sufficient: AWS Cost Explorer, Azure Cost Management, and GCP Recommender handle basics well"}, {"id": "mai-20260917-0922-baseline|c120-s6|minimax-small|SpendArk's calculator", "prompt": "c120-s6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "SpendArk's calculator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Add free tools like SpendArk's calculator or Infracost (for Terraform)"}, {"id": "mai-20260917-0922-baseline|c120-s6|minimax-small|Infracost", "prompt": "c120-s6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Add free tools like SpendArk's calculator or Infracost (for Terraform)"}, {"id": "mai-20260917-0922-baseline|c120-s6|minimax-small|Vantage", "prompt": "c120-s6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider lightweight paid options like Vantage (starts ~$50/month)"}, {"id": "mai-20260917-0922-baseline|c120-s6|minimax-small|Azure Cost Management", "prompt": "c120-s6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Native tools are usually sufficient: AWS Cost Explorer, Azure Cost Management, and GCP Recommender handle basics well"}, {"id": "mai-20260917-0922-baseline|c120-s6|minimax-small|CAST AI", "prompt": "c120-s6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CAST AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Look at mid-tier tools like Vantage, CAST AI, or CloudZero"}, {"id": "mai-20260917-0922-baseline|c120-s6|minimax-small|CloudZero", "prompt": "c120-s6", "model": "minimax-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Look at mid-tier tools like Vantage, CAST AI, or CloudZero"}, {"id": "mai-20260917-0922-baseline|c120-s6|mistral-small|Cloudaware", "prompt": "c120-s6", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Cloudaware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should generally avoid or be cautious about the following types ... **Enterprise-focused platforms** (e.g., Cloudaware, CloudZero, some offerings from Flexera) are often too expensive"}, {"id": "mai-20260917-0922-baseline|c120-s6|mistral-small|CloudZero", "prompt": "c120-s6", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudZero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-focused platforms** (e.g., Cloudaware, CloudZero, some offerings from Flexera) are often too expensive or complex for small businesses"}, {"id": "mai-20260917-0922-baseline|c120-s6|mistral-small|Flexera", "prompt": "c120-s6", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Flexera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "some offerings from Flexera) are often too expensive or complex for small businesses"}, {"id": "mai-20260917-0922-baseline|c120-s6|mistral-small|AWS Cost Explorer", "prompt": "c120-s6", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Native tools like AWS Cost Explorer, Azure Cost Management, or GCP Billing are often sufficient and free for small-scale use"}, {"id": "mai-20260917-0922-baseline|c120-s6|mistral-small|Azure Cost Management", "prompt": "c120-s6", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Cost Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Native tools like AWS Cost Explorer, Azure Cost Management, or GCP Billing are often sufficient and free"}, {"id": "mai-20260917-0922-baseline|c120-s6|mistral-small|GCP Billing", "prompt": "c120-s6", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "GCP Billing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Native tools like AWS Cost Explorer, Azure Cost Management, or GCP Billing are often sufficient and free"}, {"id": "mai-20260917-0922-baseline|c120-s6|mistral-small|Infracost", "prompt": "c120-s6", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider adding a simple, free third-party tool like Infracost or SpendArk's calculator"}, {"id": "mai-20260917-0922-baseline|c120-s6|mistral-small|SpendArk", "prompt": "c120-s6", "model": "mistral-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "SpendArk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consider adding a simple, free third-party tool like Infracost or SpendArk's calculator"}, {"id": "mai-20260917-0922-baseline|c120-s6|moonshot-small|CloudHealth", "prompt": "c120-s6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid buying enterprise-grade FinOps platforms (like CloudHealth, IBM Cloudability, or Flexera)"}, {"id": "mai-20260917-0922-baseline|c120-s6|moonshot-small|Apptio Cloudability", "prompt": "c120-s6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Apptio Cloudability", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid buying enterprise-grade FinOps platforms (like CloudHealth, IBM Cloudability, or Flexera)"}, {"id": "mai-20260917-0922-baseline|c120-s6|moonshot-small|Turbonomic", "prompt": "c120-s6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Turbonomic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "IBM has integrated this into a heavy enterprise stack alongside Turbonomic and Kubecost."}, {"id": "mai-20260917-0922-baseline|c120-s6|moonshot-small|Kubecost", "prompt": "c120-s6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Kubecost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "integrated this into a heavy enterprise stack alongside Turbonomic and Kubecost"}, {"id": "mai-20260917-0922-baseline|c120-s6|moonshot-small|Flexera One", "prompt": "c120-s6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Flexera One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid buying enterprise-grade FinOps platforms (like CloudHealth, IBM Cloudability, or Flexera)"}, {"id": "mai-20260917-0922-baseline|c120-s6|moonshot-small|CAST AI", "prompt": "c120-s6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CAST AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be cautious with CAST AI if you run small clusters"}, {"id": "mai-20260917-0922-baseline|c120-s6|moonshot-small|DoiT Cloud Intelligence", "prompt": "c120-s6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "DoiT Cloud Intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "scrutinize DoiT for support and billing complexity"}, {"id": "mai-20260917-0922-baseline|c120-s6|moonshot-small|AWS Cost Explorer", "prompt": "c120-s6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "most experts recommend: Free native tools: AWS Cost Explorer, AWS Budgets"}, {"id": "mai-20260917-0922-baseline|c120-s6|moonshot-small|AWS Budgets", "prompt": "c120-s6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Budgets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Free native tools: AWS Cost Explorer, AWS Budgets, Azure Advisor, GCP Cost Management"}, {"id": "mai-20260917-0922-baseline|c120-s6|moonshot-small|Azure Advisor", "prompt": "c120-s6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Advisor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Free native tools: ... Azure Advisor, GCP Cost Management"}, {"id": "mai-20260917-0922-baseline|c120-s6|moonshot-small|GCP Cost Management", "prompt": "c120-s6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "GCP Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Free native tools: ... GCP Cost Management"}, {"id": "mai-20260917-0922-baseline|c120-s6|moonshot-small|Infracost", "prompt": "c120-s6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Low-cost alternatives: Infracost (free CLI)"}, {"id": "mai-20260917-0922-baseline|c120-s6|moonshot-small|Vantage", "prompt": "c120-s6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Vantage (transparent $99–$499/month tiers)"}, {"id": "mai-20260917-0922-baseline|c120-s6|moonshot-small|OpenCost", "prompt": "c120-s6", "model": "moonshot-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "OpenCost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "open-source options like OpenCost"}, {"id": "mai-20260917-0922-baseline|c120-s6|openai-small|CloudHealth", "prompt": "c120-s6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudHealth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**CloudHealth** — powerful, but often better suited to larger orgs with dedicated cloud governance and FinOps teams."}, {"id": "mai-20260917-0922-baseline|c120-s6|openai-small|Apptio Cloudability", "prompt": "c120-s6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Apptio Cloudability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "very capable, but can be complex and expensive relative to the needs of a small business"}, {"id": "mai-20260917-0922-baseline|c120-s6|openai-small|VMware Aria Cost powered by CloudHealth", "prompt": "c120-s6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "VMware Aria Cost powered by CloudHealth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often enterprise-oriented and may be more tooling than a small team needs"}, {"id": "mai-20260917-0922-baseline|c120-s6|openai-small|Flexera One", "prompt": "c120-s6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Flexera One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "broad IT asset and cloud cost management capabilities, but typically a heavier enterprise platform"}, {"id": "mai-20260917-0922-baseline|c120-s6|openai-small|Kubecost", "prompt": "c120-s6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Kubecost", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "only worth it if you run meaningful Kubernetes workloads; otherwise often unnecessary overhead"}, {"id": "mai-20260917-0922-baseline|c120-s6|openai-small|AWS Cost Explorer", "prompt": "c120-s6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Usually better for small businesses ... **Native cloud tools**: AWS Cost Explorer, Azure Cost Management, Google Cloud Billing"}, {"id": "mai-20260917-0922-baseline|c120-s6|openai-small|Azure Cost Management", "prompt": "c120-s6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Cost Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Native cloud tools**: AWS Cost Explorer, Azure Cost Management, Google Cloud Billing"}, {"id": "mai-20260917-0922-baseline|c120-s6|openai-small|Google Cloud Billing", "prompt": "c120-s6", "model": "openai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Google Cloud Billing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Native cloud tools**: AWS Cost Explorer, Azure Cost Management, Google Cloud Billing"}, {"id": "mai-20260917-0922-baseline|c120-s6|xai-small|AWS Cost Explorer", "prompt": "c120-s6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "AWS Cost Explorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with free native tools like AWS Cost Explorer, Azure Cost Management, or Google Cloud Billing for basic visibility, alerts, and recommendations"}, {"id": "mai-20260917-0922-baseline|c120-s6|xai-small|Azure Cost Management", "prompt": "c120-s6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Azure Cost Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with free native tools like AWS Cost Explorer, Azure Cost Management, or Google Cloud Billing"}, {"id": "mai-20260917-0922-baseline|c120-s6|xai-small|Google Cloud Billing", "prompt": "c120-s6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Google Cloud Billing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with free native tools like AWS Cost Explorer, Azure Cost Management, or Google Cloud Billing"}, {"id": "mai-20260917-0922-baseline|c120-s6|xai-small|VMware Tanzu CloudHealth (now part of Broadcom)", "prompt": "c120-s6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "VMware Tanzu CloudHealth (now part of Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "high licensing costs, complex setup, and UI learning curve—unsuitable for SMBs, where costs exceed value"}, {"id": "mai-20260917-0922-baseline|c120-s6|xai-small|Flexera (including Cloud Cost Optimization and former Spot/CloudCheckr)", "prompt": "c120-s6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Flexera (including Cloud Cost Optimization and former Spot/CloudCheckr)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "prohibitive upfront costs for SMBs, implementation complexity, and UI navigation issues. Better for large multi-cloud enterprises."}, {"id": "mai-20260917-0922-baseline|c120-s6|xai-small|IBM Apptio Cloudability", "prompt": "c120-s6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "IBM Apptio Cloudability", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "reviews note it's \"cost-prohibitive\" for smaller companies, with limited rightsizing recommendations, poor non-AWS integration"}, {"id": "mai-20260917-0922-baseline|c120-s6|xai-small|ServiceNow Cloud Cost Management", "prompt": "c120-s6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "ServiceNow Cloud Cost Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Reviews flag it as expensive and overwhelming for non-enterprises without existing ServiceNow setup"}, {"id": "mai-20260917-0922-baseline|c120-s6|xai-small|CloudAware", "prompt": "c120-s6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "CloudAware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "\"high cost for small organizations/startups,\" \"not okay for limited budgets\" ... less viable for SMBs"}, {"id": "mai-20260917-0922-baseline|c120-s6|xai-small|Vantage", "prompt": "c120-s6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "favoring free natives or low-cost tools like Vantage (free tier)"}, {"id": "mai-20260917-0922-baseline|c120-s6|xai-small|Infracost", "prompt": "c120-s6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Infracost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "low-cost tools like Vantage (free tier), Infracost (CLI free)"}, {"id": "mai-20260917-0922-baseline|c120-s6|xai-small|Cloudchipr", "prompt": "c120-s6", "model": "xai-small", "cat": "cloud-cost-management", "variant": "negative", "raw": "Cloudchipr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "or Cloudchipr ($49/month entry)"}, {"id": "mai-20260917-0922-baseline|c121-l1|alibaba-small|Veeam Backup & Replication", "prompt": "c121-l1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam Backup & Replication", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Industry Standard: **Veeam Backup & Replication** ... Veeam offers the safest bet with the lowest learning curve for administrators."}, {"id": "mai-20260917-0922-baseline|c121-l1|alibaba-small|Acronis", "prompt": "c121-l1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Veeam has effectively taken over the market from competitors like Acronis"}, {"id": "mai-20260917-0922-baseline|c121-l1|alibaba-small|Rubrik", "prompt": "c121-l1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Modern Innovation Leader: **Rubrik** ... Mostly Cloud/AWS/Azure? Go with **Rubrik**."}, {"id": "mai-20260917-0922-baseline|c121-l1|alibaba-small|Commvault", "prompt": "c121-l1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Heavyweight Giant: **Commvault** ... Commvault connects all data sources into one policy engine."}, {"id": "mai-20260917-0922-baseline|c121-l1|alibaba-small|Veritas NetBackup", "prompt": "c121-l1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veritas NetBackup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Commvault is the successor to legacy titans like Veritas NetBackup."}, {"id": "mai-20260917-0922-baseline|c121-l1|alibaba-small|Cohesity", "prompt": "c121-l1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Data Consolidator: **Cohesity** ... Cohesity consolidates your storage stack while providing backup."}, {"id": "mai-20260917-0922-baseline|c121-l1|alibaba-small|Zerto", "prompt": "c121-l1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Zerto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your priority is **Disaster Recovery (DR)** rather than simple backup, look at **Zerto**."}, {"id": "mai-20260917-0922-baseline|c121-l1|anthropic-small|Veeam", "prompt": "c121-l1", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Backup software**: Veeam, CommVault, Acronis, Carbonite"}, {"id": "mai-20260917-0922-baseline|c121-l1|anthropic-small|CommVault", "prompt": "c121-l1", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "CommVault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Backup software**: Veeam, CommVault, Acronis, Carbonite"}, {"id": "mai-20260917-0922-baseline|c121-l1|anthropic-small|Acronis", "prompt": "c121-l1", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Backup software**: Veeam, CommVault, Acronis, Carbonite"}, {"id": "mai-20260917-0922-baseline|c121-l1|anthropic-small|Carbonite", "prompt": "c121-l1", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Carbonite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Backup software**: Veeam, CommVault, Acronis, Carbonite"}, {"id": "mai-20260917-0922-baseline|c121-l1|anthropic-small|AWS Backup", "prompt": "c121-l1", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "AWS Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cloud platforms**: AWS Backup, Microsoft Azure Site Recovery, Google Cloud Disaster Recovery"}, {"id": "mai-20260917-0922-baseline|c121-l1|anthropic-small|Microsoft Azure Site Recovery", "prompt": "c121-l1", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Microsoft Azure Site Recovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cloud platforms**: AWS Backup, Microsoft Azure Site Recovery, Google Cloud Disaster Recovery"}, {"id": "mai-20260917-0922-baseline|c121-l1|anthropic-small|Google Cloud Disaster Recovery", "prompt": "c121-l1", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Google Cloud Disaster Recovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cloud platforms**: AWS Backup, Microsoft Azure Site Recovery, Google Cloud Disaster Recovery"}, {"id": "mai-20260917-0922-baseline|c121-l1|anthropic-small|Dell EMC", "prompt": "c121-l1", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Dell EMC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Dedicated appliances**: Dell EMC, NetApp, HPE solutions"}, {"id": "mai-20260917-0922-baseline|c121-l1|anthropic-small|NetApp", "prompt": "c121-l1", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "NetApp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Dedicated appliances**: Dell EMC, NetApp, HPE solutions"}, {"id": "mai-20260917-0922-baseline|c121-l1|anthropic-small|HPE", "prompt": "c121-l1", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "HPE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Dedicated appliances**: Dell EMC, NetApp, HPE solutions"}, {"id": "mai-20260917-0922-baseline|c121-l1|challenger-small|Veeam", "prompt": "c121-l1", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around enterprise choice:** **Veeam** or **Commvault** for hybrid enterprise backup and recovery."}, {"id": "mai-20260917-0922-baseline|c121-l1|challenger-small|Commvault", "prompt": "c121-l1", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Commvault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best all-around enterprise choice:** **Veeam** or **Commvault** for hybrid enterprise backup and recovery."}, {"id": "mai-20260917-0922-baseline|c121-l1|challenger-small|Rubrik", "prompt": "c121-l1", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for VMware-heavy + ransomware resilience:** **Rubrik**."}, {"id": "mai-20260917-0922-baseline|c121-l1|challenger-small|Druva", "prompt": "c121-l1", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for cloud-native environments:** **Druva** or **Eon**."}, {"id": "mai-20260917-0922-baseline|c121-l1|challenger-small|Eon", "prompt": "c121-l1", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Eon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for cloud-native environments:** **Druva** or **Eon**."}, {"id": "mai-20260917-0922-baseline|c121-l1|challenger-small|Zerto", "prompt": "c121-l1", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Zerto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for DR-focused orchestration/failover:** **Zerto** or **Azure Site Recovery**"}, {"id": "mai-20260917-0922-baseline|c121-l1|challenger-small|Azure Site Recovery", "prompt": "c121-l1", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Azure Site Recovery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "prioritize **Zerto** or **Azure Site Recovery** over backup-first tools"}, {"id": "mai-20260917-0922-baseline|c121-l1|deepseek-small|Veeam", "prompt": "c121-l1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Veeam** is the pragmatic market-leading default"}, {"id": "mai-20260917-0922-baseline|c121-l1|deepseek-small|Rubrik", "prompt": "c121-l1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rubrik** being the strongest alternative if cyber resilience is your top priority"}, {"id": "mai-20260917-0922-baseline|c121-l1|deepseek-small|Commvault", "prompt": "c121-l1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Complex multi-database environments** | **Commvault**"}, {"id": "mai-20260917-0922-baseline|c121-l1|deepseek-small|Cohesity", "prompt": "c121-l1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Large-scale consolidation** | **Cohesity** (post-Veritas acquisition)"}, {"id": "mai-20260917-0922-baseline|c121-l1|deepseek-small|Zerto (part of HPE)", "prompt": "c121-l1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Zerto (part of HPE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mission-critical, near-zero RPO needed** | **Zerto** (continuous replication)"}, {"id": "mai-20260917-0922-baseline|c121-l1|deepseek-small|Druva", "prompt": "c121-l1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cloud-first, want zero infrastructure** | **Druva**"}, {"id": "mai-20260917-0922-baseline|c121-l1|deepseek-small|Acronis Cyber Protect", "prompt": "c121-l1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Budget-conscious with SMB-to-midmarket needs** | **Acronis Cyber Protect** or **Datto**"}, {"id": "mai-20260917-0922-baseline|c121-l1|deepseek-small|Datto", "prompt": "c121-l1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Datto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Budget-conscious with SMB-to-midmarket needs** | **Acronis Cyber Protect** or **Datto**"}, {"id": "mai-20260917-0922-baseline|c121-l1|google-small|Cohesity", "prompt": "c121-l1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cohesity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **Cohesity** or **Commvault** if you have a massive, complex footprint that spans legacy systems, on-premises data centers, and multi-cloud."}, {"id": "mai-20260917-0922-baseline|c121-l1|google-small|Rubrik", "prompt": "c121-l1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Rubrik** if cyber-security, zero-trust architecture, and ransomware recovery are your executive team's highest priority."}, {"id": "mai-20260917-0922-baseline|c121-l1|google-small|Veeam", "prompt": "c121-l1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Veeam** if you want the ultimate flexibility in selecting your own storage and hardware."}, {"id": "mai-20260917-0922-baseline|c121-l1|google-small|Commvault", "prompt": "c121-l1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Commvault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Go with **Cohesity** or **Commvault** if you have a massive, complex footprint"}, {"id": "mai-20260917-0922-baseline|c121-l1|google-small|Druva", "prompt": "c121-l1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Druva** if you want a hands-off, 100% SaaS-managed experience with zero on-prem hardware."}, {"id": "mai-20260917-0922-baseline|c121-l1|meta-small|Commvault Complete Data Protection", "prompt": "c121-l1", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Commvault Complete Data Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top solutions include Commvault Complete Data Protection, which combines Commvault Backup & Recovery with Commvault Disaster Recovery"}, {"id": "mai-20260917-0922-baseline|c121-l1|minimax-small|Veeam", "prompt": "c121-l1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Veeam**, **Rubrik**, or **Cohesity** are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c121-l1|minimax-small|Rubrik", "prompt": "c121-l1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Rubrik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Veeam**, **Rubrik**, or **Cohesity** are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c121-l1|minimax-small|Cohesity", "prompt": "c121-l1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cohesity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Veeam**, **Rubrik**, or **Cohesity** are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c121-l1|minimax-small|Commvault", "prompt": "c121-l1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Robust enterprise features with strong compliance capabilities"}, {"id": "mai-20260917-0922-baseline|c121-l1|minimax-small|Dell Technologies", "prompt": "c121-l1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Dell Technologies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Comprehensive ecosystem with deep hardware integration"}, {"id": "mai-20260917-0922-baseline|c121-l1|minimax-small|Microsoft Azure Backup", "prompt": "c121-l1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Microsoft Azure Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ideal if you're heavily in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c121-l1|minimax-small|Veritas NetBackup", "prompt": "c121-l1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veritas NetBackup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise-grade with strong multi-cloud support"}, {"id": "mai-20260917-0922-baseline|c121-l1|minimax-small|Druva", "prompt": "c121-l1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Druva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cloud-native with excellent SaaS protection"}, {"id": "mai-20260917-0922-baseline|c121-l1|minimax-small|HYCU", "prompt": "c121-l1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "HYCU", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong for hybrid cloud environments"}, {"id": "mai-20260917-0922-baseline|c121-l1|minimax-small|Unitrends", "prompt": "c121-l1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Unitrends", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Good for simplified backup and recovery needs"}, {"id": "mai-20260917-0922-baseline|c121-l1|mistral-small|Veeam", "prompt": "c121-l1", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Veeam or Rubrik** are top choices due to their market leadership, hybrid/multicloud support, and strong cyber recovery features."}, {"id": "mai-20260917-0922-baseline|c121-l1|mistral-small|Rubrik", "prompt": "c121-l1", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Rubrik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Veeam or Rubrik** are top choices due to their market leadership"}, {"id": "mai-20260917-0922-baseline|c121-l1|mistral-small|Microsoft", "prompt": "c121-l1", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Microsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft** is ideal for those already using Microsoft products"}, {"id": "mai-20260917-0922-baseline|c121-l1|mistral-small|OpenText", "prompt": "c121-l1", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "OpenText", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OpenText and Unitrends** offer robust alternatives."}, {"id": "mai-20260917-0922-baseline|c121-l1|mistral-small|Unitrends", "prompt": "c121-l1", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Unitrends", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OpenText and Unitrends** offer robust alternatives."}, {"id": "mai-20260917-0922-baseline|c121-l1|moonshot-small|Veeam", "prompt": "c121-l1", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Veeam** - If you want the market leader with proven execution and broad platform support"}, {"id": "mai-20260917-0922-baseline|c121-l1|moonshot-small|Commvault", "prompt": "c121-l1", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Commvault** - If you need comprehensive cyber recovery and unified data management"}, {"id": "mai-20260917-0922-baseline|c121-l1|moonshot-small|Rubrik", "prompt": "c121-l1", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rubrik** - If you prioritize modern, cloud-native architecture and strong security features"}, {"id": "mai-20260917-0922-baseline|c121-l1|moonshot-small|Cohesity", "prompt": "c121-l1", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cohesity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Modern data management platform; strong scalability"}, {"id": "mai-20260917-0922-baseline|c121-l1|moonshot-small|Dell Technologies", "prompt": "c121-l1", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Dell Technologies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrated hardware-software solutions; enterprise-grade infrastructure"}, {"id": "mai-20260917-0922-baseline|c121-l1|moonshot-small|Veritas", "prompt": "c121-l1", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veritas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Long-standing enterprise presence; comprehensive data protection"}, {"id": "mai-20260917-0922-baseline|c121-l1|openai-small|Veeam Backup & Replication", "prompt": "c121-l1", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam Backup & Replication", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the most broadly applicable enterprise choice, **Veeam Backup & Replication** is a very common fit"}, {"id": "mai-20260917-0922-baseline|c121-l1|openai-small|Cohesity", "prompt": "c121-l1", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cohesity** and **Commvault** are also strong enterprise contenders"}, {"id": "mai-20260917-0922-baseline|c121-l1|openai-small|Commvault", "prompt": "c121-l1", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cohesity** and **Commvault** are also strong enterprise contenders"}, {"id": "mai-20260917-0922-baseline|c121-l1|xai-small|Veeam Data Platform", "prompt": "c121-l1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Veeam** for most B2B enterprises due to its balance of execution, flexibility, and market share"}, {"id": "mai-20260917-0922-baseline|c121-l1|xai-small|Rubrik Security Cloud", "prompt": "c121-l1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Rubrik Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Run POCs with 2–3 vendors (e.g., Veeam + Rubrik)"}, {"id": "mai-20260917-0922-baseline|c121-l1|xai-small|Cohesity", "prompt": "c121-l1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cohesity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AI-powered data management; hyperconverged platform | Appliance-heavy; complex for smaller setups."}, {"id": "mai-20260917-0922-baseline|c121-l1|xai-small|Commvault Cloud", "prompt": "c121-l1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Commvault Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Broadest workload support (incl. mainframes); cyber recovery vaults"}, {"id": "mai-20260917-0922-baseline|c121-l1|xai-small|Dell Technologies", "prompt": "c121-l1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Dell Technologies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrated with PowerProtect; good for Dell hardware ecosystems"}, {"id": "mai-20260917-0922-baseline|c121-l1|xai-small|Veritas", "prompt": "c121-l1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veritas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "19x Leader status; multi-cloud resilience; NetBackup heritage."}, {"id": "mai-20260917-0922-baseline|c121-l1|xai-small|Zerto", "prompt": "c121-l1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Zerto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look at Zerto (HPE-owned, top for continuous replication)"}, {"id": "mai-20260917-0922-baseline|c121-l1|xai-small|AWS Elastic Disaster Recovery", "prompt": "c121-l1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "AWS Elastic Disaster Recovery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "AWS Elastic Disaster Recovery (cost-effective cloud-native)"}, {"id": "mai-20260917-0922-baseline|c121-l1|xai-small|Azure Site Recovery", "prompt": "c121-l1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Azure Site Recovery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or Azure Site Recovery (Microsoft stacks)"}, {"id": "mai-20260917-0922-baseline|c121-l1|zai-small|Veeam", "prompt": "c121-l1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Veeam** — *Flexibility & Breadth* ... **Best for:** Companies with diverse environments and a preference for flexibility and lower entry costs."}, {"id": "mai-20260917-0922-baseline|c121-l1|zai-small|Rubrik", "prompt": "c121-l1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Organizations prioritizing cyber resilience, zero‑trust architecture, and rapid, automated protection."}, {"id": "mai-20260917-0922-baseline|c121-l1|zai-small|Commvault", "prompt": "c121-l1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Large enterprises with complex, multi‑platform environments and strict regulatory needs."}, {"id": "mai-20260917-0922-baseline|c121-l1|zai-small|Cohesity", "prompt": "c121-l1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Organizations that want integrated backup, archiving, and insights into their data landscape."}, {"id": "mai-20260917-0922-baseline|c121-l1|zai-small|HYCU", "prompt": "c121-l1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "HYCU", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Cloud‑centric enterprises focused on SaaS workloads and rapid recovery."}, {"id": "mai-20260917-0922-baseline|c121-l1|zai-small|Druva", "prompt": "c121-l1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Companies heavily reliant on SaaS applications."}, {"id": "mai-20260917-0922-baseline|c121-l2|alibaba-small|Veeam Data Platform", "prompt": "c121-l2", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: **Veeam Data Platform** ... Veeam is currently the market leader in terms of execution and adoption."}, {"id": "mai-20260917-0922-baseline|c121-l2|alibaba-small|Rubrik", "prompt": "c121-l2", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Security-First Choice: **Rubrik** ... Trade-off: It comes at a premium price point compared to traditional vendors."}, {"id": "mai-20260917-0922-baseline|c121-l2|alibaba-small|Commvault", "prompt": "c121-l2", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Enterprise Scaler: **Commvault** ... Commvault is built for scale."}, {"id": "mai-20260917-0922-baseline|c121-l2|alibaba-small|Druva", "prompt": "c121-l2", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Honorable Mention: **Druva** (Cloud-Native SaaS)"}, {"id": "mai-20260917-0922-baseline|c121-l2|anthropic-small|Veeam Backup & Replication", "prompt": "c121-l2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Backup & Replication", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Veeam Backup & Replication - Highly regarded for enterprise environments"}, {"id": "mai-20260917-0922-baseline|c121-l2|anthropic-small|Commvault", "prompt": "c121-l2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Comprehensive data management platform... Scalable to very large deployments"}, {"id": "mai-20260917-0922-baseline|c121-l2|anthropic-small|Acronis Cyber Backup", "prompt": "c121-l2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis Cyber Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one backup, disaster recovery, and cyber protection"}, {"id": "mai-20260917-0922-baseline|c121-l2|anthropic-small|Veritas NetBackup", "prompt": "c121-l2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veritas NetBackup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Industry standard for large enterprises"}, {"id": "mai-20260917-0922-baseline|c121-l2|anthropic-small|AWS Backup", "prompt": "c121-l2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "AWS Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**AWS Backup** (if AWS is your primary infrastructure)"}, {"id": "mai-20260917-0922-baseline|c121-l2|anthropic-small|Microsoft Azure Backup", "prompt": "c121-l2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Microsoft Azure Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Microsoft Azure Backup** (if Azure is your primary infrastructure)"}, {"id": "mai-20260917-0922-baseline|c121-l2|anthropic-small|Google Cloud Backup and Disaster Recovery", "prompt": "c121-l2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Google Cloud Backup and Disaster Recovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Google Cloud Backup and Disaster Recovery**"}, {"id": "mai-20260917-0922-baseline|c121-l2|challenger-small|Commvault Cloud", "prompt": "c121-l2", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Commvault Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the single safest default choice for a large company, I'd pick **Commvault Cloud**"}, {"id": "mai-20260917-0922-baseline|c121-l2|challenger-small|Cohesity", "prompt": "c121-l2", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best fit if you need to consolidate data protection across a large organization"}, {"id": "mai-20260917-0922-baseline|c121-l2|challenger-small|Veritas NetBackup", "prompt": "c121-l2", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veritas NetBackup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong traditional enterprise platform, commonly ranked near the top for enterprise backup"}, {"id": "mai-20260917-0922-baseline|c121-l2|challenger-small|Arcserve Unified Data Protection", "prompt": "c121-l2", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Arcserve Unified Data Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "also appear consistently in enterprise rankings"}, {"id": "mai-20260917-0922-baseline|c121-l2|challenger-small|Druva", "prompt": "c121-l2", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a strong option when you want a fully managed service with no backup infrastructure to run"}, {"id": "mai-20260917-0922-baseline|c121-l2|deepseek-small|Veeam Data Platform", "prompt": "c121-l2", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Veeam Data Platform** as the strongest overall default choice"}, {"id": "mai-20260917-0922-baseline|c121-l2|deepseek-small|Commvault Cloud", "prompt": "c121-l2", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Commvault Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your company has a **complex, heterogeneous, highly regulated, multi-site estate**"}, {"id": "mai-20260917-0922-baseline|c121-l2|deepseek-small|Rubrik", "prompt": "c121-l2", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if **cyber resilience is your top priority**"}, {"id": "mai-20260917-0922-baseline|c121-l2|deepseek-small|Cohesity", "prompt": "c121-l2", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for **consolidating data management at massive scale**"}, {"id": "mai-20260917-0922-baseline|c121-l2|deepseek-small|Druva", "prompt": "c121-l2", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you're heavily **cloud-first/SaaS-driven**"}, {"id": "mai-20260917-0922-baseline|c121-l2|deepseek-small|Eon", "prompt": "c121-l2", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Eon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cloud-native, want SaaS/no hardware | **Druva** or **Eon**"}, {"id": "mai-20260917-0922-baseline|c121-l2|google-small|Veeam Data Platform", "prompt": "c121-l2", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Veeam is the long-running market leader in enterprise backup, renowned for its reliability and massive ecosystem."}, {"id": "mai-20260917-0922-baseline|c121-l2|google-small|Rubrik Security Cloud", "prompt": "c121-l2", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Rubrik Security Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "choose **Veeam** or **Rubrik**... **Rubrik** offers the most automated, zero-trust workflow"}, {"id": "mai-20260917-0922-baseline|c121-l2|google-small|Cohesity Data Cloud (featuring Veritas NetBackup)", "prompt": "c121-l2", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Cohesity Data Cloud (featuring Veritas NetBackup)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have massive legacy databases/mainframes alongside modern cloud, look at **Cohesity**."}, {"id": "mai-20260917-0922-baseline|c121-l2|google-small|Druva Data Security Cloud", "prompt": "c121-l2", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Druva Data Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are **80%+ in the cloud and SaaS**, go with **Druva**."}, {"id": "mai-20260917-0922-baseline|c121-l2|google-small|Commvault\"s SaaS-focused *Metallic* platform", "prompt": "c121-l2", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Commvault\"s SaaS-focused *Metallic* platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Druva** (or Commvault\"s SaaS-focused *Metallic* platform) is the best choice."}, {"id": "mai-20260917-0922-baseline|c121-l2|meta-small|Arcserve Unified Data Protection", "prompt": "c121-l2", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Arcserve Unified Data Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Arcserve Unified Data Protection - a comprehensive enterprise backup and recovery software"}, {"id": "mai-20260917-0922-baseline|c121-l2|meta-small|BackupVault", "prompt": "c121-l2", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "BackupVault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BackupVault - a managed online backup and disaster recovery service"}, {"id": "mai-20260917-0922-baseline|c121-l2|meta-small|NinjaOne Backup", "prompt": "c121-l2", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "NinjaOne Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "NinjaOne Backup - a robust enterprise backup solution"}, {"id": "mai-20260917-0922-baseline|c121-l2|minimax-small|Veeam", "prompt": "c121-l2", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My recommendation would be Veeam or Rubrik"}, {"id": "mai-20260917-0922-baseline|c121-l2|minimax-small|Rubrik", "prompt": "c121-l2", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Rubrik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My recommendation would be Veeam or Rubrik"}, {"id": "mai-20260917-0922-baseline|c121-l2|minimax-small|Commvault", "prompt": "c121-l2", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-grade solution with long-standing market presence"}, {"id": "mai-20260917-0922-baseline|c121-l2|minimax-small|Cohesity", "prompt": "c121-l2", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern data platform approach"}, {"id": "mai-20260917-0922-baseline|c121-l2|mistral-small|NinjaOne", "prompt": "c121-l2", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne is particularly noted for its overall versatility and strong performance in enterprise settings."}, {"id": "mai-20260917-0922-baseline|c121-l2|mistral-small|Arcserve Unified Data Protection", "prompt": "c121-l2", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Arcserve Unified Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recognized for its enterprise-grade capabilities and high reliability score"}, {"id": "mai-20260917-0922-baseline|c121-l2|mistral-small|HYCU", "prompt": "c121-l2", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "HYCU", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for its strong enterprise backup and recovery solutions, especially for hybrid and multi-cloud environments"}, {"id": "mai-20260917-0922-baseline|c121-l2|mistral-small|Veeam", "prompt": "c121-l2", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often recommended for its robust features, especially for virtualized environments and hybrid cloud setups"}, {"id": "mai-20260917-0922-baseline|c121-l2|moonshot-small|Veeam", "prompt": "c121-l2", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Veeam** as your primary consideration"}, {"id": "mai-20260917-0922-baseline|c121-l2|moonshot-small|Rubrik", "prompt": "c121-l2", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rubrik** is worth the premium for its built-in immutability and security-first design"}, {"id": "mai-20260917-0922-baseline|c121-l2|moonshot-small|Commvault", "prompt": "c121-l2", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex, Heterogeneous Environments"}, {"id": "mai-20260917-0922-baseline|c121-l2|moonshot-small|Cohesity", "prompt": "c121-l2", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for SaaS-First/Hybrid Approach"}, {"id": "mai-20260917-0922-baseline|c121-l2|moonshot-small|Druva", "prompt": "c121-l2", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Cloud-Native Organizations"}, {"id": "mai-20260917-0922-baseline|c121-l2|openai-small|Veeam Data Platform", "prompt": "c121-l2", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Veeam Data Platform** if you want the safest default choice for broad enterprise backup and recovery"}, {"id": "mai-20260917-0922-baseline|c121-l2|openai-small|Rubrik", "prompt": "c121-l2", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rubrik** is also a strong enterprise option... I'd put **Rubrik** very close behind."}, {"id": "mai-20260917-0922-baseline|c121-l2|xai-small|Veeam Data Platform", "prompt": "c121-l2", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Veeam Data Platform as the top data backup and recovery service."}, {"id": "mai-20260917-0922-baseline|c121-l2|xai-small|Rubrik", "prompt": "c121-l2", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rubrik Security Cloud**: Best for Zero Trust security and SaaS focus; Leader in Gartner (furthest in Vision). Premium-priced"}, {"id": "mai-20260917-0922-baseline|c121-l2|xai-small|Commvault", "prompt": "c121-l2", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Commvault Cloud**: Broadest workload coverage for regulated industries; Leader in Gartner"}, {"id": "mai-20260917-0922-baseline|c121-l2|xai-small|Cohesity", "prompt": "c121-l2", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cohesity DataProtect**: Excellent for data consolidation and multi-cloud; another Gartner Leader."}, {"id": "mai-20260917-0922-baseline|c121-l2|zai-small|Veeam Data Platform", "prompt": "c121-l2", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Veeam Data Platform"}, {"id": "mai-20260917-0922-baseline|c121-l2|zai-small|Commvault", "prompt": "c121-l2", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You can evaluate Rubrik or Commvault as alternatives"}, {"id": "mai-20260917-0922-baseline|c121-l2|zai-small|Rubrik", "prompt": "c121-l2", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rubrik Data Cloud - Strong on security and ransomware protection"}, {"id": "mai-20260917-0922-baseline|c121-l2|zai-small|Cohesity", "prompt": "c121-l2", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cohesity Data Cloud - Emphasizes data security and cyber resilience"}, {"id": "mai-20260917-0922-baseline|c121-l2|zai-small|Dell Technologies", "prompt": "c121-l2", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Dell Technologies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other leaders include Commvault, Rubrik, Cohesity, and Dell Technologies."}, {"id": "mai-20260917-0922-baseline|c121-l2|zai-small|Backblaze Business Backup", "prompt": "c121-l2", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Backblaze Business Backup", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it likely lacks the comprehensive enterprise features needed"}, {"id": "mai-20260917-0922-baseline|c121-l2|zai-small|Acronis Cyber Protect", "prompt": "c121-l2", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may not match Veeam's depth of features for large-scale operations"}, {"id": "mai-20260917-0922-baseline|c121-l3|alibaba-small|Veeam Data Platform", "prompt": "c121-l3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Veeam** if you want the safest bet with the largest talent pool, extensive partner support, and a \"bring-your-own-storage\" model"}, {"id": "mai-20260917-0922-baseline|c121-l3|alibaba-small|Rubrik Security Cloud", "prompt": "c121-l3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Rubrik** if your biggest fear is Ransomware, you have a budget for premium cybersecurity"}, {"id": "mai-20260917-0922-baseline|c121-l3|alibaba-small|Commvault Complete Data Protection", "prompt": "c121-l3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault Complete Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Commvault** if you have a massive amount of heterogeneous data"}, {"id": "mai-20260917-0922-baseline|c121-l3|alibaba-small|Dell Technologies (PowerProtect / Data Domain)", "prompt": "c121-l3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Dell Technologies (PowerProtect / Data Domain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Dell PowerProtect** if you are a Dell-centric shop"}, {"id": "mai-20260917-0922-baseline|c121-l3|alibaba-small|Druva", "prompt": "c121-l3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specializes in **Cloud-Native SaaS backup**"}, {"id": "mai-20260917-0922-baseline|c121-l3|alibaba-small|Cohesity", "prompt": "c121-l3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Acts as a **Unified Data Management** layer"}, {"id": "mai-20260917-0922-baseline|c121-l3|anthropic-small|ControlMonkey", "prompt": "c121-l3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "ControlMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The best enterprise cloud backup solutions in 2026 are ControlMonkey, Commvault, and Veeam Backup."}, {"id": "mai-20260917-0922-baseline|c121-l3|anthropic-small|Commvault", "prompt": "c121-l3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Veeam and Commvault lead for hybrid environments"}, {"id": "mai-20260917-0922-baseline|c121-l3|anthropic-small|Veeam Backup", "prompt": "c121-l3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Backup", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Veeam and Commvault lead for hybrid environments"}, {"id": "mai-20260917-0922-baseline|c121-l3|anthropic-small|Acronis Advanced Disaster Recovery", "prompt": "c121-l3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Advanced Disaster Recovery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Acronis Advanced Disaster Recovery and Arcserve UDP are the strongest on replication performance and recovery testing accuracy."}, {"id": "mai-20260917-0922-baseline|c121-l3|anthropic-small|Arcserve UDP", "prompt": "c121-l3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Arcserve UDP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strongest on replication performance and recovery testing accuracy"}, {"id": "mai-20260917-0922-baseline|c121-l3|anthropic-small|Rubrik", "prompt": "c121-l3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rubrik for VMware-heavy, ransomware-focused shops"}, {"id": "mai-20260917-0922-baseline|c121-l3|anthropic-small|Eon", "prompt": "c121-l3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Eon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Eon or Druva for cloud-native AWS, Azure, and GCP environments"}, {"id": "mai-20260917-0922-baseline|c121-l3|anthropic-small|Druva", "prompt": "c121-l3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Eon or Druva for cloud-native AWS, Azure, and GCP environments"}, {"id": "mai-20260917-0922-baseline|c121-l3|anthropic-small|Cohesity DataProtect", "prompt": "c121-l3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity DataProtect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cohesity DataProtect offers a consolidated approach"}, {"id": "mai-20260917-0922-baseline|c121-l3|anthropic-small|Unitrends", "prompt": "c121-l3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Unitrends", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Unitrends is a versatile disaster recovery solution with built-in compliance reporting"}, {"id": "mai-20260917-0922-baseline|c121-l3|challenger-small|Veeam", "prompt": "c121-l3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need broad, proven hybrid backup, Veeam is frequently positioned as the safest general-purpose enterprise choice."}, {"id": "mai-20260917-0922-baseline|c121-l3|challenger-small|Commvault", "prompt": "c121-l3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need strongest governance and compliance controls, Commvault and Veritas stand out."}, {"id": "mai-20260917-0922-baseline|c121-l3|challenger-small|Rubrik", "prompt": "c121-l3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If ransomware recovery is the main concern, Rubrik and Acronis are often highlighted"}, {"id": "mai-20260917-0922-baseline|c121-l3|challenger-small|Cohesity", "prompt": "c121-l3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cohesity and Commvault are common consolidation choices"}, {"id": "mai-20260917-0922-baseline|c121-l3|challenger-small|AWS Backup", "prompt": "c121-l3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "AWS Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best when you want hyperscaler-native backup, not cross-cloud breadth"}, {"id": "mai-20260917-0922-baseline|c121-l3|challenger-small|Azure Backup", "prompt": "c121-l3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Azure Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "cloud-native options like AWS Backup, Azure Backup, and Eon"}, {"id": "mai-20260917-0922-baseline|c121-l3|challenger-small|Eon", "prompt": "c121-l3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Eon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are cloud-first, Druva, Eon, and AWS Backup are better aligned"}, {"id": "mai-20260917-0922-baseline|c121-l3|challenger-small|Acronis", "prompt": "c121-l3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Rubrik and Acronis are often highlighted because they bundle cyber-recovery or security features with backup"}, {"id": "mai-20260917-0922-baseline|c121-l3|challenger-small|Druva", "prompt": "c121-l3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you are cloud-first, Druva, Eon, and AWS Backup are better aligned than traditional on-prem-centric tools."}, {"id": "mai-20260917-0922-baseline|c121-l3|challenger-small|Veritas NetBackup", "prompt": "c121-l3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veritas NetBackup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Often chosen for strict restore governance and traceability"}, {"id": "mai-20260917-0922-baseline|c121-l3|deepseek-small|Veeam", "prompt": "c121-l3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Most organizations seeking flexibility and simplicity across mixed on-prem/cloud environments.\"; \"best *overall* for broad ransomware recovery readiness"}, {"id": "mai-20260917-0922-baseline|c121-l3|deepseek-small|Commvault", "prompt": "c121-l3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Broadest workload coverage & complex DR failover"}, {"id": "mai-20260917-0922-baseline|c121-l3|deepseek-small|Rubrik", "prompt": "c121-l3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strongest for enterprise cyber resilience and clean operational recovery"}, {"id": "mai-20260917-0922-baseline|c121-l3|deepseek-small|Cohesity", "prompt": "c121-l3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Large-scale data management consolidation"}, {"id": "mai-20260917-0922-baseline|c121-l3|deepseek-small|Veritas", "prompt": "c121-l3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veritas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a core group of vendors: Veeam, Commvault, Rubrik, Cohesity, Veritas, and Dell Technologies"}, {"id": "mai-20260917-0922-baseline|c121-l3|deepseek-small|Dell Technologies", "prompt": "c121-l3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Dell Technologies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a core group of vendors: Veeam, Commvault, Rubrik, Cohesity, Veritas, and Dell Technologies"}, {"id": "mai-20260917-0922-baseline|c121-l3|deepseek-small|Druva", "prompt": "c121-l3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Organizations wanting to offload infrastructure entirely."}, {"id": "mai-20260917-0922-baseline|c121-l3|deepseek-small|Zerto", "prompt": "c121-l3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Zerto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Near-zero RPO/RTO for mission-critical continuous availability"}, {"id": "mai-20260917-0922-baseline|c121-l3|google-small|Veeam", "prompt": "c121-l3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The dominant market titan for virtualized, hybrid, and physical workloads."}, {"id": "mai-20260917-0922-baseline|c121-l3|google-small|Rubrik", "prompt": "c121-l3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **Rubrik** if you are heavily focused on cybersecurity"}, {"id": "mai-20260917-0922-baseline|c121-l3|google-small|Commvault", "prompt": "c121-l3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The undisputed champion of massive, complex, and highly regulated heterogeneous environments."}, {"id": "mai-20260917-0922-baseline|c121-l3|google-small|Cohesity", "prompt": "c121-l3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with **Cohesity** if you have a massive storage footprint"}, {"id": "mai-20260917-0922-baseline|c121-l3|google-small|Veritas NetBackup", "prompt": "c121-l3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veritas NetBackup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Incorporates Veritas\"u2019 massive scale and legacy database/API connectors"}, {"id": "mai-20260917-0922-baseline|c121-l3|google-small|Druva", "prompt": "c121-l3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with **Druva** if you are looking to eliminate physical backup hardware entirely"}, {"id": "mai-20260917-0922-baseline|c121-l3|meta-small|Arcserve Unified Data Protection", "prompt": "c121-l3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Arcserve Unified Data Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade backup and disaster recovery solutions include Arcserve Unified Data Protection"}, {"id": "mai-20260917-0922-baseline|c121-l3|meta-small|IBM Storage Protect", "prompt": "c121-l3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "IBM Storage Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "IBM Storage Protect, Veritas NetBackup, Veeam Data Platform"}, {"id": "mai-20260917-0922-baseline|c121-l3|meta-small|Veritas NetBackup", "prompt": "c121-l3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veritas NetBackup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "IBM Storage Protect, Veritas NetBackup, Veeam Data Platform"}, {"id": "mai-20260917-0922-baseline|c121-l3|meta-small|Veeam Data Platform", "prompt": "c121-l3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Data Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Robust protection across virtual, physical, cloud, and SaaS environments with instant recovery (Veeam Data Platform)"}, {"id": "mai-20260917-0922-baseline|c121-l3|meta-small|Rubrik Security Cloud", "prompt": "c121-l3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik Security Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rubrik Security Cloud, Druva Data Security Cloud"}, {"id": "mai-20260917-0922-baseline|c121-l3|meta-small|Druva Data Security Cloud", "prompt": "c121-l3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Druva Data Security Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Druva Data Security Cloud, Acronis Cyber Protect"}, {"id": "mai-20260917-0922-baseline|c121-l3|meta-small|Acronis Cyber Protect", "prompt": "c121-l3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Acronis Cyber Protect, HYCU Data Protection"}, {"id": "mai-20260917-0922-baseline|c121-l3|meta-small|HYCU Data Protection", "prompt": "c121-l3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "HYCU Data Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HYCU Data Protection, Barracuda Data Protection"}, {"id": "mai-20260917-0922-baseline|c121-l3|meta-small|Barracuda Data Protection", "prompt": "c121-l3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Barracuda Data Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Barracuda Data Protection, ControlMonkey"}, {"id": "mai-20260917-0922-baseline|c121-l3|meta-small|ControlMonkey", "prompt": "c121-l3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "ControlMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Automated daily infrastructure snapshots and one-click rollback (ControlMonkey)"}, {"id": "mai-20260917-0922-baseline|c121-l3|meta-small|Commvault", "prompt": "c121-l3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cleanroom Recovery in Azure and AI-powered Threatwise deception (Commvault)"}, {"id": "mai-20260917-0922-baseline|c121-l3|meta-small|Cohesity", "prompt": "c121-l3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Commvault, and Cohesity"}, {"id": "mai-20260917-0922-baseline|c121-l3|meta-small|Veeam Backup & Replication", "prompt": "c121-l3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Backup & Replication", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Comprehensive backup, replication, and disaster recovery for virtual, physical, cloud, and SaaS environments with instant recovery capabilities (Veeam Backup & Replication)"}, {"id": "mai-20260917-0922-baseline|c121-l3|minimax-small|Veeam Data Platform", "prompt": "c121-l3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Veeam Data Platform** (Gold winner in TechTarget's 2024 evaluation) ... Maximum flexibility & ecosystem | **Veeam**"}, {"id": "mai-20260917-0922-baseline|c121-l3|minimax-small|Rubrik", "prompt": "c121-l3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise-grade security & automation | **Rubrik**"}, {"id": "mai-20260917-0922-baseline|c121-l3|minimax-small|Cohesity", "prompt": "c121-l3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consolidating data management at scale | **Cohesity**"}, {"id": "mai-20260917-0922-baseline|c121-l3|minimax-small|Commvault", "prompt": "c121-l3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Broadest workload coverage | **Commvault**"}, {"id": "mai-20260917-0922-baseline|c121-l3|minimax-small|Veritas Alta Data Protection", "prompt": "c121-l3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veritas Alta Data Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Veritas Alta Data Protection** (Silver winner)"}, {"id": "mai-20260917-0922-baseline|c121-l3|minimax-small|Dell Technologies PowerProtect", "prompt": "c121-l3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Dell Technologies PowerProtect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Dell Technologies PowerProtect**"}, {"id": "mai-20260917-0922-baseline|c121-l3|minimax-small|HYCU R-Cloud", "prompt": "c121-l3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "HYCU R-Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cloud-first/SaaS simplicity | **Druva** or **HYCU**"}, {"id": "mai-20260917-0922-baseline|c121-l3|minimax-small|Druva", "prompt": "c121-l3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Excellent for cloud-native AWS/Azure/GCP workloads"}, {"id": "mai-20260917-0922-baseline|c121-l3|minimax-small|Zerto (HPE)", "prompt": "c121-l3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Zerto (HPE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Near-zero RPO (seconds), sub-minute RTO – best for Tier-1 financial/healthcare"}, {"id": "mai-20260917-0922-baseline|c121-l3|minimax-small|Acronis", "prompt": "c121-l3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Acronis**"}, {"id": "mai-20260917-0922-baseline|c121-l3|mistral-small|Veeam Data Platform", "prompt": "c121-l3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gold winner in multiple evaluations, praised for flexibility, simplicity, and broad workload coverage"}, {"id": "mai-20260917-0922-baseline|c121-l3|mistral-small|Veritas Alta Data Protection", "prompt": "c121-l3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veritas Alta Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Silver winner, offering robust data protection with a focus on comprehensive coverage and scalability"}, {"id": "mai-20260917-0922-baseline|c121-l3|mistral-small|HYCU R-Cloud", "prompt": "c121-l3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "HYCU R-Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bronze winner, known for its cloud-native approach and strong integration with major cloud platforms"}, {"id": "mai-20260917-0922-baseline|c121-l3|mistral-small|Rubrik", "prompt": "c121-l3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A leader in cyber-resilience, Rubrik emphasizes security with immutable backups"}, {"id": "mai-20260917-0922-baseline|c121-l3|mistral-small|Cohesity", "prompt": "c121-l3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focuses on consolidating data management at scale, with strong multi-cloud support"}, {"id": "mai-20260917-0922-baseline|c121-l3|mistral-small|Commvault", "prompt": "c121-l3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Offers the broadest workload coverage, including legacy systems like AS/400"}, {"id": "mai-20260917-0922-baseline|c121-l3|mistral-small|Druva", "prompt": "c121-l3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A cloud-first, SaaS-managed platform that avoids traditional appliance requirements"}, {"id": "mai-20260917-0922-baseline|c121-l3|moonshot-small|Veeam Data Platform", "prompt": "c121-l3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most organizations, **Veeam** offers the best balance of flexibility, ecosystem, and cost."}, {"id": "mai-20260917-0922-baseline|c121-l3|moonshot-small|Rubrik Security Cloud", "prompt": "c121-l3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Rubrik** if security is paramount"}, {"id": "mai-20260917-0922-baseline|c121-l3|moonshot-small|Cohesity DataProtect", "prompt": "c121-l3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity DataProtect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cohesity** for massive scale recovery"}, {"id": "mai-20260917-0922-baseline|c121-l3|moonshot-small|Commvault", "prompt": "c121-l3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Commvault** for the most complex heterogeneous environments"}, {"id": "mai-20260917-0922-baseline|c121-l3|moonshot-small|Veritas NetBackup", "prompt": "c121-l3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veritas NetBackup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best For: Enterprises wanting integrated ransomware resilience - Trade-off: Can be complex compared to newer solutions"}, {"id": "mai-20260917-0922-baseline|c121-l3|moonshot-small|IBM Storage Protect", "prompt": "c121-l3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "IBM Storage Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Organizations with heavy tape/archive requirements - Trade-off: Older interface, steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c121-l3|moonshot-small|Dell PowerProtect Data Manager", "prompt": "c121-l3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Dell PowerProtect Data Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Often criticized as multiple products \"bolted together\""}, {"id": "mai-20260917-0922-baseline|c121-l3|moonshot-small|AWS DRS", "prompt": "c121-l3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "AWS DRS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Cloud-native DR** (AWS DRS, Azure Site Recovery) for cloud-first strategies"}, {"id": "mai-20260917-0922-baseline|c121-l3|moonshot-small|Azure Site Recovery", "prompt": "c121-l3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Azure Site Recovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Cloud-native DR** (AWS DRS, Azure Site Recovery) for cloud-first strategies"}, {"id": "mai-20260917-0922-baseline|c121-l3|openai-small|Veeam", "prompt": "c121-l3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Hybrid environments, VMware/Hyper-V, Microsoft workloads, and organizations that want broad ecosystem support."}, {"id": "mai-20260917-0922-baseline|c121-l3|openai-small|Commvault", "prompt": "c121-l3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Commvault tends to be the choice for depth and breadth in large, regulated environments"}, {"id": "mai-20260917-0922-baseline|c121-l3|openai-small|Rubrik", "prompt": "c121-l3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rubrik is frequently selected when the priority is modern simplicity + cyber recovery"}, {"id": "mai-20260917-0922-baseline|c121-l3|openai-small|Cohesity", "prompt": "c121-l3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cohesity is often positioned as a data platform rather than just a backup product"}, {"id": "mai-20260917-0922-baseline|c121-l3|openai-small|Acronis Cyber Protect", "prompt": "c121-l3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is generally less common than the major enterprise platforms above for very large, complex data centers"}, {"id": "mai-20260917-0922-baseline|c121-l3|openai-small|AWS Backup", "prompt": "c121-l3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "AWS Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AWS Backup is excellent if your workloads live mostly in AWS"}, {"id": "mai-20260917-0922-baseline|c121-l3|openai-small|Azure Backup", "prompt": "c121-l3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Azure Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Microsoft positions Azure Backup as the data protection service for backup/restore"}, {"id": "mai-20260917-0922-baseline|c121-l3|openai-small|Azure Site Recovery", "prompt": "c121-l3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Azure Site Recovery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "use Azure Site Recovery for disaster recovery and failover orchestration"}, {"id": "mai-20260917-0922-baseline|c121-l3|openai-small|Google Cloud Backup and DR Service", "prompt": "c121-l3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Google Cloud Backup and DR Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "strong choice when your footprint is mainly in Google Cloud"}, {"id": "mai-20260917-0922-baseline|c121-l3|xai-small|Veeam Data Platform", "prompt": "c121-l3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Veeam wins awards for simplicity ... Broadest workload support ... Highest in Gartner's Ability to Execute (5x in a row)"}, {"id": "mai-20260917-0922-baseline|c121-l3|xai-small|Commvault Cloud (formerly Complete Data Protection)", "prompt": "c121-l3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault Cloud (formerly Complete Data Protection)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Widest coverage (mainframes, SAP HANA, Oracle, AS/400), massive scale"}, {"id": "mai-20260917-0922-baseline|c121-l3|xai-small|Rubrik Security Cloud", "prompt": "c121-l3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Security-first (built-in zero-trust, immutable FS, AI anomaly/malware detection...). Leads Gartner's Vision."}, {"id": "mai-20260917-0922-baseline|c121-l3|xai-small|Cohesity DataProtect", "prompt": "c121-l3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity DataProtect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Data consolidation (backup + archiving + dev/test), mass restores"}, {"id": "mai-20260917-0922-baseline|c121-l3|xai-small|Veritas Alta (NetBackup family)", "prompt": "c121-l3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veritas Alta (NetBackup family)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise-proven longevity (19x Gartner Leader), policy-driven automation"}, {"id": "mai-20260917-0922-baseline|c121-l3|xai-small|Dell PowerProtect", "prompt": "c121-l3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Dell PowerProtect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "frequently appear in top lists but are slightly behind in enterprise leadership per Gartner"}, {"id": "mai-20260917-0922-baseline|c121-l3|xai-small|Druva", "prompt": "c121-l3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Druva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "frequently appear in top lists but are slightly behind in enterprise leadership per Gartner"}, {"id": "mai-20260917-0922-baseline|c121-l3|xai-small|Arcserve", "prompt": "c121-l3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Arcserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "frequently appear in top lists but are slightly behind in enterprise leadership per Gartner"}, {"id": "mai-20260917-0922-baseline|c121-l3|xai-small|HYCU", "prompt": "c121-l3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "HYCU", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HYCU bronze"}, {"id": "mai-20260917-0922-baseline|c121-l3|xai-small|Zerto", "prompt": "c121-l3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Zerto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "specialists like Zerto (CDP add-on for some) hit sub-minute but aren't full Leaders"}, {"id": "mai-20260917-0922-baseline|c121-l3|zai-small|Veeam", "prompt": "c121-l3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Flexibility and control across hybrid clouds** | Veeam"}, {"id": "mai-20260917-0922-baseline|c121-l3|zai-small|Rubrik", "prompt": "c121-l3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Ransomware‑first, immutable, appliance‑based security** | Rubrik"}, {"id": "mai-20260917-0922-baseline|c121-l3|zai-small|Cohesity", "prompt": "c121-l3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Consolidated, AI‑enhanced backup and analytics** | Cohesity"}, {"id": "mai-20260917-0922-baseline|c121-l3|zai-small|Commvault", "prompt": "c121-l3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Broad workload support and complex governance** | Commvault"}, {"id": "mai-20260917-0922-baseline|c121-l3|zai-small|Zerto", "prompt": "c121-l3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Zerto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Sub‑minute failover for critical workloads** | Zerto"}, {"id": "mai-20260917-0922-baseline|c121-l3|zai-small|Druva", "prompt": "c121-l3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Druva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Fully managed BaaS with minimal on‑prem footprint** | Druva"}, {"id": "mai-20260917-0922-baseline|c121-l3|zai-small|Acronis Cyber Protect", "prompt": "c121-l3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Integrated backup + security** | Acronis"}, {"id": "mai-20260917-0922-baseline|c121-l3|zai-small|Veritas NetBackup", "prompt": "c121-l3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veritas NetBackup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Mature, large‑scale enterprise deployments** | Veritas NetBackup"}, {"id": "mai-20260917-0922-baseline|c121-l3|zai-small|Unitrends", "prompt": "c121-l3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Unitrends", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Simple, agentless virtual appliance backup** | Unitrends"}, {"id": "mai-20260917-0922-baseline|c121-l3|zai-small|HYCU Protege", "prompt": "c121-l3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "HYCU Protege", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Kubernetes‑centric, managed BaaS** | HYCU Protege"}, {"id": "mai-20260917-0922-baseline|c121-l4|alibaba-small|Barracuda Networks", "prompt": "c121-l4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Barracuda Networks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the consensus best solution is **Barracuda Networks** (specifically their Backup-as-a-Service)"}, {"id": "mai-20260917-0922-baseline|c121-l4|alibaba-small|Kaseya/Barracuda Datto", "prompt": "c121-l4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Kaseya/Barracuda Datto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "go with **Barracuda/Datto** for the simplest, most predictable bill"}, {"id": "mai-20260917-0922-baseline|c121-l4|alibaba-small|Veeam", "prompt": "c121-l4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative 1: For Complex Virtual Environments (VMware/Hyper-V) **Veeam Backup & Replication**"}, {"id": "mai-20260917-0922-baseline|c121-l4|alibaba-small|Commvault", "prompt": "c121-l4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Commvault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their pricing models\ttied to capacity (GBs stored) or specific feature tiers\ttcan lead to unpredictable spikes"}, {"id": "mai-20260917-0922-baseline|c121-l4|alibaba-small|Rubrik", "prompt": "c121-l4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rubrik is superior technologically but slightly less predictable on pricing"}, {"id": "mai-20260917-0922-baseline|c121-l4|anthropic-small|Veeam", "prompt": "c121-l4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Veeam, Commvault, and Eon remain the most defensible choices in 2026"}, {"id": "mai-20260917-0922-baseline|c121-l4|anthropic-small|Commvault", "prompt": "c121-l4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Commvault", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Veeam, Commvault, and Eon remain the most defensible choices in 2026"}, {"id": "mai-20260917-0922-baseline|c121-l4|anthropic-small|Eon", "prompt": "c121-l4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Eon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Veeam, Commvault, and Eon remain the most defensible choices in 2026"}, {"id": "mai-20260917-0922-baseline|c121-l4|anthropic-small|Rubrik", "prompt": "c121-l4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "On-prem-heavy environments favor Veeam or Rubrik"}, {"id": "mai-20260917-0922-baseline|c121-l4|anthropic-small|Cohesity", "prompt": "c121-l4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "hybrid environments favor Commvault or Cohesity"}, {"id": "mai-20260917-0922-baseline|c121-l4|anthropic-small|Druva", "prompt": "c121-l4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "cloud-first environments favor Eon or Druva"}, {"id": "mai-20260917-0922-baseline|c121-l4|challenger-small|Datto SIRIS", "prompt": "c121-l4", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Datto SIRIS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datto SIRIS** is the strongest fit among the results because it is described as having **predictable pricing**"}, {"id": "mai-20260917-0922-baseline|c121-l4|challenger-small|Veeam", "prompt": "c121-l4", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Veeam**, **Commvault**, and **HYCU** are repeatedly identified as strong enterprise options"}, {"id": "mai-20260917-0922-baseline|c121-l4|challenger-small|Commvault", "prompt": "c121-l4", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Veeam**, **Commvault**, and **HYCU** are repeatedly identified as strong enterprise options"}, {"id": "mai-20260917-0922-baseline|c121-l4|challenger-small|HYCU", "prompt": "c121-l4", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "HYCU", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Veeam**, **Commvault**, and **HYCU** are repeatedly identified as strong enterprise options"}, {"id": "mai-20260917-0922-baseline|c121-l4|deepseek-small|Druva Data Security Cloud", "prompt": "c121-l4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Druva Data Security Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Druva Data Security Cloud (Resilience Cloud)** stands out as the strongest fit"}, {"id": "mai-20260917-0922-baseline|c121-l4|deepseek-small|Commvault Cloud", "prompt": "c121-l4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Commvault Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Commvault Cloud**"}, {"id": "mai-20260917-0922-baseline|c121-l4|deepseek-small|Veeam Data Platform", "prompt": "c121-l4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Data Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good, but per-workload scaling can be unpredictable with VM growth"}, {"id": "mai-20260917-0922-baseline|c121-l4|deepseek-small|Rubrik", "prompt": "c121-l4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Rubrik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Scales with data growth, not user count — less predictable for user-heavy workloads"}, {"id": "mai-20260917-0922-baseline|c121-l4|deepseek-small|Cohesity", "prompt": "c121-l4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Cohesity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Same limitation as Rubrik"}, {"id": "mai-20260917-0922-baseline|c121-l4|deepseek-small|Microsoft Azure Site Recovery", "prompt": "c121-l4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Microsoft Azure Site Recovery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pay-as-you-go can balloon; less predictable"}, {"id": "mai-20260917-0922-baseline|c121-l4|google-small|Druva Data Resiliency Cloud", "prompt": "c121-l4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Druva Data Resiliency Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Enterprise SaaS & Endpoint Protection: **Druva Data Resiliency Cloud**"}, {"id": "mai-20260917-0922-baseline|c121-l4|google-small|Barracuda Cloud-to-Cloud Backup", "prompt": "c121-l4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Barracuda Cloud-to-Cloud Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Pure Budget Certainty in M365/SaaS: **Barracuda Cloud-to-Cloud Backup**"}, {"id": "mai-20260917-0922-baseline|c121-l4|google-small|Veeam Data Platform", "prompt": "c121-l4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Data Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex, Hybrid Infrastructure: **Veeam Data Platform (paired with Wasabi)**"}, {"id": "mai-20260917-0922-baseline|c121-l4|google-small|Wasabi Hot Cloud Storage", "prompt": "c121-l4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "pairing Veeam with **Wasabi Hot Cloud Storage** as the backup repository, you achieve absolute cost predictability"}, {"id": "mai-20260917-0922-baseline|c121-l4|google-small|Commvault Cloud (powered by Metallic)", "prompt": "c121-l4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Commvault Cloud (powered by Metallic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Enterprise-Grade Versatility: **Commvault Cloud (powered by Metallic)**"}, {"id": "mai-20260917-0922-baseline|c121-l4|google-small|Backblaze Business Backup", "prompt": "c121-l4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze Business Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Distributed Endpoint Backup Only: **Backblaze Business Backup**"}, {"id": "mai-20260917-0922-baseline|c121-l4|meta-small|Rubrik", "prompt": "c121-l4", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Rubrik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Rubrik - averages around $57,000 per year"}, {"id": "mai-20260917-0922-baseline|c121-l4|meta-small|Commvault", "prompt": "c121-l4", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Commvault - median annual contract of $284,924"}, {"id": "mai-20260917-0922-baseline|c121-l4|meta-small|Veeam Data Platform", "prompt": "c121-l4", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Data Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Veeam Data Platform - starting price of $89.20 per workload per year (Essentials)"}, {"id": "mai-20260917-0922-baseline|c121-l4|meta-small|HPE", "prompt": "c121-l4", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "HPE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HPE - no list prices published, but third-party estimates range from $76,750 to $500,000 per year"}, {"id": "mai-20260917-0922-baseline|c121-l4|minimax-small|Barracuda", "prompt": "c121-l4", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Barracuda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Barracuda or Rewind - both offer true per-user pricing with unlimited storage, making costs fully predictable based on headcount."}, {"id": "mai-20260917-0922-baseline|c121-l4|minimax-small|Rewind", "prompt": "c121-l4", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Rewind", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Barracuda or Rewind - both offer true per-user pricing with unlimited storage, making costs fully predictable based on headcount."}, {"id": "mai-20260917-0922-baseline|c121-l4|minimax-small|ProBackup", "prompt": "c121-l4", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "ProBackup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ProBackup** | $25-$69/month flat tiers | Flat-rate options"}, {"id": "mai-20260917-0922-baseline|c121-l4|minimax-small|MSP360", "prompt": "c121-l4", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "MSP360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**MSP360** | $2.50-$3.00/user/month"}, {"id": "mai-20260917-0922-baseline|c121-l4|minimax-small|Backupify", "prompt": "c121-l4", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backupify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Backupify** | Per-user, per-application | Multi-application coverage"}, {"id": "mai-20260917-0922-baseline|c121-l4|minimax-small|Veeam Data Platform", "prompt": "c121-l4", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Data Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Veeam Data Platform**: $2,400–$6,000/socket/year (flexible, hardware-agnostic)"}, {"id": "mai-20260917-0922-baseline|c121-l4|minimax-small|Rubrik Security Cloud", "prompt": "c121-l4", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Rubrik Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider **Rubrik** or **Cohesity** if you need comprehensive workload coverage, though pricing is per TB rather than per user."}, {"id": "mai-20260917-0922-baseline|c121-l4|minimax-small|Cohesity DataProtect", "prompt": "c121-l4", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Cohesity DataProtect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Consider **Rubrik** or **Cohesity** if you need comprehensive workload coverage"}, {"id": "mai-20260917-0922-baseline|c121-l4|minimax-small|Commvault Complete", "prompt": "c121-l4", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Commvault Complete", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Commvault Complete**: $800–$2,500/TB/year (broadest coverage)"}, {"id": "mai-20260917-0922-baseline|c121-l4|mistral-small|Commvault Cloud", "prompt": "c121-l4", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Commvault Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Commvault Cloud stands out with clear per-user pricing starting at $1.70/user/month, making it easier to scale costs predictably"}, {"id": "mai-20260917-0922-baseline|c121-l4|mistral-small|Veeam Data Platform", "prompt": "c121-l4", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Data Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Veeam Data Platform is another strong contender, especially for hybrid and multicloud environments."}, {"id": "mai-20260917-0922-baseline|c121-l4|mistral-small|Rubrik", "prompt": "c121-l4", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rubrik is also a strong choice for those seeking a predictable annual cost model."}, {"id": "mai-20260917-0922-baseline|c121-l4|moonshot-small|Druva", "prompt": "c121-l4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Druva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Druva (SaaS-Native)"}, {"id": "mai-20260917-0922-baseline|c121-l4|moonshot-small|Zmanda Pro", "prompt": "c121-l4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Zmanda Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting evaluations with **Druva** ... or **Zmanda Pro** (for cost optimization)"}, {"id": "mai-20260917-0922-baseline|c121-l4|moonshot-small|Acronis Cyber Protect", "prompt": "c121-l4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider: Acronis Cyber Protect"}, {"id": "mai-20260917-0922-baseline|c121-l4|moonshot-small|Veeam", "prompt": "c121-l4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Costs scale with infrastructure, not users; 4-8% annual price increases"}, {"id": "mai-20260917-0922-baseline|c121-l4|moonshot-small|Rubrik", "prompt": "c121-l4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Rubrik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Data growth directly increases costs; unpredictable with expansion"}, {"id": "mai-20260917-0922-baseline|c121-l4|moonshot-small|Cohesity", "prompt": "c121-l4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Cohesity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Capacity-based billing creates variable costs"}, {"id": "mai-20260917-0922-baseline|c121-l4|moonshot-small|Commvault", "prompt": "c121-l4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Commvault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Complex modular pricing; requires careful negotiation"}, {"id": "mai-20260917-0922-baseline|c121-l4|openai-small|Veeam Data Cloud / Veeam Data Platform", "prompt": "c121-l4", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Data Cloud / Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall pick: Veeam Data Cloud / Veeam Data Platform"}, {"id": "mai-20260917-0922-baseline|c121-l4|openai-small|Commvault Cloud / Commvault Complete", "prompt": "c121-l4", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Commvault Cloud / Commvault Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best enterprise-wide alternative: Commvault Cloud / Commvault Complete"}, {"id": "mai-20260917-0922-baseline|c121-l4|xai-small|Veeam Data Platform", "prompt": "c121-l4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Veeam Data Platform (with Universal License - VUL) stands out as the best overall backup and disaster recovery (BCDR) solution"}, {"id": "mai-20260917-0922-baseline|c121-l4|xai-small|Commvault Cloud (SaaS)", "prompt": "c121-l4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Commvault Cloud (SaaS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Published per-user pricing for M365... but full hybrid may require custom quotes less predictable than Veeam's VUL."}, {"id": "mai-20260917-0922-baseline|c121-l4|xai-small|Druva inSync/Data Security Cloud", "prompt": "c121-l4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Druva inSync/Data Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fully SaaS, zero-trust DR; suits cloud-first but costs scale with data volume."}, {"id": "mai-20260917-0922-baseline|c121-l4|xai-small|Rubrik Security Cloud", "prompt": "c121-l4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Rubrik Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gartner Leader for security focus, but semi-annual true-ups reduce predictability vs. Veeam."}, {"id": "mai-20260917-0922-baseline|c121-l4|xai-small|AWS Elastic DR", "prompt": "c121-l4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "AWS Elastic DR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Variable Models: Skip AWS Elastic DR or Azure Site Recovery"}, {"id": "mai-20260917-0922-baseline|c121-l4|xai-small|Azure Site Recovery", "prompt": "c121-l4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Azure Site Recovery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Skip AWS Elastic DR or Azure Site Recovery ($0.028/server/hour + storage)—great for AWS/Azure natives but unpredictable at scale."}, {"id": "mai-20260917-0922-baseline|c121-l4|xai-small|Zerto", "prompt": "c121-l4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Zerto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "for VMware-heavy DR, add Zerto (~$580/VM/year)"}, {"id": "mai-20260917-0922-baseline|c121-l4|zai-small|Veeam Data Platform", "prompt": "c121-l4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Veeam Data Platform with VUL licensing is the most suitable solution."}, {"id": "mai-20260917-0922-baseline|c121-l4|zai-small|Zmanda Pro", "prompt": "c121-l4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Zmanda Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong alternatives with predictable pricing: Zmanda Pro"}, {"id": "mai-20260917-0922-baseline|c121-l4|zai-small|Eon", "prompt": "c121-l4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Eon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Usage-based per-GB/month for cloud-native and hybrid environments"}, {"id": "mai-20260917-0922-baseline|c121-l4|zai-small|Microsoft Azure Backup + Azure Site Recovery", "prompt": "c121-l4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Microsoft Azure Backup + Azure Site Recovery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Organizations already heavily invested in Azure and Microsoft 365."}, {"id": "mai-20260917-0922-baseline|c121-l4|zai-small|Microsoft 365 Backup (SaaS)", "prompt": "c121-l4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Microsoft 365 Backup (SaaS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not a complete enterprise BCDR platform"}, {"id": "mai-20260917-0922-baseline|c121-l5|alibaba-small|Veeam", "prompt": "c121-l5", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When scoring your finalists (likely Veeam, Commvault, Cohesity, Rubrik, Actifio)"}, {"id": "mai-20260917-0922-baseline|c121-l5|alibaba-small|Commvault", "prompt": "c121-l5", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "likely Veeam, Commvault, Cohesity, Rubrik, Actifio"}, {"id": "mai-20260917-0922-baseline|c121-l5|alibaba-small|Cohesity", "prompt": "c121-l5", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Cohesity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "likely Veeam, Commvault, Cohesity, Rubrik, Actifio"}, {"id": "mai-20260917-0922-baseline|c121-l5|alibaba-small|Rubrik", "prompt": "c121-l5", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Rubrik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "likely Veeam, Commvault, Cohesity, Rubrik, Actifio"}, {"id": "mai-20260917-0922-baseline|c121-l5|alibaba-small|Actifio", "prompt": "c121-l5", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Actifio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "likely Veeam, Commvault, Cohesity, Rubrik, Actifio"}, {"id": "mai-20260917-0922-baseline|c121-l5|challenger-small|Commvault", "prompt": "c121-l5", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Commvault, Veeam, Quest, Cohesity, Rubrik"}, {"id": "mai-20260917-0922-baseline|c121-l5|challenger-small|Veeam", "prompt": "c121-l5", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Commvault, Veeam, Quest, Cohesity, Rubrik"}, {"id": "mai-20260917-0922-baseline|c121-l5|challenger-small|Quest", "prompt": "c121-l5", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Quest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Commvault, Veeam, Quest, Cohesity, Rubrik"}, {"id": "mai-20260917-0922-baseline|c121-l5|challenger-small|Cohesity", "prompt": "c121-l5", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Cohesity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Commvault, Veeam, Quest, Cohesity, Rubrik"}, {"id": "mai-20260917-0922-baseline|c121-l5|challenger-small|Rubrik", "prompt": "c121-l5", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Rubrik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Commvault, Veeam, Quest, Cohesity, Rubrik"}, {"id": "mai-20260917-0922-baseline|c121-l5|challenger-small|Zerto", "prompt": "c121-l5", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Zerto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zerto, Arcserve, Datto"}, {"id": "mai-20260917-0922-baseline|c121-l5|challenger-small|Arcserve", "prompt": "c121-l5", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Arcserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zerto, Arcserve, Datto"}, {"id": "mai-20260917-0922-baseline|c121-l5|challenger-small|Datto", "prompt": "c121-l5", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Datto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Zerto, Arcserve, Datto"}, {"id": "mai-20260917-0922-baseline|c121-l5|challenger-small|Druva", "prompt": "c121-l5", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Druva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Druva, Acronis, Infrascale"}, {"id": "mai-20260917-0922-baseline|c121-l5|challenger-small|Acronis", "prompt": "c121-l5", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Druva, Acronis, Infrascale"}, {"id": "mai-20260917-0922-baseline|c121-l5|challenger-small|Infrascale", "prompt": "c121-l5", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Infrascale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Druva, Acronis, Infrascale"}, {"id": "mai-20260917-0922-baseline|c121-l5|meta-small|Microsoft 365 Backup & Disaster Recovery Solution", "prompt": "c121-l5", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Microsoft 365 Backup & Disaster Recovery Solution", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some potential solutions to consider include: 1. Microsoft 365 Backup & Disaster Recovery Solution"}, {"id": "mai-20260917-0922-baseline|c121-l5|meta-small|ConnectWise's Axcient x360Recover", "prompt": "c121-l5", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "ConnectWise's Axcient x360Recover", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. ConnectWise's Axcient x360Recover"}, {"id": "mai-20260917-0922-baseline|c121-l5|meta-small|Managed Backup and Disaster Recovery Services by Discover Cyber Solutions", "prompt": "c121-l5", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Managed Backup and Disaster Recovery Services by Discover Cyber Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Managed Backup and Disaster Recovery Services by Discover Cyber Solutions"}, {"id": "mai-20260917-0922-baseline|c121-l5|minimax-small|Cohesity", "prompt": "c121-l5", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Cohesity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cohesity** | Strong AI/ML features, unified data platform | Appliance-based pricing model"}, {"id": "mai-20260917-0922-baseline|c121-l5|minimax-small|Rubrik", "prompt": "c121-l5", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Rubrik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Rubrik** | Strong security architecture, immutable from ground up | Hardware lock-in concerns"}, {"id": "mai-20260917-0922-baseline|c121-l5|minimax-small|Veeam", "prompt": "c121-l5", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Veeam** | Software-defined, flexible licensing | Requires additional configuration for immutability"}, {"id": "mai-20260917-0922-baseline|c121-l5|minimax-small|Commvault", "prompt": "c121-l5", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Commvault** | Enterprise mature, broad platform support | Legacy interface"}, {"id": "mai-20260917-0922-baseline|c121-l5|mistral-small|Veeam", "prompt": "c121-l5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong VM/physical server backup, ransomware recovery, and cloud integration | Popular in enterprise environments"}, {"id": "mai-20260917-0922-baseline|c121-l5|mistral-small|Druva", "prompt": "c121-l5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Druva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud-native, global deduplication, immutable backups, strong compliance"}, {"id": "mai-20260917-0922-baseline|c121-l5|mistral-small|Rubrik", "prompt": "c121-l5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Rubrik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Simplified management, instant recovery, strong security/compliance"}, {"id": "mai-20260917-0922-baseline|c121-l5|mistral-small|Commvault", "prompt": "c121-l5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Comprehensive data protection, strong encryption, and compliance"}, {"id": "mai-20260917-0922-baseline|c121-l5|mistral-small|Cohesity", "prompt": "c121-l5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Cohesity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Hyperconverged secondary storage, strong ransomware protection"}, {"id": "mai-20260917-0922-baseline|c121-l5|mistral-small|Zerto", "prompt": "c121-l5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Zerto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Continuous data protection, low RPO/RTO, strong for VMware"}, {"id": "mai-20260917-0922-baseline|c121-l5|mistral-small|AWS/Azure/GCP Native Solutions", "prompt": "c121-l5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "AWS/Azure/GCP Native Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Native integration, strong compliance, global reach | Evaluate if you're already in the cloud"}, {"id": "mai-20260917-0922-baseline|c121-l5|moonshot-small|Rubrik", "prompt": "c121-l5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Rubrik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rubrik** – Strongest for cyber resilience, excellent SSO/SAML support, SOC 2 compliant, premium pricing"}, {"id": "mai-20260917-0922-baseline|c121-l5|moonshot-small|Veeam", "prompt": "c121-l5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Veeam** – Most flexible, broadest workload support, strong in hybrid environments, mid-range pricing"}, {"id": "mai-20260917-0922-baseline|c121-l5|moonshot-small|Cohesity", "prompt": "c121-l5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Cohesity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Post-Veritas acquisition (2024), comprehensive platform"}, {"id": "mai-20260917-0922-baseline|c121-l5|moonshot-small|Druva", "prompt": "c121-l5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Druva** – Best if you want to eliminate hardware management entirely, pure SaaS model"}, {"id": "mai-20260917-0922-baseline|c121-l5|moonshot-small|Commvault", "prompt": "c121-l5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Software + SaaS | Complex enterprise environments | Deep data management capabilities"}, {"id": "mai-20260917-0922-baseline|c121-l5|xai-small|Veeam", "prompt": "c121-l5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Veeam** | Hybrid/multi-cloud leader; strong DRaaS; immutable backups."}, {"id": "mai-20260917-0922-baseline|c121-l5|xai-small|Commvault", "prompt": "c121-l5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Commvault Cloud** | Unified BDR; AI analytics; broad workload support."}, {"id": "mai-20260917-0922-baseline|c121-l5|xai-small|Rubrik", "prompt": "c121-l5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rubrik** | Ransomware focus; policy-driven; cleanroom recovery."}, {"id": "mai-20260917-0922-baseline|c121-l5|xai-small|Cohesity", "prompt": "c121-l5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cohesity** | Data management + BDR; global scale."}, {"id": "mai-20260917-0922-baseline|c121-l5|xai-small|Druva", "prompt": "c121-l5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Druva** | Cloud-native; SaaS-heavy; zero-trust."}, {"id": "mai-20260917-0922-baseline|c121-l5|xai-small|Zerto (HPE)", "prompt": "c121-l5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Zerto (HPE)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others: Zerto (HPE), HYCU (app-focused) | Niche strengths"}, {"id": "mai-20260917-0922-baseline|c121-l5|xai-small|HYCU", "prompt": "c121-l5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "HYCU", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others: Zerto (HPE), HYCU (app-focused) | Niche strengths"}, {"id": "mai-20260917-0922-baseline|c121-l6|alibaba-small|Dropbox Business", "prompt": "c121-l6", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Dropbox Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Using commercial consumer cloud storage (e.g., Dropbox Business or Backblaze Personal plans) ... without an enterprise license is risky."}, {"id": "mai-20260917-0922-baseline|c121-l6|alibaba-small|Backblaze Personal", "prompt": "c121-l6", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Backblaze Personal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Using commercial consumer cloud storage (e.g., Dropbox Business or Backblaze Personal plans) ... without an enterprise license is risky."}, {"id": "mai-20260917-0922-baseline|c121-l6|deepseek-small|Veritas Backup Exec, System Recovery, and Desktop & Laptop Option (DLO)", "prompt": "c121-l6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Veritas Backup Exec, System Recovery, and Desktop & Laptop Option (DLO)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "announced end-of-sale in March 2026, with end-of-life by April 2029. New licenses and renewals are no longer available."}, {"id": "mai-20260917-0922-baseline|c121-l6|deepseek-small|Rocket Servergraph", "prompt": "c121-l6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Rocket Servergraph", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "reached end-of-life May 2025 (no updates, no security patches, no support)"}, {"id": "mai-20260917-0922-baseline|c121-l6|deepseek-small|Oracle/StorageTek tape libraries", "prompt": "c121-l6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Oracle/StorageTek tape libraries", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Oracle has exited the tape library market; support timelines are uncertain"}, {"id": "mai-20260917-0922-baseline|c121-l6|deepseek-small|Veeam", "prompt": "c121-l6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Veeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Veeam's 2024 report found 76% of organizations hit by ransomware had attackers compromise backup infrastructure first"}, {"id": "mai-20260917-0922-baseline|c121-l6|deepseek-small|Cohesity", "prompt": "c121-l6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Cohesity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "limited SaaS application coverage beyond Microsoft 365 and Salesforce, and no standalone backup software"}, {"id": "mai-20260917-0922-baseline|c121-l6|deepseek-small|Veritas NetBackup", "prompt": "c121-l6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Veritas NetBackup", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the Cohesity/Veritas NetBackup acquisition and the Arctera split are reminders that M&A can abruptly change product roadmaps and support terms"}, {"id": "mai-20260917-0922-baseline|c121-l6|google-small|Microsoft OneDrive", "prompt": "c121-l6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Microsoft OneDrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid classifying these as \"backups\" or \"disaster recovery.\" ... tools like standard Microsoft OneDrive, Google Drive, or Dropbox as their backup strategy."}, {"id": "mai-20260917-0922-baseline|c121-l6|google-small|Google Drive", "prompt": "c121-l6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid classifying these as \"backups\" or \"disaster recovery.\" ... Microsoft OneDrive, Google Drive, or Dropbox"}, {"id": "mai-20260917-0922-baseline|c121-l6|google-small|Dropbox", "prompt": "c121-l6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid classifying these as \"backups\" or \"disaster recovery.\" ... Microsoft OneDrive, Google Drive, or Dropbox"}, {"id": "mai-20260917-0922-baseline|c121-l6|google-small|AWS EBS snapshots", "prompt": "c121-l6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "AWS EBS snapshots", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Native public cloud snapshots (e.g., AWS EBS snapshots) are great for saving raw data, but they do not constitute a complete disaster recovery plan."}, {"id": "mai-20260917-0922-baseline|c121-l6|google-small|rsync", "prompt": "c121-l6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "rsync", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for critical, tier-1 enterprise workloads... custom scripts (like rsync) or unmanaged open-source backup tools... is highly dangerous at the enterprise scale."}, {"id": "mai-20260917-0922-baseline|c121-l6|minimax-small|Veeam", "prompt": "c121-l6", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Solutions that store data in **standard formats** (e.g., Veeam, Zerto, Veeam Backup & Replication using .vbk, or cloud-native APIs)"}, {"id": "mai-20260917-0922-baseline|c121-l6|minimax-small|Zerto", "prompt": "c121-l6", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Zerto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose a **platform-agnostic backup/DR** that can protect physical, virtual, and cloud workloads (e.g., Veeam, Zerto, Commvault)"}, {"id": "mai-20260917-0922-baseline|c121-l6|minimax-small|Restic", "prompt": "c121-l6", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Restic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Look for **open-source backup engines** (e.g., Restic, BorgBackup) that expose portable repositories."}, {"id": "mai-20260917-0922-baseline|c121-l6|minimax-small|BorgBackup", "prompt": "c121-l6", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "BorgBackup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "open-source backup engines** (e.g., Restic, BorgBackup) that expose portable repositories"}, {"id": "mai-20260917-0922-baseline|c121-l6|minimax-small|Commvault", "prompt": "c121-l6", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "platform-agnostic backup/DR ... (e.g., Veeam, Zerto, Commvault)"}, {"id": "mai-20260917-0922-baseline|c121-l6|minimax-small|AWS Elastic Disaster Recovery", "prompt": "c121-l6", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "AWS Elastic Disaster Recovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Use solutions that provide **orchestrated failover** (e.g., Zerto Virtual Replication, Veeam Orchestrator, AWS Elastic Disaster Recovery)"}, {"id": "mai-20260917-0922-baseline|c121-l6|moonshot-small|Microsoft 365", "prompt": "c121-l6", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Microsoft 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Microsoft 365 provides only a **14-day deleted item retention** for Exchange and a **93-day SharePoint recycle bin**—these are operational safeguards, not disaster recovery"}, {"id": "mai-20260917-0922-baseline|c121-l6|xai-small|AWS Elastic Disaster Recovery", "prompt": "c121-l6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "AWS Elastic Disaster Recovery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pure replication-only tools (e.g., AWS Elastic Disaster Recovery, Azure Site Recovery as standalone): Continuous replication spreads corruption/ransomware"}, {"id": "mai-20260917-0922-baseline|c121-l6|xai-small|Azure Site Recovery", "prompt": "c121-l6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Azure Site Recovery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "fine for failover but not full backup replacement"}, {"id": "mai-20260917-0922-baseline|c121-l6|xai-small|Arcserve", "prompt": "c121-l6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Arcserve", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Limited cloud-native/SaaS support (agent-heavy, weak multicloud)... poor customer experience/support hindering innovation. Better for SMBs."}, {"id": "mai-20260917-0922-baseline|c121-l6|xai-small|Acronis", "prompt": "c121-l6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Acronis", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Dropped from 2024 MQ (focus on MSPs/edges, not enterprise data centers); weak database/public cloud coverage."}, {"id": "mai-20260917-0922-baseline|c121-l6|xai-small|Unitrends", "prompt": "c121-l6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Unitrends", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Frequent corruption/RAID failures (esp. appliances), poor update stability, bad support"}, {"id": "mai-20260917-0922-baseline|c121-l6|xai-small|Actifio", "prompt": "c121-l6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Actifio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "High storage costs (no compression), no bare-metal restore... Limited current enterprise traction."}, {"id": "mai-20260917-0922-baseline|c121-l6|xai-small|Cohesity", "prompt": "c121-l6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Cohesity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Frequent updates cause bugs (Cohesity)... not \"avoid,\" but test rigorously for scale."}, {"id": "mai-20260917-0922-baseline|c121-l6|xai-small|Rubrik", "prompt": "c121-l6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Rubrik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "limited snapshot integrations/higher cloud costs (Rubrik)—not \"avoid,\" but test rigorously for scale."}, {"id": "mai-20260917-0922-baseline|c121-l6|xai-small|CrashPlan", "prompt": "c121-l6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "CrashPlan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Consumer/SMB-focused tools (e.g., CrashPlan, Backblaze): Poor reviews for enterprise"}, {"id": "mai-20260917-0922-baseline|c121-l6|xai-small|Backblaze", "prompt": "c121-l6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Backblaze", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Consumer/SMB-focused tools (e.g., CrashPlan, Backblaze): Poor reviews for enterprise (slow restores, no phone support...)"}, {"id": "mai-20260917-0922-baseline|c121-l6|xai-small|Veeam", "prompt": "c121-l6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Opt for Leaders like Veeam, Commvault, Rubrik, Druva, HYCU (high G2/Gartner ratings)."}, {"id": "mai-20260917-0922-baseline|c121-l6|xai-small|Commvault", "prompt": "c121-l6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Opt for Leaders like Veeam, Commvault, Rubrik, Druva, HYCU"}, {"id": "mai-20260917-0922-baseline|c121-l6|xai-small|Druva", "prompt": "c121-l6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Opt for Leaders like Veeam, Commvault, Rubrik, Druva, HYCU"}, {"id": "mai-20260917-0922-baseline|c121-l6|xai-small|HYCU", "prompt": "c121-l6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "HYCU", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Opt for Leaders like Veeam, Commvault, Rubrik, Druva, HYCU"}, {"id": "mai-20260917-0922-baseline|c121-l6|zai-small|Veeam Backup & Replication", "prompt": "c121-l6", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Veeam Backup & Replication", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Critical RCE flaw (CVE‑2024‑40711, CVSS 9.8) allows unauthenticated remote code execution... **Caution:** Keep software fully patched"}, {"id": "mai-20260917-0922-baseline|c121-l6|zai-small|Acronis Cyber Infrastructure (ACI)", "prompt": "c121-l6", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Acronis Cyber Infrastructure (ACI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Critical vulnerability (CVE‑2023‑45249) allows arbitrary remote code execution due to default passwords; actively exploited by threat actors."}, {"id": "mai-20260917-0922-baseline|c121-m1|alibaba-small|Veeam Backup & Replication", "prompt": "c121-m1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam Backup & Replication", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Veeam is widely considered the gold standard for Virtualized and Cloud environments."}, {"id": "mai-20260917-0922-baseline|c121-m1|alibaba-small|Datto (Datto BCDR)", "prompt": "c121-m1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Datto (Datto BCDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Datto if speed and ease of failure recovery are your highest priorities."}, {"id": "mai-20260917-0922-baseline|c121-m1|alibaba-small|Unitrends", "prompt": "c121-m1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Unitrends", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Unitrends if you want a \"single box\" solution that minimizes administrative overhead."}, {"id": "mai-20260917-0922-baseline|c121-m1|alibaba-small|Arcserve UDP", "prompt": "c121-m1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Arcserve UDP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Arcserve offers a very flexible licensing model (pay-per-terabyte) that can reduce costs for growing mid-market firms."}, {"id": "mai-20260917-0922-baseline|c121-m1|alibaba-small|Acronis", "prompt": "c121-m1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Veeam, Datto, and Acronis excel here."}, {"id": "mai-20260917-0922-baseline|c121-m1|anthropic-small|Veeam", "prompt": "c121-m1", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vendors like Veeam, Commvault, or Acronis handle backup management"}, {"id": "mai-20260917-0922-baseline|c121-m1|anthropic-small|Commvault", "prompt": "c121-m1", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vendors like Veeam, Commvault, or Acronis handle backup management"}, {"id": "mai-20260917-0922-baseline|c121-m1|anthropic-small|Acronis", "prompt": "c121-m1", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vendors like Veeam, Commvault, or Acronis handle backup management"}, {"id": "mai-20260917-0922-baseline|c121-m1|anthropic-small|AWS Backup", "prompt": "c121-m1", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "AWS Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Cloud-Native Solutions**: AWS Backup, Azure Site Recovery, Google Cloud Backup"}, {"id": "mai-20260917-0922-baseline|c121-m1|anthropic-small|Azure Site Recovery", "prompt": "c121-m1", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Azure Site Recovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cloud-Native Solutions**: AWS Backup, Azure Site Recovery, Google Cloud Backup"}, {"id": "mai-20260917-0922-baseline|c121-m1|anthropic-small|Google Cloud Backup", "prompt": "c121-m1", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Google Cloud Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cloud-Native Solutions**: AWS Backup, Azure Site Recovery, Google Cloud Backup"}, {"id": "mai-20260917-0922-baseline|c121-m1|challenger-small|Veeam", "prompt": "c121-m1", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best backup and disaster recovery solution is usually **Veeam** if you want the strongest general-purpose platform"}, {"id": "mai-20260917-0922-baseline|c121-m1|challenger-small|Acronis", "prompt": "c121-m1", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Veeam or Acronis** is the safest recommendation"}, {"id": "mai-20260917-0922-baseline|c121-m1|challenger-small|Datto SIRIS/ALTO", "prompt": "c121-m1", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Datto SIRIS/ALTO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you are heavily focused on **fast recovery**, on-premises infrastructure, and a simpler flat-fee model"}, {"id": "mai-20260917-0922-baseline|c121-m1|challenger-small|Druva", "prompt": "c121-m1", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for **cloud-first** teams that want to reduce on-prem backup infrastructure"}, {"id": "mai-20260917-0922-baseline|c121-m1|deepseek-small|Veeam", "prompt": "c121-m1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have internal IT and a mix of VMs/cloud/SaaS** \\u2192 **Veeam**"}, {"id": "mai-20260917-0922-baseline|c121-m1|deepseek-small|Datto SIRIS", "prompt": "c121-m1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Datto SIRIS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you work with an MSP** or want fully managed protection \\u2192 **Datto SIRIS**."}, {"id": "mai-20260917-0922-baseline|c121-m1|deepseek-small|Acronis Cyber Protect", "prompt": "c121-m1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If budget is tight and you want backup + security in one tool** \\u2192 **Acronis Cyber Protect**."}, {"id": "mai-20260917-0922-baseline|c121-m1|deepseek-small|Arcserve Continuous Availability", "prompt": "c121-m1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Arcserve Continuous Availability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Look for **Continuous Data Protection (CDP)** with real-time replication (e.g., Acronis, Arcserve Continuous Availability)."}, {"id": "mai-20260917-0922-baseline|c121-m1|deepseek-small|Arcserve UDP", "prompt": "c121-m1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Arcserve UDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Arcserve UDP** = strong unified data protection, popular with European/Asian mid-market firms, per-terabyte licensing"}, {"id": "mai-20260917-0922-baseline|c121-m1|deepseek-small|Quorum onQ", "prompt": "c121-m1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Quorum onQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Quorum onQ** = strong pick for mixed physical/virtual infra needing local-plus-cloud DR"}, {"id": "mai-20260917-0922-baseline|c121-m1|google-small|Veeam Data Platform", "prompt": "c121-m1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Veeam Data Platform (The Overall Market Leader)... Veeam is the dominant player in the mid-market because of its unmatched flexibility"}, {"id": "mai-20260917-0922-baseline|c121-m1|google-small|Druva Data Security Cloud", "prompt": "c121-m1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Druva Data Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Lean IT & Cloud-First Companies... 100% SaaS-based, cloud-native platform"}, {"id": "mai-20260917-0922-baseline|c121-m1|google-small|Rubrik Security Cloud", "prompt": "c121-m1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Rubrik Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High-Security & Ransomware Resilience... The Catch: Rubrik can be expensive."}, {"id": "mai-20260917-0922-baseline|c121-m1|google-small|Axcient", "prompt": "c121-m1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Axcient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Lower-Mid-Market / MSP-Reliant... highly integrated, cost-effective BDR platforms"}, {"id": "mai-20260917-0922-baseline|c121-m1|google-small|Acronis Cyber Protect", "prompt": "c121-m1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Acronis famously blends BDR with active cyber-security ... into a single agent"}, {"id": "mai-20260917-0922-baseline|c121-m1|google-small|Cohesity", "prompt": "c121-m1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cohesity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Rubrik** (or Cohesity)"}, {"id": "mai-20260917-0922-baseline|c121-m1|meta-small|Veeam", "prompt": "c121-m1", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best backup and disaster recovery solution for a mid-market B2B company is Veeam, Acronis Cyber Protect, or Arcserve UDP."}, {"id": "mai-20260917-0922-baseline|c121-m1|meta-small|Acronis Cyber Protect", "prompt": "c121-m1", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is Veeam, Acronis Cyber Protect, or Arcserve UDP"}, {"id": "mai-20260917-0922-baseline|c121-m1|meta-small|Arcserve UDP", "prompt": "c121-m1", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Arcserve UDP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "is Veeam, Acronis Cyber Protect, or Arcserve UDP"}, {"id": "mai-20260917-0922-baseline|c121-m1|minimax-small|Cohesity", "prompt": "c121-m1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Cohesity** – If AI-powered security is a priority"}, {"id": "mai-20260917-0922-baseline|c121-m1|minimax-small|Commvault", "prompt": "c121-m1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "the leaders in the market (in alphabetical order) are: ... **Commvault**"}, {"id": "mai-20260917-0922-baseline|c121-m1|minimax-small|Dell Technologies", "prompt": "c121-m1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Dell Technologies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the leaders in the market (in alphabetical order) are: ... **Dell Technologies**"}, {"id": "mai-20260917-0922-baseline|c121-m1|minimax-small|Rubrik", "prompt": "c121-m1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Rubrik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the leaders in the market (in alphabetical order) are: ... **Rubrik**"}, {"id": "mai-20260917-0922-baseline|c121-m1|minimax-small|Veeam", "prompt": "c121-m1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Veeam Data Platform** – Best overall balance of enterprise features and mid-market pricing"}, {"id": "mai-20260917-0922-baseline|c121-m1|minimax-small|Veritas", "prompt": "c121-m1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veritas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "the leaders in the market (in alphabetical order) are: ... **Veritas**"}, {"id": "mai-20260917-0922-baseline|c121-m1|minimax-small|Arcserve Unified Data Protection (UDP)", "prompt": "c121-m1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Arcserve Unified Data Protection (UDP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Arcserve UDP** – If simplicity and unified protection are key"}, {"id": "mai-20260917-0922-baseline|c121-m1|minimax-small|Acronis Advanced Disaster Recovery", "prompt": "c121-m1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis Advanced Disaster Recovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Mid-market mixed environments"}, {"id": "mai-20260917-0922-baseline|c121-m1|minimax-small|Druva Data Security Cloud", "prompt": "c121-m1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Druva Data Security Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Mid-markets reducing on-premises backup infrastructure"}, {"id": "mai-20260917-0922-baseline|c121-m1|mistral-small|Acronis Cyber Protect", "prompt": "c121-m1", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Acronis Cyber Protect** and **Datto SIRIS** are top choices due to their comprehensive features, ease of use, and strong support for mixed environments"}, {"id": "mai-20260917-0922-baseline|c121-m1|mistral-small|Datto SIRIS", "prompt": "c121-m1", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Datto SIRIS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Acronis Cyber Protect** and **Datto SIRIS** are top choices"}, {"id": "mai-20260917-0922-baseline|c121-m1|mistral-small|Arcserve UDP", "prompt": "c121-m1", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Arcserve UDP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Arcserve UDP** is also highly recommended"}, {"id": "mai-20260917-0922-baseline|c121-m1|mistral-small|Assured Data Protection", "prompt": "c121-m1", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Assured Data Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tailors solutions to mid-market enterprises, offering flexibility from on-premise private clouds to hybrid cloud approaches."}, {"id": "mai-20260917-0922-baseline|c121-m1|mistral-small|Veritas Backup Exec", "prompt": "c121-m1", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veritas Backup Exec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A reliable data backup and recovery platform for small to mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c121-m1|moonshot-small|Datto SIRIS", "prompt": "c121-m1", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Datto SIRIS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Choice: Datto SIRIS** if you want a turnkey solution with minimal IT overhead and predictable costs"}, {"id": "mai-20260917-0922-baseline|c121-m1|moonshot-small|Veeam Data Platform", "prompt": "c121-m1", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam Data Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Veeam Data Platform** if you have existing infrastructure investments"}, {"id": "mai-20260917-0922-baseline|c121-m1|moonshot-small|Rubrik", "prompt": "c121-m1", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider Rubrik** if ransomware protection is your absolute top priority and budget allows for premium pricing."}, {"id": "mai-20260917-0922-baseline|c121-m1|moonshot-small|Acronis Cyber Protect", "prompt": "c121-m1", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Unified Protection ... Cons: May not be as specialized as pure-play backup solutions"}, {"id": "mai-20260917-0922-baseline|c121-m1|openai-small|Veeam", "prompt": "c121-m1", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall balance:**Veeam + immutable object storage + tested offsite DR environment"}, {"id": "mai-20260917-0922-baseline|c121-m1|openai-small|Rubrik", "prompt": "c121-m1", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if ransomware resilience and simplicity matter most:**Rubrik or Cohesity"}, {"id": "mai-20260917-0922-baseline|c121-m1|openai-small|Cohesity", "prompt": "c121-m1", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rubrik or Cohesity"}, {"id": "mai-20260917-0922-baseline|c121-m1|openai-small|Acronis", "prompt": "c121-m1", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "often simpler and more cost-effective, especially for mixed environments"}, {"id": "mai-20260917-0922-baseline|c121-m1|openai-small|Datto", "prompt": "c121-m1", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Datto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "common in MSP-led environments, especially for business continuity and rapid restore"}, {"id": "mai-20260917-0922-baseline|c121-m1|openai-small|Azure Site Recovery + Azure Backup", "prompt": "c121-m1", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Azure Site Recovery + Azure Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you are Microsoft-centric:**Azure Backup + Azure Site Recovery"}, {"id": "mai-20260917-0922-baseline|c121-m1|xai-small|Acronis Cyber Protect (Advanced Disaster Recovery)", "prompt": "c121-m1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis Cyber Protect (Advanced Disaster Recovery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Acronis Cyber Protect** for most mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c121-m1|xai-small|Arcserve Unified Data Protection (UDP)", "prompt": "c121-m1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Arcserve Unified Data Protection (UDP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market unified BDR with hybrid cloud... Great for cost-conscious B2B with legacy systems."}, {"id": "mai-20260917-0922-baseline|c121-m1|xai-small|Veeam Data Platform", "prompt": "c121-m1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam Data Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader in Gartner 2024 MQ (highest execution score)... Drawbacks: Steeper learning curve, higher cost/complexity"}, {"id": "mai-20260917-0922-baseline|c121-m1|xai-small|NinjaOne", "prompt": "c121-m1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Other strong contenders**: NinjaOne (unified RMM + backup for endpoints)"}, {"id": "mai-20260917-0922-baseline|c121-m1|xai-small|Datto SIRIS", "prompt": "c121-m1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Datto SIRIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Datto SIRIS (MSP-focused endpoints)"}, {"id": "mai-20260917-0922-baseline|c121-m1|xai-small|Rubrik", "prompt": "c121-m1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Rubrik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Rubrik/Commvault (if scaling to enterprise)"}, {"id": "mai-20260917-0922-baseline|c121-m1|xai-small|Commvault", "prompt": "c121-m1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Rubrik/Commvault (if scaling to enterprise)"}, {"id": "mai-20260917-0922-baseline|c121-m1|zai-small|Veeam® Backup & Replication", "prompt": "c121-m1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam® Backup & Replication", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Veeam** | You want **full control**, a **software‑based model**, and a clear upgrade path to cloud‑native backup."}, {"id": "mai-20260917-0922-baseline|c121-m1|zai-small|Acronis® Advanced Disaster Recovery (ADR)", "prompt": "c121-m1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis® Advanced Disaster Recovery (ADR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid‑market firms with **mixed environments** who like a **single‑vendor platform** that bundles backup + security."}, {"id": "mai-20260917-0922-baseline|c121-m1|zai-small|Arcserve® Unified Data Protection (UDP)", "prompt": "c121-m1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Arcserve® Unified Data Protection (UDP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Organizations that need **unified protection** for both on‑prem and cloud assets"}, {"id": "mai-20260917-0922-baseline|c121-m1|zai-small|Datto® (now part of Kaseya)", "prompt": "c121-m1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Datto® (now part of Kaseya)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "mid‑market firms that **prefer an MSP‑delivered, turnkey solution** and don’t want to manage the software directly"}, {"id": "mai-20260917-0922-baseline|c121-m1|zai-small|Cohesity® Data Platform", "prompt": "c121-m1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cohesity® Data Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Capacity‑based licensing (per‑TB) – can be over‑engineered for mid‑market; higher upfront CAPEX"}, {"id": "mai-20260917-0922-baseline|c121-m1|zai-small|Zerto® (now HPE Zerto)", "prompt": "c121-m1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Zerto® (now HPE Zerto)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High cost, requires significant WAN bandwidth; usually sold as part of HPE converged infrastructure"}, {"id": "mai-20260917-0922-baseline|c121-m1|zai-small|Rubrik®", "prompt": "c121-m1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Rubrik®", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Capacity‑based licensing (per‑TB) – high upfront hardware cost; cloud egress can be costly"}, {"id": "mai-20260917-0922-baseline|c121-m1|zai-small|Microsoft 365 Native Backup", "prompt": "c121-m1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Microsoft 365 Native Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Companies whose **primary data lives in the Microsoft 365 ecosystem** and want a native, fully integrated solution."}, {"id": "mai-20260917-0922-baseline|c121-m1|zai-small|AWS Backup / Azure Backup / Google Cloud Backup", "prompt": "c121-m1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "AWS Backup / Azure Backup / Google Cloud Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Cloud‑first** or **hybrid** environments where you already rely on the major public‑cloud providers."}, {"id": "mai-20260917-0922-baseline|c121-m1|zai-small|Veritas NetBackup (now part of Cohesity)", "prompt": "c121-m1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veritas NetBackup (now part of Cohesity)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Complex licensing; often sold via large‑enterprise contracts"}, {"id": "mai-20260917-0922-baseline|c121-m2|alibaba-small|Veeam Data Platform", "prompt": "c121-m2", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall for Hybrid Cloud Environments: **Veeam Data Platform** ... widely considered the gold standard for modern backup"}, {"id": "mai-20260917-0922-baseline|c121-m2|alibaba-small|Datto BCDR", "prompt": "c121-m2", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Datto BCDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"All-in-One\" Turnkey Solution: **Datto BCDR** ... If you want minimal maintenance and fastest disaster recovery:** Go with **Datto**"}, {"id": "mai-20260917-0922-baseline|c121-m2|alibaba-small|Backblaze Business Backup", "prompt": "c121-m2", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Backblaze Business Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need basic, low-cost backup for endpoints/files:** Go with **Backblaze Business**."}, {"id": "mai-20260917-0922-baseline|c121-m2|alibaba-small|Acronis Cyber Protect", "prompt": "c121-m2", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A good middle ground if you want endpoint protection ... combined with backup in a single platform"}, {"id": "mai-20260917-0922-baseline|c121-m2|anthropic-small|Veeam", "prompt": "c121-m2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cloud-native solutions** (Veeam, Commvault, Carbonite) - Good for hybrid environments"}, {"id": "mai-20260917-0922-baseline|c121-m2|anthropic-small|Commvault", "prompt": "c121-m2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cloud-native solutions** (Veeam, Commvault, Carbonite)"}, {"id": "mai-20260917-0922-baseline|c121-m2|anthropic-small|Carbonite", "prompt": "c121-m2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Carbonite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cloud-native solutions** (Veeam, Commvault, Carbonite)"}, {"id": "mai-20260917-0922-baseline|c121-m2|anthropic-small|AWS Backup", "prompt": "c121-m2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "AWS Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Provider-native solutions** (AWS Backup, Azure Backup, Google Cloud)"}, {"id": "mai-20260917-0922-baseline|c121-m2|anthropic-small|Azure Backup", "prompt": "c121-m2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Azure Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Provider-native solutions** (AWS Backup, Azure Backup, Google Cloud)"}, {"id": "mai-20260917-0922-baseline|c121-m2|anthropic-small|Google Cloud", "prompt": "c121-m2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Provider-native solutions** (AWS Backup, Azure Backup, Google Cloud)"}, {"id": "mai-20260917-0922-baseline|c121-m2|anthropic-small|Backblaze", "prompt": "c121-m2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Backblaze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Enterprise solutions** (Backblaze, IDrive, Acronis) - Balance of features and cost"}, {"id": "mai-20260917-0922-baseline|c121-m2|anthropic-small|IDrive", "prompt": "c121-m2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "IDrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Enterprise solutions** (Backblaze, IDrive, Acronis)"}, {"id": "mai-20260917-0922-baseline|c121-m2|anthropic-small|Acronis", "prompt": "c121-m2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Enterprise solutions** (Backblaze, IDrive, Acronis)"}, {"id": "mai-20260917-0922-baseline|c121-m2|challenger-small|Cove Data Protection", "prompt": "c121-m2", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Cove Data Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Cove Data Protection**"}, {"id": "mai-20260917-0922-baseline|c121-m2|challenger-small|Commvault", "prompt": "c121-m2", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your environment is more complex, I would instead recommend **Commvault** or **Arcserve**"}, {"id": "mai-20260917-0922-baseline|c121-m2|challenger-small|Arcserve", "prompt": "c121-m2", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Arcserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Arcserve is called out as a preferred choice for small to mid-sized businesses with **complex hybrid IT environments**"}, {"id": "mai-20260917-0922-baseline|c121-m2|deepseek-small|Veeam Data Platform", "prompt": "c121-m2", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Veeam Data Platform** (as your primary backup software)"}, {"id": "mai-20260917-0922-baseline|c121-m2|deepseek-small|Datto SIRIS", "prompt": "c121-m2", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Datto SIRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best pick if your top priority is **disaster recovery/business continuity**"}, {"id": "mai-20260917-0922-baseline|c121-m2|deepseek-small|Acronis Cyber Protect", "prompt": "c121-m2", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The best **value/security-focused** option"}, {"id": "mai-20260917-0922-baseline|c121-m2|deepseek-small|Cove Data Protection", "prompt": "c121-m2", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Cove Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The modern favorite for a fully cloud/SaaS backup service"}, {"id": "mai-20260917-0922-baseline|c121-m2|deepseek-small|Axcient", "prompt": "c121-m2", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Axcient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong value-play for mid-sized companies with predictable flat pricing"}, {"id": "mai-20260917-0922-baseline|c121-m2|google-small|Druva Resilience Cloud", "prompt": "c121-m2", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Druva Resilience Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Druva** is the top recommendation."}, {"id": "mai-20260917-0922-baseline|c121-m2|google-small|Veeam Data Platform", "prompt": "c121-m2", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Data Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Veeam** is the undisputed gold standard... However, note that Veeam requires more hand-on management"}, {"id": "mai-20260917-0922-baseline|c121-m2|google-small|Acronis Cyber Protect", "prompt": "c121-m2", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best All-in-One Cyber & Backup Solution... highly cost-effective and drastically simplifies daily operations"}, {"id": "mai-20260917-0922-baseline|c121-m2|google-small|Commvault Cloud", "prompt": "c121-m2", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Commvault Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers top-tier, enterprise-grade capabilities with the simplicity of a SaaS delivery model"}, {"id": "mai-20260917-0922-baseline|c121-m2|meta-small|GDS Technology – Managed Backup & Recovery for SMBs / Mid-Market", "prompt": "c121-m2", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "GDS Technology – Managed Backup & Recovery for SMBs / Mid-Market", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top recommendations include:"}, {"id": "mai-20260917-0922-baseline|c121-m2|meta-small|Assured Data Protection", "prompt": "c121-m2", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Assured Data Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top recommendations include:"}, {"id": "mai-20260917-0922-baseline|c121-m2|meta-small|Axcient", "prompt": "c121-m2", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Axcient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top recommendations include:"}, {"id": "mai-20260917-0922-baseline|c121-m2|meta-small|Carbonite", "prompt": "c121-m2", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Carbonite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top recommendations include:"}, {"id": "mai-20260917-0922-baseline|c121-m2|meta-small|Quorum", "prompt": "c121-m2", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Quorum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top recommendations include:"}, {"id": "mai-20260917-0922-baseline|c121-m2|meta-small|TrnDigital", "prompt": "c121-m2", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "TrnDigital", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top recommendations include:"}, {"id": "mai-20260917-0922-baseline|c121-m2|meta-small|Talix", "prompt": "c121-m2", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Talix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top recommendations include:"}, {"id": "mai-20260917-0922-baseline|c121-m2|minimax-small|Datto", "prompt": "c121-m2", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Datto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest looking at **Datto** or **Veeam** first, as they have strong reputations for reliability"}, {"id": "mai-20260917-0922-baseline|c121-m2|minimax-small|Acronis", "prompt": "c121-m2", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Offers a comprehensive cyber protection solution combining backup with anti-malware and management."}, {"id": "mai-20260917-0922-baseline|c121-m2|minimax-small|Veeam", "prompt": "c121-m2", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest looking at **Datto** or **Veeam** first"}, {"id": "mai-20260917-0922-baseline|c121-m2|minimax-small|Carbonite (now OpenText)", "prompt": "c121-m2", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Carbonite (now OpenText)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for endpoint and server backup, user-friendly."}, {"id": "mai-20260917-0922-baseline|c121-m2|minimax-small|Microsoft Azure Backup & Site Recovery", "prompt": "c121-m2", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Microsoft Azure Backup & Site Recovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Excellent if you're heavily invested in the Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c121-m2|minimax-small|AWS Backup & AWS Disaster Recovery", "prompt": "c121-m2", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "AWS Backup & AWS Disaster Recovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ideal if you run infrastructure on AWS."}, {"id": "mai-20260917-0922-baseline|c121-m2|mistral-small|Arcserve", "prompt": "c121-m2", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Arcserve", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Arcserve** – Often recommended for small to mid-sized businesses, especially those with complex hybrid IT environments."}, {"id": "mai-20260917-0922-baseline|c121-m2|mistral-small|Datto SIRIS", "prompt": "c121-m2", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Datto SIRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datto SIRIS provides both appliance and cloud-based backup solutions. It's known for its reliability and ease of use"}, {"id": "mai-20260917-0922-baseline|c121-m2|mistral-small|Quorum", "prompt": "c121-m2", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Quorum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tailored for small and midsized companies, Quorum offers instant backup, recovery, and continuity solutions."}, {"id": "mai-20260917-0922-baseline|c121-m2|moonshot-small|Veeam Data Platform", "prompt": "c121-m2", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Veeam Data Platform** 🏆 *Best Overall*"}, {"id": "mai-20260917-0922-baseline|c121-m2|moonshot-small|Datto SIRIS", "prompt": "c121-m2", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Datto SIRIS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Veeam** if you have IT resources, or **Datto** if you prefer an MSP-managed approach"}, {"id": "mai-20260917-0922-baseline|c121-m2|moonshot-small|Druva Data Security Cloud", "prompt": "c121-m2", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Druva Data Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best Cloud-Native Option* ... SaaS-delivered simplicity with no on-prem infrastructure"}, {"id": "mai-20260917-0922-baseline|c121-m2|moonshot-small|Acronis Cyber Protect", "prompt": "c121-m2", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Needs bundled backup + endpoint security | **Acronis Cyber Protect**"}, {"id": "mai-20260917-0922-baseline|c121-m2|moonshot-small|Rubrik", "prompt": "c121-m2", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Rubrik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Has large VMware environment & security focus | **Rubrik**"}, {"id": "mai-20260917-0922-baseline|c121-m2|openai-small|Veeam Data Platform", "prompt": "c121-m2", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Veeam Data Platform** as the strongest all-around choice."}, {"id": "mai-20260917-0922-baseline|c121-m2|openai-small|Acronis Cyber Protect", "prompt": "c121-m2", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the simplest SaaS-style experience: consider **Acronis Cyber Protect** or **Rubrik**."}, {"id": "mai-20260917-0922-baseline|c121-m2|openai-small|Rubrik", "prompt": "c121-m2", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need enterprise-grade governance and compliance-first controls: **Rubrik** or **Cohesity** may be better."}, {"id": "mai-20260917-0922-baseline|c121-m2|openai-small|Datto SaaS Protection", "prompt": "c121-m2", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Datto SaaS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a SaaS backup tool like **Datto SaaS Protection**, **Acronis**, or **Dropsuite** may be enough"}, {"id": "mai-20260917-0922-baseline|c121-m2|openai-small|Dropsuite", "prompt": "c121-m2", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Dropsuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a SaaS backup tool like **Datto SaaS Protection**, **Acronis**, or **Dropsuite** may be enough"}, {"id": "mai-20260917-0922-baseline|c121-m2|openai-small|Cohesity", "prompt": "c121-m2", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Rubrik** or **Cohesity** may be better"}, {"id": "mai-20260917-0922-baseline|c121-m2|xai-small|Veeam Data Platform", "prompt": "c121-m2", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Veeam Data Platform as the top choice"}, {"id": "mai-20260917-0922-baseline|c121-m2|xai-small|Acronis Cyber Protect", "prompt": "c121-m2", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Acronis Cyber Protect"}, {"id": "mai-20260917-0922-baseline|c121-m2|xai-small|Rubrik", "prompt": "c121-m2", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rubrik or Cohesity: If ransomware/cyber resilience is priority #1 and budget allows"}, {"id": "mai-20260917-0922-baseline|c121-m2|xai-small|Cohesity", "prompt": "c121-m2", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rubrik or Cohesity: If ransomware/cyber resilience is priority #1 and budget allows"}, {"id": "mai-20260917-0922-baseline|c121-m2|xai-small|Commvault", "prompt": "c121-m2", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Commvault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for Mid-Sized: Pure enterprise like Commvault (too complex/pricey)"}, {"id": "mai-20260917-0922-baseline|c121-m2|xai-small|IDrive", "prompt": "c121-m2", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "IDrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "consumer-grade like IDrive (lacks B2B depth)"}, {"id": "mai-20260917-0922-baseline|c121-m2|zai-small|Acronis Cyber Protect", "prompt": "c121-m2", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Acronis Cyber Protect** offers the most balanced blend of comprehensive coverage, robust disaster recovery"}, {"id": "mai-20260917-0922-baseline|c121-m2|zai-small|IDrive Business", "prompt": "c121-m2", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "IDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is a primary concern ... **IDrive Business** or **Backblaze Business Backup** may be more suitable."}, {"id": "mai-20260917-0922-baseline|c121-m2|zai-small|NAKIVO Backup & Replication", "prompt": "c121-m2", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "NAKIVO Backup & Replication", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For hybrid environments with a strong focus on VMs and SaaS, **NAKIVO** or **BDRShield** are strong contenders."}, {"id": "mai-20260917-0922-baseline|c121-m2|zai-small|BDRShield", "prompt": "c121-m2", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "BDRShield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**NAKIVO** or **BDRShield** are strong contenders"}, {"id": "mai-20260917-0922-baseline|c121-m2|zai-small|MSP360", "prompt": "c121-m2", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "MSP360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cost‑effective, free plan available, good for backup + security, MSP‑friendly"}, {"id": "mai-20260917-0922-baseline|c121-m2|zai-small|Backblaze Business Backup", "prompt": "c121-m2", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Backblaze Business Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**IDrive Business** or **Backblaze Business Backup** may be more suitable"}, {"id": "mai-20260917-0922-baseline|c121-m3|alibaba-small|Veeam Data Platform", "prompt": "c121-m3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often recognized as the number one solution globally, Veeam is the \"safe default\" choice for most organizations"}, {"id": "mai-20260917-0922-baseline|c121-m3|alibaba-small|Rubrik", "prompt": "c121-m3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If ransomware is your primary fear, Rubrik is superior."}, {"id": "mai-20260917-0922-baseline|c121-m3|alibaba-small|Commvault", "prompt": "c121-m3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Commvault if you have a very large, complicated IT department"}, {"id": "mai-20260917-0922-baseline|c121-m3|alibaba-small|Datto", "prompt": "c121-m3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Datto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Datto is widely regarded as the gold standard for Managed Service Providers (MSPs) servicing Small to Medium Businesses"}, {"id": "mai-20260917-0922-baseline|c121-m3|anthropic-small|Acronis Advanced Disaster Recovery", "prompt": "c121-m3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Advanced Disaster Recovery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Acronis Advanced Disaster Recovery and Arcserve UDP are among the strongest on replication performance and recovery testing accuracy."}, {"id": "mai-20260917-0922-baseline|c121-m3|anthropic-small|Arcserve UDP", "prompt": "c121-m3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Arcserve UDP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Acronis Advanced Disaster Recovery and Arcserve UDP are among the strongest on replication performance and recovery testing accuracy."}, {"id": "mai-20260917-0922-baseline|c121-m3|anthropic-small|Veeam Backup & Replication", "prompt": "c121-m3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Backup & Replication", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Veeam Backup & Replication, which delivers availability for all cloud, virtual, Kubernetes, and physical workloads"}, {"id": "mai-20260917-0922-baseline|c121-m3|anthropic-small|Zerto", "prompt": "c121-m3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Zerto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zerto, which supports continuous data protection with journal-based point-in-time recovery"}, {"id": "mai-20260917-0922-baseline|c121-m3|anthropic-small|ControlMonkey", "prompt": "c121-m3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "ControlMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ControlMonkey restores your entire infrastructure configuration, including DNS, CDN, identity, network, and SaaS platforms"}, {"id": "mai-20260917-0922-baseline|c121-m3|anthropic-small|Actifio", "prompt": "c121-m3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Actifio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Actifio enables Virtual Data Pipeline (VDP) technology and a \"data time machine\" for the enterprise"}, {"id": "mai-20260917-0922-baseline|c121-m3|anthropic-small|AWS Elastic Disaster Recovery", "prompt": "c121-m3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "AWS Elastic Disaster Recovery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "strongest fit when AWS is your recovery target and continuous replication is the main requirement"}, {"id": "mai-20260917-0922-baseline|c121-m3|anthropic-small|Azure Site Recovery", "prompt": "c121-m3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Azure Site Recovery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Azure Site Recovery handles Azure VM failover, recovery plans, and structured DR drills"}, {"id": "mai-20260917-0922-baseline|c121-m3|anthropic-small|Google Cloud Backup and DR", "prompt": "c121-m3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Google Cloud Backup and DR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "centralizes Google Cloud backup operations and adds immutable, indelible backup vaults"}, {"id": "mai-20260917-0922-baseline|c121-m3|challenger-small|Veeam", "prompt": "c121-m3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Veeam, Commvault, or Rubrik** if you want broad enterprise backup with strong recovery options."}, {"id": "mai-20260917-0922-baseline|c121-m3|challenger-small|Commvault", "prompt": "c121-m3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Veeam, Commvault, or Rubrik** if you want broad enterprise backup"}, {"id": "mai-20260917-0922-baseline|c121-m3|challenger-small|Rubrik", "prompt": "c121-m3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Policy-driven ransomware recovery and immutable protection"}, {"id": "mai-20260917-0922-baseline|c121-m3|challenger-small|Dell PowerProtect", "prompt": "c121-m3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Dell PowerProtect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "broad enterprise backup platforms** like Veeam, Commvault, Rubrik, and Dell PowerProtect"}, {"id": "mai-20260917-0922-baseline|c121-m3|challenger-small|Zerto", "prompt": "c121-m3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Zerto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Zerto, Azure Site Recovery, or AWS Elastic Disaster Recovery** if your priority is **fast failover and low downtime**"}, {"id": "mai-20260917-0922-baseline|c121-m3|challenger-small|Azure Site Recovery", "prompt": "c121-m3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Azure Site Recovery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Microsoft-heavy or Azure-native environments"}, {"id": "mai-20260917-0922-baseline|c121-m3|challenger-small|AWS Elastic Disaster Recovery", "prompt": "c121-m3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "AWS Elastic Disaster Recovery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Continuous replication and fast failover to AWS"}, {"id": "mai-20260917-0922-baseline|c121-m3|challenger-small|Datto", "prompt": "c121-m3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Datto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Datto or Acronis Cyber Protect Cloud** if you are an **MSP**"}, {"id": "mai-20260917-0922-baseline|c121-m3|challenger-small|Druva", "prompt": "c121-m3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **Druva, Acronis, or AWS Backup** if you want **cloud-managed, backup-first protection**"}, {"id": "mai-20260917-0922-baseline|c121-m3|challenger-small|Acronis", "prompt": "c121-m3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Combines backup, cyber protection, and multi-tenant management"}, {"id": "mai-20260917-0922-baseline|c121-m3|challenger-small|AWS Backup", "prompt": "c121-m3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "AWS Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Cloud-native backup platforms** like AWS Backup or Druva are optimized for their ecosystems"}, {"id": "mai-20260917-0922-baseline|c121-m3|deepseek-small|Veeam", "prompt": "c121-m3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most organizations, **Veeam** is the safe, flexible default."}, {"id": "mai-20260917-0922-baseline|c121-m3|deepseek-small|Commvault", "prompt": "c121-m3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Commvault** for the widest complex workload coverage"}, {"id": "mai-20260917-0922-baseline|c121-m3|deepseek-small|Rubrik", "prompt": "c121-m3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Rubrik** if ransomware resilience and a security story (with warranty) are your top priorities"}, {"id": "mai-20260917-0922-baseline|c121-m3|deepseek-small|Cohesity", "prompt": "c121-m3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cohesity** for data management consolidation at scale"}, {"id": "mai-20260917-0922-baseline|c121-m3|deepseek-small|Veritas", "prompt": "c121-m3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veritas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consistently leading the enterprise space"}, {"id": "mai-20260917-0922-baseline|c121-m3|deepseek-small|Acronis", "prompt": "c121-m3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Acronis/Datto** if you're an MSP wanting integrated or appliance-based BCDR"}, {"id": "mai-20260917-0922-baseline|c121-m3|deepseek-small|Datto", "prompt": "c121-m3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Datto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Datto BCDR** provides **turnkey, appliance-based backup and DR** with instant virtualization, widely used by MSPs"}, {"id": "mai-20260917-0922-baseline|c121-m3|deepseek-small|Zerto", "prompt": "c121-m3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Zerto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Zerto** for near-zero data loss on mission-critical apps"}, {"id": "mai-20260917-0922-baseline|c121-m3|google-small|Veeam", "prompt": "c121-m3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The dominant, software-defined leader for hybrid environments."}, {"id": "mai-20260917-0922-baseline|c121-m3|google-small|Rubrik", "prompt": "c121-m3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A security-first, zero-trust data protection platform."}, {"id": "mai-20260917-0922-baseline|c121-m3|google-small|Druva", "prompt": "c121-m3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A 100% cloud-native, SaaS-only data protection solution."}, {"id": "mai-20260917-0922-baseline|c121-m3|google-small|Cohesity", "prompt": "c121-m3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mass data consolidation and web-scale data management."}, {"id": "mai-20260917-0922-baseline|c121-m3|google-small|Commvault", "prompt": "c121-m3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The ultimate \"all-in-one\" platform for highly complex, heterogeneous IT environments."}, {"id": "mai-20260917-0922-baseline|c121-m3|google-small|Zerto (by HPE)", "prompt": "c121-m3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Zerto (by HPE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ultra-low recovery time (RTO) Continuous Data Protection (CDP)."}, {"id": "mai-20260917-0922-baseline|c121-m3|meta-small|Veeam Backup & Replication", "prompt": "c121-m3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Backup & Replication", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top backup and disaster recovery solutions include Veeam Backup & Replication, Druva, Rubrik, Nakivo"}, {"id": "mai-20260917-0922-baseline|c121-m3|meta-small|Druva", "prompt": "c121-m3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Druva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Veeam Backup & Replication, Druva, Rubrik, Nakivo"}, {"id": "mai-20260917-0922-baseline|c121-m3|meta-small|Rubrik", "prompt": "c121-m3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Druva, Rubrik, Nakivo, NovaBACKUP"}, {"id": "mai-20260917-0922-baseline|c121-m3|meta-small|Nakivo", "prompt": "c121-m3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Nakivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Rubrik, Nakivo, NovaBACKUP, Arcserve"}, {"id": "mai-20260917-0922-baseline|c121-m3|meta-small|NovaBACKUP", "prompt": "c121-m3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "NovaBACKUP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Nakivo, NovaBACKUP, Arcserve, Zerto"}, {"id": "mai-20260917-0922-baseline|c121-m3|meta-small|Arcserve", "prompt": "c121-m3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Arcserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "NovaBACKUP, Arcserve, Zerto, Datto"}, {"id": "mai-20260917-0922-baseline|c121-m3|meta-small|Zerto", "prompt": "c121-m3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Zerto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Arcserve, Zerto, Datto, Backblaze"}, {"id": "mai-20260917-0922-baseline|c121-m3|meta-small|Datto", "prompt": "c121-m3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Datto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Zerto, Datto, Backblaze, Acronis Cyber Protect"}, {"id": "mai-20260917-0922-baseline|c121-m3|meta-small|Backblaze", "prompt": "c121-m3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Backblaze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Datto, Backblaze, Acronis Cyber Protect, and Commvault"}, {"id": "mai-20260917-0922-baseline|c121-m3|meta-small|Acronis Cyber Protect", "prompt": "c121-m3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Backblaze, Acronis Cyber Protect, and Commvault"}, {"id": "mai-20260917-0922-baseline|c121-m3|meta-small|Commvault", "prompt": "c121-m3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Acronis Cyber Protect, and Commvault"}, {"id": "mai-20260917-0922-baseline|c121-m3|minimax-small|Veeam Data Platform", "prompt": "c121-m3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Veeam Data Platform** (Gold Winner 2024)"}, {"id": "mai-20260917-0922-baseline|c121-m3|minimax-small|Commvault Cloud", "prompt": "c121-m3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For**: Organizations prioritizing cloud-native cyber resilience"}, {"id": "mai-20260917-0922-baseline|c121-m3|minimax-small|Rubrik Security Cloud", "prompt": "c121-m3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rubrik leads with built-in zero trust architecture"}, {"id": "mai-20260917-0922-baseline|c121-m3|minimax-small|Cohesity DataProtect", "prompt": "c121-m3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity DataProtect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For**: Organizations seeking operational simplicity and scalability"}, {"id": "mai-20260917-0922-baseline|c121-m3|minimax-small|Veritas Alta Data Protection", "prompt": "c121-m3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veritas Alta Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(Silver Winner 2024)"}, {"id": "mai-20260917-0922-baseline|c121-m3|minimax-small|HYCU R-Cloud", "prompt": "c121-m3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "HYCU R-Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "(Bronze Winner 2024)"}, {"id": "mai-20260917-0922-baseline|c121-m3|mistral-small|Veeam Data Platform 12.2", "prompt": "c121-m3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Data Platform 12.2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Veeam Data Platform 12.2** (Gold winner): Highly rated for its wide range of features and strong performance across various environments"}, {"id": "mai-20260917-0922-baseline|c121-m3|mistral-small|Veritas Alta Data Protection 10.4", "prompt": "c121-m3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veritas Alta Data Protection 10.4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Silver winner): Known for robust data protection and recovery capabilities, especially in large enterprises."}, {"id": "mai-20260917-0922-baseline|c121-m3|mistral-small|HYCU R-Cloud", "prompt": "c121-m3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "HYCU R-Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Bronze winner): Recognized for its cloud-focused data protection and ease of use."}, {"id": "mai-20260917-0922-baseline|c121-m3|mistral-small|Commvault", "prompt": "c121-m3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "also leaders in the enterprise backup and recovery space, according to Gartner's Magic Quadrant"}, {"id": "mai-20260917-0922-baseline|c121-m3|mistral-small|Rubrik", "prompt": "c121-m3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "also leaders in the enterprise backup and recovery space"}, {"id": "mai-20260917-0922-baseline|c121-m3|mistral-small|Cohesity", "prompt": "c121-m3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "also leaders in the enterprise backup and recovery space"}, {"id": "mai-20260917-0922-baseline|c121-m3|mistral-small|Dell Technologies", "prompt": "c121-m3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Dell Technologies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "also leaders in the enterprise backup and recovery space"}, {"id": "mai-20260917-0922-baseline|c121-m3|mistral-small|Google Cloud Backup and DR Service", "prompt": "c121-m3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Google Cloud Backup and DR Service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A managed offering focused on protecting workloads within Google Cloud Platform (GCP)."}, {"id": "mai-20260917-0922-baseline|c121-m3|mistral-small|Zerto (HPE)", "prompt": "c121-m3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Zerto (HPE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for near-zero recovery point objectives (RPO) and recovery time objectives (RTO), especially in VMware environments."}, {"id": "mai-20260917-0922-baseline|c121-m3|mistral-small|Azure Site Recovery", "prompt": "c121-m3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Azure Site Recovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "DR solutions (like Zerto, Azure Site Recovery) focus on replicating entire systems"}, {"id": "mai-20260917-0922-baseline|c121-m3|mistral-small|Azure Backup", "prompt": "c121-m3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Azure Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "others are cloud-managed (Google Cloud Backup and DR, Azure Backup)"}, {"id": "mai-20260917-0922-baseline|c121-m3|moonshot-small|Veeam Data Platform", "prompt": "c121-m3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Data Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Veeam wins for most organizations on flexibility and TCO"}, {"id": "mai-20260917-0922-baseline|c121-m3|moonshot-small|Rubrik Security Cloud", "prompt": "c121-m3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik Security Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rubrik leads for security-first buyers willing to pay a premium"}, {"id": "mai-20260917-0922-baseline|c121-m3|moonshot-small|Cohesity DataProtect", "prompt": "c121-m3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity DataProtect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cohesity excels at massive scale consolidation"}, {"id": "mai-20260917-0922-baseline|c121-m3|moonshot-small|Commvault", "prompt": "c121-m3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Commvault suits the most complex, heterogeneous enterprise environments"}, {"id": "mai-20260917-0922-baseline|c121-m3|moonshot-small|Dell PowerProtect", "prompt": "c121-m3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Dell PowerProtect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Dell-centric infrastructure environments"}, {"id": "mai-20260917-0922-baseline|c121-m3|moonshot-small|AWS Elastic Disaster Recovery", "prompt": "c121-m3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "AWS Elastic Disaster Recovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AWS-centric environments | Continuous replication, cross-region failover"}, {"id": "mai-20260917-0922-baseline|c121-m3|moonshot-small|Azure Site Recovery", "prompt": "c121-m3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Azure Site Recovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Microsoft/Azure shops | VM failover, recovery plans, structured DR drills"}, {"id": "mai-20260917-0922-baseline|c121-m3|moonshot-small|Google Cloud Backup & DR", "prompt": "c121-m3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Google Cloud Backup & DR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Google Cloud users | Immutable vaults, centralized backup operations"}, {"id": "mai-20260917-0922-baseline|c121-m3|openai-small|Veeam", "prompt": "c121-m3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Veeam is widely positioned as a leader in backup and data protection"}, {"id": "mai-20260917-0922-baseline|c121-m3|openai-small|Commvault", "prompt": "c121-m3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: large enterprise, hybrid/multicloud, ransomware recovery, and DR"}, {"id": "mai-20260917-0922-baseline|c121-m3|openai-small|Druva", "prompt": "c121-m3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the least operational overhead: consider a cloud-native SaaS platform like Druva."}, {"id": "mai-20260917-0922-baseline|c121-m3|openai-small|AWS backup / AWS Elastic Disaster Recovery", "prompt": "c121-m3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "AWS backup / AWS Elastic Disaster Recovery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: cloud workloads on AWS"}, {"id": "mai-20260917-0922-baseline|c121-m3|openai-small|Azure backup and DR services", "prompt": "c121-m3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Azure backup and DR services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Microsoft/Azure-centered environments"}, {"id": "mai-20260917-0922-baseline|c121-m3|xai-small|Veeam", "prompt": "c121-m3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Broadest ecosystem/compatibility, flexible licensing, fast granular restores"}, {"id": "mai-20260917-0922-baseline|c121-m3|xai-small|Rubrik", "prompt": "c121-m3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rubrik for security-obsessed enterprises"}, {"id": "mai-20260917-0922-baseline|c121-m3|xai-small|Cohesity", "prompt": "c121-m3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Instant mass restores, data consolidation... Complex for smaller setups"}, {"id": "mai-20260917-0922-baseline|c121-m3|xai-small|Commvault", "prompt": "c121-m3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Widest workload support (mainframes to SaaS), governance | Steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c121-m3|xai-small|Veritas", "prompt": "c121-m3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veritas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "19x Gartner Leader, resilient multi-cloud | Less agile for modern cloud-native"}, {"id": "mai-20260917-0922-baseline|c121-m3|xai-small|Dell Technologies", "prompt": "c121-m3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Dell Technologies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Seamless with Dell stack | Less flexible outside Dell environments"}, {"id": "mai-20260917-0922-baseline|c121-m3|xai-small|Acronis Cyber Protect", "prompt": "c121-m3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "affordable, real-time replication; weaker on pure enterprise scale"}, {"id": "mai-20260917-0922-baseline|c121-m3|xai-small|Datto SIRIS", "prompt": "c121-m3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Datto SIRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "MSP/appliance-based; verified BCDR, fast local/cloud DR"}, {"id": "mai-20260917-0922-baseline|c121-m3|xai-small|NAKIVO Backup & Replication", "prompt": "c121-m3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "NAKIVO Backup & Replication", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SMB/MSP favorite for simplicity and low cost"}, {"id": "mai-20260917-0922-baseline|c121-m3|xai-small|Zerto", "prompt": "c121-m3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Zerto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Zerto (replication-focused DR)"}, {"id": "mai-20260917-0922-baseline|c121-m3|xai-small|Druva", "prompt": "c121-m3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Druva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Druva (SaaS/endpoint-heavy) appear in reviews"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|Veeam Data Platform", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Data Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Broadest hypervisor coverage (VMware, Hyper-V, Proxmox, XCP-ng, bare-metal, SaaS)"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|Rubrik Cyber Resilience Platform", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik Cyber Resilience Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Built-in immutability and isolation (WORM storage, network isolation)"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|Cohesity DataProtect", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cohesity DataProtect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Instant Mass Restore for large-scale ransomware events"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|Commvault", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Very broad workload coverage (NAS, GCP-native, bare-metal, cross-platform restore)"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|Veritas NetBackup", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veritas NetBackup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Extensive support for legacy and modern workloads"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|Druva Security Cloud", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Druva Security Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fully managed SaaS, no on-prem hardware"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|Nakivo Backup & Replication", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Nakivo Backup & Replication", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong VMware focus with good Hyper-V and physical support"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|Acronis Advanced Disaster Recovery", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Advanced Disaster Recovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Orchestrated failover, non-disruptive testing"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|Arcserve UDP", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Arcserve UDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong replication performance and recovery testing accuracy"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|Carbonite Recover", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Carbonite Recover", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "No immutable recovery; less suited for ransomware-heavy environments"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|AWS Elastic Disaster Recovery (DRS)", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "AWS Elastic Disaster Recovery (DRS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Continuous replication of entire servers to AWS, cross-region failover/failback"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|AWS Backup", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "AWS Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Policy-driven, resource-level backup across AWS services"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|Azure Site Recovery (ASR)", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Azure Site Recovery (ASR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "VM replication between Azure regions or to on-prem, orchestrated failover/failback"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|Azure Backup", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Azure Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Vault-based backup for Azure workloads"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|Backup and DR Service", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Backup and DR Service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Policy-based backup and cross-region upload for VM disks, databases, workloads"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|Google Cloud Backup", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Google Cloud Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Google Cloud Backup (legacy) | Similar to AWS Backup/Azure Backup"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|Datto Endpoint Backup with Disaster Recovery", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Datto Endpoint Backup with Disaster Recovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Cloud-based DRaaS for endpoints"}, {"id": "mai-20260917-0922-baseline|c121-m3|zai-small|Acronis Cyber Protect (MSP)", "prompt": "c121-m3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect (MSP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Integrated endpoint protection + backup/DR"}, {"id": "mai-20260917-0922-baseline|c121-m4|alibaba-small|BackupAssist", "prompt": "c121-m4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "BackupAssist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value for Small Windows Offices: BackupAssist ... widely regarded as the budget winner."}, {"id": "mai-20260917-0922-baseline|c121-m4|alibaba-small|iDrive Business", "prompt": "c121-m4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "iDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Mixed Environments & Simplicity: iDrive Business ... offers high transparency and low entry costs."}, {"id": "mai-20260917-0922-baseline|c121-m4|alibaba-small|Acronis Cyber Protect", "prompt": "c121-m4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "While slightly more expensive than basic backup tools, Acronis bundles ransomware protection with backup."}, {"id": "mai-20260917-0922-baseline|c121-m4|alibaba-small|Synology DiskStation", "prompt": "c121-m4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Synology DiskStation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Step A (Local): Buy a Synology DiskStation (approx. $400–$700)."}, {"id": "mai-20260917-0922-baseline|c121-m4|alibaba-small|AWS S3", "prompt": "c121-m4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Use AWS S3, Azure Blob Storage, or Backblaze B2 solely as the off-site immutable copy."}, {"id": "mai-20260917-0922-baseline|c121-m4|alibaba-small|Azure Blob Storage", "prompt": "c121-m4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Azure Blob Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Use AWS S3, Azure Blob Storage, or Backblaze B2 solely as the off-site immutable copy."}, {"id": "mai-20260917-0922-baseline|c121-m4|alibaba-small|Backblaze B2", "prompt": "c121-m4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Use AWS S3, Azure Blob Storage, or Backblaze B2 solely as the off-site immutable copy."}, {"id": "mai-20260917-0922-baseline|c121-m4|anthropic-small|AWS S3", "prompt": "c121-m4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Examples**: AWS S3, Microsoft Azure Backup, Google Cloud Storage, Backblaze, Carbonite"}, {"id": "mai-20260917-0922-baseline|c121-m4|anthropic-small|Microsoft Azure Backup", "prompt": "c121-m4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Microsoft Azure Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Examples**: AWS S3, Microsoft Azure Backup, Google Cloud Storage, Backblaze, Carbonite"}, {"id": "mai-20260917-0922-baseline|c121-m4|anthropic-small|Google Cloud Storage", "prompt": "c121-m4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Examples**: AWS S3, Microsoft Azure Backup, Google Cloud Storage, Backblaze, Carbonite"}, {"id": "mai-20260917-0922-baseline|c121-m4|anthropic-small|Backblaze", "prompt": "c121-m4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Examples**: AWS S3, Microsoft Azure Backup, Google Cloud Storage, Backblaze, Carbonite"}, {"id": "mai-20260917-0922-baseline|c121-m4|anthropic-small|Carbonite", "prompt": "c121-m4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Carbonite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Examples**: AWS S3, Microsoft Azure Backup, Google Cloud Storage, Backblaze, Carbonite"}, {"id": "mai-20260917-0922-baseline|c121-m4|anthropic-small|Bacula", "prompt": "c121-m4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Bacula", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Bacula**, **Veeam Community Edition**, **Proxmox** - free or low-cost options"}, {"id": "mai-20260917-0922-baseline|c121-m4|anthropic-small|Veeam Community Edition", "prompt": "c121-m4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Community Edition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Bacula**, **Veeam Community Edition**, **Proxmox** - free or low-cost options"}, {"id": "mai-20260917-0922-baseline|c121-m4|anthropic-small|Proxmox", "prompt": "c121-m4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Proxmox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Bacula**, **Veeam Community Edition**, **Proxmox** - free or low-cost options"}, {"id": "mai-20260917-0922-baseline|c121-m4|anthropic-small|Google Drive", "prompt": "c121-m4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Google Drive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Local NAS + free cloud tier (Google Drive, OneDrive free versions) + open-source tools"}, {"id": "mai-20260917-0922-baseline|c121-m4|anthropic-small|OneDrive", "prompt": "c121-m4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "OneDrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "free cloud tier (Google Drive, OneDrive free versions)"}, {"id": "mai-20260917-0922-baseline|c121-m4|challenger-small|IDrive Business", "prompt": "c121-m4", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "IDrive Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**IDrive Business** is the strongest budget pick for general small-business backup"}, {"id": "mai-20260917-0922-baseline|c121-m4|challenger-small|Acronis Cyber Protect", "prompt": "c121-m4", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Acronis Cyber Protect** is the best all-in-one option if you need backup and recovery features in one platform"}, {"id": "mai-20260917-0922-baseline|c121-m4|challenger-small|Veeam", "prompt": "c121-m4", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for virtualized environments / more advanced recovery:** **Veeam** \\u2014 described as a top business backup option, with a free Community Edition"}, {"id": "mai-20260917-0922-baseline|c121-m4|challenger-small|Backblaze Business", "prompt": "c121-m4", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "is also a low-friction option, though it is more backup-focused than full disaster recovery"}, {"id": "mai-20260917-0922-baseline|c121-m4|deepseek-small|IDrive Business", "prompt": "c121-m4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "IDrive Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A local Synology/QNAP NAS ($300–1,500) + IDrive Business cloud backup (~$100–500/year)"}, {"id": "mai-20260917-0922-baseline|c121-m4|deepseek-small|Backblaze Business", "prompt": "c121-m4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Simple automated cloud backup | ~$7/month per computer | Unlimited storage, extremely easy, low-cost"}, {"id": "mai-20260917-0922-baseline|c121-m4|deepseek-small|Acronis Cyber Protect", "prompt": "c121-m4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid quote-led enterprise platforms (Acronis on physical servers, etc.) if cost is truly the deciding factor"}, {"id": "mai-20260917-0922-baseline|c121-m4|deepseek-small|Synology", "prompt": "c121-m4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Synology", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A local Synology/QNAP NAS ($300–1,500) + IDrive Business cloud backup"}, {"id": "mai-20260917-0922-baseline|c121-m4|deepseek-small|QNAP", "prompt": "c121-m4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "QNAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A local Synology/QNAP NAS ($300–1,500)"}, {"id": "mai-20260917-0922-baseline|c121-m4|deepseek-small|Axcient x360Recover", "prompt": "c121-m4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Axcient x360Recover", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Near-instant recovery | Quote-based | Strong DR capabilities for SMBs"}, {"id": "mai-20260917-0922-baseline|c121-m4|deepseek-small|Quorum OnQ", "prompt": "c121-m4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Quorum OnQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Near-instant recovery | Quote-based | Strong DR capabilities for SMBs"}, {"id": "mai-20260917-0922-baseline|c121-m4|google-small|Datto", "prompt": "c121-m4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Datto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "is rarely a proprietary, all-in-one enterprise platform (like Datto or Cohesity), which often comes with high recurring fees"}, {"id": "mai-20260917-0922-baseline|c121-m4|google-small|Cohesity", "prompt": "c121-m4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Cohesity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like Datto or Cohesity), which often comes with high recurring fees or expensive per-gigabyte pricing"}, {"id": "mai-20260917-0922-baseline|c121-m4|google-small|Synology Active Backup for Business (ABB)", "prompt": "c121-m4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Synology Active Backup for Business (ABB)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the single most cost-effective BDR strategy is investing in a **Synology NAS** ... **Synology Active Backup for Business (ABB)**. It is **100% free**"}, {"id": "mai-20260917-0922-baseline|c121-m4|google-small|Backblaze B2", "prompt": "c121-m4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "replicate the NAS backups to a low-cost cloud storage provider like **Backblaze B2** or **Wasabi**"}, {"id": "mai-20260917-0922-baseline|c121-m4|google-small|Wasabi", "prompt": "c121-m4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Wasabi:** Costs roughly $6.99/TB/month. Crucially, Wasabi has **zero egress fees**"}, {"id": "mai-20260917-0922-baseline|c121-m4|google-small|Veeam Backup & Replication (Community Edition)", "prompt": "c121-m4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Backup & Replication (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It is **completely free** for up to 10 workloads"}, {"id": "mai-20260917-0922-baseline|c121-m4|google-small|MSP360", "prompt": "c121-m4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "MSP360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Businesses with more than 10 workloads that still want to avoid expensive data contracts"}, {"id": "mai-20260917-0922-baseline|c121-m4|google-small|BDRSuite", "prompt": "c121-m4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "BDRSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**The Software:** **MSP360** or **BDRSuite**"}, {"id": "mai-20260917-0922-baseline|c121-m4|google-small|AWS S3", "prompt": "c121-m4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "avoid standard AWS S3, Microsoft Azure, or Google Cloud for backup storage"}, {"id": "mai-20260917-0922-baseline|c121-m4|google-small|Microsoft Azure", "prompt": "c121-m4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Microsoft Azure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "avoid standard AWS S3, Microsoft Azure, or Google Cloud for backup storage"}, {"id": "mai-20260917-0922-baseline|c121-m4|google-small|Google Cloud", "prompt": "c121-m4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "avoid standard AWS S3, Microsoft Azure, or Google Cloud for backup storage"}, {"id": "mai-20260917-0922-baseline|c121-m4|meta-small|Acronis Cyber Protect", "prompt": "c121-m4", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top solutions include Acronis Cyber Protect, Veritas Backup Exec, and NAS (Synology, QNAP)."}, {"id": "mai-20260917-0922-baseline|c121-m4|meta-small|Veritas Backup Exec", "prompt": "c121-m4", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veritas Backup Exec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top solutions include Acronis Cyber Protect, Veritas Backup Exec, and NAS (Synology, QNAP)."}, {"id": "mai-20260917-0922-baseline|c121-m4|meta-small|Synology", "prompt": "c121-m4", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Synology", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "NAS (Synology, QNAP)"}, {"id": "mai-20260917-0922-baseline|c121-m4|meta-small|QNAP", "prompt": "c121-m4", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "QNAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "NAS (Synology, QNAP)"}, {"id": "mai-20260917-0922-baseline|c121-m4|minimax-small|iDrive", "prompt": "c121-m4", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "iDrive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: iDrive** (~$65/year)"}, {"id": "mai-20260917-0922-baseline|c121-m4|minimax-small|Backblaze", "prompt": "c121-m4", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Simplicity: Backblaze** (~$80/year)"}, {"id": "mai-20260917-0922-baseline|c121-m4|minimax-small|MSP360", "prompt": "c121-m4", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "MSP360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for More Control: MSP360** (~$20/month + cloud storage)"}, {"id": "mai-20260917-0922-baseline|c121-m4|minimax-small|Synology/QNAP NAS", "prompt": "c121-m4", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Synology/QNAP NAS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for On-Premise: Synology/QNAP NAS** ($300-$2,000 one-time)"}, {"id": "mai-20260917-0922-baseline|c121-m4|mistral-small|CrashPlan", "prompt": "c121-m4", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "CrashPlan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "making it one of the most cost-effective choices for small businesses"}, {"id": "mai-20260917-0922-baseline|c121-m4|mistral-small|iDrive Business", "prompt": "c121-m4", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "iDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "one of the cheapest per-device solutions with server support"}, {"id": "mai-20260917-0922-baseline|c121-m4|mistral-small|NAKIVO Backup & Replication", "prompt": "c121-m4", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "NAKIVO Backup & Replication", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a reliable and cost-effective choice for businesses using virtualization"}, {"id": "mai-20260917-0922-baseline|c121-m4|mistral-small|Axcient x360Recover", "prompt": "c121-m4", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Axcient x360Recover", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Another SMB-friendly option, known for its ease of deployment"}, {"id": "mai-20260917-0922-baseline|c121-m4|mistral-small|Backblaze Business", "prompt": "c121-m4", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "$99/year per computer with unlimited storage and zero configuration"}, {"id": "mai-20260917-0922-baseline|c121-m4|moonshot-small|Veeam Community Edition", "prompt": "c121-m4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For the absolute tightest budget:** Use **Veeam Community Edition** (free) + a local NAS + **Backblaze B2**"}, {"id": "mai-20260917-0922-baseline|c121-m4|moonshot-small|Acronis Cyber Protect", "prompt": "c121-m4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you want simplicity and can spend a bit more:** **Acronis Cyber Protect** or **iDrive Business**"}, {"id": "mai-20260917-0922-baseline|c121-m4|moonshot-small|iDrive Business", "prompt": "c121-m4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "iDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iDrive Business** \\u2014 Best Dedicated Cloud Backup"}, {"id": "mai-20260917-0922-baseline|c121-m4|moonshot-small|Cove Data Protection", "prompt": "c121-m4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Cove Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cove Data Protection** \\u2014 Best Transparent Pricing"}, {"id": "mai-20260917-0922-baseline|c121-m4|moonshot-small|Backblaze B2", "prompt": "c121-m4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a local NAS + **Backblaze B2** (~$6/TB/month)"}, {"id": "mai-20260917-0922-baseline|c121-m4|moonshot-small|Wasabi", "prompt": "c121-m4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Backblaze B2 or Wasabi | ~$6\\u2013$10/TB/month"}, {"id": "mai-20260917-0922-baseline|c121-m4|moonshot-small|Synology", "prompt": "c121-m4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Synology", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "External drive or NAS (Synology/QNAP with built-in apps)"}, {"id": "mai-20260917-0922-baseline|c121-m4|moonshot-small|QNAP", "prompt": "c121-m4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "QNAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "NAS (Synology/QNAP with built-in apps)"}, {"id": "mai-20260917-0922-baseline|c121-m4|moonshot-small|Macrium Reflect", "prompt": "c121-m4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Macrium Reflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Acronis or Macrium Reflect (perpetual license)"}, {"id": "mai-20260917-0922-baseline|c121-m4|moonshot-small|Datto SIRIS", "prompt": "c121-m4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Datto SIRIS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to Avoid - **Expensive DRaaS appliances** (like Datto SIRIS) unless you truly need sub-1-hour failover"}, {"id": "mai-20260917-0922-baseline|c121-m4|moonshot-small|AWS S3", "prompt": "c121-m4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "AWS S3 restores can cost hundreds in download fees"}, {"id": "mai-20260917-0922-baseline|c121-m4|openai-small|AWS S3/Glacier", "prompt": "c121-m4", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "AWS S3/Glacier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Encrypted cloud backups** to a provider like AWS S3/Glacier, Backblaze B2, Wasabi, or similar"}, {"id": "mai-20260917-0922-baseline|c121-m4|openai-small|Backblaze B2", "prompt": "c121-m4", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "to a provider like AWS S3/Glacier, Backblaze B2, Wasabi, or similar"}, {"id": "mai-20260917-0922-baseline|c121-m4|openai-small|Wasabi", "prompt": "c121-m4", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "to a provider like AWS S3/Glacier, Backblaze B2, Wasabi, or similar"}, {"id": "mai-20260917-0922-baseline|c121-m4|xai-small|IDrive Business", "prompt": "c121-m4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "IDrive Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "IDrive Business (Best Overall Value for Most Small Businesses)"}, {"id": "mai-20260917-0922-baseline|c121-m4|xai-small|Veeam Backup & Replication Community Edition", "prompt": "c121-m4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Backup & Replication Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free/Ultra-Low Cost Option ... Cons: Steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c121-m4|xai-small|Backblaze B2", "prompt": "c121-m4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pair with cheap cloud storage (e.g., Backblaze B2 at $6/TB/mo)"}, {"id": "mai-20260917-0922-baseline|c121-m4|xai-small|BackupAssist", "prompt": "c121-m4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "BackupAssist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BackupAssist (Best Pure Budget Windows Pick)"}, {"id": "mai-20260917-0922-baseline|c121-m4|xai-small|Synology NAS", "prompt": "c121-m4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Synology NAS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "DIY Hybrid: Synology NAS + Backblaze/iDrive (Cheapest Scalable DR)"}, {"id": "mai-20260917-0922-baseline|c121-m4|xai-small|Acronis Cyber Protect", "prompt": "c121-m4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "great with security but pricier"}, {"id": "mai-20260917-0922-baseline|c121-m4|xai-small|Bacula", "prompt": "c121-m4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Bacula", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid free-only tools like Bacula unless you're technical"}, {"id": "mai-20260917-0922-baseline|c121-m4|xai-small|Windows Backup", "prompt": "c121-m4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Windows Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free Boosts: Windows Backup, Duplicati (open-source), or Macrium Reflect Free for basics"}, {"id": "mai-20260917-0922-baseline|c121-m4|xai-small|Duplicati", "prompt": "c121-m4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Duplicati", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Duplicati (open-source), or Macrium Reflect Free for basics"}, {"id": "mai-20260917-0922-baseline|c121-m4|xai-small|Macrium Reflect Free", "prompt": "c121-m4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Macrium Reflect Free", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Macrium Reflect Free for basics"}, {"id": "mai-20260917-0922-baseline|c121-m4|zai-small|iDrive Business", "prompt": "c121-m4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "iDrive Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall value with broad coverage**: iDrive Business (~$99.50/yr for 250 GB, unlimited devices/servers)."}, {"id": "mai-20260917-0922-baseline|c121-m4|zai-small|Backblaze Business", "prompt": "c121-m4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Simplest, most affordable for pure file backup**: Backblaze Business (~$80/yr per device)."}, {"id": "mai-20260917-0922-baseline|c121-m4|zai-small|Acronis Cyber Protect", "prompt": "c121-m4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**All-in-one platform for backup, security, and DR**: Acronis Cyber Protect (Essential tier ~$49.99/yr)."}, {"id": "mai-20260917-0922-baseline|c121-m4|zai-small|SimpleBackups", "prompt": "c121-m4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "SimpleBackups", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're extremely cost-sensitive and only need basic backups: **SimpleBackups** or **IONOS Cloud Backup**"}, {"id": "mai-20260917-0922-baseline|c121-m4|zai-small|IONOS Cloud Backup", "prompt": "c121-m4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "IONOS Cloud Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SimpleBackups** or **IONOS Cloud Backup** (very low monthly cost)."}, {"id": "mai-20260917-0922-baseline|c121-m4|zai-small|SpiderOak One", "prompt": "c121-m4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "SpiderOak One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Privacy-focused, budget-conscious backup | ~$5.75/month per device"}, {"id": "mai-20260917-0922-baseline|c121-m5|alibaba-small|IBM", "prompt": "c121-m5", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "IBM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Mid-market companies often find better customer service with established Tier 2 vendors ... compared to giants like IBM or Dell, which may deprioritize your account"}, {"id": "mai-20260917-0922-baseline|c121-m5|alibaba-small|Dell", "prompt": "c121-m5", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Dell", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "compared to giants like IBM or Dell, which may deprioritize your account"}, {"id": "mai-20260917-0922-baseline|c121-m5|google-small|Druva", "prompt": "c121-m5", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Druva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Excellent for 500-person companies because it has zero hardware footprint on-prem and manages the backup infrastructure for you."}, {"id": "mai-20260917-0922-baseline|c121-m5|google-small|Veeam", "prompt": "c121-m5", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The dominant market leader for hybrid and departmental backups. Highly customizable... but requires someone on your team to run and configure it."}, {"id": "mai-20260917-0922-baseline|c121-m5|google-small|HYCU", "prompt": "c121-m5", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "HYCU", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly praised for multi-cloud and SaaS integration, giving you deep visibility across hybrid workloads"}, {"id": "mai-20260917-0922-baseline|c121-m5|google-small|Cohesity", "prompt": "c121-m5", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-grade \"data security first\" platforms... though usually at a premium price point."}, {"id": "mai-20260917-0922-baseline|c121-m5|google-small|Rubrik", "prompt": "c121-m5", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strongest defense against ransomware with native AI tools to detect anomalies. Highly resilient, though usually at a premium price point."}, {"id": "mai-20260917-0922-baseline|c121-m5|meta-small|Acronis Cyber Protect", "prompt": "c121-m5", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Acronis Cyber Protect: A comprehensive solution that combines backup, cybersecurity, and disaster recovery in a single platform."}, {"id": "mai-20260917-0922-baseline|c121-m5|meta-small|Quest Enterprise Backup and Disaster Recovery", "prompt": "c121-m5", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Quest Enterprise Backup and Disaster Recovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A robust solution that protects physical, virtual, and cloud systems"}, {"id": "mai-20260917-0922-baseline|c121-m5|meta-small|Centre Technologies' BDRaaS", "prompt": "c121-m5", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Centre Technologies' BDRaaS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A managed backup and disaster recovery service that provides automated backups, security, and rapid recovery."}, {"id": "mai-20260917-0922-baseline|c121-m5|minimax-small|Dell EMC", "prompt": "c121-m5", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Dell EMC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**On‑prem appliance** (e.g., Dell EMC, Rubrik, Cohesity)"}, {"id": "mai-20260917-0922-baseline|c121-m5|minimax-small|Rubrik", "prompt": "c121-m5", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Rubrik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best‑in‑class vendors** (e.g., Veeam, Rubrik, Cohesity, Commvault)"}, {"id": "mai-20260917-0922-baseline|c121-m5|minimax-small|Cohesity", "prompt": "c121-m5", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Cohesity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**On‑prem appliance** (e.g., Dell EMC, Rubrik, Cohesity)"}, {"id": "mai-20260917-0922-baseline|c121-m5|minimax-small|Veeam", "prompt": "c121-m5", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best‑in‑class vendors** (e.g., Veeam, Rubrik, Cohesity, Commvault) market “ransomware‑resilient” architectures"}, {"id": "mai-20260917-0922-baseline|c121-m5|minimax-small|Commvault", "prompt": "c121-m5", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "$80‑$150 per workload/yr (Veeam, Commvault)"}, {"id": "mai-20260917-0922-baseline|c121-m5|minimax-small|Druva", "prompt": "c121-m5", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Druva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "$150‑$400 per TB/yr (Druva, Azure Site Recovery)"}, {"id": "mai-20260917-0922-baseline|c121-m5|minimax-small|Azure Site Recovery", "prompt": "c121-m5", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Azure Site Recovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "$150‑$400 per TB/yr (Druva, Azure Site Recovery)"}, {"id": "mai-20260917-0922-baseline|c121-m5|minimax-small|Spanning", "prompt": "c121-m5", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Spanning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "$2‑$5 per user/ month (e.g., Druva, Spanning)"}, {"id": "mai-20260917-0922-baseline|c121-m5|mistral-small|Veeam", "prompt": "c121-m5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Veeam** (Hybrid, strong VMware/Hyper-V support)"}, {"id": "mai-20260917-0922-baseline|c121-m5|mistral-small|Dell EMC PowerProtect", "prompt": "c121-m5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Dell EMC PowerProtect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Dell EMC PowerProtect** (Hardware + software, strong enterprise features)"}, {"id": "mai-20260917-0922-baseline|c121-m5|mistral-small|Commvault", "prompt": "c121-m5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Commvault** (Comprehensive, supports many platforms)"}, {"id": "mai-20260917-0922-baseline|c121-m5|mistral-small|Rubrik", "prompt": "c121-m5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Rubrik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rubrik** (Cloud-native, ransomware protection)"}, {"id": "mai-20260917-0922-baseline|c121-m5|mistral-small|Cohesity", "prompt": "c121-m5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Cohesity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cohesity** (Hyperconverged, strong DR features)"}, {"id": "mai-20260917-0922-baseline|c121-m5|mistral-small|Zerto", "prompt": "c121-m5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Zerto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Zerto** (Strong RTO/RPO, real-time replication)"}, {"id": "mai-20260917-0922-baseline|c121-m5|mistral-small|Datto", "prompt": "c121-m5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Datto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Datto** (SaaS-based, strong for MSPs)"}, {"id": "mai-20260917-0922-baseline|c121-m5|mistral-small|Microsoft Azure Backup/Arc", "prompt": "c121-m5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Microsoft Azure Backup/Arc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Microsoft Azure Backup/Arc** (If heavily invested in Azure)"}, {"id": "mai-20260917-0922-baseline|c121-m5|mistral-small|AWS Backup/DR", "prompt": "c121-m5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "AWS Backup/DR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**AWS Backup/DR** (If heavily invested in AWS)"}, {"id": "mai-20260917-0922-baseline|c121-m5|mistral-small|Acronis", "prompt": "c121-m5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Acronis** (Strong endpoint backup, ransomware protection)"}, {"id": "mai-20260917-0922-baseline|c121-m5|moonshot-small|Veeam", "prompt": "c121-m5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "solutions like **Veeam**, **Druva**, **Unitrends**, and **Axcient** are frequently recommended for companies in your size range"}, {"id": "mai-20260917-0922-baseline|c121-m5|moonshot-small|Druva", "prompt": "c121-m5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Druva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "solutions like **Veeam**, **Druva**, **Unitrends**, and **Axcient** are frequently recommended"}, {"id": "mai-20260917-0922-baseline|c121-m5|moonshot-small|Unitrends", "prompt": "c121-m5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Unitrends", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "solutions like **Veeam**, **Druva**, **Unitrends**, and **Axcient** are frequently recommended"}, {"id": "mai-20260917-0922-baseline|c121-m5|moonshot-small|Axcient", "prompt": "c121-m5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Axcient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "solutions like **Veeam**, **Druva**, **Unitrends**, and **Axcient** are frequently recommended"}, {"id": "mai-20260917-0922-baseline|c121-m5|xai-small|Veeam", "prompt": "c121-m5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **Veeam** | Hybrid/VMware | Instant recovery, immutable backups. | Per VM/socket/TB | Yes |"}, {"id": "mai-20260917-0922-baseline|c121-m5|xai-small|Acronis", "prompt": "c121-m5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Acronis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **Acronis** | MSPs/M365 | Cyber protection bundle, easy UI. | Per user/device | Yes |"}, {"id": "mai-20260917-0922-baseline|c121-m5|xai-small|Rubrik", "prompt": "c121-m5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Rubrik** | Enterprise-scale | AI threat detection, policy-driven. |"}, {"id": "mai-20260917-0922-baseline|c121-m5|xai-small|Druva", "prompt": "c121-m5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Druva** | Cloud/SaaS | Zero-infra, global dedupe. |"}, {"id": "mai-20260917-0922-baseline|c121-m5|xai-small|Arcserve UDP", "prompt": "c121-m5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Arcserve UDP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Arcserve UDP** | Unified DRaaS | Ransomware defense, hybrid. |"}, {"id": "mai-20260917-0922-baseline|c121-m5|xai-small|Cohesity", "prompt": "c121-m5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Cohesity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Prioritize vendors like Veeam, Acronis, Rubrik, Druva, Arcserve UDP, Cohesity, Datto SIRIS, NinjaOne, and Unitrends"}, {"id": "mai-20260917-0922-baseline|c121-m5|xai-small|Datto SIRIS", "prompt": "c121-m5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Datto SIRIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Datto SIRIS, NinjaOne, and Unitrends—these frequently top 2024-2026 reviews for mid-sized enterprises"}, {"id": "mai-20260917-0922-baseline|c121-m5|xai-small|NinjaOne", "prompt": "c121-m5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Datto SIRIS, NinjaOne, and Unitrends—these frequently top 2024-2026 reviews"}, {"id": "mai-20260917-0922-baseline|c121-m5|xai-small|Unitrends", "prompt": "c121-m5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Unitrends", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "NinjaOne, and Unitrends—these frequently top 2024-2026 reviews for mid-sized enterprises"}, {"id": "mai-20260917-0922-baseline|c121-m5|xai-small|Commvault", "prompt": "c121-m5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **On-Prem** | Control, low latency. | Veeam, Commvault. |"}, {"id": "mai-20260917-0922-baseline|c121-m5|xai-small|Zerto", "prompt": "c121-m5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Zerto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "| **Cloud/DRaaS** | Offsite DR, pay-as-you-grow. | Druva, Zerto, Azure Site Recovery. |"}, {"id": "mai-20260917-0922-baseline|c121-m5|xai-small|Azure Site Recovery", "prompt": "c121-m5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Azure Site Recovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "| **Cloud/DRaaS** | Offsite DR, pay-as-you-grow. | Druva, Zerto, Azure Site Recovery. |"}, {"id": "mai-20260917-0922-baseline|c121-m6|alibaba-small|Dropbox", "prompt": "c121-m6", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You should avoid using **pure cloud sync** (like Dropbox, Google Drive, OneDrive, or iCloud) as your *sole* disaster recovery solution."}, {"id": "mai-20260917-0922-baseline|c121-m6|alibaba-small|Google Drive", "prompt": "c121-m6", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid using **pure cloud sync** (like Dropbox, Google Drive, OneDrive, or iCloud) as your *sole* disaster recovery solution"}, {"id": "mai-20260917-0922-baseline|c121-m6|alibaba-small|OneDrive", "prompt": "c121-m6", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "OneDrive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The Exception: Some providers (like Carbonite Personal or newer layers of OneDrive) *do* add versioning. However, always verify the retention period"}, {"id": "mai-20260917-0922-baseline|c121-m6|alibaba-small|iCloud", "prompt": "c121-m6", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "iCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid using **pure cloud sync** (like Dropbox, Google Drive, OneDrive, or iCloud) as your *sole* disaster recovery solution"}, {"id": "mai-20260917-0922-baseline|c121-m6|alibaba-small|Carbonite Personal", "prompt": "c121-m6", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Carbonite Personal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Be Cautious About:** **Carbonite Personal/Home versions**. ... Carbonite often only backs up the first volume (`C:`)"}, {"id": "mai-20260917-0922-baseline|c121-m6|alibaba-small|IDrive", "prompt": "c121-m6", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "IDrive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Be Cautious About:** **IDrive** (Mixed Reviews Context). ... issues with \"hidden\" overage charges"}, {"id": "mai-20260917-0922-baseline|c121-m6|anthropic-small|Azure Site Recovery", "prompt": "c121-m6", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Azure Site Recovery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Watch Linux distribution support carefully if that's critical to your environment (specifically for Azure Site Recovery)."}, {"id": "mai-20260917-0922-baseline|c121-m6|anthropic-small|Veeam", "prompt": "c121-m6", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Veeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Veeam may be overwhelming for small teams without dedicated IT staff due to extensive configuration options."}, {"id": "mai-20260917-0922-baseline|c121-m6|deepseek-small|CrashPlan", "prompt": "c121-m6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "CrashPlan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Warned against with unusual consistency. Code42 exited the consumer market years ago, leaving many users stranded"}, {"id": "mai-20260917-0922-baseline|c121-m6|deepseek-small|Carbonite (now OpenText)", "prompt": "c121-m6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Carbonite (now OpenText)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Caution is especially warranted here. Beyond widespread complaints about restore throttling"}, {"id": "mai-20260917-0922-baseline|c121-m6|deepseek-small|IDrive", "prompt": "c121-m6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "IDrive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Frequent complaints about slow uploads, confusing/dated interfaces, unexpected overage charges"}, {"id": "mai-20260917-0922-baseline|c121-m6|deepseek-small|Duplicati", "prompt": "c121-m6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Duplicati", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "a long history of corrupt volume files... Treat it as experimental unless you're testing regularly."}, {"id": "mai-20260917-0922-baseline|c121-m6|deepseek-small|Backblaze", "prompt": "c121-m6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Backblaze", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not \"avoid,\" but the cloud client is frequently criticized for pausing uploads"}, {"id": "mai-20260917-0922-baseline|c121-m6|deepseek-small|Datto BCDR (SIRIS)", "prompt": "c121-m6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Datto BCDR (SIRIS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Mostly solid... but it carries an important *security* caution"}, {"id": "mai-20260917-0922-baseline|c121-m6|deepseek-small|Unitrends", "prompt": "c121-m6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Unitrends", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "as happened in the Unitrends/Datto incidents"}, {"id": "mai-20260917-0922-baseline|c121-m6|deepseek-small|Veritas", "prompt": "c121-m6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Veritas", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Veritas consistently gets dinged for complex, expensive, hard-to-unravel licensing"}, {"id": "mai-20260917-0922-baseline|c121-m6|deepseek-small|Veeam", "prompt": "c121-m6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "The vendors with the strongest reputations right now (Veeam, Rubrik, Cohesity, Commvault, HYCU, Druva, Zerto/HPE)"}, {"id": "mai-20260917-0922-baseline|c121-m6|deepseek-small|Rubrik", "prompt": "c121-m6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "vendors with the strongest reputations right now (Veeam, Rubrik, Cohesity...)"}, {"id": "mai-20260917-0922-baseline|c121-m6|deepseek-small|Cohesity", "prompt": "c121-m6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "vendors with the strongest reputations right now"}, {"id": "mai-20260917-0922-baseline|c121-m6|deepseek-small|Commvault", "prompt": "c121-m6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Commvault", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "vendors with the strongest reputations right now"}, {"id": "mai-20260917-0922-baseline|c121-m6|deepseek-small|HYCU", "prompt": "c121-m6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "HYCU", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "vendors with the strongest reputations right now"}, {"id": "mai-20260917-0922-baseline|c121-m6|deepseek-small|Druva", "prompt": "c121-m6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "vendors with the strongest reputations right now"}, {"id": "mai-20260917-0922-baseline|c121-m6|deepseek-small|Zerto/HPE", "prompt": "c121-m6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Zerto/HPE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "vendors with the strongest reputations right now (…Zerto/HPE)"}, {"id": "mai-20260917-0922-baseline|c121-m6|google-small|Veritas Backup Exec", "prompt": "c121-m6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Veritas Backup Exec", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you are using Backup Exec, you must migrate immediately... officially announced that **Backup Exec is being sunsetted**"}, {"id": "mai-20260917-0922-baseline|c121-m6|google-small|Veeam", "prompt": "c121-m6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "When evaluating a modern BDR solution (such as **Veeam, Cohesity, Nakivo, or Acronis**)"}, {"id": "mai-20260917-0922-baseline|c121-m6|google-small|Nakivo", "prompt": "c121-m6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Nakivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "modern, automated alternatives like Veeam or Nakivo"}, {"id": "mai-20260917-0922-baseline|c121-m6|google-small|Unitrends", "prompt": "c121-m6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Unitrends", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Exercise extreme caution before signing a contract with any BDR solution owned by Kaseya."}, {"id": "mai-20260917-0922-baseline|c121-m6|google-small|Datto", "prompt": "c121-m6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Datto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Kaseya's acquisition of Datto and Unitrends has triggered widespread industry backlash"}, {"id": "mai-20260917-0922-baseline|c121-m6|google-small|Spanning", "prompt": "c121-m6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Spanning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Kaseya-Owned Brands (Unitrends, Datto, Spanning)... Exercise extreme caution"}, {"id": "mai-20260917-0922-baseline|c121-m6|google-small|Arcserve / StorageCraft (ShadowProtect)", "prompt": "c121-m6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Arcserve / StorageCraft (ShadowProtect)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "ShadowProtect (under StorageCraft/Arcserve) has faced a steep decline... the software has largely stagnated"}, {"id": "mai-20260917-0922-baseline|c121-m6|google-small|OneDrive", "prompt": "c121-m6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "OneDrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Relying on Cloud Drives (OneDrive, Google Drive, Dropbox) as \"Backup\"... It does not."}, {"id": "mai-20260917-0922-baseline|c121-m6|google-small|Google Drive", "prompt": "c121-m6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "These are *synchronization* tools, not true point-in-time backup systems."}, {"id": "mai-20260917-0922-baseline|c121-m6|google-small|Dropbox", "prompt": "c121-m6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Relying on Cloud Drives (OneDrive, Google Drive, Dropbox) as \"Backup\""}, {"id": "mai-20260917-0922-baseline|c121-m6|google-small|Synology", "prompt": "c121-m6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Synology", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Buying a Network Attached Storage (NAS) device (like a Synology or QNAP)... Default NAS configurations are **ransomware magnets**"}, {"id": "mai-20260917-0922-baseline|c121-m6|google-small|QNAP", "prompt": "c121-m6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "QNAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "like a Synology or QNAP... Default NAS configurations are **ransomware magnets**"}, {"id": "mai-20260917-0922-baseline|c121-m6|google-small|Cohesity", "prompt": "c121-m6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Cohesity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "such as **Veeam, Cohesity, Nakivo, or Acronis**"}, {"id": "mai-20260917-0922-baseline|c121-m6|google-small|Acronis", "prompt": "c121-m6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Acronis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "such as **Veeam, Cohesity, Nakivo, or Acronis**"}, {"id": "mai-20260917-0922-baseline|c121-m6|moonshot-small|Commvault", "prompt": "c121-m6", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Commvault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Recent issues: Multiple critical vulnerabilities discovered in 2024-2025 (CVE-2025-34028, CVE-2025-3928 with CVSS scores up to 10.0)"}, {"id": "mai-20260917-0922-baseline|c121-m6|moonshot-small|Veeam", "prompt": "c121-m6", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Veeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Widely targeted: Used by 82% of Fortune 500 companies, making it a high-value target"}, {"id": "mai-20260917-0922-baseline|c121-m6|moonshot-small|Acronis", "prompt": "c121-m6", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Acronis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some Reddit sysadmins report declining quality and reliability issues in recent years"}, {"id": "mai-20260917-0922-baseline|c121-m6|moonshot-small|Spanning", "prompt": "c121-m6", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Spanning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Multiple Reddit sysadmin reports advise steering clear of these for M365 backup specifically"}, {"id": "mai-20260917-0922-baseline|c121-m6|moonshot-small|Kaseya", "prompt": "c121-m6", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Kaseya", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Multiple Reddit sysadmin reports advise steering clear of these for M365 backup specifically"}, {"id": "mai-20260917-0922-baseline|c121-m6|moonshot-small|Rubrik", "prompt": "c121-m6", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Rubrik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider: Veeam, Rubrik, or native Microsoft solutions instead"}, {"id": "mai-20260917-0922-baseline|c121-m6|moonshot-small|native Microsoft solutions", "prompt": "c121-m6", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "native Microsoft solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider: Veeam, Rubrik, or native Microsoft solutions instead"}, {"id": "mai-20260917-0922-baseline|c121-m6|moonshot-small|Veritas", "prompt": "c121-m6", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Veritas", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "even the most reputable vendors (Veeam, Commvault, Veritas) have had serious security vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c121-m6|xai-small|Veeam Backup & Replication", "prompt": "c121-m6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Veeam Backup & Replication", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Unpatched or vulnerable enterprise tools like Veeam Backup & Replication: Multiple critical flaws ... Mitigate by applying patches immediately"}, {"id": "mai-20260917-0922-baseline|c121-m6|xai-small|Paragon Backup & Recovery", "prompt": "c121-m6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Paragon Backup & Recovery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Poor user ratings (1.5/5 on Trustpilot). Frequent complaints include failed backups"}, {"id": "mai-20260917-0922-baseline|c121-m6|xai-small|Acronis", "prompt": "c121-m6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Acronis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Recent high-severity flaws (e.g., Linux privilege escalation ...) added to CISA's Known Exploited Vulnerabilities catalog"}, {"id": "mai-20260917-0922-baseline|c121-m6|xai-small|IDrive", "prompt": "c121-m6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "IDrive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Favorites from reviews (PCMag, Wirecutter): IDrive (value/reliability)"}, {"id": "mai-20260917-0922-baseline|c121-m6|xai-small|MSP360", "prompt": "c121-m6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "MSP360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "align with your scale (e.g., MSP360 for SMBs)"}, {"id": "mai-20260917-0922-baseline|c121-m6|zai-small|AWS Elastic Disaster Recovery", "prompt": "c121-m6", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "AWS Elastic Disaster Recovery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Common offenders:**\n- AWS Elastic Disaster Recovery (no file-, table-, or record-level restore)"}, {"id": "mai-20260917-0922-baseline|c121-m6|zai-small|Azure Site Recovery", "prompt": "c121-m6", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Azure Site Recovery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Azure Site Recovery (replication only—no granular restore)"}, {"id": "mai-20260917-0922-baseline|c121-s1|alibaba-small|Acronis Cyber Protect", "prompt": "c121-s1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall All-in-One Solution: **Acronis Cyber Protect**"}, {"id": "mai-20260917-0922-baseline|c121-s1|alibaba-small|Veeam Backup & Replication", "prompt": "c121-s1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam Backup & Replication", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Server Infrastructure: **Veeam Backup & Replication** ... Veeam is the industry \"gold standard.\""}, {"id": "mai-20260917-0922-baseline|c121-s1|alibaba-small|NinjaOne", "prompt": "c121-s1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Remote Teams/Workstations: **NinjaOne** ... NinjaOne is the modern choice."}, {"id": "mai-20260917-0922-baseline|c121-s1|alibaba-small|SpinOne", "prompt": "c121-s1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "SpinOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you must use a third-party SaaS backup tool like **SpinOne** (for Microsoft) or **Datto**"}, {"id": "mai-20260917-0922-baseline|c121-s1|alibaba-small|Datto", "prompt": "c121-s1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Datto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a third-party SaaS backup tool like **SpinOne** (for Microsoft) or **Datto**"}, {"id": "mai-20260917-0922-baseline|c121-s1|alibaba-small|CloudBerry", "prompt": "c121-s1", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "CloudBerry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Simple / Budget Friendly** | **CloudBerry** | Flexible backend support"}, {"id": "mai-20260917-0922-baseline|c121-s1|challenger-small|Acronis Cyber Protect", "prompt": "c121-s1", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *all-around* backup and disaster recovery choice is **Acronis Cyber Protect**"}, {"id": "mai-20260917-0922-baseline|c121-s1|challenger-small|Cove Data Protection", "prompt": "c121-s1", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cove Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cove Data Protection** and **IDrive Business** are both strong SMB options"}, {"id": "mai-20260917-0922-baseline|c121-s1|challenger-small|IDrive Business", "prompt": "c121-s1", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "IDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best value-oriented option for small businesses"}, {"id": "mai-20260917-0922-baseline|c121-s1|challenger-small|Veeam", "prompt": "c121-s1", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you run a more virtualized or mixed on-prem/cloud environment"}, {"id": "mai-20260917-0922-baseline|c121-s1|challenger-small|Datto / DRaaS tools", "prompt": "c121-s1", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Datto / DRaaS tools", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "better if you need managed failover and near-zero downtime, but they are usually more expensive and more IT-intensive"}, {"id": "mai-20260917-0922-baseline|c121-s1|deepseek-small|Acronis Cyber Protect", "prompt": "c121-s1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Acronis Cyber Protect** is the most user-friendly all-in-one that balances backup, DR, and security in one subscription."}, {"id": "mai-20260917-0922-baseline|c121-s1|deepseek-small|Cove Data Protection", "prompt": "c121-s1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cove Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best overall cloud backup | Immutability on by default, storage included in price — great value and simple."}, {"id": "mai-20260917-0922-baseline|c121-s1|deepseek-small|IDrive Business", "prompt": "c121-s1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "IDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tight budget?** **IDrive Business** gives solid value."}, {"id": "mai-20260917-0922-baseline|c121-s1|deepseek-small|Veeam Data Platform", "prompt": "c121-s1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam Data Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**On-prem servers/VMs?** **Veeam Data Platform** is the strongest choice."}, {"id": "mai-20260917-0922-baseline|c121-s1|deepseek-small|Axcient x360Recover", "prompt": "c121-s1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Axcient x360Recover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Working with an MSP?** **Axcient x360Recover** or **Datto SIRIS** are top BCDR picks."}, {"id": "mai-20260917-0922-baseline|c121-s1|deepseek-small|Barracuda Cloud-to-Cloud", "prompt": "c121-s1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Barracuda Cloud-to-Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mostly cloud (Microsoft 365 / Google Workspace)? Look at **Barracuda Cloud-to-Cloud**"}, {"id": "mai-20260917-0922-baseline|c121-s1|deepseek-small|Datto SIRIS", "prompt": "c121-s1", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Datto SIRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Axcient x360Recover** or **Datto SIRIS** are top BCDR picks."}, {"id": "mai-20260917-0922-baseline|c121-s1|google-small|Acronis Cyber Protect", "prompt": "c121-s1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Scenario A: The Best for Lean IT & Bundled Cybersecurity (Best Value)\n* **Top Pick: Acronis Cyber Protect**"}, {"id": "mai-20260917-0922-baseline|c121-s1|google-small|Datto SIRIS (by Kaseya)", "prompt": "c121-s1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Datto SIRIS (by Kaseya)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top Pick: Datto SIRIS (by Kaseya)** or **Axcient x360"}, {"id": "mai-20260917-0922-baseline|c121-s1|google-small|Axcient x360", "prompt": "c121-s1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Axcient x360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ask them for a **Datto or Axcient appliance-based BDR** for maximum, worry-free business continuity"}, {"id": "mai-20260917-0922-baseline|c121-s1|google-small|Veeam Data Platform", "prompt": "c121-s1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam Data Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Veeam has a steep learning curve and requires professional IT knowledge to set up and manage correctly."}, {"id": "mai-20260917-0922-baseline|c121-s1|google-small|Synology Active Backup for Business (ABB)", "prompt": "c121-s1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Synology Active Backup for Business (ABB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It is arguably the most cost-effective solution for small businesses."}, {"id": "mai-20260917-0922-baseline|c121-s1|google-small|Druva Data Resiliency Cloud", "prompt": "c121-s1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Druva Data Resiliency Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top Pick: Druva Data Resiliency Cloud** or **HYCU"}, {"id": "mai-20260917-0922-baseline|c121-s1|google-small|HYCU", "prompt": "c121-s1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "HYCU", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Druva or HYCU will protect your data directly from cloud-to-cloud"}, {"id": "mai-20260917-0922-baseline|c121-s1|google-small|BDRSuite", "prompt": "c121-s1", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "BDRSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Leading BDR solutions (like Datto and BDRSuite) automatically \"test boot\" your backups"}, {"id": "mai-20260917-0922-baseline|c121-s1|meta-small|Cove Data Protection", "prompt": "c121-s1", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cove Data Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top solutions include: 1. Cove Data Protection, which offers immutability by default and includes storage in the price."}, {"id": "mai-20260917-0922-baseline|c121-s1|meta-small|Veeam", "prompt": "c121-s1", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Veeam, which offers backup and recovery options for small businesses across on-premises, cloud, and SaaS environments."}, {"id": "mai-20260917-0922-baseline|c121-s1|meta-small|Veritas Backup Exec", "prompt": "c121-s1", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veritas Backup Exec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Veritas Backup Exec, which is a data backup and recovery platform built for small to mid-sized businesses."}, {"id": "mai-20260917-0922-baseline|c121-s1|minimax-small|Acronis Cyber Protect", "prompt": "c121-s1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frequently recommended for small businesses with mixed environments... It combines backup with cybersecurity in one subscription"}, {"id": "mai-20260917-0922-baseline|c121-s1|minimax-small|Backblaze", "prompt": "c121-s1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Backblaze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "One of the most cost-effective cloud backup solutions, particularly for file-level backups."}, {"id": "mai-20260917-0922-baseline|c121-s1|minimax-small|iDrive", "prompt": "c121-s1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "iDrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another affordable option with good features for small teams"}, {"id": "mai-20260917-0922-baseline|c121-s1|minimax-small|Veritas Backup Exec", "prompt": "c121-s1", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veritas Backup Exec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A solid traditional option designed for small to mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c121-s1|mistral-small|Acronis Cyber Protect", "prompt": "c121-s1", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as the best overall SMB platform"}, {"id": "mai-20260917-0922-baseline|c121-s1|mistral-small|Cove Data Protection", "prompt": "c121-s1", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cove Data Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Acronis Cyber Protect** or **Cove Data Protection** are top choices"}, {"id": "mai-20260917-0922-baseline|c121-s1|moonshot-small|Datto SIRIS", "prompt": "c121-s1", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Datto SIRIS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Datto SIRIS if you prioritize business continuity and can afford the premium"}, {"id": "mai-20260917-0922-baseline|c121-s1|moonshot-small|Acronis Cyber Protect", "prompt": "c121-s1", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Acronis Cyber Protect if you want the best value with strong security integration"}, {"id": "mai-20260917-0922-baseline|c121-s1|moonshot-small|Veeam Backup & Replication", "prompt": "c121-s1", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam Backup & Replication", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Virtualized Environments"}, {"id": "mai-20260917-0922-baseline|c121-s1|moonshot-small|Cove Data Protection (N-able)", "prompt": "c121-s1", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cove Data Protection (N-able)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Cove if you want a simple, secure, well-rated solution at a fair price"}, {"id": "mai-20260917-0922-baseline|c121-s1|moonshot-small|IDrive Business", "prompt": "c121-s1", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "IDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Budget Option ... Tightest budget, basic needs"}, {"id": "mai-20260917-0922-baseline|c121-s1|xai-small|Acronis Cyber Protect", "prompt": "c121-s1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Overall Top Pick for Most Small B2B**: **Acronis Cyber Protect**. It frequently ranks #1 for SMBs"}, {"id": "mai-20260917-0922-baseline|c121-s1|xai-small|Veeam Backup Essentials", "prompt": "c121-s1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam Backup Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Advanced DR**: Veeam or Axcient if downtime costs >$1K/hour."}, {"id": "mai-20260917-0922-baseline|c121-s1|xai-small|iDrive Business", "prompt": "c121-s1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "iDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget/Cloud-First**: iDrive or Backblaze for under $100/year starters."}, {"id": "mai-20260917-0922-baseline|c121-s1|xai-small|Backblaze Business", "prompt": "c121-s1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Backblaze Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Budget/Cloud-First**: iDrive or Backblaze for under $100/year starters."}, {"id": "mai-20260917-0922-baseline|c121-s1|xai-small|Axcient x360Recover", "prompt": "c121-s1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Axcient x360Recover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Advanced DR**: Veeam or Axcient if downtime costs >$1K/hour."}, {"id": "mai-20260917-0922-baseline|c121-s1|xai-small|Cove Data Protection", "prompt": "c121-s1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Cove Data Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If MSP-managed, consider Cove Data Protection or Datto SIRIS for hands-off."}, {"id": "mai-20260917-0922-baseline|c121-s1|xai-small|Datto SIRIS", "prompt": "c121-s1", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Datto SIRIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If MSP-managed, consider Cove Data Protection or Datto SIRIS for hands-off."}, {"id": "mai-20260917-0922-baseline|c121-s1|zai-small|Acronis Cyber Protect", "prompt": "c121-s1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best fit today is **Acronis Cyber Protect** (for servers/workstations) paired with **Keepit** (for SaaS)"}, {"id": "mai-20260917-0922-baseline|c121-s1|zai-small|Keepit", "prompt": "c121-s1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Keepit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "paired with **Keepit** (for SaaS)"}, {"id": "mai-20260917-0922-baseline|c121-s1|zai-small|Veeam Data Platform", "prompt": "c121-s1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam Data Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Veeam Data Platform + VBO** (if you prefer a more enterprise-grade, IT-driven stack)"}, {"id": "mai-20260917-0922-baseline|c121-s1|zai-small|Infrascale", "prompt": "c121-s1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Infrascale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want guaranteed sub-1-hour RTO without managing replication: **Infrascale or Axcient DRaaS + Keepit**"}, {"id": "mai-20260917-0922-baseline|c121-s1|zai-small|Axcient x360Recover", "prompt": "c121-s1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Axcient x360Recover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "MSP-friendly BCDR with flat per-endpoint pricing"}, {"id": "mai-20260917-0922-baseline|c121-s1|zai-small|Backupify / Datto SaaS Protection", "prompt": "c121-s1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Backupify / Datto SaaS Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Backupify** is a strong alternative if you already work with a Datto-backed MSP."}, {"id": "mai-20260917-0922-baseline|c121-s1|zai-small|Veeam Data Cloud for SaaS", "prompt": "c121-s1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Veeam Data Cloud for SaaS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Existing Veeam customers who want SaaS backup in the same ecosystem"}, {"id": "mai-20260917-0922-baseline|c121-s1|zai-small|Salesforce Backup & Recover", "prompt": "c121-s1", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "direct", "raw": "Salesforce Backup & Recover", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Built-in, but limited to Salesforce objects; no cross-app protection"}, {"id": "mai-20260917-0922-baseline|c121-s2|alibaba-small|Backblaze Business Backup", "prompt": "c121-s2", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Backblaze Business Backup", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start Simple:** Go with **Backblaze Business Backup** if you mostly need file-level protection for laptops/desktops."}, {"id": "mai-20260917-0922-baseline|c121-s2|alibaba-small|IDrive Enterprise", "prompt": "c121-s2", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "IDrive Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need More Control/Compliance:** Choose **IDrive Enterprise** or **Druva**."}, {"id": "mai-20260917-0922-baseline|c121-s2|alibaba-small|Druva InSync / Phoenix", "prompt": "c121-s2", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Druva InSync / Phoenix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Druva provides strong governance, e-discovery, and compliance reporting features out-of-the-box"}, {"id": "mai-20260917-0922-baseline|c121-s2|alibaba-small|Veeam Availability Suite", "prompt": "c121-s2", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Availability Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Note: Requires more technical expertise to manage."}, {"id": "mai-20260917-0922-baseline|c121-s2|alibaba-small|Backup360", "prompt": "c121-s2", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Backup360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You need a dedicated tool like **Backup360**, **Spanning Backup**, or **Datto**"}, {"id": "mai-20260917-0922-baseline|c121-s2|alibaba-small|Spanning Backup", "prompt": "c121-s2", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Spanning Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a dedicated tool like **Backup360**, **Spanning Backup**, or **Datto**"}, {"id": "mai-20260917-0922-baseline|c121-s2|alibaba-small|Datto", "prompt": "c121-s2", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Datto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a dedicated tool like **Backup360**, **Spanning Backup**, or **Datto**"}, {"id": "mai-20260917-0922-baseline|c121-s2|alibaba-small|NinjaOne", "prompt": "c121-s2", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Partner with an MSP using **Veeam** or **NinjaOne** + **Acronis Cyber Protect**"}, {"id": "mai-20260917-0922-baseline|c121-s2|alibaba-small|Acronis Cyber Protect", "prompt": "c121-s2", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**NinjaOne** + **Acronis Cyber Protect** for integrated security and backup"}, {"id": "mai-20260917-0922-baseline|c121-s2|anthropic-small|Backblaze", "prompt": "c121-s2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Backblaze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cloud-based services** (Backblaze, Acronis, Veeam): Cost-effective, automated, scalable"}, {"id": "mai-20260917-0922-baseline|c121-s2|anthropic-small|Acronis", "prompt": "c121-s2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cloud-based services** (Backblaze, Acronis, Veeam): Cost-effective, automated, scalable"}, {"id": "mai-20260917-0922-baseline|c121-s2|anthropic-small|Veeam", "prompt": "c121-s2", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cloud-based services** (Backblaze, Acronis, Veeam): Cost-effective, automated, scalable"}, {"id": "mai-20260917-0922-baseline|c121-s2|challenger-small|Acronis Cyber Protect", "prompt": "c121-s2", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Acronis Cyber Protect** as the best all-around choice"}, {"id": "mai-20260917-0922-baseline|c121-s2|challenger-small|Cove Data Protection", "prompt": "c121-s2", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Cove Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want the simplest cloud backup with **immutability on by default**"}, {"id": "mai-20260917-0922-baseline|c121-s2|challenger-small|Veeam Backup Essentials", "prompt": "c121-s2", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Backup Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you run **servers, VMs, or a hybrid environment**"}, {"id": "mai-20260917-0922-baseline|c121-s2|challenger-small|IDrive Business", "prompt": "c121-s2", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "IDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if budget and simplicity matter most; multiple SMB guides rank it highly for value"}, {"id": "mai-20260917-0922-baseline|c121-s2|challenger-small|Backblaze Business Backup", "prompt": "c121-s2", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Backblaze Business Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you mainly need **straightforward endpoint backup** at low cost"}, {"id": "mai-20260917-0922-baseline|c121-s2|deepseek-small|IDrive Business", "prompt": "c121-s2", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "IDrive Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**IDrive Business** is the strongest all-around pick for most teams"}, {"id": "mai-20260917-0922-baseline|c121-s2|deepseek-small|Backblaze Business", "prompt": "c121-s2", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Backblaze Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "~$99/yr per computer, unlimited storage, zero config—great if you're mostly laptops with no server"}, {"id": "mai-20260917-0922-baseline|c121-s2|deepseek-small|Acronis Cyber Protect", "prompt": "c121-s2", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bundles backup with endpoint security/anti-ransomware in one agent. Costs more"}, {"id": "mai-20260917-0922-baseline|c121-s2|deepseek-small|Veeam Data Platform", "prompt": "c121-s2", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Data Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you run a heavier server/VM environment and need fast recovery, **Veeam** is worth the premium."}, {"id": "mai-20260917-0922-baseline|c121-s2|deepseek-small|Cove", "prompt": "c121-s2", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Cove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent if you work with an MSP; immutability on by default, instant failover"}, {"id": "mai-20260917-0922-baseline|c121-s2|deepseek-small|Datto SIRIS", "prompt": "c121-s2", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Datto SIRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent if you work with an MSP; immutability on by default, instant failover"}, {"id": "mai-20260917-0922-baseline|c121-s2|google-small|Acronis Cyber Protect", "prompt": "c121-s2", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Security & Compliance: **Acronis Cyber Protect**"}, {"id": "mai-20260917-0922-baseline|c121-s2|google-small|Veeam Data Cloud", "prompt": "c121-s2", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Data Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SaaS-Heavy Teams (Microsoft 365 & Salesforce): **Veeam Data Cloud**"}, {"id": "mai-20260917-0922-baseline|c121-s2|google-small|Backblaze Business Backup", "prompt": "c121-s2", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Backblaze Business Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simple Endpoint & Remote Team Backup: **Backblaze Business Backup**"}, {"id": "mai-20260917-0922-baseline|c121-s2|meta-small|Veeam", "prompt": "c121-s2", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Veeam - Offers comprehensive backup and recovery solutions for small businesses, including on-premises, cloud, and SaaS environments."}, {"id": "mai-20260917-0922-baseline|c121-s2|meta-small|Pexo", "prompt": "c121-s2", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Pexo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides a managed Data Backup and Disaster Recovery service designed for North American SMBs"}, {"id": "mai-20260917-0922-baseline|c121-s2|meta-small|NovaBACKUP", "prompt": "c121-s2", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "NovaBACKUP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers backup solutions for small businesses, including cloud backup and managed backup services."}, {"id": "mai-20260917-0922-baseline|c121-s2|meta-small|AWS", "prompt": "c121-s2", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides cloud storage, backup, and recovery solutions for SMBs"}, {"id": "mai-20260917-0922-baseline|c121-s2|minimax-small|Carbonite", "prompt": "c121-s2", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Carbonite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start by evaluating **Carbonite** or **Druva** for their ease of use and good value"}, {"id": "mai-20260917-0922-baseline|c121-s2|minimax-small|Druva", "prompt": "c121-s2", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Druva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start by evaluating **Carbonite** or **Druva** for their ease of use and good value"}, {"id": "mai-20260917-0922-baseline|c121-s2|minimax-small|Acronis Cyber Protect", "prompt": "c121-s2", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have more complex needs or IT resources, **Veeam** or **Acronis** offer more advanced options"}, {"id": "mai-20260917-0922-baseline|c121-s2|minimax-small|Veeam", "prompt": "c121-s2", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More feature-rich if you have IT staff"}, {"id": "mai-20260917-0922-baseline|c121-s2|moonshot-small|IDrive", "prompt": "c121-s2", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "IDrive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **IDrive** as the best all-around starting point"}, {"id": "mai-20260917-0922-baseline|c121-s2|moonshot-small|Acronis Cyber Protect", "prompt": "c121-s2", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need backup *plus* built-in anti-ransomware and security tools in one platform."}, {"id": "mai-20260917-0922-baseline|c121-s2|moonshot-small|Veeam", "prompt": "c121-s2", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Have virtualized environments or plan to grow into more complex infrastructure."}, {"id": "mai-20260917-0922-baseline|c121-s2|moonshot-small|Barracuda Cloud-to-Cloud Backup", "prompt": "c121-s2", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Barracuda Cloud-to-Cloud Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Are heavily standardized on Microsoft 365 and want unlimited retention with malware scanning on restore."}, {"id": "mai-20260917-0922-baseline|c121-s2|moonshot-small|Backupify", "prompt": "c121-s2", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Backupify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want dead-simple, automated SaaS backup without managing on-premise components."}, {"id": "mai-20260917-0922-baseline|c121-s2|openai-small|Veeam", "prompt": "c121-s2", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most B2B small businesses:** Veeam."}, {"id": "mai-20260917-0922-baseline|c121-s2|openai-small|Dropbox Backup", "prompt": "c121-s2", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Dropbox Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you mainly need easy file backup:** Dropbox Backup."}, {"id": "mai-20260917-0922-baseline|c121-s2|openai-small|Datto BCDR", "prompt": "c121-s2", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Datto BCDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if uptime/recovery speed is critical:** Datto BCDR."}, {"id": "mai-20260917-0922-baseline|c121-s2|xai-small|Acronis Cyber Protect", "prompt": "c121-s2", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Acronis Cyber Protect as the top choice for data backup and recovery."}, {"id": "mai-20260917-0922-baseline|c121-s2|xai-small|IDrive Business", "prompt": "c121-s2", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "IDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great value (~$100/year unlimited devices, 250GB+), multi-device/server backup | Less cybersecurity depth"}, {"id": "mai-20260917-0922-baseline|c121-s2|xai-small|Backblaze Business", "prompt": "c121-s2", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Backblaze Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unlimited storage per device (~$99/year), simple setup | Endpoint-focused; no servers/SaaS or security extras."}, {"id": "mai-20260917-0922-baseline|c121-s2|xai-small|Veeam", "prompt": "c121-s2", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Steeper learning curve, higher cost (~$500+ for small setups)."}, {"id": "mai-20260917-0922-baseline|c121-s2|zai-small|Acronis Cyber Protect", "prompt": "c121-s2", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a B2B small business:** **Acronis Cyber Protect**"}, {"id": "mai-20260917-0922-baseline|c121-s2|zai-small|Veeam Backup Essentials", "prompt": "c121-s2", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Veeam Backup Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for on‑prem VM‑heavy environments:** **Veeam Backup Essentials**"}, {"id": "mai-20260917-0922-baseline|c121-s2|zai-small|Backblaze Business Backup", "prompt": "c121-s2", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Backblaze Business Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is an excellent, low‑maintenance alternative"}, {"id": "mai-20260917-0922-baseline|c121-s2|zai-small|Druva", "prompt": "c121-s2", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "paraphrase", "raw": "Druva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Druva** (cloud‑native) | Zero on‑prem infrastructure"}, {"id": "mai-20260917-0922-baseline|c121-s3|alibaba-small|Acronis Cyber Protect Cloud", "prompt": "c121-s3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need integrated security + backup** | Acronis Cyber Protect"}, {"id": "mai-20260917-0922-baseline|c121-s3|alibaba-small|IDrive Business", "prompt": "c121-s3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "IDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tight budget, simple needs** | Backblaze Business or IDrive Business"}, {"id": "mai-20260917-0922-baseline|c121-s3|alibaba-small|Datto BCDR (SIRIS)", "prompt": "c121-s3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Datto BCDR (SIRIS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Instant local/cloud virtualization; sub-minute failover. *Sold exclusively through MSPs.*"}, {"id": "mai-20260917-0922-baseline|c121-s3|alibaba-small|Veeam Data Platform", "prompt": "c121-s3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Data Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Have servers/VMs and want fast recovery** | Veeam Data Platform or Datto (via MSP)"}, {"id": "mai-20260917-0922-baseline|c121-s3|alibaba-small|Cove Data Protection", "prompt": "c121-s3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cove Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**No IT staff; want set-and-forget** | Cove Data Protection or Backblaze"}, {"id": "mai-20260917-0922-baseline|c121-s3|alibaba-small|Backblaze Business", "prompt": "c121-s3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Backblaze Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Tight budget, simple needs** | Backblaze Business or IDrive Business"}, {"id": "mai-20260917-0922-baseline|c121-s3|alibaba-small|Axcient x360Recover", "prompt": "c121-s3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Axcient x360Recover", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**MSP-supported SMBs** | Hybrid | Strong RPO/RTO performance"}, {"id": "mai-20260917-0922-baseline|c121-s3|alibaba-small|Simple Backups", "prompt": "c121-s3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Simple Backups", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "IDrive, Backblaze, and Simple Backups excel at storing data reliably"}, {"id": "mai-20260917-0922-baseline|c121-s3|alibaba-small|Unitrends", "prompt": "c121-s3", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Unitrends", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Axcient and Unitrends offer both on-prem and cloud options."}, {"id": "mai-20260917-0922-baseline|c121-s3|anthropic-small|Veeam Backup & Replication", "prompt": "c121-s3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Backup & Replication", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Veeam may be overwhelming for small teams without dedicated IT staff due to extensive configuration options."}, {"id": "mai-20260917-0922-baseline|c121-s3|anthropic-small|Nakivo Backup & Replication", "prompt": "c121-s3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Nakivo Backup & Replication", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "targeting SMBs and enterprises wanting fast, straightforward disaster recovery without operational complexity"}, {"id": "mai-20260917-0922-baseline|c121-s3|anthropic-small|Acronis Cyber Protect Backup", "prompt": "c121-s3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Acronis Cyber Protect ranks second for image-based backup across Windows, macOS, and Linux plus ransomware recovery"}, {"id": "mai-20260917-0922-baseline|c121-s3|anthropic-small|Arcserve UDP", "prompt": "c121-s3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Arcserve UDP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "targeting mid-market teams who want solid DR capabilities without a steep learning curve"}, {"id": "mai-20260917-0922-baseline|c121-s3|anthropic-small|Unitrends", "prompt": "c121-s3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Unitrends", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "versatile disaster recovery solution with built-in compliance reporting, making it ideal for regulated industries"}, {"id": "mai-20260917-0922-baseline|c121-s3|anthropic-small|Rubrik", "prompt": "c121-s3", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Rubrik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "prioritize Acronis Cyber Protect Backup, Rubrik, and Veeam Backup & Replication even when setup and tuning require stronger admin skills"}, {"id": "mai-20260917-0922-baseline|c121-s3|challenger-small|Acronis Cyber Protect", "prompt": "c121-s3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The strongest overall SMB picks in the results are **Acronis Cyber Protect**, **IDrive Business**, and **Axcient x360Recover**"}, {"id": "mai-20260917-0922-baseline|c121-s3|challenger-small|IDrive Business", "prompt": "c121-s3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "IDrive Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose IDrive Business** if you want the best value and straightforward cloud backup across mixed devices"}, {"id": "mai-20260917-0922-baseline|c121-s3|challenger-small|Axcient x360Recover", "prompt": "c121-s3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Axcient x360Recover", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "strongest overall SMB picks ... **Axcient x360Recover**"}, {"id": "mai-20260917-0922-baseline|c121-s3|challenger-small|Veeam", "prompt": "c121-s3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More powerful and typically more complex/costly than basic SMB backup"}, {"id": "mai-20260917-0922-baseline|c121-s3|challenger-small|Datto", "prompt": "c121-s3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Datto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Axcient x360Recover or Datto-style DR** if fast recovery and verified continuity matter more than low cost"}, {"id": "mai-20260917-0922-baseline|c121-s3|challenger-small|Backblaze Business", "prompt": "c121-s3", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Backblaze Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good for endpoints, but not broad server/DR coverage"}, {"id": "mai-20260917-0922-baseline|c121-s3|deepseek-small|Backblaze Business", "prompt": "c121-s3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Backblaze Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you just need laptops backed up and want maximum simplicity at low cost → Backblaze Business."}, {"id": "mai-20260917-0922-baseline|c121-s3|deepseek-small|IDrive Business", "prompt": "c121-s3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "IDrive Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have a mix of PCs, a server, and want one affordable tool → IDrive Business or Acronis Cyber Protect"}, {"id": "mai-20260917-0922-baseline|c121-s3|deepseek-small|Acronis Cyber Protect", "prompt": "c121-s3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "add Acronis if ransomware protection matters"}, {"id": "mai-20260917-0922-baseline|c121-s3|deepseek-small|Veeam Backup Essentials", "prompt": "c121-s3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Backup Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you run your own servers/VMs and want real disaster recovery → Veeam Backup Essentials"}, {"id": "mai-20260917-0922-baseline|c121-s3|deepseek-small|Datto SIRIS", "prompt": "c121-s3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Datto SIRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a managed, \"set-and-forget\" DR appliance ... → Datto SIRIS or Axcient x360Recover"}, {"id": "mai-20260917-0922-baseline|c121-s3|deepseek-small|Axcient x360Recover", "prompt": "c121-s3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Axcient x360Recover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "typically through an MSP"}, {"id": "mai-20260917-0922-baseline|c121-s3|deepseek-small|Keepit", "prompt": "c121-s3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Keepit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "you need a dedicated SaaS backup layer (like Keepit, Spanning, or the M365 add-ons"}, {"id": "mai-20260917-0922-baseline|c121-s3|deepseek-small|Spanning", "prompt": "c121-s3", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Spanning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "like Keepit, Spanning, or the M365 add-ons from Acronis/Veeam"}, {"id": "mai-20260917-0922-baseline|c121-s3|google-small|Synology Active Backup for Business (ABB)", "prompt": "c121-s3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Synology Active Backup for Business (ABB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Small teams with a physical office that want a powerful backup solution without ongoing monthly licensing fees."}, {"id": "mai-20260917-0922-baseline|c121-s3|google-small|Acronis Cyber Protect", "prompt": "c121-s3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The All-in-One Cyber-Security & Backup Hybrid"}, {"id": "mai-20260917-0922-baseline|c121-s3|google-small|MSP360", "prompt": "c121-s3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "MSP360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Tech-savvy small teams wanting the absolute lowest possible price for offsite cloud backup"}, {"id": "mai-20260917-0922-baseline|c121-s3|google-small|Backblaze B2", "prompt": "c121-s3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you hook it up to an ultra-cheap, secure cloud storage provider like Backblaze B2 or Wasabi"}, {"id": "mai-20260917-0922-baseline|c121-s3|google-small|Wasabi", "prompt": "c121-s3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a cloud storage provider like **Backblaze B2** or **Wasabi** (which cost around $6 per Terabyte per month)"}, {"id": "mai-20260917-0922-baseline|c121-s3|google-small|Veeam Backup Essentials / Veeam Data Cloud", "prompt": "c121-s3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Backup Essentials / Veeam Data Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Veeam is widely regarded as the industry leader in data resilience... The Catch: High complexity."}, {"id": "mai-20260917-0922-baseline|c121-s3|google-small|Datto ALTO / SIRIS", "prompt": "c121-s3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Datto ALTO / SIRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Fully Managed \"Peace of Mind\" Option... most expensive option on the list"}, {"id": "mai-20260917-0922-baseline|c121-s3|google-small|Dropsuite", "prompt": "c121-s3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Dropsuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For a cloud-only team, look at a dedicated SaaS backup provider like **Dropsuite** or **Carbonite Cloud-to-Cloud**"}, {"id": "mai-20260917-0922-baseline|c121-s3|google-small|Carbonite Cloud-to-Cloud", "prompt": "c121-s3", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Carbonite Cloud-to-Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "look at a dedicated SaaS backup provider like **Dropsuite** or **Carbonite Cloud-to-Cloud**"}, {"id": "mai-20260917-0922-baseline|c121-s3|meta-small|Acronis Cyber Protect", "prompt": "c121-s3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Acronis Cyber Protect is considered the best overall SMB platform"}, {"id": "mai-20260917-0922-baseline|c121-s3|meta-small|IDrive Business", "prompt": "c121-s3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "IDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "IDrive Business is known for its value in cloud backup, supporting a wide range of workloads."}, {"id": "mai-20260917-0922-baseline|c121-s3|meta-small|Axcient x360Recover", "prompt": "c121-s3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Axcient x360Recover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "particularly suited for MSP-supported SMBs, offering fast RPO and RTO with a strong recovery design"}, {"id": "mai-20260917-0922-baseline|c121-s3|meta-small|Simple Backups", "prompt": "c121-s3", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Simple Backups", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple Backups is ideal for automating backups for databases, SaaS, and servers."}, {"id": "mai-20260917-0922-baseline|c121-s3|minimax-small|Acronis Cyber Protect", "prompt": "c121-s3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "often rated as the best overall SMB platform"}, {"id": "mai-20260917-0922-baseline|c121-s3|minimax-small|IDrive Business", "prompt": "c121-s3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "IDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "highlighted as the best value cloud backup option"}, {"id": "mai-20260917-0922-baseline|c121-s3|minimax-small|Axcient x360Recover", "prompt": "c121-s3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Axcient x360Recover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "very strong disaster recovery capabilities... but pricing clarity is low"}, {"id": "mai-20260917-0922-baseline|c121-s3|minimax-small|Simple Backups", "prompt": "c121-s3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Simple Backups", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "targets technical SMB teams... high pricing clarity and flexible backup jobs"}, {"id": "mai-20260917-0922-baseline|c121-s3|minimax-small|Barracuda", "prompt": "c121-s3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "offers a popular cloud-to-cloud solution for small businesses"}, {"id": "mai-20260917-0922-baseline|c121-s3|minimax-small|Backblaze", "prompt": "c121-s3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Backblaze", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "straightforward but may lack advanced disaster recovery capabilities"}, {"id": "mai-20260917-0922-baseline|c121-s3|minimax-small|Arcserve UDP", "prompt": "c121-s3", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Arcserve UDP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more feature-rich but may be more complex to set up"}, {"id": "mai-20260917-0922-baseline|c121-s3|mistral-small|Acronis Cyber Protect", "prompt": "c121-s3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Overall SMB platform (combines backup, security, and disaster recovery)"}, {"id": "mai-20260917-0922-baseline|c121-s3|mistral-small|IDrive Business", "prompt": "c121-s3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "IDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Best value cloud backup"}, {"id": "mai-20260917-0922-baseline|c121-s3|mistral-small|Axcient x360Recover", "prompt": "c121-s3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Axcient x360Recover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** BCDR for MSP-supported SMBs"}, {"id": "mai-20260917-0922-baseline|c121-s3|mistral-small|Datto", "prompt": "c121-s3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Datto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Companies working with an MSP needing a managed, all-in-one solution"}, {"id": "mai-20260917-0922-baseline|c121-s3|mistral-small|Veeam", "prompt": "c121-s3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Businesses using VMware, Hyper-V, or Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c121-s3|mistral-small|Arcserve UDP", "prompt": "c121-s3", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Arcserve UDP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** SMBs and enterprises seeking image-based backup, ransomware protection, and policy-driven automation"}, {"id": "mai-20260917-0922-baseline|c121-s3|moonshot-small|Acronis Cyber Protect", "prompt": "c121-s3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Acronis Cyber Protect** — *Best All-in-One Platform*"}, {"id": "mai-20260917-0922-baseline|c121-s3|moonshot-small|Veeam Backup Essentials", "prompt": "c121-s3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Backup Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Best for Virtualized/Mixed Environments*"}, {"id": "mai-20260917-0922-baseline|c121-s3|moonshot-small|Datto SIRIS", "prompt": "c121-s3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Datto SIRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best Fully-Managed DR*"}, {"id": "mai-20260917-0922-baseline|c121-s3|moonshot-small|Backblaze Business", "prompt": "c121-s3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Backblaze Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best Simplicity & Value*"}, {"id": "mai-20260917-0922-baseline|c121-s3|moonshot-small|IDrive Business", "prompt": "c121-s3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "IDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best Value for Mixed Environments*"}, {"id": "mai-20260917-0922-baseline|c121-s3|moonshot-small|Carbonite Safe", "prompt": "c121-s3", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Carbonite Safe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Best for Compliance-Focused Teams*"}, {"id": "mai-20260917-0922-baseline|c121-s3|openai-small|Backblaze", "prompt": "c121-s3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Backblaze", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Just need simple file/laptop backup:** Backblaze."}, {"id": "mai-20260917-0922-baseline|c121-s3|openai-small|Veeam Backup & Replication", "prompt": "c121-s3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Backup & Replication", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Need server/VM backup with strong control:** Veeam or MSP360."}, {"id": "mai-20260917-0922-baseline|c121-s3|openai-small|Acronis Cyber Protect / Cyber Protect Cloud", "prompt": "c121-s3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect / Cyber Protect Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Want backup + security + DR in one platform:** Acronis."}, {"id": "mai-20260917-0922-baseline|c121-s3|openai-small|MSP360 Backup", "prompt": "c121-s3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "MSP360 Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want: **flexibility, cloud storage choice, and good value**"}, {"id": "mai-20260917-0922-baseline|c121-s3|openai-small|Datto", "prompt": "c121-s3", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Datto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Can be more expensive than basic backup-only tools... Often delivered through MSPs rather than directly by a small in-house IT team."}, {"id": "mai-20260917-0922-baseline|c121-s3|xai-small|IDrive Business", "prompt": "c121-s3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "IDrive Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For basic files/laptops, start with Backblaze or IDrive (cheapest/easiest)"}, {"id": "mai-20260917-0922-baseline|c121-s3|xai-small|Acronis Cyber Protect", "prompt": "c121-s3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Add servers/M365? Go Acronis or Cove."}, {"id": "mai-20260917-0922-baseline|c121-s3|xai-small|Backblaze Business Backup", "prompt": "c121-s3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Backblaze Business Backup", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For basic files/laptops, start with Backblaze or IDrive (cheapest/easiest)"}, {"id": "mai-20260917-0922-baseline|c121-s3|xai-small|Veeam Data Platform (Backup Essentials)", "prompt": "c121-s3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Data Platform (Backup Essentials)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "VM-heavy? Veeam."}, {"id": "mai-20260917-0922-baseline|c121-s3|xai-small|Cove Data Protection", "prompt": "c121-s3", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cove Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Add servers/M365? Go Acronis or Cove."}, {"id": "mai-20260917-0922-baseline|c121-s3|zai-small|Acronis Cyber Protect", "prompt": "c121-s3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small team (2‑10 users) with mixed files & some servers** | **Acronis Cyber Protect** or **IDrive Business**"}, {"id": "mai-20260917-0922-baseline|c121-s3|zai-small|IDrive Business", "prompt": "c121-s3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "IDrive Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Acronis gives integrated security; IDrive offers the lowest flat‑rate price."}, {"id": "mai-20260917-0922-baseline|c121-s3|zai-small|Veeam Data Platform", "prompt": "c121-s3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Veeam Data Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Server/VM‑centric DR**: **Veeam Data Platform**"}, {"id": "mai-20260917-0922-baseline|c121-s3|zai-small|Backblaze Business Backup", "prompt": "c121-s3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Backblaze Business Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Simple endpoint backup**: **Backblaze Business**"}, {"id": "mai-20260917-0922-baseline|c121-s3|zai-small|Cove Data Protection", "prompt": "c121-s3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Cove Data Protection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Security‑first with immutability**: **Cove Data Protection**"}, {"id": "mai-20260917-0922-baseline|c121-s3|zai-small|Axcient x360Recover", "prompt": "c121-s3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "Axcient x360Recover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Fast BCDR with an MSP**: **Axcient x360Recover**"}, {"id": "mai-20260917-0922-baseline|c121-s3|zai-small|CrashPlan", "prompt": "c121-s3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "CrashPlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "CrashPlan is ultra‑low per‑user"}, {"id": "mai-20260917-0922-baseline|c121-s3|zai-small|MSP360 Backup", "prompt": "c121-s3", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "comparative", "raw": "MSP360 Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Managed backup with flexible storage, good for teams that prefer an MSP."}, {"id": "mai-20260917-0922-baseline|c121-s4|alibaba-small|Commvault", "prompt": "c121-s4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Commvault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You generally cannot afford expensive enterprise hardware (like Commvault)"}, {"id": "mai-20260917-0922-baseline|c121-s4|alibaba-small|Dropbox", "prompt": "c121-s4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you shouldn't rely solely on consumer apps like Dropbox (which don't allow you to restore entire servers in a disaster)"}, {"id": "mai-20260917-0922-baseline|c121-s4|alibaba-small|IDrive Enterprise", "prompt": "c121-s4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "IDrive Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Non-technical setup: Go with IDrive Enterprise (simplest, cheapest per TB)"}, {"id": "mai-20260917-0922-baseline|c121-s4|alibaba-small|Synology + Active Backup Suite", "prompt": "c121-s4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Synology + Active Backup Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Technical setup (with Servers): Go with Synology NAS + Active Backup Suite (best performance/cost ratio)"}, {"id": "mai-20260917-0922-baseline|c121-s4|alibaba-small|Wasabi", "prompt": "c121-s4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "push that data to a cheap object store like Wasabi or Backblaze B2"}, {"id": "mai-20260917-0922-baseline|c121-s4|alibaba-small|Backblaze B2", "prompt": "c121-s4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "push that data to a cheap object store like Wasabi or Backblaze B2"}, {"id": "mai-20260917-0922-baseline|c121-s4|alibaba-small|Veeam Community Edition", "prompt": "c121-s4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Best Virtualization Solution: Veeam Community Edition ... the free version has restrictions"}, {"id": "mai-20260917-0922-baseline|c121-s4|alibaba-small|Acronis Cyber Protect", "prompt": "c121-s4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The Best Low-Maintenance Option: Acronis Cyber Protect"}, {"id": "mai-20260917-0922-baseline|c121-s4|alibaba-small|Restic", "prompt": "c121-s4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Restic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "back up your data to open-source command-line tools (like Restic or Kopia)"}, {"id": "mai-20260917-0922-baseline|c121-s4|alibaba-small|Kopia", "prompt": "c121-s4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Kopia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "back up your data to open-source command-line tools (like Restic or Kopia)"}, {"id": "mai-20260917-0922-baseline|c121-s4|alibaba-small|Amazon S3 Glacier", "prompt": "c121-s4", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Amazon S3 Glacier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Use Object Storage (Wasabi, Backblaze B2, Amazon S3 Glacier)"}, {"id": "mai-20260917-0922-baseline|c121-s4|anthropic-small|AWS Backup", "prompt": "c121-s4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "AWS Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AWS Backup, Microsoft Azure Backup"}, {"id": "mai-20260917-0922-baseline|c121-s4|anthropic-small|Microsoft Azure Backup", "prompt": "c121-s4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Microsoft Azure Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AWS Backup, Microsoft Azure Backup"}, {"id": "mai-20260917-0922-baseline|c121-s4|anthropic-small|Backblaze", "prompt": "c121-s4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "a combination of affordable cloud backup (Backblaze, Acronis, or cloud provider native solutions) plus local backup offers the best balance"}, {"id": "mai-20260917-0922-baseline|c121-s4|anthropic-small|Carbonite", "prompt": "c121-s4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Carbonite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Backblaze, Carbonite, Acronis"}, {"id": "mai-20260917-0922-baseline|c121-s4|anthropic-small|Acronis", "prompt": "c121-s4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "affordable cloud backup (Backblaze, Acronis, or cloud provider native solutions) plus local backup offers the best balance of cost, simplicity, and reliability"}, {"id": "mai-20260917-0922-baseline|c121-s4|anthropic-small|Bacula", "prompt": "c121-s4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Bacula", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Bacula, Proxmox Backup Server, or similar - Requires more technical expertise"}, {"id": "mai-20260917-0922-baseline|c121-s4|anthropic-small|Proxmox Backup Server", "prompt": "c121-s4", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Proxmox Backup Server", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Bacula, Proxmox Backup Server, or similar - Requires more technical expertise"}, {"id": "mai-20260917-0922-baseline|c121-s4|challenger-small|IDrive Business", "prompt": "c121-s4", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "IDrive Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "IDrive Business is the best tight-budget starting point for most small companies"}, {"id": "mai-20260917-0922-baseline|c121-s4|challenger-small|Backblaze Business", "prompt": "c121-s4", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Backblaze Business if you mainly need easy, low-cost computer backup"}, {"id": "mai-20260917-0922-baseline|c121-s4|challenger-small|Acronis Cyber Protect", "prompt": "c121-s4", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "though it is typically more expensive than pure backup tools"}, {"id": "mai-20260917-0922-baseline|c121-s4|challenger-small|Veeam", "prompt": "c121-s4", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Veeam if you have a more technical setup and want a capable option that can still fit a smaller budget"}, {"id": "mai-20260917-0922-baseline|c121-s4|deepseek-small|IDrive Business", "prompt": "c121-s4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "IDrive Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**IDrive Business** is the best value pick — unlimited devices/users on a single storage plan"}, {"id": "mai-20260917-0922-baseline|c121-s4|deepseek-small|Backblaze Business", "prompt": "c121-s4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Backblaze Business** if you only need endpoint/laptop backup. Both are proven, affordable"}, {"id": "mai-20260917-0922-baseline|c121-s4|deepseek-small|Acronis Cyber Protect", "prompt": "c121-s4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Backup + security in one | ~$85/yr | Immutability on advanced tier"}, {"id": "mai-20260917-0922-baseline|c121-s4|deepseek-small|CrashPlan", "prompt": "c121-s4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "CrashPlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tightest budget | ~$8/mo per user | Unlimited storage, per-user pricing"}, {"id": "mai-20260917-0922-baseline|c121-s4|deepseek-small|Veeam Data Platform", "prompt": "c121-s4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Data Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-grade but costlier"}, {"id": "mai-20260917-0922-baseline|c121-s4|deepseek-small|BackupAssist", "prompt": "c121-s4", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "BackupAssist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you'll need server-capable tools (IDrive, Veeam, BackupAssist)"}, {"id": "mai-20260917-0922-baseline|c121-s4|google-small|Synology NAS + Active Backup", "prompt": "c121-s4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Synology NAS + Active Backup", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Option 1: Synology NAS + Active Backup (Best Overall Value for On-Premise Teams) ... hands-down the most cost-effective solution on the market"}, {"id": "mai-20260917-0922-baseline|c121-s4|google-small|Backblaze B2", "prompt": "c121-s4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "~$6/TB per month if you sync to **Backblaze B2** or **Wasabi Cloud**"}, {"id": "mai-20260917-0922-baseline|c121-s4|google-small|Wasabi Cloud", "prompt": "c121-s4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Wasabi Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "copy those backups offsite to a secure cloud bucket like Wasabi or Backblaze B2"}, {"id": "mai-20260917-0922-baseline|c121-s4|google-small|Veeam Community Edition", "prompt": "c121-s4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Option 2: Veeam Community Edition + Wasabi/Backblaze (Best for Small Virtualized/Server Environments)"}, {"id": "mai-20260917-0922-baseline|c121-s4|google-small|IDrive", "prompt": "c121-s4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "IDrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Option 3: IDrive or Backblaze Business (Best for 100% Remote Teams / Cloud-First)"}, {"id": "mai-20260917-0922-baseline|c121-s4|google-small|Backblaze Business Backup", "prompt": "c121-s4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze Business Backup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Offers unlimited, silent background backup for $10 per computer per month"}, {"id": "mai-20260917-0922-baseline|c121-s4|google-small|Acronis Cyber Protect", "prompt": "c121-s4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Option 4: Acronis Cyber Protect (Best \"All-in-One\" for Busy Teams)"}, {"id": "mai-20260917-0922-baseline|c121-s4|google-small|Skyvia", "prompt": "c121-s4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Skyvia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Use a cheap service like **Skyvia**, **Spanning**, or the free **Synology Active Backup**"}, {"id": "mai-20260917-0922-baseline|c121-s4|google-small|Spanning", "prompt": "c121-s4", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Spanning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Use a cheap service like **Skyvia**, **Spanning**"}, {"id": "mai-20260917-0922-baseline|c121-s4|meta-small|BackupAssist", "prompt": "c121-s4", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "BackupAssist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BackupAssist: Best for Windows-centric small businesses on a tight budget who want a one-time-license option."}, {"id": "mai-20260917-0922-baseline|c121-s4|meta-small|iDrive Business", "prompt": "c121-s4", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "iDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value cloud backup for small businesses, with a starting price of ~$99.50/yr"}, {"id": "mai-20260917-0922-baseline|c121-s4|meta-small|Acronis Cyber Protect", "prompt": "c121-s4", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best overall SMB platform, with a starting price of $85-129/workstation."}, {"id": "mai-20260917-0922-baseline|c121-s4|minimax-small|iDrive Business", "prompt": "c121-s4", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "iDrive Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, **iDrive Business** or **Backblaze B2** offer the best value."}, {"id": "mai-20260917-0922-baseline|c121-s4|minimax-small|BackupAssist", "prompt": "c121-s4", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "BackupAssist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have Windows Servers, **BackupAssist** provides a cost-effective one-time license option."}, {"id": "mai-20260917-0922-baseline|c121-s4|minimax-small|Backblaze B2", "prompt": "c121-s4", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For the tightest budget, **iDrive Business** or **Backblaze B2** offer the best value."}, {"id": "mai-20260917-0922-baseline|c121-s4|minimax-small|Acronis Cyber Protect", "prompt": "c121-s4", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Overall SMB platform - Combines backup, security, and DR in one platform"}, {"id": "mai-20260917-0922-baseline|c121-s4|mistral-small|IDrive Business", "prompt": "c121-s4", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "IDrive Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**IDrive Business** is often the top recommendation for most small businesses"}, {"id": "mai-20260917-0922-baseline|c121-s4|mistral-small|Acronis Cyber Protect", "prompt": "c121-s4", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best overall SMB platform... **Acronis Cyber Protect** is ideal if you need integrated security"}, {"id": "mai-20260917-0922-baseline|c121-s4|mistral-small|Synology NAS", "prompt": "c121-s4", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Synology NAS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pairing a **Synology NAS** with a cloud backup service is another cost-effective approach"}, {"id": "mai-20260917-0922-baseline|c121-s4|mistral-small|Backblaze", "prompt": "c121-s4", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "paired with a cloud backup service (such as IDrive or Backblaze) for off-site protection"}, {"id": "mai-20260917-0922-baseline|c121-s4|mistral-small|BackupAssist", "prompt": "c121-s4", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "BackupAssist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A budget pick for Windows-centric small businesses"}, {"id": "mai-20260917-0922-baseline|c121-s4|moonshot-small|iDrive Business", "prompt": "c121-s4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "iDrive Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: iDrive Business ... Start with iDrive Business"}, {"id": "mai-20260917-0922-baseline|c121-s4|moonshot-small|BackupAssist", "prompt": "c121-s4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "BackupAssist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget Option: BackupAssist"}, {"id": "mai-20260917-0922-baseline|c121-s4|moonshot-small|Veeam Backup Community Edition", "prompt": "c121-s4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Backup Community Edition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Up to 10 workloads (VMs/servers) | Free"}, {"id": "mai-20260917-0922-baseline|c121-s4|moonshot-small|UrBackup", "prompt": "c121-s4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "UrBackup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "combine **UrBackup** (free, self-hosted) with a basic cloud storage service"}, {"id": "mai-20260917-0922-baseline|c121-s4|moonshot-small|restic", "prompt": "c121-s4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "restic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Technical users, modern encryption | Free/Open Source"}, {"id": "mai-20260917-0922-baseline|c121-s4|moonshot-small|Kopia", "prompt": "c121-s4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Kopia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modern GUI, easy setup | Free/Open Source"}, {"id": "mai-20260917-0922-baseline|c121-s4|moonshot-small|Duplicati", "prompt": "c121-s4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Duplicati", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Browser-based, user-friendly | Free"}, {"id": "mai-20260917-0922-baseline|c121-s4|moonshot-small|Synology NAS", "prompt": "c121-s4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Synology NAS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Local Backup | Synology NAS or external drives"}, {"id": "mai-20260917-0922-baseline|c121-s4|moonshot-small|Backblaze B2", "prompt": "c121-s4", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "basic cloud storage service like Backblaze B2 for offsite copies"}, {"id": "mai-20260917-0922-baseline|c121-s4|openai-small|Backblaze", "prompt": "c121-s4", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use an affordable service like Backblaze, iDrive, or similar"}, {"id": "mai-20260917-0922-baseline|c121-s4|openai-small|iDrive", "prompt": "c121-s4", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "iDrive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use an affordable service like Backblaze, iDrive, or similar"}, {"id": "mai-20260917-0922-baseline|c121-s4|openai-small|Dropbox", "prompt": "c121-s4", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Relying on syncing tools alone like Dropbox/OneDrive as your only backup"}, {"id": "mai-20260917-0922-baseline|c121-s4|openai-small|OneDrive", "prompt": "c121-s4", "model": "openai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "OneDrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Relying on syncing tools alone like Dropbox/OneDrive as your only backup"}, {"id": "mai-20260917-0922-baseline|c121-s4|xai-small|IDrive Business", "prompt": "c121-s4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "IDrive Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "IDrive offers the best value for SMBs: unlimited devices/users on one account, server support, cloud DR"}, {"id": "mai-20260917-0922-baseline|c121-s4|xai-small|Backblaze", "prompt": "c121-s4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Backblaze is simpler at $99/year *per computer* (unlimited storage)—great for endpoints, but per-device pricing adds up."}, {"id": "mai-20260917-0922-baseline|c121-s4|xai-small|Synology DS220j", "prompt": "c121-s4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Synology DS220j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "cheap NAS like Synology DS220j (~$170)"}, {"id": "mai-20260917-0922-baseline|c121-s4|xai-small|Veeam Agent", "prompt": "c121-s4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ultra-Budget/Free Alternative: **Veeam Agent + Local/Cheap Cloud**"}, {"id": "mai-20260917-0922-baseline|c121-s4|xai-small|Backblaze B2", "prompt": "c121-s4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offsite: Free tier Backblaze B2 ($0 for first 10GB, then ~$6/TB/year)"}, {"id": "mai-20260917-0922-baseline|c121-s4|xai-small|Wasabi", "prompt": "c121-s4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Google Drive/Wasabi (~$5-10/TB/year)"}, {"id": "mai-20260917-0922-baseline|c121-s4|xai-small|Duplicati", "prompt": "c121-s4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Duplicati", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source options (if Linux-savvy): Duplicati/BorgBackup (free, encrypted, deduped)"}, {"id": "mai-20260917-0922-baseline|c121-s4|xai-small|BorgBackup", "prompt": "c121-s4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "BorgBackup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Duplicati/BorgBackup (free, encrypted, deduped) to Backblaze B2 or local NAS"}, {"id": "mai-20260917-0922-baseline|c121-s4|xai-small|Bacula", "prompt": "c121-s4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Bacula", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Bacula for networks (complex setup)"}, {"id": "mai-20260917-0922-baseline|c121-s4|xai-small|Acronis", "prompt": "c121-s4", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Scale up later: Acronis (~$85/year/device) if security grows important."}, {"id": "mai-20260917-0922-baseline|c121-s4|zai-small|Veeam Backup & Replication Community Edition", "prompt": "c121-s4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Veeam Backup & Replication Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a tight‑budget small company: Veeam Community Edition (for VMs/servers) + Veeam Agent Free (for workstations)"}, {"id": "mai-20260917-0922-baseline|c121-s4|zai-small|Macrium Reflect Free", "prompt": "c121-s4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Macrium Reflect Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Macrium Reflect Free | Windows workstations & small servers | Free for up to 10 workloads; easy GUI"}, {"id": "mai-20260917-0922-baseline|c121-s4|zai-small|Aomei Backupper Free", "prompt": "c121-s4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Aomei Backupper Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Aomei Backupper Free | Windows workstations & small servers | Free; simple scheduler and restore wizard."}, {"id": "mai-20260917-0922-baseline|c121-s4|zai-small|Synology DS923+", "prompt": "c121-s4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Synology DS923+", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Local NAS (Synology/QNAP) for fast restores"}, {"id": "mai-20260917-0922-baseline|c121-s4|zai-small|QNAP", "prompt": "c121-s4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "QNAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Synology DS923+ or QNAP (diskless model)"}, {"id": "mai-20260917-0922-baseline|c121-s4|zai-small|iDrive Business", "prompt": "c121-s4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "iDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "iDrive Business with Object Lock (or Backblaze B2 with Object Lock) for an immutable, off‑site copy"}, {"id": "mai-20260917-0922-baseline|c121-s4|zai-small|Backblaze B2", "prompt": "c121-s4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lowest per‑GB price among major cloud providers; supports WORM/Object Lock."}, {"id": "mai-20260917-0922-baseline|c121-s4|zai-small|Acronis Cyber Protect (Standard)", "prompt": "c121-s4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Acronis Cyber Protect (Standard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you also need ransomware protection in the same tool: Acronis Cyber Protect (Standard) as the backup engine"}, {"id": "mai-20260917-0922-baseline|c121-s4|zai-small|Backblaze Personal Backup", "prompt": "c121-s4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Backblaze Personal Backup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Simple per‑device backup, no object lock, but very cheap"}, {"id": "mai-20260917-0922-baseline|c121-s4|zai-small|Axcient x360Recover", "prompt": "c121-s4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Axcient x360Recover", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "consider a DRaaS provider (e.g., Axcient x360Recover, Datto, etc.) ... but that will cost more"}, {"id": "mai-20260917-0922-baseline|c121-s4|zai-small|Datto", "prompt": "c121-s4", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "budget", "raw": "Datto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "consider a DRaaS ... provider (e.g., Axcient x360Recover, Datto, etc.) ... but that will cost more (often $150‑$300 per server/month)"}, {"id": "mai-20260917-0922-baseline|c121-s5|alibaba-small|Veeam", "prompt": "c121-s5", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "push them toward **Veeam Enterprise Plus**—it has the best market penetration"}, {"id": "mai-20260917-0922-baseline|c121-s5|alibaba-small|Acronis", "prompt": "c121-s5", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Acronis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Acronis Cyber Protect** or **Nakivo** are often easier to digest than Veeam"}, {"id": "mai-20260917-0922-baseline|c121-s5|alibaba-small|Datto", "prompt": "c121-s5", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Datto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "*Cons:* Expensive upfront; generally requires an MSP reseller."}, {"id": "mai-20260917-0922-baseline|c121-s5|alibaba-small|Nakivo", "prompt": "c121-s5", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Nakivo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Acronis Cyber Protect** or **Nakivo** are often easier to digest than Veeam"}, {"id": "mai-20260917-0922-baseline|c121-s5|alibaba-small|Barracuda", "prompt": "c121-s5", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Common enterprise favorites for this size include **Veeam**, **Nakivo**, and **Barracuda**."}, {"id": "mai-20260917-0922-baseline|c121-s5|deepseek-small|Veeam", "prompt": "c121-s5", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Get shortlists from vendors like Veeam, Acronis, Datto, and cloud-managed options."}, {"id": "mai-20260917-0922-baseline|c121-s5|deepseek-small|Acronis", "prompt": "c121-s5", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Get shortlists from vendors like Veeam, Acronis, Datto, and cloud-managed options."}, {"id": "mai-20260917-0922-baseline|c121-s5|deepseek-small|Datto", "prompt": "c121-s5", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Datto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Get shortlists from vendors like Veeam, Acronis, Datto, and cloud-managed options."}, {"id": "mai-20260917-0922-baseline|c121-s5|google-small|Acronis Cyber Protect", "prompt": "c121-s5", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "look at **Acronis** (great all-in-one for small teams)"}, {"id": "mai-20260917-0922-baseline|c121-s5|google-small|Veeam", "prompt": "c121-s5", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Veeam** (industry standard, though can be complex for small teams without an IT expert)"}, {"id": "mai-20260917-0922-baseline|c121-s5|google-small|Druva", "prompt": "c121-s5", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Druva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Druva** (excellent cloud-native SaaS/endpoint backup)"}, {"id": "mai-20260917-0922-baseline|c121-s5|google-small|Datto (Kaseya)", "prompt": "c121-s5", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Datto (Kaseya)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "they will likely recommend co-managed tools like **Datto (Kaseya)**"}, {"id": "mai-20260917-0922-baseline|c121-s5|google-small|Cove Data Protection (N-able)", "prompt": "c121-s5", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Cove Data Protection (N-able)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "co-managed tools like **Datto (Kaseya)**, **Cove Data Protection (N-able)**, or **Veeam**"}, {"id": "mai-20260917-0922-baseline|c121-s5|meta-small|Acronis Cyber Protect", "prompt": "c121-s5", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Acronis Cyber Protect: Offers unified backup and cyber protection, with strong disaster recovery capabilities."}, {"id": "mai-20260917-0922-baseline|c121-s5|meta-small|IDrive Business", "prompt": "c121-s5", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "IDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides best-value cloud backup with clear pricing and broad workload support."}, {"id": "mai-20260917-0922-baseline|c121-s5|meta-small|Axcient x360Recover", "prompt": "c121-s5", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Axcient x360Recover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers best BCDR for MSP-supported SMBs, with fast RPO and RTO and strong recovery design."}, {"id": "mai-20260917-0922-baseline|c121-s5|meta-small|Simple Backups", "prompt": "c121-s5", "model": "meta-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Simple Backups", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides best-for databases, SaaS, and server backup automation"}, {"id": "mai-20260917-0922-baseline|c121-s5|minimax-small|Acronis Cyber Protect", "prompt": "c121-s5", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Acronis Cyber Protect** | All-in-one backup + security; strong Microsoft 365 coverage"}, {"id": "mai-20260917-0922-baseline|c121-s5|minimax-small|Cove Data Protection", "prompt": "c121-s5", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Cove Data Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cove Data Protection** | Best overall value; immutability on by default"}, {"id": "mai-20260917-0922-baseline|c121-s5|minimax-small|Veeam Data Platform", "prompt": "c121-s5", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam Data Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Veeam Data Platform** | Great for virtualized/mixed environments"}, {"id": "mai-20260917-0922-baseline|c121-s5|minimax-small|IDrive Business", "prompt": "c121-s5", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "IDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**IDrive Business** | Cost-effective cloud backup with broad workload support"}, {"id": "mai-20260917-0922-baseline|c121-s5|minimax-small|Axcient x360Recover", "prompt": "c121-s5", "model": "minimax-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Axcient x360Recover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Axcient x360Recover** | Strong BDR with fast RPO/RTO"}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|Datto", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Datto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**All-in-One Appliances:** Easy to deploy (e.g., Datto, Axcient, InvenioIT)."}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|Axcient", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Axcient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Datto, Axcient, InvenioIT"}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|InvenioIT", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "InvenioIT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Datto, Axcient, InvenioIT"}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|Veeam", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Software-Only:** More flexible, but requires more setup (e.g., Veeam, Commvault, Nakivo)."}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|Commvault", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Commvault", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Veeam, Commvault, Nakivo"}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|Nakivo", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Nakivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Veeam, Commvault, Nakivo"}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|Backblaze B2", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cloud-Native:** Pure SaaS solutions (e.g., Backblaze B2, Wasabi, Rubrik)."}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|Wasabi", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "e.g., Backblaze B2, Wasabi, Rubrik"}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|Rubrik", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Rubrik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "e.g., Backblaze B2, Wasabi, Rubrik"}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|Cohesity", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Cohesity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Hybrid:** Combines on-prem appliances with cloud storage (e.g., Cohesity, Zerto)."}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|Zerto", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Zerto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "e.g., Cohesity, Zerto"}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|StorageCraft", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "StorageCraft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Datto, Axcient, InvenioIT, StorageCraft"}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|Unitrends", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Unitrends", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Veeam, Commvault, Nakivo, Unitrends"}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|CrashPlan", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "CrashPlan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Endpoint/Workstation** | CrashPlan, Druva, Mozy"}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|Druva", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Druva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "CrashPlan, Druva, Mozy"}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|Mozy", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Mozy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "CrashPlan, Druva, Mozy"}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|AvePoint", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "AvePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**SaaS Backup** | AvePoint, SkyKick, Backupify"}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|SkyKick", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "SkyKick", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "AvePoint, SkyKick, Backupify"}, {"id": "mai-20260917-0922-baseline|c121-s5|mistral-small|Backupify", "prompt": "c121-s5", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Backupify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "AvePoint, SkyKick, Backupify"}, {"id": "mai-20260917-0922-baseline|c121-s5|moonshot-small|Acronis Cyber Protect", "prompt": "c121-s5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Acronis Cyber Protect** | Overall SMB platform | Backup, security, and DR in one"}, {"id": "mai-20260917-0922-baseline|c121-s5|moonshot-small|Veeam", "prompt": "c121-s5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Veeam** | Server-heavy environments | Strong for VMware/Hyper-V"}, {"id": "mai-20260917-0922-baseline|c121-s5|moonshot-small|IDrive Business", "prompt": "c121-s5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "IDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**IDrive Business** | Budget-conscious | Clear pricing, broad support"}, {"id": "mai-20260917-0922-baseline|c121-s5|moonshot-small|Axcient x360Recover", "prompt": "c121-s5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Axcient x360Recover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Axcient x360Recover** | Fast recovery needs | Excellent RTO/RPO performance"}, {"id": "mai-20260917-0922-baseline|c121-s5|moonshot-small|Datto SIRIS", "prompt": "c121-s5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Datto SIRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Datto SIRIS** | MSP-managed environments | Business continuity focus"}, {"id": "mai-20260917-0922-baseline|c121-s5|moonshot-small|Backblaze Personal", "prompt": "c121-s5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Backblaze Personal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Consumer-grade tools (Backblaze Personal, iDrive consumer) - lack business features"}, {"id": "mai-20260917-0922-baseline|c121-s5|moonshot-small|iDrive consumer", "prompt": "c121-s5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "iDrive consumer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Consumer-grade tools (Backblaze Personal, iDrive consumer) - lack business features"}, {"id": "mai-20260917-0922-baseline|c121-s5|moonshot-small|Commvault", "prompt": "c121-s5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Commvault", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Pure enterprise platforms (Commvault, Rubrik) - require dedicated admins and big budgets"}, {"id": "mai-20260917-0922-baseline|c121-s5|moonshot-small|Rubrik", "prompt": "c121-s5", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Rubrik", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Pure enterprise platforms (Commvault, Rubrik) - require dedicated admins and big budgets"}, {"id": "mai-20260917-0922-baseline|c121-s5|xai-small|Acronis Cyber Protect", "prompt": "c121-s5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Acronis Cyber Protect**: Best all-in-one (backup + cybersecurity), Windows/365 focus. ~$5\\u2013$8/user/mo."}, {"id": "mai-20260917-0922-baseline|c121-s5|xai-small|iDrive Business", "prompt": "c121-s5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "iDrive Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unlimited devices, affordable (~$100/year base for small teams)"}, {"id": "mai-20260917-0922-baseline|c121-s5|xai-small|Veeam", "prompt": "c121-s5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for VMs/servers, free tier for Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c121-s5|xai-small|Datto (Kaseya)", "prompt": "c121-s5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Datto (Kaseya)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Appliance-based for reliability, good MSP support"}, {"id": "mai-20260917-0922-baseline|c121-s5|xai-small|Axcient", "prompt": "c121-s5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "Axcient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Axcient or NinjaOne: Easy recovery, ransomware focus"}, {"id": "mai-20260917-0922-baseline|c121-s5|xai-small|NinjaOne", "prompt": "c121-s5", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Axcient or NinjaOne: Easy recovery, ransomware focus"}, {"id": "mai-20260917-0922-baseline|c121-s6|alibaba-small|Google Drive", "prompt": "c121-s6", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid using:** Google Drive, Microsoft OneDrive, Dropbox, or Box as your *sole* backup solution."}, {"id": "mai-20260917-0922-baseline|c121-s6|alibaba-small|Microsoft OneDrive", "prompt": "c121-s6", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Microsoft OneDrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid using:** Google Drive, Microsoft OneDrive, Dropbox, or Box as your *sole* backup solution."}, {"id": "mai-20260917-0922-baseline|c121-s6|alibaba-small|Dropbox", "prompt": "c121-s6", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid using:** Google Drive, Microsoft OneDrive, Dropbox, or Box as your *sole* backup solution."}, {"id": "mai-20260917-0922-baseline|c121-s6|alibaba-small|Box", "prompt": "c121-s6", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Box", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid using:** Google Drive, Microsoft OneDrive, Dropbox, or Box as your *sole* backup solution."}, {"id": "mai-20260917-0922-baseline|c121-s6|alibaba-small|Veeam", "prompt": "c121-s6", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prefer **software-defined** solutions or standard cloud formats (like Veeam, Rubrik, Datto, or Bacula)"}, {"id": "mai-20260917-0922-baseline|c121-s6|alibaba-small|Rubrik", "prompt": "c121-s6", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Rubrik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prefer **software-defined** solutions or standard cloud formats (like Veeam, Rubrik, Datto, or Bacula)"}, {"id": "mai-20260917-0922-baseline|c121-s6|alibaba-small|Datto", "prompt": "c121-s6", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Datto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prefer **software-defined** solutions or standard cloud formats (like Veeam, Rubrik, Datto, or Bacula)"}, {"id": "mai-20260917-0922-baseline|c121-s6|alibaba-small|Bacula", "prompt": "c121-s6", "model": "alibaba-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Bacula", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Prefer **software-defined** solutions or standard cloud formats (like Veeam, Rubrik, Datto, or Bacula)"}, {"id": "mai-20260917-0922-baseline|c121-s6|anthropic-small|Carbonite Safe", "prompt": "c121-s6", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Carbonite Safe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Entry-level Carbonite Safe is unreliable and only offers basic features."}, {"id": "mai-20260917-0922-baseline|c121-s6|anthropic-small|Bacula Enterprise", "prompt": "c121-s6", "model": "anthropic-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Bacula Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Bacula Enterprise uses a subscription-based data protection model, which can be more expensive than pay-as-you-go models... The GUI is difficult to configure and use"}, {"id": "mai-20260917-0922-baseline|c121-s6|challenger-small|Google Drive", "prompt": "c121-s6", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Services like Google Drive, OneDrive, Dropbox, and similar sync platforms mirror deletions and ransomware encryption, so they do not provide independent recovery copies."}, {"id": "mai-20260917-0922-baseline|c121-s6|challenger-small|OneDrive", "prompt": "c121-s6", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "OneDrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Services like Google Drive, OneDrive, Dropbox, and similar sync platforms mirror deletions and ransomware encryption, so they do not provide independent recovery copies."}, {"id": "mai-20260917-0922-baseline|c121-s6|challenger-small|Dropbox", "prompt": "c121-s6", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Services like Google Drive, OneDrive, Dropbox, and similar sync platforms mirror deletions and ransomware encryption, so they do not provide independent recovery copies."}, {"id": "mai-20260917-0922-baseline|c121-s6|challenger-small|Microsoft 365", "prompt": "c121-s6", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Microsoft 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Relying on Microsoft 365/Google Workspace alone**: These platforms protect their own infrastructure, not your company's deleted or compromised data"}, {"id": "mai-20260917-0922-baseline|c121-s6|challenger-small|Google Workspace", "prompt": "c121-s6", "model": "challenger-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Relying on Microsoft 365/Google Workspace alone**: These platforms protect their own infrastructure, not your company's deleted or compromised data"}, {"id": "mai-20260917-0922-baseline|c121-s6|deepseek-small|OneDrive", "prompt": "c121-s6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "OneDrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Cloud Sync Services Used as a \"Backup\" (e.g., OneDrive, Google Drive, Dropbox)... Sync is not backup."}, {"id": "mai-20260917-0922-baseline|c121-s6|deepseek-small|Google Drive", "prompt": "c121-s6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Cloud Sync Services Used as a \"Backup\" (e.g., OneDrive, Google Drive, Dropbox)... Sync is not backup."}, {"id": "mai-20260917-0922-baseline|c121-s6|deepseek-small|Dropbox", "prompt": "c121-s6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "never treat cloud sync, manual drive copies, or \"set-and-forget\" tools as your disaster recovery plan"}, {"id": "mai-20260917-0922-baseline|c121-s6|deepseek-small|Shadow Copy", "prompt": "c121-s6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Shadow Copy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Windows Shadow Copy on network shares and Time Machine across NAS get encrypted right alongside your daily work. They're not sufficient defense"}, {"id": "mai-20260917-0922-baseline|c121-s6|deepseek-small|Time Machine", "prompt": "c121-s6", "model": "deepseek-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Time Machine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Time Machine across NAS get encrypted right alongside your daily work. They're not sufficient defense for a real disaster."}, {"id": "mai-20260917-0922-baseline|c121-s6|google-small|Google Drive", "prompt": "c121-s6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Using the free or basic tiers of Google Drive, Dropbox, Box, or OneDrive as your primary business backup... Why to avoid it"}, {"id": "mai-20260917-0922-baseline|c121-s6|google-small|Dropbox", "prompt": "c121-s6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Using the free or basic tiers of Google Drive, Dropbox, Box, or OneDrive as your primary business backup... Why to avoid it"}, {"id": "mai-20260917-0922-baseline|c121-s6|google-small|Box", "prompt": "c121-s6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Box", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Using the free or basic tiers of Google Drive, Dropbox, Box, or OneDrive as your primary business backup... Why to avoid it"}, {"id": "mai-20260917-0922-baseline|c121-s6|google-small|OneDrive", "prompt": "c121-s6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "OneDrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Using the free or basic tiers of Google Drive, Dropbox, Box, or OneDrive as your primary business backup... Why to avoid it"}, {"id": "mai-20260917-0922-baseline|c121-s6|google-small|Microsoft 365", "prompt": "c121-s6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Microsoft 365", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Assuming Microsoft 365, Google Workspace, or Salesforce automatically backs up your data because \"it's in the cloud.\" ... Why to avoid it"}, {"id": "mai-20260917-0922-baseline|c121-s6|google-small|Google Workspace", "prompt": "c121-s6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Native SaaS Platform \"Backups\" (The Shared Responsibility Trap)... Why to avoid it"}, {"id": "mai-20260917-0922-baseline|c121-s6|google-small|Salesforce", "prompt": "c121-s6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Assuming Microsoft 365, Google Workspace, or Salesforce automatically backs up your data... Why to avoid it"}, {"id": "mai-20260917-0922-baseline|c121-s6|google-small|Veeam", "prompt": "c121-s6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Veeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Stick to user-friendly, SMB-focused solutions (like Veeam, Acronis, or Datto)."}, {"id": "mai-20260917-0922-baseline|c121-s6|google-small|Acronis", "prompt": "c121-s6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Acronis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Stick to user-friendly, SMB-focused solutions (like Veeam, Acronis, or Datto)."}, {"id": "mai-20260917-0922-baseline|c121-s6|google-small|Datto", "prompt": "c121-s6", "model": "google-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Datto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Stick to user-friendly, SMB-focused solutions (like Veeam, Acronis, or Datto)."}, {"id": "mai-20260917-0922-baseline|c121-s6|mistral-small|OneDrive", "prompt": "c121-s6", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "OneDrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Services like OneDrive or Google Drive are not true backup solutions."}, {"id": "mai-20260917-0922-baseline|c121-s6|mistral-small|Google Drive", "prompt": "c121-s6", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Services like OneDrive or Google Drive are not true backup solutions."}, {"id": "mai-20260917-0922-baseline|c121-s6|mistral-small|Microsoft 365", "prompt": "c121-s6", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Microsoft 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms like Microsoft 365 and Google Workspace do not automatically protect your data."}, {"id": "mai-20260917-0922-baseline|c121-s6|mistral-small|Google Workspace", "prompt": "c121-s6", "model": "mistral-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms like Microsoft 365 and Google Workspace do not automatically protect your data."}, {"id": "mai-20260917-0922-baseline|c121-s6|moonshot-small|OneDrive", "prompt": "c121-s6", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "OneDrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid treating OneDrive, Google Drive, Dropbox, or similar sync tools as your backup strategy."}, {"id": "mai-20260917-0922-baseline|c121-s6|moonshot-small|Google Drive", "prompt": "c121-s6", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid treating OneDrive, Google Drive, Dropbox, or similar sync tools as your backup strategy."}, {"id": "mai-20260917-0922-baseline|c121-s6|moonshot-small|Dropbox", "prompt": "c121-s6", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid treating OneDrive, Google Drive, Dropbox, or similar sync tools as your backup strategy."}, {"id": "mai-20260917-0922-baseline|c121-s6|moonshot-small|Microsoft 365", "prompt": "c121-s6", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Microsoft 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious relying solely on Microsoft 365 or Google Workspace native recovery features."}, {"id": "mai-20260917-0922-baseline|c121-s6|moonshot-small|Google Workspace", "prompt": "c121-s6", "model": "moonshot-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious relying solely on Microsoft 365 or Google Workspace native recovery features."}, {"id": "mai-20260917-0922-baseline|c121-s6|xai-small|Dropbox", "prompt": "c121-s6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "File sync tools as backups (e.g., Dropbox, OneDrive, Google Drive)**: Designed for collaboration, not recovery."}, {"id": "mai-20260917-0922-baseline|c121-s6|xai-small|OneDrive", "prompt": "c121-s6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "OneDrive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "File sync tools as backups (e.g., Dropbox, OneDrive, Google Drive)**: Designed for collaboration, not recovery."}, {"id": "mai-20260917-0922-baseline|c121-s6|xai-small|Google Drive", "prompt": "c121-s6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "File sync tools as backups (e.g., Dropbox, OneDrive, Google Drive)**: Designed for collaboration, not recovery."}, {"id": "mai-20260917-0922-baseline|c121-s6|xai-small|Backup Exec", "prompt": "c121-s6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Backup Exec", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Outdated or overly complex enterprise software (e.g., old Backup Exec, Unitrends)... Avoid if no IT expertise"}, {"id": "mai-20260917-0922-baseline|c121-s6|xai-small|Unitrends", "prompt": "c121-s6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Unitrends", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Outdated or overly complex enterprise software (e.g., old Backup Exec, Unitrends)... Avoid if no IT expertise"}, {"id": "mai-20260917-0922-baseline|c121-s6|xai-small|Azure Site Recovery", "prompt": "c121-s6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Azure Site Recovery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Overly expensive DRaaS for basic needs (e.g., full enterprise suites like some Azure Site Recovery setups)"}, {"id": "mai-20260917-0922-baseline|c121-s6|xai-small|iDrive Business", "prompt": "c121-s6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "iDrive Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Opt for SMB-friendly options like iDrive Business, Acronis, or Veeam (with MSP support)"}, {"id": "mai-20260917-0922-baseline|c121-s6|xai-small|Acronis", "prompt": "c121-s6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Acronis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Opt for SMB-friendly options like iDrive Business, Acronis, or Veeam (with MSP support)"}, {"id": "mai-20260917-0922-baseline|c121-s6|xai-small|Veeam", "prompt": "c121-s6", "model": "xai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Veeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Opt for SMB-friendly options like iDrive Business, Acronis, or Veeam (with MSP support)"}, {"id": "mai-20260917-0922-baseline|c121-s6|zai-small|Commvault", "prompt": "c121-s6", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Commvault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Full‑featured enterprise suites (e.g., Commvault, Cohesity, Rubrik) without a small‑business tier"}, {"id": "mai-20260917-0922-baseline|c121-s6|zai-small|Cohesity", "prompt": "c121-s6", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Cohesity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Full‑featured enterprise suites (e.g., Commvault, Cohesity, Rubrik) without a small‑business tier"}, {"id": "mai-20260917-0922-baseline|c121-s6|zai-small|Rubrik", "prompt": "c121-s6", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Rubrik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Full‑featured enterprise suites (e.g., Commvault, Cohesity, Rubrik) without a small‑business tier"}, {"id": "mai-20260917-0922-baseline|c121-s6|zai-small|iDrive Personal", "prompt": "c121-s6", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "iDrive Personal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to avoid: Personal cloud backup services (e.g., iDrive Personal, Backblaze Personal)"}, {"id": "mai-20260917-0922-baseline|c121-s6|zai-small|Backblaze Personal", "prompt": "c121-s6", "model": "zai-small", "cat": "backup-and-disaster-recovery", "variant": "negative", "raw": "Backblaze Personal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid: Personal cloud backup services (e.g., iDrive Personal, Backblaze Personal)"}, {"id": "mai-20260917-0922-baseline|c122-l1|alibaba-small|Amazon S3 (Simple Storage Service)", "prompt": "c122-l1", "model": "alibaba-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3 (Simple Storage Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Choice for Maturity and Features"}, {"id": "mai-20260917-0922-baseline|c122-l1|alibaba-small|Microsoft Azure Blob Storage", "prompt": "c122-l1", "model": "alibaba-small", "cat": "object-storage", "variant": "direct", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft-Ecosystem Heavy Enterprises"}, {"id": "mai-20260917-0922-baseline|c122-l1|alibaba-small|Google Cloud Platform (GCS)", "prompt": "c122-l1", "model": "alibaba-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Platform (GCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Data Analytics and AI/ML Workloads"}, {"id": "mai-20260917-0922-baseline|c122-l1|alibaba-small|MinIO", "prompt": "c122-l1", "model": "alibaba-small", "cat": "object-storage", "variant": "direct", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Private/Hybrid Cloud Requirements"}, {"id": "mai-20260917-0922-baseline|c122-l1|alibaba-small|Dell EMC ECS", "prompt": "c122-l1", "model": "alibaba-small", "cat": "object-storage", "variant": "direct", "raw": "Dell EMC ECS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "MinIO / Dell EMC ECS ... Best for Private/Hybrid Cloud Requirements"}, {"id": "mai-20260917-0922-baseline|c122-l1|alibaba-small|Wasabi", "prompt": "c122-l1", "model": "alibaba-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Wasabi** or **Backblaze B2** are cheaper alternatives often used for archival only"}, {"id": "mai-20260917-0922-baseline|c122-l1|alibaba-small|Backblaze B2", "prompt": "c122-l1", "model": "alibaba-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Wasabi** or **Backblaze B2** are cheaper alternatives often used for archival only"}, {"id": "mai-20260917-0922-baseline|c122-l1|anthropic-small|Amazon S3", "prompt": "c122-l1", "model": "anthropic-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon S3** remains the safest default choice due to its maturity, reliability, and broad feature set"}, {"id": "mai-20260917-0922-baseline|c122-l1|anthropic-small|Google Cloud Storage", "prompt": "c122-l1", "model": "anthropic-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for data analytics, machine learning workloads, and organizations using Google Cloud."}, {"id": "mai-20260917-0922-baseline|c122-l1|anthropic-small|Microsoft Azure Blob Storage", "prompt": "c122-l1", "model": "anthropic-small", "cat": "object-storage", "variant": "direct", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for enterprises already committed to Microsoft technologies"}, {"id": "mai-20260917-0922-baseline|c122-l1|anthropic-small|IBM Cloud Object Storage", "prompt": "c122-l1", "model": "anthropic-small", "cat": "object-storage", "variant": "direct", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for enterprises with hybrid or multi-cloud strategies"}, {"id": "mai-20260917-0922-baseline|c122-l1|challenger-small|NetApp StorageGRID", "prompt": "c122-l1", "model": "challenger-small", "cat": "object-storage", "variant": "direct", "raw": "NetApp StorageGRID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best object storage service is usually **NetApp StorageGRID** if you need strong enterprise governance"}, {"id": "mai-20260917-0922-baseline|c122-l1|challenger-small|Amazon S3", "prompt": "c122-l1", "model": "challenger-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Amazon S3** is the safest default choice"}, {"id": "mai-20260917-0922-baseline|c122-l1|challenger-small|IBM Cloud Object Storage", "prompt": "c122-l1", "model": "challenger-small", "cat": "object-storage", "variant": "direct", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for a **hybrid environment**"}, {"id": "mai-20260917-0922-baseline|c122-l1|challenger-small|Cloudian HyperStore", "prompt": "c122-l1", "model": "challenger-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Cloudian HyperStore** if your enterprise needs private-cloud/hybrid object storage at scale"}, {"id": "mai-20260917-0922-baseline|c122-l1|challenger-small|Backblaze B2 Overdrive", "prompt": "c122-l1", "model": "challenger-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2 Overdrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "attractive when you need **high throughput** for demanding AI or data-intensive workloads"}, {"id": "mai-20260917-0922-baseline|c122-l1|deepseek-small|AWS S3", "prompt": "c122-l1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "AWS S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon S3** is the most defensible default because of its maturity, S3-standard compatibility, and ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-l1|deepseek-small|Azure Blob Storage", "prompt": "c122-l1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Azure Blob** if you're a Microsoft-centered organization"}, {"id": "mai-20260917-0922-baseline|c122-l1|deepseek-small|Google Cloud Storage", "prompt": "c122-l1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud Storage** if your workloads are data/ML-heavy... egress costs are ~33% higher"}, {"id": "mai-20260917-0922-baseline|c122-l1|deepseek-small|Scality RING", "prompt": "c122-l1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "Scality RING", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "consider software-defined S3-compatible platforms that Gartner tracks: **Scality RING"}, {"id": "mai-20260917-0922-baseline|c122-l1|deepseek-small|NetApp StorageGRID", "prompt": "c122-l1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "NetApp StorageGRID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "software-defined S3-compatible platforms that Gartner tracks: ... NetApp StorageGRID"}, {"id": "mai-20260917-0922-baseline|c122-l1|deepseek-small|Dell ObjectScale", "prompt": "c122-l1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "Dell ObjectScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Dell ObjectScale, Cloudian HyperStore, MinIO AIStor"}, {"id": "mai-20260917-0922-baseline|c122-l1|deepseek-small|Cloudian HyperStore", "prompt": "c122-l1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Dell ObjectScale, Cloudian HyperStore, MinIO AIStor"}, {"id": "mai-20260917-0922-baseline|c122-l1|deepseek-small|MinIO AIStor", "prompt": "c122-l1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "MinIO AIStor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Dell ObjectScale, Cloudian HyperStore, MinIO AIStor"}, {"id": "mai-20260917-0922-baseline|c122-l1|deepseek-small|IBM Cloud Object Storage", "prompt": "c122-l1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**IBM Cloud Object Storage** (best for hybrid)"}, {"id": "mai-20260917-0922-baseline|c122-l1|deepseek-small|Cloudflare R2", "prompt": "c122-l1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Cloudflare R2 is also worth evaluating since it charges **zero egress fees**"}, {"id": "mai-20260917-0922-baseline|c122-l1|google-small|Amazon S3 (Simple Storage Service)", "prompt": "c122-l1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3 (Simple Storage Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "use **AWS S3** or **Azure Blob** to host your private, internal-only data lakes where you run complex native analytics"}, {"id": "mai-20260917-0922-baseline|c122-l1|google-small|Azure Blob Storage", "prompt": "c122-l1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft-Centric Enterprises"}, {"id": "mai-20260917-0922-baseline|c122-l1|google-small|Google Cloud Storage (GCS)", "prompt": "c122-l1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Data Science and Analytics"}, {"id": "mai-20260917-0922-baseline|c122-l1|google-small|Cloudflare R2", "prompt": "c122-l1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Use **Cloudflare R2** as the public-facing storage layer to serve data to your clients without egress fees"}, {"id": "mai-20260917-0922-baseline|c122-l1|google-small|Wasabi Technologies", "prompt": "c122-l1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi Technologies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Wasabi** (impeccable price predictability & S3 Object Lock)"}, {"id": "mai-20260917-0922-baseline|c122-l1|google-small|MinIO", "prompt": "c122-l1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Kubernetes-Native Private Clouds"}, {"id": "mai-20260917-0922-baseline|c122-l1|google-small|Scality RING", "prompt": "c122-l1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "Scality RING", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**MinIO** or **Scality RING**"}, {"id": "mai-20260917-0922-baseline|c122-l1|google-small|Cloudian HyperStore", "prompt": "c122-l1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Scality RING & Cloudian HyperStore: Best for Petabyte-Scale Enterprise Hardware"}, {"id": "mai-20260917-0922-baseline|c122-l1|meta-small|Spectrum Scale", "prompt": "c122-l1", "model": "meta-small", "cat": "object-storage", "variant": "direct", "raw": "Spectrum Scale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "which recommends Spectrum Scale for commercial HPC and analytics"}, {"id": "mai-20260917-0922-baseline|c122-l1|meta-small|COS", "prompt": "c122-l1", "model": "meta-small", "cat": "object-storage", "variant": "direct", "raw": "COS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "and COS for archive and private cloud storage"}, {"id": "mai-20260917-0922-baseline|c122-l1|minimax-small|Amazon S3", "prompt": "c122-l1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Cloudflare R2** or **Amazon S3** depending on whether egress costs are a major factor"}, {"id": "mai-20260917-0922-baseline|c122-l1|minimax-small|Azure Blob Storage", "prompt": "c122-l1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "Azure Blob Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Azure Blob Storage** | Microsoft shops, hybrid cloud | Strong enterprise compliance"}, {"id": "mai-20260917-0922-baseline|c122-l1|minimax-small|Google Cloud Storage", "prompt": "c122-l1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Google Cloud Storage** | GCP-native companies, analytics"}, {"id": "mai-20260917-0922-baseline|c122-l1|minimax-small|Cloudflare R2", "prompt": "c122-l1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd suggest starting with **Cloudflare R2** or **Amazon S3**"}, {"id": "mai-20260917-0922-baseline|c122-l1|minimax-small|Wasabi", "prompt": "c122-l1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Wasabi** — Cheap storage, no egress fees, good for archiving"}, {"id": "mai-20260917-0922-baseline|c122-l1|minimax-small|Backblaze B2", "prompt": "c122-l1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Backblaze B2** — Very affordable, S3-compatible, great value"}, {"id": "mai-20260917-0922-baseline|c122-l1|minimax-small|MinIO", "prompt": "c122-l1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**MinIO** — Open-source, S3-compatible, self-hosted or cloud, great for data-intensive workloads"}, {"id": "mai-20260917-0922-baseline|c122-l1|minimax-small|IBM Cloud Object Storage", "prompt": "c122-l1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**IBM Cloud Object Storage** — Strong for regulated industries"}, {"id": "mai-20260917-0922-baseline|c122-l1|mistral-small|Amazon S3", "prompt": "c122-l1", "model": "mistral-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for scalability and broad ecosystem integration... If you need a fully managed cloud solution, **Amazon S3** or **Cloudian HyperStore** are strong choices"}, {"id": "mai-20260917-0922-baseline|c122-l1|mistral-small|Scality RING", "prompt": "c122-l1", "model": "mistral-small", "cat": "object-storage", "variant": "direct", "raw": "Scality RING", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Scality RING** and **NetApp StorageGRID** are frequently recommended for their enterprise-grade features"}, {"id": "mai-20260917-0922-baseline|c122-l1|mistral-small|NetApp StorageGRID", "prompt": "c122-l1", "model": "mistral-small", "cat": "object-storage", "variant": "direct", "raw": "NetApp StorageGRID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Scality RING** and **NetApp StorageGRID** are frequently recommended for their enterprise-grade features"}, {"id": "mai-20260917-0922-baseline|c122-l1|mistral-small|Cloudian HyperStore", "prompt": "c122-l1", "model": "mistral-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Amazon S3** or **Cloudian HyperStore** are strong choices"}, {"id": "mai-20260917-0922-baseline|c122-l1|mistral-small|MinIO", "prompt": "c122-l1", "model": "mistral-small", "cat": "object-storage", "variant": "direct", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Specializes in private cloud and on-premises S3-compatible object storage"}, {"id": "mai-20260917-0922-baseline|c122-l1|moonshot-small|Amazon S3 (AWS)", "prompt": "c122-l1", "model": "moonshot-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3 (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon S3 (AWS)** — Best Overall for Enterprise B2B"}, {"id": "mai-20260917-0922-baseline|c122-l1|moonshot-small|Azure Blob Storage", "prompt": "c122-l1", "model": "moonshot-small", "cat": "object-storage", "variant": "direct", "raw": "Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Azure Blob Storage** if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-l1|moonshot-small|Google Cloud Storage", "prompt": "c122-l1", "model": "moonshot-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud Storage** if analytics and ML are your primary use cases"}, {"id": "mai-20260917-0922-baseline|c122-l1|moonshot-small|Cloudian", "prompt": "c122-l1", "model": "moonshot-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cloud-agnostic solutions** (like Cloudian or MinIO) if vendor lock-in is a concern"}, {"id": "mai-20260917-0922-baseline|c122-l1|moonshot-small|MinIO", "prompt": "c122-l1", "model": "moonshot-small", "cat": "object-storage", "variant": "direct", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "cloud-agnostic solutions** (like Cloudian or MinIO) if vendor lock-in is a concern"}, {"id": "mai-20260917-0922-baseline|c122-l1|openai-small|Amazon S3", "prompt": "c122-l1", "model": "openai-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Amazon S3 is usually the safest default choice** for object storage"}, {"id": "mai-20260917-0922-baseline|c122-l1|openai-small|Google Cloud Storage", "prompt": "c122-l1", "model": "openai-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Already on Google Cloud / analytics and AI-heavy workloads:** **Google Cloud Storage**"}, {"id": "mai-20260917-0922-baseline|c122-l1|openai-small|Azure Blob Storage", "prompt": "c122-l1", "model": "openai-small", "cat": "object-storage", "variant": "direct", "raw": "Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure Blob Storage** is often the natural fit"}, {"id": "mai-20260917-0922-baseline|c122-l1|xai-small|Amazon S3 (AWS)", "prompt": "c122-l1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3 (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Amazon S3 (AWS) stands out as the most widely recommended and dominant choice for enterprises"}, {"id": "mai-20260917-0922-baseline|c122-l1|xai-small|Dell", "prompt": "c122-l1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Dell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "leaders: Dell, Pure Storage, VAST Data, Qumulo"}, {"id": "mai-20260917-0922-baseline|c122-l1|xai-small|Pure Storage", "prompt": "c122-l1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Pure Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "leaders: Dell, Pure Storage, VAST Data, Qumulo"}, {"id": "mai-20260917-0922-baseline|c122-l1|xai-small|VAST Data", "prompt": "c122-l1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "VAST Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "leaders: Dell, Pure Storage, VAST Data, Qumulo"}, {"id": "mai-20260917-0922-baseline|c122-l1|xai-small|Qumulo", "prompt": "c122-l1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Qumulo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "leaders: Dell, Pure Storage, VAST Data, Qumulo"}, {"id": "mai-20260917-0922-baseline|c122-l1|xai-small|Microsoft Azure Blob Storage", "prompt": "c122-l1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong Alternatives: 1. **Microsoft Azure Blob Storage** (~21% share, closing gap)"}, {"id": "mai-20260917-0922-baseline|c122-l1|xai-small|Google Cloud Storage", "prompt": "c122-l1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cheaper (~$0.020/GB), excels in analytics/ML (BigQuery integration), autoclass tiering."}, {"id": "mai-20260917-0922-baseline|c122-l1|xai-small|Dell ECS", "prompt": "c122-l1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Dell ECS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "On-Prem/Hybrid Options (e.g., Dell ECS, NetApp, Scality, IBM Cloud Object Storage): For strict data sovereignty"}, {"id": "mai-20260917-0922-baseline|c122-l1|xai-small|NetApp", "prompt": "c122-l1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "NetApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "On-Prem/Hybrid Options (e.g., Dell ECS, NetApp, Scality, IBM Cloud Object Storage)"}, {"id": "mai-20260917-0922-baseline|c122-l1|xai-small|Scality", "prompt": "c122-l1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Scality", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "On-Prem/Hybrid Options (e.g., Dell ECS, NetApp, Scality, IBM Cloud Object Storage)"}, {"id": "mai-20260917-0922-baseline|c122-l1|xai-small|IBM Cloud Object Storage", "prompt": "c122-l1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "On-Prem/Hybrid Options (e.g., Dell ECS, NetApp, Scality, IBM Cloud Object Storage)"}, {"id": "mai-20260917-0922-baseline|c122-l1|xai-small|Oracle Cloud", "prompt": "c122-l1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Oracle Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "| **Oracle Cloud** | Compliance/retention (high scores in some reviews) | Competitive, often lower | Regulated industries |"}, {"id": "mai-20260917-0922-baseline|c122-l1|xai-small|Cloudian", "prompt": "c122-l1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Consider multi-cloud (e.g., S3-compatible like Cloudian for portability)."}, {"id": "mai-20260917-0922-baseline|c122-l1|zai-small|AWS S3", "prompt": "c122-l1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "AWS S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pure cloud, multi‑tenant SaaS / B2B** | **AWS S3** (or Azure Blob if you're Azure‑heavy) | Industry‑standard API, mature lifecycle policies, 11‑9 durability"}, {"id": "mai-20260917-0922-baseline|c122-l1|zai-small|Azure Blob", "prompt": "c122-l1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "Azure Blob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Organizations already using Azure heavily, or those needing strong Microsoft‑stack integration."}, {"id": "mai-20260917-0922-baseline|c122-l1|zai-small|Scality RING", "prompt": "c122-l1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "Scality RING", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Scality RING is especially strong for massive, self‑healing clusters."}, {"id": "mai-20260917-0922-baseline|c122-l1|zai-small|Cloudian HyperScale", "prompt": "c122-l1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudian HyperScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hybrid cloud / on‑prem + cloud** | **AWS S3** + **Scality RING** or **Cloudian HyperScale**"}, {"id": "mai-20260917-0922-baseline|c122-l1|zai-small|MinIO", "prompt": "c122-l1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**On‑prem / private cloud, high control** | **MinIO** ... Open‑source, S3‑compatible, simple ops, high performance"}, {"id": "mai-20260917-0922-baseline|c122-l1|zai-small|Ceph", "prompt": "c122-l1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "Ceph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Ceph** (Red Hat Ceph) | One cluster for all three protocols, strong data protection, but more complex ops and higher learning curve."}, {"id": "mai-20260917-0922-baseline|c122-l1|zai-small|Google Cloud Storage (GCS)", "prompt": "c122-l1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Big data/ML workloads, multi‑region deployments, and organizations prioritizing performance and simplicity."}, {"id": "mai-20260917-0922-baseline|c122-l1|zai-small|Cloudflare R2", "prompt": "c122-l1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AWS, Azure, Cloudflare R2, and some others have lower or zero egress."}, {"id": "mai-20260917-0922-baseline|c122-l2|alibaba-small|Wasabi Hot Cloud Storage", "prompt": "c122-l2", "model": "alibaba-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "for most large enterprises looking to migrate away from AWS S3 to reduce costs, **Wasabi Hot Cloud Storage** is the top recommendation"}, {"id": "mai-20260917-0922-baseline|c122-l2|alibaba-small|AWS S3", "prompt": "c122-l2", "model": "alibaba-small", "cat": "object-storage", "variant": "paraphrase", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "best direct replacement for Amazon S3"}, {"id": "mai-20260917-0922-baseline|c122-l2|alibaba-small|Cloudflare R2", "prompt": "c122-l2", "model": "alibaba-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Global Content: Cloudflare R2"}, {"id": "mai-20260917-0922-baseline|c122-l2|alibaba-small|Backblaze B2", "prompt": "c122-l2", "model": "alibaba-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Cost Option: Backblaze B2 ... extremely cheap for raw storage but requires a smarter architecture to avoid egress fees"}, {"id": "mai-20260917-0922-baseline|c122-l2|anthropic-small|Amazon S3", "prompt": "c122-l2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies, **Amazon S3** remains the safest choice due to its maturity, ecosystem, and enterprise support"}, {"id": "mai-20260917-0922-baseline|c122-l2|anthropic-small|Google Cloud Storage", "prompt": "c122-l2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google Cloud Storage** - Strong alternative"}, {"id": "mai-20260917-0922-baseline|c122-l2|anthropic-small|Microsoft Azure Blob Storage", "prompt": "c122-l2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-l2|anthropic-small|DigitalOcean Spaces", "prompt": "c122-l2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for cost-conscious enterprises"}, {"id": "mai-20260917-0922-baseline|c122-l2|anthropic-small|Wasabi", "prompt": "c122-l2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Competitive on pricing, good for high-volume storage"}, {"id": "mai-20260917-0922-baseline|c122-l2|anthropic-small|MinIO", "prompt": "c122-l2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Self-hosted option if you want on-premises control"}, {"id": "mai-20260917-0922-baseline|c122-l2|anthropic-small|Backblaze B2", "prompt": "c122-l2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cost-effective for backup and archival"}, {"id": "mai-20260917-0922-baseline|c122-l2|challenger-small|AWS S3", "prompt": "c122-l2", "model": "challenger-small", "cat": "object-storage", "variant": "paraphrase", "raw": "AWS S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to give a single recommendation for a very large enterprise, it would be **AWS S3** for maximum capability and lowest platform risk"}, {"id": "mai-20260917-0922-baseline|c122-l2|challenger-small|Cloudflare R2", "prompt": "c122-l2", "model": "challenger-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare R2** is the strongest alternative for many modern workloads"}, {"id": "mai-20260917-0922-baseline|c122-l2|challenger-small|Backblaze B2", "prompt": "c122-l2", "model": "challenger-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a solid lower-cost S3-compatible option that integrates with many backup, migration, and infrastructure tools"}, {"id": "mai-20260917-0922-baseline|c122-l2|challenger-small|Cloudian HyperStore", "prompt": "c122-l2", "model": "challenger-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "strong choices if you want an **enterprise, distributed object-storage platform**"}, {"id": "mai-20260917-0922-baseline|c122-l2|challenger-small|Scality", "prompt": "c122-l2", "model": "challenger-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Scality", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strong choices if you want an **enterprise, distributed object-storage platform**"}, {"id": "mai-20260917-0922-baseline|c122-l2|challenger-small|MinIO", "prompt": "c122-l2", "model": "challenger-small", "cat": "object-storage", "variant": "paraphrase", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "best if you want to self-host S3-compatible storage and your company has the operational maturity to run it internally"}, {"id": "mai-20260917-0922-baseline|c122-l2|deepseek-small|Amazon S3", "prompt": "c122-l2", "model": "deepseek-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "S3 is the safest default ... Cloud-first, no strict data sovereignty bar → Amazon S3"}, {"id": "mai-20260917-0922-baseline|c122-l2|deepseek-small|MinIO", "prompt": "c122-l2", "model": "deepseek-small", "cat": "object-storage", "variant": "paraphrase", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Regulated industry needing data to stay in-house → MinIO or Cloudian HyperStore"}, {"id": "mai-20260917-0922-baseline|c122-l2|deepseek-small|Cloudian HyperStore", "prompt": "c122-l2", "model": "deepseek-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest claims around 100% native S3 API compatibility, multi-tenancy, QoS, and S3 Object Lock"}, {"id": "mai-20260917-0922-baseline|c122-l2|deepseek-small|NetApp StorageGRID", "prompt": "c122-l2", "model": "deepseek-small", "cat": "object-storage", "variant": "paraphrase", "raw": "NetApp StorageGRID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "mature, hardware-backed platforms with strong lifecycle management"}, {"id": "mai-20260917-0922-baseline|c122-l2|deepseek-small|Dell ObjectScale", "prompt": "c122-l2", "model": "deepseek-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Dell ObjectScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "NetApp StorageGRID / Dell ObjectScale / Scality RING — mature, hardware-backed platforms"}, {"id": "mai-20260917-0922-baseline|c122-l2|deepseek-small|Scality RING", "prompt": "c122-l2", "model": "deepseek-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Scality RING", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "NetApp StorageGRID / Dell ObjectScale / Scality RING — mature, hardware-backed platforms"}, {"id": "mai-20260917-0922-baseline|c122-l2|deepseek-small|Wasabi", "prompt": "c122-l2", "model": "deepseek-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "flat, predictable pricing ($7-ish/TB/mo total), S3-compatible, object lock ... Watch the 90-day minimum retention clause"}, {"id": "mai-20260917-0922-baseline|c122-l2|deepseek-small|Cloudflare R2", "prompt": "c122-l2", "model": "deepseek-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "note it currently lacks versioning and object lock in many configurations, which matters for compliance-heavy use"}, {"id": "mai-20260917-0922-baseline|c122-l2|google-small|Amazon S3", "prompt": "c122-l2", "model": "google-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Amazon S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While Amazon S3 remains the industry baseline, its notoriously high egress fees and complex pricing often lead enterprises to seek S3-compatible alternatives."}, {"id": "mai-20260917-0922-baseline|c122-l2|google-small|Backblaze B2", "prompt": "c122-l2", "model": "google-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall for Enterprise Backups & General IT: **Backblaze B2**"}, {"id": "mai-20260917-0922-baseline|c122-l2|google-small|Cloudflare R2", "prompt": "c122-l2", "model": "google-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High-Traffic Applications & Global Delivery: **Cloudflare R2**"}, {"id": "mai-20260917-0922-baseline|c122-l2|google-small|Wasabi Hot Cloud Storage", "prompt": "c122-l2", "model": "google-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Long-Term Archiving & Compliance Logs: **Wasabi Hot Cloud Storage**"}, {"id": "mai-20260917-0922-baseline|c122-l2|google-small|MinIO", "prompt": "c122-l2", "model": "google-small", "cat": "object-storage", "variant": "paraphrase", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for On-Premises, Private Cloud, or Hybrid: **MinIO**"}, {"id": "mai-20260917-0922-baseline|c122-l2|meta-small|Backblaze", "prompt": "c122-l2", "model": "meta-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Backblaze is a popular choice for businesses looking to scale their data-intensive applications"}, {"id": "mai-20260917-0922-baseline|c122-l2|meta-small|IONOS CLOUD Object Storage", "prompt": "c122-l2", "model": "meta-small", "cat": "object-storage", "variant": "paraphrase", "raw": "IONOS CLOUD Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "IONOS CLOUD provides a fully S3-compatible Object Storage that meets all standards."}, {"id": "mai-20260917-0922-baseline|c122-l2|meta-small|Cloudian", "prompt": "c122-l2", "model": "meta-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloudian is a well-known provider of S3-compatible storage solutions."}, {"id": "mai-20260917-0922-baseline|c122-l2|meta-small|Wasabi", "prompt": "c122-l2", "model": "meta-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Wasabi is another popular S3-compatible storage provider"}, {"id": "mai-20260917-0922-baseline|c122-l2|meta-small|MinIO", "prompt": "c122-l2", "model": "meta-small", "cat": "object-storage", "variant": "paraphrase", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "MinIO is an open-source S3-compatible storage solution"}, {"id": "mai-20260917-0922-baseline|c122-l2|meta-small|Ceph", "prompt": "c122-l2", "model": "meta-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Ceph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ceph is an open-source S3-compatible storage solution"}, {"id": "mai-20260917-0922-baseline|c122-l2|meta-small|Cloud Temple Object Storage", "prompt": "c122-l2", "model": "meta-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloud Temple Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a distributed storage solution based on Elastic Cloud Storage (ECS) from Dell"}, {"id": "mai-20260917-0922-baseline|c122-l2|minimax-small|Cloudflare R2", "prompt": "c122-l2", "model": "minimax-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd typically lean toward **Cloudflare R2** (if egress costs are a concern) or **Oracle OCI**"}, {"id": "mai-20260917-0922-baseline|c122-l2|minimax-small|Oracle OCI", "prompt": "c122-l2", "model": "minimax-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Oracle OCI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Oracle OCI** (if you want enterprise-grade governance)"}, {"id": "mai-20260917-0922-baseline|c122-l2|minimax-small|Wasabi", "prompt": "c122-l2", "model": "minimax-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Wasabi** | Budget-conscious, static data | Cheap hot storage, simple pricing"}, {"id": "mai-20260917-0922-baseline|c122-l2|minimax-small|Hetzner", "prompt": "c122-l2", "model": "minimax-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Hetzner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Hetzner** | European data residency, affordability | GDPR-compliant, EU-based"}, {"id": "mai-20260917-0922-baseline|c122-l2|minimax-small|Cloudian HyperStore", "prompt": "c122-l2", "model": "minimax-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or **Cloudian** if you prefer on-prem/hybrid control"}, {"id": "mai-20260917-0922-baseline|c122-l2|minimax-small|MinIO", "prompt": "c122-l2", "model": "minimax-small", "cat": "object-storage", "variant": "paraphrase", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**MinIO** – High performance, Kubernetes-native, open source or managed"}, {"id": "mai-20260917-0922-baseline|c122-l2|minimax-small|Ceph", "prompt": "c122-l2", "model": "minimax-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Ceph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Ceph** – Mature open source, massive scale"}, {"id": "mai-20260917-0922-baseline|c122-l2|minimax-small|Tigris", "prompt": "c122-l2", "model": "minimax-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Tigris", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "No versioning or object lock (consider Tigris if needed)"}, {"id": "mai-20260917-0922-baseline|c122-l2|mistral-small|Cloudflare R2", "prompt": "c122-l2", "model": "mistral-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare R2** – Highly recommended for read-heavy workloads"}, {"id": "mai-20260917-0922-baseline|c122-l2|mistral-small|Cloudian HyperStore", "prompt": "c122-l2", "model": "mistral-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ideal for large organizations needing high scalability, multi-tenancy, and strong data governance"}, {"id": "mai-20260917-0922-baseline|c122-l2|mistral-small|Backblaze B2", "prompt": "c122-l2", "model": "mistral-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "known for its cost-effectiveness and broad ecosystem compatibility, making it suitable for large enterprises"}, {"id": "mai-20260917-0922-baseline|c122-l2|moonshot-small|Cloudflare R2", "prompt": "c122-l2", "model": "moonshot-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary choice: Cloudflare R2"}, {"id": "mai-20260917-0922-baseline|c122-l2|moonshot-small|Scality RING", "prompt": "c122-l2", "model": "moonshot-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Scality RING", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Scality RING or MinIO"}, {"id": "mai-20260917-0922-baseline|c122-l2|moonshot-small|MinIO AIStor", "prompt": "c122-l2", "model": "moonshot-small", "cat": "object-storage", "variant": "paraphrase", "raw": "MinIO AIStor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: Scality RING or MinIO"}, {"id": "mai-20260917-0922-baseline|c122-l2|moonshot-small|Wasabi", "prompt": "c122-l2", "model": "moonshot-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-conscious option: Wasabi"}, {"id": "mai-20260917-0922-baseline|c122-l2|moonshot-small|Backblaze B2", "prompt": "c122-l2", "model": "moonshot-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Backblaze B2** | $6.95/TB/month | Free up to 3x stored | Budget-conscious, cold storage |"}, {"id": "mai-20260917-0922-baseline|c122-l2|openai-small|Wasabi", "prompt": "c122-l2", "model": "openai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary pick:** **Wasabi** for a large enterprise wanting S3 compatibility plus straightforward operations and enterprise identity controls."}, {"id": "mai-20260917-0922-baseline|c122-l2|openai-small|Backblaze B2", "prompt": "c122-l2", "model": "openai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-up:** **Backblaze B2** if cost efficiency and backup/archive workloads are the main driver."}, {"id": "mai-20260917-0922-baseline|c122-l2|xai-small|NetApp StorageGRID", "prompt": "c122-l2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "NetApp StorageGRID", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **NetApp StorageGRID** or **Scality RING** as top S3-compatible object storage options"}, {"id": "mai-20260917-0922-baseline|c122-l2|xai-small|Scality RING", "prompt": "c122-l2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Scality RING", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend **NetApp StorageGRID** or **Scality RING** as top S3-compatible object storage options"}, {"id": "mai-20260917-0922-baseline|c122-l2|xai-small|Cloudflare R2", "prompt": "c122-l2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Op charges add up; lacks deep compliance/tools"}, {"id": "mai-20260917-0922-baseline|c122-l2|xai-small|Backblaze B2", "prompt": "c122-l2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caps on free egress; not for high-concurrency prod"}, {"id": "mai-20260917-0922-baseline|c122-l2|xai-small|Wasabi", "prompt": "c122-l2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "90-day min retention; less enterprise support/SLAs"}, {"id": "mai-20260917-0922-baseline|c122-l2|xai-small|AWS S3", "prompt": "c122-l2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "AWS S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AWS S3 remains the gold standard if multi-cloud isn't a must."}, {"id": "mai-20260917-0922-baseline|c122-l2|xai-small|Google Cloud Storage", "prompt": "c122-l2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pure public cloud hyperscalers like AWS S3 itself, Google Cloud Storage, or Oracle Cloud Object Storage are also viable"}, {"id": "mai-20260917-0922-baseline|c122-l2|xai-small|Oracle Cloud Object Storage", "prompt": "c122-l2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Oracle Cloud Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "also viable if you're already in their ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-l2|xai-small|MinIO", "prompt": "c122-l2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "MinIO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Requires your own ops team"}, {"id": "mai-20260917-0922-baseline|c122-l2|zai-small|Tigris", "prompt": "c122-l2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Tigris", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Tigris (by Backblaze)"}, {"id": "mai-20260917-0922-baseline|c122-l2|zai-small|R2", "prompt": "c122-l2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudflare R2 – Best for Read-Heavy Workloads"}, {"id": "mai-20260917-0922-baseline|c122-l2|zai-small|Wasabi", "prompt": "c122-l2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Wasabi | ... Cold/archive storage"}, {"id": "mai-20260917-0922-baseline|c122-l2|zai-small|MinIO", "prompt": "c122-l2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MinIO – Best for Self-Hosted/Hybrid Cloud"}, {"id": "mai-20260917-0922-baseline|c122-l2|zai-small|Impossible Cloud", "prompt": "c122-l2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Impossible Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Impossible Cloud – Best for EU Data Residency"}, {"id": "mai-20260917-0922-baseline|c122-l2|zai-small|AWS S3", "prompt": "c122-l2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "AWS S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AWS S3 – Best for Ecosystem Integration"}, {"id": "mai-20260917-0922-baseline|c122-l3|alibaba-small|Amazon S3 (AWS Simple Storage Service)", "prompt": "c122-l3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3 (AWS Simple Storage Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The industry standard. It offers the largest feature set, highest durability (99.999999999%), and massive third-party tooling support."}, {"id": "mai-20260917-0922-baseline|c122-l3|alibaba-small|Azure Blob Storage (Microsoft)", "prompt": "c122-l3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "Azure Blob Storage (Microsoft)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "deeply integrated with the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-l3|alibaba-small|Google Cloud Storage (GCS)", "prompt": "c122-l3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for superior performance consistency across regions"}, {"id": "mai-20260917-0922-baseline|c122-l3|alibaba-small|IBM Cloud Object Storage", "prompt": "c122-l3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focuses heavily on regulatory compliance and immutable archives."}, {"id": "mai-20260917-0922-baseline|c122-l3|alibaba-small|Pure Storage FlashBlade", "prompt": "c122-l3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "Pure Storage FlashBlade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "widely considered the leader for high-throughput scenarios like AI training and video processing"}, {"id": "mai-20260917-0922-baseline|c122-l3|alibaba-small|Dell EMC PowerScale", "prompt": "c122-l3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "Dell EMC PowerScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the go-to for legacy organizations managing petabytes of data"}, {"id": "mai-20260917-0922-baseline|c122-l3|alibaba-small|MinIO", "prompt": "c122-l3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The leading open-source, Kubernetes-native engine."}, {"id": "mai-20260917-0922-baseline|c122-l3|alibaba-small|NetApp", "prompt": "c122-l3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "NetApp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Hybrid (Dell/NetApp):** These allow you to store active data locally for speed"}, {"id": "mai-20260917-0922-baseline|c122-l3|anthropic-small|Amazon S3", "prompt": "c122-l3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Amazon S3 is the market leader in cloud object storage"}, {"id": "mai-20260917-0922-baseline|c122-l3|anthropic-small|Microsoft Azure Blob Storage", "prompt": "c122-l3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "engineered to be massively scalable, storing and serving trillions of objects worldwide"}, {"id": "mai-20260917-0922-baseline|c122-l3|anthropic-small|Google Cloud Storage (GCS)", "prompt": "c122-l3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tailored for businesses looking to store vast amounts of data"}, {"id": "mai-20260917-0922-baseline|c122-l3|anthropic-small|Scality RING", "prompt": "c122-l3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Scality RING", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Five platforms that belong on an enterprise object storage shortlist in 2026 are Scality RING"}, {"id": "mai-20260917-0922-baseline|c122-l3|anthropic-small|NetApp StorageGRID", "prompt": "c122-l3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "NetApp StorageGRID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "NetApp StorageGRID, Dell ObjectScale, Cloudian HyperStore and MinIO AIStor"}, {"id": "mai-20260917-0922-baseline|c122-l3|anthropic-small|Dell ObjectScale", "prompt": "c122-l3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Dell ObjectScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "NetApp StorageGRID, Dell ObjectScale, Cloudian HyperStore and MinIO AIStor"}, {"id": "mai-20260917-0922-baseline|c122-l3|anthropic-small|Cloudian HyperStore", "prompt": "c122-l3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A distributed S3-compatible object storage platform using a peer-to-peer, scale-out architecture"}, {"id": "mai-20260917-0922-baseline|c122-l3|anthropic-small|MinIO AIStor", "prompt": "c122-l3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO AIStor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it requires self-management of hardware, software, and networking, which increases operational overhead and requires significant technical expertise"}, {"id": "mai-20260917-0922-baseline|c122-l3|anthropic-small|Dell EMC ECS", "prompt": "c122-l3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Dell EMC ECS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "An on-premises object storage platform for enterprises that need cloud-scale storage"}, {"id": "mai-20260917-0922-baseline|c122-l3|challenger-small|Amazon S3", "prompt": "c122-l3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Amazon S3** | General-purpose enterprise cloud storage | Broad ecosystem, high scalability, and AWS-native integration."}, {"id": "mai-20260917-0922-baseline|c122-l3|challenger-small|Microsoft Azure Blob Storage", "prompt": "c122-l3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Azure-centric or hybrid enterprises | Deep integration with Azure security, analytics, and lifecycle tools."}, {"id": "mai-20260917-0922-baseline|c122-l3|challenger-small|Google Cloud Storage", "prompt": "c122-l3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Data/AI teams already in Google Cloud | Tight integration with BigQuery/Vertex AI"}, {"id": "mai-20260917-0922-baseline|c122-l3|challenger-small|IBM Cloud Object Storage", "prompt": "c122-l3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Regulated or hybrid environments | Strong enterprise governance, encryption, and hybrid-cloud positioning."}, {"id": "mai-20260917-0922-baseline|c122-l3|challenger-small|NetApp StorageGRID", "prompt": "c122-l3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "NetApp StorageGRID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprises needing S3 semantics plus retention governance"}, {"id": "mai-20260917-0922-baseline|c122-l3|challenger-small|Dell ObjectScale/ECS", "prompt": "c122-l3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Dell ObjectScale/ECS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "On-prem or cloud-scale enterprise deployments | Policy-driven protection"}, {"id": "mai-20260917-0922-baseline|c122-l3|challenger-small|Scality RING", "prompt": "c122-l3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Scality RING", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Large, distributed, unpredictable growth | Software-defined scale-out design"}, {"id": "mai-20260917-0922-baseline|c122-l3|challenger-small|Cloudian HyperStore", "prompt": "c122-l3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Hybrid/on-prem compliance-heavy workloads | Enterprise S3 compatibility"}, {"id": "mai-20260917-0922-baseline|c122-l3|challenger-small|MinIO AIStor", "prompt": "c122-l3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO AIStor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Kubernetes / modern app platforms | Lightweight S3-compatible object storage"}, {"id": "mai-20260917-0922-baseline|c122-l3|challenger-small|Hitachi Content Platform", "prompt": "c122-l3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Hitachi Content Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Content workflows and retention-focused use cases"}, {"id": "mai-20260917-0922-baseline|c122-l3|deepseek-small|Amazon S3 (Simple Storage Service)", "prompt": "c122-l3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3 (Simple Storage Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Default flexible choice:** AWS S3 (deepest ecosystem, de facto standard)."}, {"id": "mai-20260917-0922-baseline|c122-l3|deepseek-small|Microsoft Azure Blob Storage", "prompt": "c122-l3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft-centric hybrid shops:** Azure Blob + ADLS Gen2."}, {"id": "mai-20260917-0922-baseline|c122-l3|deepseek-small|Google Cloud Storage (GCS)", "prompt": "c122-l3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Analytics on Google:** Google Cloud Storage."}, {"id": "mai-20260917-0922-baseline|c122-l3|deepseek-small|IBM Cloud Object Storage", "prompt": "c122-l3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for **hybrid/multi-cloud** environments; offers S3 compatibility"}, {"id": "mai-20260917-0922-baseline|c122-l3|deepseek-small|Oracle Cloud Object Storage", "prompt": "c122-l3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Oracle Cloud Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Strict compliance/retention:** Oracle OCI or an on-prem appliance."}, {"id": "mai-20260917-0922-baseline|c122-l3|deepseek-small|MinIO", "prompt": "c122-l3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Keep data on-prem/hybrid with S3 API:** MinIO, Scality RING, or NetApp StorageGRID."}, {"id": "mai-20260917-0922-baseline|c122-l3|deepseek-small|Scality RING", "prompt": "c122-l3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Scality RING", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Keep data on-prem/hybrid with S3 API:** MinIO, Scality RING, or NetApp StorageGRID."}, {"id": "mai-20260917-0922-baseline|c122-l3|deepseek-small|NetApp StorageGRID", "prompt": "c122-l3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "NetApp StorageGRID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Keep data on-prem/hybrid with S3 API:** MinIO, Scality RING, or NetApp StorageGRID."}, {"id": "mai-20260917-0922-baseline|c122-l3|deepseek-small|Cloudian HyperStore", "prompt": "c122-l3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Full S3 compatibility, geo-distribution, multi-tenancy, software or appliances."}, {"id": "mai-20260917-0922-baseline|c122-l3|deepseek-small|Dell ObjectScale", "prompt": "c122-l3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Dell ObjectScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "S3, global namespace, Dell infrastructure integration, growing AI focus."}, {"id": "mai-20260917-0922-baseline|c122-l3|google-small|Amazon S3 (Simple Storage Service)", "prompt": "c122-l3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3 (Simple Storage Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "S3 has the largest ecosystem integration of any storage provider... The Catch: Extremely high egress fees"}, {"id": "mai-20260917-0922-baseline|c122-l3|google-small|Microsoft Azure Blob Storage", "prompt": "c122-l3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Microsoft-centric enterprises (Active Directory/Entra ID) and hybrid cloud environments."}, {"id": "mai-20260917-0922-baseline|c122-l3|google-small|Google Cloud Storage (GCS)", "prompt": "c122-l3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: AI/ML pipelines, high-speed data analytics, and multi-regional consistency."}, {"id": "mai-20260917-0922-baseline|c122-l3|google-small|Cloudflare R2", "prompt": "c122-l3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Differentiating Feature: Zero Egress Fees... The Catch: It does not offer traditional \"cold\" or \"archival\" tiers"}, {"id": "mai-20260917-0922-baseline|c122-l3|google-small|Wasabi Hot Cloud Storage", "prompt": "c122-l3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "pure-play object storage service that is 100% S3-compatible and highly performant"}, {"id": "mai-20260917-0922-baseline|c122-l3|google-small|MinIO", "prompt": "c122-l3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "MinIO is arguably the fastest and most lightweight object storage platform."}, {"id": "mai-20260917-0922-baseline|c122-l3|google-small|Scality RING", "prompt": "c122-l3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Scality RING", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it is overly complex and cost-prohibitive for smaller, mid-market enterprise needs"}, {"id": "mai-20260917-0922-baseline|c122-l3|meta-small|Scality RING", "prompt": "c122-l3", "model": "meta-small", "cat": "object-storage", "variant": "comparative", "raw": "Scality RING", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of top object storage solutions, including Scality RING"}, {"id": "mai-20260917-0922-baseline|c122-l3|meta-small|NetApp StorageGRID", "prompt": "c122-l3", "model": "meta-small", "cat": "object-storage", "variant": "comparative", "raw": "NetApp StorageGRID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Scality RING, NetApp StorageGRID, Dell ObjectScale"}, {"id": "mai-20260917-0922-baseline|c122-l3|meta-small|Dell ObjectScale", "prompt": "c122-l3", "model": "meta-small", "cat": "object-storage", "variant": "comparative", "raw": "Dell ObjectScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "NetApp StorageGRID, Dell ObjectScale, Cloudian HyperStore"}, {"id": "mai-20260917-0922-baseline|c122-l3|meta-small|Cloudian HyperStore", "prompt": "c122-l3", "model": "meta-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Dell ObjectScale, Cloudian HyperStore, and MinIO AIStor"}, {"id": "mai-20260917-0922-baseline|c122-l3|meta-small|MinIO AIStor", "prompt": "c122-l3", "model": "meta-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO AIStor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloudian HyperStore, and MinIO AIStor, along with their notable characteristics and features"}, {"id": "mai-20260917-0922-baseline|c122-l3|minimax-small|Amazon S3", "prompt": "c122-l3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AWS S3**: Widest ecosystem integration, most storage classes (including Intelligent-Tiering for automatic cost optimization), S3 Select for in-place queries"}, {"id": "mai-20260917-0922-baseline|c122-l3|minimax-small|Azure Blob Storage", "prompt": "c122-l3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Windows-centric enterprises, strong Data Lake Gen2 support, hierarchical namespace"}, {"id": "mai-20260917-0922-baseline|c122-l3|minimax-small|Google Cloud Storage", "prompt": "c122-l3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ML-powered autoclass tiering, strongest analytics/big data integration with BigQuery"}, {"id": "mai-20260917-0922-baseline|c122-l3|minimax-small|Scality RING", "prompt": "c122-l3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Scality RING", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top-rated, distributed software-defined storage, hardware-independent"}, {"id": "mai-20260917-0922-baseline|c122-l3|minimax-small|Pure Storage", "prompt": "c122-l3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Pure Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "High performance, cloud-native design"}, {"id": "mai-20260917-0922-baseline|c122-l3|minimax-small|VAST Data", "prompt": "c122-l3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "VAST Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Innovative platform, strong AI/ML focus"}, {"id": "mai-20260917-0922-baseline|c122-l3|minimax-small|NetApp StorageGRID", "prompt": "c122-l3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "NetApp StorageGRID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Metadata-driven lifecycle management, geographic placement, hybrid multicloud capabilities"}, {"id": "mai-20260917-0922-baseline|c122-l3|minimax-small|MinIO AIStor", "prompt": "c122-l3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO AIStor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "S3-compatible, high-performance, popular for private clouds"}, {"id": "mai-20260917-0922-baseline|c122-l3|minimax-small|Dell ObjectScale", "prompt": "c122-l3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Dell ObjectScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Scale-out object storage with global namespace"}, {"id": "mai-20260917-0922-baseline|c122-l3|minimax-small|Cloudian HyperStore", "prompt": "c122-l3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Peer-to-peer distributed storage, S3 compatibility"}, {"id": "mai-20260917-0922-baseline|c122-l3|minimax-small|IBM Cloud Object Storage", "prompt": "c122-l3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for hybrid environments"}, {"id": "mai-20260917-0922-baseline|c122-l3|minimax-small|Weka", "prompt": "c122-l3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Weka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "High-performance, AI/ML workload optimization"}, {"id": "mai-20260917-0922-baseline|c122-l3|mistral-small|Amazon S3", "prompt": "c122-l3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strengths: Industry-leading scalability, global reach, extensive ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-l3|mistral-small|Scality RING", "prompt": "c122-l3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "Scality RING", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hardware independence, multi-site infrastructure, very large namespace support"}, {"id": "mai-20260917-0922-baseline|c122-l3|mistral-small|NetApp StorageGRID", "prompt": "c122-l3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "NetApp StorageGRID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Metadata-driven lifecycle management, geographic data placement"}, {"id": "mai-20260917-0922-baseline|c122-l3|mistral-small|Dell EMC Elastic Cloud Storage (ECS) & Dell ObjectScale", "prompt": "c122-l3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "Dell EMC Elastic Cloud Storage (ECS) & Dell ObjectScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ECS is a mature platform for on-premises deployments, while ObjectScale is a newer, Kubernetes-native solution"}, {"id": "mai-20260917-0922-baseline|c122-l3|mistral-small|Cloudian HyperStore", "prompt": "c122-l3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "full S3 API compatibility, strong for backup, archive, and modern application workloads"}, {"id": "mai-20260917-0922-baseline|c122-l3|mistral-small|IBM Cloud Object Storage", "prompt": "c122-l3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong hybrid environment support, high durability"}, {"id": "mai-20260917-0922-baseline|c122-l3|mistral-small|Google Cloud Storage", "prompt": "c122-l3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Google excels at static data storage and analytics"}, {"id": "mai-20260917-0922-baseline|c122-l3|mistral-small|Microsoft Azure Blob Storage", "prompt": "c122-l3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Azure is best for enterprises using Microsoft tools and services"}, {"id": "mai-20260917-0922-baseline|c122-l3|mistral-small|MinIO", "prompt": "c122-l3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Lightweight, Kubernetes-native, ideal for private cloud and AI/ML workloads"}, {"id": "mai-20260917-0922-baseline|c122-l3|moonshot-small|Amazon S3", "prompt": "c122-l3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The original cloud object storage (launched 2006) with the most mature feature set ... Deepest ecosystem, most third-party integrations"}, {"id": "mai-20260917-0922-baseline|c122-l3|moonshot-small|Azure Blob Storage", "prompt": "c122-l3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Microsoft-centric enterprises, hybrid environments with Windows workloads"}, {"id": "mai-20260917-0922-baseline|c122-l3|moonshot-small|Google Cloud Storage", "prompt": "c122-l3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Seamless BigQuery and Vertex AI integration, automatic storage class management"}, {"id": "mai-20260917-0922-baseline|c122-l3|moonshot-small|Scality RING", "prompt": "c122-l3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "Scality RING", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Scality RING ⭐ (Top Rated) ... Highest ratings across features, emerging tech, and business criteria"}, {"id": "mai-20260917-0922-baseline|c122-l3|moonshot-small|Pure Storage", "prompt": "c122-l3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "Pure Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rating: 4.6/5.0 on key features - Focus: High-performance unified fast file and object storage"}, {"id": "mai-20260917-0922-baseline|c122-l3|moonshot-small|VAST Data", "prompt": "c122-l3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "VAST Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Innovative all-flash object storage platform"}, {"id": "mai-20260917-0922-baseline|c122-l3|moonshot-small|MinIO AIStor", "prompt": "c122-l3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO AIStor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider MinIO if you're building modern, containerized infrastructure with Kubernetes"}, {"id": "mai-20260917-0922-baseline|c122-l3|moonshot-small|Cloudian HyperStore", "prompt": "c122-l3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong S3 compatibility, geo-distribution, multi-tenancy ... Hybrid cloud deployments, data sovereignty compliance"}, {"id": "mai-20260917-0922-baseline|c122-l3|moonshot-small|NetApp StorageGRID", "prompt": "c122-l3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "NetApp StorageGRID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Software-defined distributed object storage"}, {"id": "mai-20260917-0922-baseline|c122-l3|moonshot-small|Dell ObjectScale", "prompt": "c122-l3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "Dell ObjectScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Scale-out object storage ... S3 compatibility, global namespace"}, {"id": "mai-20260917-0922-baseline|c122-l3|openai-small|Amazon S3 (AWS)", "prompt": "c122-l3", "model": "openai-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3 (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose AWS S3 if you want the most mature ecosystem and many storage tiers."}, {"id": "mai-20260917-0922-baseline|c122-l3|openai-small|Azure Blob Storage (Microsoft Azure)", "prompt": "c122-l3", "model": "openai-small", "cat": "object-storage", "variant": "comparative", "raw": "Azure Blob Storage (Microsoft Azure)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Azure Blob if your org is Microsoft/Azure-centered."}, {"id": "mai-20260917-0922-baseline|c122-l3|openai-small|Google Cloud Storage (GCS)", "prompt": "c122-l3", "model": "openai-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose GCS if you're Google Cloud/data-platform oriented."}, {"id": "mai-20260917-0922-baseline|c122-l3|openai-small|Oracle Cloud Infrastructure Object Storage (OCI Object Storage)", "prompt": "c122-l3", "model": "openai-small", "cat": "object-storage", "variant": "comparative", "raw": "Oracle Cloud Infrastructure Object Storage (OCI Object Storage)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often attractive for Oracle-centric enterprises and regulated environments."}, {"id": "mai-20260917-0922-baseline|c122-l3|openai-small|IBM Cloud Object Storage", "prompt": "c122-l3", "model": "openai-small", "cat": "object-storage", "variant": "comparative", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Positioned around enterprise security, resiliency, and compliance."}, {"id": "mai-20260917-0922-baseline|c122-l3|openai-small|Wasabi Hot Cloud Storage", "prompt": "c122-l3", "model": "openai-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Wasabi or Backblaze if cost simplicity matters most and you can live with a narrower ecosystem."}, {"id": "mai-20260917-0922-baseline|c122-l3|openai-small|Backblaze B2 Cloud Storage", "prompt": "c122-l3", "model": "openai-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2 Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Popular for lower-cost object storage and S3 compatibility"}, {"id": "mai-20260917-0922-baseline|c122-l3|xai-small|Dell", "prompt": "c122-l3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Dell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "On-prem for cost control/large archives (Dell/Scality if hardware-integrated)"}, {"id": "mai-20260917-0922-baseline|c122-l3|xai-small|Pure Storage", "prompt": "c122-l3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Pure Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Others: Pure Storage FlashBlade//Object Engine, Cloudian HyperStore."}, {"id": "mai-20260917-0922-baseline|c122-l3|xai-small|Qumulo", "prompt": "c122-l3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Qumulo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Magic Quadrant for File & Object Storage Platforms leaders like Dell, Pure Storage, Qumulo, VAST Data"}, {"id": "mai-20260917-0922-baseline|c122-l3|xai-small|VAST Data", "prompt": "c122-l3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "VAST Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "leaders like Dell, Pure Storage, Qumulo, VAST Data"}, {"id": "mai-20260917-0922-baseline|c122-l3|xai-small|Scality RING", "prompt": "c122-l3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Scality RING", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Scality RING: Hardware-agnostic, massive namespaces."}, {"id": "mai-20260917-0922-baseline|c122-l3|xai-small|Amazon S3 (AWS)", "prompt": "c122-l3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3 (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Cloud for simplicity/elasticity (start with S3 if unsure)"}, {"id": "mai-20260917-0922-baseline|c122-l3|xai-small|Microsoft Azure Blob Storage", "prompt": "c122-l3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tight Microsoft ecosystem integration"}, {"id": "mai-20260917-0922-baseline|c122-l3|xai-small|Google Cloud Storage (GCS)", "prompt": "c122-l3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong for analytics/ML"}, {"id": "mai-20260917-0922-baseline|c122-l3|xai-small|IBM Cloud Object Storage", "prompt": "c122-l3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Hybrid/multi-cloud focus ... compliance favors IBM/NetApp"}, {"id": "mai-20260917-0922-baseline|c122-l3|xai-small|NetApp StorageGRID", "prompt": "c122-l3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "NetApp StorageGRID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Metadata-rich, multi-site replication"}, {"id": "mai-20260917-0922-baseline|c122-l3|xai-small|MinIO", "prompt": "c122-l3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Open-source, high-performance for AI/private cloud"}, {"id": "mai-20260917-0922-baseline|c122-l3|xai-small|Cloudian HyperStore", "prompt": "c122-l3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Others: Pure Storage FlashBlade//Object Engine, Cloudian HyperStore."}, {"id": "mai-20260917-0922-baseline|c122-l3|zai-small|AWS S3", "prompt": "c122-l3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "AWS S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For broad enterprise use with minimal friction**: AWS S3, Google Cloud Storage, or Azure Blob Storage."}, {"id": "mai-20260917-0922-baseline|c122-l3|zai-small|Google Cloud Storage", "prompt": "c122-l3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For broad enterprise use with minimal friction**: AWS S3, Google Cloud Storage, or Azure Blob Storage."}, {"id": "mai-20260917-0922-baseline|c122-l3|zai-small|Azure Blob Storage", "prompt": "c122-l3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For broad enterprise use with minimal friction**: AWS S3, Google Cloud Storage, or Azure Blob Storage."}, {"id": "mai-20260917-0922-baseline|c122-l3|zai-small|Scality RING", "prompt": "c122-l3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Scality RING", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For on‑premises control, data sovereignty, or hybrid deployments**: MinIO, Cloudian HyperStore, Scality RING, NetApp StorageGRID, Dell ObjectScale."}, {"id": "mai-20260917-0922-baseline|c122-l3|zai-small|NetApp StorageGRID", "prompt": "c122-l3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "NetApp StorageGRID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Built‑in lifecycle policies, geo‑distribution, multi‑tenant isolation"}, {"id": "mai-20260917-0922-baseline|c122-l3|zai-small|Dell ObjectScale", "prompt": "c122-l3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Dell ObjectScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deep Dell ecosystem integration, AI‑focused features"}, {"id": "mai-20260917-0922-baseline|c122-l3|zai-small|Cloudian HyperStore", "prompt": "c122-l3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "S3‑compatible storage with geo‑distribution and multi‑tenancy"}, {"id": "mai-20260917-0922-baseline|c122-l3|zai-small|MinIO (AIStor)", "prompt": "c122-l3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO (AIStor)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For on‑premises control, data sovereignty, or hybrid deployments**: MinIO"}, {"id": "mai-20260917-0922-baseline|c122-l3|zai-small|IBM Cloud Object Storage", "prompt": "c122-l3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For compliance‑driven use cases**: Oracle Cloud, IBM Cloud Object Storage"}, {"id": "mai-20260917-0922-baseline|c122-l3|zai-small|Oracle Cloud", "prompt": "c122-l3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Oracle Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Pick Oracle or IBM if**: Your priority is compliance, enforceable retention, auditable access"}, {"id": "mai-20260917-0922-baseline|c122-l3|zai-small|Rackspace Object Storage", "prompt": "c122-l3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Rackspace Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "All‑in pricing includes egress, retrieval, and API calls; multi‑tenant or dedicated options"}, {"id": "mai-20260917-0922-baseline|c122-l3|zai-small|Quantum Object Storage Services", "prompt": "c122-l3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Quantum Object Storage Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Consider HorizonIQ or Quantum for**: NVMe‑backed, high‑throughput workloads"}, {"id": "mai-20260917-0922-baseline|c122-l3|zai-small|Backblaze B2", "prompt": "c122-l3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "For cost‑sensitive workloads**: Backblaze B2 or Cloudflare R2"}, {"id": "mai-20260917-0922-baseline|c122-l3|zai-small|HorizonIQ Object Storage", "prompt": "c122-l3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "HorizonIQ Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Flat‑fee pricing with no egress or retrieval charges; 11‑nine durability, high throughput"}, {"id": "mai-20260917-0922-baseline|c122-l3|zai-small|Cloudflare R2", "prompt": "c122-l3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Zero egress fees, high performance, but lacks versioning and object lock"}, {"id": "mai-20260917-0922-baseline|c122-l4|alibaba-small|Microsoft Azure Blob Storage", "prompt": "c122-l4", "model": "alibaba-small", "cat": "object-storage", "variant": "budget", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best object storage service for a large company seeking **predictable total cost (TCO)** across thousands of users is **Microsoft Azure Blob Storage**"}, {"id": "mai-20260917-0922-baseline|c122-l4|alibaba-small|AWS S3", "prompt": "c122-l4", "model": "alibaba-small", "cat": "object-storage", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Strong Runner-Up: AWS S3 ... its cost structure is notoriously complex"}, {"id": "mai-20260917-0922-baseline|c122-l4|alibaba-small|Google Cloud", "prompt": "c122-l4", "model": "alibaba-small", "cat": "object-storage", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Google Cloud for AI integration"}, {"id": "mai-20260917-0922-baseline|c122-l4|alibaba-small|Ceph", "prompt": "c122-l4", "model": "alibaba-small", "cat": "object-storage", "variant": "budget", "raw": "Ceph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deploy open-source object storage software like **Ceph** or **MinIO** on your own hardware"}, {"id": "mai-20260917-0922-baseline|c122-l4|alibaba-small|MinIO", "prompt": "c122-l4", "model": "alibaba-small", "cat": "object-storage", "variant": "budget", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deploy open-source object storage software like **Ceph** or **MinIO** on your own hardware"}, {"id": "mai-20260917-0922-baseline|c122-l4|alibaba-small|Backblaze B2", "prompt": "c122-l4", "model": "alibaba-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Low (High Egress Fees) ... Limited (Basic UI)"}, {"id": "mai-20260917-0922-baseline|c122-l4|anthropic-small|Wasabi", "prompt": "c122-l4", "model": "anthropic-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Wasabi** - Most Predictable Pricing"}, {"id": "mai-20260917-0922-baseline|c122-l4|anthropic-small|Backblaze B2", "prompt": "c122-l4", "model": "anthropic-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Backblaze B2** - Excellent for Predictability"}, {"id": "mai-20260917-0922-baseline|c122-l4|anthropic-small|DigitalOcean Spaces", "prompt": "c122-l4", "model": "anthropic-small", "cat": "object-storage", "variant": "budget", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DigitalOcean Spaces offers the clearest pricing: $5/month, all-inclusive, with no surprise charges."}, {"id": "mai-20260917-0922-baseline|c122-l4|anthropic-small|S3", "prompt": "c122-l4", "model": "anthropic-small", "cat": "object-storage", "variant": "budget", "raw": "S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the tradeoff is pricing complexity. Storage, requests, retrieval, and data transfer can all affect the final bill."}, {"id": "mai-20260917-0922-baseline|c122-l4|challenger-small|Wasabi", "prompt": "c122-l4", "model": "challenger-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wasabi** is usually the strongest fit among cloud object-storage services because it uses **flat, predictable pricing**"}, {"id": "mai-20260917-0922-baseline|c122-l4|challenger-small|Backblaze B2", "prompt": "c122-l4", "model": "challenger-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A close alternative is **Backblaze B2**, which also emphasizes **transparent pricing**"}, {"id": "mai-20260917-0922-baseline|c122-l4|challenger-small|Cloudflare R2", "prompt": "c122-l4", "model": "challenger-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cloudflare R2** can also be attractive because it eliminates egress charges"}, {"id": "mai-20260917-0922-baseline|c122-l4|deepseek-small|AWS S3", "prompt": "c122-l4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "their cost is **not predictable**... both are significantly cheaper and more predictable than AWS S3 when you factor in egress at scale"}, {"id": "mai-20260917-0922-baseline|c122-l4|deepseek-small|Azure", "prompt": "c122-l4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "S3 or Azure Blob remain the practical choice despite less predictable billing"}, {"id": "mai-20260917-0922-baseline|c122-l4|deepseek-small|GCP", "prompt": "c122-l4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "GCP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "GCP up to $0.12/GB... cost is **not predictable**"}, {"id": "mai-20260917-0922-baseline|c122-l4|deepseek-small|Wasabi", "prompt": "c122-l4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "purely on **predictable total cost**, Wasabi is the strongest answer"}, {"id": "mai-20260917-0922-baseline|c122-l4|deepseek-small|Backblaze B2", "prompt": "c122-l4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Backblaze B2** is the more economical option"}, {"id": "mai-20260917-0922-baseline|c122-l4|deepseek-small|Oracle", "prompt": "c122-l4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Oracle, IBM, and others also offer enterprise-grade options"}, {"id": "mai-20260917-0922-baseline|c122-l4|deepseek-small|IBM", "prompt": "c122-l4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Oracle, IBM, and others also offer enterprise-grade options"}, {"id": "mai-20260917-0922-baseline|c122-l4|google-small|AWS S3", "prompt": "c122-l4", "model": "google-small", "cat": "object-storage", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "these hidden variables can easily cause 15% to 20% budget overruns on hyperscalers like AWS S3 or Google Cloud Storage."}, {"id": "mai-20260917-0922-baseline|c122-l4|google-small|Google Cloud Storage", "prompt": "c122-l4", "model": "google-small", "cat": "object-storage", "variant": "budget", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "budget overruns on hyperscalers like AWS S3 or Google Cloud Storage"}, {"id": "mai-20260917-0922-baseline|c122-l4|google-small|Wasabi Hot Cloud Storage", "prompt": "c122-l4", "model": "google-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Wasabi is the industry leader for cost predictability."}, {"id": "mai-20260917-0922-baseline|c122-l4|google-small|Cloudflare R2", "prompt": "c122-l4", "model": "google-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Active Global Collaboration and App Distribution: **Cloudflare R2**"}, {"id": "mai-20260917-0922-baseline|c122-l4|google-small|Backblaze B2", "prompt": "c122-l4", "model": "google-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Backblaze B2 is a highly reliable, mid-tier option"}, {"id": "mai-20260917-0922-baseline|c122-l4|meta-small|Backblaze B2 Cloud Storage", "prompt": "c122-l4", "model": "meta-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2 Cloud Storage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is Backblaze B2 Cloud Storage or Wasabi"}, {"id": "mai-20260917-0922-baseline|c122-l4|meta-small|Wasabi", "prompt": "c122-l4", "model": "meta-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is Backblaze B2 Cloud Storage or Wasabi"}, {"id": "mai-20260917-0922-baseline|c122-l4|meta-small|Cloudflare R2", "prompt": "c122-l4", "model": "meta-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Cloudflare R2, Filebase, and Rabata"}, {"id": "mai-20260917-0922-baseline|c122-l4|meta-small|Filebase", "prompt": "c122-l4", "model": "meta-small", "cat": "object-storage", "variant": "budget", "raw": "Filebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Cloudflare R2, Filebase, and Rabata"}, {"id": "mai-20260917-0922-baseline|c122-l4|meta-small|Rabata", "prompt": "c122-l4", "model": "meta-small", "cat": "object-storage", "variant": "budget", "raw": "Rabata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options include Cloudflare R2, Filebase, and Rabata"}, {"id": "mai-20260917-0922-baseline|c122-l4|mistral-small|Wasabi Hot Cloud Storage", "prompt": "c122-l4", "model": "mistral-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wasabi and Backblaze B2 are the most commonly recommended for large enterprises due to their transparent, flat-rate pricing"}, {"id": "mai-20260917-0922-baseline|c122-l4|mistral-small|Backblaze B2 Cloud Storage", "prompt": "c122-l4", "model": "mistral-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2 Cloud Storage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Wasabi and Backblaze B2 are the most commonly recommended for large enterprises"}, {"id": "mai-20260917-0922-baseline|c122-l4|mistral-small|Cloudian", "prompt": "c122-l4", "model": "mistral-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Emphasizes S3 API compatibility and eliminates egress and API request fees, enabling predictable budgeting"}, {"id": "mai-20260917-0922-baseline|c122-l4|moonshot-small|Wasabi Hot Cloud Storage", "prompt": "c122-l4", "model": "moonshot-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary choice**: **Wasabi** - The flat $7.99/TB with absolutely no other fees makes budgeting trivial."}, {"id": "mai-20260917-0922-baseline|c122-l4|moonshot-small|Cloudflare R2", "prompt": "c122-l4", "model": "moonshot-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative**: **Cloudflare R2** - Slightly higher storage cost but excellent for modern apps"}, {"id": "mai-20260917-0922-baseline|c122-l4|moonshot-small|MinIO (Self-Hosted)", "prompt": "c122-l4", "model": "moonshot-small", "cat": "object-storage", "variant": "budget", "raw": "MinIO (Self-Hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need on-premises control**: **MinIO Enterprise** - Fixed annual cost, unlimited scaling"}, {"id": "mai-20260917-0922-baseline|c122-l4|moonshot-small|Backblaze B2", "prompt": "c122-l4", "model": "moonshot-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Backblaze B2** - Best Budget Option"}, {"id": "mai-20260917-0922-baseline|c122-l4|moonshot-small|AWS S3", "prompt": "c122-l4", "model": "moonshot-small", "cat": "object-storage", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid**: Traditional hyperscalers (AWS/Azure/GCP)"}, {"id": "mai-20260917-0922-baseline|c122-l4|moonshot-small|Azure Blob", "prompt": "c122-l4", "model": "moonshot-small", "cat": "object-storage", "variant": "budget", "raw": "Azure Blob", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid**: Traditional hyperscalers (AWS/Azure/GCP)"}, {"id": "mai-20260917-0922-baseline|c122-l4|moonshot-small|GCS", "prompt": "c122-l4", "model": "moonshot-small", "cat": "object-storage", "variant": "budget", "raw": "GCS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid**: Traditional hyperscalers (AWS/Azure/GCP)"}, {"id": "mai-20260917-0922-baseline|c122-l4|openai-small|Backblaze B2", "prompt": "c122-l4", "model": "openai-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Backblaze B2** is often the best fit on price predictability alone"}, {"id": "mai-20260917-0922-baseline|c122-l4|openai-small|AWS S3", "prompt": "c122-l4", "model": "openai-small", "cat": "object-storage", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "AWS S3 charges separately for **storage, requests, data transfer, replication, and retrievals** ... usually **less predictable** on total cost"}, {"id": "mai-20260917-0922-baseline|c122-l4|openai-small|Azure Blob Storage", "prompt": "c122-l4", "model": "openai-small", "cat": "object-storage", "variant": "budget", "raw": "Azure Blob Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Azure Blob Storage bills for **storage, transactions, data transfer, retrieval, tags, and other meters**"}, {"id": "mai-20260917-0922-baseline|c122-l4|openai-small|Google Cloud Storage", "prompt": "c122-l4", "model": "openai-small", "cat": "object-storage", "variant": "budget", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Google Cloud Storage also uses a multi-component model with charges that vary by location and transfer path"}, {"id": "mai-20260917-0922-baseline|c122-l4|xai-small|Wasabi Hot Cloud Storage", "prompt": "c122-l4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wasabi Hot Cloud Storage stands out as the best option among S3-compatible providers"}, {"id": "mai-20260917-0922-baseline|c122-l4|xai-small|IBM Cloud Object Storage (One-Rate Plan)", "prompt": "c122-l4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "IBM Cloud Object Storage (One-Rate Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... IBM Cloud Object Storage (One-Rate Plan)"}, {"id": "mai-20260917-0922-baseline|c122-l4|xai-small|Cloudflare R2", "prompt": "c122-l4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$15/TB/month storage; **zero egress ever**"}, {"id": "mai-20260917-0922-baseline|c122-l4|xai-small|Backblaze B2", "prompt": "c122-l4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$6–7/TB/month; free egress up to 3x storage"}, {"id": "mai-20260917-0922-baseline|c122-l4|xai-small|AWS S3", "prompt": "c122-l4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why Not Hyperscalers (AWS S3, GCP, Azure Blob)? ... leads to **unpredictable bills**"}, {"id": "mai-20260917-0922-baseline|c122-l4|xai-small|GCP", "prompt": "c122-l4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "GCP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why Not Hyperscalers (AWS S3, GCP, Azure Blob)?"}, {"id": "mai-20260917-0922-baseline|c122-l4|xai-small|Azure Blob", "prompt": "c122-l4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "Azure Blob", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why Not Hyperscalers (AWS S3, GCP, Azure Blob)?"}, {"id": "mai-20260917-0922-baseline|c122-l4|zai-small|IBM Cloud Object Storage – One‑Rate Plan", "prompt": "c122-l4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "IBM Cloud Object Storage – One‑Rate Plan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for predictability:** **IBM Cloud Object Storage – One‑Rate Plan**."}, {"id": "mai-20260917-0922-baseline|c122-l4|zai-small|Wasabi", "prompt": "c122-l4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you need zero egress:** **Wasabi** or **Cloudflare R2**."}, {"id": "mai-20260917-0922-baseline|c122-l4|zai-small|Cloudflare R2", "prompt": "c122-l4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zero egress, S3‑compatible API; request pricing is modest and predictable"}, {"id": "mai-20260917-0922-baseline|c122-l4|zai-small|Backblaze B2", "prompt": "c122-l4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You need **free egress up to 3× storage** (great for read‑heavy workloads)."}, {"id": "mai-20260917-0922-baseline|c122-l4|zai-small|AWS S3", "prompt": "c122-l4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "egress and request volumes can still cause large swings"}, {"id": "mai-20260917-0922-baseline|c122-l4|zai-small|Azure Blob Storage", "prompt": "c122-l4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "Azure Blob Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Reserved Capacity locks a portion of storage, but egress and request fees remain separate line‑items."}, {"id": "mai-20260917-0922-baseline|c122-l4|zai-small|Google Cloud Storage", "prompt": "c122-l4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Nearline/Coldline tiers lower storage cost, but egress and request fees still vary."}, {"id": "mai-20260917-0922-baseline|c122-l5|google-small|AWS S3", "prompt": "c122-l5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Moving data out of the cloud can be prohibitively expensive (e.g., AWS S3 egress vs. Cloudflare R2 / Wasabi which have zero egress)."}, {"id": "mai-20260917-0922-baseline|c122-l5|google-small|Cloudflare R2", "prompt": "c122-l5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Cloudflare R2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AWS S3 egress vs. Cloudflare R2 / Wasabi which have zero egress"}, {"id": "mai-20260917-0922-baseline|c122-l5|google-small|Wasabi", "prompt": "c122-l5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "an established player (Cloudflare, Wasabi, Backblaze)"}, {"id": "mai-20260917-0922-baseline|c122-l5|google-small|Azure", "prompt": "c122-l5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Is the vendor a publicly traded hyperscaler (AWS, Azure, GCP)"}, {"id": "mai-20260917-0922-baseline|c122-l5|google-small|GCP", "prompt": "c122-l5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "GCP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a publicly traded hyperscaler (AWS, Azure, GCP)"}, {"id": "mai-20260917-0922-baseline|c122-l5|google-small|Backblaze", "prompt": "c122-l5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Backblaze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "an established player (Cloudflare, Wasabi, Backblaze)"}, {"id": "mai-20260917-0922-baseline|c122-l5|meta-small|Wasabi Hot Cloud Storage", "prompt": "c122-l5", "model": "meta-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Wasabi Hot Cloud Storage: Offers infinitely affordable and predictably priced hot cloud storage with SOC 2 and ISO 27001 compliance, SSO, and MFA/IAM."}, {"id": "mai-20260917-0922-baseline|c122-l5|meta-small|IBM Cloud Object Storage", "prompt": "c122-l5", "model": "meta-small", "cat": "object-storage", "variant": "scale", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides highly scalable and resilient storage with enterprise-level security, compliance, and multi-zone resiliency."}, {"id": "mai-20260917-0922-baseline|c122-l5|meta-small|Markley Group's Object Storage Cloud", "prompt": "c122-l5", "model": "meta-small", "cat": "object-storage", "variant": "scale", "raw": "Markley Group's Object Storage Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers highly reliable, SOC 1/SOC 2 compliant storage with enterprise SLAs, authenticated access, and encryption in transit via TLS."}, {"id": "mai-20260917-0922-baseline|c122-l5|minimax-small|AWS S3", "prompt": "c122-l5", "model": "minimax-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most mature ecosystem; S3 Express One Zone for low-latency needs; extensive compliance certifications"}, {"id": "mai-20260917-0922-baseline|c122-l5|minimax-small|Azure Blob", "prompt": "c122-l5", "model": "minimax-small", "cat": "object-storage", "variant": "scale", "raw": "Azure Blob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deep Microsoft integration if you're already Azure-heavy; competitive pricing; Defender security"}, {"id": "mai-20260917-0922-baseline|c122-l5|minimax-small|Google Cloud Storage", "prompt": "c122-l5", "model": "minimax-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong analytics/ML integration; Autoclass ML tiering; Rapid Storage for AI workloads"}, {"id": "mai-20260917-0922-baseline|c122-l5|moonshot-small|Azure Blob", "prompt": "c122-l5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "Azure Blob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Red flag**: Azure Blob's S3 interop is still in preview"}, {"id": "mai-20260917-0922-baseline|c122-l5|moonshot-small|Cloudflare R2", "prompt": "c122-l5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "Cloudflare R2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cloudflare R2: $0 egress, good for CDN origins (lacks Object Lock)"}, {"id": "mai-20260917-0922-baseline|c122-l5|moonshot-small|Wasabi", "prompt": "c122-l5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Minimum storage durations** (Wasabi: 90-day minimum)"}, {"id": "mai-20260917-0922-baseline|c122-l5|moonshot-small|AWS S3", "prompt": "c122-l5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS S3**: Full features, highest cost, established compliance"}, {"id": "mai-20260917-0922-baseline|c122-l5|moonshot-small|Tigris", "prompt": "c122-l5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "Tigris", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tigris**: Full S3 compatibility, $0 egress, Object Lock supported"}, {"id": "mai-20260917-0922-baseline|c122-l5|moonshot-small|Google Cloud Storage", "prompt": "c122-l5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong AI/ML integration, higher egress fees"}, {"id": "mai-20260917-0922-baseline|c122-l5|moonshot-small|MinIO (self-hosted)", "prompt": "c122-l5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "MinIO (self-hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Maximum control, sovereign deployment, requires ops investment"}, {"id": "mai-20260917-0922-baseline|c122-l5|openai-small|Azure Storage", "prompt": "c122-l5", "model": "openai-small", "cat": "object-storage", "variant": "scale", "raw": "Azure Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "For example, Azure Storage supports Microsoft Entra ID authorization for blob access"}, {"id": "mai-20260917-0922-baseline|c122-l5|openai-small|AWS S3", "prompt": "c122-l5", "model": "openai-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AWS S3 security guidance emphasizes policy-based access controls and request signing"}, {"id": "mai-20260917-0922-baseline|c122-l5|openai-small|Google Cloud", "prompt": "c122-l5", "model": "openai-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Google Cloud also publishes SOC 2 compliance information"}, {"id": "mai-20260917-0922-baseline|c122-l5|xai-small|AWS S3", "prompt": "c122-l5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5: AWS S3, GCS, IBM COS, Wasabi, Cloudian (all SOC 2 + SSO)."}, {"id": "mai-20260917-0922-baseline|c122-l5|xai-small|Google Cloud Storage", "prompt": "c122-l5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "S3-compatible object storage (e.g., AWS S3, Google Cloud Storage, IBM Cloud Object Storage, Cloudian HyperStore, Wasabi, or MinIO-based solutions)"}, {"id": "mai-20260917-0922-baseline|c122-l5|xai-small|IBM Cloud Object Storage", "prompt": "c122-l5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3-5: AWS S3, GCS, IBM COS, Wasabi, Cloudian"}, {"id": "mai-20260917-0922-baseline|c122-l5|xai-small|Cloudian HyperStore", "prompt": "c122-l5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3-5: AWS S3, GCS, IBM COS, Wasabi, Cloudian (all SOC 2 + SSO)."}, {"id": "mai-20260917-0922-baseline|c122-l5|xai-small|Wasabi", "prompt": "c122-l5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 3-5: AWS S3, GCS, IBM COS, Wasabi, Cloudian"}, {"id": "mai-20260917-0922-baseline|c122-l5|xai-small|MinIO", "prompt": "c122-l5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloudian HyperStore, Wasabi, or MinIO-based solutions"}, {"id": "mai-20260917-0922-baseline|c122-l6|alibaba-small|AWS S3", "prompt": "c122-l6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be Cautious of Hyperscalers Due to Egress Fees and Pricing Complexity"}, {"id": "mai-20260917-0922-baseline|c122-l6|alibaba-small|Azure Blob", "prompt": "c122-l6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While AWS S3, Azure Blob, and Google Cloud Storage are leaders in features, their pricing models can be punitive."}, {"id": "mai-20260917-0922-baseline|c122-l6|alibaba-small|Google Cloud Storage", "prompt": "c122-l6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their pricing models can be punitive. Egress fees (data transfer out) are often significantly higher than underlying network costs"}, {"id": "mai-20260917-0922-baseline|c122-l6|alibaba-small|Cloudflare R2", "prompt": "c122-l6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "evaluate \"zero-egress\" fee providers like Cloudflare R2, Wasabi, or IDrive e2, but beware of their specific restrictions"}, {"id": "mai-20260917-0922-baseline|c122-l6|alibaba-small|Wasabi", "prompt": "c122-l6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some low-cost providers impose rigid retention periods (e.g., 90-day minimums for Wasabi"}, {"id": "mai-20260917-0922-baseline|c122-l6|alibaba-small|IDrive e2", "prompt": "c122-l6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "IDrive e2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "evaluate \"zero-egress\" fee providers like Cloudflare R2, Wasabi, or IDrive e2, but beware of their specific restrictions"}, {"id": "mai-20260917-0922-baseline|c122-l6|alibaba-small|OVHcloud", "prompt": "c122-l6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "OVHcloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "rigid retention periods (e.g., 90-day minimums for Wasabi, 30-day for OVHcloud)"}, {"id": "mai-20260917-0922-baseline|c122-l6|alibaba-small|MinIO", "prompt": "c122-l6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use Specialized/Sovereign Providers (MinIO, Pure Storage, Backblaze B2, Cloudflare R2) for cost-sensitive archival"}, {"id": "mai-20260917-0922-baseline|c122-l6|alibaba-small|Pure Storage", "prompt": "c122-l6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Pure Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use Specialized/Sovereign Providers (MinIO, Pure Storage, Backblaze B2, Cloudflare R2)"}, {"id": "mai-20260917-0922-baseline|c122-l6|alibaba-small|Backblaze B2", "prompt": "c122-l6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Use Specialized/Sovereign Providers (MinIO, Pure Storage, Backblaze B2, Cloudflare R2) for cost-sensitive archival, edge computing"}, {"id": "mai-20260917-0922-baseline|c122-l6|anthropic-small|AWS S3", "prompt": "c122-l6", "model": "anthropic-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "AWS S3's pricing model is complex and can be difficult to predict... High egress fees... can lead to significant, sometimes unexpected, costs and contribute to vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c122-l6|challenger-small|Wasabi", "prompt": "c122-l6", "model": "challenger-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Wasabi** if your data has **high churn** or short-lived objects, because it has a **90-day minimum retention** rule"}, {"id": "mai-20260917-0922-baseline|c122-l6|challenger-small|DigitalOcean Spaces", "prompt": "c122-l6", "model": "challenger-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as **DigitalOcean Spaces** if the enterprise needs deep governance, complex compliance controls, or large-scale multi-site resilience"}, {"id": "mai-20260917-0922-baseline|c122-l6|deepseek-small|Nebius", "prompt": "c122-l6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Nebius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "S3-compatible services from smaller providers — including Nebius, Crusoe, Vultr, Lambda Labs, Cloudflare R2, and DigitalOcean — lack AWS S3's enterprise-grade security protections"}, {"id": "mai-20260917-0922-baseline|c122-l6|deepseek-small|Crusoe", "prompt": "c122-l6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Crusoe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "lack AWS S3's enterprise-grade security protections, even though their \"S3-compatible\" branding implies parity"}, {"id": "mai-20260917-0922-baseline|c122-l6|deepseek-small|Vultr", "prompt": "c122-l6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fine print caps individual objects at 5 GB (vs. 5 TB elsewhere), despite advertising \"unlimited\" storage"}, {"id": "mai-20260917-0922-baseline|c122-l6|deepseek-small|Lambda Labs", "prompt": "c122-l6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Lambda Labs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "lack AWS S3's enterprise-grade security protections"}, {"id": "mai-20260917-0922-baseline|c122-l6|deepseek-small|Cloudflare R2", "prompt": "c122-l6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Cloudflare R2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cloudflare R2's zero-egress is attractive, but it lacks Object Lock and some lifecycle features"}, {"id": "mai-20260917-0922-baseline|c122-l6|deepseek-small|DigitalOcean", "prompt": "c122-l6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "DigitalOcean Spaces / Vultr / Linode: Fine print caps individual objects at 5 GB"}, {"id": "mai-20260917-0922-baseline|c122-l6|deepseek-small|Azure Blob", "prompt": "c122-l6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Azure Blob's S3 compatibility is still in preview."}, {"id": "mai-20260917-0922-baseline|c122-l6|deepseek-small|MinIO", "prompt": "c122-l6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "MinIO", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "many teams treat MinIO CE as end-of-life for serious production workloads... betting on a now-archived open-source project is a significant risk"}, {"id": "mai-20260917-0922-baseline|c122-l6|deepseek-small|Linode", "prompt": "c122-l6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Providers with strict minimum-retention or object-size caps (Wasabi, DigitalOcean, Vultr, Linode)"}, {"id": "mai-20260917-0922-baseline|c122-l6|deepseek-small|Wasabi", "prompt": "c122-l6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Charges a 90-day minimum retention period per object... punishing for high-churn workloads"}, {"id": "mai-20260917-0922-baseline|c122-l6|deepseek-small|Backblaze B2", "prompt": "c122-l6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Backblaze B2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Data must be replicated and paid for twice to meet some redundancy requirements"}, {"id": "mai-20260917-0922-baseline|c122-l6|deepseek-small|Storj DCS", "prompt": "c122-l6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Storj DCS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "\"Per segment\" fees add up quickly with lots of small objects."}, {"id": "mai-20260917-0922-baseline|c122-l6|deepseek-small|Cubbit", "prompt": "c122-l6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Cubbit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "there are now vendors (e.g., Cubbit, Impossible Cloud) positioned on this"}, {"id": "mai-20260917-0922-baseline|c122-l6|deepseek-small|Impossible Cloud", "prompt": "c122-l6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Impossible Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "there are now vendors (e.g., Cubbit, Impossible Cloud) positioned on this"}, {"id": "mai-20260917-0922-baseline|c122-l6|deepseek-small|AWS S3", "prompt": "c122-l6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "What enterprises should lean toward: mature, well-supported services (AWS S3, or comparable first-party offerings)"}, {"id": "mai-20260917-0922-baseline|c122-l6|deepseek-small|Google Cloud Storage", "prompt": "c122-l6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "AWS S3 and Google Cloud Storage charge significant egress fees (GCS at ~$0.12/GB — 33% more than AWS)"}, {"id": "mai-20260917-0922-baseline|c122-l6|google-small|Storj", "prompt": "c122-l6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Storj", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Decentralized & Web3 Object Storage (e.g., Storj, Filecoin, Sia) ... generally **unsuitable for core enterprise workloads**"}, {"id": "mai-20260917-0922-baseline|c122-l6|google-small|Filecoin", "prompt": "c122-l6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Filecoin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Decentralized & Web3 Object Storage (e.g., Storj, Filecoin, Sia) ... unsuitable for core enterprise workloads"}, {"id": "mai-20260917-0922-baseline|c122-l6|google-small|Sia", "prompt": "c122-l6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Sia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Decentralized & Web3 Object Storage (e.g., Storj, Filecoin, Sia) ... unsuitable for core enterprise workloads"}, {"id": "mai-20260917-0922-baseline|c122-l6|google-small|Wasabi", "prompt": "c122-l6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprises must be cautious about **how** they use these services ... you will likely violate fair-use policies"}, {"id": "mai-20260917-0922-baseline|c122-l6|google-small|Ceph", "prompt": "c122-l6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Ceph", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Deploying self-hosted, open-source object storage ... (like raw Ceph or unmanaged MinIO) to \"save money\" is a common architectural pitfall"}, {"id": "mai-20260917-0922-baseline|c122-l6|google-small|MinIO", "prompt": "c122-l6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "MinIO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "MinIO ... operates under the restrictive **AGPLv3 open-source license** ... legal departments must be highly cautious"}, {"id": "mai-20260917-0922-baseline|c122-l6|google-small|Google Drive", "prompt": "c122-l6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Consumer-Grade \"Sync-and-Share\" APIs Mistaken for Object Storage ... They lack necessary enterprise object features"}, {"id": "mai-20260917-0922-baseline|c122-l6|google-small|Box", "prompt": "c122-l6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Box", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "attempt to use the developer APIs of collaborative filesystems (like Google Drive, Box, or Dropbox) ... Performance Bottlenecks"}, {"id": "mai-20260917-0922-baseline|c122-l6|google-small|Dropbox", "prompt": "c122-l6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "like Google Drive, Box, or Dropbox) to act as programmatic object storage backends ... aggressive rate limits"}, {"id": "mai-20260917-0922-baseline|c122-l6|google-small|AWS S3", "prompt": "c122-l6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "the safest and most feature-rich object storage platforms for large enterprises, they must still be approached with **commercial caution**"}, {"id": "mai-20260917-0922-baseline|c122-l6|google-small|Azure Blob", "prompt": "c122-l6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "they must still be approached with **commercial caution** ... incurs massive egress fees"}, {"id": "mai-20260917-0922-baseline|c122-l6|google-small|Google Cloud Storage", "prompt": "c122-l6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "While AWS, Azure, and Google Cloud are the safest ... they must still be approached with **commercial caution**"}, {"id": "mai-20260917-0922-baseline|c122-l6|meta-small|DigitalOcean Spaces", "prompt": "c122-l6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "a large enterprise might want to avoid or be cautious about object storage services with limitations, such as DigitalOcean Spaces, Vultr, and Linode"}, {"id": "mai-20260917-0922-baseline|c122-l6|meta-small|Vultr", "prompt": "c122-l6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "might want to avoid or be cautious about object storage services with limitations, such as DigitalOcean Spaces, Vultr, and Linode"}, {"id": "mai-20260917-0922-baseline|c122-l6|meta-small|Linode", "prompt": "c122-l6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "might want to avoid or be cautious about object storage services with limitations, such as DigitalOcean Spaces, Vultr, and Linode"}, {"id": "mai-20260917-0922-baseline|c122-l6|meta-small|Azure Blob Storage", "prompt": "c122-l6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Its S3 compatibility is still in preview, which might not be reliable for large enterprises"}, {"id": "mai-20260917-0922-baseline|c122-l6|meta-small|Google Cloud Storage (GCS)", "prompt": "c122-l6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid or be cautious about ... those with high egress fees or minimum retention periods, such as GCS and Azure Cold"}, {"id": "mai-20260917-0922-baseline|c122-l6|meta-small|AWS S3", "prompt": "c122-l6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "It is considered the leader in feature depth, ecosystem integration, and enterprise-grade management capabilities."}, {"id": "mai-20260917-0922-baseline|c122-l6|meta-small|Cloudflare R2", "prompt": "c122-l6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "recommended for egress-heavy content and data sharing, such as AI/ML and media"}, {"id": "mai-20260917-0922-baseline|c122-l6|meta-small|IBM Cloud Storage", "prompt": "c122-l6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "IBM Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "considered one of the best object storage services for enterprises"}, {"id": "mai-20260917-0922-baseline|c122-l6|minimax-small|AWS", "prompt": "c122-l6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "established hyperscalers (AWS, Azure, Google Cloud) typically offer the most comprehensive enterprise features, though at higher costs"}, {"id": "mai-20260917-0922-baseline|c122-l6|minimax-small|Azure", "prompt": "c122-l6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "established hyperscalers (AWS, Azure, Google Cloud) typically offer the most comprehensive enterprise features, though at higher costs"}, {"id": "mai-20260917-0922-baseline|c122-l6|minimax-small|Google Cloud", "prompt": "c122-l6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "established hyperscalers (AWS, Azure, Google Cloud) typically offer the most comprehensive enterprise features, though at higher costs"}, {"id": "mai-20260917-0922-baseline|c122-l6|mistral-small|Wasabi", "prompt": "c122-l6", "model": "mistral-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some services, like Wasabi, enforce a 90-day minimum retention period... Enterprises should avoid such providers for workloads with unpredictable or frequent data deletion needs."}, {"id": "mai-20260917-0922-baseline|c122-l6|mistral-small|R2", "prompt": "c122-l6", "model": "mistral-small", "cat": "object-storage", "variant": "negative", "raw": "R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For high churn data: Use R2, B2, Hetzner, or standard-tier hyperscaler storage."}, {"id": "mai-20260917-0922-baseline|c122-l6|mistral-small|B2", "prompt": "c122-l6", "model": "mistral-small", "cat": "object-storage", "variant": "negative", "raw": "B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For high churn data: Use R2, B2, Hetzner, or standard-tier hyperscaler storage."}, {"id": "mai-20260917-0922-baseline|c122-l6|mistral-small|Hetzner", "prompt": "c122-l6", "model": "mistral-small", "cat": "object-storage", "variant": "negative", "raw": "Hetzner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For high churn data: Use R2, B2, Hetzner, or standard-tier hyperscaler storage."}, {"id": "mai-20260917-0922-baseline|c122-l6|moonshot-small|AWS S3", "prompt": "c122-l6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Services to be cautious about:\n- AWS S3 (with complex tiering)"}, {"id": "mai-20260917-0922-baseline|c122-l6|moonshot-small|Azure Blob Storage", "prompt": "c122-l6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Services to be cautious about:\n- AWS S3 (with complex tiering)\n- Azure Blob Storage"}, {"id": "mai-20260917-0922-baseline|c122-l6|moonshot-small|Google Cloud Storage", "prompt": "c122-l6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Services to be cautious about: ... Google Cloud Storage"}, {"id": "mai-20260917-0922-baseline|c122-l6|moonshot-small|Dell ObjectScale/ECS", "prompt": "c122-l6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "Dell ObjectScale/ECS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Dell ObjectScale/ECS had critical vulnerabilities (CVE-2026-70416 with CVSS 10.0) allowing unauthenticated remote code execution."}, {"id": "mai-20260917-0922-baseline|c122-l6|openai-small|S3", "prompt": "c122-l6", "model": "openai-small", "cat": "object-storage", "variant": "negative", "raw": "S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Don't automatically avoid S3, Azure Blob, Google Cloud Storage, etc. — but do be cautious if your use case depends on non-portable features"}, {"id": "mai-20260917-0922-baseline|c122-l6|openai-small|Azure Blob", "prompt": "c122-l6", "model": "openai-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Don't automatically avoid S3, Azure Blob, Google Cloud Storage, etc."}, {"id": "mai-20260917-0922-baseline|c122-l6|openai-small|Google Cloud Storage", "prompt": "c122-l6", "model": "openai-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Don't automatically avoid S3, Azure Blob, Google Cloud Storage, etc."}, {"id": "mai-20260917-0922-baseline|c122-l6|xai-small|AWS S3", "prompt": "c122-l6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Safest Bets**: AWS S3 (ecosystem king, battle-tested)"}, {"id": "mai-20260917-0922-baseline|c122-l6|xai-small|Google Cloud Storage", "prompt": "c122-l6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High-egress hyperscalers for certain tiers**: GCS ($0.12/GB) or archive tiers with lock-ins (GCS 365-day min"}, {"id": "mai-20260917-0922-baseline|c122-l6|xai-small|Azure Blob", "prompt": "c122-l6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Test integrations rigorously (e.g., Azure Blob preview-stage compatibility)"}, {"id": "mai-20260917-0922-baseline|c122-l6|xai-small|DigitalOcean Spaces", "prompt": "c122-l6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Services to **Avoid** for Large Enterprises... non-starters for enterprise backups"}, {"id": "mai-20260917-0922-baseline|c122-l6|xai-small|Vultr Object Storage", "prompt": "c122-l6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Vultr Object Storage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Services to **Avoid** ... Limited multi-region redundancy and no enterprise SLAs/support tiers."}, {"id": "mai-20260917-0922-baseline|c122-l6|xai-small|Linode (Akamai) Object Storage", "prompt": "c122-l6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Linode (Akamai) Object Storage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Services to **Avoid** for Large Enterprises: These have shown fundamental limitations"}, {"id": "mai-20260917-0922-baseline|c122-l6|xai-small|Scaleway Object Storage", "prompt": "c122-l6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Scaleway Object Storage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Demonstrated extreme unreliability ... avoid for any high-availability needs."}, {"id": "mai-20260917-0922-baseline|c122-l6|xai-small|Cloudflare R2", "prompt": "c122-l6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Cloudflare R2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Frequent outages ... not for transactional/AI workloads needing consistent low-latency"}, {"id": "mai-20260917-0922-baseline|c122-l6|xai-small|Wasabi", "prompt": "c122-l6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Lacks top-tier SLAs (no 99.99% credits), dedicated enterprise support"}, {"id": "mai-20260917-0922-baseline|c122-l6|xai-small|Backblaze B2", "prompt": "c122-l6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Backblaze B2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "unproven at exabyte levels; limited compliance certifications ... Thin enterprise support."}, {"id": "mai-20260917-0922-baseline|c122-l6|xai-small|CoreWeave Object Storage", "prompt": "c122-l6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "CoreWeave Object Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Recent performance issues (slow uploads/downloads in ORD1, silent failures impacting AI pipelines)"}, {"id": "mai-20260917-0922-baseline|c122-l6|xai-small|NetApp StorageGRID", "prompt": "c122-l6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "NetApp StorageGRID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "NetApp StorageGRID (multi-site governance)"}, {"id": "mai-20260917-0922-baseline|c122-l6|xai-small|IBM Cloud Object Storage", "prompt": "c122-l6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "IBM Cloud Object Storage"}, {"id": "mai-20260917-0922-baseline|c122-l6|xai-small|Oracle Cloud", "prompt": "c122-l6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Oracle Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Oracle Cloud (audit/retention focus)"}, {"id": "mai-20260917-0922-baseline|c122-l6|zai-small|Wasabi", "prompt": "c122-l6", "model": "zai-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "highlights Gotchas for Wasabi and Backblaze B2, including slow customer support, backup issues, and data‑deletion reliability concerns"}, {"id": "mai-20260917-0922-baseline|c122-l6|zai-small|Backblaze B2", "prompt": "c122-l6", "model": "zai-small", "cat": "object-storage", "variant": "negative", "raw": "Backblaze B2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Gotchas for Wasabi and Backblaze B2, including slow customer support, backup issues, and data‑deletion reliability concerns"}, {"id": "mai-20260917-0922-baseline|c122-l6|zai-small|AWS S3", "prompt": "c122-l6", "model": "zai-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some providers miss advanced management and security features compared to AWS S3"}, {"id": "mai-20260917-0922-baseline|c122-l6|zai-small|Dell ObjectScale", "prompt": "c122-l6", "model": "zai-small", "cat": "object-storage", "variant": "negative", "raw": "Dell ObjectScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Even mature providers can have vulnerabilities; ensure you keep systems patched and follow vendor advisories (e.g., Dell ObjectScale critical RCE vulnerabilities)"}, {"id": "mai-20260917-0922-baseline|c122-m1|alibaba-small|Wasabi Hot Cloud Storage", "prompt": "c122-m1", "model": "alibaba-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wasabi** is widely considered the best choice for mid-market companies."}, {"id": "mai-20260917-0922-baseline|c122-m1|alibaba-small|Amazon S3", "prompt": "c122-m1", "model": "alibaba-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon S3** remains the gold standard."}, {"id": "mai-20260917-0922-baseline|c122-m1|alibaba-small|Azure Blob Storage", "prompt": "c122-m1", "model": "alibaba-small", "cat": "object-storage", "variant": "direct", "raw": "Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure Blob Storage** is often the most logical technical fit."}, {"id": "mai-20260917-0922-baseline|c122-m1|anthropic-small|Amazon S3", "prompt": "c122-m1", "model": "anthropic-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, S3 or Azure Blob Storage are strong defaults"}, {"id": "mai-20260917-0922-baseline|c122-m1|anthropic-small|Microsoft Azure Blob Storage", "prompt": "c122-m1", "model": "anthropic-small", "cat": "object-storage", "variant": "direct", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "S3 or Azure Blob Storage are strong defaults because they offer reliability, scalability, mature features, and good enterprise support"}, {"id": "mai-20260917-0922-baseline|c122-m1|anthropic-small|Google Cloud Storage", "prompt": "c122-m1", "model": "anthropic-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong analytics and AI/ML integration"}, {"id": "mai-20260917-0922-baseline|c122-m1|anthropic-small|MinIO", "prompt": "c122-m1", "model": "anthropic-small", "cat": "object-storage", "variant": "direct", "raw": "MinIO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cost-effective if you have infrastructure expertise ... Requires more operational overhead"}, {"id": "mai-20260917-0922-baseline|c122-m1|challenger-small|Amazon S3", "prompt": "c122-m1", "model": "challenger-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Amazon S3**"}, {"id": "mai-20260917-0922-baseline|c122-m1|challenger-small|Backblaze B2", "prompt": "c122-m1", "model": "challenger-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Backblaze B2** is often the strongest value pick"}, {"id": "mai-20260917-0922-baseline|c122-m1|challenger-small|Cloudflare R2", "prompt": "c122-m1", "model": "challenger-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cloudflare R2** is attractive when minimizing egress costs matters most"}, {"id": "mai-20260917-0922-baseline|c122-m1|challenger-small|IBM Cloud Object Storage", "prompt": "c122-m1", "model": "challenger-small", "cat": "object-storage", "variant": "direct", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose IBM Cloud Object Storage** if you need a stronger *hybrid* fit"}, {"id": "mai-20260917-0922-baseline|c122-m1|challenger-small|DigitalOcean Spaces", "prompt": "c122-m1", "model": "challenger-small", "cat": "object-storage", "variant": "direct", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose DigitalOcean Spaces** if you want a simpler, smaller-team-friendly product"}, {"id": "mai-20260917-0922-baseline|c122-m1|deepseek-small|Backblaze B2", "prompt": "c122-m1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the two strongest picks are:\n- **Backblaze B2** if the data is primarily backups/archives (best value, no minimums)."}, {"id": "mai-20260917-0922-baseline|c122-m1|deepseek-small|Wasabi", "prompt": "c122-m1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wasabi** gives a simple flat ~$7/TB and no separate egress or request charges — but note the 1 TB minimum and 90-day retention commitment."}, {"id": "mai-20260917-0922-baseline|c122-m1|deepseek-small|Cloudflare R2", "prompt": "c122-m1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Cloudflare R2** if you're serving data to customers or apps (zero egress, great for read-heavy workloads)."}, {"id": "mai-20260917-0922-baseline|c122-m1|deepseek-small|Amazon S3", "prompt": "c122-m1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Choose AWS S3, Google, or Azure only if you're already committed to that cloud ecosystem ... otherwise you'll pay 2–3× for the same storage."}, {"id": "mai-20260917-0922-baseline|c122-m1|deepseek-small|Google Cloud Storage", "prompt": "c122-m1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Choose AWS S3, Google, or Azure only if you're already committed to that cloud ecosystem ... otherwise you'll pay 2–3× for the same storage."}, {"id": "mai-20260917-0922-baseline|c122-m1|deepseek-small|Azure Blob", "prompt": "c122-m1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "Azure Blob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "stay with **S3, Google Cloud Storage, or Azure Blob** — but budget for higher cost."}, {"id": "mai-20260917-0922-baseline|c122-m1|google-small|Backblaze B2", "prompt": "c122-m1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Backblaze B2: *Best Overall for Backups, DR, and Active Archiving*"}, {"id": "mai-20260917-0922-baseline|c122-m1|google-small|Wasabi", "prompt": "c122-m1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Wasabi: *Best for Highly Predictable \"Write-Once\" Storage*... **The Catch:** Wasabi has a **90-day minimum storage duration**"}, {"id": "mai-20260917-0922-baseline|c122-m1|google-small|Cloudflare R2", "prompt": "c122-m1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloudflare R2 is the premier choice"}, {"id": "mai-20260917-0922-baseline|c122-m1|google-small|AWS S3", "prompt": "c122-m1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Best ONLY for Ecosystem Lock-In... If your applications are on-premise or hosted elsewhere, avoid hyperscalers."}, {"id": "mai-20260917-0922-baseline|c122-m1|google-small|Azure Blob", "prompt": "c122-m1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "Azure Blob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Best ONLY for Ecosystem Lock-In... avoid hyperscalers"}, {"id": "mai-20260917-0922-baseline|c122-m1|google-small|Google Cloud Storage", "prompt": "c122-m1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Best ONLY for Ecosystem Lock-In... avoid hyperscalers"}, {"id": "mai-20260917-0922-baseline|c122-m1|meta-small|Amazon Simple Storage Service (S3)", "prompt": "c122-m1", "model": "meta-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon Simple Storage Service (S3)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top object storage solutions include Amazon Simple Storage Service (S3), S3-compatible object storage providers, and other cloud object storage tools"}, {"id": "mai-20260917-0922-baseline|c122-m1|minimax-small|Amazon S3 (Simple Storage Service)", "prompt": "c122-m1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3 (Simple Storage Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Amazon S3** or **Wasabi** depending on budget and complexity needs"}, {"id": "mai-20260917-0922-baseline|c122-m1|minimax-small|Google Cloud Storage", "prompt": "c122-m1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pros:** Strong performance, excellent durability, integrated with Google ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-m1|minimax-small|Microsoft Azure Blob Storage", "prompt": "c122-m1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies heavily invested in Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-m1|minimax-small|Wasabi", "prompt": "c122-m1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd recommend starting with **Amazon S3** or **Wasabi** depending on budget and complexity needs"}, {"id": "mai-20260917-0922-baseline|c122-m1|minimax-small|DigitalOcean Spaces", "prompt": "c122-m1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Mid-market companies needing simple, cost-effective object storage"}, {"id": "mai-20260917-0922-baseline|c122-m1|mistral-small|Amazon S3", "prompt": "c122-m1", "model": "mistral-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon S3** and **Microsoft Azure Blob Storage** are the top choices due to their scalability, security, and ecosystem integration."}, {"id": "mai-20260917-0922-baseline|c122-m1|mistral-small|Microsoft Azure Blob Storage", "prompt": "c122-m1", "model": "mistral-small", "cat": "object-storage", "variant": "direct", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Amazon S3** and **Microsoft Azure Blob Storage** are the top choices"}, {"id": "mai-20260917-0922-baseline|c122-m1|mistral-small|Google Cloud Storage", "prompt": "c122-m1", "model": "mistral-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud Storage** is ideal for businesses leveraging Google's AI/ML tools."}, {"id": "mai-20260917-0922-baseline|c122-m1|mistral-small|IBM Cloud Object Storage", "prompt": "c122-m1", "model": "mistral-small", "cat": "object-storage", "variant": "direct", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a hybrid or private cloud solution, **IBM Cloud Object Storage** or **Scality** may be more suitable."}, {"id": "mai-20260917-0922-baseline|c122-m1|mistral-small|Scality", "prompt": "c122-m1", "model": "mistral-small", "cat": "object-storage", "variant": "direct", "raw": "Scality", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "praised for scalability, distributed data protection, and S3 compatibility, making it a strong choice for mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c122-m1|moonshot-small|Cloudflare R2", "prompt": "c122-m1", "model": "moonshot-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation**: Start with **Cloudflare R2** for most mid-market B2B use cases"}, {"id": "mai-20260917-0922-baseline|c122-m1|moonshot-small|Wasabi", "prompt": "c122-m1", "model": "moonshot-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget Option: Wasabi"}, {"id": "mai-20260917-0922-baseline|c122-m1|moonshot-small|Amazon S3", "prompt": "c122-m1", "model": "moonshot-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already heavily invested in AWS, S3 with Intelligent Tiering is the pragmatic choice despite higher costs."}, {"id": "mai-20260917-0922-baseline|c122-m1|moonshot-small|Backblaze B2", "prompt": "c122-m1", "model": "moonshot-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Developer Experience: Backblaze B2"}, {"id": "mai-20260917-0922-baseline|c122-m1|moonshot-small|MinIO", "prompt": "c122-m1", "model": "moonshot-small", "cat": "object-storage", "variant": "direct", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best On-Premises/Hybrid: MinIO"}, {"id": "mai-20260917-0922-baseline|c122-m1|moonshot-small|Azure Blob Storage", "prompt": "c122-m1", "model": "moonshot-small", "cat": "object-storage", "variant": "direct", "raw": "Azure Blob Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise compliance + Microsoft ecosystem | **Azure Blob Storage**"}, {"id": "mai-20260917-0922-baseline|c122-m1|openai-small|Amazon S3", "prompt": "c122-m1", "model": "openai-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Amazon S3**"}, {"id": "mai-20260917-0922-baseline|c122-m1|openai-small|Google Cloud Storage", "prompt": "c122-m1", "model": "openai-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Google Cloud Storage** if you're already on GCP"}, {"id": "mai-20260917-0922-baseline|c122-m1|openai-small|Azure Blob Storage", "prompt": "c122-m1", "model": "openai-small", "cat": "object-storage", "variant": "direct", "raw": "Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Azure Blob Storage** if your stack is Microsoft-heavy"}, {"id": "mai-20260917-0922-baseline|c122-m1|openai-small|Wasabi", "prompt": "c122-m1", "model": "openai-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Wasabi or Backblaze B2** if cost simplicity and low egress matter more"}, {"id": "mai-20260917-0922-baseline|c122-m1|openai-small|Backblaze B2", "prompt": "c122-m1", "model": "openai-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Backblaze lists S3-compatible object storage at $6.95/TB/30-day"}, {"id": "mai-20260917-0922-baseline|c122-m1|xai-small|AWS S3", "prompt": "c122-m1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "AWS S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "AWS S3 if you need deep integrations or proven scale."}, {"id": "mai-20260917-0922-baseline|c122-m1|xai-small|Backblaze B2", "prompt": "c122-m1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My pick for most mid-market B2B: Start with Backblaze B2."}, {"id": "mai-20260917-0922-baseline|c122-m1|xai-small|Cloudflare R2", "prompt": "c122-m1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pair with Cloudflare for zero-egress delivery if needed."}, {"id": "mai-20260917-0922-baseline|c122-m1|xai-small|Microsoft Azure Blob", "prompt": "c122-m1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Microsoft Azure Blob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft stack (Azure AD, Power BI) | $0.018-0.021 (Hot) ... Egress pricier; S3 compat in preview."}, {"id": "mai-20260917-0922-baseline|c122-m1|xai-small|Google Cloud Storage", "prompt": "c122-m1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Analytics/ML (BigQuery) ... Highest egress among hyperscalers."}, {"id": "mai-20260917-0922-baseline|c122-m1|xai-small|Wasabi", "prompt": "c122-m1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "90-day min retention, 1TB min billing—less ideal for variable mid-market."}, {"id": "mai-20260917-0922-baseline|c122-m1|zai-small|Backblaze B2", "prompt": "c122-m1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑market B2B companies, **Backblaze B2** or **Microsoft Azure Blob Storage** are the best starting points"}, {"id": "mai-20260917-0922-baseline|c122-m1|zai-small|Microsoft Azure Blob Storage", "prompt": "c122-m1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Backblaze B2** or **Microsoft Azure Blob Storage** are the best starting points"}, {"id": "mai-20260917-0922-baseline|c122-m1|zai-small|AWS S3", "prompt": "c122-m1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "AWS S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **AWS S3** as the top choice only if you need its massive ecosystem or are already heavily invested in AWS"}, {"id": "mai-20260917-0922-baseline|c122-m1|zai-small|Google Cloud Storage", "prompt": "c122-m1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Google Cloud Storage – Best for Analytics‑Centric Workloads"}, {"id": "mai-20260917-0922-baseline|c122-m1|zai-small|Cloudian HyperStore", "prompt": "c122-m1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cloudian HyperStore** (on‑prem + multi‑cloud)"}, {"id": "mai-20260917-0922-baseline|c122-m2|alibaba-small|Backblaze B2", "prompt": "c122-m2", "model": "alibaba-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Backblaze B2"}, {"id": "mai-20260917-0922-baseline|c122-m2|alibaba-small|Wasabi", "prompt": "c122-m2", "model": "alibaba-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "⚠️ Crucial Constraint: Wasabi has a 1TB minimum billing threshold and a 90-day minimum retention policy... This makes it risky"}, {"id": "mai-20260917-0922-baseline|c122-m2|alibaba-small|Cloudflare R2", "prompt": "c122-m2", "model": "alibaba-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The High-Traffic Specialist: Cloudflare R2"}, {"id": "mai-20260917-0922-baseline|c122-m2|anthropic-small|Amazon S3", "prompt": "c122-m2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Amazon S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The original and most widely supported. Good for companies already in the AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-m2|anthropic-small|MinIO", "prompt": "c122-m2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "An open-source, self-hosted option that's S3-compatible... though requires infrastructure management."}, {"id": "mai-20260917-0922-baseline|c122-m2|anthropic-small|DigitalOcean Spaces", "prompt": "c122-m2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Simpler pricing model than AWS, good uptime"}, {"id": "mai-20260917-0922-baseline|c122-m2|anthropic-small|Wasabi", "prompt": "c122-m2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focuses on competitive pricing and no egress fees"}, {"id": "mai-20260917-0922-baseline|c122-m2|anthropic-small|Backblaze B2", "prompt": "c122-m2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Very cost-effective for archival and backup use cases."}, {"id": "mai-20260917-0922-baseline|c122-m2|challenger-small|Backblaze B2", "prompt": "c122-m2", "model": "challenger-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would most often recommend **Backblaze B2** ... best general-purpose pick"}, {"id": "mai-20260917-0922-baseline|c122-m2|challenger-small|DigitalOcean Spaces", "prompt": "c122-m2", "model": "challenger-small", "cat": "object-storage", "variant": "paraphrase", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong option if your team already uses DigitalOcean or wants simple setup"}, {"id": "mai-20260917-0922-baseline|c122-m2|challenger-small|Wasabi", "prompt": "c122-m2", "model": "challenger-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good fit when you want S3-compatible object storage with transparent pricing"}, {"id": "mai-20260917-0922-baseline|c122-m2|challenger-small|MinIO", "prompt": "c122-m2", "model": "challenger-small", "cat": "object-storage", "variant": "paraphrase", "raw": "MinIO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Choose **MinIO** only if self-hosting or data residency requirements matter enough to justify the operational overhead."}, {"id": "mai-20260917-0922-baseline|c122-m2|challenger-small|Cloudian HyperStore", "prompt": "c122-m2", "model": "challenger-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "better suited to larger enterprise or hybrid deployments than to a typical mid-sized company"}, {"id": "mai-20260917-0922-baseline|c122-m2|deepseek-small|Backblaze B2", "prompt": "c122-m2", "model": "deepseek-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: **Backblaze B2**"}, {"id": "mai-20260917-0922-baseline|c122-m2|deepseek-small|Cloudflare R2", "prompt": "c122-m2", "model": "deepseek-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Cloudflare R2 as a strong runner-up depending on your workload"}, {"id": "mai-20260917-0922-baseline|c122-m2|deepseek-small|Wasabi", "prompt": "c122-m2", "model": "deepseek-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The 90-day minimum is a trap for dynamic data."}, {"id": "mai-20260917-0922-baseline|c122-m2|deepseek-small|AWS S3", "prompt": "c122-m2", "model": "deepseek-small", "cat": "object-storage", "variant": "paraphrase", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Most feature-complete, most expensive at scale"}, {"id": "mai-20260917-0922-baseline|c122-m2|deepseek-small|MinIO", "prompt": "c122-m2", "model": "deepseek-small", "cat": "object-storage", "variant": "paraphrase", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "if you want on-prem/hybrid self-hosted control instead of a managed service"}, {"id": "mai-20260917-0922-baseline|c122-m2|google-small|Backblaze B2", "prompt": "c122-m2", "model": "google-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For 90% of mid-sized IT departments looking to back up servers or archive corporate data, **Backblaze B2** is the safest, most flexible entry point"}, {"id": "mai-20260917-0922-baseline|c122-m2|google-small|Wasabi Hot Cloud Storage", "prompt": "c122-m2", "model": "google-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Wasabi has a **90-day minimum storage retention policy** for deleted files... There is also a **1 TB minimum billing threshold**."}, {"id": "mai-20260917-0922-baseline|c122-m2|google-small|Cloudflare R2", "prompt": "c122-m2", "model": "google-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are building a custom cloud application, **Cloudflare R2** is the superior architectural choice."}, {"id": "mai-20260917-0922-baseline|c122-m2|google-small|MinIO", "prompt": "c122-m2", "model": "google-small", "cat": "object-storage", "variant": "paraphrase", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your mid-sized B2B company has strict data-sovereignty regulations... **MinIO** is the industry standard."}, {"id": "mai-20260917-0922-baseline|c122-m2|google-small|AWS S3", "prompt": "c122-m2", "model": "google-small", "cat": "object-storage", "variant": "paraphrase", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "eliminating AWS's notorious egress and API fees"}, {"id": "mai-20260917-0922-baseline|c122-m2|meta-small|Backblaze", "prompt": "c122-m2", "model": "meta-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Backblaze**: Known for its low-cost, high-performance S3-compatible object storage."}, {"id": "mai-20260917-0922-baseline|c122-m2|meta-small|Cloudflare R2", "prompt": "c122-m2", "model": "meta-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recommended for read-heavy workloads where egress costs are a concern."}, {"id": "mai-20260917-0922-baseline|c122-m2|meta-small|Cloudian", "prompt": "c122-m2", "model": "meta-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers S3-compatible storage solutions that can be deployed on-premises or in the cloud."}, {"id": "mai-20260917-0922-baseline|c122-m2|minimax-small|Amazon S3", "prompt": "c122-m2", "model": "minimax-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Amazon S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Amazon S3** | • The original S3 API – virtually every tool, SDK, and library works out of the box."}, {"id": "mai-20260917-0922-baseline|c122-m2|mistral-small|Backblaze B2", "prompt": "c122-m2", "model": "mistral-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Backblaze B2** is the most straightforward and cost-effective S3-compatible option."}, {"id": "mai-20260917-0922-baseline|c122-m2|mistral-small|Cloudian", "prompt": "c122-m2", "model": "mistral-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more advanced features or hybrid deployment options, **Cloudian** is a strong alternative."}, {"id": "mai-20260917-0922-baseline|c122-m2|mistral-small|Ceph", "prompt": "c122-m2", "model": "mistral-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Ceph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For those with technical resources and specific customization needs, **Ceph** is worth considering."}, {"id": "mai-20260917-0922-baseline|c122-m2|moonshot-small|Cloudflare R2", "prompt": "c122-m2", "model": "moonshot-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Cloudflare R2** if... Best Overall for Most B2B Use Cases"}, {"id": "mai-20260917-0922-baseline|c122-m2|moonshot-small|Wasabi", "prompt": "c122-m2", "model": "moonshot-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Wasabi** if: You have large, predictable storage volumes (1TB+)"}, {"id": "mai-20260917-0922-baseline|c122-m2|moonshot-small|Backblaze B2", "prompt": "c122-m2", "model": "moonshot-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Backblaze B2** if: Cost is your primary driver"}, {"id": "mai-20260917-0922-baseline|c122-m2|moonshot-small|AWS S3", "prompt": "c122-m2", "model": "moonshot-small", "cat": "object-storage", "variant": "paraphrase", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AWS S3 | $23 | $0.09/GB | Moderate | Deep AWS integration required"}, {"id": "mai-20260917-0922-baseline|c122-m2|moonshot-small|Hetzner Object Storage", "prompt": "c122-m2", "model": "moonshot-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Hetzner Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider European providers like **Hetzner Object Storage**"}, {"id": "mai-20260917-0922-baseline|c122-m2|moonshot-small|Leviia", "prompt": "c122-m2", "model": "moonshot-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Leviia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Leviia** (France-based, no US jurisdiction)"}, {"id": "mai-20260917-0922-baseline|c122-m2|openai-small|AWS S3", "prompt": "c122-m2", "model": "openai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "AWS S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **AWS S3** as the default choice"}, {"id": "mai-20260917-0922-baseline|c122-m2|openai-small|Backblaze B2", "prompt": "c122-m2", "model": "openai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Backblaze B2** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c122-m2|openai-small|Wasabi", "prompt": "c122-m2", "model": "openai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wasabi** is also worth a look"}, {"id": "mai-20260917-0922-baseline|c122-m2|xai-small|Backblaze B2", "prompt": "c122-m2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Backblaze B2 as the top S3-compatible cloud storage option."}, {"id": "mai-20260917-0922-baseline|c122-m2|xai-small|Cloudflare R2", "prompt": "c122-m2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Read-heavy (CDN, web/apps, AI/RAG) | $15 | Free (unlimited) | Higher storage cost; limited advanced features"}, {"id": "mai-20260917-0922-baseline|c122-m2|xai-small|Wasabi", "prompt": "c122-m2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Predictable hot storage/archives ... 90-day min retention (charges full period if deleted early)"}, {"id": "mai-20260917-0922-baseline|c122-m2|xai-small|DigitalOcean Spaces", "prompt": "c122-m2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "5TB object limit; bundled but pricier for large scale."}, {"id": "mai-20260917-0922-baseline|c122-m2|xai-small|AWS S3", "prompt": "c122-m2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most features, but expensive egress/ops; fallback if ecosystem-locked."}, {"id": "mai-20260917-0922-baseline|c122-m2|zai-small|Cloudflare R2", "prompt": "c122-m2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid‑sized B2B company, **Cloudflare R2** is usually the best starting point"}, {"id": "mai-20260917-0922-baseline|c122-m2|zai-small|AWS S3", "prompt": "c122-m2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Flat $15/TB storage (no per‑GB egress) vs. AWS S3 at $23/TB"}, {"id": "mai-20260917-0922-baseline|c122-m2|zai-small|Backblaze B2", "prompt": "c122-m2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Backblaze B2 – Best pure storage cost"}, {"id": "mai-20260917-0922-baseline|c122-m2|zai-small|Wasabi", "prompt": "c122-m2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wasabi is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c122-m2|zai-small|MinIO", "prompt": "c122-m2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "MinIO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Only consider **MinIO** if you have the expertise and desire full control over infrastructure and are willing to manage compliance yourself."}, {"id": "mai-20260917-0922-baseline|c122-m3|alibaba-small|Amazon S3", "prompt": "c122-m3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose AWS S3 if you need the broadest compatibility, have an existing AWS footprint, or require very granular control over storage tiers"}, {"id": "mai-20260917-0922-baseline|c122-m3|alibaba-small|Google Cloud Storage", "prompt": "c122-m3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Google Cloud Storage if your primary workload involves heavy data analytics, machine learning"}, {"id": "mai-20260917-0922-baseline|c122-m3|alibaba-small|Microsoft Azure Blob Storage", "prompt": "c122-m3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Azure Blob Storage if your organization is deeply integrated into the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-m3|alibaba-small|Backblaze B2", "prompt": "c122-m3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-effective alternative to S3."}, {"id": "mai-20260917-0922-baseline|c122-m3|alibaba-small|Cloudflare R2", "prompt": "c122-m3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The standout feature is zero egress fees."}, {"id": "mai-20260917-0922-baseline|c122-m3|alibaba-small|Oracle Cloud Infrastructure (OCI) Object Storage", "prompt": "c122-m3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "Oracle Cloud Infrastructure (OCI) Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-grade with aggressive pricing."}, {"id": "mai-20260917-0922-baseline|c122-m3|anthropic-small|Amazon S3", "prompt": "c122-m3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Amazon Simple Storage Service (S3) is the market leader in cloud object storage"}, {"id": "mai-20260917-0922-baseline|c122-m3|anthropic-small|Microsoft Azure Blob Storage", "prompt": "c122-m3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Azure Blob Storage and Google Cloud Storage provide cloud-based object storage solutions"}, {"id": "mai-20260917-0922-baseline|c122-m3|anthropic-small|Google Cloud Storage", "prompt": "c122-m3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google Cloud Storage uses Google's global network infrastructure to provide consistently fast data access"}, {"id": "mai-20260917-0922-baseline|c122-m3|anthropic-small|IONOS", "prompt": "c122-m3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "IONOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other tested cloud object storage providers include IONOS, Backblaze B2, Cloudflare R2, and DigitalOcean Space"}, {"id": "mai-20260917-0922-baseline|c122-m3|anthropic-small|Backblaze B2", "prompt": "c122-m3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Users consistently praise the affordability and ease of use of Backblaze B2 Cloud Storage"}, {"id": "mai-20260917-0922-baseline|c122-m3|anthropic-small|Cloudflare R2", "prompt": "c122-m3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other tested cloud object storage providers include IONOS, Backblaze B2, Cloudflare R2, and DigitalOcean Space"}, {"id": "mai-20260917-0922-baseline|c122-m3|anthropic-small|DigitalOcean Space", "prompt": "c122-m3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Space", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other tested cloud object storage providers include IONOS, Backblaze B2, Cloudflare R2, and DigitalOcean Space"}, {"id": "mai-20260917-0922-baseline|c122-m3|anthropic-small|Cloudian", "prompt": "c122-m3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Popular on-premise object storage options include Cloudian and MinIO"}, {"id": "mai-20260917-0922-baseline|c122-m3|anthropic-small|MinIO", "prompt": "c122-m3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Popular on-premise object storage options include Cloudian and MinIO"}, {"id": "mai-20260917-0922-baseline|c122-m3|anthropic-small|Scality RING", "prompt": "c122-m3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Scality RING", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Five platforms that belong on an enterprise object storage shortlist are Scality RING, NetApp StorageGRID, Dell ObjectScale, Cloudian HyperStore and MinIO AIStor"}, {"id": "mai-20260917-0922-baseline|c122-m3|anthropic-small|NetApp StorageGRID", "prompt": "c122-m3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "NetApp StorageGRID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Five platforms that belong on an enterprise object storage shortlist are Scality RING, NetApp StorageGRID, Dell ObjectScale"}, {"id": "mai-20260917-0922-baseline|c122-m3|anthropic-small|Dell ObjectScale", "prompt": "c122-m3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Dell ObjectScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Five platforms that belong on an enterprise object storage shortlist are ... Dell ObjectScale"}, {"id": "mai-20260917-0922-baseline|c122-m3|challenger-small|Amazon S3", "prompt": "c122-m3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deep AWS integration and broad ecosystem support; often the default choice for managed object storage."}, {"id": "mai-20260917-0922-baseline|c122-m3|challenger-small|Azure Blob Storage", "prompt": "c122-m3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong fit with Azure services and enterprise tooling."}, {"id": "mai-20260917-0922-baseline|c122-m3|challenger-small|Google Cloud Storage", "prompt": "c122-m3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tight integration with BigQuery/Vertex AI and Google Cloud workflows."}, {"id": "mai-20260917-0922-baseline|c122-m3|challenger-small|Cloudflare R2", "prompt": "c122-m3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**No egress fees** is the key differentiator highlighted in comparisons."}, {"id": "mai-20260917-0922-baseline|c122-m3|challenger-small|Wasabi", "prompt": "c122-m3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Flat-rate pricing with **no egress or API fees**."}, {"id": "mai-20260917-0922-baseline|c122-m3|challenger-small|Backblaze B2", "prompt": "c122-m3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Low storage cost and simple S3-compatible usage."}, {"id": "mai-20260917-0922-baseline|c122-m3|challenger-small|DigitalOcean Spaces", "prompt": "c122-m3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simple pricing, S3 compatibility, and integrated CDN."}, {"id": "mai-20260917-0922-baseline|c122-m3|challenger-small|Storj", "prompt": "c122-m3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Storj", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Very low raw storage pricing in 2026 comparisons."}, {"id": "mai-20260917-0922-baseline|c122-m3|challenger-small|IBM Cloud Object Storage", "prompt": "c122-m3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Frequently positioned for hybrid and enterprise governance needs."}, {"id": "mai-20260917-0922-baseline|c122-m3|challenger-small|Cloudian", "prompt": "c122-m3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "software-defined platforms rather than pure public cloud services"}, {"id": "mai-20260917-0922-baseline|c122-m3|challenger-small|MinIO", "prompt": "c122-m3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "used for self-hosted, hybrid, or enterprise-controlled storage"}, {"id": "mai-20260917-0922-baseline|c122-m3|challenger-small|Ceph", "prompt": "c122-m3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Ceph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "used for self-hosted, hybrid, or enterprise-controlled storage"}, {"id": "mai-20260917-0922-baseline|c122-m3|challenger-small|Scality", "prompt": "c122-m3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Scality", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "used for self-hosted, hybrid, or enterprise-controlled storage"}, {"id": "mai-20260917-0922-baseline|c122-m3|deepseek-small|Amazon S3", "prompt": "c122-m3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For deepest features and ecosystem, Amazon S3 remains the default."}, {"id": "mai-20260917-0922-baseline|c122-m3|deepseek-small|Microsoft Azure Blob Storage", "prompt": "c122-m3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Microsoft-centric estates and data lake scenarios."}, {"id": "mai-20260917-0922-baseline|c122-m3|deepseek-small|Google Cloud Storage", "prompt": "c122-m3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: GCP analytics/ML workloads and personal projects."}, {"id": "mai-20260917-0922-baseline|c122-m3|deepseek-small|Cloudflare R2", "prompt": "c122-m3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you're starting fresh with heavy data egress, Cloudflare R2 is the standout in 2026."}, {"id": "mai-20260917-0922-baseline|c122-m3|deepseek-small|Backblaze B2", "prompt": "c122-m3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For cost-sensitive backups, Backblaze or Wasabi win."}, {"id": "mai-20260917-0922-baseline|c122-m3|deepseek-small|Wasabi", "prompt": "c122-m3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Predictable flat pricing (~$0.00799/GB/mo with no egress fees"}, {"id": "mai-20260917-0922-baseline|c122-m3|deepseek-small|DigitalOcean Spaces", "prompt": "c122-m3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Small teams serving web assets and app files on DO."}, {"id": "mai-20260917-0922-baseline|c122-m3|deepseek-small|MinIO", "prompt": "c122-m3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "for on-prem control, MinIO has no real rival"}, {"id": "mai-20260917-0922-baseline|c122-m3|deepseek-small|Storj", "prompt": "c122-m3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Storj", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Storj / IDrive e2 — cheapest raw storage (~$0.004/GB)."}, {"id": "mai-20260917-0922-baseline|c122-m3|deepseek-small|IDrive e2", "prompt": "c122-m3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "IDrive e2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Storj / IDrive e2 — cheapest raw storage (~$0.004/GB)."}, {"id": "mai-20260917-0922-baseline|c122-m3|deepseek-small|Tigris", "prompt": "c122-m3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Tigris", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Tigris / Impossible Cloud — zero egress plus versioning and object lock (newer)."}, {"id": "mai-20260917-0922-baseline|c122-m3|deepseek-small|Impossible Cloud", "prompt": "c122-m3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Impossible Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Tigris / Impossible Cloud — zero egress plus versioning and object lock (newer)."}, {"id": "mai-20260917-0922-baseline|c122-m3|deepseek-small|Oracle Cloud", "prompt": "c122-m3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Oracle Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Oracle Cloud — strong retention controls; huge free tier"}, {"id": "mai-20260917-0922-baseline|c122-m3|deepseek-small|Hetzner", "prompt": "c122-m3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Hetzner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "best for EU data sovereignty, with Hetzner being very cheap"}, {"id": "mai-20260917-0922-baseline|c122-m3|deepseek-small|Scaleway", "prompt": "c122-m3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Scaleway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Hetzner / Scaleway / OVHcloud — best for EU data sovereignty"}, {"id": "mai-20260917-0922-baseline|c122-m3|deepseek-small|OVHcloud", "prompt": "c122-m3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "OVHcloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Hetzner / Scaleway / OVHcloud — best for EU data sovereignty"}, {"id": "mai-20260917-0922-baseline|c122-m3|google-small|Amazon S3 (Simple Storage Service)", "prompt": "c122-m3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3 (Simple Storage Service)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The industry pioneer and reference standard. It offers the most comprehensive feature set"}, {"id": "mai-20260917-0922-baseline|c122-m3|google-small|Google Cloud Storage (GCS)", "prompt": "c122-m3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Renowned for its highly consistent, high-performance global network."}, {"id": "mai-20260917-0922-baseline|c122-m3|google-small|Azure Blob Storage", "prompt": "c122-m3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The primary choice for enterprise environments running Microsoft workloads."}, {"id": "mai-20260917-0922-baseline|c122-m3|google-small|Cloudflare R2", "prompt": "c122-m3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Famous for having **zero egress (download) fees**."}, {"id": "mai-20260917-0922-baseline|c122-m3|google-small|Backblaze B2", "prompt": "c122-m3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A highly cost-effective and transparent provider (historically costing around $6–$7/TB/month)."}, {"id": "mai-20260917-0922-baseline|c122-m3|google-small|Wasabi", "prompt": "c122-m3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Wasabi enforces a minimum file retention period (usually 30 or 90 days), making it less ideal for highly transient data."}, {"id": "mai-20260917-0922-baseline|c122-m3|google-small|Tigris", "prompt": "c122-m3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Tigris", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A rising developer-focused alternative that combines the zero-egress cost advantage of Cloudflare R2 with high S3 feature parity."}, {"id": "mai-20260917-0922-baseline|c122-m3|google-small|MinIO", "prompt": "c122-m3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The leading open-source (dual-licensed) software-defined object storage platform."}, {"id": "mai-20260917-0922-baseline|c122-m3|google-small|Ceph", "prompt": "c122-m3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Ceph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprise Software-Defined Storage (Ceph, Cloudian HyperStore, Scality)"}, {"id": "mai-20260917-0922-baseline|c122-m3|google-small|Cloudian HyperStore", "prompt": "c122-m3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudian HyperStore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Enterprise Software-Defined Storage (Ceph, Cloudian HyperStore, Scality)"}, {"id": "mai-20260917-0922-baseline|c122-m3|google-small|Scality", "prompt": "c122-m3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Scality", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Enterprise Software-Defined Storage (Ceph, Cloudian HyperStore, Scality)"}, {"id": "mai-20260917-0922-baseline|c122-m3|meta-small|Amazon S3", "prompt": "c122-m3", "model": "meta-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top object storage services include Amazon S3, IBM Cloud Object Storage, Google Cloud Storage, Dell Object Storage, and Microsoft Azure Blob Storage."}, {"id": "mai-20260917-0922-baseline|c122-m3|meta-small|IBM Cloud Object Storage", "prompt": "c122-m3", "model": "meta-small", "cat": "object-storage", "variant": "comparative", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top object storage services include Amazon S3, IBM Cloud Object Storage, Google Cloud Storage, Dell Object Storage, and Microsoft Azure Blob Storage."}, {"id": "mai-20260917-0922-baseline|c122-m3|meta-small|Google Cloud Storage", "prompt": "c122-m3", "model": "meta-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top object storage services include Amazon S3, IBM Cloud Object Storage, Google Cloud Storage, Dell Object Storage, and Microsoft Azure Blob Storage."}, {"id": "mai-20260917-0922-baseline|c122-m3|meta-small|Dell Object Storage", "prompt": "c122-m3", "model": "meta-small", "cat": "object-storage", "variant": "comparative", "raw": "Dell Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top object storage services include Amazon S3, IBM Cloud Object Storage, Google Cloud Storage, Dell Object Storage, and Microsoft Azure Blob Storage."}, {"id": "mai-20260917-0922-baseline|c122-m3|meta-small|Microsoft Azure Blob Storage", "prompt": "c122-m3", "model": "meta-small", "cat": "object-storage", "variant": "comparative", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top object storage services include Amazon S3, IBM Cloud Object Storage, Google Cloud Storage, Dell Object Storage, and Microsoft Azure Blob Storage."}, {"id": "mai-20260917-0922-baseline|c122-m3|minimax-small|Amazon S3", "prompt": "c122-m3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Enterprise/AWS users**: Amazon S3"}, {"id": "mai-20260917-0922-baseline|c122-m3|minimax-small|Google Cloud Storage", "prompt": "c122-m3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "GCP data & analytics, highest egress costs"}, {"id": "mai-20260917-0922-baseline|c122-m3|minimax-small|Azure Blob Storage", "prompt": "c122-m3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft environments, hybrid cloud"}, {"id": "mai-20260917-0922-baseline|c122-m3|minimax-small|Cloudflare R2", "prompt": "c122-m3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Startups/Developers**: Cloudflare R2 (zero egress)"}, {"id": "mai-20260917-0922-baseline|c122-m3|minimax-small|Backblaze B2", "prompt": "c122-m3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Backup/Archive**: Backblaze B2 (lowest cost at $6.95/TB/month)"}, {"id": "mai-20260917-0922-baseline|c122-m3|minimax-small|Wasabi", "prompt": "c122-m3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Predictable hot storage"}, {"id": "mai-20260917-0922-baseline|c122-m3|minimax-small|MinIO", "prompt": "c122-m3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**On-premises**: MinIO (self-hosted, S3-compatible)"}, {"id": "mai-20260917-0922-baseline|c122-m3|minimax-small|Storj", "prompt": "c122-m3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Storj", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Lowest raw storage costs"}, {"id": "mai-20260917-0922-baseline|c122-m3|minimax-small|DigitalOcean Spaces", "prompt": "c122-m3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Startups/Developers**: Cloudflare R2 (zero egress) or DigitalOcean Spaces"}, {"id": "mai-20260917-0922-baseline|c122-m3|mistral-small|Amazon S3 (AWS)", "prompt": "c122-m3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3 (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Amazon S3 (AWS)** - **Best for:** Scalability and broad compatibility"}, {"id": "mai-20260917-0922-baseline|c122-m3|mistral-small|Microsoft Azure Blob Storage", "prompt": "c122-m3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Cloud-native workloads and enterprises using Microsoft tools"}, {"id": "mai-20260917-0922-baseline|c122-m3|mistral-small|Google Cloud Storage", "prompt": "c122-m3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS S3, Google Cloud Storage, and Oracle lead in scalability and performance"}, {"id": "mai-20260917-0922-baseline|c122-m3|mistral-small|IBM Cloud Object Storage", "prompt": "c122-m3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "IBM Cloud Object Storage and MinIO offer strong options for hybrid or on-premises deployments"}, {"id": "mai-20260917-0922-baseline|c122-m3|mistral-small|Oracle Cloud Object Storage", "prompt": "c122-m3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "Oracle Cloud Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High durability, performance, and competitive pricing, often preferred for large-scale enterprise use"}, {"id": "mai-20260917-0922-baseline|c122-m3|mistral-small|DigitalOcean Spaces", "prompt": "c122-m3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "more cost-effective for smaller-scale or budget-conscious users"}, {"id": "mai-20260917-0922-baseline|c122-m3|mistral-small|Backblaze B2", "prompt": "c122-m3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Cost-conscious users and backup/archive needs"}, {"id": "mai-20260917-0922-baseline|c122-m3|mistral-small|Cloudflare R2", "prompt": "c122-m3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "No egress fees, S3 API compatibility, and strong performance for web applications"}, {"id": "mai-20260917-0922-baseline|c122-m3|mistral-small|MinIO", "prompt": "c122-m3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Open-source, S3-compatible, and designed for private cloud environments"}, {"id": "mai-20260917-0922-baseline|c122-m3|mistral-small|Storj", "prompt": "c122-m3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "Storj", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Storj for decentralized storage"}, {"id": "mai-20260917-0922-baseline|c122-m3|moonshot-small|Amazon S3", "prompt": "c122-m3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Industry standard, mature ecosystem, maximum flexibility"}, {"id": "mai-20260917-0922-baseline|c122-m3|moonshot-small|Azure Blob Storage", "prompt": "c122-m3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise integration, hybrid cloud scenarios"}, {"id": "mai-20260917-0922-baseline|c122-m3|moonshot-small|Google Cloud Storage (GCS)", "prompt": "c122-m3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Analytics/ML integration, strong throughput for large objects"}, {"id": "mai-20260917-0922-baseline|c122-m3|moonshot-small|Cloudflare R2", "prompt": "c122-m3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For most new projects, alternatives like Cloudflare R2 or Backblaze B2 offer compelling cost savings"}, {"id": "mai-20260917-0922-baseline|c122-m3|moonshot-small|Backblaze B2", "prompt": "c122-m3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For most new projects, alternatives like Cloudflare R2 or Backblaze B2 offer compelling cost savings"}, {"id": "mai-20260917-0922-baseline|c122-m3|moonshot-small|Wasabi", "prompt": "c122-m3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cost-sensitive, high egress | Cloudflare R2, Backblaze B2, Wasabi"}, {"id": "mai-20260917-0922-baseline|c122-m3|moonshot-small|DigitalOcean Spaces", "prompt": "c122-m3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Developer/SMB projects | DigitalOcean Spaces, iDrive e2"}, {"id": "mai-20260917-0922-baseline|c122-m3|moonshot-small|iDrive e2", "prompt": "c122-m3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "iDrive e2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Among the cheapest options (~$6/TB with free egress)"}, {"id": "mai-20260917-0922-baseline|c122-m3|openai-small|Amazon S3", "prompt": "c122-m3", "model": "openai-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Amazon S3** if you want the most mature platform, widest feature set, and strongest enterprise ecosystem."}, {"id": "mai-20260917-0922-baseline|c122-m3|openai-small|Google Cloud Storage", "prompt": "c122-m3", "model": "openai-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Google Cloud Storage** if you're already on GCP or want strong global infrastructure"}, {"id": "mai-20260917-0922-baseline|c122-m3|openai-small|Azure Blob Storage", "prompt": "c122-m3", "model": "openai-small", "cat": "object-storage", "variant": "comparative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Azure Blob Storage** if your stack is Microsoft-centric or you want flexible redundancy and access tiers."}, {"id": "mai-20260917-0922-baseline|c122-m3|openai-small|Cloudflare R2", "prompt": "c122-m3", "model": "openai-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Cloudflare R2** if bandwidth/egress cost is a major concern and your workload is internet-facing."}, {"id": "mai-20260917-0922-baseline|c122-m3|xai-small|Amazon S3 (AWS)", "prompt": "c122-m3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3 (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon S3 (AWS)** - Market leader (~30-40% share in cloud storage services)."}, {"id": "mai-20260917-0922-baseline|c122-m3|xai-small|Microsoft Azure Blob Storage", "prompt": "c122-m3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in enterprise/Microsoft ecosystems (~18-22% share)."}, {"id": "mai-20260917-0922-baseline|c122-m3|xai-small|Google Cloud Storage (GCS)", "prompt": "c122-m3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Popular for data analytics and multi-cloud."}, {"id": "mai-20260917-0922-baseline|c122-m3|xai-small|Backblaze B2", "prompt": "c122-m3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget favorite for backups and high-volume storage."}, {"id": "mai-20260917-0922-baseline|c122-m3|xai-small|Cloudflare R2", "prompt": "c122-m3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rising star for zero-egress costs and CDN integration."}, {"id": "mai-20260917-0922-baseline|c122-m3|xai-small|IBM Cloud Object Storage", "prompt": "c122-m3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "IBM Cloud Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like IBM Cloud Object Storage... are notable but trail in scale/market share."}, {"id": "mai-20260917-0922-baseline|c122-m3|xai-small|Oracle Cloud", "prompt": "c122-m3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Oracle Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like ... Oracle Cloud ... are notable but trail in scale/market share."}, {"id": "mai-20260917-0922-baseline|c122-m3|xai-small|DigitalOcean Spaces", "prompt": "c122-m3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "DigitalOcean Spaces, and Wasabi are notable but trail in scale/market share."}, {"id": "mai-20260917-0922-baseline|c122-m3|xai-small|Wasabi", "prompt": "c122-m3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "and Wasabi are notable but trail in scale/market share"}, {"id": "mai-20260917-0922-baseline|c122-m3|zai-small|Amazon S3", "prompt": "c122-m3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most mature ecosystem... deep integration with Athena, Redshift, EMR, Lambda"}, {"id": "mai-20260917-0922-baseline|c122-m3|zai-small|Google Cloud Storage (GCS)", "prompt": "c122-m3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for GCP-centric data & analytics (BigQuery, Vertex AI, Dataflow)"}, {"id": "mai-20260917-0922-baseline|c122-m3|zai-small|Azure Blob Storage", "prompt": "c122-m3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for Microsoft-centric enterprise stacks"}, {"id": "mai-20260917-0922-baseline|c122-m3|zai-small|Cloudflare R2", "prompt": "c122-m3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloudflare R2 and Wasabi standing out for **zero egress fees**"}, {"id": "mai-20260917-0922-baseline|c122-m3|zai-small|Backblaze B2", "prompt": "c122-m3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong backup/restore use case; good for archival"}, {"id": "mai-20260917-0922-baseline|c122-m3|zai-small|Wasabi", "prompt": "c122-m3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Predictable hot storage; good for media/backup"}, {"id": "mai-20260917-0922-baseline|c122-m3|zai-small|DigitalOcean Spaces", "prompt": "c122-m3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simple S3 for startups; good for smaller teams"}, {"id": "mai-20260917-0922-baseline|c122-m3|zai-small|Hetzner Object Storage", "prompt": "c122-m3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Hetzner Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Simple, affordable, European-friendly"}, {"id": "mai-20260917-0922-baseline|c122-m3|zai-small|IDrive e2", "prompt": "c122-m3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "IDrive e2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Good for backup/restore; competitive pricing"}, {"id": "mai-20260917-0922-baseline|c122-m3|zai-small|Storj", "prompt": "c122-m3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Storj", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "No object lock, no versioning"}, {"id": "mai-20260917-0922-baseline|c122-m3|zai-small|Filebase", "prompt": "c122-m3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Filebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Egress is free, but storage is higher than some competitors"}, {"id": "mai-20260917-0922-baseline|c122-m3|zai-small|Tigris", "prompt": "c122-m3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Tigris", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Newer, smaller ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-m3|zai-small|MinIO", "prompt": "c122-m3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "S3-compatible storage for Kubernetes, edge, hybrid cloud"}, {"id": "mai-20260917-0922-baseline|c122-m3|zai-small|Ceph", "prompt": "c122-m3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Ceph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Unified storage (object, block, file) for large-scale data centers"}, {"id": "mai-20260917-0922-baseline|c122-m3|zai-small|SeaweedFS", "prompt": "c122-m3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "SeaweedFS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "High-performance file/object storage, large files"}, {"id": "mai-20260917-0922-baseline|c122-m3|zai-small|Garage", "prompt": "c122-m3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Garage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "GDPR-friendly, lightweight, self-hosted object storage"}, {"id": "mai-20260917-0922-baseline|c122-m3|zai-small|Cloudian", "prompt": "c122-m3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Enterprise-grade object storage, long-term archival, hybrid cloud"}, {"id": "mai-20260917-0922-baseline|c122-m4|alibaba-small|Cloudflare R2", "prompt": "c122-m4", "model": "alibaba-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Value: **Cloudflare R2** ... Cloudflare R2 is often considered the best choice."}, {"id": "mai-20260917-0922-baseline|c122-m4|alibaba-small|AWS S3", "prompt": "c122-m4", "model": "alibaba-small", "cat": "object-storage", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "With traditional providers like AWS S3, downloading data can become extremely expensive quickly."}, {"id": "mai-20260917-0922-baseline|c122-m4|alibaba-small|IDrive e2", "prompt": "c122-m4", "model": "alibaba-small", "cat": "object-storage", "variant": "budget", "raw": "IDrive e2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cheapest Raw Storage: **IDrive e2** ... IDrive e2 is a top contender."}, {"id": "mai-20260917-0922-baseline|c122-m4|alibaba-small|Backblaze B2", "prompt": "c122-m4", "model": "alibaba-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Simplicity & Volume: **Backblaze B2** ... a favorite for startups and SMBs due to its transparent pricing"}, {"id": "mai-20260917-0922-baseline|c122-m4|anthropic-small|AWS S3 Standard-Infrequent Access (S3-IA)", "prompt": "c122-m4", "model": "anthropic-small", "cat": "object-storage", "variant": "budget", "raw": "AWS S3 Standard-Infrequent Access (S3-IA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're already in the AWS ecosystem, this offers lower storage costs than standard S3, though it has retrieval fees."}, {"id": "mai-20260917-0922-baseline|c122-m4|anthropic-small|Google Cloud Storage Standard", "prompt": "c122-m4", "model": "anthropic-small", "cat": "object-storage", "variant": "budget", "raw": "Google Cloud Storage Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Generally competitive pricing with flexible storage classes"}, {"id": "mai-20260917-0922-baseline|c122-m4|anthropic-small|Azure Blob Storage (Cool/Archive tiers)", "prompt": "c122-m4", "model": "anthropic-small", "cat": "object-storage", "variant": "budget", "raw": "Azure Blob Storage (Cool/Archive tiers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft's tiered approach allows you to pay less for data you access infrequently."}, {"id": "mai-20260917-0922-baseline|c122-m4|anthropic-small|Backblaze B2", "prompt": "c122-m4", "model": "anthropic-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often cited as one of the most affordable cloud storage options, with simple pricing and no egress fees"}, {"id": "mai-20260917-0922-baseline|c122-m4|anthropic-small|MinIO (self-hosted)", "prompt": "c122-m4", "model": "anthropic-small", "cat": "object-storage", "variant": "budget", "raw": "MinIO (self-hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "self-hosted S3-compatible object storage can be cost-effective for organizations with existing hardware"}, {"id": "mai-20260917-0922-baseline|c122-m4|anthropic-small|Wasabi", "prompt": "c122-m4", "model": "anthropic-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Competitively priced with no egress charges and simpler pricing than some competitors."}, {"id": "mai-20260917-0922-baseline|c122-m4|challenger-small|Backblaze B2", "prompt": "c122-m4", "model": "challenger-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *default* choice is usually **Backblaze B2** or **Cloudflare R2**"}, {"id": "mai-20260917-0922-baseline|c122-m4|challenger-small|Cloudflare R2", "prompt": "c122-m4", "model": "challenger-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best *default* choice is usually **Backblaze B2** or **Cloudflare R2**"}, {"id": "mai-20260917-0922-baseline|c122-m4|challenger-small|Storj", "prompt": "c122-m4", "model": "challenger-small", "cat": "object-storage", "variant": "budget", "raw": "Storj", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "providers like **Storj** and **IDrive e2** are frequently cited as the cheapest per TB in 2026"}, {"id": "mai-20260917-0922-baseline|c122-m4|challenger-small|IDrive e2", "prompt": "c122-m4", "model": "challenger-small", "cat": "object-storage", "variant": "budget", "raw": "IDrive e2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "providers like **Storj** and **IDrive e2** are frequently cited as the cheapest per TB"}, {"id": "mai-20260917-0922-baseline|c122-m4|challenger-small|Wasabi", "prompt": "c122-m4", "model": "challenger-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Wasabi** is also a strong budget option, though its retention rules can raise effective cost for frequently changing data"}, {"id": "mai-20260917-0922-baseline|c122-m4|deepseek-small|Backblaze B2", "prompt": "c122-m4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Backblaze B2 (alone or with Cloudflare) is the best starting point"}, {"id": "mai-20260917-0922-baseline|c122-m4|deepseek-small|Wasabi", "prompt": "c122-m4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wasabi** is nearly as cheap with flat, predictable billing"}, {"id": "mai-20260917-0922-baseline|c122-m4|deepseek-small|Cloudflare R2", "prompt": "c122-m4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for serving data to the internet"}, {"id": "mai-20260917-0922-baseline|c122-m4|deepseek-small|iDrive e2", "prompt": "c122-m4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "iDrive e2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth checking current rates, as promotional pricing fluctuates"}, {"id": "mai-20260917-0922-baseline|c122-m4|deepseek-small|AWS S3 Standard", "prompt": "c122-m4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "AWS S3 Standard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid on a budget ... ~$23/TB/month **plus** ~$90/TB in egress fees"}, {"id": "mai-20260917-0922-baseline|c122-m4|deepseek-small|Google Cloud Storage", "prompt": "c122-m4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "Google Cloud Storage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "not** budget-friendly for most use cases ... ~$20/TB/month plus ~$120/TB egress"}, {"id": "mai-20260917-0922-baseline|c122-m4|deepseek-small|Azure Blob Hot", "prompt": "c122-m4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "Azure Blob Hot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "~$18/TB/month plus ~$87/TB egress"}, {"id": "mai-20260917-0922-baseline|c122-m4|google-small|AWS S3", "prompt": "c122-m4", "model": "google-small", "cat": "object-storage", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many businesses default to AWS S3, but its pricing can be deceptive... the real budget killer is **egress fees**"}, {"id": "mai-20260917-0922-baseline|c122-m4|google-small|Backblaze B2", "prompt": "c122-m4", "model": "google-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Backblaze B2 is widely considered the safest, most reliable, and most predictable budget-friendly storage option for general use."}, {"id": "mai-20260917-0922-baseline|c122-m4|google-small|Wasabi", "prompt": "c122-m4", "model": "google-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Stable, Long-Term Archives & Backups... enforces a **90-day minimum retention policy**"}, {"id": "mai-20260917-0922-baseline|c122-m4|google-small|Cloudflare R2", "prompt": "c122-m4", "model": "google-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloudflare R2 is the premier choice"}, {"id": "mai-20260917-0922-baseline|c122-m4|google-small|IDrive e2", "prompt": "c122-m4", "model": "google-small", "cat": "object-storage", "variant": "budget", "raw": "IDrive e2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "IDrive e2 is a strong contender"}, {"id": "mai-20260917-0922-baseline|c122-m4|meta-small|Cloudflare R2", "prompt": "c122-m4", "model": "meta-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Cloudflare R2 - $0/mo (R2 Free Tier)"}, {"id": "mai-20260917-0922-baseline|c122-m4|meta-small|Bunny Storage", "prompt": "c122-m4", "model": "meta-small", "cat": "object-storage", "variant": "budget", "raw": "Bunny Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Bunny Storage - $5.00/TB"}, {"id": "mai-20260917-0922-baseline|c122-m4|meta-small|Backblaze B2", "prompt": "c122-m4", "model": "meta-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Backblaze B2 - $6.95/TB"}, {"id": "mai-20260917-0922-baseline|c122-m4|meta-small|Hetzner Object Storage", "prompt": "c122-m4", "model": "meta-small", "cat": "object-storage", "variant": "budget", "raw": "Hetzner Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Hetzner Object Storage - $7.30/TB"}, {"id": "mai-20260917-0922-baseline|c122-m4|minimax-small|Backblaze B2", "prompt": "c122-m4", "model": "minimax-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies**: Start with **Backblaze B2** – best balance of low cost, no gotchas, and S3 compatibility."}, {"id": "mai-20260917-0922-baseline|c122-m4|minimax-small|Wasabi", "prompt": "c122-m4", "model": "minimax-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Caution**: 90-day minimum retention required (early deletion fees)"}, {"id": "mai-20260917-0922-baseline|c122-m4|minimax-small|Cloudflare R2", "prompt": "c122-m4", "model": "minimax-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High Egress ... Egress: Completely free (no limits)"}, {"id": "mai-20260917-0922-baseline|c122-m4|minimax-small|Bunny Storage", "prompt": "c122-m4", "model": "minimax-small", "cat": "object-storage", "variant": "budget", "raw": "Bunny Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget Media/CDN Option ... Integrated with Bunny CDN, good for media delivery"}, {"id": "mai-20260917-0922-baseline|c122-m4|mistral-small|Storj", "prompt": "c122-m4", "model": "mistral-small", "cat": "object-storage", "variant": "budget", "raw": "Storj", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Storj** and **IDrive e2** are often cited as the cheapest options"}, {"id": "mai-20260917-0922-baseline|c122-m4|mistral-small|IDrive e2", "prompt": "c122-m4", "model": "mistral-small", "cat": "object-storage", "variant": "budget", "raw": "IDrive e2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Storj or IDrive e2** are likely the best choices"}, {"id": "mai-20260917-0922-baseline|c122-m4|mistral-small|DigitalOcean Spaces", "prompt": "c122-m4", "model": "mistral-small", "cat": "object-storage", "variant": "budget", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DigitalOcean Spaces** is a strong contender"}, {"id": "mai-20260917-0922-baseline|c122-m4|mistral-small|Backblaze B2", "prompt": "c122-m4", "model": "mistral-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for simple pricing and low costs, though exact pricing should be checked"}, {"id": "mai-20260917-0922-baseline|c122-m4|mistral-small|Wasabi", "prompt": "c122-m4", "model": "mistral-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "no egress fees, but may have higher minimum charges"}, {"id": "mai-20260917-0922-baseline|c122-m4|moonshot-small|Cloudflare R2", "prompt": "c122-m4", "model": "moonshot-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Cloudflare R2** if you're under 10GB and want to pay nothing"}, {"id": "mai-20260917-0922-baseline|c122-m4|moonshot-small|IDrive e2", "prompt": "c122-m4", "model": "moonshot-small", "cat": "object-storage", "variant": "budget", "raw": "IDrive e2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose IDrive e2 or Storj** if you need larger storage at the absolute lowest per-GB price"}, {"id": "mai-20260917-0922-baseline|c122-m4|moonshot-small|Storj", "prompt": "c122-m4", "model": "moonshot-small", "cat": "object-storage", "variant": "budget", "raw": "Storj", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose IDrive e2 or Storj** if you need larger storage at the absolute lowest per-GB price"}, {"id": "mai-20260917-0922-baseline|c122-m4|moonshot-small|Backblaze B2", "prompt": "c122-m4", "model": "moonshot-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Backblaze B2** if you need a proven provider with good ecosystem support"}, {"id": "mai-20260917-0922-baseline|c122-m4|openai-small|Backblaze B2", "prompt": "c122-m4", "model": "openai-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **lowest overall cost for general storage/backups**: **Backblaze B2**"}, {"id": "mai-20260917-0922-baseline|c122-m4|openai-small|Cloudflare R2", "prompt": "c122-m4", "model": "openai-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you expect **lots of file downloads or bandwidth usage**: **Cloudflare R2**"}, {"id": "mai-20260917-0922-baseline|c122-m4|openai-small|Wasabi", "prompt": "c122-m4", "model": "openai-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **simple backup storage with no egress surprises**: **Wasabi**"}, {"id": "mai-20260917-0922-baseline|c122-m4|openai-small|AWS S3", "prompt": "c122-m4", "model": "openai-small", "cat": "object-storage", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Excellent services, but often not the cheapest for a tight budget."}, {"id": "mai-20260917-0922-baseline|c122-m4|openai-small|Google Cloud Storage", "prompt": "c122-m4", "model": "openai-small", "cat": "object-storage", "variant": "budget", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Excellent services, but often not the cheapest for a tight budget."}, {"id": "mai-20260917-0922-baseline|c122-m4|openai-small|Azure Blob", "prompt": "c122-m4", "model": "openai-small", "cat": "object-storage", "variant": "budget", "raw": "Azure Blob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Excellent services, but often not the cheapest for a tight budget."}, {"id": "mai-20260917-0922-baseline|c122-m4|xai-small|Backblaze B2", "prompt": "c122-m4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Backblaze B2 stands out as the best overall object storage service due to its rock-bottom storage pricing"}, {"id": "mai-20260917-0922-baseline|c122-m4|xai-small|Cloudflare R2", "prompt": "c122-m4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "High public serving? R2 (pair with Cloudflare CDN)... If your egress exceeds 3x storage often, switch to R2."}, {"id": "mai-20260917-0922-baseline|c122-m4|xai-small|Wasabi", "prompt": "c122-m4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "90-day min retention per object, 1 TB min bill ... Frequent deletes? Avoid Wasabi."}, {"id": "mai-20260917-0922-baseline|c122-m4|xai-small|IDrive e2", "prompt": "c122-m4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "IDrive e2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ultra-low if prepaid yearly | Prepaid blocks (e.g., 1 TB/$30-60/yr), less flexible | Cold/archival, known fixed volume"}, {"id": "mai-20260917-0922-baseline|c122-m4|xai-small|AWS S3", "prompt": "c122-m4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "4-10x more expensive | Avoid unless locked in"}, {"id": "mai-20260917-0922-baseline|c122-m4|zai-small|Backblaze B2", "prompt": "c122-m4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Backblaze B2** is usually the best choice for a limited‑budget company."}, {"id": "mai-20260917-0922-baseline|c122-m4|zai-small|Cloudflare R2", "prompt": "c122-m4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're sending a lot of data out (high egress) and want the same low price with no egress fees, **Cloudflare R2** is the top pick."}, {"id": "mai-20260917-0922-baseline|c122-m4|zai-small|Wasabi", "prompt": "c122-m4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best flat‑rate, no‑egress for cold data:** Wasabi."}, {"id": "mai-20260917-0922-baseline|c122-m4|zai-small|Hetzner Object Storage", "prompt": "c122-m4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "Hetzner Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hetzner Object Storage** is the standout value."}, {"id": "mai-20260917-0922-baseline|c122-m4|zai-small|Bunny Storage", "prompt": "c122-m4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "Bunny Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Less known and possibly less robust than the big players."}, {"id": "mai-20260917-0922-baseline|c122-m4|zai-small|MinIO (self‑hosted)", "prompt": "c122-m4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "MinIO (self‑hosted)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Requires a technical team to manage, monitor, and scale."}, {"id": "mai-20260917-0922-baseline|c122-m5|alibaba-small|Amazon Web Services", "prompt": "c122-m5", "model": "alibaba-small", "cat": "object-storage", "variant": "scale", "raw": "Amazon Web Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Even if you aren't using Amazon Web Services today, coding to the S3 standard ensures portability later."}, {"id": "mai-20260917-0922-baseline|c122-m5|alibaba-small|Azure", "prompt": "c122-m5", "model": "alibaba-small", "cat": "object-storage", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Managed Cloud (AWS, Azure, GCP, Wasabi, Backblaze)"}, {"id": "mai-20260917-0922-baseline|c122-m5|alibaba-small|GCP", "prompt": "c122-m5", "model": "alibaba-small", "cat": "object-storage", "variant": "scale", "raw": "GCP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Managed Cloud (AWS, Azure, GCP, Wasabi, Backblaze)"}, {"id": "mai-20260917-0922-baseline|c122-m5|alibaba-small|Wasabi", "prompt": "c122-m5", "model": "alibaba-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Managed Cloud (AWS, Azure, GCP, Wasabi, Backblaze)"}, {"id": "mai-20260917-0922-baseline|c122-m5|alibaba-small|Backblaze", "prompt": "c122-m5", "model": "alibaba-small", "cat": "object-storage", "variant": "scale", "raw": "Backblaze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Managed Cloud (AWS, Azure, GCP, Wasabi, Backblaze)"}, {"id": "mai-20260917-0922-baseline|c122-m5|alibaba-small|MinIO", "prompt": "c122-m5", "model": "alibaba-small", "cat": "object-storage", "variant": "scale", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "On-Premise / Private Cloud (MinIO, Ceph, Dell ECS)"}, {"id": "mai-20260917-0922-baseline|c122-m5|alibaba-small|Ceph", "prompt": "c122-m5", "model": "alibaba-small", "cat": "object-storage", "variant": "scale", "raw": "Ceph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "On-Premise / Private Cloud (MinIO, Ceph, Dell ECS)"}, {"id": "mai-20260917-0922-baseline|c122-m5|alibaba-small|Dell ECS", "prompt": "c122-m5", "model": "alibaba-small", "cat": "object-storage", "variant": "scale", "raw": "Dell ECS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "On-Premise / Private Cloud (MinIO, Ceph, Dell ECS)"}, {"id": "mai-20260917-0922-baseline|c122-m5|deepseek-small|Wasabi", "prompt": "c122-m5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Several providers (Wasabi, Backblaze B2, Cloudflare R2, Impossible Cloud) market **zero egress fees**"}, {"id": "mai-20260917-0922-baseline|c122-m5|deepseek-small|Backblaze B2", "prompt": "c122-m5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Several providers (Wasabi, Backblaze B2, Cloudflare R2, Impossible Cloud) market **zero egress fees**"}, {"id": "mai-20260917-0922-baseline|c122-m5|deepseek-small|Cloudflare R2", "prompt": "c122-m5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "Cloudflare R2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "market **zero egress fees** \\u2014 worth evaluating if you have heavy download/analytics traffic"}, {"id": "mai-20260917-0922-baseline|c122-m5|deepseek-small|Impossible Cloud", "prompt": "c122-m5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "Impossible Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Wasabi, Backblaze B2, Cloudflare R2, Impossible Cloud) market **zero egress fees**"}, {"id": "mai-20260917-0922-baseline|c122-m5|deepseek-small|AWS S3", "prompt": "c122-m5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Hyperscale cloud** | AWS S3, Azure Blob, GCS | Managed, most features, deep ecosystem, but egress/lock-in |"}, {"id": "mai-20260917-0922-baseline|c122-m5|deepseek-small|Azure Blob", "prompt": "c122-m5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "Azure Blob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AWS S3, Azure Blob, GCS | Managed, most features, deep ecosystem, but egress/lock-in"}, {"id": "mai-20260917-0922-baseline|c122-m5|deepseek-small|GCS", "prompt": "c122-m5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "GCS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AWS S3, Azure Blob, GCS | Managed, most features, deep ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-m5|deepseek-small|MinIO", "prompt": "c122-m5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **On-prem / private software** | MinIO, Cloudian, NetApp StorageGRID, Scality RING, Dell ObjectScale |"}, {"id": "mai-20260917-0922-baseline|c122-m5|deepseek-small|Cloudian", "prompt": "c122-m5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "Cloudian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "MinIO, Cloudian, NetApp StorageGRID, Scality RING, Dell ObjectScale | Data control, predictable cost"}, {"id": "mai-20260917-0922-baseline|c122-m5|deepseek-small|NetApp StorageGRID", "prompt": "c122-m5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "NetApp StorageGRID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "MinIO, Cloudian, NetApp StorageGRID, Scality RING, Dell ObjectScale"}, {"id": "mai-20260917-0922-baseline|c122-m5|deepseek-small|Scality RING", "prompt": "c122-m5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "Scality RING", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "MinIO, Cloudian, NetApp StorageGRID, Scality RING, Dell ObjectScale"}, {"id": "mai-20260917-0922-baseline|c122-m5|deepseek-small|Dell ObjectScale", "prompt": "c122-m5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "Dell ObjectScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "MinIO, Cloudian, NetApp StorageGRID, Scality RING, Dell ObjectScale | ... but you operate it"}, {"id": "mai-20260917-0922-baseline|c122-m5|google-small|Cloudflare R2", "prompt": "c122-m5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Providers like Cloudflare R2 and Wasabi offer zero-egress pricing models"}, {"id": "mai-20260917-0922-baseline|c122-m5|google-small|Wasabi", "prompt": "c122-m5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Providers like Cloudflare R2 and Wasabi offer zero-egress pricing models"}, {"id": "mai-20260917-0922-baseline|c122-m5|google-small|AWS S3", "prompt": "c122-m5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Hyperscalers (AWS S3, Google Cloud Storage, Azure Blob): Best if your compute ... is already in their ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-m5|google-small|Azure", "prompt": "c122-m5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "whereas AWS, Azure, and GCP charge significantly for egress"}, {"id": "mai-20260917-0922-baseline|c122-m5|google-small|GCP", "prompt": "c122-m5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "GCP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "whereas AWS, Azure, and GCP charge significantly for egress"}, {"id": "mai-20260917-0922-baseline|c122-m5|google-small|Google Cloud Storage", "prompt": "c122-m5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Hyperscalers (AWS S3, Google Cloud Storage, Azure Blob)"}, {"id": "mai-20260917-0922-baseline|c122-m5|google-small|Backblaze B2", "prompt": "c122-m5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Specialized Clouds (Backblaze B2, Wasabi, Cloudflare R2): Excellent for backups, active archiving, or multi-cloud setups"}, {"id": "mai-20260917-0922-baseline|c122-m5|google-small|MinIO", "prompt": "c122-m5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "MinIO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "at 500 people, self-managing Ceph or MinIO in production requires dedicated SRE headcount"}, {"id": "mai-20260917-0922-baseline|c122-m5|google-small|Ceph", "prompt": "c122-m5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Ceph", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "at 500 people, self-managing Ceph or MinIO in production requires dedicated SRE headcount"}, {"id": "mai-20260917-0922-baseline|c122-m5|google-small|Cloudian", "prompt": "c122-m5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Cloudian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "On-Prem / Private Cloud (MinIO, Ceph, Cloudian)"}, {"id": "mai-20260917-0922-baseline|c122-m5|google-small|Dell ECS", "prompt": "c122-m5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Dell ECS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "On-Prem / Hybrid | MinIO, Dell ECS, Ceph"}, {"id": "mai-20260917-0922-baseline|c122-m5|minimax-small|AWS S3", "prompt": "c122-m5", "model": "minimax-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare across providers (AWS S3, Google Cloud Storage, Azure Blob, MinIO, Cloudian, etc.)"}, {"id": "mai-20260917-0922-baseline|c122-m5|minimax-small|Google Cloud Storage", "prompt": "c122-m5", "model": "minimax-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare across providers (AWS S3, Google Cloud Storage, Azure Blob, MinIO, Cloudian, etc.)"}, {"id": "mai-20260917-0922-baseline|c122-m5|minimax-small|Azure Blob", "prompt": "c122-m5", "model": "minimax-small", "cat": "object-storage", "variant": "scale", "raw": "Azure Blob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare across providers (AWS S3, Google Cloud Storage, Azure Blob, MinIO, Cloudian, etc.)"}, {"id": "mai-20260917-0922-baseline|c122-m5|minimax-small|MinIO", "prompt": "c122-m5", "model": "minimax-small", "cat": "object-storage", "variant": "scale", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If hybrid cloud: on-prem options like MinIO, Scality, or Cloudian"}, {"id": "mai-20260917-0922-baseline|c122-m5|minimax-small|Cloudian", "prompt": "c122-m5", "model": "minimax-small", "cat": "object-storage", "variant": "scale", "raw": "Cloudian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If hybrid cloud: on-prem options like MinIO, Scality, or Cloudian"}, {"id": "mai-20260917-0922-baseline|c122-m5|minimax-small|Scality", "prompt": "c122-m5", "model": "minimax-small", "cat": "object-storage", "variant": "scale", "raw": "Scality", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "on-prem options like MinIO, Scality, or Cloudian"}, {"id": "mai-20260917-0922-baseline|c122-m5|mistral-small|AWS S3", "prompt": "c122-m5", "model": "mistral-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 providers (e.g., AWS S3, Azure Blob Storage, Google Cloud Storage, Wasabi, Backblaze B2, MinIO, etc.)."}, {"id": "mai-20260917-0922-baseline|c122-m5|mistral-small|Azure Blob Storage", "prompt": "c122-m5", "model": "mistral-small", "cat": "object-storage", "variant": "scale", "raw": "Azure Blob Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3-5 providers (e.g., AWS S3, Azure Blob Storage, Google Cloud Storage, Wasabi, Backblaze B2, MinIO, etc.)."}, {"id": "mai-20260917-0922-baseline|c122-m5|mistral-small|Google Cloud Storage", "prompt": "c122-m5", "model": "mistral-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3-5 providers (e.g., AWS S3, Azure Blob Storage, Google Cloud Storage, Wasabi, Backblaze B2, MinIO, etc.)."}, {"id": "mai-20260917-0922-baseline|c122-m5|mistral-small|Wasabi", "prompt": "c122-m5", "model": "mistral-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3-5 providers (e.g., AWS S3, Azure Blob Storage, Google Cloud Storage, Wasabi, Backblaze B2, MinIO, etc.)."}, {"id": "mai-20260917-0922-baseline|c122-m5|mistral-small|Backblaze B2", "prompt": "c122-m5", "model": "mistral-small", "cat": "object-storage", "variant": "scale", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 3-5 providers (e.g., AWS S3, Azure Blob Storage, Google Cloud Storage, Wasabi, Backblaze B2, MinIO, etc.)."}, {"id": "mai-20260917-0922-baseline|c122-m5|mistral-small|MinIO", "prompt": "c122-m5", "model": "mistral-small", "cat": "object-storage", "variant": "scale", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist 3-5 providers (e.g., AWS S3, Azure Blob Storage, Google Cloud Storage, Wasabi, Backblaze B2, MinIO, etc.)."}, {"id": "mai-20260917-0922-baseline|c122-m5|moonshot-small|AWS S3", "prompt": "c122-m5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**AWS-centric infrastructure** | S3 with Intelligent-Tiering"}, {"id": "mai-20260917-0922-baseline|c122-m5|moonshot-small|Azure Blob", "prompt": "c122-m5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "Azure Blob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft/Azure shop** | Azure Blob with lifecycle management"}, {"id": "mai-20260917-0922-baseline|c122-m5|moonshot-small|Google Cloud", "prompt": "c122-m5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Google Cloud | ~$0.020/GB/mo | $0.12 | Strong analytics integration"}, {"id": "mai-20260917-0922-baseline|c122-m5|moonshot-small|Cloudflare R2", "prompt": "c122-m5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider R2 or Wasabi (zero egress)"}, {"id": "mai-20260917-0922-baseline|c122-m5|moonshot-small|Wasabi", "prompt": "c122-m5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider R2 or Wasabi (zero egress)"}, {"id": "mai-20260917-0922-baseline|c122-m5|moonshot-small|MinIO", "prompt": "c122-m5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Multi-cloud strategy** | MinIO (self-hosted) or ensure S3 compatibility"}, {"id": "mai-20260917-0922-baseline|c122-m5|moonshot-small|Impossible Cloud", "prompt": "c122-m5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "Impossible Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Strict data sovereignty (EU)** | EU-based providers (e.g., Impossible Cloud)"}, {"id": "mai-20260917-0922-baseline|c122-m5|openai-small|AWS S3", "prompt": "c122-m5", "model": "openai-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a **POC scorecard** you can use with AWS S3, Azure Blob, GCS, and other providers."}, {"id": "mai-20260917-0922-baseline|c122-m5|openai-small|Azure Blob", "prompt": "c122-m5", "model": "openai-small", "cat": "object-storage", "variant": "scale", "raw": "Azure Blob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "you can use with AWS S3, Azure Blob, GCS, and other providers."}, {"id": "mai-20260917-0922-baseline|c122-m5|openai-small|GCS", "prompt": "c122-m5", "model": "openai-small", "cat": "object-storage", "variant": "scale", "raw": "GCS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "you can use with AWS S3, Azure Blob, GCS, and other providers."}, {"id": "mai-20260917-0922-baseline|c122-m5|xai-small|AWS S3", "prompt": "c122-m5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AWS S3 | $0.023 | $0.09 | Feature depth, ecosystem | High egress costs"}, {"id": "mai-20260917-0922-baseline|c122-m5|xai-small|Google Cloud Storage", "prompt": "c122-m5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Google Cloud Storage | $0.020 | $0.12 | AI/ML integration | Highest egress of big 3"}, {"id": "mai-20260917-0922-baseline|c122-m5|xai-small|Wasabi", "prompt": "c122-m5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Wasabi | $0.006-$0.013 | $0 (after free) | Predictable pricing | Fewer advanced features"}, {"id": "mai-20260917-0922-baseline|c122-m5|xai-small|Cloudflare R2", "prompt": "c122-m5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "Cloudflare R2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloudflare R2 | $0.015 | $0 | Zero egress, edge perf | Limited S3 API"}, {"id": "mai-20260917-0922-baseline|c122-m5|xai-small|Backblaze B2", "prompt": "c122-m5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Backblaze B2 / DigitalOcean Spaces | $0.006-$0.02 | Low | Affordable, simple | Object size limits"}, {"id": "mai-20260917-0922-baseline|c122-m5|xai-small|DigitalOcean Spaces", "prompt": "c122-m5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Backblaze B2 / DigitalOcean Spaces | $0.006-$0.02 | Low | Affordable, simple"}, {"id": "mai-20260917-0922-baseline|c122-m5|xai-small|MinIO", "prompt": "c122-m5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "hybrid/on-prem (e.g., MinIO, Scality for sovereignty)"}, {"id": "mai-20260917-0922-baseline|c122-m5|xai-small|Scality", "prompt": "c122-m5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "Scality", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "MinIO/Scality for on-prem"}, {"id": "mai-20260917-0922-baseline|c122-m5|xai-small|IBM", "prompt": "c122-m5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "DCIG TOP 5 (e.g., Google, IBM, Oracle, Seagate, Wasabi)"}, {"id": "mai-20260917-0922-baseline|c122-m5|xai-small|Oracle", "prompt": "c122-m5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "DCIG TOP 5 (e.g., Google, IBM, Oracle, Seagate, Wasabi)"}, {"id": "mai-20260917-0922-baseline|c122-m5|xai-small|Seagate", "prompt": "c122-m5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "Seagate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "DCIG TOP 5 (e.g., Google, IBM, Oracle, Seagate, Wasabi)"}, {"id": "mai-20260917-0922-baseline|c122-m5|xai-small|Azure Blob", "prompt": "c122-m5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "Azure Blob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Shortlist 3-5: AWS S3, GCP, Azure Blob, Wasabi/R2 for cost-sensitive"}, {"id": "mai-20260917-0922-baseline|c122-m5|zai-small|MinIO", "prompt": "c122-m5", "model": "zai-small", "cat": "object-storage", "variant": "scale", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Ensure the service offers an S3-compatible API (e.g., MinIO, Ceph, Wasabi, Backblaze, DigitalOcean Spaces, AWS S3)."}, {"id": "mai-20260917-0922-baseline|c122-m5|zai-small|Ceph", "prompt": "c122-m5", "model": "zai-small", "cat": "object-storage", "variant": "scale", "raw": "Ceph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "S3-compatible API (e.g., MinIO, Ceph, Wasabi, Backblaze, DigitalOcean Spaces, AWS S3)"}, {"id": "mai-20260917-0922-baseline|c122-m5|zai-small|Wasabi", "prompt": "c122-m5", "model": "zai-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "S3-Compatible (e.g., MinIO, Ceph, Wasabi)"}, {"id": "mai-20260917-0922-baseline|c122-m5|zai-small|Backblaze", "prompt": "c122-m5", "model": "zai-small", "cat": "object-storage", "variant": "scale", "raw": "Backblaze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AWS S3, Azure Blob, Google Cloud Storage, MinIO, Ceph, Wasabi, Backblaze, DigitalOcean Spaces, etc."}, {"id": "mai-20260917-0922-baseline|c122-m5|zai-small|DigitalOcean Spaces", "prompt": "c122-m5", "model": "zai-small", "cat": "object-storage", "variant": "scale", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS S3, Azure Blob, Google Cloud Storage, MinIO, Ceph, Wasabi, Backblaze, DigitalOcean Spaces, etc."}, {"id": "mai-20260917-0922-baseline|c122-m5|zai-small|AWS S3", "prompt": "c122-m5", "model": "zai-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Proprietary (e.g., AWS S3, Azure Blob, GCS)"}, {"id": "mai-20260917-0922-baseline|c122-m5|zai-small|Azure Blob", "prompt": "c122-m5", "model": "zai-small", "cat": "object-storage", "variant": "scale", "raw": "Azure Blob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Proprietary (e.g., AWS S3, Azure Blob, GCS)"}, {"id": "mai-20260917-0922-baseline|c122-m5|zai-small|Google Cloud Storage", "prompt": "c122-m5", "model": "zai-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AWS S3, Azure Blob, Google Cloud Storage, MinIO, Ceph, Wasabi, Backblaze, DigitalOcean Spaces, etc."}, {"id": "mai-20260917-0922-baseline|c122-m6|alibaba-small|Wasabi", "prompt": "c122-m6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Wasabi is known to enforce its Terms of Service (ToS) strictly. Users have reported account terminations... Support Limitations"}, {"id": "mai-20260917-0922-baseline|c122-m6|alibaba-small|Backblaze B2", "prompt": "c122-m6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Backblaze B2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Backblaze has historically had fewer enterprise-grade uptime guarantees compared to AWS or Azure. Their SLA ... is less robust for mission-critical business applications."}, {"id": "mai-20260917-0922-baseline|c122-m6|alibaba-small|IDrive", "prompt": "c122-m6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "IDrive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Budget-Friendly Providers (Wasabi, Backblaze B2, IDrive) ... there are significant \"catches\" regarding support and policy enforcement."}, {"id": "mai-20260917-0922-baseline|c122-m6|alibaba-small|AWS S3", "prompt": "c122-m6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For Enterprise/Critical Apps: Stick to **AWS S3**, but set up billing alerts immediately to monitor egress costs."}, {"id": "mai-20260917-0922-baseline|c122-m6|alibaba-small|Microsoft Azure Blob Storage", "prompt": "c122-m6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Azure is the biggest culprit for S3-compatibility issues... If you use third-party tools... to talk to Azure, things often break"}, {"id": "mai-20260917-0922-baseline|c122-m6|alibaba-small|Google Cloud Storage (GCS)", "prompt": "c122-m6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "GCS typically charges the highest rates for data egress outside of Google's ecosystem."}, {"id": "mai-20260917-0922-baseline|c122-m6|alibaba-small|Storj", "prompt": "c122-m6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Storj", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Downloading data can be significantly slower... If you need instant access... this is not suitable."}, {"id": "mai-20260917-0922-baseline|c122-m6|alibaba-small|Filecoin", "prompt": "c122-m6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Filecoin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Decentralized / Blockchain Storage (e.g., Storj, Filecoin)... less equipped to handle catastrophic data loss scenarios"}, {"id": "mai-20260917-0922-baseline|c122-m6|alibaba-small|Glacier Deep Archive", "prompt": "c122-m6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Glacier Deep Archive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For Cold Archive (Tape Replacement): Consider **Glacier Deep Archive** or **Azure Archive Storage**."}, {"id": "mai-20260917-0922-baseline|c122-m6|alibaba-small|Azure Archive Storage", "prompt": "c122-m6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Archive Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For Cold Archive (Tape Replacement): Consider **Glacier Deep Archive** or **Azure Archive Storage**."}, {"id": "mai-20260917-0922-baseline|c122-m6|anthropic-small|AWS S3", "prompt": "c122-m6", "model": "anthropic-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you're interested in evaluating specific object storage services (like AWS S3, Google Cloud Storage, Azure Blob Storage, Wasabi, MinIO, etc.)"}, {"id": "mai-20260917-0922-baseline|c122-m6|anthropic-small|Google Cloud Storage", "prompt": "c122-m6", "model": "anthropic-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "like AWS S3, Google Cloud Storage, Azure Blob Storage, Wasabi, MinIO, etc."}, {"id": "mai-20260917-0922-baseline|c122-m6|anthropic-small|Azure Blob Storage", "prompt": "c122-m6", "model": "anthropic-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "like AWS S3, Google Cloud Storage, Azure Blob Storage, Wasabi, MinIO, etc."}, {"id": "mai-20260917-0922-baseline|c122-m6|anthropic-small|Wasabi", "prompt": "c122-m6", "model": "anthropic-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "like AWS S3, Google Cloud Storage, Azure Blob Storage, Wasabi, MinIO, etc."}, {"id": "mai-20260917-0922-baseline|c122-m6|anthropic-small|MinIO", "prompt": "c122-m6", "model": "anthropic-small", "cat": "object-storage", "variant": "negative", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "like AWS S3, Google Cloud Storage, Azure Blob Storage, Wasabi, MinIO, etc."}, {"id": "mai-20260917-0922-baseline|c122-m6|challenger-small|Wasabi", "prompt": "c122-m6", "model": "challenger-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be cautious if your data churns frequently, because it has a **90-day minimum retention** per object"}, {"id": "mai-20260917-0922-baseline|c122-m6|challenger-small|AWS S3 Glacier Instant Retrieval", "prompt": "c122-m6", "model": "challenger-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3 Glacier Instant Retrieval", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid for frequently changing data because they have **90-day** and **180-day minimums**"}, {"id": "mai-20260917-0922-baseline|c122-m6|challenger-small|Glacier Deep Archive", "prompt": "c122-m6", "model": "challenger-small", "cat": "object-storage", "variant": "negative", "raw": "Glacier Deep Archive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid for frequently changing data because they have **90-day** and **180-day minimums**, respectively"}, {"id": "mai-20260917-0922-baseline|c122-m6|challenger-small|Google Cloud Storage Nearline / Coldline / Archive", "prompt": "c122-m6", "model": "challenger-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage Nearline / Coldline / Archive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be cautious because they have **30-day, 90-day, and 365-day minimums**"}, {"id": "mai-20260917-0922-baseline|c122-m6|challenger-small|OVHcloud Object Storage", "prompt": "c122-m6", "model": "challenger-small", "cat": "object-storage", "variant": "negative", "raw": "OVHcloud Object Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "be careful because the list notes a **30-day minimum on all storage tiers**"}, {"id": "mai-20260917-0922-baseline|c122-m6|challenger-small|DigitalOcean Spaces", "prompt": "c122-m6", "model": "challenger-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "be cautious if you need **Object Lock/WORM compliance**, since these do not support it"}, {"id": "mai-20260917-0922-baseline|c122-m6|challenger-small|Linode Object Storage", "prompt": "c122-m6", "model": "challenger-small", "cat": "object-storage", "variant": "negative", "raw": "Linode Object Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "be cautious if you need **Object Lock/WORM compliance**, since these do not support it"}, {"id": "mai-20260917-0922-baseline|c122-m6|challenger-small|Vultr Object Storage", "prompt": "c122-m6", "model": "challenger-small", "cat": "object-storage", "variant": "negative", "raw": "Vultr Object Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "be cautious if you need **Object Lock/WORM compliance**, since these do not support it"}, {"id": "mai-20260917-0922-baseline|c122-m6|challenger-small|Cloudflare R2", "prompt": "c122-m6", "model": "challenger-small", "cat": "object-storage", "variant": "negative", "raw": "Cloudflare R2", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "avoid if you need **versioning, object lock/WORM, S3 Select, or batch operations**"}, {"id": "mai-20260917-0922-baseline|c122-m6|challenger-small|Google Cloud Storage", "prompt": "c122-m6", "model": "challenger-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "be cautious if **egress cost** is a major factor... **highest egress fees of major providers**"}, {"id": "mai-20260917-0922-baseline|c122-m6|challenger-small|Oracle Cloud Infrastructure Object Storage", "prompt": "c122-m6", "model": "challenger-small", "cat": "object-storage", "variant": "negative", "raw": "Oracle Cloud Infrastructure Object Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "be cautious if you care about low-cost storage or simple pricing, because the directory lists it among higher-cost options"}, {"id": "mai-20260917-0922-baseline|c122-m6|challenger-small|B2", "prompt": "c122-m6", "model": "challenger-small", "cat": "object-storage", "variant": "negative", "raw": "B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "relatively expensive on storage compared with B2 or Wasabi"}, {"id": "mai-20260917-0922-baseline|c122-m6|deepseek-small|Scaleway Object Storage", "prompt": "c122-m6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Scaleway Object Storage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "A documented case (2024) where a user found files were lost while migrating from GLACIER storage back to standard, and reports of poor support during the incident."}, {"id": "mai-20260917-0922-baseline|c122-m6|deepseek-small|Hetzner Object Storage", "prompt": "c122-m6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Hetzner Object Storage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "A 2026 report of a bucket in NBG1 where files silently disappeared (API worked, but data was missing) and support was unhelpful."}, {"id": "mai-20260917-0922-baseline|c122-m6|deepseek-small|OVHcloud", "prompt": "c122-m6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "OVHcloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The 2021 Strasbourg data-center fire is the classic cautionary tale... some customers lost data permanently"}, {"id": "mai-20260917-0922-baseline|c122-m6|deepseek-small|Wasabi", "prompt": "c122-m6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "G2 reviews include recurring complaints about data-deletion issues, backup problems, and slow support, though overall rating is still decent (~4.4)."}, {"id": "mai-20260917-0922-baseline|c122-m6|deepseek-small|IDrive e2", "prompt": "c122-m6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "IDrive e2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "had significant reliability issues in 2022 (an outage of several days in Germany)"}, {"id": "mai-20260917-0922-baseline|c122-m6|deepseek-small|Storj", "prompt": "c122-m6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Storj", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "some users report ongoing issues with large backups (~8TB) not working correctly, plus a more complex pricing model"}, {"id": "mai-20260917-0922-baseline|c122-m6|deepseek-small|Vultr", "prompt": "c122-m6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "don't publish verifiable durability data — not necessarily bad, but you can't verify their claims"}, {"id": "mai-20260917-0922-baseline|c122-m6|deepseek-small|DigitalOcean", "prompt": "c122-m6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "don't publish verifiable durability data"}, {"id": "mai-20260917-0922-baseline|c122-m6|deepseek-small|Linode", "prompt": "c122-m6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "don't publish verifiable durability data"}, {"id": "mai-20260917-0922-baseline|c122-m6|deepseek-small|IBM Cloud Object Storage (Classic Infrastructure)", "prompt": "c122-m6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "IBM Cloud Object Storage (Classic Infrastructure)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "being deprecated; support ends Aug 2027 and remaining data will be deleted"}, {"id": "mai-20260917-0922-baseline|c122-m6|deepseek-small|AWS", "prompt": "c122-m6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "the big three AWS/Azure/GCP have strong track records, at the cost of higher egress fees"}, {"id": "mai-20260917-0922-baseline|c122-m6|deepseek-small|Azure", "prompt": "c122-m6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "the big three AWS/Azure/GCP have strong track records"}, {"id": "mai-20260917-0922-baseline|c122-m6|deepseek-small|GCP", "prompt": "c122-m6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "GCP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "the big three AWS/Azure/GCP have strong track records"}, {"id": "mai-20260917-0922-baseline|c122-m6|google-small|Wasabi", "prompt": "c122-m6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Wasabi (due to minimum retention)"}, {"id": "mai-20260917-0922-baseline|c122-m6|google-small|Backblaze B2", "prompt": "c122-m6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Backblaze B2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "many users report that Backblaze B2 experiences intermittent speed and latency bottlenecks when handling heavy, concurrent production traffic"}, {"id": "mai-20260917-0922-baseline|c122-m6|google-small|Contabo", "prompt": "c122-m6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Contabo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "they are highly discouraged for production workloads"}, {"id": "mai-20260917-0922-baseline|c122-m6|google-small|Hostinger", "prompt": "c122-m6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Hostinger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Hyper-Budget VPS Object Storage (e.g., Contabo, Hostinger) ... they are highly discouraged for production workloads"}, {"id": "mai-20260917-0922-baseline|c122-m6|google-small|AWS S3 Glacier", "prompt": "c122-m6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3 Glacier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they are a massive financial hazard if misunderstood"}, {"id": "mai-20260917-0922-baseline|c122-m6|google-small|Google Archive", "prompt": "c122-m6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Google Archive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Hyperscaler \"Cold\" Tiers (AWS S3 Glacier, Google Archive, Azure Archive) ... massive financial hazard if misunderstood"}, {"id": "mai-20260917-0922-baseline|c122-m6|google-small|Azure Archive", "prompt": "c122-m6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Archive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Astronomical Retrieval Fees ... Minimum Storage Times"}, {"id": "mai-20260917-0922-baseline|c122-m6|google-small|Filecoin", "prompt": "c122-m6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Filecoin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "plagued by high \"time-to-first-byte\" latency, making them unusable for real-time applications"}, {"id": "mai-20260917-0922-baseline|c122-m6|google-small|Storj", "prompt": "c122-m6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Storj", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Complex Implementation ... Unpredictable Service Quality"}, {"id": "mai-20260917-0922-baseline|c122-m6|google-small|Arweave", "prompt": "c122-m6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Arweave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Decentralized / \"Web3\" Storage (e.g., Filecoin, Storj, Arweave) ... they introduce distinct challenges"}, {"id": "mai-20260917-0922-baseline|c122-m6|google-small|Cloudflare R2", "prompt": "c122-m6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Opt for **Cloudflare R2** (no egress fees, no minimum retention)"}, {"id": "mai-20260917-0922-baseline|c122-m6|google-small|AWS S3 Standard", "prompt": "c122-m6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3 Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "or **AWS S3 Standard** (highly performant, though egress is costly)"}, {"id": "mai-20260917-0922-baseline|c122-m6|meta-small|DigitalOcean Spaces", "prompt": "c122-m6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Caps objects at 5 GB, which may not be suitable for storing large files"}, {"id": "mai-20260917-0922-baseline|c122-m6|meta-small|Vultr", "prompt": "c122-m6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Also have a 5 GB cap on object size."}, {"id": "mai-20260917-0922-baseline|c122-m6|meta-small|Linode", "prompt": "c122-m6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Also have a 5 GB cap on object size."}, {"id": "mai-20260917-0922-baseline|c122-m6|meta-small|Azure Blob", "prompt": "c122-m6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "S3 compatibility is still in preview, so it's not fully compatible with S3."}, {"id": "mai-20260917-0922-baseline|c122-m6|meta-small|Google Cloud Storage", "prompt": "c122-m6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Has the highest egress fees among the big three cloud providers"}, {"id": "mai-20260917-0922-baseline|c122-m6|meta-small|Wasabi", "prompt": "c122-m6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Has a 90-day minimum retention policy, which means you pay even if you delete the data early."}, {"id": "mai-20260917-0922-baseline|c122-m6|minimax-small|Scaleway", "prompt": "c122-m6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Scaleway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Major issues: Data loss reported, especially with GLACIER storage class"}, {"id": "mai-20260917-0922-baseline|c122-m6|minimax-small|Wasabi", "prompt": "c122-m6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Multiple user complaints: Data loss, backup issues, deletion problems"}, {"id": "mai-20260917-0922-baseline|c122-m6|minimax-small|Hetzner", "prompt": "c122-m6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Hetzner", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reports of data loss incidents (files going missing from buckets)"}, {"id": "mai-20260917-0922-baseline|c122-m6|minimax-small|DigitalOcean Spaces", "prompt": "c122-m6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "5 GB max object size limit... These are non-starters for many modern workloads"}, {"id": "mai-20260917-0922-baseline|c122-m6|minimax-small|Vultr", "prompt": "c122-m6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "These are non-starters for many modern workloads"}, {"id": "mai-20260917-0922-baseline|c122-m6|minimax-small|Linode", "prompt": "c122-m6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "These are non-starters for many modern workloads"}, {"id": "mai-20260917-0922-baseline|c122-m6|minimax-small|Gcore", "prompt": "c122-m6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Gcore", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Reports of XML errors, CDN issues; Service reliability problems"}, {"id": "mai-20260917-0922-baseline|c122-m6|minimax-small|AWS S3", "prompt": "c122-m6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "AWS S3: High costs (43% of users cite cost as pain point)"}, {"id": "mai-20260917-0922-baseline|c122-m6|minimax-small|Azure Cold", "prompt": "c122-m6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Cold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Some services (Azure Cold, Wasabi) require minimum storage duration"}, {"id": "mai-20260917-0922-baseline|c122-m6|minimax-small|Cloudflare R2", "prompt": "c122-m6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "For safer alternatives, consider: Cloudflare R2 (no egress fees)"}, {"id": "mai-20260917-0922-baseline|c122-m6|minimax-small|Backblaze B2", "prompt": "c122-m6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Backblaze B2 (transparent pricing)"}, {"id": "mai-20260917-0922-baseline|c122-m6|minimax-small|MinIO", "prompt": "c122-m6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "MinIO (self-hosted, open-source)"}, {"id": "mai-20260917-0922-baseline|c122-m6|minimax-small|Azure Blob", "prompt": "c122-m6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "AWS S3 / Azure Blob / Google Cloud Storage (enterprise-grade with full support)"}, {"id": "mai-20260917-0922-baseline|c122-m6|minimax-small|Google Cloud Storage", "prompt": "c122-m6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "AWS S3 / Azure Blob / Google Cloud Storage (enterprise-grade with full support)"}, {"id": "mai-20260917-0922-baseline|c122-m6|mistral-small|DigitalOcean Spaces", "prompt": "c122-m6", "model": "mistral-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "cap individual object sizes at **5 GB** ... these are not suitable"}, {"id": "mai-20260917-0922-baseline|c122-m6|mistral-small|Vultr", "prompt": "c122-m6", "model": "mistral-small", "cat": "object-storage", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "cap individual object sizes at **5 GB** ... these are not suitable"}, {"id": "mai-20260917-0922-baseline|c122-m6|mistral-small|Linode", "prompt": "c122-m6", "model": "mistral-small", "cat": "object-storage", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "cap individual object sizes at **5 GB** ... these are not suitable"}, {"id": "mai-20260917-0922-baseline|c122-m6|mistral-small|Wasabi", "prompt": "c122-m6", "model": "mistral-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it enforces a **90-day minimum retention policy** ... which can be costly for unpredictable workloads"}, {"id": "mai-20260917-0922-baseline|c122-m6|mistral-small|Google Cloud Storage (GCS)", "prompt": "c122-m6", "model": "mistral-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "GCS has the **highest egress fees** among the major providers ($0.12/GB)"}, {"id": "mai-20260917-0922-baseline|c122-m6|mistral-small|Azure Blob Storage", "prompt": "c122-m6", "model": "mistral-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "S3 compatibility is still in **preview** and not fully mature ... may not be a stable choice yet"}, {"id": "mai-20260917-0922-baseline|c122-m6|moonshot-small|DigitalOcean Spaces", "prompt": "c122-m6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious with: DigitalOcean Spaces, Vultr, and Linode/Akamai Object Storage ... cap individual objects at 5 GB"}, {"id": "mai-20260917-0922-baseline|c122-m6|moonshot-small|Vultr", "prompt": "c122-m6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These providers cap individual objects at **5 GB**"}, {"id": "mai-20260917-0922-baseline|c122-m6|moonshot-small|Linode/Akamai Object Storage", "prompt": "c122-m6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "Linode/Akamai Object Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid if: You store video files, database backups, ML model checkpoints, or any large unstructured data."}, {"id": "mai-20260917-0922-baseline|c122-m6|moonshot-small|Google Cloud Storage (GCS)", "prompt": "c122-m6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "GCS is often the most expensive option despite competitive storage pricing"}, {"id": "mai-20260917-0922-baseline|c122-m6|moonshot-small|Azure Blob Storage", "prompt": "c122-m6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Azure Blob's S3 interoperability layer is still limited/preview for many features."}, {"id": "mai-20260917-0922-baseline|c122-m6|moonshot-small|Wasabi", "prompt": "c122-m6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Wasabi enforces a 90-day minimum retention period per object."}, {"id": "mai-20260917-0922-baseline|c122-m6|moonshot-small|Cloudflare R2", "prompt": "c122-m6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "Cloudflare R2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Excellent economics for serving assets, but many engineers treat it as a CDN/cache layer rather than a primary, durable system of record"}, {"id": "mai-20260917-0922-baseline|c122-m6|moonshot-small|AWS S3", "prompt": "c122-m6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Primary enterprise storage / backups: AWS S3"}, {"id": "mai-20260917-0922-baseline|c122-m6|moonshot-small|Backblaze B2", "prompt": "c122-m6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "evaluate **Backblaze B2** ($6.95/TB/mo, reasonable egress)"}, {"id": "mai-20260917-0922-baseline|c122-m6|moonshot-small|Cloudian/MinIO", "prompt": "c122-m6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "Cloudian/MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Cloudian/MinIO** for on-prem/hybrid control"}, {"id": "mai-20260917-0922-baseline|c122-m6|openai-small|Amazon S3", "prompt": "c122-m6", "model": "openai-small", "cat": "object-storage", "variant": "negative", "raw": "Amazon S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I wouldn't blanket-avoid major providers like **Amazon S3, Google Cloud Storage, or Azure Blob Storage**; they're widely used and have strong security features."}, {"id": "mai-20260917-0922-baseline|c122-m6|openai-small|Google Cloud Storage", "prompt": "c122-m6", "model": "openai-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "I wouldn't blanket-avoid major providers like **Amazon S3, Google Cloud Storage, or Azure Blob Storage**"}, {"id": "mai-20260917-0922-baseline|c122-m6|openai-small|Azure Blob Storage", "prompt": "c122-m6", "model": "openai-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "I wouldn't blanket-avoid major providers like **Amazon S3, Google Cloud Storage, or Azure Blob Storage**"}, {"id": "mai-20260917-0922-baseline|c122-m6|xai-small|Scaleway Object Storage", "prompt": "c122-m6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Scaleway Object Storage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple reports of **actual data loss**... Users describe it as unreliable for backups."}, {"id": "mai-20260917-0922-baseline|c122-m6|xai-small|iDrive e2", "prompt": "c122-m6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "iDrive e2", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequent **prolonged outages** (e.g., 4+ days in Frankfurt region with no ETA)"}, {"id": "mai-20260917-0922-baseline|c122-m6|xai-small|Hetzner Object Storage", "prompt": "c122-m6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Hetzner Object Storage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reddit users call it \"not production-ready\" due to instability since launch."}, {"id": "mai-20260917-0922-baseline|c122-m6|xai-small|Wasabi", "prompt": "c122-m6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Data corruption incidents** ... 90-day minimum retention (charged for deleted data), slow support"}, {"id": "mai-20260917-0922-baseline|c122-m6|xai-small|DigitalOcean Spaces", "prompt": "c122-m6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Strict **5GB max object size** ... making them unsuitable for large files"}, {"id": "mai-20260917-0922-baseline|c122-m6|xai-small|Vultr Object Storage", "prompt": "c122-m6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Vultr Object Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Strict **5GB max object size** ... making them unsuitable for large files"}, {"id": "mai-20260917-0922-baseline|c122-m6|xai-small|Linode Object Storage", "prompt": "c122-m6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Linode Object Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Strict **5GB max object size** (vs. 5TB on most competitors)"}, {"id": "mai-20260917-0922-baseline|c122-m6|xai-small|Gcore", "prompt": "c122-m6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Gcore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Complaints about poor abuse handling, spamming tolerance, and support issues."}, {"id": "mai-20260917-0922-baseline|c122-m6|xai-small|AWS S3", "prompt": "c122-m6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Big 3 (AWS S3, GCP GCS, Azure Blob) have higher costs/egress but 99.99%+ SLAs, fewer complaints, and proven durability"}, {"id": "mai-20260917-0922-baseline|c122-m6|xai-small|GCP GCS", "prompt": "c122-m6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "GCP GCS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Big 3 (AWS S3, GCP GCS, Azure Blob) have higher costs/egress but 99.99%+ SLAs, fewer complaints"}, {"id": "mai-20260917-0922-baseline|c122-m6|xai-small|Azure Blob", "prompt": "c122-m6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Big 3 (AWS S3, GCP GCS, Azure Blob) have higher costs/egress but 99.99%+ SLAs"}, {"id": "mai-20260917-0922-baseline|c122-m6|xai-small|Cloudflare R2", "prompt": "c122-m6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "For alternatives, consider Cloudflare R2 (zero egress)"}, {"id": "mai-20260917-0922-baseline|c122-m6|xai-small|Backblaze B2", "prompt": "c122-m6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Backblaze B2 (cheap/reliable)"}, {"id": "mai-20260917-0922-baseline|c122-m6|zai-small|Hetzner Object Storage", "prompt": "c122-m6", "model": "zai-small", "cat": "object-storage", "variant": "negative", "raw": "Hetzner Object Storage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid for production**: Hetzner Object Storage (due to frequent outages and reliability concerns)"}, {"id": "mai-20260917-0922-baseline|c122-m6|zai-small|Alibaba Cloud OSS (Object Storage Service)", "prompt": "c122-m6", "model": "zai-small", "cat": "object-storage", "variant": "negative", "raw": "Alibaba Cloud OSS (Object Storage Service)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Alibaba Cloud OSS (due to the exposed AccessKeyId/Secret issue)"}, {"id": "mai-20260917-0922-baseline|c122-m6|zai-small|Wasabi Hot Cloud Storage", "prompt": "c122-m6", "model": "zai-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Be cautious**: Wasabi (support and data deletion concerns)"}, {"id": "mai-20260917-0922-baseline|c122-m6|zai-small|Cloudflare R2", "prompt": "c122-m6", "model": "zai-small", "cat": "object-storage", "variant": "negative", "raw": "Cloudflare R2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cloudflare R2 (newer ecosystem and evolving tooling)"}, {"id": "mai-20260917-0922-baseline|c122-m6|zai-small|DigitalOcean Spaces", "prompt": "c122-m6", "model": "zai-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "DigitalOcean Spaces (limited scale and feature depth)"}, {"id": "mai-20260917-0922-baseline|c122-m6|zai-small|AWS S3", "prompt": "c122-m6", "model": "zai-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "documentation and tooling are less mature than AWS S3"}, {"id": "mai-20260917-0922-baseline|c122-s1|alibaba-small|Backblaze B2", "prompt": "c122-s1", "model": "alibaba-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies starting out, **Backblaze B2** offers the best balance of low cost and ease of use."}, {"id": "mai-20260917-0922-baseline|c122-s1|alibaba-small|Wasabi", "prompt": "c122-s1", "model": "alibaba-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Backblaze B2** and **Wasabi** are generally considered the top two contenders for small businesses"}, {"id": "mai-20260917-0922-baseline|c122-s1|alibaba-small|Amazon S3", "prompt": "c122-s1", "model": "alibaba-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cost:** Significantly more expensive for pure storage needs compared to B2/Wasabi."}, {"id": "mai-20260917-0922-baseline|c122-s1|alibaba-small|Cloudflare R2", "prompt": "c122-s1", "model": "alibaba-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "switch to **Wasabi** or **Cloudflare R2** to avoid egress costs"}, {"id": "mai-20260917-0922-baseline|c122-s1|alibaba-small|Storj", "prompt": "c122-s1", "model": "alibaba-small", "cat": "object-storage", "variant": "direct", "raw": "Storj", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Storj** or **IPFS** | Higher durability through decentralization, but more complex setup."}, {"id": "mai-20260917-0922-baseline|c122-s1|alibaba-small|IPFS", "prompt": "c122-s1", "model": "alibaba-small", "cat": "object-storage", "variant": "direct", "raw": "IPFS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Storj** or **IPFS** | Higher durability through decentralization, but more complex setup."}, {"id": "mai-20260917-0922-baseline|c122-s1|anthropic-small|Amazon S3", "prompt": "c122-s1", "model": "anthropic-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "or **Amazon S3** if you need enterprise-grade reliability and broader AWS integration"}, {"id": "mai-20260917-0922-baseline|c122-s1|anthropic-small|Google Cloud Storage", "prompt": "c122-s1", "model": "anthropic-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong performance, competitive pricing, and good integration with Google services."}, {"id": "mai-20260917-0922-baseline|c122-s1|anthropic-small|Microsoft Azure Blob Storage", "prompt": "c122-s1", "model": "anthropic-small", "cat": "object-storage", "variant": "direct", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best if you're already in the Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c122-s1|anthropic-small|Backblaze B2", "prompt": "c122-s1", "model": "anthropic-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd suggest starting with **DigitalOcean Spaces** or **Backblaze B2** if cost is primary concern"}, {"id": "mai-20260917-0922-baseline|c122-s1|anthropic-small|Wasabi", "prompt": "c122-s1", "model": "anthropic-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Competitive pricing with S3-compatible API, no egress fees."}, {"id": "mai-20260917-0922-baseline|c122-s1|anthropic-small|DigitalOcean Spaces", "prompt": "c122-s1", "model": "anthropic-small", "cat": "object-storage", "variant": "direct", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "I'd suggest starting with **DigitalOcean Spaces** or **Backblaze B2**"}, {"id": "mai-20260917-0922-baseline|c122-s1|anthropic-small|Linode Object Storage", "prompt": "c122-s1", "model": "anthropic-small", "cat": "object-storage", "variant": "direct", "raw": "Linode Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Similar benefits to DigitalOcean with good pricing."}, {"id": "mai-20260917-0922-baseline|c122-s1|challenger-small|Backblaze B2", "prompt": "c122-s1", "model": "challenger-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Backblaze B2**"}, {"id": "mai-20260917-0922-baseline|c122-s1|challenger-small|DigitalOcean Spaces", "prompt": "c122-s1", "model": "challenger-small", "cat": "object-storage", "variant": "direct", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**DigitalOcean Spaces** is often the better fit for small teams"}, {"id": "mai-20260917-0922-baseline|c122-s1|challenger-small|Wasabi", "prompt": "c122-s1", "model": "challenger-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong option if you expect **high data transfer**"}, {"id": "mai-20260917-0922-baseline|c122-s1|challenger-small|Cloudflare R2", "prompt": "c122-s1", "model": "challenger-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you care about **minimizing egress costs**"}, {"id": "mai-20260917-0922-baseline|c122-s1|challenger-small|Amazon S3", "prompt": "c122-s1", "model": "challenger-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is usually not the cheapest choice for a small company"}, {"id": "mai-20260917-0922-baseline|c122-s1|deepseek-small|Backblaze B2", "prompt": "c122-s1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Backblaze B2** → default recommendation (cheapest, simple, no egress surprises)"}, {"id": "mai-20260917-0922-baseline|c122-s1|deepseek-small|Wasabi", "prompt": "c122-s1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wasabi** or **Cloudflare R2** → if you'll be serving data out frequently"}, {"id": "mai-20260917-0922-baseline|c122-s1|deepseek-small|Cloudflare R2", "prompt": "c122-s1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick Cloudflare R2 if your content is read-heavy"}, {"id": "mai-20260917-0922-baseline|c122-s1|deepseek-small|AWS S3", "prompt": "c122-s1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their standard-tier egress fees make them the most expensive option per GB moved"}, {"id": "mai-20260917-0922-baseline|c122-s1|deepseek-small|Google Cloud Storage", "prompt": "c122-s1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Stick with AWS S3 / GCS / Azure *only* if you're heavily invested in that cloud's broader ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-s1|deepseek-small|Azure Blob", "prompt": "c122-s1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "Azure Blob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Stick with AWS S3 / GCS / Azure *only* if you're heavily invested in that cloud's broader ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-s1|deepseek-small|DigitalOcean Spaces", "prompt": "c122-s1", "model": "deepseek-small", "cat": "object-storage", "variant": "direct", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simple flat pricing, dev-friendly"}, {"id": "mai-20260917-0922-baseline|c122-s1|google-small|AWS S3", "prompt": "c122-s1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "its complex pricing model, API call charges, and notorious egress fees ... make it a budget trap for smaller organizations"}, {"id": "mai-20260917-0922-baseline|c122-s1|google-small|Backblaze B2", "prompt": "c122-s1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall for Small B2B Backups and IT Infrastructure"}, {"id": "mai-20260917-0922-baseline|c122-s1|google-small|Wasabi Hot Cloud Storage", "prompt": "c122-s1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Heavy Downloads and Long-Term Static Backups"}, {"id": "mai-20260917-0922-baseline|c122-s1|google-small|Cloudflare R2", "prompt": "c122-s1", "model": "google-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for B2B SaaS Startups and Web Applications"}, {"id": "mai-20260917-0922-baseline|c122-s1|meta-small|Backblaze B2", "prompt": "c122-s1", "model": "meta-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top options include Backblaze B2, Wasabi, Amazon S3, Cloudflare R2, DigitalOcean Spaces, and Scality ARTESCA"}, {"id": "mai-20260917-0922-baseline|c122-s1|meta-small|Wasabi", "prompt": "c122-s1", "model": "meta-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top options include Backblaze B2, Wasabi, Amazon S3, Cloudflare R2, DigitalOcean Spaces, and Scality ARTESCA"}, {"id": "mai-20260917-0922-baseline|c122-s1|meta-small|Amazon S3", "prompt": "c122-s1", "model": "meta-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top options include Backblaze B2, Wasabi, Amazon S3, Cloudflare R2, DigitalOcean Spaces, and Scality ARTESCA"}, {"id": "mai-20260917-0922-baseline|c122-s1|meta-small|Cloudflare R2", "prompt": "c122-s1", "model": "meta-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some of the top options include Backblaze B2, Wasabi, Amazon S3, Cloudflare R2, DigitalOcean Spaces, and Scality ARTESCA"}, {"id": "mai-20260917-0922-baseline|c122-s1|meta-small|DigitalOcean Spaces", "prompt": "c122-s1", "model": "meta-small", "cat": "object-storage", "variant": "direct", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "some of the top options include Backblaze B2, Wasabi, Amazon S3, Cloudflare R2, DigitalOcean Spaces, and Scality ARTESCA"}, {"id": "mai-20260917-0922-baseline|c122-s1|meta-small|Scality ARTESCA", "prompt": "c122-s1", "model": "meta-small", "cat": "object-storage", "variant": "direct", "raw": "Scality ARTESCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "some of the top options include Backblaze B2, Wasabi, Amazon S3, Cloudflare R2, DigitalOcean Spaces, and Scality ARTESCA"}, {"id": "mai-20260917-0922-baseline|c122-s1|minimax-small|Amazon S3", "prompt": "c122-s1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Amazon S3** provides the most flexibility and integrations if you anticipate needing advanced features"}, {"id": "mai-20260917-0922-baseline|c122-s1|minimax-small|Google Cloud Storage", "prompt": "c122-s1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Competitive pricing and excellent performance, especially if you're using other Google Cloud services."}, {"id": "mai-20260917-0922-baseline|c122-s1|minimax-small|Microsoft Azure Blob Storage", "prompt": "c122-s1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "Microsoft Azure Blob Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ideal if your company uses Microsoft products and needs hybrid cloud solutions."}, {"id": "mai-20260917-0922-baseline|c122-s1|minimax-small|Wasabi", "prompt": "c122-s1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For many small B2B companies, **Backblaze B2** or **Wasabi** offer good value with simpler pricing"}, {"id": "mai-20260917-0922-baseline|c122-s1|minimax-small|Backblaze B2", "prompt": "c122-s1", "model": "minimax-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For many small B2B companies, **Backblaze B2** or **Wasabi** offer good value with simpler pricing"}, {"id": "mai-20260917-0922-baseline|c122-s1|mistral-small|Backblaze B2", "prompt": "c122-s1", "model": "mistral-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Backblaze B2** or **Wasabi** are often recommended for their balance of cost, ease of use, and reliability"}, {"id": "mai-20260917-0922-baseline|c122-s1|mistral-small|Wasabi", "prompt": "c122-s1", "model": "mistral-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Backblaze B2** or **Wasabi** are often recommended for their balance of cost, ease of use, and reliability"}, {"id": "mai-20260917-0922-baseline|c122-s1|mistral-small|Amazon S3", "prompt": "c122-s1", "model": "mistral-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While more complex, it's highly scalable and integrates with many tools, suitable if you anticipate rapid growth."}, {"id": "mai-20260917-0922-baseline|c122-s1|mistral-small|Cloudflare R2", "prompt": "c122-s1", "model": "mistral-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a free tier or are already using Cloudflare, **Cloudflare R2** is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c122-s1|mistral-small|DigitalOcean Spaces", "prompt": "c122-s1", "model": "mistral-small", "cat": "object-storage", "variant": "direct", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great for developer teams wanting fast, predictable pricing with a built-in CDN."}, {"id": "mai-20260917-0922-baseline|c122-s1|moonshot-small|Backblaze B2", "prompt": "c122-s1", "model": "moonshot-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Backblaze B2** is typically the best starting point because:"}, {"id": "mai-20260917-0922-baseline|c122-s1|moonshot-small|Wasabi Hot Cloud Storage", "prompt": "c122-s1", "model": "moonshot-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for**: B2B companies with 1TB+ of stable, long-term archives who download frequently"}, {"id": "mai-20260917-0922-baseline|c122-s1|moonshot-small|Cloudflare R2", "prompt": "c122-s1", "model": "moonshot-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Developer-Heavy or CDN-Integrated Workloads"}, {"id": "mai-20260917-0922-baseline|c122-s1|moonshot-small|DigitalOcean Spaces", "prompt": "c122-s1", "model": "moonshot-small", "cat": "object-storage", "variant": "direct", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Simplicity"}, {"id": "mai-20260917-0922-baseline|c122-s1|openai-small|Cloudflare R2", "prompt": "c122-s1", "model": "openai-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for many small B2B companies:** **Cloudflare R2**"}, {"id": "mai-20260917-0922-baseline|c122-s1|openai-small|Wasabi", "prompt": "c122-s1", "model": "openai-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if your workload is mostly backup/archive and you want low predictable cost:** **Wasabi**"}, {"id": "mai-20260917-0922-baseline|c122-s1|openai-small|Amazon S3", "prompt": "c122-s1", "model": "openai-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you need broad enterprise features, cloud-native integrations, or already live on AWS:** **Amazon S3**"}, {"id": "mai-20260917-0922-baseline|c122-s1|xai-small|AWS S3", "prompt": "c122-s1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid big-3 (AWS/GCP/Azure) unless locked-in; they're 3-10x pricier for egress."}, {"id": "mai-20260917-0922-baseline|c122-s1|xai-small|Cloudflare R2", "prompt": "c122-s1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cloudflare R2** if your B2B app serves user-facing files ... zero egress eliminates scaling surprises"}, {"id": "mai-20260917-0922-baseline|c122-s1|xai-small|Backblaze B2", "prompt": "c122-s1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Backblaze B2** for mostly-write-once/read-rarely (e.g., customer backups)—lowest storage cost, no min billing."}, {"id": "mai-20260917-0922-baseline|c122-s1|xai-small|Wasabi", "prompt": "c122-s1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Predictable flat-rate backups/media. 90-day retention min; great if data is stable."}, {"id": "mai-20260917-0922-baseline|c122-s1|xai-small|DigitalOcean Spaces", "prompt": "c122-s1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple starter bundles if using DO droplets/apps."}, {"id": "mai-20260917-0922-baseline|c122-s1|xai-small|GCP", "prompt": "c122-s1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "GCP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid big-3 (AWS/GCP/Azure) unless locked-in"}, {"id": "mai-20260917-0922-baseline|c122-s1|xai-small|Azure", "prompt": "c122-s1", "model": "xai-small", "cat": "object-storage", "variant": "direct", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Avoid big-3 (AWS/GCP/Azure) unless locked-in"}, {"id": "mai-20260917-0922-baseline|c122-s1|zai-small|Backblaze B2", "prompt": "c122-s1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Backblaze B2** is the best default choice"}, {"id": "mai-20260917-0922-baseline|c122-s1|zai-small|Cloudflare R2", "prompt": "c122-s1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your data must stay in the EU, **Cloudflare R2** ... are the next‑best options"}, {"id": "mai-20260917-0922-baseline|c122-s1|zai-small|Wasabi", "prompt": "c122-s1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wasabi is a strong choice if you need more regions and a simple, flat‑rate model"}, {"id": "mai-20260917-0922-baseline|c122-s1|zai-small|MinIO", "prompt": "c122-s1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "When you need full control, on‑prem deployment, or strict data residency without third‑party cloud."}, {"id": "mai-20260917-0922-baseline|c122-s1|zai-small|Scality ARTESCA", "prompt": "c122-s1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "Scality ARTESCA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for on‑prem or hybrid setups with strong cyber‑resilience and immutability features."}, {"id": "mai-20260917-0922-baseline|c122-s1|zai-small|Amazon S3", "prompt": "c122-s1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "Amazon S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're building on AWS, S3 is the logical choice despite the higher cost"}, {"id": "mai-20260917-0922-baseline|c122-s1|zai-small|Google Cloud Storage", "prompt": "c122-s1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you're already on GCP and want tight integration with BigQuery, Dataflow, etc."}, {"id": "mai-20260917-0922-baseline|c122-s1|zai-small|DigitalOcean Spaces", "prompt": "c122-s1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Very simple S3‑compatible storage for small developers or SaaS apps; lower cost but fewer enterprise features."}, {"id": "mai-20260917-0922-baseline|c122-s1|zai-small|Storj", "prompt": "c122-s1", "model": "zai-small", "cat": "object-storage", "variant": "direct", "raw": "Storj", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "interesting for niche privacy‑focused use cases, but less mature for mainstream B2B"}, {"id": "mai-20260917-0922-baseline|c122-s2|alibaba-small|Cloudflare R2", "prompt": "c122-s2", "model": "alibaba-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most B2B small businesses today, **Cloudflare R2** is the strongest recommendation"}, {"id": "mai-20260917-0922-baseline|c122-s2|alibaba-small|Backblaze B2", "prompt": "c122-s2", "model": "alibaba-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **Backblaze B2** for pure storage needs"}, {"id": "mai-20260917-0922-baseline|c122-s2|alibaba-small|AWS S3", "prompt": "c122-s2", "model": "alibaba-small", "cat": "object-storage", "variant": "paraphrase", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unlike AWS S3 (which charges heavily for data downloads)"}, {"id": "mai-20260917-0922-baseline|c122-s2|alibaba-small|Wasabi", "prompt": "c122-s2", "model": "alibaba-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it enforces a **90-day retention policy** ... and a **1TB minimum billing** threshold, which can penalize brand-new small businesses"}, {"id": "mai-20260917-0922-baseline|c122-s2|anthropic-small|AWS S3", "prompt": "c122-s2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The original and most widely adopted... Good if you need enterprise-grade features and don't mind the cost."}, {"id": "mai-20260917-0922-baseline|c122-s2|anthropic-small|MinIO", "prompt": "c122-s2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "An open-source, self-hosted option that's S3-compatible... though it requires more technical management."}, {"id": "mai-20260917-0922-baseline|c122-s2|anthropic-small|DigitalOcean Spaces", "prompt": "c122-s2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good for small to medium businesses looking for easier management and transparent pricing."}, {"id": "mai-20260917-0922-baseline|c122-s2|anthropic-small|Backblaze B2", "prompt": "c122-s2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Very cost-competitive, especially for storage and egress."}, {"id": "mai-20260917-0922-baseline|c122-s2|anthropic-small|Vultr Object Storage", "prompt": "c122-s2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Vultr Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Another affordable option with S3 compatibility and competitive pricing."}, {"id": "mai-20260917-0922-baseline|c122-s2|anthropic-small|Wasabi", "prompt": "c122-s2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on hot cloud storage with no egress fees, which can be beneficial for B2B scenarios"}, {"id": "mai-20260917-0922-baseline|c122-s2|anthropic-small|OVH Object Storage", "prompt": "c122-s2", "model": "anthropic-small", "cat": "object-storage", "variant": "paraphrase", "raw": "OVH Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A European option with good privacy features if that's important to your business."}, {"id": "mai-20260917-0922-baseline|c122-s2|challenger-small|Backblaze B2", "prompt": "c122-s2", "model": "challenger-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd **start with Backblaze B2** as the default recommendation"}, {"id": "mai-20260917-0922-baseline|c122-s2|challenger-small|Cloudflare R2", "prompt": "c122-s2", "model": "challenger-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare R2** is often the better fit because it is frequently recommended for workloads where **egress fees** would otherwise dominate costs"}, {"id": "mai-20260917-0922-baseline|c122-s2|challenger-small|DigitalOcean Spaces", "prompt": "c122-s2", "model": "challenger-small", "cat": "object-storage", "variant": "paraphrase", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Teams that want simplicity and app/platform integration | Easy setup, S3 compatibility"}, {"id": "mai-20260917-0922-baseline|c122-s2|challenger-small|Wasabi", "prompt": "c122-s2", "model": "challenger-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Frequently listed as a strong S3-compatible alternative for small businesses"}, {"id": "mai-20260917-0922-baseline|c122-s2|deepseek-small|Backblaze B2", "prompt": "c122-s2", "model": "deepseek-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Backblaze B2 is the best all-around pick"}, {"id": "mai-20260917-0922-baseline|c122-s2|deepseek-small|Wasabi", "prompt": "c122-s2", "model": "deepseek-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "But it has gotchas: a **90-day minimum retention period** ... That makes it less ideal for small or fluctuating workloads."}, {"id": "mai-20260917-0922-baseline|c122-s2|deepseek-small|Cloudflare R2", "prompt": "c122-s2", "model": "deepseek-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're *serving lots of content publicly to clients* ... Overkill for light usage."}, {"id": "mai-20260917-0922-baseline|c122-s2|deepseek-small|DigitalOcean Spaces", "prompt": "c122-s2", "model": "deepseek-small", "cat": "object-storage", "variant": "paraphrase", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great low-drama choice for a small team, though less cost-efficient as you scale."}, {"id": "mai-20260917-0922-baseline|c122-s2|google-small|Amazon S3", "prompt": "c122-s2", "model": "google-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Amazon S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "hyperscalers like Amazon S3 are notoriously expensive for SMBs due to complex pricing and high \"egress\" (download) fees"}, {"id": "mai-20260917-0922-baseline|c122-s2|google-small|Backblaze B2", "prompt": "c122-s2", "model": "google-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best Overall for General Business & Backups**"}, {"id": "mai-20260917-0922-baseline|c122-s2|google-small|Wasabi Hot Cloud Storage", "prompt": "c122-s2", "model": "google-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Consistent, Set-and-Forget Backups & Archiving"}, {"id": "mai-20260917-0922-baseline|c122-s2|google-small|Cloudflare R2", "prompt": "c122-s2", "model": "google-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Active Data, Web Apps, and Software Delivery"}, {"id": "mai-20260917-0922-baseline|c122-s2|meta-small|Cloudflare R2", "prompt": "c122-s2", "model": "meta-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best S3-compatible cloud storage for a small business that sells to other businesses would be Cloudflare R2"}, {"id": "mai-20260917-0922-baseline|c122-s2|meta-small|Backblaze B2", "prompt": "c122-s2", "model": "meta-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Backblaze B2 is also a good option, offering low-cost storage"}, {"id": "mai-20260917-0922-baseline|c122-s2|minimax-small|Backblaze B2", "prompt": "c122-s2", "model": "minimax-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **B2B small business**, I'd suggest **Backblaze B2**"}, {"id": "mai-20260917-0922-baseline|c122-s2|minimax-small|Cloudflare R2", "prompt": "c122-s2", "model": "minimax-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: Cloudflare R2"}, {"id": "mai-20260917-0922-baseline|c122-s2|mistral-small|Backblaze B2", "prompt": "c122-s2", "model": "mistral-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Backblaze B2** and **DigitalOcean Spaces** are the most recommended due to their affordability, ease of use, and strong S3 compatibility."}, {"id": "mai-20260917-0922-baseline|c122-s2|mistral-small|DigitalOcean Spaces", "prompt": "c122-s2", "model": "mistral-small", "cat": "object-storage", "variant": "paraphrase", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Backblaze B2** and **DigitalOcean Spaces** are the most recommended"}, {"id": "mai-20260917-0922-baseline|c122-s2|mistral-small|Cloudflare R2", "prompt": "c122-s2", "model": "mistral-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If minimizing egress costs is a priority, **Cloudflare R2** is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c122-s2|moonshot-small|AWS", "prompt": "c122-s2", "model": "moonshot-small", "cat": "object-storage", "variant": "paraphrase", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "three strong S3-compatible alternatives to AWS"}, {"id": "mai-20260917-0922-baseline|c122-s2|moonshot-small|Backblaze B2", "prompt": "c122-s2", "model": "moonshot-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Backblaze B2** if you want the cheapest, simplest general-purpose S3-compatible storage"}, {"id": "mai-20260917-0922-baseline|c122-s2|moonshot-small|Wasabi", "prompt": "c122-s2", "model": "moonshot-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Wasabi** if you know you'll have high outbound data transfer"}, {"id": "mai-20260917-0922-baseline|c122-s2|moonshot-small|Cloudflare R2", "prompt": "c122-s2", "model": "moonshot-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Cloudflare R2** only if you're serving data to end users frequently"}, {"id": "mai-20260917-0922-baseline|c122-s2|openai-small|Backblaze B2", "prompt": "c122-s2", "model": "openai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Backblaze B2** unless you already need deep AWS integration"}, {"id": "mai-20260917-0922-baseline|c122-s2|openai-small|Amazon S3", "prompt": "c122-s2", "model": "openai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Amazon S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon S3** is the safer long-term platform choice"}, {"id": "mai-20260917-0922-baseline|c122-s2|openai-small|DigitalOcean Spaces", "prompt": "c122-s2", "model": "openai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DigitalOcean Spaces** is another good S3-compatible option"}, {"id": "mai-20260917-0922-baseline|c122-s2|xai-small|Cloudflare R2", "prompt": "c122-s2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Cloudflare R2 as the top S3-compatible storage option"}, {"id": "mai-20260917-0922-baseline|c122-s2|xai-small|Backblaze B2", "prompt": "c122-s2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick Backblaze B2** if mostly backups/internal storage (cheapest storage, 10GB free tier, no mins"}, {"id": "mai-20260917-0922-baseline|c122-s2|xai-small|Wasabi", "prompt": "c122-s2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Simple hot storage, no API fees | 90-day min retention, 1TB min in some regions"}, {"id": "mai-20260917-0922-baseline|c122-s2|xai-small|AWS S3", "prompt": "c122-s2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "If already in AWS ecosystem | Expensive egress"}, {"id": "mai-20260917-0922-baseline|c122-s2|xai-small|DigitalOcean Spaces", "prompt": "c122-s2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Devs/simple sites, predictable | Less global, basic features"}, {"id": "mai-20260917-0922-baseline|c122-s2|xai-small|GCS", "prompt": "c122-s2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "GCS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid hyperscalers (GCS/Azure)** unless tied to their ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-s2|xai-small|Azure", "prompt": "c122-s2", "model": "xai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Azure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid hyperscalers (GCS/Azure)** unless tied to their ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-s2|zai-small|Backblaze B2", "prompt": "c122-s2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Backblaze B2** – cheapest overall for storage-heavy, backup-oriented workloads."}, {"id": "mai-20260917-0922-baseline|c122-s2|zai-small|Cloudflare R2", "prompt": "c122-s2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare R2** – best for serving data (zero egress, edge CDN)."}, {"id": "mai-20260917-0922-baseline|c122-s2|zai-small|Wasabi", "prompt": "c122-s2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wasabi** – best for predictable, hot storage with backups and no surprise egress charges."}, {"id": "mai-20260917-0922-baseline|c122-s2|zai-small|DigitalOcean Spaces", "prompt": "c122-s2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **DigitalOcean Spaces** | ~$0.02 ... Small-team web assets, developer-friendly |"}, {"id": "mai-20260917-0922-baseline|c122-s2|zai-small|Tigris", "prompt": "c122-s2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Tigris", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Tigris** | ~$0.020 | $0 | Full S3 | Zero-egress + versioning + object lock |"}, {"id": "mai-20260917-0922-baseline|c122-s2|zai-small|MinIO", "prompt": "c122-s2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Self-hosted (MinIO, Garage, SeaweedFS, Ceph) gives you full control but requires ops expertise."}, {"id": "mai-20260917-0922-baseline|c122-s2|zai-small|Garage", "prompt": "c122-s2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Garage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Self-hosted (MinIO, Garage, SeaweedFS, Ceph) gives you full control but requires ops expertise."}, {"id": "mai-20260917-0922-baseline|c122-s2|zai-small|SeaweedFS", "prompt": "c122-s2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "SeaweedFS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Self-hosted (MinIO, Garage, SeaweedFS, Ceph) gives you full control but requires ops expertise."}, {"id": "mai-20260917-0922-baseline|c122-s2|zai-small|Ceph", "prompt": "c122-s2", "model": "zai-small", "cat": "object-storage", "variant": "paraphrase", "raw": "Ceph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Self-hosted (MinIO, Garage, SeaweedFS, Ceph) gives you full control but requires ops expertise."}, {"id": "mai-20260917-0922-baseline|c122-s3|alibaba-small|Cloudflare R2", "prompt": "c122-s3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zero egress fees and seamless Cloudflare CDN integration. Ideal if your team serves downloads, media, or public assets directly from storage."}, {"id": "mai-20260917-0922-baseline|c122-s3|alibaba-small|Backblaze B2", "prompt": "c122-s3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lowest raw storage cost, fully transparent pricing, no hidden floors or commitments."}, {"id": "mai-20260917-0922-baseline|c122-s3|alibaba-small|Amazon S3", "prompt": "c122-s3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Industry standard... Caveats: Egress fees dominate costs for non-AWS workloads."}, {"id": "mai-20260917-0922-baseline|c122-s3|alibaba-small|Wasabi Hot Storage", "prompt": "c122-s3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi Hot Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The **1 TB monthly floor** (in many regions) and 90-day minimum retention make it surprisingly expensive for small teams storing <1TB."}, {"id": "mai-20260917-0922-baseline|c122-s3|alibaba-small|DigitalOcean Spaces", "prompt": "c122-s3", "model": "alibaba-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Extremely simple console, S3-compatible API... Great for hobbyists and lean startups."}, {"id": "mai-20260917-0922-baseline|c122-s3|anthropic-small|Amazon S3", "prompt": "c122-s3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Amazon S3 is the market leader in cloud object storage."}, {"id": "mai-20260917-0922-baseline|c122-s3|anthropic-small|Google Cloud Storage (GCS)", "prompt": "c122-s3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "GCS wins on simplicity with Autoclass and integrates tightly with Google's analytics and ML services."}, {"id": "mai-20260917-0922-baseline|c122-s3|anthropic-small|Azure Blob Storage", "prompt": "c122-s3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Azure Blob Storage is the natural choice for Microsoft-centric organizations."}, {"id": "mai-20260917-0922-baseline|c122-s3|anthropic-small|DigitalOcean Spaces", "prompt": "c122-s3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "DigitalOcean Spaces provides a relatively straightforward S3-compatible service for small developer teams."}, {"id": "mai-20260917-0922-baseline|c122-s3|anthropic-small|Cloudflare R2", "prompt": "c122-s3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "R2 is one of the most common object storage options for teams looking at zero-egress storage."}, {"id": "mai-20260917-0922-baseline|c122-s3|anthropic-small|Backblaze B2", "prompt": "c122-s3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Backblaze B2, Wasabi, Amazon S3, Cloudflare R2, DigitalOcean Spaces and Scality ARTESCA are all viable options."}, {"id": "mai-20260917-0922-baseline|c122-s3|anthropic-small|Wasabi", "prompt": "c122-s3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Backblaze B2, Wasabi, Amazon S3, Cloudflare R2, DigitalOcean Spaces and Scality ARTESCA are all viable options."}, {"id": "mai-20260917-0922-baseline|c122-s3|anthropic-small|Scality ARTESCA", "prompt": "c122-s3", "model": "anthropic-small", "cat": "object-storage", "variant": "comparative", "raw": "Scality ARTESCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Scality ARTESCA are all viable options."}, {"id": "mai-20260917-0922-baseline|c122-s3|challenger-small|DigitalOcean Spaces", "prompt": "c122-s3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DigitalOcean Spaces is the simplest \"all-in-one\" choice for small teams"}, {"id": "mai-20260917-0922-baseline|c122-s3|challenger-small|Backblaze B2", "prompt": "c122-s3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Backblaze B2** if cost is the top priority."}, {"id": "mai-20260917-0922-baseline|c122-s3|challenger-small|Cloudflare R2", "prompt": "c122-s3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Cloudflare R2** if you expect high download traffic."}, {"id": "mai-20260917-0922-baseline|c122-s3|challenger-small|Wasabi", "prompt": "c122-s3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Wasabi** if you want predictable flat pricing."}, {"id": "mai-20260917-0922-baseline|c122-s3|challenger-small|Amazon S3", "prompt": "c122-s3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "most mature and scalable but often more complex and expensive"}, {"id": "mai-20260917-0922-baseline|c122-s3|challenger-small|MinIO", "prompt": "c122-s3", "model": "challenger-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **MinIO** if you want to self-host."}, {"id": "mai-20260917-0922-baseline|c122-s3|deepseek-small|Cloudflare R2", "prompt": "c122-s3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare R2's zero egress** will save you the most"}, {"id": "mai-20260917-0922-baseline|c122-s3|deepseek-small|Backblaze B2", "prompt": "c122-s3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you mainly *store backups* that are rarely read, **Backblaze B2** gives the cheapest storage."}, {"id": "mai-20260917-0922-baseline|c122-s3|deepseek-small|Wasabi", "prompt": "c122-s3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Requires a **1 TB minimum** and a **90-day minimum storage commitment** — a poor fit for small teams with little data"}, {"id": "mai-20260917-0922-baseline|c122-s3|deepseek-small|DigitalOcean Spaces", "prompt": "c122-s3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want one simple, predictable monthly bill, **DigitalOcean Spaces** is the easiest."}, {"id": "mai-20260917-0922-baseline|c122-s3|deepseek-small|Amazon S3", "prompt": "c122-s3", "model": "deepseek-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The most expensive on both storage and egress. Egress fees ... can quietly dominate your bill"}, {"id": "mai-20260917-0922-baseline|c122-s3|google-small|Cloudflare R2", "prompt": "c122-s3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Cloudflare R2** if you are building a modern web application, SaaS, or any app where users will be downloading images, videos, or files frequently."}, {"id": "mai-20260917-0922-baseline|c122-s3|google-small|Backblaze B2", "prompt": "c122-s3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Backblaze B2** if you just need a massive, reliable \"bucket\" to dump backups"}, {"id": "mai-20260917-0922-baseline|c122-s3|google-small|Wasabi", "prompt": "c122-s3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**90-day minimum retention policy:** ... This makes it terrible for temporary/ephemeral files."}, {"id": "mai-20260917-0922-baseline|c122-s3|google-small|DigitalOcean Spaces", "prompt": "c122-s3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose DigitalOcean Spaces** if your infrastructure is already hosted on DigitalOcean"}, {"id": "mai-20260917-0922-baseline|c122-s3|google-small|AWS S3", "prompt": "c122-s3", "model": "google-small", "cat": "object-storage", "variant": "comparative", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Choose AWS S3** *only* if you are already utilizing AWS ... pricing and complexity can be a major headache for small teams"}, {"id": "mai-20260917-0922-baseline|c122-s3|meta-small|Scality ARTESCA", "prompt": "c122-s3", "model": "meta-small", "cat": "object-storage", "variant": "comparative", "raw": "Scality ARTESCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Scality ARTESCA is designed for cyber-resilient backup storage"}, {"id": "mai-20260917-0922-baseline|c122-s3|meta-small|Backblaze B2", "prompt": "c122-s3", "model": "meta-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Backblaze B2 is known for its affordable cloud object storage"}, {"id": "mai-20260917-0922-baseline|c122-s3|meta-small|Wasabi Hot Cloud Storage", "prompt": "c122-s3", "model": "meta-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top object storage services for a small team include ... Wasabi Hot Cloud Storage"}, {"id": "mai-20260917-0922-baseline|c122-s3|meta-small|Amazon S3", "prompt": "c122-s3", "model": "meta-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Scality ARTESCA, Backblaze B2, Wasabi Hot Cloud Storage, Amazon S3, Cloudflare R2, and DigitalOcean Spaces"}, {"id": "mai-20260917-0922-baseline|c122-s3|meta-small|Cloudflare R2", "prompt": "c122-s3", "model": "meta-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Amazon S3, Cloudflare R2, and DigitalOcean Spaces"}, {"id": "mai-20260917-0922-baseline|c122-s3|meta-small|DigitalOcean Spaces", "prompt": "c122-s3", "model": "meta-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "DigitalOcean Spaces provides S3-compatible object storage designed for developers and small teams"}, {"id": "mai-20260917-0922-baseline|c122-s3|meta-small|Oracle Cloud", "prompt": "c122-s3", "model": "meta-small", "cat": "object-storage", "variant": "comparative", "raw": "Oracle Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Oracle Cloud is a good fit for enterprises that need object storage with enforceable retention controls"}, {"id": "mai-20260917-0922-baseline|c122-s3|minimax-small|Backblaze B2", "prompt": "c122-s3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Backblaze B2** — Best Overall Value"}, {"id": "mai-20260917-0922-baseline|c122-s3|minimax-small|Cloudflare R2", "prompt": "c122-s3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare R2** — Best for High Egress"}, {"id": "mai-20260917-0922-baseline|c122-s3|minimax-small|DigitalOcean Spaces", "prompt": "c122-s3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DigitalOcean Spaces** — Best Developer Experience"}, {"id": "mai-20260917-0922-baseline|c122-s3|minimax-small|Wasabi", "prompt": "c122-s3", "model": "minimax-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Watch for the 90-day minimum — not ideal for temporary files"}, {"id": "mai-20260917-0922-baseline|c122-s3|mistral-small|DigitalOcean Spaces", "prompt": "c122-s3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**DigitalOcean Spaces** and **Cloudflare R2** are great if you want simplicity and integration with their ecosystems"}, {"id": "mai-20260917-0922-baseline|c122-s3|mistral-small|Backblaze B2", "prompt": "c122-s3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, **Backblaze B2** or **Wasabi** are the best value for money"}, {"id": "mai-20260917-0922-baseline|c122-s3|mistral-small|Wasabi Hot Cloud Storage", "prompt": "c122-s3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small teams, **Backblaze B2** or **Wasabi** are the best value for money"}, {"id": "mai-20260917-0922-baseline|c122-s3|mistral-small|Cloudflare R2", "prompt": "c122-s3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "great if you want simplicity and integration with their ecosystems"}, {"id": "mai-20260917-0922-baseline|c122-s3|mistral-small|Amazon S3", "prompt": "c122-s3", "model": "mistral-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Complex pricing, higher egress fees, and steep learning curve"}, {"id": "mai-20260917-0922-baseline|c122-s3|moonshot-small|Backblaze B2", "prompt": "c122-s3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Wasabi** or **Backblaze B2** offer the best value"}, {"id": "mai-20260917-0922-baseline|c122-s3|moonshot-small|Cloudflare R2", "prompt": "c122-s3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare R2** shines for performance-critical, globally distributed applications"}, {"id": "mai-20260917-0922-baseline|c122-s3|moonshot-small|Wasabi", "prompt": "c122-s3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small teams, **Wasabi** or **Backblaze B2** offer the best value"}, {"id": "mai-20260917-0922-baseline|c122-s3|moonshot-small|DigitalOcean Spaces", "prompt": "c122-s3", "model": "moonshot-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for DO ecosystem users, but can get expensive with overages."}, {"id": "mai-20260917-0922-baseline|c122-s3|openai-small|Amazon S3", "prompt": "c122-s3", "model": "openai-small", "cat": "object-storage", "variant": "comparative", "raw": "Amazon S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best all-around enterprise choice: AWS S3"}, {"id": "mai-20260917-0922-baseline|c122-s3|openai-small|Google Cloud Storage", "prompt": "c122-s3", "model": "openai-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already use Google Cloud: Google Cloud Storage"}, {"id": "mai-20260917-0922-baseline|c122-s3|openai-small|Azure Blob Storage", "prompt": "c122-s3", "model": "openai-small", "cat": "object-storage", "variant": "comparative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your stack is Microsoft/Azure: Azure Blob Storage"}, {"id": "mai-20260917-0922-baseline|c122-s3|openai-small|Cloudflare R2", "prompt": "c122-s3", "model": "openai-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want to avoid egress costs: Cloudflare R2"}, {"id": "mai-20260917-0922-baseline|c122-s3|openai-small|Backblaze B2", "prompt": "c122-s3", "model": "openai-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Backblaze B2 is often the \"small team favorite\" when cost and simplicity matter."}, {"id": "mai-20260917-0922-baseline|c122-s3|xai-small|AWS S3", "prompt": "c122-s3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "AWS S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "High egress/API costs add up; complex tiers. **Best for AWS users or advanced needs.**"}, {"id": "mai-20260917-0922-baseline|c122-s3|xai-small|Backblaze B2", "prompt": "c122-s3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Backblaze B2** or **Cloudflare R2**—cheap, no-egress traps, permanent free tiers"}, {"id": "mai-20260917-0922-baseline|c122-s3|xai-small|Cloudflare R2", "prompt": "c122-s3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **Backblaze B2** or **Cloudflare R2**—cheap, no-egress traps, permanent free tiers"}, {"id": "mai-20260917-0922-baseline|c122-s3|xai-small|Wasabi", "prompt": "c122-s3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "backups? B2/Wasabi... 90-day min retention per object (early delete penalty); no free tier"}, {"id": "mai-20260917-0922-baseline|c122-s3|xai-small|DigitalOcean Spaces", "prompt": "c122-s3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for small dev teams/static sites on a budget.**"}, {"id": "mai-20260917-0922-baseline|c122-s3|xai-small|Hetzner", "prompt": "c122-s3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Hetzner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Other Contenders**: Hetzner (~$0.008/GB, low egress, EU-focused)"}, {"id": "mai-20260917-0922-baseline|c122-s3|xai-small|IDrive e2", "prompt": "c122-s3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "IDrive e2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IDrive e2/Storj (~$0.004/GB ultra-cheap but decentralized, variable perf)"}, {"id": "mai-20260917-0922-baseline|c122-s3|xai-small|Storj", "prompt": "c122-s3", "model": "xai-small", "cat": "object-storage", "variant": "comparative", "raw": "Storj", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "IDrive e2/Storj (~$0.004/GB ultra-cheap but decentralized, variable perf)"}, {"id": "mai-20260917-0922-baseline|c122-s3|zai-small|IDrive e2", "prompt": "c122-s3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "IDrive e2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Extremely low storage cost – ~$0.004/GB (IDrive e2, Storj)"}, {"id": "mai-20260917-0922-baseline|c122-s3|zai-small|Storj", "prompt": "c122-s3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Storj", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Decentralized or ultra‑cheap S3‑compatible alternatives."}, {"id": "mai-20260917-0922-baseline|c122-s3|zai-small|Cloudflare R2", "prompt": "c122-s3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small teams, **Cloudflare R2** and **Backblaze B2** are the sweet spots"}, {"id": "mai-20260917-0922-baseline|c122-s3|zai-small|Tigris", "prompt": "c122-s3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Tigris", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zero egress + versioning/object lock | **Tigris / Impossible Cloud**"}, {"id": "mai-20260917-0922-baseline|c122-s3|zai-small|Impossible Cloud", "prompt": "c122-s3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Impossible Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zero egress + versioning/object lock | **Tigris / Impossible Cloud**"}, {"id": "mai-20260917-0922-baseline|c122-s3|zai-small|Backblaze B2", "prompt": "c122-s3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "B2 for cost‑sensitive backup/archive"}, {"id": "mai-20260917-0922-baseline|c122-s3|zai-small|Wasabi", "prompt": "c122-s3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Predictable hot storage, no egress fees | **Wasabi** (flat $5.99–7.99/TB)"}, {"id": "mai-20260917-0922-baseline|c122-s3|zai-small|AWS S3", "prompt": "c122-s3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "AWS S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for teams already locked into AWS"}, {"id": "mai-20260917-0922-baseline|c122-s3|zai-small|Azure Blob", "prompt": "c122-s3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Azure Blob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Teams already invested in Azure and want a unified platform"}, {"id": "mai-20260917-0922-baseline|c122-s3|zai-small|DigitalOcean Spaces", "prompt": "c122-s3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Simplicity + good performance for small files | **DigitalOcean Spaces**"}, {"id": "mai-20260917-0922-baseline|c122-s3|zai-small|MinIO", "prompt": "c122-s3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**MinIO** is worth the DevOps effort"}, {"id": "mai-20260917-0922-baseline|c122-s3|zai-small|Google Cloud Storage", "prompt": "c122-s3", "model": "zai-small", "cat": "object-storage", "variant": "comparative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "| Google Cloud Storage | $0.020 | $0.12 | 100 GB/mo | Yes | Yes | Interop | GCP‑native teams |"}, {"id": "mai-20260917-0922-baseline|c122-s4|alibaba-small|AWS", "prompt": "c122-s4", "model": "alibaba-small", "cat": "object-storage", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You generally shouldn't use the major cloud providers (AWS, Azure, Google) for pure storage unless you have existing infrastructure there"}, {"id": "mai-20260917-0922-baseline|c122-s4|alibaba-small|Azure", "prompt": "c122-s4", "model": "alibaba-small", "cat": "object-storage", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You generally shouldn't use the major cloud providers (AWS, Azure, Google) for pure storage"}, {"id": "mai-20260917-0922-baseline|c122-s4|alibaba-small|Google", "prompt": "c122-s4", "model": "alibaba-small", "cat": "object-storage", "variant": "budget", "raw": "Google", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "You generally shouldn't use the major cloud providers (AWS, Azure, Google) for pure storage"}, {"id": "mai-20260917-0922-baseline|c122-s4|alibaba-small|Backblaze B2", "prompt": "c122-s4", "model": "alibaba-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The Cheapest Overall: Backblaze B2 ... is usually the most economical choice."}, {"id": "mai-20260917-0922-baseline|c122-s4|alibaba-small|Wasabi Hot Storage", "prompt": "c122-s4", "model": "alibaba-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi Hot Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Simplicity & Predictability: Wasabi Hot Storage"}, {"id": "mai-20260917-0922-baseline|c122-s4|alibaba-small|Cloudflare R2", "prompt": "c122-s4", "model": "alibaba-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Delivering Content (Images/Video): Cloudflare R2"}, {"id": "mai-20260917-0922-baseline|c122-s4|anthropic-small|Cloudflare R2", "prompt": "c122-s4", "model": "anthropic-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare R2** stands out as the most cost-effective option with no egress fees (a major cost driver) and a free tier"}, {"id": "mai-20260917-0922-baseline|c122-s4|anthropic-small|Backblaze B2", "prompt": "c122-s4", "model": "anthropic-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Backblaze B2** is another solid, proven alternative that's also budget-friendly"}, {"id": "mai-20260917-0922-baseline|c122-s4|anthropic-small|DigitalOcean Spaces", "prompt": "c122-s4", "model": "anthropic-small", "cat": "object-storage", "variant": "budget", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "is a simple cloud object storage option for smaller teams, applications, and static assets"}, {"id": "mai-20260917-0922-baseline|c122-s4|anthropic-small|Wasabi", "prompt": "c122-s4", "model": "anthropic-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "fully S3-compatible with pay-as-you-go pricing and minimum storage duration rules"}, {"id": "mai-20260917-0922-baseline|c122-s4|challenger-small|Backblaze B2", "prompt": "c122-s4", "model": "challenger-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Backblaze B2**"}, {"id": "mai-20260917-0922-baseline|c122-s4|challenger-small|Cloudflare R2", "prompt": "c122-s4", "model": "challenger-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare R2** can be the cheaper overall option because it removes egress charges"}, {"id": "mai-20260917-0922-baseline|c122-s4|challenger-small|DigitalOcean Spaces", "prompt": "c122-s4", "model": "challenger-small", "cat": "object-storage", "variant": "budget", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want *simple flat-rate pricing* and predictable bills, though it is not always the absolute cheapest"}, {"id": "mai-20260917-0922-baseline|c122-s4|challenger-small|Wasabi", "prompt": "c122-s4", "model": "challenger-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want *simple pricing with no egress fees* and a straightforward S3-compatible setup"}, {"id": "mai-20260917-0922-baseline|c122-s4|deepseek-small|Backblaze B2", "prompt": "c122-s4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value for a small company: Backblaze B2"}, {"id": "mai-20260917-0922-baseline|c122-s4|deepseek-small|Cloudflare R2", "prompt": "c122-s4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you expect lots of downloads/read-heavy workloads: Cloudflare R2"}, {"id": "mai-20260917-0922-baseline|c122-s4|deepseek-small|Wasabi", "prompt": "c122-s4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for simple flat pricing: Wasabi"}, {"id": "mai-20260917-0922-baseline|c122-s4|deepseek-small|Hetzner Object Storage", "prompt": "c122-s4", "model": "deepseek-small", "cat": "object-storage", "variant": "budget", "raw": "Hetzner Object Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cheapest raw storage: Hetzner"}, {"id": "mai-20260917-0922-baseline|c122-s4|google-small|AWS S3", "prompt": "c122-s4", "model": "google-small", "cat": "object-storage", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid the \"Big Three\" hyperscalers (AWS S3, Google Cloud, and Azure Blob Storage)"}, {"id": "mai-20260917-0922-baseline|c122-s4|google-small|Google Cloud", "prompt": "c122-s4", "model": "google-small", "cat": "object-storage", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid the \"Big Three\" hyperscalers (AWS S3, Google Cloud, and Azure Blob Storage)"}, {"id": "mai-20260917-0922-baseline|c122-s4|google-small|Azure Blob Storage", "prompt": "c122-s4", "model": "google-small", "cat": "object-storage", "variant": "budget", "raw": "Azure Blob Storage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid the \"Big Three\" hyperscalers (AWS S3, Google Cloud, and Azure Blob Storage)"}, {"id": "mai-20260917-0922-baseline|c122-s4|google-small|Backblaze B2", "prompt": "c122-s4", "model": "google-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Backblaze B2 is the industry gold standard for budget storage."}, {"id": "mai-20260917-0922-baseline|c122-s4|google-small|Cloudflare R2", "prompt": "c122-s4", "model": "google-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cloudflare R2 is the best solution for this scenario."}, {"id": "mai-20260917-0922-baseline|c122-s4|google-small|Wasabi Hot Cloud Storage", "prompt": "c122-s4", "model": "google-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi Hot Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Catch: Wasabi has a 90-day minimum retention policy."}, {"id": "mai-20260917-0922-baseline|c122-s4|google-small|IDrive e2", "prompt": "c122-s4", "model": "google-small", "cat": "object-storage", "variant": "budget", "raw": "IDrive e2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "IDrive e2 offers some of the cheapest raw storage on the market."}, {"id": "mai-20260917-0922-baseline|c122-s4|meta-small|Backblaze B2", "prompt": "c122-s4", "model": "meta-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Backblaze B2 + Cloudflare: This combination offers the cheapest overall cost"}, {"id": "mai-20260917-0922-baseline|c122-s4|meta-small|Cloudflare", "prompt": "c122-s4", "model": "meta-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Backblaze B2 + Cloudflare: This combination offers the cheapest overall cost"}, {"id": "mai-20260917-0922-baseline|c122-s4|meta-small|Wasabi", "prompt": "c122-s4", "model": "meta-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wasabi: This service offers a simple setup and a price of $6.99/month for 1TB"}, {"id": "mai-20260917-0922-baseline|c122-s4|meta-small|Cloudflare R2", "prompt": "c122-s4", "model": "meta-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloudflare R2: This service offers zero egress worries"}, {"id": "mai-20260917-0922-baseline|c122-s4|meta-small|Hetzner Storage Box", "prompt": "c122-s4", "model": "meta-small", "cat": "object-storage", "variant": "budget", "raw": "Hetzner Storage Box", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ranked as the #1 cheapest object storage provider"}, {"id": "mai-20260917-0922-baseline|c122-s4|meta-small|Storj", "prompt": "c122-s4", "model": "meta-small", "cat": "object-storage", "variant": "budget", "raw": "Storj", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Storj: This service offers the cheapest raw storage"}, {"id": "mai-20260917-0922-baseline|c122-s4|meta-small|IDrive e2", "prompt": "c122-s4", "model": "meta-small", "cat": "object-storage", "variant": "budget", "raw": "IDrive e2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IDrive e2: This service also offers a competitive price for raw storage"}, {"id": "mai-20260917-0922-baseline|c122-s4|minimax-small|Cloudflare R2", "prompt": "c122-s4", "model": "minimax-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare R2** is typically the best choice"}, {"id": "mai-20260917-0922-baseline|c122-s4|minimax-small|AWS S3", "prompt": "c122-s4", "model": "minimax-small", "cat": "object-storage", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS S3**: If you need advanced features like lifecycle policies, cross-region replication"}, {"id": "mai-20260917-0922-baseline|c122-s4|minimax-small|Google Cloud Storage", "prompt": "c122-s4", "model": "minimax-small", "cat": "object-storage", "variant": "budget", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud Storage**: If you're already in the GCP ecosystem"}, {"id": "mai-20260917-0922-baseline|c122-s4|minimax-small|Azure Blob", "prompt": "c122-s4", "model": "minimax-small", "cat": "object-storage", "variant": "budget", "raw": "Azure Blob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure Blob**: If you're using Microsoft Azure"}, {"id": "mai-20260917-0922-baseline|c122-s4|mistral-small|Cloudflare R2", "prompt": "c122-s4", "model": "mistral-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers a $0/month entry price with a free tier, making it the cheapest option"}, {"id": "mai-20260917-0922-baseline|c122-s4|mistral-small|Backblaze B2", "prompt": "c122-s4", "model": "mistral-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cloudflare R2 or Backblaze B2 are excellent choices"}, {"id": "mai-20260917-0922-baseline|c122-s4|mistral-small|Storj", "prompt": "c122-s4", "model": "mistral-small", "cat": "object-storage", "variant": "budget", "raw": "Storj", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the absolute lowest storage cost and don’t mind a bit more complexity, Storj or IDrive e2 are worth considering."}, {"id": "mai-20260917-0922-baseline|c122-s4|mistral-small|IDrive e2", "prompt": "c122-s4", "model": "mistral-small", "cat": "object-storage", "variant": "budget", "raw": "IDrive e2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Storj or IDrive e2 are worth considering"}, {"id": "mai-20260917-0922-baseline|c122-s4|moonshot-small|Backblaze B2", "prompt": "c122-s4", "model": "moonshot-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies on a tight budget, **Backblaze B2** is the winner"}, {"id": "mai-20260917-0922-baseline|c122-s4|moonshot-small|Wasabi", "prompt": "c122-s4", "model": "moonshot-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have stable, long-term data over 1TB with frequent downloads, **Wasabi** becomes more cost-effective"}, {"id": "mai-20260917-0922-baseline|c122-s4|moonshot-small|Cloudflare R2", "prompt": "c122-s4", "model": "moonshot-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best with Cloudflare Integration ... $0.015/GB/month ($15/TB) - higher than others"}, {"id": "mai-20260917-0922-baseline|c122-s4|openai-small|Backblaze B2", "prompt": "c122-s4", "model": "openai-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best value usually comes from Backblaze B2 or Cloudflare R2"}, {"id": "mai-20260917-0922-baseline|c122-s4|openai-small|Cloudflare R2", "prompt": "c122-s4", "model": "openai-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best if you also care about low download/egress costs: Cloudflare R2"}, {"id": "mai-20260917-0922-baseline|c122-s4|openai-small|Amazon S3", "prompt": "c122-s4", "model": "openai-small", "cat": "object-storage", "variant": "budget", "raw": "Amazon S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Best for tight integration with AWS tools: Amazon S3, but it is often more expensive overall"}, {"id": "mai-20260917-0922-baseline|c122-s4|xai-small|Backblaze B2", "prompt": "c122-s4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Backblaze B2 stands out as the best overall object storage service due to its rock-bottom storage pricing"}, {"id": "mai-20260917-0922-baseline|c122-s4|xai-small|AWS S3", "prompt": "c122-s4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Egress kills budgets"}, {"id": "mai-20260917-0922-baseline|c122-s4|xai-small|Cloudflare R2", "prompt": "c122-s4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go **Cloudflare R2**—zero egress ever makes it unbeatable for unpredictable traffic."}, {"id": "mai-20260917-0922-baseline|c122-s4|xai-small|Wasabi", "prompt": "c122-s4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "90-day min retention, 1TB min"}, {"id": "mai-20260917-0922-baseline|c122-s4|xai-small|Hetzner", "prompt": "c122-s4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "Hetzner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Europe-focused, newer"}, {"id": "mai-20260917-0922-baseline|c122-s4|xai-small|IDrive e2", "prompt": "c122-s4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "IDrive e2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other budget options**: IDrive e2/Storj"}, {"id": "mai-20260917-0922-baseline|c122-s4|xai-small|Storj", "prompt": "c122-s4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "Storj", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(~$0.004/GB but decentralized, variable perf)"}, {"id": "mai-20260917-0922-baseline|c122-s4|xai-small|DigitalOcean Spaces", "prompt": "c122-s4", "model": "xai-small", "cat": "object-storage", "variant": "budget", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "DigitalOcean Spaces ($5/mo/250GB + egress)"}, {"id": "mai-20260917-0922-baseline|c122-s4|zai-small|Backblaze B2", "prompt": "c122-s4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Backblaze B2** is often the best starting point because it offers the lowest storage rate, generous free egress, no API fees, and a free tier."}, {"id": "mai-20260917-0922-baseline|c122-s4|zai-small|Wasabi", "prompt": "c122-s4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need zero egress and a flat, predictable bill:** Choose **Wasabi** (if you meet minimums)"}, {"id": "mai-20260917-0922-baseline|c122-s4|zai-small|Cloudflare R2", "prompt": "c122-s4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your workload involves serving data to the public, **Cloudflare R2** will likely save you the most on egress."}, {"id": "mai-20260917-0922-baseline|c122-s4|zai-small|DigitalOcean Spaces", "prompt": "c122-s4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you're already on DigitalOcean:** Choose **DigitalOcean Spaces** for S3-compatible storage with 1 TB free egress."}, {"id": "mai-20260917-0922-baseline|c122-s4|zai-small|MinIO", "prompt": "c122-s4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**self-hosted MinIO** on a VPS can dramatically reduce costs compared to managed cloud services."}, {"id": "mai-20260917-0922-baseline|c122-s4|zai-small|Ceph", "prompt": "c122-s4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "Ceph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Self-hosted MinIO** (or Ceph) on a VPS"}, {"id": "mai-20260917-0922-baseline|c122-s4|zai-small|Hetzner Storage Box", "prompt": "c122-s4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "Hetzner Storage Box", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If you're in the EU and want very low cost with free egress:** Choose **Hetzner Storage Box**."}, {"id": "mai-20260917-0922-baseline|c122-s4|zai-small|Bunny Storage", "prompt": "c122-s4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "Bunny Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Very cheap, but higher egress."}, {"id": "mai-20260917-0922-baseline|c122-s4|zai-small|Azure Blob Storage", "prompt": "c122-s4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "Azure Blob Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Not the cheapest for pure storage."}, {"id": "mai-20260917-0922-baseline|c122-s4|zai-small|GCP Cloud Storage", "prompt": "c122-s4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "GCP Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Similar to Azure."}, {"id": "mai-20260917-0922-baseline|c122-s4|zai-small|AWS S3 Standard", "prompt": "c122-s4", "model": "zai-small", "cat": "object-storage", "variant": "budget", "raw": "AWS S3 Standard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Most expensive; avoid for cost-sensitive workloads."}, {"id": "mai-20260917-0922-baseline|c122-s5|alibaba-small|AWS S3", "prompt": "c122-s5", "model": "alibaba-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For High Availability (Standard): Stick to AWS S3 or Google Cloud Storage. The learning curve is non-existent for new hires, and the ecosystem is huge."}, {"id": "mai-20260917-0922-baseline|c122-s5|alibaba-small|Google Cloud Storage", "prompt": "c122-s5", "model": "alibaba-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud Storage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Stick to AWS S3 or Google Cloud Storage. The learning curve is non-existent for new hires, and the ecosystem is huge."}, {"id": "mai-20260917-0922-baseline|c122-s5|alibaba-small|Wasabi", "prompt": "c122-s5", "model": "alibaba-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Cost Efficiency: Look at \"Hyperscaler-Alternative\" providers (like Wasabi, Backblaze B2, or MinIO)"}, {"id": "mai-20260917-0922-baseline|c122-s5|alibaba-small|Backblaze B2", "prompt": "c122-s5", "model": "alibaba-small", "cat": "object-storage", "variant": "scale", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "usually cheaper than AWS, but you must verify their support level and S3 compatibility match your needs"}, {"id": "mai-20260917-0922-baseline|c122-s5|alibaba-small|MinIO", "prompt": "c122-s5", "model": "alibaba-small", "cat": "object-storage", "variant": "scale", "raw": "MinIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "providers (like Wasabi, Backblaze B2, or MinIO). These are usually cheaper than AWS"}, {"id": "mai-20260917-0922-baseline|c122-s5|deepseek-small|Cloudflare R2", "prompt": "c122-s5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare R2** — zero egress if your data is served to users"}, {"id": "mai-20260917-0922-baseline|c122-s5|deepseek-small|Backblaze B2", "prompt": "c122-s5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Backblaze B2** or **Wasabi** — low, predictable cost; great for backups"}, {"id": "mai-20260917-0922-baseline|c122-s5|deepseek-small|Wasabi", "prompt": "c122-s5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Backblaze B2** or **Wasabi** — low, predictable cost; great for backups"}, {"id": "mai-20260917-0922-baseline|c122-s5|deepseek-small|AWS S3", "prompt": "c122-s5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "pick this if you're already in AWS and want ecosystem integration / advanced features, accepting higher cost"}, {"id": "mai-20260917-0922-baseline|c122-s5|deepseek-small|Azure Blob", "prompt": "c122-s5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "Azure Blob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Azure Blob's S3 layer, for example, is still in preview."}, {"id": "mai-20260917-0922-baseline|c122-s5|deepseek-small|Scality ARTESCA", "prompt": "c122-s5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "Scality ARTESCA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Self-hosted means you own the hardware, patching, and support relationship — usually a poor fit at 30 people."}, {"id": "mai-20260917-0922-baseline|c122-s5|deepseek-small|Google Cloud Storage", "prompt": "c122-s5", "model": "deepseek-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "mainly if you're already aligned with that cloud"}, {"id": "mai-20260917-0922-baseline|c122-s5|google-small|AWS", "prompt": "c122-s5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Major providers like AWS, Azure, and Google Cloud charge high egress fees."}, {"id": "mai-20260917-0922-baseline|c122-s5|google-small|Azure", "prompt": "c122-s5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Major providers like AWS, Azure, and Google Cloud charge high egress fees."}, {"id": "mai-20260917-0922-baseline|c122-s5|google-small|Google Cloud", "prompt": "c122-s5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Major providers like AWS, Azure, and Google Cloud charge high egress fees."}, {"id": "mai-20260917-0922-baseline|c122-s5|google-small|Backblaze B2", "prompt": "c122-s5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "*Shortlist:* **Backblaze B2** or **Wasabi**. Both offer exceptionally cheap storage ... with zero or near-zero egress fees."}, {"id": "mai-20260917-0922-baseline|c122-s5|google-small|Wasabi", "prompt": "c122-s5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "*Shortlist:* **Backblaze B2** or **Wasabi**. Both offer exceptionally cheap storage"}, {"id": "mai-20260917-0922-baseline|c122-s5|google-small|Cloudflare R2", "prompt": "c122-s5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cloudflare R2 has *zero* egress fees and integrates natively with their global CDN network."}, {"id": "mai-20260917-0922-baseline|c122-s5|google-small|DigitalOcean Spaces", "prompt": "c122-s5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "DigitalOcean is simple to set up for small application namespaces."}, {"id": "mai-20260917-0922-baseline|c122-s5|google-small|AWS S3", "prompt": "c122-s5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "*Shortlist:* **AWS S3**, **Google Cloud Storage**, or **Azure Blob**"}, {"id": "mai-20260917-0922-baseline|c122-s5|google-small|Google Cloud Storage", "prompt": "c122-s5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud Storage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "*Shortlist:* **AWS S3**, **Google Cloud Storage**, or **Azure Blob**"}, {"id": "mai-20260917-0922-baseline|c122-s5|google-small|Azure Blob", "prompt": "c122-s5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Azure Blob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "*Shortlist:* **AWS S3**, **Google Cloud Storage**, or **Azure Blob**"}, {"id": "mai-20260917-0922-baseline|c122-s5|google-small|Ceph", "prompt": "c122-s5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "Ceph", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "you do not have the operational bandwidth to manage self-hosted object storage solutions like Ceph or MinIO"}, {"id": "mai-20260917-0922-baseline|c122-s5|google-small|MinIO", "prompt": "c122-s5", "model": "google-small", "cat": "object-storage", "variant": "scale", "raw": "MinIO", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "you do not have the operational bandwidth to manage self-hosted object storage solutions like Ceph or MinIO"}, {"id": "mai-20260917-0922-baseline|c122-s5|minimax-small|AWS S3", "prompt": "c122-s5", "model": "minimax-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**AWS S3** (most mature)"}, {"id": "mai-20260917-0922-baseline|c122-s5|minimax-small|Google Cloud Storage", "prompt": "c122-s5", "model": "minimax-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Google Cloud Storage**"}, {"id": "mai-20260917-0922-baseline|c122-s5|minimax-small|Azure Blob Storage", "prompt": "c122-s5", "model": "minimax-small", "cat": "object-storage", "variant": "scale", "raw": "Azure Blob Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Azure Blob Storage**"}, {"id": "mai-20260917-0922-baseline|c122-s5|minimax-small|Backblaze B2", "prompt": "c122-s5", "model": "minimax-small", "cat": "object-storage", "variant": "scale", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Backblaze B2** (cost-effective)"}, {"id": "mai-20260917-0922-baseline|c122-s5|minimax-small|Cloudflare R2", "prompt": "c122-s5", "model": "minimax-small", "cat": "object-storage", "variant": "scale", "raw": "Cloudflare R2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cloudflare R2** (no egress fees)"}, {"id": "mai-20260917-0922-baseline|c122-s5|mistral-small|AWS S3", "prompt": "c122-s5", "model": "mistral-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| AWS S3           | Yes           | $0.023/GB          | Yes         | None            | Enterprise, hybrid      |"}, {"id": "mai-20260917-0922-baseline|c122-s5|mistral-small|Backblaze B2", "prompt": "c122-s5", "model": "mistral-small", "cat": "object-storage", "variant": "scale", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Backblaze B2     | Yes           | $0.005/GB          | No          | None            | Cost-conscious, devs    |"}, {"id": "mai-20260917-0922-baseline|c122-s5|mistral-small|Wasabi", "prompt": "c122-s5", "model": "mistral-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Wasabi           | Yes           | $0.0059/GB         | No          | None            | Budget, no egress fees  |"}, {"id": "mai-20260917-0922-baseline|c122-s5|mistral-small|Google Cloud GCS", "prompt": "c122-s5", "model": "mistral-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud GCS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Google Cloud GCS | No            | $0.02/GB           | Yes         | None            | GCP ecosystem           |"}, {"id": "mai-20260917-0922-baseline|c122-s5|mistral-small|Azure Blob", "prompt": "c122-s5", "model": "mistral-small", "cat": "object-storage", "variant": "scale", "raw": "Azure Blob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Azure Blob       | No            | $0.0184/GB         | Yes         | None            | Azure ecosystem         |"}, {"id": "mai-20260917-0922-baseline|c122-s5|mistral-small|Cloudflare R2", "prompt": "c122-s5", "model": "mistral-small", "cat": "object-storage", "variant": "scale", "raw": "Cloudflare R2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Cloudflare R2    | Yes           | $0.015/GB          | No          | None            | Developers, edge        |"}, {"id": "mai-20260917-0922-baseline|c122-s5|moonshot-small|AWS S3", "prompt": "c122-s5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AWS S3: $0.09/GB"}, {"id": "mai-20260917-0922-baseline|c122-s5|moonshot-small|Azure Blob", "prompt": "c122-s5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "Azure Blob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Azure Blob: $0.087/GB"}, {"id": "mai-20260917-0922-baseline|c122-s5|moonshot-small|Google Cloud", "prompt": "c122-s5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Google Cloud: $0.12/GB"}, {"id": "mai-20260917-0922-baseline|c122-s5|moonshot-small|Cloudflare R2", "prompt": "c122-s5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Services like Wasabi, Backblaze B2, or Cloudflare R2 often offer simpler pricing with no egress fees"}, {"id": "mai-20260917-0922-baseline|c122-s5|moonshot-small|Wasabi", "prompt": "c122-s5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Consider alternatives to the big three - Services like Wasabi, Backblaze B2, or Cloudflare R2 often offer simpler pricing with no egress fees"}, {"id": "mai-20260917-0922-baseline|c122-s5|moonshot-small|Backblaze B2", "prompt": "c122-s5", "model": "moonshot-small", "cat": "object-storage", "variant": "scale", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Services like Wasabi, Backblaze B2, or Cloudflare R2 often offer simpler pricing with no egress fees"}, {"id": "mai-20260917-0922-baseline|c122-s5|openai-small|AWS S3", "prompt": "c122-s5", "model": "openai-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a **comparison template** you can use with AWS S3, Azure Blob, GCS, Backblaze, Wasabi, etc."}, {"id": "mai-20260917-0922-baseline|c122-s5|openai-small|Azure Blob", "prompt": "c122-s5", "model": "openai-small", "cat": "object-storage", "variant": "scale", "raw": "Azure Blob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "you can use with AWS S3, Azure Blob, GCS, Backblaze, Wasabi, etc."}, {"id": "mai-20260917-0922-baseline|c122-s5|openai-small|GCS", "prompt": "c122-s5", "model": "openai-small", "cat": "object-storage", "variant": "scale", "raw": "GCS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "you can use with AWS S3, Azure Blob, GCS, Backblaze, Wasabi, etc."}, {"id": "mai-20260917-0922-baseline|c122-s5|openai-small|Backblaze", "prompt": "c122-s5", "model": "openai-small", "cat": "object-storage", "variant": "scale", "raw": "Backblaze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you can use with AWS S3, Azure Blob, GCS, Backblaze, Wasabi, etc."}, {"id": "mai-20260917-0922-baseline|c122-s5|openai-small|Wasabi", "prompt": "c122-s5", "model": "openai-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you can use with AWS S3, Azure Blob, GCS, Backblaze, Wasabi, etc."}, {"id": "mai-20260917-0922-baseline|c122-s5|xai-small|AWS S3", "prompt": "c122-s5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AWS S3 | 0.023 | 0.09 | Advanced features"}, {"id": "mai-20260917-0922-baseline|c122-s5|xai-small|Backblaze B2", "prompt": "c122-s5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist 3–5 (e.g., B2, R2, Wasabi) and run a 30-day PoC."}, {"id": "mai-20260917-0922-baseline|c122-s5|xai-small|Wasabi", "prompt": "c122-s5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist 3–5 (e.g., B2, R2, Wasabi) and run a 30-day PoC."}, {"id": "mai-20260917-0922-baseline|c122-s5|xai-small|Cloudflare R2", "prompt": "c122-s5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shortlist 3–5 (e.g., B2, R2, Wasabi) and run a 30-day PoC."}, {"id": "mai-20260917-0922-baseline|c122-s5|xai-small|DigitalOcean Spaces", "prompt": "c122-s5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "DigitalOcean Spaces | ~0.02 | Low | Dev teams"}, {"id": "mai-20260917-0922-baseline|c122-s5|xai-small|IDrive e2", "prompt": "c122-s5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "IDrive e2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., IDrive e2 or Storj at ~$0.004"}, {"id": "mai-20260917-0922-baseline|c122-s5|xai-small|Storj", "prompt": "c122-s5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "Storj", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., IDrive e2 or Storj at ~$0.004"}, {"id": "mai-20260917-0922-baseline|c122-s5|xai-small|MinIO", "prompt": "c122-s5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "MinIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "On-prem/hybrid options: MinIO/Scality if avoiding full cloud."}, {"id": "mai-20260917-0922-baseline|c122-s5|xai-small|Scality", "prompt": "c122-s5", "model": "xai-small", "cat": "object-storage", "variant": "scale", "raw": "Scality", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "On-prem/hybrid options: MinIO/Scality if avoiding full cloud."}, {"id": "mai-20260917-0922-baseline|c122-s5|zai-small|AWS S3 Standard", "prompt": "c122-s5", "model": "zai-small", "cat": "object-storage", "variant": "scale", "raw": "AWS S3 Standard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| AWS S3 Standard | $0.023 | $0.09 | 100 GB/mo | 6 |"}, {"id": "mai-20260917-0922-baseline|c122-s5|zai-small|Google Cloud Storage Standard", "prompt": "c122-s5", "model": "zai-small", "cat": "object-storage", "variant": "scale", "raw": "Google Cloud Storage Standard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Google Cloud Storage Standard | $0.020 | $0.12 | 100 GB/mo | 4 |"}, {"id": "mai-20260917-0922-baseline|c122-s5|zai-small|Azure Blob Storage (Hot)", "prompt": "c122-s5", "model": "zai-small", "cat": "object-storage", "variant": "scale", "raw": "Azure Blob Storage (Hot)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Azure Blob Storage (Hot) | $0.018 | $0.087 | 100 GB/mo | 4 |"}, {"id": "mai-20260917-0922-baseline|c122-s5|zai-small|Cloudflare R2", "prompt": "c122-s5", "model": "zai-small", "cat": "object-storage", "variant": "scale", "raw": "Cloudflare R2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Cloudflare R2 | $0.015 | $0 | Unlimited | 2 |"}, {"id": "mai-20260917-0922-baseline|c122-s5|zai-small|Backblaze B2", "prompt": "c122-s5", "model": "zai-small", "cat": "object-storage", "variant": "scale", "raw": "Backblaze B2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Backblaze B2 | $0.006 | $0.01* | 10 GB | 1 |"}, {"id": "mai-20260917-0922-baseline|c122-s5|zai-small|Scaleway Object Storage", "prompt": "c122-s5", "model": "zai-small", "cat": "object-storage", "variant": "scale", "raw": "Scaleway Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Scaleway Object Storage (Standard Multi-AZ): 99.9% availability"}, {"id": "mai-20260917-0922-baseline|c122-s5|zai-small|Exoscale Simple Object Storage", "prompt": "c122-s5", "model": "zai-small", "cat": "object-storage", "variant": "scale", "raw": "Exoscale Simple Object Storage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Exoscale Simple Object Storage: ≥99.95% availability target"}, {"id": "mai-20260917-0922-baseline|c122-s6|alibaba-small|AWS S3", "prompt": "c122-s6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be Cautious of \"The Big Three\" (AWS S3, Google Cloud, Microsoft Azure)"}, {"id": "mai-20260917-0922-baseline|c122-s6|alibaba-small|Google Cloud", "prompt": "c122-s6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be Cautious of \"The Big Three\" (AWS S3, Google Cloud, Microsoft Azure)"}, {"id": "mai-20260917-0922-baseline|c122-s6|alibaba-small|Microsoft Azure", "prompt": "c122-s6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Microsoft Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Cautious of \"The Big Three\" (AWS S3, Google Cloud, Microsoft Azure)"}, {"id": "mai-20260917-0922-baseline|c122-s6|alibaba-small|Wasabi", "prompt": "c122-s6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at S3-Compatible alternatives like **Wasabi** or **Cloudflare R2**"}, {"id": "mai-20260917-0922-baseline|c122-s6|alibaba-small|Cloudflare R2", "prompt": "c122-s6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Look for services like Cloudflare R2 that have zero egress fees"}, {"id": "mai-20260917-0922-baseline|c122-s6|alibaba-small|Dropbox Basic", "prompt": "c122-s6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Dropbox Basic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Consumer-Grade Sync Tools (e.g., Dropbox Basic, OneDrive Personal)"}, {"id": "mai-20260917-0922-baseline|c122-s6|alibaba-small|OneDrive Personal", "prompt": "c122-s6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "OneDrive Personal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Consumer-Grade Sync Tools (e.g., Dropbox Basic, OneDrive Personal)"}, {"id": "mai-20260917-0922-baseline|c122-s6|alibaba-small|IBM Cloud", "prompt": "c122-s6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "IBM Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Caution with Legacy Enterprise Providers (IBM Cloud, Oracle OCI)"}, {"id": "mai-20260917-0922-baseline|c122-s6|alibaba-small|Oracle OCI", "prompt": "c122-s6", "model": "alibaba-small", "cat": "object-storage", "variant": "negative", "raw": "Oracle OCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Caution with Legacy Enterprise Providers (IBM Cloud, Oracle OCI)"}, {"id": "mai-20260917-0922-baseline|c122-s6|anthropic-small|Amazon S3", "prompt": "c122-s6", "model": "anthropic-small", "cat": "object-storage", "variant": "negative", "raw": "Amazon S3", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "here are the object storage services that small businesses should approach cautiously:\n\n## Amazon S3 - Complexity and Cost Management Challenges"}, {"id": "mai-20260917-0922-baseline|c122-s6|anthropic-small|Azure", "prompt": "c122-s6", "model": "anthropic-small", "cat": "object-storage", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "For Azure and Google Cloud, be cautious about: Azure's 128 KiB minimum in cool tiers"}, {"id": "mai-20260917-0922-baseline|c122-s6|anthropic-small|Google Cloud", "prompt": "c122-s6", "model": "anthropic-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "GCP's 128 KB minimum in Nearline/Coldline/Archive that punish small-file workloads"}, {"id": "mai-20260917-0922-baseline|c122-s6|anthropic-small|Amazon Lightsail", "prompt": "c122-s6", "model": "anthropic-small", "cat": "object-storage", "variant": "negative", "raw": "Amazon Lightsail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Amazon Lightsail offers small businesses a simplified entry point to AWS infrastructure, bundling object storage with compute resources in predictable, fixed-price packages"}, {"id": "mai-20260917-0922-baseline|c122-s6|anthropic-small|Wasabi", "prompt": "c122-s6", "model": "anthropic-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wasabi markets its service around predictable costs and does not charge separate API request or egress fees."}, {"id": "mai-20260917-0922-baseline|c122-s6|anthropic-small|DigitalOcean Spaces", "prompt": "c122-s6", "model": "anthropic-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "DigitalOcean Spaces is a simple cloud object storage option for smaller teams"}, {"id": "mai-20260917-0922-baseline|c122-s6|deepseek-small|Amazon S3", "prompt": "c122-s6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Amazon S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Amazon S3's \"cheap\" archive tiers (Glacier, Glacier Deep Archive, Standard-IA) **Caution zones:** minimum retention periods, retirement fees, and hidden minimums"}, {"id": "mai-20260917-0922-baseline|c122-s6|deepseek-small|Wasabi", "prompt": "c122-s6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid flat-$/TB providers like Wasabi if you store under 1 TB or churn data frequently**"}, {"id": "mai-20260917-0922-baseline|c122-s6|deepseek-small|Backblaze B2", "prompt": "c122-s6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Backblaze B2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Backblaze B2 (some caveats) **Caution zones:** API/request charges and egress outside Cloudflare"}, {"id": "mai-20260917-0922-baseline|c122-s6|deepseek-small|Cloudflare R2", "prompt": "c122-s6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Cloudflare R2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "R2's **zero egress is genuinely excellent**, but it has **fewer features** ... and its API compatibility isn't 100% identical."}, {"id": "mai-20260917-0922-baseline|c122-s6|deepseek-small|Vultr", "prompt": "c122-s6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Vultr, DigitalOcean, and Linode **don't publish verifiable durability data**"}, {"id": "mai-20260917-0922-baseline|c122-s6|deepseek-small|DigitalOcean", "prompt": "c122-s6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Some budget providers enforce small **maximum object sizes** (DigitalOcean/Linode cap at 5 GB per object)"}, {"id": "mai-20260917-0922-baseline|c122-s6|deepseek-small|Linode", "prompt": "c122-s6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Vultr, DigitalOcean, and Linode **don't publish verifiable durability data**"}, {"id": "mai-20260917-0922-baseline|c122-s6|deepseek-small|OVHcloud", "prompt": "c122-s6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "OVHcloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**minimum retention periods on all tiers** (e.g., OVHcloud's 30-day minimum)"}, {"id": "mai-20260917-0922-baseline|c122-s6|deepseek-small|Azure Blob", "prompt": "c122-s6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Azure Blob's S3 compatibility, for example, is still in *preview*."}, {"id": "mai-20260917-0922-baseline|c122-s6|deepseek-small|Storj", "prompt": "c122-s6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "Storj", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Prefer zero-egress providers (Cloudflare R2, Storj, IDrive e2)** for bandwidth-heavy workloads"}, {"id": "mai-20260917-0922-baseline|c122-s6|deepseek-small|IDrive e2", "prompt": "c122-s6", "model": "deepseek-small", "cat": "object-storage", "variant": "negative", "raw": "IDrive e2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Prefer zero-egress providers (Cloudflare R2, Storj, IDrive e2)**"}, {"id": "mai-20260917-0922-baseline|c122-s6|google-small|AWS S3", "prompt": "c122-s6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Proceed with extreme caution.* ... Complex pricing structures, steep learning curves, and high security overhead."}, {"id": "mai-20260917-0922-baseline|c122-s6|google-small|Google Cloud Storage", "prompt": "c122-s6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they are rarely the best fit for a small business without a dedicated cloud architect"}, {"id": "mai-20260917-0922-baseline|c122-s6|google-small|Azure Blob", "prompt": "c122-s6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Microsoft Azure Blob are the industry gold standards, they are rarely the best fit for a small business"}, {"id": "mai-20260917-0922-baseline|c122-s6|google-small|MinIO", "prompt": "c122-s6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "MinIO", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid entirely (unless you have a highly skilled, dedicated in-house IT team)."}, {"id": "mai-20260917-0922-baseline|c122-s6|google-small|Ceph", "prompt": "c122-s6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Ceph", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid entirely (unless you have a highly skilled, dedicated in-house IT team)."}, {"id": "mai-20260917-0922-baseline|c122-s6|google-small|Wasabi", "prompt": "c122-s6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Wasabi, for instance, has a strict **90-day minimum storage retention policy**"}, {"id": "mai-20260917-0922-baseline|c122-s6|google-small|IDrive e2", "prompt": "c122-s6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "IDrive e2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Alternative cloud providers like Wasabi or IDrive e2 ... come with caveats that can penalize certain small business workflows"}, {"id": "mai-20260917-0922-baseline|c122-s6|google-small|Google Drive", "prompt": "c122-s6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid for application backends or automated IT infrastructure."}, {"id": "mai-20260917-0922-baseline|c122-s6|google-small|Dropbox", "prompt": "c122-s6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid for application backends or automated IT infrastructure."}, {"id": "mai-20260917-0922-baseline|c122-s6|google-small|OneDrive", "prompt": "c122-s6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "OneDrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Consumer Cloud Storage Used programmatically (e.g., Google Drive, Dropbox, OneDrive) ... Avoid"}, {"id": "mai-20260917-0922-baseline|c122-s6|google-small|Backblaze B2", "prompt": "c122-s6", "model": "google-small", "cat": "object-storage", "variant": "negative", "raw": "Backblaze B2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Services like **Backblaze B2** offer very low costs ... with **no minimum retention periods**"}, {"id": "mai-20260917-0922-baseline|c122-s6|meta-small|DigitalOcean Spaces", "prompt": "c122-s6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some services to be cautious about include:\n- DigitalOcean Spaces, Vultr, and Linode, which have a maximum object size of 5 GB"}, {"id": "mai-20260917-0922-baseline|c122-s6|meta-small|Vultr", "prompt": "c122-s6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "DigitalOcean Spaces, Vultr, and Linode, which have a maximum object size of 5 GB, making them unsuitable for storing large objects"}, {"id": "mai-20260917-0922-baseline|c122-s6|meta-small|Linode", "prompt": "c122-s6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "DigitalOcean Spaces, Vultr, and Linode, which have a maximum object size of 5 GB, making them unsuitable for storing large objects"}, {"id": "mai-20260917-0922-baseline|c122-s6|meta-small|Google Cloud Storage", "prompt": "c122-s6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Google Cloud Storage, which has high egress fees compared to other major providers like AWS and Azure"}, {"id": "mai-20260917-0922-baseline|c122-s6|meta-small|AWS", "prompt": "c122-s6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "high egress fees compared to other major providers like AWS and Azure"}, {"id": "mai-20260917-0922-baseline|c122-s6|meta-small|Azure", "prompt": "c122-s6", "model": "meta-small", "cat": "object-storage", "variant": "negative", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "high egress fees compared to other major providers like AWS and Azure"}, {"id": "mai-20260917-0922-baseline|c122-s6|minimax-small|DigitalOcean Spaces", "prompt": "c122-s6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "These providers impose a **5 GB max object size limit** ... This makes them unsuitable for"}, {"id": "mai-20260917-0922-baseline|c122-s6|minimax-small|Vultr", "prompt": "c122-s6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Vultr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "These providers impose a **5 GB max object size limit** ... This makes them unsuitable for"}, {"id": "mai-20260917-0922-baseline|c122-s6|minimax-small|Linode", "prompt": "c122-s6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Linode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These providers impose a **5 GB max object size limit** ... This makes them unsuitable for"}, {"id": "mai-20260917-0922-baseline|c122-s6|minimax-small|Azure Blob Storage", "prompt": "c122-s6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its S3 compatibility is still in **preview mode**, which can cause integration challenges"}, {"id": "mai-20260917-0922-baseline|c122-s6|minimax-small|Google Cloud Storage", "prompt": "c122-s6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "GCS charges the highest egress fees ($0.12/GB ... This can significantly impact costs for read-heavy workloads."}, {"id": "mai-20260917-0922-baseline|c122-s6|minimax-small|Backblaze B2", "prompt": "c122-s6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Backblaze B2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "offer attractive per-TB pricing, but be cautious about"}, {"id": "mai-20260917-0922-baseline|c122-s6|minimax-small|Wasabi", "prompt": "c122-s6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "offer attractive per-TB pricing, but be cautious about"}, {"id": "mai-20260917-0922-baseline|c122-s6|minimax-small|Storj", "prompt": "c122-s6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Storj", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Services like Backblaze B2, Wasabi, and Storj offer attractive per-TB pricing, but be cautious about"}, {"id": "mai-20260917-0922-baseline|c122-s6|minimax-small|Cloudflare R2", "prompt": "c122-s6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Services like **Cloudflare R2** (no egress fees) ... are often cited as cost-effective alternatives"}, {"id": "mai-20260917-0922-baseline|c122-s6|minimax-small|AWS", "prompt": "c122-s6", "model": "minimax-small", "cat": "object-storage", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "approximately 33% more than AWS and 38% more than Azure"}, {"id": "mai-20260917-0922-baseline|c122-s6|mistral-small|DigitalOcean Spaces", "prompt": "c122-s6", "model": "mistral-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should avoid or be cautious about DigitalOcean Spaces, Linode Object Storage, Vultr Object Storage"}, {"id": "mai-20260917-0922-baseline|c122-s6|mistral-small|Linode Object Storage", "prompt": "c122-s6", "model": "mistral-small", "cat": "object-storage", "variant": "negative", "raw": "Linode Object Storage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "All have a **5 GB maximum object size**, which is far below the industry standard of 5 TB."}, {"id": "mai-20260917-0922-baseline|c122-s6|mistral-small|Vultr Object Storage", "prompt": "c122-s6", "model": "mistral-small", "cat": "object-storage", "variant": "negative", "raw": "Vultr Object Storage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "This makes them unsuitable for storing large files like videos, backups, or ML model checkpoints."}, {"id": "mai-20260917-0922-baseline|c122-s6|mistral-small|Wasabi", "prompt": "c122-s6", "model": "mistral-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Wasabi (due to retention policy)"}, {"id": "mai-20260917-0922-baseline|c122-s6|mistral-small|Google Cloud Storage (GCS)", "prompt": "c122-s6", "model": "mistral-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Google Cloud Storage (due to high egress fees)"}, {"id": "mai-20260917-0922-baseline|c122-s6|mistral-small|Azure Blob Storage", "prompt": "c122-s6", "model": "mistral-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Azure Blob Storage (due to limited S3 compatibility)"}, {"id": "mai-20260917-0922-baseline|c122-s6|moonshot-small|Wasabi", "prompt": "c122-s6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Services to Approach with Caution ... **1. Wasabi** ... 90-day minimum storage duration policy"}, {"id": "mai-20260917-0922-baseline|c122-s6|moonshot-small|Backblaze B2", "prompt": "c122-s6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "Backblaze B2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Known for low prices but has notable drawbacks: **Reliability issues**"}, {"id": "mai-20260917-0922-baseline|c122-s6|moonshot-small|AWS S3", "prompt": "c122-s6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The industry standard but often **overkill and overpriced** for small businesses"}, {"id": "mai-20260917-0922-baseline|c122-s6|moonshot-small|Cloudflare R2", "prompt": "c122-s6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "Cloudflare R2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Better Alternatives to Consider | **Cloudflare R2** | Zero egress fees, simple pricing, S3-compatible"}, {"id": "mai-20260917-0922-baseline|c122-s6|moonshot-small|Tigris", "prompt": "c122-s6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "Tigris", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zero egress + versioning + object lock, transparent pricing"}, {"id": "mai-20260917-0922-baseline|c122-s6|moonshot-small|Impossible Cloud", "prompt": "c122-s6", "model": "moonshot-small", "cat": "object-storage", "variant": "negative", "raw": "Impossible Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "European-based, GDPR-compliant, no hidden fees"}, {"id": "mai-20260917-0922-baseline|c122-s6|openai-small|AWS S3", "prompt": "c122-s6", "model": "openai-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Hyperscaler storage with heavy egress and ecosystem lock-in - Examples: **AWS S3**... small businesses should watch for: data transfer/egress costs"}, {"id": "mai-20260917-0922-baseline|c122-s6|openai-small|Google Cloud Storage", "prompt": "c122-s6", "model": "openai-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples: **AWS S3**, **Google Cloud Storage**, **Azure Blob Storage**... watch for: data transfer/egress costs"}, {"id": "mai-20260917-0922-baseline|c122-s6|openai-small|Azure Blob Storage", "prompt": "c122-s6", "model": "openai-small", "cat": "object-storage", "variant": "negative", "raw": "Azure Blob Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples: **AWS S3**, **Google Cloud Storage**, **Azure Blob Storage**... pricing complexity"}, {"id": "mai-20260917-0922-baseline|c122-s6|openai-small|Cloudflare R2", "prompt": "c122-s6", "model": "openai-small", "cat": "object-storage", "variant": "negative", "raw": "Cloudflare R2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cloudflare R2 promotes no egress fees, but its docs still note storage-class rules and possible charges from connected metered services."}, {"id": "mai-20260917-0922-baseline|c122-s6|openai-small|Wasabi", "prompt": "c122-s6", "model": "openai-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloudflare R2 and Wasabi both market themselves around reducing egress/lock-in concerns"}, {"id": "mai-20260917-0922-baseline|c122-s6|openai-small|Backblaze", "prompt": "c122-s6", "model": "openai-small", "cat": "object-storage", "variant": "negative", "raw": "Backblaze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "for specific vendors like AWS, Azure, Google, Wasabi, Backblaze, Cloudflare R2, and DigitalOcean"}, {"id": "mai-20260917-0922-baseline|c122-s6|openai-small|DigitalOcean", "prompt": "c122-s6", "model": "openai-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "for specific vendors like AWS, Azure, Google, Wasabi, Backblaze, Cloudflare R2, and DigitalOcean"}, {"id": "mai-20260917-0922-baseline|c122-s6|xai-small|AWS S3", "prompt": "c122-s6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "AWS S3", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Services with High Risk of Cost Surprises (Avoid if Budget is Tight): AWS S3: ... notorious for \"bill shock\" among SMBs"}, {"id": "mai-20260917-0922-baseline|c122-s6|xai-small|Google Cloud Storage (GCS)", "prompt": "c122-s6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Google Cloud Storage (GCS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Highest egress fees among big three ($0.12/GB, 33% more than AWS), making it expensive"}, {"id": "mai-20260917-0922-baseline|c122-s6|xai-small|Hetzner Object Storage", "prompt": "c122-s6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Hetzner Object Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Frequent user complaints on Reddit about data loss ... Not production-ready for many"}, {"id": "mai-20260917-0922-baseline|c122-s6|xai-small|Scaleway Object Storage", "prompt": "c122-s6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Scaleway Object Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Reports of actual data loss ... poor support, and sudden free tier removal leading to 10x bill hikes."}, {"id": "mai-20260917-0922-baseline|c122-s6|xai-small|Wasabi", "prompt": "c122-s6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Wasabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "90-day minimum retention policy charges full storage fees for deleted/overwritten files"}, {"id": "mai-20260917-0922-baseline|c122-s6|xai-small|DigitalOcean Spaces", "prompt": "c122-s6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "DigitalOcean Spaces", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "strict 5GB max object size (vs. 5TB elsewhere) rules them out for videos, backups"}, {"id": "mai-20260917-0922-baseline|c122-s6|xai-small|Vultr Object Storage", "prompt": "c122-s6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Vultr Object Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "strict 5GB max object size (vs. 5TB elsewhere) rules them out"}, {"id": "mai-20260917-0922-baseline|c122-s6|xai-small|Linode Object Storage", "prompt": "c122-s6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Linode Object Storage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "strict 5GB max object size (vs. 5TB elsewhere) rules them out for videos, backups, ML models"}, {"id": "mai-20260917-0922-baseline|c122-s6|xai-small|Storj DCS", "prompt": "c122-s6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Storj DCS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "legacy per-segment fees penalize small files ... not ideal for latency-sensitive SMB apps"}, {"id": "mai-20260917-0922-baseline|c122-s6|xai-small|Cloudflare R2", "prompt": "c122-s6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Cloudflare R2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Safer Alternatives: Backblaze B2 (cheap, reliable), Cloudflare R2 (free egress)"}, {"id": "mai-20260917-0922-baseline|c122-s6|xai-small|Backblaze B2", "prompt": "c122-s6", "model": "xai-small", "cat": "object-storage", "variant": "negative", "raw": "Backblaze B2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Safer Alternatives: Backblaze B2 (cheap, reliable)"}, {"id": "mai-20260917-0922-baseline|c123-l1|alibaba-small|CrowdStrike Falcon", "prompt": "c123-l1", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike is widely considered the gold standard for modern enterprise endpoint protection due to its cloud-native architecture."}, {"id": "mai-20260917-0922-baseline|c123-l1|alibaba-small|Microsoft Defender XDR", "prompt": "c123-l1", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your enterprise runs on Microsoft infrastructure ... Microsoft Defender is often the most logical choice."}, {"id": "mai-20260917-0922-baseline|c123-l1|alibaba-small|Sophos Intercept X", "prompt": "c123-l1", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sophos is a perennial leader known for balancing ease of management with deep technical capability."}, {"id": "mai-20260917-0922-baseline|c123-l1|alibaba-small|SentinelOne", "prompt": "c123-l1", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose SentinelOne if you have a \"Headless\" operations model and need highly autonomous remediation capabilities."}, {"id": "mai-20260917-0922-baseline|c123-l1|anthropic-small|CrowdStrike Falcon", "prompt": "c123-l1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike Falcon and SentinelOne Singularity remain the two strongest all-around endpoint security platforms"}, {"id": "mai-20260917-0922-baseline|c123-l1|anthropic-small|SentinelOne Singularity", "prompt": "c123-l1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "CrowdStrike Falcon and SentinelOne Singularity remain the two strongest all-around endpoint security platforms"}, {"id": "mai-20260917-0922-baseline|c123-l1|anthropic-small|Microsoft Defender for Endpoint", "prompt": "c123-l1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft Defender for Endpoint is the clear winner for organizations already running Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c123-l1|anthropic-small|Cortex XDR by Palo Alto Networks", "prompt": "c123-l1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Cortex XDR by Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "I'd recommend evaluating CrowdStrike Falcon, SentinelOne, or Cortex XDR"}, {"id": "mai-20260917-0922-baseline|c123-l1|anthropic-small|ThreatLocker Zero Trust Platform", "prompt": "c123-l1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "ThreatLocker Zero Trust Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "as ranked by PeerSpot users in August 2026"}, {"id": "mai-20260917-0922-baseline|c123-l1|challenger-small|CrowdStrike Falcon", "prompt": "c123-l1", "model": "challenger-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall endpoint protection platform is **CrowdStrike Falcon**"}, {"id": "mai-20260917-0922-baseline|c123-l1|challenger-small|Microsoft Defender for Endpoint", "prompt": "c123-l1", "model": "challenger-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best fit for organizations already invested in the Microsoft ecosystem, especially Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c123-l1|challenger-small|SentinelOne Singularity Endpoint", "prompt": "c123-l1", "model": "challenger-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong option if you prioritize autonomous response and simpler operations for a smaller security team"}, {"id": "mai-20260917-0922-baseline|c123-l1|challenger-small|Palo Alto Networks Cortex XDR", "prompt": "c123-l1", "model": "challenger-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for organizations already using Palo Alto security products"}, {"id": "mai-20260917-0922-baseline|c123-l1|deepseek-small|CrowdStrike", "prompt": "c123-l1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want best-in-class protection and have a security team: **CrowdStrike Falcon** is the industry benchmark."}, {"id": "mai-20260917-0922-baseline|c123-l1|deepseek-small|Microsoft", "prompt": "c123-l1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're a Microsoft shop: Microsoft Defender for Endpoint — best ROI, often already owned."}, {"id": "mai-20260917-0922-baseline|c123-l1|deepseek-small|SentinelOne", "prompt": "c123-l1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SentinelOne Singularity — Best for autonomous response"}, {"id": "mai-20260917-0922-baseline|c123-l1|deepseek-small|Sophos", "prompt": "c123-l1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sophos Intercept X** — a consistent leader with excellent customer satisfaction and MDR options."}, {"id": "mai-20260917-0922-baseline|c123-l1|deepseek-small|Palo Alto Networks", "prompt": "c123-l1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Palo Alto Networks (Cortex) — Best for platform consolidation"}, {"id": "mai-20260917-0922-baseline|c123-l1|deepseek-small|Bitdefender GravityZone", "prompt": "c123-l1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "strong published pricing, great detection"}, {"id": "mai-20260917-0922-baseline|c123-l1|deepseek-small|ESET PROTECT", "prompt": "c123-l1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "ESET PROTECT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "consistently perfect scores in AV-TEST/AV-Comparatives"}, {"id": "mai-20260917-0922-baseline|c123-l1|deepseek-small|ThreatDown", "prompt": "c123-l1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "ThreatDown", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**ThreatDown** — good value."}, {"id": "mai-20260917-0922-baseline|c123-l1|google-small|Microsoft Defender for Endpoint (MDE)", "prompt": "c123-l1", "model": "google-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint (MDE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Enterprises already heavily consolidated within the Microsoft 365 ecosystem."}, {"id": "mai-20260917-0922-baseline|c123-l1|google-small|CrowdStrike Falcon", "prompt": "c123-l1", "model": "google-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "CrowdStrike is widely regarded as the gold standard for threat detection engineering and active human threat hunting"}, {"id": "mai-20260917-0922-baseline|c123-l1|google-small|SentinelOne Singularity", "prompt": "c123-l1", "model": "google-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Leaner IT/Security teams that require high levels of automation and rapid, autonomous incident response."}, {"id": "mai-20260917-0922-baseline|c123-l1|google-small|Palo Alto Networks (Cortex XDR)", "prompt": "c123-l1", "model": "google-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Palo Alto Networks (Cortex XDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cortex XDR is incredibly powerful at cross-domain correlation."}, {"id": "mai-20260917-0922-baseline|c123-l1|google-small|Trend Micro (Trend Vision One)", "prompt": "c123-l1", "model": "google-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Trend Micro (Trend Vision One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Hybrid-cloud environments and enterprises looking for broad, multi-layered security under a single console."}, {"id": "mai-20260917-0922-baseline|c123-l1|google-small|Trellix", "prompt": "c123-l1", "model": "google-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Trend Micro** or **Trellix**"}, {"id": "mai-20260917-0922-baseline|c123-l1|meta-small|Eset Protect Advanced", "prompt": "c123-l1", "model": "meta-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Eset Protect Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some top-rated endpoint protection platforms include:\n\n1. Eset Protect Advanced"}, {"id": "mai-20260917-0922-baseline|c123-l1|minimax-small|Microsoft Defender for Endpoint", "prompt": "c123-l1", "model": "minimax-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most B2B enterprises, **Microsoft Defender for Endpoint** offers the best value if you're already using Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c123-l1|minimax-small|CrowdStrike Falcon", "prompt": "c123-l1", "model": "minimax-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**CrowdStrike Falcon** is preferred for organizations prioritizing advanced threat detection regardless of infrastructure"}, {"id": "mai-20260917-0922-baseline|c123-l1|minimax-small|Sophos", "prompt": "c123-l1", "model": "minimax-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Companies wanting managed security services"}, {"id": "mai-20260917-0922-baseline|c123-l1|minimax-small|Trend Micro", "prompt": "c123-l1", "model": "minimax-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Trend Micro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Diversified enterprise environments"}, {"id": "mai-20260917-0922-baseline|c123-l1|mistral-small|CrowdStrike Falcon", "prompt": "c123-l1", "model": "mistral-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike Falcon** and **Microsoft Defender for Endpoint** are the top choices"}, {"id": "mai-20260917-0922-baseline|c123-l1|mistral-small|Bitdefender GravityZone", "prompt": "c123-l1", "model": "mistral-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for multi-layered threat protection and mid-market pricing"}, {"id": "mai-20260917-0922-baseline|c123-l1|mistral-small|Microsoft Defender for Endpoint", "prompt": "c123-l1", "model": "mistral-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "CrowdStrike Falcon** and **Microsoft Defender for Endpoint** are the top choices"}, {"id": "mai-20260917-0922-baseline|c123-l1|mistral-small|SentinelOne Singularity", "prompt": "c123-l1", "model": "mistral-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for AI-powered autonomous response"}, {"id": "mai-20260917-0922-baseline|c123-l1|mistral-small|ESET PROTECT", "prompt": "c123-l1", "model": "mistral-small", "cat": "endpoint-protection", "variant": "direct", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a strong choice for enterprises seeking reliability"}, {"id": "mai-20260917-0922-baseline|c123-l1|moonshot-small|Microsoft Defender for Endpoint", "prompt": "c123-l1", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Endpoint** or **Trend Micro Vision One** are solid starting points"}, {"id": "mai-20260917-0922-baseline|c123-l1|moonshot-small|Trend Micro Vision One™ – XDR", "prompt": "c123-l1", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Trend Micro Vision One™ – XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Defender for Endpoint** or **Trend Micro Vision One** are solid starting points"}, {"id": "mai-20260917-0922-baseline|c123-l1|moonshot-small|ThreatDown", "prompt": "c123-l1", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "direct", "raw": "ThreatDown", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Award winner in SoftwareReviews 2024 Data Quadrant"}, {"id": "mai-20260917-0922-baseline|c123-l1|moonshot-small|Sophos Intercept X Endpoint", "prompt": "c123-l1", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos Intercept X Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Award winner with advanced threat protection"}, {"id": "mai-20260917-0922-baseline|c123-l1|moonshot-small|Bitdefender GravityZone EDR", "prompt": "c123-l1", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone EDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Award winner with comprehensive endpoint detection and response"}, {"id": "mai-20260917-0922-baseline|c123-l1|openai-small|Microsoft Defender for Endpoint", "prompt": "c123-l1", "model": "openai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Endpoint** for most enterprise B2B companies."}, {"id": "mai-20260917-0922-baseline|c123-l1|openai-small|CrowdStrike", "prompt": "c123-l1", "model": "openai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider CrowdStrike, Palo Alto Networks, or SentinelOne if you want a best-of-breed security-first stack"}, {"id": "mai-20260917-0922-baseline|c123-l1|openai-small|Palo Alto Networks", "prompt": "c123-l1", "model": "openai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider CrowdStrike, Palo Alto Networks, or SentinelOne if you want a best-of-breed security-first stack"}, {"id": "mai-20260917-0922-baseline|c123-l1|openai-small|SentinelOne", "prompt": "c123-l1", "model": "openai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider CrowdStrike, Palo Alto Networks, or SentinelOne if you want a best-of-breed security-first stack"}, {"id": "mai-20260917-0922-baseline|c123-l1|openai-small|Sophos", "prompt": "c123-l1", "model": "openai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider Sophos, Bitdefender, Check Point, Fortinet, or TrendAI if cost, managed operations, or specific regional/sovereignty needs are higher priorities"}, {"id": "mai-20260917-0922-baseline|c123-l1|openai-small|Bitdefender", "prompt": "c123-l1", "model": "openai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider Sophos, Bitdefender, Check Point, Fortinet, or TrendAI if cost, managed operations... are higher priorities"}, {"id": "mai-20260917-0922-baseline|c123-l1|openai-small|Check Point", "prompt": "c123-l1", "model": "openai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Check Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider Sophos, Bitdefender, Check Point, Fortinet, or TrendAI if cost, managed operations... are higher priorities"}, {"id": "mai-20260917-0922-baseline|c123-l1|openai-small|TrendAI", "prompt": "c123-l1", "model": "openai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "TrendAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Consider Sophos, Bitdefender, Check Point, Fortinet, or TrendAI if cost, managed operations... are higher priorities"}, {"id": "mai-20260917-0922-baseline|c123-l1|openai-small|Fortinet", "prompt": "c123-l1", "model": "openai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Consider Sophos, Bitdefender, Check Point, Fortinet, or TrendAI"}, {"id": "mai-20260917-0922-baseline|c123-l1|xai-small|CrowdStrike Falcon", "prompt": "c123-l1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader in enterprise EDR... You need top detection breadth, threat hunting, and don't mind higher cost."}, {"id": "mai-20260917-0922-baseline|c123-l1|xai-small|Microsoft Defender for Endpoint", "prompt": "c123-l1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You're in Microsoft stack, prioritizing TCO and integration"}, {"id": "mai-20260917-0922-baseline|c123-l1|xai-small|SentinelOne Singularity", "prompt": "c123-l1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Autonomous AI response (low MTTR ~2 min)... MITRE 99.2%"}, {"id": "mai-20260917-0922-baseline|c123-l1|xai-small|Sophos Intercept X", "prompt": "c123-l1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "balanced for mid-to-large enterprises... You value bundled MDR and strong prevention"}, {"id": "mai-20260917-0922-baseline|c123-l1|xai-small|Palo Alto Cortex XDR", "prompt": "c123-l1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other strong options: Palo Alto Cortex XDR (network integration)"}, {"id": "mai-20260917-0922-baseline|c123-l1|xai-small|ESET PROTECT", "prompt": "c123-l1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "ESET PROTECT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ESET PROTECT (perfect AV-TEST scores, value)"}, {"id": "mai-20260917-0922-baseline|c123-l1|xai-small|Bitdefender", "prompt": "c123-l1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bitdefender (transparent pricing)"}, {"id": "mai-20260917-0922-baseline|c123-l1|zai-small|CrowdStrike Falcon", "prompt": "c123-l1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike Falcon is the current market leader and consistently delivers top scores in independent tests."}, {"id": "mai-20260917-0922-baseline|c123-l1|zai-small|Microsoft Defender for Endpoint", "prompt": "c123-l1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you already have Microsoft 365 E5, Microsoft Defender for Endpoint is the most cost-effective choice"}, {"id": "mai-20260917-0922-baseline|c123-l1|zai-small|SentinelOne Singularity", "prompt": "c123-l1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need autonomous rollback and offline detection, SentinelOne Singularity is a strong candidate."}, {"id": "mai-20260917-0922-baseline|c123-l1|zai-small|Bitdefender GravityZone", "prompt": "c123-l1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bitdefender GravityZone or Sophos Intercept X offer excellent value."}, {"id": "mai-20260917-0922-baseline|c123-l1|zai-small|Sophos Intercept X Endpoint", "prompt": "c123-l1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos Intercept X Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bitdefender GravityZone or Sophos Intercept X offer excellent value."}, {"id": "mai-20260917-0922-baseline|c123-l1|zai-small|Symantec Endpoint Security Complete (SESC)", "prompt": "c123-l1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Symantec Endpoint Security Complete (SESC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strict compliance (e.g., healthcare, finance) & auditability | Symantec Endpoint Security Complete"}, {"id": "mai-20260917-0922-baseline|c123-l1|zai-small|Palo Alto Cortex XDR", "prompt": "c123-l1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you already use Palo Alto networking, Cortex XDR provides seamless cross-domain visibility."}, {"id": "mai-20260917-0922-baseline|c123-l1|zai-small|Cynet", "prompt": "c123-l1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Lean internal security team, want bundled SOC | Cynet | All-in-one (EDR + SOC) at a predictable price."}, {"id": "mai-20260917-0922-baseline|c123-l1|zai-small|Acronis Cyber Protect", "prompt": "c123-l1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Honorable mentions: ... Acronis Cyber Protect (workload-focused)"}, {"id": "mai-20260917-0922-baseline|c123-l1|zai-small|ESET PROTECT", "prompt": "c123-l1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "ESET PROTECT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "ESET PROTECT (lightweight, per-device subscription)"}, {"id": "mai-20260917-0922-baseline|c123-l2|alibaba-small|CrowdStrike Falcon", "prompt": "c123-l2", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike is widely considered the market leader for large-scale enterprises."}, {"id": "mai-20260917-0922-baseline|c123-l2|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c123-l2", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company runs on Microsoft 365, Azure Active Directory, and Windows, this is often the most cost-effective and seamless choice."}, {"id": "mai-20260917-0922-baseline|c123-l2|alibaba-small|SentinelOne", "prompt": "c123-l2", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SentinelOne distinguishes itself through \"Set-it-and-forget-it\" automation driven by deep learning A.I."}, {"id": "mai-20260917-0922-baseline|c123-l2|alibaba-small|Palo Alto Cortex XDR", "prompt": "c123-l2", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your organization prioritizes network security ... this is a strong contender."}, {"id": "mai-20260917-0922-baseline|c123-l2|alibaba-small|Sophos Intercept X", "prompt": "c123-l2", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sophos is highly rated if you do not have a 24/7 internal security team to monitor alerts."}, {"id": "mai-20260917-0922-baseline|c123-l2|anthropic-small|Microsoft Defender for Endpoint", "prompt": "c123-l2", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Excellent integration if your company uses Microsoft 365... comprehensive endpoint detection and response (EDR)"}, {"id": "mai-20260917-0922-baseline|c123-l2|anthropic-small|CrowdStrike Falcon", "prompt": "c123-l2", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "A cloud-native EDR platform known for exceptional performance and minimal system impact. It's widely adopted by large enterprises"}, {"id": "mai-20260917-0922-baseline|c123-l2|anthropic-small|Palo Alto Networks Cortex XDR", "prompt": "c123-l2", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for larger organizations needing unified security operations."}, {"id": "mai-20260917-0922-baseline|c123-l2|anthropic-small|Kaspersky Endpoint Security for Business", "prompt": "c123-l2", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Kaspersky Endpoint Security for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers strong malware detection and a good balance of protection"}, {"id": "mai-20260917-0922-baseline|c123-l2|anthropic-small|Bitdefender GravityZone", "prompt": "c123-l2", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for high detection rates, lightweight performance, and good management capabilities for large deployments."}, {"id": "mai-20260917-0922-baseline|c123-l2|challenger-small|Microsoft Defender for Endpoint", "prompt": "c123-l2", "model": "challenger-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Microsoft Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c123-l2|challenger-small|CrowdStrike Falcon", "prompt": "c123-l2", "model": "challenger-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the most commonly recommended alternatives ... are **CrowdStrike Falcon** and **SentinelOne Singularity**"}, {"id": "mai-20260917-0922-baseline|c123-l2|challenger-small|SentinelOne Singularity", "prompt": "c123-l2", "model": "challenger-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong choice if you want autonomous response and a top-rated enterprise platform"}, {"id": "mai-20260917-0922-baseline|c123-l2|challenger-small|Bitdefender GravityZone", "prompt": "c123-l2", "model": "challenger-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a solid broader-market enterprise option with strong protection and centralized management"}, {"id": "mai-20260917-0922-baseline|c123-l2|deepseek-small|CrowdStrike Falcon", "prompt": "c123-l2", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **CrowdStrike Falcon** (best overall for large enterprises)"}, {"id": "mai-20260917-0922-baseline|c123-l2|deepseek-small|SentinelOne Singularity", "prompt": "c123-l2", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. SentinelOne Singularity** — Best autonomous response."}, {"id": "mai-20260917-0922-baseline|c123-l2|deepseek-small|Microsoft Defender for Endpoint", "prompt": "c123-l2", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Microsoft Defender for Endpoint** as the value-driven choice if you're already on Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c123-l2|deepseek-small|Palo Alto Cortex XDR", "prompt": "c123-l2", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A Leader for the third straight year; strong if you also standardize on Palo Alto's broader SASE/firewall stack."}, {"id": "mai-20260917-0922-baseline|c123-l2|google-small|Microsoft Defender for Endpoint (MDE)", "prompt": "c123-l2", "model": "google-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint (MDE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Endpoint is often the most logical and cost-effective choice"}, {"id": "mai-20260917-0922-baseline|c123-l2|google-small|CrowdStrike Falcon", "prompt": "c123-l2", "model": "google-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "CrowdStrike Falcon remains an undisputed industry leader in threat detection efficacy, scalability, and ease of deployment"}, {"id": "mai-20260917-0922-baseline|c123-l2|google-small|SentinelOne Singularity", "prompt": "c123-l2", "model": "google-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Reach out to the sales teams for **Microsoft** (if you have E5 licenses) and either **SentinelOne** or **CrowdStrike**"}, {"id": "mai-20260917-0922-baseline|c123-l2|google-small|Palo Alto Networks Cortex XDR", "prompt": "c123-l2", "model": "google-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It can be heavy, resource-intensive, and complex to deploy compared to lightweight options like CrowdStrike."}, {"id": "mai-20260917-0922-baseline|c123-l2|google-small|Bitdefender GravityZone", "prompt": "c123-l2", "model": "google-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider a vendor with strong local EU hosting capabilities, such as **Bitdefender GravityZone**"}, {"id": "mai-20260917-0922-baseline|c123-l2|meta-small|Microsoft Defender for Endpoint", "prompt": "c123-l2", "model": "meta-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Endpoint and Webroot Business Endpoint Protection are two strong contenders"}, {"id": "mai-20260917-0922-baseline|c123-l2|meta-small|Webroot Business Endpoint Protection", "prompt": "c123-l2", "model": "meta-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Webroot Business Endpoint Protection", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Webroot Business Endpoint Protection (top pick overall)"}, {"id": "mai-20260917-0922-baseline|c123-l2|minimax-small|CrowdStrike Falcon", "prompt": "c123-l2", "model": "minimax-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **CrowdStrike Falcon** or **Microsoft Defender for Endpoint** depending on your existing infrastructure"}, {"id": "mai-20260917-0922-baseline|c123-l2|minimax-small|Microsoft Defender for Endpoint", "prompt": "c123-l2", "model": "minimax-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have Microsoft 365 E5: Go with Defender for Endpoint - it's cost-effective and very capable"}, {"id": "mai-20260917-0922-baseline|c123-l2|minimax-small|SentinelOne Singularity Endpoint", "prompt": "c123-l2", "model": "minimax-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent autonomous response capabilities, self-healing agents"}, {"id": "mai-20260917-0922-baseline|c123-l2|minimax-small|Symantec (Broadcom)", "prompt": "c123-l2", "model": "minimax-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Symantec (Broadcom)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "established, comprehensive suite"}, {"id": "mai-20260917-0922-baseline|c123-l2|minimax-small|Trend Micro", "prompt": "c123-l2", "model": "minimax-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strong for hybrid environments"}, {"id": "mai-20260917-0922-baseline|c123-l2|minimax-small|Trellix (formerly McAfee Enterprise)", "prompt": "c123-l2", "model": "minimax-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Trellix (formerly McAfee Enterprise)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "good legacy option"}, {"id": "mai-20260917-0922-baseline|c123-l2|mistral-small|CrowdStrike Falcon", "prompt": "c123-l2", "model": "mistral-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly favored for its superior security effectiveness... It's a top choice when security is the absolute priority."}, {"id": "mai-20260917-0922-baseline|c123-l2|mistral-small|Microsoft Defender for Endpoint", "prompt": "c123-l2", "model": "mistral-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An excellent option, especially for organizations already using Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c123-l2|mistral-small|SentinelOne Singularity", "prompt": "c123-l2", "model": "mistral-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often recommended as the best overall solution, excelling in autonomous response"}, {"id": "mai-20260917-0922-baseline|c123-l2|moonshot-small|Microsoft Defender for Endpoint (Plan 2)", "prompt": "c123-l2", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint (Plan 2)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Microsoft Defender for Endpoint (Plan 2)**"}, {"id": "mai-20260917-0922-baseline|c123-l2|moonshot-small|CrowdStrike Falcon", "prompt": "c123-l2", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose CrowdStrike Falcon if: You need the absolute best threat detection and intelligence"}, {"id": "mai-20260917-0922-baseline|c123-l2|moonshot-small|SentinelOne Singularity", "prompt": "c123-l2", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose SentinelOne Singularity if: You prioritize autonomous AI-driven response"}, {"id": "mai-20260917-0922-baseline|c123-l2|openai-small|Microsoft Defender for Endpoint", "prompt": "c123-l2", "model": "openai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my **default recommendation would be Microsoft Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c123-l2|openai-small|CrowdStrike Falcon", "prompt": "c123-l2", "model": "openai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I\\u2019d lean **CrowdStrike** as the most broadly \\u201centerprise standard\\u201d alternative"}, {"id": "mai-20260917-0922-baseline|c123-l2|openai-small|SentinelOne Singularity", "prompt": "c123-l2", "model": "openai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose SentinelOne** if autonomy, rollback, and streamlined endpoint response are top priorities."}, {"id": "mai-20260917-0922-baseline|c123-l2|xai-small|CrowdStrike Falcon", "prompt": "c123-l2", "model": "xai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend CrowdStrike Falcon as the top business antivirus and endpoint security tool"}, {"id": "mai-20260917-0922-baseline|c123-l2|xai-small|Microsoft Defender for Endpoint", "prompt": "c123-l2", "model": "xai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Microsoft Defender for Endpoint as a strong alternative depending on your Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c123-l2|xai-small|SentinelOne Singularity", "prompt": "c123-l2", "model": "xai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Autonomous AI response & rollback ... less threat intel depth than CrowdStrike."}, {"id": "mai-20260917-0922-baseline|c123-l2|xai-small|Palo Alto Cortex XDR", "prompt": "c123-l2", "model": "xai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Great if you use Prisma; pricier for pure endpoint."}, {"id": "mai-20260917-0922-baseline|c123-l2|xai-small|Sophos Intercept X", "prompt": "c123-l2", "model": "xai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong value; less elite detection vs. top 3."}, {"id": "mai-20260917-0922-baseline|c123-l2|zai-small|CrowdStrike Falcon", "prompt": "c123-l2", "model": "zai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: CrowdStrike Falcon"}, {"id": "mai-20260917-0922-baseline|c123-l2|zai-small|Microsoft Defender for Endpoint", "prompt": "c123-l2", "model": "zai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: Microsoft Defender for Endpoint"}, {"id": "mai-20260917-0922-baseline|c123-l2|zai-small|SentinelOne", "prompt": "c123-l2", "model": "zai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: SentinelOne"}, {"id": "mai-20260917-0922-baseline|c123-l2|zai-small|Bitdefender GravityZone", "prompt": "c123-l2", "model": "zai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative: Bitdefender GravityZone"}, {"id": "mai-20260917-0922-baseline|c123-l3|alibaba-small|CrowdStrike Falcon", "prompt": "c123-l3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as having the deepest global threat intelligence network... Best For: Large enterprises with mature Security Operations Centers"}, {"id": "mai-20260917-0922-baseline|c123-l3|alibaba-small|SentinelOne Singularity", "prompt": "c123-l3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Lower Total Cost of Ownership (TCO) than CrowdStrike; faster Mean Time to Remediate (MTTR)"}, {"id": "mai-20260917-0922-baseline|c123-l3|alibaba-small|Microsoft Defender for Endpoint (MDE)", "prompt": "c123-l3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint (MDE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best For: Enterprises heavily invested in the Microsoft 365 ecosystem looking for maximum value."}, {"id": "mai-20260917-0922-baseline|c123-l3|alibaba-small|Bitdefender GravityZone", "prompt": "c123-l3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often ranked highly for \"Value.\" It offers strong detection and a user-friendly console"}, {"id": "mai-20260917-0922-baseline|c123-l3|alibaba-small|ESET PROTECT", "prompt": "c123-l3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for its incredibly lightweight agent (\"small footprint\")"}, {"id": "mai-20260917-0922-baseline|c123-l3|alibaba-small|Palo Alto Networks Cortex XDR", "prompt": "c123-l3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for organizations using Palo Alto firewalls/network gear."}, {"id": "mai-20260917-0922-baseline|c123-l3|anthropic-small|Huntress", "prompt": "c123-l3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Huntress, CrowdStrike, SentinelOne, and Cynet lead the pack in 2026"}, {"id": "mai-20260917-0922-baseline|c123-l3|anthropic-small|CrowdStrike", "prompt": "c123-l3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Huntress, CrowdStrike, SentinelOne, and Cynet lead the pack in 2026, each catering to different needs"}, {"id": "mai-20260917-0922-baseline|c123-l3|anthropic-small|SentinelOne", "prompt": "c123-l3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The Singularity™ Platform integrates next-generation endpoint protection with machine-speed threat detection"}, {"id": "mai-20260917-0922-baseline|c123-l3|anthropic-small|Cynet", "prompt": "c123-l3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Huntress, CrowdStrike, SentinelOne, and Cynet lead the pack in 2026"}, {"id": "mai-20260917-0922-baseline|c123-l3|anthropic-small|Sophos Intercept X", "prompt": "c123-l3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sophos Intercept X consistently delivers enterprise-grade protection in a form that mid-sized organizations and managed service providers can operate"}, {"id": "mai-20260917-0922-baseline|c123-l3|anthropic-small|Palo Alto Networks Cortex XDR", "prompt": "c123-l3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cortex XDR is the industry's first extended detection and response platform"}, {"id": "mai-20260917-0922-baseline|c123-l3|challenger-small|CrowdStrike Falcon", "prompt": "c123-l3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CrowdStrike** is usually the pick for organizations that want elite **EDR telemetry and hunting** with a cloud-native architecture."}, {"id": "mai-20260917-0922-baseline|c123-l3|challenger-small|Microsoft Defender for Endpoint", "prompt": "c123-l3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best **native integration** with Microsoft identity, OS, and cloud stack"}, {"id": "mai-20260917-0922-baseline|c123-l3|challenger-small|SentinelOne Singularity", "prompt": "c123-l3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when you want the most **hands-off autonomous response** and fast rollback"}, {"id": "mai-20260917-0922-baseline|c123-l3|challenger-small|Palo Alto Cortex XDR", "prompt": "c123-l3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "compelling when you want **cross-domain correlation** across endpoint and network activity"}, {"id": "mai-20260917-0922-baseline|c123-l3|challenger-small|Sophos Endpoint", "prompt": "c123-l3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for **ransomware-focused protection** and pairing endpoint security with managed services options."}, {"id": "mai-20260917-0922-baseline|c123-l3|challenger-small|Bitdefender GravityZone", "prompt": "c123-l3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Often chosen for **low overhead**, broad platform support, and solid MDR/managed options."}, {"id": "mai-20260917-0922-baseline|c123-l3|challenger-small|Trend Micro Apex One", "prompt": "c123-l3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Trend Micro Apex One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Emphasizes **virtual patching**, hybrid/cloud support, and compatibility with older or mixed estates."}, {"id": "mai-20260917-0922-baseline|c123-l3|deepseek-small|CrowdStrike Falcon", "prompt": "c123-l3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely regarded as having the best detection engineering and the world's largest threat intelligence footprint."}, {"id": "mai-20260917-0922-baseline|c123-l3|deepseek-small|SentinelOne Singularity", "prompt": "c123-l3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best-in-class autonomous response and **rollback**... Small team needing automation to compensate for headcount?** SentinelOne."}, {"id": "mai-20260917-0922-baseline|c123-l3|deepseek-small|Microsoft Defender for Endpoint", "prompt": "c123-l3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Already run Microsoft 365 E5?** Start with Defender for Endpoint (near-zero cost)."}, {"id": "mai-20260917-0922-baseline|c123-l3|deepseek-small|Palo Alto Cortex XDR", "prompt": "c123-l3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native data fusion across endpoints, network, and cloud; strong for organizations already in the Palo Alto stack."}, {"id": "mai-20260917-0922-baseline|c123-l3|deepseek-small|Trend Micro Vision One / Apex One", "prompt": "c123-l3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Trend Micro Vision One / Apex One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong hybrid-deployment flexibility (cloud or on-premise) and a solid option for mixed environments needing compliance."}, {"id": "mai-20260917-0922-baseline|c123-l3|deepseek-small|Sophos Intercept X", "prompt": "c123-l3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good mid-enterprise option with strong prevention and clean management"}, {"id": "mai-20260917-0922-baseline|c123-l3|deepseek-small|Bitdefender GravityZone", "prompt": "c123-l3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best detection-per-dollar; publishes pricing and balances strong anti-malware with solid EDR"}, {"id": "mai-20260917-0922-baseline|c123-l3|deepseek-small|ESET PROTECT", "prompt": "c123-l3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Lightweight, low false positives, and budget-friendly"}, {"id": "mai-20260917-0922-baseline|c123-l3|deepseek-small|Huntress Managed EDR", "prompt": "c123-l3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "More of a managed SOC service than a tool — popular with SMB/MSP markets"}, {"id": "mai-20260917-0922-baseline|c123-l3|google-small|CrowdStrike Falcon", "prompt": "c123-l3", "model": "google-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the industry benchmark, CrowdStrike is a cloud-native platform designed for rapid deployment and deep visibility."}, {"id": "mai-20260917-0922-baseline|c123-l3|google-small|Microsoft Defender for Endpoint (Defender XDR)", "prompt": "c123-l3", "model": "google-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint (Defender XDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Microsoft Defender if you are already using Microsoft 365 E5 or Business Premium."}, {"id": "mai-20260917-0922-baseline|c123-l3|google-small|SentinelOne Singularity Endpoint", "prompt": "c123-l3", "model": "google-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose SentinelOne if you want automated, hands-off remediation (such as 1-click rollback)"}, {"id": "mai-20260917-0922-baseline|c123-l3|google-small|Palo Alto Networks Cortex XDR", "prompt": "c123-l3", "model": "google-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Palo Alto Cortex if your cybersecurity posture is already anchored around Palo Alto Networks firewalls."}, {"id": "mai-20260917-0922-baseline|c123-l3|google-small|Broadcom Symantec CBX (incorporating Carbon Black)", "prompt": "c123-l3", "model": "google-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Broadcom Symantec CBX (incorporating Carbon Black)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Traditional enterprise environments and mid-market organizations looking for robust, converged security pipelines"}, {"id": "mai-20260917-0922-baseline|c123-l3|google-small|Sophos Endpoint", "prompt": "c123-l3", "model": "google-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Sophos if you are a mid-market enterprise looking for a powerful, easily managed security ecosystem"}, {"id": "mai-20260917-0922-baseline|c123-l3|meta-small|Microsoft Defender for Endpoint", "prompt": "c123-l3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Microsoft Defender for Endpoint is best for Microsoft-centric enterprises and offers native OS integration"}, {"id": "mai-20260917-0922-baseline|c123-l3|meta-small|CrowdStrike Falcon", "prompt": "c123-l3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "CrowdStrike Falcon is best for security-focused enterprises and offers AI-driven threat intelligence"}, {"id": "mai-20260917-0922-baseline|c123-l3|meta-small|SentinelOne Singularity", "prompt": "c123-l3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SentinelOne Singularity is best for large, mature companies with cloud-dominant workloads"}, {"id": "mai-20260917-0922-baseline|c123-l3|meta-small|Bitdefender GravityZone Business Security", "prompt": "c123-l3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone Business Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top enterprise-grade endpoint protection platforms include ... Bitdefender GravityZone Business Security"}, {"id": "mai-20260917-0922-baseline|c123-l3|meta-small|Sophos Intercept X", "prompt": "c123-l3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms include ... Sophos Intercept X"}, {"id": "mai-20260917-0922-baseline|c123-l3|meta-small|Trend Micro Apex One", "prompt": "c123-l3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Trend Micro Apex One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms include ... Trend Micro Apex One"}, {"id": "mai-20260917-0922-baseline|c123-l3|meta-small|ESET Protect Advanced", "prompt": "c123-l3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET Protect Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms include ... ESET Protect Advanced"}, {"id": "mai-20260917-0922-baseline|c123-l3|mistral-small|CrowdStrike Falcon", "prompt": "c123-l3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best-in-class detection (often rated #1)... CrowdStrike and SentinelOne are top for detection and response"}, {"id": "mai-20260917-0922-baseline|c123-l3|mistral-small|Microsoft Defender for Endpoint", "prompt": "c123-l3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Defender offers unbeatable value for Microsoft-centric environments"}, {"id": "mai-20260917-0922-baseline|c123-l3|mistral-small|Bitdefender GravityZone", "prompt": "c123-l3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitdefender and ESET are strong for transparent pricing and broad OS support"}, {"id": "mai-20260917-0922-baseline|c123-l3|mistral-small|SentinelOne Singularity", "prompt": "c123-l3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "CrowdStrike and SentinelOne are top for detection and response"}, {"id": "mai-20260917-0922-baseline|c123-l3|mistral-small|Sophos Intercept X Endpoint", "prompt": "c123-l3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Recognized for ease of implementation and strong enterprise features"}, {"id": "mai-20260917-0922-baseline|c123-l3|mistral-small|Broadcom (Symantec) Endpoint Security Complete (SESC)", "prompt": "c123-l3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Broadcom (Symantec) Endpoint Security Complete (SESC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Market leader with a large share and many innovative features"}, {"id": "mai-20260917-0922-baseline|c123-l3|mistral-small|ESET Endpoint Security", "prompt": "c123-l3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET Endpoint Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Bitdefender and ESET are strong for transparent pricing and broad OS support"}, {"id": "mai-20260917-0922-baseline|c123-l3|mistral-small|Palo Alto Networks Cortex XDR", "prompt": "c123-l3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Integrated XDR capabilities, strong for organizations already using Palo Alto's security stack"}, {"id": "mai-20260917-0922-baseline|c123-l3|moonshot-small|CrowdStrike Falcon", "prompt": "c123-l3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consistently rated as having the best detection capabilities... Market leader in detection engineering and threat hunting capabilities"}, {"id": "mai-20260917-0922-baseline|c123-l3|moonshot-small|SentinelOne Singularity", "prompt": "c123-l3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best autonomous response capabilities—can automatically remediate threats without human intervention"}, {"id": "mai-20260917-0922-baseline|c123-l3|moonshot-small|Microsoft Defender for Endpoint", "prompt": "c123-l3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value if you already have Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c123-l3|moonshot-small|Palo Alto Networks Cortex XDR", "prompt": "c123-l3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Note: Requires more complex implementation; steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c123-l3|moonshot-small|Bitdefender GravityZone", "prompt": "c123-l3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best detection \"per pound\" (price-to-performance ratio)"}, {"id": "mai-20260917-0922-baseline|c123-l3|moonshot-small|Sophos Intercept X", "prompt": "c123-l3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good option for mid-market without a dedicated SOC team"}, {"id": "mai-20260917-0922-baseline|c123-l3|moonshot-small|Trend Micro Apex One", "prompt": "c123-l3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Trend Micro Apex One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Handles legacy endpoints well, though resource consumption on older hardware requires tuning"}, {"id": "mai-20260917-0922-baseline|c123-l3|openai-small|Microsoft Defender for Endpoint", "prompt": "c123-l3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mostly Microsoft shop?** Defender for Endpoint."}, {"id": "mai-20260917-0922-baseline|c123-l3|openai-small|CrowdStrike Falcon", "prompt": "c123-l3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Want top-tier standalone EDR/XDR?** CrowdStrike or SentinelOne."}, {"id": "mai-20260917-0922-baseline|c123-l3|openai-small|Palo Alto Networks Cortex XDR", "prompt": "c123-l3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already standardized on Palo Alto?** Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c123-l3|openai-small|SentinelOne Singularity", "prompt": "c123-l3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Want top-tier standalone EDR/XDR?** CrowdStrike or SentinelOne."}, {"id": "mai-20260917-0922-baseline|c123-l3|openai-small|Trend Micro Vision One / Apex One", "prompt": "c123-l3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Trend Micro Vision One / Apex One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Need a mature, established enterprise endpoint vendor?** Trend Micro or Carbon Black."}, {"id": "mai-20260917-0922-baseline|c123-l3|openai-small|Sophos Intercept X", "prompt": "c123-l3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Want a simpler integrated suite?** Sophos."}, {"id": "mai-20260917-0922-baseline|c123-l3|openai-small|VMware Carbon Black / Broadcom Carbon Black", "prompt": "c123-l3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "VMware Carbon Black / Broadcom Carbon Black", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Carbon Black** and some more specialized tools can require a more mature security team to get the most value."}, {"id": "mai-20260917-0922-baseline|c123-l3|xai-small|CrowdStrike Falcon", "prompt": "c123-l3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked #1 for detection; cloud-native leader."}, {"id": "mai-20260917-0922-baseline|c123-l3|xai-small|Microsoft Defender for Endpoint", "prompt": "c123-l3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top value for Microsoft ecosystems; included in M365 E5."}, {"id": "mai-20260917-0922-baseline|c123-l3|xai-small|SentinelOne Singularity Endpoint", "prompt": "c123-l3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excels in autonomous response."}, {"id": "mai-20260917-0922-baseline|c123-l3|xai-small|Palo Alto Networks Cortex XDR", "prompt": "c123-l3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong XDR integration."}, {"id": "mai-20260917-0922-baseline|c123-l3|xai-small|Sophos Intercept X", "prompt": "c123-l3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Balanced for mid-to-large enterprises with MDR."}, {"id": "mai-20260917-0922-baseline|c123-l3|xai-small|Trend Micro Vision One", "prompt": "c123-l3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Long-time Gartner Leader with broad coverage."}, {"id": "mai-20260917-0922-baseline|c123-l3|xai-small|Broadcom Symantec Endpoint Security", "prompt": "c123-l3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Broadcom Symantec Endpoint Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Market share leader per KuppingerCole."}, {"id": "mai-20260917-0922-baseline|c123-l3|xai-small|Trellix", "prompt": "c123-l3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Trellix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "appear in top lists but are more mid-market focused"}, {"id": "mai-20260917-0922-baseline|c123-l3|xai-small|Bitdefender GravityZone", "prompt": "c123-l3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "appear in top lists but are more mid-market focused"}, {"id": "mai-20260917-0922-baseline|c123-l3|xai-small|ESET", "prompt": "c123-l3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "appear in top lists but are more mid-market focused"}, {"id": "mai-20260917-0922-baseline|c123-l3|zai-small|CrowdStrike Falcon", "prompt": "c123-l3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tier‑1 Leaders: CrowdStrike Falcon, SentinelOne Singularity, Microsoft Defender for Endpoint, Palo Alto Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c123-l3|zai-small|SentinelOne Singularity", "prompt": "c123-l3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Autonomous AI‑driven response and remediation (no analyst approval required)"}, {"id": "mai-20260917-0922-baseline|c123-l3|zai-small|Microsoft Defender for Endpoint", "prompt": "c123-l3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're heavily Microsoft‑centric, Microsoft Defender for Endpoint (via M365 E5) is a strong default."}, {"id": "mai-20260917-0922-baseline|c123-l3|zai-small|Palo Alto Networks Cortex XDR", "prompt": "c123-l3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi‑source XDR (endpoint, network, cloud, identity, email) with native integrations"}, {"id": "mai-20260917-0922-baseline|c123-l3|zai-small|Bitdefender GravityZone Business Security", "prompt": "c123-l3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone Business Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid‑market and SMBs; organizations seeking value‑oriented EPP/EDR without enterprise‑level pricing"}, {"id": "mai-20260917-0922-baseline|c123-l3|zai-small|Sophos Intercept X", "prompt": "c123-l3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "scores highest combined detect+prevent in independent tests (85% combined rate)"}, {"id": "mai-20260917-0922-baseline|c123-l3|zai-small|Trend Micro Apex One", "prompt": "c123-l3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Trend Micro Apex One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "offers deep‑learning detection and ransomware defense, particularly when combined with Trend Vision One XDR"}, {"id": "mai-20260917-0922-baseline|c123-l3|zai-small|ESET PROTECT Advanced", "prompt": "c123-l3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET PROTECT Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Lean IT teams; environments that prefer low‑operational‑overhead protection"}, {"id": "mai-20260917-0922-baseline|c123-l3|zai-small|ThreatLocker", "prompt": "c123-l3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ThreatLocker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ThreatLocker is the standout for default‑deny, allow‑listing, and ring‑fencing"}, {"id": "mai-20260917-0922-baseline|c123-l3|zai-small|VMware Carbon Black", "prompt": "c123-l3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "VMware Carbon Black", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "VMware Carbon Black (virtualization‑focused)"}, {"id": "mai-20260917-0922-baseline|c123-l3|zai-small|Fortinet FortiEDR", "prompt": "c123-l3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Fortinet FortiEDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Fortinet FortiEDR (NGFW‑integrated)"}, {"id": "mai-20260917-0922-baseline|c123-l3|zai-small|Group‑IB EDR", "prompt": "c123-l3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Group‑IB EDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Group‑IB (threat‑intel‑driven EDR)"}, {"id": "mai-20260917-0922-baseline|c123-l3|zai-small|IBM QRadar EDR & MaaS360", "prompt": "c123-l3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "IBM QRadar EDR & MaaS360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "IBM QRadar EDR & MaaS360 | Identity‑aware endpoint protection + MDM integration"}, {"id": "mai-20260917-0922-baseline|c123-l4|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c123-l4", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company already licenses **Microsoft 365 E5**, this is mathematically the most predictable option"}, {"id": "mai-20260917-0922-baseline|c123-l4|alibaba-small|Bitdefender GravityZone", "prompt": "c123-l4", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "named Bitdefender’s GravityZone as having the **lowest Total Cost of Ownership** among all tested enterprise EPP vendors"}, {"id": "mai-20260917-0922-baseline|c123-l4|alibaba-small|CrowdStrike Falcon", "prompt": "c123-l4", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "While its sticker price is higher, its pricing model is highly standardized and transparent."}, {"id": "mai-20260917-0922-baseline|c123-l4|anthropic-small|CrowdStrike Falcon with Flex Licensing", "prompt": "c123-l4", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike Falcon with Flex Licensing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Falcon Flex makes sense at 2,000+ endpoints where shifting spend between endpoint, identity, cloud, and SIEM year over year is worth more than fixed per-tier pricing"}, {"id": "mai-20260917-0922-baseline|c123-l4|anthropic-small|Microsoft Defender for Endpoint", "prompt": "c123-l4", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For organizations already on Microsoft 365, this integrated solution offers predictable licensing tied to existing enterprise agreements."}, {"id": "mai-20260917-0922-baseline|c123-l4|challenger-small|Microsoft Defender for Endpoint", "prompt": "c123-l4", "model": "challenger-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Microsoft Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c123-l4|challenger-small|Trend Micro Vision One", "prompt": "c123-l4", "model": "challenger-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best non-Microsoft value at scale:** **Trend Micro Vision One** or **Trellix XDR**"}, {"id": "mai-20260917-0922-baseline|c123-l4|challenger-small|Trellix XDR", "prompt": "c123-l4", "model": "challenger-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Trellix XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best non-Microsoft value at scale:** **Trend Micro Vision One** or **Trellix XDR**"}, {"id": "mai-20260917-0922-baseline|c123-l4|challenger-small|CrowdStrike", "prompt": "c123-l4", "model": "challenger-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Best premium enterprise platform, but usually not the cheapest:** **CrowdStrike Falcon**"}, {"id": "mai-20260917-0922-baseline|c123-l4|challenger-small|Palo Alto", "prompt": "c123-l4", "model": "challenger-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lower enterprise median prices per endpoint than CrowdStrike or Palo Alto"}, {"id": "mai-20260917-0922-baseline|c123-l4|challenger-small|SentinelOne", "prompt": "c123-l4", "model": "challenger-small", "cat": "endpoint-protection", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "lower median allocated cost than CrowdStrike, Palo Alto Cortex XDR Pro, SentinelOne, and Carbon Black"}, {"id": "mai-20260917-0922-baseline|c123-l4|challenger-small|Carbon Black", "prompt": "c123-l4", "model": "challenger-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Carbon Black", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "lower median allocated cost than CrowdStrike, Palo Alto Cortex XDR Pro, SentinelOne, and Carbon Black"}, {"id": "mai-20260917-0922-baseline|c123-l4|deepseek-small|Microsoft Defender for Endpoint P2", "prompt": "c123-l4", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Endpoint P2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Endpoint P2 (via Microsoft 365 E5)** is the strongest candidate"}, {"id": "mai-20260917-0922-baseline|c123-l4|deepseek-small|CrowdStrike Falcon", "prompt": "c123-l4", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For non-Microsoft or best-of-breed needs, **CrowdStrike Falcon** offers the most transparent published per-endpoint pricing."}, {"id": "mai-20260917-0922-baseline|c123-l4|deepseek-small|SentinelOne Singularity", "prompt": "c123-l4", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "budget", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it **does not publish list pricing** — everything is quoted — which makes cross-vendor and multi-year comparison harder... a slight negative"}, {"id": "mai-20260917-0922-baseline|c123-l4|google-small|Microsoft Defender for Endpoint", "prompt": "c123-l4", "model": "google-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the two best platforms for predictable enterprise pricing are **Microsoft Defender for Endpoint** and **SentinelOne Singularity**"}, {"id": "mai-20260917-0922-baseline|c123-l4|google-small|SentinelOne Singularity", "prompt": "c123-l4", "model": "google-small", "cat": "endpoint-protection", "variant": "budget", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the two best platforms for predictable enterprise pricing are **Microsoft Defender for Endpoint** and **SentinelOne Singularity**"}, {"id": "mai-20260917-0922-baseline|c123-l4|google-small|CrowdStrike Falcon", "prompt": "c123-l4", "model": "google-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its total cost is often less predictable... can result in unexpected \"module sprawl\" during renewals"}, {"id": "mai-20260917-0922-baseline|c123-l4|google-small|Palo Alto Networks (Cortex XDR)", "prompt": "c123-l4", "model": "google-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Palo Alto Networks (Cortex XDR)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Highly capable, but pricing can scale unpredictably because it frequently factors in the volume of data ingested"}, {"id": "mai-20260917-0922-baseline|c123-l4|meta-small|Microsoft Defender for Endpoint P2", "prompt": "c123-l4", "model": "meta-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Endpoint P2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is Microsoft Defender for Endpoint P2, which is included in Microsoft 365 E5 and has a marginal cost of zero"}, {"id": "mai-20260917-0922-baseline|c123-l4|meta-small|CrowdStrike Falcon Enterprise", "prompt": "c123-l4", "model": "meta-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike Falcon Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are CrowdStrike Falcon Enterprise"}, {"id": "mai-20260917-0922-baseline|c123-l4|meta-small|SentinelOne Singularity Complete", "prompt": "c123-l4", "model": "meta-small", "cat": "endpoint-protection", "variant": "budget", "raw": "SentinelOne Singularity Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are ... SentinelOne Singularity Complete"}, {"id": "mai-20260917-0922-baseline|c123-l4|meta-small|Palo Alto Cortex XDR Pro", "prompt": "c123-l4", "model": "meta-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Palo Alto Cortex XDR Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are ... Palo Alto Cortex XDR Pro"}, {"id": "mai-20260917-0922-baseline|c123-l4|meta-small|Carbon Black Enterprise EDR", "prompt": "c123-l4", "model": "meta-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Carbon Black Enterprise EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are ... Carbon Black Enterprise EDR"}, {"id": "mai-20260917-0922-baseline|c123-l4|meta-small|Trellix XDR", "prompt": "c123-l4", "model": "meta-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Trellix XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other options to consider are ... Trellix XDR"}, {"id": "mai-20260917-0922-baseline|c123-l4|meta-small|Trend Micro Vision One", "prompt": "c123-l4", "model": "meta-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Other options to consider are ... Trend Micro Vision One"}, {"id": "mai-20260917-0922-baseline|c123-l4|minimax-small|Microsoft Defender for Endpoint", "prompt": "c123-l4", "model": "minimax-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Endpoint** is typically the best choice"}, {"id": "mai-20260917-0922-baseline|c123-l4|minimax-small|CrowdStrike Falcon", "prompt": "c123-l4", "model": "minimax-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "offer per-endpoint pricing, which can become unpredictable if users have multiple devices"}, {"id": "mai-20260917-0922-baseline|c123-l4|minimax-small|SentinelOne", "prompt": "c123-l4", "model": "minimax-small", "cat": "endpoint-protection", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "offer per-endpoint pricing, which can become unpredictable if users have multiple devices"}, {"id": "mai-20260917-0922-baseline|c123-l4|mistral-small|Microsoft Defender for Endpoint Plan 2", "prompt": "c123-l4", "model": "mistral-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Endpoint Plan 2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Endpoint Plan 2** stands out as the best choice"}, {"id": "mai-20260917-0922-baseline|c123-l4|mistral-small|CrowdStrike Falcon", "prompt": "c123-l4", "model": "mistral-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "offer strong security capabilities but typically come with per-endpoint per-year costs ranging from $18 to $35, which can add significant and less predictable expenses at scale"}, {"id": "mai-20260917-0922-baseline|c123-l4|mistral-small|SentinelOne Singularity", "prompt": "c123-l4", "model": "mistral-small", "cat": "endpoint-protection", "variant": "budget", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "offer strong security capabilities but typically come with per-endpoint per-year costs ranging from $18 to $35, which can add significant and less predictable expenses at scale"}, {"id": "mai-20260917-0922-baseline|c123-l4|moonshot-small|Microsoft Defender for Endpoint", "prompt": "c123-l4", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Predictable TCO (if already on M365 E5)... **If on Microsoft 365 E5:** → **Microsoft Defender for Endpoint P2** (zero marginal license cost)"}, {"id": "mai-20260917-0922-baseline|c123-l4|moonshot-small|SentinelOne Singularity Complete", "prompt": "c123-l4", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "budget", "raw": "SentinelOne Singularity Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If seeking best value independent of Microsoft:** → **SentinelOne Singularity Complete**"}, {"id": "mai-20260917-0922-baseline|c123-l4|moonshot-small|CrowdStrike Falcon Enterprise", "prompt": "c123-l4", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike Falcon Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Premium Option with Negotiable Pricing... Highest sticker price"}, {"id": "mai-20260917-0922-baseline|c123-l4|openai-small|Microsoft Defender for Endpoint", "prompt": "c123-l4", "model": "openai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default is usually **Microsoft Defender for Endpoint bundled in Microsoft 365 E5**"}, {"id": "mai-20260917-0922-baseline|c123-l4|openai-small|CrowdStrike Falcon Enterprise", "prompt": "c123-l4", "model": "openai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike Falcon Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CrowdStrike Falcon Enterprise** is a strong contender, but its public pricing is **per device**"}, {"id": "mai-20260917-0922-baseline|c123-l4|openai-small|SentinelOne Singularity Enterprise", "prompt": "c123-l4", "model": "openai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "SentinelOne Singularity Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "does **not publish enterprise pricing** ... which makes upfront budget predictability harder"}, {"id": "mai-20260917-0922-baseline|c123-l4|xai-small|Microsoft Defender for Endpoint", "prompt": "c123-l4", "model": "xai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Endpoint (part of Microsoft 365 E5) stands out as the best option for a large company needing predictable total costs"}, {"id": "mai-20260917-0922-baseline|c123-l4|xai-small|CrowdStrike Falcon", "prompt": "c123-l4", "model": "xai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CrowdStrike/SentinelOne excel in pure detection (top MITRE/Gartner) but require tougher negotiations for locked-in costs"}, {"id": "mai-20260917-0922-baseline|c123-l4|xai-small|SentinelOne Singularity", "prompt": "c123-l4", "model": "xai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Medium: Quote-based, less transparent."}, {"id": "mai-20260917-0922-baseline|c123-l4|xai-small|Palo Alto Cortex XDR", "prompt": "c123-l4", "model": "xai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Palo Alto Cortex XDR | Per endpoint | $58-78 | Lower: Custom quotes."}, {"id": "mai-20260917-0922-baseline|c123-l4|xai-small|Bitdefender GravityZone", "prompt": "c123-l4", "model": "xai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good: Tiered public pricing, but less enterprise-focused reviews."}, {"id": "mai-20260917-0922-baseline|c123-l4|zai-small|Microsoft Defender for Endpoint", "prompt": "c123-l4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the clear winner is **Microsoft Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c123-l4|zai-small|CrowdStrike Falcon", "prompt": "c123-l4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Why it is the runner-up:**"}, {"id": "mai-20260917-0922-baseline|c123-l4|zai-small|SentinelOne", "prompt": "c123-l4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong AI automation; pricing is similar to CrowdStrike."}, {"id": "mai-20260917-0922-baseline|c123-l5|alibaba-small|CrowdStrike Falcon", "prompt": "c123-l5", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top Tier Benchmarks to include in your pilot: CrowdStrike Falcon, SentinelOne, Microsoft Defender for Endpoint"}, {"id": "mai-20260917-0922-baseline|c123-l5|alibaba-small|SentinelOne", "prompt": "c123-l5", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top Tier Benchmarks to include in your pilot: CrowdStrike Falcon, SentinelOne"}, {"id": "mai-20260917-0922-baseline|c123-l5|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c123-l5", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft Defender for Endpoint (if you are a shop primarily on Microsoft/Intune)"}, {"id": "mai-20260917-0922-baseline|c123-l5|alibaba-small|Cisco Secure Endpoint", "prompt": "c123-l5", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Cisco Secure Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "or Cisco Secure Endpoint."}, {"id": "mai-20260917-0922-baseline|c123-l5|challenger-small|Microsoft Defender for Endpoint", "prompt": "c123-l5", "model": "challenger-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Endpoint** if you want deep Microsoft ecosystem integration and licensing efficiency."}, {"id": "mai-20260917-0922-baseline|c123-l5|challenger-small|CrowdStrike", "prompt": "c123-l5", "model": "challenger-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CrowdStrike, SentinelOne, or similar enterprise EDR leaders** if you want stronger EDR-focused workflows"}, {"id": "mai-20260917-0922-baseline|c123-l5|challenger-small|SentinelOne", "prompt": "c123-l5", "model": "challenger-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CrowdStrike, SentinelOne, or similar enterprise EDR leaders** if you want stronger EDR-focused workflows"}, {"id": "mai-20260917-0922-baseline|c123-l5|deepseek-small|Defender for Endpoint", "prompt": "c123-l5", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "if you're on Microsoft 365 E5, Defender for Endpoint's included entitlement may change the ROI discussion versus CrowdStrike/SentinelOne"}, {"id": "mai-20260917-0922-baseline|c123-l5|deepseek-small|CrowdStrike", "prompt": "c123-l5", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Defender for Endpoint's included entitlement may change the ROI discussion versus CrowdStrike/SentinelOne"}, {"id": "mai-20260917-0922-baseline|c123-l5|deepseek-small|SentinelOne", "prompt": "c123-l5", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "may change the ROI discussion versus CrowdStrike/SentinelOne"}, {"id": "mai-20260917-0922-baseline|c123-l5|google-small|CrowdStrike", "prompt": "c123-l5", "model": "google-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Many modern EPPs (like CrowdStrike or SentinelOne) have built-in vulnerability assessment modules."}, {"id": "mai-20260917-0922-baseline|c123-l5|google-small|SentinelOne", "prompt": "c123-l5", "model": "google-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Many modern EPPs (like CrowdStrike or SentinelOne) have built-in vulnerability assessment modules."}, {"id": "mai-20260917-0922-baseline|c123-l5|google-small|Red Canary", "prompt": "c123-l5", "model": "google-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Red Canary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., CrowdStrike Falcon Complete, SentinelOne Vigilance, or Red Canary"}, {"id": "mai-20260917-0922-baseline|c123-l5|google-small|Microsoft Defender for Endpoint", "prompt": "c123-l5", "model": "google-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Narrow the field down to 2-3 market leaders (e.g., Microsoft Defender for Endpoint, CrowdStrike Falcon, SentinelOne Singularity)."}, {"id": "mai-20260917-0922-baseline|c123-l5|meta-small|Sophos", "prompt": "c123-l5", "model": "meta-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the results provide information on specific endpoint protection platforms, such as Sophos, and their features, pros, and cons."}, {"id": "mai-20260917-0922-baseline|c123-l5|minimax-small|CrowdStrike Falcon", "prompt": "c123-l5", "model": "minimax-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CrowdStrike** or **SentinelOne** — both have strong enterprise footprints, clear SOC 2 certifications, and robust SSO/API capabilities"}, {"id": "mai-20260917-0922-baseline|c123-l5|minimax-small|Microsoft Defender for Endpoint", "prompt": "c123-l5", "model": "minimax-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're heavily Microsoft-centric (M365, Azure), this simplifies deployment and management"}, {"id": "mai-20260917-0922-baseline|c123-l5|minimax-small|SentinelOne Singularity", "prompt": "c123-l5", "model": "minimax-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**CrowdStrike** or **SentinelOne** — both have strong enterprise footprints, clear SOC 2 certifications"}, {"id": "mai-20260917-0922-baseline|c123-l5|minimax-small|Sophos Intercept X", "prompt": "c123-l5", "model": "minimax-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Sophos Intercept X", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More SMB-focused historically"}, {"id": "mai-20260917-0922-baseline|c123-l5|minimax-small|Trellix (formerly McAfee Enterprise)", "prompt": "c123-l5", "model": "minimax-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Trellix (formerly McAfee Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Complex legacy architecture in some versions"}, {"id": "mai-20260917-0922-baseline|c123-l5|mistral-small|CrowdStrike", "prompt": "c123-l5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CrowdStrike** | Best-in-class EDR, threat intelligence | ✅ | ✅ | High cost, strong MSSP support"}, {"id": "mai-20260917-0922-baseline|c123-l5|mistral-small|SentinelOne", "prompt": "c123-l5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SentinelOne** | Autonomous XDR, ransomware rollback | ✅ | ✅ | Good for mid-large enterprises"}, {"id": "mai-20260917-0922-baseline|c123-l5|mistral-small|Microsoft Defender for Endpoint", "prompt": "c123-l5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep integration with Azure AD, cost-effective | ✅ | ✅ | Best for Microsoft-heavy environments"}, {"id": "mai-20260917-0922-baseline|c123-l5|mistral-small|Palo Alto Cortex XDR", "prompt": "c123-l5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Network + endpoint correlation | ✅ | ✅ | Strong for Palo Alto customers"}, {"id": "mai-20260917-0922-baseline|c123-l5|mistral-small|Trellix (MVISION)", "prompt": "c123-l5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Trellix (MVISION)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Legacy McAfee rebrand, strong DLP | ✅ | ✅ | Good for regulated industries"}, {"id": "mai-20260917-0922-baseline|c123-l5|mistral-small|Cisco Secure Endpoint", "prompt": "c123-l5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Cisco Secure Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Network + endpoint integration | ✅ | ✅ | Strong for Cisco shops"}, {"id": "mai-20260917-0922-baseline|c123-l5|moonshot-small|CrowdStrike Falcon", "prompt": "c123-l5", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**CrowdStrike Falcon Enterprise** or **SentinelOne Singularity** are worth the premium"}, {"id": "mai-20260917-0922-baseline|c123-l5|moonshot-small|SentinelOne Singularity", "prompt": "c123-l5", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CrowdStrike Falcon Enterprise** or **SentinelOne Singularity** are worth the premium"}, {"id": "mai-20260917-0922-baseline|c123-l5|moonshot-small|Microsoft Defender for Endpoint", "prompt": "c123-l5", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with Microsoft Defender for Endpoint P2 evaluation—it's included in M365 E5 and offers the lowest TCO"}, {"id": "mai-20260917-0922-baseline|c123-l5|moonshot-small|Palo Alto", "prompt": "c123-l5", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "+ one alternative like Palo Alto or Trend Micro"}, {"id": "mai-20260917-0922-baseline|c123-l5|moonshot-small|Trend Micro", "prompt": "c123-l5", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "+ one alternative like Palo Alto or Trend Micro"}, {"id": "mai-20260917-0922-baseline|c123-l5|xai-small|CrowdStrike", "prompt": "c123-l5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "otherwise, CrowdStrike/SentinelOne excel for standalone scale"}, {"id": "mai-20260917-0922-baseline|c123-l5|xai-small|Microsoft", "prompt": "c123-l5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If Microsoft-heavy, start with Defender"}, {"id": "mai-20260917-0922-baseline|c123-l5|xai-small|Palo Alto Networks Cortex XDR", "prompt": "c123-l5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unified prevention/EDR; integrations; SOC 2. | Higher cost for full suite. | Leader"}, {"id": "mai-20260917-0922-baseline|c123-l5|xai-small|SentinelOne", "prompt": "c123-l5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "otherwise, CrowdStrike/SentinelOne excel for standalone scale"}, {"id": "mai-20260917-0922-baseline|c123-l5|xai-small|Sophos", "prompt": "c123-l5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sophos Intercept X | MDR options; compliance mapping | Agent impact on legacy HW. | Leader"}, {"id": "mai-20260917-0922-baseline|c123-l5|xai-small|Trend Micro", "prompt": "c123-l5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leaders from recent analyst reports like the 2024 Gartner Magic Quadrant ... Sophos, Trend Micro"}, {"id": "mai-20260917-0922-baseline|c123-l5|zai-small|CrowdStrike", "prompt": "c123-l5", "model": "zai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CrowdStrike, SentinelOne, and Palo Alto Cortex XDR typically lead here."}, {"id": "mai-20260917-0922-baseline|c123-l5|zai-small|SentinelOne", "prompt": "c123-l5", "model": "zai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "CrowdStrike, SentinelOne, and Palo Alto Cortex XDR typically lead here."}, {"id": "mai-20260917-0922-baseline|c123-l5|zai-small|Palo Alto Cortex XDR", "prompt": "c123-l5", "model": "zai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CrowdStrike, SentinelOne, and Palo Alto Cortex XDR typically lead here."}, {"id": "mai-20260917-0922-baseline|c123-l6|alibaba-small|Symantec Endpoint Security", "prompt": "c123-l6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Symantec Endpoint Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "new or renewal cycles for Symantec are currently high-risk for operational stability"}, {"id": "mai-20260917-0922-baseline|c123-l6|alibaba-small|CrowdStrike", "prompt": "c123-l6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "such as **Microsoft Defender for Endpoint**, **CrowdStrike Falcon**, or **SentinelOne**"}, {"id": "mai-20260917-0922-baseline|c123-l6|alibaba-small|SentinelOne", "prompt": "c123-l6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "such as **Microsoft Defender for Endpoint**, **CrowdStrike Falcon**, or **SentinelOne**"}, {"id": "mai-20260917-0922-baseline|c123-l6|alibaba-small|Norton", "prompt": "c123-l6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Norton", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "basic versions of Norton, Kaspersky Business for Enterprise *without* the EDR add-ons... Why Avoid"}, {"id": "mai-20260917-0922-baseline|c123-l6|alibaba-small|Kaspersky Business for Enterprise", "prompt": "c123-l6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Kaspersky Business for Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Kaspersky Business for Enterprise *without* the EDR add-ons, or standalone consumer av"}, {"id": "mai-20260917-0922-baseline|c123-l6|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c123-l6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the safest path is to choose between the leaders that have standardized on **Cloud-Native EDR/XDR** architectures"}, {"id": "mai-20260917-0922-baseline|c123-l6|anthropic-small|CrowdStrike Falcon", "prompt": "c123-l6", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "CrowdStrike, which on July 19, 2024, released an update to its CrowdStrike Falcon software that caused one of the largest IT outages in history"}, {"id": "mai-20260917-0922-baseline|c123-l6|challenger-small|Microsoft Defender for Endpoint", "prompt": "c123-l6", "model": "challenger-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "where Microsoft Defender for Endpoint may already be included and competitive"}, {"id": "mai-20260917-0922-baseline|c123-l6|challenger-small|ESET Protect Advanced", "prompt": "c123-l6", "model": "challenger-small", "cat": "endpoint-protection", "variant": "negative", "raw": "ESET Protect Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**ESET Protect Advanced** for very large enterprises that need deep EDR/XDR, because ... it lacks deep EDR/XDR capabilities"}, {"id": "mai-20260917-0922-baseline|c123-l6|challenger-small|Huntress", "prompt": "c123-l6", "model": "challenger-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Huntress** for organizations with advanced enterprise needs, because it is described as less suited for large enterprises"}, {"id": "mai-20260917-0922-baseline|c123-l6|challenger-small|CrowdStrike Falcon", "prompt": "c123-l6", "model": "challenger-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "the safer shortlist in the results is centered on **CrowdStrike Falcon, Microsoft Defender for Endpoint, SentinelOne..."}, {"id": "mai-20260917-0922-baseline|c123-l6|challenger-small|SentinelOne", "prompt": "c123-l6", "model": "challenger-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "safer shortlist ... SentinelOne, Cortex XDR, Bitdefender GravityZone"}, {"id": "mai-20260917-0922-baseline|c123-l6|challenger-small|Cortex XDR", "prompt": "c123-l6", "model": "challenger-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "safer shortlist ... Cortex XDR"}, {"id": "mai-20260917-0922-baseline|c123-l6|challenger-small|Bitdefender GravityZone", "prompt": "c123-l6", "model": "challenger-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "safer shortlist ... Bitdefender GravityZone"}, {"id": "mai-20260917-0922-baseline|c123-l6|challenger-small|Sophos", "prompt": "c123-l6", "model": "challenger-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "safer shortlist ... Sophos"}, {"id": "mai-20260917-0922-baseline|c123-l6|challenger-small|Trellix/Symantec-class enterprise tools", "prompt": "c123-l6", "model": "challenger-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trellix/Symantec-class enterprise tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Trellix/Symantec-class enterprise tools**, depending on SOC maturity and existing infrastructure"}, {"id": "mai-20260917-0922-baseline|c123-l6|deepseek-small|CrowdStrike", "prompt": "c123-l6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The July 2024 faulty content update took out ~8.5 million Windows systems globally... created real **single-vendor dependency / systemic risk**"}, {"id": "mai-20260917-0922-baseline|c123-l6|deepseek-small|Microsoft Defender for Endpoint", "prompt": "c123-l6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Compelling only if you're already on Microsoft 365 E5... If you run a heavily non-Microsoft or Linux/macOS/mixed estate... its value drops."}, {"id": "mai-20260917-0922-baseline|c123-l6|deepseek-small|SentinelOne", "prompt": "c123-l6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "No major red flags, but still validate fit against your specific OS mix, telemetry needs, and SOC staffing model."}, {"id": "mai-20260917-0922-baseline|c123-l6|deepseek-small|Palo Alto", "prompt": "c123-l6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the leaders (CrowdStrike, Microsoft, SentinelOne, Palo Alto) is false — they consistently top the MQ, MITRE, and independent tests"}, {"id": "mai-20260917-0922-baseline|c123-l6|google-small|Symantec Endpoint Security (Broadcom)", "prompt": "c123-l6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Symantec Endpoint Security (Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid unless you are a premier Broadcom strategic partner with guaranteed white-glove support."}, {"id": "mai-20260917-0922-baseline|c123-l6|google-small|Trellix (formerly McAfee Enterprise & FireEye)", "prompt": "c123-l6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trellix (formerly McAfee Enterprise & FireEye)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Verdict:** Be cautious. The migration path to their unified XDR platform is complex"}, {"id": "mai-20260917-0922-baseline|c123-l6|google-small|Cybereason", "prompt": "c123-l6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Cybereason", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Verdict:** Avoid. Financial instability and reduced market confidence make Cybereason a risky bet"}, {"id": "mai-20260917-0922-baseline|c123-l6|google-small|Cisco (Secure Endpoint)", "prompt": "c123-l6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Cisco (Secure Endpoint)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cisco's endpoint agent is overly complex to configure and lags behind pure-play platforms"}, {"id": "mai-20260917-0922-baseline|c123-l6|google-small|Fortinet (FortiEDR)", "prompt": "c123-l6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Fortinet (FortiEDR)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Verdict:** Be cautious. Do not adopt these platforms simply because they are bundled with your firewalls."}, {"id": "mai-20260917-0922-baseline|c123-l6|google-small|Check Point (Harmony Endpoint)", "prompt": "c123-l6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Check Point (Harmony Endpoint)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they lack the massive threat-hunting ecosystems, extensive API integrations"}, {"id": "mai-20260917-0922-baseline|c123-l6|google-small|CrowdStrike", "prompt": "c123-l6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "CrowdStrike remains an industry leader in endpoint protection, but the infamous July 2024 global IT outage ... exposed the risks of monoculture"}, {"id": "mai-20260917-0922-baseline|c123-l6|google-small|Microsoft Defender for Endpoint", "prompt": "c123-l6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Verdict:** Be cautious if your enterprise runs a highly diverse, multi-OS environment."}, {"id": "mai-20260917-0922-baseline|c123-l6|meta-small|Microsoft Defender for Endpoint", "prompt": "c123-l6", "model": "meta-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "suitable for large enterprises, but it can be resource-intensive and complex to deploy and tune"}, {"id": "mai-20260917-0922-baseline|c123-l6|meta-small|ESET Endpoint Security", "prompt": "c123-l6", "model": "meta-small", "cat": "endpoint-protection", "variant": "negative", "raw": "ESET Endpoint Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ESET Endpoint Security (offers cross-platform coverage with low overhead)"}, {"id": "mai-20260917-0922-baseline|c123-l6|meta-small|ThreatLocker Protect", "prompt": "c123-l6", "model": "meta-small", "cat": "endpoint-protection", "variant": "negative", "raw": "ThreatLocker Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some EPPs that are mentioned in the search results include"}, {"id": "mai-20260917-0922-baseline|c123-l6|meta-small|Bitdefender GravityZone SBS", "prompt": "c123-l6", "model": "meta-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Bitdefender GravityZone SBS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may not be suitable for large enterprises without security staff"}, {"id": "mai-20260917-0922-baseline|c123-l6|meta-small|Check Point Harmony Endpoint", "prompt": "c123-l6", "model": "meta-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Check Point Harmony Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Check Point Harmony Endpoint (offers consolidated endpoint security)"}, {"id": "mai-20260917-0922-baseline|c123-l6|meta-small|CrowdStrike Falcon EPP", "prompt": "c123-l6", "model": "meta-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon EPP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may require significant resources and expertise to deploy and manage"}, {"id": "mai-20260917-0922-baseline|c123-l6|meta-small|Trellix Endpoint Security Suite", "prompt": "c123-l6", "model": "meta-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trellix Endpoint Security Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some EPPs that are mentioned in the search results include"}, {"id": "mai-20260917-0922-baseline|c123-l6|meta-small|Palo Alto Cortex XDR", "prompt": "c123-l6", "model": "meta-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some EPPs that are mentioned in the search results include"}, {"id": "mai-20260917-0922-baseline|c123-l6|meta-small|SentinelOne Singularity Endpoint", "prompt": "c123-l6", "model": "meta-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some EPPs that are mentioned in the search results include"}, {"id": "mai-20260917-0922-baseline|c123-l6|minimax-small|Rapid7", "prompt": "c123-l6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Lower-performing products in testing:\n- Rapid7 (93.6% protection rate)"}, {"id": "mai-20260917-0922-baseline|c123-l6|minimax-small|NetSecurity", "prompt": "c123-l6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "NetSecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Lower-performing products in testing... NetSecurity (95.9%)"}, {"id": "mai-20260917-0922-baseline|c123-l6|minimax-small|SenseOn", "prompt": "c123-l6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SenseOn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SenseOn (94.0%)"}, {"id": "mai-20260917-0922-baseline|c123-l6|minimax-small|VMware Carbon Black", "prompt": "c123-l6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "VMware Carbon Black", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "VMware Carbon Black (96.1%)"}, {"id": "mai-20260917-0922-baseline|c123-l6|minimax-small|Bitdefender", "prompt": "c123-l6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Bitdefender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "leading options per testing are typically Bitdefender, CrowdStrike, Microsoft Defender for Endpoint, and SentinelOne"}, {"id": "mai-20260917-0922-baseline|c123-l6|minimax-small|ESET", "prompt": "c123-l6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "lag behind leaders like Bitdefender (100%), ESET (99.6%), and Avast (99.6%)"}, {"id": "mai-20260917-0922-baseline|c123-l6|minimax-small|Avast", "prompt": "c123-l6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Avast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Avast (99.6%)"}, {"id": "mai-20260917-0922-baseline|c123-l6|minimax-small|CrowdStrike Falcon Pro", "prompt": "c123-l6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "CrowdStrike Falcon Pro had 43 false alarms in testing—high for enterprise use where alert fatigue is a real problem."}, {"id": "mai-20260917-0922-baseline|c123-l6|minimax-small|Sophos", "prompt": "c123-l6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Sophos or SentinelOne-level automation"}, {"id": "mai-20260917-0922-baseline|c123-l6|minimax-small|SentinelOne", "prompt": "c123-l6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "leading options per testing are typically Bitdefender, CrowdStrike, Microsoft Defender for Endpoint, and SentinelOne"}, {"id": "mai-20260917-0922-baseline|c123-l6|minimax-small|Malwarebytes Enterprise", "prompt": "c123-l6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Malwarebytes Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Malwarebytes Enterprise sometimes falls short compared to enterprise-focused alternatives"}, {"id": "mai-20260917-0922-baseline|c123-l6|minimax-small|Microsoft Defender for Endpoint", "prompt": "c123-l6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "leading options per testing are typically Bitdefender, CrowdStrike, Microsoft Defender for Endpoint, and SentinelOne"}, {"id": "mai-20260917-0922-baseline|c123-l6|mistral-small|Sophos", "prompt": "c123-l6", "model": "mistral-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Sophos, McAfee Enterprise, and Xcitium are frequently cited as platforms that enterprises should approach with caution"}, {"id": "mai-20260917-0922-baseline|c123-l6|mistral-small|McAfee Enterprise", "prompt": "c123-l6", "model": "mistral-small", "cat": "endpoint-protection", "variant": "negative", "raw": "McAfee Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "others citing concerns about heavy scans on older PCs, billing and support frustrations"}, {"id": "mai-20260917-0922-baseline|c123-l6|mistral-small|Xcitium", "prompt": "c123-l6", "model": "mistral-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Xcitium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "User reviews highlight slow or generic customer support, billing issues, and operational overhead"}, {"id": "mai-20260917-0922-baseline|c123-l6|moonshot-small|Kaspersky", "prompt": "c123-l6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Kaspersky", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Status: AVOID for US enterprises**"}, {"id": "mai-20260917-0922-baseline|c123-l6|moonshot-small|Legacy Symantec/Broadcom Endpoint Protection", "prompt": "c123-l6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Legacy Symantec/Broadcom Endpoint Protection", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid**: Kaspersky (regulatory risk), legacy Symantec (strategic dead end)"}, {"id": "mai-20260917-0922-baseline|c123-l6|moonshot-small|Legacy McAfee (now Trellix)", "prompt": "c123-l6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Legacy McAfee (now Trellix)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Status: CAUTION for new enterprise commitments**"}, {"id": "mai-20260917-0922-baseline|c123-l6|moonshot-small|CrowdStrike", "prompt": "c123-l6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Status: PROCEED WITH CAUTION despite market leadership**"}, {"id": "mai-20260917-0922-baseline|c123-l6|moonshot-small|Norton", "prompt": "c123-l6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Norton", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Consumer-grade products** (Norton, etc.) | Lack enterprise management, EDR capabilities, and scalable deployment"}, {"id": "mai-20260917-0922-baseline|c123-l6|openai-small|Microsoft", "prompt": "c123-l6", "model": "openai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Gartner's 2025 EPP MQ includes vendors such as Microsoft, CrowdStrike, SentinelOne, Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c123-l6|openai-small|CrowdStrike", "prompt": "c123-l6", "model": "openai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "includes vendors such as Microsoft, CrowdStrike, SentinelOne"}, {"id": "mai-20260917-0922-baseline|c123-l6|openai-small|SentinelOne", "prompt": "c123-l6", "model": "openai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "includes vendors such as Microsoft, CrowdStrike, SentinelOne"}, {"id": "mai-20260917-0922-baseline|c123-l6|openai-small|Palo Alto Networks", "prompt": "c123-l6", "model": "openai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SentinelOne, Palo Alto Networks, Trend Micro"}, {"id": "mai-20260917-0922-baseline|c123-l6|openai-small|Trend Micro", "prompt": "c123-l6", "model": "openai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Palo Alto Networks, Trend Micro, Sophos"}, {"id": "mai-20260917-0922-baseline|c123-l6|openai-small|Sophos", "prompt": "c123-l6", "model": "openai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Trend Micro, Sophos, Bitdefender"}, {"id": "mai-20260917-0922-baseline|c123-l6|openai-small|Bitdefender", "prompt": "c123-l6", "model": "openai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sophos, Bitdefender, Cisco"}, {"id": "mai-20260917-0922-baseline|c123-l6|openai-small|Cisco", "prompt": "c123-l6", "model": "openai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Bitdefender, Cisco, Check Point"}, {"id": "mai-20260917-0922-baseline|c123-l6|openai-small|Check Point", "prompt": "c123-l6", "model": "openai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cisco, Check Point, Fortinet"}, {"id": "mai-20260917-0922-baseline|c123-l6|openai-small|Fortinet", "prompt": "c123-l6", "model": "openai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Check Point, Fortinet, Broadcom"}, {"id": "mai-20260917-0922-baseline|c123-l6|openai-small|Broadcom", "prompt": "c123-l6", "model": "openai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Broadcom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Fortinet, Broadcom, Trellix"}, {"id": "mai-20260917-0922-baseline|c123-l6|openai-small|Trellix", "prompt": "c123-l6", "model": "openai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Broadcom, Trellix, Cybereason"}, {"id": "mai-20260917-0922-baseline|c123-l6|openai-small|Cybereason", "prompt": "c123-l6", "model": "openai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Cybereason", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Trellix, Cybereason, ESET"}, {"id": "mai-20260917-0922-baseline|c123-l6|openai-small|ESET", "prompt": "c123-l6", "model": "openai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Cybereason, ESET, and WithSecure"}, {"id": "mai-20260917-0922-baseline|c123-l6|openai-small|WithSecure", "prompt": "c123-l6", "model": "openai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "WithSecure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "ESET, and WithSecure"}, {"id": "mai-20260917-0922-baseline|c123-l6|xai-small|Cisco (Secure Endpoint/Hypershield)", "prompt": "c123-l6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Cisco (Secure Endpoint/Hypershield)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why avoid/caution: Poor MITRE showing (30.3% detection rate overall—lowest among major vendors)"}, {"id": "mai-20260917-0922-baseline|c123-l6|xai-small|Palo Alto Cortex XDR", "prompt": "c123-l6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternatives: Palo Alto Cortex XDR (100% MITRE detection)."}, {"id": "mai-20260917-0922-baseline|c123-l6|xai-small|ESET Protect", "prompt": "c123-l6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "ESET Protect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "MITRE detection at 55.9%—middling at best... Not ideal for high-velocity SOCs in large orgs."}, {"id": "mai-20260917-0922-baseline|c123-l6|xai-small|SentinelOne", "prompt": "c123-l6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternatives: SentinelOne (100% MITRE)."}, {"id": "mai-20260917-0922-baseline|c123-l6|xai-small|Trellix (formerly McAfee Enterprise)", "prompt": "c123-l6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trellix (formerly McAfee Enterprise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Legacy-heavy architecture leads to high CPU/RAM usage during scans... scalability bottlenecks"}, {"id": "mai-20260917-0922-baseline|c123-l6|xai-small|CrowdStrike Falcon", "prompt": "c123-l6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Favor Leaders like CrowdStrike, SentinelOne, or Palo Alto for proven enterprise scale."}, {"id": "mai-20260917-0922-baseline|c123-l6|xai-small|Symantec Endpoint Security (Broadcom)", "prompt": "c123-l6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Symantec Endpoint Security (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why caution: Medium-high operational load; post-acquisition support and pricing issues reported."}, {"id": "mai-20260917-0922-baseline|c123-l6|xai-small|WithSecure", "prompt": "c123-l6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "WithSecure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Lower visibility in enterprise evals; better for SMBs than hyperscale deployments"}, {"id": "mai-20260917-0922-baseline|c123-l6|xai-small|WatchGuard", "prompt": "c123-l6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "WatchGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Lower visibility in enterprise evals; better for SMBs than hyperscale deployments"}, {"id": "mai-20260917-0922-baseline|c123-l6|xai-small|Sophos", "prompt": "c123-l6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Prioritize vendors at 98–100% (e.g., Palo Alto, SentinelOne, Sophos, Check Point, Cybereason)"}, {"id": "mai-20260917-0922-baseline|c123-l6|xai-small|Check Point", "prompt": "c123-l6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Prioritize vendors at 98–100% (e.g., Palo Alto, SentinelOne, Sophos, Check Point, Cybereason)"}, {"id": "mai-20260917-0922-baseline|c123-l6|xai-small|Cybereason", "prompt": "c123-l6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Cybereason", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Prioritize vendors at 98–100% (e.g., Palo Alto, SentinelOne, Sophos, Check Point, Cybereason)"}, {"id": "mai-20260917-0922-baseline|c123-l6|xai-small|Microsoft Defender", "prompt": "c123-l6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Always review your environment (e.g., MS-heavy? Go Defender)."}, {"id": "mai-20260917-0922-baseline|c123-l6|xai-small|Trend Micro", "prompt": "c123-l6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Leaders (CrowdStrike, Microsoft Defender, Palo Alto, SentinelOne, Sophos, Trend Micro) dominate"}, {"id": "mai-20260917-0922-baseline|c123-l6|zai-small|Bitdefender", "prompt": "c123-l6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Bitdefender", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Renewal pricing is aggressive and reported to create customer friction."}, {"id": "mai-20260917-0922-baseline|c123-l6|zai-small|ESET PROTECT", "prompt": "c123-l6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "ESET PROTECT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the pricing and renewal dynamics can make it less suitable for a large enterprise with tight budget controls"}, {"id": "mai-20260917-0922-baseline|c123-l6|zai-small|Kaspersky", "prompt": "c123-l6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Kaspersky", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "As of 2024, Kaspersky has not participated in independent tests, raising questions about current validation."}, {"id": "mai-20260917-0922-baseline|c123-m1|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c123-m1", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Fit: Microsoft Defender for Endpoint ... this is the default recommendation"}, {"id": "mai-20260917-0922-baseline|c123-m1|alibaba-small|CrowdStrike Falcon", "prompt": "c123-m1", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "widely considered the industry leader for performance and detection accuracy, though it comes at a premium price point"}, {"id": "mai-20260917-0922-baseline|c123-m1|alibaba-small|SentinelOne Singularity", "prompt": "c123-m1", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the top choice for mid-market companies that lack a full-time analyst to monitor 24/7 alerts"}, {"id": "mai-20260917-0922-baseline|c123-m1|alibaba-small|Sophos Intercept X", "prompt": "c123-m1", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Value & Partner Ecosystem: Sophos Intercept X"}, {"id": "mai-20260917-0922-baseline|c123-m1|anthropic-small|Sophos Endpoint / Intercept X", "prompt": "c123-m1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos Endpoint / Intercept X", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intercept X stands out for anti-exploit depth and ransomware rollback, making it popular with mid-market organizations and IT-led security teams"}, {"id": "mai-20260917-0922-baseline|c123-m1|anthropic-small|Bitdefender GravityZone", "prompt": "c123-m1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers the best price-to-protection ratio for mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c123-m1|anthropic-small|Check Point Harmony Endpoint", "prompt": "c123-m1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Check Point Harmony Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Harmony Endpoint fits mid-market and enterprise teams that want consolidated endpoint security"}, {"id": "mai-20260917-0922-baseline|c123-m1|anthropic-small|SentinelOne Singularity", "prompt": "c123-m1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for AI-driven detection and automation, with autonomous response and rollback"}, {"id": "mai-20260917-0922-baseline|c123-m1|anthropic-small|Microsoft Defender for Endpoint", "prompt": "c123-m1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for Microsoft-heavy environments, native to Microsoft 365 and Azure"}, {"id": "mai-20260917-0922-baseline|c123-m1|anthropic-small|Huntress Managed EDR", "prompt": "c123-m1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "delivers enterprise-grade detection without the complexity, steep learning curve, or high cost, backed by a 24/7 SOC"}, {"id": "mai-20260917-0922-baseline|c123-m1|challenger-small|Bitdefender GravityZone", "prompt": "c123-m1", "model": "challenger-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall endpoint protection platform is usually **Bitdefender GravityZone**"}, {"id": "mai-20260917-0922-baseline|c123-m1|challenger-small|Sophos Endpoint", "prompt": "c123-m1", "model": "challenger-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market teams that want simple cloud-managed protection and easy EDR/XDR expansion"}, {"id": "mai-20260917-0922-baseline|c123-m1|challenger-small|Huntress Managed EDR", "prompt": "c123-m1", "model": "challenger-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market companies with limited security staff | 24/7 monitoring, threat hunting, response, and remediation"}, {"id": "mai-20260917-0922-baseline|c123-m1|challenger-small|Cynet", "prompt": "c123-m1", "model": "challenger-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market teams wanting a unified EPP/EDR/XDR/MDR platform"}, {"id": "mai-20260917-0922-baseline|c123-m1|challenger-small|Microsoft Defender for Endpoint", "prompt": "c123-m1", "model": "challenger-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Microsoft 365-heavy organizations | Strong value when already invested in Microsoft licensing"}, {"id": "mai-20260917-0922-baseline|c123-m1|deepseek-small|Microsoft Defender for Endpoint", "prompt": "c123-m1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest value picks are **Microsoft Defender** (if you're already on M365)"}, {"id": "mai-20260917-0922-baseline|c123-m1|deepseek-small|CrowdStrike Falcon", "prompt": "c123-m1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CrowdStrike** for teams prioritizing top-tier detection"}, {"id": "mai-20260917-0922-baseline|c123-m1|deepseek-small|SentinelOne Singularity", "prompt": "c123-m1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SentinelOne** as the standout for lean teams wanting automation"}, {"id": "mai-20260917-0922-baseline|c123-m1|deepseek-small|Bitdefender GravityZone", "prompt": "c123-m1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bitdefender/Sophos** (for budget-conscious, non-specialist teams)"}, {"id": "mai-20260917-0922-baseline|c123-m1|deepseek-small|Sophos Intercept X", "prompt": "c123-m1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for non-specialist IT teams"}, {"id": "mai-20260917-0922-baseline|c123-m1|google-small|SentinelOne Singularity", "prompt": "c123-m1", "model": "google-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Verdict: Highly recommended for mid-market companies that have a small IT team but want premium, autonomous Endpoint Detection and Response (EDR)"}, {"id": "mai-20260917-0922-baseline|c123-m1|google-small|Microsoft Defender for Business / Defender for Endpoint", "prompt": "c123-m1", "model": "google-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Business / Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already pay for M365 Business Premium or Enterprise licenses, using Defender is the most cost-effective option. However, it is a \"Do-It-Yourself\" platform"}, {"id": "mai-20260917-0922-baseline|c123-m1|google-small|Sophos Intercept X + Sophos MDR", "prompt": "c123-m1", "model": "google-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos Intercept X + Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The best \"bang-for-your-buck\" option if you want to completely outsource threat monitoring to a 24/7 SOC"}, {"id": "mai-20260917-0922-baseline|c123-m1|google-small|CrowdStrike Falcon", "prompt": "c123-m1", "model": "google-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "it sits at the highest price tier and is usually overkill unless you also purchase their managed services"}, {"id": "mai-20260917-0922-baseline|c123-m1|google-small|Huntress", "prompt": "c123-m1", "model": "google-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The most practical, low-overhead security insurance policy for mid-market B2B companies that want human-backed security on a tight budget."}, {"id": "mai-20260917-0922-baseline|c123-m1|meta-small|Bitdefender GravityZone", "prompt": "c123-m1", "model": "meta-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best endpoint protection platform for a mid-market B2B company is Bitdefender GravityZone."}, {"id": "mai-20260917-0922-baseline|c123-m1|minimax-small|Bitdefender GravityZone", "prompt": "c123-m1", "model": "minimax-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitdefender GravityZone** or **SentinelOne** offer the best balance of protection, manageability, and cost"}, {"id": "mai-20260917-0922-baseline|c123-m1|minimax-small|SentinelOne Singularity Endpoint", "prompt": "c123-m1", "model": "minimax-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bitdefender GravityZone** or **SentinelOne** offer the best balance of protection, manageability, and cost"}, {"id": "mai-20260917-0922-baseline|c123-m1|minimax-small|Sophos Endpoint", "prompt": "c123-m1", "model": "minimax-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** SMBs to mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c123-m1|minimax-small|CrowdStrike Falcon", "prompt": "c123-m1", "model": "minimax-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong EDR capabilities, popular for larger mid-market companies"}, {"id": "mai-20260917-0922-baseline|c123-m1|minimax-small|Microsoft Defender for Endpoint", "prompt": "c123-m1", "model": "minimax-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're already invested in Microsoft's ecosystem, **Defender for Endpoint** provides solid integration benefits."}, {"id": "mai-20260917-0922-baseline|c123-m1|minimax-small|Palo Alto Networks Cortex XDR", "prompt": "c123-m1", "model": "minimax-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Advanced threat detection for organizations needing robust security"}, {"id": "mai-20260917-0922-baseline|c123-m1|mistral-small|Bitdefender GravityZone", "prompt": "c123-m1", "model": "mistral-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consistently ranked as a top choice for mid-market organizations due to its strong malware detection, low system impact, and ease of use."}, {"id": "mai-20260917-0922-baseline|c123-m1|mistral-small|SentinelOne Singularity Endpoint", "prompt": "c123-m1", "model": "mistral-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for lean security teams or those wanting advanced autonomous response."}, {"id": "mai-20260917-0922-baseline|c123-m1|mistral-small|CrowdStrike Falcon", "prompt": "c123-m1", "model": "mistral-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, it may require more in-house IT expertise compared to Bitdefender or SentinelOne."}, {"id": "mai-20260917-0922-baseline|c123-m1|mistral-small|Microsoft Defender for Endpoint", "prompt": "c123-m1", "model": "mistral-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A cost-effective option for organizations already using Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c123-m1|moonshot-small|Microsoft Defender for Business / Endpoint", "prompt": "c123-m1", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Business / Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Microsoft Defender for Business / Endpoint** **Best if:** You're already using Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c123-m1|moonshot-small|Bitdefender GravityZone", "prompt": "c123-m1", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Pure mid-market value with minimal management overhead"}, {"id": "mai-20260917-0922-baseline|c123-m1|moonshot-small|SentinelOne Singularity", "prompt": "c123-m1", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** AI-native autonomous response at mid-market pricing"}, {"id": "mai-20260917-0922-baseline|c123-m1|moonshot-small|CrowdStrike Falcon", "prompt": "c123-m1", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher price point (~$8+/endpoint for Pro tier); may be overkill for some mid-market budgets"}, {"id": "mai-20260917-0922-baseline|c123-m1|openai-small|Microsoft Defender for Endpoint", "prompt": "c123-m1", "model": "openai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Endpoint** if you're a Microsoft shop; otherwise **CrowdStrike Falcon**."}, {"id": "mai-20260917-0922-baseline|c123-m1|openai-small|CrowdStrike Falcon", "prompt": "c123-m1", "model": "openai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Defender for Endpoint** if you're a Microsoft shop; otherwise **CrowdStrike Falcon**."}, {"id": "mai-20260917-0922-baseline|c123-m1|openai-small|SentinelOne Singularity Endpoint", "prompt": "c123-m1", "model": "openai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose SentinelOne if autonomous response and modern EDR/XDR-style workflows are a priority."}, {"id": "mai-20260917-0922-baseline|c123-m1|openai-small|Sophos Endpoint", "prompt": "c123-m1", "model": "openai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Sophos Endpoint if you want a strong balance of capabilities, simpler administration, and often a friendlier mid-market fit."}, {"id": "mai-20260917-0922-baseline|c123-m1|openai-small|Bitdefender GravityZone", "prompt": "c123-m1", "model": "openai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Bitdefender GravityZone if you want a cost-effective, well-regarded option that often does well in mid-market evaluations."}, {"id": "mai-20260917-0922-baseline|c123-m1|xai-small|CrowdStrike", "prompt": "c123-m1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pricier; recent outage raised reliability concerns."}, {"id": "mai-20260917-0922-baseline|c123-m1|xai-small|Microsoft Defender for Endpoint", "prompt": "c123-m1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Heavy Microsoft use**: Defender."}, {"id": "mai-20260917-0922-baseline|c123-m1|xai-small|Palo Alto", "prompt": "c123-m1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "low ops burden (vs. enterprise like Palo Alto/SentinelOne at $70+)"}, {"id": "mai-20260917-0922-baseline|c123-m1|xai-small|Sophos Intercept X", "prompt": "c123-m1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**No security team**: Sophos or Huntress (managed EDR add-on)."}, {"id": "mai-20260917-0922-baseline|c123-m1|xai-small|Trend Micro", "prompt": "c123-m1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Gartner Magic Quadrant Leaders: CrowdStrike, Microsoft, Palo Alto, Sophos, Trend Micro"}, {"id": "mai-20260917-0922-baseline|c123-m1|xai-small|Bitdefender GravityZone", "prompt": "c123-m1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Frequently #1 for SMB/mid-market... **Tight budget/high detection**: Bitdefender."}, {"id": "mai-20260917-0922-baseline|c123-m1|xai-small|ESET PROTECT", "prompt": "c123-m1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lightweight multi-OS protection | Perfect AV-TEST scores... Affordable for mid-sized."}, {"id": "mai-20260917-0922-baseline|c123-m1|xai-small|SentinelOne", "prompt": "c123-m1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "vs. enterprise like Palo Alto/SentinelOne at $70+"}, {"id": "mai-20260917-0922-baseline|c123-m1|xai-small|Huntress", "prompt": "c123-m1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**No security team**: Sophos or Huntress (managed EDR add-on)."}, {"id": "mai-20260917-0922-baseline|c123-m1|zai-small|Microsoft Defender for Endpoint (Plan 2)", "prompt": "c123-m1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint (Plan 2)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is the most practical \"default\" choice when you're already on Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c123-m1|zai-small|CrowdStrike Falcon", "prompt": "c123-m1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "top premium alternatives if you want deeper protection and are willing to pay for it"}, {"id": "mai-20260917-0922-baseline|c123-m1|zai-small|SentinelOne", "prompt": "c123-m1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CrowdStrike Falcon** or **SentinelOne** are the top premium alternatives"}, {"id": "mai-20260917-0922-baseline|c123-m1|zai-small|Bitdefender", "prompt": "c123-m1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bitdefender is a strong value-oriented option when budget is a primary concern."}, {"id": "mai-20260917-0922-baseline|c123-m1|zai-small|Sophos Intercept X", "prompt": "c123-m1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want simplicity and ease of management:** Choose **Sophos Intercept X**"}, {"id": "mai-20260917-0922-baseline|c123-m1|zai-small|Malwarebytes Endpoint Protection / EDR", "prompt": "c123-m1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Malwarebytes Endpoint Protection / EDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may lack the depth of CrowdStrike/SentinelOne"}, {"id": "mai-20260917-0922-baseline|c123-m1|zai-small|Cynet (Managed EDR)", "prompt": "c123-m1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Cynet (Managed EDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you have a lean team and want managed SOC:** Choose **Cynet**"}, {"id": "mai-20260917-0922-baseline|c123-m2|alibaba-small|Microsoft Defender for Business / Endpoint", "prompt": "c123-m2", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business / Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company relies heavily on the Microsoft ecosystem... this is often the most logical choice."}, {"id": "mai-20260917-0922-baseline|c123-m2|alibaba-small|CrowdStrike Falcon", "prompt": "c123-m2", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with CrowdStrike if you prioritize the absolute highest security standards and budget is less of a concern."}, {"id": "mai-20260917-0922-baseline|c123-m2|alibaba-small|SentinelOne", "prompt": "c123-m2", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with SentinelOne if you have a small IT team and want the tool to run itself."}, {"id": "mai-20260917-0922-baseline|c123-m2|alibaba-small|Bitdefender GravityZone", "prompt": "c123-m2", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Balanced Option (Ease + Price)... enterprise-grade power at a price point more common for SMBs."}, {"id": "mai-20260917-0922-baseline|c123-m2|alibaba-small|Symantec/McAfee legacy products", "prompt": "c123-m2", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Symantec/McAfee legacy products", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "less intuitive than older vendors like Symantec/McAfee legacy products"}, {"id": "mai-20260917-0922-baseline|c123-m2|anthropic-small|Sophos Central", "prompt": "c123-m2", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Sophos Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sophos Central** - Enterprise-grade protection that a generalist IT team can actually run... with the best management experience for organizations without security specialists"}, {"id": "mai-20260917-0922-baseline|c123-m2|anthropic-small|Bitdefender GravityZone", "prompt": "c123-m2", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A centralized management console paired with an endpoint antivirus engine that emphasizes on-access and on-demand scanning"}, {"id": "mai-20260917-0922-baseline|c123-m2|anthropic-small|CrowdStrike Falcon", "prompt": "c123-m2", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "earning a flawless 10/10 in threat detection analysis against sophisticated ransomware, zero-day exploits, and fileless malware"}, {"id": "mai-20260917-0922-baseline|c123-m2|anthropic-small|Huntress Managed EDR", "prompt": "c123-m2", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "particularly well-suited for small and mid-sized businesses without a 24/7 internal security team"}, {"id": "mai-20260917-0922-baseline|c123-m2|challenger-small|Bitdefender GravityZone", "prompt": "c123-m2", "model": "challenger-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Bitdefender GravityZone** as the default choice"}, {"id": "mai-20260917-0922-baseline|c123-m2|challenger-small|Microsoft Defender for Business / Defender for Endpoint", "prompt": "c123-m2", "model": "challenger-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business / Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong alternative is **Microsoft Defender for Business / Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c123-m2|challenger-small|SentinelOne", "prompt": "c123-m2", "model": "challenger-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SentinelOne** is also a credible choice"}, {"id": "mai-20260917-0922-baseline|c123-m2|challenger-small|Sophos", "prompt": "c123-m2", "model": "challenger-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "some sources place **Sophos** well for companies with generalist IT teams"}, {"id": "mai-20260917-0922-baseline|c123-m2|deepseek-small|Bitdefender GravityZone", "prompt": "c123-m2", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: Bitdefender GravityZone (best overall for most mid-size B2B)"}, {"id": "mai-20260917-0922-baseline|c123-m2|deepseek-small|SentinelOne Singularity", "prompt": "c123-m2", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose this if you have a lean security team but need **autonomous, on-device response**"}, {"id": "mai-20260917-0922-baseline|c123-m2|deepseek-small|Sophos Intercept X", "prompt": "c123-m2", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're already using (or would consider) Sophos firewalls/network gear"}, {"id": "mai-20260917-0922-baseline|c123-m2|deepseek-small|ESET PROTECT", "prompt": "c123-m2", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose this if you have **older or resource-constrained endpoints**"}, {"id": "mai-20260917-0922-baseline|c123-m2|deepseek-small|Microsoft Defender for Endpoint", "prompt": "c123-m2", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For a Microsoft-heavy estate this is often the smartest starting point before paying extra."}, {"id": "mai-20260917-0922-baseline|c123-m2|deepseek-small|CrowdStrike Falcon", "prompt": "c123-m2", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "pushes it beyond typical mid-market value. It's excellent but usually better suited to larger teams with dedicated security staff."}, {"id": "mai-20260917-0922-baseline|c123-m2|google-small|SentinelOne Singularity", "prompt": "c123-m2", "model": "google-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sophos Intercept X with Sophos MDR** or **SentinelOne Singularity with Vigilance MDR** are the safest and most operationally efficient choices."}, {"id": "mai-20260917-0922-baseline|c123-m2|google-small|Microsoft Defender for Business / Endpoint", "prompt": "c123-m2", "model": "google-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business / Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft-Centric Businesses"}, {"id": "mai-20260917-0922-baseline|c123-m2|google-small|Sophos Intercept X", "prompt": "c123-m2", "model": "google-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Sophos Intercept X", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Sophos Intercept X with Sophos MDR** or **SentinelOne Singularity with Vigilance MDR** are the safest and most operationally efficient choices."}, {"id": "mai-20260917-0922-baseline|c123-m2|google-small|CrowdStrike Falcon", "prompt": "c123-m2", "model": "google-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Premium / Industry Gold Standard"}, {"id": "mai-20260917-0922-baseline|c123-m2|google-small|Bitdefender GravityZone", "prompt": "c123-m2", "model": "google-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Value / Strict Budgets"}, {"id": "mai-20260917-0922-baseline|c123-m2|meta-small|SentinelOne", "prompt": "c123-m2", "model": "meta-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SentinelOne - Offers leading detection capabilities, includes EDR, and supports macOS and Linux. It's suitable for mid-sized to enterprise organizations."}, {"id": "mai-20260917-0922-baseline|c123-m2|meta-small|ESET Protect Advanced", "prompt": "c123-m2", "model": "meta-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "ESET Protect Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A lightweight prevention solution ideal for mid-sized organizations seeking reliable protection with low system impact."}, {"id": "mai-20260917-0922-baseline|c123-m2|meta-small|Microsoft Defender for Endpoint", "prompt": "c123-m2", "model": "meta-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have Microsoft 365 E5, this is an effective and cost-efficient option."}, {"id": "mai-20260917-0922-baseline|c123-m2|minimax-small|CrowdStrike Falcon", "prompt": "c123-m2", "model": "minimax-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose CrowdStrike if you have the budget and security expertise"}, {"id": "mai-20260917-0922-baseline|c123-m2|minimax-small|Microsoft Defender for Endpoint", "prompt": "c123-m2", "model": "minimax-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Microsoft Defender for Endpoint if you have Microsoft 365 Business Premium or E5 — it's cost-effective"}, {"id": "mai-20260917-0922-baseline|c123-m2|minimax-small|Sophos Intercept X", "prompt": "c123-m2", "model": "minimax-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Sophos Intercept X", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Sophos if your team lacks dedicated security staff — it's the most \"set it and forget it\" option"}, {"id": "mai-20260917-0922-baseline|c123-m2|minimax-small|SentinelOne", "prompt": "c123-m2", "model": "minimax-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SentinelOne — Best for Autonomous Response"}, {"id": "mai-20260917-0922-baseline|c123-m2|mistral-small|ESET Protect Advanced", "prompt": "c123-m2", "model": "mistral-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "ESET Protect Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ESET Protect Advanced is often recommended for its balance of protection, ease of use, and low overhead"}, {"id": "mai-20260917-0922-baseline|c123-m2|mistral-small|CrowdStrike", "prompt": "c123-m2", "model": "mistral-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CrowdStrike or SentinelOne are excellent options"}, {"id": "mai-20260917-0922-baseline|c123-m2|mistral-small|Microsoft Defender for Endpoint", "prompt": "c123-m2", "model": "mistral-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "already in the Microsoft ecosystem, Microsoft Defender for Endpoint is a strong choice"}, {"id": "mai-20260917-0922-baseline|c123-m2|mistral-small|SentinelOne", "prompt": "c123-m2", "model": "mistral-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another strong option for mid-sized to enterprise companies, offering advanced EDR"}, {"id": "mai-20260917-0922-baseline|c123-m2|mistral-small|Bitdefender GravityZone", "prompt": "c123-m2", "model": "mistral-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for SMBs to mid-sized companies, with tiered EDR options"}, {"id": "mai-20260917-0922-baseline|c123-m2|mistral-small|Trend Micro", "prompt": "c123-m2", "model": "mistral-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers strong protection, full platform support, and on-premises options"}, {"id": "mai-20260917-0922-baseline|c123-m2|moonshot-small|ESET PROTECT Advanced/Complete", "prompt": "c123-m2", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "ESET PROTECT Advanced/Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: ESET PROTECT Advanced/Complete"}, {"id": "mai-20260917-0922-baseline|c123-m2|moonshot-small|Microsoft Defender for Business", "prompt": "c123-m2", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft-Heavy Environments: Microsoft Defender for Business"}, {"id": "mai-20260917-0922-baseline|c123-m2|moonshot-small|CrowdStrike Falcon", "prompt": "c123-m2", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Premium Option: CrowdStrike Falcon ... Higher cost (~$68/endpoint/year) but gold-standard protection"}, {"id": "mai-20260917-0922-baseline|c123-m2|moonshot-small|Bitdefender GravityZone", "prompt": "c123-m2", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Alternative: Bitdefender GravityZone"}, {"id": "mai-20260917-0922-baseline|c123-m2|moonshot-small|SentinelOne Singularity", "prompt": "c123-m2", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Need autonomous AI response? → SentinelOne Singularity"}, {"id": "mai-20260917-0922-baseline|c123-m2|openai-small|Microsoft Defender for Business", "prompt": "c123-m2", "model": "openai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c123-m2|openai-small|CrowdStrike Falcon", "prompt": "c123-m2", "model": "openai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best higher-end choice: CrowdStrike Falcon.**"}, {"id": "mai-20260917-0922-baseline|c123-m2|xai-small|Bitdefender GravityZone", "prompt": "c123-m2", "model": "xai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Bitdefender GravityZone as a strong, balanced choice for antivirus and endpoint security."}, {"id": "mai-20260917-0922-baseline|c123-m2|xai-small|CrowdStrike", "prompt": "c123-m2", "model": "xai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best-in-class intel/detection, but pricier (~$8-20+/endpoint/month) and suited for 250+ endpoints with security staff."}, {"id": "mai-20260917-0922-baseline|c123-m2|xai-small|Microsoft Defender for Business/Endpoint", "prompt": "c123-m2", "model": "xai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business/Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value if you're in that ecosystem."}, {"id": "mai-20260917-0922-baseline|c123-m2|xai-small|Sophos Intercept X", "prompt": "c123-m2", "model": "xai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable (~$4+/endpoint/month), strong MDR, easy for partners. Leader in Gartner."}, {"id": "mai-20260917-0922-baseline|c123-m2|xai-small|Trend Micro", "prompt": "c123-m2", "model": "xai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "positions it well among Leaders (alongside CrowdStrike, Microsoft, Sophos, Trend Micro)"}, {"id": "mai-20260917-0922-baseline|c123-m2|xai-small|SentinelOne Singularity", "prompt": "c123-m2", "model": "xai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent automation/rollback, mid-market sweet spot (~$6-15/endpoint/month). G2 leader (4.7/5)"}, {"id": "mai-20260917-0922-baseline|c123-m2|zai-small|Microsoft Defender for Endpoint (MDE)", "prompt": "c123-m2", "model": "zai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint (MDE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're already on Microsoft 365 E5 → Microsoft Defender for Endpoint is the clear winner (included, integrated, and strong)."}, {"id": "mai-20260917-0922-baseline|c123-m2|zai-small|Bitdefender GravityZone", "prompt": "c123-m2", "model": "zai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're not on E5 → Bitdefender GravityZone or Sophos Endpoint are the most balanced choices for a mid-sized B2B company"}, {"id": "mai-20260917-0922-baseline|c123-m2|zai-small|Sophos Endpoint", "prompt": "c123-m2", "model": "zai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Sophos Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Bitdefender GravityZone or Sophos Endpoint are the most balanced choices for a mid-sized B2B company"}, {"id": "mai-20260917-0922-baseline|c123-m2|zai-small|SentinelOne Singularity", "prompt": "c123-m2", "model": "zai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want autonomous response at a mid-market price → SentinelOne Singularity"}, {"id": "mai-20260917-0922-baseline|c123-m2|zai-small|ESET Endpoint Security", "prompt": "c123-m2", "model": "zai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "ESET Endpoint Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If hardware is older or you need the lightest footprint → ESET Endpoint Security"}, {"id": "mai-20260917-0922-baseline|c123-m2|zai-small|CrowdStrike Falcon", "prompt": "c123-m2", "model": "zai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Highest cost; best suited when you have a full-time security team; overkill for generalist IT"}, {"id": "mai-20260917-0922-baseline|c123-m3|alibaba-small|CrowdStrike Falcon", "prompt": "c123-m3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pros: Highest detection rates in many independent tests; extensive ecosystem integrations; excellent user interface for analysts."}, {"id": "mai-20260917-0922-baseline|c123-m3|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c123-m3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Organizations already invested in the Microsoft 365/Azure ecosystem."}, {"id": "mai-20260917-0922-baseline|c123-m3|alibaba-small|SentinelOne Singularity", "prompt": "c123-m3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often rated highest for protection accuracy (blocking attacks before execution)"}, {"id": "mai-20260917-0922-baseline|c123-m3|alibaba-small|Palo Alto Networks Cortex XDR", "prompt": "c123-m3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Enterprises prioritizing network-to-cloud correlation."}, {"id": "mai-20260917-0922-baseline|c123-m3|alibaba-small|Sophos Intercept X", "prompt": "c123-m3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: SMBs to Mid-Market companies."}, {"id": "mai-20260917-0922-baseline|c123-m3|alibaba-small|Bitdefender GravityZone", "prompt": "c123-m3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "strong protection at a more accessible price point and often include managed services"}, {"id": "mai-20260917-0922-baseline|c123-m3|anthropic-small|Huntress", "prompt": "c123-m3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The leading platforms include Huntress, CrowdStrike, and SentinelOne"}, {"id": "mai-20260917-0922-baseline|c123-m3|anthropic-small|CrowdStrike", "prompt": "c123-m3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "CrowdStrike's average threat remediation runs 12 minutes versus 38 minutes for competitors"}, {"id": "mai-20260917-0922-baseline|c123-m3|anthropic-small|SentinelOne", "prompt": "c123-m3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SentinelOne achieved 98.7% detection"}, {"id": "mai-20260917-0922-baseline|c123-m3|anthropic-small|Bitdefender GravityZone", "prompt": "c123-m3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "along with others like Bitdefender GravityZone"}, {"id": "mai-20260917-0922-baseline|c123-m3|anthropic-small|Microsoft Defender for Endpoint", "prompt": "c123-m3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft Defender benefits from price and default inclusion inside Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c123-m3|anthropic-small|Sophos Endpoint", "prompt": "c123-m3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SentinelOne and Sophos focus heavily on endpoint threats"}, {"id": "mai-20260917-0922-baseline|c123-m3|anthropic-small|ESET PROTECT Platform", "prompt": "c123-m3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET PROTECT Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sophos Endpoint, and ESET PROTECT Platform"}, {"id": "mai-20260917-0922-baseline|c123-m3|anthropic-small|ThreatLocker", "prompt": "c123-m3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ThreatLocker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ThreatLocker controls execution"}, {"id": "mai-20260917-0922-baseline|c123-m3|anthropic-small|Automox", "prompt": "c123-m3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Automox improves patching and device hygiene"}, {"id": "mai-20260917-0922-baseline|c123-m3|challenger-small|CrowdStrike Falcon", "prompt": "c123-m3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CrowdStrike is usually the pick if you want a highly regarded, cloud-native platform with strong detection and investigation workflows for a mature SOC."}, {"id": "mai-20260917-0922-baseline|c123-m3|challenger-small|SentinelOne Singularity", "prompt": "c123-m3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SentinelOne is usually the pick if you want more **automation** and **self-healing** behavior"}, {"id": "mai-20260917-0922-baseline|c123-m3|challenger-small|Microsoft Defender for Endpoint", "prompt": "c123-m3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft Defender is usually the pick if your endpoints already live in the Microsoft stack"}, {"id": "mai-20260917-0922-baseline|c123-m3|challenger-small|Palo Alto Cortex XDR", "prompt": "c123-m3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cortex XDR is usually the pick if you want **correlation across layers**"}, {"id": "mai-20260917-0922-baseline|c123-m3|challenger-small|Bitdefender GravityZone", "prompt": "c123-m3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Bitdefender is usually the pick if you want strong protection without as much operational overhead"}, {"id": "mai-20260917-0922-baseline|c123-m3|deepseek-small|Microsoft Defender for Endpoint", "prompt": "c123-m3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Already on Microsoft 365 E5? → Defender for Endpoint P2 is the obvious, near-free choice."}, {"id": "mai-20260917-0922-baseline|c123-m3|deepseek-small|CrowdStrike Falcon", "prompt": "c123-m3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Large enterprise with complex environment and strong SOC? → CrowdStrike for best detection/threat intel."}, {"id": "mai-20260917-0922-baseline|c123-m3|deepseek-small|SentinelOne Singularity", "prompt": "c123-m3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Lean team that needs automation and self-healing? → SentinelOne for autonomous response."}, {"id": "mai-20260917-0922-baseline|c123-m3|deepseek-small|Palo Alto Networks Cortex / Cortex XDR", "prompt": "c123-m3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Palo Alto Networks Cortex / Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI-powered, strong network-security integration (ties into the larger PANW platform)"}, {"id": "mai-20260917-0922-baseline|c123-m3|deepseek-small|Sophos Intercept X", "prompt": "c123-m3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market needing strong ransomware defense at good value? → Sophos or Bitdefender."}, {"id": "mai-20260917-0922-baseline|c123-m3|deepseek-small|Trend Micro", "prompt": "c123-m3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Trend Micro** (18th consecutive year — unprecedented)"}, {"id": "mai-20260917-0922-baseline|c123-m3|deepseek-small|Cisco Secure Endpoint", "prompt": "c123-m3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Cisco Secure Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deep integration with the Cisco networking/security stack"}, {"id": "mai-20260917-0922-baseline|c123-m3|deepseek-small|ESET PROTECT", "prompt": "c123-m3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Small team that wants minimal management? → ESET or Cynet (bundled SOC)."}, {"id": "mai-20260917-0922-baseline|c123-m3|deepseek-small|Bitdefender", "prompt": "c123-m3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best detection-per-dollar; published pricing; strong mid-market value"}, {"id": "mai-20260917-0922-baseline|c123-m3|deepseek-small|Trellix", "prompt": "c123-m3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Established enterprise options with AI/ML prevention heritage"}, {"id": "mai-20260917-0922-baseline|c123-m3|deepseek-small|BlackBerry Cylance", "prompt": "c123-m3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "BlackBerry Cylance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Established enterprise options with AI/ML prevention heritage"}, {"id": "mai-20260917-0922-baseline|c123-m3|deepseek-small|Cynet", "prompt": "c123-m3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Bundles full EPP/EDR stack plus built-in 24/7 managed SOC for lean teams"}, {"id": "mai-20260917-0922-baseline|c123-m3|google-small|CrowdStrike Falcon", "prompt": "c123-m3", "model": "google-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The premium standard for cloud-native endpoint security with elite threat-intelligence integration."}, {"id": "mai-20260917-0922-baseline|c123-m3|google-small|Microsoft Defender for Endpoint (Defender XDR)", "prompt": "c123-m3", "model": "google-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint (Defender XDR)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Unmatched ecosystem integration and budget-friendly packaging for Microsoft-centric organizations."}, {"id": "mai-20260917-0922-baseline|c123-m3|google-small|SentinelOne Singularity", "prompt": "c123-m3", "model": "google-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-efficiency, autonomous endpoint protection with the industry's best ransomware rollback capabilities."}, {"id": "mai-20260917-0922-baseline|c123-m3|google-small|Palo Alto Networks Cortex XDR", "prompt": "c123-m3", "model": "google-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A data-heavy, enterprise-grade platform built to correlate endpoint, network, and cloud telemetry under one roof."}, {"id": "mai-20260917-0922-baseline|c123-m3|google-small|Sophos Endpoint", "prompt": "c123-m3", "model": "google-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A prevention-first, highly accessible platform for mid-market and small-to-midsized businesses."}, {"id": "mai-20260917-0922-baseline|c123-m3|meta-small|Microsoft Defender for Endpoint", "prompt": "c123-m3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top endpoint protection platforms include Microsoft Defender for Endpoint"}, {"id": "mai-20260917-0922-baseline|c123-m3|meta-small|CrowdStrike Falcon", "prompt": "c123-m3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "CrowdStrike Falcon, SentinelOne Singularity"}, {"id": "mai-20260917-0922-baseline|c123-m3|meta-small|SentinelOne Singularity", "prompt": "c123-m3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SentinelOne Singularity, Bitdefender GravityZone Business Security"}, {"id": "mai-20260917-0922-baseline|c123-m3|meta-small|Bitdefender GravityZone Business Security", "prompt": "c123-m3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone Business Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bitdefender GravityZone Business Security, Sophos Intercept X"}, {"id": "mai-20260917-0922-baseline|c123-m3|meta-small|Sophos Intercept X", "prompt": "c123-m3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sophos Intercept X, Trend Micro Apex One"}, {"id": "mai-20260917-0922-baseline|c123-m3|meta-small|Trend Micro Apex One", "prompt": "c123-m3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Trend Micro Apex One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Trend Micro Apex One, and ESET Protect Advanced"}, {"id": "mai-20260917-0922-baseline|c123-m3|meta-small|ESET Protect Advanced", "prompt": "c123-m3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET Protect Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "and ESET Protect Advanced"}, {"id": "mai-20260917-0922-baseline|c123-m3|minimax-small|CrowdStrike Falcon", "prompt": "c123-m3", "model": "minimax-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strengths: Best detection rates, strong for SOC teams"}, {"id": "mai-20260917-0922-baseline|c123-m3|minimax-small|SentinelOne Singularity", "prompt": "c123-m3", "model": "minimax-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strengths: Best autonomous response, traceable incident timelines"}, {"id": "mai-20260917-0922-baseline|c123-m3|minimax-small|Microsoft Defender for Endpoint", "prompt": "c123-m3", "model": "minimax-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value if already using M365 E5, zero marginal cost"}, {"id": "mai-20260917-0922-baseline|c123-m3|minimax-small|Bitdefender", "prompt": "c123-m3", "model": "minimax-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Best detection per pound/budget, mid-market"}, {"id": "mai-20260917-0922-baseline|c123-m3|minimax-small|Sophos Intercept X", "prompt": "c123-m3", "model": "minimax-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong ransomware protection, clear endpoint detection evidence"}, {"id": "mai-20260917-0922-baseline|c123-m3|minimax-small|Trellix Endpoint Security", "prompt": "c123-m3", "model": "minimax-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Trellix Endpoint Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Enterprise environments"}, {"id": "mai-20260917-0922-baseline|c123-m3|minimax-small|Cisco Secure Endpoint", "prompt": "c123-m3", "model": "minimax-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Cisco Secure Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for existing Cisco customers"}, {"id": "mai-20260917-0922-baseline|c123-m3|minimax-small|Cynet", "prompt": "c123-m3", "model": "minimax-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some include built-in managed detection (Cynet, others)"}, {"id": "mai-20260917-0922-baseline|c123-m3|minimax-small|ESET", "prompt": "c123-m3", "model": "minimax-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Bitdefender and ESET offer published pricing without sales calls"}, {"id": "mai-20260917-0922-baseline|c123-m3|mistral-small|CrowdStrike Falcon", "prompt": "c123-m3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the gold standard for enterprise endpoint protection."}, {"id": "mai-20260917-0922-baseline|c123-m3|mistral-small|Microsoft Defender for Endpoint", "prompt": "c123-m3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations already using Microsoft 365 and Azure."}, {"id": "mai-20260917-0922-baseline|c123-m3|mistral-small|SentinelOne Singularity", "prompt": "c123-m3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CrowdStrike and SentinelOne lead in AI-driven detection and autonomous response"}, {"id": "mai-20260917-0922-baseline|c123-m3|mistral-small|Bitdefender GravityZone", "prompt": "c123-m3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: SMBs to mid-market companies seeking multilayered protection"}, {"id": "mai-20260917-0922-baseline|c123-m3|mistral-small|Sophos Endpoint", "prompt": "c123-m3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: SMBs to mid-market businesses wanting simple administration."}, {"id": "mai-20260917-0922-baseline|c123-m3|mistral-small|ESET PROTECT", "prompt": "c123-m3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Known for stability and ease of use, often favored in regulated industries."}, {"id": "mai-20260917-0922-baseline|c123-m3|mistral-small|Fortinet FortiEDR", "prompt": "c123-m3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Fortinet FortiEDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong for organizations already using Fortinet's security stack."}, {"id": "mai-20260917-0922-baseline|c123-m3|moonshot-small|Microsoft Defender for Endpoint (MDE)", "prompt": "c123-m3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint (MDE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Organizations already using Microsoft 365/Azure ecosystems"}, {"id": "mai-20260917-0922-baseline|c123-m3|moonshot-small|CrowdStrike Falcon", "prompt": "c123-m3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best detection & threat intelligence | **CrowdStrike**"}, {"id": "mai-20260917-0922-baseline|c123-m3|moonshot-small|SentinelOne Singularity", "prompt": "c123-m3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Small team, want automation | **SentinelOne**"}, {"id": "mai-20260917-0922-baseline|c123-m3|moonshot-small|Bitdefender GravityZone", "prompt": "c123-m3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent detection at lower cost, good for mid-market"}, {"id": "mai-20260917-0922-baseline|c123-m3|moonshot-small|Sophos Intercept X", "prompt": "c123-m3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong ransomware rollback features, SMB-friendly"}, {"id": "mai-20260917-0922-baseline|c123-m3|moonshot-small|Trend Micro Apex One", "prompt": "c123-m3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Trend Micro Apex One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Established player with broad feature set"}, {"id": "mai-20260917-0922-baseline|c123-m3|moonshot-small|ESET Protect", "prompt": "c123-m3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lightweight, good for resource-constrained environments"}, {"id": "mai-20260917-0922-baseline|c123-m3|openai-small|Microsoft Defender for Endpoint", "prompt": "c123-m3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best fit: organizations already standardized on Microsoft 365 / Windows."}, {"id": "mai-20260917-0922-baseline|c123-m3|openai-small|CrowdStrike Falcon", "prompt": "c123-m3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for cloud-native EDR/EPP and large-scale security operations"}, {"id": "mai-20260917-0922-baseline|c123-m3|openai-small|SentinelOne Singularity Endpoint", "prompt": "c123-m3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for autonomous remediation and behavior-based detection"}, {"id": "mai-20260917-0922-baseline|c123-m3|openai-small|Palo Alto Networks", "prompt": "c123-m3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want endpoint plus broader XDR/platform integration"}, {"id": "mai-20260917-0922-baseline|c123-m3|openai-small|Sophos", "prompt": "c123-m3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best fit: mid-market companies and MSPs."}, {"id": "mai-20260917-0922-baseline|c123-m3|openai-small|Bitdefender", "prompt": "c123-m3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "often strong value choices for simpler deployment and management"}, {"id": "mai-20260917-0922-baseline|c123-m3|openai-small|TrendAI", "prompt": "c123-m3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "TrendAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Trend Micro: often favored in broader enterprise security programs."}, {"id": "mai-20260917-0922-baseline|c123-m3|openai-small|ESET", "prompt": "c123-m3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "includes vendors such as **Microsoft, CrowdStrike, SentinelOne, Palo Alto Networks, Sophos, Bitdefender, TrendAI, ESET, Fortinet, Trellix, Check Point, Broadcom, and WithSecure**"}, {"id": "mai-20260917-0922-baseline|c123-m3|openai-small|Fortinet", "prompt": "c123-m3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Gartner's 2026 Endpoint Protection Platforms research includes vendors such as ... Fortinet"}, {"id": "mai-20260917-0922-baseline|c123-m3|openai-small|Trellix", "prompt": "c123-m3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "includes vendors such as ... Trellix"}, {"id": "mai-20260917-0922-baseline|c123-m3|openai-small|Check Point", "prompt": "c123-m3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "includes vendors such as ... Check Point"}, {"id": "mai-20260917-0922-baseline|c123-m3|openai-small|Broadcom", "prompt": "c123-m3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Broadcom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "includes vendors such as ... Broadcom"}, {"id": "mai-20260917-0922-baseline|c123-m3|openai-small|WithSecure", "prompt": "c123-m3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "WithSecure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "includes vendors such as ... and WithSecure"}, {"id": "mai-20260917-0922-baseline|c123-m3|xai-small|CrowdStrike Falcon", "prompt": "c123-m3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike (highest Ability to Execute and furthest Completeness of Vision)"}, {"id": "mai-20260917-0922-baseline|c123-m3|xai-small|Microsoft Defender for Endpoint", "prompt": "c123-m3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Defender wins for Microsoft shops (zero extra cost)"}, {"id": "mai-20260917-0922-baseline|c123-m3|xai-small|SentinelOne Singularity", "prompt": "c123-m3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SentinelOne leads in autonomous AI (e.g., auto-containment, rollback)"}, {"id": "mai-20260917-0922-baseline|c123-m3|xai-small|Palo Alto Networks Cortex XDR", "prompt": "c123-m3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unified security stacks (w/ firewalls/SASE) | 100% detection"}, {"id": "mai-20260917-0922-baseline|c123-m3|xai-small|Sophos Intercept X", "prompt": "c123-m3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market, ransomware focus; ease of use"}, {"id": "mai-20260917-0922-baseline|c123-m3|xai-small|Trend Micro", "prompt": "c123-m3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like Trend Micro, Bitdefender, and ESET frequently appear in top comparisons"}, {"id": "mai-20260917-0922-baseline|c123-m3|xai-small|Bitdefender", "prompt": "c123-m3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like Trend Micro, Bitdefender, and ESET frequently appear in top comparisons"}, {"id": "mai-20260917-0922-baseline|c123-m3|xai-small|ESET", "prompt": "c123-m3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like Trend Micro, Bitdefender, and ESET frequently appear in top comparisons"}, {"id": "mai-20260917-0922-baseline|c123-m3|zai-small|Microsoft Defender for Endpoint", "prompt": "c123-m3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Microsoft Defender for Endpoint** offers the best economics for M365 customers."}, {"id": "mai-20260917-0922-baseline|c123-m3|zai-small|CrowdStrike Falcon", "prompt": "c123-m3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best detection & threat intelligence** | **CrowdStrike Falcon**"}, {"id": "mai-20260917-0922-baseline|c123-m3|zai-small|SentinelOne Singularity", "prompt": "c123-m3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "leaders in detection and autonomous response, respectively"}, {"id": "mai-20260917-0922-baseline|c123-m3|zai-small|Bitdefender GravityZone", "prompt": "c123-m3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Clear, published pricing and strong protection per dollar** | **Bitdefender GravityZone**"}, {"id": "mai-20260917-0922-baseline|c123-m3|zai-small|Symantec Endpoint Security Complete", "prompt": "c123-m3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Symantec Endpoint Security Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Symantec SESS** provides the deepest forensics and exploit prevention."}, {"id": "mai-20260917-0922-baseline|c123-m3|zai-small|Sophos Intercept X", "prompt": "c123-m3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Sophos Intercept X** shines for teams without dedicated security staff."}, {"id": "mai-20260917-0922-baseline|c123-m3|zai-small|Fortinet FortiEDR", "prompt": "c123-m3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Fortinet FortiEDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Fortinet FortiEDR** fits naturally into Fortinet‑centric environments."}, {"id": "mai-20260917-0922-baseline|c123-m3|zai-small|Palo Alto Networks Cortex XDR", "prompt": "c123-m3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Cortex XDR** is the go‑to for organizations wanting native XDR across all layers."}, {"id": "mai-20260917-0922-baseline|c123-m3|zai-small|Trellix (McAfee) Endpoint Security", "prompt": "c123-m3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Trellix (McAfee) Endpoint Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Mature, well‑tested platform with good detection** | **Trellix Endpoint Security**"}, {"id": "mai-20260917-0922-baseline|c123-m3|zai-small|Kaspersky Endpoint Security", "prompt": "c123-m3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Kaspersky Endpoint Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Bitdefender** and **Kaspersky** excel in detection accuracy per dollar."}, {"id": "mai-20260917-0922-baseline|c123-m3|zai-small|Cynet", "prompt": "c123-m3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Cynet** (bundle SOC)"}, {"id": "mai-20260917-0922-baseline|c123-m4|alibaba-small|CrowdStrike", "prompt": "c123-m4", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "without the high maintenance costs associated with expensive tools like CrowdStrike or SentinelOne"}, {"id": "mai-20260917-0922-baseline|c123-m4|alibaba-small|SentinelOne", "prompt": "c123-m4", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "expensive tools like CrowdStrike or SentinelOne"}, {"id": "mai-20260917-0922-baseline|c123-m4|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c123-m4", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "### 1. The Best Value Bundle: Microsoft Defender for Endpoint"}, {"id": "mai-20260917-0922-baseline|c123-m4|alibaba-small|Bitdefender GravityZone", "prompt": "c123-m4", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 2. Best Standalone Performance: Bitdefender GravityZone"}, {"id": "mai-20260917-0922-baseline|c123-m4|alibaba-small|Sophos Intercept X", "prompt": "c123-m4", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 3. Best for Ease of Management: Sophos Intercept X"}, {"id": "mai-20260917-0922-baseline|c123-m4|alibaba-small|ESET Endpoint Security", "prompt": "c123-m4", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET Endpoint Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "### 4. Best for Legacy Hardware: ESET Endpoint Security"}, {"id": "mai-20260917-0922-baseline|c123-m4|alibaba-small|Norton Home", "prompt": "c123-m4", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Norton Home", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Consumer Tools: Do not buy 10 different subscriptions for \"Norton Home\" or \"Avast Home.\""}, {"id": "mai-20260917-0922-baseline|c123-m4|alibaba-small|Avast Home", "prompt": "c123-m4", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Avast Home", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Do not buy 10 different subscriptions for \"Norton Home\" or \"Avast Home.\""}, {"id": "mai-20260917-0922-baseline|c123-m4|alibaba-small|Fortinet", "prompt": "c123-m4", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Vendors like Sophos and Fortinet often offer massive discounts if you bundle the Antivirus/EPP"}, {"id": "mai-20260917-0922-baseline|c123-m4|anthropic-small|Microsoft Defender for Business", "prompt": "c123-m4", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're already using Microsoft 365, Defender for Business often provides the best value since it may already be included in your subscription."}, {"id": "mai-20260917-0922-baseline|c123-m4|anthropic-small|ESET Protect", "prompt": "c123-m4", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Otherwise, ESET and Atera are strong cost-effective alternatives."}, {"id": "mai-20260917-0922-baseline|c123-m4|anthropic-small|Atera", "prompt": "c123-m4", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Otherwise, ESET and Atera are strong cost-effective alternatives."}, {"id": "mai-20260917-0922-baseline|c123-m4|challenger-small|Microsoft Defender for Business", "prompt": "c123-m4", "model": "challenger-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best endpoint protection platform is usually **Microsoft Defender for Business** if you already use Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c123-m4|challenger-small|Bitdefender GravityZone Small Business Security", "prompt": "c123-m4", "model": "challenger-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone Small Business Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the strongest budget-oriented alternative, with low per-device pricing, cloud management, and strong independent-test performance"}, {"id": "mai-20260917-0922-baseline|c123-m4|challenger-small|Huntress Managed EDR", "prompt": "c123-m4", "model": "challenger-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Consider **Huntress Managed EDR**, but it is usually more about service quality than lowest price."}, {"id": "mai-20260917-0922-baseline|c123-m4|deepseek-small|Microsoft Defender for Business", "prompt": "c123-m4", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Business** (often the best value overall)"}, {"id": "mai-20260917-0922-baseline|c123-m4|deepseek-small|Bitdefender GravityZone", "prompt": "c123-m4", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitdefender GravityZone** or **ESET** are excellent, transparently priced picks"}, {"id": "mai-20260917-0922-baseline|c123-m4|deepseek-small|ESET PROTECT Entry", "prompt": "c123-m4", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET PROTECT Entry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lightweight, reliable, good detection"}, {"id": "mai-20260917-0922-baseline|c123-m4|deepseek-small|Malwarebytes ThreatDown Essential", "prompt": "c123-m4", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Malwarebytes ThreatDown Essential", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for small teams, MDR available as an add-on"}, {"id": "mai-20260917-0922-baseline|c123-m4|deepseek-small|Huntress Managed EDR", "prompt": "c123-m4", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best \"hands-off\" option for a business with no security staff"}, {"id": "mai-20260917-0922-baseline|c123-m4|google-small|Microsoft Defender for Business", "prompt": "c123-m4", "model": "google-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company is already using Microsoft 365, this is the most cost-effective and seamless option available."}, {"id": "mai-20260917-0922-baseline|c123-m4|google-small|Bitdefender GravityZone", "prompt": "c123-m4", "model": "google-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall Standalone Value: Bitdefender GravityZone ... widely considered the best \"bang for your buck\""}, {"id": "mai-20260917-0922-baseline|c123-m4|google-small|Huntress Managed EDR", "prompt": "c123-m4", "model": "google-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Have NO Internal Security Staff: Huntress Managed EDR"}, {"id": "mai-20260917-0922-baseline|c123-m4|google-small|ESET PROTECT Platform", "prompt": "c123-m4", "model": "google-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET PROTECT Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Older Hardware & Mixed Fleets: ESET PROTECT Platform"}, {"id": "mai-20260917-0922-baseline|c123-m4|google-small|Sophos Intercept X", "prompt": "c123-m4", "model": "google-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Generalist IT Admins: Sophos Intercept X"}, {"id": "mai-20260917-0922-baseline|c123-m4|google-small|CrowdStrike", "prompt": "c123-m4", "model": "google-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "looks a bit dated and engineered compared to sleek modern tools like CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c123-m4|meta-small|Microsoft Defender for Endpoint", "prompt": "c123-m4", "model": "meta-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best endpoint protection platform for a company with a limited budget is Microsoft Defender for Endpoint"}, {"id": "mai-20260917-0922-baseline|c123-m4|meta-small|Bitdefender", "prompt": "c123-m4", "model": "meta-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other cost-effective options include Bitdefender and ESET"}, {"id": "mai-20260917-0922-baseline|c123-m4|meta-small|ESET", "prompt": "c123-m4", "model": "meta-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other cost-effective options include Bitdefender and ESET"}, {"id": "mai-20260917-0922-baseline|c123-m4|minimax-small|Microsoft Defender for Business", "prompt": "c123-m4", "model": "minimax-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Business** provides the best balance of price, prevention, EDR, automation, and Microsoft 365 integration"}, {"id": "mai-20260917-0922-baseline|c123-m4|minimax-small|Bitdefender", "prompt": "c123-m4", "model": "minimax-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitdefender** (Best for Published Pricing)"}, {"id": "mai-20260917-0922-baseline|c123-m4|minimax-small|ESET", "prompt": "c123-m4", "model": "minimax-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ESET** (Budget-Friendly Option)"}, {"id": "mai-20260917-0922-baseline|c123-m4|minimax-small|Webroot", "prompt": "c123-m4", "model": "minimax-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Webroot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Webroot** (Lightweight Option)"}, {"id": "mai-20260917-0922-baseline|c123-m4|mistral-small|Microsoft Defender for Business", "prompt": "c123-m4", "model": "mistral-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is the top overall recommendation for most small businesses"}, {"id": "mai-20260917-0922-baseline|c123-m4|mistral-small|Bitdefender", "prompt": "c123-m4", "model": "mistral-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other affordable and credible options include **Bitdefender** and **ESET**"}, {"id": "mai-20260917-0922-baseline|c123-m4|mistral-small|ESET", "prompt": "c123-m4", "model": "mistral-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other affordable and credible options include **Bitdefender** and **ESET**"}, {"id": "mai-20260917-0922-baseline|c123-m4|mistral-small|Huntress Managed EDR", "prompt": "c123-m4", "model": "mistral-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a managed solution without a dedicated security team, **Huntress Managed EDR** is also highly recommended for SMBs."}, {"id": "mai-20260917-0922-baseline|c123-m4|moonshot-small|Microsoft Defender for Business", "prompt": "c123-m4", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Business** is the clear winner—it's included at no additional cost and provides robust EDR capabilities."}, {"id": "mai-20260917-0922-baseline|c123-m4|moonshot-small|Bitdefender GravityZone Business Security", "prompt": "c123-m4", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone Business Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need a standalone solution, **Bitdefender GravityZone** offers the best balance of price"}, {"id": "mai-20260917-0922-baseline|c123-m4|moonshot-small|CrowdStrike Falcon Go", "prompt": "c123-m4", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Industry-leading AI/ML detection engine, though the SMB version has fewer features than enterprise tiers"}, {"id": "mai-20260917-0922-baseline|c123-m4|moonshot-small|ESET Business Solutions", "prompt": "c123-m4", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET Business Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very lightweight agent, ideal for older hardware or virtual desktop environments"}, {"id": "mai-20260917-0922-baseline|c123-m4|moonshot-small|Sophos Intercept X", "prompt": "c123-m4", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Sophos Intercept X** | ~$60 | ✅ | Anti-ransomware focus |"}, {"id": "mai-20260917-0922-baseline|c123-m4|openai-small|Microsoft Defender for Business", "prompt": "c123-m4", "model": "openai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for limited budget + easiest rollout:** **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c123-m4|openai-small|Microsoft Defender for Endpoint Plan 1/2", "prompt": "c123-m4", "model": "openai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Endpoint Plan 1/2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Microsoft Defender for Endpoint Plan 1/2** if you need a standalone enterprise endpoint platform"}, {"id": "mai-20260917-0922-baseline|c123-m4|openai-small|SentinelOne", "prompt": "c123-m4", "model": "openai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SentinelOne** is worth a look because it explicitly markets pricing packages for smaller deployments"}, {"id": "mai-20260917-0922-baseline|c123-m4|openai-small|CrowdStrike", "prompt": "c123-m4", "model": "openai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need stronger standalone EPP/EDR and can pay more:** **SentinelOne** or **CrowdStrike**"}, {"id": "mai-20260917-0922-baseline|c123-m4|xai-small|Microsoft Defender for Business", "prompt": "c123-m4", "model": "xai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Business stands out as the best endpoint protection platform (EPP/EDR) for companies with a limited budget."}, {"id": "mai-20260917-0922-baseline|c123-m4|xai-small|ESET PROTECT Entry/Advanced", "prompt": "c123-m4", "model": "xai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET PROTECT Entry/Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for very small teams; low resource use, strong malware blocking."}, {"id": "mai-20260917-0922-baseline|c123-m4|xai-small|Bitdefender GravityZone Business Security", "prompt": "c123-m4", "model": "xai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone Business Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best detection per dollar (competes with premium tiers); full EDR in higher bundles."}, {"id": "mai-20260917-0922-baseline|c123-m4|xai-small|Huntress Managed EDR", "prompt": "c123-m4", "model": "xai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Includes **24/7 human SOC response**—ideal if no IT security staff... but higher than standalone options."}, {"id": "mai-20260917-0922-baseline|c123-m4|xai-small|Wazuh", "prompt": "c123-m4", "model": "xai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid**: Free/open-source like Wazuh (high setup effort/cost in time)."}, {"id": "mai-20260917-0922-baseline|c123-m4|xai-small|CrowdStrike", "prompt": "c123-m4", "model": "xai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Premiums like CrowdStrike/SentinelOne start 3–5x higher."}, {"id": "mai-20260917-0922-baseline|c123-m4|xai-small|SentinelOne", "prompt": "c123-m4", "model": "xai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Premiums like CrowdStrike/SentinelOne start 3–5x higher."}, {"id": "mai-20260917-0922-baseline|c123-m4|zai-small|Microsoft Defender for Business", "prompt": "c123-m4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most limited‑budget companies: Microsoft Defender for Business"}, {"id": "mai-20260917-0922-baseline|c123-m4|zai-small|ESET Endpoint Security", "prompt": "c123-m4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET Endpoint Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for self‑managed, per‑device pricing: ESET or Bitdefender GravityZone"}, {"id": "mai-20260917-0922-baseline|c123-m4|zai-small|Bitdefender GravityZone", "prompt": "c123-m4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for self‑managed, per‑device pricing: ESET or Bitdefender GravityZone"}, {"id": "mai-20260917-0922-baseline|c123-m4|zai-small|Huntress Managed EDR", "prompt": "c123-m4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for companies without a dedicated security team: Managed EDR like Huntress"}, {"id": "mai-20260917-0922-baseline|c123-m4|zai-small|Webroot SecureAnywhere Business", "prompt": "c123-m4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Webroot SecureAnywhere Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You have older or low‑spec hardware | Webroot SecureAnywhere Business."}, {"id": "mai-20260917-0922-baseline|c123-m4|zai-small|CrowdStrike", "prompt": "c123-m4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If $10+/device/month → you may be able to afford more advanced EDR (CrowdStrike, SentinelOne)"}, {"id": "mai-20260917-0922-baseline|c123-m4|zai-small|SentinelOne", "prompt": "c123-m4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "more advanced EDR (CrowdStrike, SentinelOne)"}, {"id": "mai-20260917-0922-baseline|c123-m4|zai-small|Cynet", "prompt": "c123-m4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Cynet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Managed EDR (Huntress, Cynet, or other MDR) is usually the better fit."}, {"id": "mai-20260917-0922-baseline|c123-m5|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c123-m5", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "try Microsoft Defender for Endpoint first—it is a world-class product—and only pay extra for a third-party vendor if you find a gap it cannot fill."}, {"id": "mai-20260917-0922-baseline|c123-m5|alibaba-small|CrowdStrike", "prompt": "c123-m5", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dedicated Vendors (CrowdStrike, SentinelOne, Carbon Black): Pros: generally superior detection rates"}, {"id": "mai-20260917-0922-baseline|c123-m5|alibaba-small|SentinelOne", "prompt": "c123-m5", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dedicated Vendors (CrowdStrike, SentinelOne, Carbon Black)"}, {"id": "mai-20260917-0922-baseline|c123-m5|alibaba-small|Carbon Black", "prompt": "c123-m5", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Carbon Black", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dedicated Vendors (CrowdStrike, SentinelOne, Carbon Black)"}, {"id": "mai-20260917-0922-baseline|c123-m5|deepseek-small|CrowdStrike", "prompt": "c123-m5", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The leading contenders to shortlist would be **CrowdStrike Falcon**, **SentinelOne**, **Microsoft Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c123-m5|deepseek-small|SentinelOne", "prompt": "c123-m5", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The leading contenders to shortlist would be **CrowdStrike Falcon**, **SentinelOne**"}, {"id": "mai-20260917-0922-baseline|c123-m5|deepseek-small|Palo Alto Cortex XDR", "prompt": "c123-m5", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and **Palo Alto Cortex XDR**"}, {"id": "mai-20260917-0922-baseline|c123-m5|deepseek-small|Microsoft Defender for Endpoint", "prompt": "c123-m5", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Microsoft Defender for Endpoint** (especially if you're an M365 shop — often the simplest and most cost-effective integration)"}, {"id": "mai-20260917-0922-baseline|c123-m5|google-small|SentinelOne", "prompt": "c123-m5", "model": "google-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "SentinelOne Singularity: Highly regarded for its automated remediation (rollback) and ease of use. Very strong contender for mid-sized organizations."}, {"id": "mai-20260917-0922-baseline|c123-m5|google-small|Microsoft Defender for Business", "prompt": "c123-m5", "model": "google-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Evaluating Defender is highly recommended because it is built into the Windows OS (no extra agent to install) and might already be paid for."}, {"id": "mai-20260917-0922-baseline|c123-m5|google-small|CrowdStrike Falcon", "prompt": "c123-m5", "model": "google-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The industry leader in terms of detection and threat intelligence. Excellent MDR offering (Falcon Complete), though it tends to be on the premium price end."}, {"id": "mai-20260917-0922-baseline|c123-m5|google-small|Sophos Intercept X", "prompt": "c123-m5", "model": "google-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Historically strong in the mid-market with great bundled offerings"}, {"id": "mai-20260917-0922-baseline|c123-m5|google-small|Trend Micro", "prompt": "c123-m5", "model": "google-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Trend Micro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sophos Intercept X / Trend Micro: Historically strong in the mid-market with great bundled offerings"}, {"id": "mai-20260917-0922-baseline|c123-m5|meta-small|CrowdStrike", "prompt": "c123-m5", "model": "meta-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for vendors with high scores in recent MITRE ATT&CK Evaluations, such as CrowdStrike, SentinelOne, and Palo Alto Networks Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c123-m5|meta-small|SentinelOne", "prompt": "c123-m5", "model": "meta-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as CrowdStrike, SentinelOne, and Palo Alto Networks Cortex XDR"}, {"id": "mai-20260917-0922-baseline|c123-m5|meta-small|Palo Alto Networks Cortex XDR", "prompt": "c123-m5", "model": "meta-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as CrowdStrike, SentinelOne, and Palo Alto Networks Cortex XDR"}, {"id": "mai-20260917-0922-baseline|c123-m5|minimax-small|CrowdStrike", "prompt": "c123-m5", "model": "minimax-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options include CrowdStrike, Microsoft Defender for Endpoint, SentinelOne, and others—but the right choice depends on your specific environment"}, {"id": "mai-20260917-0922-baseline|c123-m5|minimax-small|Microsoft Defender for Endpoint", "prompt": "c123-m5", "model": "minimax-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options include CrowdStrike, Microsoft Defender for Endpoint, SentinelOne, and others"}, {"id": "mai-20260917-0922-baseline|c123-m5|minimax-small|SentinelOne", "prompt": "c123-m5", "model": "minimax-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options include CrowdStrike, Microsoft Defender for Endpoint, SentinelOne, and others"}, {"id": "mai-20260917-0922-baseline|c123-m5|mistral-small|CrowdStrike", "prompt": "c123-m5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CrowdStrike | Best-in-class EDR, threat intelligence | Yes | Cloud"}, {"id": "mai-20260917-0922-baseline|c123-m5|mistral-small|SentinelOne", "prompt": "c123-m5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SentinelOne | AI-driven, autonomous response"}, {"id": "mai-20260917-0922-baseline|c123-m5|mistral-small|Microsoft Defender for Endpoint", "prompt": "c123-m5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft Defender for Endpoint | Tight Microsoft 365 integration"}, {"id": "mai-20260917-0922-baseline|c123-m5|mistral-small|Palo Alto Cortex XDR", "prompt": "c123-m5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Palo Alto Cortex XDR | Strong XDR, network integration"}, {"id": "mai-20260917-0922-baseline|c123-m5|mistral-small|Trend Micro Apex One", "prompt": "c123-m5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Trend Micro Apex One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Trend Micro Apex One | Good for mixed environments"}, {"id": "mai-20260917-0922-baseline|c123-m5|mistral-small|Sophos Intercept X", "prompt": "c123-m5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sophos Intercept X | Strong EDR, easy to use"}, {"id": "mai-20260917-0922-baseline|c123-m5|mistral-small|Bitdefender GravityZone", "prompt": "c123-m5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bitdefender GravityZone | Lightweight, good for SMBs"}, {"id": "mai-20260917-0922-baseline|c123-m5|moonshot-small|CrowdStrike", "prompt": "c123-m5", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CrowdStrike Falcon** | Market leader, strong threat intel | Organizations wanting best-in-class detection"}, {"id": "mai-20260917-0922-baseline|c123-m5|moonshot-small|SentinelOne", "prompt": "c123-m5", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SentinelOne** | Autonomous AI response, good rollback | Teams wanting automation-heavy approach"}, {"id": "mai-20260917-0922-baseline|c123-m5|moonshot-small|Palo Alto Networks (Cortex XDR)", "prompt": "c123-m5", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Palo Alto Networks (Cortex XDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Palo Alto Cortex XDR** | Strong XDR correlation, network integration"}, {"id": "mai-20260917-0922-baseline|c123-m5|moonshot-small|Microsoft Defender for Endpoint", "prompt": "c123-m5", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native Microsoft integration, cost-effective | Microsoft-heavy environments"}, {"id": "mai-20260917-0922-baseline|c123-m5|moonshot-small|Trend Micro Vision One", "prompt": "c123-m5", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good mid-market pricing, solid features | Budget-conscious buyers"}, {"id": "mai-20260917-0922-baseline|c123-m5|xai-small|CrowdStrike", "prompt": "c123-m5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Top contenders from 2024 reviews: CrowdStrike Falcon, Microsoft Defender, SentinelOne Singularity, Palo Alto Cortex XDR, Sophos Intercept X."}, {"id": "mai-20260917-0922-baseline|c123-m5|xai-small|Microsoft Defender", "prompt": "c123-m5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If Microsoft-heavy, Defender for Endpoint often wins on integration/cost."}, {"id": "mai-20260917-0922-baseline|c123-m5|xai-small|Palo Alto Cortex XDR", "prompt": "c123-m5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "2024 Leaders: CrowdStrike, Microsoft Defender, Palo Alto Cortex XDR, Trend Micro, Sophos"}, {"id": "mai-20260917-0922-baseline|c123-m5|xai-small|Trend Micro", "prompt": "c123-m5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "2024 Leaders: CrowdStrike, Microsoft Defender, Palo Alto Cortex XDR, Trend Micro, Sophos"}, {"id": "mai-20260917-0922-baseline|c123-m5|xai-small|Sophos", "prompt": "c123-m5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top contenders from 2024 reviews: ... Sophos Intercept X"}, {"id": "mai-20260917-0922-baseline|c123-m5|xai-small|SentinelOne", "prompt": "c123-m5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "top-rated: Microsoft Defender for Endpoint, SentinelOne, CrowdStrike Falcon"}, {"id": "mai-20260917-0922-baseline|c123-m5|zai-small|CrowdStrike", "prompt": "c123-m5", "model": "zai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for top‑tier visibility scores (e.g., CrowdStrike, SentinelOne, Palo Alto Networks Cortex XDR have historically ranked highly)"}, {"id": "mai-20260917-0922-baseline|c123-m5|zai-small|SentinelOne", "prompt": "c123-m5", "model": "zai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., CrowdStrike, SentinelOne, Palo Alto Networks Cortex XDR have historically ranked highly"}, {"id": "mai-20260917-0922-baseline|c123-m5|zai-small|Palo Alto Networks Cortex XDR", "prompt": "c123-m5", "model": "zai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CrowdStrike, SentinelOne, Palo Alto Networks Cortex XDR have historically ranked highly"}, {"id": "mai-20260917-0922-baseline|c123-m5|zai-small|Bitdefender", "prompt": "c123-m5", "model": "zai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Bitdefender ~$210/agent, CrowdStrike ~$1,245/agent over 5 years in NSS Labs data"}, {"id": "mai-20260917-0922-baseline|c123-m6|alibaba-small|BlackBerry (Cylance)", "prompt": "c123-m6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "BlackBerry (Cylance)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: While Cylance pioneered AI-based prevention with a low false-positive rate, recent reviews highlight significant operational friction."}, {"id": "mai-20260917-0922-baseline|c123-m6|alibaba-small|VMware Carbon Black (Broadcom)", "prompt": "c123-m6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "VMware Carbon Black (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "VMware\\u2019s acquisition by Broadcom and subsequent restructuring has created uncertainty and operational hurdles."}, {"id": "mai-20260917-0922-baseline|c123-m6|alibaba-small|Trend Micro (Apex One / Deep Security)", "prompt": "c123-m6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trend Micro (Apex One / Deep Security)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it consistently sits in the \"average\" or below-average category in modern detection tests"}, {"id": "mai-20260917-0922-baseline|c123-m6|alibaba-small|K7", "prompt": "c123-m6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "K7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some smaller or regional brands (e.g., certain iterations of **K7**... may warrant caution"}, {"id": "mai-20260917-0922-baseline|c123-m6|alibaba-small|Kaspersky", "prompt": "c123-m6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Kaspersky", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Kaspersky** due to geopolitical risks despite strong technical scores in Europe"}, {"id": "mai-20260917-0922-baseline|c123-m6|alibaba-small|Xcitium", "prompt": "c123-m6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Xcitium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "products like **Xcitium** (which has mixed reviews on Trustpilot despite good G2 scores) may warrant caution"}, {"id": "mai-20260917-0922-baseline|c123-m6|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c123-m6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for organizations already deep in the Microsoft 365 ecosystem. Strong native integration and cost-effective bundling."}, {"id": "mai-20260917-0922-baseline|c123-m6|alibaba-small|CrowdStrike Falcon", "prompt": "c123-m6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A leader in cloud-native architecture, high detection rates, and low false positives, though often expensive."}, {"id": "mai-20260917-0922-baseline|c123-m6|alibaba-small|SentinelOne", "prompt": "c123-m6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Praised for autonomous response capabilities and minimal false positives, with a lightweight agent."}, {"id": "mai-20260917-0922-baseline|c123-m6|alibaba-small|Palo Alto Cortex XDR", "prompt": "c123-m6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strong for organizations using Palo Alto networks, offering deep integration and visibility."}, {"id": "mai-20260917-0922-baseline|c123-m6|alibaba-small|Fortinet FortiEDR", "prompt": "c123-m6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Fortinet FortiEDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Increasingly popular for organizations already using the Fortinet Security Fabric, offering good value and performance."}, {"id": "mai-20260917-0922-baseline|c123-m6|challenger-small|Avast Business Security", "prompt": "c123-m6", "model": "challenger-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Avast Business Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Avast Business Security** if mobile endpoint protection is required.[18]"}, {"id": "mai-20260917-0922-baseline|c123-m6|challenger-small|Carbon Black", "prompt": "c123-m6", "model": "challenger-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Carbon Black", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms with known usability or false-positive complaints in community feedback, such as some mentions of Carbon Black and Sophos on Reddit"}, {"id": "mai-20260917-0922-baseline|c123-m6|challenger-small|Sophos", "prompt": "c123-m6", "model": "challenger-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "such as some mentions of Carbon Black and Sophos on Reddit; these are useful signals but not authoritative enough to treat as a verdict"}, {"id": "mai-20260917-0922-baseline|c123-m6|challenger-small|Cisco", "prompt": "c123-m6", "model": "challenger-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cisco's EPP definition emphasizes prevention"}, {"id": "mai-20260917-0922-baseline|c123-m6|deepseek-small|Kaspersky", "prompt": "c123-m6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Kaspersky", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Kaspersky if you're in the U.S., government, or critical infrastructure."}, {"id": "mai-20260917-0922-baseline|c123-m6|deepseek-small|CrowdStrike Falcon", "prompt": "c123-m6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Not an \"avoid\" — but vet change-control practices and consider single-vendor concentration risk."}, {"id": "mai-20260917-0922-baseline|c123-m6|deepseek-small|Microsoft Defender for Endpoint", "prompt": "c123-m6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "caution around tuning/ops, not security ... High false-positive rates in untuned environments"}, {"id": "mai-20260917-0922-baseline|c123-m6|deepseek-small|Bitdefender", "prompt": "c123-m6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "most major EPPs (Bitdefender, SentinelOne, CrowdStrike, Check Point, ESET, Sophos, Palo Alto) score *closely*"}, {"id": "mai-20260917-0922-baseline|c123-m6|deepseek-small|SentinelOne", "prompt": "c123-m6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "most major EPPs (Bitdefender, SentinelOne, CrowdStrike, Check Point, ESET, Sophos, Palo Alto) score *closely*"}, {"id": "mai-20260917-0922-baseline|c123-m6|deepseek-small|Check Point", "prompt": "c123-m6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "some platforms (CrowdStrike ~$475/agent, Check Point ~$190) are far pricier over 5 years"}, {"id": "mai-20260917-0922-baseline|c123-m6|deepseek-small|ESET", "prompt": "c123-m6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "most major EPPs (Bitdefender, SentinelOne, CrowdStrike, Check Point, ESET, Sophos, Palo Alto) score *closely*"}, {"id": "mai-20260917-0922-baseline|c123-m6|deepseek-small|Sophos", "prompt": "c123-m6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "most major EPPs (Bitdefender, SentinelOne, CrowdStrike, Check Point, ESET, Sophos, Palo Alto) score *closely*"}, {"id": "mai-20260917-0922-baseline|c123-m6|deepseek-small|Palo Alto", "prompt": "c123-m6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "most major EPPs (Bitdefender, SentinelOne, CrowdStrike, Check Point, ESET, Sophos, Palo Alto) score *closely*"}, {"id": "mai-20260917-0922-baseline|c123-m6|google-small|Kaspersky Lab", "prompt": "c123-m6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Kaspersky Lab", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Platform to Avoid:** **Kaspersky Lab**"}, {"id": "mai-20260917-0922-baseline|c123-m6|google-small|UltraAV", "prompt": "c123-m6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "UltraAV", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "transitioned without notice to a solution called **UltraAV**, which triggered separate security and trust concerns"}, {"id": "mai-20260917-0922-baseline|c123-m6|google-small|Symantec Endpoint Security (Broadcom)", "prompt": "c123-m6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Symantec Endpoint Security (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms to be cautious about:** **Symantec Endpoint Security (Broadcom)**"}, {"id": "mai-20260917-0922-baseline|c123-m6|google-small|Trellix (formerly McAfee Enterprise)", "prompt": "c123-m6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trellix (formerly McAfee Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms to be cautious about:** ... **Trellix (formerly McAfee Enterprise)**"}, {"id": "mai-20260917-0922-baseline|c123-m6|google-small|CrowdStrike Falcon", "prompt": "c123-m6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "You do *not* need to avoid these industry leaders—they are among the most effective tools on the market. However, you must be cautious about **how you deploy and configure them**"}, {"id": "mai-20260917-0922-baseline|c123-m6|google-small|SentinelOne", "prompt": "c123-m6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms to be cautious about:** **CrowdStrike Falcon**, **SentinelOne**, **Microsoft Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c123-m6|google-small|Microsoft Defender for Endpoint", "prompt": "c123-m6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "standalone **Microsoft Defender for Endpoint (Plan 2)** ... operate like a black box that spits out thousands of highly technical alerts"}, {"id": "mai-20260917-0922-baseline|c123-m6|google-small|Avast Free", "prompt": "c123-m6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Avast Free", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Platforms to avoid for business:** **Avast Free, AVG, basic Norton/McAfee consumer products, or unmanaged Windows Defender**"}, {"id": "mai-20260917-0922-baseline|c123-m6|google-small|AVG", "prompt": "c123-m6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "AVG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Platforms to avoid for business:** **Avast Free, AVG"}, {"id": "mai-20260917-0922-baseline|c123-m6|google-small|Norton", "prompt": "c123-m6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Norton", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "basic Norton/McAfee consumer products"}, {"id": "mai-20260917-0922-baseline|c123-m6|google-small|McAfee", "prompt": "c123-m6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "McAfee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "basic Norton/McAfee consumer products"}, {"id": "mai-20260917-0922-baseline|c123-m6|google-small|Windows Defender", "prompt": "c123-m6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Windows Defender", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "or unmanaged Windows Defender**"}, {"id": "mai-20260917-0922-baseline|c123-m6|google-small|VMware Carbon Black", "prompt": "c123-m6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "VMware Carbon Black", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Heavy, raw telemetry platforms like **VMware Carbon Black**"}, {"id": "mai-20260917-0922-baseline|c123-m6|google-small|Huntress", "prompt": "c123-m6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "opt for **Managed Detection and Response (MDR)** solutions (such as *Huntress, Sophos MDR, or CrowdStrike Falcon Complete*)"}, {"id": "mai-20260917-0922-baseline|c123-m6|google-small|Sophos MDR", "prompt": "c123-m6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "such as *Huntress, Sophos MDR, or CrowdStrike Falcon Complete*"}, {"id": "mai-20260917-0922-baseline|c123-m6|google-small|CrowdStrike Falcon Complete", "prompt": "c123-m6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "such as *Huntress, Sophos MDR, or CrowdStrike Falcon Complete*"}, {"id": "mai-20260917-0922-baseline|c123-m6|minimax-small|Kaspersky", "prompt": "c123-m6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Kaspersky", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Kaspersky is the main endpoint protection platform that has been explicitly banned and restricted"}, {"id": "mai-20260917-0922-baseline|c123-m6|minimax-small|CrowdStrike", "prompt": "c123-m6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "top-rated platforms include **CrowdStrike**, **SentinelOne**, **Microsoft Defender for Endpoint**, **Bitdefender**, and **Sophos**"}, {"id": "mai-20260917-0922-baseline|c123-m6|minimax-small|SentinelOne", "prompt": "c123-m6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "top-rated platforms include **CrowdStrike**, **SentinelOne**"}, {"id": "mai-20260917-0922-baseline|c123-m6|minimax-small|Microsoft Defender for Endpoint", "prompt": "c123-m6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "top-rated platforms include ... **Microsoft Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c123-m6|minimax-small|Bitdefender", "prompt": "c123-m6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "top-rated platforms include ... **Bitdefender**"}, {"id": "mai-20260917-0922-baseline|c123-m6|minimax-small|Sophos", "prompt": "c123-m6", "model": "minimax-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "top-rated platforms include ... **Sophos** - all of which are widely used"}, {"id": "mai-20260917-0922-baseline|c123-m6|mistral-small|Microsoft Defender", "prompt": "c123-m6", "model": "mistral-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "built-in operating system protections (like Microsoft Defender) or lightweight antivirus suites are often sufficient and more cost-effective"}, {"id": "mai-20260917-0922-baseline|c123-m6|moonshot-small|Kaspersky Endpoint Security", "prompt": "c123-m6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Kaspersky Endpoint Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Do not use, especially for government or critical infrastructure"}, {"id": "mai-20260917-0922-baseline|c123-m6|moonshot-small|VMware Carbon Black", "prompt": "c123-m6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "VMware Carbon Black", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Approach with Significant Caution ... High false positive rates requiring constant tuning"}, {"id": "mai-20260917-0922-baseline|c123-m6|moonshot-small|McAfee Endpoint Security / Trellix", "prompt": "c123-m6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "McAfee Endpoint Security / Trellix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Known as a \"resource pig\" - consistently high CPU usage"}, {"id": "mai-20260917-0922-baseline|c123-m6|moonshot-small|Datto EDR", "prompt": "c123-m6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Datto EDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Ineffective detection** compared to competitors"}, {"id": "mai-20260917-0922-baseline|c123-m6|moonshot-small|SentinelOne", "prompt": "c123-m6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**SentinelOne** - Low false positives, minimal tuning required"}, {"id": "mai-20260917-0922-baseline|c123-m6|moonshot-small|CrowdStrike Falcon", "prompt": "c123-m6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong detection, though steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c123-m6|moonshot-small|Microsoft Defender for Endpoint", "prompt": "c123-m6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good for Microsoft-heavy environments (Mac support weaker)"}, {"id": "mai-20260917-0922-baseline|c123-m6|moonshot-small|ThreatLocker", "prompt": "c123-m6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "ThreatLocker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Zero Trust approach, highly rated for prevention"}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|SenseOn", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SenseOn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Approach with High Caution** (Poor protection/missed attacks in multiple tests): **SenseOn**: Low blocking rates"}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|Rapid7", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Missed 30+ attacks (93-94% protection); limited enterprise scalability."}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|VMware (Carbon Black)", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "VMware (Carbon Black)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "96% protection; higher compromises (19 in tests)."}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|ManageEngine", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "95% protection; 19-27 false alarms; operational inefficiencies."}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|Vendor A/B (AV-Comparatives EPR 2024 anonymized)", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Vendor A/B (AV-Comparatives EPR 2024 anonymized)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "94-97% detection; extremely high TCO ($3k-$6k per agent over 5 years) due to delays/false positives"}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|CrowdStrike Falcon", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Caution**: Record 2024 global outage from faulty update caused massive disruptions; high false positives"}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|Elastic", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Elastic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Good detection (98-99%) but 12-27 false positives; higher operational costs."}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|Trellix (McAfee)", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trellix (McAfee)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "97-99% protection but 10-13 false alarms; lower MITRE (79%)."}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|Cisco Secure Endpoint", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Cisco Secure Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "97-98% protection; poor MITRE (30-56%); 0-11 false alarms but inconsistent."}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|G Data", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "G Data", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Declining protection (96-99%); 4-13 false alarms."}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|ESET", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "ESET", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "High protection (98-99%) but high operational costs/TCO ($2.9k/5yrs in EPR); lower MITRE (55-74%)"}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|K7/NetSecurity", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "K7/NetSecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "95-98% protection; higher misses/false alarms (6-18)."}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|Bitdefender", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Bitdefender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "**Top Performers**: Bitdefender (consistent 99-100%, low TCO)"}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|Check Point Harmony", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Check Point Harmony", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Check Point Harmony (100% MITRE)"}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|Kaspersky", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Kaspersky", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "geopolitics (e.g., avoid Kaspersky if sanctioned)"}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|Palo Alto Cortex XDR", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Palo Alto Cortex XDR (100% MITRE, 0 FP)"}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|SentinelOne", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Sophos/SentinelOne (Gartner Leaders, strong MITRE)"}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|Sophos", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Sophos/SentinelOne (Gartner Leaders, strong MITRE)"}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|Cynet", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Cynet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Check Point/SentinelOne/Sophos/Cynet (100%)"}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|Trend Micro", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Leaders (CrowdStrike, Microsoft, Palo Alto, SentinelOne, Sophos, Trend Micro) execute well"}, {"id": "mai-20260917-0922-baseline|c123-m6|xai-small|Microsoft Defender", "prompt": "c123-m6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 21, "ev": "integration (Microsoft Defender excels in M365 ecosystems despite occasional FP)"}, {"id": "mai-20260917-0922-baseline|c123-m6|zai-small|Symantec (formerly Broadcom)", "prompt": "c123-m6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Symantec (formerly Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple CVEs, zero-day vulnerabilities, execution issues"}, {"id": "mai-20260917-0922-baseline|c123-m6|zai-small|McAfee", "prompt": "c123-m6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "McAfee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "604 total CVEs (39 critical, 2 known-exploited); McAfee Endpoint Security (ENS) v10.x upgrades are difficult"}, {"id": "mai-20260917-0922-baseline|c123-m6|zai-small|Microsoft Defender", "prompt": "c123-m6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Triple zero-day vulnerabilities ... 2 still unpatched\"; yet \"For personal use, consider Microsoft Defender"}, {"id": "mai-20260917-0922-baseline|c123-m6|zai-small|Trend Micro", "prompt": "c123-m6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Server directory traversal vulnerability (CVE-2026-34926)"}, {"id": "mai-20260917-0922-baseline|c123-m6|zai-small|Avast / AVG", "prompt": "c123-m6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Avast / AVG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Selling user browsing data via Jumpshot subsidiary"}, {"id": "mai-20260917-0922-baseline|c123-m6|zai-small|Sophos", "prompt": "c123-m6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "\"DO NOT touch Sophos,\" \"steaming pile of shit\""}, {"id": "mai-20260917-0922-baseline|c123-m6|zai-small|Sentinel One", "prompt": "c123-m6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sentinel One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Caused network connectivity blocking, service crashes, and random issues on Windows Server 2016 VMs"}, {"id": "mai-20260917-0922-baseline|c123-m6|zai-small|TotalAV", "prompt": "c123-m6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "TotalAV", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Low-cost/affiliate-driven products (TotalAV, Scanguard, PC Protect, Fortect) – Often associated with refund/renewal complaints"}, {"id": "mai-20260917-0922-baseline|c123-m6|zai-small|Scanguard", "prompt": "c123-m6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Scanguard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Low-cost/affiliate-driven products (TotalAV, Scanguard, PC Protect, Fortect)"}, {"id": "mai-20260917-0922-baseline|c123-m6|zai-small|PC Protect", "prompt": "c123-m6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "PC Protect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Low-cost/affiliate-driven products (TotalAV, Scanguard, PC Protect, Fortect)"}, {"id": "mai-20260917-0922-baseline|c123-m6|zai-small|Fortect", "prompt": "c123-m6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Fortect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Low-cost/affiliate-driven products (TotalAV, Scanguard, PC Protect, Fortect)"}, {"id": "mai-20260917-0922-baseline|c123-m6|zai-small|Bitdefender", "prompt": "c123-m6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "For personal use, consider Microsoft Defender, Bitdefender, or ESET which generally have better reputations"}, {"id": "mai-20260917-0922-baseline|c123-m6|zai-small|ESET", "prompt": "c123-m6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "ESET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "consider Microsoft Defender, Bitdefender, or ESET which generally have better reputations in both security and privacy"}, {"id": "mai-20260917-0922-baseline|c123-s1|alibaba-small|Bitdefender GravityZone", "prompt": "c123-s1", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall (Balance of Security & Ease): Bitdefender GravityZone... widely considered the gold standard for small-to-medium businesses"}, {"id": "mai-20260917-0922-baseline|c123-s1|alibaba-small|Microsoft Defender for Business", "prompt": "c123-s1", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Existing Microsoft Users... this is likely your most cost-effective choice."}, {"id": "mai-20260917-0922-baseline|c123-s1|alibaba-small|Webroot SecureAnywhere Business", "prompt": "c123-s1", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Webroot SecureAnywhere Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Lightweight Performance: Webroot SecureAnywhere Business"}, {"id": "mai-20260917-0922-baseline|c123-s1|alibaba-small|ESET Endpoint Security", "prompt": "c123-s1", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "direct", "raw": "ESET Endpoint Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Budget-Conscious Operations: ESET Endpoint Security"}, {"id": "mai-20260917-0922-baseline|c123-s1|anthropic-small|Microsoft Defender for Endpoint", "prompt": "c123-s1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "integrated with Windows, good if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c123-s1|anthropic-small|Kaspersky", "prompt": "c123-s1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Kaspersky", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "strong detection rates, good for cost-conscious buyers"}, {"id": "mai-20260917-0922-baseline|c123-s1|anthropic-small|Norton 360", "prompt": "c123-s1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Norton 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "user-friendly with good support"}, {"id": "mai-20260917-0922-baseline|c123-s1|anthropic-small|Trend Micro", "prompt": "c123-s1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "good balance of features and price"}, {"id": "mai-20260917-0922-baseline|c123-s1|anthropic-small|CrowdStrike Falcon", "prompt": "c123-s1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "premium option if budget allows"}, {"id": "mai-20260917-0922-baseline|c123-s1|anthropic-small|Bitdefender", "prompt": "c123-s1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "excellent malware detection"}, {"id": "mai-20260917-0922-baseline|c123-s1|anthropic-small|SentinelOne", "prompt": "c123-s1", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "good automated response capabilities"}, {"id": "mai-20260917-0922-baseline|c123-s1|challenger-small|Microsoft Defender for Business", "prompt": "c123-s1", "model": "challenger-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall endpoint protection platform is **Microsoft Defender for Business** if you already use Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c123-s1|challenger-small|Bitdefender GravityZone Business Security", "prompt": "c123-s1", "model": "challenger-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone Business Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "if not, **Bitdefender GravityZone Business Security** is the strongest general-purpose choice on price-to-protection"}, {"id": "mai-20260917-0922-baseline|c123-s1|challenger-small|SentinelOne Singularity", "prompt": "c123-s1", "model": "challenger-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "higher ransomware risk** or wants more autonomous response, **SentinelOne Singularity** is frequently highlighted"}, {"id": "mai-20260917-0922-baseline|c123-s1|challenger-small|Huntress", "prompt": "c123-s1", "model": "challenger-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Huntress is often positioned for SMBs without a dedicated security team"}, {"id": "mai-20260917-0922-baseline|c123-s1|deepseek-small|Microsoft Defender for Business", "prompt": "c123-s1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Overall Pick: **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c123-s1|deepseek-small|Bitdefender GravityZone Small Business Security", "prompt": "c123-s1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone Small Business Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value & Prevention: **Bitdefender GravityZone Small Business Security**"}, {"id": "mai-20260917-0922-baseline|c123-s1|deepseek-small|CrowdStrike Falcon Go / Pro", "prompt": "c123-s1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon Go / Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"True EDR\" with Growth Path: **CrowdStrike Falcon Go / Pro**"}, {"id": "mai-20260917-0922-baseline|c123-s1|deepseek-small|Huntress Managed EDR", "prompt": "c123-s1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Have **No Security Team**: **Huntress Managed EDR**"}, {"id": "mai-20260917-0922-baseline|c123-s1|deepseek-small|CNiC Managed EDR", "prompt": "c123-s1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CNiC Managed EDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(or CNiC Managed EDR)"}, {"id": "mai-20260917-0922-baseline|c123-s1|deepseek-small|ESET", "prompt": "c123-s1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ESET** / **Emsisoft** — strong, credible prevention at affordable published pricing."}, {"id": "mai-20260917-0922-baseline|c123-s1|deepseek-small|Emsisoft", "prompt": "c123-s1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Emsisoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**ESET** / **Emsisoft** — strong, credible prevention at affordable published pricing."}, {"id": "mai-20260917-0922-baseline|c123-s1|deepseek-small|Avast Business", "prompt": "c123-s1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Avast Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "simple and accessible for micro-businesses (<25 staff) with no IT support"}, {"id": "mai-20260917-0922-baseline|c123-s1|deepseek-small|SentinelOne Singularity", "prompt": "c123-s1", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "flexible EDR with optional managed response (Vigilance add-on)"}, {"id": "mai-20260917-0922-baseline|c123-s1|google-small|Microsoft Defender for Business", "prompt": "c123-s1", "model": "google-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are already on Microsoft 365 Business Premium: Go with **Microsoft Defender for Business**. It is incredibly secure and already paid for."}, {"id": "mai-20260917-0922-baseline|c123-s1|google-small|SentinelOne Singularity", "prompt": "c123-s1", "model": "google-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the best \"safety net\" against ransomware: Choose **SentinelOne**."}, {"id": "mai-20260917-0922-baseline|c123-s1|google-small|Sophos Intercept X", "prompt": "c123-s1", "model": "google-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have one IT generalist who wears many hats: Choose **Sophos Intercept X**."}, {"id": "mai-20260917-0922-baseline|c123-s1|google-small|Bitdefender GravityZone Business Security", "prompt": "c123-s1", "model": "google-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone Business Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are on a tight budget but need excellent defense: Choose **Bitdefender GravityZone**."}, {"id": "mai-20260917-0922-baseline|c123-s1|google-small|CrowdStrike", "prompt": "c123-s1", "model": "google-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "less granular than enterprise competitors like CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c123-s1|meta-small|Huntress Managed EDR", "prompt": "c123-s1", "model": "meta-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Huntress Managed EDR - best for SMBs and growing businesses without a dedicated security team"}, {"id": "mai-20260917-0922-baseline|c123-s1|meta-small|Avast Business", "prompt": "c123-s1", "model": "meta-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Avast Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for very small businesses, offering straightforward endpoint protection with accessible pricing and easy deployment"}, {"id": "mai-20260917-0922-baseline|c123-s1|meta-small|Microsoft Defender for Business", "prompt": "c123-s1", "model": "meta-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "provides adequate protection with minimal management overhead for organizations under about 25 staff"}, {"id": "mai-20260917-0922-baseline|c123-s1|meta-small|Bitdefender GravityZone SBS", "prompt": "c123-s1", "model": "meta-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone SBS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "suitable for small businesses with 1-100 devices, offering ransomware rollback and MITRE ATT&CK 100% detection"}, {"id": "mai-20260917-0922-baseline|c123-s1|minimax-small|Bitdefender GravityZone Small Business Security", "prompt": "c123-s1", "model": "minimax-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone Small Business Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitdefender GravityZone SBS** if you want the best balance of protection, ease of use, and published pricing"}, {"id": "mai-20260917-0922-baseline|c123-s1|minimax-small|CrowdStrike Falcon Go", "prompt": "c123-s1", "model": "minimax-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if detection is your top priority and you have some IT resources"}, {"id": "mai-20260917-0922-baseline|c123-s1|minimax-small|Microsoft Defender for Endpoint", "prompt": "c123-s1", "model": "minimax-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you already have Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c123-s1|minimax-small|SentinelOne", "prompt": "c123-s1", "model": "minimax-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Small teams wanting autonomous response"}, {"id": "mai-20260917-0922-baseline|c123-s1|minimax-small|Sophos", "prompt": "c123-s1", "model": "minimax-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best management experience for generalist IT, highly intuitive console"}, {"id": "mai-20260917-0922-baseline|c123-s1|mistral-small|Huntress Managed EDR", "prompt": "c123-s1", "model": "mistral-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Huntress Managed EDR** or **Bitdefender GravityZone SBS** are the best choices"}, {"id": "mai-20260917-0922-baseline|c123-s1|mistral-small|Bitdefender GravityZone SBS", "prompt": "c123-s1", "model": "mistral-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone SBS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Huntress Managed EDR** or **Bitdefender GravityZone SBS** are the best choices"}, {"id": "mai-20260917-0922-baseline|c123-s1|mistral-small|Avast Business", "prompt": "c123-s1", "model": "mistral-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Avast Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for very small businesses (under 25 staff) with limited IT support."}, {"id": "mai-20260917-0922-baseline|c123-s1|mistral-small|Microsoft Defender for Business", "prompt": "c123-s1", "model": "mistral-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A good option if your company already uses Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c123-s1|moonshot-small|Microsoft Defender for Business", "prompt": "c123-s1", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Business** – *Best Overall Value*"}, {"id": "mai-20260917-0922-baseline|c123-s1|moonshot-small|Huntress Managed EDR", "prompt": "c123-s1", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Huntress Managed EDR** – *Best for Lean Teams*"}, {"id": "mai-20260917-0922-baseline|c123-s1|moonshot-small|SentinelOne Singularity", "prompt": "c123-s1", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best Autonomous Response*"}, {"id": "mai-20260917-0922-baseline|c123-s1|moonshot-small|CrowdStrike Falcon Go", "prompt": "c123-s1", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best Lightweight Cloud Option*"}, {"id": "mai-20260917-0922-baseline|c123-s1|moonshot-small|Bitdefender", "prompt": "c123-s1", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Bitdefender** – *Best Mid-Market Pricing*"}, {"id": "mai-20260917-0922-baseline|c123-s1|openai-small|Microsoft Defender for Business", "prompt": "c123-s1", "model": "openai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small B2B company: Microsoft Defender for Business"}, {"id": "mai-20260917-0922-baseline|c123-s1|openai-small|Bitdefender GravityZone Small Business Security", "prompt": "c123-s1", "model": "openai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone Small Business Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best standalone alternative: Bitdefender GravityZone Small Business Security"}, {"id": "mai-20260917-0922-baseline|c123-s1|openai-small|CrowdStrike Falcon Go", "prompt": "c123-s1", "model": "openai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best premium/security-first alternative: CrowdStrike Falcon Go"}, {"id": "mai-20260917-0922-baseline|c123-s1|xai-small|Microsoft Defender for Business", "prompt": "c123-s1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Business** (Top recommendation if you're on Microsoft 365)"}, {"id": "mai-20260917-0922-baseline|c123-s1|xai-small|Bitdefender GravityZone Small Business Security", "prompt": "c123-s1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone Small Business Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best budget standalone)"}, {"id": "mai-20260917-0922-baseline|c123-s1|xai-small|SentinelOne Singularity (Core/Complete)", "prompt": "c123-s1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne Singularity (Core/Complete)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best autonomous EDR) ... Drawbacks: Pricier for basics"}, {"id": "mai-20260917-0922-baseline|c123-s1|xai-small|Sophos Intercept X", "prompt": "c123-s1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Sophos Intercept X** | MDR options, Gartner Leader |"}, {"id": "mai-20260917-0922-baseline|c123-s1|xai-small|ESET PROTECT", "prompt": "c123-s1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "ESET PROTECT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **ESET PROTECT** | Lightweight, G2 SMB top |"}, {"id": "mai-20260917-0922-baseline|c123-s1|xai-small|CrowdStrike Falcon Go", "prompt": "c123-s1", "model": "xai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **CrowdStrike Falcon Go** | Elite intel | $8+/endpoint/month |"}, {"id": "mai-20260917-0922-baseline|c123-s1|zai-small|Huntress", "prompt": "c123-s1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "No security staff? → Huntress Managed EDR or CNiC Managed EDR (hands‑off, 24/7 SOC)."}, {"id": "mai-20260917-0922-baseline|c123-s1|zai-small|CNiC", "prompt": "c123-s1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CNiC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Huntress Managed EDR** or **CNiC Managed EDR** | Full‑service MDR eliminates the need for an analyst"}, {"id": "mai-20260917-0922-baseline|c123-s1|zai-small|Bitdefender GravityZone", "prompt": "c123-s1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want control with a small IT team and reasonable budget? → Bitdefender GravityZone (value)"}, {"id": "mai-20260917-0922-baseline|c123-s1|zai-small|Microsoft Defender for Business", "prompt": "c123-s1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already on Microsoft 365? → Microsoft Defender for Business is essentially free and integrates seamlessly."}, {"id": "mai-20260917-0922-baseline|c123-s1|zai-small|SentinelOne", "prompt": "c123-s1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SentinelOne (automation)"}, {"id": "mai-20260917-0922-baseline|c123-s1|zai-small|CrowdStrike", "prompt": "c123-s1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Want the best detection quality and can invest more? → CrowdStrike Falcon (industry benchmark)."}, {"id": "mai-20260917-0922-baseline|c123-s1|zai-small|Sophos Intercept X", "prompt": "c123-s1", "model": "zai-small", "cat": "endpoint-protection", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Generalist IT with anti‑ransomware priority | ~$39‑$59 / device / yr"}, {"id": "mai-20260917-0922-baseline|c123-s2|alibaba-small|Microsoft Defender for Business", "prompt": "c123-s2", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Value & Integration: **Microsoft Defender for Business**... Use Microsoft Defender if you already pay for Business Premium."}, {"id": "mai-20260917-0922-baseline|c123-s2|alibaba-small|ESET PROTECT", "prompt": "c123-s2", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ESET is frequently rated #1 for small businesses because it is incredibly lightweight."}, {"id": "mai-20260917-0922-baseline|c123-s2|alibaba-small|Bitdefender GravityZone", "prompt": "c123-s2", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Balance of Price & Features: **Bitdefender GravityZone**"}, {"id": "mai-20260917-0922-baseline|c123-s2|alibaba-small|CrowdStrike", "prompt": "c123-s2", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can't afford enterprise-grade solutions like CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c123-s2|alibaba-small|Norton", "prompt": "c123-s2", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Norton", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Brand name recognition is slightly lower than Norton/McAfee"}, {"id": "mai-20260917-0922-baseline|c123-s2|alibaba-small|McAfee", "prompt": "c123-s2", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "McAfee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Brand name recognition is slightly lower than Norton/McAfee"}, {"id": "mai-20260917-0922-baseline|c123-s2|alibaba-small|Sophos", "prompt": "c123-s2", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Having a well-known brand (Microsoft, ESET, Bitdefender, Sophos)"}, {"id": "mai-20260917-0922-baseline|c123-s2|anthropic-small|Microsoft Defender for Business", "prompt": "c123-s2", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Integrated with Windows, simple to use"}, {"id": "mai-20260917-0922-baseline|c123-s2|anthropic-small|Kaspersky Small Office Security", "prompt": "c123-s2", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Kaspersky Small Office Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Known for strong protection"}, {"id": "mai-20260917-0922-baseline|c123-s2|anthropic-small|Bitdefender GravityZone", "prompt": "c123-s2", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers tiered pricing for small teams"}, {"id": "mai-20260917-0922-baseline|c123-s2|anthropic-small|Trend Micro Maximum Security", "prompt": "c123-s2", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Trend Micro Maximum Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good balance of features and cost"}, {"id": "mai-20260917-0922-baseline|c123-s2|anthropic-small|CrowdStrike Falcon", "prompt": "c123-s2", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Premium option if budget allows"}, {"id": "mai-20260917-0922-baseline|c123-s2|challenger-small|Bitdefender GravityZone Small Business Security", "prompt": "c123-s2", "model": "challenger-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone Small Business Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Bitdefender GravityZone Small Business Security** as the best overall choice"}, {"id": "mai-20260917-0922-baseline|c123-s2|challenger-small|Microsoft Defender for Business", "prompt": "c123-s2", "model": "challenger-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the most practical alternative because it is considered the best value in that ecosystem"}, {"id": "mai-20260917-0922-baseline|c123-s2|challenger-small|Norton Small Business", "prompt": "c123-s2", "model": "challenger-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Norton Small Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "easier to manage, but it is generally better suited to low-complexity offices than to growing SMBs"}, {"id": "mai-20260917-0922-baseline|c123-s2|deepseek-small|Huntress Managed EDR", "prompt": "c123-s2", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Default pick:** **Huntress Managed EDR** — it gives you genuine 24/7 human monitoring at an SMB price"}, {"id": "mai-20260917-0922-baseline|c123-s2|deepseek-small|Microsoft Defender for Business", "prompt": "c123-s2", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value / easiest to manage: Microsoft Defender for Business"}, {"id": "mai-20260917-0922-baseline|c123-s2|deepseek-small|SentinelOne", "prompt": "c123-s2", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SentinelOne** shines at **autonomous response and ransomware rollback**"}, {"id": "mai-20260917-0922-baseline|c123-s2|deepseek-small|CrowdStrike", "prompt": "c123-s2", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it's really built for teams that will actively use the console. Its cheaper \"Falcon Go/Pro\" tiers do **not** include full EDR"}, {"id": "mai-20260917-0922-baseline|c123-s2|google-small|Microsoft Defender for Business", "prompt": "c123-s2", "model": "google-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Value (If you use Microsoft 365): **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c123-s2|google-small|CrowdStrike Falcon Go", "prompt": "c123-s2", "model": "google-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Instant Credibility\" Picks: **CrowdStrike Falcon Go** or **SentinelOne Singularity**"}, {"id": "mai-20260917-0922-baseline|c123-s2|google-small|SentinelOne Singularity", "prompt": "c123-s2", "model": "google-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SentinelOne Singularity** is famous for its \"autonomous response\" and **1-click rollback feature**"}, {"id": "mai-20260917-0922-baseline|c123-s2|google-small|Bitdefender GravityZone", "prompt": "c123-s2", "model": "google-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best \"Set-It-and-Forget-It\" on a Budget: **Bitdefender GravityZone**"}, {"id": "mai-20260917-0922-baseline|c123-s2|google-small|Sophos Intercept X (with MDR)", "prompt": "c123-s2", "model": "google-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Sophos Intercept X (with MDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"No Internal IT Department\" Pick: **Sophos Intercept X (with MDR)**"}, {"id": "mai-20260917-0922-baseline|c123-s2|meta-small|Avast Business", "prompt": "c123-s2", "model": "meta-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Avast Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best antivirus and endpoint security tool for a small business that sells to other businesses would be Avast Business or Microsoft Defender for Business"}, {"id": "mai-20260917-0922-baseline|c123-s2|meta-small|Microsoft Defender for Business", "prompt": "c123-s2", "model": "meta-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be Avast Business or Microsoft Defender for Business. Both options provide adequate protection with minimal management overhead"}, {"id": "mai-20260917-0922-baseline|c123-s2|meta-small|ESET PROTECT", "prompt": "c123-s2", "model": "meta-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ESET PROTECT is also a strong all-around choice for SMBs, offering 99.5% detection with zero false alarms"}, {"id": "mai-20260917-0922-baseline|c123-s2|meta-small|Bitdefender GravityZone", "prompt": "c123-s2", "model": "meta-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bitdefender GravityZone is also a good option, offering best value for small businesses with NGAV and optional EDR"}, {"id": "mai-20260917-0922-baseline|c123-s2|minimax-small|Microsoft Defender for Business", "prompt": "c123-s2", "model": "minimax-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c123-s2|minimax-small|Bitdefender GravityZone Small Business Security", "prompt": "c123-s2", "model": "minimax-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone Small Business Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other Strong Options: ### **Bitdefender GravityZone Small Business Security**"}, {"id": "mai-20260917-0922-baseline|c123-s2|minimax-small|ESET", "prompt": "c123-s2", "model": "minimax-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "ESET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Reliable alternatives with solid track records"}, {"id": "mai-20260917-0922-baseline|c123-s2|minimax-small|Webroot", "prompt": "c123-s2", "model": "minimax-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Webroot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for tight budgets and where agent performance/weight matters"}, {"id": "mai-20260917-0922-baseline|c123-s2|mistral-small|ESET PROTECT", "prompt": "c123-s2", "model": "mistral-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "ESET PROTECT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Considered the best overall choice for SMBs due to its 99.5% detection rate"}, {"id": "mai-20260917-0922-baseline|c123-s2|mistral-small|Microsoft Defender for Business", "prompt": "c123-s2", "model": "mistral-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong option if you already use Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c123-s2|mistral-small|Bitdefender", "prompt": "c123-s2", "model": "mistral-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ESET PROTECT** or **Bitdefender** are top-tier choices"}, {"id": "mai-20260917-0922-baseline|c123-s2|mistral-small|Avast Business", "prompt": "c123-s2", "model": "mistral-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Avast Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for very small businesses or those without IT support"}, {"id": "mai-20260917-0922-baseline|c123-s2|mistral-small|Sophos", "prompt": "c123-s2", "model": "mistral-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Known for its manageable platform, making it a good fit for generalist IT teams"}, {"id": "mai-20260917-0922-baseline|c123-s2|moonshot-small|Bitdefender GravityZone Small Business Security", "prompt": "c123-s2", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone Small Business Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: Bitdefender GravityZone Small Business Security"}, {"id": "mai-20260917-0922-baseline|c123-s2|moonshot-small|ESET PROTECT", "prompt": "c123-s2", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: ESET PROTECT"}, {"id": "mai-20260917-0922-baseline|c123-s2|moonshot-small|Microsoft Defender for Business", "prompt": "c123-s2", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caveats: Setup can be complex; interface isn't as simple as competitors; no included 24/7 support"}, {"id": "mai-20260917-0922-baseline|c123-s2|openai-small|Microsoft Defender for Business", "prompt": "c123-s2", "model": "openai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My default pick: Microsoft Defender for Business"}, {"id": "mai-20260917-0922-baseline|c123-s2|openai-small|Bitdefender GravityZone Business Security", "prompt": "c123-s2", "model": "openai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone Business Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best alternative: Bitdefender GravityZone Business Security"}, {"id": "mai-20260917-0922-baseline|c123-s2|xai-small|Bitdefender GravityZone Small Business Security", "prompt": "c123-s2", "model": "xai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone Small Business Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Bitdefender GravityZone Small Business Security as the top choice."}, {"id": "mai-20260917-0922-baseline|c123-s2|xai-small|ESET PROTECT Entry", "prompt": "c123-s2", "model": "xai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "ESET PROTECT Entry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ESET PROTECT Entry** (if you want lighter system impact): 99.6% real-world protection in tests"}, {"id": "mai-20260917-0922-baseline|c123-s2|xai-small|Microsoft Defender for Business", "prompt": "c123-s2", "model": "xai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Seamless if your stack is Microsoft-heavy, but slightly lower detection than Bitdefender/ESET standalone."}, {"id": "mai-20260917-0922-baseline|c123-s2|xai-small|Norton Small Business", "prompt": "c123-s2", "model": "xai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Norton Small Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for very small teams, but lighter on advanced endpoint features."}, {"id": "mai-20260917-0922-baseline|c123-s2|zai-small|Bitdefender GravityZone Small Business Security", "prompt": "c123-s2", "model": "zai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Bitdefender GravityZone Small Business Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Therefore, I recommend starting with Bitdefender GravityZone Small Business Security.**"}, {"id": "mai-20260917-0922-baseline|c123-s2|zai-small|Microsoft Defender for Business", "prompt": "c123-s2", "model": "zai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already have **Microsoft 365 E5**, **Microsoft Defender for Business** ... is essentially free and gives you a very cost‑effective solution."}, {"id": "mai-20260917-0922-baseline|c123-s2|zai-small|SentinelOne", "prompt": "c123-s2", "model": "zai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need **autonomous ransomware rollback** ... **SentinelOne** or **CrowdStrike** are stronger options—but they cost more"}, {"id": "mai-20260917-0922-baseline|c123-s2|zai-small|CrowdStrike", "prompt": "c123-s2", "model": "zai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highest cost of the three ... Requires a more skilled team to leverage its full capabilities."}, {"id": "mai-20260917-0922-baseline|c123-s2|zai-small|ESET PROTECT", "prompt": "c123-s2", "model": "zai-small", "cat": "endpoint-protection", "variant": "paraphrase", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good fit if: You need **cross‑platform coverage with very low overhead** and a simple console."}, {"id": "mai-20260917-0922-baseline|c123-s3|alibaba-small|Bitdefender GravityZone", "prompt": "c123-s3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want the easiest setup and low cost:** Go with **Bitdefender GravityZone**."}, {"id": "mai-20260917-0922-baseline|c123-s3|alibaba-small|SentinelOne (Singularity)", "prompt": "c123-s3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne (Singularity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team has zero IT staff and no time to investigate security logs, SentinelOne is a top choice."}, {"id": "mai-20260917-0922-baseline|c123-s3|alibaba-small|Microsoft Defender for Business", "prompt": "c123-s3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you have Windows-heavy infrastructure:** Start with **Microsoft Defender for Business**."}, {"id": "mai-20260917-0922-baseline|c123-s3|alibaba-small|CrowdStrike Falcon", "prompt": "c123-s3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** High-growth startups and scaling companies."}, {"id": "mai-20260917-0922-baseline|c123-s3|alibaba-small|Trend Micro", "prompt": "c123-s3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "they select the backend tool (e.g., Trend Micro or Avast)"}, {"id": "mai-20260917-0922-baseline|c123-s3|alibaba-small|Avast", "prompt": "c123-s3", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Avast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "they select the backend tool (e.g., Trend Micro or Avast)"}, {"id": "mai-20260917-0922-baseline|c123-s3|anthropic-small|Microsoft Defender for Business", "prompt": "c123-s3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is one of the most practical choices for organizations already using Microsoft 365, and can be highly cost-effective"}, {"id": "mai-20260917-0922-baseline|c123-s3|anthropic-small|SentinelOne", "prompt": "c123-s3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "one of the strongest self-managed EDR engines on the market"}, {"id": "mai-20260917-0922-baseline|c123-s3|anthropic-small|CrowdStrike Falcon", "prompt": "c123-s3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "positioned, priced, and supported as an enterprise platform"}, {"id": "mai-20260917-0922-baseline|c123-s3|anthropic-small|Bitdefender GravityZone", "prompt": "c123-s3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers multiple security services in a single platform"}, {"id": "mai-20260917-0922-baseline|c123-s3|anthropic-small|Malwarebytes ThreatDown", "prompt": "c123-s3", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Malwarebytes ThreatDown", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "making it ideal for teams without dedicated IT security staff"}, {"id": "mai-20260917-0922-baseline|c123-s3|challenger-small|Microsoft Defender for Business", "prompt": "c123-s3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Microsoft Defender for Business** if you already run on Microsoft 365 and want a strong, budget-friendly default."}, {"id": "mai-20260917-0922-baseline|c123-s3|challenger-small|Bitdefender GravityZone", "prompt": "c123-s3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Bitdefender GravityZone** if you want broad protection with a good balance of usability and depth."}, {"id": "mai-20260917-0922-baseline|c123-s3|challenger-small|CrowdStrike Falcon Go", "prompt": "c123-s3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Entry SMB plan is more limited and at least one source notes it lacks EDR forensics in the Go tier"}, {"id": "mai-20260917-0922-baseline|c123-s3|challenger-small|Sophos Endpoint / Intercept X", "prompt": "c123-s3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Endpoint / Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Sophos** if ransomware protection and optional MDR matter most."}, {"id": "mai-20260917-0922-baseline|c123-s3|challenger-small|Huntress Managed EDR", "prompt": "c123-s3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Huntress** if you do not have staff to monitor alerts and want the vendor to handle response."}, {"id": "mai-20260917-0922-baseline|c123-s3|challenger-small|SentinelOne Singularity", "prompt": "c123-s3", "model": "challenger-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Can be more complex and expensive for very small teams"}, {"id": "mai-20260917-0922-baseline|c123-s3|deepseek-small|Microsoft Defender for Business", "prompt": "c123-s3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Already on Microsoft 365 / small budget:** Microsoft Defender for Business (nearly free via Business Premium)."}, {"id": "mai-20260917-0922-baseline|c123-s3|deepseek-small|CrowdStrike Falcon Go", "prompt": "c123-s3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Want best-in-class detection with minimal hassle:** CrowdStrike Falcon Go."}, {"id": "mai-20260917-0922-baseline|c123-s3|deepseek-small|SentinelOne Singularity", "prompt": "c123-s3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want autonomous self-protection you mostly set and forget:** SentinelOne."}, {"id": "mai-20260917-0922-baseline|c123-s3|deepseek-small|Huntress Managed EDR", "prompt": "c123-s3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**No internal security staff:** Huntress Managed EDR (24/7 SOC handles it)."}, {"id": "mai-20260917-0922-baseline|c123-s3|deepseek-small|Sophos Intercept X", "prompt": "c123-s3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Historically ranks lower than rivals on performance impact and false positives (per AV-Comparatives)."}, {"id": "mai-20260917-0922-baseline|c123-s3|deepseek-small|Bitdefender GravityZone", "prompt": "c123-s3", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Balanced protection with ease of use for SMBs and mid-market teams."}, {"id": "mai-20260917-0922-baseline|c123-s3|google-small|SentinelOne Singularity", "prompt": "c123-s3", "model": "google-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose SentinelOne if: You want the absolute best automated security money can buy without hiring a human security team."}, {"id": "mai-20260917-0922-baseline|c123-s3|google-small|Microsoft Defender for Business", "prompt": "c123-s3", "model": "google-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Microsoft Defender for Business if: Your team is already using Microsoft 365 Business Premium. It is essentially free, integrates flawlessly"}, {"id": "mai-20260917-0922-baseline|c123-s3|google-small|Sophos Intercept X", "prompt": "c123-s3", "model": "google-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Small teams with generalist IT administrators (no specialized security staff)."}, {"id": "mai-20260917-0922-baseline|c123-s3|google-small|Huntress", "prompt": "c123-s3", "model": "google-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Huntress if: You have no IT or security person on staff"}, {"id": "mai-20260917-0922-baseline|c123-s3|google-small|Bitdefender GravityZone", "prompt": "c123-s3", "model": "google-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Budget-conscious teams wanting top-tier protection and low system impact."}, {"id": "mai-20260917-0922-baseline|c123-s3|meta-small|Huntress Managed EDR", "prompt": "c123-s3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top endpoint protection platforms for a small team are:\n\n1. Huntress Managed EDR"}, {"id": "mai-20260917-0922-baseline|c123-s3|meta-small|SentinelOne Singularity", "prompt": "c123-s3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. SentinelOne Singularity"}, {"id": "mai-20260917-0922-baseline|c123-s3|meta-small|CrowdStrike Falcon Go", "prompt": "c123-s3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. CrowdStrike Falcon Go"}, {"id": "mai-20260917-0922-baseline|c123-s3|meta-small|Microsoft Defender for Business", "prompt": "c123-s3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Microsoft Defender for Business"}, {"id": "mai-20260917-0922-baseline|c123-s3|meta-small|Bitdefender GravityZone", "prompt": "c123-s3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Bitdefender GravityZone"}, {"id": "mai-20260917-0922-baseline|c123-s3|meta-small|Sophos Intercept X", "prompt": "c123-s3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Sophos Intercept X"}, {"id": "mai-20260917-0922-baseline|c123-s3|meta-small|ESET Protect Advanced", "prompt": "c123-s3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET Protect Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. ESET Protect Advanced"}, {"id": "mai-20260917-0922-baseline|c123-s3|meta-small|Malwarebytes ThreatDown", "prompt": "c123-s3", "model": "meta-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Malwarebytes ThreatDown", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Malwarebytes ThreatDown"}, {"id": "mai-20260917-0922-baseline|c123-s3|minimax-small|Microsoft Defender for Business", "prompt": "c123-s3", "model": "minimax-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're on Microsoft 365: Start with Microsoft Defender for Business (likely already paid for)"}, {"id": "mai-20260917-0922-baseline|c123-s3|minimax-small|Bitdefender GravityZone", "prompt": "c123-s3", "model": "minimax-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need dedicated protection with minimal management: Bitdefender or SentinelOne are excellent choices"}, {"id": "mai-20260917-0922-baseline|c123-s3|minimax-small|SentinelOne Singularity", "prompt": "c123-s3", "model": "minimax-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitdefender or SentinelOne are excellent choices"}, {"id": "mai-20260917-0922-baseline|c123-s3|minimax-small|CrowdStrike Falcon Go", "prompt": "c123-s3", "model": "minimax-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want enterprise-grade capabilities: CrowdStrike Falcon Go offers strong value"}, {"id": "mai-20260917-0922-baseline|c123-s3|mistral-small|Microsoft Defender for Business", "prompt": "c123-s3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you use Microsoft 365, start with Microsoft Defender for Business."}, {"id": "mai-20260917-0922-baseline|c123-s3|mistral-small|SentinelOne Singularity Endpoint", "prompt": "c123-s3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For advanced, autonomous protection, consider SentinelOne or CrowdStrike."}, {"id": "mai-20260917-0922-baseline|c123-s3|mistral-small|CrowdStrike Falcon Go", "prompt": "c123-s3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For advanced, autonomous protection, consider SentinelOne or CrowdStrike."}, {"id": "mai-20260917-0922-baseline|c123-s3|mistral-small|Bitdefender GravityZone", "prompt": "c123-s3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want ransomware rollback and network-level defense, Bitdefender is a strong pick."}, {"id": "mai-20260917-0922-baseline|c123-s3|mistral-small|Sophos Intercept X", "prompt": "c123-s3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For teams needing expert oversight, Huntress or Sophos with managed services may be best."}, {"id": "mai-20260917-0922-baseline|c123-s3|mistral-small|Huntress Managed EDR", "prompt": "c123-s3", "model": "mistral-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Small teams without dedicated security staff or those wanting expert oversight."}, {"id": "mai-20260917-0922-baseline|c123-s3|moonshot-small|Microsoft Defender for Business", "prompt": "c123-s3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Already using Microsoft 365 | **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c123-s3|moonshot-small|Bitdefender GravityZone", "prompt": "c123-s3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams without dedicated security staff, **Bitdefender** offers the best balance of cost and capability"}, {"id": "mai-20260917-0922-baseline|c123-s3|moonshot-small|CrowdStrike Falcon Go", "prompt": "c123-s3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want best detection, have some IT staff | **CrowdStrike Falcon Go**"}, {"id": "mai-20260917-0922-baseline|c123-s3|moonshot-small|SentinelOne Singularity Core", "prompt": "c123-s3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need fastest autonomous response | **SentinelOne Singularity**"}, {"id": "mai-20260917-0922-baseline|c123-s3|moonshot-small|Huntress Managed EDR", "prompt": "c123-s3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Huntress** is ideal if you want to outsource monitoring entirely"}, {"id": "mai-20260917-0922-baseline|c123-s3|moonshot-small|Sophos Intercept X", "prompt": "c123-s3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Heavy ransomware concerns | **Sophos Intercept X**"}, {"id": "mai-20260917-0922-baseline|c123-s3|moonshot-small|ESET", "prompt": "c123-s3", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Bitdefender & ESET**: Publish clear pricing"}, {"id": "mai-20260917-0922-baseline|c123-s3|openai-small|Microsoft Defender for Business", "prompt": "c123-s3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best default pick:** **Microsoft Defender for Business** if you already use Microsoft 365."}, {"id": "mai-20260917-0922-baseline|c123-s3|openai-small|Bitdefender GravityZone Business Security", "prompt": "c123-s3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone Business Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best non-Microsoft all-around pick:** **Bitdefender GravityZone Business Security**."}, {"id": "mai-20260917-0922-baseline|c123-s3|openai-small|CrowdStrike Falcon Go / small-business offerings", "prompt": "c123-s3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Go / small-business offerings", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "For a very small team, it may be more than you need unless you want advanced visibility."}, {"id": "mai-20260917-0922-baseline|c123-s3|openai-small|ESET PROTECT", "prompt": "c123-s3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for lightweight simplicity:** **ESET PROTECT**."}, {"id": "mai-20260917-0922-baseline|c123-s3|openai-small|Sophos Intercept X / small business packages", "prompt": "c123-s3", "model": "openai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X / small business packages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Feature packaging and pricing can vary a lot depending on whether you want MDR, firewall integration, or other add-ons."}, {"id": "mai-20260917-0922-baseline|c123-s3|xai-small|Microsoft Defender for Business", "prompt": "c123-s3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For <10 devices, start with Defender or Bitdefender."}, {"id": "mai-20260917-0922-baseline|c123-s3|xai-small|CrowdStrike Falcon Go", "prompt": "c123-s3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI-driven prevention, lightweight agent; excellent threat hunting telemetry."}, {"id": "mai-20260917-0922-baseline|c123-s3|xai-small|SentinelOne Singularity", "prompt": "c123-s3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Storyline rollback (reverses attacks), behavioral AI; strong zero-day/ransomware protection."}, {"id": "mai-20260917-0922-baseline|c123-s3|xai-small|Bitdefender GravityZone", "prompt": "c123-s3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For <10 devices, start with Defender or Bitdefender."}, {"id": "mai-20260917-0922-baseline|c123-s3|xai-small|Sophos Intercept X", "prompt": "c123-s3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Adaptive attack prediction, crypto-guard; integrates with XDR/MDR. 15x Gartner Leader"}, {"id": "mai-20260917-0922-baseline|c123-s3|xai-small|Huntress Managed EDR", "prompt": "c123-s3", "model": "xai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "24/7 human-led hunting on top of your AV; Ideal for fully hands-off SMBs."}, {"id": "mai-20260917-0922-baseline|c123-s3|zai-small|Microsoft Defender for Business", "prompt": "c123-s3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already have Microsoft 365, start with Microsoft Defender for Business. It's free (or bundled) and gives you a solid baseline"}, {"id": "mai-20260917-0922-baseline|c123-s3|zai-small|Bitdefender GravityZone Small Business Security (SBS)", "prompt": "c123-s3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Bitdefender GravityZone Small Business Security (SBS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want a simple, clear-price EPP with optional EDR, **Bitdefender GravityZone SBS** or **ESET PROTECT** are excellent choices."}, {"id": "mai-20260917-0922-baseline|c123-s3|zai-small|Sophos Intercept X", "prompt": "c123-s3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Intercept X is a solid, all-in-one solution that gives you XDR-level visibility while keeping the management console approachable"}, {"id": "mai-20260917-0922-baseline|c123-s3|zai-small|CrowdStrike Falcon", "prompt": "c123-s3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget allows and you want the \"gold standard\" detection, CrowdStrike is the top pick."}, {"id": "mai-20260917-0922-baseline|c123-s3|zai-small|SentinelOne Singularity Endpoint", "prompt": "c123-s3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SentinelOne delivers excellent detection and the strongest autonomous response among SMB-focused EDRs"}, {"id": "mai-20260917-0922-baseline|c123-s3|zai-small|ESET PROTECT", "prompt": "c123-s3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ESET is a cost-effective, low-maintenance option if you prioritize simplicity"}, {"id": "mai-20260917-0922-baseline|c123-s3|zai-small|Malwarebytes for Business", "prompt": "c123-s3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Malwarebytes for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it's not a replacement for a full EDR/XDR solution on its own"}, {"id": "mai-20260917-0922-baseline|c123-s3|zai-small|Huntress Managed EDR", "prompt": "c123-s3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Huntress is a great option if you're willing to pay for a managed SOC"}, {"id": "mai-20260917-0922-baseline|c123-s3|zai-small|UnderDefense", "prompt": "c123-s3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "UnderDefense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "UnderDefense is ideal when you need the highest level of telemetry correlation and a SOC"}, {"id": "mai-20260917-0922-baseline|c123-s3|zai-small|Jamf Protect", "prompt": "c123-s3", "model": "zai-small", "cat": "endpoint-protection", "variant": "comparative", "raw": "Jamf Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you're Apple-centric, **Jamf Protect** is the only option that deeply integrates with macOS/iOS."}, {"id": "mai-20260917-0922-baseline|c123-s4|alibaba-small|Bitdefender GravityZone", "prompt": "c123-s4", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best endpoint protection platform (EPP) currently available is **Bitdefender GravityZone**"}, {"id": "mai-20260917-0922-baseline|c123-s4|alibaba-small|Microsoft Defender for Business", "prompt": "c123-s4", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Companies already using **Microsoft 365 Business Premium**"}, {"id": "mai-20260917-0922-baseline|c123-s4|alibaba-small|SentinelOne", "prompt": "c123-s4", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Companies willing to pay slightly more for **automation and AI**"}, {"id": "mai-20260917-0922-baseline|c123-s4|alibaba-small|Avast Business", "prompt": "c123-s4", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Avast Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Micro-businesses (under 20 users) needing **simplicity**"}, {"id": "mai-20260917-0922-baseline|c123-s4|anthropic-small|Microsoft Defender for Business", "prompt": "c123-s4", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Business - Best Overall for Budget-Conscious SMBs"}, {"id": "mai-20260917-0922-baseline|c123-s4|anthropic-small|Bitdefender GravityZone Small Business Security", "prompt": "c123-s4", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone Small Business Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bitdefender and ESET are solid alternatives"}, {"id": "mai-20260917-0922-baseline|c123-s4|anthropic-small|ESET Protect", "prompt": "c123-s4", "model": "anthropic-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ESET Protect is popular among small businesses because it offers strong protection with low system resource usage."}, {"id": "mai-20260917-0922-baseline|c123-s4|challenger-small|Microsoft Defender for Business", "prompt": "c123-s4", "model": "challenger-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *default* choice is usually **Microsoft Defender for Business** if you already use Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c123-s4|challenger-small|Bitdefender GravityZone Business Security", "prompt": "c123-s4", "model": "challenger-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone Business Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the strongest value pick is typically **Bitdefender GravityZone Business Security**"}, {"id": "mai-20260917-0922-baseline|c123-s4|challenger-small|Norton Small Business", "prompt": "c123-s4", "model": "challenger-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Norton Small Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best ultra-simple low-cost option:** **Norton Small Business** or basic **ESET** tiers"}, {"id": "mai-20260917-0922-baseline|c123-s4|challenger-small|ESET", "prompt": "c123-s4", "model": "challenger-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Norton Small Business** or basic **ESET** tiers, depending on how much administration you want to handle"}, {"id": "mai-20260917-0922-baseline|c123-s4|deepseek-small|Microsoft Defender for Business", "prompt": "c123-s4", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Recommendation: **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c123-s4|deepseek-small|Bitdefender GravityZone", "prompt": "c123-s4", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitdefender GravityZone** is your sweet spot."}, {"id": "mai-20260917-0922-baseline|c123-s4|deepseek-small|ESET PROTECT", "prompt": "c123-s4", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lightest system footprint; great for older hardware"}, {"id": "mai-20260917-0922-baseline|c123-s4|deepseek-small|Sophos Intercept X", "prompt": "c123-s4", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Easiest to manage; strongest ransomware protection"}, {"id": "mai-20260917-0922-baseline|c123-s4|deepseek-small|Huntress Managed EDR", "prompt": "c123-s4", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want fully managed protection with 24/7 SOC included"}, {"id": "mai-20260917-0922-baseline|c123-s4|deepseek-small|CrowdStrike Falcon Go", "prompt": "c123-s4", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget entry into a premium, industry-leading brand (up to 100 devices)"}, {"id": "mai-20260917-0922-baseline|c123-s4|google-small|Microsoft Defender for Business", "prompt": "c123-s4", "model": "google-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Value (If you use Microsoft 365): **Microsoft Defender for Business** ... this is the undisputed king of value."}, {"id": "mai-20260917-0922-baseline|c123-s4|google-small|SentinelOne Singularity", "prompt": "c123-s4", "model": "google-small", "cat": "endpoint-protection", "variant": "budget", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Set-it-and-Forget-it\" (No IT staff): **SentinelOne Singularity (via an MSP)**"}, {"id": "mai-20260917-0922-baseline|c123-s4|google-small|Bitdefender GravityZone", "prompt": "c123-s4", "model": "google-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a dedicated IT person but want a non-Microsoft tool:** Go with **Bitdefender GravityZone**"}, {"id": "mai-20260917-0922-baseline|c123-s4|google-small|Huntress Managed EDR", "prompt": "c123-s4", "model": "google-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Smartest Budget Strategy (If you have ZERO security skills): **Huntress Managed EDR**"}, {"id": "mai-20260917-0922-baseline|c123-s4|meta-small|Microsoft Defender for Business", "prompt": "c123-s4", "model": "meta-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best endpoint protection platform for a small company with a tight budget is Microsoft Defender for Business"}, {"id": "mai-20260917-0922-baseline|c123-s4|meta-small|Bitdefender GravityZone Business Security", "prompt": "c123-s4", "model": "meta-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone Business Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Bitdefender GravityZone Business Security and ESET, which offer strong protection and value at a relatively low cost."}, {"id": "mai-20260917-0922-baseline|c123-s4|meta-small|ESET", "prompt": "c123-s4", "model": "meta-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Bitdefender GravityZone Business Security and ESET, which offer strong protection and value at a relatively low cost."}, {"id": "mai-20260917-0922-baseline|c123-s4|minimax-small|Bitdefender GravityZone SMB", "prompt": "c123-s4", "model": "minimax-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone SMB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is often cited as a top value choice, offering reliable threat prevention, flexible pricing, and automated ransomware rollback starting under $100/year"}, {"id": "mai-20260917-0922-baseline|c123-s4|minimax-small|Microsoft Defender", "prompt": "c123-s4", "model": "minimax-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong option if you already have an E5 license, as it's included"}, {"id": "mai-20260917-0922-baseline|c123-s4|minimax-small|ESET", "prompt": "c123-s4", "model": "minimax-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also recommended for budget-conscious small businesses"}, {"id": "mai-20260917-0922-baseline|c123-s4|minimax-small|Webroot", "prompt": "c123-s4", "model": "minimax-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Webroot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with Webroot being noted for its lightweight agent"}, {"id": "mai-20260917-0922-baseline|c123-s4|mistral-small|Bitdefender GravityZone Small Business Security", "prompt": "c123-s4", "model": "mistral-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone Small Business Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitdefender GravityZone Small Business Security** is the top pick for most small businesses"}, {"id": "mai-20260917-0922-baseline|c123-s4|mistral-small|Microsoft Defender for Business", "prompt": "c123-s4", "model": "mistral-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you’re already in the Microsoft ecosystem, **Microsoft Defender for Business** is a strong alternative."}, {"id": "mai-20260917-0922-baseline|c123-s4|mistral-small|ESET", "prompt": "c123-s4", "model": "mistral-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ESET** and **Webroot** are also mentioned as affordable choices, with ESET offering transparent pricing"}, {"id": "mai-20260917-0922-baseline|c123-s4|mistral-small|Webroot", "prompt": "c123-s4", "model": "mistral-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Webroot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Webroot being lightweight and budget-friendly"}, {"id": "mai-20260917-0922-baseline|c123-s4|moonshot-small|Microsoft Defender for Business", "prompt": "c123-s4", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Business** — Best Overall Value"}, {"id": "mai-20260917-0922-baseline|c123-s4|moonshot-small|Huntress Managed EDR", "prompt": "c123-s4", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Huntress Managed EDR** — Best Fully-Managed Option"}, {"id": "mai-20260917-0922-baseline|c123-s4|moonshot-small|CrowdStrike Falcon Go", "prompt": "c123-s4", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CrowdStrike Falcon Go** — Best for Cloud-Native EDR"}, {"id": "mai-20260917-0922-baseline|c123-s4|moonshot-small|Bitdefender GravityZone", "prompt": "c123-s4", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bitdefender GravityZone** — Best Published Pricing"}, {"id": "mai-20260917-0922-baseline|c123-s4|moonshot-small|ESET PROTECT", "prompt": "c123-s4", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ESET PROTECT** — Best for Basic Protection"}, {"id": "mai-20260917-0922-baseline|c123-s4|openai-small|Microsoft Defender for Business", "prompt": "c123-s4", "model": "openai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Business** is the best first choice because of the low price and tight integration with Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c123-s4|openai-small|Bitdefender GravityZone Business Security", "prompt": "c123-s4", "model": "openai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone Business Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitdefender** is the next best pick"}, {"id": "mai-20260917-0922-baseline|c123-s4|openai-small|Sophos", "prompt": "c123-s4", "model": "openai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3-way comparison table** of Microsoft Defender for Business vs Bitdefender vs Sophos"}, {"id": "mai-20260917-0922-baseline|c123-s4|xai-small|Microsoft Defender for Business", "prompt": "c123-s4", "model": "xai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Business stands out as the best endpoint protection platform (EPP/EDR) for a small company on a tight budget."}, {"id": "mai-20260917-0922-baseline|c123-s4|xai-small|Bitdefender GravityZone (Business Security)", "prompt": "c123-s4", "model": "xai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone (Business Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bitdefender offers the lowest standalone cost with elite protection."}, {"id": "mai-20260917-0922-baseline|c123-s4|xai-small|ESET PROTECT Entry/Advanced", "prompt": "c123-s4", "model": "xai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET PROTECT Entry/Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent detection (zero false positives in tests), multi-OS support, lightweight, cloud-managed."}, {"id": "mai-20260917-0922-baseline|c123-s4|xai-small|Huntress Managed EDR", "prompt": "c123-s4", "model": "xai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Higher cost; per-endpoint (not user). | Hands-off managed service if you can stretch budget slightly."}, {"id": "mai-20260917-0922-baseline|c123-s4|xai-small|Windows Defender Antivirus", "prompt": "c123-s4", "model": "xai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Windows Defender Antivirus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Built-in Windows Defender Antivirus is basic/free but lacks full EDR/business features."}, {"id": "mai-20260917-0922-baseline|c123-s4|zai-small|Microsoft Defender for Business", "prompt": "c123-s4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Microsoft Defender for Business (if you have Microsoft 365)"}, {"id": "mai-20260917-0922-baseline|c123-s4|zai-small|Bitdefender GravityZone / ThreatDown", "prompt": "c123-s4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Bitdefender GravityZone / ThreatDown", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want clear, published pricing: Choose **Bitdefender** or **ESET**"}, {"id": "mai-20260917-0922-baseline|c123-s4|zai-small|ESET PROTECT", "prompt": "c123-s4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lightweight agent, good detection, simple deployment, published pricing"}, {"id": "mai-20260917-0922-baseline|c123-s4|zai-small|Huntress Managed EDR", "prompt": "c123-s4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a fully managed solution: **Huntress Managed EDR** at ~$8.99/month per endpoint is a strong, hands-off option"}, {"id": "mai-20260917-0922-baseline|c123-s4|zai-small|CrowdStrike Falcon Insight XDR (Falcon Go)", "prompt": "c123-s4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "CrowdStrike Falcon Insight XDR (Falcon Go)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Companies willing to pay a bit more for a reputable, feature-rich EDR platform"}, {"id": "mai-20260917-0922-baseline|c123-s4|zai-small|Sophos Intercept X Advanced", "prompt": "c123-s4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Sophos Intercept X Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Businesses that prefer per-user pricing and want a balanced feature set"}, {"id": "mai-20260917-0922-baseline|c123-s4|zai-small|SentinelOne", "prompt": "c123-s4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "CrowdStrike and SentinelOne are premium options with excellent detection but higher cost"}, {"id": "mai-20260917-0922-baseline|c123-s4|zai-small|Malwarebytes", "prompt": "c123-s4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Malwarebytes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Many \"free\" AV tools (e.g., Bitdefender, Malwarebytes, Avast) are licensed only for personal/home use"}, {"id": "mai-20260917-0922-baseline|c123-s4|zai-small|Avast", "prompt": "c123-s4", "model": "zai-small", "cat": "endpoint-protection", "variant": "budget", "raw": "Avast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Many \"free\" AV tools (e.g., Bitdefender, Malwarebytes, Avast) are licensed only for personal/home use"}, {"id": "mai-20260917-0922-baseline|c123-s5|alibaba-small|Huntress", "prompt": "c123-s5", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Huntress / SentinelOne: Best if you simply want a \"set it and forget it\" solution."}, {"id": "mai-20260917-0922-baseline|c123-s5|alibaba-small|SentinelOne Managed", "prompt": "c123-s5", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne Managed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vendors like Huntress or SentinelOne Managed handle the monitoring for you."}, {"id": "mai-20260917-0922-baseline|c123-s5|alibaba-small|CrowdStrike", "prompt": "c123-s5", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CrowdStrike Falcon Go / Free: Excellent performance, trusted brand, free option available for assessment."}, {"id": "mai-20260917-0922-baseline|c123-s5|alibaba-small|Trend Micro", "prompt": "c123-s5", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Traditional standalone agents (CrowdStrike, Trend Micro, Bitdefender) are viable"}, {"id": "mai-20260917-0922-baseline|c123-s5|alibaba-small|Bitdefender", "prompt": "c123-s5", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bitdefender GravityZone Business Security: Often cited as having high detection rates at a lower price point for SMBs."}, {"id": "mai-20260917-0922-baseline|c123-s5|alibaba-small|Microsoft Defender for Business", "prompt": "c123-s5", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Microsoft Defender for Business: Best value if you are already a Microsoft shop."}, {"id": "mai-20260917-0922-baseline|c123-s5|alibaba-small|Webroot", "prompt": "c123-s5", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Webroot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lightweight agents (like Webroot or F-Secure) excel here, though they may offer less advanced forensics."}, {"id": "mai-20260917-0922-baseline|c123-s5|alibaba-small|F-Secure", "prompt": "c123-s5", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "scale", "raw": "F-Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Lightweight agents (like Webroot or F-Secure) excel here, though they may offer less advanced forensics."}, {"id": "mai-20260917-0922-baseline|c123-s5|deepseek-small|Huntress", "prompt": "c123-s5", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "favor vendors who include 24/7 SOC services (e.g., Huntress, Cynet, CNiC, SentinelOne's managed tiers)"}, {"id": "mai-20260917-0922-baseline|c123-s5|deepseek-small|Cynet", "prompt": "c123-s5", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "favor vendors who include 24/7 SOC services (e.g., Huntress, Cynet, CNiC, SentinelOne's managed tiers)"}, {"id": "mai-20260917-0922-baseline|c123-s5|deepseek-small|CNiC", "prompt": "c123-s5", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CNiC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "favor vendors who include 24/7 SOC services (e.g., Huntress, Cynet, CNiC, SentinelOne's managed tiers)"}, {"id": "mai-20260917-0922-baseline|c123-s5|deepseek-small|SentinelOne", "prompt": "c123-s5", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "favor vendors who include 24/7 SOC services (e.g., Huntress, Cynet, CNiC, SentinelOne's managed tiers)"}, {"id": "mai-20260917-0922-baseline|c123-s5|deepseek-small|Microsoft Defender for Business/Endpoint", "prompt": "c123-s5", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Business/Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Microsoft Defender for Business/Endpoint may be your marginal cost \\u2248 $0 and genuinely competitive \\u2014 worth starting your comparison there."}, {"id": "mai-20260917-0922-baseline|c123-s5|deepseek-small|CrowdStrike", "prompt": "c123-s5", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Want me to dig into specific vendors (e.g., Huntress, Cynet, Microsoft Defender, CrowdStrike, SentinelOne, Bitdefender)"}, {"id": "mai-20260917-0922-baseline|c123-s5|deepseek-small|Bitdefender", "prompt": "c123-s5", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Want me to dig into specific vendors (e.g., Huntress, Cynet, Microsoft Defender, CrowdStrike, SentinelOne, Bitdefender)"}, {"id": "mai-20260917-0922-baseline|c123-s5|google-small|Microsoft Defender for Business", "prompt": "c123-s5", "model": "google-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deploying Huntress on top of Microsoft Defender is widely considered the \"gold standard\" security stack for a 30-person office"}, {"id": "mai-20260917-0922-baseline|c123-s5|google-small|Huntress", "prompt": "c123-s5", "model": "google-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need a safety net, layer on Huntress: Deploying Huntress on top of Microsoft Defender is widely considered the \"gold standard\" security stack"}, {"id": "mai-20260917-0922-baseline|c123-s5|google-small|SentinelOne Singularity Core/Control", "prompt": "c123-s5", "model": "google-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne Singularity Core/Control", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Standalone Autonomous Agent... the console can be overly complex to manage entirely on your own."}, {"id": "mai-20260917-0922-baseline|c123-s5|google-small|CrowdStrike Falcon Go / Pro", "prompt": "c123-s5", "model": "google-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike Falcon Go / Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Enterprise-level pricing and structure. Their entry-level \"Falcon Go\" behaves more like standard antivirus than full EDR"}, {"id": "mai-20260917-0922-baseline|c123-s5|minimax-small|Microsoft Defender for Endpoint", "prompt": "c123-s5", "model": "minimax-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Microsoft Defender for Endpoint** (strong integration if you're O365)"}, {"id": "mai-20260917-0922-baseline|c123-s5|minimax-small|CrowdStrike", "prompt": "c123-s5", "model": "minimax-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**CrowdStrike** (leading EDR, cloud-native)"}, {"id": "mai-20260917-0922-baseline|c123-s5|minimax-small|SentinelOne", "prompt": "c123-s5", "model": "minimax-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SentinelOne** (good performance, autonomous remediation)"}, {"id": "mai-20260917-0922-baseline|c123-s5|minimax-small|Palo Alto Networks Cortex", "prompt": "c123-s5", "model": "minimax-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Palo Alto Networks Cortex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Palo Alto Networks Cortex** (broad platform)"}, {"id": "mai-20260917-0922-baseline|c123-s5|minimax-small|Sophos", "prompt": "c123-s5", "model": "minimax-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Sophos** (good balance of simplicity and protection)"}, {"id": "mai-20260917-0922-baseline|c123-s5|minimax-small|Trellix", "prompt": "c123-s5", "model": "minimax-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Trellix** (formerly McAfee Enterprise)"}, {"id": "mai-20260917-0922-baseline|c123-s5|mistral-small|CrowdStrike Falcon", "prompt": "c123-s5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Here are some leading EPP/EDR solutions to consider for a 30-person company:\n- **CrowdStrike Falcon**"}, {"id": "mai-20260917-0922-baseline|c123-s5|mistral-small|SentinelOne Singularity", "prompt": "c123-s5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- **SentinelOne Singularity**"}, {"id": "mai-20260917-0922-baseline|c123-s5|mistral-small|Microsoft Defender for Endpoint", "prompt": "c123-s5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **Microsoft Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c123-s5|mistral-small|Cisco Secure Endpoint", "prompt": "c123-s5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Cisco Secure Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **Cisco Secure Endpoint**"}, {"id": "mai-20260917-0922-baseline|c123-s5|mistral-small|Trend Micro XDR", "prompt": "c123-s5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Trend Micro XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **Trend Micro XDR**"}, {"id": "mai-20260917-0922-baseline|c123-s5|mistral-small|Sophos Intercept X", "prompt": "c123-s5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- **Sophos Intercept X**"}, {"id": "mai-20260917-0922-baseline|c123-s5|mistral-small|Bitdefender GravityZone", "prompt": "c123-s5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- **Bitdefender GravityZone**"}, {"id": "mai-20260917-0922-baseline|c123-s5|mistral-small|Kaspersky Endpoint Security", "prompt": "c123-s5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Kaspersky Endpoint Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "- **Kaspersky Endpoint Security**"}, {"id": "mai-20260917-0922-baseline|c123-s5|mistral-small|Malwarebytes Endpoint Protection", "prompt": "c123-s5", "model": "mistral-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Malwarebytes Endpoint Protection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "- **Malwarebytes Endpoint Protection**"}, {"id": "mai-20260917-0922-baseline|c123-s5|moonshot-small|Microsoft Defender for Business", "prompt": "c123-s5", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Already on Microsoft 365** | Microsoft Defender for Business (~$3/user/month)"}, {"id": "mai-20260917-0922-baseline|c123-s5|moonshot-small|Bitdefender GravityZone SMB", "prompt": "c123-s5", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Bitdefender GravityZone SMB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mixed Windows/Mac environment** | Bitdefender GravityZone SMB"}, {"id": "mai-20260917-0922-baseline|c123-s5|moonshot-small|CrowdStrike Falcon Go", "prompt": "c123-s5", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need simple deployment** | CrowdStrike Falcon Go"}, {"id": "mai-20260917-0922-baseline|c123-s5|moonshot-small|Sophos Endpoint", "prompt": "c123-s5", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Sophos Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ransomware concerns** | Sophos Endpoint"}, {"id": "mai-20260917-0922-baseline|c123-s5|xai-small|CrowdStrike", "prompt": "c123-s5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "| Best Detection | CrowdStrike Falcon |"}, {"id": "mai-20260917-0922-baseline|c123-s5|xai-small|SentinelOne", "prompt": "c123-s5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Self-managed (e.g., SentinelOne) if you have IT generalists."}, {"id": "mai-20260917-0922-baseline|c123-s5|xai-small|Huntress", "prompt": "c123-s5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| No dedicated IT | Huntress (managed), Sophos MDR, Microsoft Defender Business |"}, {"id": "mai-20260917-0922-baseline|c123-s5|xai-small|Sophos MDR", "prompt": "c123-s5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Sophos MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with free trials from Microsoft Defender, Sophos, or Bitdefender—they fit SMBs well."}, {"id": "mai-20260917-0922-baseline|c123-s5|xai-small|Cynet", "prompt": "c123-s5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Cynet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Providers like Huntress, Sophos MDR, or Cynet handle investigation/response, not just alerts."}, {"id": "mai-20260917-0922-baseline|c123-s5|xai-small|Bitdefender", "prompt": "c123-s5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Bitdefender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Start with free trials from Microsoft Defender, Sophos, or Bitdefender—they fit SMBs well."}, {"id": "mai-20260917-0922-baseline|c123-s5|xai-small|ESET", "prompt": "c123-s5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "ESET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "| Generalist IT | Bitdefender, ESET (affordable, easy), SentinelOne |"}, {"id": "mai-20260917-0922-baseline|c123-s5|xai-small|Defender for Endpoint", "prompt": "c123-s5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Start with free trials from Microsoft Defender, Sophos, or Bitdefender—they fit SMBs well."}, {"id": "mai-20260917-0922-baseline|c123-s5|xai-small|Palo Alto Cortex XDR", "prompt": "c123-s5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "CrowdStrike, Microsoft Defender, Palo Alto Cortex XDR, Sophos, SentinelOne"}, {"id": "mai-20260917-0922-baseline|c123-s5|xai-small|Broadcom", "prompt": "c123-s5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Broadcom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Microsoft, CrowdStrike, Broadcom, Cisco, Bitdefender"}, {"id": "mai-20260917-0922-baseline|c123-s5|xai-small|Cisco", "prompt": "c123-s5", "model": "xai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Microsoft, CrowdStrike, Broadcom, Cisco, Bitdefender"}, {"id": "mai-20260917-0922-baseline|c123-s5|zai-small|Microsoft Defender for Business", "prompt": "c123-s5", "model": "zai-small", "cat": "endpoint-protection", "variant": "scale", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Microsoft Defender for Business (bundled in M365) can be a low‑cost, integrated choice, but ensure you have the internal capacity to monitor and respond."}, {"id": "mai-20260917-0922-baseline|c123-s6|alibaba-small|Kaspersky", "prompt": "c123-s6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Kaspersky", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "should avoid Kaspersky"}, {"id": "mai-20260917-0922-baseline|c123-s6|alibaba-small|Norton Personal", "prompt": "c123-s6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Norton Personal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Small businesses must avoid standard \"Home\" or \"Personal\" editions of major antivirus brands (e.g., Norton Personal, McAfee Home)"}, {"id": "mai-20260917-0922-baseline|c123-s6|alibaba-small|McAfee Home", "prompt": "c123-s6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "McAfee Home", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "must avoid standard \"Home\" or \"Personal\" editions of major antivirus brands (e.g., Norton Personal, McAfee Home)"}, {"id": "mai-20260917-0922-baseline|c123-s6|alibaba-small|CrowdStrike", "prompt": "c123-s6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**CrowdStrike** logged **21 false alarms** during this testing window"}, {"id": "mai-20260917-0922-baseline|c123-s6|alibaba-small|Avast", "prompt": "c123-s6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Avast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "leaders like Avast (100%)"}, {"id": "mai-20260917-0922-baseline|c123-s6|alibaba-small|SenseOn", "prompt": "c123-s6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SenseOn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**SenseOn:** 96.0% (20 test cases compromised)"}, {"id": "mai-20260917-0922-baseline|c123-s6|alibaba-small|Sophos", "prompt": "c123-s6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Sophos:** 98.0% (10 test cases compromised)"}, {"id": "mai-20260917-0922-baseline|c123-s6|alibaba-small|Cisco", "prompt": "c123-s6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Cisco:** 98.8%"}, {"id": "mai-20260917-0922-baseline|c123-s6|alibaba-small|Bitdefender", "prompt": "c123-s6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "leaders like Avast (100%) or Bitdefender (99.8%)"}, {"id": "mai-20260917-0922-baseline|c123-s6|alibaba-small|Microsoft Defender for Endpoint E5", "prompt": "c123-s6", "model": "alibaba-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Endpoint E5", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Be cautious of purchasing \"Heavyweight\" Enterprise suites (such as full-scale Microsoft Defender for Endpoint E5 bundles"}, {"id": "mai-20260917-0922-baseline|c123-s6|challenger-small|Cisco", "prompt": "c123-s6", "model": "challenger-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "TechRadar flags Cisco for unclear pricing"}, {"id": "mai-20260917-0922-baseline|c123-s6|challenger-small|Avast Business Security", "prompt": "c123-s6", "model": "challenger-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Avast Business Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "TechRadar specifically warns that Avast Business Security lacks mobile protection"}, {"id": "mai-20260917-0922-baseline|c123-s6|deepseek-small|CrowdStrike Falcon", "prompt": "c123-s6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "CrowdStrike in particular has a reputation for ignoring smaller customers"}, {"id": "mai-20260917-0922-baseline|c123-s6|deepseek-small|SentinelOne", "prompt": "c123-s6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-grade EDR platforms sold at full enterprise pricing... built for organizations with dedicated security analysts"}, {"id": "mai-20260917-0922-baseline|c123-s6|deepseek-small|Palo Alto Cortex", "prompt": "c123-s6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Palo Alto Cortex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cost and complexity are the biggest red flags."}, {"id": "mai-20260917-0922-baseline|c123-s6|deepseek-small|Trellix/Endpoint Security", "prompt": "c123-s6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trellix/Endpoint Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-grade EDR platforms sold at full enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c123-s6|deepseek-small|Trend Micro Worry-Free Business Security", "prompt": "c123-s6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trend Micro Worry-Free Business Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "rated **Trend Micro Worry-Free as the worst** of the small-business options at handling targeted attacks"}, {"id": "mai-20260917-0922-baseline|c123-s6|deepseek-small|Kaspersky Endpoint Security", "prompt": "c123-s6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Kaspersky Endpoint Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid** anything enterprise-only licensed at full scale, pure legacy AV, Kaspersky (for U.S. clients)"}, {"id": "mai-20260917-0922-baseline|c123-s6|deepseek-small|Sophos Intercept X", "prompt": "c123-s6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Sophos Intercept X \"bringing systems to a crawl\" on some setups and spawning dozens of processes"}, {"id": "mai-20260917-0922-baseline|c123-s6|deepseek-small|Bitdefender GravityZone", "prompt": "c123-s6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "managing GravityZone without a dedicated IT person costs far more in owner's time than the subscription saves"}, {"id": "mai-20260917-0922-baseline|c123-s6|deepseek-small|Huntress Managed EDR", "prompt": "c123-s6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "choose a **managed detection and response (MDR)** offering (e.g., Huntress Managed EDR"}, {"id": "mai-20260917-0922-baseline|c123-s6|deepseek-small|Microsoft Defender for Business", "prompt": "c123-s6", "model": "deepseek-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Best value overall:** **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c123-s6|google-small|Symantec Endpoint Security (by Broadcom)", "prompt": "c123-s6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Symantec Endpoint Security (by Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Since Broadcom’s acquisition of Symantec, the company has heavily divested from the SMB market."}, {"id": "mai-20260917-0922-baseline|c123-s6|google-small|Trellix", "prompt": "c123-s6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trellix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Trellix is notorious among IT administrators for its complexity and system-resource bloat."}, {"id": "mai-20260917-0922-baseline|c123-s6|google-small|CrowdStrike Falcon Enterprise", "prompt": "c123-s6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High-End Enterprise EDRs *Without* Managed Services (Be Cautious)"}, {"id": "mai-20260917-0922-baseline|c123-s6|google-small|Palo Alto Cortex XDR", "prompt": "c123-s6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Raw/Direct deployments of **CrowdStrike Falcon Enterprise**, **Palo Alto Cortex XDR**, or **Microsoft Defender for Endpoint (P2)**"}, {"id": "mai-20260917-0922-baseline|c123-s6|google-small|Microsoft Defender for Endpoint (P2)", "prompt": "c123-s6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Endpoint (P2)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "If you deploy these tools directly without a dedicated IT security specialist, your team will suffer from **alert fatigue**"}, {"id": "mai-20260917-0922-baseline|c123-s6|google-small|Kaspersky", "prompt": "c123-s6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Kaspersky", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "using Kaspersky is now a massive compliance liability"}, {"id": "mai-20260917-0922-baseline|c123-s6|google-small|Norton", "prompt": "c123-s6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Norton", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Consumer-Grade or Signature-Based Antivirus (Avoid)"}, {"id": "mai-20260917-0922-baseline|c123-s6|google-small|McAfee Personal", "prompt": "c123-s6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "McAfee Personal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Consumer-grade versions of **Norton**, **McAfee Personal**, or basic \"signature-only\" free antiviruses"}, {"id": "mai-20260917-0922-baseline|c123-s6|google-small|Huntress", "prompt": "c123-s6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Look for Managed EDR / MDR:** Providers like **Huntress**, **Blackpoint Cyber**, or **Sophos MDR** pair endpoint software with human security analysts"}, {"id": "mai-20260917-0922-baseline|c123-s6|google-small|Blackpoint Cyber", "prompt": "c123-s6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Providers like **Huntress**, **Blackpoint Cyber**, or **Sophos MDR**"}, {"id": "mai-20260917-0922-baseline|c123-s6|google-small|Sophos MDR", "prompt": "c123-s6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Providers like **Huntress**, **Blackpoint Cyber**, or **Sophos MDR**"}, {"id": "mai-20260917-0922-baseline|c123-s6|google-small|Microsoft Defender for Business", "prompt": "c123-s6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Platforms like **Microsoft Defender for Business** ... offer excellent, lightweight corporate protection designed specifically for small IT footprints"}, {"id": "mai-20260917-0922-baseline|c123-s6|google-small|Bitdefender GravityZone", "prompt": "c123-s6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "or **Bitdefender GravityZone** offer excellent, lightweight corporate protection"}, {"id": "mai-20260917-0922-baseline|c123-s6|google-small|SentinelOne", "prompt": "c123-s6", "model": "google-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "They can leverage enterprise-grade licenses (like SentinelOne or CrowdStrike)"}, {"id": "mai-20260917-0922-baseline|c123-s6|meta-small|Microsoft Defender for Business", "prompt": "c123-s6", "model": "meta-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the endpoint protection platforms that may be suitable for small businesses include:\n\n1. Microsoft Defender for Business"}, {"id": "mai-20260917-0922-baseline|c123-s6|meta-small|Bitdefender GravityZone", "prompt": "c123-s6", "model": "meta-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "may be suitable for small businesses include: ... 2. Bitdefender GravityZone"}, {"id": "mai-20260917-0922-baseline|c123-s6|meta-small|Sophos Endpoint", "prompt": "c123-s6", "model": "meta-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Sophos Endpoint"}, {"id": "mai-20260917-0922-baseline|c123-s6|meta-small|CrowdStrike Falcon Go", "prompt": "c123-s6", "model": "meta-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. CrowdStrike Falcon Go"}, {"id": "mai-20260917-0922-baseline|c123-s6|meta-small|ESET PROTECT Entry", "prompt": "c123-s6", "model": "meta-small", "cat": "endpoint-protection", "variant": "negative", "raw": "ESET PROTECT Entry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. ESET PROTECT Entry"}, {"id": "mai-20260917-0922-baseline|c123-s6|meta-small|CrowdStrike Falcon", "prompt": "c123-s6", "model": "meta-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "CrowdStrike Falcon (may be too complex or costly for very small teams)"}, {"id": "mai-20260917-0922-baseline|c123-s6|meta-small|Sophos Intercept X", "prompt": "c123-s6", "model": "meta-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Sophos Intercept X (may be too complex for very small teams)"}, {"id": "mai-20260917-0922-baseline|c123-s6|mistral-small|CrowdStrike Falcon", "prompt": "c123-s6", "model": "mistral-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "criticized for a higher false positive rate... can lead to alert fatigue and increased management overhead"}, {"id": "mai-20260917-0922-baseline|c123-s6|mistral-small|Sophos Endpoint", "prompt": "c123-s6", "model": "mistral-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users frequently report slow performance, high resource usage, and a steep learning curve."}, {"id": "mai-20260917-0922-baseline|c123-s6|mistral-small|Elastic Security", "prompt": "c123-s6", "model": "mistral-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Elastic Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "one of the highest false alarm rates in recent tests"}, {"id": "mai-20260917-0922-baseline|c123-s6|mistral-small|Avast Business", "prompt": "c123-s6", "model": "mistral-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Avast Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "notably high number of false positives compared to other solutions"}, {"id": "mai-20260917-0922-baseline|c123-s6|mistral-small|Trellix (formerly McAfee Endpoint)", "prompt": "c123-s6", "model": "mistral-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trellix (formerly McAfee Endpoint)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "flagged for lower accuracy in some tests, scoring below 75%"}, {"id": "mai-20260917-0922-baseline|c123-s6|mistral-small|Carbon Black", "prompt": "c123-s6", "model": "mistral-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Carbon Black", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Mentioned in user discussions as a product to avoid due to complexity"}, {"id": "mai-20260917-0922-baseline|c123-s6|mistral-small|Bitdefender", "prompt": "c123-s6", "model": "mistral-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Bitdefender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Bitdefender, ESET, and Microsoft Defender for Business are often better choices for small businesses"}, {"id": "mai-20260917-0922-baseline|c123-s6|mistral-small|ESET", "prompt": "c123-s6", "model": "mistral-small", "cat": "endpoint-protection", "variant": "negative", "raw": "ESET", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Bitdefender, ESET, and Microsoft Defender for Business are often better choices for small businesses"}, {"id": "mai-20260917-0922-baseline|c123-s6|mistral-small|Microsoft Defender for Business", "prompt": "c123-s6", "model": "mistral-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Bitdefender, ESET, and Microsoft Defender for Business are often better choices for small businesses"}, {"id": "mai-20260917-0922-baseline|c123-s6|moonshot-small|Kaspersky Endpoint Security", "prompt": "c123-s6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Kaspersky Endpoint Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid ... Kaspersky Endpoint Security **Why avoid:**"}, {"id": "mai-20260917-0922-baseline|c123-s6|moonshot-small|Norton Small Business", "prompt": "c123-s6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Norton Small Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Norton Small Business **Why avoid:** - **Consumer-grade management:**"}, {"id": "mai-20260917-0922-baseline|c123-s6|moonshot-small|McAfee / Trellix Endpoint Security", "prompt": "c123-s6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "McAfee / Trellix Endpoint Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why be cautious/avoid for small business:** - **Extremely resource-heavy:**"}, {"id": "mai-20260917-0922-baseline|c123-s6|moonshot-small|Microsoft Defender for Business", "prompt": "c123-s6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "M365 Business Premium users; built-in, no extra agent, strong EDR"}, {"id": "mai-20260917-0922-baseline|c123-s6|moonshot-small|Bitdefender GravityZone Business", "prompt": "c123-s6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Bitdefender GravityZone Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong prevention, low false positives, reasonable TCO"}, {"id": "mai-20260917-0922-baseline|c123-s6|moonshot-small|ESET PROTECT Entry", "prompt": "c123-s6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "ESET PROTECT Entry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Granular policy control and server coverage"}, {"id": "mai-20260917-0922-baseline|c123-s6|moonshot-small|Sophos Intercept X / MDR", "prompt": "c123-s6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos Intercept X / MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Businesses with no in-house security staff (managed detection)"}, {"id": "mai-20260917-0922-baseline|c123-s6|moonshot-small|Huntress", "prompt": "c123-s6", "model": "moonshot-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Huntress + Microsoft Defender | SMBs needing managed EDR without enterprise complexity"}, {"id": "mai-20260917-0922-baseline|c123-s6|xai-small|Check Point Endpoint Security (Harmony Endpoint)", "prompt": "c123-s6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Check Point Endpoint Security (Harmony Endpoint)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid or Be Cautious About:... High resource usage (CPU/memory) leads to slow performance"}, {"id": "mai-20260917-0922-baseline|c123-s6|xai-small|CrowdStrike Falcon", "prompt": "c123-s6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "higher tiers are pricey ($60+/device/year) and complex... stick to their basic plan if considering"}, {"id": "mai-20260917-0922-baseline|c123-s6|xai-small|Broadcom Symantec Endpoint Protection (SEP)", "prompt": "c123-s6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Broadcom Symantec Endpoint Protection (SEP)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "bloated management console (SEPM) that's overwhelming for small setups... seen as outdated"}, {"id": "mai-20260917-0922-baseline|c123-s6|xai-small|Trellix/McAfee Endpoint Security", "prompt": "c123-s6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trellix/McAfee Endpoint Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "High system resource consumption during scans, complex ePO console... feels like overkill for SMBs"}, {"id": "mai-20260917-0922-baseline|c123-s6|xai-small|Kaspersky Endpoint Security", "prompt": "c123-s6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Kaspersky Endpoint Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Geopolitical concerns (bans/restrictions in some regions like US gov't), tedious on-prem deployment"}, {"id": "mai-20260917-0922-baseline|c123-s6|xai-small|Palo Alto Cortex XDR", "prompt": "c123-s6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-heavy platforms (e.g., Palo Alto Cortex XDR...): Often lack public SMB pricing, demand dedicated staff"}, {"id": "mai-20260917-0922-baseline|c123-s6|xai-small|Microsoft Defender for Business", "prompt": "c123-s6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Cost-effective if you're in the Microsoft ecosystem (~$3/user/month), simple, low-impact"}, {"id": "mai-20260917-0922-baseline|c123-s6|xai-small|Bitdefender GravityZone", "prompt": "c123-s6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Excellent for mixed OS, lightweight, good ransomware focus"}, {"id": "mai-20260917-0922-baseline|c123-s6|xai-small|Sophos Intercept X", "prompt": "c123-s6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Ransomware-strong, optional MDR, SMB pricing"}, {"id": "mai-20260917-0922-baseline|c123-s6|xai-small|Huntress", "prompt": "c123-s6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Human-led response for teams without 24/7 staff"}, {"id": "mai-20260917-0922-baseline|c123-s6|xai-small|SentinelOne (managed tiers)", "prompt": "c123-s6", "model": "xai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SentinelOne (managed tiers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Human-led response for teams without 24/7 staff"}, {"id": "mai-20260917-0922-baseline|c123-s6|zai-small|Trend Micro", "prompt": "c123-s6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Older versions of **Trend Micro** or **McAfee** that are AV‑only (no EDR/XDR)."}, {"id": "mai-20260917-0922-baseline|c123-s6|zai-small|McAfee", "prompt": "c123-s6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "McAfee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Older versions of **Trend Micro** or **McAfee** that are AV‑only (no EDR/XDR)."}, {"id": "mai-20260917-0922-baseline|c123-s6|zai-small|Kaspersky", "prompt": "c123-s6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Kaspersky", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Some organizations have **banned Kaspersky products** due to national security concerns."}, {"id": "mai-20260917-0922-baseline|c123-s6|zai-small|Symantec Endpoint Detection and Response (SEDR)", "prompt": "c123-s6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Symantec Endpoint Detection and Response (SEDR)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Symantec Endpoint Detection and Response (SEDR)** – end‑of‑service announced (2025)."}, {"id": "mai-20260917-0922-baseline|c123-s6|zai-small|Carbon Black EDR", "prompt": "c123-s6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Carbon Black EDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Older Carbon Black (CB EDR)** – UI described as “rocket surgery,” with many alerts and a complex console."}, {"id": "mai-20260917-0922-baseline|c123-s6|zai-small|Trellix Advanced Threat Defense (ATD)", "prompt": "c123-s6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Trellix Advanced Threat Defense (ATD)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "some versions reaching EOL, indicating less active development"}, {"id": "mai-20260917-0922-baseline|c123-s6|zai-small|CrowdStrike Falcon", "prompt": "c123-s6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "powerful but busy UI and can generate monthly false positives if not tuned"}, {"id": "mai-20260917-0922-baseline|c123-s6|zai-small|Malwarebytes Endpoint Protection", "prompt": "c123-s6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Malwarebytes Endpoint Protection", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "users report **no support**, unresolved issues, and periodic high‑CPU problems"}, {"id": "mai-20260917-0922-baseline|c123-s6|zai-small|Webroot Business Endpoint Protection", "prompt": "c123-s6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Webroot Business Endpoint Protection", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "users dislike the **complex navigation**, **compatibility issues** (VPN, browsers), **false positives**, and **reporting gaps**"}, {"id": "mai-20260917-0922-baseline|c123-s6|zai-small|SentinelOne", "prompt": "c123-s6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "some admins note a learning curve and need tuning to reduce false positives"}, {"id": "mai-20260917-0922-baseline|c123-s6|zai-small|Sophos Endpoint", "prompt": "c123-s6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Sophos Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "some users report policy mistakes that block legitimate workflows until tuned"}, {"id": "mai-20260917-0922-baseline|c123-s6|zai-small|Bitdefender GravityZone", "prompt": "c123-s6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "higher tiers or add‑ons can increase cost"}, {"id": "mai-20260917-0922-baseline|c123-s6|zai-small|Avast Small Business Cybersecurity", "prompt": "c123-s6", "model": "zai-small", "cat": "endpoint-protection", "variant": "negative", "raw": "Avast Small Business Cybersecurity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "some users report **setup complexity** and **compatibility issues** that complicate initial deployment"}, {"id": "mai-20260917-0922-baseline|c124-l1|alibaba-small|Microsoft Endpoint Configuration Manager (MECM) / SCCM", "prompt": "c124-l1", "model": "alibaba-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft Endpoint Configuration Manager (MECM) / SCCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Is your environment 90%+ Windows and you have a large internal IT team? **Winner:** Microsoft MECM (SCCM)."}, {"id": "mai-20260917-0922-baseline|c124-l1|alibaba-small|Microsoft Intune", "prompt": "c124-l1", "model": "alibaba-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Do you want a cloud-first solution that just works? **Winner:** Microsoft Intune."}, {"id": "mai-20260917-0922-baseline|c124-l1|alibaba-small|Qualys VMDR", "prompt": "c124-l1", "model": "alibaba-small", "cat": "patch-management", "variant": "direct", "raw": "Qualys VMDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Is Security Compliance your #1 priority over ease of deployment? **Winner:** **Qualys VMDR**."}, {"id": "mai-20260917-0922-baseline|c124-l1|alibaba-small|Tenable (Tenable.io)", "prompt": "c124-l1", "model": "alibaba-small", "cat": "patch-management", "variant": "direct", "raw": "Tenable (Tenable.io)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The patching execution side is sometimes considered less robust than dedicated IT management tools."}, {"id": "mai-20260917-0922-baseline|c124-l1|alibaba-small|Ivanti Neurons for Unification", "prompt": "c124-l1", "model": "alibaba-small", "cat": "patch-management", "variant": "direct", "raw": "Ivanti Neurons for Unification", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Do you have a mixed environment (Windows, Mac, and Mobile)? **Winner:** Ivanti"}, {"id": "mai-20260917-0922-baseline|c124-l1|alibaba-small|Lansweeper", "prompt": "c124-l1", "model": "alibaba-small", "cat": "patch-management", "variant": "direct", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Less mature in terms of automated remediation workflows compared to Ivanti or Microsoft."}, {"id": "mai-20260917-0922-baseline|c124-l1|alibaba-small|Jamf Pro", "prompt": "c124-l1", "model": "alibaba-small", "cat": "patch-management", "variant": "direct", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "(for pure Apple fleets) **Jamf Pro**"}, {"id": "mai-20260917-0922-baseline|c124-l1|alibaba-small|ManageEngine Patch Manager Plus", "prompt": "c124-l1", "model": "alibaba-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Are you looking for something cost-effective but scalable? **Winner:** **ManageEngine Patch Manager Plus**."}, {"id": "mai-20260917-0922-baseline|c124-l1|anthropic-small|Microsoft Update Management/WSUS", "prompt": "c124-l1", "model": "anthropic-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft Update Management/WSUS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for Windows-heavy environments"}, {"id": "mai-20260917-0922-baseline|c124-l1|anthropic-small|Ivanti (formerly Shavlik)", "prompt": "c124-l1", "model": "anthropic-small", "cat": "patch-management", "variant": "direct", "raw": "Ivanti (formerly Shavlik)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Comprehensive multi-platform support"}, {"id": "mai-20260917-0922-baseline|c124-l1|anthropic-small|ManageEngine Patch Manager Plus", "prompt": "c124-l1", "model": "anthropic-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Affordable option with broad OS support"}, {"id": "mai-20260917-0922-baseline|c124-l1|anthropic-small|Qualys", "prompt": "c124-l1", "model": "anthropic-small", "cat": "patch-management", "variant": "direct", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud-based vulnerability and patch management"}, {"id": "mai-20260917-0922-baseline|c124-l1|anthropic-small|Rapid7 Nexpose/InsightVM", "prompt": "c124-l1", "model": "anthropic-small", "cat": "patch-management", "variant": "direct", "raw": "Rapid7 Nexpose/InsightVM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrated vulnerability and patch management"}, {"id": "mai-20260917-0922-baseline|c124-l1|anthropic-small|JetPatch", "prompt": "c124-l1", "model": "anthropic-small", "cat": "patch-management", "variant": "direct", "raw": "JetPatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Third-party patch management"}, {"id": "mai-20260917-0922-baseline|c124-l1|challenger-small|Action1", "prompt": "c124-l1", "model": "challenger-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would choose **Action1** for most enterprise B2B companies"}, {"id": "mai-20260917-0922-baseline|c124-l1|challenger-small|HCL BigFix Enterprise+", "prompt": "c124-l1", "model": "challenger-small", "cat": "patch-management", "variant": "direct", "raw": "HCL BigFix Enterprise+", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for complex, heterogeneous, or air-gapped environments"}, {"id": "mai-20260917-0922-baseline|c124-l1|challenger-small|ManageEngine Patch Manager Plus", "prompt": "c124-l1", "model": "challenger-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you need multi-OS patch deployment and a more budget-conscious enterprise option"}, {"id": "mai-20260917-0922-baseline|c124-l1|challenger-small|Ivanti Neurons for Patch Management / Ivanti Security Controls", "prompt": "c124-l1", "model": "challenger-small", "cat": "patch-management", "variant": "direct", "raw": "Ivanti Neurons for Patch Management / Ivanti Security Controls", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong enterprise option if you want vulnerability management plus policy-driven remediation"}, {"id": "mai-20260917-0922-baseline|c124-l1|challenger-small|Automox", "prompt": "c124-l1", "model": "challenger-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong for cloud-first enterprises with distributed workforces and mixed OS environments"}, {"id": "mai-20260917-0922-baseline|c124-l1|deepseek-small|Ivanti (Security Controls / Neurons for Patch Management)", "prompt": "c124-l1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "Ivanti (Security Controls / Neurons for Patch Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for large enterprises.** Widely rated #1 in enterprise comparisons."}, {"id": "mai-20260917-0922-baseline|c124-l1|deepseek-small|Microsoft (Intune / SCCM / MECM)", "prompt": "c124-l1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft (Intune / SCCM / MECM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you're a Windows-heavy Microsoft estate.**"}, {"id": "mai-20260917-0922-baseline|c124-l1|deepseek-small|Qualys (Patch Management)", "prompt": "c124-l1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "Qualys (Patch Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best when paired with vulnerability management.**"}, {"id": "mai-20260917-0922-baseline|c124-l1|deepseek-small|Automox", "prompt": "c124-l1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for multi-OS cloud-native automation.**"}, {"id": "mai-20260917-0922-baseline|c124-l1|deepseek-small|ManageEngine Patch Manager Plus", "prompt": "c124-l1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best value/for hybrid environs.**"}, {"id": "mai-20260917-0922-baseline|c124-l1|deepseek-small|Rapid7 InsightVM", "prompt": "c124-l1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "if you want vulnerability detection and patching tightly integrated into a security program"}, {"id": "mai-20260917-0922-baseline|c124-l1|deepseek-small|SolarWinds Patch Manager", "prompt": "c124-l1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "good within Microsoft-centric IT operations"}, {"id": "mai-20260917-0922-baseline|c124-l1|deepseek-small|NinjaOne", "prompt": "c124-l1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "excellent for MSPs/RMM-style management with strong automation"}, {"id": "mai-20260917-0922-baseline|c124-l1|google-small|Automox", "prompt": "c124-l1", "model": "google-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Modern, Hybrid, and Cross-Platform Fleets: **Automox** ... is a top-tier choice"}, {"id": "mai-20260917-0922-baseline|c124-l1|google-small|Tanium", "prompt": "c124-l1", "model": "google-small", "cat": "patch-management", "variant": "direct", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **Tanium** if you have 10,000+ endpoints and require real-time visibility"}, {"id": "mai-20260917-0922-baseline|c124-l1|google-small|Ivanti Neurons for Patch Management", "prompt": "c124-l1", "model": "google-small", "cat": "patch-management", "variant": "direct", "raw": "Ivanti Neurons for Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **Ivanti Neurons** if your security team mandates a risk-based, vulnerability-prioritized patching workflow."}, {"id": "mai-20260917-0922-baseline|c124-l1|google-small|Microsoft Intune", "prompt": "c124-l1", "model": "google-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with **Intune + Patch My PC** if you are a \"Windows shop\" already paying for M365 licensing"}, {"id": "mai-20260917-0922-baseline|c124-l1|google-small|Patch My PC", "prompt": "c124-l1", "model": "google-small", "cat": "patch-management", "variant": "direct", "raw": "Patch My PC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "enterprises pair it with **Patch My PC**"}, {"id": "mai-20260917-0922-baseline|c124-l1|google-small|Action1", "prompt": "c124-l1", "model": "google-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with **Action1** if you are looking for a highly reliable, easy-to-configure, lightweight cloud tool"}, {"id": "mai-20260917-0922-baseline|c124-l1|google-small|ManageEngine Endpoint Central", "prompt": "c124-l1", "model": "google-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best All-In-One Unified Endpoint Management (UEM): **ManageEngine Endpoint Central**"}, {"id": "mai-20260917-0922-baseline|c124-l1|meta-small|Action1", "prompt": "c124-l1", "model": "meta-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top patch management software for businesses include Action1, NinjaOne, Automox, ManageEngine, Ivanti, Qualys, and Tanium."}, {"id": "mai-20260917-0922-baseline|c124-l1|meta-small|NinjaOne", "prompt": "c124-l1", "model": "meta-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top patch management software for businesses include Action1, NinjaOne, Automox, ManageEngine, Ivanti, Qualys, and Tanium."}, {"id": "mai-20260917-0922-baseline|c124-l1|meta-small|Automox", "prompt": "c124-l1", "model": "meta-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top patch management software for businesses include Action1, NinjaOne, Automox, ManageEngine, Ivanti, Qualys, and Tanium."}, {"id": "mai-20260917-0922-baseline|c124-l1|meta-small|ManageEngine", "prompt": "c124-l1", "model": "meta-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top patch management software for businesses include Action1, NinjaOne, Automox, ManageEngine, Ivanti, Qualys, and Tanium."}, {"id": "mai-20260917-0922-baseline|c124-l1|meta-small|Ivanti", "prompt": "c124-l1", "model": "meta-small", "cat": "patch-management", "variant": "direct", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top patch management software for businesses include Action1, NinjaOne, Automox, ManageEngine, Ivanti, Qualys, and Tanium."}, {"id": "mai-20260917-0922-baseline|c124-l1|meta-small|Qualys", "prompt": "c124-l1", "model": "meta-small", "cat": "patch-management", "variant": "direct", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top patch management software for businesses include Action1, NinjaOne, Automox, ManageEngine, Ivanti, Qualys, and Tanium."}, {"id": "mai-20260917-0922-baseline|c124-l1|meta-small|Tanium", "prompt": "c124-l1", "model": "meta-small", "cat": "patch-management", "variant": "direct", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top patch management software for businesses include Action1, NinjaOne, Automox, ManageEngine, Ivanti, Qualys, and Tanium."}, {"id": "mai-20260917-0922-baseline|c124-l1|minimax-small|Tanium", "prompt": "c124-l1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "Tanium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as the leader for very large enterprises. It offers real-time visibility, rapid patch deployment, and strong scalability."}, {"id": "mai-20260917-0922-baseline|c124-l1|minimax-small|Microsoft Intune", "prompt": "c124-l1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An excellent choice if your organization is already heavily invested in the Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c124-l1|minimax-small|Ivanti", "prompt": "c124-l1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for \"deep enterprise patching,\" Ivanti offers strong capabilities for large organizations"}, {"id": "mai-20260917-0922-baseline|c124-l1|minimax-small|ManageEngine Patch Manager Plus", "prompt": "c124-l1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recognized for its breadth of third-party application coverage and value"}, {"id": "mai-20260917-0922-baseline|c124-l1|minimax-small|NinjaOne", "prompt": "c124-l1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "particularly popular among mid-market and enterprise B2B companies for its ease of use, strong automation"}, {"id": "mai-20260917-0922-baseline|c124-l1|mistral-small|Tanium", "prompt": "c124-l1", "model": "mistral-small", "cat": "patch-management", "variant": "direct", "raw": "Tanium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you require real-time patching and scalability for a very large estate, **Tanium** is top-rated."}, {"id": "mai-20260917-0922-baseline|c124-l1|mistral-small|NinjaOne", "prompt": "c124-l1", "model": "mistral-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For cloud-native environments, **NinjaOne** or **Automox** are excellent."}, {"id": "mai-20260917-0922-baseline|c124-l1|mistral-small|Automox", "prompt": "c124-l1", "model": "mistral-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For cloud-native environments, **NinjaOne** or **Automox** are excellent."}, {"id": "mai-20260917-0922-baseline|c124-l1|mistral-small|ManageEngine", "prompt": "c124-l1", "model": "mistral-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need broad third-party patch support, **ManageEngine** is a strong contender."}, {"id": "mai-20260917-0922-baseline|c124-l1|mistral-small|SolarWinds Patch Manager", "prompt": "c124-l1", "model": "mistral-small", "cat": "patch-management", "variant": "direct", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a comprehensive, all-in-one solution, **SolarWinds Patch Manager** is highly recommended."}, {"id": "mai-20260917-0922-baseline|c124-l1|moonshot-small|Ivanti Patch for Endpoint Manager", "prompt": "c124-l1", "model": "moonshot-small", "cat": "patch-management", "variant": "direct", "raw": "Ivanti Patch for Endpoint Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **evaluating Ivanti first** due to its comprehensive enterprise feature set"}, {"id": "mai-20260917-0922-baseline|c124-l1|moonshot-small|Microsoft Intune / SCCM (Configuration Manager)", "prompt": "c124-l1", "model": "moonshot-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft Intune / SCCM (Configuration Manager)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Intune/SCCM** is a strong contender if you're already embedded in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c124-l1|moonshot-small|Tanium", "prompt": "c124-l1", "model": "moonshot-small", "cat": "patch-management", "variant": "direct", "raw": "Tanium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Considerations:** Premium pricing, typically requires professional services for implementation"}, {"id": "mai-20260917-0922-baseline|c124-l1|moonshot-small|ManageEngine Patch Manager Plus", "prompt": "c124-l1", "model": "moonshot-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ManageEngine** offers excellent value"}, {"id": "mai-20260917-0922-baseline|c124-l1|moonshot-small|Automox", "prompt": "c124-l1", "model": "moonshot-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best fit:** SMB to mid-market, though scaling to enterprise is possible"}, {"id": "mai-20260917-0922-baseline|c124-l1|openai-small|Microsoft Intune / Windows Autopatch", "prompt": "c124-l1", "model": "openai-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft Intune / Windows Autopatch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Intune / Windows Autopatch** is often the best fit because it's natively integrated"}, {"id": "mai-20260917-0922-baseline|c124-l1|openai-small|Tanium Patch", "prompt": "c124-l1", "model": "openai-small", "cat": "patch-management", "variant": "direct", "raw": "Tanium Patch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tanium Patch** is a strong contender, especially if you want autonomous/enterprise-scale patching"}, {"id": "mai-20260917-0922-baseline|c124-l1|openai-small|Ivanti", "prompt": "c124-l1", "model": "openai-small", "cat": "patch-management", "variant": "direct", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ivanti** is also a strong option, with patching for OS and third-party apps"}, {"id": "mai-20260917-0922-baseline|c124-l1|xai-small|Tanium", "prompt": "c124-l1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "Tanium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tanium** (Often ranked #1 for very large-scale enterprises)"}, {"id": "mai-20260917-0922-baseline|c124-l1|xai-small|Ivanti", "prompt": "c124-l1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep enterprise patching, broad third-party app support, staged rollouts, compliance reporting."}, {"id": "mai-20260917-0922-baseline|c124-l1|xai-small|HCL BigFix", "prompt": "c124-l1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "HCL BigFix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Scalable for massive fleets (100k+), real-time remediation, multi-OS. Named Leader in Gartner Magic Quadrant"}, {"id": "mai-20260917-0922-baseline|c124-l1|xai-small|Microsoft Intune", "prompt": "c124-l1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Seamless for Microsoft-centric environments (Windows/Azure), bundled licensing, co-management."}, {"id": "mai-20260917-0922-baseline|c124-l1|xai-small|ManageEngine Patch Manager Plus (Endpoint Central)", "prompt": "c124-l1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus (Endpoint Central)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Affordable, broad OS/third-party coverage ... Top G2 pick for enterprises"}, {"id": "mai-20260917-0922-baseline|c124-l1|zai-small|Tanium", "prompt": "c124-l1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "Tanium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **very large, security‑critical enterprises** → **Tanium**."}, {"id": "mai-20260917-0922-baseline|c124-l1|zai-small|ManageEngine Endpoint Central", "prompt": "c124-l1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For **broad multi‑OS coverage + third‑party apps** → **ManageEngine Endpoint Central**."}, {"id": "mai-20260917-0922-baseline|c124-l1|zai-small|Action1", "prompt": "c124-l1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **modern, cloud‑first teams** → **Action1** or **Automox**."}, {"id": "mai-20260917-0922-baseline|c124-l1|zai-small|NinjaOne (formerly NinjaRMM)", "prompt": "c124-l1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne (formerly NinjaRMM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For **integrated RMM + patching + remote access** → **NinjaOne**."}, {"id": "mai-20260917-0922-baseline|c124-l1|zai-small|Automox", "prompt": "c124-l1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For **modern, cloud‑first teams** → **Action1** or **Automox**."}, {"id": "mai-20260917-0922-baseline|c124-l1|zai-small|SolarWinds Patch Manager", "prompt": "c124-l1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Windows‑centric enterprises needing compliance reporting and staged orchestration"}, {"id": "mai-20260917-0922-baseline|c124-l1|zai-small|SysAid", "prompt": "c124-l1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "SysAid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Organizations that want patching tightly integrated with ITSM workflows"}, {"id": "mai-20260917-0922-baseline|c124-l1|zai-small|Iru", "prompt": "c124-l1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "Iru", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Unified OS + application patching; vulnerability response"}, {"id": "mai-20260917-0922-baseline|c124-l1|zai-small|Robin by Atera", "prompt": "c124-l1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "Robin by Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "MSPs & mid‑size enterprises wanting a unified RMM/PSA patching solution"}, {"id": "mai-20260917-0922-baseline|c124-l1|zai-small|Acronis Cyber Protect", "prompt": "c124-l1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Integrated backup + security + patching; pre‑patch backup"}, {"id": "mai-20260917-0922-baseline|c124-l2|alibaba-small|Microsoft Intune", "prompt": "c124-l2", "model": "alibaba-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Move away from older on-premise tools (like ConfigMgr/SCCM) and adopt **Microsoft Intune**."}, {"id": "mai-20260917-0922-baseline|c124-l2|alibaba-small|ConfigMgr/SCCM", "prompt": "c124-l2", "model": "alibaba-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ConfigMgr/SCCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Move away from older on-premise tools (like ConfigMgr/SCCM)"}, {"id": "mai-20260917-0922-baseline|c124-l2|alibaba-small|Windows Update", "prompt": "c124-l2", "model": "alibaba-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Windows Update", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Windows Update is good at patching Microsoft products ... but it generally ignores third-party apps"}, {"id": "mai-20260917-0922-baseline|c124-l2|alibaba-small|Patch My PC", "prompt": "c124-l2", "model": "alibaba-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Patch My PC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Top Pick: Patch My PC** This is currently the most highly regarded solution for organizations utilizing Microsoft Intune."}, {"id": "mai-20260917-0922-baseline|c124-l2|alibaba-small|NinjaOne", "prompt": "c124-l2", "model": "alibaba-small", "cat": "patch-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Runner Up (Comprehensive): NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c124-l2|alibaba-small|ManageEngine Desktop Central", "prompt": "c124-l2", "model": "alibaba-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Desktop Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Heavyweight Option: ManageEngine Desktop Central** If you require granular control over approval workflows"}, {"id": "mai-20260917-0922-baseline|c124-l2|anthropic-small|Microsoft Configuration Manager (SCCM)", "prompt": "c124-l2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft Configuration Manager (SCCM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Native Windows integration, part of the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c124-l2|anthropic-small|Ivanti Patch Manager", "prompt": "c124-l2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Ivanti Patch Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most large enterprises with mixed environments, **Ivanti** or **Automox** are popular choices due to their broad OS support and scalability."}, {"id": "mai-20260917-0922-baseline|c124-l2|anthropic-small|Automox", "prompt": "c124-l2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most large enterprises with mixed environments, **Ivanti** or **Automox** are popular choices"}, {"id": "mai-20260917-0922-baseline|c124-l2|anthropic-small|Kandji", "prompt": "c124-l2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Kandji", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Kandji** (for Mac-heavy environments)"}, {"id": "mai-20260917-0922-baseline|c124-l2|anthropic-small|ManageEngine Patch Manager Plus", "prompt": "c124-l2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cost-effective, broad OS support"}, {"id": "mai-20260917-0922-baseline|c124-l2|anthropic-small|Rapid7 InsightVM", "prompt": "c124-l2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong vulnerability management focus"}, {"id": "mai-20260917-0922-baseline|c124-l2|challenger-small|Microsoft Endpoint Configuration Manager / Intune", "prompt": "c124-l2", "model": "challenger-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft Endpoint Configuration Manager / Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your environment is **mostly Windows**, I would prioritize **Microsoft Endpoint Manager/Intune** for integrated management"}, {"id": "mai-20260917-0922-baseline|c124-l2|challenger-small|RHEL/Ubuntu-focused tooling", "prompt": "c124-l2", "model": "challenger-small", "cat": "patch-management", "variant": "paraphrase", "raw": "RHEL/Ubuntu-focused tooling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**RHEL/Ubuntu-focused tooling** for Linux estates"}, {"id": "mai-20260917-0922-baseline|c124-l2|deepseek-small|Windows Server Update Services", "prompt": "c124-l2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Windows Server Update Services", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Since September 2024, Microsoft has deprecated Windows Server Update Services."}, {"id": "mai-20260917-0922-baseline|c124-l2|deepseek-small|Jamf Pro", "prompt": "c124-l2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you do have a substantial Mac population, plan to add **Jamf Pro** for macOS depth"}, {"id": "mai-20260917-0922-baseline|c124-l2|deepseek-small|Windows Autopatch", "prompt": "c124-l2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Windows Autopatch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Adopt Microsoft Intune + Windows Autopatch for OS patching and device management"}, {"id": "mai-20260917-0922-baseline|c124-l2|deepseek-small|Intune", "prompt": "c124-l2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Adopt Microsoft Intune + Windows Autopatch for OS patching and device management"}, {"id": "mai-20260917-0922-baseline|c124-l2|deepseek-small|Windows Update for Business (WUfB)", "prompt": "c124-l2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Windows Update for Business (WUfB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "handles deferral/ring staging for remote and off-network devices without a distribution server"}, {"id": "mai-20260917-0922-baseline|c124-l2|deepseek-small|Ivanti Neurons for Patch Management", "prompt": "c124-l2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Ivanti Neurons for Patch Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For thousands of endpoints, this is our top recommendation"}, {"id": "mai-20260917-0922-baseline|c124-l2|deepseek-small|Tanium", "prompt": "c124-l2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "if you need real-time visibility and speed at 100,000+ endpoints"}, {"id": "mai-20260917-0922-baseline|c124-l2|deepseek-small|ManageEngine / Endpoint Central", "prompt": "c124-l2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine / Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "strong third-party catalog value for mid-to-enterprise organizations, especially if cost is a differentiator"}, {"id": "mai-20260917-0922-baseline|c124-l2|deepseek-small|Automox", "prompt": "c124-l2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Automox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "excellent cloud-native automation, though more oriented to mid-market than the largest estates"}, {"id": "mai-20260917-0922-baseline|c124-l2|deepseek-small|NinjaOne", "prompt": "c124-l2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "excellent cloud-native automation, though more oriented to mid-market than the largest estates"}, {"id": "mai-20260917-0922-baseline|c124-l2|google-small|Microsoft Intune + Windows Autopatch", "prompt": "c124-l2", "model": "google-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft Intune + Windows Autopatch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If Windows makes up >85% of the endpoints and Intune is already deployed, **Intune + Patch My PC** is almost always the path of least resistance and highest ROI."}, {"id": "mai-20260917-0922-baseline|c124-l2|google-small|Patch My PC (PMPC) Cloud", "prompt": "c124-l2", "model": "google-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Patch My PC (PMPC) Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "*Why this combination is highly recommended:* ... Patch My PC integrates directly into the Intune tenant."}, {"id": "mai-20260917-0922-baseline|c124-l2|google-small|Automox", "prompt": "c124-l2", "model": "google-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**The Recommended Solution:** **Automox** (or **Action1** for lean IT departments)."}, {"id": "mai-20260917-0922-baseline|c124-l2|google-small|Action1", "prompt": "c124-l2", "model": "google-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(or **Action1** for lean IT departments)"}, {"id": "mai-20260917-0922-baseline|c124-l2|google-small|Ivanti Neurons for Patch Management", "prompt": "c124-l2", "model": "google-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Ivanti Neurons for Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**The Recommended Solution:** **Ivanti Neurons for Patch Management** (or **Tanium** for scales exceeding 10,000+ endpoints)."}, {"id": "mai-20260917-0922-baseline|c124-l2|google-small|Tanium", "prompt": "c124-l2", "model": "google-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or **Tanium** for scales exceeding 10,000+ endpoints"}, {"id": "mai-20260917-0922-baseline|c124-l2|meta-small|Automox", "prompt": "c124-l2", "model": "meta-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Automox - Offers good coverage for Windows, macOS, and Linux, as well as third-party software. It is cloud-native"}, {"id": "mai-20260917-0922-baseline|c124-l2|meta-small|ManageEngine Patch Manager Plus", "prompt": "c124-l2", "model": "meta-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides vulnerability assessment and patch management for over 1,100 applications... suitable for larger IT environments"}, {"id": "mai-20260917-0922-baseline|c124-l2|meta-small|Splashtop", "prompt": "c124-l2", "model": "meta-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Splashtop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combines CVE visibility, operating-system and third-party patching, policy-based approvals, update rings, dashboards, and compliance reporting."}, {"id": "mai-20260917-0922-baseline|c124-l2|minimax-small|Microsoft Endpoint Manager (Intune)", "prompt": "c124-l2", "model": "minimax-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft Endpoint Manager (Intune)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're already Microsoft-centric, **Intune** with **Patch My PC** (add-on) provides excellent coverage."}, {"id": "mai-20260917-0922-baseline|c124-l2|minimax-small|NinjaOne", "prompt": "c124-l2", "model": "minimax-small", "cat": "patch-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**NinjaOne** or **PDQ Connect** are strong choices for your scale"}, {"id": "mai-20260917-0922-baseline|c124-l2|minimax-small|PDQ Connect", "prompt": "c124-l2", "model": "minimax-small", "cat": "patch-management", "variant": "paraphrase", "raw": "PDQ Connect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**NinjaOne** or **PDQ Connect** are strong choices for your scale"}, {"id": "mai-20260917-0922-baseline|c124-l2|minimax-small|Patch My PC", "prompt": "c124-l2", "model": "minimax-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Patch My PC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already Microsoft-centric, **Intune** with **Patch My PC** (add-on) provides excellent coverage."}, {"id": "mai-20260917-0922-baseline|c124-l2|minimax-small|Atera", "prompt": "c124-l2", "model": "minimax-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Atera** | MSPs managing multiple clients | RMM + patching combined |"}, {"id": "mai-20260917-0922-baseline|c124-l2|mistral-small|Action1", "prompt": "c124-l2", "model": "mistral-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1**: Highly scalable, cloud-native, and supports both Windows and macOS, with robust automation and reporting for large estates."}, {"id": "mai-20260917-0922-baseline|c124-l2|mistral-small|Ivanti Neurons for Patch Management", "prompt": "c124-l2", "model": "mistral-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Ivanti Neurons for Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers deep control, risk-based prioritization, and broad OS/third-party application coverage, making it ideal for complex enterprise environments."}, {"id": "mai-20260917-0922-baseline|c124-l2|mistral-small|NinjaOne", "prompt": "c124-l2", "model": "mistral-small", "cat": "patch-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for its ease of use and strong automation capabilities, suitable for managing thousands of endpoints."}, {"id": "mai-20260917-0922-baseline|c124-l2|mistral-small|ManageEngine Patch Manager Plus", "prompt": "c124-l2", "model": "mistral-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Supports a wide range of third-party applications and provides comprehensive reporting and compliance features."}, {"id": "mai-20260917-0922-baseline|c124-l2|moonshot-small|Ivanti Neurons for Patch Management", "prompt": "c124-l2", "model": "moonshot-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Ivanti Neurons for Patch Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Ivanti Neurons for Patch Management** (Top Recommendation for Most Enterprises)"}, {"id": "mai-20260917-0922-baseline|c124-l2|moonshot-small|Tanium Patch", "prompt": "c124-l2", "model": "moonshot-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Tanium Patch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Patching Solution** | **Ivanti Neurons for Patch Management** OR **Tanium**"}, {"id": "mai-20260917-0922-baseline|c124-l2|moonshot-small|Microsoft Intune + Windows Autopatch", "prompt": "c124-l2", "model": "moonshot-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft Intune + Windows Autopatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alternative** | Microsoft Intune/Autopatch (if Microsoft-centric)"}, {"id": "mai-20260917-0922-baseline|c124-l2|moonshot-small|ManageEngine Patch Manager Plus", "prompt": "c124-l2", "model": "moonshot-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. ManageEngine Patch Manager Plus** (Best Value)"}, {"id": "mai-20260917-0922-baseline|c124-l2|openai-small|Microsoft Intune + Enterprise App Management", "prompt": "c124-l2", "model": "openai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft Intune + Enterprise App Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Third-party patching:** **Microsoft Intune + Enterprise App Management** for a Microsoft-centric environment"}, {"id": "mai-20260917-0922-baseline|c124-l2|openai-small|Patch My PC", "prompt": "c124-l2", "model": "openai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Patch My PC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Patch My PC** if you need stronger third-party app coverage and automation"}, {"id": "mai-20260917-0922-baseline|c124-l2|openai-small|Ivanti", "prompt": "c124-l2", "model": "openai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ivanti** is worth serious evaluation because it explicitly covers Windows, macOS, Linux, and large third-party app catalogs in one platform"}, {"id": "mai-20260917-0922-baseline|c124-l2|openai-small|Jamf", "prompt": "c124-l2", "model": "openai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**macOS + Jamf Pro** for Apple devices, since Jamf is designed for Mac management"}, {"id": "mai-20260917-0922-baseline|c124-l2|xai-small|Windows Update for Business (WUfB)", "prompt": "c124-l2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Windows Update for Business (WUfB)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Built-in security features like Windows Defender, BitLocker, and native patching via Windows Update for Business (WUfB)."}, {"id": "mai-20260917-0922-baseline|c124-l2|xai-small|Ivanti Neurons for Patch Management", "prompt": "c124-l2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Ivanti Neurons for Patch Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For third-party patching solution: Ivanti Neurons for Patch Management (or full Ivanti UEM)"}, {"id": "mai-20260917-0922-baseline|c124-l2|xai-small|Microsoft Intune", "prompt": "c124-l2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with Microsoft Intune/SCCM as a strong alternative if heavily Microsoft-centric"}, {"id": "mai-20260917-0922-baseline|c124-l2|xai-small|Patch My PC", "prompt": "c124-l2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Patch My PC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "add-ons like Patch My PC (500+ apps) extend to Adobe, Chrome, etc."}, {"id": "mai-20260917-0922-baseline|c124-l2|xai-small|ManageEngine Endpoint Central", "prompt": "c124-l2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ManageEngine Endpoint Central | Mid-large | 1,100+ | On-prem/cloud | Per-device tiers | Budget-friendly breadth"}, {"id": "mai-20260917-0922-baseline|c124-l2|xai-small|Tanium", "prompt": "c124-l2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tanium | Very large (50K+) | Strong | On-prem/cloud | Quote (premium) | Real-time visibility"}, {"id": "mai-20260917-0922-baseline|c124-l2|xai-small|Automox/NinjaOne", "prompt": "c124-l2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Automox/NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Simplicity, but less enterprise depth"}, {"id": "mai-20260917-0922-baseline|c124-l2|zai-small|Microsoft Intune", "prompt": "c124-l2", "model": "zai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OS patching:** Microsoft Intune + Windows Autopatch + Azure Update Manager (the modern Microsoft stack)."}, {"id": "mai-20260917-0922-baseline|c124-l2|zai-small|Windows Autopatch", "prompt": "c124-l2", "model": "zai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Windows Autopatch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**OS patching:** Microsoft Intune + Windows Autopatch + Azure Update Manager (the modern Microsoft stack)."}, {"id": "mai-20260917-0922-baseline|c124-l2|zai-small|Azure Update Manager", "prompt": "c124-l2", "model": "zai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Azure Update Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Enable Azure Update Manager to patch on-prem Windows Server workloads"}, {"id": "mai-20260917-0922-baseline|c124-l2|zai-small|Ivanti Neurons for Patch Management", "prompt": "c124-l2", "model": "zai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Ivanti Neurons for Patch Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Third-party patching:** Ivanti Neurons for Patch Management or ManageEngine Patch Manager Plus."}, {"id": "mai-20260917-0922-baseline|c124-l2|zai-small|ManageEngine Patch Manager Plus", "prompt": "c124-l2", "model": "zai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Third-party patching:** Ivanti Neurons for Patch Management or ManageEngine Patch Manager Plus."}, {"id": "mai-20260917-0922-baseline|c124-l2|zai-small|SCCM", "prompt": "c124-l2", "model": "zai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "SCCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SCCM (if you keep it as a legacy bridge)"}, {"id": "mai-20260917-0922-baseline|c124-l2|zai-small|Endpoint Central", "prompt": "c124-l2", "model": "zai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Often already present in ManageEngine's Endpoint Central suite, reducing tool sprawl."}, {"id": "mai-20260917-0922-baseline|c124-l3|alibaba-small|Ivanti", "prompt": "c124-l3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Ivanti** if you are already locked into their broader security/ITSM ecosystem."}, {"id": "mai-20260917-0922-baseline|c124-l3|alibaba-small|Tanium", "prompt": "c124-l3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For Global Giants:** Choose **Tanium** if you need instantaneous data and can afford complex infrastructure."}, {"id": "mai-20260917-0922-baseline|c124-l3|alibaba-small|NinjaOne", "prompt": "c124-l3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NinjaOne** if you want an all-in-one RMM solution that is easier to maintain than legacy tools"}, {"id": "mai-20260917-0922-baseline|c124-l3|alibaba-small|ManageEngine Endpoint Central", "prompt": "c124-l3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "remains a powerhouse that delivers enterprise-scale features at a mid-market price point"}, {"id": "mai-20260917-0922-baseline|c124-l3|alibaba-small|Automox", "prompt": "c124-l3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Automox** if your stack is heavily Linux/DevOps driven"}, {"id": "mai-20260917-0922-baseline|c124-l3|alibaba-small|Kandji", "prompt": "c124-l3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "it is the gold standard for Apple ecosystem patching in large enterprises"}, {"id": "mai-20260917-0922-baseline|c124-l3|anthropic-small|ManageEngine Patch Manager Plus", "prompt": "c124-l3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The leading platforms in this space include ManageEngine Patch Manager Plus, Ivanti Patch Management, and NinjaOne"}, {"id": "mai-20260917-0922-baseline|c124-l3|anthropic-small|Ivanti Patch Management", "prompt": "c124-l3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti Patch Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "this comes with complexity, including multiple products with varying feature sets and deployment requiring more configuration."}, {"id": "mai-20260917-0922-baseline|c124-l3|anthropic-small|NinjaOne", "prompt": "c124-l3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "was named the number one patch management tool in the G2 Spring 2024 report"}, {"id": "mai-20260917-0922-baseline|c124-l3|anthropic-small|Action1", "prompt": "c124-l3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "along with others like Action1, Microsoft Intune, Atera, SolarWinds Patch Manager, and Automox"}, {"id": "mai-20260917-0922-baseline|c124-l3|anthropic-small|Microsoft Intune", "prompt": "c124-l3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "along with others like Action1, Microsoft Intune, Atera, SolarWinds Patch Manager, and Automox"}, {"id": "mai-20260917-0922-baseline|c124-l3|anthropic-small|Atera", "prompt": "c124-l3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Action1, Atera, NinjaOne, and Ivanti Neurons for Patch Management are cloud-native"}, {"id": "mai-20260917-0922-baseline|c124-l3|anthropic-small|SolarWinds Patch Manager", "prompt": "c124-l3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "along with others like Action1, Microsoft Intune, Atera, SolarWinds Patch Manager, and Automox"}, {"id": "mai-20260917-0922-baseline|c124-l3|anthropic-small|Automox", "prompt": "c124-l3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Automox takes a cloud-only approach with no infrastructure to manage, and remote workforce support works out of the box"}, {"id": "mai-20260917-0922-baseline|c124-l3|anthropic-small|Heimdal", "prompt": "c124-l3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "Heimdal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ManageEngine Patch Manager Plus and Heimdal are cloud-based tools"}, {"id": "mai-20260917-0922-baseline|c124-l3|challenger-small|Ivanti Neurons for Patch Management", "prompt": "c124-l3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti Neurons for Patch Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best enterprise all-rounders: NinjaOne, ManageEngine Patch Manager Plus, Ivanti Neurons"}, {"id": "mai-20260917-0922-baseline|c124-l3|challenger-small|Tanium", "prompt": "c124-l3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for very large/complex estates: Tanium, HCL BigFix"}, {"id": "mai-20260917-0922-baseline|c124-l3|challenger-small|Qualys", "prompt": "c124-l3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for compliance and risk workflows: Qualys, Rapid7 InsightVM, Ivanti"}, {"id": "mai-20260917-0922-baseline|c124-l3|challenger-small|Rapid7 InsightVM", "prompt": "c124-l3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Rapid7 InsightVM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Links vulnerability detection to patch/remediation workflows"}, {"id": "mai-20260917-0922-baseline|c124-l3|challenger-small|ManageEngine Patch Manager Plus", "prompt": "c124-l3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best enterprise all-rounders: NinjaOne, ManageEngine Patch Manager Plus, Ivanti Neurons"}, {"id": "mai-20260917-0922-baseline|c124-l3|challenger-small|NinjaOne", "prompt": "c124-l3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Best enterprise all-rounders: NinjaOne, ManageEngine Patch Manager Plus, Ivanti Neurons"}, {"id": "mai-20260917-0922-baseline|c124-l3|challenger-small|Action1", "prompt": "c124-l3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best cloud-native patching: Action1, Automox"}, {"id": "mai-20260917-0922-baseline|c124-l3|challenger-small|Automox", "prompt": "c124-l3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best cloud-native patching: Action1, Automox"}, {"id": "mai-20260917-0922-baseline|c124-l3|challenger-small|HCL BigFix", "prompt": "c124-l3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "HCL BigFix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for very large/complex estates: Tanium, HCL BigFix"}, {"id": "mai-20260917-0922-baseline|c124-l3|challenger-small|Quest KACE SMA", "prompt": "c124-l3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Quest KACE SMA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "More of a systems-management platform than a focused patch tool"}, {"id": "mai-20260917-0922-baseline|c124-l3|challenger-small|SolarWinds Patch Manager", "prompt": "c124-l3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SolarWinds Patch Manager and some Microsoft-centered tools are Windows-focused"}, {"id": "mai-20260917-0922-baseline|c124-l3|deepseek-small|Tanium", "prompt": "c124-l3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tanium wins on scale/speed... Best for: Very large enterprises (100k–1M+ endpoints) needing real-time visibility and speed."}, {"id": "mai-20260917-0922-baseline|c124-l3|deepseek-small|Ivanti Neurons for Patch Management", "prompt": "c124-l3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti Neurons for Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ivanti on risk-based intelligence"}, {"id": "mai-20260917-0922-baseline|c124-l3|deepseek-small|Automox", "prompt": "c124-l3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Automox on cloud-native cross-platform simplicity"}, {"id": "mai-20260917-0922-baseline|c124-l3|deepseek-small|ManageEngine", "prompt": "c124-l3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ManageEngine on value/catalog breadth"}, {"id": "mai-20260917-0922-baseline|c124-l3|deepseek-small|HCL BigFix", "prompt": "c124-l3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "HCL BigFix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Long-established, extremely scalable patching + compliance"}, {"id": "mai-20260917-0922-baseline|c124-l3|deepseek-small|Microsoft Configuration Manager (SCCM/MECM) + Intune", "prompt": "c124-l3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft Configuration Manager (SCCM/MECM) + Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Weakness: Essentially Windows-only (no meaningful macOS/Linux patching), and SCCM is notoriously complex to run."}, {"id": "mai-20260917-0922-baseline|c124-l3|deepseek-small|Action1", "prompt": "c124-l3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Weakness: Not really \"enterprise-class\" at gigantic scale; best as a value option."}, {"id": "mai-20260917-0922-baseline|c124-l3|deepseek-small|NinjaOne", "prompt": "c124-l3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "suits MSP/SMB ops more than huge regulated enterprises"}, {"id": "mai-20260917-0922-baseline|c124-l3|deepseek-small|Qualys", "prompt": "c124-l3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Combines detection AND remediation in one platform"}, {"id": "mai-20260917-0922-baseline|c124-l3|deepseek-small|ServiceNow", "prompt": "c124-l3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Orchestrates everything through ITSM"}, {"id": "mai-20260917-0922-baseline|c124-l3|google-small|Tanium (Tanium Patch)", "prompt": "c124-l3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium (Tanium Patch)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Tanium** (if you have the budget and engineering talent)"}, {"id": "mai-20260917-0922-baseline|c124-l3|google-small|HCL BigFix", "prompt": "c124-l3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "HCL BigFix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **BigFix** (if you have heavy legacy/Unix environments)"}, {"id": "mai-20260917-0922-baseline|c124-l3|google-small|Automox", "prompt": "c124-l3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Automox** or **Action1**. These cloud-native tools allow you to push patches to a laptop in a coffee shop"}, {"id": "mai-20260917-0922-baseline|c124-l3|google-small|Ivanti Neurons for Patch Management", "prompt": "c124-l3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti Neurons for Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Ivanti Neurons**. Its integration with active threat intelligence"}, {"id": "mai-20260917-0922-baseline|c124-l3|google-small|NinjaOne (NinjaRMM)", "prompt": "c124-l3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne (NinjaRMM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **NinjaOne** (if you prefer a clean, premium SaaS workspace)"}, {"id": "mai-20260917-0922-baseline|c124-l3|google-small|ManageEngine Endpoint Central", "prompt": "c124-l3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ManageEngine Endpoint Central** (if you need a comprehensive, highly cost-effective suite"}, {"id": "mai-20260917-0922-baseline|c124-l3|google-small|Action1", "prompt": "c124-l3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Automox** or **Action1**."}, {"id": "mai-20260917-0922-baseline|c124-l3|meta-small|Action1", "prompt": "c124-l3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade patch management tools include:\n\n1. Action1"}, {"id": "mai-20260917-0922-baseline|c124-l3|meta-small|NinjaOne", "prompt": "c124-l3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. NinjaOne"}, {"id": "mai-20260917-0922-baseline|c124-l3|meta-small|ManageEngine", "prompt": "c124-l3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. ManageEngine"}, {"id": "mai-20260917-0922-baseline|c124-l3|meta-small|Automox", "prompt": "c124-l3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Automox"}, {"id": "mai-20260917-0922-baseline|c124-l3|meta-small|Tanium", "prompt": "c124-l3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Tanium"}, {"id": "mai-20260917-0922-baseline|c124-l3|meta-small|Ivanti Neurons for Patch Management", "prompt": "c124-l3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti Neurons for Patch Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Ivanti Neurons for Patch Management"}, {"id": "mai-20260917-0922-baseline|c124-l3|meta-small|Acronis Cyber Protect Enterprise", "prompt": "c124-l3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "Acronis Cyber Protect Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Acronis Cyber Protect Enterprise"}, {"id": "mai-20260917-0922-baseline|c124-l3|meta-small|SolarWinds Patch Manager", "prompt": "c124-l3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. SolarWinds Patch Manager"}, {"id": "mai-20260917-0922-baseline|c124-l3|minimax-small|Microsoft Endpoint Configuration Manager (SCCM) / Intune", "prompt": "c124-l3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft Endpoint Configuration Manager (SCCM) / Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Organizations already invested in Microsoft ecosystems"}, {"id": "mai-20260917-0922-baseline|c124-l3|minimax-small|Patch My PC", "prompt": "c124-l3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "Patch My PC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Extensive third-party patching via extensions like Patch My PC"}, {"id": "mai-20260917-0922-baseline|c124-l3|minimax-small|ManageEngine Endpoint Central (Patch Manager Plus)", "prompt": "c124-l3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central (Patch Manager Plus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mid-market to enterprise organizations needing broad OS support"}, {"id": "mai-20260917-0922-baseline|c124-l3|minimax-small|Ivanti Patch Manager", "prompt": "c124-l3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti Patch Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Large enterprises with complex patching requirements"}, {"id": "mai-20260917-0922-baseline|c124-l3|minimax-small|Tanium", "prompt": "c124-l3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Very large enterprises (100,000+ endpoints)"}, {"id": "mai-20260917-0922-baseline|c124-l3|minimax-small|Automox", "prompt": "c124-l3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Cloud-first organizations"}, {"id": "mai-20260917-0922-baseline|c124-l3|minimax-small|Action1", "prompt": "c124-l3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Small to mid-sized organizations with budget constraints"}, {"id": "mai-20260917-0922-baseline|c124-l3|minimax-small|NinjaOne", "prompt": "c124-l3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Managed Service Providers (MSPs) and mid-market"}, {"id": "mai-20260917-0922-baseline|c124-l3|mistral-small|Action1", "prompt": "c124-l3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Action1**\n- Best for: Centralized, staged remediation automation for distributed endpoints without heavy orchestration"}, {"id": "mai-20260917-0922-baseline|c124-l3|mistral-small|NinjaOne", "prompt": "c124-l3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Cloud-native automation and MSPs"}, {"id": "mai-20260917-0922-baseline|c124-l3|mistral-small|ManageEngine Patch Manager Plus", "prompt": "c124-l3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ManageEngine leads for breadth of third-party application support"}, {"id": "mai-20260917-0922-baseline|c124-l3|mistral-small|Tanium", "prompt": "c124-l3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Very large enterprises with complex environments"}, {"id": "mai-20260917-0922-baseline|c124-l3|mistral-small|Ivanti Neurons for Patch Management", "prompt": "c124-l3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti Neurons for Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Large organizations needing integrated IT and security operations"}, {"id": "mai-20260917-0922-baseline|c124-l3|mistral-small|GFI LanGuard", "prompt": "c124-l3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "GFI LanGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "GFI LanGuard for compliance"}, {"id": "mai-20260917-0922-baseline|c124-l3|mistral-small|Automox", "prompt": "c124-l3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Cloud-native automation and modern IT environments"}, {"id": "mai-20260917-0922-baseline|c124-l3|mistral-small|Microsoft (Intune/SCCM)", "prompt": "c124-l3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft (Intune/SCCM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Organizations heavily invested in Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c124-l3|moonshot-small|Microsoft Configuration Manager (SCCM) / Intune", "prompt": "c124-l3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft Configuration Manager (SCCM) / Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose SCCM/Intune** if you're heavily Microsoft-dependent and want unified endpoint management"}, {"id": "mai-20260917-0922-baseline|c124-l3|moonshot-small|Ivanti Endpoint Manager (formerly LANDESK)", "prompt": "c124-l3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti Endpoint Manager (formerly LANDESK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Ivanti** if you want ITSM-integrated, risk-based patch prioritization"}, {"id": "mai-20260917-0922-baseline|c124-l3|moonshot-small|Tanium", "prompt": "c124-l3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Tanium** if you need real-time visibility at massive scale and can justify premium pricing"}, {"id": "mai-20260917-0922-baseline|c124-l3|moonshot-small|HCL BigFix (formerly IBM BigFix)", "prompt": "c124-l3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "HCL BigFix (formerly IBM BigFix)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Weaknesses** | Requires multiple intermediate servers; hub-and-spoke architecture can cause WAN saturation"}, {"id": "mai-20260917-0922-baseline|c124-l3|moonshot-small|ManageEngine Patch Manager Plus", "prompt": "c124-l3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose ManageEngine** if you need broad third-party coverage at competitive pricing"}, {"id": "mai-20260917-0922-baseline|c124-l3|moonshot-small|Automox", "prompt": "c124-l3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Automox or Action1** if you want fast cloud deployment without infrastructure overhead"}, {"id": "mai-20260917-0922-baseline|c124-l3|moonshot-small|SolarWinds Patch Manager", "prompt": "c124-l3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Windows-heavy enterprises"}, {"id": "mai-20260917-0922-baseline|c124-l3|moonshot-small|Action1", "prompt": "c124-l3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Speed of deployment** | Tanium, Automox, Action1"}, {"id": "mai-20260917-0922-baseline|c124-l3|openai-small|Microsoft Intune", "prompt": "c124-l3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Microsoft-centric environments, especially Windows + Microsoft 365."}, {"id": "mai-20260917-0922-baseline|c124-l3|openai-small|Ivanti Neurons for Patch Management", "prompt": "c124-l3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti Neurons for Patch Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Enterprises that want strong third-party patching and vulnerability-driven remediation."}, {"id": "mai-20260917-0922-baseline|c124-l3|openai-small|Tanium", "prompt": "c124-l3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Very large, security-sensitive, fast-moving environments."}, {"id": "mai-20260917-0922-baseline|c124-l3|openai-small|ManageEngine Patch Manager Plus", "prompt": "c124-l3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "More of a dedicated patch management product that can also integrate with Intune/ConfigMgr workflows."}, {"id": "mai-20260917-0922-baseline|c124-l3|openai-small|IBM BigFix", "prompt": "c124-l3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "IBM BigFix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BigFix is traditionally known as a large-scale endpoint management and patching platform"}, {"id": "mai-20260917-0922-baseline|c124-l3|openai-small|Automox", "prompt": "c124-l3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Automox is generally viewed as a cloud-native patch management tool focused on ease of deployment"}, {"id": "mai-20260917-0922-baseline|c124-l3|xai-small|Microsoft Endpoint Configuration Manager (MECM/SCCM) / Intune", "prompt": "c124-l3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft Endpoint Configuration Manager (MECM/SCCM) / Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dominant for Microsoft-heavy environments."}, {"id": "mai-20260917-0922-baseline|c124-l3|xai-small|Ivanti (Neurons for Patch Management or Patch Management)", "prompt": "c124-l3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti (Neurons for Patch Management or Patch Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in hybrid setups with broad app support."}, {"id": "mai-20260917-0922-baseline|c124-l3|xai-small|Tanium", "prompt": "c124-l3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader for massive-scale, real-time operations."}, {"id": "mai-20260917-0922-baseline|c124-l3|xai-small|HCL BigFix", "prompt": "c124-l3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "HCL BigFix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Proven for global enterprises with 100k+ endpoints."}, {"id": "mai-20260917-0922-baseline|c124-l3|xai-small|NinjaOne", "prompt": "c124-l3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rising cloud-native option, Gartner Leader."}, {"id": "mai-20260917-0922-baseline|c124-l3|xai-small|ManageEngine Patch Manager Plus (Endpoint Central)", "prompt": "c124-l3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Patch Manager Plus (Endpoint Central)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Value-packed for mid-to-large orgs."}, {"id": "mai-20260917-0922-baseline|c124-l3|xai-small|SolarWinds Patch Manager", "prompt": "c124-l3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "solid but skew more mid-market"}, {"id": "mai-20260917-0922-baseline|c124-l3|xai-small|Automox", "prompt": "c124-l3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "solid but skew more mid-market (Automox/Action1 for cloud simplicity)"}, {"id": "mai-20260917-0922-baseline|c124-l3|xai-small|Action1", "prompt": "c124-l3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "solid but skew more mid-market (Automox/Action1 for cloud simplicity)"}, {"id": "mai-20260917-0922-baseline|c124-l3|zai-small|Ivanti Endpoint Manager", "prompt": "c124-l3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti Endpoint Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Very large or high‑security environments often benefit from Tanium or Ivanti."}, {"id": "mai-20260917-0922-baseline|c124-l3|zai-small|Tanium", "prompt": "c124-l3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tanium and Ivanti are built for very large, complex fleets with advanced querying and granular control."}, {"id": "mai-20260917-0922-baseline|c124-l3|zai-small|Microsoft Intune / Configuration Manager", "prompt": "c124-l3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft Intune / Configuration Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're heavily Microsoft‑centric, Intune/ConfigMgr is often the most straightforward choice."}, {"id": "mai-20260917-0922-baseline|c124-l3|zai-small|Automox", "prompt": "c124-l3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For mixed OS and cloud‑native preferences, Automox or NinjaOne may be a better fit."}, {"id": "mai-20260917-0922-baseline|c124-l3|zai-small|ManageEngine Endpoint Central", "prompt": "c124-l3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ManageEngine's value‑oriented pricing appeal to smaller or budget‑constrained organizations"}, {"id": "mai-20260917-0922-baseline|c124-l3|zai-small|NinjaOne", "prompt": "c124-l3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "cloud‑native tools like Automox and NinjaOne reduce infrastructure overhead"}, {"id": "mai-20260917-0922-baseline|c124-l3|zai-small|Action1", "prompt": "c124-l3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Action1's free tier ... appeal to smaller or budget‑constrained organizations"}, {"id": "mai-20260917-0922-baseline|c124-l3|zai-small|SysAid", "prompt": "c124-l3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "SysAid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SysAid and NinjaOne provide strong ties to ITSM workflows"}, {"id": "mai-20260917-0922-baseline|c124-l3|zai-small|Heimdal Security", "prompt": "c124-l3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Heimdal Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Heimdal Security embeds patching within a broader security platform"}, {"id": "mai-20260917-0922-baseline|c124-l3|zai-small|Qualys", "prompt": "c124-l3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Qualys is best if you need vulnerability detection tightly coupled with patch remediation"}, {"id": "mai-20260917-0922-baseline|c124-l4|alibaba-small|ManageEngine Patch Manager Plus", "prompt": "c124-l4", "model": "alibaba-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Most Economical Choice: ManageEngine Patch Manager Plus ... ManageEngine is widely considered the industry leader."}, {"id": "mai-20260917-0922-baseline|c124-l4|alibaba-small|Microsoft Intune", "prompt": "c124-l4", "model": "alibaba-small", "cat": "patch-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Value for Microsoft Shops: Microsoft Intune ... Choose Intune if you want to eliminate invoice variance completely."}, {"id": "mai-20260917-0922-baseline|c124-l4|alibaba-small|Automox", "prompt": "c124-l4", "model": "alibaba-small", "cat": "patch-management", "variant": "budget", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Cloud-Native Option: Automox ... provides a \"Unit Economics\" model that is excellent for forecasting."}, {"id": "mai-20260917-0922-baseline|c124-l4|anthropic-small|PDQ Connect", "prompt": "c124-l4", "model": "anthropic-small", "cat": "patch-management", "variant": "budget", "raw": "PDQ Connect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PDQ Connect** stands out for cost predictability. The per-admin pricing model keeps costs predictable as your device fleet grows."}, {"id": "mai-20260917-0922-baseline|c124-l4|anthropic-small|ManageEngine Patch Manager Plus", "prompt": "c124-l4", "model": "anthropic-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers enterprise-grade capabilities with clear pricing"}, {"id": "mai-20260917-0922-baseline|c124-l4|anthropic-small|Tanium Patch", "prompt": "c124-l4", "model": "anthropic-small", "cat": "patch-management", "variant": "budget", "raw": "Tanium Patch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tanium Patch is a strong fit for large enterprises with distributed endpoint fleets"}, {"id": "mai-20260917-0922-baseline|c124-l4|anthropic-small|Adaptiva OneSite Patch", "prompt": "c124-l4", "model": "anthropic-small", "cat": "patch-management", "variant": "budget", "raw": "Adaptiva OneSite Patch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Adaptiva is well worth evaluating"}, {"id": "mai-20260917-0922-baseline|c124-l4|challenger-small|ManageEngine Patch Manager Plus", "prompt": "c124-l4", "model": "challenger-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for predictable cost:** **ManageEngine Patch Manager Plus**"}, {"id": "mai-20260917-0922-baseline|c124-l4|challenger-small|Action1", "prompt": "c124-l4", "model": "challenger-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Action1** is also a strong contender because it has a published per-endpoint model"}, {"id": "mai-20260917-0922-baseline|c124-l4|challenger-small|NinjaOne", "prompt": "c124-l4", "model": "challenger-small", "cat": "patch-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**NinjaOne** or **Ivanti**, but the total cost is less predictable because pricing is quote-based"}, {"id": "mai-20260917-0922-baseline|c124-l4|challenger-small|Ivanti", "prompt": "c124-l4", "model": "challenger-small", "cat": "patch-management", "variant": "budget", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**NinjaOne** or **Ivanti**, but the total cost is less predictable because pricing is quote-based"}, {"id": "mai-20260917-0922-baseline|c124-l4|deepseek-small|Tanium", "prompt": "c124-l4", "model": "deepseek-small", "cat": "patch-management", "variant": "budget", "raw": "Tanium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "What to avoid if TCO predictability is the priority - **Tanium / Ivanti / HCL BigFix**"}, {"id": "mai-20260917-0922-baseline|c124-l4|deepseek-small|Ivanti", "prompt": "c124-l4", "model": "deepseek-small", "cat": "patch-management", "variant": "budget", "raw": "Ivanti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "What to avoid if TCO predictability is the priority - **Tanium / Ivanti / HCL BigFix**"}, {"id": "mai-20260917-0922-baseline|c124-l4|deepseek-small|Microsoft Intune", "prompt": "c124-l4", "model": "deepseek-small", "cat": "patch-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Microsoft Intune** bundled into M365 if you're a Microsoft-centric organization and want per-user pricing that scales linearly"}, {"id": "mai-20260917-0922-baseline|c124-l4|deepseek-small|Automox", "prompt": "c124-l4", "model": "deepseek-small", "cat": "patch-management", "variant": "budget", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Automox** if you want a dedicated, cloud-native, all-platform patch tool with clear per-endpoint flat rates"}, {"id": "mai-20260917-0922-baseline|c124-l4|deepseek-small|ManageEngine Patch Manager Plus", "prompt": "c124-l4", "model": "deepseek-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best for budget-conscious enterprises that want published pricing*"}, {"id": "mai-20260917-0922-baseline|c124-l4|deepseek-small|HCL BigFix", "prompt": "c124-l4", "model": "deepseek-small", "cat": "patch-management", "variant": "budget", "raw": "HCL BigFix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to avoid if TCO predictability is the priority - **Tanium / Ivanti / HCL BigFix**"}, {"id": "mai-20260917-0922-baseline|c124-l4|google-small|Microsoft Intune", "prompt": "c124-l4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large enterprises, the most predictable cost is **$0 in incremental software spend**... you already own Microsoft Intune and Windows Autopatch."}, {"id": "mai-20260917-0922-baseline|c124-l4|google-small|Patch My PC", "prompt": "c124-l4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "Patch My PC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "enterprises pair Intune with **Patch My PC**... flat, extremely low per-device annual pricing"}, {"id": "mai-20260917-0922-baseline|c124-l4|google-small|PDQ Deploy & Inventory", "prompt": "c124-l4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "PDQ Deploy & Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "licensed **per system administrator**, allowing for **unlimited managed endpoints**"}, {"id": "mai-20260917-0922-baseline|c124-l4|google-small|PDQ Connect", "prompt": "c124-l4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "PDQ Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "PDQ has a cloud agent called PDQ Connect, but it shifts to a per-device model"}, {"id": "mai-20260917-0922-baseline|c124-l4|google-small|NinjaOne", "prompt": "c124-l4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**NinjaOne** is widely regarded as one of the most reliable options on the market"}, {"id": "mai-20260917-0922-baseline|c124-l4|google-small|Action1", "prompt": "c124-l4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Action1** is a cloud-native standout"}, {"id": "mai-20260917-0922-baseline|c124-l4|meta-small|NinjaOne", "prompt": "c124-l4", "model": "meta-small", "cat": "patch-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. NinjaOne: Offers a per-endpoint/month pricing model, with a starting price of around $1.50/endpoint/mo at scale."}, {"id": "mai-20260917-0922-baseline|c124-l4|meta-small|ManageEngine Patch Manager Plus", "prompt": "c124-l4", "model": "meta-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a pricing model that starts at around $245/yr for 50 devices, with a free tier available for up to 20 endpoints."}, {"id": "mai-20260917-0922-baseline|c124-l4|meta-small|Automox", "prompt": "c124-l4", "model": "meta-small", "cat": "patch-management", "variant": "budget", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "starts at $1.00 per endpoint per month for its Patch OS tier on annual commitment"}, {"id": "mai-20260917-0922-baseline|c124-l4|meta-small|Action1", "prompt": "c124-l4", "model": "meta-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a free tier for up to 200 endpoints, with a starting price of $4/endpoint/month for its Growth plan."}, {"id": "mai-20260917-0922-baseline|c124-l4|minimax-small|Atera", "prompt": "c124-l4", "model": "minimax-small", "cat": "patch-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Atera** gives you the most predictable model — costs don't change when you add devices."}, {"id": "mai-20260917-0922-baseline|c124-l4|minimax-small|PatchPilot", "prompt": "c124-l4", "model": "minimax-small", "cat": "patch-management", "variant": "budget", "raw": "PatchPilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PatchPilot's Enterprise tier** may be worth negotiating."}, {"id": "mai-20260917-0922-baseline|c124-l4|minimax-small|ManageEngine Patch Manager Plus", "prompt": "c124-l4", "model": "minimax-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ManageEngine** offers strong value with predictable pricing."}, {"id": "mai-20260917-0922-baseline|c124-l4|minimax-small|NinjaOne", "prompt": "c124-l4", "model": "minimax-small", "cat": "patch-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "NinjaOne | Per-device | ~$90,000 (~$1.50/device/mo)"}, {"id": "mai-20260917-0922-baseline|c124-l4|minimax-small|Tanium", "prompt": "c124-l4", "model": "minimax-small", "cat": "patch-management", "variant": "budget", "raw": "Tanium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tanium | Per-device + modules | ~$175,000–$350,000"}, {"id": "mai-20260917-0922-baseline|c124-l4|mistral-small|Ivanti", "prompt": "c124-l4", "model": "mistral-small", "cat": "patch-management", "variant": "budget", "raw": "Ivanti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ivanti** and **ManageEngine** are the top recommendations based on recent comparisons"}, {"id": "mai-20260917-0922-baseline|c124-l4|mistral-small|ManageEngine", "prompt": "c124-l4", "model": "mistral-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Ivanti or ManageEngine would be the best fit"}, {"id": "mai-20260917-0922-baseline|c124-l4|moonshot-small|Microsoft Intune + Configuration Manager (SCCM)", "prompt": "c124-l4", "model": "moonshot-small", "cat": "patch-management", "variant": "budget", "raw": "Microsoft Intune + Configuration Manager (SCCM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Microsoft Intune + Configuration Manager (SCCM)"}, {"id": "mai-20260917-0922-baseline|c124-l4|moonshot-small|Patch My PC", "prompt": "c124-l4", "model": "moonshot-small", "cat": "patch-management", "variant": "budget", "raw": "Patch My PC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "usually requires an add-on like **Patch My PC** (~$2–4/endpoint/year)"}, {"id": "mai-20260917-0922-baseline|c124-l4|moonshot-small|ManageEngine Patch Connect Plus", "prompt": "c124-l4", "model": "moonshot-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Connect Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "or **ManageEngine Patch Connect Plus**, which still keeps costs highly predictable"}, {"id": "mai-20260917-0922-baseline|c124-l4|moonshot-small|ManageEngine Endpoint Central / Patch Manager Plus", "prompt": "c124-l4", "model": "moonshot-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Endpoint Central / Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Alternative with Published Pricing: ManageEngine Endpoint Central / Patch Manager Plus"}, {"id": "mai-20260917-0922-baseline|c124-l4|moonshot-small|Tanium", "prompt": "c124-l4", "model": "moonshot-small", "cat": "patch-management", "variant": "budget", "raw": "Tanium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid quote-only platforms like Tanium and Ivanti if your finance team requires fixed annual budget certainty."}, {"id": "mai-20260917-0922-baseline|c124-l4|moonshot-small|Ivanti Neurons/BigFix", "prompt": "c124-l4", "model": "moonshot-small", "cat": "patch-management", "variant": "budget", "raw": "Ivanti Neurons/BigFix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Custom enterprise licensing; estimated £20–$40+/endpoint/year but varies widely by module selection."}, {"id": "mai-20260917-0922-baseline|c124-l4|moonshot-small|NinjaOne", "prompt": "c124-l4", "model": "moonshot-small", "cat": "patch-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Per-endpoint but quote-based volume tiers; pricing is not public at scale."}, {"id": "mai-20260917-0922-baseline|c124-l4|moonshot-small|Automox", "prompt": "c124-l4", "model": "moonshot-small", "cat": "patch-management", "variant": "budget", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cloud-native, no on-prem infra, want simple per-device SaaS | **Automox** (~$1/endpoint/month)"}, {"id": "mai-20260917-0922-baseline|c124-l4|openai-small|ManageEngine Patch Manager Plus", "prompt": "c124-l4", "model": "openai-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my best single recommendation is **ManageEngine Patch Manager Plus**"}, {"id": "mai-20260917-0922-baseline|c124-l4|openai-small|Windows Autopatch", "prompt": "c124-l4", "model": "openai-small", "cat": "patch-management", "variant": "budget", "raw": "Windows Autopatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Windows Autopatch** can be compelling... But it is more Microsoft-ecosystem-specific, so it's usually less flexible"}, {"id": "mai-20260917-0922-baseline|c124-l4|xai-small|Microsoft Intune", "prompt": "c124-l4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Intune (part of Microsoft Endpoint Manager) stands out as the best patch management tool for a large company prioritizing predictable total costs"}, {"id": "mai-20260917-0922-baseline|c124-l4|xai-small|ManageEngine Patch Manager Plus", "prompt": "c124-l4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ManageEngine Patch Manager Plus**: Fully published tiered pricing per endpoint ... Great value for mid-to-large"}, {"id": "mai-20260917-0922-baseline|c124-l4|xai-small|NinjaOne", "prompt": "c124-l4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NinjaOne**: Per-endpoint but volume-discounted ... scales predictably downward"}, {"id": "mai-20260917-0922-baseline|c124-l4|xai-small|Atera", "prompt": "c124-l4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per-technician tools like Atera ... work for MSPs but less optimal for single large-company IT teams"}, {"id": "mai-20260917-0922-baseline|c124-l4|xai-small|Tanium", "prompt": "c124-l4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "Tanium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Opaque/high cost, not fixed"}, {"id": "mai-20260917-0922-baseline|c124-l4|zai-small|ManageEngine Patch Manager Plus", "prompt": "c124-l4", "model": "zai-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the \"best\" tool is **ManageEngine Patch Manager Plus**"}, {"id": "mai-20260917-0922-baseline|c124-l4|zai-small|Tanium", "prompt": "c124-l4", "model": "zai-small", "cat": "patch-management", "variant": "budget", "raw": "Tanium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it fails the \"predictable cost\" requirement for most companies because it does not publish a price list"}, {"id": "mai-20260917-0922-baseline|c124-l4|zai-small|Automox", "prompt": "c124-l4", "model": "zai-small", "cat": "patch-management", "variant": "budget", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cloud-Native Simplicity: Automox"}, {"id": "mai-20260917-0922-baseline|c124-l4|zai-small|NinjaOne", "prompt": "c124-l4", "model": "zai-small", "cat": "patch-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Bundled IT Management: NinjaOne"}, {"id": "mai-20260917-0922-baseline|c124-l5|deepseek-small|Automox", "prompt": "c124-l5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Automox** | Cloud-native, cross-platform | No VPN/servers; strong for 5k remote fleets"}, {"id": "mai-20260917-0922-baseline|c124-l5|deepseek-small|NinjaOne", "prompt": "c124-l5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NinjaOne** | All-in-one RMM with patching | Cloud; good RBAC/audit"}, {"id": "mai-20260917-0922-baseline|c124-l5|deepseek-small|Action1", "prompt": "c124-l5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "cloud-native (Automox, NinjaOne, Action1) vs. on-prem (BigFix, Tanium, SCCM)"}, {"id": "mai-20260917-0922-baseline|c124-l5|deepseek-small|BigFix", "prompt": "c124-l5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "BigFix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Tanium / HCL BigFix** | Very large enterprises (100k+) | May be overkill but real-time speed"}, {"id": "mai-20260917-0922-baseline|c124-l5|deepseek-small|Tanium", "prompt": "c124-l5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "Tanium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Very large enterprises (100k+) | May be overkill but real-time speed; note **future/on-prem RBAC caveat**"}, {"id": "mai-20260917-0922-baseline|c124-l5|deepseek-small|SCCM", "prompt": "c124-l5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "SCCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "on-prem (BigFix, Tanium, SCCM). This affects procurement, data flow"}, {"id": "mai-20260917-0922-baseline|c124-l5|deepseek-small|Microsoft Intune/MECM", "prompt": "c124-l5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "Microsoft Intune/MECM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you're already Microsoft-managed | Co-management option, could reduce new procurement"}, {"id": "mai-20260917-0922-baseline|c124-l5|deepseek-small|Qualys", "prompt": "c124-l5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Qualys** | Tied to vulnerability data | Detection + remediation in one platform"}, {"id": "mai-20260917-0922-baseline|c124-l5|deepseek-small|ManageEngine", "prompt": "c124-l5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Broad third-party catalog, published pricing | Good mid-market value, on-prem/cloud"}, {"id": "mai-20260917-0922-baseline|c124-l5|meta-small|NinjaOne", "prompt": "c124-l5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular patch management tools that can be used to meet these requirements include NinjaOne, Kandji, Automox, Microsoft Intune, SCCM, WSUS, and Red Hat Satellite."}, {"id": "mai-20260917-0922-baseline|c124-l5|meta-small|Kandji", "prompt": "c124-l5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "Kandji", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular patch management tools ... include NinjaOne, Kandji, Automox, Microsoft Intune, SCCM, WSUS, and Red Hat Satellite."}, {"id": "mai-20260917-0922-baseline|c124-l5|meta-small|Automox", "prompt": "c124-l5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular patch management tools ... include NinjaOne, Kandji, Automox, Microsoft Intune, SCCM, WSUS, and Red Hat Satellite."}, {"id": "mai-20260917-0922-baseline|c124-l5|meta-small|Microsoft Intune", "prompt": "c124-l5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular patch management tools ... include NinjaOne, Kandji, Automox, Microsoft Intune, SCCM, WSUS, and Red Hat Satellite."}, {"id": "mai-20260917-0922-baseline|c124-l5|meta-small|SCCM", "prompt": "c124-l5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "SCCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular patch management tools ... include NinjaOne, Kandji, Automox, Microsoft Intune, SCCM, WSUS, and Red Hat Satellite."}, {"id": "mai-20260917-0922-baseline|c124-l5|meta-small|WSUS", "prompt": "c124-l5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "WSUS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some popular patch management tools ... include NinjaOne, Kandji, Automox, Microsoft Intune, SCCM, WSUS, and Red Hat Satellite."}, {"id": "mai-20260917-0922-baseline|c124-l5|meta-small|Red Hat Satellite", "prompt": "c124-l5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "Red Hat Satellite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some popular patch management tools ... include NinjaOne, Kandji, Automox, Microsoft Intune, SCCM, WSUS, and Red Hat Satellite."}, {"id": "mai-20260917-0922-baseline|c124-l5|mistral-small|Tanium", "prompt": "c124-l5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with Gartner Magic Quadrant or Forrester Wave leaders (e.g., Tanium, Ivanti, Qualys, Automox, Action1, Syxsense)."}, {"id": "mai-20260917-0922-baseline|c124-l5|mistral-small|Ivanti", "prompt": "c124-l5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Tanium, Ivanti, Qualys, Automox, Action1, Syxsense"}, {"id": "mai-20260917-0922-baseline|c124-l5|mistral-small|Qualys", "prompt": "c124-l5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "Qualys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Tanium, Ivanti, Qualys, Automox, Action1, Syxsense"}, {"id": "mai-20260917-0922-baseline|c124-l5|mistral-small|Automox", "prompt": "c124-l5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Tanium, Ivanti, Qualys, Automox, Action1, Syxsense"}, {"id": "mai-20260917-0922-baseline|c124-l5|mistral-small|Action1", "prompt": "c124-l5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Tanium, Ivanti, Qualys, Automox, Action1, Syxsense"}, {"id": "mai-20260917-0922-baseline|c124-l5|mistral-small|Syxsense", "prompt": "c124-l5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "Syxsense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Tanium, Ivanti, Qualys, Automox, Action1, Syxsense"}, {"id": "mai-20260917-0922-baseline|c124-l5|moonshot-small|Microsoft Intune + ConfigMgr", "prompt": "c124-l5", "model": "moonshot-small", "cat": "patch-management", "variant": "scale", "raw": "Microsoft Intune + ConfigMgr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Windows-heavy estates already licensed | Included in M365 E3/E5; limited third-party patching without add-ons"}, {"id": "mai-20260917-0922-baseline|c124-l5|moonshot-small|Ivanti Neurons", "prompt": "c124-l5", "model": "moonshot-small", "cat": "patch-management", "variant": "scale", "raw": "Ivanti Neurons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deep enterprise patching, mixed environments | Strong third-party catalog; higher per-endpoint cost"}, {"id": "mai-20260917-0922-baseline|c124-l5|moonshot-small|Tanium", "prompt": "c124-l5", "model": "moonshot-small", "cat": "patch-management", "variant": "scale", "raw": "Tanium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Premium pricing; complex implementation; unmatched speed"}, {"id": "mai-20260917-0922-baseline|c124-l5|moonshot-small|Automox", "prompt": "c124-l5", "model": "moonshot-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud-native, no infrastructure | Good for distributed workforces; growing third-party catalog"}, {"id": "mai-20260917-0922-baseline|c124-l5|moonshot-small|NinjaOne", "prompt": "c124-l5", "model": "moonshot-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "MSPs and scaling enterprises | Cloud-native; strong remote management"}, {"id": "mai-20260917-0922-baseline|c124-l5|moonshot-small|ManageEngine Patch Manager Plus", "prompt": "c124-l5", "model": "moonshot-small", "cat": "patch-management", "variant": "scale", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget-conscious | Good third-party coverage; lower cost"}, {"id": "mai-20260917-0922-baseline|c124-l5|xai-small|NinjaOne", "prompt": "c124-l5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "prioritize NinjaOne/JetPatch for compliance"}, {"id": "mai-20260917-0922-baseline|c124-l5|xai-small|JetPatch", "prompt": "c124-l5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "JetPatch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "prioritize NinjaOne/JetPatch for compliance"}, {"id": "mai-20260917-0922-baseline|c124-l5|xai-small|Action1", "prompt": "c124-l5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SSO (Entra/Okta), free tier scales up, RBAC/MFA | Cost-effective, browser-based"}, {"id": "mai-20260917-0922-baseline|c124-l5|xai-small|Automox", "prompt": "c124-l5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-native, staged automation, compliance reports | Mid-large, easy rollout"}, {"id": "mai-20260917-0922-baseline|c124-l5|xai-small|ManageEngine Patch Manager Plus", "prompt": "c124-l5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Broad catalog, on-prem/cloud, value pricing | Established for 5K+"}, {"id": "mai-20260917-0922-baseline|c124-l5|xai-small|Microsoft Intune", "prompt": "c124-l5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "(if M365-heavy) | Native Azure SSO/SOC 2 ... Low friction if aligned"}, {"id": "mai-20260917-0922-baseline|c124-l6|alibaba-small|Automox", "prompt": "c124-l6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Examples to Avoid:** **Automox**, **Action1**, **NinjaOne**."}, {"id": "mai-20260917-0922-baseline|c124-l6|alibaba-small|Action1", "prompt": "c124-l6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Examples to Avoid:** **Automox**, **Action1**, **NinjaOne**."}, {"id": "mai-20260917-0922-baseline|c124-l6|alibaba-small|NinjaOne", "prompt": "c124-l6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Examples to Avoid:** **Automox**, **Action1**, **NinjaOne**."}, {"id": "mai-20260917-0922-baseline|c124-l6|alibaba-small|ManageEngine Patch Manager Plus", "prompt": "c124-l6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its enterprise reporting and exception handling logic can become \"light\" when scaled to thousands of sites"}, {"id": "mai-20260917-0922-baseline|c124-l6|alibaba-small|Microsoft System Center Configuration Manager (SCCM / Intune)", "prompt": "c124-l6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft System Center Configuration Manager (SCCM / Intune)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "relying on SCCM or Intune as a standalone solution is a significant risk"}, {"id": "mai-20260917-0922-baseline|c124-l6|alibaba-small|Ivanti", "prompt": "c124-l6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Without extending SCCM with specialized add-ons (like Ivanti, Shavlik, or SolarWinds)"}, {"id": "mai-20260917-0922-baseline|c124-l6|alibaba-small|Shavlik", "prompt": "c124-l6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Shavlik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "specialized add-ons (like Ivanti, Shavlik, or SolarWinds)"}, {"id": "mai-20260917-0922-baseline|c124-l6|alibaba-small|SolarWinds", "prompt": "c124-l6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "specialized add-ons (like Ivanti, Shavlik, or SolarWinds)"}, {"id": "mai-20260917-0922-baseline|c124-l6|alibaba-small|Adaptiva", "prompt": "c124-l6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Adaptiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look instead for peer-to-peer distribution models (like **Adaptiva**)"}, {"id": "mai-20260917-0922-baseline|c124-l6|challenger-small|WSUS", "prompt": "c124-l6", "model": "challenger-small", "cat": "patch-management", "variant": "negative", "raw": "WSUS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**WSUS / Windows-only patching**: avoid if you need cross-platform coverage"}, {"id": "mai-20260917-0922-baseline|c124-l6|challenger-small|Microsoft System Center Configuration Manager (SCCM/MECM)", "prompt": "c124-l6", "model": "challenger-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft System Center Configuration Manager (SCCM/MECM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "use cautiously if your environment is not heavily Windows-centric"}, {"id": "mai-20260917-0922-baseline|c124-l6|challenger-small|ManageEngine Patch Manager Plus", "prompt": "c124-l6", "model": "challenger-small", "cat": "patch-management", "variant": "negative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "be cautious in very large estates if you need fast rollout and highly polished support"}, {"id": "mai-20260917-0922-baseline|c124-l6|challenger-small|Ivanti Security Controls / Ivanti Neurons for Patch Management", "prompt": "c124-l6", "model": "challenger-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti Security Controls / Ivanti Neurons for Patch Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful, but caution is warranted because large-environment tuning can take significant engineering time"}, {"id": "mai-20260917-0922-baseline|c124-l6|challenger-small|Qualys patch/remediation workflows", "prompt": "c124-l6", "model": "challenger-small", "cat": "patch-management", "variant": "negative", "raw": "Qualys patch/remediation workflows", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "also requires careful tuning in large environments; the main risk called out is setup and workflow complexity"}, {"id": "mai-20260917-0922-baseline|c124-l6|deepseek-small|Microsoft WSUS", "prompt": "c124-l6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft WSUS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The tools a large enterprise should most often **avoid or phase out** are **WSUS** (deprecated, Windows-only, no third-party coverage)"}, {"id": "mai-20260917-0922-baseline|c124-l6|deepseek-small|SolarWinds Patch Manager", "prompt": "c124-l6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Be cautious** with: ... SolarWinds Patch Manager (Windows-centric, reliability/reporting complaints)"}, {"id": "mai-20260917-0922-baseline|c124-l6|deepseek-small|Intune", "prompt": "c124-l6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like **Microsoft Intune/Autopatch** and **WSUS** are Windows-only in practice"}, {"id": "mai-20260917-0922-baseline|c124-l6|deepseek-small|Windows Autopatch", "prompt": "c124-l6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Windows Autopatch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Tools like **Microsoft Intune/Autopatch** and **WSUS** are Windows-only in practice"}, {"id": "mai-20260917-0922-baseline|c124-l6|deepseek-small|Azure Update Manager", "prompt": "c124-l6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Azure Update Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "splits patching across Intune, Windows Autopatch, Azure Update Manager, and Connected Cache"}, {"id": "mai-20260917-0922-baseline|c124-l6|deepseek-small|Ivanti / Neurons Patch Management", "prompt": "c124-l6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti / Neurons Patch Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Be cautious** with: Ivanti (complexity, agent dependency)"}, {"id": "mai-20260917-0922-baseline|c124-l6|deepseek-small|Automox", "prompt": "c124-l6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Automox (cost at scale, lighter enterprise features)"}, {"id": "mai-20260917-0922-baseline|c124-l6|deepseek-small|Kaseya VSA", "prompt": "c124-l6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Kaseya VSA** is the cautionary example \\u2014 the 2021 supply-chain Ransomware-as-a-Service attack"}, {"id": "mai-20260917-0922-baseline|c124-l6|google-small|WSUS (Windows Server Update Services)", "prompt": "c124-l6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "WSUS (Windows Server Update Services)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Microsoft officially **deprecated WSUS in September 2024**... **Why to Avoid/Be Cautious:** WSUS was designed for the localized networks of the 2000s."}, {"id": "mai-20260917-0922-baseline|c124-l6|google-small|Traditional SCCM / MECM", "prompt": "c124-l6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Traditional SCCM / MECM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why to Be Cautious:** Microsoft Endpoint Configuration Manager (MECM, formerly SCCM) is powerful but incredibly complex."}, {"id": "mai-20260917-0922-baseline|c124-l6|google-small|Microsoft Intune", "prompt": "c124-l6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "without utilizing **Cloud Attach (Co-management with Microsoft Intune)** is a recipe for high total cost of ownership"}, {"id": "mai-20260917-0922-baseline|c124-l6|google-small|Winget", "prompt": "c124-l6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Winget", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Many lightweight tools use public repositories like Winget or Chocolatey to fetch third-party updates. For an enterprise, this is highly risky"}, {"id": "mai-20260917-0922-baseline|c124-l6|google-small|Chocolatey", "prompt": "c124-l6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Chocolatey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "public repositories like Winget or Chocolatey ... they do not curate or vet the updates"}, {"id": "mai-20260917-0922-baseline|c124-l6|google-small|Jamf", "prompt": "c124-l6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "using separate point solutions for different operating systems (e.g., Jamf for Macs...) **Why to Avoid:** Tool sprawl is a major operational risk."}, {"id": "mai-20260917-0922-baseline|c124-l6|google-small|Red Hat Satellite", "prompt": "c124-l6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Red Hat Satellite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Red Hat Satellite for Linux, and WSUS for Windows) **Why to Avoid:** Tool sprawl is a major operational risk."}, {"id": "mai-20260917-0922-baseline|c124-l6|google-small|Broadcom / Symantec ITMS (Altiris)", "prompt": "c124-l6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Broadcom / Symantec ITMS (Altiris)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "the platform is still heavily agent-reliant, notoriously complex to configure, and struggles to offer the lightweight, cloud-native agility"}, {"id": "mai-20260917-0922-baseline|c124-l6|google-small|SolarWinds Patch Manager", "prompt": "c124-l6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Both SolarWinds and Kaseya have been the victims of highly sophisticated, historic supply chain attacks"}, {"id": "mai-20260917-0922-baseline|c124-l6|google-small|Kaseya VSA", "prompt": "c124-l6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Both SolarWinds and Kaseya have been the victims of highly sophisticated, historic supply chain attacks"}, {"id": "mai-20260917-0922-baseline|c124-l6|meta-small|Ivanti", "prompt": "c124-l6", "model": "meta-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top tools include Ivanti, Tanium, and Microsoft Intune + WUfB & Windows Autopatch."}, {"id": "mai-20260917-0922-baseline|c124-l6|meta-small|Tanium", "prompt": "c124-l6", "model": "meta-small", "cat": "patch-management", "variant": "negative", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top tools include Ivanti, Tanium, and Microsoft Intune + WUfB & Windows Autopatch."}, {"id": "mai-20260917-0922-baseline|c124-l6|meta-small|Microsoft Intune + WUfB & Windows Autopatch", "prompt": "c124-l6", "model": "meta-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft Intune + WUfB & Windows Autopatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top tools include Ivanti, Tanium, and Microsoft Intune + WUfB & Windows Autopatch."}, {"id": "mai-20260917-0922-baseline|c124-l6|meta-small|ManageEngine", "prompt": "c124-l6", "model": "meta-small", "cat": "patch-management", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some tools may not be suitable for very large enterprises, such as ManageEngine, which may be outgrown by very large enterprises"}, {"id": "mai-20260917-0922-baseline|c124-l6|mistral-small|LogMeIn Resolve", "prompt": "c124-l6", "model": "mistral-small", "cat": "patch-management", "variant": "negative", "raw": "LogMeIn Resolve", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "large enterprises should be cautious about or avoid the following patch management tools... **LogMeIn Resolve** - **Issues:** Users report slow performance, high resource usage"}, {"id": "mai-20260917-0922-baseline|c124-l6|mistral-small|Atera", "prompt": "c124-l6", "model": "mistral-small", "cat": "patch-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Customer service is frequently criticized for slow response times, and the ticketing system lacks customization"}, {"id": "mai-20260917-0922-baseline|c124-l6|mistral-small|Tanium", "prompt": "c124-l6", "model": "mistral-small", "cat": "patch-management", "variant": "negative", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "While tools like Tanium, NinjaOne, Automox, and ManageEngine Patch Manager Plus are widely recommended for large enterprises"}, {"id": "mai-20260917-0922-baseline|c124-l6|mistral-small|NinjaOne", "prompt": "c124-l6", "model": "mistral-small", "cat": "patch-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "While tools like Tanium, NinjaOne, Automox, and ManageEngine Patch Manager Plus are widely recommended for large enterprises"}, {"id": "mai-20260917-0922-baseline|c124-l6|mistral-small|Automox", "prompt": "c124-l6", "model": "mistral-small", "cat": "patch-management", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "While tools like Tanium, NinjaOne, Automox, and ManageEngine Patch Manager Plus are widely recommended for large enterprises"}, {"id": "mai-20260917-0922-baseline|c124-l6|mistral-small|ManageEngine Patch Manager Plus", "prompt": "c124-l6", "model": "mistral-small", "cat": "patch-management", "variant": "negative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "widely recommended for large enterprises"}, {"id": "mai-20260917-0922-baseline|c124-l6|moonshot-small|Ivanti", "prompt": "c124-l6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid or carefully evaluate: Tools with repeated critical vulnerabilities (Ivanti, SolarWinds)"}, {"id": "mai-20260917-0922-baseline|c124-l6|moonshot-small|SolarWinds", "prompt": "c124-l6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Ongoing security issues (CVE-2025-26399) with deserialization flaws in Web Help Desk; supply chain compromise history creates trust concerns."}, {"id": "mai-20260917-0922-baseline|c124-l6|moonshot-small|Kaseya VSA", "prompt": "c124-l6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Past major ransomware incidents (REvil attack) raise questions about architecture security."}, {"id": "mai-20260917-0922-baseline|c124-l6|moonshot-small|WSUS (Windows Server Update Services)", "prompt": "c124-l6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "WSUS (Windows Server Update Services)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid for large enterprises**: No native third-party application patching, limited reporting, poor scalability beyond ~10,000 endpoints"}, {"id": "mai-20260917-0922-baseline|c124-l6|moonshot-small|SCCM/Configuration Manager", "prompt": "c124-l6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "SCCM/Configuration Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Heavy infrastructure requirements, complex maintenance... Slow patch deployment cycles compared to modern alternatives"}, {"id": "mai-20260917-0922-baseline|c124-l6|moonshot-small|Action1 free tier", "prompt": "c124-l6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "Action1 free tier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Caution**: Limited scalability, no enterprise support SLAs, insufficient audit trails for compliance frameworks"}, {"id": "mai-20260917-0922-baseline|c124-l6|moonshot-small|Patch My PC", "prompt": "c124-l6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "Patch My PC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Patch My PC** (for non-MSP use), similar tools - **Caution**: Limited scalability, no enterprise support SLAs"}, {"id": "mai-20260917-0922-baseline|c124-l6|openai-small|Azure Update Manager", "prompt": "c124-l6", "model": "openai-small", "cat": "patch-management", "variant": "negative", "raw": "Azure Update Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "can work well, but Microsoft explicitly warns that large-scale API/service-principal use can run into **rate limits**"}, {"id": "mai-20260917-0922-baseline|c124-l6|openai-small|Group Policy", "prompt": "c124-l6", "model": "openai-small", "cat": "patch-management", "variant": "negative", "raw": "Group Policy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Group Policy, Intune, or other configuration tools** can interfere with Azure Update Manager’s required Windows settings"}, {"id": "mai-20260917-0922-baseline|c124-l6|openai-small|Intune", "prompt": "c124-l6", "model": "openai-small", "cat": "patch-management", "variant": "negative", "raw": "Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Group Policy, Intune, or other configuration tools** can interfere with Azure Update Manager’s required Windows settings"}, {"id": "mai-20260917-0922-baseline|c124-l6|openai-small|Windows Autopatch", "prompt": "c124-l6", "model": "openai-small", "cat": "patch-management", "variant": "negative", "raw": "Windows Autopatch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "excellent for eligible Microsoft-managed workloads, but it is **not a universal enterprise patching system**"}, {"id": "mai-20260917-0922-baseline|c124-l6|openai-small|WSUS", "prompt": "c124-l6", "model": "openai-small", "cat": "patch-management", "variant": "negative", "raw": "WSUS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "vendor-by-vendor caution list** for common tools like **WSUS, SCCM/MECM, Ivanti, ManageEngine, BigFix, NinjaOne, Automox"}, {"id": "mai-20260917-0922-baseline|c124-l6|openai-small|SCCM/MECM", "prompt": "c124-l6", "model": "openai-small", "cat": "patch-management", "variant": "negative", "raw": "SCCM/MECM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "common tools like **WSUS, SCCM/MECM, Ivanti, ManageEngine, BigFix, NinjaOne, Automox, Intune/Autopatch, and Azure Update Manager**"}, {"id": "mai-20260917-0922-baseline|c124-l6|openai-small|Ivanti", "prompt": "c124-l6", "model": "openai-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "common tools like **WSUS, SCCM/MECM, Ivanti, ManageEngine, BigFix, NinjaOne, Automox"}, {"id": "mai-20260917-0922-baseline|c124-l6|openai-small|ManageEngine", "prompt": "c124-l6", "model": "openai-small", "cat": "patch-management", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "common tools like **WSUS, SCCM/MECM, Ivanti, ManageEngine, BigFix, NinjaOne, Automox"}, {"id": "mai-20260917-0922-baseline|c124-l6|openai-small|BigFix", "prompt": "c124-l6", "model": "openai-small", "cat": "patch-management", "variant": "negative", "raw": "BigFix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "common tools like **WSUS, SCCM/MECM, Ivanti, ManageEngine, BigFix, NinjaOne, Automox"}, {"id": "mai-20260917-0922-baseline|c124-l6|openai-small|NinjaOne", "prompt": "c124-l6", "model": "openai-small", "cat": "patch-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "common tools like **WSUS, SCCM/MECM, Ivanti, ManageEngine, BigFix, NinjaOne, Automox"}, {"id": "mai-20260917-0922-baseline|c124-l6|openai-small|Automox", "prompt": "c124-l6", "model": "openai-small", "cat": "patch-management", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "common tools like **WSUS, SCCM/MECM, Ivanti, ManageEngine, BigFix, NinjaOne, Automox, Intune/Autopatch, and Azure Update Manager**"}, {"id": "mai-20260917-0922-baseline|c124-l6|xai-small|PDQ Deploy/Inventory", "prompt": "c124-l6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "PDQ Deploy/Inventory", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to **Avoid** (Rarely Recommended for Large Enterprises)... they struggle with massive fleets"}, {"id": "mai-20260917-0922-baseline|c124-l6|xai-small|Kace (KACE Systems Management Appliance)", "prompt": "c124-l6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Kace (KACE Systems Management Appliance)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Great for mid-sized IT teams (under 1,000 nodes)... but they struggle with massive fleets"}, {"id": "mai-20260917-0922-baseline|c124-l6|xai-small|WSUS standalone", "prompt": "c124-l6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "WSUS standalone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Microsoft-native for Windows but inadequate alone for enterprises—lacks multi-OS/third-party support"}, {"id": "mai-20260917-0922-baseline|c124-l6|xai-small|WSUS Offline Update", "prompt": "c124-l6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "WSUS Offline Update", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Basic free/open-source options like WSUS standalone or WSUS Offline Update... inadequate alone for enterprises"}, {"id": "mai-20260917-0922-baseline|c124-l6|xai-small|ManageEngine Patch Manager Plus", "prompt": "c124-l6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Cautions**: Enterprise-scale reporting feels \"lighter\" than legacy giants; very large orgs (10k+ endpoints) may outgrow it"}, {"id": "mai-20260917-0922-baseline|c124-l6|xai-small|SolarWinds Patch Manager", "prompt": "c124-l6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Cautions**: Mid-enterprise focus; scalability hiccups in distributed setups"}, {"id": "mai-20260917-0922-baseline|c124-l6|xai-small|Heimdal", "prompt": "c124-l6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Heimdal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Cautions**: Less emphasis on deep enterprise controls like role-based approvals"}, {"id": "mai-20260917-0922-baseline|c124-l6|xai-small|Syxsense", "prompt": "c124-l6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Syxsense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Cautions**: Less emphasis on deep enterprise controls"}, {"id": "mai-20260917-0922-baseline|c124-l6|xai-small|NinjaOne", "prompt": "c124-l6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Fine for <5k endpoints but may lack risk-prioritization maturity"}, {"id": "mai-20260917-0922-baseline|c124-l6|xai-small|Automox", "prompt": "c124-l6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Fine for <5k endpoints but may lack risk-prioritization maturity or on-prem parity"}, {"id": "mai-20260917-0922-baseline|c124-l6|xai-small|Action1", "prompt": "c124-l6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**cautions** for enterprises include limited catalog depth, basic reporting, and scalability caps"}, {"id": "mai-20260917-0922-baseline|c124-l6|xai-small|Patch My PC", "prompt": "c124-l6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Patch My PC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Best as SCCM extenders, not primaries."}, {"id": "mai-20260917-0922-baseline|c124-l6|xai-small|Tanium", "prompt": "c124-l6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Tanium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "**Top for Large Enterprises**: Tanium (real-time scale for 100k+ endpoints)"}, {"id": "mai-20260917-0922-baseline|c124-l6|xai-small|Ivanti Neurons", "prompt": "c124-l6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Ivanti Neurons (risk-based, integrates with ITSM)"}, {"id": "mai-20260917-0922-baseline|c124-l6|xai-small|Adaptiva OneSite", "prompt": "c124-l6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Adaptiva OneSite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Adaptiva OneSite (WAN-optimized for distributed)"}, {"id": "mai-20260917-0922-baseline|c124-l6|xai-small|Microsoft SCCM/Intune", "prompt": "c124-l6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft SCCM/Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Microsoft SCCM/Intune (if Windows-heavy, pair with third-party extender)"}, {"id": "mai-20260917-0922-baseline|c124-l6|zai-small|Atera", "prompt": "c124-l6", "model": "zai-small", "cat": "patch-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Atera has garnered negative feedback regarding reliability in patch management workflows."}, {"id": "mai-20260917-0922-baseline|c124-l6|zai-small|ManageEngine Patch Manager Plus", "prompt": "c124-l6", "model": "zai-small", "cat": "patch-management", "variant": "negative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "large enterprises should be cautious due to specific feature gaps and support limitations"}, {"id": "mai-20260917-0922-baseline|c124-l6|zai-small|Qualys Patch Management", "prompt": "c124-l6", "model": "zai-small", "cat": "patch-management", "variant": "negative", "raw": "Qualys Patch Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "specific implementations of their patch management module have reported friction points that can be problematic for large-scale IT operations"}, {"id": "mai-20260917-0922-baseline|c124-l6|zai-small|WSUS / Windows Auto Update", "prompt": "c124-l6", "model": "zai-small", "cat": "patch-management", "variant": "negative", "raw": "WSUS / Windows Auto Update", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Large enterprises should avoid relying solely on native operating system update mechanisms (like Windows Server Update Services or Windows Update for Business)"}, {"id": "mai-20260917-0922-baseline|c124-m1|alibaba-small|ManageEngine Patch Manager Plus", "prompt": "c124-m1", "model": "alibaba-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary goal is deep patch coverage at a reasonable price, ManageEngine is often the top choice."}, {"id": "mai-20260917-0922-baseline|c124-m1|alibaba-small|Heimdal Security", "prompt": "c124-m1", "model": "alibaba-small", "cat": "patch-management", "variant": "direct", "raw": "Heimdal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One Security Suite: Heimdal Security ... Heimdal is a strong contender."}, {"id": "mai-20260917-0922-baseline|c124-m1|alibaba-small|Syxsense", "prompt": "c124-m1", "model": "alibaba-small", "cat": "patch-management", "variant": "direct", "raw": "Syxsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Remediation & Context: Syxsense"}, {"id": "mai-20260917-0922-baseline|c124-m1|alibaba-small|Action1", "prompt": "c124-m1", "model": "alibaba-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Action1 provides a highly automated experience with minimal setup"}, {"id": "mai-20260917-0922-baseline|c124-m1|alibaba-small|NinjaOne (formerly NinjaRMM)", "prompt": "c124-m1", "model": "alibaba-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne (formerly NinjaRMM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "NinjaOne has matured into a powerful patch management powerhouse."}, {"id": "mai-20260917-0922-baseline|c124-m1|anthropic-small|ManageEngine Patch Manager Plus", "prompt": "c124-m1", "model": "anthropic-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best mid-market value with published pricing"}, {"id": "mai-20260917-0922-baseline|c124-m1|anthropic-small|NinjaOne", "prompt": "c124-m1", "model": "anthropic-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need an integrated RMM platform with strong compliance capabilities"}, {"id": "mai-20260917-0922-baseline|c124-m1|anthropic-small|Automox", "prompt": "c124-m1", "model": "anthropic-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leads on cloud-native simplicity for distributed workforces"}, {"id": "mai-20260917-0922-baseline|c124-m1|challenger-small|ManageEngine Patch Manager Plus", "prompt": "c124-m1", "model": "challenger-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick is usually **ManageEngine Patch Manager Plus**"}, {"id": "mai-20260917-0922-baseline|c124-m1|challenger-small|Heimdal", "prompt": "c124-m1", "model": "challenger-small", "cat": "patch-management", "variant": "direct", "raw": "Heimdal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Heimdal** is the main alternative to evaluate first"}, {"id": "mai-20260917-0922-baseline|c124-m1|challenger-small|Syxsense", "prompt": "c124-m1", "model": "challenger-small", "cat": "patch-management", "variant": "direct", "raw": "Syxsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if you want patching combined with **vulnerability context** and remediation orchestration"}, {"id": "mai-20260917-0922-baseline|c124-m1|challenger-small|Automox", "prompt": "c124-m1", "model": "challenger-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you want a cloud-native, automation-first tool with broad OS support"}, {"id": "mai-20260917-0922-baseline|c124-m1|challenger-small|Action1", "prompt": "c124-m1", "model": "challenger-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more often framed as startup/SMB-first than mid-market-first"}, {"id": "mai-20260917-0922-baseline|c124-m1|deepseek-small|Automox", "prompt": "c124-m1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Automox** offers the best balance of cloud-native simplicity, cross-platform coverage, automation, and transparent per-endpoint pricing"}, {"id": "mai-20260917-0922-baseline|c124-m1|deepseek-small|NinjaOne", "prompt": "c124-m1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NinjaOne** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c124-m1|deepseek-small|ManageEngine Patch Manager Plus", "prompt": "c124-m1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best value & broadest third-party coverage*"}, {"id": "mai-20260917-0922-baseline|c124-m1|deepseek-small|Action1", "prompt": "c124-m1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best to pilot for free* - Genuinely free for up to 200 endpoints"}, {"id": "mai-20260917-0922-baseline|c124-m1|deepseek-small|Heimdal", "prompt": "c124-m1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "Heimdal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if you want patch management bundled into a security suite"}, {"id": "mai-20260917-0922-baseline|c124-m1|deepseek-small|Syxsense", "prompt": "c124-m1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "Syxsense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Heimdal / Syxsense — *Best if you want patch management bundled into a security suite*"}, {"id": "mai-20260917-0922-baseline|c124-m1|google-small|Microsoft MECM/SCCM", "prompt": "c124-m1", "model": "google-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft MECM/SCCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cannot afford the high maintenance of legacy on-premises suites (like Microsoft MECM/SCCM)"}, {"id": "mai-20260917-0922-baseline|c124-m1|google-small|Automox", "prompt": "c124-m1", "model": "google-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall for Modern, Multi-OS Fleets: **Automox**"}, {"id": "mai-20260917-0922-baseline|c124-m1|google-small|Action1", "prompt": "c124-m1", "model": "google-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Lean IT Teams & High Value: **Action1**"}, {"id": "mai-20260917-0922-baseline|c124-m1|google-small|NinjaOne", "prompt": "c124-m1", "model": "google-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a complete Remote Monitoring and Management (RMM) solution, this is the top pick."}, {"id": "mai-20260917-0922-baseline|c124-m1|google-small|PDQ Connect", "prompt": "c124-m1", "model": "google-small", "cat": "patch-management", "variant": "direct", "raw": "PDQ Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Windows/macOS-Focused Teams: **PDQ Connect**"}, {"id": "mai-20260917-0922-baseline|c124-m1|google-small|ManageEngine Patch Manager Plus", "prompt": "c124-m1", "model": "google-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ManageEngine** is the powerhouse option"}, {"id": "mai-20260917-0922-baseline|c124-m1|meta-small|ManageEngine", "prompt": "c124-m1", "model": "meta-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top contenders include ManageEngine, Syxsense, and Heimdal."}, {"id": "mai-20260917-0922-baseline|c124-m1|meta-small|Syxsense", "prompt": "c124-m1", "model": "meta-small", "cat": "patch-management", "variant": "direct", "raw": "Syxsense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Some of the top contenders include ManageEngine, Syxsense, and Heimdal."}, {"id": "mai-20260917-0922-baseline|c124-m1|meta-small|Heimdal", "prompt": "c124-m1", "model": "meta-small", "cat": "patch-management", "variant": "direct", "raw": "Heimdal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Some of the top contenders include ManageEngine, Syxsense, and Heimdal."}, {"id": "mai-20260917-0922-baseline|c124-m1|meta-small|NinjaRMM", "prompt": "c124-m1", "model": "meta-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaRMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NinjaRMM is a remote monitoring and management platform with strong patch management capabilities"}, {"id": "mai-20260917-0922-baseline|c124-m1|minimax-small|Microsoft Endpoint Configuration Manager (MECM)", "prompt": "c124-m1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft Endpoint Configuration Manager (MECM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are heavily Windows‑centric and already own Microsoft Enterprise licenses, Microsoft Endpoint Configuration Manager ... is a natural fit"}, {"id": "mai-20260917-0922-baseline|c124-m1|minimax-small|Ivanti Patch Manager", "prompt": "c124-m1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "Ivanti Patch Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Ivanti Patch Manager and ManageEngine Patch Manager Plus are frequently cited as “leaders” for mid‑market teams"}, {"id": "mai-20260917-0922-baseline|c124-m1|minimax-small|SolarWinds Patch Manager", "prompt": "c124-m1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use SolarWinds monitoring and want a tight integration, SolarWinds Patch Manager offers a familiar UI"}, {"id": "mai-20260917-0922-baseline|c124-m1|minimax-small|ManageEngine Patch Manager Plus", "prompt": "c124-m1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "frequently cited as “leaders” for mid‑market teams"}, {"id": "mai-20260917-0922-baseline|c124-m1|minimax-small|Red Hat Satellite", "prompt": "c124-m1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "Red Hat Satellite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Linux‑heavy shops (often + Microsoft for Windows)"}, {"id": "mai-20260917-0922-baseline|c124-m1|minimax-small|Canonical Landscape", "prompt": "c124-m1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "Canonical Landscape", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Companies running Ubuntu at scale"}, {"id": "mai-20260917-0922-baseline|c124-m1|minimax-small|Microsoft Intune", "prompt": "c124-m1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you prefer a cloud‑only, low‑infrastructure solution and are already on Microsoft 365, Intune bundles patching"}, {"id": "mai-20260917-0922-baseline|c124-m1|minimax-small|AWS Systems Manager Patch Manager", "prompt": "c124-m1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "AWS Systems Manager Patch Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If your workload is primarily in AWS, AWS Systems Manager Patch Manager provides native, low‑overhead patching"}, {"id": "mai-20260917-0922-baseline|c124-m1|minimax-small|Google Cloud Asset Inventory + Patch Management (Beta)", "prompt": "c124-m1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "Google Cloud Asset Inventory + Patch Management (Beta)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Organizations running predominantly Google Cloud"}, {"id": "mai-20260917-0922-baseline|c124-m1|minimax-small|Windows Server Update Services (WSUS)", "prompt": "c124-m1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "Windows Server Update Services (WSUS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Limited third‑party app support; no advanced automation"}, {"id": "mai-20260917-0922-baseline|c124-m1|minimax-small|Windows Update for Business", "prompt": "c124-m1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "Windows Update for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Requires Azure AD or Intune for centralized reporting; less control"}, {"id": "mai-20260917-0922-baseline|c124-m1|minimax-small|OpenSCAP + Ansible", "prompt": "c124-m1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "OpenSCAP + Ansible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Needs custom playbooks; no unified GUI"}, {"id": "mai-20260917-0922-baseline|c124-m1|mistral-small|ManageEngine Patch Manager Plus", "prompt": "c124-m1", "model": "mistral-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ManageEngine Patch Manager Plus** and **Syxsense** are the top choices"}, {"id": "mai-20260917-0922-baseline|c124-m1|mistral-small|Syxsense", "prompt": "c124-m1", "model": "mistral-small", "cat": "patch-management", "variant": "direct", "raw": "Syxsense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ManageEngine Patch Manager Plus** and **Syxsense** are the top choices"}, {"id": "mai-20260917-0922-baseline|c124-m1|mistral-small|NinjaRMM", "prompt": "c124-m1", "model": "mistral-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaRMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A remote monitoring and management (RMM) platform with strong patch management capabilities"}, {"id": "mai-20260917-0922-baseline|c124-m1|mistral-small|Heimdal", "prompt": "c124-m1", "model": "mistral-small", "cat": "patch-management", "variant": "direct", "raw": "Heimdal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Appeals to mid-market companies that want patching integrated within a broader security suite"}, {"id": "mai-20260917-0922-baseline|c124-m1|mistral-small|Action1", "prompt": "c124-m1", "model": "mistral-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you prefer a cloud-native, automated solution, **Action1** is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c124-m1|moonshot-small|ManageEngine Patch Manager Plus", "prompt": "c124-m1", "model": "moonshot-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **ManageEngine Patch Manager Plus** 🏆 Best Overall Value"}, {"id": "mai-20260917-0922-baseline|c124-m1|moonshot-small|Automox", "prompt": "c124-m1", "model": "moonshot-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Automox** ☁️ Best Cloud-Native Option"}, {"id": "mai-20260917-0922-baseline|c124-m1|moonshot-small|Syxsense", "prompt": "c124-m1", "model": "moonshot-small", "cat": "patch-management", "variant": "direct", "raw": "Syxsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Syxsense** 🔒 Best for Security Integration"}, {"id": "mai-20260917-0922-baseline|c124-m1|moonshot-small|Action1", "prompt": "c124-m1", "model": "moonshot-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Action1** 💰 Best Budget Option"}, {"id": "mai-20260917-0922-baseline|c124-m1|moonshot-small|Heimdal", "prompt": "c124-m1", "model": "moonshot-small", "cat": "patch-management", "variant": "direct", "raw": "Heimdal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. **Heimdal** 🛡️ Best Security Suite Integration"}, {"id": "mai-20260917-0922-baseline|c124-m1|openai-small|Microsoft Intune + Microsoft Endpoint Configuration Manager", "prompt": "c124-m1", "model": "openai-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft Intune + Microsoft Endpoint Configuration Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best default choice** for many is often: **Microsoft Intune + Microsoft Endpoint Configuration Manager"}, {"id": "mai-20260917-0922-baseline|c124-m1|openai-small|ManageEngine Endpoint Central", "prompt": "c124-m1", "model": "openai-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ManageEngine Endpoint Central** if you need broad capability at a mid-market price"}, {"id": "mai-20260917-0922-baseline|c124-m1|openai-small|Tanium", "prompt": "c124-m1", "model": "openai-small", "cat": "patch-management", "variant": "direct", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Enterprise-ish endpoint management with patching:** **Tanium**"}, {"id": "mai-20260917-0922-baseline|c124-m1|openai-small|Automox", "prompt": "c124-m1", "model": "openai-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Automox** if cloud-first simplicity and third-party patching matter most"}, {"id": "mai-20260917-0922-baseline|c124-m1|openai-small|Atera", "prompt": "c124-m1", "model": "openai-small", "cat": "patch-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple cloud-managed patching for smaller IT teams:** **Atera** or **Action1**"}, {"id": "mai-20260917-0922-baseline|c124-m1|openai-small|Action1", "prompt": "c124-m1", "model": "openai-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Simple cloud-managed patching for smaller IT teams:** **Atera** or **Action1**"}, {"id": "mai-20260917-0922-baseline|c124-m1|openai-small|Ivanti Neurons", "prompt": "c124-m1", "model": "openai-small", "cat": "patch-management", "variant": "direct", "raw": "Ivanti Neurons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Large distributed environment / complex patch governance:** **Ivanti Neurons**"}, {"id": "mai-20260917-0922-baseline|c124-m1|xai-small|NinjaOne", "prompt": "c124-m1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne (Strongest Overall for Mid-Market IT Teams)"}, {"id": "mai-20260917-0922-baseline|c124-m1|xai-small|ManageEngine Patch Manager Plus", "prompt": "c124-m1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ManageEngine Patch Manager Plus (Best Value & Breadth)"}, {"id": "mai-20260917-0922-baseline|c124-m1|xai-small|Action1", "prompt": "c124-m1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Action1 (Best for Lean, Cloud-Native Teams)"}, {"id": "mai-20260917-0922-baseline|c124-m1|xai-small|Automox", "prompt": "c124-m1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cross-OS automation, policy-based"}, {"id": "mai-20260917-0922-baseline|c124-m1|xai-small|Syxsense", "prompt": "c124-m1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "Syxsense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Patch + vulnerability remediation"}, {"id": "mai-20260917-0922-baseline|c124-m1|xai-small|Heimdal", "prompt": "c124-m1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "Heimdal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Integrated with security suite"}, {"id": "mai-20260917-0922-baseline|c124-m1|xai-small|Microsoft", "prompt": "c124-m1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "leaders like Microsoft/Tanium appear, but they're enterprise-heavy"}, {"id": "mai-20260917-0922-baseline|c124-m1|xai-small|Tanium", "prompt": "c124-m1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "Tanium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "leaders like Microsoft/Tanium appear, but they're enterprise-heavy"}, {"id": "mai-20260917-0922-baseline|c124-m1|zai-small|NinjaOne (formerly NinjaRMM)", "prompt": "c124-m1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne (formerly NinjaRMM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑market B2B organisations, **NinjaOne (formerly NinjaRMM)** offers the best balance of price, feature set, and ease of use."}, {"id": "mai-20260917-0922-baseline|c124-m1|zai-small|Heimdal Security", "prompt": "c124-m1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "Heimdal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Heimdal Security** or **ManageEngine Patch Manager Plus** are strong alternatives."}, {"id": "mai-20260917-0922-baseline|c124-m1|zai-small|ManageEngine Patch Manager Plus", "prompt": "c124-m1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong alternatives... go‑to for deep compliance reporting and massive third‑party catalogs, but you should be prepared for a more complex deployment"}, {"id": "mai-20260917-0922-baseline|c124-m1|zai-small|Syxsense", "prompt": "c124-m1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "Syxsense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Patch + posture + remediation in one console"}, {"id": "mai-20260917-0922-baseline|c124-m1|zai-small|Action1", "prompt": "c124-m1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Small‑to‑mid fleet (≤200 endpoints) with tight budget** | **Action1**"}, {"id": "mai-20260917-0922-baseline|c124-m1|zai-small|Robin by Atera", "prompt": "c124-m1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "Robin by Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Script library + remote access + patching"}, {"id": "mai-20260917-0922-baseline|c124-m1|zai-small|Motadata ServiceOps", "prompt": "c124-m1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "Motadata ServiceOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Regulated industry needing CMDB + ticketing integration** | **Motadata ServiceOps**"}, {"id": "mai-20260917-0922-baseline|c124-m1|zai-small|Microsoft Autopatch / Intune", "prompt": "c124-m1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft Autopatch / Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Already on Microsoft 365 and want free Windows patching** | **Microsoft Autopatch / Intune**"}, {"id": "mai-20260917-0922-baseline|c124-m2|alibaba-small|NinjaOne (formerly NinjaRMM)", "prompt": "c124-m2", "model": "alibaba-small", "cat": "patch-management", "variant": "paraphrase", "raw": "NinjaOne (formerly NinjaRMM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "2.  **Patching:** **NinjaOne**."}, {"id": "mai-20260917-0922-baseline|c124-m2|alibaba-small|Datto RMM", "prompt": "c124-m2", "model": "alibaba-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**The Solution:** **NinjaOne (formerly NinjaRMM)** or **Datto RMM**."}, {"id": "mai-20260917-0922-baseline|c124-m2|alibaba-small|ManageEngine Patch Manager Plus", "prompt": "c124-m2", "model": "alibaba-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is widely considered the gold standard for pure patching (both OS and 3rd party)."}, {"id": "mai-20260917-0922-baseline|c124-m2|alibaba-small|Windows Server Update Services (WSUS)", "prompt": "c124-m2", "model": "alibaba-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Windows Server Update Services (WSUS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Option C: The \"Microsoft Native\" Approach (Low Cost, Higher Effort)"}, {"id": "mai-20260917-0922-baseline|c124-m2|alibaba-small|PDQ Deploy", "prompt": "c124-m2", "model": "alibaba-small", "cat": "patch-management", "variant": "paraphrase", "raw": "PDQ Deploy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a paid tool used specifically to create scripts that silently install third-party updates"}, {"id": "mai-20260917-0922-baseline|c124-m2|alibaba-small|Windows Update", "prompt": "c124-m2", "model": "alibaba-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Windows Update", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "You cannot rely solely on Windows Update, as it does not patch third-party applications"}, {"id": "mai-20260917-0922-baseline|c124-m2|alibaba-small|Apple Configurator", "prompt": "c124-m2", "model": "alibaba-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Apple Configurator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "treat them separately using Apple Configurator or an MDM"}, {"id": "mai-20260917-0922-baseline|c124-m2|alibaba-small|Intune", "prompt": "c124-m2", "model": "alibaba-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "integrates seamlessly with modern cloud-based management tools (Intune/Azure AD)"}, {"id": "mai-20260917-0922-baseline|c124-m2|anthropic-small|Microsoft WSUS/Windows Update for Business", "prompt": "c124-m2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft WSUS/Windows Update for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "if you're already invested in Microsoft ecosystems, **WSUS or Windows Update for Business** might be sufficient"}, {"id": "mai-20260917-0922-baseline|c124-m2|anthropic-small|Patch Manager Plus, ManageEngine", "prompt": "c124-m2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Patch Manager Plus, ManageEngine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Windows with Patch Manager Plus or Automox**, as they offer good balance of functionality, ease of use, and cost"}, {"id": "mai-20260917-0922-baseline|c124-m2|anthropic-small|GFI LanGuard", "prompt": "c124-m2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "GFI LanGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong vulnerability assessment combined with patching"}, {"id": "mai-20260917-0922-baseline|c124-m2|anthropic-small|PDQ Deploy", "prompt": "c124-m2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "PDQ Deploy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for Windows-focused shops, user-friendly"}, {"id": "mai-20260917-0922-baseline|c124-m2|anthropic-small|Ivanti Patch Manager", "prompt": "c124-m2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Ivanti Patch Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise-grade option"}, {"id": "mai-20260917-0922-baseline|c124-m2|anthropic-small|Automox", "prompt": "c124-m2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Windows with Patch Manager Plus or Automox**, as they offer good balance of functionality, ease of use, and cost"}, {"id": "mai-20260917-0922-baseline|c124-m2|challenger-small|Windows 11 Pro", "prompt": "c124-m2", "model": "challenger-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Windows 11 Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Windows 11 Pro** for employee desktops"}, {"id": "mai-20260917-0922-baseline|c124-m2|challenger-small|Windows Server", "prompt": "c124-m2", "model": "challenger-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Windows Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Windows Server** for servers"}, {"id": "mai-20260917-0922-baseline|c124-m2|challenger-small|Microsoft Autopatch", "prompt": "c124-m2", "model": "challenger-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft Autopatch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "with **Microsoft Autopatch** as the third-party patching choice if you want the most seamless fit with a Microsoft-centered environment"}, {"id": "mai-20260917-0922-baseline|c124-m2|challenger-small|Ubuntu Server", "prompt": "c124-m2", "model": "challenger-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Ubuntu Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ubuntu Server** is the most practical alternative for servers"}, {"id": "mai-20260917-0922-baseline|c124-m2|challenger-small|Rocky Linux", "prompt": "c124-m2", "model": "challenger-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Rocky Linux", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Rocky Linux** or **AlmaLinux** are better when you need RHEL compatibility"}, {"id": "mai-20260917-0922-baseline|c124-m2|challenger-small|AlmaLinux", "prompt": "c124-m2", "model": "challenger-small", "cat": "patch-management", "variant": "paraphrase", "raw": "AlmaLinux", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Rocky Linux** or **AlmaLinux** are better when you need RHEL compatibility"}, {"id": "mai-20260917-0922-baseline|c124-m2|deepseek-small|Automox", "prompt": "c124-m2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My primary recommendation: **Automox**"}, {"id": "mai-20260917-0922-baseline|c124-m2|deepseek-small|ManageEngine Patch Manager Plus", "prompt": "c124-m2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget/cost is the deciding factor, this is the value leader."}, {"id": "mai-20260917-0922-baseline|c124-m2|deepseek-small|Action1", "prompt": "c124-m2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if you're Windows-primary, want the fastest setup"}, {"id": "mai-20260917-0922-baseline|c124-m2|deepseek-small|NinjaOne", "prompt": "c124-m2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Both are strong for mid-market"}, {"id": "mai-20260917-0922-baseline|c124-m2|deepseek-small|Heimdal", "prompt": "c124-m2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Heimdal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Both are strong for mid-market"}, {"id": "mai-20260917-0922-baseline|c124-m2|deepseek-small|Patch My PC", "prompt": "c124-m2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Patch My PC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it's not a standalone solution for companies without that tooling"}, {"id": "mai-20260917-0922-baseline|c124-m2|google-small|NinjaOne", "prompt": "c124-m2", "model": "google-small", "cat": "patch-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne is the industry gold standard"}, {"id": "mai-20260917-0922-baseline|c124-m2|google-small|Action1", "prompt": "c124-m2", "model": "google-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Action1 is highly recommended"}, {"id": "mai-20260917-0922-baseline|c124-m2|google-small|Automox", "prompt": "c124-m2", "model": "google-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Automox is a premier cross-platform choice"}, {"id": "mai-20260917-0922-baseline|c124-m2|google-small|Microsoft Intune", "prompt": "c124-m2", "model": "google-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "while Intune is great at patching Windows, it is historically poor at patching third-party apps out of the box"}, {"id": "mai-20260917-0922-baseline|c124-m2|google-small|Patch My PC", "prompt": "c124-m2", "model": "google-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Patch My PC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pairing it with **Patch My PC** solves this gap perfectly."}, {"id": "mai-20260917-0922-baseline|c124-m2|meta-small|ManageEngine", "prompt": "c124-m2", "model": "meta-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best OS and third-party patching solution for a mid-sized B2B company would be ManageEngine, Syxsense, or Heimdal."}, {"id": "mai-20260917-0922-baseline|c124-m2|meta-small|Syxsense", "prompt": "c124-m2", "model": "meta-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Syxsense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be ManageEngine, Syxsense, or Heimdal"}, {"id": "mai-20260917-0922-baseline|c124-m2|meta-small|Heimdal", "prompt": "c124-m2", "model": "meta-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Heimdal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be ManageEngine, Syxsense, or Heimdal"}, {"id": "mai-20260917-0922-baseline|c124-m2|minimax-small|Automox", "prompt": "c124-m2", "model": "minimax-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Automox**"}, {"id": "mai-20260917-0922-baseline|c124-m2|minimax-small|PDQ Connect", "prompt": "c124-m2", "model": "minimax-small", "cat": "patch-management", "variant": "paraphrase", "raw": "PDQ Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: **PDQ Connect**"}, {"id": "mai-20260917-0922-baseline|c124-m2|minimax-small|Heimdal", "prompt": "c124-m2", "model": "minimax-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Heimdal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Heimdal** – Good if you want patching integrated into a broader security suite"}, {"id": "mai-20260917-0922-baseline|c124-m2|minimax-small|ManageEngine", "prompt": "c124-m2", "model": "minimax-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ManageEngine** – If you need patching + asset management + service desk in one platform"}, {"id": "mai-20260917-0922-baseline|c124-m2|mistral-small|ManageEngine Patch Manager Plus", "prompt": "c124-m2", "model": "mistral-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Known for exceptional catalog breadth and value, making it a strong fit for mid-sized teams."}, {"id": "mai-20260917-0922-baseline|c124-m2|mistral-small|Syxsense", "prompt": "c124-m2", "model": "mistral-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Syxsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Adds vulnerability context and remediation orchestration, ideal for teams wanting more than just patching."}, {"id": "mai-20260917-0922-baseline|c124-m2|mistral-small|Heimdal Security", "prompt": "c124-m2", "model": "mistral-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Heimdal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Appeals to those who want patching integrated within a broader security suite"}, {"id": "mai-20260917-0922-baseline|c124-m2|moonshot-small|Automox", "prompt": "c124-m2", "model": "moonshot-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### Top Recommendation: **Automox**"}, {"id": "mai-20260917-0922-baseline|c124-m2|moonshot-small|Action1", "prompt": "c124-m2", "model": "moonshot-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Action1** if you want to pilot patching at low cost (free tier) and value ease of use"}, {"id": "mai-20260917-0922-baseline|c124-m2|moonshot-small|Microsoft Intune/SCCM", "prompt": "c124-m2", "model": "moonshot-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft Intune/SCCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "neither Intune nor SCCM solves third-party application patching natively"}, {"id": "mai-20260917-0922-baseline|c124-m2|moonshot-small|Patch My PC", "prompt": "c124-m2", "model": "moonshot-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Patch My PC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You'd still need an add-on like **Patch My PC** (~$3/endpoint) to handle non-Microsoft software."}, {"id": "mai-20260917-0922-baseline|c124-m2|openai-small|ManageEngine Patch Manager Plus", "prompt": "c124-m2", "model": "openai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Third-party patching solution:** **ManageEngine Patch Manager Plus** if you want a dedicated patching product with broad Windows/macOS/Linux support"}, {"id": "mai-20260917-0922-baseline|c124-m2|openai-small|Microsoft ecosystem", "prompt": "c124-m2", "model": "openai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft ecosystem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "another strong option is to stay within the Microsoft ecosystem for OS management and use a patch tool primarily for third-party apps"}, {"id": "mai-20260917-0922-baseline|c124-m2|xai-small|WSUS (Windows Server Update Services)", "prompt": "c124-m2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "WSUS (Windows Server Update Services)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Built-in tools like WSUS (Windows Server Update Services) or Intune handle OS patching reliably"}, {"id": "mai-20260917-0922-baseline|c124-m2|xai-small|Intune", "prompt": "c124-m2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Built-in tools like WSUS (Windows Server Update Services) or Intune handle OS patching reliably"}, {"id": "mai-20260917-0922-baseline|c124-m2|xai-small|Automox", "prompt": "c124-m2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Final rec**: Windows ecosystem + Automox."}, {"id": "mai-20260917-0922-baseline|c124-m2|xai-small|NinjaOne", "prompt": "c124-m2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**NinjaOne**: Beginner-friendly, high ratings (4.8/5), full lifecycle (scan/test/deploy/rollback), multi-OS, alerts."}, {"id": "mai-20260917-0922-baseline|c124-m2|xai-small|ManageEngine Patch Manager Plus", "prompt": "c124-m2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| ManageEngine Patch Manager Plus | Budget/Wide apps (850+) | Free tier | Excellent |"}, {"id": "mai-20260917-0922-baseline|c124-m2|xai-small|Patch My PC", "prompt": "c124-m2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Patch My PC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Patch My PC | Windows-focused, high ease (4.8-4.9/5) | Per-device | Very good |"}, {"id": "mai-20260917-0922-baseline|c124-m2|xai-small|Heimdal", "prompt": "c124-m2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Heimdal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| Heimdal | Security suite integration | Quote | Good, multi-OS |"}, {"id": "mai-20260917-0922-baseline|c124-m2|zai-small|NinjaOne Patch Management (formerly NinjaRMM)", "prompt": "c124-m2", "model": "zai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "NinjaOne Patch Management (formerly NinjaRMM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is one of the top‑ranked tools on G2 ... widely regarded as an excellent fit for lean IT departments and mid‑market organizations"}, {"id": "mai-20260917-0922-baseline|c124-m2|zai-small|ManageEngine Endpoint Central", "prompt": "c124-m2", "model": "zai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong OS and third‑party coverage (1,000+ third‑party apps), available on‑prem or in the cloud"}, {"id": "mai-20260917-0922-baseline|c124-m2|zai-small|Heimdal Patch & Asset Management", "prompt": "c124-m2", "model": "zai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Heimdal Patch & Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Security‑focused, with silent patching and compliance tracking"}, {"id": "mai-20260917-0922-baseline|c124-m2|zai-small|Syxsense Manage", "prompt": "c124-m2", "model": "zai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Syxsense Manage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for hybrid environments with an integrated vulnerability scanning and remediation workflow."}, {"id": "mai-20260917-0922-baseline|c124-m3|alibaba-small|Action1", "prompt": "c124-m3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Known for having a surprisingly generous \"forever free\" version for up to 200 endpoints. It is cloud-native"}, {"id": "mai-20260917-0922-baseline|c124-m3|alibaba-small|NinjaOne (Patch Management)", "prompt": "c124-m3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne (Patch Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "its patch module is widely considered the gold standard for usability"}, {"id": "mai-20260917-0922-baseline|c124-m3|alibaba-small|SolarWinds Patch Manager", "prompt": "c124-m3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Large enterprises deeply entrenched in the Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c124-m3|alibaba-small|PDQ Connect", "prompt": "c124-m3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Enterprise IT professionals who prefer precise, local execution."}, {"id": "mai-20260917-0922-baseline|c124-m3|alibaba-small|ManageEngine Endpoint Central", "prompt": "c124-m3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Mid-sized organizations needing a balance of patching and asset management."}, {"id": "mai-20260917-0922-baseline|c124-m3|alibaba-small|Atera", "prompt": "c124-m3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Atera uses a flat-rate monthly fee per technician for unlimited devices"}, {"id": "mai-20260917-0922-baseline|c124-m3|alibaba-small|WSUS", "prompt": "c124-m3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "WSUS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "built-in tools like WSUS ... only patch the operating system itself, leaving your third-party apps vulnerable"}, {"id": "mai-20260917-0922-baseline|c124-m3|anthropic-small|ManageEngine Patch Manager Plus", "prompt": "c124-m3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "ManageEngine Patch Manager Plus and Automox are strong options for teams supporting Windows, macOS, Linux, and remote users."}, {"id": "mai-20260917-0922-baseline|c124-m3|anthropic-small|Automox", "prompt": "c124-m3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ManageEngine Patch Manager Plus and Automox are strong options for teams supporting Windows, macOS, Linux, and remote users."}, {"id": "mai-20260917-0922-baseline|c124-m3|anthropic-small|Acronis Cyber Protect", "prompt": "c124-m3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Acronis Cyber Protect bundles backup, malware protection, and patching under one agent."}, {"id": "mai-20260917-0922-baseline|c124-m3|anthropic-small|PDQ Connect", "prompt": "c124-m3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "PDQ Connect is a strong choice for Windows and macOS teams that want predictable patching without RMM complexity."}, {"id": "mai-20260917-0922-baseline|c124-m3|anthropic-small|Ivanti Neurons", "prompt": "c124-m3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ivanti Neurons and Tanium stand out when patch decisions need to be tied to vulnerability."}, {"id": "mai-20260917-0922-baseline|c124-m3|anthropic-small|Tanium", "prompt": "c124-m3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ivanti Neurons and Tanium stand out when patch decisions need to be tied to vulnerability."}, {"id": "mai-20260917-0922-baseline|c124-m3|anthropic-small|Microsoft Intune", "prompt": "c124-m3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Microsoft Intune is a cloud-based endpoint management solution that enables organizations to manage and secure devices"}, {"id": "mai-20260917-0922-baseline|c124-m3|anthropic-small|Action1", "prompt": "c124-m3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Standalone tools (Action1, Ivanti) go deep on patching"}, {"id": "mai-20260917-0922-baseline|c124-m3|anthropic-small|Syncro", "prompt": "c124-m3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "all-in-one platforms (Syncro, Atera, NinjaOne) trade some depth for unified operations"}, {"id": "mai-20260917-0922-baseline|c124-m3|anthropic-small|Atera", "prompt": "c124-m3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "all-in-one platforms (Syncro, Atera, NinjaOne) trade some depth for unified operations"}, {"id": "mai-20260917-0922-baseline|c124-m3|anthropic-small|NinjaOne", "prompt": "c124-m3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "all-in-one platforms (Syncro, Atera, NinjaOne) trade some depth for unified operations"}, {"id": "mai-20260917-0922-baseline|c124-m3|challenger-small|NinjaOne", "prompt": "c124-m3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong multi-OS support, cloud-first delivery, and deep automation/reporting; often highlighted for ease of use and RMM integration."}, {"id": "mai-20260917-0922-baseline|c124-m3|challenger-small|Action1", "prompt": "c124-m3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Known for a free tier and simple cloud-based patching; often positioned as a strong standalone option."}, {"id": "mai-20260917-0922-baseline|c124-m3|challenger-small|ManageEngine Patch Manager Plus", "prompt": "c124-m3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Broad Windows/macOS/Linux coverage and good third-party patching"}, {"id": "mai-20260917-0922-baseline|c124-m3|challenger-small|Automox", "prompt": "c124-m3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Agent-based, no on-prem server required, with strong multi-OS patching and policy-driven automation."}, {"id": "mai-20260917-0922-baseline|c124-m3|challenger-small|Patch My PC", "prompt": "c124-m3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Patch My PC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focuses heavily on third-party software updates for Microsoft ecosystems rather than being a full endpoint suite."}, {"id": "mai-20260917-0922-baseline|c124-m3|challenger-small|SolarWinds Patch Manager", "prompt": "c124-m3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Strong for Windows patching and integration with Microsoft management tools, but less cross-platform than newer cloud tools."}, {"id": "mai-20260917-0922-baseline|c124-m3|challenger-small|Atera", "prompt": "c124-m3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "These trade some standalone patch depth for unified remote monitoring, automation, and service desk features."}, {"id": "mai-20260917-0922-baseline|c124-m3|challenger-small|Syncro", "prompt": "c124-m3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "These trade some standalone patch depth for unified remote monitoring, automation, and service desk features."}, {"id": "mai-20260917-0922-baseline|c124-m3|challenger-small|Datto RMM", "prompt": "c124-m3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "These trade some standalone patch depth for unified remote monitoring, automation, and service desk features."}, {"id": "mai-20260917-0922-baseline|c124-m3|challenger-small|Ivanti Neurons", "prompt": "c124-m3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Generally positioned as a deeper enterprise platform with broader endpoint management and automation."}, {"id": "mai-20260917-0922-baseline|c124-m3|challenger-small|Tanium", "prompt": "c124-m3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Emphasized for scale and speed in large, distributed environments."}, {"id": "mai-20260917-0922-baseline|c124-m3|challenger-small|Microsoft Intune/Autopatch", "prompt": "c124-m3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft Intune/Autopatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best when patching is already bundled into Microsoft licensing and endpoint management."}, {"id": "mai-20260917-0922-baseline|c124-m3|deepseek-small|NinjaOne", "prompt": "c124-m3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. NinjaOne** — The RMM favorite ... Best for MSPs and lean IT teams"}, {"id": "mai-20260917-0922-baseline|c124-m3|deepseek-small|Automox", "prompt": "c124-m3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Automox** — Cloud-native simplicity Best for cloud-first teams"}, {"id": "mai-20260917-0922-baseline|c124-m3|deepseek-small|ManageEngine Endpoint Central", "prompt": "c124-m3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market organizations wanting everything in one tool"}, {"id": "mai-20260917-0922-baseline|c124-m3|deepseek-small|Tanium", "prompt": "c124-m3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for very large enterprises (100k+ endpoints)... More complex and expensive"}, {"id": "mai-20260917-0922-baseline|c124-m3|deepseek-small|Action1", "prompt": "c124-m3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for small, budget-conscious teams, with a genuinely free tier up to 200 endpoints"}, {"id": "mai-20260917-0922-baseline|c124-m3|deepseek-small|Microsoft Intune / Configuration Manager (MECM)", "prompt": "c124-m3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft Intune / Configuration Manager (MECM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for orgs already in Microsoft licensing... macOS/Linux coverage is limited"}, {"id": "mai-20260917-0922-baseline|c124-m3|deepseek-small|PDQ Deploy & Inventory / PDQ Connect", "prompt": "c124-m3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ Deploy & Inventory / PDQ Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Windows-centric shops... Very good for SMBs"}, {"id": "mai-20260917-0922-baseline|c124-m3|deepseek-small|Qualys", "prompt": "c124-m3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Qualys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best when you want patching tied to vulnerability data"}, {"id": "mai-20260917-0922-baseline|c124-m3|deepseek-small|Datto RMM", "prompt": "c124-m3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others worth noting: **Datto RMM**"}, {"id": "mai-20260917-0922-baseline|c124-m3|deepseek-small|Kaseya VSA", "prompt": "c124-m3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Kaseya VSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Kaseya VSA**, and **N-able N-central** (MSP-focused)"}, {"id": "mai-20260917-0922-baseline|c124-m3|deepseek-small|N-able N-central", "prompt": "c124-m3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "N-able N-central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**N-able N-central** (MSP-focused)"}, {"id": "mai-20260917-0922-baseline|c124-m3|deepseek-small|Ivanti", "prompt": "c124-m3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Ivanti** (strong third-party app patching)"}, {"id": "mai-20260917-0922-baseline|c124-m3|deepseek-small|HCL BigFix", "prompt": "c124-m3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "HCL BigFix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**HCL BigFix** (global, 100k+ endpoints)"}, {"id": "mai-20260917-0922-baseline|c124-m3|deepseek-small|Atera", "prompt": "c124-m3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Atera** (per-technician pricing, good for small MSPs)"}, {"id": "mai-20260917-0922-baseline|c124-m3|deepseek-small|Patch My PC", "prompt": "c124-m3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Patch My PC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Patch My PC** (great for Microsoft Configuration Manager shops)"}, {"id": "mai-20260917-0922-baseline|c124-m3|google-small|NinjaOne", "prompt": "c124-m3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne (Best for Unified RMM & Patching)... has become a dominant player for internal IT teams and MSPs alike."}, {"id": "mai-20260917-0922-baseline|c124-m3|google-small|Automox", "prompt": "c124-m3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Automox** if you have a highly distributed, hybrid workforce"}, {"id": "mai-20260917-0922-baseline|c124-m3|google-small|Action1", "prompt": "c124-m3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Action1** if you are a lean, growing IT team or have less than 200 endpoints"}, {"id": "mai-20260917-0922-baseline|c124-m3|google-small|PDQ Connect", "prompt": "c124-m3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **PDQ Connect** if you want a simple, rapid utility to patch Windows and macOS machines"}, {"id": "mai-20260917-0922-baseline|c124-m3|google-small|ManageEngine Endpoint Central", "prompt": "c124-m3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **ManageEngine** if you need a cost-effective, heavy-duty on-prem or cloud tool"}, {"id": "mai-20260917-0922-baseline|c124-m3|google-small|Ivanti Neurons for Patch Management", "prompt": "c124-m3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti Neurons for Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Ivanti** if you are a large enterprise that prioritizes risk-based vulnerability management"}, {"id": "mai-20260917-0922-baseline|c124-m3|meta-small|NinjaOne", "prompt": "c124-m3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "NinjaOne is best for real-time endpoint visibility and management"}, {"id": "mai-20260917-0922-baseline|c124-m3|meta-small|Action1", "prompt": "c124-m3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Action1 is best for SMB and MSP teams"}, {"id": "mai-20260917-0922-baseline|c124-m3|meta-small|ManageEngine Endpoint Central", "prompt": "c124-m3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ManageEngine Endpoint Central is best for integrated desktop and mobile management"}, {"id": "mai-20260917-0922-baseline|c124-m3|meta-small|TeamViewer", "prompt": "c124-m3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "TeamViewer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including NinjaOne, Action1, ManageEngine Endpoint Central, TeamViewer, Datto RMM, PDQ Connect, and Patch My PC"}, {"id": "mai-20260917-0922-baseline|c124-m3|meta-small|Datto RMM", "prompt": "c124-m3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including NinjaOne, Action1, ManageEngine Endpoint Central, TeamViewer, Datto RMM, PDQ Connect, and Patch My PC"}, {"id": "mai-20260917-0922-baseline|c124-m3|meta-small|PDQ Connect", "prompt": "c124-m3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including NinjaOne, Action1, ManageEngine Endpoint Central, TeamViewer, Datto RMM, PDQ Connect, and Patch My PC"}, {"id": "mai-20260917-0922-baseline|c124-m3|meta-small|Patch My PC", "prompt": "c124-m3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "Patch My PC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "including NinjaOne, Action1, ManageEngine Endpoint Central, TeamViewer, Datto RMM, PDQ Connect, and Patch My PC"}, {"id": "mai-20260917-0922-baseline|c124-m3|minimax-small|NinjaOne", "prompt": "c124-m3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne**: Best for real-time endpoint visibility and management. Offers AI-driven prioritization, cross-platform support"}, {"id": "mai-20260917-0922-baseline|c124-m3|minimax-small|Action1", "prompt": "c124-m3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloud-native automated patching with a free tier for up to 200 endpoints. Good for lean IT teams."}, {"id": "mai-20260917-0922-baseline|c124-m3|minimax-small|Automox", "prompt": "c124-m3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cross-platform patching (Windows, macOS, Linux) at ~$1 per endpoint/month. Strong for remote workforces."}, {"id": "mai-20260917-0922-baseline|c124-m3|minimax-small|ManageEngine Endpoint Central", "prompt": "c124-m3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for integrated desktop and mobile patching."}, {"id": "mai-20260917-0922-baseline|c124-m3|minimax-small|Microsoft Intune", "prompt": "c124-m3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Microsoft enterprises with existing Microsoft 365 environments."}, {"id": "mai-20260917-0922-baseline|c124-m3|minimax-small|Patch My PC", "prompt": "c124-m3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "Patch My PC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Focuses specifically on third-party application patching, popular as SCCM extender."}, {"id": "mai-20260917-0922-baseline|c124-m3|minimax-small|PDQ", "prompt": "c124-m3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focused Windows & macOS endpoint management with prebuilt packages."}, {"id": "mai-20260917-0922-baseline|c124-m3|minimax-small|Tanium", "prompt": "c124-m3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for very large enterprises (100k+ endpoints)"}, {"id": "mai-20260917-0922-baseline|c124-m3|minimax-small|HCL BigFix", "prompt": "c124-m3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "HCL BigFix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Enterprise-grade with extensive scalability"}, {"id": "mai-20260917-0922-baseline|c124-m3|mistral-small|NinjaOne", "prompt": "c124-m3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly rated for its ease of use, automation, and strong remote monitoring and management (RMM) capabilities"}, {"id": "mai-20260917-0922-baseline|c124-m3|mistral-small|ManageEngine Patch Manager Plus", "prompt": "c124-m3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for enterprises needing multi-OS support (Windows, macOS, Linux) and automated patch deployment"}, {"id": "mai-20260917-0922-baseline|c124-m3|mistral-small|Microsoft SCCM (System Center Configuration Manager)", "prompt": "c124-m3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft SCCM (System Center Configuration Manager)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "extensive control over patch deployment, compliance, and software updates, but can be complex to manage"}, {"id": "mai-20260917-0922-baseline|c124-m3|mistral-small|GFI LanGuard", "prompt": "c124-m3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "GFI LanGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "suitable for SMBs and enterprises looking for a combined security and patching solution"}, {"id": "mai-20260917-0922-baseline|c124-m3|mistral-small|Automox", "prompt": "c124-m3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "known for its user-friendly interface and strong automation features"}, {"id": "mai-20260917-0922-baseline|c124-m3|mistral-small|PDQ Deploy & Connect", "prompt": "c124-m3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ Deploy & Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Popular for its simplicity and effectiveness in deploying patches and software to Windows systems"}, {"id": "mai-20260917-0922-baseline|c124-m3|mistral-small|SolarWinds Patch Manager", "prompt": "c124-m3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best for organizations already using SolarWinds\\u2019 monitoring tools"}, {"id": "mai-20260917-0922-baseline|c124-m3|mistral-small|Kaseya", "prompt": "c124-m3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "Kaseya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "RMM-focused tools that include patch management as part of their broader IT management suites"}, {"id": "mai-20260917-0922-baseline|c124-m3|mistral-small|Pulseway", "prompt": "c124-m3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "Pulseway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "RMM-focused tools that include patch management as part of their broader IT management suites"}, {"id": "mai-20260917-0922-baseline|c124-m3|mistral-small|Syxsense", "prompt": "c124-m3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "Syxsense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "RMM-focused tools that include patch management as part of their broader IT management suites"}, {"id": "mai-20260917-0922-baseline|c124-m3|mistral-small|Datto RMM", "prompt": "c124-m3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "often chosen by MSPs for their all-in-one approach"}, {"id": "mai-20260917-0922-baseline|c124-m3|mistral-small|SecPod Saner", "prompt": "c124-m3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "SecPod Saner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Security-focused:** SecPod Saner, Heimdal"}, {"id": "mai-20260917-0922-baseline|c124-m3|mistral-small|Heimdal", "prompt": "c124-m3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "Heimdal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Security-focused:** SecPod Saner, Heimdal"}, {"id": "mai-20260917-0922-baseline|c124-m3|moonshot-small|Action1", "prompt": "c124-m3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small business/startup?** → Action1 (free tier) or NinjaOne"}, {"id": "mai-20260917-0922-baseline|c124-m3|moonshot-small|NinjaOne", "prompt": "c124-m3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Leaders | NinjaOne (AI prioritization) ... **Large enterprise (10K+ endpoints)?** → Tanium or NinjaOne"}, {"id": "mai-20260917-0922-baseline|c124-m3|moonshot-small|ManageEngine Endpoint Central / Patch Manager Plus", "prompt": "c124-m3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central / Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Enterprises needing unified endpoint management; teams wanting extensive third-party app catalogs"}, {"id": "mai-20260917-0922-baseline|c124-m3|moonshot-small|Automox", "prompt": "c124-m3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Cloud-native automation across diverse environments"}, {"id": "mai-20260917-0922-baseline|c124-m3|moonshot-small|Microsoft Intune", "prompt": "c124-m3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Weakness:** Limited third-party application patching compared to dedicated tools"}, {"id": "mai-20260917-0922-baseline|c124-m3|moonshot-small|Tanium", "prompt": "c124-m3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** **Very large enterprises** with massive endpoint fleets"}, {"id": "mai-20260917-0922-baseline|c124-m3|moonshot-small|Patch My PC", "prompt": "c124-m3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "Patch My PC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Specialized third-party app catalog** (not OS patching)"}, {"id": "mai-20260917-0922-baseline|c124-m3|moonshot-small|Ivanti / Heat / Shavlik (Legacy Leaders)", "prompt": "c124-m3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti / Heat / Shavlik (Legacy Leaders)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Traditional enterprises with complex on-premise requirements"}, {"id": "mai-20260917-0922-baseline|c124-m3|moonshot-small|Datto", "prompt": "c124-m3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "Datto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**MSP managing multiple clients?** → NinjaOne, Action1, or Datto"}, {"id": "mai-20260917-0922-baseline|c124-m3|moonshot-small|Atera", "prompt": "c124-m3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Need both patching AND RMM?** → NinjaOne, Atera, or Syncro"}, {"id": "mai-20260917-0922-baseline|c124-m3|moonshot-small|Syncro", "prompt": "c124-m3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Need both patching AND RMM?** → NinjaOne, Atera, or Syncro"}, {"id": "mai-20260917-0922-baseline|c124-m3|openai-small|Microsoft Intune / Windows Autopatch", "prompt": "c124-m3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft Intune / Windows Autopatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: organizations already standardized on Microsoft 365 / Intune."}, {"id": "mai-20260917-0922-baseline|c124-m3|openai-small|Automox", "prompt": "c124-m3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Automox = best cloud-native cross-platform patching"}, {"id": "mai-20260917-0922-baseline|c124-m3|openai-small|ManageEngine Patch Manager Plus", "prompt": "c124-m3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "strongest \"traditional patch manager\" option with wide app coverage"}, {"id": "mai-20260917-0922-baseline|c124-m3|openai-small|NinjaOne", "prompt": "c124-m3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "NinjaOne = best if patching is part of broader IT ops/RMM"}, {"id": "mai-20260917-0922-baseline|c124-m3|openai-small|Ivanti", "prompt": "c124-m3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: enterprises wanting integrated endpoint/security management, especially with Intune augmentation."}, {"id": "mai-20260917-0922-baseline|c124-m3|openai-small|Tanium", "prompt": "c124-m3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tanium = best for large-scale enterprise governance and speed"}, {"id": "mai-20260917-0922-baseline|c124-m3|openai-small|Patch My PC", "prompt": "c124-m3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "Patch My PC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "usually as a complement to Intune/ConfigMgr, not a full standalone endpoint platform"}, {"id": "mai-20260917-0922-baseline|c124-m3|xai-small|NinjaOne", "prompt": "c124-m3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked #1 for MSPs and IT teams."}, {"id": "mai-20260917-0922-baseline|c124-m3|xai-small|Action1", "prompt": "c124-m3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top for small teams and free tiers."}, {"id": "mai-20260917-0922-baseline|c124-m3|xai-small|ManageEngine Endpoint Central (or Patch Manager Plus)", "prompt": "c124-m3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central (or Patch Manager Plus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for broad coverage and value."}, {"id": "mai-20260917-0922-baseline|c124-m3|xai-small|Automox", "prompt": "c124-m3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong in cloud-native automation."}, {"id": "mai-20260917-0922-baseline|c124-m3|xai-small|Patch My PC", "prompt": "c124-m3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "Patch My PC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for third-party apps, especially with Microsoft ecosystems."}, {"id": "mai-20260917-0922-baseline|c124-m3|xai-small|Datto RMM", "prompt": "c124-m3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notables: Datto RMM, Ivanti, Heimdal, Microsoft Intune/SCCM, Tanium (enterprise-scale), and Atera."}, {"id": "mai-20260917-0922-baseline|c124-m3|xai-small|Ivanti", "prompt": "c124-m3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notables: Datto RMM, Ivanti, Heimdal..."}, {"id": "mai-20260917-0922-baseline|c124-m3|xai-small|Heimdal", "prompt": "c124-m3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "Heimdal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notables: Datto RMM, Ivanti, Heimdal, Microsoft Intune/SCCM"}, {"id": "mai-20260917-0922-baseline|c124-m3|xai-small|Microsoft Intune/SCCM", "prompt": "c124-m3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft Intune/SCCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "MS shops → Patch My PC/Intune."}, {"id": "mai-20260917-0922-baseline|c124-m3|xai-small|Tanium", "prompt": "c124-m3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Tanium (enterprise-scale)"}, {"id": "mai-20260917-0922-baseline|c124-m3|xai-small|Atera", "prompt": "c124-m3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other notables: ... and Atera."}, {"id": "mai-20260917-0922-baseline|c124-m3|zai-small|NinjaOne", "prompt": "c124-m3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloud‑native, cross‑platform tools (NinjaOne, Automox, Action1)** are now the default for most mid‑market and MSP environments"}, {"id": "mai-20260917-0922-baseline|c124-m3|zai-small|Action1", "prompt": "c124-m3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cloud‑native, cross‑platform tools (NinjaOne, Automox, Action1)** are now the default"}, {"id": "mai-20260917-0922-baseline|c124-m3|zai-small|Automox", "prompt": "c124-m3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Cloud‑native, cross‑platform tools (NinjaOne, Automox, Action1)** are now the default"}, {"id": "mai-20260917-0922-baseline|c124-m3|zai-small|ManageEngine Endpoint Central", "prompt": "c124-m3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise‑scale, granular control** is still best delivered by **Tanium** or **ManageEngine**"}, {"id": "mai-20260917-0922-baseline|c124-m3|zai-small|Tanium", "prompt": "c124-m3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Manage 10k+ endpoints and need granular per‑device control** | Tanium"}, {"id": "mai-20260917-0922-baseline|c124-m3|zai-small|Datto RMM", "prompt": "c124-m3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "MSPs** often prefer **integrated RMM suites** (Datto, Acronis, N‑able, Kaseya)"}, {"id": "mai-20260917-0922-baseline|c124-m3|zai-small|N‑able N‑central", "prompt": "c124-m3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "N‑able N‑central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "MSPs** often prefer **integrated RMM suites** (Datto, Acronis, N‑able, Kaseya)"}, {"id": "mai-20260917-0922-baseline|c124-m3|zai-small|PDQ Connect", "prompt": "c124-m3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Windows‑only SMBs** can start cheap with **PDQ Connect**"}, {"id": "mai-20260917-0922-baseline|c124-m3|zai-small|Patch My PC", "prompt": "c124-m3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Patch My PC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "start cheap with **PDQ Connect** or **Patch My PC**"}, {"id": "mai-20260917-0922-baseline|c124-m3|zai-small|Microsoft Intune", "prompt": "c124-m3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "if you already have M365, **Microsoft Intune** is the cost‑effective choice"}, {"id": "mai-20260917-0922-baseline|c124-m3|zai-small|Kaseya VSA", "prompt": "c124-m3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Kaseya VSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "MSPs** often prefer **integrated RMM suites** (Datto, Acronis, N‑able, Kaseya)"}, {"id": "mai-20260917-0922-baseline|c124-m3|zai-small|LogMeIn Resolve", "prompt": "c124-m3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "LogMeIn Resolve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SMBs & MSPs | ... Simple patching, remote control, ticketing integration"}, {"id": "mai-20260917-0922-baseline|c124-m3|zai-small|Acronis RMM / Cyber Protect", "prompt": "c124-m3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Acronis RMM / Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Security‑focused teams** may benefit from **Heimdal** or **Acronis**"}, {"id": "mai-20260917-0922-baseline|c124-m3|zai-small|Heimdal", "prompt": "c124-m3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Heimdal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Prefer a security‑centric patching platform (AV + patching)** | Heimdal"}, {"id": "mai-20260917-0922-baseline|c124-m4|alibaba-small|Action1", "prompt": "c124-m4", "model": "alibaba-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** is widely considered the top choice for budget-conscious teams because of its exceptionally generous free tier."}, {"id": "mai-20260917-0922-baseline|c124-m4|alibaba-small|ManageEngine Patch Manager Plus", "prompt": "c124-m4", "model": "alibaba-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Very Small Environments: ManageEngine Patch Manager Plus"}, {"id": "mai-20260917-0922-baseline|c124-m4|alibaba-small|Avast Business Patch Management", "prompt": "c124-m4", "model": "alibaba-small", "cat": "patch-management", "variant": "budget", "raw": "Avast Business Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Low-Cost Paid Option: Avast Business Patch Management"}, {"id": "mai-20260917-0922-baseline|c124-m4|alibaba-small|SolarWinds", "prompt": "c124-m4", "model": "alibaba-small", "cat": "patch-management", "variant": "budget", "raw": "SolarWinds", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "cannot afford expensive enterprise suites like SolarWinds"}, {"id": "mai-20260917-0922-baseline|c124-m4|alibaba-small|Atera", "prompt": "c124-m4", "model": "alibaba-small", "cat": "patch-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Value Subscription: Atera ... offers a \"pay-per-tech\" model which often beats competitors on cost"}, {"id": "mai-20260917-0922-baseline|c124-m4|alibaba-small|Microsoft WSUS", "prompt": "c124-m4", "model": "alibaba-small", "cat": "patch-management", "variant": "budget", "raw": "Microsoft WSUS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need Basic Patches Only** | **Microsoft WSUS** | If you already run Microsoft Server/Windows environments"}, {"id": "mai-20260917-0922-baseline|c124-m4|alibaba-small|Microsoft Endpoint Manager", "prompt": "c124-m4", "model": "alibaba-small", "cat": "patch-management", "variant": "budget", "raw": "Microsoft Endpoint Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "always check if you have access to **WSUS (Windows Server Update Services)** or **Microsoft Endpoint Manager** before buying third-party tools"}, {"id": "mai-20260917-0922-baseline|c124-m4|anthropic-small|Windows Server Update Services (WSUS)", "prompt": "c124-m4", "model": "anthropic-small", "cat": "patch-management", "variant": "budget", "raw": "Windows Server Update Services (WSUS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "WSUS for Windows environments is hard to beat—it's free and integrates directly with Windows infrastructure"}, {"id": "mai-20260917-0922-baseline|c124-m4|anthropic-small|Landscape", "prompt": "c124-m4", "model": "anthropic-small", "cat": "patch-management", "variant": "budget", "raw": "Landscape", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Free tier available for Ubuntu/Debian systems with basic patch management"}, {"id": "mai-20260917-0922-baseline|c124-m4|anthropic-small|Foreman", "prompt": "c124-m4", "model": "anthropic-small", "cat": "patch-management", "variant": "budget", "raw": "Foreman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Open-source infrastructure management tool with patch capabilities"}, {"id": "mai-20260917-0922-baseline|c124-m4|anthropic-small|ManageEngine Patch Manager Plus", "prompt": "c124-m4", "model": "anthropic-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ManageEngine Patch Manager Plus offers good value"}, {"id": "mai-20260917-0922-baseline|c124-m4|anthropic-small|Ninite", "prompt": "c124-m4", "model": "anthropic-small", "cat": "patch-management", "variant": "budget", "raw": "Ninite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Low-cost automated patch management, good for SMBs"}, {"id": "mai-20260917-0922-baseline|c124-m4|anthropic-small|GFI LanGuard", "prompt": "c124-m4", "model": "anthropic-small", "cat": "patch-management", "variant": "budget", "raw": "GFI LanGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Affordable vulnerability and patch management tool"}, {"id": "mai-20260917-0922-baseline|c124-m4|anthropic-small|Pulp", "prompt": "c124-m4", "model": "anthropic-small", "cat": "patch-management", "variant": "budget", "raw": "Pulp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source options like Foreman or Pulp offer flexibility without licensing costs"}, {"id": "mai-20260917-0922-baseline|c124-m4|challenger-small|Action1", "prompt": "c124-m4", "model": "challenger-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one answer only, pick **Action1** for the best budget-to-capability balance."}, {"id": "mai-20260917-0922-baseline|c124-m4|challenger-small|ManageEngine Patch Manager Plus", "prompt": "c124-m4", "model": "challenger-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the other standout because it has a **free edition for up to 20 endpoints**"}, {"id": "mai-20260917-0922-baseline|c124-m4|challenger-small|Microsoft Intune", "prompt": "c124-m4", "model": "challenger-small", "cat": "patch-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "may be effectively the cheapest option, since one source notes it can be effectively free if you already have that licensing"}, {"id": "mai-20260917-0922-baseline|c124-m4|deepseek-small|Action1", "prompt": "c124-m4", "model": "deepseek-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Action1** (Best overall for budget)"}, {"id": "mai-20260917-0922-baseline|c124-m4|deepseek-small|ManageEngine Patch Manager Plus", "prompt": "c124-m4", "model": "deepseek-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Free edition** for up to **20 endpoints** ... Great value as you scale"}, {"id": "mai-20260917-0922-baseline|c124-m4|deepseek-small|Microsoft WSUS", "prompt": "c124-m4", "model": "deepseek-small", "cat": "patch-management", "variant": "budget", "raw": "Microsoft WSUS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Completely **free** for Windows-only environments"}, {"id": "mai-20260917-0922-baseline|c124-m4|deepseek-small|PDQ Deploy/Inventory", "prompt": "c124-m4", "model": "deepseek-small", "cat": "patch-management", "variant": "budget", "raw": "PDQ Deploy/Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "very affordable one-time license, excel at third-party patching for Windows-only shops"}, {"id": "mai-20260917-0922-baseline|c124-m4|deepseek-small|NinjaOne", "prompt": "c124-m4", "model": "deepseek-small", "cat": "patch-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "cloud-native and strong, but priced per endpoint/month (better if you need mac/Linux too and have a slightly larger budget)"}, {"id": "mai-20260917-0922-baseline|c124-m4|deepseek-small|Automox", "prompt": "c124-m4", "model": "deepseek-small", "cat": "patch-management", "variant": "budget", "raw": "Automox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "cloud-native and strong, but priced per endpoint/month ... slightly larger budget"}, {"id": "mai-20260917-0922-baseline|c124-m4|deepseek-small|Atera", "prompt": "c124-m4", "model": "deepseek-small", "cat": "patch-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "You're an MSP managing clients | **Action1** or **Atera**"}, {"id": "mai-20260917-0922-baseline|c124-m4|google-small|Action1", "prompt": "c124-m4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small-to-Medium Businesses (<200 Endpoints): **Action1**"}, {"id": "mai-20260917-0922-baseline|c124-m4|google-small|ManageEngine Patch Manager Plus (Free Edition)", "prompt": "c124-m4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus (Free Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Micro-Businesses (<25 Endpoints): **ManageEngine Patch Manager Plus (Free Edition)**"}, {"id": "mai-20260917-0922-baseline|c124-m4|google-small|PDQ Deploy & Inventory", "prompt": "c124-m4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "PDQ Deploy & Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value per Endpoint for Windows Fleets: **PDQ Deploy & Inventory**"}, {"id": "mai-20260917-0922-baseline|c124-m4|google-small|WSUS + Winget", "prompt": "c124-m4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "WSUS + Winget", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Zero-Budget Built-in Stack: **WSUS + Winget (Windows Only)**"}, {"id": "mai-20260917-0922-baseline|c124-m4|google-small|Foreman / Katello", "prompt": "c124-m4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "Foreman / Katello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Open-Source for Linux Environments: **Foreman / Katello**"}, {"id": "mai-20260917-0922-baseline|c124-m4|meta-small|Action1", "prompt": "c124-m4", "model": "meta-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best patch management tool for a company with a limited budget is Action1."}, {"id": "mai-20260917-0922-baseline|c124-m4|meta-small|ManageEngine Endpoint Central", "prompt": "c124-m4", "model": "meta-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include ManageEngine Endpoint Central and TeamViewer"}, {"id": "mai-20260917-0922-baseline|c124-m4|meta-small|TeamViewer", "prompt": "c124-m4", "model": "meta-small", "cat": "patch-management", "variant": "budget", "raw": "TeamViewer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include ManageEngine Endpoint Central and TeamViewer"}, {"id": "mai-20260917-0922-baseline|c124-m4|minimax-small|Action1", "prompt": "c124-m4", "model": "minimax-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, **Action1** appears to offer the best value - their free tier covers up to 200 endpoints with full features"}, {"id": "mai-20260917-0922-baseline|c124-m4|minimax-small|ManageEngine Patch Manager Plus", "prompt": "c124-m4", "model": "minimax-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Small teams needing a free solution - Free edition: Up to 20 endpoints"}, {"id": "mai-20260917-0922-baseline|c124-m4|minimax-small|Avast Business Patch Management", "prompt": "c124-m4", "model": "minimax-small", "cat": "patch-management", "variant": "budget", "raw": "Avast Business Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers reliable patching for small teams"}, {"id": "mai-20260917-0922-baseline|c124-m4|minimax-small|Atera", "prompt": "c124-m4", "model": "minimax-small", "cat": "patch-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small teams and MSPs - Provides RMM platform with built-in patch management"}, {"id": "mai-20260917-0922-baseline|c124-m4|mistral-small|Action1", "prompt": "c124-m4", "model": "mistral-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** stands out as it provides a free tier for up to 200 endpoints, which is unusually generous"}, {"id": "mai-20260917-0922-baseline|c124-m4|mistral-small|ManageEngine Patch Manager Plus", "prompt": "c124-m4", "model": "mistral-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best free for very small teams:** ManageEngine Patch Manager Plus (up to 20 endpoints)"}, {"id": "mai-20260917-0922-baseline|c124-m4|mistral-small|Microsoft WSUS", "prompt": "c124-m4", "model": "mistral-small", "cat": "patch-management", "variant": "budget", "raw": "Microsoft WSUS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "free but limited to Windows environments and lacks automated third-party application patching"}, {"id": "mai-20260917-0922-baseline|c124-m4|moonshot-small|Action1", "prompt": "c124-m4", "model": "moonshot-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** ⭐ Best Overall for Budget"}, {"id": "mai-20260917-0922-baseline|c124-m4|moonshot-small|ManageEngine Patch Manager Plus", "prompt": "c124-m4", "model": "moonshot-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Free edition**: Up to **20 endpoints** ... Full-featured free tier, scales when you grow"}, {"id": "mai-20260917-0922-baseline|c124-m4|moonshot-small|PDQ Deploy/Inventory", "prompt": "c124-m4", "model": "moonshot-small", "cat": "patch-management", "variant": "budget", "raw": "PDQ Deploy/Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Very affordable** one-time or subscription pricing"}, {"id": "mai-20260917-0922-baseline|c124-m4|moonshot-small|Atera", "prompt": "c124-m4", "model": "moonshot-small", "cat": "patch-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one solution (remote monitoring + patching + automation)"}, {"id": "mai-20260917-0922-baseline|c124-m4|openai-small|Action1", "prompt": "c124-m4", "model": "openai-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **Action1** if you want a dedicated patch management tool, because it offers **free patch management for the first 200 endpoints**"}, {"id": "mai-20260917-0922-baseline|c124-m4|openai-small|Microsoft Intune / Windows Update for Business / Windows Autopatch", "prompt": "c124-m4", "model": "openai-small", "cat": "patch-management", "variant": "budget", "raw": "Microsoft Intune / Windows Update for Business / Windows Autopatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the most budget-friendly option may be **Microsoft Intune / Windows Update for Business / Windows Autopatch**, because you may already have some or all of the needed licensing"}, {"id": "mai-20260917-0922-baseline|c124-m4|openai-small|ManageEngine Endpoint Central", "prompt": "c124-m4", "model": "openai-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "consider **ManageEngine Endpoint Central**, but it is usually less budget-friendly than the two above"}, {"id": "mai-20260917-0922-baseline|c124-m4|xai-small|Action1", "prompt": "c124-m4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** stands out as the best patch management tool for a company with a limited budget"}, {"id": "mai-20260917-0922-baseline|c124-m4|xai-small|ManageEngine Patch Manager Plus", "prompt": "c124-m4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent value for mid-small teams; Windows/macOS/Linux."}, {"id": "mai-20260917-0922-baseline|c124-m4|xai-small|PDQ Deploy", "prompt": "c124-m4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "PDQ Deploy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free for basic use | Windows-focused patching | On-prem | Simple, no-frills"}, {"id": "mai-20260917-0922-baseline|c124-m4|xai-small|Automox", "prompt": "c124-m4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "Automox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong for SMBs, but no perpetual free tier."}, {"id": "mai-20260917-0922-baseline|c124-m4|xai-small|NinjaOne", "prompt": "c124-m4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Great visibility, but pricier for tiny setups."}, {"id": "mai-20260917-0922-baseline|c124-m4|xai-small|Spacewalk", "prompt": "c124-m4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "Spacewalk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "good if you have IT expertise, but they lack polished UIs/support"}, {"id": "mai-20260917-0922-baseline|c124-m4|xai-small|PatchMon CE", "prompt": "c124-m4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "PatchMon CE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "good if you have IT expertise, but they lack polished UIs/support"}, {"id": "mai-20260917-0922-baseline|c124-m4|xai-small|Comodo", "prompt": "c124-m4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "Comodo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "good if you have IT expertise, but they lack polished UIs/support"}, {"id": "mai-20260917-0922-baseline|c124-m4|zai-small|Action1", "prompt": "c124-m4", "model": "zai-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall: Action1 ... If you have under 200 devices, sign up for Action1."}, {"id": "mai-20260917-0922-baseline|c124-m4|zai-small|ManageEngine Patch Manager Plus (Free Edition)", "prompt": "c124-m4", "model": "zai-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus (Free Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have under 25 devices and want to keep it local, use ManageEngine."}, {"id": "mai-20260917-0922-baseline|c124-m4|zai-small|PDQ Deploy (Free Version)", "prompt": "c124-m4", "model": "zai-small", "cat": "patch-management", "variant": "budget", "raw": "PDQ Deploy (Free Version)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a power user on Windows, download PDQ Deploy."}, {"id": "mai-20260917-0922-baseline|c124-m4|zai-small|WSUS (Windows Server Update Services)", "prompt": "c124-m4", "model": "zai-small", "cat": "patch-management", "variant": "budget", "raw": "WSUS (Windows Server Update Services)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Microsoft is officially deprecating WSUS. ... requires significant maintenance, has poor third-party support"}, {"id": "mai-20260917-0922-baseline|c124-m4|zai-small|OPSI (Open PC Server Integration)", "prompt": "c124-m4", "model": "zai-small", "cat": "patch-management", "variant": "budget", "raw": "OPSI (Open PC Server Integration)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Steep learning curve; requires a dedicated server to run the OPSI server software."}, {"id": "mai-20260917-0922-baseline|c124-m5|alibaba-small|Shavlik/NinjaOne", "prompt": "c124-m5", "model": "alibaba-small", "cat": "patch-management", "variant": "scale", "raw": "Shavlik/NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Dedicated Patch Management Tools:** (e.g., Shavlik/NinjaOne, Ivanti, Landesk). Specialized, high reliability."}, {"id": "mai-20260917-0922-baseline|c124-m5|alibaba-small|Ivanti", "prompt": "c124-m5", "model": "alibaba-small", "cat": "patch-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., Shavlik/NinjaOne, Ivanti, Landesk). Specialized, high reliability."}, {"id": "mai-20260917-0922-baseline|c124-m5|alibaba-small|Landesk", "prompt": "c124-m5", "model": "alibaba-small", "cat": "patch-management", "variant": "scale", "raw": "Landesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., Shavlik/NinjaOne, Ivanti, Landesk)"}, {"id": "mai-20260917-0922-baseline|c124-m5|alibaba-small|ConnectWise Automate", "prompt": "c124-m5", "model": "alibaba-small", "cat": "patch-management", "variant": "scale", "raw": "ConnectWise Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**RMM Platforms:** (e.g., ConnectWise Automate, Kaseya, Datto)"}, {"id": "mai-20260917-0922-baseline|c124-m5|alibaba-small|Kaseya", "prompt": "c124-m5", "model": "alibaba-small", "cat": "patch-management", "variant": "scale", "raw": "Kaseya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(e.g., ConnectWise Automate, Kaseya, Datto)"}, {"id": "mai-20260917-0922-baseline|c124-m5|alibaba-small|Datto", "prompt": "c124-m5", "model": "alibaba-small", "cat": "patch-management", "variant": "scale", "raw": "Datto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(e.g., ConnectWise Automate, Kaseya, Datto). If you are building an IT Ops center from scratch, get the all-in-one."}, {"id": "mai-20260917-0922-baseline|c124-m5|alibaba-small|Intune", "prompt": "c124-m5", "model": "alibaba-small", "cat": "patch-management", "variant": "scale", "raw": "Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are fully Microsoft/Office 365 based, Intune might be a free inclusion of your existing license."}, {"id": "mai-20260917-0922-baseline|c124-m5|deepseek-small|Action1", "prompt": "c124-m5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Action1** (free pilot tier)"}, {"id": "mai-20260917-0922-baseline|c124-m5|deepseek-small|ManageEngine", "prompt": "c124-m5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ManageEngine Patch Manager Plus** (best third-party catalog value, from ~$795/yr)"}, {"id": "mai-20260917-0922-baseline|c124-m5|deepseek-small|Tanium", "prompt": "c124-m5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "Tanium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Don't overspend on enterprise behemoths** (Tanium-class) built for hundreds of thousands of endpoints"}, {"id": "mai-20260917-0922-baseline|c124-m5|deepseek-small|Microsoft Intune", "prompt": "c124-m5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "if you're on Microsoft Intune/Business Premium+, Autopatch may be included, though third-party/macOS coverage is limited"}, {"id": "mai-20260917-0922-baseline|c124-m5|deepseek-small|Automox", "prompt": "c124-m5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "commonly ranked well at mid-market scale to put on your shortlist: **Automox** and **NinjaOne** (cloud-native automation)"}, {"id": "mai-20260917-0922-baseline|c124-m5|deepseek-small|NinjaOne", "prompt": "c124-m5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Automox** and **NinjaOne** (cloud-native automation)"}, {"id": "mai-20260917-0922-baseline|c124-m5|deepseek-small|Heimdal", "prompt": "c124-m5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "Heimdal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Heimdal** if you want security-platform integration"}, {"id": "mai-20260917-0922-baseline|c124-m5|google-small|WSUS", "prompt": "c124-m5", "model": "google-small", "cat": "patch-management", "variant": "scale", "raw": "WSUS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "legacy on-premise patching tools (like WSUS or traditional PDQ Deploy) are no longer sufficient"}, {"id": "mai-20260917-0922-baseline|c124-m5|google-small|PDQ Deploy", "prompt": "c124-m5", "model": "google-small", "cat": "patch-management", "variant": "scale", "raw": "PDQ Deploy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "legacy on-premise patching tools (like WSUS or traditional PDQ Deploy) are no longer sufficient"}, {"id": "mai-20260917-0922-baseline|c124-m5|google-small|Automox", "prompt": "c124-m5", "model": "google-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "A leading cloud-native tool. It is cross-platform (Windows, macOS, Linux) and incredibly easy to use."}, {"id": "mai-20260917-0922-baseline|c124-m5|google-small|Action1", "prompt": "c124-m5", "model": "google-small", "cat": "patch-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Extremely popular in the mid-market. It is cloud-native, covers both OS and third-party apps, and provides strong vulnerability detection."}, {"id": "mai-20260917-0922-baseline|c124-m5|google-small|NinjaOne", "prompt": "c124-m5", "model": "google-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consistently rated as one of the best IT management platforms for mid-sized companies."}, {"id": "mai-20260917-0922-baseline|c124-m5|google-small|PDQ Connect", "prompt": "c124-m5", "model": "google-small", "cat": "patch-management", "variant": "scale", "raw": "PDQ Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A cloud-native, agent-based tool from the creators of PDQ Deploy. Highly loved by sysadmins"}, {"id": "mai-20260917-0922-baseline|c124-m5|google-small|Microsoft Intune / Autopatch", "prompt": "c124-m5", "model": "google-small", "cat": "patch-management", "variant": "scale", "raw": "Microsoft Intune / Autopatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Microsoft Intune is excellent for managing and patching Windows devices. However, it natively struggles with third-party apps"}, {"id": "mai-20260917-0922-baseline|c124-m5|google-small|Patch My PC", "prompt": "c124-m5", "model": "google-small", "cat": "patch-management", "variant": "scale", "raw": "Patch My PC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "By adding a third-party companion tool like **Patch My PC**, you get automated third-party catalog patching integrated directly into your existing Intune console."}, {"id": "mai-20260917-0922-baseline|c124-m5|meta-small|Action1", "prompt": "c124-m5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top patch management tools mentioned in the search results include Action1, NinjaOne, Automox, ManageEngine, and Tanium."}, {"id": "mai-20260917-0922-baseline|c124-m5|meta-small|NinjaOne", "prompt": "c124-m5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top patch management tools mentioned in the search results include Action1, NinjaOne, Automox, ManageEngine, and Tanium"}, {"id": "mai-20260917-0922-baseline|c124-m5|meta-small|Automox", "prompt": "c124-m5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top patch management tools mentioned in the search results include Action1, NinjaOne, Automox, ManageEngine, and Tanium"}, {"id": "mai-20260917-0922-baseline|c124-m5|meta-small|ManageEngine", "prompt": "c124-m5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top patch management tools mentioned in the search results include Action1, NinjaOne, Automox, ManageEngine, and Tanium"}, {"id": "mai-20260917-0922-baseline|c124-m5|meta-small|Tanium", "prompt": "c124-m5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top patch management tools mentioned in the search results include Action1, NinjaOne, Automox, ManageEngine, and Tanium"}, {"id": "mai-20260917-0922-baseline|c124-m5|mistral-small|Microsoft Intune", "prompt": "c124-m5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Consider tools like Microsoft Intune, Tanium, Ivanti, Automox, NinjaOne, or Syxsense."}, {"id": "mai-20260917-0922-baseline|c124-m5|mistral-small|Tanium", "prompt": "c124-m5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consider tools like Microsoft Intune, Tanium, Ivanti, Automox, NinjaOne, or Syxsense."}, {"id": "mai-20260917-0922-baseline|c124-m5|mistral-small|Ivanti", "prompt": "c124-m5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider tools like Microsoft Intune, Tanium, Ivanti, Automox, NinjaOne, or Syxsense."}, {"id": "mai-20260917-0922-baseline|c124-m5|mistral-small|Automox", "prompt": "c124-m5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider tools like Microsoft Intune, Tanium, Ivanti, Automox, NinjaOne, or Syxsense."}, {"id": "mai-20260917-0922-baseline|c124-m5|mistral-small|NinjaOne", "prompt": "c124-m5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider tools like Microsoft Intune, Tanium, Ivanti, Automox, NinjaOne, or Syxsense."}, {"id": "mai-20260917-0922-baseline|c124-m5|mistral-small|Syxsense", "prompt": "c124-m5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "Syxsense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider tools like Microsoft Intune, Tanium, Ivanti, Automox, NinjaOne, or Syxsense."}, {"id": "mai-20260917-0922-baseline|c124-m5|moonshot-small|Action1", "prompt": "c124-m5", "model": "moonshot-small", "cat": "patch-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** or **Automox** – Cloud-native, strong automation, free tiers to test"}, {"id": "mai-20260917-0922-baseline|c124-m5|moonshot-small|Automox", "prompt": "c124-m5", "model": "moonshot-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Action1** or **Automox** – Cloud-native, strong automation, free tiers to test"}, {"id": "mai-20260917-0922-baseline|c124-m5|moonshot-small|NinjaOne", "prompt": "c124-m5", "model": "moonshot-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NinjaOne** – Good MSP heritage, solid for internal IT teams"}, {"id": "mai-20260917-0922-baseline|c124-m5|moonshot-small|ManageEngine", "prompt": "c124-m5", "model": "moonshot-small", "cat": "patch-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ManageEngine Patch Manager Plus** – Broad OS/app coverage, on-prem option available"}, {"id": "mai-20260917-0922-baseline|c124-m5|moonshot-small|Tanium", "prompt": "c124-m5", "model": "moonshot-small", "cat": "patch-management", "variant": "scale", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Enterprise-grade** (Tanium, Ivanti) | Custom pricing, typically higher"}, {"id": "mai-20260917-0922-baseline|c124-m5|moonshot-small|Ivanti", "prompt": "c124-m5", "model": "moonshot-small", "cat": "patch-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Enterprise-grade** (Tanium, Ivanti) | Custom pricing, typically higher"}, {"id": "mai-20260917-0922-baseline|c124-m5|xai-small|ManageEngine", "prompt": "c124-m5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Aim for 300+ apps in the catalog (e.g., ManageEngine or NinjaOne excel here)"}, {"id": "mai-20260917-0922-baseline|c124-m5|xai-small|NinjaOne", "prompt": "c124-m5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist | NinjaOne, Automox, ... | e.g., NinjaOne leads in ease-of-use"}, {"id": "mai-20260917-0922-baseline|c124-m5|xai-small|Automox", "prompt": "c124-m5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud (e.g., Automox, NinjaOne) for faster setup and remote management; ... Automox shines in cross-OS automation"}, {"id": "mai-20260917-0922-baseline|c124-m5|xai-small|Action1", "prompt": "c124-m5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Action1 has a solid free tier up to 200 endpoints"}, {"id": "mai-20260917-0922-baseline|c124-m5|xai-small|Ivanti", "prompt": "c124-m5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist | NinjaOne, Automox, ManageEngine Patch Manager Plus, Action1, Ivanti, Syxsense, Heimdal"}, {"id": "mai-20260917-0922-baseline|c124-m5|xai-small|Syxsense", "prompt": "c124-m5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "Syxsense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist | ... Ivanti, Syxsense, Heimdal (top-rated for mid-market per G2/Cyberpress 2026)"}, {"id": "mai-20260917-0922-baseline|c124-m5|xai-small|Heimdal", "prompt": "c124-m5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "Heimdal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Shortlist | ... Syxsense, Heimdal (top-rated for mid-market per G2/Cyberpress 2026)"}, {"id": "mai-20260917-0922-baseline|c124-m5|zai-small|Action1", "prompt": "c124-m5", "model": "zai-small", "cat": "patch-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Action1** | Cloud‑native, lean IT teams | Free tier for first 200 endpoints"}, {"id": "mai-20260917-0922-baseline|c124-m5|zai-small|NinjaOne", "prompt": "c124-m5", "model": "zai-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**NinjaOne** | Unified endpoint visibility and management"}, {"id": "mai-20260917-0922-baseline|c124-m5|zai-small|ManageEngine Endpoint Central", "prompt": "c124-m5", "model": "zai-small", "cat": "patch-management", "variant": "scale", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ManageEngine Endpoint Central** | Integrated desktop & mobile management"}, {"id": "mai-20260917-0922-baseline|c124-m5|zai-small|Automox", "prompt": "c124-m5", "model": "zai-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Automox** | Cross‑OS automation, modern teams"}, {"id": "mai-20260917-0922-baseline|c124-m5|zai-small|Ivanti Endpoint Manager", "prompt": "c124-m5", "model": "zai-small", "cat": "patch-management", "variant": "scale", "raw": "Ivanti Endpoint Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ivanti Endpoint Manager** | Deep enterprise patching | Enterprise pricing (quote)"}, {"id": "mai-20260917-0922-baseline|c124-m5|zai-small|Syxsense", "prompt": "c124-m5", "model": "zai-small", "cat": "patch-management", "variant": "scale", "raw": "Syxsense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Syxsense** | Patch + posture + remediation"}, {"id": "mai-20260917-0922-baseline|c124-m5|zai-small|Acronis Cyber Protect", "prompt": "c124-m5", "model": "zai-small", "cat": "patch-management", "variant": "scale", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Acronis Cyber Protect** | Patching within backup/security suite"}, {"id": "mai-20260917-0922-baseline|c124-m6|alibaba-small|NinjaOne", "prompt": "c124-m6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Verdict:** Use with caution for third-party applications."}, {"id": "mai-20260917-0922-baseline|c124-m6|alibaba-small|Automox", "prompt": "c124-m6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** if you have **offline/air-gapped assets**: Do not use **Automox**"}, {"id": "mai-20260917-0922-baseline|c124-m6|alibaba-small|SolarWinds Patch Manager", "prompt": "c124-m6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Steer clear of **SolarWinds** and **Kaseya** due to their respective histories of supply chain and backend compromises."}, {"id": "mai-20260917-0922-baseline|c124-m6|alibaba-small|Kaseya", "prompt": "c124-m6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Kaseya", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Steer clear of **SolarWinds** and **Kaseya**"}, {"id": "mai-20260917-0922-baseline|c124-m6|alibaba-small|ManageEngine Patch Manager Plus", "prompt": "c124-m6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Stick to dedicated tools like **ManageEngine Patch Manager Plus** or **Action1**"}, {"id": "mai-20260917-0922-baseline|c124-m6|alibaba-small|Action1", "prompt": "c124-m6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Stick to dedicated tools like **ManageEngine Patch Manager Plus** or **Action1**"}, {"id": "mai-20260917-0922-baseline|c124-m6|alibaba-small|Ivanti", "prompt": "c124-m6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look for hybrid solutions like **Ivanti** or **Microsoft MECM/SCCM**"}, {"id": "mai-20260917-0922-baseline|c124-m6|alibaba-small|Microsoft MECM/SCCM", "prompt": "c124-m6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft MECM/SCCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look for hybrid solutions like **Ivanti** or **Microsoft MECM/SCCM**"}, {"id": "mai-20260917-0922-baseline|c124-m6|anthropic-small|WSUS (Windows Server Update Services)", "prompt": "c124-m6", "model": "anthropic-small", "cat": "patch-management", "variant": "negative", "raw": "WSUS (Windows Server Update Services)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "WSUS has limitations including Windows-only infrastructure, manual catalog management, limited automation, lack of native support for many third-party vendors"}, {"id": "mai-20260917-0922-baseline|c124-m6|anthropic-small|SCCM (System Center Configuration Manager)", "prompt": "c124-m6", "model": "anthropic-small", "cat": "patch-management", "variant": "negative", "raw": "SCCM (System Center Configuration Manager)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SCCM is prohibitively expensive ... leading to high costs for operation and maintenance"}, {"id": "mai-20260917-0922-baseline|c124-m6|challenger-small|ManageEngine Patch Manager Plus", "prompt": "c124-m6", "model": "challenger-small", "cat": "patch-management", "variant": "negative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "one user report says to avoid it if you need very current patches, because some patches can lag by **6 months to a year**, and support was described as poor"}, {"id": "mai-20260917-0922-baseline|c124-m6|challenger-small|Winget", "prompt": "c124-m6", "model": "challenger-small", "cat": "patch-management", "variant": "negative", "raw": "Winget", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Winget** as a primary patching backbone \\u2014 the default repository is community-maintained... manifests that are **buggy, out-of-date, or slow to receive patches**"}, {"id": "mai-20260917-0922-baseline|c124-m6|challenger-small|Microsoft security solutions", "prompt": "c124-m6", "model": "challenger-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft security solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "one discussion explicitly says to steer clear of Microsoft security solutions if you have alternatives"}, {"id": "mai-20260917-0922-baseline|c124-m6|deepseek-small|SolarWinds Orion Platform (including Patch Manager)", "prompt": "c124-m6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "SolarWinds Orion Platform (including Patch Manager)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** The infamous **SUNBURST supply-chain attack**"}, {"id": "mai-20260917-0922-baseline|c124-m6|deepseek-small|ManageEngine (Zoho) – Patch Manager Plus / Desktop Central / ADSelfService Plus", "prompt": "c124-m6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "ManageEngine (Zoho) – Patch Manager Plus / Desktop Central / ADSelfService Plus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid:** A **recurring pattern of critical CVEs that are actively exploited** in the wild"}, {"id": "mai-20260917-0922-baseline|c124-m6|deepseek-small|ConnectWise ScreenConnect", "prompt": "c124-m6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "ConnectWise ScreenConnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why avoid:** **CVE-2024-1709** (CVSS 10.0): an **authentication bypass** that was **actively exploited within days** of disclosure"}, {"id": "mai-20260917-0922-baseline|c124-m6|deepseek-small|Ivanti Endpoint Manager (EPM) / Connect Secure / CSA", "prompt": "c124-m6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti Endpoint Manager (EPM) / Connect Secure / CSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why caution:** A **series of critical RCE vulnerabilities** in 2024–2025"}, {"id": "mai-20260917-0922-baseline|c124-m6|deepseek-small|Kaseya VSA", "prompt": "c124-m6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Why caution:** The **July 2021 REvil ransomware attack** exploited a **zero-day in Kaseya VSA**"}, {"id": "mai-20260917-0922-baseline|c124-m6|deepseek-small|WSUS (Windows Server Update Services)", "prompt": "c124-m6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "WSUS (Windows Server Update Services)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Why avoid:** WSUS is not a security tool—it's a basic patch distribution service."}, {"id": "mai-20260917-0922-baseline|c124-m6|deepseek-small|Microsoft Intune + Windows Autopatch", "prompt": "c124-m6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft Intune + Windows Autopatch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Safer Alternatives (based on security track records) - **Microsoft Intune + Windows Autopatch**"}, {"id": "mai-20260917-0922-baseline|c124-m6|deepseek-small|Automox", "prompt": "c124-m6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "cloud-native, with a good security record and automated patching"}, {"id": "mai-20260917-0922-baseline|c124-m6|deepseek-small|NinjaOne", "prompt": "c124-m6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "strong security focus, fewer critical CVEs"}, {"id": "mai-20260917-0922-baseline|c124-m6|deepseek-small|Action1", "prompt": "c124-m6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "free tier for small fleets, with a good track record"}, {"id": "mai-20260917-0922-baseline|c124-m6|deepseek-small|Tanium", "prompt": "c124-m6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "enterprise-focused, claims stronger security architecture"}, {"id": "mai-20260917-0922-baseline|c124-m6|google-small|WSUS (Windows Server Update Services)", "prompt": "c124-m6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "WSUS (Windows Server Update Services)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid: WSUS (Windows Server Update Services)**"}, {"id": "mai-20260917-0922-baseline|c124-m6|google-small|Microsoft Intune / Windows Update for Business (WUfB)", "prompt": "c124-m6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft Intune / Windows Update for Business (WUfB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "What to use instead: Cloud-based alternatives like Microsoft Intune / Windows Update for Business (WUfB)"}, {"id": "mai-20260917-0922-baseline|c124-m6|google-small|Azure Update Manager", "prompt": "c124-m6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Azure Update Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure Update Manager (for servers), or modern third-party tools"}, {"id": "mai-20260917-0922-baseline|c124-m6|google-small|Ivanti", "prompt": "c124-m6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Proceed with Caution: Ivanti (Endpoint Manager, EPMM, Security Controls)**"}, {"id": "mai-20260917-0922-baseline|c124-m6|google-small|SolarWinds Patch Manager", "prompt": "c124-m6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Proceed with Caution: SolarWinds Patch Manager**"}, {"id": "mai-20260917-0922-baseline|c124-m6|google-small|Kaseya Ecosystem (VSA / Datto RMM)", "prompt": "c124-m6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Kaseya Ecosystem (VSA / Datto RMM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Kaseya is widely criticized in the IT and MSP communities for its business and contract practices"}, {"id": "mai-20260917-0922-baseline|c124-m6|meta-small|Manage Engine", "prompt": "c124-m6", "model": "meta-small", "cat": "patch-management", "variant": "negative", "raw": "Manage Engine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Manage Engine - due to poor support and older patches being available."}, {"id": "mai-20260917-0922-baseline|c124-m6|meta-small|Ivanti", "prompt": "c124-m6", "model": "meta-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Ivanti - as mentioned in a Reddit comment, it is advised to \"NEVER use it\"."}, {"id": "mai-20260917-0922-baseline|c124-m6|minimax-small|Kaseya VSA", "prompt": "c124-m6", "model": "minimax-small", "cat": "patch-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Kaseya VSA**: Suffered a major ransomware attack in 2021, and there have been ongoing vulnerabilities discovered in subsequent years."}, {"id": "mai-20260917-0922-baseline|c124-m6|minimax-small|SolarWinds", "prompt": "c124-m6", "model": "minimax-small", "cat": "patch-management", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its breach in 2020 (SUNBURST) highlighted how patch management tools themselves can become attack vectors"}, {"id": "mai-20260917-0922-baseline|c124-m6|mistral-small|Patch My PC Home Updater", "prompt": "c124-m6", "model": "mistral-small", "cat": "patch-management", "variant": "negative", "raw": "Patch My PC Home Updater", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While free tools like Patch My PC Home Updater can be useful for basic needs, they may not scale or provide the enterprise-grade features required for larger organizations"}, {"id": "mai-20260917-0922-baseline|c124-m6|moonshot-small|WSUS (Windows Server Update Services)", "prompt": "c124-m6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "WSUS (Windows Server Update Services)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "WSUS (Windows Server Update Services) — Use with Caution"}, {"id": "mai-20260917-0922-baseline|c124-m6|moonshot-small|SCCM/MECM", "prompt": "c124-m6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "SCCM/MECM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SCCM/MECM — Evaluate Carefully for Modern Environments"}, {"id": "mai-20260917-0922-baseline|c124-m6|moonshot-small|Spacewalk", "prompt": "c124-m6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "Spacewalk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Spacewalk (discontinued by Red Hat), older tools without active communities"}, {"id": "mai-20260917-0922-baseline|c124-m6|moonshot-small|Ivanti", "prompt": "c124-m6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Ivanti Products — High Caution ... Multiple critical vulnerabilities in recent years suggest systemic security challenges"}, {"id": "mai-20260917-0922-baseline|c124-m6|moonshot-small|Automox", "prompt": "c124-m6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cloud-native solutions: Automox, NinjaOne, Intune + Windows Autopatch"}, {"id": "mai-20260917-0922-baseline|c124-m6|moonshot-small|NinjaOne", "prompt": "c124-m6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cloud-native solutions: Automox, NinjaOne, Intune + Windows Autopatch"}, {"id": "mai-20260917-0922-baseline|c124-m6|moonshot-small|Intune + Windows Autopatch", "prompt": "c124-m6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "Intune + Windows Autopatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Microsoft-native: Intune/Endpoint Manager for Microsoft-centric environments"}, {"id": "mai-20260917-0922-baseline|c124-m6|moonshot-small|Heimdal", "prompt": "c124-m6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "Heimdal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tools that combine patching with vulnerability management (Heimdal, Acronis, etc.)"}, {"id": "mai-20260917-0922-baseline|c124-m6|moonshot-small|Acronis", "prompt": "c124-m6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tools that combine patching with vulnerability management (Heimdal, Acronis, etc.)"}, {"id": "mai-20260917-0922-baseline|c124-m6|xai-small|Kaseya VSA", "prompt": "c124-m6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Major 2021 supply-chain ransomware attack exploited zero-days, affecting thousands of MSP customers. High-risk for remote management tools"}, {"id": "mai-20260917-0922-baseline|c124-m6|xai-small|Ivanti (Endpoint Manager, EPMM, etc.)", "prompt": "c124-m6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti (Endpoint Manager, EPMM, etc.)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Repeated exploited zero-days ... Frequently targeted; monitor advisories closely"}, {"id": "mai-20260917-0922-baseline|c124-m6|xai-small|ManageEngine Patch Manager Plus", "prompt": "c124-m6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Common complaints include unclear patch failure reasons, agent communication issues... Slow in large setups; test thoroughly."}, {"id": "mai-20260917-0922-baseline|c124-m6|xai-small|Automox", "prompt": "c124-m6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Frequent reports of failed patches... Good automation but unreliable for some."}, {"id": "mai-20260917-0922-baseline|c124-m6|xai-small|NinjaOne", "prompt": "c124-m6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prioritize those with strong security track records (e.g., NinjaOne, Action1 score high in reviews with fewer cons)."}, {"id": "mai-20260917-0922-baseline|c124-m6|xai-small|Action1", "prompt": "c124-m6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prioritize those with strong security track records (e.g., NinjaOne, Action1 score high in reviews with fewer cons)."}, {"id": "mai-20260917-0922-baseline|c124-m6|zai-small|Microsoft WSUS", "prompt": "c124-m6", "model": "zai-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft WSUS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Microsoft officially announced in September 2024 that WSUS is deprecated with no new features planned."}, {"id": "mai-20260917-0922-baseline|c124-m6|zai-small|N-able N-central", "prompt": "c124-m6", "model": "zai-small", "cat": "patch-management", "variant": "negative", "raw": "N-able N-central", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Had a maximum-severity RCE vulnerability (CVE-2026-86218) affecting nearly 1,500 exposed instances."}, {"id": "mai-20260917-0922-baseline|c124-m6|zai-small|LogMeIn Resolve (now NinjaOne)", "prompt": "c124-m6", "model": "zai-small", "cat": "patch-management", "variant": "negative", "raw": "LogMeIn Resolve (now NinjaOne)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "High resource usage causing slow performance and platform freezes"}, {"id": "mai-20260917-0922-baseline|c124-m6|zai-small|Microsoft Autopatch/Intune", "prompt": "c124-m6", "model": "zai-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft Autopatch/Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limited macOS/Linux support unless add-ons are purchased; breadth is limited at scale"}, {"id": "mai-20260917-0922-baseline|c124-s1|alibaba-small|NinjaOne", "prompt": "c124-s1", "model": "alibaba-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose NinjaOne** if you have the budget and want the best \"user experience\" and support."}, {"id": "mai-20260917-0922-baseline|c124-s1|alibaba-small|Atera", "prompt": "c124-s1", "model": "alibaba-small", "cat": "patch-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Budget & Scalability: Atera"}, {"id": "mai-20260917-0922-baseline|c124-s1|alibaba-small|PDQ", "prompt": "c124-s1", "model": "alibaba-small", "cat": "patch-management", "variant": "direct", "raw": "PDQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose PDQ** if you live and die by Microsoft Windows and hate monthly subscriptions."}, {"id": "mai-20260917-0922-baseline|c124-s1|alibaba-small|uEMosis", "prompt": "c124-s1", "model": "alibaba-small", "cat": "patch-management", "variant": "direct", "raw": "uEMosis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free / Open Source Option: uEMosis"}, {"id": "mai-20260917-0922-baseline|c124-s1|anthropic-small|Microsoft Intune", "prompt": "c124-s1", "model": "anthropic-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular options** that are often recommended for small to medium businesses include:\n- Microsoft Intune (if you're Microsoft-focused)"}, {"id": "mai-20260917-0922-baseline|c124-s1|anthropic-small|ManageEngine Patch Manager Plus", "prompt": "c124-s1", "model": "anthropic-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- ManageEngine Patch Manager Plus"}, {"id": "mai-20260917-0922-baseline|c124-s1|anthropic-small|GFI LanGuard", "prompt": "c124-s1", "model": "anthropic-small", "cat": "patch-management", "variant": "direct", "raw": "GFI LanGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- GFI LanGuard"}, {"id": "mai-20260917-0922-baseline|c124-s1|anthropic-small|Automox", "prompt": "c124-s1", "model": "anthropic-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Automox"}, {"id": "mai-20260917-0922-baseline|c124-s1|anthropic-small|SolarWinds Patch Manager", "prompt": "c124-s1", "model": "anthropic-small", "cat": "patch-management", "variant": "direct", "raw": "SolarWinds Patch Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- SolarWinds Patch Manager"}, {"id": "mai-20260917-0922-baseline|c124-s1|challenger-small|Action1", "prompt": "c124-s1", "model": "challenger-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Action1**"}, {"id": "mai-20260917-0922-baseline|c124-s1|challenger-small|NinjaOne", "prompt": "c124-s1", "model": "challenger-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a more complete IT management platform"}, {"id": "mai-20260917-0922-baseline|c124-s1|challenger-small|ManageEngine Patch Manager Plus", "prompt": "c124-s1", "model": "challenger-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you need a low-cost option with a free edition for very small environments, up to 20 endpoints"}, {"id": "mai-20260917-0922-baseline|c124-s1|challenger-small|Avast Business Patch Management", "prompt": "c124-s1", "model": "challenger-small", "cat": "patch-management", "variant": "direct", "raw": "Avast Business Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "singled out by TechRepublic as best for small businesses in its 2025 comparison"}, {"id": "mai-20260917-0922-baseline|c124-s1|deepseek-small|Action1", "prompt": "c124-s1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** is consistently ranked #1 for small businesses"}, {"id": "mai-20260917-0922-baseline|c124-s1|deepseek-small|ManageEngine Patch Manager Plus", "prompt": "c124-s1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free edition up to 20 endpoints; very broad third-party catalog"}, {"id": "mai-20260917-0922-baseline|c124-s1|deepseek-small|NinjaOne", "prompt": "c124-s1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud-native, strong automation, Windows & Mac; quotes vary"}, {"id": "mai-20260917-0922-baseline|c124-s1|deepseek-small|Automox", "prompt": "c124-s1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-native, good for mixed estates"}, {"id": "mai-20260917-0922-baseline|c124-s1|deepseek-small|PDQ Connect", "prompt": "c124-s1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "PDQ Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simple Windows-focused deployments | Intuitive and budget-friendly"}, {"id": "mai-20260917-0922-baseline|c124-s1|deepseek-small|Atera", "prompt": "c124-s1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bundles patching with RMM, PSA, and ticketing at ~$149/tech/month"}, {"id": "mai-20260917-0922-baseline|c124-s1|deepseek-small|Microsoft 365/Intune", "prompt": "c124-s1", "model": "deepseek-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft 365/Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "already lives in the Microsoft ecosystem (Microsoft 365/Intune), that's also worth considering as a native option"}, {"id": "mai-20260917-0922-baseline|c124-s1|google-small|Action1", "prompt": "c124-s1", "model": "google-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Action1 is the undisputed leader... If you have under 200 devices and want to keep costs to $0: Start with **Action1**."}, {"id": "mai-20260917-0922-baseline|c124-s1|google-small|PDQ Connect", "prompt": "c124-s1", "model": "google-small", "cat": "patch-management", "variant": "direct", "raw": "PDQ Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want straightforward, ultra-reliable patching without the bloat of larger corporate IT platforms, PDQ Connect is highly recommended."}, {"id": "mai-20260917-0922-baseline|c124-s1|google-small|NinjaOne", "prompt": "c124-s1", "model": "google-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "NinjaOne is the gold standard... Cons: Priced per device"}, {"id": "mai-20260917-0922-baseline|c124-s1|google-small|Automox", "prompt": "c124-s1", "model": "google-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Automox is a premier choice... Cons: Pricing can be higher per endpoint"}, {"id": "mai-20260917-0922-baseline|c124-s1|meta-small|Action1", "prompt": "c124-s1", "model": "meta-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best patch management tool for a small B2B company is Action1, as it is best for SMB and MSP teams whose #1 job is patching and is free up to 200 endpoints."}, {"id": "mai-20260917-0922-baseline|c124-s1|minimax-small|NinjaOne", "prompt": "c124-s1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company specifically, **NinjaOne** or **PDQ Connect** are often recommended"}, {"id": "mai-20260917-0922-baseline|c124-s1|minimax-small|Action1", "prompt": "c124-s1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloud-native RMM with integrated patch management"}, {"id": "mai-20260917-0922-baseline|c124-s1|minimax-small|PDQ Connect", "prompt": "c124-s1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "PDQ Connect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**NinjaOne** or **PDQ Connect** are often recommended due to their balance of features, ease of use, and pricing"}, {"id": "mai-20260917-0922-baseline|c124-s1|minimax-small|Patch My PC", "prompt": "c124-s1", "model": "minimax-small", "cat": "patch-management", "variant": "direct", "raw": "Patch My PC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for third-party application patching"}, {"id": "mai-20260917-0922-baseline|c124-s1|mistral-small|Action1", "prompt": "c124-s1", "model": "mistral-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a free, scalable, and cloud-based solution, **Action1** is the best choice."}, {"id": "mai-20260917-0922-baseline|c124-s1|mistral-small|Avast Business Patch Management", "prompt": "c124-s1", "model": "mistral-small", "cat": "patch-management", "variant": "direct", "raw": "Avast Business Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avast Business Patch Management** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c124-s1|moonshot-small|Action1", "prompt": "c124-s1", "model": "moonshot-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** — Best Overall for Small B2B ... Start with Action1 if you want a free, capable solution that can scale"}, {"id": "mai-20260917-0922-baseline|c124-s1|moonshot-small|NinjaOne", "prompt": "c124-s1", "model": "moonshot-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider NinjaOne** if you want an integrated IT management platform and don't mind paying"}, {"id": "mai-20260917-0922-baseline|c124-s1|moonshot-small|ManageEngine Patch Manager Plus", "prompt": "c124-s1", "model": "moonshot-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose ManageEngine** if you rely heavily on third-party business applications"}, {"id": "mai-20260917-0922-baseline|c124-s1|moonshot-small|Avast Business Patch Management", "prompt": "c124-s1", "model": "moonshot-small", "cat": "patch-management", "variant": "direct", "raw": "Avast Business Patch Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best Budget Option ... Specifically rated as \"Best for small businesses\" by TechRepublic"}, {"id": "mai-20260917-0922-baseline|c124-s1|moonshot-small|Automox", "prompt": "c124-s1", "model": "moonshot-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Automox** — Best for Cloud-Native Automation"}, {"id": "mai-20260917-0922-baseline|c124-s1|openai-small|NinjaOne", "prompt": "c124-s1", "model": "openai-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c124-s1|openai-small|ManageEngine Patch Manager Plus", "prompt": "c124-s1", "model": "openai-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ManageEngine Patch Manager Plus** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c124-s1|xai-small|Action1", "prompt": "c124-s1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Action1 (Top pick for most small B2B setups)"}, {"id": "mai-20260917-0922-baseline|c124-s1|xai-small|ManageEngine Patch Manager Plus", "prompt": "c124-s1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent value with widest third-party app coverage"}, {"id": "mai-20260917-0922-baseline|c124-s1|xai-small|NinjaOne", "prompt": "c124-s1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "RMM with top-tier autonomous patching (AI-driven, real-time visibility)"}, {"id": "mai-20260917-0922-baseline|c124-s1|xai-small|Automox", "prompt": "c124-s1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simpler cloud patching focus, great automation/policies"}, {"id": "mai-20260917-0922-baseline|c124-s1|xai-small|Avast Business", "prompt": "c124-s1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "Avast Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notables: Avast Business (small biz pick by TechRepublic, starts low)"}, {"id": "mai-20260917-0922-baseline|c124-s1|xai-small|PDQ", "prompt": "c124-s1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "PDQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "PDQ (Windows-only, cheap)"}, {"id": "mai-20260917-0922-baseline|c124-s1|xai-small|Microsoft Intune", "prompt": "c124-s1", "model": "xai-small", "cat": "patch-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Microsoft Intune (if you're in Microsoft 365 ecosystem)"}, {"id": "mai-20260917-0922-baseline|c124-s1|zai-small|Action1", "prompt": "c124-s1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Action1** if you have ≤200 endpoints and want a free, fully functional tier"}, {"id": "mai-20260917-0922-baseline|c124-s1|zai-small|Automox", "prompt": "c124-s1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Automox** if you want a low per‑endpoint cost and strong cloud‑native automation."}, {"id": "mai-20260917-0922-baseline|c124-s1|zai-small|ManageEngine Patch Manager Plus", "prompt": "c124-s1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ManageEngine** offers the largest third‑party catalog (850+ apps)."}, {"id": "mai-20260917-0922-baseline|c124-s1|zai-small|NinjaOne", "prompt": "c124-s1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider NinjaOne or Atera** if you also need broader RMM capabilities beyond patching."}, {"id": "mai-20260917-0922-baseline|c124-s1|zai-small|Atera", "prompt": "c124-s1", "model": "zai-small", "cat": "patch-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Consider NinjaOne or Atera** if you also need broader RMM capabilities beyond patching."}, {"id": "mai-20260917-0922-baseline|c124-s2|alibaba-small|ManageEngine Patch Manager Plus", "prompt": "c124-s2", "model": "alibaba-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Choice: ManageEngine Patch Manager Plus"}, {"id": "mai-20260917-0922-baseline|c124-s2|alibaba-small|NinjaOne (formerly NinjaRMM)", "prompt": "c124-s2", "model": "alibaba-small", "cat": "patch-management", "variant": "paraphrase", "raw": "NinjaOne (formerly NinjaRMM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best \"All-in-One\" (RMM + Patching): NinjaOne"}, {"id": "mai-20260917-0922-baseline|c124-s2|alibaba-small|Automox", "prompt": "c124-s2", "model": "alibaba-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Setup-and-Forget\" Option: Automox"}, {"id": "mai-20260917-0922-baseline|c124-s2|anthropic-small|Windows Server Update Services (WSUS)", "prompt": "c124-s2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Windows Server Update Services (WSUS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Windows Server Update Services (WSUS) are free but require more management"}, {"id": "mai-20260917-0922-baseline|c124-s2|anthropic-small|Patch Manager Plus", "prompt": "c124-s2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Patch Manager Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Third-party tools like Patch Manager Plus, ManageEngine, or Automox offer more automation."}, {"id": "mai-20260917-0922-baseline|c124-s2|anthropic-small|ManageEngine", "prompt": "c124-s2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Third-party tools like Patch Manager Plus, ManageEngine, or Automox offer more automation."}, {"id": "mai-20260917-0922-baseline|c124-s2|anthropic-small|Automox", "prompt": "c124-s2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Third-party tools like Patch Manager Plus, ManageEngine, or Automox offer more automation."}, {"id": "mai-20260917-0922-baseline|c124-s2|anthropic-small|Jamf", "prompt": "c124-s2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Options include Jamf, Kandji, or open-source solutions"}, {"id": "mai-20260917-0922-baseline|c124-s2|anthropic-small|Kandji", "prompt": "c124-s2", "model": "anthropic-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Kandji", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Options include Jamf, Kandji, or open-source solutions"}, {"id": "mai-20260917-0922-baseline|c124-s2|challenger-small|Patch My PC", "prompt": "c124-s2", "model": "challenger-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Patch My PC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Patch My PC** for third-party patching if you want the most straightforward, broadly compatible setup"}, {"id": "mai-20260917-0922-baseline|c124-s2|challenger-small|Microsoft Intune / Windows Update for Business", "prompt": "c124-s2", "model": "challenger-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft Intune / Windows Update for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Patching:** Microsoft Intune / Windows Update for Business for OS updates, plus **Patch My PC** for third-party apps"}, {"id": "mai-20260917-0922-baseline|c124-s2|deepseek-small|Microsoft 365 Business Premium", "prompt": "c124-s2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft 365 Business Premium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OS:** Windows 11 Pro via **Microsoft 365 Business Premium** (gives you Autopatch + Defender + Intune in one subscription)."}, {"id": "mai-20260917-0922-baseline|c124-s2|deepseek-small|Action1", "prompt": "c124-s2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**This is the standout for a small B2B business** — you get enterprise-grade patching for $0 until you scale past 200 endpoints."}, {"id": "mai-20260917-0922-baseline|c124-s2|deepseek-small|ManageEngine Endpoint Central (Patch Manager Plus)", "prompt": "c124-s2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Endpoint Central (Patch Manager Plus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "move to **ManageEngine Endpoint Central** — it scales affordably and covers the most third-party apps for the price"}, {"id": "mai-20260917-0922-baseline|c124-s2|deepseek-small|Patch My PC", "prompt": "c124-s2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Patch My PC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're already standardizing on Microsoft Intune and M365 Management."}, {"id": "mai-20260917-0922-baseline|c124-s2|deepseek-small|Automox", "prompt": "c124-s2", "model": "deepseek-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best cloud-native for a growing remote fleet: **Automox**"}, {"id": "mai-20260917-0922-baseline|c124-s2|google-small|Action1", "prompt": "c124-s2", "model": "google-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your business has fewer than 200 devices, **Action1** is the most compelling option on the market."}, {"id": "mai-20260917-0922-baseline|c124-s2|google-small|PDQ Connect", "prompt": "c124-s2", "model": "google-small", "cat": "patch-management", "variant": "paraphrase", "raw": "PDQ Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PDQ Connect** is highly recommended."}, {"id": "mai-20260917-0922-baseline|c124-s2|google-small|NinjaOne", "prompt": "c124-s2", "model": "google-small", "cat": "patch-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NinjaOne** is the industry gold standard."}, {"id": "mai-20260917-0922-baseline|c124-s2|meta-small|NinjaOne", "prompt": "c124-s2", "model": "meta-small", "cat": "patch-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "NinjaOne - automates OS and third-party patching for IT teams and MSPs."}, {"id": "mai-20260917-0922-baseline|c124-s2|meta-small|Action1", "prompt": "c124-s2", "model": "meta-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Action1 - offers moderate third-party breadth, cloud-native, and a free tier with per-endpoint pricing."}, {"id": "mai-20260917-0922-baseline|c124-s2|meta-small|PDQ", "prompt": "c124-s2", "model": "meta-small", "cat": "patch-management", "variant": "paraphrase", "raw": "PDQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "PDQ - offers top 7 patch management tools for 2026 with various OS support and third-party app support."}, {"id": "mai-20260917-0922-baseline|c124-s2|minimax-small|NinjaOne", "prompt": "c124-s2", "model": "minimax-small", "cat": "patch-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For third‑party patching, a cloud‑first RMM/patch‑management platform that \"just works\" for a small team is **NinjaOne** (formerly NinjaRMM)."}, {"id": "mai-20260917-0922-baseline|c124-s2|minimax-small|Windows Update for Business", "prompt": "c124-s2", "model": "minimax-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Windows Update for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Group Policy, Windows Update for Business, and the ability to enroll in Microsoft Intune give you a \"free‑to‑low‑cost\" foundation."}, {"id": "mai-20260917-0922-baseline|c124-s2|minimax-small|Microsoft Intune", "prompt": "c124-s2", "model": "minimax-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the ability to enroll in Microsoft Intune give you a \"free‑to‑low‑cost\" foundation."}, {"id": "mai-20260917-0922-baseline|c124-s2|minimax-small|PDQ Connect", "prompt": "c124-s2", "model": "minimax-small", "cat": "patch-management", "variant": "paraphrase", "raw": "PDQ Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PDQ Connect** | Simple, dedicated patch‑management (no full RMM) ... You only need patching and don't want a full RMM."}, {"id": "mai-20260917-0922-baseline|c124-s2|minimax-small|ManageEngine Patch Manager Plus", "prompt": "c124-s2", "model": "minimax-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ManageEngine Patch Manager Plus** | Largest third‑party catalog (1,100+ apps)"}, {"id": "mai-20260917-0922-baseline|c124-s2|moonshot-small|Windows Update for Business", "prompt": "c124-s2", "model": "moonshot-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Windows Update for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Windows Update for Business**: Provides enterprise-grade patching controls without third-party tools"}, {"id": "mai-20260917-0922-baseline|c124-s2|moonshot-small|NinjaOne", "prompt": "c124-s2", "model": "moonshot-small", "cat": "patch-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Top Recommendation: NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c124-s2|moonshot-small|Automox", "prompt": "c124-s2", "model": "moonshot-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget-Friendly Alternative: Automox**"}, {"id": "mai-20260917-0922-baseline|c124-s2|moonshot-small|ManageEngine Patch Manager Plus", "prompt": "c124-s2", "model": "moonshot-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Trade-off**: Can be more complex to configure; better for teams with some IT expertise"}, {"id": "mai-20260917-0922-baseline|c124-s2|openai-small|Action1", "prompt": "c124-s2", "model": "openai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Windows 11 Pro + Action1** because it's easier to deploy, cloud-based, and usually a better fit when you don't have a full-time IT admin."}, {"id": "mai-20260917-0922-baseline|c124-s2|openai-small|ManageEngine Patch Manager Plus", "prompt": "c124-s2", "model": "openai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **more control and broader IT management**: **ManageEngine Patch Manager Plus**"}, {"id": "mai-20260917-0922-baseline|c124-s2|openai-small|Windows Update", "prompt": "c124-s2", "model": "openai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Windows Update", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Windows Update alone is fine for basic Microsoft updates"}, {"id": "mai-20260917-0922-baseline|c124-s2|openai-small|Microsoft Intune", "prompt": "c124-s2", "model": "openai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need Mac support, Linux, servers, and more advanced endpoint control? Consider **Microsoft Intune + Microsoft Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c124-s2|openai-small|Microsoft Defender for Endpoint", "prompt": "c124-s2", "model": "openai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider **Microsoft Intune + Microsoft Defender for Endpoint** or **ManageEngine**"}, {"id": "mai-20260917-0922-baseline|c124-s2|xai-small|Action1", "prompt": "c124-s2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Action1 (top pick for tiniest budgets)"}, {"id": "mai-20260917-0922-baseline|c124-s2|xai-small|ManageEngine Patch Manager Plus", "prompt": "c124-s2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "paired with Action1 or ManageEngine Patch Manager Plus as the third-party patching solution"}, {"id": "mai-20260917-0922-baseline|c124-s2|xai-small|Intune", "prompt": "c124-s2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "tools like Intune (via Microsoft 365 Business Premium, ~$22/user/month) add endpoint management"}, {"id": "mai-20260917-0922-baseline|c124-s2|xai-small|Windows Update for Business", "prompt": "c124-s2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Windows Update for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Windows Update for Business handles OS patches automatically"}, {"id": "mai-20260917-0922-baseline|c124-s2|xai-small|WSUS", "prompt": "c124-s2", "model": "xai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "WSUS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Both outperform built-in tools (e.g., WSUS) by handling third-party patches automatically"}, {"id": "mai-20260917-0922-baseline|c124-s2|zai-small|ManageEngine Patch Manager Plus", "prompt": "c124-s2", "model": "zai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary recommendation: ManageEngine Patch Manager Plus (Free edition)"}, {"id": "mai-20260917-0922-baseline|c124-s2|zai-small|Action1", "prompt": "c124-s2", "model": "zai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner‑up: Action1 (Free up to 200 endpoints)"}, {"id": "mai-20260917-0922-baseline|c124-s2|zai-small|Ninite Pro", "prompt": "c124-s2", "model": "zai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Ninite Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ubuntu Server + Ninite Pro (third‑party patching)"}, {"id": "mai-20260917-0922-baseline|c124-s2|zai-small|Intune", "prompt": "c124-s2", "model": "zai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Intune alone** does **not** patch third‑party applications natively."}, {"id": "mai-20260917-0922-baseline|c124-s2|zai-small|Patch My PC", "prompt": "c124-s2", "model": "zai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "Patch My PC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You'll need a companion tool (e.g., **Ninite Pro**, **Patch My PC**, or a dedicated patch manager)"}, {"id": "mai-20260917-0922-baseline|c124-s2|zai-small|WSUS", "prompt": "c124-s2", "model": "zai-small", "cat": "patch-management", "variant": "paraphrase", "raw": "WSUS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Microsoft has deprecated WSUS, so moving to a modern third‑party patch manager now avoids a costly migration later."}, {"id": "mai-20260917-0922-baseline|c124-s3|alibaba-small|Action1", "prompt": "c124-s3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** Small teams who only need patching or budget-conscious environments... Free for the first 200 endpoints"}, {"id": "mai-20260917-0922-baseline|c124-s3|alibaba-small|Atera", "prompt": "c124-s3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** MSPs or small internal teams needing an \"All-in-One\" toolkit."}, {"id": "mai-20260917-0922-baseline|c124-s3|alibaba-small|PDQ Connect", "prompt": "c124-s3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Teams wanting a middle ground between ease-of-use and advanced control."}, {"id": "mai-20260917-0922-baseline|c124-s3|alibaba-small|Datto RMM", "prompt": "c124-s3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Teams using Datto for backups who need unified management."}, {"id": "mai-20260917-0922-baseline|c124-s3|alibaba-small|ManageEngine Patch Manager Plus (Free Edition)", "prompt": "c124-s3", "model": "alibaba-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Patch Manager Plus (Free Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free for up to 20 endpoints... While limited to 20 devices in the free tier"}, {"id": "mai-20260917-0922-baseline|c124-s3|anthropic-small|PDQ Connect", "prompt": "c124-s3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ Connect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "one of the best patch management tools for Windows and macOS environments... lighter, specialized tools like PDQ Connect offer simplicity"}, {"id": "mai-20260917-0922-baseline|c124-s3|anthropic-small|Atera", "prompt": "c124-s3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "patching is included but it's not the platform's primary focus, and as environments grow, limitations around reporting depth, patch reliability, and performance may become more noticeable"}, {"id": "mai-20260917-0922-baseline|c124-s3|anthropic-small|Action1", "prompt": "c124-s3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a lightweight, cloud-based patch management tool geared toward very small environments and budget-conscious teams"}, {"id": "mai-20260917-0922-baseline|c124-s3|anthropic-small|PDQ Deploy", "prompt": "c124-s3", "model": "anthropic-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ Deploy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "especially useful for small and medium businesses with limited resources... easy to use and affordable"}, {"id": "mai-20260917-0922-baseline|c124-s3|challenger-small|Action1", "prompt": "c124-s3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** is best if you want a **low-cost or free start**; it has a free tier for up to **200 endpoints**"}, {"id": "mai-20260917-0922-baseline|c124-s3|challenger-small|NinjaOne", "prompt": "c124-s3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick **NinjaOne** if your priority is **automation plus visibility**."}, {"id": "mai-20260917-0922-baseline|c124-s3|challenger-small|Atera", "prompt": "c124-s3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick **Atera** if you want **patching plus helpdesk/RMM in one product**."}, {"id": "mai-20260917-0922-baseline|c124-s3|challenger-small|ManageEngine Patch Manager Plus", "prompt": "c124-s3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick **ManageEngine** if you care most about **third-party app coverage**."}, {"id": "mai-20260917-0922-baseline|c124-s3|challenger-small|Automox", "prompt": "c124-s3", "model": "challenger-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick **Automox** if you want **cloud-only simplicity**."}, {"id": "mai-20260917-0922-baseline|c124-s3|deepseek-small|Action1", "prompt": "c124-s3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** (free, full-featured, cloud) — arguably the best value for small teams."}, {"id": "mai-20260917-0922-baseline|c124-s3|deepseek-small|NinjaOne", "prompt": "c124-s3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Want everything bundled (patching + remote support + ticketing):** **NinjaOne** or **Atera**."}, {"id": "mai-20260917-0922-baseline|c124-s3|deepseek-small|Automox", "prompt": "c124-s3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mixed OS / heavy automation needs:** **Automox**."}, {"id": "mai-20260917-0922-baseline|c124-s3|deepseek-small|ManageEngine Patch Manager Plus", "prompt": "c124-s3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Free with a great third-party catalog:** **ManageEngine Patch Manager Plus** (up to 20 endpoints)."}, {"id": "mai-20260917-0922-baseline|c124-s3|deepseek-small|PDQ Connect / PDQ Deploy & Inventory", "prompt": "c124-s3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ Connect / PDQ Deploy & Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Windows-centric small team wanting fast, simple deployment:** **PDQ**."}, {"id": "mai-20260917-0922-baseline|c124-s3|deepseek-small|Atera", "prompt": "c124-s3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Small MSPs and lean IT teams wanting a bundled RMM/PSA/ticketing suite"}, {"id": "mai-20260917-0922-baseline|c124-s3|deepseek-small|Patch My PC", "prompt": "c124-s3", "model": "deepseek-small", "cat": "patch-management", "variant": "comparative", "raw": "Patch My PC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Patch My PC is a niche third-party extension."}, {"id": "mai-20260917-0922-baseline|c124-s3|google-small|Action1", "prompt": "c124-s3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Action1 (The Best Free/Budget-Friendly Option) ... generous free tier supports up to 200 endpoints for free forever"}, {"id": "mai-20260917-0922-baseline|c124-s3|google-small|PDQ Connect", "prompt": "c124-s3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PDQ Connect (The Best \"Pure Play\" Patching Tool)"}, {"id": "mai-20260917-0922-baseline|c124-s3|google-small|NinjaOne", "prompt": "c124-s3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "NinjaOne is widely considered the gold standard"}, {"id": "mai-20260917-0922-baseline|c124-s3|google-small|ManageEngine Patch Manager Plus", "prompt": "c124-s3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Complex or Segmented Networks"}, {"id": "mai-20260917-0922-baseline|c124-s3|google-small|Atera", "prompt": "c124-s3", "model": "google-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Atera (The Best for \"Per-Technician\" Pricing)"}, {"id": "mai-20260917-0922-baseline|c124-s3|meta-small|NinjaOne", "prompt": "c124-s3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top patch management tools for a small team are:\n\n1. NinjaOne"}, {"id": "mai-20260917-0922-baseline|c124-s3|meta-small|Action1", "prompt": "c124-s3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Action1 is a lightweight, cloud-based patch management tool geared toward very small environments and budget-conscious teams"}, {"id": "mai-20260917-0922-baseline|c124-s3|meta-small|ManageEngine Endpoint Central", "prompt": "c124-s3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. ManageEngine Endpoint Central"}, {"id": "mai-20260917-0922-baseline|c124-s3|meta-small|TeamViewer", "prompt": "c124-s3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "TeamViewer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. TeamViewer"}, {"id": "mai-20260917-0922-baseline|c124-s3|meta-small|Datto RMM", "prompt": "c124-s3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Datto RMM"}, {"id": "mai-20260917-0922-baseline|c124-s3|meta-small|PDQ Connect", "prompt": "c124-s3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. PDQ Connect"}, {"id": "mai-20260917-0922-baseline|c124-s3|meta-small|Patch My PC", "prompt": "c124-s3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "Patch My PC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Patch My PC"}, {"id": "mai-20260917-0922-baseline|c124-s3|meta-small|Atera", "prompt": "c124-s3", "model": "meta-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Atera is an RMM platform with built-in patch management aimed at smaller IT teams and MSPs"}, {"id": "mai-20260917-0922-baseline|c124-s3|minimax-small|NinjaOne", "prompt": "c124-s3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Action1** (free tier) or **NinjaOne** (ease of use)"}, {"id": "mai-20260917-0922-baseline|c124-s3|minimax-small|Action1", "prompt": "c124-s3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Action1** (free tier) or **NinjaOne** (ease of use)"}, {"id": "mai-20260917-0922-baseline|c124-s3|minimax-small|Automox", "prompt": "c124-s3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cross-OS automation, no server required, strong for remote environments"}, {"id": "mai-20260917-0922-baseline|c124-s3|minimax-small|Atera", "prompt": "c124-s3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "RMM platform with built-in patch management, includes remote monitoring"}, {"id": "mai-20260917-0922-baseline|c124-s3|minimax-small|PDQ Connect", "prompt": "c124-s3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Custom packages, deployment scheduling, strong for Windows-focused teams"}, {"id": "mai-20260917-0922-baseline|c124-s3|minimax-small|ManageEngine Endpoint Central", "prompt": "c124-s3", "model": "minimax-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "1,100+ third-party apps supported, both cloud and on-prem deployment options"}, {"id": "mai-20260917-0922-baseline|c124-s3|mistral-small|Action1", "prompt": "c124-s3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team, Action1 and Automox are often recommended for their ease of use and cloud-based approach"}, {"id": "mai-20260917-0922-baseline|c124-s3|mistral-small|Automox", "prompt": "c124-s3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Action1 and Automox are often recommended for their ease of use and cloud-based approach"}, {"id": "mai-20260917-0922-baseline|c124-s3|mistral-small|NinjaOne", "prompt": "c124-s3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need an all-in-one solution, Atera or NinjaOne may be worth the investment."}, {"id": "mai-20260917-0922-baseline|c124-s3|mistral-small|Atera (with Robin by Atera)", "prompt": "c124-s3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera (with Robin by Atera)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need an all-in-one solution, Atera or NinjaOne may be worth the investment."}, {"id": "mai-20260917-0922-baseline|c124-s3|mistral-small|ManageEngine Patch Manager Plus", "prompt": "c124-s3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Comprehensive patching for multiple OS and a wide range of third-party apps."}, {"id": "mai-20260917-0922-baseline|c124-s3|mistral-small|PDQ Deploy & Patch", "prompt": "c124-s3", "model": "mistral-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ Deploy & Patch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "PDQ Deploy is a good choice if you prefer on-premises control and Windows-focused environments"}, {"id": "mai-20260917-0922-baseline|c124-s3|moonshot-small|Action1", "prompt": "c124-s3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation**: Start with **Action1** if you have under 200 endpoints and want to spend nothing."}, {"id": "mai-20260917-0922-baseline|c124-s3|moonshot-small|Atera", "prompt": "c124-s3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need broader IT management (ticketing, remote access, billing), consider **Atera**."}, {"id": "mai-20260917-0922-baseline|c124-s3|moonshot-small|Automox", "prompt": "c124-s3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want maximum automation flexibility and are cloud-only, go with **Automox**."}, {"id": "mai-20260917-0922-baseline|c124-s3|moonshot-small|NinjaOne", "prompt": "c124-s3", "model": "moonshot-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**NinjaOne** – Best for Reliability and Fast Deployment"}, {"id": "mai-20260917-0922-baseline|c124-s3|openai-small|PDQ Connect", "prompt": "c124-s3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ Connect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **simplest tool for a small team**: **PDQ Connect**"}, {"id": "mai-20260917-0922-baseline|c124-s3|openai-small|NinjaOne", "prompt": "c124-s3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the **best balance of automation and breadth**: **NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c124-s3|openai-small|ManageEngine Endpoint Central / Patch Manager Plus", "prompt": "c124-s3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central / Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need **broader enterprise-style control** and a lot of third-party app coverage."}, {"id": "mai-20260917-0922-baseline|c124-s3|openai-small|Atera", "prompt": "c124-s3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for **small teams and MSPs** that prefer **per-technician pricing**"}, {"id": "mai-20260917-0922-baseline|c124-s3|openai-small|Microsoft Intune", "prompt": "c124-s3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you're already in the **Microsoft 365 / Windows ecosystem**"}, {"id": "mai-20260917-0922-baseline|c124-s3|openai-small|Action1", "prompt": "c124-s3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Windows + macOS + Linux:** NinjaOne, ManageEngine, Action1, Automox-style tools"}, {"id": "mai-20260917-0922-baseline|c124-s3|openai-small|Automox", "prompt": "c124-s3", "model": "openai-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Per device:** common for PDQ, NinjaOne, Automox, Action1"}, {"id": "mai-20260917-0922-baseline|c124-s3|xai-small|Action1", "prompt": "c124-s3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Action1** if under 200 endpoints (truly free and capable)."}, {"id": "mai-20260917-0922-baseline|c124-s3|xai-small|NinjaOne (formerly NinjaRMM)", "prompt": "c124-s3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne (formerly NinjaRMM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go **NinjaOne** or **Atera** for integrated RMM."}, {"id": "mai-20260917-0922-baseline|c124-s3|xai-small|Automox", "prompt": "c124-s3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Cross-platform automation in distributed/remote environments."}, {"id": "mai-20260917-0922-baseline|c124-s3|xai-small|Atera", "prompt": "c124-s3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go **NinjaOne** or **Atera** for integrated RMM."}, {"id": "mai-20260917-0922-baseline|c124-s3|xai-small|ManageEngine Patch Manager Plus", "prompt": "c124-s3", "model": "xai-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pros:** Widest app catalog, free edition. **Cons:** More setup for on-prem."}, {"id": "mai-20260917-0922-baseline|c124-s3|zai-small|PDQ Deploy & Inventory", "prompt": "c124-s3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "PDQ Deploy & Inventory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1-3 IT staff:** PDQ Deploy or Lansweeper Community"}, {"id": "mai-20260917-0922-baseline|c124-s3|zai-small|NinjaOne (formerly NinjaCM)", "prompt": "c124-s3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "NinjaOne (formerly NinjaCM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**3-10 IT staff:** NinjaOne or ManageEngine Endpoint Central"}, {"id": "mai-20260917-0922-baseline|c124-s3|zai-small|Lansweeper", "prompt": "c124-s3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**1-3 IT staff:** PDQ Deploy or Lansweeper Community"}, {"id": "mai-20260917-0922-baseline|c124-s3|zai-small|Kaseya VSA (now Datto RMM)", "prompt": "c124-s3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "Kaseya VSA (now Datto RMM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cons:** Steep learning curve, expensive"}, {"id": "mai-20260917-0922-baseline|c124-s3|zai-small|ManageEngine Endpoint Central", "prompt": "c124-s3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**3-10 IT staff:** NinjaOne or ManageEngine Endpoint Central"}, {"id": "mai-20260917-0922-baseline|c124-s3|zai-small|SolarWinds Patch Manager Plus", "prompt": "c124-s3", "model": "zai-small", "cat": "patch-management", "variant": "comparative", "raw": "SolarWinds Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**10+ IT staff or MSPs:** Kaseya VSA or SolarWinds Patch Manager Plus"}, {"id": "mai-20260917-0922-baseline|c124-s4|alibaba-small|ManageEngine Patch Manager Plus (Free Edition)", "prompt": "c124-s4", "model": "alibaba-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus (Free Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Winner: ManageEngine Patch Manager Plus (Free Edition) ... widely considered the best dedicated tool for small businesses"}, {"id": "mai-20260917-0922-baseline|c124-s4|alibaba-small|Microsoft WSUS (Windows Server Update Services)", "prompt": "c124-s4", "model": "alibaba-small", "cat": "patch-management", "variant": "budget", "raw": "Microsoft WSUS (Windows Server Update Services)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Strictly Windows Environments Winner: Microsoft WSUS"}, {"id": "mai-20260917-0922-baseline|c124-s4|alibaba-small|PDQ Deploy (Free Version)", "prompt": "c124-s4", "model": "alibaba-small", "cat": "patch-management", "variant": "budget", "raw": "PDQ Deploy (Free Version)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Runner Up: PDQ Deploy (Free Version) ... incredibly easy to use"}, {"id": "mai-20260917-0922-baseline|c124-s4|alibaba-small|Mosyle Business", "prompt": "c124-s4", "model": "alibaba-small", "cat": "patch-management", "variant": "budget", "raw": "Mosyle Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Mac-heavy Offices Winner: Mosyle Business"}, {"id": "mai-20260917-0922-baseline|c124-s4|alibaba-small|Jamf Now", "prompt": "c124-s4", "model": "alibaba-small", "cat": "patch-management", "variant": "budget", "raw": "Jamf Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Alternative:** **Jamf Now** (approx. $4/user/month)"}, {"id": "mai-20260917-0922-baseline|c124-s4|alibaba-small|Automox", "prompt": "c124-s4", "model": "alibaba-small", "cat": "patch-management", "variant": "budget", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Winner: Automox ... modern and highly automated"}, {"id": "mai-20260917-0922-baseline|c124-s4|anthropic-small|Action1", "prompt": "c124-s4", "model": "anthropic-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget with very few devices, start with Action1's free tier."}, {"id": "mai-20260917-0922-baseline|c124-s4|anthropic-small|NinjaOne", "prompt": "c124-s4", "model": "anthropic-small", "cat": "patch-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "However, it has higher pricing compared to similar tools"}, {"id": "mai-20260917-0922-baseline|c124-s4|anthropic-small|Atera", "prompt": "c124-s4", "model": "anthropic-small", "cat": "patch-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Atera or Itarian offer better value for growing small businesses"}, {"id": "mai-20260917-0922-baseline|c124-s4|anthropic-small|Itarian", "prompt": "c124-s4", "model": "anthropic-small", "cat": "patch-management", "variant": "budget", "raw": "Itarian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Itarian is best for small businesses on a budget"}, {"id": "mai-20260917-0922-baseline|c124-s4|challenger-small|Action1", "prompt": "c124-s4", "model": "challenger-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** is the strongest overall pick because it is specifically described as best for **very small, budget-conscious teams**"}, {"id": "mai-20260917-0922-baseline|c124-s4|challenger-small|Avast Business Patch Management", "prompt": "c124-s4", "model": "challenger-small", "cat": "patch-management", "variant": "budget", "raw": "Avast Business Patch Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "another candidate that a 2025 review labeled **best for small businesses**"}, {"id": "mai-20260917-0922-baseline|c124-s4|challenger-small|PDQ", "prompt": "c124-s4", "model": "challenger-small", "cat": "patch-management", "variant": "budget", "raw": "PDQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PDQ** if your priority is a **focused Windows/macOS patching experience**"}, {"id": "mai-20260917-0922-baseline|c124-s4|deepseek-small|Action1", "prompt": "c124-s4", "model": "deepseek-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Action1** ... **Action1** is the clear winner"}, {"id": "mai-20260917-0922-baseline|c124-s4|deepseek-small|ManageEngine Patch Manager Plus", "prompt": "c124-s4", "model": "deepseek-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ### 2. **ManageEngine Patch Manager Plus**"}, {"id": "mai-20260917-0922-baseline|c124-s4|deepseek-small|PDQ Deploy & Inventory", "prompt": "c124-s4", "model": "deepseek-small", "cat": "patch-management", "variant": "budget", "raw": "PDQ Deploy & Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PDQ Deploy** integrates with WSUS and is very affordable at ~**$12/device/year**"}, {"id": "mai-20260917-0922-baseline|c124-s4|deepseek-small|WSUS (Windows Server Update Services)", "prompt": "c124-s4", "model": "deepseek-small", "cat": "patch-management", "variant": "budget", "raw": "WSUS (Windows Server Update Services)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Completely free** if you already have Windows Server. Windows-only, more manual, but a viable $0 option."}, {"id": "mai-20260917-0922-baseline|c124-s4|google-small|Action1", "prompt": "c124-s4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Absolute Best Budget Pick: **Action1**"}, {"id": "mai-20260917-0922-baseline|c124-s4|google-small|ManageEngine Patch Manager Plus", "prompt": "c124-s4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Under 25 Devices: **ManageEngine Patch Manager Plus**"}, {"id": "mai-20260917-0922-baseline|c124-s4|google-small|PDQ Deploy & PDQ Inventory", "prompt": "c124-s4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "PDQ Deploy & PDQ Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Windows-Heavy, On-Premises Teams: **PDQ Deploy & PDQ Inventory**"}, {"id": "mai-20260917-0922-baseline|c124-s4|google-small|PDQ Connect", "prompt": "c124-s4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "PDQ Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "PDQ's newer cloud offering (**PDQ Connect**) is better but is priced per endpoint"}, {"id": "mai-20260917-0922-baseline|c124-s4|google-small|Atera", "prompt": "c124-s4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look into **Atera** or **Syncro** to keep your costs flat as you scale"}, {"id": "mai-20260917-0922-baseline|c124-s4|google-small|Syncro", "prompt": "c124-s4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look into **Atera** or **Syncro** to keep your costs flat as you scale"}, {"id": "mai-20260917-0922-baseline|c124-s4|google-small|Tactical RMM", "prompt": "c124-s4", "model": "google-small", "cat": "patch-management", "variant": "budget", "raw": "Tactical RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Open-Source / True $0 Option: **Tactical RMM**"}, {"id": "mai-20260917-0922-baseline|c124-s4|meta-small|Action1", "prompt": "c124-s4", "model": "meta-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best patch management tool for a small company with a tight budget is Action1, which offers a free tier that covers up to 200 endpoints with full features."}, {"id": "mai-20260917-0922-baseline|c124-s4|meta-small|ManageEngine Patch Manager Plus", "prompt": "c124-s4", "model": "meta-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include ManageEngine Patch Manager Plus, which offers a free edition for up to 20 endpoints"}, {"id": "mai-20260917-0922-baseline|c124-s4|meta-small|Ninite Pro", "prompt": "c124-s4", "model": "meta-small", "cat": "patch-management", "variant": "budget", "raw": "Ninite Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ninite Pro, which is best for small teams wanting dead-simple third-party app patching on a budget"}, {"id": "mai-20260917-0922-baseline|c124-s4|meta-small|Atera", "prompt": "c124-s4", "model": "meta-small", "cat": "patch-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Atera is also a good option for small teams and MSPs, offering a per-technician pricing model."}, {"id": "mai-20260917-0922-baseline|c124-s4|minimax-small|Action1", "prompt": "c124-s4", "model": "minimax-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** stands out as the best patch management tool for a small company with a tight budget"}, {"id": "mai-20260917-0922-baseline|c124-s4|minimax-small|ManageEngine Patch Manager Plus", "prompt": "c124-s4", "model": "minimax-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have **under 20 endpoints**, ManageEngine's free edition also works well."}, {"id": "mai-20260917-0922-baseline|c124-s4|minimax-small|Avast Business Patch Management", "prompt": "c124-s4", "model": "minimax-small", "cat": "patch-management", "variant": "budget", "raw": "Avast Business Patch Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Trial available | Small businesses needing simple interface"}, {"id": "mai-20260917-0922-baseline|c124-s4|minimax-small|Patchman", "prompt": "c124-s4", "model": "minimax-small", "cat": "patch-management", "variant": "budget", "raw": "Patchman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free tier available | WordPress/plugin patching"}, {"id": "mai-20260917-0922-baseline|c124-s4|mistral-small|Action1", "prompt": "c124-s4", "model": "mistral-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** is often recommended as the best fit for very small businesses"}, {"id": "mai-20260917-0922-baseline|c124-s4|mistral-small|Automox", "prompt": "c124-s4", "model": "mistral-small", "cat": "patch-management", "variant": "budget", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option is **Automox**"}, {"id": "mai-20260917-0922-baseline|c124-s4|moonshot-small|Action1", "prompt": "c124-s4", "model": "moonshot-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Action1's free tier is the standout choice—it offers enterprise-grade patching for up to 200 endpoints at zero cost"}, {"id": "mai-20260917-0922-baseline|c124-s4|moonshot-small|ManageEngine Patch Manager Plus", "prompt": "c124-s4", "model": "moonshot-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ManageEngine becomes worth considering"}, {"id": "mai-20260917-0922-baseline|c124-s4|moonshot-small|Automox", "prompt": "c124-s4", "model": "moonshot-small", "cat": "patch-management", "variant": "budget", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud-native SaaS platform designed for SMBs to enterprises"}, {"id": "mai-20260917-0922-baseline|c124-s4|openai-small|Action1", "prompt": "c124-s4", "model": "openai-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** if you want the cheapest easy win"}, {"id": "mai-20260917-0922-baseline|c124-s4|openai-small|ManageEngine Endpoint Central", "prompt": "c124-s4", "model": "openai-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ManageEngine Endpoint Central** if you want a fuller endpoint management suite"}, {"id": "mai-20260917-0922-baseline|c124-s4|openai-small|PDQ Deploy + PDQ Inventory", "prompt": "c124-s4", "model": "openai-small", "cat": "patch-management", "variant": "budget", "raw": "PDQ Deploy + PDQ Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PDQ Deploy + Inventory** if you're mostly Windows and want more control"}, {"id": "mai-20260917-0922-baseline|c124-s4|openai-small|Automox", "prompt": "c124-s4", "model": "openai-small", "cat": "patch-management", "variant": "budget", "raw": "Automox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually more expensive than the most budget-friendly options"}, {"id": "mai-20260917-0922-baseline|c124-s4|xai-small|Action1", "prompt": "c124-s4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** stands out as the best patch management tool for a small company on a tight budget."}, {"id": "mai-20260917-0922-baseline|c124-s4|xai-small|WSUS", "prompt": "c124-s4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "WSUS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "free but deprecated, Windows-only, requires VPN for remotes, and demands IT overhead"}, {"id": "mai-20260917-0922-baseline|c124-s4|xai-small|ManageEngine Patch Manager Plus", "prompt": "c124-s4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free for 25 devices; ~$1-2/endpoint after"}, {"id": "mai-20260917-0922-baseline|c124-s4|xai-small|Automox", "prompt": "c124-s4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "mixed? Action1/Automox"}, {"id": "mai-20260917-0922-baseline|c124-s4|xai-small|PDQ Deploy (free version)", "prompt": "c124-s4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "PDQ Deploy (free version)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free core; Pro ~$1,200/year | Windows-focused deployment + patching"}, {"id": "mai-20260917-0922-baseline|c124-s4|xai-small|Spacewalk/Foreman", "prompt": "c124-s4", "model": "xai-small", "cat": "patch-management", "variant": "budget", "raw": "Spacewalk/Foreman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Linux/UNIX-focused, good for servers but steep learning curve."}, {"id": "mai-20260917-0922-baseline|c124-s4|zai-small|Action1", "prompt": "c124-s4", "model": "zai-small", "cat": "patch-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Based on your criteria (small company, tight budget), the best tool is **Action1**."}, {"id": "mai-20260917-0922-baseline|c124-s4|zai-small|Windows Server Update Services (WSUS)", "prompt": "c124-s4", "model": "zai-small", "cat": "patch-management", "variant": "budget", "raw": "Windows Server Update Services (WSUS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Free DIY\" Option: Windows Server Update Services (WSUS)... No Third-Party Support"}, {"id": "mai-20260917-0922-baseline|c124-s4|zai-small|PDQ Connect", "prompt": "c124-s4", "model": "zai-small", "cat": "patch-management", "variant": "budget", "raw": "PDQ Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a traditional agent-based tool and have fewer than 100 devices, PDQ Connect is a strong contender."}, {"id": "mai-20260917-0922-baseline|c124-s5|alibaba-small|NinjaOne", "prompt": "c124-s5", "model": "alibaba-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Some modern tools (like NinjaOne or ConnectWise Automate) bundle patching with RMM"}, {"id": "mai-20260917-0922-baseline|c124-s5|alibaba-small|ConnectWise Automate", "prompt": "c124-s5", "model": "alibaba-small", "cat": "patch-management", "variant": "scale", "raw": "ConnectWise Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some modern tools (like NinjaOne or ConnectWise Automate) bundle patching with RMM"}, {"id": "mai-20260917-0922-baseline|c124-s5|alibaba-small|Automox", "prompt": "c124-s5", "model": "alibaba-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Automox:** Highly regarded for simplicity and third-party app patching. Very developer-friendly."}, {"id": "mai-20260917-0922-baseline|c124-s5|alibaba-small|ManageEngine Patch Manager Plus", "prompt": "c124-s5", "model": "alibaba-small", "cat": "patch-management", "variant": "scale", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong free tier for very small setups (<50 systems), deeply integrated features."}, {"id": "mai-20260917-0922-baseline|c124-s5|alibaba-small|Datto RMM", "prompt": "c124-s5", "model": "alibaba-small", "cat": "patch-management", "variant": "scale", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "NinjaOne / Datto RMM: These are broader IT platforms (RMM) that include excellent patching."}, {"id": "mai-20260917-0922-baseline|c124-s5|alibaba-small|PDQ Deploy", "prompt": "c124-s5", "model": "alibaba-small", "cat": "patch-management", "variant": "scale", "raw": "PDQ Deploy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Popular among smaller IT shops who prefer a more manual workflow"}, {"id": "mai-20260917-0922-baseline|c124-s5|deepseek-small|Action1", "prompt": "c124-s5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** — best free tier (up to ~100 endpoints), cloud-native, good for small fleets"}, {"id": "mai-20260917-0922-baseline|c124-s5|deepseek-small|NinjaOne", "prompt": "c124-s5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NinjaOne / Automox** — strong cloud-native automation, set-and-forget focus"}, {"id": "mai-20260917-0922-baseline|c124-s5|deepseek-small|Automox", "prompt": "c124-s5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NinjaOne / Automox** — strong cloud-native automation, set-and-forget focus"}, {"id": "mai-20260917-0922-baseline|c124-s5|deepseek-small|ManageEngine Patch Manager Plus", "prompt": "c124-s5", "model": "deepseek-small", "cat": "patch-management", "variant": "scale", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ManageEngine Patch Manager Plus** — best value on third-party catalog depth"}, {"id": "mai-20260917-0922-baseline|c124-s5|google-small|Action1", "prompt": "c124-s5", "model": "google-small", "cat": "patch-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Action1 (Highly Recommended for SMBs): Action1 is a highly rated, cloud-native patch management platform"}, {"id": "mai-20260917-0922-baseline|c124-s5|google-small|Automox", "prompt": "c124-s5", "model": "google-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "This is one of the gold standards for modern, cloud-native, cross-platform patching."}, {"id": "mai-20260917-0922-baseline|c124-s5|google-small|Kandji", "prompt": "c124-s5", "model": "google-small", "cat": "patch-management", "variant": "scale", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are mostly a Mac shop, tools like Kandji or Jamf have built-in patching frameworks"}, {"id": "mai-20260917-0922-baseline|c124-s5|google-small|Jamf", "prompt": "c124-s5", "model": "google-small", "cat": "patch-management", "variant": "scale", "raw": "Jamf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "tools like Kandji or Jamf have built-in patching frameworks for macOS and common third-party apps"}, {"id": "mai-20260917-0922-baseline|c124-s5|google-small|Microsoft Intune", "prompt": "c124-s5", "model": "google-small", "cat": "patch-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you already have access to Microsoft Intune, which can handle Windows update rings"}, {"id": "mai-20260917-0922-baseline|c124-s5|google-small|NinjaOne", "prompt": "c124-s5", "model": "google-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look at a lightweight RMM tool like NinjaOne"}, {"id": "mai-20260917-0922-baseline|c124-s5|google-small|SuperOps", "prompt": "c124-s5", "model": "google-small", "cat": "patch-management", "variant": "scale", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "NinjaOne or SuperOps: If you need a tool that handles patching plus general IT helpdesk ticketing"}, {"id": "mai-20260917-0922-baseline|c124-s5|meta-small|Action1", "prompt": "c124-s5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top patch management tools include:\n\n1. Action1"}, {"id": "mai-20260917-0922-baseline|c124-s5|meta-small|NinjaOne", "prompt": "c124-s5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. NinjaOne"}, {"id": "mai-20260917-0922-baseline|c124-s5|meta-small|Automox", "prompt": "c124-s5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Automox"}, {"id": "mai-20260917-0922-baseline|c124-s5|meta-small|ManageEngine", "prompt": "c124-s5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. ManageEngine"}, {"id": "mai-20260917-0922-baseline|c124-s5|meta-small|Tanium", "prompt": "c124-s5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Tanium"}, {"id": "mai-20260917-0922-baseline|c124-s5|meta-small|Acronis Cyber Protect", "prompt": "c124-s5", "model": "meta-small", "cat": "patch-management", "variant": "scale", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Acronis Cyber Protect"}, {"id": "mai-20260917-0922-baseline|c124-s5|minimax-small|Patch My PC", "prompt": "c124-s5", "model": "minimax-small", "cat": "patch-management", "variant": "scale", "raw": "Patch My PC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some tools like Patch My PC, Chocolatey have free options for small teams"}, {"id": "mai-20260917-0922-baseline|c124-s5|minimax-small|Chocolatey", "prompt": "c124-s5", "model": "minimax-small", "cat": "patch-management", "variant": "scale", "raw": "Chocolatey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some tools like Patch My PC, Chocolatey have free options for small teams"}, {"id": "mai-20260917-0922-baseline|c124-s5|minimax-small|Intune", "prompt": "c124-s5", "model": "minimax-small", "cat": "patch-management", "variant": "scale", "raw": "Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Intune** (if already in Microsoft ecosystem)"}, {"id": "mai-20260917-0922-baseline|c124-s5|minimax-small|Automox", "prompt": "c124-s5", "model": "minimax-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options include:... **Automox**"}, {"id": "mai-20260917-0922-baseline|c124-s5|minimax-small|Kaseya VSA", "prompt": "c124-s5", "model": "minimax-small", "cat": "patch-management", "variant": "scale", "raw": "Kaseya VSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Kaseya VSA** / **N-able**"}, {"id": "mai-20260917-0922-baseline|c124-s5|minimax-small|N-able", "prompt": "c124-s5", "model": "minimax-small", "cat": "patch-management", "variant": "scale", "raw": "N-able", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Kaseya VSA** / **N-able**"}, {"id": "mai-20260917-0922-baseline|c124-s5|minimax-small|Action1", "prompt": "c124-s5", "model": "minimax-small", "cat": "patch-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Action1** (cloud-based, simple)"}, {"id": "mai-20260917-0922-baseline|c124-s5|mistral-small|Microsoft Intune", "prompt": "c124-s5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Microsoft Intune** | Microsoft-centric environments | Cloud-based, integrates with Azure AD"}, {"id": "mai-20260917-0922-baseline|c124-s5|mistral-small|ManageEngine Patch Manager Plus", "prompt": "c124-s5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**ManageEngine Patch Manager Plus** | SMBs, mixed OS environments"}, {"id": "mai-20260917-0922-baseline|c124-s5|mistral-small|NinjaOne", "prompt": "c124-s5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**NinjaOne** | MSPs, IT teams | Cloud-based, RMM integration, automated patching"}, {"id": "mai-20260917-0922-baseline|c124-s5|mistral-small|Kaseya VSA", "prompt": "c124-s5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "Kaseya VSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Kaseya VSA** | MSPs, larger teams | Agent-based, patching + RMM"}, {"id": "mai-20260917-0922-baseline|c124-s5|mistral-small|Ivanti Neurons", "prompt": "c124-s5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "Ivanti Neurons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ivanti Neurons** | Enterprise, security-focused | Patch + vulnerability management"}, {"id": "mai-20260917-0922-baseline|c124-s5|mistral-small|PDQ Deploy/Inventory", "prompt": "c124-s5", "model": "mistral-small", "cat": "patch-management", "variant": "scale", "raw": "PDQ Deploy/Inventory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**PDQ Deploy/Inventory** | Windows-focused, budget-conscious | Simple, agentless option, good for small teams"}, {"id": "mai-20260917-0922-baseline|c124-s5|moonshot-small|Action1", "prompt": "c124-s5", "model": "moonshot-small", "cat": "patch-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Free/low-cost tiers** - Action1's free tier covers up to 200 endpoints"}, {"id": "mai-20260917-0922-baseline|c124-s5|moonshot-small|NinjaOne", "prompt": "c124-s5", "model": "moonshot-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-in-one RMM + patch management + backup"}, {"id": "mai-20260917-0922-baseline|c124-s5|moonshot-small|Automox", "prompt": "c124-s5", "model": "moonshot-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud-native teams | Per-endpoint pricing | Policy-driven automation, strong API"}, {"id": "mai-20260917-0922-baseline|c124-s5|moonshot-small|ManageEngine Patch Manager Plus", "prompt": "c124-s5", "model": "moonshot-small", "cat": "patch-management", "variant": "scale", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Budget-conscious | Tiered pricing | Extensive third-party app catalog"}, {"id": "mai-20260917-0922-baseline|c124-s5|moonshot-small|Atera", "prompt": "c124-s5", "model": "moonshot-small", "cat": "patch-management", "variant": "scale", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "MSPs/SMBs | Per-tech pricing model | Agent-driven patch orchestration"}, {"id": "mai-20260917-0922-baseline|c124-s5|openai-small|Intune", "prompt": "c124-s5", "model": "openai-small", "cat": "patch-management", "variant": "scale", "raw": "Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you already use an MDM like Intune or Jamf, see whether patching is better handled there or by a dedicated tool."}, {"id": "mai-20260917-0922-baseline|c124-s5|openai-small|Jamf", "prompt": "c124-s5", "model": "openai-small", "cat": "patch-management", "variant": "scale", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "If you already use an MDM like Intune or Jamf, see whether patching is better handled there or by a dedicated tool."}, {"id": "mai-20260917-0922-baseline|c124-s5|xai-small|Action1", "prompt": "c124-s5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Test Action1 (free), Automox, NinjaOne via trials on a subset."}, {"id": "mai-20260917-0922-baseline|c124-s5|xai-small|Automox", "prompt": "c124-s5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Test Action1 (free), Automox, NinjaOne via trials on a subset."}, {"id": "mai-20260917-0922-baseline|c124-s5|xai-small|NinjaOne", "prompt": "c124-s5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Test Action1 (free), Automox, NinjaOne via trials on a subset."}, {"id": "mai-20260917-0922-baseline|c124-s5|xai-small|ManageEngine", "prompt": "c124-s5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| ManageEngine | Broad app coverage | ~$1-2/device/mo (volume) | Trial |"}, {"id": "mai-20260917-0922-baseline|c124-s5|xai-small|Atera", "prompt": "c124-s5", "model": "xai-small", "cat": "patch-management", "variant": "scale", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Atera        | All-in-one IT ops | ~$99/tech/mo (unlimited) | Trial |"}, {"id": "mai-20260917-0922-baseline|c124-s5|zai-small|NinjaOne", "prompt": "c124-s5", "model": "zai-small", "cat": "patch-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you already use an RMM (e.g., NinjaOne, Atera, Datto), can patching be tightly integrated?"}, {"id": "mai-20260917-0922-baseline|c124-s5|zai-small|Atera", "prompt": "c124-s5", "model": "zai-small", "cat": "patch-management", "variant": "scale", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Atera | Small teams & MSPs | Windows, macOS; limited Linux | Bundled via RMM | Per technician"}, {"id": "mai-20260917-0922-baseline|c124-s5|zai-small|Datto", "prompt": "c124-s5", "model": "zai-small", "cat": "patch-management", "variant": "scale", "raw": "Datto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you already use an RMM (e.g., NinjaOne, Atera, Datto), can patching be tightly integrated?"}, {"id": "mai-20260917-0922-baseline|c124-s5|zai-small|Action1", "prompt": "c124-s5", "model": "zai-small", "cat": "patch-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Action1 | Very small teams / startups | Windows, macOS, Linux | 630+ apps | Free tier (up to 200 endpoints)"}, {"id": "mai-20260917-0922-baseline|c124-s5|zai-small|Automox", "prompt": "c124-s5", "model": "zai-small", "cat": "patch-management", "variant": "scale", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Automox | Cloud-native automation | Windows, macOS, Linux | Good | Per agent, cloud-native"}, {"id": "mai-20260917-0922-baseline|c124-s5|zai-small|ManageEngine", "prompt": "c124-s5", "model": "zai-small", "cat": "patch-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ManageEngine | Strong third-party catalog | Windows, macOS, Linux | Broadest | Per endpoint, with free edition"}, {"id": "mai-20260917-0922-baseline|c124-s6|alibaba-small|Tanium", "prompt": "c124-s6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Tanium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to Avoid:** Extremely expensive ... For a business with fewer than 100–200 devices, the ROI is negative."}, {"id": "mai-20260917-0922-baseline|c124-s6|alibaba-small|IBM BigFix", "prompt": "c124-s6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "IBM BigFix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to Avoid:** While feature-rich, it has a steep learning curve and expensive licensing... \"overkill\""}, {"id": "mai-20260917-0922-baseline|c124-s6|alibaba-small|Microsoft SCCM (System Center Configuration Manager)", "prompt": "c124-s6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft SCCM (System Center Configuration Manager)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why to Caution:** ... deploying SCCM from scratch is notoriously difficult for small IT teams."}, {"id": "mai-20260917-0922-baseline|c124-s6|alibaba-small|Microsoft Intune (Standalone)", "prompt": "c124-s6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft Intune (Standalone)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Out of the box, Intune primarily manages **Windows Updates**. It does **not** have a robust catalog for third-party apps."}, {"id": "mai-20260917-0922-baseline|c124-s6|alibaba-small|Patch MyPC", "prompt": "c124-s6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Patch MyPC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you often need to write complex scripts or buy an add-on like Patch MyPC"}, {"id": "mai-20260917-0922-baseline|c124-s6|alibaba-small|Native Windows Updates / macOS Updates", "prompt": "c124-s6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Native Windows Updates / macOS Updates", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Using the built-in update mechanisms for a business with more than 5–10 devices is risky."}, {"id": "mai-20260917-0922-baseline|c124-s6|alibaba-small|Standalone WSUS (Windows Server Update Services)", "prompt": "c124-s6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Standalone WSUS (Windows Server Update Services)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "An administrator must manually download and approve every single patch... this lag time is unacceptable."}, {"id": "mai-20260917-0922-baseline|c124-s6|alibaba-small|NinjaOne", "prompt": "c124-s6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Great for MSPs or small IT teams needing helpdesk + patching combined."}, {"id": "mai-20260917-0922-baseline|c124-s6|alibaba-small|Atera", "prompt": "c124-s6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Great for MSPs or small IT teams needing helpdesk + patching combined."}, {"id": "mai-20260917-0922-baseline|c124-s6|alibaba-small|Action1", "prompt": "c124-s6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Often recommended for startups/SMBs because it offers a generous \"Free Tier\" (up to 100 endpoints) and handles third-party apps easily."}, {"id": "mai-20260917-0922-baseline|c124-s6|alibaba-small|Automox", "prompt": "c124-s6", "model": "alibaba-small", "cat": "patch-management", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "specifically noted for automating both OS and third-party app patching with a simple interface."}, {"id": "mai-20260917-0922-baseline|c124-s6|challenger-small|HCL BigFix / BigFix Enterprise+", "prompt": "c124-s6", "model": "challenger-small", "cat": "patch-management", "variant": "negative", "raw": "HCL BigFix / BigFix Enterprise+", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "flagged as a poor fit for *small teams* and *SaaS-only users* because of a **high learning curve** and **higher cost**"}, {"id": "mai-20260917-0922-baseline|c124-s6|challenger-small|Ivanti Neurons / Ivanti patching stacks", "prompt": "c124-s6", "model": "challenger-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti Neurons / Ivanti patching stacks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "generally positioned for **mid-market or enterprise** environments rather than lightweight SMB use"}, {"id": "mai-20260917-0922-baseline|c124-s6|challenger-small|Tanium", "prompt": "c124-s6", "model": "challenger-small", "cat": "patch-management", "variant": "negative", "raw": "Tanium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "typically an **enterprise-scale** platform, so it may be more complex and expensive than a small business needs"}, {"id": "mai-20260917-0922-baseline|c124-s6|challenger-small|ManageEngine Patch Manager Plus", "prompt": "c124-s6", "model": "challenger-small", "cat": "patch-management", "variant": "negative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can work for SMBs, but be careful if your team is very small"}, {"id": "mai-20260917-0922-baseline|c124-s6|challenger-small|SecPod SanerNow", "prompt": "c124-s6", "model": "challenger-small", "cat": "patch-management", "variant": "negative", "raw": "SecPod SanerNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "one review says it is *not suitable* for **small businesses with pure patching needs**"}, {"id": "mai-20260917-0922-baseline|c124-s6|challenger-small|Patch My PC", "prompt": "c124-s6", "model": "challenger-small", "cat": "patch-management", "variant": "negative", "raw": "Patch My PC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "strong for **third-party app patching**, but not ideal if you need robust **OS patching**"}, {"id": "mai-20260917-0922-baseline|c124-s6|challenger-small|PDQ Deploy", "prompt": "c124-s6", "model": "challenger-small", "cat": "patch-management", "variant": "negative", "raw": "PDQ Deploy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "caution is warranted if you need **cloud-based management** or **compliance-focused reporting**"}, {"id": "mai-20260917-0922-baseline|c124-s6|deepseek-small|Ivanti", "prompt": "c124-s6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Enterprise-grade \"Swiss Army Knife\" suites (Ivanti, Kaseya VSA, Microsoft SCCM)"}, {"id": "mai-20260917-0922-baseline|c124-s6|deepseek-small|Kaseya VSA", "prompt": "c124-s6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "users report aggressive sales tactics and complex licensing. It's built for MSPs managing thousands of endpoints"}, {"id": "mai-20260917-0922-baseline|c124-s6|deepseek-small|Microsoft System Center Configuration Manager (SCCM)", "prompt": "c124-s6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft System Center Configuration Manager (SCCM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "requires heavy server infrastructure, SQL databases, and ongoing maintenance"}, {"id": "mai-20260917-0922-baseline|c124-s6|deepseek-small|Action1", "prompt": "c124-s6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose a cloud-native, agent-based tool like **Action1, Automox, or NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c124-s6|deepseek-small|Automox", "prompt": "c124-s6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose a cloud-native, agent-based tool like **Action1, Automox, or NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c124-s6|deepseek-small|NinjaOne", "prompt": "c124-s6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Choose a cloud-native, agent-based tool like **Action1, Automox, or NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c124-s6|deepseek-small|Patch My PC", "prompt": "c124-s6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Patch My PC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid: Tools with \"Enterprise Reliance\" prerequisites (Patch My PC, standalone WSUS)"}, {"id": "mai-20260917-0922-baseline|c124-s6|deepseek-small|WSUS (Windows Server Update Services)", "prompt": "c124-s6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "WSUS (Windows Server Update Services)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Microsoft has officially **deprecated** WSUS ... It will become a security liability"}, {"id": "mai-20260917-0922-baseline|c124-s6|deepseek-small|ManageEngine", "prompt": "c124-s6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "ManageEngine Patch Manager Plus suffers from **unclear failure reasons**"}, {"id": "mai-20260917-0922-baseline|c124-s6|deepseek-small|SolarWinds", "prompt": "c124-s6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid: Tools with reputational/security baggage (SolarWinds)"}, {"id": "mai-20260917-0922-baseline|c124-s6|deepseek-small|Heimdal", "prompt": "c124-s6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Heimdal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Tools like **Action1** and **Heimdal** market themselves specifically on security-first architecture."}, {"id": "mai-20260917-0922-baseline|c124-s6|deepseek-small|LogMeIn Resolve / GoTo Resolve", "prompt": "c124-s6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "LogMeIn Resolve / GoTo Resolve", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Be Cautious: Resource-heavy legacy tools (LogMeIn Resolve / GoTo Resolve)"}, {"id": "mai-20260917-0922-baseline|c124-s6|deepseek-small|Atera", "prompt": "c124-s6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Atera** and **Action1** are frequently praised for having minimal system footprint"}, {"id": "mai-20260917-0922-baseline|c124-s6|deepseek-small|Microsoft Intune", "prompt": "c124-s6", "model": "deepseek-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "does **not** natively patch third-party apps well without add-ons ... patch reporting is often considered \"clunky\""}, {"id": "mai-20260917-0922-baseline|c124-s6|google-small|Microsoft WSUS (Windows Server Update Services)", "prompt": "c124-s6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft WSUS (Windows Server Update Services)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Do not build a new patching strategy around WSUS."}, {"id": "mai-20260917-0922-baseline|c124-s6|google-small|Microsoft Endpoint Configuration Manager (MECM/SCCM)", "prompt": "c124-s6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft Endpoint Configuration Manager (MECM/SCCM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**What to avoid:** **Microsoft Endpoint Configuration Manager (MECM/SCCM), HCL BigFix, Tanium, or Ivanti Neurons**"}, {"id": "mai-20260917-0922-baseline|c124-s6|google-small|HCL BigFix", "prompt": "c124-s6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "HCL BigFix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**What to avoid:** ... HCL BigFix, Tanium, or Ivanti Neurons**"}, {"id": "mai-20260917-0922-baseline|c124-s6|google-small|Tanium", "prompt": "c124-s6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Tanium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "these tools represent a massive \"shelfware\" risk"}, {"id": "mai-20260917-0922-baseline|c124-s6|google-small|Ivanti Neurons", "prompt": "c124-s6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**What to avoid:** **Microsoft Endpoint Configuration Manager (MECM/SCCM), HCL BigFix, Tanium, or Ivanti Neurons**"}, {"id": "mai-20260917-0922-baseline|c124-s6|google-small|Windows Update / GPO (Group Policy Objects)", "prompt": "c124-s6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Windows Update / GPO (Group Policy Objects)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Relying solely on local OS updates leaves a massive security gap on every device."}, {"id": "mai-20260917-0922-baseline|c124-s6|google-small|macOS Automatic Updates", "prompt": "c124-s6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "macOS Automatic Updates", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Relying solely on local OS updates leaves a massive security gap on every device."}, {"id": "mai-20260917-0922-baseline|c124-s6|google-small|ConnectWise", "prompt": "c124-s6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "ConnectWise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "choosing to *self-host* these platforms on a local server in your office is highly risky"}, {"id": "mai-20260917-0922-baseline|c124-s6|google-small|Kaseya", "prompt": "c124-s6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Kaseya", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "choosing to *self-host* these platforms on a local server in your office is highly risky"}, {"id": "mai-20260917-0922-baseline|c124-s6|google-small|Action1", "prompt": "c124-s6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Tools like **Action1** (which is famously free for your first 100 endpoints)"}, {"id": "mai-20260917-0922-baseline|c124-s6|google-small|PDQ Connect", "prompt": "c124-s6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "PDQ Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**PDQ Connect**, or **Automox**"}, {"id": "mai-20260917-0922-baseline|c124-s6|google-small|Automox", "prompt": "c124-s6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**PDQ Connect**, or **Automox**"}, {"id": "mai-20260917-0922-baseline|c124-s6|google-small|NinjaOne", "prompt": "c124-s6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Integrated cloud RMMs like **NinjaOne** or **Atera** offer automated patch management"}, {"id": "mai-20260917-0922-baseline|c124-s6|google-small|Atera", "prompt": "c124-s6", "model": "google-small", "cat": "patch-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Integrated cloud RMMs like **NinjaOne** or **Atera** offer automated patch management"}, {"id": "mai-20260917-0922-baseline|c124-s6|meta-small|Action1", "prompt": "c124-s6", "model": "meta-small", "cat": "patch-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Action1: A cloud-native patch management tool that is free for the first 100 endpoints and suitable for small businesses with remote endpoints."}, {"id": "mai-20260917-0922-baseline|c124-s6|meta-small|Automox", "prompt": "c124-s6", "model": "meta-small", "cat": "patch-management", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Automox: A cloud-native patch management tool that is suitable for small businesses and provides automation for critical and high-severity patches."}, {"id": "mai-20260917-0922-baseline|c124-s6|meta-small|NinjaOne", "prompt": "c124-s6", "model": "meta-small", "cat": "patch-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "NinjaOne: A patch management tool that is suitable for small businesses and provides fast UI and UX."}, {"id": "mai-20260917-0922-baseline|c124-s6|meta-small|Atera", "prompt": "c124-s6", "model": "meta-small", "cat": "patch-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Atera: A patch management tool that is suitable for small businesses and provides a helpdesk included."}, {"id": "mai-20260917-0922-baseline|c124-s6|minimax-small|Microsoft Configuration Manager (SCCM/ConfigMgr)", "prompt": "c124-s6", "model": "minimax-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft Configuration Manager (SCCM/ConfigMgr)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Complex setup, requires Windows Server infrastructure, expensive licensing, steep learning curve."}, {"id": "mai-20260917-0922-baseline|c124-s6|minimax-small|HCL BigFix", "prompt": "c124-s6", "model": "minimax-small", "cat": "patch-management", "variant": "negative", "raw": "HCL BigFix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-focused, expensive, complex deployment."}, {"id": "mai-20260917-0922-baseline|c124-s6|minimax-small|Tanium", "prompt": "c124-s6", "model": "minimax-small", "cat": "patch-management", "variant": "negative", "raw": "Tanium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "massive overkill for small fleets"}, {"id": "mai-20260917-0922-baseline|c124-s6|minimax-small|Ivanti (Enterprise versions)", "prompt": "c124-s6", "model": "minimax-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti (Enterprise versions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "licensing and complexity are unnecessary for small business needs"}, {"id": "mai-20260917-0922-baseline|c124-s6|minimax-small|Action1", "prompt": "c124-s6", "model": "minimax-small", "cat": "patch-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Free tier for up to 100 endpoints, cloud-native"}, {"id": "mai-20260917-0922-baseline|c124-s6|minimax-small|Automox", "prompt": "c124-s6", "model": "minimax-small", "cat": "patch-management", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cloud-native, cross-OS automation"}, {"id": "mai-20260917-0922-baseline|c124-s6|minimax-small|NinjaOne", "prompt": "c124-s6", "model": "minimax-small", "cat": "patch-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good balance of power and simplicity for SMBs"}, {"id": "mai-20260917-0922-baseline|c124-s6|minimax-small|Atera", "prompt": "c124-s6", "model": "minimax-small", "cat": "patch-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Includes patch management with service desk features"}, {"id": "mai-20260917-0922-baseline|c124-s6|minimax-small|PDQ Deploy", "prompt": "c124-s6", "model": "minimax-small", "cat": "patch-management", "variant": "negative", "raw": "PDQ Deploy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Simple, agentless option for Windows environments"}, {"id": "mai-20260917-0922-baseline|c124-s6|mistral-small|SCCM", "prompt": "c124-s6", "model": "mistral-small", "cat": "patch-management", "variant": "negative", "raw": "SCCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Highly specialized or enterprise-grade solutions (e.g., some SCCM alternatives) that are not designed with SMBs in mind."}, {"id": "mai-20260917-0922-baseline|c124-s6|mistral-small|Action1", "prompt": "c124-s6", "model": "mistral-small", "cat": "patch-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Tools with free tiers or affordable pricing for small businesses, such as Action1 or Automox"}, {"id": "mai-20260917-0922-baseline|c124-s6|mistral-small|Automox", "prompt": "c124-s6", "model": "mistral-small", "cat": "patch-management", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Tools with free tiers or affordable pricing for small businesses, such as Action1 or Automox"}, {"id": "mai-20260917-0922-baseline|c124-s6|moonshot-small|WSUS (Windows Server Update Services)", "prompt": "c124-s6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "WSUS (Windows Server Update Services)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "WSUS (Windows Server Update Services) — Avoid for New Deployments ... If you're choosing new tooling, skip it."}, {"id": "mai-20260917-0922-baseline|c124-s6|moonshot-small|Microsoft Configuration Manager (SCCM)", "prompt": "c124-s6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft Configuration Manager (SCCM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Microsoft Configuration Manager (SCCM) — Use Caution ... generally overkill for small businesses"}, {"id": "mai-20260917-0922-baseline|c124-s6|moonshot-small|ManageEngine Patch Manager Plus", "prompt": "c124-s6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ManageEngine Patch Manager Plus — Be Cautious ... risky if you have remote workers or mixed networks."}, {"id": "mai-20260917-0922-baseline|c124-s6|moonshot-small|Atera", "prompt": "c124-s6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Atera — Use Caution for Patching Specifically ... Patch management needs improvement"}, {"id": "mai-20260917-0922-baseline|c124-s6|moonshot-small|LogMeIn Resolve", "prompt": "c124-s6", "model": "moonshot-small", "cat": "patch-management", "variant": "negative", "raw": "LogMeIn Resolve", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "LogMeIn Resolve — Be Cautious ... Slow performance and high resource usage on endpoints"}, {"id": "mai-20260917-0922-baseline|c124-s6|openai-small|MDT (Microsoft Deployment Toolkit)", "prompt": "c124-s6", "model": "openai-small", "cat": "patch-management", "variant": "negative", "raw": "MDT (Microsoft Deployment Toolkit)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Microsoft announced MDT's immediate retirement and said it will no longer receive updates, fixes, or support... it's risky as a long-term patching platform for a small business."}, {"id": "mai-20260917-0922-baseline|c124-s6|openai-small|Patch Manager Plus", "prompt": "c124-s6", "model": "openai-small", "cat": "patch-management", "variant": "negative", "raw": "Patch Manager Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "user reviews for Patch Manager Plus mention support/ticket-tracking concerns and gaps in package updates in some environments"}, {"id": "mai-20260917-0922-baseline|c124-s6|xai-small|Action1", "prompt": "c124-s6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "should prioritize lightweight, cloud-native, affordable tools like Action1 (free tier), NinjaOne, Automox, or Atera"}, {"id": "mai-20260917-0922-baseline|c124-s6|xai-small|NinjaOne", "prompt": "c124-s6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "prioritize lightweight, cloud-native, affordable tools like Action1 (free tier), NinjaOne, Automox, or Atera"}, {"id": "mai-20260917-0922-baseline|c124-s6|xai-small|Automox", "prompt": "c124-s6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "prioritize lightweight, cloud-native, affordable tools like Action1 (free tier), NinjaOne, Automox, or Atera"}, {"id": "mai-20260917-0922-baseline|c124-s6|xai-small|Atera", "prompt": "c124-s6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "per-tech pricing (e.g., some RMMs like Atera scale poorly if you grow technicians)"}, {"id": "mai-20260917-0922-baseline|c124-s6|xai-small|Microsoft SCCM (System Center Configuration Manager)", "prompt": "c124-s6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft SCCM (System Center Configuration Manager)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid or be cautious with these... Extremely resource-intensive... often called \"overkill\" for SMBs"}, {"id": "mai-20260917-0922-baseline|c124-s6|xai-small|HCL BigFix", "prompt": "c124-s6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "HCL BigFix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise-grade tools like Microsoft SCCM..., HCL BigFix, Ivanti, or Tanium... \"overkill\" for SMBs"}, {"id": "mai-20260917-0922-baseline|c124-s6|xai-small|Ivanti", "prompt": "c124-s6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise-grade tools like... Ivanti, or Tanium: Extremely resource-intensive"}, {"id": "mai-20260917-0922-baseline|c124-s6|xai-small|Tanium", "prompt": "c124-s6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Tanium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise-grade tools like... Tanium: High licensing costs (thousands/year)"}, {"id": "mai-20260917-0922-baseline|c124-s6|xai-small|Microsoft Intune (standalone)", "prompt": "c124-s6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft Intune (standalone)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "lacks native third-party app patching (needs add-ons), has repackaging hassles... not ideal for SMBs"}, {"id": "mai-20260917-0922-baseline|c124-s6|xai-small|ManageEngine Patch Manager Plus", "prompt": "c124-s6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "ManageEngine Patch Manager Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Why cautious? ... cite frequent patching failures without clear reasons, poor reporting, limited uninstall support"}, {"id": "mai-20260917-0922-baseline|c124-s6|xai-small|native Windows Update", "prompt": "c124-s6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "native Windows Update", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Avoid relying solely if you need third-party app patching, reporting, or multi-OS support"}, {"id": "mai-20260917-0922-baseline|c124-s6|xai-small|WSUS", "prompt": "c124-s6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "WSUS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Free/basic options (e.g., native Windows Update, WSUS): Avoid relying solely"}, {"id": "mai-20260917-0922-baseline|c124-s6|xai-small|LogMeIn Resolve", "prompt": "c124-s6", "model": "xai-small", "cat": "patch-management", "variant": "negative", "raw": "LogMeIn Resolve", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "high resource use (e.g., LogMeIn Resolve slowness)"}, {"id": "mai-20260917-0922-baseline|c124-s6|zai-small|Microsoft System Center Configuration Manager (SCCM)", "prompt": "c124-s6", "model": "zai-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft System Center Configuration Manager (SCCM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** These tools require a dedicated server infrastructure, complex on-premises maintenance, and specialized training."}, {"id": "mai-20260917-0922-baseline|c124-s6|zai-small|Ivanti Endpoint Manager", "prompt": "c124-s6", "model": "zai-small", "cat": "patch-management", "variant": "negative", "raw": "Ivanti Endpoint Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools like **Microsoft System Center Configuration Manager (SCCM)** or **Ivanti Endpoint Manager** ... are generally \"overkill\" for small businesses."}, {"id": "mai-20260917-0922-baseline|c124-s6|zai-small|Atera", "prompt": "c124-s6", "model": "zai-small", "cat": "patch-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why be cautious:** Atera bills by the **technician**, not by the device."}, {"id": "mai-20260917-0922-baseline|c124-s6|zai-small|Windows Server Update Services - WSUS", "prompt": "c124-s6", "model": "zai-small", "cat": "patch-management", "variant": "negative", "raw": "Windows Server Update Services - WSUS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "you should **avoid using it as your primary patch management tool**"}, {"id": "mai-20260917-0922-baseline|c124-s6|zai-small|ManageEngine Endpoint Central", "prompt": "c124-s6", "model": "zai-small", "cat": "patch-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often criticized for being complex and expensive for small businesses"}, {"id": "mai-20260917-0922-baseline|c124-s6|zai-small|Action1", "prompt": "c124-s6", "model": "zai-small", "cat": "patch-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Action1:** Offers a free tier for up to 200 endpoints."}, {"id": "mai-20260917-0922-baseline|c124-s6|zai-small|Automox", "prompt": "c124-s6", "model": "zai-small", "cat": "patch-management", "variant": "negative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Automox:** Simple pricing per endpoint."}, {"id": "mai-20260917-0922-baseline|c124-s6|zai-small|Microsoft Intune", "prompt": "c124-s6", "model": "zai-small", "cat": "patch-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "this is the modern replacement for WSUS and is built for simplicity"}, {"id": "mai-20260917-0922-baseline|c125-l1|alibaba-small|NinjaOne", "prompt": "c125-l1", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose NinjaOne if: You want the modern standard, speed, and ease of use. It is generally the safest bet for a B2B company"}, {"id": "mai-20260917-0922-baseline|c125-l1|alibaba-small|ConnectWise Automate", "prompt": "c125-l1", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose ConnectWise if: You require complex, custom automated workflows"}, {"id": "mai-20260917-0922-baseline|c125-l1|alibaba-small|Datto RMM", "prompt": "c125-l1", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Security & Reliability\" Choice: Datto RMM"}, {"id": "mai-20260917-0922-baseline|c125-l1|alibaba-small|Syncro", "prompt": "c125-l1", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Syncro if: Your primary concern is value for money"}, {"id": "mai-20260917-0922-baseline|c125-l1|anthropic-small|ConnectWise Automate", "prompt": "c125-l1", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular enterprise RMM platforms typically include options like ConnectWise Automate, Datto RMM, Ninja RMM, Kaseya, and others"}, {"id": "mai-20260917-0922-baseline|c125-l1|anthropic-small|Datto RMM", "prompt": "c125-l1", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "options like ConnectWise Automate, Datto RMM, Ninja RMM, Kaseya, and others, each with different strengths"}, {"id": "mai-20260917-0922-baseline|c125-l1|anthropic-small|Ninja RMM", "prompt": "c125-l1", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Ninja RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "options like ConnectWise Automate, Datto RMM, Ninja RMM, Kaseya, and others"}, {"id": "mai-20260917-0922-baseline|c125-l1|anthropic-small|Kaseya", "prompt": "c125-l1", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Kaseya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "options like ConnectWise Automate, Datto RMM, Ninja RMM, Kaseya, and others"}, {"id": "mai-20260917-0922-baseline|c125-l1|challenger-small|NinjaOne", "prompt": "c125-l1", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick from the results is **NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c125-l1|challenger-small|ConnectWise RMM", "prompt": "c125-l1", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your priority is **MSP-scale automation**"}, {"id": "mai-20260917-0922-baseline|c125-l1|challenger-small|Datto RMM", "prompt": "c125-l1", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong enterprise option if you want a product that has been recognized across **small, mid-market, and enterprise** segments"}, {"id": "mai-20260917-0922-baseline|c125-l1|deepseek-small|NinjaOne", "prompt": "c125-l1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** is currently the strongest default choice"}, {"id": "mai-20260917-0922-baseline|c125-l1|deepseek-small|Tanium", "prompt": "c125-l1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tanium** deserves serious evaluation"}, {"id": "mai-20260917-0922-baseline|c125-l1|deepseek-small|ConnectWise Automate", "prompt": "c125-l1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For deepest automation tied to an existing ConnectWise ecosystem, go with **ConnectWise Automate**"}, {"id": "mai-20260917-0922-baseline|c125-l1|deepseek-small|Kaseya VSA", "prompt": "c125-l1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Kaseya VSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for very large-scale IT operations"}, {"id": "mai-20260917-0922-baseline|c125-l1|deepseek-small|Datto RMM", "prompt": "c125-l1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Solid for enterprise-scale managed services"}, {"id": "mai-20260917-0922-baseline|c125-l1|deepseek-small|SuperOps", "prompt": "c125-l1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SuperOps (unified RMM+PSA) or ConnectWise work well"}, {"id": "mai-20260917-0922-baseline|c125-l1|google-small|NinjaOne", "prompt": "c125-l1", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose NinjaOne if you want the most modern, cloud-native, and rapidly deployable platform. It is widely considered the overall market leader in user satisfaction"}, {"id": "mai-20260917-0922-baseline|c125-l1|google-small|ManageEngine Endpoint Central", "prompt": "c125-l1", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best choice for highly regulated, massive environments with legacy infrastructure"}, {"id": "mai-20260917-0922-baseline|c125-l1|google-small|Tanium", "prompt": "c125-l1", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The best choice for large-scale enterprise SecOps"}, {"id": "mai-20260917-0922-baseline|c125-l1|google-small|N-able N-central", "prompt": "c125-l1", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The gold standard for scale and complex automation workflows"}, {"id": "mai-20260917-0922-baseline|c125-l1|google-small|Datto RMM (by Kaseya)", "prompt": "c125-l1", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM (by Kaseya)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for MSPs heavily invested in automated security, backup, and the Kaseya/Datto ecosystem"}, {"id": "mai-20260917-0922-baseline|c125-l1|google-small|ConnectWise Automate", "prompt": "c125-l1", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It has a steep learning curve but is practically unmatched in its ability to be customized."}, {"id": "mai-20260917-0922-baseline|c125-l1|meta-small|N-Able RMM", "prompt": "c125-l1", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-Able RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top RMM platforms mentioned include N-Able RMM, ManageEngine Endpoint Central, and others"}, {"id": "mai-20260917-0922-baseline|c125-l1|meta-small|ManageEngine Endpoint Central", "prompt": "c125-l1", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top RMM platforms mentioned include N-Able RMM, ManageEngine Endpoint Central, and others"}, {"id": "mai-20260917-0922-baseline|c125-l1|minimax-small|N-Able RMM", "prompt": "c125-l1", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-Able RMM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**N-Able RMM** or **NinjaOne** are typically the top recommendations due to their mature feature sets, scalability, and enterprise focus"}, {"id": "mai-20260917-0922-baseline|c125-l1|minimax-small|NinjaOne", "prompt": "c125-l1", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**N-Able RMM** or **NinjaOne** are typically the top recommendations"}, {"id": "mai-20260917-0922-baseline|c125-l1|minimax-small|SuperOps", "prompt": "c125-l1", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Positioned as a modern RMM solution"}, {"id": "mai-20260917-0922-baseline|c125-l1|minimax-small|ConnectWise", "prompt": "c125-l1", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-focused with robust features"}, {"id": "mai-20260917-0922-baseline|c125-l1|mistral-small|NinjaOne", "prompt": "c125-l1", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprises: NinjaOne is the top recommendation due to its balance of ease of use, scalability, and transparent pricing."}, {"id": "mai-20260917-0922-baseline|c125-l1|mistral-small|N-able (N-central for larger enterprises)", "prompt": "c125-l1", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-able (N-central for larger enterprises)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For complex, security-focused environments: N-able (N-central) is ideal."}, {"id": "mai-20260917-0922-baseline|c125-l1|mistral-small|Datto RMM", "prompt": "c125-l1", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For enterprises already in the Datto/Kaseya ecosystem: Datto RMM is a strong choice."}, {"id": "mai-20260917-0922-baseline|c125-l1|moonshot-small|ConnectWise RMM", "prompt": "c125-l1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise RMM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ConnectWise RMM** is generally considered the best choice"}, {"id": "mai-20260917-0922-baseline|c125-l1|moonshot-small|N-able N-central", "prompt": "c125-l1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For **maximum automation flexibility** and compliance needs, **N-able N-central** remains a strong contender."}, {"id": "mai-20260917-0922-baseline|c125-l1|moonshot-small|NinjaOne", "prompt": "c125-l1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NinjaOne** is an excellent alternative"}, {"id": "mai-20260917-0922-baseline|c125-l1|moonshot-small|Datto RMM", "prompt": "c125-l1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for:** Organizations already using or committed to Datto backup solutions"}, {"id": "mai-20260917-0922-baseline|c125-l1|moonshot-small|Kaseya VSA", "prompt": "c125-l1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some users report disconnected tools and steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c125-l1|moonshot-small|SuperOps", "prompt": "c125-l1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "NinjaOne or SuperOps (published pricing)"}, {"id": "mai-20260917-0922-baseline|c125-l1|openai-small|NinjaOne", "prompt": "c125-l1", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall traditional RMM:** **NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c125-l1|openai-small|Datto RMM", "prompt": "c125-l1", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datto RMM** if you need a more traditional RMM with mature scripting, patching, and MSP-like workflow."}, {"id": "mai-20260917-0922-baseline|c125-l1|openai-small|Atera", "prompt": "c125-l1", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "good for smaller teams, but usually less ideal for true enterprise scale"}, {"id": "mai-20260917-0922-baseline|c125-l1|openai-small|ConnectWise Automate", "prompt": "c125-l1", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful, but can be heavier and more complex to manage"}, {"id": "mai-20260917-0922-baseline|c125-l1|openai-small|Microsoft Intune + Microsoft Defender for Endpoint", "prompt": "c125-l1", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Microsoft Intune + Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best Microsoft-native option:** **Intune + Defender**"}, {"id": "mai-20260917-0922-baseline|c125-l1|xai-small|NinjaOne", "prompt": "c125-l1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frequently ranked #1 overall for scalability with high endpoint counts"}, {"id": "mai-20260917-0922-baseline|c125-l1|xai-small|N-able N-central", "prompt": "c125-l1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-able N-central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "NinjaOne and N-able N-central stand out as top contenders for enterprise B2B companies"}, {"id": "mai-20260917-0922-baseline|c125-l1|xai-small|Kaseya VSA", "prompt": "c125-l1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Kaseya VSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Established enterprise workflows | Per endpoint (quote)| ~4.0 | Robust scripting, compliance"}, {"id": "mai-20260917-0922-baseline|c125-l1|xai-small|ConnectWise RMM", "prompt": "c125-l1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ecosystem integration | Modular (quote) | 4.2 (70+) | If using ConnectWise Manage"}, {"id": "mai-20260917-0922-baseline|c125-l1|xai-small|Datto RMM", "prompt": "c125-l1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Backup/security alignment | SMB-to-enterprise transition"}, {"id": "mai-20260917-0922-baseline|c125-l1|xai-small|Atera", "prompt": "c125-l1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cost-efficiency (but lighter scale) ... better for mid-market"}, {"id": "mai-20260917-0922-baseline|c125-l1|xai-small|ManageEngine", "prompt": "c125-l1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Network-heavy or hybrid? N-able or ManageEngine"}, {"id": "mai-20260917-0922-baseline|c125-l1|xai-small|Acronis", "prompt": "c125-l1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Acronis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Security/backup integrated? Acronis or Datto."}, {"id": "mai-20260917-0922-baseline|c125-l1|zai-small|ConnectWise RMM", "prompt": "c125-l1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: large enterprises with complex networks, heavy scripting needs, and a preference for a mature, feature‑rich platform."}, {"id": "mai-20260917-0922-baseline|c125-l1|zai-small|NinjaOne", "prompt": "c125-l1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: mid‑to‑large enterprises that value ease of use, modern interface"}, {"id": "mai-20260917-0922-baseline|c125-l1|zai-small|N‑able (N‑sight or N‑central)", "prompt": "c125-l1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N‑able (N‑sight or N‑central)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: organizations with extensive network infrastructure and a need for granular control and automation."}, {"id": "mai-20260917-0922-baseline|c125-l1|zai-small|Datto RMM", "prompt": "c125-l1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: enterprises already using Datto/Autotask or needing a bundled security suite."}, {"id": "mai-20260917-0922-baseline|c125-l1|zai-small|Atera", "prompt": "c125-l1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: teams that want a predictable cost tied to headcount rather than device count."}, {"id": "mai-20260917-0922-baseline|c125-l1|zai-small|ManageEngine", "prompt": "c125-l1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: organizations that value extensive reporting and a feature‑rich console"}, {"id": "mai-20260917-0922-baseline|c125-l1|zai-small|Syncro", "prompt": "c125-l1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: businesses that need a unified ticketing and device management stack."}, {"id": "mai-20260917-0922-baseline|c125-l1|zai-small|Kaseya VSA", "prompt": "c125-l1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Kaseya VSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: enterprises seeking a mature, feature‑rich solution with a broad partner ecosystem."}, {"id": "mai-20260917-0922-baseline|c125-l2|alibaba-small|NinjaOne", "prompt": "c125-l2", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose NinjaOne if you want the easiest, fastest implementation with zero headaches."}, {"id": "mai-20260917-0922-baseline|c125-l2|alibaba-small|ConnectWise Automate", "prompt": "c125-l2", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose ConnectWise if you need total control and complex workflow automation."}, {"id": "mai-20260917-0922-baseline|c125-l2|alibaba-small|ManageEngine Desktop Central", "prompt": "c125-l2", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ManageEngine Desktop Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose ManageEngine if budget is a factor and you need detailed asset audits."}, {"id": "mai-20260917-0922-baseline|c125-l2|alibaba-small|Ivanti", "prompt": "c125-l2", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your priority is keeping 2,000 employees secure against ransomware ... Ivanti is a strong contender."}, {"id": "mai-20260917-0922-baseline|c125-l2|alibaba-small|Microsoft Intune (Endpoint Manager)", "prompt": "c125-l2", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Microsoft Intune (Endpoint Manager)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Microsoft Intune if you are a Microsoft-heavy shop and want to consolidate vendors."}, {"id": "mai-20260917-0922-baseline|c125-l2|alibaba-small|Lansweezer", "prompt": "c125-l2", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Lansweezer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "pair Intune with a lightweight companion tool like NinjaOne or Lansweezer purely for patching and auditing"}, {"id": "mai-20260917-0922-baseline|c125-l2|anthropic-small|NinjaOne", "prompt": "c125-l2", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "NinjaOne earned the 2026 Gartner Magic Quadrant Leader designation for Endpoint Management Tools."}, {"id": "mai-20260917-0922-baseline|c125-l2|anthropic-small|Datto RMM", "prompt": "c125-l2", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Users consistently praise the intuitive interface and automation capabilities of Datto RMM"}, {"id": "mai-20260917-0922-baseline|c125-l2|anthropic-small|Syncro", "prompt": "c125-l2", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Syncro for its ease of use and comprehensive integration of IT management tools"}, {"id": "mai-20260917-0922-baseline|c125-l2|anthropic-small|SuperOps", "prompt": "c125-l2", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SuperOps combines Professional Services Automation (PSA) and Remote Monitoring and Management (RMM) tools"}, {"id": "mai-20260917-0922-baseline|c125-l2|challenger-small|NinjaOne", "prompt": "c125-l2", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **NinjaOne** as the primary RMM choice"}, {"id": "mai-20260917-0922-baseline|c125-l2|challenger-small|ConnectWise Automate", "prompt": "c125-l2", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need heavier legacy MSP depth and can tolerate more complexity: **ConnectWise Automate**"}, {"id": "mai-20260917-0922-baseline|c125-l2|challenger-small|ManageEngine Endpoint Central MSP", "prompt": "c125-l2", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ManageEngine Endpoint Central MSP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want a broader enterprise endpoint-management suite"}, {"id": "mai-20260917-0922-baseline|c125-l2|challenger-small|Domotz", "prompt": "c125-l2", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Domotz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Domotz** as a complement, not a replacement, if network infrastructure visibility is a major gap"}, {"id": "mai-20260917-0922-baseline|c125-l2|deepseek-small|NinjaOne", "prompt": "c125-l2", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: NinjaOne ... is the strongest all-around choice"}, {"id": "mai-20260917-0922-baseline|c125-l2|deepseek-small|Datto RMM", "prompt": "c125-l2", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Datto RMM** as the strongest runner-up"}, {"id": "mai-20260917-0922-baseline|c125-l2|deepseek-small|ConnectWise RMM (Automate)", "prompt": "c125-l2", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise RMM (Automate)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Trade-off: it's built for power over simplicity and typically requires a dedicated platform administrator and heavier implementation"}, {"id": "mai-20260917-0922-baseline|c125-l2|deepseek-small|Atera", "prompt": "c125-l2", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Atera** (best for lean teams wanting predictable cost)"}, {"id": "mai-20260917-0922-baseline|c125-l2|google-small|NinjaOne", "prompt": "c125-l2", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne: The Best All-Rounder & Modern Enterprise Leader"}, {"id": "mai-20260917-0922-baseline|c125-l2|google-small|N-able N-central", "prompt": "c125-l2", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your infrastructure is highly complex... choose N-able N-central"}, {"id": "mai-20260917-0922-baseline|c125-l2|google-small|N-sight", "prompt": "c125-l2", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "N-sight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "N-able offers two products: *N-sight* (for smaller shops)"}, {"id": "mai-20260917-0922-baseline|c125-l2|google-small|ConnectWise Automate / ConnectWise RMM", "prompt": "c125-l2", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise Automate / ConnectWise RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is notorious for having a steep learning curve and a legacy user interface."}, {"id": "mai-20260917-0922-baseline|c125-l2|google-small|ScreenConnect", "prompt": "c125-l2", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ScreenConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ConnectWise bundles ScreenConnect (now ConnectWise ScreenConnect)"}, {"id": "mai-20260917-0922-baseline|c125-l2|google-small|Tanium", "prompt": "c125-l2", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Tanium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "However, it is highly complex and carries significant licensing costs."}, {"id": "mai-20260917-0922-baseline|c125-l2|google-small|ManageEngine Endpoint Central", "prompt": "c125-l2", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A highly cost-effective, comprehensive enterprise UEM."}, {"id": "mai-20260917-0922-baseline|c125-l2|meta-small|Datto RMM", "prompt": "c125-l2", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. Datto RMM"}, {"id": "mai-20260917-0922-baseline|c125-l2|meta-small|N-Able RMM", "prompt": "c125-l2", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "N-Able RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. N-Able RMM"}, {"id": "mai-20260917-0922-baseline|c125-l2|meta-small|NinjaOne", "prompt": "c125-l2", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. NinjaOne"}, {"id": "mai-20260917-0922-baseline|c125-l2|minimax-small|NinjaOne", "prompt": "c125-l2", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **NinjaOne** or **ConnectWise RMM**"}, {"id": "mai-20260917-0922-baseline|c125-l2|minimax-small|ConnectWise RMM", "prompt": "c125-l2", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise RMM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend **NinjaOne** or **ConnectWise RMM**"}, {"id": "mai-20260917-0922-baseline|c125-l2|minimax-small|N-able N-central", "prompt": "c125-l2", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for complex automation at scale... Steeper learning curve but powerful for enterprise needs"}, {"id": "mai-20260917-0922-baseline|c125-l2|minimax-small|Datto RMM", "prompt": "c125-l2", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for standardizing monitoring and event-driven automation"}, {"id": "mai-20260917-0922-baseline|c125-l2|minimax-small|Atera", "prompt": "c125-l2", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If budget is a major consideration, **Atera** offers unlimited endpoints per technician"}, {"id": "mai-20260917-0922-baseline|c125-l2|mistral-small|ConnectWise Automate", "prompt": "c125-l2", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise Automate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ConnectWise Automate** is the most powerful and scalable option."}, {"id": "mai-20260917-0922-baseline|c125-l2|mistral-small|NinjaOne (formerly NinjaRMM)", "prompt": "c125-l2", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne (formerly NinjaRMM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prioritize ease of use, rapid deployment, and strong patch management for thousands of endpoints, **NinjaOne** is a top choice."}, {"id": "mai-20260917-0922-baseline|c125-l2|mistral-small|Atera", "prompt": "c125-l2", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want an all-in-one solution with built-in PSA and helpdesk, **Atera** is worth considering"}, {"id": "mai-20260917-0922-baseline|c125-l2|moonshot-small|NinjaOne", "prompt": "c125-l2", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: NinjaOne"}, {"id": "mai-20260917-0922-baseline|c125-l2|moonshot-small|N-able N-central", "prompt": "c125-l2", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "However, consider N-able N-central if: You have very complex, multi-tenant automation needs"}, {"id": "mai-20260917-0922-baseline|c125-l2|moonshot-small|ConnectWise Automate (formerly LabTech)", "prompt": "c125-l2", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise Automate (formerly LabTech)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Consideration: Older architecture, caps out around 20-30K agents, requires more technical expertise"}, {"id": "mai-20260917-0922-baseline|c125-l2|moonshot-small|Datto RMM (now part of Kaseya)", "prompt": "c125-l2", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Datto RMM (now part of Kaseya)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: If you need tight integration with Datto backup/disaster recovery"}, {"id": "mai-20260917-0922-baseline|c125-l2|openai-small|NinjaOne", "prompt": "c125-l2", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **NinjaOne** first"}, {"id": "mai-20260917-0922-baseline|c125-l2|openai-small|Datto RMM", "prompt": "c125-l2", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Datto RMM** as a very close alternative"}, {"id": "mai-20260917-0922-baseline|c125-l2|openai-small|ConnectWise RMM", "prompt": "c125-l2", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider ConnectWise RMM** if your organization already uses ConnectWise PSA/RPA"}, {"id": "mai-20260917-0922-baseline|c125-l2|xai-small|ConnectWise RMM", "prompt": "c125-l2", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise RMM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend ConnectWise RMM (formerly ConnectWise Automate/Control) as the top choice"}, {"id": "mai-20260917-0922-baseline|c125-l2|xai-small|NinjaOne", "prompt": "c125-l2", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with NinjaOne or N-able N-central as strong alternatives depending on your priorities"}, {"id": "mai-20260917-0922-baseline|c125-l2|xai-small|N-able N-central", "prompt": "c125-l2", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**N-able N-central** (best for enterprise automation)"}, {"id": "mai-20260917-0922-baseline|c125-l2|xai-small|Kaseya VSA", "prompt": "c125-l2", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Kaseya VSA      | Good, but dated UI/support"}, {"id": "mai-20260917-0922-baseline|c125-l2|zai-small|NinjaOne", "prompt": "c125-l2", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** is the strongest choice due to its transparent per-device pricing and high user satisfaction."}, {"id": "mai-20260917-0922-baseline|c125-l2|zai-small|N-able N-central", "prompt": "c125-l2", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you require on-premise deployment for data security, **N-able N-central** is the superior option."}, {"id": "mai-20260917-0922-baseline|c125-l2|zai-small|ConnectWise RMM", "prompt": "c125-l2", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Best for Enterprise Ecosystems: ConnectWise RMM"}, {"id": "mai-20260917-0922-baseline|c125-l3|alibaba-small|TeamViewer", "prompt": "c125-l3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "TeamViewer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "looking beyond simple tools like TeamViewer or AnyDesk"}, {"id": "mai-20260917-0922-baseline|c125-l3|alibaba-small|AnyDesk", "prompt": "c125-l3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "AnyDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "looking beyond simple tools like TeamViewer or AnyDesk"}, {"id": "mai-20260917-0922-baseline|c125-l3|alibaba-small|ConnectWise Automate", "prompt": "c125-l3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Widely considered the industry standard for MSPs... Choose **ConnectWise Automate** if you need the deepest functionality and customization."}, {"id": "mai-20260917-0922-baseline|c125-l3|alibaba-small|N-able (specifically nCore)", "prompt": "c125-l3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able (specifically nCore)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **N-able nCore** if you want the best user interface and AI prediction."}, {"id": "mai-20260917-0922-baseline|c125-l3|alibaba-small|Kaseya VSA", "prompt": "c125-l3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Kaseya VSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Kaseya** if you want to consolidate Backup, Docs, and RMM into one bill."}, {"id": "mai-20260917-0922-baseline|c125-l3|alibaba-small|Action1", "prompt": "c125-l3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Action1** if you have a massive number of devices and want a \"set it and forget it\" cloud solution."}, {"id": "mai-20260917-0922-baseline|c125-l3|alibaba-small|SolarWinds RMM", "prompt": "c125-l3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SolarWinds RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best For:** Enterprise environments deeply entrenched in the SolarWinds ecosystem."}, {"id": "mai-20260917-0922-baseline|c125-l3|anthropic-small|NinjaOne", "prompt": "c125-l3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne is the broadest, most reviewed RMM platform on the market in 2026 and the default short-list entry for MSPs running more than a few thousand endpoints."}, {"id": "mai-20260917-0922-baseline|c125-l3|anthropic-small|Syncro", "prompt": "c125-l3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "consolidated around eight platforms that MSPs actually run their businesses on in 2026: NinjaOne, Syncro, Atera..."}, {"id": "mai-20260917-0922-baseline|c125-l3|anthropic-small|Atera", "prompt": "c125-l3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Atera is an all-in-one RMM and PSA platform that pioneered the per-technician pricing model"}, {"id": "mai-20260917-0922-baseline|c125-l3|anthropic-small|ConnectWise RMM", "prompt": "c125-l3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ConnectWise RMM, N-able N-central, Datto RMM, SuperOps, and Kaseya VSA 10"}, {"id": "mai-20260917-0922-baseline|c125-l3|anthropic-small|N-able N-central", "prompt": "c125-l3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "N-central is an enterprise-grade RMM platform that combines remote monitoring with integrated endpoint detection and response"}, {"id": "mai-20260917-0922-baseline|c125-l3|anthropic-small|Datto RMM", "prompt": "c125-l3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the natural RMM choice for MSPs already running Datto BCDR, with tight integration across the Datto product stack"}, {"id": "mai-20260917-0922-baseline|c125-l3|anthropic-small|SuperOps", "prompt": "c125-l3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ConnectWise RMM, N-able N-central, Datto RMM, SuperOps, and Kaseya VSA 10"}, {"id": "mai-20260917-0922-baseline|c125-l3|anthropic-small|Kaseya VSA 10", "prompt": "c125-l3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Kaseya VSA 10", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Datto RMM, SuperOps, and Kaseya VSA 10"}, {"id": "mai-20260917-0922-baseline|c125-l3|anthropic-small|ConnectWise Automate", "prompt": "c125-l3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "though it may feel heavy or complex for smaller MSPs and cost/licensing may scale up fast"}, {"id": "mai-20260917-0922-baseline|c125-l3|anthropic-small|Level.io", "prompt": "c125-l3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Level.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "recognized for its clean interface, powerful scripting capabilities, and fast onboarding"}, {"id": "mai-20260917-0922-baseline|c125-l3|challenger-small|NinjaOne", "prompt": "c125-l3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise-style RMM:** **NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c125-l3|challenger-small|Acronis Cyber Protect Cloud", "prompt": "c125-l3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for security-heavy environments:** **Acronis Cyber Protect Cloud**"}, {"id": "mai-20260917-0922-baseline|c125-l3|challenger-small|Datto RMM", "prompt": "c125-l3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud-native RMM tightly integrated with backup/BCDR tooling"}, {"id": "mai-20260917-0922-baseline|c125-l3|challenger-small|ConnectWise RMM / Automate", "prompt": "c125-l3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM / Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for large MSP ecosystems:** **ConnectWise RMM / Automate**"}, {"id": "mai-20260917-0922-baseline|c125-l3|challenger-small|ManageEngine RMM Central / Endpoint Central", "prompt": "c125-l3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ManageEngine RMM Central / Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for hybrid/on-prem enterprise IT:** **ManageEngine RMM Central / Endpoint Central**"}, {"id": "mai-20260917-0922-baseline|c125-l3|challenger-small|N-able N-sight / N-central", "prompt": "c125-l3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-sight / N-central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "MSPs needing broad manageability | Strong automation and device management"}, {"id": "mai-20260917-0922-baseline|c125-l3|challenger-small|Atera", "prompt": "c125-l3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Atera is strongest where **simplicity and cost predictability** matter"}, {"id": "mai-20260917-0922-baseline|c125-l3|challenger-small|Syncro", "prompt": "c125-l3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for MSPs needing PSA built in:** **Syncro**"}, {"id": "mai-20260917-0922-baseline|c125-l3|deepseek-small|NinjaOne", "prompt": "c125-l3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** (best default for most teams)"}, {"id": "mai-20260917-0922-baseline|c125-l3|deepseek-small|ConnectWise RMM (formerly Automate)", "prompt": "c125-l3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM (formerly Automate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Already in the ConnectWise ecosystem / need maximum scripting control → **ConnectWise RMM**"}, {"id": "mai-20260917-0922-baseline|c125-l3|deepseek-small|Datto RMM (part of Kaseya)", "prompt": "c125-l3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM (part of Kaseya)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep in Autotask/Datto backup ecosystem → **Datto RMM**"}, {"id": "mai-20260917-0922-baseline|c125-l3|deepseek-small|N-able N-Central (and N-sight)", "prompt": "c125-l3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-Central (and N-sight)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Growing-to-large MSP needing deep scalable automation → **N-able N-Central**"}, {"id": "mai-20260917-0922-baseline|c125-l3|deepseek-small|Kaseya VSA", "prompt": "c125-l3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Kaseya VSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The robust legacy automation engine aimed at technicians managing large fleets."}, {"id": "mai-20260917-0922-baseline|c125-l3|deepseek-small|ManageEngine Endpoint Central", "prompt": "c125-l3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise IT department wanting one unified UEM + security console → **ManageEngine Endpoint Central**"}, {"id": "mai-20260917-0922-baseline|c125-l3|deepseek-small|Atera", "prompt": "c125-l3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "look at **Atera** or **Syncro** (though these skew more toward SMB/smaller MSPs than \"enterprise\" per se)"}, {"id": "mai-20260917-0922-baseline|c125-l3|deepseek-small|Syncro", "prompt": "c125-l3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "though these skew more toward SMB/smaller MSPs than \"enterprise\" per se"}, {"id": "mai-20260917-0922-baseline|c125-l3|deepseek-small|SuperOps", "prompt": "c125-l3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "NinjaOne, SuperOps, and Syncro are among the few that publish pricing."}, {"id": "mai-20260917-0922-baseline|c125-l3|google-small|NinjaOne", "prompt": "c125-l3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne: The Modern, Fast, Cloud-Native Leader ... has rapidly become one of the most widely adopted RMMs"}, {"id": "mai-20260917-0922-baseline|c125-l3|google-small|N-able N-central", "prompt": "c125-l3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The King of Scalability & Policy-Driven Control"}, {"id": "mai-20260917-0922-baseline|c125-l3|google-small|ManageEngine Endpoint Central", "prompt": "c125-l3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The In-House Enterprise Favorite"}, {"id": "mai-20260917-0922-baseline|c125-l3|google-small|ConnectWise Automate", "prompt": "c125-l3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "remains the weapon of choice for enterprises requiring maximum customization"}, {"id": "mai-20260917-0922-baseline|c125-l3|google-small|ConnectWise RMM", "prompt": "c125-l3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ConnectWise also offers a newer, cloud-native \"ConnectWise RMM\""}, {"id": "mai-20260917-0922-baseline|c125-l3|google-small|Kaseya VSA 10", "prompt": "c125-l3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Kaseya VSA 10", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Security-Focused Ecosystem Player"}, {"id": "mai-20260917-0922-baseline|c125-l3|meta-small|NinjaOne", "prompt": "c125-l3", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade RMM platforms include NinjaOne, Atera, ConnectWise RMM, N-able N-central, and Kaseya VSA."}, {"id": "mai-20260917-0922-baseline|c125-l3|meta-small|Atera", "prompt": "c125-l3", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top enterprise-grade RMM platforms include NinjaOne, Atera, ConnectWise RMM, N-able N-central, and Kaseya VSA."}, {"id": "mai-20260917-0922-baseline|c125-l3|meta-small|ConnectWise RMM", "prompt": "c125-l3", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top enterprise-grade RMM platforms include NinjaOne, Atera, ConnectWise RMM, N-able N-central, and Kaseya VSA."}, {"id": "mai-20260917-0922-baseline|c125-l3|meta-small|N-able N-central", "prompt": "c125-l3", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top enterprise-grade RMM platforms include NinjaOne, Atera, ConnectWise RMM, N-able N-central, and Kaseya VSA."}, {"id": "mai-20260917-0922-baseline|c125-l3|meta-small|Kaseya VSA", "prompt": "c125-l3", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Kaseya VSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top enterprise-grade RMM platforms include NinjaOne, Atera, ConnectWise RMM, N-able N-central, and Kaseya VSA."}, {"id": "mai-20260917-0922-baseline|c125-l3|minimax-small|SolarWinds N-central", "prompt": "c125-l3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SolarWinds N-central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **SolarWinds N-central**\n- **Rating:** 8.9/10\n- **Best for:** Enterprise-scale MSPs and IT departments"}, {"id": "mai-20260917-0922-baseline|c125-l3|minimax-small|Atera", "prompt": "c125-l3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Growing MSPs and mid-market enterprises"}, {"id": "mai-20260917-0922-baseline|c125-l3|minimax-small|Datto RMM", "prompt": "c125-l3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Standardized endpoint management"}, {"id": "mai-20260917-0922-baseline|c125-l3|minimax-small|Kaseya RMM", "prompt": "c125-l3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Kaseya RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Large enterprises needing comprehensive IT management"}, {"id": "mai-20260917-0922-baseline|c125-l3|minimax-small|ManageEngine RMM Central", "prompt": "c125-l3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ManageEngine RMM Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Enterprise IT management"}, {"id": "mai-20260917-0922-baseline|c125-l3|minimax-small|NinjaOne", "prompt": "c125-l3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Medium enterprises needing remote monitoring and device control"}, {"id": "mai-20260917-0922-baseline|c125-l3|minimax-small|Pulseway", "prompt": "c125-l3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Pulseway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Mobile-first IT management"}, {"id": "mai-20260917-0922-baseline|c125-l3|mistral-small|NinjaOne", "prompt": "c125-l3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. NinjaOne** - **Best for:** High endpoint counts and MSPs... Consistently top-rated for usability and customer support"}, {"id": "mai-20260917-0922-baseline|c125-l3|mistral-small|N-able N-central", "prompt": "c125-l3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "N-able N-central and NinjaOne lead in automation and scalability for large environments."}, {"id": "mai-20260917-0922-baseline|c125-l3|mistral-small|Datto RMM", "prompt": "c125-l3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Datto RMM is ideal for MSPs using Datto’s BCDR solutions."}, {"id": "mai-20260917-0922-baseline|c125-l3|mistral-small|ConnectWise RMM", "prompt": "c125-l3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Deep integration with ConnectWise ecosystem, but can be complex to manage."}, {"id": "mai-20260917-0922-baseline|c125-l3|mistral-small|Atera", "prompt": "c125-l3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Lean teams and internal IT departments."}, {"id": "mai-20260917-0922-baseline|c125-l3|mistral-small|Syncro", "prompt": "c125-l3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** MSPs wanting RMM plus PSA in one platform."}, {"id": "mai-20260917-0922-baseline|c125-l3|mistral-small|SuperOps", "prompt": "c125-l3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** MSPs seeking unified PSA & RMM."}, {"id": "mai-20260917-0922-baseline|c125-l3|mistral-small|ManageEngine Endpoint Central", "prompt": "c125-l3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Enterprises needing on-premise or cloud deployment."}, {"id": "mai-20260917-0922-baseline|c125-l3|mistral-small|Action1", "prompt": "c125-l3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for:** Enterprise security and compliance."}, {"id": "mai-20260917-0922-baseline|c125-l3|moonshot-small|NinjaOne", "prompt": "c125-l3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **NinjaOne** ⭐\n- **Best for:** High endpoint counts, ease of use"}, {"id": "mai-20260917-0922-baseline|c125-l3|moonshot-small|ConnectWise RMM", "prompt": "c125-l3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose ConnectWise** if you're already using their PSA or want integrated NOC services"}, {"id": "mai-20260917-0922-baseline|c125-l3|moonshot-small|N-able N-central", "prompt": "c125-l3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose N-able** if you need deep automation without coding and built-in security tools"}, {"id": "mai-20260917-0922-baseline|c125-l3|moonshot-small|Kaseya VSA", "prompt": "c125-l3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Kaseya VSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Kaseya** if you have complex workflows and need maximum extensibility"}, {"id": "mai-20260917-0922-baseline|c125-l3|moonshot-small|Datto RMM", "prompt": "c125-l3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Datto** if backup/BCDR is your primary concern alongside RMM"}, {"id": "mai-20260917-0922-baseline|c125-l3|moonshot-small|Atera", "prompt": "c125-l3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Weaknesses:** Less suited for very large enterprise environments"}, {"id": "mai-20260917-0922-baseline|c125-l3|moonshot-small|Acronis Cyber Protect Cloud", "prompt": "c125-l3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Weaknesses:** Less focused purely on RMM features"}, {"id": "mai-20260917-0922-baseline|c125-l3|openai-small|N-able N-central", "prompt": "c125-l3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: **larger MSPs / enterprise IT operations** that want deep automation and scale."}, {"id": "mai-20260917-0922-baseline|c125-l3|openai-small|ConnectWise RMM", "prompt": "c125-l3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Big MSP with mature ops:** N-central or ConnectWise RMM."}, {"id": "mai-20260917-0922-baseline|c125-l3|openai-small|Kaseya VSA", "prompt": "c125-l3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Kaseya VSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kaseya emphasizes a **unified, cloud-based platform** and integrations across PSA, docs, backup, and security."}, {"id": "mai-20260917-0922-baseline|c125-l3|openai-small|Datto RMM", "prompt": "c125-l3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Datto RMM is also positioned as a **secure cloud-based RMM** with patch management, remote monitoring, PSA integrations"}, {"id": "mai-20260917-0922-baseline|c125-l3|openai-small|N-able N-sight RMM", "prompt": "c125-l3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-sight RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: **mid-market MSPs or IT teams** that want a simpler, faster-to-deploy platform."}, {"id": "mai-20260917-0922-baseline|c125-l3|openai-small|ManageEngine RMM Central", "prompt": "c125-l3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ManageEngine RMM Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: organizations that want an **all-in-one RMM** with a more straightforward licensing model."}, {"id": "mai-20260917-0922-baseline|c125-l3|xai-small|NinjaOne", "prompt": "c125-l3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** - Often ranked #1 for scalability and ease of use."}, {"id": "mai-20260917-0922-baseline|c125-l3|xai-small|N-able N-central", "prompt": "c125-l3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for complex, large-scale automation."}, {"id": "mai-20260917-0922-baseline|c125-l3|xai-small|ConnectWise RMM", "prompt": "c125-l3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for MSPs with integrated ecosystems."}, {"id": "mai-20260917-0922-baseline|c125-l3|xai-small|Kaseya VSA (and Datto RMM, now under Kaseya)", "prompt": "c125-l3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Kaseya VSA (and Datto RMM, now under Kaseya)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Robust for security-focused, high-volume management."}, {"id": "mai-20260917-0922-baseline|c125-l3|xai-small|ManageEngine Endpoint Central", "prompt": "c125-l3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cost-effective for IT-heavy enterprises."}, {"id": "mai-20260917-0922-baseline|c125-l3|xai-small|Acronis Cyber Protect Cloud", "prompt": "c125-l3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more SMB/MSP-oriented; they scale but lack the depth for massive enterprise deployments"}, {"id": "mai-20260917-0922-baseline|c125-l3|xai-small|Atera", "prompt": "c125-l3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more SMB/MSP-oriented; they scale but lack the depth for massive enterprise deployments (e.g., 100k+ endpoints)"}, {"id": "mai-20260917-0922-baseline|c125-l3|xai-small|Syncro", "prompt": "c125-l3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid SMB tools like Syncro for 10k+ endpoints."}, {"id": "mai-20260917-0922-baseline|c125-l3|zai-small|NinjaOne", "prompt": "c125-l3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large enterprises with high endpoint counts, **NinjaOne** and **N‑able N‑central** are strong contenders"}, {"id": "mai-20260917-0922-baseline|c125-l3|zai-small|ConnectWise RMM", "prompt": "c125-l3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep scripting, hybrid deployment, tight PSA integration, AI‑enhanced automation."}, {"id": "mai-20260917-0922-baseline|c125-l3|zai-small|N‑able N‑central", "prompt": "c125-l3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N‑able N‑central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most large enterprises with high endpoint counts, **NinjaOne** and **N‑able N‑central** are strong contenders"}, {"id": "mai-20260917-0922-baseline|c125-l3|zai-small|Atera", "prompt": "c125-l3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Atera** and **Syncro** are ideal for lean teams or SMBs seeking all‑in‑one ops"}, {"id": "mai-20260917-0922-baseline|c125-l3|zai-small|Acronis Cyber Protect Cloud", "prompt": "c125-l3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top tier for unified backup + security: Acronis Cyber Protect Cloud"}, {"id": "mai-20260917-0922-baseline|c125-l3|zai-small|Syncro", "prompt": "c125-l3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Syncro** are ideal for lean teams or SMBs seeking all‑in‑one ops"}, {"id": "mai-20260917-0922-baseline|c125-l3|zai-small|SuperOps", "prompt": "c125-l3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Unified ops, intelligent automation, competitive pricing."}, {"id": "mai-20260917-0922-baseline|c125-l3|zai-small|Helios", "prompt": "c125-l3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Helios", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI‑first platform, unified data model, self‑healing workflows."}, {"id": "mai-20260917-0922-baseline|c125-l4|alibaba-small|NinjaOne", "prompt": "c125-l4", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: NinjaOne"}, {"id": "mai-20260917-0922-baseline|c125-l4|alibaba-small|ConnectWise Automate (formerly LabTech)", "prompt": "c125-l4", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "ConnectWise Automate (formerly LabTech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: ConnectWise Automate (formerly LabTech)"}, {"id": "mai-20260917-0922-baseline|c125-l4|alibaba-small|Atera", "prompt": "c125-l4", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Flat-Fee Warning: Atera or Syncro (Generally NOT for Thousands of Users)"}, {"id": "mai-20260917-0922-baseline|c125-l4|alibaba-small|Syncro", "prompt": "c125-l4", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Flat-Fee Warning: Atera or Syncro (Generally NOT for Thousands of Users)"}, {"id": "mai-20260917-0922-baseline|c125-l4|anthropic-small|Syncro", "prompt": "c125-l4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating Syncro or Atera first if unified RMM+PSA functionality appeals to you"}, {"id": "mai-20260917-0922-baseline|c125-l4|anthropic-small|Atera", "prompt": "c125-l4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating Syncro or Atera first"}, {"id": "mai-20260917-0922-baseline|c125-l4|anthropic-small|NinjaOne", "prompt": "c125-l4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "exploring NinjaOne if you prefer best-of-breed RMM with negotiated enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c125-l4|anthropic-small|Datto", "prompt": "c125-l4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Datto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "per-endpoint (NinjaOne, Datto, ConnectWise, N-able, Kaseya)"}, {"id": "mai-20260917-0922-baseline|c125-l4|anthropic-small|ConnectWise", "prompt": "c125-l4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "ConnectWise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "per-endpoint (NinjaOne, Datto, ConnectWise, N-able, Kaseya)"}, {"id": "mai-20260917-0922-baseline|c125-l4|anthropic-small|N-able", "prompt": "c125-l4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "N-able", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "per-endpoint (NinjaOne, Datto, ConnectWise, N-able, Kaseya)"}, {"id": "mai-20260917-0922-baseline|c125-l4|anthropic-small|Kaseya", "prompt": "c125-l4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Kaseya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "per-endpoint (NinjaOne, Datto, ConnectWise, N-able, Kaseya)"}, {"id": "mai-20260917-0922-baseline|c125-l4|anthropic-small|SuperOps", "prompt": "c125-l4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "per-technician (Syncro, Atera, SuperOps)"}, {"id": "mai-20260917-0922-baseline|c125-l4|challenger-small|Atera", "prompt": "c125-l4", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Atera** if you want costs tied to **technicians** rather than device count"}, {"id": "mai-20260917-0922-baseline|c125-l4|challenger-small|NinjaOne", "prompt": "c125-l4", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NinjaOne** is the main alternative to compare"}, {"id": "mai-20260917-0922-baseline|c125-l4|challenger-small|ConnectWise", "prompt": "c125-l4", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "ConnectWise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3-way comparison of Atera vs NinjaOne vs ConnectWise"}, {"id": "mai-20260917-0922-baseline|c125-l4|deepseek-small|Atera", "prompt": "c125-l4", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If \"predictable total cost\" is your #1 priority, **Atera** is the strongest fit."}, {"id": "mai-20260917-0922-baseline|c125-l4|deepseek-small|NinjaOne", "prompt": "c125-l4", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NinjaOne** is the best overall platform—just budget for per-endpoint scaling."}, {"id": "mai-20260917-0922-baseline|c125-l4|deepseek-small|N-able N-central", "prompt": "c125-l4", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "N-able N-central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**quote-only pricing**—less predictable upfront and costs scale per endpoint"}, {"id": "mai-20260917-0922-baseline|c125-l4|deepseek-small|ManageEngine Endpoint Central", "prompt": "c125-l4", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "good for large estates, but pricing is per-user/annual"}, {"id": "mai-20260917-0922-baseline|c125-l4|google-small|NinjaOne", "prompt": "c125-l4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne is widely considered the overall best RMM platform for modern internal IT departments."}, {"id": "mai-20260917-0922-baseline|c125-l4|google-small|ManageEngine Endpoint Central", "prompt": "c125-l4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want maximum control and predictable CapEx: Choose ManageEngine Endpoint Central on a perpetual licensing model."}, {"id": "mai-20260917-0922-baseline|c125-l4|google-small|Microsoft Intune", "prompt": "c125-l4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are already on Microsoft 365 (E3/E5): Leverage Microsoft Intune first."}, {"id": "mai-20260917-0922-baseline|c125-l4|google-small|Atera", "prompt": "c125-l4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Atera does not possess the granular \"under-the-hood\" enterprise scripting, deep compliance reporting, and global infrastructure scaling"}, {"id": "mai-20260917-0922-baseline|c125-l4|meta-small|Atera", "prompt": "c125-l4", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "offers a per-technician pricing model, such as Atera or Syncro"}, {"id": "mai-20260917-0922-baseline|c125-l4|meta-small|Syncro", "prompt": "c125-l4", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "offers a per-technician pricing model, such as Atera or Syncro"}, {"id": "mai-20260917-0922-baseline|c125-l4|minimax-small|Atera", "prompt": "c125-l4", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For maximum predictability with thousands of endpoints and a lean team, Atera is the clear winner"}, {"id": "mai-20260917-0922-baseline|c125-l4|minimax-small|NinjaOne", "prompt": "c125-l4", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large team, need enterprise features | **NinjaOne** — volume discounts, strong automation"}, {"id": "mai-20260917-0922-baseline|c125-l4|minimax-small|ConnectWise Automate", "prompt": "c125-l4", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "ConnectWise Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**ConnectWise Automate** — most powerful but complex"}, {"id": "mai-20260917-0922-baseline|c125-l4|minimax-small|Datto", "prompt": "c125-l4", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Datto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "unlike ConnectWise, Datto, Kaseya which require quotes"}, {"id": "mai-20260917-0922-baseline|c125-l4|minimax-small|Kaseya", "prompt": "c125-l4", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Kaseya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "unlike ConnectWise, Datto, Kaseya which require quotes"}, {"id": "mai-20260917-0922-baseline|c125-l4|mistral-small|NinjaOne", "prompt": "c125-l4", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** is likely the best choice for predictable total cost"}, {"id": "mai-20260917-0922-baseline|c125-l4|mistral-small|Atera", "prompt": "c125-l4", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Atera** offers predictable per-technician pricing"}, {"id": "mai-20260917-0922-baseline|c125-l4|moonshot-small|Atera", "prompt": "c125-l4", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Atera**"}, {"id": "mai-20260917-0922-baseline|c125-l4|moonshot-small|NinjaOne", "prompt": "c125-l4", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NinjaOne** | If you have a low device-to-technician ratio"}, {"id": "mai-20260917-0922-baseline|c125-l4|moonshot-small|ConnectWise RMM", "prompt": "c125-l4", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ConnectWise RMM** | Deep automation needs, already using ConnectWise PSA"}, {"id": "mai-20260917-0922-baseline|c125-l4|moonshot-small|Datto RMM", "prompt": "c125-l4", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Datto RMM** | All-inclusive bundled approach"}, {"id": "mai-20260917-0922-baseline|c125-l4|moonshot-small|Kaseya", "prompt": "c125-l4", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Kaseya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Traditional Per-Device RMMs (NinjaOne, ConnectWise, Datto, Kaseya)"}, {"id": "mai-20260917-0922-baseline|c125-l4|openai-small|NinjaOne", "prompt": "c125-l4", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "pick NinjaOne for the best balance of enterprise scale and predictable cost"}, {"id": "mai-20260917-0922-baseline|c125-l4|openai-small|MSP360", "prompt": "c125-l4", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "MSP360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want simple, published per-endpoint pricing:** **MSP360**"}, {"id": "mai-20260917-0922-baseline|c125-l4|openai-small|Kaseya 365 Endpoint", "prompt": "c125-l4", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Kaseya 365 Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their public pricing is less straightforward, so budgeting predictability may depend more on the quote structure you negotiate"}, {"id": "mai-20260917-0922-baseline|c125-l4|openai-small|ConnectWise RMM", "prompt": "c125-l4", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "ConnectWise RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their public pricing is less straightforward, so budgeting predictability may depend more on the quote structure you negotiate"}, {"id": "mai-20260917-0922-baseline|c125-l4|xai-small|Atera", "prompt": "c125-l4", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best RMM platform emphasizing predictable total cost is Atera"}, {"id": "mai-20260917-0922-baseline|c125-l4|xai-small|Syncro", "prompt": "c125-l4", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(or Syncro as a close alternative), due to their per-technician pricing with unlimited endpoints"}, {"id": "mai-20260917-0922-baseline|c125-l4|xai-small|NinjaOne", "prompt": "c125-l4", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for scale (4.7/5 G2, top for high endpoint counts), transparent tiers ... but still endpoint-tied"}, {"id": "mai-20260917-0922-baseline|c125-l4|xai-small|Kaseya VSA", "prompt": "c125-l4", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "opaque pricing (~$1–$6/device post-discount) + implementation fees ($1k–$20k) hurt predictability"}, {"id": "mai-20260917-0922-baseline|c125-l4|xai-small|N-able N-central", "prompt": "c125-l4", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "N-able N-central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "opaque pricing ... + implementation fees ($1k–$20k) hurt predictability"}, {"id": "mai-20260917-0922-baseline|c125-l4|xai-small|ConnectWise", "prompt": "c125-l4", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "ConnectWise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Quote-only heavies (Kaseya VSA, N-able, ConnectWise): ... opaque pricing ... hurt predictability"}, {"id": "mai-20260917-0922-baseline|c125-l4|zai-small|NinjaOne", "prompt": "c125-l4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c125-l4|zai-small|Atera", "prompt": "c125-l4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner\\u2011Up for Fixed\\u2011Cost Teams:** **Atera** (per\\u2011technician)"}, {"id": "mai-20260917-0922-baseline|c125-l4|zai-small|Syncro", "prompt": "c125-l4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Syncro** (per\\u2011user)  - Good when a small team manages a large fleet"}, {"id": "mai-20260917-0922-baseline|c125-l4|zai-small|N‑able N‑central", "prompt": "c125-l4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "N‑able N‑central", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid for Pure Predictability:** **N\\u2011able N\\u2011central, ConnectWise RMM, Kaseya VSA**"}, {"id": "mai-20260917-0922-baseline|c125-l4|zai-small|ConnectWise RMM", "prompt": "c125-l4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "ConnectWise RMM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for Pure Predictability:** **N\\u2011able N\\u2011central, ConnectWise RMM, Kaseya VSA**"}, {"id": "mai-20260917-0922-baseline|c125-l4|zai-small|Kaseya VSA", "prompt": "c125-l4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Kaseya VSA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for Pure Predictability:** **N\\u2011able N\\u2011central, ConnectWise RMM, Kaseya VSA**"}, {"id": "mai-20260917-0922-baseline|c125-l5|google-small|NinjaOne", "prompt": "c125-l5", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Modern Cloud-Native Standard: NinjaOne ... They support native SAML SSO, SCIM user provisioning, SOC 2 Type II, and ISO 27001 certifications."}, {"id": "mai-20260917-0922-baseline|c125-l5|google-small|Tanium", "prompt": "c125-l5", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tanium is built specifically for large-scale enterprise environments ... though it is highly complex and carries premium pricing."}, {"id": "mai-20260917-0922-baseline|c125-l5|google-small|Microsoft Intune", "prompt": "c125-l5", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Unified Endpoint Management (UEM) Alternative: Microsoft Intune ... While Intune is not a traditional real-time \"RMM\""}, {"id": "mai-20260917-0922-baseline|c125-l5|google-small|Splashtop Enterprise", "prompt": "c125-l5", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Splashtop Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "pair Intune's native MDM/patching with a dedicated enterprise remote support tool (like Splashtop Enterprise or ScreenConnect)"}, {"id": "mai-20260917-0922-baseline|c125-l5|google-small|ScreenConnect", "prompt": "c125-l5", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "ScreenConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a dedicated enterprise remote support tool (like Splashtop Enterprise or ScreenConnect)"}, {"id": "mai-20260917-0922-baseline|c125-l5|moonshot-small|NinjaOne", "prompt": "c125-l5", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Strong on modern UI, FedRAMP + SOC 2, good for internal IT; evaluate per-endpoint cost at 5K scale"}, {"id": "mai-20260917-0922-baseline|c125-l5|moonshot-small|Datto RMM (Kaseya)", "prompt": "c125-l5", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Datto RMM (Kaseya)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise MSP pedigree; check post-acquisition support quality and contract flexibility"}, {"id": "mai-20260917-0922-baseline|c125-l5|moonshot-small|ConnectWise Automate", "prompt": "c125-l5", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "ConnectWise Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Heavy automation/power scripting; steeper learning curve but very scalable"}, {"id": "mai-20260917-0922-baseline|c125-l5|moonshot-small|Microsoft Intune + Remote Help", "prompt": "c125-l5", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Microsoft Intune + Remote Help", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are Microsoft 365 E5 already, evaluate whether a standalone RMM is redundant"}, {"id": "mai-20260917-0922-baseline|c125-l5|moonshot-small|Atera", "prompt": "c125-l5", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Technician-based pricing (not per endpoint)—can be cost-effective at 5,000 endpoints with a small IT team"}, {"id": "mai-20260917-0922-baseline|c125-l5|xai-small|NinjaOne", "prompt": "c125-l5", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist: NinjaOne (FedRAMP/SOC 2 leader), ConnectWise (deep MSP ecosystem), Atera (AI automation)."}, {"id": "mai-20260917-0922-baseline|c125-l5|xai-small|ConnectWise", "prompt": "c125-l5", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "ConnectWise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ConnectWise (deep MSP ecosystem)"}, {"id": "mai-20260917-0922-baseline|c125-l5|xai-small|Atera", "prompt": "c125-l5", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Atera (AI automation)"}, {"id": "mai-20260917-0922-baseline|c125-l5|xai-small|Kaseya", "prompt": "c125-l5", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Kaseya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular enterprise-grade RMMs like **NinjaOne**, **ConnectWise**, **Atera**, **Kaseya**, and **N-able** often check these boxes"}, {"id": "mai-20260917-0922-baseline|c125-l5|xai-small|N-able", "prompt": "c125-l5", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "N-able", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular enterprise-grade RMMs like **NinjaOne**, **ConnectWise**, **Atera**, **Kaseya**, and **N-able** often check these boxes"}, {"id": "mai-20260917-0922-baseline|c125-l6|alibaba-small|NinjaOne", "prompt": "c125-l6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Examples:** **NinjaOne**, **Datto RMM**, **ConnectWise Automate**. * **Why be cautious:**"}, {"id": "mai-20260917-0922-baseline|c125-l6|alibaba-small|Datto RMM", "prompt": "c125-l6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Examples:** **NinjaOne**, **Datto RMM**, **ConnectWise Automate**. * **Why be cautious:**"}, {"id": "mai-20260917-0922-baseline|c125-l6|alibaba-small|ConnectWise Automate", "prompt": "c125-l6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools designed primarily for MSPs ... often lack the architectural depth, reporting granularity, and SSO integration"}, {"id": "mai-20260917-0922-baseline|c125-l6|alibaba-small|SolarWinds (Kaseya)", "prompt": "c125-l6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SolarWinds (Kaseya)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Any platform with a history of major vendor-side compromise poses an unacceptable risk to an enterprise CISO and Board of Directors."}, {"id": "mai-20260917-0922-baseline|c125-l6|alibaba-small|Ivanti", "prompt": "c125-l6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Ivanti (specifically older iterations of Neurons/RCM)** ... High maintenance costs; difficulty integrating with modern CI/CD pipelines."}, {"id": "mai-20260917-0922-baseline|c125-l6|alibaba-small|SCCM (System Center Configuration Manager)", "prompt": "c125-l6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SCCM (System Center Configuration Manager)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SCCM (System Center Configuration Manager) – *if used alone* ... Maintenance Burden"}, {"id": "mai-20260917-0922-baseline|c125-l6|alibaba-small|ManageEngine (Desktop Central)", "prompt": "c125-l6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ManageEngine (Desktop Central)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Reporting limitations; \"spikiness\" under massive scale loads."}, {"id": "mai-20260917-0922-baseline|c125-l6|alibaba-small|Atera", "prompt": "c125-l6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "often hit a hard ceiling regarding feature richness and performance at the 10,000+ mark"}, {"id": "mai-20260917-0922-baseline|c125-l6|alibaba-small|Intune (MECM)", "prompt": "c125-l6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Intune (MECM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "the standard migration path is typically toward **Intune (MECM)** combined with an identity provider"}, {"id": "mai-20260917-0922-baseline|c125-l6|alibaba-small|N-able", "prompt": "c125-l6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "transitioning to an enterprise RMM specifically built for scale, such as **N-able (recent enterprise push)**"}, {"id": "mai-20260917-0922-baseline|c125-l6|alibaba-small|Arsenal", "prompt": "c125-l6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Arsenal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "such as **N-able (recent enterprise push)**, **Arsenal**, or **Autotask"}, {"id": "mai-20260917-0922-baseline|c125-l6|alibaba-small|Autotask", "prompt": "c125-l6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Autotask", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Autotask (for hybrid MSP/Ent models)**"}, {"id": "mai-20260917-0922-baseline|c125-l6|alibaba-small|CrowdStrike", "prompt": "c125-l6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "often replaced by pure MDM/EDR suites like CrowdStrike or SentinelOne in modern zero-trust architectures"}, {"id": "mai-20260917-0922-baseline|c125-l6|alibaba-small|SentinelOne", "prompt": "c125-l6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "often replaced by pure MDM/EDR suites like CrowdStrike or SentinelOne"}, {"id": "mai-20260917-0922-baseline|c125-l6|anthropic-small|ConnectWise ScreenConnect", "prompt": "c125-l6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise ScreenConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "ConnectWise ScreenConnect CVE-2024-1709 achieved CVSS 10.0 severity with public exploits available within days."}, {"id": "mai-20260917-0922-baseline|c125-l6|anthropic-small|Fleetdeck", "prompt": "c125-l6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Fleetdeck", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "increase in the use of RMM tools from cybercriminal threat actors in documented campaigns, including using payloads such as ScreenConnect, Fleetdeck, and Atera"}, {"id": "mai-20260917-0922-baseline|c125-l6|anthropic-small|Atera", "prompt": "c125-l6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "including using payloads such as ScreenConnect, Fleetdeck, and Atera"}, {"id": "mai-20260917-0922-baseline|c125-l6|anthropic-small|TeamViewer", "prompt": "c125-l6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "TeamViewer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "groups like Scattered Spider deploy multiple RMM tools including TeamViewer and AnyDesk"}, {"id": "mai-20260917-0922-baseline|c125-l6|anthropic-small|AnyDesk", "prompt": "c125-l6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "AnyDesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "groups like Scattered Spider deploy multiple RMM tools including TeamViewer and AnyDesk"}, {"id": "mai-20260917-0922-baseline|c125-l6|anthropic-small|NetSupport Manager", "prompt": "c125-l6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NetSupport Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Storm-1811 abuses ScreenConnect and NetSupport Manager to establish persistent interactive access"}, {"id": "mai-20260917-0922-baseline|c125-l6|challenger-small|Splashtop Enterprise / Splashtop Remote Support", "prompt": "c125-l6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Splashtop Enterprise / Splashtop Remote Support", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "use caution at large scale because it is described as not full-featured enough for **25,000+ endpoints**"}, {"id": "mai-20260917-0922-baseline|c125-l6|challenger-small|Atera", "prompt": "c125-l6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "be cautious if your environment is large, since it is repeatedly positioned as best for **small MSPs/solo IT**"}, {"id": "mai-20260917-0922-baseline|c125-l6|challenger-small|Syncro", "prompt": "c125-l6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Syncro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "be cautious if you need enterprise-depth RMM, because it is framed around **small MSPs**"}, {"id": "mai-20260917-0922-baseline|c125-l6|challenger-small|LogMeIn Central", "prompt": "c125-l6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "LogMeIn Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these appear in guidance as **lightweight remote tools** or alternatives for basic needs, not as full enterprise RMM platforms"}, {"id": "mai-20260917-0922-baseline|c125-l6|challenger-small|TeamViewer", "prompt": "c125-l6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "TeamViewer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these appear in guidance as **lightweight remote tools** or alternatives for basic needs, not as full enterprise RMM platforms"}, {"id": "mai-20260917-0922-baseline|c125-l6|challenger-small|AnyDesk", "prompt": "c125-l6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "AnyDesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these appear in guidance as **lightweight remote tools** or alternatives for basic needs, not as full enterprise RMM platforms"}, {"id": "mai-20260917-0922-baseline|c125-l6|challenger-small|AirDroid-style tools", "prompt": "c125-l6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "AirDroid-style tools", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "these appear in guidance as **lightweight remote tools** or alternatives for basic needs"}, {"id": "mai-20260917-0922-baseline|c125-l6|challenger-small|Datto RMM", "prompt": "c125-l6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "a large enterprise outside that stack should evaluate **vendor lock-in** and integration fit carefully"}, {"id": "mai-20260917-0922-baseline|c125-l6|challenger-small|ConnectWise Automate", "prompt": "c125-l6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "some sources note it is less suitable for large enterprises if you want a modern, simpler experience"}, {"id": "mai-20260917-0922-baseline|c125-l6|challenger-small|Kaseya VSA", "prompt": "c125-l6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "at least one recent practitioner discussion explicitly says to \"avoid\" it"}, {"id": "mai-20260917-0922-baseline|c125-l6|deepseek-small|ConnectWise ScreenConnect (Control)", "prompt": "c125-l6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise ScreenConnect (Control)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid / be wary of: ... the heavy-abuse remote-access platforms (ScreenConnect, TeamViewer)"}, {"id": "mai-20260917-0922-baseline|c125-l6|deepseek-small|TeamViewer", "prompt": "c125-l6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "TeamViewer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the most vulnerability-heavy option. Attackers frequently abuse it to blend in and move laterally."}, {"id": "mai-20260917-0922-baseline|c125-l6|deepseek-small|N-able RMM", "prompt": "c125-l6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Disclosed **eight vulnerabilities in 2025** and is named in logistics/freight attack campaigns."}, {"id": "mai-20260917-0922-baseline|c125-l6|deepseek-small|LogMeIn / GoTo Resolve", "prompt": "c125-l6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "LogMeIn / GoTo Resolve", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Listed among the most-abused \"trusted\" business tools in phishing and intrusion campaigns"}, {"id": "mai-20260917-0922-baseline|c125-l6|deepseek-small|SimpleHelp", "prompt": "c125-l6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SimpleHelp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "flagged in Rescana's threat report as being exploited in targeted campaigns since mid-2025"}, {"id": "mai-20260917-0922-baseline|c125-l6|deepseek-small|PDQ Connect", "prompt": "c125-l6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "PDQ Connect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "flagged in Rescana's threat report as being exploited in targeted campaigns since mid-2025"}, {"id": "mai-20260917-0922-baseline|c125-l6|deepseek-small|Fleetdeck", "prompt": "c125-l6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Fleetdeck", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "flagged in Rescana's threat report as being exploited in targeted campaigns since mid-2025"}, {"id": "mai-20260917-0922-baseline|c125-l6|deepseek-small|Syncro", "prompt": "c125-l6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Syncro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid / be wary of: Syncro and Atera (SMB-scaled architecture)"}, {"id": "mai-20260917-0922-baseline|c125-l6|deepseek-small|Atera", "prompt": "c125-l6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Best for lean/SMB MSPs, not large enterprises."}, {"id": "mai-20260917-0922-baseline|c125-l6|deepseek-small|Action1", "prompt": "c125-l6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "it's a patch-management play, not a full enterprise RMM"}, {"id": "mai-20260917-0922-baseline|c125-l6|deepseek-small|Level.io", "prompt": "c125-l6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Level.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "not built for deep multi-tenant enterprise operations"}, {"id": "mai-20260917-0922-baseline|c125-l6|deepseek-small|ConnectWise Automate", "prompt": "c125-l6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "requires a dedicated full-time administrator, complex onboarding ... Quote-based, opaque pricing."}, {"id": "mai-20260917-0922-baseline|c125-l6|deepseek-small|NinjaOne", "prompt": "c125-l6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Larger enterprises generally find **NinjaOne** (best high-endpoint tooling) ... more appropriate"}, {"id": "mai-20260917-0922-baseline|c125-l6|deepseek-small|Datto RMM", "prompt": "c125-l6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Great only if you're already committed to Datto BCDR; otherwise it's an ecosystem lock-in play."}, {"id": "mai-20260917-0922-baseline|c125-l6|deepseek-small|Kaseya", "prompt": "c125-l6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "All quote-only pricing, which makes total cost of ownership hard to benchmark across a fleet."}, {"id": "mai-20260917-0922-baseline|c125-l6|deepseek-small|N-able N-central", "prompt": "c125-l6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able N-central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "or **N-able N-central** (complex automation at scale) more appropriate than the SMB-oriented options"}, {"id": "mai-20260917-0922-baseline|c125-l6|google-small|ConnectWise Automate (formerly LabTech)", "prompt": "c125-l6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise Automate (formerly LabTech)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why Enterprises Should Be Cautious: ConnectWise has pivoted its focus toward its newer, cloud-native Asio platform... Legacy Automate is receiving minimal development"}, {"id": "mai-20260917-0922-baseline|c125-l6|google-small|Kaseya VSA", "prompt": "c125-l6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its products remain highly scrutinized by enterprise security compliance and risk assessment teams... Kaseya\\u2019s reputation presents a significant roadblock"}, {"id": "mai-20260917-0922-baseline|c125-l6|google-small|Atera", "prompt": "c125-l6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why Enterprises Should Avoid: ... Under a pay-per-technician model, Atera's cost-efficiency completely evaporates."}, {"id": "mai-20260917-0922-baseline|c125-l6|google-small|Pulseway", "prompt": "c125-l6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Pulseway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why Enterprises Should Avoid: They lack the complex, multi-site isolation, highly granular RBAC, and robust API integrations"}, {"id": "mai-20260917-0922-baseline|c125-l6|google-small|Syncro", "prompt": "c125-l6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Syncro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why Enterprises Should Avoid: They lack the complex, multi-site isolation, highly granular RBAC, and robust API integrations"}, {"id": "mai-20260917-0922-baseline|c125-l6|google-small|Microsoft Intune", "prompt": "c125-l6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "enterprises are increasingly replacing traditional RMMs with tools like **Microsoft Intune** or **Tanium**"}, {"id": "mai-20260917-0922-baseline|c125-l6|google-small|Tanium", "prompt": "c125-l6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Tanium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tanium provides real-time visibility and control over hundreds of thousands of endpoints in seconds"}, {"id": "mai-20260917-0922-baseline|c125-l6|google-small|NinjaOne", "prompt": "c125-l6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**NinjaOne** has established itself as an enterprise favorite due to its modern SaaS architecture, strong security posture, ease of use"}, {"id": "mai-20260917-0922-baseline|c125-l6|meta-small|NinjaOne (NinjaRMM)", "prompt": "c125-l6", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne (NinjaRMM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne (NinjaRMM) - Best overall for high endpoint counts."}, {"id": "mai-20260917-0922-baseline|c125-l6|meta-small|ConnectWise Automate", "prompt": "c125-l6", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large, established MSPs with complex automation requirements"}, {"id": "mai-20260917-0922-baseline|c125-l6|meta-small|N-able N-central", "prompt": "c125-l6", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for complex automation at scale."}, {"id": "mai-20260917-0922-baseline|c125-l6|meta-small|Atera", "prompt": "c125-l6", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Best for lean teams and internal IT, but not ideal for large enterprises."}, {"id": "mai-20260917-0922-baseline|c125-l6|meta-small|Datto RMM", "prompt": "c125-l6", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not necessarily the best choice for large enterprises"}, {"id": "mai-20260917-0922-baseline|c125-l6|minimax-small|SimpleHelp RMM", "prompt": "c125-l6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SimpleHelp RMM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Arctic Wolf Labs discovered a cybercrime campaign targeting SimpleHelp RMM software"}, {"id": "mai-20260917-0922-baseline|c125-l6|minimax-small|Splashtop", "prompt": "c125-l6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Splashtop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Industry experts specifically recommend avoiding Splashtop for large enterprise deployments (25,000+ devices)"}, {"id": "mai-20260917-0922-baseline|c125-l6|minimax-small|N-able RMM", "prompt": "c125-l6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Multiple vulnerabilities disclosed in 2025 across platforms including N-able RMM (8 vulnerabilities)"}, {"id": "mai-20260917-0922-baseline|c125-l6|minimax-small|ConnectWise ScreenConnect", "prompt": "c125-l6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise ScreenConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Multiple vulnerabilities disclosed in 2025 across platforms including ... ConnectWise ScreenConnect, and TeamViewer"}, {"id": "mai-20260917-0922-baseline|c125-l6|minimax-small|TeamViewer", "prompt": "c125-l6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "TeamViewer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Multiple vulnerabilities disclosed in 2025 across platforms including ... ConnectWise ScreenConnect, and TeamViewer"}, {"id": "mai-20260917-0922-baseline|c125-l6|minimax-small|ConnectWise RMM", "prompt": "c125-l6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**ConnectWise RMM** (enterprise-scale with NOC services)"}, {"id": "mai-20260917-0922-baseline|c125-l6|minimax-small|Kaseya VSA", "prompt": "c125-l6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Kaseya VSA** (for complex hybrid environments)"}, {"id": "mai-20260917-0922-baseline|c125-l6|minimax-small|N-central RMM", "prompt": "c125-l6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-central RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**N-central RMM** (designed for larger MSPs and IT departments)"}, {"id": "mai-20260917-0922-baseline|c125-l6|minimax-small|NinjaOne", "prompt": "c125-l6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**NinjaOne** (high endpoint counts, strong enterprise ratings)"}, {"id": "mai-20260917-0922-baseline|c125-l6|mistral-small|Splashtop Enterprise", "prompt": "c125-l6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Splashtop Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Not recommended for very large environments (e.g., 25,000+ endpoints) due to limited full-featured capabilities"}, {"id": "mai-20260917-0922-baseline|c125-l6|mistral-small|Atera", "prompt": "c125-l6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Primarily designed for small MSPs and SMBs; lacks the advanced features, scalability, and enterprise-grade automation"}, {"id": "mai-20260917-0922-baseline|c125-l6|mistral-small|Syncro", "prompt": "c125-l6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Syncro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Best suited for small MSPs; may not meet the needs of large enterprises"}, {"id": "mai-20260917-0922-baseline|c125-l6|mistral-small|SolarWinds RMM", "prompt": "c125-l6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SolarWinds RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often considered less suitable for very large or complex hybrid estates... Some enterprises avoid it due to past security incidents."}, {"id": "mai-20260917-0922-baseline|c125-l6|mistral-small|ConnectWise Automate", "prompt": "c125-l6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "they should consider enterprise-grade RMM solutions like ConnectWise Automate"}, {"id": "mai-20260917-0922-baseline|c125-l6|mistral-small|Kaseya VSA", "prompt": "c125-l6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider enterprise-grade RMM solutions like ConnectWise Automate, Kaseya VSA"}, {"id": "mai-20260917-0922-baseline|c125-l6|mistral-small|NinjaOne", "prompt": "c125-l6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "enterprise-grade RMM solutions like ... NinjaOne"}, {"id": "mai-20260917-0922-baseline|c125-l6|mistral-small|N-able N-central", "prompt": "c125-l6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "enterprise-grade RMM solutions like ... N-able N-central"}, {"id": "mai-20260917-0922-baseline|c125-l6|mistral-small|ManageEngine Endpoint Central", "prompt": "c125-l6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or ManageEngine Endpoint Central, which are built to handle complex, large-scale environments"}, {"id": "mai-20260917-0922-baseline|c125-l6|moonshot-small|Kaseya VSA", "prompt": "c125-l6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or aggressively phase out: Kaseya VSA (supply-chain risk proven at scale)"}, {"id": "mai-20260917-0922-baseline|c125-l6|moonshot-small|N-able N-central", "prompt": "c125-l6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able N-central", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "N-able N-central (until the 2026 vulnerability pattern stabilizes)"}, {"id": "mai-20260917-0922-baseline|c125-l6|moonshot-small|ConnectWise ScreenConnect & Automate", "prompt": "c125-l6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise ScreenConnect & Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Use only with robust compensating controls: ConnectWise, TeamViewer, AnyDesk, SimpleHelp, and Datto RMM"}, {"id": "mai-20260917-0922-baseline|c125-l6|moonshot-small|TeamViewer", "prompt": "c125-l6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "TeamViewer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "19 CVEs in 2025 alone (two critical); among the most abused remote access tools"}, {"id": "mai-20260917-0922-baseline|c125-l6|moonshot-small|AnyDesk", "prompt": "c125-l6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "AnyDesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Multiple critical CVEs; commonly used by ransomware groups"}, {"id": "mai-20260917-0922-baseline|c125-l6|moonshot-small|SimpleHelp", "prompt": "c125-l6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SimpleHelp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Active exploitation campaigns observed by Arctic Wolf and others"}, {"id": "mai-20260917-0922-baseline|c125-l6|moonshot-small|NetSupport Manager", "prompt": "c125-l6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NetSupport Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Rapidly climbing threat actor preference lists; lightweight and easy to weaponize"}, {"id": "mai-20260917-0922-baseline|c125-l6|moonshot-small|Atera", "prompt": "c125-l6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Documented adversary abuse as an initial access payload"}, {"id": "mai-20260917-0922-baseline|c125-l6|moonshot-small|Datto RMM (CentraStage)", "prompt": "c125-l6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto RMM (CentraStage)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Actively weaponized in phishing campaigns as a command-and-control channel"}, {"id": "mai-20260917-0922-baseline|c125-l6|moonshot-small|MeshAgent", "prompt": "c125-l6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "MeshAgent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "tools where source code has leaked are explicitly called out in research as disproportionately abused"}, {"id": "mai-20260917-0922-baseline|c125-l6|moonshot-small|Chrome Remote Desktop", "prompt": "c125-l6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Chrome Remote Desktop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "lack the audit logging, MFA enforcement, and policy controls large enterprises require"}, {"id": "mai-20260917-0922-baseline|c125-l6|moonshot-small|GoToHTTP", "prompt": "c125-l6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "GoToHTTP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "consumer-tier remote access software lack the audit logging, MFA enforcement, and policy controls"}, {"id": "mai-20260917-0922-baseline|c125-l6|openai-small|Atera", "prompt": "c125-l6", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples commonly positioned this way include **Atera** and **Syncro**."}, {"id": "mai-20260917-0922-baseline|c125-l6|openai-small|Syncro", "prompt": "c125-l6", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Syncro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "large enterprises often outgrow the operational model... Examples commonly positioned this way include **Atera** and **Syncro**."}, {"id": "mai-20260917-0922-baseline|c125-l6|openai-small|TeamViewer", "prompt": "c125-l6", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "TeamViewer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "less mature for fleet policy, change governance... **TeamViewer** is often discussed in this bucket."}, {"id": "mai-20260917-0922-baseline|c125-l6|openai-small|Ivanti EPMM", "prompt": "c125-l6", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Ivanti EPMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "CISA has published recent advisories around **Ivanti EPMM** exploitation... a clear signal to require heightened vendor review"}, {"id": "mai-20260917-0922-baseline|c125-l6|xai-small|Atera", "prompt": "c125-l6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to avoid or approach with high caution:** - **Atera**: Per-technician pricing seems appealing... Lacks depth in reporting"}, {"id": "mai-20260917-0922-baseline|c125-l6|xai-small|SyncroMSP", "prompt": "c125-l6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SyncroMSP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequent complaints of instability—failed scheduled scripts, unreliable patching"}, {"id": "mai-20260917-0922-baseline|c125-l6|xai-small|NinjaOne", "prompt": "c125-l6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Solid for mid-market... but reviews note limits at higher scales... suboptimal for very large fleets"}, {"id": "mai-20260917-0922-baseline|c125-l6|xai-small|Pulseway", "prompt": "c125-l6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Pulseway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Not built for enterprise governance or compliance-heavy environments."}, {"id": "mai-20260917-0922-baseline|c125-l6|xai-small|N-able N-central", "prompt": "c125-l6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able N-central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Safer enterprise picks (for contrast)**: N-able N-central"}, {"id": "mai-20260917-0922-baseline|c125-l6|xai-small|Kaseya VSA", "prompt": "c125-l6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Safer enterprise picks (for contrast)**: N-able N-central, Kaseya VSA"}, {"id": "mai-20260917-0922-baseline|c125-l6|xai-small|ConnectWise Automate", "prompt": "c125-l6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ConnectWise Automate, or ManageEngine Endpoint Central—handling 25k+ agents"}, {"id": "mai-20260917-0922-baseline|c125-l6|xai-small|ManageEngine Endpoint Central", "prompt": "c125-l6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ManageEngine Endpoint Central—handling 25k+ agents with better automation"}, {"id": "mai-20260917-0922-baseline|c125-l6|zai-small|N-able (N-central)", "prompt": "c125-l6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able (N-central)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "N-central has recently suffered from a \"vulnerability cascade\" that has raised significant security concerns"}, {"id": "mai-20260917-0922-baseline|c125-l6|zai-small|Atera", "prompt": "c125-l6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it has a history of security flaws that could be disastrous in an enterprise environment"}, {"id": "mai-20260917-0922-baseline|c125-l6|zai-small|Splashtop", "prompt": "c125-l6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Splashtop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** ... frequently advise against using Splashtop Enterprise for large-scale environments"}, {"id": "mai-20260917-0922-baseline|c125-l6|zai-small|Microsoft Endpoint Manager (Intune/SCEP)", "prompt": "c125-l6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Microsoft Endpoint Manager (Intune/SCEP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "large enterprises typically turn to **Unified Endpoint Management (UEM)** platforms ... such as: Microsoft Endpoint Manager"}, {"id": "mai-20260917-0922-baseline|c125-l6|zai-small|Ivanti", "prompt": "c125-l6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Summary of Alternatives ... **Ivanti**"}, {"id": "mai-20260917-0922-baseline|c125-l6|zai-small|IBM BigFix", "prompt": "c125-l6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "IBM BigFix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Summary of Alternatives ... **IBM BigFix**"}, {"id": "mai-20260917-0922-baseline|c125-l6|zai-small|ManageEngine Endpoint Central", "prompt": "c125-l6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Summary of Alternatives ... **ManageEngine Endpoint Central**"}, {"id": "mai-20260917-0922-baseline|c125-l6|zai-small|NinjaOne", "prompt": "c125-l6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "often embedded *inside* other RMM platforms (like NinjaOne or Kaseya)"}, {"id": "mai-20260917-0922-baseline|c125-l6|zai-small|Kaseya", "prompt": "c125-l6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "often embedded *inside* other RMM platforms (like NinjaOne or Kaseya)"}, {"id": "mai-20260917-0922-baseline|c125-m1|alibaba-small|NinjaOne", "prompt": "c125-m1", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** is widely considered the top contender for mid-market enterprises today."}, {"id": "mai-20260917-0922-baseline|c125-m1|alibaba-small|SolarWinds RMM", "prompt": "c125-m1", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "SolarWinds RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Enterprise Choice: SolarWinds RMM ... Cons: The user interface feels dated"}, {"id": "mai-20260917-0922-baseline|c125-m1|alibaba-small|ConnectWise Automate", "prompt": "c125-m1", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also viable for large internal IT teams that rely heavily on a Ticketing System (PSA)"}, {"id": "mai-20260917-0922-baseline|c125-m1|alibaba-small|Auvik", "prompt": "c125-m1", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Auvik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "it is the #1 recommendation for mid-market IT leaders who spend 80% of their time fixing network issues"}, {"id": "mai-20260917-0922-baseline|c125-m1|alibaba-small|Microsoft Defender for Endpoint (MDE)", "prompt": "c125-m1", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Microsoft Defender for Endpoint (MDE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Check your M365 licenses first: You may not need to buy anything yet"}, {"id": "mai-20260917-0922-baseline|c125-m1|anthropic-small|NinjaOne", "prompt": "c125-m1", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne is the broadest, most reviewed RMM platform on the market in 2026"}, {"id": "mai-20260917-0922-baseline|c125-m1|anthropic-small|LogMeIn Resolve", "prompt": "c125-m1", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "LogMeIn Resolve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's best for mid-market enterprises and MSPs seeking comprehensive functionality with strict security requirements"}, {"id": "mai-20260917-0922-baseline|c125-m1|anthropic-small|ManageEngine RMM+", "prompt": "c125-m1", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ManageEngine RMM+", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "making it a natural fit for mid-market organizations with structured change management requirements"}, {"id": "mai-20260917-0922-baseline|c125-m1|anthropic-small|N-able N-Central", "prompt": "c125-m1", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-able N-Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mid-to-large MSPs who need deep network monitoring and multi-location client management"}, {"id": "mai-20260917-0922-baseline|c125-m1|challenger-small|NinjaOne", "prompt": "c125-m1", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c125-m1|challenger-small|Atera", "prompt": "c125-m1", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want an **all-in-one** RMM/PSA-style platform"}, {"id": "mai-20260917-0922-baseline|c125-m1|challenger-small|N-able N-central", "prompt": "c125-m1", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your environment is **more complex**"}, {"id": "mai-20260917-0922-baseline|c125-m1|challenger-small|ConnectWise Automate", "prompt": "c125-m1", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "typically considered more suited to technically mature teams"}, {"id": "mai-20260917-0922-baseline|c125-m1|challenger-small|Datto RMM", "prompt": "c125-m1", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a solid MSP-oriented option, especially if policy-based automation is a priority"}, {"id": "mai-20260917-0922-baseline|c125-m1|deepseek-small|NinjaOne", "prompt": "c125-m1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** is the most consistently recommended option for mid-market and internal IT teams"}, {"id": "mai-20260917-0922-baseline|c125-m1|deepseek-small|Atera", "prompt": "c125-m1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Atera — Best for predictable pricing"}, {"id": "mai-20260917-0922-baseline|c125-m1|deepseek-small|SuperOps", "prompt": "c125-m1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want RMM+PSA in one platform, use **SuperOps**"}, {"id": "mai-20260917-0922-baseline|c125-m1|deepseek-small|Syncro", "prompt": "c125-m1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Syncro — Best for smaller teams"}, {"id": "mai-20260917-0922-baseline|c125-m1|deepseek-small|N-able N-central", "prompt": "c125-m1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-able N-central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "evaluate **N-able N-central**"}, {"id": "mai-20260917-0922-baseline|c125-m1|deepseek-small|ConnectWise RMM", "prompt": "c125-m1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**ConnectWise RMM** (deepest automation/scripting but steep learning curve)"}, {"id": "mai-20260917-0922-baseline|c125-m1|deepseek-small|Datto RMM", "prompt": "c125-m1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Datto RMM** (great if you're already in the Datto/Autotask/IT Glue ecosystem)"}, {"id": "mai-20260917-0922-baseline|c125-m1|google-small|NinjaOne", "prompt": "c125-m1", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne is widely regarded as the leading RMM for mid-market internal IT departments."}, {"id": "mai-20260917-0922-baseline|c125-m1|google-small|Atera", "prompt": "c125-m1", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Atera is an excellent alternative if you have a very small internal IT team managing a relatively high volume of devices."}, {"id": "mai-20260917-0922-baseline|c125-m1|google-small|Datto RMM", "prompt": "c125-m1", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Datto RMM remains a powerhouse for MSPs that need deep technical capabilities"}, {"id": "mai-20260917-0922-baseline|c125-m1|google-small|N-able N-central", "prompt": "c125-m1", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "N-central is the industry standard for sheer scale."}, {"id": "mai-20260917-0922-baseline|c125-m1|google-small|SuperOps", "prompt": "c125-m1", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SuperOps is a rapidly growing cloud-native competitor"}, {"id": "mai-20260917-0922-baseline|c125-m1|meta-small|ConnectWise RMM™", "prompt": "c125-m1", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise RMM™", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ConnectWise RMM™ - recognized as the preferred RMM vendor for the MSP501 and has a long-standing presence in the MSP market."}, {"id": "mai-20260917-0922-baseline|c125-m1|meta-small|N-Able RMM", "prompt": "c125-m1", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-Able RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "has a lot of great features and is a popular choice among MSPs"}, {"id": "mai-20260917-0922-baseline|c125-m1|meta-small|SuperOps", "prompt": "c125-m1", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers intelligent automation with PSA, a great UI, and competitive pricing"}, {"id": "mai-20260917-0922-baseline|c125-m1|minimax-small|NinjaOne", "prompt": "c125-m1", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-market B2B company, **NinjaOne** is generally the best choice"}, {"id": "mai-20260917-0922-baseline|c125-m1|minimax-small|Atera", "prompt": "c125-m1", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Atera** could be more cost-effective"}, {"id": "mai-20260917-0922-baseline|c125-m1|minimax-small|N-able N-central", "prompt": "c125-m1", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Complex Automation)"}, {"id": "mai-20260917-0922-baseline|c125-m1|minimax-small|SuperOps", "prompt": "c125-m1", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SuperOps** (Best Modern UI)"}, {"id": "mai-20260917-0922-baseline|c125-m1|mistral-small|NinjaOne", "prompt": "c125-m1", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** is the best overall RMM platform due to its scalability, user satisfaction, and robust feature set"}, {"id": "mai-20260917-0922-baseline|c125-m1|mistral-small|Syncro", "prompt": "c125-m1", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Syncro** or **Atera** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c125-m1|mistral-small|Atera", "prompt": "c125-m1", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for lean teams and internal IT departments"}, {"id": "mai-20260917-0922-baseline|c125-m1|mistral-small|Datto RMM", "prompt": "c125-m1", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for MSPs already in the Datto ecosystem... though pricing is quote-only"}, {"id": "mai-20260917-0922-baseline|c125-m1|moonshot-small|NinjaOne", "prompt": "c125-m1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** is usually the safest starting point due to its balance of power and usability"}, {"id": "mai-20260917-0922-baseline|c125-m1|moonshot-small|ManageEngine RMM Central", "prompt": "c125-m1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ManageEngine RMM Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Hybrid Infrastructure ... evaluate **ManageEngine RMM Central** or **Atera** respectively"}, {"id": "mai-20260917-0922-baseline|c125-m1|moonshot-small|Atera", "prompt": "c125-m1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Predictable Budgeting & All-in-One Simplicity"}, {"id": "mai-20260917-0922-baseline|c125-m1|moonshot-small|N-able N-central", "prompt": "c125-m1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Scale & On-Premise Requirements"}, {"id": "mai-20260917-0922-baseline|c125-m1|moonshot-small|SuperOps", "prompt": "c125-m1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Modern PSA-RMM Unified Platform"}, {"id": "mai-20260917-0922-baseline|c125-m1|moonshot-small|ConnectWise", "prompt": "c125-m1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a fresh alternative to legacy tools like ConnectWise or AutoTask"}, {"id": "mai-20260917-0922-baseline|c125-m1|moonshot-small|AutoTask", "prompt": "c125-m1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "AutoTask", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "legacy tools like ConnectWise or AutoTask"}, {"id": "mai-20260917-0922-baseline|c125-m1|moonshot-small|Syncro", "prompt": "c125-m1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "All-in-one MSP operations (RMM + PSA + billing) | Atera or Syncro"}, {"id": "mai-20260917-0922-baseline|c125-m1|openai-small|NinjaOne", "prompt": "c125-m1", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best RMM platform is usually **NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c125-m1|openai-small|ConnectWise RMM", "prompt": "c125-m1", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ConnectWise RMM** is also a strong contender"}, {"id": "mai-20260917-0922-baseline|c125-m1|openai-small|Datto RMM", "prompt": "c125-m1", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Datto RMM** is worth a look"}, {"id": "mai-20260917-0922-baseline|c125-m1|xai-small|NinjaOne", "prompt": "c125-m1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### Top Recommendation for Mid-Market B2B: **NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c125-m1|xai-small|N-able N-central", "prompt": "c125-m1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Complex hybrid/on-prem automation at scale ... Powerful scripting but steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c125-m1|xai-small|ConnectWise RMM (formerly Automate)", "prompt": "c125-m1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise RMM (formerly Automate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MSPs in ConnectWise ecosystem, NOC services"}, {"id": "mai-20260917-0922-baseline|c125-m1|xai-small|Atera", "prompt": "c125-m1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lean/smaller mid-market teams, all-in-one"}, {"id": "mai-20260917-0922-baseline|c125-m1|xai-small|Datto RMM (Kaseya BMS)", "prompt": "c125-m1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM (Kaseya BMS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMB/mid scaling with backup alignment"}, {"id": "mai-20260917-0922-baseline|c125-m1|xai-small|Syncro", "prompt": "c125-m1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget-friendly RMM+PSA combo"}, {"id": "mai-20260917-0922-baseline|c125-m1|xai-small|SuperOps", "prompt": "c125-m1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Budget-friendly RMM+PSA combo"}, {"id": "mai-20260917-0922-baseline|c125-m1|xai-small|Kaseya VSA", "prompt": "c125-m1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Favor cloud-native, automated tools over legacy on-prem (e.g., Kaseya VSA)"}, {"id": "mai-20260917-0922-baseline|c125-m1|zai-small|NinjaOne", "prompt": "c125-m1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne — **Best Overall for Mid-Market**"}, {"id": "mai-20260917-0922-baseline|c125-m1|zai-small|Atera", "prompt": "c125-m1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Atera — **Best for Lean Internal IT Teams**"}, {"id": "mai-20260917-0922-baseline|c125-m1|zai-small|Syncro", "prompt": "c125-m1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Syncro — **Best RMM + PSA Integration**"}, {"id": "mai-20260917-0922-baseline|c125-m1|zai-small|N-able N-central", "prompt": "c125-m1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "N-able N-central — **Best for Complex Automation**"}, {"id": "mai-20260917-0922-baseline|c125-m1|zai-small|ConnectWise RMM", "prompt": "c125-m1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ConnectWise RMM — **Best for Existing ConnectWise Users**"}, {"id": "mai-20260917-0922-baseline|c125-m2|alibaba-small|NinjaOne", "prompt": "c125-m2", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would primarily recommend **NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c125-m2|alibaba-small|Atera", "prompt": "c125-m2", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **Atera** depending on your specific financial model"}, {"id": "mai-20260917-0922-baseline|c125-m2|alibaba-small|ConnectWise Automate", "prompt": "c125-m2", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it has a steep learning curve and can feel dated compared to NinjaOne"}, {"id": "mai-20260917-0922-baseline|c125-m2|alibaba-small|Syncro", "prompt": "c125-m2", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you use Syncro, you don't *need* a separate PSA"}, {"id": "mai-20260917-0922-baseline|c125-m2|anthropic-small|Atera", "prompt": "c125-m2", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Best Overall for Mid-Sized Companies: **Atera**"}, {"id": "mai-20260917-0922-baseline|c125-m2|anthropic-small|SuperOps", "prompt": "c125-m2", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative Option: **SuperOps**"}, {"id": "mai-20260917-0922-baseline|c125-m2|challenger-small|NinjaOne", "prompt": "c125-m2", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **NinjaOne** as the best default choice for an MSP-style remote monitoring and management tool"}, {"id": "mai-20260917-0922-baseline|c125-m2|challenger-small|Syncro", "prompt": "c125-m2", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Syncro** is a strong alternative for midsized MSPs"}, {"id": "mai-20260917-0922-baseline|c125-m2|challenger-small|N-able N-central", "prompt": "c125-m2", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**N-able N-central** or **ConnectWise RMM** are better fits for mid-to-large MSPs"}, {"id": "mai-20260917-0922-baseline|c125-m2|challenger-small|ConnectWise RMM", "prompt": "c125-m2", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**N-able N-central** or **ConnectWise RMM** are better fits for mid-to-large MSPs"}, {"id": "mai-20260917-0922-baseline|c125-m2|deepseek-small|NinjaOne", "prompt": "c125-m2", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized MSPs, **NinjaOne** is the strongest all-around choice."}, {"id": "mai-20260917-0922-baseline|c125-m2|deepseek-small|Atera", "prompt": "c125-m2", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Atera** is the compelling value pick."}, {"id": "mai-20260917-0922-baseline|c125-m2|deepseek-small|Datto RMM (Kaseya)", "prompt": "c125-m2", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Datto RMM (Kaseya)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already use or want tight integration with backup/BCDR, Autotask PSA, and EDR."}, {"id": "mai-20260917-0922-baseline|c125-m2|deepseek-small|N-able N-central", "prompt": "c125-m2", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for complex automation and hybrid on-prem/cloud environments... though it has a steeper learning curve."}, {"id": "mai-20260917-0922-baseline|c125-m2|deepseek-small|ConnectWise RMM", "prompt": "c125-m2", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A mature option, but quote-based pricing and more complexity."}, {"id": "mai-20260917-0922-baseline|c125-m2|deepseek-small|Syncro", "prompt": "c125-m2", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good budget-friendly option that combines RMM + PSA"}, {"id": "mai-20260917-0922-baseline|c125-m2|google-small|NinjaOne", "prompt": "c125-m2", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall: **NinjaOne** ... widely considered the gold standard for mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c125-m2|google-small|Atera", "prompt": "c125-m2", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Budget Predictability: **Atera**"}, {"id": "mai-20260917-0922-baseline|c125-m2|google-small|SuperOps", "prompt": "c125-m2", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for AI-Native Automation: **SuperOps**"}, {"id": "mai-20260917-0922-baseline|c125-m2|google-small|N-able N-central", "prompt": "c125-m2", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "N-able N-central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The Catch: A steep learning curve... avoid ConnectWise or N-central"}, {"id": "mai-20260917-0922-baseline|c125-m2|google-small|ConnectWise", "prompt": "c125-m2", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid ConnectWise or N-central, and lean toward **NinjaOne** or **Atera**"}, {"id": "mai-20260917-0922-baseline|c125-m2|meta-small|ConnectWise RMM™", "prompt": "c125-m2", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise RMM™", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "recognized as the preferred RMM vendor for the MSP501, with a long-standing MSP market presence"}, {"id": "mai-20260917-0922-baseline|c125-m2|meta-small|NinjaONE", "prompt": "c125-m2", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a cloud-based RMM tool geared toward small and medium-sized businesses"}, {"id": "mai-20260917-0922-baseline|c125-m2|minimax-small|Syncro", "prompt": "c125-m2", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Syncro** or **SuperOps** as your top choices. Syncro specifically stands out"}, {"id": "mai-20260917-0922-baseline|c125-m2|minimax-small|SuperOps", "prompt": "c125-m2", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "SuperOps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend **Syncro** or **SuperOps** as your top choices"}, {"id": "mai-20260917-0922-baseline|c125-m2|minimax-small|Atera", "prompt": "c125-m2", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Atera** (Best for cost-efficient IT automation)"}, {"id": "mai-20260917-0922-baseline|c125-m2|minimax-small|NinjaOne", "prompt": "c125-m2", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**NinjaOne** (Best for reliable RMM without steep learning curve)"}, {"id": "mai-20260917-0922-baseline|c125-m2|minimax-small|Kaseya VSA", "prompt": "c125-m2", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Kaseya VSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need more enterprise-level features and have a larger team, **Kaseya VSA** would be the better choice"}, {"id": "mai-20260917-0922-baseline|c125-m2|mistral-small|NinjaOne", "prompt": "c125-m2", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** and **Syncro** are both highly recommended options"}, {"id": "mai-20260917-0922-baseline|c125-m2|mistral-small|Syncro", "prompt": "c125-m2", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**NinjaOne** and **Syncro** are both highly recommended options"}, {"id": "mai-20260917-0922-baseline|c125-m2|mistral-small|N-able RMM", "prompt": "c125-m2", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "N-able RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other notable mentions include **N-able RMM** and **SuperOps**"}, {"id": "mai-20260917-0922-baseline|c125-m2|mistral-small|SuperOps", "prompt": "c125-m2", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable mentions include **N-able RMM** and **SuperOps**"}, {"id": "mai-20260917-0922-baseline|c125-m2|moonshot-small|NinjaOne", "prompt": "c125-m2", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, **NinjaOne** stands out as the best overall choice."}, {"id": "mai-20260917-0922-baseline|c125-m2|moonshot-small|Atera", "prompt": "c125-m2", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "less robust for larger fleets"}, {"id": "mai-20260917-0922-baseline|c125-m2|moonshot-small|Datto RMM", "prompt": "c125-m2", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Solid and security-focused, but less modern UI compared to NinjaOne"}, {"id": "mai-20260917-0922-baseline|c125-m2|moonshot-small|ConnectWise RMM", "prompt": "c125-m2", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Powerful but complex; better for mature MSPs with dedicated technical staff"}, {"id": "mai-20260917-0922-baseline|c125-m2|openai-small|N-able N-sight RMM", "prompt": "c125-m2", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "N-able N-sight RMM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best default pick for mid-sized B2B MSP use:** **N-able N-sight RMM"}, {"id": "mai-20260917-0922-baseline|c125-m2|openai-small|N-able N-central", "prompt": "c125-m2", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you expect heavier scale / more complexity:** **N-able N-central"}, {"id": "mai-20260917-0922-baseline|c125-m2|openai-small|ConnectWise RMM", "prompt": "c125-m2", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ConnectWise RMM** is also a solid choice"}, {"id": "mai-20260917-0922-baseline|c125-m2|xai-small|NinjaOne", "prompt": "c125-m2", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend NinjaOne as a top choice for a mid-sized B2B company's MSP needs."}, {"id": "mai-20260917-0922-baseline|c125-m2|xai-small|ConnectWise Automate", "prompt": "c125-m2", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Powerful but complex; top for larger/mature MSPs."}, {"id": "mai-20260917-0922-baseline|c125-m2|xai-small|Kaseya VSA", "prompt": "c125-m2", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Robust but dated UI; ecosystem-dependent."}, {"id": "mai-20260917-0922-baseline|c125-m2|xai-small|Datto RMM", "prompt": "c125-m2", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Seamless BCDR integration, solid patching/remote."}, {"id": "mai-20260917-0922-baseline|c125-m2|xai-small|Atera", "prompt": "c125-m2", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leaner mid-sized teams wanting all-in-one (RMM + PSA)"}, {"id": "mai-20260917-0922-baseline|c125-m2|xai-small|Syncro", "prompt": "c125-m2", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget-conscious with PSA/billing combo"}, {"id": "mai-20260917-0922-baseline|c125-m2|zai-small|NinjaOne", "prompt": "c125-m2", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the tool I'd point you toward is **NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c125-m2|zai-small|Atera", "prompt": "c125-m2", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a standalone RMM with built-in PSA, Atera is a good alternative."}, {"id": "mai-20260917-0922-baseline|c125-m2|zai-small|ConnectWise RMM", "prompt": "c125-m2", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Large MSPs needing deep customization and a NOC-ready platform"}, {"id": "mai-20260917-0922-baseline|c125-m2|zai-small|Action1", "prompt": "c125-m2", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Action1's patch engine is exceptional, but its UI is less modern than NinjaOne's."}, {"id": "mai-20260917-0922-baseline|c125-m2|zai-small|Acronis Cyber Protect Cloud", "prompt": "c125-m2", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "bundles RMM, backup, and EDR/XDR in one place"}, {"id": "mai-20260917-0922-baseline|c125-m2|zai-small|ManageEngine Endpoint Central", "prompt": "c125-m2", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ManageEngine Endpoint Central can be hosted on-prem, which some regulated industries prefer."}, {"id": "mai-20260917-0922-baseline|c125-m3|alibaba-small|NinjaOne (NinjaRMM)", "prompt": "c125-m3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne (NinjaRMM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Currently widely considered the \"gold standard\" in terms of user satisfaction"}, {"id": "mai-20260917-0922-baseline|c125-m3|alibaba-small|Automox", "prompt": "c125-m3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Automox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Organizations heavily invested in the cloud or those strictly wanting patch management"}, {"id": "mai-20260917-0922-baseline|c125-m3|alibaba-small|Atera", "prompt": "c125-m3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Atera or Syncro if you are a startup or small MSP"}, {"id": "mai-20260917-0922-baseline|c125-m3|alibaba-small|Syncro", "prompt": "c125-m3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Atera or Syncro if you are a startup or small MSP"}, {"id": "mai-20260917-0922-baseline|c125-m3|alibaba-small|ConnectWise Automate", "prompt": "c125-m3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose ConnectWise if you are already running ConnectWise PSA or if you have highly complex, custom requirements"}, {"id": "mai-20260917-0922-baseline|c125-m3|alibaba-small|N-Able", "prompt": "c125-m3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-Able", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: MSPs that value automated service desk flows"}, {"id": "mai-20260917-0922-baseline|c125-m3|anthropic-small|NinjaOne", "prompt": "c125-m3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne is the broadest, most reviewed RMM platform on the market in 2026."}, {"id": "mai-20260917-0922-baseline|c125-m3|anthropic-small|Syncro", "prompt": "c125-m3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Syncro provides an integrated business platform that combines PSA, RMM, and a remote access tool in one dashboard"}, {"id": "mai-20260917-0922-baseline|c125-m3|anthropic-small|Atera", "prompt": "c125-m3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Atera offers an all-in-one platform combining RMM, helpdesk, ticketing, and automation"}, {"id": "mai-20260917-0922-baseline|c125-m3|anthropic-small|ConnectWise RMM", "prompt": "c125-m3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "per-endpoint (NinjaOne, Datto, ConnectWise, N-able, Kaseya)"}, {"id": "mai-20260917-0922-baseline|c125-m3|anthropic-small|N-able N-central", "prompt": "c125-m3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "NinjaOne, Syncro, Atera, ConnectWise RMM, N-able N-central, Datto RMM, SuperOps, and Kaseya VSA 10"}, {"id": "mai-20260917-0922-baseline|c125-m3|anthropic-small|Datto RMM", "prompt": "c125-m3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "NinjaOne, Syncro, Atera, ConnectWise RMM, N-able N-central, Datto RMM, SuperOps, and Kaseya VSA 10"}, {"id": "mai-20260917-0922-baseline|c125-m3|anthropic-small|SuperOps", "prompt": "c125-m3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "per-technician (Syncro, Atera, SuperOps)"}, {"id": "mai-20260917-0922-baseline|c125-m3|anthropic-small|Kaseya VSA 10", "prompt": "c125-m3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Kaseya VSA 10", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "NinjaOne, Syncro, Atera, ConnectWise RMM, N-able N-central, Datto RMM, SuperOps, and Kaseya VSA 10"}, {"id": "mai-20260917-0922-baseline|c125-m3|challenger-small|NinjaOne", "prompt": "c125-m3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "High endpoint counts, core endpoint management | Strong patching, automation, and device control with a per-device model."}, {"id": "mai-20260917-0922-baseline|c125-m3|challenger-small|Atera", "prompt": "c125-m3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Lean MSPs and internal IT teams | Predictable **per-technician** pricing with unlimited endpoints"}, {"id": "mai-20260917-0922-baseline|c125-m3|challenger-small|Datto RMM", "prompt": "c125-m3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SMB client management at scale | Strong fit for the Datto/Autotask ecosystem"}, {"id": "mai-20260917-0922-baseline|c125-m3|challenger-small|ConnectWise RMM", "prompt": "c125-m3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Larger MSPs needing extensibility | Deep automation and a broad plugin/integration ecosystem."}, {"id": "mai-20260917-0922-baseline|c125-m3|challenger-small|Syncro", "prompt": "c125-m3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "MSPs wanting RMM + PSA in one tool"}, {"id": "mai-20260917-0922-baseline|c125-m3|challenger-small|SuperOps", "prompt": "c125-m3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unified PSA + RMM workflows | Strong \"single workspace\" approach"}, {"id": "mai-20260917-0922-baseline|c125-m3|challenger-small|N-able", "prompt": "c125-m3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Complex multi-client environments | Broad MSP feature set"}, {"id": "mai-20260917-0922-baseline|c125-m3|challenger-small|ManageEngine", "prompt": "c125-m3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Hybrid/on-prem or enterprise-style IT | Strong endpoint/network management"}, {"id": "mai-20260917-0922-baseline|c125-m3|challenger-small|Acronis Cyber Protect Cloud", "prompt": "c125-m3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Acronis Cyber Protect Cloud** and some Datto-oriented offerings stand out when you want RMM bundled with backup or security features."}, {"id": "mai-20260917-0922-baseline|c125-m3|deepseek-small|NinjaOne", "prompt": "c125-m3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** is the current category leader for feature depth and scale"}, {"id": "mai-20260917-0922-baseline|c125-m3|deepseek-small|Syncro", "prompt": "c125-m3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Syncro** and **SuperOps** shine as all-in-one RMM+PSA platforms"}, {"id": "mai-20260917-0922-baseline|c125-m3|deepseek-small|SuperOps", "prompt": "c125-m3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Syncro** and **SuperOps** shine as all-in-one RMM+PSA platforms"}, {"id": "mai-20260917-0922-baseline|c125-m3|deepseek-small|Atera", "prompt": "c125-m3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Atera** is a strong budget/AI-focused pick for per-technician pricing"}, {"id": "mai-20260917-0922-baseline|c125-m3|deepseek-small|Datto RMM", "prompt": "c125-m3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SMB management at scale, Autotask PSA"}, {"id": "mai-20260917-0922-baseline|c125-m3|deepseek-small|ConnectWise RMM", "prompt": "c125-m3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Scales with NOC, IntelliMon automation"}, {"id": "mai-20260917-0922-baseline|c125-m3|deepseek-small|ManageEngine Endpoint Central", "prompt": "c125-m3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "is enterprise-grade, ideal for internal IT departments as well as MSPs"}, {"id": "mai-20260917-0922-baseline|c125-m3|deepseek-small|N-able RMM", "prompt": "c125-m3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong feature set, network focus"}, {"id": "mai-20260917-0922-baseline|c125-m3|deepseek-small|Acronis Cyber Protect Cloud", "prompt": "c125-m3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Unified RMM, backup, and cybersecurity"}, {"id": "mai-20260917-0922-baseline|c125-m3|deepseek-small|ITarian", "prompt": "c125-m3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ITarian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Good for SMBs with few endpoints"}, {"id": "mai-20260917-0922-baseline|c125-m3|deepseek-small|OpenFrame", "prompt": "c125-m3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "OpenFrame", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Acronis** and **OpenFrame** stand out by bundling RMM with backup, MDM, SIEM"}, {"id": "mai-20260917-0922-baseline|c125-m3|google-small|NinjaOne", "prompt": "c125-m3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**The Verdict:** Best overall for ease of use, modern UI, and customer support."}, {"id": "mai-20260917-0922-baseline|c125-m3|google-small|Datto RMM", "prompt": "c125-m3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for MSPs heavily invested in the Datto/Kaseya ecosystem."}, {"id": "mai-20260917-0922-baseline|c125-m3|google-small|ConnectWise Automate", "prompt": "c125-m3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for ultimate customization and complex automation."}, {"id": "mai-20260917-0922-baseline|c125-m3|google-small|ConnectWise RMM", "prompt": "c125-m3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ConnectWise RMM** is their newer, cloud-first platform designed to provide a cleaner, more modern alternative"}, {"id": "mai-20260917-0922-baseline|c125-m3|google-small|N-able (N-central & N-sight)", "prompt": "c125-m3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able (N-central & N-sight)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for security-focused MSPs and network monitoring."}, {"id": "mai-20260917-0922-baseline|c125-m3|google-small|Atera", "prompt": "c125-m3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for lean teams, solo-preneurs, and cost-conscious internal IT."}, {"id": "mai-20260917-0922-baseline|c125-m3|google-small|Syncro", "prompt": "c125-m3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "pioneered the **per-technician flat-rate pricing model**"}, {"id": "mai-20260917-0922-baseline|c125-m3|google-small|Pulseway", "prompt": "c125-m3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Pulseway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best \"mobile-first\" RMM for technicians on the move."}, {"id": "mai-20260917-0922-baseline|c125-m3|google-small|SuperOps", "prompt": "c125-m3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "All-in-One Unified (Syncro, Atera, SuperOps)"}, {"id": "mai-20260917-0922-baseline|c125-m3|google-small|Acronis Cyber Protect Cloud", "prompt": "c125-m3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "stands out by completely merging cyber protection, endpoint backup, and RMM into one unified security suite"}, {"id": "mai-20260917-0922-baseline|c125-m3|meta-small|NinjaOne", "prompt": "c125-m3", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "NinjaOne is known for its deep endpoint tooling and large review base"}, {"id": "mai-20260917-0922-baseline|c125-m3|meta-small|SuperOps", "prompt": "c125-m3", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top RMM platforms include NinjaOne, SuperOps, Atera, Syncro, and ManageEngine Endpoint Central."}, {"id": "mai-20260917-0922-baseline|c125-m3|meta-small|Atera", "prompt": "c125-m3", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Atera is known for its per-technician pricing model and strong AI tooling for small teams"}, {"id": "mai-20260917-0922-baseline|c125-m3|meta-small|Syncro", "prompt": "c125-m3", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Syncro is known for its integrated PSA and RMM capabilities"}, {"id": "mai-20260917-0922-baseline|c125-m3|meta-small|ManageEngine Endpoint Central", "prompt": "c125-m3", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ManageEngine Endpoint Central is known for its endpoint management capabilities"}, {"id": "mai-20260917-0922-baseline|c125-m3|minimax-small|NinjaOne", "prompt": "c125-m3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| Best Overall | **Atera** or **NinjaOne** |"}, {"id": "mai-20260917-0922-baseline|c125-m3|minimax-small|Atera", "prompt": "c125-m3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "| Best Overall | **Atera** or **NinjaOne** |"}, {"id": "mai-20260917-0922-baseline|c125-m3|minimax-small|SuperOps", "prompt": "c125-m3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best UI**: **SuperOps** is praised for its great UI and competitive pricing."}, {"id": "mai-20260917-0922-baseline|c125-m3|minimax-small|Syncro", "prompt": "c125-m3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| Best for RMM + PSA on one platform | **Syncro** |"}, {"id": "mai-20260917-0922-baseline|c125-m3|minimax-small|ConnectWise Automate", "prompt": "c125-m3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For Enterprise**: **ConnectWise Automate** offers scalability and customization options for MSPs of all sizes."}, {"id": "mai-20260917-0922-baseline|c125-m3|minimax-small|N-able RMM", "prompt": "c125-m3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**N-able N-sight** is best for smaller MSPs and in-house teams."}, {"id": "mai-20260917-0922-baseline|c125-m3|minimax-small|ManageEngine Endpoint Central", "prompt": "c125-m3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "| Best for hybrid deployments | **ManageEngine Endpoint Central** |"}, {"id": "mai-20260917-0922-baseline|c125-m3|minimax-small|Datto RMM", "prompt": "c125-m3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| Datto | Limited | Yes | Yes | Yes |"}, {"id": "mai-20260917-0922-baseline|c125-m3|minimax-small|Itarian RMM", "prompt": "c125-m3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Itarian RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**For SMBs**: **Itarian RMM** works well for businesses with few endpoints to manage."}, {"id": "mai-20260917-0922-baseline|c125-m3|minimax-small|Acronis Cyber Protect Cloud", "prompt": "c125-m3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "| Best for unified RMM + backup + cybersecurity | **Acronis Cyber Protect Cloud** |"}, {"id": "mai-20260917-0922-baseline|c125-m3|minimax-small|Pulseway", "prompt": "c125-m3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Pulseway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "11. **Pulseway**"}, {"id": "mai-20260917-0922-baseline|c125-m3|minimax-small|Barracuda RMM", "prompt": "c125-m3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Barracuda RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "| Best for security-focused RMM | **Barracuda RMM** |"}, {"id": "mai-20260917-0922-baseline|c125-m3|minimax-small|OpenFrame", "prompt": "c125-m3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "OpenFrame", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**OpenFrame** offers RMM, PSA, patching, remote access, MDM, and SIEM in one product with AI agents"}, {"id": "mai-20260917-0922-baseline|c125-m3|minimax-small|Site24x7 MSP Edition", "prompt": "c125-m3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Site24x7 MSP Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "| Best for pricing based on assets | **Site24x7 MSP Edition** |"}, {"id": "mai-20260917-0922-baseline|c125-m3|minimax-small|Hexnode", "prompt": "c125-m3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Hexnode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "| Best for integrated remote actions | **Hexnode** |"}, {"id": "mai-20260917-0922-baseline|c125-m3|mistral-small|NinjaOne", "prompt": "c125-m3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. NinjaOne**\n- **Best for:** High endpoint counts and MSPs.\n... **Strengths:** Deepest endpoint tooling, large review base"}, {"id": "mai-20260917-0922-baseline|c125-m3|mistral-small|Syncro", "prompt": "c125-m3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** MSPs wanting RMM plus PSA ... and billing in one platform."}, {"id": "mai-20260917-0922-baseline|c125-m3|mistral-small|Atera", "prompt": "c125-m3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Lean MSP teams and internal IT departments."}, {"id": "mai-20260917-0922-baseline|c125-m3|mistral-small|ConnectWise RMM", "prompt": "c125-m3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** MSPs already using other ConnectWise products."}, {"id": "mai-20260917-0922-baseline|c125-m3|mistral-small|ManageEngine RMM Central", "prompt": "c125-m3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ManageEngine RMM Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Hybrid deployments (Windows Server, AWS, Azure)."}, {"id": "mai-20260917-0922-baseline|c125-m3|mistral-small|Action1", "prompt": "c125-m3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Enterprise environments."}, {"id": "mai-20260917-0922-baseline|c125-m3|mistral-small|N-able N-sight", "prompt": "c125-m3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-sight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Smaller MSPs and in-house teams."}, {"id": "mai-20260917-0922-baseline|c125-m3|mistral-small|Site24x7 MSP Edition", "prompt": "c125-m3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Site24x7 MSP Edition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Strengths:** Transparent pricing model, strong monitoring tools."}, {"id": "mai-20260917-0922-baseline|c125-m3|mistral-small|Barracuda RMM", "prompt": "c125-m3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Barracuda RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Security-focused RMM with optional Help Desk add-ons."}, {"id": "mai-20260917-0922-baseline|c125-m3|moonshot-small|NinjaOne", "prompt": "c125-m3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** is the most commonly recommended default in 2026 for its balance of power and usability."}, {"id": "mai-20260917-0922-baseline|c125-m3|moonshot-small|ConnectWise RMM", "prompt": "c125-m3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ConnectWise** remains the choice for mature MSPs building around a centralized ecosystem."}, {"id": "mai-20260917-0922-baseline|c125-m3|moonshot-small|N-able N-central", "prompt": "c125-m3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Maximum automation/scripting control | **ConnectWise** or **N-able N-central**"}, {"id": "mai-20260917-0922-baseline|c125-m3|moonshot-small|Datto RMM", "prompt": "c125-m3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deep Datto backup + Autotask PSA integration | **Datto RMM**"}, {"id": "mai-20260917-0922-baseline|c125-m3|moonshot-small|Atera", "prompt": "c125-m3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Atera** and **Syncro** win on pricing predictability for smaller or growing shops."}, {"id": "mai-20260917-0922-baseline|c125-m3|moonshot-small|Syncro", "prompt": "c125-m3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "All-in-one RMM + PSA on a budget | **Syncro**"}, {"id": "mai-20260917-0922-baseline|c125-m3|moonshot-small|SuperOps", "prompt": "c125-m3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cloud-Native**: NinjaOne, Datto RMM, Atera, and SuperOps require zero infrastructure"}, {"id": "mai-20260917-0922-baseline|c125-m3|moonshot-small|Kaseya VSA", "prompt": "c125-m3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "N-able and Kaseya VSA have longer histories with on-prem roots, giving them deeper customization but steeper learning curves."}, {"id": "mai-20260917-0922-baseline|c125-m3|moonshot-small|ConnectWise Automate", "prompt": "c125-m3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Most Powerful/Complex**: ConnectWise Automate (scripting, custom monitors)"}, {"id": "mai-20260917-0922-baseline|c125-m3|moonshot-small|Acronis Cyber Protect Cloud", "prompt": "c125-m3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Unified security + backup + RMM console | **Acronis Cyber Protect Cloud**"}, {"id": "mai-20260917-0922-baseline|c125-m3|moonshot-small|Kaseya 365", "prompt": "c125-m3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Kaseya 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Kaseya 365** bundles RMM, AV, EDR, MDR, patching, and backup at a single per-endpoint rate"}, {"id": "mai-20260917-0922-baseline|c125-m3|moonshot-small|ManageEngine RMM Central", "prompt": "c125-m3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ManageEngine RMM Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Hybrid cloud/on-prem Windows Server monitoring | **ManageEngine RMM Central**"}, {"id": "mai-20260917-0922-baseline|c125-m3|openai-small|NinjaOne", "prompt": "c125-m3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Want easiest modern UX:** NinjaOne"}, {"id": "mai-20260917-0922-baseline|c125-m3|openai-small|N-able N-central", "prompt": "c125-m3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Want deep automation and scale:** N-able N-central or ConnectWise Automate/RMM"}, {"id": "mai-20260917-0922-baseline|c125-m3|openai-small|N-able N-sight", "prompt": "c125-m3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-sight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Good fit:** Smaller teams that want an all-in-one starter platform."}, {"id": "mai-20260917-0922-baseline|c125-m3|openai-small|ConnectWise RMM / Automate", "prompt": "c125-m3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM / Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Good fit:** Larger MSPs that want robust customization and already use ConnectWise PSA/tools."}, {"id": "mai-20260917-0922-baseline|c125-m3|openai-small|Datto RMM", "prompt": "c125-m3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Good fit:** MSPs already standardized on Datto/Kaseya products."}, {"id": "mai-20260917-0922-baseline|c125-m3|openai-small|Kaseya VSA", "prompt": "c125-m3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "commonly frame it as more powerful but also more complex than newer cloud-native tools"}, {"id": "mai-20260917-0922-baseline|c125-m3|openai-small|Atera", "prompt": "c125-m3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Good fit:** Lean teams and smaller MSPs."}, {"id": "mai-20260917-0922-baseline|c125-m3|openai-small|Syncro", "prompt": "c125-m3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Good fit:** Smaller MSPs wanting an integrated RMM/PSA workflow."}, {"id": "mai-20260917-0922-baseline|c125-m3|xai-small|NinjaOne", "prompt": "c125-m3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** (often ranked #1; G2: 4.7/5 from 5,000+ reviews)"}, {"id": "mai-20260917-0922-baseline|c125-m3|xai-small|Atera", "prompt": "c125-m3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-in-one (RMM+PSA+AI Copilot), lean MSPs/IT teams, predictable costs."}, {"id": "mai-20260917-0922-baseline|c125-m3|xai-small|Syncro", "prompt": "c125-m3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unified RMM/PSA/billing/automation; network health focus."}, {"id": "mai-20260917-0922-baseline|c125-m3|xai-small|ConnectWise RMM", "prompt": "c125-m3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Steeper setup/UI; ecosystem lock-in."}, {"id": "mai-20260917-0922-baseline|c125-m3|xai-small|Datto RMM", "prompt": "c125-m3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Acquired by Kaseya; less innovative UI."}, {"id": "mai-20260917-0922-baseline|c125-m3|xai-small|SuperOps.ai", "prompt": "c125-m3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SuperOps.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI automation, clean UI, unified stack. | Pricing changes reduced per-tech appeal."}, {"id": "mai-20260917-0922-baseline|c125-m3|xai-small|N-able N-sight/N-central", "prompt": "c125-m3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-sight/N-central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Dated UI in spots; mixed reviews."}, {"id": "mai-20260917-0922-baseline|c125-m3|xai-small|Acronis Cyber Protect Cloud", "prompt": "c125-m3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Backup/cybersecurity/EDR integrated; unified protection. | Heavier on security than pure RMM."}, {"id": "mai-20260917-0922-baseline|c125-m3|xai-small|ManageEngine Endpoint Central", "prompt": "c125-m3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Affordable hybrid (on-prem/cloud), endpoint focus"}, {"id": "mai-20260917-0922-baseline|c125-m3|zai-small|NinjaOne (NinjaRMM)", "prompt": "c125-m3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne (NinjaRMM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne is widely considered the \"Best Overall\" for its depth of features and reliability."}, {"id": "mai-20260917-0922-baseline|c125-m3|zai-small|Syncro", "prompt": "c125-m3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Syncro is the leader in the \"All-in-One\" category, combining RMM with a full PSA"}, {"id": "mai-20260917-0922-baseline|c125-m3|zai-small|Atera", "prompt": "c125-m3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Atera is a disruptor known for its AI-first approach and per-technician pricing."}, {"id": "mai-20260917-0922-baseline|c125-m3|zai-small|N-able (N-central)", "prompt": "c125-m3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able (N-central)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "N-able is a robust platform designed for larger MSPs and enterprise environments."}, {"id": "mai-20260917-0922-baseline|c125-m3|zai-small|Acronis Cyber Protect Cloud", "prompt": "c125-m3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Acronis differentiates itself by combining RMM with backup and cybersecurity."}, {"id": "mai-20260917-0922-baseline|c125-m3|zai-small|ConnectWise RMM (formerly Automate)", "prompt": "c125-m3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM (formerly Automate)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "critics often cite a dated UI and steeper learning curve compared to newer platforms"}, {"id": "mai-20260917-0922-baseline|c125-m3|zai-small|ManageEngine Endpoint Central", "prompt": "c125-m3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A strong enterprise-grade option ... though it lacks the modern \"all-in-one\" MSP feel"}, {"id": "mai-20260917-0922-baseline|c125-m3|zai-small|Kaseya VSA", "prompt": "c125-m3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "A massive player, but recently faced significant security and stability issues."}, {"id": "mai-20260917-0922-baseline|c125-m4|alibaba-small|MSP360 RMM (Community Edition)", "prompt": "c125-m4", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "MSP360 RMM (Community Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Absolute Lowest Cost Option: MSP360 RMM (Community Edition) ... arguably the best free option available."}, {"id": "mai-20260917-0922-baseline|c125-m4|alibaba-small|Atera", "prompt": "c125-m4", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are an MSP with hundreds of devices but a small team: Choose Atera."}, {"id": "mai-20260917-0922-baseline|c125-m4|alibaba-small|ManageEngine Endpoint Central", "prompt": "c125-m4", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are an internal IT team: Start with the free tier of ManageEngine Endpoint Central."}, {"id": "mai-20260917-0922-baseline|c125-m4|alibaba-small|N-able", "prompt": "c125-m4", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "N-able", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compared to enterprise giants like N-able or Datto"}, {"id": "mai-20260917-0922-baseline|c125-m4|alibaba-small|Datto", "prompt": "c125-m4", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Datto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compared to enterprise giants like N-able or Datto"}, {"id": "mai-20260917-0922-baseline|c125-m4|alibaba-small|NinjaOne", "prompt": "c125-m4", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Often requires a minimum spend (~$200/mo), so it may be too expensive for very small budgets"}, {"id": "mai-20260917-0922-baseline|c125-m4|anthropic-small|TacticalRMM", "prompt": "c125-m4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "TacticalRMM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TacticalRMM is the strongest free RMM option available, is fully open-source, self-hosted, and comes with no agent limits"}, {"id": "mai-20260917-0922-baseline|c125-m4|anthropic-small|Action1", "prompt": "c125-m4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "free tier covering up to 100 endpoints with no functional limitations, making it a practical starting point for small IT teams"}, {"id": "mai-20260917-0922-baseline|c125-m4|anthropic-small|Pulseway", "prompt": "c125-m4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Pulseway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pulseway is one of the most affordable RMMs available"}, {"id": "mai-20260917-0922-baseline|c125-m4|anthropic-small|Atera", "prompt": "c125-m4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Atera combines PSA and RMM functionality in a single, easy-to-use platform with transparent per-technician pricing starting at $129/month"}, {"id": "mai-20260917-0922-baseline|c125-m4|anthropic-small|Syncro", "prompt": "c125-m4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "suitable for MSPs with a limited IT budget"}, {"id": "mai-20260917-0922-baseline|c125-m4|anthropic-small|SuperOps", "prompt": "c125-m4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Purpose-built small business and MSP tools like Atera, SuperOps, and Action1 are often a better fit"}, {"id": "mai-20260917-0922-baseline|c125-m4|challenger-small|Action1", "prompt": "c125-m4", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default recommendation is **Action1** if your main need is patching"}, {"id": "mai-20260917-0922-baseline|c125-m4|challenger-small|Atera", "prompt": "c125-m4", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Atera** is the best fit for many small teams because its **per-technician pricing** keeps costs predictable"}, {"id": "mai-20260917-0922-baseline|c125-m4|challenger-small|Syncro", "prompt": "c125-m4", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you want a budget-friendly RMM with PSA features"}, {"id": "mai-20260917-0922-baseline|c125-m4|challenger-small|TacticalRMM", "prompt": "c125-m4", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "TacticalRMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "lowest licensing cost, but you take on hosting and maintenance yourself"}, {"id": "mai-20260917-0922-baseline|c125-m4|deepseek-small|ManageEngine Endpoint Central", "prompt": "c125-m4", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for a true $0 budget ... If you have 25 or fewer devices, this is essentially free, which is unbeatable."}, {"id": "mai-20260917-0922-baseline|c125-m4|deepseek-small|Action1", "prompt": "c125-m4", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with the free tiers (Action1 or ManageEngine)"}, {"id": "mai-20260917-0922-baseline|c125-m4|deepseek-small|Syncro", "prompt": "c125-m4", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best flat per-technician budget option ... then move to Syncro or Atera"}, {"id": "mai-20260917-0922-baseline|c125-m4|deepseek-small|Atera", "prompt": "c125-m4", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for lean teams / internal IT ... per-technician with unlimited endpoints"}, {"id": "mai-20260917-0922-baseline|c125-m4|deepseek-small|NinjaOne", "prompt": "c125-m4", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Often cited as the best overall RMM, but not the cheapest at small scale."}, {"id": "mai-20260917-0922-baseline|c125-m4|google-small|Action1", "prompt": "c125-m4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** is the undisputed budget leader... **Free forever for your first 200 endpoints**"}, {"id": "mai-20260917-0922-baseline|c125-m4|google-small|Atera", "prompt": "c125-m4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Option A: Atera (Best for Lean/Internal IT)"}, {"id": "mai-20260917-0922-baseline|c125-m4|google-small|Syncro", "prompt": "c125-m4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Option B: Syncro (Best for Budget-Friendly MSPs)"}, {"id": "mai-20260917-0922-baseline|c125-m4|google-small|NinjaOne", "prompt": "c125-m4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "advanced automation scripting is not as robust as premium options like NinjaOne"}, {"id": "mai-20260917-0922-baseline|c125-m4|google-small|Tactical RMM", "prompt": "c125-m4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Tactical RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tactical RMM** is the gold standard for self-hosting"}, {"id": "mai-20260917-0922-baseline|c125-m4|google-small|MeshCentral", "prompt": "c125-m4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "MeshCentral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For 100% open-source remote-control-only tools with no sponsorship tiers, look at **MeshCentral**"}, {"id": "mai-20260917-0922-baseline|c125-m4|google-small|Breeze", "prompt": "c125-m4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Breeze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For a newer open-source full-RMM, consider **Breeze**"}, {"id": "mai-20260917-0922-baseline|c125-m4|google-small|Level.io", "prompt": "c125-m4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Level.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Level.io if you want a modern, cheap, cloud-native RMM"}, {"id": "mai-20260917-0922-baseline|c125-m4|meta-small|Syncro", "prompt": "c125-m4", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best RMM platform for a company with a limited budget is Syncro, which is considered the best budget option at $129/technician/mo"}, {"id": "mai-20260917-0922-baseline|c125-m4|meta-small|NinjaOne", "prompt": "c125-m4", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NinjaOne is also a good option, considered the best overall RMM platform for most small businesses."}, {"id": "mai-20260917-0922-baseline|c125-m4|minimax-small|Action1", "prompt": "c125-m4", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** - Best Overall Budget Option ... **Start with Action1** (free up to 200 endpoints)"}, {"id": "mai-20260917-0922-baseline|c125-m4|minimax-small|Pulseway", "prompt": "c125-m4", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Pulseway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Pulseway** if you need core RMM features at the lowest cost"}, {"id": "mai-20260917-0922-baseline|c125-m4|minimax-small|Syncro", "prompt": "c125-m4", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with Syncro** if you want integrated billing/PSA capabilities alongside RMM"}, {"id": "mai-20260917-0922-baseline|c125-m4|minimax-small|Atera", "prompt": "c125-m4", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Atera** - Best All-in-One for Small Teams"}, {"id": "mai-20260917-0922-baseline|c125-m4|minimax-small|Level.io", "prompt": "c125-m4", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Level.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Level.io** - Affordable Alternative"}, {"id": "mai-20260917-0922-baseline|c125-m4|mistral-small|Syncro", "prompt": "c125-m4", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Syncro** is the standout choice for budget-conscious companies"}, {"id": "mai-20260917-0922-baseline|c125-m4|mistral-small|Atera", "prompt": "c125-m4", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **Atera** if you prefer a technician-based pricing model"}, {"id": "mai-20260917-0922-baseline|c125-m4|mistral-small|NinjaOne", "prompt": "c125-m4", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "While not always the cheapest, NinjaOne is frequently recommended for its overall value and ease of use"}, {"id": "mai-20260917-0922-baseline|c125-m4|moonshot-small|Syncro", "prompt": "c125-m4", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Syncro – Best Overall Budget Choice ... Syncro offers the best value with its unlimited endpoint model."}, {"id": "mai-20260917-0922-baseline|c125-m4|moonshot-small|Atera", "prompt": "c125-m4", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Atera – Best for Predictable Costs"}, {"id": "mai-20260917-0922-baseline|c125-m4|moonshot-small|NinjaOne", "prompt": "c125-m4", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "NinjaOne – Best Value Per-Endpoint Option"}, {"id": "mai-20260917-0922-baseline|c125-m4|moonshot-small|TacticalRMM", "prompt": "c125-m4", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "TacticalRMM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have almost no budget and technical resources, start with TacticalRMM"}, {"id": "mai-20260917-0922-baseline|c125-m4|moonshot-small|MeshCentral", "prompt": "c125-m4", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "MeshCentral", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limitation: More of a remote access tool than a full RMM"}, {"id": "mai-20260917-0922-baseline|c125-m4|openai-small|Atera", "prompt": "c125-m4", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **best mix of affordability and features**, start with **Atera** or **Syncro**."}, {"id": "mai-20260917-0922-baseline|c125-m4|openai-small|NinjaOne", "prompt": "c125-m4", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "very polished and easy to use, but it's usually **not the cheapest**"}, {"id": "mai-20260917-0922-baseline|c125-m4|openai-small|Syncro", "prompt": "c125-m4", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **Atera** or **Syncro**"}, {"id": "mai-20260917-0922-baseline|c125-m4|openai-small|N-able N-central / N-sight", "prompt": "c125-m4", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "N-able N-central / N-sight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "solid, but pricing can vary and may not be the cheapest entry point"}, {"id": "mai-20260917-0922-baseline|c125-m4|openai-small|Pulseway", "prompt": "c125-m4", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Pulseway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "decent for smaller teams, with mobile-friendly management, sometimes attractive for lean operations"}, {"id": "mai-20260917-0922-baseline|c125-m4|xai-small|Action1", "prompt": "c125-m4", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Action1 (Best for Truly Free/Basic Needs, Up to 200 Endpoints)"}, {"id": "mai-20260917-0922-baseline|c125-m4|xai-small|Atera", "prompt": "c125-m4", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Paid Alternatives ... Atera (Best All-in-One for MSPs/Small Teams)"}, {"id": "mai-20260917-0922-baseline|c125-m4|xai-small|Syncro", "prompt": "c125-m4", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Syncro (Best Pure Budget Value)"}, {"id": "mai-20260917-0922-baseline|c125-m4|xai-small|TacticalRMM", "prompt": "c125-m4", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "TacticalRMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free/Open-Source Option: TacticalRMM (For Technical Teams)"}, {"id": "mai-20260917-0922-baseline|c125-m4|xai-small|NinjaOne", "prompt": "c125-m4", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "NinjaOne/Datto are excellent but pricier (~$3-4/device/mo)"}, {"id": "mai-20260917-0922-baseline|c125-m4|xai-small|Datto", "prompt": "c125-m4", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Datto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "NinjaOne/Datto are excellent but pricier (~$3-4/device/mo)"}, {"id": "mai-20260917-0922-baseline|c125-m4|zai-small|MSP360 RMM Community Edition", "prompt": "c125-m4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "MSP360 RMM Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MSP360 RMM Community Edition** is the standout choice. It's free, feature-rich, and backed by a real vendor."}, {"id": "mai-20260917-0922-baseline|c125-m4|zai-small|LogMeIn Resolve", "prompt": "c125-m4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "LogMeIn Resolve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LogMeIn Resolve Free** is the simplest option."}, {"id": "mai-20260917-0922-baseline|c125-m4|zai-small|TacticalRMM", "prompt": "c125-m4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "TacticalRMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TacticalRMM** (great scripting and community)"}, {"id": "mai-20260917-0922-baseline|c125-m4|zai-small|Breeze", "prompt": "c125-m4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Breeze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Breeze** (AI-driven, modern platform)"}, {"id": "mai-20260917-0922-baseline|c125-m4|zai-small|Syncro", "prompt": "c125-m4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Atera** or **Syncro** (unlimited endpoints, per-technician pricing)"}, {"id": "mai-20260917-0922-baseline|c125-m4|zai-small|NinjaOne", "prompt": "c125-m4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Widely considered one of the best all-round RMMs for SMBs."}, {"id": "mai-20260917-0922-baseline|c125-m4|zai-small|Atera", "prompt": "c125-m4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Atera** or **Syncro** (unlimited endpoints, per-technician pricing)"}, {"id": "mai-20260917-0922-baseline|c125-m4|zai-small|MeshCentral", "prompt": "c125-m4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "MeshCentral", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not a full RMM – lacks built-in patch management, compliance automation, and MSP-grade workflows."}, {"id": "mai-20260917-0922-baseline|c125-m4|zai-small|NetLock RMM", "prompt": "c125-m4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NetLock RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Smaller community and fewer resources than TacticalRMM or Breeze."}, {"id": "mai-20260917-0922-baseline|c125-m5|alibaba-small|ConnectWise", "prompt": "c125-m5", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "ConnectWise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When you email potential vendors (e.g., ConnectWise, Datto, NinjaOne, Kaseya, Syncro), ask specifically"}, {"id": "mai-20260917-0922-baseline|c125-m5|alibaba-small|Datto", "prompt": "c125-m5", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Datto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., ConnectWise, Datto, NinjaOne, Kaseya, Syncro"}, {"id": "mai-20260917-0922-baseline|c125-m5|alibaba-small|NinjaOne", "prompt": "c125-m5", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., ConnectWise, Datto, NinjaOne, Kaseya, Syncro"}, {"id": "mai-20260917-0922-baseline|c125-m5|alibaba-small|Kaseya", "prompt": "c125-m5", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Kaseya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., ConnectWise, Datto, NinjaOne, Kaseya, Syncro"}, {"id": "mai-20260917-0922-baseline|c125-m5|alibaba-small|Syncro", "prompt": "c125-m5", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., ConnectWise, Datto, NinjaOne, Kaseya, Syncro"}, {"id": "mai-20260917-0922-baseline|c125-m5|deepseek-small|NinjaOne", "prompt": "c125-m5", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** — easiest onboarding, clean UI, strong cross-platform support, per-device pricing."}, {"id": "mai-20260917-0922-baseline|c125-m5|deepseek-small|Atera", "prompt": "c125-m5", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Per-technician** (Atera, Syncro, SuperOps ~$129–$179/user/mo)"}, {"id": "mai-20260917-0922-baseline|c125-m5|deepseek-small|Syncro", "prompt": "c125-m5", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Per-technician** (Atera, Syncro, SuperOps ~$129–$179/user/mo)"}, {"id": "mai-20260917-0922-baseline|c125-m5|deepseek-small|SuperOps", "prompt": "c125-m5", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SuperOps** — modern, AI-driven, unified RMM+PSA (relevant if you also run a service desk)."}, {"id": "mai-20260917-0922-baseline|c125-m5|deepseek-small|ConnectWise", "prompt": "c125-m5", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "ConnectWise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Many enterprise-oriented platforms (ConnectWise, Datto, N-able, Kaseya) are **quote-only**, so budget for total cost including add-ons"}, {"id": "mai-20260917-0922-baseline|c125-m5|deepseek-small|Datto", "prompt": "c125-m5", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Datto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Many enterprise-oriented platforms (ConnectWise, Datto, N-able, Kaseya) are **quote-only**"}, {"id": "mai-20260917-0922-baseline|c125-m5|deepseek-small|N-able", "prompt": "c125-m5", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "N-able", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**N-able N-central** — strong automation, granular policy, built-in security modules, scales well."}, {"id": "mai-20260917-0922-baseline|c125-m5|deepseek-small|Kaseya", "prompt": "c125-m5", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Kaseya", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Many enterprise-oriented platforms (ConnectWise, Datto, N-able, Kaseya) are **quote-only**"}, {"id": "mai-20260917-0922-baseline|c125-m5|deepseek-small|ManageEngine Endpoint Central", "prompt": "c125-m5", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "often the most cost-effective for internal teams; can be self-hosted"}, {"id": "mai-20260917-0922-baseline|c125-m5|deepseek-small|Action1", "prompt": "c125-m5", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Action1** — if patching is your top priority; free up to 200 endpoints."}, {"id": "mai-20260917-0922-baseline|c125-m5|google-small|NinjaOne", "prompt": "c125-m5", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the gold standard for modern, cloud-first RMM."}, {"id": "mai-20260917-0922-baseline|c125-m5|google-small|Datto RMM", "prompt": "c125-m5", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Highly powerful and scalable, though historically geared toward MSPs."}, {"id": "mai-20260917-0922-baseline|c125-m5|google-small|Atera", "prompt": "c125-m5", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent choices if you are budget-conscious and want to take advantage of per-technician pricing"}, {"id": "mai-20260917-0922-baseline|c125-m5|google-small|Syncro", "prompt": "c125-m5", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Atera / Syncro: Excellent choices if you are budget-conscious"}, {"id": "mai-20260917-0922-baseline|c125-m5|google-small|ManageEngine Endpoint Central", "prompt": "c125-m5", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Purpose-built for internal IT departments rather than MSPs."}, {"id": "mai-20260917-0922-baseline|c125-m5|google-small|Level (Level.io)", "prompt": "c125-m5", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Level (Level.io)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A modern, lightweight, automation-first platform designed with internal IT in mind."}, {"id": "mai-20260917-0922-baseline|c125-m5|minimax-small|N-able (SolarWinds MSP)", "prompt": "c125-m5", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "N-able (SolarWinds MSP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular enterprise RMM platforms to evaluate include **N-able (SolarWinds MSP)**"}, {"id": "mai-20260917-0922-baseline|c125-m5|minimax-small|ConnectWise Automate", "prompt": "c125-m5", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "ConnectWise Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**ConnectWise Automate**"}, {"id": "mai-20260917-0922-baseline|c125-m5|minimax-small|Datto RMM", "prompt": "c125-m5", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Datto RMM**"}, {"id": "mai-20260917-0922-baseline|c125-m5|minimax-small|NinjaOne", "prompt": "c125-m5", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c125-m5|minimax-small|Syncro", "prompt": "c125-m5", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "and **Syncro**. Each has different strengths"}, {"id": "mai-20260917-0922-baseline|c125-m5|mistral-small|ConnectWise Automate", "prompt": "c125-m5", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "ConnectWise Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "consider platforms like ConnectWise Automate, NinjaRMM, Datto RMM, Atera, Pulseway, or Kaseya"}, {"id": "mai-20260917-0922-baseline|c125-m5|mistral-small|NinjaRMM", "prompt": "c125-m5", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaRMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "consider platforms like ConnectWise Automate, NinjaRMM, Datto RMM, Atera, Pulseway, or Kaseya"}, {"id": "mai-20260917-0922-baseline|c125-m5|mistral-small|Datto RMM", "prompt": "c125-m5", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "consider platforms like ConnectWise Automate, NinjaRMM, Datto RMM, Atera, Pulseway, or Kaseya"}, {"id": "mai-20260917-0922-baseline|c125-m5|mistral-small|Atera", "prompt": "c125-m5", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "consider platforms like ConnectWise Automate, NinjaRMM, Datto RMM, Atera, Pulseway, or Kaseya"}, {"id": "mai-20260917-0922-baseline|c125-m5|mistral-small|Pulseway", "prompt": "c125-m5", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Pulseway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider platforms like ConnectWise Automate, NinjaRMM, Datto RMM, Atera, Pulseway, or Kaseya"}, {"id": "mai-20260917-0922-baseline|c125-m5|mistral-small|Kaseya", "prompt": "c125-m5", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Kaseya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider platforms like ConnectWise Automate, NinjaRMM, Datto RMM, Atera, Pulseway, or Kaseya"}, {"id": "mai-20260917-0922-baseline|c125-m5|moonshot-small|NinjaOne", "prompt": "c125-m5", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** - Best for ease of use, modern interface, strong patch management"}, {"id": "mai-20260917-0922-baseline|c125-m5|moonshot-small|Datto", "prompt": "c125-m5", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Datto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datto RMM** - Strong if you need integrated backup/BCDR"}, {"id": "mai-20260917-0922-baseline|c125-m5|moonshot-small|N-able", "prompt": "c125-m5", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "N-able", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**N-able N-central** - Good for complex automation needs"}, {"id": "mai-20260917-0922-baseline|c125-m5|moonshot-small|Atera", "prompt": "c125-m5", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Atera** - Good for cost efficiency with built-in PSA"}, {"id": "mai-20260917-0922-baseline|c125-m5|moonshot-small|Syncro", "prompt": "c125-m5", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Per-technician** | Growing companies with lean IT teams | Atera, Syncro |"}, {"id": "mai-20260917-0922-baseline|c125-m5|moonshot-small|ConnectWise", "prompt": "c125-m5", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "ConnectWise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ConnectWise RMM** - Best for scalability and advanced automation"}, {"id": "mai-20260917-0922-baseline|c125-m5|moonshot-small|Kaseya", "prompt": "c125-m5", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Kaseya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Custom/quote-based** | Enterprise needs, bundled services | ConnectWise, Kaseya |"}, {"id": "mai-20260917-0922-baseline|c125-m5|xai-small|NinjaOne", "prompt": "c125-m5", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne (top-rated for medium enterprises)... Shortlist 3-5: NinjaOne, Atera, Syncro for starters"}, {"id": "mai-20260917-0922-baseline|c125-m5|xai-small|Atera", "prompt": "c125-m5", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Atera (cost-efficient per-tech pricing)"}, {"id": "mai-20260917-0922-baseline|c125-m5|xai-small|Syncro", "prompt": "c125-m5", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Syncro (all-in-one with PSA)"}, {"id": "mai-20260917-0922-baseline|c125-m5|xai-small|N-able N-central", "prompt": "c125-m5", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "N-able N-central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "N-able N-central (automation depth)"}, {"id": "mai-20260917-0922-baseline|c125-m5|xai-small|Acronis Cyber Protect", "prompt": "c125-m5", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Acronis Cyber Protect (integrated security/backup)"}, {"id": "mai-20260917-0922-baseline|c125-m6|alibaba-small|Datto RMM", "prompt": "c125-m6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto RMM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "significant sentiment among IT professionals to avoid **Datto RMM**"}, {"id": "mai-20260917-0922-baseline|c125-m6|alibaba-small|Kaseya", "prompt": "c125-m6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid **Datto RMM** and the broader **Kaseya** product suite due to concerns regarding product stability and support"}, {"id": "mai-20260917-0922-baseline|c125-m6|alibaba-small|SimpleHelp", "prompt": "c125-m6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SimpleHelp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Cautious With: SimpleHelp & BeyondTrust ... suffered from multiple critical flaws recently"}, {"id": "mai-20260917-0922-baseline|c125-m6|alibaba-small|BeyondTrust", "prompt": "c125-m6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they have become high-priority targets for cybercriminals"}, {"id": "mai-20260917-0922-baseline|c125-m6|alibaba-small|ConnectWise RMM", "prompt": "c125-m6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Evaluate Carefully: ConnectWise RMM (New Iterations) ... growing fatigue regarding their newer RMM iterations"}, {"id": "mai-20260917-0922-baseline|c125-m6|alibaba-small|Atera", "prompt": "c125-m6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Atera:** For flat-rate pricing and ease of use."}, {"id": "mai-20260917-0922-baseline|c125-m6|alibaba-small|Syncro", "prompt": "c125-m6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Syncro:** For strong automation capabilities."}, {"id": "mai-20260917-0922-baseline|c125-m6|alibaba-small|NinjaOne", "prompt": "c125-m6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**NinjaOne:** For high-performance remediation."}, {"id": "mai-20260917-0922-baseline|c125-m6|alibaba-small|PulseOn", "prompt": "c125-m6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "PulseOn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "An emerging open-source/freemium option gaining traction for smaller teams."}, {"id": "mai-20260917-0922-baseline|c125-m6|anthropic-small|ConnectWise ScreenConnect", "prompt": "c125-m6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise ScreenConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "ScreenConnect was hit by two major vulnerabilities — CVE-2024-1708 ... and CVE-2024-1709 (an authentication bypass), with the latter rated CVSS 10.0"}, {"id": "mai-20260917-0922-baseline|c125-m6|anthropic-small|BeyondTrust Remote Support", "prompt": "c125-m6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "BeyondTrust Remote Support", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "This platform was included among those exploited by threat actors in 2024-2025."}, {"id": "mai-20260917-0922-baseline|c125-m6|anthropic-small|SimpleHelp", "prompt": "c125-m6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SimpleHelp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ransomware actors have exploited unpatched versions of SimpleHelp RMM, with versions 5.5.7 and earlier containing multiple vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c125-m6|anthropic-small|NetSupport Manager", "prompt": "c125-m6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NetSupport Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Threat actors have employed NetSupport Manager to compromise entire domains, likely leading to data exfiltration."}, {"id": "mai-20260917-0922-baseline|c125-m6|anthropic-small|ITarian (aka Comodo)", "prompt": "c125-m6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ITarian (aka Comodo)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "multiple web-based phishing campaigns were documented dropping the RMM tools ITarian (aka Comodo), PDQ, SimpleHelp, and Atera"}, {"id": "mai-20260917-0922-baseline|c125-m6|anthropic-small|PDQ", "prompt": "c125-m6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "PDQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "phishing campaigns were documented dropping the RMM tools ITarian (aka Comodo), PDQ, SimpleHelp, and Atera"}, {"id": "mai-20260917-0922-baseline|c125-m6|anthropic-small|Atera", "prompt": "c125-m6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "phishing campaigns were documented dropping the RMM tools ITarian (aka Comodo), PDQ, SimpleHelp, and Atera"}, {"id": "mai-20260917-0922-baseline|c125-m6|challenger-small|ConnectWise ScreenConnect", "prompt": "c125-m6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise ScreenConnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The platforms I would put in the **highest-caution bucket** are: - **ConnectWise ScreenConnect / ConnectWise RMM** — repeatedly appears in attack reporting"}, {"id": "mai-20260917-0922-baseline|c125-m6|challenger-small|Datto/CentraStage", "prompt": "c125-m6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto/CentraStage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Datto / CentraStage / other Kaseya-linked tooling** — cited in community warnings and commonly treated with caution because of the broader Kaseya/Datto ecosystem risk profile"}, {"id": "mai-20260917-0922-baseline|c125-m6|challenger-small|N-able N-sight", "prompt": "c125-m6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able N-sight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**N-able N-sight** — appears in abuse reporting, and N-able products are often discussed in the context of network-heavy environments"}, {"id": "mai-20260917-0922-baseline|c125-m6|challenger-small|SimpleHelp", "prompt": "c125-m6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SimpleHelp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "specifically called out in 2026 alternatives coverage for CVE-2024-57726/57727/57728, which were exploited in 2025 by Medusa and DragonForce operators"}, {"id": "mai-20260917-0922-baseline|c125-m6|challenger-small|Syncro", "prompt": "c125-m6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Syncro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "appears in abuse reporting, so it is worth extra scrutiny on hardening, allowlisting, and admin hygiene"}, {"id": "mai-20260917-0922-baseline|c125-m6|challenger-small|Level", "prompt": "c125-m6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Level", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Current threat reporting shows abuse of **ConnectWise ScreenConnect, Datto/CentraStage, N-able N-sight, SimpleHelp, Syncro, Level, Atera, Action1..."}, {"id": "mai-20260917-0922-baseline|c125-m6|challenger-small|Atera", "prompt": "c125-m6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "also appears in abuse reporting; Red Canary specifically notes detections involving `ateraagent` and unusual email addresses"}, {"id": "mai-20260917-0922-baseline|c125-m6|challenger-small|Action1", "prompt": "c125-m6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "shows abuse of ... Syncro, Level, Atera, Action1, LogMeIn Resolve ... in real-world campaigns"}, {"id": "mai-20260917-0922-baseline|c125-m6|challenger-small|LogMeIn Resolve", "prompt": "c125-m6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "LogMeIn Resolve", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "both show up in abuse reporting and should be treated as “approved only” tools with strict controls"}, {"id": "mai-20260917-0922-baseline|c125-m6|challenger-small|NetSupport Manager", "prompt": "c125-m6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NetSupport Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "both show up in abuse reporting and should be treated as “approved only” tools with strict controls"}, {"id": "mai-20260917-0922-baseline|c125-m6|challenger-small|PDQ Connect", "prompt": "c125-m6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "PDQ Connect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "included in the list of abused RMMs, so it should be evaluated carefully for identity controls and deployment restrictions"}, {"id": "mai-20260917-0922-baseline|c125-m6|deepseek-small|SimpleHelp", "prompt": "c125-m6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SimpleHelp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "I would **avoid** SimpleHelp and MeshAgent unless absolutely necessary."}, {"id": "mai-20260917-0922-baseline|c125-m6|deepseek-small|MeshAgent", "prompt": "c125-m6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "MeshAgent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** This is an open-source remote management tool ... heavily abused by threat actors"}, {"id": "mai-20260917-0922-baseline|c125-m6|deepseek-small|Tactical RMM", "prompt": "c125-m6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Tactical RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "If you use Tactical RMM or MeshCentral, you must harden it aggressively, restrict internet exposure, and enable MFA, as it is a magnet for attackers."}, {"id": "mai-20260917-0922-baseline|c125-m6|deepseek-small|MeshCentral", "prompt": "c125-m6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "MeshCentral", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "If you use Tactical RMM or MeshCentral, you must harden it aggressively, restrict internet exposure, and enable MFA"}, {"id": "mai-20260917-0922-baseline|c125-m6|deepseek-small|Kaseya VSA", "prompt": "c125-m6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "I would **treat Kaseya and N-able with extreme caution** if you already have them (and lock them down heavily)."}, {"id": "mai-20260917-0922-baseline|c125-m6|deepseek-small|N-able N-central", "prompt": "c125-m6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able N-central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "N-central seems to be repeatedly targeted. If you use it, ensure it is **never exposed to the internet**"}, {"id": "mai-20260917-0922-baseline|c125-m6|deepseek-small|ConnectWise ScreenConnect", "prompt": "c125-m6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise ScreenConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Why to be cautious:** ScreenConnect has a rocky year."}, {"id": "mai-20260917-0922-baseline|c125-m6|deepseek-small|BeyondTrust Remote Support", "prompt": "c125-m6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "BeyondTrust Remote Support", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Why to be cautious:** In late 2024, BeyondTrust disclosed a critical RCE (CVE-2024-12356) that was actively exploited by nation-state actors"}, {"id": "mai-20260917-0922-baseline|c125-m6|deepseek-small|ConnectWise RMM", "prompt": "c125-m6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Platforms to Avoid Based on Usability & Vendor Lock-in ... it has a 1-star reputation on Reddit due to being difficult to use and inconsistent."}, {"id": "mai-20260917-0922-baseline|c125-m6|deepseek-small|MSP360 RMM", "prompt": "c125-m6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "MSP360 RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "G2 and Reddit reviews consistently complain about **reliable connectivity issues**"}, {"id": "mai-20260917-0922-baseline|c125-m6|deepseek-small|NinjaOne", "prompt": "c125-m6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "consider evaluating modern options like **NinjaOne** (which has a strong security reputation and fewer active exploitation cases)"}, {"id": "mai-20260917-0922-baseline|c125-m6|google-small|Datto RMM", "prompt": "c125-m6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "If you choose Datto RMM or VSA, **never sign a contract without having a lawyer review the auto-renewal and termination clauses.**"}, {"id": "mai-20260917-0922-baseline|c125-m6|google-small|Kaseya VSA", "prompt": "c125-m6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the parent company’s business practices make many IT professionals highly cautious"}, {"id": "mai-20260917-0922-baseline|c125-m6|google-small|ConnectWise Automate", "prompt": "c125-m6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid ConnectWise Automate unless you have a dedicated engineer specifically trained to manage it."}, {"id": "mai-20260917-0922-baseline|c125-m6|google-small|ConnectWise RMM (Asio)", "prompt": "c125-m6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise RMM (Asio)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Proceed with ConnectWise RMM only if you are already deeply embedded in the ConnectWise ecosystem"}, {"id": "mai-20260917-0922-baseline|c125-m6|google-small|Tactical RMM", "prompt": "c125-m6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Tactical RMM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid using Tactical RMM for production environments or client-facing operations.**"}, {"id": "mai-20260917-0922-baseline|c125-m6|google-small|Atera", "prompt": "c125-m6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Proceed with caution if you are a rapidly growing MSP."}, {"id": "mai-20260917-0922-baseline|c125-m6|google-small|Syncro", "prompt": "c125-m6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Syncro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "can struggle once you manage thousands of endpoints"}, {"id": "mai-20260917-0922-baseline|c125-m6|google-small|NinjaOne", "prompt": "c125-m6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Compared to enterprise tools like NinjaOne or Datto RMM"}, {"id": "mai-20260917-0922-baseline|c125-m6|meta-small|ConnectWise RMM", "prompt": "c125-m6", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "multiple sources advise against using this platform, citing its poor performance and potential security risks"}, {"id": "mai-20260917-0922-baseline|c125-m6|meta-small|GoTo Resolve", "prompt": "c125-m6", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "GoTo Resolve", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "this platform has been targeted by a phishing campaign, and its use can potentially lead to security breaches"}, {"id": "mai-20260917-0922-baseline|c125-m6|meta-small|ScreenConnect", "prompt": "c125-m6", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ScreenConnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "this platform has also been targeted by a phishing campaign and may pose security risks"}, {"id": "mai-20260917-0922-baseline|c125-m6|meta-small|LogMeIn", "prompt": "c125-m6", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "LogMeIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "another platform that has been targeted by a phishing campaign, and its use may lead to security breaches"}, {"id": "mai-20260917-0922-baseline|c125-m6|meta-small|Ninja RMM", "prompt": "c125-m6", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Ninja RMM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "explore alternative RMM platforms, such as Ninja RMM, that may offer better security and performance"}, {"id": "mai-20260917-0922-baseline|c125-m6|minimax-small|Datto RMM", "prompt": "c125-m6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Multiple users report remote access reliability issues, with connections taking 1-2 minutes to establish"}, {"id": "mai-20260917-0922-baseline|c125-m6|minimax-small|ConnectWise RMM", "prompt": "c125-m6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some users report Windows security warnings when customers try to connect"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|Action1", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You should exercise caution with the following:"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|ConnectWise ScreenConnect", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise ScreenConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "(multiple high/critical vulnerabilities reported)"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|Datto/CentraStage", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto/CentraStage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "(often flagged for subpar security or integration issues)"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|GoRelo", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "GoRelo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "You should exercise caution with the following:"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|GotoHTTP", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "GotoHTTP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "You should exercise caution with the following:"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|ITAgent", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ITAgent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "You should exercise caution with the following:"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|Itarian", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Itarian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "You should exercise caution with the following:"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|Level", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Level", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "You should exercise caution with the following:"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|LogMeIn Resolve", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "LogMeIn Resolve", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "You should exercise caution with the following:"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|N-Able N-Sight", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-Able N-Sight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "(multiple vulnerabilities disclosed)"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|NetSupport Manager", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NetSupport Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "You should exercise caution with the following:"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|PDQ Connect", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "PDQ Connect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "You should exercise caution with the following:"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|SimpleHelp", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SimpleHelp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "You should exercise caution with the following:"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|Syncro", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Syncro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "You should exercise caution with the following:"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|Velociraptor", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Velociraptor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "You should exercise caution with the following:"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|MeshAgent", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "MeshAgent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "(open-source or leaked source code increases risk)"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|TeamViewer", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "TeamViewer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "(19 CVEs, including two critical, in 2025)"}, {"id": "mai-20260917-0922-baseline|c125-m6|mistral-small|AnyDesk", "prompt": "c125-m6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "AnyDesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 18, "ev": "(multiple vulnerabilities)"}, {"id": "mai-20260917-0922-baseline|c125-m6|moonshot-small|SimpleHelp", "prompt": "c125-m6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SimpleHelp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**SimpleHelp** — actively exploited right now"}, {"id": "mai-20260917-0922-baseline|c125-m6|moonshot-small|ConnectWise ScreenConnect", "prompt": "c125-m6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise ScreenConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Caution:** Widely targeted because of its popularity. If you use it, you *must* stay on top of patching."}, {"id": "mai-20260917-0922-baseline|c125-m6|moonshot-small|Kaseya VSA", "prompt": "c125-m6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Kaseya also has multiple older CVEs ... marked by CISA as known-exploited."}, {"id": "mai-20260917-0922-baseline|c125-m6|moonshot-small|Datto RMM (CentraStage)", "prompt": "c125-m6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto RMM (CentraStage)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "active phishing campaigns abusing Datto RMM as a **command-and-control channel**"}, {"id": "mai-20260917-0922-baseline|c125-m6|moonshot-small|N-able RMM", "prompt": "c125-m6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**8 vulnerabilities disclosed in 2025**, all rated high or critical"}, {"id": "mai-20260917-0922-baseline|c125-m6|moonshot-small|TeamViewer", "prompt": "c125-m6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "TeamViewer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Any free/consumer-grade remote tool** (TeamViewer, AnyDesk) for production MSP use"}, {"id": "mai-20260917-0922-baseline|c125-m6|moonshot-small|AnyDesk", "prompt": "c125-m6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "AnyDesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Any free/consumer-grade remote tool** (TeamViewer, AnyDesk) for production MSP use"}, {"id": "mai-20260917-0922-baseline|c125-m6|moonshot-small|BeyondTrust Remote Support", "prompt": "c125-m6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "BeyondTrust Remote Support", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Zero-day vulnerability exploited in 2024–2025 as part of coordinated intrusions"}, {"id": "mai-20260917-0922-baseline|c125-m6|moonshot-small|MeshAgent", "prompt": "c125-m6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "MeshAgent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Tools like **MeshAgent** (whose source code leaked) are increasingly abused"}, {"id": "mai-20260917-0922-baseline|c125-m6|moonshot-small|ConnectWise Automate", "prompt": "c125-m6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "exposed RMM portals (ConnectWise Automate, NinjaRMM, Datto, etc.) still used default or weak credentials"}, {"id": "mai-20260917-0922-baseline|c125-m6|moonshot-small|NinjaRMM", "prompt": "c125-m6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaRMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "exposed RMM portals (ConnectWise Automate, NinjaRMM, Datto, etc.) still used default or weak credentials"}, {"id": "mai-20260917-0922-baseline|c125-m6|openai-small|ScreenConnect / ConnectWise Control", "prompt": "c125-m6", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ScreenConnect / ConnectWise Control", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "CISA warned in 2023 that attackers were abusing legitimate RMM tools including ScreenConnect in fraud campaigns"}, {"id": "mai-20260917-0922-baseline|c125-m6|openai-small|AnyDesk", "prompt": "c125-m6", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "AnyDesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "also named by CISA in the same malicious-use advisory as being abused by criminals"}, {"id": "mai-20260917-0922-baseline|c125-m6|openai-small|SimpleHelp", "prompt": "c125-m6", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SimpleHelp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "CISA documented exploitation of **CVE-2024-57727** in SimpleHelp ... That makes it one to scrutinize closely"}, {"id": "mai-20260917-0922-baseline|c125-m6|openai-small|Atera", "prompt": "c125-m6", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "That doesn’t mean the platform is “bad,” but it does mean it has been used as part of attacker tradecraft."}, {"id": "mai-20260917-0922-baseline|c125-m6|xai-small|Kaseya VSA", "prompt": "c125-m6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Major 2021 supply-chain ransomware attack (REvil) via zero-day flaws affected ~1,500 businesses"}, {"id": "mai-20260917-0922-baseline|c125-m6|xai-small|ConnectWise ScreenConnect (now ConnectWise Access)", "prompt": "c125-m6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise ScreenConnect (now ConnectWise Access)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Critical 2024 auth bypass (CVE-2024-1709, CVSS 10) ... exploited in the wild; added to CISA KEV catalog"}, {"id": "mai-20260917-0922-baseline|c125-m6|xai-small|N-able N-central/N-sight", "prompt": "c125-m6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able N-central/N-sight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Multiple 2025 critical zero-days ... confirmed exploited; CISA KEV listing"}, {"id": "mai-20260917-0922-baseline|c125-m6|xai-small|Datto RMM", "prompt": "c125-m6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Post-acquisition complaints on slow remote access ... sluggish UI, SNMP monitoring failures, and support declines"}, {"id": "mai-20260917-0922-baseline|c125-m6|xai-small|NetSupport", "prompt": "c125-m6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NetSupport", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Adversaries abuse them for persistence (e.g., NetSupport, SimpleHelp vulns in 2025"}, {"id": "mai-20260917-0922-baseline|c125-m6|xai-small|SimpleHelp", "prompt": "c125-m6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SimpleHelp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Adversaries abuse them for persistence (e.g., NetSupport, SimpleHelp vulns in 2025"}, {"id": "mai-20260917-0922-baseline|c125-m6|xai-small|NinjaOne", "prompt": "c125-m6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Top-rated alternatives (e.g., NinjaOne, Atera) score higher on reliability/security"}, {"id": "mai-20260917-0922-baseline|c125-m6|xai-small|Atera", "prompt": "c125-m6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Top-rated alternatives (e.g., NinjaOne, Atera) score higher on reliability/security"}, {"id": "mai-20260917-0922-baseline|c125-m6|zai-small|SimpleHelp RMM", "prompt": "c125-m6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SimpleHelp RMM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or be extremely cautious about: SimpleHelp RMM (multiple CVEs, active exploitation, CISA advisories)"}, {"id": "mai-20260917-0922-baseline|c125-m6|zai-small|N-able N-central", "prompt": "c125-m6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able N-central", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "N-able N-central (critical CVEs, confirmed in-the-wild exploitation)"}, {"id": "mai-20260917-0922-baseline|c125-m6|zai-small|ConnectWise RMM (formerly Automate)", "prompt": "c125-m6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise RMM (formerly Automate)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ConnectWise RMM (historically high-target, ongoing CVEs in the broader ecosystem) ... also merit extra scrutiny"}, {"id": "mai-20260917-0922-baseline|c125-m6|zai-small|TeamViewer", "prompt": "c125-m6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "TeamViewer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "TeamViewer (when used as an RMM component) also merit extra scrutiny due to frequent high-severity vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c125-m6|zai-small|Datto RMM", "prompt": "c125-m6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious about: Datto RMM ... based on mixed user feedback regarding remote access reliability, console performance"}, {"id": "mai-20260917-0922-baseline|c125-m6|zai-small|Atera", "prompt": "c125-m6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be cautious about: Datto RMM, ConnectWise RMM, Atera, and NinjaOne based on mixed user feedback"}, {"id": "mai-20260917-0922-baseline|c125-m6|zai-small|NinjaOne (NinjaRMM)", "prompt": "c125-m6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne (NinjaRMM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Mixed sentiment; some users report functional patch management ... while others find that advertised features don't always work as expected"}, {"id": "mai-20260917-0922-baseline|c125-s1|alibaba-small|NinjaOne", "prompt": "c125-s1", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne (Best Overall & Ecosystem) NinjaOne is widely considered the gold standard for modern IT management."}, {"id": "mai-20260917-0922-baseline|c125-s1|alibaba-small|Action1", "prompt": "c125-s1", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Action1 if you want to start for free and focus strictly on patching."}, {"id": "mai-20260917-0922-baseline|c125-s1|alibaba-small|Atera", "prompt": "c125-s1", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Atera (Best \"All-In-One\" Value)"}, {"id": "mai-20260917-0922-baseline|c125-s1|alibaba-small|Syncro", "prompt": "c125-s1", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Syncro (Best Modern Alternative to Atera)"}, {"id": "mai-20260917-0922-baseline|c125-s1|alibaba-small|Pulseway", "prompt": "c125-s1", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Pulseway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pulseway (Best Mobile Experience)"}, {"id": "mai-20260917-0922-baseline|c125-s1|anthropic-small|Atera", "prompt": "c125-s1", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Atera is considered the best overall RMM software"}, {"id": "mai-20260917-0922-baseline|c125-s1|anthropic-small|Syncro", "prompt": "c125-s1", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Syncro combines RMM, PSA, and billing into one platform, perfect for small MSPs"}, {"id": "mai-20260917-0922-baseline|c125-s1|anthropic-small|NinjaOne", "prompt": "c125-s1", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "NinjaOne is a leading Remote Monitoring and Management platform"}, {"id": "mai-20260917-0922-baseline|c125-s1|anthropic-small|N-able", "prompt": "c125-s1", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-able", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "N-able is a great RMM tool with an easy-to-use UI"}, {"id": "mai-20260917-0922-baseline|c125-s1|challenger-small|NinjaOne", "prompt": "c125-s1", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **overall RMM platform** is usually **NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c125-s1|challenger-small|Atera", "prompt": "c125-s1", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Atera** is often the better business fit"}, {"id": "mai-20260917-0922-baseline|c125-s1|challenger-small|Syncro", "prompt": "c125-s1", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best budget all-in-one | Good value for small teams"}, {"id": "mai-20260917-0922-baseline|c125-s1|challenger-small|Action1", "prompt": "c125-s1", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for patching-focused SMBs | Strong patch management and a free tier up to 200 endpoints"}, {"id": "mai-20260917-0922-baseline|c125-s1|challenger-small|N-able N-sight", "prompt": "c125-s1", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-able N-sight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for smaller teams needing a mature tool"}, {"id": "mai-20260917-0922-baseline|c125-s1|deepseek-small|NinjaOne", "prompt": "c125-s1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **NinjaOne** if you want the most polished, highly-reviewed tool, or **Atera** if you prefer fixed per-technician pricing"}, {"id": "mai-20260917-0922-baseline|c125-s1|deepseek-small|Atera", "prompt": "c125-s1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Atera** if you prefer fixed per-technician pricing with AI assistance"}, {"id": "mai-20260917-0922-baseline|c125-s1|deepseek-small|Syncro", "prompt": "c125-s1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Syncro** (per-technician, unlimited endpoints, ~$129/tech/mo) gives you RMM + PSA + billing on one platform — excellent value."}, {"id": "mai-20260917-0922-baseline|c125-s1|deepseek-small|SuperOps", "prompt": "c125-s1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SuperOps** is the most budget-friendly at $79/tech/mo for RMM only."}, {"id": "mai-20260917-0922-baseline|c125-s1|deepseek-small|Action1", "prompt": "c125-s1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Action1** is free for up to 200 endpoints and ranked #1 by some reviewers specifically for patching"}, {"id": "mai-20260917-0922-baseline|c125-s1|deepseek-small|Pulseway", "prompt": "c125-s1", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Pulseway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget per-device monitoring, mobile-first"}, {"id": "mai-20260917-0922-baseline|c125-s1|google-small|Action1", "prompt": "c125-s1", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Action1** if you have fewer than 200 devices, are primarily concerned with patch security and basic remote control, and want to keep your software spend at **$0**."}, {"id": "mai-20260917-0922-baseline|c125-s1|google-small|Level.io", "prompt": "c125-s1", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Level.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Level is a sleek, modern RMM built from the ground up for internal IT departments rather than MSPs."}, {"id": "mai-20260917-0922-baseline|c125-s1|google-small|NinjaOne", "prompt": "c125-s1", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "NinjaOne is widely regarded as the gold standard for RMM user experience."}, {"id": "mai-20260917-0922-baseline|c125-s1|google-small|Atera", "prompt": "c125-s1", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Atera is a popular \"all-in-one\" platform that combines RMM and PSA."}, {"id": "mai-20260917-0922-baseline|c125-s1|google-small|Syncro", "prompt": "c125-s1", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Syncro is Atera's closest competitor and operates on a very similar per-technician, unlimited-endpoint pricing structure."}, {"id": "mai-20260917-0922-baseline|c125-s1|google-small|SuperOps", "prompt": "c125-s1", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SuperOps is a modern challenger to legacy MSP platforms."}, {"id": "mai-20260917-0922-baseline|c125-s1|meta-small|Action1", "prompt": "c125-s1", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one of the top-rated options such as Action1, Atera, Syncro, or Pulseway"}, {"id": "mai-20260917-0922-baseline|c125-s1|meta-small|Atera", "prompt": "c125-s1", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "one of the top-rated options such as Action1, Atera, Syncro, or Pulseway"}, {"id": "mai-20260917-0922-baseline|c125-s1|meta-small|Syncro", "prompt": "c125-s1", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "one of the top-rated options such as Action1, Atera, Syncro, or Pulseway"}, {"id": "mai-20260917-0922-baseline|c125-s1|meta-small|Pulseway", "prompt": "c125-s1", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Pulseway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "one of the top-rated options such as Action1, Atera, Syncro, or Pulseway"}, {"id": "mai-20260917-0922-baseline|c125-s1|minimax-small|N-Able RMM", "prompt": "c125-s1", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-Able RMM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**N-Able RMM**\n   - Offers robust features and scalability"}, {"id": "mai-20260917-0922-baseline|c125-s1|minimax-small|Syncro", "prompt": "c125-s1", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-in-one platform combining RMM, PSA, and billing - Ideal for small MSPs"}, {"id": "mai-20260917-0922-baseline|c125-s1|minimax-small|Atera", "prompt": "c125-s1", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Atera** - All-in-one RMM solution"}, {"id": "mai-20260917-0922-baseline|c125-s1|minimax-small|ConnectWise", "prompt": "c125-s1", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ConnectWise** - Comprehensive IT management platform"}, {"id": "mai-20260917-0922-baseline|c125-s1|minimax-small|Duo", "prompt": "c125-s1", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Duo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Duo** - Security-focused option"}, {"id": "mai-20260917-0922-baseline|c125-s1|mistral-small|Atera", "prompt": "c125-s1", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "making it a strong choice for small B2B companies looking for an all-in-one solution"}, {"id": "mai-20260917-0922-baseline|c125-s1|mistral-small|Syncro", "prompt": "c125-s1", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ideal for small MSPs or B2B companies that want everything integrated and streamlined"}, {"id": "mai-20260917-0922-baseline|c125-s1|mistral-small|NinjaOne", "prompt": "c125-s1", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "built for small to medium-sized businesses and is praised for its ease of use and scalability"}, {"id": "mai-20260917-0922-baseline|c125-s1|mistral-small|Action1", "prompt": "c125-s1", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Highlighted as best for SMB and MSP teams, especially if patching is a priority"}, {"id": "mai-20260917-0922-baseline|c125-s1|moonshot-small|Atera", "prompt": "c125-s1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start here if you're a small MSP/IT provider:** Try **Atera** or **Syncro**."}, {"id": "mai-20260917-0922-baseline|c125-s1|moonshot-small|Syncro", "prompt": "c125-s1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Try **Atera** or **Syncro**. Their per-technician pricing removes the guesswork"}, {"id": "mai-20260917-0922-baseline|c125-s1|moonshot-small|NinjaOne", "prompt": "c125-s1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start here if you're an internal IT team for a small business:** Try **NinjaOne** or **Action1**."}, {"id": "mai-20260917-0922-baseline|c125-s1|moonshot-small|Action1", "prompt": "c125-s1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you're under 200 endpoints, Action1's free tier is unbeatable"}, {"id": "mai-20260917-0922-baseline|c125-s1|moonshot-small|SuperOps", "prompt": "c125-s1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Per-Endpoint (NinjaOne, SuperOps, Datto):** Costs scale directly with device count."}, {"id": "mai-20260917-0922-baseline|c125-s1|moonshot-small|Datto", "prompt": "c125-s1", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Per-Endpoint (NinjaOne, SuperOps, Datto):** Costs scale directly with device count."}, {"id": "mai-20260917-0922-baseline|c125-s1|openai-small|NinjaOne", "prompt": "c125-s1", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most small teams:** **NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c125-s1|openai-small|Syncro", "prompt": "c125-s1", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a broader MSP stack with PSA built in:** **Syncro**"}, {"id": "mai-20260917-0922-baseline|c125-s1|openai-small|Datto RMM", "prompt": "c125-s1", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a very established, feature-rich platform:** **Datto RMM**"}, {"id": "mai-20260917-0922-baseline|c125-s1|openai-small|ConnectWise RMM", "prompt": "c125-s1", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you need advanced automation and want to scale into a larger IT operations stack later"}, {"id": "mai-20260917-0922-baseline|c125-s1|xai-small|Atera", "prompt": "c125-s1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with Atera/Syncro if budget < $200/mo and you want simplicity"}, {"id": "mai-20260917-0922-baseline|c125-s1|xai-small|Syncro", "prompt": "c125-s1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Atera or Syncro** frequently top lists for small teams"}, {"id": "mai-20260917-0922-baseline|c125-s1|xai-small|NinjaOne", "prompt": "c125-s1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "leads in user ratings and is praised for ease/speed ... but better if you have fewer endpoints or bill clients per device"}, {"id": "mai-20260917-0922-baseline|c125-s1|xai-small|N-able N-sight", "prompt": "c125-s1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N-able N-sight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Smaller MSPs/in-house teams | Quote-only ... Pricing opaque without demo"}, {"id": "mai-20260917-0922-baseline|c125-s1|xai-small|Action1", "prompt": "c125-s1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free/low-cost starters: Action1 (free to 200 endpoints, patching-focused; 4.8 G2)"}, {"id": "mai-20260917-0922-baseline|c125-s1|xai-small|ITarian", "prompt": "c125-s1", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ITarian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ITarian (freemium) for testing/basic needs"}, {"id": "mai-20260917-0922-baseline|c125-s1|zai-small|Atera", "prompt": "c125-s1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most solo IT staff or tiny teams:** Atera (or Pulseway if budget is tight)."}, {"id": "mai-20260917-0922-baseline|c125-s1|zai-small|NinjaOne", "prompt": "c125-s1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For growing teams with moderate to high endpoint counts:** NinjaOne."}, {"id": "mai-20260917-0922-baseline|c125-s1|zai-small|Syncro", "prompt": "c125-s1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need RMM + PSA + helpdesk in one:** Syncro."}, {"id": "mai-20260917-0922-baseline|c125-s1|zai-small|N‑able N‑sight", "prompt": "c125-s1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N‑able N‑sight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you want enterprise‑grade monitoring without overkill:** N‑able N‑sight."}, {"id": "mai-20260917-0922-baseline|c125-s1|zai-small|Pulseway", "prompt": "c125-s1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Pulseway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Atera (or Pulseway if budget is tight)"}, {"id": "mai-20260917-0922-baseline|c125-s1|zai-small|ManageEngine Endpoint Central", "prompt": "c125-s1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Weaknesses:** Steeper learning curve; higher cost for smaller deployments; enterprise‑oriented."}, {"id": "mai-20260917-0922-baseline|c125-s1|zai-small|N‑able N‑central", "prompt": "c125-s1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "N‑able N‑central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Compliance and deep customization → ManageEngine or N‑able N‑central."}, {"id": "mai-20260917-0922-baseline|c125-s1|zai-small|Datto RMM", "prompt": "c125-s1", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "direct", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Third‑party backup/DR alignment → Datto RMM (if you already use Datto)."}, {"id": "mai-20260917-0922-baseline|c125-s2|alibaba-small|Atera", "prompt": "c125-s2", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### Top Recommendation: Atera"}, {"id": "mai-20260917-0922-baseline|c125-s2|alibaba-small|NinjaOne", "prompt": "c125-s2", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Runner Up (Premium): NinjaOne"}, {"id": "mai-20260917-0922-baseline|c125-s2|alibaba-small|Syncro", "prompt": "c125-s2", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "start with **Atera** (or **Syncro**)"}, {"id": "mai-20260917-0922-baseline|c125-s2|alibaba-small|Action1", "prompt": "c125-s2", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A newer player in the space that focuses purely on speed and patch management"}, {"id": "mai-20260917-0922-baseline|c125-s2|anthropic-small|Atera", "prompt": "c125-s2", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Atera** or **NinjaOne** as your first choice"}, {"id": "mai-20260917-0922-baseline|c125-s2|anthropic-small|SuperOps", "prompt": "c125-s2", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Atera and SuperOps are strong options."}, {"id": "mai-20260917-0922-baseline|c125-s2|anthropic-small|NinjaOne", "prompt": "c125-s2", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend **Atera** or **NinjaOne** as your first choice"}, {"id": "mai-20260917-0922-baseline|c125-s2|anthropic-small|Syncro", "prompt": "c125-s2", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Starts at $129/technician/month and brings RMM, PSA, and business management together in one cost-effective platform."}, {"id": "mai-20260917-0922-baseline|c125-s2|challenger-small|NinjaOne", "prompt": "c125-s2", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **NinjaOne** as the default choice"}, {"id": "mai-20260917-0922-baseline|c125-s2|challenger-small|Atera", "prompt": "c125-s2", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Atera** or **Syncro** are the best alternatives for small MSPs"}, {"id": "mai-20260917-0922-baseline|c125-s2|challenger-small|Syncro", "prompt": "c125-s2", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Atera** or **Syncro** are the best alternatives for small MSPs"}, {"id": "mai-20260917-0922-baseline|c125-s2|challenger-small|Domotz", "prompt": "c125-s2", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Domotz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Domotz** as a complement to an endpoint RMM, not usually as the only tool"}, {"id": "mai-20260917-0922-baseline|c125-s2|deepseek-small|Atera", "prompt": "c125-s2", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Atera**"}, {"id": "mai-20260917-0922-baseline|c125-s2|deepseek-small|Syncro", "prompt": "c125-s2", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Syncro — If you want **RMM + PSA + billing/invoicing** in one platform"}, {"id": "mai-20260917-0922-baseline|c125-s2|deepseek-small|NinjaOne", "prompt": "c125-s2", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "NinjaOne is widely rated #1 for overall RMM depth ... However, it bills **per endpoint**"}, {"id": "mai-20260917-0922-baseline|c125-s2|google-small|Atera", "prompt": "c125-s2", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Atera is widely considered the best starting point for lean, emerging MSPs."}, {"id": "mai-20260917-0922-baseline|c125-s2|google-small|Syncro", "prompt": "c125-s2", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Syncro is Atera\\u2019s primary competitor and also uses a per-technician pricing model."}, {"id": "mai-20260917-0922-baseline|c125-s2|google-small|NinjaOne", "prompt": "c125-s2", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **NinjaOne**. It is a joy to use and has industry-leading support."}, {"id": "mai-20260917-0922-baseline|c125-s2|google-small|SuperOps.ai", "prompt": "c125-s2", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "SuperOps.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SuperOps.ai is a newer, highly modern platform built from the ground up to combine RMM and PSA natively"}, {"id": "mai-20260917-0922-baseline|c125-s2|meta-small|ConnectWise RMM™", "prompt": "c125-s2", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise RMM™", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "recognized as the preferred RMM vendor for the MSP501 and has a long-standing presence in the MSP market."}, {"id": "mai-20260917-0922-baseline|c125-s2|meta-small|Datto RMM", "prompt": "c125-s2", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "suitable for SMB client management at scale and offers per-endpoint pricing."}, {"id": "mai-20260917-0922-baseline|c125-s2|meta-small|NinjaONE", "prompt": "c125-s2", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a cloud-based RMM tool geared toward small and medium-sized businesses."}, {"id": "mai-20260917-0922-baseline|c125-s2|minimax-small|ConnectWise RMM", "prompt": "c125-s2", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Might be more feature-rich than needed for very small operations"}, {"id": "mai-20260917-0922-baseline|c125-s2|minimax-small|NinjaOne", "prompt": "c125-s2", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Syncro** or **NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c125-s2|minimax-small|Syncro", "prompt": "c125-s2", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Syncro** or **NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c125-s2|minimax-small|LogMeIn Resolve", "prompt": "c125-s2", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "LogMeIn Resolve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**LogMeIn Resolve** (formerly GoTo Assist) - Specifically built for small-to-medium businesses"}, {"id": "mai-20260917-0922-baseline|c125-s2|mistral-small|Syncro", "prompt": "c125-s2", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Syncro** and **Datto RMM** are often highlighted as the best options due to their all-in-one nature"}, {"id": "mai-20260917-0922-baseline|c125-s2|mistral-small|Datto RMM", "prompt": "c125-s2", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Datto RMM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Syncro** and **Datto RMM** are often highlighted as the best options"}, {"id": "mai-20260917-0922-baseline|c125-s2|mistral-small|N-able N-sight", "prompt": "c125-s2", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "N-able N-sight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer a more modular approach, **N-able N-sight** or **Atera** might be better fits."}, {"id": "mai-20260917-0922-baseline|c125-s2|mistral-small|ConnectWise Automate", "prompt": "c125-s2", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Known for automated patch management, real-time monitoring, remote access, scripting"}, {"id": "mai-20260917-0922-baseline|c125-s2|mistral-small|Atera", "prompt": "c125-s2", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**N-able N-sight** or **Atera** might be better fits"}, {"id": "mai-20260917-0922-baseline|c125-s2|moonshot-small|NinjaOne (formerly NinjaRMM)", "prompt": "c125-s2", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne (formerly NinjaRMM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small MSPs ... Start with NinjaOne if you want ease of use and quick time-to-value"}, {"id": "mai-20260917-0922-baseline|c125-s2|moonshot-small|Atera", "prompt": "c125-s2", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider Atera if you have a small team managing many endpoints and want predictable per-tech pricing"}, {"id": "mai-20260917-0922-baseline|c125-s2|moonshot-small|Datto RMM", "prompt": "c125-s2", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SMB-Focused MSPs - Specifically designed for MSPs serving small-to-medium businesses"}, {"id": "mai-20260917-0922-baseline|c125-s2|moonshot-small|ConnectWise Automate", "prompt": "c125-s2", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise Automate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid — ConnectWise Automate - While powerful, it's better suited for larger, more technically mature MSPs."}, {"id": "mai-20260917-0922-baseline|c125-s2|openai-small|NinjaOne", "prompt": "c125-s2", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **NinjaOne** as the best starting point."}, {"id": "mai-20260917-0922-baseline|c125-s2|openai-small|Atera", "prompt": "c125-s2", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Atera** is also worth a look because it uses **per-technician pricing**"}, {"id": "mai-20260917-0922-baseline|c125-s2|openai-small|ConnectWise RMM", "prompt": "c125-s2", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ConnectWise RMM** and **N-able N-central** are both strong contenders"}, {"id": "mai-20260917-0922-baseline|c125-s2|openai-small|N-able N-central", "prompt": "c125-s2", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "N-able N-central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ConnectWise RMM** and **N-able N-central** are both strong contenders"}, {"id": "mai-20260917-0922-baseline|c125-s2|xai-small|Atera", "prompt": "c125-s2", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Atera as the top choice."}, {"id": "mai-20260917-0922-baseline|c125-s2|xai-small|NinjaOne", "prompt": "c125-s2", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highest-rated overall (4.8/5 G2); no built-in PSA. Scales well but costs rise with client growth."}, {"id": "mai-20260917-0922-baseline|c125-s2|xai-small|Syncro", "prompt": "c125-s2", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You want RMM + full PSA/billing in one (similar to Atera)."}, {"id": "mai-20260917-0922-baseline|c125-s2|xai-small|SuperOps", "prompt": "c125-s2", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget PSA-RMM combo... Modern UI; good for very small teams."}, {"id": "mai-20260917-0922-baseline|c125-s2|xai-small|Acronis", "prompt": "c125-s2", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., heavy backups → Acronis"}, {"id": "mai-20260917-0922-baseline|c125-s2|xai-small|ConnectWise", "prompt": "c125-s2", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "ConnectWise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "existing ConnectWise → their RMM"}, {"id": "mai-20260917-0922-baseline|c125-s2|zai-small|Atera", "prompt": "c125-s2", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Atera** is an excellent starting point"}, {"id": "mai-20260917-0922-baseline|c125-s2|zai-small|Syncro", "prompt": "c125-s2", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Syncro if** - You prioritize a polished, all‑in‑one console with strong billing and invoicing features"}, {"id": "mai-20260917-0922-baseline|c125-s2|zai-small|NinjaOne", "prompt": "c125-s2", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider NinjaOne if** - You have a large number of endpoints and want a per‑device model"}, {"id": "mai-20260917-0922-baseline|c125-s3|alibaba-small|NinjaOne", "prompt": "c125-s3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** Most small teams seeking the best overall balance of ease-of-use, automation, and breadth of features."}, {"id": "mai-20260917-0922-baseline|c125-s3|alibaba-small|Atera", "prompt": "c125-s3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Atera is an all-in-one RMM + PSA platform priced per *technician*, not per endpoint. This is a major advantage for small teams"}, {"id": "mai-20260917-0922-baseline|c125-s3|alibaba-small|Syncro", "prompt": "c125-s3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Budget-conscious teams who value automation and modern tool integration"}, {"id": "mai-20260917-0922-baseline|c125-s3|alibaba-small|Datto RMM (by Kaseya)", "prompt": "c125-s3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM (by Kaseya)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is known for a steeper learning curve and a more cluttered interface compared to NinjaOne or Syncro"}, {"id": "mai-20260917-0922-baseline|c125-s3|alibaba-small|N-Able", "prompt": "c125-s3", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-Able", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It is highly flexible but can feel overwhelming for very small teams starting out."}, {"id": "mai-20260917-0922-baseline|c125-s3|anthropic-small|NinjaOne", "prompt": "c125-s3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne is known for ease of use and proactive IT support capabilities and is best for SMBs looking for easy to use RMM for small businesses that can scale quickly."}, {"id": "mai-20260917-0922-baseline|c125-s3|anthropic-small|Atera", "prompt": "c125-s3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Very small teams can still benefit from per technician pricing from tools like Atera."}, {"id": "mai-20260917-0922-baseline|c125-s3|anthropic-small|Syncro", "prompt": "c125-s3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Syncro is best for MSPs that want unified RMM and PSA on one platform with predictable, per-tech pricing as they scale."}, {"id": "mai-20260917-0922-baseline|c125-s3|anthropic-small|SuperOps", "prompt": "c125-s3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "per-technician platforms (Syncro, SuperOps, Atera) tend to be the most predictable on cost"}, {"id": "mai-20260917-0922-baseline|c125-s3|anthropic-small|Datto RMM", "prompt": "c125-s3", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Datto RMM delivers enterprise grade remote support with advanced automation capabilities."}, {"id": "mai-20260917-0922-baseline|c125-s3|challenger-small|NinjaOne", "prompt": "c125-s3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** is the most frequently recommended overall choice"}, {"id": "mai-20260917-0922-baseline|c125-s3|challenger-small|Atera", "prompt": "c125-s3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Atera** is often described as the best fit for **lean teams**"}, {"id": "mai-20260917-0922-baseline|c125-s3|challenger-small|Syncro", "prompt": "c125-s3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want an all-in-one stack and value predictable per-tech pricing"}, {"id": "mai-20260917-0922-baseline|c125-s3|challenger-small|SuperOps", "prompt": "c125-s3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "commonly positioned as a modern cloud option with AI/automation emphasis"}, {"id": "mai-20260917-0922-baseline|c125-s3|challenger-small|Action1", "prompt": "c125-s3", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong entry-level choice if budget matters most and patching is the main need"}, {"id": "mai-20260917-0922-baseline|c125-s3|deepseek-small|NinjaOne", "prompt": "c125-s3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall:** NinjaOne (clean, modern, reliable)"}, {"id": "mai-20260917-0922-baseline|c125-s3|deepseek-small|Atera", "prompt": "c125-s3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best value / predictability:** Atera (flat per-tech pricing, unlimited endpoints, PSA included)"}, {"id": "mai-20260917-0922-baseline|c125-s3|deepseek-small|Syncro", "prompt": "c125-s3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best budget / all-in-one:** Syncro"}, {"id": "mai-20260917-0922-baseline|c125-s3|deepseek-small|Datto RMM", "prompt": "c125-s3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Heavier/enterprise-feeling; less ideal for the smallest internal teams."}, {"id": "mai-20260917-0922-baseline|c125-s3|deepseek-small|Action1", "prompt": "c125-s3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if patching is your #1 priority:** Action1 (free up to 200 endpoints)"}, {"id": "mai-20260917-0922-baseline|c125-s3|deepseek-small|ConnectWise", "prompt": "c125-s3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Per-device** (NinjaOne, Datto, ConnectWise, Action1)"}, {"id": "mai-20260917-0922-baseline|c125-s3|deepseek-small|Acronis", "prompt": "c125-s3", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Datto and Acronis are strongest here."}, {"id": "mai-20260917-0922-baseline|c125-s3|google-small|NinjaOne", "prompt": "c125-s3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you **have a budget and want the absolute best UI and patching capability**, get **NinjaOne**."}, {"id": "mai-20260917-0922-baseline|c125-s3|google-small|Atera", "prompt": "c125-s3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a **small internal IT department** looking to minimize costs while managing hundreds of devices, go with **Atera**."}, {"id": "mai-20260917-0922-baseline|c125-s3|google-small|Syncro", "prompt": "c125-s3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a **one- or two-person MSP startup** and need billing/ticketing included, go with **Syncro**."}, {"id": "mai-20260917-0922-baseline|c125-s3|google-small|Action1", "prompt": "c125-s3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are **on a tight budget and have fewer than 200 endpoints**, start immediately with **Action1**."}, {"id": "mai-20260917-0922-baseline|c125-s3|google-small|Pulseway", "prompt": "c125-s3", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Pulseway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pulseway (Best for Mobile-First/On-the-Go Admins)"}, {"id": "mai-20260917-0922-baseline|c125-s3|meta-small|NinjaOne", "prompt": "c125-s3", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NinjaOne is considered the best overall RMM platform"}, {"id": "mai-20260917-0922-baseline|c125-s3|meta-small|Atera", "prompt": "c125-s3", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Atera is recommended for small teams wanting unlimited endpoints per technician"}, {"id": "mai-20260917-0922-baseline|c125-s3|meta-small|Syncro", "prompt": "c125-s3", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Syncro is a good budget option that delivers serious value"}, {"id": "mai-20260917-0922-baseline|c125-s3|meta-small|ConnectWise RMM", "prompt": "c125-s3", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ConnectWise RMM is best for teams already using ConnectWise"}, {"id": "mai-20260917-0922-baseline|c125-s3|minimax-small|NinjaOne", "prompt": "c125-s3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Growing team with many endpoints**: NinjaOne (volume pricing)"}, {"id": "mai-20260917-0922-baseline|c125-s3|minimax-small|Atera", "prompt": "c125-s3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Solo/small team (1-3 techs)**: Atera or Syncro (predictable per-tech cost)"}, {"id": "mai-20260917-0922-baseline|c125-s3|minimax-small|Syncro", "prompt": "c125-s3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Solo/small team (1-3 techs)**: Atera or Syncro (predictable per-tech cost)"}, {"id": "mai-20260917-0922-baseline|c125-s3|minimax-small|N-able N-sight", "prompt": "c125-s3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-sight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **N-able N-sight** | Per-endpoint | Custom quote | Smaller MSPs & in-house teams |"}, {"id": "mai-20260917-0922-baseline|c125-s3|minimax-small|Action1", "prompt": "c125-s3", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For free option:** Action1 offers free patching for up to 200 endpoints"}, {"id": "mai-20260917-0922-baseline|c125-s3|mistral-small|NinjaOne", "prompt": "c125-s3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Most small businesses and IT teams; praised for interface simplicity, fast deployment, and reliable patch management."}, {"id": "mai-20260917-0922-baseline|c125-s3|mistral-small|Atera", "prompt": "c125-s3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Lean teams, internal IT departments... Atera for cost-effective all-in-one solutions"}, {"id": "mai-20260917-0922-baseline|c125-s3|mistral-small|Syncro", "prompt": "c125-s3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Strengths:** Integrated PSA, flat pricing regardless of endpoint count, good value."}, {"id": "mai-20260917-0922-baseline|c125-s3|mistral-small|ConnectWise RMM", "prompt": "c125-s3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Weaknesses:** Steeper learning curve, potential for tool sprawl across separately licensed products."}, {"id": "mai-20260917-0922-baseline|c125-s3|mistral-small|Datto RMM", "prompt": "c125-s3", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Weaknesses:** Less transparent pricing, may be overkill for very small teams."}, {"id": "mai-20260917-0922-baseline|c125-s3|moonshot-small|NinjaOne", "prompt": "c125-s3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**NinjaOne** — Best Overall"}, {"id": "mai-20260917-0922-baseline|c125-s3|moonshot-small|Atera", "prompt": "c125-s3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My recommendation**: ... **Atera** offers the best balance of features, AI assistance, and predictable pricing"}, {"id": "mai-20260917-0922-baseline|c125-s3|moonshot-small|Syncro", "prompt": "c125-s3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is tight, **Action1's free tier** or **Syncro** are excellent alternatives."}, {"id": "mai-20260917-0922-baseline|c125-s3|moonshot-small|Datto RMM", "prompt": "c125-s3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Datto RMM** — Best for MSPs Managing SMB Clients"}, {"id": "mai-20260917-0922-baseline|c125-s3|moonshot-small|Action1", "prompt": "c125-s3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If budget is tight, **Action1's free tier** or **Syncro** are excellent alternatives."}, {"id": "mai-20260917-0922-baseline|c125-s3|moonshot-small|SuperOps", "prompt": "c125-s3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SuperOps** — Best for Small to Mid-Sized MSPs"}, {"id": "mai-20260917-0922-baseline|c125-s3|moonshot-small|ConnectWise", "prompt": "c125-s3", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best AI/automation** | Atera or ConnectWise"}, {"id": "mai-20260917-0922-baseline|c125-s3|openai-small|NinjaOne", "prompt": "c125-s3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for simplicity and speed to value:** **NinjaOne**. It emphasizes a simple UI, fast onboarding"}, {"id": "mai-20260917-0922-baseline|c125-s3|openai-small|N-able N-sight", "prompt": "c125-s3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-sight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for small MSPs wanting an integrated \"starter stack\":** **N-able N-sight**"}, {"id": "mai-20260917-0922-baseline|c125-s3|openai-small|Syncro", "prompt": "c125-s3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best budget-friendly all-in-one for tiny teams:** **Syncro**"}, {"id": "mai-20260917-0922-baseline|c125-s3|openai-small|Pulseway", "prompt": "c125-s3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Pulseway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for mobile-first, lightweight management:** **Pulseway**"}, {"id": "mai-20260917-0922-baseline|c125-s3|openai-small|ConnectWise RMM", "prompt": "c125-s3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It has broad capabilities, but tends to be more complex"}, {"id": "mai-20260917-0922-baseline|c125-s3|openai-small|N-able N-central", "prompt": "c125-s3", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**N-able N-central** is the more **feature-heavy, scalable** N-able product"}, {"id": "mai-20260917-0922-baseline|c125-s3|xai-small|NinjaOne", "prompt": "c125-s3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **NinjaOne**  | Overall balance, high endpoint counts | ... Deep automation, patching, real-time monitoring, clean UI"}, {"id": "mai-20260917-0922-baseline|c125-s3|xai-small|Atera", "prompt": "c125-s3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Atera/Syncro win for \"day-one\" productivity; NinjaOne for polished experience."}, {"id": "mai-20260917-0922-baseline|c125-s3|xai-small|Syncro", "prompt": "c125-s3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "RMM + PSA + billing in one, straightforward; great value but lighter on complex monitoring/automation."}, {"id": "mai-20260917-0922-baseline|c125-s3|xai-small|N-able N-sight", "prompt": "c125-s3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-sight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for monitoring/alerting, simple for beginners; good for networks but may need add-ons for full stack."}, {"id": "mai-20260917-0922-baseline|c125-s3|xai-small|Datto RMM", "prompt": "c125-s3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others like Datto RMM (~$3/device, feature-rich but quote-only) ... are solid runners-up."}, {"id": "mai-20260917-0922-baseline|c125-s3|xai-small|ConnectWise RMM", "prompt": "c125-s3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "ConnectWise RMM (ecosystem-integrated, complex)"}, {"id": "mai-20260917-0922-baseline|c125-s3|xai-small|Action1", "prompt": "c125-s3", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Action1 (free up to 200 endpoints, patching-focused) are solid runners-up"}, {"id": "mai-20260917-0922-baseline|c125-s3|zai-small|NinjaOne (NinjaRMM)", "prompt": "c125-s3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "NinjaOne (NinjaRMM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams wanting simplicity + breadth: NinjaOne or Atera are strong starting points."}, {"id": "mai-20260917-0922-baseline|c125-s3|zai-small|Atera", "prompt": "c125-s3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams wanting simplicity + breadth: NinjaOne or Atera are strong starting points."}, {"id": "mai-20260917-0922-baseline|c125-s3|zai-small|N-able N-sight RMM", "prompt": "c125-s3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "N-able N-sight RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For teams that want per-endpoint simplicity and good patching: N-able N-sight or Action1."}, {"id": "mai-20260917-0922-baseline|c125-s3|zai-small|ConnectWise Automate", "prompt": "c125-s3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Learning curve: High; designed for power users and automation staff, not for quick setup... Best fit: Large MSPs"}, {"id": "mai-20260917-0922-baseline|c125-s3|zai-small|ManageEngine RMM Central", "prompt": "c125-s3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "ManageEngine RMM Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For power users who need maximum scripting depth: ConnectWise Automate or ManageEngine."}, {"id": "mai-20260917-0922-baseline|c125-s3|zai-small|Syncro", "prompt": "c125-s3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For MSPs needing RMM + PSA + billing in one place: Syncro or SuperOps."}, {"id": "mai-20260917-0922-baseline|c125-s3|zai-small|SuperOps", "prompt": "c125-s3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For MSPs needing RMM + PSA + billing in one place: Syncro or SuperOps."}, {"id": "mai-20260917-0922-baseline|c125-s3|zai-small|Action1", "prompt": "c125-s3", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "comparative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For teams that want per-endpoint simplicity and good patching: N-able N-sight or Action1."}, {"id": "mai-20260917-0922-baseline|c125-s4|alibaba-small|Syncro", "prompt": "c125-s4", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Budget Choice: **Syncro** ... widely considered the best value for money for small teams."}, {"id": "mai-20260917-0922-baseline|c125-s4|alibaba-small|Atera", "prompt": "c125-s4", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Atera is a reliable, feature-rich alternative that still keeps the cost predictable."}, {"id": "mai-20260917-0922-baseline|c125-s4|alibaba-small|NinjaOne", "prompt": "c125-s4", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The Catch: For a *very* tight budget with high device counts, this gets expensive."}, {"id": "mai-20260917-0922-baseline|c125-s4|alibaba-small|ConnectWise Automate", "prompt": "c125-s4", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "ConnectWise Automate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why You Should Avoid Traditional \"Big\" RMMs"}, {"id": "mai-20260917-0922-baseline|c125-s4|alibaba-small|SolarWinds", "prompt": "c125-s4", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "SolarWinds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why You Should Avoid Traditional \"Big\" RMMs"}, {"id": "mai-20260917-0922-baseline|c125-s4|alibaba-small|N-able", "prompt": "c125-s4", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "N-able", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "often poor choices for a \"tight budget\" starter"}, {"id": "mai-20260917-0922-baseline|c125-s4|anthropic-small|TacticalRMM", "prompt": "c125-s4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "TacticalRMM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TacticalRMM is the strongest overall choice, offering genuine MSP-grade features...at zero licensing cost"}, {"id": "mai-20260917-0922-baseline|c125-s4|anthropic-small|SuperOps", "prompt": "c125-s4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SuperOps is ideal RMM for small businesses and MSPs looking for a complete PSA-RMM solution"}, {"id": "mai-20260917-0922-baseline|c125-s4|anthropic-small|N-able N-sight RMM", "prompt": "c125-s4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "N-able N-sight RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "N-able offers a feature-rich RMM platform that is designed to be easy to use yet powerful enough for MSPs of all sizes"}, {"id": "mai-20260917-0922-baseline|c125-s4|anthropic-small|Syncro", "prompt": "c125-s4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "approachable pricing that make it a practical choice for small to mid-sized MSPs"}, {"id": "mai-20260917-0922-baseline|c125-s4|anthropic-small|Atera", "prompt": "c125-s4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "prioritize tools with transparent published pricing and free trials, such as Atera"}, {"id": "mai-20260917-0922-baseline|c125-s4|anthropic-small|Action1", "prompt": "c125-s4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "such as Atera, SuperOps, Action1, Pulseway, and Automox"}, {"id": "mai-20260917-0922-baseline|c125-s4|anthropic-small|Pulseway", "prompt": "c125-s4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Pulseway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "such as Atera, SuperOps, Action1, Pulseway, and Automox"}, {"id": "mai-20260917-0922-baseline|c125-s4|anthropic-small|Automox", "prompt": "c125-s4", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Automox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "such as Atera, SuperOps, Action1, Pulseway, and Automox"}, {"id": "mai-20260917-0922-baseline|c125-s4|challenger-small|Atera", "prompt": "c125-s4", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Atera** is usually the best choice if you want predictable costs"}, {"id": "mai-20260917-0922-baseline|c125-s4|challenger-small|Syncro", "prompt": "c125-s4", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Syncro** is the strongest budget pick in several comparisons"}, {"id": "mai-20260917-0922-baseline|c125-s4|challenger-small|Action1", "prompt": "c125-s4", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Action1** is especially attractive because it offers a **free tier up to 200 endpoints**"}, {"id": "mai-20260917-0922-baseline|c125-s4|deepseek-small|Syncro", "prompt": "c125-s4", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **Atera** if you want simplicity and a modern feel, or **Syncro** if you want the broadest feature set at a flat price."}, {"id": "mai-20260917-0922-baseline|c125-s4|deepseek-small|Atera", "prompt": "c125-s4", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My recommendation for most small companies with tight budgets:** Go with **Atera**"}, {"id": "mai-20260917-0922-baseline|c125-s4|deepseek-small|NinjaOne", "prompt": "c125-s4", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best overall quality (if you can negotiate)"}, {"id": "mai-20260917-0922-baseline|c125-s4|deepseek-small|Action1", "prompt": "c125-s4", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free for up to 200 endpoints (great if your #1 job is patching)"}, {"id": "mai-20260917-0922-baseline|c125-s4|deepseek-small|Pulseway", "prompt": "c125-s4", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Pulseway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Low-cost per-endpoint (~$1.85\\u20132/mo), very mobile-first"}, {"id": "mai-20260917-0922-baseline|c125-s4|google-small|Action1", "prompt": "c125-s4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** is the absolute best budget option on the market."}, {"id": "mai-20260917-0922-baseline|c125-s4|google-small|Level.io", "prompt": "c125-s4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Level.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Level.io** is highly recommended."}, {"id": "mai-20260917-0922-baseline|c125-s4|google-small|Atera", "prompt": "c125-s4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with Atera or Syncro** (Flat rate per tech, unlimited devices)"}, {"id": "mai-20260917-0922-baseline|c125-s4|google-small|Syncro", "prompt": "c125-s4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Syncro:** Starts at ~$139/month per technician."}, {"id": "mai-20260917-0922-baseline|c125-s4|google-small|MeshCentral", "prompt": "c125-s4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "MeshCentral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A completely free, Apache-licensed open-source tool."}, {"id": "mai-20260917-0922-baseline|c125-s4|google-small|Tactical RMM", "prompt": "c125-s4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Tactical RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tactical RMM is \"source-available\" rather than strictly open-source"}, {"id": "mai-20260917-0922-baseline|c125-s4|google-small|NinjaOne", "prompt": "c125-s4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Built specifically to mimic premium RMM tools (like NinjaOne or ConnectWise)."}, {"id": "mai-20260917-0922-baseline|c125-s4|google-small|ConnectWise", "prompt": "c125-s4", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "ConnectWise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "premium RMM tools (like NinjaOne or ConnectWise)"}, {"id": "mai-20260917-0922-baseline|c125-s4|meta-small|Syncro", "prompt": "c125-s4", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best RMM platform for a small company with a tight budget is Syncro"}, {"id": "mai-20260917-0922-baseline|c125-s4|meta-small|NinjaOne", "prompt": "c125-s4", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are NinjaOne, Atera, and TacticalRMM"}, {"id": "mai-20260917-0922-baseline|c125-s4|meta-small|Atera", "prompt": "c125-s4", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are NinjaOne, Atera, and TacticalRMM"}, {"id": "mai-20260917-0922-baseline|c125-s4|meta-small|TacticalRMM", "prompt": "c125-s4", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "TacticalRMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TacticalRMM, which is an open-source and self-hosted option"}, {"id": "mai-20260917-0922-baseline|c125-s4|minimax-small|NinjaOne", "prompt": "c125-s4", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**1. NinjaOne** (Best Overall)"}, {"id": "mai-20260917-0922-baseline|c125-s4|minimax-small|Syncro", "prompt": "c125-s4", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the tightest budget, I'd recommend **Action1's free tier** or **Syncro** if you need unlimited devices with a small team."}, {"id": "mai-20260917-0922-baseline|c125-s4|minimax-small|Action1", "prompt": "c125-s4", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For the tightest budget, I'd recommend **Action1's free tier**"}, {"id": "mai-20260917-0922-baseline|c125-s4|minimax-small|ManageEngine Desktop Central", "prompt": "c125-s4", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "ManageEngine Desktop Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Specifically recommended for businesses with up to 25-50 endpoints"}, {"id": "mai-20260917-0922-baseline|c125-s4|minimax-small|SuperOps", "prompt": "c125-s4", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ManageEngine Desktop Central / SuperOps / ITarian"}, {"id": "mai-20260917-0922-baseline|c125-s4|minimax-small|ITarian", "prompt": "c125-s4", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "ITarian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ManageEngine Desktop Central / SuperOps / ITarian"}, {"id": "mai-20260917-0922-baseline|c125-s4|mistral-small|Syncro", "prompt": "c125-s4", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often highlighted as the best budget option... **Best overall value:** Syncro"}, {"id": "mai-20260917-0922-baseline|c125-s4|mistral-small|Atera", "prompt": "c125-s4", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong choice for budget-conscious businesses"}, {"id": "mai-20260917-0922-baseline|c125-s4|mistral-small|NinjaOne", "prompt": "c125-s4", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "While slightly more expensive, NinjaOne is frequently recommended for small businesses"}, {"id": "mai-20260917-0922-baseline|c125-s4|mistral-small|TacticalRMM", "prompt": "c125-s4", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "TacticalRMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TacticalRMM is a free option... most budget-friendly if you have the technical expertise"}, {"id": "mai-20260917-0922-baseline|c125-s4|moonshot-small|Action1", "prompt": "c125-s4", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **tight budget**, start with **Action1's free tier** (100 endpoints) to test RMM capabilities."}, {"id": "mai-20260917-0922-baseline|c125-s4|moonshot-small|Atera", "prompt": "c125-s4", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Atera** offers the most predictable costs with its per-technician model"}, {"id": "mai-20260917-0922-baseline|c125-s4|moonshot-small|Syncro", "prompt": "c125-s4", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Syncro** – Best All-in-One Value"}, {"id": "mai-20260917-0922-baseline|c125-s4|moonshot-small|SuperOps", "prompt": "c125-s4", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most Affordable Per-Tech Option"}, {"id": "mai-20260917-0922-baseline|c125-s4|moonshot-small|NinjaOne", "prompt": "c125-s4", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Solid Mid-Range Choice"}, {"id": "mai-20260917-0922-baseline|c125-s4|openai-small|Atera", "prompt": "c125-s4", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default pick would be **Atera** if you want an **all-in-one RMM + PSA** platform with **per-technician pricing**"}, {"id": "mai-20260917-0922-baseline|c125-s4|openai-small|NinjaOne", "prompt": "c125-s4", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NinjaOne** is also a strong contender: it offers **pay-per-device pricing**"}, {"id": "mai-20260917-0922-baseline|c125-s4|openai-small|Datto RMM", "prompt": "c125-s4", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3-way comparison of Atera vs NinjaOne vs Datto RMM"}, {"id": "mai-20260917-0922-baseline|c125-s4|xai-small|Action1", "prompt": "c125-s4", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Action1 stands out as the top choice if you have up to 200 endpoints"}, {"id": "mai-20260917-0922-baseline|c125-s4|xai-small|Syncro", "prompt": "c125-s4", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Syncro or Atera (~$129-149/technician/mo annual, unlimited endpoints): Per-tech pricing is budget-friendly"}, {"id": "mai-20260917-0922-baseline|c125-s4|xai-small|Atera", "prompt": "c125-s4", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Atera adds AI ticketing (4.6/5 G2)"}, {"id": "mai-20260917-0922-baseline|c125-s4|xai-small|SuperOps", "prompt": "c125-s4", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cheapest per-tech all-in-one option mentioned"}, {"id": "mai-20260917-0922-baseline|c125-s4|xai-small|Pulseway", "prompt": "c125-s4", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Pulseway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Low per-device cost, mobile-first remote access"}, {"id": "mai-20260917-0922-baseline|c125-s4|zai-small|Action1", "prompt": "c125-s4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Action1** is usually the best choice because it gives you full RMM capabilities for free up to 100 – 200 endpoints"}, {"id": "mai-20260917-0922-baseline|c125-s4|zai-small|Level.io", "prompt": "c125-s4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Level.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Level.io** (≈$2/device/month) or **Pulseway** (≈$1.85/device/month) are strong alternatives"}, {"id": "mai-20260917-0922-baseline|c125-s4|zai-small|Pulseway", "prompt": "c125-s4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Pulseway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong alternatives... One of the lowest per‑endpoint rates in the market."}, {"id": "mai-20260917-0922-baseline|c125-s4|zai-small|Syncro", "prompt": "c125-s4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Syncro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per‑technician pricing can be prohibitive for a one‑person shop."}, {"id": "mai-20260917-0922-baseline|c125-s4|zai-small|Atera", "prompt": "c125-s4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Same per‑technician model; better suited for larger teams or MSPs."}, {"id": "mai-20260917-0922-baseline|c125-s4|zai-small|Techs Together", "prompt": "c125-s4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "Techs Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Small teams that want an all‑in‑one RMM + AV package"}, {"id": "mai-20260917-0922-baseline|c125-s4|zai-small|SuperOps", "prompt": "c125-s4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Small companies that are planning to grow and might eventually need a PSA"}, {"id": "mai-20260917-0922-baseline|c125-s4|zai-small|NinjaOne", "prompt": "c125-s4", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "NinjaOne (Runner‑up)"}, {"id": "mai-20260917-0922-baseline|c125-s5|alibaba-small|NinjaOne", "prompt": "c125-s5", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"Modern Standard\": NinjaOne — This is currently the market leader for small-to-midsize internal IT teams."}, {"id": "mai-20260917-0922-baseline|c125-s5|alibaba-small|Action1", "prompt": "c125-s5", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Patch Specialist\": Action1 ... generous free tier for up to 200 endpoints"}, {"id": "mai-20260917-0922-baseline|c125-s5|alibaba-small|Atera", "prompt": "c125-s5", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Lean Team\" Option: Atera ... Atera is designed for scalability."}, {"id": "mai-20260917-0922-baseline|c125-s5|deepseek-small|NinjaOne", "prompt": "c125-s5", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** — clean UX, strong patch/automation, per-device pricing with good volume discounts."}, {"id": "mai-20260917-0922-baseline|c125-s5|deepseek-small|Syncro", "prompt": "c125-s5", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Syncro** — unified RMM + PSA, per-technician unlimited-endpoint pricing; cost-predictable."}, {"id": "mai-20260917-0922-baseline|c125-s5|deepseek-small|Datto RMM", "prompt": "c125-s5", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Datto RMM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Datto RMM** — all-inclusive, strong security focus (good if compliance is a priority)."}, {"id": "mai-20260917-0922-baseline|c125-s5|deepseek-small|ConnectWise RMM(/ScreenConnect)", "prompt": "c125-s5", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "ConnectWise RMM(/ScreenConnect)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful, but heavier to run and costlier implementation; only if you're already committed to the ConnectWise ecosystem"}, {"id": "mai-20260917-0922-baseline|c125-s5|google-small|Splashtop", "prompt": "c125-s5", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Splashtop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "others bundle industry standards like Splashtop or TeamViewer"}, {"id": "mai-20260917-0922-baseline|c125-s5|google-small|TeamViewer", "prompt": "c125-s5", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "TeamViewer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "others bundle industry standards like Splashtop or TeamViewer"}, {"id": "mai-20260917-0922-baseline|c125-s5|google-small|Action1", "prompt": "c125-s5", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Sign up for a 14-day trial of **Action1** (which is completely free) and request a trial of **NinjaOne**."}, {"id": "mai-20260917-0922-baseline|c125-s5|google-small|NinjaOne", "prompt": "c125-s5", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "NinjaOne is widely considered the most modern, polished, and user-friendly RMM on the market."}, {"id": "mai-20260917-0922-baseline|c125-s5|google-small|Atera", "prompt": "c125-s5", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Atera or Syncro (The All-in-One / Per-Technician Choices)"}, {"id": "mai-20260917-0922-baseline|c125-s5|google-small|Syncro", "prompt": "c125-s5", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Both platforms charge **per-technician** rather than per-device."}, {"id": "mai-20260917-0922-baseline|c125-s5|minimax-small|N-able (formerly SolarWinds MSP)", "prompt": "c125-s5", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "N-able (formerly SolarWinds MSP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular options include **N-able (formerly SolarWinds MSP)**"}, {"id": "mai-20260917-0922-baseline|c125-s5|minimax-small|ConnectWise Automate", "prompt": "c125-s5", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "ConnectWise Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**ConnectWise Automate**"}, {"id": "mai-20260917-0922-baseline|c125-s5|minimax-small|Datto RMM", "prompt": "c125-s5", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Datto RMM**"}, {"id": "mai-20260917-0922-baseline|c125-s5|minimax-small|NinjaOne", "prompt": "c125-s5", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c125-s5|minimax-small|Syncro", "prompt": "c125-s5", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Syncro**"}, {"id": "mai-20260917-0922-baseline|c125-s5|minimax-small|Atera", "prompt": "c125-s5", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "and **Atera**. Each has strengths"}, {"id": "mai-20260917-0922-baseline|c125-s5|mistral-small|Datto RMM", "prompt": "c125-s5", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 RMM platforms based on your needs (e.g., Datto RMM, ConnectWise Automate, NinjaRMM, Atera, Pulseway, ITarian, SuperOps, Syncro)."}, {"id": "mai-20260917-0922-baseline|c125-s5|mistral-small|ConnectWise Automate", "prompt": "c125-s5", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "ConnectWise Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Datto RMM, ConnectWise Automate, NinjaRMM, Atera, Pulseway, ITarian, SuperOps, Syncro"}, {"id": "mai-20260917-0922-baseline|c125-s5|mistral-small|NinjaRMM", "prompt": "c125-s5", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaRMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Datto RMM, ConnectWise Automate, NinjaRMM, Atera, Pulseway, ITarian, SuperOps, Syncro"}, {"id": "mai-20260917-0922-baseline|c125-s5|mistral-small|Atera", "prompt": "c125-s5", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Datto RMM, ConnectWise Automate, NinjaRMM, Atera, Pulseway, ITarian, SuperOps, Syncro"}, {"id": "mai-20260917-0922-baseline|c125-s5|mistral-small|Pulseway", "prompt": "c125-s5", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Pulseway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Datto RMM, ConnectWise Automate, NinjaRMM, Atera, Pulseway, ITarian, SuperOps, Syncro"}, {"id": "mai-20260917-0922-baseline|c125-s5|mistral-small|ITarian", "prompt": "c125-s5", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "ITarian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Datto RMM, ConnectWise Automate, NinjaRMM, Atera, Pulseway, ITarian, SuperOps, Syncro"}, {"id": "mai-20260917-0922-baseline|c125-s5|mistral-small|SuperOps", "prompt": "c125-s5", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., Datto RMM, ConnectWise Automate, NinjaRMM, Atera, Pulseway, ITarian, SuperOps, Syncro"}, {"id": "mai-20260917-0922-baseline|c125-s5|mistral-small|Syncro", "prompt": "c125-s5", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "e.g., Datto RMM, ConnectWise Automate, NinjaRMM, Atera, Pulseway, ITarian, SuperOps, Syncro"}, {"id": "mai-20260917-0922-baseline|c125-s5|moonshot-small|NinjaOne", "prompt": "c125-s5", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne** | Per-endpoint | Highest G2 rating (4.7), simple, no hidden fees"}, {"id": "mai-20260917-0922-baseline|c125-s5|moonshot-small|ConnectWise RMM", "prompt": "c125-s5", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "ConnectWise RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "NinjaOne ($1.50-$3.75/device), ConnectWise RMM"}, {"id": "mai-20260917-0922-baseline|c125-s5|moonshot-small|Atera", "prompt": "c125-s5", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Atera** | Per-technician | Good for lean teams, modern interface"}, {"id": "mai-20260917-0922-baseline|c125-s5|moonshot-small|Syncro", "prompt": "c125-s5", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Syncro** | Per-technician | RMM + PSA combined, good value"}, {"id": "mai-20260917-0922-baseline|c125-s5|moonshot-small|SuperOps", "prompt": "c125-s5", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SuperOps** | Per-endpoint | Modern UI, competitive pricing"}, {"id": "mai-20260917-0922-baseline|c125-s5|xai-small|NinjaOne", "prompt": "c125-s5", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NinjaOne**: Modern UI, automation/patching excellence; great for 20-50 person teams"}, {"id": "mai-20260917-0922-baseline|c125-s5|xai-small|Atera", "prompt": "c125-s5", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Atera**: All-in-one (RMM+PSA), AI features, unlimited endpoints per tech; budget-friendly."}, {"id": "mai-20260917-0922-baseline|c125-s5|xai-small|N-able N-central/N-sight", "prompt": "c125-s5", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "N-able N-central/N-sight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Reliable monitoring, scalable; good for in-house/IT depts."}, {"id": "mai-20260917-0922-baseline|c125-s5|xai-small|ConnectWise Automate", "prompt": "c125-s5", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "ConnectWise Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deep automation for complex setups."}, {"id": "mai-20260917-0922-baseline|c125-s5|xai-small|Kaseya VSA or Datto RMM", "prompt": "c125-s5", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Kaseya VSA or Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Comprehensive, but check pricing."}, {"id": "mai-20260917-0922-baseline|c125-s5|zai-small|NinjaOne", "prompt": "c125-s5", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "NinjaOne | SMB & MSPs, high endpoint counts | Per-endpoint, volume-tiered"}, {"id": "mai-20260917-0922-baseline|c125-s5|zai-small|Atera", "prompt": "c125-s5", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Atera | Lean teams, internal IT | Per-technician, unlimited endpoints"}, {"id": "mai-20260917-0922-baseline|c125-s5|zai-small|Syncro", "prompt": "c125-s5", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Syncro | RMM + PSA in one"}, {"id": "mai-20260917-0922-baseline|c125-s5|zai-small|N-able N-central", "prompt": "c125-s5", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "N-able N-central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "N-able N-central | Complex automation | Per-endpoint (quote)"}, {"id": "mai-20260917-0922-baseline|c125-s5|zai-small|Action1", "prompt": "c125-s5", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "Action1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Action1 | Patch-focused SMBs | Per-endpoint (free tier up to 100-200)"}, {"id": "mai-20260917-0922-baseline|c125-s5|zai-small|SuperOps", "prompt": "c125-s5", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "scale", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SuperOps | Unified RMM + PSA | Per-endpoint or per-technician"}, {"id": "mai-20260917-0922-baseline|c125-s6|alibaba-small|SolarWinds", "prompt": "c125-s6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid Due to Security Reputation ... SolarWinds ... many small businesses remain highly skeptical."}, {"id": "mai-20260917-0922-baseline|c125-s6|alibaba-small|Kaseya (VSA)", "prompt": "c125-s6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya (VSA)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Many small business owners prefer to avoid tools that have proven to be a \"single point of failure\" for entire sectors."}, {"id": "mai-20260917-0922-baseline|c125-s6|alibaba-small|Microsoft System Center Configuration Manager (SCCM)", "prompt": "c125-s6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Microsoft System Center Configuration Manager (SCCM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why avoid: It requires expensive per-device licensing... It is too complex for small teams."}, {"id": "mai-20260917-0922-baseline|c125-s6|alibaba-small|Legacy NetBox", "prompt": "c125-s6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Legacy NetBox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why avoid: Older iterations of these discovery tools were purely inventory-based."}, {"id": "mai-20260917-0922-baseline|c125-s6|alibaba-small|Lansweeper (Older Versions)", "prompt": "c125-s6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Lansweeper (Older Versions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why avoid: Older iterations of these discovery tools were purely inventory-based."}, {"id": "mai-20260917-0922-baseline|c125-s6|alibaba-small|TeamViewer (Consumer/Legacy Tier)", "prompt": "c125-s6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "TeamViewer (Consumer/Legacy Tier)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid mixing consumer-grade remote access tools with professional monitoring."}, {"id": "mai-20260917-0922-baseline|c125-s6|alibaba-small|AnyDesk", "prompt": "c125-s6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "AnyDesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid mixing consumer-grade remote access tools with professional monitoring."}, {"id": "mai-20260917-0922-baseline|c125-s6|alibaba-small|NinjaOne", "prompt": "c125-s6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Top \"Safe\" Bets: NinjaOne, Atera, or Action1"}, {"id": "mai-20260917-0922-baseline|c125-s6|alibaba-small|Atera", "prompt": "c125-s6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Top \"Safe\" Bets: NinjaOne, Atera, or Action1"}, {"id": "mai-20260917-0922-baseline|c125-s6|alibaba-small|Action1", "prompt": "c125-s6", "model": "alibaba-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Action1 (which offers a free tier for up to 200 endpoints)"}, {"id": "mai-20260917-0922-baseline|c125-s6|anthropic-small|SimpleHelp RMM", "prompt": "c125-s6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SimpleHelp RMM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Arctic Wolf Labs observed a cybercrime campaign involving unauthorized access to devices running SimpleHelp RMM software, involving known vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c125-s6|anthropic-small|Datto", "prompt": "c125-s6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms like Datto, Kaseya, ManageEngine Endpoint Central, N-able, and Ninja One lose points on transparency due to custom quote-based pricing models"}, {"id": "mai-20260917-0922-baseline|c125-s6|anthropic-small|Kaseya", "prompt": "c125-s6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "lose points on transparency due to custom quote-based pricing models"}, {"id": "mai-20260917-0922-baseline|c125-s6|anthropic-small|ManageEngine Endpoint Central", "prompt": "c125-s6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "lose points on transparency due to custom quote-based pricing models"}, {"id": "mai-20260917-0922-baseline|c125-s6|anthropic-small|N-able", "prompt": "c125-s6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lose points on transparency due to custom quote-based pricing models"}, {"id": "mai-20260917-0922-baseline|c125-s6|anthropic-small|Ninja One", "prompt": "c125-s6", "model": "anthropic-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Ninja One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "lose points on transparency due to custom quote-based pricing models"}, {"id": "mai-20260917-0922-baseline|c125-s6|challenger-small|Datto RMM / Kaseya-related platforms", "prompt": "c125-s6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto RMM / Kaseya-related platforms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "one sysadmin thread saying to \"steer clear\" of Datto or Kaseya"}, {"id": "mai-20260917-0922-baseline|c125-s6|challenger-small|ConnectWise Automate / ConnectWise RMM", "prompt": "c125-s6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise Automate / ConnectWise RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "small teams should be cautious because they can be more complex and may require additional tooling"}, {"id": "mai-20260917-0922-baseline|c125-s6|challenger-small|Atera", "prompt": "c125-s6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "one Reddit thread in the results advises against it due to reliability and support concerns"}, {"id": "mai-20260917-0922-baseline|c125-s6|challenger-small|TacticalRMM", "prompt": "c125-s6", "model": "challenger-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "TacticalRMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the tradeoff is **operational overhead**; they are best only if you have a technically capable team"}, {"id": "mai-20260917-0922-baseline|c125-s6|deepseek-small|N-able N-central", "prompt": "c125-s6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able N-central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "N-able disclosed a critical \"god mode\" authentication bypass ... The first patch was **incomplete**"}, {"id": "mai-20260917-0922-baseline|c125-s6|deepseek-small|Kaseya VSA", "prompt": "c125-s6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "REvil ransomware gang exploited an unpatched vulnerability in Kaseya VSA ... Business practice complaints are widespread: rigid contracts up to 3 years"}, {"id": "mai-20260917-0922-baseline|c125-s6|deepseek-small|ConnectWise (RMM/Automate)", "prompt": "c125-s6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise (RMM/Automate)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Longstanding complaints about support quality ... Extremely rigid 12-month contracts with \"no escape\" clauses"}, {"id": "mai-20260917-0922-baseline|c125-s6|deepseek-small|SyncroMSP", "prompt": "c125-s6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SyncroMSP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "documents scheduled scripts silently failing to run, patch management inconsistencies, unstable dashboards"}, {"id": "mai-20260917-0922-baseline|c125-s6|deepseek-small|MeshCentral / MeshAgent", "prompt": "c125-s6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "MeshCentral / MeshAgent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid installing free/open-source remote tools** (like MeshAgent) casually on endpoints"}, {"id": "mai-20260917-0922-baseline|c125-s6|deepseek-small|ConnectWise ScreenConnect", "prompt": "c125-s6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise ScreenConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "all routinely abused; their legitimacy makes attacker activity harder to spot"}, {"id": "mai-20260917-0922-baseline|c125-s6|deepseek-small|AnyDesk", "prompt": "c125-s6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "AnyDesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "all routinely abused; their legitimacy makes attacker activity harder to spot"}, {"id": "mai-20260917-0922-baseline|c125-s6|deepseek-small|VNC/UltraVNC", "prompt": "c125-s6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "VNC/UltraVNC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "all routinely abused; their legitimacy makes attacker activity harder to spot"}, {"id": "mai-20260917-0922-baseline|c125-s6|deepseek-small|Atera", "prompt": "c125-s6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "newer, smaller, cloud-native tools (e.g., Atera, Level, NinjaOne) tend to get fewer lock-in/security complaints"}, {"id": "mai-20260917-0922-baseline|c125-s6|deepseek-small|Level", "prompt": "c125-s6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Level", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "newer, smaller, cloud-native tools (e.g., Atera, Level, NinjaOne) tend to get fewer lock-in/security complaints"}, {"id": "mai-20260917-0922-baseline|c125-s6|deepseek-small|NinjaOne", "prompt": "c125-s6", "model": "deepseek-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "newer, smaller, cloud-native tools (e.g., Atera, Level, NinjaOne) tend to get fewer lock-in/security complaints"}, {"id": "mai-20260917-0922-baseline|c125-s6|google-small|ConnectWise Automate", "prompt": "c125-s6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "ConnectWise Automate is notorious for having a steep learning curve and a dated, complex user interface."}, {"id": "mai-20260917-0922-baseline|c125-s6|google-small|N-able N-central", "prompt": "c125-s6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able N-central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "these platforms are incredibly powerful, but they are built for large-scale operations with dedicated administrative staff"}, {"id": "mai-20260917-0922-baseline|c125-s6|google-small|NinjaOne", "prompt": "c125-s6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Better Alternative: Look for \"modern SaaS\" RMMs like **NinjaOne**, **Atera**, or **Syncro**"}, {"id": "mai-20260917-0922-baseline|c125-s6|google-small|Atera", "prompt": "c125-s6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Look for \"modern SaaS\" RMMs like **NinjaOne**, **Atera**, or **Syncro**, which are designed to be \"plug-and-play\""}, {"id": "mai-20260917-0922-baseline|c125-s6|google-small|Syncro", "prompt": "c125-s6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look for \"modern SaaS\" RMMs like **NinjaOne**, **Atera**, or **Syncro**"}, {"id": "mai-20260917-0922-baseline|c125-s6|google-small|Kaseya VSA", "prompt": "c125-s6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Kaseya is widely criticized not for its technology, but for its business and billing practices."}, {"id": "mai-20260917-0922-baseline|c125-s6|google-small|Datto RMM", "prompt": "c125-s6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Since acquiring Datto, users have frequently reported a sharp decline in customer support responsiveness and billing disputes."}, {"id": "mai-20260917-0922-baseline|c125-s6|google-small|Tactical RMM", "prompt": "c125-s6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Tactical RMM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Why to avoid: ... self-hosting an RMM is a massive cybersecurity hazard for a small business."}, {"id": "mai-20260917-0922-baseline|c125-s6|google-small|MeshCentral", "prompt": "c125-s6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "MeshCentral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Why to avoid: While the lack of a monthly subscription is highly enticing to a small budget, self-hosting an RMM is a massive cybersecurity hazard"}, {"id": "mai-20260917-0922-baseline|c125-s6|google-small|TeamViewer", "prompt": "c125-s6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "TeamViewer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "world-class remote desktop tools (like TeamViewer) but have \"tacked-on\" RMM features ... as an afterthought"}, {"id": "mai-20260917-0922-baseline|c125-s6|google-small|SolarWinds", "prompt": "c125-s6", "model": "google-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "legacy **SolarWinds** tools ... Older, legacy platforms can suffer from sluggish agents that bloat system resources"}, {"id": "mai-20260917-0922-baseline|c125-s6|meta-small|NinjaOne", "prompt": "c125-s6", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top RMM platforms mentioned include NinjaOne, Syncro, Atera, ConnectWise RMM, N-able N-central, Datto RMM, and SuperOps."}, {"id": "mai-20260917-0922-baseline|c125-s6|meta-small|Syncro", "prompt": "c125-s6", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top RMM platforms mentioned include NinjaOne, Syncro, Atera, ConnectWise RMM, N-able N-central, Datto RMM, and SuperOps."}, {"id": "mai-20260917-0922-baseline|c125-s6|meta-small|Atera", "prompt": "c125-s6", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top RMM platforms mentioned include NinjaOne, Syncro, Atera, ConnectWise RMM, N-able N-central, Datto RMM, and SuperOps."}, {"id": "mai-20260917-0922-baseline|c125-s6|meta-small|ConnectWise RMM", "prompt": "c125-s6", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top RMM platforms mentioned include NinjaOne, Syncro, Atera, ConnectWise RMM, N-able N-central, Datto RMM, and SuperOps."}, {"id": "mai-20260917-0922-baseline|c125-s6|meta-small|N-able N-central", "prompt": "c125-s6", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able N-central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top RMM platforms mentioned include NinjaOne, Syncro, Atera, ConnectWise RMM, N-able N-central, Datto RMM, and SuperOps."}, {"id": "mai-20260917-0922-baseline|c125-s6|meta-small|Datto RMM", "prompt": "c125-s6", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto RMM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top RMM platforms mentioned include NinjaOne, Syncro, Atera, ConnectWise RMM, N-able N-central, Datto RMM, and SuperOps."}, {"id": "mai-20260917-0922-baseline|c125-s6|meta-small|SuperOps", "prompt": "c125-s6", "model": "meta-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SuperOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top RMM platforms mentioned include NinjaOne, Syncro, Atera, ConnectWise RMM, N-able N-central, Datto RMM, and SuperOps."}, {"id": "mai-20260917-0922-baseline|c125-s6|minimax-small|Kaseya VSA", "prompt": "c125-s6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid or Approach with Caution ... Kaseya VSA - Major concerns: Multiple security breaches"}, {"id": "mai-20260917-0922-baseline|c125-s6|minimax-small|SolarWinds RMM", "prompt": "c125-s6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SolarWinds RMM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Many businesses now actively avoid it due to past security issues"}, {"id": "mai-20260917-0922-baseline|c125-s6|minimax-small|ConnectWise Automate", "prompt": "c125-s6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Extremely steep learning curve ... Very difficult to set up and learn"}, {"id": "mai-20260917-0922-baseline|c125-s6|minimax-small|Datto RMM", "prompt": "c125-s6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Prices increased significantly after going public (IPO) ... Reports of double and triple overbilling occurrences"}, {"id": "mai-20260917-0922-baseline|c125-s6|minimax-small|SimpleHelp RMM", "prompt": "c125-s6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SimpleHelp RMM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "threat actors were observed using SimpleHelp RMM as an initial access vector for cyberattacks"}, {"id": "mai-20260917-0922-baseline|c125-s6|minimax-small|NinjaOne", "prompt": "c125-s6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "NinjaOne - Best overall for high endpoint counts"}, {"id": "mai-20260917-0922-baseline|c125-s6|minimax-small|Atera", "prompt": "c125-s6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Atera - Per technician pricing, good for small teams"}, {"id": "mai-20260917-0922-baseline|c125-s6|minimax-small|Syncro", "prompt": "c125-s6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Syncro - Budget-friendly with RMM + PSA combined"}, {"id": "mai-20260917-0922-baseline|c125-s6|minimax-small|Level.io", "prompt": "c125-s6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Level.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Level.io - Simple, flat-rate pricing ($1/endpoint)"}, {"id": "mai-20260917-0922-baseline|c125-s6|minimax-small|Pulseway", "prompt": "c125-s6", "model": "minimax-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Pulseway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Pulseway - Simpler for smaller teams"}, {"id": "mai-20260917-0922-baseline|c125-s6|mistral-small|Datto/CentraStage", "prompt": "c125-s6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto/CentraStage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Datto's RMM has been flagged for security concerns and is often cited as something to steer clear of"}, {"id": "mai-20260917-0922-baseline|c125-s6|mistral-small|Kaseya", "prompt": "c125-s6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "have a history of security vulnerabilities and have been targeted in high-profile cyberattacks... risky for small businesses"}, {"id": "mai-20260917-0922-baseline|c125-s6|mistral-small|ITarian (formerly Comodo RMM)", "prompt": "c125-s6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ITarian (formerly Comodo RMM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "detected in phishing campaigns and abused by adversaries for remote access, making it a less secure choice"}, {"id": "mai-20260917-0922-baseline|c125-s6|mistral-small|ConnectWise ScreenConnect", "prompt": "c125-s6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise ScreenConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its ScreenConnect product has been exploited in attacks, and its ecosystem may be more complex than what a small business needs"}, {"id": "mai-20260917-0922-baseline|c125-s6|mistral-small|Action1", "prompt": "c125-s6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Action1", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These RMMs have also been observed being abused by threat actors, which could pose security risks"}, {"id": "mai-20260917-0922-baseline|c125-s6|mistral-small|GoRelo", "prompt": "c125-s6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "GoRelo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These RMMs have also been observed being abused by threat actors"}, {"id": "mai-20260917-0922-baseline|c125-s6|mistral-small|ITAgent", "prompt": "c125-s6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ITAgent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "These RMMs have also been observed being abused by threat actors"}, {"id": "mai-20260917-0922-baseline|c125-s6|mistral-small|SimpleHelp", "prompt": "c125-s6", "model": "mistral-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SimpleHelp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "These RMMs have also been observed being abused by threat actors"}, {"id": "mai-20260917-0922-baseline|c125-s6|moonshot-small|Kaseya VSA", "prompt": "c125-s6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Kaseya VSA — Exercise Extreme Caution ... Kaseya became a ransomware *distribution platform*"}, {"id": "mai-20260917-0922-baseline|c125-s6|moonshot-small|SolarWinds (Orion & MSP products)", "prompt": "c125-s6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SolarWinds (Orion & MSP products)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SolarWinds (Orion & MSP products) — Historical Red Flag"}, {"id": "mai-20260917-0922-baseline|c125-s6|moonshot-small|AnyDesk", "prompt": "c125-s6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "AnyDesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Small businesses should be especially cautious with **Kaseya VSA**, **SolarWinds MSP tools**, and **AnyDesk** given their documented histories as attack vectors."}, {"id": "mai-20260917-0922-baseline|c125-s6|moonshot-small|MeshCentral/MeshAgent", "prompt": "c125-s6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "MeshCentral/MeshAgent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "open-source alternatives like **MeshCentral**, treat them as **high-risk infrastructure** requiring aggressive hardening"}, {"id": "mai-20260917-0922-baseline|c125-s6|moonshot-small|TeamViewer", "prompt": "c125-s6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "TeamViewer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Led all remote access tools with **19 CVEs in 2025 alone**, including two critical vulnerabilities."}, {"id": "mai-20260917-0922-baseline|c125-s6|moonshot-small|ConnectWise (ScreenConnect/RMM)", "prompt": "c125-s6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise (ScreenConnect/RMM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "its risk is more about attack surface and patch velocity than fundamental unfitness"}, {"id": "mai-20260917-0922-baseline|c125-s6|moonshot-small|Atera", "prompt": "c125-s6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cloud-native RMMs with zero-trust architectures ... (like **Atera** or **NinjaOne**...) may reduce some attack surface"}, {"id": "mai-20260917-0922-baseline|c125-s6|moonshot-small|NinjaOne", "prompt": "c125-s6", "model": "moonshot-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "though Ninja had installation feedback and Linux deployment gaps in testing"}, {"id": "mai-20260917-0922-baseline|c125-s6|openai-small|Kaseya VSA", "prompt": "c125-s6", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Kaseya VSA / Datto RMM / Pulseway: strong feature sets, but Kaseya's ecosystem has been involved in major security incidents"}, {"id": "mai-20260917-0922-baseline|c125-s6|openai-small|Datto RMM", "prompt": "c125-s6", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "I'd be extra careful with: Kaseya VSA / Datto RMM / Pulseway"}, {"id": "mai-20260917-0922-baseline|c125-s6|openai-small|Pulseway", "prompt": "c125-s6", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Pulseway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "I'd be extra careful with: Kaseya VSA / Datto RMM / Pulseway"}, {"id": "mai-20260917-0922-baseline|c125-s6|openai-small|ConnectWise Automate / ScreenConnect / ConnectWise RMM", "prompt": "c125-s6", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise Automate / ScreenConnect / ConnectWise RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "very common in MSP environments, but also a frequent focal point for security hardening and advisories"}, {"id": "mai-20260917-0922-baseline|c125-s6|openai-small|N-able", "prompt": "c125-s6", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "and to a lesser extent **N-able** products—not because they are inherently \"bad,\" but because they are powerful, frequently targeted"}, {"id": "mai-20260917-0922-baseline|c125-s6|openai-small|NinjaOne", "prompt": "c125-s6", "model": "openai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "NinjaOne's own guidance emphasizes that attackers often abuse RMMs via credentials and destructive admin actions"}, {"id": "mai-20260917-0922-baseline|c125-s6|xai-small|Kaseya VSA", "prompt": "c125-s6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Kaseya VSA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Reddit users explicitly advise steering clear, especially post-Datto merger billing drama."}, {"id": "mai-20260917-0922-baseline|c125-s6|xai-small|ConnectWise (Automate or RMM)", "prompt": "c125-s6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise (Automate or RMM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Often labeled \"worst piece of software\" in forums due to chaotic/inconsistent UI"}, {"id": "mai-20260917-0922-baseline|c125-s6|xai-small|Datto RMM", "prompt": "c125-s6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Datto RMM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Plagued by remote access timeouts, slow/clunky performance... Many users report it feels abandoned."}, {"id": "mai-20260917-0922-baseline|c125-s6|xai-small|N-able N-central (formerly SolarWinds MSP)", "prompt": "c125-s6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able N-central (formerly SolarWinds MSP)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Legacy tool with security baggage... Better for large networks, not small businesses."}, {"id": "mai-20260917-0922-baseline|c125-s6|xai-small|NinjaOne", "prompt": "c125-s6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Safer Alternatives Often Recommended for Small Businesses... NinjaOne (modern UI, reliable; ~$3-4/device)"}, {"id": "mai-20260917-0922-baseline|c125-s6|xai-small|Atera", "prompt": "c125-s6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Atera/Syncro (per-tech pricing ~$99-199/user/mo, all-in-one with PSA)"}, {"id": "mai-20260917-0922-baseline|c125-s6|xai-small|Syncro", "prompt": "c125-s6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Atera/Syncro (per-tech pricing ~$99-199/user/mo, all-in-one with PSA)"}, {"id": "mai-20260917-0922-baseline|c125-s6|xai-small|SuperOps", "prompt": "c125-s6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SuperOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SuperOps (affordable per-device)"}, {"id": "mai-20260917-0922-baseline|c125-s6|xai-small|Splashtop", "prompt": "c125-s6", "model": "xai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Splashtop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Even lighter tools like Splashtop may suffice"}, {"id": "mai-20260917-0922-baseline|c125-s6|zai-small|N-able (N-central)", "prompt": "c125-s6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "N-able (N-central)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This pattern suggests a history of stability and security hygiene issues that could leave your business exposed."}, {"id": "mai-20260917-0922-baseline|c125-s6|zai-small|ConnectWise (ScreenConnect)", "prompt": "c125-s6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise (ScreenConnect)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "small businesses should **avoid** or approach with **extreme caution**"}, {"id": "mai-20260917-0922-baseline|c125-s6|zai-small|SimpleHelp", "prompt": "c125-s6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "SimpleHelp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "specifically targeted in a major ransomware campaign (DragonForce)"}, {"id": "mai-20260917-0922-baseline|c125-s6|zai-small|PDQ Connect", "prompt": "c125-s6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "PDQ Connect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "recently exploited in a large-scale \"cargo freight\" cyber-heist campaign"}, {"id": "mai-20260917-0922-baseline|c125-s6|zai-small|MeshAgent", "prompt": "c125-s6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "MeshAgent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why to avoid:** If you are using an RMM agent that is based on leaked source code or is open-source without strict governance"}, {"id": "mai-20260917-0922-baseline|c125-s6|zai-small|NinjaOne", "prompt": "c125-s6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "best strategy is usually to choose a modern, cloud-native RMM (like NinjaOne, Atera, or ConnectWise Control)"}, {"id": "mai-20260917-0922-baseline|c125-s6|zai-small|Atera", "prompt": "c125-s6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "choose a modern, cloud-native RMM (like NinjaOne, Atera, or ConnectWise Control)"}, {"id": "mai-20260917-0922-baseline|c125-s6|zai-small|ConnectWise Control", "prompt": "c125-s6", "model": "zai-small", "cat": "remote-monitoring-and-management", "variant": "negative", "raw": "ConnectWise Control", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "like NinjaOne, Atera, or ConnectWise Control) that offers **tiered pricing**"}, {"id": "mai-20260917-0922-baseline|c126-l1|alibaba-small|ServiceNow IT Asset Management (ITAM)", "prompt": "c126-l1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow IT Asset Management (ITAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B enterprises aiming for a holistic approach, **ServiceNow ITAM** is often cited as the \"best overall\" due to its platform flexibility."}, {"id": "mai-20260917-0922-baseline|c126-l1|alibaba-small|Flexera (including Snow Software)", "prompt": "c126-l1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "Flexera (including Snow Software)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "if your primary goal is **license cost savings and compliance**, **Flexera** is frequently the superior choice."}, {"id": "mai-20260917-0922-baseline|c126-l1|alibaba-small|Ivanti Neurons for ITAM", "prompt": "c126-l1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Enterprises seeking a strong balance between ITSM and ITAM with good value."}, {"id": "mai-20260917-0922-baseline|c126-l1|alibaba-small|IBM Maas360 with Workload Automation", "prompt": "c126-l1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "IBM Maas360 with Workload Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Highly regulated industries (Finance, Healthcare) requiring strict security and compliance frameworks."}, {"id": "mai-20260917-0922-baseline|c126-l1|alibaba-small|Jira Service Management + Assets", "prompt": "c126-l1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "Jira Service Management + Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you use **Jira Service Management**, look at **Jira Service Management + Assets**"}, {"id": "mai-20260917-0922-baseline|c126-l1|alibaba-small|Lansweeper", "prompt": "c126-l1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Hardware discovery and inventory accuracy?** Consider **Lansweeper**"}, {"id": "mai-20260917-0922-baseline|c126-l1|alibaba-small|ManageEngine AssetExplorer", "prompt": "c126-l1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider **Lansweeper** ... or **ManageEngine AssetExplorer**"}, {"id": "mai-20260917-0922-baseline|c126-l1|alibaba-small|FloQast", "prompt": "c126-l1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**FloQast**, **Zylo**, or **Torii** might complement your primary ITAM tool"}, {"id": "mai-20260917-0922-baseline|c126-l1|alibaba-small|Zylo", "prompt": "c126-l1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "Zylo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**FloQast**, **Zylo**, or **Torii** might complement your primary ITAM tool"}, {"id": "mai-20260917-0922-baseline|c126-l1|alibaba-small|Torii", "prompt": "c126-l1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "Torii", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**FloQast**, **Zylo**, or **Torii** might complement your primary ITAM tool"}, {"id": "mai-20260917-0922-baseline|c126-l1|anthropic-small|ServiceNow IT Asset Management", "prompt": "c126-l1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow ITAM (best for large enterprises)"}, {"id": "mai-20260917-0922-baseline|c126-l1|anthropic-small|ManageEngine AssetExplorer", "prompt": "c126-l1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ManageEngine AssetExplorer (best for mid-market)"}, {"id": "mai-20260917-0922-baseline|c126-l1|anthropic-small|Flexera One", "prompt": "c126-l1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flexera One (best for license compliance)"}, {"id": "mai-20260917-0922-baseline|c126-l1|anthropic-small|Lansweeper", "prompt": "c126-l1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lansweeper (best for discovery)"}, {"id": "mai-20260917-0922-baseline|c126-l1|anthropic-small|Ivanti ITAM", "prompt": "c126-l1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "Ivanti ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ivanti ITAM (best for endpoint environments)"}, {"id": "mai-20260917-0922-baseline|c126-l1|challenger-small|ServiceNow IT Asset Management", "prompt": "c126-l1", "model": "challenger-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **ServiceNow IT Asset Management**"}, {"id": "mai-20260917-0922-baseline|c126-l1|challenger-small|Flexera One", "prompt": "c126-l1", "model": "challenger-small", "cat": "it-asset-management", "variant": "direct", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**License compliance and spend optimization** → Flexera One"}, {"id": "mai-20260917-0922-baseline|c126-l1|challenger-small|BMC Helix ITAM", "prompt": "c126-l1", "model": "challenger-small", "cat": "it-asset-management", "variant": "direct", "raw": "BMC Helix ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good fit for large, process-heavy organizations"}, {"id": "mai-20260917-0922-baseline|c126-l1|challenger-small|Snow Software", "prompt": "c126-l1", "model": "challenger-small", "cat": "it-asset-management", "variant": "direct", "raw": "Snow Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SaaS asset governance** → Snow Software"}, {"id": "mai-20260917-0922-baseline|c126-l1|challenger-small|Device42", "prompt": "c126-l1", "model": "challenger-small", "cat": "it-asset-management", "variant": "direct", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Hybrid infrastructure discovery and CMDB accuracy** → Device42 or BMC Helix"}, {"id": "mai-20260917-0922-baseline|c126-l1|deepseek-small|ServiceNow IT Asset Management (ITAM)", "prompt": "c126-l1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow IT Asset Management (ITAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most *enterprise B2B companies*, **ServiceNow ITAM** is the most commonly recommended default"}, {"id": "mai-20260917-0922-baseline|c126-l1|deepseek-small|Flexera One (Flexera ITAM)", "prompt": "c126-l1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "Flexera One (Flexera ITAM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Best for software-heavy / license compliance*"}, {"id": "mai-20260917-0922-baseline|c126-l1|deepseek-small|Device42", "prompt": "c126-l1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best for CMDB-centric / infrastructure discovery*"}, {"id": "mai-20260917-0922-baseline|c126-l1|deepseek-small|Lansweeper", "prompt": "c126-l1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best for discovery-first teams*"}, {"id": "mai-20260917-0922-baseline|c126-l1|deepseek-small|Ivanti Neurons for ITAM", "prompt": "c126-l1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best for endpoint-heavy, security-focused enterprises*"}, {"id": "mai-20260917-0922-baseline|c126-l1|deepseek-small|ManageEngine AssetExplorer", "prompt": "c126-l1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Affordable full-lifecycle ITAM, but generally more mid-market than massive enterprise"}, {"id": "mai-20260917-0922-baseline|c126-l1|google-small|ServiceNow ITAM", "prompt": "c126-l1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Undisputed Enterprise Standard: **ServiceNow ITAM**... is the industry-standard choice"}, {"id": "mai-20260917-0922-baseline|c126-l1|google-small|Flexera One (including Snow Software)", "prompt": "c126-l1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Flexera One (including Snow Software)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flexera One** is the premier platform... the absolute leader in Technology Value Optimization"}, {"id": "mai-20260917-0922-baseline|c126-l1|google-small|Jira Service Management (JSM) Assets", "prompt": "c126-l1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Jira Service Management (JSM) Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "JSM Assets** (formerly Insight) is a highly efficient and modern choice"}, {"id": "mai-20260917-0922-baseline|c126-l1|google-small|Ivanti Neurons for ITAM", "prompt": "c126-l1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ivanti Neurons** is a strong contender"}, {"id": "mai-20260917-0922-baseline|c126-l1|google-small|Lansweeper", "prompt": "c126-l1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "look into combining a discovery tool like **Lansweeper** with your ticketing system"}, {"id": "mai-20260917-0922-baseline|c126-l1|google-small|Zluri", "prompt": "c126-l1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Zluri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "dedicated SaaS Management Platforms (SMPs) like **Zluri**, **Torii**, or **Productiv**"}, {"id": "mai-20260917-0922-baseline|c126-l1|google-small|Torii", "prompt": "c126-l1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Torii", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SaaS Management Platforms (SMPs) like **Zluri**, **Torii**, or **Productiv**"}, {"id": "mai-20260917-0922-baseline|c126-l1|google-small|Productiv", "prompt": "c126-l1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Productiv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SaaS Management Platforms (SMPs) like **Zluri**, **Torii**, or **Productiv**"}, {"id": "mai-20260917-0922-baseline|c126-l1|meta-small|ServiceNow ITAM", "prompt": "c126-l1", "model": "meta-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best IT asset management platform for an enterprise B2B company is ServiceNow ITAM, as it is considered the best overall enterprise ITAM."}, {"id": "mai-20260917-0922-baseline|c126-l1|meta-small|Virima", "prompt": "c126-l1", "model": "meta-small", "cat": "it-asset-management", "variant": "direct", "raw": "Virima", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some other top IT asset management tools include those listed in the search results, such as Virima, InvGate, and Cloudaware."}, {"id": "mai-20260917-0922-baseline|c126-l1|meta-small|InvGate", "prompt": "c126-l1", "model": "meta-small", "cat": "it-asset-management", "variant": "direct", "raw": "InvGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Virima, InvGate, and Cloudaware"}, {"id": "mai-20260917-0922-baseline|c126-l1|meta-small|Cloudaware", "prompt": "c126-l1", "model": "meta-small", "cat": "it-asset-management", "variant": "direct", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Virima, InvGate, and Cloudaware"}, {"id": "mai-20260917-0922-baseline|c126-l1|minimax-small|ServiceNow IT Asset Management", "prompt": "c126-l1", "model": "minimax-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises already using the ServiceNow ecosystem ... Full enterprise suite with ITSM integration | ServiceNow"}, {"id": "mai-20260917-0922-baseline|c126-l1|minimax-small|Device42", "prompt": "c126-l1", "model": "minimax-small", "cat": "it-asset-management", "variant": "direct", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations needing agentless infrastructure discovery and dependency mapping"}, {"id": "mai-20260917-0922-baseline|c126-l1|minimax-small|Flexera", "prompt": "c126-l1", "model": "minimax-small", "cat": "it-asset-management", "variant": "direct", "raw": "Flexera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Enterprises prioritizing Software Asset Management (SAM) and license compliance"}, {"id": "mai-20260917-0922-baseline|c126-l1|minimax-small|Lansweeper", "prompt": "c126-l1", "model": "minimax-small", "cat": "it-asset-management", "variant": "direct", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Deep network scanning and discovery"}, {"id": "mai-20260917-0922-baseline|c126-l1|minimax-small|Axonius", "prompt": "c126-l1", "model": "minimax-small", "cat": "it-asset-management", "variant": "direct", "raw": "Axonius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Cyber Asset Attack Surface Management (CAASM)"}, {"id": "mai-20260917-0922-baseline|c126-l1|minimax-small|Axonize", "prompt": "c126-l1", "model": "minimax-small", "cat": "it-asset-management", "variant": "direct", "raw": "Axonize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Security-focused asset visibility | Axonize"}, {"id": "mai-20260917-0922-baseline|c126-l1|minimax-small|Cloudaware", "prompt": "c126-l1", "model": "minimax-small", "cat": "it-asset-management", "variant": "direct", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Multi-cloud governance | Cloudaware"}, {"id": "mai-20260917-0922-baseline|c126-l1|mistral-small|ServiceNow ITAM", "prompt": "c126-l1", "model": "mistral-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow ITAM** stands out as the top choice due to its scalability, robust feature set, and strong enterprise support"}, {"id": "mai-20260917-0922-baseline|c126-l1|mistral-small|SmartSuite", "prompt": "c126-l1", "model": "mistral-small", "cat": "it-asset-management", "variant": "direct", "raw": "SmartSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for IT teams needing an all-in-one ITAM solution with no-code automation"}, {"id": "mai-20260917-0922-baseline|c126-l1|mistral-small|Virima", "prompt": "c126-l1", "model": "mistral-small", "cat": "it-asset-management", "variant": "direct", "raw": "Virima", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recognized for its ability to track, manage, and optimize IT assets"}, {"id": "mai-20260917-0922-baseline|c126-l1|moonshot-small|ServiceNow IT Asset Management", "prompt": "c126-l1", "model": "moonshot-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for Large Enterprises... Considerations: Higher cost, lengthy implementation (often months)"}, {"id": "mai-20260917-0922-baseline|c126-l1|moonshot-small|Freshservice", "prompt": "c126-l1", "model": "moonshot-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My top pick for most enterprise B2B companies:** **Freshservice** strikes the best balance of enterprise capability, ease of use, and value"}, {"id": "mai-20260917-0922-baseline|c126-l1|moonshot-small|SolarWinds Service Desk", "prompt": "c126-l1", "model": "moonshot-small", "cat": "it-asset-management", "variant": "direct", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Mid-Market Enterprises"}, {"id": "mai-20260917-0922-baseline|c126-l1|moonshot-small|Asset Panda", "prompt": "c126-l1", "model": "moonshot-small", "cat": "it-asset-management", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Flexibility & Mobility"}, {"id": "mai-20260917-0922-baseline|c126-l1|moonshot-small|Cloudaware", "prompt": "c126-l1", "model": "moonshot-small", "cat": "it-asset-management", "variant": "direct", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Multi-Cloud Environments"}, {"id": "mai-20260917-0922-baseline|c126-l1|openai-small|ServiceNow IT Asset Management", "prompt": "c126-l1", "model": "openai-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **ServiceNow IT Asset Management**"}, {"id": "mai-20260917-0922-baseline|c126-l1|openai-small|Ivanti Neurons ITAM", "prompt": "c126-l1", "model": "openai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Ivanti Neurons ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if you want ITAM closely tied to endpoint management and service operations"}, {"id": "mai-20260917-0922-baseline|c126-l1|openai-small|Freshservice ITAM", "prompt": "c126-l1", "model": "openai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good for simpler deployments... less heavy enterprise platform than ServiceNow"}, {"id": "mai-20260917-0922-baseline|c126-l1|xai-small|ServiceNow IT Asset Management (ITAM)", "prompt": "c126-l1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow IT Asset Management (ITAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow IT Asset Management (ITAM) – Often ranked #1 for enterprises."}, {"id": "mai-20260917-0922-baseline|c126-l1|xai-small|Flexera One (includes Snow Software post-2024 acquisition)", "prompt": "c126-l1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Flexera One (includes Snow Software post-2024 acquisition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Tied or close #1 in many rankings... Pilot with Flexera or ServiceNow for most B2B setups."}, {"id": "mai-20260917-0922-baseline|c126-l1|xai-small|Snow Atlas", "prompt": "c126-l1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Snow Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Snow Atlas (now Flexera) | SaaS/cloud governance at scale | 4.4/5 | Fast deployment"}, {"id": "mai-20260917-0922-baseline|c126-l1|xai-small|Lansweeper", "prompt": "c126-l1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Agentless discovery/inventory ... Affordable for large inventories; scales to 10k+ assets."}, {"id": "mai-20260917-0922-baseline|c126-l1|xai-small|Ivanti Neurons ITAM", "prompt": "c126-l1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Ivanti Neurons ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Endpoint-heavy + patch mgmt ... Good for security-integrated B2B ops."}, {"id": "mai-20260917-0922-baseline|c126-l1|xai-small|Device42", "prompt": "c126-l1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CMDB/dependency mapping | 4.7/5 (Capterra) | Hybrid infra; mid-to-enterprise."}, {"id": "mai-20260917-0922-baseline|c126-l1|zai-small|ServiceNow ITAM", "prompt": "c126-l1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow ITAM** is the strongest choice for large enterprises with an existing ServiceNow footprint."}, {"id": "mai-20260917-0922-baseline|c126-l1|zai-small|Flexera One", "prompt": "c126-l1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flexera One** is the best-in-class SAM/SMP solution."}, {"id": "mai-20260917-0922-baseline|c126-l1|zai-small|Ivanti Neurons for ITAM", "prompt": "c126-l1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ivanti Neurons for ITAM** is highly recommended."}, {"id": "mai-20260917-0922-baseline|c126-l1|zai-small|IBM Maximo Application Suite", "prompt": "c126-l1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "IBM Maximo Application Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**IBM Maximo Application Suite** is the go\ttoo platform."}, {"id": "mai-20260917-0922-baseline|c126-l1|zai-small|BMC Helix Discovery + ITSM", "prompt": "c126-l1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "BMC Helix Discovery + ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong fit if your organization already uses BMC\\u2019s ITSM/TrueSight stack."}, {"id": "mai-20260917-0922-baseline|c126-l1|zai-small|Cloudaware", "prompt": "c126-l1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cloudaware** (or Flexera One for broader SAM/FinOps coverage)."}, {"id": "mai-20260917-0922-baseline|c126-l1|zai-small|ManageEngine AssetExplorer", "prompt": "c126-l1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Budget\\u2011conscious mid\\u2011market/enterprises on\\u2011prem focus"}, {"id": "mai-20260917-0922-baseline|c126-l1|zai-small|Lansweeper Enterprise", "prompt": "c126-l1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Lansweeper Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Complex network infrastructures with many endpoints | Automated network asset discovery"}, {"id": "mai-20260917-0922-baseline|c126-l1|zai-small|Zluri", "prompt": "c126-l1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Zluri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SaaS\\u2011heavy organizations | SaaS discovery, automation, compliance, cost reduction"}, {"id": "mai-20260917-0922-baseline|c126-l1|zai-small|Jamf Pro", "prompt": "c126-l1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Jamf Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Apple\\u2011heavy environments (MacOS/iOS/iPadOS)"}, {"id": "mai-20260917-0922-baseline|c126-l1|zai-small|SolarWinds Service Desk", "prompt": "c126-l1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Mid\\u2011market ITSM with strong ITAM features"}, {"id": "mai-20260917-0922-baseline|c126-l2|alibaba-small|ServiceNow IT Asset Management (ITAM)", "prompt": "c126-l2", "model": "alibaba-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ServiceNow IT Asset Management (ITAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Enterprise Standard: ServiceNow IT Asset Management (ITAM) ... this is almost always the default recommendation."}, {"id": "mai-20260917-0922-baseline|c126-l2|alibaba-small|Lansweeper", "prompt": "c126-l2", "model": "alibaba-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Lansweeper is a top-tier discovery engine ... Fastest way to get an accurate inventory of all physical and virtual assets."}, {"id": "mai-20260917-0922-baseline|c126-l2|alibaba-small|Device42", "prompt": "c126-l2", "model": "alibaba-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Device42 is excellent for companies with complex hybrid environments"}, {"id": "mai-20260917-0922-baseline|c126-l2|alibaba-small|Jira Service Management", "prompt": "c126-l2", "model": "alibaba-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Jira Service Management (JSM) with its \"Assets\" feature ... can handle ITAM well."}, {"id": "mai-20260917-0922-baseline|c126-l2|alibaba-small|BMC", "prompt": "c126-l2", "model": "alibaba-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "BMC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compared to ServiceNow or BMC"}, {"id": "mai-20260917-0922-baseline|c126-l2|anthropic-small|ServiceNow", "prompt": "c126-l2", "model": "anthropic-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow** is often the go-to choice because it combines asset management with broader IT operations"}, {"id": "mai-20260917-0922-baseline|c126-l2|anthropic-small|BMC Helix", "prompt": "c126-l2", "model": "anthropic-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**ServiceNow** and **BMC Helix** are industry leaders"}, {"id": "mai-20260917-0922-baseline|c126-l2|anthropic-small|Flexera", "prompt": "c126-l2", "model": "anthropic-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Flexera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Flexera** or **ManageEngine** are solid alternatives"}, {"id": "mai-20260917-0922-baseline|c126-l2|anthropic-small|Atlassian Insight", "prompt": "c126-l2", "model": "anthropic-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Atlassian Insight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for asset inventory and configuration management"}, {"id": "mai-20260917-0922-baseline|c126-l2|anthropic-small|ManageEngine AssetExplorer", "prompt": "c126-l2", "model": "anthropic-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Flexera** or **ManageEngine** are solid alternatives"}, {"id": "mai-20260917-0922-baseline|c126-l2|anthropic-small|Snipe-IT", "prompt": "c126-l2", "model": "anthropic-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source option if you want customization and cost control"}, {"id": "mai-20260917-0922-baseline|c126-l2|challenger-small|ServiceNow IT Asset Management", "prompt": "c126-l2", "model": "challenger-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation would be **ServiceNow IT Asset Management** if you want the strongest enterprise-grade option"}, {"id": "mai-20260917-0922-baseline|c126-l2|challenger-small|Lansweeper", "prompt": "c126-l2", "model": "challenger-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lansweeper** is the best alternative when discovery breadth is the main priority"}, {"id": "mai-20260917-0922-baseline|c126-l2|challenger-small|Cloudaware", "prompt": "c126-l2", "model": "challenger-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloudaware is another good fit when your environment is heavily hybrid/multi-cloud"}, {"id": "mai-20260917-0922-baseline|c126-l2|challenger-small|InvGate Asset Management", "prompt": "c126-l2", "model": "challenger-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "InvGate Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose InvGate Asset Management** if you want a strong enterprise option"}, {"id": "mai-20260917-0922-baseline|c126-l2|deepseek-small|ServiceNow IT Asset Management (ITAM)", "prompt": "c126-l2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ServiceNow IT Asset Management (ITAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ServiceNow ITAM** — especially if you value ITAM being tightly woven into ITSM/CMDB"}, {"id": "mai-20260917-0922-baseline|c126-l2|deepseek-small|Ivanti (Asset Management + Endpoint Management)", "prompt": "c126-l2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Ivanti (Asset Management + Endpoint Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong enterprise contender with hardware and software asset management integrated with endpoint management and ITSM."}, {"id": "mai-20260917-0922-baseline|c126-l2|deepseek-small|Lansweeper", "prompt": "c126-l2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best for agentless discovery across large, diverse environments*"}, {"id": "mai-20260917-0922-baseline|c126-l2|deepseek-small|Flexera", "prompt": "c126-l2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Flexera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The leader in **Software Asset Management (SAM)/Software License Optimization**"}, {"id": "mai-20260917-0922-baseline|c126-l2|deepseek-small|BMC Helix", "prompt": "c126-l2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise ITSM + ITAM integration (Discovery Starter Bundle ~$50K+), good if you run BMC."}, {"id": "mai-20260917-0922-baseline|c126-l2|deepseek-small|Device42", "prompt": "c126-l2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Device42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Agentless auto-discovery, CMDB, network mapping, and license management for medium-to-large enterprises."}, {"id": "mai-20260917-0922-baseline|c126-l2|deepseek-small|ManageEngine AssetExplorer / Endpoint Central", "prompt": "c126-l2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ManageEngine AssetExplorer / Endpoint Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A more cost-effective option that scales to large businesses"}, {"id": "mai-20260917-0922-baseline|c126-l2|google-small|ServiceNow ITAM", "prompt": "c126-l2", "model": "google-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Enterprises with an Existing ServiceNow Ecosystem ... is the gold standard"}, {"id": "mai-20260917-0922-baseline|c126-l2|google-small|Flexera One", "prompt": "c126-l2", "model": "google-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Hybrid Cloud, SaaS Management, and Strict Software Audits"}, {"id": "mai-20260917-0922-baseline|c126-l2|google-small|Lansweeper", "prompt": "c126-l2", "model": "google-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Raw, Agentless Hardware & Network Discovery"}, {"id": "mai-20260917-0922-baseline|c126-l2|google-small|Ivanti Neurons for ITAM", "prompt": "c126-l2", "model": "google-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ivanti is highly recommended for B2B enterprises with thousands of remote or hybrid employees"}, {"id": "mai-20260917-0922-baseline|c126-l2|meta-small|ManageEngine AssetExplorer", "prompt": "c126-l2", "model": "meta-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The recommended hardware and software asset inventory tools ... are:\n\n1. ManageEngine AssetExplorer"}, {"id": "mai-20260917-0922-baseline|c126-l2|meta-small|Lansweeper", "prompt": "c126-l2", "model": "meta-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Lansweeper"}, {"id": "mai-20260917-0922-baseline|c126-l2|meta-small|Device42", "prompt": "c126-l2", "model": "meta-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Device42"}, {"id": "mai-20260917-0922-baseline|c126-l2|minimax-small|ServiceNow IT Asset Management", "prompt": "c126-l2", "model": "minimax-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Excellent for large enterprises, handles thousands of assets across multiple sites"}, {"id": "mai-20260917-0922-baseline|c126-l2|minimax-small|IBM Maximo", "prompt": "c126-l2", "model": "minimax-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "IBM Maximo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise-grade solution with strong compliance & risk management"}, {"id": "mai-20260917-0922-baseline|c126-l2|minimax-small|SAP EAM (Enterprise Asset Management)", "prompt": "c126-l2", "model": "minimax-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "SAP EAM (Enterprise Asset Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tier 1 platform ideal for global enterprises"}, {"id": "mai-20260917-0922-baseline|c126-l2|minimax-small|Device42", "prompt": "c126-l2", "model": "minimax-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong on reconciliation-grade ownership reports and traceable infrastructure dependencies"}, {"id": "mai-20260917-0922-baseline|c126-l2|minimax-small|Lansweeper", "prompt": "c126-l2", "model": "minimax-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Continuous inventory across IT, OT, and cloud environments with enterprise discovery capabilities"}, {"id": "mai-20260917-0922-baseline|c126-l2|minimax-small|GLPI", "prompt": "c126-l2", "model": "minimax-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "GLPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Open-source option with inventory plus ticket-linked asset lifecycle tracking"}, {"id": "mai-20260917-0922-baseline|c126-l2|mistral-small|ServiceNow IT Asset Management (ITAM)", "prompt": "c126-l2", "model": "mistral-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ServiceNow IT Asset Management (ITAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow ITAM** is the most comprehensive and scalable solution"}, {"id": "mai-20260917-0922-baseline|c126-l2|mistral-small|OCS Inventory NG", "prompt": "c126-l2", "model": "mistral-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "OCS Inventory NG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For open-source or more budget-conscious options, **OCS Inventory NG** and **PDQ Inventory** are strong contenders."}, {"id": "mai-20260917-0922-baseline|c126-l2|mistral-small|PDQ Inventory", "prompt": "c126-l2", "model": "mistral-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "PDQ Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PDQ Inventory** are strong contenders"}, {"id": "mai-20260917-0922-baseline|c126-l2|mistral-small|Cloudaware", "prompt": "c126-l2", "model": "mistral-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cloudaware** is also worth considering for its governance and integration capabilities."}, {"id": "mai-20260917-0922-baseline|c126-l2|moonshot-small|ServiceNow ITAM", "prompt": "c126-l2", "model": "moonshot-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: ServiceNow ITAM"}, {"id": "mai-20260917-0922-baseline|c126-l2|moonshot-small|Flexera One", "prompt": "c126-l2", "model": "moonshot-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider Flexera One instead if: Software license compliance and optimization is your primary pain point"}, {"id": "mai-20260917-0922-baseline|c126-l2|moonshot-small|Ivanti Neurons for ITAM", "prompt": "c126-l2", "model": "moonshot-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Endpoint-Heavy Environments"}, {"id": "mai-20260917-0922-baseline|c126-l2|moonshot-small|Lansweeper", "prompt": "c126-l2", "model": "moonshot-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Discovery-First Teams"}, {"id": "mai-20260917-0922-baseline|c126-l2|openai-small|ServiceNow IT Asset Management (ITAM)", "prompt": "c126-l2", "model": "openai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ServiceNow IT Asset Management (ITAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **ServiceNow IT Asset Management (ITAM)**"}, {"id": "mai-20260917-0922-baseline|c126-l2|openai-small|Ivanti Neurons for ITAM", "prompt": "c126-l2", "model": "openai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good enterprise ITAM option with centralized inventory and automation"}, {"id": "mai-20260917-0922-baseline|c126-l2|openai-small|Certero for Enterprise ITAM", "prompt": "c126-l2", "model": "openai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Certero for Enterprise ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though implementation can be more complex in large environments"}, {"id": "mai-20260917-0922-baseline|c126-l2|openai-small|Lansweeper", "prompt": "c126-l2", "model": "openai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for discovery and inventory visibility... but it's often chosen more for visibility/discovery than as the deepest end-to-end ITSM/ITAM platform"}, {"id": "mai-20260917-0922-baseline|c126-l2|xai-small|ServiceNow IT Asset Management (ITAM)", "prompt": "c126-l2", "model": "xai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ServiceNow IT Asset Management (ITAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend ServiceNow IT Asset Management (ITAM) as the top choice for comprehensive hardware and software asset inventory."}, {"id": "mai-20260917-0922-baseline|c126-l2|xai-small|Flexera One", "prompt": "c126-l2", "model": "xai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... **Flexera One** (incl. Snow post-acquisition) | Software-heavy SAM, license compliance"}, {"id": "mai-20260917-0922-baseline|c126-l2|xai-small|Lansweeper", "prompt": "c126-l2", "model": "xai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lansweeper** | Quick agentless discovery & inventory across diverse networks"}, {"id": "mai-20260917-0922-baseline|c126-l2|xai-small|Device42", "prompt": "c126-l2", "model": "xai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Device42** | Dependency mapping & CMDB for hybrid infra"}, {"id": "mai-20260917-0922-baseline|c126-l2|zai-small|ServiceNow IT Asset Management (ITAM)", "prompt": "c126-l2", "model": "zai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ServiceNow IT Asset Management (ITAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: ServiceNow IT Asset Management (ITAM)"}, {"id": "mai-20260917-0922-baseline|c126-l2|zai-small|Flexera One", "prompt": "c126-l2", "model": "zai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Flexera One (Best for Software Licensing & Cost Optimization)"}, {"id": "mai-20260917-0922-baseline|c126-l2|zai-small|ManageEngine AssetExplorer", "prompt": "c126-l2", "model": "zai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ManageEngine AssetExplorer (Best for Cost-Effective Scalability)"}, {"id": "mai-20260917-0922-baseline|c126-l2|zai-small|Ivanti Neurons", "prompt": "c126-l2", "model": "zai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Ivanti Neurons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ivanti Neurons (Best for Endpoint Security & Unified Management)"}, {"id": "mai-20260917-0922-baseline|c126-l3|alibaba-small|ServiceNow", "prompt": "c126-l3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Market Leader... widely considered the gold standard for integrating ITAM into the broader service lifecycle."}, {"id": "mai-20260917-0922-baseline|c126-l3|alibaba-small|Flexera", "prompt": "c126-l3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Flexera if your primary pain point is expensive software licenses, vendor audits, and proving compliance."}, {"id": "mai-20260917-0922-baseline|c126-l3|alibaba-small|IBM Cloud Pak for AIOps", "prompt": "c126-l3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "IBM Cloud Pak for AIOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Weakness: Very steep learning curve; the interface is less intuitive than modern competitors"}, {"id": "mai-20260917-0922-baseline|c126-l3|alibaba-small|Snow Software", "prompt": "c126-l3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snow Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Snow if you are a modern, cloud-heavy environment and need software optimization without the complexity"}, {"id": "mai-20260917-0922-baseline|c126-l3|alibaba-small|BMC Helix", "prompt": "c126-l3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "BMC Helix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the main alternative to ServiceNow... Best For: Large enterprises looking for a viable alternative"}, {"id": "mai-20260917-0922-baseline|c126-l3|alibaba-small|Lansweeper", "prompt": "c126-l3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Lansweeper if you simply need to know what exists on your network"}, {"id": "mai-20260917-0922-baseline|c126-l3|anthropic-small|ServiceNow ITAM", "prompt": "c126-l3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow ITAM (best for large enterprises)"}, {"id": "mai-20260917-0922-baseline|c126-l3|anthropic-small|ManageEngine AssetExplorer", "prompt": "c126-l3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ManageEngine AssetExplorer (best for mid-market)"}, {"id": "mai-20260917-0922-baseline|c126-l3|anthropic-small|Flexera One", "prompt": "c126-l3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flexera One (best for license compliance)"}, {"id": "mai-20260917-0922-baseline|c126-l3|anthropic-small|Lansweeper", "prompt": "c126-l3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lansweeper is best for agentless network discovery across large, diverse IT estates"}, {"id": "mai-20260917-0922-baseline|c126-l3|anthropic-small|Ivanti ITAM", "prompt": "c126-l3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ivanti ITAM (best for endpoint environments)"}, {"id": "mai-20260917-0922-baseline|c126-l3|anthropic-small|Agentforce IT Service", "prompt": "c126-l3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Agentforce IT Service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Agentforce IT Service brings asset management and service operations into one place"}, {"id": "mai-20260917-0922-baseline|c126-l3|challenger-small|ServiceNow ITAM", "prompt": "c126-l3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deepest **workflow automation** and strongest fit when ITAM must live inside a broader ServiceNow operating model."}, {"id": "mai-20260917-0922-baseline|c126-l3|challenger-small|Flexera One", "prompt": "c126-l3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Flexera** if software licensing and optimization are the priority."}, {"id": "mai-20260917-0922-baseline|c126-l3|challenger-small|Lansweeper", "prompt": "c126-l3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Lansweeper** or **Device42** if discovery accuracy and infrastructure visibility are the priority."}, {"id": "mai-20260917-0922-baseline|c126-l3|challenger-small|Ivanti ITAM", "prompt": "c126-l3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Ivanti** if you want ITAM plus endpoint control."}, {"id": "mai-20260917-0922-baseline|c126-l3|challenger-small|BMC Helix ITAM", "prompt": "c126-l3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "BMC Helix ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Suited to organizations that need **ITIL-style governance** and tight CMDB alignment."}, {"id": "mai-20260917-0922-baseline|c126-l3|challenger-small|Device42", "prompt": "c126-l3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Focuses on **infrastructure discovery**, dependency mapping, and CMDB enrichment."}, {"id": "mai-20260917-0922-baseline|c126-l3|challenger-small|Snow Software", "prompt": "c126-l3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snow Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for **SaaS and cloud asset governance** rather than just hardware inventory."}, {"id": "mai-20260917-0922-baseline|c126-l3|challenger-small|ManageEngine AssetExplorer", "prompt": "c126-l3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **ManageEngine** or **Freshservice** if you want faster, less expensive deployment."}, {"id": "mai-20260917-0922-baseline|c126-l3|challenger-small|Freshservice", "prompt": "c126-l3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Easier to deploy, with a lighter-weight approach than enterprise platforms like ServiceNow."}, {"id": "mai-20260917-0922-baseline|c126-l3|challenger-small|InvGate / Virima", "prompt": "c126-l3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "InvGate / Virima", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Often positioned as a middle ground: **usability plus enterprise features**, with Virima especially noted for service mapping."}, {"id": "mai-20260917-0922-baseline|c126-l3|challenger-small|Cloudaware", "prompt": "c126-l3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Snow Software** and **Cloudaware** are aimed more at cloud/SaaS visibility and governance"}, {"id": "mai-20260917-0922-baseline|c126-l3|deepseek-small|ServiceNow ITAM", "prompt": "c126-l3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow ITAM — Best for large enterprises already on ServiceNow"}, {"id": "mai-20260917-0922-baseline|c126-l3|deepseek-small|BMC Helix ITAM", "prompt": "c126-l3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "BMC Helix ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BMC Helix ITAM — Large-enterprise alternative to ServiceNow"}, {"id": "mai-20260917-0922-baseline|c126-l3|deepseek-small|Ivanti Neurons for ITAM", "prompt": "c126-l3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "post-2024 security incidents have created caution in enterprises (vet the security posture)"}, {"id": "mai-20260917-0922-baseline|c126-l3|deepseek-small|Flexera One (incl. Snow)", "prompt": "c126-l3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One (incl. Snow)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for software license compliance & SaaS spend"}, {"id": "mai-20260917-0922-baseline|c126-l3|deepseek-small|USU", "prompt": "c126-l3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "USU", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "USU/Certero for deep publisher support"}, {"id": "mai-20260917-0922-baseline|c126-l3|deepseek-small|Certero", "prompt": "c126-l3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Certero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "USU/Certero for deep publisher support"}, {"id": "mai-20260917-0922-baseline|c126-l3|deepseek-small|Lansweeper", "prompt": "c126-l3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best discovery-first inventory"}, {"id": "mai-20260917-0922-baseline|c126-l3|deepseek-small|Device42", "prompt": "c126-l3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best CMDB-centric hybrid infrastructure"}, {"id": "mai-20260917-0922-baseline|c126-l3|deepseek-small|Virima", "prompt": "c126-l3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Virima", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Unified ITAM + CMDB + service mapping"}, {"id": "mai-20260917-0922-baseline|c126-l3|deepseek-small|IBM Maximo", "prompt": "c126-l3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "IBM Maximo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for heavy industry & physical asset lifecycle"}, {"id": "mai-20260917-0922-baseline|c126-l3|deepseek-small|Cloudaware", "prompt": "c126-l3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "cloud-native tools like Flexera/Cloudaware handle ephemeral cloud resources"}, {"id": "mai-20260917-0922-baseline|c126-l3|deepseek-small|ManageEngine", "prompt": "c126-l3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "2–6 weeks (ManageEngine/Ivanti)"}, {"id": "mai-20260917-0922-baseline|c126-l3|google-small|ServiceNow (ITAM + CMDB)", "prompt": "c126-l3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow (ITAM + CMDB)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **ServiceNow** (for maximum scale)"}, {"id": "mai-20260917-0922-baseline|c126-l3|google-small|Atlassian Assets (Jira Service Management)", "prompt": "c126-l3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Atlassian Assets (Jira Service Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Jira Service Management** (for agile/dev-heavy environments)"}, {"id": "mai-20260917-0922-baseline|c126-l3|google-small|Flexera One (Incorporating Snow Software)", "prompt": "c126-l3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One (Incorporating Snow Software)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your main pain point is **losing money on unused SaaS, software audits, or cloud bills**: Choose **Flexera One**."}, {"id": "mai-20260917-0922-baseline|c126-l3|google-small|USU (Formerly Aspera)", "prompt": "c126-l3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "USU (Formerly Aspera)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "USU is a premier, specialist platform focused heavily on complex software license optimization"}, {"id": "mai-20260917-0922-baseline|c126-l3|google-small|Lansweeper", "prompt": "c126-l3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deploy **Lansweeper** to map the terrain first."}, {"id": "mai-20260917-0922-baseline|c126-l3|google-small|Ivanti Neurons for ITAM", "prompt": "c126-l3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: IT departments that want to merge device tracking with endpoint security"}, {"id": "mai-20260917-0922-baseline|c126-l3|meta-small|Cloudaware", "prompt": "c126-l3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade IT asset management platforms include Cloudaware, ServiceNow ITAM, Ivanti"}, {"id": "mai-20260917-0922-baseline|c126-l3|meta-small|ServiceNow ITAM", "prompt": "c126-l3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Cloudaware, ServiceNow ITAM, Ivanti, Asset Panda"}, {"id": "mai-20260917-0922-baseline|c126-l3|meta-small|Ivanti", "prompt": "c126-l3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ServiceNow ITAM, Ivanti, Asset Panda, Flexera"}, {"id": "mai-20260917-0922-baseline|c126-l3|meta-small|Asset Panda", "prompt": "c126-l3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ivanti, Asset Panda, Flexera, Virima ITAM"}, {"id": "mai-20260917-0922-baseline|c126-l3|meta-small|Flexera", "prompt": "c126-l3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Asset Panda, Flexera, Virima ITAM, Lansweeper"}, {"id": "mai-20260917-0922-baseline|c126-l3|meta-small|Virima ITAM", "prompt": "c126-l3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Virima ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Flexera, Virima ITAM, Lansweeper, ManageEngine AssetExplorer"}, {"id": "mai-20260917-0922-baseline|c126-l3|meta-small|Lansweeper", "prompt": "c126-l3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Virima ITAM, Lansweeper, ManageEngine AssetExplorer"}, {"id": "mai-20260917-0922-baseline|c126-l3|meta-small|ManageEngine AssetExplorer", "prompt": "c126-l3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Lansweeper, ManageEngine AssetExplorer, Jira Service Management (Assets)"}, {"id": "mai-20260917-0922-baseline|c126-l3|meta-small|Jira Service Management (Assets)", "prompt": "c126-l3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Jira Service Management (Assets)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Jira Service Management (Assets), Device42, Snipe-IT"}, {"id": "mai-20260917-0922-baseline|c126-l3|meta-small|Device42", "prompt": "c126-l3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Device42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Device42, Snipe-IT, Freshservice"}, {"id": "mai-20260917-0922-baseline|c126-l3|meta-small|Snipe-IT", "prompt": "c126-l3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Snipe-IT, Freshservice, Jamf Pro, and InvGate"}, {"id": "mai-20260917-0922-baseline|c126-l3|meta-small|Freshservice", "prompt": "c126-l3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Freshservice, Jamf Pro, and InvGate"}, {"id": "mai-20260917-0922-baseline|c126-l3|meta-small|Jamf Pro", "prompt": "c126-l3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Jamf Pro, and InvGate"}, {"id": "mai-20260917-0922-baseline|c126-l3|meta-small|InvGate", "prompt": "c126-l3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "InvGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Jamf Pro, and InvGate"}, {"id": "mai-20260917-0922-baseline|c126-l3|minimax-small|ServiceNow IT Asset Management", "prompt": "c126-l3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow leads in enterprise breadth, while Flexera leads in software license depth."}, {"id": "mai-20260917-0922-baseline|c126-l3|minimax-small|Flexera One", "prompt": "c126-l3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ServiceNow leads in enterprise breadth, while Flexera leads in software license depth."}, {"id": "mai-20260917-0922-baseline|c126-l3|minimax-small|BMC Helix Discovery", "prompt": "c126-l3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "BMC Helix Discovery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Foundation for CMDB and infrastructure visibility | **BMC Helix Discovery** or **Device42**"}, {"id": "mai-20260917-0922-baseline|c126-l3|minimax-small|ManageEngine AssetExplorer", "prompt": "c126-l3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-effective mid-market solution | **ManageEngine**"}, {"id": "mai-20260917-0922-baseline|c126-l3|minimax-small|Device42", "prompt": "c126-l3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Infrastructure-heavy organizations needing CMDB and dependency mapping"}, {"id": "mai-20260917-0922-baseline|c126-l3|minimax-small|Asset Panda", "prompt": "c126-l3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mobile-first physical asset tracking | **Asset Panda**"}, {"id": "mai-20260917-0922-baseline|c126-l3|mistral-small|ServiceNow ITAM", "prompt": "c126-l3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow** is best for enterprises wanting ITAM tightly integrated with ITSM."}, {"id": "mai-20260917-0922-baseline|c126-l3|mistral-small|Flexera One ITAM", "prompt": "c126-l3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flexera** excels at software license management and SaaS visibility."}, {"id": "mai-20260917-0922-baseline|c126-l3|mistral-small|IBM Maximo Asset Management", "prompt": "c126-l3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "IBM Maximo Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**IBM Maximo** is the go-to for physical asset-heavy industries."}, {"id": "mai-20260917-0922-baseline|c126-l3|mistral-small|Device42", "prompt": "c126-l3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Device42** is ideal for dependency mapping and infrastructure discovery."}, {"id": "mai-20260917-0922-baseline|c126-l3|mistral-small|Cloudaware", "prompt": "c126-l3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cloudaware** stands out for real-time, API-driven multi-cloud asset management and cost governance."}, {"id": "mai-20260917-0922-baseline|c126-l3|mistral-small|ManageEngine AssetExplorer", "prompt": "c126-l3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "offers a more affordable, full-lifecycle ITAM solution for mid-market to large enterprises"}, {"id": "mai-20260917-0922-baseline|c126-l3|moonshot-small|ServiceNow ITAM", "prompt": "c126-l3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose ServiceNow** if you need enterprise-scale governance and already use their ITSM platform"}, {"id": "mai-20260917-0922-baseline|c126-l3|moonshot-small|Ivanti Neurons for ITAM", "prompt": "c126-l3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Ivanti** if endpoint security and patch management are critical"}, {"id": "mai-20260917-0922-baseline|c126-l3|moonshot-small|Flexera One", "prompt": "c126-l3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Flexera** if software license compliance and SaaS spend optimization are priorities"}, {"id": "mai-20260917-0922-baseline|c126-l3|moonshot-small|BMC Helix ITSM/ITAM", "prompt": "c126-l3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "BMC Helix ITSM/ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Organizations wanting mature ITIL-aligned processes"}, {"id": "mai-20260917-0922-baseline|c126-l3|moonshot-small|Device42", "prompt": "c126-l3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Device42** if you need deep infrastructure discovery and dependency mapping"}, {"id": "mai-20260917-0922-baseline|c126-l3|moonshot-small|Lansweeper", "prompt": "c126-l3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Lansweeper or ManageEngine** if budget and quick deployment are key factors"}, {"id": "mai-20260917-0922-baseline|c126-l3|moonshot-small|ManageEngine AssetExplorer", "prompt": "c126-l3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Mid-market organizations needing affordable full-lifecycle ITAM"}, {"id": "mai-20260917-0922-baseline|c126-l3|moonshot-small|Freshservice", "prompt": "c126-l3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose Freshservice** if you want modern ITSM+ITAM without enterprise complexity"}, {"id": "mai-20260917-0922-baseline|c126-l3|openai-small|ServiceNow IT Asset Management", "prompt": "c126-l3", "model": "openai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best when you want ITAM tightly embedded in a broader enterprise workflow platform."}, {"id": "mai-20260917-0922-baseline|c126-l3|openai-small|Flexera One ITAM", "prompt": "c126-l3", "model": "openai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Flexera** if your hardest problem is software governance, licensing, and cloud/SaaS cost optimization."}, {"id": "mai-20260917-0922-baseline|c126-l3|openai-small|Ivanti Neurons for ITAM", "prompt": "c126-l3", "model": "openai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Ivanti** if you want ITAM plus endpoint management and service workflows in one platform."}, {"id": "mai-20260917-0922-baseline|c126-l3|openai-small|Lansweeper", "prompt": "c126-l3", "model": "openai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Lansweeper** if you need strong discovery and inventory accuracy quickly."}, {"id": "mai-20260917-0922-baseline|c126-l3|openai-small|Device42", "prompt": "c126-l3", "model": "openai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Device42** if you need deep infrastructure mapping and data-center visibility."}, {"id": "mai-20260917-0922-baseline|c126-l3|xai-small|ServiceNow ITAM", "prompt": "c126-l3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ITSM integration → ServiceNow; SAM audits → Flexera; budget discovery → Lansweeper/ManageEngine"}, {"id": "mai-20260917-0922-baseline|c126-l3|xai-small|Flexera One", "prompt": "c126-l3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Flexera post-Snow acquisition leads in hybrid (on-prem/cloud/SaaS) visibility"}, {"id": "mai-20260917-0922-baseline|c126-l3|xai-small|Device42", "prompt": "c126-l3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Agentless discovery, auto-mapping of apps/infra, strong for data centers/cloud"}, {"id": "mai-20260917-0922-baseline|c126-l3|xai-small|ManageEngine AssetExplorer", "prompt": "c126-l3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-to-large orgs needing affordable full-lifecycle ITAM"}, {"id": "mai-20260917-0922-baseline|c126-l3|xai-small|Lansweeper", "prompt": "c126-l3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "budget discovery → Lansweeper/ManageEngine"}, {"id": "mai-20260917-0922-baseline|c126-l3|xai-small|Ivanti Neurons for ITAM", "prompt": "c126-l3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Endpoint-heavy with security/patching"}, {"id": "mai-20260917-0922-baseline|c126-l3|xai-small|BMC Helix ITAM", "prompt": "c126-l3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "BMC Helix ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprises in BMC ITSM ecosystem"}, {"id": "mai-20260917-0922-baseline|c126-l3|xai-small|IBM Maximo", "prompt": "c126-l3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "IBM Maximo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BMC Helix ITAM, and IBM Maximo"}, {"id": "mai-20260917-0922-baseline|c126-l3|zai-small|ServiceNow ITAM", "prompt": "c126-l3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Large enterprises already on the ServiceNow platform who need a single pane of glass for ITSM, CMDB, and ITAM."}, {"id": "mai-20260917-0922-baseline|c126-l3|zai-small|ManageEngine AssetExplorer", "prompt": "c126-l3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Mid‑market and growing enterprises that want a full‑featured ITAM solution at a reasonable price point."}, {"id": "mai-20260917-0922-baseline|c126-l3|zai-small|Flexera One", "prompt": "c126-l3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the strongest choice if your primary pain point is software spend, license compliance, and cloud‑cost optimization"}, {"id": "mai-20260917-0922-baseline|c126-l3|zai-small|Lansweeper", "prompt": "c126-l3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Speed & Simplicity** – the fastest way to get a comprehensive inventory view across heterogeneous environments."}, {"id": "mai-20260917-0922-baseline|c126-l3|zai-small|Firstbase", "prompt": "c126-l3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Firstbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Built‑in Global Logistics** – unique in combining ITAM with end‑to‑end hardware lifecycle management."}, {"id": "mai-20260917-0922-baseline|c126-l3|zai-small|Zluri", "prompt": "c126-l3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Zluri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SaaS‑centric FinOps** – the go‑to tool if most of your “assets” are software subscriptions."}, {"id": "mai-20260917-0922-baseline|c126-l3|zai-small|Teqtivity", "prompt": "c126-l3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Teqtivity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Workflow Flexibility & Remote‑Work Focus**"}, {"id": "mai-20260917-0922-baseline|c126-l3|zai-small|SolarWinds Service Desk + Asset Management", "prompt": "c126-l3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "SolarWinds Service Desk + Asset Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**ITSM‑Centric ITAM** – if you already use SolarWinds for help desk, this gives you asset tracking without a separate platform."}, {"id": "mai-20260917-0922-baseline|c126-l3|zai-small|Reftab", "prompt": "c126-l3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Reftab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Small‑to‑mid‑size teams that need a **mobile‑first, easy‑to‑use asset manager**"}, {"id": "mai-20260917-0922-baseline|c126-l3|zai-small|Spiceworks (Free Edition)", "prompt": "c126-l3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Spiceworks (Free Edition)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** Very small teams that want **basic inventory + help‑desk integration for free.**"}, {"id": "mai-20260917-0922-baseline|c126-l3|zai-small|IBM Maximo", "prompt": "c126-l3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "IBM Maximo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "the go‑to choice for industries where assets are machines, not just computers"}, {"id": "mai-20260917-0922-baseline|c126-l3|zai-small|Freshservice ITAM", "prompt": "c126-l3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Best for:** Mid‑market organizations that want **ITSM + ITAM in a SaaS platform** with AI‑assisted workflows."}, {"id": "mai-20260917-0922-baseline|c126-l3|zai-small|HaloITSM", "prompt": "c126-l3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "HaloITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "a solid mid‑market alternative to ServiceNow"}, {"id": "mai-20260917-0922-baseline|c126-l3|zai-small|Ivanti ITSM Enterprise", "prompt": "c126-l3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti ITSM Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Best for:** Enterprises that need **cross‑functional service management (IT, HR, facilities) + ITAM**."}, {"id": "mai-20260917-0922-baseline|c126-l3|zai-small|Jira Service Management (JSM) + ITAM Add‑Ons", "prompt": "c126-l3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Jira Service Management (JSM) + ITAM Add‑Ons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Best for:** Teams already in the Atlassian ecosystem who want **ticket‑centric ITAM**."}, {"id": "mai-20260917-0922-baseline|c126-l4|alibaba-small|Snow Software", "prompt": "c126-l4", "model": "alibaba-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snow Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the investment to pay for itself: Choose **Snow Software**"}, {"id": "mai-20260917-0922-baseline|c126-l4|alibaba-small|Flexera One", "prompt": "c126-l4", "model": "alibaba-small", "cat": "it-asset-management", "variant": "budget", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Flexera is the heavyweight champion of enterprise ITAM."}, {"id": "mai-20260917-0922-baseline|c126-l4|alibaba-small|ManageEngine AssetExplorer", "prompt": "c126-l4", "model": "alibaba-small", "cat": "it-asset-management", "variant": "budget", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a hard CapEx limit (Capital Expenditure): Choose **ManageEngine AssetExplorer**"}, {"id": "mai-20260917-0922-baseline|c126-l4|alibaba-small|Ivanti Neurons for ITAM", "prompt": "c126-l4", "model": "alibaba-small", "cat": "it-asset-management", "variant": "budget", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you prioritize ease of implementation: Choose **Ivanti**"}, {"id": "mai-20260917-0922-baseline|c126-l4|alibaba-small|ServiceNow", "prompt": "c126-l4", "model": "alibaba-small", "cat": "it-asset-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While ServiceNow allows you to build anything, it requires expensive consultants to set up."}, {"id": "mai-20260917-0922-baseline|c126-l4|alibaba-small|BMC", "prompt": "c126-l4", "model": "alibaba-small", "cat": "it-asset-management", "variant": "budget", "raw": "BMC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a more agile alternative to the giants like ServiceNow and BMC"}, {"id": "mai-20260917-0922-baseline|c126-l4|anthropic-small|Asset Panda", "prompt": "c126-l4", "model": "anthropic-small", "cat": "it-asset-management", "variant": "budget", "raw": "Asset Panda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Asset Panda offers asset-based pricing with unlimited users, which removes the typical growth penalty of user-based pricing"}, {"id": "mai-20260917-0922-baseline|c126-l4|anthropic-small|EZO AssetSonar", "prompt": "c126-l4", "model": "anthropic-small", "cat": "it-asset-management", "variant": "budget", "raw": "EZO AssetSonar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ITAM plan starts at $0.75 per asset per month ... with volume discounts applying above 1,000 assets"}, {"id": "mai-20260917-0922-baseline|c126-l4|anthropic-small|InvGate Asset Management", "prompt": "c126-l4", "model": "anthropic-small", "cat": "it-asset-management", "variant": "budget", "raw": "InvGate Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "its fixed-price entry tier makes budgeting predictable"}, {"id": "mai-20260917-0922-baseline|c126-l4|anthropic-small|ServiceNow IT Asset Management", "prompt": "c126-l4", "model": "anthropic-small", "cat": "it-asset-management", "variant": "budget", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "total cost of ownership can reach six figures annually for a mid-sized deployment"}, {"id": "mai-20260917-0922-baseline|c126-l4|anthropic-small|Flexera One", "prompt": "c126-l4", "model": "anthropic-small", "cat": "it-asset-management", "variant": "budget", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "enterprise-grade ITAM and FinOps platform that helps large organizations unify visibility and governance"}, {"id": "mai-20260917-0922-baseline|c126-l4|challenger-small|Microsoft Intune", "prompt": "c126-l4", "model": "challenger-small", "cat": "it-asset-management", "variant": "budget", "raw": "Microsoft Intune", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Microsoft Intune** if you want the most predictable licensing model"}, {"id": "mai-20260917-0922-baseline|c126-l4|challenger-small|ServiceNow ITAM", "prompt": "c126-l4", "model": "challenger-small", "cat": "it-asset-management", "variant": "budget", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "note that it is **expensive**, **complex to implement**, and often priced at a premium per fulfiller plus add-ons"}, {"id": "mai-20260917-0922-baseline|c126-l4|deepseek-small|ServiceNow", "prompt": "c126-l4", "model": "deepseek-small", "cat": "it-asset-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Very expensive with thousands of users ... cost scales with seats; 3–6 month implementation"}, {"id": "mai-20260917-0922-baseline|c126-l4|deepseek-small|Lansweeper", "prompt": "c126-l4", "model": "deepseek-small", "cat": "it-asset-management", "variant": "budget", "raw": "Lansweeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Lansweeper if you want a true enterprise platform whose cost scales predictably with your asset count"}, {"id": "mai-20260917-0922-baseline|c126-l4|deepseek-small|NinjaOne", "prompt": "c126-l4", "model": "deepseek-small", "cat": "it-asset-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Per-device / per-asset pricing** (Lansweeper, NinjaOne, PDQ)"}, {"id": "mai-20260917-0922-baseline|c126-l4|deepseek-small|PDQ", "prompt": "c126-l4", "model": "deepseek-small", "cat": "it-asset-management", "variant": "budget", "raw": "PDQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Per-device / per-asset pricing** (Lansweeper, NinjaOne, PDQ)"}, {"id": "mai-20260917-0922-baseline|c126-l4|deepseek-small|AssetTiger", "prompt": "c126-l4", "model": "deepseek-small", "cat": "it-asset-management", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More oriented to schools/SMBs than large enterprise scale"}, {"id": "mai-20260917-0922-baseline|c126-l4|deepseek-small|Snipe-IT", "prompt": "c126-l4", "model": "deepseek-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "total cost of ownership is less predictable"}, {"id": "mai-20260917-0922-baseline|c126-l4|deepseek-small|Flexera One", "prompt": "c126-l4", "model": "deepseek-small", "cat": "it-asset-management", "variant": "budget", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for software license optimization (SAM) and cloud cost"}, {"id": "mai-20260917-0922-baseline|c126-l4|deepseek-small|ManageEngine AssetExplorer", "prompt": "c126-l4", "model": "deepseek-small", "cat": "it-asset-management", "variant": "budget", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "affordable, but less suited to very large multi-site estates"}, {"id": "mai-20260917-0922-baseline|c126-l4|google-small|BlueTally", "prompt": "c126-l4", "model": "google-small", "cat": "it-asset-management", "variant": "budget", "raw": "BlueTally", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want an enterprise-grade cloud ITAM with zero variable licensing costs, **BlueTally** is a top choice."}, {"id": "mai-20260917-0922-baseline|c126-l4|google-small|Snipe-IT", "prompt": "c126-l4", "model": "google-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Snipe-IT** is the industry standard"}, {"id": "mai-20260917-0922-baseline|c126-l4|google-small|Asset Panda", "prompt": "c126-l4", "model": "google-small", "cat": "it-asset-management", "variant": "budget", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Asset Panda** is the industry go-to"}, {"id": "mai-20260917-0922-baseline|c126-l4|google-small|TeamDynamix", "prompt": "c126-l4", "model": "google-small", "cat": "it-asset-management", "variant": "budget", "raw": "TeamDynamix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TeamDynamix** is the leading alternative to complex tools like ServiceNow"}, {"id": "mai-20260917-0922-baseline|c126-l4|google-small|InvGate Asset Management", "prompt": "c126-l4", "model": "google-small", "cat": "it-asset-management", "variant": "budget", "raw": "InvGate Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**InvGate** is a strong fit"}, {"id": "mai-20260917-0922-baseline|c126-l4|google-small|ServiceNow", "prompt": "c126-l4", "model": "google-small", "cat": "it-asset-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "its pricing is notoriously unpredictable"}, {"id": "mai-20260917-0922-baseline|c126-l4|google-small|Jira Service Management (Atlassian)", "prompt": "c126-l4", "model": "google-small", "cat": "it-asset-management", "variant": "budget", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "JSM's monthly invoice can fluctuate significantly depending on asset API calls and automation volume"}, {"id": "mai-20260917-0922-baseline|c126-l4|meta-small|Virima", "prompt": "c126-l4", "model": "meta-small", "cat": "it-asset-management", "variant": "budget", "raw": "Virima", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Virima - Offers a unified ITAM, CMDB, and service mapping for hybrid IT, with pricing starting at around $15,000 per year."}, {"id": "mai-20260917-0922-baseline|c126-l4|meta-small|ServiceNow ITAM", "prompt": "c126-l4", "model": "meta-small", "cat": "it-asset-management", "variant": "budget", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Suitable for large enterprises with mature ITSM on ServiceNow, with pricing starting at around $100-$200 per fulfiller per month"}, {"id": "mai-20260917-0922-baseline|c126-l4|meta-small|Asset Panda", "prompt": "c126-l4", "model": "meta-small", "cat": "it-asset-management", "variant": "budget", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers asset-based pricing with unlimited users, making it a highly scalable choice"}, {"id": "mai-20260917-0922-baseline|c126-l4|minimax-small|SolarWinds Service Desk", "prompt": "c126-l4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **SolarWinds Service Desk** ... **Best for**: Large enterprises wanting ITSM + ITAM in one platform with cost certainty"}, {"id": "mai-20260917-0922-baseline|c126-l4|minimax-small|Asset Panda", "prompt": "c126-l4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Annual subscription with **unlimited users** on most tiers"}, {"id": "mai-20260917-0922-baseline|c126-l4|minimax-small|BlueTally", "prompt": "c126-l4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "BlueTally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fixed monthly/annual fee regardless of growth"}, {"id": "mai-20260917-0922-baseline|c126-l4|minimax-small|Snipe-IT (Self-Hosted)", "prompt": "c126-l4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT (Self-Hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free self-hosted option with **unlimited users and assets**"}, {"id": "mai-20260917-0922-baseline|c126-l4|minimax-small|ServiceNow", "prompt": "c126-l4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most vendors (ServiceNow, Ivanti, Flexera) use per-user or per-asset models that scale with growth"}, {"id": "mai-20260917-0922-baseline|c126-l4|minimax-small|Ivanti", "prompt": "c126-l4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Most vendors (ServiceNow, Ivanti, Flexera) use per-user or per-asset models that scale with growth"}, {"id": "mai-20260917-0922-baseline|c126-l4|minimax-small|Flexera", "prompt": "c126-l4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "Flexera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Most vendors (ServiceNow, Ivanti, Flexera) use per-user or per-asset models that scale with growth"}, {"id": "mai-20260917-0922-baseline|c126-l4|mistral-small|ServiceNow ITAM", "prompt": "c126-l4", "model": "mistral-small", "cat": "it-asset-management", "variant": "budget", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow ITAM** stands out as the best choice"}, {"id": "mai-20260917-0922-baseline|c126-l4|mistral-small|Virima", "prompt": "c126-l4", "model": "mistral-small", "cat": "it-asset-management", "variant": "budget", "raw": "Virima", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Other options like Virima and Ivanti are also enterprise-ready but may not offer the same level of integration or transparent pricing"}, {"id": "mai-20260917-0922-baseline|c126-l4|mistral-small|Ivanti", "prompt": "c126-l4", "model": "mistral-small", "cat": "it-asset-management", "variant": "budget", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Other options like Virima and Ivanti are also enterprise-ready but may not offer the same level of integration or transparent pricing"}, {"id": "mai-20260917-0922-baseline|c126-l4|moonshot-small|ManageEngine AssetExplorer", "prompt": "c126-l4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Choice: ManageEngine AssetExplorer"}, {"id": "mai-20260917-0922-baseline|c126-l4|moonshot-small|ServiceNow ITAM", "prompt": "c126-l4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid**: Per-user pricing models (like ServiceNow's base ITSM) for thousands of users, as costs become unpredictable"}, {"id": "mai-20260917-0922-baseline|c126-l4|moonshot-small|Lansweeper Enterprise", "prompt": "c126-l4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "Lansweeper Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: Lansweeper Enterprise (if discovery accuracy is critical)"}, {"id": "mai-20260917-0922-baseline|c126-l4|moonshot-small|Flexera One", "prompt": "c126-l4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "Flexera One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for Software Asset Management + Cost Governance ... pricing is custom"}, {"id": "mai-20260917-0922-baseline|c126-l4|moonshot-small|Oomnitza", "prompt": "c126-l4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "Oomnitza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Oomnitza** | Per-asset + modules | Moderate | Configurable workflows |"}, {"id": "mai-20260917-0922-baseline|c126-l4|openai-small|ServiceNow IT Asset Management", "prompt": "c126-l4", "model": "openai-small", "cat": "it-asset-management", "variant": "budget", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise platform:** **ServiceNow ITAM**"}, {"id": "mai-20260917-0922-baseline|c126-l4|openai-small|Flexera One", "prompt": "c126-l4", "model": "openai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Flexera One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Flexera One** if your top priority is **software/license optimization and cost control**"}, {"id": "mai-20260917-0922-baseline|c126-l4|openai-small|Certero for Enterprise ITAM", "prompt": "c126-l4", "model": "openai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Certero for Enterprise ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want broad hardware/software/SaaS/cloud visibility and endpoint-based pricing"}, {"id": "mai-20260917-0922-baseline|c126-l4|openai-small|iMaint", "prompt": "c126-l4", "model": "openai-small", "cat": "it-asset-management", "variant": "budget", "raw": "iMaint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "those are often better suited to mid-market than very large enterprises. For example, G2 lists **iMaint** cloud pricing"}, {"id": "mai-20260917-0922-baseline|c126-l4|xai-small|ServiceNow IT Asset Management (ITAM)", "prompt": "c126-l4", "model": "xai-small", "cat": "it-asset-management", "variant": "budget", "raw": "ServiceNow IT Asset Management (ITAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow IT Asset Management (ITAM) stands out as the top enterprise choice"}, {"id": "mai-20260917-0922-baseline|c126-l4|xai-small|ManageEngine AssetExplorer", "prompt": "c126-l4", "model": "xai-small", "cat": "it-asset-management", "variant": "budget", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly predictable; starts $955 (250 assets). Good for 1K–50K assets, but lighter on advanced SAM/cloud."}, {"id": "mai-20260917-0922-baseline|c126-l4|xai-small|Lansweeper", "prompt": "c126-l4", "model": "xai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Scales predictably; free for <100 assets. Strong for visibility, but less full ITSM."}, {"id": "mai-20260917-0922-baseline|c126-l4|xai-small|Flexera One (incl. Snow)", "prompt": "c126-l4", "model": "xai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Flexera One (incl. Snow)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Less predictable (usage-tied); elite for SAM but quotes vary."}, {"id": "mai-20260917-0922-baseline|c126-l4|xai-small|Ivanti", "prompt": "c126-l4", "model": "xai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Per-user pricing (ServiceNow/Ivanti ~$80+/user/mo) caps at IT team size"}, {"id": "mai-20260917-0922-baseline|c126-l4|zai-small|ServiceNow IT Asset Management", "prompt": "c126-l4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most reliable choice is **ServiceNow IT Asset Management**"}, {"id": "mai-20260917-0922-baseline|c126-l4|zai-small|ManageEngine AssetExplorer", "prompt": "c126-l4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you don't already have a ServiceNow investment, **ManageEngine AssetExplorer** or **NinjaOne IT Asset Management** offer per-asset or per-device pricing"}, {"id": "mai-20260917-0922-baseline|c126-l4|zai-small|NinjaOne IT Asset Management", "prompt": "c126-l4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "NinjaOne IT Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NinjaOne IT Asset Management** offer per-asset or per-device pricing that scales cleanly and is easier to budget for"}, {"id": "mai-20260917-0922-baseline|c126-l4|zai-small|Flexera One", "prompt": "c126-l4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Flexera One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Custom quote ... pricing is vendor-negotiated and can vary widely."}, {"id": "mai-20260917-0922-baseline|c126-l4|zai-small|Lansweeper", "prompt": "c126-l4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Clear monthly subscription, but may require add-ons for deeper lifecycle features."}, {"id": "mai-20260917-0922-baseline|c126-l4|zai-small|Ivanti ITAM", "prompt": "c126-l4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Ivanti ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Per-user pricing is predictable, but the full suite may have additional modules and implementation costs."}, {"id": "mai-20260917-0922-baseline|c126-l4|zai-small|Infraon Assets", "prompt": "c126-l4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Infraon Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Per-asset pricing is straightforward; best for organizations that want ITAM plus basic service workflows."}, {"id": "mai-20260917-0922-baseline|c126-l5|alibaba-small|ServiceNow ITAM", "prompt": "c126-l5", "model": "alibaba-small", "cat": "it-asset-management", "variant": "scale", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company is already on the ServiceNow ITSM stack, this is often the default choice due to native integration."}, {"id": "mai-20260917-0922-baseline|c126-l5|alibaba-small|Flexera One", "prompt": "c126-l5", "model": "alibaba-small", "cat": "it-asset-management", "variant": "scale", "raw": "Flexera One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The industry leader if your biggest pain point is **Software License Management (SAM)**."}, {"id": "mai-20260917-0922-baseline|c126-l5|alibaba-small|Ivanti Neurons for ITAM", "prompt": "c126-l5", "model": "alibaba-small", "cat": "it-asset-management", "variant": "scale", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong alternative to Flexera, particularly if you need tighter integration with Endpoint Manager"}, {"id": "mai-20260917-0922-baseline|c126-l5|alibaba-small|Device42", "prompt": "c126-l5", "model": "alibaba-small", "cat": "it-asset-management", "variant": "scale", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for **\"Agentless\" Discovery**"}, {"id": "mai-20260917-0922-baseline|c126-l5|alibaba-small|Lansweeper", "prompt": "c126-l5", "model": "alibaba-small", "cat": "it-asset-management", "variant": "scale", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for having one of the most accurate auto-discovery engines for mixed environments"}, {"id": "mai-20260917-0922-baseline|c126-l5|challenger-small|ServiceNow", "prompt": "c126-l5", "model": "challenger-small", "cat": "it-asset-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ServiceNow explicitly uses SSO integrations to **view software usage**, **track user login data**, and **reclaim unused licenses**.[1][4][8][16][18]"}, {"id": "mai-20260917-0922-baseline|c126-l5|deepseek-small|ServiceNow", "prompt": "c126-l5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you tell me which vendors you're currently considering (e.g., ServiceNow, Flexera, Snow, Lansweeper, AssetSonar, InvGate, etc.)"}, {"id": "mai-20260917-0922-baseline|c126-l5|deepseek-small|Flexera", "prompt": "c126-l5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "Flexera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., ServiceNow, Flexera, Snow, Lansweeper, AssetSonar, InvGate, etc.)"}, {"id": "mai-20260917-0922-baseline|c126-l5|deepseek-small|Snow", "prompt": "c126-l5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "Snow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., ServiceNow, Flexera, Snow, Lansweeper, AssetSonar, InvGate, etc.)"}, {"id": "mai-20260917-0922-baseline|c126-l5|deepseek-small|Lansweeper", "prompt": "c126-l5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., ServiceNow, Flexera, Snow, Lansweeper, AssetSonar, InvGate, etc.)"}, {"id": "mai-20260917-0922-baseline|c126-l5|deepseek-small|AssetSonar", "prompt": "c126-l5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "AssetSonar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(e.g., ServiceNow, Flexera, Snow, Lansweeper, AssetSonar, InvGate, etc.)"}, {"id": "mai-20260917-0922-baseline|c126-l5|deepseek-small|InvGate", "prompt": "c126-l5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "InvGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(e.g., ServiceNow, Flexera, Snow, Lansweeper, AssetSonar, InvGate, etc.)"}, {"id": "mai-20260917-0922-baseline|c126-l5|google-small|ServiceNow ITAM", "prompt": "c126-l5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cons: Exceptionally expensive, complex to deploy, often requires expensive external consultants to implement."}, {"id": "mai-20260917-0922-baseline|c126-l5|google-small|Oomnitza", "prompt": "c126-l5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "Oomnitza", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for: Modern enterprise IT asset lifecycle automation... Strong SOC 2 and enterprise integrations."}, {"id": "mai-20260917-0922-baseline|c126-l5|google-small|Atlassian Assets", "prompt": "c126-l5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "Atlassian Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Teams heavily invested in the Jira/Atlassian ecosystem."}, {"id": "mai-20260917-0922-baseline|c126-l5|google-small|Flexera / Snow Software", "prompt": "c126-l5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "Flexera / Snow Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Massive Software Asset Management (SAM) compliance and audit defense"}, {"id": "mai-20260917-0922-baseline|c126-l5|google-small|Axonius", "prompt": "c126-l5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "Axonius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Security-first organizations."}, {"id": "mai-20260917-0922-baseline|c126-l5|meta-small|Oomnitza", "prompt": "c126-l5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "Oomnitza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some potential IT asset management platforms to consider are: 1. **Oomnitza**: Offers comprehensive hardware IT asset management, SOC 2 certification, and SSO & MFA support."}, {"id": "mai-20260917-0922-baseline|c126-l5|meta-small|ZenAdmin", "prompt": "c126-l5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "ZenAdmin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides a unified platform for managing hardware, software, and SaaS/IAM assets, with ISO 27001 and SOC 2 certification."}, {"id": "mai-20260917-0922-baseline|c126-l5|meta-small|Cheqroom", "prompt": "c126-l5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "Cheqroom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers enterprise-grade readiness, SSO integration, and SOC 2 Type II-verified security standards."}, {"id": "mai-20260917-0922-baseline|c126-l5|meta-small|NinjaOne", "prompt": "c126-l5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A unified IT operations platform that is FedRAMP Moderate Authorized and SOC 2 Type II and Type III compliant."}, {"id": "mai-20260917-0922-baseline|c126-l5|minimax-small|ServiceNow ITAM", "prompt": "c126-l5", "model": "minimax-small", "cat": "it-asset-management", "variant": "scale", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**ServiceNow ITAM** | Best if you already use ServiceNow ITSM; strong procurement integration; enterprise-scale"}, {"id": "mai-20260917-0922-baseline|c126-l5|minimax-small|Flexera One", "prompt": "c126-l5", "model": "minimax-small", "cat": "it-asset-management", "variant": "scale", "raw": "Flexera One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Flexera One** | Strong SOC 2/ISO 27001 certifications; excellent SAM"}, {"id": "mai-20260917-0922-baseline|c126-l5|minimax-small|Lansweeper", "prompt": "c126-l5", "model": "minimax-small", "cat": "it-asset-management", "variant": "scale", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Lansweeper** | Discovery-first approach; good value; strong inventory capabilities"}, {"id": "mai-20260917-0922-baseline|c126-l5|minimax-small|Ivanti ITAM", "prompt": "c126-l5", "model": "minimax-small", "cat": "it-asset-management", "variant": "scale", "raw": "Ivanti ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Ivanti ITAM** | Good endpoint integration; patch management synergy"}, {"id": "mai-20260917-0922-baseline|c126-l5|minimax-small|Device42", "prompt": "c126-l5", "model": "minimax-small", "cat": "it-asset-management", "variant": "scale", "raw": "Device42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Device42** | Strong CMDB-centric organizations; good discovery"}, {"id": "mai-20260917-0922-baseline|c126-l5|mistral-small|ServiceNow ITAM", "prompt": "c126-l5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow ITAM** (if you already use ServiceNow)"}, {"id": "mai-20260917-0922-baseline|c126-l5|mistral-small|BMC Helix ITSM + Asset Mgmt", "prompt": "c126-l5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "BMC Helix ITSM + Asset Mgmt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BMC Helix ITSM + Asset Mgmt**"}, {"id": "mai-20260917-0922-baseline|c126-l5|mistral-small|Ivanti IT Asset Management", "prompt": "c126-l5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "Ivanti IT Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ivanti IT Asset Management**"}, {"id": "mai-20260917-0922-baseline|c126-l5|mistral-small|Flexera (FlexNet Manager + IT Visibility)", "prompt": "c126-l5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "Flexera (FlexNet Manager + IT Visibility)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Flexera (FlexNet Manager + IT Visibility)**"}, {"id": "mai-20260917-0922-baseline|c126-l5|mistral-small|Snow Software", "prompt": "c126-l5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "Snow Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Snow Software** (strong in software asset management)"}, {"id": "mai-20260917-0922-baseline|c126-l5|mistral-small|Certero", "prompt": "c126-l5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "Certero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Certero** (SaaS/Hybrid ITAM)"}, {"id": "mai-20260917-0922-baseline|c126-l5|mistral-small|Lansweeper", "prompt": "c126-l5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Lansweeper** (agentless discovery, strong hardware/software tracking)"}, {"id": "mai-20260917-0922-baseline|c126-l5|mistral-small|Snipe-IT", "prompt": "c126-l5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "Snipe-IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Snipe-IT** (open-source, but may lack enterprise features)"}, {"id": "mai-20260917-0922-baseline|c126-l5|moonshot-small|ServiceNow ITAM", "prompt": "c126-l5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow** if you already use the Now Platform and need deep ITSM/CMDB integration."}, {"id": "mai-20260917-0922-baseline|c126-l5|moonshot-small|Flexera One", "prompt": "c126-l5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "Flexera One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Oomnitza or Flexera One** if you need strong compliance posture + procurement governance without full ITSM complexity."}, {"id": "mai-20260917-0922-baseline|c126-l5|moonshot-small|Oomnitza", "prompt": "c126-l5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "Oomnitza", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Oomnitza or Flexera One** if you need strong compliance posture + procurement governance"}, {"id": "mai-20260917-0922-baseline|c126-l5|moonshot-small|Lansweeper", "prompt": "c126-l5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lansweeper** (paired with a procurement workflow tool...) if network discovery and hybrid asset visibility are your primary gaps."}, {"id": "mai-20260917-0922-baseline|c126-l5|moonshot-small|ZenAdmin", "prompt": "c126-l5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "ZenAdmin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Newer lifecycle management tools that combine hardware logistics, SaaS management, and MDM."}, {"id": "mai-20260917-0922-baseline|c126-l5|moonshot-small|Workwize", "prompt": "c126-l5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "Workwize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ZenAdmin / Workwize / Deel IT: Newer lifecycle management tools"}, {"id": "mai-20260917-0922-baseline|c126-l5|moonshot-small|Deel IT", "prompt": "c126-l5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "Deel IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for globally distributed teams."}, {"id": "mai-20260917-0922-baseline|c126-l5|moonshot-small|Asset Panda", "prompt": "c126-l5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Highly configurable workflows and mobile operations."}, {"id": "mai-20260917-0922-baseline|c126-l5|moonshot-small|Snipe-IT", "prompt": "c126-l5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "Snipe-IT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Not recommended** at your scale unless heavily customized"}, {"id": "mai-20260917-0922-baseline|c126-l5|xai-small|Cloudaware", "prompt": "c126-l5", "model": "xai-small", "cat": "it-asset-management", "variant": "scale", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top vendors like Cloudaware, InvGate, Snipe-IT, and Virima often highlight SOC 2 Type II"}, {"id": "mai-20260917-0922-baseline|c126-l5|xai-small|InvGate", "prompt": "c126-l5", "model": "xai-small", "cat": "it-asset-management", "variant": "scale", "raw": "InvGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top vendors like Cloudaware, InvGate, Snipe-IT, and Virima"}, {"id": "mai-20260917-0922-baseline|c126-l5|xai-small|Snipe-IT", "prompt": "c126-l5", "model": "xai-small", "cat": "it-asset-management", "variant": "scale", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top vendors like Cloudaware, InvGate, Snipe-IT, and Virima"}, {"id": "mai-20260917-0922-baseline|c126-l5|xai-small|Virima", "prompt": "c126-l5", "model": "xai-small", "cat": "it-asset-management", "variant": "scale", "raw": "Virima", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top vendors like Cloudaware, InvGate, Snipe-IT, and Virima"}, {"id": "mai-20260917-0922-baseline|c126-l5|xai-small|RemoAsset", "prompt": "c126-l5", "model": "xai-small", "cat": "it-asset-management", "variant": "scale", "raw": "RemoAsset", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Cloudaware for cloud-heavy, RemoAsset for global procurement"}, {"id": "mai-20260917-0922-baseline|c126-l6|alibaba-small|ServiceNow", "prompt": "c126-l6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Powerful but **dangerous** if you are not already a ServiceNow shop."}, {"id": "mai-20260917-0922-baseline|c126-l6|alibaba-small|Flexera", "prompt": "c126-l6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "Flexera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top-tier platforms like ServiceNow and Flexera are industry standards"}, {"id": "mai-20260917-0922-baseline|c126-l6|alibaba-small|CA Spectrum", "prompt": "c126-l6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "CA Spectrum", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "older versions of **CA Spectrum** ... **Why to Avoid:** These tools excel at detecting *if* a device is on, but they lack the depth"}, {"id": "mai-20260917-0922-baseline|c126-l6|alibaba-small|SolarWinds", "prompt": "c126-l6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "basic **SolarWinds** modules ... as their primary ITAM solution. **Why to Avoid:**"}, {"id": "mai-20260917-0922-baseline|c126-l6|alibaba-small|Excel", "prompt": "c126-l6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Spreadsheet-Based Tracking (Excel/Airtable) ... it is the most common reason large enterprises fail."}, {"id": "mai-20260917-0922-baseline|c126-l6|alibaba-small|Airtable", "prompt": "c126-l6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "Airtable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Spreadsheet-Based Tracking (Excel/Airtable)"}, {"id": "mai-20260917-0922-baseline|c126-l6|alibaba-small|BMC Helix / Remedy", "prompt": "c126-l6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "BMC Helix / Remedy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Robust backend, but plagued by **User Experience (UX) and Maintenance** issues."}, {"id": "mai-20260917-0922-baseline|c126-l6|alibaba-small|Snow License Manager (SLM)", "prompt": "c126-l6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snow License Manager (SLM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Excellent for pure SAM, but limited for broader lifecycle management."}, {"id": "mai-20260917-0922-baseline|c126-l6|alibaba-small|Snipe-IT", "prompt": "c126-l6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "as seamlessly as a unified suite like Flexera or Snipe-IT"}, {"id": "mai-20260917-0922-baseline|c126-l6|anthropic-small|ServiceNow", "prompt": "c126-l6", "model": "anthropic-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "may be costly, and the platform can require significant time and effort to implement"}, {"id": "mai-20260917-0922-baseline|c126-l6|anthropic-small|SolarWinds Service Desk", "prompt": "c126-l6", "model": "anthropic-small", "cat": "it-asset-management", "variant": "negative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Larger organizations may hit structural limits compared to more enterprise-focused ITSM/ITAM platforms"}, {"id": "mai-20260917-0922-baseline|c126-l6|anthropic-small|Ivanti", "prompt": "c126-l6", "model": "anthropic-small", "cat": "it-asset-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The interface can feel somewhat dated and might not be as intuitive"}, {"id": "mai-20260917-0922-baseline|c126-l6|anthropic-small|Flexera", "prompt": "c126-l6", "model": "anthropic-small", "cat": "it-asset-management", "variant": "negative", "raw": "Flexera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is expensive and may be overkill for organizations with straightforward license environments"}, {"id": "mai-20260917-0922-baseline|c126-l6|challenger-small|Snipe-IT", "prompt": "c126-l6", "model": "challenger-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the source explicitly says it may not be suitable for **large enterprises with complex infrastructure**"}, {"id": "mai-20260917-0922-baseline|c126-l6|challenger-small|Desk365", "prompt": "c126-l6", "model": "challenger-small", "cat": "it-asset-management", "variant": "negative", "raw": "Desk365", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "described as less ideal for **large enterprises with complex ITIL workflows**"}, {"id": "mai-20260917-0922-baseline|c126-l6|challenger-small|SolarWinds Service Desk (ITAM)", "prompt": "c126-l6", "model": "challenger-small", "cat": "it-asset-management", "variant": "negative", "raw": "SolarWinds Service Desk (ITAM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "positioned for **SMB and mid-market**, not large enterprise, which is a warning sign"}, {"id": "mai-20260917-0922-baseline|c126-l6|challenger-small|Asset Panda", "prompt": "c126-l6", "model": "challenger-small", "cat": "it-asset-management", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "lacks several enterprise-grade capabilities ... so a large enterprise should validate fit carefully before adopting it"}, {"id": "mai-20260917-0922-baseline|c126-l6|challenger-small|Lansweeper", "prompt": "c126-l6", "model": "challenger-small", "cat": "it-asset-management", "variant": "negative", "raw": "Lansweeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not suited for **large enterprises**, despite its discovery strengths, so it should be treated cautiously"}, {"id": "mai-20260917-0922-baseline|c126-l6|challenger-small|ServiceNow ITAM", "prompt": "c126-l6", "model": "challenger-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the sources consistently place **ServiceNow ITAM**, **Flexera One**, **BMC Helix**, and sometimes **Ivanti Neurons** in the enterprise category"}, {"id": "mai-20260917-0922-baseline|c126-l6|challenger-small|Flexera One", "prompt": "c126-l6", "model": "challenger-small", "cat": "it-asset-management", "variant": "negative", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consistently place ... **Flexera One** ... in the enterprise category"}, {"id": "mai-20260917-0922-baseline|c126-l6|challenger-small|BMC Helix", "prompt": "c126-l6", "model": "challenger-small", "cat": "it-asset-management", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consistently place ... **BMC Helix** ... in the enterprise category"}, {"id": "mai-20260917-0922-baseline|c126-l6|challenger-small|Ivanti Neurons", "prompt": "c126-l6", "model": "challenger-small", "cat": "it-asset-management", "variant": "negative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "sometimes **Ivanti Neurons** in the enterprise category"}, {"id": "mai-20260917-0922-baseline|c126-l6|deepseek-small|Asset Panda", "prompt": "c126-l6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Asset Panda is frequently flagged as a poor fit for **large enterprises** specifically"}, {"id": "mai-20260917-0922-baseline|c126-l6|deepseek-small|Legacy CA Service Management / CA IT Asset Manager (Broadcom)", "prompt": "c126-l6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "Legacy CA Service Management / CA IT Asset Manager (Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Strongly avoid for new large-enterprise deployments; only exists as a legacy migration project."}, {"id": "mai-20260917-0922-baseline|c126-l6|deepseek-small|Lansweeper", "prompt": "c126-l6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "Lansweeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Limited scalability for large enterprises** and delays in scanning updates at scale."}, {"id": "mai-20260917-0922-baseline|c126-l6|deepseek-small|ServiceNow ITAM", "prompt": "c126-l6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ServiceNow ITAM (caution, not avoidance)... **Steep learning curve** and complex, time-consuming setup"}, {"id": "mai-20260917-0922-baseline|c126-l6|deepseek-small|ManageEngine AssetExplorer", "prompt": "c126-l6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Fine for smaller shops; a risk for a large, complex enterprise."}, {"id": "mai-20260917-0922-baseline|c126-l6|google-small|OpenText Asset Management X", "prompt": "c126-l6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "OpenText Asset Management X", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy \"Mega-Suite\" Platforms (Avoid) ... **OpenText Asset Management X** (formerly Micro Focus / HP Asset Manager)"}, {"id": "mai-20260917-0922-baseline|c126-l6|google-small|Broadcom CA Asset Portfolio Management", "prompt": "c126-l6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Broadcom CA Asset Portfolio Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Broadcom CA Asset Portfolio Management** (Legacy CA ITAM) ... Why Large Enterprises Should Avoid Them"}, {"id": "mai-20260917-0922-baseline|c126-l6|google-small|Snipe-IT", "prompt": "c126-l6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Lightweight, SMB-Focused Platforms (Avoid) ... **Snipe-IT**, **AssetTiger**"}, {"id": "mai-20260917-0922-baseline|c126-l6|google-small|AssetTiger", "prompt": "c126-l6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "AssetTiger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Lightweight, SMB-Focused Platforms (Avoid) ... **AssetTiger**, or basic open-source trackers"}, {"id": "mai-20260917-0922-baseline|c126-l6|google-small|Jira Service Management", "prompt": "c126-l6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "\"Check-the-Box\" ITSM Built-In Modules (Be Highly Cautious) ... such as basic tiers of Jira Service Management or Freshservice"}, {"id": "mai-20260917-0922-baseline|c126-l6|google-small|Freshservice", "prompt": "c126-l6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "basic tiers of Jira Service Management or Freshservice ... Why Large Enterprises Should Be Cautious"}, {"id": "mai-20260917-0922-baseline|c126-l6|google-small|ServiceNow ITAM/SAM", "prompt": "c126-l6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow ITAM/SAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Ultra-Complex Industry Giants (Approach with Extreme Caution) ... **ServiceNow ITAM/SAM**"}, {"id": "mai-20260917-0922-baseline|c126-l6|google-small|Flexera ONE (FlexNet Manager)", "prompt": "c126-l6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Flexera ONE (FlexNet Manager)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "highest failure and \"shelfware\" rates ... **Flexera ONE (FlexNet Manager)**"}, {"id": "mai-20260917-0922-baseline|c126-l6|meta-small|ServiceNow ITAM", "prompt": "c126-l6", "model": "meta-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some specific platforms that are mentioned as being suitable for large enterprises include ServiceNow ITAM, BMC Helix ITAM, and IBM Maximo."}, {"id": "mai-20260917-0922-baseline|c126-l6|meta-small|BMC Helix ITAM", "prompt": "c126-l6", "model": "meta-small", "cat": "it-asset-management", "variant": "negative", "raw": "BMC Helix ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "mentioned as being suitable for large enterprises include ServiceNow ITAM, BMC Helix ITAM, and IBM Maximo"}, {"id": "mai-20260917-0922-baseline|c126-l6|meta-small|IBM Maximo", "prompt": "c126-l6", "model": "meta-small", "cat": "it-asset-management", "variant": "negative", "raw": "IBM Maximo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "mentioned as being suitable for large enterprises include ServiceNow ITAM, BMC Helix ITAM, and IBM Maximo"}, {"id": "mai-20260917-0922-baseline|c126-l6|meta-small|Desk365", "prompt": "c126-l6", "model": "meta-small", "cat": "it-asset-management", "variant": "negative", "raw": "Desk365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Desk365 may not be ideal for large enterprises with complex ITIL workflows or heavy CMDB capabilities"}, {"id": "mai-20260917-0922-baseline|c126-l6|mistral-small|ServiceNow IT Asset Management", "prompt": "c126-l6", "model": "mistral-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Users consistently report a significant learning curve, complex setup, and time-consuming integrations. The platform is expensive"}, {"id": "mai-20260917-0922-baseline|c126-l6|mistral-small|OpenGov (Enterprise Asset Management)", "prompt": "c126-l6", "model": "mistral-small", "cat": "it-asset-management", "variant": "negative", "raw": "OpenGov (Enterprise Asset Management)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "repeated user complaints about data management issues, including data loss and poor integration with existing systems"}, {"id": "mai-20260917-0922-baseline|c126-l6|moonshot-small|SolarWinds IT Asset Management", "prompt": "c126-l6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "SolarWinds IT Asset Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid or Use with Caution ... SolarWinds IT Asset Management ... Best suited for: SMBs and mid-market organizations, not large enterprises"}, {"id": "mai-20260917-0922-baseline|c126-l6|moonshot-small|Ivanti Neurons for ITAM", "prompt": "c126-l6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Performance and reliability issues: Users report slow system performance, frequent session cuts... integration instability and upgrade breakage issues"}, {"id": "mai-20260917-0922-baseline|c126-l6|moonshot-small|Flexera IT Asset Management", "prompt": "c126-l6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "Flexera IT Asset Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "weak on hardware asset management and CMDB-grade inventory ... Not a unified platform"}, {"id": "mai-20260917-0922-baseline|c126-l6|moonshot-small|ServiceNow ITAM", "prompt": "c126-l6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "(Caution: Not Avoid, But Approach Carefully) ... Extreme complexity"}, {"id": "mai-20260917-0922-baseline|c126-l6|moonshot-small|Spiceworks", "prompt": "c126-l6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "Spiceworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why to avoid for large enterprises: Not built for scale"}, {"id": "mai-20260917-0922-baseline|c126-l6|moonshot-small|Virima", "prompt": "c126-l6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "Virima", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "prioritize platforms that offer: Unified ITAM + CMDB + service mapping (e.g., Virima, Device42, Lansweeper"}, {"id": "mai-20260917-0922-baseline|c126-l6|moonshot-small|Device42", "prompt": "c126-l6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "e.g., Virima, Device42, Lansweeper for discovery-heavy needs"}, {"id": "mai-20260917-0922-baseline|c126-l6|moonshot-small|Lansweeper", "prompt": "c126-l6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Virima, Device42, Lansweeper for discovery-heavy needs"}, {"id": "mai-20260917-0922-baseline|c126-l6|openai-small|Ivanti Neurons for ITAM", "prompt": "c126-l6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "powerful but complex, with a steep learning curve and a dense interface that non-ITAM stakeholders struggle with"}, {"id": "mai-20260917-0922-baseline|c126-l6|openai-small|ServiceNow ITAM", "prompt": "c126-l6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "risky if you want a lightweight out-of-the-box ITAM solution"}, {"id": "mai-20260917-0922-baseline|c126-l6|openai-small|Flexera", "prompt": "c126-l6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Flexera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it requires ongoing maintenance, data-quality management, and expertise"}, {"id": "mai-20260917-0922-baseline|c126-l6|openai-small|Lansweeper", "prompt": "c126-l6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "covering specific vendors like ServiceNow, Flexera, Ivanti, Lansweeper, BMC, Snow, Device42"}, {"id": "mai-20260917-0922-baseline|c126-l6|openai-small|BMC", "prompt": "c126-l6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "BMC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "covering specific vendors like ServiceNow, Flexera, Ivanti, Lansweeper, BMC, Snow, Device42"}, {"id": "mai-20260917-0922-baseline|c126-l6|openai-small|Snow", "prompt": "c126-l6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "covering specific vendors like ServiceNow, Flexera, Ivanti, Lansweeper, BMC, Snow, Device42"}, {"id": "mai-20260917-0922-baseline|c126-l6|openai-small|Device42", "prompt": "c126-l6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Device42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "covering specific vendors like ServiceNow, Flexera, Ivanti, Lansweeper, BMC, Snow, Device42"}, {"id": "mai-20260917-0922-baseline|c126-l6|xai-small|Freshservice ITAM", "prompt": "c126-l6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Freshservice ITAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid or Be Highly Cautious About**: 1. **Freshservice ITAM**... Frequently cited for scalability constraints in large environments."}, {"id": "mai-20260917-0922-baseline|c126-l6|xai-small|Virima", "prompt": "c126-l6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Virima", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternatives**: Virima or ServiceNow for better discovery at scale."}, {"id": "mai-20260917-0922-baseline|c126-l6|xai-small|Desk365", "prompt": "c126-l6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Desk365", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Desk365 explicitly notes it's not ideal for large enterprises with complex ITIL/CMDB needs."}, {"id": "mai-20260917-0922-baseline|c126-l6|xai-small|Lansweeper", "prompt": "c126-l6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Lansweeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "These excel for smaller setups but strain under enterprise loads: reconciliation backlogs, stale data, weak CMDB/integration depth"}, {"id": "mai-20260917-0922-baseline|c126-l6|xai-small|ManageEngine AssetExplorer", "prompt": "c126-l6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "SMB/Mid-Market Focused Tools (e.g., Desk365, Lansweeper, ManageEngine AssetExplorer)... strain under enterprise loads"}, {"id": "mai-20260917-0922-baseline|c126-l6|xai-small|Ivanti Neurons", "prompt": "c126-l6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Alternatives**: Ivanti Neurons, Flexera One."}, {"id": "mai-20260917-0922-baseline|c126-l6|xai-small|Flexera One", "prompt": "c126-l6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Alternatives**: Ivanti Neurons, Flexera One."}, {"id": "mai-20260917-0922-baseline|c126-l6|xai-small|SCCM", "prompt": "c126-l6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "SCCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Systems Management Tools Repurposed for ITAM (e.g., Older SCCM, SolarWinds...)... making them unfit for full ITAM in large orgs."}, {"id": "mai-20260917-0922-baseline|c126-l6|xai-small|SolarWinds", "prompt": "c126-l6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Lack visibility into modern assets (SaaS, cloud, containers), no native license optimization/audit trails"}, {"id": "mai-20260917-0922-baseline|c126-l6|xai-small|ServiceNow ITAM", "prompt": "c126-l6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Approach with Caution**... opaque/custom pricing... massive implementation timelines (6–18 months)"}, {"id": "mai-20260917-0922-baseline|c126-l6|xai-small|IFS EAM", "prompt": "c126-l6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "IFS EAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Traditional/Non-Cloud-Native Tools (e.g., IFS EAM, Older On-Prem Only Solutions)... Performance degradation at scale"}, {"id": "mai-20260917-0922-baseline|c126-l6|xai-small|BMC Helix", "prompt": "c126-l6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "strong SAM/CMDB (e.g., Flexera One, Ivanti Neurons, BMC Helix, Snow Software)"}, {"id": "mai-20260917-0922-baseline|c126-l6|xai-small|Snow Software", "prompt": "c126-l6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snow Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "strong SAM/CMDB (e.g., Flexera One, Ivanti Neurons, BMC Helix, Snow Software)"}, {"id": "mai-20260917-0922-baseline|c126-l6|xai-small|InvGate", "prompt": "c126-l6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "InvGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Positive Benchmarks**: Tools like InvGate (4.7–4.8/5, good for mid-to-large)"}, {"id": "mai-20260917-0922-baseline|c126-l6|xai-small|Device42", "prompt": "c126-l6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Device42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Device42 (hybrid scale), or ServiceNow (if aligned)"}, {"id": "mai-20260917-0922-baseline|c126-l6|zai-small|SolarWinds IT Asset Management", "prompt": "c126-l6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "SolarWinds IT Asset Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: ... It is frequently cited for **limited scalability**; performance degrades as the asset count grows"}, {"id": "mai-20260917-0922-baseline|c126-l6|zai-small|VUEWorks", "prompt": "c126-l6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "VUEWorks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: This platform holds a very low average rating (approx. 2.3/5) on review sites."}, {"id": "mai-20260917-0922-baseline|c126-l6|zai-small|Eptura (formerly Asset Panda)", "prompt": "c126-l6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Eptura (formerly Asset Panda)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why to be cautious: Recent reviews highlight **reliability issues**"}, {"id": "mai-20260917-0922-baseline|c126-l6|zai-small|ServiceNow ITAM", "prompt": "c126-l6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Reviews consistently point out a **steep learning curve** and **complex setup**"}, {"id": "mai-20260917-0922-baseline|c126-m1|alibaba-small|Lansweeper", "prompt": "c126-m1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "Lansweeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best for Deep Discovery & Simplicity: **Lansweeper** ... frequently rated the highest for mid-market organizations."}, {"id": "mai-20260917-0922-baseline|c126-m1|alibaba-small|ManageEngine AssetExplorer", "prompt": "c126-m1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "This is the top contender if you need to track assets from the moment they are purchased until they are retired"}, {"id": "mai-20260917-0922-baseline|c126-m1|alibaba-small|Freshservice (by Freshworks)", "prompt": "c126-m1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice (by Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best All-in-One Solution: **Freshservice (by Freshworks)**"}, {"id": "mai-20260917-0922-baseline|c126-m1|anthropic-small|ServiceNow", "prompt": "c126-m1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular platforms often mentioned for mid-market companies include:"}, {"id": "mai-20260917-0922-baseline|c126-m1|anthropic-small|Atlassian Jira Service Management", "prompt": "c126-m1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "Atlassian Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular platforms often mentioned for mid-market companies include:"}, {"id": "mai-20260917-0922-baseline|c126-m1|anthropic-small|Snipe-IT", "prompt": "c126-m1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular platforms often mentioned for mid-market companies include:"}, {"id": "mai-20260917-0922-baseline|c126-m1|anthropic-small|Zoho Assist", "prompt": "c126-m1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "Zoho Assist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular platforms often mentioned for mid-market companies include:"}, {"id": "mai-20260917-0922-baseline|c126-m1|anthropic-small|Microsoft Intune", "prompt": "c126-m1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "Microsoft Intune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular platforms often mentioned for mid-market companies include:"}, {"id": "mai-20260917-0922-baseline|c126-m1|anthropic-small|BMC Helix", "prompt": "c126-m1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular platforms often mentioned for mid-market companies include:"}, {"id": "mai-20260917-0922-baseline|c126-m1|anthropic-small|ManageEngine AssetExplorer", "prompt": "c126-m1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Popular platforms often mentioned for mid-market companies include:"}, {"id": "mai-20260917-0922-baseline|c126-m1|challenger-small|Freshservice", "prompt": "c126-m1", "model": "challenger-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Freshservice** is the strongest default choice for mid-market teams"}, {"id": "mai-20260917-0922-baseline|c126-m1|challenger-small|ManageEngine AssetExplorer", "prompt": "c126-m1", "model": "challenger-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ManageEngine AssetExplorer** is the better-value alternative"}, {"id": "mai-20260917-0922-baseline|c126-m1|challenger-small|InvGate Assets", "prompt": "c126-m1", "model": "challenger-small", "cat": "it-asset-management", "variant": "direct", "raw": "InvGate Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **InvGate Assets** if you want mid-market-focused ITAM with strong usability"}, {"id": "mai-20260917-0922-baseline|c126-m1|challenger-small|Virima", "prompt": "c126-m1", "model": "challenger-small", "cat": "it-asset-management", "variant": "direct", "raw": "Virima", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Virima** if your environment is more complex and you need **CMDB depth**"}, {"id": "mai-20260917-0922-baseline|c126-m1|deepseek-small|InvGate Asset Management", "prompt": "c126-m1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "InvGate Asset Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "one name consistently rises to the top: InvGate Asset Management"}, {"id": "mai-20260917-0922-baseline|c126-m1|deepseek-small|ServiceNow", "prompt": "c126-m1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the enterprise complexity of ServiceNow"}, {"id": "mai-20260917-0922-baseline|c126-m1|deepseek-small|ManageEngine AssetExplorer", "prompt": "c126-m1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget-Conscious Choice: ManageEngine AssetExplorer"}, {"id": "mai-20260917-0922-baseline|c126-m1|deepseek-small|Lansweeper", "prompt": "c126-m1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Discovery / Network Scanning: Lansweeper"}, {"id": "mai-20260917-0922-baseline|c126-m1|deepseek-small|Freshservice", "prompt": "c126-m1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best If You Need ITSM + ITAM in One: Freshservice"}, {"id": "mai-20260917-0922-baseline|c126-m1|deepseek-small|Zluri", "prompt": "c126-m1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "Zluri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong for SaaS management + ITAM... pricing is quote-only"}, {"id": "mai-20260917-0922-baseline|c126-m1|deepseek-small|AssetSonar", "prompt": "c126-m1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "AssetSonar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Unified ITAM + SAM + ITSM in one, mid-market focused"}, {"id": "mai-20260917-0922-baseline|c126-m1|deepseek-small|Virima", "prompt": "c126-m1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "Virima", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you need deep CMDB and service mapping"}, {"id": "mai-20260917-0922-baseline|c126-m1|google-small|ServiceNow", "prompt": "c126-m1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not the most expensive enterprise behemoth (like ServiceNow, which is often too complex and costly to implement)"}, {"id": "mai-20260917-0922-baseline|c126-m1|google-small|Setyl", "prompt": "c126-m1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Setyl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall for Modern B2B & Compliance: **Setyl**"}, {"id": "mai-20260917-0922-baseline|c126-m1|google-small|Freshservice", "prompt": "c126-m1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Freshservice is the gold standard for the mid-market"}, {"id": "mai-20260917-0922-baseline|c126-m1|google-small|Lansweeper", "prompt": "c126-m1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Network Discovery & Hybrid Environments: **Lansweeper**"}, {"id": "mai-20260917-0922-baseline|c126-m1|google-small|Zluri", "prompt": "c126-m1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for B2B SaaS Sprawl & Spend Management: **Zluri** or **Torii**"}, {"id": "mai-20260917-0922-baseline|c126-m1|google-small|Torii", "prompt": "c126-m1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Torii", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for B2B SaaS Sprawl & Spend Management: **Zluri** or **Torii**"}, {"id": "mai-20260917-0922-baseline|c126-m1|google-small|BlueTally", "prompt": "c126-m1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "BlueTally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "BlueTally has become incredibly popular in the mid-market"}, {"id": "mai-20260917-0922-baseline|c126-m1|meta-small|ManageEngine AssetExplorer", "prompt": "c126-m1", "model": "meta-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best IT asset management platform for a mid-market B2B company is ManageEngine AssetExplorer"}, {"id": "mai-20260917-0922-baseline|c126-m1|meta-small|Freshservice", "prompt": "c126-m1", "model": "meta-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Freshservice, Lansweeper, Ivanti, and AMG."}, {"id": "mai-20260917-0922-baseline|c126-m1|meta-small|Lansweeper", "prompt": "c126-m1", "model": "meta-small", "cat": "it-asset-management", "variant": "direct", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Freshservice, Lansweeper, Ivanti, and AMG."}, {"id": "mai-20260917-0922-baseline|c126-m1|meta-small|Ivanti", "prompt": "c126-m1", "model": "meta-small", "cat": "it-asset-management", "variant": "direct", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Freshservice, Lansweeper, Ivanti, and AMG."}, {"id": "mai-20260917-0922-baseline|c126-m1|meta-small|AMG", "prompt": "c126-m1", "model": "meta-small", "cat": "it-asset-management", "variant": "direct", "raw": "AMG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Freshservice, Lansweeper, Ivanti, and AMG."}, {"id": "mai-20260917-0922-baseline|c126-m1|minimax-small|ManageEngine", "prompt": "c126-m1", "model": "minimax-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Freshservice** or **ManageEngine** often provide the best balance of features, ease of use, and pricing"}, {"id": "mai-20260917-0922-baseline|c126-m1|minimax-small|Freshservice", "prompt": "c126-m1", "model": "minimax-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Freshservice** or **ManageEngine** often provide the best balance of features, ease of use, and pricing"}, {"id": "mai-20260917-0922-baseline|c126-m1|minimax-small|Setyl", "prompt": "c126-m1", "model": "minimax-small", "cat": "it-asset-management", "variant": "direct", "raw": "Setyl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Designed specifically for mid-market, strong automation capabilities"}, {"id": "mai-20260917-0922-baseline|c126-m1|minimax-small|Virima", "prompt": "c126-m1", "model": "minimax-small", "cat": "it-asset-management", "variant": "direct", "raw": "Virima", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need deeper CMDB capabilities, **Virima** is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c126-m1|minimax-small|Asset Sonar", "prompt": "c126-m1", "model": "minimax-small", "cat": "it-asset-management", "variant": "direct", "raw": "Asset Sonar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Small to mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c126-m1|mistral-small|Freshservice", "prompt": "c126-m1", "model": "mistral-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended for mid-market teams... Freshservice often leading in overall user satisfaction"}, {"id": "mai-20260917-0922-baseline|c126-m1|mistral-small|ManageEngine AssetExplorer", "prompt": "c126-m1", "model": "mistral-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for budget-conscious mid-sized teams, AssetExplorer provides affordable full-lifecycle ITAM"}, {"id": "mai-20260917-0922-baseline|c126-m1|moonshot-small|Freshservice", "prompt": "c126-m1", "model": "moonshot-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Market ... **My recommendation**: Start with **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c126-m1|moonshot-small|ManageEngine AssetExplorer / ServiceDesk Plus", "prompt": "c126-m1", "model": "moonshot-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine AssetExplorer / ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **ManageEngine** if you need deeper discovery capabilities, have tighter budget constraints, or require on-premise deployment."}, {"id": "mai-20260917-0922-baseline|c126-m1|moonshot-small|Asset Panda", "prompt": "c126-m1", "model": "moonshot-small", "cat": "it-asset-management", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Flexible IT workflows and operations teams"}, {"id": "mai-20260917-0922-baseline|c126-m1|moonshot-small|HaloITSM", "prompt": "c126-m1", "model": "moonshot-small", "cat": "it-asset-management", "variant": "direct", "raw": "HaloITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: ITIL-aligned mid-market IT departments"}, {"id": "mai-20260917-0922-baseline|c126-m1|openai-small|Freshservice", "prompt": "c126-m1", "model": "openai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Freshservice** if you want a balanced, easy-to-adopt platform with ITSM plus asset management"}, {"id": "mai-20260917-0922-baseline|c126-m1|openai-small|Lansweeper", "prompt": "c126-m1", "model": "openai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Lansweeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Lansweeper** if your top priority is **best-in-class discovery/inventory accuracy**"}, {"id": "mai-20260917-0922-baseline|c126-m1|openai-small|ServiceNow", "prompt": "c126-m1", "model": "openai-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but it's often more platform than a mid-market company needs"}, {"id": "mai-20260917-0922-baseline|c126-m1|openai-small|Ivanti", "prompt": "c126-m1", "model": "openai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ivanti Neurons for ITAM** — good for organizations that already lean into Ivanti's ecosystem"}, {"id": "mai-20260917-0922-baseline|c126-m1|xai-small|ManageEngine AssetExplorer", "prompt": "c126-m1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ManageEngine AssetExplorer** (Most frequently cited as best value for mid-market)"}, {"id": "mai-20260917-0922-baseline|c126-m1|xai-small|Freshservice", "prompt": "c126-m1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Freshservice** (Best overall balance for ITSM + ITAM)"}, {"id": "mai-20260917-0922-baseline|c126-m1|xai-small|InvGate Asset Management", "prompt": "c126-m1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "InvGate Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "InvGate Asset Management** (Strong mid-market contender)"}, {"id": "mai-20260917-0922-baseline|c126-m1|xai-small|Asset Panda", "prompt": "c126-m1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Asset Panda | Hardware tracking, custom workflows"}, {"id": "mai-20260917-0922-baseline|c126-m1|xai-small|Lansweeper", "prompt": "c126-m1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lansweeper | Agentless discovery/inventory"}, {"id": "mai-20260917-0922-baseline|c126-m1|xai-small|SolarWinds Service Desk", "prompt": "c126-m1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SolarWinds Service Desk | Network-focused ITAM"}, {"id": "mai-20260917-0922-baseline|c126-m1|xai-small|ServiceNow ITAM", "prompt": "c126-m1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "If growing to enterprise (CMDB/ITSM) | Custom (higher cost) | Leader, but pricier"}, {"id": "mai-20260917-0922-baseline|c126-m1|zai-small|ManageEngine AssetExplorer", "prompt": "c126-m1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**All‑round mid‑market choice** – Freshservice or ManageEngine AssetExplorer."}, {"id": "mai-20260917-0922-baseline|c126-m1|zai-small|Freshservice (Freshworks)", "prompt": "c126-m1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice (Freshworks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**All‑round mid‑market choice** – Freshservice or ManageEngine AssetExplorer."}, {"id": "mai-20260917-0922-baseline|c126-m1|zai-small|InvGate Asset Management", "prompt": "c126-m1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "InvGate Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best usability + features** – InvGate Asset Management."}, {"id": "mai-20260917-0922-baseline|c126-m1|zai-small|ServiceNow ITAM", "prompt": "c126-m1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Existing ServiceNow environment** – ServiceNow ITAM."}, {"id": "mai-20260917-0922-baseline|c126-m1|zai-small|Virima", "prompt": "c126-m1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Virima", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Hybrid/multi‑cloud + CMDB depth** – Virima."}, {"id": "mai-20260917-0922-baseline|c126-m1|zai-small|SolarWinds Service Desk (ITAM)", "prompt": "c126-m1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "SolarWinds Service Desk (ITAM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong on endpoint‑heavy environments, on‑prem focus."}, {"id": "mai-20260917-0922-baseline|c126-m1|zai-small|Device42", "prompt": "c126-m1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Device42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for teams wanting a free tier to start and scale later."}, {"id": "mai-20260917-0922-baseline|c126-m1|zai-small|Setyl", "prompt": "c126-m1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Setyl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for organizations with diverse data sources"}, {"id": "mai-20260917-0922-baseline|c126-m1|zai-small|Oomnitza", "prompt": "c126-m1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Oomnitza", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**SaaS‑heavy or license optimization focus** – Oomnitza, Torii, Zluri."}, {"id": "mai-20260917-0922-baseline|c126-m1|zai-small|BlueTally", "prompt": "c126-m1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "BlueTally", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Good if you need core ITAM without heavy enterprise features."}, {"id": "mai-20260917-0922-baseline|c126-m1|zai-small|Asset Panda", "prompt": "c126-m1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Mobile‑first field tracking** – Asset Panda."}, {"id": "mai-20260917-0922-baseline|c126-m1|zai-small|Snipe‑IT", "prompt": "c126-m1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Snipe‑IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Budget‑conscious / self‑hosted** – Snipe‑IT (free)"}, {"id": "mai-20260917-0922-baseline|c126-m1|zai-small|Torii", "prompt": "c126-m1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Torii", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**SaaS‑heavy or license optimization focus** – Oomnitza, Torii, Zluri."}, {"id": "mai-20260917-0922-baseline|c126-m1|zai-small|Zluri", "prompt": "c126-m1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**SaaS‑heavy or license optimization focus** – Oomnitza, Torii, Zluri."}, {"id": "mai-20260917-0922-baseline|c126-m2|alibaba-small|ManageEngine AssetExplorer", "prompt": "c126-m2", "model": "alibaba-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best All-Rounder: ManageEngine AssetExplorer\nManageEngine is the industry standard for mid-market organizations."}, {"id": "mai-20260917-0922-baseline|c126-m2|alibaba-small|Lansweeper", "prompt": "c126-m2", "model": "alibaba-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Speed & Automation: Lansweeper ... renowned for its \"scan once, discover everything\" capability."}, {"id": "mai-20260917-0922-baseline|c126-m2|alibaba-small|Snipe-IT", "prompt": "c126-m2", "model": "alibaba-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Budget/Open Source Option: Snipe-IT ... is the gold standard."}, {"id": "mai-20260917-0922-baseline|c126-m2|alibaba-small|NinjaOne", "prompt": "c126-m2", "model": "alibaba-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best \"Modern\" Unified Tool: NinjaOne ... has evolved into a fantastic Asset Management solution."}, {"id": "mai-20260917-0922-baseline|c126-m2|anthropic-small|ServiceDesk Plus by ManageEngine", "prompt": "c126-m2", "model": "anthropic-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ServiceDesk Plus by ManageEngine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a Balanced, All-in-One Solution:** ServiceDesk Plus by ManageEngine is an ITIL-ready IT Service Management (ITSM) solution"}, {"id": "mai-20260917-0922-baseline|c126-m2|anthropic-small|InvGate", "prompt": "c126-m2", "model": "anthropic-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "InvGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with particular suitability for mid-market companies modernizing IT operations"}, {"id": "mai-20260917-0922-baseline|c126-m2|anthropic-small|Spiceworks Inventory", "prompt": "c126-m2", "model": "anthropic-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Spiceworks Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a free, lightweight IT inventory management tool designed for small to mid-sized IT teams"}, {"id": "mai-20260917-0922-baseline|c126-m2|anthropic-small|Snipe-IT", "prompt": "c126-m2", "model": "anthropic-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free, open source IT Asset Management system that targets small and mid-sized IT teams"}, {"id": "mai-20260917-0922-baseline|c126-m2|challenger-small|InvGate Asset Management", "prompt": "c126-m2", "model": "challenger-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "InvGate Asset Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single recommendation without more constraints, choose **InvGate Asset Management**."}, {"id": "mai-20260917-0922-baseline|c126-m2|challenger-small|Freshservice", "prompt": "c126-m2", "model": "challenger-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Freshservice** is a strong alternative because it bundles ITSM with asset management"}, {"id": "mai-20260917-0922-baseline|c126-m2|challenger-small|Syncro", "prompt": "c126-m2", "model": "challenger-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Syncro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leaner team wanting discovery plus patch reporting | **Syncro** | Good for automated discovery"}, {"id": "mai-20260917-0922-baseline|c126-m2|challenger-small|Lansweeper", "prompt": "c126-m2", "model": "challenger-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for agentless inventory across endpoints, networks, virtual infrastructure, and cloud accounts."}, {"id": "mai-20260917-0922-baseline|c126-m2|deepseek-small|Snipe-IT", "prompt": "c126-m2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: **Snipe-IT** (best default for most mid-sized B2B teams)"}, {"id": "mai-20260917-0922-baseline|c126-m2|deepseek-small|ManageEngine AssetExplorer", "prompt": "c126-m2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "great if you want automated discovery built in"}, {"id": "mai-20260917-0922-baseline|c126-m2|deepseek-small|Lansweeper", "prompt": "c126-m2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your #1 worry is \"what's actually on our network\""}, {"id": "mai-20260917-0922-baseline|c126-m2|deepseek-small|Setyl", "prompt": "c126-m2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Setyl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want an all-in-one, low-effort SaaS"}, {"id": "mai-20260917-0922-baseline|c126-m2|deepseek-small|Freshservice", "prompt": "c126-m2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you already have or need a help desk"}, {"id": "mai-20260917-0922-baseline|c126-m2|deepseek-small|Device42", "prompt": "c126-m2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Device42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Discovering unknown devices on the network | **Lansweeper / Device42**"}, {"id": "mai-20260917-0922-baseline|c126-m2|deepseek-small|BlueTally", "prompt": "c126-m2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "BlueTally", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fast SaaS setup with minimal maintenance | **Setyl / BlueTally**"}, {"id": "mai-20260917-0922-baseline|c126-m2|deepseek-small|InvGate Assets", "prompt": "c126-m2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "InvGate Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Assets integrated into your help desk (ITSM) | **Freshservice / InvGate Assets**"}, {"id": "mai-20260917-0922-baseline|c126-m2|google-small|ServiceNow", "prompt": "c126-m2", "model": "google-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "without the high implementation costs and steep learning curves of massive enterprise platforms like ServiceNow"}, {"id": "mai-20260917-0922-baseline|c126-m2|google-small|Freshservice", "prompt": "c126-m2", "model": "google-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall & Easiest to Implement: **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c126-m2|google-small|Lansweeper", "prompt": "c126-m2", "model": "google-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Deep Network Auto-Discovery: **Lansweeper**"}, {"id": "mai-20260917-0922-baseline|c126-m2|google-small|Setyl", "prompt": "c126-m2", "model": "google-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Setyl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Modern, Distributed/Remote Workforces: **Setyl**"}, {"id": "mai-20260917-0922-baseline|c126-m2|google-small|Jira Service Management (Assets)", "prompt": "c126-m2", "model": "google-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Jira Service Management (Assets)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if Already in the Atlassian Ecosystem: **Jira Service Management (Assets)**"}, {"id": "mai-20260917-0922-baseline|c126-m2|google-small|Snipe-IT", "prompt": "c126-m2", "model": "google-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Budget-Friendly / Open Source option: **Snipe-IT**"}, {"id": "mai-20260917-0922-baseline|c126-m2|meta-small|BlueTally", "prompt": "c126-m2", "model": "meta-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "BlueTally", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "BlueTally - a cloud-based hardware asset inventory system focused on simplicity."}, {"id": "mai-20260917-0922-baseline|c126-m2|meta-small|Cloudaware", "prompt": "c126-m2", "model": "meta-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "provides one inventory view across hybrid and multi-cloud infrastructure"}, {"id": "mai-20260917-0922-baseline|c126-m2|meta-small|GLPI", "prompt": "c126-m2", "model": "meta-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "GLPI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a free open-source asset register with a transparent codebase and a REST API"}, {"id": "mai-20260917-0922-baseline|c126-m2|meta-small|ManageEngine AssetExplorer", "prompt": "c126-m2", "model": "meta-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "stands out for mid-size enterprises standardizing both hardware and software inventories with reconciliation workflows and audit support"}, {"id": "mai-20260917-0922-baseline|c126-m2|minimax-small|Setyl", "prompt": "c126-m2", "model": "minimax-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Setyl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend starting with **Setyl** or **ManageEngine AssetExplorer**"}, {"id": "mai-20260917-0922-baseline|c126-m2|minimax-small|Ivanti", "prompt": "c126-m2", "model": "minimax-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ivanti** (Top Pick in Rankings)"}, {"id": "mai-20260917-0922-baseline|c126-m2|minimax-small|ManageEngine AssetExplorer", "prompt": "c126-m2", "model": "minimax-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I would recommend starting with **Setyl** or **ManageEngine AssetExplorer**"}, {"id": "mai-20260917-0922-baseline|c126-m2|minimax-small|Snipe-IT", "prompt": "c126-m2", "model": "minimax-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free/Open-Source Option"}, {"id": "mai-20260917-0922-baseline|c126-m2|minimax-small|Asset Panda", "prompt": "c126-m2", "model": "minimax-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Mobile-First Operations"}, {"id": "mai-20260917-0922-baseline|c126-m2|mistral-small|Lansweeper", "prompt": "c126-m2", "model": "mistral-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lansweeper** is a top recommendation due to its balance of automation, accuracy, and ease of use."}, {"id": "mai-20260917-0922-baseline|c126-m2|mistral-small|GLPI", "prompt": "c126-m2", "model": "mistral-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "GLPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GLPI** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c126-m2|mistral-small|ManageEngine AssetExplorer", "prompt": "c126-m2", "model": "mistral-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For budget-conscious teams wanting flexibility, **ManageEngine AssetExplorer** is a solid choice."}, {"id": "mai-20260917-0922-baseline|c126-m2|mistral-small|Reftab", "prompt": "c126-m2", "model": "mistral-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Reftab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A good option for companies looking for a step up from spreadsheets"}, {"id": "mai-20260917-0922-baseline|c126-m2|moonshot-small|Lansweeper", "prompt": "c126-m2", "model": "moonshot-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lansweeper** — Best Overall for Mid-Sized Companies"}, {"id": "mai-20260917-0922-baseline|c126-m2|moonshot-small|ManageEngine AssetExplorer", "prompt": "c126-m2", "model": "moonshot-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget Option ... or **ManageEngine AssetExplorer** if you want solid capabilities at a lower price point"}, {"id": "mai-20260917-0922-baseline|c126-m2|moonshot-small|Snipe-IT", "prompt": "c126-m2", "model": "moonshot-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Snipe-IT** is an excellent foundation that many companies scale with for years"}, {"id": "mai-20260917-0922-baseline|c126-m2|moonshot-small|Asset Panda", "prompt": "c126-m2", "model": "moonshot-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mobile-first tracking for mixed physical/IT assets | **Asset Panda** (~$55-150/month)"}, {"id": "mai-20260917-0922-baseline|c126-m2|moonshot-small|ServiceNow ITAM", "prompt": "c126-m2", "model": "moonshot-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Already using ServiceNow ITSM | **ServiceNow ITAM** (enterprise pricing)"}, {"id": "mai-20260917-0922-baseline|c126-m2|openai-small|Lansweeper", "prompt": "c126-m2", "model": "openai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Lansweeper** if you want the best balance of **hardware discovery, software inventory, and ease of rollout**"}, {"id": "mai-20260917-0922-baseline|c126-m2|openai-small|ServiceNow", "prompt": "c126-m2", "model": "openai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best enterprise governance / CMDB-heavy environment:** **ServiceNow ITAM**"}, {"id": "mai-20260917-0922-baseline|c126-m2|openai-small|Intune", "prompt": "c126-m2", "model": "openai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Intune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Intune** may be the better operational choice for enrolled endpoints"}, {"id": "mai-20260917-0922-baseline|c126-m2|openai-small|Snipe-IT", "prompt": "c126-m2", "model": "openai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best low-cost/manual asset tracking:** **Snipe-IT**"}, {"id": "mai-20260917-0922-baseline|c126-m2|xai-small|ManageEngine AssetExplorer", "prompt": "c126-m2", "model": "xai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend ManageEngine AssetExplorer as the top choice."}, {"id": "mai-20260917-0922-baseline|c126-m2|xai-small|Lansweeper", "prompt": "c126-m2", "model": "xai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for recurring automated inventory; scales to 10k+ assets. Slightly pricier upfront."}, {"id": "mai-20260917-0922-baseline|c126-m2|xai-small|Snipe-IT", "prompt": "c126-m2", "model": "xai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget/open-source, simple tracking ... Less automation."}, {"id": "mai-20260917-0922-baseline|c126-m2|xai-small|InvGate", "prompt": "c126-m2", "model": "xai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "InvGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "High ratings, fast deployment; good if you need service desk tie-in."}, {"id": "mai-20260917-0922-baseline|c126-m2|zai-small|Lansweeper", "prompt": "c126-m2", "model": "zai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My recommendation: Start with **Lansweeper** for most mid-sized B2B companies"}, {"id": "mai-20260917-0922-baseline|c126-m2|zai-small|ServiceNow Asset Management", "prompt": "c126-m2", "model": "zai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ServiceNow Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for ITSM Integration: ServiceNow Asset Management"}, {"id": "mai-20260917-0922-baseline|c126-m2|zai-small|Snipe-IT", "prompt": "c126-m2", "model": "zai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Open-Source Option: Snipe-IT"}, {"id": "mai-20260917-0922-baseline|c126-m2|zai-small|Flexera One", "prompt": "c126-m2", "model": "zai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Premium Option: Flexera One"}, {"id": "mai-20260917-0922-baseline|c126-m3|alibaba-small|ServiceNow IT Asset Management", "prompt": "c126-m3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The industry standard for large-scale enterprises."}, {"id": "mai-20260917-0922-baseline|c126-m3|alibaba-small|Ivanti Neurons for ITAM", "prompt": "c126-m3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A major competitor to ServiceNow, known for bridging the gap between IT operations, security, and asset management."}, {"id": "mai-20260917-0922-baseline|c126-m3|alibaba-small|ManageEngine AssetExplorer", "prompt": "c126-m3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mid-market companies and SMBs looking for maximum functionality per dollar spent."}, {"id": "mai-20260917-0922-baseline|c126-m3|alibaba-small|Lansweeper", "prompt": "c126-m3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lansweeper prides itself on having the fastest time-to-value."}, {"id": "mai-20260917-0922-baseline|c126-m3|alibaba-small|Snow Software", "prompt": "c126-m3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snow Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A global leader in Software Financial Management (SFM)."}, {"id": "mai-20260917-0922-baseline|c126-m3|alibaba-small|Flexera", "prompt": "c126-m3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flexera is widely regarded as the most detailed engine for interpreting End User License Agreements"}, {"id": "mai-20260917-0922-baseline|c126-m3|alibaba-small|Freshservice (by Freshworks)", "prompt": "c126-m3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice (by Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Growing tech startups and mid-sized companies that want modern ITIL practices"}, {"id": "mai-20260917-0922-baseline|c126-m3|anthropic-small|Asset Panda", "prompt": "c126-m3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top ITAM platforms include Asset Panda, Snipe-IT, Freshservice, ServiceNow, Jamf Pro, and InvGate"}, {"id": "mai-20260917-0922-baseline|c126-m3|anthropic-small|Snipe-IT", "prompt": "c126-m3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top ITAM platforms include Asset Panda, Snipe-IT, Freshservice..."}, {"id": "mai-20260917-0922-baseline|c126-m3|anthropic-small|Freshservice", "prompt": "c126-m3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Freshservice (best for small businesses)"}, {"id": "mai-20260917-0922-baseline|c126-m3|anthropic-small|ServiceNow", "prompt": "c126-m3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ServiceNow ITAM (best for large enterprises)"}, {"id": "mai-20260917-0922-baseline|c126-m3|anthropic-small|Jamf Pro", "prompt": "c126-m3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ServiceNow, Jamf Pro, and InvGate—each built for different IT maturity levels"}, {"id": "mai-20260917-0922-baseline|c126-m3|anthropic-small|InvGate", "prompt": "c126-m3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "InvGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Jamf Pro, and InvGate—each built for different IT maturity levels"}, {"id": "mai-20260917-0922-baseline|c126-m3|anthropic-small|ManageEngine AssetExplorer", "prompt": "c126-m3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ManageEngine AssetExplorer (best for mid-market)"}, {"id": "mai-20260917-0922-baseline|c126-m3|anthropic-small|Flexera One", "prompt": "c126-m3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Flexera One (best for license compliance)"}, {"id": "mai-20260917-0922-baseline|c126-m3|anthropic-small|Lansweeper", "prompt": "c126-m3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Lansweeper (best for discovery)"}, {"id": "mai-20260917-0922-baseline|c126-m3|anthropic-small|Ivanti ITAM", "prompt": "c126-m3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Ivanti ITAM (best for endpoint environments)"}, {"id": "mai-20260917-0922-baseline|c126-m3|anthropic-small|Device42", "prompt": "c126-m3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Device42 (best for CMDB-centric teams)"}, {"id": "mai-20260917-0922-baseline|c126-m3|anthropic-small|Snow Software", "prompt": "c126-m3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snow Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Snow Software (best for SaaS governance)"}, {"id": "mai-20260917-0922-baseline|c126-m3|anthropic-small|BMC Helix ITAM", "prompt": "c126-m3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "BMC Helix ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "BMC Helix ITAM (best for complex ITSM environments)"}, {"id": "mai-20260917-0922-baseline|c126-m3|anthropic-small|Asset Management Global (AMG)", "prompt": "c126-m3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Management Global (AMG)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Asset Management Global (AMG) (best for unified IT and physical assets)"}, {"id": "mai-20260917-0922-baseline|c126-m3|anthropic-small|Oomnitza", "prompt": "c126-m3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Oomnitza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Oomnitza is designed to act as a central system of record for assets by pulling data from the systems you already use"}, {"id": "mai-20260917-0922-baseline|c126-m3|anthropic-small|SolarWinds Service Desk", "prompt": "c126-m3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "SolarWinds Service Desk is a web-based platform that maintains a consistent record of IT assets alongside a full service desk."}, {"id": "mai-20260917-0922-baseline|c126-m3|challenger-small|ServiceNow ITAM", "prompt": "c126-m3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "ServiceNow is the most common recommendation for large organizations that already use ServiceNow for ITSM"}, {"id": "mai-20260917-0922-baseline|c126-m3|challenger-small|Flexera One", "prompt": "c126-m3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Flexera One is repeatedly positioned as the best choice when software asset management is the main concern"}, {"id": "mai-20260917-0922-baseline|c126-m3|challenger-small|Lansweeper", "prompt": "c126-m3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lansweeper stands out when the priority is finding devices and keeping inventory current"}, {"id": "mai-20260917-0922-baseline|c126-m3|challenger-small|ManageEngine AssetExplorer", "prompt": "c126-m3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "commonly recommended for organizations that want useful ITAM without ServiceNow-level complexity or cost"}, {"id": "mai-20260917-0922-baseline|c126-m3|challenger-small|Ivanti ITAM", "prompt": "c126-m3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong endpoint and patch-management alignment"}, {"id": "mai-20260917-0922-baseline|c126-m3|challenger-small|Device42", "prompt": "c126-m3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Device42 and similar platforms are favored when asset management must connect closely to infrastructure relationships"}, {"id": "mai-20260917-0922-baseline|c126-m3|challenger-small|Freshservice", "prompt": "c126-m3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Simpler cloud ITAM bundled with ITSM/help desk workflows"}, {"id": "mai-20260917-0922-baseline|c126-m3|challenger-small|Snipe-IT", "prompt": "c126-m3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Open-source/self-hostable hardware and license tracking"}, {"id": "mai-20260917-0922-baseline|c126-m3|deepseek-small|ServiceNow", "prompt": "c126-m3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "ServiceNow ITAM — *Enterprise CMDB & workflow leader*... Best for: Large enterprises already invested in the ServiceNow platform."}, {"id": "mai-20260917-0922-baseline|c126-m3|deepseek-small|Freshservice", "prompt": "c126-m3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| Asset management inside a modern service desk | **Freshservice** |"}, {"id": "mai-20260917-0922-baseline|c126-m3|deepseek-small|Flexera One", "prompt": "c126-m3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flexera One — *Enterprise SAM/SaaS/FinOps specialist*... Arguably the deepest software asset management (SAM) engine"}, {"id": "mai-20260917-0922-baseline|c126-m3|deepseek-small|Ivanti", "prompt": "c126-m3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| Endpoint-heavy, need patching + security | **Ivanti** |"}, {"id": "mai-20260917-0922-baseline|c126-m3|deepseek-small|Snow Software", "prompt": "c126-m3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snow Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Software license audits, SaaS & cloud spend | **Flexera One** (or **Snow Software**) |"}, {"id": "mai-20260917-0922-baseline|c126-m3|deepseek-small|Oomnitza", "prompt": "c126-m3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Oomnitza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Specialist/comprehensive ITAM + SAM — Flexera One, Ivanti, Snow Software, Oomnitza"}, {"id": "mai-20260917-0922-baseline|c126-m3|deepseek-small|Lansweeper", "prompt": "c126-m3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lansweeper — *Discovery-first, agentless champion*... Just need accurate automated discovery | **Lansweeper** or **Device42**"}, {"id": "mai-20260917-0922-baseline|c126-m3|deepseek-small|Device42", "prompt": "c126-m3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Device42 — *CMDB-centric for hybrid infra*... Excellent dependency mapping and CMDB foundation"}, {"id": "mai-20260917-0922-baseline|c126-m3|deepseek-small|Asset Panda", "prompt": "c126-m3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "| SMB / track physical + non-IT assets / mobile | **Asset Panda** |"}, {"id": "mai-20260917-0922-baseline|c126-m3|deepseek-small|Snipe-IT", "prompt": "c126-m3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "| Free / open-source / self-hosted | **Snipe-IT** |"}, {"id": "mai-20260917-0922-baseline|c126-m3|deepseek-small|Reftab", "prompt": "c126-m3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Reftab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SMB / mobile-first registers — Asset Panda, Snipe-IT, Reftab, ManageEngine AssetExplorer"}, {"id": "mai-20260917-0922-baseline|c126-m3|deepseek-small|ManageEngine AssetExplorer", "prompt": "c126-m3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "| Mid-market, good value, full lifecycle | **ManageEngine AssetExplorer** |"}, {"id": "mai-20260917-0922-baseline|c126-m3|google-small|ServiceNow ITAM", "prompt": "c126-m3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The undisputed heavyweight of enterprise IT Service Management (ITSM)... Cons: Extremely expensive; complex implementation"}, {"id": "mai-20260917-0922-baseline|c126-m3|google-small|Freshservice (by Freshworks)", "prompt": "c126-m3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice (by Freshworks)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A modern, user-friendly, SaaS-based ITSM platform with fully integrated ITAM and endpoint tracking."}, {"id": "mai-20260917-0922-baseline|c126-m3|google-small|Asset Panda", "prompt": "c126-m3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A highly configurable, mobile-first asset tracking database."}, {"id": "mai-20260917-0922-baseline|c126-m3|google-small|Snipe-IT", "prompt": "c126-m3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The world's most popular open-source, budget-friendly IT asset register."}, {"id": "mai-20260917-0922-baseline|c126-m3|google-small|Lansweeper", "prompt": "c126-m3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The gold standard for agentless IT asset discovery."}, {"id": "mai-20260917-0922-baseline|c126-m3|google-small|Device42", "prompt": "c126-m3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Device42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deep hybrid-cloud discovery and application dependency mapping."}, {"id": "mai-20260917-0922-baseline|c126-m3|google-small|Oomnitza", "prompt": "c126-m3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Oomnitza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "API-driven Enterprise Technology Management (ETM) that serves as a \"system of trust\""}, {"id": "mai-20260917-0922-baseline|c126-m3|google-small|Flexera (Flexera One)", "prompt": "c126-m3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera (Flexera One)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise-level Software Asset Management (SAM) and FinOps."}, {"id": "mai-20260917-0922-baseline|c126-m3|meta-small|ServiceNow ITAM", "prompt": "c126-m3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ServiceNow ITAM is best for large enterprises with existing ITSM infrastructure"}, {"id": "mai-20260917-0922-baseline|c126-m3|meta-small|ManageEngine AssetExplorer", "prompt": "c126-m3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top IT asset management platforms include ServiceNow ITAM, ManageEngine AssetExplorer, Flexera One"}, {"id": "mai-20260917-0922-baseline|c126-m3|meta-small|Flexera One", "prompt": "c126-m3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top IT asset management platforms include ServiceNow ITAM, ManageEngine AssetExplorer, Flexera One, Lansweeper"}, {"id": "mai-20260917-0922-baseline|c126-m3|meta-small|Lansweeper", "prompt": "c126-m3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Lansweeper is best for discovery-first IT teams prioritizing inventory accuracy"}, {"id": "mai-20260917-0922-baseline|c126-m3|meta-small|Ivanti ITAM", "prompt": "c126-m3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ivanti ITAM is best for endpoint-heavy environments with integrated patch management"}, {"id": "mai-20260917-0922-baseline|c126-m3|meta-small|Device42", "prompt": "c126-m3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Device42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ivanti ITAM, Device42, Asset Panda, Snipe-IT"}, {"id": "mai-20260917-0922-baseline|c126-m3|meta-small|Asset Panda", "prompt": "c126-m3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Asset Panda is best for workflow depth and mobility in IT and operations"}, {"id": "mai-20260917-0922-baseline|c126-m3|meta-small|Snipe-IT", "prompt": "c126-m3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Asset Panda, Snipe-IT, Freshservice"}, {"id": "mai-20260917-0922-baseline|c126-m3|meta-small|Freshservice", "prompt": "c126-m3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Snipe-IT, Freshservice, Jamf Pro, and InvGate"}, {"id": "mai-20260917-0922-baseline|c126-m3|meta-small|Jamf Pro", "prompt": "c126-m3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Freshservice, Jamf Pro, and InvGate"}, {"id": "mai-20260917-0922-baseline|c126-m3|meta-small|InvGate", "prompt": "c126-m3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "InvGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Jamf Pro, and InvGate"}, {"id": "mai-20260917-0922-baseline|c126-m3|minimax-small|ServiceNow ITAM", "prompt": "c126-m3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| 1 | **ServiceNow ITAM** | Large enterprises ... Tightest CMDB/ITSM sync, unlimited scalability, but high cost & long implementation"}, {"id": "mai-20260917-0922-baseline|c126-m3|minimax-small|Lansweeper", "prompt": "c126-m3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lansweeper | Rapid deployment (1‑2 weeks), extensive hardware fingerprint library, low per‑device price"}, {"id": "mai-20260917-0922-baseline|c126-m3|minimax-small|ManageEngine AssetExplorer", "prompt": "c126-m3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full‑lifecycle ITAM + basic SAM at ~$200/device/yr"}, {"id": "mai-20260917-0922-baseline|c126-m3|minimax-small|Virima ITAM", "prompt": "c126-m3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Virima ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unique hybrid discovery + live CMDB + bi‑directional ITSM integration"}, {"id": "mai-20260917-0922-baseline|c126-m3|minimax-small|Flexera One", "prompt": "c126-m3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best‑in‑class SAM, license compliance, cloud cost governance; premium pricing"}, {"id": "mai-20260917-0922-baseline|c126-m3|minimax-small|Ivanti Neurons for ITAM", "prompt": "c126-m3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong tie‑in to endpoint security and remediation; ideal if you already have Ivanti"}, {"id": "mai-20260917-0922-baseline|c126-m3|minimax-small|Asset Panda", "prompt": "c126-m3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Simplicity & mobility; less “enterprise” depth but very quick to deploy"}, {"id": "mai-20260917-0922-baseline|c126-m3|minimax-small|Jira Service Management (Assets)", "prompt": "c126-m3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Jira Service Management (Assets)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Native CMDB, low extra cost if you already have Jira"}, {"id": "mai-20260917-0922-baseline|c126-m3|minimax-small|Device42", "prompt": "c126-m3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Powerful agent‑less discovery, dependency visualisations, strong DCIM features"}, {"id": "mai-20260917-0922-baseline|c126-m3|minimax-small|Snipe‑IT", "prompt": "c126-m3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe‑IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "No licensing cost; community‑driven, but limited advanced SAM & no built‑in ITSM integration"}, {"id": "mai-20260917-0922-baseline|c126-m3|minimax-small|Axonius", "prompt": "c126-m3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Axonius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for “asset‑centric” security; complements traditional ITAM rather than replacing it"}, {"id": "mai-20260917-0922-baseline|c126-m3|minimax-small|GLPI", "prompt": "c126-m3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "GLPI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**GLPI** – another open‑source option (more complex)"}, {"id": "mai-20260917-0922-baseline|c126-m3|mistral-small|ServiceNow ITAM", "prompt": "c126-m3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**ServiceNow ITAM** – Best for large enterprises already using ServiceNow’s ecosystem."}, {"id": "mai-20260917-0922-baseline|c126-m3|mistral-small|Lansweeper", "prompt": "c126-m3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Ideal for agentless network discovery across large, diverse IT estates."}, {"id": "mai-20260917-0922-baseline|c126-m3|mistral-small|ManageEngine AssetExplorer", "prompt": "c126-m3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for budget-conscious mid-sized teams"}, {"id": "mai-20260917-0922-baseline|c126-m3|mistral-small|Asset Panda", "prompt": "c126-m3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Stands out for its flexibility, mobile-first approach, and support for both IT and non-IT assets."}, {"id": "mai-20260917-0922-baseline|c126-m3|mistral-small|NinjaOne", "prompt": "c126-m3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Known for its ease of use, strong automation, and real-time monitoring."}, {"id": "mai-20260917-0922-baseline|c126-m3|mistral-small|Freshservice", "prompt": "c126-m3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A user-friendly ITSM tool with robust ITAM features"}, {"id": "mai-20260917-0922-baseline|c126-m3|mistral-small|Ivanti Neurons for ITAM", "prompt": "c126-m3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses on endpoint-heavy, security-focused enterprises."}, {"id": "mai-20260917-0922-baseline|c126-m3|mistral-small|Device42", "prompt": "c126-m3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Device42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Specializes in data center and network infrastructure management"}, {"id": "mai-20260917-0922-baseline|c126-m3|mistral-small|Jira Service Management (Assets)", "prompt": "c126-m3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Jira Service Management (Assets)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for teams already using Atlassian tools, offering basic ITAM"}, {"id": "mai-20260917-0922-baseline|c126-m3|mistral-small|Firstbase", "prompt": "c126-m3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Firstbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Unique for its built-in global logistics"}, {"id": "mai-20260917-0922-baseline|c126-m3|mistral-small|Snipe-IT", "prompt": "c126-m3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Open-source options (Snipe-IT) vs. enterprise suites"}, {"id": "mai-20260917-0922-baseline|c126-m3|mistral-small|Console", "prompt": "c126-m3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Console", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "or SaaS spend (Console)"}, {"id": "mai-20260917-0922-baseline|c126-m3|mistral-small|GoCodes", "prompt": "c126-m3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "GoCodes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Asset Panda and GoCodes offer strong mobile apps for field teams."}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|ServiceNow ITAM", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose ServiceNow or BMC Helix if: You're a large enterprise needing comprehensive ITSM integration"}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|Device42", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Device42 if: You need deep application dependency mapping and CMDB capabilities."}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|Flexera One ITAM", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Flexera if: Software license compliance and SaaS spend management are your top priorities."}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|Ivanti Neurons for ITAM", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong endpoint management with security integration"}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|BMC Helix", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "BMC Helix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose ServiceNow or BMC Helix if: You're a large enterprise needing comprehensive ITSM integration"}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|ManageEngine AssetExplorer", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose ManageEngine if: You want enterprise features at SMB pricing and prefer on-prem options."}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|Asset Panda", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Asset Panda if: You need mobile-first operations with configurable workflows"}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|Lansweeper", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Lansweeper if: You need agentless discovery across a large, diverse network."}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|InvGate Assets", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "InvGate Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Good balance of features and cost; license variance reporting"}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|Snipe-IT", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose Snipe-IT if: Budget is tight and you need basic, functional asset tracking."}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|Jamf Pro", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best-in-class macOS/iOS device management"}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|Firstbase", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Firstbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Choose Firstbase if: Equipment logistics (procurement, shipping, retrieval, resale) is critical"}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|Spiceworks", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Spiceworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Free inventory + help desk combo"}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|NinjaOne", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Combines RMM, patch management, and asset management"}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|Cloudaware", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Cloudaware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Cloud-native API: Connects to cloud services and SaaS platforms — Flexera, Cloudaware"}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|Zluri", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Zluri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "SaaS/subscription management | Flexera, Zluri, Torii"}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|Torii", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Torii", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "SaaS/subscription management | Flexera, Zluri, Torii"}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|GoCodes", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "GoCodes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Physical/non-IT assets | Asset Panda, GoCodes"}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|Freshservice", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "ITSM-native: ServiceNow, Freshservice, Jira Service Management"}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|Jira Service Management", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "ITSM-native: ServiceNow, Freshservice, Jira Service Management"}, {"id": "mai-20260917-0922-baseline|c126-m3|moonshot-small|Pulseway", "prompt": "c126-m3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Pulseway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "RMM-integrated: NinjaOne, Pulseway"}, {"id": "mai-20260917-0922-baseline|c126-m3|openai-small|ServiceNow IT Asset Management", "prompt": "c126-m3", "model": "openai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: **large enterprises** ... Usually the most complex and expensive option"}, {"id": "mai-20260917-0922-baseline|c126-m3|openai-small|Ivanti Neurons for ITAM", "prompt": "c126-m3", "model": "openai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often positioned as a more practical enterprise/upper-midmarket alternative"}, {"id": "mai-20260917-0922-baseline|c126-m3|openai-small|Freshservice IT Asset Management", "prompt": "c126-m3", "model": "openai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice IT Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: **midmarket and SMB teams** that want a simpler cloud-first ITSM + ITAM tool"}, {"id": "mai-20260917-0922-baseline|c126-m3|openai-small|ManageEngine AssetExplorer", "prompt": "c126-m3", "model": "openai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: teams wanting **fast deployment and cost-conscious ITAM**"}, {"id": "mai-20260917-0922-baseline|c126-m3|openai-small|Atlassian Assets (Jira Service Management)", "prompt": "c126-m3", "model": "openai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Atlassian Assets (Jira Service Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent if your IT operations already live in Jira"}, {"id": "mai-20260917-0922-baseline|c126-m3|openai-small|Lansweeper", "prompt": "c126-m3", "model": "openai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: **asset discovery and inventory visibility**"}, {"id": "mai-20260917-0922-baseline|c126-m3|xai-small|ServiceNow ITAM", "prompt": "c126-m3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "enterprise leaders like ServiceNow dominate for scale... enterprises need ServiceNow's depth"}, {"id": "mai-20260917-0922-baseline|c126-m3|xai-small|ManageEngine AssetExplorer", "prompt": "c126-m3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SMB-friendly options like Asset Panda and ManageEngine excel in affordability"}, {"id": "mai-20260917-0922-baseline|c126-m3|xai-small|Asset Panda", "prompt": "c126-m3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SMBs, mobile/hardware tracking; simple, flexible for small teams"}, {"id": "mai-20260917-0922-baseline|c126-m3|xai-small|Lansweeper", "prompt": "c126-m3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lansweeper for discovery accuracy"}, {"id": "mai-20260917-0922-baseline|c126-m3|xai-small|Ivanti Neurons for ITAM", "prompt": "c126-m3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Endpoint-heavy, security-focused... Best with existing Ivanti tools"}, {"id": "mai-20260917-0922-baseline|c126-m3|xai-small|Flexera One", "prompt": "c126-m3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flexera for SAM... Narrower scope; not ideal for pure hardware inventory"}, {"id": "mai-20260917-0922-baseline|c126-m3|zai-small|ServiceNow ITAM", "prompt": "c126-m3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow** is the \"gold standard\" for enterprises needing a unified ITAM/ITSM/ITOM stack."}, {"id": "mai-20260917-0922-baseline|c126-m3|zai-small|Flexera One ITAM", "prompt": "c126-m3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Flexera One ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flexera** excels when software license compliance and SaaS spend are top priorities."}, {"id": "mai-20260917-0922-baseline|c126-m3|zai-small|Ivanti Neurons for ITAM", "prompt": "c126-m3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ivanti** is the go\\u2011to for endpoint\\u2011centric, security\\u2011focused environments with patching integration."}, {"id": "mai-20260917-0922-baseline|c126-m3|zai-small|Device42", "prompt": "c126-m3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Device42** shines for teams that need deep infrastructure dependency mapping and CMDB depth."}, {"id": "mai-20260917-0922-baseline|c126-m3|zai-small|Lansweeper", "prompt": "c126-m3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Lansweeper** offers the fastest, agentless discovery for broad inventory visibility."}, {"id": "mai-20260917-0922-baseline|c126-m3|zai-small|ManageEngine AssetExplorer", "prompt": "c126-m3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ManageEngine** balances cost and feature set for mid\\u2011market, on\\u2011prem\\u2011friendly teams."}, {"id": "mai-20260917-0922-baseline|c126-m3|zai-small|InvGate Assets", "prompt": "c126-m3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "InvGate Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**InvGate** and **Snipe\\u2011IT** provide simpler, SMB\\u2011oriented solutions"}, {"id": "mai-20260917-0922-baseline|c126-m3|zai-small|Snipe-IT", "prompt": "c126-m3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Lightweight, self\\u2011hosted asset tracking | Snipe\\u2011IT"}, {"id": "mai-20260917-0922-baseline|c126-m3|zai-small|Asset Panda", "prompt": "c126-m3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Mobile\\u2011first, barcode/QR hardware tracking | Asset Panda"}, {"id": "mai-20260917-0922-baseline|c126-m3|zai-small|Pulseway", "prompt": "c126-m3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Pulseway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Real\\u2011time monitoring + remote remediation | Pulseway"}, {"id": "mai-20260917-0922-baseline|c126-m3|zai-small|BMC Helix", "prompt": "c126-m3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other notable players include BMC Helix, IBM Maximo"}, {"id": "mai-20260917-0922-baseline|c126-m3|zai-small|IBM Maximo", "prompt": "c126-m3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "IBM Maximo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Other notable players include BMC Helix, IBM Maximo"}, {"id": "mai-20260917-0922-baseline|c126-m4|alibaba-small|Snipe-IT", "prompt": "c126-m4", "model": "alibaba-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snipe-IT** is widely considered the gold standard for free IT Asset Management (ITAM)."}, {"id": "mai-20260917-0922-baseline|c126-m4|alibaba-small|Spiceworks IT Asset Management", "prompt": "c126-m4", "model": "alibaba-small", "cat": "it-asset-management", "variant": "budget", "raw": "Spiceworks IT Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best \"Set-and-Forget\" Cloud Tool (SaaS): **Spiceworks IT Asset Management**"}, {"id": "mai-20260917-0922-baseline|c126-m4|alibaba-small|Snow", "prompt": "c126-m4", "model": "alibaba-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "limited compared to paid competitors like Snow or Ivanti"}, {"id": "mai-20260917-0922-baseline|c126-m4|alibaba-small|Ivanti", "prompt": "c126-m4", "model": "alibaba-small", "cat": "it-asset-management", "variant": "budget", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "limited compared to paid competitors like Snow or Ivanti"}, {"id": "mai-20260917-0922-baseline|c126-m4|alibaba-small|AssetTiger", "prompt": "c126-m4", "model": "alibaba-small", "cat": "it-asset-management", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AssetTiger** is a great middle ground"}, {"id": "mai-20260917-0922-baseline|c126-m4|alibaba-small|Blue Tally", "prompt": "c126-m4", "model": "alibaba-small", "cat": "it-asset-management", "variant": "budget", "raw": "Blue Tally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Hardware-Only Tracking: **Blue Tally**"}, {"id": "mai-20260917-0922-baseline|c126-m4|anthropic-small|Snipe-IT", "prompt": "c126-m4", "model": "anthropic-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the absolute lowest cost, **Snipe-IT** (free self-hosted) or **Spiceworks** (free with ads) are excellent choices."}, {"id": "mai-20260917-0922-baseline|c126-m4|anthropic-small|Spiceworks", "prompt": "c126-m4", "model": "anthropic-small", "cat": "it-asset-management", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the absolute lowest cost, **Snipe-IT** (free self-hosted) or **Spiceworks** (free with ads) are excellent choices."}, {"id": "mai-20260917-0922-baseline|c126-m4|anthropic-small|Asset Panda", "prompt": "c126-m4", "model": "anthropic-small", "cat": "it-asset-management", "variant": "budget", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Asset Panda** at $5/user/month provides good balance between affordability and functionality"}, {"id": "mai-20260917-0922-baseline|c126-m4|anthropic-small|ManageEngine AssetExplorer", "prompt": "c126-m4", "model": "anthropic-small", "cat": "it-asset-management", "variant": "budget", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free edition supports up to 25 nodes... paid version starts at $955/year for 250 nodes"}, {"id": "mai-20260917-0922-baseline|c126-m4|challenger-small|Snipe-IT", "prompt": "c126-m4", "model": "challenger-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Snipe-IT** because it is repeatedly described as the best *free or low-cost* option"}, {"id": "mai-20260917-0922-baseline|c126-m4|challenger-small|ManageEngine AssetExplorer", "prompt": "c126-m4", "model": "challenger-small", "cat": "it-asset-management", "variant": "budget", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is often the next best budget-conscious pick for small-to-mid-sized teams"}, {"id": "mai-20260917-0922-baseline|c126-m4|challenger-small|Freshservice Asset Management", "prompt": "c126-m4", "model": "challenger-small", "cat": "it-asset-management", "variant": "budget", "raw": "Freshservice Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good fit if you also want ITSM and asset management in one cloud tool"}, {"id": "mai-20260917-0922-baseline|c126-m4|challenger-small|NinjaOne", "prompt": "c126-m4", "model": "challenger-small", "cat": "it-asset-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it is usually better when budget is less tight"}, {"id": "mai-20260917-0922-baseline|c126-m4|deepseek-small|Snipe-IT", "prompt": "c126-m4", "model": "deepseek-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snipe-IT — Best overall for budget teams"}, {"id": "mai-20260917-0922-baseline|c126-m4|deepseek-small|GLPI", "prompt": "c126-m4", "model": "deepseek-small", "cat": "it-asset-management", "variant": "budget", "raw": "GLPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GLPI — Best if you also want a help desk"}, {"id": "mai-20260917-0922-baseline|c126-m4|deepseek-small|Reftab", "prompt": "c126-m4", "model": "deepseek-small", "cat": "it-asset-management", "variant": "budget", "raw": "Reftab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best low-cost SaaS (no server to run)"}, {"id": "mai-20260917-0922-baseline|c126-m4|deepseek-small|BlueTally", "prompt": "c126-m4", "model": "deepseek-small", "cat": "it-asset-management", "variant": "budget", "raw": "BlueTally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BlueTally — Best cheap flat-rate SaaS"}, {"id": "mai-20260917-0922-baseline|c126-m4|deepseek-small|AssetTiger", "prompt": "c126-m4", "model": "deepseek-small", "cat": "it-asset-management", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AssetTiger's old 250-asset plan) have quietly changed to time-limited trials"}, {"id": "mai-20260917-0922-baseline|c126-m4|google-small|Snipe-IT", "prompt": "c126-m4", "model": "google-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snipe-IT is widely considered the gold standard of budget IT asset management."}, {"id": "mai-20260917-0922-baseline|c126-m4|google-small|AssetTiger", "prompt": "c126-m4", "model": "google-small", "cat": "it-asset-management", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best \"Plug-and-Play\" SaaS for Medium Fleets: **AssetTiger**"}, {"id": "mai-20260917-0922-baseline|c126-m4|google-small|BlueTally", "prompt": "c126-m4", "model": "google-small", "cat": "it-asset-management", "variant": "budget", "raw": "BlueTally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Modern Interface for Small Fleets: **BlueTally**"}, {"id": "mai-20260917-0922-baseline|c126-m4|google-small|GLPI", "prompt": "c126-m4", "model": "google-small", "cat": "it-asset-management", "variant": "budget", "raw": "GLPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Combined ITAM & IT Helpdesk: **GLPI**"}, {"id": "mai-20260917-0922-baseline|c126-m4|meta-small|Snipe-IT", "prompt": "c126-m4", "model": "meta-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best IT asset management platform for a company with a limited budget is Snipe-IT."}, {"id": "mai-20260917-0922-baseline|c126-m4|meta-small|Bluetally", "prompt": "c126-m4", "model": "meta-small", "cat": "it-asset-management", "variant": "budget", "raw": "Bluetally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Bluetally and Virima, which offer more advanced features and integrations, but may require a larger budget."}, {"id": "mai-20260917-0922-baseline|c126-m4|meta-small|Virima", "prompt": "c126-m4", "model": "meta-small", "cat": "it-asset-management", "variant": "budget", "raw": "Virima", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Bluetally and Virima, which offer more advanced features and integrations, but may require a larger budget."}, {"id": "mai-20260917-0922-baseline|c126-m4|minimax-small|Snipe-IT", "prompt": "c126-m4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Companies with technical expertise who want full control ... Free (self-hosted)"}, {"id": "mai-20260917-0922-baseline|c126-m4|minimax-small|Lansweeper", "prompt": "c126-m4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "Lansweeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Spiceworks** or **Lansweeper's free tier** — they're free and require minimal setup"}, {"id": "mai-20260917-0922-baseline|c126-m4|minimax-small|Spiceworks Inventory Online", "prompt": "c126-m4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "Spiceworks Inventory Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Spiceworks** or **Lansweeper's free tier** — they're free and require minimal setup"}, {"id": "mai-20260917-0922-baseline|c126-m4|minimax-small|Reftab", "prompt": "c126-m4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "Reftab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Reftab** at $62.50/year is incredibly affordable"}, {"id": "mai-20260917-0922-baseline|c126-m4|minimax-small|AssetLoom", "prompt": "c126-m4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "AssetLoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AssetLoom's free tier** handles up to 250 assets"}, {"id": "mai-20260917-0922-baseline|c126-m4|minimax-small|Freshservice", "prompt": "c126-m4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "$19/agent/month | Companies needing help desk + ITAM"}, {"id": "mai-20260917-0922-baseline|c126-m4|minimax-small|NinjaOne", "prompt": "c126-m4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "$1.50-3.75/endpoint/month | Teams needing RMM + asset management"}, {"id": "mai-20260917-0922-baseline|c126-m4|mistral-small|InvGate Asset Management", "prompt": "c126-m4", "model": "mistral-small", "cat": "it-asset-management", "variant": "budget", "raw": "InvGate Asset Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**InvGate Asset Management** and **ManageEngine AssetExplorer** stand out as top choices for small businesses and budget-conscious teams."}, {"id": "mai-20260917-0922-baseline|c126-m4|mistral-small|ManageEngine AssetExplorer", "prompt": "c126-m4", "model": "mistral-small", "cat": "it-asset-management", "variant": "budget", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "specifically noted as a budget-friendly solution, ideal for small businesses or startups with up to 250 assets"}, {"id": "mai-20260917-0922-baseline|c126-m4|moonshot-small|Snipe-IT", "prompt": "c126-m4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snipe-IT** (Best Overall Free Option) ... It's the most mature, well-supported open-source option with no limits."}, {"id": "mai-20260917-0922-baseline|c126-m4|moonshot-small|GLPI", "prompt": "c126-m4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "GLPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cost:** Free (GPL license), self-hosted ... More comprehensive than Snipe-IT, better for MSPs"}, {"id": "mai-20260917-0922-baseline|c126-m4|moonshot-small|Ralph", "prompt": "c126-m4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "Ralph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Ralph** – Good for infrastructure-heavy environments"}, {"id": "mai-20260917-0922-baseline|c126-m4|moonshot-small|OCS Inventory", "prompt": "c126-m4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "OCS Inventory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**OCS Inventory** – Strong on automatic discovery"}, {"id": "mai-20260917-0922-baseline|c126-m4|moonshot-small|Shelf", "prompt": "c126-m4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "Shelf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Free for unlimited assets but **only 1 user**"}, {"id": "mai-20260917-0922-baseline|c126-m4|moonshot-small|Reftab", "prompt": "c126-m4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "Reftab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you have $0 budget but NO technical resources:** **Reftab** (free tier)"}, {"id": "mai-20260917-0922-baseline|c126-m4|moonshot-small|Lansweeper", "prompt": "c126-m4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Lansweeper** (free tier up to 100 assets)"}, {"id": "mai-20260917-0922-baseline|c126-m4|moonshot-small|ManageEngine AssetExplorer", "prompt": "c126-m4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you can spend ~$100-150/month:** **ManageEngine AssetExplorer**"}, {"id": "mai-20260917-0922-baseline|c126-m4|moonshot-small|Freshservice Growth", "prompt": "c126-m4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "Freshservice Growth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Freshservice Growth** (~$49/agent/month) for more integrated ITSM features"}, {"id": "mai-20260917-0922-baseline|c126-m4|openai-small|Snipe-IT", "prompt": "c126-m4", "model": "openai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Snipe-IT**. It's **open source**"}, {"id": "mai-20260917-0922-baseline|c126-m4|openai-small|ManageEngine AssetExplorer", "prompt": "c126-m4", "model": "openai-small", "cat": "it-asset-management", "variant": "budget", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ManageEngine AssetExplorer** is a strong contender"}, {"id": "mai-20260917-0922-baseline|c126-m4|openai-small|Lansweeper", "prompt": "c126-m4", "model": "openai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Lansweeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "good product, but it's usually better when you have a bit more budget"}, {"id": "mai-20260917-0922-baseline|c126-m4|xai-small|Snipe-IT", "prompt": "c126-m4", "model": "xai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best IT asset management (ITAM) platform is Snipe-IT's free, self-hosted open-source version"}, {"id": "mai-20260917-0922-baseline|c126-m4|xai-small|Lansweeper", "prompt": "c126-m4", "model": "xai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Lansweeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Free up to 100 assets | Excellent discovery, but scales to paid (~$1/asset/year)"}, {"id": "mai-20260917-0922-baseline|c126-m4|xai-small|GLPI", "prompt": "c126-m4", "model": "xai-small", "cat": "it-asset-management", "variant": "budget", "raw": "GLPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broader ITSM suite; steeper learning curve but pairs well with OCS Inventory"}, {"id": "mai-20260917-0922-baseline|c126-m4|xai-small|OCS Inventory NG", "prompt": "c126-m4", "model": "xai-small", "cat": "it-asset-management", "variant": "budget", "raw": "OCS Inventory NG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Agent-based scanning for hardware/software; complements Snipe-IT/GLPI. Great for networks."}, {"id": "mai-20260917-0922-baseline|c126-m4|zai-small|Snipe-IT", "prompt": "c126-m4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best free / open‑source choice:** **Snipe‑IT** (self‑hosted) or **GLPI** (self‑hosted)"}, {"id": "mai-20260917-0922-baseline|c126-m4|zai-small|GLPI", "prompt": "c126-m4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "GLPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best free / open‑source choice:** **Snipe‑IT** (self‑hosted) or **GLPI** (self‑hosted)"}, {"id": "mai-20260917-0922-baseline|c126-m4|zai-small|Reftab", "prompt": "c126-m4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Reftab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best low‑cost paid choice:** **Reftab** (free up to 50 assets, $31.25 /mo for 250 assets)"}, {"id": "mai-20260917-0922-baseline|c126-m4|zai-small|AssetTiger", "prompt": "c126-m4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AssetTiger** (free up to 250 assets, $955 /yr for 250 assets)"}, {"id": "mai-20260917-0922-baseline|c126-m4|zai-small|ManageEngine AssetExplorer", "prompt": "c126-m4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best “mid‑budget” enterprise‑grade choice:** **ManageEngine AssetExplorer**"}, {"id": "mai-20260917-0922-baseline|c126-m4|zai-small|NinjaOne", "prompt": "c126-m4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Teams that also need endpoint management and ticketing."}, {"id": "mai-20260917-0922-baseline|c126-m4|zai-small|Atera", "prompt": "c126-m4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Most SMB‑focused tools charge in the **$50–$200 /mo** range for a few hundred assets (e.g., NinjaOne, Atera)"}, {"id": "mai-20260917-0922-baseline|c126-m4|zai-small|Ralph 3", "prompt": "c126-m4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Ralph 3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for network inventory, hardware discovery, and compliance."}, {"id": "mai-20260917-0922-baseline|c126-m4|zai-small|CMDBuild", "prompt": "c126-m4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "CMDBuild", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "CMDB‑focused with workflow and configuration management."}, {"id": "mai-20260917-0922-baseline|c126-m4|zai-small|OCS Inventory NG", "prompt": "c126-m4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "OCS Inventory NG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Lightweight network inventory agent; great for large on‑prem estates."}, {"id": "mai-20260917-0922-baseline|c126-m4|zai-small|Lansweeper", "prompt": "c126-m4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Free tier limited to ~500 assets (depends on version); easy to deploy."}, {"id": "mai-20260917-0922-baseline|c126-m4|zai-small|BlueTally", "prompt": "c126-m4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "BlueTally", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Free up to 50 assets (no credit card) | Per‑asset pricing | Simple, clean UI, good for small teams."}, {"id": "mai-20260917-0922-baseline|c126-m4|zai-small|ServiceNow", "prompt": "c126-m4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Consider a more robust commercial suite (ServiceNow, Freshservice, etc.)"}, {"id": "mai-20260917-0922-baseline|c126-m4|zai-small|Freshservice", "prompt": "c126-m4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Consider a more robust commercial suite (ServiceNow, Freshservice, etc.)"}, {"id": "mai-20260917-0922-baseline|c126-m5|alibaba-small|Snipe-IT", "prompt": "c126-m5", "model": "alibaba-small", "cat": "it-asset-management", "variant": "scale", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When demoing vendors (e.g., Snipe-IT, Ivanti, ManageEngine, AssetWorks, Jamf), ask specifically about:"}, {"id": "mai-20260917-0922-baseline|c126-m5|alibaba-small|Ivanti", "prompt": "c126-m5", "model": "alibaba-small", "cat": "it-asset-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When demoing vendors (e.g., Snipe-IT, Ivanti, ManageEngine, AssetWorks, Jamf)"}, {"id": "mai-20260917-0922-baseline|c126-m5|alibaba-small|ManageEngine", "prompt": "c126-m5", "model": "alibaba-small", "cat": "it-asset-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When demoing vendors (e.g., Snipe-IT, Ivanti, ManageEngine, AssetWorks, Jamf)"}, {"id": "mai-20260917-0922-baseline|c126-m5|alibaba-small|AssetWorks", "prompt": "c126-m5", "model": "alibaba-small", "cat": "it-asset-management", "variant": "scale", "raw": "AssetWorks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When demoing vendors (e.g., Snipe-IT, Ivanti, ManageEngine, AssetWorks, Jamf)"}, {"id": "mai-20260917-0922-baseline|c126-m5|alibaba-small|Jamf", "prompt": "c126-m5", "model": "alibaba-small", "cat": "it-asset-management", "variant": "scale", "raw": "Jamf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "When demoing vendors (e.g., Snipe-IT, Ivanti, ManageEngine, AssetWorks, Jamf)"}, {"id": "mai-20260917-0922-baseline|c126-m5|deepseek-small|Freshservice ITAM", "prompt": "c126-m5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "Freshservice ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Strong for 500-person companies that want ITAM inside a broader ITSM; fast to deploy"}, {"id": "mai-20260917-0922-baseline|c126-m5|deepseek-small|Lansweeper", "prompt": "c126-m5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent agentless discovery at a reasonable price; lighter on SAM/workflow depth"}, {"id": "mai-20260917-0922-baseline|c126-m5|deepseek-small|Flexera One", "prompt": "c126-m5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "Flexera One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Best-in-class software license management; may be more than needed at 500 people"}, {"id": "mai-20260917-0922-baseline|c126-m5|deepseek-small|Snow Software", "prompt": "c126-m5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "Snow Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong license optimization, particularly for hybrid environments"}, {"id": "mai-20260917-0922-baseline|c126-m5|deepseek-small|Ivanti Neurons", "prompt": "c126-m5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "Ivanti Neurons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good if you already use Ivanti for endpoint management"}, {"id": "mai-20260917-0922-baseline|c126-m5|deepseek-small|Oomnitza", "prompt": "c126-m5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "Oomnitza", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-market modern ITAM | Automated lifecycle tracking with strong integrations"}, {"id": "mai-20260917-0922-baseline|c126-m5|google-small|ServiceNow", "prompt": "c126-m5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you do not have the massive budget, dedicated ITAM headcount, or time required to implement and maintain heavyweight legacy enterprise systems (like ServiceNow)"}, {"id": "mai-20260917-0922-baseline|c126-m5|google-small|Setyl", "prompt": "c126-m5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "Setyl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Setyl: Excellent for unifying hardware, software, and remote employee logistics with modern integrations and per-user pricing."}, {"id": "mai-20260917-0922-baseline|c126-m5|google-small|Asset Panda", "prompt": "c126-m5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Asset Panda or Reftab: Highly customizable, great for companies with a mix of IT and operational/physical assets"}, {"id": "mai-20260917-0922-baseline|c126-m5|google-small|Reftab", "prompt": "c126-m5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "Reftab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Asset Panda or Reftab: Highly customizable"}, {"id": "mai-20260917-0922-baseline|c126-m5|google-small|Oomnitza", "prompt": "c126-m5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "Oomnitza", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Very powerful automation capabilities, bridging enterprise ITAM and mid-market agility."}, {"id": "mai-20260917-0922-baseline|c126-m5|google-small|Freshservice", "prompt": "c126-m5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A unified service desk with robust, built-in asset discovery and tracking. Very popular for 500-user orgs."}, {"id": "mai-20260917-0922-baseline|c126-m5|google-small|InvGate Asset Management", "prompt": "c126-m5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "InvGate Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "High-utility discovery and tracking that integrates natively with their ticketing system."}, {"id": "mai-20260917-0922-baseline|c126-m5|google-small|Torii", "prompt": "c126-m5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "Torii", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Torii or Zluri: Industry leaders in automated SaaS discovery, license harvesting"}, {"id": "mai-20260917-0922-baseline|c126-m5|google-small|Zluri", "prompt": "c126-m5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "Zluri", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Torii or Zluri: Industry leaders in automated SaaS discovery"}, {"id": "mai-20260917-0922-baseline|c126-m5|google-small|Snipe-IT", "prompt": "c126-m5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "Snipe-IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Great if you have the internal resources to host and customize it, though it lacks deep out-of-the-box SaaS discovery."}, {"id": "mai-20260917-0922-baseline|c126-m5|mistral-small|ServiceNow ITAM", "prompt": "c126-m5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Deep CMDB, enterprise-grade, strong SAM | Expensive, complex setup"}, {"id": "mai-20260917-0922-baseline|c126-m5|mistral-small|BMC Helix ITAM", "prompt": "c126-m5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "BMC Helix ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong discovery, multi-cloud, compliance | Steep learning curve"}, {"id": "mai-20260917-0922-baseline|c126-m5|mistral-small|Ivanti IT Asset Mgmt", "prompt": "c126-m5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "Ivanti IT Asset Mgmt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong endpoint mgmt, patching, mobile/IoT | UI can be clunky"}, {"id": "mai-20260917-0922-baseline|c126-m5|mistral-small|Flexera (Snow)", "prompt": "c126-m5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "Flexera (Snow)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Best-in-class SAM, audit-ready, SaaS mgmt | Expensive, complex implementation"}, {"id": "mai-20260917-0922-baseline|c126-m5|mistral-small|ManageEngine AssetExplorer", "prompt": "c126-m5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limited scalability for 500+ users"}, {"id": "mai-20260917-0922-baseline|c126-m5|mistral-small|Snipe-IT", "prompt": "c126-m5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "Snipe-IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Limited support, no SaaS mgmt | Small/medium teams, DIY setups"}, {"id": "mai-20260917-0922-baseline|c126-m5|mistral-small|Lansweeper", "prompt": "c126-m5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Excellent discovery, hardware/software focus | Weak SAM, limited SaaS mgmt"}, {"id": "mai-20260917-0922-baseline|c126-m5|mistral-small|Zluri", "prompt": "c126-m5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "Zluri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SaaS-first, employee-friendly, automation | Newer player, limited hardware mgmt"}, {"id": "mai-20260917-0922-baseline|c126-m5|moonshot-small|ManageEngine AssetExplorer", "prompt": "c126-m5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Request demos** from 3-4 vendors with strong mid-market positioning (e.g., ManageEngine AssetExplorer, Asset Panda, Setyl, Infraon)"}, {"id": "mai-20260917-0922-baseline|c126-m5|moonshot-small|Asset Panda", "prompt": "c126-m5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vendors with strong mid-market positioning (e.g., ManageEngine AssetExplorer, Asset Panda, Setyl, Infraon)"}, {"id": "mai-20260917-0922-baseline|c126-m5|moonshot-small|Setyl", "prompt": "c126-m5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "Setyl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendors with strong mid-market positioning (e.g., ManageEngine AssetExplorer, Asset Panda, Setyl, Infraon)"}, {"id": "mai-20260917-0922-baseline|c126-m5|moonshot-small|Infraon", "prompt": "c126-m5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "Infraon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "vendors with strong mid-market positioning (e.g., ManageEngine AssetExplorer, Asset Panda, Setyl, Infraon)"}, {"id": "mai-20260917-0922-baseline|c126-m5|xai-small|ServiceNow", "prompt": "c126-m5", "model": "xai-small", "cat": "it-asset-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "ServiceNow (enterprise workflows)"}, {"id": "mai-20260917-0922-baseline|c126-m5|xai-small|ManageEngine", "prompt": "c126-m5", "model": "xai-small", "cat": "it-asset-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ManageEngine (budget-friendly)"}, {"id": "mai-20260917-0922-baseline|c126-m5|xai-small|Flexera", "prompt": "c126-m5", "model": "xai-small", "cat": "it-asset-management", "variant": "scale", "raw": "Flexera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flexera (SAM focus)"}, {"id": "mai-20260917-0922-baseline|c126-m5|xai-small|Device42", "prompt": "c126-m5", "model": "xai-small", "cat": "it-asset-management", "variant": "scale", "raw": "Device42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus on tools like ServiceNow, ManageEngine, Flexera, Device42, or InvGate"}, {"id": "mai-20260917-0922-baseline|c126-m5|xai-small|InvGate", "prompt": "c126-m5", "model": "xai-small", "cat": "it-asset-management", "variant": "scale", "raw": "InvGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "InvGate/SysAid (mid-market)"}, {"id": "mai-20260917-0922-baseline|c126-m5|xai-small|SysAid", "prompt": "c126-m5", "model": "xai-small", "cat": "it-asset-management", "variant": "scale", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "InvGate/SysAid (mid-market)"}, {"id": "mai-20260917-0922-baseline|c126-m5|zai-small|ServiceNow ITAM", "prompt": "c126-m5", "model": "zai-small", "cat": "it-asset-management", "variant": "scale", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep ITSM integration, scalable, best for enterprises with existing ServiceNow investments."}, {"id": "mai-20260917-0922-baseline|c126-m5|zai-small|ManageEngine AssetExplorer", "prompt": "c126-m5", "model": "zai-small", "cat": "it-asset-management", "variant": "scale", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Full-lifecycle coverage, mid-market focused, affordable."}, {"id": "mai-20260917-0922-baseline|c126-m5|zai-small|InvGate Asset Management", "prompt": "c126-m5", "model": "zai-small", "cat": "it-asset-management", "variant": "scale", "raw": "InvGate Asset Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong discovery (agent + agentless), good ITSM integration, mid-market friendly."}, {"id": "mai-20260917-0922-baseline|c126-m5|zai-small|Lansweeper", "prompt": "c126-m5", "model": "zai-small", "cat": "it-asset-management", "variant": "scale", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Agentless network discovery, quick deployment, good for large, diverse estates."}, {"id": "mai-20260917-0922-baseline|c126-m5|zai-small|Freshservice ITAM", "prompt": "c126-m5", "model": "zai-small", "cat": "it-asset-management", "variant": "scale", "raw": "Freshservice ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tight Freshservice integration, mid-market focused, user-friendly."}, {"id": "mai-20260917-0922-baseline|c126-m5|zai-small|Asset Panda", "prompt": "c126-m5", "model": "zai-small", "cat": "it-asset-management", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Faster deployment, lower cost, strong on hardware lifecycle and depot logistics."}, {"id": "mai-20260917-0922-baseline|c126-m5|zai-small|Snipe-IT", "prompt": "c126-m5", "model": "zai-small", "cat": "it-asset-management", "variant": "scale", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Faster deployment, lower cost, strong on hardware lifecycle and depot logistics."}, {"id": "mai-20260917-0922-baseline|c126-m5|zai-small|Device42", "prompt": "c126-m5", "model": "zai-small", "cat": "it-asset-management", "variant": "scale", "raw": "Device42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Faster deployment, lower cost, strong on hardware lifecycle and depot logistics."}, {"id": "mai-20260917-0922-baseline|c126-m6|alibaba-small|ServiceNow IT Asset Management", "prompt": "c126-m6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platform to be cautious about: ServiceNow IT Asset Management ... extremely resource-intensive, expensive, and has a steep learning curve"}, {"id": "mai-20260917-0922-baseline|c126-m6|alibaba-small|ManageEngine (AssetExplorer)", "prompt": "c126-m6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "ManageEngine (AssetExplorer)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platform to be cautious about: Older versions of ManageEngine (AssetExplorer) or purely on-premise legacy tools"}, {"id": "mai-20260917-0922-baseline|c126-m6|alibaba-small|NinjaOne", "prompt": "c126-m6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While tools like NinjaOne or ConnectWise Automate are excellent for *managing* devices, their native *asset management* ... is often superficial"}, {"id": "mai-20260917-0922-baseline|c126-m6|alibaba-small|ConnectWise Automate", "prompt": "c126-m6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "ConnectWise Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their native *asset management* (especially license compliance and financial lifecycle tracking) is often superficial compared to dedicated solutions"}, {"id": "mai-20260917-0922-baseline|c126-m6|alibaba-small|Flexera", "prompt": "c126-m6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "Flexera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "superficial compared to dedicated solutions like Flexera or Snow Software"}, {"id": "mai-20260917-0922-baseline|c126-m6|alibaba-small|Snow Software", "prompt": "c126-m6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snow Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "superficial compared to dedicated solutions like Flexera or Snow Software"}, {"id": "mai-20260917-0922-baseline|c126-m6|anthropic-small|Snipe-IT", "prompt": "c126-m6", "model": "anthropic-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "tools like Snipe-IT and GLPI track licenses in terms of assigned seats but neither tool meters real usage"}, {"id": "mai-20260917-0922-baseline|c126-m6|anthropic-small|GLPI", "prompt": "c126-m6", "model": "anthropic-small", "cat": "it-asset-management", "variant": "negative", "raw": "GLPI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "tools like Snipe-IT and GLPI track licenses in terms of assigned seats but neither tool meters real usage"}, {"id": "mai-20260917-0922-baseline|c126-m6|anthropic-small|ServiceNow", "prompt": "c126-m6", "model": "anthropic-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise platforms like ServiceNow and BMC Helix require 3–6 months of implementation"}, {"id": "mai-20260917-0922-baseline|c126-m6|anthropic-small|BMC Helix", "prompt": "c126-m6", "model": "anthropic-small", "cat": "it-asset-management", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise platforms like ServiceNow and BMC Helix require 3–6 months of implementation"}, {"id": "mai-20260917-0922-baseline|c126-m6|anthropic-small|Microsoft SCCM", "prompt": "c126-m6", "model": "anthropic-small", "cat": "it-asset-management", "variant": "negative", "raw": "Microsoft SCCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Using SCCM Metering Rules for every packaged application ... quickly makes the volume of data generated unmanageable and expensive"}, {"id": "mai-20260917-0922-baseline|c126-m6|anthropic-small|TeamDynamix", "prompt": "c126-m6", "model": "anthropic-small", "cat": "it-asset-management", "variant": "negative", "raw": "TeamDynamix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "reassigning ownership of configuration items when an administrator leaves the organization can be cumbersome"}, {"id": "mai-20260917-0922-baseline|c126-m6|challenger-small|Snipe-IT", "prompt": "c126-m6", "model": "challenger-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be **cautious** with ... **Snipe-IT** for teams that want automation or minimal manual upkeep"}, {"id": "mai-20260917-0922-baseline|c126-m6|challenger-small|ServiceNow ITAM", "prompt": "c126-m6", "model": "challenger-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Reviews describe high total cost of ownership, a steep learning curve, and complex setup; the platform is positioned as enterprise-focused."}, {"id": "mai-20260917-0922-baseline|c126-m6|challenger-small|AssetExplorer", "prompt": "c126-m6", "model": "challenger-small", "cat": "it-asset-management", "variant": "negative", "raw": "AssetExplorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may not be ideal for modern SaaS interfaces, heavy automation/orchestration, or advanced helpdesk workflows"}, {"id": "mai-20260917-0922-baseline|c126-m6|challenger-small|Lansweeper", "prompt": "c126-m6", "model": "challenger-small", "cat": "it-asset-management", "variant": "negative", "raw": "Lansweeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It may be overkill for very small teams and is not ideal if your main need is basic manual tracking"}, {"id": "mai-20260917-0922-baseline|c126-m6|deepseek-small|ServiceNow ITAM", "prompt": "c126-m6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Steep learning curve... High total cost... Who should skip it: Small teams, budget-constrained orgs"}, {"id": "mai-20260917-0922-baseline|c126-m6|deepseek-small|Ivanti (ITAM / Neurons for ITSM)", "prompt": "c126-m6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "Ivanti (ITAM / Neurons for ITSM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Security posture is questionable and your org can't commit to rapid patching (e.g., Ivanti on-prem)."}, {"id": "mai-20260917-0922-baseline|c126-m6|deepseek-small|TeamDynamix ITAM", "prompt": "c126-m6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "TeamDynamix ITAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Manual data entry is the primary mechanism for asset tracking (e.g., TeamDynamix)."}, {"id": "mai-20260917-0922-baseline|c126-m6|deepseek-small|ManageEngine AssetExplorer", "prompt": "c126-m6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Weak network discovery... Ecosystem lock-in... Limited feature breadth compared to modern rivals"}, {"id": "mai-20260917-0922-baseline|c126-m6|deepseek-small|Freshservice", "prompt": "c126-m6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the interface feels outdated compared to ServiceNow or Freshservice"}, {"id": "mai-20260917-0922-baseline|c126-m6|deepseek-small|Lansweeper", "prompt": "c126-m6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "Lansweeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Instead, look for modern tools with agentless+agent hybrid discovery... like Lansweeper"}, {"id": "mai-20260917-0922-baseline|c126-m6|deepseek-small|Device42", "prompt": "c126-m6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "Device42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "like Lansweeper, Device42, Flexera One (for software-heavy orgs), or NinjaOne"}, {"id": "mai-20260917-0922-baseline|c126-m6|deepseek-small|Flexera One", "prompt": "c126-m6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "Flexera One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Flexera One (for software-heavy orgs)"}, {"id": "mai-20260917-0922-baseline|c126-m6|deepseek-small|NinjaOne", "prompt": "c126-m6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "NinjaOne (if you need RMM+ITAM)"}, {"id": "mai-20260917-0922-baseline|c126-m6|google-small|ServiceNow (ITAM/SAM)", "prompt": "c126-m6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow (ITAM/SAM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "notoriously complex, slow to implement, and staggeringly expensive"}, {"id": "mai-20260917-0922-baseline|c126-m6|google-small|BMC Helix / Remedy", "prompt": "c126-m6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "BMC Helix / Remedy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "BMC is a legacy giant. Many users complain about dated, clunky interfaces and a steep learning curve"}, {"id": "mai-20260917-0922-baseline|c126-m6|google-small|Ivanti Neurons for ITAM", "prompt": "c126-m6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Ivanti has been the subject of several high-profile zero-day security vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c126-m6|google-small|ManageEngine AssetExplorer", "prompt": "c126-m6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "frequent target for cybersecurity exploits, requiring constant patching and vigilance"}, {"id": "mai-20260917-0922-baseline|c126-m6|google-small|Snipe-IT", "prompt": "c126-m6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "no native automated scanning/discovery capabilities"}, {"id": "mai-20260917-0922-baseline|c126-m6|google-small|Asset Panda", "prompt": "c126-m6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "requires a great deal of manual labor, leading to setup fatigue and low adoption rates"}, {"id": "mai-20260917-0922-baseline|c126-m6|google-small|Jira Assets", "prompt": "c126-m6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Jira Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "notoriously difficult to configure from scratch"}, {"id": "mai-20260917-0922-baseline|c126-m6|google-small|Freshservice", "prompt": "c126-m6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "its Software Asset Management (SAM) modules can be too lightweight"}, {"id": "mai-20260917-0922-baseline|c126-m6|google-small|Excel & Google Sheets", "prompt": "c126-m6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Excel & Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid them at all costs once you grow past 20–30 devices."}, {"id": "mai-20260917-0922-baseline|c126-m6|meta-small|Snipe-it", "prompt": "c126-m6", "model": "meta-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-it", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "some platforms to be cautious about include:\n\n1. Snipe-it (as mentioned in one of the search results)"}, {"id": "mai-20260917-0922-baseline|c126-m6|mistral-small|Snipe-IT", "prompt": "c126-m6", "model": "mistral-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some users in the sysadmin community have expressed dissatisfaction with Snipe-IT and recommend avoiding it"}, {"id": "mai-20260917-0922-baseline|c126-m6|mistral-small|JumpCloud", "prompt": "c126-m6", "model": "mistral-small", "cat": "it-asset-management", "variant": "negative", "raw": "JumpCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Focuses on identity and zero-trust, but does not handle hardware lifecycle or physical asset management."}, {"id": "mai-20260917-0922-baseline|c126-m6|mistral-small|Jamf", "prompt": "c126-m6", "model": "mistral-small", "cat": "it-asset-management", "variant": "negative", "raw": "Jamf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Best for Apple-centric organizations, but lacks cross-platform support and physical asset lifecycle management."}, {"id": "mai-20260917-0922-baseline|c126-m6|mistral-small|Asset Panda", "prompt": "c126-m6", "model": "mistral-small", "cat": "it-asset-management", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Offers flexible asset tracking but does not support logistics or IT asset disposition (ITAD) processes."}, {"id": "mai-20260917-0922-baseline|c126-m6|mistral-small|ServiceNow", "prompt": "c126-m6", "model": "mistral-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it may not handle physical asset execution or logistics well"}, {"id": "mai-20260917-0922-baseline|c126-m6|mistral-small|Freshservice", "prompt": "c126-m6", "model": "mistral-small", "cat": "it-asset-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "lacks physical asset logistics and retrieval features"}, {"id": "mai-20260917-0922-baseline|c126-m6|moonshot-small|ServiceNow IT Asset Management", "prompt": "c126-m6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "platforms to approach with caution... Extremely complex setup requiring significant professional services"}, {"id": "mai-20260917-0922-baseline|c126-m6|moonshot-small|BMC Helix/Remedy", "prompt": "c126-m6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "BMC Helix/Remedy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Described as \"the worst pile I've ever had the misfortune of working on\" due to maintenance burden"}, {"id": "mai-20260917-0922-baseline|c126-m6|moonshot-small|Flexera", "prompt": "c126-m6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "Flexera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Incomplete API documentation, large-scale deployment issues often unresolved, requires more technical expertise than marketed"}, {"id": "mai-20260917-0922-baseline|c126-m6|moonshot-small|Snipe-IT", "prompt": "c126-m6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Safer alternatives often mentioned: Snipe-IT (open source, transparent)"}, {"id": "mai-20260917-0922-baseline|c126-m6|moonshot-small|GLPI", "prompt": "c126-m6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "GLPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Safer alternatives often mentioned: Snipe-IT (open source, transparent), GLPI"}, {"id": "mai-20260917-0922-baseline|c126-m6|openai-small|Axonius", "prompt": "c126-m6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Axonius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "users commonly describe **Axonius** as strong for visibility but not for actual device management"}, {"id": "mai-20260917-0922-baseline|c126-m6|openai-small|Flexera One ITAM", "prompt": "c126-m6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Flexera One ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Flexera One ITAM** is often praised, but reviewers also note it needs proper configuration and ownership to work well"}, {"id": "mai-20260917-0922-baseline|c126-m6|openai-small|ServiceNow SAM/ITAM", "prompt": "c126-m6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow SAM/ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "gets good reviews, but the same ecosystem tends to be described as heavyweight"}, {"id": "mai-20260917-0922-baseline|c126-m6|openai-small|Ivanti Neurons for ITAM", "prompt": "c126-m6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally positive, but some feedback calls out ongoing agent reliability concerns"}, {"id": "mai-20260917-0922-baseline|c126-m6|openai-small|AssetTiger", "prompt": "c126-m6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "AssetTiger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "users have recently noted **AssetTiger**\\u2019s free plan ending and accounts becoming read-only unless upgraded"}, {"id": "mai-20260917-0922-baseline|c126-m6|xai-small|ServiceNow IT Asset Management", "prompt": "c126-m6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid if**: You're SMB/mid-market, budget-sensitive, or not already in ServiceNow ITSM."}, {"id": "mai-20260917-0922-baseline|c126-m6|xai-small|ManageEngine AssetExplorer", "prompt": "c126-m6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid if**: You need robust automated discovery or non-ManageEngine integrations."}, {"id": "mai-20260917-0922-baseline|c126-m6|xai-small|BMC Remedy Asset Management (Helix ITSM)", "prompt": "c126-m6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "BMC Remedy Asset Management (Helix ITSM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid if**: Modern UX or agile workflows matter. Better for legacy enterprise setups."}, {"id": "mai-20260917-0922-baseline|c126-m6|xai-small|SysAid", "prompt": "c126-m6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "SysAid", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid if**: You prioritize responsive support or easy extensibility."}, {"id": "mai-20260917-0922-baseline|c126-m6|xai-small|Lansweeper", "prompt": "c126-m6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Lansweeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Red flags**: Dated UI; rigid reporting; no native physical asset support... Strong for agentless scanning otherwise."}, {"id": "mai-20260917-0922-baseline|c126-m6|xai-small|Flexera", "prompt": "c126-m6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Flexera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Quote-only models (e.g., ServiceNow, Flexera) with add-ons for integrations/training—total cost can balloon 2-5x."}, {"id": "mai-20260917-0922-baseline|c126-m6|xai-small|Asset Panda", "prompt": "c126-m6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Manual entry reliance (e.g., some SMB tools like Asset Panda); no/low cloud/SaaS coverage."}, {"id": "mai-20260917-0922-baseline|c126-m6|xai-small|NinjaOne", "prompt": "c126-m6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Safer bets** (high-rated alternatives): NinjaOne (4.7/5, easy/affordable)"}, {"id": "mai-20260917-0922-baseline|c126-m6|xai-small|InvGate", "prompt": "c126-m6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "InvGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "InvGate (4.8/5, versatile)"}, {"id": "mai-20260917-0922-baseline|c126-m6|xai-small|Cloudaware", "prompt": "c126-m6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Cloudaware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Cloudaware (cloud-focused), or Lansweeper for discovery-only."}, {"id": "mai-20260917-0922-baseline|c126-m6|xai-small|Snipe-IT", "prompt": "c126-m6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Free tiers (Snipe-IT open-source) for tiny teams"}, {"id": "mai-20260917-0922-baseline|c126-m6|zai-small|AssetSonar (by EZO)", "prompt": "c126-m6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "AssetSonar (by EZO)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** **AssetSonar (by EZO)**"}, {"id": "mai-20260917-0922-baseline|c126-m6|zai-small|ServiceNow IT Asset Management", "prompt": "c126-m6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Caution:** **ServiceNow IT Asset Management**"}, {"id": "mai-20260917-0922-baseline|c126-m6|zai-small|Cloudaware", "prompt": "c126-m6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Cloudaware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caution:** **Cloudaware**"}, {"id": "mai-20260917-0922-baseline|c126-m6|zai-small|Device42", "prompt": "c126-m6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Device42", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caution:** **Device42**"}, {"id": "mai-20260917-0922-baseline|c126-s1|alibaba-small|Rippling", "prompt": "c126-s1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for HR & IT Integration: **Rippling** ... Rippling is the top choice."}, {"id": "mai-20260917-0922-baseline|c126-s1|alibaba-small|InvGate Asset Management", "prompt": "c126-s1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "InvGate Asset Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Dedicated ITAM Tool: **InvGate Asset Management** ... Choose InvGate if you want a dedicated, modern ITAM platform"}, {"id": "mai-20260917-0922-baseline|c126-s1|alibaba-small|ManageEngine AssetExplorer", "prompt": "c126-s1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget / Free Option: **ManageEngine AssetExplorer** ... the standard recommendation"}, {"id": "mai-20260917-0922-baseline|c126-s1|alibaba-small|ServiceNow", "prompt": "c126-s1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "without the steep learning curve of enterprise giants like ServiceNow"}, {"id": "mai-20260917-0922-baseline|c126-s1|alibaba-small|Lansweeper", "prompt": "c126-s1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Automatic Discovery: **Lansweeper** ... Lansweeper is excellent"}, {"id": "mai-20260917-0922-baseline|c126-s1|alibaba-small|Freshservice", "prompt": "c126-s1", "model": "alibaba-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Freshservice if your primary goal is actually IT Support (helpdesk)"}, {"id": "mai-20260917-0922-baseline|c126-s1|anthropic-small|AssetSonar", "prompt": "c126-s1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "AssetSonar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**AssetSonar** is known for its user-friendly interface and affordable pricing, making it a good choice for smaller businesses"}, {"id": "mai-20260917-0922-baseline|c126-s1|anthropic-small|Monday Service", "prompt": "c126-s1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "Monday Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "combines ticketing, projects, and automation to simplify how organizations manage requests, track assets"}, {"id": "mai-20260917-0922-baseline|c126-s1|anthropic-small|Lansweeper", "prompt": "c126-s1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "has a free plan available for users managing up to 100 assets"}, {"id": "mai-20260917-0922-baseline|c126-s1|anthropic-small|Snipe-IT", "prompt": "c126-s1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong fit for small businesses that want free or low-cost asset tracking and works best when the team can handle setup"}, {"id": "mai-20260917-0922-baseline|c126-s1|anthropic-small|AssetManagement.Global (AMG)", "prompt": "c126-s1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "AssetManagement.Global (AMG)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Options like AssetManagement.Global (AMG), ManageEngine AssetExplorer, Freshservice ... are among the best for small businesses"}, {"id": "mai-20260917-0922-baseline|c126-s1|anthropic-small|ManageEngine AssetExplorer", "prompt": "c126-s1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Options like AssetManagement.Global (AMG), ManageEngine AssetExplorer, Freshservice, InvGate Assets"}, {"id": "mai-20260917-0922-baseline|c126-s1|anthropic-small|Freshservice", "prompt": "c126-s1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Freshservice, InvGate Assets, NinjaOne, Lansweeper, Atera, and Snipe-IT are among the best for small businesses"}, {"id": "mai-20260917-0922-baseline|c126-s1|anthropic-small|InvGate Assets", "prompt": "c126-s1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "InvGate Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "InvGate Assets, NinjaOne, Lansweeper, Atera, and Snipe-IT are among the best for small businesses"}, {"id": "mai-20260917-0922-baseline|c126-s1|anthropic-small|NinjaOne", "prompt": "c126-s1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "NinjaOne, Lansweeper, Atera, and Snipe-IT are among the best for small businesses"}, {"id": "mai-20260917-0922-baseline|c126-s1|anthropic-small|Atera", "prompt": "c126-s1", "model": "anthropic-small", "cat": "it-asset-management", "variant": "direct", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Atera, and Snipe-IT are among the best for small businesses"}, {"id": "mai-20260917-0922-baseline|c126-s1|challenger-small|Snipe-IT", "prompt": "c126-s1", "model": "challenger-small", "cat": "it-asset-management", "variant": "direct", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best overall pick is usually Snipe-IT or Freshservice"}, {"id": "mai-20260917-0922-baseline|c126-s1|challenger-small|Freshservice", "prompt": "c126-s1", "model": "challenger-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Freshservice** is the strongest all-around choice for small teams"}, {"id": "mai-20260917-0922-baseline|c126-s1|challenger-small|Asset Panda", "prompt": "c126-s1", "model": "challenger-small", "cat": "it-asset-management", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong choice if you need **mobile-first tracking**"}, {"id": "mai-20260917-0922-baseline|c126-s1|challenger-small|Rippling IT", "prompt": "c126-s1", "model": "challenger-small", "cat": "it-asset-management", "variant": "direct", "raw": "Rippling IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "compelling if your asset management needs are tightly tied to **employee onboarding/offboarding**"}, {"id": "mai-20260917-0922-baseline|c126-s1|challenger-small|NinjaOne", "prompt": "c126-s1", "model": "challenger-small", "cat": "it-asset-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a better fit if you also need **endpoint management / remote monitoring**"}, {"id": "mai-20260917-0922-baseline|c126-s1|deepseek-small|Snipe-IT", "prompt": "c126-s1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If budget is the main concern** and you just need hardware/software inventory → **Snipe-IT** is the strongest value."}, {"id": "mai-20260917-0922-baseline|c126-s1|deepseek-small|Asset Panda", "prompt": "c126-s1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SMB mobile-first tracking"}, {"id": "mai-20260917-0922-baseline|c126-s1|deepseek-small|Rippling IT", "prompt": "c126-s1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "Rippling IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling IT** offers the best integrated experience."}, {"id": "mai-20260917-0922-baseline|c126-s1|deepseek-small|NinjaOne", "prompt": "c126-s1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for RMM + asset management"}, {"id": "mai-20260917-0922-baseline|c126-s1|deepseek-small|ManageEngine AssetExplorer", "prompt": "c126-s1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cons: More feature-rich than a small team may need."}, {"id": "mai-20260917-0922-baseline|c126-s1|deepseek-small|Freshservice", "prompt": "c126-s1", "model": "deepseek-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Freshservice** gives you ITAM + ITSM together."}, {"id": "mai-20260917-0922-baseline|c126-s1|google-small|ServiceNow", "prompt": "c126-s1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you want to avoid complex enterprise platforms (like ServiceNow or Ivanti)"}, {"id": "mai-20260917-0922-baseline|c126-s1|google-small|Ivanti", "prompt": "c126-s1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Ivanti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you want to avoid complex enterprise platforms (like ServiceNow or Ivanti)"}, {"id": "mai-20260917-0922-baseline|c126-s1|google-small|Rippling IT", "prompt": "c126-s1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Rippling IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you have no dedicated IT person: Go with **Rippling** or **Deel IT**."}, {"id": "mai-20260917-0922-baseline|c126-s1|google-small|Deel IT", "prompt": "c126-s1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Deel IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have no dedicated IT person: Go with **Rippling** or **Deel IT**."}, {"id": "mai-20260917-0922-baseline|c126-s1|google-small|BlueTally", "prompt": "c126-s1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "BlueTally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have an MDM (Intune/Jamf) and want a clean cloud registry: Choose **BlueTally**."}, {"id": "mai-20260917-0922-baseline|c126-s1|google-small|Reftab", "prompt": "c126-s1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Reftab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly customizable and features strong physical asset checkout/check-in workflows."}, {"id": "mai-20260917-0922-baseline|c126-s1|google-small|Freshservice", "prompt": "c126-s1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need an IT ticketing system anyway: Go with **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c126-s1|google-small|Snipe-IT", "prompt": "c126-s1", "model": "google-small", "cat": "it-asset-management", "variant": "direct", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "the absolute gold standard of open-source IT asset management"}, {"id": "mai-20260917-0922-baseline|c126-s1|meta-small|Asset Panda", "prompt": "c126-s1", "model": "meta-small", "cat": "it-asset-management", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Asset Panda - Best for SMB and mid-market hardware tracking, with pricing starting at ~$1,500/yr"}, {"id": "mai-20260917-0922-baseline|c126-s1|meta-small|Rippling IT", "prompt": "c126-s1", "model": "meta-small", "cat": "it-asset-management", "variant": "direct", "raw": "Rippling IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for IT asset management natively connected to employee data"}, {"id": "mai-20260917-0922-baseline|c126-s1|meta-small|Bluetally", "prompt": "c126-s1", "model": "meta-small", "cat": "it-asset-management", "variant": "direct", "raw": "Bluetally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A popular choice among small businesses, as mentioned in a Reddit thread."}, {"id": "mai-20260917-0922-baseline|c126-s1|meta-small|Snipe-IT", "prompt": "c126-s1", "model": "meta-small", "cat": "it-asset-management", "variant": "direct", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for small IT teams with basic needs, and offers integrated ITSM + ITAM in one platform."}, {"id": "mai-20260917-0922-baseline|c126-s1|minimax-small|Rippling IT", "prompt": "c126-s1", "model": "minimax-small", "cat": "it-asset-management", "variant": "direct", "raw": "Rippling IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "As you grow, you might consider **Rippling IT** if you need stronger integration between IT assets and employee management."}, {"id": "mai-20260917-0922-baseline|c126-s1|minimax-small|AssetTiger", "prompt": "c126-s1", "model": "minimax-small", "cat": "it-asset-management", "variant": "direct", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a small B2B company just starting out, **AssetTiger's free plan** is a great way to begin."}, {"id": "mai-20260917-0922-baseline|c126-s1|minimax-small|Asset Panda", "prompt": "c126-s1", "model": "minimax-small", "cat": "it-asset-management", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Hardware-focused tracking"}, {"id": "mai-20260917-0922-baseline|c126-s1|mistral-small|Rippling IT", "prompt": "c126-s1", "model": "mistral-small", "cat": "it-asset-management", "variant": "direct", "raw": "Rippling IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling IT** – Best if you want IT asset management tightly integrated with employee data"}, {"id": "mai-20260917-0922-baseline|c126-s1|mistral-small|Bluetally", "prompt": "c126-s1", "model": "mistral-small", "cat": "it-asset-management", "variant": "direct", "raw": "Bluetally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly recommended by small business users and sysadmins for its simplicity and effectiveness"}, {"id": "mai-20260917-0922-baseline|c126-s1|mistral-small|Snipe-IT", "prompt": "c126-s1", "model": "mistral-small", "cat": "it-asset-management", "variant": "direct", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong open-source option for small IT teams with basic needs"}, {"id": "mai-20260917-0922-baseline|c126-s1|mistral-small|Noloco", "prompt": "c126-s1", "model": "mistral-small", "cat": "it-asset-management", "variant": "direct", "raw": "Noloco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for SMBs needing customization and governance"}, {"id": "mai-20260917-0922-baseline|c126-s1|moonshot-small|Snipe-IT", "prompt": "c126-s1", "model": "moonshot-small", "cat": "it-asset-management", "variant": "direct", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Snipe-IT (free, self-hosted)** if you have basic IT needs and technical capability to manage hosting"}, {"id": "mai-20260917-0922-baseline|c126-s1|moonshot-small|Asset Panda", "prompt": "c126-s1", "model": "moonshot-small", "cat": "it-asset-management", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Upgrade to Asset Panda** when you need mobile access, automation, and cross-department asset tracking"}, {"id": "mai-20260917-0922-baseline|c126-s1|moonshot-small|Freshservice", "prompt": "c126-s1", "model": "moonshot-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Freshservice** if you're already looking for a help desk solution"}, {"id": "mai-20260917-0922-baseline|c126-s1|moonshot-small|AssetTiger", "prompt": "c126-s1", "model": "moonshot-small", "cat": "it-asset-management", "variant": "direct", "raw": "AssetTiger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best Free/Low-Cost Cloud Option"}, {"id": "mai-20260917-0922-baseline|c126-s1|moonshot-small|NinjaOne", "prompt": "c126-s1", "model": "moonshot-small", "cat": "it-asset-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for Remote Device Management"}, {"id": "mai-20260917-0922-baseline|c126-s1|openai-small|NinjaOne", "prompt": "c126-s1", "model": "openai-small", "cat": "it-asset-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best IT asset management platform is usually **NinjaOne**"}, {"id": "mai-20260917-0922-baseline|c126-s1|openai-small|Freshservice", "prompt": "c126-s1", "model": "openai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Freshservice** is a very strong alternative"}, {"id": "mai-20260917-0922-baseline|c126-s1|openai-small|ServiceNow ITAM", "prompt": "c126-s1", "model": "openai-small", "cat": "it-asset-management", "variant": "direct", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid ServiceNow ITAM** unless you're larger or have more complex needs"}, {"id": "mai-20260917-0922-baseline|c126-s1|openai-small|Snipe-IT", "prompt": "c126-s1", "model": "openai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "I'd also consider **Snipe-IT** as a lightweight option"}, {"id": "mai-20260917-0922-baseline|c126-s1|xai-small|NinjaOne", "prompt": "c126-s1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Growing B2B with devices to monitor:** **NinjaOne**—highest-rated for small biz on G2, great for remote workforces."}, {"id": "mai-20260917-0922-baseline|c126-s1|xai-small|Asset Panda", "prompt": "c126-s1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Balanced paid option:** **Asset Panda** or **ManageEngine** for robust features without enterprise pricing."}, {"id": "mai-20260917-0922-baseline|c126-s1|xai-small|ManageEngine AssetExplorer", "prompt": "c126-s1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Balanced paid option:** **Asset Panda** or **ManageEngine** for robust features without enterprise pricing."}, {"id": "mai-20260917-0922-baseline|c126-s1|xai-small|Snipe-IT", "prompt": "c126-s1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with **AssetTiger** (free tier) or **Snipe-IT** (self-host on cheap VPS)."}, {"id": "mai-20260917-0922-baseline|c126-s1|xai-small|AssetTiger", "prompt": "c126-s1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "AssetTiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tight budget (<$50/mo or free):** Start with **AssetTiger** (free tier)"}, {"id": "mai-20260917-0922-baseline|c126-s1|xai-small|Spiceworks Inventory", "prompt": "c126-s1", "model": "xai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Spiceworks Inventory", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Spiceworks if you tolerate ads."}, {"id": "mai-20260917-0922-baseline|c126-s1|zai-small|Rippling", "prompt": "c126-s1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-in-One (HR & IT Integration): **Rippling** ... Rippling is the market leader for small businesses."}, {"id": "mai-20260917-0922-baseline|c126-s1|zai-small|Snipe-IT", "prompt": "c126-s1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Budget Option: **Snipe-IT** ... the industry standard for open-source asset tracking."}, {"id": "mai-20260917-0922-baseline|c126-s1|zai-small|NinjaOne", "prompt": "c126-s1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Remote Management: **NinjaOne** ... NinjaOne is the top choice."}, {"id": "mai-20260917-0922-baseline|c126-s1|zai-small|Freshservice", "prompt": "c126-s1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for ITSM (Helpdesk): **Freshservice** ... Freshservice is excellent."}, {"id": "mai-20260917-0922-baseline|c126-s1|zai-small|Asset Panda", "prompt": "c126-s1", "model": "zai-small", "cat": "it-asset-management", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Field Teams: **Asset Panda** ... the most user-friendly mobile option."}, {"id": "mai-20260917-0922-baseline|c126-s2|alibaba-small|Lansweeper", "prompt": "c126-s2", "model": "alibaba-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Final Verdict:\nStart with **Lansweeper (Free Tier)**"}, {"id": "mai-20260917-0922-baseline|c126-s2|alibaba-small|NinjaOne", "prompt": "c126-s2", "model": "alibaba-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you can then evaluate upgrading to NinjaOne for operational control"}, {"id": "mai-20260917-0922-baseline|c126-s2|alibaba-small|Rippling", "prompt": "c126-s2", "model": "alibaba-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for \"People-Centric\" Asset Management: **Rippling**"}, {"id": "mai-20260917-0922-baseline|c126-s2|anthropic-small|Snipe-IT", "prompt": "c126-s2", "model": "anthropic-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "or **Snipe-IT** if you prefer a specialized tool with lower costs and more customization flexibility."}, {"id": "mai-20260917-0922-baseline|c126-s2|anthropic-small|Zoho Inventory", "prompt": "c126-s2", "model": "anthropic-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Zoho Inventory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Zoho Inventory** if you want an all-in-one solution that plays well with other business systems"}, {"id": "mai-20260917-0922-baseline|c126-s2|anthropic-small|ManageEngine AssetExplorer", "prompt": "c126-s2", "model": "anthropic-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a balance of features and affordability. Includes automatic asset discovery"}, {"id": "mai-20260917-0922-baseline|c126-s2|anthropic-small|Lansweeper", "prompt": "c126-s2", "model": "anthropic-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-based with automatic discovery capabilities. Good for small businesses that want minimal setup overhead"}, {"id": "mai-20260917-0922-baseline|c126-s2|challenger-small|inFlow Inventory", "prompt": "c126-s2", "model": "challenger-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "inFlow Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "I'd recommend **inFlow Inventory** as the best fit in most cases because it is specifically called out as best for **B2B and wholesale** workflows"}, {"id": "mai-20260917-0922-baseline|c126-s2|challenger-small|Zoho Inventory", "prompt": "c126-s2", "model": "challenger-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Zoho Inventory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Zoho Inventory** is the best budget-friendly alternative for small businesses"}, {"id": "mai-20260917-0922-baseline|c126-s2|challenger-small|Snipe-IT", "prompt": "c126-s2", "model": "challenger-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**IT asset tracking for internal devices/software licenses**: consider **Snipe-IT** for basic, low-cost tracking"}, {"id": "mai-20260917-0922-baseline|c126-s2|challenger-small|InvGate Asset Management", "prompt": "c126-s2", "model": "challenger-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "InvGate Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **InvGate Asset Management** if you need automated discovery and ITSM integration"}, {"id": "mai-20260917-0922-baseline|c126-s2|deepseek-small|Snipe-IT", "prompt": "c126-s2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses, **Snipe-IT** is the best all-around choice."}, {"id": "mai-20260917-0922-baseline|c126-s2|deepseek-small|Lansweeper", "prompt": "c126-s2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lansweeper's free tier** is an excellent next choice."}, {"id": "mai-20260917-0922-baseline|c126-s2|deepseek-small|Spiceworks Inventory (Online)", "prompt": "c126-s2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Spiceworks Inventory (Online)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Trade-offs: it's ad-supported and lacks advanced reporting and lifecycle management"}, {"id": "mai-20260917-0922-baseline|c126-s2|deepseek-small|GLPI", "prompt": "c126-s2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "GLPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you also want to manage support tickets ... but it requires more technical expertise"}, {"id": "mai-20260917-0922-baseline|c126-s2|deepseek-small|InvGate", "prompt": "c126-s2", "model": "deepseek-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "InvGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like GLPI or InvGate tie inventory to ticketing"}, {"id": "mai-20260917-0922-baseline|c126-s2|google-small|Rippling (IT Cloud)", "prompt": "c126-s2", "model": "google-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Rippling (IT Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a remote or hybrid team and want to completely automate the logistics of employee hardware and software, Rippling is a market leader."}, {"id": "mai-20260917-0922-baseline|c126-s2|google-small|Setyl", "prompt": "c126-s2", "model": "google-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Setyl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Setyl is a dedicated IT asset and SaaS management platform specifically designed for small-to-midsize businesses"}, {"id": "mai-20260917-0922-baseline|c126-s2|google-small|AssetSonar (by EZO)", "prompt": "c126-s2", "model": "google-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "AssetSonar (by EZO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AssetSonar is highly rated for growing companies."}, {"id": "mai-20260917-0922-baseline|c126-s2|google-small|BlueTally", "prompt": "c126-s2", "model": "google-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "BlueTally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BlueTally and Reftab are highly praised by IT administrators."}, {"id": "mai-20260917-0922-baseline|c126-s2|google-small|Reftab", "prompt": "c126-s2", "model": "google-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Reftab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BlueTally and Reftab are highly praised by IT administrators."}, {"id": "mai-20260917-0922-baseline|c126-s2|meta-small|ManageEngine AssetExplorer", "prompt": "c126-s2", "model": "meta-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ManageEngine AssetExplorer - an IT asset management platform that offers hardware and software asset discovery and inventory management"}, {"id": "mai-20260917-0922-baseline|c126-s2|meta-small|Spiceworks Inventory", "prompt": "c126-s2", "model": "meta-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Spiceworks Inventory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Spiceworks Inventory - a free inventory management software with automatic IP range scanning"}, {"id": "mai-20260917-0922-baseline|c126-s2|meta-small|Lansweeper", "prompt": "c126-s2", "model": "meta-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Lansweeper - a network discovery and asset inventory platform"}, {"id": "mai-20260917-0922-baseline|c126-s2|meta-small|Snipe-IT", "prompt": "c126-s2", "model": "meta-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Snipe-IT - a free and open-source asset tracking tool with a REST API."}, {"id": "mai-20260917-0922-baseline|c126-s2|minimax-small|Lansweeper", "prompt": "c126-s2", "model": "minimax-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "popular options for small B2B businesses include **Lansweeper** (free tier up to 100 assets, strong discovery)"}, {"id": "mai-20260917-0922-baseline|c126-s2|minimax-small|Snipe-IT", "prompt": "c126-s2", "model": "minimax-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Snipe-IT** (open-source, self-hosted)"}, {"id": "mai-20260917-0922-baseline|c126-s2|minimax-small|Spiceworks", "prompt": "c126-s2", "model": "minimax-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Spiceworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Spiceworks** (free, cloud-based)"}, {"id": "mai-20260917-0922-baseline|c126-s2|minimax-small|ConnectWise PSA", "prompt": "c126-s2", "model": "minimax-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ConnectWise PSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "with paid options like **ConnectWise PSA** if you're an MSP"}, {"id": "mai-20260917-0922-baseline|c126-s2|mistral-small|Snipe-IT", "prompt": "c126-s2", "model": "mistral-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snipe-IT** (self-hosted) is a strong choice. It's used by many small B2B companies and has a good community."}, {"id": "mai-20260917-0922-baseline|c126-s2|mistral-small|Lansweeper", "prompt": "c126-s2", "model": "mistral-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lansweeper** or **PDQ Inventory** are both excellent, with Lansweeper offering broader device support"}, {"id": "mai-20260917-0922-baseline|c126-s2|mistral-small|PDQ Inventory", "prompt": "c126-s2", "model": "mistral-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "PDQ Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PDQ being more Windows-centric"}, {"id": "mai-20260917-0922-baseline|c126-s2|mistral-small|Spiceworks Inventory", "prompt": "c126-s2", "model": "mistral-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Spiceworks Inventory", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Spiceworks Inventory** is a good starting point, though it's ad-supported."}, {"id": "mai-20260917-0922-baseline|c126-s2|mistral-small|BarCloud", "prompt": "c126-s2", "model": "mistral-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "BarCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **BarCloud** | Barcode/QR-based tracking | Asset tagging, mobile scanning, depreciation tracking"}, {"id": "mai-20260917-0922-baseline|c126-s2|moonshot-small|Snipe-IT", "prompt": "c126-s2", "model": "moonshot-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Snipe-IT** (cloud-hosted at ~$40/month) or **AssetTiger** (free up to 250 assets)"}, {"id": "mai-20260917-0922-baseline|c126-s2|moonshot-small|AssetTiger", "prompt": "c126-s2", "model": "moonshot-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with AssetTiger** if you have under 250 assets and want zero cost."}, {"id": "mai-20260917-0922-baseline|c126-s2|moonshot-small|Lansweeper", "prompt": "c126-s2", "model": "moonshot-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Lansweeper** if automated network discovery becomes critical as you scale."}, {"id": "mai-20260917-0922-baseline|c126-s2|moonshot-small|ManageEngine AssetExplorer", "prompt": "c126-s2", "model": "moonshot-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Mid-Market Balance ... Best for Growing B2B businesses that need room to scale"}, {"id": "mai-20260917-0922-baseline|c126-s2|openai-small|Lansweeper", "prompt": "c126-s2", "model": "openai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Lansweeper** as the default choice if you want a **single tool for both hardware and software asset inventory**"}, {"id": "mai-20260917-0922-baseline|c126-s2|openai-small|Wasp Asset", "prompt": "c126-s2", "model": "openai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Wasp Asset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then **Wasp Asset** is a good alternative"}, {"id": "mai-20260917-0922-baseline|c126-s2|xai-small|Snipe-IT", "prompt": "c126-s2", "model": "xai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Snipe-IT as the top choice for hardware and software asset inventory"}, {"id": "mai-20260917-0922-baseline|c126-s2|xai-small|Lansweeper", "prompt": "c126-s2", "model": "xai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Lansweeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Excellent visibility but scales poorly/expensively for small growth."}, {"id": "mai-20260917-0922-baseline|c126-s2|xai-small|Spiceworks Inventory", "prompt": "c126-s2", "model": "xai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Spiceworks Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You want zero setup and auto-network scanning. Free (unlimited, cloud/desktop)."}, {"id": "mai-20260917-0922-baseline|c126-s2|xai-small|GLPI", "prompt": "c126-s2", "model": "xai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "GLPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You need ticketing + assets... Broader ITSM but steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c126-s2|zai-small|Rippling", "prompt": "c126-s2", "model": "zai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-in-One Platform: Rippling ... **Rippling** is the strongest choice."}, {"id": "mai-20260917-0922-baseline|c126-s2|zai-small|Snipe-IT", "prompt": "c126-s2", "model": "zai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Budget Option: Snipe-IT ... widely considered the industry standard for self-hosted asset management."}, {"id": "mai-20260917-0922-baseline|c126-s2|zai-small|ManageEngine AssetExplorer", "prompt": "c126-s2", "model": "zai-small", "cat": "it-asset-management", "variant": "paraphrase", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Discovery & Auditing: ManageEngine AssetExplorer ... a powerful enterprise-grade tool that scales well for small businesses."}, {"id": "mai-20260917-0922-baseline|c126-s3|alibaba-small|Rippling IT", "prompt": "c126-s3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Rippling IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are a **tech-heavy startup**, look at **Rippling** for the best employee experience."}, {"id": "mai-20260917-0922-baseline|c126-s3|alibaba-small|NinjaOne", "prompt": "c126-s3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have a **dedicated sysadmin**, choose **NinjaOne** or **Lansweeper** for deep visibility."}, {"id": "mai-20260917-0922-baseline|c126-s3|alibaba-small|Atera", "prompt": "c126-s3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Similar to NinjaOne but focuses heavily on a flat-rate model for technicians rather than per-device pricing."}, {"id": "mai-20260917-0922-baseline|c126-s3|alibaba-small|Freshservice", "prompt": "c126-s3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you just need to **track who has a laptop**, consider the basics of **Freshservice** or **InvGate**."}, {"id": "mai-20260917-0922-baseline|c126-s3|alibaba-small|Lansweeper", "prompt": "c126-s3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "choose **NinjaOne** or **Lansweeper** for deep visibility"}, {"id": "mai-20260917-0922-baseline|c126-s3|alibaba-small|ServiceNow", "prompt": "c126-s3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "tools like ServiceNow too expensive"}, {"id": "mai-20260917-0922-baseline|c126-s3|alibaba-small|InvGate Assets", "prompt": "c126-s3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "InvGate Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A modern, visual alternative to older ITAM tools... marketed toward SMBs"}, {"id": "mai-20260917-0922-baseline|c126-s3|alibaba-small|Snipe-IT", "prompt": "c126-s3", "model": "alibaba-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "No automatic network scanning (you must manually enter hardware)."}, {"id": "mai-20260917-0922-baseline|c126-s3|anthropic-small|Atera", "prompt": "c126-s3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Atera is an all-in-one RMM and PSA platform that combines agent-driven discovery, remote monitoring, patch management and ticketing"}, {"id": "mai-20260917-0922-baseline|c126-s3|anthropic-small|ManageEngine AssetExplorer", "prompt": "c126-s3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a dedicated ITAM tool offering discovery, license monitoring, lifecycle tracking, and mobile access at a competitive price"}, {"id": "mai-20260917-0922-baseline|c126-s3|anthropic-small|Asset Panda", "prompt": "c126-s3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for mobile-first tracking of physical and IT assets in smaller organizations"}, {"id": "mai-20260917-0922-baseline|c126-s3|anthropic-small|Jira Service Management", "prompt": "c126-s3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "combines ticketing with IT asset visibility... with a free plan for small teams"}, {"id": "mai-20260917-0922-baseline|c126-s3|anthropic-small|Snipe-IT", "prompt": "c126-s3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "open-source IT asset management tool... making it ideal for smaller structures"}, {"id": "mai-20260917-0922-baseline|c126-s3|anthropic-small|Lansweeper", "prompt": "c126-s3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lansweeper does this without installing agents on every device"}, {"id": "mai-20260917-0922-baseline|c126-s3|anthropic-small|Setyl", "prompt": "c126-s3", "model": "anthropic-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Setyl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Setyl offers over 100 integrations and centralizes IT assets, software licenses, SaaS subscriptions, users and expenses."}, {"id": "mai-20260917-0922-baseline|c126-s3|challenger-small|Snipe-IT", "prompt": "c126-s3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Snipe-IT** if you want the **simplest** option for tracking laptops, monitors, and other equipment without much setup."}, {"id": "mai-20260917-0922-baseline|c126-s3|challenger-small|Freshservice", "prompt": "c126-s3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Freshservice** if you want **tickets + assets** in one cloud platform and expect your process to grow."}, {"id": "mai-20260917-0922-baseline|c126-s3|challenger-small|NinjaOne", "prompt": "c126-s3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "may be more than a tiny team needs"}, {"id": "mai-20260917-0922-baseline|c126-s3|challenger-small|Asset Panda", "prompt": "c126-s3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Asset Panda** if your team needs **mobile barcode-based tracking**"}, {"id": "mai-20260917-0922-baseline|c126-s3|challenger-small|ManageEngine AssetExplorer", "prompt": "c126-s3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **ManageEngine AssetExplorer** if **software licenses, CMDB, and richer discovery** matter more than simplicity."}, {"id": "mai-20260917-0922-baseline|c126-s3|challenger-small|Reftab", "prompt": "c126-s3", "model": "challenger-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Reftab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Less comprehensive than full ITSM/ITAM platforms"}, {"id": "mai-20260917-0922-baseline|c126-s3|deepseek-small|Snipe-IT", "prompt": "c126-s3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bottom line for most small teams: If you have a technically capable person, **Snipe-IT** is the go-to free baseline."}, {"id": "mai-20260917-0922-baseline|c126-s3|deepseek-small|AssetTiger", "prompt": "c126-s3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "AssetTiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want zero maintenance and a genuinely free tier, **AssetTiger** or **Reftab** are the easiest cloud options."}, {"id": "mai-20260917-0922-baseline|c126-s3|deepseek-small|Reftab", "prompt": "c126-s3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Reftab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hosted alternative with more workflow"}, {"id": "mai-20260917-0922-baseline|c126-s3|deepseek-small|Rippling IT", "prompt": "c126-s3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Rippling IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your real problem is employee provisioning/offboarding, **Rippling** shines"}, {"id": "mai-20260917-0922-baseline|c126-s3|deepseek-small|NinjaOne", "prompt": "c126-s3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if it's monitoring endpoints, **NinjaOne** is better"}, {"id": "mai-20260917-0922-baseline|c126-s3|deepseek-small|Freshservice", "prompt": "c126-s3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need a help desk + assets together | **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c126-s3|deepseek-small|ManageEngine AssetExplorer", "prompt": "c126-s3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Want automatic network scanning, budget-conscious | **ManageEngine AssetExplorer**"}, {"id": "mai-20260917-0922-baseline|c126-s3|deepseek-small|Lansweeper", "prompt": "c126-s3", "model": "deepseek-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "More expensive entry for small teams and geared toward larger/diverse estates—likely overkill for a simple laptop fleets."}, {"id": "mai-20260917-0922-baseline|c126-s3|google-small|Snipe-IT", "prompt": "c126-s3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snipe-IT is the most popular open-source ITAM software in the world.... Choose Snipe-IT if you have zero budget"}, {"id": "mai-20260917-0922-baseline|c126-s3|google-small|Reftab", "prompt": "c126-s3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Reftab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Reftab if you want to be up and running in 30 minutes"}, {"id": "mai-20260917-0922-baseline|c126-s3|google-small|Freshservice", "prompt": "c126-s3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Freshservice if you are also looking for a help desk ticketing tool"}, {"id": "mai-20260917-0922-baseline|c126-s3|google-small|Rippling IT", "prompt": "c126-s3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Rippling IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Rippling IT if you have a highly remote workforce"}, {"id": "mai-20260917-0922-baseline|c126-s3|google-small|Primo", "prompt": "c126-s3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Primo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rippling and similar platforms (like Primo) treat IT asset management as an extension of the employee lifecycle"}, {"id": "mai-20260917-0922-baseline|c126-s3|google-small|Asset Panda", "prompt": "c126-s3", "model": "google-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Small teams with highly custom or diverse physical assets."}, {"id": "mai-20260917-0922-baseline|c126-s3|meta-small|Asset Panda", "prompt": "c126-s3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Asset Panda is known for its workflow depth and mobility"}, {"id": "mai-20260917-0922-baseline|c126-s3|meta-small|Snipe-IT", "prompt": "c126-s3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Snipe-IT is a low-cost option with basic tracking features"}, {"id": "mai-20260917-0922-baseline|c126-s3|meta-small|Freshservice", "prompt": "c126-s3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Freshservice is a good choice for IT teams needing cross-department support, mobile workflows, and automation"}, {"id": "mai-20260917-0922-baseline|c126-s3|meta-small|ServiceNow", "prompt": "c126-s3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ServiceNow is suitable for large enterprises with complex IT needs"}, {"id": "mai-20260917-0922-baseline|c126-s3|meta-small|Jamf Pro", "prompt": "c126-s3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Jamf Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Jamf Pro is designed for Apple device management"}, {"id": "mai-20260917-0922-baseline|c126-s3|meta-small|InvGate", "prompt": "c126-s3", "model": "meta-small", "cat": "it-asset-management", "variant": "comparative", "raw": "InvGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "InvGate is a comprehensive ITAM solution"}, {"id": "mai-20260917-0922-baseline|c126-s3|minimax-small|Snipe-IT", "prompt": "c126-s3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Budget-conscious**: Start with **Snipe-IT** (free self-hosted or low-cost cloud)"}, {"id": "mai-20260917-0922-baseline|c126-s3|minimax-small|Freshservice", "prompt": "c126-s3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need help desk too**: **Freshservice** offers good value"}, {"id": "mai-20260917-0922-baseline|c126-s3|minimax-small|Sortly", "prompt": "c126-s3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Sortly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Simplicity priority**: **Sortly** for very basic needs"}, {"id": "mai-20260917-0922-baseline|c126-s3|minimax-small|Jira Service Management", "prompt": "c126-s3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already in Jira ecosystem**: **Jira Service Management**"}, {"id": "mai-20260917-0922-baseline|c126-s3|minimax-small|Asset Panda", "prompt": "c126-s3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Highly customizable, strong reporting"}, {"id": "mai-20260917-0922-baseline|c126-s3|minimax-small|ServiceNow", "prompt": "c126-s3", "model": "minimax-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise features, but pricey for small teams"}, {"id": "mai-20260917-0922-baseline|c126-s3|mistral-small|Asset Panda", "prompt": "c126-s3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For mobile tracking: Asset Panda."}, {"id": "mai-20260917-0922-baseline|c126-s3|mistral-small|Rippling IT", "prompt": "c126-s3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Rippling IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For all-in-one HR/IT: Rippling IT."}, {"id": "mai-20260917-0922-baseline|c126-s3|mistral-small|Snipe-IT", "prompt": "c126-s3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a free, open-source option: Snipe-IT."}, {"id": "mai-20260917-0922-baseline|c126-s3|mistral-small|Freshservice", "prompt": "c126-s3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For helpdesk + asset management: Freshservice or Desk365."}, {"id": "mai-20260917-0922-baseline|c126-s3|mistral-small|InvGate Asset Management", "prompt": "c126-s3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "InvGate Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For automated discovery: Lansweeper or InvGate."}, {"id": "mai-20260917-0922-baseline|c126-s3|mistral-small|ManageEngine AssetExplorer", "prompt": "c126-s3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Small businesses wanting a comprehensive, on-premise or cloud-based ITAM solution."}, {"id": "mai-20260917-0922-baseline|c126-s3|mistral-small|Desk365", "prompt": "c126-s3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Desk365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For helpdesk + asset management: Freshservice or Desk365."}, {"id": "mai-20260917-0922-baseline|c126-s3|mistral-small|Lansweeper", "prompt": "c126-s3", "model": "mistral-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For automated discovery: Lansweeper or InvGate."}, {"id": "mai-20260917-0922-baseline|c126-s3|moonshot-small|Snipe-IT", "prompt": "c126-s3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snipe-IT** — Best for Budget-Conscious Teams"}, {"id": "mai-20260917-0922-baseline|c126-s3|moonshot-small|Reftab", "prompt": "c126-s3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Reftab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Reftab** — Best for Simple Check-In/Check-Out"}, {"id": "mai-20260917-0922-baseline|c126-s3|moonshot-small|Asset Panda", "prompt": "c126-s3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Asset Panda** — Best for Mobile-First & Flexible Workflows"}, {"id": "mai-20260917-0922-baseline|c126-s3|moonshot-small|Freshservice", "prompt": "c126-s3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Freshservice** — Best for ITSM + ITAM Integration"}, {"id": "mai-20260917-0922-baseline|c126-s3|moonshot-small|Atera", "prompt": "c126-s3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Atera** — Best for RMM + ITAM Combined"}, {"id": "mai-20260917-0922-baseline|c126-s3|moonshot-small|NinjaOne", "prompt": "c126-s3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**NinjaOne** — Best for RMM-Focused Asset Management"}, {"id": "mai-20260917-0922-baseline|c126-s3|moonshot-small|AssetTiger", "prompt": "c126-s3", "model": "moonshot-small", "cat": "it-asset-management", "variant": "comparative", "raw": "AssetTiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**AssetTiger** — Best Free Tier for Small Teams"}, {"id": "mai-20260917-0922-baseline|c126-s3|openai-small|Snipe-IT", "prompt": "c126-s3", "model": "openai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1–10 person IT/admin team, mostly tracking laptops and peripherals**: **Snipe-IT**. It’s the cleanest fit."}, {"id": "mai-20260917-0922-baseline|c126-s3|openai-small|Lansweeper", "prompt": "c126-s3", "model": "openai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Lansweeper** if you want **discovery**."}, {"id": "mai-20260917-0922-baseline|c126-s3|openai-small|Freshservice", "prompt": "c126-s3", "model": "openai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "pick an **ITSM suite** like Freshservice or Jira Service Management with assets"}, {"id": "mai-20260917-0922-baseline|c126-s3|openai-small|ManageEngine AssetExplorer", "prompt": "c126-s3", "model": "openai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-conscious IT teams that still want discovery + lifecycle | Broad ITAM features, often attractive for SMBs"}, {"id": "mai-20260917-0922-baseline|c126-s3|openai-small|Jira Service Management + asset add-ons", "prompt": "c126-s3", "model": "openai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Jira Service Management + asset add-ons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good if you live in Jira already, asset data tied to tickets"}, {"id": "mai-20260917-0922-baseline|c126-s3|xai-small|Snipe-IT", "prompt": "c126-s3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zero/low budget?** Snipe-IT (add your own discovery tool)."}, {"id": "mai-20260917-0922-baseline|c126-s3|xai-small|Asset Panda", "prompt": "c126-s3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mobile/simple?** Asset Panda."}, {"id": "mai-20260917-0922-baseline|c126-s3|xai-small|ManageEngine AssetExplorer", "prompt": "c126-s3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Discovery priority?** Lansweeper or ManageEngine."}, {"id": "mai-20260917-0922-baseline|c126-s3|xai-small|Freshservice", "prompt": "c126-s3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**All-in-one service desk?** Freshservice."}, {"id": "mai-20260917-0922-baseline|c126-s3|xai-small|NinjaOne", "prompt": "c126-s3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Remote/monitoring needs?** NinjaOne."}, {"id": "mai-20260917-0922-baseline|c126-s3|xai-small|Lansweeper", "prompt": "c126-s3", "model": "xai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best auto-discovery; reports shine. UI dated"}, {"id": "mai-20260917-0922-baseline|c126-s3|zai-small|Snipe-IT", "prompt": "c126-s3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Low‑cost, self‑hosted, simple tracking:** **Snipe‑IT**"}, {"id": "mai-20260917-0922-baseline|c126-s3|zai-small|Asset Panda", "prompt": "c126-s3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mobile‑first, mixed IT + operational assets:** **Asset Panda**"}, {"id": "mai-20260917-0922-baseline|c126-s3|zai-small|ManageEngine AssetExplorer", "prompt": "c126-s3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Comprehensive CMDB & license mgmt with on‑prem option:** **ManageEngine AssetExplorer**"}, {"id": "mai-20260917-0922-baseline|c126-s3|zai-small|Freshservice (ITSM + ITAM)", "prompt": "c126-s3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Freshservice (ITSM + ITAM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Integrated ITSM + asset mgmt:** **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c126-s3|zai-small|InvGate Assets", "prompt": "c126-s3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "InvGate Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Agentless discovery + compliance:** **InvGate Assets** or **Lansweeper**"}, {"id": "mai-20260917-0922-baseline|c126-s3|zai-small|NinjaOne", "prompt": "c126-s3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**RMM‑centric teams:** **NinjaOne** or **Atera**"}, {"id": "mai-20260917-0922-baseline|c126-s3|zai-small|Lansweeper", "prompt": "c126-s3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Network‑wide hardware/software inventory without agents** | **Lansweeper**"}, {"id": "mai-20260917-0922-baseline|c126-s3|zai-small|Atera", "prompt": "c126-s3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**RMM‑centric teams:** **NinjaOne** or **Atera**"}, {"id": "mai-20260917-0922-baseline|c126-s3|zai-small|Reftab", "prompt": "c126-s3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Reftab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Ultra‑simple check‑in/out:** **Reftab**"}, {"id": "mai-20260917-0922-baseline|c126-s3|zai-small|Rippling IT", "prompt": "c126-s3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Rippling IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Unified HR + IT automation:** **Rippling IT**"}, {"id": "mai-20260917-0922-baseline|c126-s3|zai-small|Desk365", "prompt": "c126-s3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "Desk365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Teams on Microsoft Teams:** **Desk365**"}, {"id": "mai-20260917-0922-baseline|c126-s3|zai-small|SolarWinds Service Desk + Asset Management", "prompt": "c126-s3", "model": "zai-small", "cat": "it-asset-management", "variant": "comparative", "raw": "SolarWinds Service Desk + Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Existing SolarWinds ITSM users wanting native ITAM** | **SolarWinds Service Desk + Asset Management**"}, {"id": "mai-20260917-0922-baseline|c126-s4|alibaba-small|Snipe-IT", "prompt": "c126-s4", "model": "alibaba-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall (Open Source): Snipe-IT"}, {"id": "mai-20260917-0922-baseline|c126-s4|alibaba-small|Spiceworks Cloud Desktop", "prompt": "c126-s4", "model": "alibaba-small", "cat": "it-asset-management", "variant": "budget", "raw": "Spiceworks Cloud Desktop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Zero Cost\" Solution: Spiceworks Cloud Desktop"}, {"id": "mai-20260917-0922-baseline|c126-s4|alibaba-small|ManageEngine AssetExplorer", "prompt": "c126-s4", "model": "alibaba-small", "cat": "it-asset-management", "variant": "budget", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Freemium Model (No Installation Required): ManageEngine AssetExplorer"}, {"id": "mai-20260917-0922-baseline|c126-s4|alibaba-small|GLPI", "prompt": "c126-s4", "model": "alibaba-small", "cat": "it-asset-management", "variant": "budget", "raw": "GLPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All-in-One (Help Desk + Assets): GLPI"}, {"id": "mai-20260917-0922-baseline|c126-s4|anthropic-small|Snipe-IT", "prompt": "c126-s4", "model": "anthropic-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Open-source options like Snipe-IT work well for technically confident teams on a tight budget. Snipe-IT is free for the basic version."}, {"id": "mai-20260917-0922-baseline|c126-s4|anthropic-small|Reftab", "prompt": "c126-s4", "model": "anthropic-small", "cat": "it-asset-management", "variant": "budget", "raw": "Reftab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Reftab is best for small teams that need simple check-in/check-out tracking on a limited budget."}, {"id": "mai-20260917-0922-baseline|c126-s4|anthropic-small|ManageEngine AssetExplorer", "prompt": "c126-s4", "model": "anthropic-small", "cat": "it-asset-management", "variant": "budget", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for budget-conscious mid-sized teams, especially within the ManageEngine ecosystem"}, {"id": "mai-20260917-0922-baseline|c126-s4|anthropic-small|Freshservice", "prompt": "c126-s4", "model": "anthropic-small", "cat": "it-asset-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "making it ideal for small to medium-sized businesses that want to modernize their IT services"}, {"id": "mai-20260917-0922-baseline|c126-s4|challenger-small|Snipe-IT", "prompt": "c126-s4", "model": "challenger-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snipe-IT** is the strongest default choice because it is repeatedly described as a **low-cost** or **free/open-source** option"}, {"id": "mai-20260917-0922-baseline|c126-s4|challenger-small|Freshservice Asset Management", "prompt": "c126-s4", "model": "challenger-small", "cat": "it-asset-management", "variant": "budget", "raw": "Freshservice Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best low-cost paid option:** **Freshservice Asset Management**"}, {"id": "mai-20260917-0922-baseline|c126-s4|challenger-small|NinjaOne", "prompt": "c126-s4", "model": "challenger-small", "cat": "it-asset-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "small-business friendly, but typically less budget-minimal than Snipe-IT"}, {"id": "mai-20260917-0922-baseline|c126-s4|challenger-small|Rippling IT", "prompt": "c126-s4", "model": "challenger-small", "cat": "it-asset-management", "variant": "budget", "raw": "Rippling IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Employee lifecycle + IT tied together | **Rippling IT**"}, {"id": "mai-20260917-0922-baseline|c126-s4|challenger-small|InvGate", "prompt": "c126-s4", "model": "challenger-small", "cat": "it-asset-management", "variant": "budget", "raw": "InvGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "more full-featured platforms like **Rippling**, **NinjaOne**, and **InvGate** are better when budget is less constrained"}, {"id": "mai-20260917-0922-baseline|c126-s4|deepseek-small|Snipe-IT", "prompt": "c126-s4", "model": "deepseek-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation:** If you have even basic technical skill to maintain a server or Docker container, **go with self-hosted Snipe-IT**"}, {"id": "mai-20260917-0922-baseline|c126-s4|deepseek-small|GLPI", "prompt": "c126-s4", "model": "deepseek-small", "cat": "it-asset-management", "variant": "budget", "raw": "GLPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if You Also Want Help Desk/ITSM: **GLPI**"}, {"id": "mai-20260917-0922-baseline|c126-s4|deepseek-small|Asset Sonar", "prompt": "c126-s4", "model": "deepseek-small", "cat": "it-asset-management", "variant": "budget", "raw": "Asset Sonar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Asset Sonar's** affordable cloud pricing is a great pick for a small company"}, {"id": "mai-20260917-0922-baseline|c126-s4|deepseek-small|Lansweeper", "prompt": "c126-s4", "model": "deepseek-small", "cat": "it-asset-management", "variant": "budget", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Lansweeper** | ~100 assets free | On-prem | Network discovery (paid beyond 100) |"}, {"id": "mai-20260917-0922-baseline|c126-s4|google-small|Snipe-IT", "prompt": "c126-s4", "model": "google-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Overall Best & Most Flexible: **Snipe-IT** ... widely considered the gold standard for budget-conscious IT teams"}, {"id": "mai-20260917-0922-baseline|c126-s4|google-small|Spiceworks Cloud Inventory", "prompt": "c126-s4", "model": "google-small", "cat": "it-asset-management", "variant": "budget", "raw": "Spiceworks Cloud Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Zero-Cost Auto-Discovery & Help Desk: **Spiceworks Cloud Inventory**"}, {"id": "mai-20260917-0922-baseline|c126-s4|google-small|BlueTally", "prompt": "c126-s4", "model": "google-small", "cat": "it-asset-management", "variant": "budget", "raw": "BlueTally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Very Small Teams (<50 Assets): **BlueTally** ... an excellent, beautifully designed option"}, {"id": "mai-20260917-0922-baseline|c126-s4|google-small|Lansweeper", "prompt": "c126-s4", "model": "google-small", "cat": "it-asset-management", "variant": "budget", "raw": "Lansweeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "requires a minimum purchase of 2,000 assets ... This is a massive cost jump for a small business."}, {"id": "mai-20260917-0922-baseline|c126-s4|google-small|AssetTiger", "prompt": "c126-s4", "model": "google-small", "cat": "it-asset-management", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Buyer Beware: **AssetTiger** ... officially ended its free plan in August 2026"}, {"id": "mai-20260917-0922-baseline|c126-s4|meta-small|Rippling IT", "prompt": "c126-s4", "model": "meta-small", "cat": "it-asset-management", "variant": "budget", "raw": "Rippling IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top contenders for IT asset management platforms for small businesses include Rippling IT, Bluetally, ManageEngine, and Virima"}, {"id": "mai-20260917-0922-baseline|c126-s4|meta-small|Bluetally", "prompt": "c126-s4", "model": "meta-small", "cat": "it-asset-management", "variant": "budget", "raw": "Bluetally", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top contenders ... include Rippling IT, Bluetally, ManageEngine, and Virima"}, {"id": "mai-20260917-0922-baseline|c126-s4|meta-small|ManageEngine", "prompt": "c126-s4", "model": "meta-small", "cat": "it-asset-management", "variant": "budget", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top contenders ... include Rippling IT, Bluetally, ManageEngine, and Virima"}, {"id": "mai-20260917-0922-baseline|c126-s4|meta-small|Virima", "prompt": "c126-s4", "model": "meta-small", "cat": "it-asset-management", "variant": "budget", "raw": "Virima", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top contenders ... include Rippling IT, Bluetally, ManageEngine, and Virima"}, {"id": "mai-20260917-0922-baseline|c126-s4|minimax-small|MaintainX", "prompt": "c126-s4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "MaintainX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MaintainX** (if you want a completely free option to start)"}, {"id": "mai-20260917-0922-baseline|c126-s4|minimax-small|Reftab", "prompt": "c126-s4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "Reftab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Reftab** (if you need more than 50 assets and want very low annual costs)"}, {"id": "mai-20260917-0922-baseline|c126-s4|minimax-small|NinjaOne", "prompt": "c126-s4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. NinjaOne (Best Value for Device Management)**"}, {"id": "mai-20260917-0922-baseline|c126-s4|minimax-small|Freshservice", "prompt": "c126-s4", "model": "minimax-small", "cat": "it-asset-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Freshservice (Best All-in-One ITSM)**"}, {"id": "mai-20260917-0922-baseline|c126-s4|mistral-small|Snipe-IT", "prompt": "c126-s4", "model": "mistral-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snipe-IT** is often recommended as the best IT asset management platform"}, {"id": "mai-20260917-0922-baseline|c126-s4|mistral-small|ManageEngine AssetExplorer", "prompt": "c126-s4", "model": "mistral-small", "cat": "it-asset-management", "variant": "budget", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option is **ManageEngine AssetExplorer**"}, {"id": "mai-20260917-0922-baseline|c126-s4|mistral-small|Rippling IT", "prompt": "c126-s4", "model": "mistral-small", "cat": "it-asset-management", "variant": "budget", "raw": "Rippling IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though it may be more expensive"}, {"id": "mai-20260917-0922-baseline|c126-s4|moonshot-small|Snipe-IT", "prompt": "c126-s4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have technical staff and truly $0 budget: Go with Snipe-IT – it's the most popular free open-source option"}, {"id": "mai-20260917-0922-baseline|c126-s4|moonshot-small|Freshservice", "prompt": "c126-s4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Freshservice – it offers the best balance of features, ease of use, and scalability for growing small businesses."}, {"id": "mai-20260917-0922-baseline|c126-s4|moonshot-small|ManageEngine AssetExplorer", "prompt": "c126-s4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If compliance is critical: Consider ManageEngine AssetExplorer"}, {"id": "mai-20260917-0922-baseline|c126-s4|moonshot-small|Asset Panda", "prompt": "c126-s4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Asset Panda | Flexible pricing | Mid-market-friendly, no per-user limits"}, {"id": "mai-20260917-0922-baseline|c126-s4|moonshot-small|Lansweeper", "prompt": "c126-s4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lansweeper | Free tier available | Automated network discovery"}, {"id": "mai-20260917-0922-baseline|c126-s4|moonshot-small|Reftab", "prompt": "c126-s4", "model": "moonshot-small", "cat": "it-asset-management", "variant": "budget", "raw": "Reftab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Reftab | Affordable | Step up from spreadsheets"}, {"id": "mai-20260917-0922-baseline|c126-s4|openai-small|Snipe-IT", "prompt": "c126-s4", "model": "openai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default pick is usually **Snipe-IT**"}, {"id": "mai-20260917-0922-baseline|c126-s4|openai-small|Lansweeper", "prompt": "c126-s4", "model": "openai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you care more about automatic discovery and richer network inventory, but it's usually not the cheapest path"}, {"id": "mai-20260917-0922-baseline|c126-s4|openai-small|AssetSonar", "prompt": "c126-s4", "model": "openai-small", "cat": "it-asset-management", "variant": "budget", "raw": "AssetSonar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want a polished SaaS product and are okay paying more"}, {"id": "mai-20260917-0922-baseline|c126-s4|openai-small|Wasp Asset", "prompt": "c126-s4", "model": "openai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Wasp Asset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want a more traditional paid asset tracking tool with small-team pricing"}, {"id": "mai-20260917-0922-baseline|c126-s4|xai-small|Snipe-IT", "prompt": "c126-s4", "model": "xai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snipe-IT stands out as the best overall IT asset management (ITAM) platform"}, {"id": "mai-20260917-0922-baseline|c126-s4|xai-small|AssetTiger", "prompt": "c126-s4", "model": "xai-small", "cat": "it-asset-management", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If no tech resources, go AssetTiger (assettiger.com) for instant cloud setup."}, {"id": "mai-20260917-0922-baseline|c126-s4|xai-small|Spiceworks Inventory", "prompt": "c126-s4", "model": "xai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Spiceworks Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Auto network scanning (agentless), integrates with free helpdesk... Great for discovery without effort."}, {"id": "mai-20260917-0922-baseline|c126-s4|xai-small|Lansweeper", "prompt": "c126-s4", "model": "xai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent auto-discovery/scanning of network devices/software."}, {"id": "mai-20260917-0922-baseline|c126-s4|xai-small|Reftab", "prompt": "c126-s4", "model": "xai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Reftab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Polished check-in/out, NFC/QR, alerts. | 4.7/5 | Smallest free cap"}, {"id": "mai-20260917-0922-baseline|c126-s4|xai-small|GLPI", "prompt": "c126-s4", "model": "xai-small", "cat": "it-asset-management", "variant": "budget", "raw": "GLPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Full ITSM + ITAM (tickets, CMDB). | Steeper learning curve/heavier than Snipe-IT."}, {"id": "mai-20260917-0922-baseline|c126-s4|zai-small|Snipe-IT", "prompt": "c126-s4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snipe-IT** is widely considered the best open-source ITAM tool on the market."}, {"id": "mai-20260917-0922-baseline|c126-s4|zai-small|AssetTiger", "prompt": "c126-s4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you don't have a dedicated IT admin and want something that just works without you needing to manage a server, **AssetTiger** is the most user-friendly option."}, {"id": "mai-20260917-0922-baseline|c126-s4|zai-small|GLPI", "prompt": "c126-s4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "GLPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GLPI** is the standard... Cons: The interface is dated and complex; the learning curve is steep"}, {"id": "mai-20260917-0922-baseline|c126-s4|zai-small|Lansweeper", "prompt": "c126-s4", "model": "zai-small", "cat": "it-asset-management", "variant": "budget", "raw": "Lansweeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The free tier is too limited for most growing companies; the paid version is expensive."}, {"id": "mai-20260917-0922-baseline|c126-s5|alibaba-small|Involve", "prompt": "c126-s5", "model": "alibaba-small", "cat": "it-asset-management", "variant": "scale", "raw": "Involve", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "look for a **\"Modern ITSM + ITAM\"** solution (like Involve, Refresh, or Halo PSA)"}, {"id": "mai-20260917-0922-baseline|c126-s5|alibaba-small|Refresh", "prompt": "c126-s5", "model": "alibaba-small", "cat": "it-asset-management", "variant": "scale", "raw": "Refresh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "look for a **\"Modern ITSM + ITAM\"** solution (like Involve, Refresh, or Halo PSA)"}, {"id": "mai-20260917-0922-baseline|c126-s5|alibaba-small|Halo PSA", "prompt": "c126-s5", "model": "alibaba-small", "cat": "it-asset-management", "variant": "scale", "raw": "Halo PSA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "look for a **\"Modern ITSM + ITAM\"** solution (like Involve, Refresh, or Halo PSA)"}, {"id": "mai-20260917-0922-baseline|c126-s5|alibaba-small|Snipe-IT", "prompt": "c126-s5", "model": "alibaba-small", "cat": "it-asset-management", "variant": "scale", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or a specialized lightweight ITAM (like Snipe-IT if you are technically inclined/open-source savvy)"}, {"id": "mai-20260917-0922-baseline|c126-s5|deepseek-small|Rippling IT", "prompt": "c126-s5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "Rippling IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling IT** – asset management natively tied to employee data (great for hire/fire automation at small companies)"}, {"id": "mai-20260917-0922-baseline|c126-s5|deepseek-small|InvGate", "prompt": "c126-s5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "InvGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**InvGate, Harmony, Setyl** – Setyl in particular markets heavily to SMBs"}, {"id": "mai-20260917-0922-baseline|c126-s5|deepseek-small|Harmony", "prompt": "c126-s5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "Harmony", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**InvGate, Harmony, Setyl**"}, {"id": "mai-20260917-0922-baseline|c126-s5|deepseek-small|Setyl", "prompt": "c126-s5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "Setyl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Setyl in particular markets heavily to SMBs with a simple, agentless approach"}, {"id": "mai-20260917-0922-baseline|c126-s5|deepseek-small|Bluetally", "prompt": "c126-s5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "Bluetally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Bluetally** – frequently recommended in sysadmin communities for smaller orgs"}, {"id": "mai-20260917-0922-baseline|c126-s5|deepseek-small|IT Glue", "prompt": "c126-s5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "IT Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Asset management suites included with your helpdesk (e.g., IT Glue, Halo, Freshservice) if you want consolidation."}, {"id": "mai-20260917-0922-baseline|c126-s5|deepseek-small|Halo", "prompt": "c126-s5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "Halo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(e.g., IT Glue, Halo, Freshservice) if you want consolidation."}, {"id": "mai-20260917-0922-baseline|c126-s5|deepseek-small|Freshservice", "prompt": "c126-s5", "model": "deepseek-small", "cat": "it-asset-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "(e.g., IT Glue, Halo, Freshservice) if you want consolidation."}, {"id": "mai-20260917-0922-baseline|c126-s5|google-small|ServiceNow", "prompt": "c126-s5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "far too small to warrant a heavy, complex, enterprise-grade system like ServiceNow or Flexera"}, {"id": "mai-20260917-0922-baseline|c126-s5|google-small|Flexera", "prompt": "c126-s5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "Flexera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "far too small to warrant a heavy, complex, enterprise-grade system like ServiceNow or Flexera"}, {"id": "mai-20260917-0922-baseline|c126-s5|google-small|Rippling", "prompt": "c126-s5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want maximum automation (and are open to changing your HR tool): Look at **Rippling**."}, {"id": "mai-20260917-0922-baseline|c126-s5|google-small|Setyl", "prompt": "c126-s5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "Setyl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want a dedicated, modern, and compliance-ready asset manager: Sign up for a demo of **Setyl** or **BlueTally**."}, {"id": "mai-20260917-0922-baseline|c126-s5|google-small|BlueTally", "prompt": "c126-s5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "BlueTally", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Sign up for a demo of **Setyl** or **BlueTally**. Both can be fully populated and operational within an afternoon."}, {"id": "mai-20260917-0922-baseline|c126-s5|google-small|Snipe-IT", "prompt": "c126-s5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your budget is zero and you only care about physical devices: Spin up a hosted instance of **Snipe-IT**."}, {"id": "mai-20260917-0922-baseline|c126-s5|google-small|Freshservice", "prompt": "c126-s5", "model": "google-small", "cat": "it-asset-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "It bundles an easy-to-use IT helpdesk with an asset management module."}, {"id": "mai-20260917-0922-baseline|c126-s5|meta-small|Freshservice", "prompt": "c126-s5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for platforms that cater to small to mid-sized businesses, such as Freshservice, ManageEngine AssetExplorer, Lansweeper, Snipe-IT, and Asset Panda."}, {"id": "mai-20260917-0922-baseline|c126-s5|meta-small|ManageEngine AssetExplorer", "prompt": "c126-s5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consider platforms that can grow with your organization, such as ManageEngine AssetExplorer, which can handle 50-5,000+ assets."}, {"id": "mai-20260917-0922-baseline|c126-s5|meta-small|Lansweeper", "prompt": "c126-s5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "cater to small to mid-sized businesses, such as Freshservice, ManageEngine AssetExplorer, Lansweeper"}, {"id": "mai-20260917-0922-baseline|c126-s5|meta-small|Snipe-IT", "prompt": "c126-s5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Lansweeper, Snipe-IT, and Asset Panda"}, {"id": "mai-20260917-0922-baseline|c126-s5|meta-small|Asset Panda", "prompt": "c126-s5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Snipe-IT, and Asset Panda"}, {"id": "mai-20260917-0922-baseline|c126-s5|meta-small|InvGate Assets", "prompt": "c126-s5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "InvGate Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider platforms that offer transparent pricing, such as InvGate Assets"}, {"id": "mai-20260917-0922-baseline|c126-s5|meta-small|Ivanti Neurons for ITAM", "prompt": "c126-s5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "such as InvGate Assets, Ivanti Neurons for ITAM, and Virima ITAM"}, {"id": "mai-20260917-0922-baseline|c126-s5|meta-small|Virima ITAM", "prompt": "c126-s5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "Virima ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "consider platforms that offer unified ITAM, CMDB, and service mapping, such as Virima ITAM"}, {"id": "mai-20260917-0922-baseline|c126-s5|meta-small|Setyl", "prompt": "c126-s5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "Setyl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Look for platforms that offer quick setup, such as Setyl, which can be set up in as little as an hour."}, {"id": "mai-20260917-0922-baseline|c126-s5|meta-small|Oomnitza", "prompt": "c126-s5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "Oomnitza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some popular IT asset management platforms for mid-sized companies include: 1. Setyl 2. Oomnitza"}, {"id": "mai-20260917-0922-baseline|c126-s5|meta-small|BlueTally", "prompt": "c126-s5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "BlueTally", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "3. BlueTally"}, {"id": "mai-20260917-0922-baseline|c126-s5|meta-small|Reftab", "prompt": "c126-s5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "Reftab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "4. Reftab"}, {"id": "mai-20260917-0922-baseline|c126-s5|meta-small|Torii", "prompt": "c126-s5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "Torii", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "7. Torii"}, {"id": "mai-20260917-0922-baseline|c126-s5|meta-small|Zluri", "prompt": "c126-s5", "model": "meta-small", "cat": "it-asset-management", "variant": "scale", "raw": "Zluri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "8. Zluri"}, {"id": "mai-20260917-0922-baseline|c126-s5|minimax-small|Rippling", "prompt": "c126-s5", "model": "minimax-small", "cat": "it-asset-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd look at **Rippling** (if you want unified IT/HR), **Snipe-IT** (if you want free/low-cost with self-hosting option), or **Asset Panda**"}, {"id": "mai-20260917-0922-baseline|c126-s5|minimax-small|Snipe-IT", "prompt": "c126-s5", "model": "minimax-small", "cat": "it-asset-management", "variant": "scale", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Snipe-IT** (if you want free/low-cost with self-hosting option)"}, {"id": "mai-20260917-0922-baseline|c126-s5|minimax-small|Asset Panda", "prompt": "c126-s5", "model": "minimax-small", "cat": "it-asset-management", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Asset Panda** (if you want robust reporting without enterprise pricing)"}, {"id": "mai-20260917-0922-baseline|c126-s5|minimax-small|ServiceNow ITAM", "prompt": "c126-s5", "model": "minimax-small", "cat": "it-asset-management", "variant": "scale", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-grade (may be overkill)"}, {"id": "mai-20260917-0922-baseline|c126-s5|minimax-small|Jira Service Management", "prompt": "c126-s5", "model": "minimax-small", "cat": "it-asset-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you already use Atlassian"}, {"id": "mai-20260917-0922-baseline|c126-s5|mistral-small|Snipe-IT", "prompt": "c126-s5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloud solutions (e.g., Snipe-IT, Lansweeper) are easier to deploy"}, {"id": "mai-20260917-0922-baseline|c126-s5|mistral-small|Lansweeper", "prompt": "c126-s5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deep hardware/software discovery"}, {"id": "mai-20260917-0922-baseline|c126-s5|mistral-small|ServiceNow ITAM", "prompt": "c126-s5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise | Scalable, integrates with ITSM | Custom (expensive)"}, {"id": "mai-20260917-0922-baseline|c126-s5|mistral-small|BMC Helix ITAM", "prompt": "c126-s5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "BMC Helix ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise | AI-driven, multi-cloud support | Custom"}, {"id": "mai-20260917-0922-baseline|c126-s5|mistral-small|InvGate Assets", "prompt": "c126-s5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "InvGate Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-market | User-friendly, SaaS-focused | $5/user/month"}, {"id": "mai-20260917-0922-baseline|c126-s5|mistral-small|Cherwell ITAM", "prompt": "c126-s5", "model": "mistral-small", "cat": "it-asset-management", "variant": "scale", "raw": "Cherwell ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market | ITIL-aligned, flexible | Custom"}, {"id": "mai-20260917-0922-baseline|c126-s5|moonshot-small|Snipe-IT", "prompt": "c126-s5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "Snipe-IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "[Snipe-IT](https://snipeitapp.com/) is free and popular at your size, but remember: **self-hosting is not free** when you factor in your time to maintain it."}, {"id": "mai-20260917-0922-baseline|c126-s5|moonshot-small|Setyl", "prompt": "c126-s5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "Setyl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Pure ITAM:** Setyl, Asset Panda, Snipe-IT (if you want open-source)."}, {"id": "mai-20260917-0922-baseline|c126-s5|moonshot-small|Asset Panda", "prompt": "c126-s5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Pure ITAM:** Setyl, Asset Panda, Snipe-IT"}, {"id": "mai-20260917-0922-baseline|c126-s5|moonshot-small|Rippling", "prompt": "c126-s5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Unified HR/IT:** Rippling, Deel IT, or similar (if you also need HR/onboarding automation and want one platform)."}, {"id": "mai-20260917-0922-baseline|c126-s5|moonshot-small|Deel IT", "prompt": "c126-s5", "model": "moonshot-small", "cat": "it-asset-management", "variant": "scale", "raw": "Deel IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Unified HR/IT:** Rippling, Deel IT, or similar"}, {"id": "mai-20260917-0922-baseline|c126-s5|xai-small|Rippling IT", "prompt": "c126-s5", "model": "xai-small", "cat": "it-asset-management", "variant": "scale", "raw": "Rippling IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Rippling IT** | HR/IT integration, auto-provisioning | Custom (~$8/user) | 4.8/5 |"}, {"id": "mai-20260917-0922-baseline|c126-s5|xai-small|Freshservice/Freshworks", "prompt": "c126-s5", "model": "xai-small", "cat": "it-asset-management", "variant": "scale", "raw": "Freshservice/Freshworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Freshservice/Freshworks** | Lifecycle + ticketing | $15/user/mo | 4.6/5 |"}, {"id": "mai-20260917-0922-baseline|c126-s5|xai-small|Setyl", "prompt": "c126-s5", "model": "xai-small", "cat": "it-asset-management", "variant": "scale", "raw": "Setyl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Setyl** | Assets + SaaS spend | $300/mo flat | 4.8/5 |"}, {"id": "mai-20260917-0922-baseline|c126-s5|xai-small|InvGate Asset Management", "prompt": "c126-s5", "model": "xai-small", "cat": "it-asset-management", "variant": "scale", "raw": "InvGate Asset Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **InvGate Asset Management** | Discovery + CMDB | $1,500/year | 4.7/5 |"}, {"id": "mai-20260917-0922-baseline|c126-s5|xai-small|Snipe-IT", "prompt": "c126-s5", "model": "xai-small", "cat": "it-asset-management", "variant": "scale", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Snipe-IT** (open-source option) | Budget barcode tracking | Free/self-host | 4.5/5 |"}, {"id": "mai-20260917-0922-baseline|c126-s6|alibaba-small|ServiceNow IT Asset Management (SAM)", "prompt": "c126-s6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow IT Asset Management (SAM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Examples to Avoid:** ServiceNow IT Asset Management (SAM), IBM BigFix (legacy modules), SAP Asset Manager."}, {"id": "mai-20260917-0922-baseline|c126-s6|alibaba-small|IBM BigFix", "prompt": "c126-s6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "IBM BigFix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Examples to Avoid:** ServiceNow IT Asset Management (SAM), IBM BigFix (legacy modules), SAP Asset Manager."}, {"id": "mai-20260917-0922-baseline|c126-s6|alibaba-small|SAP Asset Manager", "prompt": "c126-s6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "SAP Asset Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Examples to Avoid:** ServiceNow IT Asset Management (SAM), IBM BigFix (legacy modules), SAP Asset Manager."}, {"id": "mai-20260917-0922-baseline|c126-s6|alibaba-small|Snipe-IT", "prompt": "c126-s6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Examples to Approach Cautiously:** Snipe-IT, OCS Inventory NG."}, {"id": "mai-20260917-0922-baseline|c126-s6|alibaba-small|OCS Inventory NG", "prompt": "c126-s6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "OCS Inventory NG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Examples to Approach Cautiously:** Snipe-IT, OCS Inventory NG."}, {"id": "mai-20260917-0922-baseline|c126-s6|alibaba-small|CloudAware", "prompt": "c126-s6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "CloudAware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Examples to Approach Cautiously:** CloudAware, InvGate."}, {"id": "mai-20260917-0922-baseline|c126-s6|alibaba-small|InvGate", "prompt": "c126-s6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "InvGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Examples to Approach Cautiously:** CloudAware, InvGate."}, {"id": "mai-20260917-0922-baseline|c126-s6|alibaba-small|NinjaOne", "prompt": "c126-s6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Examples to Approach Cautiously:** NinjaOne (when used *only* for assets without MDM integration)"}, {"id": "mai-20260917-0922-baseline|c126-s6|alibaba-small|ManageEngine", "prompt": "c126-s6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "ManageEngine (if limited to the free tier)"}, {"id": "mai-20260917-0922-baseline|c126-s6|alibaba-small|Microsoft Intune", "prompt": "c126-s6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "Microsoft Intune", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Examples to Avoid:** Microsoft Intune (Native Asset Import), Apple Business Manager (without third-party sync)."}, {"id": "mai-20260917-0922-baseline|c126-s6|alibaba-small|Apple Business Manager", "prompt": "c126-s6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "Apple Business Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Examples to Avoid:** Microsoft Intune (Native Asset Import), Apple Business Manager (without third-party sync)."}, {"id": "mai-20260917-0922-baseline|c126-s6|alibaba-small|Jamf Pro", "prompt": "c126-s6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "Jamf Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Jamf Pro / Kandji:** Best if you are 100% Apple environments."}, {"id": "mai-20260917-0922-baseline|c126-s6|alibaba-small|Kandji", "prompt": "c126-s6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "Kandji", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Jamf Pro / Kandji:** Best if you are 100% Apple environments."}, {"id": "mai-20260917-0922-baseline|c126-s6|alibaba-small|Bluetally", "prompt": "c126-s6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "Bluetally", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "**Bluetally:** Often recommended by sysadmins for SMBs due to ease of use and mobile capability."}, {"id": "mai-20260917-0922-baseline|c126-s6|alibaba-small|SimpleMDM", "prompt": "c126-s6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "SimpleMDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**SimpleMDM:** Excellent for iOS-centric small businesses."}, {"id": "mai-20260917-0922-baseline|c126-s6|alibaba-small|GoCodes", "prompt": "c126-s6", "model": "alibaba-small", "cat": "it-asset-management", "variant": "negative", "raw": "GoCodes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**GoCodes:** Simple, visual tracking solutions for hybrid environments."}, {"id": "mai-20260917-0922-baseline|c126-s6|anthropic-small|ServiceNow", "prompt": "c126-s6", "model": "anthropic-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-Heavy Platforms (ServiceNow, Ivanti, IBM): These platforms often have initial setup and configuration complexity"}, {"id": "mai-20260917-0922-baseline|c126-s6|anthropic-small|Ivanti", "prompt": "c126-s6", "model": "anthropic-small", "cat": "it-asset-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Ivanti requires organizations to contact its sales team for a quote, with no public pricing"}, {"id": "mai-20260917-0922-baseline|c126-s6|anthropic-small|IBM", "prompt": "c126-s6", "model": "anthropic-small", "cat": "it-asset-management", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "IBM IT asset management software has navigation that is often not straightforward"}, {"id": "mai-20260917-0922-baseline|c126-s6|anthropic-small|ManageEngine AssetExplorer", "prompt": "c126-s6", "model": "anthropic-small", "cat": "it-asset-management", "variant": "negative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "provides in-depth asset management capabilities at a more accessible price point, making it attractive for small to mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c126-s6|challenger-small|ServiceNow IT Asset Management", "prompt": "c126-s6", "model": "challenger-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Reported as **cost prohibitive** for small businesses and better suited to large enterprises."}, {"id": "mai-20260917-0922-baseline|c126-s6|challenger-small|Flexera", "prompt": "c126-s6", "model": "challenger-small", "cat": "it-asset-management", "variant": "negative", "raw": "Flexera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cautious about enterprise-first platforms** like **ServiceNow IT Asset Management**, **Flexera**"}, {"id": "mai-20260917-0922-baseline|c126-s6|challenger-small|Ivanti", "prompt": "c126-s6", "model": "challenger-small", "cat": "it-asset-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often **Ivanti** if they need a simple, low-cost, low-admin tool"}, {"id": "mai-20260917-0922-baseline|c126-s6|challenger-small|Snipe-IT", "prompt": "c126-s6", "model": "challenger-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not necessarily bad, but some users note it can require **regular maintenance** and more technical management."}, {"id": "mai-20260917-0922-baseline|c126-s6|deepseek-small|ServiceNow ITAM", "prompt": "c126-s6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid unless you have a dedicated IT team and a six-figure budget."}, {"id": "mai-20260917-0922-baseline|c126-s6|deepseek-small|Ivanti ITAM (formerly LANDesk)", "prompt": "c126-s6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "Ivanti ITAM (formerly LANDesk)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid unless you have a dedicated IT team and a six-figure budget."}, {"id": "mai-20260917-0922-baseline|c126-s6|deepseek-small|ManageEngine AssetExplorer / Endpoint Central", "prompt": "c126-s6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "ManageEngine AssetExplorer / Endpoint Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious \\u2013 strong product, but heavy for small teams."}, {"id": "mai-20260917-0922-baseline|c126-s6|deepseek-small|Snipe-IT", "prompt": "c126-s6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious \\u2013 free license \\u2260 free operation."}, {"id": "mai-20260917-0922-baseline|c126-s6|deepseek-small|Freshservice", "prompt": "c126-s6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Several reviewers mention Freshservice\\u2019s rising costs when scaling beyond small inventories."}, {"id": "mai-20260917-0922-baseline|c126-s6|deepseek-small|Oomnitza", "prompt": "c126-s6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "Oomnitza", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Freshservice, Oomnitza (if budget allows)"}, {"id": "mai-20260917-0922-baseline|c126-s6|deepseek-small|AssetCloud", "prompt": "c126-s6", "model": "deepseek-small", "cat": "it-asset-management", "variant": "negative", "raw": "AssetCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Reviewers of tools like **AssetCloud** and similar low-cost options report: Clunky mobile apps"}, {"id": "mai-20260917-0922-baseline|c126-s6|google-small|ServiceNow ITAM", "prompt": "c126-s6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why small businesses should avoid them... **Specific Platforms:** **ServiceNow ITAM**, **Flexera One**, **Ivanti**, and **BMC Helix**."}, {"id": "mai-20260917-0922-baseline|c126-s6|google-small|Flexera One", "prompt": "c126-s6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Flexera One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Specific Platforms:** **ServiceNow ITAM**, **Flexera One**, **Ivanti**, and **BMC Helix**."}, {"id": "mai-20260917-0922-baseline|c126-s6|google-small|Ivanti", "prompt": "c126-s6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why small businesses should avoid them ... **Ivanti**"}, {"id": "mai-20260917-0922-baseline|c126-s6|google-small|BMC Helix", "prompt": "c126-s6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Specific Platforms:** **ServiceNow ITAM**, **Flexera One**, **Ivanti**, and **BMC Helix**."}, {"id": "mai-20260917-0922-baseline|c126-s6|google-small|Snipe-IT", "prompt": "c126-s6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Specific Platforms:** **Self-hosted Snipe-IT**. *(Note: Snipe-IT offers a cloud-hosted paid plan with support, which is much safer for SMBs...)*"}, {"id": "mai-20260917-0922-baseline|c126-s6|google-small|GLPI", "prompt": "c126-s6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "GLPI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Self-Hosted, Open-Source Platforms (e.g., Self-Hosted Snipe-IT or GLPI) ... Why small businesses should be cautious"}, {"id": "mai-20260917-0922-baseline|c126-s6|google-small|Jira Service Management", "prompt": "c126-s6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "platforms like **Jira Service Management** require you to pay for their higher premium/enterprise tiers to unlock advanced asset features."}, {"id": "mai-20260917-0922-baseline|c126-s6|google-small|Zendesk", "prompt": "c126-s6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Help Desks with \"Afterthought\" Asset Modules (e.g., Legacy Jira, Zendesk)"}, {"id": "mai-20260917-0922-baseline|c126-s6|google-small|Excel", "prompt": "c126-s6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Why you must avoid it:** Research shows that spreadsheets quickly fall out of sync"}, {"id": "mai-20260917-0922-baseline|c126-s6|google-small|Google Sheets", "prompt": "c126-s6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Excel or Google Sheets is the most common tool small businesses use to track assets... Why you must avoid it"}, {"id": "mai-20260917-0922-baseline|c126-s6|google-small|BlueTally", "prompt": "c126-s6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "BlueTally", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "**BlueTally** or **AssetTiger:** Excellent, lightweight, user-friendly \"plug-and-play\" tools with great integrations."}, {"id": "mai-20260917-0922-baseline|c126-s6|google-small|AssetTiger", "prompt": "c126-s6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "**BlueTally** or **AssetTiger:** Excellent, lightweight, user-friendly \"plug-and-play\" tools with great integrations."}, {"id": "mai-20260917-0922-baseline|c126-s6|google-small|Asset Panda", "prompt": "c126-s6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Asset Panda:** Very customizable but still cloud-native and easy to use."}, {"id": "mai-20260917-0922-baseline|c126-s6|google-small|Reftab", "prompt": "c126-s6", "model": "google-small", "cat": "it-asset-management", "variant": "negative", "raw": "Reftab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Reftab:** Great for tracking hardware, software, and assigning items to users with a clean UI."}, {"id": "mai-20260917-0922-baseline|c126-s6|meta-small|ServiceNow IT Asset Management", "prompt": "c126-s6", "model": "meta-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This platform is considered too expensive for small businesses, making it inaccessible for many potential customers. It is more suited for large enterprises."}, {"id": "mai-20260917-0922-baseline|c126-s6|meta-small|Snipe-IT", "prompt": "c126-s6", "model": "meta-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it demands regular maintenance, which might not be ideal for small businesses with limited IT resources"}, {"id": "mai-20260917-0922-baseline|c126-s6|meta-small|Desk365", "prompt": "c126-s6", "model": "meta-small", "cat": "it-asset-management", "variant": "negative", "raw": "Desk365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Offers helpdesk and asset management in one place, especially suitable for Microsoft Teams users."}, {"id": "mai-20260917-0922-baseline|c126-s6|meta-small|Factorial", "prompt": "c126-s6", "model": "meta-small", "cat": "it-asset-management", "variant": "negative", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides full asset lifecycle management, HR & finance integration, and multi-OS support"}, {"id": "mai-20260917-0922-baseline|c126-s6|minimax-small|ServiceNow IT Asset Management", "prompt": "c126-s6", "model": "minimax-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Cost-prohibitive** for small businesses - many users mention it's too expensive ... Overkill for smaller teams"}, {"id": "mai-20260917-0922-baseline|c126-s6|minimax-small|Snipe-it", "prompt": "c126-s6", "model": "minimax-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-it", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "More manual** than paid alternatives ... Technical maintenance required - self-hosting means you're responsible for updates"}, {"id": "mai-20260917-0922-baseline|c126-s6|minimax-small|Asset Panda", "prompt": "c126-s6", "model": "minimax-small", "cat": "it-asset-management", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Confusing setup and training ... May be **expensive for small businesses** with limited needs"}, {"id": "mai-20260917-0922-baseline|c126-s6|mistral-small|ServiceNow IT Asset Management", "prompt": "c126-s6", "model": "mistral-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**ServiceNow IT Asset Management** is frequently cited as too expensive and complex for small businesses"}, {"id": "mai-20260917-0922-baseline|c126-s6|moonshot-small|ServiceNow ITAM", "prompt": "c126-s6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently cited as **overkill for SMBs** due to extreme complexity, significant learning curve, difficult setup, and **prohibitive costs**"}, {"id": "mai-20260917-0922-baseline|c126-s6|moonshot-small|IBM Maximo", "prompt": "c126-s6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "IBM Maximo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "massive overkill for small asset volumes. Complex and expensive."}, {"id": "mai-20260917-0922-baseline|c126-s6|moonshot-small|BMC Helix ITAM", "prompt": "c126-s6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "BMC Helix ITAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Heavy implementation requirements and pricing suited for Fortune 500 companies."}, {"id": "mai-20260917-0922-baseline|c126-s6|moonshot-small|Ivanti Neurons for ITAM", "prompt": "c126-s6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "Ivanti Neurons for ITAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "often too complex and costly for small businesses"}, {"id": "mai-20260917-0922-baseline|c126-s6|moonshot-small|Snipe-IT", "prompt": "c126-s6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Open source, simple, $40/month hosted"}, {"id": "mai-20260917-0922-baseline|c126-s6|moonshot-small|BlueTally", "prompt": "c126-s6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "BlueTally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Purpose-built for small teams"}, {"id": "mai-20260917-0922-baseline|c126-s6|moonshot-small|AssetTiger", "prompt": "c126-s6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "AssetTiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free tier available"}, {"id": "mai-20260917-0922-baseline|c126-s6|moonshot-small|Lansweeper", "prompt": "c126-s6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Good discovery without enterprise bloat"}, {"id": "mai-20260917-0922-baseline|c126-s6|moonshot-small|Freshservice ITAM", "prompt": "c126-s6", "model": "moonshot-small", "cat": "it-asset-management", "variant": "negative", "raw": "Freshservice ITAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ITSM+ITAM combined, simpler than ServiceNow"}, {"id": "mai-20260917-0922-baseline|c126-s6|openai-small|ServiceNow IT Asset Management", "prompt": "c126-s6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "powerful, but generally **enterprise-oriented** and can be **costly/complex** for small teams"}, {"id": "mai-20260917-0922-baseline|c126-s6|openai-small|Oomnitza", "prompt": "c126-s6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Oomnitza", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it's a caution flag if you want predictable SMB pricing"}, {"id": "mai-20260917-0922-baseline|c126-s6|openai-small|SolarWinds Service Desk", "prompt": "c126-s6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "not necessarily a bad choice, but be careful with the \"asset pricing available upon request\" structure"}, {"id": "mai-20260917-0922-baseline|c126-s6|openai-small|SolarWinds Web Help Desk", "prompt": "c126-s6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "SolarWinds Web Help Desk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it's self-hosted and license-by-technician, so it may be more operational overhead"}, {"id": "mai-20260917-0922-baseline|c126-s6|openai-small|AssetSonar", "prompt": "c126-s6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "AssetSonar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "G2's review themes include **expensive**, **limited customization**, and **complexity**"}, {"id": "mai-20260917-0922-baseline|c126-s6|openai-small|Wasp AssetCloud", "prompt": "c126-s6", "model": "openai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Wasp AssetCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "reviews note pricing can feel high for smaller organizations"}, {"id": "mai-20260917-0922-baseline|c126-s6|xai-small|ServiceNow ITAM", "prompt": "c126-s6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Extremely expensive (often $50K+ annually for basics...). Steep learning curve and overkill for small teams"}, {"id": "mai-20260917-0922-baseline|c126-s6|xai-small|Flexera (Flexera One)", "prompt": "c126-s6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Flexera (Flexera One)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "too costly, has deployment issues at smaller scales, limited SaaS metrics, and a steep setup curve"}, {"id": "mai-20260917-0922-baseline|c126-s6|xai-small|AssetCloud (by Wasp)", "prompt": "c126-s6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "AssetCloud (by Wasp)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Mixed-to-negative reviews ... cite poor customer support ... Overly complex for small IT teams"}, {"id": "mai-20260917-0922-baseline|c126-s6|xai-small|Ivanti", "prompt": "c126-s6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-focused tools (e.g., Ivanti full suite ~$40K–$100K/year...): Per-user/asset pricing balloons quickly"}, {"id": "mai-20260917-0922-baseline|c126-s6|xai-small|Device42", "prompt": "c126-s6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Device42", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Device42 ~$30K/year ... require IT experts for setup/maintenance"}, {"id": "mai-20260917-0922-baseline|c126-s6|xai-small|IBM Maximo", "prompt": "c126-s6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "IBM Maximo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-focused tools (e.g., ... IBM Maximo): Per-user/asset pricing balloons quickly"}, {"id": "mai-20260917-0922-baseline|c126-s6|xai-small|Snipe-IT", "prompt": "c126-s6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "complaints include manual data entry (no auto-discovery), limited reporting/customization/automation, steep initial learning curve"}, {"id": "mai-20260917-0922-baseline|c126-s6|xai-small|GLPI", "prompt": "c126-s6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "GLPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "GLPI (free, more features)"}, {"id": "mai-20260917-0922-baseline|c126-s6|xai-small|Ralph", "prompt": "c126-s6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Ralph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Ralph, or cloud tools like Rippling IT"}, {"id": "mai-20260917-0922-baseline|c126-s6|xai-small|Rippling IT", "prompt": "c126-s6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Rippling IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "cloud tools like Rippling IT"}, {"id": "mai-20260917-0922-baseline|c126-s6|xai-small|Freshservice", "prompt": "c126-s6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Freshservice (~$99/agent/mo)"}, {"id": "mai-20260917-0922-baseline|c126-s6|xai-small|Asset Panda", "prompt": "c126-s6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Asset Panda (~$1,500/year for 500 assets)"}, {"id": "mai-20260917-0922-baseline|c126-s6|xai-small|Spiceworks Inventory", "prompt": "c126-s6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Spiceworks Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Free/lightweight: Spiceworks Inventory"}, {"id": "mai-20260917-0922-baseline|c126-s6|xai-small|Zoho AssetExplorer", "prompt": "c126-s6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Zoho AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Free/lightweight: Spiceworks Inventory or Zoho AssetExplorer"}, {"id": "mai-20260917-0922-baseline|c126-s6|xai-small|Desk365", "prompt": "c126-s6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Desk365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Top-rated per reviews: Desk365, Factorial, Qubby"}, {"id": "mai-20260917-0922-baseline|c126-s6|xai-small|Factorial", "prompt": "c126-s6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Top-rated per reviews: Desk365, Factorial, Qubby"}, {"id": "mai-20260917-0922-baseline|c126-s6|xai-small|Qubby", "prompt": "c126-s6", "model": "xai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Qubby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Qubby (fast setup, low cost)"}, {"id": "mai-20260917-0922-baseline|c126-s6|zai-small|ServiceNow IT Asset Management", "prompt": "c126-s6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "ServiceNow IT Asset Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why Small Businesses Should Avoid It ... Steep learning curve ... Expensive"}, {"id": "mai-20260917-0922-baseline|c126-s6|zai-small|BMC Track‑It!", "prompt": "c126-s6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "BMC Track‑It!", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Higher total cost of ownership for limited use cases"}, {"id": "mai-20260917-0922-baseline|c126-s6|zai-small|Flexera One (formerly FlexNet)", "prompt": "c126-s6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Flexera One (formerly FlexNet)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "overkill for most small businesses"}, {"id": "mai-20260917-0922-baseline|c126-s6|zai-small|ManageEngine AssetExplorer", "prompt": "c126-s6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "no mobile application (as of recent reviews) ... Limited reporting capabilities"}, {"id": "mai-20260917-0922-baseline|c126-s6|zai-small|Snipe‑IT", "prompt": "c126-s6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Snipe‑IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Excellent for tracking hardware, but no built‑in mobile app"}, {"id": "mai-20260917-0922-baseline|c126-s6|zai-small|Asset Panda", "prompt": "c126-s6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "best used as a supplemental tool rather than a complete ITAM solution"}, {"id": "mai-20260917-0922-baseline|c126-s6|zai-small|GoCodes", "prompt": "c126-s6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "GoCodes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "limited discovery automation ... not a comprehensive ITAM solution"}, {"id": "mai-20260917-0922-baseline|c126-s6|zai-small|Alloy Software", "prompt": "c126-s6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Alloy Software", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "requires significant configuration and may be overkill for small teams"}, {"id": "mai-20260917-0922-baseline|c126-s6|zai-small|Pulseway", "prompt": "c126-s6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Pulseway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "basic asset tracking, not a full ITAM solution"}, {"id": "mai-20260917-0922-baseline|c126-s6|zai-small|Desk365", "prompt": "c126-s6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Desk365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "asset management is an add‑on rather than a core feature"}, {"id": "mai-20260917-0922-baseline|c126-s6|zai-small|SolarWinds Web Help Desk", "prompt": "c126-s6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "SolarWinds Web Help Desk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "ITAM capabilities can feel disjointed from the main workflow"}, {"id": "mai-20260917-0922-baseline|c126-s6|zai-small|Rippling IT", "prompt": "c126-s6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Rippling IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "integrates ITAM with employee lifecycle management and automates provisioning/deprovisioning"}, {"id": "mai-20260917-0922-baseline|c126-s6|zai-small|Freshservice", "prompt": "c126-s6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "cloud‑first ITSM + ITAM with built‑in discovery and SaaS visibility"}, {"id": "mai-20260917-0922-baseline|c126-s6|zai-small|InvGate Assets", "prompt": "c126-s6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "InvGate Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "asset discovery, license management, and CMDB capabilities tailored to SMBs"}, {"id": "mai-20260917-0922-baseline|c126-s6|zai-small|NinjaOne", "prompt": "c126-s6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "RMM + asset tracking with a focus on ease of use and automation"}, {"id": "mai-20260917-0922-baseline|c126-s6|zai-small|Lansweeper", "prompt": "c126-s6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Lansweeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "strong automated discovery, though some users note a frustrating mobile interface"}, {"id": "mai-20260917-0922-baseline|c126-s6|zai-small|Atera", "prompt": "c126-s6", "model": "zai-small", "cat": "it-asset-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "remote monitoring + asset management, with a focus on simplicity for small teams"}, {"id": "mai-20260917-0922-baseline|c127-l1|alibaba-small|Dynatrace", "prompt": "c127-l1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** and **Dynatrace** are the two most frequently chosen enterprise standards"}, {"id": "mai-20260917-0922-baseline|c127-l1|alibaba-small|Datadog", "prompt": "c127-l1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Datadog** and **Dynatrace** are the two most frequently chosen enterprise standards"}, {"id": "mai-20260917-0922-baseline|c127-l1|alibaba-small|New Relic", "prompt": "c127-l1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Companies seeking strong AI-driven insights with transparent pricing."}, {"id": "mai-20260917-0922-baseline|c127-l1|alibaba-small|AppDynamics (Cisco)", "prompt": "c127-l1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "AppDynamics (Cisco)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cons:** Interface can feel dated; less agile than Datadog/Dynatrace for cloud-native stacks."}, {"id": "mai-20260917-0922-baseline|c127-l1|alibaba-small|Elastic APM", "prompt": "c127-l1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Elastic APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Open Source / Cost-Conscious** | **Elastic APM / Prometheus / Grafana**"}, {"id": "mai-20260917-0922-baseline|c127-l1|alibaba-small|Prometheus", "prompt": "c127-l1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Open Source / Cost-Conscious** | **Elastic APM / Prometheus / Grafana**"}, {"id": "mai-20260917-0922-baseline|c127-l1|alibaba-small|Grafana", "prompt": "c127-l1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Open Source / Cost-Conscious** | **Elastic APM / Prometheus / Grafana**"}, {"id": "mai-20260917-0922-baseline|c127-l1|anthropic-small|Datadog", "prompt": "c127-l1", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog dominates the enterprise APM market with the broadest feature set... provides unmatched depth and breadth"}, {"id": "mai-20260917-0922-baseline|c127-l1|anthropic-small|Dynatrace", "prompt": "c127-l1", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dynatrace leads the market in AI-driven root cause analysis at a large enterprise scale"}, {"id": "mai-20260917-0922-baseline|c127-l1|anthropic-small|New Relic", "prompt": "c127-l1", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "New Relic offers deep code-level performance visibility across metrics, logs, traces, RUM, and synthetics"}, {"id": "mai-20260917-0922-baseline|c127-l1|anthropic-small|AppDynamics", "prompt": "c127-l1", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AppDynamics maps application performance directly to business outcomes"}, {"id": "mai-20260917-0922-baseline|c127-l1|challenger-small|Dynatrace", "prompt": "c127-l1", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dynatrace is the best “enterprise B2B” APM pick overall"}, {"id": "mai-20260917-0922-baseline|c127-l1|challenger-small|Datadog", "prompt": "c127-l1", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datadog is the best alternative when unified observability matters more"}, {"id": "mai-20260917-0922-baseline|c127-l1|challenger-small|AppDynamics", "prompt": "c127-l1", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often a strong contender for enterprises that care about business transaction monitoring"}, {"id": "mai-20260917-0922-baseline|c127-l1|challenger-small|New Relic", "prompt": "c127-l1", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good option if you want a simpler consolidation path and a freemium entry point"}, {"id": "mai-20260917-0922-baseline|c127-l1|challenger-small|Elastic APM", "prompt": "c127-l1", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Elastic APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "better when cost, self-hosting, or open standards matter more than premium managed features"}, {"id": "mai-20260917-0922-baseline|c127-l1|challenger-small|Grafana Cloud", "prompt": "c127-l1", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "better when cost, self-hosting, or open standards matter more than premium managed features"}, {"id": "mai-20260917-0922-baseline|c127-l1|challenger-small|SigNoz", "prompt": "c127-l1", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "better when cost, self-hosting, or open standards matter more than premium managed features"}, {"id": "mai-20260917-0922-baseline|c127-l1|deepseek-small|Datadog", "prompt": "c127-l1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Datadog** is the safest default given its breadth and polish"}, {"id": "mai-20260917-0922-baseline|c127-l1|deepseek-small|Dynatrace", "prompt": "c127-l1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dynatrace** if you run a large, complex, or regulated environment and want AI-driven root-cause automation."}, {"id": "mai-20260917-0922-baseline|c127-l1|deepseek-small|New Relic", "prompt": "c127-l1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**New Relic** if you generate high data volumes and want predictable, lower cost"}, {"id": "mai-20260917-0922-baseline|c127-l1|deepseek-small|Splunk", "prompt": "c127-l1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Splunk** if you need to converge observability with enterprise SIEM."}, {"id": "mai-20260917-0922-baseline|c127-l1|google-small|Dynatrace", "prompt": "c127-l1", "model": "google-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dynatrace is widely regarded as the gold standard for massive, complex B2B enterprises"}, {"id": "mai-20260917-0922-baseline|c127-l1|google-small|Datadog", "prompt": "c127-l1", "model": "google-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Cloud-Native, High-Velocity B2B SaaS ... Datadog is the market leader"}, {"id": "mai-20260917-0922-baseline|c127-l1|google-small|New Relic", "prompt": "c127-l1", "model": "google-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Value and Predictable Pricing"}, {"id": "mai-20260917-0922-baseline|c127-l1|google-small|Grafana Labs", "prompt": "c127-l1", "model": "google-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Grafana Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cost Control & OpenTelemetry (OTel)"}, {"id": "mai-20260917-0922-baseline|c127-l1|google-small|Chronosphere", "prompt": "c127-l1", "model": "google-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Chronosphere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Grafana Labs or Chronosphere ... Outstanding capabilities to filter and reduce telemetry volume"}, {"id": "mai-20260917-0922-baseline|c127-l1|minimax-small|Datadog APM", "prompt": "c127-l1", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog APM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** or **Dynatrace** are often top choices due to their comprehensive features, scalability, and enterprise support"}, {"id": "mai-20260917-0922-baseline|c127-l1|minimax-small|New Relic", "prompt": "c127-l1", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Traditional enterprise monitoring"}, {"id": "mai-20260917-0922-baseline|c127-l1|minimax-small|Dynatrace", "prompt": "c127-l1", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Datadog** or **Dynatrace** are often top choices"}, {"id": "mai-20260917-0922-baseline|c127-l1|minimax-small|Splunk APM", "prompt": "c127-l1", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Splunk APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ideal if:** You need APM + log analysis in one platform"}, {"id": "mai-20260917-0922-baseline|c127-l1|minimax-small|Elastic APM", "prompt": "c127-l1", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Open-source flexibility"}, {"id": "mai-20260917-0922-baseline|c127-l1|mistral-small|Dynatrace", "prompt": "c127-l1", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dynatrace or Datadog are the top choices"}, {"id": "mai-20260917-0922-baseline|c127-l1|mistral-small|Datadog", "prompt": "c127-l1", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Dynatrace or Datadog are the top choices"}, {"id": "mai-20260917-0922-baseline|c127-l1|mistral-small|New Relic", "prompt": "c127-l1", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "New Relic is a strong alternative."}, {"id": "mai-20260917-0922-baseline|c127-l1|mistral-small|AppDynamics", "prompt": "c127-l1", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For legacy or Cisco/Splunk environments: AppDynamics may be the best fit."}, {"id": "mai-20260917-0922-baseline|c127-l1|moonshot-small|Dynatrace", "prompt": "c127-l1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dynatrace** if you have:\n   - 500+ engineers\n   - Complex, distributed architectures"}, {"id": "mai-20260917-0922-baseline|c127-l1|moonshot-small|Datadog", "prompt": "c127-l1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** if you:\n   - Are cloud-native and need rapid deployment"}, {"id": "mai-20260917-0922-baseline|c127-l1|moonshot-small|New Relic", "prompt": "c127-l1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**New Relic** if you want:\n   - Best balance of features and cost"}, {"id": "mai-20260917-0922-baseline|c127-l1|moonshot-small|AppDynamics (now part of Cisco/Splunk)", "prompt": "c127-l1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "AppDynamics (now part of Cisco/Splunk)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for Enterprise Java & Business Context"}, {"id": "mai-20260917-0922-baseline|c127-l1|moonshot-small|Splunk Observability", "prompt": "c127-l1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Splunk Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for Security + Observability Convergence"}, {"id": "mai-20260917-0922-baseline|c127-l1|openai-small|Dynatrace", "prompt": "c127-l1", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for enterprise B2B:** **Dynatrace**"}, {"id": "mai-20260917-0922-baseline|c127-l1|openai-small|Datadog", "prompt": "c127-l1", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you're cloud-native and engineering-led:** **Datadog**"}, {"id": "mai-20260917-0922-baseline|c127-l1|openai-small|New Relic", "prompt": "c127-l1", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want a simpler all-in-one observability stack:** **New Relic**"}, {"id": "mai-20260917-0922-baseline|c127-l1|xai-small|Dynatrace", "prompt": "c127-l1", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dynatrace wins automation/root cause; ... Dynatrace if AI/automation is key"}, {"id": "mai-20260917-0922-baseline|c127-l1|xai-small|Datadog", "prompt": "c127-l1", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Dynatrace/Datadog top for enterprise use ... Datadog for cloud flexibility"}, {"id": "mai-20260917-0922-baseline|c127-l1|xai-small|New Relic", "prompt": "c127-l1", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-conscious enterprises wanting usage-based pricing"}, {"id": "mai-20260917-0922-baseline|c127-l1|xai-small|AppDynamics (Cisco Splunk)", "prompt": "c127-l1", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "AppDynamics (Cisco Splunk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Legacy/enterprise Java apps, Cisco/Splunk ecosystems"}, {"id": "mai-20260917-0922-baseline|c127-l1|xai-small|Grafana Labs", "prompt": "c127-l1", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Grafana Labs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Grafana/Elastic for open-source; avoid if needing managed enterprise support"}, {"id": "mai-20260917-0922-baseline|c127-l1|xai-small|Splunk", "prompt": "c127-l1", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leaders include Dynatrace, Datadog, New Relic, Grafana Labs, Splunk"}, {"id": "mai-20260917-0922-baseline|c127-l1|xai-small|Elastic", "prompt": "c127-l1", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Elastic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Grafana/Elastic for open-source; avoid if needing managed enterprise support"}, {"id": "mai-20260917-0922-baseline|c127-l1|zai-small|Dynatrace", "prompt": "c127-l1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Dynatrace** or **Datadog** are the strongest starting points"}, {"id": "mai-20260917-0922-baseline|c127-l1|zai-small|Datadog", "prompt": "c127-l1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Dynatrace** or **Datadog** are the strongest starting points"}, {"id": "mai-20260917-0922-baseline|c127-l1|zai-small|New Relic", "prompt": "c127-l1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **New Relic** and the **Grafana Stack** as excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c127-l1|zai-small|Grafana Stack (OSS)", "prompt": "c127-l1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Grafana Stack (OSS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **New Relic** and the **Grafana Stack** as excellent alternatives depending on cost sensitivity and open\\u2011source preferences"}, {"id": "mai-20260917-0922-baseline|c127-l2|alibaba-small|Datadog", "prompt": "c127-l2", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The winner here is usually **Datadog** or **AppDynamics**, as both plug deeply into ServiceNow/Jira for incident management."}, {"id": "mai-20260917-0922-baseline|c127-l2|alibaba-small|Dynatrace", "prompt": "c127-l2", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dynatrace is often the preferred choice over Datadog"}, {"id": "mai-20260917-0922-baseline|c127-l2|alibaba-small|AppDynamics (by Cisco)", "prompt": "c127-l2", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "AppDynamics (by Cisco)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The winner here is usually **Datadog** or **AppDynamics**"}, {"id": "mai-20260917-0922-baseline|c127-l2|alibaba-small|Grafana Stack (Prometheus / Loki / Tempo)", "prompt": "c127-l2", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Grafana Stack (Prometheus / Loki / Tempo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "prefers open-source solutions to control costs, this is the alternative"}, {"id": "mai-20260917-0922-baseline|c127-l2|anthropic-small|Datadog", "prompt": "c127-l2", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating **Dynatrace** or **Datadog** first, as they're specifically positioned for enterprise-scale deployments"}, {"id": "mai-20260917-0922-baseline|c127-l2|anthropic-small|Dynatrace", "prompt": "c127-l2", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating **Dynatrace** or **Datadog** first"}, {"id": "mai-20260917-0922-baseline|c127-l2|anthropic-small|Splunk AppDynamics", "prompt": "c127-l2", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Splunk AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top 5 Application Performance Monitoring solutions are Datadog, Dynatrace, Splunk AppDynamics, New Relic and Splunk Observability Cloud"}, {"id": "mai-20260917-0922-baseline|c127-l2|anthropic-small|New Relic", "prompt": "c127-l2", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "New Relic** - Best for scalability and developer experience"}, {"id": "mai-20260917-0922-baseline|c127-l2|anthropic-small|Splunk Observability Cloud", "prompt": "c127-l2", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top 5 ... New Relic and Splunk Observability Cloud"}, {"id": "mai-20260917-0922-baseline|c127-l2|challenger-small|Dynatrace", "prompt": "c127-l2", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Dynatrace**"}, {"id": "mai-20260917-0922-baseline|c127-l2|challenger-small|Datadog", "prompt": "c127-l2", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your organization wants an **all-in-one observability platform**"}, {"id": "mai-20260917-0922-baseline|c127-l2|challenger-small|Splunk AppDynamics", "prompt": "c127-l2", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Splunk AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your company is especially focused on **business transactions**"}, {"id": "mai-20260917-0922-baseline|c127-l2|challenger-small|IBM Instana", "prompt": "c127-l2", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "IBM Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong option for **real-time APM** and AI-assisted correlation in enterprise environments"}, {"id": "mai-20260917-0922-baseline|c127-l2|challenger-small|ManageEngine Applications Manager", "prompt": "c127-l2", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "ManageEngine Applications Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though it is usually less \"premium enterprise APM\" than Dynatrace or Datadog"}, {"id": "mai-20260917-0922-baseline|c127-l2|deepseek-small|Datadog", "prompt": "c127-l2", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Datadog** or **Dynatrace** as the top two candidates"}, {"id": "mai-20260917-0922-baseline|c127-l2|deepseek-small|Dynatrace", "prompt": "c127-l2", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Datadog** or **Dynatrace** as the top two candidates"}, {"id": "mai-20260917-0922-baseline|c127-l2|deepseek-small|New Relic", "prompt": "c127-l2", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**New Relic:** Best price-to-value\\u2014flat per-GB pricing ... though the integration catalog is weaker"}, {"id": "mai-20260917-0922-baseline|c127-l2|deepseek-small|AppDynamics", "prompt": "c127-l2", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AppDynamics:** Good if you're already a **Cisco shop**"}, {"id": "mai-20260917-0922-baseline|c127-l2|deepseek-small|Splunk", "prompt": "c127-l2", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Only platform offering enterprise-grade **SIEM + observability convergence**"}, {"id": "mai-20260917-0922-baseline|c127-l2|google-small|Dynatrace", "prompt": "c127-l2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your organization has the budget and values automation and operational intelligence over manual dashboard building, go with **Dynatrace**."}, {"id": "mai-20260917-0922-baseline|c127-l2|google-small|Datadog", "prompt": "c127-l2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority is empowering rapid software development teams and you have strict cloud governance in place, choose **Datadog**."}, {"id": "mai-20260917-0922-baseline|c127-l2|google-small|Chronosphere", "prompt": "c127-l2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Chronosphere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chronosphere is a highly recommended alternative."}, {"id": "mai-20260917-0922-baseline|c127-l2|google-small|Grafana Enterprise", "prompt": "c127-l2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Grafana Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "### 3. Chronosphere (or Grafana Enterprise)"}, {"id": "mai-20260917-0922-baseline|c127-l2|google-small|New Relic", "prompt": "c127-l2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "New Relic is a highly mature APM player that restructured its entire platform to offer a flat, volume-based pricing model."}, {"id": "mai-20260917-0922-baseline|c127-l2|meta-small|New Relic", "prompt": "c127-l2", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. New Relic"}, {"id": "mai-20260917-0922-baseline|c127-l2|meta-small|Datadog", "prompt": "c127-l2", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Datadog"}, {"id": "mai-20260917-0922-baseline|c127-l2|meta-small|Dynatrace", "prompt": "c127-l2", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Dynatrace"}, {"id": "mai-20260917-0922-baseline|c127-l2|meta-small|IBM Instana", "prompt": "c127-l2", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "IBM Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. IBM Instana"}, {"id": "mai-20260917-0922-baseline|c127-l2|meta-small|Elastic APM", "prompt": "c127-l2", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Elastic APM"}, {"id": "mai-20260917-0922-baseline|c127-l2|minimax-small|Dynatrace", "prompt": "c127-l2", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Dynatrace** or **Datadog** due to their enterprise maturity, scalability, and strong customer support"}, {"id": "mai-20260917-0922-baseline|c127-l2|minimax-small|Datadog", "prompt": "c127-l2", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd lean toward **Dynatrace** or **Datadog** due to their enterprise maturity, scalability"}, {"id": "mai-20260917-0922-baseline|c127-l2|minimax-small|New Relic", "prompt": "c127-l2", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**New Relic** - Strong all-around enterprise choice"}, {"id": "mai-20260917-0922-baseline|c127-l2|mistral-small|Dynatrace", "prompt": "c127-l2", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Dynatrace** – Strong AI-powered automation, full-stack observability, and enterprise scalability"}, {"id": "mai-20260917-0922-baseline|c127-l2|mistral-small|New Relic", "prompt": "c127-l2", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**New Relic** – Good balance of features and ease of use"}, {"id": "mai-20260917-0922-baseline|c127-l2|mistral-small|Datadog", "prompt": "c127-l2", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Datadog** – Cloud-native, excellent for distributed systems and microservices"}, {"id": "mai-20260917-0922-baseline|c127-l2|mistral-small|AppDynamics (Cisco)", "prompt": "c127-l2", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "AppDynamics (Cisco)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**AppDynamics (Cisco)** – Deep application and business performance correlation, strong in large enterprises"}, {"id": "mai-20260917-0922-baseline|c127-l2|mistral-small|Elastic Observability", "prompt": "c127-l2", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Elastic Observability** – Good for teams already using the Elastic Stack, cost-effective at scale"}, {"id": "mai-20260917-0922-baseline|c127-l2|mistral-small|Splunk Observability", "prompt": "c127-l2", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Splunk Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Splunk Observability** – Strong for log-heavy environments and security-focused teams"}, {"id": "mai-20260917-0922-baseline|c127-l2|mistral-small|Instana (IBM)", "prompt": "c127-l2", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Instana (IBM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Instana (IBM)** – Good for Kubernetes and containerized environments"}, {"id": "mai-20260917-0922-baseline|c127-l2|mistral-small|OpenTelemetry + Grafana/Prometheus", "prompt": "c127-l2", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "OpenTelemetry + Grafana/Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "For teams wanting open-source solutions with vendor flexibility"}, {"id": "mai-20260917-0922-baseline|c127-l2|moonshot-small|Dynatrace", "prompt": "c127-l2", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Dynatrace"}, {"id": "mai-20260917-0922-baseline|c127-l2|moonshot-small|Datadog", "prompt": "c127-l2", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Caution**: Pricing can become expensive at scale with many separately billed components"}, {"id": "mai-20260917-0922-baseline|c127-l2|moonshot-small|New Relic", "prompt": "c127-l2", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose New Relic** if you want strong enterprise capabilities with more predictable and typically lower costs"}, {"id": "mai-20260917-0922-baseline|c127-l2|moonshot-small|AppDynamics", "prompt": "c127-l2", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AppDynamics** - Consider if: You're a **Cisco-heavy shop**"}, {"id": "mai-20260917-0922-baseline|c127-l2|openai-small|Dynatrace", "prompt": "c127-l2", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Dynatrace** as the first solution to evaluate"}, {"id": "mai-20260917-0922-baseline|c127-l2|openai-small|New Relic", "prompt": "c127-l2", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if you want a **broader observability platform** with developer-friendly workflows"}, {"id": "mai-20260917-0922-baseline|c127-l2|openai-small|Splunk AppDynamics / Splunk Observability", "prompt": "c127-l2", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Splunk AppDynamics / Splunk Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong pick if you already live in the **Splunk ecosystem**"}, {"id": "mai-20260917-0922-baseline|c127-l2|openai-small|Datadog", "prompt": "c127-l2", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "short comparison table of Dynatrace vs New Relic vs Datadog vs AppDynamics"}, {"id": "mai-20260917-0922-baseline|c127-l2|xai-small|Dynatrace", "prompt": "c127-l2", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Dynatrace as the top application performance monitoring (APM) solution."}, {"id": "mai-20260917-0922-baseline|c127-l2|xai-small|Datadog", "prompt": "c127-l2", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** (also a Gartner Leader): Best if you prioritize 900+ integrations, developer-friendly UI, and modular growth."}, {"id": "mai-20260917-0922-baseline|c127-l2|xai-small|New Relic", "prompt": "c127-l2", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**New Relic** (Gartner Leader for 12+ years): Usage-based pricing and full-stack observability"}, {"id": "mai-20260917-0922-baseline|c127-l2|zai-small|Dynatrace", "prompt": "c127-l2", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a strong recommendation is **Dynatrace**. It is purpose-built for large enterprises"}, {"id": "mai-20260917-0922-baseline|c127-l2|zai-small|New Relic", "prompt": "c127-l2", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternatives worth evaluating: New Relic: Full‑stack coverage"}, {"id": "mai-20260917-0922-baseline|c127-l2|zai-small|Datadog", "prompt": "c127-l2", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Datadog: Broad managed SaaS observability with 1,000+ integrations"}, {"id": "mai-20260917-0922-baseline|c127-l2|zai-small|IBM Instana", "prompt": "c127-l2", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "IBM Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "IBM Instana: Real‑time discovery and monitoring for microservices‑heavy, hybrid enterprises"}, {"id": "mai-20260917-0922-baseline|c127-l2|zai-small|Cisco AppDynamics", "prompt": "c127-l2", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Cisco AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cisco AppDynamics: Business‑transaction‑focused monitoring for large hybrid/on‑prem setups"}, {"id": "mai-20260917-0922-baseline|c127-l3|alibaba-small|Datadog", "prompt": "c127-l3", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** is the strongest all-in-one platform for teams that want one tool for everything (APM, Logs, Infra, Security)."}, {"id": "mai-20260917-0922-baseline|c127-l3|alibaba-small|Dynatrace", "prompt": "c127-l3", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Dynatrace** wins on automation (\"set it and forget it\" instrumentation)"}, {"id": "mai-20260917-0922-baseline|c127-l3|alibaba-small|New Relic", "prompt": "c127-l3", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**New Relic** is also all-in-one but offers more flexibility in how you structure your data models."}, {"id": "mai-20260917-0922-baseline|c127-l3|alibaba-small|AppDynamics (Cisco)", "prompt": "c127-l3", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "AppDynamics (Cisco)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AppDynamics** remains the go-to for organizations running heavy Java/JVM or .NET workloads"}, {"id": "mai-20260917-0922-baseline|c127-l3|alibaba-small|CubeAPM / OpenTelemetry-Native Solutions", "prompt": "c127-l3", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "CubeAPM / OpenTelemetry-Native Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Teams requiring strict data ownership, on-premise deployment, and vendor-neutral standards."}, {"id": "mai-20260917-0922-baseline|c127-l3|anthropic-small|Datadog", "prompt": "c127-l3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog and Dynatrace lead for enterprise-scale deployments."}, {"id": "mai-20260917-0922-baseline|c127-l3|anthropic-small|Dynatrace", "prompt": "c127-l3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Datadog and Dynatrace lead for enterprise-scale deployments."}, {"id": "mai-20260917-0922-baseline|c127-l3|anthropic-small|New Relic", "prompt": "c127-l3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "New Relic is one of the most renowned observability platforms"}, {"id": "mai-20260917-0922-baseline|c127-l3|anthropic-small|Splunk AppDynamics", "prompt": "c127-l3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Splunk AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AppDynamics, part of Cisco, is an application performance monitoring platform that's widely used in enterprises with Java and .NET-heavy stacks."}, {"id": "mai-20260917-0922-baseline|c127-l3|anthropic-small|Grafana Cloud", "prompt": "c127-l3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The leading APM tools in 2026 are Datadog, Dynatrace, New Relic, Splunk AppDynamics, Grafana Cloud"}, {"id": "mai-20260917-0922-baseline|c127-l3|anthropic-small|Elastic Observability", "prompt": "c127-l3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Elastic Observability, IBM Instana, Azure Monitor Application Insights"}, {"id": "mai-20260917-0922-baseline|c127-l3|anthropic-small|IBM Instana", "prompt": "c127-l3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "IBM Instana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IBM Instana, Azure Monitor Application Insights"}, {"id": "mai-20260917-0922-baseline|c127-l3|anthropic-small|Azure Monitor Application Insights", "prompt": "c127-l3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Azure Monitor Application Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Azure Monitor Application Insights, SolarWinds Observability"}, {"id": "mai-20260917-0922-baseline|c127-l3|anthropic-small|SolarWinds Observability", "prompt": "c127-l3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "SolarWinds Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SolarWinds APM delivers comprehensive monitoring capabilities with focus on traditional IT infrastructure"}, {"id": "mai-20260917-0922-baseline|c127-l3|anthropic-small|ManageEngine Applications Manager", "prompt": "c127-l3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "ManageEngine Applications Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "ManageEngine Applications Manager, Site24x7, eG Enterprise"}, {"id": "mai-20260917-0922-baseline|c127-l3|anthropic-small|Site24x7", "prompt": "c127-l3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Site24x7, eG Enterprise, Scout APM, and Raygun"}, {"id": "mai-20260917-0922-baseline|c127-l3|anthropic-small|eG Enterprise", "prompt": "c127-l3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "eG Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "eG Enterprise, Scout APM, and Raygun"}, {"id": "mai-20260917-0922-baseline|c127-l3|anthropic-small|Scout APM", "prompt": "c127-l3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Scout APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Scout APM, and Raygun"}, {"id": "mai-20260917-0922-baseline|c127-l3|anthropic-small|Raygun", "prompt": "c127-l3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Raygun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Scout APM, and Raygun"}, {"id": "mai-20260917-0922-baseline|c127-l3|challenger-small|Dynatrace", "prompt": "c127-l3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dynatrace** is repeatedly positioned as the enterprise leader."}, {"id": "mai-20260917-0922-baseline|c127-l3|challenger-small|Datadog", "prompt": "c127-l3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the widest SaaS observability platform and integrations:** **Datadog** is the common choice."}, {"id": "mai-20260917-0922-baseline|c127-l3|challenger-small|New Relic", "prompt": "c127-l3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**New Relic** is often the easiest entry point."}, {"id": "mai-20260917-0922-baseline|c127-l3|challenger-small|Splunk AppDynamics", "prompt": "c127-l3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Splunk AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong enterprise APM with business context:** **Splunk AppDynamics** is the standout."}, {"id": "mai-20260917-0922-baseline|c127-l3|challenger-small|Splunk APM", "prompt": "c127-l3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Splunk APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Noted for **full-fidelity tracing** and advanced analytics at scale."}, {"id": "mai-20260917-0922-baseline|c127-l3|challenger-small|IBM Instana", "prompt": "c127-l3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "IBM Instana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Often positioned for **automatic discovery** and reduced manual configuration."}, {"id": "mai-20260917-0922-baseline|c127-l3|challenger-small|Elastic Observability", "prompt": "c127-l3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best when you want **search-centric observability** and tighter Elastic integration."}, {"id": "mai-20260917-0922-baseline|c127-l3|challenger-small|Grafana Cloud", "prompt": "c127-l3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you need open-source / composable / self-host flexibility:** **Grafana Cloud**"}, {"id": "mai-20260917-0922-baseline|c127-l3|challenger-small|Azure Monitor Application Insights", "prompt": "c127-l3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Azure Monitor Application Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best fit for **deep Azure integration**."}, {"id": "mai-20260917-0922-baseline|c127-l3|challenger-small|ManageEngine Applications Manager", "prompt": "c127-l3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "ManageEngine Applications Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Often chosen for **broader infrastructure + app monitoring** in mixed environments."}, {"id": "mai-20260917-0922-baseline|c127-l3|deepseek-small|Datadog", "prompt": "c127-l3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for breadth & developer experience... The broadest platform with 700–1,000+ integrations"}, {"id": "mai-20260917-0922-baseline|c127-l3|deepseek-small|Dynatrace", "prompt": "c127-l3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for automated root cause at enterprise scale... Davis AI engine does genuinely causal root cause analysis"}, {"id": "mai-20260917-0922-baseline|c127-l3|deepseek-small|New Relic", "prompt": "c127-l3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best price-to-value & OpenTelemetry"}, {"id": "mai-20260917-0922-baseline|c127-l3|deepseek-small|Splunk AppDynamics", "prompt": "c127-l3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Splunk AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for business-transaction correlation"}, {"id": "mai-20260917-0922-baseline|c127-l3|deepseek-small|SolarWinds", "prompt": "c127-l3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "SolarWinds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "value-focused, broad third-party integrations, on-prem friendly"}, {"id": "mai-20260917-0922-baseline|c127-l3|deepseek-small|Elastic APM", "prompt": "c127-l3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "APM tied to the Elastic stack's logging + search"}, {"id": "mai-20260917-0922-baseline|c127-l3|deepseek-small|SigNoz", "prompt": "c127-l3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SigNoz is a strong self-hosted OTel-native option"}, {"id": "mai-20260917-0922-baseline|c127-l3|deepseek-small|Grafana", "prompt": "c127-l3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Grafana offers composable dashboards on Prometheus + OTel"}, {"id": "mai-20260917-0922-baseline|c127-l3|deepseek-small|Jaeger", "prompt": "c127-l3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Jaeger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Open-source/OTel-native (SigNoz, Grafana, Jaeger, Prometheus)"}, {"id": "mai-20260917-0922-baseline|c127-l3|deepseek-small|Prometheus", "prompt": "c127-l3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Open-source/OTel-native (SigNoz, Grafana, Jaeger, Prometheus)"}, {"id": "mai-20260917-0922-baseline|c127-l3|google-small|Dynatrace", "prompt": "c127-l3", "model": "google-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dynatrace is a market leader tailored for large, complex enterprise environments."}, {"id": "mai-20260917-0922-baseline|c127-l3|google-small|Datadog", "prompt": "c127-l3", "model": "google-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datadog is notoriously powerful but can become expensive and unpredictable at scale."}, {"id": "mai-20260917-0922-baseline|c127-l3|google-small|Grafana Labs (Grafana Cloud)", "prompt": "c127-l3", "model": "google-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana Labs (Grafana Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Grafana Cloud** if your platform engineers want control over their telemetry pipelines and prefer open standards."}, {"id": "mai-20260917-0922-baseline|c127-l3|google-small|New Relic", "prompt": "c127-l3", "model": "google-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **New Relic** if you want full-stack observability with simpler, user-based pricing."}, {"id": "mai-20260917-0922-baseline|c127-l3|google-small|Splunk (including AppDynamics)", "prompt": "c127-l3", "model": "google-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Splunk (including AppDynamics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Traditional enterprises with massive logging budgets, hybrid infrastructures, and strict security/compliance requirements."}, {"id": "mai-20260917-0922-baseline|c127-l3|google-small|Honeycomb", "prompt": "c127-l3", "model": "google-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Honeycomb** if your developers are debugging complex, distributed systems"}, {"id": "mai-20260917-0922-baseline|c127-l3|meta-small|OpenObserve", "prompt": "c127-l3", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OpenObserve is considered the best overall APM tool, offering unified logs, metrics, traces, and APM in a single platform"}, {"id": "mai-20260917-0922-baseline|c127-l3|meta-small|Dynatrace", "prompt": "c127-l3", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dynatrace is focused on automated instrumentation, AI-driven insights, and large-scale environments"}, {"id": "mai-20260917-0922-baseline|c127-l3|meta-small|New Relic", "prompt": "c127-l3", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "New Relic is suitable for cost-conscious teams wanting strong APM with predictable, usage-based pricing"}, {"id": "mai-20260917-0922-baseline|c127-l3|meta-small|IBM Instana", "prompt": "c127-l3", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "IBM Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "IBM Instana is ideal for real-time discovery and monitoring for microservices-heavy, hybrid enterprises"}, {"id": "mai-20260917-0922-baseline|c127-l3|meta-small|Cisco AppDynamics", "prompt": "c127-l3", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Cisco AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cisco AppDynamics is focused on business-transaction-focused monitoring for large hybrid/on-prem setups"}, {"id": "mai-20260917-0922-baseline|c127-l3|meta-small|Datadog", "prompt": "c127-l3", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Datadog is widely regarded as the gold standard for production APM in enterprise environments"}, {"id": "mai-20260917-0922-baseline|c127-l3|meta-small|Sentry", "prompt": "c127-l3", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Sentry is suitable for every development team that wants to catch and fix application errors before users notice"}, {"id": "mai-20260917-0922-baseline|c127-l3|meta-small|Elastic APM", "prompt": "c127-l3", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Elastic APM is ideal for teams on the Elastic stack that want APM tied to their logging + search"}, {"id": "mai-20260917-0922-baseline|c127-l3|minimax-small|Dynatrace", "prompt": "c127-l3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dynatrace excels at large, complex deployments"}, {"id": "mai-20260917-0922-baseline|c127-l3|minimax-small|New Relic", "prompt": "c127-l3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Unified observability platform"}, {"id": "mai-20260917-0922-baseline|c127-l3|minimax-small|AppDynamics (Cisco)", "prompt": "c127-l3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "AppDynamics (Cisco)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AppDynamics shines at correlating tech metrics to business outcomes"}, {"id": "mai-20260917-0922-baseline|c127-l3|minimax-small|Datadog", "prompt": "c127-l3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong integration ecosystem, good for hybrid cloud environments"}, {"id": "mai-20260917-0922-baseline|c127-l3|minimax-small|IBM Instana", "prompt": "c127-l3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "IBM Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dynatrace and Instana lead in automated analysis"}, {"id": "mai-20260917-0922-baseline|c127-l3|mistral-small|Datadog", "prompt": "c127-l3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Known for comprehensive, unified observability with strong user experience and broad feature coverage"}, {"id": "mai-20260917-0922-baseline|c127-l3|mistral-small|Dynatrace", "prompt": "c127-l3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excels in large enterprises and Kubernetes environments, offering full-stack monitoring with AI-powered root cause analysis"}, {"id": "mai-20260917-0922-baseline|c127-l3|mistral-small|New Relic", "prompt": "c127-l3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Popular for cost-conscious teams, providing strong APM with predictable, usage-based pricing"}, {"id": "mai-20260917-0922-baseline|c127-l3|mistral-small|Splunk AppDynamics", "prompt": "c127-l3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Splunk AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Renowned for enterprise observability workflows, including APM, infrastructure, RUM, and synthetics"}, {"id": "mai-20260917-0922-baseline|c127-l3|mistral-small|Grafana Cloud", "prompt": "c127-l3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers a flexible, open-source-based observability platform with APM, logs, metrics, and traces"}, {"id": "mai-20260917-0922-baseline|c127-l3|mistral-small|Elastic Observability", "prompt": "c127-l3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Combines APM with infrastructure monitoring, logs, and traces, leveraging the Elastic Stack"}, {"id": "mai-20260917-0922-baseline|c127-l3|mistral-small|IBM Instana", "prompt": "c127-l3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "IBM Instana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses on automated discovery and dependency mapping"}, {"id": "mai-20260917-0922-baseline|c127-l3|mistral-small|Azure Monitor Application Insights", "prompt": "c127-l3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Azure Monitor Application Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A Microsoft offering for APM within Azure environments"}, {"id": "mai-20260917-0922-baseline|c127-l3|moonshot-small|Datadog", "prompt": "c127-l3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Broadest platform with 700+ integrations... For breadth & developer experience: Datadog"}, {"id": "mai-20260917-0922-baseline|c127-l3|moonshot-small|Dynatrace", "prompt": "c127-l3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For automation & AI root-cause: Dynatrace"}, {"id": "mai-20260917-0922-baseline|c127-l3|moonshot-small|New Relic", "prompt": "c127-l3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For cost efficiency at scale: New Relic"}, {"id": "mai-20260917-0922-baseline|c127-l3|moonshot-small|Splunk AppDynamics / Observability Cloud", "prompt": "c127-l3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Splunk AppDynamics / Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For existing Splunk/SIEM investments: Splunk Observability"}, {"id": "mai-20260917-0922-baseline|c127-l3|moonshot-small|Grafana Cloud", "prompt": "c127-l3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For open-source flexibility: Grafana Cloud or Elastic"}, {"id": "mai-20260917-0922-baseline|c127-l3|moonshot-small|Elastic Observability", "prompt": "c127-l3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best value for existing Elastic users"}, {"id": "mai-20260917-0922-baseline|c127-l3|openai-small|Dynatrace", "prompt": "c127-l3", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **Dynatrace** if you want the most automation and AI-assisted troubleshooting."}, {"id": "mai-20260917-0922-baseline|c127-l3|openai-small|Datadog APM", "prompt": "c127-l3", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **Datadog** if you want a very strong general observability platform with broad ecosystem coverage."}, {"id": "mai-20260917-0922-baseline|c127-l3|openai-small|New Relic", "prompt": "c127-l3", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **New Relic** if you want a unified platform that's friendly to development and operations teams."}, {"id": "mai-20260917-0922-baseline|c127-l3|openai-small|Cisco AppDynamics", "prompt": "c127-l3", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Cisco AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **AppDynamics** if business transaction monitoring is a top priority."}, {"id": "mai-20260917-0922-baseline|c127-l3|openai-small|Elastic APM", "prompt": "c127-l3", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose **Elastic APM** if you want flexibility, search-centric analysis, and control over the stack."}, {"id": "mai-20260917-0922-baseline|c127-l3|openai-small|Azure Monitor Application Insights", "prompt": "c127-l3", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Azure Monitor Application Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose **Application Insights** if you're already deep in Azure."}, {"id": "mai-20260917-0922-baseline|c127-l3|xai-small|Datadog", "prompt": "c127-l3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog and Dynatrace are Leaders... Broadest coverage for diverse clouds"}, {"id": "mai-20260917-0922-baseline|c127-l3|xai-small|Dynatrace", "prompt": "c127-l3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "AI/automation at scale: Dynatrace (hands-off for massive environments)"}, {"id": "mai-20260917-0922-baseline|c127-l3|xai-small|New Relic", "prompt": "c127-l3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "New Relic for affordability"}, {"id": "mai-20260917-0922-baseline|c127-l3|xai-small|Splunk AppDynamics", "prompt": "c127-l3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Splunk AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Legacy/business metrics: Splunk AppDynamics."}, {"id": "mai-20260917-0922-baseline|c127-l3|xai-small|IBM Instana", "prompt": "c127-l3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "IBM Instana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Narrower ecosystem vs. Datadog; IBM-centric."}, {"id": "mai-20260917-0922-baseline|c127-l3|xai-small|Grafana", "prompt": "c127-l3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "open-source alternatives like Grafana/SigNoz suit smaller/budget setups but lack enterprise support/SLAs"}, {"id": "mai-20260917-0922-baseline|c127-l3|xai-small|SigNoz", "prompt": "c127-l3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "open-source alternatives like Grafana/SigNoz suit smaller/budget setups but lack enterprise support/SLAs"}, {"id": "mai-20260917-0922-baseline|c127-l3|zai-small|Datadog", "prompt": "c127-l3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the broadest feature set and easiest onboarding: Datadog"}, {"id": "mai-20260917-0922-baseline|c127-l3|zai-small|Dynatrace", "prompt": "c127-l3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need AI-driven root cause and large-scale automation: Dynatrace"}, {"id": "mai-20260917-0922-baseline|c127-l3|zai-small|New Relic", "prompt": "c127-l3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want predictable, usage-based pricing: New Relic"}, {"id": "mai-20260917-0922-baseline|c127-l3|zai-small|IBM Instana", "prompt": "c127-l3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "IBM Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're Kubernetes/container-first and dynamic: IBM Instana"}, {"id": "mai-20260917-0922-baseline|c127-l3|zai-small|Splunk AppDynamics", "prompt": "c127-l3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Splunk AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have Java/.NET-heavy legacy apps and need business context: Splunk AppDynamics"}, {"id": "mai-20260917-0922-baseline|c127-l3|zai-small|SolarWinds Observability", "prompt": "c127-l3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "SolarWinds Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you have hybrid on-prem + cloud environments: SolarWinds"}, {"id": "mai-20260917-0922-baseline|c127-l3|zai-small|Elastic APM", "prompt": "c127-l3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you already run Elastic Stack: Elastic APM"}, {"id": "mai-20260917-0922-baseline|c127-l3|zai-small|Grafana Cloud", "prompt": "c127-l3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you're open-source/observability-first with Prometheus: Grafana Cloud"}, {"id": "mai-20260917-0922-baseline|c127-l4|alibaba-small|CubeAPM", "prompt": "c127-l4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CubeAPM** is frequently cited as the best option for companies trying to escape the \"per-user/per-host\" tax."}, {"id": "mai-20260917-0922-baseline|c127-l4|alibaba-small|Dynatrace", "prompt": "c127-l4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dynatrace** is the industry leader for large enterprises."}, {"id": "mai-20260917-0922-baseline|c127-l4|alibaba-small|AppDynamics", "prompt": "c127-l4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Hybrid\" Alternative: AppDynamics"}, {"id": "mai-20260917-0922-baseline|c127-l4|alibaba-small|New Relic", "prompt": "c127-l4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often criticized for **complexity** in large setups... total spend highly volatile."}, {"id": "mai-20260917-0922-baseline|c127-l4|alibaba-small|Datadog", "prompt": "c127-l4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Known for \"cost creep.\"... mathematically difficult to forecast accurately"}, {"id": "mai-20260917-0922-baseline|c127-l4|anthropic-small|Dynatrace", "prompt": "c127-l4", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dynatrace (Best for Cost Predictability at Enterprise Scale)"}, {"id": "mai-20260917-0922-baseline|c127-l4|anthropic-small|New Relic", "prompt": "c127-l4", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "New Relic works better if your data volume is stable but host count varies"}, {"id": "mai-20260917-0922-baseline|c127-l4|anthropic-small|Middleware", "prompt": "c127-l4", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Middleware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Middleware and SigNoz lead on OpenTelemetry-native, cost-predictable monitoring"}, {"id": "mai-20260917-0922-baseline|c127-l4|anthropic-small|SigNoz", "prompt": "c127-l4", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SigNoz has become the most capable open-source APM tool in 2026 for teams that want full data ownership and predictable costs"}, {"id": "mai-20260917-0922-baseline|c127-l4|challenger-small|CubeAPM", "prompt": "c127-l4", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit from these results is **CubeAPM** because it is repeatedly described as having **flat, usage-based pricing**"}, {"id": "mai-20260917-0922-baseline|c127-l4|challenger-small|Middleware", "prompt": "c127-l4", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Middleware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A close alternative is **Middleware** if your priority is also predictable pricing"}, {"id": "mai-20260917-0922-baseline|c127-l4|challenger-small|Dynatrace", "prompt": "c127-l4", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more predictable than multi-dimensional pricing vendors, though generally expensive at enterprise scale"}, {"id": "mai-20260917-0922-baseline|c127-l4|challenger-small|Datadog", "prompt": "c127-l4", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "it is presented as materially cheaper than Datadog and Dynatrace in the cited comparisons"}, {"id": "mai-20260917-0922-baseline|c127-l4|challenger-small|New Relic", "prompt": "c127-l4", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare **CubeAPM vs Dynatrace vs Datadog vs New Relic**"}, {"id": "mai-20260917-0922-baseline|c127-l4|deepseek-small|New Relic", "prompt": "c127-l4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest answer for a *large company needing predictable total cost across thousands of users* is **New Relic**"}, {"id": "mai-20260917-0922-baseline|c127-l4|deepseek-small|Dynatrace", "prompt": "c127-l4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Dynatrace** as the runner-up depending on your priorities"}, {"id": "mai-20260917-0922-baseline|c127-l4|deepseek-small|Datadog", "prompt": "c127-l4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid if predictable total cost is your hard requirement."}, {"id": "mai-20260917-0922-baseline|c127-l4|google-small|New Relic", "prompt": "c127-l4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "your seat bill alone will quickly spiral into millions of dollars... However, be aware that forecasting CCUs is more complex"}, {"id": "mai-20260917-0922-baseline|c127-l4|google-small|Datadog", "prompt": "c127-l4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "if you choose a tool that charges **per-host** (like Datadog), autoscaling, Kubernetes pod churn, and custom metrics overages will make your monthly billing highly unpredictable"}, {"id": "mai-20260917-0922-baseline|c127-l4|google-small|Honeycomb", "prompt": "c127-l4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Honeycomb", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Honeycomb if you want the best modern SaaS debugging experience and want your developers to have unlimited access"}, {"id": "mai-20260917-0922-baseline|c127-l4|google-small|SigNoz", "prompt": "c127-l4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose SigNoz or CubeAPM (Self-Hosted) if your enterprise values data sovereignty and 100% cost predictability"}, {"id": "mai-20260917-0922-baseline|c127-l4|google-small|CubeAPM", "prompt": "c127-l4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose SigNoz or CubeAPM (Self-Hosted) if your enterprise values data sovereignty and 100% cost predictability"}, {"id": "mai-20260917-0922-baseline|c127-l4|google-small|Coralogix", "prompt": "c127-l4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Coralogix if you want strict, dashboard-managed SaaS budgeting"}, {"id": "mai-20260917-0922-baseline|c127-l4|meta-small|CubeAPM", "prompt": "c127-l4", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best APM tool for a large company that needs predictable total cost across thousands of users is CubeAPM"}, {"id": "mai-20260917-0922-baseline|c127-l4|minimax-small|Scout APM", "prompt": "c127-l4", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Scout APM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best APM tool for a large company needing predictable total cost across thousands of users is **Scout APM**"}, {"id": "mai-20260917-0922-baseline|c127-l4|minimax-small|New Relic", "prompt": "c127-l4", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "New Relic | $349/user/year | Low (multi-dimensional)"}, {"id": "mai-20260917-0922-baseline|c127-l4|minimax-small|Datadog", "prompt": "c127-l4", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Datadog | Per-host + per-user | Low (complex billing)"}, {"id": "mai-20260917-0922-baseline|c127-l4|minimax-small|Dynatrace", "prompt": "c127-l4", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Dynatrace | Per-host/infrastructure | Medium"}, {"id": "mai-20260917-0922-baseline|c127-l4|minimax-small|CubeAPM", "prompt": "c127-l4", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers flat $0.15-0.20/GB ingestion pricing, but has per-user license costs"}, {"id": "mai-20260917-0922-baseline|c127-l4|minimax-small|Grafana Cloud", "prompt": "c127-l4", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Grafana Cloud** - Pay-per-user but with metered ingestion"}, {"id": "mai-20260917-0922-baseline|c127-l4|mistral-small|CubeAPM", "prompt": "c127-l4", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CubeAPM** stands out as the top choice for cost predictability"}, {"id": "mai-20260917-0922-baseline|c127-l4|mistral-small|Dynatrace", "prompt": "c127-l4", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "powerful but use per-host or per-user pricing, which can become unpredictable at scale"}, {"id": "mai-20260917-0922-baseline|c127-l4|mistral-small|AppDynamics", "prompt": "c127-l4", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise power but less predictable: Dynatrace, AppDynamics (per-user/host pricing)"}, {"id": "mai-20260917-0922-baseline|c127-l4|moonshot-small|New Relic", "prompt": "c127-l4", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**New Relic** - Top Recommendation for Cost Predictability"}, {"id": "mai-20260917-0922-baseline|c127-l4|moonshot-small|CubeAPM", "prompt": "c127-l4", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CubeAPM** - Best for Self-Hosted Predictability"}, {"id": "mai-20260917-0922-baseline|c127-l4|moonshot-small|Groundcover", "prompt": "c127-l4", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Groundcover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Groundcover** - Kubernetes-Native with Fixed Pricing"}, {"id": "mai-20260917-0922-baseline|c127-l4|moonshot-small|Datadog", "prompt": "c127-l4", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**High** - Bills often triple at production scale; complex SKU-based pricing"}, {"id": "mai-20260917-0922-baseline|c127-l4|moonshot-small|Dynatrace", "prompt": "c127-l4", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**High** - Most expensive; typically $25-60K/month for mid-size estates"}, {"id": "mai-20260917-0922-baseline|c127-l4|openai-small|Dynatrace", "prompt": "c127-l4", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dynatrace** is the safest default recommendation"}, {"id": "mai-20260917-0922-baseline|c127-l4|openai-small|New Relic", "prompt": "c127-l4", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**New Relic** is the main alternative"}, {"id": "mai-20260917-0922-baseline|c127-l4|openai-small|Datadog", "prompt": "c127-l4", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side cost predictability comparison of Dynatrace vs New Relic vs Datadog vs AppDynamics"}, {"id": "mai-20260917-0922-baseline|c127-l4|openai-small|AppDynamics", "prompt": "c127-l4", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparison of Dynatrace vs New Relic vs Datadog vs AppDynamics"}, {"id": "mai-20260917-0922-baseline|c127-l4|xai-small|New Relic", "prompt": "c127-l4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**New Relic stands out as the best APM tool for a large company needing predictable total costs across thousands of users.**"}, {"id": "mai-20260917-0922-baseline|c127-l4|xai-small|Datadog", "prompt": "c127-l4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Host/CPU-based (~$31–$69/host/mo); highly predictable *if* host count is stable, but spikes or growth cause jumps... total cost often 2x+ New Relic at scale."}, {"id": "mai-20260917-0922-baseline|c127-l4|xai-small|Dynatrace", "prompt": "c127-l4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "complex DPS pools (Dynatrace ~$0.04–0.08/DPS unit/hour)"}, {"id": "mai-20260917-0922-baseline|c127-l4|xai-small|AppDynamics", "prompt": "c127-l4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Datadog/Dynatrace/AppDynamics**: Host/CPU-based (~$31–$69/host/mo)... total cost often 2x+ New Relic at scale."}, {"id": "mai-20260917-0922-baseline|c127-l4|xai-small|SigNoz", "prompt": "c127-l4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Self-hosted like SigNoz/CubeAPM: ~$0.15–0.30/GB, unlimited users, ultra-predictable for data-heavy orgs with infra expertise"}, {"id": "mai-20260917-0922-baseline|c127-l4|xai-small|CubeAPM", "prompt": "c127-l4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Self-hosted like SigNoz/CubeAPM: ~$0.15–0.30/GB, unlimited users, ultra-predictable"}, {"id": "mai-20260917-0922-baseline|c127-l4|zai-small|New Relic One", "prompt": "c127-l4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "New Relic One – best for most enterprises wanting a SaaS experience with predictable ingestion pricing"}, {"id": "mai-20260917-0922-baseline|c127-l4|zai-small|CubeAPM (self‑hosted, vendor‑managed)", "prompt": "c127-l4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "CubeAPM (self‑hosted, vendor‑managed)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CubeAPM – flat per‑GB ingestion with no host/user/span fees"}, {"id": "mai-20260917-0922-baseline|c127-l4|zai-small|Grafana Tempo + Loki + Prometheus", "prompt": "c127-l4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana Tempo + Loki + Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for teams that can operate their own stack"}, {"id": "mai-20260917-0922-baseline|c127-l4|zai-small|Datadog", "prompt": "c127-l4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Low – multi‑dimensional, can explode with tagging and sessions"}, {"id": "mai-20260917-0922-baseline|c127-l4|zai-small|Dynatrace", "prompt": "c127-l4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Medium – negotiated rates help, but the model still varies by environment complexity"}, {"id": "mai-20260917-0922-baseline|c127-l4|zai-small|AppDynamics (Splunk)", "prompt": "c127-l4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "AppDynamics (Splunk)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Medium – CPU‑centric; scaling is predictable only if you know cores well"}, {"id": "mai-20260917-0922-baseline|c127-l5|alibaba-small|Datadog", "prompt": "c127-l5", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Datadog** | Best-in-class integrations, strong UI, excellent SLO tracking. | Can become very expensive at scale"}, {"id": "mai-20260917-0922-baseline|c127-l5|alibaba-small|Dynatrace", "prompt": "c127-l5", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI-driven root cause analysis, fully automated instrumentation. | Expensive; heavy agent"}, {"id": "mai-20260917-0922-baseline|c127-l5|alibaba-small|New Relic", "prompt": "c127-l5", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong OpenTelemetry commitment, flexible data models, good enterprise security features."}, {"id": "mai-20260917-0922-baseline|c127-l5|alibaba-small|AppDynamics", "prompt": "c127-l5", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "mature partner ecosystem for integration with your existing stack (Datadog, Dynatrace, New Relic, AppDynamics, Honeycomb, Grafana/Fargate, etc.)"}, {"id": "mai-20260917-0922-baseline|c127-l5|alibaba-small|Honeycomb", "prompt": "c127-l5", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Honeycomb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Newer player; smaller support team; check SOC 2 scope carefully."}, {"id": "mai-20260917-0922-baseline|c127-l5|alibaba-small|Grafana Cloud / LGTM", "prompt": "c127-l5", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Grafana Cloud / LGTM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fully open-source based, great for Kubernetes, cost-effective. | Requires more DIY maintenance"}, {"id": "mai-20260917-0922-baseline|c127-l5|deepseek-small|Datadog", "prompt": "c127-l5", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "comparing the SSO/SOC 2 position and pricing of specific vendors (Datadog, New Relic, Dynatrace, Grafana)"}, {"id": "mai-20260917-0922-baseline|c127-l5|deepseek-small|New Relic", "prompt": "c127-l5", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "comparing the SSO/SOC 2 position and pricing of specific vendors (Datadog, New Relic, Dynatrace, Grafana)"}, {"id": "mai-20260917-0922-baseline|c127-l5|deepseek-small|Dynatrace", "prompt": "c127-l5", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "comparing the SSO/SOC 2 position and pricing of specific vendors (Datadog, New Relic, Dynatrace, Grafana)"}, {"id": "mai-20260917-0922-baseline|c127-l5|deepseek-small|Grafana", "prompt": "c127-l5", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparing the SSO/SOC 2 position and pricing of specific vendors (Datadog, New Relic, Dynatrace, Grafana)"}, {"id": "mai-20260917-0922-baseline|c127-l5|google-small|Dynatrace", "prompt": "c127-l5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely considered the gold standard for large, complex enterprise environments."}, {"id": "mai-20260917-0922-baseline|c127-l5|google-small|Datadog", "prompt": "c127-l5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Datadog's pricing can be complex and difficult to forecast because they charge across dozens of different SKU categories"}, {"id": "mai-20260917-0922-baseline|c127-l5|google-small|New Relic", "prompt": "c127-l5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "simpler pricing structure (based on data ingest + per-user seats). This can make procurement much simpler compared to Datadog."}, {"id": "mai-20260917-0922-baseline|c127-l5|google-small|Grafana Cloud / Enterprise", "prompt": "c127-l5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Grafana Cloud / Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want to avoid vendor lock-in. Based on open-source standards (Prometheus, Loki, Tempo)."}, {"id": "mai-20260917-0922-baseline|c127-l5|minimax-small|Datadog", "prompt": "c127-l5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top enterprise APM candidates to evaluate: Datadog, New Relic, Dynatrace, Splunk, and Elastic"}, {"id": "mai-20260917-0922-baseline|c127-l5|minimax-small|New Relic", "prompt": "c127-l5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top enterprise APM candidates to evaluate: Datadog, New Relic, Dynatrace, Splunk, and Elastic"}, {"id": "mai-20260917-0922-baseline|c127-l5|minimax-small|Dynatrace", "prompt": "c127-l5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top enterprise APM candidates to evaluate: Datadog, New Relic, Dynatrace, Splunk, and Elastic"}, {"id": "mai-20260917-0922-baseline|c127-l5|minimax-small|Splunk", "prompt": "c127-l5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top enterprise APM candidates to evaluate: Datadog, New Relic, Dynatrace, Splunk, and Elastic"}, {"id": "mai-20260917-0922-baseline|c127-l5|minimax-small|Elastic", "prompt": "c127-l5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Elastic (depending on your stack)"}, {"id": "mai-20260917-0922-baseline|c127-l5|mistral-small|New Relic", "prompt": "c127-l5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**New Relic**: Strong RUM, full-stack, SOC 2, good enterprise support."}, {"id": "mai-20260917-0922-baseline|c127-l5|mistral-small|Datadog", "prompt": "c127-l5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Broad integrations, SOC 2, scalable, but can be expensive."}, {"id": "mai-20260917-0922-baseline|c127-l5|mistral-small|Dynatrace", "prompt": "c127-l5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AI-powered, strong Kubernetes support, SOC 2, but complex pricing."}, {"id": "mai-20260917-0922-baseline|c127-l5|mistral-small|AppDynamics", "prompt": "c127-l5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cisco-owned, SOC 2, strong for large enterprises, but costly."}, {"id": "mai-20260917-0922-baseline|c127-l5|mistral-small|Elastic APM", "prompt": "c127-l5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Elastic APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source roots, SOC 2, cost-effective for large-scale deployments."}, {"id": "mai-20260917-0922-baseline|c127-l5|mistral-small|Splunk Observability", "prompt": "c127-l5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Splunk Observability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SOC 2, strong log correlation, but steep learning curve."}, {"id": "mai-20260917-0922-baseline|c127-l5|moonshot-small|Datadog", "prompt": "c127-l5", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** offers the best feature breadth and integrations but at a premium"}, {"id": "mai-20260917-0922-baseline|c127-l5|moonshot-small|Dynatrace", "prompt": "c127-l5", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dynatrace** excels if you have complex, hard-to-debug systems"}, {"id": "mai-20260917-0922-baseline|c127-l5|moonshot-small|New Relic", "prompt": "c127-l5", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**New Relic** provides the most predictable pricing"}, {"id": "mai-20260917-0922-baseline|c127-l5|moonshot-small|Splunk Observability", "prompt": "c127-l5", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Splunk Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SIEM + observability convergence | Per-host bundles | Security-focused orgs"}, {"id": "mai-20260917-0922-baseline|c127-l5|moonshot-small|Grafana Cloud", "prompt": "c127-l5", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open source, OTel-aligned, cheaper | Per-GB traces (~$0.45/GB)"}, {"id": "mai-20260917-0922-baseline|c127-l5|xai-small|Datadog", "prompt": "c127-l5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog**: Strong for unified observability, SSO/SOC 2 native; excels in scalability."}, {"id": "mai-20260917-0922-baseline|c127-l5|xai-small|New Relic", "prompt": "c127-l5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**New Relic/Dynatrace**: Full-stack, AI-driven"}, {"id": "mai-20260917-0922-baseline|c127-l5|xai-small|Dynatrace", "prompt": "c127-l5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dynatrace for causal analysis"}, {"id": "mai-20260917-0922-baseline|c127-l5|xai-small|AppDynamics", "prompt": "c127-l5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AppDynamics/Splunk**: Enterprise-proven for hybrid/large orgs."}, {"id": "mai-20260917-0922-baseline|c127-l5|xai-small|Splunk Observability Cloud", "prompt": "c127-l5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AppDynamics/Splunk**: Enterprise-proven for hybrid/large orgs."}, {"id": "mai-20260917-0922-baseline|c127-l5|zai-small|Datadog", "prompt": "c127-l5", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with 3\\u20135 vendors that meet your must\\u2011haves (e.g., Datadog, New Relic, Dynatrace, AppDynamics, Honeycomb)."}, {"id": "mai-20260917-0922-baseline|c127-l5|zai-small|New Relic", "prompt": "c127-l5", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., Datadog, New Relic, Dynatrace, AppDynamics, Honeycomb)"}, {"id": "mai-20260917-0922-baseline|c127-l5|zai-small|Dynatrace", "prompt": "c127-l5", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., Datadog, New Relic, Dynatrace, AppDynamics, Honeycomb)"}, {"id": "mai-20260917-0922-baseline|c127-l5|zai-small|AppDynamics", "prompt": "c127-l5", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., Datadog, New Relic, Dynatrace, AppDynamics, Honeycomb)"}, {"id": "mai-20260917-0922-baseline|c127-l5|zai-small|Honeycomb", "prompt": "c127-l5", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(e.g., Datadog, New Relic, Dynatrace, AppDynamics, Honeycomb)"}, {"id": "mai-20260917-0922-baseline|c127-l6|alibaba-small|Splunk", "prompt": "c127-l6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "using Splunk for distributed tracing and APM can cost significantly more than purpose-built solutions"}, {"id": "mai-20260917-0922-baseline|c127-l6|alibaba-small|Elasticsearch (ELK Stack)", "prompt": "c127-l6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Elasticsearch (ELK Stack)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "shifting to it for high-volume distributed tracing often results in \"bill shock\" due to storage requirements"}, {"id": "mai-20260917-0922-baseline|c127-l6|alibaba-small|Sentry", "prompt": "c127-l6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Sentry’s APM suite is still maturing. It often lacks the holistic \"Golden Signals\" visualization found in competitors."}, {"id": "mai-20260917-0922-baseline|c127-l6|alibaba-small|Rollbar", "prompt": "c127-l6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "this focuses heavily on post-event debugging rather than pre-event performance monitoring"}, {"id": "mai-20260917-0922-baseline|c127-l6|alibaba-small|AppDynamics", "prompt": "c127-l6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "many IT leaders have expressed concern regarding the roadmap for AppDynamics"}, {"id": "mai-20260917-0922-baseline|c127-l6|alibaba-small|Instana", "prompt": "c127-l6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Instana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "navigating the IBM sales and support ecosystem can be difficult"}, {"id": "mai-20260917-0922-baseline|c127-l6|anthropic-small|Dynatrace", "prompt": "c127-l6", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade APM platforms like Dynatrace come with enterprise-grade pricing and reward teams mature enough to use its automation deeply"}, {"id": "mai-20260917-0922-baseline|c127-l6|anthropic-small|LogicMonitor", "prompt": "c127-l6", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "LogicMonitor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "tools like LogicMonitor have a steep learning curve that will likely be challenging to use at first"}, {"id": "mai-20260917-0922-baseline|c127-l6|challenger-small|Datadog", "prompt": "c127-l6", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "several sources warn that its **per-host / multi-dimensional billing** can become expensive as traffic, hosts, logs, and users grow"}, {"id": "mai-20260917-0922-baseline|c127-l6|challenger-small|New Relic", "prompt": "c127-l6", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often positioned as better for smaller or starting teams, and guidance emphasizes checking how its **pricing scales**"}, {"id": "mai-20260917-0922-baseline|c127-l6|challenger-small|SkyWalking", "prompt": "c127-l6", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SkyWalking", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "warns to watch for **OAP memory consumption** and **Elasticsearch tuning pitfalls**, which means it deserves caution"}, {"id": "mai-20260917-0922-baseline|c127-l6|challenger-small|Elastic-based APM setups", "prompt": "c127-l6", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Elastic-based APM setups", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they often require more infrastructure and tuning discipline; ... best when you are already committed to the Elastic stack"}, {"id": "mai-20260917-0922-baseline|c127-l6|deepseek-small|SolarWinds AppOptics", "prompt": "c127-l6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SolarWinds AppOptics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Officially retired... **avoid** it"}, {"id": "mai-20260917-0922-baseline|c127-l6|deepseek-small|Legacy SAP APM / SAP IoT based tools", "prompt": "c127-l6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Legacy SAP APM / SAP IoT based tools", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "has been sunset... Be wary of any reseller pushing the old suites."}, {"id": "mai-20260917-0922-baseline|c127-l6|deepseek-small|CA APM / Broadcom Gen 1 APM", "prompt": "c127-l6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "CA APM / Broadcom Gen 1 APM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid: ... pure legacy Broadcom/CA platforms"}, {"id": "mai-20260917-0922-baseline|c127-l6|deepseek-small|Datadog", "prompt": "c127-l6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be Extremely Cautious** about: **Datadog** (due to runaway, unpredictable pricing and lock-in)"}, {"id": "mai-20260917-0922-baseline|c127-l6|deepseek-small|AppDynamics", "prompt": "c127-l6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** if you are building a new observability practice with an OpenTelemetry-first strategy."}, {"id": "mai-20260917-0922-baseline|c127-l6|deepseek-small|New Relic", "prompt": "c127-l6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "prioritize **OpenTelemetry-native platforms** (New Relic, Dynatrace, or Grafana/SigNoz self-hosted)"}, {"id": "mai-20260917-0922-baseline|c127-l6|deepseek-small|Dynatrace", "prompt": "c127-l6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "prioritize **OpenTelemetry-native platforms** (New Relic, Dynatrace, or Grafana/SigNoz self-hosted)"}, {"id": "mai-20260917-0922-baseline|c127-l6|deepseek-small|Grafana", "prompt": "c127-l6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Grafana/SigNoz self-hosted) that offer **usage-based, predictable pricing**"}, {"id": "mai-20260917-0922-baseline|c127-l6|deepseek-small|SigNoz", "prompt": "c127-l6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Grafana/SigNoz self-hosted) that offer **usage-based, predictable pricing**"}, {"id": "mai-20260917-0922-baseline|c127-l6|google-small|Datadog", "prompt": "c127-l6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid or heavily negotiate Datadog if you have highly dynamic Kubernetes environments with severe auto-scaling swings"}, {"id": "mai-20260917-0922-baseline|c127-l6|google-small|Cisco AppDynamics", "prompt": "c127-l6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Cisco AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid these if your enterprise is actively migrating to Kubernetes, multi-cloud environments, or serverless workloads."}, {"id": "mai-20260917-0922-baseline|c127-l6|google-small|Broadcom DX APM", "prompt": "c127-l6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Broadcom DX APM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Legacy, Agent-Heavy APM Suites (e.g., Cisco AppDynamics, Broadcom DX APM) ... Avoid these"}, {"id": "mai-20260917-0922-baseline|c127-l6|google-small|Prometheus", "prompt": "c127-l6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid DIY setups if your enterprise is highly regulated (finance, healthcare, government)"}, {"id": "mai-20260917-0922-baseline|c127-l6|google-small|Jaeger", "prompt": "c127-l6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Jaeger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "\"Do-It-Yourself\" Open Source Stacks (e.g., Unmanaged Prometheus, Jaeger, ELK) ... highly risky"}, {"id": "mai-20260917-0922-baseline|c127-l6|google-small|ELK", "prompt": "c127-l6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "ELK", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "attempting to build a DIY observability stack from bare open-source software is highly risky"}, {"id": "mai-20260917-0922-baseline|c127-l6|google-small|Grafana Cloud", "prompt": "c127-l6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want open source, look for enterprise-managed versions like Grafana Cloud, AWS managed services, or OpenObserve instead"}, {"id": "mai-20260917-0922-baseline|c127-l6|google-small|AWS managed services", "prompt": "c127-l6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AWS managed services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look for enterprise-managed versions like Grafana Cloud, AWS managed services, or OpenObserve instead"}, {"id": "mai-20260917-0922-baseline|c127-l6|google-small|OpenObserve", "prompt": "c127-l6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "look for enterprise-managed versions like Grafana Cloud, AWS managed services, or OpenObserve instead"}, {"id": "mai-20260917-0922-baseline|c127-l6|google-small|Sentry", "prompt": "c127-l6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Do not use error-tracking tools as your primary APM."}, {"id": "mai-20260917-0922-baseline|c127-l6|google-small|Raygun", "prompt": "c127-l6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Raygun", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "they should not be treated as core enterprise APM platforms"}, {"id": "mai-20260917-0922-baseline|c127-l6|google-small|Rollbar", "prompt": "c127-l6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Developer-Focused \"Point\" Solutions (e.g., Sentry, Raygun, Rollbar) ... lack \"full-stack depth\""}, {"id": "mai-20260917-0922-baseline|c127-l6|meta-small|Dynatrace", "prompt": "c127-l6", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is also noted for being the most expensive commercial APM at scale and having a monolithic agent model that may conflict with teams that want fine-grained control"}, {"id": "mai-20260917-0922-baseline|c127-l6|meta-small|New Relic", "prompt": "c127-l6", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "New Relic is mentioned as a tool that stands out for fast time to value, developer-friendly workflows, and flexible pricing"}, {"id": "mai-20260917-0922-baseline|c127-l6|minimax-small|Datadog", "prompt": "c127-l6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Per-host, per-product modular pricing can escalate quickly at scale"}, {"id": "mai-20260917-0922-baseline|c127-l6|minimax-small|Dynatrace", "prompt": "c127-l6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Highest list price in the category"}, {"id": "mai-20260917-0922-baseline|c127-l6|minimax-small|New Relic", "prompt": "c127-l6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Per-GB ingest plus per-user pricing can add up significantly"}, {"id": "mai-20260917-0922-baseline|c127-l6|minimax-small|CubeAPM", "prompt": "c127-l6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-sensitive enterprises: Consider CubeAPM, Grafana Stack, Elastic APM, or SigNOz"}, {"id": "mai-20260917-0922-baseline|c127-l6|minimax-small|Grafana Stack", "prompt": "c127-l6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cost-sensitive enterprises: Consider CubeAPM, Grafana Stack, Elastic APM, or SigNOz"}, {"id": "mai-20260917-0922-baseline|c127-l6|minimax-small|Elastic APM", "prompt": "c127-l6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cost-sensitive enterprises: Consider CubeAPM, Grafana Stack, Elastic APM, or SigNOz"}, {"id": "mai-20260917-0922-baseline|c127-l6|minimax-small|SigNOz", "prompt": "c127-l6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SigNOz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source oriented: Look at OpenObserve, SigNOz, or Grafana"}, {"id": "mai-20260917-0922-baseline|c127-l6|minimax-small|OpenObserve", "prompt": "c127-l6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Open-source oriented: Look at OpenObserve, SigNOz, or Grafana"}, {"id": "mai-20260917-0922-baseline|c127-l6|mistral-small|Dynatrace", "prompt": "c127-l6", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "High cost at scale and a monolithic agent model that can conflict with teams seeking fine-grained control over instrumentation"}, {"id": "mai-20260917-0922-baseline|c127-l6|mistral-small|AppDynamics", "prompt": "c127-l6", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it can be expensive and may lock users into proprietary agents and query languages"}, {"id": "mai-20260917-0922-baseline|c127-l6|mistral-small|New Relic", "prompt": "c127-l6", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "criticism for complex pricing models that can become costly as usage grows"}, {"id": "mai-20260917-0922-baseline|c127-l6|mistral-small|OpenTelemetry (OTel)", "prompt": "c127-l6", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "OpenTelemetry (OTel)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Many large enterprises are increasingly adopting **OpenTelemetry (OTel)** for instrumentation"}, {"id": "mai-20260917-0922-baseline|c127-l6|mistral-small|Jaeger", "prompt": "c127-l6", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Jaeger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "paired with flexible backends like Jaeger, Tempo, Prometheus, and Grafana"}, {"id": "mai-20260917-0922-baseline|c127-l6|mistral-small|Tempo", "prompt": "c127-l6", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Tempo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "paired with flexible backends like Jaeger, Tempo, Prometheus, and Grafana"}, {"id": "mai-20260917-0922-baseline|c127-l6|mistral-small|Prometheus", "prompt": "c127-l6", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "paired with flexible backends like Jaeger, Tempo, Prometheus, and Grafana"}, {"id": "mai-20260917-0922-baseline|c127-l6|mistral-small|Grafana", "prompt": "c127-l6", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "paired with flexible backends like Jaeger, Tempo, Prometheus, and Grafana"}, {"id": "mai-20260917-0922-baseline|c127-l6|moonshot-small|Datadog", "prompt": "c127-l6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Notorious for \"bill shock\": Invoices commonly run 3-12× higher than initial estimates ... Datadog's billing practices and AppDynamics' post-acquisition decline represent the highest current risks"}, {"id": "mai-20260917-0922-baseline|c127-l6|moonshot-small|AppDynamics (now Cisco/Splunk)", "prompt": "c127-l6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics (now Cisco/Splunk)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "AppDynamics' post-acquisition decline represent the highest current risks based on documented customer experiences."}, {"id": "mai-20260917-0922-baseline|c127-l6|moonshot-small|Dynatrace", "prompt": "c127-l6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why be cautious: Consumption billing complexity: Hard to forecast; ingest spikes and DQL queries produce unexpected charges"}, {"id": "mai-20260917-0922-baseline|c127-l6|moonshot-small|Grafana stack", "prompt": "c127-l6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Evaluate open-source alternatives — Grafana stack, Jaeger, Prometheus for cost control"}, {"id": "mai-20260917-0922-baseline|c127-l6|moonshot-small|Jaeger", "prompt": "c127-l6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Jaeger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Evaluate open-source alternatives — Grafana stack, Jaeger, Prometheus for cost control"}, {"id": "mai-20260917-0922-baseline|c127-l6|moonshot-small|Prometheus", "prompt": "c127-l6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Evaluate open-source alternatives — Grafana stack, Jaeger, Prometheus for cost control"}, {"id": "mai-20260917-0922-baseline|c127-l6|openai-small|Datadog", "prompt": "c127-l6", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "vendor-by-vendor caution list** for major APM products like Datadog, Dynatrace, New Relic, Splunk Observability, Elastic, and AppDynamics"}, {"id": "mai-20260917-0922-baseline|c127-l6|openai-small|Dynatrace", "prompt": "c127-l6", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "major APM products like Datadog, Dynatrace, New Relic, Splunk Observability, Elastic, and AppDynamics"}, {"id": "mai-20260917-0922-baseline|c127-l6|openai-small|New Relic", "prompt": "c127-l6", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "major APM products like Datadog, Dynatrace, New Relic, Splunk Observability, Elastic, and AppDynamics"}, {"id": "mai-20260917-0922-baseline|c127-l6|openai-small|Splunk Observability", "prompt": "c127-l6", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Splunk Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "major APM products like Datadog, Dynatrace, New Relic, Splunk Observability, Elastic, and AppDynamics"}, {"id": "mai-20260917-0922-baseline|c127-l6|openai-small|Elastic", "prompt": "c127-l6", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "major APM products like Datadog, Dynatrace, New Relic, Splunk Observability, Elastic, and AppDynamics"}, {"id": "mai-20260917-0922-baseline|c127-l6|openai-small|AppDynamics", "prompt": "c127-l6", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "major APM products like Datadog, Dynatrace, New Relic, Splunk Observability, Elastic, and AppDynamics"}, {"id": "mai-20260917-0922-baseline|c127-l6|xai-small|Jaeger", "prompt": "c127-l6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Jaeger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools/Types to **Avoid or Approach with Extreme Caution**:\n- **Open-source APM stacks (e.g., Jaeger, Zipkin, basic Grafana Tempo/Prometheus + OTel)**"}, {"id": "mai-20260917-0922-baseline|c127-l6|xai-small|Zipkin", "prompt": "c127-l6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Zipkin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Open-source APM stacks (e.g., Jaeger, Zipkin, basic Grafana Tempo/Prometheus + OTel)**:\n  - **Why?** High operational burden"}, {"id": "mai-20260917-0922-baseline|c127-l6|xai-small|Grafana Tempo/Prometheus", "prompt": "c127-l6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana Tempo/Prometheus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid or Approach with Extreme Caution**:\n- **Open-source APM stacks (e.g., Jaeger, Zipkin, basic Grafana Tempo/Prometheus + OTel)**"}, {"id": "mai-20260917-0922-baseline|c127-l6|xai-small|SigNoz", "prompt": "c127-l6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "managed open-source like SigNoz (ClickHouse-based) if cost is key, but still ops-heavy"}, {"id": "mai-20260917-0922-baseline|c127-l6|xai-small|New Relic", "prompt": "c127-l6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Reviews flag New Relic as \"best for small-mid teams/quick starts\"; struggles with ultra-complex heterogeneous envs"}, {"id": "mai-20260917-0922-baseline|c127-l6|xai-small|Elastic APM", "prompt": "c127-l6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Elastic APM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Tools positioned for SMBs/mid-market (e.g., New Relic in some contexts, Elastic APM standalone)"}, {"id": "mai-20260917-0922-baseline|c127-l6|xai-small|Datadog", "prompt": "c127-l6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pricing explodes: Per-host (~$31+/host/mo APM)... \"Billing surprises\" from high-cardinality tags"}, {"id": "mai-20260917-0922-baseline|c127-l6|xai-small|Dynatrace", "prompt": "c127-l6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Most expensive (~$58/host/mo or \"Davis Points\"); monolithic agent resists fine-grained control/OTel teams. Steep learning curve."}, {"id": "mai-20260917-0922-baseline|c127-l6|xai-small|AppDynamics (Cisco)", "prompt": "c127-l6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics (Cisco)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "High licensing; false positives; less modern for distributed traces vs. leaders."}, {"id": "mai-20260917-0922-baseline|c127-l6|zai-small|CA Technologies APM (formerly CA AppDynamics)", "prompt": "c127-l6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "CA Technologies APM (formerly CA AppDynamics)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Tools to Avoid:** CA Technologies APM (formerly CA AppDynamics), older versions of AppDynamics, and proprietary profilers."}, {"id": "mai-20260917-0922-baseline|c127-l6|zai-small|AppDynamics", "prompt": "c127-l6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Tools to Avoid:** ... older versions of AppDynamics"}, {"id": "mai-20260917-0922-baseline|c127-l6|zai-small|SolarWinds Application Performance Monitor", "prompt": "c127-l6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SolarWinds Application Performance Monitor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Tools to Avoid:** SolarWinds Application Performance Monitor, PRTG, Nagios (in their basic forms)"}, {"id": "mai-20260917-0922-baseline|c127-l6|zai-small|PRTG", "prompt": "c127-l6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "PRTG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Tools to Avoid:** SolarWinds Application Performance Monitor, PRTG, Nagios (in their basic forms)"}, {"id": "mai-20260917-0922-baseline|c127-l6|zai-small|Nagios", "prompt": "c127-l6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Nagios", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Tools to Avoid:** SolarWinds Application Performance Monitor, PRTG, Nagios (in their basic forms)"}, {"id": "mai-20260917-0922-baseline|c127-l6|zai-small|Zabbix", "prompt": "c127-l6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Tools to Avoid:** Zabbix (unless heavily customized), Scout APM, and other lightweight open-source solutions."}, {"id": "mai-20260917-0922-baseline|c127-l6|zai-small|Scout APM", "prompt": "c127-l6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Scout APM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Tools to Avoid:** Zabbix (unless heavily customized), Scout APM"}, {"id": "mai-20260917-0922-baseline|c127-l6|zai-small|Dynatrace", "prompt": "c127-l6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Tools to Exercise Caution About:** Dynatrace (in specific enterprise configurations)."}, {"id": "mai-20260917-0922-baseline|c127-l6|zai-small|Datadog", "prompt": "c127-l6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "it is notorious for billing surprises"}, {"id": "mai-20260917-0922-baseline|c127-l6|zai-small|Grafana Cloud", "prompt": "c127-l6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "consider migrating to: **Observability Platforms:** Like Grafana Cloud or Elastic APM"}, {"id": "mai-20260917-0922-baseline|c127-l6|zai-small|Elastic APM", "prompt": "c127-l6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Like Grafana Cloud or Elastic APM, which handle the \"Logs, Metrics, and Traces\" (LMTR) stack better"}, {"id": "mai-20260917-0922-baseline|c127-l6|zai-small|New Relic", "prompt": "c127-l6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Gen 2 APM:** Tools like Dynatrace or New Relic that use AI to reduce alert noise"}, {"id": "mai-20260917-0922-baseline|c127-m1|alibaba-small|Datadog", "prompt": "c127-m1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If budget is less of a concern than ease of implementation and feature breadth, Datadog is usually the answer."}, {"id": "mai-20260917-0922-baseline|c127-m1|alibaba-small|New Relic", "prompt": "c127-m1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "New Relic is the strongest competitor to Datadog and often preferred by mid-market companies"}, {"id": "mai-20260917-0922-baseline|c127-m1|alibaba-small|Sentry", "prompt": "c127-m1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sentry offers the best \"DevEx\" (Developer Experience)"}, {"id": "mai-20260917-0922-baseline|c127-m1|alibaba-small|Instana", "prompt": "c127-m1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Instana is famous for \"auto-instrumentation\""}, {"id": "mai-20260917-0922-baseline|c127-m1|alibaba-small|Pingdom", "prompt": "c127-m1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Pingdom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You usually need a secondary tool (like Pingdom or UptimeRobot) alongside Sentry."}, {"id": "mai-20260917-0922-baseline|c127-m1|alibaba-small|UptimeRobot", "prompt": "c127-m1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "UptimeRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a secondary tool (like Pingdom or UptimeRobot) alongside Sentry"}, {"id": "mai-20260917-0922-baseline|c127-m1|alibaba-small|AWS X-Ray", "prompt": "c127-m1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "AWS X-Ray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "look at your Cloud Provider (AWS X-Ray or Azure Monitor)"}, {"id": "mai-20260917-0922-baseline|c127-m1|alibaba-small|Azure Monitor", "prompt": "c127-m1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Azure Monitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "look at your Cloud Provider (AWS X-Ray or Azure Monitor)"}, {"id": "mai-20260917-0922-baseline|c127-m1|alibaba-small|Splunk On-Demand", "prompt": "c127-m1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Splunk On-Demand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Splunk On-Demand / Elastic** | You can pay monthly flat fees or cap spending more strictly than Datadog."}, {"id": "mai-20260917-0922-baseline|c127-m1|alibaba-small|Elastic", "prompt": "c127-m1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Splunk On-Demand / Elastic** | You can pay monthly flat fees"}, {"id": "mai-20260917-0922-baseline|c127-m1|alibaba-small|Ocelot", "prompt": "c127-m1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Ocelot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Instana / Ocelot** | Auto-tracing is crucial"}, {"id": "mai-20260917-0922-baseline|c127-m1|alibaba-small|Rollbar", "prompt": "c127-m1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Sentry + Rollbar** | Developers solve problems faster with error context"}, {"id": "mai-20260917-0922-baseline|c127-m1|anthropic-small|Datadog", "prompt": "c127-m1", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Datadog** - Comprehensive, scalable, good for organizations growing from startup to enterprise"}, {"id": "mai-20260917-0922-baseline|c127-m1|anthropic-small|New Relic", "prompt": "c127-m1", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**New Relic** - Strong all-around APM with good UI and integrations"}, {"id": "mai-20260917-0922-baseline|c127-m1|anthropic-small|Dynatrace", "prompt": "c127-m1", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Powerful for complex environments, though can be pricier"}, {"id": "mai-20260917-0922-baseline|c127-m1|anthropic-small|Elastic APM", "prompt": "c127-m1", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Elastic APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Open-source option, lower cost if self-hosted"}, {"id": "mai-20260917-0922-baseline|c127-m1|anthropic-small|AppDynamics", "prompt": "c127-m1", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise-focused but used by mid-market companies"}, {"id": "mai-20260917-0922-baseline|c127-m1|anthropic-small|SignalFx/Splunk", "prompt": "c127-m1", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "SignalFx/Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good for full observability stack"}, {"id": "mai-20260917-0922-baseline|c127-m1|challenger-small|New Relic", "prompt": "c127-m1", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose New Relic for most mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c127-m1|challenger-small|Datadog", "prompt": "c127-m1", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datadog if observability breadth matters more than cost"}, {"id": "mai-20260917-0922-baseline|c127-m1|challenger-small|Dynatrace", "prompt": "c127-m1", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your priority is AI-driven root-cause analysis"}, {"id": "mai-20260917-0922-baseline|c127-m1|challenger-small|ManageEngine Applications Manager / OpManager Nexus", "prompt": "c127-m1", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "ManageEngine Applications Manager / OpManager Nexus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you are cost-conscious, prefer predictable pricing"}, {"id": "mai-20260917-0922-baseline|c127-m1|deepseek-small|New Relic", "prompt": "c127-m1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **New Relic**"}, {"id": "mai-20260917-0922-baseline|c127-m1|deepseek-small|Datadog", "prompt": "c127-m1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Modular per-host pricing can easily balloon ... Heavier for mid-market budgets."}, {"id": "mai-20260917-0922-baseline|c127-m1|deepseek-small|Dynatrace", "prompt": "c127-m1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most expensive ($50\\u201358/host), DPS commitment model, usually overkill and overpriced for mid-market."}, {"id": "mai-20260917-0922-baseline|c127-m1|deepseek-small|ManageEngine Applications Manager", "prompt": "c127-m1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "ManageEngine Applications Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good value if you want on-prem and lower cost; less full-featured than New Relic."}, {"id": "mai-20260917-0922-baseline|c127-m1|deepseek-small|Grafana Cloud", "prompt": "c127-m1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source-friendly, cost-conscious teams | More DIY effort and internal engineering time."}, {"id": "mai-20260917-0922-baseline|c127-m1|deepseek-small|SigNoz", "prompt": "c127-m1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source-friendly, cost-conscious teams | More DIY effort and internal engineering time."}, {"id": "mai-20260917-0922-baseline|c127-m1|deepseek-small|Elastic", "prompt": "c127-m1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source-friendly, cost-conscious teams | More DIY effort and internal engineering time."}, {"id": "mai-20260917-0922-baseline|c127-m1|google-small|New Relic", "prompt": "c127-m1", "model": "google-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "New Relic is the safest and most balanced bet."}, {"id": "mai-20260917-0922-baseline|c127-m1|google-small|Honeycomb", "prompt": "c127-m1", "model": "google-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Complex, Multi-Tenant B2B SaaS"}, {"id": "mai-20260917-0922-baseline|c127-m1|google-small|Sentry", "prompt": "c127-m1", "model": "google-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best \"Developer-First\" & Budget-Friendly Choice"}, {"id": "mai-20260917-0922-baseline|c127-m1|google-small|Datadog", "prompt": "c127-m1", "model": "google-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Datadog bills can spiral out of control incredibly fast, often requiring a dedicated engineer just to manage the Datadog budget."}, {"id": "mai-20260917-0922-baseline|c127-m1|meta-small|New Relic", "prompt": "c127-m1", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top APM tools for mid-market B2B companies include:\n\n* New Relic"}, {"id": "mai-20260917-0922-baseline|c127-m1|meta-small|Datadog", "prompt": "c127-m1", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top APM tools for mid-market B2B companies include:... * Datadog"}, {"id": "mai-20260917-0922-baseline|c127-m1|meta-small|Uptrace", "prompt": "c127-m1", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Uptrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "* Uptrace"}, {"id": "mai-20260917-0922-baseline|c127-m1|meta-small|SolarWinds AppOptics", "prompt": "c127-m1", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "SolarWinds AppOptics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "* SolarWinds AppOptics"}, {"id": "mai-20260917-0922-baseline|c127-m1|minimax-small|ManageEngine Applications Manager", "prompt": "c127-m1", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "ManageEngine Applications Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **ManageEngine Applications Manager** or **SolarWinds** because they're specifically designed for mid-market needs"}, {"id": "mai-20260917-0922-baseline|c127-m1|minimax-small|SolarWinds APM", "prompt": "c127-m1", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "SolarWinds APM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **ManageEngine Applications Manager** or **SolarWinds**"}, {"id": "mai-20260917-0922-baseline|c127-m1|minimax-small|Pandora FMS", "prompt": "c127-m1", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Pandora FMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "described as an out-of-the-box monitoring solution, making it relatively easy to implement"}, {"id": "mai-20260917-0922-baseline|c127-m1|minimax-small|Datadog", "prompt": "c127-m1", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Datadog** - Popular for cloud-native architectures"}, {"id": "mai-20260917-0922-baseline|c127-m1|minimax-small|New Relic", "prompt": "c127-m1", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**New Relic** - Strong for digital experience monitoring"}, {"id": "mai-20260917-0922-baseline|c127-m1|minimax-small|AppDynamics", "prompt": "c127-m1", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**AppDynamics** - Good for enterprise-level B2B applications"}, {"id": "mai-20260917-0922-baseline|c127-m1|mistral-small|New Relic", "prompt": "c127-m1", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often recommended for mid-market companies due to its balanced features and predictable pricing"}, {"id": "mai-20260917-0922-baseline|c127-m1|mistral-small|Datadog", "prompt": "c127-m1", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget allows and your company requires broad integrations and scalability, Datadog is a strong contender"}, {"id": "mai-20260917-0922-baseline|c127-m1|mistral-small|Uptrace", "prompt": "c127-m1", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Uptrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Noted for being cost-effective as you scale"}, {"id": "mai-20260917-0922-baseline|c127-m1|mistral-small|SolarWinds", "prompt": "c127-m1", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "SolarWinds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers unified monitoring across applications, infrastructure, networks, and databases"}, {"id": "mai-20260917-0922-baseline|c127-m1|moonshot-small|New Relic", "prompt": "c127-m1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall balance:** **New Relic** (strong mid-market fit, good features, manageable pricing)."}, {"id": "mai-20260917-0922-baseline|c127-m1|moonshot-small|Datadog", "prompt": "c127-m1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Datadog is noted as one of the more expensive solutions and works best if you commit to its broader ecosystem."}, {"id": "mai-20260917-0922-baseline|c127-m1|moonshot-small|ManageEngine Applications Manager", "prompt": "c127-m1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "ManageEngine Applications Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best budget/value:** **ManageEngine Applications Manager**."}, {"id": "mai-20260917-0922-baseline|c127-m1|moonshot-small|SolarWinds", "prompt": "c127-m1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "SolarWinds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SolarWinds** is recommended for mid-size teams with hybrid IT environments."}, {"id": "mai-20260917-0922-baseline|c127-m1|moonshot-small|IBM Instana", "prompt": "c127-m1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "IBM Instana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for hybrid/cloud migration:** **SolarWinds** or **IBM Instana**."}, {"id": "mai-20260917-0922-baseline|c127-m1|openai-small|New Relic", "prompt": "c127-m1", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default pick is usually **New Relic**"}, {"id": "mai-20260917-0922-baseline|c127-m1|openai-small|Datadog", "prompt": "c127-m1", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want the most polished all-in-one cloud monitoring experience"}, {"id": "mai-20260917-0922-baseline|c127-m1|openai-small|Dynatrace", "prompt": "c127-m1", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you have a more complex or hybrid environment"}, {"id": "mai-20260917-0922-baseline|c127-m1|openai-small|AppDynamics", "prompt": "c127-m1", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you're especially focused on **Java/.NET enterprise application monitoring**"}, {"id": "mai-20260917-0922-baseline|c127-m1|openai-small|Grafana Cloud", "prompt": "c127-m1", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you strongly prefer **open standards / OpenTelemetry**"}, {"id": "mai-20260917-0922-baseline|c127-m1|xai-small|New Relic", "prompt": "c127-m1", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "New Relic (Most Recommended Overall for Cost-Conscious Scaling)"}, {"id": "mai-20260917-0922-baseline|c127-m1|xai-small|Datadog", "prompt": "c127-m1", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datadog (Best for Comprehensive Cloud-Native Monitoring)"}, {"id": "mai-20260917-0922-baseline|c127-m1|xai-small|SolarWinds (AppOptics or Observability)", "prompt": "c127-m1", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "SolarWinds (AppOptics or Observability)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value for Hybrid/IT-Focused B2B"}, {"id": "mai-20260917-0922-baseline|c127-m1|xai-small|ManageEngine Applications Manager", "prompt": "c127-m1", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "ManageEngine Applications Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget On-Prem/SMB Leader"}, {"id": "mai-20260917-0922-baseline|c127-m1|zai-small|New Relic", "prompt": "c127-m1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**New Relic** is the best starting point"}, {"id": "mai-20260917-0922-baseline|c127-m1|zai-small|Datadog", "prompt": "c127-m1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** is the best alternative if you want the widest ecosystem"}, {"id": "mai-20260917-0922-baseline|c127-m1|zai-small|AppDynamics (now Splunk APM)", "prompt": "c127-m1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "AppDynamics (now Splunk APM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already run Cisco or Splunk, **AppDynamics (now Splunk APM)** is a natural fit."}, {"id": "mai-20260917-0922-baseline|c127-m1|zai-small|Grafana Tempo + OpenTelemetry", "prompt": "c127-m1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Grafana Tempo + OpenTelemetry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Grafana Tempo + OpenTelemetry** (or SigNoz/OpenObserve) can be a very cost\\u2011effective long\\u2011term choice"}, {"id": "mai-20260917-0922-baseline|c127-m1|zai-small|SigNoz", "prompt": "c127-m1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Open\\u2011source APM built on OpenTelemetry... Unified logs/metrics/traces, self\\u2011hosted, low cost."}, {"id": "mai-20260917-0922-baseline|c127-m1|zai-small|OpenObserve", "prompt": "c127-m1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Very low cost, open\\u2011source, unified experience."}, {"id": "mai-20260917-0922-baseline|c127-m1|zai-small|Dynatrace", "prompt": "c127-m1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "~$58/host/month (per\\u2011host) \\u2013 usually overkill unless you want AI\\u2011driven automation"}, {"id": "mai-20260917-0922-baseline|c127-m1|zai-small|SolarWinds Applications Manager", "prompt": "c127-m1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "SolarWinds Applications Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "is a solid mid\\u2011market choice, especially for hybrid environments"}, {"id": "mai-20260917-0922-baseline|c127-m2|alibaba-small|Datadog", "prompt": "c127-m2", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "this is usually the first choice for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c127-m2|alibaba-small|Honeycomb", "prompt": "c127-m2", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Engineering-Favorite: Honeycomb"}, {"id": "mai-20260917-0922-baseline|c127-m2|alibaba-small|New Relic", "prompt": "c127-m2", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Value Champion: New Relic"}, {"id": "mai-20260917-0922-baseline|c127-m2|alibaba-small|Grafana Cloud", "prompt": "c127-m2", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Flexible / Open Source Path: Grafana Cloud (+ OpenTelemetry)"}, {"id": "mai-20260917-0922-baseline|c127-m2|alibaba-small|OpenTelemetry", "prompt": "c127-m2", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "OpenTelemetry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You instrument your code with **OpenTelemetry** (the industry standard SDK)"}, {"id": "mai-20260917-0922-baseline|c127-m2|alibaba-small|Dynatrace", "prompt": "c127-m2", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "larger amount of data ingestion per dollar than Datadog or Dynatrace"}, {"id": "mai-20260917-0922-baseline|c127-m2|anthropic-small|Instana (IBM-backed)", "prompt": "c127-m2", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Instana (IBM-backed)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd particularly recommend **Instana** if you want ease of deployment and transparent pricing"}, {"id": "mai-20260917-0922-baseline|c127-m2|anthropic-small|SigNoz", "prompt": "c127-m2", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **SigNoz** if cost is a primary concern and you're comfortable with cloud or self-hosted options"}, {"id": "mai-20260917-0922-baseline|c127-m2|anthropic-small|Elastic APM", "prompt": "c127-m2", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Elastic APM is ideal for teams already using the Elastic Stack, or those who need an on-prem, customizable APM solution"}, {"id": "mai-20260917-0922-baseline|c127-m2|anthropic-small|Datadog", "prompt": "c127-m2", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "outgrowing basic monitoring and considering Datadog/NewRelic, but want to avoid the cost"}, {"id": "mai-20260917-0922-baseline|c127-m2|anthropic-small|NewRelic", "prompt": "c127-m2", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "NewRelic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "considering Datadog/NewRelic, but want to avoid the cost"}, {"id": "mai-20260917-0922-baseline|c127-m2|anthropic-small|Sumo Logic", "prompt": "c127-m2", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sumo Logic offers a pay-as-you-go model that scales according to data usage"}, {"id": "mai-20260917-0922-baseline|c127-m2|challenger-small|New Relic", "prompt": "c127-m2", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **New Relic** as the best default choice"}, {"id": "mai-20260917-0922-baseline|c127-m2|challenger-small|Datadog", "prompt": "c127-m2", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** if you want the strongest **all-in-one cloud monitoring**"}, {"id": "mai-20260917-0922-baseline|c127-m2|challenger-small|ManageEngine Applications Manager", "prompt": "c127-m2", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "ManageEngine Applications Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want a more **cost-effective** option with a lower learning curve"}, {"id": "mai-20260917-0922-baseline|c127-m2|challenger-small|IBM Instana", "prompt": "c127-m2", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "IBM Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want **automatic service discovery and mapping**"}, {"id": "mai-20260917-0922-baseline|c127-m2|challenger-small|SolarWinds Observability / Site24x7", "prompt": "c127-m2", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "SolarWinds Observability / Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if your stack is **hybrid** and you want broad infrastructure and application visibility"}, {"id": "mai-20260917-0922-baseline|c127-m2|deepseek-small|New Relic", "prompt": "c127-m2", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **New Relic** for most teams"}, {"id": "mai-20260917-0922-baseline|c127-m2|deepseek-small|Datadog", "prompt": "c127-m2", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Datadog** as the strong alternative if you want the broadest platform and have the budget"}, {"id": "mai-20260917-0922-baseline|c127-m2|deepseek-small|Grafana Cloud", "prompt": "c127-m2", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're **cost-constrained or developer-first**, **Grafana Cloud** ... is the smart pick"}, {"id": "mai-20260917-0922-baseline|c127-m2|deepseek-small|Dynatrace", "prompt": "c127-m2", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Dynatrace** (usually overkill for mid-size)"}, {"id": "mai-20260917-0922-baseline|c127-m2|google-small|New Relic", "prompt": "c127-m2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "New Relic: Best Overall & Most Predictable Pricing"}, {"id": "mai-20260917-0922-baseline|c127-m2|google-small|Honeycomb.io", "prompt": "c127-m2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Honeycomb.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Honeycomb.io: Best for B2B SaaS (High-Cardinality Tracing)"}, {"id": "mai-20260917-0922-baseline|c127-m2|google-small|Sentry", "prompt": "c127-m2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sentry: Best Value & Developer-First (Error + Lightweight APM)"}, {"id": "mai-20260917-0922-baseline|c127-m2|google-small|SigNoz", "prompt": "c127-m2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SigNoz (or Grafana Cloud): Best Open-Source & Future-Proof Choice"}, {"id": "mai-20260917-0922-baseline|c127-m2|google-small|Grafana Cloud", "prompt": "c127-m2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SigNoz or Grafana Cloud are excellent paths"}, {"id": "mai-20260917-0922-baseline|c127-m2|google-small|Datadog", "prompt": "c127-m2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "they are generally **not recommended** for mid-sized B2B companies"}, {"id": "mai-20260917-0922-baseline|c127-m2|google-small|Dynatrace", "prompt": "c127-m2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Dynatrace is built primarily for massive enterprises with legacy environments"}, {"id": "mai-20260917-0922-baseline|c127-m2|meta-small|ManageEngine Site24x7", "prompt": "c127-m2", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "ManageEngine Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top recommendations include:\n\n1. ManageEngine Site24x7: Offers unified cloud monitoring for DevOps and IT operations, with pricing starting at $9/month."}, {"id": "mai-20260917-0922-baseline|c127-m2|meta-small|ManageEngine Applications Manager", "prompt": "c127-m2", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "ManageEngine Applications Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides application performance and IT infrastructure monitoring, with a focus on holistic monitoring, ease of deployment, and scalability."}, {"id": "mai-20260917-0922-baseline|c127-m2|meta-small|IBM Instana", "prompt": "c127-m2", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "IBM Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers zero-configuration monitoring with automatic service discovery and real-time dependency mapping"}, {"id": "mai-20260917-0922-baseline|c127-m2|meta-small|Datadog", "prompt": "c127-m2", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Features real-time dashboards and analytics, with customizable dashboards and anomaly detection"}, {"id": "mai-20260917-0922-baseline|c127-m2|meta-small|Dynatrace", "prompt": "c127-m2", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Provides AI-powered full-stack observability"}, {"id": "mai-20260917-0922-baseline|c127-m2|meta-small|New Relic", "prompt": "c127-m2", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ideal for startups, midsize companies, or organizations that can leverage the free tier and scale up"}, {"id": "mai-20260917-0922-baseline|c127-m2|minimax-small|Datadog", "prompt": "c127-m2", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Datadog**"}, {"id": "mai-20260917-0922-baseline|c127-m2|minimax-small|New Relic", "prompt": "c127-m2", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if **budget predictability** is critical, **New Relic** offers more transparent pricing"}, {"id": "mai-20260917-0922-baseline|c127-m2|minimax-small|IBM Instana", "prompt": "c127-m2", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "IBM Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Companies with complex microservice architectures needing rapid setup"}, {"id": "mai-20260917-0922-baseline|c127-m2|mistral-small|Datadog", "prompt": "c127-m2", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** and **New Relic** are the top recommendations due to their scalability, feature sets, and ease of use."}, {"id": "mai-20260917-0922-baseline|c127-m2|mistral-small|New Relic", "prompt": "c127-m2", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Datadog** and **New Relic** are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c127-m2|mistral-small|IBM Instana", "prompt": "c127-m2", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "IBM Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your environment is highly dynamic or complex, **IBM Instana** is a strong alternative."}, {"id": "mai-20260917-0922-baseline|c127-m2|mistral-small|ManageEngine Applications Manager", "prompt": "c127-m2", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "ManageEngine Applications Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a more budget-friendly, all-in-one solution, **ManageEngine Applications Manager** is worth considering."}, {"id": "mai-20260917-0922-baseline|c127-m2|moonshot-small|New Relic", "prompt": "c127-m2", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **New Relic** as the best starting point"}, {"id": "mai-20260917-0922-baseline|c127-m2|moonshot-small|Datadog", "prompt": "c127-m2", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Datadog's billing surprises (per-host fees + custom metric surcharges + log indexing) can spiral quickly"}, {"id": "mai-20260917-0922-baseline|c127-m2|moonshot-small|SigNoz", "prompt": "c127-m2", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SigNoz is OpenTelemetry-native and starts at $49/month (or free self-hosted)"}, {"id": "mai-20260917-0922-baseline|c127-m2|moonshot-small|Atatus", "prompt": "c127-m2", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Atatus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Atatus runs ~$150–$300/month for a 10-host setup"}, {"id": "mai-20260917-0922-baseline|c127-m2|moonshot-small|Sentry", "prompt": "c127-m2", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Purpose-built for error tracking with minimal overhead"}, {"id": "mai-20260917-0922-baseline|c127-m2|moonshot-small|Dynatrace", "prompt": "c127-m2", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it's the most expensive option—better justified at enterprise scale (500+ hosts)"}, {"id": "mai-20260917-0922-baseline|c127-m2|moonshot-small|ManageEngine Applications Manager", "prompt": "c127-m2", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "ManageEngine Applications Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Explicitly built for mid-market; starts at ~$395/year"}, {"id": "mai-20260917-0922-baseline|c127-m2|moonshot-small|Grafana", "prompt": "c127-m2", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "migrate to an OpenTelemetry-native stack like SigNoz or Grafana"}, {"id": "mai-20260917-0922-baseline|c127-m2|openai-small|New Relic", "prompt": "c127-m2", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **New Relic**"}, {"id": "mai-20260917-0922-baseline|c127-m2|openai-small|Datadog", "prompt": "c127-m2", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your stack is cloud-native and you want a very broad observability platform"}, {"id": "mai-20260917-0922-baseline|c127-m2|openai-small|Dynatrace", "prompt": "c127-m2", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want deeper automation and more \"enterprise\" observability"}, {"id": "mai-20260917-0922-baseline|c127-m2|openai-small|Splunk", "prompt": "c127-m2", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "includes New Relic alongside Datadog, Dynatrace, and Splunk in the leading vendor set"}, {"id": "mai-20260917-0922-baseline|c127-m2|openai-small|AppDynamics", "prompt": "c127-m2", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering if you're already in the Cisco ecosystem or have a large Java-heavy estate"}, {"id": "mai-20260917-0922-baseline|c127-m2|xai-small|New Relic", "prompt": "c127-m2", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend New Relic as the top APM solution."}, {"id": "mai-20260917-0922-baseline|c127-m2|xai-small|Datadog", "prompt": "c127-m2", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datadog | 850+ integrations, polished UX ... Bills can spike with logs/traces"}, {"id": "mai-20260917-0922-baseline|c127-m2|xai-small|Dynatrace", "prompt": "c127-m2", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dynatrace | AI-powered automation ... Enterprise-focused, pricier"}, {"id": "mai-20260917-0922-baseline|c127-m2|xai-small|Site24x7", "prompt": "c127-m2", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget SMBs, all-in-one or open-source | Fewer enterprise features"}, {"id": "mai-20260917-0922-baseline|c127-m2|xai-small|SigNoz", "prompt": "c127-m2", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget SMBs, all-in-one or open-source | Fewer enterprise features"}, {"id": "mai-20260917-0922-baseline|c127-m2|zai-small|New Relic", "prompt": "c127-m2", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "whether that's a per‑GB ingest model like New Relic"}, {"id": "mai-20260917-0922-baseline|c127-m2|zai-small|Datadog", "prompt": "c127-m2", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a per‑host model like Datadog"}, {"id": "mai-20260917-0922-baseline|c127-m2|zai-small|Dynatrace", "prompt": "c127-m2", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "an AI‑first platform like Dynatrace"}, {"id": "mai-20260917-0922-baseline|c127-m2|zai-small|Site24x7 APM Insight", "prompt": "c127-m2", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Site24x7 APM Insight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a more cost‑effective mid‑market option like Site24x7 APM Insight"}, {"id": "mai-20260917-0922-baseline|c127-m2|zai-small|SolarWinds AppOptics", "prompt": "c127-m2", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "SolarWinds AppOptics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or SolarWinds AppOptics"}, {"id": "mai-20260917-0922-baseline|c127-m3|alibaba-small|Datadog", "prompt": "c127-m3", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ease of Use & Integrations** | **Datadog**"}, {"id": "mai-20260917-0922-baseline|c127-m3|alibaba-small|New Relic", "prompt": "c127-m3", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cost Predictability & Free Tier** | **New Relic**"}, {"id": "mai-20260917-0922-baseline|c127-m3|alibaba-small|Dynatrace", "prompt": "c127-m3", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AI & Automated Root Cause** | **Dynatrace**"}, {"id": "mai-20260917-0922-baseline|c127-m3|alibaba-small|Splunk AppDynamics (Cisco)", "prompt": "c127-m3", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Splunk AppDynamics (Cisco)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Enterprises already using Splunk for log management or those with heavy Java/.NET workloads."}, {"id": "mai-20260917-0922-baseline|c127-m3|alibaba-small|Instana (IBM)", "prompt": "c127-m3", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Instana (IBM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Microservices/Kubernetes** | **Instana** or **Dynatrace**"}, {"id": "mai-20260917-0922-baseline|c127-m3|alibaba-small|Sentry", "prompt": "c127-m3", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Error Tracking Focus** | **Sentry**"}, {"id": "mai-20260917-0922-baseline|c127-m3|alibaba-small|Elastic APM", "prompt": "c127-m3", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For: Teams already living in the Elastic Stack"}, {"id": "mai-20260917-0922-baseline|c127-m3|anthropic-small|Middleware", "prompt": "c127-m3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Middleware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Middleware and SigNoz lead on OpenTelemetry-native, cost-predictable monitoring"}, {"id": "mai-20260917-0922-baseline|c127-m3|anthropic-small|Datadog", "prompt": "c127-m3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Datadog and New Relic lead on integration breadth"}, {"id": "mai-20260917-0922-baseline|c127-m3|anthropic-small|New Relic", "prompt": "c127-m3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Datadog and New Relic lead on integration breadth"}, {"id": "mai-20260917-0922-baseline|c127-m3|anthropic-small|Dynatrace", "prompt": "c127-m3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Dynatrace leads on AI-driven root cause analysis for large enterprise estates"}, {"id": "mai-20260917-0922-baseline|c127-m3|anthropic-small|Grafana Cloud", "prompt": "c127-m3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "per-GB (Middleware, New Relic, Grafana Cloud) that scales with data"}, {"id": "mai-20260917-0922-baseline|c127-m3|anthropic-small|AppDynamics", "prompt": "c127-m3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "per-host (Datadog, Dynatrace, AppDynamics) that scales with infrastructure size"}, {"id": "mai-20260917-0922-baseline|c127-m3|anthropic-small|SigNoz", "prompt": "c127-m3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Middleware and SigNoz lead on OpenTelemetry-native, cost-predictable monitoring"}, {"id": "mai-20260917-0922-baseline|c127-m3|anthropic-small|Elastic Observability", "prompt": "c127-m3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Elastic Observability, Instana, and Honeycomb"}, {"id": "mai-20260917-0922-baseline|c127-m3|anthropic-small|Instana", "prompt": "c127-m3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Instana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Instana and Honeycomb serve two specialist needs: fully automated Kubernetes discovery"}, {"id": "mai-20260917-0922-baseline|c127-m3|anthropic-small|Honeycomb", "prompt": "c127-m3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "high-cardinality trace debugging"}, {"id": "mai-20260917-0922-baseline|c127-m3|anthropic-small|Splunk", "prompt": "c127-m3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SaaS platforms like Datadog, New Relic, Dynatrace, and Splunk offer convenience and a rich feature set"}, {"id": "mai-20260917-0922-baseline|c127-m3|anthropic-small|Prometheus/Grafana", "prompt": "c127-m3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Prometheus/Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Open-source options like Elastic APM, Prometheus/Grafana, and SigNoz can dramatically lower costs"}, {"id": "mai-20260917-0922-baseline|c127-m3|anthropic-small|ManageEngine OpManager Nexus", "prompt": "c127-m3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "ManageEngine OpManager Nexus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "ManageEngine OpManager Nexus is the strongest commercial APM choice for hybrid and on-premises environments."}, {"id": "mai-20260917-0922-baseline|c127-m3|challenger-small|Datadog", "prompt": "c127-m3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** is usually the best choice for **broad, managed SaaS observability** with minimal setup and lots of integrations."}, {"id": "mai-20260917-0922-baseline|c127-m3|challenger-small|Dynatrace", "prompt": "c127-m3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dynatrace** is strongest when you need **automatic dependency mapping and AI-assisted RCA** at enterprise scale."}, {"id": "mai-20260917-0922-baseline|c127-m3|challenger-small|New Relic", "prompt": "c127-m3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often preferred when you want **full-stack coverage with a lower barrier to entry**"}, {"id": "mai-20260917-0922-baseline|c127-m3|challenger-small|AppDynamics", "prompt": "c127-m3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "more specialized around **business transaction visibility** than pure breadth"}, {"id": "mai-20260917-0922-baseline|c127-m3|challenger-small|Splunk APM", "prompt": "c127-m3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Splunk APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "compelling if you care about **high-volume tracing and advanced analytics**"}, {"id": "mai-20260917-0922-baseline|c127-m3|challenger-small|Elastic APM", "prompt": "c127-m3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best when search/analytics in the ELK ecosystem matters and self-hosting is preferred."}, {"id": "mai-20260917-0922-baseline|c127-m3|challenger-small|Grafana Cloud", "prompt": "c127-m3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More flexible/DIY-oriented, especially for teams already using Grafana tooling."}, {"id": "mai-20260917-0922-baseline|c127-m3|challenger-small|SigNoz", "prompt": "c127-m3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Better fit when you want **self-hosting, data ownership, and lower cost**"}, {"id": "mai-20260917-0922-baseline|c127-m3|challenger-small|Uptrace", "prompt": "c127-m3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Uptrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Open-source, cost-conscious, OpenTelemetry-native teams"}, {"id": "mai-20260917-0922-baseline|c127-m3|deepseek-small|Datadog", "prompt": "c127-m3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloud-native dev team with budget → **Datadog** (breadth, UX, integrations)"}, {"id": "mai-20260917-0922-baseline|c127-m3|deepseek-small|Dynatrace", "prompt": "c127-m3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Large/complex enterprise that wants automation → **Dynatrace** (AI root cause, topology)"}, {"id": "mai-20260917-0922-baseline|c127-m3|deepseek-small|New Relic", "prompt": "c127-m3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-conscious developer-led team → **New Relic** (value, free tier, OpenTelemetry)"}, {"id": "mai-20260917-0922-baseline|c127-m3|deepseek-small|AppDynamics (Cisco)", "prompt": "c127-m3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "AppDynamics (Cisco)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Heavy Java/.NET enterprise or Cisco shop → **AppDynamics**"}, {"id": "mai-20260917-0922-baseline|c127-m3|deepseek-small|Elastic APM", "prompt": "c127-m3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already on Elastic stack → **Elastic APM**"}, {"id": "mai-20260917-0922-baseline|c127-m3|deepseek-small|Honeycomb", "prompt": "c127-m3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Complex event debugging → **Honeycomb**"}, {"id": "mai-20260917-0922-baseline|c127-m3|deepseek-small|Sentry", "prompt": "c127-m3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Developer-first error tracking + tracing ... not a full infra observability tool"}, {"id": "mai-20260917-0922-baseline|c127-m3|deepseek-small|Open-source (Prometheus/Grafana/OpenTelemetry/Jaeger)", "prompt": "c127-m3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Open-source (Prometheus/Grafana/OpenTelemetry/Jaeger)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "No licensing budget, capable platform team → **Open-source (OpenTelemetry + Prometheus/Grafana + Jaeger)**"}, {"id": "mai-20260917-0922-baseline|c127-m3|google-small|Datadog", "prompt": "c127-m3", "model": "google-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog is a dominant SaaS-based observability platform that consolidates metrics, traces, logs, and security in a single, highly polished dashboard."}, {"id": "mai-20260917-0922-baseline|c127-m3|google-small|Dynatrace", "prompt": "c127-m3", "model": "google-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dynatrace is a heavyweight observability platform built primarily for large enterprises"}, {"id": "mai-20260917-0922-baseline|c127-m3|google-small|New Relic", "prompt": "c127-m3", "model": "google-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose New Relic if you want deep code-level insights for your software developers"}, {"id": "mai-20260917-0922-baseline|c127-m3|google-small|Splunk AppDynamics", "prompt": "c127-m3", "model": "google-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Splunk AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It remains a premier choice for traditional three-tier architectures, legacy systems, and SAP deployments."}, {"id": "mai-20260917-0922-baseline|c127-m3|google-small|Grafana Cloud / LGTM Stack", "prompt": "c127-m3", "model": "google-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana Cloud / LGTM Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Maximum flexibility and zero vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c127-m3|google-small|Honeycomb", "prompt": "c127-m3", "model": "google-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Honeycomb is a specialized observability tool designed specifically to handle high-cardinality data"}, {"id": "mai-20260917-0922-baseline|c127-m3|meta-small|Datadog", "prompt": "c127-m3", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Datadog is known for its comprehensive, cloud-native platform"}, {"id": "mai-20260917-0922-baseline|c127-m3|meta-small|Grafana Stack", "prompt": "c127-m3", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Grafana Stack is an open-source option that offers full control and no vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c127-m3|meta-small|Dynatrace", "prompt": "c127-m3", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Dynatrace is suitable for large enterprises with complex environments"}, {"id": "mai-20260917-0922-baseline|c127-m3|meta-small|New Relic", "prompt": "c127-m3", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "New Relic and AppDynamics offer good user interfaces and transaction tracing capabilities"}, {"id": "mai-20260917-0922-baseline|c127-m3|meta-small|CloudWatch", "prompt": "c127-m3", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "CloudWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CloudWatch is a popular choice for AWS servers"}, {"id": "mai-20260917-0922-baseline|c127-m3|meta-small|AppDynamics", "prompt": "c127-m3", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "New Relic and AppDynamics offer good user interfaces and transaction tracing capabilities"}, {"id": "mai-20260917-0922-baseline|c127-m3|meta-small|CA APM", "prompt": "c127-m3", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "CA APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CA APM offers good support and integration with BlazeMeter"}, {"id": "mai-20260917-0922-baseline|c127-m3|minimax-small|Datadog", "prompt": "c127-m3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Enterprise + K8s**: Dynatrace or Datadog ... **Cloud-native scale-ups**: Datadog"}, {"id": "mai-20260917-0922-baseline|c127-m3|minimax-small|Dynatrace", "prompt": "c127-m3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Dynatrace**: Most advanced AI (Davis AI) for automated root cause analysis"}, {"id": "mai-20260917-0922-baseline|c127-m3|minimax-small|New Relic", "prompt": "c127-m3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget-conscious/SMB**: New Relic (free tier)"}, {"id": "mai-20260917-0922-baseline|c127-m3|minimax-small|AppDynamics", "prompt": "c127-m3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **AppDynamics** | Enterprise hybrid setups | Business transaction monitoring |"}, {"id": "mai-20260917-0922-baseline|c127-m3|minimax-small|IBM Instana", "prompt": "c127-m3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "IBM Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Microservices**: IBM Instana or Dynatrace"}, {"id": "mai-20260917-0922-baseline|c127-m3|minimax-small|LogRocket", "prompt": "c127-m3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need session replay**: LogRocket"}, {"id": "mai-20260917-0922-baseline|c127-m3|minimax-small|Sentry", "prompt": "c127-m3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Budget-conscious/SMB**: New Relic (free tier) or Sentry"}, {"id": "mai-20260917-0922-baseline|c127-m3|minimax-small|Grafana Cloud", "prompt": "c127-m3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Grafana Cloud**: Open-source friendly, cost-effective"}, {"id": "mai-20260917-0922-baseline|c127-m3|mistral-small|Datadog APM", "prompt": "c127-m3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog APM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for unified cloud observability, offering strong integration with cloud-native environments and a comprehensive feature set"}, {"id": "mai-20260917-0922-baseline|c127-m3|mistral-small|Dynatrace", "prompt": "c127-m3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for large enterprises and Kubernetes at scale, featuring AI-powered root cause analysis (Davis AI)"}, {"id": "mai-20260917-0922-baseline|c127-m3|mistral-small|New Relic APM", "prompt": "c127-m3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suited for full-stack observability from SMB to enterprise, with a generous free tier"}, {"id": "mai-20260917-0922-baseline|c127-m3|mistral-small|Elastic APM", "prompt": "c127-m3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for teams already using the Elastic Stack, offering native integration and self-hosted options"}, {"id": "mai-20260917-0922-baseline|c127-m3|mistral-small|Splunk AppDynamics", "prompt": "c127-m3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Splunk AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong for application performance and business transaction monitoring, especially in complex environments"}, {"id": "mai-20260917-0922-baseline|c127-m3|mistral-small|Grafana Cloud", "prompt": "c127-m3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular for its open-source roots and strong visualization capabilities"}, {"id": "mai-20260917-0922-baseline|c127-m3|mistral-small|SolarWinds Observability", "prompt": "c127-m3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "SolarWinds Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for mid-size teams with hybrid IT infrastructure"}, {"id": "mai-20260917-0922-baseline|c127-m3|mistral-small|IBM Instana", "prompt": "c127-m3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "IBM Instana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focuses on automated discovery and dependency mapping"}, {"id": "mai-20260917-0922-baseline|c127-m3|moonshot-small|Datadog", "prompt": "c127-m3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Standout:** Best UX in the market, strong OpenTelemetry support"}, {"id": "mai-20260917-0922-baseline|c127-m3|moonshot-small|Dynatrace", "prompt": "c127-m3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Standout:** Premier AI-driven root cause analysis at enterprise scale"}, {"id": "mai-20260917-0922-baseline|c127-m3|moonshot-small|New Relic", "prompt": "c127-m3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Standout:** Predictable usage-based pricing, strong developer experience"}, {"id": "mai-20260917-0922-baseline|c127-m3|moonshot-small|Splunk AppDynamics", "prompt": "c127-m3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Splunk AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Standout:** Mature APM for large enterprises, business-centric approach"}, {"id": "mai-20260917-0922-baseline|c127-m3|moonshot-small|Grafana Cloud / Open Source Stack", "prompt": "c127-m3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana Cloud / Open Source Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Standout:** Highly customizable, avoids vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c127-m3|moonshot-small|Elastic Observability", "prompt": "c127-m3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Teams already using Elastic Stack"}, {"id": "mai-20260917-0922-baseline|c127-m3|moonshot-small|SolarWinds", "prompt": "c127-m3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "SolarWinds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Standout:** Cost-effective for smaller teams"}, {"id": "mai-20260917-0922-baseline|c127-m3|openai-small|Dynatrace", "prompt": "c127-m3", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Dynatrace** if you want the most automation."}, {"id": "mai-20260917-0922-baseline|c127-m3|openai-small|Datadog", "prompt": "c127-m3", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Datadog** if you want a broad cloud observability platform."}, {"id": "mai-20260917-0922-baseline|c127-m3|openai-small|New Relic", "prompt": "c127-m3", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **New Relic** if you want a balanced, easy-to-adopt option."}, {"id": "mai-20260917-0922-baseline|c127-m3|openai-small|AppDynamics", "prompt": "c127-m3", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **AppDynamics** if you're an enterprise with legacy or Java-heavy workloads."}, {"id": "mai-20260917-0922-baseline|c127-m3|openai-small|Elastic APM", "prompt": "c127-m3", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Elastic APM** if you already live in Elastic and want more control."}, {"id": "mai-20260917-0922-baseline|c127-m3|xai-small|Datadog", "prompt": "c127-m3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** - Leader for cloud-native teams.... Datadog wins UX"}, {"id": "mai-20260917-0922-baseline|c127-m3|xai-small|New Relic", "prompt": "c127-m3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Popular for cost-effective full-stack observability"}, {"id": "mai-20260917-0922-baseline|c127-m3|xai-small|Dynatrace", "prompt": "c127-m3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise favorite with strong AI automation"}, {"id": "mai-20260917-0922-baseline|c127-m3|xai-small|AppDynamics (Cisco/Splunk)", "prompt": "c127-m3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "AppDynamics (Cisco/Splunk)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong in business transaction monitoring, especially Java/.NET"}, {"id": "mai-20260917-0922-baseline|c127-m3|xai-small|Elastic Observability", "prompt": "c127-m3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great for ELK stack users"}, {"id": "mai-20260917-0922-baseline|c127-m3|xai-small|Grafana Cloud / Prometheus", "prompt": "c127-m3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana Cloud / Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source friendly for metrics/traces"}, {"id": "mai-20260917-0922-baseline|c127-m3|xai-small|IBM Instana", "prompt": "c127-m3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "IBM Instana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zero-config discovery"}, {"id": "mai-20260917-0922-baseline|c127-m3|xai-small|SolarWinds", "prompt": "c127-m3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "SolarWinds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Others**: SolarWinds, Sentry (error-focused), Azure Monitor."}, {"id": "mai-20260917-0922-baseline|c127-m3|xai-small|Sentry", "prompt": "c127-m3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Sentry (error-focused)"}, {"id": "mai-20260917-0922-baseline|c127-m3|xai-small|Azure Monitor", "prompt": "c127-m3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Azure Monitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Others**: SolarWinds, Sentry (error-focused), Azure Monitor."}, {"id": "mai-20260917-0922-baseline|c127-m3|zai-small|Datadog", "prompt": "c127-m3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For cloud-native teams wanting the broadest coverage: Datadog"}, {"id": "mai-20260917-0922-baseline|c127-m3|zai-small|New Relic", "prompt": "c127-m3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For cost-conscious teams: New Relic"}, {"id": "mai-20260917-0922-baseline|c127-m3|zai-small|Dynatrace", "prompt": "c127-m3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For large enterprises needing AI automation: Dynatrace"}, {"id": "mai-20260917-0922-baseline|c127-m3|zai-small|Splunk AppDynamics", "prompt": "c127-m3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Splunk AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Java/.NET-heavy legacy environments: Splunk AppDynamics"}, {"id": "mai-20260917-0922-baseline|c127-m3|zai-small|Sentry", "prompt": "c127-m3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For dev teams focused on errors & debugging: Sentry"}, {"id": "mai-20260917-0922-baseline|c127-m3|zai-small|Grafana Cloud", "prompt": "c127-m3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For open-source / Prometheus/Grafana users: Grafana Cloud"}, {"id": "mai-20260917-0922-baseline|c127-m3|zai-small|SolarWinds Observability", "prompt": "c127-m3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "SolarWinds Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For IT ops-focused infra/network visibility: SolarWinds Observability"}, {"id": "mai-20260917-0922-baseline|c127-m3|zai-small|Elastic APM", "prompt": "c127-m3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For Elastic stack users: Elastic APM"}, {"id": "mai-20260917-0922-baseline|c127-m3|zai-small|IBM Instana", "prompt": "c127-m3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "IBM Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For hybrid cloud / microservices: IBM Instana"}, {"id": "mai-20260917-0922-baseline|c127-m3|zai-small|Azure Monitor Application Insights", "prompt": "c127-m3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Azure Monitor Application Insights", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For Microsoft shops: Azure Monitor Application Insights"}, {"id": "mai-20260917-0922-baseline|c127-m4|alibaba-small|SigNoz", "prompt": "c127-m4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For < 5 Engineers / Very Low Budget: Start with **SigNoz** (self-hosted) or **New Relic** (free tier)."}, {"id": "mai-20260917-0922-baseline|c127-m4|alibaba-small|OpenObserve", "prompt": "c127-m4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An AI-powered open-source observability platform that is highly cost-effective for large-scale data ingestion"}, {"id": "mai-20260917-0922-baseline|c127-m4|alibaba-small|Elastic APM (Self-Hosted)", "prompt": "c127-m4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Elastic APM (Self-Hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "running Elasticsearch and Elastic APM on your own servers is free"}, {"id": "mai-20260917-0922-baseline|c127-m4|alibaba-small|The \"Grafana Stack\"", "prompt": "c127-m4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "The \"Grafana Stack\"", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "allows you to build a powerful, free-to-use APM system. This requires significant setup effort but offers maximum flexibility."}, {"id": "mai-20260917-0922-baseline|c127-m4|alibaba-small|New Relic", "prompt": "c127-m4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "widely considered the best entry-level SaaS APM. Its **free forever** plan offers generous limits"}, {"id": "mai-20260917-0922-baseline|c127-m4|alibaba-small|Datadog", "prompt": "c127-m4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though it is less generous than New Relic’s long-term free plan. Good for short-term evaluations or very small setups."}, {"id": "mai-20260917-0922-baseline|c127-m4|alibaba-small|Site24x7", "prompt": "c127-m4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Known for its straightforward pricing and ease of use... often at a lower price point than enterprise competitors."}, {"id": "mai-20260917-0922-baseline|c127-m4|alibaba-small|ManageEngine OpManager Nexus", "prompt": "c127-m4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "ManageEngine OpManager Nexus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Highlighted as a cost-effective alternative for hybrid and on-premises environments"}, {"id": "mai-20260917-0922-baseline|c127-m4|alibaba-small|Dynatrace", "prompt": "c127-m4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "find Datadog or Dynatrace too expensive"}, {"id": "mai-20260917-0922-baseline|c127-m4|anthropic-small|New Relic", "prompt": "c127-m4", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "New Relic's free tier is the strongest option if you want commercial-grade APM at zero cost."}, {"id": "mai-20260917-0922-baseline|c127-m4|anthropic-small|Elastic", "prompt": "c127-m4", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Elastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Elastic covers core APM needs for budget-conscious teams as a free and open-source, self-hostable option"}, {"id": "mai-20260917-0922-baseline|c127-m4|anthropic-small|Atatus", "prompt": "c127-m4", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Atatus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "In the $50–$200/month range, Atatus provides the best coverage with APM, infrastructure, logs, and RUM included."}, {"id": "mai-20260917-0922-baseline|c127-m4|anthropic-small|Scout APM", "prompt": "c127-m4", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Scout APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Atatus or Scout APM provide good comprehensive coverage in the low-cost paid tier"}, {"id": "mai-20260917-0922-baseline|c127-m4|anthropic-small|SigNoz Cloud", "prompt": "c127-m4", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SigNoz Cloud starts at $49/month base price with usage-based pricing at $0.30/GB for logs and traces."}, {"id": "mai-20260917-0922-baseline|c127-m4|challenger-small|New Relic", "prompt": "c127-m4", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best APM tool is usually **New Relic's free tier** if you want the lowest-cost entry into commercial APM"}, {"id": "mai-20260917-0922-baseline|c127-m4|challenger-small|Scout Monitoring", "prompt": "c127-m4", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Scout Monitoring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Scout Monitoring** if you want a very low-cost paid plan built for small teams"}, {"id": "mai-20260917-0922-baseline|c127-m4|challenger-small|SigNoz", "prompt": "c127-m4", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you can self-host:** **SigNoz** or **Grafana/Prometheus**"}, {"id": "mai-20260917-0922-baseline|c127-m4|challenger-small|Grafana/Prometheus", "prompt": "c127-m4", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana/Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these can dramatically reduce software cost, but they require more engineering effort to run and maintain"}, {"id": "mai-20260917-0922-baseline|c127-m4|challenger-small|CubeAPM", "prompt": "c127-m4", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best cost-predictable full-stack option:** **CubeAPM**"}, {"id": "mai-20260917-0922-baseline|c127-m4|deepseek-small|New Relic", "prompt": "c127-m4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "want the best free commercial tier, **New Relic** is your best starting point"}, {"id": "mai-20260917-0922-baseline|c127-m4|deepseek-small|SigNoz", "prompt": "c127-m4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd strongly suggest **SigNoz** or the **Prometheus + Grafana + Sentry** combo — they're the most cost-effective at scale"}, {"id": "mai-20260917-0922-baseline|c127-m4|deepseek-small|Prometheus", "prompt": "c127-m4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prometheus (metrics) + Grafana (dashboards) are free and open-source."}, {"id": "mai-20260917-0922-baseline|c127-m4|deepseek-small|Grafana", "prompt": "c127-m4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prometheus (metrics) + Grafana (dashboards) are free and open-source."}, {"id": "mai-20260917-0922-baseline|c127-m4|deepseek-small|Sentry", "prompt": "c127-m4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sentry has a free/Developer tier for error tracking and performance monitoring."}, {"id": "mai-20260917-0922-baseline|c127-m4|deepseek-small|Atatus", "prompt": "c127-m4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Atatus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Atatus** — Best Simple Low-Cost SaaS"}, {"id": "mai-20260917-0922-baseline|c127-m4|deepseek-small|Scouter", "prompt": "c127-m4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Scouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Java/JVM workloads, want free on-prem | **Scouter** (Apache 2.0, free)"}, {"id": "mai-20260917-0922-baseline|c127-m4|deepseek-small|OpenObserve", "prompt": "c127-m4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**OpenObserve** (claims ~140x lower storage costs)"}, {"id": "mai-20260917-0922-baseline|c127-m4|deepseek-small|Datadog", "prompt": "c127-m4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "biggest hidden cost trap for small budgets is **usage-based pricing** (New Relic, Datadog) — these can balloon"}, {"id": "mai-20260917-0922-baseline|c127-m4|google-small|New Relic", "prompt": "c127-m4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**New Relic (Best Overall Free Tier)**... If your budget is literally $0:** Go with **New Relic's free tier**"}, {"id": "mai-20260917-0922-baseline|c127-m4|google-small|Grafana Cloud", "prompt": "c127-m4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with **New Relic's free tier** (if you have only 1 admin) or **Grafana Cloud** (if you have up to 3 users and prefer open standards)"}, {"id": "mai-20260917-0922-baseline|c127-m4|google-small|Datadog", "prompt": "c127-m4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "want to avoid the complex and volatile pricing of enterprise giants like Datadog or Dynatrace"}, {"id": "mai-20260917-0922-baseline|c127-m4|google-small|Dynatrace", "prompt": "c127-m4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "want to avoid the complex and volatile pricing of enterprise giants like Datadog or Dynatrace"}, {"id": "mai-20260917-0922-baseline|c127-m4|google-small|Sentry", "prompt": "c127-m4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sentry (Best for Developer-Focused APM)**"}, {"id": "mai-20260917-0922-baseline|c127-m4|google-small|AppSignal", "prompt": "c127-m4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**AppSignal (Best for Zero Pricing Surprises)**"}, {"id": "mai-20260917-0922-baseline|c127-m4|google-small|SigNoz", "prompt": "c127-m4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Go with **SigNoz** for an enterprise-dashboard feel"}, {"id": "mai-20260917-0922-baseline|c127-m4|google-small|OpenObserve", "prompt": "c127-m4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**OpenObserve (Best for Cheap Storage Costs)**"}, {"id": "mai-20260917-0922-baseline|c127-m4|meta-small|ManageEngine OpManager Nexus", "prompt": "c127-m4", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "ManageEngine OpManager Nexus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best APM tool for a company with a limited budget is ManageEngine OpManager Nexus"}, {"id": "mai-20260917-0922-baseline|c127-m4|meta-small|Datadog", "prompt": "c127-m4", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "cost-effective alternative to Datadog and New Relic"}, {"id": "mai-20260917-0922-baseline|c127-m4|meta-small|New Relic", "prompt": "c127-m4", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "cost-effective alternative to Datadog and New Relic"}, {"id": "mai-20260917-0922-baseline|c127-m4|meta-small|Atatus", "prompt": "c127-m4", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Atatus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other affordable options include Atatus, CubeAPM, and ToolRadar."}, {"id": "mai-20260917-0922-baseline|c127-m4|meta-small|CubeAPM", "prompt": "c127-m4", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other affordable options include Atatus, CubeAPM, and ToolRadar."}, {"id": "mai-20260917-0922-baseline|c127-m4|meta-small|ToolRadar", "prompt": "c127-m4", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "ToolRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other affordable options include Atatus, CubeAPM, and ToolRadar."}, {"id": "mai-20260917-0922-baseline|c127-m4|minimax-small|New Relic", "prompt": "c127-m4", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **best overall free APM experience**, go with **New Relic**"}, {"id": "mai-20260917-0922-baseline|c127-m4|minimax-small|Grafana Cloud", "prompt": "c127-m4", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Grafana Cloud** (Best for Prometheus Users)"}, {"id": "mai-20260917-0922-baseline|c127-m4|minimax-small|Elastic APM", "prompt": "c127-m4", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Elastic APM** (self-hosted) is free forever with all features, though it requires infrastructure management"}, {"id": "mai-20260917-0922-baseline|c127-m4|minimax-small|Sentry", "prompt": "c127-m4", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sentry** (Best for Error Tracking)"}, {"id": "mai-20260917-0922-baseline|c127-m4|mistral-small|New Relic", "prompt": "c127-m4", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a managed service with a free tier, **New Relic** is a great option."}, {"id": "mai-20260917-0922-baseline|c127-m4|mistral-small|SigNoz", "prompt": "c127-m4", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need a completely free solution and have some technical expertise, **SigNoz** or **Grafana + Prometheus** are excellent choices."}, {"id": "mai-20260917-0922-baseline|c127-m4|mistral-small|Grafana + Prometheus", "prompt": "c127-m4", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana + Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another free, open-source solution that can be self-hosted"}, {"id": "mai-20260917-0922-baseline|c127-m4|mistral-small|CubeAPM", "prompt": "c127-m4", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "starting price of $2,080/month for 60 hosts, but this may still be high for very small teams"}, {"id": "mai-20260917-0922-baseline|c127-m4|mistral-small|Datadog", "prompt": "c127-m4", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "While not free, it offers a 14-day trial and a starting price of $31/month"}, {"id": "mai-20260917-0922-baseline|c127-m4|moonshot-small|SigNoz", "prompt": "c127-m4", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most budget-conscious companies, **SigNoz** offers the best balance of features, cost, and ease of use."}, {"id": "mai-20260917-0922-baseline|c127-m4|moonshot-small|New Relic", "prompt": "c127-m4", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**New Relic's free tier** is hard to beat for getting started."}, {"id": "mai-20260917-0922-baseline|c127-m4|moonshot-small|Prometheus + Grafana + Loki + Tempo", "prompt": "c127-m4", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Prometheus + Grafana + Loki + Tempo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best DIY Option) - **Cost:** Completely free (open source)"}, {"id": "mai-20260917-0922-baseline|c127-m4|moonshot-small|Sentry", "prompt": "c127-m4", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Error Tracking + Basic APM)... **Caveat:** APM capabilities are less comprehensive"}, {"id": "mai-20260917-0922-baseline|c127-m4|openai-small|Grafana Cloud", "prompt": "c127-m4", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for limited budget and flexibility:** **Grafana Cloud**"}, {"id": "mai-20260917-0922-baseline|c127-m4|openai-small|OpenTelemetry", "prompt": "c127-m4", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "OpenTelemetry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Start with OpenTelemetry**"}, {"id": "mai-20260917-0922-baseline|c127-m4|openai-small|Elastic Observability", "prompt": "c127-m4", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you already use Elastic:** **Elastic Observability**"}, {"id": "mai-20260917-0922-baseline|c127-m4|openai-small|Datadog", "prompt": "c127-m4", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Excellent product, but it can get expensive as you scale—usually not the cheapest choice."}, {"id": "mai-20260917-0922-baseline|c127-m4|openai-small|New Relic", "prompt": "c127-m4", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best easiest-to-use low-cost option:** **New Relic**"}, {"id": "mai-20260917-0922-baseline|c127-m4|openai-small|AppSignal", "prompt": "c127-m4", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "AppSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good for smaller teams and simpler app monitoring, especially for specific frameworks."}, {"id": "mai-20260917-0922-baseline|c127-m4|openai-small|Scout APM", "prompt": "c127-m4", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Scout APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**AppSignal / Scout APM** Good for smaller teams and simpler app monitoring"}, {"id": "mai-20260917-0922-baseline|c127-m4|xai-small|New Relic", "prompt": "c127-m4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**New Relic's free tier stands out as the best APM tool for a company with a limited budget.**"}, {"id": "mai-20260917-0922-baseline|c127-m4|xai-small|SigNoz", "prompt": "c127-m4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're technical and want zero vendor dependency, self-host SigNoz (signoz.io)."}, {"id": "mai-20260917-0922-baseline|c127-m4|xai-small|Prometheus + Grafana", "prompt": "c127-m4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "which are free but require your own infrastructure, engineering time for setup/maintenance, and scaling"}, {"id": "mai-20260917-0922-baseline|c127-m4|xai-small|Jaeger", "prompt": "c127-m4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Jaeger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "open-source options (e.g., SigNoz, Prometheus + Grafana, Jaeger), which are free but require your own infrastructure"}, {"id": "mai-20260917-0922-baseline|c127-m4|xai-small|Datadog", "prompt": "c127-m4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Free tier too limited for real APM"}, {"id": "mai-20260917-0922-baseline|c127-m4|xai-small|Grafana Cloud", "prompt": "c127-m4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "10k series/50 GB traces (Grafana); ... Setup/ops overhead eats budget"}, {"id": "mai-20260917-0922-baseline|c127-m4|xai-small|OpenObserve", "prompt": "c127-m4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source free; cloud low-cost | Cost-conscious self-hosting | Engineering effort needed"}, {"id": "mai-20260917-0922-baseline|c127-m4|xai-small|Honeycomb", "prompt": "c127-m4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "20M events/mo | High-cardinality tracing | More niche, less full APM"}, {"id": "mai-20260917-0922-baseline|c127-m4|xai-small|Scouter", "prompt": "c127-m4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Scouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Test based on your stack (e.g., Java? Scouter free)."}, {"id": "mai-20260917-0922-baseline|c127-m4|zai-small|Stagemonitor", "prompt": "c127-m4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Stagemonitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Stagemonitor** | Java‑based development teams | Browser widget for in‑development monitoring; lightweight"}, {"id": "mai-20260917-0922-baseline|c127-m4|zai-small|Scouter", "prompt": "c127-m4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Scouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Scouter** | Small businesses | FOSS alternative to AppDynamics; simple setup"}, {"id": "mai-20260917-0922-baseline|c127-m4|zai-small|Prometheus + Grafana", "prompt": "c127-m4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Metrics only, DIY** → **Prometheus + Grafana**."}, {"id": "mai-20260917-0922-baseline|c127-m4|zai-small|SigNoz", "prompt": "c127-m4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Zero cost, full control** → **SigNoz** or **OpenObserve** if you want traces, metrics, and logs together."}, {"id": "mai-20260917-0922-baseline|c127-m4|zai-small|OpenObserve", "prompt": "c127-m4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Zero cost, full control** → **SigNoz** or **OpenObserve**"}, {"id": "mai-20260917-0922-baseline|c127-m4|zai-small|New Relic", "prompt": "c127-m4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**New Relic** (100 GB/month free)"}, {"id": "mai-20260917-0922-baseline|c127-m4|zai-small|Grafana Cloud", "prompt": "c127-m4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Low cost, managed experience** → **Grafana Cloud** (free tier is very generous)"}, {"id": "mai-20260917-0922-baseline|c127-m4|zai-small|Site24x7 APM Insight", "prompt": "c127-m4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Site24x7 APM Insight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Site24x7 APM Insight** | TBD | TBD | All‑in‑one for small‑mid‑size teams"}, {"id": "mai-20260917-0922-baseline|c127-m5|alibaba-small|Datadog", "prompt": "c127-m5", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog: The market leader for ease of use and integrations. Very strong \"DevEx,\" but can get expensive very quickly"}, {"id": "mai-20260917-0922-baseline|c127-m5|alibaba-small|Dynatrace", "prompt": "c127-m5", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strongest on AI/automation. Expensive and steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c127-m5|alibaba-small|New Relic", "prompt": "c127-m5", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for \"pay-as-you-go\" flexibility."}, {"id": "mai-20260917-0922-baseline|c127-m5|alibaba-small|AppDynamics (Cisco)", "prompt": "c127-m5", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "AppDynamics (Cisco)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong visualization but can feel clunky compared to modern competitors."}, {"id": "mai-20260917-0922-baseline|c127-m5|anthropic-small|Datadog", "prompt": "c127-m5", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options include Datadog, New Relic, Dynatrace, Elastic, and open-source solutions like Prometheus + Grafana."}, {"id": "mai-20260917-0922-baseline|c127-m5|anthropic-small|New Relic", "prompt": "c127-m5", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options include Datadog, New Relic, Dynatrace, Elastic"}, {"id": "mai-20260917-0922-baseline|c127-m5|anthropic-small|Dynatrace", "prompt": "c127-m5", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options include Datadog, New Relic, Dynatrace, Elastic"}, {"id": "mai-20260917-0922-baseline|c127-m5|anthropic-small|Elastic", "prompt": "c127-m5", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options include Datadog, New Relic, Dynatrace, Elastic"}, {"id": "mai-20260917-0922-baseline|c127-m5|anthropic-small|Prometheus", "prompt": "c127-m5", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "open-source solutions like Prometheus + Grafana"}, {"id": "mai-20260917-0922-baseline|c127-m5|anthropic-small|Grafana", "prompt": "c127-m5", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "open-source solutions like Prometheus + Grafana"}, {"id": "mai-20260917-0922-baseline|c127-m5|deepseek-small|Datadog", "prompt": "c127-m5", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Per-host + per-GB + per-seat + per-metric modular pricing (e.g., Datadog) — bills that look fine in pilot often triple in production"}, {"id": "mai-20260917-0922-baseline|c127-m5|deepseek-small|New Relic", "prompt": "c127-m5", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Price/performance leaders at your size are commonly **New Relic** (transparent per-GB ingest, generous free tier, easy to defend to finance)"}, {"id": "mai-20260917-0922-baseline|c127-m5|deepseek-small|SigNoz", "prompt": "c127-m5", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and OTel-based tools like **SigNoz** (open source)"}, {"id": "mai-20260917-0922-baseline|c127-m5|google-small|Datadog", "prompt": "c127-m5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "They are very expensive and require dedicated management to keep costs under control."}, {"id": "mai-20260917-0922-baseline|c127-m5|google-small|New Relic", "prompt": "c127-m5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy players (like Datadog and New Relic) are notorious for complex, multi-variable pricing that results in unexpected bills."}, {"id": "mai-20260917-0922-baseline|c127-m5|google-small|Dynatrace", "prompt": "c127-m5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Datadog / Dynatrace: Incredibly powerful... *Catch:* They are very expensive and require dedicated management"}, {"id": "mai-20260917-0922-baseline|c127-m5|google-small|Honeycomb", "prompt": "c127-m5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Honeycomb", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Honeycomb: Incredible for debugging complex, high-cardinality data ... Highly predictable pricing."}, {"id": "mai-20260917-0922-baseline|c127-m5|google-small|Grafana Cloud", "prompt": "c127-m5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great if your team is already familiar with Prometheus and Grafana. Highly customizable and supports OpenTelemetry."}, {"id": "mai-20260917-0922-baseline|c127-m5|google-small|SigNoz", "prompt": "c127-m5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "An open-source, OTel-native APM that can be self-hosted or used via their cloud"}, {"id": "mai-20260917-0922-baseline|c127-m5|google-small|Sentry", "prompt": "c127-m5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "they have evolved into very capable, developer-friendly APMs with excellent session replays"}, {"id": "mai-20260917-0922-baseline|c127-m5|google-small|Highlight", "prompt": "c127-m5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Highlight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Sentry / Highlight: Traditionally error-tracking tools, they have evolved into very capable, developer-friendly APMs"}, {"id": "mai-20260917-0922-baseline|c127-m5|meta-small|CubeAPM", "prompt": "c127-m5", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "CubeAPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "You may want to consider tools such as CubeAPM, Datadog, Dynatrace, or New Relic, which are highly rated in the search results."}, {"id": "mai-20260917-0922-baseline|c127-m5|meta-small|Datadog", "prompt": "c127-m5", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tools such as CubeAPM, Datadog, Dynatrace, or New Relic, which are highly rated"}, {"id": "mai-20260917-0922-baseline|c127-m5|meta-small|Dynatrace", "prompt": "c127-m5", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools such as CubeAPM, Datadog, Dynatrace, or New Relic, which are highly rated"}, {"id": "mai-20260917-0922-baseline|c127-m5|meta-small|New Relic", "prompt": "c127-m5", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools such as CubeAPM, Datadog, Dynatrace, or New Relic, which are highly rated"}, {"id": "mai-20260917-0922-baseline|c127-m5|minimax-small|Datadog", "prompt": "c127-m5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Full-stack SaaS, many integrations | Can get expensive at scale"}, {"id": "mai-20260917-0922-baseline|c127-m5|minimax-small|Grafana Cloud", "prompt": "c127-m5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cost efficiency, flexibility | May need more setup"}, {"id": "mai-20260917-0922-baseline|c127-m5|minimax-small|Dynatrace", "prompt": "c127-m5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AI-powered root cause analysis | Enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c127-m5|minimax-small|New Relic", "prompt": "c127-m5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usage-based pricing, full-stack | Pricing can spike"}, {"id": "mai-20260917-0922-baseline|c127-m5|minimax-small|CubeAPM", "prompt": "c127-m5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "CubeAPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cost-predictable, self-hosted option | Smaller ecosystem"}, {"id": "mai-20260917-0922-baseline|c127-m5|mistral-small|New Relic", "prompt": "c127-m5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **New Relic**    | Full-stack observability              | Easy setup, strong RUM, AI-powered insights |"}, {"id": "mai-20260917-0922-baseline|c127-m5|mistral-small|Datadog", "prompt": "c127-m5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Datadog**      | Cloud-native, DevOps teams            | Broad integrations, infrastructure focus    |"}, {"id": "mai-20260917-0922-baseline|c127-m5|mistral-small|Dynatrace", "prompt": "c127-m5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Dynatrace**    | Large-scale, AI-driven APM            | Automatic discovery, AI ops (Davis)        |"}, {"id": "mai-20260917-0922-baseline|c127-m5|mistral-small|AppDynamics", "prompt": "c127-m5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **AppDynamics**  | Enterprise, business-focused APM      | Deep transaction tracing, business metrics |"}, {"id": "mai-20260917-0922-baseline|c127-m5|mistral-small|Elastic APM", "prompt": "c127-m5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Elastic APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Elastic APM**  | Open-source, cost-effective           | Flexible, integrates with ELK stack         |"}, {"id": "mai-20260917-0922-baseline|c127-m5|mistral-small|Splunk APM", "prompt": "c127-m5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Splunk APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Splunk APM**   | Logs + traces + metrics               | Unified observability, powerful search     |"}, {"id": "mai-20260917-0922-baseline|c127-m5|mistral-small|Prometheus + Grafana", "prompt": "c127-m5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Prometheus + Grafana** | Custom, Kubernetes-native      | Open-source, highly customizable           |"}, {"id": "mai-20260917-0922-baseline|c127-m5|moonshot-small|New Relic", "prompt": "c127-m5", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**New Relic** | Balanced features & predictable pricing | Generous free tier (100GB/month), strong NRQL analytics"}, {"id": "mai-20260917-0922-baseline|c127-m5|moonshot-small|Datadog", "prompt": "c127-m5", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** | Full feature set if budget allows | 1,000+ integrations, unified platform"}, {"id": "mai-20260917-0922-baseline|c127-m5|moonshot-small|Dynatrace", "prompt": "c127-m5", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dynatrace** | AI-driven automation | Davis AI engine for automatic root cause analysis"}, {"id": "mai-20260917-0922-baseline|c127-m5|moonshot-small|Site24x7", "prompt": "c127-m5", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Site24x7** | Cost-conscious all-in-one | Bundled APM + infrastructure + RUM at affordable price"}, {"id": "mai-20260917-0922-baseline|c127-m5|openai-small|Datadog", "prompt": "c127-m5", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a **comparison of Datadog vs New Relic vs Dynatrace vs Grafana/Tempo**"}, {"id": "mai-20260917-0922-baseline|c127-m5|openai-small|New Relic", "prompt": "c127-m5", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a **comparison of Datadog vs New Relic vs Dynatrace vs Grafana/Tempo**"}, {"id": "mai-20260917-0922-baseline|c127-m5|openai-small|Dynatrace", "prompt": "c127-m5", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a **comparison of Datadog vs New Relic vs Dynatrace vs Grafana/Tempo**"}, {"id": "mai-20260917-0922-baseline|c127-m5|openai-small|Grafana/Tempo", "prompt": "c127-m5", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Grafana/Tempo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a **comparison of Datadog vs New Relic vs Dynatrace vs Grafana/Tempo**"}, {"id": "mai-20260917-0922-baseline|c127-m5|xai-small|Datadog", "prompt": "c127-m5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options like Datadog, New Relic, Dynatrace, Grafana Cloud, Splunk AppDynamics, and open-source like SigNoz or OpenObserve often come up in comparisons"}, {"id": "mai-20260917-0922-baseline|c127-m5|xai-small|New Relic", "prompt": "c127-m5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options like Datadog, New Relic, Dynatrace, Grafana Cloud..."}, {"id": "mai-20260917-0922-baseline|c127-m5|xai-small|Dynatrace", "prompt": "c127-m5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options like Datadog, New Relic, Dynatrace, Grafana Cloud..."}, {"id": "mai-20260917-0922-baseline|c127-m5|xai-small|Grafana Cloud", "prompt": "c127-m5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Grafana Cloud | Per-GB, cost-effective | Scales well"}, {"id": "mai-20260917-0922-baseline|c127-m5|xai-small|Splunk AppDynamics", "prompt": "c127-m5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Splunk AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Splunk AppDynamics, and open-source like SigNoz or OpenObserve often come up in comparisons"}, {"id": "mai-20260917-0922-baseline|c127-m5|xai-small|SigNoz", "prompt": "c127-m5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "open-source like SigNoz or OpenObserve often come up in comparisons"}, {"id": "mai-20260917-0922-baseline|c127-m5|xai-small|OpenObserve", "prompt": "c127-m5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "open-source like SigNoz or OpenObserve often come up in comparisons"}, {"id": "mai-20260917-0922-baseline|c127-m6|alibaba-small|Datadog", "prompt": "c127-m6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Explosive, Unpredictable Pricing**... **Vendor Lock-in**: Proprietary agent and query language make migration costly."}, {"id": "mai-20260917-0922-baseline|c127-m6|alibaba-small|New Relic", "prompt": "c127-m6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Steep Learning Curve**... **Complex Cost Model**: Per-GB ingestion plus per-seat pricing."}, {"id": "mai-20260917-0922-baseline|c127-m6|alibaba-small|Dynatrace", "prompt": "c127-m6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**High Consumption-Based Pricing**... **Black Box AI**"}, {"id": "mai-20260917-0922-baseline|c127-m6|alibaba-small|OpenTelemetry (Self-Hosted)", "prompt": "c127-m6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "OpenTelemetry (Self-Hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "\"Free Until Not Free\" Reality... **Operational Overhead**"}, {"id": "mai-20260917-0922-baseline|c127-m6|alibaba-small|SkyWalking", "prompt": "c127-m6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SkyWalking", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Incomplete Solutions**: Many OSS tools only handle traces (not metrics + logs)"}, {"id": "mai-20260917-0922-baseline|c127-m6|alibaba-small|Jaeger", "prompt": "c127-m6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Jaeger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SkyWalking / Jaeger / Other Single-Component OSS ... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c127-m6|alibaba-small|Prometheus", "prompt": "c127-m6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use **open-source stack** (Prometheus + Grafana + Loki + Tempo)"}, {"id": "mai-20260917-0922-baseline|c127-m6|alibaba-small|Grafana", "prompt": "c127-m6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use **open-source stack** (Prometheus + Grafana + Loki + Tempo)"}, {"id": "mai-20260917-0922-baseline|c127-m6|alibaba-small|Loki", "prompt": "c127-m6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "open-source stack** (Prometheus + Grafana + Loki + Tempo)"}, {"id": "mai-20260917-0922-baseline|c127-m6|alibaba-small|Tempo", "prompt": "c127-m6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Tempo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "open-source stack** (Prometheus + Grafana + Loki + Tempo)"}, {"id": "mai-20260917-0922-baseline|c127-m6|alibaba-small|Grafana Cloud", "prompt": "c127-m6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "with managed hosting like **Grafana Cloud** or **CubeAPM** to offset ops burden"}, {"id": "mai-20260917-0922-baseline|c127-m6|alibaba-small|CubeAPM", "prompt": "c127-m6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "managed hosting like **Grafana Cloud** or **CubeAPM** to offset ops burden"}, {"id": "mai-20260917-0922-baseline|c127-m6|alibaba-small|Groundcover", "prompt": "c127-m6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Groundcover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Look for **pod-based or eBPF-native pricing** (e.g., Groundcover, Pixie)"}, {"id": "mai-20260917-0922-baseline|c127-m6|alibaba-small|Pixie", "prompt": "c127-m6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Pixie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "pod-based or eBPF-native pricing** (e.g., Groundcover, Pixie) instead of host-count models"}, {"id": "mai-20260917-0922-baseline|c127-m6|anthropic-small|Datadog", "prompt": "c127-m6", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Datadog's APM billing is based on underlying APM hosts, which can penalize horizontally scaled systems or container-heavy environments"}, {"id": "mai-20260917-0922-baseline|c127-m6|challenger-small|Datadog", "prompt": "c127-m6", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Datadog**: strong ecosystem, but often associated with multi-dimensional billing and usage growth concerns."}, {"id": "mai-20260917-0922-baseline|c127-m6|challenger-small|Honeycomb", "prompt": "c127-m6", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Honeycomb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "ManageEngine notes that Datadog, Honeycomb, New Relic, and many others are SaaS-only on hyperscaler infrastructure"}, {"id": "mai-20260917-0922-baseline|c127-m6|challenger-small|New Relic", "prompt": "c127-m6", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**New Relic**: broad feature coverage, but still worth checking pricing, agent overhead, and fit for your stack."}, {"id": "mai-20260917-0922-baseline|c127-m6|challenger-small|Dynatrace", "prompt": "c127-m6", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can be more than teams need and should be evaluated for cost and operational complexity"}, {"id": "mai-20260917-0922-baseline|c127-m6|challenger-small|Splunk Observability Cloud", "prompt": "c127-m6", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "should be assessed for pricing and portfolio lock-in"}, {"id": "mai-20260917-0922-baseline|c127-m6|challenger-small|AppDynamics", "prompt": "c127-m6", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "often positioned for large enterprise environments, so smaller teams should verify whether its complexity and cost are justified"}, {"id": "mai-20260917-0922-baseline|c127-m6|deepseek-small|Datadog", "prompt": "c127-m6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be extremely cautious** with Datadog and Dynatrace—they are excellent but financially dangerous without strict internal cost controls."}, {"id": "mai-20260917-0922-baseline|c127-m6|deepseek-small|Splunk AppDynamics", "prompt": "c127-m6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Splunk AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid** Broadcom DX and legacy Splunk/CA tools if you value modern UX."}, {"id": "mai-20260917-0922-baseline|c127-m6|deepseek-small|Broadcom DX APM (formerly CA APM)", "prompt": "c127-m6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Broadcom DX APM (formerly CA APM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Strong Avoid** if you have a modern microservices architecture."}, {"id": "mai-20260917-0922-baseline|c127-m6|deepseek-small|IBM Instana", "prompt": "c127-m6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "IBM Instana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious if you have a small team without dedicated reliability engineers to manage the complexity."}, {"id": "mai-20260917-0922-baseline|c127-m6|deepseek-small|Azure Monitor / Application Insights", "prompt": "c127-m6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Azure Monitor / Application Insights", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid for anything beyond basic Azure-specific metrics."}, {"id": "mai-20260917-0922-baseline|c127-m6|deepseek-small|New Relic", "prompt": "c127-m6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "use an APM that ingests that data (like Grafana Cloud, Elastic APM, or even New Relic) to avoid vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c127-m6|deepseek-small|Elastic", "prompt": "c127-m6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Elastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "like Grafana Cloud, Elastic APM, or even New Relic"}, {"id": "mai-20260917-0922-baseline|c127-m6|deepseek-small|Dynatrace", "prompt": "c127-m6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be extremely cautious** with Datadog and Dynatrace—they are excellent but financially dangerous"}, {"id": "mai-20260917-0922-baseline|c127-m6|deepseek-small|Grafana Cloud", "prompt": "c127-m6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "The safest bet** in 2025/2026 is to standardize on **OpenTelemetry instrumentation** and use an APM that ingests that data (like Grafana Cloud"}, {"id": "mai-20260917-0922-baseline|c127-m6|google-small|Datadog", "prompt": "c127-m6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "notorious for \"surprise bills\" ... Datadog charges using a highly fragmented, SKU-based pricing model"}, {"id": "mai-20260917-0922-baseline|c127-m6|google-small|New Relic", "prompt": "c127-m6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the \"per-user\" seats get incredibly expensive as your engineering department grows"}, {"id": "mai-20260917-0922-baseline|c127-m6|google-small|AppDynamics", "prompt": "c127-m6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AppDynamics is increasingly viewed as a legacy suite"}, {"id": "mai-20260917-0922-baseline|c127-m6|google-small|Splunk APM", "prompt": "c127-m6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Splunk APM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Acquisitions in the enterprise software space often lead to product consolidation, shifting roadmaps, and decaying support."}, {"id": "mai-20260917-0922-baseline|c127-m6|google-small|Dynatrace", "prompt": "c127-m6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often total overkill for startups, mid-market companies ... steep learning curve"}, {"id": "mai-20260917-0922-baseline|c127-m6|google-small|Prometheus + Jaeger + Grafana", "prompt": "c127-m6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Prometheus + Jaeger + Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "this \"free\" solution is rarely free in practice"}, {"id": "mai-20260917-0922-baseline|c127-m6|google-small|SigNoz", "prompt": "c127-m6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Self-hosted open-source stacks (e.g., Prometheus + Jaeger + Grafana or self-hosted SigNoz)"}, {"id": "mai-20260917-0922-baseline|c127-m6|meta-small|New Relic", "prompt": "c127-m6", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some of the tools mentioned include New Relic, Dynatrace, Datadog, and Splunk."}, {"id": "mai-20260917-0922-baseline|c127-m6|meta-small|Dynatrace", "prompt": "c127-m6", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some of the tools mentioned include New Relic, Dynatrace, Datadog, and Splunk."}, {"id": "mai-20260917-0922-baseline|c127-m6|meta-small|Datadog", "prompt": "c127-m6", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some of the tools mentioned include New Relic, Dynatrace, Datadog, and Splunk."}, {"id": "mai-20260917-0922-baseline|c127-m6|meta-small|Splunk", "prompt": "c127-m6", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some of the tools mentioned include New Relic, Dynatrace, Datadog, and Splunk."}, {"id": "mai-20260917-0922-baseline|c127-m6|minimax-small|New Relic", "prompt": "c127-m6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Recent complaints mention UI inconsistencies and poor support... Some users feel the tool is declining in quality"}, {"id": "mai-20260917-0922-baseline|c127-m6|minimax-small|Dynatrace", "prompt": "c127-m6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "frequently cited as becoming expensive at scale"}, {"id": "mai-20260917-0922-baseline|c127-m6|minimax-small|Datadog", "prompt": "c127-m6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "frequently cited as becoming expensive at scale"}, {"id": "mai-20260917-0922-baseline|c127-m6|minimax-small|Grafana Cloud", "prompt": "c127-m6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider open-source alternatives like Grafana Cloud, Elastic APM, or SigNoz which can be more cost-effective"}, {"id": "mai-20260917-0922-baseline|c127-m6|minimax-small|Elastic APM", "prompt": "c127-m6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider open-source alternatives like Grafana Cloud, Elastic APM, or SigNoz which can be more cost-effective"}, {"id": "mai-20260917-0922-baseline|c127-m6|minimax-small|SigNoz", "prompt": "c127-m6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider open-source alternatives like Grafana Cloud, Elastic APM, or SigNoz which can be more cost-effective"}, {"id": "mai-20260917-0922-baseline|c127-m6|mistral-small|AppDynamics", "prompt": "c127-m6", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some tools, like older versions of AppDynamics, have user interfaces that rely on outdated technologies (e.g., Flash) or are overly complex"}, {"id": "mai-20260917-0922-baseline|c127-m6|moonshot-small|Datadog", "prompt": "c127-m6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High Caution: Major Commercial APM Vendors ... Unpredictable pricing - Bills can triple or quadruple at scale"}, {"id": "mai-20260917-0922-baseline|c127-m6|moonshot-small|Dynatrace", "prompt": "c127-m6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Most expensive at scale among commercial APMs ... Memory-based pricing makes bills unpredictable"}, {"id": "mai-20260917-0922-baseline|c127-m6|moonshot-small|New Relic", "prompt": "c127-m6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Pricing model confusion ... Stability concerns - users report \"laughable\" stability in some regions"}, {"id": "mai-20260917-0922-baseline|c127-m6|moonshot-small|AppDynamics (now Splunk)", "prompt": "c127-m6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics (now Splunk)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Scalability issues - doesn't scale well; requires multiple controllers that don't communicate"}, {"id": "mai-20260917-0922-baseline|c127-m6|moonshot-small|Prometheus + Grafana", "prompt": "c127-m6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Safer Alternatives to Consider | Open-source / Vendor-neutral | Prometheus + Grafana, Jaeger, Zipkin"}, {"id": "mai-20260917-0922-baseline|c127-m6|moonshot-small|Jaeger", "prompt": "c127-m6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Jaeger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Open-source / Vendor-neutral | Prometheus + Grafana, Jaeger, Zipkin"}, {"id": "mai-20260917-0922-baseline|c127-m6|moonshot-small|Zipkin", "prompt": "c127-m6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Zipkin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source / Vendor-neutral | Prometheus + Grafana, Jaeger, Zipkin"}, {"id": "mai-20260917-0922-baseline|c127-m6|moonshot-small|Coralogix", "prompt": "c127-m6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "OpenTelemetry-based | Coralogix, Honeycomb, SigNoz, Groundcover"}, {"id": "mai-20260917-0922-baseline|c127-m6|moonshot-small|Honeycomb", "prompt": "c127-m6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "OpenTelemetry-based | Coralogix, Honeycomb, SigNoz, Groundcover"}, {"id": "mai-20260917-0922-baseline|c127-m6|moonshot-small|SigNoz", "prompt": "c127-m6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "OpenTelemetry-based | Coralogix, Honeycomb, SigNoz, Groundcover"}, {"id": "mai-20260917-0922-baseline|c127-m6|moonshot-small|Groundcover", "prompt": "c127-m6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Groundcover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "OpenTelemetry-based | Coralogix, Honeycomb, SigNoz, Groundcover"}, {"id": "mai-20260917-0922-baseline|c127-m6|moonshot-small|Grafana Cloud", "prompt": "c127-m6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Cost-predictable SaaS | Grafana Cloud, Highlight.io"}, {"id": "mai-20260917-0922-baseline|c127-m6|moonshot-small|Highlight.io", "prompt": "c127-m6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Highlight.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Cost-predictable SaaS | Grafana Cloud, Highlight.io"}, {"id": "mai-20260917-0922-baseline|c127-m6|xai-small|Datadog", "prompt": "c127-m6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "pricing explodes at scale ... Reviews cite \"billing surprises,\" 40–60% YoY hikes, and lock-in from proprietary agents. Avoid if budget < $10K/year"}, {"id": "mai-20260917-0922-baseline|c127-m6|xai-small|New Relic", "prompt": "c127-m6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "ingestion-based costs lead to spikes; ... Complaints: UI clunkiness, agent overhead."}, {"id": "mai-20260917-0922-baseline|c127-m6|xai-small|Dynatrace", "prompt": "c127-m6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "premium pricing ... steep learning curve ... Users note it's overkill for small teams."}, {"id": "mai-20260917-0922-baseline|c127-m6|xai-small|AppDynamics (Splunk)", "prompt": "c127-m6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics (Splunk)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Agent-heavy, per-agent pricing; legacy complaints about high costs ... Post-Splunk acquisition, integration issues persist."}, {"id": "mai-20260917-0922-baseline|c127-m6|xai-small|Grafana Cloud", "prompt": "c127-m6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Favor OpenTelemetry-native tools (e.g., Grafana Cloud, Elastic APM) to avoid vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c127-m6|xai-small|Elastic APM", "prompt": "c127-m6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Elastic APM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Balanced Commercial: Grafana Cloud (predictable, OTel), Elastic APM (self-hostable)"}, {"id": "mai-20260917-0922-baseline|c127-m6|xai-small|Broadcom DX APM (formerly CA APM)", "prompt": "c127-m6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Broadcom DX APM (formerly CA APM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "frequent gripes: high licensing ... outdated UI, complex installs, poor scalability ... spotty support"}, {"id": "mai-20260917-0922-baseline|c127-m6|xai-small|Pixie", "prompt": "c127-m6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Pixie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Prefer agentless (e.g., eBPF-based like Pixie) or network-based for quick starts."}, {"id": "mai-20260917-0922-baseline|c127-m6|xai-small|SkyWalking", "prompt": "c127-m6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SkyWalking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look for self-hosted/open-source like SkyWalking, Jaeger + Prometheus."}, {"id": "mai-20260917-0922-baseline|c127-m6|xai-small|Jaeger", "prompt": "c127-m6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Jaeger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Open-Source/Low-Cost: Jaeger/Zipkin (tracing)"}, {"id": "mai-20260917-0922-baseline|c127-m6|xai-small|Prometheus", "prompt": "c127-m6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If costs scare you, APM might be overkill; start with basics like Prometheus."}, {"id": "mai-20260917-0922-baseline|c127-m6|xai-small|Zipkin", "prompt": "c127-m6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Zipkin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Jaeger/Zipkin (tracing)"}, {"id": "mai-20260917-0922-baseline|c127-m6|xai-small|Grafana", "prompt": "c127-m6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Prometheus + Grafana (metrics)"}, {"id": "mai-20260917-0922-baseline|c127-m6|xai-small|OpenObserve", "prompt": "c127-m6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "OpenObserve (OTel-native, cheap at scale)"}, {"id": "mai-20260917-0922-baseline|c127-m6|xai-small|Honeycomb", "prompt": "c127-m6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "if Kubernetes-heavy, Honeycomb gets Reddit love"}, {"id": "mai-20260917-0922-baseline|c127-m6|zai-small|SolarWinds AppOptics", "prompt": "c127-m6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SolarWinds AppOptics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Retired tools (SolarWinds AppOptics) and legacy SAP APM products."}, {"id": "mai-20260917-0922-baseline|c127-m6|zai-small|SAP Legacy APM Products", "prompt": "c127-m6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SAP Legacy APM Products", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** Retired tools (SolarWinds AppOptics) and legacy SAP APM products."}, {"id": "mai-20260917-0922-baseline|c127-m6|zai-small|LogicMonitor LM APM Synthetics", "prompt": "c127-m6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "LogicMonitor LM APM Synthetics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "legacy LM APM Synthetics product will reach its **End of Life (EOL) on May 31, 2027**"}, {"id": "mai-20260917-0922-baseline|c127-m6|zai-small|ManageEngine Applications Manager", "prompt": "c127-m6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "ManageEngine Applications Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Be Cautious With:** ManageEngine Applications Manager if your team values a modern UI and ease of use"}, {"id": "mai-20260917-0922-baseline|c127-m6|zai-small|Site24x7", "prompt": "c127-m6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Site24x7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Site24x7 if you have strict memory constraints or complex pricing needs"}, {"id": "mai-20260917-0922-baseline|c127-m6|zai-small|Datadog", "prompt": "c127-m6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "APM tools like Datadog, New Relic, and Dynatrace collect massive amounts of telemetry... can inadvertently create a **GDPR blind spot**"}, {"id": "mai-20260917-0922-baseline|c127-m6|zai-small|New Relic", "prompt": "c127-m6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "APM tools like Datadog, New Relic, and Dynatrace collect massive amounts of telemetry"}, {"id": "mai-20260917-0922-baseline|c127-m6|zai-small|Dynatrace", "prompt": "c127-m6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "on-premise APM tools (like older versions of Dynatrace) give you control over data residency, they require you to manage the security"}, {"id": "mai-20260917-0922-baseline|c127-s1|alibaba-small|New Relic", "prompt": "c127-s1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with New Relic** if you want simplicity, predictable billing, and an all-in-one solution."}, {"id": "mai-20260917-0922-baseline|c127-s1|alibaba-small|Datadog", "prompt": "c127-s1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Datadog** if you value best-in-class UX and deep integrations"}, {"id": "mai-20260917-0922-baseline|c127-s1|alibaba-small|SigNoz", "prompt": "c127-s1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider SigNoz/OpenTelemetry** if you want to avoid vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c127-s1|alibaba-small|Grafana", "prompt": "c127-s1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "pairing it with an open-source backend like **SigNoz** or **Grafana**"}, {"id": "mai-20260917-0922-baseline|c127-s1|alibaba-small|Honeycomb", "prompt": "c127-s1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for High-Quality Debugging & Engineering Focus"}, {"id": "mai-20260917-0922-baseline|c127-s1|alibaba-small|Dynatrace", "prompt": "c127-s1", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid **per-host** models (like Dynatrace or older Datadog tiers)"}, {"id": "mai-20260917-0922-baseline|c127-s1|anthropic-small|Jaeger", "prompt": "c127-s1", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Jaeger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Open source**: Jaeger, OpenTelemetry (free but requires setup)"}, {"id": "mai-20260917-0922-baseline|c127-s1|anthropic-small|OpenTelemetry", "prompt": "c127-s1", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "OpenTelemetry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Open source**: Jaeger, OpenTelemetry (free but requires setup)"}, {"id": "mai-20260917-0922-baseline|c127-s1|anthropic-small|New Relic", "prompt": "c127-s1", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Freemium/affordable**: New Relic, Datadog, Splunk"}, {"id": "mai-20260917-0922-baseline|c127-s1|anthropic-small|Datadog", "prompt": "c127-s1", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Freemium/affordable**: New Relic, Datadog, Splunk"}, {"id": "mai-20260917-0922-baseline|c127-s1|anthropic-small|Splunk", "prompt": "c127-s1", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Freemium/affordable**: New Relic, Datadog, Splunk"}, {"id": "mai-20260917-0922-baseline|c127-s1|anthropic-small|Elastic APM", "prompt": "c127-s1", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Elastic APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Lightweight alternatives**: Elastic APM, Dynatrace"}, {"id": "mai-20260917-0922-baseline|c127-s1|anthropic-small|Dynatrace", "prompt": "c127-s1", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Lightweight alternatives**: Elastic APM, Dynatrace"}, {"id": "mai-20260917-0922-baseline|c127-s1|challenger-small|New Relic", "prompt": "c127-s1", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **New Relic** if you want the fastest path to usable APM with a generous free tier"}, {"id": "mai-20260917-0922-baseline|c127-s1|challenger-small|AppSignal", "prompt": "c127-s1", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AppSignal**: good for small tech teams that want something easier and more focused."}, {"id": "mai-20260917-0922-baseline|c127-s1|challenger-small|LogRocket", "prompt": "c127-s1", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AppSignal** and **LogRocket** are also strong options cited for small tech businesses"}, {"id": "mai-20260917-0922-baseline|c127-s1|challenger-small|Grafana Cloud", "prompt": "c127-s1", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you care most about cost efficiency and have in-house technical expertise"}, {"id": "mai-20260917-0922-baseline|c127-s1|challenger-small|Uptrace", "prompt": "c127-s1", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better fits if you have stronger DevOps skills or want an open-source/OTel-native approach"}, {"id": "mai-20260917-0922-baseline|c127-s1|challenger-small|Datadog", "prompt": "c127-s1", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best if you want a broader observability platform and are willing to pay more"}, {"id": "mai-20260917-0922-baseline|c127-s1|deepseek-small|Scout Monitoring", "prompt": "c127-s1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Scout Monitoring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Scout Monitoring** is the sweet spot — affordable, fast to set up, no DevOps required"}, {"id": "mai-20260917-0922-baseline|c127-s1|deepseek-small|AppSignal", "prompt": "c127-s1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're a Ruby/Elixir shop, go with **AppSignal**."}, {"id": "mai-20260917-0922-baseline|c127-s1|deepseek-small|Atatus", "prompt": "c127-s1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Atatus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Atatus — Best bundled value**"}, {"id": "mai-20260917-0922-baseline|c127-s1|deepseek-small|Datadog", "prompt": "c127-s1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Extremely powerful, but pricing can climb quickly as you scale"}, {"id": "mai-20260917-0922-baseline|c127-s1|deepseek-small|New Relic", "prompt": "c127-s1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "widely praised on G2 for small teams"}, {"id": "mai-20260917-0922-baseline|c127-s1|deepseek-small|LogRocket", "prompt": "c127-s1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "LogRocket shines for frontend/session replay"}, {"id": "mai-20260917-0922-baseline|c127-s1|deepseek-small|Sentry", "prompt": "c127-s1", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sentry is especially popular for error tracking"}, {"id": "mai-20260917-0922-baseline|c127-s1|google-small|Datadog", "prompt": "c127-s1", "model": "google-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it is generally **not recommended** for small B2B companies unless you qualify for the **Datadog Startup Program**"}, {"id": "mai-20260917-0922-baseline|c127-s1|google-small|Sentry", "prompt": "c127-s1", "model": "google-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "1. Sentry (Best Overall: Error Tracking + Basic APM)"}, {"id": "mai-20260917-0922-baseline|c127-s1|google-small|AppSignal", "prompt": "c127-s1", "model": "google-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AppSignal (Best for Simplicity & Transparent Pricing)"}, {"id": "mai-20260917-0922-baseline|c127-s1|google-small|SigNoz", "prompt": "c127-s1", "model": "google-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SigNoz (Best Open-Source & \"Datadog Alternative\")"}, {"id": "mai-20260917-0922-baseline|c127-s1|google-small|New Relic", "prompt": "c127-s1", "model": "google-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "New Relic (Best \"Free to Start\" Full-Stack Observability)"}, {"id": "mai-20260917-0922-baseline|c127-s1|meta-small|Datadog", "prompt": "c127-s1", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best APM tool for a small B2B company is Datadog"}, {"id": "mai-20260917-0922-baseline|c127-s1|meta-small|SolarWinds AppOptics", "prompt": "c127-s1", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "SolarWinds AppOptics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top APM tools for small businesses include SolarWinds AppOptics, New Relic, and Dynatrace."}, {"id": "mai-20260917-0922-baseline|c127-s1|meta-small|New Relic", "prompt": "c127-s1", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top APM tools for small businesses include SolarWinds AppOptics, New Relic, and Dynatrace."}, {"id": "mai-20260917-0922-baseline|c127-s1|meta-small|Dynatrace", "prompt": "c127-s1", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top APM tools for small businesses include SolarWinds AppOptics, New Relic, and Dynatrace."}, {"id": "mai-20260917-0922-baseline|c127-s1|minimax-small|Site24x7 APM Insight", "prompt": "c127-s1", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Site24x7 APM Insight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Small B2B**: **Site24x7 APM Insight** or **Datadog**"}, {"id": "mai-20260917-0922-baseline|c127-s1|minimax-small|Datadog", "prompt": "c127-s1", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best Overall for Small B2B**: **Site24x7 APM Insight** or **Datadog** — both balance cost, features, and ease of use."}, {"id": "mai-20260917-0922-baseline|c127-s1|minimax-small|New Relic", "prompt": "c127-s1", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best Free Option**: **New Relic** — generous free tier (100GB/month)"}, {"id": "mai-20260917-0922-baseline|c127-s1|minimax-small|Stagemonitor", "prompt": "c127-s1", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Stagemonitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Stagemonitor**: Free, ideal for Java-based developers."}, {"id": "mai-20260917-0922-baseline|c127-s1|minimax-small|Scouter", "prompt": "c127-s1", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Scouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Scouter**: Free, open-source alternative to AppDynamics."}, {"id": "mai-20260917-0922-baseline|c127-s1|mistral-small|New Relic", "prompt": "c127-s1", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**New Relic** and **Datadog** are top choices if you want a managed, easy-to-setup solution"}, {"id": "mai-20260917-0922-baseline|c127-s1|mistral-small|Datadog", "prompt": "c127-s1", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**New Relic** and **Datadog** are top choices if you want a managed, easy-to-setup solution"}, {"id": "mai-20260917-0922-baseline|c127-s1|mistral-small|OpenObserve", "prompt": "c127-s1", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're looking for a more cost-effective, open-source-friendly option, **OpenObserve** is a strong contender."}, {"id": "mai-20260917-0922-baseline|c127-s1|mistral-small|AppSignal", "prompt": "c127-s1", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AppSignal** is also highly regarded for small tech businesses."}, {"id": "mai-20260917-0922-baseline|c127-s1|moonshot-small|New Relic", "prompt": "c127-s1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most small B2B companies**: Start with **New Relic's free tier**"}, {"id": "mai-20260917-0922-baseline|c127-s1|moonshot-small|Site24x7", "prompt": "c127-s1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One for SMBs"}, {"id": "mai-20260917-0922-baseline|c127-s1|moonshot-small|Grafana Cloud", "prompt": "c127-s1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Open-Source Option"}, {"id": "mai-20260917-0922-baseline|c127-s1|moonshot-small|Honeycomb", "prompt": "c127-s1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Modern Observability"}, {"id": "mai-20260917-0922-baseline|c127-s1|moonshot-small|SigNoz", "prompt": "c127-s1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Budget-Friendly Open Source"}, {"id": "mai-20260917-0922-baseline|c127-s1|moonshot-small|Datadog", "prompt": "c127-s1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid for Small B2B ... Per-host + per-feature pricing adds up quickly; complex billing"}, {"id": "mai-20260917-0922-baseline|c127-s1|moonshot-small|Dynatrace", "prompt": "c127-s1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise-focused, expensive for small teams"}, {"id": "mai-20260917-0922-baseline|c127-s1|moonshot-small|AppDynamics", "prompt": "c127-s1", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Cisco pricing, typically enterprise-only"}, {"id": "mai-20260917-0922-baseline|c127-s1|openai-small|New Relic", "prompt": "c127-s1", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "New Relic is the best all-around APM tool for most small B2B companies."}, {"id": "mai-20260917-0922-baseline|c127-s1|openai-small|Grafana Cloud Application Observability", "prompt": "c127-s1", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Grafana Cloud Application Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Grafana Cloud Application Observability** if your team is already comfortable with OpenTelemetry"}, {"id": "mai-20260917-0922-baseline|c127-s1|openai-small|Datadog", "prompt": "c127-s1", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "excellent too, but it often makes more sense once you have a bigger monitoring footprint"}, {"id": "mai-20260917-0922-baseline|c127-s1|openai-small|Dynatrace", "prompt": "c127-s1", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it's powerful, but usually not my first pick for a small company"}, {"id": "mai-20260917-0922-baseline|c127-s1|xai-small|New Relic", "prompt": "c127-s1", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My pick for most small B2B companies: Start with New Relic's free tier."}, {"id": "mai-20260917-0922-baseline|c127-s1|xai-small|Datadog", "prompt": "c127-s1", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Per-host pricing adds up (e.g., $46/mo for 1 host infra+APM); potential bill shock from add-ons."}, {"id": "mai-20260917-0922-baseline|c127-s1|xai-small|Site24x7", "prompt": "c127-s1", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Test it against Site24x7 if you want flat-rate bundles under $50/mo."}, {"id": "mai-20260917-0922-baseline|c127-s1|xai-small|SigNoz", "prompt": "c127-s1", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-conscious/self-hosted teams ... no vendor lock-in; ideal for startups avoiding SaaS costs"}, {"id": "mai-20260917-0922-baseline|c127-s1|zai-small|New Relic", "prompt": "c127-s1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: New Relic"}, {"id": "mai-20260917-0922-baseline|c127-s1|zai-small|Datadog", "prompt": "c127-s1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Trade‑off: More expensive for small teams; usage‑based add‑ons can add up quickly."}, {"id": "mai-20260917-0922-baseline|c127-s1|zai-small|SigNoz", "prompt": "c127-s1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget‑Conscious / Self‑Hosted: SigNoz"}, {"id": "mai-20260917-0922-baseline|c127-s1|zai-small|Sentry", "prompt": "c127-s1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong error tracking → Sentry"}, {"id": "mai-20260917-0922-baseline|c127-s1|zai-small|Honeycomb", "prompt": "c127-s1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Event‑based pricing, great for custom queries"}, {"id": "mai-20260917-0922-baseline|c127-s1|zai-small|Grafana Cloud", "prompt": "c127-s1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SigNoz (self‑hosted) or Grafana Cloud are excellent, though they require more operational overhead"}, {"id": "mai-20260917-0922-baseline|c127-s1|zai-small|IBM Instana", "prompt": "c127-s1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "IBM Instana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Trial only | Zero‑configuration, auto‑discovery"}, {"id": "mai-20260917-0922-baseline|c127-s1|zai-small|Dynatrace", "prompt": "c127-s1", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "AI‑driven root cause → Dynatrace (but pricier)"}, {"id": "mai-20260917-0922-baseline|c127-s2|alibaba-small|New Relic", "prompt": "c127-s2", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**New Relic** is generally the strongest recommendation for a B2B small business due to its balance of features and predictable pricing"}, {"id": "mai-20260917-0922-baseline|c127-s2|alibaba-small|Datadog", "prompt": "c127-s2", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avoid **Datadog** until you have established revenue that can comfortably cover a $100-$300+ monthly minimum bill"}, {"id": "mai-20260917-0922-baseline|c127-s2|alibaba-small|AppSignal", "prompt": "c127-s2", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AppSignal is an outstanding alternative to the giants above"}, {"id": "mai-20260917-0922-baseline|c127-s2|anthropic-small|SolarWinds AppOptics", "prompt": "c127-s2", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "SolarWinds AppOptics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **SolarWinds AppOptics** or **New Relic's free tier** depending on your budget constraints."}, {"id": "mai-20260917-0922-baseline|c127-s2|anthropic-small|New Relic", "prompt": "c127-s2", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **SolarWinds AppOptics** or **New Relic's free tier** depending on your budget constraints."}, {"id": "mai-20260917-0922-baseline|c127-s2|anthropic-small|ManageEngine Applications Manager", "prompt": "c127-s2", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "ManageEngine Applications Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ManageEngine stands out for its affordability and transparency, with a free edition"}, {"id": "mai-20260917-0922-baseline|c127-s2|anthropic-small|Sentry", "prompt": "c127-s2", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sentry is a developer-centric monitoring tool ... now offers performance monitoring as well"}, {"id": "mai-20260917-0922-baseline|c127-s2|challenger-small|Datadog", "prompt": "c127-s2", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Datadog** if you want the safest all-around choice"}, {"id": "mai-20260917-0922-baseline|c127-s2|challenger-small|New Relic", "prompt": "c127-s2", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**New Relic** if you want a strong alternative that is often easier to evaluate in a small-team context"}, {"id": "mai-20260917-0922-baseline|c127-s2|challenger-small|Sentry", "prompt": "c127-s2", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sentry** if your main pain is **errors and debugging**"}, {"id": "mai-20260917-0922-baseline|c127-s2|challenger-small|AppSignal", "prompt": "c127-s2", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your team is very small and mostly needs developer-friendly monitoring with a simpler footprint"}, {"id": "mai-20260917-0922-baseline|c127-s2|challenger-small|LogRocket", "prompt": "c127-s2", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AppSignal** or **LogRocket** if your team is very small"}, {"id": "mai-20260917-0922-baseline|c127-s2|challenger-small|Dotcom-Monitor", "prompt": "c127-s2", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dotcom-Monitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Dotcom-Monitor** if your B2B product is especially **transaction-heavy**"}, {"id": "mai-20260917-0922-baseline|c127-s2|deepseek-small|New Relic", "prompt": "c127-s2", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, **New Relic is the strongest all-around choice**"}, {"id": "mai-20260917-0922-baseline|c127-s2|deepseek-small|Site24x7", "prompt": "c127-s2", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best \"all-in-one for small/mid teams.\" Breadth across websites, servers, networks"}, {"id": "mai-20260917-0922-baseline|c127-s2|deepseek-small|AppOptics (SolarWinds)", "prompt": "c127-s2", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "AppOptics (SolarWinds)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Frequently called out as the most cost-effective APM for SMBs"}, {"id": "mai-20260917-0922-baseline|c127-s2|deepseek-small|Datadog", "prompt": "c127-s2", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its per-host, per-feature pricing can balloon quickly. Only worth it if you've outgrown the simpler tools"}, {"id": "mai-20260917-0922-baseline|c127-s2|google-small|Datadog", "prompt": "c127-s2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "most SMBs should avoid it"}, {"id": "mai-20260917-0922-baseline|c127-s2|google-small|Dynatrace", "prompt": "c127-s2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise giants like Datadog or Dynatrace are usually overkill and dangerously expensive"}, {"id": "mai-20260917-0922-baseline|c127-s2|google-small|Sentry", "prompt": "c127-s2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Developer-Led SMBs"}, {"id": "mai-20260917-0922-baseline|c127-s2|google-small|Honeycomb.io", "prompt": "c127-s2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Honeycomb.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Multi-Tenant Analysis & High-Cardinality Data"}, {"id": "mai-20260917-0922-baseline|c127-s2|google-small|New Relic", "prompt": "c127-s2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Bootstrapped Startups (Most Generous Free Tier)"}, {"id": "mai-20260917-0922-baseline|c127-s2|google-small|AppSignal", "prompt": "c127-s2", "model": "google-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Simple, Zero-Stress Monitoring"}, {"id": "mai-20260917-0922-baseline|c127-s2|meta-small|LogRocket", "prompt": "c127-s2", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "LogRocket - Offers session replays and UI interaction heatmaps to identify frontend issues."}, {"id": "mai-20260917-0922-baseline|c127-s2|meta-small|AppSignal", "prompt": "c127-s2", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides lightweight but powerful performance monitoring with a developer-first mindset"}, {"id": "mai-20260917-0922-baseline|c127-s2|meta-small|Datadog", "prompt": "c127-s2", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Datadog - Best overall for small businesses, offering customizable dashboards with live metrics, anomaly detection, and alerting."}, {"id": "mai-20260917-0922-baseline|c127-s2|meta-small|Sentry", "prompt": "c127-s2", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An application monitoring and error tracking platform that helps developers identify, debug, and resolve software issues"}, {"id": "mai-20260917-0922-baseline|c127-s2|meta-small|IBM Instana", "prompt": "c127-s2", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "IBM Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for zero-configuration monitoring, automatically discovering services and mapping dependencies in real time."}, {"id": "mai-20260917-0922-baseline|c127-s2|meta-small|New Relic", "prompt": "c127-s2", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Offers full-stack coverage with usage-based pricing."}, {"id": "mai-20260917-0922-baseline|c127-s2|minimax-small|Datadog", "prompt": "c127-s2", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Datadog"}, {"id": "mai-20260917-0922-baseline|c127-s2|minimax-small|Site24x7 APM Insight", "prompt": "c127-s2", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Site24x7 APM Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best all-in-one for small to mid-size teams, good value for B2B"}, {"id": "mai-20260917-0922-baseline|c127-s2|minimax-small|New Relic", "prompt": "c127-s2", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if you need powerful monitoring, has a limited free plan"}, {"id": "mai-20260917-0922-baseline|c127-s2|minimax-small|Sentry", "prompt": "c127-s2", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for error tracking and log monitoring"}, {"id": "mai-20260917-0922-baseline|c127-s2|moonshot-small|New Relic", "prompt": "c127-s2", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: New Relic"}, {"id": "mai-20260917-0922-baseline|c127-s2|moonshot-small|Site24x7", "prompt": "c127-s2", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Site24x7"}, {"id": "mai-20260917-0922-baseline|c127-s2|moonshot-small|Sentry", "prompt": "c127-s2", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget Option: Sentry"}, {"id": "mai-20260917-0922-baseline|c127-s2|moonshot-small|Datadog", "prompt": "c127-s2", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Typically 3-5x cheaper than Datadog at scale ... ~$31/host/month | Enterprises needing 1000+ integrations"}, {"id": "mai-20260917-0922-baseline|c127-s2|moonshot-small|Dynatrace", "prompt": "c127-s2", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dynatrace | ~$58/host/month | Large enterprises needing AI root-cause analysis"}, {"id": "mai-20260917-0922-baseline|c127-s2|openai-small|Datadog APM", "prompt": "c127-s2", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog APM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Datadog APM** as the best default choice."}, {"id": "mai-20260917-0922-baseline|c127-s2|openai-small|New Relic", "prompt": "c127-s2", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a very strong all-in-one observability platform and like its UX"}, {"id": "mai-20260917-0922-baseline|c127-s2|openai-small|Dynatrace", "prompt": "c127-s2", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it can be overkill for a small business"}, {"id": "mai-20260917-0922-baseline|c127-s2|openai-small|OpenTelemetry + Grafana Cloud", "prompt": "c127-s2", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "OpenTelemetry + Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want lower cost and more control, and you have some technical depth to manage it"}, {"id": "mai-20260917-0922-baseline|c127-s2|xai-small|New Relic", "prompt": "c127-s2", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend New Relic as the top APM solution for a small B2B business."}, {"id": "mai-20260917-0922-baseline|c127-s2|xai-small|Site24x7", "prompt": "c127-s2", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best budget all-in-one (~$10–$40/month starter plans)"}, {"id": "mai-20260917-0922-baseline|c127-s2|xai-small|Datadog", "prompt": "c127-s2", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but pricier upfront and modular—better if you need 1000+ integrations early"}, {"id": "mai-20260917-0922-baseline|c127-s2|xai-small|SigNoz (open-source)", "prompt": "c127-s2", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "SigNoz (open-source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free self-hosted option if you have DevOps bandwidth; cloud starts ~$49/month"}, {"id": "mai-20260917-0922-baseline|c127-s2|zai-small|Instatus", "prompt": "c127-s2", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Instatus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Top Recommendation: Instatus\n**Best for:** Transparency, Customer Trust, and Uptime Visibility"}, {"id": "mai-20260917-0922-baseline|c127-s2|zai-small|Scout Monitoring", "prompt": "c127-s2", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "paraphrase", "raw": "Scout Monitoring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "you need a traditional APM tool. Scout Monitoring is highly rated for small teams because it is easy to set up and doesn't require a dedicated DevOps team."}, {"id": "mai-20260917-0922-baseline|c127-s3|alibaba-small|Scout Monitoring", "prompt": "c127-s3", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Scout Monitoring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Scout** if you want the lowest cognitive load."}, {"id": "mai-20260917-0922-baseline|c127-s3|alibaba-small|Sentry", "prompt": "c127-s3", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Sentry** if you build Frontend, Mobile, or React Native apps."}, {"id": "mai-20260917-0922-baseline|c127-s3|alibaba-small|New Relic", "prompt": "c127-s3", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose New Relic** if you want zero upfront cost."}, {"id": "mai-20260917-0922-baseline|c127-s3|alibaba-small|Datadog", "prompt": "c127-s3", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "requires DevOps expertise to tune and manage; expensive for purely application-focused teams"}, {"id": "mai-20260917-0922-baseline|c127-s3|anthropic-small|Scout Monitoring", "prompt": "c127-s3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Scout Monitoring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Scout is built specifically for small teams, with errors, logs, and traces integrated in a single view."}, {"id": "mai-20260917-0922-baseline|c127-s3|anthropic-small|AppSignal", "prompt": "c127-s3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AppSignal is developer-friendly, has predictable pricing, and doesn't require a platform team to operate."}, {"id": "mai-20260917-0922-baseline|c127-s3|anthropic-small|Honeybadger", "prompt": "c127-s3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The main contenders for small teams are Scout Monitoring, AppSignal, Honeybadger, Sentry, New Relic, and Datadog."}, {"id": "mai-20260917-0922-baseline|c127-s3|anthropic-small|Sentry", "prompt": "c127-s3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The main contenders for small teams are Scout Monitoring, AppSignal, Honeybadger, Sentry, New Relic, and Datadog."}, {"id": "mai-20260917-0922-baseline|c127-s3|anthropic-small|New Relic", "prompt": "c127-s3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The main contenders for small teams are Scout Monitoring, AppSignal, Honeybadger, Sentry, New Relic, and Datadog."}, {"id": "mai-20260917-0922-baseline|c127-s3|anthropic-small|Datadog", "prompt": "c127-s3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The main contenders for small teams are Scout Monitoring, AppSignal, Honeybadger, Sentry, New Relic, and Datadog."}, {"id": "mai-20260917-0922-baseline|c127-s3|anthropic-small|Elastic APM", "prompt": "c127-s3", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Elastic APM is great for small to medium-sized companies that want a budget-friendly solution and is a free and open-source option you can self-host."}, {"id": "mai-20260917-0922-baseline|c127-s3|challenger-small|Scout", "prompt": "c127-s3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Scout", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Scout** for the simplest all-in-one small-team fit."}, {"id": "mai-20260917-0922-baseline|c127-s3|challenger-small|Sentry", "prompt": "c127-s3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Sentry** if error tracking is the priority."}, {"id": "mai-20260917-0922-baseline|c127-s3|challenger-small|AppSignal", "prompt": "c127-s3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good fit for smaller language-specific teams, especially Ruby and Elixir"}, {"id": "mai-20260917-0922-baseline|c127-s3|challenger-small|New Relic", "prompt": "c127-s3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the strongest \"balanced\" choice if you want full-stack observability but still care about cost control"}, {"id": "mai-20260917-0922-baseline|c127-s3|challenger-small|Datadog", "prompt": "c127-s3", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often more expensive and more complex than small teams need"}, {"id": "mai-20260917-0922-baseline|c127-s3|deepseek-small|Sentry", "prompt": "c127-s3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** — Best all-around starting point for most dev teams"}, {"id": "mai-20260917-0922-baseline|c127-s3|deepseek-small|New Relic", "prompt": "c127-s3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best \"all-in-one with a generous free tier\""}, {"id": "mai-20260917-0922-baseline|c127-s3|deepseek-small|Datadog", "prompt": "c127-s3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the \"bill shock\" is a well-known problem... Generally overkill unless you already have dedicated DevOps."}, {"id": "mai-20260917-0922-baseline|c127-s3|deepseek-small|Scout Monitoring", "prompt": "c127-s3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Scout Monitoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want a tool tuned *for* small teams"}, {"id": "mai-20260917-0922-baseline|c127-s3|deepseek-small|AppSignal", "prompt": "c127-s3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Ruby/Elixir teams ($0 free / $25/mo)"}, {"id": "mai-20260917-0922-baseline|c127-s3|deepseek-small|SigNoz", "prompt": "c127-s3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Tradeoff:** that infrastructure time is exactly what most small teams don't have."}, {"id": "mai-20260917-0922-baseline|c127-s3|deepseek-small|Grafana + Prometheus", "prompt": "c127-s3", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana + Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Best if you can self-host (free, open source)... that infrastructure time is exactly what most small teams don't have."}, {"id": "mai-20260917-0922-baseline|c127-s3|google-small|Sentry", "prompt": "c127-s3", "model": "google-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Sentry (Best Developer-First & Error-Centric APM) ... It is one of the most popular choices for small teams"}, {"id": "mai-20260917-0922-baseline|c127-s3|google-small|New Relic", "prompt": "c127-s3", "model": "google-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose New Relic if you have a single platform developer who needs to monitor servers, logs, databases, and application lag under one unified dashboard for $0/month."}, {"id": "mai-20260917-0922-baseline|c127-s3|google-small|Honeycomb", "prompt": "c127-s3", "model": "google-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Honeycomb if you are building an API-heavy product or a microservices-based app"}, {"id": "mai-20260917-0922-baseline|c127-s3|google-small|SigNoz", "prompt": "c127-s3", "model": "google-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose SigNoz or OpenObserve if you are dedicated to open source, want to self-host to save money"}, {"id": "mai-20260917-0922-baseline|c127-s3|google-small|OpenObserve", "prompt": "c127-s3", "model": "google-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Open-Source & Self-Hosted Options"}, {"id": "mai-20260917-0922-baseline|c127-s3|minimax-small|New Relic", "prompt": "c127-s3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **New Relic** — Best Overall for Small Teams"}, {"id": "mai-20260917-0922-baseline|c127-s3|minimax-small|Datadog", "prompt": "c127-s3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Datadog** — Best for Cloud-Native Teams"}, {"id": "mai-20260917-0922-baseline|c127-s3|minimax-small|Site24x7 APM Insight", "prompt": "c127-s3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Site24x7 APM Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need all-in-one:** **Site24x7** offers best value with bundled features"}, {"id": "mai-20260917-0922-baseline|c127-s3|minimax-small|OpenObserve", "prompt": "c127-s3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **OpenObserve** — Best Open-Source Option"}, {"id": "mai-20260917-0922-baseline|c127-s3|minimax-small|SigNoz", "prompt": "c127-s3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Want full control:** **SigNoz** or **Grafana + Prometheus** if you have engineering time"}, {"id": "mai-20260917-0922-baseline|c127-s3|minimax-small|Grafana + Prometheus", "prompt": "c127-s3", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana + Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SigNoz / Grafana + Prometheus** — Best for Engineering Teams"}, {"id": "mai-20260917-0922-baseline|c127-s3|mistral-small|Datadog", "prompt": "c127-s3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Can become expensive with high traffic or error volumes"}, {"id": "mai-20260917-0922-baseline|c127-s3|mistral-small|New Relic", "prompt": "c127-s3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**New Relic** (for a free, full-featured all-in-one) are top choices"}, {"id": "mai-20260917-0922-baseline|c127-s3|mistral-small|Sentry", "prompt": "c127-s3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small teams, **Sentry** (if errors are a priority)"}, {"id": "mai-20260917-0922-baseline|c127-s3|mistral-small|Site24x7 (APM Insight)", "prompt": "c127-s3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Site24x7 (APM Insight)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Less known than Datadog or New Relic, but offers strong value for the price"}, {"id": "mai-20260917-0922-baseline|c127-s3|mistral-small|Scout APM", "prompt": "c127-s3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Scout APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Scout APM** (for fast setup and predictable pricing)"}, {"id": "mai-20260917-0922-baseline|c127-s3|mistral-small|Grafana Stack (OSS)", "prompt": "c127-s3", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana Stack (OSS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Requires more setup and maintenance; best for teams with DevOps expertise"}, {"id": "mai-20260917-0922-baseline|c127-s3|moonshot-small|New Relic", "prompt": "c127-s3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Teams ... For most small teams, **New Relic** offers the best balance of features and cost with its generous free tier"}, {"id": "mai-20260917-0922-baseline|c127-s3|moonshot-small|SigNoz", "prompt": "c127-s3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SigNoz** is ideal if you want open-source flexibility and predictable long-term costs"}, {"id": "mai-20260917-0922-baseline|c127-s3|moonshot-small|Sentry", "prompt": "c127-s3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Error Monitoring + Performance ... Error tracking is priority #1 | Sentry"}, {"id": "mai-20260917-0922-baseline|c127-s3|moonshot-small|Datadog", "prompt": "c127-s3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caveat**: Complex SKU-based pricing can lead to \"bill shock\" (up to 100x original budget)"}, {"id": "mai-20260917-0922-baseline|c127-s3|moonshot-small|Raygun", "prompt": "c127-s3", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Raygun", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Limitations**: No self-hosting option, no distributed tracing, no centralized logging"}, {"id": "mai-20260917-0922-baseline|c127-s3|openai-small|New Relic", "prompt": "c127-s3", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose New Relic if you want the fastest path to \"we can see what's wrong right now.\""}, {"id": "mai-20260917-0922-baseline|c127-s3|openai-small|Datadog", "prompt": "c127-s3", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want one vendor for APM + infrastructure + logs... pricing can get complex as usage grows"}, {"id": "mai-20260917-0922-baseline|c127-s3|openai-small|Dynatrace", "prompt": "c127-s3", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "usually feels more enterprise-oriented than small-team-friendly"}, {"id": "mai-20260917-0922-baseline|c127-s3|openai-small|Elastic APM", "prompt": "c127-s3", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Elastic APM if you already run Elastic and want to minimize vendor sprawl."}, {"id": "mai-20260917-0922-baseline|c127-s3|openai-small|AppDynamics", "prompt": "c127-s3", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usually overkill for smaller teams"}, {"id": "mai-20260917-0922-baseline|c127-s3|xai-small|New Relic", "prompt": "c127-s3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with New Relic or Scout's free tier for most small teams (quick value, scales well)."}, {"id": "mai-20260917-0922-baseline|c127-s3|xai-small|Datadog", "prompt": "c127-s3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Complex modular pricing (hosts + GB + events) leads to bill surprises; no robust free APM"}, {"id": "mai-20260917-0922-baseline|c127-s3|xai-small|Sentry", "prompt": "c127-s3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If error-focused, Sentry."}, {"id": "mai-20260917-0922-baseline|c127-s3|xai-small|Scout APM", "prompt": "c127-s3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Scout APM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with New Relic or Scout's free tier for most small teams"}, {"id": "mai-20260917-0922-baseline|c127-s3|xai-small|AppSignal", "prompt": "c127-s3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "APM + errors + logs + hosts; deep framework integrations (Rails/Sidekiq)"}, {"id": "mai-20260917-0922-baseline|c127-s3|xai-small|Site24x7", "prompt": "c127-s3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "All-in-one affordable bundle ... great value for SMBs"}, {"id": "mai-20260917-0922-baseline|c127-s3|xai-small|SigNoz", "prompt": "c127-s3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SigNoz (OTel-native, full APM free/self-host)"}, {"id": "mai-20260917-0922-baseline|c127-s3|xai-small|Jaeger", "prompt": "c127-s3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Jaeger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Jaeger/Zipkin (tracing-focused)"}, {"id": "mai-20260917-0922-baseline|c127-s3|xai-small|Dynatrace", "prompt": "c127-s3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise-heavy like Dynatrace/AppDynamics are pricier ($50+/host) and overkill."}, {"id": "mai-20260917-0922-baseline|c127-s3|xai-small|AppDynamics", "prompt": "c127-s3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Enterprise-heavy like Dynatrace/AppDynamics are pricier ($50+/host) and overkill."}, {"id": "mai-20260917-0922-baseline|c127-s3|xai-small|Zipkin", "prompt": "c127-s3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Zipkin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Jaeger/Zipkin (tracing-focused)"}, {"id": "mai-20260917-0922-baseline|c127-s3|xai-small|Grafana + Prometheus", "prompt": "c127-s3", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Grafana + Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Grafana + Prometheus (metrics-first)—zero cost but require more ops effort"}, {"id": "mai-20260917-0922-baseline|c127-s3|zai-small|Datadog", "prompt": "c127-s3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "→ Datadog or New Relic (start with New Relic's free tier)."}, {"id": "mai-20260917-0922-baseline|c127-s3|zai-small|New Relic", "prompt": "c127-s3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "→ Datadog or New Relic (start with New Relic's free tier)."}, {"id": "mai-20260917-0922-baseline|c127-s3|zai-small|AppSignal", "prompt": "c127-s3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You're a Ruby/Elixir shop and want transparent, request‑based pricing. → AppSignal."}, {"id": "mai-20260917-0922-baseline|c127-s3|zai-small|LogRocket", "prompt": "c127-s3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You need to see exactly what users see (session replay) and debug UX. → LogRocket"}, {"id": "mai-20260917-0922-baseline|c127-s3|zai-small|Scout Monitoring", "prompt": "c127-s3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Scout Monitoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You want a developer‑friendly, quick‑setup tool that bundles errors, traces, and logs → Scout Monitoring"}, {"id": "mai-20260917-0922-baseline|c127-s3|zai-small|Better Stack", "prompt": "c127-s3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You want RUM, uptime, and incident management in one place, with a generous free tier. → Better Stack."}, {"id": "mai-20260917-0922-baseline|c127-s3|zai-small|OpenTelemetry + Jaeger", "prompt": "c127-s3", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "comparative", "raw": "OpenTelemetry + Jaeger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "give you open‑source flexibility at the cost of operational overhead"}, {"id": "mai-20260917-0922-baseline|c127-s4|alibaba-small|SigNoz", "prompt": "c127-s4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SigNoz** (Best Open-Source / Self-Hosted Option)"}, {"id": "mai-20260917-0922-baseline|c127-s4|alibaba-small|New Relic", "prompt": "c127-s4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want minimal maintenance and low initial cost:** Start with **New Relic**’s free tier."}, {"id": "mai-20260917-0922-baseline|c127-s4|alibaba-small|Prometheus + Grafana", "prompt": "c127-s4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Both tools are **completely free and open-source**... Cons: Steep learning curve."}, {"id": "mai-20260917-0922-baseline|c127-s4|alibaba-small|Datadog", "prompt": "c127-s4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Expensive at scale. Only viable if you qualify for startup credits."}, {"id": "mai-20260917-0922-baseline|c127-s4|alibaba-small|UptimeRobot", "prompt": "c127-s4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "UptimeRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "add specific log monitoring or uptime checking tools (like UptimeRobot or Papertrail) separately"}, {"id": "mai-20260917-0922-baseline|c127-s4|alibaba-small|Papertrail", "prompt": "c127-s4", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Papertrail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "add specific log monitoring or uptime checking tools (like UptimeRobot or Papertrail) separately"}, {"id": "mai-20260917-0922-baseline|c127-s4|anthropic-small|OpenObserve", "prompt": "c127-s4", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OpenObserve is considered the best APM tool in 2026 for cost, offering 60-90% lower pricing than legacy vendors"}, {"id": "mai-20260917-0922-baseline|c127-s4|anthropic-small|Elastic APM", "prompt": "c127-s4", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Elastic APM is great for small to medium-sized companies that want a budget-friendly yet capable APM solution"}, {"id": "mai-20260917-0922-baseline|c127-s4|anthropic-small|New Relic", "prompt": "c127-s4", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "New Relic offers a 100 GB/month free data ingest that makes it accessible for smaller teams"}, {"id": "mai-20260917-0922-baseline|c127-s4|anthropic-small|Site24x7", "prompt": "c127-s4", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Site24x7 covers APM, RUM, synthetic monitoring, server, and cloud monitoring in one platform — without the enterprise price tag"}, {"id": "mai-20260917-0922-baseline|c127-s4|challenger-small|New Relic", "prompt": "c127-s4", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **New Relic’s free tier**"}, {"id": "mai-20260917-0922-baseline|c127-s4|challenger-small|Honeycomb", "prompt": "c127-s4", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Honeycomb** is a strong pick because it has a genuinely free tier"}, {"id": "mai-20260917-0922-baseline|c127-s4|challenger-small|SigNoz", "prompt": "c127-s4", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "budget-first alternatives mentioned in recent comparisons"}, {"id": "mai-20260917-0922-baseline|c127-s4|challenger-small|Grafana + Prometheus", "prompt": "c127-s4", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana + Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cheapest if you can self-host:** **SigNoz / Grafana + Prometheus / OpenObserve**"}, {"id": "mai-20260917-0922-baseline|c127-s4|challenger-small|OpenObserve", "prompt": "c127-s4", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "budget-first alternatives mentioned in recent comparisons"}, {"id": "mai-20260917-0922-baseline|c127-s4|challenger-small|Scout Monitoring", "prompt": "c127-s4", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Scout Monitoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best paid low-cost all-in-one:** **Scout Monitoring** or **Site24x7**"}, {"id": "mai-20260917-0922-baseline|c127-s4|challenger-small|Site24x7", "prompt": "c127-s4", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Scout Monitoring** or **Site24x7** for small teams that want straightforward setup and low entry pricing"}, {"id": "mai-20260917-0922-baseline|c127-s4|deepseek-small|New Relic", "prompt": "c127-s4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with New Relic's free tier — it gives you professional-grade APM with zero cost and scales as you grow"}, {"id": "mai-20260917-0922-baseline|c127-s4|deepseek-small|Atatus", "prompt": "c127-s4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Atatus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Atatus at $49/month** is the strongest value play"}, {"id": "mai-20260917-0922-baseline|c127-s4|deepseek-small|Site24x7 (Zoho)", "prompt": "c127-s4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Site24x7 (Zoho)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best all-in-one for small/mid teams"}, {"id": "mai-20260917-0922-baseline|c127-s4|deepseek-small|Prometheus + Grafana + Jaeger", "prompt": "c127-s4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Prometheus + Grafana + Jaeger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "zero licensing cost, but you must pay for infrastructure and engineer time to run and maintain them"}, {"id": "mai-20260917-0922-baseline|c127-s4|deepseek-small|Scouter / Stagemonitor", "prompt": "c127-s4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Scouter / Stagemonitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "free open-source options"}, {"id": "mai-20260917-0922-baseline|c127-s4|deepseek-small|Grafana Cloud", "prompt": "c127-s4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free tier | Good free metrics/logs/traces"}, {"id": "mai-20260917-0922-baseline|c127-s4|deepseek-small|Datadog", "prompt": "c127-s4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Datadog/Dynatrace for now, as their pricing can balloon quickly for small stacks"}, {"id": "mai-20260917-0922-baseline|c127-s4|deepseek-small|Dynatrace", "prompt": "c127-s4", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid Datadog/Dynatrace for now, as their pricing can balloon quickly for small stacks"}, {"id": "mai-20260917-0922-baseline|c127-s4|google-small|Datadog", "prompt": "c127-s4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid heavy, complex enterprise tools like Datadog or Dynatrace."}, {"id": "mai-20260917-0922-baseline|c127-s4|google-small|Dynatrace", "prompt": "c127-s4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid heavy, complex enterprise tools like Datadog or Dynatrace."}, {"id": "mai-20260917-0922-baseline|c127-s4|google-small|New Relic", "prompt": "c127-s4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "New Relic (Best for Tiny Teams of 1–2 Developers) ... arguably the most popular and generous free tier"}, {"id": "mai-20260917-0922-baseline|c127-s4|google-small|Honeycomb", "prompt": "c127-s4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Honeycomb (Best for Modern Tracing & Collaborative Teams)"}, {"id": "mai-20260917-0922-baseline|c127-s4|google-small|Grafana Cloud", "prompt": "c127-s4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Grafana Cloud (Best for Open Source Enthusiasts)"}, {"id": "mai-20260917-0922-baseline|c127-s4|google-small|SigNoz Cloud", "prompt": "c127-s4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SigNoz Cloud (Best \"Datadog Alternative\" with Flat Pricing)"}, {"id": "mai-20260917-0922-baseline|c127-s4|google-small|Sentry", "prompt": "c127-s4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Sentry (Best All-in-One for Error Tracking + Basic APM)"}, {"id": "mai-20260917-0922-baseline|c127-s4|google-small|Jaeger", "prompt": "c127-s4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Jaeger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "free\" self-hosted APM (like SigNoz OSS, Jaeger, or Elastic APM) ... For a small company, this is usually a trap."}, {"id": "mai-20260917-0922-baseline|c127-s4|google-small|Elastic APM", "prompt": "c127-s4", "model": "google-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Elastic APM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "self-hosted APM (like SigNoz OSS, Jaeger, or Elastic APM) ... this is usually a trap."}, {"id": "mai-20260917-0922-baseline|c127-s4|meta-small|New Relic", "prompt": "c127-s4", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "New Relic - Offers a generous perpetual free tier (100 GB/mo + 1 user) and powerful NRQL analytics."}, {"id": "mai-20260917-0922-baseline|c127-s4|meta-small|OpenObserve", "prompt": "c127-s4", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An open-source APM tool that is ideal for teams with tight budgets."}, {"id": "mai-20260917-0922-baseline|c127-s4|meta-small|Grafana Stack", "prompt": "c127-s4", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another open-source APM tool that is suitable for small companies."}, {"id": "mai-20260917-0922-baseline|c127-s4|meta-small|Elastic APM", "prompt": "c127-s4", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An open-source APM tool that is part of the Elastic Stack."}, {"id": "mai-20260917-0922-baseline|c127-s4|meta-small|Scout Monitoring", "prompt": "c127-s4", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Scout Monitoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers a free plan (300K transactions/month) and paid plans starting from $19/month."}, {"id": "mai-20260917-0922-baseline|c127-s4|minimax-small|New Relic", "prompt": "c127-s4", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ultimately, New Relic’s free tier is often the best starting point for small teams on a budget."}, {"id": "mai-20260917-0922-baseline|c127-s4|minimax-small|SigNoz", "prompt": "c127-s4", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SigNoz is a strong open-source alternative that you can self-host for free or use their affordable cloud plan starting at $49/month"}, {"id": "mai-20260917-0922-baseline|c127-s4|minimax-small|Datadog", "prompt": "c127-s4", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Datadog starts at $31/month and is known for ease of use, but the free tier is limited."}, {"id": "mai-20260917-0922-baseline|c127-s4|mistral-small|Honeycomb", "prompt": "c127-s4", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Honeycomb", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers a genuinely free tier with 20M events per month and unlimited users, making it ideal for startups and small businesses with limited budgets."}, {"id": "mai-20260917-0922-baseline|c127-s4|mistral-small|OpenObserve", "prompt": "c127-s4", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong open-source option that is cost-effective and suitable for tight budgets."}, {"id": "mai-20260917-0922-baseline|c127-s4|mistral-small|Grafana Stack", "prompt": "c127-s4", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another open-source solution that can be self-hosted, providing flexibility and no licensing costs."}, {"id": "mai-20260917-0922-baseline|c127-s4|mistral-small|Elastic APM", "prompt": "c127-s4", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "it offers a free tier and is scalable as your needs grow"}, {"id": "mai-20260917-0922-baseline|c127-s4|mistral-small|New Relic", "prompt": "c127-s4", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Provides a free tier and is often recommended for small tech businesses."}, {"id": "mai-20260917-0922-baseline|c127-s4|mistral-small|AppSignal", "prompt": "c127-s4", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Known for its ease of use and good value, with plans suitable for small teams."}, {"id": "mai-20260917-0922-baseline|c127-s4|mistral-small|LogRocket", "prompt": "c127-s4", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers a free plan and is highly rated for small tech businesses, especially for frontend monitoring."}, {"id": "mai-20260917-0922-baseline|c127-s4|moonshot-small|SigNoz", "prompt": "c127-s4", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SigNoz** (Best Overall for Budget-Conscious Teams)"}, {"id": "mai-20260917-0922-baseline|c127-s4|moonshot-small|Uptrace", "prompt": "c127-s4", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Uptrace** (Best Completely Free Option)"}, {"id": "mai-20260917-0922-baseline|c127-s4|moonshot-small|New Relic", "prompt": "c127-s4", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**New Relic** (Best Free Commercial Tier)"}, {"id": "mai-20260917-0922-baseline|c127-s4|moonshot-small|Grafana Stack", "prompt": "c127-s4", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Grafana Stack** (Prometheus + Grafana + Jaeger) - **Cost**: Free (open source)"}, {"id": "mai-20260917-0922-baseline|c127-s4|moonshot-small|Datadog", "prompt": "c127-s4", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Teams wanting a Datadog-like experience without the price tag"}, {"id": "mai-20260917-0922-baseline|c127-s4|openai-small|Grafana Cloud", "prompt": "c127-s4", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for tight budget:** **Grafana Cloud**"}, {"id": "mai-20260917-0922-baseline|c127-s4|openai-small|New Relic", "prompt": "c127-s4", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for easiest startup:** **New Relic**"}, {"id": "mai-20260917-0922-baseline|c127-s4|xai-small|SigNoz", "prompt": "c127-s4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall free/open-source option: SigNoz"}, {"id": "mai-20260917-0922-baseline|c127-s4|xai-small|New Relic", "prompt": "c127-s4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "SigNoz or New Relic's free tier are top picks for a small company on a tight budget."}, {"id": "mai-20260917-0922-baseline|c127-s4|xai-small|Elastic APM", "prompt": "c127-s4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Elastic APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Self-hosted free (w/ ELK) | Great if using Elasticsearch | Higher infra complexity"}, {"id": "mai-20260917-0922-baseline|c127-s4|xai-small|Grafana Cloud", "prompt": "c127-s4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good OSS stack (w/ Prometheus) | Metrics-focused, less APM depth"}, {"id": "mai-20260917-0922-baseline|c127-s4|xai-small|Datadog", "prompt": "c127-s4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for tight budgets: Datadog/New Relic paid tiers or Dynatrace—per-host/usage spikes costs."}, {"id": "mai-20260917-0922-baseline|c127-s4|xai-small|Dynatrace", "prompt": "c127-s4", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for tight budgets: Datadog/New Relic paid tiers or Dynatrace—per-host/usage spikes costs."}, {"id": "mai-20260917-0922-baseline|c127-s4|zai-small|SigNoz", "prompt": "c127-s4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best APM tool is **SigNoz** (self-hosted, free) if you have engineering time to run it"}, {"id": "mai-20260917-0922-baseline|c127-s4|zai-small|New Relic", "prompt": "c127-s4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **New Relic** (free tier) if you want a managed SaaS with zero setup cost"}, {"id": "mai-20260917-0922-baseline|c127-s4|zai-small|Uptrace", "prompt": "c127-s4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want zero cost and can run infrastructure:** go with **SigNoz** (self-hosted) or **Uptrace**."}, {"id": "mai-20260917-0922-baseline|c127-s4|zai-small|Apache SkyWalking", "prompt": "c127-s4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Apache SkyWalking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you're Java-heavy:** **Apache SkyWalking** provides a mature, free, self-hosted tracing solution."}, {"id": "mai-20260917-0922-baseline|c127-s4|zai-small|OpenObserve", "prompt": "c127-s4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OpenObserve** is a powerful open-source option."}, {"id": "mai-20260917-0922-baseline|c127-s4|zai-small|Grafana Cloud", "prompt": "c127-s4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**New Relic** (100 GB/month) or **Grafana Cloud** ... are your best bets"}, {"id": "mai-20260917-0922-baseline|c127-s4|zai-small|Honeycomb", "prompt": "c127-s4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Honeycomb** (20 M events/month free) is a strong contender"}, {"id": "mai-20260917-0922-baseline|c127-s4|zai-small|Datadog", "prompt": "c127-s4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Datadog is powerful but per-host pricing can add up quickly; its free tier is mostly for evaluation."}, {"id": "mai-20260917-0922-baseline|c127-s4|zai-small|AppDynamics", "prompt": "c127-s4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Per-host** | Datadog, AppDynamics, Dynatrace"}, {"id": "mai-20260917-0922-baseline|c127-s4|zai-small|Dynatrace", "prompt": "c127-s4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Per-host** | Datadog, AppDynamics, Dynatrace"}, {"id": "mai-20260917-0922-baseline|c127-s4|zai-small|Sentry", "prompt": "c127-s4", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Excellent error tracking, some performance monitoring | Error-focused monitoring"}, {"id": "mai-20260917-0922-baseline|c127-s5|alibaba-small|Dynatrace", "prompt": "c127-s5", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cannot afford the enterprise complexity and high cost of tools like Dynatrace or full-scale AppDynamics"}, {"id": "mai-20260917-0922-baseline|c127-s5|alibaba-small|AppDynamics", "prompt": "c127-s5", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cannot afford the enterprise complexity and high cost of tools like Dynatrace or full-scale AppDynamics"}, {"id": "mai-20260917-0922-baseline|c127-s5|alibaba-small|Datadog", "prompt": "c127-s5", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**The Industry Standard.** Great UI, massive integrations. | Excellent developer experience, but can become expensive."}, {"id": "mai-20260917-0922-baseline|c127-s5|alibaba-small|New Relic", "prompt": "c127-s5", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Their free tier is extremely generous for small teams, allowing long evaluation periods."}, {"id": "mai-20260917-0922-baseline|c127-s5|alibaba-small|Signoz", "prompt": "c127-s5", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Signoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If budget is tight, Signoz offers an open-source alternative to Datadog/New Relic."}, {"id": "mai-20260917-0922-baseline|c127-s5|alibaba-small|Honeycomb", "prompt": "c127-s5", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Honeycomb handles this better than traditional tools without breaking the bank."}, {"id": "mai-20260917-0922-baseline|c127-s5|alibaba-small|Instana", "prompt": "c127-s5", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fully autonomous setup. Ideal if you have very few DevOps staff but complex infrastructure."}, {"id": "mai-20260917-0922-baseline|c127-s5|deepseek-small|Datadog", "prompt": "c127-s5", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Smoothest day-to-day, but modular pricing adds up fast — watch it closely."}, {"id": "mai-20260917-0922-baseline|c127-s5|deepseek-small|New Relic", "prompt": "c127-s5", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "often the price-performance winner for mid-size teams; generous free tier (100GB free)"}, {"id": "mai-20260917-0922-baseline|c127-s5|deepseek-small|Sentry", "prompt": "c127-s5", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "great if you're developer-first and errors+tracing are your main need; not a full infra observability replacement"}, {"id": "mai-20260917-0922-baseline|c127-s5|deepseek-small|Grafana Cloud / OpenTelemetry stack", "prompt": "c127-s5", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Grafana Cloud / OpenTelemetry stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want minimal cost and maximum control, the OTel-native route (Tempo/Loki/Prometheus) can get you ~90% of APM at a fraction of the cost"}, {"id": "mai-20260917-0922-baseline|c127-s5|google-small|Sentry", "prompt": "c127-s5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "upgrading to their performance monitoring (APM) is a no-brainer. It is incredibly easy to set up... very predictable pricing model."}, {"id": "mai-20260917-0922-baseline|c127-s5|google-small|AppSignal", "prompt": "c127-s5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specifically built for small-to-medium businesses. They feature simple, transparent pricing"}, {"id": "mai-20260917-0922-baseline|c127-s5|google-small|Honeybadger", "prompt": "c127-s5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically built for small-to-medium businesses."}, {"id": "mai-20260917-0922-baseline|c127-s5|google-small|Scout APM", "prompt": "c127-s5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Scout APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically built for small-to-medium businesses."}, {"id": "mai-20260917-0922-baseline|c127-s5|google-small|New Relic", "prompt": "c127-s5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "highly competitive for small teams because of its **free tier**... However, costs can scale quickly"}, {"id": "mai-20260917-0922-baseline|c127-s5|google-small|Datadog", "prompt": "c127-s5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "proceed with caution**. Datadog's pricing is notoriously complex and easy to run up."}, {"id": "mai-20260917-0922-baseline|c127-s5|google-small|Grafana Cloud", "prompt": "c127-s5", "model": "google-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Grafana Cloud is incredibly cost-effective and has a highly generous free tier. The trade-off is a steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c127-s5|minimax-small|New Relic One", "prompt": "c127-s5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Datadog, New Relic One, Dynatrace are popular for mid-size teams"}, {"id": "mai-20260917-0922-baseline|c127-s5|minimax-small|Datadog", "prompt": "c127-s5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datadog, New Relic One, Dynatrace are popular for mid-size teams"}, {"id": "mai-20260917-0922-baseline|c127-s5|minimax-small|Dynatrace", "prompt": "c127-s5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Datadog, New Relic One, Dynatrace are popular for mid-size teams"}, {"id": "mai-20260917-0922-baseline|c127-s5|minimax-small|AppDynamics", "prompt": "c127-s5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "fill out for each candidate (e.g., New Relic One, Datadog, Dynatrace, AppDynamics, Elastic Observability, Splunk APM, Raygun, etc.)"}, {"id": "mai-20260917-0922-baseline|c127-s5|minimax-small|Elastic Observability", "prompt": "c127-s5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Elastic Observability, Splunk APM, Raygun, etc."}, {"id": "mai-20260917-0922-baseline|c127-s5|minimax-small|Splunk APM", "prompt": "c127-s5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Splunk APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Elastic Observability, Splunk APM, Raygun, etc."}, {"id": "mai-20260917-0922-baseline|c127-s5|minimax-small|Raygun", "prompt": "c127-s5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Raygun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Elastic Observability, Splunk APM, Raygun, etc."}, {"id": "mai-20260917-0922-baseline|c127-s5|minimax-small|Prometheus", "prompt": "c127-s5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "open-source combos like Prometheus + Grafana + Jaeger work if you have the ops bandwidth"}, {"id": "mai-20260917-0922-baseline|c127-s5|minimax-small|Grafana", "prompt": "c127-s5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "open-source combos like Prometheus + Grafana + Jaeger"}, {"id": "mai-20260917-0922-baseline|c127-s5|minimax-small|Jaeger", "prompt": "c127-s5", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Jaeger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "open-source combos like Prometheus + Grafana + Jaeger"}, {"id": "mai-20260917-0922-baseline|c127-s5|mistral-small|Datadog", "prompt": "c127-s5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Datadog** | Full-stack observability | 14-day trial, generous free tier | High | Excellent |"}, {"id": "mai-20260917-0922-baseline|c127-s5|mistral-small|New Relic", "prompt": "c127-s5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **New Relic** | Full-stack, developer-friendly | Free tier (100GB data/month) | High | Excellent |"}, {"id": "mai-20260917-0922-baseline|c127-s5|mistral-small|Dynatrace", "prompt": "c127-s5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Dynatrace** | AI-powered, auto-discovery | 15-day trial | Medium | Excellent |"}, {"id": "mai-20260917-0922-baseline|c127-s5|mistral-small|Elastic APM", "prompt": "c127-s5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Elastic APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Elastic APM** | Open-source, cost-effective | Free | Medium | Good |"}, {"id": "mai-20260917-0922-baseline|c127-s5|mistral-small|AppDynamics (Cisco)", "prompt": "c127-s5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "AppDynamics (Cisco)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **AppDynamics (Cisco)** | Enterprise-grade | Trial only | Medium | Excellent |"}, {"id": "mai-20260917-0922-baseline|c127-s5|mistral-small|Sentry", "prompt": "c127-s5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Sentry** | Error tracking + performance | Free tier | High | Good |"}, {"id": "mai-20260917-0922-baseline|c127-s5|mistral-small|Grafana Cloud", "prompt": "c127-s5", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Grafana Cloud** | Open-source + cloud | Free tier | Medium | Good |"}, {"id": "mai-20260917-0922-baseline|c127-s5|moonshot-small|New Relic", "prompt": "c127-s5", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If budget is tight**: Start with **New Relic's free tier** (100 GB/month) or **SigNoz** (open-source, self-hosted)"}, {"id": "mai-20260917-0922-baseline|c127-s5|moonshot-small|SigNoz", "prompt": "c127-s5", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **New Relic's free tier** (100 GB/month) or **SigNoz** (open-source, self-hosted)"}, {"id": "mai-20260917-0922-baseline|c127-s5|moonshot-small|Atatus", "prompt": "c127-s5", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Atatus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Atatus** | $49/month | All-in-one value | Limited free tier"}, {"id": "mai-20260917-0922-baseline|c127-s5|moonshot-small|Site24x7", "prompt": "c127-s5", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you want simplicity**: **Site24x7** bundles APM, infrastructure, and RUM at affordable rates"}, {"id": "mai-20260917-0922-baseline|c127-s5|moonshot-small|Datadog", "prompt": "c127-s5", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you need enterprise features**: **Datadog** or **New Relic** offer comprehensive platforms that scale"}, {"id": "mai-20260917-0922-baseline|c127-s5|xai-small|New Relic", "prompt": "c127-s5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Popular options for teams your size include New Relic (generous free tier)"}, {"id": "mai-20260917-0922-baseline|c127-s5|xai-small|Scout APM", "prompt": "c127-s5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Scout APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Scout APM ($19/mo starter)"}, {"id": "mai-20260917-0922-baseline|c127-s5|xai-small|SigNoz", "prompt": "c127-s5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SigNoz (affordable cloud for startups under 30 people)"}, {"id": "mai-20260917-0922-baseline|c127-s5|xai-small|Datadog", "prompt": "c127-s5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Datadog (usage-based but pricier)"}, {"id": "mai-20260917-0922-baseline|c127-s5|xai-small|Grafana with OpenTelemetry", "prompt": "c127-s5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Grafana with OpenTelemetry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Grafana with OpenTelemetry (self-hosted free options)"}, {"id": "mai-20260917-0922-baseline|c127-s5|xai-small|AppDynamics", "prompt": "c127-s5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "buyer guides from New Relic/AppDynamics"}, {"id": "mai-20260917-0922-baseline|c127-s5|xai-small|Prometheus", "prompt": "c127-s5", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Grafana + Prometheus**  | Free (cloud ~$3/host) | Yes      | Self-hosted budgets"}, {"id": "mai-20260917-0922-baseline|c127-s5|zai-small|Datadog", "prompt": "c127-s5", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "≈$35–$58/month per host (Datadog $35, Dynatrace ~$58, Splunk APM $55)"}, {"id": "mai-20260917-0922-baseline|c127-s5|zai-small|Dynatrace", "prompt": "c127-s5", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Dynatrace ~$58"}, {"id": "mai-20260917-0922-baseline|c127-s5|zai-small|Splunk APM", "prompt": "c127-s5", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Splunk APM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Splunk APM $55"}, {"id": "mai-20260917-0922-baseline|c127-s5|zai-small|New Relic", "prompt": "c127-s5", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "≈$0.40–$0.45/GB (New Relic $0.40, Grafana Tempo $0.45)"}, {"id": "mai-20260917-0922-baseline|c127-s5|zai-small|Grafana Tempo", "prompt": "c127-s5", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "scale", "raw": "Grafana Tempo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Grafana Tempo $0.45"}, {"id": "mai-20260917-0922-baseline|c127-s6|alibaba-small|Dynatrace", "prompt": "c127-s6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Heavyweight Enterprise Solutions (The \"Overkill\" Trap) ... Examples: Dynatrace, AppDynamics (Cisco). Why Avoid/Caution"}, {"id": "mai-20260917-0922-baseline|c127-s6|alibaba-small|AppDynamics", "prompt": "c127-s6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples: Dynatrace, AppDynamics (Cisco). Why Avoid/Caution"}, {"id": "mai-20260917-0922-baseline|c127-s6|alibaba-small|The ELK Stack", "prompt": "c127-s6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "The ELK Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Self-Hosted \"Do-It-Yourself\" Stacks ... Examples: The ELK Stack ... Why Avoid/Caution: Maintenance Overhead"}, {"id": "mai-20260917-0922-baseline|c127-s6|alibaba-small|Prometheus + Grafana", "prompt": "c127-s6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Examples: The ELK Stack ..., Prometheus + Grafana (self-hosted), Zabbix. Why Avoid/Caution"}, {"id": "mai-20260917-0922-baseline|c127-s6|alibaba-small|Zabbix", "prompt": "c127-s6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Examples: ... Zabbix. Why Avoid/Caution: Maintenance Overhead"}, {"id": "mai-20260917-0922-baseline|c127-s6|alibaba-small|Datadog", "prompt": "c127-s6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Datadog (specifically when unmanaged) ... Why Caution Is Needed: Pricing Complexity"}, {"id": "mai-20260917-0922-baseline|c127-s6|alibaba-small|New Relic", "prompt": "c127-s6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "New Relic (consumption tier) ... Why Caution Is Needed"}, {"id": "mai-20260917-0922-baseline|c127-s6|alibaba-small|Scout APM", "prompt": "c127-s6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Scout APM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Better Alternatives to Consider: Scout APM (great for Ruby/Rails)"}, {"id": "mai-20260917-0922-baseline|c127-s6|alibaba-small|APM by Corvus Logic", "prompt": "c127-s6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "APM by Corvus Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Better Alternatives to Consider: Scout APM ..., APM by Corvus Logic, Rollbar (error-focused)"}, {"id": "mai-20260917-0922-baseline|c127-s6|alibaba-small|Rollbar", "prompt": "c127-s6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Rollbar (error-focused)"}, {"id": "mai-20260917-0922-baseline|c127-s6|alibaba-small|Sentry", "prompt": "c127-s6", "model": "alibaba-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "or the simpler tiers of New Relic and Sentry"}, {"id": "mai-20260917-0922-baseline|c127-s6|anthropic-small|Dynatrace", "prompt": "c127-s6", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Dynatrace is usually the most expensive application performance monitoring software... It can be pricey for smaller teams"}, {"id": "mai-20260917-0922-baseline|c127-s6|anthropic-small|Datadog APM", "prompt": "c127-s6", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog APM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Datadog APM starts at $31/host/month; a 100-host team pays $3,100/month in APM charges alone... surprise invoices"}, {"id": "mai-20260917-0922-baseline|c127-s6|anthropic-small|AppDynamics", "prompt": "c127-s6", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "pricing can be prohibitive for smaller companies"}, {"id": "mai-20260917-0922-baseline|c127-s6|anthropic-small|New Relic", "prompt": "c127-s6", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "tools like New Relic and AppSignal that offer affordable plans for startups and SMBs"}, {"id": "mai-20260917-0922-baseline|c127-s6|anthropic-small|AppSignal", "prompt": "c127-s6", "model": "anthropic-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "tools like New Relic and AppSignal that offer affordable plans for startups and SMBs"}, {"id": "mai-20260917-0922-baseline|c127-s6|challenger-small|Dynatrace", "prompt": "c127-s6", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "being especially careful with **Dynatrace**, **AppDynamics**, **Lightstep**"}, {"id": "mai-20260917-0922-baseline|c127-s6|challenger-small|AppDynamics", "prompt": "c127-s6", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Dynatrace** and **AppDynamics** for very small startups, which one source explicitly labels as \"overkill.\""}, {"id": "mai-20260917-0922-baseline|c127-s6|challenger-small|Lightstep", "prompt": "c127-s6", "model": "challenger-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Lightstep", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Lightstep** should be avoided because ServiceNow announced end-of-life effective March 1, 2026"}, {"id": "mai-20260917-0922-baseline|c127-s6|deepseek-small|Datadog", "prompt": "c127-s6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The most frequently flagged as risky for small businesses... usage-based billing can surprise you badly"}, {"id": "mai-20260917-0922-baseline|c127-s6|deepseek-small|Dynatrace", "prompt": "c127-s6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "tools to be most cautious about as a small business are Datadog and Dynatrace first"}, {"id": "mai-20260917-0922-baseline|c127-s6|deepseek-small|AppDynamics", "prompt": "c127-s6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "then AppDynamics and Instana — mainly because of usage-based pricing blowups, enterprise-oriented licensing models"}, {"id": "mai-20260917-0922-baseline|c127-s6|deepseek-small|IBM Instana", "prompt": "c127-s6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "IBM Instana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "pricing structure feels designed for enterprise scale — the per-host, per-agent model adds up quickly"}, {"id": "mai-20260917-0922-baseline|c127-s6|deepseek-small|New Relic", "prompt": "c127-s6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**New Relic** (100GB/month free tier) or **Grafana Cloud** for pre-seed/seed teams"}, {"id": "mai-20260917-0922-baseline|c127-s6|deepseek-small|Grafana Cloud", "prompt": "c127-s6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**New Relic** (100GB/month free tier) or **Grafana Cloud** for pre-seed/seed teams"}, {"id": "mai-20260917-0922-baseline|c127-s6|deepseek-small|Sentry", "prompt": "c127-s6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Sentry for developer-focused error tracking (though it has its own cost complaints at higher volumes)"}, {"id": "mai-20260917-0922-baseline|c127-s6|deepseek-small|SigNoz", "prompt": "c127-s6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Open-source/self-hosted options like SigNoz or Elastic APM that avoid unpredictable licensing"}, {"id": "mai-20260917-0922-baseline|c127-s6|deepseek-small|Elastic APM", "prompt": "c127-s6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Open-source/self-hosted options like SigNoz or Elastic APM that avoid unpredictable licensing"}, {"id": "mai-20260917-0922-baseline|c127-s6|deepseek-small|Site24x7", "prompt": "c127-s6", "model": "deepseek-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Site24x7 (from Zoho) noted as a good all-in-one value for small/mid teams"}, {"id": "mai-20260917-0922-baseline|c127-s6|google-small|Datadog", "prompt": "c127-s6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Unless you have a dedicated engineer who constantly monitors, filters, and manages your Datadog telemetry to keep costs in check, avoid it."}, {"id": "mai-20260917-0922-baseline|c127-s6|google-small|Dynatrace", "prompt": "c127-s6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** ... Opaque, Sales-Driven Pricing"}, {"id": "mai-20260917-0922-baseline|c127-s6|google-small|AppDynamics (Splunk)", "prompt": "c127-s6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics (Splunk)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The \"Enterprise Overkill\" Giants: **Dynatrace & AppDynamics (Splunk)**"}, {"id": "mai-20260917-0922-baseline|c127-s6|google-small|Prometheus", "prompt": "c127-s6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid self-hosting unless you have a dedicated infrastructure engineer."}, {"id": "mai-20260917-0922-baseline|c127-s6|google-small|Grafana", "prompt": "c127-s6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Running and scaling a self-hosted Prometheus, Grafana, or Jaeger instance requires you to manage your own database storage"}, {"id": "mai-20260917-0922-baseline|c127-s6|google-small|Jaeger", "prompt": "c127-s6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Jaeger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Running and scaling a self-hosted Prometheus, Grafana, or Jaeger instance requires you to manage your own database storage"}, {"id": "mai-20260917-0922-baseline|c127-s6|google-small|SolarWinds", "prompt": "c127-s6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid legacy suites. They do not move at the speed of a modern, agile small business."}, {"id": "mai-20260917-0922-baseline|c127-s6|google-small|Broadcom DX APM", "prompt": "c127-s6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Broadcom DX APM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid legacy suites. They do not move at the speed of a modern, agile small business."}, {"id": "mai-20260917-0922-baseline|c127-s6|google-small|Sentry", "prompt": "c127-s6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Excellent, affordable, and lightweight platforms that combine error tracking with basic performance monitoring."}, {"id": "mai-20260917-0922-baseline|c127-s6|google-small|Rollbar", "prompt": "c127-s6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Sentry / Rollbar:** Excellent, affordable, and lightweight platforms"}, {"id": "mai-20260917-0922-baseline|c127-s6|google-small|Scout APM", "prompt": "c127-s6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Scout APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Specifically designed for simplicity and ease of use, with highly predictable monthly pricing models tailored to smaller teams."}, {"id": "mai-20260917-0922-baseline|c127-s6|google-small|AppSignal", "prompt": "c127-s6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Scout APM / AppSignal:** Specifically designed for simplicity and ease of use"}, {"id": "mai-20260917-0922-baseline|c127-s6|google-small|Honeycomb", "prompt": "c127-s6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Great if you want cutting-edge observability with a pricing model based on event volume rather than host count."}, {"id": "mai-20260917-0922-baseline|c127-s6|google-small|SigNoz Cloud", "prompt": "c127-s6", "model": "google-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SigNoz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Managed OpenTelemetry (e.g., SigNoz Cloud)"}, {"id": "mai-20260917-0922-baseline|c127-s6|meta-small|Dynatrace", "prompt": "c127-s6", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Dynatrace and AppDynamics, which are considered overkill for startups with less than 10 servers."}, {"id": "mai-20260917-0922-baseline|c127-s6|meta-small|AppDynamics", "prompt": "c127-s6", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Dynatrace and AppDynamics, which are considered overkill for startups with less than 10 servers."}, {"id": "mai-20260917-0922-baseline|c127-s6|meta-small|Sentry", "prompt": "c127-s6", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Sentry, which is considered expensive for small projects, with limited plan options and high entry costs."}, {"id": "mai-20260917-0922-baseline|c127-s6|meta-small|Grafana Cloud", "prompt": "c127-s6", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Grafana Cloud, which can be costly for smaller businesses and/or when scaling, and has a steep learning curve"}, {"id": "mai-20260917-0922-baseline|c127-s6|meta-small|New Relic", "prompt": "c127-s6", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "New Relic, which offers a free tier and is considered a good choice for startups."}, {"id": "mai-20260917-0922-baseline|c127-s6|meta-small|SigNoz", "prompt": "c127-s6", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SigNoz, which is self-hosted and considered a cost-conscious alternative for scale-ups."}, {"id": "mai-20260917-0922-baseline|c127-s6|meta-small|Datadog", "prompt": "c127-s6", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Datadog, which is considered a comprehensive platform and a good choice for scale-ups."}, {"id": "mai-20260917-0922-baseline|c127-s6|meta-small|Elastic APM", "prompt": "c127-s6", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Elastic APM, which is completely free and open source"}, {"id": "mai-20260917-0922-baseline|c127-s6|meta-small|Scout Monitoring", "prompt": "c127-s6", "model": "meta-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Scout Monitoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "a good choice for small teams wanting one tool for errors, logs, and traces"}, {"id": "mai-20260917-0922-baseline|c127-s6|minimax-small|Datadog", "prompt": "c127-s6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid or Be Cautious About ... **Datadog** - **Biggest concern**: Usage-based pricing can skyrockets unexpectedly"}, {"id": "mai-20260917-0922-baseline|c127-s6|minimax-small|Dynatrace", "prompt": "c127-s6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Most expensive commercial APM at scale**"}, {"id": "mai-20260917-0922-baseline|c127-s6|minimax-small|AppDynamics", "prompt": "c127-s6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Can cost $50K-$120K per year before custom metrics and synthetic checks add overage"}, {"id": "mai-20260917-0922-baseline|c127-s6|minimax-small|Sentry", "prompt": "c127-s6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sentry** - Free tier for small projects, error-first workflow focus"}, {"id": "mai-20260917-0922-baseline|c127-s6|minimax-small|Grafana Cloud", "prompt": "c127-s6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free tier available, open-source flexible stack"}, {"id": "mai-20260917-0922-baseline|c127-s6|minimax-small|New Relic", "prompt": "c127-s6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free tier, more cost-predictable pricing"}, {"id": "mai-20260917-0922-baseline|c127-s6|minimax-small|SigNoz", "prompt": "c127-s6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source, OTel-first, per-GB ingested pricing"}, {"id": "mai-20260917-0922-baseline|c127-s6|minimax-small|CubeAPM", "prompt": "c127-s6", "model": "minimax-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Self-hosted options for cost control"}, {"id": "mai-20260917-0922-baseline|c127-s6|mistral-small|Dynatrace", "prompt": "c127-s6", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like **Dynatrace** and **AppDynamics** are powerful but often come with high costs, complex setups"}, {"id": "mai-20260917-0922-baseline|c127-s6|mistral-small|AppDynamics", "prompt": "c127-s6", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like **Dynatrace** and **AppDynamics** are powerful but often come with high costs, complex setups"}, {"id": "mai-20260917-0922-baseline|c127-s6|mistral-small|Sentry", "prompt": "c127-s6", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Sentry**, are criticized for being expensive, especially as usage grows"}, {"id": "mai-20260917-0922-baseline|c127-s6|mistral-small|New Relic", "prompt": "c127-s6", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Better Alternatives for Small Businesses: **New Relic** (free tier available)"}, {"id": "mai-20260917-0922-baseline|c127-s6|mistral-small|SigNoz", "prompt": "c127-s6", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SigNoz** (self-hosted, cost-conscious)"}, {"id": "mai-20260917-0922-baseline|c127-s6|mistral-small|Elastic APM", "prompt": "c127-s6", "model": "mistral-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Elastic APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Elastic APM** (free and open source, if you already use the Elastic Stack)"}, {"id": "mai-20260917-0922-baseline|c127-s6|moonshot-small|AppDynamics", "prompt": "c127-s6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** Consistently cited as one of the most expensive APM solutions on the market"}, {"id": "mai-20260917-0922-baseline|c127-s6|moonshot-small|Dynatrace", "prompt": "c127-s6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** Premium pricing ... makes it inaccessible for small teams"}, {"id": "mai-20260917-0922-baseline|c127-s6|moonshot-small|Datadog", "prompt": "c127-s6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why to be cautious:** Usage-based pricing is the #1 complaint"}, {"id": "mai-20260917-0922-baseline|c127-s6|moonshot-small|Splunk Observability", "prompt": "c127-s6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Splunk Observability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why to be cautious:** One of the most complex pricing structures in the industry"}, {"id": "mai-20260917-0922-baseline|c127-s6|moonshot-small|Sentry", "prompt": "c127-s6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "users report pricing issues and frequent error budget exhaustion"}, {"id": "mai-20260917-0922-baseline|c127-s6|moonshot-small|Scout Monitoring", "prompt": "c127-s6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Scout Monitoring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Better alternatives** for small businesses include: Scout Monitoring ($19/month, 5-minute setup)"}, {"id": "mai-20260917-0922-baseline|c127-s6|moonshot-small|AppSignal", "prompt": "c127-s6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AppSignal ($25/month, free tier available)"}, {"id": "mai-20260917-0922-baseline|c127-s6|moonshot-small|SigNoz", "prompt": "c127-s6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SigNoz (open-source, self-hosted option)"}, {"id": "mai-20260917-0922-baseline|c127-s6|moonshot-small|Honeybadger", "prompt": "c127-s6", "model": "moonshot-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Honeybadger ($49/month)"}, {"id": "mai-20260917-0922-baseline|c127-s6|openai-small|Datadog", "prompt": "c127-s6", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "powerful, but often a caution flag for small businesses because pricing can become hard to forecast"}, {"id": "mai-20260917-0922-baseline|c127-s6|openai-small|Dynatrace", "prompt": "c127-s6", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "commitment-based pricing and enterprise orientation can make it a heavier fit for small teams"}, {"id": "mai-20260917-0922-baseline|c127-s6|openai-small|Cisco AppDynamics", "prompt": "c127-s6", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Cisco AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more enterprise-oriented and can be expensive/complex relative to small-business needs"}, {"id": "mai-20260917-0922-baseline|c127-s6|openai-small|Grafana Cloud APM / Application Observability", "prompt": "c127-s6", "model": "openai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana Cloud APM / Application Observability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "worth caution if you expect fast growth in telemetry volume"}, {"id": "mai-20260917-0922-baseline|c127-s6|xai-small|Dynatrace", "prompt": "c127-s6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid or Approach with Caution: **Dynatrace**: Frequently called out as enterprise-focused and \"overkill\" for startups/SMBs"}, {"id": "mai-20260917-0922-baseline|c127-s6|xai-small|AppDynamics (Cisco AppDynamics)", "prompt": "c127-s6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics (Cisco AppDynamics)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid for tiny/budget-conscious businesses—premium editions run $60–$90/CPU core/month"}, {"id": "mai-20260917-0922-baseline|c127-s6|xai-small|Datadog APM", "prompt": "c127-s6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog APM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "High risk of \"bill shock\" from usage-based pricing... Overwhelming UI and agent overhead for small teams."}, {"id": "mai-20260917-0922-baseline|c127-s6|xai-small|New Relic", "prompt": "c127-s6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Generous free tier (100GB/month ingest forever) | Free / $0.40/GB after | Full-stack, scales cheaply initially"}, {"id": "mai-20260917-0922-baseline|c127-s6|xai-small|Scout APM", "prompt": "c127-s6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Scout APM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Built for small teams; errors/logs/traces in one | Free / $19/mo | 5-min setup, no per-seat costs"}, {"id": "mai-20260917-0922-baseline|c127-s6|xai-small|SigNoz", "prompt": "c127-s6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Open-source, self-hosted; cost-conscious | Free (self-host) | OTel-native, no vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c127-s6|xai-small|AppSignal", "prompt": "c127-s6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Ruby/Elixir focus; simple APM + metrics | Free / $25/mo"}, {"id": "mai-20260917-0922-baseline|c127-s6|xai-small|Sentry", "prompt": "c127-s6", "model": "xai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Error-focused; easy for devs | Free tier | Quick debugging, budget-friendly"}, {"id": "mai-20260917-0922-baseline|c127-s6|zai-small|Datadog", "prompt": "c127-s6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "steer clear of heavyweight enterprise APM tools (Datadog, New Relic, Dynatrace, AppDynamics, IBM Instana)"}, {"id": "mai-20260917-0922-baseline|c127-s6|zai-small|New Relic", "prompt": "c127-s6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "steer clear of heavyweight enterprise APM tools (Datadog, New Relic, Dynatrace, AppDynamics, IBM Instana)"}, {"id": "mai-20260917-0922-baseline|c127-s6|zai-small|Dynatrace", "prompt": "c127-s6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Premium pricing; often the most expensive commercial APM ... Overkill unless you have a dedicated ops team"}, {"id": "mai-20260917-0922-baseline|c127-s6|zai-small|AppDynamics", "prompt": "c127-s6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise focus; unnecessary complexity for small teams"}, {"id": "mai-20260917-0922-baseline|c127-s6|zai-small|IBM Instana", "prompt": "c127-s6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "IBM Instana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Too complex for small organizations without dedicated ops staff"}, {"id": "mai-20260917-0922-baseline|c127-s6|zai-small|Splunk", "prompt": "c127-s6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Overly complex, enterprise-grade APM platforms (Datadog, New Relic, Dynatrace, AppDynamics, IBM Instana, Splunk)"}, {"id": "mai-20260917-0922-baseline|c127-s6|zai-small|PRTG", "prompt": "c127-s6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "PRTG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "all-in-one infrastructure monitors (PRTG, Dotcom-Monitor, Uptrends)"}, {"id": "mai-20260917-0922-baseline|c127-s6|zai-small|Dotcom-Monitor", "prompt": "c127-s6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Dotcom-Monitor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Overkill for simple uptime; higher cost for comprehensive features"}, {"id": "mai-20260917-0922-baseline|c127-s6|zai-small|Uptrends", "prompt": "c127-s6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Uptrends", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Often flagged as not ideal for tight budgets or simple website monitoring"}, {"id": "mai-20260917-0922-baseline|c127-s6|zai-small|Prometheus + Grafana + Loki + Tempo", "prompt": "c127-s6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Prometheus + Grafana + Loki + Tempo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "powerful, but high integration cost and maintenance burden"}, {"id": "mai-20260917-0922-baseline|c127-s6|zai-small|Grafana Cloud", "prompt": "c127-s6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "cheaper for smaller businesses than Datadog, but still has a learning curve and can get costly"}, {"id": "mai-20260917-0922-baseline|c127-s6|zai-small|Sentry", "prompt": "c127-s6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "error tracking with a free tier; simple setup"}, {"id": "mai-20260917-0922-baseline|c127-s6|zai-small|ScoutAPM", "prompt": "c127-s6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "ScoutAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "aimed at 2-20 person teams; 5-minute setup, no DevOps required"}, {"id": "mai-20260917-0922-baseline|c127-s6|zai-small|Tracekit", "prompt": "c127-s6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "Tracekit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "OpenTelemetry-native, request-based pricing, simple onboarding"}, {"id": "mai-20260917-0922-baseline|c127-s6|zai-small|SigNoz", "prompt": "c127-s6", "model": "zai-small", "cat": "application-performance-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "open-source/self-hosted options for cost-conscious teams"}, {"id": "mai-20260917-0922-baseline|c128-l1|alibaba-small|Splunk", "prompt": "c128-l1", "model": "alibaba-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Splunk is widely considered the industry standard for enterprise log management, particularly for security operations centers (SOCs)."}, {"id": "mai-20260917-0922-baseline|c128-l1|alibaba-small|Elastic Stack (Elasticsearch + Logstash + Kibana)", "prompt": "c128-l1", "model": "alibaba-small", "cat": "log-management", "variant": "direct", "raw": "Elastic Stack (Elasticsearch + Logstash + Kibana)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Elastic if you are a data-heavy organization or have a strong DevOps team capable of managing the infrastructure."}, {"id": "mai-20260917-0922-baseline|c128-l1|alibaba-small|Datadog", "prompt": "c128-l1", "model": "alibaba-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most modern B2B startups today gravitate toward **Datadog** for ease of use and developer velocity"}, {"id": "mai-20260917-0922-baseline|c128-l1|alibaba-small|Microsoft Sentinel", "prompt": "c128-l1", "model": "alibaba-small", "cat": "log-management", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Sentinel if your identity management and cloud infrastructure run primarily on Azure/Microsoft ecosystems."}, {"id": "mai-20260917-0922-baseline|c128-l1|alibaba-small|Grafana Loki", "prompt": "c128-l1", "model": "alibaba-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Loki if you are budget-conscious and operate entirely within a Kubernetes environment."}, {"id": "mai-20260917-0922-baseline|c128-l1|anthropic-small|Datadog", "prompt": "c128-l1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Splunk** or **Datadog** are typically the safest choices"}, {"id": "mai-20260917-0922-baseline|c128-l1|anthropic-small|Splunk", "prompt": "c128-l1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Splunk** or **Datadog** are typically the safest choices"}, {"id": "mai-20260917-0922-baseline|c128-l1|anthropic-small|ELK Stack (Elasticsearch, Logstash, Kibana)", "prompt": "c128-l1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "ELK Stack (Elasticsearch, Logstash, Kibana)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Open-source solution offering flexibility and cost-effectiveness for organizations with technical resources."}, {"id": "mai-20260917-0922-baseline|c128-l1|anthropic-small|New Relic", "prompt": "c128-l1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Full observability platform with strong log management capabilities"}, {"id": "mai-20260917-0922-baseline|c128-l1|anthropic-small|Sumo Logic", "prompt": "c128-l1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sumo Logic** is increasingly popular for cloud-native deployments"}, {"id": "mai-20260917-0922-baseline|c128-l1|anthropic-small|Dynatrace", "prompt": "c128-l1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-grade observability with AI-powered log analysis."}, {"id": "mai-20260917-0922-baseline|c128-l1|challenger-small|Elastic Observability", "prompt": "c128-l1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "Elastic Observability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best single default choice is **Elastic Observability**"}, {"id": "mai-20260917-0922-baseline|c128-l1|challenger-small|Datadog", "prompt": "c128-l1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want **unified observability** across logs, metrics, and traces"}, {"id": "mai-20260917-0922-baseline|c128-l1|challenger-small|Microsoft Sentinel", "prompt": "c128-l1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong option if your enterprise is heavily invested in the Microsoft security ecosystem"}, {"id": "mai-20260917-0922-baseline|c128-l1|challenger-small|Splunk", "prompt": "c128-l1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Splunk** if security/compliance depth and enterprise maturity are more important than cost"}, {"id": "mai-20260917-0922-baseline|c128-l1|challenger-small|Cribl", "prompt": "c128-l1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "Cribl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if your main issue is **telemetry routing, cost control, and avoiding vendor lock-in**"}, {"id": "mai-20260917-0922-baseline|c128-l1|challenger-small|OpenObserve", "prompt": "c128-l1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "attractive if **high-volume retention and low storage cost** are the top priorities"}, {"id": "mai-20260917-0922-baseline|c128-l1|deepseek-small|Splunk", "prompt": "c128-l1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest trialing **Splunk** and **Datadog** (the two market leaders for large organizations)"}, {"id": "mai-20260917-0922-baseline|c128-l1|deepseek-small|Datadog", "prompt": "c128-l1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest trialing **Splunk** and **Datadog** (the two market leaders for large organizations)"}, {"id": "mai-20260917-0922-baseline|c128-l1|deepseek-small|Elastic Observability (ELK)", "prompt": "c128-l1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "Elastic Observability (ELK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong open-source foundation ... Requires more operational expertise to run."}, {"id": "mai-20260917-0922-baseline|c128-l1|deepseek-small|Dynatrace", "prompt": "c128-l1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for complex enterprise architectures with AI-assisted log analysis"}, {"id": "mai-20260917-0922-baseline|c128-l1|deepseek-small|New Relic", "prompt": "c128-l1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A solid managed observability option that's developer-friendly"}, {"id": "mai-20260917-0922-baseline|c128-l1|deepseek-small|Cribl", "prompt": "c128-l1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "Cribl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider **Cribl** in front of any of the above"}, {"id": "mai-20260917-0922-baseline|c128-l1|deepseek-small|Loki", "prompt": "c128-l1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "evaluate open-source options (Elastic, Loki, Graylog, OpenObserve)"}, {"id": "mai-20260917-0922-baseline|c128-l1|deepseek-small|Graylog", "prompt": "c128-l1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "evaluate open-source options (Elastic, Loki, Graylog, OpenObserve)"}, {"id": "mai-20260917-0922-baseline|c128-l1|deepseek-small|OpenObserve", "prompt": "c128-l1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or **OpenObserve** if cost is paramount"}, {"id": "mai-20260917-0922-baseline|c128-l1|deepseek-small|Coralogix", "prompt": "c128-l1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "or Coralogix for cost control"}, {"id": "mai-20260917-0922-baseline|c128-l1|google-small|Datadog", "prompt": "c128-l1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Developer Velocity & Unified Observability: **Datadog** ... remains the market leader for correlation"}, {"id": "mai-20260917-0922-baseline|c128-l1|google-small|Dynatrace", "prompt": "c128-l1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Alternative in this category:* **Dynatrace**."}, {"id": "mai-20260917-0922-baseline|c128-l1|google-small|Splunk", "prompt": "c128-l1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for Security, SIEM & Enterprise Compliance: **Splunk** ... is the gold standard."}, {"id": "mai-20260917-0922-baseline|c128-l1|google-small|Grafana Loki", "prompt": "c128-l1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Loki offers massive cost savings"}, {"id": "mai-20260917-0922-baseline|c128-l1|google-small|Logz.io", "prompt": "c128-l1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Logz.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Logz.io is a fully managed SaaS ... cost-predictable"}, {"id": "mai-20260917-0922-baseline|c128-l1|google-small|Coralogix", "prompt": "c128-l1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Utilizes a unique \"Streama\" architecture ... highly predictable monthly budgets"}, {"id": "mai-20260917-0922-baseline|c128-l1|google-small|OpenObserve", "prompt": "c128-l1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "index-free observability platform that has gained massive traction for high-scale enterprise workloads"}, {"id": "mai-20260917-0922-baseline|c128-l1|google-small|Cribl Stream", "prompt": "c128-l1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Cribl Stream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Implement Cribl Stream first** if your current log management bill is skyrocketing"}, {"id": "mai-20260917-0922-baseline|c128-l1|meta-small|Cribl", "prompt": "c128-l1", "model": "meta-small", "cat": "log-management", "variant": "direct", "raw": "Cribl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cribl: Best overall for end-to-end telemetry management across collection, routing, storage, and analysis."}, {"id": "mai-20260917-0922-baseline|c128-l1|meta-small|Elastic Observability", "prompt": "c128-l1", "model": "meta-small", "cat": "log-management", "variant": "direct", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ranks first in the log management list for enterprises, rated 4.4/5 across 1,362 verified user reviews."}, {"id": "mai-20260917-0922-baseline|c128-l1|meta-small|Datadog", "prompt": "c128-l1", "model": "meta-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers unified observability, with logs, metrics, and traces in one platform, starting at $0.10/GB ingest."}, {"id": "mai-20260917-0922-baseline|c128-l1|meta-small|Dynatrace", "prompt": "c128-l1", "model": "meta-small", "cat": "log-management", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers log management starting from $21/month per 8 GB host (Infrastructure), with annual billing."}, {"id": "mai-20260917-0922-baseline|c128-l1|minimax-small|Splunk", "prompt": "c128-l1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Splunk** (if budget allows) or **Elastic** (for cost flexibility)"}, {"id": "mai-20260917-0922-baseline|c128-l1|minimax-small|Elastic Stack (ELK/Elasticsearch)", "prompt": "c128-l1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "Elastic Stack (ELK/Elasticsearch)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with **Splunk** (if budget allows) or **Elastic** (for cost flexibility)"}, {"id": "mai-20260917-0922-baseline|c128-l1|minimax-small|Datadog", "prompt": "c128-l1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Organizations already using Datadog for observability"}, {"id": "mai-20260917-0922-baseline|c128-l1|minimax-small|Cribl", "prompt": "c128-l1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "Cribl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "More of a data engine—often paired with other analytics platforms"}, {"id": "mai-20260917-0922-baseline|c128-l1|minimax-small|Sumo Logic", "prompt": "c128-l1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Considerations:** Pricing can be complex"}, {"id": "mai-20260917-0922-baseline|c128-l1|minimax-small|Grafana Loki", "prompt": "c128-l1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "specific requirements like Kubernetes logging, **Grafana Loki** is a strong cost-effective option"}, {"id": "mai-20260917-0922-baseline|c128-l1|mistral-small|Datadog", "prompt": "c128-l1", "model": "mistral-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog and Splunk are top choices due to their robust feature sets and enterprise-grade support"}, {"id": "mai-20260917-0922-baseline|c128-l1|mistral-small|Splunk Observability Cloud", "prompt": "c128-l1", "model": "mistral-small", "cat": "log-management", "variant": "direct", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Datadog and Splunk are top choices due to their robust feature sets and enterprise-grade support"}, {"id": "mai-20260917-0922-baseline|c128-l1|mistral-small|Elastic Observability", "prompt": "c128-l1", "model": "mistral-small", "cat": "log-management", "variant": "direct", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Elastic and Grafana Loki are excellent for organizations with specific technical needs or existing tooling"}, {"id": "mai-20260917-0922-baseline|c128-l1|mistral-small|Grafana Loki", "prompt": "c128-l1", "model": "mistral-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for teams already using Grafana and Kubernetes, offering cost-effective log management"}, {"id": "mai-20260917-0922-baseline|c128-l1|mistral-small|Cribl", "prompt": "c128-l1", "model": "mistral-small", "cat": "log-management", "variant": "direct", "raw": "Cribl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cribl stands out for those prioritizing cost control and flexibility."}, {"id": "mai-20260917-0922-baseline|c128-l1|moonshot-small|Splunk", "prompt": "c128-l1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Splunk** - Best for Security & Compliance ... **For security-first enterprises** → **Splunk** (despite higher cost, unmatched for compliance and threat detection)"}, {"id": "mai-20260917-0922-baseline|c128-l1|moonshot-small|Datadog", "prompt": "c128-l1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For cloud-native/DevOps-focused companies** → **Datadog** (best unified observability experience)"}, {"id": "mai-20260917-0922-baseline|c128-l1|moonshot-small|Elastic (ELK Stack)", "prompt": "c128-l1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "Elastic (ELK Stack)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For cost-conscious enterprises with technical expertise** → **Elastic** (flexible, powerful, lower TCO)"}, {"id": "mai-20260917-0922-baseline|c128-l1|moonshot-small|Sumo Logic", "prompt": "c128-l1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For balanced security and cost** → **Logpoint** or **Sumo Logic**"}, {"id": "mai-20260917-0922-baseline|c128-l1|moonshot-small|Logpoint", "prompt": "c128-l1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "Logpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Logpoint** - Best Overall Value"}, {"id": "mai-20260917-0922-baseline|c128-l1|openai-small|Datadog Log Management", "prompt": "c128-l1", "model": "openai-small", "cat": "log-management", "variant": "direct", "raw": "Datadog Log Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Datadog Log Management**"}, {"id": "mai-20260917-0922-baseline|c128-l1|openai-small|Splunk", "prompt": "c128-l1", "model": "openai-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Splunk** is still a very strong contender"}, {"id": "mai-20260917-0922-baseline|c128-l1|openai-small|Grafana Loki / Grafana Enterprise Logs", "prompt": "c128-l1", "model": "openai-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Loki / Grafana Enterprise Logs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cost-efficient, highly scalable, Kubernetes-friendly** option, **Grafana Loki / Grafana Enterprise Logs** is compelling"}, {"id": "mai-20260917-0922-baseline|c128-l1|openai-small|Elastic Observability", "prompt": "c128-l1", "model": "openai-small", "cat": "log-management", "variant": "direct", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong choice when you want deep search, flexible ingest, and built-in lifecycle management"}, {"id": "mai-20260917-0922-baseline|c128-l1|openai-small|New Relic", "prompt": "c128-l1", "model": "openai-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "also worth considering if you want logs tightly integrated with broader application observability"}, {"id": "mai-20260917-0922-baseline|c128-l1|xai-small|Splunk", "prompt": "c128-l1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Splunk or Elastic** if you're a large enterprise ... Splunk for proven enterprise/security depth"}, {"id": "mai-20260917-0922-baseline|c128-l1|xai-small|Elastic (ELK Stack/Observability)", "prompt": "c128-l1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "Elastic (ELK Stack/Observability)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Elastic for flexibility/cost"}, {"id": "mai-20260917-0922-baseline|c128-l1|xai-small|Datadog", "prompt": "c128-l1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Easy setup, unified observability UI... Costs spike with log volume/hosts."}, {"id": "mai-20260917-0922-baseline|c128-l1|xai-small|Sumo Logic", "prompt": "c128-l1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-native, real-time analytics, security focus... Cheaper than Splunk."}, {"id": "mai-20260917-0922-baseline|c128-l1|xai-small|New Relic", "prompt": "c128-l1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "New Relic: Usage-based, OpenTelemetry-native."}, {"id": "mai-20260917-0922-baseline|c128-l1|xai-small|Grafana", "prompt": "c128-l1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Grafana: Leader in observability MQs, cost-effective for metrics+logs... Grafana needs assembly."}, {"id": "mai-20260917-0922-baseline|c128-l1|xai-small|Logz.io", "prompt": "c128-l1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "Logz.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "New Relic / Grafana / Others** (e.g., Logz.io)"}, {"id": "mai-20260917-0922-baseline|c128-l1|xai-small|OpenObserve", "prompt": "c128-l1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "open-source (ELK, OpenObserve) saves 60-90% vs. Splunk/Datadog at scale"}, {"id": "mai-20260917-0922-baseline|c128-l1|zai-small|Splunk", "prompt": "c128-l1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Splunk** is the go‑to for deep security/SIEM and heavy compliance needs, but it’s the most expensive at scale."}, {"id": "mai-20260917-0922-baseline|c128-l1|zai-small|Datadog", "prompt": "c128-l1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a common pattern is to pilot **Datadog** or **New Relic** for unified observability and **Splunk** for deep security/SIEM"}, {"id": "mai-20260917-0922-baseline|c128-l1|zai-small|Elastic Stack (ELK)", "prompt": "c128-l1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Elastic Stack** provides the best balance of cost and flexibility, especially when you can manage the infrastructure yourself."}, {"id": "mai-20260917-0922-baseline|c128-l1|zai-small|Grafana Cloud (Loki)", "prompt": "c128-l1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Cloud (Loki)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "keeping **Elastic Stack** or **Grafana Loki** as a cost‑effective fallback"}, {"id": "mai-20260917-0922-baseline|c128-l1|zai-small|New Relic", "prompt": "c128-l1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "pilot **Datadog** or **New Relic** for unified observability"}, {"id": "mai-20260917-0922-baseline|c128-l1|zai-small|Axiom", "prompt": "c128-l1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "Axiom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Grafana Loki** and **Axiom** shine in cost‑efficient, high‑volume, or hyper‑growth scenarios."}, {"id": "mai-20260917-0922-baseline|c128-l1|zai-small|Dynatrace", "prompt": "c128-l1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**New Relic** and **Dynatrace** are strong choices for unified observability and auto‑discovery, respectively."}, {"id": "mai-20260917-0922-baseline|c128-l2|alibaba-small|Splunk", "prompt": "c128-l2", "model": "alibaba-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies today, **Splunk** remains the safest bet for enterprise-grade security and compliance"}, {"id": "mai-20260917-0922-baseline|c128-l2|alibaba-small|Datadog", "prompt": "c128-l2", "model": "alibaba-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "while **Datadog** is increasingly popular for its ease of use and unified approach, provided the budget allows"}, {"id": "mai-20260917-0922-baseline|c128-l2|alibaba-small|Elastic Stack (ELK)", "prompt": "c128-l2", "model": "alibaba-small", "cat": "log-management", "variant": "paraphrase", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Elastic Stack** if you have the internal engineering talent to manage infrastructure"}, {"id": "mai-20260917-0922-baseline|c128-l2|alibaba-small|Grafana Loki", "prompt": "c128-l2", "model": "alibaba-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Loki** if you are Kubernetes-heavy and need a cost-effective, scalable logging solution."}, {"id": "mai-20260917-0922-baseline|c128-l2|anthropic-small|Dynatrace", "prompt": "c128-l2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Dynatrace and Datadog are the enterprise-grade choices for complex, multi-cloud environments where budget is secondary to capability."}, {"id": "mai-20260917-0922-baseline|c128-l2|anthropic-small|Datadog", "prompt": "c128-l2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dynatrace and Datadog are the enterprise-grade choices for complex, multi-cloud environments"}, {"id": "mai-20260917-0922-baseline|c128-l2|anthropic-small|Splunk", "prompt": "c128-l2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Splunk** or **Sumo Logic** are the safest bets if security and compliance are important."}, {"id": "mai-20260917-0922-baseline|c128-l2|anthropic-small|Sumo Logic", "prompt": "c128-l2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Splunk** or **Sumo Logic** are the safest bets if security and compliance are important."}, {"id": "mai-20260917-0922-baseline|c128-l2|anthropic-small|Graylog", "prompt": "c128-l2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you prioritize cost efficiency, consider **Graylog** with self-hosted options."}, {"id": "mai-20260917-0922-baseline|c128-l2|anthropic-small|Elastic", "prompt": "c128-l2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Elastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Elastic is recommended when flexible full-text search is the priority."}, {"id": "mai-20260917-0922-baseline|c128-l2|anthropic-small|Cribl Stream", "prompt": "c128-l2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Cribl Stream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a telemetry pipeline layer like Cribl Stream can filter and route data before it reaches analytics"}, {"id": "mai-20260917-0922-baseline|c128-l2|anthropic-small|Grafana Loki", "prompt": "c128-l2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you already use Grafana or Kubernetes extensively, **Grafana Loki** could be appropriate."}, {"id": "mai-20260917-0922-baseline|c128-l2|challenger-small|Splunk", "prompt": "c128-l2", "model": "challenger-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Splunk** if your priority is the most proven enterprise-grade centralized logging platform for scale, compliance, and advanced analytics."}, {"id": "mai-20260917-0922-baseline|c128-l2|challenger-small|Datadog", "prompt": "c128-l2", "model": "challenger-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** is the strongest alternative because it unifies **logs, metrics, and traces** in one interface"}, {"id": "mai-20260917-0922-baseline|c128-l2|challenger-small|Graylog", "prompt": "c128-l2", "model": "challenger-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if cost control and self-hosted deployment matter more"}, {"id": "mai-20260917-0922-baseline|c128-l2|challenger-small|Cribl", "prompt": "c128-l2", "model": "challenger-small", "cat": "log-management", "variant": "paraphrase", "raw": "Cribl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your real problem is log pipeline control and reducing storage/indexing cost"}, {"id": "mai-20260917-0922-baseline|c128-l2|deepseek-small|Splunk", "prompt": "c128-l2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Splunk** as the top overall choice"}, {"id": "mai-20260917-0922-baseline|c128-l2|deepseek-small|Datadog", "prompt": "c128-l2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Datadog** as a strong runner-up depending on your priorities"}, {"id": "mai-20260917-0922-baseline|c128-l2|deepseek-small|Elastic Stack", "prompt": "c128-l2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "Elastic Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **flexible full-text search** and an open-source-based platform at lower cost"}, {"id": "mai-20260917-0922-baseline|c128-l2|deepseek-small|Sumo Logic", "prompt": "c128-l2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good cloud-native log analytics with live streams and strong compliance features."}, {"id": "mai-20260917-0922-baseline|c128-l2|deepseek-small|Cribl", "prompt": "c128-l2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "Cribl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If **cost control and avoiding vendor lock-in** are top concerns"}, {"id": "mai-20260917-0922-baseline|c128-l2|google-small|Splunk", "prompt": "c128-l2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The Catch: It is notoriously expensive and complex. Licensing and infrastructure costs can spiral quickly, and you will likely need a dedicated team of Splunk administrators to maintain it."}, {"id": "mai-20260917-0922-baseline|c128-l2|google-small|Datadog", "prompt": "c128-l2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Datadog** provides unmatched \"logs in context\"... Crucially for large enterprises, Datadog separates **log ingestion** from **log indexing**."}, {"id": "mai-20260917-0922-baseline|c128-l2|google-small|Dynatrace", "prompt": "c128-l2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Alternative:* **Dynatrace** is a strong enterprise-grade alternative"}, {"id": "mai-20260917-0922-baseline|c128-l2|google-small|Grafana Loki", "prompt": "c128-l2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Loki is designed to be incredibly cost-effective... This makes storing petabytes of logs highly affordable"}, {"id": "mai-20260917-0922-baseline|c128-l2|google-small|Coralogix", "prompt": "c128-l2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a managed SaaS alternative, **Coralogix** is a powerful option."}, {"id": "mai-20260917-0922-baseline|c128-l2|google-small|Elastic Stack (Elastic Cloud)", "prompt": "c128-l2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "Elastic Stack (Elastic Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The Catch: If not optimized, Elastic clusters can consume massive amounts of memory and compute, meaning cost management will require active oversight."}, {"id": "mai-20260917-0922-baseline|c128-l2|meta-small|Splunk", "prompt": "c128-l2", "model": "meta-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Splunk: Known for its advanced analytics and ability to handle large-scale log data."}, {"id": "mai-20260917-0922-baseline|c128-l2|meta-small|Datadog", "prompt": "c128-l2", "model": "meta-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers unified observability across logs, metrics, and traces, making it a great choice for complex environments."}, {"id": "mai-20260917-0922-baseline|c128-l2|meta-small|Dynatrace", "prompt": "c128-l2", "model": "meta-small", "cat": "log-management", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides AI-driven correlations to help large teams pinpoint issues across complex, distributed systems."}, {"id": "mai-20260917-0922-baseline|c128-l2|meta-small|CubeAPM", "prompt": "c128-l2", "model": "meta-small", "cat": "log-management", "variant": "paraphrase", "raw": "CubeAPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a unified view of logs, traces, and metrics, making troubleshooting easier."}, {"id": "mai-20260917-0922-baseline|c128-l2|meta-small|Loggly", "prompt": "c128-l2", "model": "meta-small", "cat": "log-management", "variant": "paraphrase", "raw": "Loggly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Provides cloud-based centralized log management and analysis."}, {"id": "mai-20260917-0922-baseline|c128-l2|minimax-small|Splunk Enterprise / Splunk Cloud", "prompt": "c128-l2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk Enterprise / Splunk Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick: Splunk Enterprise (or Splunk Cloud)"}, {"id": "mai-20260917-0922-baseline|c128-l2|minimax-small|Elastic (ELK) – Elasticsearch, Logstash, Kibana (or Elastic Cloud)", "prompt": "c128-l2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "Elastic (ELK) – Elasticsearch, Logstash, Kibana (or Elastic Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong candidate** if cost is a primary driver and you have the in‑house expertise to run it at scale."}, {"id": "mai-20260917-0922-baseline|c128-l2|minimax-small|Graylog", "prompt": "c128-l2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Graylog Enterprise** or **Sumo Logic** – both offer managed services and straightforward pricing."}, {"id": "mai-20260917-0922-baseline|c128-l2|minimax-small|Sumo Logic", "prompt": "c128-l2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when you're already heavily invested in cloud‑native stacks and want a **fully managed** service."}, {"id": "mai-20260917-0922-baseline|c128-l2|minimax-small|Datadog Log Management", "prompt": "c128-l2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog Log Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "unified platform, but not as deep for SIEM‑type use cases"}, {"id": "mai-20260917-0922-baseline|c128-l2|minimax-small|Microsoft Sentinel", "prompt": "c128-l2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "pay‑as‑you‑go, good integration, but less flexible for multi‑cloud/ on‑prem"}, {"id": "mai-20260917-0922-baseline|c128-l2|minimax-small|IBM QRadar", "prompt": "c128-l2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "IBM QRadar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "UI feels dated; higher cost for scaling. Less \"developer‑friendly\" than newer cloud‑native tools."}, {"id": "mai-20260917-0922-baseline|c128-l2|minimax-small|Grafana Loki", "prompt": "c128-l2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Grafana Loki** (or Elastic's cold‑tier) – cheap, works well with Grafana dashboards."}, {"id": "mai-20260917-0922-baseline|c128-l2|mistral-small|Splunk", "prompt": "c128-l2", "model": "mistral-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Splunk ... Splunk is the industry standard for large enterprises"}, {"id": "mai-20260917-0922-baseline|c128-l2|mistral-small|Elastic Stack (ELK)", "prompt": "c128-l2", "model": "mistral-small", "cat": "log-management", "variant": "paraphrase", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Elastic Stack (ELK)"}, {"id": "mai-20260917-0922-baseline|c128-l2|mistral-small|Datadog", "prompt": "c128-l2", "model": "mistral-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern Alternative: Datadog Log Management"}, {"id": "mai-20260917-0922-baseline|c128-l2|moonshot-small|Datadog", "prompt": "c128-l2", "model": "moonshot-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **Datadog** or **Splunk** (depending on your top priority)"}, {"id": "mai-20260917-0922-baseline|c128-l2|moonshot-small|Splunk", "prompt": "c128-l2", "model": "moonshot-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Caveat**: Splunk is notoriously expensive... Only default to **Splunk** if security investigations and compliance reporting are your absolute top priorities"}, {"id": "mai-20260917-0922-baseline|c128-l2|moonshot-small|Elastic Stack (ELK)", "prompt": "c128-l2", "model": "moonshot-small", "cat": "log-management", "variant": "paraphrase", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I recommend starting with **Datadog** if your culture is cloud-native and operations-driven, or **Elastic Stack** if you want enterprise capability without enterprise vendor tax"}, {"id": "mai-20260917-0922-baseline|c128-l2|moonshot-small|Cribl", "prompt": "c128-l2", "model": "moonshot-small", "cat": "log-management", "variant": "paraphrase", "raw": "Cribl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **Cribl** as a telemetry pipeline layer in front of any of the above tools"}, {"id": "mai-20260917-0922-baseline|c128-l2|openai-small|Splunk", "prompt": "c128-l2", "model": "openai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Splunk**"}, {"id": "mai-20260917-0922-baseline|c128-l2|openai-small|Sumo Logic", "prompt": "c128-l2", "model": "openai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd put **Sumo Logic** next on the shortlist"}, {"id": "mai-20260917-0922-baseline|c128-l2|openai-small|Elastic Observability", "prompt": "c128-l2", "model": "openai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Elastic Observability** is also strong"}, {"id": "mai-20260917-0922-baseline|c128-l2|xai-small|Splunk", "prompt": "c128-l2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Splunk as the top centralized logging tool."}, {"id": "mai-20260917-0922-baseline|c128-l2|xai-small|Datadog", "prompt": "c128-l2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Splunk doesn't fit... Datadog"}, {"id": "mai-20260917-0922-baseline|c128-l2|xai-small|Elastic Stack (ELK)", "prompt": "c128-l2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source flexibility with self-management. Cost-effective at scale"}, {"id": "mai-20260917-0922-baseline|c128-l2|xai-small|Sumo Logic", "prompt": "c128-l2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-native compliance focus."}, {"id": "mai-20260917-0922-baseline|c128-l2|xai-small|New Relic", "prompt": "c128-l2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "APM-first with logs integrated. | AI insights, full-stack tracing"}, {"id": "mai-20260917-0922-baseline|c128-l2|xai-small|Dynatrace", "prompt": "c128-l2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "APM-first with logs integrated. | AI insights, full-stack tracing"}, {"id": "mai-20260917-0922-baseline|c128-l2|xai-small|Graylog", "prompt": "c128-l2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cost-sensitive + in-house skills? ELK or Graylog."}, {"id": "mai-20260917-0922-baseline|c128-l2|zai-small|Splunk", "prompt": "c128-l2", "model": "zai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **most balanced choice** is **Splunk**—especially if your organization needs enterprise-grade security, compliance, and deep search capabilities."}, {"id": "mai-20260917-0922-baseline|c128-l2|zai-small|Datadog", "prompt": "c128-l2", "model": "zai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I’d recommend **Datadog** (SaaS convenience)"}, {"id": "mai-20260917-0922-baseline|c128-l2|zai-small|Grafana Loki", "prompt": "c128-l2", "model": "zai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Grafana Loki + Elasticsearch (ELK)** (self-managed flexibility)"}, {"id": "mai-20260917-0922-baseline|c128-l2|zai-small|Elasticsearch (ELK)", "prompt": "c128-l2", "model": "zai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Elasticsearch (ELK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ELK offers powerful search but requires more ops effort."}, {"id": "mai-20260917-0922-baseline|c128-l2|zai-small|OpenObserve", "prompt": "c128-l2", "model": "zai-small", "cat": "log-management", "variant": "paraphrase", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OpenObserve** if you want a cost-efficient, self-hosted platform"}, {"id": "mai-20260917-0922-baseline|c128-l2|zai-small|Graylog", "prompt": "c128-l2", "model": "zai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good for organizations that want a self-managed solution with SIEM-like capabilities."}, {"id": "mai-20260917-0922-baseline|c128-l2|zai-small|Parseable", "prompt": "c128-l2", "model": "zai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Parseable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Self-hosted or cloud option with SQL querying and S3-native storage."}, {"id": "mai-20260917-0922-baseline|c128-l3|alibaba-small|Splunk", "prompt": "c128-l3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the gold standard in the industry... Choose **Splunk** if budget is less of a concern than having the most powerful security/investigation tool available."}, {"id": "mai-20260917-0922-baseline|c128-l3|alibaba-small|Datadog", "prompt": "c128-l3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Datadog** if you want a single pane of glass for your developers"}, {"id": "mai-20260917-0922-baseline|c128-l3|alibaba-small|Elastic Stack (Elasticsearch, Logstash, Kibana)", "prompt": "c128-l3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Stack (Elasticsearch, Logstash, Kibana)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Elastic** if you need a highly customizable, developer-friendly search platform"}, {"id": "mai-20260917-0922-baseline|c128-l3|alibaba-small|Cribl", "prompt": "c128-l3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Cribl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Cribl** if your current problem is that you are spending too much money on high-cost storage"}, {"id": "mai-20260917-0922-baseline|c128-l3|alibaba-small|Sumo Logic", "prompt": "c128-l3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best For:** Cloud-native environments seeking a pure-play Log Analytics solution."}, {"id": "mai-20260917-0922-baseline|c128-l3|alibaba-small|Graylog", "prompt": "c128-l3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For:** Enterprises preferring an open-source friendly approach with centralized control."}, {"id": "mai-20260917-0922-baseline|c128-l3|alibaba-small|New Relic", "prompt": "c128-l3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Datadog** and **New Relic** tend to bundle pricing based on total usage tiers."}, {"id": "mai-20260917-0922-baseline|c128-l3|alibaba-small|Dynatrace", "prompt": "c128-l3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Datadog** and **Dynatrace** rely heavily on pre-configured integrations."}, {"id": "mai-20260917-0922-baseline|c128-l3|anthropic-small|Splunk", "prompt": "c128-l3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Splunk's per-GB ingest pricing reaches $150-$200/GB/day at enterprise scale, making it one of the most expensive log management options available"}, {"id": "mai-20260917-0922-baseline|c128-l3|anthropic-small|Elastic Stack", "prompt": "c128-l3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Elastic is highly customizable with support for custom parsers and ingest pipelines"}, {"id": "mai-20260917-0922-baseline|c128-l3|anthropic-small|Datadog Logs", "prompt": "c128-l3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Logs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Datadog is best for APM-first teams that want unified observability with minimal setup"}, {"id": "mai-20260917-0922-baseline|c128-l3|anthropic-small|Sumo Logic", "prompt": "c128-l3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sumo Logic is best for cloud-native compliance with prebuilt dashboards and strong certifications"}, {"id": "mai-20260917-0922-baseline|c128-l3|anthropic-small|Graylog", "prompt": "c128-l3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Graylog is a mature, battle-tested self-hosted log management platform"}, {"id": "mai-20260917-0922-baseline|c128-l3|anthropic-small|Grafana Loki", "prompt": "c128-l3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Grafana Loki takes a radically different architectural approach to log management"}, {"id": "mai-20260917-0922-baseline|c128-l3|challenger-small|Splunk", "prompt": "c128-l3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep **SIEM**, advanced correlation, mature governance, and hybrid/on-prem support."}, {"id": "mai-20260917-0922-baseline|c128-l3|challenger-small|Elastic", "prompt": "c128-l3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Highly customizable, strong **search**, open-source roots, and self-managed or managed options."}, {"id": "mai-20260917-0922-baseline|c128-l3|challenger-small|Datadog", "prompt": "c128-l3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong **unified observability** across logs, metrics, and traces with minimal setup."}, {"id": "mai-20260917-0922-baseline|c128-l3|challenger-small|Microsoft Sentinel", "prompt": "c128-l3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud-native **SIEM/SOAR** integrated with the Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c128-l3|challenger-small|Sumo Logic", "prompt": "c128-l3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Prebuilt dashboards, cloud-native logging, and strong compliance orientation."}, {"id": "mai-20260917-0922-baseline|c128-l3|challenger-small|Graylog", "prompt": "c128-l3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Centralized logging with an open-source core and self-managed/on-prem flexibility."}, {"id": "mai-20260917-0922-baseline|c128-l3|challenger-small|Dynatrace", "prompt": "c128-l3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-assisted observability with enterprise automation and analysis."}, {"id": "mai-20260917-0922-baseline|c128-l3|challenger-small|Coralogix", "prompt": "c128-l3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "In-stream processing and low-cost retention, often with customer-owned storage."}, {"id": "mai-20260917-0922-baseline|c128-l3|challenger-small|LogScale (Falcon LogScale)", "prompt": "c128-l3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "LogScale (Falcon LogScale)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Very fast ingestion and real-time streaming, especially with CrowdStrike integration."}, {"id": "mai-20260917-0922-baseline|c128-l3|challenger-small|New Relic", "prompt": "c128-l3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Logs tightly correlated with application performance and traces."}, {"id": "mai-20260917-0922-baseline|c128-l3|challenger-small|Loki", "prompt": "c128-l3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Coralogix and, in some use cases, Loki-style approaches emphasize **lower storage economics**"}, {"id": "mai-20260917-0922-baseline|c128-l3|deepseek-small|Splunk (Enterprise / Cloud)", "prompt": "c128-l3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk (Enterprise / Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The incumbent market leader, strongest for security-heavy, compliance-driven enterprises."}, {"id": "mai-20260917-0922-baseline|c128-l3|deepseek-small|Datadog Log Management", "prompt": "c128-l3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Log Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for cloud-native teams wanting logs tightly integrated with metrics, traces, and incident workflows"}, {"id": "mai-20260917-0922-baseline|c128-l3|deepseek-small|Elastic Observability (Elasticsearch)", "prompt": "c128-l3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Observability (Elasticsearch)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The most flexible for full-text search across log data — ideal for incident forensics and regulated industries."}, {"id": "mai-20260917-0922-baseline|c128-l3|deepseek-small|Sumo Logic", "prompt": "c128-l3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-native log analytics with strong live-streaming capabilities and solid security features (SIEM add-on)."}, {"id": "mai-20260917-0922-baseline|c128-l3|deepseek-small|New Relic", "prompt": "c128-l3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for transparent, predictable usage-based pricing and a generous free tier"}, {"id": "mai-20260917-0922-baseline|c128-l3|deepseek-small|Grafana Cloud / Loki", "prompt": "c128-l3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Cloud / Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent for Kubernetes and Prometheus/Grafana shops; cost-effective, especially for large log volumes."}, {"id": "mai-20260917-0922-baseline|c128-l3|deepseek-small|OpenObserve", "prompt": "c128-l3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SigNoz and OpenObserve are rising fast as cost-conscious alternatives."}, {"id": "mai-20260917-0922-baseline|c128-l3|deepseek-small|SigNoz", "prompt": "c128-l3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SigNoz and OpenObserve are rising fast as cost-conscious alternatives."}, {"id": "mai-20260917-0922-baseline|c128-l3|deepseek-small|Better Stack", "prompt": "c128-l3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Emerging cost-efficient options: OpenObserve, SigNoz, Better Stack, Graylog, Parseable"}, {"id": "mai-20260917-0922-baseline|c128-l3|deepseek-small|Graylog", "prompt": "c128-l3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Cost is a top concern / you want open source? → OpenObserve, SigNoz, or Graylog"}, {"id": "mai-20260917-0922-baseline|c128-l3|deepseek-small|Parseable", "prompt": "c128-l3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Parseable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Emerging cost-efficient options: OpenObserve, SigNoz, Better Stack, Graylog, Parseable"}, {"id": "mai-20260917-0922-baseline|c128-l3|google-small|Splunk", "prompt": "c128-l3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Splunk remains the undisputed \"gold standard\" for enterprise log analysis... Cons: Notoriously expensive."}, {"id": "mai-20260917-0922-baseline|c128-l3|google-small|Datadog Log Management", "prompt": "c128-l3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Log Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datadog is a leading SaaS observability platform that excels at correlating logs with infrastructure metrics"}, {"id": "mai-20260917-0922-baseline|c128-l3|google-small|Elastic Stack (ELK) & OpenSearch", "prompt": "c128-l3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Stack (ELK) & OpenSearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "heavyweights of highly customizable log management"}, {"id": "mai-20260917-0922-baseline|c128-l3|google-small|Dynatrace", "prompt": "c128-l3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Grail is an index-free, schemaless data lakehouse... a massive differentiator"}, {"id": "mai-20260917-0922-baseline|c128-l3|google-small|Grafana Loki", "prompt": "c128-l3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Grafana Loki if you are operating heavily inside Kubernetes"}, {"id": "mai-20260917-0922-baseline|c128-l3|google-small|Sumo Logic", "prompt": "c128-l3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sumo Logic is a pioneer of cloud-native, multi-tenant SaaS log analytics and SIEM."}, {"id": "mai-20260917-0922-baseline|c128-l3|google-small|Cribl Stream", "prompt": "c128-l3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "Cribl Stream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The rise of telemetry pipelines like Cribl Stream has fundamentally changed enterprise logging."}, {"id": "mai-20260917-0922-baseline|c128-l3|meta-small|Elastic Observability", "prompt": "c128-l3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Here are some of the top enterprise-grade log management platforms:\n\n1. Elastic Observability"}, {"id": "mai-20260917-0922-baseline|c128-l3|meta-small|Datadog", "prompt": "c128-l3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Datadog"}, {"id": "mai-20260917-0922-baseline|c128-l3|meta-small|Microsoft Sentinel", "prompt": "c128-l3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Microsoft Sentinel"}, {"id": "mai-20260917-0922-baseline|c128-l3|meta-small|Splunk", "prompt": "c128-l3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Splunk"}, {"id": "mai-20260917-0922-baseline|c128-l3|meta-small|Better Stack", "prompt": "c128-l3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Better Stack"}, {"id": "mai-20260917-0922-baseline|c128-l3|meta-small|Site24x7", "prompt": "c128-l3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Site24x7"}, {"id": "mai-20260917-0922-baseline|c128-l3|meta-small|Sumo Logic", "prompt": "c128-l3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Sumo Logic"}, {"id": "mai-20260917-0922-baseline|c128-l3|meta-small|Mezmo", "prompt": "c128-l3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Mezmo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Mezmo"}, {"id": "mai-20260917-0922-baseline|c128-l3|meta-small|Grafana", "prompt": "c128-l3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Grafana"}, {"id": "mai-20260917-0922-baseline|c128-l3|meta-small|Grafana Cloud", "prompt": "c128-l3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Grafana Cloud"}, {"id": "mai-20260917-0922-baseline|c128-l3|minimax-small|Splunk", "prompt": "c128-l3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Splunk** | Enterprise security & deep search | Quote-based"}, {"id": "mai-20260917-0922-baseline|c128-l3|minimax-small|Datadog", "prompt": "c128-l3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Datadog** | Cloud-native observability | $0.10/GB ingest"}, {"id": "mai-20260917-0922-baseline|c128-l3|minimax-small|Elastic Observability", "prompt": "c128-l3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Elastic Observability** | Flexible full-text search"}, {"id": "mai-20260917-0922-baseline|c128-l3|minimax-small|Microsoft Sentinel", "prompt": "c128-l3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Microsoft Sentinel** | Azure-centric enterprises | Pay-as-you-go"}, {"id": "mai-20260917-0922-baseline|c128-l3|minimax-small|Sumo Logic", "prompt": "c128-l3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Sumo Logic** | Security teams | Flexible licensing"}, {"id": "mai-20260917-0922-baseline|c128-l3|minimax-small|Grafana Cloud", "prompt": "c128-l3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Grafana Cloud** | Kubernetes/Prometheus teams | Free (50 GB/mo)"}, {"id": "mai-20260917-0922-baseline|c128-l3|minimax-small|New Relic", "prompt": "c128-l3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**New Relic** | Full-stack observability | Free (100 GB/mo)"}, {"id": "mai-20260917-0922-baseline|c128-l3|minimax-small|Coralogix", "prompt": "c128-l3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Coralogix** | Real-time analytics | $0.42/GB"}, {"id": "mai-20260917-0922-baseline|c128-l3|minimax-small|Better Stack", "prompt": "c128-l3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Free tiers**: Grafana Cloud (50 GB/mo), New Relic (100 GB/mo), Better Stack (3 GB/mo)"}, {"id": "mai-20260917-0922-baseline|c128-l3|minimax-small|Graylog", "prompt": "c128-l3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Self-hosted**: Elastic, Graylog, CubeAPM"}, {"id": "mai-20260917-0922-baseline|c128-l3|minimax-small|CubeAPM", "prompt": "c128-l3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "CubeAPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Self-hosted**: Elastic, Graylog, CubeAPM"}, {"id": "mai-20260917-0922-baseline|c128-l3|minimax-small|SigNoz", "prompt": "c128-l3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SigNoz and Elastic lead in OTel-native approaches"}, {"id": "mai-20260917-0922-baseline|c128-l3|mistral-small|Splunk", "prompt": "c128-l3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Splunk**\n- **Best for:** Enterprise SIEM, advanced analytics, and security operations at scale."}, {"id": "mai-20260917-0922-baseline|c128-l3|mistral-small|Elastic Stack (Elastic Observability)", "prompt": "c128-l3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Stack (Elastic Observability)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Teams wanting a customizable, open-source platform for search and analytics at scale."}, {"id": "mai-20260917-0922-baseline|c128-l3|mistral-small|Datadog Logs", "prompt": "c128-l3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Logs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** APM-first teams needing unified observability with minimal setup."}, {"id": "mai-20260917-0922-baseline|c128-l3|mistral-small|Microsoft Sentinel", "prompt": "c128-l3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Enterprises already invested in Microsoft's ecosystem."}, {"id": "mai-20260917-0922-baseline|c128-l3|mistral-small|Cribl", "prompt": "c128-l3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Cribl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** End-to-end telemetry management, reducing costs and avoiding vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c128-l3|mistral-small|Graylog", "prompt": "c128-l3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for:** Centralized open-source log management and operational control."}, {"id": "mai-20260917-0922-baseline|c128-l3|mistral-small|Better Stack", "prompt": "c128-l3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "good for smaller teams or those prioritizing ease of use"}, {"id": "mai-20260917-0922-baseline|c128-l3|mistral-small|Coralogix", "prompt": "c128-l3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focus on cost efficiency and real-time processing; good for high-volume environments."}, {"id": "mai-20260917-0922-baseline|c128-l3|mistral-small|Dynatrace", "prompt": "c128-l3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for:** Enterprise AI-assisted log analysis in complex environments."}, {"id": "mai-20260917-0922-baseline|c128-l3|mistral-small|New Relic", "prompt": "c128-l3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for:** Logs within a broader managed observability platform."}, {"id": "mai-20260917-0922-baseline|c128-l3|moonshot-small|Splunk", "prompt": "c128-l3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Splunk** - The Enterprise Security Leader ... Choose Splunk if you need enterprise-grade security analytics"}, {"id": "mai-20260917-0922-baseline|c128-l3|moonshot-small|Datadog", "prompt": "c128-l3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** - The Managed Observability Suite"}, {"id": "mai-20260917-0922-baseline|c128-l3|moonshot-small|Elastic Stack (ELK)", "prompt": "c128-l3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Elastic Stack (ELK)** - The Flexible Search Platform"}, {"id": "mai-20260917-0922-baseline|c128-l3|moonshot-small|Grafana Loki", "prompt": "c128-l3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Grafana Loki** - The Kubernetes-Native Choice"}, {"id": "mai-20260917-0922-baseline|c128-l3|moonshot-small|Sumo Logic", "prompt": "c128-l3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sumo Logic** - The Cloud-Native Alternative"}, {"id": "mai-20260917-0922-baseline|c128-l3|openai-small|Splunk Enterprise / Splunk Cloud Platform", "prompt": "c128-l3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk Enterprise / Splunk Cloud Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Splunk** if you want the most mature enterprise log platform and can justify the cost."}, {"id": "mai-20260917-0922-baseline|c128-l3|openai-small|Microsoft Sentinel", "prompt": "c128-l3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Microsoft Sentinel** if your environment is Microsoft-centric and security-led."}, {"id": "mai-20260917-0922-baseline|c128-l3|openai-small|Elastic Observability / Elastic Stack", "prompt": "c128-l3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Observability / Elastic Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Elastic** if you want control, flexibility, and strong search/retention tuning."}, {"id": "mai-20260917-0922-baseline|c128-l3|openai-small|Sumo Logic", "prompt": "c128-l3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Sumo Logic** if you want cloud SaaS speed with strong built-in analytics."}, {"id": "mai-20260917-0922-baseline|c128-l3|openai-small|Datadog Logs", "prompt": "c128-l3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Logs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Datadog** if logs should live inside a broader observability stack."}, {"id": "mai-20260917-0922-baseline|c128-l3|openai-small|Grafana Loki / Grafana Enterprise Logs", "prompt": "c128-l3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki / Grafana Enterprise Logs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Loki/Grafana** if you want economical, cloud-native logging."}, {"id": "mai-20260917-0922-baseline|c128-l3|openai-small|Google SecOps / Chronicle", "prompt": "c128-l3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Google SecOps / Chronicle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More security-operations oriented than classic log management, but often evaluated in the same buyer set"}, {"id": "mai-20260917-0922-baseline|c128-l3|xai-small|Splunk", "prompt": "c128-l3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Splunk** (often #1-4; Leader in Gartner SIEM MQ)"}, {"id": "mai-20260917-0922-baseline|c128-l3|xai-small|Datadog Log Management", "prompt": "c128-l3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Log Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Datadog Log Management**"}, {"id": "mai-20260917-0922-baseline|c128-l3|xai-small|Elastic Observability (ELK Stack)", "prompt": "c128-l3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Observability (ELK Stack)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Elastic Observability (ELK Stack)**"}, {"id": "mai-20260917-0922-baseline|c128-l3|xai-small|Sumo Logic", "prompt": "c128-l3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Sumo Logic**"}, {"id": "mai-20260917-0922-baseline|c128-l3|xai-small|New Relic Logs", "prompt": "c128-l3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "New Relic Logs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**New Relic Logs**"}, {"id": "mai-20260917-0922-baseline|c128-l3|xai-small|Microsoft Sentinel", "prompt": "c128-l3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Microsoft Sentinel** (strong for Azure-integrated enterprises)"}, {"id": "mai-20260917-0922-baseline|c128-l3|xai-small|Grafana Loki/Cloud", "prompt": "c128-l3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki/Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Grafana Loki/Cloud** (rising for K8s-heavy setups)"}, {"id": "mai-20260917-0922-baseline|c128-l3|xai-small|Graylog", "prompt": "c128-l3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like Graylog (open-source lean option), Logz.io, and Mezmo appear frequently but are more niche."}, {"id": "mai-20260917-0922-baseline|c128-l3|xai-small|Logz.io", "prompt": "c128-l3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Logz.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Logz.io, and Mezmo appear frequently but are more niche"}, {"id": "mai-20260917-0922-baseline|c128-l3|xai-small|Mezmo", "prompt": "c128-l3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Mezmo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mezmo appear frequently but are more niche"}, {"id": "mai-20260917-0922-baseline|c128-l3|zai-small|Splunk", "prompt": "c128-l3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises with complex data analysis needs... Most mature platform with extensive documentation and community"}, {"id": "mai-20260917-0922-baseline|c128-l3|zai-small|Elastic Stack (ELK)", "prompt": "c128-l3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Elastic if: You prefer open-source solutions, want self-hosting flexibility"}, {"id": "mai-20260917-0922-baseline|c128-l3|zai-small|Datadog", "prompt": "c128-l3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Datadog if: You're cloud-native, want quick implementation"}, {"id": "mai-20260917-0922-baseline|c128-l3|zai-small|Sumo Logic", "prompt": "c128-l3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Sumo Logic if: You need strong real-time analytics and compliance features"}, {"id": "mai-20260917-0922-baseline|c128-l3|zai-small|New Relic", "prompt": "c128-l3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose New Relic if: You prioritize application performance"}, {"id": "mai-20260917-0922-baseline|c128-l3|zai-small|Azure Monitor", "prompt": "c128-l3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Azure Monitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Organizations heavily invested in specific cloud providers"}, {"id": "mai-20260917-0922-baseline|c128-l3|zai-small|AWS CloudWatch", "prompt": "c128-l3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "AWS CloudWatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lowest cost for cloud-native workloads"}, {"id": "mai-20260917-0922-baseline|c128-l3|zai-small|Google Cloud Logging", "prompt": "c128-l3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Google Cloud Logging", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best choice when staying within one cloud provider"}, {"id": "mai-20260917-0922-baseline|c128-l3|zai-small|Graylog", "prompt": "c128-l3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Organizations wanting self-hosted log management"}, {"id": "mai-20260917-0922-baseline|c128-l3|zai-small|Grafana Loki", "prompt": "c128-l3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Organizations using Grafana and Kubernetes"}, {"id": "mai-20260917-0922-baseline|c128-l4|alibaba-small|Sumo Logic", "prompt": "c128-l4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "Sumo Logic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best log management platform is **Sumo Logic**"}, {"id": "mai-20260917-0922-baseline|c128-l4|alibaba-small|Datadog", "prompt": "c128-l4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Too Expensive.** Not viable for thousands of users."}, {"id": "mai-20260917-0922-baseline|c128-l4|alibaba-small|Splunk", "prompt": "c128-l4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Complex & High Risk.** Unpredictable scale costs."}, {"id": "mai-20260917-0922-baseline|c128-l4|alibaba-small|New Relic", "prompt": "c128-l4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**High Friction.** Restrictive user policies force role-splitting."}, {"id": "mai-20260917-0922-baseline|c128-l4|alibaba-small|Graylog (Self-Managed / Enterprise)", "prompt": "c128-l4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "Graylog (Self-Managed / Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Extremely cost-effective for user scales... Cons: Requires significant DevOps effort"}, {"id": "mai-20260917-0922-baseline|c128-l4|alibaba-small|OpenSearch / Elasticsearch (Self-Managed)", "prompt": "c128-l4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "OpenSearch / Elasticsearch (Self-Managed)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Industry standard with zero per-user licensing costs (Community Edition)."}, {"id": "mai-20260917-0922-baseline|c128-l4|anthropic-small|New Relic", "prompt": "c128-l4", "model": "anthropic-small", "cat": "log-management", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "New Relic's per-user model would likely be your most transparent option"}, {"id": "mai-20260917-0922-baseline|c128-l4|anthropic-small|CubeAPM", "prompt": "c128-l4", "model": "anthropic-small", "cat": "log-management", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CubeAPM clearly stands out with $0.15/GB pricing and smart sampling"}, {"id": "mai-20260917-0922-baseline|c128-l4|anthropic-small|Datadog", "prompt": "c128-l4", "model": "anthropic-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Options to Avoid if Cost Predictability is Critical: Datadog's pricing model is complex and expensive at scale"}, {"id": "mai-20260917-0922-baseline|c128-l4|anthropic-small|Splunk", "prompt": "c128-l4", "model": "anthropic-small", "cat": "log-management", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Splunk is enterprise-grade and feature-rich but the most expensive option"}, {"id": "mai-20260917-0922-baseline|c128-l4|challenger-small|CubeAPM", "prompt": "c128-l4", "model": "challenger-small", "cat": "log-management", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd pick **CubeAPM** for **predictable total cost across thousands of users**"}, {"id": "mai-20260917-0922-baseline|c128-l4|challenger-small|Cribl", "prompt": "c128-l4", "model": "challenger-small", "cat": "log-management", "variant": "budget", "raw": "Cribl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best overall enterprise telemetry platform:** **Cribl**"}, {"id": "mai-20260917-0922-baseline|c128-l4|challenger-small|Coralogix", "prompt": "c128-l4", "model": "challenger-small", "cat": "log-management", "variant": "budget", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want low-cost retention at scale without user-based fees:** **Coralogix**"}, {"id": "mai-20260917-0922-baseline|c128-l4|challenger-small|Elastic", "prompt": "c128-l4", "model": "challenger-small", "cat": "log-management", "variant": "budget", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Elastic/OpenObserve/Grafana Loki** are repeatedly positioned as cost-efficient"}, {"id": "mai-20260917-0922-baseline|c128-l4|challenger-small|OpenObserve", "prompt": "c128-l4", "model": "challenger-small", "cat": "log-management", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Elastic/OpenObserve/Grafana Loki** are repeatedly positioned as cost-efficient"}, {"id": "mai-20260917-0922-baseline|c128-l4|challenger-small|Grafana Loki", "prompt": "c128-l4", "model": "challenger-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Elastic/OpenObserve/Grafana Loki** are repeatedly positioned as cost-efficient"}, {"id": "mai-20260917-0922-baseline|c128-l4|deepseek-small|Datadog", "prompt": "c128-l4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid these for predictability - **Datadog** — Famously complex multi-dimensional billing"}, {"id": "mai-20260917-0922-baseline|c128-l4|deepseek-small|Sumo Logic (Flex Pricing)", "prompt": "c128-l4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Sumo Logic (Flex Pricing)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid these for predictability ... making it inherently unpredictable at scale. ✗"}, {"id": "mai-20260917-0922-baseline|c128-l4|deepseek-small|Splunk", "prompt": "c128-l4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid these for predictability — **Splunk** — ... which makes it hard to forecast. ✗"}, {"id": "mai-20260917-0922-baseline|c128-l4|deepseek-small|Dynatrace", "prompt": "c128-l4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Dynatrace** stands out as the strongest recommendation for this exact scenario"}, {"id": "mai-20260917-0922-baseline|c128-l4|deepseek-small|Exabeam", "prompt": "c128-l4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Exabeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Runner-up worth considering:** **Exabeam** historically licensed per user"}, {"id": "mai-20260917-0922-baseline|c128-l4|google-small|Datadog", "prompt": "c128-l4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional log management platforms like Datadog, Splunk, or Sumo Logic can quickly become financial liabilities"}, {"id": "mai-20260917-0922-baseline|c128-l4|google-small|Splunk", "prompt": "c128-l4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "traditional log management platforms like Datadog, Splunk, or Sumo Logic can quickly become financial liabilities"}, {"id": "mai-20260917-0922-baseline|c128-l4|google-small|Sumo Logic", "prompt": "c128-l4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Sumo Logic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "traditional log management platforms like Datadog, Splunk, or Sumo Logic can quickly become financial liabilities"}, {"id": "mai-20260917-0922-baseline|c128-l4|google-small|Grafana Loki", "prompt": "c128-l4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "1. Grafana Loki (Grafana Enterprise) Best for: Kubernetes/cloud-native enterprises seeking the lowest-cost storage engine."}, {"id": "mai-20260917-0922-baseline|c128-l4|google-small|Elasticsearch", "prompt": "c128-l4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Elasticsearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the storage overhead is up to 90% smaller than Elasticsearch or Splunk"}, {"id": "mai-20260917-0922-baseline|c128-l4|google-small|Coralogix", "prompt": "c128-l4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Coralogix offers **unlimited users and unlimited querying** on all enterprise tiers"}, {"id": "mai-20260917-0922-baseline|c128-l4|google-small|CrowdStrike Falcon LogScale (formerly Humio)", "prompt": "c128-l4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "CrowdStrike Falcon LogScale (formerly Humio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Large-scale Security and Operations (SecOps) teams needing sub-second query speeds."}, {"id": "mai-20260917-0922-baseline|c128-l4|google-small|OpenObserve", "prompt": "c128-l4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "OpenObserve is an incredibly cost-efficient, modern alternative to the ELK stack"}, {"id": "mai-20260917-0922-baseline|c128-l4|google-small|Cribl Stream", "prompt": "c128-l4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Cribl Stream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "the best way to get predictable total cost is to deploy **Cribl Stream** in front of your destination"}, {"id": "mai-20260917-0922-baseline|c128-l4|meta-small|CubeAPM", "prompt": "c128-l4", "model": "meta-small", "cat": "log-management", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It offers a flat pricing model of $0.15/GB for all logs, making it a cost-effective option for large companies with high log volumes."}, {"id": "mai-20260917-0922-baseline|c128-l4|meta-small|Grafana Cloud", "prompt": "c128-l4", "model": "meta-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is considered the cheapest at scale due to its label-only indexing and object storage"}, {"id": "mai-20260917-0922-baseline|c128-l4|meta-small|Datadog", "prompt": "c128-l4", "model": "meta-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its pricing model can be complex and may not be suitable for large companies with high log volumes"}, {"id": "mai-20260917-0922-baseline|c128-l4|meta-small|SigNoz", "prompt": "c128-l4", "model": "meta-small", "cat": "log-management", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best middle ground for teams that want logs, traces, and metrics in one open-source tool"}, {"id": "mai-20260917-0922-baseline|c128-l4|minimax-small|ManageEngine Log360", "prompt": "c128-l4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ManageEngine Log360** appears to be specifically highlighted as the \"affordable, predictable-cost\" alternative"}, {"id": "mai-20260917-0922-baseline|c128-l4|minimax-small|Splunk", "prompt": "c128-l4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Significantly more predictable cost vs Splunk's notoriously expensive and complex pricing"}, {"id": "mai-20260917-0922-baseline|c128-l4|minimax-small|Sumo Logic", "prompt": "c128-l4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unlimited users with predictable pricing based on log capacity"}, {"id": "mai-20260917-0922-baseline|c128-l4|minimax-small|Netdata", "prompt": "c128-l4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "No surprise bills, no volume penalties, no hidden fees"}, {"id": "mai-20260917-0922-baseline|c128-l4|minimax-small|KloudMate", "prompt": "c128-l4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "KloudMate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Unlimited users on all plans (Free, Pro, Enterprise)"}, {"id": "mai-20260917-0922-baseline|c128-l4|minimax-small|Dash0", "prompt": "c128-l4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "Dash0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Eliminates per-user fees, encourages broader team adoption"}, {"id": "mai-20260917-0922-baseline|c128-l4|minimax-small|Datadog", "prompt": "c128-l4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Some platforms charge separately for ingestion and indexing (like Datadog)"}, {"id": "mai-20260917-0922-baseline|c128-l4|mistral-small|Coralogix", "prompt": "c128-l4", "model": "mistral-small", "cat": "log-management", "variant": "budget", "raw": "Coralogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coralogix** and **CubeAPM** are the top choices due to their flat-rate pricing models"}, {"id": "mai-20260917-0922-baseline|c128-l4|mistral-small|CubeAPM", "prompt": "c128-l4", "model": "mistral-small", "cat": "log-management", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Coralogix** and **CubeAPM** are the top choices due to their flat-rate pricing models"}, {"id": "mai-20260917-0922-baseline|c128-l4|mistral-small|New Relic", "prompt": "c128-l4", "model": "mistral-small", "cat": "log-management", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "New Relic is also a strong contender if you want a unified observability platform with predictable billing."}, {"id": "mai-20260917-0922-baseline|c128-l4|mistral-small|Datadog", "prompt": "c128-l4", "model": "mistral-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically use usage-based pricing ... which can lead to unpredictable costs"}, {"id": "mai-20260917-0922-baseline|c128-l4|mistral-small|Splunk", "prompt": "c128-l4", "model": "mistral-small", "cat": "log-management", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically use usage-based pricing ... which can lead to unpredictable costs"}, {"id": "mai-20260917-0922-baseline|c128-l4|mistral-small|Elastic", "prompt": "c128-l4", "model": "mistral-small", "cat": "log-management", "variant": "budget", "raw": "Elastic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "typically use usage-based pricing ... which can lead to unpredictable costs"}, {"id": "mai-20260917-0922-baseline|c128-l4|moonshot-small|Coralogix", "prompt": "c128-l4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Coralogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Coralogix**"}, {"id": "mai-20260917-0922-baseline|c128-l4|moonshot-small|Datadog", "prompt": "c128-l4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their log management is \"the most unpredictable cost in Datadog deployments\""}, {"id": "mai-20260917-0922-baseline|c128-l4|moonshot-small|New Relic", "prompt": "c128-l4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Explicitly charges per user ($49-499/month), making it prohibitively expensive"}, {"id": "mai-20260917-0922-baseline|c128-l4|moonshot-small|Grafana Cloud", "prompt": "c128-l4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Charges per active user (~$8/user/month)... $8,000/month just in user fees"}, {"id": "mai-20260917-0922-baseline|c128-l4|moonshot-small|Splunk", "prompt": "c128-l4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "notoriously expensive ($150+/GB list price) and requires complex contract negotiations"}, {"id": "mai-20260917-0922-baseline|c128-l4|moonshot-small|Elastic", "prompt": "c128-l4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Usage-based | Varies by deployment | Good for self-hosted"}, {"id": "mai-20260917-0922-baseline|c128-l4|openai-small|Grafana Cloud Logs", "prompt": "c128-l4", "model": "openai-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Cloud Logs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Grafana Cloud Logs**"}, {"id": "mai-20260917-0922-baseline|c128-l4|openai-small|ELK", "prompt": "c128-l4", "model": "openai-small", "cat": "log-management", "variant": "budget", "raw": "ELK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you avoid the operational overhead of self-managed ELK/Graylog-style setups"}, {"id": "mai-20260917-0922-baseline|c128-l4|openai-small|Graylog", "prompt": "c128-l4", "model": "openai-small", "cat": "log-management", "variant": "budget", "raw": "Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you avoid the operational overhead of self-managed ELK/Graylog-style setups"}, {"id": "mai-20260917-0922-baseline|c128-l4|openai-small|Splunk", "prompt": "c128-l4", "model": "openai-small", "cat": "log-management", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're already standardized on Splunk"}, {"id": "mai-20260917-0922-baseline|c128-l4|openai-small|Datadog", "prompt": "c128-l4", "model": "openai-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "okay with more variable usage-based spend:** **Datadog**"}, {"id": "mai-20260917-0922-baseline|c128-l4|xai-small|New Relic", "prompt": "c128-l4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**New Relic** stands out as the best log management platform for a large company needing predictable total costs"}, {"id": "mai-20260917-0922-baseline|c128-l4|xai-small|Datadog", "prompt": "c128-l4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Low (retention/indexing explodes)"}, {"id": "mai-20260917-0922-baseline|c128-l4|xai-small|Splunk", "prompt": "c128-l4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Medium (negotiated, but Flex reallocation helps)"}, {"id": "mai-20260917-0922-baseline|c128-l4|xai-small|Elastic", "prompt": "c128-l4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Medium (volume discounts, but multi-meters)"}, {"id": "mai-20260917-0922-baseline|c128-l4|xai-small|Grafana Loki", "prompt": "c128-l4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If self-hosting is viable (e.g., Loki/ELK), costs drop to infra-only"}, {"id": "mai-20260917-0922-baseline|c128-l4|zai-small|Datadog", "prompt": "c128-l4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need zero operational overhead and want a single pane of glass:** Choose **Datadog**."}, {"id": "mai-20260917-0922-baseline|c128-l4|zai-small|Elastic Stack (Self-Hosted)", "prompt": "c128-l4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Elastic Stack (Self-Hosted)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have a strong internal platform team and want to minimize the bill:** Choose **Elastic Stack (Self-Hosted)**."}, {"id": "mai-20260917-0922-baseline|c128-l4|zai-small|Splunk", "prompt": "c128-l4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The \"Gotcha\": It is expensive... significantly higher than Datadog or Elastic."}, {"id": "mai-20260917-0922-baseline|c128-l4|zai-small|New Relic", "prompt": "c128-l4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Warning:** Avoid **New Relic** for this specific scenario."}, {"id": "mai-20260917-0922-baseline|c128-l5|alibaba-small|Splunk", "prompt": "c128-l5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy/SIEM Heavyweights (Splunk, Sumo Logic): Often more rigid, excellent compliance frameworks, but higher cost."}, {"id": "mai-20260917-0922-baseline|c128-l5|alibaba-small|Datadog", "prompt": "c128-l5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SaaS Observability (Datadog, New Relic, Dynatrace): Best for DevOps culture, combines logs + metrics easily."}, {"id": "mai-20260917-0922-baseline|c128-l5|alibaba-small|New Relic", "prompt": "c128-l5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SaaS Observability (Datadog, New Relic, Dynatrace): Best for DevOps culture"}, {"id": "mai-20260917-0922-baseline|c128-l5|alibaba-small|Cloud-Native (AWS/Azure/GCP Logs)", "prompt": "c128-l5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Cloud-Native (AWS/Azure/GCP Logs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-Native (AWS/Azure/GCP Logs): Lowest friction, best integration with native identity providers."}, {"id": "mai-20260917-0922-baseline|c128-l5|alibaba-small|Dynatrace", "prompt": "c128-l5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SaaS Observability (Datadog, New Relic, Dynatrace)"}, {"id": "mai-20260917-0922-baseline|c128-l5|alibaba-small|Sumo Logic", "prompt": "c128-l5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Often more rigid, excellent compliance frameworks, but higher cost."}, {"id": "mai-20260917-0922-baseline|c128-l5|alibaba-small|Elastic/OpenSearch", "prompt": "c128-l5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Elastic/OpenSearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cost-Efficient (Elastic/OpenSearch): Requires more internal engineering to maintain but offers lower price per gigabyte."}, {"id": "mai-20260917-0922-baseline|c128-l5|google-small|Elasticsearch", "prompt": "c128-l5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Elasticsearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Traditional indexing (like Elasticsearch or older Splunk architectures) is extremely fast for searching but highly compute/storage intensive to maintain."}, {"id": "mai-20260917-0922-baseline|c128-l5|google-small|Splunk", "prompt": "c128-l5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For SIEM & Heavy Security Compliance:** *Splunk Cloud* or *Sumo Logic*. They are the \"gold standard\" for security and compliance audits but are traditionally the most expensive."}, {"id": "mai-20260917-0922-baseline|c128-l5|google-small|CrowdStrike Falcon LogScale", "prompt": "c128-l5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "CrowdStrike Falcon LogScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Falcon LogScale and Loki excel at high-speed ingestion and querying of compressed raw logs over cheap object storage, which significantly drives down TCO"}, {"id": "mai-20260917-0922-baseline|c128-l5|google-small|Grafana Loki", "prompt": "c128-l5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Grafana Cloud (Loki)* ... excel at high-speed ingestion and querying of compressed raw logs over cheap object storage"}, {"id": "mai-20260917-0922-baseline|c128-l5|google-small|Parseable", "prompt": "c128-l5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Parseable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern \"index-less\" or \"micro-indexed\" platforms (such as CrowdStrike Falcon LogScale, Grafana Loki, or Parseable)"}, {"id": "mai-20260917-0922-baseline|c128-l5|google-small|Sumo Logic", "prompt": "c128-l5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "*Splunk Cloud* or *Sumo Logic*. They are the \"gold standard\" for security and compliance audits"}, {"id": "mai-20260917-0922-baseline|c128-l5|google-small|Datadog", "prompt": "c128-l5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For Dev-Heavy/Full-Observability Environments:** *Datadog* or *New Relic*. Ideal if you want your logs deeply correlated with metrics"}, {"id": "mai-20260917-0922-baseline|c128-l5|google-small|New Relic", "prompt": "c128-l5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "*Datadog* or *New Relic* ... requires aggressive log-routing rules to prevent runaway costs"}, {"id": "mai-20260917-0922-baseline|c128-l5|google-small|Elastic Cloud", "prompt": "c128-l5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Elastic Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For Scale-Out, High-Volume, & Low TCO: ... *Grafana Cloud (Loki)*, or *Elastic Cloud*"}, {"id": "mai-20260917-0922-baseline|c128-l5|meta-small|BusinessLOG", "prompt": "c128-l5", "model": "meta-small", "cat": "log-management", "variant": "scale", "raw": "BusinessLOG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Offers AI-powered log management with compliance-oriented output"}, {"id": "mai-20260917-0922-baseline|c128-l5|meta-small|Splunk", "prompt": "c128-l5", "model": "meta-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides a comprehensive platform for log collection, indexing, and analysis"}, {"id": "mai-20260917-0922-baseline|c128-l5|meta-small|Sumo Logic", "prompt": "c128-l5", "model": "meta-small", "cat": "log-management", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a cloud-native log analytics platform with AI-powered security and compliance features"}, {"id": "mai-20260917-0922-baseline|c128-l5|meta-small|Better Stack (formerly Logtail)", "prompt": "c128-l5", "model": "meta-small", "cat": "log-management", "variant": "scale", "raw": "Better Stack (formerly Logtail)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A developer-friendly log management solution with enterprise features like SAML SSO"}, {"id": "mai-20260917-0922-baseline|c128-l5|meta-small|Datadog", "prompt": "c128-l5", "model": "meta-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offer log management and analytics capabilities with features like retention policies"}, {"id": "mai-20260917-0922-baseline|c128-l5|meta-small|Grafana Loki", "prompt": "c128-l5", "model": "meta-small", "cat": "log-management", "variant": "scale", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Datadog and Grafana Loki: Offer log management and analytics capabilities"}, {"id": "mai-20260917-0922-baseline|c128-l5|minimax-small|Datadog", "prompt": "c128-l5", "model": "minimax-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** or **Splunk** are the most enterprise-proven options"}, {"id": "mai-20260917-0922-baseline|c128-l5|minimax-small|Splunk", "prompt": "c128-l5", "model": "minimax-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Datadog** or **Splunk** are the most enterprise-proven options"}, {"id": "mai-20260917-0922-baseline|c128-l5|minimax-small|Elastic Cloud", "prompt": "c128-l5", "model": "minimax-small", "cat": "log-management", "variant": "scale", "raw": "Elastic Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a concern, evaluate **Elastic Cloud** or **Microsoft Sentinel**"}, {"id": "mai-20260917-0922-baseline|c128-l5|minimax-small|Sumo Logic", "prompt": "c128-l5", "model": "minimax-small", "cat": "log-management", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Sumo Logic** | Enterprise | Type II | Custom | SaaS/tech companies |"}, {"id": "mai-20260917-0922-baseline|c128-l5|minimax-small|Microsoft Sentinel", "prompt": "c128-l5", "model": "minimax-small", "cat": "log-management", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "evaluate **Elastic Cloud** or **Microsoft Sentinel** (if already in Azure)"}, {"id": "mai-20260917-0922-baseline|c128-l5|minimax-small|Better Stack", "prompt": "c128-l5", "model": "minimax-small", "cat": "log-management", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Better Stack** | Enterprise | Type II | ~$2,500/mo | Simpler stack, good SOC 2 coverage |"}, {"id": "mai-20260917-0922-baseline|c128-l5|mistral-small|Splunk Enterprise", "prompt": "c128-l5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Splunk Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Splunk Enterprise** (if budget allows)"}, {"id": "mai-20260917-0922-baseline|c128-l5|mistral-small|Elastic (ELK) Stack", "prompt": "c128-l5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Elastic (ELK) Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Elastic (ELK) Stack** (self-managed or Elastic Cloud)"}, {"id": "mai-20260917-0922-baseline|c128-l5|mistral-small|Datadog Log Management", "prompt": "c128-l5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Datadog Log Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Datadog Log Management**"}, {"id": "mai-20260917-0922-baseline|c128-l5|mistral-small|Sumo Logic", "prompt": "c128-l5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Sumo Logic**"}, {"id": "mai-20260917-0922-baseline|c128-l5|mistral-small|New Relic Logs", "prompt": "c128-l5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "New Relic Logs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**New Relic Logs**"}, {"id": "mai-20260917-0922-baseline|c128-l5|mistral-small|Grafana Loki", "prompt": "c128-l5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Grafana Loki** (if you're already using Grafana)"}, {"id": "mai-20260917-0922-baseline|c128-l5|mistral-small|IBM QRadar Log Insights", "prompt": "c128-l5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "IBM QRadar Log Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**IBM QRadar Log Insights**"}, {"id": "mai-20260917-0922-baseline|c128-l5|mistral-small|Microsoft Sentinel", "prompt": "c128-l5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Microsoft Sentinel** (if deep Azure integration is a priority)"}, {"id": "mai-20260917-0922-baseline|c128-l5|mistral-small|Chronosphere", "prompt": "c128-l5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Chronosphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Chronosphere** (for observability at scale)"}, {"id": "mai-20260917-0922-baseline|c128-l5|mistral-small|Devo", "prompt": "c128-l5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Devo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Devo** (for security-focused log management)"}, {"id": "mai-20260917-0922-baseline|c128-l5|moonshot-small|Splunk", "prompt": "c128-l5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Splunk** | Enterprise security & compliance ... **Request enterprise quotes** from Splunk, Elastic, and your cloud provider's native solution"}, {"id": "mai-20260917-0922-baseline|c128-l5|moonshot-small|Elastic Security", "prompt": "c128-l5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Request enterprise quotes** from Splunk, Elastic, and your cloud provider's native solution"}, {"id": "mai-20260917-0922-baseline|c128-l5|moonshot-small|Datadog", "prompt": "c128-l5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already using Datadog, Microsoft, or CrowdStrike, start there for integration benefits."}, {"id": "mai-20260917-0922-baseline|c128-l5|moonshot-small|Microsoft Sentinel", "prompt": "c128-l5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Microsoft Sentinel** | Microsoft ecosystem | Cloud | Custom quote"}, {"id": "mai-20260917-0922-baseline|c128-l5|moonshot-small|CrowdStrike LogScale", "prompt": "c128-l5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "CrowdStrike LogScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**CrowdStrike LogScale** | High-volume streaming"}, {"id": "mai-20260917-0922-baseline|c128-l5|moonshot-small|AWS CloudWatch Logs", "prompt": "c128-l5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "AWS CloudWatch Logs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "your cloud provider's native solution (AWS CloudWatch Logs, Azure Monitor, etc.)"}, {"id": "mai-20260917-0922-baseline|c128-l5|moonshot-small|Azure Monitor", "prompt": "c128-l5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "Azure Monitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "your cloud provider's native solution (AWS CloudWatch Logs, Azure Monitor, etc.)"}, {"id": "mai-20260917-0922-baseline|c128-l5|xai-small|Splunk", "prompt": "c128-l5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Splunk** | Gold-standard compliance/SIEM; deep security analytics. | Custom (~$1.80/GB ingested) | Highest cost; complex setup."}, {"id": "mai-20260917-0922-baseline|c128-l5|xai-small|Datadog", "prompt": "c128-l5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** | Unified observability; easy SSO/scaling. | $0.10/GB ingest + indexing | Can get pricey at petabyte scale."}, {"id": "mai-20260917-0922-baseline|c128-l5|xai-small|Elastic (ELK)", "prompt": "c128-l5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "Elastic (ELK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Elastic** | Flexible, open-source roots; cost-effective at scale. ... Steeper learning curve."}, {"id": "mai-20260917-0922-baseline|c128-l5|xai-small|Sumo Logic", "prompt": "c128-l5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sumo Logic** | Cloud-native compliance; strong retention. | Custom | Less mature APM vs. Datadog."}, {"id": "mai-20260917-0922-baseline|c128-l5|xai-small|Dynatrace", "prompt": "c128-l5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Dynatrace** | AI-driven; full-stack for hybrid envs. | Custom | Observability-heavy, logs secondary."}, {"id": "mai-20260917-0922-baseline|c128-l6|alibaba-small|Papertrail", "prompt": "c128-l6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Papertrail", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** **Tools Designed for Startups/SMBs (e.g., Papertrail, basic Loggly tiers).**"}, {"id": "mai-20260917-0922-baseline|c128-l6|alibaba-small|Loggly", "prompt": "c128-l6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Loggly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** **Tools Designed for Startups/SMBs (e.g., Papertrail, basic Loggly tiers).**"}, {"id": "mai-20260917-0922-baseline|c128-l6|alibaba-small|Elastic Stack", "prompt": "c128-l6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Elastic Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Preferred Alternative:** Self-hosted solutions (Elastic Stack, Graylog, Grafana Loki, OpenObserve)"}, {"id": "mai-20260917-0922-baseline|c128-l6|alibaba-small|Graylog", "prompt": "c128-l6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Preferred Alternative:** Self-hosted solutions (Elastic Stack, Graylog, Grafana Loki, OpenObserve)"}, {"id": "mai-20260917-0922-baseline|c128-l6|alibaba-small|Grafana Loki", "prompt": "c128-l6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Preferred Alternative:** Self-hosted solutions (Elastic Stack, Graylog, Grafana Loki, OpenObserve)"}, {"id": "mai-20260917-0922-baseline|c128-l6|alibaba-small|OpenObserve", "prompt": "c128-l6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Preferred Alternative:** Self-hosted solutions (Elastic Stack, Graylog, Grafana Loki, OpenObserve)"}, {"id": "mai-20260917-0922-baseline|c128-l6|alibaba-small|Splunk", "prompt": "c128-l6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Have other Fortune 1000 companies successfully migrated away from Splunk/Datadog to them?"}, {"id": "mai-20260917-0922-baseline|c128-l6|alibaba-small|Datadog", "prompt": "c128-l6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Have other Fortune 1000 companies successfully migrated away from Splunk/Datadog to them?"}, {"id": "mai-20260917-0922-baseline|c128-l6|anthropic-small|Splunk", "prompt": "c128-l6", "model": "anthropic-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Splunk - High Costs and Scaling Challenges ... Users express significant concerns about the licensing model and overall expenses"}, {"id": "mai-20260917-0922-baseline|c128-l6|anthropic-small|Elasticsearch", "prompt": "c128-l6", "model": "anthropic-small", "cat": "log-management", "variant": "negative", "raw": "Elasticsearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Elasticsearch and Managed Elasticsearch Services - Scaling and Cost Issues"}, {"id": "mai-20260917-0922-baseline|c128-l6|anthropic-small|OpenSearch", "prompt": "c128-l6", "model": "anthropic-small", "cat": "log-management", "variant": "negative", "raw": "OpenSearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Elasticsearch and OpenSearch users run into issues like ballooning costs, degrading query performance, and increased management overhead"}, {"id": "mai-20260917-0922-baseline|c128-l6|challenger-small|Datadog", "prompt": "c128-l6", "model": "challenger-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Choose **caution** with **Datadog** if cost predictability matters."}, {"id": "mai-20260917-0922-baseline|c128-l6|challenger-small|Splunk", "prompt": "c128-l6", "model": "challenger-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the **most expensive** option in many enterprise deployments, making it a cautious choice"}, {"id": "mai-20260917-0922-baseline|c128-l6|challenger-small|ELK / Elastic Stack", "prompt": "c128-l6", "model": "challenger-small", "cat": "log-management", "variant": "negative", "raw": "ELK / Elastic Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "high operational overhead because you manage the stack yourself; that makes them risky for large enterprises"}, {"id": "mai-20260917-0922-baseline|c128-l6|challenger-small|Graylog", "prompt": "c128-l6", "model": "challenger-small", "cat": "log-management", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Choose **caution** with **ELK/Graylog** if you lack the in-house staff to run and tune them at scale."}, {"id": "mai-20260917-0922-baseline|c128-l6|deepseek-small|Datadog", "prompt": "c128-l6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Datadog and Splunk if your finance team hates surprises."}, {"id": "mai-20260917-0922-baseline|c128-l6|deepseek-small|Splunk", "prompt": "c128-l6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Datadog and Splunk if your finance team hates surprises."}, {"id": "mai-20260917-0922-baseline|c128-l6|deepseek-small|Elastic Stack (Elasticsearch, Logstash, Kibana) / OpenSearch (self-hosted)", "prompt": "c128-l6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Elastic Stack (Elasticsearch, Logstash, Kibana) / OpenSearch (self-hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid self-managed Elasticsearch if you don't have 2–3 dedicated SREs just for log infrastructure."}, {"id": "mai-20260917-0922-baseline|c128-l6|deepseek-small|Graylog (Self-hosted)", "prompt": "c128-l6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Graylog (Self-hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Users frequently cite scaling limitations at high volume... Caution level: High."}, {"id": "mai-20260917-0922-baseline|c128-l6|deepseek-small|Papertrail", "prompt": "c128-l6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Papertrail", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Papertrail/Loggly if you need audit-grade reliability."}, {"id": "mai-20260917-0922-baseline|c128-l6|deepseek-small|Loggly", "prompt": "c128-l6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Loggly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Loggly silently drops the logs... Avoid Papertrail/Loggly if you need audit-grade reliability."}, {"id": "mai-20260917-0922-baseline|c128-l6|deepseek-small|Sumo Logic", "prompt": "c128-l6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Sumo Logic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "steep learning curve and a clunky, unintuitive UI... proprietary query language makes it painful to migrate"}, {"id": "mai-20260917-0922-baseline|c128-l6|deepseek-small|Managed Elastic Cloud", "prompt": "c128-l6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Managed Elastic Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Consider platforms like: Managed Elastic Cloud (takes away the operational burden of self-hosted ELK)."}, {"id": "mai-20260917-0922-baseline|c128-l6|deepseek-small|Grafana Loki", "prompt": "c128-l6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Grafana Loki (cost-efficient, designed for cloud-native scale)"}, {"id": "mai-20260917-0922-baseline|c128-l6|deepseek-small|Logz.io", "prompt": "c128-l6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Logz.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "offers managed open-source with clear pricing and no proprietary lock-in"}, {"id": "mai-20260917-0922-baseline|c128-l6|deepseek-small|Coralogix", "prompt": "c128-l6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "designed with modern tiered storage and predictable per-volume costs"}, {"id": "mai-20260917-0922-baseline|c128-l6|deepseek-small|OpenObserve", "prompt": "c128-l6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Coralogix or OpenObserve (designed with modern tiered storage and predictable per-volume costs"}, {"id": "mai-20260917-0922-baseline|c128-l6|google-small|Datadog", "prompt": "c128-l6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples: Datadog (log management module) ... The Risk: Severe \"Bill Shock\" and Escalating Costs."}, {"id": "mai-20260917-0922-baseline|c128-l6|google-small|Splunk", "prompt": "c128-l6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Splunk (under traditional per-GB ingestion pricing) ... Proceed with Caution"}, {"id": "mai-20260917-0922-baseline|c128-l6|google-small|Cribl Stream", "prompt": "c128-l6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Cribl Stream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "enterprises should leverage a telemetry routing layer (like Cribl Stream) to filter, deduplicate, and route logs before they reach the expensive analytics engine"}, {"id": "mai-20260917-0922-baseline|c128-l6|google-small|ELK Stack", "prompt": "c128-l6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "ELK Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Complex, Self-Managed Open-Source Stacks (Avoid Unless Heavily Staffed) ... Self-hosted ELK Stack"}, {"id": "mai-20260917-0922-baseline|c128-l6|google-small|OpenSearch", "prompt": "c128-l6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "OpenSearch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "self-managed OpenSearch ... managing Elasticsearch or OpenSearch clusters at enterprise scale is an operational nightmare"}, {"id": "mai-20260917-0922-baseline|c128-l6|google-small|Elastic Cloud", "prompt": "c128-l6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Elastic Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "opt for fully managed SaaS offerings (such as Elastic Cloud or AWS Managed OpenSearch)"}, {"id": "mai-20260917-0922-baseline|c128-l6|google-small|AWS Managed OpenSearch", "prompt": "c128-l6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "AWS Managed OpenSearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "opt for fully managed SaaS offerings (such as Elastic Cloud or AWS Managed OpenSearch)"}, {"id": "mai-20260917-0922-baseline|c128-l6|google-small|Papertrail", "prompt": "c128-l6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Papertrail", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Developer-Centric or SMB-Focused Tools (Avoid for Centralized Enterprise IT) Examples: Papertrail"}, {"id": "mai-20260917-0922-baseline|c128-l6|google-small|Loggly", "prompt": "c128-l6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Loggly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid for Centralized Enterprise IT ... Loggly ... they lack the robust governance required by large enterprises"}, {"id": "mai-20260917-0922-baseline|c128-l6|google-small|Better Stack", "prompt": "c128-l6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Better Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Better Stack (for large, multi-department global rollouts) ... Why to avoid"}, {"id": "mai-20260917-0922-baseline|c128-l6|google-small|Micro Focus ArcSight on-prem", "prompt": "c128-l6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Micro Focus ArcSight on-prem", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Legacy, Hardware-Bound On-Premises SIEMs (Avoid or Plan Exit) ... Micro Focus ArcSight on-prem"}, {"id": "mai-20260917-0922-baseline|c128-l6|google-small|QRadar", "prompt": "c128-l6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "legacy QRadar ... Why to avoid: These architectures were built for a bygone era"}, {"id": "mai-20260917-0922-baseline|c128-l6|google-small|LogRhythm", "prompt": "c128-l6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "legacy LogRhythm ... Avoid or Plan Exit"}, {"id": "mai-20260917-0922-baseline|c128-l6|google-small|Grafana Loki", "prompt": "c128-l6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Grafana Loki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Look for platforms (like Grafana Loki, OpenObserve, or ClickHouse-based architectures) that store raw logs in ultra-cheap cloud object storage"}, {"id": "mai-20260917-0922-baseline|c128-l6|google-small|OpenObserve", "prompt": "c128-l6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Look for platforms (like Grafana Loki, OpenObserve, or ClickHouse-based architectures)"}, {"id": "mai-20260917-0922-baseline|c128-l6|google-small|ClickHouse-based architectures", "prompt": "c128-l6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "ClickHouse-based architectures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Look for platforms (like Grafana Loki, OpenObserve, or ClickHouse-based architectures)"}, {"id": "mai-20260917-0922-baseline|c128-l6|google-small|Vector", "prompt": "c128-l6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Vector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Implement a vendor-neutral telemetry pipeline (such as Cribl Stream or Vector)"}, {"id": "mai-20260917-0922-baseline|c128-l6|meta-small|Datadog", "prompt": "c128-l6", "model": "meta-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "powerful choice for large enterprises with equally large budgets, it may not be the most cost-effective option"}, {"id": "mai-20260917-0922-baseline|c128-l6|meta-small|Splunk", "prompt": "c128-l6", "model": "meta-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it can be expensive and may require significant investment in their ecosystem for security"}, {"id": "mai-20260917-0922-baseline|c128-l6|meta-small|Dynatrace", "prompt": "c128-l6", "model": "meta-small", "cat": "log-management", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not be the most cost-effective option and may require significant investment in their ecosystem"}, {"id": "mai-20260917-0922-baseline|c128-l6|meta-small|Cribl", "prompt": "c128-l6", "model": "meta-small", "cat": "log-management", "variant": "negative", "raw": "Cribl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "It is considered the best overall for end-to-end telemetry management across collection, routing, storage, and analysis."}, {"id": "mai-20260917-0922-baseline|c128-l6|meta-small|SigNoz", "prompt": "c128-l6", "model": "meta-small", "cat": "log-management", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for teams that want logs, metrics, and traces correlated in one platform"}, {"id": "mai-20260917-0922-baseline|c128-l6|meta-small|Elastic Stack (ELK)", "prompt": "c128-l6", "model": "meta-small", "cat": "log-management", "variant": "negative", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for teams that need Splunk-like log management and security analytics but want to pay based on resources used"}, {"id": "mai-20260917-0922-baseline|c128-l6|mistral-small|Splunk", "prompt": "c128-l6", "model": "mistral-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Splunk: While Splunk is powerful for security and compliance, it is notorious for aggressive pricing models... increasing vendor lock-in risk."}, {"id": "mai-20260917-0922-baseline|c128-l6|mistral-small|Datadog", "prompt": "c128-l6", "model": "mistral-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its pricing can be punishing for high-volume data streams. Its proprietary agents and data formats can also make it difficult to switch"}, {"id": "mai-20260917-0922-baseline|c128-l6|mistral-small|Traditional ELK Stack (Elasticsearch, Logstash, Kibana)", "prompt": "c128-l6", "model": "mistral-small", "cat": "log-management", "variant": "negative", "raw": "Traditional ELK Stack (Elasticsearch, Logstash, Kibana)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Managing a large ELK cluster requires significant engineering resources and ongoing operational overhead."}, {"id": "mai-20260917-0922-baseline|c128-l6|moonshot-small|Splunk", "prompt": "c128-l6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Splunk (Post-Cisco Acquisition) **Why be cautious:** - **Massive cost escalation**"}, {"id": "mai-20260917-0922-baseline|c128-l6|moonshot-small|Datadog", "prompt": "c128-l6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Compounding cost structure**: Multiple independent charges ... compound aggressively at scale"}, {"id": "mai-20260917-0922-baseline|c128-l6|moonshot-small|Elastic Stack / ELK (Self-Managed)", "prompt": "c128-l6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Elastic Stack / ELK (Self-Managed)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Operational complexity**: Requires dedicated expertise for JVM tuning, cluster management, and scaling"}, {"id": "mai-20260917-0922-baseline|c128-l6|moonshot-small|Sumo Logic", "prompt": "c128-l6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Sumo Logic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Performance issues**: Slow queries and dashboard timeouts with large datasets"}, {"id": "mai-20260917-0922-baseline|c128-l6|moonshot-small|OpenObserve", "prompt": "c128-l6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Emerging Safer Alternatives ... **OpenObserve** (open-source, SQL-based, 60-90% cost reduction)"}, {"id": "mai-20260917-0922-baseline|c128-l6|moonshot-small|Grafana Loki", "prompt": "c128-l6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Grafana Loki** (cloud-native, cost-efficient for DevOps teams)"}, {"id": "mai-20260917-0922-baseline|c128-l6|moonshot-small|Cribl Stream", "prompt": "c128-l6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Cribl Stream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Cribl Stream** (reduces costs of existing Splunk investments)"}, {"id": "mai-20260917-0922-baseline|c128-l6|moonshot-small|SigNoz", "prompt": "c128-l6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**SigNoz** (OpenTelemetry-native, no vendor lock-in)"}, {"id": "mai-20260917-0922-baseline|c128-l6|xai-small|Graylog", "prompt": "c128-l6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Strongly Avoid or Approach with Extreme Caution**: 1. **Graylog (especially self-managed deployments)**"}, {"id": "mai-20260917-0922-baseline|c128-l6|xai-small|ELK Stack (Elasticsearch/Logstash/Kibana, self-hosted)", "prompt": "c128-l6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "ELK Stack (Elasticsearch/Logstash/Kibana, self-hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why?** Operational nightmare at scale... Best avoided if: You're not running managed services like Elastic Cloud"}, {"id": "mai-20260917-0922-baseline|c128-l6|xai-small|Splunk", "prompt": "c128-l6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "notoriously expensive ($150-200/GB/day ingest) with a steep SPL query learning curve"}, {"id": "mai-20260917-0922-baseline|c128-l6|xai-small|Datadog", "prompt": "c128-l6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing is \"famously complex/unpredictable\"—pay for ingest *then* indexing, leading to surprise bills"}, {"id": "mai-20260917-0922-baseline|c128-l6|xai-small|Dynatrace", "prompt": "c128-l6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Premium AI-driven, but exorbitantly priced for massive scale"}, {"id": "mai-20260917-0922-baseline|c128-l6|xai-small|SigNoz", "prompt": "c128-l6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Alternatives to Consider Instead**: SigNoz (OpenTelemetry-native, cost-transparent)"}, {"id": "mai-20260917-0922-baseline|c128-l6|xai-small|Grafana Loki", "prompt": "c128-l6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Grafana Loki (cheap compression, CNCF-aligned)"}, {"id": "mai-20260917-0922-baseline|c128-l6|xai-small|Sumo Logic", "prompt": "c128-l6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Sumo Logic (unlimited ingest tiers)"}, {"id": "mai-20260917-0922-baseline|c128-l6|xai-small|Cribl", "prompt": "c128-l6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Cribl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Cribl+open tools for pipeline optimization"}, {"id": "mai-20260917-0922-baseline|c128-l6|xai-small|OpenSearch", "prompt": "c128-l6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "OpenSearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If possible, hybrid open-source (e.g., OpenSearch + Cribl) for flexibility"}, {"id": "mai-20260917-0922-baseline|c128-l6|zai-small|Graylog", "prompt": "c128-l6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "For a large enterprise, avoid **Graylog versions < 7.0** (due to EOL)"}, {"id": "mai-20260917-0922-baseline|c128-l6|zai-small|IBM QRadar", "prompt": "c128-l6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "IBM QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Large enterprises should avoid building critical infrastructure on a platform scheduled to be shut down in two years without a migration plan."}, {"id": "mai-20260917-0922-baseline|c128-l6|zai-small|Splunk", "prompt": "c128-l6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Splunk (Specific Caution):** While powerful, Splunk is frequently cited ... for having one of the highest price points per GB/day"}, {"id": "mai-20260917-0922-baseline|c128-l6|zai-small|Elastic", "prompt": "c128-l6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Elastic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While Elastic is robust, very old, unoptimized configurations (legacy versions of the ELK stack) can struggle with high volume"}, {"id": "mai-20260917-0922-baseline|c128-m1|alibaba-small|Datadog Logs", "prompt": "c128-m1", "model": "alibaba-small", "cat": "log-management", "variant": "direct", "raw": "Datadog Logs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog Logs** \\u2014 Best Overall"}, {"id": "mai-20260917-0922-baseline|c128-m1|alibaba-small|New Relic", "prompt": "c128-m1", "model": "alibaba-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Datadog Logs** and **New Relic** are widely recommended as top choices for mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c128-m1|alibaba-small|Elastic Cloud", "prompt": "c128-m1", "model": "alibaba-small", "cat": "log-management", "variant": "direct", "raw": "Elastic Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Elastic Cloud** \\u2014 Best for Regulated Industries"}, {"id": "mai-20260917-0922-baseline|c128-m1|alibaba-small|OpenObserve", "prompt": "c128-m1", "model": "alibaba-small", "cat": "log-management", "variant": "direct", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OpenObserve** \\u2014 Most Cost-Efficient"}, {"id": "mai-20260917-0922-baseline|c128-m1|alibaba-small|Sumo Logic", "prompt": "c128-m1", "model": "alibaba-small", "cat": "log-management", "variant": "direct", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sumo Logic** \\u2014 Cloud-Native Alternative"}, {"id": "mai-20260917-0922-baseline|c128-m1|anthropic-small|Datadog", "prompt": "c128-m1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Datadog** - Comprehensive, good for complex environments"}, {"id": "mai-20260917-0922-baseline|c128-m1|anthropic-small|ELK Stack (Elasticsearch)", "prompt": "c128-m1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "ELK Stack (Elasticsearch)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Open-source, cost-effective but requires more maintenance"}, {"id": "mai-20260917-0922-baseline|c128-m1|anthropic-small|Splunk", "prompt": "c128-m1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Splunk** - Powerful analytics and compliance features"}, {"id": "mai-20260917-0922-baseline|c128-m1|anthropic-small|New Relic", "prompt": "c128-m1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for application and infrastructure monitoring"}, {"id": "mai-20260917-0922-baseline|c128-m1|anthropic-small|Sumo Logic", "prompt": "c128-m1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-native with strong security features"}, {"id": "mai-20260917-0922-baseline|c128-m1|anthropic-small|Grafana Loki", "prompt": "c128-m1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lightweight, cost-effective alternative"}, {"id": "mai-20260917-0922-baseline|c128-m1|anthropic-small|AWS CloudWatch", "prompt": "c128-m1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "AWS CloudWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you're heavily AWS-based"}, {"id": "mai-20260917-0922-baseline|c128-m1|anthropic-small|Azure Monitor", "prompt": "c128-m1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "Azure Monitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you're in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c128-m1|challenger-small|New Relic", "prompt": "c128-m1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single recommendation, I would pick **New Relic** for most mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c128-m1|challenger-small|Middleware", "prompt": "c128-m1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "Middleware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Middleware** if you want the broadest feature set and more predictable cost control."}, {"id": "mai-20260917-0922-baseline|c128-m1|challenger-small|Sematext", "prompt": "c128-m1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "Sematext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sematext** is also positioned well for mid-market buyers"}, {"id": "mai-20260917-0922-baseline|c128-m1|challenger-small|ManageEngine Log360", "prompt": "c128-m1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose ManageEngine Log360** if your main need is compliance reporting and threat detection"}, {"id": "mai-20260917-0922-baseline|c128-m1|challenger-small|Better Stack", "prompt": "c128-m1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "another source suggests **Better Stack** and **Loki** are sweet-spot options at roughly 50–200 GB/month"}, {"id": "mai-20260917-0922-baseline|c128-m1|challenger-small|Loki", "prompt": "c128-m1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "another source suggests **Better Stack** and **Loki** are sweet-spot options at roughly 50–200 GB/month"}, {"id": "mai-20260917-0922-baseline|c128-m1|deepseek-small|New Relic", "prompt": "c128-m1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**New Relic** and **SigNoz** are strong all-around picks"}, {"id": "mai-20260917-0922-baseline|c128-m1|deepseek-small|SigNoz", "prompt": "c128-m1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SigNoz** (open-source, OpenTelemetry-native) or **New Relic** (managed, zero-ops) are the strongest starting points"}, {"id": "mai-20260917-0922-baseline|c128-m1|deepseek-small|Datadog", "prompt": "c128-m1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "expect a **2\\u20133x cost premium** over open-source alternatives"}, {"id": "mai-20260917-0922-baseline|c128-m1|deepseek-small|Grafana Loki", "prompt": "c128-m1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You're already running Grafana + Kubernetes and care most about the lowest cost per GB"}, {"id": "mai-20260917-0922-baseline|c128-m1|deepseek-small|Splunk", "prompt": "c128-m1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You're in a regulated industry (finance/healthcare) needing strong compliance + SIEM"}, {"id": "mai-20260917-0922-baseline|c128-m1|deepseek-small|ManageEngine Log360", "prompt": "c128-m1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You need compliance/SIEM features but want on-prem, budget-friendly pricing"}, {"id": "mai-20260917-0922-baseline|c128-m1|deepseek-small|Graylog", "prompt": "c128-m1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "You want open-source, self-hosted, structured logging with RBAC for IT ops"}, {"id": "mai-20260917-0922-baseline|c128-m1|google-small|Splunk", "prompt": "c128-m1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "without the **prohibitive pricing** of Splunk"}, {"id": "mai-20260917-0922-baseline|c128-m1|google-small|ELK stack", "prompt": "c128-m1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "ELK stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the **extreme operational overhead** of a self-hosted ELK stack"}, {"id": "mai-20260917-0922-baseline|c128-m1|google-small|Coralogix", "prompt": "c128-m1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Coralogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Cost Control & Compliance: **Coralogix**"}, {"id": "mai-20260917-0922-baseline|c128-m1|google-small|Better Stack", "prompt": "c128-m1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Developer Experience & Unified On-Call: **Better Stack**"}, {"id": "mai-20260917-0922-baseline|c128-m1|google-small|Grafana Loki", "prompt": "c128-m1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Pure Kubernetes/Cloud-Native Environments: **Grafana Loki**"}, {"id": "mai-20260917-0922-baseline|c128-m1|google-small|Datadog", "prompt": "c128-m1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Downside:** **Pricing.** Datadog's pricing is complex... your Datadog bill can easily exceed your actual hosting infrastructure bill."}, {"id": "mai-20260917-0922-baseline|c128-m1|meta-small|Middleware.io", "prompt": "c128-m1", "model": "meta-small", "cat": "log-management", "variant": "direct", "raw": "Middleware.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Middleware.io - Best for teams that want the broadest capability set at the most predictable cost."}, {"id": "mai-20260917-0922-baseline|c128-m1|meta-small|New Relic", "prompt": "c128-m1", "model": "meta-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "New Relic - Best for teams that are APM-centric and can work within the per-user pricing model."}, {"id": "mai-20260917-0922-baseline|c128-m1|meta-small|Graylog", "prompt": "c128-m1", "model": "meta-small", "cat": "log-management", "variant": "direct", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An excellent choice for mid-market and larger organizations looking for a robust, scalable, and cost-effective centralized log management solution."}, {"id": "mai-20260917-0922-baseline|c128-m1|meta-small|ManageEngine Log360", "prompt": "c128-m1", "model": "meta-small", "cat": "log-management", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mid-market teams that need compliance reporting and threat detection alongside log management."}, {"id": "mai-20260917-0922-baseline|c128-m1|minimax-small|Datadog Logs", "prompt": "c128-m1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "Datadog Logs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for DevOps-Observability Focus: Datadog"}, {"id": "mai-20260917-0922-baseline|c128-m1|minimax-small|New Relic", "prompt": "c128-m1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall for Most Mid-Market B2B: New Relic"}, {"id": "mai-20260917-0922-baseline|c128-m1|minimax-small|Elastic (ELK)", "prompt": "c128-m1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "Elastic (ELK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cost Control: Elastic Cloud"}, {"id": "mai-20260917-0922-baseline|c128-m1|minimax-small|ManageEngine Log360", "prompt": "c128-m1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Security/SIEM Focus: LogRhythm or ManageEngine Log360"}, {"id": "mai-20260917-0922-baseline|c128-m1|minimax-small|LogRhythm Next-Gen SIEM", "prompt": "c128-m1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "LogRhythm Next-Gen SIEM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Security/SIEM Focus: LogRhythm or ManageEngine Log360"}, {"id": "mai-20260917-0922-baseline|c128-m1|minimax-small|Graylog", "prompt": "c128-m1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Self-hosted (Elastic, Graylog) vs. SaaS (Datadog, New Relic)"}, {"id": "mai-20260917-0922-baseline|c128-m1|mistral-small|Graylog", "prompt": "c128-m1", "model": "mistral-small", "cat": "log-management", "variant": "direct", "raw": "Graylog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Especially recommended for mid-market and larger organizations seeking a robust, scalable, and cost-effective centralized log management solution"}, {"id": "mai-20260917-0922-baseline|c128-m1|mistral-small|New Relic", "prompt": "c128-m1", "model": "mistral-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-market teams that are APM-centric and want a broader observability platform"}, {"id": "mai-20260917-0922-baseline|c128-m1|mistral-small|Sematext", "prompt": "c128-m1", "model": "mistral-small", "cat": "log-management", "variant": "direct", "raw": "Sematext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a primary concern and you want a simple, transparent pricing model, consider **Sematext**."}, {"id": "mai-20260917-0922-baseline|c128-m1|mistral-small|Splunk", "prompt": "c128-m1", "model": "mistral-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Graylog is frequently cited as a strong alternative to Splunk"}, {"id": "mai-20260917-0922-baseline|c128-m1|mistral-small|Datadog", "prompt": "c128-m1", "model": "mistral-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Positioned as a cost-effective alternative to Datadog"}, {"id": "mai-20260917-0922-baseline|c128-m1|moonshot-small|Datadog", "prompt": "c128-m1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Datadog** – Best All-in-One Platform"}, {"id": "mai-20260917-0922-baseline|c128-m1|moonshot-small|Graylog", "prompt": "c128-m1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Graylog** – Best Cost-Effective Alternative to Splunk"}, {"id": "mai-20260917-0922-baseline|c128-m1|moonshot-small|Middleware", "prompt": "c128-m1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "Middleware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Middleware** – Best Value for Mid-Market Teams"}, {"id": "mai-20260917-0922-baseline|c128-m1|moonshot-small|New Relic", "prompt": "c128-m1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **New Relic** – Best for APM-Centric Teams"}, {"id": "mai-20260917-0922-baseline|c128-m1|moonshot-small|OpenObserve", "prompt": "c128-m1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. **OpenObserve** – Best Open Source Option"}, {"id": "mai-20260917-0922-baseline|c128-m1|moonshot-small|Splunk", "prompt": "c128-m1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "excellent for mid-market companies escaping Splunk's high costs"}, {"id": "mai-20260917-0922-baseline|c128-m1|moonshot-small|Grafana Cloud", "prompt": "c128-m1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Free tier to start** | New Relic or Grafana Cloud"}, {"id": "mai-20260917-0922-baseline|c128-m1|openai-small|Datadog", "prompt": "c128-m1", "model": "openai-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with a slight lean toward **Datadog** ... **Datadog** for most teams"}, {"id": "mai-20260917-0922-baseline|c128-m1|openai-small|New Relic", "prompt": "c128-m1", "model": "openai-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**New Relic** if budget simplicity matters more than absolute breadth"}, {"id": "mai-20260917-0922-baseline|c128-m1|openai-small|Splunk", "prompt": "c128-m1", "model": "openai-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Splunk** if logs are primarily for security/compliance/SIEM-heavy use cases"}, {"id": "mai-20260917-0922-baseline|c128-m1|openai-small|Elastic", "prompt": "c128-m1", "model": "openai-small", "cat": "log-management", "variant": "direct", "raw": "Elastic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it usually requires more operational ownership than Datadog or New Relic"}, {"id": "mai-20260917-0922-baseline|c128-m1|xai-small|Datadog Logs", "prompt": "c128-m1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "Datadog Logs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog or New Relic** if you want quick value with broad ecosystem (top in G2 for unified obs, mid-market picks in reviews)."}, {"id": "mai-20260917-0922-baseline|c128-m1|xai-small|New Relic", "prompt": "c128-m1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Datadog or New Relic** if you want quick value with broad ecosystem"}, {"id": "mai-20260917-0922-baseline|c128-m1|xai-small|Graylog", "prompt": "c128-m1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Graylog** for pure logs on a budget (explicitly called \"best for mid-market IT\" in Cribl/ToolRadar)."}, {"id": "mai-20260917-0922-baseline|c128-m1|xai-small|ManageEngine Log360", "prompt": "c128-m1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Compliance/SIEM + logs on a budget; on-prem preference ... Affordable, UEBA/threat detection"}, {"id": "mai-20260917-0922-baseline|c128-m1|xai-small|Grafana Loki", "prompt": "c128-m1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cost-conscious/K8s-heavy; startups scaling to mid ... Label-based indexing (cheap at scale)"}, {"id": "mai-20260917-0922-baseline|c128-m1|xai-small|Better Stack", "prompt": "c128-m1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Grafana Loki** (or Better Stack)"}, {"id": "mai-20260917-0922-baseline|c128-m1|xai-small|Splunk", "prompt": "c128-m1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Splunk for mid-market—it's enterprise-priced (~$150/GB/day list, $10K+/mo easily) and overkill"}, {"id": "mai-20260917-0922-baseline|c128-m1|xai-small|ELK", "prompt": "c128-m1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "ELK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Open-source like ELK/Loki saves money but adds management overhead."}, {"id": "mai-20260917-0922-baseline|c128-m1|zai-small|Datadog", "prompt": "c128-m1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑market B2B companies, **Datadog** is the best overall choice today"}, {"id": "mai-20260917-0922-baseline|c128-m1|zai-small|ELK Stack (Elasticsearch/Logstash/Kibana)", "prompt": "c128-m1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "ELK Stack (Elasticsearch/Logstash/Kibana)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the most economical option—especially if you self‑host"}, {"id": "mai-20260917-0922-baseline|c128-m1|zai-small|Splunk", "prompt": "c128-m1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Splunk** is ideal only when you need its deep SIEM and query capabilities and can absorb its higher per‑GB pricing."}, {"id": "mai-20260917-0922-baseline|c128-m1|zai-small|Grafana Loki", "prompt": "c128-m1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Open‑source, log‑oriented, lightweight, integrates with Grafana."}, {"id": "mai-20260917-0922-baseline|c128-m1|zai-small|ManageEngine Log360", "prompt": "c128-m1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid‑market focused, SIEM + log management, on‑prem or cloud."}, {"id": "mai-20260917-0922-baseline|c128-m1|zai-small|New Relic", "prompt": "c128-m1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "APM‑driven logs + metrics, good for mid‑market teams with APM needs."}, {"id": "mai-20260917-0922-baseline|c128-m1|zai-small|OpenObserve", "prompt": "c128-m1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Columnar object storage backend, high‑volume retention at lower cost."}, {"id": "mai-20260917-0922-baseline|c128-m2|alibaba-small|Graylog", "prompt": "c128-m2", "model": "alibaba-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendation is **Graylog**"}, {"id": "mai-20260917-0922-baseline|c128-m2|alibaba-small|ELK stack (ElasticSearch, LogStash, Kibana)", "prompt": "c128-m2", "model": "alibaba-small", "cat": "log-management", "variant": "paraphrase", "raw": "ELK stack (ElasticSearch, LogStash, Kibana)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "It offers the power of the ELK stack (ElasticSearch, LogStash, Kibana)"}, {"id": "mai-20260917-0922-baseline|c128-m2|alibaba-small|Splunk", "prompt": "c128-m2", "model": "alibaba-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "significantly cheaper than enterprise-grade competitors like Splunk or Datadog"}, {"id": "mai-20260917-0922-baseline|c128-m2|alibaba-small|Datadog", "prompt": "c128-m2", "model": "alibaba-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner-Up 1: Datadog ... Cons: Extremely expensive at scale."}, {"id": "mai-20260917-0922-baseline|c128-m2|alibaba-small|Grafana Loki", "prompt": "c128-m2", "model": "alibaba-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Runner-Up 2: Grafana Loki"}, {"id": "mai-20260917-0922-baseline|c128-m2|anthropic-small|ELK Stack (Elasticsearch, Logstash, Kibana)", "prompt": "c128-m2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "ELK Stack (Elasticsearch, Logstash, Kibana)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Open-source and highly scalable... Requires more operational overhead"}, {"id": "mai-20260917-0922-baseline|c128-m2|anthropic-small|Splunk", "prompt": "c128-m2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Can be expensive at scale"}, {"id": "mai-20260917-0922-baseline|c128-m2|anthropic-small|Datadog", "prompt": "c128-m2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest evaluating **Grafana Loki** (if cost-conscious and comfortable with DevOps) or **Datadog** (if budget allows and you want a complete monitoring solution)"}, {"id": "mai-20260917-0922-baseline|c128-m2|anthropic-small|New Relic", "prompt": "c128-m2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong APM and monitoring capabilities"}, {"id": "mai-20260917-0922-baseline|c128-m2|anthropic-small|Grafana Loki", "prompt": "c128-m2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Loki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "I'd suggest evaluating **Grafana Loki** (if cost-conscious and comfortable with DevOps)"}, {"id": "mai-20260917-0922-baseline|c128-m2|anthropic-small|CloudWatch (AWS)", "prompt": "c128-m2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "CloudWatch (AWS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you're cloud-native, these integrate well with your infrastructure"}, {"id": "mai-20260917-0922-baseline|c128-m2|anthropic-small|Azure Monitor", "prompt": "c128-m2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Azure Monitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you're cloud-native, these integrate well with your infrastructure"}, {"id": "mai-20260917-0922-baseline|c128-m2|anthropic-small|Google Cloud Logging", "prompt": "c128-m2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Google Cloud Logging", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you're cloud-native, these integrate well with your infrastructure"}, {"id": "mai-20260917-0922-baseline|c128-m2|challenger-small|ManageEngine EventLog Analyzer", "prompt": "c128-m2", "model": "challenger-small", "cat": "log-management", "variant": "paraphrase", "raw": "ManageEngine EventLog Analyzer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ManageEngine EventLog Analyzer** if your priority is straightforward centralized log management"}, {"id": "mai-20260917-0922-baseline|c128-m2|challenger-small|Datadog", "prompt": "c128-m2", "model": "challenger-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** is the strongest alternative in the results because it unifies logs, metrics, and traces"}, {"id": "mai-20260917-0922-baseline|c128-m2|challenger-small|Graylog", "prompt": "c128-m2", "model": "challenger-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Graylog** is a solid mid-sized-team option for centralized collection and search"}, {"id": "mai-20260917-0922-baseline|c128-m2|deepseek-small|Grafana Loki", "prompt": "c128-m2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Loki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: **Grafana Loki** (or SigNoz) for most mid-sized teams"}, {"id": "mai-20260917-0922-baseline|c128-m2|deepseek-small|SigNoz", "prompt": "c128-m2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider a ClickHouse-backed option like **SigNoz** or **OpenObserve** instead"}, {"id": "mai-20260917-0922-baseline|c128-m2|deepseek-small|Elasticsearch", "prompt": "c128-m2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "Elasticsearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Instead of indexing the full text of every log (like Elasticsearch or Datadog)"}, {"id": "mai-20260917-0922-baseline|c128-m2|deepseek-small|Datadog", "prompt": "c128-m2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Downside:** expensive \"$0.10/GB ingested + $1.70 per 1M indexed events; costs scale fast"}, {"id": "mai-20260917-0922-baseline|c128-m2|deepseek-small|OpenObserve", "prompt": "c128-m2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider a ClickHouse-backed option like **SigNoz** or **OpenObserve** instead"}, {"id": "mai-20260917-0922-baseline|c128-m2|deepseek-small|Better Stack", "prompt": "c128-m2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Your team wants fast setup and a developer-friendly logging tool"}, {"id": "mai-20260917-0922-baseline|c128-m2|deepseek-small|Splunk", "prompt": "c128-m2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "typically the highest cost (custom quote) \" overkill unless you need enterprise security"}, {"id": "mai-20260917-0922-baseline|c128-m2|deepseek-small|ELK / Elastic", "prompt": "c128-m2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "ELK / Elastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "You want flexible full-text search and are comfortable running/managing your own stack ... More operational overhead."}, {"id": "mai-20260917-0922-baseline|c128-m2|google-small|self-hosted ELK stacks", "prompt": "c128-m2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "self-hosted ELK stacks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "making self-hosted ELK stacks a bad idea"}, {"id": "mai-20260917-0922-baseline|c128-m2|google-small|Better Stack", "prompt": "c128-m2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For 80% of mid-sized B2B SaaS companies, **Better Stack** or **Grafana Cloud** represents the healthiest intersection"}, {"id": "mai-20260917-0922-baseline|c128-m2|google-small|Axiom", "prompt": "c128-m2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "Axiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with Better Stack or Axiom** if you want to keep costs low"}, {"id": "mai-20260917-0922-baseline|c128-m2|google-small|Grafana Cloud (Loki)", "prompt": "c128-m2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Cloud (Loki)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Better Stack** or **Grafana Cloud** represents the healthiest intersection of developer adoption"}, {"id": "mai-20260917-0922-baseline|c128-m2|google-small|Sumo Logic", "prompt": "c128-m2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Go with Sumo Logic** if your sales team frequently runs into rigorous security reviews"}, {"id": "mai-20260917-0922-baseline|c128-m2|google-small|Datadog", "prompt": "c128-m2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Datadog is notoriously expensive, and its pricing is highly complex."}, {"id": "mai-20260917-0922-baseline|c128-m2|meta-small|Graylog", "prompt": "c128-m2", "model": "meta-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Graylog - Best for mid-size teams that want open-source log management with a reasonable UI."}, {"id": "mai-20260917-0922-baseline|c128-m2|meta-small|Sumo Logic", "prompt": "c128-m2", "model": "meta-small", "cat": "log-management", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for mid-sized and growing teams that are at the \"scale or complexity\" stage."}, {"id": "mai-20260917-0922-baseline|c128-m2|meta-small|OpenObserve", "prompt": "c128-m2", "model": "meta-small", "cat": "log-management", "variant": "paraphrase", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best overall log monitoring tool that unifies logs, metrics, and traces with SQL querying and is cost-efficient."}, {"id": "mai-20260917-0922-baseline|c128-m2|meta-small|ManageEngine EventLog Analyzer", "prompt": "c128-m2", "model": "meta-small", "cat": "log-management", "variant": "paraphrase", "raw": "ManageEngine EventLog Analyzer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A log collection, monitoring, and analysis platform that helps organizations stay compliant with regulatory standards."}, {"id": "mai-20260917-0922-baseline|c128-m2|minimax-small|ELK Stack (Elasticsearch, Logstash, Kibana)", "prompt": "c128-m2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "ELK Stack (Elasticsearch, Logstash, Kibana)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cons: Can be complex to manage at scale, requires expertise"}, {"id": "mai-20260917-0922-baseline|c128-m2|minimax-small|Splunk", "prompt": "c128-m2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cons: Can get expensive quickly - Best for: Larger budgets and enterprises"}, {"id": "mai-20260917-0922-baseline|c128-m2|minimax-small|Datadog", "prompt": "c128-m2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Datadog** if you want quick setup and cloud convenience"}, {"id": "mai-20260917-0922-baseline|c128-m2|minimax-small|Graylog", "prompt": "c128-m2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Graylog** if you want open-source with better ease-of-use than ELK"}, {"id": "mai-20260917-0922-baseline|c128-m2|mistral-small|ManageEngine EventLog Analyzer", "prompt": "c128-m2", "model": "mistral-small", "cat": "log-management", "variant": "paraphrase", "raw": "ManageEngine EventLog Analyzer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ManageEngine EventLog Analyzer** is highly recommended for medium-sized organizations"}, {"id": "mai-20260917-0922-baseline|c128-m2|moonshot-small|Graylog", "prompt": "c128-m2", "model": "moonshot-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Graylog** (Best Balance for Mid-Sized B2B)"}, {"id": "mai-20260917-0922-baseline|c128-m2|moonshot-small|Splunk", "prompt": "c128-m2", "model": "moonshot-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Heavy security/SIEM requirements + large budget | **Splunk**"}, {"id": "mai-20260917-0922-baseline|c128-m2|moonshot-small|Datadog", "prompt": "c128-m2", "model": "moonshot-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If You Prefer Fully Managed: **Datadog**"}, {"id": "mai-20260917-0922-baseline|c128-m2|moonshot-small|ELK Stack / Elastic Cloud", "prompt": "c128-m2", "model": "moonshot-small", "cat": "log-management", "variant": "paraphrase", "raw": "ELK Stack / Elastic Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: High operational overhead if self-hosted."}, {"id": "mai-20260917-0922-baseline|c128-m2|moonshot-small|Better Stack", "prompt": "c128-m2", "model": "moonshot-small", "cat": "log-management", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Honorable Mention: **Better Stack** (Lean Mid-Market)"}, {"id": "mai-20260917-0922-baseline|c128-m2|moonshot-small|Grafana Loki", "prompt": "c128-m2", "model": "moonshot-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Have strong DevOps team and want open-source flexibility | **ELK / Grafana Loki**"}, {"id": "mai-20260917-0922-baseline|c128-m2|openai-small|Datadog Logs", "prompt": "c128-m2", "model": "openai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog Logs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** is the safest recommendation for a mid-sized B2B company."}, {"id": "mai-20260917-0922-baseline|c128-m2|openai-small|Elastic Stack / OpenSearch", "prompt": "c128-m2", "model": "openai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Elastic Stack / OpenSearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you want **more control** and potentially lower cost at scale, but it usually needs more maintenance and expertise."}, {"id": "mai-20260917-0922-baseline|c128-m2|openai-small|Splunk", "prompt": "c128-m2", "model": "openai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "excellent, especially for enterprise/security-heavy environments, but often **expensive**."}, {"id": "mai-20260917-0922-baseline|c128-m2|openai-small|Grafana Loki", "prompt": "c128-m2", "model": "openai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you already use **Grafana/Prometheus** and mainly want a lighter-weight, cost-conscious log system."}, {"id": "mai-20260917-0922-baseline|c128-m2|openai-small|Sumo Logic", "prompt": "c128-m2", "model": "openai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a solid SaaS alternative if you want centralized logs with less operational overhead than Elastic."}, {"id": "mai-20260917-0922-baseline|c128-m2|xai-small|Datadog", "prompt": "c128-m2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Datadog as the top choice."}, {"id": "mai-20260917-0922-baseline|c128-m2|xai-small|ELK/Elastic Stack", "prompt": "c128-m2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "ELK/Elastic Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Graylog or ELK Stack (open-source, unlimited volume if you manage it; great for cost control but adds engineering time)"}, {"id": "mai-20260917-0922-baseline|c128-m2|xai-small|Splunk", "prompt": "c128-m2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Expensive ($30K+/mo at scale), steep learning curve ... Splunk Enterprise (but overkill/pricey for most mid-sized)"}, {"id": "mai-20260917-0922-baseline|c128-m2|xai-small|Sumo Logic", "prompt": "c128-m2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud-native logs + security | Less full observability breadth"}, {"id": "mai-20260917-0922-baseline|c128-m2|xai-small|Grafana Loki", "prompt": "c128-m2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Full open-source stack: Grafana Loki + Loki for cheap, indexed logs."}, {"id": "mai-20260917-0922-baseline|c128-m2|xai-small|Graylog", "prompt": "c128-m2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget/self-host preference: Graylog or ELK Stack"}, {"id": "mai-20260917-0922-baseline|c128-m2|zai-small|Datadog", "prompt": "c128-m2", "model": "zai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top pick: Datadog**"}, {"id": "mai-20260917-0922-baseline|c128-m2|zai-small|Logz.io", "prompt": "c128-m2", "model": "zai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Logz.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative 1 – Logz.io (Managed ELK)**"}, {"id": "mai-20260917-0922-baseline|c128-m2|zai-small|Graylog", "prompt": "c128-m2", "model": "zai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alternative 2 – Graylog (Self‑hosted)**"}, {"id": "mai-20260917-0922-baseline|c128-m3|alibaba-small|Splunk", "prompt": "c128-m3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The Enterprise Standard: **Splunk** ... Historically the most expensive"}, {"id": "mai-20260917-0922-baseline|c128-m3|alibaba-small|Datadog", "prompt": "c128-m3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **Datadog** for the best correlation experience"}, {"id": "mai-20260917-0922-baseline|c128-m3|alibaba-small|Elastic Stack (ELK)", "prompt": "c128-m3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Flexible Open-Source Option: **Elastic Stack (ELK)**"}, {"id": "mai-20260917-0922-baseline|c128-m3|alibaba-small|Grafana Loki", "prompt": "c128-m3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Cost-Efficient / Cloud-Native Choice: **Grafana Loki**"}, {"id": "mai-20260917-0922-baseline|c128-m3|alibaba-small|Cribl", "prompt": "c128-m3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Cribl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Implement a pipeline tool like **Cribl** or **Mezmo** immediately"}, {"id": "mai-20260917-0922-baseline|c128-m3|alibaba-small|Mezmo", "prompt": "c128-m3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Mezmo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These are **Telemetry Pipelines**, not storage engines"}, {"id": "mai-20260917-0922-baseline|c128-m3|alibaba-small|Papertrail", "prompt": "c128-m3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Papertrail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Look at **Papertrail** or **Better Stack** for simplicity"}, {"id": "mai-20260917-0922-baseline|c128-m3|alibaba-small|Better Stack", "prompt": "c128-m3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Look at **Papertrail** or **Better Stack** for simplicity"}, {"id": "mai-20260917-0922-baseline|c128-m3|alibaba-small|Sumo Logic", "prompt": "c128-m3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "consider **Sumo Logic** as a cheaper alternative with similar compliance features"}, {"id": "mai-20260917-0922-baseline|c128-m3|anthropic-small|Splunk", "prompt": "c128-m3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Splunk is enterprise-grade and feature-rich, but the most expensive option by far."}, {"id": "mai-20260917-0922-baseline|c128-m3|anthropic-small|Datadog", "prompt": "c128-m3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "strong full-stack observability with easy setup, but costs spike at scale"}, {"id": "mai-20260917-0922-baseline|c128-m3|anthropic-small|Logz.io", "prompt": "c128-m3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "Logz.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Logz.io emerges as the strongest option for DevOps and SRE teams seeking a complete, scalable, and easy-to-use platform"}, {"id": "mai-20260917-0922-baseline|c128-m3|anthropic-small|ELK Stack / Graylog", "prompt": "c128-m3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "ELK Stack / Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ELK Stack/Graylog are free, but you manage everything with high operational overhead."}, {"id": "mai-20260917-0922-baseline|c128-m3|anthropic-small|Sumo Logic", "prompt": "c128-m3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sumo Logic is a solid choice for real-time analytics and security-focused teams."}, {"id": "mai-20260917-0922-baseline|c128-m3|anthropic-small|SigNoz Cloud", "prompt": "c128-m3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "SigNoz Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SigNoz Cloud is an all-in-one observability platform"}, {"id": "mai-20260917-0922-baseline|c128-m3|anthropic-small|Parseable", "prompt": "c128-m3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "Parseable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Parseable is an open-source observability platform for logs, metrics and traces"}, {"id": "mai-20260917-0922-baseline|c128-m3|challenger-small|Splunk", "prompt": "c128-m3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **Splunk** if your priority is **security analytics, SIEM, and compliance** at enterprise scale."}, {"id": "mai-20260917-0922-baseline|c128-m3|challenger-small|Elastic Stack", "prompt": "c128-m3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Open-source, highly configurable, and strong for search at scale, but usually requires more operational expertise."}, {"id": "mai-20260917-0922-baseline|c128-m3|challenger-small|Datadog Logs", "prompt": "c128-m3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Logs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unified observability with logs, metrics, and traces in one SaaS platform."}, {"id": "mai-20260917-0922-baseline|c128-m3|challenger-small|Sumo Logic", "prompt": "c128-m3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **Sumo Logic** if you need **cloud-native logging with strong compliance features**."}, {"id": "mai-20260917-0922-baseline|c128-m3|challenger-small|Graylog", "prompt": "c128-m3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source core with centralized log management and security analytics."}, {"id": "mai-20260917-0922-baseline|c128-m3|challenger-small|Grafana Loki", "prompt": "c128-m3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More storage-efficient than full-text-search-heavy tools; labels drive querying rather than deep indexing."}, {"id": "mai-20260917-0922-baseline|c128-m3|challenger-small|Logz.io", "prompt": "c128-m3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Logz.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Managed ELK/OpenSearch experience with built-in anomaly detection."}, {"id": "mai-20260917-0922-baseline|c128-m3|challenger-small|Coralogix", "prompt": "c128-m3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Streaming architecture and in-stream processing to reduce storage costs and support real-time insights."}, {"id": "mai-20260917-0922-baseline|c128-m3|challenger-small|New Relic Logs", "prompt": "c128-m3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "New Relic Logs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Logs integrated into a broader APM/observability platform, with lower entry friction."}, {"id": "mai-20260917-0922-baseline|c128-m3|challenger-small|Cribl", "prompt": "c128-m3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Cribl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Focuses on collection, routing, storage, and analysis across telemetry, not just log storage/search."}, {"id": "mai-20260917-0922-baseline|c128-m3|deepseek-small|Datadog Logs", "prompt": "c128-m3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Logs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Full observability & ease of use** → Datadog (if budget allows)"}, {"id": "mai-20260917-0922-baseline|c128-m3|deepseek-small|Splunk", "prompt": "c128-m3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Large regulated enterprise, security/compliance** → Splunk"}, {"id": "mai-20260917-0922-baseline|c128-m3|deepseek-small|Elastic / ELK Stack", "prompt": "c128-m3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic / ELK Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Flexible open source, deep search, cost control** → ELK Stack"}, {"id": "mai-20260917-0922-baseline|c128-m3|deepseek-small|Grafana Loki", "prompt": "c128-m3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cheapest at massive scale, Grafana shop** → Grafana Loki"}, {"id": "mai-20260917-0922-baseline|c128-m3|deepseek-small|Sumo Logic", "prompt": "c128-m3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cloud-native security analytics** → Sumo Logic"}, {"id": "mai-20260917-0922-baseline|c128-m3|deepseek-small|Logz.io", "prompt": "c128-m3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Logz.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Managed ELK without the ops burden** → Logz.io"}, {"id": "mai-20260917-0922-baseline|c128-m3|deepseek-small|Parseable", "prompt": "c128-m3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Parseable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "vs. SQL/object-store (Parseable)"}, {"id": "mai-20260917-0922-baseline|c128-m3|deepseek-small|New Relic", "prompt": "c128-m3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "full observability suite (Datadog, New Relic)"}, {"id": "mai-20260917-0922-baseline|c128-m3|deepseek-small|LogRhythm", "prompt": "c128-m3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "LogRhythm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SIEM/security focus (Splunk, LogRhythm)"}, {"id": "mai-20260917-0922-baseline|c128-m3|deepseek-small|Graylog", "prompt": "c128-m3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "ELK, Loki, Graylog, OpenObserve are open source"}, {"id": "mai-20260917-0922-baseline|c128-m3|deepseek-small|OpenObserve", "prompt": "c128-m3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ELK, Loki, Graylog, OpenObserve are open source"}, {"id": "mai-20260917-0922-baseline|c128-m3|google-small|Splunk", "prompt": "c128-m3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Splunk if you are a massive enterprise with strict compliance requirements... and a budget to support it."}, {"id": "mai-20260917-0922-baseline|c128-m3|google-small|Datadog", "prompt": "c128-m3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Datadog if you want a zero-friction, SaaS-only developer experience"}, {"id": "mai-20260917-0922-baseline|c128-m3|google-small|Elastic Stack (ELK)", "prompt": "c128-m3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Elastic Stack / OpenSearch if you need high-performance, custom full-text search"}, {"id": "mai-20260917-0922-baseline|c128-m3|google-small|OpenSearch", "prompt": "c128-m3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "OpenSearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OpenSearch is the popular, AWS-supported open-source fork of the Elastic Stack."}, {"id": "mai-20260917-0922-baseline|c128-m3|google-small|Grafana Loki", "prompt": "c128-m3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Grafana Loki if you run Kubernetes, use Prometheus/Grafana, and need a highly economical log storage solution"}, {"id": "mai-20260917-0922-baseline|c128-m3|google-small|OpenObserve", "prompt": "c128-m3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose OpenObserve / Better Stack if you want to query logs using SQL"}, {"id": "mai-20260917-0922-baseline|c128-m3|google-small|Better Stack", "prompt": "c128-m3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Next-Gen Columnar Platforms (e.g., Better Stack)"}, {"id": "mai-20260917-0922-baseline|c128-m3|google-small|Cribl Stream", "prompt": "c128-m3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "Cribl Stream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "many enterprises use Cribl Stream upstream. Cribl acts as an observability pipeline."}, {"id": "mai-20260917-0922-baseline|c128-m3|meta-small|Cribl", "prompt": "c128-m3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Cribl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The search results provide a list of top log management platforms, including Cribl, Splunk, Elastic Stack"}, {"id": "mai-20260917-0922-baseline|c128-m3|meta-small|Splunk", "prompt": "c128-m3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Cribl, Splunk, Elastic Stack, Middleware"}, {"id": "mai-20260917-0922-baseline|c128-m3|meta-small|Elastic Stack", "prompt": "c128-m3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Cribl, Splunk, Elastic Stack, Middleware"}, {"id": "mai-20260917-0922-baseline|c128-m3|meta-small|Middleware", "prompt": "c128-m3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Middleware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Elastic Stack, Middleware, Dynatrace, Datadog"}, {"id": "mai-20260917-0922-baseline|c128-m3|meta-small|Dynatrace", "prompt": "c128-m3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Middleware, Dynatrace, Datadog, Grafana Loki"}, {"id": "mai-20260917-0922-baseline|c128-m3|meta-small|Datadog", "prompt": "c128-m3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Dynatrace, Datadog, Grafana Loki, Graylog"}, {"id": "mai-20260917-0922-baseline|c128-m3|meta-small|Grafana Loki", "prompt": "c128-m3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Datadog, Grafana Loki, Graylog, CubeAPM"}, {"id": "mai-20260917-0922-baseline|c128-m3|meta-small|Graylog", "prompt": "c128-m3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Grafana Loki, Graylog, CubeAPM, Better Stack"}, {"id": "mai-20260917-0922-baseline|c128-m3|meta-small|CubeAPM", "prompt": "c128-m3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "CubeAPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Graylog, CubeAPM, Better Stack, New Relic"}, {"id": "mai-20260917-0922-baseline|c128-m3|meta-small|Better Stack", "prompt": "c128-m3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "CubeAPM, Better Stack, New Relic, and OpenObserve"}, {"id": "mai-20260917-0922-baseline|c128-m3|meta-small|New Relic", "prompt": "c128-m3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Better Stack, New Relic, and OpenObserve"}, {"id": "mai-20260917-0922-baseline|c128-m3|meta-small|OpenObserve", "prompt": "c128-m3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "New Relic, and OpenObserve. Each platform has its strengths and weaknesses"}, {"id": "mai-20260917-0922-baseline|c128-m3|minimax-small|Splunk Enterprise / Cloud", "prompt": "c128-m3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk Enterprise / Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Large enterprise, strict security & compliance, heavy SIEM use | Splunk Enterprise / Splunk Cloud | Best-in-class search language"}, {"id": "mai-20260917-0922-baseline|c128-m3|minimax-small|Elastic Stack (ELK)", "prompt": "c128-m3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Team wants full control... | Elastic Stack (self-hosted) or Elastic Cloud | Open-source free, highly flexible, strong Kibana UI"}, {"id": "mai-20260917-0922-baseline|c128-m3|minimax-small|Graylog", "prompt": "c128-m3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Organizations that need a free, easy-to-deploy solution with decent search & compliance features"}, {"id": "mai-20260917-0922-baseline|c128-m3|minimax-small|Datadog Log Management", "prompt": "c128-m3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Log Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud-first DevOps, teams already using Datadog for metrics/APM"}, {"id": "mai-20260917-0922-baseline|c128-m3|minimax-small|Sumo Logic", "prompt": "c128-m3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-native companies, high-volume SaaS, need ML-driven insights"}, {"id": "mai-20260917-0922-baseline|c128-m3|minimax-small|Grafana Loki", "prompt": "c128-m3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Teams already using Grafana, Kubernetes-centric environments, low-cost log aggregation"}, {"id": "mai-20260917-0922-baseline|c128-m3|minimax-small|Mezmo (formerly LogDNA)", "prompt": "c128-m3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Mezmo (formerly LogDNA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "DevOps teams needing a quick, low-overhead SaaS solution"}, {"id": "mai-20260917-0922-baseline|c128-m3|minimax-small|SigNoz", "prompt": "c128-m3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Teams wanting a single-pane-of-glass for OpenTelemetry data, AI-assisted debugging"}, {"id": "mai-20260917-0922-baseline|c128-m3|minimax-small|Loggly", "prompt": "c128-m3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Loggly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Quick-start, lightweight <br>• Limited advanced analytics compared to Splunk/ELK"}, {"id": "mai-20260917-0922-baseline|c128-m3|minimax-small|Papertrail", "prompt": "c128-m3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Papertrail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Small-to-medium teams that need simple, fast log search without heavy infrastructure"}, {"id": "mai-20260917-0922-baseline|c128-m3|mistral-small|Splunk", "prompt": "c128-m3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise-grade, supports complex use cases, but can be expensive and resource-intensive."}, {"id": "mai-20260917-0922-baseline|c128-m3|mistral-small|Elastic Stack (ELK Stack)", "prompt": "c128-m3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Stack (ELK Stack)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Skilled DevOps teams wanting a customizable, open-source solution."}, {"id": "mai-20260917-0922-baseline|c128-m3|mistral-small|Datadog Log Management", "prompt": "c128-m3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Log Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong SaaS model, scalable, but can become costly at scale."}, {"id": "mai-20260917-0922-baseline|c128-m3|mistral-small|Graylog", "prompt": "c128-m3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Easier to deploy than ELK for many use cases, strong community support."}, {"id": "mai-20260917-0922-baseline|c128-m3|mistral-small|Sumo Logic", "prompt": "c128-m3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SaaS-only, strong machine learning for anomaly detection."}, {"id": "mai-20260917-0922-baseline|c128-m3|mistral-small|Cribl", "prompt": "c128-m3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Cribl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focus on flexibility and cost reduction, strong hybrid cloud support."}, {"id": "mai-20260917-0922-baseline|c128-m3|mistral-small|ManageEngine EventLog Analyzer / Log360", "prompt": "c128-m3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "ManageEngine EventLog Analyzer / Log360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Mid-to-large enterprises needing security and compliance."}, {"id": "mai-20260917-0922-baseline|c128-m3|mistral-small|Mezmo (formerly LogDNA)", "prompt": "c128-m3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Mezmo (formerly LogDNA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focus on developer experience, strong SaaS model."}, {"id": "mai-20260917-0922-baseline|c128-m3|mistral-small|Papertrail", "prompt": "c128-m3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Papertrail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Simpler use cases, smaller teams, or as add-ons to larger platforms."}, {"id": "mai-20260917-0922-baseline|c128-m3|mistral-small|Loggly", "prompt": "c128-m3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Loggly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Often used for smaller-scale or supplementary log management."}, {"id": "mai-20260917-0922-baseline|c128-m3|mistral-small|Syslog-ng", "prompt": "c128-m3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Syslog-ng", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Not full platforms, but often used as part of larger log management architectures."}, {"id": "mai-20260917-0922-baseline|c128-m3|mistral-small|Fluentd", "prompt": "c128-m3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Fluentd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for: Open-source log forwarding and collection."}, {"id": "mai-20260917-0922-baseline|c128-m3|moonshot-small|Splunk", "prompt": "c128-m3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose Splunk if: You need enterprise SIEM, compliance, or deep security forensics"}, {"id": "mai-20260917-0922-baseline|c128-m3|moonshot-small|Datadog", "prompt": "c128-m3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose Datadog if: You want unified observability with minimal operational overhead"}, {"id": "mai-20260917-0922-baseline|c128-m3|moonshot-small|Elastic Stack (ELK)", "prompt": "c128-m3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose Elastic if: You need flexible, powerful search and don't mind managing infrastructure"}, {"id": "mai-20260917-0922-baseline|c128-m3|moonshot-small|Grafana Loki", "prompt": "c128-m3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose Grafana Loki if: You're Kubernetes-native and cost-conscious"}, {"id": "mai-20260917-0922-baseline|c128-m3|moonshot-small|Sumo Logic", "prompt": "c128-m3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Cloud-native enterprises, multi-cloud environments, compliance needs"}, {"id": "mai-20260917-0922-baseline|c128-m3|moonshot-small|OpenObserve", "prompt": "c128-m3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Trade-off: Newer platforms with smaller ecosystems"}, {"id": "mai-20260917-0922-baseline|c128-m3|moonshot-small|SigNoz", "prompt": "c128-m3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Choose OpenObserve/SigNoz if: You want modern, OpenTelemetry-native, cost-efficient logging"}, {"id": "mai-20260917-0922-baseline|c128-m3|openai-small|Splunk", "prompt": "c128-m3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Very powerful and mature, but typically expensive and operationally heavy at scale."}, {"id": "mai-20260917-0922-baseline|c128-m3|openai-small|Datadog", "prompt": "c128-m3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Very easy to adopt and strong for full-stack observability; costs can rise quickly as usage grows."}, {"id": "mai-20260917-0922-baseline|c128-m3|openai-small|Elastic (ELK)", "prompt": "c128-m3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic (ELK)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong search and analytics, but you usually operate and tune more of the stack yourself."}, {"id": "mai-20260917-0922-baseline|c128-m3|openai-small|Sumo Logic", "prompt": "c128-m3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SaaS log analytics with AI-assisted workflows and a security-focused posture."}, {"id": "mai-20260917-0922-baseline|c128-m3|openai-small|Graylog", "prompt": "c128-m3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Log-centric platform with self-managed deployment options and data-routing controls."}, {"id": "mai-20260917-0922-baseline|c128-m3|openai-small|New Relic", "prompt": "c128-m3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Logs are integrated into a broader telemetry platform rather than a logs-only product."}, {"id": "mai-20260917-0922-baseline|c128-m3|openai-small|Logz.io", "prompt": "c128-m3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Logz.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud-native SaaS with log management plus AI features and SIEM options."}, {"id": "mai-20260917-0922-baseline|c128-m3|xai-small|Datadog Logs", "prompt": "c128-m3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Logs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Datadog Logs - Integrated observability for cloud-native teams."}, {"id": "mai-20260917-0922-baseline|c128-m3|xai-small|Elastic (ELK Stack)", "prompt": "c128-m3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic (ELK Stack)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Elastic (ELK Stack) - Flexible, powerful search for custom needs."}, {"id": "mai-20260917-0922-baseline|c128-m3|xai-small|Splunk", "prompt": "c128-m3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Splunk - Enterprise-grade with strong security/SIEM focus."}, {"id": "mai-20260917-0922-baseline|c128-m3|xai-small|Sumo Logic", "prompt": "c128-m3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sumo Logic - Cloud analytics and unified logging."}, {"id": "mai-20260917-0922-baseline|c128-m3|xai-small|Graylog", "prompt": "c128-m3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Graylog - Open-source friendly, cost-effective for log+SIEM."}, {"id": "mai-20260917-0922-baseline|c128-m3|xai-small|New Relic", "prompt": "c128-m3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "New Relic - Transparent pricing in full observability suite."}, {"id": "mai-20260917-0922-baseline|c128-m3|xai-small|ManageEngine EventLog Analyzer/Log360", "prompt": "c128-m3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "ManageEngine EventLog Analyzer/Log360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Affordable, compliance-heavy for mid-market."}, {"id": "mai-20260917-0922-baseline|c128-m3|xai-small|Grafana Loki", "prompt": "c128-m3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Grafana Loki - Lightweight for Kubernetes/Prometheus users"}, {"id": "mai-20260917-0922-baseline|c128-m3|xai-small|Sematext Logs", "prompt": "c128-m3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Sematext Logs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Sematext Logs / Logz.io - Managed ELK alternatives for aggregation."}, {"id": "mai-20260917-0922-baseline|c128-m3|xai-small|Logz.io", "prompt": "c128-m3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Logz.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Sematext Logs / Logz.io - Managed ELK alternatives for aggregation."}, {"id": "mai-20260917-0922-baseline|c128-m3|xai-small|SolarWinds Log Analyzer", "prompt": "c128-m3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "SolarWinds Log Analyzer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SolarWinds Log Analyzer - Quick setup for security incidents."}, {"id": "mai-20260917-0922-baseline|c128-m3|zai-small|Splunk", "prompt": "c128-m3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a large Security team: Choose **Splunk**. The search capabilities and security integrations are unmatched."}, {"id": "mai-20260917-0922-baseline|c128-m3|zai-small|Datadog", "prompt": "c128-m3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want an all-in-one tool for DevOps: Choose **Datadog**. It is easier to set up and provides excellent tracing."}, {"id": "mai-20260917-0922-baseline|c128-m3|zai-small|Dynatrace", "prompt": "c128-m3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best For: Enterprises with complex, distributed architectures."}, {"id": "mai-20260917-0922-baseline|c128-m3|zai-small|New Relic", "prompt": "c128-m3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a generous free tier (100GB data ingest)"}, {"id": "mai-20260917-0922-baseline|c128-m3|zai-small|Elastic Stack (ELK) / OpenSearch", "prompt": "c128-m3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Stack (ELK) / OpenSearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want to control your own infrastructure: Choose **OpenSearch** or the **Elastic Stack**."}, {"id": "mai-20260917-0922-baseline|c128-m3|zai-small|Grafana Loki", "prompt": "c128-m3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are on a budget or running Kubernetes: Choose **Grafana Loki**."}, {"id": "mai-20260917-0922-baseline|c128-m3|zai-small|OpenObserve", "prompt": "c128-m3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A newer player that combines log, metrics, and traces in one platform."}, {"id": "mai-20260917-0922-baseline|c128-m3|zai-small|Cribl", "prompt": "c128-m3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Cribl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you want to optimize costs: Use **Cribl** to manage the data flow."}, {"id": "mai-20260917-0922-baseline|c128-m4|alibaba-small|The Elastic Stack (ELK)", "prompt": "c128-m4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "The Elastic Stack (ELK)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a Sysadmin/DevOps engineer:** Choose **ELK Stack** or **Graylog** (Self-hosted)."}, {"id": "mai-20260917-0922-baseline|c128-m4|alibaba-small|Graylog", "prompt": "c128-m4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a robust Open Source edition that is generally easier to deploy than ELK."}, {"id": "mai-20260917-0922-baseline|c128-m4|alibaba-small|Papertrail", "prompt": "c128-m4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Papertrail** (for small teams)"}, {"id": "mai-20260917-0922-baseline|c128-m4|alibaba-small|BetterStack", "prompt": "c128-m4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "BetterStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BetterStack** (for slightly larger teams)"}, {"id": "mai-20260917-0922-baseline|c128-m4|alibaba-small|Axiom", "prompt": "c128-m4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "Axiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you pay for the data you actually read/search. It is incredibly fast."}, {"id": "mai-20260917-0922-baseline|c128-m4|alibaba-small|Grafana Loki", "prompt": "c128-m4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are tech-savvy and want maximum power for minimum dollars:** Choose **Grafana Loki**."}, {"id": "mai-20260917-0922-baseline|c128-m4|anthropic-small|Papertrail", "prompt": "c128-m4", "model": "anthropic-small", "cat": "log-management", "variant": "budget", "raw": "Papertrail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Papertrail is considered the best free log management option in 2026"}, {"id": "mai-20260917-0922-baseline|c128-m4|anthropic-small|New Relic Log Management", "prompt": "c128-m4", "model": "anthropic-small", "cat": "log-management", "variant": "budget", "raw": "New Relic Log Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "generous 100 GB free tier per month across all telemetry types, which makes it accessible for smaller teams"}, {"id": "mai-20260917-0922-baseline|c128-m4|anthropic-small|ELK Stack", "prompt": "c128-m4", "model": "anthropic-small", "cat": "log-management", "variant": "budget", "raw": "ELK Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is not as easy to use as some plug-and-play log management tools, which can make it challenging for smaller teams"}, {"id": "mai-20260917-0922-baseline|c128-m4|anthropic-small|Loki", "prompt": "c128-m4", "model": "anthropic-small", "cat": "log-management", "variant": "budget", "raw": "Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Loki is recommended for cost efficiency among open-source log management tools"}, {"id": "mai-20260917-0922-baseline|c128-m4|challenger-small|Better Stack", "prompt": "c128-m4", "model": "challenger-small", "cat": "log-management", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Better Stack** if you want the simplest low-ops cloud option, or **Grafana Loki** if you can self-host"}, {"id": "mai-20260917-0922-baseline|c128-m4|challenger-small|Grafana Loki", "prompt": "c128-m4", "model": "challenger-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with Better Stack for ease, or Loki for the cheapest self-managed path"}, {"id": "mai-20260917-0922-baseline|c128-m4|challenger-small|OpenObserve", "prompt": "c128-m4", "model": "challenger-small", "cat": "log-management", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong option when log volume is high and storage costs matter"}, {"id": "mai-20260917-0922-baseline|c128-m4|challenger-small|Elastic Observability", "prompt": "c128-m4", "model": "challenger-small", "cat": "log-management", "variant": "budget", "raw": "Elastic Observability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it may be a better fit if you can afford a more feature-rich platform rather than the absolute cheapest option"}, {"id": "mai-20260917-0922-baseline|c128-m4|deepseek-small|Axiom", "prompt": "c128-m4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Axiom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Axiom** gives you the most free value with zero operational overhead"}, {"id": "mai-20260917-0922-baseline|c128-m4|deepseek-small|Grafana Loki Cloud", "prompt": "c128-m4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**50GB/month free tier.** Label-based indexing keeps storage costs low."}, {"id": "mai-20260917-0922-baseline|c128-m4|deepseek-small|Papertrail", "prompt": "c128-m4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The cheapest fixed-cost paid option for very small predictable-volume teams."}, {"id": "mai-20260917-0922-baseline|c128-m4|deepseek-small|Better Stack", "prompt": "c128-m4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "From ~**$24/month** with a 3GB/month free option plus monitors."}, {"id": "mai-20260917-0922-baseline|c128-m4|deepseek-small|OpenObserve", "prompt": "c128-m4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**OpenObserve** self-hosted is the winner if you can run your own infrastructure"}, {"id": "mai-20260917-0922-baseline|c128-m4|deepseek-small|Grafana Loki", "prompt": "c128-m4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Very light on resources for small deployments, pairs beautifully with Grafana dashboards."}, {"id": "mai-20260917-0922-baseline|c128-m4|deepseek-small|Graylog", "prompt": "c128-m4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free OSS edition is excellent for security/compliance-focused logging."}, {"id": "mai-20260917-0922-baseline|c128-m4|deepseek-small|SigNoz", "prompt": "c128-m4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best \"middle ground\" if you want logs, traces, and metrics in one open-source tool"}, {"id": "mai-20260917-0922-baseline|c128-m4|deepseek-small|Datadog", "prompt": "c128-m4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Claims **60–90% lower costs** than Datadog/Splunk"}, {"id": "mai-20260917-0922-baseline|c128-m4|deepseek-small|Splunk", "prompt": "c128-m4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Claims **60–90% lower costs** than Datadog/Splunk"}, {"id": "mai-20260917-0922-baseline|c128-m4|google-small|Axiom", "prompt": "c128-m4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Axiom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want absolutely zero maintenance and have low-to-medium volume:** Use **Axiom** (for pure logging)"}, {"id": "mai-20260917-0922-baseline|c128-m4|google-small|Better Stack (Logs)", "prompt": "c128-m4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Better Stack (Logs)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "paying $25/month for **Axiom** or **Better Stack** is the vastly superior financial decision"}, {"id": "mai-20260917-0922-baseline|c128-m4|google-small|New Relic", "prompt": "c128-m4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a solo developer/tiny startup:** Use **New Relic's** 100 GB free tier."}, {"id": "mai-20260917-0922-baseline|c128-m4|google-small|Grafana Loki", "prompt": "c128-m4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want to self-host to keep data private and utilize cheap S3 storage:** Deploy **Grafana Loki** or **OpenObserve**"}, {"id": "mai-20260917-0922-baseline|c128-m4|google-small|OpenObserve", "prompt": "c128-m4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deploy **Grafana Loki** or **OpenObserve**"}, {"id": "mai-20260917-0922-baseline|c128-m4|google-small|Graylog (Open Source Edition)", "prompt": "c128-m4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Graylog (Open Source Edition)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it requires significantly more RAM and CPU to run than Loki or OpenObserve"}, {"id": "mai-20260917-0922-baseline|c128-m4|google-small|ELK/OpenSearch", "prompt": "c128-m4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "ELK/OpenSearch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid self-hosting ELK/OpenSearch** if you are on a tight budget."}, {"id": "mai-20260917-0922-baseline|c128-m4|google-small|AWS CloudWatch", "prompt": "c128-m4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "AWS CloudWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "about 70% cheaper than AWS CloudWatch"}, {"id": "mai-20260917-0922-baseline|c128-m4|google-small|Datadog", "prompt": "c128-m4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a fraction of Datadog's pricing"}, {"id": "mai-20260917-0922-baseline|c128-m4|meta-small|OpenObserve", "prompt": "c128-m4", "model": "meta-small", "cat": "log-management", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OpenObserve: It is a cost-efficient option that supports SQL queries and has a self-hosted deployment option."}, {"id": "mai-20260917-0922-baseline|c128-m4|meta-small|Loki", "prompt": "c128-m4", "model": "meta-small", "cat": "log-management", "variant": "budget", "raw": "Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "natural fit for companies already using Prometheus and Grafana, and is cost-efficient at scale"}, {"id": "mai-20260917-0922-baseline|c128-m4|meta-small|Graylog", "prompt": "c128-m4", "model": "meta-small", "cat": "log-management", "variant": "budget", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another self-hosted option that supports full-text search over unstructured logs"}, {"id": "mai-20260917-0922-baseline|c128-m4|meta-small|SigNoz", "prompt": "c128-m4", "model": "meta-small", "cat": "log-management", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "open-source tool that provides logs, traces, and metrics in one platform, and is a good middle ground for teams with limited budget"}, {"id": "mai-20260917-0922-baseline|c128-m4|minimax-small|Grafana Loki", "prompt": "c128-m4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Cheapest at scale, great if you already use Prometheus/Grafana"}, {"id": "mai-20260917-0922-baseline|c128-m4|minimax-small|SigNoz", "prompt": "c128-m4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **SigNoz** if you're comfortable with self-hosting and want full observability capabilities"}, {"id": "mai-20260917-0922-baseline|c128-m4|minimax-small|ELK Stack (Elasticsearch, Logstash, Kibana)", "prompt": "c128-m4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "ELK Stack (Elasticsearch, Logstash, Kibana)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Well-established, but resource-intensive"}, {"id": "mai-20260917-0922-baseline|c128-m4|minimax-small|Graylog Open", "prompt": "c128-m4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "Graylog Open", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free up to 5GB/day, good for small volumes"}, {"id": "mai-20260917-0922-baseline|c128-m4|minimax-small|Grafana Cloud", "prompt": "c128-m4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "I'd recommend starting with **Grafana Cloud's free tier**"}, {"id": "mai-20260917-0922-baseline|c128-m4|minimax-small|Better Stack", "prompt": "c128-m4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "or **Better Stack** if you need managed SaaS"}, {"id": "mai-20260917-0922-baseline|c128-m4|minimax-small|OpenObserve", "prompt": "c128-m4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "$0.3/GB or free self-hosted"}, {"id": "mai-20260917-0922-baseline|c128-m4|mistral-small|Axiom", "prompt": "c128-m4", "model": "mistral-small", "cat": "log-management", "variant": "budget", "raw": "Axiom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the absolute cheapest entry, start with **Axiom's free tier**"}, {"id": "mai-20260917-0922-baseline|c128-m4|mistral-small|Grafana Loki (via Grafana Cloud)", "prompt": "c128-m4", "model": "mistral-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki (via Grafana Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you expect to scale or already use Grafana, **Grafana Loki** (especially self-hosted) is the most cost-effective at scale."}, {"id": "mai-20260917-0922-baseline|c128-m4|mistral-small|Papertrail", "prompt": "c128-m4", "model": "mistral-small", "cat": "log-management", "variant": "budget", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Papertrail at $7/month**"}, {"id": "mai-20260917-0922-baseline|c128-m4|mistral-small|Better Stack", "prompt": "c128-m4", "model": "mistral-small", "cat": "log-management", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a pay-as-you-go plan starting at $24/month, which is flexible and budget-friendly"}, {"id": "mai-20260917-0922-baseline|c128-m4|mistral-small|Graylog", "prompt": "c128-m4", "model": "mistral-small", "cat": "log-management", "variant": "budget", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Graylog** is a solid free option, but requires more setup"}, {"id": "mai-20260917-0922-baseline|c128-m4|moonshot-small|Splunk", "prompt": "c128-m4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid**: Splunk, Datadog, or Sumo Logic if you have high log volumes"}, {"id": "mai-20260917-0922-baseline|c128-m4|moonshot-small|Datadog", "prompt": "c128-m4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid**: Splunk, Datadog, or Sumo Logic if you have high log volumes"}, {"id": "mai-20260917-0922-baseline|c128-m4|moonshot-small|OpenObserve", "prompt": "c128-m4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **OpenObserve** (self-hosted) or **Grafana Loki**"}, {"id": "mai-20260917-0922-baseline|c128-m4|moonshot-small|Grafana Loki", "prompt": "c128-m4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with **OpenObserve** (self-hosted) or **Grafana Loki**"}, {"id": "mai-20260917-0922-baseline|c128-m4|moonshot-small|Graylog", "prompt": "c128-m4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need deeper security features or Splunk-like querying, go with **Graylog**"}, {"id": "mai-20260917-0922-baseline|c128-m4|moonshot-small|ELK / OpenSearch Stack", "prompt": "c128-m4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "ELK / OpenSearch Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Extremely powerful but **resource-intensive** (RAM/CPU hungry)"}, {"id": "mai-20260917-0922-baseline|c128-m4|moonshot-small|SigNoz", "prompt": "c128-m4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Unified Observability"}, {"id": "mai-20260917-0922-baseline|c128-m4|moonshot-small|Wazuh", "prompt": "c128-m4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Advanced SIEM/security on zero budget | **Wazuh** (free, open source)"}, {"id": "mai-20260917-0922-baseline|c128-m4|moonshot-small|Sumo Logic", "prompt": "c128-m4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Sumo Logic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid**: Splunk, Datadog, or Sumo Logic"}, {"id": "mai-20260917-0922-baseline|c128-m4|moonshot-small|Fluent Bit", "prompt": "c128-m4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Fluent Bit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Many teams pair **Fluent Bit** (lightweight log collector) with **Loki** or **OpenObserve**"}, {"id": "mai-20260917-0922-baseline|c128-m4|openai-small|Grafana Loki", "prompt": "c128-m4", "model": "openai-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small team / startup / mostly Kubernetes or microservices:** **Grafana Loki**"}, {"id": "mai-20260917-0922-baseline|c128-m4|openai-small|OpenSearch / Elasticsearch", "prompt": "c128-m4", "model": "openai-small", "cat": "log-management", "variant": "budget", "raw": "OpenSearch / Elasticsearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need stronger search and don’t mind more ops work:** **OpenSearch**"}, {"id": "mai-20260917-0922-baseline|c128-m4|openai-small|AWS CloudWatch", "prompt": "c128-m4", "model": "openai-small", "cat": "log-management", "variant": "budget", "raw": "AWS CloudWatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already deep in one cloud and want simplest setup:** **Cloud-native logging**"}, {"id": "mai-20260917-0922-baseline|c128-m4|openai-small|Azure Monitor", "prompt": "c128-m4", "model": "openai-small", "cat": "log-management", "variant": "budget", "raw": "Azure Monitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS CloudWatch**, **Azure Monitor**, or **Google Cloud Logging** if you’re already on one cloud."}, {"id": "mai-20260917-0922-baseline|c128-m4|openai-small|Google Cloud Logging", "prompt": "c128-m4", "model": "openai-small", "cat": "log-management", "variant": "budget", "raw": "Google Cloud Logging", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AWS CloudWatch**, **Azure Monitor**, or **Google Cloud Logging** if you’re already on one cloud."}, {"id": "mai-20260917-0922-baseline|c128-m4|openai-small|Datadog", "prompt": "c128-m4", "model": "openai-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Excellent products, but usually **not ideal for tight budgets**"}, {"id": "mai-20260917-0922-baseline|c128-m4|openai-small|Splunk", "prompt": "c128-m4", "model": "openai-small", "cat": "log-management", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Excellent products, but usually **not ideal for tight budgets**"}, {"id": "mai-20260917-0922-baseline|c128-m4|xai-small|Grafana Loki", "prompt": "c128-m4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Grafana Loki (Best overall for budget + efficiency)"}, {"id": "mai-20260917-0922-baseline|c128-m4|xai-small|Graylog", "prompt": "c128-m4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Graylog (Best for search-heavy needs)"}, {"id": "mai-20260917-0922-baseline|c128-m4|xai-small|ELK Stack", "prompt": "c128-m4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "ELK Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ELK Stack / OpenSearch (Best for customization)"}, {"id": "mai-20260917-0922-baseline|c128-m4|xai-small|OpenSearch", "prompt": "c128-m4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "OpenSearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OpenSearch fork keeps it fully OSS post-Elastic's license change."}, {"id": "mai-20260917-0922-baseline|c128-m4|xai-small|Grafana Cloud", "prompt": "c128-m4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Grafana Cloud: 50GB/month free—scales pay-as-you-go."}, {"id": "mai-20260917-0922-baseline|c128-m4|xai-small|New Relic", "prompt": "c128-m4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "New Relic: 100GB/month free."}, {"id": "mai-20260917-0922-baseline|c128-m4|xai-small|Datadog", "prompt": "c128-m4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid pricier ones like Datadog ($0.10/GB) or Splunk unless volume is tiny."}, {"id": "mai-20260917-0922-baseline|c128-m4|xai-small|Splunk", "prompt": "c128-m4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid pricier ones like Datadog ($0.10/GB) or Splunk unless volume is tiny."}, {"id": "mai-20260917-0922-baseline|c128-m4|zai-small|Grafana Loki", "prompt": "c128-m4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Grafana Loki** is widely considered the best budget solution"}, {"id": "mai-20260917-0922-baseline|c128-m4|zai-small|Splunk", "prompt": "c128-m4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "much cheaper and faster than traditional systems like Splunk or Elastic"}, {"id": "mai-20260917-0922-baseline|c128-m4|zai-small|Elastic", "prompt": "c128-m4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Elastic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "much cheaper and faster than traditional systems like Splunk or Elastic"}, {"id": "mai-20260917-0922-baseline|c128-m4|zai-small|Grafana Cloud", "prompt": "c128-m4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you cannot manage servers, use the **Grafana Cloud Free Tier**."}, {"id": "mai-20260917-0922-baseline|c128-m4|zai-small|Better Stack", "prompt": "c128-m4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best \"Pay-As-You-Go\" SaaS: Better Stack"}, {"id": "mai-20260917-0922-baseline|c128-m4|zai-small|Datadog", "prompt": "c128-m4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "positions itself as a cheaper alternative to Datadog or Splunk"}, {"id": "mai-20260917-0922-baseline|c128-m4|zai-small|Papertrail", "prompt": "c128-m4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Simple/Minimalist Needs: Papertrail"}, {"id": "mai-20260917-0922-baseline|c128-m5|alibaba-small|Splunk", "prompt": "c128-m5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid tools that require complex, proprietary scripting languages (like early Splunk SPL)"}, {"id": "mai-20260917-0922-baseline|c128-m5|alibaba-small|Datadog", "prompt": "c128-m5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"All-in-One\" Approach (Datadog/Dynatrace): Pros: Incredible UX ... Cons: Expensive."}, {"id": "mai-20260917-0922-baseline|c128-m5|alibaba-small|Dynatrace", "prompt": "c128-m5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"All-in-One\" Approach (Datadog/Dynatrace)"}, {"id": "mai-20260917-0922-baseline|c128-m5|alibaba-small|Elastic Cloud", "prompt": "c128-m5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Elastic Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"Specialist\" Approach (Elastic Cloud / Datadog Logs Only): Pros: Standardized technology, good balance of features and cost."}, {"id": "mai-20260917-0922-baseline|c128-m5|alibaba-small|Loki/Grafana", "prompt": "c128-m5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Loki/Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"Cost-Efficient\" Approach (Loki/Grafana or Graylog): Pros: Extremely cheap."}, {"id": "mai-20260917-0922-baseline|c128-m5|alibaba-small|Graylog", "prompt": "c128-m5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The \"Cost-Efficient\" Approach (Loki/Grafana or Graylog)"}, {"id": "mai-20260917-0922-baseline|c128-m5|anthropic-small|Elastic Stack", "prompt": "c128-m5", "model": "anthropic-small", "cat": "log-management", "variant": "scale", "raw": "Elastic Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Self-hosted tools like Elastic Stack and Graylog provide full control but require time to manage clusters and upgrades"}, {"id": "mai-20260917-0922-baseline|c128-m5|anthropic-small|Graylog", "prompt": "c128-m5", "model": "anthropic-small", "cat": "log-management", "variant": "scale", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Self-hosted tools like Elastic Stack and Graylog provide full control but require time to manage clusters and upgrades"}, {"id": "mai-20260917-0922-baseline|c128-m5|anthropic-small|Datadog", "prompt": "c128-m5", "model": "anthropic-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SaaS platforms like Datadog and Sumo Logic reduce management work but may limit customization"}, {"id": "mai-20260917-0922-baseline|c128-m5|anthropic-small|Sumo Logic", "prompt": "c128-m5", "model": "anthropic-small", "cat": "log-management", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SaaS platforms like Datadog and Sumo Logic reduce management work but may limit customization"}, {"id": "mai-20260917-0922-baseline|c128-m5|deepseek-small|Loki", "prompt": "c128-m5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "Loki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "strongly consider an OpenTelemetry-native, cost-predictable option (Loki with Grafana, or SigNoz/OpenObserve)"}, {"id": "mai-20260917-0922-baseline|c128-m5|deepseek-small|Splunk", "prompt": "c128-m5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "most powerful for security/compliance-heavy workflows... typically the priciest"}, {"id": "mai-20260917-0922-baseline|c128-m5|deepseek-small|Datadog", "prompt": "c128-m5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pay a 2\\u20133\\u00d7 premium for it... Avoid the premium vendors unless you already live in their ecosystem"}, {"id": "mai-20260917-0922-baseline|c128-m5|deepseek-small|Elastic", "prompt": "c128-m5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Elastic (ELK/OpenSearch) \\u2014 flexible full-text search, self-hostable; strongest open-source search experience"}, {"id": "mai-20260917-0922-baseline|c128-m5|deepseek-small|SigNoz", "prompt": "c128-m5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "strongly consider an OpenTelemetry-native, cost-predictable option (Loki with Grafana, or SigNoz/OpenObserve)"}, {"id": "mai-20260917-0922-baseline|c128-m5|deepseek-small|OpenObserve", "prompt": "c128-m5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "OpenObserve", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "strongly consider an OpenTelemetry-native, cost-predictable option (Loki with Grafana, or SigNoz/OpenObserve)"}, {"id": "mai-20260917-0922-baseline|c128-m5|deepseek-small|New Relic", "prompt": "c128-m5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Datadog / New Relic \\u2014 best for zero-ops... pay a 2\\u20133\\u00d7 premium for it"}, {"id": "mai-20260917-0922-baseline|c128-m5|deepseek-small|Parseable", "prompt": "c128-m5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "Parseable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SigNoz / OpenObserve / Parseable \\u2014 cost-efficient open-source options... but newer with smaller ecosystems"}, {"id": "mai-20260917-0922-baseline|c128-m5|google-small|ELK stack", "prompt": "c128-m5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "ELK stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you likely lack the massive dedicated platform engineering resources required to maintain complex, self-hosted infrastructure (like a raw ELK stack)"}, {"id": "mai-20260917-0922-baseline|c128-m5|google-small|Elastic", "prompt": "c128-m5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "*Traditional Indexing (e.g., Elastic):* Full-text search is lightning fast, but storage is expensive."}, {"id": "mai-20260917-0922-baseline|c128-m5|google-small|Grafana Loki", "prompt": "c128-m5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Grafana Loki is incredibly cost-efficient for Kubernetes logs"}, {"id": "mai-20260917-0922-baseline|c128-m5|google-small|Axiom", "prompt": "c128-m5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Axiom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "*Columnar DBs (e.g., ClickHouse-backed tools like Axiom, OpenObserve)*"}, {"id": "mai-20260917-0922-baseline|c128-m5|google-small|OpenObserve", "prompt": "c128-m5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ClickHouse-backed tools like Axiom, OpenObserve): Combines high compression with fast SQL-based querying."}, {"id": "mai-20260917-0922-baseline|c128-m5|google-small|Splunk", "prompt": "c128-m5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "proprietary languages (like Splunk's SPL or Grafana's LogQL)"}, {"id": "mai-20260917-0922-baseline|c128-m5|google-small|Datadog", "prompt": "c128-m5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The All-in-One Observability Giants (Datadog, New Relic, Dynatrace) ... Cons: Notoriously expensive."}, {"id": "mai-20260917-0922-baseline|c128-m5|google-small|New Relic", "prompt": "c128-m5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The All-in-One Observability Giants (Datadog, New Relic, Dynatrace)"}, {"id": "mai-20260917-0922-baseline|c128-m5|google-small|Dynatrace", "prompt": "c128-m5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "The All-in-One Observability Giants (Datadog, New Relic, Dynatrace)"}, {"id": "mai-20260917-0922-baseline|c128-m5|google-small|Better Stack", "prompt": "c128-m5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "The Cost-Efficient & Modern Options (Axiom, Better Stack, Coralogix, Logz.io)"}, {"id": "mai-20260917-0922-baseline|c128-m5|google-small|Coralogix", "prompt": "c128-m5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "The Cost-Efficient & Modern Options (Axiom, Better Stack, Coralogix, Logz.io)"}, {"id": "mai-20260917-0922-baseline|c128-m5|google-small|Logz.io", "prompt": "c128-m5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Logz.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "The Cost-Efficient & Modern Options (Axiom, Better Stack, Coralogix, Logz.io)"}, {"id": "mai-20260917-0922-baseline|c128-m5|google-small|Elastic Cloud", "prompt": "c128-m5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Elastic Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Elastic Cloud can still require significant operational configuration to run optimally"}, {"id": "mai-20260917-0922-baseline|c128-m5|meta-small|Cribl", "prompt": "c128-m5", "model": "meta-small", "cat": "log-management", "variant": "scale", "raw": "Cribl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top log management platforms mentioned include Cribl, Datadog, Splunk, and Elastic Stack (ELK / OpenSearch)."}, {"id": "mai-20260917-0922-baseline|c128-m5|meta-small|Datadog", "prompt": "c128-m5", "model": "meta-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top log management platforms mentioned include Cribl, Datadog, Splunk, and Elastic Stack (ELK / OpenSearch)."}, {"id": "mai-20260917-0922-baseline|c128-m5|meta-small|Splunk", "prompt": "c128-m5", "model": "meta-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some top log management platforms mentioned include Cribl, Datadog, Splunk, and Elastic Stack (ELK / OpenSearch)."}, {"id": "mai-20260917-0922-baseline|c128-m5|meta-small|Elastic Stack (ELK / OpenSearch)", "prompt": "c128-m5", "model": "meta-small", "cat": "log-management", "variant": "scale", "raw": "Elastic Stack (ELK / OpenSearch)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some top log management platforms mentioned include Cribl, Datadog, Splunk, and Elastic Stack (ELK / OpenSearch)."}, {"id": "mai-20260917-0922-baseline|c128-m5|minimax-small|Splunk", "prompt": "c128-m5", "model": "minimax-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "you'd likely benefit from platforms like **Splunk** (strong enterprise features and SIEM)"}, {"id": "mai-20260917-0922-baseline|c128-m5|minimax-small|Datadog", "prompt": "c128-m5", "model": "minimax-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** (unified observability)"}, {"id": "mai-20260917-0922-baseline|c128-m5|minimax-small|Elastic", "prompt": "c128-m5", "model": "minimax-small", "cat": "log-management", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Elastic** (open-source flexibility)"}, {"id": "mai-20260917-0922-baseline|c128-m5|minimax-small|Cribl", "prompt": "c128-m5", "model": "minimax-small", "cat": "log-management", "variant": "scale", "raw": "Cribl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cribl** (pipeline control and routing)"}, {"id": "mai-20260917-0922-baseline|c128-m5|mistral-small|Splunk", "prompt": "c128-m5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Consider both established players (e.g., Splunk, Datadog, Elastic, New Relic)"}, {"id": "mai-20260917-0922-baseline|c128-m5|mistral-small|Datadog", "prompt": "c128-m5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "established players (e.g., Splunk, Datadog, Elastic, New Relic)"}, {"id": "mai-20260917-0922-baseline|c128-m5|mistral-small|Elastic", "prompt": "c128-m5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "established players (e.g., Splunk, Datadog, Elastic, New Relic)"}, {"id": "mai-20260917-0922-baseline|c128-m5|mistral-small|New Relic", "prompt": "c128-m5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "established players (e.g., Splunk, Datadog, Elastic, New Relic)"}, {"id": "mai-20260917-0922-baseline|c128-m5|mistral-small|Mezmo", "prompt": "c128-m5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Mezmo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "newer options (e.g., Mezmo, Coralogix, SigNoz)"}, {"id": "mai-20260917-0922-baseline|c128-m5|mistral-small|Coralogix", "prompt": "c128-m5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "newer options (e.g., Mezmo, Coralogix, SigNoz)"}, {"id": "mai-20260917-0922-baseline|c128-m5|mistral-small|SigNoz", "prompt": "c128-m5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "newer options (e.g., Mezmo, Coralogix, SigNoz)"}, {"id": "mai-20260917-0922-baseline|c128-m5|moonshot-small|Datadog", "prompt": "c128-m5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Datadog** | Full observability (logs + metrics + traces) | Per GB ingested + per host |"}, {"id": "mai-20260917-0922-baseline|c128-m5|moonshot-small|Splunk", "prompt": "c128-m5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "| **Splunk** | Enterprise SIEM and advanced analytics | Per GB (traditionally expensive) |"}, {"id": "mai-20260917-0922-baseline|c128-m5|moonshot-small|Elastic Stack", "prompt": "c128-m5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "Elastic Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Elastic Stack** | Customizability, open-source option |"}, {"id": "mai-20260917-0922-baseline|c128-m5|moonshot-small|Grafana Loki", "prompt": "c128-m5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Grafana Loki** | Cloud-native, cost-conscious |"}, {"id": "mai-20260917-0922-baseline|c128-m5|moonshot-small|Better Stack", "prompt": "c128-m5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Better Stack** | Mid-size teams, developer-friendly |"}, {"id": "mai-20260917-0922-baseline|c128-m5|moonshot-small|Cribl", "prompt": "c128-m5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "Cribl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Cribl** | Pipeline-first, vendor flexibility | Per GB processed |"}, {"id": "mai-20260917-0922-baseline|c128-m5|openai-small|Datadog", "prompt": "c128-m5", "model": "openai-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "comparison framework for Datadog vs. Splunk vs. Elastic vs. open-source options"}, {"id": "mai-20260917-0922-baseline|c128-m5|openai-small|Splunk", "prompt": "c128-m5", "model": "openai-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "comparison framework for Datadog vs. Splunk vs. Elastic vs. open-source options"}, {"id": "mai-20260917-0922-baseline|c128-m5|openai-small|Elastic", "prompt": "c128-m5", "model": "openai-small", "cat": "log-management", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "comparison framework for Datadog vs. Splunk vs. Elastic vs. open-source options"}, {"id": "mai-20260917-0922-baseline|c128-m5|xai-small|Splunk", "prompt": "c128-m5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Splunk (enterprise gold std, pricey)... proprietary SPL (Splunk) locks you in, harder to migrate."}, {"id": "mai-20260917-0922-baseline|c128-m5|xai-small|Datadog", "prompt": "c128-m5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datadog/New Relic (observability+logs)"}, {"id": "mai-20260917-0922-baseline|c128-m5|xai-small|Elastic", "prompt": "c128-m5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Elastic (flexible, self-hosted opt)"}, {"id": "mai-20260917-0922-baseline|c128-m5|xai-small|Grafana Loki", "prompt": "c128-m5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Loki (cost-effective K8s)"}, {"id": "mai-20260917-0922-baseline|c128-m5|xai-small|Mezmo/Coralogix", "prompt": "c128-m5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "Mezmo/Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "for 2-4 shortlisted vendors (e.g., Splunk, Datadog, Elastic, Grafana Loki, Mezmo/Coralogix, New Relic)"}, {"id": "mai-20260917-0922-baseline|c128-m5|xai-small|New Relic", "prompt": "c128-m5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Datadog/New Relic (observability+logs)"}, {"id": "mai-20260917-0922-baseline|c128-m5|xai-small|ELK", "prompt": "c128-m5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "ELK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free tiers/open-source (ELK, Loki) for PoC, but watch managed costs."}, {"id": "mai-20260917-0922-baseline|c128-m5|xai-small|Cribl", "prompt": "c128-m5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "Cribl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Look for 40-60% savings via pre-filtering (e.g., Cribl pipelines)."}, {"id": "mai-20260917-0922-baseline|c128-m5|zai-small|OpenSearch", "prompt": "c128-m5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "OpenSearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Many vendors publish benchmarks (e.g., OpenSearch, SigNoz) comparing ingestion and query performance against ELK."}, {"id": "mai-20260917-0922-baseline|c128-m5|zai-small|SigNoz", "prompt": "c128-m5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Many vendors publish benchmarks (e.g., OpenSearch, SigNoz) comparing ingestion and query performance against ELK."}, {"id": "mai-20260917-0922-baseline|c128-m5|zai-small|ELK", "prompt": "c128-m5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "ELK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Self\\u2011hosted open\\u2011source (e.g., ELK, Loki, OpenSearch, Graylog)"}, {"id": "mai-20260917-0922-baseline|c128-m5|zai-small|Loki", "prompt": "c128-m5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Self\\u2011hosted open\\u2011source (e.g., ELK, Loki, OpenSearch, Graylog)"}, {"id": "mai-20260917-0922-baseline|c128-m5|zai-small|Graylog", "prompt": "c128-m5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Hybrid / vendor\\u2011managed self\\u2011hosted | \\u2022 Balance of control and managed services (e.g., Graylog Enterprise, Cribl, OpenObserve)"}, {"id": "mai-20260917-0922-baseline|c128-m5|zai-small|Cribl", "prompt": "c128-m5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "Cribl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Balance of control and managed services (e.g., Graylog Enterprise, Cribl, OpenObserve)"}, {"id": "mai-20260917-0922-baseline|c128-m5|zai-small|OpenObserve", "prompt": "c128-m5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Balance of control and managed services (e.g., Graylog Enterprise, Cribl, OpenObserve)"}, {"id": "mai-20260917-0922-baseline|c128-m5|zai-small|Splunk", "prompt": "c128-m5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consider ELK (Elastic), Splunk, Grafana Loki, OpenSearch, Graylog, Cribl, New Relic, Datadog, Coralogix, OpenObserve, etc."}, {"id": "mai-20260917-0922-baseline|c128-m5|zai-small|New Relic", "prompt": "c128-m5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Consider ELK (Elastic), Splunk, Grafana Loki, OpenSearch, Graylog, Cribl, New Relic, Datadog, Coralogix, OpenObserve, etc."}, {"id": "mai-20260917-0922-baseline|c128-m5|zai-small|Datadog", "prompt": "c128-m5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Consider ELK (Elastic), Splunk, Grafana Loki, OpenSearch, Graylog, Cribl, New Relic, Datadog, Coralogix, OpenObserve, etc."}, {"id": "mai-20260917-0922-baseline|c128-m5|zai-small|Coralogix", "prompt": "c128-m5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Consider ELK (Elastic), Splunk, Grafana Loki, OpenSearch, Graylog, Cribl, New Relic, Datadog, Coralogix, OpenObserve, etc."}, {"id": "mai-20260917-0922-baseline|c128-m6|alibaba-small|Splunk", "prompt": "c128-m6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "infamous for its rigid, per-gigabyte-per-day licensing model... often forces companies to migrate *away* from it"}, {"id": "mai-20260917-0922-baseline|c128-m6|alibaba-small|Datadog (for Logs)", "prompt": "c128-m6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Datadog (for Logs)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "many engineers advise keeping log ingestion minimal within it. Logging into Datadog is significantly more expensive than third-party solutions"}, {"id": "mai-20260917-0922-baseline|c128-m6|alibaba-small|New Relic", "prompt": "c128-m6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "these can become very expensive quickly if you do not carefully curate which logs you ingest"}, {"id": "mai-20260917-0922-baseline|c128-m6|alibaba-small|AppDynamics", "prompt": "c128-m6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these can become very expensive quickly if you do not carefully curate which logs you ingest"}, {"id": "mai-20260917-0922-baseline|c128-m6|alibaba-small|Self-Hosted Elasticsearch (ELK Stack)", "prompt": "c128-m6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Self-Hosted Elasticsearch (ELK Stack)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "The \"Operational Burdens\" (Avoid unless you have expertise)... you may find the cluster constantly crashing"}, {"id": "mai-20260917-0922-baseline|c128-m6|alibaba-small|Amazon OpenSearch Service", "prompt": "c128-m6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Amazon OpenSearch Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Alternative:* Consider cloud-native options like Amazon OpenSearch Service"}, {"id": "mai-20260917-0922-baseline|c128-m6|alibaba-small|SolarWinds", "prompt": "c128-m6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Multiple users in sysadmin forums explicitly recommend avoiding SolarWinds' log and monitoring suite"}, {"id": "mai-20260917-0922-baseline|c128-m6|anthropic-small|Splunk", "prompt": "c128-m6", "model": "anthropic-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Splunk comes with high licensing and storage costs"}, {"id": "mai-20260917-0922-baseline|c128-m6|anthropic-small|ELK Stack", "prompt": "c128-m6", "model": "anthropic-small", "cat": "log-management", "variant": "negative", "raw": "ELK Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Open-source solutions like the ELK Stack may be worth considering if you have the resources to manage them"}, {"id": "mai-20260917-0922-baseline|c128-m6|challenger-small|SolarWinds", "prompt": "c128-m6", "model": "challenger-small", "cat": "log-management", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "A sysadmin comment explicitly says to \"avoid at all costs,\" reflecting strong negative sentiment"}, {"id": "mai-20260917-0922-baseline|c128-m6|challenger-small|Datadog", "prompt": "c128-m6", "model": "challenger-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "costs can spike at scale and that it is best suited to large budgets"}, {"id": "mai-20260917-0922-baseline|c128-m6|challenger-small|Splunk", "prompt": "c128-m6", "model": "challenger-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "\"the most expensive option by far,\" so it is a common caution for budget-sensitive teams"}, {"id": "mai-20260917-0922-baseline|c128-m6|challenger-small|OpenObserve", "prompt": "c128-m6", "model": "challenger-small", "cat": "log-management", "variant": "negative", "raw": "OpenObserve", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "relatively new and \"not as battle tested\" as longer-standing tools"}, {"id": "mai-20260917-0922-baseline|c128-m6|deepseek-small|Datadog (Log Management)", "prompt": "c128-m6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Datadog (Log Management)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid Datadog & Splunk** unless you are a large enterprise with deep pockets"}, {"id": "mai-20260917-0922-baseline|c128-m6|deepseek-small|Splunk", "prompt": "c128-m6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid Datadog & Splunk** unless you are a large enterprise with deep pockets"}, {"id": "mai-20260917-0922-baseline|c128-m6|deepseek-small|Elastic (ELK Stack: Elasticsearch + Kibana)", "prompt": "c128-m6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Elastic (ELK Stack: Elasticsearch + Kibana)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Be cautious with Elastic** if you plan to self-host and care about open-source licensing stability."}, {"id": "mai-20260917-0922-baseline|c128-m6|deepseek-small|OpenSearch", "prompt": "c128-m6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "OpenSearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want an ELK-compatible stack without this drama, look at OpenSearch or Logz.io"}, {"id": "mai-20260917-0922-baseline|c128-m6|deepseek-small|Logz.io", "prompt": "c128-m6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Logz.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look at OpenSearch or Logz.io (which runs ELK under the hood)"}, {"id": "mai-20260917-0922-baseline|c128-m6|deepseek-small|Grafana Loki", "prompt": "c128-m6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Grafana Loki", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid Loki** if your primary use case is unstructured full-text search across massive amounts of log data."}, {"id": "mai-20260917-0922-baseline|c128-m6|deepseek-small|OpenObserve", "prompt": "c128-m6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Options like **OpenObserve**, **SigNoz**, **Logz.io**, or self-hosted **Graylog** are frequently cited as more predictable alternatives"}, {"id": "mai-20260917-0922-baseline|c128-m6|deepseek-small|SigNoz", "prompt": "c128-m6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Options like **OpenObserve**, **SigNoz**, **Logz.io**, or self-hosted **Graylog** are frequently cited as more predictable alternatives"}, {"id": "mai-20260917-0922-baseline|c128-m6|deepseek-small|Graylog", "prompt": "c128-m6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "self-hosted **Graylog** are frequently cited as more predictable alternatives"}, {"id": "mai-20260917-0922-baseline|c128-m6|google-small|Datadog", "prompt": "c128-m6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Datadog is famous for \"death by a thousand cuts\" pricing."}, {"id": "mai-20260917-0922-baseline|c128-m6|google-small|AWS CloudWatch Logs", "prompt": "c128-m6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "AWS CloudWatch Logs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "both log ingestion and—critically—data *retrieval/querying* ... are priced per GB"}, {"id": "mai-20260917-0922-baseline|c128-m6|google-small|Splunk", "prompt": "c128-m6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is also notoriously expensive, often costing six figures annually even for moderate setups"}, {"id": "mai-20260917-0922-baseline|c128-m6|google-small|ArcSight", "prompt": "c128-m6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "ArcSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These legacy platforms were built for on-premises server architectures. They struggle to scale dynamically"}, {"id": "mai-20260917-0922-baseline|c128-m6|google-small|LogRhythm", "prompt": "c128-m6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These legacy platforms were built for on-premises server architectures. They struggle to scale dynamically"}, {"id": "mai-20260917-0922-baseline|c128-m6|google-small|Self-Hosted Elasticsearch / ELK", "prompt": "c128-m6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Self-Hosted Elasticsearch / ELK", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "If the answer is \"no,\" avoid self-hosting ELK."}, {"id": "mai-20260917-0922-baseline|c128-m6|google-small|Elastic Cloud", "prompt": "c128-m6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Elastic Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look at managed services like Elastic Cloud or AWS OpenSearch instead"}, {"id": "mai-20260917-0922-baseline|c128-m6|google-small|AWS OpenSearch", "prompt": "c128-m6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "AWS OpenSearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look at managed services like Elastic Cloud or AWS OpenSearch instead"}, {"id": "mai-20260917-0922-baseline|c128-m6|google-small|Grafana Loki", "prompt": "c128-m6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Grafana Loki", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "This can make ad-hoc, deep text queries incredibly slow."}, {"id": "mai-20260917-0922-baseline|c128-m6|google-small|Decentralized Log Aggregation", "prompt": "c128-m6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Decentralized Log Aggregation", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Why to avoid: If you are still relying on SSHing into individual servers to `grep` files manually"}, {"id": "mai-20260917-0922-baseline|c128-m6|google-small|Cribl", "prompt": "c128-m6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Cribl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Opt for platforms (or add upstream pipeline tools like **Cribl**) that allow you to drop useless logs"}, {"id": "mai-20260917-0922-baseline|c128-m6|meta-small|Solarwinds", "prompt": "c128-m6", "model": "meta-small", "cat": "log-management", "variant": "negative", "raw": "Solarwinds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "log management platforms that users should be cautious about or avoid, such as Solarwinds"}, {"id": "mai-20260917-0922-baseline|c128-m6|minimax-small|Log4j 1.x", "prompt": "c128-m6", "model": "minimax-small", "cat": "log-management", "variant": "negative", "raw": "Log4j 1.x", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "reached end-of-life in 2015 and is no longer supported... you should migrate to Log4j 2.x."}, {"id": "mai-20260917-0922-baseline|c128-m6|minimax-small|Graylog", "prompt": "c128-m6", "model": "minimax-small", "cat": "log-management", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Had a privilege escalation vulnerability (CVE-2025-53106)... Ensure you're running version 6.2.4 or 6.3.0-rc.2 or later."}, {"id": "mai-20260917-0922-baseline|c128-m6|minimax-small|CrowdStrike LogScale", "prompt": "c128-m6", "model": "minimax-small", "cat": "log-management", "variant": "negative", "raw": "CrowdStrike LogScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "A critical path traversal vulnerability (CVE-2026-40050) could have allowed unauthenticated file access."}, {"id": "mai-20260917-0922-baseline|c128-m6|minimax-small|Datadog", "prompt": "c128-m6", "model": "minimax-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High-volume teams can face unexpected bills, and indexing selectively to control costs means archived logs require additional \"rehydration\" fees"}, {"id": "mai-20260917-0922-baseline|c128-m6|minimax-small|Sumo Logic", "prompt": "c128-m6", "model": "minimax-small", "cat": "log-management", "variant": "negative", "raw": "Sumo Logic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "charges per \"scan\" whenever you query data... Frequent querying can become expensive."}, {"id": "mai-20260917-0922-baseline|c128-m6|mistral-small|SolarWinds", "prompt": "c128-m6", "model": "mistral-small", "cat": "log-management", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Users strongly advise avoiding SolarWinds due to aggressive and persistent sales tactics"}, {"id": "mai-20260917-0922-baseline|c128-m6|mistral-small|Datadog", "prompt": "c128-m6", "model": "mistral-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it is known for being **extremely expensive**, especially for high-volume data streams"}, {"id": "mai-20260917-0922-baseline|c128-m6|mistral-small|Splunk", "prompt": "c128-m6", "model": "mistral-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it comes with **significant cost and operational overhead**. It is not recommended for small teams"}, {"id": "mai-20260917-0922-baseline|c128-m6|mistral-small|Graylog", "prompt": "c128-m6", "model": "mistral-small", "cat": "log-management", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider open-source or self-hosted platforms like Graylog or Grafana Loki"}, {"id": "mai-20260917-0922-baseline|c128-m6|mistral-small|Grafana Loki", "prompt": "c128-m6", "model": "mistral-small", "cat": "log-management", "variant": "negative", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider open-source or self-hosted platforms like Graylog or Grafana Loki"}, {"id": "mai-20260917-0922-baseline|c128-m6|moonshot-small|Splunk", "prompt": "c128-m6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid Splunk** if you are cost-sensitive or a fast-growing startup."}, {"id": "mai-20260917-0922-baseline|c128-m6|moonshot-small|Datadog", "prompt": "c128-m6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid Datadog for logs** if you cannot strictly govern data volume or need multi-year retention."}, {"id": "mai-20260917-0922-baseline|c128-m6|moonshot-small|ELK Stack (Elasticsearch + Logstash + Kibana)", "prompt": "c128-m6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "ELK Stack (Elasticsearch + Logstash + Kibana)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid self-hosted ELK** if you lack dedicated platform engineers to babysit JVM clusters."}, {"id": "mai-20260917-0922-baseline|c128-m6|moonshot-small|Grafana Loki", "prompt": "c128-m6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Grafana Loki", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Loki** if your developers log high-cardinality identifiers or you need deep ad-hoc text search."}, {"id": "mai-20260917-0922-baseline|c128-m6|moonshot-small|Dash0", "prompt": "c128-m6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Dash0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OpenTelemetry-native platforms** (e.g., Dash0, HyperDX, OpenObserve) to avoid vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c128-m6|moonshot-small|HyperDX", "prompt": "c128-m6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "HyperDX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**OpenTelemetry-native platforms** (e.g., Dash0, HyperDX, OpenObserve)"}, {"id": "mai-20260917-0922-baseline|c128-m6|moonshot-small|OpenObserve", "prompt": "c128-m6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Object-storage-backed tools** (e.g., Parseable, OpenObserve, Cribl) for predictable long-term retention costs"}, {"id": "mai-20260917-0922-baseline|c128-m6|moonshot-small|Parseable", "prompt": "c128-m6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Parseable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Object-storage-backed tools** (e.g., Parseable, OpenObserve, Cribl)"}, {"id": "mai-20260917-0922-baseline|c128-m6|moonshot-small|Cribl", "prompt": "c128-m6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Cribl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Object-storage-backed tools** (e.g., Parseable, OpenObserve, Cribl)"}, {"id": "mai-20260917-0922-baseline|c128-m6|moonshot-small|Elastic Cloud", "prompt": "c128-m6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Elastic Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Managed services** if you want ELK-like power without the operational pain (e.g., Elastic Cloud, Logz.io)"}, {"id": "mai-20260917-0922-baseline|c128-m6|moonshot-small|Logz.io", "prompt": "c128-m6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Logz.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Managed services ... (e.g., Elastic Cloud, Logz.io)"}, {"id": "mai-20260917-0922-baseline|c128-m6|xai-small|Splunk", "prompt": "c128-m6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Ingestion-based pricing leads to rapid cost escalation with data volume growth... creates lock-in"}, {"id": "mai-20260917-0922-baseline|c128-m6|xai-small|Datadog", "prompt": "c128-m6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Famously complex, multi-dimensional pricing... easy to spiral during traffic spikes"}, {"id": "mai-20260917-0922-baseline|c128-m6|xai-small|Graylog", "prompt": "c128-m6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Gartner 2024–2025 SIEM Magic Quadrant places these as Niche Players: limited vision/execution for broad log management"}, {"id": "mai-20260917-0922-baseline|c128-m6|xai-small|ManageEngine Log360", "prompt": "c128-m6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "ManageEngine Log360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "places these as Niche Players: limited vision/execution for broad log management, weaker in scalability"}, {"id": "mai-20260917-0922-baseline|c128-m6|xai-small|FortiSIEM", "prompt": "c128-m6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "FortiSIEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "G2 scores lag in log management (e.g., FortiSIEM ~8.7/10 vs. category avg 9.1)"}, {"id": "mai-20260917-0922-baseline|c128-m6|xai-small|Datadog Cloud SIEM", "prompt": "c128-m6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Datadog Cloud SIEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Niche Players: limited vision/execution for broad log management"}, {"id": "mai-20260917-0922-baseline|c128-m6|xai-small|Papertrail", "prompt": "c128-m6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Papertrail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "many \"free tiers\" (e.g., Papertrail 50MB/mo) explode quickly"}, {"id": "mai-20260917-0922-baseline|c128-m6|xai-small|ELK Stack (Elastic)", "prompt": "c128-m6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "ELK Stack (Elastic)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Self-hosted like ELK Stack (Elastic) is free but ops-heavy."}, {"id": "mai-20260917-0922-baseline|c128-m6|xai-small|Microsoft Sentinel", "prompt": "c128-m6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Safer bets (for contrast): Leaders like Microsoft Sentinel (cloud-native, cost-effective for Azure users)"}, {"id": "mai-20260917-0922-baseline|c128-m6|xai-small|Google SecOps", "prompt": "c128-m6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Google SecOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Google SecOps (high G2 ratings ~9.3–9.7/10)"}, {"id": "mai-20260917-0922-baseline|c128-m6|xai-small|Coralogix", "prompt": "c128-m6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Splunk alternatives like Coralogix (per-GB ingested, no host/user fees)"}, {"id": "mai-20260917-0922-baseline|c128-m6|zai-small|Graylog", "prompt": "c128-m6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid: Graylog versions < 7.1 ... Ensure you are strictly on **Graylog 7.1** (supported through May 2027)"}, {"id": "mai-20260917-0922-baseline|c128-m6|zai-small|Logging Made Easy (LME)", "prompt": "c128-m6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Logging Made Easy (LME)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "this service is being retired and will cease maintenance by **May 22, 2026**"}, {"id": "mai-20260917-0922-baseline|c128-m6|zai-small|Scribe", "prompt": "c128-m6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Scribe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "abandoned and is no longer supported"}, {"id": "mai-20260917-0922-baseline|c128-m6|zai-small|Splunk", "prompt": "c128-m6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is generally not recommended for startups or small-to-mid-sized businesses due to the sheer cost of scaling"}, {"id": "mai-20260917-0922-baseline|c128-m6|zai-small|Elastic Stack", "prompt": "c128-m6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Elastic Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be Cautious With: Elastic Stack Logstash (due to the specific keystore exposure CVE)"}, {"id": "mai-20260917-0922-baseline|c128-m6|zai-small|Datadog", "prompt": "c128-m6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "causing many enterprises to migrate to cheaper alternatives like Elastic or Datadog"}, {"id": "mai-20260917-0922-baseline|c128-m6|zai-small|Azure Log Analytics Agent (MMA)", "prompt": "c128-m6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Azure Log Analytics Agent (MMA)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "This agent was **retired in November 2024**"}, {"id": "mai-20260917-0922-baseline|c128-m6|zai-small|Coralogix", "prompt": "c128-m6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look for platforms that offer **stream processing** or **data reduction** (e.g., Coralogix or Better Stack)"}, {"id": "mai-20260917-0922-baseline|c128-m6|zai-small|Better Stack", "prompt": "c128-m6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look for platforms that offer **stream processing** or **data reduction** (e.g., Coralogix or Better Stack)"}, {"id": "mai-20260917-0922-baseline|c128-s1|alibaba-small|Elastic (ELK Stack)", "prompt": "c128-s1", "model": "alibaba-small", "cat": "log-management", "variant": "direct", "raw": "Elastic (ELK Stack)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cons: Complex to set up and maintain. Tuning it for performance requires specialized skill."}, {"id": "mai-20260917-0922-baseline|c128-s1|alibaba-small|Datadog", "prompt": "c128-s1", "model": "alibaba-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Expensive.** It charges per host and per log index... the bill will skyrocket quickly."}, {"id": "mai-20260917-0922-baseline|c128-s1|alibaba-small|Grafana Loki", "prompt": "c128-s1", "model": "alibaba-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Loki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Grafana Loki** or **Better Stack**."}, {"id": "mai-20260917-0922-baseline|c128-s1|alibaba-small|Better Stack", "prompt": "c128-s1", "model": "alibaba-small", "cat": "log-management", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with **Grafana Loki** or **Better Stack**."}, {"id": "mai-20260917-0922-baseline|c128-s1|alibaba-small|Papertrail", "prompt": "c128-s1", "model": "alibaba-small", "cat": "log-management", "variant": "direct", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ease of Setup** | **Better Stack** or **Papertrail**"}, {"id": "mai-20260917-0922-baseline|c128-s1|alibaba-small|Graylog", "prompt": "c128-s1", "model": "alibaba-small", "cat": "log-management", "variant": "direct", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Middle Ground (Best Balance of Price and Power)... More user-friendly than ELK"}, {"id": "mai-20260917-0922-baseline|c128-s1|alibaba-small|Splunk", "prompt": "c128-s1", "model": "alibaba-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "more affordable than Datadog/Splunk for large ingest volumes"}, {"id": "mai-20260917-0922-baseline|c128-s1|anthropic-small|ELK Stack (Elasticsearch, Logstash, Kibana)", "prompt": "c128-s1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "ELK Stack (Elasticsearch, Logstash, Kibana)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Open-source, flexible, but requires some technical expertise to manage"}, {"id": "mai-20260917-0922-baseline|c128-s1|anthropic-small|Splunk", "prompt": "c128-s1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Powerful but can be expensive for smaller operations"}, {"id": "mai-20260917-0922-baseline|c128-s1|anthropic-small|Datadog", "prompt": "c128-s1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "solutions like **Datadog** work well if you need comprehensive observability across logs, metrics, and traces"}, {"id": "mai-20260917-0922-baseline|c128-s1|anthropic-small|New Relic", "prompt": "c128-s1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong for application performance monitoring and logging"}, {"id": "mai-20260917-0922-baseline|c128-s1|anthropic-small|Sumo Logic", "prompt": "c128-s1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-native, good for small to mid-size companies"}, {"id": "mai-20260917-0922-baseline|c128-s1|anthropic-small|Loki (Grafana)", "prompt": "c128-s1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "Loki (Grafana)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Papertrail** or **Loki** tend to be good entry points (affordable and straightforward)"}, {"id": "mai-20260917-0922-baseline|c128-s1|anthropic-small|LogRocket", "prompt": "c128-s1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for frontend/application logging"}, {"id": "mai-20260917-0922-baseline|c128-s1|anthropic-small|Papertrail", "prompt": "c128-s1", "model": "anthropic-small", "cat": "log-management", "variant": "direct", "raw": "Papertrail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Papertrail** or **Loki** tend to be good entry points (affordable and straightforward)"}, {"id": "mai-20260917-0922-baseline|c128-s1|challenger-small|Better Stack", "prompt": "c128-s1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose Better Stack** for most small B2B teams because it balances usability, speed, and cost well"}, {"id": "mai-20260917-0922-baseline|c128-s1|challenger-small|Elastic Observability", "prompt": "c128-s1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strongest \"best overall\" option if you want broader capability and can tolerate more complexity"}, {"id": "mai-20260917-0922-baseline|c128-s1|challenger-small|Papertrail", "prompt": "c128-s1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highlighted as ideal for small teams wanting simplicity"}, {"id": "mai-20260917-0922-baseline|c128-s1|challenger-small|Graylog Open", "prompt": "c128-s1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "Graylog Open", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "recommended for small businesses that can run their own logging infrastructure"}, {"id": "mai-20260917-0922-baseline|c128-s1|challenger-small|Grafana Loki", "prompt": "c128-s1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "repeatedly noted as the low-cost self-hosted choice at scale"}, {"id": "mai-20260917-0922-baseline|c128-s1|challenger-small|Datadog Logs", "prompt": "c128-s1", "model": "challenger-small", "cat": "log-management", "variant": "direct", "raw": "Datadog Logs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best as part of a full observability stack"}, {"id": "mai-20260917-0922-baseline|c128-s1|deepseek-small|Better Stack (Logtail)", "prompt": "c128-s1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "Better Stack (Logtail)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Better Stack (Logtail)"}, {"id": "mai-20260917-0922-baseline|c128-s1|deepseek-small|Grafana Cloud Logs", "prompt": "c128-s1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Cloud Logs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a generous free managed option"}, {"id": "mai-20260917-0922-baseline|c128-s1|deepseek-small|Graylog Open", "prompt": "c128-s1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "Graylog Open", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for self-hosting with no volume limits"}, {"id": "mai-20260917-0922-baseline|c128-s1|deepseek-small|New Relic", "prompt": "c128-s1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want logs plus application performance monitoring (APM)"}, {"id": "mai-20260917-0922-baseline|c128-s1|deepseek-small|Datadog", "prompt": "c128-s1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Watch out for per-GB ingestion costs like Datadog ($0.10\\u20130.25/GB)"}, {"id": "mai-20260917-0922-baseline|c128-s1|deepseek-small|Splunk", "prompt": "c128-s1", "model": "deepseek-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "or Splunk, which can escalate quickly"}, {"id": "mai-20260917-0922-baseline|c128-s1|google-small|Datadog", "prompt": "c128-s1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Beware of Datadog/New Relic \"Suck-In\": ... their pricing is notoriously complex and scales rapidly"}, {"id": "mai-20260917-0922-baseline|c128-s1|google-small|Splunk", "prompt": "c128-s1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "runaway pricing (getting hit with a massive, unpredictable monthly bill from enterprise giants like Datadog or Splunk)"}, {"id": "mai-20260917-0922-baseline|c128-s1|google-small|Better Stack (Logs)", "prompt": "c128-s1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Better Stack (Logs)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Better Stack (Logs) — Best Overall & Best Value"}, {"id": "mai-20260917-0922-baseline|c128-s1|google-small|Axiom", "prompt": "c128-s1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Axiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for High-Volume Logs on a Budget"}, {"id": "mai-20260917-0922-baseline|c128-s1|google-small|Grafana Cloud (Loki)", "prompt": "c128-s1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Cloud (Loki)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Standard Observability & Custom Dashboards"}, {"id": "mai-20260917-0922-baseline|c128-s1|google-small|Papertrail", "prompt": "c128-s1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Absolute Simplicity (Live-Tail)"}, {"id": "mai-20260917-0922-baseline|c128-s1|google-small|Graylog", "prompt": "c128-s1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Self-hosting open-source tools like Graylog or OpenSearch will consume valuable engineering time"}, {"id": "mai-20260917-0922-baseline|c128-s1|google-small|OpenSearch", "prompt": "c128-s1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "OpenSearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Self-hosting open-source tools like Graylog or OpenSearch will consume valuable engineering time"}, {"id": "mai-20260917-0922-baseline|c128-s1|google-small|New Relic", "prompt": "c128-s1", "model": "google-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Beware of Datadog/New Relic \"Suck-In\""}, {"id": "mai-20260917-0922-baseline|c128-s1|meta-small|Elastic Observability", "prompt": "c128-s1", "model": "meta-small", "cat": "log-management", "variant": "direct", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Highly rated for small businesses, with a 4.4/5 score across 1,362 verified user reviews."}, {"id": "mai-20260917-0922-baseline|c128-s1|meta-small|Graylog Open", "prompt": "c128-s1", "model": "meta-small", "cat": "log-management", "variant": "direct", "raw": "Graylog Open", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Suitable for small businesses that can operate their own logging infrastructure"}, {"id": "mai-20260917-0922-baseline|c128-s1|meta-small|Grafana Cloud Logs", "prompt": "c128-s1", "model": "meta-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Cloud Logs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ideal for teams that prefer a managed service with a free monthly allowance"}, {"id": "mai-20260917-0922-baseline|c128-s1|meta-small|Logmanager", "prompt": "c128-s1", "model": "meta-small", "cat": "log-management", "variant": "direct", "raw": "Logmanager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A good choice for small teams that want full-featured, self-hosted log management"}, {"id": "mai-20260917-0922-baseline|c128-s1|meta-small|New Relic", "prompt": "c128-s1", "model": "meta-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Suitable for small application teams that want logging alongside application performance monitoring."}, {"id": "mai-20260917-0922-baseline|c128-s1|meta-small|Sherlocks.ai", "prompt": "c128-s1", "model": "meta-small", "cat": "log-management", "variant": "direct", "raw": "Sherlocks.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for teams that already have logging in place but need AI-assisted investigation"}, {"id": "mai-20260917-0922-baseline|c128-s1|meta-small|Better Stack (formerly Logtail)", "prompt": "c128-s1", "model": "meta-small", "cat": "log-management", "variant": "direct", "raw": "Better Stack (formerly Logtail)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A good option for smaller teams that want logs and uptime monitoring without a procurement cycle."}, {"id": "mai-20260917-0922-baseline|c128-s1|minimax-small|Elastic Observability", "prompt": "c128-s1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "Elastic Observability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Elastic Observability** (Best Overall)"}, {"id": "mai-20260917-0922-baseline|c128-s1|minimax-small|Better Stack", "prompt": "c128-s1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Better Stack** (Best for SMBs/Startups)"}, {"id": "mai-20260917-0922-baseline|c128-s1|minimax-small|Graylog Open", "prompt": "c128-s1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "Graylog Open", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Graylog Open** (Best Free Option)"}, {"id": "mai-20260917-0922-baseline|c128-s1|minimax-small|Grafana Cloud Logs", "prompt": "c128-s1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Cloud Logs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Grafana Cloud Logs** (Best Managed Service)"}, {"id": "mai-20260917-0922-baseline|c128-s1|minimax-small|New Relic", "prompt": "c128-s1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. **New Relic** (Best for APM + Logging)"}, {"id": "mai-20260917-0922-baseline|c128-s1|minimax-small|Sherlocks.ai", "prompt": "c128-s1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "Sherlocks.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Need AI-assisted analysis:** Sherlocks.ai"}, {"id": "mai-20260917-0922-baseline|c128-s1|minimax-small|ELK stack", "prompt": "c128-s1", "model": "minimax-small", "cat": "log-management", "variant": "direct", "raw": "ELK stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "New Relic (if using APM) or ELK stack"}, {"id": "mai-20260917-0922-baseline|c128-s1|mistral-small|Elastic Observability", "prompt": "c128-s1", "model": "mistral-small", "cat": "log-management", "variant": "direct", "raw": "Elastic Observability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Better Stack** or **Elastic Observability** are the best choices"}, {"id": "mai-20260917-0922-baseline|c128-s1|mistral-small|Better Stack", "prompt": "c128-s1", "model": "mistral-small", "cat": "log-management", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Better Stack** or **Elastic Observability** are the best choices"}, {"id": "mai-20260917-0922-baseline|c128-s1|mistral-small|Graylog Open", "prompt": "c128-s1", "model": "mistral-small", "cat": "log-management", "variant": "direct", "raw": "Graylog Open", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a free, self-hosted solution, **Graylog Open** is a strong alternative."}, {"id": "mai-20260917-0922-baseline|c128-s1|mistral-small|Grafana Cloud Logs", "prompt": "c128-s1", "model": "mistral-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Cloud Logs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A good managed option with a free tier and 14-day retention"}, {"id": "mai-20260917-0922-baseline|c128-s1|mistral-small|New Relic", "prompt": "c128-s1", "model": "mistral-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if you also need application performance monitoring alongside logging"}, {"id": "mai-20260917-0922-baseline|c128-s1|moonshot-small|Better Stack", "prompt": "c128-s1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Better Stack** offers the best balance of features, ease of use, and affordability."}, {"id": "mai-20260917-0922-baseline|c128-s1|moonshot-small|Grafana Cloud Logs", "prompt": "c128-s1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Cloud Logs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free Tier for Managed Service"}, {"id": "mai-20260917-0922-baseline|c128-s1|moonshot-small|Graylog Open", "prompt": "c128-s1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "Graylog Open", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Graylog Open** is a powerful free alternative"}, {"id": "mai-20260917-0922-baseline|c128-s1|moonshot-small|Sematext", "prompt": "c128-s1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "Sematext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Hybrid Observability"}, {"id": "mai-20260917-0922-baseline|c128-s1|moonshot-small|Datadog", "prompt": "c128-s1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise solutions like Splunk or Datadog unless you have specific compliance needs"}, {"id": "mai-20260917-0922-baseline|c128-s1|moonshot-small|Splunk", "prompt": "c128-s1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise solutions like Splunk or Datadog"}, {"id": "mai-20260917-0922-baseline|c128-s1|moonshot-small|New Relic", "prompt": "c128-s1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **New Relic** | APM + logging combined | Per-user with data allowances |"}, {"id": "mai-20260917-0922-baseline|c128-s1|moonshot-small|Graylog Enterprise", "prompt": "c128-s1", "model": "moonshot-small", "cat": "log-management", "variant": "direct", "raw": "Graylog Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Splunk** (if budget allows) or **Graylog Enterprise**"}, {"id": "mai-20260917-0922-baseline|c128-s1|openai-small|Grafana Cloud Logs", "prompt": "c128-s1", "model": "openai-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Cloud Logs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best default choice is usually Grafana Cloud Logs (Loki-based)"}, {"id": "mai-20260917-0922-baseline|c128-s1|openai-small|Datadog", "prompt": "c128-s1", "model": "openai-small", "cat": "log-management", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "easiest premium option, but it's typically more expensive ... which can get costly as volume grows"}, {"id": "mai-20260917-0922-baseline|c128-s1|openai-small|Elastic Cloud", "prompt": "c128-s1", "model": "openai-small", "cat": "log-management", "variant": "direct", "raw": "Elastic Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong middle ground if your team already likes Elasticsearch-style search"}, {"id": "mai-20260917-0922-baseline|c128-s1|openai-small|Splunk", "prompt": "c128-s1", "model": "openai-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "for a small company it's often the least attractive on cost/complexity"}, {"id": "mai-20260917-0922-baseline|c128-s1|xai-small|Papertrail", "prompt": "c128-s1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "Papertrail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Pick for Most Small B2B Companies: Better Stack or Papertrail."}, {"id": "mai-20260917-0922-baseline|c128-s1|xai-small|Better Stack (Logtail)", "prompt": "c128-s1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "Better Stack (Logtail)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My Pick for Most Small B2B Companies: Better Stack or Papertrail."}, {"id": "mai-20260917-0922-baseline|c128-s1|xai-small|Grafana Loki (Cloud)", "prompt": "c128-s1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Loki (Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If Open-Source/Free-First: Grafana Loki or SigNoz."}, {"id": "mai-20260917-0922-baseline|c128-s1|xai-small|Elastic (ELK)", "prompt": "c128-s1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "Elastic (ELK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Growing to full observability? Datadog or Elastic."}, {"id": "mai-20260917-0922-baseline|c128-s1|xai-small|Datadog Logs", "prompt": "c128-s1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "Datadog Logs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid enterprise heavies like Splunk/Datadog unless you need APM/SIEM (they start fine but scale expensively)."}, {"id": "mai-20260917-0922-baseline|c128-s1|xai-small|Splunk", "prompt": "c128-s1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid enterprise heavies like Splunk/Datadog unless you need APM/SIEM"}, {"id": "mai-20260917-0922-baseline|c128-s1|xai-small|SigNoz", "prompt": "c128-s1", "model": "xai-small", "cat": "log-management", "variant": "direct", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If Open-Source/Free-First: Grafana Loki or SigNoz."}, {"id": "mai-20260917-0922-baseline|c128-s1|zai-small|Datadog Logs", "prompt": "c128-s1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "Datadog Logs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best log management platform for a small B2B company is **Datadog Logs**"}, {"id": "mai-20260917-0922-baseline|c128-s1|zai-small|Better Stack", "prompt": "c128-s1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Better Stack** is a compelling alternative with a generous free tier and low starting cost"}, {"id": "mai-20260917-0922-baseline|c128-s1|zai-small|Papertrail", "prompt": "c128-s1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Papertrail is ideal if you want a fixed, low monthly fee."}, {"id": "mai-20260917-0922-baseline|c128-s1|zai-small|Grafana Loki Cloud", "prompt": "c128-s1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "Grafana Loki Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Grafana users, Grafana Loki Cloud is a natural fit."}, {"id": "mai-20260917-0922-baseline|c128-s1|zai-small|Splunk", "prompt": "c128-s1", "model": "zai-small", "cat": "log-management", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "its pricing and complexity are typically unnecessary for small B2B operations"}, {"id": "mai-20260917-0922-baseline|c128-s2|alibaba-small|Better Stack", "prompt": "c128-s2", "model": "alibaba-small", "cat": "log-management", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My advice:** Start with **Better Stack** or **Grafana Cloud**."}, {"id": "mai-20260917-0922-baseline|c128-s2|alibaba-small|Papertrail", "prompt": "c128-s2", "model": "alibaba-small", "cat": "log-management", "variant": "paraphrase", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Also consider:** **Papertrail**"}, {"id": "mai-20260917-0922-baseline|c128-s2|alibaba-small|Grafana Cloud", "prompt": "c128-s2", "model": "alibaba-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Better Stack** or **Grafana Cloud**"}, {"id": "mai-20260917-0922-baseline|c128-s2|alibaba-small|Datadog", "prompt": "c128-s2", "model": "alibaba-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Extremely powerful and polished UI, but can get very expensive very quickly as your data grows."}, {"id": "mai-20260917-0922-baseline|c128-s2|alibaba-small|Graylog", "prompt": "c128-s2", "model": "alibaba-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Graylog provides a nice dashboard and structure out of the box"}, {"id": "mai-20260917-0922-baseline|c128-s2|alibaba-small|ELK Stack (Elasticsearch)", "prompt": "c128-s2", "model": "alibaba-small", "cat": "log-management", "variant": "paraphrase", "raw": "ELK Stack (Elasticsearch)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Unlike Elasticsearch, which is difficult to set up and maintain"}, {"id": "mai-20260917-0922-baseline|c128-s2|alibaba-small|Splunk", "prompt": "c128-s2", "model": "alibaba-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Datadog** or **Splunk** (Industry standards, though pricey)"}, {"id": "mai-20260917-0922-baseline|c128-s2|anthropic-small|ELK Stack (Elasticsearch, Logstash, Kibana)", "prompt": "c128-s2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "ELK Stack (Elasticsearch, Logstash, Kibana)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For cost-conscious teams with some technical capacity, **ELK Stack** or **Loki** are solid open-source choices."}, {"id": "mai-20260917-0922-baseline|c128-s2|anthropic-small|Splunk", "prompt": "c128-s2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-grade, powerful but expensive; better for larger organizations"}, {"id": "mai-20260917-0922-baseline|c128-s2|anthropic-small|Datadog", "prompt": "c128-s2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Papertrail** or **Datadog** if you want managed solutions with minimal operational overhead."}, {"id": "mai-20260917-0922-baseline|c128-s2|anthropic-small|New Relic", "prompt": "c128-s2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Similar to Datadog, integrates well with APM"}, {"id": "mai-20260917-0922-baseline|c128-s2|anthropic-small|Papertrail/SolarWinds Papertrail", "prompt": "c128-s2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Papertrail/SolarWinds Papertrail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with **Papertrail** or **Datadog** if you want managed solutions with minimal operational overhead."}, {"id": "mai-20260917-0922-baseline|c128-s2|anthropic-small|Sumo Logic", "prompt": "c128-s2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud-native, good for hybrid/multi-cloud environments"}, {"id": "mai-20260917-0922-baseline|c128-s2|anthropic-small|Loki (by Grafana)", "prompt": "c128-s2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "Loki (by Grafana)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ELK Stack** or **Loki** are solid open-source choices"}, {"id": "mai-20260917-0922-baseline|c128-s2|anthropic-small|AWS CloudWatch", "prompt": "c128-s2", "model": "anthropic-small", "cat": "log-management", "variant": "paraphrase", "raw": "AWS CloudWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you're already in AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c128-s2|challenger-small|Graylog", "prompt": "c128-s2", "model": "challenger-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Graylog** as the default choice for centralized logging"}, {"id": "mai-20260917-0922-baseline|c128-s2|challenger-small|Papertrail", "prompt": "c128-s2", "model": "challenger-small", "cat": "log-management", "variant": "paraphrase", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Papertrail / Better Stack** are good alternatives for small teams"}, {"id": "mai-20260917-0922-baseline|c128-s2|challenger-small|Better Stack", "prompt": "c128-s2", "model": "challenger-small", "cat": "log-management", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Papertrail / Better Stack** are good alternatives for small teams"}, {"id": "mai-20260917-0922-baseline|c128-s2|challenger-small|Microsoft Sentinel", "prompt": "c128-s2", "model": "challenger-small", "cat": "log-management", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may be better fits, but they are usually more than a small business needs at the start"}, {"id": "mai-20260917-0922-baseline|c128-s2|challenger-small|Elastic Cloud SIEM", "prompt": "c128-s2", "model": "challenger-small", "cat": "log-management", "variant": "paraphrase", "raw": "Elastic Cloud SIEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may be better fits, but they are usually more than a small business needs at the start"}, {"id": "mai-20260917-0922-baseline|c128-s2|deepseek-small|Better Stack", "prompt": "c128-s2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B business**, I'd recommend **Better Stack** as the default choice."}, {"id": "mai-20260917-0922-baseline|c128-s2|deepseek-small|Datadog", "prompt": "c128-s2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Datadog** — excellent but the pricing model (per-GB ingest + per-event indexing) can balloon quickly at your scale"}, {"id": "mai-20260917-0922-baseline|c128-s2|deepseek-small|Splunk", "prompt": "c128-s2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Splunk** — enterprise pricing and admin complexity, typically not justified for a small business"}, {"id": "mai-20260917-0922-baseline|c128-s2|deepseek-small|Grafana Cloud", "prompt": "c128-s2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have very low log volume and want to start at $0, **Grafana Cloud's** free tier is worth a look."}, {"id": "mai-20260917-0922-baseline|c128-s2|deepseek-small|Graylog Open", "prompt": "c128-s2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog Open", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For a totally free, self-managed option, **Graylog** is the strongest choice if you have the technical resources to run it."}, {"id": "mai-20260917-0922-baseline|c128-s2|deepseek-small|SigNoz", "prompt": "c128-s2", "model": "deepseek-small", "cat": "log-management", "variant": "paraphrase", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "One open-source tool for logs + metrics + traces | Good middle ground"}, {"id": "mai-20260917-0922-baseline|c128-s2|google-small|Better Stack", "prompt": "c128-s2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation: **Better Stack**"}, {"id": "mai-20260917-0922-baseline|c128-s2|google-small|Datadog", "prompt": "c128-s2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Datadog or Splunk:** These are world-class enterprise tools, but they are famously expensive and complex."}, {"id": "mai-20260917-0922-baseline|c128-s2|google-small|Splunk", "prompt": "c128-s2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Datadog or Splunk:** ... famously expensive and complex."}, {"id": "mai-20260917-0922-baseline|c128-s2|google-small|Grafana Cloud", "prompt": "c128-s2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Alternative for Engineering-Heavy Teams: **Grafana Cloud**"}, {"id": "mai-20260917-0922-baseline|c128-s2|google-small|Axiom", "prompt": "c128-s2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "Axiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best Alternative for High Log Volumes: **Axiom**"}, {"id": "mai-20260917-0922-baseline|c128-s2|google-small|Self-Hosted ELK Stack (Elasticsearch, Logstash, Kibana)", "prompt": "c128-s2", "model": "google-small", "cat": "log-management", "variant": "paraphrase", "raw": "Self-Hosted ELK Stack (Elasticsearch, Logstash, Kibana)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "While the software is free, the \"operational tax\" is massive."}, {"id": "mai-20260917-0922-baseline|c128-s2|meta-small|Logging Made Easy (LME) by CISA", "prompt": "c128-s2", "model": "meta-small", "cat": "log-management", "variant": "paraphrase", "raw": "Logging Made Easy (LME) by CISA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a no-cost log management and threat detection solution for small to medium-sized organizations"}, {"id": "mai-20260917-0922-baseline|c128-s2|meta-small|Central Logging", "prompt": "c128-s2", "model": "meta-small", "cat": "log-management", "variant": "paraphrase", "raw": "Central Logging", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a self-hosted centralized logging solution designed for small teams, with a one-time payment and no per-GB pricing"}, {"id": "mai-20260917-0922-baseline|c128-s2|meta-small|Graylog", "prompt": "c128-s2", "model": "meta-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "lightweight and open source, but can be challenging to set up"}, {"id": "mai-20260917-0922-baseline|c128-s2|meta-small|ManageEngine EventLog Analyzer", "prompt": "c128-s2", "model": "meta-small", "cat": "log-management", "variant": "paraphrase", "raw": "ManageEngine EventLog Analyzer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "can collect logs from various sources and is available in both free and paid versions"}, {"id": "mai-20260917-0922-baseline|c128-s2|meta-small|CubeAPM Log Management", "prompt": "c128-s2", "model": "meta-small", "cat": "log-management", "variant": "paraphrase", "raw": "CubeAPM Log Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a unified log management and analytics tool that provides a single view of logs, traces, and metrics"}, {"id": "mai-20260917-0922-baseline|c128-s2|meta-small|SolarWinds Security Event Manager (SEM)", "prompt": "c128-s2", "model": "meta-small", "cat": "log-management", "variant": "paraphrase", "raw": "SolarWinds Security Event Manager (SEM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a centralized log management system that can gather log data from across a network"}, {"id": "mai-20260917-0922-baseline|c128-s2|minimax-small|Splunk Free", "prompt": "c128-s2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk Free", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Powerful Splunk Search Language (SPL)"}, {"id": "mai-20260917-0922-baseline|c128-s2|minimax-small|Sumo Logic Free", "prompt": "c128-s2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "Sumo Logic Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Sumo Logic’s free plan (1 GB/day).**"}, {"id": "mai-20260917-0922-baseline|c128-s2|minimax-small|Papertrail", "prompt": "c128-s2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "Papertrail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Limited daily volume – easy to outgrow"}, {"id": "mai-20260917-0922-baseline|c128-s2|minimax-small|Loggly", "prompt": "c128-s2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "Loggly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricing can become expensive"}, {"id": "mai-20260917-0922-baseline|c128-s2|minimax-small|Graylog", "prompt": "c128-s2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you can migrate to **Graylog** or the **ELK stack**"}, {"id": "mai-20260917-0922-baseline|c128-s2|minimax-small|ELK Stack (Elasticsearch + Logstash + Kibana)", "prompt": "c128-s2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "ELK Stack (Elasticsearch + Logstash + Kibana)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "prefer an open‑source route, you can migrate to ... the **ELK stack** (self‑hosted)"}, {"id": "mai-20260917-0922-baseline|c128-s2|minimax-small|AWS CloudWatch Logs", "prompt": "c128-s2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "AWS CloudWatch Logs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Businesses that live mostly on AWS"}, {"id": "mai-20260917-0922-baseline|c128-s2|minimax-small|Azure Monitor Logs", "prompt": "c128-s2", "model": "minimax-small", "cat": "log-management", "variant": "paraphrase", "raw": "Azure Monitor Logs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you’re already in Azure"}, {"id": "mai-20260917-0922-baseline|c128-s2|mistral-small|Better Stack (Logtail)", "prompt": "c128-s2", "model": "mistral-small", "cat": "log-management", "variant": "paraphrase", "raw": "Better Stack (Logtail)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Better Stack (Logtail)** as a centralized logging tool"}, {"id": "mai-20260917-0922-baseline|c128-s2|mistral-small|Graylog Open", "prompt": "c128-s2", "model": "mistral-small", "cat": "log-management", "variant": "paraphrase", "raw": "Graylog Open", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong options include:\n- **Graylog Open** (free, self-hosted, unlimited volume)"}, {"id": "mai-20260917-0922-baseline|c128-s2|mistral-small|Grafana Cloud Logs", "prompt": "c128-s2", "model": "mistral-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Cloud Logs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Grafana Cloud Logs** (managed service with a free tier)"}, {"id": "mai-20260917-0922-baseline|c128-s2|mistral-small|New Relic", "prompt": "c128-s2", "model": "mistral-small", "cat": "log-management", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**New Relic** (if you also need application performance monitoring)"}, {"id": "mai-20260917-0922-baseline|c128-s2|moonshot-small|Better Stack (formerly Logtail)", "prompt": "c128-s2", "model": "moonshot-small", "cat": "log-management", "variant": "paraphrase", "raw": "Better Stack (formerly Logtail)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Better Stack (formerly Logtail)**"}, {"id": "mai-20260917-0922-baseline|c128-s2|moonshot-small|Datadog", "prompt": "c128-s2", "model": "moonshot-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Can get expensive quickly with per-GB ingest + indexing fees; better suited when you need comprehensive observability, not just logging"}, {"id": "mai-20260917-0922-baseline|c128-s2|moonshot-small|Splunk", "prompt": "c128-s2", "model": "moonshot-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Starts at ~$675/year minimum—overkill and overpriced for small businesses"}, {"id": "mai-20260917-0922-baseline|c128-s2|moonshot-small|Papertrail", "prompt": "c128-s2", "model": "moonshot-small", "cat": "log-management", "variant": "paraphrase", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Papertrail** at ~$7/month is the simplest entry point"}, {"id": "mai-20260917-0922-baseline|c128-s2|moonshot-small|Grafana Loki", "prompt": "c128-s2", "model": "moonshot-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Technical teams wanting OSS flexibility"}, {"id": "mai-20260917-0922-baseline|c128-s2|openai-small|Grafana Loki", "prompt": "c128-s2", "model": "openai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Loki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Grafana Loki** if you want a **cost-effective, modern centralized logging setup**"}, {"id": "mai-20260917-0922-baseline|c128-s2|openai-small|Datadog Logs", "prompt": "c128-s2", "model": "openai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog Logs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog Logs** — best managed option if budget is less of a concern"}, {"id": "mai-20260917-0922-baseline|c128-s2|openai-small|Splunk", "prompt": "c128-s2", "model": "openai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Splunk** — usually overkill unless compliance/security needs are high"}, {"id": "mai-20260917-0922-baseline|c128-s2|openai-small|Elastic Stack / OpenSearch", "prompt": "c128-s2", "model": "openai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Elastic Stack / OpenSearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Elastic/OpenSearch** — best if you have technical staff and want control"}, {"id": "mai-20260917-0922-baseline|c128-s2|openai-small|AWS CloudWatch", "prompt": "c128-s2", "model": "openai-small", "cat": "log-management", "variant": "paraphrase", "raw": "AWS CloudWatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cloud-native logging** — best if you want simplest integration with your cloud"}, {"id": "mai-20260917-0922-baseline|c128-s2|openai-small|Azure Monitor", "prompt": "c128-s2", "model": "openai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Azure Monitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**AWS CloudWatch**, **Azure Monitor**, or **Google Cloud Logging**: if you're already deeply in one cloud"}, {"id": "mai-20260917-0922-baseline|c128-s2|openai-small|Google Cloud Logging", "prompt": "c128-s2", "model": "openai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Google Cloud Logging", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**AWS CloudWatch**, **Azure Monitor**, or **Google Cloud Logging**: if you're already deeply in one cloud"}, {"id": "mai-20260917-0922-baseline|c128-s2|xai-small|Better Stack", "prompt": "c128-s2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**I'd recommend Better Stack (formerly Logtail) for a small B2B business.**"}, {"id": "mai-20260917-0922-baseline|c128-s2|xai-small|Splunk", "prompt": "c128-s2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "unlike enterprise-heavy tools like Splunk or Datadog that can quickly escalate"}, {"id": "mai-20260917-0922-baseline|c128-s2|xai-small|Papertrail", "prompt": "c128-s2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ultra-simple, minimal logs | $7/mo (1GB) | Great for tiniest setups"}, {"id": "mai-20260917-0922-baseline|c128-s2|xai-small|Grafana Cloud / Loki", "prompt": "c128-s2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Grafana Cloud / Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free tier, open-source fans | Free (up to 50GB/mo)"}, {"id": "mai-20260917-0922-baseline|c128-s2|xai-small|Elastic Observability", "prompt": "c128-s2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "#1 in some SMB rankings; more flexible but slightly steeper setup."}, {"id": "mai-20260917-0922-baseline|c128-s2|xai-small|Datadog Logs", "prompt": "c128-s2", "model": "xai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Datadog Logs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Excellent integrations, but costs add up faster."}, {"id": "mai-20260917-0922-baseline|c128-s2|zai-small|Loki + Grafana", "prompt": "c128-s2", "model": "zai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Loki + Grafana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Loki + Grafana** (from Grafana Labs) as your primary choice"}, {"id": "mai-20260917-0922-baseline|c128-s2|zai-small|Splunk", "prompt": "c128-s2", "model": "zai-small", "cat": "log-management", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Splunk** as an alternative for more advanced needs"}, {"id": "mai-20260917-0922-baseline|c128-s3|alibaba-small|Better Stack (formerly Better Logs)", "prompt": "c128-s3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack (formerly Better Logs)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Better Stack** if you want the easiest, fastest setup with a modern feel and fair pricing."}, {"id": "mai-20260917-0922-baseline|c128-s3|alibaba-small|Elastic Observability (ELK Stack)", "prompt": "c128-s3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Observability (ELK Stack)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "it can be complex to maintain if self-hosted and has a steeper learning curve than SaaS-only options"}, {"id": "mai-20260917-0922-baseline|c128-s3|alibaba-small|Grafana Loki", "prompt": "c128-s3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Grafana Loki** if you already use Grafana and want to keep costs down"}, {"id": "mai-20260917-0922-baseline|c128-s3|alibaba-small|Papertrail", "prompt": "c128-s3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Papertrail** if you have a small, stable log volume and prefer fixed, low-cost tiers."}, {"id": "mai-20260917-0922-baseline|c128-s3|alibaba-small|Datadog", "prompt": "c128-s3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Can become expensive at scale"}, {"id": "mai-20260917-0922-baseline|c128-s3|alibaba-small|Axiom", "prompt": "c128-s3", "model": "alibaba-small", "cat": "log-management", "variant": "comparative", "raw": "Axiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Unusually high free tier and compute-efficient architecture."}, {"id": "mai-20260917-0922-baseline|c128-s3|anthropic-small|Papertrail", "prompt": "c128-s3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "Papertrail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams, side projects, or any context where you just need logs to work without DevOps overhead, Papertrail delivers exactly that."}, {"id": "mai-20260917-0922-baseline|c128-s3|anthropic-small|Better Stack", "prompt": "c128-s3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Better Stack when: a small team values quick setup and integrated incident response over self-hosting"}, {"id": "mai-20260917-0922-baseline|c128-s3|anthropic-small|Grafana Cloud (Loki)", "prompt": "c128-s3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Cloud (Loki)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Grafana Loki is best if you already use Grafana"}, {"id": "mai-20260917-0922-baseline|c128-s3|anthropic-small|Graylog", "prompt": "c128-s3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Grafana Loki and Graylog are the most cost-effective self-managed options"}, {"id": "mai-20260917-0922-baseline|c128-s3|anthropic-small|OpenObserve", "prompt": "c128-s3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OpenObserve is the best log management tool in 2026 for teams that need full-text search, high-volume retention, and low storage costs."}, {"id": "mai-20260917-0922-baseline|c128-s3|anthropic-small|GoAccess", "prompt": "c128-s3", "model": "anthropic-small", "cat": "log-management", "variant": "comparative", "raw": "GoAccess", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "GoAccess is specialized for web server logs only"}, {"id": "mai-20260917-0922-baseline|c128-s3|challenger-small|Better Stack", "prompt": "c128-s3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Better Stack is the most common \"easy default\" for small teams"}, {"id": "mai-20260917-0922-baseline|c128-s3|challenger-small|Papertrail", "prompt": "c128-s3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Papertrail is the simplest lightweight option"}, {"id": "mai-20260917-0922-baseline|c128-s3|challenger-small|Datadog", "prompt": "c128-s3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Datadog is the most integrated but often pricier"}, {"id": "mai-20260917-0922-baseline|c128-s3|challenger-small|Elastic Observability/ELK", "prompt": "c128-s3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Observability/ELK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Elastic is the most flexible"}, {"id": "mai-20260917-0922-baseline|c128-s3|challenger-small|Grafana/Loki", "prompt": "c128-s3", "model": "challenger-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana/Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Grafana/Loki is best when you already use Grafana and want storage efficiency"}, {"id": "mai-20260917-0922-baseline|c128-s3|deepseek-small|Papertrail (SolarWinds)", "prompt": "c128-s3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Papertrail (SolarWinds)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Papertrail** wins on pure simplicity and price"}, {"id": "mai-20260917-0922-baseline|c128-s3|deepseek-small|Better Stack (Logtail)", "prompt": "c128-s3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack (Logtail)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Better Stack** if you want bundled monitoring"}, {"id": "mai-20260917-0922-baseline|c128-s3|deepseek-small|Grafana Loki / Grafana Cloud", "prompt": "c128-s3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki / Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Grafana Loki** if you're already a Prometheus/Grafana shop"}, {"id": "mai-20260917-0922-baseline|c128-s3|deepseek-small|Graylog", "prompt": "c128-s3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small businesses willing to operate their own infrastructure and want **free, unlimited-volume** logging."}, {"id": "mai-20260917-0922-baseline|c128-s3|deepseek-small|Elastic Stack (ELK)", "prompt": "c128-s3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "assembling and maintaining the stack is heavy. Overkill for most small teams."}, {"id": "mai-20260917-0922-baseline|c128-s3|deepseek-small|OpenSearch", "prompt": "c128-s3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "OpenSearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "OpenSearch is free (no license)"}, {"id": "mai-20260917-0922-baseline|c128-s3|deepseek-small|Datadog", "prompt": "c128-s3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**No free tier** — powerful but can get expensive fast."}, {"id": "mai-20260917-0922-baseline|c128-s3|deepseek-small|New Relic", "prompt": "c128-s3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Offers a generous **100GB/month free** tier, great if you want logs bundled with APM."}, {"id": "mai-20260917-0922-baseline|c128-s3|deepseek-small|Axiom", "prompt": "c128-s3", "model": "deepseek-small", "cat": "log-management", "variant": "comparative", "raw": "Axiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Modern and generous, but younger ecosystem than the big names."}, {"id": "mai-20260917-0922-baseline|c128-s3|google-small|Better Stack", "prompt": "c128-s3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: All-in-one developer simplicity and cost-efficiency."}, {"id": "mai-20260917-0922-baseline|c128-s3|google-small|Axiom", "prompt": "c128-s3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "Axiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: High log volume on a tight budget."}, {"id": "mai-20260917-0922-baseline|c128-s3|google-small|Grafana Cloud (with Loki)", "prompt": "c128-s3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Cloud (with Loki)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Teams preferring open-source standards."}, {"id": "mai-20260917-0922-baseline|c128-s3|google-small|SolarWinds Papertrail", "prompt": "c128-s3", "model": "google-small", "cat": "log-management", "variant": "comparative", "raw": "SolarWinds Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Raw simplicity and instant \"live tailing\"."}, {"id": "mai-20260917-0922-baseline|c128-s3|meta-small|Elastic Observability", "prompt": "c128-s3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. Elastic Observability"}, {"id": "mai-20260917-0922-baseline|c128-s3|meta-small|Better Stack (Logtail)", "prompt": "c128-s3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack (Logtail)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Better Stack is known for its fast search and clean UX, making it a good choice for smaller teams"}, {"id": "mai-20260917-0922-baseline|c128-s3|meta-small|Datadog Logs", "prompt": "c128-s3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Logs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If the team is on Datadog for APM, their log product might be the best choice."}, {"id": "mai-20260917-0922-baseline|c128-s3|meta-small|Papertrail", "prompt": "c128-s3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Papertrail is a good option for small teams that want dead-simple log aggregation without enterprise overhead."}, {"id": "mai-20260917-0922-baseline|c128-s3|meta-small|OpenObserve", "prompt": "c128-s3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OpenObserve is a cost-efficient cloud-native option that is open-source and self-hosted."}, {"id": "mai-20260917-0922-baseline|c128-s3|meta-small|Loki", "prompt": "c128-s3", "model": "meta-small", "cat": "log-management", "variant": "comparative", "raw": "Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if the team is already using Prometheus and Grafana, Loki might be a natural fit"}, {"id": "mai-20260917-0922-baseline|c128-s3|minimax-small|Papertrail", "prompt": "c128-s3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Papertrail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams in 2026, **Better Stack** or **Papertrail** offer the best combination of features, usability, and value"}, {"id": "mai-20260917-0922-baseline|c128-s3|minimax-small|Better Stack", "prompt": "c128-s3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams in 2026, **Better Stack** or **Papertrail** offer the best combination of features, usability, and value"}, {"id": "mai-20260917-0922-baseline|c128-s3|minimax-small|Grafana Loki Cloud", "prompt": "c128-s3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Grafana Loki Cloud** (Best Free Tier)"}, {"id": "mai-20260917-0922-baseline|c128-s3|minimax-small|Axiom", "prompt": "c128-s3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Axiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Axiom** (Best Generous Free Tier)"}, {"id": "mai-20260917-0922-baseline|c128-s3|minimax-small|Datadog Logs", "prompt": "c128-s3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Logs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Cons:** Can get expensive at scale, complex pricing"}, {"id": "mai-20260917-0922-baseline|c128-s3|minimax-small|Graylog Open", "prompt": "c128-s3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog Open", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "teams with technical expertise might benefit from self-hosted options like **Graylog** or **SigNoz**"}, {"id": "mai-20260917-0922-baseline|c128-s3|minimax-small|SigNoz", "prompt": "c128-s3", "model": "minimax-small", "cat": "log-management", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "teams with technical expertise might benefit from self-hosted options like **Graylog** or **SigNoz**"}, {"id": "mai-20260917-0922-baseline|c128-s3|mistral-small|Elastic Observability", "prompt": "c128-s3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For teams wanting deep customization and scalability, **Elastic Observability** is ideal."}, {"id": "mai-20260917-0922-baseline|c128-s3|mistral-small|Datadog Logs", "prompt": "c128-s3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Logs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need an all-in-one observability platform, **Datadog** is a strong choice."}, {"id": "mai-20260917-0922-baseline|c128-s3|mistral-small|Better Stack (Logtail)", "prompt": "c128-s3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack (Logtail)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small teams, **Better Stack** or **Papertrail** offer the best balance of simplicity, cost, and features."}, {"id": "mai-20260917-0922-baseline|c128-s3|mistral-small|Papertrail", "prompt": "c128-s3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Papertrail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For most small teams, **Better Stack** or **Papertrail** offer the best balance of simplicity, cost, and features."}, {"id": "mai-20260917-0922-baseline|c128-s3|mistral-small|Splunk", "prompt": "c128-s3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More expensive and complex, but offers unmatched search capabilities."}, {"id": "mai-20260917-0922-baseline|c128-s3|mistral-small|Grafana (and Grafana Cloud)", "prompt": "c128-s3", "model": "mistral-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana (and Grafana Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for teams invested in the Grafana ecosystem; requires more setup."}, {"id": "mai-20260917-0922-baseline|c128-s3|moonshot-small|Papertrail", "prompt": "c128-s3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "Papertrail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Under ~5 GB/day and want zero hassle?** → **Papertrail** or **Better Stack**."}, {"id": "mai-20260917-0922-baseline|c128-s3|moonshot-small|Better Stack (formerly Logtail)", "prompt": "c128-s3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack (formerly Logtail)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "*Best balance of modern developer experience and price for small-to-mid-size volumes.*"}, {"id": "mai-20260917-0922-baseline|c128-s3|moonshot-small|Grafana Loki", "prompt": "c128-s3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Most cost-effective if you’re already in the Grafana ecosystem and can handle self-hosting.*"}, {"id": "mai-20260917-0922-baseline|c128-s3|moonshot-small|Datadog Logs", "prompt": "c128-s3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Logs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High total cost of ownership (TCO) at scale; can be complex for small teams that only need logs"}, {"id": "mai-20260917-0922-baseline|c128-s3|moonshot-small|Elastic Stack (ELK)", "prompt": "c128-s3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High operational overhead (the “ELK headache”); steep learning curve; resource-heavy"}, {"id": "mai-20260917-0922-baseline|c128-s3|moonshot-small|OpenSearch", "prompt": "c128-s3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "OpenSearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose ELK/OpenSearch if you need maximum query power and have DevOps capacity"}, {"id": "mai-20260917-0922-baseline|c128-s3|moonshot-small|Logz.io", "prompt": "c128-s3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "Logz.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "choose Logz.io if you want that power without the operational burden"}, {"id": "mai-20260917-0922-baseline|c128-s3|moonshot-small|Splunk", "prompt": "c128-s3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid per-GB enterprise pricing (Datadog/Splunk) early on"}, {"id": "mai-20260917-0922-baseline|c128-s3|moonshot-small|OpenObserve", "prompt": "c128-s3", "model": "moonshot-small", "cat": "log-management", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "favor **Loki**, **Better Stack**, or **OpenObserve/ELK** to keep TCO under control"}, {"id": "mai-20260917-0922-baseline|c128-s3|openai-small|Grafana Cloud Logs", "prompt": "c128-s3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Cloud Logs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Grafana Cloud** if you want cost control and a strong free tier."}, {"id": "mai-20260917-0922-baseline|c128-s3|openai-small|New Relic", "prompt": "c128-s3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**New Relic** if you want logs plus broad observability with a friendly small-team edition."}, {"id": "mai-20260917-0922-baseline|c128-s3|openai-small|Datadog Logs", "prompt": "c128-s3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Logs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Datadog is often less cost-predictable at scale than more log-focused or open-source-backed options."}, {"id": "mai-20260917-0922-baseline|c128-s3|openai-small|Sumo Logic", "prompt": "c128-s3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for security/operations-heavy teams: **Sumo Logic**"}, {"id": "mai-20260917-0922-baseline|c128-s3|openai-small|Logz.io", "prompt": "c128-s3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Logz.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want Elastic-style power without self-hosting: **Logz.io**"}, {"id": "mai-20260917-0922-baseline|c128-s3|openai-small|Elastic Observability / Elastic Cloud", "prompt": "c128-s3", "model": "openai-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic Observability / Elastic Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it can be more complex to operate and tune than Grafana Cloud or New Relic for a small team"}, {"id": "mai-20260917-0922-baseline|c128-s3|xai-small|Papertrail", "prompt": "c128-s3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Papertrail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Papertrail** - Dead-simple, agentless log aggregation via syslog/HTTP. Best for tiny teams needing quick setup"}, {"id": "mai-20260917-0922-baseline|c128-s3|xai-small|Better Stack (formerly Logtail)", "prompt": "c128-s3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack (formerly Logtail)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Modern, all-in-one with logs + uptime monitoring, SQL queries, fast UI, and incident tools. Ideal for startups/SMBs"}, {"id": "mai-20260917-0922-baseline|c128-s3|xai-small|Grafana Cloud (Loki)", "prompt": "c128-s3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Cloud (Loki)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for K8s/dev teams; generous free tier for low-volume use."}, {"id": "mai-20260917-0922-baseline|c128-s3|xai-small|Graylog Open", "prompt": "c128-s3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Graylog Open", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free, self-hosted, unlimited volume with search/dashboards/alerts. Suited for teams comfortable managing their own infra."}, {"id": "mai-20260917-0922-baseline|c128-s3|xai-small|Datadog Logs", "prompt": "c128-s3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Logs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good if you already use Datadog, but pricier at scale."}, {"id": "mai-20260917-0922-baseline|c128-s3|xai-small|Logz.io", "prompt": "c128-s3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "Logz.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "viable but less SMB-focused per reviews"}, {"id": "mai-20260917-0922-baseline|c128-s3|xai-small|New Relic", "prompt": "c128-s3", "model": "xai-small", "cat": "log-management", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "New Relic (free 100GB/mo with APM) are viable but less SMB-focused per reviews"}, {"id": "mai-20260917-0922-baseline|c128-s3|zai-small|Better Stack", "prompt": "c128-s3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams that value simplicity and predictable billing: **Better Stack** or **Papertrail** are excellent starting points."}, {"id": "mai-20260917-0922-baseline|c128-s3|zai-small|Grafana Loki", "prompt": "c128-s3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already on Grafana/Kubernetes and want to keep costs low: **Grafana Loki** (self-hosted) or **OpenObserve**"}, {"id": "mai-20260917-0922-baseline|c128-s3|zai-small|Datadog Logs", "prompt": "c128-s3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Datadog Logs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use Datadog: **Datadog Logs** is the smoothest path."}, {"id": "mai-20260917-0922-baseline|c128-s3|zai-small|Papertrail", "prompt": "c128-s3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Papertrail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Better Stack** or **Papertrail** are excellent starting points."}, {"id": "mai-20260917-0922-baseline|c128-s3|zai-small|Elastic (ELK) Stack", "prompt": "c128-s3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Elastic (ELK) Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mature, highly configurable, free self-hosted, but heavier resource usage."}, {"id": "mai-20260917-0922-baseline|c128-s3|zai-small|Splunk", "prompt": "c128-s3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "~$150–$225/GB/day (very expensive at scale)"}, {"id": "mai-20260917-0922-baseline|c128-s3|zai-small|Sumo Logic", "prompt": "c128-s3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Sumo Logic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cloud-native SIEM, built-in ML, SOC-2/HIPAA-ready"}, {"id": "mai-20260917-0922-baseline|c128-s3|zai-small|OpenObserve", "prompt": "c128-s3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**OpenObserve** (self-hosted with S3 storage) give you powerful logging at a fraction of the cost"}, {"id": "mai-20260917-0922-baseline|c128-s3|zai-small|Axiom", "prompt": "c128-s3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "Axiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Generous free tier (500 GB/mo) and usage-based after that, cloud-native."}, {"id": "mai-20260917-0922-baseline|c128-s3|zai-small|SigNoz", "prompt": "c128-s3", "model": "zai-small", "cat": "log-management", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Open-source, logs + traces + metrics, no per-host fee."}, {"id": "mai-20260917-0922-baseline|c128-s4|alibaba-small|Axiom", "prompt": "c128-s4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "Axiom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The standout winner for most small businesses is **Axiom**, primarily due to its exceptionally generous free tier."}, {"id": "mai-20260917-0922-baseline|c128-s4|alibaba-small|Datadog", "prompt": "c128-s4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Massive free tier compared to competitors (e.g., Datadog, New Relic, and even LogDNA offer much less)."}, {"id": "mai-20260917-0922-baseline|c128-s4|alibaba-small|New Relic", "prompt": "c128-s4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compared to competitors (e.g., Datadog, New Relic, and even LogDNA offer much less)"}, {"id": "mai-20260917-0922-baseline|c128-s4|alibaba-small|LogDNA", "prompt": "c128-s4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "LogDNA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **LogDNA** | SaaS | Teams needing reliable enterprise features on a budget. | **$1.25+/GB**"}, {"id": "mai-20260917-0922-baseline|c128-s4|alibaba-small|OpenObserve", "prompt": "c128-s4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best \"Forever Free\" Self-Hosted Option: OpenObserve ... this is the cheapest possible route."}, {"id": "mai-20260917-0922-baseline|c128-s4|alibaba-small|Better Stack", "prompt": "c128-s4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Ease of Use & Simplicity: Better Stack (formerly Logtail)"}, {"id": "mai-20260917-0922-baseline|c128-s4|alibaba-small|Papertrail", "prompt": "c128-s4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Legacy/Simple SaaS: Papertrail (Loggly alternative) ... Incredibly simple setup."}, {"id": "mai-20260917-0922-baseline|c128-s4|alibaba-small|Grafana Loki", "prompt": "c128-s4", "model": "alibaba-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Grafana Loki**| Self-Hosted | Teams already using Grafana/Kubernetes. | **$0** (Open Source) |"}, {"id": "mai-20260917-0922-baseline|c128-s4|anthropic-small|ELK Stack", "prompt": "c128-s4", "model": "anthropic-small", "cat": "log-management", "variant": "budget", "raw": "ELK Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ELK Stack or Graylog are free options, though they require significant operational investment"}, {"id": "mai-20260917-0922-baseline|c128-s4|anthropic-small|Graylog", "prompt": "c128-s4", "model": "anthropic-small", "cat": "log-management", "variant": "budget", "raw": "Graylog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Better Stack** or **Graylog** are excellent starting points"}, {"id": "mai-20260917-0922-baseline|c128-s4|anthropic-small|Better Stack", "prompt": "c128-s4", "model": "anthropic-small", "cat": "log-management", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Better Stack** or **Graylog** are excellent starting points"}, {"id": "mai-20260917-0922-baseline|c128-s4|anthropic-small|New Relic", "prompt": "c128-s4", "model": "anthropic-small", "cat": "log-management", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "New Relic offers a generous free tier that smaller startups love, though pricing shifts based on data ingestion"}, {"id": "mai-20260917-0922-baseline|c128-s4|anthropic-small|Logmanager", "prompt": "c128-s4", "model": "anthropic-small", "cat": "log-management", "variant": "budget", "raw": "Logmanager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Logmanager and Papertrail are user-friendly solutions for small and midsize organizations"}, {"id": "mai-20260917-0922-baseline|c128-s4|anthropic-small|Papertrail", "prompt": "c128-s4", "model": "anthropic-small", "cat": "log-management", "variant": "budget", "raw": "Papertrail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Logmanager and Papertrail are user-friendly solutions for small and midsize organizations"}, {"id": "mai-20260917-0922-baseline|c128-s4|challenger-small|Papertrail", "prompt": "c128-s4", "model": "challenger-small", "cat": "log-management", "variant": "budget", "raw": "Papertrail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Papertrail is the best default pick for a small company on a tight budget"}, {"id": "mai-20260917-0922-baseline|c128-s4|challenger-small|Grafana Loki", "prompt": "c128-s4", "model": "challenger-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you have technical staff and want the lowest ongoing cost at scale"}, {"id": "mai-20260917-0922-baseline|c128-s4|challenger-small|Better Stack", "prompt": "c128-s4", "model": "challenger-small", "cat": "log-management", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a modern hosted product with a friendly UI and are willing to spend a bit more"}, {"id": "mai-20260917-0922-baseline|c128-s4|deepseek-small|Better Stack (Logtail)", "prompt": "c128-s4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Better Stack (Logtail)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Better Stack (Logtail) — Best overall SaaS value"}, {"id": "mai-20260917-0922-baseline|c128-s4|deepseek-small|Papertrail", "prompt": "c128-s4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Papertrail — Cheapest paid option"}, {"id": "mai-20260917-0922-baseline|c128-s4|deepseek-small|Axiom", "prompt": "c128-s4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Axiom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Better Stack's free tier** or **Axiom's 500GB free tier**"}, {"id": "mai-20260917-0922-baseline|c128-s4|deepseek-small|Grafana Loki + Promtail", "prompt": "c128-s4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki + Promtail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Grafana Loki + Grafana** on a small VPS is a fully free, robust solution with no per-GB costs."}, {"id": "mai-20260917-0922-baseline|c128-s4|deepseek-small|SigNoz", "prompt": "c128-s4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SigNoz — Unified logs/traces/metrics (open-source Datadog alternative), easy to set up"}, {"id": "mai-20260917-0922-baseline|c128-s4|deepseek-small|Graylog", "prompt": "c128-s4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "Graylog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Graylog — Best for security and compliance, self-hosted for free"}, {"id": "mai-20260917-0922-baseline|c128-s4|deepseek-small|ELK Stack / OpenSearch", "prompt": "c128-s4", "model": "deepseek-small", "cat": "log-management", "variant": "budget", "raw": "ELK Stack / OpenSearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ELK Stack / OpenSearch — Full-text search at scale"}, {"id": "mai-20260917-0922-baseline|c128-s4|google-small|Axiom", "prompt": "c128-s4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Axiom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Axiom if you want a pure, modern SaaS logging platform with a massive free tier (500 GB) and highly predictable, cheap pricing"}, {"id": "mai-20260917-0922-baseline|c128-s4|google-small|Datadog", "prompt": "c128-s4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "at a fraction of the cost of platforms like Datadog or Splunk"}, {"id": "mai-20260917-0922-baseline|c128-s4|google-small|Splunk", "prompt": "c128-s4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "at a fraction of the cost of platforms like Datadog or Splunk"}, {"id": "mai-20260917-0922-baseline|c128-s4|google-small|Better Stack", "prompt": "c128-s4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best \"All-in-One\" Value Bundle"}, {"id": "mai-20260917-0922-baseline|c128-s4|google-small|New Relic", "prompt": "c128-s4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Full-Suite Observability"}, {"id": "mai-20260917-0922-baseline|c128-s4|google-small|Papertrail", "prompt": "c128-s4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Paid Plans: Dirt cheap, starting around $7/month."}, {"id": "mai-20260917-0922-baseline|c128-s4|google-small|Grafana Loki", "prompt": "c128-s4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Grafana Loki if you want to self-host and keep your cloud hosting bill down to just pennies"}, {"id": "mai-20260917-0922-baseline|c128-s4|google-small|Graylog Open", "prompt": "c128-s4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Graylog Open", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "open-source log analyzer that provides a very polished, user-friendly web interface"}, {"id": "mai-20260917-0922-baseline|c128-s4|google-small|Elastic (ELK) stack", "prompt": "c128-s4", "model": "google-small", "cat": "log-management", "variant": "budget", "raw": "Elastic (ELK) stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "usually too resource-heavy and complex for small companies"}, {"id": "mai-20260917-0922-baseline|c128-s4|meta-small|Papertrail", "prompt": "c128-s4", "model": "meta-small", "cat": "log-management", "variant": "budget", "raw": "Papertrail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Papertrail Starter at $7/mo for 1GB/mo with 7-day search"}, {"id": "mai-20260917-0922-baseline|c128-s4|meta-small|Axiom", "prompt": "c128-s4", "model": "meta-small", "cat": "log-management", "variant": "budget", "raw": "Axiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Axiom 500GB free"}, {"id": "mai-20260917-0922-baseline|c128-s4|meta-small|Better Stack", "prompt": "c128-s4", "model": "meta-small", "cat": "log-management", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Better Stack PAYG or Grafana Loki Pro at $25/mo"}, {"id": "mai-20260917-0922-baseline|c128-s4|meta-small|Grafana Loki", "prompt": "c128-s4", "model": "meta-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Grafana Loki (open-source)"}, {"id": "mai-20260917-0922-baseline|c128-s4|minimax-small|Axiom", "prompt": "c128-s4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "Axiom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Axiom** (if you need free) or **Better Stack** (if you can spend around $25/month)"}, {"id": "mai-20260917-0922-baseline|c128-s4|minimax-small|Papertrail", "prompt": "c128-s4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for extremely tight budgets - Starts at just $7/month for 1GB/month"}, {"id": "mai-20260917-0922-baseline|c128-s4|minimax-small|Better Stack", "prompt": "c128-s4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Axiom** (if you need free) or **Better Stack** (if you can spend around $25/month)"}, {"id": "mai-20260917-0922-baseline|c128-s4|minimax-small|SigNoz", "prompt": "c128-s4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SigNoz** or **Grafana Loki** are excellent open-source options"}, {"id": "mai-20260917-0922-baseline|c128-s4|minimax-small|Grafana Loki", "prompt": "c128-s4", "model": "minimax-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cheapest at scale - Most affordable when you can manage it yourself"}, {"id": "mai-20260917-0922-baseline|c128-s4|mistral-small|Papertrail", "prompt": "c128-s4", "model": "mistral-small", "cat": "log-management", "variant": "budget", "raw": "Papertrail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's highly recommended for extremely tight budgets and is praised for its simplicity and ease of use."}, {"id": "mai-20260917-0922-baseline|c128-s4|mistral-small|Axiom", "prompt": "c128-s4", "model": "mistral-small", "cat": "log-management", "variant": "budget", "raw": "Axiom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the absolute lowest cost, start with Papertrail or Axiom's free tier."}, {"id": "mai-20260917-0922-baseline|c128-s4|mistral-small|Grafana Loki", "prompt": "c128-s4", "model": "mistral-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have some technical expertise, Grafana Loki or Graylog Open can be even more cost-effective in the long run."}, {"id": "mai-20260917-0922-baseline|c128-s4|mistral-small|Graylog Open", "prompt": "c128-s4", "model": "mistral-small", "cat": "log-management", "variant": "budget", "raw": "Graylog Open", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for small businesses that want free, unlimited-volume software"}, {"id": "mai-20260917-0922-baseline|c128-s4|mistral-small|Better Stack (PAYG)", "prompt": "c128-s4", "model": "mistral-small", "cat": "log-management", "variant": "budget", "raw": "Better Stack (PAYG)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers pay-as-you-go pricing, which can be cost-effective for very low log volumes."}, {"id": "mai-20260917-0922-baseline|c128-s4|moonshot-small|Grafana Loki", "prompt": "c128-s4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bottom line: For most small companies on a tight budget, I'd recommend starting with **SigNoz** ... or **Grafana Loki**"}, {"id": "mai-20260917-0922-baseline|c128-s4|moonshot-small|SigNoz", "prompt": "c128-s4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **SigNoz** (completely free, modern, all-in-one)"}, {"id": "mai-20260917-0922-baseline|c128-s4|moonshot-small|Uptrace", "prompt": "c128-s4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Uptrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free self-hosted (AGPL v3) ... Cons: Smaller community"}, {"id": "mai-20260917-0922-baseline|c128-s4|moonshot-small|Papertrail", "prompt": "c128-s4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Papertrail at $7/month** is unbeatable for price"}, {"id": "mai-20260917-0922-baseline|c128-s4|moonshot-small|Better Stack", "prompt": "c128-s4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pay-as-you-go, ~$25/month realistic for small teams"}, {"id": "mai-20260917-0922-baseline|c128-s4|moonshot-small|Axiom", "prompt": "c128-s4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Axiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Axiom's 500GB free tier** if your volume fits"}, {"id": "mai-20260917-0922-baseline|c128-s4|moonshot-small|ELK Stack", "prompt": "c128-s4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "ELK Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cons: Resource-heavy, complex to set up and maintain"}, {"id": "mai-20260917-0922-baseline|c128-s4|moonshot-small|Graylog", "prompt": "c128-s4", "model": "moonshot-small", "cat": "log-management", "variant": "budget", "raw": "Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Cons: Can be complex for simple logging needs"}, {"id": "mai-20260917-0922-baseline|c128-s4|openai-small|Grafana Cloud Logs / Loki", "prompt": "c128-s4", "model": "openai-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Cloud Logs / Loki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **Grafana Cloud Logs / Loki**"}, {"id": "mai-20260917-0922-baseline|c128-s4|openai-small|Splunk", "prompt": "c128-s4", "model": "openai-small", "cat": "log-management", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Best \"enterprise but pricey\" option:** **Splunk**"}, {"id": "mai-20260917-0922-baseline|c128-s4|openai-small|Datadog Logs", "prompt": "c128-s4", "model": "openai-small", "cat": "log-management", "variant": "budget", "raw": "Datadog Logs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Best polished SaaS alternative, but often more expensive:** **Datadog Logs**"}, {"id": "mai-20260917-0922-baseline|c128-s4|xai-small|Grafana Loki", "prompt": "c128-s4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Grafana Loki (with Grafana for visualization)** – **Overall best free/self-hosted pick**"}, {"id": "mai-20260917-0922-baseline|c128-s4|xai-small|Papertrail", "prompt": "c128-s4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Papertrail** – **Best dead-simple SaaS for beginners**"}, {"id": "mai-20260917-0922-baseline|c128-s4|xai-small|Graylog (Open Source)", "prompt": "c128-s4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "Graylog (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for security-focused self-hosting** ... $0 self-hosted (cloud from $1,250/mo, skip for budget)"}, {"id": "mai-20260917-0922-baseline|c128-s4|xai-small|ELK Stack (Elasticsearch + Logstash + Kibana)", "prompt": "c128-s4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "ELK Stack (Elasticsearch + Logstash + Kibana)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cons:** Resource-heavy (RAM/CPU), ops overhead for small teams. ... Elastic Cloud ~$95/mo (avoid)"}, {"id": "mai-20260917-0922-baseline|c128-s4|xai-small|OpenSearch", "prompt": "c128-s4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "OpenSearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "OpenSearch fork avoids Elastic licensing issues."}, {"id": "mai-20260917-0922-baseline|c128-s4|xai-small|Better Stack (Logtail)", "prompt": "c128-s4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "Better Stack (Logtail)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**No time for self-hosting?** Papertrail ($7/mo) or Better Stack free tier."}, {"id": "mai-20260917-0922-baseline|c128-s4|xai-small|Axiom", "prompt": "c128-s4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "Axiom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| Axiom | 500GB/mo | Usage-based | Generous free for teams |"}, {"id": "mai-20260917-0922-baseline|c128-s4|xai-small|Uptrace/OpenObserve", "prompt": "c128-s4", "model": "xai-small", "cat": "log-management", "variant": "budget", "raw": "Uptrace/OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| Uptrace/OpenObserve | Full OSS free | $0.3/GB cloud | Unified observability, cheap retention |"}, {"id": "mai-20260917-0922-baseline|c128-s4|zai-small|Grafana Loki", "prompt": "c128-s4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Grafana Loki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the absolute lowest monthly cost and you're comfortable doing a little sys-admin work, **self-host Grafana Loki** ... is essentially free."}, {"id": "mai-20260917-0922-baseline|c128-s4|zai-small|ELK Stack", "prompt": "c128-s4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "ELK Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need powerful search and are willing to maintain a bigger stack** | **ELK Stack (self-hosted, free)**"}, {"id": "mai-20260917-0922-baseline|c128-s4|zai-small|OpenObserve", "prompt": "c128-s4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Grafana Loki** (free) or **OpenObserve** (free) are the most cost-effective long-term choices"}, {"id": "mai-20260917-0922-baseline|c128-s4|zai-small|SigNoz", "prompt": "c128-s4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SigNoz or OpenObserve (self-hosted, free)**"}, {"id": "mai-20260917-0922-baseline|c128-s4|zai-small|Papertrail", "prompt": "c128-s4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Papertrail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**If you want the absolute lowest monthly bill** → **Papertrail** ($7/mo) for a simple, fixed-tier service."}, {"id": "mai-20260917-0922-baseline|c128-s4|zai-small|Better Stack/Logtail", "prompt": "c128-s4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Better Stack/Logtail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you want a polished UI, SQL-style queries, and don't mind paying a few dollars** → **Better Stack/Logtail** (~$29/mo for 10GB)"}, {"id": "mai-20260917-0922-baseline|c128-s4|zai-small|Datadog Logs", "prompt": "c128-s4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Datadog Logs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Datadog** and **Logz.io** are more expensive per GB"}, {"id": "mai-20260917-0922-baseline|c128-s4|zai-small|Logz.io", "prompt": "c128-s4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Logz.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Datadog** and **Logz.io** are more expensive per GB"}, {"id": "mai-20260917-0922-baseline|c128-s4|zai-small|Coralogix", "prompt": "c128-s4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Coralogix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Coralogix** is cheap per GB, but you'll pay more if your logs grow beyond a few GB per month."}, {"id": "mai-20260917-0922-baseline|c128-s4|zai-small|Uptrace", "prompt": "c128-s4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Uptrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "ClickHouse-based, SQL-style queries, unified logs + traces + metrics"}, {"id": "mai-20260917-0922-baseline|c128-s4|zai-small|Graylog", "prompt": "c128-s4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Graylog (self-hosted, free OSS) + optional enterprise support**"}, {"id": "mai-20260917-0922-baseline|c128-s4|zai-small|Axiom", "prompt": "c128-s4", "model": "zai-small", "cat": "log-management", "variant": "budget", "raw": "Axiom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Axiom**: 500GB/mo free (personal) – great for very small teams."}, {"id": "mai-20260917-0922-baseline|c128-s5|alibaba-small|Datadog", "prompt": "c128-s5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have 1-2 Generalist Engineers, look toward modern observability platforms like **Datadog**"}, {"id": "mai-20260917-0922-baseline|c128-s5|alibaba-small|ELK", "prompt": "c128-s5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "ELK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Managing your own ELK cluster or Graylog instance requires specialized knowledge and adds operational overhead."}, {"id": "mai-20260917-0922-baseline|c128-s5|alibaba-small|Splunk", "prompt": "c128-s5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "tools like **Elastic Cloud** or **Splunk** are robust but can be pricey and complex"}, {"id": "mai-20260917-0922-baseline|c128-s5|alibaba-small|Graylog", "prompt": "c128-s5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Managing your own ELK cluster or Graylog instance requires specialized knowledge and adds operational overhead."}, {"id": "mai-20260917-0922-baseline|c128-s5|alibaba-small|Elastic Cloud", "prompt": "c128-s5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Elastic Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "tools like **Elastic Cloud** or **Splunk** are robust but can be pricey and complex"}, {"id": "mai-20260917-0922-baseline|c128-s5|alibaba-small|Logstash", "prompt": "c128-s5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Logstash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look toward modern observability platforms like **Datadog**, **Logstash**, **Papertrail** (for simplicity)"}, {"id": "mai-20260917-0922-baseline|c128-s5|alibaba-small|Papertrail", "prompt": "c128-s5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Papertrail** (for simplicity)"}, {"id": "mai-20260917-0922-baseline|c128-s5|alibaba-small|SigNoz", "prompt": "c128-s5", "model": "alibaba-small", "cat": "log-management", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**SigNoz** (open-source alternative to Datadog) which prioritize developer experience and ease of setup"}, {"id": "mai-20260917-0922-baseline|c128-s5|anthropic-small|ELK Stack", "prompt": "c128-s5", "model": "anthropic-small", "cat": "log-management", "variant": "scale", "raw": "ELK Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options across different scales include ELK Stack (self-hosted, open-source), Datadog, New Relic, Splunk Cloud, and Grafana Loki"}, {"id": "mai-20260917-0922-baseline|c128-s5|anthropic-small|Datadog", "prompt": "c128-s5", "model": "anthropic-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options across different scales include ELK Stack (self-hosted, open-source), Datadog, New Relic, Splunk Cloud, and Grafana Loki"}, {"id": "mai-20260917-0922-baseline|c128-s5|anthropic-small|New Relic", "prompt": "c128-s5", "model": "anthropic-small", "cat": "log-management", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options across different scales include ELK Stack ..., Datadog, New Relic, Splunk Cloud, and Grafana Loki"}, {"id": "mai-20260917-0922-baseline|c128-s5|anthropic-small|Splunk Cloud", "prompt": "c128-s5", "model": "anthropic-small", "cat": "log-management", "variant": "scale", "raw": "Splunk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options across different scales include ELK Stack ..., Datadog, New Relic, Splunk Cloud, and Grafana Loki"}, {"id": "mai-20260917-0922-baseline|c128-s5|anthropic-small|Grafana Loki", "prompt": "c128-s5", "model": "anthropic-small", "cat": "log-management", "variant": "scale", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options across different scales include ELK Stack ..., Datadog, New Relic, Splunk Cloud, and Grafana Loki"}, {"id": "mai-20260917-0922-baseline|c128-s5|deepseek-small|Loki", "prompt": "c128-s5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "Loki", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "seriously evaluating open-source options like Grafana/Loki as a low-cost, flexible baseline"}, {"id": "mai-20260917-0922-baseline|c128-s5|deepseek-small|ELK", "prompt": "c128-s5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "ELK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "self-hosted open-source options (e.g., Loki, ELK, SigNoz)"}, {"id": "mai-20260917-0922-baseline|c128-s5|deepseek-small|SigNoz", "prompt": "c128-s5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "self-hosted open-source options (e.g., Loki, ELK, SigNoz)"}, {"id": "mai-20260917-0922-baseline|c128-s5|deepseek-small|Datadog", "prompt": "c128-s5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Datadog, Grafana Cloud, New Relic, Better Stack, Papertrail | Easiest, but per-GB costs can creep up"}, {"id": "mai-20260917-0922-baseline|c128-s5|deepseek-small|Grafana Cloud", "prompt": "c128-s5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Datadog, Grafana Cloud, New Relic, Better Stack, Papertrail"}, {"id": "mai-20260917-0922-baseline|c128-s5|deepseek-small|New Relic", "prompt": "c128-s5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Datadog, Grafana Cloud, New Relic, Better Stack, Papertrail"}, {"id": "mai-20260917-0922-baseline|c128-s5|deepseek-small|Better Stack", "prompt": "c128-s5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Datadog, Grafana Cloud, New Relic, Better Stack, Papertrail"}, {"id": "mai-20260917-0922-baseline|c128-s5|deepseek-small|Papertrail", "prompt": "c128-s5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "Papertrail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Datadog, Grafana Cloud, New Relic, Better Stack, Papertrail"}, {"id": "mai-20260917-0922-baseline|c128-s5|deepseek-small|Grafana", "prompt": "c128-s5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Loki + Grafana, ELK/Elastic, SigNoz, Vector | Cheaper at scale, more ops effort"}, {"id": "mai-20260917-0922-baseline|c128-s5|deepseek-small|Elastic", "prompt": "c128-s5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "ELK/Elastic, SigNoz, Vector | Cheaper at scale, more ops effort"}, {"id": "mai-20260917-0922-baseline|c128-s5|deepseek-small|Vector", "prompt": "c128-s5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "Vector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Vector, Fluent Bit \\u2192 object storage + query"}, {"id": "mai-20260917-0922-baseline|c128-s5|deepseek-small|Fluent Bit", "prompt": "c128-s5", "model": "deepseek-small", "cat": "log-management", "variant": "scale", "raw": "Fluent Bit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Vector, Fluent Bit \\u2192 object storage + query (S3 + DuckDB/Athena) | Very cheap, DIY"}, {"id": "mai-20260917-0922-baseline|c128-s5|google-small|Elastic (ELK)", "prompt": "c128-s5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Elastic (ELK)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "do not self-host** a complex stack like Elastic (ELK) or OpenSearch"}, {"id": "mai-20260917-0922-baseline|c128-s5|google-small|OpenSearch", "prompt": "c128-s5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "OpenSearch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "do not self-host** a complex stack like Elastic (ELK) or OpenSearch"}, {"id": "mai-20260917-0922-baseline|c128-s5|google-small|Better Stack (formerly Logtail)", "prompt": "c128-s5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Better Stack (formerly Logtail)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for: Small teams that want a highly cohesive, gorgeous UI that \"just works\""}, {"id": "mai-20260917-0922-baseline|c128-s5|google-small|Papertrail (SolarWinds)", "prompt": "c128-s5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Papertrail (SolarWinds)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"old reliable\" of log management. Its UI is quite basic, but it is incredibly fast to set up"}, {"id": "mai-20260917-0922-baseline|c128-s5|google-small|SigNoz Cloud", "prompt": "c128-s5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "SigNoz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Built entirely native to **OpenTelemetry** standards. This prevents vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c128-s5|google-small|Grafana Cloud (Loki)", "prompt": "c128-s5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Grafana Cloud (Loki)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Warning: Querying Loki (LogQL) has a learning curve."}, {"id": "mai-20260917-0922-baseline|c128-s5|google-small|Datadog", "prompt": "c128-s5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "notorious for complex, multi-variable pricing that is easy to blow past, resulting in massive surprise invoices"}, {"id": "mai-20260917-0922-baseline|c128-s5|google-small|New Relic", "prompt": "c128-s5", "model": "google-small", "cat": "log-management", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Both are notorious for complex, multi-variable pricing ... it can easily become your single most expensive piece of software"}, {"id": "mai-20260917-0922-baseline|c128-s5|minimax-small|Better Stack", "prompt": "c128-s5", "model": "minimax-small", "cat": "log-management", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Better Stack**, **Axiom**, or **Papertrail**"}, {"id": "mai-20260917-0922-baseline|c128-s5|minimax-small|Axiom", "prompt": "c128-s5", "model": "minimax-small", "cat": "log-management", "variant": "scale", "raw": "Axiom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Better Stack**, **Axiom**, or **Papertrail**"}, {"id": "mai-20260917-0922-baseline|c128-s5|minimax-small|Grafana Loki", "prompt": "c128-s5", "model": "minimax-small", "cat": "log-management", "variant": "scale", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Grafana Loki** | $25/mo | Open-source, flexible |"}, {"id": "mai-20260917-0922-baseline|c128-s5|minimax-small|Elastic", "prompt": "c128-s5", "model": "minimax-small", "cat": "log-management", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Many tools (Better Stack, Axiom, Grafana Loki, Elastic) offer free tiers"}, {"id": "mai-20260917-0922-baseline|c128-s5|minimax-small|Datadog Logs", "prompt": "c128-s5", "model": "minimax-small", "cat": "log-management", "variant": "scale", "raw": "Datadog Logs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already have a mature observability stack (e.g., Datadog), bundling log management makes sense."}, {"id": "mai-20260917-0922-baseline|c128-s5|minimax-small|Papertrail", "prompt": "c128-s5", "model": "minimax-small", "cat": "log-management", "variant": "scale", "raw": "Papertrail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "I'd suggest starting with **Better Stack**, **Axiom**, or **Papertrail**"}, {"id": "mai-20260917-0922-baseline|c128-s5|mistral-small|Datadog", "prompt": "c128-s5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–5 platforms (e.g., Datadog, Elastic, Grafana Loki, Humio, Coralogix, Mezmo, AWS OpenSearch, etc.)"}, {"id": "mai-20260917-0922-baseline|c128-s5|mistral-small|Elastic", "prompt": "c128-s5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Elastic (ELK) | Customizable, self-host"}, {"id": "mai-20260917-0922-baseline|c128-s5|mistral-small|Grafana Loki", "prompt": "c128-s5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Grafana Loki | Kubernetes, cost-effective"}, {"id": "mai-20260917-0922-baseline|c128-s5|mistral-small|Humio", "prompt": "c128-s5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Humio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Humio | High-speed ingestion"}, {"id": "mai-20260917-0922-baseline|c128-s5|mistral-small|Coralogix", "prompt": "c128-s5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Coralogix | DevOps-heavy teams"}, {"id": "mai-20260917-0922-baseline|c128-s5|mistral-small|Mezmo", "prompt": "c128-s5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "Mezmo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mezmo, AWS OpenSearch, etc."}, {"id": "mai-20260917-0922-baseline|c128-s5|mistral-small|AWS OpenSearch", "prompt": "c128-s5", "model": "mistral-small", "cat": "log-management", "variant": "scale", "raw": "AWS OpenSearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mezmo, AWS OpenSearch, etc."}, {"id": "mai-20260917-0922-baseline|c128-s5|moonshot-small|Papertrail", "prompt": "c128-s5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "Papertrail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Ultra-simple/SMB focused:** Fast setup, flat pricing, limited scale (e.g., Papertrail, Better Stack)."}, {"id": "mai-20260917-0922-baseline|c128-s5|moonshot-small|Better Stack", "prompt": "c128-s5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Ultra-simple/SMB focused:** Fast setup, flat pricing, limited scale (e.g., Papertrail, Better Stack)."}, {"id": "mai-20260917-0922-baseline|c128-s5|moonshot-small|Datadog", "prompt": "c128-s5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "usage-based pricing but powerful (e.g., Datadog, New Relic, SigNoz). Watch costs carefully."}, {"id": "mai-20260917-0922-baseline|c128-s5|moonshot-small|New Relic", "prompt": "c128-s5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usage-based pricing but powerful (e.g., Datadog, New Relic, SigNoz). Watch costs carefully."}, {"id": "mai-20260917-0922-baseline|c128-s5|moonshot-small|SigNoz", "prompt": "c128-s5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "usage-based pricing but powerful (e.g., Datadog, New Relic, SigNoz). Watch costs carefully."}, {"id": "mai-20260917-0922-baseline|c128-s5|moonshot-small|Grafana Loki", "prompt": "c128-s5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "Grafana Loki", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Open Source/Self-Hosted:** Lowest cost, highest operational burden (e.g., Grafana Loki, ELK Stack, SigNoz self-hosted)."}, {"id": "mai-20260917-0922-baseline|c128-s5|moonshot-small|ELK Stack", "prompt": "c128-s5", "model": "moonshot-small", "cat": "log-management", "variant": "scale", "raw": "ELK Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Lowest cost, highest operational burden (e.g., Grafana Loki, ELK Stack, SigNoz self-hosted)"}, {"id": "mai-20260917-0922-baseline|c128-s5|xai-small|Datadog", "prompt": "c128-s5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Model**: SaaS (e.g., Datadog, Mezmo) for zero ops overhead vs. self-hosted (e.g., ELK Stack) for control."}, {"id": "mai-20260917-0922-baseline|c128-s5|xai-small|Mezmo", "prompt": "c128-s5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "Mezmo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SaaS (e.g., Datadog, Mezmo) for zero ops overhead"}, {"id": "mai-20260917-0922-baseline|c128-s5|xai-small|ELK Stack", "prompt": "c128-s5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "ELK Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vs. self-hosted (e.g., ELK Stack) for control"}, {"id": "mai-20260917-0922-baseline|c128-s5|xai-small|Grafana Loki", "prompt": "c128-s5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3-5 (e.g., Datadog Logs, Mezmo, Grafana Loki, Splunk Cloud, Sumo Logic"}, {"id": "mai-20260917-0922-baseline|c128-s5|xai-small|Splunk Cloud", "prompt": "c128-s5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "Splunk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 3-5 (e.g., Datadog Logs, Mezmo, Grafana Loki, Splunk Cloud, Sumo Logic"}, {"id": "mai-20260917-0922-baseline|c128-s5|xai-small|Sumo Logic", "prompt": "c128-s5", "model": "xai-small", "cat": "log-management", "variant": "scale", "raw": "Sumo Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist 3-5 (e.g., Datadog Logs, Mezmo, Grafana Loki, Splunk Cloud, Sumo Logic"}, {"id": "mai-20260917-0922-baseline|c128-s5|zai-small|Datadog", "prompt": "c128-s5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Datadog Logs — Managed SaaS, per GB ingested + per search event, broad integrations, good for teams wanting managed observability"}, {"id": "mai-20260917-0922-baseline|c128-s5|zai-small|Elastic", "prompt": "c128-s5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Elastic (ELK Stack) — Self-hosted or SaaS, powerful full-text search, flexible but higher operational overhead"}, {"id": "mai-20260917-0922-baseline|c128-s5|zai-small|Grafana Loki", "prompt": "c128-s5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "Grafana Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Grafana Loki — Open-source, cost-effective for large volumes, strong with Kubernetes/Grafana"}, {"id": "mai-20260917-0922-baseline|c128-s5|zai-small|Splunk", "prompt": "c128-s5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Splunk — Enterprise search and security, higher cost, great for security workflows"}, {"id": "mai-20260917-0922-baseline|c128-s5|zai-small|Better Stack (Logtail)", "prompt": "c128-s5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "Better Stack (Logtail)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Better Stack (Logtail) — SaaS, affordable for SMBs, SQL search"}, {"id": "mai-20260917-0922-baseline|c128-s5|zai-small|Papertrail", "prompt": "c128-s5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "Papertrail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Papertrail — Simple log aggregation, low cost, good for small teams"}, {"id": "mai-20260917-0922-baseline|c128-s5|zai-small|SigNoz", "prompt": "c128-s5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SigNoz, Middleware, OpenObserve — OpenTelemetry-native, per GB pricing, good for cost control"}, {"id": "mai-20260917-0922-baseline|c128-s5|zai-small|Middleware", "prompt": "c128-s5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "Middleware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SigNoz, Middleware, OpenObserve — OpenTelemetry-native, per GB pricing"}, {"id": "mai-20260917-0922-baseline|c128-s5|zai-small|OpenObserve", "prompt": "c128-s5", "model": "zai-small", "cat": "log-management", "variant": "scale", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SigNoz, Middleware, OpenObserve — OpenTelemetry-native, per GB pricing"}, {"id": "mai-20260917-0922-baseline|c128-s6|alibaba-small|Datadog", "prompt": "c128-s6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "small businesses should be cautious due to its **indexing-based pricing**"}, {"id": "mai-20260917-0922-baseline|c128-s6|alibaba-small|Splunk", "prompt": "c128-s6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Splunk is prohibitively expensive for most small businesses"}, {"id": "mai-20260917-0922-baseline|c128-s6|alibaba-small|Bare-Bones Elastic Stack (ELK) / OpenSearch", "prompt": "c128-s6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Bare-Bones Elastic Stack (ELK) / OpenSearch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid raw open-source distributions like standard ELK setups"}, {"id": "mai-20260917-0922-baseline|c128-s6|alibaba-small|Elastic Cloud", "prompt": "c128-s6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Elastic Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Better Alternative:* Use a managed service like **Elastic Cloud**"}, {"id": "mai-20260917-0922-baseline|c128-s6|alibaba-small|Logit.io", "prompt": "c128-s6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Logit.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "use a simplified wrapper like **Logit.io** if you want the power of Elasticsearch without the operational headache"}, {"id": "mai-20260917-0922-baseline|c128-s6|alibaba-small|Greylog (Open Source version)", "prompt": "c128-s6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Greylog (Open Source version)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the open-source version is free but requires significant maintenance"}, {"id": "mai-20260917-0922-baseline|c128-s6|alibaba-small|Microsoft Sentinel", "prompt": "c128-s6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "traditional SIEMs are often overkill... designed for large Security Operations Centers"}, {"id": "mai-20260917-0922-baseline|c128-s6|alibaba-small|Splunk Enterprise Security", "prompt": "c128-s6", "model": "alibaba-small", "cat": "log-management", "variant": "negative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "For a small business, deploying a full SIEM usually results in \"alert fatigue\""}, {"id": "mai-20260917-0922-baseline|c128-s6|anthropic-small|Dynatrace", "prompt": "c128-s6", "model": "anthropic-small", "cat": "log-management", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the cost, complexity, and proprietary nature of its query language make it a non-starter"}, {"id": "mai-20260917-0922-baseline|c128-s6|anthropic-small|Splunk", "prompt": "c128-s6", "model": "anthropic-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "increasingly considered expensive for cloud-native operations and may not be the best fit for smaller businesses"}, {"id": "mai-20260917-0922-baseline|c128-s6|anthropic-small|Datadog", "prompt": "c128-s6", "model": "anthropic-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "expensive pricing based on ingested and indexed data volume, can have unpredictable bills"}, {"id": "mai-20260917-0922-baseline|c128-s6|anthropic-small|New Relic", "prompt": "c128-s6", "model": "anthropic-small", "cat": "log-management", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing based on data ingested can be expensive for high-volume logs, and longer retention costs extra"}, {"id": "mai-20260917-0922-baseline|c128-s6|anthropic-small|Graylog", "prompt": "c128-s6", "model": "anthropic-small", "cat": "log-management", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Running a scalable, highly-available Graylog cluster is a major operational burden"}, {"id": "mai-20260917-0922-baseline|c128-s6|challenger-small|Splunk", "prompt": "c128-s6", "model": "challenger-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "most expensive option by far, which can make it a poor fit for small budgets"}, {"id": "mai-20260917-0922-baseline|c128-s6|challenger-small|SolarWinds", "prompt": "c128-s6", "model": "challenger-small", "cat": "log-management", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "one result explicitly warns to **avoid it at all costs**"}, {"id": "mai-20260917-0922-baseline|c128-s6|challenger-small|Graylog", "prompt": "c128-s6", "model": "challenger-small", "cat": "log-management", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may be **too operationally heavy** if you lack experience managing indexing clusters"}, {"id": "mai-20260917-0922-baseline|c128-s6|challenger-small|ELK / Elastic Stack", "prompt": "c128-s6", "model": "challenger-small", "cat": "log-management", "variant": "negative", "raw": "ELK / Elastic Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**free but self-managed**, which means **high operational overhead**"}, {"id": "mai-20260917-0922-baseline|c128-s6|challenger-small|Datadog", "prompt": "c128-s6", "model": "challenger-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "small businesses should be cautious because **costs can spike at scale**"}, {"id": "mai-20260917-0922-baseline|c128-s6|deepseek-small|Splunk", "prompt": "c128-s6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The platforms to be *most* cautious about as a small business are **Splunk and Datadog** (enterprise pricing that spirals)"}, {"id": "mai-20260917-0922-baseline|c128-s6|deepseek-small|Datadog", "prompt": "c128-s6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Great product, but a genuinely dangerous cost profile for a small business with variable traffic."}, {"id": "mai-20260917-0922-baseline|c128-s6|deepseek-small|Self-hosted ELK Stack (Elasticsearch/Logstash/Kibana)", "prompt": "c128-s6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Self-hosted ELK Stack (Elasticsearch/Logstash/Kibana)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "It's a poor fit for a small business running it solo."}, {"id": "mai-20260917-0922-baseline|c128-s6|deepseek-small|Azure Log Analytics", "prompt": "c128-s6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Azure Log Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid adopting these purely \"as a log tool.\""}, {"id": "mai-20260917-0922-baseline|c128-s6|deepseek-small|AWS CloudWatch", "prompt": "c128-s6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "AWS CloudWatch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "CloudWatch in particular is notoriously confusing on cost and limits"}, {"id": "mai-20260917-0922-baseline|c128-s6|deepseek-small|GCP Cloud Logging", "prompt": "c128-s6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "GCP Cloud Logging", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid adopting these purely \"as a log tool.\""}, {"id": "mai-20260917-0922-baseline|c128-s6|deepseek-small|Loki", "prompt": "c128-s6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Loki", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "the \"$0 license\" of ELK/Loki is deceptive; infrastructure + engineering time is the real cost"}, {"id": "mai-20260917-0922-baseline|c128-s6|deepseek-small|Better Stack (Logtail)", "prompt": "c128-s6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Better Stack (Logtail)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "~$25/mo, 1 GB/day free, clean UI. Frequently cited as best value for SMBs."}, {"id": "mai-20260917-0922-baseline|c128-s6|deepseek-small|Papertrail", "prompt": "c128-s6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "the cheapest genuinely useful option, from **$7/mo**"}, {"id": "mai-20260917-0922-baseline|c128-s6|deepseek-small|Axiom", "prompt": "c128-s6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Axiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "strong free tier (up to 500 GB/mo), flat predictable pricing"}, {"id": "mai-20260917-0922-baseline|c128-s6|deepseek-small|New Relic", "prompt": "c128-s6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "100 GB/mo free tier, predictable billing, well-established"}, {"id": "mai-20260917-0922-baseline|c128-s6|deepseek-small|Grafana Cloud", "prompt": "c128-s6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "free 50 GB/mo tier"}, {"id": "mai-20260917-0922-baseline|c128-s6|deepseek-small|LogMonitor", "prompt": "c128-s6", "model": "deepseek-small", "cat": "log-management", "variant": "negative", "raw": "LogMonitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Axiom/LogMonitor** — good budget managed options."}, {"id": "mai-20260917-0922-baseline|c128-s6|google-small|Datadog", "prompt": "c128-s6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict: Avoid unless you have a highly disciplined DevOps engineer... these platforms are financial landmines for small businesses."}, {"id": "mai-20260917-0922-baseline|c128-s6|google-small|New Relic", "prompt": "c128-s6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The Platforms: Datadog, New Relic. ... Verdict: Avoid unless you have a highly disciplined DevOps engineer"}, {"id": "mai-20260917-0922-baseline|c128-s6|google-small|The ELK Stack (Elasticsearch, Logstash, Kibana)", "prompt": "c128-s6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "The ELK Stack (Elasticsearch, Logstash, Kibana)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Verdict: Avoid self-hosting these platforms."}, {"id": "mai-20260917-0922-baseline|c128-s6|google-small|Graylog", "prompt": "c128-s6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "self-hosted Graylog... Verdict: Avoid self-hosting these platforms."}, {"id": "mai-20260917-0922-baseline|c128-s6|google-small|Splunk (Enterprise)", "prompt": "c128-s6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Splunk (Enterprise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Verdict: Avoid. They are vastly too expensive and require dedicated, certified engineers"}, {"id": "mai-20260917-0922-baseline|c128-s6|google-small|Dynatrace", "prompt": "c128-s6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Verdict: Avoid. They are vastly too expensive"}, {"id": "mai-20260917-0922-baseline|c128-s6|google-small|Better Stack (formerly Logtail)", "prompt": "c128-s6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Better Stack (formerly Logtail)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Very fast, SQL-based searching, extremely cost-effective, and user-friendly."}, {"id": "mai-20260917-0922-baseline|c128-s6|google-small|Papertrail (by SolarWinds)", "prompt": "c128-s6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Papertrail (by SolarWinds)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A classic, incredibly simple, text-based log viewer... for a very low cost."}, {"id": "mai-20260917-0922-baseline|c128-s6|google-small|Axiom", "prompt": "c128-s6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Axiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Modern, high-performance logging tools designed to store data on cheap cloud storage"}, {"id": "mai-20260917-0922-baseline|c128-s6|google-small|OpenObserve", "prompt": "c128-s6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Modern, high-performance logging tools designed to store data on cheap cloud storage"}, {"id": "mai-20260917-0922-baseline|c128-s6|google-small|Logz.io", "prompt": "c128-s6", "model": "google-small", "cat": "log-management", "variant": "negative", "raw": "Logz.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Logz.io gives you a managed version so you don't have to host or maintain the servers yourself."}, {"id": "mai-20260917-0922-baseline|c128-s6|meta-small|SolarWinds", "prompt": "c128-s6", "model": "meta-small", "cat": "log-management", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SolarWinds should be avoided \"at all costs\" unless you enjoy speaking to their salespeople frequently"}, {"id": "mai-20260917-0922-baseline|c128-s6|meta-small|Splunk", "prompt": "c128-s6", "model": "meta-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "mid-market businesses might want to consider alternatives to Splunk due to its \"Splunk-level\" price tag"}, {"id": "mai-20260917-0922-baseline|c128-s6|meta-small|Datadog", "prompt": "c128-s6", "model": "meta-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Datadog is not ideal for solo developers or small projects with negligible log volumes"}, {"id": "mai-20260917-0922-baseline|c128-s6|minimax-small|Splunk", "prompt": "c128-s6", "model": "minimax-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid or Approach with Caution ... **Splunk** - **Extremely expensive**"}, {"id": "mai-20260917-0922-baseline|c128-s6|minimax-small|Datadog", "prompt": "c128-s6", "model": "minimax-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Notoriously complex and expensive pricing**, especially for logs"}, {"id": "mai-20260917-0922-baseline|c128-s6|minimax-small|Sumo Logic", "prompt": "c128-s6", "model": "minimax-small", "cat": "log-management", "variant": "negative", "raw": "Sumo Logic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Similar enterprise pricing concerns - Can become costly as data volumes grow"}, {"id": "mai-20260917-0922-baseline|c128-s6|minimax-small|ELK Stack", "prompt": "c128-s6", "model": "minimax-small", "cat": "log-management", "variant": "negative", "raw": "ELK Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Open-source options (ELK Stack, Grafana Loki) trade lower costs for higher operational overhead"}, {"id": "mai-20260917-0922-baseline|c128-s6|minimax-small|Grafana Loki", "prompt": "c128-s6", "model": "minimax-small", "cat": "log-management", "variant": "negative", "raw": "Grafana Loki", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Open-source options (ELK Stack, Grafana Loki) trade lower costs for higher operational overhead"}, {"id": "mai-20260917-0922-baseline|c128-s6|minimax-small|Better Stack", "prompt": "c128-s6", "model": "minimax-small", "cat": "log-management", "variant": "negative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Better Alternatives for Small Businesses ... **Better Stack** (freemium, highly rated)"}, {"id": "mai-20260917-0922-baseline|c128-s6|minimax-small|Grafana/Grafana Cloud", "prompt": "c128-s6", "model": "minimax-small", "cat": "log-management", "variant": "negative", "raw": "Grafana/Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Grafana/Grafana Cloud** (freemium)"}, {"id": "mai-20260917-0922-baseline|c128-s6|minimax-small|Elastic Observability", "prompt": "c128-s6", "model": "minimax-small", "cat": "log-management", "variant": "negative", "raw": "Elastic Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Elastic Observability** (paid but designed for scalability)"}, {"id": "mai-20260917-0922-baseline|c128-s6|minimax-small|Graylog", "prompt": "c128-s6", "model": "minimax-small", "cat": "log-management", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Self-hosted options** like ELK Stack or Graylog (if you have technical resources)"}, {"id": "mai-20260917-0922-baseline|c128-s6|mistral-small|SolarWinds", "prompt": "c128-s6", "model": "mistral-small", "cat": "log-management", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Mentioned as a platform to avoid due to aggressive sales practices... \"Avoid at all costs\""}, {"id": "mai-20260917-0922-baseline|c128-s6|mistral-small|Graylog (Enterprise version)", "prompt": "c128-s6", "model": "mistral-small", "cat": "log-management", "variant": "negative", "raw": "Graylog (Enterprise version)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Small businesses should avoid SolarWinds, Graylog Enterprise, Datadog, and Splunk due to cost, complexity, or sales overhead."}, {"id": "mai-20260917-0922-baseline|c128-s6|mistral-small|Datadog", "prompt": "c128-s6", "model": "mistral-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Small businesses should avoid SolarWinds, Graylog Enterprise, Datadog, and Splunk"}, {"id": "mai-20260917-0922-baseline|c128-s6|mistral-small|Splunk", "prompt": "c128-s6", "model": "mistral-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Splunk is generally not recommended for small businesses"}, {"id": "mai-20260917-0922-baseline|c128-s6|mistral-small|Better Stack", "prompt": "c128-s6", "model": "mistral-small", "cat": "log-management", "variant": "negative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "consider more affordable and user-friendly options like Better Stack, Loggly, or open-source solutions"}, {"id": "mai-20260917-0922-baseline|c128-s6|mistral-small|Loggly", "prompt": "c128-s6", "model": "mistral-small", "cat": "log-management", "variant": "negative", "raw": "Loggly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider more affordable and user-friendly options like Better Stack, Loggly"}, {"id": "mai-20260917-0922-baseline|c128-s6|mistral-small|Graylog (open-source version)", "prompt": "c128-s6", "model": "mistral-small", "cat": "log-management", "variant": "negative", "raw": "Graylog (open-source version)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "open-source solutions like Graylog (open-source version) or Grafana Loki"}, {"id": "mai-20260917-0922-baseline|c128-s6|mistral-small|Grafana Loki", "prompt": "c128-s6", "model": "mistral-small", "cat": "log-management", "variant": "negative", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "open-source solutions like Graylog (open-source version) or Grafana Loki"}, {"id": "mai-20260917-0922-baseline|c128-s6|moonshot-small|Splunk", "prompt": "c128-s6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** Extremely expensive pricing model"}, {"id": "mai-20260917-0922-baseline|c128-s6|moonshot-small|Datadog", "prompt": "c128-s6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why to be cautious:** Notoriously complex and unpredictable pricing"}, {"id": "mai-20260917-0922-baseline|c128-s6|moonshot-small|Dynatrace", "prompt": "c128-s6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why to be cautious:** Very expensive, especially for log ingestion"}, {"id": "mai-20260917-0922-baseline|c128-s6|moonshot-small|ELK Stack (Elasticsearch/Logstash/Kibana)", "prompt": "c128-s6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "ELK Stack (Elasticsearch/Logstash/Kibana)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why to be cautious:** Hidden operational complexity and costs"}, {"id": "mai-20260917-0922-baseline|c128-s6|moonshot-small|Better Stack", "prompt": "c128-s6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Better Stack** - Freemium model, modern platform designed for small businesses"}, {"id": "mai-20260917-0922-baseline|c128-s6|moonshot-small|Graylog", "prompt": "c128-s6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Graylog** - Open-source option, more manageable than ELK"}, {"id": "mai-20260917-0922-baseline|c128-s6|moonshot-small|OpenObserve", "prompt": "c128-s6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "60-90% cost savings vs Splunk, SQL-based querying"}, {"id": "mai-20260917-0922-baseline|c128-s6|moonshot-small|SigNoz", "prompt": "c128-s6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "OpenTelemetry-native, transparent volume-based pricing"}, {"id": "mai-20260917-0922-baseline|c128-s6|moonshot-small|ManageEngine EventLog Analyzer", "prompt": "c128-s6", "model": "moonshot-small", "cat": "log-management", "variant": "negative", "raw": "ManageEngine EventLog Analyzer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Magnitudes cheaper than enterprise tools"}, {"id": "mai-20260917-0922-baseline|c128-s6|openai-small|Splunk", "prompt": "c128-s6", "model": "openai-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Splunk** — powerful, but its pricing and usage-based overage structure can get expensive quickly as log volume grows."}, {"id": "mai-20260917-0922-baseline|c128-s6|openai-small|Graylog Enterprise", "prompt": "c128-s6", "model": "openai-small", "cat": "log-management", "variant": "negative", "raw": "Graylog Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the enterprise tier starts at a relatively high annual price, and reviewers note setup/advanced configuration can be complex"}, {"id": "mai-20260917-0922-baseline|c128-s6|openai-small|Logz.io", "prompt": "c128-s6", "model": "openai-small", "cat": "log-management", "variant": "negative", "raw": "Logz.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "users often note higher pricing as log volume increases and mention more complex setup/customization"}, {"id": "mai-20260917-0922-baseline|c128-s6|xai-small|Splunk", "prompt": "c128-s6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid** ... **Splunk**: Primarily enterprise-focused with quote-based or ingest/workload pricing that scales poorly for small volumes"}, {"id": "mai-20260917-0922-baseline|c128-s6|xai-small|Dynatrace", "prompt": "c128-s6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Premium pricing (often inaccessible for small orgs) with granular but unpredictable costs."}, {"id": "mai-20260917-0922-baseline|c128-s6|xai-small|Sumo Logic", "prompt": "c128-s6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Sumo Logic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-oriented with high costs for large-scale security/compliance; not optimized for low-volume SMB use."}, {"id": "mai-20260917-0922-baseline|c128-s6|xai-small|Datadog Logs", "prompt": "c128-s6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Datadog Logs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can lead to \"bill shock\" during spikes; complex and expensive for logs specifically"}, {"id": "mai-20260917-0922-baseline|c128-s6|xai-small|SolarWinds", "prompt": "c128-s6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Frequent complaints about sales pressure and reliability"}, {"id": "mai-20260917-0922-baseline|c128-s6|xai-small|Graylog Enterprise", "prompt": "c128-s6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Graylog Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "upgrades often break UI/functions ...; enterprise tier starts at $15K/year—skip unless self-hosting open source"}, {"id": "mai-20260917-0922-baseline|c128-s6|xai-small|Better Stack/Logtail", "prompt": "c128-s6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Better Stack/Logtail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Opt for SMB-friendly alternatives like **Better Stack/Logtail** ($29+/mo, easy setup)"}, {"id": "mai-20260917-0922-baseline|c128-s6|xai-small|Loggly", "prompt": "c128-s6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Loggly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Loggly** ($79+/mo, quick visibility)"}, {"id": "mai-20260917-0922-baseline|c128-s6|xai-small|Grafana Loki", "prompt": "c128-s6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Grafana Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Grafana Loki** (free tier up to 50GB/mo)"}, {"id": "mai-20260917-0922-baseline|c128-s6|xai-small|Papertrail", "prompt": "c128-s6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Papertrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Papertrail** ($7+/mo, simple)"}, {"id": "mai-20260917-0922-baseline|c128-s6|xai-small|Graylog Open/ELK", "prompt": "c128-s6", "model": "xai-small", "cat": "log-management", "variant": "negative", "raw": "Graylog Open/ELK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "self-hosted **Graylog Open/ELK** if you have IT resources"}, {"id": "mai-20260917-0922-baseline|c128-s6|zai-small|Splunk", "prompt": "c128-s6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Splunk** | Yes, for most small businesses (price, complexity)."}, {"id": "mai-20260917-0922-baseline|c128-s6|zai-small|Datadog", "prompt": "c128-s6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Datadog** | Yes, if you're on a tight budget (unpredictable, high-cost billing)."}, {"id": "mai-20260917-0922-baseline|c128-s6|zai-small|Dynatrace", "prompt": "c128-s6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Dynatrace** | Yes, for small-to-medium businesses (price, not designed for them)."}, {"id": "mai-20260917-0922-baseline|c128-s6|zai-small|Solarwinds", "prompt": "c128-s6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Solarwinds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Solarwinds** | Yes, due to sales pressure and high costs."}, {"id": "mai-20260917-0922-baseline|c128-s6|zai-small|Sumo Logic", "prompt": "c128-s6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Sumo Logic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** platforms ... (e.g., Splunk, Datadog, Dynatrace, Solarwinds, Sumo Logic)"}, {"id": "mai-20260917-0922-baseline|c128-s6|zai-small|ManageEngine EventLog Analyzer", "prompt": "c128-s6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "ManageEngine EventLog Analyzer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Caution – can be complex to set up and maintain."}, {"id": "mai-20260917-0922-baseline|c128-s6|zai-small|Elastic Observability (Elasticsearch + Kibana)", "prompt": "c128-s6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Elastic Observability (Elasticsearch + Kibana)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Caution – steep learning curve and resource-intensive."}, {"id": "mai-20260917-0922-baseline|c128-s6|zai-small|ELK Stack (Elasticsearch, Logstash, Kibana)", "prompt": "c128-s6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "ELK Stack (Elasticsearch, Logstash, Kibana)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Same learning curve as Elastic Observability plus operational overhead"}, {"id": "mai-20260917-0922-baseline|c128-s6|zai-small|Grafana Loki", "prompt": "c128-s6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Grafana Loki", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Caution – requires DevOps resources."}, {"id": "mai-20260917-0922-baseline|c128-s6|zai-small|SigNoz", "prompt": "c128-s6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Requires DevOps expertise to set up and keep running; not a plug-and-play solution."}, {"id": "mai-20260917-0922-baseline|c128-s6|zai-small|Dash0", "prompt": "c128-s6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Dash0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Caution – may lock you into a specific ecosystem."}, {"id": "mai-20260917-0922-baseline|c128-s6|zai-small|Better Stack", "prompt": "c128-s6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Many vendors have free or very low-cost tiers (e.g., Better Stack, Grafana Cloud's free tier)"}, {"id": "mai-20260917-0922-baseline|c128-s6|zai-small|Grafana Cloud", "prompt": "c128-s6", "model": "zai-small", "cat": "log-management", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "free or very low-cost tiers (e.g., Better Stack, Grafana Cloud's free tier) that can handle that volume"}, {"id": "mai-20260917-0922-baseline|c129-l1|alibaba-small|Dynatrace", "prompt": "c129-l1", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dynatrace is widely considered the \"gold standard\" for large-scale enterprise observability."}, {"id": "mai-20260917-0922-baseline|c129-l1|alibaba-small|Datadog", "prompt": "c129-l1", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend requesting demos for **Dynatrace** and **Datadog** first, as they hold the largest market share."}, {"id": "mai-20260917-0922-baseline|c129-l1|alibaba-small|New Relic", "prompt": "c129-l1", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Organizations seeking a unified data model and more predictable pricing structures."}, {"id": "mai-20260917-0922-baseline|c129-l1|alibaba-small|Prometheus & Grafana", "prompt": "c129-l1", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus & Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "remain the top choice for engineering-led teams prioritizing cost control and customization"}, {"id": "mai-20260917-0922-baseline|c129-l1|anthropic-small|Datadog", "prompt": "c129-l1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Comprehensive monitoring platform offering APM ... Strong for multi-cloud environments."}, {"id": "mai-20260917-0922-baseline|c129-l1|anthropic-small|New Relic", "prompt": "c129-l1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Excellent for full-stack observability, particularly strong in APM and real-time insights."}, {"id": "mai-20260917-0922-baseline|c129-l1|anthropic-small|Prometheus + Grafana", "prompt": "c129-l1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Open-source solution that's cost-effective and highly customizable."}, {"id": "mai-20260917-0922-baseline|c129-l1|anthropic-small|Splunk", "prompt": "c129-l1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Industry leader for log management and security monitoring, though typically at higher price points."}, {"id": "mai-20260917-0922-baseline|c129-l1|anthropic-small|CloudWatch (AWS)", "prompt": "c129-l1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "CloudWatch (AWS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you're primarily on one cloud platform, native solutions can be efficient and integrated."}, {"id": "mai-20260917-0922-baseline|c129-l1|anthropic-small|Azure Monitor", "prompt": "c129-l1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Azure Monitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you're primarily on one cloud platform, native solutions can be efficient and integrated."}, {"id": "mai-20260917-0922-baseline|c129-l1|anthropic-small|Google Cloud Operations", "prompt": "c129-l1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Google Cloud Operations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you're primarily on one cloud platform, native solutions can be efficient and integrated."}, {"id": "mai-20260917-0922-baseline|c129-l1|anthropic-small|Elastic Stack (ELK)", "prompt": "c129-l1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Open-source option for logging and monitoring with strong search capabilities."}, {"id": "mai-20260917-0922-baseline|c129-l1|anthropic-small|Dynatrace", "prompt": "c129-l1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-driven monitoring platform with advanced anomaly detection and root cause analysis."}, {"id": "mai-20260917-0922-baseline|c129-l1|challenger-small|Datadog", "prompt": "c129-l1", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** or **Dynatrace** are the most defensible default picks"}, {"id": "mai-20260917-0922-baseline|c129-l1|challenger-small|Dynatrace", "prompt": "c129-l1", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Dynatrace** is often the best fit for deep enterprise automation"}, {"id": "mai-20260917-0922-baseline|c129-l1|challenger-small|Zabbix", "prompt": "c129-l1", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zabbix** if you want an open-source option with strong flexibility and lower licensing cost"}, {"id": "mai-20260917-0922-baseline|c129-l1|challenger-small|Prometheus + Grafana", "prompt": "c129-l1", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your team is Kubernetes- and cloud-native-heavy and can operate a more modular stack"}, {"id": "mai-20260917-0922-baseline|c129-l1|challenger-small|New Relic", "prompt": "c129-l1", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**New Relic** if you want a single platform combining infrastructure, application, and business telemetry"}, {"id": "mai-20260917-0922-baseline|c129-l1|deepseek-small|Datadog", "prompt": "c129-l1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** is the most common enterprise choice"}, {"id": "mai-20260917-0922-baseline|c129-l1|deepseek-small|New Relic", "prompt": "c129-l1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a large mixed estate of legacy and modern apps** → **New Relic**"}, {"id": "mai-20260917-0922-baseline|c129-l1|deepseek-small|Prometheus", "prompt": "c129-l1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you prioritize compliance, cost control, and have a capable platform/SRE team** → **Prometheus + Grafana (+ Thanos/Mimir)**"}, {"id": "mai-20260917-0922-baseline|c129-l1|deepseek-small|Grafana", "prompt": "c129-l1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "use Grafana for visualization (and optionally Grafana Cloud as a managed option"}, {"id": "mai-20260917-0922-baseline|c129-l1|deepseek-small|Thanos/Cortex/Mimir", "prompt": "c129-l1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Thanos/Cortex/Mimir", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "plus Thanos/Cortex/Mimir for long-term storage"}, {"id": "mai-20260917-0922-baseline|c129-l1|google-small|Datadog", "prompt": "c129-l1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog is widely considered the gold standard for modern, cloud-native observability."}, {"id": "mai-20260917-0922-baseline|c129-l1|google-small|Dynatrace", "prompt": "c129-l1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dynatrace has been a dominant enterprise leader for years, recognized for its exceptional \"Davis AI\" engine."}, {"id": "mai-20260917-0922-baseline|c129-l1|google-small|Grafana Labs (Grafana Cloud / Enterprise)", "prompt": "c129-l1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Grafana Labs (Grafana Cloud / Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Grafana Cloud provides a fully managed version of this \"LGTM\" stack with enterprise-grade security, scalability, and support."}, {"id": "mai-20260917-0922-baseline|c129-l1|google-small|New Relic", "prompt": "c129-l1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "New Relic offers a powerful, consolidated observability platform with strong application performance monitoring (APM)."}, {"id": "mai-20260917-0922-baseline|c129-l1|google-small|Chronosphere", "prompt": "c129-l1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Chronosphere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "built specifically for high-scale, cloud-native environments"}, {"id": "mai-20260917-0922-baseline|c129-l1|meta-small|Prometheus", "prompt": "c129-l1", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prometheus - gives you the most control if you’re willing to operate the stack."}, {"id": "mai-20260917-0922-baseline|c129-l1|meta-small|IBM Instana", "prompt": "c129-l1", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "IBM Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "IBM Instana - a top option for cloud infrastructure monitoring."}, {"id": "mai-20260917-0922-baseline|c129-l1|meta-small|Datadog", "prompt": "c129-l1", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Datadog - a top option for cloud infrastructure monitoring."}, {"id": "mai-20260917-0922-baseline|c129-l1|meta-small|Dynatrace", "prompt": "c129-l1", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dynatrace - a top option for cloud infrastructure monitoring."}, {"id": "mai-20260917-0922-baseline|c129-l1|meta-small|New Relic", "prompt": "c129-l1", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "New Relic - a top option for cloud infrastructure monitoring."}, {"id": "mai-20260917-0922-baseline|c129-l1|meta-small|Site24x7", "prompt": "c129-l1", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Site24x7 - a top option for cloud infrastructure monitoring."}, {"id": "mai-20260917-0922-baseline|c129-l1|minimax-small|Dynatrace", "prompt": "c129-l1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dynatrace** | Large enterprises with complex hybrid cloud environments | AI-driven full-stack monitoring"}, {"id": "mai-20260917-0922-baseline|c129-l1|minimax-small|Datadog", "prompt": "c129-l1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Companies needing unified observability across cloud infrastructure"}, {"id": "mai-20260917-0922-baseline|c129-l1|minimax-small|Splunk", "prompt": "c129-l1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Organizations with massive log data and security requirements"}, {"id": "mai-20260917-0922-baseline|c129-l1|minimax-small|Site24x7", "prompt": "c129-l1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-to-large enterprises seeking comprehensive monitoring"}, {"id": "mai-20260917-0922-baseline|c129-l1|minimax-small|New Relic", "prompt": "c129-l1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Companies focused on application performance monitoring"}, {"id": "mai-20260917-0922-baseline|c129-l1|minimax-small|PRTG Network Monitor", "prompt": "c129-l1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "PRTG Network Monitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good for network-heavy enterprises (by Paessler)"}, {"id": "mai-20260917-0922-baseline|c129-l1|minimax-small|Zabbix", "prompt": "c129-l1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source option with enterprise features, good for cost-conscious teams"}, {"id": "mai-20260917-0922-baseline|c129-l1|minimax-small|Grafana + Prometheus", "prompt": "c129-l1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Grafana + Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for teams comfortable with open-source and wanting maximum customization"}, {"id": "mai-20260917-0922-baseline|c129-l1|minimax-small|Nagios XI", "prompt": "c129-l1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Nagios XI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Traditional choice with strong legacy support"}, {"id": "mai-20260917-0922-baseline|c129-l1|mistral-small|LogicMonitor", "prompt": "c129-l1", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "LogicMonitor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LogicMonitor** and **Splunk** are top choices due to their scalability, integration capabilities, and enterprise-grade features"}, {"id": "mai-20260917-0922-baseline|c129-l1|mistral-small|Splunk", "prompt": "c129-l1", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LogicMonitor** and **Splunk** are top choices"}, {"id": "mai-20260917-0922-baseline|c129-l1|mistral-small|Prometheus", "prompt": "c129-l1", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer open-source or have a strong DevOps team, **Prometheus** is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c129-l1|mistral-small|Netdata", "prompt": "c129-l1", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Netdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a per-node pricing model with volume discounts"}, {"id": "mai-20260917-0922-baseline|c129-l1|mistral-small|Site24x7", "prompt": "c129-l1", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Suitable for businesses needing cloud-based full-stack monitoring"}, {"id": "mai-20260917-0922-baseline|c129-l1|moonshot-small|Datadog", "prompt": "c129-l1", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** - Best Overall for Enterprise B2B"}, {"id": "mai-20260917-0922-baseline|c129-l1|moonshot-small|Dynatrace", "prompt": "c129-l1", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dynatrace** if you want the most advanced AI automation and have budget for premium features"}, {"id": "mai-20260917-0922-baseline|c129-l1|moonshot-small|New Relic", "prompt": "c129-l1", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**New Relic** if cost predictability and APM are your top priorities"}, {"id": "mai-20260917-0922-baseline|c129-l1|moonshot-small|Prometheus", "prompt": "c129-l1", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "open-source alternatives** like Prometheus + Grafana for cost control"}, {"id": "mai-20260917-0922-baseline|c129-l1|moonshot-small|Grafana", "prompt": "c129-l1", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "open-source alternatives** like Prometheus + Grafana for cost control"}, {"id": "mai-20260917-0922-baseline|c129-l1|openai-small|Dynatrace", "prompt": "c129-l1", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **Dynatrace or Datadog**—with **Dynatrace** often the stronger pick"}, {"id": "mai-20260917-0922-baseline|c129-l1|openai-small|Datadog", "prompt": "c129-l1", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Datadog** often the stronger pick if you want the broadest \"one platform for many teams\" experience"}, {"id": "mai-20260917-0922-baseline|c129-l1|openai-small|Grafana + Prometheus", "prompt": "c129-l1", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Grafana + Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Grafana + Prometheus** if you want more control and open-source flexibility"}, {"id": "mai-20260917-0922-baseline|c129-l1|openai-small|New Relic", "prompt": "c129-l1", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparison matrix** for Dynatrace vs Datadog vs Grafana vs New Relic"}, {"id": "mai-20260917-0922-baseline|c129-l1|xai-small|Dynatrace", "prompt": "c129-l1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dynatrace** (Often positioned highest for enterprise fit)"}, {"id": "mai-20260917-0922-baseline|c129-l1|xai-small|Datadog", "prompt": "c129-l1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gartner Leader (4th year). Broadest integrations (500+)"}, {"id": "mai-20260917-0922-baseline|c129-l1|xai-small|New Relic", "prompt": "c129-l1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gartner Leader (12th year). Strong full-stack (infra + APM)"}, {"id": "mai-20260917-0922-baseline|c129-l1|xai-small|Splunk", "prompt": "c129-l1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Splunk**   | Strong contender      | Logs/SIEM integration"}, {"id": "mai-20260917-0922-baseline|c129-l1|xai-small|Prometheus/Grafana", "prompt": "c129-l1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus/Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source like Prometheus/Grafana + Grafana Cloud for cost savings if you have SRE bandwidth"}, {"id": "mai-20260917-0922-baseline|c129-l1|xai-small|Zabbix", "prompt": "c129-l1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zabbix for on-prem-heavy"}, {"id": "mai-20260917-0922-baseline|c129-l1|zai-small|Datadog", "prompt": "c129-l1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies today, the standout choice is **Datadog**."}, {"id": "mai-20260917-0922-baseline|c129-l1|zai-small|New Relic", "prompt": "c129-l1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **Zabbix**, **Prometheus + Grafana**, or **New Relic** as viable alternatives."}, {"id": "mai-20260917-0922-baseline|c129-l1|zai-small|Prometheus + Grafana", "prompt": "c129-l1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Cost-conscious organizations, Kubernetes-heavy environments, or those that prefer self-hosting"}, {"id": "mai-20260917-0922-baseline|c129-l1|zai-small|Zabbix", "prompt": "c129-l1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprise environments with heavy infrastructure (servers, networks, storage) where cost and control are priorities."}, {"id": "mai-20260917-0922-baseline|c129-l1|zai-small|Nagios XI", "prompt": "c129-l1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Nagios XI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "UI and modern features are less polished than Datadog/New Relic; requires more manual configuration; scaling can be complex"}, {"id": "mai-20260917-0922-baseline|c129-l2|alibaba-small|Datadog", "prompt": "c129-l2", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog is currently the most popular choice for modern enterprises transitioning to the cloud."}, {"id": "mai-20260917-0922-baseline|c129-l2|alibaba-small|Dynatrace", "prompt": "c129-l2", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dynatrace is Datadog’s main competitor and focuses heavily on AI-driven observability."}, {"id": "mai-20260917-0922-baseline|c129-l2|alibaba-small|Splunk", "prompt": "c129-l2", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Splunk is a powerhouse for server and infrastructure monitoring when combined with \"Splunk Observability.\""}, {"id": "mai-20260917-0922-baseline|c129-l2|alibaba-small|AppDynamics", "prompt": "c129-l2", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Setup can be heavy; less \"modern\" feel regarding UX/UI compared to Datadog"}, {"id": "mai-20260917-0922-baseline|c129-l2|alibaba-small|Prometheus", "prompt": "c129-l2", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your engineering team has significant DevOps expertise, you may opt for Prometheus (metrics collection)"}, {"id": "mai-20260917-0922-baseline|c129-l2|alibaba-small|Grafana", "prompt": "c129-l2", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prometheus (metrics collection) and Grafana (visualization)"}, {"id": "mai-20260917-0922-baseline|c129-l2|anthropic-small|Datadog", "prompt": "c129-l2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies, **Datadog** is the most popular choice due to its ease of deployment, comprehensive feature set"}, {"id": "mai-20260917-0922-baseline|c129-l2|anthropic-small|New Relic", "prompt": "c129-l2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Full-stack observability platform... Multi-cloud needs: Datadog and New Relic excel here"}, {"id": "mai-20260917-0922-baseline|c129-l2|anthropic-small|Splunk", "prompt": "c129-l2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-focused with powerful analytics... Good for regulatory-heavy industries"}, {"id": "mai-20260917-0922-baseline|c129-l2|anthropic-small|Dynatrace", "prompt": "c129-l2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-powered intelligent monitoring... High-end pricing but powerful capabilities"}, {"id": "mai-20260917-0922-baseline|c129-l2|anthropic-small|Prometheus + Grafana", "prompt": "c129-l2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Open-source, cost-effective... Requires more in-house expertise"}, {"id": "mai-20260917-0922-baseline|c129-l2|anthropic-small|Elastic Stack (Elasticsearch + Kibana)", "prompt": "c129-l2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Elastic Stack (Elasticsearch + Kibana)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Powerful for logs and metrics... Requires significant operational overhead"}, {"id": "mai-20260917-0922-baseline|c129-l2|challenger-small|Dynatrace", "prompt": "c129-l2", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default recommendation is **Dynatrace**"}, {"id": "mai-20260917-0922-baseline|c129-l2|challenger-small|Site24x7 Infrastructure Monitoring", "prompt": "c129-l2", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Site24x7 Infrastructure Monitoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong alternative for **mid-market to large enterprises**"}, {"id": "mai-20260917-0922-baseline|c129-l2|challenger-small|Datadog", "prompt": "c129-l2", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Datadog** if your team wants a widely used enterprise platform"}, {"id": "mai-20260917-0922-baseline|c129-l2|challenger-small|LogicMonitor", "prompt": "c129-l2", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "LogicMonitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose LogicMonitor** if your environment is heavily infrastructure-focused"}, {"id": "mai-20260917-0922-baseline|c129-l2|deepseek-small|Datadog", "prompt": "c129-l2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Datadog** (with **Dynatrace** as a close alternative)"}, {"id": "mai-20260917-0922-baseline|c129-l2|deepseek-small|Dynatrace", "prompt": "c129-l2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend one of the two market leaders — **Datadog** or **Dynatrace** — depending on your specific priorities"}, {"id": "mai-20260917-0922-baseline|c129-l2|deepseek-small|New Relic", "prompt": "c129-l2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other Strong Options ... Excellent unified metric/log/trace platform"}, {"id": "mai-20260917-0922-baseline|c129-l2|deepseek-small|IBM Instana", "prompt": "c129-l2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "IBM Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for complex environments; enterprise-focused"}, {"id": "mai-20260917-0922-baseline|c129-l2|deepseek-small|Prometheus + Grafana", "prompt": "c129-l2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Powerful and free, but requires significant in-house expertise to scale and operate — a heavier lift at enterprise scale"}, {"id": "mai-20260917-0922-baseline|c129-l2|deepseek-small|LogicMonitor", "prompt": "c129-l2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "LogicMonitor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Solid, but less cloud-native and AI-driven than the leaders"}, {"id": "mai-20260917-0922-baseline|c129-l2|deepseek-small|SolarWinds", "prompt": "c129-l2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "SolarWinds", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Solid, but less cloud-native and AI-driven than the leaders"}, {"id": "mai-20260917-0922-baseline|c129-l2|deepseek-small|Zabbix", "prompt": "c129-l2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Solid, but less cloud-native and AI-driven than the leaders"}, {"id": "mai-20260917-0922-baseline|c129-l2|google-small|Dynatrace", "prompt": "c129-l2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dynatrace is the industry gold standard... **Go with Dynatrace** if your priority is **reducing MTTR and alert fatigue**"}, {"id": "mai-20260917-0922-baseline|c129-l2|google-small|Datadog", "prompt": "c129-l2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Go with Datadog** if your infrastructure is **cloud-native**, your developers demand the best UX"}, {"id": "mai-20260917-0922-baseline|c129-l2|google-small|Grafana Enterprise / Grafana Cloud", "prompt": "c129-l2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Grafana Enterprise / Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with Grafana Cloud/Enterprise** if you want to **avoid vendor lock-in**"}, {"id": "mai-20260917-0922-baseline|c129-l2|google-small|Splunk Observability Cloud (formerly SignalFx)", "prompt": "c129-l2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Splunk Observability Cloud (formerly SignalFx)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High complexity and steep learning curve. Licensing and resource costs are notoriously high."}, {"id": "mai-20260917-0922-baseline|c129-l2|meta-small|Datadog", "prompt": "c129-l2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Datadog: A SaaS-based infrastructure monitoring solution that provides metrics, visualizations, and alerting for cloud or hybrid environments."}, {"id": "mai-20260917-0922-baseline|c129-l2|meta-small|Icinga", "prompt": "c129-l2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Icinga", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "open-source tool that provides complete visibility ... built to scale with complex enterprise environments"}, {"id": "mai-20260917-0922-baseline|c129-l2|meta-small|eG Enterprise", "prompt": "c129-l2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "eG Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A unified IT infrastructure monitoring solution powered by AIOps for faster troubleshooting"}, {"id": "mai-20260917-0922-baseline|c129-l2|meta-small|IBM Instana", "prompt": "c129-l2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "IBM Instana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable cloud infrastructure monitoring tools and software."}, {"id": "mai-20260917-0922-baseline|c129-l2|meta-small|Site24x7", "prompt": "c129-l2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable cloud infrastructure monitoring tools and software."}, {"id": "mai-20260917-0922-baseline|c129-l2|meta-small|Dynatrace", "prompt": "c129-l2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable cloud infrastructure monitoring tools and software."}, {"id": "mai-20260917-0922-baseline|c129-l2|meta-small|New Relic", "prompt": "c129-l2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notable cloud infrastructure monitoring tools and software."}, {"id": "mai-20260917-0922-baseline|c129-l2|meta-small|Amazon CloudWatch", "prompt": "c129-l2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Amazon CloudWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notable cloud infrastructure monitoring tools and software."}, {"id": "mai-20260917-0922-baseline|c129-l2|meta-small|Grafana Labs", "prompt": "c129-l2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Grafana Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other notable cloud infrastructure monitoring tools and software."}, {"id": "mai-20260917-0922-baseline|c129-l2|meta-small|SolarWinds Observability", "prompt": "c129-l2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "SolarWinds Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other notable cloud infrastructure monitoring tools and software."}, {"id": "mai-20260917-0922-baseline|c129-l2|minimax-small|Datadog", "prompt": "c129-l2", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Datadog** as the top choice"}, {"id": "mai-20260917-0922-baseline|c129-l2|minimax-small|Dynatrace", "prompt": "c129-l2", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Enterprises prioritizing AI-driven automation"}, {"id": "mai-20260917-0922-baseline|c129-l2|minimax-small|IBM Instana", "prompt": "c129-l2", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "IBM Instana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies already in IBM ecosystem"}, {"id": "mai-20260917-0922-baseline|c129-l2|minimax-small|New Relic", "prompt": "c129-l2", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Companies wanting comprehensive observability"}, {"id": "mai-20260917-0922-baseline|c129-l2|mistral-small|Datadog", "prompt": "c129-l2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Datadog** or **Dynatrace** as the top choices"}, {"id": "mai-20260917-0922-baseline|c129-l2|mistral-small|Dynatrace", "prompt": "c129-l2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend **Datadog** or **Dynatrace** as the top choices"}, {"id": "mai-20260917-0922-baseline|c129-l2|mistral-small|New Relic", "prompt": "c129-l2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies that want an open, developer-friendly platform with strong APM"}, {"id": "mai-20260917-0922-baseline|c129-l2|mistral-small|Splunk (with IT Service Intelligence - ITSI)", "prompt": "c129-l2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Splunk (with IT Service Intelligence - ITSI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need **deep log analysis and security monitoring**, **Splunk ITSI** is the best fit."}, {"id": "mai-20260917-0922-baseline|c129-l2|mistral-small|Cisco AppDynamics", "prompt": "c129-l2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Cisco AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "already invested in the **Cisco ecosystem**, **AppDynamics** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c129-l2|mistral-small|Grafana + Prometheus + Loki (Open Source Stack)", "prompt": "c129-l2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Grafana + Prometheus + Loki (Open Source Stack)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Companies with strong DevOps teams that want full control and customization"}, {"id": "mai-20260917-0922-baseline|c129-l2|moonshot-small|Datadog", "prompt": "c129-l2", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Datadog** as the primary choice"}, {"id": "mai-20260917-0922-baseline|c129-l2|moonshot-small|Dynatrace", "prompt": "c129-l2", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative**: ... **Dynatrace** offers superior AI-driven insights"}, {"id": "mai-20260917-0922-baseline|c129-l2|moonshot-small|Splunk Observability Cloud", "prompt": "c129-l2", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Organizations with existing Splunk investments and strong security requirements"}, {"id": "mai-20260917-0922-baseline|c129-l2|moonshot-small|LogicMonitor", "prompt": "c129-l2", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "LogicMonitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Hybrid/Multi-Cloud Environments)"}, {"id": "mai-20260917-0922-baseline|c129-l2|moonshot-small|New Relic", "prompt": "c129-l2", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "New Relic (3-5x cheaper than Datadog at scale)"}, {"id": "mai-20260917-0922-baseline|c129-l2|openai-small|Dynatrace", "prompt": "c129-l2", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Dynatrace**"}, {"id": "mai-20260917-0922-baseline|c129-l2|openai-small|Datadog", "prompt": "c129-l2", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best when you want **very broad integrations, fast time-to-value, and a mature SaaS monitoring experience**"}, {"id": "mai-20260917-0922-baseline|c129-l2|openai-small|New Relic", "prompt": "c129-l2", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when you want a **single platform for infrastructure, logs, traces, dashboards, and enterprise collaboration**"}, {"id": "mai-20260917-0922-baseline|c129-l2|openai-small|Prometheus + Grafana", "prompt": "c129-l2", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "this usually means more operational overhead to run and scale the stack yourself"}, {"id": "mai-20260917-0922-baseline|c129-l2|xai-small|Dynatrace", "prompt": "c129-l2", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Dynatrace as the top server and cloud infrastructure monitoring solution."}, {"id": "mai-20260917-0922-baseline|c129-l2|xai-small|Datadog", "prompt": "c129-l2", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** (close second): Best for cloud-native/multi-cloud breadth"}, {"id": "mai-20260917-0922-baseline|c129-l2|xai-small|New Relic", "prompt": "c129-l2", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More cost-effective ... but better for mid-to-large rather than ultra-complex enterprise estates."}, {"id": "mai-20260917-0922-baseline|c129-l2|zai-small|Datadog", "prompt": "c129-l2", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Datadog** as the primary infrastructure monitoring platform"}, {"id": "mai-20260917-0922-baseline|c129-l2|zai-small|New Relic", "prompt": "c129-l2", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**New Relic** is an excellent alternative"}, {"id": "mai-20260917-0922-baseline|c129-l3|alibaba-small|Datadog", "prompt": "c129-l3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Datadog** if you have the budget and want the best overall user experience and fastest setup."}, {"id": "mai-20260917-0922-baseline|c129-l3|alibaba-small|Dynatrace", "prompt": "c129-l3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Dynatrace** if you are a massive enterprise with complex applications and need AI to debug microservices automatically."}, {"id": "mai-20260917-0922-baseline|c129-l3|alibaba-small|New Relic", "prompt": "c129-l3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "it has grown into a full observability suite to compete with Datadog"}, {"id": "mai-20260917-0922-baseline|c129-l3|alibaba-small|Prometheus + Grafana", "prompt": "c129-l3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Prometheus/Grafana** if you are running a Kubernetes cluster, are budget-constrained on licenses, and have skilled engineers."}, {"id": "mai-20260917-0922-baseline|c129-l3|alibaba-small|Zabbix", "prompt": "c129-l3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zabbix is better if you care about uptime, SNMP traps, and server health checks."}, {"id": "mai-20260917-0922-baseline|c129-l3|anthropic-small|Datadog", "prompt": "c129-l3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Datadog leads on breadth of integrations (700+) and developer experience."}, {"id": "mai-20260917-0922-baseline|c129-l3|anthropic-small|New Relic", "prompt": "c129-l3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "New Relic leads on price-performance for mid-size teams and has the most generous free tier"}, {"id": "mai-20260917-0922-baseline|c129-l3|anthropic-small|Dynatrace", "prompt": "c129-l3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Dynatrace leads on AI-driven anomaly detection and automatic dependency mapping."}, {"id": "mai-20260917-0922-baseline|c129-l3|anthropic-small|Prometheus", "prompt": "c129-l3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prometheus is open-source, self-hosted, and focuses on metrics collection with a powerful query language (PromQL)."}, {"id": "mai-20260917-0922-baseline|c129-l3|anthropic-small|Grafana", "prompt": "c129-l3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Prometheus and Grafana together form one of the most popular open-source monitoring stacks."}, {"id": "mai-20260917-0922-baseline|c129-l3|anthropic-small|Checkmk", "prompt": "c129-l3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Checkmk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Checkmk is a full-stack monitoring and observability platform for hybrid environments"}, {"id": "mai-20260917-0922-baseline|c129-l3|anthropic-small|Progress WhatsUp Gold", "prompt": "c129-l3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Progress WhatsUp Gold", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Progress WhatsUp Gold wins the Editor's Choice for the best IT infrastructure monitoring tool because of its comprehensive features"}, {"id": "mai-20260917-0922-baseline|c129-l3|challenger-small|Dynatrace", "prompt": "c129-l3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dynatrace** is the most automation-heavy choice: it focuses on automatic dependency mapping and AI-assisted root-cause analysis"}, {"id": "mai-20260917-0922-baseline|c129-l3|challenger-small|Datadog", "prompt": "c129-l3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Datadog** is the broadest \"single pane\" SaaS option for cloud-native teams"}, {"id": "mai-20260917-0922-baseline|c129-l3|challenger-small|LogicMonitor", "prompt": "c129-l3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "LogicMonitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often chosen when agentless monitoring across hybrid infrastructure matters more than deep application tracing"}, {"id": "mai-20260917-0922-baseline|c129-l3|challenger-small|New Relic", "prompt": "c129-l3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong when application performance and developer-facing observability are central, but its pricing model can be less attractive"}, {"id": "mai-20260917-0922-baseline|c129-l3|challenger-small|Zabbix", "prompt": "c129-l3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Open-source, scalable, strong network/server monitoring | Very high setup and maintenance effort compared with managed tools"}, {"id": "mai-20260917-0922-baseline|c129-l3|challenger-small|Prometheus/Grafana", "prompt": "c129-l3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus/Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent for metrics, alerting, and customizable dashboards | Not a turnkey enterprise suite"}, {"id": "mai-20260917-0922-baseline|c129-l3|challenger-small|PRTG", "prompt": "c129-l3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "usually the more straightforward enterprise network-monitoring option"}, {"id": "mai-20260917-0922-baseline|c129-l3|challenger-small|Splunk", "prompt": "c129-l3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Often works better as a logging/analytics layer than a pure infrastructure monitor"}, {"id": "mai-20260917-0922-baseline|c129-l3|challenger-small|SolarWinds", "prompt": "c129-l3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "SolarWinds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**SolarWinds** also common in large environments"}, {"id": "mai-20260917-0922-baseline|c129-l3|deepseek-small|Datadog", "prompt": "c129-l3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Datadog** if you want the broadest integration coverage across a diverse, fast-moving stack and accept higher, less predictable costs."}, {"id": "mai-20260917-0922-baseline|c129-l3|deepseek-small|Dynatrace", "prompt": "c129-l3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Dynatrace** if you value automated, AI-driven discovery and root-cause analysis and don't mind premium pricing."}, {"id": "mai-20260917-0922-baseline|c129-l3|deepseek-small|New Relic", "prompt": "c129-l3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose New Relic** if you want predictable, consumption-based pricing with strong APM and RUM visibility."}, {"id": "mai-20260917-0922-baseline|c129-l3|deepseek-small|SolarWinds", "prompt": "c129-l3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "SolarWinds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose SolarWinds** for classic, on-premises IT/network monitoring maturity."}, {"id": "mai-20260917-0922-baseline|c129-l3|deepseek-small|Prometheus (+ Grafana)", "prompt": "c129-l3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus (+ Grafana)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Prometheus + Grafana** if you're Kubernetes/metrics-centric and have the engineering capacity to run it yourself."}, {"id": "mai-20260917-0922-baseline|c129-l3|deepseek-small|Grafana", "prompt": "c129-l3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best-in-class dashboards via Grafana"}, {"id": "mai-20260917-0922-baseline|c129-l3|deepseek-small|Zabbix", "prompt": "c129-l3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Zabbix** for an all-in-one, self-hosted solution for traditional/mixed on-prem infrastructure."}, {"id": "mai-20260917-0922-baseline|c129-l3|deepseek-small|Nagios (and Icinga 2)", "prompt": "c129-l3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Nagios (and Icinga 2)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Weaknesses:** Outdated UI, manual configuration, and weak scalability compared to modern tools."}, {"id": "mai-20260917-0922-baseline|c129-l3|google-small|Datadog", "prompt": "c129-l3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog is a highly agile, SaaS-first observability platform. It is widely considered the benchmark for cloud-native companies"}, {"id": "mai-20260917-0922-baseline|c129-l3|google-small|Dynatrace", "prompt": "c129-l3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Dynatrace** if you are a massive, traditional enterprise with complex hybrid infrastructure"}, {"id": "mai-20260917-0922-baseline|c129-l3|google-small|New Relic", "prompt": "c129-l3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "New Relic is a highly comprehensive platform that unifies application performance monitoring (APM), infrastructure tracking"}, {"id": "mai-20260917-0922-baseline|c129-l3|google-small|Grafana Labs (Grafana Enterprise)", "prompt": "c129-l3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Grafana Labs (Grafana Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Grafana Enterprise** if your engineering team is highly technical, deeply committed to open-source"}, {"id": "mai-20260917-0922-baseline|c129-l3|google-small|Elastic", "prompt": "c129-l3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Elastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Elastic** if log management is your top priority"}, {"id": "mai-20260917-0922-baseline|c129-l3|google-small|Splunk (Cisco)", "prompt": "c129-l3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Splunk (Cisco)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Extremely expensive. Ingesting high-cardinality metrics or real-time APM data into Splunk can cost significantly more"}, {"id": "mai-20260917-0922-baseline|c129-l3|google-small|Chronosphere (Palo Alto Networks)", "prompt": "c129-l3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Chronosphere (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Chronosphere (Palo Alto Networks)** if you operate massive Kubernetes clusters and your current observability bills are spiraling"}, {"id": "mai-20260917-0922-baseline|c129-l3|meta-small|Netdata", "prompt": "c129-l3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Netdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. Netdata"}, {"id": "mai-20260917-0922-baseline|c129-l3|meta-small|Dynatrace Infrastructure Monitoring", "prompt": "c129-l3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace Infrastructure Monitoring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Dynatrace Infrastructure Monitoring"}, {"id": "mai-20260917-0922-baseline|c129-l3|meta-small|Datadog", "prompt": "c129-l3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Datadog"}, {"id": "mai-20260917-0922-baseline|c129-l3|meta-small|Zabbix", "prompt": "c129-l3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Zabbix"}, {"id": "mai-20260917-0922-baseline|c129-l3|meta-small|Prometheus", "prompt": "c129-l3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Prometheus"}, {"id": "mai-20260917-0922-baseline|c129-l3|meta-small|PRTG", "prompt": "c129-l3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "PRTG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. PRTG"}, {"id": "mai-20260917-0922-baseline|c129-l3|meta-small|WhatsUp Gold", "prompt": "c129-l3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "WhatsUp Gold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. WhatsUp Gold"}, {"id": "mai-20260917-0922-baseline|c129-l3|meta-small|Motadata ObserveOps", "prompt": "c129-l3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Motadata ObserveOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Motadata ObserveOps"}, {"id": "mai-20260917-0922-baseline|c129-l3|minimax-small|Datadog", "prompt": "c129-l3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Strengths**: Cloud-native, SaaS-based, extensive integrations (400+)"}, {"id": "mai-20260917-0922-baseline|c129-l3|minimax-small|Dynatrace", "prompt": "c129-l3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Strengths**: AI-powered automation, full-stack observability"}, {"id": "mai-20260917-0922-baseline|c129-l3|minimax-small|New Relic", "prompt": "c129-l3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Strengths**: APM excellence, flexible pricing"}, {"id": "mai-20260917-0922-baseline|c129-l3|minimax-small|Splunk", "prompt": "c129-l3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Strengths**: Log management, security analytics, massive scale"}, {"id": "mai-20260917-0922-baseline|c129-l3|minimax-small|AppDynamics (Cisco)", "prompt": "c129-l3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "AppDynamics (Cisco)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Strengths**: Business transaction monitoring, application-focused"}, {"id": "mai-20260917-0922-baseline|c129-l3|minimax-small|AWS CloudWatch", "prompt": "c129-l3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "AWS CloudWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Limitations**: Limited multi-cloud support"}, {"id": "mai-20260917-0922-baseline|c129-l3|minimax-small|Azure Monitor", "prompt": "c129-l3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Azure Monitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for**: Microsoft/Azure environments"}, {"id": "mai-20260917-0922-baseline|c129-l3|minimax-small|Google Cloud Operations (formerly Stackdriver)", "prompt": "c129-l3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Google Cloud Operations (formerly Stackdriver)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for**: GCP users, multi-cloud deployments"}, {"id": "mai-20260917-0922-baseline|c129-l3|minimax-small|Prometheus", "prompt": "c129-l3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Considerations**: Requires more setup and maintenance"}, {"id": "mai-20260917-0922-baseline|c129-l3|minimax-small|Grafana", "prompt": "c129-l3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Prometheus + Grafana ... Free, highly customizable"}, {"id": "mai-20260917-0922-baseline|c129-l3|minimax-small|Nagios", "prompt": "c129-l3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Nagios", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**Limitations**: Dated UI, manual configuration"}, {"id": "mai-20260917-0922-baseline|c129-l3|minimax-small|Zabbix", "prompt": "c129-l3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Strengths**: Enterprise features, scalable, comprehensive monitoring"}, {"id": "mai-20260917-0922-baseline|c129-l3|mistral-small|Dynatrace", "prompt": "c129-l3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need advanced AI/ML and hybrid cloud support, Dynatrace is a top choice."}, {"id": "mai-20260917-0922-baseline|c129-l3|mistral-small|Datadog", "prompt": "c129-l3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For cloud-native and DevOps teams, Datadog offers the most comprehensive platform."}, {"id": "mai-20260917-0922-baseline|c129-l3|mistral-small|Zabbix", "prompt": "c129-l3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zabbix or Prometheus are excellent open-source options"}, {"id": "mai-20260917-0922-baseline|c129-l3|mistral-small|Prometheus", "prompt": "c129-l3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zabbix or Prometheus are excellent open-source options"}, {"id": "mai-20260917-0922-baseline|c129-l3|mistral-small|Netdata", "prompt": "c129-l3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For simplicity and per-node pricing, Netdata is a strong contender."}, {"id": "mai-20260917-0922-baseline|c129-l3|mistral-small|Motadata ObserveOps", "prompt": "c129-l3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Motadata ObserveOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unified view across diverse infrastructure types."}, {"id": "mai-20260917-0922-baseline|c129-l3|mistral-small|PRTG", "prompt": "c129-l3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "PRTG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Ease of use and quick deployment, but less suited for large-scale enterprise needs."}, {"id": "mai-20260917-0922-baseline|c129-l3|mistral-small|WhatsUp Gold", "prompt": "c129-l3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "WhatsUp Gold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Ease of use and quick deployment, but less suited for large-scale enterprise needs."}, {"id": "mai-20260917-0922-baseline|c129-l3|moonshot-small|Datadog", "prompt": "c129-l3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most Kubernetes-heavy enterprises, **Datadog** offers the best overall correlation capabilities"}, {"id": "mai-20260917-0922-baseline|c129-l3|moonshot-small|Dynatrace", "prompt": "c129-l3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dynatrace** excels if you prioritize automation and have a complex estate"}, {"id": "mai-20260917-0922-baseline|c129-l3|moonshot-small|Splunk Observability", "prompt": "c129-l3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Splunk Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Often requires more \"stitching\" for end-to-end investigations; complex pricing"}, {"id": "mai-20260917-0922-baseline|c129-l3|moonshot-small|New Relic", "prompt": "c129-l3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**New Relic** provides the best value for cost-conscious teams"}, {"id": "mai-20260917-0922-baseline|c129-l3|moonshot-small|AppDynamics (Cisco/Splunk)", "prompt": "c129-l3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "AppDynamics (Cisco/Splunk)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Expensive; can have complex integration with AWS services"}, {"id": "mai-20260917-0922-baseline|c129-l3|moonshot-small|Zabbix", "prompt": "c129-l3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Zabbix** remains the go-to for organizations preferring open-source solutions"}, {"id": "mai-20260917-0922-baseline|c129-l3|moonshot-small|Nagios XI (Enterprise)", "prompt": "c129-l3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Nagios XI (Enterprise)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: Traditional infrastructure monitoring"}, {"id": "mai-20260917-0922-baseline|c129-l3|moonshot-small|SolarWinds", "prompt": "c129-l3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "SolarWinds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Less cloud-native than newer competitors"}, {"id": "mai-20260917-0922-baseline|c129-l3|moonshot-small|PRTG", "prompt": "c129-l3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "PRTG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Less suited for very large or complex environments"}, {"id": "mai-20260917-0922-baseline|c129-l3|openai-small|Datadog", "prompt": "c129-l3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Datadog** if you want the widest platform and fastest time to value."}, {"id": "mai-20260917-0922-baseline|c129-l3|openai-small|Dynatrace", "prompt": "c129-l3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Dynatrace** if you care most about automated correlation and AI-driven troubleshooting."}, {"id": "mai-20260917-0922-baseline|c129-l3|openai-small|New Relic", "prompt": "c129-l3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **New Relic** if you want strong querying and a broad observability suite."}, {"id": "mai-20260917-0922-baseline|c129-l3|openai-small|IBM Instana Observability", "prompt": "c129-l3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "IBM Instana Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Instana** if automatic discovery and service dependency mapping matter a lot."}, {"id": "mai-20260917-0922-baseline|c129-l3|openai-small|SolarWinds", "prompt": "c129-l3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "SolarWinds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **SolarWinds** if your environment is more classic enterprise infrastructure and network-centric."}, {"id": "mai-20260917-0922-baseline|c129-l3|xai-small|Datadog", "prompt": "c129-l3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog frequently tops practical enterprise lists for cloud-native use"}, {"id": "mai-20260917-0922-baseline|c129-l3|xai-small|Dynatrace", "prompt": "c129-l3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leaders in Gartner Magic Quadrant for Observability Platforms: Dynatrace, New Relic"}, {"id": "mai-20260917-0922-baseline|c129-l3|xai-small|New Relic", "prompt": "c129-l3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "New Relic for value"}, {"id": "mai-20260917-0922-baseline|c129-l3|xai-small|Splunk Observability Cloud", "prompt": "c129-l3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Splunk for logs/security"}, {"id": "mai-20260917-0922-baseline|c129-l3|xai-small|Prometheus with Grafana", "prompt": "c129-l3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus with Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OSS for control/customization"}, {"id": "mai-20260917-0922-baseline|c129-l3|xai-small|AppDynamics", "prompt": "c129-l3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notables like AppDynamics (now Splunk), Elastic, and Zabbix appear but less dominantly"}, {"id": "mai-20260917-0922-baseline|c129-l3|xai-small|Elastic", "prompt": "c129-l3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notables like AppDynamics (now Splunk), Elastic, and Zabbix appear but less dominantly"}, {"id": "mai-20260917-0922-baseline|c129-l3|xai-small|Zabbix", "prompt": "c129-l3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notables like AppDynamics (now Splunk), Elastic, and Zabbix appear but less dominantly"}, {"id": "mai-20260917-0922-baseline|c129-l3|zai-small|Datadog", "prompt": "c129-l3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Teams wanting an all-in-one solution with minimal setup"}, {"id": "mai-20260917-0922-baseline|c129-l3|zai-small|New Relic", "prompt": "c129-l3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Organizations needing deep application and infrastructure visibility"}, {"id": "mai-20260917-0922-baseline|c129-l3|zai-small|Prometheus + Grafana", "prompt": "c129-l3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Large enterprises with DevOps teams who want control and customization"}, {"id": "mai-20260917-0922-baseline|c129-l3|zai-small|Dynatrace", "prompt": "c129-l3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Enterprises needing automated, AI-driven insights"}, {"id": "mai-20260917-0922-baseline|c129-l3|zai-small|SolarWinds", "prompt": "c129-l3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "SolarWinds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Traditional enterprises with existing infrastructure"}, {"id": "mai-20260917-0922-baseline|c129-l3|zai-small|Zabbix", "prompt": "c129-l3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Organizations with large-scale on-premises infrastructure"}, {"id": "mai-20260917-0922-baseline|c129-l3|zai-small|Splunk", "prompt": "c129-l3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Pricing:** High ($15,000+/year for core product)"}, {"id": "mai-20260917-0922-baseline|c129-l4|alibaba-small|Netdata", "prompt": "c129-l4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick for Pure Predictability: **Netdata**"}, {"id": "mai-20260917-0922-baseline|c129-l4|alibaba-small|Datadog", "prompt": "c129-l4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise Standard: **Datadog** or **Dynatrace**"}, {"id": "mai-20260917-0922-baseline|c129-l4|alibaba-small|Dynatrace", "prompt": "c129-l4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dynatrace: Starts around $7–$29/host/month"}, {"id": "mai-20260917-0922-baseline|c129-l4|alibaba-small|Zabbix", "prompt": "c129-l4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lowest Total Cost (TCO): **Zabbix** or **Prometheus**"}, {"id": "mai-20260917-0922-baseline|c129-l4|alibaba-small|Prometheus", "prompt": "c129-l4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "open-source solutions are the financial winner"}, {"id": "mai-20260917-0922-baseline|c129-l4|anthropic-small|Netdata Cloud", "prompt": "c129-l4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Per-node pricing with volume discounting (Netdata Cloud) is the most cost-predictable shape at 100+ hosts"}, {"id": "mai-20260917-0922-baseline|c129-l4|anthropic-small|Datadog", "prompt": "c129-l4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools to Avoid for Predictability ... Datadog and Dynatrace are enterprise-grade but expensive at scale"}, {"id": "mai-20260917-0922-baseline|c129-l4|anthropic-small|Dynatrace", "prompt": "c129-l4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Datadog and Dynatrace are enterprise-grade but expensive at scale — costs compound quickly"}, {"id": "mai-20260917-0922-baseline|c129-l4|anthropic-small|Middleware", "prompt": "c129-l4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Middleware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Middleware is the strongest all-in-one option for teams wanting metrics, logs, traces, and AI-powered remediation in one platform at predictable cost."}, {"id": "mai-20260917-0922-baseline|c129-l4|anthropic-small|AppDynamics/Cisco", "prompt": "c129-l4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "AppDynamics/Cisco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It is built for large enterprises with complex, multi-layer infrastructure."}, {"id": "mai-20260917-0922-baseline|c129-l4|anthropic-small|Zabbix", "prompt": "c129-l4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Zabbix delivers enterprise-grade monitoring at zero license cost ... However, this requires significant technical investment to maintain."}, {"id": "mai-20260917-0922-baseline|c129-l4|challenger-small|groundcover", "prompt": "c129-l4", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "groundcover", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit from the results is **groundcover** because its licensing is **flat per node and independent of data volume**"}, {"id": "mai-20260917-0922-baseline|c129-l4|challenger-small|Dynatrace", "prompt": "c129-l4", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its infra pricing is **per host** and can add separate charges for logs, queries, and Kubernetes pods, which makes total cost less predictable"}, {"id": "mai-20260917-0922-baseline|c129-l4|challenger-small|Netdata", "prompt": "c129-l4", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also positioned for predictable cost at scale with **per-node pricing and volume discounts**"}, {"id": "mai-20260917-0922-baseline|c129-l4|deepseek-small|Netdata", "prompt": "c129-l4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lead with **Netdata** (simplest, volume-discounted per-node model with no hidden meters)"}, {"id": "mai-20260917-0922-baseline|c129-l4|deepseek-small|Dynatrace", "prompt": "c129-l4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dynatrace** is the proven alternative"}, {"id": "mai-20260917-0922-baseline|c129-l4|deepseek-small|CubeAPM", "prompt": "c129-l4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For maximum billing certainty with flat-rate pricing in a regulated environment, **CubeAPM** is worth a direct quote."}, {"id": "mai-20260917-0922-baseline|c129-l4|deepseek-small|Prometheus + Grafana", "prompt": "c129-l4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Setup complexity is high (4\\u20136 weeks). Good only if you have the capacity."}, {"id": "mai-20260917-0922-baseline|c129-l4|deepseek-small|Datadog", "prompt": "c129-l4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid for this use case- **Datadog** ... costs compound quickly at scale"}, {"id": "mai-20260917-0922-baseline|c129-l4|deepseek-small|New Relic", "prompt": "c129-l4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**New Relic** \\u2013 per-GB ingest plus per-user fees can scale unpredictably."}, {"id": "mai-20260917-0922-baseline|c129-l4|deepseek-small|Middleware", "prompt": "c129-l4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Middleware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Middleware** \\u2013 affordable, but uses per-GB ingest ($0.30/GB), which is usage-metered."}, {"id": "mai-20260917-0922-baseline|c129-l4|google-small|New Relic", "prompt": "c129-l4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "traditional SaaS observability platforms like New Relic or Datadog are budget-killers due to their pricing models"}, {"id": "mai-20260917-0922-baseline|c129-l4|google-small|Datadog", "prompt": "c129-l4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Compounding metrics ... makes bills wildly unpredictable at scale"}, {"id": "mai-20260917-0922-baseline|c129-l4|google-small|Zabbix", "prompt": "c129-l4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Zabbix** is the industry standard for predictable cost"}, {"id": "mai-20260917-0922-baseline|c129-l4|google-small|Prometheus", "prompt": "c129-l4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the open-source combination of **Prometheus** (for data collection) and **Grafana** ... is the safest choice for cost predictability"}, {"id": "mai-20260917-0922-baseline|c129-l4|google-small|Grafana", "prompt": "c129-l4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose self-hosted Prometheus + Grafana (with Grafana Enterprise)"}, {"id": "mai-20260917-0922-baseline|c129-l4|google-small|Netdata", "prompt": "c129-l4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Netdata** is the top-performing alternative"}, {"id": "mai-20260917-0922-baseline|c129-l4|google-small|OneUptime", "prompt": "c129-l4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "OneUptime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "modern OpenTelemetry-native platforms like **OneUptime** or **CubeAPM** are built exactly for this use case"}, {"id": "mai-20260917-0922-baseline|c129-l4|google-small|CubeAPM", "prompt": "c129-l4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**CubeAPM** and **Coralogix** support unlimited users out of the box"}, {"id": "mai-20260917-0922-baseline|c129-l4|google-small|Coralogix", "prompt": "c129-l4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**CubeAPM** and **Coralogix** support unlimited users out of the box"}, {"id": "mai-20260917-0922-baseline|c129-l4|meta-small|Netdata", "prompt": "c129-l4", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some tools, like Netdata, offer per-node pricing with volume discounts, which can provide a predictable total cost."}, {"id": "mai-20260917-0922-baseline|c129-l4|meta-small|Datadog", "prompt": "c129-l4", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top tools include Netdata, Datadog, Dynatrace, New Relic, Grafana Cloud, Prometheus, Zabbix, SolarWinds, Site24x7, and Checkmk"}, {"id": "mai-20260917-0922-baseline|c129-l4|meta-small|Dynatrace", "prompt": "c129-l4", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top tools include Netdata, Datadog, Dynatrace, New Relic..."}, {"id": "mai-20260917-0922-baseline|c129-l4|meta-small|New Relic", "prompt": "c129-l4", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Others, like New Relic, offer forecastable usage pricing."}, {"id": "mai-20260917-0922-baseline|c129-l4|meta-small|Grafana Cloud", "prompt": "c129-l4", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top tools include ... Grafana Cloud, Prometheus, Zabbix"}, {"id": "mai-20260917-0922-baseline|c129-l4|meta-small|Prometheus", "prompt": "c129-l4", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "top tools include ... Prometheus, Zabbix, SolarWinds"}, {"id": "mai-20260917-0922-baseline|c129-l4|meta-small|Zabbix", "prompt": "c129-l4", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "top tools include ... Zabbix, SolarWinds, Site24x7"}, {"id": "mai-20260917-0922-baseline|c129-l4|meta-small|SolarWinds", "prompt": "c129-l4", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "SolarWinds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "top tools include ... SolarWinds, Site24x7, and Checkmk"}, {"id": "mai-20260917-0922-baseline|c129-l4|meta-small|Site24x7", "prompt": "c129-l4", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "top tools include ... Site24x7, and Checkmk"}, {"id": "mai-20260917-0922-baseline|c129-l4|meta-small|Checkmk", "prompt": "c129-l4", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Checkmk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "top tools include ... and Checkmk"}, {"id": "mai-20260917-0922-baseline|c129-l4|minimax-small|Dynatrace", "prompt": "c129-l4", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dynatrace** is likely your best bet — unlimited seats means user count doesn't affect your bill"}, {"id": "mai-20260917-0922-baseline|c129-l4|minimax-small|Netdata", "prompt": "c129-l4", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**No per-user, per-metric, or per-ingest fees** — just per node. Very predictable cost at scale"}, {"id": "mai-20260917-0922-baseline|c129-l4|minimax-small|LogicMonitor", "prompt": "c129-l4", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "LogicMonitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Based on resources monitored, not users. Flexible across mixed infrastructure"}, {"id": "mai-20260917-0922-baseline|c129-l4|minimax-small|eG Enterprise", "prompt": "c129-l4", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "eG Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "More flexible but requires careful sizing"}, {"id": "mai-20260917-0922-baseline|c129-l4|minimax-small|Datadog", "prompt": "c129-l4", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools like **Datadog** and **New Relic** charge per-user ... which would be extremely expensive with thousands of users"}, {"id": "mai-20260917-0922-baseline|c129-l4|minimax-small|New Relic", "prompt": "c129-l4", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "New Relic: $49-99/user for full platform), which would be extremely expensive with thousands of users"}, {"id": "mai-20260917-0922-baseline|c129-l4|mistral-small|Netdata", "prompt": "c129-l4", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Netdata** stands out as the top recommendation for predictable cost at scale."}, {"id": "mai-20260917-0922-baseline|c129-l4|mistral-small|Prometheus + Grafana", "prompt": "c129-l4", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong second choice if your team has the platform-engineering resources to manage it"}, {"id": "mai-20260917-0922-baseline|c129-l4|mistral-small|New Relic", "prompt": "c129-l4", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "offer predictable per-host pricing tiers, but their costs can escalate quickly at scale"}, {"id": "mai-20260917-0922-baseline|c129-l4|mistral-small|Middleware", "prompt": "c129-l4", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Middleware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "offer predictable per-host pricing tiers, but their costs can escalate quickly at scale"}, {"id": "mai-20260917-0922-baseline|c129-l4|moonshot-small|Dynatrace", "prompt": "c129-l4", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Dynatrace** — Best for Predictable Per-Host Pricing"}, {"id": "mai-20260917-0922-baseline|c129-l4|moonshot-small|New Relic", "prompt": "c129-l4", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **New Relic** — Best for Data Ingest Predictability"}, {"id": "mai-20260917-0922-baseline|c129-l4|moonshot-small|Grafana Cloud Enterprise", "prompt": "c129-l4", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana Cloud Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Grafana Cloud Enterprise** — Best for Open-Source Cost Control"}, {"id": "mai-20260917-0922-baseline|c129-l4|moonshot-small|Datadog", "prompt": "c129-l4", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools to Avoid for Predictable Costs ... **Datadog** | Most complex pricing"}, {"id": "mai-20260917-0922-baseline|c129-l4|moonshot-small|Splunk", "prompt": "c129-l4", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Splunk** | Historically unpredictable per-GB pricing with high overage penalties"}, {"id": "mai-20260917-0922-baseline|c129-l4|moonshot-small|Prometheus", "prompt": "c129-l4", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Use open-source (Prometheus/Grafana) for metrics + commercial tools for APM"}, {"id": "mai-20260917-0922-baseline|c129-l4|openai-small|Datadog", "prompt": "c129-l4", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Its pricing is typically **usage-based**, so total cost can become hard to forecast at scale unless you negotiate hard limits"}, {"id": "mai-20260917-0922-baseline|c129-l4|openai-small|Dynatrace", "prompt": "c129-l4", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Better choice if cost predictability is the top priority: **Dynatrace enterprise contract**"}, {"id": "mai-20260917-0922-baseline|c129-l4|openai-small|Splunk Observability Cloud", "prompt": "c129-l4", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "powerful, but can get expensive"}, {"id": "mai-20260917-0922-baseline|c129-l4|openai-small|New Relic", "prompt": "c129-l4", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "more predictable than some competitors in some plans, but still worth scrutinizing carefully"}, {"id": "mai-20260917-0922-baseline|c129-l4|openai-small|Grafana Enterprise / Grafana Cloud", "prompt": "c129-l4", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana Enterprise / Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often a better fit if you want to control costs, especially with self-managed data sources"}, {"id": "mai-20260917-0922-baseline|c129-l4|xai-small|Netdata", "prompt": "c129-l4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Netdata stands out as the best infrastructure monitoring tool for a large company needing predictable total costs across thousands of users"}, {"id": "mai-20260917-0922-baseline|c129-l4|xai-small|Dynatrace", "prompt": "c129-l4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Close #2 if you need AI/full-stack + are okay with premium pricing; commitment model is predictable once set."}, {"id": "mai-20260917-0922-baseline|c129-l4|xai-small|Middleware", "prompt": "c129-l4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Middleware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unpredictable if telemetry spikes (e.g., logs/traces)"}, {"id": "mai-20260917-0922-baseline|c129-l4|xai-small|Datadog", "prompt": "c129-l4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "unpredictable at scale—per-host *plus* ingestion/custom metrics/logs lead to overruns (e.g., Datadog bills 3–10x estimates)"}, {"id": "mai-20260917-0922-baseline|c129-l4|xai-small|New Relic", "prompt": "c129-l4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Data/user volume ties to usage/users, less linear"}, {"id": "mai-20260917-0922-baseline|c129-l4|xai-small|Prometheus", "prompt": "c129-l4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "requires heavy engineering for HA/alerting at thousands of nodes—not \"best\" for hands-off enterprise"}, {"id": "mai-20260917-0922-baseline|c129-l4|xai-small|Grafana", "prompt": "c129-l4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Open-source (Prometheus + Grafana/Zabbix)**: Free/predictable ... but requires heavy engineering"}, {"id": "mai-20260917-0922-baseline|c129-l4|xai-small|Zabbix", "prompt": "c129-l4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Open-source (Prometheus + Grafana/Zabbix)**: Free/predictable ... not \"best\" for hands-off enterprise"}, {"id": "mai-20260917-0922-baseline|c129-l4|zai-small|Netdata Cloud", "prompt": "c129-l4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Netdata Cloud"}, {"id": "mai-20260917-0922-baseline|c129-l4|zai-small|Prometheus + Grafana (Self-Hosted)", "prompt": "c129-l4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus + Grafana (Self-Hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative 1: Prometheus + Grafana (Self-Hosted)"}, {"id": "mai-20260917-0922-baseline|c129-l4|zai-small|New Relic", "prompt": "c129-l4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative 2: New Relic"}, {"id": "mai-20260917-0922-baseline|c129-l4|zai-small|CubeAPM", "prompt": "c129-l4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative 3: CubeAPM"}, {"id": "mai-20260917-0922-baseline|c129-l4|zai-small|Datadog", "prompt": "c129-l4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools to Avoid for Predictable Cost at Scale | Datadog | Multi-dimensional pricing"}, {"id": "mai-20260917-0922-baseline|c129-l4|zai-small|Dynatrace", "prompt": "c129-l4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Hard to forecast as infrastructure scales."}, {"id": "mai-20260917-0922-baseline|c129-l4|zai-small|Splunk", "prompt": "c129-l4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "bills can grow uncontrolled for large telemetry volumes"}, {"id": "mai-20260917-0922-baseline|c129-l5|alibaba-small|Prometheus", "prompt": "c129-l5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "do they offer a self-managed version (e.g., Prometheus, Dynatrace Managed)?"}, {"id": "mai-20260917-0922-baseline|c129-l5|alibaba-small|Dynatrace Managed", "prompt": "c129-l5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace Managed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "do they offer a self-managed version (e.g., Prometheus, Dynatrace Managed)?"}, {"id": "mai-20260917-0922-baseline|c129-l5|deepseek-small|Datadog", "prompt": "c129-l5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "some vendors (e.g., Datadog) gate SCIM behind their highest enterprise tier"}, {"id": "mai-20260917-0922-baseline|c129-l5|deepseek-small|New Relic", "prompt": "c129-l5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The majors (Datadog, New Relic, Dynatrace, Grafana)"}, {"id": "mai-20260917-0922-baseline|c129-l5|deepseek-small|Dynatrace", "prompt": "c129-l5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The majors (Datadog, New Relic, Dynatrace, Grafana)"}, {"id": "mai-20260917-0922-baseline|c129-l5|deepseek-small|Grafana", "prompt": "c129-l5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The majors (Datadog, New Relic, Dynatrace, Grafana)"}, {"id": "mai-20260917-0922-baseline|c129-l5|deepseek-small|Zabbix", "prompt": "c129-l5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "enterprise/self-hosted options (Zabbix, Checkmk, Icinga, Motadata)"}, {"id": "mai-20260917-0922-baseline|c129-l5|deepseek-small|Checkmk", "prompt": "c129-l5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Checkmk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "enterprise/self-hosted options (Zabbix, Checkmk, Icinga, Motadata)"}, {"id": "mai-20260917-0922-baseline|c129-l5|deepseek-small|Icinga", "prompt": "c129-l5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Icinga", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "enterprise/self-hosted options (Zabbix, Checkmk, Icinga, Motadata)"}, {"id": "mai-20260917-0922-baseline|c129-l5|deepseek-small|Motadata", "prompt": "c129-l5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Motadata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "enterprise/self-hosted options (Zabbix, Checkmk, Icinga, Motadata)"}, {"id": "mai-20260917-0922-baseline|c129-l5|google-small|Datadog", "prompt": "c129-l5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Extremely complex, fragmented billing; massive potential for runaway overages if not strictly governed."}, {"id": "mai-20260917-0922-baseline|c129-l5|google-small|New Relic", "prompt": "c129-l5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Predictable user + data ingestion pricing; very generous data limits; great consolidated UI."}, {"id": "mai-20260917-0922-baseline|c129-l5|google-small|Dynatrace", "prompt": "c129-l5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Complex hybrid/on-prem & cloud enterprises. Unmatched out-of-the-box automation, \"Davis AI\" provides excellent root-cause analysis, highly secure."}, {"id": "mai-20260917-0922-baseline|c129-l5|google-small|Grafana Enterprise", "prompt": "c129-l5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Grafana Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "No vendor lock-in; highly customizable... Higher operational overhead; requires skilled engineers"}, {"id": "mai-20260917-0922-baseline|c129-l5|meta-small|OpenObserve", "prompt": "c129-l5", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "OpenObserve", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consider tools that offer cost-effective solutions, such as OpenObserve, which claims to be 60-90% cheaper than competitors like Datadog or Dynatrace."}, {"id": "mai-20260917-0922-baseline|c129-l5|meta-small|Datadog", "prompt": "c129-l5", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "60-90% cheaper than competitors like Datadog or Dynatrace"}, {"id": "mai-20260917-0922-baseline|c129-l5|meta-small|Dynatrace", "prompt": "c129-l5", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "60-90% cheaper than competitors like Datadog or Dynatrace"}, {"id": "mai-20260917-0922-baseline|c129-l5|meta-small|Scout", "prompt": "c129-l5", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Scout**: Offers enterprise-grade security, compliance, and performance monitoring."}, {"id": "mai-20260917-0922-baseline|c129-l5|meta-small|SolarWinds NPM", "prompt": "c129-l5", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "SolarWinds NPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for its multi-vendor support and powerful network path analysis."}, {"id": "mai-20260917-0922-baseline|c129-l5|minimax-small|Datadog", "prompt": "c129-l5", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "consider tools like **Datadog**, **New Relic**, **Dynatrace**, **Splunk**, or **Grafana Enterprise**"}, {"id": "mai-20260917-0922-baseline|c129-l5|minimax-small|New Relic", "prompt": "c129-l5", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Datadog and New Relic are strong for cloud-native"}, {"id": "mai-20260917-0922-baseline|c129-l5|minimax-small|Dynatrace", "prompt": "c129-l5", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "consider tools like **Datadog**, **New Relic**, **Dynatrace**, **Splunk**, or **Grafana Enterprise**"}, {"id": "mai-20260917-0922-baseline|c129-l5|minimax-small|Splunk", "prompt": "c129-l5", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Splunk for log aggregation"}, {"id": "mai-20260917-0922-baseline|c129-l5|minimax-small|Grafana Enterprise", "prompt": "c129-l5", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Grafana Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Grafana for open-source flexibility"}, {"id": "mai-20260917-0922-baseline|c129-l5|mistral-small|Datadog", "prompt": "c129-l5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Datadog** | Full-stack observability, strong integrations"}, {"id": "mai-20260917-0922-baseline|c129-l5|mistral-small|New Relic", "prompt": "c129-l5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**New Relic** | APM, logs, infra monitoring, good UI"}, {"id": "mai-20260917-0922-baseline|c129-l5|mistral-small|Dynatrace", "prompt": "c129-l5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Dynatrace** | AI-powered, deep infrastructure insights"}, {"id": "mai-20260917-0922-baseline|c129-l5|mistral-small|Grafana Cloud", "prompt": "c129-l5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Grafana Cloud** | Open-source roots, flexible, cost-effective"}, {"id": "mai-20260917-0922-baseline|c129-l5|mistral-small|Splunk", "prompt": "c129-l5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Splunk** | Logs, SIEM, advanced analytics"}, {"id": "mai-20260917-0922-baseline|c129-l5|mistral-small|Prometheus + Grafana (self-hosted)", "prompt": "c129-l5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Prometheus + Grafana (self-hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Open-source, customizable, but requires more ops"}, {"id": "mai-20260917-0922-baseline|c129-l5|moonshot-small|Datadog", "prompt": "c129-l5", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Datadog** | 500+ integrations, unified platform | Modular pricing complexity, cost can escalate | $500K-$2M+"}, {"id": "mai-20260917-0922-baseline|c129-l5|moonshot-small|Dynatrace", "prompt": "c129-l5", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Dynatrace** | AI-powered root cause (Davis AI), automation | Higher per-host cost, opinionated agent"}, {"id": "mai-20260917-0922-baseline|c129-l5|moonshot-small|New Relic", "prompt": "c129-l5", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**New Relic** | Transparent pricing, user-friendly | Smaller integration ecosystem | $300K-$1M"}, {"id": "mai-20260917-0922-baseline|c129-l5|moonshot-small|Splunk", "prompt": "c129-l5", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Splunk** | Best-in-class log analytics | Expensive at scale, complex licensing | $1M-$5M+"}, {"id": "mai-20260917-0922-baseline|c129-l5|moonshot-small|Grafana Cloud", "prompt": "c129-l5", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Grafana Cloud** | Open source, cost-effective | Requires more setup, smaller enterprise features"}, {"id": "mai-20260917-0922-baseline|c129-l5|xai-small|Datadog", "prompt": "c129-l5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** | Full observability, strong enterprise SSO/RBAC/SOC 2."}, {"id": "mai-20260917-0922-baseline|c129-l5|xai-small|New Relic", "prompt": "c129-l5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**New Relic** | Telemetry focus, SOC 2 Type II, scalable for enterprises."}, {"id": "mai-20260917-0922-baseline|c129-l5|xai-small|Dynatrace", "prompt": "c129-l5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dynatrace** | AI causation, full-stack, compliance-heavy."}, {"id": "mai-20260917-0922-baseline|c129-l5|xai-small|Grafana Labs", "prompt": "c129-l5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Grafana Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Grafana Enterprise** | Open source + enterprise (SSO, SOC 2), cost-effective."}, {"id": "mai-20260917-0922-baseline|c129-l5|xai-small|Splunk", "prompt": "c129-l5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Splunk** | Logs/security focus, mature compliance."}, {"id": "mai-20260917-0922-baseline|c129-l5|xai-small|AppDynamics", "prompt": "c129-l5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Grafana Labs (with enterprise features), Splunk, or AppDynamics—these commonly support SSO/SAML"}, {"id": "mai-20260917-0922-baseline|c129-l6|alibaba-small|Zabbix", "prompt": "c129-l6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Zabbix is notoriously difficult to tune... Zabbix can become a bottleneck."}, {"id": "mai-20260917-0922-baseline|c129-l6|alibaba-small|Raw Prometheus (Self-Managed)", "prompt": "c129-l6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Raw Prometheus (Self-Managed)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Running a self-managed Prometheus stack for petabytes of data is a massive operational burden."}, {"id": "mai-20260917-0922-baseline|c129-l6|alibaba-small|Managed Prometheus", "prompt": "c129-l6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Managed Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use a managed version (like Managed Prometheus)"}, {"id": "mai-20260917-0922-baseline|c129-l6|alibaba-small|Datadog", "prompt": "c129-l6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a tool that integrates seamlessly with the ecosystem (like Datadog or Dynatrace)"}, {"id": "mai-20260917-0922-baseline|c129-l6|alibaba-small|Dynatrace", "prompt": "c129-l6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a tool that integrates seamlessly with the ecosystem (like Datadog or Dynatrace)"}, {"id": "mai-20260917-0922-baseline|c129-l6|alibaba-small|Cacti", "prompt": "c129-l6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Cacti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Cacti / MRTG: ... fail when you need real-time alerting or high-frequency data analysis"}, {"id": "mai-20260917-0922-baseline|c129-l6|alibaba-small|MRTG", "prompt": "c129-l6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "MRTG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Cacti / MRTG: These rely heavily on Round-Robin Database (RRD) files"}, {"id": "mai-20260917-0922-baseline|c129-l6|alibaba-small|Nagios Core", "prompt": "c129-l6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios Core", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "the core engine is archaic... becomes unmanageable beyond a certain scale"}, {"id": "mai-20260917-0922-baseline|c129-l6|alibaba-small|AWS CloudWatch", "prompt": "c129-l6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "AWS CloudWatch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Avoid building a dashboard strategy solely on one cloud's native tools."}, {"id": "mai-20260917-0922-baseline|c129-l6|alibaba-small|Azure Monitor", "prompt": "c129-l6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Azure Monitor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "they make correlating data across a hybrid environment very difficult"}, {"id": "mai-20260917-0922-baseline|c129-l6|alibaba-small|Uptime Robot", "prompt": "c129-l6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Uptime Robot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "these are generally \"black box\" checks... they offer zero insight into internal infrastructure performance"}, {"id": "mai-20260917-0922-baseline|c129-l6|anthropic-small|Datadog", "prompt": "c129-l6", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Datadog can get costly at scale, requiring careful monitoring of data volume and retention"}, {"id": "mai-20260917-0922-baseline|c129-l6|anthropic-small|AWS CloudWatch", "prompt": "c129-l6", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "AWS CloudWatch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "AWS CloudWatch offers extensive metrics for AWS resources but cannot provide visibility into Google Cloud or Azure resources"}, {"id": "mai-20260917-0922-baseline|c129-l6|anthropic-small|Auvik", "prompt": "c129-l6", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Auvik", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Auvik's simplicity can be a limitation for larger enterprises that need highly customizable or advanced monitoring features"}, {"id": "mai-20260917-0922-baseline|c129-l6|challenger-small|Nagios", "prompt": "c129-l6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "caution if you expect rapid growth or a lean team, because it can become a maintenance burden at scale"}, {"id": "mai-20260917-0922-baseline|c129-l6|challenger-small|Zabbix", "prompt": "c129-l6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "caution if you need a modern UI, quick deployment, or you do not have dedicated monitoring staff"}, {"id": "mai-20260917-0922-baseline|c129-l6|challenger-small|PRTG", "prompt": "c129-l6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "PRTG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "caution for very large enterprises because it is described as scaling poorly for large enterprise use"}, {"id": "mai-20260917-0922-baseline|c129-l6|challenger-small|Datadog", "prompt": "c129-l6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "caution if cost predictability matters, because multiple sources note that pricing can become expensive as infrastructure grows"}, {"id": "mai-20260917-0922-baseline|c129-l6|challenger-small|Dynatrace", "prompt": "c129-l6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "caution if you want a lighter-weight or lower-cost option, because it is repeatedly described as a premium enterprise platform"}, {"id": "mai-20260917-0922-baseline|c129-l6|challenger-small|Splunk Observability Cloud", "prompt": "c129-l6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Splunk Observability Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "caution if your enterprise is cost-sensitive, since it is characterized as an expensive choice"}, {"id": "mai-20260917-0922-baseline|c129-l6|challenger-small|SolarWinds NPM", "prompt": "c129-l6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "SolarWinds NPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "caution if your environment is heavily cloud-native or Kubernetes-first"}, {"id": "mai-20260917-0922-baseline|c129-l6|challenger-small|Prometheus + Grafana", "prompt": "c129-l6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "caution if you lack platform-engineering capacity, since self-managed open-source stacks are powerful but require more operational ownership"}, {"id": "mai-20260917-0922-baseline|c129-l6|deepseek-small|Nagios Core", "prompt": "c129-l6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios Core", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Nagios is the classic cautionary example... its architecture is widely considered outdated for modern enterprises"}, {"id": "mai-20260917-0922-baseline|c129-l6|deepseek-small|Zabbix", "prompt": "c129-l6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The same caution generally applies to other legacy monitoring tools (early Zabbix deployments, CA UIM, SevOne, etc.)"}, {"id": "mai-20260917-0922-baseline|c129-l6|deepseek-small|CA UIM", "prompt": "c129-l6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "CA UIM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The same caution generally applies to other legacy monitoring tools (early Zabbix deployments, CA UIM, SevOne, etc.)"}, {"id": "mai-20260917-0922-baseline|c129-l6|deepseek-small|SevOne", "prompt": "c129-l6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "SevOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The same caution generally applies to other legacy monitoring tools (early Zabbix deployments, CA UIM, SevOne, etc.)"}, {"id": "mai-20260917-0922-baseline|c129-l6|deepseek-small|SolarWinds Orion", "prompt": "c129-l6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "SolarWinds Orion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The takeaway isn't \"never use SolarWinds\"—it's that any agent-based monitoring tool with deep privileged access deserves rigorous third-party security assessment."}, {"id": "mai-20260917-0922-baseline|c129-l6|deepseek-small|Datadog", "prompt": "c129-l6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Many sources flag Datadog as a tool to be *cautious* about at enterprise scale, primarily for cost reasons"}, {"id": "mai-20260917-0922-baseline|c129-l6|deepseek-small|Prometheus", "prompt": "c129-l6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Scaling Prometheus or Zabbix in-house means managing your own TSDB, retention, high availability, and cardinality issues—a significant engineering commitment."}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Nagios Core", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios Core", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The Culprits: Nagios Core, traditional/standard Zabbix deployments, and legacy Microsoft System Center Operations Manager (SCOM)."}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Zabbix", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "traditional/standard Zabbix deployments ... Better Approach: ... or scale-out Zabbix setups utilizing automated proxy auto-discovery"}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Microsoft System Center Operations Manager (SCOM)", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Microsoft System Center Operations Manager (SCOM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "legacy Microsoft System Center Operations Manager (SCOM)ature: Why to avoid or be highly cautious"}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Icinga 2", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Icinga 2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If open-source is a priority, opt for API-first, dynamic platforms like Icinga 2"}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|AWS CloudWatch", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "AWS CloudWatch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The Culprits: AWS CloudWatch, Azure Monitor, Google Cloud Operations Suite. Why to exercise caution"}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Azure Monitor", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Azure Monitor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "native cloud monitors create fragmented operational visibility"}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Google Cloud Operations Suite", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Google Cloud Operations Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "The Culprits: AWS CloudWatch, Azure Monitor, Google Cloud Operations Suite."}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Datadog", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "The Culprits: Datadog, Splunk (for logging/observability), and Dynatrace. Why to exercise extreme caution"}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Splunk", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Why to exercise extreme caution: \"The Container Pricing Trap\""}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Dynatrace", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "The Culprits: Datadog, Splunk (for logging/observability), and Dynatrace."}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Cribl", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Cribl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "employ a telemetry pipeline tool (like Cribl) to filter and deduplicate log volume"}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Prometheus", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Raw vanilla Prometheus (without a scale-out backend) ... Why to exercise caution: Hidden Human Costs"}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Elastic (ELK)", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Elastic (ELK)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "self-hosted Elastic (ELK) stacks ... the labor required to scale, patch, secure, and maintain ... is incredibly expensive"}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Thanos", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Thanos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "you must build, run, and maintain complex clustering overlays like Thanos, Cortex, or Grafana Mimir"}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Cortex", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Cortex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "complex clustering overlays like Thanos, Cortex, or Grafana Mimir"}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Grafana Mimir", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Grafana Mimir", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "complex clustering overlays like Thanos, Cortex, or Grafana Mimir"}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Grafana Cloud", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "outsource the operational overhead by utilizing managed SaaS offerings such as Grafana Cloud"}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Amazon Managed Prometheus", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Amazon Managed Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "managed SaaS offerings such as Grafana Cloud, Amazon Managed Prometheus, or Logz.io"}, {"id": "mai-20260917-0922-baseline|c129-l6|google-small|Logz.io", "prompt": "c129-l6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Logz.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "managed SaaS offerings such as Grafana Cloud, Amazon Managed Prometheus, or Logz.io"}, {"id": "mai-20260917-0922-baseline|c129-l6|meta-small|New Relic", "prompt": "c129-l6", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "New Relic - if budget predictability is crucial or you're cost-conscious at scale."}, {"id": "mai-20260917-0922-baseline|c129-l6|meta-small|Prometheus + Grafana Stack", "prompt": "c129-l6", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus + Grafana Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Prometheus + Grafana Stack - if you have limited DevOps expertise or need a turnkey solution without managed services."}, {"id": "mai-20260917-0922-baseline|c129-l6|meta-small|Dynatrace", "prompt": "c129-l6", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Dynatrace - if you have a small team, a tight budget, or simple infrastructure."}, {"id": "mai-20260917-0922-baseline|c129-l6|meta-small|Zabbix", "prompt": "c129-l6", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Zabbix - if you need a modern UI, quick deployment, or lack dedicated monitoring staff."}, {"id": "mai-20260917-0922-baseline|c129-l6|meta-small|Nagios", "prompt": "c129-l6", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Nagios - if you're using cloud-native infrastructure."}, {"id": "mai-20260917-0922-baseline|c129-l6|minimax-small|Datadog", "prompt": "c129-l6", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "tools like **Datadog** and **Dynatrace** are enterprise-grade but expensive—their costs compound quickly as infrastructure grows"}, {"id": "mai-20260917-0922-baseline|c129-l6|minimax-small|Dynatrace", "prompt": "c129-l6", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "tools like **Datadog** and **Dynatrace** are enterprise-grade but expensive—their costs compound quickly as infrastructure grows"}, {"id": "mai-20260917-0922-baseline|c129-l6|minimax-small|Netdata", "prompt": "c129-l6", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**For predictable costs at scale**: Netdata (per-node pricing)"}, {"id": "mai-20260917-0922-baseline|c129-l6|minimax-small|Prometheus + Grafana", "prompt": "c129-l6", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or Prometheus + Grafana (if you have platform engineering bandwidth)"}, {"id": "mai-20260917-0922-baseline|c129-l6|mistral-small|Zabbix", "prompt": "c129-l6", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Steer clear of solutions with high setup complexity (like Zabbix) unless your team has the capacity to manage the deployment"}, {"id": "mai-20260917-0922-baseline|c129-l6|mistral-small|Datadog", "prompt": "c129-l6", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "notorious for escalating costs at scale"}, {"id": "mai-20260917-0922-baseline|c129-l6|mistral-small|Dynatrace", "prompt": "c129-l6", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing is also high and scales poorly"}, {"id": "mai-20260917-0922-baseline|c129-l6|mistral-small|New Relic", "prompt": "c129-l6", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can become **unpredictable and expensive** for large-scale enterprises"}, {"id": "mai-20260917-0922-baseline|c129-l6|moonshot-small|Datadog", "prompt": "c129-l6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Datadog — Use with Extreme Caution on Cost"}, {"id": "mai-20260917-0922-baseline|c129-l6|moonshot-small|Splunk", "prompt": "c129-l6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Splunk — Proceed with Cost Controls"}, {"id": "mai-20260917-0922-baseline|c129-l6|moonshot-small|Nagios Core", "prompt": "c129-l6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios Core", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Nagios Core — Avoid for Modern Enterprise Environments"}, {"id": "mai-20260917-0922-baseline|c129-l6|moonshot-small|Prometheus", "prompt": "c129-l6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Prometheus — Use with Scaling Strategy ... not enterprise-ready out of the box"}, {"id": "mai-20260917-0922-baseline|c129-l6|moonshot-small|Zabbix", "prompt": "c129-l6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Zabbix — Caution for Large/Dynamic Environments"}, {"id": "mai-20260917-0922-baseline|c129-l6|moonshot-small|Thanos", "prompt": "c129-l6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Thanos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Requires Thanos, Cortex, or remote storage for long-term data"}, {"id": "mai-20260917-0922-baseline|c129-l6|moonshot-small|Cortex", "prompt": "c129-l6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Cortex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Requires Thanos, Cortex, or remote storage"}, {"id": "mai-20260917-0922-baseline|c129-l6|moonshot-small|OpenTelemetry", "prompt": "c129-l6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "OpenTelemetry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Modular, open-standards-based stacks (OpenTelemetry + multiple backends)"}, {"id": "mai-20260917-0922-baseline|c129-l6|xai-small|Nagios (Core or XI)", "prompt": "c129-l6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios (Core or XI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid**: Extremely high setup complexity (8-12 weeks for enterprise deployments) and poor scalability"}, {"id": "mai-20260917-0922-baseline|c129-l6|xai-small|Zabbix", "prompt": "c129-l6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools to **Avoid or Be Highly Cautious About**... **Zabbix**: **Why cautious**: Very high setup (6-8 weeks) and maintenance burden"}, {"id": "mai-20260917-0922-baseline|c129-l6|xai-small|Prometheus", "prompt": "c129-l6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why cautious**: Excellent for Kubernetes metrics but hits limits on long-term storage... Requires significant DevOps expertise"}, {"id": "mai-20260917-0922-baseline|c129-l6|xai-small|Microsoft SCOM (System Center Operations Manager)", "prompt": "c129-l6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Microsoft SCOM (System Center Operations Manager)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "setup is notoriously complex and Windows-centric... Poor multi-cloud/container support"}, {"id": "mai-20260917-0922-baseline|c129-l6|xai-small|Datadog", "prompt": "c129-l6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**explosive costs** at enterprise scale due to host/ingestion-based pricing"}, {"id": "mai-20260917-0922-baseline|c129-l6|xai-small|New Relic", "prompt": "c129-l6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be Cautious About (Not Avoid, But Watch Costs/Dependencies)... bill shock; vendor lock-in if not using OpenTelemetry"}, {"id": "mai-20260917-0922-baseline|c129-l6|xai-small|Splunk Observability", "prompt": "c129-l6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Splunk Observability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "explosive costs at enterprise scale due to host/ingestion-based pricing ($15-30/host/month + extras)"}, {"id": "mai-20260917-0922-baseline|c129-l6|xai-small|Dynatrace", "prompt": "c129-l6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "premium pricing ($29+/host/month) and proprietary agents make it expensive for infra-only monitoring"}, {"id": "mai-20260917-0922-baseline|c129-l6|xai-small|SigNoz", "prompt": "c129-l6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Prioritize**: OpenTelemetry-native tools (e.g., SigNoz, Grafana stack with ClickHouse backend) for vendor neutrality"}, {"id": "mai-20260917-0922-baseline|c129-l6|xai-small|Grafana", "prompt": "c129-l6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Prometheus+Grafana+OTel, Netdata"}, {"id": "mai-20260917-0922-baseline|c129-l6|xai-small|Netdata", "prompt": "c129-l6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Netdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "High scale, cost-sensitive | Prometheus+Grafana+OTel, Netdata"}, {"id": "mai-20260917-0922-baseline|c129-l6|xai-small|Chronosphere", "prompt": "c129-l6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Chronosphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Cloud-native/K8s | Datadog (budgeted), Chronosphere"}, {"id": "mai-20260917-0922-baseline|c129-l6|xai-small|CloudWatch", "prompt": "c129-l6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "CloudWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Always align with your stack (e.g., AWS-native like CloudWatch for AWS-heavy)"}, {"id": "mai-20260917-0922-baseline|c129-l6|zai-small|Nagios", "prompt": "c129-l6", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy Tools like Nagios ... it is widely considered **outdated for modern enterprise environments**. **Why to avoid it:**"}, {"id": "mai-20260917-0922-baseline|c129-l6|zai-small|Prometheus", "prompt": "c129-l6", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Prometheus is a fantastic open-source tool, but it has specific architectural limitations that can cripple a large enterprise"}, {"id": "mai-20260917-0922-baseline|c129-l6|zai-small|Datadog", "prompt": "c129-l6", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is notorious for **\"bill shock\"** in large enterprises"}, {"id": "mai-20260917-0922-baseline|c129-l6|zai-small|Thanos", "prompt": "c129-l6", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Thanos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "requires complex external setups (like Thanos or Cortex)"}, {"id": "mai-20260917-0922-baseline|c129-l6|zai-small|Cortex", "prompt": "c129-l6", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Cortex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "requires complex external setups (like Thanos or Cortex)"}, {"id": "mai-20260917-0922-baseline|c129-m1|alibaba-small|Datadog", "prompt": "c129-m1", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market companies, Datadog is the default choice."}, {"id": "mai-20260917-0922-baseline|c129-m1|alibaba-small|New Relic", "prompt": "c129-m1", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose New Relic if: Your developers hate clicking around on dashboards"}, {"id": "mai-20260917-0922-baseline|c129-m1|alibaba-small|Grafana Cloud", "prompt": "c129-m1", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Grafana Cloud if: You are heavy on Kubernetes/Linux"}, {"id": "mai-20260917-0922-baseline|c129-m1|alibaba-small|Prometheus", "prompt": "c129-m1", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Most modern startups use Prometheus for metrics and Grafana for dashboards."}, {"id": "mai-20260917-0922-baseline|c129-m1|alibaba-small|Dynatrace", "prompt": "c129-m1", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: Expensive; steep learning curve; the agent consumes more resources on hosts than competitors."}, {"id": "mai-20260917-0922-baseline|c129-m1|alibaba-small|Zabbix", "prompt": "c129-m1", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zabbix/Prometheus (Self-hosted) ... Legacy/Low-Budget"}, {"id": "mai-20260917-0922-baseline|c129-m1|anthropic-small|Sematext", "prompt": "c129-m1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Sematext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sematext** is a solid all-rounder for mid-market companies that need a comprehensive observability solution with transparent pricing"}, {"id": "mai-20260917-0922-baseline|c129-m1|anthropic-small|Site24x7", "prompt": "c129-m1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Site24x7** is designed for mid-market teams and hybrid environments... pricing starting at $9/month"}, {"id": "mai-20260917-0922-baseline|c129-m1|anthropic-small|LogicMonitor", "prompt": "c129-m1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "LogicMonitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LogicMonitor** is a SaaS observability platform covering network, server, cloud, and application monitoring"}, {"id": "mai-20260917-0922-baseline|c129-m1|challenger-small|LogicMonitor", "prompt": "c129-m1", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "LogicMonitor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *default* choice is usually **LogicMonitor**"}, {"id": "mai-20260917-0922-baseline|c129-m1|challenger-small|Site24x7", "prompt": "c129-m1", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Site24x7** is a strong mid-market alternative"}, {"id": "mai-20260917-0922-baseline|c129-m1|challenger-small|Datadog", "prompt": "c129-m1", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often more expensive and can be more than a typical mid-market infrastructure-only use case needs"}, {"id": "mai-20260917-0922-baseline|c129-m1|challenger-small|Dynatrace", "prompt": "c129-m1", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often more expensive and can be more than a typical mid-market infrastructure-only use case needs"}, {"id": "mai-20260917-0922-baseline|c129-m1|challenger-small|ManageEngine OpManager", "prompt": "c129-m1", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "ManageEngine OpManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if your needs are more **network-first**"}, {"id": "mai-20260917-0922-baseline|c129-m1|challenger-small|Progress WhatsUp Gold", "prompt": "c129-m1", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Progress WhatsUp Gold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if your needs are more **network-first**"}, {"id": "mai-20260917-0922-baseline|c129-m1|deepseek-small|New Relic", "prompt": "c129-m1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **New Relic** offers the best balance of power, coverage, and predictable cost"}, {"id": "mai-20260917-0922-baseline|c129-m1|deepseek-small|Grafana Cloud / Grafana OSS", "prompt": "c129-m1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Grafana Cloud / Grafana OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "cheapest, most flexible, more effort"}, {"id": "mai-20260917-0922-baseline|c129-m1|deepseek-small|Datadog", "prompt": "c129-m1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the most powerful, but pricey... pricing stacks up quickly"}, {"id": "mai-20260917-0922-baseline|c129-m1|deepseek-small|Site24x7", "prompt": "c129-m1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "all-in-one infra monitoring built for mid-market IT teams; from ~$9/mo. Easy, affordable entry point."}, {"id": "mai-20260917-0922-baseline|c129-m1|deepseek-small|ManageEngine OpManager", "prompt": "c129-m1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "ManageEngine OpManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong fit for mid-market teams"}, {"id": "mai-20260917-0922-baseline|c129-m1|deepseek-small|LogicMonitor", "prompt": "c129-m1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "LogicMonitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "agentless, good for hybrid cloud mid-to-large environments"}, {"id": "mai-20260917-0922-baseline|c129-m1|deepseek-small|Paessler PRTG", "prompt": "c129-m1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Paessler PRTG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "great if you're Windows-heavy; free up to 100 sensors"}, {"id": "mai-20260917-0922-baseline|c129-m1|google-small|New Relic", "prompt": "c129-m1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your B2B product is a modern SaaS application deployed on public cloud infrastructure ... **New Relic** is highly recommended."}, {"id": "mai-20260917-0922-baseline|c129-m1|google-small|Datadog", "prompt": "c129-m1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its complex pricing ... frequently leads to runaway invoices that mid-market budgets cannot tolerate"}, {"id": "mai-20260917-0922-baseline|c129-m1|google-small|LogicMonitor", "prompt": "c129-m1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "LogicMonitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LogicMonitor** is the industry favorite for mid-market IT teams"}, {"id": "mai-20260917-0922-baseline|c129-m1|google-small|Netdata", "prompt": "c129-m1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Netdata** has emerged as a premier mid-market choice"}, {"id": "mai-20260917-0922-baseline|c129-m1|google-small|Better Stack", "prompt": "c129-m1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Better Stack** is a highly popular, modern solution"}, {"id": "mai-20260917-0922-baseline|c129-m1|google-small|Prometheus", "prompt": "c129-m1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "open-source Prometheus and Grafana are only \"free\" if you don't calculate the engineering hours spent building, updating, and hosting them"}, {"id": "mai-20260917-0922-baseline|c129-m1|google-small|Grafana", "prompt": "c129-m1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "open-source Prometheus and Grafana are only \"free\" if you don't calculate the engineering hours"}, {"id": "mai-20260917-0922-baseline|c129-m1|meta-small|Netdata", "prompt": "c129-m1", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Netdata - offers per-node pricing with volume discounts"}, {"id": "mai-20260917-0922-baseline|c129-m1|meta-small|Site24x7", "prompt": "c129-m1", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "2. Site24x7 - an all-in-one infra monitoring tool for mid-market IT teams, starting at $9/mo"}, {"id": "mai-20260917-0922-baseline|c129-m1|minimax-small|Site24x7", "prompt": "c129-m1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Site24x7** is often recommended due to its mid-market focus, competitive pricing, and all-in-one capabilities"}, {"id": "mai-20260917-0922-baseline|c129-m1|minimax-small|Netdata", "prompt": "c129-m1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "known for its per-node pricing model with volume discounts, making it cost-effective for growing companies"}, {"id": "mai-20260917-0922-baseline|c129-m1|minimax-small|Datadog", "prompt": "c129-m1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "popular among mid-market and enterprise companies, though pricing can be higher"}, {"id": "mai-20260917-0922-baseline|c129-m1|minimax-small|PagerDuty", "prompt": "c129-m1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excellent for incident management and response"}, {"id": "mai-20260917-0922-baseline|c129-m1|minimax-small|New Relic", "prompt": "c129-m1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers comprehensive observability with strong application performance monitoring capabilities"}, {"id": "mai-20260917-0922-baseline|c129-m1|mistral-small|Netdata", "prompt": "c129-m1", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Netdata** and **Site24x7** are the best options due to their balance of cost, ease of use, and comprehensive feature sets"}, {"id": "mai-20260917-0922-baseline|c129-m1|mistral-small|Site24x7", "prompt": "c129-m1", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Netdata** and **Site24x7** are the best options"}, {"id": "mai-20260917-0922-baseline|c129-m1|mistral-small|LogicMonitor", "prompt": "c129-m1", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "LogicMonitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "though pricing is custom and can be higher than other options"}, {"id": "mai-20260917-0922-baseline|c129-m1|moonshot-small|Site24x7", "prompt": "c129-m1", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Site24x7** - Best Overall Value for Mid-Market ... **Start with Site24x7**"}, {"id": "mai-20260917-0922-baseline|c129-m1|moonshot-small|ManageEngine OpManager", "prompt": "c129-m1", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "ManageEngine OpManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose ManageEngine OpManager** if you: Have significant on-premise infrastructure"}, {"id": "mai-20260917-0922-baseline|c129-m1|moonshot-small|New Relic", "prompt": "c129-m1", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider New Relic** if you: Are cloud-native or container-heavy"}, {"id": "mai-20260917-0922-baseline|c129-m1|moonshot-small|Datadog", "prompt": "c129-m1", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Datadog** for mid-market unless you have a specific need"}, {"id": "mai-20260917-0922-baseline|c129-m1|moonshot-small|Netdata", "prompt": "c129-m1", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Netdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Real-time troubleshooting, per-node pricing | Free community edition"}, {"id": "mai-20260917-0922-baseline|c129-m1|moonshot-small|Zabbix", "prompt": "c129-m1", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source, self-hosted | Free (self-hosted)"}, {"id": "mai-20260917-0922-baseline|c129-m1|moonshot-small|Prometheus + Grafana", "prompt": "c129-m1", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud-native, Kubernetes environments | Free (self-hosted)"}, {"id": "mai-20260917-0922-baseline|c129-m1|moonshot-small|PRTG", "prompt": "c129-m1", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "PRTG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Windows-heavy environments | Free up to 100 sensors"}, {"id": "mai-20260917-0922-baseline|c129-m1|openai-small|New Relic", "prompt": "c129-m1", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **New Relic**"}, {"id": "mai-20260917-0922-baseline|c129-m1|openai-small|Grafana Cloud", "prompt": "c129-m1", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Grafana Cloud** is a very strong alternative"}, {"id": "mai-20260917-0922-baseline|c129-m1|openai-small|Dynatrace", "prompt": "c129-m1", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dynatrace** is often the premium pick"}, {"id": "mai-20260917-0922-baseline|c129-m1|openai-small|Datadog", "prompt": "c129-m1", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "side-by-side comparison table** for New Relic vs Datadog vs Grafana Cloud vs Dynatrace"}, {"id": "mai-20260917-0922-baseline|c129-m1|xai-small|Site24x7 (Zoho)", "prompt": "c129-m1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7 (Zoho)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Site24x7 (Zoho)** - **Best overall for value and simplicity**"}, {"id": "mai-20260917-0922-baseline|c129-m1|xai-small|Datadog", "prompt": "c129-m1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for cloud-native/full observability** ... watch bill surprises"}, {"id": "mai-20260917-0922-baseline|c129-m1|xai-small|LogicMonitor", "prompt": "c129-m1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "LogicMonitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for hybrid/enterprise-lite**"}, {"id": "mai-20260917-0922-baseline|c129-m1|xai-small|New Relic", "prompt": "c129-m1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Predictable ingest pricing | Weaker infra-only"}, {"id": "mai-20260917-0922-baseline|c129-m1|xai-small|Dynatrace", "prompt": "c129-m1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AI root-cause (Davis) | Expensive, steep curve"}, {"id": "mai-20260917-0922-baseline|c129-m1|xai-small|Prometheus + Grafana", "prompt": "c129-m1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Open-source alternatives** (if DIY team): Prometheus + Grafana (free, K8s-strong)"}, {"id": "mai-20260917-0922-baseline|c129-m1|xai-small|Zabbix", "prompt": "c129-m1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zabbix/Netdata (per-node cheap)"}, {"id": "mai-20260917-0922-baseline|c129-m1|xai-small|Netdata", "prompt": "c129-m1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Netdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Zabbix/Netdata (per-node cheap)"}, {"id": "mai-20260917-0922-baseline|c129-m1|zai-small|Site24x7", "prompt": "c129-m1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all‑around for mid‑market B2B:** Site24x7"}, {"id": "mai-20260917-0922-baseline|c129-m1|zai-small|New Relic", "prompt": "c129-m1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for cloud‑native and app‑performance focus:** New Relic"}, {"id": "mai-20260917-0922-baseline|c129-m1|zai-small|Datadog", "prompt": "c129-m1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise‑grade but can become expensive at scale"}, {"id": "mai-20260917-0922-baseline|c129-m1|zai-small|Prometheus + Grafana", "prompt": "c129-m1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for teams comfortable with self‑hosting:** Prometheus + Grafana"}, {"id": "mai-20260917-0922-baseline|c129-m1|zai-small|LogicMonitor", "prompt": "c129-m1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "LogicMonitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Designed for hybrid environments (on‑prem + cloud)."}, {"id": "mai-20260917-0922-baseline|c129-m2|alibaba-small|ManageEngine Site24x7", "prompt": "c129-m2", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "ManageEngine Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "All-in-One Commercial Choice: ManageEngine Site24x7 ... Best for: IT teams wanting ease of deployment with broad coverage"}, {"id": "mai-20260917-0922-baseline|c129-m2|alibaba-small|Datadog", "prompt": "c129-m2", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloud-Native/DevOps Choice: Datadog ... Costs escalate quickly as you add hosts and data ingestion volumes"}, {"id": "mai-20260917-0922-baseline|c129-m2|alibaba-small|Zabbix", "prompt": "c129-m2", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open Source Option #1: Zabbix ... Zabbix is often the safer open-source bet"}, {"id": "mai-20260917-0922-baseline|c129-m2|alibaba-small|Prometheus", "prompt": "c129-m2", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open Source Option #2: Prometheus + Grafana Stack — Best for: Cloud-native, containerized, or Kubernetes-heavy environments"}, {"id": "mai-20260917-0922-baseline|c129-m2|alibaba-small|Grafana", "prompt": "c129-m2", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best-in-class dashboarding via Grafana"}, {"id": "mai-20260917-0922-baseline|c129-m2|alibaba-small|PRTG", "prompt": "c129-m2", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "PRTG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Windows-heavy environment, under 50 devices | Consider **PRTG** (free up to 100 sensors)"}, {"id": "mai-20260917-0922-baseline|c129-m2|anthropic-small|Datadog", "prompt": "c129-m2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If multi-cloud:** Datadog or New Relic offer better unified visibility"}, {"id": "mai-20260917-0922-baseline|c129-m2|anthropic-small|New Relic", "prompt": "c129-m2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If multi-cloud:** Datadog or New Relic offer better unified visibility"}, {"id": "mai-20260917-0922-baseline|c129-m2|anthropic-small|Prometheus + Grafana", "prompt": "c129-m2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If budget-conscious:** Consider Prometheus/Grafana with Grafana Cloud for managed hosting"}, {"id": "mai-20260917-0922-baseline|c129-m2|anthropic-small|CloudWatch (AWS)", "prompt": "c129-m2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "CloudWatch (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If primarily cloud-native:** Start with native cloud monitoring (CloudWatch, Azure Monitor) to reduce costs"}, {"id": "mai-20260917-0922-baseline|c129-m2|anthropic-small|Azure Monitor", "prompt": "c129-m2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Azure Monitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Start with native cloud monitoring (CloudWatch, Azure Monitor) to reduce costs"}, {"id": "mai-20260917-0922-baseline|c129-m2|anthropic-small|Google Cloud Monitoring", "prompt": "c129-m2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Google Cloud Monitoring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Native solutions if you're primarily on one cloud"}, {"id": "mai-20260917-0922-baseline|c129-m2|anthropic-small|Splunk", "prompt": "c129-m2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Excellent for log aggregation and security monitoring, though typically more enterprise-focused"}, {"id": "mai-20260917-0922-baseline|c129-m2|anthropic-small|Elastic Stack", "prompt": "c129-m2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Elastic Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good balance of features and cost for companies comfortable with open-source tools"}, {"id": "mai-20260917-0922-baseline|c129-m2|anthropic-small|Dynatrace", "prompt": "c129-m2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**If you need advanced analytics:** Datadog or Dynatrace offer more sophisticated capabilities"}, {"id": "mai-20260917-0922-baseline|c129-m2|challenger-small|Site24x7", "prompt": "c129-m2", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Site24x7** if you want the best balance of **easy deployment, unified infrastructure monitoring, and cost efficiency**"}, {"id": "mai-20260917-0922-baseline|c129-m2|challenger-small|Datadog", "prompt": "c129-m2", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** if you need **enterprise-grade full-stack observability**"}, {"id": "mai-20260917-0922-baseline|c129-m2|challenger-small|Grafana + Prometheus", "prompt": "c129-m2", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Grafana + Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you have a strong DevOps team and prefer **open-source flexibility**"}, {"id": "mai-20260917-0922-baseline|c129-m2|challenger-small|Sematext Cloud", "prompt": "c129-m2", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Sematext Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want a **unified platform** that combines **infrastructure monitoring, APM, logs, RUM, and synthetic monitoring**"}, {"id": "mai-20260917-0922-baseline|c129-m2|challenger-small|ManageEngine OpManager", "prompt": "c129-m2", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "ManageEngine OpManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if your team wants a more **SMB-friendly, cost-conscious** tool"}, {"id": "mai-20260917-0922-baseline|c129-m2|challenger-small|PRTG", "prompt": "c129-m2", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if your team wants a more **SMB-friendly, cost-conscious** tool with straightforward server/network monitoring"}, {"id": "mai-20260917-0922-baseline|c129-m2|deepseek-small|New Relic", "prompt": "c129-m2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**New Relic** is my top recommendation for most mid-sized B2B companies"}, {"id": "mai-20260917-0922-baseline|c129-m2|deepseek-small|Grafana Cloud", "prompt": "c129-m2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Grafana Cloud** as the strongest cost-conscious alternative"}, {"id": "mai-20260917-0922-baseline|c129-m2|deepseek-small|Datadog", "prompt": "c129-m2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be aware: the least predictable bills and most vendor lock-in. Costs can spike as you add APM, logs, and security."}, {"id": "mai-20260917-0922-baseline|c129-m2|deepseek-small|Prometheus", "prompt": "c129-m2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Grafana + Prometheus + Loki (or Grafana Cloud)** - Best if you have decent in-house SRE/DevOps capacity"}, {"id": "mai-20260917-0922-baseline|c129-m2|deepseek-small|Loki", "prompt": "c129-m2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Grafana + Prometheus + Loki (or Grafana Cloud)**"}, {"id": "mai-20260917-0922-baseline|c129-m2|deepseek-small|Site24x7 (ManageEngine)", "prompt": "c129-m2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Site24x7 (ManageEngine)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A strong, affordable all-in-one option specifically praised for **mid-market IT teams** (from ~$9/mo)"}, {"id": "mai-20260917-0922-baseline|c129-m2|google-small|New Relic", "prompt": "c129-m2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "New Relic: Best Overall All-in-One Platform"}, {"id": "mai-20260917-0922-baseline|c129-m2|google-small|Datadog", "prompt": "c129-m2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "want to avoid the complex, unpredictable pricing of Datadog"}, {"id": "mai-20260917-0922-baseline|c129-m2|google-small|Better Stack", "prompt": "c129-m2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better Stack: Best for Lean, Fast-Growing B2B SaaS"}, {"id": "mai-20260917-0922-baseline|c129-m2|google-small|Grafana Cloud", "prompt": "c129-m2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Grafana Cloud: Best for Engineering-Heavy / Open-Source Aligned Teams"}, {"id": "mai-20260917-0922-baseline|c129-m2|google-small|LogicMonitor", "prompt": "c129-m2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "LogicMonitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "LogicMonitor: Best for Hybrid / IT-Centric Infrastructure"}, {"id": "mai-20260917-0922-baseline|c129-m2|meta-small|Site24x7 Infrastructure Monitoring", "prompt": "c129-m2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Site24x7 Infrastructure Monitoring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Site24x7 Infrastructure Monitoring - a comprehensive monitoring platform that integrates server monitoring, website monitoring, application performance monitoring (APM)"}, {"id": "mai-20260917-0922-baseline|c129-m2|meta-small|Datadog", "prompt": "c129-m2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datadog - a cloud-based monitoring platform that provides full-stack observability"}, {"id": "mai-20260917-0922-baseline|c129-m2|meta-small|Dynatrace", "prompt": "c129-m2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dynatrace - an AI-driven monitoring platform that provides deep observability and automation capabilities."}, {"id": "mai-20260917-0922-baseline|c129-m2|meta-small|New Relic", "prompt": "c129-m2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "New Relic - a monitoring platform that provides comprehensive monitoring capabilities"}, {"id": "mai-20260917-0922-baseline|c129-m2|meta-small|Checkmk Cloud", "prompt": "c129-m2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Checkmk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Checkmk Cloud - a SaaS-based monitoring solution that provides efficient and hassle-free infrastructure monitoring."}, {"id": "mai-20260917-0922-baseline|c129-m2|minimax-small|Datadog", "prompt": "c129-m2", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Consider Datadog** if you need the deepest integration coverage or enterprise security features"}, {"id": "mai-20260917-0922-baseline|c129-m2|minimax-small|New Relic", "prompt": "c129-m2", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Go with New Relic** if you want the best balance of features, cost, and ease of use."}, {"id": "mai-20260917-0922-baseline|c129-m2|minimax-small|Grafana + Prometheus", "prompt": "c129-m2", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Grafana + Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best Open-Source Option)"}, {"id": "mai-20260917-0922-baseline|c129-m2|minimax-small|Site 24x7", "prompt": "c129-m2", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Site 24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best Affordable Option)"}, {"id": "mai-20260917-0922-baseline|c129-m2|mistral-small|Datadog", "prompt": "c129-m2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Datadog** – Strong multi-cloud support, excellent dashboards, and integrations."}, {"id": "mai-20260917-0922-baseline|c129-m2|mistral-small|New Relic", "prompt": "c129-m2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**New Relic** – Solid APM and infrastructure monitoring, with strong observability features."}, {"id": "mai-20260917-0922-baseline|c129-m2|mistral-small|Dynatrace", "prompt": "c129-m2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Dynatrace** – AI-powered root cause analysis, strong Kubernetes and cloud-native support."}, {"id": "mai-20260917-0922-baseline|c129-m2|mistral-small|Prometheus + Grafana", "prompt": "c129-m2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you have technical expertise in-house, this combo is powerful and cost-efficient"}, {"id": "mai-20260917-0922-baseline|c129-m2|mistral-small|Zabbix", "prompt": "c129-m2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Zabbix** – Self-hosted, flexible, and good for traditional server monitoring"}, {"id": "mai-20260917-0922-baseline|c129-m2|mistral-small|Splunk", "prompt": "c129-m2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Splunk** – If you need advanced log analysis and compliance reporting."}, {"id": "mai-20260917-0922-baseline|c129-m2|mistral-small|Elastic Observability (ELK Stack)", "prompt": "c129-m2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Elastic Observability (ELK Stack)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for log-heavy environments and custom dashboards."}, {"id": "mai-20260917-0922-baseline|c129-m2|mistral-small|Pingdom / UptimeRobot", "prompt": "c129-m2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Pingdom / UptimeRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If uptime and basic website/server monitoring are your main concerns."}, {"id": "mai-20260917-0922-baseline|c129-m2|mistral-small|SolarWinds Server & Application Monitor", "prompt": "c129-m2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "SolarWinds Server & Application Monitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If you prefer a traditional, on-premises-friendly tool with a GUI."}, {"id": "mai-20260917-0922-baseline|c129-m2|moonshot-small|Datadog", "prompt": "c129-m2", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** - Best Overall for Mid-Sized B2B Companies"}, {"id": "mai-20260917-0922-baseline|c129-m2|moonshot-small|New Relic", "prompt": "c129-m2", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**New Relic** - Best Value for Cost-Conscious Teams"}, {"id": "mai-20260917-0922-baseline|c129-m2|moonshot-small|Paessler PRTG", "prompt": "c129-m2", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Paessler PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Paessler PRTG** - Best for Simplicity & SMB-Friendly"}, {"id": "mai-20260917-0922-baseline|c129-m2|moonshot-small|Netdata", "prompt": "c129-m2", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Netdata** - Best Open-Source Option"}, {"id": "mai-20260917-0922-baseline|c129-m2|moonshot-small|Prometheus + Grafana", "prompt": "c129-m2", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Netdata** or **Prometheus + Grafana**"}, {"id": "mai-20260917-0922-baseline|c129-m2|moonshot-small|Dynatrace", "prompt": "c129-m2", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Datadog and Dynatrace scale best for growing companies"}, {"id": "mai-20260917-0922-baseline|c129-m2|openai-small|Datadog", "prompt": "c129-m2", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Datadog** as the default choice for server and cloud infrastructure monitoring."}, {"id": "mai-20260917-0922-baseline|c129-m2|openai-small|New Relic", "prompt": "c129-m2", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want strong application + infrastructure observability and prefer a simpler onboarding experience"}, {"id": "mai-20260917-0922-baseline|c129-m2|openai-small|Dynatrace", "prompt": "c129-m2", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "great for large, complex environments and heavier automation, but often more expensive and enterprise-oriented"}, {"id": "mai-20260917-0922-baseline|c129-m2|openai-small|Grafana Cloud + Prometheus/Loki/Tempo", "prompt": "c129-m2", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Grafana Cloud + Prometheus/Loki/Tempo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want more control and lower tooling lock-in, and you have engineering bandwidth to manage it"}, {"id": "mai-20260917-0922-baseline|c129-m2|openai-small|Azure Monitor", "prompt": "c129-m2", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Azure Monitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you're heavily committed to a single cloud and want to minimize third-party tools"}, {"id": "mai-20260917-0922-baseline|c129-m2|openai-small|AWS CloudWatch", "prompt": "c129-m2", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "AWS CloudWatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best if you're heavily committed to a single cloud and want to minimize third-party tools"}, {"id": "mai-20260917-0922-baseline|c129-m2|openai-small|Google Cloud Operations", "prompt": "c129-m2", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Google Cloud Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best if you're heavily committed to a single cloud and want to minimize third-party tools"}, {"id": "mai-20260917-0922-baseline|c129-m2|xai-small|Site24x7", "prompt": "c129-m2", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Site24x7 as the top choice for server and cloud infrastructure monitoring."}, {"id": "mai-20260917-0922-baseline|c129-m2|xai-small|New Relic", "prompt": "c129-m2", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if it doesn't fit: 1. **New Relic** (if usage-based pricing appeals)"}, {"id": "mai-20260917-0922-baseline|c129-m2|xai-small|Datadog", "prompt": "c129-m2", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Costly for mid-sized (bills spike 40-60% YoY); better for larger/growing firms."}, {"id": "mai-20260917-0922-baseline|c129-m2|xai-small|ManageEngine OpManager", "prompt": "c129-m2", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "ManageEngine OpManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ManageEngine OpManager** (budget on-prem/hybrid focus)"}, {"id": "mai-20260917-0922-baseline|c129-m2|zai-small|Site24x7", "prompt": "c129-m2", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Cloud-native tools (CloudWatch/Azure Monitor/GCP Ops) as the foundation, with Site24x7 as a unified overlay for hybrid environments and ease of use**"}, {"id": "mai-20260917-0922-baseline|c129-m2|zai-small|AWS CloudWatch", "prompt": "c129-m2", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "AWS CloudWatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use CloudWatch + optional Site24x7 for unified view"}, {"id": "mai-20260917-0922-baseline|c129-m2|zai-small|Azure Monitor", "prompt": "c129-m2", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Azure Monitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use Azure Monitor + optional Site24x7 for hybrid visibility"}, {"id": "mai-20260917-0922-baseline|c129-m2|zai-small|GCP Operations Suite", "prompt": "c129-m2", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "GCP Operations Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use GCP Operations Suite + optional Site24x7"}, {"id": "mai-20260917-0922-baseline|c129-m2|zai-small|Datadog", "prompt": "c129-m2", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons | High cost, complexity, may be overkill for mid-sized companies"}, {"id": "mai-20260917-0922-baseline|c129-m2|zai-small|Zabbix", "prompt": "c129-m2", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source (Zabbix/Prometheus) — free but requires significant setup effort"}, {"id": "mai-20260917-0922-baseline|c129-m2|zai-small|Prometheus", "prompt": "c129-m2", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source (Zabbix/Prometheus) — free but requires significant setup effort"}, {"id": "mai-20260917-0922-baseline|c129-m3|alibaba-small|Datadog", "prompt": "c129-m3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For Full-Stack SaaS Simplicity:** Choose **Datadog** for its unmatched integration breadth."}, {"id": "mai-20260917-0922-baseline|c129-m3|alibaba-small|Prometheus", "prompt": "c129-m3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For Kubernetes & Microservices:** Start with **Prometheus + Grafana**."}, {"id": "mai-20260917-0922-baseline|c129-m3|alibaba-small|Zabbix", "prompt": "c129-m3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For Budget-Constrained Self-Hosting:** Opt for **Zabbix** or **Prometheus**."}, {"id": "mai-20260917-0922-baseline|c129-m3|alibaba-small|Nagios", "prompt": "c129-m3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Nagios", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Outdated interface; limited out-of-box features for modern stacks"}, {"id": "mai-20260917-0922-baseline|c129-m3|alibaba-small|Icinga", "prompt": "c129-m3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Icinga", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modular architecture; API-first; active community | Smaller ecosystem than Nagios"}, {"id": "mai-20260917-0922-baseline|c129-m3|alibaba-small|New Relic", "prompt": "c129-m3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong application-performance context; unified dashboards | Pricing can be opaque at high data volumes"}, {"id": "mai-20260917-0922-baseline|c129-m3|alibaba-small|Dynatrace", "prompt": "c129-m3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For Large Enterprises Needing Automation:** Consider **Dynatrace** for AI-powered observability."}, {"id": "mai-20260917-0922-baseline|c129-m3|alibaba-small|Site24x7", "prompt": "c129-m3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For Small Business Ease:** Evaluate **Site24x7**"}, {"id": "mai-20260917-0922-baseline|c129-m3|alibaba-small|LogicMonitor", "prompt": "c129-m3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "LogicMonitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Auto-discovery; strong network monitoring | Higher entry cost; may be overkill for small setups"}, {"id": "mai-20260917-0922-baseline|c129-m3|alibaba-small|Grafana", "prompt": "c129-m3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Start with **Prometheus + Grafana**. Add Loki for logs if needed."}, {"id": "mai-20260917-0922-baseline|c129-m3|alibaba-small|UptimeRobot", "prompt": "c129-m3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "UptimeRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Evaluate **Site24x7** or **UptimeRobot** equivalents for simpler needs."}, {"id": "mai-20260917-0922-baseline|c129-m3|anthropic-small|Domotz", "prompt": "c129-m3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Domotz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "network-focused platforms like Domotz, PRTG, and Nagios excel at device-level monitoring"}, {"id": "mai-20260917-0922-baseline|c129-m3|anthropic-small|PRTG", "prompt": "c129-m3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "PRTG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "network-focused platforms like Domotz, PRTG, and Nagios"}, {"id": "mai-20260917-0922-baseline|c129-m3|anthropic-small|Nagios", "prompt": "c129-m3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Nagios", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their age reveals itself in their architecture, which is poorly suited for modern, dynamic infrastructure."}, {"id": "mai-20260917-0922-baseline|c129-m3|anthropic-small|Datadog", "prompt": "c129-m3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "full-stack observability platforms like Datadog and Dynatrace add application, log, and user experience monitoring"}, {"id": "mai-20260917-0922-baseline|c129-m3|anthropic-small|Dynatrace", "prompt": "c129-m3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "full-stack observability platforms like Datadog and Dynatrace"}, {"id": "mai-20260917-0922-baseline|c129-m3|anthropic-small|Data Infrastructure Insights", "prompt": "c129-m3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Data Infrastructure Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers a unified, AI-powered approach to hybrid infrastructure monitoring, with proactive insights and cost optimization."}, {"id": "mai-20260917-0922-baseline|c129-m3|anthropic-small|Grafana", "prompt": "c129-m3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "An open-source visualization and dashboarding layer that does not collect or store metrics itself"}, {"id": "mai-20260917-0922-baseline|c129-m3|anthropic-small|Zabbix", "prompt": "c129-m3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "their architecture, which is poorly suited for modern, dynamic infrastructure"}, {"id": "mai-20260917-0922-baseline|c129-m3|anthropic-small|Elastic", "prompt": "c129-m3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "An excellent choice for teams whose primary use case is powerful, search-driven log analytics"}, {"id": "mai-20260917-0922-baseline|c129-m3|challenger-small|Datadog", "prompt": "c129-m3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around SaaS**: **Datadog**."}, {"id": "mai-20260917-0922-baseline|c129-m3|challenger-small|Dynatrace", "prompt": "c129-m3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best automated enterprise troubleshooting**: **Dynatrace**."}, {"id": "mai-20260917-0922-baseline|c129-m3|challenger-small|New Relic", "prompt": "c129-m3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best app-first monitoring**: **New Relic** or **Datadog**."}, {"id": "mai-20260917-0922-baseline|c129-m3|challenger-small|Prometheus + Grafana", "prompt": "c129-m3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best open-source flexibility**: **Zabbix** or **Prometheus + Grafana**."}, {"id": "mai-20260917-0922-baseline|c129-m3|challenger-small|Zabbix", "prompt": "c129-m3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Open-source, self-hosted, and very flexible, but it requires more operational effort than SaaS tools."}, {"id": "mai-20260917-0922-baseline|c129-m3|challenger-small|PRTG", "prompt": "c129-m3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best network-first monitoring**: **PRTG**, **SolarWinds**, or **ManageEngine OpManager**."}, {"id": "mai-20260917-0922-baseline|c129-m3|challenger-small|SolarWinds Observability / NPM", "prompt": "c129-m3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "SolarWinds Observability / NPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong in network visibility and documentation"}, {"id": "mai-20260917-0922-baseline|c129-m3|challenger-small|LogicMonitor", "prompt": "c129-m3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "LogicMonitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Designed for cloud + on-prem environments with lower-touch discovery and monitoring."}, {"id": "mai-20260917-0922-baseline|c129-m3|challenger-small|Checkmk / Nagios / Icinga", "prompt": "c129-m3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Checkmk / Nagios / Icinga", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Powerful and extensible, but generally more hands-on and less “managed” than modern SaaS observability platforms."}, {"id": "mai-20260917-0922-baseline|c129-m3|challenger-small|ManageEngine OpManager", "prompt": "c129-m3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "ManageEngine OpManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best network-first monitoring**: **PRTG**, **SolarWinds**, or **ManageEngine OpManager**."}, {"id": "mai-20260917-0922-baseline|c129-m3|deepseek-small|Datadog", "prompt": "c129-m3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Full-stack observability fast, budget available, cloud-native** → **Datadog**"}, {"id": "mai-20260917-0922-baseline|c129-m3|deepseek-small|Prometheus + Grafana", "prompt": "c129-m3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Kubernetes-heavy, cost-conscious, technical team** → **Prometheus + Grafana**"}, {"id": "mai-20260917-0922-baseline|c129-m3|deepseek-small|Zabbix", "prompt": "c129-m3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Traditional on-prem/hybrid infra, no license budget** → **Zabbix**"}, {"id": "mai-20260917-0922-baseline|c129-m3|deepseek-small|Nagios", "prompt": "c129-m3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Nagios", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Config-heavy, notoriously complex to manage, and its architecture feels dated"}, {"id": "mai-20260917-0922-baseline|c129-m3|deepseek-small|New Relic", "prompt": "c129-m3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Legacy + modern mix, want unified platform and predictable pricing** → **New Relic**"}, {"id": "mai-20260917-0922-baseline|c129-m3|deepseek-small|Dynatrace", "prompt": "c129-m3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Enterprises needing AI-driven insights with minimal ops** → **Dynatrace**"}, {"id": "mai-20260917-0922-baseline|c129-m3|deepseek-small|Middleware", "prompt": "c129-m3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Middleware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Newer all-in-one alternatives positioning as lower-cost Datadog replacements"}, {"id": "mai-20260917-0922-baseline|c129-m3|deepseek-small|SigNoz", "prompt": "c129-m3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Newer all-in-one alternatives positioning as lower-cost Datadog replacements"}, {"id": "mai-20260917-0922-baseline|c129-m3|deepseek-small|Netdata", "prompt": "c129-m3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Netdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Newer all-in-one alternatives positioning as lower-cost Datadog replacements"}, {"id": "mai-20260917-0922-baseline|c129-m3|deepseek-small|LogicMonitor", "prompt": "c129-m3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "LogicMonitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Popular managed options, especially for NOC teams and network monitoring"}, {"id": "mai-20260917-0922-baseline|c129-m3|deepseek-small|PRTG", "prompt": "c129-m3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "PRTG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Popular managed options, especially for NOC teams and network monitoring"}, {"id": "mai-20260917-0922-baseline|c129-m3|deepseek-small|Site24x7", "prompt": "c129-m3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Popular managed options, especially for NOC teams and network monitoring"}, {"id": "mai-20260917-0922-baseline|c129-m3|deepseek-small|AWS CloudWatch", "prompt": "c129-m3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "AWS CloudWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Cloud-native built-ins — AWS CloudWatch, Azure Monitor, GCP Cloud Monitoring for cloud-specific estates"}, {"id": "mai-20260917-0922-baseline|c129-m3|deepseek-small|Azure Monitor", "prompt": "c129-m3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Azure Monitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Azure Monitor, GCP Cloud Monitoring for cloud-specific estates"}, {"id": "mai-20260917-0922-baseline|c129-m3|deepseek-small|GCP Cloud Monitoring", "prompt": "c129-m3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "GCP Cloud Monitoring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "GCP Cloud Monitoring for cloud-specific estates"}, {"id": "mai-20260917-0922-baseline|c129-m3|google-small|Datadog", "prompt": "c129-m3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog is a dominant player in modern cloud monitoring... **Prometheus** or **Datadog** are the industry standards."}, {"id": "mai-20260917-0922-baseline|c129-m3|google-small|Dynatrace", "prompt": "c129-m3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "designed specifically for large-scale enterprise environments... generally considered overkill for smaller startups"}, {"id": "mai-20260917-0922-baseline|c129-m3|google-small|Prometheus + Grafana", "prompt": "c129-m3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Prometheus (for metrics collection) and Grafana (for visualization) form the de facto industry standard."}, {"id": "mai-20260917-0922-baseline|c129-m3|google-small|New Relic", "prompt": "c129-m3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "an all-in-one platform focused on making it as easy as possible to correlate application health with the underlying infrastructure"}, {"id": "mai-20260917-0922-baseline|c129-m3|google-small|Zabbix", "prompt": "c129-m3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "enterprise-class, open-source monitoring platform designed primarily for hybrid infrastructure, physical data centers"}, {"id": "mai-20260917-0922-baseline|c129-m3|google-small|LogicMonitor", "prompt": "c129-m3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "LogicMonitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**LogicMonitor** or **Zabbix** are far better suited to understand hardware-level telemetry."}, {"id": "mai-20260917-0922-baseline|c129-m3|google-small|Instana", "prompt": "c129-m3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Instana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**High Automation (Dynatrace, Instana):**"}, {"id": "mai-20260917-0922-baseline|c129-m3|meta-small|Datadog", "prompt": "c129-m3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Datadog is a cloud-based tool with full-stack observability and real-time analytics"}, {"id": "mai-20260917-0922-baseline|c129-m3|meta-small|New Relic", "prompt": "c129-m3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Datadog, New Relic, Prometheus"}, {"id": "mai-20260917-0922-baseline|c129-m3|meta-small|Prometheus", "prompt": "c129-m3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Prometheus is an open-source tool with powerful monitoring capabilities"}, {"id": "mai-20260917-0922-baseline|c129-m3|meta-small|Dotcom-Monitor", "prompt": "c129-m3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dotcom-Monitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Dotcom-Monitor, Site24x7, Zabbix"}, {"id": "mai-20260917-0922-baseline|c129-m3|meta-small|Site24x7", "prompt": "c129-m3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dotcom-Monitor, Site24x7, Zabbix"}, {"id": "mai-20260917-0922-baseline|c129-m3|meta-small|Zabbix", "prompt": "c129-m3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Site24x7, Zabbix, LogicMonitor"}, {"id": "mai-20260917-0922-baseline|c129-m3|meta-small|LogicMonitor", "prompt": "c129-m3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "LogicMonitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zabbix, LogicMonitor, Icinga, and Nagios XI"}, {"id": "mai-20260917-0922-baseline|c129-m3|meta-small|Icinga", "prompt": "c129-m3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Icinga", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "LogicMonitor, Icinga, and Nagios XI"}, {"id": "mai-20260917-0922-baseline|c129-m3|meta-small|Nagios XI", "prompt": "c129-m3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Nagios XI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Icinga, and Nagios XI"}, {"id": "mai-20260917-0922-baseline|c129-m3|minimax-small|Datadog", "prompt": "c129-m3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Cloud-native with containers**: Datadog"}, {"id": "mai-20260917-0922-baseline|c129-m3|minimax-small|Dynatrace", "prompt": "c129-m3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enterprise with budget**: Dynatrace"}, {"id": "mai-20260917-0922-baseline|c129-m3|minimax-small|Prometheus", "prompt": "c129-m3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Teams with engineering capacity**: Prometheus + Grafana"}, {"id": "mai-20260917-0922-baseline|c129-m3|minimax-small|Zabbix", "prompt": "c129-m3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hybrid environments**: Motadata ObserveOps, Zabbix"}, {"id": "mai-20260917-0922-baseline|c129-m3|minimax-small|Grafana", "prompt": "c129-m3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Grafana | Great visualizations | Needs data source"}, {"id": "mai-20260917-0922-baseline|c129-m3|minimax-small|Nagios XI", "prompt": "c129-m3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Nagios XI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Nagios XI** | Commercial | Enterprise infrastructure monitoring"}, {"id": "mai-20260917-0922-baseline|c129-m3|minimax-small|New Relic", "prompt": "c129-m3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**New Relic** | SaaS | Application performance monitoring"}, {"id": "mai-20260917-0922-baseline|c129-m3|minimax-small|LibreNMS", "prompt": "c129-m3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "LibreNMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**LibreNMS** | Open-source | Network monitoring"}, {"id": "mai-20260917-0922-baseline|c129-m3|minimax-small|Motadata ObserveOps", "prompt": "c129-m3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Motadata ObserveOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Hybrid environments**: Motadata ObserveOps, Zabbix"}, {"id": "mai-20260917-0922-baseline|c129-m3|minimax-small|Middleware", "prompt": "c129-m3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Middleware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Predictable cost**: Middleware (mentioned as strong all-in-one)"}, {"id": "mai-20260917-0922-baseline|c129-m3|mistral-small|Datadog", "prompt": "c129-m3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for cloud-native environments with containers and managed services. Offers the widest integration catalog"}, {"id": "mai-20260917-0922-baseline|c129-m3|mistral-small|New Relic", "prompt": "c129-m3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in application performance monitoring (APM) and full-stack observability"}, {"id": "mai-20260917-0922-baseline|c129-m3|mistral-small|Prometheus", "prompt": "c129-m3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A powerful open-source option, especially for teams with engineering capacity"}, {"id": "mai-20260917-0922-baseline|c129-m3|mistral-small|Zabbix", "prompt": "c129-m3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for teams prioritizing cost savings and flexibility"}, {"id": "mai-20260917-0922-baseline|c129-m3|mistral-small|Dynatrace", "prompt": "c129-m3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for large, complex environments but can be expensive"}, {"id": "mai-20260917-0922-baseline|c129-m3|mistral-small|Grafana Cloud", "prompt": "c129-m3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good for teams already using Grafana and wanting a scalable, cost-effective solution"}, {"id": "mai-20260917-0922-baseline|c129-m3|mistral-small|Splunk Infrastructure Monitoring", "prompt": "c129-m3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Splunk Infrastructure Monitoring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong in log analysis and real-time monitoring"}, {"id": "mai-20260917-0922-baseline|c129-m3|mistral-small|Netdata", "prompt": "c129-m3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Netdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Known for real-time, per-second granularity and simple per-node pricing"}, {"id": "mai-20260917-0922-baseline|c129-m3|mistral-small|Site24x7", "prompt": "c129-m3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cloud-based, all-in-one monitoring with strong network and server monitoring features"}, {"id": "mai-20260917-0922-baseline|c129-m3|mistral-small|Icinga/Nagios XI", "prompt": "c129-m3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Icinga/Nagios XI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Traditional, open-source options focused on availability and alerting"}, {"id": "mai-20260917-0922-baseline|c129-m3|moonshot-small|Datadog", "prompt": "c129-m3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Datadog** when you need APM and logs in the same pane and can afford it"}, {"id": "mai-20260917-0922-baseline|c129-m3|moonshot-small|Prometheus + Grafana", "prompt": "c129-m3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Prometheus+Grafana** for cloud-native/Kubernetes environments with strong technical teams"}, {"id": "mai-20260917-0922-baseline|c129-m3|moonshot-small|Zabbix", "prompt": "c129-m3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose Zabbix** if you have infrastructure-heavy or hybrid estates where budget and data control matter"}, {"id": "mai-20260917-0922-baseline|c129-m3|moonshot-small|Nagios/Nagios XI", "prompt": "c129-m3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Nagios/Nagios XI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Dated architecture; Core is basic, XI is commercial - Only use where it already exists and works"}, {"id": "mai-20260917-0922-baseline|c129-m3|moonshot-small|New Relic", "prompt": "c129-m3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Application-centric organizations"}, {"id": "mai-20260917-0922-baseline|c129-m3|moonshot-small|Dynatrace", "prompt": "c129-m3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Choose Dynatrace** for large enterprises wanting AI-powered insights with minimal setup effort"}, {"id": "mai-20260917-0922-baseline|c129-m3|moonshot-small|SigNoz", "prompt": "c129-m3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Teams wanting OpenTelemetry-native observability"}, {"id": "mai-20260917-0922-baseline|c129-m3|openai-small|Datadog", "prompt": "c129-m3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**All-in-one SaaS with broad coverage:** **Datadog**"}, {"id": "mai-20260917-0922-baseline|c129-m3|openai-small|Dynatrace", "prompt": "c129-m3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enterprise AI-driven root cause analysis:** **Dynatrace**"}, {"id": "mai-20260917-0922-baseline|c129-m3|openai-small|Prometheus", "prompt": "c129-m3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Open source + metrics-first + Kubernetes-friendly:** **Prometheus**"}, {"id": "mai-20260917-0922-baseline|c129-m3|openai-small|Grafana Cloud / Grafana stack", "prompt": "c129-m3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Grafana Cloud / Grafana stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Flexible dashboards/visualization:** **Grafana**"}, {"id": "mai-20260917-0922-baseline|c129-m3|openai-small|Zabbix", "prompt": "c129-m3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Traditional self-hosted infrastructure monitoring:** **Zabbix**"}, {"id": "mai-20260917-0922-baseline|c129-m3|openai-small|New Relic", "prompt": "c129-m3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Teams that want application + infrastructure observability in a SaaS platform"}, {"id": "mai-20260917-0922-baseline|c129-m3|xai-small|Datadog", "prompt": "c129-m3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most frequently top-ranked are **Datadog**... Cloud-heavy? Go Datadog/Dynatrace."}, {"id": "mai-20260917-0922-baseline|c129-m3|xai-small|New Relic", "prompt": "c129-m3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Generous free tier (100GB/mo), strong correlations, entity-focused views | User-based fees add up"}, {"id": "mai-20260917-0922-baseline|c129-m3|xai-small|Dynatrace", "prompt": "c129-m3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "under Observability Platforms, where Dynatrace leads... Cloud-heavy? Go Datadog/Dynatrace."}, {"id": "mai-20260917-0922-baseline|c129-m3|xai-small|Prometheus (often with Grafana)", "prompt": "c129-m3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus (often with Grafana)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget/tinkering? Prometheus/Zabbix"}, {"id": "mai-20260917-0922-baseline|c129-m3|xai-small|Zabbix", "prompt": "c129-m3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Unlimited hosts/metrics/alerts, agent/agentless, template library | Dated UI"}, {"id": "mai-20260917-0922-baseline|c129-m3|xai-small|Nagios XI", "prompt": "c129-m3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Nagios XI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like Nagios XI, Netdata, Site24x7, LogicMonitor, and SolarWinds NPM appear consistently but rank lower"}, {"id": "mai-20260917-0922-baseline|c129-m3|xai-small|Netdata", "prompt": "c129-m3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Netdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "appear consistently but rank lower for broad use cases"}, {"id": "mai-20260917-0922-baseline|c129-m3|xai-small|Site24x7", "prompt": "c129-m3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "appear consistently but rank lower for broad use cases"}, {"id": "mai-20260917-0922-baseline|c129-m3|xai-small|LogicMonitor", "prompt": "c129-m3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "LogicMonitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "appear consistently but rank lower for broad use cases"}, {"id": "mai-20260917-0922-baseline|c129-m3|xai-small|SolarWinds NPM", "prompt": "c129-m3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "SolarWinds NPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Network-Focused | SolarWinds, PRTG"}, {"id": "mai-20260917-0922-baseline|c129-m3|xai-small|PRTG", "prompt": "c129-m3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "PRTG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Network-Focused | SolarWinds, PRTG"}, {"id": "mai-20260917-0922-baseline|c129-m3|zai-small|Datadog", "prompt": "c129-m3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Want instant setup, full‑stack observability, and don't mind per‑host cost | **Datadog**"}, {"id": "mai-20260917-0922-baseline|c129-m3|zai-small|Dynatrace", "prompt": "c129-m3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need AI‑driven root‑cause and enterprise‑grade automation | **Dynatrace**"}, {"id": "mai-20260917-0922-baseline|c129-m3|zai-small|New Relic", "prompt": "c129-m3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want a unified telemetry platform with a generous free tier | **New Relic**"}, {"id": "mai-20260917-0922-baseline|c129-m3|zai-small|Zabbix", "prompt": "c129-m3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prefer self‑hosting, open‑source, and control over data | **Zabbix** or **Prometheus + Grafana**"}, {"id": "mai-20260917-0922-baseline|c129-m3|zai-small|Prometheus", "prompt": "c129-m3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prometheus + Grafana** together form the de‑facto open‑source observability stack"}, {"id": "mai-20260917-0922-baseline|c129-m3|zai-small|Grafana", "prompt": "c129-m3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prometheus scrapes metrics, Grafana visualizes them"}, {"id": "mai-20260917-0922-baseline|c129-m3|zai-small|Nagios XI", "prompt": "c129-m3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Nagios XI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prefer a classic plugin‑driven approach | **Nagios** (XI for UI, Core for simplicity)"}, {"id": "mai-20260917-0922-baseline|c129-m3|zai-small|LibreNMS", "prompt": "c129-m3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "LibreNMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Focus on network gear and SNMP monitoring | **LibreNMS**"}, {"id": "mai-20260917-0922-baseline|c129-m3|zai-small|Middleware", "prompt": "c129-m3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Middleware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Need AI‑powered observability at predictable cost | **Middleware**"}, {"id": "mai-20260917-0922-baseline|c129-m3|zai-small|Motadata ObserveOps", "prompt": "c129-m3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Motadata ObserveOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Want to monitor hybrid infra with one correlated view | **Motadata ObserveOps**"}, {"id": "mai-20260917-0922-baseline|c129-m3|zai-small|PRTG", "prompt": "c129-m3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "PRTG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SMBs wanting simplicity with minimal ops overhead** | PRTG, WhatsUp Gold"}, {"id": "mai-20260917-0922-baseline|c129-m3|zai-small|WhatsUp Gold", "prompt": "c129-m3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "WhatsUp Gold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SMBs wanting simplicity with minimal ops overhead** | PRTG, WhatsUp Gold"}, {"id": "mai-20260917-0922-baseline|c129-m4|alibaba-small|Zabbix", "prompt": "c129-m4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Gold Standard: Zabbix ... Zabbix is the industry leader for $0-cost monitoring."}, {"id": "mai-20260917-0922-baseline|c129-m4|alibaba-small|Prometheus", "prompt": "c129-m4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Modern/Cloud-Native Choice: Prometheus + Grafana ... this is the standard stack"}, {"id": "mai-20260917-0922-baseline|c129-m4|alibaba-small|Grafana", "prompt": "c129-m4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent visualization via Grafana; industry-standard for DevOps"}, {"id": "mai-20260917-0922-baseline|c129-m4|alibaba-small|Checkmk (Raw Edition)", "prompt": "c129-m4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Checkmk (Raw Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Checkmk offers a fantastic balance between the complexity of Zabbix and the simplicity of commercial tools."}, {"id": "mai-20260917-0922-baseline|c129-m4|alibaba-small|LibreNMS", "prompt": "c129-m4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "LibreNMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "LibreNMS is often superior to Zabbix ... Best auto-discovery for networks."}, {"id": "mai-20260917-0922-baseline|c129-m4|alibaba-small|Observium", "prompt": "c129-m4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Observium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "It is a fork of Observium but maintained by the community."}, {"id": "mai-20260917-0922-baseline|c129-m4|anthropic-small|Prometheus", "prompt": "c129-m4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have strong engineering talent, investing time in open-source solutions like Prometheus + Grafana can provide excellent monitoring at minimal direct cost."}, {"id": "mai-20260917-0922-baseline|c129-m4|anthropic-small|Grafana", "prompt": "c129-m4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often paired with Prometheus, it's a free visualization and dashboarding platform"}, {"id": "mai-20260917-0922-baseline|c129-m4|anthropic-small|Nagios Core", "prompt": "c129-m4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Nagios Core", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A free, open-source monitoring system that's been around for a long time with good community support."}, {"id": "mai-20260917-0922-baseline|c129-m4|anthropic-small|Zabbix", "prompt": "c129-m4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "An open-source monitoring platform that can handle infrastructure, applications, and networks without licensing costs."}, {"id": "mai-20260917-0922-baseline|c129-m4|anthropic-small|New Relic", "prompt": "c129-m4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a commercial solution with a generous free tier (like New Relic or Datadog) might be more cost-effective overall"}, {"id": "mai-20260917-0922-baseline|c129-m4|anthropic-small|Datadog", "prompt": "c129-m4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a commercial solution with a generous free tier (like New Relic or Datadog) might be more cost-effective overall"}, {"id": "mai-20260917-0922-baseline|c129-m4|anthropic-small|LibreNMS", "prompt": "c129-m4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "LibreNMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A free, open-source network and infrastructure monitoring tool."}, {"id": "mai-20260917-0922-baseline|c129-m4|challenger-small|Zabbix", "prompt": "c129-m4", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zabbix** is the best overall budget pick when engineering time is available"}, {"id": "mai-20260917-0922-baseline|c129-m4|challenger-small|Site24x7", "prompt": "c129-m4", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Site24x7** is the best budget-friendly managed option when you want less maintenance"}, {"id": "mai-20260917-0922-baseline|c129-m4|challenger-small|UptimeRobot", "prompt": "c129-m4", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "UptimeRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lightweight and affordable, especially for startups and SMBs focused on checks"}, {"id": "mai-20260917-0922-baseline|c129-m4|challenger-small|Prometheus + Grafana", "prompt": "c129-m4", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Open-source and flexible, but it costs more in engineering time to maintain."}, {"id": "mai-20260917-0922-baseline|c129-m4|challenger-small|PRTG", "prompt": "c129-m4", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "PRTG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the free tier is limited and scaling can become pricier than open-source"}, {"id": "mai-20260917-0922-baseline|c129-m4|deepseek-small|Netdata", "prompt": "c129-m4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick the single best tool for a budget-constrained company, it's **Netdata**."}, {"id": "mai-20260917-0922-baseline|c129-m4|deepseek-small|Prometheus + Grafana", "prompt": "c129-m4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prometheus + Grafana** gives you the best free, self-hosted solution"}, {"id": "mai-20260917-0922-baseline|c129-m4|deepseek-small|Zabbix", "prompt": "c129-m4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for skilled Linux teams wanting a highly customizable, all-in-one monitoring suite"}, {"id": "mai-20260917-0922-baseline|c129-m4|deepseek-small|Nagios Core", "prompt": "c129-m4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Nagios Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Long-established, deep customization for mixed environments"}, {"id": "mai-20260917-0922-baseline|c129-m4|deepseek-small|UptimeRobot", "prompt": "c129-m4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "UptimeRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "free tier: 50 monitors at 5-minute check intervals** - Perfect for basic needs and very small operations"}, {"id": "mai-20260917-0922-baseline|c129-m4|deepseek-small|CloudWatch", "prompt": "c129-m4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "CloudWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Your built-in cloud monitoring (CloudWatch, Azure Monitor) is essentially free"}, {"id": "mai-20260917-0922-baseline|c129-m4|deepseek-small|Azure Monitor", "prompt": "c129-m4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Azure Monitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Your built-in cloud monitoring (CloudWatch, Azure Monitor) is essentially free"}, {"id": "mai-20260917-0922-baseline|c129-m4|google-small|New Relic", "prompt": "c129-m4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "New Relic (Best All-in-One SaaS Free Tier)"}, {"id": "mai-20260917-0922-baseline|c129-m4|google-small|Datadog", "prompt": "c129-m4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "competitors like Datadog (which limits you to a strict host count on its free tier)"}, {"id": "mai-20260917-0922-baseline|c129-m4|google-small|Grafana Cloud", "prompt": "c129-m4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Grafana Cloud (Best for Future-Proofing)"}, {"id": "mai-20260917-0922-baseline|c129-m4|google-small|Zabbix", "prompt": "c129-m4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zabbix (Best for Traditional, Mixed, or On-Premise Infrastructure)"}, {"id": "mai-20260917-0922-baseline|c129-m4|google-small|Prometheus + Grafana", "prompt": "c129-m4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Modern Cloud-Native & Kubernetes"}, {"id": "mai-20260917-0922-baseline|c129-m4|google-small|Netdata", "prompt": "c129-m4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Netdata (Best for Instant, Real-Time Monitoring)"}, {"id": "mai-20260917-0922-baseline|c129-m4|google-small|Uptime Kuma", "prompt": "c129-m4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Uptime Kuma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "use **Uptime Kuma**. It is a gorgeous, lightweight, self-hosted uptime monitor"}, {"id": "mai-20260917-0922-baseline|c129-m4|meta-small|Zabbix", "prompt": "c129-m4", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best infrastructure monitoring tool for a company with a limited budget is likely to be Zabbix"}, {"id": "mai-20260917-0922-baseline|c129-m4|meta-small|ManageEngine OpManager", "prompt": "c129-m4", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "ManageEngine OpManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "suitable for mid-sized teams on a fixed budget"}, {"id": "mai-20260917-0922-baseline|c129-m4|meta-small|Freshping", "prompt": "c129-m4", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Freshping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "which is free and reliable for simple uptime monitoring"}, {"id": "mai-20260917-0922-baseline|c129-m4|minimax-small|Zabbix", "prompt": "c129-m4", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have technical skills**: Go with **Zabbix** - it's completely free with no limits"}, {"id": "mai-20260917-0922-baseline|c129-m4|minimax-small|Paessler PRTG", "prompt": "c129-m4", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Paessler PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need simplicity**: **Paessler PRTG** free tier is great for small environments"}, {"id": "mai-20260917-0922-baseline|c129-m4|minimax-small|Netdata", "prompt": "c129-m4", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Netdata** offers excellent free features"}, {"id": "mai-20260917-0922-baseline|c129-m4|minimax-small|ManageEngine OpManager", "prompt": "c129-m4", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "ManageEngine OpManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: SMBs needing comprehensive monitoring on a budget"}, {"id": "mai-20260917-0922-baseline|c129-m4|mistral-small|Zabbix", "prompt": "c129-m4", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have engineering time but no budget, **Zabbix** is the most comprehensive free option."}, {"id": "mai-20260917-0922-baseline|c129-m4|mistral-small|Prometheus", "prompt": "c129-m4", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For Kubernetes-centric environments, **Prometheus** is a strong choice."}, {"id": "mai-20260917-0922-baseline|c129-m4|mistral-small|Netdata", "prompt": "c129-m4", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a balance of ease and features, consider **Netdata** or **SigNoz**."}, {"id": "mai-20260917-0922-baseline|c129-m4|mistral-small|SigNoz", "prompt": "c129-m4", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a balance of ease and features, consider **Netdata** or **SigNoz**."}, {"id": "mai-20260917-0922-baseline|c129-m4|moonshot-small|Zabbix", "prompt": "c129-m4", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zabbix** is generally the best all-around choice"}, {"id": "mai-20260917-0922-baseline|c129-m4|moonshot-small|Prometheus + Grafana", "prompt": "c129-m4", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "may be better if you're heavily cloud-native"}, {"id": "mai-20260917-0922-baseline|c129-m4|moonshot-small|Nagios Core", "prompt": "c129-m4", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Nagios Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simple Setups: Nagios Core"}, {"id": "mai-20260917-0922-baseline|c129-m4|openai-small|Prometheus", "prompt": "c129-m4", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prometheus + Grafana** is often the best budget-friendly choice"}, {"id": "mai-20260917-0922-baseline|c129-m4|openai-small|Grafana", "prompt": "c129-m4", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Grafana** makes dashboards and alerting very flexible"}, {"id": "mai-20260917-0922-baseline|c129-m4|openai-small|Zabbix", "prompt": "c129-m4", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zabbix** — good if you want a more traditional all-in-one monitoring platform"}, {"id": "mai-20260917-0922-baseline|c129-m4|openai-small|Netdata", "prompt": "c129-m4", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Netdata** — very fast to deploy, excellent for real-time host monitoring"}, {"id": "mai-20260917-0922-baseline|c129-m4|openai-small|Datadog", "prompt": "c129-m4", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "excellent but usually **not** best for a tight budget"}, {"id": "mai-20260917-0922-baseline|c129-m4|openai-small|New Relic", "prompt": "c129-m4", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "excellent but usually **not** best for a tight budget"}, {"id": "mai-20260917-0922-baseline|c129-m4|openai-small|Dynatrace", "prompt": "c129-m4", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "excellent but usually **not** best for a tight budget"}, {"id": "mai-20260917-0922-baseline|c129-m4|openai-small|Checkmk", "prompt": "c129-m4", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Checkmk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Checkmk** — solid middle ground, especially for mixed infrastructure"}, {"id": "mai-20260917-0922-baseline|c129-m4|xai-small|Zabbix", "prompt": "c129-m4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zabbix (Strongest Overall Pick for Limited Budgets)"}, {"id": "mai-20260917-0922-baseline|c129-m4|xai-small|Prometheus (with Grafana)", "prompt": "c129-m4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus (with Grafana)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If Kubernetes-heavy, go Prometheus"}, {"id": "mai-20260917-0922-baseline|c129-m4|xai-small|Grafana", "prompt": "c129-m4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "stunning dashboards via free Grafana"}, {"id": "mai-20260917-0922-baseline|c129-m4|xai-small|Nagios Core", "prompt": "c129-m4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Nagios Core", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Dated UI, manual config heavy—less ideal for growth."}, {"id": "mai-20260917-0922-baseline|c129-m4|xai-small|Icinga 2", "prompt": "c129-m4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Icinga 2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Nagios Core (or Fork Icinga 2)"}, {"id": "mai-20260917-0922-baseline|c129-m4|xai-small|Netdata", "prompt": "c129-m4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Netdata: Zero-config, real-time monitoring. Free agent + free cloud tier for small fleets."}, {"id": "mai-20260917-0922-baseline|c129-m4|xai-small|SigNoz", "prompt": "c129-m4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SigNoz or Uptrace: OpenTelemetry-native, free self-hosted for full observability"}, {"id": "mai-20260917-0922-baseline|c129-m4|xai-small|Uptrace", "prompt": "c129-m4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SigNoz or Uptrace: OpenTelemetry-native, free self-hosted"}, {"id": "mai-20260917-0922-baseline|c129-m4|xai-small|New Relic", "prompt": "c129-m4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Hosted free tiers: New Relic (100GB/month free)"}, {"id": "mai-20260917-0922-baseline|c129-m4|xai-small|Grafana Cloud", "prompt": "c129-m4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Grafana Cloud (usage-based after free)"}, {"id": "mai-20260917-0922-baseline|c129-m4|zai-small|Zabbix", "prompt": "c129-m4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zabbix** — Best Overall for Most Companies"}, {"id": "mai-20260917-0922-baseline|c129-m4|zai-small|Nagios Core", "prompt": "c129-m4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Nagios Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Nagios Core** — Best for Simple, Reliable Monitoring"}, {"id": "mai-20260917-0922-baseline|c129-m4|zai-small|Prometheus + Grafana", "prompt": "c129-m4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cloud-Native & Modern Environments"}, {"id": "mai-20260917-0922-baseline|c129-m4|zai-small|Netdata", "prompt": "c129-m4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with **Zabbix** or **Netdata** for a free, feature-rich solution"}, {"id": "mai-20260917-0922-baseline|c129-m4|zai-small|Paessler PRTG", "prompt": "c129-m4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Paessler PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prefers a low-cost, managed solution with support | **PRTG**"}, {"id": "mai-20260917-0922-baseline|c129-m4|zai-small|ManageEngine OpManager", "prompt": "c129-m4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "ManageEngine OpManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "~$500/year (varies by node count) | Broad coverage, good for SMBs"}, {"id": "mai-20260917-0922-baseline|c129-m4|zai-small|Middleware", "prompt": "c129-m4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Middleware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "~$0.30/GB after 14-day free trial | Affordable for growing fleets"}, {"id": "mai-20260917-0922-baseline|c129-m5|alibaba-small|Datadog", "prompt": "c129-m5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Tier Candidates to Evaluate:** Datadog, New Relic, Dynatrace."}, {"id": "mai-20260917-0922-baseline|c129-m5|alibaba-small|Dynatrace", "prompt": "c129-m5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Top Tier Candidates to Evaluate:** Datadog, New Relic, Dynatrace."}, {"id": "mai-20260917-0922-baseline|c129-m5|alibaba-small|Elastic", "prompt": "c129-m5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SaaS (Software as a Service):** (e.g., Datadog, Dynatrace, Elastic)"}, {"id": "mai-20260917-0922-baseline|c129-m5|alibaba-small|Prometheus + Grafana", "prompt": "c129-m5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Only choose this if you have a specialized Infrastructure Engineering team whose primary job is keeping the monitoring system running."}, {"id": "mai-20260917-0922-baseline|c129-m5|alibaba-small|Zabbix", "prompt": "c129-m5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Self-Hosted / Open Source:** (e.g., Prometheus + Grafana, Zabbix) ... Requires dedicated DevOps/SRE expertise"}, {"id": "mai-20260917-0922-baseline|c129-m5|alibaba-small|New Relic", "prompt": "c129-m5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Top Tier Candidates to Evaluate:** Datadog, New Relic, Dynatrace."}, {"id": "mai-20260917-0922-baseline|c129-m5|alibaba-small|Grafana Cloud", "prompt": "c129-m5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Value-Oriented Alternatives:** Grafana Cloud, Coralogix, AppDynamics."}, {"id": "mai-20260917-0922-baseline|c129-m5|alibaba-small|Coralogix", "prompt": "c129-m5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Coralogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Value-Oriented Alternatives:** Grafana Cloud, Coralogix, AppDynamics."}, {"id": "mai-20260917-0922-baseline|c129-m5|alibaba-small|AppDynamics", "prompt": "c129-m5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "AppDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Value-Oriented Alternatives:** Grafana Cloud, Coralogix, AppDynamics."}, {"id": "mai-20260917-0922-baseline|c129-m5|deepseek-small|Datadog", "prompt": "c129-m5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Per-host models (Datadog-style):** base infra ~$15–27/host/month, then APM, logs... Hidden costs can compound 3–100×"}, {"id": "mai-20260917-0922-baseline|c129-m5|deepseek-small|New Relic", "prompt": "c129-m5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Per-GB ingest models (New Relic-style):** predictable but user-seat and data-volume sensitive."}, {"id": "mai-20260917-0922-baseline|c129-m5|deepseek-small|Dynatrace", "prompt": "c129-m5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Shortlist the usual suspects** — Datadog, New Relic, Dynatrace, LogicMonitor"}, {"id": "mai-20260917-0922-baseline|c129-m5|deepseek-small|LogicMonitor", "prompt": "c129-m5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "LogicMonitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist the usual suspects — Datadog, New Relic, Dynatrace, LogicMonitor, Grafana/Prometheus"}, {"id": "mai-20260917-0922-baseline|c129-m5|deepseek-small|Grafana/Prometheus", "prompt": "c129-m5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Grafana/Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Grafana/Prometheus (open-source), Zabbix, PRTG"}, {"id": "mai-20260917-0922-baseline|c129-m5|deepseek-small|Zabbix", "prompt": "c129-m5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Grafana/Prometheus (open-source), Zabbix, PRTG"}, {"id": "mai-20260917-0922-baseline|c129-m5|deepseek-small|PRTG", "prompt": "c129-m5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "PRTG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Grafana/Prometheus (open-source), Zabbix, PRTG"}, {"id": "mai-20260917-0922-baseline|c129-m5|google-small|Datadog", "prompt": "c129-m5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Watch out for tools (like Datadog) that charge heavily for \"custom metrics.\"... **Extremely expensive** and complex billing."}, {"id": "mai-20260917-0922-baseline|c129-m5|google-small|Prometheus", "prompt": "c129-m5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "A \"free\" open-source tool (like self-hosted Prometheus and Grafana) is not free."}, {"id": "mai-20260917-0922-baseline|c129-m5|google-small|Grafana", "prompt": "c129-m5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "A \"free\" open-source tool (like self-hosted Prometheus and Grafana) is not free."}, {"id": "mai-20260917-0922-baseline|c129-m5|google-small|New Relic", "prompt": "c129-m5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Extremely expensive** and complex billing. Easy to get \"locked-in.\""}, {"id": "mai-20260917-0922-baseline|c129-m5|google-small|Dynatrace", "prompt": "c129-m5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Extremely expensive** and complex billing. Easy to get \"locked-in.\""}, {"id": "mai-20260917-0922-baseline|c129-m5|google-small|Grafana Cloud", "prompt": "c129-m5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Built on top of open-source standards (Prometheus, OpenTelemetry). Highly customizable, great for Kubernetes."}, {"id": "mai-20260917-0922-baseline|c129-m5|google-small|Logz.io", "prompt": "c129-m5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Logz.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open Standards & Managed SaaS | **Grafana Cloud, Logz.io, Chronosphere**"}, {"id": "mai-20260917-0922-baseline|c129-m5|google-small|Chronosphere", "prompt": "c129-m5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Chronosphere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Open Standards & Managed SaaS | **Grafana Cloud, Logz.io, Chronosphere**"}, {"id": "mai-20260917-0922-baseline|c129-m5|google-small|Honeycomb", "prompt": "c129-m5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Incredible for debugging complex, high-cardinality issues; simple, predictable pricing."}, {"id": "mai-20260917-0922-baseline|c129-m5|google-small|Better Stack", "prompt": "c129-m5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Honeycomb, Better Stack** | Incredible for debugging complex, high-cardinality issues; simple, predictable pricing."}, {"id": "mai-20260917-0922-baseline|c129-m5|meta-small|Dynatrace", "prompt": "c129-m5", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Dynatrace**: A comprehensive monitoring tool that offers unified telemetry and strong correlations."}, {"id": "mai-20260917-0922-baseline|c129-m5|meta-small|New Relic", "prompt": "c129-m5", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**New Relic**: A tool that provides a single platform for monitoring infrastructure, applications, and user experience."}, {"id": "mai-20260917-0922-baseline|c129-m5|meta-small|Zabbix", "prompt": "c129-m5", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Zabbix**: An open-source monitoring tool that offers flexibility and customization options."}, {"id": "mai-20260917-0922-baseline|c129-m5|meta-small|Motadata ObserveOps", "prompt": "c129-m5", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Motadata ObserveOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Motadata ObserveOps**: A tool that provides a correlated view of network, server, cloud, and application telemetry."}, {"id": "mai-20260917-0922-baseline|c129-m5|minimax-small|Datadog", "prompt": "c129-m5", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Datadog** – wide integration catalog, strong cloud-native"}, {"id": "mai-20260917-0922-baseline|c129-m5|minimax-small|Dynatrace", "prompt": "c129-m5", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Dynatrace** – strong auto-discovery and AI ops"}, {"id": "mai-20260917-0922-baseline|c129-m5|minimax-small|New Relic", "prompt": "c129-m5", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**New Relic** – unified telemetry (metrics, logs, traces)"}, {"id": "mai-20260917-0922-baseline|c129-m5|minimax-small|Zabbix", "prompt": "c129-m5", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Zabbix** – open-source, no license costs (budget engineering time)"}, {"id": "mai-20260917-0922-baseline|c129-m5|minimax-small|Splunk", "prompt": "c129-m5", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Splunk** – strong log analysis + infrastructure"}, {"id": "mai-20260917-0922-baseline|c129-m5|mistral-small|Datadog", "prompt": "c129-m5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Broad coverage, ease of use, strong integrations | Expensive at scale | Full-stack monitoring"}, {"id": "mai-20260917-0922-baseline|c129-m5|mistral-small|New Relic", "prompt": "c129-m5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "APM + infrastructure, good for DevOps | UI can feel cluttered"}, {"id": "mai-20260917-0922-baseline|c129-m5|mistral-small|Grafana Cloud", "prompt": "c129-m5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Open-source roots, cost-effective | Requires more setup"}, {"id": "mai-20260917-0922-baseline|c129-m5|mistral-small|Dynatrace", "prompt": "c129-m5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI-powered root cause analysis | Steep learning curve | Large enterprises"}, {"id": "mai-20260917-0922-baseline|c129-m5|mistral-small|Prometheus + Grafana", "prompt": "c129-m5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source, flexible | Requires more maintenance | Kubernetes-native teams"}, {"id": "mai-20260917-0922-baseline|c129-m5|mistral-small|Splunk", "prompt": "c129-m5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Logs + metrics, strong security/compliance | Expensive, complex licensing"}, {"id": "mai-20260917-0922-baseline|c129-m5|mistral-small|Elastic Observability", "prompt": "c129-m5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Unified logs/metrics/traces | Resource-intensive | Log-heavy environments"}, {"id": "mai-20260917-0922-baseline|c129-m5|moonshot-small|Datadog", "prompt": "c129-m5", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Datadog is excellent but expensive; consider it if you have complex multi-cloud needs and budget flexibility."}, {"id": "mai-20260917-0922-baseline|c129-m5|moonshot-small|New Relic", "prompt": "c129-m5", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**New Relic** or **Grafana Cloud** typically offer the best value at your scale."}, {"id": "mai-20260917-0922-baseline|c129-m5|moonshot-small|Grafana Cloud", "prompt": "c129-m5", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**New Relic** or **Grafana Cloud** typically offer the best value at your scale."}, {"id": "mai-20260917-0922-baseline|c129-m5|moonshot-small|Dynatrace", "prompt": "c129-m5", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Dynatrace** | AI-driven root cause analysis | $2,900+"}, {"id": "mai-20260917-0922-baseline|c129-m5|xai-small|Datadog", "prompt": "c129-m5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** - Best for cloud-native/hybrids; widest integrations."}, {"id": "mai-20260917-0922-baseline|c129-m5|xai-small|New Relic", "prompt": "c129-m5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**New Relic** - Unified observability; strong correlations. Good for full-stack."}, {"id": "mai-20260917-0922-baseline|c129-m5|xai-small|Dynatrace", "prompt": "c129-m5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dynatrace** - AI-driven root cause; enterprise-grade but scales down."}, {"id": "mai-20260917-0922-baseline|c129-m5|xai-small|Grafana", "prompt": "c129-m5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "alternatives like Grafana/Prometheus** (open-source stack) - If budget-tight, high customization."}, {"id": "mai-20260917-0922-baseline|c129-m5|xai-small|Prometheus", "prompt": "c129-m5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Grafana/Prometheus** (open-source stack) - If budget-tight, high customization."}, {"id": "mai-20260917-0922-baseline|c129-m5|xai-small|Splunk", "prompt": "c129-m5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Others**: Splunk (logs-heavy)"}, {"id": "mai-20260917-0922-baseline|c129-m5|xai-small|Zabbix", "prompt": "c129-m5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zabbix (free/on-prem)"}, {"id": "mai-20260917-0922-baseline|c129-m5|xai-small|Site24x7", "prompt": "c129-m5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Site24x7 (affordable SMB)"}, {"id": "mai-20260917-0922-baseline|c129-m5|xai-small|AppDynamics", "prompt": "c129-m5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "AppDynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AppDynamics"}, {"id": "mai-20260917-0922-baseline|c129-m6|alibaba-small|Datadog", "prompt": "c129-m6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like **Datadog** or **Dynatrace** are highly rated, but they use a per-host/per-agent pricing model."}, {"id": "mai-20260917-0922-baseline|c129-m6|alibaba-small|Dynatrace", "prompt": "c129-m6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like **Datadog** or **Dynatrace** are highly rated, but they use a per-host/per-agent pricing model."}, {"id": "mai-20260917-0922-baseline|c129-m6|alibaba-small|Nagios", "prompt": "c129-m6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Who to avoid:** Older, static monitoring platforms (like early versions of **Nagios** or basic configurations of **Zabbix**) when running at scale on **Kubernetes**."}, {"id": "mai-20260917-0922-baseline|c129-m6|alibaba-small|Zabbix", "prompt": "c129-m6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Who to avoid:** Older, static monitoring platforms (like early versions of **Nagios** or basic configurations of **Zabbix**)"}, {"id": "mai-20260917-0922-baseline|c129-m6|alibaba-small|Prometheus", "prompt": "c129-m6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "prefer tools with native Kubernetes support ... (e.g., **Prometheus** or **New Relic**'s K8s integration)\" but \"Setting up, securing, and scaling a self-hosted Prometheus/Grafana cluster\""}, {"id": "mai-20260917-0922-baseline|c129-m6|alibaba-small|New Relic", "prompt": "c129-m6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Better Alternative:** For containerized environments, prefer tools with native Kubernetes support ... (e.g., **Prometheus** or **New Relic**'s K8s integration)."}, {"id": "mai-20260917-0922-baseline|c129-m6|alibaba-small|Grafana", "prompt": "c129-m6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "open-source tools like **Prometheus** and **Grafana** are powerful and free, they are not free to run. They require significant human capital to manage."}, {"id": "mai-20260917-0922-baseline|c129-m6|challenger-small|Datadog", "prompt": "c129-m6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like **Datadog** and **Dynatrace** are often described as enterprise-grade, but their costs can rise quickly as infrastructure grows."}, {"id": "mai-20260917-0922-baseline|c129-m6|challenger-small|Dynatrace", "prompt": "c129-m6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their costs can rise quickly as infrastructure grows"}, {"id": "mai-20260917-0922-baseline|c129-m6|challenger-small|New Relic", "prompt": "c129-m6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its per-user model can limit broader access and make budgeting harder"}, {"id": "mai-20260917-0922-baseline|c129-m6|challenger-small|Zabbix", "prompt": "c129-m6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "called out as having **very high setup complexity** and requiring substantial time investment"}, {"id": "mai-20260917-0922-baseline|c129-m6|challenger-small|Pingdom", "prompt": "c129-m6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Pingdom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "such as **Pingdom** or **Checkly**, are not ideal if you need deep infrastructure or protocol-level checks"}, {"id": "mai-20260917-0922-baseline|c129-m6|challenger-small|Checkly", "prompt": "c129-m6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Checkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not ideal if you need deep infrastructure or protocol-level checks"}, {"id": "mai-20260917-0922-baseline|c129-m6|challenger-small|SolarWinds", "prompt": "c129-m6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "shortlist** for specific tools like Datadog, New Relic, Zabbix, SolarWinds, Prometheus, and Grafana"}, {"id": "mai-20260917-0922-baseline|c129-m6|challenger-small|Prometheus", "prompt": "c129-m6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "specific tools like Datadog, New Relic, Zabbix, SolarWinds, Prometheus, and Grafana"}, {"id": "mai-20260917-0922-baseline|c129-m6|challenger-small|Grafana", "prompt": "c129-m6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specific tools like Datadog, New Relic, Zabbix, SolarWinds, Prometheus, and Grafana"}, {"id": "mai-20260917-0922-baseline|c129-m6|deepseek-small|Datadog", "prompt": "c129-m6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The pricing is notoriously **opaque and unpredictable**... many users report \"bill shock\" at renewal."}, {"id": "mai-20260917-0922-baseline|c129-m6|deepseek-small|New Relic", "prompt": "c129-m6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users consistently report a **steep learning curve**, a **cluttered and overwhelming UI**, and **expensive scaling**"}, {"id": "mai-20260917-0922-baseline|c129-m6|deepseek-small|SolarWinds", "prompt": "c129-m6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Its **reputation was severely damaged** by the infamous **SolarWinds123 security breach**... complex setup... poor customer support"}, {"id": "mai-20260917-0922-baseline|c129-m6|deepseek-small|PRTG", "prompt": "c129-m6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "PRTG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Legacy \"All-in-One\" Suites (e.g., PRTG, ManageEngine, older Nagios versions)... deserve caution."}, {"id": "mai-20260917-0922-baseline|c129-m6|deepseek-small|ManageEngine", "prompt": "c129-m6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these tools represent the past generation of infrastructure monitoring and deserve caution"}, {"id": "mai-20260917-0922-baseline|c129-m6|deepseek-small|Nagios", "prompt": "c129-m6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "older Nagios versions)... rely on **outdated SNMP polling**"}, {"id": "mai-20260917-0922-baseline|c129-m6|deepseek-small|Sematext", "prompt": "c129-m6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Sematext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Evaluate \"value-for-money\" SaaS** like Sematext, Site24x7, or CloudZero"}, {"id": "mai-20260917-0922-baseline|c129-m6|deepseek-small|Site24x7", "prompt": "c129-m6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Evaluate \"value-for-money\" SaaS** like Sematext, Site24x7, or CloudZero"}, {"id": "mai-20260917-0922-baseline|c129-m6|deepseek-small|CloudZero", "prompt": "c129-m6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "CloudZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "CloudZero for cloud cost monitoring"}, {"id": "mai-20260917-0922-baseline|c129-m6|deepseek-small|Grafana", "prompt": "c129-m6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Grafana + Prometheus + Loki + Tempo (or Mimir) is the enterprise favorite and avoids license lock-in"}, {"id": "mai-20260917-0922-baseline|c129-m6|deepseek-small|Prometheus", "prompt": "c129-m6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Grafana + Prometheus + Loki + Tempo (or Mimir) is the enterprise favorite"}, {"id": "mai-20260917-0922-baseline|c129-m6|deepseek-small|Loki", "prompt": "c129-m6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Loki", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Grafana + Prometheus + Loki + Tempo (or Mimir)"}, {"id": "mai-20260917-0922-baseline|c129-m6|deepseek-small|Tempo", "prompt": "c129-m6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Tempo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Grafana + Prometheus + Loki + Tempo (or Mimir)"}, {"id": "mai-20260917-0922-baseline|c129-m6|google-small|Datadog", "prompt": "c129-m6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "its billing model is notoriously complex and punishing"}, {"id": "mai-20260917-0922-baseline|c129-m6|google-small|Dynatrace", "prompt": "c129-m6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Their licensing can be incredibly expensive for basic infrastructure workloads."}, {"id": "mai-20260917-0922-baseline|c129-m6|google-small|New Relic", "prompt": "c129-m6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "these are heavy enterprise tools... massive overkill"}, {"id": "mai-20260917-0922-baseline|c129-m6|google-small|Nagios (Nagios Core)", "prompt": "c129-m6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios (Nagios Core)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "When to avoid: If you use cloud platforms, Kubernetes, or auto-scaling groups."}, {"id": "mai-20260917-0922-baseline|c129-m6|google-small|Zabbix", "prompt": "c129-m6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Zabbix still demands a massive learning curve and significant administrative overhead"}, {"id": "mai-20260917-0922-baseline|c129-m6|google-small|AWS CloudWatch", "prompt": "c129-m6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "AWS CloudWatch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "exporting telemetry data out of AWS/Azure to a third-party tool incurs massive network data egress fees"}, {"id": "mai-20260917-0922-baseline|c129-m6|google-small|Azure Monitor", "prompt": "c129-m6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Azure Monitor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they lack user-friendly interfaces for complex, cross-platform dashboards"}, {"id": "mai-20260917-0922-baseline|c129-m6|google-small|SolarWinds Orion", "prompt": "c129-m6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "SolarWinds Orion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "the legacy on-premise Orion suite has been criticized for being clunky, expensive, and slow to modernize"}, {"id": "mai-20260917-0922-baseline|c129-m6|google-small|Prometheus", "prompt": "c129-m6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "you must be cautious of its lack of built-in long-term storage"}, {"id": "mai-20260917-0922-baseline|c129-m6|google-small|Checkmk", "prompt": "c129-m6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Checkmk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look at modern self-hosted alternatives like Checkmk or Netdata instead of legacy Nagios."}, {"id": "mai-20260917-0922-baseline|c129-m6|google-small|Netdata", "prompt": "c129-m6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Look at modern self-hosted alternatives like Checkmk or Netdata"}, {"id": "mai-20260917-0922-baseline|c129-m6|google-small|LGTM stack (Loki, Grafana, Tempo, Mimir)", "prompt": "c129-m6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "LGTM stack (Loki, Grafana, Tempo, Mimir)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Leverage the LGTM stack (Loki, Grafana, Tempo, Mimir) or Prometheus"}, {"id": "mai-20260917-0922-baseline|c129-m6|meta-small|Datadog", "prompt": "c129-m6", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Datadog and Dynatrace, which are enterprise-grade but expensive at scale."}, {"id": "mai-20260917-0922-baseline|c129-m6|meta-small|Dynatrace", "prompt": "c129-m6", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Datadog and Dynatrace, which are enterprise-grade but expensive at scale."}, {"id": "mai-20260917-0922-baseline|c129-m6|meta-small|Prometheus", "prompt": "c129-m6", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "powerful open-source options but require capacity to run and maintain"}, {"id": "mai-20260917-0922-baseline|c129-m6|meta-small|Zabbix", "prompt": "c129-m6", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful open-source options but require capacity to run and maintain"}, {"id": "mai-20260917-0922-baseline|c129-m6|meta-small|Middleware", "prompt": "c129-m6", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Middleware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "a strong all-in-one option for teams wanting metrics, logs, traces, and AI-powered remediation in one platform at predictable cost"}, {"id": "mai-20260917-0922-baseline|c129-m6|minimax-small|Datadog", "prompt": "c129-m6", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Can be expensive at scale; some users note navigation and documentation challenges"}, {"id": "mai-20260917-0922-baseline|c129-m6|minimax-small|Dynatrace", "prompt": "c129-m6", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "\"costs compound quickly as infrastructure grows\" with enterprise tools like Datadog and Dynatrace"}, {"id": "mai-20260917-0922-baseline|c129-m6|minimax-small|Prometheus", "prompt": "c129-m6", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "standalone Prometheus can be powerful but require significant platform-engineering bandwidth to run and maintain at scale"}, {"id": "mai-20260917-0922-baseline|c129-m6|minimax-small|Zabbix", "prompt": "c129-m6", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Can have a steep learning curve and documentation that's hard to navigate"}, {"id": "mai-20260917-0922-baseline|c129-m6|mistral-small|Zabbix", "prompt": "c129-m6", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Often criticized for very high setup complexity (6-8 weeks) and steep learning curve"}, {"id": "mai-20260917-0922-baseline|c129-m6|mistral-small|Nagios XI", "prompt": "c129-m6", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios XI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Known for high resource consumption and outdated interfaces. It lacks native support for modern protocols like OpenTelemetry"}, {"id": "mai-20260917-0922-baseline|c129-m6|mistral-small|Site24x7", "prompt": "c129-m6", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Site24x7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often cited as being less scalable and more expensive for larger infrastructures"}, {"id": "mai-20260917-0922-baseline|c129-m6|mistral-small|Datadog", "prompt": "c129-m6", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compared to alternatives like Datadog or Dynatrace"}, {"id": "mai-20260917-0922-baseline|c129-m6|mistral-small|Dynatrace", "prompt": "c129-m6", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compared to alternatives like Datadog or Dynatrace"}, {"id": "mai-20260917-0922-baseline|c129-m6|mistral-small|AppDynamics", "prompt": "c129-m6", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "its pricing model is often considered opaque and expensive"}, {"id": "mai-20260917-0922-baseline|c129-m6|moonshot-small|SolarWinds Orion", "prompt": "c129-m6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "SolarWinds Orion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid **SolarWinds Orion** unless you have compelling compliance reasons and robust compensating controls."}, {"id": "mai-20260917-0922-baseline|c129-m6|moonshot-small|Nagios", "prompt": "c129-m6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Treat **Nagios** as a legacy system to migrate away from."}, {"id": "mai-20260917-0922-baseline|c129-m6|moonshot-small|Zabbix", "prompt": "c129-m6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "don't adopt **Zabbix** unless you have dedicated monitoring engineers"}, {"id": "mai-20260917-0922-baseline|c129-m6|moonshot-small|Datadog", "prompt": "c129-m6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Approach **Datadog** with strict cost governance"}, {"id": "mai-20260917-0922-baseline|c129-m6|moonshot-small|New Relic", "prompt": "c129-m6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it still carries **high vendor lock-in** with native agents"}, {"id": "mai-20260917-0922-baseline|c129-m6|moonshot-small|Prometheus", "prompt": "c129-m6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Excellent for Kubernetes-native environments, but budget engineering time accordingly—it is **not** zero-cost."}, {"id": "mai-20260917-0922-baseline|c129-m6|moonshot-small|Grafana", "prompt": "c129-m6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "modular stacks (Prometheus + Grafana + Loki) for flexibility"}, {"id": "mai-20260917-0922-baseline|c129-m6|moonshot-small|Grafana Cloud", "prompt": "c129-m6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "| **Cost predictability** | Datadog | New Relic, Grafana Cloud, or self-hosted open source |"}, {"id": "mai-20260917-0922-baseline|c129-m6|moonshot-small|OpenTelemetry", "prompt": "c129-m6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "OpenTelemetry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "The current industry trend favors **OpenTelemetry** for instrumentation (to avoid agent lock-in)"}, {"id": "mai-20260917-0922-baseline|c129-m6|moonshot-small|PRTG", "prompt": "c129-m6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "PRTG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Managed SaaS options or PRTG/WhatsUp Gold for SMBs"}, {"id": "mai-20260917-0922-baseline|c129-m6|moonshot-small|WhatsUp Gold", "prompt": "c129-m6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "WhatsUp Gold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Managed SaaS options or PRTG/WhatsUp Gold for SMBs"}, {"id": "mai-20260917-0922-baseline|c129-m6|openai-small|Splunk", "prompt": "c129-m6", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some vendors explicitly tout fine-grained telemetry collection, which is useful—but also something to evaluate against your data-minimization needs. ([splunk.com]"}, {"id": "mai-20260917-0922-baseline|c129-m6|openai-small|Datadog", "prompt": "c129-m6", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare tools like Datadog, New Relic, Splunk, Grafana, Dynatrace, Prometheus, and others."}, {"id": "mai-20260917-0922-baseline|c129-m6|openai-small|New Relic", "prompt": "c129-m6", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare tools like Datadog, New Relic, Splunk, Grafana, Dynatrace, Prometheus, and others."}, {"id": "mai-20260917-0922-baseline|c129-m6|openai-small|Grafana", "prompt": "c129-m6", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare tools like Datadog, New Relic, Splunk, Grafana, Dynatrace, Prometheus, and others."}, {"id": "mai-20260917-0922-baseline|c129-m6|openai-small|Dynatrace", "prompt": "c129-m6", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare tools like Datadog, New Relic, Splunk, Grafana, Dynatrace, Prometheus, and others."}, {"id": "mai-20260917-0922-baseline|c129-m6|openai-small|Prometheus", "prompt": "c129-m6", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compare tools like Datadog, New Relic, Splunk, Grafana, Dynatrace, Prometheus, and others."}, {"id": "mai-20260917-0922-baseline|c129-m6|xai-small|Nagios/Nagios XI", "prompt": "c129-m6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios/Nagios XI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Fine for legacy on-prem but avoid for dynamic environments."}, {"id": "mai-20260917-0922-baseline|c129-m6|xai-small|Checkmk", "prompt": "c129-m6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Checkmk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "many recommend migrating to modern alternatives like Checkmk or Prometheus"}, {"id": "mai-20260917-0922-baseline|c129-m6|xai-small|Zabbix", "prompt": "c129-m6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steep learning curve, very high setup (6–8 weeks), resource-heavy at scale"}, {"id": "mai-20260917-0922-baseline|c129-m6|xai-small|Datadog", "prompt": "c129-m6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "notorious for unpredictable multi-dimensional pricing"}, {"id": "mai-20260917-0922-baseline|c129-m6|xai-small|New Relic", "prompt": "c129-m6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usage-based (~$0.40/GB + $49–99/user) leads to surprises"}, {"id": "mai-20260917-0922-baseline|c129-m6|xai-small|SolarWinds Orion", "prompt": "c129-m6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "SolarWinds Orion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Patched, but trust issues linger; audit rigorously if considering."}, {"id": "mai-20260917-0922-baseline|c129-m6|xai-small|Centreon Infra Monitoring", "prompt": "c129-m6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Centreon Infra Monitoring", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid if security is paramount without strong vuln management"}, {"id": "mai-20260917-0922-baseline|c129-m6|xai-small|Dynatrace", "prompt": "c129-m6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Better Bets**: ... Dynatrace (easy enterprise AI)"}, {"id": "mai-20260917-0922-baseline|c129-m6|xai-small|Prometheus", "prompt": "c129-m6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Better Bets**: Prometheus+Grafana (free, flexible but high setup)"}, {"id": "mai-20260917-0922-baseline|c129-m6|xai-small|SigNoz", "prompt": "c129-m6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Prioritize OpenTelemetry-native tools (e.g., SigNoz) to avoid lock-in."}, {"id": "mai-20260917-0922-baseline|c129-m6|xai-small|Grafana", "prompt": "c129-m6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Prometheus+Grafana (free, flexible but high setup)"}, {"id": "mai-20260917-0922-baseline|c129-m6|xai-small|Netdata", "prompt": "c129-m6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "SigNoz/Netdata (low-cost OSS)"}, {"id": "mai-20260917-0922-baseline|c129-m6|zai-small|Zabbix", "prompt": "c129-m6", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** While powerful, it has a notoriously steep learning curve."}, {"id": "mai-20260917-0922-baseline|c129-m6|zai-small|Nagios", "prompt": "c129-m6", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Nagios is often described as having a **\"massive time cost\"** for setup and configuration (8–12 weeks)"}, {"id": "mai-20260917-0922-baseline|c129-m6|zai-small|Pingdom", "prompt": "c129-m6", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Pingdom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Do not use this as your sole infrastructure monitoring tool."}, {"id": "mai-20260917-0922-baseline|c129-m6|zai-small|Checkly", "prompt": "c129-m6", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Checkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**has no built-in infrastructure checks** ... Avoid if you need to monitor server health"}, {"id": "mai-20260917-0922-baseline|c129-m6|zai-small|Dash0", "prompt": "c129-m6", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dash0", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid if your primary focus is traditional network or hardware infrastructure."}, {"id": "mai-20260917-0922-baseline|c129-m6|zai-small|Datadog", "prompt": "c129-m6", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For ease of use:** Datadog, New Relic, or Netdata (self-hosted)."}, {"id": "mai-20260917-0922-baseline|c129-m6|zai-small|New Relic", "prompt": "c129-m6", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For ease of use:** Datadog, New Relic, or Netdata (self-hosted)."}, {"id": "mai-20260917-0922-baseline|c129-m6|zai-small|Netdata", "prompt": "c129-m6", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**For self-hosting:** Netdata or Prometheus + Grafana (easier to set up than Zabbix/Nagios)"}, {"id": "mai-20260917-0922-baseline|c129-m6|zai-small|Prometheus + Grafana", "prompt": "c129-m6", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**For self-hosting:** Netdata or Prometheus + Grafana (easier to set up than Zabbix/Nagios)"}, {"id": "mai-20260917-0922-baseline|c129-s1|alibaba-small|Datadog", "prompt": "c129-s1", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have 1-2 engineers who want to focus on coding rather than maintaining a monitoring server, this is the best buy."}, {"id": "mai-20260917-0922-baseline|c129-s1|alibaba-small|Grafana Cloud", "prompt": "c129-s1", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Teams that want professional-grade monitoring without the Datadog price tag."}, {"id": "mai-20260917-0922-baseline|c129-s1|alibaba-small|Checkmk (Raw Edition)", "prompt": "c129-s1", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Checkmk (Raw Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your infrastructure is hybrid (mix of on-prem gear and cloud), Checkmk handles it better than pure-cloud tools."}, {"id": "mai-20260917-0922-baseline|c129-s1|alibaba-small|BetterStack (formerly Sentry)", "prompt": "c129-s1", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "BetterStack (formerly Sentry)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Startups where the primary concern is application errors and code performance"}, {"id": "mai-20260917-0922-baseline|c129-s1|alibaba-small|Zabbix", "prompt": "c129-s1", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you cannot afford monthly subscriptions, this is the only viable way to go."}, {"id": "mai-20260917-0922-baseline|c129-s1|alibaba-small|UptimeRobot", "prompt": "c129-s1", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "UptimeRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**UptimeRobot** (Very basic, ~$0-$5/mo)"}, {"id": "mai-20260917-0922-baseline|c129-s1|anthropic-small|Better Stack", "prompt": "c129-s1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Better Stack is the perfect solution for small to mid-sized teams, particularly startups, who need a simple, user-friendly, and cost-effective tool"}, {"id": "mai-20260917-0922-baseline|c129-s1|anthropic-small|Netdata", "prompt": "c129-s1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Netdata is a lightweight, open-source monitoring agent that provides real-time metrics with minimal resource usage"}, {"id": "mai-20260917-0922-baseline|c129-s1|anthropic-small|New Relic", "prompt": "c129-s1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "New Relic offers metered ingest pricing that's better for elastic infrastructure, with a genuinely usable free tier"}, {"id": "mai-20260917-0922-baseline|c129-s1|anthropic-small|PRTG", "prompt": "c129-s1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "PRTG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Smaller organizations might start with tools like PRTG or Zabbix"}, {"id": "mai-20260917-0922-baseline|c129-s1|anthropic-small|Zabbix", "prompt": "c129-s1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Smaller organizations might start with tools like PRTG or Zabbix"}, {"id": "mai-20260917-0922-baseline|c129-s1|anthropic-small|Prometheus/Grafana", "prompt": "c129-s1", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus/Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if you have engineering bandwidth, Prometheus + Grafana offers flexibility"}, {"id": "mai-20260917-0922-baseline|c129-s1|challenger-small|Site24x7", "prompt": "c129-s1", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one for most small B2B teams, I'd choose **Site24x7**"}, {"id": "mai-20260917-0922-baseline|c129-s1|challenger-small|PRTG", "prompt": "c129-s1", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PRTG** — best if you want straightforward SMB monitoring, especially for networks and on-prem environments."}, {"id": "mai-20260917-0922-baseline|c129-s1|challenger-small|Zabbix", "prompt": "c129-s1", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the *lowest-cost recommendation* and can manage it yourself, choose **Zabbix**."}, {"id": "mai-20260917-0922-baseline|c129-s1|challenger-small|Netdata", "prompt": "c129-s1", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Netdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Netdata** — best if you want per-node pricing and fast, lightweight visibility."}, {"id": "mai-20260917-0922-baseline|c129-s1|challenger-small|New Relic", "prompt": "c129-s1", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but it is often more than a very small team needs"}, {"id": "mai-20260917-0922-baseline|c129-s1|deepseek-small|Uptime Kuma", "prompt": "c129-s1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Uptime Kuma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **start free with Uptime Kuma**"}, {"id": "mai-20260917-0922-baseline|c129-s1|deepseek-small|Zabbix", "prompt": "c129-s1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(or Zabbix if you need deeper server metrics)"}, {"id": "mai-20260917-0922-baseline|c129-s1|deepseek-small|Site24x7", "prompt": "c129-s1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**graduate to Site24x7 ($9/mo)** once you need more hands-off, scalable SaaS monitoring"}, {"id": "mai-20260917-0922-baseline|c129-s1|deepseek-small|PRTG Network Monitor", "prompt": "c129-s1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "PRTG Network Monitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Windows-heavy shops"}, {"id": "mai-20260917-0922-baseline|c129-s1|deepseek-small|Checkmk", "prompt": "c129-s1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Checkmk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best middle ground"}, {"id": "mai-20260917-0922-baseline|c129-s1|deepseek-small|Datadog", "prompt": "c129-s1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid for a Small Company- **Datadog** ... usually overkill and overpriced for a small B2B"}, {"id": "mai-20260917-0922-baseline|c129-s1|deepseek-small|Dynatrace", "prompt": "c129-s1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid ... **Dynatrace**, **New Relic**: also feature-rich but complex and pricey for small teams"}, {"id": "mai-20260917-0922-baseline|c129-s1|deepseek-small|New Relic", "prompt": "c129-s1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid ... **Dynatrace**, **New Relic**: also feature-rich but complex and pricey for small teams"}, {"id": "mai-20260917-0922-baseline|c129-s1|deepseek-small|Hyperping", "prompt": "c129-s1", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Hyperping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Just \"is it up?\" → Uptime Kuma/Hyperping"}, {"id": "mai-20260917-0922-baseline|c129-s1|google-small|Better Stack", "prompt": "c129-s1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Better Stack** is highly recommended"}, {"id": "mai-20260917-0922-baseline|c129-s1|google-small|Netdata", "prompt": "c129-s1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Netdata** is an exceptional choice"}, {"id": "mai-20260917-0922-baseline|c129-s1|google-small|Site24x7", "prompt": "c129-s1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Breadth-First SaaS Option: **Site24x7**"}, {"id": "mai-20260917-0922-baseline|c129-s1|google-small|New Relic", "prompt": "c129-s1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**New Relic** is the standard industry alternative to Datadog"}, {"id": "mai-20260917-0922-baseline|c129-s1|google-small|Datadog", "prompt": "c129-s1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid them if you are a small company on a tight budget"}, {"id": "mai-20260917-0922-baseline|c129-s1|google-small|Dynatrace", "prompt": "c129-s1", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid: **Datadog and Dynatrace**"}, {"id": "mai-20260917-0922-baseline|c129-s1|meta-small|Netdata", "prompt": "c129-s1", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Netdata - Known for its simple pricing model and ease of use."}, {"id": "mai-20260917-0922-baseline|c129-s1|meta-small|Site24x7 Server Monitoring", "prompt": "c129-s1", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7 Server Monitoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers cloud-based full-stack monitoring and is suitable for small to large businesses."}, {"id": "mai-20260917-0922-baseline|c129-s1|minimax-small|Prometheus + Grafana", "prompt": "c129-s1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you have technical expertise and want to minimize costs, **Prometheus + Grafana** is a powerful combination"}, {"id": "mai-20260917-0922-baseline|c129-s1|minimax-small|Site24x7 Server Monitoring", "prompt": "c129-s1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7 Server Monitoring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Site24x7** or **MyMonitor365** would be good starting points due to their managed nature and ease of use"}, {"id": "mai-20260917-0922-baseline|c129-s1|minimax-small|MyMonitor365", "prompt": "c129-s1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "MyMonitor365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Site24x7** or **MyMonitor365** would be good starting points"}, {"id": "mai-20260917-0922-baseline|c129-s1|minimax-small|Middleware.io", "prompt": "c129-s1", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Middleware.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Modern containerized workloads"}, {"id": "mai-20260917-0922-baseline|c129-s1|mistral-small|Netdata", "prompt": "c129-s1", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Netdata** is the best overall choice due to its balance of affordability, ease of use, and powerful features"}, {"id": "mai-20260917-0922-baseline|c129-s1|mistral-small|Zabbix", "prompt": "c129-s1", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer open-source and have the technical resources, **Zabbix** is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c129-s1|mistral-small|Middleware", "prompt": "c129-s1", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Middleware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a user-friendly solution with a focus on ease of use and integration."}, {"id": "mai-20260917-0922-baseline|c129-s1|moonshot-small|PRTG Network Monitor", "prompt": "c129-s1", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "PRTG Network Monitor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PRTG Network Monitor** (Best Overall for Small B2B)"}, {"id": "mai-20260917-0922-baseline|c129-s1|moonshot-small|Site24x7", "prompt": "c129-s1", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you have limited IT staff:** Go with **Site24x7** — it's affordable, cloud-based, and requires minimal maintenance"}, {"id": "mai-20260917-0922-baseline|c129-s1|moonshot-small|Zabbix", "prompt": "c129-s1", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zabbix** (Best Free/Open Source Option)"}, {"id": "mai-20260917-0922-baseline|c129-s1|moonshot-small|Datadog", "prompt": "c129-s1", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Datadog for small B2B** — while excellent, it's designed for cloud-native enterprises"}, {"id": "mai-20260917-0922-baseline|c129-s1|openai-small|Datadog", "prompt": "c129-s1", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datadog** is often the best all-around choice if you want a polished, scalable tool and can afford it."}, {"id": "mai-20260917-0922-baseline|c129-s1|openai-small|Grafana Cloud", "prompt": "c129-s1", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Grafana Cloud** if budget matters  \n**Datadog** if reliability and speed of adoption matter most"}, {"id": "mai-20260917-0922-baseline|c129-s1|openai-small|New Relic", "prompt": "c129-s1", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong observability platform - often competitive for smaller teams"}, {"id": "mai-20260917-0922-baseline|c129-s1|openai-small|Uptime Kuma", "prompt": "c129-s1", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Uptime Kuma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Uptime Kuma + Prometheus + Grafana - best if you want a mostly open-source stack"}, {"id": "mai-20260917-0922-baseline|c129-s1|openai-small|Prometheus", "prompt": "c129-s1", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Prometheus/Grafana** if you want control and lower cost, and can handle maintenance"}, {"id": "mai-20260917-0922-baseline|c129-s1|openai-small|Grafana", "prompt": "c129-s1", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prometheus + Grafana + Alertmanager"}, {"id": "mai-20260917-0922-baseline|c129-s1|openai-small|Alertmanager", "prompt": "c129-s1", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Alertmanager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Very cost-sensitive / prefers open source:** Prometheus + Grafana + Alertmanager"}, {"id": "mai-20260917-0922-baseline|c129-s1|xai-small|Netdata", "prompt": "c129-s1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Netdata or Prometheus + Grafana"}, {"id": "mai-20260917-0922-baseline|c129-s1|xai-small|Prometheus + Grafana", "prompt": "c129-s1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Netdata or Prometheus + Grafana"}, {"id": "mai-20260917-0922-baseline|c129-s1|xai-small|New Relic", "prompt": "c129-s1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full observability with generous free tier"}, {"id": "mai-20260917-0922-baseline|c129-s1|xai-small|Datadog", "prompt": "c129-s1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "avoid Dynatrace/Datadog if under $1K/mo budget"}, {"id": "mai-20260917-0922-baseline|c129-s1|xai-small|Zabbix", "prompt": "c129-s1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "On-prem/network-heavy SMBs | Free open-source"}, {"id": "mai-20260917-0922-baseline|c129-s1|xai-small|Loki", "prompt": "c129-s1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Loki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Add Loki for logs."}, {"id": "mai-20260917-0922-baseline|c129-s1|xai-small|Site24x7", "prompt": "c129-s1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Alternatives for niches**: Site24x7/PRTG for simple server/network"}, {"id": "mai-20260917-0922-baseline|c129-s1|xai-small|PRTG", "prompt": "c129-s1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Site24x7/PRTG for simple server/network"}, {"id": "mai-20260917-0922-baseline|c129-s1|xai-small|Dynatrace", "prompt": "c129-s1", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "avoid Dynatrace/Datadog if under $1K/mo budget"}, {"id": "mai-20260917-0922-baseline|c129-s1|zai-small|Paessler PRTG", "prompt": "c129-s1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Paessler PRTG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ease of use + quick setup** | **Paessler PRTG** | Sensor‑based, auto‑discovery, free 100‑sensor tier; SMB‑friendly UI"}, {"id": "mai-20260917-0922-baseline|c129-s1|zai-small|Netdata", "prompt": "c129-s1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want predictable per‑node pricing and are okay with self‑hosting, **Netdata** is a strong choice."}, {"id": "mai-20260917-0922-baseline|c129-s1|zai-small|Zabbix", "prompt": "c129-s1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer open‑source and have DevOps capacity, **Zabbix** or **Prometheus + Grafana** will give you deep control."}, {"id": "mai-20260917-0922-baseline|c129-s1|zai-small|Prometheus + Grafana", "prompt": "c129-s1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zero license fees; powerful, but you must run and maintain the stack."}, {"id": "mai-20260917-0922-baseline|c129-s1|zai-small|Site24x7", "prompt": "c129-s1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you need \"set it and forget it,\" go with **PRTG** or **Site24x7**."}, {"id": "mai-20260917-0922-baseline|c129-s1|zai-small|Datadog", "prompt": "c129-s1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Unified metrics/logs/traces, great integrations, but costs compound quickly as you grow."}, {"id": "mai-20260917-0922-baseline|c129-s1|zai-small|New Relic", "prompt": "c129-s1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Middleware** or **New Relic** are compelling alternatives"}, {"id": "mai-20260917-0922-baseline|c129-s1|zai-small|Middleware", "prompt": "c129-s1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Middleware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Metrics, logs, traces, AI‑powered remediation in one platform; strong free trial; attractive pricing vs Datadog/Dynatrace."}, {"id": "mai-20260917-0922-baseline|c129-s1|zai-small|Dynatrace", "prompt": "c129-s1", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "attractive pricing vs Datadog/Dynatrace"}, {"id": "mai-20260917-0922-baseline|c129-s2|alibaba-small|UptimeRobot", "prompt": "c129-s2", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "UptimeRobot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall (Ease & Value): UptimeRobot ... **Start with UptimeRobot** immediately."}, {"id": "mai-20260917-0922-baseline|c129-s2|alibaba-small|PRTG Network Monitor", "prompt": "c129-s2", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "PRTG Network Monitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Internal Server Health (Windows/Infrastructure): PRTG Network Monitor"}, {"id": "mai-20260917-0922-baseline|c129-s2|alibaba-small|Zabbix", "prompt": "c129-s2", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Drawback:** High learning curve. It is not \"plug-and-play.\""}, {"id": "mai-20260917-0922-baseline|c129-s2|anthropic-small|Site24x7", "prompt": "c129-s2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Pick: \nSite24x7 Lite at $9/month for a managed all-in-one experience"}, {"id": "mai-20260917-0922-baseline|c129-s2|anthropic-small|Hyperping", "prompt": "c129-s2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget-Conscious Alternative: \nHyperping covers uptime, server monitoring, status pages, and on-call at a flat rate from $24/mo"}, {"id": "mai-20260917-0922-baseline|c129-s2|anthropic-small|Prometheus + Grafana Cloud", "prompt": "c129-s2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Prometheus + Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If You're Cloud-Native: \nPrometheus + Grafana Cloud free tier (zero cost, no backend to manage)"}, {"id": "mai-20260917-0922-baseline|c129-s2|anthropic-small|Datadog", "prompt": "c129-s2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Datadog, Dynatrace, New Relic, LogicMonitor, and Site24x7 all run agents on on-premises servers and cloud VMs alike"}, {"id": "mai-20260917-0922-baseline|c129-s2|anthropic-small|Dynatrace", "prompt": "c129-s2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Datadog, Dynatrace, New Relic, LogicMonitor, and Site24x7 all run agents on on-premises servers and cloud VMs alike"}, {"id": "mai-20260917-0922-baseline|c129-s2|anthropic-small|New Relic", "prompt": "c129-s2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Datadog, Dynatrace, New Relic, LogicMonitor, and Site24x7 all run agents"}, {"id": "mai-20260917-0922-baseline|c129-s2|anthropic-small|LogicMonitor", "prompt": "c129-s2", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "LogicMonitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Datadog, Dynatrace, New Relic, LogicMonitor, and Site24x7 all run agents"}, {"id": "mai-20260917-0922-baseline|c129-s2|challenger-small|Datadog", "prompt": "c129-s2", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **Datadog** if you want the safest “single pane of glass”"}, {"id": "mai-20260917-0922-baseline|c129-s2|challenger-small|Site24x7", "prompt": "c129-s2", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Site24x7** for an **all-in-one SaaS** approach with lower overhead."}, {"id": "mai-20260917-0922-baseline|c129-s2|challenger-small|PRTG", "prompt": "c129-s2", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PRTG** if you are a **Windows-heavy SMB** and want a simpler monitoring suite."}, {"id": "mai-20260917-0922-baseline|c129-s2|challenger-small|Zabbix", "prompt": "c129-s2", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zabbix** if you prefer **open source** and have the in-house skill to run it."}, {"id": "mai-20260917-0922-baseline|c129-s2|deepseek-small|Better Stack", "prompt": "c129-s2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value: Better Stack"}, {"id": "mai-20260917-0922-baseline|c129-s2|deepseek-small|Hyperping", "prompt": "c129-s2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Hyperping", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with **Better Stack** (or **Hyperping**) for external uptime + status page + lightweight server metrics"}, {"id": "mai-20260917-0922-baseline|c129-s2|deepseek-small|Sentry", "prompt": "c129-s2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "free tiers of **Better Stack** (uptime/status) + **Sentry** (error tracking)"}, {"id": "mai-20260917-0922-baseline|c129-s2|deepseek-small|Axiom", "prompt": "c129-s2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Axiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Axiom** (logs)"}, {"id": "mai-20260917-0922-baseline|c129-s2|deepseek-small|Grafana Cloud", "prompt": "c129-s2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Grafana Cloud** (metrics)"}, {"id": "mai-20260917-0922-baseline|c129-s2|deepseek-small|PRTG", "prompt": "c129-s2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**PRTG** \\u2014 simple, agent-based, popular with SMBs lacking dedicated ops staff."}, {"id": "mai-20260917-0922-baseline|c129-s2|deepseek-small|ManageEngine OpManager", "prompt": "c129-s2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "ManageEngine OpManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the classic SMB picks... from ~**$95/year** for 10 devices; device-based pricing, easy for small teams"}, {"id": "mai-20260917-0922-baseline|c129-s2|deepseek-small|Zabbix", "prompt": "c129-s2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "powerful free/open-source option, but it requires ongoing engineering effort, so only choose it if you have that skill in-house"}, {"id": "mai-20260917-0922-baseline|c129-s2|deepseek-small|Datadog", "prompt": "c129-s2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "don't start there, as their usage-based pricing gets expensive and hard to predict quickly"}, {"id": "mai-20260917-0922-baseline|c129-s2|deepseek-small|New Relic", "prompt": "c129-s2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "but don't start there, as their usage-based pricing gets expensive and hard to predict quickly"}, {"id": "mai-20260917-0922-baseline|c129-s2|deepseek-small|Dynatrace", "prompt": "c129-s2", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "but don't start there, as their usage-based pricing gets expensive and hard to predict quickly"}, {"id": "mai-20260917-0922-baseline|c129-s2|google-small|Better Stack", "prompt": "c129-s2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best for Trust & Incident Management: **Better Stack**"}, {"id": "mai-20260917-0922-baseline|c129-s2|google-small|UptimeRobot", "prompt": "c129-s2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "UptimeRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "using UptimeRobot for checks, PagerDuty for on-call alerts, Papertrail for logs, and Atlassian Statuspage for client updates"}, {"id": "mai-20260917-0922-baseline|c129-s2|google-small|PagerDuty", "prompt": "c129-s2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "PagerDuty for on-call alerts"}, {"id": "mai-20260917-0922-baseline|c129-s2|google-small|Papertrail", "prompt": "c129-s2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Papertrail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Papertrail for logs"}, {"id": "mai-20260917-0922-baseline|c129-s2|google-small|Atlassian Statuspage", "prompt": "c129-s2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Atlassian Statuspage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Atlassian Statuspage for client updates"}, {"id": "mai-20260917-0922-baseline|c129-s2|google-small|Site24x7 (by Zoho)", "prompt": "c129-s2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Site24x7 (by Zoho)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "### 2. The Best for Budget-Conscious & Traditional Infra: **Site24x7 (by Zoho)**"}, {"id": "mai-20260917-0922-baseline|c129-s2|google-small|New Relic", "prompt": "c129-s2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "### 3. The Best for B2B SaaS (Developer-First): **New Relic**"}, {"id": "mai-20260917-0922-baseline|c129-s2|google-small|Datadog", "prompt": "c129-s2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "they are generally not recommended for small B2B businesses"}, {"id": "mai-20260917-0922-baseline|c129-s2|google-small|Dynatrace", "prompt": "c129-s2", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Datadog** and **Dynatrace** ... **they are generally not recommended for small B2B businesses**"}, {"id": "mai-20260917-0922-baseline|c129-s2|meta-small|PRTG Network Monitor by Paessler", "prompt": "c129-s2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "PRTG Network Monitor by Paessler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Offers comprehensive monitoring for networks, servers, cloud, and applications."}, {"id": "mai-20260917-0922-baseline|c129-s2|meta-small|Datadog", "prompt": "c129-s2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A cloud-based observability platform that provides infrastructure monitoring, application performance monitoring (APM), and log management."}, {"id": "mai-20260917-0922-baseline|c129-s2|meta-small|New Relic", "prompt": "c129-s2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a powerful, all-in-one observability platform"}, {"id": "mai-20260917-0922-baseline|c129-s2|meta-small|IBM Instana", "prompt": "c129-s2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "IBM Instana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Automatically discovers and maps services, infrastructure, and their inter-dependencies."}, {"id": "mai-20260917-0922-baseline|c129-s2|meta-small|Site24x7", "prompt": "c129-s2", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "It is suitable for small to medium-sized businesses and managed service providers."}, {"id": "mai-20260917-0922-baseline|c129-s2|minimax-small|Site24x7", "prompt": "c129-s2", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ranked highly with SMB users for delivering full-stack visibility at a lower cost than enterprise platforms."}, {"id": "mai-20260917-0922-baseline|c129-s2|minimax-small|Netdata", "prompt": "c129-s2", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for its simple per-node pricing model with volume discounts, making it cost-effective for small businesses."}, {"id": "mai-20260917-0922-baseline|c129-s2|minimax-small|Zabbix", "prompt": "c129-s2", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An open-source option available for on-premise and cloud deployment, widely used in B2B environments."}, {"id": "mai-20260917-0922-baseline|c129-s2|minimax-small|WebSitePulse", "prompt": "c129-s2", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "WebSitePulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides remote monitoring for servers, network components, websites, apps, and email with continuous testing."}, {"id": "mai-20260917-0922-baseline|c129-s2|mistral-small|Datadog", "prompt": "c129-s2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most B2B small businesses, I'd recommend starting with Datadog or New Relic"}, {"id": "mai-20260917-0922-baseline|c129-s2|mistral-small|New Relic", "prompt": "c129-s2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most B2B small businesses, I'd recommend starting with Datadog or New Relic"}, {"id": "mai-20260917-0922-baseline|c129-s2|mistral-small|Zabbix", "prompt": "c129-s2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a concern, Zabbix or Prometheus + Grafana are excellent alternatives."}, {"id": "mai-20260917-0922-baseline|c129-s2|mistral-small|Prometheus + Grafana", "prompt": "c129-s2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is a concern, Zabbix or Prometheus + Grafana are excellent alternatives."}, {"id": "mai-20260917-0922-baseline|c129-s2|mistral-small|Dynatrace", "prompt": "c129-s2", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "If you want AI-driven insights and can afford it:** **Dynatrace**"}, {"id": "mai-20260917-0922-baseline|c129-s2|moonshot-small|Site24x7", "prompt": "c129-s2", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Site24x7** if you need comprehensive coverage"}, {"id": "mai-20260917-0922-baseline|c129-s2|moonshot-small|UptimeRobot", "prompt": "c129-s2", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "UptimeRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Budget-Conscious Start... though now restricted to non-commercial use"}, {"id": "mai-20260917-0922-baseline|c129-s2|moonshot-small|StatusCake", "prompt": "c129-s2", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "StatusCake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **StatusCake** if you're primarily focused on website uptime"}, {"id": "mai-20260917-0922-baseline|c129-s2|moonshot-small|New Relic", "prompt": "c129-s2", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**New Relic's** free tier is also worth exploring for its APM capabilities"}, {"id": "mai-20260917-0922-baseline|c129-s2|openai-small|Grafana Cloud", "prompt": "c129-s2", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Grafana Cloud** as the best default choice for server and cloud infrastructure monitoring"}, {"id": "mai-20260917-0922-baseline|c129-s2|openai-small|Datadog", "prompt": "c129-s2", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** is a strong choice if you want the most polished unified monitoring experience"}, {"id": "mai-20260917-0922-baseline|c129-s2|openai-small|New Relic", "prompt": "c129-s2", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**New Relic** is also a solid option if you want infrastructure plus application telemetry together"}, {"id": "mai-20260917-0922-baseline|c129-s2|openai-small|Zabbix", "prompt": "c129-s2", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zabbix** is a good open-source option."}, {"id": "mai-20260917-0922-baseline|c129-s2|xai-small|Site24x7", "prompt": "c129-s2", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Site24x7 as the top server and cloud infrastructure monitoring solution."}, {"id": "mai-20260917-0922-baseline|c129-s2|xai-small|Zabbix", "prompt": "c129-s2", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zabbix is unlimited/free, great for servers/networks/cloud, but has a steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c129-s2|xai-small|Prometheus + Grafana", "prompt": "c129-s2", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prometheus excels at cloud-native/K8s metrics. Ideal if budget is zero and you have IT time."}, {"id": "mai-20260917-0922-baseline|c129-s2|xai-small|PRTG Network Monitor", "prompt": "c129-s2", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "PRTG Network Monitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If on-premises preferred**: **PRTG Network Monitor**. Free for 100 sensors"}, {"id": "mai-20260917-0922-baseline|c129-s2|xai-small|Netdata", "prompt": "c129-s2", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ultra-low cost real-time metrics**: **Netdata**. Free self-hosted"}, {"id": "mai-20260917-0922-baseline|c129-s2|xai-small|Datadog", "prompt": "c129-s2", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise tools like Datadog/New Relic; they start at $15+/host/mo"}, {"id": "mai-20260917-0922-baseline|c129-s2|xai-small|New Relic", "prompt": "c129-s2", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise tools like Datadog/New Relic; they start at $15+/host/mo"}, {"id": "mai-20260917-0922-baseline|c129-s2|zai-small|Site24x7", "prompt": "c129-s2", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Site24x7**."}, {"id": "mai-20260917-0922-baseline|c129-s2|zai-small|Datadog", "prompt": "c129-s2", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Excellent but more complex and expensive; better suited for larger teams with DevOps expertise"}, {"id": "mai-20260917-0922-baseline|c129-s2|zai-small|Zabbix", "prompt": "c129-s2", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Powerful open-source tool, but requires significant technical expertise to configure and maintain"}, {"id": "mai-20260917-0922-baseline|c129-s2|zai-small|SolarWinds", "prompt": "c129-s2", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "SolarWinds", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good traditional monitoring, but less focused on cloud and modern containerized environments"}, {"id": "mai-20260917-0922-baseline|c129-s2|zai-small|New Relic", "prompt": "c129-s2", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Great for cloud-native environments, but more expensive for smaller setups"}, {"id": "mai-20260917-0922-baseline|c129-s3|alibaba-small|Grafana", "prompt": "c129-s3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Grafana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is currently the industry standard for most DevOps teams."}, {"id": "mai-20260917-0922-baseline|c129-s3|alibaba-small|Prometheus", "prompt": "c129-s3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "learn **Prometheus + Grafana**"}, {"id": "mai-20260917-0922-baseline|c129-s3|alibaba-small|Datadog", "prompt": "c129-s3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you are building a startup with **cash but no staff**, start with **Datadog**'s free tier."}, {"id": "mai-20260917-0922-baseline|c129-s3|alibaba-small|Zabbix", "prompt": "c129-s3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you are a generic IT department managing office servers, look at **Site24x7** or **Zabbix**"}, {"id": "mai-20260917-0922-baseline|c129-s3|alibaba-small|Site24x7", "prompt": "c129-s3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Site24x7 is a strong contender"}, {"id": "mai-20260917-0922-baseline|c129-s3|alibaba-small|Uptime Kuma", "prompt": "c129-s3", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Uptime Kuma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Almost every small team should pair this with a metric tool (like Prometheus)"}, {"id": "mai-20260917-0922-baseline|c129-s3|anthropic-small|Better Stack", "prompt": "c129-s3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Better Stack is the perfect solution for small to mid-sized teams, particularly startups, who need a simple, user-friendly, and cost-effective tool"}, {"id": "mai-20260917-0922-baseline|c129-s3|anthropic-small|Netdata", "prompt": "c129-s3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "lightweight, open-source monitoring agent that provides real-time metrics with minimal resource usage... ideal for DevOps teams wanting a simple, low-overhead solution"}, {"id": "mai-20260917-0922-baseline|c129-s3|anthropic-small|PRTG", "prompt": "c129-s3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "popular all-in-one monitoring tool for IT infrastructure, especially for small and mid-sized organizations"}, {"id": "mai-20260917-0922-baseline|c129-s3|anthropic-small|Prometheus + Grafana", "prompt": "c129-s3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they represent a build-vs-buy decision: you operate the stack, which buys you control and costs you human attention"}, {"id": "mai-20260917-0922-baseline|c129-s3|anthropic-small|Simple Observability", "prompt": "c129-s3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Simple Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "lean toward zero-config options like Simple Observability"}, {"id": "mai-20260917-0922-baseline|c129-s3|anthropic-small|LogicMonitor", "prompt": "c129-s3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "LogicMonitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SaaS tools like LogicMonitor or Site24x7"}, {"id": "mai-20260917-0922-baseline|c129-s3|anthropic-small|Site24x7", "prompt": "c129-s3", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SaaS tools like LogicMonitor or Site24x7"}, {"id": "mai-20260917-0922-baseline|c129-s3|challenger-small|Site24x7", "prompt": "c129-s3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick **Site24x7** if you want the safest default for a small team."}, {"id": "mai-20260917-0922-baseline|c129-s3|challenger-small|PRTG", "prompt": "c129-s3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PRTG** is often a good fit for **SMBs wanting simplicity**"}, {"id": "mai-20260917-0922-baseline|c129-s3|challenger-small|Zabbix", "prompt": "c129-s3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong **free/open-source** option for small businesses and startups"}, {"id": "mai-20260917-0922-baseline|c129-s3|challenger-small|Prometheus + Grafana", "prompt": "c129-s3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best when your team has **platform engineering bandwidth**"}, {"id": "mai-20260917-0922-baseline|c129-s3|challenger-small|Datadog", "prompt": "c129-s3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it can become expensive as usage grows"}, {"id": "mai-20260917-0922-baseline|c129-s3|challenger-small|New Relic", "prompt": "c129-s3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "its pricing and workflow are typically more suited to teams that can live with its model"}, {"id": "mai-20260917-0922-baseline|c129-s3|challenger-small|Netdata", "prompt": "c129-s3", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "good fit if you want **fast deployment**"}, {"id": "mai-20260917-0922-baseline|c129-s3|deepseek-small|UptimeRobot", "prompt": "c129-s3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "UptimeRobot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A common lean setup for a small team: **Netdata for server metrics + UptimeRobot for availability** — nearly free, minimal setup, and covers the essentials."}, {"id": "mai-20260917-0922-baseline|c129-s3|deepseek-small|Netdata", "prompt": "c129-s3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "A common lean setup for a small team: **Netdata for server metrics + UptimeRobot for availability**"}, {"id": "mai-20260917-0922-baseline|c129-s3|deepseek-small|Prometheus + Grafana", "prompt": "c129-s3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a **Kubernetes/DevOps-minded team on a budget**, **Prometheus + Grafana** (or Grafana Cloud) is the classic choice."}, {"id": "mai-20260917-0922-baseline|c129-s3|deepseek-small|New Relic", "prompt": "c129-s3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a **managed full-stack platform with a great free tier**, go with **New Relic**."}, {"id": "mai-20260917-0922-baseline|c129-s3|deepseek-small|Grafana Cloud", "prompt": "c129-s3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cheaper and more flexible than Datadog, but requires more setup than turnkey SaaS"}, {"id": "mai-20260917-0922-baseline|c129-s3|deepseek-small|Datadog", "prompt": "c129-s3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Datadog** is the most powerful but is usually overkill and over-budget for a small team."}, {"id": "mai-20260917-0922-baseline|c129-s3|deepseek-small|Site24x7", "prompt": "c129-s3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "all-in-one server/website/application/network plans from ~$9/month — one of the easiest entry points"}, {"id": "mai-20260917-0922-baseline|c129-s3|deepseek-small|PRTG", "prompt": "c129-s3", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "PRTG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "PRTG: device and bandwidth monitoring in smaller environments, from ~$200/month for 500 sensors"}, {"id": "mai-20260917-0922-baseline|c129-s3|google-small|Better Stack", "prompt": "c129-s3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Better Stack (The \"All-in-One Modern & Simple\" Choice) ... It drastically reduces your tool footprint."}, {"id": "mai-20260917-0922-baseline|c129-s3|google-small|Netdata", "prompt": "c129-s3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Netdata if: You have a small fleet of Linux servers (<20 hosts)"}, {"id": "mai-20260917-0922-baseline|c129-s3|google-small|New Relic", "prompt": "c129-s3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose New Relic if: You need deep Application Performance Monitoring"}, {"id": "mai-20260917-0922-baseline|c129-s3|google-small|Grafana Cloud", "prompt": "c129-s3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Grafana Cloud if: Your team already knows Grafana/Prometheus"}, {"id": "mai-20260917-0922-baseline|c129-s3|google-small|Uptime Kuma", "prompt": "c129-s3", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Uptime Kuma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Uptime Kuma if: You are on a zero-dollar budget"}, {"id": "mai-20260917-0922-baseline|c129-s3|meta-small|Netdata", "prompt": "c129-s3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Netdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top infrastructure monitoring tools for a small team include Netdata, Zabbix, Middleware, ManageEngine OpManager, Paessler PRTG, Site24x7, and Better Stack."}, {"id": "mai-20260917-0922-baseline|c129-s3|meta-small|Zabbix", "prompt": "c129-s3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Netdata, Zabbix, Middleware, ManageEngine OpManager, Paessler PRTG, Site24x7, and Better Stack."}, {"id": "mai-20260917-0922-baseline|c129-s3|meta-small|Middleware", "prompt": "c129-s3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Middleware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Netdata, Zabbix, Middleware, ManageEngine OpManager, Paessler PRTG, Site24x7, and Better Stack."}, {"id": "mai-20260917-0922-baseline|c129-s3|meta-small|ManageEngine OpManager", "prompt": "c129-s3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "ManageEngine OpManager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Netdata, Zabbix, Middleware, ManageEngine OpManager, Paessler PRTG, Site24x7, and Better Stack."}, {"id": "mai-20260917-0922-baseline|c129-s3|meta-small|Paessler PRTG", "prompt": "c129-s3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Paessler PRTG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Netdata, Zabbix, Middleware, ManageEngine OpManager, Paessler PRTG, Site24x7, and Better Stack."}, {"id": "mai-20260917-0922-baseline|c129-s3|meta-small|Site24x7", "prompt": "c129-s3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include Netdata, Zabbix, Middleware, ManageEngine OpManager, Paessler PRTG, Site24x7, and Better Stack."}, {"id": "mai-20260917-0922-baseline|c129-s3|meta-small|Better Stack", "prompt": "c129-s3", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "include Netdata, Zabbix, Middleware, ManageEngine OpManager, Paessler PRTG, Site24x7, and Better Stack."}, {"id": "mai-20260917-0922-baseline|c129-s3|minimax-small|Netdata", "prompt": "c129-s3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strength: Exceptional cost-to-value ratio with near-zero cost for small deployments"}, {"id": "mai-20260917-0922-baseline|c129-s3|minimax-small|Datadog", "prompt": "c129-s3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Costs compound quickly as infrastructure grows"}, {"id": "mai-20260917-0922-baseline|c129-s3|minimax-small|Prometheus", "prompt": "c129-s3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Low budget + technical team: Prometheus or Zabbix"}, {"id": "mai-20260917-0922-baseline|c129-s3|minimax-small|Zabbix", "prompt": "c129-s3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams with engineering capacity and no license budget"}, {"id": "mai-20260917-0922-baseline|c129-s3|minimax-small|Middleware", "prompt": "c129-s3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Middleware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want all-in-one + predictable costs: Middleware or New Relic"}, {"id": "mai-20260917-0922-baseline|c129-s3|minimax-small|New Relic", "prompt": "c129-s3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Smaller engineering teams"}, {"id": "mai-20260917-0922-baseline|c129-s3|minimax-small|PRTG", "prompt": "c129-s3", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Need simplicity + affordable: Netdata or PRTG"}, {"id": "mai-20260917-0922-baseline|c129-s3|mistral-small|Netdata", "prompt": "c129-s3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Netdata** or **Better Stack** are excellent starting points due to their simplicity and affordability"}, {"id": "mai-20260917-0922-baseline|c129-s3|mistral-small|Zabbix", "prompt": "c129-s3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zabbix** or **Prometheus** are strong choices if you need a free, highly customizable solution"}, {"id": "mai-20260917-0922-baseline|c129-s3|mistral-small|Better Stack", "prompt": "c129-s3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small teams, **Netdata** or **Better Stack** are excellent starting points"}, {"id": "mai-20260917-0922-baseline|c129-s3|mistral-small|ManageEngine OpManager", "prompt": "c129-s3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "ManageEngine OpManager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Mid-sized teams on a fixed budget."}, {"id": "mai-20260917-0922-baseline|c129-s3|mistral-small|Paessler PRTG", "prompt": "c129-s3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Paessler PRTG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Device and bandwidth monitoring in smaller environments."}, {"id": "mai-20260917-0922-baseline|c129-s3|mistral-small|Site24x7", "prompt": "c129-s3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Smaller teams wanting SaaS coverage at a low entry price."}, {"id": "mai-20260917-0922-baseline|c129-s3|mistral-small|Datadog", "prompt": "c129-s3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "can be more expensive for small teams"}, {"id": "mai-20260917-0922-baseline|c129-s3|mistral-small|New Relic", "prompt": "c129-s3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "can be more expensive for small teams"}, {"id": "mai-20260917-0922-baseline|c129-s3|mistral-small|Prometheus", "prompt": "c129-s3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Zabbix** or **Prometheus** are strong choices if you need a free, highly customizable solution"}, {"id": "mai-20260917-0922-baseline|c129-s3|mistral-small|Icinga", "prompt": "c129-s3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Icinga", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "extensive plugin ecosystem, but can be complex to configure"}, {"id": "mai-20260917-0922-baseline|c129-s3|mistral-small|Nagios XI", "prompt": "c129-s3", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Nagios XI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "can be complex to configure"}, {"id": "mai-20260917-0922-baseline|c129-s3|moonshot-small|Datadog", "prompt": "c129-s3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cons: Expensive and unpredictable bills; a 20-server team can easily hit $800-1,500/month with APM and logs"}, {"id": "mai-20260917-0922-baseline|c129-s3|moonshot-small|New Relic", "prompt": "c129-s3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, I'd recommend starting with **New Relic's free tier** or **Grafana Cloud**"}, {"id": "mai-20260917-0922-baseline|c129-s3|moonshot-small|Prometheus + Grafana", "prompt": "c129-s3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "then migrate to **self-hosted Prometheus/Grafana** or **Zabbix** as you scale"}, {"id": "mai-20260917-0922-baseline|c129-s3|moonshot-small|Grafana Cloud", "prompt": "c129-s3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd recommend starting with **New Relic's free tier** or **Grafana Cloud** to validate your needs"}, {"id": "mai-20260917-0922-baseline|c129-s3|moonshot-small|Zabbix", "prompt": "c129-s3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "then migrate to **self-hosted Prometheus/Grafana** or **Zabbix** as you scale and develop in-house expertise"}, {"id": "mai-20260917-0922-baseline|c129-s3|moonshot-small|PRTG", "prompt": "c129-s3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Verdict: Choose if you want a commercial tool that's easier than Zabbix/Nagios but cheaper than Datadog"}, {"id": "mai-20260917-0922-baseline|c129-s3|moonshot-small|Nagios", "prompt": "c129-s3", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Nagios", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "easier than Zabbix/Nagios but cheaper than Datadog"}, {"id": "mai-20260917-0922-baseline|c129-s3|openai-small|Datadog", "prompt": "c129-s3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For easiest enterprise-grade experience:** **Datadog**"}, {"id": "mai-20260917-0922-baseline|c129-s3|openai-small|Grafana Cloud", "prompt": "c129-s3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For modern cloud/Kubernetes:** **Grafana Cloud**"}, {"id": "mai-20260917-0922-baseline|c129-s3|openai-small|New Relic", "prompt": "c129-s3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want the least maintenance?** Datadog or New Relic"}, {"id": "mai-20260917-0922-baseline|c129-s3|openai-small|Checkmk", "prompt": "c129-s3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Checkmk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For traditional infra/on-prem:** **Checkmk**"}, {"id": "mai-20260917-0922-baseline|c129-s3|openai-small|Zabbix", "prompt": "c129-s3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For budget-conscious open source:** **Zabbix**"}, {"id": "mai-20260917-0922-baseline|c129-s3|openai-small|Prometheus + Grafana (self-managed)", "prompt": "c129-s3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus + Grafana (self-managed)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "powerful but not turnkey... you own the setup, scaling, retention, alerting plumbing, and maintenance"}, {"id": "mai-20260917-0922-baseline|c129-s3|openai-small|Netdata", "prompt": "c129-s3", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For a tiny team that just needs visibility fast:** **Netdata**"}, {"id": "mai-20260917-0922-baseline|c129-s3|xai-small|Zabbix", "prompt": "c129-s3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "<5 people? Start with Netdata/Zabbix (free, simple)"}, {"id": "mai-20260917-0922-baseline|c129-s3|xai-small|Prometheus + Grafana", "prompt": "c129-s3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloud-native/K8s? Prometheus."}, {"id": "mai-20260917-0922-baseline|c129-s3|xai-small|Netdata", "prompt": "c129-s3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "<5 people? Start with Netdata/Zabbix (free, simple)"}, {"id": "mai-20260917-0922-baseline|c129-s3|xai-small|PRTG Network Monitor", "prompt": "c129-s3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "PRTG Network Monitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple network/server focus, non-experts | ... | Windows-centric, sensor limits on free tier"}, {"id": "mai-20260917-0922-baseline|c129-s3|xai-small|Datadog", "prompt": "c129-s3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Expensive at growth (per-host + GB + features)"}, {"id": "mai-20260917-0922-baseline|c129-s3|xai-small|New Relic", "prompt": "c129-s3", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Growing to apps? New Relic free tier or Datadog trial."}, {"id": "mai-20260917-0922-baseline|c129-s3|zai-small|Netdata", "prompt": "c129-s3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Netdata** | Teams wanting APM without enterprise contracts | Per-second metrics, zero-config, ML-powered alerts"}, {"id": "mai-20260917-0922-baseline|c129-s3|zai-small|Site24x7", "prompt": "c129-s3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Wants to get started fast with minimal ops effort | **Site24x7** or **New Relic**"}, {"id": "mai-20260917-0922-baseline|c129-s3|zai-small|New Relic", "prompt": "c129-s3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**New Relic** | Startups needing unified observability | 100GB free data/month"}, {"id": "mai-20260917-0922-baseline|c129-s3|zai-small|Datadog", "prompt": "c129-s3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runs cloud-native apps (Kubernetes, containers) | **Datadog** or **Middleware**"}, {"id": "mai-20260917-0922-baseline|c129-s3|zai-small|Zabbix", "prompt": "c129-s3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Has engineering capacity and wants open-source | **Zabbix**"}, {"id": "mai-20260917-0922-baseline|c129-s3|zai-small|Middleware", "prompt": "c129-s3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Middleware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Needs predictable costs at scale | **Middleware** or **New Relic**"}, {"id": "mai-20260917-0922-baseline|c129-s3|zai-small|Dynatrace", "prompt": "c129-s3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Dynatrace** | Enterprise pricing (quote)"}, {"id": "mai-20260917-0922-baseline|c129-s3|zai-small|Prometheus", "prompt": "c129-s3", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "comparative", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Open-source tools (Zabbix, Prometheus) require dedicated ops effort"}, {"id": "mai-20260917-0922-baseline|c129-s4|alibaba-small|Netdata", "prompt": "c129-s4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Netdata**"}, {"id": "mai-20260917-0922-baseline|c129-s4|alibaba-small|Zabbix", "prompt": "c129-s4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Feature-Rich Option: **Zabbix**"}, {"id": "mai-20260917-0922-baseline|c129-s4|alibaba-small|Prometheus", "prompt": "c129-s4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern Stack: **Prometheus + Grafana**"}, {"id": "mai-20260917-0922-baseline|c129-s4|alibaba-small|Grafana", "prompt": "c129-s4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "beautiful visualizations (Grafana)"}, {"id": "mai-20260917-0922-baseline|c129-s4|alibaba-small|Nagios Core", "prompt": "c129-s4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Nagios Core", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Reliable and established, but harder to configure"}, {"id": "mai-20260917-0922-baseline|c129-s4|alibaba-small|LibreNMS", "prompt": "c129-s4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "LibreNMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Great for network-focused monitoring"}, {"id": "mai-20260917-0922-baseline|c129-s4|alibaba-small|Icinga", "prompt": "c129-s4", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Icinga", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern fork of Nagios with better UI"}, {"id": "mai-20260917-0922-baseline|c129-s4|anthropic-small|Prometheus", "prompt": "c129-s4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prometheus + Grafana** is a popular combination that provides enterprise-grade monitoring at zero cost"}, {"id": "mai-20260917-0922-baseline|c129-s4|anthropic-small|Grafana", "prompt": "c129-s4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often paired with Prometheus, it provides excellent visualization dashboards and is free to self-host."}, {"id": "mai-20260917-0922-baseline|c129-s4|anthropic-small|Zabbix", "prompt": "c129-s4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A comprehensive, open-source monitoring platform that works well for small to medium deployments."}, {"id": "mai-20260917-0922-baseline|c129-s4|anthropic-small|Netdata", "prompt": "c129-s4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "simpler tools like Uptime Kuma or Netdata may suffice"}, {"id": "mai-20260917-0922-baseline|c129-s4|anthropic-small|New Relic", "prompt": "c129-s4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers a generous free tier suitable for small deployments."}, {"id": "mai-20260917-0922-baseline|c129-s4|anthropic-small|Datadog", "prompt": "c129-s4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Has a free tier, though features are limited."}, {"id": "mai-20260917-0922-baseline|c129-s4|anthropic-small|Uptime Kuma", "prompt": "c129-s4", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Uptime Kuma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "simpler tools like Uptime Kuma or Netdata may suffice"}, {"id": "mai-20260917-0922-baseline|c129-s4|challenger-small|Zabbix", "prompt": "c129-s4", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose Zabbix** for the lowest-cost \"serious\" infrastructure monitoring"}, {"id": "mai-20260917-0922-baseline|c129-s4|challenger-small|Site24x7", "prompt": "c129-s4", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "choose Site24x7** if ease of use matters more than absolute cost"}, {"id": "mai-20260917-0922-baseline|c129-s4|challenger-small|PRTG", "prompt": "c129-s4", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "sometimes **PRTG** as the most practical options"}, {"id": "mai-20260917-0922-baseline|c129-s4|challenger-small|Prometheus + Grafana", "prompt": "c129-s4", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong free choice if you have more technical bandwidth"}, {"id": "mai-20260917-0922-baseline|c129-s4|challenger-small|Netdata", "prompt": "c129-s4", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You want fast setup and predictable per-node pricing"}, {"id": "mai-20260917-0922-baseline|c129-s4|deepseek-small|Zabbix", "prompt": "c129-s4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small business that wants a truly free, full-featured solution, **Zabbix** is the standout recommendation."}, {"id": "mai-20260917-0922-baseline|c129-s4|deepseek-small|Netdata", "prompt": "c129-s4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Easiest to Deploy / Most User-Friendly: **Netdata**"}, {"id": "mai-20260917-0922-baseline|c129-s4|deepseek-small|Prometheus", "prompt": "c129-s4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cloud-Native / Technical Teams: **Prometheus + Grafana**"}, {"id": "mai-20260917-0922-baseline|c129-s4|deepseek-small|Grafana", "prompt": "c129-s4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "highly flexible, beautiful dashboards (Grafana)"}, {"id": "mai-20260917-0922-baseline|c129-s4|deepseek-small|Nagios Core", "prompt": "c129-s4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Nagios Core", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "free and customizable, strong for Linux admins in mixed environments (steep learning curve)"}, {"id": "mai-20260917-0922-baseline|c129-s4|deepseek-small|LibreNMS", "prompt": "c129-s4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "LibreNMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "best if your monitoring focus is primarily *network* visibility"}, {"id": "mai-20260917-0922-baseline|c129-s4|deepseek-small|Domotz", "prompt": "c129-s4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Domotz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "simple, has a free edition, good for MSPs managing multiple small sites"}, {"id": "mai-20260917-0922-baseline|c129-s4|deepseek-small|Checkmate", "prompt": "c129-s4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Checkmate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a newer self-hosted, open-source option with no per-monitor pricing"}, {"id": "mai-20260917-0922-baseline|c129-s4|deepseek-small|Atatus", "prompt": "c129-s4", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Atatus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "basic plans from services like Atatus) starting around $9/month"}, {"id": "mai-20260917-0922-baseline|c129-s4|google-small|New Relic", "prompt": "c129-s4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have only 1-2 IT/Dev employees and want an all-in-one suite with zero setup hassle: Go with **New Relic's free tier**"}, {"id": "mai-20260917-0922-baseline|c129-s4|google-small|Grafana Cloud", "prompt": "c129-s4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a modern development team running cloud apps/containers: Go with **Grafana Cloud's free tier**."}, {"id": "mai-20260917-0922-baseline|c129-s4|google-small|Better Stack", "prompt": "c129-s4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better Stack (formerly Better Uptime and Logtail) is incredibly user-friendly and affordable."}, {"id": "mai-20260917-0922-baseline|c129-s4|google-small|Netdata", "prompt": "c129-s4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "want instant, beautiful dashboards with zero configuration, Netdata is the gold standard"}, {"id": "mai-20260917-0922-baseline|c129-s4|google-small|Zabbix", "prompt": "c129-s4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zabbix is the ultimate free, self-hosted powerhouse"}, {"id": "mai-20260917-0922-baseline|c129-s4|google-small|Uptime Kuma", "prompt": "c129-s4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Uptime Kuma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "100% free, self-hosted via a simple Docker container."}, {"id": "mai-20260917-0922-baseline|c129-s4|google-small|Uptime Robot", "prompt": "c129-s4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Uptime Robot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "It acts as a free, self-hosted alternative to Uptime Robot or Pingdom."}, {"id": "mai-20260917-0922-baseline|c129-s4|google-small|Pingdom", "prompt": "c129-s4", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Pingdom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a free, self-hosted alternative to Uptime Robot or Pingdom"}, {"id": "mai-20260917-0922-baseline|c129-s4|meta-small|Zabbix", "prompt": "c129-s4", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be Zabbix, as it is free and open-source, and has no host, metric, or alert limits"}, {"id": "mai-20260917-0922-baseline|c129-s4|meta-small|Site24x7", "prompt": "c129-s4", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers SaaS coverage at a low entry price"}, {"id": "mai-20260917-0922-baseline|c129-s4|meta-small|ManageEngine OpManager", "prompt": "c129-s4", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "ManageEngine OpManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "suitable for mid-sized teams on a fixed budget"}, {"id": "mai-20260917-0922-baseline|c129-s4|meta-small|Freshping", "prompt": "c129-s4", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Freshping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering Freshping for simple uptime monitoring without a budget"}, {"id": "mai-20260917-0922-baseline|c129-s4|minimax-small|Zabbix", "prompt": "c129-s4", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zabbix** (Best Overall for Small Businesses)"}, {"id": "mai-20260917-0922-baseline|c129-s4|minimax-small|Prometheus + Grafana", "prompt": "c129-s4", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for Technical Teams)"}, {"id": "mai-20260917-0922-baseline|c129-s4|minimax-small|Paessler PRTG", "prompt": "c129-s4", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Paessler PRTG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**PRTG** if you want something quick to set up and don't mind the 100-sensor limit"}, {"id": "mai-20260917-0922-baseline|c129-s4|minimax-small|LibreNMS", "prompt": "c129-s4", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "LibreNMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Network-Focused Monitoring)"}, {"id": "mai-20260917-0922-baseline|c129-s4|minimax-small|Datadog", "prompt": "c129-s4", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "significantly cheaper than enterprise solutions like Datadog or SolarWinds"}, {"id": "mai-20260917-0922-baseline|c129-s4|minimax-small|SolarWinds", "prompt": "c129-s4", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "SolarWinds", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "significantly cheaper than enterprise solutions like Datadog or SolarWinds"}, {"id": "mai-20260917-0922-baseline|c129-s4|mistral-small|Zabbix", "prompt": "c129-s4", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want free and open-source, go with Zabbix."}, {"id": "mai-20260917-0922-baseline|c129-s4|mistral-small|Site24x7", "prompt": "c129-s4", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer a low-cost SaaS option, Site24x7 is a strong pick."}, {"id": "mai-20260917-0922-baseline|c129-s4|mistral-small|Netdata", "prompt": "c129-s4", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For usage-based pricing and APM, consider Netdata."}, {"id": "mai-20260917-0922-baseline|c129-s4|moonshot-small|Netdata", "prompt": "c129-s4", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies on a tight budget, I'd suggest starting with **Netdata**"}, {"id": "mai-20260917-0922-baseline|c129-s4|moonshot-small|Zabbix", "prompt": "c129-s4", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for IT Infrastructure ... you can always migrate to Zabbix or Prometheus later"}, {"id": "mai-20260917-0922-baseline|c129-s4|moonshot-small|Uptime Kuma", "prompt": "c129-s4", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Uptime Kuma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Easiest to Deploy ... Extremely simple setup (single container)"}, {"id": "mai-20260917-0922-baseline|c129-s4|moonshot-small|Prometheus + Grafana", "prompt": "c129-s4", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cloud-Native ... Industry standard, powerful querying"}, {"id": "mai-20260917-0922-baseline|c129-s4|moonshot-small|Paessler PRTG", "prompt": "c129-s4", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Paessler PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Free Tier for Commercial Tool ... Cons: Limited free tier"}, {"id": "mai-20260917-0922-baseline|c129-s4|moonshot-small|UptimeRobot", "prompt": "c129-s4", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "UptimeRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Just need uptime monitoring | **UptimeRobot** (free tier: 50 monitors)"}, {"id": "mai-20260917-0922-baseline|c129-s4|openai-small|Prometheus", "prompt": "c129-s4", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Prometheus + Grafana OSS**"}, {"id": "mai-20260917-0922-baseline|c129-s4|openai-small|Grafana OSS", "prompt": "c129-s4", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana OSS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best default choice is usually **Prometheus + Grafana OSS**"}, {"id": "mai-20260917-0922-baseline|c129-s4|openai-small|Checkmk Community Edition", "prompt": "c129-s4", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Checkmk Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If I had to pick one **single best answer** for most tiny teams: **Checkmk Community Edition** for simplicity"}, {"id": "mai-20260917-0922-baseline|c129-s4|openai-small|Grafana Cloud free tier", "prompt": "c129-s4", "model": "openai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana Cloud free tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Grafana Cloud free tier if you want a hosted option and want to minimize ops work"}, {"id": "mai-20260917-0922-baseline|c129-s4|xai-small|Zabbix", "prompt": "c129-s4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company with a tight budget, Zabbix stands out as one of the best free, open-source infrastructure monitoring tools."}, {"id": "mai-20260917-0922-baseline|c129-s4|xai-small|Prometheus + Grafana", "prompt": "c129-s4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free alternatives if Zabbix doesn't fit:\n1. **Prometheus + Grafana** (fully free/open-source)"}, {"id": "mai-20260917-0922-baseline|c129-s4|xai-small|Nagios Core", "prompt": "c129-s4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Nagios Core", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Dated UI, manual config heavy—not ideal for beginners."}, {"id": "mai-20260917-0922-baseline|c129-s4|xai-small|Netdata", "prompt": "c129-s4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zero-config, real-time (per-second) monitoring... Installs in 60 seconds; great dashboards"}, {"id": "mai-20260917-0922-baseline|c129-s4|xai-small|Paessler PRTG", "prompt": "c129-s4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Paessler PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If setup time is critical and you're <25 devices, try PRTG free."}, {"id": "mai-20260917-0922-baseline|c129-s4|xai-small|Datadog", "prompt": "c129-s4", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid paid SaaS like Datadog ($15/host/mo) unless you value zero-maintenance over budget."}, {"id": "mai-20260917-0922-baseline|c129-s4|zai-small|Prometheus + Grafana", "prompt": "c129-s4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company with a tight budget, **Prometheus + Grafana** is often the sweet spot"}, {"id": "mai-20260917-0922-baseline|c129-s4|zai-small|Zabbix", "prompt": "c129-s4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zabbix (Best for Traditional Infrastructure)"}, {"id": "mai-20260917-0922-baseline|c129-s4|zai-small|Netdata", "prompt": "c129-s4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Netdata (Best for Quick, Real-Time Visibility)"}, {"id": "mai-20260917-0922-baseline|c129-s4|zai-small|Grafana Cloud", "prompt": "c129-s4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Grafana Cloud's free tier** or **New Relic's free tier** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c129-s4|zai-small|New Relic", "prompt": "c129-s4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "New Relic's free tier** are excellent alternatives that can get you started quickly"}, {"id": "mai-20260917-0922-baseline|c129-s4|zai-small|Checkmate", "prompt": "c129-s4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Checkmate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Checkmate (All-in-One Self-Hosted Option)"}, {"id": "mai-20260917-0922-baseline|c129-s4|zai-small|AWS CloudWatch", "prompt": "c129-s4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "AWS CloudWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free tier includes 10 custom metrics per instance... Less comprehensive than dedicated monitoring tools."}, {"id": "mai-20260917-0922-baseline|c129-s4|zai-small|Azure Monitor", "prompt": "c129-s4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Azure Monitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Azure Monitor:** Free tier covers a limited number of resources and log retention."}, {"id": "mai-20260917-0922-baseline|c129-s4|zai-small|Google Cloud Monitoring", "prompt": "c129-s4", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "budget", "raw": "Google Cloud Monitoring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free tier includes 64 GB of metrics storage per day and 30-day retention."}, {"id": "mai-20260917-0922-baseline|c129-s5|alibaba-small|Prometheus + Grafana", "prompt": "c129-s5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "An open-source solution (like Prometheus + Grafana) has \\$0 licensing but high engineering overhead."}, {"id": "mai-20260917-0922-baseline|c129-s5|alibaba-small|Datadog", "prompt": "c129-s5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Verdict:** Great for starting here if budget allows. Saves time."}, {"id": "mai-20260917-0922-baseline|c129-s5|alibaba-small|New Relic", "prompt": "c129-s5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Type A: The Enterprise-Standard (Datadog / New Relic / Dynatrace)**"}, {"id": "mai-20260917-0922-baseline|c129-s5|alibaba-small|Dynatrace", "prompt": "c129-s5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Type A: The Enterprise-Standard (Datadog / New Relic / Dynatrace)**"}, {"id": "mai-20260917-0922-baseline|c129-s5|alibaba-small|Sentry", "prompt": "c129-s5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Cons:** Often lack deep infrastructure metrics (CPU/RAM/Network)... rarely replaces a full infrastructure monitor."}, {"id": "mai-20260917-0922-baseline|c129-s5|alibaba-small|Rollbar", "prompt": "c129-s5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Cons:** Often lack deep infrastructure metrics (CPU/RAM/Network)."}, {"id": "mai-20260917-0922-baseline|c129-s5|alibaba-small|LogRocket", "prompt": "c129-s5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "LogRocket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Cons:** Often lack deep infrastructure metrics (CPU/RAM/Network)."}, {"id": "mai-20260917-0922-baseline|c129-s5|alibaba-small|ObservIQ", "prompt": "c129-s5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "ObservIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Verdict:** Best option if you have a budget cap (\\$2k/mo max) or strong internal technical skills."}, {"id": "mai-20260917-0922-baseline|c129-s5|alibaba-small|Zabbix", "prompt": "c129-s5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Zabbix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Type C: The Agile/Open-Core (ObservIQ / Zabbix / Netdata)**"}, {"id": "mai-20260917-0922-baseline|c129-s5|alibaba-small|Netdata", "prompt": "c129-s5", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Type C: The Agile/Open-Core (ObservIQ / Zabbix / Netdata)**"}, {"id": "mai-20260917-0922-baseline|c129-s5|deepseek-small|Prometheus + Grafana", "prompt": "c129-s5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "self-hosted open-source (Prometheus + Grafana) has $0 license but real ops cost"}, {"id": "mai-20260917-0922-baseline|c129-s5|deepseek-small|Datadog", "prompt": "c129-s5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a SaaS unified platform (Datadog, New Relic)"}, {"id": "mai-20260917-0922-baseline|c129-s5|deepseek-small|New Relic", "prompt": "c129-s5", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a SaaS unified platform (Datadog, New Relic)"}, {"id": "mai-20260917-0922-baseline|c129-s5|google-small|Better Stack", "prompt": "c129-s5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Verdict:** This is the \"sweet spot\" tool for most modern 30-person startups."}, {"id": "mai-20260917-0922-baseline|c129-s5|google-small|Netdata", "prompt": "c129-s5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The absolute best option if your primary goal is infrastructure metrics (CPU, memory, disk, network, databases) on a budget."}, {"id": "mai-20260917-0922-baseline|c129-s5|google-small|Grafana Cloud", "prompt": "c129-s5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Tech-Heavy, Engineering-Led Teams... **Cons:** High learning curve"}, {"id": "mai-20260917-0922-baseline|c129-s5|google-small|New Relic", "prompt": "c129-s5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Consolidated APM & Infrastructure... the seat costs will scale aggressively."}, {"id": "mai-20260917-0922-baseline|c129-s5|google-small|Datadog", "prompt": "c129-s5", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Verdict:** Avoid unless you have a dedicated DevOps hire and a flexible budget."}, {"id": "mai-20260917-0922-baseline|c129-s5|meta-small|Motadata ObserveOps", "prompt": "c129-s5", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Motadata ObserveOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A comprehensive monitoring tool that provides a correlated view of network, server, cloud, and application telemetry."}, {"id": "mai-20260917-0922-baseline|c129-s5|meta-small|Zabbix", "prompt": "c129-s5", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "An open-source monitoring tool that is highly customizable and scalable."}, {"id": "mai-20260917-0922-baseline|c129-s5|meta-small|Datadog", "prompt": "c129-s5", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A cloud-based monitoring tool that provides a wide range of integrations and features."}, {"id": "mai-20260917-0922-baseline|c129-s5|meta-small|Netdata", "prompt": "c129-s5", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Netdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A real-time monitoring tool that provides a simple and cost-effective solution."}, {"id": "mai-20260917-0922-baseline|c129-s5|meta-small|Coralogix", "prompt": "c129-s5", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Coralogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A cloud-based monitoring tool that provides a comprehensive view of infrastructure and application performance."}, {"id": "mai-20260917-0922-baseline|c129-s5|mistral-small|Datadog", "prompt": "c129-s5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Agent-based tools (like Datadog, New Relic) offer deep insights but can be heavy."}, {"id": "mai-20260917-0922-baseline|c129-s5|mistral-small|New Relic", "prompt": "c129-s5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Full-stack, APM, logs | Good for app performance, user-friendly | Can be pricey, complex setup"}, {"id": "mai-20260917-0922-baseline|c129-s5|mistral-small|Prometheus + Grafana", "prompt": "c129-s5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Open-source, customizable, cloud-agnostic | Free, flexible, great for metrics | Steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c129-s5|mistral-small|Grafana Cloud", "prompt": "c129-s5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Grafana Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Open-source + managed Grafana | Combines Prometheus, Loki, Tempo | Some features require setup"}, {"id": "mai-20260917-0922-baseline|c129-s5|mistral-small|Zabbix", "prompt": "c129-s5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "On-prem, self-hosted | Free, mature, feature-rich | Outdated UI, complex setup"}, {"id": "mai-20260917-0922-baseline|c129-s5|mistral-small|Nagios", "prompt": "c129-s5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Nagios", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Legacy on-prem monitoring | Mature, plugin ecosystem | Outdated, steep learning curve"}, {"id": "mai-20260917-0922-baseline|c129-s5|mistral-small|Sentry", "prompt": "c129-s5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Great for app errors, lightweight | Not a full-stack tool"}, {"id": "mai-20260917-0922-baseline|c129-s5|mistral-small|PagerDuty/Opsgenie", "prompt": "c129-s5", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "PagerDuty/Opsgenie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Best-in-class alerting | Not a full monitoring tool"}, {"id": "mai-20260917-0922-baseline|c129-s5|moonshot-small|Zabbix", "prompt": "c129-s5", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Zabbix, Prometheus+Grafana are free but require engineering time"}, {"id": "mai-20260917-0922-baseline|c129-s5|moonshot-small|Prometheus+Grafana", "prompt": "c129-s5", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Prometheus+Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Zabbix, Prometheus+Grafana (free, but requires expertise)"}, {"id": "mai-20260917-0922-baseline|c129-s5|moonshot-small|Datadog", "prompt": "c129-s5", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SaaS-first** | Minimal setup, fast time-to-value | Datadog, New Relic, Site24x7"}, {"id": "mai-20260917-0922-baseline|c129-s5|moonshot-small|New Relic", "prompt": "c129-s5", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Datadog, New Relic, Site24x7 (~$9-30/mo)"}, {"id": "mai-20260917-0922-baseline|c129-s5|moonshot-small|Site24x7", "prompt": "c129-s5", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Datadog, New Relic, Site24x7 (~$9-30/mo)"}, {"id": "mai-20260917-0922-baseline|c129-s5|moonshot-small|Netdata", "prompt": "c129-s5", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Netdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Hybrid** | Balance of cost and features | Netdata, Middleware"}, {"id": "mai-20260917-0922-baseline|c129-s5|moonshot-small|Middleware", "prompt": "c129-s5", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Middleware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Hybrid** | Balance of cost and features | Netdata, Middleware"}, {"id": "mai-20260917-0922-baseline|c129-s5|xai-small|Datadog", "prompt": "c129-s5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Yes, scalable but watch bills"}, {"id": "mai-20260917-0922-baseline|c129-s5|xai-small|New Relic", "prompt": "c129-s5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Yes, unified but pricier"}, {"id": "mai-20260917-0922-baseline|c129-s5|xai-small|Site24x7", "prompt": "c129-s5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Site24x7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with free tiers of Site24x7 or Zabbix if budget-tight."}, {"id": "mai-20260917-0922-baseline|c129-s5|xai-small|Zabbix", "prompt": "c129-s5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Zabbix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with free tiers of Site24x7 or Zabbix if budget-tight."}, {"id": "mai-20260917-0922-baseline|c129-s5|xai-small|Prometheus+Grafana", "prompt": "c129-s5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Prometheus+Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options for your size include Datadog, New Relic, Site24x7, Zabbix (free/open-source), Prometheus+Grafana, Motadata, and Netdata"}, {"id": "mai-20260917-0922-baseline|c129-s5|xai-small|Motadata", "prompt": "c129-s5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Motadata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular options for your size include ... Motadata, and Netdata"}, {"id": "mai-20260917-0922-baseline|c129-s5|xai-small|Netdata", "prompt": "c129-s5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Real-time focus, low cost"}, {"id": "mai-20260917-0922-baseline|c129-s5|xai-small|Dynatrace", "prompt": "c129-s5", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "many SMBs regret over-featured tools like full Dynatrace"}, {"id": "mai-20260917-0922-baseline|c129-s5|zai-small|Zabbix", "prompt": "c129-s5", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you're mostly on-prem with some cloud, tools like Zabbix or LibreNMS can work well."}, {"id": "mai-20260917-0922-baseline|c129-s5|zai-small|LibreNMS", "prompt": "c129-s5", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "LibreNMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tools like Zabbix or LibreNMS can work well"}, {"id": "mai-20260917-0922-baseline|c129-s5|zai-small|Datadog", "prompt": "c129-s5", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you're cloud-native, Datadog, New Relic, or Prometheus+Grafana may be better."}, {"id": "mai-20260917-0922-baseline|c129-s5|zai-small|New Relic", "prompt": "c129-s5", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you're cloud-native, Datadog, New Relic, or Prometheus+Grafana may be better."}, {"id": "mai-20260917-0922-baseline|c129-s5|zai-small|Prometheus+Grafana", "prompt": "c129-s5", "model": "zai-small", "cat": "infrastructure-monitoring", "variant": "scale", "raw": "Prometheus+Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you're cloud-native, Datadog, New Relic, or Prometheus+Grafana may be better."}, {"id": "mai-20260917-0922-baseline|c129-s6|alibaba-small|Datadog", "prompt": "c129-s6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** **Datadog** (unless fully funded/VC-backed with unlimited budget)"}, {"id": "mai-20260917-0922-baseline|c129-s6|alibaba-small|Dynatrace", "prompt": "c129-s6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High-Tier \"Enterprise Suite\" Tools (Caution: Pricing) ... Examples: Datadog, Dynatrace"}, {"id": "mai-20260917-0922-baseline|c129-s6|alibaba-small|Grafana Cloud", "prompt": "c129-s6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Modern Observability:** **Grafana Cloud** (generous free tier)"}, {"id": "mai-20260917-0922-baseline|c129-s6|alibaba-small|Mimir/Prometheus", "prompt": "c129-s6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Mimir/Prometheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better Alternative: Look for tools with flat-rate pricing or open-source roots ... Mimir/Prometheus"}, {"id": "mai-20260917-0922-baseline|c129-s6|alibaba-small|Signoz", "prompt": "c129-s6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Signoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "transparent cloud tiers (e.g., **Grafana Cloud**, **Mimir/Prometheus**, or **Signoz**)"}, {"id": "mai-20260917-0922-baseline|c129-s6|alibaba-small|Nagios", "prompt": "c129-s6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** ... **Nagios** (if you lack dedicated ops engineers)"}, {"id": "mai-20260917-0922-baseline|c129-s6|alibaba-small|Cacti", "prompt": "c129-s6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Cacti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "\"Legacy\" Open-Source Solutions (Caution: Operational Burden) ... older versions of **Cacti**"}, {"id": "mai-20260917-0922-baseline|c129-s6|alibaba-small|Grafana", "prompt": "c129-s6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Modern alternatives like **Prometheus** paired with **Grafana** are easier to containerize and scale"}, {"id": "mai-20260917-0922-baseline|c129-s6|alibaba-small|Site24x7", "prompt": "c129-s6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "managed services like **Site24x7** if you prefer a hosted solution with lower friction"}, {"id": "mai-20260917-0922-baseline|c129-s6|alibaba-small|AWS CloudWatch", "prompt": "c129-s6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "AWS CloudWatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Stick to what your cloud provider offers (AWS CloudWatch, Azure Monitor) first—they are integrated and cheap/free initially"}, {"id": "mai-20260917-0922-baseline|c129-s6|alibaba-small|PRTG", "prompt": "c129-s6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "PRTG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Buying **PRTG** just to check a few specific ports alongside a heavy stack like Datadog"}, {"id": "mai-20260917-0922-baseline|c129-s6|alibaba-small|Azure Monitor", "prompt": "c129-s6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Azure Monitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Stick to what your cloud provider offers (AWS CloudWatch, Azure Monitor) first"}, {"id": "mai-20260917-0922-baseline|c129-s6|alibaba-small|Uptime Kuma", "prompt": "c129-s6", "model": "alibaba-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Uptime Kuma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Uptime Kuma** (simple, lightweight)"}, {"id": "mai-20260917-0922-baseline|c129-s6|anthropic-small|Dynatrace", "prompt": "c129-s6", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Dynatrace is a major tool to be cautious about for small businesses... there is no cheap way to start with Dynatrace, as it is an enterprise investment"}, {"id": "mai-20260917-0922-baseline|c129-s6|anthropic-small|Datadog", "prompt": "c129-s6", "model": "anthropic-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Datadog, while more affordable than Dynatrace, still carries risks for small businesses."}, {"id": "mai-20260917-0922-baseline|c129-s6|challenger-small|Datadog", "prompt": "c129-s6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Datadog** and **Dynatrace** if budget predictability matters, because multiple sources describe them as enterprise-grade and note that costs can rise quickly"}, {"id": "mai-20260917-0922-baseline|c129-s6|challenger-small|Dynatrace", "prompt": "c129-s6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Datadog** and **Dynatrace** if budget predictability matters... costs can rise quickly as infrastructure grows"}, {"id": "mai-20260917-0922-baseline|c129-s6|challenger-small|Splunk", "prompt": "c129-s6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "explicitly called out as something to avoid until the infrastructure grows enough to justify the investment"}, {"id": "mai-20260917-0922-baseline|c129-s6|challenger-small|Zabbix", "prompt": "c129-s6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "if your team is small and lacks dedicated monitoring expertise, because they are powerful but can require significant setup, tuning, and maintenance"}, {"id": "mai-20260917-0922-baseline|c129-s6|challenger-small|Nagios", "prompt": "c129-s6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "if your team is small and lacks dedicated monitoring expertise... can require significant setup, tuning, and maintenance"}, {"id": "mai-20260917-0922-baseline|c129-s6|challenger-small|PRTG", "prompt": "c129-s6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "PRTG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**PRTG** if you expect rapid growth or need very deep dependency context... less suitable for very large or complex ones"}, {"id": "mai-20260917-0922-baseline|c129-s6|challenger-small|Prometheus", "prompt": "c129-s6", "model": "challenger-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "be ready for the operational overhead that comes with self-hosted tools like Prometheus, Zabbix, or Nagios"}, {"id": "mai-20260917-0922-baseline|c129-s6|deepseek-small|Nagios", "prompt": "c129-s6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "For a typical small business, avoid unless you're in that rare situation."}, {"id": "mai-20260917-0922-baseline|c129-s6|deepseek-small|Icinga", "prompt": "c129-s6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Icinga", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "legacy open-source) — **Be very cautious** ... For a typical small business, avoid"}, {"id": "mai-20260917-0922-baseline|c129-s6|deepseek-small|Zabbix", "prompt": "c129-s6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "the fiddly open-source \"project\" tools (Nagios, Zabbix) if you don't have a specialist on staff"}, {"id": "mai-20260917-0922-baseline|c129-s6|deepseek-small|SolarWinds", "prompt": "c129-s6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cautious; complexity outweighs capability**"}, {"id": "mai-20260917-0922-baseline|c129-s6|deepseek-small|Datadog", "prompt": "c129-s6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid as a default** ... \"the most commonly overpaid-for platform.\""}, {"id": "mai-20260917-0922-baseline|c129-s6|deepseek-small|Dynatrace", "prompt": "c129-s6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid as a default** ... complex host-unit + \"Davis data units\" model that's genuinely hard to predict"}, {"id": "mai-20260917-0922-baseline|c129-s6|deepseek-small|Splunk", "prompt": "c129-s6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "(enterprise observability platforms) — **Avoid as a default**"}, {"id": "mai-20260917-0922-baseline|c129-s6|deepseek-small|PRTG (Paessler)", "prompt": "c129-s6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "PRTG (Paessler)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "free up to 100 sensors, strong SMB positioning, fast setup"}, {"id": "mai-20260917-0922-baseline|c129-s6|deepseek-small|ManageEngine OpManager", "prompt": "c129-s6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "ManageEngine OpManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "low pricing, perpetual licensing, auto-discovery that gets monitoring running on day one"}, {"id": "mai-20260917-0922-baseline|c129-s6|deepseek-small|Site24x7", "prompt": "c129-s6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "low pricing, perpetual licensing, auto-discovery"}, {"id": "mai-20260917-0922-baseline|c129-s6|deepseek-small|Netdata", "prompt": "c129-s6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Netdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "transparent per-node pricing, near-zero setup, good for small fleets"}, {"id": "mai-20260917-0922-baseline|c129-s6|deepseek-small|Grafana Cloud", "prompt": "c129-s6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "transparent per-node pricing, near-zero setup, good for small fleets"}, {"id": "mai-20260917-0922-baseline|c129-s6|deepseek-small|New Relic free tier", "prompt": "c129-s6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "New Relic free tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "transparent per-node pricing, near-zero setup, good for small fleets"}, {"id": "mai-20260917-0922-baseline|c129-s6|deepseek-small|SigNoz", "prompt": "c129-s6", "model": "deepseek-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "OpenTelemetry-native with predictable, transparent cloud pricing"}, {"id": "mai-20260917-0922-baseline|c129-s6|google-small|Datadog", "prompt": "c129-s6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you do not have an engineer specifically tasked with monitoring and optimizing your cloud spending, you should avoid these platforms."}, {"id": "mai-20260917-0922-baseline|c129-s6|google-small|New Relic", "prompt": "c129-s6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples: Datadog, New Relic, Dynatrace... you should avoid these platforms."}, {"id": "mai-20260917-0922-baseline|c129-s6|google-small|Dynatrace", "prompt": "c129-s6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples: Datadog, New Relic, Dynatrace... you should avoid these platforms."}, {"id": "mai-20260917-0922-baseline|c129-s6|google-small|Self-hosted Prometheus & Grafana", "prompt": "c129-s6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Self-hosted Prometheus & Grafana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid self-hosting your entire monitoring stack if you have a small IT team of fewer than 5 people."}, {"id": "mai-20260917-0922-baseline|c129-s6|google-small|Zabbix", "prompt": "c129-s6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Legacy Usability (Nagios/Zabbix): Older open-source tools... clunky, outdated user interfaces."}, {"id": "mai-20260917-0922-baseline|c129-s6|google-small|Nagios Core", "prompt": "c129-s6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios Core", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Nagios require configuring complex, manual text files to add a single server, and they feature clunky, outdated user interfaces."}, {"id": "mai-20260917-0922-baseline|c129-s6|google-small|AppDynamics", "prompt": "c129-s6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "These tools are built for massive legacy corporate environments... rarely appropriate for small businesses."}, {"id": "mai-20260917-0922-baseline|c129-s6|google-small|Splunk", "prompt": "c129-s6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Heavyweight Enterprise APM & AIOps Suites... rarely appropriate for small businesses."}, {"id": "mai-20260917-0922-baseline|c129-s6|google-small|ScienceLogic", "prompt": "c129-s6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "ScienceLogic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Examples: AppDynamics, Splunk, ScienceLogic... rarely appropriate for small businesses."}, {"id": "mai-20260917-0922-baseline|c129-s6|google-small|Better Stack", "prompt": "c129-s6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Tools like **Better Stack**, **Uptime Kuma**... or **Site24x7** offer simple, flat-rate pricing."}, {"id": "mai-20260917-0922-baseline|c129-s6|google-small|Uptime Kuma", "prompt": "c129-s6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Uptime Kuma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Uptime Kuma** (very easy to self-host)"}, {"id": "mai-20260917-0922-baseline|c129-s6|google-small|Site24x7", "prompt": "c129-s6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "or **Site24x7** offer simple, flat-rate pricing"}, {"id": "mai-20260917-0922-baseline|c129-s6|google-small|Grafana Cloud", "prompt": "c129-s6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "use **Grafana Cloud's free or low-cost tiers**, where they handle the backend"}, {"id": "mai-20260917-0922-baseline|c129-s6|google-small|Sematext", "prompt": "c129-s6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Sematext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "transparently priced platforms like **Sematext**, **Logflare**, or **Axiom**"}, {"id": "mai-20260917-0922-baseline|c129-s6|google-small|Logflare", "prompt": "c129-s6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Logflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "transparently priced platforms like **Sematext**, **Logflare**, or **Axiom**"}, {"id": "mai-20260917-0922-baseline|c129-s6|google-small|Axiom", "prompt": "c129-s6", "model": "google-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Axiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "designed to prevent unexpected billing shocks"}, {"id": "mai-20260917-0922-baseline|c129-s6|meta-small|Datadog", "prompt": "c129-s6", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it can be expensive at scale, and its costs can compound quickly as infrastructure grows"}, {"id": "mai-20260917-0922-baseline|c129-s6|meta-small|Dynatrace", "prompt": "c129-s6", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Dynatrace is an enterprise-grade tool that can be costly, especially for small businesses with limited budgets"}, {"id": "mai-20260917-0922-baseline|c129-s6|meta-small|SigNoz", "prompt": "c129-s6", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Offers OTel-native observability and deployment freedom, with transparent cloud pricing"}, {"id": "mai-20260917-0922-baseline|c129-s6|meta-small|Site24x7", "prompt": "c129-s6", "model": "meta-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "making it a good option for small and medium teams"}, {"id": "mai-20260917-0922-baseline|c129-s6|minimax-small|SolarWinds", "prompt": "c129-s6", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some enterprise-grade solutions (like advanced versions of SolarWinds, Datadog, or ManageEngine) offer far more features than a small business needs"}, {"id": "mai-20260917-0922-baseline|c129-s6|minimax-small|Datadog", "prompt": "c129-s6", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Datadog and New Relic are sometimes cited as becoming expensive at scale."}, {"id": "mai-20260917-0922-baseline|c129-s6|minimax-small|ManageEngine", "prompt": "c129-s6", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "offer far more features than a small business needs, leading to: Unnecessary complexity"}, {"id": "mai-20260917-0922-baseline|c129-s6|minimax-small|New Relic", "prompt": "c129-s6", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some tools (like New Relic) charge per user, which can limit team access and drive up costs quickly."}, {"id": "mai-20260917-0922-baseline|c129-s6|minimax-small|Zabbix", "prompt": "c129-s6", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Open-source tools like Zabbix and Nagios ... require significant time investment (6-12 weeks for setup) and ongoing maintenance—often too much for small teams."}, {"id": "mai-20260917-0922-baseline|c129-s6|minimax-small|Nagios", "prompt": "c129-s6", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Open-source tools like Zabbix and Nagios ... often too much for small teams"}, {"id": "mai-20260917-0922-baseline|c129-s6|minimax-small|UptimeRobot", "prompt": "c129-s6", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "UptimeRobot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Start simple**: Tools like UptimeRobot, Pingdom, or Instatus offer basic monitoring at lower costs"}, {"id": "mai-20260917-0922-baseline|c129-s6|minimax-small|Pingdom", "prompt": "c129-s6", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Pingdom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tools like UptimeRobot, Pingdom, or Instatus offer basic monitoring at lower costs"}, {"id": "mai-20260917-0922-baseline|c129-s6|minimax-small|Instatus", "prompt": "c129-s6", "model": "minimax-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Instatus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Tools like UptimeRobot, Pingdom, or Instatus offer basic monitoring at lower costs"}, {"id": "mai-20260917-0922-baseline|c129-s6|mistral-small|Datadog", "prompt": "c129-s6", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "per-host pricing that can become unpredictable and expensive for small businesses"}, {"id": "mai-20260917-0922-baseline|c129-s6|mistral-small|New Relic", "prompt": "c129-s6", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "pricing model based on data ingest and user counts, which can quickly escalate costs for small teams"}, {"id": "mai-20260917-0922-baseline|c129-s6|mistral-small|Zabbix", "prompt": "c129-s6", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "requires a very high time investment for setup and maintenance (6–8 weeks)"}, {"id": "mai-20260917-0922-baseline|c129-s6|mistral-small|Nagios", "prompt": "c129-s6", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "notorious for its steep learning curve and massive time cost... making it a poor fit for small teams"}, {"id": "mai-20260917-0922-baseline|c129-s6|mistral-small|PRTG", "prompt": "c129-s6", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "PRTG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "look for tools with transparent pricing, easy setup, and SMB-focused features, such as PRTG or Osano"}, {"id": "mai-20260917-0922-baseline|c129-s6|mistral-small|Osano", "prompt": "c129-s6", "model": "mistral-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Osano", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "such as PRTG or Osano"}, {"id": "mai-20260917-0922-baseline|c129-s6|moonshot-small|Datadog", "prompt": "c129-s6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Why be cautious:** Unpredictable, consumption-based pricing that \"punishes growth\""}, {"id": "mai-20260917-0922-baseline|c129-s6|moonshot-small|Dynatrace", "prompt": "c129-s6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise Overkill ... likely overkill for small business needs"}, {"id": "mai-20260917-0922-baseline|c129-s6|moonshot-small|SolarWinds NPM", "prompt": "c129-s6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "SolarWinds NPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Complex & Expensive ... \"probably a little too much for small businesses\""}, {"id": "mai-20260917-0922-baseline|c129-s6|moonshot-small|Nagios XI/Core", "prompt": "c129-s6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios XI/Core", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Free tools like Nagios and Zabbix can actually cost more in engineer time than paid solutions"}, {"id": "mai-20260917-0922-baseline|c129-s6|moonshot-small|Zabbix", "prompt": "c129-s6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Free tools like Nagios and Zabbix can actually cost more in engineer time than paid solutions"}, {"id": "mai-20260917-0922-baseline|c129-s6|moonshot-small|New Relic", "prompt": "c129-s6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Better suited for application performance than infrastructure"}, {"id": "mai-20260917-0922-baseline|c129-s6|moonshot-small|Netdata", "prompt": "c129-s6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Netdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Recommended alternatives:** Netdata, PRTG, Site24x7"}, {"id": "mai-20260917-0922-baseline|c129-s6|moonshot-small|PRTG", "prompt": "c129-s6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Recommended alternatives:** Netdata, PRTG, Site24x7"}, {"id": "mai-20260917-0922-baseline|c129-s6|moonshot-small|Site24x7", "prompt": "c129-s6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Recommended alternatives:** Netdata, PRTG, Site24x7"}, {"id": "mai-20260917-0922-baseline|c129-s6|moonshot-small|Prometheus + Grafana", "prompt": "c129-s6", "model": "moonshot-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "managed open-source stacks like Prometheus + Grafana (if you have some technical capacity)"}, {"id": "mai-20260917-0922-baseline|c129-s6|xai-small|Datadog", "prompt": "c129-s6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid if budget predictability matters or you're monitoring fewer than 10–20 hosts—costs compound without clear caps"}, {"id": "mai-20260917-0922-baseline|c129-s6|xai-small|Dynatrace", "prompt": "c129-s6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "it's pricey ... geared toward large enterprises ... SMBs report it's wasteful for basic needs"}, {"id": "mai-20260917-0922-baseline|c129-s6|xai-small|New Relic", "prompt": "c129-s6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "leads to surprise bills for growing data volumes ... skip if your focus is pure infrastructure"}, {"id": "mai-20260917-0922-baseline|c129-s6|xai-small|Splunk", "prompt": "c129-s6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Extremely costly for full infrastructure use ... overkill and complex for basic metrics/alerting"}, {"id": "mai-20260917-0922-baseline|c129-s6|xai-small|Prometheus + Grafana", "prompt": "c129-s6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Prometheus + Grafana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid for non-technical SMBs, as it demands ongoing maintenance and can create more work than it saves"}, {"id": "mai-20260917-0922-baseline|c129-s6|xai-small|Zabbix", "prompt": "c129-s6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "infamous steep learning curves ... it becomes a time sink for small teams without dedicated ops staff"}, {"id": "mai-20260917-0922-baseline|c129-s6|xai-small|Nagios", "prompt": "c129-s6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Nagios", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "infamous steep learning curves (custom scripting, agent configs)"}, {"id": "mai-20260917-0922-baseline|c129-s6|xai-small|checkmk", "prompt": "c129-s6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "checkmk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "prefer flat-rate or free-tier options like open-source alternatives (e.g., checkmk)"}, {"id": "mai-20260917-0922-baseline|c129-s6|xai-small|Zoho Site24x7", "prompt": "c129-s6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Zoho Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SMB-friendly ones (e.g., Zoho Site24x7, Domotz, or PRTG with sensors)"}, {"id": "mai-20260917-0922-baseline|c129-s6|xai-small|Domotz", "prompt": "c129-s6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Domotz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SMB-friendly ones (e.g., Zoho Site24x7, Domotz, or PRTG with sensors)"}, {"id": "mai-20260917-0922-baseline|c129-s6|xai-small|SolarWinds", "prompt": "c129-s6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "SolarWinds or IBM Instana offer depth but complex UIs and governance overhead unsuitable for lean teams"}, {"id": "mai-20260917-0922-baseline|c129-s6|xai-small|IBM Instana", "prompt": "c129-s6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "IBM Instana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "complex UIs and governance overhead unsuitable for lean teams"}, {"id": "mai-20260917-0922-baseline|c129-s6|xai-small|UptimeRobot", "prompt": "c129-s6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "UptimeRobot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Start with simpler, affordable options like UptimeRobot (free tier for basics)"}, {"id": "mai-20260917-0922-baseline|c129-s6|xai-small|Paessler PRTG", "prompt": "c129-s6", "model": "xai-small", "cat": "infrastructure-monitoring", "variant": "negative", "raw": "Paessler PRTG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "or Paessler PRTG (sensor-based, starts low)"}, {"id": "mai-20260917-0922-baseline|c130-l1|alibaba-small|PagerDuty", "prompt": "c130-l1", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PagerDuty is widely considered the \"gold standard\" for enterprise incident management due to its sheer breadth of integrations and scale."}, {"id": "mai-20260917-0922-baseline|c130-l1|alibaba-small|FireHydrant", "prompt": "c130-l1", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose FireHydrant if you want to modernize your culture, automate workflows, and reduce manual work."}, {"id": "mai-20260917-0922-baseline|c130-l1|alibaba-small|Atlassian Opsgenie", "prompt": "c130-l1", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Atlassian Opsgenie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Opsgenie if your developers are already heavily invested in the Atlassian ecosystem (Jira)."}, {"id": "mai-20260917-0922-baseline|c130-l1|alibaba-small|Grafana OnCall", "prompt": "c130-l1", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Grafana OnCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Observability Heavy-Orgs ... Downside: Vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c130-l1|alibaba-small|VictorOps (DataDog)", "prompt": "c130-l1", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "VictorOps (DataDog)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Grafana OnCall / VictorOps (DataDog): Best for Observability Heavy-Orgs"}, {"id": "mai-20260917-0922-baseline|c130-l1|anthropic-small|Rootly", "prompt": "c130-l1", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rootly is best for enterprise-grade, Slack-, Google Chat-, and Teams-native incident management with deep automation and AI"}, {"id": "mai-20260917-0922-baseline|c130-l1|anthropic-small|PagerDuty", "prompt": "c130-l1", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PagerDuty remains a long-standing leader in on-call scheduling and alerting... budgets to absorb per-user pricing"}, {"id": "mai-20260917-0922-baseline|c130-l1|anthropic-small|Jira Service Management", "prompt": "c130-l1", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Jira Service Management is best for Atlassian-centered ITSM teams"}, {"id": "mai-20260917-0922-baseline|c130-l1|anthropic-small|ServiceNow", "prompt": "c130-l1", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ServiceNow is best for broad enterprise ITSM governance"}, {"id": "mai-20260917-0922-baseline|c130-l1|anthropic-small|Opsgenie", "prompt": "c130-l1", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Opsgenie's wind-down and end of support set for April 5, 2027 means if you're evaluating that option, you should plan accordingly"}, {"id": "mai-20260917-0922-baseline|c130-l1|challenger-small|ServiceNow IT Service Management", "prompt": "c130-l1", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "ServiceNow IT Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is **ServiceNow IT Service Management**"}, {"id": "mai-20260917-0922-baseline|c130-l1|challenger-small|Rootly", "prompt": "c130-l1", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rootly** or **PagerDuty** are the strongest alternatives"}, {"id": "mai-20260917-0922-baseline|c130-l1|challenger-small|PagerDuty", "prompt": "c130-l1", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PagerDuty** for a product/engineering-led enterprise where alerting and response speed matter most"}, {"id": "mai-20260917-0922-baseline|c130-l1|challenger-small|Jira Service Management", "prompt": "c130-l1", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "strong choice when your company is already standardized on Atlassian tooling"}, {"id": "mai-20260917-0922-baseline|c130-l1|deepseek-small|Opsgenie", "prompt": "c130-l1", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Opsgenie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Opsgenie is being sunset by Atlassian (end-of-life April 2027)... treat it as a forced-migration risk."}, {"id": "mai-20260917-0922-baseline|c130-l1|deepseek-small|PagerDuty", "prompt": "c130-l1", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're a large, heavily regulated enterprise with a big existing on-call operation and need proven alerting/detection at scale \\u2192 PagerDuty"}, {"id": "mai-20260917-0922-baseline|c130-l1|deepseek-small|incident.io", "prompt": "c130-l1", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you're a modern B2B SaaS/engineering-led enterprise and your pain is response coordination and postmortems \\u2192 incident.io"}, {"id": "mai-20260917-0922-baseline|c130-l1|deepseek-small|ServiceNow ITSM", "prompt": "c130-l1", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need deep ITSM integration and governance \\u2192 ServiceNow."}, {"id": "mai-20260917-0922-baseline|c130-l1|deepseek-small|Rootly", "prompt": "c130-l1", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "with Rootly as a close, enterprise-hardened alternative"}, {"id": "mai-20260917-0922-baseline|c130-l1|deepseek-small|FireHydrant", "prompt": "c130-l1", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "FireHydrant: excellent workflow customization and incident lifecycle, though slightly lighter on the AI/automation side."}, {"id": "mai-20260917-0922-baseline|c130-l1|google-small|incident.io", "prompt": "c130-l1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "incident.io — Best Overall for Modern B2B SaaS & Tech Enterprises ... widely considered the gold standard for modern incident management"}, {"id": "mai-20260917-0922-baseline|c130-l1|google-small|Rootly", "prompt": "c130-l1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rootly — Best for Automation-Heavy SRE Teams & Rapid Customer RCAs ... is an exceptional choice"}, {"id": "mai-20260917-0922-baseline|c130-l1|google-small|PagerDuty (Operations Cloud)", "prompt": "c130-l1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty (Operations Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "remains the most recognizable and battle-tested name in enterprise alerting ... it is a highly reliable choice"}, {"id": "mai-20260917-0922-baseline|c130-l1|google-small|Atlassian Opsgenie", "prompt": "c130-l1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Atlassian Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "standalone Opsgenie is no longer a viable long-term strategy"}, {"id": "mai-20260917-0922-baseline|c130-l1|google-small|Jira Service Management (JSM)", "prompt": "c130-l1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Jira Service Management (JSM) remains an option for ITIL-focused enterprises"}, {"id": "mai-20260917-0922-baseline|c130-l1|google-small|FireHydrant", "prompt": "c130-l1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "making it a great option if your B2B enterprise is already standardized on Freshworks ITIL tooling"}, {"id": "mai-20260917-0922-baseline|c130-l1|meta-small|Rootly", "prompt": "c130-l1", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top options include Rootly, PagerDuty, and other platforms listed in the search results."}, {"id": "mai-20260917-0922-baseline|c130-l1|meta-small|PagerDuty", "prompt": "c130-l1", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Some of the top options include Rootly, PagerDuty, and other platforms listed in the search results."}, {"id": "mai-20260917-0922-baseline|c130-l1|minimax-small|PagerDuty", "prompt": "c130-l1", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PagerDuty** if you need scale, extensive integrations, and robust alerting"}, {"id": "mai-20260917-0922-baseline|c130-l1|minimax-small|ServiceNow", "prompt": "c130-l1", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ServiceNow** if you need full ITSM capabilities with complex workflows"}, {"id": "mai-20260917-0922-baseline|c130-l1|minimax-small|Jira Service Management", "prompt": "c130-l1", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Atlassian Ecosystems"}, {"id": "mai-20260917-0922-baseline|c130-l1|minimax-small|Rootly", "prompt": "c130-l1", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rootly** if you want modern AI-driven incident management with deep collaboration tool integration"}, {"id": "mai-20260917-0922-baseline|c130-l1|minimax-small|incident.io", "prompt": "c130-l1", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**incident.io** — Best for Slack-First Teams"}, {"id": "mai-20260917-0922-baseline|c130-l1|mistral-small|PagerDuty", "prompt": "c130-l1", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PagerDuty** stands out as the market leader for enterprise incident response"}, {"id": "mai-20260917-0922-baseline|c130-l1|mistral-small|Rootly", "prompt": "c130-l1", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top contenders include platforms like **Rootly**, which is specifically designed for enterprise SRE"}, {"id": "mai-20260917-0922-baseline|c130-l1|mistral-small|Jeli", "prompt": "c130-l1", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jeli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jeli**, which provides advanced incident analysis and postmortem features"}, {"id": "mai-20260917-0922-baseline|c130-l1|moonshot-small|PagerDuty", "prompt": "c130-l1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most mature enterprises actually run PagerDuty AND ServiceNow together... PagerDuty for real-time incident alerting, on-call management, and response coordination"}, {"id": "mai-20260917-0922-baseline|c130-l1|moonshot-small|ServiceNow ITSM", "prompt": "c130-l1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ServiceNow for ITSM workflow management, ticketing, and broader IT operations"}, {"id": "mai-20260917-0922-baseline|c130-l1|moonshot-small|Rootly", "prompt": "c130-l1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a single modern platform, Rootly is emerging as the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c130-l1|moonshot-small|Jira Service Management", "prompt": "c130-l1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for Atlassian-Centric Organizations"}, {"id": "mai-20260917-0922-baseline|c130-l1|moonshot-small|incident.io", "prompt": "c130-l1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for Slack-First Teams"}, {"id": "mai-20260917-0922-baseline|c130-l1|moonshot-small|Opsgenie", "prompt": "c130-l1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Atlassian has stopped selling new licenses (June 2025) and the product will reach end-of-life on April 5, 2027 — so plan a migration path"}, {"id": "mai-20260917-0922-baseline|c130-l1|openai-small|PagerDuty", "prompt": "c130-l1", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best default\" choice is usually **PagerDuty**"}, {"id": "mai-20260917-0922-baseline|c130-l1|openai-small|ServiceNow ITSM / Incident Management", "prompt": "c130-l1", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "ServiceNow ITSM / Incident Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is more **ITSM-first** than **engineering-first**, choose **ServiceNow**."}, {"id": "mai-20260917-0922-baseline|c130-l1|openai-small|xMatters", "prompt": "c130-l1", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "xMatters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong option if you want **workflow automation plus on-call/incident response**"}, {"id": "mai-20260917-0922-baseline|c130-l1|openai-small|Opsgenie", "prompt": "c130-l1", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Opsgenie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "especially as an Opsgenie alternative in Atlassian-heavy environments"}, {"id": "mai-20260917-0922-baseline|c130-l1|xai-small|PagerDuty", "prompt": "c130-l1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with PagerDuty** if you need proven enterprise scale, massive integrations, and 24/7 reliability"}, {"id": "mai-20260917-0922-baseline|c130-l1|xai-small|ServiceNow ITSM", "prompt": "c130-l1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose ServiceNow** for holistic IT service management in massive orgs with complex governance."}, {"id": "mai-20260917-0922-baseline|c130-l1|xai-small|Rootly", "prompt": "c130-l1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Opt for Rootly or incident.io** if your B2B team is engineering-focused, Slack-centric"}, {"id": "mai-20260917-0922-baseline|c130-l1|xai-small|incident.io", "prompt": "c130-l1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Opt for Rootly or incident.io** if your B2B team is engineering-focused, Slack-centric"}, {"id": "mai-20260917-0922-baseline|c130-l1|xai-small|Jira Service Management", "prompt": "c130-l1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if already in Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c130-l1|xai-small|Splunk On-Call", "prompt": "c130-l1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Splunk On-Call", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tied to Splunk stack"}, {"id": "mai-20260917-0922-baseline|c130-l1|zai-small|Zenduty", "prompt": "c130-l1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Zenduty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most enterprise B2B companies: **Zenduty**"}, {"id": "mai-20260917-0922-baseline|c130-l1|zai-small|PagerDuty", "prompt": "c130-l1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need the deepest routing and are already in the PagerDuty ecosystem"}, {"id": "mai-20260917-0922-baseline|c130-l1|zai-small|Incident.io", "prompt": "c130-l1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your teams live in Slack and want AI-assisted workflows with minimal friction"}, {"id": "mai-20260917-0922-baseline|c130-l1|zai-small|Opsgenie", "prompt": "c130-l1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** **Opsgenie** (no longer available for new sales)."}, {"id": "mai-20260917-0922-baseline|c130-l1|zai-small|Spike", "prompt": "c130-l1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Spike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less mature enterprise-grade features than Zenduty/PagerDuty"}, {"id": "mai-20260917-0922-baseline|c130-l1|zai-small|OnPage", "prompt": "c130-l1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "OnPage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More focused on alerting than full incident lifecycle management"}, {"id": "mai-20260917-0922-baseline|c130-l2|alibaba-small|PagerDuty", "prompt": "c130-l2", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PagerDuty** is widely considered the gold standard and most recommended on-call scheduling and alerting tool."}, {"id": "mai-20260917-0922-baseline|c130-l2|alibaba-small|Opsgenie (by Atlassian)", "prompt": "c130-l2", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Opsgenie (by Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you face budget constraints and are an Atlassian shop, **Opsgenie** is the strongest alternative."}, {"id": "mai-20260917-0922-baseline|c130-l2|alibaba-small|VictorOps /Splunk On-Call", "prompt": "c130-l2", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "VictorOps /Splunk On-Call", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended if your organization is deeply embedded in the Splunk ecosystem for observability and security operations."}, {"id": "mai-20260917-0922-baseline|c130-l2|anthropic-small|PagerDuty", "prompt": "c130-l2", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: PagerDuty ... remains the safest, most battle-tested choice"}, {"id": "mai-20260917-0922-baseline|c130-l2|anthropic-small|Rootly", "prompt": "c130-l2", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "teams that want more modern collaboration workflows, AI-assisted automation, and Slack-based incident response may prefer Rootly"}, {"id": "mai-20260917-0922-baseline|c130-l2|anthropic-small|Opsgenie", "prompt": "c130-l2", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Opsgenie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Opsgenie will be fully shut down in April 2027, so this is not a long-term option"}, {"id": "mai-20260917-0922-baseline|c130-l2|anthropic-small|Grafana OnCall", "prompt": "c130-l2", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Grafana OnCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free and open-source, the natural choice if you already run Grafana and Prometheus"}, {"id": "mai-20260917-0922-baseline|c130-l2|challenger-small|PagerDuty", "prompt": "c130-l2", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **PagerDuty** as the default choice because it is consistently positioned as the **enterprise-scale** option"}, {"id": "mai-20260917-0922-baseline|c130-l2|challenger-small|incident.io", "prompt": "c130-l2", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**incident.io** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c130-l2|challenger-small|Rootly", "prompt": "c130-l2", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rootly** is also frequently recommended for large organizations"}, {"id": "mai-20260917-0922-baseline|c130-l2|deepseek-small|PagerDuty", "prompt": "c130-l2", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large enterprise at this scale, **PagerDuty** is the clear leader and the tool I'd recommend."}, {"id": "mai-20260917-0922-baseline|c130-l2|deepseek-small|Opsgenie (Atlassian)", "prompt": "c130-l2", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Opsgenie (Atlassian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "I'd **not** recommend building a new large deployment on Opsgenie today"}, {"id": "mai-20260917-0922-baseline|c130-l2|deepseek-small|Jira Service Management", "prompt": "c130-l2", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "evaluate **Jira Service Management** as the more cost-effective alternative"}, {"id": "mai-20260917-0922-baseline|c130-l2|deepseek-small|Splunk On-Call", "prompt": "c130-l2", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Splunk On-Call", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "⚠️ Decent budget option, less comprehensive"}, {"id": "mai-20260917-0922-baseline|c130-l2|google-small|PagerDuty", "prompt": "c130-l2", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PagerDuty remains the safest incumbent choice"}, {"id": "mai-20260917-0922-baseline|c130-l2|google-small|incident.io", "prompt": "c130-l2", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "these two platforms represent the modern standard for on-call"}, {"id": "mai-20260917-0922-baseline|c130-l2|google-small|Rootly", "prompt": "c130-l2", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "these two platforms represent the modern standard for on-call"}, {"id": "mai-20260917-0922-baseline|c130-l2|google-small|Jira Service Management / Opsgenie (Atlassian)", "prompt": "c130-l2", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Jira Service Management / Opsgenie (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consolidating onto Atlassian's native on-call solution ... is highly logical"}, {"id": "mai-20260917-0922-baseline|c130-l2|meta-small|Hyperping", "prompt": "c130-l2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Hyperping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Hyperping - A comprehensive tool that offers monitoring, on-call, and status pages in one flat-rate package."}, {"id": "mai-20260917-0922-baseline|c130-l2|meta-small|incident.io", "prompt": "c130-l2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "incident.io - A Slack-native incident response tool with AI-powered post-mortems."}, {"id": "mai-20260917-0922-baseline|c130-l2|meta-small|Rootly", "prompt": "c130-l2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Rootly - An AI-first, automation-heavy response tool suitable for mid-market and enterprise-scale companies."}, {"id": "mai-20260917-0922-baseline|c130-l2|meta-small|PagerDuty", "prompt": "c130-l2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "PagerDuty - A mature enterprise alerting tool with deep integration catalog."}, {"id": "mai-20260917-0922-baseline|c130-l2|meta-small|Grafana OnCall", "prompt": "c130-l2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Grafana OnCall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Grafana OnCall - An open-source tool suitable for Prometheus and Kubernetes shops."}, {"id": "mai-20260917-0922-baseline|c130-l2|meta-small|FireHydrant", "prompt": "c130-l2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "FireHydrant - A tool that offers full incident lifecycle orchestration with runbooks."}, {"id": "mai-20260917-0922-baseline|c130-l2|meta-small|Better Stack", "prompt": "c130-l2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Better Stack - A tool that offers monitoring, logs, and incidents under one roof."}, {"id": "mai-20260917-0922-baseline|c130-l2|meta-small|Splunk On-Call", "prompt": "c130-l2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Splunk On-Call", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Splunk On-Call - A tool suitable for Splunk-heavy stacks."}, {"id": "mai-20260917-0922-baseline|c130-l2|meta-small|xMatters", "prompt": "c130-l2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "xMatters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "xMatters - An analytics-driven enterprise response tool."}, {"id": "mai-20260917-0922-baseline|c130-l2|meta-small|SIGNL4", "prompt": "c130-l2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "SIGNL4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SIGNL4 - A tool that connects on-call schedules directly with alerting and escalation."}, {"id": "mai-20260917-0922-baseline|c130-l2|meta-small|Xurrent IMR", "prompt": "c130-l2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Xurrent IMR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Xurrent IMR - A tool that offers AI-powered on-call management and incident response."}, {"id": "mai-20260917-0922-baseline|c130-l2|meta-small|All Quiet", "prompt": "c130-l2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "All Quiet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "All Quiet - A lean and SRE-first on-call management software."}, {"id": "mai-20260917-0922-baseline|c130-l2|minimax-small|PagerDuty", "prompt": "c130-l2", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PagerDuty** is the most commonly recommended enterprise‑grade on‑call scheduling and alerting platform."}, {"id": "mai-20260917-0922-baseline|c130-l2|minimax-small|Opsgenie (Atlassian)", "prompt": "c130-l2", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Opsgenie (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "want a lower‑cost alternative, **Opsgenie** is a strong contender."}, {"id": "mai-20260917-0922-baseline|c130-l2|minimax-small|Splunk On‑Call (VictorOps)", "prompt": "c130-l2", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Splunk On‑Call (VictorOps)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need deep Splunk integration**, consider **Splunk On‑Call**."}, {"id": "mai-20260917-0922-baseline|c130-l2|minimax-small|xMatters", "prompt": "c130-l2", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "xMatters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong automation & orchestration; good for complex workflows."}, {"id": "mai-20260917-0922-baseline|c130-l2|minimax-small|AlertOps", "prompt": "c130-l2", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "AlertOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for large‑scale event aggregation; flexible routing."}, {"id": "mai-20260917-0922-baseline|c130-l2|minimax-small|ServiceNow ITOM", "prompt": "c130-l2", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "ServiceNow ITOM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Built‑in ITSM workflows; good for organizations already on ServiceNow."}, {"id": "mai-20260917-0922-baseline|c130-l2|mistral-small|PagerDuty", "prompt": "c130-l2", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PagerDuty** is the most widely recommended on-call scheduling and alerting tool"}, {"id": "mai-20260917-0922-baseline|c130-l2|mistral-small|Grafana IRM", "prompt": "c130-l2", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Grafana IRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternatives** like Grafana IRM or AllQuiet may suit teams with specific needs"}, {"id": "mai-20260917-0922-baseline|c130-l2|mistral-small|AllQuiet", "prompt": "c130-l2", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "AllQuiet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alternatives** like Grafana IRM or AllQuiet may suit teams with specific needs"}, {"id": "mai-20260917-0922-baseline|c130-l2|moonshot-small|PagerDuty", "prompt": "c130-l2", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **PagerDuty** as the primary choice"}, {"id": "mai-20260917-0922-baseline|c130-l2|moonshot-small|OpsGenie", "prompt": "c130-l2", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "OpsGenie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OpsGenie** as the strongest alternative if you are already deeply invested in the Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c130-l2|moonshot-small|xMatters", "prompt": "c130-l2", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "xMatters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "xMatters is worth evaluating... though it is less ubiquitous than PagerDuty in the Fortune 500"}, {"id": "mai-20260917-0922-baseline|c130-l2|openai-small|PagerDuty", "prompt": "c130-l2", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **PagerDuty** as the default choice"}, {"id": "mai-20260917-0922-baseline|c130-l2|openai-small|Jira Service Management", "prompt": "c130-l2", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best Atlassian-native choice:** Jira Service Management / Opsgenie path"}, {"id": "mai-20260917-0922-baseline|c130-l2|openai-small|Opsgenie", "prompt": "c130-l2", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Opsgenie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Opsgenie's alerting/on-call features are being folded into Jira Service Management and Compass"}, {"id": "mai-20260917-0922-baseline|c130-l2|openai-small|Splunk On-Call", "prompt": "c130-l2", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Splunk On-Call", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Splunk On-Call is a credible option, especially if you're already deep in Splunk"}, {"id": "mai-20260917-0922-baseline|c130-l2|openai-small|xMatters", "prompt": "c130-l2", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "xMatters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best communications-heavy alternative:** xMatters"}, {"id": "mai-20260917-0922-baseline|c130-l2|xai-small|PagerDuty", "prompt": "c130-l2", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend PagerDuty as the top on-call scheduling and alerting tool."}, {"id": "mai-20260917-0922-baseline|c130-l2|xai-small|Atlassian Opsgenie (via Jira Service Management)", "prompt": "c130-l2", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Atlassian Opsgenie (via Jira Service Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheaper (~$9-32/user/month); EOL for standalone Opsgenie in 2027—migrate to JSM advised. Solid scheduling/escalations but less AI depth."}, {"id": "mai-20260917-0922-baseline|c130-l2|xai-small|Splunk On-Call (formerly VictorOps)", "prompt": "c130-l2", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Splunk On-Call (formerly VictorOps)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong mobile/reporting; good for observability. Less broad integrations."}, {"id": "mai-20260917-0922-baseline|c130-l2|xai-small|xMatters (Everbridge)", "prompt": "c130-l2", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "xMatters (Everbridge)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Analytics-driven; enterprise focus but steeper setup."}, {"id": "mai-20260917-0922-baseline|c130-l2|zai-small|PagerDuty", "prompt": "c130-l2", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Primary Recommendation: **PagerDuty**"}, {"id": "mai-20260917-0922-baseline|c130-l2|zai-small|Rootly", "prompt": "c130-l2", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **chat‑native incident management** (Slack/Teams) with AI automation - **Rootly** or **incident.io**"}, {"id": "mai-20260917-0922-baseline|c130-l2|zai-small|incident.io", "prompt": "c130-l2", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rootly** or **incident.io** ... Cons: Less established for ultra‑large enterprises"}, {"id": "mai-20260917-0922-baseline|c130-l2|zai-small|FireHydrant", "prompt": "c130-l2", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FireHydrant** - Pros: Chat‑based incident coordination, integrated runbooks"}, {"id": "mai-20260917-0922-baseline|c130-l2|zai-small|Grafana OnCall", "prompt": "c130-l2", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Grafana OnCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want an **open‑source option** for Prometheus/Kubernetes stacks - **Grafana OnCall**"}, {"id": "mai-20260917-0922-baseline|c130-l2|zai-small|Splunk On‑Call", "prompt": "c130-l2", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Splunk On‑Call", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you already use **ServiceNow ITSM** heavily - **Splunk On‑Call** or **ServiceNow On‑Call**"}, {"id": "mai-20260917-0922-baseline|c130-l2|zai-small|ServiceNow On‑Call", "prompt": "c130-l2", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "ServiceNow On‑Call", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Splunk On‑Call** or **ServiceNow On‑Call** - Pros: Tight ITSM integration"}, {"id": "mai-20260917-0922-baseline|c130-l3|alibaba-small|PagerDuty", "prompt": "c130-l3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is the market leader in end-to-end orchestration."}, {"id": "mai-20260917-0922-baseline|c130-l3|alibaba-small|ServiceNow Incident Management", "prompt": "c130-l3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow Incident Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose ServiceNow if your priority is IT governance, ticketing rigor"}, {"id": "mai-20260917-0922-baseline|c130-l3|alibaba-small|incident.io", "prompt": "c130-l3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose incident.io or Rootly if you are a modern engineering team living in Slack/Teams"}, {"id": "mai-20260917-0922-baseline|c130-l3|alibaba-small|Opsgenie", "prompt": "c130-l3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Opsgenie facing End-of-Life (EOL) discussions or consolidation into broader Atlassian service suites."}, {"id": "mai-20260917-0922-baseline|c130-l3|alibaba-small|Rootly", "prompt": "c130-l3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose incident.io or Rootly if you are a modern engineering team living in Slack/Teams"}, {"id": "mai-20260917-0922-baseline|c130-l3|alibaba-small|Splunk On-Call", "prompt": "c130-l3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Splunk On-Call", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Security and IT environments already using the Splunk ecosystem."}, {"id": "mai-20260917-0922-baseline|c130-l3|anthropic-small|PagerDuty", "prompt": "c130-l3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PagerDuty for large enterprises requiring broad integration support"}, {"id": "mai-20260917-0922-baseline|c130-l3|anthropic-small|Rootly", "prompt": "c130-l3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rootly for automation-heavy SRE teams"}, {"id": "mai-20260917-0922-baseline|c130-l3|anthropic-small|incident.io", "prompt": "c130-l3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "incident.io for Slack-native organizations"}, {"id": "mai-20260917-0922-baseline|c130-l3|anthropic-small|ServiceNow", "prompt": "c130-l3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "setting the benchmark for organisations with complex organisational structures and mature ITIL practices"}, {"id": "mai-20260917-0922-baseline|c130-l3|anthropic-small|BMC Helix", "prompt": "c130-l3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "BMC Helix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BMC Helix can run on-premise or in your private cloud, critical for government and defense customers"}, {"id": "mai-20260917-0922-baseline|c130-l3|anthropic-small|Ivanti Neurons for ITSM", "prompt": "c130-l3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "provides enterprise-capable, end-to-end service management capabilities"}, {"id": "mai-20260917-0922-baseline|c130-l3|anthropic-small|Atlassian Jira Service Management", "prompt": "c130-l3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Atlassian Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "an increasingly credible alternative, particularly in organisations with a strong Atlassian footprint"}, {"id": "mai-20260917-0922-baseline|c130-l3|challenger-small|PagerDuty", "prompt": "c130-l3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for enterprise on-call at scale:** **PagerDuty**"}, {"id": "mai-20260917-0922-baseline|c130-l3|challenger-small|Rootly", "prompt": "c130-l3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for automation-heavy SRE teams:** **Rootly**"}, {"id": "mai-20260917-0922-baseline|c130-l3|challenger-small|incident.io", "prompt": "c130-l3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Slack-first engineering teams:** **incident.io**"}, {"id": "mai-20260917-0922-baseline|c130-l3|challenger-small|ServiceNow", "prompt": "c130-l3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for full enterprise ITSM:** **ServiceNow**"}, {"id": "mai-20260917-0922-baseline|c130-l3|challenger-small|Jira Service Management", "prompt": "c130-l3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for Atlassian-centric orgs:** **Jira Service Management**"}, {"id": "mai-20260917-0922-baseline|c130-l3|deepseek-small|PagerDuty", "prompt": "c130-l3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **PagerDuty** for enterprise-grade, alert-routing-depth with proactive AIOps."}, {"id": "mai-20260917-0922-baseline|c130-l3|deepseek-small|ServiceNow", "prompt": "c130-l3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **ServiceNow** (or BMC Helix) if you need ITIL-aligned ITSM"}, {"id": "mai-20260917-0922-baseline|c130-l3|deepseek-small|incident.io", "prompt": "c130-l3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **incident.io** or **Rootly** for Slack-native, low-friction modern incident response."}, {"id": "mai-20260917-0922-baseline|c130-l3|deepseek-small|Opsgenie (Atlassian)", "prompt": "c130-l3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie (Atlassian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Now end-of-life** — Atlassian is migrating users to **Jira Service Management** and **Compass**"}, {"id": "mai-20260917-0922-baseline|c130-l3|deepseek-small|Jira Service Management (JSM)", "prompt": "c130-l3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "plan migration to **Jira Service Management** or **Compass**"}, {"id": "mai-20260917-0922-baseline|c130-l3|deepseek-small|Everbridge xMatters", "prompt": "c130-l3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Everbridge xMatters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **xMatters/Everbridge** for multi-channel enterprise/critical-communications"}, {"id": "mai-20260917-0922-baseline|c130-l3|deepseek-small|Grafana Cloud IRM", "prompt": "c130-l3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Grafana Cloud IRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best value when you're in the Grafana stack; less of a standalone ITSM/enterprise suite."}, {"id": "mai-20260917-0922-baseline|c130-l3|deepseek-small|Rootly", "prompt": "c130-l3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **incident.io** or **Rootly** for Slack-native, low-friction modern incident response."}, {"id": "mai-20260917-0922-baseline|c130-l3|deepseek-small|Splunk On-Call", "prompt": "c130-l3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Splunk On-Call", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "$36+/user/month; mostly valuable inside Splunk-heavy environments; less comprehensive AIOps than PagerDuty."}, {"id": "mai-20260917-0922-baseline|c130-l3|deepseek-small|AlertOps", "prompt": "c130-l3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "AlertOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "strong for enterprise NOCs, regulated industries, multi-channel response"}, {"id": "mai-20260917-0922-baseline|c130-l3|deepseek-small|BMC Helix ITSM", "prompt": "c130-l3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ITIL-aligned incident management with RCA feedback loops"}, {"id": "mai-20260917-0922-baseline|c130-l3|deepseek-small|ManageEngine ServiceDesk Plus", "prompt": "c130-l3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "mid-market ITIL-aligned ITSM with asset management"}, {"id": "mai-20260917-0922-baseline|c130-l3|deepseek-small|Freshservice", "prompt": "c130-l3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "mid-market ITIL-aligned ITSM with asset management"}, {"id": "mai-20260917-0922-baseline|c130-l3|deepseek-small|Zenduty", "prompt": "c130-l3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Zenduty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "cost-effective automation for SRE teams with alert correlation and governed escalation"}, {"id": "mai-20260917-0922-baseline|c130-l3|deepseek-small|Compass", "prompt": "c130-l3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Compass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "plan migration to **Jira Service Management** or **Compass**"}, {"id": "mai-20260917-0922-baseline|c130-l3|google-small|Opsgenie", "prompt": "c130-l3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Atlassian has stopped new sales of Opsgenie** (with support ending in April 2027)"}, {"id": "mai-20260917-0922-baseline|c130-l3|google-small|Grafana OnCall", "prompt": "c130-l3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Grafana OnCall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Grafana OnCall\\u2019s open-source version was archived"}, {"id": "mai-20260917-0922-baseline|c130-l3|google-small|PagerDuty", "prompt": "c130-l3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "PagerDuty remains the most battle-tested, reliable paging and alert routing engine on the market."}, {"id": "mai-20260917-0922-baseline|c130-l3|google-small|incident.io", "prompt": "c130-l3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "incident.io has fast become an enterprise powerhouse, specifically for organizations that \"live\" in Slack or Microsoft Teams"}, {"id": "mai-20260917-0922-baseline|c130-l3|google-small|Rootly", "prompt": "c130-l3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rootly is the primary competitor to incident.io in the chat-native space"}, {"id": "mai-20260917-0922-baseline|c130-l3|google-small|FireHydrant", "prompt": "c130-l3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "FireHydrant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Undergoing product transitions post-Freshworks acquisition. It is historically a web-first tool"}, {"id": "mai-20260917-0922-baseline|c130-l3|google-small|ServiceNow", "prompt": "c130-l3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **ServiceNow** if your primary concern is audit trails, ITIL compliance"}, {"id": "mai-20260917-0922-baseline|c130-l3|meta-small|PagerDuty", "prompt": "c130-l3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "PagerDuty is known for its end-to-end orchestration across detection, escalation, and post-incident workflows"}, {"id": "mai-20260917-0922-baseline|c130-l3|meta-small|ServiceNow Incident Management", "prompt": "c130-l3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow Incident Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ServiceNow Incident Management stands out for its enterprise-grade workflow control"}, {"id": "mai-20260917-0922-baseline|c130-l3|meta-small|Opsgenie", "prompt": "c130-l3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Opsgenie emphasizing on-call scheduling and escalation policies"}, {"id": "mai-20260917-0922-baseline|c130-l3|meta-small|incident.io", "prompt": "c130-l3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top enterprise-grade incident management platforms include PagerDuty, ServiceNow Incident Management, Opsgenie, and incident.io."}, {"id": "mai-20260917-0922-baseline|c130-l3|meta-small|Splunk On-Call", "prompt": "c130-l3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Splunk On-Call", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Splunk On-Call tying alert signals directly to escalation rules tied to enterprise schedules"}, {"id": "mai-20260917-0922-baseline|c130-l3|meta-small|BigPanda", "prompt": "c130-l3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "BigPanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BigPanda earns a clear triage advantage by consolidating alerts and providing AI-driven incident management."}, {"id": "mai-20260917-0922-baseline|c130-l3|minimax-small|PagerDuty", "prompt": "c130-l3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **PagerDuty**\n- **Best for**: Large-scale alerting, escalation, and on-call paging"}, {"id": "mai-20260917-0922-baseline|c130-l3|minimax-small|ServiceNow", "prompt": "c130-l3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Organizations needing full ITSM suite integration"}, {"id": "mai-20260917-0922-baseline|c130-l3|minimax-small|Rootly", "prompt": "c130-l3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Enterprise-grade teams wanting automation-heavy SRE workflows"}, {"id": "mai-20260917-0922-baseline|c130-l3|minimax-small|incident.io", "prompt": "c130-l3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Enterprise grade**: Limited"}, {"id": "mai-20260917-0922-baseline|c130-l3|minimax-small|Jira Service Management", "prompt": "c130-l3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Teams standardized on Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c130-l3|minimax-small|Xurrent IMR", "prompt": "c130-l3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Xurrent IMR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for**: AI-driven incident management for SRE/DevOps"}, {"id": "mai-20260917-0922-baseline|c130-l3|minimax-small|RiskWatch", "prompt": "c130-l3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "RiskWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For security-specific incident management, platforms like **RiskWatch**"}, {"id": "mai-20260917-0922-baseline|c130-l3|minimax-small|ServiceNow Security Operations", "prompt": "c130-l3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow Security Operations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**ServiceNow Security Operations**, and SOAR tools ... are also enterprise options"}, {"id": "mai-20260917-0922-baseline|c130-l3|minimax-small|Splunk SOAR", "prompt": "c130-l3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SOAR tools (Splunk SOAR, Cortex XSOAR) are also enterprise options"}, {"id": "mai-20260917-0922-baseline|c130-l3|minimax-small|Cortex XSOAR", "prompt": "c130-l3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Cortex XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SOAR tools (Splunk SOAR, Cortex XSOAR) are also enterprise options"}, {"id": "mai-20260917-0922-baseline|c130-l3|mistral-small|PagerDuty", "prompt": "c130-l3", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For mature enterprise alerting:** PagerDuty."}, {"id": "mai-20260917-0922-baseline|c130-l3|mistral-small|incident.io", "prompt": "c130-l3", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For Slack-native, AI-powered automation:** incident.io or Rootly."}, {"id": "mai-20260917-0922-baseline|c130-l3|mistral-small|Rootly", "prompt": "c130-l3", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For AI-first, automation-heavy:** Rootly or incident.io."}, {"id": "mai-20260917-0922-baseline|c130-l3|mistral-small|Opsgenie", "prompt": "c130-l3", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "migration is recommended as Opsgenie is sunsetting"}, {"id": "mai-20260917-0922-baseline|c130-l3|mistral-small|Better Stack", "prompt": "c130-l3", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less mature for full lifecycle management compared to Rootly or incident.io."}, {"id": "mai-20260917-0922-baseline|c130-l3|mistral-small|Hyperping", "prompt": "c130-l3", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Hyperping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Flat-rate pricing, but less feature-rich for complex enterprise needs."}, {"id": "mai-20260917-0922-baseline|c130-l3|moonshot-small|PagerDuty", "prompt": "c130-l3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader in on-call management and real-time incident alerting ... Choose PagerDuty if you need bulletproof on-call management and operate at massive scale"}, {"id": "mai-20260917-0922-baseline|c130-l3|moonshot-small|ServiceNow ITSM", "prompt": "c130-l3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose ServiceNow if you need comprehensive ITSM with strict process governance"}, {"id": "mai-20260917-0922-baseline|c130-l3|moonshot-small|xMatters (Everbridge)", "prompt": "c130-l3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "xMatters (Everbridge)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose xMatters if compliance, audit trails, and regulated workflows are critical"}, {"id": "mai-20260917-0922-baseline|c130-l3|moonshot-small|BigPanda", "prompt": "c130-l3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "BigPanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose BigPanda if alert fatigue and noise reduction are your biggest pain points"}, {"id": "mai-20260917-0922-baseline|c130-l3|moonshot-small|Moogsoft (now Dell APEX AIOps)", "prompt": "c130-l3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Moogsoft (now Dell APEX AIOps)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons | Now tied to Dell ecosystem; less independent than before"}, {"id": "mai-20260917-0922-baseline|c130-l3|moonshot-small|Jira Service Management (Atlassian)", "prompt": "c130-l3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Jira Service Management if you're deeply embedded in the Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c130-l3|moonshot-small|Rootly", "prompt": "c130-l3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Rootly/incident.io if you want modern, chat-native incident response"}, {"id": "mai-20260917-0922-baseline|c130-l3|moonshot-small|incident.io", "prompt": "c130-l3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Rootly/incident.io if you want modern, chat-native incident response"}, {"id": "mai-20260917-0922-baseline|c130-l3|moonshot-small|Opsgenie", "prompt": "c130-l3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Opsgenie (Atlassian's alerting tool) is EOL April 2027"}, {"id": "mai-20260917-0922-baseline|c130-l3|openai-small|PagerDuty", "prompt": "c130-l3", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **PagerDuty** if you want the strongest **incident response and paging** layer."}, {"id": "mai-20260917-0922-baseline|c130-l3|openai-small|ServiceNow Incident Management / ITSM", "prompt": "c130-l3", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow Incident Management / ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **ServiceNow** if you want incident management as part of a **broader ITSM platform**."}, {"id": "mai-20260917-0922-baseline|c130-l3|openai-small|xMatters", "prompt": "c130-l3", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "xMatters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **xMatters** if you want **workflow automation and coordinated response** to be central."}, {"id": "mai-20260917-0922-baseline|c130-l3|openai-small|Atlassian Jira Service Management / Opsgenie lineage", "prompt": "c130-l3", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Atlassian Jira Service Management / Opsgenie lineage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "you should treat **JSM alerting** and **Opsgenie migration paths** as the relevant Atlassian decision area rather than assuming standalone Opsgenie is the long-term default"}, {"id": "mai-20260917-0922-baseline|c130-l3|xai-small|PagerDuty", "prompt": "c130-l3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PagerDuty** - Established leader in real-time alerting and on-call management."}, {"id": "mai-20260917-0922-baseline|c130-l3|xai-small|ServiceNow IT Service Management (ITSM)", "prompt": "c130-l3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow IT Service Management (ITSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Comprehensive enterprise ITSM suite with strong incident handling."}, {"id": "mai-20260917-0922-baseline|c130-l3|xai-small|Atlassian Jira Service Management (JSM)", "prompt": "c130-l3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Atlassian Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Agile, Atlassian-integrated for DevOps/IT teams."}, {"id": "mai-20260917-0922-baseline|c130-l3|xai-small|Splunk On-Call", "prompt": "c130-l3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Splunk On-Call", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Observability-focused with incident response."}, {"id": "mai-20260917-0922-baseline|c130-l3|xai-small|incident.io", "prompt": "c130-l3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern, AI-native options gaining traction for Slack/Teams-native workflows"}, {"id": "mai-20260917-0922-baseline|c130-l3|xai-small|Rootly", "prompt": "c130-l3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Modern, AI-native options gaining traction for Slack/Teams-native workflows"}, {"id": "mai-20260917-0922-baseline|c130-l3|xai-small|BigPanda", "prompt": "c130-l3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "BigPanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "appear in lists but less dominantly for pure incident management"}, {"id": "mai-20260917-0922-baseline|c130-l3|xai-small|xMatters", "prompt": "c130-l3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "xMatters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "appear in lists but less dominantly for pure incident management"}, {"id": "mai-20260917-0922-baseline|c130-l3|xai-small|BMC Helix", "prompt": "c130-l3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "appear in lists but less dominantly for pure incident management"}, {"id": "mai-20260917-0922-baseline|c130-l3|zai-small|ServiceNow ITSM", "prompt": "c130-l3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Large enterprises with complex ITIL‑driven processes, governance, and CMDB needs"}, {"id": "mai-20260917-0922-baseline|c130-l3|zai-small|BMC Helix ITSM", "prompt": "c130-l3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprises needing tight ITSM integration and compliance (SOC, ISO)"}, {"id": "mai-20260917-0922-baseline|c130-l3|zai-small|Jira Service Management", "prompt": "c130-l3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose Jira Service Management if you are an Atlassian shop"}, {"id": "mai-20260917-0922-baseline|c130-l3|zai-small|Freshservice", "prompt": "c130-l3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid‑size firms needing a full ITSM suite at lower cost than ServiceNow"}, {"id": "mai-20260917-0922-baseline|c130-l3|zai-small|PagerDuty", "prompt": "c130-l3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Industry‑standard on‑call management with complex paging hierarchies"}, {"id": "mai-20260917-0922-baseline|c130-l3|zai-small|Opsgenie", "prompt": "c130-l3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Atlassian shops, but EOL April 2027 – plan migration"}, {"id": "mai-20260917-0922-baseline|c130-l3|zai-small|Splunk On‑Call", "prompt": "c130-l3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Splunk On‑Call", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SRE teams already using Splunk for logs/metrics"}, {"id": "mai-20260917-0922-baseline|c130-l3|zai-small|Grafana OnCall", "prompt": "c130-l3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Grafana OnCall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "On‑call within Grafana Cloud"}, {"id": "mai-20260917-0922-baseline|c130-l3|zai-small|Datadog On‑Call", "prompt": "c130-l3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Datadog On‑Call", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Teams consolidating on Datadog"}, {"id": "mai-20260917-0922-baseline|c130-l3|zai-small|Rootly", "prompt": "c130-l3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Slack‑heavy teams wanting AI‑native automation and fast time‑to‑value"}, {"id": "mai-20260917-0922-baseline|c130-l3|zai-small|Incident.io", "prompt": "c130-l3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Modern engineering teams, chat‑first workflows"}, {"id": "mai-20260917-0922-baseline|c130-l3|zai-small|FireHydrant", "prompt": "c130-l3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Teams prioritizing runbooks and post‑incident reviews"}, {"id": "mai-20260917-0922-baseline|c130-l3|zai-small|Xurrent IMR", "prompt": "c130-l3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Xurrent IMR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "SRE/DevOps teams looking for AI‑native triage and noise reduction"}, {"id": "mai-20260917-0922-baseline|c130-l3|zai-small|Better Stack", "prompt": "c130-l3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Incident management + uptime monitoring in one platform"}, {"id": "mai-20260917-0922-baseline|c130-l3|zai-small|xMatters", "prompt": "c130-l3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "xMatters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Enterprises needing cross‑tool orchestration beyond incident response"}, {"id": "mai-20260917-0922-baseline|c130-l3|zai-small|Squadcast", "prompt": "c130-l3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Squadcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Budget‑conscious SRE teams"}, {"id": "mai-20260917-0922-baseline|c130-l3|zai-small|BigPanda", "prompt": "c130-l3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "BigPanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Very large environments with high alert volume"}, {"id": "mai-20260917-0922-baseline|c130-l4|alibaba-small|Rootly", "prompt": "c130-l4", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Rootly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation for Predictable Cost: **Rootly** or **incident.io**"}, {"id": "mai-20260917-0922-baseline|c130-l4|alibaba-small|incident.io", "prompt": "c130-l4", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation for Predictable Cost: **Rootly** or **incident.io**"}, {"id": "mai-20260917-0922-baseline|c130-l4|alibaba-small|ServiceNow ITSM", "prompt": "c130-l4", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Implementation is expensive ($500K+) and requires dedicated admins. Pricing is opaque until negotiated."}, {"id": "mai-20260917-0922-baseline|c130-l4|alibaba-small|Jira Service Management (Atlassian)", "prompt": "c130-l4", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "choose **Rootly** or **Jira Service Management** based on whether you need pure incident tools or broader IT service capabilities"}, {"id": "mai-20260917-0922-baseline|c130-l4|alibaba-small|PagerDuty", "prompt": "c130-l4", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Unpredictable Costs: **PagerDuty**"}, {"id": "mai-20260917-0922-baseline|c130-l4|anthropic-small|Squadcast", "prompt": "c130-l4", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For predictable costs across thousands of users, focus on per-user pricing models without mandatory add-ons. Squadcast and Hyperping explicitly offer this structure."}, {"id": "mai-20260917-0922-baseline|c130-l4|anthropic-small|Hyperping", "prompt": "c130-l4", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Hyperping", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Hyperping has predictable flat-rate pricing... Squadcast and Hyperping explicitly offer this structure."}, {"id": "mai-20260917-0922-baseline|c130-l4|anthropic-small|Better Stack", "prompt": "c130-l4", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Hyperping has predictable flat-rate pricing, whereas Better Stack doesn't."}, {"id": "mai-20260917-0922-baseline|c130-l4|anthropic-small|PagerDuty", "prompt": "c130-l4", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "PagerDuty is where sticker price diverged most sharply from feature-complete cost because key noise-reduction and AI features sit outside the base plan."}, {"id": "mai-20260917-0922-baseline|c130-l4|anthropic-small|ServiceNow", "prompt": "c130-l4", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ServiceNow is best for large enterprises with mature IT organizations that need comprehensive ITSM capabilities... pricing is custom-only"}, {"id": "mai-20260917-0922-baseline|c130-l4|challenger-small|incident.io", "prompt": "c130-l4", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit in these results is **incident.io** if you want a broad incident-response platform with **all-inclusive pricing**"}, {"id": "mai-20260917-0922-baseline|c130-l4|challenger-small|ServiceNow", "prompt": "c130-l4", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**ServiceNow** is the enterprise heavyweight—but its pricing is **opaque** and often much less predictable at scale"}, {"id": "mai-20260917-0922-baseline|c130-l4|challenger-small|PagerDuty", "prompt": "c130-l4", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its pricing is still **per user** plus add-ons, which can scale less predictably across thousands of users"}, {"id": "mai-20260917-0922-baseline|c130-l4|deepseek-small|PagerDuty Enterprise", "prompt": "c130-l4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My direct recommendation:** Start with **PagerDuty Enterprise** because it is the most mature for complex, large-scale alerting"}, {"id": "mai-20260917-0922-baseline|c130-l4|deepseek-small|ServiceNow ITSM", "prompt": "c130-l4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It is by far the most expensive option ... If you only need incident/on-call management, it is overkill."}, {"id": "mai-20260917-0922-baseline|c130-l4|deepseek-small|incident.io Enterprise", "prompt": "c130-l4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your engineers live in Slack and you want a faster rollout, **incident.io** provides the best balance of modern features"}, {"id": "mai-20260917-0922-baseline|c130-l4|google-small|incident.io", "prompt": "c130-l4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Choice: **incident.io**"}, {"id": "mai-20260917-0922-baseline|c130-l4|google-small|Rootly", "prompt": "c130-l4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rootly** is a strong alternative."}, {"id": "mai-20260917-0922-baseline|c130-l4|google-small|ServiceNow ITSM", "prompt": "c130-l4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The Catch: ServiceNow is built for ITIL-aligned operations, not modern DevOps. The platform is incredibly heavy, configuration-intensive"}, {"id": "mai-20260917-0922-baseline|c130-l4|google-small|PagerDuty", "prompt": "c130-l4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to Avoid If You Want Predictable Costs ... PagerDuty is notorious for unpredictable billing."}, {"id": "mai-20260917-0922-baseline|c130-l4|google-small|Opsgenie (Atlassian)", "prompt": "c130-l4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Opsgenie (Atlassian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Atlassian has announced the **complete sunset of Opsgenie by April 5, 2027**"}, {"id": "mai-20260917-0922-baseline|c130-l4|google-small|Jira Service Management (JSM)", "prompt": "c130-l4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Transitioning thousands of users to Jira Service Management (JSM) represents a massive, forced architectural migration"}, {"id": "mai-20260917-0922-baseline|c130-l4|meta-small|Hyperping", "prompt": "c130-l4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Hyperping", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is Hyperping, which offers a flat-rate pricing model with no per-user fees, starting at $24/mo"}, {"id": "mai-20260917-0922-baseline|c130-l4|meta-small|Squadcast", "prompt": "c130-l4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "but they have per-user pricing models that can add up quickly"}, {"id": "mai-20260917-0922-baseline|c130-l4|meta-small|Better Stack", "prompt": "c130-l4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but they have per-user pricing models that can add up quickly"}, {"id": "mai-20260917-0922-baseline|c130-l4|meta-small|incident.io", "prompt": "c130-l4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but they have per-user pricing models that can add up quickly"}, {"id": "mai-20260917-0922-baseline|c130-l4|meta-small|Rootly", "prompt": "c130-l4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Rootly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but they have per-user pricing models that can add up quickly"}, {"id": "mai-20260917-0922-baseline|c130-l4|meta-small|PagerDuty", "prompt": "c130-l4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "PagerDuty is also a good option for large enterprises, but its pricing model is more complex"}, {"id": "mai-20260917-0922-baseline|c130-l4|minimax-small|IncidentCore", "prompt": "c130-l4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "IncidentCore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**IncidentCore's $500/month flat-rate** appears to be the most predictable for large organizations"}, {"id": "mai-20260917-0922-baseline|c130-l4|minimax-small|SolarWinds Incident Response", "prompt": "c130-l4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "SolarWinds Incident Response", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Premium/Enterprise: Unlimited stakeholders** at no extra cost"}, {"id": "mai-20260917-0922-baseline|c130-l4|minimax-small|FireHydrant", "prompt": "c130-l4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers custom Enterprise pricing... Platform Pro has a flat-rate option"}, {"id": "mai-20260917-0922-baseline|c130-l4|minimax-small|ServiceNow", "prompt": "c130-l4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most comprehensive ITSM platform - Best for companies with compliance needs"}, {"id": "mai-20260917-0922-baseline|c130-l4|minimax-small|PagerDuty", "prompt": "c130-l4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "PagerDuty at $21-41/user/mo... these costs escalate quickly"}, {"id": "mai-20260917-0922-baseline|c130-l4|minimax-small|incident.io", "prompt": "c130-l4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "incident.io at $15-45/user/mo with add-ons). For \"thousands of users,\" these costs escalate quickly"}, {"id": "mai-20260917-0922-baseline|c130-l4|mistral-small|Hyperping", "prompt": "c130-l4", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Hyperping", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hyperping** stands out as the best incident management platform for a large company needing predictable total cost across thousands of users"}, {"id": "mai-20260917-0922-baseline|c130-l4|mistral-small|PagerDuty", "prompt": "c130-l4", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically use per-user pricing models, which can become expensive and less predictable as the user base grows"}, {"id": "mai-20260917-0922-baseline|c130-l4|mistral-small|incident.io", "prompt": "c130-l4", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically use per-user pricing models, which can become expensive and less predictable as the user base grows"}, {"id": "mai-20260917-0922-baseline|c130-l4|mistral-small|Rootly", "prompt": "c130-l4", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Rootly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically use per-user pricing models, which can become expensive and less predictable as the user base grows"}, {"id": "mai-20260917-0922-baseline|c130-l4|moonshot-small|PagerDuty", "prompt": "c130-l4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My recommendation: If you need true incident *response* (on-call, paging, orchestration) for thousands, go with **PagerDuty Enterprise**"}, {"id": "mai-20260917-0922-baseline|c130-l4|moonshot-small|incident.io", "prompt": "c130-l4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "the standard per-seat pricing model used by most incident management tools (PagerDuty, incident.io, Opsgenie, etc.) will make costs **highly unpredictable and expensive**"}, {"id": "mai-20260917-0922-baseline|c130-l4|moonshot-small|Opsgenie", "prompt": "c130-l4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Opsgenie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(PagerDuty, incident.io, Opsgenie, etc.) will make costs **highly unpredictable and expensive**"}, {"id": "mai-20260917-0922-baseline|c130-l4|moonshot-small|ServiceNow ITSM", "prompt": "c130-l4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If your \"thousands of users\" are mostly employees who need to *report* incidents, not respond to them, **ServiceNow ITSM** is the most cost-predictable choice."}, {"id": "mai-20260917-0922-baseline|c130-l4|moonshot-small|xMatters", "prompt": "c130-l4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "xMatters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**xMatters** \\u2014 stakeholder licenses keep costs controlled"}, {"id": "mai-20260917-0922-baseline|c130-l4|moonshot-small|Moogsoft", "prompt": "c130-l4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Moogsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "This is primarily an **AIOps/event correlation and noise reduction** platform, not a traditional on-call scheduling and paging tool"}, {"id": "mai-20260917-0922-baseline|c130-l4|moonshot-small|BigPanda", "prompt": "c130-l4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "BigPanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "any major vendor** (PagerDuty, ServiceNow, xMatters, BigPanda) will negotiate"}, {"id": "mai-20260917-0922-baseline|c130-l4|openai-small|xMatters", "prompt": "c130-l4", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "xMatters", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "strong lean toward xMatters if cost predictability is the top priority"}, {"id": "mai-20260917-0922-baseline|c130-l4|openai-small|PagerDuty Enterprise", "prompt": "c130-l4", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "its published pricing is still **per-user** for core plans, which can become expensive as you add thousands of users"}, {"id": "mai-20260917-0922-baseline|c130-l4|openai-small|Opsgenie", "prompt": "c130-l4", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Atlassian has ended new signups for Opsgenie... it is not the best choice for a new large deployment"}, {"id": "mai-20260917-0922-baseline|c130-l4|openai-small|Splunk On-Call", "prompt": "c130-l4", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Splunk On-Call", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "not as simple for total-cost predictability across thousands of users"}, {"id": "mai-20260917-0922-baseline|c130-l4|xai-small|ServiceNow", "prompt": "c130-l4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow is the best incident management platform for a large company needing predictable total costs across thousands of users.**"}, {"id": "mai-20260917-0922-baseline|c130-l4|xai-small|PagerDuty", "prompt": "c130-l4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Good for on-call but costly at scale"}, {"id": "mai-20260917-0922-baseline|c130-l4|xai-small|Jira Service Mgmt", "prompt": "c130-l4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Jira Service Mgmt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High: Volume discounts; scales linearly | Strong for Atlassian shops; less full ITSM"}, {"id": "mai-20260917-0922-baseline|c130-l4|xai-small|Freshservice", "prompt": "c130-l4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable but may need Enterprise for 1,000s"}, {"id": "mai-20260917-0922-baseline|c130-l4|xai-small|incident.io", "prompt": "c130-l4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Slack-native; better for mid-size SRE"}, {"id": "mai-20260917-0922-baseline|c130-l4|zai-small|incident.io", "prompt": "c130-l4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: incident.io"}, {"id": "mai-20260917-0922-baseline|c130-l4|zai-small|PagerDuty", "prompt": "c130-l4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "AIOps and status pages are flat‑fee add‑ons that dramatically increase total cost and make budgeting unpredictable."}, {"id": "mai-20260917-0922-baseline|c130-l4|zai-small|Rootly", "prompt": "c130-l4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Rootly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Rootly/FireHydrant: Custom pricing makes it hard to forecast costs at scale."}, {"id": "mai-20260917-0922-baseline|c130-l4|zai-small|FireHydrant", "prompt": "c130-l4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "FireHydrant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Custom pricing makes it hard to forecast costs at scale."}, {"id": "mai-20260917-0922-baseline|c130-l4|zai-small|ITOC360", "prompt": "c130-l4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "ITOC360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Very cost‑effective but may have fewer integrations and enterprise features for complex environments."}, {"id": "mai-20260917-0922-baseline|c130-l4|zai-small|Datadog OnCall", "prompt": "c130-l4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Datadog OnCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deep observability integration (Datadog, Splunk, etc.) → Datadog OnCall or Splunk On‑Call"}, {"id": "mai-20260917-0922-baseline|c130-l4|zai-small|Splunk On‑Call", "prompt": "c130-l4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Splunk On‑Call", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "→ Datadog OnCall or Splunk On‑Call (observability‑native, per‑host/host‑group pricing)"}, {"id": "mai-20260917-0922-baseline|c130-l4|zai-small|ServiceNow", "prompt": "c130-l4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Full ITSM + ITIL lifecycle → ServiceNow or Jira Service Management"}, {"id": "mai-20260917-0922-baseline|c130-l4|zai-small|Jira Service Management", "prompt": "c130-l4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "→ ServiceNow or Jira Service Management (custom quote, but most comprehensive)"}, {"id": "mai-20260917-0922-baseline|c130-l4|zai-small|Hyperping", "prompt": "c130-l4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Flat‑rate monitoring + on‑call → Hyperping ($24/mo flat, no per‑seat fees)"}, {"id": "mai-20260917-0922-baseline|c130-l5|challenger-small|incident.io", "prompt": "c130-l5", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "tailor it to **incident.io vs PagerDuty vs Rootly vs ServiceNow**"}, {"id": "mai-20260917-0922-baseline|c130-l5|challenger-small|PagerDuty", "prompt": "c130-l5", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tailor it to **incident.io vs PagerDuty vs Rootly vs ServiceNow**"}, {"id": "mai-20260917-0922-baseline|c130-l5|challenger-small|Rootly", "prompt": "c130-l5", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tailor it to **incident.io vs PagerDuty vs Rootly vs ServiceNow**"}, {"id": "mai-20260917-0922-baseline|c130-l5|challenger-small|ServiceNow", "prompt": "c130-l5", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tailor it to **incident.io vs PagerDuty vs Rootly vs ServiceNow**"}, {"id": "mai-20260917-0922-baseline|c130-l5|deepseek-small|PagerDuty", "prompt": "c130-l5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare specific vendors (PagerDuty, incident.io, Rootly, FireHydrant, Jeli, etc.) against these criteria"}, {"id": "mai-20260917-0922-baseline|c130-l5|deepseek-small|incident.io", "prompt": "c130-l5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare specific vendors (PagerDuty, incident.io, Rootly, FireHydrant, Jeli, etc.) against these criteria"}, {"id": "mai-20260917-0922-baseline|c130-l5|deepseek-small|Rootly", "prompt": "c130-l5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare specific vendors (PagerDuty, incident.io, Rootly, FireHydrant, Jeli, etc.) against these criteria"}, {"id": "mai-20260917-0922-baseline|c130-l5|deepseek-small|FireHydrant", "prompt": "c130-l5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare specific vendors (PagerDuty, incident.io, Rootly, FireHydrant, Jeli, etc.) against these criteria"}, {"id": "mai-20260917-0922-baseline|c130-l5|deepseek-small|Jeli", "prompt": "c130-l5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Jeli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare specific vendors (PagerDuty, incident.io, Rootly, FireHydrant, Jeli, etc.) against these criteria"}, {"id": "mai-20260917-0922-baseline|c130-l5|google-small|PagerDuty", "prompt": "c130-l5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "It is notoriously expensive, and modern incident orchestration features (AIOps, postmortems) are gated behind pricey add-on tiers."}, {"id": "mai-20260917-0922-baseline|c130-l5|google-small|incident.io", "prompt": "c130-l5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pick one or two engineering teams to run a trial of a modern tool (like *incident.io* or *Rootly*) and compare it against the incumbent *PagerDuty*"}, {"id": "mai-20260917-0922-baseline|c130-l5|google-small|Rootly", "prompt": "c130-l5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Rootly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Rootly is a top contender"}, {"id": "mai-20260917-0922-baseline|c130-l5|google-small|FireHydrant", "prompt": "c130-l5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your organization is already standardizing on Freshservice, this integration may offer a streamlined procurement route"}, {"id": "mai-20260917-0922-baseline|c130-l5|google-small|Opsgenie", "prompt": "c130-l5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "DO NOT EVALUATE Opsgenie ... remove it from the list immediately"}, {"id": "mai-20260917-0922-baseline|c130-l5|meta-small|PagerDuty", "prompt": "c130-l5", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular incident management platforms that meet these criteria include: 1. PagerDuty: Offers enterprise-grade security and compliance"}, {"id": "mai-20260917-0922-baseline|c130-l5|meta-small|AlertOps", "prompt": "c130-l5", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "AlertOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AlertOps: Provides enterprise single sign-on via SAML 2.0, OIDC, and Active Directory, and is fully SOC 2 Type II and GDPR compliant."}, {"id": "mai-20260917-0922-baseline|c130-l5|meta-small|Rootly", "prompt": "c130-l5", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Rootly: Offers end-to-end incident management with security controls like AES 256-bit encryption, TLS, SSO, and 2FA"}, {"id": "mai-20260917-0922-baseline|c130-l5|meta-small|ServiceNow ITSM", "prompt": "c130-l5", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ServiceNow ITSM: A comprehensive IT service management platform that holds SOC 2, ISO 27001, PCI DSS, HIPAA, and FedRAMP certifications"}, {"id": "mai-20260917-0922-baseline|c130-l5|mistral-small|PagerDuty", "prompt": "c130-l5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **PagerDuty** | On-call, alerting, incident response | Yes | Yes |"}, {"id": "mai-20260917-0922-baseline|c130-l5|mistral-small|Opsgenie (Atlassian)", "prompt": "c130-l5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Opsgenie (Atlassian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Opsgenie (Atlassian)** | Jira integration, on-call | Yes | Yes |"}, {"id": "mai-20260917-0922-baseline|c130-l5|mistral-small|Splunk On-Call", "prompt": "c130-l5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Splunk On-Call", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Splunk On-Call** | Splunk ecosystem, enterprise scale | Yes | Yes |"}, {"id": "mai-20260917-0922-baseline|c130-l5|mistral-small|VictorOps (Splunk)", "prompt": "c130-l5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "VictorOps (Splunk)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **VictorOps (Splunk)** | Real-time collaboration, on-call | Yes | Yes |"}, {"id": "mai-20260917-0922-baseline|c130-l5|mistral-small|FireHydrant", "prompt": "c130-l5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **FireHydrant** | Incident workflows, post-mortems | Yes | Yes |"}, {"id": "mai-20260917-0922-baseline|c130-l5|mistral-small|Rootly", "prompt": "c130-l5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Rootly** | Kubernetes-native, workflow automation | Yes | Yes |"}, {"id": "mai-20260917-0922-baseline|c130-l5|mistral-small|BigPanda", "prompt": "c130-l5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "BigPanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **BigPanda** | AIOps, alert correlation | Yes | Yes |"}, {"id": "mai-20260917-0922-baseline|c130-l5|moonshot-small|PagerDuty", "prompt": "c130-l5", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**PagerDuty** | Large enterprises needing broad integrations | 70% of Fortune 100 use it, FedRAMP, extensive ecosystem"}, {"id": "mai-20260917-0922-baseline|c130-l5|moonshot-small|ServiceNow ITSM", "prompt": "c130-l5", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**ServiceNow ITSM** | ITIL-aligned, CMDB-heavy environments"}, {"id": "mai-20260917-0922-baseline|c130-l5|moonshot-small|incident.io", "prompt": "c130-l5", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**incident.io** | Slack-native organizations | SOC 2 Type II, EU data residency"}, {"id": "mai-20260917-0922-baseline|c130-l5|moonshot-small|Rootly", "prompt": "c130-l5", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rootly** | SRE/DevOps automation focus | Workflow automation, enterprise RBAC, SOC 2 certified"}, {"id": "mai-20260917-0922-baseline|c130-l5|xai-small|PagerDuty", "prompt": "c130-l5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PagerDuty | Yes | Yes | Excellent (enterprise leader) | $41/user/mo | Integrations, AIOps"}, {"id": "mai-20260917-0922-baseline|c130-l5|xai-small|incident.io", "prompt": "c130-l5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "incident.io | Yes | Enterprise tier | Strong (Slack-native)"}, {"id": "mai-20260917-0922-baseline|c130-l5|xai-small|Rootly", "prompt": "c130-l5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rootly | Yes (implied) | Yes | Good | Custom | Full lifecycle in Teams/Slack"}, {"id": "mai-20260917-0922-baseline|c130-l5|xai-small|FireHydrant", "prompt": "c130-l5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FireHydrant | Yes | Yes | Good | ~$40/responder | RBAC depth"}, {"id": "mai-20260917-0922-baseline|c130-l5|xai-small|Freshservice", "prompt": "c130-l5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Freshservice | Yes + ISO/HIPAA | Yes | Good (ITSM) | Volume tiers | Affordable compliance"}, {"id": "mai-20260917-0922-baseline|c130-l5|xai-small|ServiceNow", "prompt": "c130-l5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Demo top 5: PagerDuty, incident.io, Rootly, FireHydrant, ServiceNow/Freshservice."}, {"id": "mai-20260917-0922-baseline|c130-l5|xai-small|Opsgenie", "prompt": "c130-l5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Opsgenie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tools/data import from legacy (e.g., Opsgenie sunset)"}, {"id": "mai-20260917-0922-baseline|c130-l6|alibaba-small|ServiceNow", "prompt": "c130-l6", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "relying on them *solely* for active incident management during a \"war room\" scenario creates operational friction"}, {"id": "mai-20260917-0922-baseline|c130-l6|alibaba-small|Remedy", "prompt": "c130-l6", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Remedy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While these are excellent for ITIL ticketing, relying on them *solely* for active incident management ... creates operational friction"}, {"id": "mai-20260917-0922-baseline|c130-l6|alibaba-small|War Room", "prompt": "c130-l6", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "War Room", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "without robust external architecture like **War Room** or proper integration with a database"}, {"id": "mai-20260917-0922-baseline|c130-l6|alibaba-small|Jira", "prompt": "c130-l6", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "attempt to build their own incident management workflows using Jira, internal wikis, or scripts ... building an IM platform is almost always a distraction"}, {"id": "mai-20260917-0922-baseline|c130-l6|alibaba-small|PagerDuty", "prompt": "c130-l6", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The \"Gold Standard\": Specialized Incident Response tools (e.g., PagerDuty, VictorOps/Datadog, Opsgenie)"}, {"id": "mai-20260917-0922-baseline|c130-l6|alibaba-small|VictorOps/Datadog", "prompt": "c130-l6", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "VictorOps/Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "The \"Gold Standard\": Specialized Incident Response tools (e.g., PagerDuty, VictorOps/Datadog, Opsgenie)"}, {"id": "mai-20260917-0922-baseline|c130-l6|alibaba-small|Opsgenie", "prompt": "c130-l6", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "The \"Gold Standard\": Specialized Incident Response tools (e.g., PagerDuty, VictorOps/Datadog, Opsgenie)"}, {"id": "mai-20260917-0922-baseline|c130-l6|alibaba-small|ServiceNow ITOM", "prompt": "c130-l6", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow ITOM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The \"Ecosystem Choice\": Integrated suites (e.g., ServiceNow ITOM, Splunk Enterprise Security). Use these *if* your organization has bought into that ecosystem already."}, {"id": "mai-20260917-0922-baseline|c130-l6|alibaba-small|Splunk Enterprise Security", "prompt": "c130-l6", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Splunk Enterprise Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Integrated suites (e.g., ServiceNow ITOM, Splunk Enterprise Security). Use these *if* your organization has bought into that ecosystem already."}, {"id": "mai-20260917-0922-baseline|c130-l6|anthropic-small|Atlassian OpsGenie", "prompt": "c130-l6", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Atlassian OpsGenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Given its end-of-life trajectory and limited AI features, OpsGenie is not a long-term choice for incident management software in 2025."}, {"id": "mai-20260917-0922-baseline|c130-l6|anthropic-small|Grafana OnCall (Open Source)", "prompt": "c130-l6", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Grafana OnCall (Open Source)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Grafana OnCall (OSS) entered maintenance mode in 2025 and is being consolidated into Grafana Cloud IRM."}, {"id": "mai-20260917-0922-baseline|c130-l6|anthropic-small|PagerDuty", "prompt": "c130-l6", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it comes with the baggage of being a complex, price-heavy, and legacy-oriented platform"}, {"id": "mai-20260917-0922-baseline|c130-l6|anthropic-small|FireHydrant", "prompt": "c130-l6", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "FireHydrant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Teams evaluating FireHydrant as a standalone tool should press on how the roadmap and pricing change post-acquisition."}, {"id": "mai-20260917-0922-baseline|c130-l6|challenger-small|Opsgenie", "prompt": "c130-l6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Opsgenie**: it is explicitly described as reaching **end-of-life in April 2027**, which makes it a risky long-term bet for a large enterprise."}, {"id": "mai-20260917-0922-baseline|c130-l6|challenger-small|incident.io", "prompt": "c130-l6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "one source says **incident.io isn’t suitable** for enterprises needing **ITSM depth** or advanced SRE automation"}, {"id": "mai-20260917-0922-baseline|c130-l6|challenger-small|PagerDuty", "prompt": "c130-l6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "several sources position **PagerDuty** and **ServiceNow** as safer enterprise defaults"}, {"id": "mai-20260917-0922-baseline|c130-l6|challenger-small|ServiceNow", "prompt": "c130-l6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "several sources position **PagerDuty** and **ServiceNow** as safer enterprise defaults"}, {"id": "mai-20260917-0922-baseline|c130-l6|challenger-small|Rootly", "prompt": "c130-l6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Rootly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lighter tools like **incident.io**, **Rootly**, or other modern platforms should be evaluated carefully against enterprise requirements"}, {"id": "mai-20260917-0922-baseline|c130-l6|deepseek-small|Opsgenie (Atlassian)", "prompt": "c130-l6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie (Atlassian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Opsgenie (Atlassian)** — *Avoid outright.*"}, {"id": "mai-20260917-0922-baseline|c130-l6|deepseek-small|Jira Service Management", "prompt": "c130-l6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "funneling users to Jira Service Management, which for many enterprises is *more tool than needed* and forces an expensive per-agent ITSM-license model"}, {"id": "mai-20260917-0922-baseline|c130-l6|deepseek-small|VictorOps / Splunk On-Call (now Cisco)", "prompt": "c130-l6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "VictorOps / Splunk On-Call (now Cisco)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid Opsgenie (shutting down) and VictorOps/Splunk On-Call (stalled)"}, {"id": "mai-20260917-0922-baseline|c130-l6|deepseek-small|Moogsoft (now Dell APEX AIOps)", "prompt": "c130-l6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Moogsoft (now Dell APEX AIOps)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious with Moogsoft (Dell consolidation)"}, {"id": "mai-20260917-0922-baseline|c130-l6|deepseek-small|AlertOps", "prompt": "c130-l6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "AlertOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AlertOps (reliability/UX issues)"}, {"id": "mai-20260917-0922-baseline|c130-l6|deepseek-small|PagerDuty", "prompt": "c130-l6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Strong at scale, but budget for real, transparent total cost or you'll be hit with surprise add-on fees."}, {"id": "mai-20260917-0922-baseline|c130-l6|deepseek-small|BigPanda", "prompt": "c130-l6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "BigPanda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "*Caution on cost and complexity.*"}, {"id": "mai-20260917-0922-baseline|c130-l6|google-small|ServiceNow", "prompt": "c130-l6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "legacy installations of ServiceNow, BMC Helix, or traditional ticketing suites... Why to avoid this approach... avoid using it as your primary alerting and real-time response interface"}, {"id": "mai-20260917-0922-baseline|c130-l6|google-small|BMC Helix", "prompt": "c130-l6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "legacy installations of ServiceNow, BMC Helix, or traditional ticketing suites... avoid using it as your primary alerting and real-time response interface"}, {"id": "mai-20260917-0922-baseline|c130-l6|google-small|Nagios", "prompt": "c130-l6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Nagios", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "relying on a self-hosted Nagios, older Zabbix, or raw Prometheus Alertmanager without enterprise wrappers). Why to avoid them"}, {"id": "mai-20260917-0922-baseline|c130-l6|google-small|Zabbix", "prompt": "c130-l6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Zabbix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "relying on a self-hosted Nagios, older Zabbix, or raw Prometheus Alertmanager without enterprise wrappers). Why to avoid them"}, {"id": "mai-20260917-0922-baseline|c130-l6|google-small|Prometheus Alertmanager", "prompt": "c130-l6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Prometheus Alertmanager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "raw Prometheus Alertmanager without enterprise wrappers). Why to avoid them: Single Point of Failure"}, {"id": "mai-20260917-0922-baseline|c130-l6|google-small|AWS CloudWatch", "prompt": "c130-l6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "AWS CloudWatch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Relying entirely on native cloud provider alerting (e.g., AWS CloudWatch, Azure Monitor, or Google Cloud Operations suite)... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c130-l6|google-small|Azure Monitor", "prompt": "c130-l6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Azure Monitor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why to be cautious: Multi-Cloud Blind Spots... A cloud-native tool cannot easily bridge telemetry and alert routing"}, {"id": "mai-20260917-0922-baseline|c130-l6|google-small|Google Cloud Operations suite", "prompt": "c130-l6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Google Cloud Operations suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Siloed, Provider-Specific Cloud Alerting... Google Cloud Operations suite)... No Human-Process Layer"}, {"id": "mai-20260917-0922-baseline|c130-l6|meta-small|Opsgenie", "prompt": "c130-l6", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Opsgenie is reaching end-of-life in April 2027, making it a risky bet for large enterprises."}, {"id": "mai-20260917-0922-baseline|c130-l6|meta-small|PagerDuty", "prompt": "c130-l6", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it has a high total cost of ownership (TCO) and may not be the best choice for large enterprises"}, {"id": "mai-20260917-0922-baseline|c130-l6|minimax-small|Opsgenie", "prompt": "c130-l6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Opsgenie** appears to be the main platform to avoid or be very cautious about"}, {"id": "mai-20260917-0922-baseline|c130-l6|minimax-small|PagerDuty", "prompt": "c130-l6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it doesn't natively cover incident coordination, postmortems, or status pages - those require separate tools"}, {"id": "mai-20260917-0922-baseline|c130-l6|minimax-small|incident.io", "prompt": "c130-l6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "most commonly recommended alternatives mentioned in the results include incident.io, Rootly, FireHydrant, and Xurrent IMR"}, {"id": "mai-20260917-0922-baseline|c130-l6|minimax-small|Rootly", "prompt": "c130-l6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "most commonly recommended alternatives mentioned in the results include incident.io, Rootly, FireHydrant, and Xurrent IMR"}, {"id": "mai-20260917-0922-baseline|c130-l6|minimax-small|FireHydrant", "prompt": "c130-l6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "most commonly recommended alternatives mentioned in the results include incident.io, Rootly, FireHydrant, and Xurrent IMR"}, {"id": "mai-20260917-0922-baseline|c130-l6|minimax-small|Xurrent IMR", "prompt": "c130-l6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Xurrent IMR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "most commonly recommended alternatives mentioned in the results include incident.io, Rootly, FireHydrant, and Xurrent IMR"}, {"id": "mai-20260917-0922-baseline|c130-l6|mistral-small|Opsgenie", "prompt": "c130-l6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or plan to migrate away from Opsgenie** due to its end-of-life status."}, {"id": "mai-20260917-0922-baseline|c130-l6|mistral-small|PagerDuty", "prompt": "c130-l6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious with PagerDuty** regarding cost and operational overhead."}, {"id": "mai-20260917-0922-baseline|c130-l6|mistral-small|ServiceNow", "prompt": "c130-l6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "full ITSM suites can be overkill for dedicated DevOps/SRE teams focused solely on incident response"}, {"id": "mai-20260917-0922-baseline|c130-l6|mistral-small|Jira Service Management", "prompt": "c130-l6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may introduce unnecessary complexity and slower workflows compared to dedicated incident management tools"}, {"id": "mai-20260917-0922-baseline|c130-l6|mistral-small|Rootly", "prompt": "c130-l6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider dedicated incident management platforms** (e.g., Rootly, incident.io, Better Stack)"}, {"id": "mai-20260917-0922-baseline|c130-l6|mistral-small|incident.io", "prompt": "c130-l6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider dedicated incident management platforms** (e.g., Rootly, incident.io, Better Stack)"}, {"id": "mai-20260917-0922-baseline|c130-l6|mistral-small|Better Stack", "prompt": "c130-l6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider dedicated incident management platforms** (e.g., Rootly, incident.io, Better Stack)"}, {"id": "mai-20260917-0922-baseline|c130-l6|moonshot-small|Opsgenie (Atlassian)", "prompt": "c130-l6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie (Atlassian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Opsgenie (Atlassian) — AVOID ... Officially being sunset April 5, 2027"}, {"id": "mai-20260917-0922-baseline|c130-l6|moonshot-small|PagerDuty", "prompt": "c130-l6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "PagerDuty — CAUTION: Cost & Complexity"}, {"id": "mai-20260917-0922-baseline|c130-l6|moonshot-small|ServiceNow", "prompt": "c130-l6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ServiceNow — CAUTION: Implementation Burden"}, {"id": "mai-20260917-0922-baseline|c130-l6|moonshot-small|Jira Service Management (JSM)", "prompt": "c130-l6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Jira Service Management (JSM) — CAUTION: Not Purpose-Built"}, {"id": "mai-20260917-0922-baseline|c130-l6|moonshot-small|incident.io", "prompt": "c130-l6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Transparent all-in pricing (~$45/user/month), Slack-native, purpose-built for SRE workflows"}, {"id": "mai-20260917-0922-baseline|c130-l6|moonshot-small|Rootly", "prompt": "c130-l6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Workflow automation focus, AI-powered root cause analysis"}, {"id": "mai-20260917-0922-baseline|c130-l6|moonshot-small|ITOC360", "prompt": "c130-l6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ITOC360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AI-native triage without add-on pricing model"}, {"id": "mai-20260917-0922-baseline|c130-l6|moonshot-small|AlertOps", "prompt": "c130-l6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "AlertOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Bundled commercial structure (green across architectural dimensions in recent evaluations)"}, {"id": "mai-20260917-0922-baseline|c130-l6|xai-small|Opsgenie (Atlassian Opsgenie)", "prompt": "c130-l6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie (Atlassian Opsgenie)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid or Use with Extreme Caution**... **Why cautious/avoid**: ... scales poorly for massive enterprises."}, {"id": "mai-20260917-0922-baseline|c130-l6|xai-small|Splunk On-Call (formerly VictorOps)", "prompt": "c130-l6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Splunk On-Call (formerly VictorOps)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why cautious/avoid**: Tied to Splunk ecosystem, making it niche for Splunk-heavy monitoring setups."}, {"id": "mai-20260917-0922-baseline|c130-l6|xai-small|PagerDuty", "prompt": "c130-l6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why cautious**: Expensive ($21–$79/user/mo, add-ons for AI/analytics), complex UI/setup overwhelms admins"}, {"id": "mai-20260917-0922-baseline|c130-l6|xai-small|ServiceNow ITSM", "prompt": "c130-l6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why cautious**: Bloated and overkill for pure SRE/devops incidents"}, {"id": "mai-20260917-0922-baseline|c130-l6|xai-small|Rootly", "prompt": "c130-l6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Rootly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Safer bets**: Rootly (automation-heavy, Slack/Teams-native)"}, {"id": "mai-20260917-0922-baseline|c130-l6|xai-small|incident.io", "prompt": "c130-l6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "incident.io (simple for engineering)"}, {"id": "mai-20260917-0922-baseline|c130-l6|xai-small|Zenduty", "prompt": "c130-l6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Zenduty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "incident.io (Slack-native), Zenduty"}, {"id": "mai-20260917-0922-baseline|c130-l6|xai-small|Better Stack", "prompt": "c130-l6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Rootly, Better Stack"}, {"id": "mai-20260917-0922-baseline|c130-l6|xai-small|Jira Service Mgmt", "prompt": "c130-l6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Jira Service Mgmt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Jira Service Mgmt (lighter)"}, {"id": "mai-20260917-0922-baseline|c130-l6|xai-small|Datadog Incident Management", "prompt": "c130-l6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Datadog Incident Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "or Datadog Incident Management (cloud-native scale)"}, {"id": "mai-20260917-0922-baseline|c130-m1|alibaba-small|PagerDuty", "prompt": "c130-m1", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PagerDuty** and **Zenduty** are the two most frequently recommended options"}, {"id": "mai-20260917-0922-baseline|c130-m1|alibaba-small|Zenduty", "prompt": "c130-m1", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Zenduty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Zenduty** if you want a balance of powerful features, structured runbooks, and reasonable pricing for a mid-market team."}, {"id": "mai-20260917-0922-baseline|c130-m1|alibaba-small|Opsgenie", "prompt": "c130-m1", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Opsgenie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "followed closely by **Opsgenie** if you use Atlassian tools"}, {"id": "mai-20260917-0922-baseline|c130-m1|alibaba-small|Hyperping", "prompt": "c130-m1", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"Modern\" Option: Hyperping or Incident.io"}, {"id": "mai-20260917-0922-baseline|c130-m1|alibaba-small|Incident.io", "prompt": "c130-m1", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best \"Modern\" Option: Hyperping or Incident.io"}, {"id": "mai-20260917-0922-baseline|c130-m1|alibaba-small|Freshservice", "prompt": "c130-m1", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Broader ITSM: Freshservice"}, {"id": "mai-20260917-0922-baseline|c130-m1|anthropic-small|Freshservice", "prompt": "c130-m1", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Freshservice by Freshworks is well-suited for mid-market IT teams that want comprehensive ITSM"}, {"id": "mai-20260917-0922-baseline|c130-m1|anthropic-small|Rootly", "prompt": "c130-m1", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Rootly is the AI-first pick for fast-growing mid-market and enterprise teams already living in Slack or Teams"}, {"id": "mai-20260917-0922-baseline|c130-m1|anthropic-small|PagerDuty", "prompt": "c130-m1", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "typically 30–50% cheaper than PagerDuty when you compare incident response + on-call + AI in one platform"}, {"id": "mai-20260917-0922-baseline|c130-m1|anthropic-small|Zenduty", "prompt": "c130-m1", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Zenduty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zenduty combines alerting and on-call with response playbooks and SLA tracking, targeting mid-market teams"}, {"id": "mai-20260917-0922-baseline|c130-m1|anthropic-small|Squadcast", "prompt": "c130-m1", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Squadcast is the cheapest serious on-call and incident management tool in this category"}, {"id": "mai-20260917-0922-baseline|c130-m1|challenger-small|Freshservice", "prompt": "c130-m1", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your incident process is broader IT service management rather than engineering incident response, **Freshservice** is the better fit"}, {"id": "mai-20260917-0922-baseline|c130-m1|challenger-small|incident.io", "prompt": "c130-m1", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want a single recommendation without more context, I'd pick **incident.io** for most mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c130-m1|challenger-small|PagerDuty", "prompt": "c130-m1", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when you need the deepest integration ecosystem and mature enterprise on-call/alerting"}, {"id": "mai-20260917-0922-baseline|c130-m1|challenger-small|Jira Service Management", "prompt": "c130-m1", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you are already standardized on Atlassian tools"}, {"id": "mai-20260917-0922-baseline|c130-m1|challenger-small|Zenduty", "prompt": "c130-m1", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Zenduty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a strong mid-market option for alerting plus playbooks without enterprise-suite complexity"}, {"id": "mai-20260917-0922-baseline|c130-m1|deepseek-small|Incident.io", "prompt": "c130-m1", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd strongly favor **Incident.io** as the default recommendation"}, {"id": "mai-20260917-0922-baseline|c130-m1|deepseek-small|Rootly", "prompt": "c130-m1", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Custom Workflows & Precise Modeling: Rootly"}, {"id": "mai-20260917-0922-baseline|c130-m1|deepseek-small|FireHydrant", "prompt": "c130-m1", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best with a Service Catalog & Change Tracking: FireHydrant"}, {"id": "mai-20260917-0922-baseline|c130-m1|deepseek-small|PagerDuty", "prompt": "c130-m1", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It's **pricey** ... weaker on post-mortems and modern incident coordination workflows"}, {"id": "mai-20260917-0922-baseline|c130-m1|deepseek-small|Opsgenie", "prompt": "c130-m1", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid: Opsgenie ... reaching **end-of-life**"}, {"id": "mai-20260917-0922-baseline|c130-m1|deepseek-small|Jira Service Management", "prompt": "c130-m1", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Already deeply invested in Atlassian/Jira | Consider Jira Service Management"}, {"id": "mai-20260917-0922-baseline|c130-m1|google-small|incident.io", "prompt": "c130-m1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: `incident.io` ... this is the top choice."}, {"id": "mai-20260917-0922-baseline|c130-m1|google-small|Rootly", "prompt": "c130-m1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Customization & Engineering Rigor: `Rootly`"}, {"id": "mai-20260917-0922-baseline|c130-m1|google-small|PagerDuty", "prompt": "c130-m1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "notoriously rigid, with a steep learning curve and pricing that scales aggressively"}, {"id": "mai-20260917-0922-baseline|c130-m1|google-small|Better Stack", "prompt": "c130-m1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better Stack is a highly reliable, cost-effective option."}, {"id": "mai-20260917-0922-baseline|c130-m1|google-small|Opsgenie", "prompt": "c130-m1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid adopting Opsgenie.** Atlassian has announced the End of Life (EOL) for standalone Opsgenie"}, {"id": "mai-20260917-0922-baseline|c130-m1|google-small|Jira Service Management (JSM)", "prompt": "c130-m1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "they are folding its features into Jira Service Management (JSM)"}, {"id": "mai-20260917-0922-baseline|c130-m1|meta-small|Freshservice", "prompt": "c130-m1", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top options include Freshservice, PagerDuty, Opsgenie, Rootly, and Hyperping."}, {"id": "mai-20260917-0922-baseline|c130-m1|meta-small|PagerDuty", "prompt": "c130-m1", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top options include Freshservice, PagerDuty, Opsgenie, Rootly, and Hyperping."}, {"id": "mai-20260917-0922-baseline|c130-m1|meta-small|Opsgenie", "prompt": "c130-m1", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Opsgenie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top options include Freshservice, PagerDuty, Opsgenie, Rootly, and Hyperping."}, {"id": "mai-20260917-0922-baseline|c130-m1|meta-small|Rootly", "prompt": "c130-m1", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top options include Freshservice, PagerDuty, Opsgenie, Rootly, and Hyperping."}, {"id": "mai-20260917-0922-baseline|c130-m1|meta-small|Hyperping", "prompt": "c130-m1", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Hyperping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top options include Freshservice, PagerDuty, Opsgenie, Rootly, and Hyperping."}, {"id": "mai-20260917-0922-baseline|c130-m1|minimax-small|PagerDuty", "prompt": "c130-m1", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PagerDuty** — Best Overall for Mid-Market"}, {"id": "mai-20260917-0922-baseline|c130-m1|minimax-small|Jira Service Management (JSM)", "prompt": "c130-m1", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Atlassian Shops"}, {"id": "mai-20260917-0922-baseline|c130-m1|minimax-small|Freshservice", "prompt": "c130-m1", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for ITSM-First Organizations"}, {"id": "mai-20260917-0922-baseline|c130-m1|minimax-small|incident.io", "prompt": "c130-m1", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Modern/Slack-Native Option"}, {"id": "mai-20260917-0922-baseline|c130-m1|minimax-small|Rootly", "prompt": "c130-m1", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for AI-Focused Teams"}, {"id": "mai-20260917-0922-baseline|c130-m1|mistral-small|PagerDuty", "prompt": "c130-m1", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PagerDuty** and **incident.io** are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c130-m1|mistral-small|incident.io", "prompt": "c130-m1", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**PagerDuty** and **incident.io** are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c130-m1|mistral-small|Freshservice by Freshworks", "prompt": "c130-m1", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Freshservice by Freshworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a more ITIL-aligned or ITSM-focused solution, **Freshservice** is a strong alternative."}, {"id": "mai-20260917-0922-baseline|c130-m1|mistral-small|Zenduty", "prompt": "c130-m1", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Zenduty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For teams wanting a simpler, playbook-driven approach, **Zenduty** is worth considering."}, {"id": "mai-20260917-0922-baseline|c130-m1|moonshot-small|PagerDuty", "prompt": "c130-m1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **PagerDuty** — Best for Scale & Reliability ... Industry leader with 700+ integrations"}, {"id": "mai-20260917-0922-baseline|c130-m1|moonshot-small|Freshservice", "prompt": "c130-m1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Freshservice** — Best for ITSM Integration"}, {"id": "mai-20260917-0922-baseline|c130-m1|moonshot-small|incident.io", "prompt": "c130-m1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **incident.io** — Best for Slack-Native Teams"}, {"id": "mai-20260917-0922-baseline|c130-m1|moonshot-small|Zenduty", "prompt": "c130-m1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Zenduty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Zenduty** — Best Value for Mid-Market"}, {"id": "mai-20260917-0922-baseline|c130-m1|moonshot-small|Rootly", "prompt": "c130-m1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. **Rootly** — Best for Automation-Focused Teams"}, {"id": "mai-20260917-0922-baseline|c130-m1|moonshot-small|Opsgenie", "prompt": "c130-m1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Opsgenie is shutting down in April 2027** ... you should plan a migration to another platform."}, {"id": "mai-20260917-0922-baseline|c130-m1|moonshot-small|Jira Service Management", "prompt": "c130-m1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider migrating from Opsgenie to Jira Service Management"}, {"id": "mai-20260917-0922-baseline|c130-m1|moonshot-small|ServiceNow", "prompt": "c130-m1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Freshservice or ServiceNow (if budget allows)"}, {"id": "mai-20260917-0922-baseline|c130-m1|openai-small|incident.io", "prompt": "c130-m1", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default pick is **incident.io** if you want the best balance of ease of use, modern workflow automation, and strong Slack-native coordination"}, {"id": "mai-20260917-0922-baseline|c130-m1|openai-small|PagerDuty", "prompt": "c130-m1", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your needs are more mature or enterprise-heavy, **PagerDuty** is still the safer \"most established\" choice."}, {"id": "mai-20260917-0922-baseline|c130-m1|openai-small|FireHydrant", "prompt": "c130-m1", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "FireHydrant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good option, but review data suggests incident.io is generally rated higher by mid-market users."}, {"id": "mai-20260917-0922-baseline|c130-m1|openai-small|Opsgenie", "prompt": "c130-m1", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Opsgenie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're already in Atlassian-heavy workflows:** **Opsgenie** or **Jira Service Management**"}, {"id": "mai-20260917-0922-baseline|c130-m1|openai-small|Jira Service Management", "prompt": "c130-m1", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Useful if your incident process is tightly tied to Jira/Atlassian."}, {"id": "mai-20260917-0922-baseline|c130-m1|xai-small|PagerDuty", "prompt": "c130-m1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PagerDuty** tops many lists (e.g., Viewpoint Analysis, Rootly blogs) for proven reliability in tech-forward B2B, but evaluate cost"}, {"id": "mai-20260917-0922-baseline|c130-m1|xai-small|incident.io", "prompt": "c130-m1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**incident.io** and **Rootly** shine for collaborative, modern stacks (Slack/Teams-heavy B2B), with quick ROI"}, {"id": "mai-20260917-0922-baseline|c130-m1|xai-small|Rootly", "prompt": "c130-m1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-first Slack/Teams users with automation needs ... Great for fast-growing B2B."}, {"id": "mai-20260917-0922-baseline|c130-m1|xai-small|Jira Service Management (w/ Opsgenie)", "prompt": "c130-m1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management (w/ Opsgenie)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Heavier if not already in Atlassian ecosystem."}, {"id": "mai-20260917-0922-baseline|c130-m1|xai-small|Zenduty", "prompt": "c130-m1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Zenduty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-conscious mid-market SRE/DevOps | Playbooks, alerting, SLAs at lower cost"}, {"id": "mai-20260917-0922-baseline|c130-m1|xai-small|Squadcast", "prompt": "c130-m1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Squadcast for SRE focus; Zenduty for structure without complexity."}, {"id": "mai-20260917-0922-baseline|c130-m1|xai-small|ServiceNow", "prompt": "c130-m1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-heavy like ServiceNow (too complex/pricey)"}, {"id": "mai-20260917-0922-baseline|c130-m1|xai-small|VictorOps/Splunk On-Call", "prompt": "c130-m1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "VictorOps/Splunk On-Call", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid ... basic tools like VictorOps/Splunk On-Call (now pricier, less innovative)"}, {"id": "mai-20260917-0922-baseline|c130-m1|zai-small|Zenduty", "prompt": "c130-m1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Zenduty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zenduty** is the top pick for most mid‑market B2B organizations."}, {"id": "mai-20260917-0922-baseline|c130-m1|zai-small|Opsgenie (Atlassian)", "prompt": "c130-m1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Opsgenie (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already heavily invested in the Atlassian ecosystem, **Opsgenie** or **Jira Service Management** will give you a smoother integration path."}, {"id": "mai-20260917-0922-baseline|c130-m1|zai-small|Jira Service Management", "prompt": "c130-m1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Opsgenie** or **Jira Service Management** will give you a smoother integration path."}, {"id": "mai-20260917-0922-baseline|c130-m1|zai-small|Rootly", "prompt": "c130-m1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For chat‑native teams or AI‑heavy automation, **Rootly** or **incident.io** are excellent alternatives."}, {"id": "mai-20260917-0922-baseline|c130-m1|zai-small|incident.io", "prompt": "c130-m1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rootly** or **incident.io** are excellent alternatives."}, {"id": "mai-20260917-0922-baseline|c130-m1|zai-small|Squadcast", "prompt": "c130-m1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Squadcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget‑conscious DevOps teams | ~$12 | Lowest entry price"}, {"id": "mai-20260917-0922-baseline|c130-m1|zai-small|PagerDuty", "prompt": "c130-m1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Large‑scale alerting & on‑call (if budget allows)"}, {"id": "mai-20260917-0922-baseline|c130-m1|zai-small|FireHydrant", "prompt": "c130-m1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Pure incident lifecycle (no monitoring required)** → Zenduty, Rootly, FireHydrant"}, {"id": "mai-20260917-0922-baseline|c130-m1|zai-small|Better Stack", "prompt": "c130-m1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Need integrated monitoring + incidents + logs** → Better Stack, Squadcast"}, {"id": "mai-20260917-0922-baseline|c130-m2|alibaba-small|PagerDuty", "prompt": "c130-m2", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PagerDuty is the most mature platform on the market... **Go with PagerDuty** if budget is not an object and you need maximum customization."}, {"id": "mai-20260917-0922-baseline|c130-m2|alibaba-small|Atlassian Opsgenie", "prompt": "c130-m2", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Atlassian Opsgenie", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Go with Opsgenie** if you want to streamline your Jira workflow and manage costs efficiently."}, {"id": "mai-20260917-0922-baseline|c130-m2|alibaba-small|Squadcast", "prompt": "c130-m2", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Try Squadcast** if you want a fresh, modern approach and find PagerDuty too clunky."}, {"id": "mai-20260917-0922-baseline|c130-m2|alibaba-small|VictorOps (Splunk)", "prompt": "c130-m2", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "VictorOps (Splunk)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Expensive if you only need alerting and not the full Splunk stack; can feel bloated if you are a lightweight shop."}, {"id": "mai-20260917-0922-baseline|c130-m2|anthropic-small|PagerDuty", "prompt": "c130-m2", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PagerDuty** is often the top choice"}, {"id": "mai-20260917-0922-baseline|c130-m2|anthropic-small|Opsgenie", "prompt": "c130-m2", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Opsgenie", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Opsgenie** if you want better value, especially if you're already in the Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c130-m2|anthropic-small|Grafana OnCall", "prompt": "c130-m2", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Grafana OnCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good open-source option that's more cost-effective"}, {"id": "mai-20260917-0922-baseline|c130-m2|anthropic-small|Incident.io", "prompt": "c130-m2", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern alternative with strong incident management features"}, {"id": "mai-20260917-0922-baseline|c130-m2|anthropic-small|Firehydrant", "prompt": "c130-m2", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Firehydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Growing option focused on incident response workflows"}, {"id": "mai-20260917-0922-baseline|c130-m2|anthropic-small|xMatters", "prompt": "c130-m2", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "xMatters", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Better for more complex enterprises with multi-team coordination"}, {"id": "mai-20260917-0922-baseline|c130-m2|challenger-small|incident.io", "prompt": "c130-m2", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "pick incident.io for most mid-sized B2B teams"}, {"id": "mai-20260917-0922-baseline|c130-m2|challenger-small|Hyperping", "prompt": "c130-m2", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose **Hyperping** if cost predictability and bundled monitoring matter more"}, {"id": "mai-20260917-0922-baseline|c130-m2|challenger-small|PagerDuty", "prompt": "c130-m2", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise-scale incident automation | **PagerDuty**"}, {"id": "mai-20260917-0922-baseline|c130-m2|challenger-small|UptimeRobot", "prompt": "c130-m2", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "UptimeRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Simple alerting with minimal setup | **UptimeRobot**"}, {"id": "mai-20260917-0922-baseline|c130-m2|deepseek-small|incident.io", "prompt": "c130-m2", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **incident.io** as the top choice for a typical mid-sized B2B company"}, {"id": "mai-20260917-0922-baseline|c130-m2|deepseek-small|PagerDuty", "prompt": "c130-m2", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PagerDuty** as the strong incumbent alternative depending on your priorities"}, {"id": "mai-20260917-0922-baseline|c130-m2|deepseek-small|Grafana OnCall", "prompt": "c130-m2", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Grafana OnCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "free/open-source; the best choice if you're already deep in the Grafana/Prometheus/Kubernetes stack"}, {"id": "mai-20260917-0922-baseline|c130-m2|deepseek-small|Squadcast", "prompt": "c130-m2", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "budget-friendly SRE-focused option at ~$9/user/month if cost is the #1 constraint"}, {"id": "mai-20260917-0922-baseline|c130-m2|deepseek-small|Rootly", "prompt": "c130-m2", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong if you want maximum automation and AI-first response at mid-market/enterprise scale"}, {"id": "mai-20260917-0922-baseline|c130-m2|deepseek-small|Opsgenie", "prompt": "c130-m2", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid Opsgenie** \\u2014 Atlassian has stopped selling new licenses"}, {"id": "mai-20260917-0922-baseline|c130-m2|google-small|Opsgenie", "prompt": "c130-m2", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**do not adopt standalone Opsgenie**"}, {"id": "mai-20260917-0922-baseline|c130-m2|google-small|incident.io", "prompt": "c130-m2", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "incident.io (Best Overall / Best Modern Slack- & Teams-Native)"}, {"id": "mai-20260917-0922-baseline|c130-m2|google-small|Jira Service Management", "prompt": "c130-m2", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Atlassian-Heavy Orgs"}, {"id": "mai-20260917-0922-baseline|c130-m2|google-small|Better Stack", "prompt": "c130-m2", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Budget & Simplicity"}, {"id": "mai-20260917-0922-baseline|c130-m2|google-small|PagerDuty", "prompt": "c130-m2", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it can be overkill and highly expensive for mid-sized companies"}, {"id": "mai-20260917-0922-baseline|c130-m2|meta-small|Hyperping", "prompt": "c130-m2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Hyperping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Hyperping**: Best value for teams that want monitoring, on-call, and status pages in one tool"}, {"id": "mai-20260917-0922-baseline|c130-m2|meta-small|Rootly", "prompt": "c130-m2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AI-first pick for fast-growing mid-market and enterprise teams that live in Slack or Teams"}, {"id": "mai-20260917-0922-baseline|c130-m2|meta-small|All Quiet", "prompt": "c130-m2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "All Quiet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers on-call scheduling software with maximum flexibility, transparent pricing"}, {"id": "mai-20260917-0922-baseline|c130-m2|meta-small|incident.io", "prompt": "c130-m2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers deep policies, automation, analytics, and wide integrations, suitable for mid-size to enterprise teams"}, {"id": "mai-20260917-0922-baseline|c130-m2|meta-small|PagerDuty", "prompt": "c130-m2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best overall for enterprise incident response, with mature escalation policies and broad integrations"}, {"id": "mai-20260917-0922-baseline|c130-m2|meta-small|TaskCall", "prompt": "c130-m2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "TaskCall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for small teams wanting simple pricing"}, {"id": "mai-20260917-0922-baseline|c130-m2|minimax-small|incident.io", "prompt": "c130-m2", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **incident.io** if you're Slack-centric, or **Hyperping** if you want flat-rate pricing"}, {"id": "mai-20260917-0922-baseline|c130-m2|minimax-small|Hyperping", "prompt": "c130-m2", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Hyperping", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **incident.io** if you're Slack-centric, or **Hyperping** if you want flat-rate pricing with monitoring included"}, {"id": "mai-20260917-0922-baseline|c130-m2|minimax-small|PagerDuty", "prompt": "c130-m2", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Expensive, can be overkill, web-first (not Slack-native)"}, {"id": "mai-20260917-0922-baseline|c130-m2|minimax-small|Rootly", "prompt": "c130-m2", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rootly** — Best for AI-assisted management"}, {"id": "mai-20260917-0922-baseline|c130-m2|mistral-small|Hyperping", "prompt": "c130-m2", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Hyperping", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommended for mid-size companies (10 to 50 people) due to its flat-rate pricing and simplicity"}, {"id": "mai-20260917-0922-baseline|c130-m2|mistral-small|incident.io", "prompt": "c130-m2", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal if you want a Slack-native solution that integrates seamlessly with your existing workflows"}, {"id": "mai-20260917-0922-baseline|c130-m2|mistral-small|Rootly", "prompt": "c130-m2", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for AI-assisted scheduling and coverage management"}, {"id": "mai-20260917-0922-baseline|c130-m2|mistral-small|Squadcast", "prompt": "c130-m2", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a bundled solution that includes on-call management, incident response, and reliability workflows"}, {"id": "mai-20260917-0922-baseline|c130-m2|moonshot-small|PagerDuty", "prompt": "c130-m2", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PagerDuty** – Best Overall for Mid-Sized B2B Companies"}, {"id": "mai-20260917-0922-baseline|c130-m2|moonshot-small|Opsgenie", "prompt": "c130-m2", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Opsgenie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If cost-conscious**: **Opsgenie** – Great value ... but plan for the 2027 migration."}, {"id": "mai-20260917-0922-baseline|c130-m2|moonshot-small|Splunk On-Call (formerly VictorOps)", "prompt": "c130-m2", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Splunk On-Call (formerly VictorOps)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "## **Alternative Worth Considering**"}, {"id": "mai-20260917-0922-baseline|c130-m2|openai-small|incident.io", "prompt": "c130-m2", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **incident.io** if your team lives in **Slack or Microsoft Teams**"}, {"id": "mai-20260917-0922-baseline|c130-m2|openai-small|PagerDuty", "prompt": "c130-m2", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the **safest \"classic\" choice for alerting/on-call only**... I'd pick **PagerDuty**"}, {"id": "mai-20260917-0922-baseline|c130-m2|openai-small|Opsgenie", "prompt": "c130-m2", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "I'd generally **avoid choosing Opsgenie as a new long-term platform today**"}, {"id": "mai-20260917-0922-baseline|c130-m2|openai-small|Jira Service Management", "prompt": "c130-m2", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Choose Jira Service Management/Opsgenie migration** only if Atlassian alignment matters more than best-in-class incident response"}, {"id": "mai-20260917-0922-baseline|c130-m2|xai-small|PagerDuty", "prompt": "c130-m2", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend PagerDuty as the top choice"}, {"id": "mai-20260917-0922-baseline|c130-m2|xai-small|Squadcast", "prompt": "c130-m2", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Squadcast or incident.io as strong, more affordable alternatives"}, {"id": "mai-20260917-0922-baseline|c130-m2|xai-small|incident.io", "prompt": "c130-m2", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "incident.io: Modern, Slack-first; great if your team lives in Slack"}, {"id": "mai-20260917-0922-baseline|c130-m2|xai-small|Splunk On-Call", "prompt": "c130-m2", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Splunk On-Call", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Best with Splunk; pricier"}, {"id": "mai-20260917-0922-baseline|c130-m2|xai-small|Opsgenie", "prompt": "c130-m2", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Opsgenie is phasing out (EOL 2027), so avoid."}, {"id": "mai-20260917-0922-baseline|c130-m2|zai-small|Rootly", "prompt": "c130-m2", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Rootly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rootly** is the best overall fit for a mid‑sized B2B company"}, {"id": "mai-20260917-0922-baseline|c130-m2|zai-small|Opsgenie", "prompt": "c130-m2", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Opsgenie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Opsgenie** is the second‑best choice."}, {"id": "mai-20260917-0922-baseline|c130-m2|zai-small|PagerDuty", "prompt": "c130-m2", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Higher cost, more complex to configure for smaller teams"}, {"id": "mai-20260917-0922-baseline|c130-m2|zai-small|Incident.io", "prompt": "c130-m2", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "20–100 engineers: Rootly or Incident.io"}, {"id": "mai-20260917-0922-baseline|c130-m2|zai-small|Better Stack", "prompt": "c130-m2", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need a monitoring‑plus‑on‑call solution with minimal setup: **Better Stack** or **Hyperping** are great starting points."}, {"id": "mai-20260917-0922-baseline|c130-m2|zai-small|Hyperping", "prompt": "c130-m2", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best value for monitoring‑plus‑on‑call combo, transparent pricing"}, {"id": "mai-20260917-0922-baseline|c130-m3|alibaba-small|PagerDuty", "prompt": "c130-m3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The historical incumbent and market leader... often considered the \"gold standard\" for reliability."}, {"id": "mai-20260917-0922-baseline|c130-m3|alibaba-small|Zenduty", "prompt": "c130-m3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Zenduty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rapidly growing competitor that combines alerting, incident management, monitoring, and chatops into a single dashboard."}, {"id": "mai-20260917-0922-baseline|c130-m3|alibaba-small|incident.io", "prompt": "c130-m3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A favorite among modern tech startups and mid-sized product companies."}, {"id": "mai-20260917-0922-baseline|c130-m3|alibaba-small|Rootly", "prompt": "c130-m3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: SRE Teams wanting high automation and open-source flexibility."}, {"id": "mai-20260917-0922-baseline|c130-m3|alibaba-small|Splunk IT Service Intelligence (ITSI)", "prompt": "c130-m3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Splunk IT Service Intelligence (ITSI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dominant when the organization is already deeply embedded in the Splunk ecosystem."}, {"id": "mai-20260917-0922-baseline|c130-m3|alibaba-small|BMC Helix ITSM", "prompt": "c130-m3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "These are not \"modern\" incident tools in the SRE sense; they are heavy-duty ITSM suites."}, {"id": "mai-20260917-0922-baseline|c130-m3|alibaba-small|ServiceNow", "prompt": "c130-m3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: Traditional IT Departments requiring strict ITIL compliance."}, {"id": "mai-20260917-0922-baseline|c130-m3|anthropic-small|Rootly", "prompt": "c130-m3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for enterprise-grade, Slack-, Google Chat-, and Teams-native incident management with deep automation and AI."}, {"id": "mai-20260917-0922-baseline|c130-m3|anthropic-small|Incident.io", "prompt": "c130-m3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Slack-first teams that want a quick start."}, {"id": "mai-20260917-0922-baseline|c130-m3|anthropic-small|PagerDuty", "prompt": "c130-m3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "most battle-tested paging platform at enterprise scale, but it does not natively cover incident coordination, postmortems, or status pages"}, {"id": "mai-20260917-0922-baseline|c130-m3|anthropic-small|Jira Service Management", "prompt": "c130-m3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for teams standardized on Atlassian and ITSM"}, {"id": "mai-20260917-0922-baseline|c130-m3|anthropic-small|Better Stack", "prompt": "c130-m3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms for 2026 include Rootly, Incident.io, PagerDuty, Jira Service Management, Better Stack, and more"}, {"id": "mai-20260917-0922-baseline|c130-m3|anthropic-small|Freshservice", "prompt": "c130-m3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Freshservice positions itself as the approachable alternative to complex enterprise ITSM platforms."}, {"id": "mai-20260917-0922-baseline|c130-m3|anthropic-small|Opsgenie", "prompt": "c130-m3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Atlassian is sunsetting Opsgenie, with end of life in April 2027 and new sales already closed."}, {"id": "mai-20260917-0922-baseline|c130-m3|challenger-small|incident.io", "prompt": "c130-m3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **incident.io** if your team works in **Slack or Teams** and wants the fastest path to a chat-based incident workflow."}, {"id": "mai-20260917-0922-baseline|c130-m3|challenger-small|Rootly", "prompt": "c130-m3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Rootly** if you want **automation and AI** to handle more of the incident process."}, {"id": "mai-20260917-0922-baseline|c130-m3|challenger-small|PagerDuty", "prompt": "c130-m3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best known for mature on-call management, escalation, and broad integrations at enterprise scale."}, {"id": "mai-20260917-0922-baseline|c130-m3|challenger-small|ServiceNow", "prompt": "c130-m3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most comprehensive ITSM-style suite, typically chosen for governance, compliance"}, {"id": "mai-20260917-0922-baseline|c130-m3|challenger-small|Jira Service Management", "prompt": "c130-m3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best when incident handling needs to fit into Jira/Atlassian ITSM workflows."}, {"id": "mai-20260917-0922-baseline|c130-m3|challenger-small|Opsgenie", "prompt": "c130-m3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it is positioned more narrowly than full incident platforms; one source notes it is EOL in April 2027"}, {"id": "mai-20260917-0922-baseline|c130-m3|challenger-small|FireHydrant", "prompt": "c130-m3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses on incident response plus post-incident learning, runbooks, and operational discipline."}, {"id": "mai-20260917-0922-baseline|c130-m3|challenger-small|Better Stack", "prompt": "c130-m3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best when teams want incident response tightly paired with observability/monitoring."}, {"id": "mai-20260917-0922-baseline|c130-m3|deepseek-small|PagerDuty", "prompt": "c130-m3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Large enterprise / complex escalations & compliance: PagerDuty or ServiceNow"}, {"id": "mai-20260917-0922-baseline|c130-m3|deepseek-small|Opsgenie", "prompt": "c130-m3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "shutting down April 2027 (being phased out)"}, {"id": "mai-20260917-0922-baseline|c130-m3|deepseek-small|BigPanda", "prompt": "c130-m3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "BigPanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BigPanda — enterprise AIOps event management"}, {"id": "mai-20260917-0922-baseline|c130-m3|deepseek-small|incident.io", "prompt": "c130-m3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Slack-native teams wanting minimal context-switching & AI postmortems: incident.io"}, {"id": "mai-20260917-0922-baseline|c130-m3|deepseek-small|Rootly", "prompt": "c130-m3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Automation-heavy SRE teams with deep runbooks: Rootly or FireHydrant"}, {"id": "mai-20260917-0922-baseline|c130-m3|deepseek-small|FireHydrant", "prompt": "c130-m3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Centers workflow on runbooks and automation, strong workflow customization"}, {"id": "mai-20260917-0922-baseline|c130-m3|deepseek-small|ServiceNow", "prompt": "c130-m3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "most comprehensive enterprise ITSM with compliance focus"}, {"id": "mai-20260917-0922-baseline|c130-m3|deepseek-small|Jira Service Management", "prompt": "c130-m3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Atlassian shops: Opsgenie (short-term) or Jira Service Management"}, {"id": "mai-20260917-0922-baseline|c130-m3|deepseek-small|Grafana Cloud IRM / OnCall", "prompt": "c130-m3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Grafana Cloud IRM / OnCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Observability-native teams: Grafana OnCall, Datadog Incidents, or SigNoz"}, {"id": "mai-20260917-0922-baseline|c130-m3|deepseek-small|SigNoz", "prompt": "c130-m3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "observability-native, add incident response to existing monitoring"}, {"id": "mai-20260917-0922-baseline|c130-m3|deepseek-small|Datadog Incidents", "prompt": "c130-m3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Datadog Incidents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "observability-native, add incident response to existing monitoring"}, {"id": "mai-20260917-0922-baseline|c130-m3|deepseek-small|monday service", "prompt": "c130-m3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "monday service", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "more general IT service desks (ticketing) rather than on-call incident response"}, {"id": "mai-20260917-0922-baseline|c130-m3|deepseek-small|Freshservice", "prompt": "c130-m3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "more general IT service desks (ticketing) rather than on-call incident response"}, {"id": "mai-20260917-0922-baseline|c130-m3|deepseek-small|SolarWinds", "prompt": "c130-m3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "SolarWinds", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "more general IT service desks (ticketing) rather than on-call incident response"}, {"id": "mai-20260917-0922-baseline|c130-m3|google-small|PagerDuty", "prompt": "c130-m3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed, enterprise-grade pioneer of on-call scheduling and alerting."}, {"id": "mai-20260917-0922-baseline|c130-m3|google-small|Opsgenie (by Atlassian)", "prompt": "c130-m3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie (by Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Opsgenie shines if your organization already lives inside the Atlassian ecosystem. It is highly cost-effective"}, {"id": "mai-20260917-0922-baseline|c130-m3|google-small|incident.io", "prompt": "c130-m3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The gold standard for Slack-first (and Microsoft Teams) incident response."}, {"id": "mai-20260917-0922-baseline|c130-m3|google-small|Rootly", "prompt": "c130-m3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A highly customizable, chat-native competitor to incident.io that focuses heavily on workflow automation."}, {"id": "mai-20260917-0922-baseline|c130-m3|google-small|ServiceNow ITSM", "prompt": "c130-m3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Massive implementation times, high costs, and a steep learning curve. It is generally considered too heavy and slow for agile software engineering teams."}, {"id": "mai-20260917-0922-baseline|c130-m3|google-small|Freshservice (Freshworks)", "prompt": "c130-m3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Freshservice (Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A modern, lighter, and more user-friendly alternative to ServiceNow."}, {"id": "mai-20260917-0922-baseline|c130-m3|google-small|FireHydrant", "prompt": "c130-m3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Freshworks acquired the dedicated incident response tool **FireHydrant**"}, {"id": "mai-20260917-0922-baseline|c130-m3|meta-small|Better Stack", "prompt": "c130-m3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include Better Stack, Opsgenie, Pagerduty, Splunk on-call, xMatters, Rootly, incident.io, Jira Service Management, and others."}, {"id": "mai-20260917-0922-baseline|c130-m3|meta-small|Opsgenie", "prompt": "c130-m3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include Better Stack, Opsgenie, Pagerduty, Splunk on-call, xMatters, Rootly, incident.io, Jira Service Management"}, {"id": "mai-20260917-0922-baseline|c130-m3|meta-small|Pagerduty", "prompt": "c130-m3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Pagerduty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include Better Stack, Opsgenie, Pagerduty, Splunk on-call, xMatters"}, {"id": "mai-20260917-0922-baseline|c130-m3|meta-small|Splunk on-call", "prompt": "c130-m3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Splunk on-call", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top platforms include ... Splunk on-call, xMatters, Rootly"}, {"id": "mai-20260917-0922-baseline|c130-m3|meta-small|xMatters", "prompt": "c130-m3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "xMatters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Splunk on-call, xMatters, Rootly, incident.io"}, {"id": "mai-20260917-0922-baseline|c130-m3|meta-small|Rootly", "prompt": "c130-m3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "xMatters, Rootly, incident.io, Jira Service Management, and others"}, {"id": "mai-20260917-0922-baseline|c130-m3|meta-small|incident.io", "prompt": "c130-m3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Rootly, incident.io, Jira Service Management, and others"}, {"id": "mai-20260917-0922-baseline|c130-m3|meta-small|Jira Service Management", "prompt": "c130-m3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "incident.io, Jira Service Management, and others"}, {"id": "mai-20260917-0922-baseline|c130-m3|minimax-small|PagerDuty", "prompt": "c130-m3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. PagerDuty**\n- **Best for:** Large enterprises requiring comprehensive incident management"}, {"id": "mai-20260917-0922-baseline|c130-m3|minimax-small|Opsgenie (Atlassian)", "prompt": "c130-m3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Teams already using Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c130-m3|minimax-small|Splunk On-Call (formerly VictorOps)", "prompt": "c130-m3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Splunk On-Call (formerly VictorOps)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Organizations using Splunk ecosystem"}, {"id": "mai-20260917-0922-baseline|c130-m3|minimax-small|xMatters", "prompt": "c130-m3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "xMatters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Organizations needing flexible workflow automation"}, {"id": "mai-20260917-0922-baseline|c130-m3|minimax-small|ServiceNow Incident Management", "prompt": "c130-m3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow Incident Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Enterprise organizations needing ITSM integration"}, {"id": "mai-20260917-0922-baseline|c130-m3|minimax-small|Rootly", "prompt": "c130-m3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Teams using Slack/Microsoft Teams"}, {"id": "mai-20260917-0922-baseline|c130-m3|mistral-small|PagerDuty", "prompt": "c130-m3", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For pure alerting and on-call: PagerDuty remains the gold standard."}, {"id": "mai-20260917-0922-baseline|c130-m3|mistral-small|incident.io", "prompt": "c130-m3", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For all-in-one, modern workflows: incident.io is the most popular choice, especially for Slack-centric teams."}, {"id": "mai-20260917-0922-baseline|c130-m3|mistral-small|Rootly", "prompt": "c130-m3", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rootly and FireHydrant are strong contenders."}, {"id": "mai-20260917-0922-baseline|c130-m3|mistral-small|FireHydrant", "prompt": "c130-m3", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FireHydrant is a good fit for teams that want to standardize their incident response process."}, {"id": "mai-20260917-0922-baseline|c130-m3|mistral-small|BigPanda", "prompt": "c130-m3", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "BigPanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For enterprise-scale AIOps: BigPanda is the go-to."}, {"id": "mai-20260917-0922-baseline|c130-m3|moonshot-small|PagerDuty", "prompt": "c130-m3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PagerDuty** | Enterprise alerting & on-call | Mature, 700+ integrations, AI-powered noise reduction"}, {"id": "mai-20260917-0922-baseline|c130-m3|moonshot-small|ServiceNow ITSM", "prompt": "c130-m3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large enterprise needing full ITSM | **ServiceNow**"}, {"id": "mai-20260917-0922-baseline|c130-m3|moonshot-small|incident.io", "prompt": "c130-m3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Slack-centric team wanting quick incident response | **incident.io** or **Rootly**"}, {"id": "mai-20260917-0922-baseline|c130-m3|moonshot-small|Rootly", "prompt": "c130-m3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deep workflow automation, enterprise-grade ChatOps"}, {"id": "mai-20260917-0922-baseline|c130-m3|moonshot-small|FireHydrant", "prompt": "c130-m3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need runbooks + strong post-incident learning | **FireHydrant**"}, {"id": "mai-20260917-0922-baseline|c130-m3|moonshot-small|Squadcast", "prompt": "c130-m3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget-conscious SRE team | **Squadcast**"}, {"id": "mai-20260917-0922-baseline|c130-m3|moonshot-small|Grafana OnCall", "prompt": "c130-m3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Grafana OnCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free tier, integrated with observability stack"}, {"id": "mai-20260917-0922-baseline|c130-m3|moonshot-small|BigPanda", "prompt": "c130-m3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "BigPanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Massive scale needing AI alert correlation | **BigPanda**"}, {"id": "mai-20260917-0922-baseline|c130-m3|moonshot-small|Opsgenie", "prompt": "c130-m3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Atlassian stopped selling new Opsgenie licenses in June 2025, with full end-of-life on **April 5, 2027**"}, {"id": "mai-20260917-0922-baseline|c130-m3|moonshot-small|Jira Service Management", "prompt": "c130-m3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Existing users are migrating to **Jira Service Management** or alternatives like PagerDuty."}, {"id": "mai-20260917-0922-baseline|c130-m3|moonshot-small|Splunk On-Call", "prompt": "c130-m3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Splunk On-Call", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Heavy Splunk/Grafana observability users | **Splunk On-Call**"}, {"id": "mai-20260917-0922-baseline|c130-m3|openai-small|PagerDuty", "prompt": "c130-m3", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need **best-in-class paging at enterprise scale** → **PagerDuty**"}, {"id": "mai-20260917-0922-baseline|c130-m3|openai-small|Opsgenie", "prompt": "c130-m3", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "notes Atlassian’s sunset of Opsgenie, which has made migration planning a major topic"}, {"id": "mai-20260917-0922-baseline|c130-m3|openai-small|Rootly", "prompt": "c130-m3", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need **Slack-first, automated incident workflows** → **Rootly**"}, {"id": "mai-20260917-0922-baseline|c130-m3|openai-small|FireHydrant", "prompt": "c130-m3", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need **process standardization + incident management** → **FireHydrant**"}, {"id": "mai-20260917-0922-baseline|c130-m3|openai-small|Splunk On-Call", "prompt": "c130-m3", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Splunk On-Call", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need **Splunk-aligned on-call** → **Splunk On-Call**"}, {"id": "mai-20260917-0922-baseline|c130-m3|openai-small|xMatters", "prompt": "c130-m3", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "xMatters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "I’d treat that as a general market characterization rather than a sourced claim."}, {"id": "mai-20260917-0922-baseline|c130-m3|xai-small|PagerDuty", "prompt": "c130-m3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PagerDuty** - Enterprise alerting leader."}, {"id": "mai-20260917-0922-baseline|c130-m3|xai-small|incident.io", "prompt": "c130-m3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**incident.io** - Slack/Teams-native for modern teams."}, {"id": "mai-20260917-0922-baseline|c130-m3|xai-small|Rootly", "prompt": "c130-m3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rootly** - Automation and AI-heavy for SRE."}, {"id": "mai-20260917-0922-baseline|c130-m3|xai-small|Jira Service Management", "prompt": "c130-m3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Jira Service Management** - Atlassian ecosystem ITSM."}, {"id": "mai-20260917-0922-baseline|c130-m3|xai-small|ServiceNow", "prompt": "c130-m3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ServiceNow** - Comprehensive enterprise ITSM suite."}, {"id": "mai-20260917-0922-baseline|c130-m3|xai-small|FireHydrant", "prompt": "c130-m3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others frequently mentioned: FireHydrant, Squadcast, Opsgenie (Atlassian)"}, {"id": "mai-20260917-0922-baseline|c130-m3|xai-small|Squadcast", "prompt": "c130-m3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Squadcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Budget alerting? Squadcast/Opsgenie alternatives."}, {"id": "mai-20260917-0922-baseline|c130-m3|xai-small|Opsgenie", "prompt": "c130-m3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others frequently mentioned: FireHydrant, Squadcast, Opsgenie (Atlassian)"}, {"id": "mai-20260917-0922-baseline|c130-m3|xai-small|Splunk On-Call", "prompt": "c130-m3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Splunk On-Call", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Splunk On-Call, Freshservice, monday service"}, {"id": "mai-20260917-0922-baseline|c130-m3|xai-small|Freshservice", "prompt": "c130-m3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Splunk On-Call, Freshservice, monday service"}, {"id": "mai-20260917-0922-baseline|c130-m3|xai-small|monday service", "prompt": "c130-m3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "monday service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Splunk On-Call, Freshservice, monday service"}, {"id": "mai-20260917-0922-baseline|c130-m3|zai-small|PagerDuty", "prompt": "c130-m3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "On‑call scheduling and alert management with extensive integrations and AIOps features."}, {"id": "mai-20260917-0922-baseline|c130-m3|zai-small|ServiceNow", "prompt": "c130-m3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Full IT Service Management suite with powerful automation, compliance, and multi‑department support."}, {"id": "mai-20260917-0922-baseline|c130-m3|zai-small|Jira Service Management", "prompt": "c130-m3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Native integration with Jira and Atlassian tools"}, {"id": "mai-20260917-0922-baseline|c130-m3|zai-small|Opsgenie", "prompt": "c130-m3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Alert management within the Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c130-m3|zai-small|Rootly", "prompt": "c130-m3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SRE‑focused, AI‑native platform designed for full‑lifecycle incident management"}, {"id": "mai-20260917-0922-baseline|c130-m3|zai-small|incident.io", "prompt": "c130-m3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Slack‑first, chat‑native solution that handles the entire incident lifecycle"}, {"id": "mai-20260917-0922-baseline|c130-m3|zai-small|Better Stack", "prompt": "c130-m3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Combines incident management with logging and uptime monitoring"}, {"id": "mai-20260917-0922-baseline|c130-m3|zai-small|Zenduty", "prompt": "c130-m3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Zenduty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Alert management and incident response platform with a focus on SRE teams"}, {"id": "mai-20260917-0922-baseline|c130-m3|zai-small|SolarWinds Servicenow / SolarWinds Service Desk", "prompt": "c130-m3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "SolarWinds Servicenow / SolarWinds Service Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Part of the SolarWinds suite, offering ITSM capabilities and monitoring integration"}, {"id": "mai-20260917-0922-baseline|c130-m3|zai-small|InvGate Service Management", "prompt": "c130-m3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "InvGate Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "ITIL‑compliant ITSM platform with strong ITIL support and fast setup"}, {"id": "mai-20260917-0922-baseline|c130-m4|alibaba-small|Squadcast", "prompt": "c130-m4", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Squadcast is widely considered the top choice for startups because it balances robust enterprise features with accessible pricing."}, {"id": "mai-20260917-0922-baseline|c130-m4|alibaba-small|Better Stack", "prompt": "c130-m4", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for All-in-One (Monitoring + Incidents): **Better Stack**"}, {"id": "mai-20260917-0922-baseline|c130-m4|alibaba-small|incident.io", "prompt": "c130-m4", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Modern & User-Friendly: **incident.io**"}, {"id": "mai-20260917-0922-baseline|c130-m4|alibaba-small|Uptime Kuma", "prompt": "c130-m4", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Uptime Kuma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Uptime Kuma is an excellent open-source choice"}, {"id": "mai-20260917-0922-baseline|c130-m4|alibaba-small|Runframe", "prompt": "c130-m4", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Runframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Runframe** | Simplicity | Free | Small dev teams avoiding complexity. |"}, {"id": "mai-20260917-0922-baseline|c130-m4|anthropic-small|Squadcast", "prompt": "c130-m4", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For budget-conscious DevOps teams that just need solid on-call, Squadcast stands out."}, {"id": "mai-20260917-0922-baseline|c130-m4|anthropic-small|AlertOps", "prompt": "c130-m4", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "AlertOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "reviewers describe the interface as hard to navigate, particularly around managing on-call rosters"}, {"id": "mai-20260917-0922-baseline|c130-m4|anthropic-small|Jira Service Management", "prompt": "c130-m4", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers a free tier for up to 3 agents with basic alerts and on-call scheduling"}, {"id": "mai-20260917-0922-baseline|c130-m4|anthropic-small|Better Stack", "prompt": "c130-m4", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better Stack includes monitoring, incidents, and log ingestion at no cost"}, {"id": "mai-20260917-0922-baseline|c130-m4|anthropic-small|Spike.sh", "prompt": "c130-m4", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Spike.sh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "combines on-call, escalations, incidents, and status pages in one product at a lower entry price, with a Starter plan at $7/user/month"}, {"id": "mai-20260917-0922-baseline|c130-m4|challenger-small|Better Stack", "prompt": "c130-m4", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one default recommendation, I'd choose **Better Stack** for most budget-limited companies"}, {"id": "mai-20260917-0922-baseline|c130-m4|challenger-small|Squadcast", "prompt": "c130-m4", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Squadcast** is often the cheaper, more focused alternative"}, {"id": "mai-20260917-0922-baseline|c130-m4|challenger-small|Hyperping", "prompt": "c130-m4", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best ultra-low flat-rate option:** **Hyperping**"}, {"id": "mai-20260917-0922-baseline|c130-m4|challenger-small|incident.io", "prompt": "c130-m4", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you live in Slack and can stretch budget a bit:** **incident.io**"}, {"id": "mai-20260917-0922-baseline|c130-m4|challenger-small|PagerDuty", "prompt": "c130-m4", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "better for larger or enterprise teams, with higher total cost once add-ons are included"}, {"id": "mai-20260917-0922-baseline|c130-m4|deepseek-small|Squadcast", "prompt": "c130-m4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Squadcast** — If you need a full-featured platform at the lowest realistic price point"}, {"id": "mai-20260917-0922-baseline|c130-m4|deepseek-small|Spike.sh", "prompt": "c130-m4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Spike.sh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheapest Per-User Option ... Perfect for **very small teams**"}, {"id": "mai-20260917-0922-baseline|c130-m4|deepseek-small|incident.io", "prompt": "c130-m4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Slack-Native Option with Free Tier"}, {"id": "mai-20260917-0922-baseline|c130-m4|deepseek-small|Hyperping", "prompt": "c130-m4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hyperping** — If your team is under ~30 people and you want flat, predictable pricing"}, {"id": "mai-20260917-0922-baseline|c130-m4|deepseek-small|Grafana OnCall", "prompt": "c130-m4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Grafana OnCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Grafana OnCall** — If you're willing to self-host / already use Grafana and want to spend **$0**"}, {"id": "mai-20260917-0922-baseline|c130-m4|deepseek-small|PagerDuty", "prompt": "c130-m4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid PagerDuty** unless you have substantial budget"}, {"id": "mai-20260917-0922-baseline|c130-m4|deepseek-small|Better Stack", "prompt": "c130-m4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Bundles monitoring + logs, but add-ons stack up"}, {"id": "mai-20260917-0922-baseline|c130-m4|google-small|Atlassian Opsgenie", "prompt": "c130-m4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Atlassian Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "legacy budget favorites like **Atlassian Opsgenie** stopped new sales and are fully ending support in April 2027"}, {"id": "mai-20260917-0922-baseline|c130-m4|google-small|Grafana OnCall OSS", "prompt": "c130-m4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Grafana OnCall OSS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "popular self-hosted options like **Grafana OnCall OSS** were archived"}, {"id": "mai-20260917-0922-baseline|c130-m4|google-small|Better Stack", "prompt": "c130-m4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Better Stack is highly recommended because it **bundles all of these services** into a single platform."}, {"id": "mai-20260917-0922-baseline|c130-m4|google-small|PagerDuty", "prompt": "c130-m4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "cannot afford PagerDuty's high per-user pricing ($21 to $35+ per user/month)"}, {"id": "mai-20260917-0922-baseline|c130-m4|google-small|Xurrent IMR (formerly Zenduty)", "prompt": "c130-m4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Xurrent IMR (formerly Zenduty)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**If you have a $0 budget:** Go with **Xurrent IMR (Zenduty)**. It has the most robust free plan for up to 5 users."}, {"id": "mai-20260917-0922-baseline|c130-m4|google-small|Hyperping", "prompt": "c130-m4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Hyperping** for its flat-rate, no-seat-fee pricing structure."}, {"id": "mai-20260917-0922-baseline|c130-m4|google-small|Squadcast", "prompt": "c130-m4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pro plans starting at **$9 to $12 per user/month**... enterprise-grade on-call scheduling"}, {"id": "mai-20260917-0922-baseline|c130-m4|google-small|TaskCall", "prompt": "c130-m4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "TaskCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "highly praised for including advanced features like live call routing, AI-powered triage, and runbook automation"}, {"id": "mai-20260917-0922-baseline|c130-m4|meta-small|Hyperping Pro", "prompt": "c130-m4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Hyperping Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Hyperping Pro (under $100/mo)"}, {"id": "mai-20260917-0922-baseline|c130-m4|meta-small|Squadcast Pro", "prompt": "c130-m4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Squadcast Pro ( $100–$300/mo)"}, {"id": "mai-20260917-0922-baseline|c130-m4|meta-small|Better Stack", "prompt": "c130-m4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Better Stack with light add-ons ( $100–$300/mo)"}, {"id": "mai-20260917-0922-baseline|c130-m4|meta-small|incident.io Team", "prompt": "c130-m4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io Team", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "incident.io Team ( $300–$1,000/mo)"}, {"id": "mai-20260917-0922-baseline|c130-m4|meta-small|Rootly Incident Response Essentials", "prompt": "c130-m4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Rootly Incident Response Essentials", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "It's also worth considering Rootly, which offers a cost-effective solution with a monthly cost of under $500 for 10 users"}, {"id": "mai-20260917-0922-baseline|c130-m4|minimax-small|Better Uptime", "prompt": "c130-m4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Uptime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Better Uptime** or **Hyperping** (for managed service with free tiers)"}, {"id": "mai-20260917-0922-baseline|c130-m4|minimax-small|Uptime Kuma", "prompt": "c130-m4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Uptime Kuma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For **tightest budget**, I'd suggest starting with: 1. **Uptime Kuma** (if you need self-hosted, free solution)"}, {"id": "mai-20260917-0922-baseline|c130-m4|minimax-small|Hyperping", "prompt": "c130-m4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Hyperping", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Better Uptime** or **Hyperping** (for managed service with free tiers)"}, {"id": "mai-20260917-0922-baseline|c130-m4|minimax-small|Squadcast", "prompt": "c130-m4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free up to 5 users - Good incident response features"}, {"id": "mai-20260917-0922-baseline|c130-m4|minimax-small|FreshService", "prompt": "c130-m4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "FreshService", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers free/freemium plan"}, {"id": "mai-20260917-0922-baseline|c130-m4|minimax-small|Spiceworks", "prompt": "c130-m4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Spiceworks** - Completely free with basic features"}, {"id": "mai-20260917-0922-baseline|c130-m4|minimax-small|Freshstatus", "prompt": "c130-m4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Freshstatus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Freshstatus** - Free for up to 250 subscribers"}, {"id": "mai-20260917-0922-baseline|c130-m4|minimax-small|PagerDuty", "prompt": "c130-m4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**PagerDuty** - Has free tier, though limited"}, {"id": "mai-20260917-0922-baseline|c130-m4|mistral-small|Squadcast", "prompt": "c130-m4", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Squadcast and Hyperping are top recommendations for small teams and SMBs"}, {"id": "mai-20260917-0922-baseline|c130-m4|mistral-small|Hyperping", "prompt": "c130-m4", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Hyperping", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Squadcast and Hyperping are top recommendations for small teams and SMBs"}, {"id": "mai-20260917-0922-baseline|c130-m4|mistral-small|incident.io", "prompt": "c130-m4", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "incident.io is also a strong contender if you prefer a Slack-native solution and can start for free."}, {"id": "mai-20260917-0922-baseline|c130-m4|mistral-small|Rootly", "prompt": "c130-m4", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For startups under $500/month (for 10 users), Rootly includes on-call and status pages"}, {"id": "mai-20260917-0922-baseline|c130-m4|mistral-small|Better Stack", "prompt": "c130-m4", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Another affordable option, especially when combined with light add-ons"}, {"id": "mai-20260917-0922-baseline|c130-m4|moonshot-small|OneUptime", "prompt": "c130-m4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "OneUptime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneUptime** (Best Free All-in-One) ... If you have technical resources, **OneUptime** provides enterprise-grade capabilities at zero licensing cost."}, {"id": "mai-20260917-0922-baseline|c130-m4|moonshot-small|Grafana On-Call", "prompt": "c130-m4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Grafana On-Call", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Teams already using Grafana for monitoring"}, {"id": "mai-20260917-0922-baseline|c130-m4|moonshot-small|TheHive", "prompt": "c130-m4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "TheHive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Security operations teams"}, {"id": "mai-20260917-0922-baseline|c130-m4|moonshot-small|Spike", "prompt": "c130-m4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Spike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For most budget-constrained companies, **Spike at $7/user** or **Squadcast with its free tier** offer the best balance of features and affordability."}, {"id": "mai-20260917-0922-baseline|c130-m4|moonshot-small|Squadcast", "prompt": "c130-m4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Spike at $7/user** or **Squadcast with its free tier** offer the best balance of features and affordability"}, {"id": "mai-20260917-0922-baseline|c130-m4|moonshot-small|Opsgenie", "prompt": "c130-m4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Opsgenie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Squadcast (free tier) or Opsgenie (free tier)"}, {"id": "mai-20260917-0922-baseline|c130-m4|moonshot-small|AlertOps", "prompt": "c130-m4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "AlertOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Need full features, small budget** | Spike ($7/user) or AlertOps ($8/user)"}, {"id": "mai-20260917-0922-baseline|c130-m4|moonshot-small|Rootly", "prompt": "c130-m4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "flat-rate pricing (like Rootly) can be cheaper than per-seat models"}, {"id": "mai-20260917-0922-baseline|c130-m4|moonshot-small|PagerDuty", "prompt": "c130-m4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a full-featured alternative to multiple tools (PagerDuty + StatusPage.io + UptimeRobot)"}, {"id": "mai-20260917-0922-baseline|c130-m4|moonshot-small|Incident.io", "prompt": "c130-m4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Rootly or Incident.io alternatives"}, {"id": "mai-20260917-0922-baseline|c130-m4|openai-small|xMatters Free", "prompt": "c130-m4", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "xMatters Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If budget is the main constraint, **xMatters Free** is a strong starting point because it offers a **free plan for up to 5 users**"}, {"id": "mai-20260917-0922-baseline|c130-m4|openai-small|PagerDuty Free", "prompt": "c130-m4", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A close alternative is **PagerDuty Free**, which also supports **up to 5 users at $0/month**"}, {"id": "mai-20260917-0922-baseline|c130-m4|openai-small|Jira Service Management / Opsgenie-style incident management", "prompt": "c130-m4", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Jira Service Management / Opsgenie-style incident management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Absolute lowest cost:** Atlassian/Jira Service Management path."}, {"id": "mai-20260917-0922-baseline|c130-m4|openai-small|Opsgenie", "prompt": "c130-m4", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Opsgenie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Opsgenie new signups have ended** and the functionality is now available in Jira Service Management"}, {"id": "mai-20260917-0922-baseline|c130-m4|xai-small|incident.io", "prompt": "c130-m4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**incident.io (Best Overall Free Pick for Small Teams)**"}, {"id": "mai-20260917-0922-baseline|c130-m4|xai-small|PagerDuty", "prompt": "c130-m4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PagerDuty (Strong for Alerting/On-Call)**"}, {"id": "mai-20260917-0922-baseline|c130-m4|xai-small|FireHydrant", "prompt": "c130-m4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FireHydrant (Good for Incident Workflows)**"}, {"id": "mai-20260917-0922-baseline|c130-m4|xai-small|Jira Service Management", "prompt": "c130-m4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Jira Service Management (If You Use Atlassian)**"}, {"id": "mai-20260917-0922-baseline|c130-m4|xai-small|Squadcast", "prompt": "c130-m4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Squadcast (Cheapest Paid Upgrade Path)**"}, {"id": "mai-20260917-0922-baseline|c130-m4|xai-small|Uptime Kuma", "prompt": "c130-m4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Uptime Kuma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-Source Alternatives (Fully Free, Self-Hosted): Uptime Kuma (uptime monitoring)"}, {"id": "mai-20260917-0922-baseline|c130-m4|xai-small|Grafana OnCall", "prompt": "c130-m4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Grafana OnCall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Grafana OnCall (3 users free in Cloud). Great if you have DevOps resources, but require setup/maintenance."}, {"id": "mai-20260917-0922-baseline|c130-m4|zai-small|Jira Service Management", "prompt": "c130-m4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**You're Atlassian-heavy** | Jira Service Management (free for 3 agents)"}, {"id": "mai-20260917-0922-baseline|c130-m4|zai-small|PagerDuty", "prompt": "c130-m4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**You need simple on-call with strong integrations** | PagerDuty (free up to 5 users)"}, {"id": "mai-20260917-0922-baseline|c130-m4|zai-small|OpsGenie", "prompt": "c130-m4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "OpsGenie", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**You want the cheapest per-user cost** | OpsGenie (free up to 5 users, $9.45/user/mo after)"}, {"id": "mai-20260917-0922-baseline|c130-m4|zai-small|incident.io", "prompt": "c130-m4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**You're on Slack and want free** | incident.io (free up to 5 responders)"}, {"id": "mai-20260917-0922-baseline|c130-m4|zai-small|Squadcast", "prompt": "c130-m4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**You're a small startup (5–10 people)** | OpsGenie or Squadcast (both have free tiers)"}, {"id": "mai-20260917-0922-baseline|c130-m4|zai-small|Better Stack", "prompt": "c130-m4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**You want monitoring + incidents in one stack** | Better Stack (free tier, $24/mo Pro)"}, {"id": "mai-20260917-0922-baseline|c130-m4|zai-small|FireHydrant", "prompt": "c130-m4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**FireHydrant** | Free tier | $20/mo | Reliability engineering focus"}, {"id": "mai-20260917-0922-baseline|c130-m4|zai-small|Rootly", "prompt": "c130-m4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Rootly** – ~$20/user/mo; strong AI automation and postmortems"}, {"id": "mai-20260917-0922-baseline|c130-m4|zai-small|Grafana OnCall", "prompt": "c130-m4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Grafana OnCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**You want to self-host** | Grafana OnCall or OneUptime"}, {"id": "mai-20260917-0922-baseline|c130-m4|zai-small|OneUptime", "prompt": "c130-m4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "OneUptime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**You want to self-host** | Grafana OnCall or OneUptime"}, {"id": "mai-20260917-0922-baseline|c130-m4|zai-small|TheHive", "prompt": "c130-m4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "TheHive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Open-source security incident response platform (collaborative investigation)"}, {"id": "mai-20260917-0922-baseline|c130-m4|zai-small|HolmesGPT", "prompt": "c130-m4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "HolmesGPT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Open-source AI-powered incident analysis tool."}, {"id": "mai-20260917-0922-baseline|c130-m4|zai-small|incident-bot", "prompt": "c130-m4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident-bot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Slack bot for managing incidents (lightweight)."}, {"id": "mai-20260917-0922-baseline|c130-m5|alibaba-small|ServiceNow", "prompt": "c130-m5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you may find enterprise-grade giants (like full-service implementations of ServiceNow or BMC Helix) too bloated or expensive"}, {"id": "mai-20260917-0922-baseline|c130-m5|alibaba-small|BMC Helix", "prompt": "c130-m5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "BMC Helix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-grade giants (like full-service implementations of ServiceNow or BMC Helix) too bloated or expensive"}, {"id": "mai-20260917-0922-baseline|c130-m5|alibaba-small|Jira Service Management", "prompt": "c130-m5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are more traditional corporate/operations focused, look at **Freshservice** or **Jira Service Management**."}, {"id": "mai-20260917-0922-baseline|c130-m5|alibaba-small|Freshservice", "prompt": "c130-m5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are more traditional corporate/operations focused, look at **Freshservice** or **Jira Service Management**."}, {"id": "mai-20260917-0922-baseline|c130-m5|alibaba-small|Zendesk", "prompt": "c130-m5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Look for **ITSM** tools (Jira Service Management, Freshservice, Zendesk)."}, {"id": "mai-20260917-0922-baseline|c130-m5|alibaba-small|PagerDuty", "prompt": "c130-m5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "If you are heavily engineering-focused, start with **PagerDuty** or **Opsgenie**."}, {"id": "mai-20260917-0922-baseline|c130-m5|alibaba-small|Opsgenie", "prompt": "c130-m5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Opsgenie", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "If you are heavily engineering-focused, start with **PagerDuty** or **Opsgenie**."}, {"id": "mai-20260917-0922-baseline|c130-m5|alibaba-small|Rollbar", "prompt": "c130-m5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Code/Error Focused ... **Rollbar**, **Sentry**"}, {"id": "mai-20260917-0922-baseline|c130-m5|alibaba-small|VictorOps", "prompt": "c130-m5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "VictorOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**PagerDuty**, **Opsgenie** (Atlassian), **VictorOps**"}, {"id": "mai-20260917-0922-baseline|c130-m5|alibaba-small|Sentry", "prompt": "c130-m5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Catching bugs before they become outages. | **Rollbar**, **Sentry**"}, {"id": "mai-20260917-0922-baseline|c130-m5|alibaba-small|Everbridge", "prompt": "c130-m5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Everbridge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "General/Business ... **Everbridge**, **SafetyCulture**"}, {"id": "mai-20260917-0922-baseline|c130-m5|alibaba-small|SafetyCulture", "prompt": "c130-m5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "SafetyCulture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Physical safety, HR incidents, crisis comms. | **Everbridge**, **SafetyCulture**"}, {"id": "mai-20260917-0922-baseline|c130-m5|deepseek-small|PagerDuty", "prompt": "c130-m5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Expensive — base + add-ons (AIOps, status pages, automation priced separately)"}, {"id": "mai-20260917-0922-baseline|c130-m5|deepseek-small|incident.io", "prompt": "c130-m5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Slack-native teams wanting one platform for the full lifecycle"}, {"id": "mai-20260917-0922-baseline|c130-m5|deepseek-small|Rootly", "prompt": "c130-m5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Automation-heavy SRE teams | Strong workflow automation, Slack-native | On-call is separate product; smaller ecosystem"}, {"id": "mai-20260917-0922-baseline|c130-m5|deepseek-small|Jira Service Management", "prompt": "c130-m5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teams already deep in Atlassian ecosystem ... May be overkill if you don't need full ITSM"}, {"id": "mai-20260917-0922-baseline|c130-m5|deepseek-small|FireHydrant", "prompt": "c130-m5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Large enterprises with complex service catalogs | Detailed service dependency mapping | Smaller market share"}, {"id": "mai-20260917-0922-baseline|c130-m5|deepseek-small|Opsgenie", "prompt": "c130-m5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "especially if you're on Opsgenie (which is being shut down), what's the migration support?"}, {"id": "mai-20260917-0922-baseline|c130-m5|google-small|PagerDuty", "prompt": "c130-m5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**PagerDuty** remains a strong, albeit more expensive, contender."}, {"id": "mai-20260917-0922-baseline|c130-m5|google-small|incident.io", "prompt": "c130-m5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "look closely at **incident.io** or **Rootly** as your primary options"}, {"id": "mai-20260917-0922-baseline|c130-m5|google-small|Rootly", "prompt": "c130-m5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Rootly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "look closely at **incident.io** or **Rootly** as your primary options"}, {"id": "mai-20260917-0922-baseline|c130-m5|google-small|Opsgenie (Atlassian)", "prompt": "c130-m5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Opsgenie (Atlassian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Do not purchase.** Atlassian stopped selling Opsgenie to new customers"}, {"id": "mai-20260917-0922-baseline|c130-m5|google-small|FireHydrant", "prompt": "c130-m5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "FireHydrant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "acquired by Freshworks in late 2025. If you evaluate them, check how their licensing, roadmap, and standalone support are evolving"}, {"id": "mai-20260917-0922-baseline|c130-m5|google-small|Grafana OnCall", "prompt": "c130-m5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Grafana OnCall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The open-source version of Grafana OnCall entered maintenance mode in 2025"}, {"id": "mai-20260917-0922-baseline|c130-m5|google-small|Jira Service Management (JSM)", "prompt": "c130-m5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "you will be pushed toward Jira Service Management (JSM)"}, {"id": "mai-20260917-0922-baseline|c130-m5|minimax-small|PagerDuty", "prompt": "c130-m5", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Must play nicely with your monitoring stack (Datadog, PagerDuty, etc.)"}, {"id": "mai-20260917-0922-baseline|c130-m5|mistral-small|PagerDuty", "prompt": "c130-m5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with a long list (e.g., PagerDuty, Opsgenie, VictorOps, xMatters, ServiceNow ITOM, Jira Service Management, Zabbix, Grafana OnCall, Squadcast, FireHydrant, Rootly)."}, {"id": "mai-20260917-0922-baseline|c130-m5|mistral-small|Opsgenie", "prompt": "c130-m5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Opsgenie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Start with a long list (e.g., PagerDuty, Opsgenie, VictorOps, xMatters..."}, {"id": "mai-20260917-0922-baseline|c130-m5|mistral-small|VictorOps", "prompt": "c130-m5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "VictorOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Start with a long list (e.g., PagerDuty, Opsgenie, VictorOps, xMatters..."}, {"id": "mai-20260917-0922-baseline|c130-m5|mistral-small|xMatters", "prompt": "c130-m5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "xMatters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Start with a long list (e.g., PagerDuty, Opsgenie, VictorOps, xMatters, ServiceNow ITOM..."}, {"id": "mai-20260917-0922-baseline|c130-m5|mistral-small|ServiceNow ITOM", "prompt": "c130-m5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "ServiceNow ITOM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ServiceNow ITOM, Jira Service Management, Zabbix..."}, {"id": "mai-20260917-0922-baseline|c130-m5|mistral-small|Jira Service Management", "prompt": "c130-m5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ServiceNow ITOM, Jira Service Management, Zabbix, Grafana OnCall..."}, {"id": "mai-20260917-0922-baseline|c130-m5|mistral-small|Zabbix", "prompt": "c130-m5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zabbix, Grafana OnCall, Squadcast, FireHydrant, Rootly"}, {"id": "mai-20260917-0922-baseline|c130-m5|mistral-small|Grafana OnCall", "prompt": "c130-m5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Grafana OnCall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Grafana OnCall, Squadcast, FireHydrant, Rootly"}, {"id": "mai-20260917-0922-baseline|c130-m5|mistral-small|Squadcast", "prompt": "c130-m5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Squadcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Squadcast, FireHydrant, Rootly"}, {"id": "mai-20260917-0922-baseline|c130-m5|mistral-small|FireHydrant", "prompt": "c130-m5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "FireHydrant, Rootly"}, {"id": "mai-20260917-0922-baseline|c130-m5|mistral-small|Rootly", "prompt": "c130-m5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Squadcast, FireHydrant, Rootly"}, {"id": "mai-20260917-0922-baseline|c130-m5|moonshot-small|PagerDuty", "prompt": "c130-m5", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**PagerDuty**: Industry standard, mature, 700+ integrations, expensive ($21-41+/user/month)"}, {"id": "mai-20260917-0922-baseline|c130-m5|moonshot-small|Opsgenie", "prompt": "c130-m5", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Opsgenie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "⚠️ migrating to Jira Service Management by April 2027"}, {"id": "mai-20260917-0922-baseline|c130-m5|moonshot-small|incident.io", "prompt": "c130-m5", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Modern Slack-native approach, unified alerting + coordination, strong automation"}, {"id": "mai-20260917-0922-baseline|c130-m5|moonshot-small|Rootly", "prompt": "c130-m5", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rootly**: Enterprise-focused with workflow automation"}, {"id": "mai-20260917-0922-baseline|c130-m5|xai-small|ServiceNow", "prompt": "c130-m5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Overkill/expensive for 500 pax"}, {"id": "mai-20260917-0922-baseline|c130-m5|xai-small|PagerDuty", "prompt": "c130-m5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**PagerDuty** | Mature on-call/enterprise | $21/user/mo | 700+ integrations, AI noise reduction | Pricey add-ons"}, {"id": "mai-20260917-0922-baseline|c130-m5|xai-small|incident.io", "prompt": "c130-m5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Shortlist 3-5**: Match your stack (e.g., Slack-heavy → incident.io)"}, {"id": "mai-20260917-0922-baseline|c130-m5|xai-small|Opsgenie", "prompt": "c130-m5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Opsgenie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Opsgenie (Atlassian)** | Jira teams | $9/user/mo | Affordable, escalations | Basic AI"}, {"id": "mai-20260917-0922-baseline|c130-m5|xai-small|Rootly", "prompt": "c130-m5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rootly** | Automation-heavy | Contact sales | Workflows, retrospectives | Newer player"}, {"id": "mai-20260917-0922-baseline|c130-m5|xai-small|monday.com Service", "prompt": "c130-m5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "monday.com Service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "think PagerDuty, incident.io, Opsgenie, Rootly, or monday.com Service"}, {"id": "mai-20260917-0922-baseline|c130-m6|alibaba-small|OpsGenie (by Atlassian)", "prompt": "c130-m6", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "OpsGenie (by Atlassian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict: Caution Advised / Plan Migration Immediately ... standalone OpsGenie is facing deprecation, with the full sunsetting scheduled for April 2027"}, {"id": "mai-20260917-0922-baseline|c130-m6|alibaba-small|Jira Service Management (JSM)", "prompt": "c130-m6", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "moving to JSM results in higher costs (\"2x price increase for same features\") and more manual processes"}, {"id": "mai-20260917-0922-baseline|c130-m6|alibaba-small|PagerDuty", "prompt": "c130-m6", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Proceed with Caution (Best for Large Enterprises, Not Startups)"}, {"id": "mai-20260917-0922-baseline|c130-m6|alibaba-small|ServiceNow", "prompt": "c130-m6", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid for \"War Room\" Coordination"}, {"id": "mai-20260917-0922-baseline|c130-m6|anthropic-small|PagerDuty", "prompt": "c130-m6", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Are there specific platforms you're already considering? (e.g., PagerDuty, Opsgenie, Splunk On-Call, xMatters, etc.)"}, {"id": "mai-20260917-0922-baseline|c130-m6|anthropic-small|Opsgenie", "prompt": "c130-m6", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., PagerDuty, Opsgenie, Splunk On-Call, xMatters, etc."}, {"id": "mai-20260917-0922-baseline|c130-m6|anthropic-small|Splunk On-Call", "prompt": "c130-m6", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Splunk On-Call", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., PagerDuty, Opsgenie, Splunk On-Call, xMatters, etc."}, {"id": "mai-20260917-0922-baseline|c130-m6|anthropic-small|xMatters", "prompt": "c130-m6", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "xMatters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., PagerDuty, Opsgenie, Splunk On-Call, xMatters, etc."}, {"id": "mai-20260917-0922-baseline|c130-m6|challenger-small|Opsgenie", "prompt": "c130-m6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Opsgenie** — be cautious because it is reaching **end-of-life in April 2027**, which makes migration timing and integration effort a real risk."}, {"id": "mai-20260917-0922-baseline|c130-m6|challenger-small|Jira Service Management", "prompt": "c130-m6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "be cautious if you need a dedicated engineering incident platform, because it is positioned as an **ITSM platform**"}, {"id": "mai-20260917-0922-baseline|c130-m6|challenger-small|ServiceNow", "prompt": "c130-m6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "better fits when you need **full ITSM** ... but they may be overkill if your main need is on-call escalation and incident coordination"}, {"id": "mai-20260917-0922-baseline|c130-m6|challenger-small|Freshservice", "prompt": "c130-m6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better fits when you need **full ITSM** ... they may be overkill"}, {"id": "mai-20260917-0922-baseline|c130-m6|challenger-small|SolarWinds Service Desk", "prompt": "c130-m6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "better fits when you need **full ITSM** ... they may be overkill"}, {"id": "mai-20260917-0922-baseline|c130-m6|challenger-small|SysAid", "prompt": "c130-m6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "SysAid", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "better fits when you need **full ITSM** ... they may be overkill"}, {"id": "mai-20260917-0922-baseline|c130-m6|challenger-small|incident.io", "prompt": "c130-m6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your team is **Slack-centric**, favor Slack-native products such as incident.io or Rootly"}, {"id": "mai-20260917-0922-baseline|c130-m6|challenger-small|Rootly", "prompt": "c130-m6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "favor Slack-native products such as incident.io or Rootly"}, {"id": "mai-20260917-0922-baseline|c130-m6|challenger-small|PagerDuty", "prompt": "c130-m6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "If you need **broad enterprise alert routing and mature on-call**, PagerDuty is usually the safer option"}, {"id": "mai-20260917-0922-baseline|c130-m6|deepseek-small|Opsgenie (Atlassian)", "prompt": "c130-m6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie (Atlassian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "End-of-life... Avoid for new deployments."}, {"id": "mai-20260917-0922-baseline|c130-m6|deepseek-small|VictorOps / Splunk On-Call", "prompt": "c130-m6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "VictorOps / Splunk On-Call", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Rule out Opsgenie and VictorOps/Splunk On-Call entirely (dead products)."}, {"id": "mai-20260917-0922-baseline|c130-m6|deepseek-small|PagerDuty", "prompt": "c130-m6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "expensive pricing with hidden add-ons... smaller teams often find it hard to justify"}, {"id": "mai-20260917-0922-baseline|c130-m6|deepseek-small|ServiceNow (ITSM)", "prompt": "c130-m6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow (ITSM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "steep learning curve, heavy licensing/implementation costs... overkill otherwise"}, {"id": "mai-20260917-0922-baseline|c130-m6|deepseek-small|BMC Remedy / BMC Helix", "prompt": "c130-m6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "BMC Remedy / BMC Helix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "often cite it as the #1 tool to avoid"}, {"id": "mai-20260917-0922-baseline|c130-m6|deepseek-small|xMatters", "prompt": "c130-m6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "xMatters", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Sometimes flagged as dated and heavier than needed for modern teams"}, {"id": "mai-20260917-0922-baseline|c130-m6|deepseek-small|incident.io", "prompt": "c130-m6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Modern Slack-first tools like **incident.io, Rootly, or Grafana Cloud IRM** tend to fit better."}, {"id": "mai-20260917-0922-baseline|c130-m6|deepseek-small|Rootly", "prompt": "c130-m6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Modern Slack-first tools like **incident.io, Rootly, or Grafana Cloud IRM** tend to fit better."}, {"id": "mai-20260917-0922-baseline|c130-m6|deepseek-small|Grafana Cloud IRM", "prompt": "c130-m6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Grafana Cloud IRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Modern Slack-first tools like **incident.io, Rootly, or Grafana Cloud IRM** tend to fit better."}, {"id": "mai-20260917-0922-baseline|c130-m6|google-small|Opsgenie (by Atlassian)", "prompt": "c130-m6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie (by Atlassian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Atlassian is officially shutting down Opsgenie... Why to avoid"}, {"id": "mai-20260917-0922-baseline|c130-m6|google-small|Grafana OnCall OSS (Open Source)", "prompt": "c130-m6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Grafana OnCall OSS (Open Source)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "deploying Grafana OnCall OSS is highly discouraged"}, {"id": "mai-20260917-0922-baseline|c130-m6|google-small|Splunk On-Call (formerly VictorOps)", "prompt": "c130-m6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Splunk On-Call (formerly VictorOps)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "has experienced very little active innovation... most outdated, unintuitive user interfaces"}, {"id": "mai-20260917-0922-baseline|c130-m6|google-small|FireHydrant", "prompt": "c130-m6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "FireHydrant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "you should watch out for shifting pricing tiers, potential migration pressure down the line"}, {"id": "mai-20260917-0922-baseline|c130-m6|google-small|xMatters (by Everbridge)", "prompt": "c130-m6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "xMatters (by Everbridge)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It is highly complex to configure and lacks the modern, developer-centric design"}, {"id": "mai-20260917-0922-baseline|c130-m6|google-small|PagerDuty", "prompt": "c130-m6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "PagerDuty is notorious for aggressive pricing and upselling"}, {"id": "mai-20260917-0922-baseline|c130-m6|google-small|ServiceNow Incident Management", "prompt": "c130-m6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow Incident Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Do not force modern DevOps or SRE teams to use ServiceNow's native ticketing UI as their primary developer alerting tool"}, {"id": "mai-20260917-0922-baseline|c130-m6|google-small|incident.io", "prompt": "c130-m6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Platforms like **incident.io** or **Rootly** are highly favored for modern teams"}, {"id": "mai-20260917-0922-baseline|c130-m6|google-small|Rootly", "prompt": "c130-m6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Rootly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Platforms like **incident.io** or **Rootly** are highly favored for modern teams"}, {"id": "mai-20260917-0922-baseline|c130-m6|google-small|TaskCall", "prompt": "c130-m6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "TaskCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Platforms like **TaskCall** or **Squadcast** are frequently adopted by teams migrating from Opsgenie"}, {"id": "mai-20260917-0922-baseline|c130-m6|google-small|Squadcast", "prompt": "c130-m6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "frequently adopted by teams migrating from Opsgenie who want straightforward, cost-effective on-call scheduling"}, {"id": "mai-20260917-0922-baseline|c130-m6|minimax-small|PagerDuty", "prompt": "c130-m6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "One of the most widely used platforms, but has received significant criticism for: **High costs**... **Poor support**"}, {"id": "mai-20260917-0922-baseline|c130-m6|minimax-small|OpsGenie", "prompt": "c130-m6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "OpsGenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**OpsGenie was shut down**, forcing many teams to migrate urgently"}, {"id": "mai-20260917-0922-baseline|c130-m6|minimax-small|Rootly", "prompt": "c130-m6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "many teams are moving to platforms like: **Rootly** (automation-heavy, AI-first)"}, {"id": "mai-20260917-0922-baseline|c130-m6|minimax-small|incident.io", "prompt": "c130-m6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**incident.io** (Slack-native)"}, {"id": "mai-20260917-0922-baseline|c130-m6|minimax-small|Hyperping", "prompt": "c130-m6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Hyperping** (flat-rate pricing)"}, {"id": "mai-20260917-0922-baseline|c130-m6|minimax-small|Squadcast", "prompt": "c130-m6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Squadcast** (budget-conscious)"}, {"id": "mai-20260917-0922-baseline|c130-m6|mistral-small|Opsgenie", "prompt": "c130-m6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Opsgenie is reaching end-of-life in April 2027, making it a risky choice for new deployments."}, {"id": "mai-20260917-0922-baseline|c130-m6|mistral-small|xMatters", "prompt": "c130-m6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "xMatters", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "scored only 9/25 points in a recent comparison, indicating significant limitations"}, {"id": "mai-20260917-0922-baseline|c130-m6|mistral-small|Splunk On-Call", "prompt": "c130-m6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Splunk On-Call", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While functional, it scored 13/25 in the same comparison, trailing behind other leading solutions."}, {"id": "mai-20260917-0922-baseline|c130-m6|mistral-small|Freshservice", "prompt": "c130-m6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it lacks native on-call management and has limited integrations"}, {"id": "mai-20260917-0922-baseline|c130-m6|mistral-small|OnPage", "prompt": "c130-m6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "OnPage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lacks robust post-incident features and AI/ML assistance, making it less suitable"}, {"id": "mai-20260917-0922-baseline|c130-m6|mistral-small|incident.io", "prompt": "c130-m6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For a more future-proof solution, consider platforms like incident.io, Rootly, or Vibe OnCall"}, {"id": "mai-20260917-0922-baseline|c130-m6|mistral-small|Rootly", "prompt": "c130-m6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider platforms like incident.io, Rootly, or Vibe OnCall, which are praised for their all-in-one capabilities"}, {"id": "mai-20260917-0922-baseline|c130-m6|mistral-small|Vibe OnCall", "prompt": "c130-m6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Vibe OnCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consider platforms like incident.io, Rootly, or Vibe OnCall"}, {"id": "mai-20260917-0922-baseline|c130-m6|mistral-small|Jira Service Management", "prompt": "c130-m6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Users are advised to migrate to alternatives like Jira Service Management or Compass."}, {"id": "mai-20260917-0922-baseline|c130-m6|moonshot-small|Atlassian Opsgenie", "prompt": "c130-m6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Atlassian Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Status: End-of-Life.... Do not start new deployments on Opsgenie."}, {"id": "mai-20260917-0922-baseline|c130-m6|moonshot-small|PagerDuty", "prompt": "c130-m6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Still solid for large-scale alerting, but evaluate whether its complexity and cost match your actual needs."}, {"id": "mai-20260917-0922-baseline|c130-m6|moonshot-small|Splunk On-Call", "prompt": "c130-m6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Splunk On-Call", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Observability \"Add-On\" On-Call Tools (e.g., Splunk On-Call, Datadog On-Call, Grafana OnCall)... Be cautious because"}, {"id": "mai-20260917-0922-baseline|c130-m6|moonshot-small|Datadog On-Call", "prompt": "c130-m6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Datadog On-Call", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "bundling your observability, metrics, logs, and incident response with a single vendor creates a high concentration of operational risk"}, {"id": "mai-20260917-0922-baseline|c130-m6|moonshot-small|Grafana OnCall", "prompt": "c130-m6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Grafana OnCall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Grafana OnCall if you are already deeply embedded in the Grafana ecosystem (though see the caution above about suite tools)"}, {"id": "mai-20260917-0922-baseline|c130-m6|moonshot-small|Spiceworks", "prompt": "c130-m6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Spiceworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Listed as a \"free\" option in many comparisons, but be cautious for production use"}, {"id": "mai-20260917-0922-baseline|c130-m6|moonshot-small|ServiceNow ITSM", "prompt": "c130-m6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "teams often struggle when using it for engineering incident response"}, {"id": "mai-20260917-0922-baseline|c130-m6|moonshot-small|incident.io", "prompt": "c130-m6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "incident.io or Rootly for Slack/Teams-native response workflows."}, {"id": "mai-20260917-0922-baseline|c130-m6|moonshot-small|Rootly", "prompt": "c130-m6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Rootly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "incident.io or Rootly for Slack/Teams-native response workflows."}, {"id": "mai-20260917-0922-baseline|c130-m6|moonshot-small|Squadcast", "prompt": "c130-m6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Squadcast for budget-friendly SRE-focused alerting."}, {"id": "mai-20260917-0922-baseline|c130-m6|openai-small|Splunk On-Call", "prompt": "c130-m6", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Splunk On-Call", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "\"a once great product that has been allowed to rot on the vine,\" ... it's a caution flag"}, {"id": "mai-20260917-0922-baseline|c130-m6|openai-small|Opsgenie", "prompt": "c130-m6", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Opsgenie is described as solid for on-call and alerting, but sometimes lacking the depth of more advanced incident management tools"}, {"id": "mai-20260917-0922-baseline|c130-m6|openai-small|PagerDuty", "prompt": "c130-m6", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "both have far fewer reviews than **PagerDuty** or **xMatters**"}, {"id": "mai-20260917-0922-baseline|c130-m6|openai-small|xMatters", "prompt": "c130-m6", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "xMatters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "both have far fewer reviews than **PagerDuty** or **xMatters**"}, {"id": "mai-20260917-0922-baseline|c130-m6|xai-small|Opsgenie (Atlassian)", "prompt": "c130-m6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie (Atlassian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid if possible** – End of sale June 2025, full end-of-support April 5, 2027."}, {"id": "mai-20260917-0922-baseline|c130-m6|xai-small|PagerDuty", "prompt": "c130-m6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "frequent complaints include **expensive pricing** ... Best for large enterprises but overkill/pricey for smaller teams."}, {"id": "mai-20260917-0922-baseline|c130-m6|xai-small|ServiceNow IT Service Management", "prompt": "c130-m6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow IT Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-heavy with common implementation pitfalls ... steep learning curve"}, {"id": "mai-20260917-0922-baseline|c130-m6|xai-small|Jira Service Management", "prompt": "c130-m6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Migration to Jira Service Management often doubles costs, with gaps in features like phone porting, SSO, and integrations."}, {"id": "mai-20260917-0922-baseline|c130-m6|xai-small|incident.io", "prompt": "c130-m6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Newer options like incident.io, Rootly, or Squadcast get praise for Slack-native simplicity and lower noise"}, {"id": "mai-20260917-0922-baseline|c130-m6|xai-small|Rootly", "prompt": "c130-m6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Newer options like incident.io, Rootly, or Squadcast get praise for Slack-native simplicity and lower noise"}, {"id": "mai-20260917-0922-baseline|c130-m6|xai-small|Squadcast", "prompt": "c130-m6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Newer options like incident.io, Rootly, or Squadcast get praise for Slack-native simplicity and lower noise"}, {"id": "mai-20260917-0922-baseline|c130-m6|zai-small|OpsGenie", "prompt": "c130-m6", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "OpsGenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid platforms with hard end‑of‑life dates: Opsgenie is the clearest example—plan a migration before April 2027."}, {"id": "mai-20260917-0922-baseline|c130-m6|zai-small|BMC Remedy", "prompt": "c130-m6", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "BMC Remedy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Be cautious with legacy platforms: BMC Remedy... often suffer from sluggish UI, poor routing, and high maintenance overhead."}, {"id": "mai-20260917-0922-baseline|c130-m6|zai-small|ServiceNow ITSM", "prompt": "c130-m6", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ServiceNow ITSM can work well for large IT departments with mature processes, but it's not a “plug‑and‑play” incident response tool"}, {"id": "mai-20260917-0922-baseline|c130-m6|zai-small|Rootly", "prompt": "c130-m6", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a Slack‑ or Teams‑native platform with strong automation (e.g., Rootly, incident.io) is often a better fit"}, {"id": "mai-20260917-0922-baseline|c130-m6|zai-small|incident.io", "prompt": "c130-m6", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a Slack‑ or Teams‑native platform with strong automation (e.g., Rootly, incident.io) is often a better fit"}, {"id": "mai-20260917-0922-baseline|c130-s1|alibaba-small|Hyperping", "prompt": "c130-s1", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Hyperping", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies starting out, **Hyperping** offers the best balance of cost, simplicity, and feature coverage"}, {"id": "mai-20260917-0922-baseline|c130-s1|alibaba-small|incident.io", "prompt": "c130-s1", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**incident.io** — *Best for Slack-Native Teams*"}, {"id": "mai-20260917-0922-baseline|c130-s1|alibaba-small|Better Stack", "prompt": "c130-s1", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Better Stack** — *Best for Unified Observability*"}, {"id": "mai-20260917-0922-baseline|c130-s1|alibaba-small|Rootly", "prompt": "c130-s1", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rootly** — *Best for Automation & AI*"}, {"id": "mai-20260917-0922-baseline|c130-s1|alibaba-small|PagerDuty", "prompt": "c130-s1", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often overkill, expensive, and complex for small teams"}, {"id": "mai-20260917-0922-baseline|c130-s1|alibaba-small|FireHydrant", "prompt": "c130-s1", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "FireHydrant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "pricing (~$20–$44/user/month) adds up fast for small headcounts"}, {"id": "mai-20260917-0922-baseline|c130-s1|anthropic-small|PagerDuty", "prompt": "c130-s1", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "PagerDuty, incident.io, and FireHydrant all offer free plans for small teams"}, {"id": "mai-20260917-0922-baseline|c130-s1|anthropic-small|incident.io", "prompt": "c130-s1", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "incident.io or Squadcast free plans offer a good balance of features without upfront cost"}, {"id": "mai-20260917-0922-baseline|c130-s1|anthropic-small|FireHydrant", "prompt": "c130-s1", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "PagerDuty, incident.io, and FireHydrant all offer free plans for small teams"}, {"id": "mai-20260917-0922-baseline|c130-s1|anthropic-small|Squadcast", "prompt": "c130-s1", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Squadcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "incident.io or Squadcast free plans offer a good balance of features without upfront cost"}, {"id": "mai-20260917-0922-baseline|c130-s1|anthropic-small|Hyperping", "prompt": "c130-s1", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For solo or small teams (1–10), Hyperping or Squadcast offer free options for up to 5 users"}, {"id": "mai-20260917-0922-baseline|c130-s1|anthropic-small|Freshservice by Freshworks", "prompt": "c130-s1", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Freshservice by Freshworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Freshservice by Freshworks is an AI-powered ITSM platform trusted by 74,000+ businesses"}, {"id": "mai-20260917-0922-baseline|c130-s1|challenger-small|Better Stack", "prompt": "c130-s1", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single recommendation, I'd pick **Better Stack** for most small B2B teams"}, {"id": "mai-20260917-0922-baseline|c130-s1|challenger-small|incident.io", "prompt": "c130-s1", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want **Slack-native incident response** and a more structured incident workflow"}, {"id": "mai-20260917-0922-baseline|c130-s1|challenger-small|Squadcast", "prompt": "c130-s1", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a **budget-conscious on-call/alerting** option for a small DevOps team"}, {"id": "mai-20260917-0922-baseline|c130-s1|challenger-small|PagerDuty", "prompt": "c130-s1", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "best-known, most proven option, but often more than a small team needs"}, {"id": "mai-20260917-0922-baseline|c130-s1|deepseek-small|incident.io", "prompt": "c130-s1", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for small teams (my top pick)"}, {"id": "mai-20260917-0922-baseline|c130-s1|deepseek-small|PagerDuty", "prompt": "c130-s1", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for pure alerting + integrations ... Downside: more enterprise-oriented, pricier per seat"}, {"id": "mai-20260917-0922-baseline|c130-s1|deepseek-small|Hyperping", "prompt": "c130-s1", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best budget/value option"}, {"id": "mai-20260917-0922-baseline|c130-s1|deepseek-small|Zendesk", "prompt": "c130-s1", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Check **Zendesk** incident management"}, {"id": "mai-20260917-0922-baseline|c130-s1|google-small|Opsgenie", "prompt": "c130-s1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Atlassian has sunsetted new sales of Opsgenie** (with full end-of-life set for April 2027)"}, {"id": "mai-20260917-0922-baseline|c130-s1|google-small|FireHydrant", "prompt": "c130-s1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Freshworks acquired FireHydrant**"}, {"id": "mai-20260917-0922-baseline|c130-s1|google-small|Better Stack", "prompt": "c130-s1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1. Better Stack (Best All-in-One & Budget-Friendly) ... Go with Better Stack"}, {"id": "mai-20260917-0922-baseline|c130-s1|google-small|Datadog", "prompt": "c130-s1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "stitch together Datadog (monitoring), PagerDuty (alerting), and Atlassian Statuspage"}, {"id": "mai-20260917-0922-baseline|c130-s1|google-small|PagerDuty", "prompt": "c130-s1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "PagerDuty gets incredibly expensive as your team grows."}, {"id": "mai-20260917-0922-baseline|c130-s1|google-small|incident.io", "prompt": "c130-s1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "2. incident.io (Best Slack/Teams-Native Workflow)"}, {"id": "mai-20260917-0922-baseline|c130-s1|google-small|Rootly", "prompt": "c130-s1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Rootly is the primary competitor to incident.io"}, {"id": "mai-20260917-0922-baseline|c130-s1|google-small|TaskCall", "prompt": "c130-s1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "TaskCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "4. TaskCall (Best Pure Alerting & PagerDuty Alternative)"}, {"id": "mai-20260917-0922-baseline|c130-s1|google-small|Jira Service Management", "prompt": "c130-s1", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "5. Jira Service Management (Best for Atlassian Shops)"}, {"id": "mai-20260917-0922-baseline|c130-s1|meta-small|PagerDuty", "prompt": "c130-s1", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "including PagerDuty, xMatters, and AlertOps, which are top picks for small teams"}, {"id": "mai-20260917-0922-baseline|c130-s1|meta-small|xMatters", "prompt": "c130-s1", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "xMatters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including PagerDuty, xMatters, and AlertOps, which are top picks for small teams"}, {"id": "mai-20260917-0922-baseline|c130-s1|meta-small|AlertOps", "prompt": "c130-s1", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "AlertOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including PagerDuty, xMatters, and AlertOps, which are top picks for small teams"}, {"id": "mai-20260917-0922-baseline|c130-s1|meta-small|monday.com", "prompt": "c130-s1", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include monday.com, hyperping, and LiveAgent"}, {"id": "mai-20260917-0922-baseline|c130-s1|meta-small|hyperping", "prompt": "c130-s1", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "hyperping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include monday.com, hyperping, and LiveAgent"}, {"id": "mai-20260917-0922-baseline|c130-s1|meta-small|LiveAgent", "prompt": "c130-s1", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "LiveAgent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include monday.com, hyperping, and LiveAgent"}, {"id": "mai-20260917-0922-baseline|c130-s1|minimax-small|Incident.io", "prompt": "c130-s1", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company, **Squadcast** or **incident.io** are often recommended"}, {"id": "mai-20260917-0922-baseline|c130-s1|minimax-small|Squadcast", "prompt": "c130-s1", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Squadcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a small B2B company, **Squadcast** or **incident.io** are often recommended"}, {"id": "mai-20260917-0922-baseline|c130-s1|minimax-small|Hyperping", "prompt": "c130-s1", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Hyperping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Another budget-friendly option for small teams, focuses on uptime monitoring"}, {"id": "mai-20260917-0922-baseline|c130-s1|minimax-small|PagerDuty", "prompt": "c130-s1", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Industry leader, robust integrations, but can be pricier."}, {"id": "mai-20260917-0922-baseline|c130-s1|minimax-small|Monday.com", "prompt": "c130-s1", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want more flexibility, **Monday.com** is also a solid choice."}, {"id": "mai-20260917-0922-baseline|c130-s1|mistral-small|incident.io", "prompt": "c130-s1", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended for SMBs and startups, especially those using Slack"}, {"id": "mai-20260917-0922-baseline|c130-s1|mistral-small|Hyperping", "prompt": "c130-s1", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Hyperping", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**incident.io** and **Hyperping** are the top recommendations due to their ease of use, automation, and value for money"}, {"id": "mai-20260917-0922-baseline|c130-s1|mistral-small|PagerDuty", "prompt": "c130-s1", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more advanced alerting and are willing to pay a bit more, **PagerDuty** is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c130-s1|mistral-small|Freshservice", "prompt": "c130-s1", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A good option for ITIL-aligned service management, with AI features and a starting price of $19/user/month"}, {"id": "mai-20260917-0922-baseline|c130-s1|moonshot-small|Better Uptime / Better Stack", "prompt": "c130-s1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Better Uptime / Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, I'd recommend **Better Uptime** or **Better Stack** as the starting point"}, {"id": "mai-20260917-0922-baseline|c130-s1|moonshot-small|incident.io", "prompt": "c130-s1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**incident.io** is worth the premium for its automation and workflow features"}, {"id": "mai-20260917-0922-baseline|c130-s1|moonshot-small|Spike.sh", "prompt": "c130-s1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Spike.sh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most Affordable ... **Best for**: Minimal budget, small teams"}, {"id": "mai-20260917-0922-baseline|c130-s1|moonshot-small|Squadcast", "prompt": "c130-s1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good free tier for small teams ... **Best for**: 15-40 engineer teams"}, {"id": "mai-20260917-0922-baseline|c130-s1|moonshot-small|Opsgenie", "prompt": "c130-s1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Verdict**: Avoid for new implementations due to upcoming EOL"}, {"id": "mai-20260917-0922-baseline|c130-s1|moonshot-small|PagerDuty", "prompt": "c130-s1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Cons**: Expensive for small teams; many features require costly add-ons"}, {"id": "mai-20260917-0922-baseline|c130-s1|moonshot-small|Jira Service Management", "prompt": "c130-s1", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Already in Atlassian ecosystem | **Jira Service Management** (not Opsgenie)"}, {"id": "mai-20260917-0922-baseline|c130-s1|openai-small|incident.io", "prompt": "c130-s1", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **incident.io**"}, {"id": "mai-20260917-0922-baseline|c130-s1|openai-small|PagerDuty", "prompt": "c130-s1", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PagerDuty** is still a top option"}, {"id": "mai-20260917-0922-baseline|c130-s1|openai-small|Opsgenie", "prompt": "c130-s1", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid choosing Opsgenie for new purchase decisions"}, {"id": "mai-20260917-0922-baseline|c130-s1|openai-small|Jira Service Management", "prompt": "c130-s1", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "steering users toward Jira Service Management"}, {"id": "mai-20260917-0922-baseline|c130-s1|xai-small|incident.io", "prompt": "c130-s1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick for most small B2B companies: incident.io.**"}, {"id": "mai-20260917-0922-baseline|c130-s1|xai-small|Hyperping", "prompt": "c130-s1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flat-rate alternatives like Hyperping shine if you want monitoring/status pages included cheaply"}, {"id": "mai-20260917-0922-baseline|c130-s1|xai-small|Squadcast", "prompt": "c130-s1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Transparent pricing, AI dedup, good for DevOps starters ... **Test free tiers:** incident.io or Squadcast"}, {"id": "mai-20260917-0922-baseline|c130-s1|xai-small|PagerDuty", "prompt": "c130-s1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per-user scales up fast for small teams; overkill for basics"}, {"id": "mai-20260917-0922-baseline|c130-s1|xai-small|Jira Service Management", "prompt": "c130-s1", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Less specialized for real-time incidents vs. dedicated tools"}, {"id": "mai-20260917-0922-baseline|c130-s1|zai-small|Incident.io", "prompt": "c130-s1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best Overall: Incident.io"}, {"id": "mai-20260917-0922-baseline|c130-s1|zai-small|Better Uptime", "prompt": "c130-s1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Better Uptime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Best Budget Option: Better Uptime"}, {"id": "mai-20260917-0922-baseline|c130-s1|zai-small|Rootly", "prompt": "c130-s1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Best for Startups: Rootly"}, {"id": "mai-20260917-0922-baseline|c130-s1|zai-small|PagerDuty", "prompt": "c130-s1", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "direct", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cheaper than per-user platforms like PagerDuty for small teams"}, {"id": "mai-20260917-0922-baseline|c130-s2|alibaba-small|Better Stack", "prompt": "c130-s2", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: Better Stack"}, {"id": "mai-20260917-0922-baseline|c130-s2|alibaba-small|Spike.sh", "prompt": "c130-s2", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Spike.sh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Budget-Conscious Teams: Spike.sh"}, {"id": "mai-20260917-0922-baseline|c130-s2|alibaba-small|Instatus", "prompt": "c130-s2", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Instatus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Status-Focused Businesses: Instatus"}, {"id": "mai-20260917-0922-baseline|c130-s2|alibaba-small|Grafana OnCall", "prompt": "c130-s2", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Grafana OnCall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "You already use Grafana | Grafana OnCall (included in Cloud Pro)"}, {"id": "mai-20260917-0922-baseline|c130-s2|alibaba-small|Incident.io", "prompt": "c130-s2", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Incident.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Spike.sh or Incident.io (higher cost)"}, {"id": "mai-20260917-0922-baseline|c130-s2|alibaba-small|Opsgenie", "prompt": "c130-s2", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Being sunset by Atlassian (April 2027 end-of-support) — don't invest here."}, {"id": "mai-20260917-0922-baseline|c130-s2|alibaba-small|PagerDuty", "prompt": "c130-s2", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Tools to **Avoid** Right Now... Powerful but expensive ... Overkill for small teams"}, {"id": "mai-20260917-0922-baseline|c130-s2|anthropic-small|Better Stack", "prompt": "c130-s2", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Better Stack** (all-in-one simplicity) or **Squadcast** (best value as you grow)"}, {"id": "mai-20260917-0922-baseline|c130-s2|anthropic-small|Spike", "prompt": "c130-s2", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Spike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Spike is a lightweight incident alerting tool with on-call schedules and status pages at $7 per user per month"}, {"id": "mai-20260917-0922-baseline|c130-s2|anthropic-small|Squadcast", "prompt": "c130-s2", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Squadcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Better Stack** (all-in-one simplicity) or **Squadcast** (best value as you grow)"}, {"id": "mai-20260917-0922-baseline|c130-s2|anthropic-small|PagerDuty", "prompt": "c130-s2", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "while smaller teams may not need every layer, it's ideal for organizations running critical services at scale"}, {"id": "mai-20260917-0922-baseline|c130-s2|challenger-small|incident.io", "prompt": "c130-s2", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one default recommendation, **incident.io** is the safer pick for a small business"}, {"id": "mai-20260917-0922-baseline|c130-s2|challenger-small|Hyperping", "prompt": "c130-s2", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want **monitoring + on-call + status pages** in one product with simpler pricing"}, {"id": "mai-20260917-0922-baseline|c130-s2|challenger-small|UptimeRobot", "prompt": "c130-s2", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "UptimeRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want **minimal setup** and straightforward alerting for a small team"}, {"id": "mai-20260917-0922-baseline|c130-s2|challenger-small|PagerDuty", "prompt": "c130-s2", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it is usually more than a small business needs"}, {"id": "mai-20260917-0922-baseline|c130-s2|deepseek-small|Hyperping", "prompt": "c130-s2", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Hyperping", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, I'd recommend **Hyperping**"}, {"id": "mai-20260917-0922-baseline|c130-s2|deepseek-small|Better Stack / Better Uptime", "prompt": "c130-s2", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Better Stack / Better Uptime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong runner-up, especially if you also want logs"}, {"id": "mai-20260917-0922-baseline|c130-s2|deepseek-small|Opsgenie", "prompt": "c130-s2", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Opsgenie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you're already in the Atlassian/Jira ecosystem"}, {"id": "mai-20260917-0922-baseline|c130-s2|deepseek-small|Squadcast", "prompt": "c130-s2", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Squadcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "free up to 5 users, then ~$9–15/user/month; focused on alerting/on-call"}, {"id": "mai-20260917-0922-baseline|c130-s2|deepseek-small|Grafana OnCall", "prompt": "c130-s2", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Grafana OnCall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "free and open-source if you're already using Grafana; otherwise factor in hosting/setup"}, {"id": "mai-20260917-0922-baseline|c130-s2|deepseek-small|incident.io", "prompt": "c130-s2", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "excellent Slack-native experience with AI-generated post-mortems"}, {"id": "mai-20260917-0922-baseline|c130-s2|deepseek-small|PagerDuty", "prompt": "c130-s2", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "It's overkill (and overpriced) for most small B2B ops teams."}, {"id": "mai-20260917-0922-baseline|c130-s2|google-small|Opsgenie", "prompt": "c130-s2", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid signing up for Opsgenie.** Atlassian has officially announced the end-of-life for standalone Opsgenie"}, {"id": "mai-20260917-0922-baseline|c130-s2|google-small|Better Stack", "prompt": "c130-s2", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall for Small B2B Teams... Better Stack is highly recommended"}, {"id": "mai-20260917-0922-baseline|c130-s2|google-small|Squadcast", "prompt": "c130-s2", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with Squadcast if you already have a monitoring tool in place and want a powerful, dedicated paging and incident response platform"}, {"id": "mai-20260917-0922-baseline|c130-s2|google-small|Spike.sh", "prompt": "c130-s2", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Spike.sh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Spike.sh and TaskCall are exceptional"}, {"id": "mai-20260917-0922-baseline|c130-s2|google-small|TaskCall", "prompt": "c130-s2", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "TaskCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Spike.sh and TaskCall are exceptional"}, {"id": "mai-20260917-0922-baseline|c130-s2|google-small|PagerDuty", "prompt": "c130-s2", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not typically recommended for a small B2B business... incredibly expensive"}, {"id": "mai-20260917-0922-baseline|c130-s2|meta-small|ITOC360", "prompt": "c130-s2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "ITOC360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top recommendations include:\n\n1. ITOC360 - Offers AI-driven alert correlation, multi-stage escalation, and on-call scheduling in one flat plan price."}, {"id": "mai-20260917-0922-baseline|c130-s2|meta-small|HeyOnCall", "prompt": "c130-s2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "HeyOnCall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HeyOnCall - Provides reliable and impossible-to-ignore on-call alerts, easy on-call scheduling, escalation rules, and business hours schedules."}, {"id": "mai-20260917-0922-baseline|c130-s2|meta-small|SIGNL4", "prompt": "c130-s2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "SIGNL4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SIGNL4 - Allows for fair on-call rotations, real-time visibility, and automated alert routing."}, {"id": "mai-20260917-0922-baseline|c130-s2|meta-small|TaskCall", "prompt": "c130-s2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "TaskCall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "TaskCall - Offers transparent per-user tiers, live call routing, and straightforward setup."}, {"id": "mai-20260917-0922-baseline|c130-s2|meta-small|Rootly", "prompt": "c130-s2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rootly - Provides AI-assisted incident and on-call management in one place."}, {"id": "mai-20260917-0922-baseline|c130-s2|meta-small|Better Stack", "prompt": "c130-s2", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Better Stack - A lightweight, monitoring-forward on-call solution suited to startups and small teams."}, {"id": "mai-20260917-0922-baseline|c130-s2|minimax-small|Better Stack", "prompt": "c130-s2", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Best Overall: **Better Stack**"}, {"id": "mai-20260917-0922-baseline|c130-s2|minimax-small|Hyperping", "prompt": "c130-s2", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want all-in-one functionality, **Hyperping** offers the best value."}, {"id": "mai-20260917-0922-baseline|c130-s2|minimax-small|TaskCall", "prompt": "c130-s2", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "TaskCall", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd start with **Better Stack** or **TaskCall** for their balance of features and affordability"}, {"id": "mai-20260917-0922-baseline|c130-s2|minimax-small|incident.io", "prompt": "c130-s2", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Slack/Teams-Native: **incident.io**"}, {"id": "mai-20260917-0922-baseline|c130-s2|mistral-small|TaskCall", "prompt": "c130-s2", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "TaskCall", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TaskCall** or **OnPage** are likely the best fits due to their simplicity, transparent pricing, and robust alerting features"}, {"id": "mai-20260917-0922-baseline|c130-s2|mistral-small|Rootly", "prompt": "c130-s2", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want additional incident management capabilities, **Rootly** could be a good choice."}, {"id": "mai-20260917-0922-baseline|c130-s2|mistral-small|OnPage", "prompt": "c130-s2", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "OnPage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**TaskCall** or **OnPage** are likely the best fits"}, {"id": "mai-20260917-0922-baseline|c130-s2|mistral-small|Hyperping", "prompt": "c130-s2", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for startups and SMBs needing uptime monitoring, on-call scheduling, escalation policies, and status pages"}, {"id": "mai-20260917-0922-baseline|c130-s2|moonshot-small|Squadcast", "prompt": "c130-s2", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Squadcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick: **Squadcast** (~$9/user/month, free for up to 5 users)"}, {"id": "mai-20260917-0922-baseline|c130-s2|moonshot-small|Hyperping", "prompt": "c130-s2", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want everything in one predictable bill: **Hyperping** (~$24/month flat)"}, {"id": "mai-20260917-0922-baseline|c130-s2|moonshot-small|PagerDuty", "prompt": "c130-s2", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team is 5 people or fewer: **PagerDuty Free**"}, {"id": "mai-20260917-0922-baseline|c130-s2|moonshot-small|xMatters", "prompt": "c130-s2", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "xMatters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Worth considering: **xMatters** (free up to 10 users, then ~$9/user)"}, {"id": "mai-20260917-0922-baseline|c130-s2|moonshot-small|Opsgenie", "prompt": "c130-s2", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid Opsgenie** for new setups — Atlassian is sunsetting it in April 2027"}, {"id": "mai-20260917-0922-baseline|c130-s2|openai-small|PagerDuty", "prompt": "c130-s2", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a simple default answer: **PagerDuty**."}, {"id": "mai-20260917-0922-baseline|c130-s2|openai-small|Jira Service Management (JSM)", "prompt": "c130-s2", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jira Service Management (JSM)** if you're already using Atlassian tools and want the most cost-conscious path"}, {"id": "mai-20260917-0922-baseline|c130-s2|openai-small|Opsgenie", "prompt": "c130-s2", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Opsgenie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Atlassian, meanwhile, has ended new Opsgenie signups and moved on-call/alerting capabilities into Jira Service Management."}, {"id": "mai-20260917-0922-baseline|c130-s2|openai-small|incident.io", "prompt": "c130-s2", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "3-way comparison of PagerDuty vs JSM vs incident.io"}, {"id": "mai-20260917-0922-baseline|c130-s2|xai-small|Spike.sh", "prompt": "c130-s2", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Spike.sh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**I'd recommend Spike.sh for a small B2B business.**"}, {"id": "mai-20260917-0922-baseline|c130-s2|xai-small|PagerDuty", "prompt": "c130-s2", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Overkill and expensive for small teams"}, {"id": "mai-20260917-0922-baseline|c130-s2|xai-small|incident.io", "prompt": "c130-s2", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Add-on pricing inflates costs"}, {"id": "mai-20260917-0922-baseline|c130-s2|xai-small|Hyperping", "prompt": "c130-s2", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need built-in monitoring + status pages"}, {"id": "mai-20260917-0922-baseline|c130-s2|xai-small|Grafana OnCall", "prompt": "c130-s2", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Grafana OnCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free (3 users) or self-host | Already using Grafana/Prometheus"}, {"id": "mai-20260917-0922-baseline|c130-s2|zai-small|Better Stack", "prompt": "c130-s2", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Better Stack** ... It's the best all-in-one solution for your use case"}, {"id": "mai-20260917-0922-baseline|c130-s2|zai-small|Spike.sh", "prompt": "c130-s2", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "Spike.sh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: **Spike.sh** ... Best budget option for very small teams"}, {"id": "mai-20260917-0922-baseline|c130-s2|zai-small|incident.io", "prompt": "c130-s2", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Slack-Native Alternative: **incident.io**"}, {"id": "mai-20260917-0922-baseline|c130-s2|zai-small|PagerDuty", "prompt": "c130-s2", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why Avoid PagerDuty for Now ... excellent but overkill for a small business"}, {"id": "mai-20260917-0922-baseline|c130-s3|alibaba-small|ServiceNow", "prompt": "c130-s3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You want automation without the complexity of enterprise-grade solutions like ServiceNow or BigPanda."}, {"id": "mai-20260917-0922-baseline|c130-s3|alibaba-small|BigPanda", "prompt": "c130-s3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "BigPanda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You want automation without the complexity of enterprise-grade solutions like ServiceNow or BigPanda."}, {"id": "mai-20260917-0922-baseline|c130-s3|alibaba-small|PagerDuty", "prompt": "c130-s3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is also the steepest learning curve and can become expensive quickly... potentially overkill for a team of three"}, {"id": "mai-20260917-0922-baseline|c130-s3|alibaba-small|Opsgenie", "prompt": "c130-s3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Small Team Fit: Very high. It is easy to configure and cheap to start."}, {"id": "mai-20260917-0922-baseline|c130-s3|alibaba-small|Incident.io", "prompt": "c130-s3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Small Team Fit: Extremely high. The interface is simple, and it scales infinitely without getting more complicated."}, {"id": "mai-20260917-0922-baseline|c130-s3|alibaba-small|Firehydrant", "prompt": "c130-s3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Firehydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Small Team Fit: High, particularly for technical founders or DevOps leads who want a modern UI."}, {"id": "mai-20260917-0922-baseline|c130-s3|alibaba-small|Better Stack", "prompt": "c130-s3", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Small Team Fit: High value for price. Very easy UI."}, {"id": "mai-20260917-0922-baseline|c130-s3|anthropic-small|incident.io", "prompt": "c130-s3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "incident.io is recognized as the best all-in-one incident response platform for Slack and Teams-native response plus on-call and status pages in one place."}, {"id": "mai-20260917-0922-baseline|c130-s3|anthropic-small|PagerDuty", "prompt": "c130-s3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "though teams frequently weigh its cost and complexity"}, {"id": "mai-20260917-0922-baseline|c130-s3|anthropic-small|FireHydrant", "prompt": "c130-s3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "FireHydrant's free plan includes up to 10 responders, 2 runbooks, Slack and Teams chatbot, 1 public status page, and 3 integrations."}, {"id": "mai-20260917-0922-baseline|c130-s3|anthropic-small|Squadcast", "prompt": "c130-s3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "for most teams under 50 engineers, Squadcast is the better business case"}, {"id": "mai-20260917-0922-baseline|c130-s3|anthropic-small|Rootly", "prompt": "c130-s3", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rootly is highlighted as the best Slack-native incident management solution for automated response workflows"}, {"id": "mai-20260917-0922-baseline|c130-s3|challenger-small|incident.io", "prompt": "c130-s3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**incident.io** is the best fit if your incident process happens mostly in **Slack**"}, {"id": "mai-20260917-0922-baseline|c130-s3|challenger-small|PagerDuty", "prompt": "c130-s3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best traditional on-call platform:** **PagerDuty**"}, {"id": "mai-20260917-0922-baseline|c130-s3|challenger-small|Better Stack", "prompt": "c130-s3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Monitoring + incidents in one tool:** **Better Stack**"}, {"id": "mai-20260917-0922-baseline|c130-s3|challenger-small|Rootly", "prompt": "c130-s3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Automation-heavy SRE team:** **Rootly**"}, {"id": "mai-20260917-0922-baseline|c130-s3|challenger-small|Squadcast", "prompt": "c130-s3", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Budget-conscious small team:** **Squadcast**"}, {"id": "mai-20260917-0922-baseline|c130-s3|deepseek-small|incident.io", "prompt": "c130-s3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**incident.io** is the most recommended"}, {"id": "mai-20260917-0922-baseline|c130-s3|deepseek-small|PagerDuty", "prompt": "c130-s3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Best alerting/on-call engine, but pricey ... Enterprise pricing; AI features gated behind costly extras."}, {"id": "mai-20260917-0922-baseline|c130-s3|deepseek-small|Rootly", "prompt": "c130-s3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Automation-first, AI-native"}, {"id": "mai-20260917-0922-baseline|c130-s3|deepseek-small|FireHydrant", "prompt": "c130-s3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runbook/workflow customization"}, {"id": "mai-20260917-0922-baseline|c130-s3|deepseek-small|Better Stack", "prompt": "c130-s3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Better Stack or Squadcast** are the best value"}, {"id": "mai-20260917-0922-baseline|c130-s3|deepseek-small|Grafana Cloud IRM", "prompt": "c130-s3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Grafana Cloud IRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you already use Grafana for observability; its free tier is capped at ~3 users"}, {"id": "mai-20260917-0922-baseline|c130-s3|deepseek-small|Squadcast", "prompt": "c130-s3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Better Stack or Squadcast** are the best value"}, {"id": "mai-20260917-0922-baseline|c130-s3|deepseek-small|Runframe", "prompt": "c130-s3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Runframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "~$12–15/user/month, minutes to set up, Slack-native, on-call included"}, {"id": "mai-20260917-0922-baseline|c130-s3|deepseek-small|Spike.sh", "prompt": "c130-s3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Spike.sh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Very low-cost starter option."}, {"id": "mai-20260917-0922-baseline|c130-s3|deepseek-small|Opsgenie", "prompt": "c130-s3", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "being sunset by April 2027, so avoid adopting it now"}, {"id": "mai-20260917-0922-baseline|c130-s3|google-small|Opsgenie", "prompt": "c130-s3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Atlassian is winding down Opsgenie** (support ends April 2027)"}, {"id": "mai-20260917-0922-baseline|c130-s3|google-small|Grafana OnCall OSS", "prompt": "c130-s3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Grafana OnCall OSS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Grafana archived its open-source OnCall OSS** in early 2026"}, {"id": "mai-20260917-0922-baseline|c130-s3|google-small|FireHydrant", "prompt": "c130-s3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "FireHydrant was acquired by Freshworks"}, {"id": "mai-20260917-0922-baseline|c130-s3|google-small|Better Stack (formerly Better Uptime)", "prompt": "c130-s3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Better Stack (formerly Better Uptime)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose Better Stack** if you are a brand-new or bootstrapped team that wants to keep costs low"}, {"id": "mai-20260917-0922-baseline|c130-s3|google-small|incident.io", "prompt": "c130-s3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose incident.io** if your team heavily relies on Slack ... you want the absolute smoothest, lowest-friction collaborative incident process on the market."}, {"id": "mai-20260917-0922-baseline|c130-s3|google-small|Rootly", "prompt": "c130-s3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for:** SRE-focused small teams that want heavy workflow automation and customization."}, {"id": "mai-20260917-0922-baseline|c130-s3|google-small|Squadcast", "prompt": "c130-s3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Squadcast or Zenduty** if you just need a straightforward, cost-effective on-call rotation tool"}, {"id": "mai-20260917-0922-baseline|c130-s3|google-small|Zenduty", "prompt": "c130-s3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Zenduty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Squadcast or Zenduty** if you just need a straightforward, cost-effective on-call rotation tool"}, {"id": "mai-20260917-0922-baseline|c130-s3|google-small|TaskCall", "prompt": "c130-s3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "TaskCall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Squadcast / Zenduty / TaskCall"}, {"id": "mai-20260917-0922-baseline|c130-s3|google-small|PagerDuty", "prompt": "c130-s3", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "it is notoriously complex to configure and can feel bloated for small teams"}, {"id": "mai-20260917-0922-baseline|c130-s3|meta-small|incident.io", "prompt": "c130-s3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. incident.io - Best for Slack-native organizations"}, {"id": "mai-20260917-0922-baseline|c130-s3|meta-small|Rootly", "prompt": "c130-s3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Rootly - Best for automation-heavy SRE teams"}, {"id": "mai-20260917-0922-baseline|c130-s3|meta-small|PagerDuty", "prompt": "c130-s3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. PagerDuty - Best for large enterprises requiring broad integration support"}, {"id": "mai-20260917-0922-baseline|c130-s3|meta-small|Better Stack", "prompt": "c130-s3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Better Stack - Best for startups wanting monitoring + incidents in one product"}, {"id": "mai-20260917-0922-baseline|c130-s3|meta-small|Vantaj", "prompt": "c130-s3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Vantaj", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Vantaj - Best for teams that want incident management built into their monitoring tool"}, {"id": "mai-20260917-0922-baseline|c130-s3|meta-small|Runframe", "prompt": "c130-s3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Runframe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "6. Runframe - Best for small engineering teams"}, {"id": "mai-20260917-0922-baseline|c130-s3|meta-small|Squadcast", "prompt": "c130-s3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Squadcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Squadcast - Best for teams with minimal budget"}, {"id": "mai-20260917-0922-baseline|c130-s3|meta-small|Spike.sh", "prompt": "c130-s3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Spike.sh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Spike.sh - Best for teams with minimal budget"}, {"id": "mai-20260917-0922-baseline|c130-s3|meta-small|Grafana Cloud IRM", "prompt": "c130-s3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Grafana Cloud IRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Grafana Cloud IRM - Best for teams with minimal budget"}, {"id": "mai-20260917-0922-baseline|c130-s3|meta-small|Hyperping", "prompt": "c130-s3", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Hyperping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Hyperping - Best for teams that want monitoring + on-call + status pages in one tool at a flat rate"}, {"id": "mai-20260917-0922-baseline|c130-s3|minimax-small|incident.io", "prompt": "c130-s3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**incident.io** and **PagerTree** offer the best entry points with free or low-cost tiers"}, {"id": "mai-20260917-0922-baseline|c130-s3|minimax-small|Rootly", "prompt": "c130-s3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rootly** (Best for automation-heavy SRE teams)"}, {"id": "mai-20260917-0922-baseline|c130-s3|minimax-small|PagerDuty", "prompt": "c130-s3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PagerDuty** (Best for scalable alerting)"}, {"id": "mai-20260917-0922-baseline|c130-s3|minimax-small|PagerTree", "prompt": "c130-s3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerTree", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**incident.io** and **PagerTree** offer the best entry points with free or low-cost tiers"}, {"id": "mai-20260917-0922-baseline|c130-s3|minimax-small|Spike.sh", "prompt": "c130-s3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Spike.sh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tight Budget:** Spike.sh ($5/mo)"}, {"id": "mai-20260917-0922-baseline|c130-s3|minimax-small|Jira Service Management", "prompt": "c130-s3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Atlassian-first teams"}, {"id": "mai-20260917-0922-baseline|c130-s3|minimax-small|Better Stack", "prompt": "c130-s3", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Better Stack** (Best all-in-one solution)"}, {"id": "mai-20260917-0922-baseline|c130-s3|mistral-small|incident.io", "prompt": "c130-s3", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **incident.io** and **Better Stack** are the top choices"}, {"id": "mai-20260917-0922-baseline|c130-s3|mistral-small|Better Stack", "prompt": "c130-s3", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, **incident.io** and **Better Stack** are the top choices"}, {"id": "mai-20260917-0922-baseline|c130-s3|mistral-small|Rootly", "prompt": "c130-s3", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rootly** and **Squadcast** are strong for teams prioritizing on-call and alerting"}, {"id": "mai-20260917-0922-baseline|c130-s3|mistral-small|PagerDuty", "prompt": "c130-s3", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PagerDuty** is best if you expect rapid growth or need deep integrations."}, {"id": "mai-20260917-0922-baseline|c130-s3|mistral-small|Grafana Cloud IRM", "prompt": "c130-s3", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Grafana Cloud IRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for teams that want a unified observability and incident response stack."}, {"id": "mai-20260917-0922-baseline|c130-s3|mistral-small|Squadcast", "prompt": "c130-s3", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Rootly** and **Squadcast** are strong for teams prioritizing on-call and alerting"}, {"id": "mai-20260917-0922-baseline|c130-s3|moonshot-small|incident.io", "prompt": "c130-s3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### **1. incident.io**\n**Best for:** Teams that live in Slack/Teams and want minimal friction"}, {"id": "mai-20260917-0922-baseline|c130-s3|moonshot-small|Better Stack", "prompt": "c130-s3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Key differentiator:** It's the best value if you're currently stitching together separate monitoring and paging tools."}, {"id": "mai-20260917-0922-baseline|c130-s3|moonshot-small|Squadcast", "prompt": "c130-s3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Budget-conscious DevOps teams"}, {"id": "mai-20260917-0922-baseline|c130-s3|moonshot-small|PagerDuty", "prompt": "c130-s3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Expensive for small teams; Business tier ~$41/user/mo"}, {"id": "mai-20260917-0922-baseline|c130-s3|moonshot-small|Jira Service Management", "prompt": "c130-s3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Broader ITSM/ticketing focus—not purpose-built for fast incident response"}, {"id": "mai-20260917-0922-baseline|c130-s3|moonshot-small|FireHydrant", "prompt": "c130-s3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Priced higher for small teams (~$25/user/mo)"}, {"id": "mai-20260917-0922-baseline|c130-s3|moonshot-small|Rootly", "prompt": "c130-s3", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**FireHydrant** or **Rootly**"}, {"id": "mai-20260917-0922-baseline|c130-s3|openai-small|incident.io", "prompt": "c130-s3", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best if you want a **modern, Slack/Teams-native all-in-one** tool... The free tier makes it especially attractive for small teams"}, {"id": "mai-20260917-0922-baseline|c130-s3|openai-small|Rootly", "prompt": "c130-s3", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want **incident response + on-call + AI SRE** in one product"}, {"id": "mai-20260917-0922-baseline|c130-s3|openai-small|FireHydrant", "prompt": "c130-s3", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want a **transparent, full incident lifecycle platform**"}, {"id": "mai-20260917-0922-baseline|c130-s3|openai-small|PagerDuty", "prompt": "c130-s3", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want the **most mature paging/on-call system** and lots of integrations"}, {"id": "mai-20260917-0922-baseline|c130-s3|openai-small|Squadcast", "prompt": "c130-s3", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Squadcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often chosen by smaller teams that want something simpler and lighter-weight than PagerDuty, but I couldn't confirm current official pricing"}, {"id": "mai-20260917-0922-baseline|c130-s3|openai-small|xMatters", "prompt": "c130-s3", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "xMatters", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more of a **mid-market / enterprise** fit than a tiny team fit"}, {"id": "mai-20260917-0922-baseline|c130-s3|xai-small|incident.io", "prompt": "c130-s3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with free trials of incident.io or Squadcast if Slack/Jira-based"}, {"id": "mai-20260917-0922-baseline|c130-s3|xai-small|Squadcast", "prompt": "c130-s3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Squadcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with free trials of incident.io or Squadcast if Slack/Jira-based"}, {"id": "mai-20260917-0922-baseline|c130-s3|xai-small|Spike.sh", "prompt": "c130-s3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Spike.sh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Spike.sh for bare-bones needs"}, {"id": "mai-20260917-0922-baseline|c130-s3|xai-small|PagerDuty", "prompt": "c130-s3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-grade but pricey at scale; ... PagerDuty scales expensively."}, {"id": "mai-20260917-0922-baseline|c130-s3|xai-small|Opsgenie", "prompt": "c130-s3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Opsgenie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Evaluate based on your stack (e.g., Atlassian → Opsgenie)"}, {"id": "mai-20260917-0922-baseline|c130-s3|xai-small|Rootly", "prompt": "c130-s3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Startup-friendly pricing; end-to-end incidents; separate modules can add up vs. all-in-one rivals."}, {"id": "mai-20260917-0922-baseline|c130-s3|xai-small|Grafana OnCall", "prompt": "c130-s3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Grafana OnCall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free self-host option; monitoring-integrated; volume-based; less polished UI for non-Grafana users."}, {"id": "mai-20260917-0922-baseline|c130-s3|xai-small|Better Stack", "prompt": "c130-s3", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "monitoring-bundled (Grafana, Better Stack alternative)"}, {"id": "mai-20260917-0922-baseline|c130-s3|zai-small|incident.io", "prompt": "c130-s3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Operates almost entirely in Slack** and wants the whole incident lifecycle ... inside the chat | **incident.io**"}, {"id": "mai-20260917-0922-baseline|c130-s3|zai-small|PagerDuty", "prompt": "c130-s3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Needs broad integration coverage** ... | **PagerDuty**"}, {"id": "mai-20260917-0922-baseline|c130-s3|zai-small|Rootly", "prompt": "c130-s3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Values automation and post‑mortem workflows** ... | **Rootly** or **FireHydrant**"}, {"id": "mai-20260917-0922-baseline|c130-s3|zai-small|Better Stack", "prompt": "c130-s3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "wants incidents + status pages in one place without per‑seat fees | **Better Stack** or **Hyperping**"}, {"id": "mai-20260917-0922-baseline|c130-s3|zai-small|FireHydrant", "prompt": "c130-s3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rootly** or **FireHydrant**"}, {"id": "mai-20260917-0922-baseline|c130-s3|zai-small|Squadcast", "prompt": "c130-s3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Is SRE/DevOps‑heavy** ... | **Rootly**, **Squadcast**, or **Spike.sh**"}, {"id": "mai-20260917-0922-baseline|c130-s3|zai-small|Spike.sh", "prompt": "c130-s3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Spike.sh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Small teams that want “essentials only” without enterprise complexity"}, {"id": "mai-20260917-0922-baseline|c130-s3|zai-small|Hyperping", "prompt": "c130-s3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Better Stack** or **Hyperping**"}, {"id": "mai-20260917-0922-baseline|c130-s3|zai-small|Jira Service Management", "prompt": "c130-s3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Lives inside the Atlassian ecosystem** ... | **Jira Service Management**"}, {"id": "mai-20260917-0922-baseline|c130-s3|zai-small|monday.com service", "prompt": "c130-s3", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "comparative", "raw": "monday.com service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "not incident‑specific but flexible"}, {"id": "mai-20260917-0922-baseline|c130-s4|alibaba-small|PagerDuty", "prompt": "c130-s4", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you generally want to avoid enterprise giants like PagerDuty due to their higher costs and complex setups"}, {"id": "mai-20260917-0922-baseline|c130-s4|alibaba-small|Squadcast", "prompt": "c130-s4", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Best All-Rounder: Squadcast ... Start here if you have a tiny team (<5 people) and need to pay nothing initially."}, {"id": "mai-20260917-0922-baseline|c130-s4|alibaba-small|Runframe", "prompt": "c130-s4", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Runframe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Zero Budget: Go with **Squadcast** or **Runframe** to utilize their free tiers."}, {"id": "mai-20260917-0922-baseline|c130-s4|alibaba-small|Rootly", "prompt": "c130-s4", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Value for Money: Rootly ... entry-level plans are significantly cheaper than enterprise competitors"}, {"id": "mai-20260917-0922-baseline|c130-s4|alibaba-small|Hyperping", "prompt": "c130-s4", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with **Hyperping** if you also need uptime monitoring"}, {"id": "mai-20260917-0922-baseline|c130-s4|anthropic-small|Squadcast", "prompt": "c130-s4", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Squadcast** is widely recommended as the best option for budget-conscious teams."}, {"id": "mai-20260917-0922-baseline|c130-s4|anthropic-small|Hyperping", "prompt": "c130-s4", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want monitoring, on-call, and status pages in one flat-rate tool, Hyperping is noted as the best value."}, {"id": "mai-20260917-0922-baseline|c130-s4|challenger-small|Better Uptime", "prompt": "c130-s4", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Uptime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick is **Better Uptime** because it is ranked #1 for small businesses and is available on a **freemium** plan"}, {"id": "mai-20260917-0922-baseline|c130-s4|challenger-small|Better Stack", "prompt": "c130-s4", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Combines monitoring, on-call, and incident response for small teams"}, {"id": "mai-20260917-0922-baseline|c130-s4|challenger-small|Squadcast", "prompt": "c130-s4", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free plan for small teams; low-cost entry point"}, {"id": "mai-20260917-0922-baseline|c130-s4|challenger-small|incident.io", "prompt": "c130-s4", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**incident.io** is a strong free option for small teams"}, {"id": "mai-20260917-0922-baseline|c130-s4|challenger-small|PagerTree", "prompt": "c130-s4", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerTree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Low starting prices aimed at small teams"}, {"id": "mai-20260917-0922-baseline|c130-s4|challenger-small|Spike.sh", "prompt": "c130-s4", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Spike.sh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Low starting prices aimed at small teams"}, {"id": "mai-20260917-0922-baseline|c130-s4|deepseek-small|Uptime Kuma", "prompt": "c130-s4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Uptime Kuma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "100% free, open-source, self-hosted. Great for uptime monitoring with status pages if you have a bit of technical savvy"}, {"id": "mai-20260917-0922-baseline|c130-s4|deepseek-small|Better Stack", "prompt": "c130-s4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need uptime monitoring + status pages + incidents in one place with a generous free tier, go with Better Stack"}, {"id": "mai-20260917-0922-baseline|c130-s4|deepseek-small|PagerDuty", "prompt": "c130-s4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start free with incident.io (if you're a Slack-native team) or PagerDuty (if you want classic on-call paging)"}, {"id": "mai-20260917-0922-baseline|c130-s4|deepseek-small|incident.io", "prompt": "c130-s4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start free with incident.io (if you're a Slack-native team) or PagerDuty"}, {"id": "mai-20260917-0922-baseline|c130-s4|deepseek-small|Jira Service Management", "prompt": "c130-s4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good if you already use Atlassian products; free for up to 3 agents."}, {"id": "mai-20260917-0922-baseline|c130-s4|deepseek-small|Squadcast", "prompt": "c130-s4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Squadcast is widely considered the best budget-priced option (free up to 5 users, then ~$9\\u201312/user)"}, {"id": "mai-20260917-0922-baseline|c130-s4|deepseek-small|Spike.sh", "prompt": "c130-s4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Spike.sh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Budget-friendly incident response from ~$5\\u2013$9/mo. Very cheap."}, {"id": "mai-20260917-0922-baseline|c130-s4|deepseek-small|Xurrent IMR", "prompt": "c130-s4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Xurrent IMR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free, then $5/user/mo. AI-driven, very affordable entry."}, {"id": "mai-20260917-0922-baseline|c130-s4|deepseek-small|Hyperping", "prompt": "c130-s4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Hyperping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "$24/mo flat, no per-user fees."}, {"id": "mai-20260917-0922-baseline|c130-s4|deepseek-small|iLert", "prompt": "c130-s4", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "iLert", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "From ~\\u20ac8/user/mo, a good EU-friendly on-call + status page option."}, {"id": "mai-20260917-0922-baseline|c130-s4|google-small|PagerDuty", "prompt": "c130-s4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you cannot afford the enterprise markup of legacy tools like PagerDuty"}, {"id": "mai-20260917-0922-baseline|c130-s4|google-small|Opsgenie", "prompt": "c130-s4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "do not rely on older recommendations for Opsgenie or Grafana OnCall OSS"}, {"id": "mai-20260917-0922-baseline|c130-s4|google-small|Grafana OnCall OSS", "prompt": "c130-s4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Grafana OnCall OSS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Grafana archived its open-source OnCall project"}, {"id": "mai-20260917-0922-baseline|c130-s4|google-small|Better Stack", "prompt": "c130-s4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Go with **Better Stack**. ... the absolute best ROI for a small team."}, {"id": "mai-20260917-0922-baseline|c130-s4|google-small|Hyperping", "prompt": "c130-s4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have more than 5 team members on-call:** Go with **Hyperping**"}, {"id": "mai-20260917-0922-baseline|c130-s4|google-small|TaskCall", "prompt": "c130-s4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "TaskCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you already have monitoring and just need a \"pager\" tool:** Go with **TaskCall**"}, {"id": "mai-20260917-0922-baseline|c130-s4|google-small|Zenduty", "prompt": "c130-s4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Zenduty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Zenduty offers a generous **Free tier for up to 5 users**"}, {"id": "mai-20260917-0922-baseline|c130-s4|google-small|GoAlert", "prompt": "c130-s4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "GoAlert", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "GoAlert is a highly robust, open-source on-call scheduling and routing tool"}, {"id": "mai-20260917-0922-baseline|c130-s4|google-small|OneUptime", "prompt": "c130-s4", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "OneUptime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A massive, fully open-source observability suite. It includes on-call, status pages"}, {"id": "mai-20260917-0922-baseline|c130-s4|meta-small|Runframe", "prompt": "c130-s4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Runframe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Runframe - Free for very early-stage teams (5-30 engineers) with stronger alerting/on-call depth."}, {"id": "mai-20260917-0922-baseline|c130-s4|meta-small|Spike.sh", "prompt": "c130-s4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Spike.sh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a lightweight budget option"}, {"id": "mai-20260917-0922-baseline|c130-s4|meta-small|NinjaOne", "prompt": "c130-s4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "called out for SMB affordability and simplicity"}, {"id": "mai-20260917-0922-baseline|c130-s4|meta-small|Better Stack", "prompt": "c130-s4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "called out for SMB affordability and simplicity"}, {"id": "mai-20260917-0922-baseline|c130-s4|meta-small|Rootly", "prompt": "c130-s4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "under $500 (varies by plan) with on-call and status page included"}, {"id": "mai-20260917-0922-baseline|c130-s4|meta-small|incident.io", "prompt": "c130-s4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "free for small teams with AI postmortems and AI-assisted investigations"}, {"id": "mai-20260917-0922-baseline|c130-s4|meta-small|Hyperping", "prompt": "c130-s4", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "for solo or small teams (1-10) with uptime monitoring, on-call scheduling, escalation policies, and polished status pages in one tool"}, {"id": "mai-20260917-0922-baseline|c130-s4|minimax-small|incident.io", "prompt": "c130-s4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **incident.io** or **PagerDuty** - both offer solid free tiers"}, {"id": "mai-20260917-0922-baseline|c130-s4|minimax-small|Squadcast", "prompt": "c130-s4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're more focused on DevOps/SRE workflows, **Squadcast** at $15/user/month provides excellent value"}, {"id": "mai-20260917-0922-baseline|c130-s4|minimax-small|PagerDuty", "prompt": "c130-s4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **incident.io** or **PagerDuty** - both offer solid free tiers"}, {"id": "mai-20260917-0922-baseline|c130-s4|minimax-small|FireHydrant", "prompt": "c130-s4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Generous free tier ideal for small companies"}, {"id": "mai-20260917-0922-baseline|c130-s4|minimax-small|Better Stack", "prompt": "c130-s4", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Predictable pricing without per-user costs"}, {"id": "mai-20260917-0922-baseline|c130-s4|mistral-small|Hyperping", "prompt": "c130-s4", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Hyperping", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the simplest and most budget-friendly option, start with Hyperping (free) or Spike.sh ($100–$300/month)"}, {"id": "mai-20260917-0922-baseline|c130-s4|mistral-small|Squadcast", "prompt": "c130-s4", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hyperping** or **Squadcast** (free up to 5 users) for solo or very small teams."}, {"id": "mai-20260917-0922-baseline|c130-s4|mistral-small|Spike.sh", "prompt": "c130-s4", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Spike.sh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with Hyperping (free) or Spike.sh ($100–$300/month) depending on your team size and needs"}, {"id": "mai-20260917-0922-baseline|c130-s4|mistral-small|Squadcast Pro", "prompt": "c130-s4", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Spike.sh** or **Squadcast Pro** for teams needing core features at $100–$300/month."}, {"id": "mai-20260917-0922-baseline|c130-s4|mistral-small|Better Stack", "prompt": "c130-s4", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Better Stack** is also frequently mentioned for affordability and simplicity, especially for SMBs."}, {"id": "mai-20260917-0922-baseline|c130-s4|moonshot-small|OneUptime", "prompt": "c130-s4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "OneUptime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneUptime** (Best Overall Value)"}, {"id": "mai-20260917-0922-baseline|c130-s4|moonshot-small|Grafana On-Call", "prompt": "c130-s4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Grafana On-Call", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Teams already using Grafana for monitoring"}, {"id": "mai-20260917-0922-baseline|c130-s4|moonshot-small|Aurora", "prompt": "c130-s4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Aurora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cost:** Free, open source (Apache 2.0)"}, {"id": "mai-20260917-0922-baseline|c130-s4|moonshot-small|Hyperping", "prompt": "c130-s4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hyperping** (Best for Very Small Budgets)"}, {"id": "mai-20260917-0922-baseline|c130-s4|moonshot-small|Squadcast", "prompt": "c130-s4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hyperping or Squadcast free tier"}, {"id": "mai-20260917-0922-baseline|c130-s4|moonshot-small|Better Stack", "prompt": "c130-s4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need monitoring + incidents together | Better Stack | Bundled saves money"}, {"id": "mai-20260917-0922-baseline|c130-s4|moonshot-small|Zenduty", "prompt": "c130-s4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Zenduty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "~$5/user/month (one of the cheapest per-user options)"}, {"id": "mai-20260917-0922-baseline|c130-s4|moonshot-small|incident.io", "prompt": "c130-s4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Slack-centric workflow | incident.io free tier"}, {"id": "mai-20260917-0922-baseline|c130-s4|moonshot-small|PagerDuty", "prompt": "c130-s4", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Many tools (PagerDuty, incident.io, Squadcast) offer free plans for up to 5 users"}, {"id": "mai-20260917-0922-baseline|c130-s4|openai-small|Opsgenie", "prompt": "c130-s4", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Opsgenie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Opsgenie alternatives that are simpler and cheaper, or Grafana OnCall if you already use Grafana/Prometheus."}, {"id": "mai-20260917-0922-baseline|c130-s4|openai-small|Grafana OnCall", "prompt": "c130-s4", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Grafana OnCall", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Use Grafana OnCall** if you already have Grafana/Prometheus or want the cheapest workable option."}, {"id": "mai-20260917-0922-baseline|c130-s4|openai-small|PagerDuty", "prompt": "c130-s4", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Downside:** usually **more expensive**, so it can be overkill for a small budget."}, {"id": "mai-20260917-0922-baseline|c130-s4|openai-small|Rootly", "prompt": "c130-s4", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Slack-centric incident workflow:** **Rootly**"}, {"id": "mai-20260917-0922-baseline|c130-s4|openai-small|FireHydrant", "prompt": "c130-s4", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "FireHydrant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Downside:** often better for teams with a bit more budget."}, {"id": "mai-20260917-0922-baseline|c130-s4|openai-small|Zenduty", "prompt": "c130-s4", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Zenduty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Use Zenduty** if you want a more complete incident platform without PagerDuty pricing."}, {"id": "mai-20260917-0922-baseline|c130-s4|xai-small|incident.io", "prompt": "c130-s4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**incident.io** stands out as one of the best incident management platforms based on its generous free tier tailored for small teams"}, {"id": "mai-20260917-0922-baseline|c130-s4|xai-small|PagerDuty", "prompt": "c130-s4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Robust alerting/on-call; Slack/Teams integration"}, {"id": "mai-20260917-0922-baseline|c130-s4|xai-small|Squadcast", "prompt": "c130-s4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SLO tracking, budget SRE focus; now SolarWinds-backed"}, {"id": "mai-20260917-0922-baseline|c130-s4|xai-small|Better Uptime", "prompt": "c130-s4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Better Uptime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Uptime checks, status pages; top-rated for small biz (4.7/5)"}, {"id": "mai-20260917-0922-baseline|c130-s4|xai-small|Jira Service Management", "prompt": "c130-s4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free for 3 agents; ITIL-aligned ... If you're already in Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c130-s4|xai-small|Uptime Kuma", "prompt": "c130-s4", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Uptime Kuma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Self-hosted monitoring/alerts; ultra-budget but basic"}, {"id": "mai-20260917-0922-baseline|c130-s4|zai-small|Spiceworks", "prompt": "c130-s4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Spiceworks** (Free)"}, {"id": "mai-20260917-0922-baseline|c130-s4|zai-small|Jira Service Management (Atlassian)", "prompt": "c130-s4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Paid Option Under $20/user: **Jira Service Management (Atlassian)**"}, {"id": "mai-20260917-0922-baseline|c130-s4|zai-small|PagerDuty", "prompt": "c130-s4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Runner-Up: **PagerDuty** (Free up to 5 users)"}, {"id": "mai-20260917-0922-baseline|c130-s4|zai-small|Freshservice", "prompt": "c130-s4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other Budget-Friendly Options"}, {"id": "mai-20260917-0922-baseline|c130-s4|zai-small|incident.io", "prompt": "c130-s4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Slack/Teams-native response, status pages"}, {"id": "mai-20260917-0922-baseline|c130-s4|zai-small|Rootly", "prompt": "c130-s4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "Rootly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-assisted RCA inside Slack"}, {"id": "mai-20260917-0922-baseline|c130-s4|zai-small|TaskCall", "prompt": "c130-s4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "TaskCall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cost-effective, covers major features"}, {"id": "mai-20260917-0922-baseline|c130-s4|zai-small|FireHydrant", "prompt": "c130-s4", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "budget", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Simple incident management, status pages"}, {"id": "mai-20260917-0922-baseline|c130-s5|alibaba-small|PagerDuty", "prompt": "c130-s5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Look for modern, developer-first tools (e.g., FireHydrant, PagerDuty’s smaller tiers..."}, {"id": "mai-20260917-0922-baseline|c130-s5|alibaba-small|ServiceNow", "prompt": "c130-s5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avoid heavy suites (like ServiceNow or Splunk) unless you already use their ecosystem deeply. They require heavy admin overhead."}, {"id": "mai-20260917-0922-baseline|c130-s5|alibaba-small|Splunk", "prompt": "c130-s5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid heavy suites (like ServiceNow or Splunk) unless you already use their ecosystem deeply."}, {"id": "mai-20260917-0922-baseline|c130-s5|alibaba-small|FireHydrant", "prompt": "c130-s5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look for modern, developer-first tools (e.g., FireHydrant, PagerDuty’s smaller tiers, Opentext/Micro Focus, or even Jira Service Management)"}, {"id": "mai-20260917-0922-baseline|c130-s5|alibaba-small|Opentext/Micro Focus", "prompt": "c130-s5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Opentext/Micro Focus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., FireHydrant, PagerDuty’s smaller tiers, Opentext/Micro Focus, or even Jira Service Management"}, {"id": "mai-20260917-0922-baseline|c130-s5|alibaba-small|Jira Service Management", "prompt": "c130-s5", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or even Jira Service Management) that feel like consumer apps rather than enterprise mainframes"}, {"id": "mai-20260917-0922-baseline|c130-s5|deepseek-small|incident.io", "prompt": "c130-s5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "incident.io: ~$15/user/mo, bundles on-call + response + status page + AI postmortems in one Slack-native package"}, {"id": "mai-20260917-0922-baseline|c130-s5|deepseek-small|Rootly", "prompt": "c130-s5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rootly: AI-heavy, ~$20/user/mo (enterprise requires sales negotiation)"}, {"id": "mai-20260917-0922-baseline|c130-s5|deepseek-small|Squadcast", "prompt": "c130-s5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Squadcast: ~$12/user/mo, budget-friendly for DevOps"}, {"id": "mai-20260917-0922-baseline|c130-s5|deepseek-small|PagerDuty", "prompt": "c130-s5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "PagerDuty (enterprise-standard): ~$21–41/user/mo, but on-call scheduling, status pages, and postmortems are often sold as separate add-ons"}, {"id": "mai-20260917-0922-baseline|c130-s5|deepseek-small|Better Stack", "prompt": "c130-s5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Better Stack / Hyperping: flat-rate bundles including monitoring"}, {"id": "mai-20260917-0922-baseline|c130-s5|deepseek-small|Hyperping", "prompt": "c130-s5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Hyperping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Better Stack / Hyperping: flat-rate bundles including monitoring"}, {"id": "mai-20260917-0922-baseline|c130-s5|deepseek-small|FireHydrant", "prompt": "c130-s5", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "several (Squadcast, PagerDuty, incident.io, FireHydrant) offer genuinely usable free tiers"}, {"id": "mai-20260917-0922-baseline|c130-s5|google-small|Opsgenie", "prompt": "c130-s5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Atlassian is shutting Opsgenie down entirely on April 5, 2027"}, {"id": "mai-20260917-0922-baseline|c130-s5|google-small|incident.io", "prompt": "c130-s5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Extremely popular for startups and scaling teams. It is incredibly easy to set up"}, {"id": "mai-20260917-0922-baseline|c130-s5|google-small|Rootly", "prompt": "c130-s5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very similar to incident.io in its deep Slack integration, but places a heavier emphasis on customizable workflow automation"}, {"id": "mai-20260917-0922-baseline|c130-s5|google-small|Better Stack", "prompt": "c130-s5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better Stack is an incredible option for small startups"}, {"id": "mai-20260917-0922-baseline|c130-s5|google-small|Zenduty", "prompt": "c130-s5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Zenduty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "developer-centric, highly reliable, and cost a fraction of what legacy enterprise tools charge"}, {"id": "mai-20260917-0922-baseline|c130-s5|google-small|TaskCall", "prompt": "c130-s5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "TaskCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Zenduty or TaskCall: These are developer-centric, highly reliable"}, {"id": "mai-20260917-0922-baseline|c130-s5|google-small|PagerDuty", "prompt": "c130-s5", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid: PagerDuty ... it is often overkill for a 30-person company"}, {"id": "mai-20260917-0922-baseline|c130-s5|minimax-small|PagerDuty", "prompt": "c130-s5", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options in this space include PagerDuty, ServiceNow, Opsgenie, and newer entrants like incident.io"}, {"id": "mai-20260917-0922-baseline|c130-s5|minimax-small|ServiceNow", "prompt": "c130-s5", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options in this space include PagerDuty, ServiceNow, Opsgenie"}, {"id": "mai-20260917-0922-baseline|c130-s5|minimax-small|Opsgenie", "prompt": "c130-s5", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Opsgenie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options in this space include PagerDuty, ServiceNow, Opsgenie"}, {"id": "mai-20260917-0922-baseline|c130-s5|minimax-small|incident.io", "prompt": "c130-s5", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "newer entrants like incident.io or Port"}, {"id": "mai-20260917-0922-baseline|c130-s5|minimax-small|Port", "prompt": "c130-s5", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Port", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "newer entrants like incident.io or Port\ni\nanters"}, {"id": "mai-20260917-0922-baseline|c130-s5|mistral-small|PagerDuty", "prompt": "c130-s5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 platforms based on your stack and needs (e.g., PagerDuty, Opsgenie, VictorOps, Zabbix, Splunk On-Call, FireHydrant)."}, {"id": "mai-20260917-0922-baseline|c130-s5|mistral-small|Opsgenie", "prompt": "c130-s5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Opsgenie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., PagerDuty, Opsgenie, VictorOps, Zabbix, Splunk On-Call, FireHydrant"}, {"id": "mai-20260917-0922-baseline|c130-s5|mistral-small|VictorOps", "prompt": "c130-s5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "VictorOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., PagerDuty, Opsgenie, VictorOps, Zabbix, Splunk On-Call, FireHydrant"}, {"id": "mai-20260917-0922-baseline|c130-s5|mistral-small|Zabbix", "prompt": "c130-s5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Zabbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., PagerDuty, Opsgenie, VictorOps, Zabbix, Splunk On-Call, FireHydrant"}, {"id": "mai-20260917-0922-baseline|c130-s5|mistral-small|Splunk On-Call", "prompt": "c130-s5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Splunk On-Call", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., PagerDuty, Opsgenie, VictorOps, Zabbix, Splunk On-Call, FireHydrant"}, {"id": "mai-20260917-0922-baseline|c130-s5|mistral-small|FireHydrant", "prompt": "c130-s5", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "FireHydrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., PagerDuty, Opsgenie, VictorOps, Zabbix, Splunk On-Call, FireHydrant"}, {"id": "mai-20260917-0922-baseline|c130-s5|moonshot-small|incident.io", "prompt": "c130-s5", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Slack-native experience** | incident.io"}, {"id": "mai-20260917-0922-baseline|c130-s5|moonshot-small|PagerDuty", "prompt": "c130-s5", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Enterprise scalability** | PagerDuty (but watch costs)"}, {"id": "mai-20260917-0922-baseline|c130-s5|moonshot-small|Squadcast", "prompt": "c130-s5", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget-conscious** | Squadcast, Grafana OnCall, or Better Stack"}, {"id": "mai-20260917-0922-baseline|c130-s5|moonshot-small|Grafana OnCall", "prompt": "c130-s5", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Grafana OnCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Budget-conscious** | Squadcast, Grafana OnCall, or Better Stack"}, {"id": "mai-20260917-0922-baseline|c130-s5|moonshot-small|Better Stack", "prompt": "c130-s5", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Budget-conscious** | Squadcast, Grafana OnCall, or Better Stack"}, {"id": "mai-20260917-0922-baseline|c130-s5|moonshot-small|Rootly", "prompt": "c130-s5", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Workflow automation** | Rootly"}, {"id": "mai-20260917-0922-baseline|c130-s5|moonshot-small|Jira Service Management", "prompt": "c130-s5", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**All-in-one ITSM** | Jira Service Management"}, {"id": "mai-20260917-0922-baseline|c130-s5|moonshot-small|Opsgenie", "prompt": "c130-s5", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Forced migrations (Opsgenie is shutting down April 2027)"}, {"id": "mai-20260917-0922-baseline|c130-s5|xai-small|PagerDuty", "prompt": "c130-s5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Focus on tools like PagerDuty, incident.io, Jira Service Management, Freshservice, or Zenduty"}, {"id": "mai-20260917-0922-baseline|c130-s5|xai-small|incident.io", "prompt": "c130-s5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "incident.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "incident.io | Modern SRE/Slack-native | ~$19/user"}, {"id": "mai-20260917-0922-baseline|c130-s5|xai-small|Jira Service Management", "prompt": "c130-s5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Jira Service Management | Atlassian users/ITIL | $25/3 agents"}, {"id": "mai-20260917-0922-baseline|c130-s5|xai-small|Freshservice", "prompt": "c130-s5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Freshservice | Easy ITSM | $19/agent"}, {"id": "mai-20260917-0922-baseline|c130-s5|xai-small|Zenduty", "prompt": "c130-s5", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "scale", "raw": "Zenduty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zenduty | Value/engagement | Varies"}, {"id": "mai-20260917-0922-baseline|c130-s6|alibaba-small|ServiceNow", "prompt": "c130-s6", "model": "alibaba-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "platforms like **ServiceNow** are generally ill-suited for small businesses (under 100 employees)"}, {"id": "mai-20260917-0922-baseline|c130-s6|anthropic-small|ServiceNow", "prompt": "c130-s6", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "ServiceNow and xMatters have enterprise-focused UX that smaller teams find overwhelming"}, {"id": "mai-20260917-0922-baseline|c130-s6|anthropic-small|xMatters", "prompt": "c130-s6", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "xMatters", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The Everbridge acquisition of xMatters adds uncertainty about the product roadmap"}, {"id": "mai-20260917-0922-baseline|c130-s6|anthropic-small|PagerDuty", "prompt": "c130-s6", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "can feel like trying to fly a 747 when all you really needed was a bike for smaller teams"}, {"id": "mai-20260917-0922-baseline|c130-s6|anthropic-small|OutSystems", "prompt": "c130-s6", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "OutSystems", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "OutSystems has licensing fees that can be quite steep for smaller organizations"}, {"id": "mai-20260917-0922-baseline|c130-s6|anthropic-small|Spike.sh", "prompt": "c130-s6", "model": "anthropic-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Spike.sh", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools like Spike.sh have limited workflow automation, no built-in retrospectives or runbooks"}, {"id": "mai-20260917-0922-baseline|c130-s6|challenger-small|Opsgenie", "prompt": "c130-s6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Atlassian is sunsetting it, with forced migration required by April 2027, so a small business should be cautious about starting on it now."}, {"id": "mai-20260917-0922-baseline|c130-s6|challenger-small|PagerDuty", "prompt": "c130-s6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "several sources note a **higher total cost** once add-ons are included, and it is generally more suitable for teams with mature on-call discipline"}, {"id": "mai-20260917-0922-baseline|c130-s6|challenger-small|incident.io", "prompt": "c130-s6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its **limited workflows can push teams into more expensive upgrades** as they scale, so cautious evaluation is warranted"}, {"id": "mai-20260917-0922-baseline|c130-s6|challenger-small|Jira Service Management", "prompt": "c130-s6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more of a broader ITSM platform than a lightweight incident tool, so it may be more than a very small team needs"}, {"id": "mai-20260917-0922-baseline|c130-s6|challenger-small|ServiceNow", "prompt": "c130-s6", "model": "challenger-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically built for larger organizations and full IT service management, so small businesses should be cautious"}, {"id": "mai-20260917-0922-baseline|c130-s6|deepseek-small|ServiceNow", "prompt": "c130-s6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is the most common \"overkill\" offender... The main things to avoid are enterprise-scale platforms (ServiceNow-style suites"}, {"id": "mai-20260917-0922-baseline|c130-s6|deepseek-small|PagerDuty", "prompt": "c130-s6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The main things to avoid are enterprise-scale platforms (ServiceNow-style suites and heavily-per-seat tools like PagerDuty at scale)"}, {"id": "mai-20260917-0922-baseline|c130-s6|deepseek-small|BigPanda", "prompt": "c130-s6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "BigPanda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "explicitly skewed to enterprise AIOps; overkill for small teams"}, {"id": "mai-20260917-0922-baseline|c130-s6|deepseek-small|xMatters", "prompt": "c130-s6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "xMatters", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "complex enterprise event-driven orchestration across many systems"}, {"id": "mai-20260917-0922-baseline|c130-s6|deepseek-small|Hyperping", "prompt": "c130-s6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Flat-rate pricing** tools (e.g., Hyperping at ~$24/mo flat"}, {"id": "mai-20260917-0922-baseline|c130-s6|deepseek-small|All Quiet", "prompt": "c130-s6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "All Quiet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "All Quiet from ~$5/user) instead of per-seat surprises"}, {"id": "mai-20260917-0922-baseline|c130-s6|deepseek-small|incident.io", "prompt": "c130-s6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Slack-native/all-in-one** platforms (incident.io, Rootly, Better Stack) that consolidate on-call + incidents + status pages"}, {"id": "mai-20260917-0922-baseline|c130-s6|deepseek-small|Rootly", "prompt": "c130-s6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Rootly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Slack-native/all-in-one platforms (incident.io, Rootly, Better Stack) that consolidate on-call + incidents + status pages"}, {"id": "mai-20260917-0922-baseline|c130-s6|deepseek-small|Better Stack", "prompt": "c130-s6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Slack-native/all-in-one platforms (incident.io, Rootly, Better Stack) that consolidate on-call + incidents + status pages"}, {"id": "mai-20260917-0922-baseline|c130-s6|deepseek-small|Squadcast", "prompt": "c130-s6", "model": "deepseek-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Budget alternatives** like Squadcast ($12/user with a 5-user free tier)"}, {"id": "mai-20260917-0922-baseline|c130-s6|google-small|Opsgenie (by Atlassian)", "prompt": "c130-s6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie (by Atlassian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Strictly avoid for new setups.** Atlassian officially stopped selling standalone Opsgenie in June 2025"}, {"id": "mai-20260917-0922-baseline|c130-s6|google-small|Jira Service Management (JSM)", "prompt": "c130-s6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "JSM is designed for massive, process-heavy IT organizations and is far too complex and expensive for a nimble small business."}, {"id": "mai-20260917-0922-baseline|c130-s6|google-small|Splunk On-Call (formerly VictorOps)", "prompt": "c130-s6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Splunk On-Call (formerly VictorOps)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid.** Since Cisco’s acquisition of Splunk, this platform’s standalone future is highly uncertain."}, {"id": "mai-20260917-0922-baseline|c130-s6|google-small|ServiceNow", "prompt": "c130-s6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**ServiceNow & BMC Helix:** **Strictly avoid.**"}, {"id": "mai-20260917-0922-baseline|c130-s6|google-small|BMC Helix", "prompt": "c130-s6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**ServiceNow & BMC Helix:** **Strictly avoid.**"}, {"id": "mai-20260917-0922-baseline|c130-s6|google-small|GoAlert", "prompt": "c130-s6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "GoAlert", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "open-source tools like **GoAlert** ... Proceed with Extreme Caution"}, {"id": "mai-20260917-0922-baseline|c130-s6|google-small|Grafana OnCall OSS", "prompt": "c130-s6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Grafana OnCall OSS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "older self-hosted **Grafana OnCall OSS** configurations seem appealing because they are \"free,\" they present two critical risks"}, {"id": "mai-20260917-0922-baseline|c130-s6|google-small|PagerDuty", "prompt": "c130-s6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Be Cautious.** ... PagerDuty’s costs scale aggressively as your team grows."}, {"id": "mai-20260917-0922-baseline|c130-s6|google-small|BigPanda", "prompt": "c130-s6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "BigPanda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**BigPanda & Moogsoft:** **Avoid.** ... prohibitively expensive and functionally useless."}, {"id": "mai-20260917-0922-baseline|c130-s6|google-small|Moogsoft", "prompt": "c130-s6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Moogsoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**BigPanda & Moogsoft:** **Avoid.**"}, {"id": "mai-20260917-0922-baseline|c130-s6|google-small|TaskCall", "prompt": "c130-s6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "TaskCall", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "**TaskCall or Squadcast:** Modern, cost-effective, and highly reliable alternatives to PagerDuty and Opsgenie with very transparent, SMB-friendly pricing."}, {"id": "mai-20260917-0922-baseline|c130-s6|google-small|Squadcast", "prompt": "c130-s6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Squadcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "**TaskCall or Squadcast:** Modern, cost-effective, and highly reliable alternatives"}, {"id": "mai-20260917-0922-baseline|c130-s6|google-small|incident.io", "prompt": "c130-s6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Highly recommended if your team heavily relies on Slack."}, {"id": "mai-20260917-0922-baseline|c130-s6|google-small|Pagerly", "prompt": "c130-s6", "model": "google-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Pagerly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "An incredibly cheap, flat-rate, Slack-first tool designed to manage on-call schedules"}, {"id": "mai-20260917-0922-baseline|c130-s6|meta-small|PagerDuty", "prompt": "c130-s6", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "platforms that are mentioned as not being ideal for small businesses include:\n\n* PagerDuty: It has a high total cost of ownership (TCO) due to add-ons"}, {"id": "mai-20260917-0922-baseline|c130-s6|meta-small|Opsgenie", "prompt": "c130-s6", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Opsgenie: It is being sunset in April 2027, and a mandatory migration is required."}, {"id": "mai-20260917-0922-baseline|c130-s6|meta-small|Grafana OnCall", "prompt": "c130-s6", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Grafana OnCall", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Grafana OnCall: The free tier is too small, and paid plans are expensive."}, {"id": "mai-20260917-0922-baseline|c130-s6|meta-small|Better Uptime", "prompt": "c130-s6", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Better Uptime", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Better Uptime: It lacks deep response coordination and can be quickly outgrown."}, {"id": "mai-20260917-0922-baseline|c130-s6|meta-small|Rootly", "prompt": "c130-s6", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Rootly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Rootly: It is cost-effective, scalable, and includes on-call and status page features."}, {"id": "mai-20260917-0922-baseline|c130-s6|meta-small|Zendesk Suite", "prompt": "c130-s6", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Zendesk Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "simple interface, centralized ticket management, and helpful knowledge libraries, making it suitable for medium to small businesses"}, {"id": "mai-20260917-0922-baseline|c130-s6|meta-small|NinjaOne", "prompt": "c130-s6", "model": "meta-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "NinjaOne: It is a unified IT operations platform that helps IT teams and managed service providers manage, secure, and support every endpoint"}, {"id": "mai-20260917-0922-baseline|c130-s6|minimax-small|ServiceNow", "prompt": "c130-s6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "While powerful, it's designed for large organizations with dedicated IT teams. High complexity, expensive, and often overkill for small businesses"}, {"id": "mai-20260917-0922-baseline|c130-s6|minimax-small|Intelex", "prompt": "c130-s6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Intelex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Heavy-duty EHS platforms (like Intelex, Cority, Benchmark Gensuite) - These can cost $15,000+/year and require dedicated staff to manage"}, {"id": "mai-20260917-0922-baseline|c130-s6|minimax-small|Cority", "prompt": "c130-s6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Cority", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These can cost $15,000+/year and require dedicated staff to manage"}, {"id": "mai-20260917-0922-baseline|c130-s6|minimax-small|Benchmark Gensuite", "prompt": "c130-s6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Benchmark Gensuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These can cost $15,000+/year and require dedicated staff to manage"}, {"id": "mai-20260917-0922-baseline|c130-s6|minimax-small|xMatters", "prompt": "c130-s6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "xMatters", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Users consistently report complex setup, steep learning curves, and difficult configuration"}, {"id": "mai-20260917-0922-baseline|c130-s6|minimax-small|incident.io", "prompt": "c130-s6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Some users report confusing initial configuration, especially around escalation paths"}, {"id": "mai-20260917-0922-baseline|c130-s6|minimax-small|Better Stack", "prompt": "c130-s6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Better Stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Start with freemium tools like Better Stack, PagerDuty, or Freshservice"}, {"id": "mai-20260917-0922-baseline|c130-s6|minimax-small|PagerDuty", "prompt": "c130-s6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Start with freemium tools like Better Stack, PagerDuty, or Freshservice"}, {"id": "mai-20260917-0922-baseline|c130-s6|minimax-small|Freshservice", "prompt": "c130-s6", "model": "minimax-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Start with freemium tools like Better Stack, PagerDuty, or Freshservice"}, {"id": "mai-20260917-0922-baseline|c130-s6|mistral-small|Opsgenie", "prompt": "c130-s6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "It is being sunsetted in April 2027, which means mandatory migration will be required, making it a risky choice for long-term use."}, {"id": "mai-20260917-0922-baseline|c130-s6|mistral-small|PagerDuty", "prompt": "c130-s6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it has a high total cost of ownership (TCO) due to add-ons and a web-first UI that can cause friction"}, {"id": "mai-20260917-0922-baseline|c130-s6|mistral-small|Grafana OnCall", "prompt": "c130-s6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Grafana OnCall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Its free tier is too limited (only 3 users max), and paid plans are expensive"}, {"id": "mai-20260917-0922-baseline|c130-s6|mistral-small|incident.io", "prompt": "c130-s6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Known for restrictive pricing tiers that can quickly become unaffordable as your team grows."}, {"id": "mai-20260917-0922-baseline|c130-s6|mistral-small|Better Uptime", "prompt": "c130-s6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Better Uptime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Lacks deep response coordination and may be quickly outgrown"}, {"id": "mai-20260917-0922-baseline|c130-s6|mistral-small|Zendesk Suite", "prompt": "c130-s6", "model": "mistral-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Zendesk Suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Zendesk Suite is better suited for ticketing and customer support rather than structured incident response"}, {"id": "mai-20260917-0922-baseline|c130-s6|moonshot-small|ServiceNow", "prompt": "c130-s6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid/caution:** Despite being a market leader, ServiceNow is widely cited as problematic for small businesses"}, {"id": "mai-20260917-0922-baseline|c130-s6|moonshot-small|PagerDuty", "prompt": "c130-s6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why to approach with caution:** While popular, PagerDuty has specific pain points for small businesses"}, {"id": "mai-20260917-0922-baseline|c130-s6|moonshot-small|Splunk", "prompt": "c130-s6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid:** Splunk's incident management capabilities are part of a massive data platform"}, {"id": "mai-20260917-0922-baseline|c130-s6|moonshot-small|BMC Remedy", "prompt": "c130-s6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "BMC Remedy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Legacy Enterprise Platforms (BMC Remedy, IBM, CA Technologies)**\n**Why to avoid:**"}, {"id": "mai-20260917-0922-baseline|c130-s6|moonshot-small|IBM", "prompt": "c130-s6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Legacy Enterprise Platforms (BMC Remedy, IBM, CA Technologies)**\n**Why to avoid:**"}, {"id": "mai-20260917-0922-baseline|c130-s6|moonshot-small|CA Technologies", "prompt": "c130-s6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "CA Technologies", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Legacy Enterprise Platforms (BMC Remedy, IBM, CA Technologies)**\n**Why to avoid:**"}, {"id": "mai-20260917-0922-baseline|c130-s6|moonshot-small|Spike.sh", "prompt": "c130-s6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Spike.sh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "| **Spike.sh** | $7–14/user/month | Price-conscious teams |"}, {"id": "mai-20260917-0922-baseline|c130-s6|moonshot-small|Squadcast", "prompt": "c130-s6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "| **Squadcast** | ~$9/user/month | Small teams needing on-call |"}, {"id": "mai-20260917-0922-baseline|c130-s6|moonshot-small|Grafana OnCall", "prompt": "c130-s6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Grafana OnCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Free (3 users), then affordable | Teams already using Grafana"}, {"id": "mai-20260917-0922-baseline|c130-s6|moonshot-small|incident.io", "prompt": "c130-s6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Self-serve setup (incident.io, Rootly)"}, {"id": "mai-20260917-0922-baseline|c130-s6|moonshot-small|Better Uptime", "prompt": "c130-s6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Better Uptime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "| **Better Uptime** | ~$170/month flat | Simple monitoring + incidents |"}, {"id": "mai-20260917-0922-baseline|c130-s6|moonshot-small|Rootly", "prompt": "c130-s6", "model": "moonshot-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "| **Rootly** | Competitive flat pricing | Workflow automation needs |"}, {"id": "mai-20260917-0922-baseline|c130-s6|openai-small|Opsgenie", "prompt": "c130-s6", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Opsgenie is the clearest example right now: Atlassian says new sales ended June 4, 2025... That makes it a poor choice for a new small business"}, {"id": "mai-20260917-0922-baseline|c130-s6|openai-small|Jira Service Management", "prompt": "c130-s6", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Atlassian's own pricing shows Opsgenie/Jira Service Management incident features scale by tier, and some capabilities move into Premium/Enterprise levels."}, {"id": "mai-20260917-0922-baseline|c130-s6|openai-small|Compass", "prompt": "c130-s6", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Compass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Atlassian explicitly directs Opsgenie customers to migrate to Jira Service Management or Compass."}, {"id": "mai-20260917-0922-baseline|c130-s6|openai-small|PagerDuty", "prompt": "c130-s6", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a buyer's checklist for comparing PagerDuty, Jira Service Management, xMatters, Squadcast, etc."}, {"id": "mai-20260917-0922-baseline|c130-s6|openai-small|xMatters", "prompt": "c130-s6", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "xMatters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparing PagerDuty, Jira Service Management, xMatters, Squadcast, etc."}, {"id": "mai-20260917-0922-baseline|c130-s6|openai-small|Squadcast", "prompt": "c130-s6", "model": "openai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Squadcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "comparing PagerDuty, Jira Service Management, xMatters, Squadcast, etc."}, {"id": "mai-20260917-0922-baseline|c130-s6|xai-small|ServiceNow IT Service Management", "prompt": "c130-s6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow IT Service Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why avoid/caution: Frequently criticized for high licensing and implementation costs ... Best avoided if: You're not a mid-to-large enterprise."}, {"id": "mai-20260917-0922-baseline|c130-s6|xai-small|Freshservice", "prompt": "c130-s6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Look for instead: Affordable, easy tools like NinjaOne, Freshservice ($19/agent/mo)"}, {"id": "mai-20260917-0922-baseline|c130-s6|xai-small|Zoho Desk", "prompt": "c130-s6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Smaller alternatives like Freshservice or Zoho Desk handle basics cheaper."}, {"id": "mai-20260917-0922-baseline|c130-s6|xai-small|PagerDuty", "prompt": "c130-s6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "making it expensive for small teams. Reviews note complex UI, alert overload, and setup time"}, {"id": "mai-20260917-0922-baseline|c130-s6|xai-small|Hyperping", "prompt": "c130-s6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Hyperping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Opt for flat-rate tools like Hyperping ($24/mo) or Squadcast."}, {"id": "mai-20260917-0922-baseline|c130-s6|xai-small|Squadcast", "prompt": "c130-s6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Squadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Opt for flat-rate tools like Hyperping ($24/mo) or Squadcast."}, {"id": "mai-20260917-0922-baseline|c130-s6|xai-small|Jira Service Management (Atlassian)", "prompt": "c130-s6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Best avoided if: Not already in Atlassian ecosystem."}, {"id": "mai-20260917-0922-baseline|c130-s6|xai-small|monday.com", "prompt": "c130-s6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Try monday.com or ClickUp for lighter workflows."}, {"id": "mai-20260917-0922-baseline|c130-s6|xai-small|ClickUp", "prompt": "c130-s6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Try monday.com or ClickUp for lighter workflows."}, {"id": "mai-20260917-0922-baseline|c130-s6|xai-small|BMC Helix", "prompt": "c130-s6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Overkill enterprise ITSM suites (e.g., BMC Helix, Ivanti): Heavy ITIL compliance, customization costs, and admin overhead"}, {"id": "mai-20260917-0922-baseline|c130-s6|xai-small|Ivanti", "prompt": "c130-s6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Overkill enterprise ITSM suites (e.g., BMC Helix, Ivanti): Heavy ITIL compliance, customization costs, and admin overhead"}, {"id": "mai-20260917-0922-baseline|c130-s6|xai-small|NinjaOne", "prompt": "c130-s6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Look for instead: Affordable, easy tools like NinjaOne"}, {"id": "mai-20260917-0922-baseline|c130-s6|xai-small|incident.io", "prompt": "c130-s6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "incident.io ($15/user/mo), or free tiers in Better Stack/Hyperping"}, {"id": "mai-20260917-0922-baseline|c130-s6|xai-small|Better Stack", "prompt": "c130-s6", "model": "xai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "free tiers in Better Stack/Hyperping"}, {"id": "mai-20260917-0922-baseline|c130-s6|zai-small|OpsGenie", "prompt": "c130-s6", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "OpsGenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "OpsGenie (Absolute Avoid) ... Recommendation: Do not purchase OpsGenie."}, {"id": "mai-20260917-0922-baseline|c130-s6|zai-small|Jira Service Management (JSM)", "prompt": "c130-s6", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Existing customers are being forced to migrate to **Jira Service Management (JSM)**."}, {"id": "mai-20260917-0922-baseline|c130-s6|zai-small|Rootly", "prompt": "c130-s6", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Rootly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look for modern alternatives like Rootly, FireHydrant, or incident.io."}, {"id": "mai-20260917-0922-baseline|c130-s6|zai-small|FireHydrant", "prompt": "c130-s6", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "FireHydrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look for modern alternatives like Rootly, FireHydrant, or incident.io."}, {"id": "mai-20260917-0922-baseline|c130-s6|zai-small|incident.io", "prompt": "c130-s6", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look for modern alternatives like Rootly, FireHydrant, or incident.io."}, {"id": "mai-20260917-0922-baseline|c130-s6|zai-small|ServiceNow", "prompt": "c130-s6", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "ServiceNow (High Caution) ... notoriously difficult to implement"}, {"id": "mai-20260917-0922-baseline|c130-s6|zai-small|Splunk On-Call", "prompt": "c130-s6", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "Splunk On-Call", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Caution regarding Total Cost ... significantly increases the total cost of ownership"}, {"id": "mai-20260917-0922-baseline|c130-s6|zai-small|PagerDuty", "prompt": "c130-s6", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "PagerDuty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "PagerDuty (Caution regarding Pricing/Scale) ... this can become very expensive"}, {"id": "mai-20260917-0922-baseline|c130-s6|zai-small|BigPanda", "prompt": "c130-s6", "model": "zai-small", "cat": "incident-management-and-on-call", "variant": "negative", "raw": "BigPanda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "For a small business with simple infrastructure, this is likely overkill"}, {"id": "mai-20260917-0922-baseline|c131-l1|alibaba-small|ServiceNow", "prompt": "c131-l1", "model": "alibaba-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow is widely considered the gold standard for large enterprises."}, {"id": "mai-20260917-0922-baseline|c131-l1|alibaba-small|BMC Helix", "prompt": "c131-l1", "model": "alibaba-small", "cat": "it-service-management", "variant": "direct", "raw": "BMC Helix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BMC Helix is a direct competitor to ServiceNow and is particularly strong if your enterprise focuses on Artificial Intelligence"}, {"id": "mai-20260917-0922-baseline|c131-l1|alibaba-small|Jira Service Management (JSM)", "prompt": "c131-l1", "model": "alibaba-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your engineering teams already live in the Atlassian ecosystem (Jira, Confluence), JSM is often the most logical choice."}, {"id": "mai-20260917-0922-baseline|c131-l1|alibaba-small|Freshservice", "prompt": "c131-l1", "model": "alibaba-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Balance of Ease-of-Use & Enterprise Features: Freshservice"}, {"id": "mai-20260917-0922-baseline|c131-l1|anthropic-small|ServiceNow", "prompt": "c131-l1", "model": "anthropic-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow is identified as the leading platform for large enterprise use cases."}, {"id": "mai-20260917-0922-baseline|c131-l1|anthropic-small|BMC Helix", "prompt": "c131-l1", "model": "anthropic-small", "cat": "it-service-management", "variant": "direct", "raw": "BMC Helix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BMC Helix is among the leaders in enterprise service management"}, {"id": "mai-20260917-0922-baseline|c131-l1|anthropic-small|Freshservice", "prompt": "c131-l1", "model": "anthropic-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Freshservice gives mid-market teams full ITIL coverage"}, {"id": "mai-20260917-0922-baseline|c131-l1|anthropic-small|TeamDynamix", "prompt": "c131-l1", "model": "anthropic-small", "cat": "it-service-management", "variant": "direct", "raw": "TeamDynamix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "named a Challenger in the 2026 Gartner Magic Quadrant for ITSM Platforms"}, {"id": "mai-20260917-0922-baseline|c131-l1|anthropic-small|Console", "prompt": "c131-l1", "model": "anthropic-small", "cat": "it-service-management", "variant": "direct", "raw": "Console", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Console is positioned as the top pick for AI-native ITSM"}, {"id": "mai-20260917-0922-baseline|c131-l1|challenger-small|ServiceNow IT Service Management", "prompt": "c131-l1", "model": "challenger-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow IT Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow IT Service Management** is the strongest overall choice"}, {"id": "mai-20260917-0922-baseline|c131-l1|challenger-small|TeamDynamix", "prompt": "c131-l1", "model": "challenger-small", "cat": "it-service-management", "variant": "direct", "raw": "TeamDynamix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want lower admin overhead and faster deployment:** **TeamDynamix**"}, {"id": "mai-20260917-0922-baseline|c131-l1|challenger-small|BMC Helix", "prompt": "c131-l1", "model": "challenger-small", "cat": "it-service-management", "variant": "direct", "raw": "BMC Helix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for regulated, compliance-heavy enterprises:** **BMC Helix**"}, {"id": "mai-20260917-0922-baseline|c131-l1|challenger-small|Jira Service Management", "prompt": "c131-l1", "model": "challenger-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Jira Service Management** if your service teams work closely with engineering"}, {"id": "mai-20260917-0922-baseline|c131-l1|deepseek-small|ServiceNow", "prompt": "c131-l1", "model": "deepseek-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: **ServiceNow** ... is the market leader and the default choice"}, {"id": "mai-20260917-0922-baseline|c131-l1|deepseek-small|Jira Service Management", "prompt": "c131-l1", "model": "deepseek-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jira Service Management** is the strongest pragmatic contender"}, {"id": "mai-20260917-0922-baseline|c131-l1|deepseek-small|BMC Helix", "prompt": "c131-l1", "model": "deepseek-small", "cat": "it-service-management", "variant": "direct", "raw": "BMC Helix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BMC Helix** is the main ServiceNow challenger"}, {"id": "mai-20260917-0922-baseline|c131-l1|deepseek-small|Ivanti Neurons", "prompt": "c131-l1", "model": "deepseek-small", "cat": "it-service-management", "variant": "direct", "raw": "Ivanti Neurons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-to-large enterprise with security-first IT focus"}, {"id": "mai-20260917-0922-baseline|c131-l1|deepseek-small|Freshservice", "prompt": "c131-l1", "model": "deepseek-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less suited to huge enterprise complexity"}, {"id": "mai-20260917-0922-baseline|c131-l1|deepseek-small|ManageEngine ServiceDesk Plus", "prompt": "c131-l1", "model": "deepseek-small", "cat": "it-service-management", "variant": "direct", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget option (~$12/tech/mo) with decent ITIL coverage"}, {"id": "mai-20260917-0922-baseline|c131-l1|google-small|ServiceNow", "prompt": "c131-l1", "model": "google-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow: The \"Enterprise Gold Standard\" ... remains the undisputed heavy hitter in the enterprise market"}, {"id": "mai-20260917-0922-baseline|c131-l1|google-small|Jira Service Management (Atlassian)", "prompt": "c131-l1", "model": "google-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your B2B enterprise builds, sells, or maintains software, Jira Service Management (JSM) is often the superior choice."}, {"id": "mai-20260917-0922-baseline|c131-l1|google-small|Freshservice (Freshworks)", "prompt": "c131-l1", "model": "google-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice (Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High Usability & Rapid ROI"}, {"id": "mai-20260917-0922-baseline|c131-l1|meta-small|TeamDynamix", "prompt": "c131-l1", "model": "meta-small", "cat": "it-service-management", "variant": "direct", "raw": "TeamDynamix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top ITSM platforms include TeamDynamix, which offers no-code IT Service Management (ITSM/ESM) with enterprise automation and integration."}, {"id": "mai-20260917-0922-baseline|c131-l1|minimax-small|ServiceNow", "prompt": "c131-l1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely considered the market leader for large enterprises... **ServiceNow** or **Atlassian Jira Service Management** would be the safest bets"}, {"id": "mai-20260917-0922-baseline|c131-l1|minimax-small|Atlassian (Jira Service Management)", "prompt": "c131-l1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "Atlassian (Jira Service Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ServiceNow** or **Atlassian Jira Service Management** would be the safest bets"}, {"id": "mai-20260917-0922-baseline|c131-l1|minimax-small|Freshservice (Freshworks)", "prompt": "c131-l1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice (Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong AI capabilities with \"Freshservice AI\" - User-friendly interface"}, {"id": "mai-20260917-0922-baseline|c131-l1|minimax-small|BMC Helix", "prompt": "c131-l1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BMC Helix** - Enterprise-focused, strong automation"}, {"id": "mai-20260917-0922-baseline|c131-l1|minimax-small|Microsoft Dynamics 365 ITSM", "prompt": "c131-l1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "Microsoft Dynamics 365 ITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if already in Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c131-l1|minimax-small|Aisera", "prompt": "c131-l1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "Aisera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-native platform, strong in automation (new entrant in Gartner MQ)"}, {"id": "mai-20260917-0922-baseline|c131-l1|minimax-small|Moveworks", "prompt": "c131-l1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-focused, newer player"}, {"id": "mai-20260917-0922-baseline|c131-l1|mistral-small|ServiceNow", "prompt": "c131-l1", "model": "mistral-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow** is the best overall choice if budget and complexity are not concerns"}, {"id": "mai-20260917-0922-baseline|c131-l1|mistral-small|BMC Helix", "prompt": "c131-l1", "model": "mistral-small", "cat": "it-service-management", "variant": "direct", "raw": "BMC Helix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BMC Helix** is best for enterprises with complex legacy systems and a need for predictive analytics."}, {"id": "mai-20260917-0922-baseline|c131-l1|mistral-small|Freshservice (Enterprise)", "prompt": "c131-l1", "model": "mistral-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a compelling alternative"}, {"id": "mai-20260917-0922-baseline|c131-l1|moonshot-small|ServiceNow", "prompt": "c131-l1", "model": "moonshot-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow** remains the gold standard if you have the budget and resources to support it"}, {"id": "mai-20260917-0922-baseline|c131-l1|moonshot-small|BMC Helix (formerly Remedy)", "prompt": "c131-l1", "model": "moonshot-small", "cat": "it-service-management", "variant": "direct", "raw": "BMC Helix (formerly Remedy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Large enterprises with complex infrastructure, mainframes"}, {"id": "mai-20260917-0922-baseline|c131-l1|moonshot-small|Jira Service Management (Atlassian)", "prompt": "c131-l1", "model": "moonshot-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jira Service Management** is increasingly becoming the preferred choice for B2B enterprises"}, {"id": "mai-20260917-0922-baseline|c131-l1|moonshot-small|Freshservice (Freshworks)", "prompt": "c131-l1", "model": "moonshot-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice (Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your organization is mid-market ... **Freshservice** offers an excellent balance of features and simplicity"}, {"id": "mai-20260917-0922-baseline|c131-l1|openai-small|ServiceNow", "prompt": "c131-l1", "model": "openai-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is **ServiceNow**"}, {"id": "mai-20260917-0922-baseline|c131-l1|openai-small|Jira Service Management", "prompt": "c131-l1", "model": "openai-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often best if your company is already heavily standardized on Atlassian tools"}, {"id": "mai-20260917-0922-baseline|c131-l1|openai-small|BMC Helix", "prompt": "c131-l1", "model": "openai-small", "cat": "it-service-management", "variant": "direct", "raw": "BMC Helix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you want strong enterprise ITSM but are evaluating alternatives to ServiceNow"}, {"id": "mai-20260917-0922-baseline|c131-l1|openai-small|Ivanti", "prompt": "c131-l1", "model": "openai-small", "cat": "it-service-management", "variant": "direct", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you want strong enterprise ITSM but are evaluating alternatives to ServiceNow"}, {"id": "mai-20260917-0922-baseline|c131-l1|openai-small|Freshservice", "prompt": "c131-l1", "model": "openai-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "usually less of a default choice for very large, highly governed enterprises"}, {"id": "mai-20260917-0922-baseline|c131-l1|xai-small|ServiceNow", "prompt": "c131-l1", "model": "xai-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow consistently ranks as the top choice for large enterprises"}, {"id": "mai-20260917-0922-baseline|c131-l1|xai-small|BMC Helix", "prompt": "c131-l1", "model": "xai-small", "cat": "it-service-management", "variant": "direct", "raw": "BMC Helix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Complex, multi-cloud ops & legacy systems | Cognitive automation... | Lower ratings (G2 ~3.7/5)"}, {"id": "mai-20260917-0922-baseline|c131-l1|xai-small|Jira Service Management", "prompt": "c131-l1", "model": "xai-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Atlassian/Jira dev teams, agile IT ... Less depth for non-ITIL needs"}, {"id": "mai-20260917-0922-baseline|c131-l1|xai-small|Freshservice", "prompt": "c131-l1", "model": "xai-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Scaling enterprises wanting quick ROI ... Less for ultra-complex scale"}, {"id": "mai-20260917-0922-baseline|c131-l1|xai-small|Ivanti Neurons", "prompt": "c131-l1", "model": "xai-small", "cat": "it-service-management", "variant": "direct", "raw": "Ivanti Neurons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Security-focused endpoint management ... Narrower ITSM scope"}, {"id": "mai-20260917-0922-baseline|c131-l1|zai-small|ServiceNow IT Service Management", "prompt": "c131-l1", "model": "zai-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow IT Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B enterprises with complex, multi‑department IT service demands, **ServiceNow IT Service Management** remains the most robust, scalable, and future‑proof platform."}, {"id": "mai-20260917-0922-baseline|c131-l1|zai-small|BMC Helix ITSM", "prompt": "c131-l1", "model": "zai-small", "cat": "it-service-management", "variant": "direct", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Legacy BMC Remedy environment needing modernization** | BMC Helix ITSM (preserves existing investments while moving to cloud)."}, {"id": "mai-20260917-0922-baseline|c131-l1|zai-small|Jira Service Management", "prompt": "c131-l1", "model": "zai-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Strong Atlassian ecosystem already in place** | Jira Service Management (cost‑effective, tight integration)."}, {"id": "mai-20260917-0922-baseline|c131-l1|zai-small|Ivanti Neurons for ITSM", "prompt": "c131-l1", "model": "zai-small", "cat": "it-service-management", "variant": "direct", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ivanti Neurons for ITSM (security‑first, integrated with endpoint management)."}, {"id": "mai-20260917-0922-baseline|c131-l1|zai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-l1", "model": "zai-small", "cat": "it-service-management", "variant": "direct", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Budget‑constrained mid‑large enterprise** | ManageEngine ServiceDesk Plus or Freshservice (good feature set at lower price)."}, {"id": "mai-20260917-0922-baseline|c131-l1|zai-small|Freshservice", "prompt": "c131-l1", "model": "zai-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ManageEngine ServiceDesk Plus or Freshservice (good feature set at lower price)."}, {"id": "mai-20260917-0922-baseline|c131-l2|alibaba-small|ServiceNow IT Service Management", "prompt": "c131-l2", "model": "alibaba-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ServiceNow IT Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **ServiceNow**. It remains the industry benchmark for large B2B enterprises."}, {"id": "mai-20260917-0922-baseline|c131-l2|alibaba-small|Jira Service Management (JSM)", "prompt": "c131-l2", "model": "alibaba-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It has matured significantly and is now the top alternative for large tech-adaptive organizations."}, {"id": "mai-20260917-0922-baseline|c131-l2|alibaba-small|Zendesk Enterprise", "prompt": "c131-l2", "model": "alibaba-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zendesk Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Only consider Zendesk/Freshservice** if IT service delivery is secondary to customer operations"}, {"id": "mai-20260917-0922-baseline|c131-l2|alibaba-small|Freshservice", "prompt": "c131-l2", "model": "alibaba-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Historically lighter on core ITSM mechanics (CMDB, formal change management, ITIL depth)"}, {"id": "mai-20260917-0922-baseline|c131-l2|anthropic-small|ServiceNow", "prompt": "c131-l2", "model": "anthropic-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow** is the most comprehensive for complex, multi-departmental needs"}, {"id": "mai-20260917-0922-baseline|c131-l2|anthropic-small|Zendesk", "prompt": "c131-l2", "model": "anthropic-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zendesk** offers a better balance of power and ease of use"}, {"id": "mai-20260917-0922-baseline|c131-l2|anthropic-small|Freshservice", "prompt": "c131-l2", "model": "anthropic-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-to-large enterprises"}, {"id": "mai-20260917-0922-baseline|c131-l2|anthropic-small|Jira Service Management", "prompt": "c131-l2", "model": "anthropic-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already use Jira"}, {"id": "mai-20260917-0922-baseline|c131-l2|challenger-small|ServiceNow IT Service Management", "prompt": "c131-l2", "model": "challenger-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ServiceNow IT Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **ServiceNow IT Service Management**"}, {"id": "mai-20260917-0922-baseline|c131-l2|challenger-small|Jira Service Management", "prompt": "c131-l2", "model": "challenger-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a strong alternative, **Jira Service Management** is often the better starting point"}, {"id": "mai-20260917-0922-baseline|c131-l2|challenger-small|Salesforce Service Cloud", "prompt": "c131-l2", "model": "challenger-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Salesforce Service Cloud** is a good fit when service data and workflows need to stay inside the Salesforce ecosystem"}, {"id": "mai-20260917-0922-baseline|c131-l2|challenger-small|HaloITSM", "prompt": "c131-l2", "model": "challenger-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "HaloITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "positioned more as a strong IT help desk option than the default enterprise standard"}, {"id": "mai-20260917-0922-baseline|c131-l2|deepseek-small|ServiceNow ITSM", "prompt": "c131-l2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow ITSM** is the tool most industry sources consistently recommend as the best fit for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c131-l2|deepseek-small|BMC Helix", "prompt": "c131-l2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "BMC Helix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for large enterprises with complex hybrid infrastructure and an emphasis on AI-led automation."}, {"id": "mai-20260917-0922-baseline|c131-l2|deepseek-small|Ivanti Neurons", "prompt": "c131-l2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Ivanti Neurons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great if you have a large, complex endpoint estate"}, {"id": "mai-20260917-0922-baseline|c131-l2|deepseek-small|Freshservice", "prompt": "c131-l2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The best \"fast time-to-value\" option if you want clean, predictable per-agent pricing"}, {"id": "mai-20260917-0922-baseline|c131-l2|deepseek-small|Zendesk", "prompt": "c131-l2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern, employee-centric options that are easier to deploy... though less deep on heavy ITIL/CMDB coverage"}, {"id": "mai-20260917-0922-baseline|c131-l2|deepseek-small|Atlassian Jira Service Management", "prompt": "c131-l2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Atlassian Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Freshservice** or **Jira Service Management** are excellent."}, {"id": "mai-20260917-0922-baseline|c131-l2|google-small|ServiceNow", "prompt": "c131-l2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow remains the undisputed heavyweight champion of the enterprise market."}, {"id": "mai-20260917-0922-baseline|c131-l2|google-small|Jira Service Management", "prompt": "c131-l2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Jira Service Management is the strongest choice."}, {"id": "mai-20260917-0922-baseline|c131-l2|google-small|Freshservice", "prompt": "c131-l2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Freshservice is an outstanding option."}, {"id": "mai-20260917-0922-baseline|c131-l2|google-small|HaloITSM", "prompt": "c131-l2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "HaloITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HaloITSM has emerged as one of the highest-rated ITSM platforms for mid-to-large enterprises."}, {"id": "mai-20260917-0922-baseline|c131-l2|meta-small|ServiceNow", "prompt": "c131-l2", "model": "meta-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best IT service desk and ticketing tool for a large B2B company with thousands of employees would be ServiceNow"}, {"id": "mai-20260917-0922-baseline|c131-l2|minimax-small|ServiceNow", "prompt": "c131-l2", "model": "minimax-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **ServiceNow** if budget allows, as it's the industry standard for large enterprise ITSM"}, {"id": "mai-20260917-0922-baseline|c131-l2|minimax-small|Jira Service Management", "prompt": "c131-l2", "model": "minimax-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jira Service Management** or **Freshservice** would be excellent choices"}, {"id": "mai-20260917-0922-baseline|c131-l2|minimax-small|Freshservice", "prompt": "c131-l2", "model": "minimax-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jira Service Management** or **Freshservice** would be excellent choices"}, {"id": "mai-20260917-0922-baseline|c131-l2|minimax-small|ManageEngine ServiceDesk Plus", "prompt": "c131-l2", "model": "minimax-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best Value... UI feels dated compared to newer tools"}, {"id": "mai-20260917-0922-baseline|c131-l2|minimax-small|Zendesk", "prompt": "c131-l2", "model": "minimax-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More focused on support than full ITSM"}, {"id": "mai-20260917-0922-baseline|c131-l2|moonshot-small|ServiceNow", "prompt": "c131-l2", "model": "moonshot-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: ServiceNow"}, {"id": "mai-20260917-0922-baseline|c131-l2|moonshot-small|Jira Service Management (JSM)", "prompt": "c131-l2", "model": "moonshot-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jira Service Management** offers a strong middle ground"}, {"id": "mai-20260917-0922-baseline|c131-l2|moonshot-small|Freshservice", "prompt": "c131-l2", "model": "moonshot-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: Freshservice"}, {"id": "mai-20260917-0922-baseline|c131-l2|openai-small|ServiceNow", "prompt": "c131-l2", "model": "openai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **ServiceNow**"}, {"id": "mai-20260917-0922-baseline|c131-l2|openai-small|Jira Service Management", "prompt": "c131-l2", "model": "openai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jira Service Management** is the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c131-l2|openai-small|Freshservice", "prompt": "c131-l2", "model": "openai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side comparison of ServiceNow vs Jira Service Management vs Freshservice"}, {"id": "mai-20260917-0922-baseline|c131-l2|xai-small|ServiceNow", "prompt": "c131-l2", "model": "xai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow** is my top recommendation for a large B2B company with thousands of employees."}, {"id": "mai-20260917-0922-baseline|c131-l2|xai-small|Jira Service Management", "prompt": "c131-l2", "model": "xai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Scales well to thousands but lighter on non-IT services."}, {"id": "mai-20260917-0922-baseline|c131-l2|xai-small|BMC Helix", "prompt": "c131-l2", "model": "xai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "BMC Helix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You need AI-heavy automation for complex hybrid infra."}, {"id": "mai-20260917-0922-baseline|c131-l2|xai-small|Freshservice", "prompt": "c131-l2", "model": "xai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "User-friendly, affordable, but may strain at true enterprise volumes."}, {"id": "mai-20260917-0922-baseline|c131-l2|zai-small|ServiceNow ITSM", "prompt": "c131-l2", "model": "zai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is **ServiceNow ITSM**. It's the market-leading enterprise ITSM platform"}, {"id": "mai-20260917-0922-baseline|c131-l2|zai-small|Jira Service Management (Atlassian)", "prompt": "c131-l2", "model": "zai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jira Service Management** or **Zendesk for IT** are solid alternatives."}, {"id": "mai-20260917-0922-baseline|c131-l2|zai-small|Zendesk for IT (Zendesk)", "prompt": "c131-l2", "model": "zai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zendesk for IT (Zendesk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jira Service Management** or **Zendesk for IT** are solid alternatives."}, {"id": "mai-20260917-0922-baseline|c131-l2|zai-small|Freshservice (Freshworks)", "prompt": "c131-l2", "model": "zai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice (Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a mid-market or rapidly growing company, **Freshservice** can be a good fit for ITSM alone."}, {"id": "mai-20260917-0922-baseline|c131-l3|alibaba-small|ServiceNow", "prompt": "c131-l3", "model": "alibaba-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow is widely considered the gold standard for Fortune 500 companies."}, {"id": "mai-20260917-0922-baseline|c131-l3|alibaba-small|BMC Helix (and Remedy)", "prompt": "c131-l3", "model": "alibaba-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix (and Remedy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **BMC** if you have complex legacy infrastructure, require deep object-oriented data modeling"}, {"id": "mai-20260917-0922-baseline|c131-l3|alibaba-small|Atlassian (Jira Service Management)", "prompt": "c131-l3", "model": "alibaba-small", "cat": "it-service-management", "variant": "comparative", "raw": "Atlassian (Jira Service Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Atlassian** if your primary goal is bridging the gap between your developers and the help desk"}, {"id": "mai-20260917-0922-baseline|c131-l3|alibaba-small|Ivanti", "prompt": "c131-l3", "model": "alibaba-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Ivanti** if your biggest pain point is keeping track of hardware assets, patching, and vulnerability management"}, {"id": "mai-20260917-0922-baseline|c131-l3|alibaba-small|Freshservice (by Freshworks)", "prompt": "c131-l3", "model": "alibaba-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice (by Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For:** Enterprises that find ServiceNow too slow/clunky but need more power than basic Zendesk offers."}, {"id": "mai-20260917-0922-baseline|c131-l3|alibaba-small|Zendesk", "prompt": "c131-l3", "model": "alibaba-small", "cat": "it-service-management", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "need more power than basic Zendesk offers"}, {"id": "mai-20260917-0922-baseline|c131-l3|anthropic-small|ServiceNow", "prompt": "c131-l3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large enterprises with substantial budgets and dedicated platform teams who need a highly customizable, broadly scoped service management environment"}, {"id": "mai-20260917-0922-baseline|c131-l3|anthropic-small|Jira Service Management", "prompt": "c131-l3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Widely used by technology and development teams, with native integration with Jira Software"}, {"id": "mai-20260917-0922-baseline|c131-l3|anthropic-small|Freshservice", "prompt": "c131-l3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cloud-native ITSM platform with a strong focus on ease of use and fast time to value"}, {"id": "mai-20260917-0922-baseline|c131-l3|anthropic-small|BMC Helix", "prompt": "c131-l3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BMC Helix (enterprise legacy)"}, {"id": "mai-20260917-0922-baseline|c131-l3|anthropic-small|Ivanti", "prompt": "c131-l3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "ServiceNow and Ivanti offer the depth, and the cost, that comes with it"}, {"id": "mai-20260917-0922-baseline|c131-l3|anthropic-small|ManageEngine ServiceDesk Plus", "prompt": "c131-l3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ManageEngine ServiceDesk Plus (cost-conscious mid-market)"}, {"id": "mai-20260917-0922-baseline|c131-l3|anthropic-small|SolarWinds Service Desk", "prompt": "c131-l3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SolarWinds Service Desk (SolarWinds stack)"}, {"id": "mai-20260917-0922-baseline|c131-l3|challenger-small|ServiceNow", "prompt": "c131-l3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow is the most common \"enterprise standard\" because it combines incident, change, workflow automation, reporting, and a very deep CMDB in one platform"}, {"id": "mai-20260917-0922-baseline|c131-l3|challenger-small|BMC Helix ITSM", "prompt": "c131-l3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong enterprise ITSM with deep discovery/CMDB orientation and AIOps focus."}, {"id": "mai-20260917-0922-baseline|c131-l3|challenger-small|Ivanti Neurons for ITSM", "prompt": "c131-l3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better fit when ITSM must align closely with endpoint management and security operations."}, {"id": "mai-20260917-0922-baseline|c131-l3|challenger-small|Jira Service Management Enterprise", "prompt": "c131-l3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when ITSM needs to integrate tightly with engineering/DevOps workflows."}, {"id": "mai-20260917-0922-baseline|c131-l3|challenger-small|Freshservice Enterprise", "prompt": "c131-l3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Faster deployment and simpler administration, with lighter enterprise depth than ServiceNow/BMC."}, {"id": "mai-20260917-0922-baseline|c131-l3|challenger-small|IBM Control Desk", "prompt": "c131-l3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "IBM Control Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Better when ITSM is tied to heavy asset/Maximo usage."}, {"id": "mai-20260917-0922-baseline|c131-l3|challenger-small|Xurrent", "prompt": "c131-l3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "Xurrent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Often chosen for multi-provider, government, education, or lower-admin-overhead use cases."}, {"id": "mai-20260917-0922-baseline|c131-l3|challenger-small|TeamDynamix", "prompt": "c131-l3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "TeamDynamix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "often favored where the priority is lower administrative burden or multi-organization service management"}, {"id": "mai-20260917-0922-baseline|c131-l3|deepseek-small|ServiceNow ITSM", "prompt": "c131-l3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need the most comprehensive, enterprise-wide platform and have the budget, **ServiceNow** dominates."}, {"id": "mai-20260917-0922-baseline|c131-l3|deepseek-small|BMC Helix ITSM", "prompt": "c131-l3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **BMC Helix** for infrastructure/AIOps-heavy operations"}, {"id": "mai-20260917-0922-baseline|c131-l3|deepseek-small|Jira Service Management", "prompt": "c131-l3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jira Service Management** for developer-led teams"}, {"id": "mai-20260917-0922-baseline|c131-l3|deepseek-small|Freshservice Enterprise", "prompt": "c131-l3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Freshservice** for balanced, faster deployments"}, {"id": "mai-20260917-0922-baseline|c131-l3|deepseek-small|Ivanti Neurons for ITSM", "prompt": "c131-l3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ivanti if you want endpoint security included"}, {"id": "mai-20260917-0922-baseline|c131-l3|deepseek-small|ManageEngine", "prompt": "c131-l3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Freshservice/ManageEngine for mid-market"}, {"id": "mai-20260917-0922-baseline|c131-l3|deepseek-small|SolarWinds Service Desk", "prompt": "c131-l3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SolarWinds Service Desk if you're in the SolarWinds stack"}, {"id": "mai-20260917-0922-baseline|c131-l3|deepseek-small|Console", "prompt": "c131-l3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Console", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-native challengers like Console/Serval are the leaders here"}, {"id": "mai-20260917-0922-baseline|c131-l3|deepseek-small|Serval", "prompt": "c131-l3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Serval", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-native challengers like Console/Serval are the leaders here"}, {"id": "mai-20260917-0922-baseline|c131-l3|google-small|ServiceNow ITSM", "prompt": "c131-l3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow is the undisputed market leader for Fortune 500 and global enterprises."}, {"id": "mai-20260917-0922-baseline|c131-l3|google-small|Jira Service Management (JSM) by Atlassian", "prompt": "c131-l3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management (JSM) by Atlassian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "JSM is the fastest-growing enterprise challenger, heavily favored by organizations that rely on software development."}, {"id": "mai-20260917-0922-baseline|c131-l3|google-small|BMC Helix ITSM", "prompt": "c131-l3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BMC Helix is a legacy heavyweight modernized for hybrid cloud and mainframe-heavy enterprise environments."}, {"id": "mai-20260917-0922-baseline|c131-l3|google-small|Freshservice by Freshworks", "prompt": "c131-l3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice by Freshworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Freshservice caters to the upper-mid-market and scaling enterprises by focusing on \"consumer-grade\" usability."}, {"id": "mai-20260917-0922-baseline|c131-l3|google-small|TeamDynamix", "prompt": "c131-l3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "TeamDynamix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "TeamDynamix is a highly rated alternative that has gained major enterprise traction"}, {"id": "mai-20260917-0922-baseline|c131-l3|meta-small|ServiceNow", "prompt": "c131-l3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow is considered the gold standard for enterprise-level ITSM"}, {"id": "mai-20260917-0922-baseline|c131-l3|meta-small|BMC Helix", "prompt": "c131-l3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BMC Helix is suitable for large-scale AIOps"}, {"id": "mai-20260917-0922-baseline|c131-l3|meta-small|Ivanti Neurons", "prompt": "c131-l3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top ITSM platforms include ServiceNow, BMC Helix, Ivanti Neurons"}, {"id": "mai-20260917-0922-baseline|c131-l3|meta-small|Jira Service Management", "prompt": "c131-l3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Jira Service Management is best for dev-aligned teams"}, {"id": "mai-20260917-0922-baseline|c131-l3|meta-small|Freshservice", "prompt": "c131-l3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Freshservice is ideal for mid-market simplicity"}, {"id": "mai-20260917-0922-baseline|c131-l3|meta-small|Zendesk", "prompt": "c131-l3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Freshservice, Zendesk, ManageEngine ServiceDesk Plus, and SolarWinds Service Desk"}, {"id": "mai-20260917-0922-baseline|c131-l3|meta-small|ManageEngine ServiceDesk Plus", "prompt": "c131-l3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ManageEngine ServiceDesk Plus, and SolarWinds Service Desk"}, {"id": "mai-20260917-0922-baseline|c131-l3|meta-small|SolarWinds Service Desk", "prompt": "c131-l3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ManageEngine ServiceDesk Plus, and SolarWinds Service Desk"}, {"id": "mai-20260917-0922-baseline|c131-l3|minimax-small|ServiceNow ITSM", "prompt": "c131-l3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fortune 1000 / Large Enterprise**: ServiceNow ITSM (deepest capabilities, highest cost)"}, {"id": "mai-20260917-0922-baseline|c131-l3|minimax-small|BMC Helix ITSM", "prompt": "c131-l3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternative for organizations standardized on BMC Discovery and TrueSight"}, {"id": "mai-20260917-0922-baseline|c131-l3|minimax-small|Jira Service Management", "prompt": "c131-l3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dev-centric organizations**: Jira Service Management (best integration with development tools)"}, {"id": "mai-20260917-0922-baseline|c131-l3|minimax-small|Freshservice Enterprise", "prompt": "c131-l3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market**: Freshservice (fastest deployment, modern UX)"}, {"id": "mai-20260917-0922-baseline|c131-l3|minimax-small|Ivanti Neurons", "prompt": "c131-l3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Unified endpoint management**: Ivanti Neurons"}, {"id": "mai-20260917-0922-baseline|c131-l3|minimax-small|IBM Control Desk", "prompt": "c131-l3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "IBM Control Desk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Maximo integration | Legacy feel"}, {"id": "mai-20260917-0922-baseline|c131-l3|minimax-small|InvGate Service Management", "prompt": "c131-l3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "InvGate Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cost transparency** | InvGate Service Management"}, {"id": "mai-20260917-0922-baseline|c131-l3|mistral-small|ServiceNow IT Service Management", "prompt": "c131-l3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow IT Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow is the gold standard"}, {"id": "mai-20260917-0922-baseline|c131-l3|mistral-small|BMC Helix ITSM", "prompt": "c131-l3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in regulated industries and for organizations that require extensive customization"}, {"id": "mai-20260917-0922-baseline|c131-l3|mistral-small|Jira Service Management (JSM)", "prompt": "c131-l3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For DevOps-heavy environments, Jira Service Management is a strong, cost-effective choice."}, {"id": "mai-20260917-0922-baseline|c131-l3|mistral-small|Ivanti Neurons for ITSM", "prompt": "c131-l3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For automation and IT asset management, Ivanti Neurons is compelling."}, {"id": "mai-20260917-0922-baseline|c131-l3|mistral-small|Cherwell Service Management (now part of Ivanti)", "prompt": "c131-l3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "Cherwell Service Management (now part of Ivanti)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Legacy platform with a loyal user base, but now being phased out in favor of Ivanti Neurons."}, {"id": "mai-20260917-0922-baseline|c131-l3|mistral-small|TeamDynamix", "prompt": "c131-l3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "TeamDynamix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "may lack the depth of ServiceNow or BMC for very complex needs"}, {"id": "mai-20260917-0922-baseline|c131-l3|moonshot-small|ServiceNow ITSM", "prompt": "c131-l3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The dominant enterprise standard, used by most Fortune 100 companies."}, {"id": "mai-20260917-0922-baseline|c131-l3|moonshot-small|BMC Helix ITSM", "prompt": "c131-l3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose BMC Helix if you have complex infrastructure needs and value ITIL maturity"}, {"id": "mai-20260917-0922-baseline|c131-l3|moonshot-small|Atlassian Jira Service Management (JSM)", "prompt": "c131-l3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "Atlassian Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Jira Service Management if you're DevOps-oriented and want fast deployment with lower costs"}, {"id": "mai-20260917-0922-baseline|c131-l3|moonshot-small|Ivanti Neurons for ITSM", "prompt": "c131-l3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong for unified endpoint and service management"}, {"id": "mai-20260917-0922-baseline|c131-l3|moonshot-small|Freshservice Enterprise", "prompt": "c131-l3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Freshservice if you want modern ITSM capabilities with faster time-to-value"}, {"id": "mai-20260917-0922-baseline|c131-l3|moonshot-small|Cherwell Service Management", "prompt": "c131-l3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "Cherwell Service Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Cherwell Service Management support ends December 31, 2026. Organizations using Cherwell need to migrate to another platform"}, {"id": "mai-20260917-0922-baseline|c131-l3|openai-small|ServiceNow IT Service Management", "prompt": "c131-l3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow IT Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow** is usually the leader."}, {"id": "mai-20260917-0922-baseline|c131-l3|openai-small|BMC Helix ITSM", "prompt": "c131-l3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BMC Helix** is a top choice."}, {"id": "mai-20260917-0922-baseline|c131-l3|openai-small|Jira Service Management Enterprise", "prompt": "c131-l3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jira Service Management** is often the best fit."}, {"id": "mai-20260917-0922-baseline|c131-l3|openai-small|Ivanti Neurons for ITSM", "prompt": "c131-l3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ivanti** stands out."}, {"id": "mai-20260917-0922-baseline|c131-l3|openai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-l3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "usually simpler and cheaper, but with less depth in enterprise orchestration"}, {"id": "mai-20260917-0922-baseline|c131-l3|openai-small|Freshservice", "prompt": "c131-l3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "often less suited to the most complex global enterprise environments"}, {"id": "mai-20260917-0922-baseline|c131-l3|xai-small|ServiceNow IT Service Management (ITSM)", "prompt": "c131-l3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow IT Service Management (ITSM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market leader and gold standard for large enterprises."}, {"id": "mai-20260917-0922-baseline|c131-l3|xai-small|BMC Helix ITSM", "prompt": "c131-l3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for ITIL-focused, regulated industries."}, {"id": "mai-20260917-0922-baseline|c131-l3|xai-small|Jira Service Management (Atlassian)", "prompt": "c131-l3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for devops-aligned teams."}, {"id": "mai-20260917-0922-baseline|c131-l3|xai-small|Freshservice (Freshworks)", "prompt": "c131-l3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice (Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Scalable for mid-to-large enterprises with quick deployment."}, {"id": "mai-20260917-0922-baseline|c131-l3|xai-small|Ivanti Neurons for ITSM", "prompt": "c131-l3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Endpoint and security-integrated option."}, {"id": "mai-20260917-0922-baseline|c131-l3|xai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-l3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "appear in broader lists but are less dominant in pure enterprise ITSM"}, {"id": "mai-20260917-0922-baseline|c131-l3|xai-small|IBM Instana", "prompt": "c131-l3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "IBM Instana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "appear in broader lists but are less dominant in pure enterprise ITSM"}, {"id": "mai-20260917-0922-baseline|c131-l3|zai-small|ServiceNow ITSM", "prompt": "c131-l3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow** remains the market leader for large, complex enterprises demanding the deepest workflow, governance, and AI capabilities."}, {"id": "mai-20260917-0922-baseline|c131-l3|zai-small|BMC Helix ITSM", "prompt": "c131-l3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BMC Helix** excels when you already leverage BMC Discovery and Maximo"}, {"id": "mai-20260917-0922-baseline|c131-l3|zai-small|Ivanti Neurons", "prompt": "c131-l3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ivanti Neurons** is the go\\u2011to for organizations seeking unified ITSM + endpoint management"}, {"id": "mai-20260917-0922-baseline|c131-l3|zai-small|IBM Control Desk", "prompt": "c131-l3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "IBM Control Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Asset\\u2011heavy industry (manufacturing, utilities) with IBM Maximo | **IBM Control Desk**"}, {"id": "mai-20260917-0922-baseline|c131-l3|zai-small|Cherwell Service Management", "prompt": "c131-l3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Cherwell Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need rapid customization, low\\u2011code workflows, moderate budget | **Cherwell Service Management**"}, {"id": "mai-20260917-0922-baseline|c131-l3|zai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-l3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid\\u2011market to large, cost\\u2011conscious but need ITIL compliance & asset mgmt | **ManageEngine ServiceDesk Plus**"}, {"id": "mai-20260917-0922-baseline|c131-l3|zai-small|InvGate Service Desk", "prompt": "c131-l3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "InvGate Service Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Multi\\u2011department service desk (IT, HR, facilities) with strong self\\u2011service | **InvGate Service Desk**"}, {"id": "mai-20260917-0922-baseline|c131-l3|zai-small|Serval", "prompt": "c131-l3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Serval", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "AI\\u2011first, automation\\u2011centric org, willing to move away from ticket\\u2011centric model | **Serval**"}, {"id": "mai-20260917-0922-baseline|c131-l4|alibaba-small|ServiceNow", "prompt": "c131-l4", "model": "alibaba-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the industry leaders like ServiceNow or BMC are generally poor choices due to their complex, metric-based pricing models"}, {"id": "mai-20260917-0922-baseline|c131-l4|alibaba-small|BMC", "prompt": "c131-l4", "model": "alibaba-small", "cat": "it-service-management", "variant": "budget", "raw": "BMC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "industry leaders like ServiceNow or BMC are generally poor choices"}, {"id": "mai-20260917-0922-baseline|c131-l4|alibaba-small|ManageEngine ServiceDesk Plus", "prompt": "c131-l4", "model": "alibaba-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**ManageEngine ServiceDesk Plus** is generally the winner"}, {"id": "mai-20260917-0922-baseline|c131-l4|alibaba-small|Freshservice", "prompt": "c131-l4", "model": "alibaba-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Freshservice is the most transparent provider"}, {"id": "mai-20260917-0922-baseline|c131-l4|alibaba-small|Jira Service Management", "prompt": "c131-l4", "model": "alibaba-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "staying within their ecosystem is the most cost-effective way to scale"}, {"id": "mai-20260917-0922-baseline|c131-l4|anthropic-small|HaloITSM", "prompt": "c131-l4", "model": "anthropic-small", "cat": "it-service-management", "variant": "budget", "raw": "HaloITSM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If predictable total cost is your primary concern, look at **HaloITSM** or **Freshservice**."}, {"id": "mai-20260917-0922-baseline|c131-l4|anthropic-small|Freshservice", "prompt": "c131-l4", "model": "anthropic-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "look at **HaloITSM** or **Freshservice**. Both offer transparent, per-user or flat-rate pricing models that scale predictably"}, {"id": "mai-20260917-0922-baseline|c131-l4|anthropic-small|ServiceNow", "prompt": "c131-l4", "model": "anthropic-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "significant financial and operational investment... some of the highest total cost of ownership in the ITSM market"}, {"id": "mai-20260917-0922-baseline|c131-l4|challenger-small|TeamDynamix", "prompt": "c131-l4", "model": "challenger-small", "cat": "it-service-management", "variant": "budget", "raw": "TeamDynamix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TeamDynamix** is the strongest fit among the options surfaced here because it is repeatedly positioned as enterprise-ready with **low admin overhead**"}, {"id": "mai-20260917-0922-baseline|c131-l4|challenger-small|ServiceNow", "prompt": "c131-l4", "model": "challenger-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it comes with the **highest total cost of ownership**, lengthy implementations, and quote-only pricing, which makes costs less predictable at scale"}, {"id": "mai-20260917-0922-baseline|c131-l4|challenger-small|BMC Helix", "prompt": "c131-l4", "model": "challenger-small", "cat": "it-service-management", "variant": "budget", "raw": "BMC Helix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for enterprise-scale AIOps with a different cost profile:** **BMC Helix**"}, {"id": "mai-20260917-0922-baseline|c131-l4|deepseek-small|Freshservice", "prompt": "c131-l4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "with **Freshservice** as a strong alternative"}, {"id": "mai-20260917-0922-baseline|c131-l4|deepseek-small|Jira Service Management", "prompt": "c131-l4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Final recommendation:** **Jira Service Management (Enterprise)**"}, {"id": "mai-20260917-0922-baseline|c131-l4|deepseek-small|ManageEngine", "prompt": "c131-l4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Freshservice, Jira Service Management, ManageEngine, BMC Helix, Zendesk all charge per *agent/technician*"}, {"id": "mai-20260917-0922-baseline|c131-l4|deepseek-small|BMC Helix", "prompt": "c131-l4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ManageEngine, BMC Helix, Zendesk all charge per *agent/technician*"}, {"id": "mai-20260917-0922-baseline|c131-l4|deepseek-small|Zendesk", "prompt": "c131-l4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BMC Helix, Zendesk all charge per *agent/technician*"}, {"id": "mai-20260917-0922-baseline|c131-l4|deepseek-small|ServiceNow", "prompt": "c131-l4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**But it is the worst choice for predictable TCO:**"}, {"id": "mai-20260917-0922-baseline|c131-l4|google-small|HaloITSM", "prompt": "c131-l4", "model": "google-small", "cat": "it-service-management", "variant": "budget", "raw": "HaloITSM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HaloITSM (The Best Overall for Total Cost Predictability)"}, {"id": "mai-20260917-0922-baseline|c131-l4|google-small|Jira Service Management (JSM) Cloud Enterprise", "prompt": "c131-l4", "model": "google-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management (JSM) Cloud Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Integrated Tech Stacks"}, {"id": "mai-20260917-0922-baseline|c131-l4|google-small|TeamDynamix", "prompt": "c131-l4", "model": "google-small", "cat": "it-service-management", "variant": "budget", "raw": "TeamDynamix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Multi-Department Enterprise Service Management"}, {"id": "mai-20260917-0922-baseline|c131-l4|google-small|ServiceNow", "prompt": "c131-l4", "model": "google-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why ServiceNow is Often the *Wrong* Choice for \"Predictable Cost\""}, {"id": "mai-20260917-0922-baseline|c131-l4|meta-small|ServiceNow", "prompt": "c131-l4", "model": "meta-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best ITSM platform for a large company that needs predictable total cost across thousands of users is ServiceNow."}, {"id": "mai-20260917-0922-baseline|c131-l4|minimax-small|ServiceNow ITSM", "prompt": "c131-l4", "model": "minimax-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "ServiceNow** is the industry standard but requires careful contract negotiation to avoid cost creep from modules"}, {"id": "mai-20260917-0922-baseline|c131-l4|minimax-small|Jira Service Management", "prompt": "c131-l4", "model": "minimax-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Jira Service Management** offers the most predictable per-agent pricing with strong enterprise features at ~$30/agent/month"}, {"id": "mai-20260917-0922-baseline|c131-l4|minimax-small|Freshservice", "prompt": "c131-l4", "model": "minimax-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most enterprise ITSM platforms (ServiceNow, Jira Service Management, Freshservice, BMC Helix) charge **per agent/fulfiller**"}, {"id": "mai-20260917-0922-baseline|c131-l4|minimax-small|BMC Helix", "prompt": "c131-l4", "model": "minimax-small", "cat": "it-service-management", "variant": "budget", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **BMC Helix** | $55–95/agent/month | Deep CMDB; enterprise-grade |"}, {"id": "mai-20260917-0922-baseline|c131-l4|minimax-small|TOPdesk", "prompt": "c131-l4", "model": "minimax-small", "cat": "it-service-management", "variant": "budget", "raw": "TOPdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**TOPdesk** is notably transparent — you pay per agent, and end users/assets/tickets are unlimited"}, {"id": "mai-20260917-0922-baseline|c131-l4|mistral-small|ServiceNow", "prompt": "c131-l4", "model": "mistral-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "its total cost of ownership (TCO) is often high and can be unpredictable due to custom pricing, implementation complexity"}, {"id": "mai-20260917-0922-baseline|c131-l4|mistral-small|Freshservice", "prompt": "c131-l4", "model": "mistral-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Better for predictable total cost, scalable, and suitable for large organizations"}, {"id": "mai-20260917-0922-baseline|c131-l4|moonshot-small|Jira Service Management (Enterprise)", "prompt": "c131-l4", "model": "moonshot-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management (Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary choice: Jira Service Management Enterprise - Best balance of enterprise capability, transparent pricing, and scalability"}, {"id": "mai-20260917-0922-baseline|c131-l4|moonshot-small|Freshservice Enterprise", "prompt": "c131-l4", "model": "moonshot-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Worth Considering: **Freshservice Enterprise**"}, {"id": "mai-20260917-0922-baseline|c131-l4|moonshot-small|Ivanti Neurons", "prompt": "c131-l4", "model": "moonshot-small", "cat": "it-service-management", "variant": "budget", "raw": "Ivanti Neurons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Ivanti Neurons** | Quote-based | $38-52 | ⭐⭐⭐ |"}, {"id": "mai-20260917-0922-baseline|c131-l4|moonshot-small|BMC Helix", "prompt": "c131-l4", "model": "moonshot-small", "cat": "it-service-management", "variant": "budget", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **BMC Helix** | Quote-based | $55-75 | ⭐⭐ |"}, {"id": "mai-20260917-0922-baseline|c131-l4|moonshot-small|ServiceNow", "prompt": "c131-l4", "model": "moonshot-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid ServiceNow** unless you specifically need its unique enterprise workflow orchestration capabilities"}, {"id": "mai-20260917-0922-baseline|c131-l4|openai-small|Atlassian Jira Service Management Enterprise", "prompt": "c131-l4", "model": "openai-small", "cat": "it-service-management", "variant": "budget", "raw": "Atlassian Jira Service Management Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Atlassian Jira Service Management Enterprise** or **Data Center**"}, {"id": "mai-20260917-0922-baseline|c131-l4|openai-small|ManageEngine ServiceDesk Plus Enterprise", "prompt": "c131-l4", "model": "openai-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **lowest predictable cost** for a big organization, evaluate **ManageEngine ServiceDesk Plus Enterprise**"}, {"id": "mai-20260917-0922-baseline|c131-l4|openai-small|ServiceNow", "prompt": "c131-l4", "model": "openai-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "less predictable from a budgeting standpoint because pricing is quote-based and can involve more add-ons and usage layers"}, {"id": "mai-20260917-0922-baseline|c131-l4|xai-small|Jira Service Management", "prompt": "c131-l4", "model": "xai-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Jira Service Management (from Atlassian) stands out as the best ITSM platform for a large company prioritizing predictable total costs across thousands of users.**"}, {"id": "mai-20260917-0922-baseline|c131-l4|xai-small|Freshservice", "prompt": "c131-l4", "model": "xai-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Freshservice is a close second for predictability but caps better at mid-large scale."}, {"id": "mai-20260917-0922-baseline|c131-l4|xai-small|ServiceNow ITSM", "prompt": "c131-l4", "model": "xai-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "has the least predictable TCO due to custom quotes, high impl. (~$500K-$2M+), and upsells"}, {"id": "mai-20260917-0922-baseline|c131-l4|xai-small|BMC Helix ITSM", "prompt": "c131-l4", "model": "xai-small", "cat": "it-service-management", "variant": "budget", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Quote-only (~$90-$140/agent) | Low (bundling/discovery extras)"}, {"id": "mai-20260917-0922-baseline|c131-l4|zai-small|ServiceNow", "prompt": "c131-l4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your priority is enterprise-grade scalability with predictable long-term costs, ServiceNow is still the best choice."}, {"id": "mai-20260917-0922-baseline|c131-l4|zai-small|Jira Service Management", "prompt": "c131-l4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Strong Alternative: Jira Service Management"}, {"id": "mai-20260917-0922-baseline|c131-l4|zai-small|Freshservice", "prompt": "c131-l4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "## Budget-Conscious Option: Freshservice"}, {"id": "mai-20260917-0922-baseline|c131-l4|zai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-l4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ManageEngine ServiceDesk Plus on-prem offers the lowest starting price, but be prepared for higher ongoing infrastructure and maintenance costs."}, {"id": "mai-20260917-0922-baseline|c131-l5|deepseek-small|ServiceNow", "prompt": "c131-l5", "model": "deepseek-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "most enterprise ITSM candidates (ServiceNow, Jira Service Management, Freshservice, Zendesk, SysAid, etc.) clear basic function"}, {"id": "mai-20260917-0922-baseline|c131-l5|deepseek-small|Jira Service Management", "prompt": "c131-l5", "model": "deepseek-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "most enterprise ITSM candidates (ServiceNow, Jira Service Management, Freshservice, Zendesk, SysAid, etc.) clear basic function"}, {"id": "mai-20260917-0922-baseline|c131-l5|deepseek-small|Freshservice", "prompt": "c131-l5", "model": "deepseek-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "most enterprise ITSM candidates (ServiceNow, Jira Service Management, Freshservice, Zendesk, SysAid, etc.) clear basic function"}, {"id": "mai-20260917-0922-baseline|c131-l5|deepseek-small|Zendesk", "prompt": "c131-l5", "model": "deepseek-small", "cat": "it-service-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "most enterprise ITSM candidates (ServiceNow, Jira Service Management, Freshservice, Zendesk, SysAid, etc.) clear basic function"}, {"id": "mai-20260917-0922-baseline|c131-l5|deepseek-small|SysAid", "prompt": "c131-l5", "model": "deepseek-small", "cat": "it-service-management", "variant": "scale", "raw": "SysAid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "most enterprise ITSM candidates (ServiceNow, Jira Service Management, Freshservice, Zendesk, SysAid, etc.) clear basic function"}, {"id": "mai-20260917-0922-baseline|c131-l5|google-small|Jira Service Management (JSM) by Atlassian", "prompt": "c131-l5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management (JSM) by Atlassian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Extremely popular, especially if your software development/engineering teams already use Jira... easily passes enterprise audits."}, {"id": "mai-20260917-0922-baseline|c131-l5|google-small|ServiceNow", "prompt": "c131-l5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The undisputed industry heavyweight for large enterprises... Cons: Extremely expensive, notorious for complex and aggressive procurement negotiations"}, {"id": "mai-20260917-0922-baseline|c131-l5|google-small|Freshservice by Freshworks", "prompt": "c131-l5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice by Freshworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed as a modern, fast-to-deploy alternative to ServiceNow. It scales comfortably to 5,000+ users"}, {"id": "mai-20260917-0922-baseline|c131-l5|google-small|Ivanti Neurons for ITSM", "prompt": "c131-l5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for organizations with heavy asset management... Cons: The UI can feel dated"}, {"id": "mai-20260917-0922-baseline|c131-l5|minimax-small|ServiceNow", "prompt": "c131-l5", "model": "minimax-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ServiceNow (market leader, extensive)"}, {"id": "mai-20260917-0922-baseline|c131-l5|minimax-small|Jira Service Management", "prompt": "c131-l5", "model": "minimax-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Jira Service Management (Atlassian)"}, {"id": "mai-20260917-0922-baseline|c131-l5|minimax-small|Freshservice", "prompt": "c131-l5", "model": "minimax-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Freshservice"}, {"id": "mai-20260917-0922-baseline|c131-l5|minimax-small|Zendesk", "prompt": "c131-l5", "model": "minimax-small", "cat": "it-service-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zendesk (ITSM module)"}, {"id": "mai-20260917-0922-baseline|c131-l5|minimax-small|BMC Helix", "prompt": "c131-l5", "model": "minimax-small", "cat": "it-service-management", "variant": "scale", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BMC Helix"}, {"id": "mai-20260917-0922-baseline|c131-l5|mistral-small|ServiceNow", "prompt": "c131-l5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow** (market leader, highly customizable, strong compliance)"}, {"id": "mai-20260917-0922-baseline|c131-l5|mistral-small|BMC Helix", "prompt": "c131-l5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "BMC Helix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BMC Helix** (enterprise focus, ITIL-aligned, strong automation)"}, {"id": "mai-20260917-0922-baseline|c131-l5|mistral-small|Ivanti Neurons", "prompt": "c131-l5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "Ivanti Neurons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ivanti Neurons** (ITSM + ITAM + security, good for asset-heavy orgs)"}, {"id": "mai-20260917-0922-baseline|c131-l5|mistral-small|Freshservice", "prompt": "c131-l5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Freshservice** (modern UI, good for mid-market to enterprise, strong integrations)"}, {"id": "mai-20260917-0922-baseline|c131-l5|mistral-small|Jira Service Management", "prompt": "c131-l5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Jira Service Management** (if already using Atlassian, strong DevOps integration)"}, {"id": "mai-20260917-0922-baseline|c131-l5|mistral-small|Microsoft Intune + Microsoft Teams", "prompt": "c131-l5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "Microsoft Intune + Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Microsoft Intune + Microsoft Teams** (if deep Microsoft ecosystem)"}, {"id": "mai-20260917-0922-baseline|c131-l5|moonshot-small|ServiceNow", "prompt": "c131-l5", "model": "moonshot-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **ServiceNow** only if you need enterprise-grade CMDB, ITOM, or have complex multi-department workflows that justify the premium TCO."}, {"id": "mai-20260917-0922-baseline|c131-l5|moonshot-small|Freshservice (Freshworks)", "prompt": "c131-l5", "model": "moonshot-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice (Freshworks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Freshservice Enterprise** or **Jira Service Management Premium/Enterprise** hits the sweet spot of capability, compliance, and cost."}, {"id": "mai-20260917-0922-baseline|c131-l5|moonshot-small|Jira Service Management (Atlassian)", "prompt": "c131-l5", "model": "moonshot-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Freshservice Enterprise** or **Jira Service Management Premium/Enterprise** hits the sweet spot of capability, compliance, and cost."}, {"id": "mai-20260917-0922-baseline|c131-l5|moonshot-small|BMC Helix / Cherwell", "prompt": "c131-l5", "model": "moonshot-small", "cat": "it-service-management", "variant": "scale", "raw": "BMC Helix / Cherwell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Legacy enterprise | If you have deep mainframe/enterprise infrastructure or existing BMC footprint."}, {"id": "mai-20260917-0922-baseline|c131-l5|xai-small|ServiceNow", "prompt": "c131-l5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "e.g., ServiceNow for enterprise depth, Freshservice for speed/cost"}, {"id": "mai-20260917-0922-baseline|c131-l5|xai-small|Freshservice", "prompt": "c131-l5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "e.g., ServiceNow for enterprise depth, Freshservice for speed/cost"}, {"id": "mai-20260917-0922-baseline|c131-l5|xai-small|Jira Service Management", "prompt": "c131-l5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top contenders like ServiceNow, Freshservice, Jira Service Management, ManageEngine ServiceDesk Plus, and Zendesk often meet SSO/SOC 2"}, {"id": "mai-20260917-0922-baseline|c131-l5|xai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-l5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top contenders like ServiceNow, Freshservice, Jira Service Management, ManageEngine ServiceDesk Plus, and Zendesk"}, {"id": "mai-20260917-0922-baseline|c131-l5|xai-small|Zendesk", "prompt": "c131-l5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top contenders like ServiceNow, Freshservice, Jira Service Management, ManageEngine ServiceDesk Plus, and Zendesk often meet SSO/SOC 2"}, {"id": "mai-20260917-0922-baseline|c131-l5|zai-small|ServiceNow ITSM", "prompt": "c131-l5", "model": "zai-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enterprise standard; used by large enterprises worldwide"}, {"id": "mai-20260917-0922-baseline|c131-l5|zai-small|BMC Helix ITSM", "prompt": "c131-l5", "model": "zai-small", "cat": "it-service-management", "variant": "scale", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BMC Helix, Ivanti Neurons for ITSM, Jira Service Management, and ONES.com are strong contenders that meet these criteria"}, {"id": "mai-20260917-0922-baseline|c131-l5|zai-small|Ivanti Neurons for ITSM", "prompt": "c131-l5", "model": "zai-small", "cat": "it-service-management", "variant": "scale", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ivanti Neurons for ITSM (formerly Cherwell) | Mid\\u2011to\\u2011large enterprise"}, {"id": "mai-20260917-0922-baseline|c131-l5|zai-small|Jira Service Management", "prompt": "c131-l5", "model": "zai-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise teams, Atlassian shops"}, {"id": "mai-20260917-0922-baseline|c131-l5|zai-small|ONES.com", "prompt": "c131-l5", "model": "zai-small", "cat": "it-service-management", "variant": "scale", "raw": "ONES.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "On\\u2011prem\\u2011centric enterprise"}, {"id": "mai-20260917-0922-baseline|c131-l5|zai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-l5", "model": "zai-small", "cat": "it-service-management", "variant": "scale", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Midmarket to enterprise | SOC 2, ISO 27001, GDPR processing records"}, {"id": "mai-20260917-0922-baseline|c131-l6|alibaba-small|Ivanti (Neurons for ITSM)", "prompt": "c131-l6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti (Neurons for ITSM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Recommendation: HIGH CAUTION or AVOID"}, {"id": "mai-20260917-0922-baseline|c131-l6|alibaba-small|BMC Helix", "prompt": "c131-l6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Recommendation: AVOID (Unless Managing Mainframes/Legacy Systems)"}, {"id": "mai-20260917-0922-baseline|c131-l6|alibaba-small|ServiceNow", "prompt": "c131-l6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Recommendation: APPROACH WITH EXTREME CAUTION (Due to Admin Burden)"}, {"id": "mai-20260917-0922-baseline|c131-l6|alibaba-small|Freshservice", "prompt": "c131-l6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "outdated compared to modern competitors like ServiceNow or Freshservice"}, {"id": "mai-20260917-0922-baseline|c131-l6|alibaba-small|Jira Service Management (Atlassian)", "prompt": "c131-l6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Recommendation: AVOID FOR GENERAL HELP DESKS"}, {"id": "mai-20260917-0922-baseline|c131-l6|anthropic-small|ServiceNow", "prompt": "c131-l6", "model": "anthropic-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "watch out for high cost, lengthy implementation, fragmented admin experience, deep coding requirements"}, {"id": "mai-20260917-0922-baseline|c131-l6|anthropic-small|BMC Helix ITSM", "prompt": "c131-l6", "model": "anthropic-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Licensing and implementation cost is among the highest in the market."}, {"id": "mai-20260917-0922-baseline|c131-l6|anthropic-small|Omnitracker", "prompt": "c131-l6", "model": "anthropic-small", "cat": "it-service-management", "variant": "negative", "raw": "Omnitracker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "requires significant consultancy efforts for setup and maintenance, and its complexity can lead to performance challenges"}, {"id": "mai-20260917-0922-baseline|c131-l6|challenger-small|GoTo Resolve", "prompt": "c131-l6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "GoTo Resolve", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the results point most clearly to tools that are **not built for large, complex environments**—especially **GoTo Resolve**"}, {"id": "mai-20260917-0922-baseline|c131-l6|challenger-small|Zendesk", "prompt": "c131-l6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "and, for full enterprise ITSM, **Zendesk**"}, {"id": "mai-20260917-0922-baseline|c131-l6|challenger-small|Freshservice", "prompt": "c131-l6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Recommended mainly for **mid-market**, with enterprise use requiring careful fit-checking"}, {"id": "mai-20260917-0922-baseline|c131-l6|challenger-small|ManageEngine ServiceDesk Plus", "prompt": "c131-l6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can be a warning sign if you need heavy customization, global governance, or extensive process expansion"}, {"id": "mai-20260917-0922-baseline|c131-l6|challenger-small|SolarWinds Service Desk", "prompt": "c131-l6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "deserve extra scrutiny when the enterprise has: multiple business units, global governance requirements"}, {"id": "mai-20260917-0922-baseline|c131-l6|challenger-small|ServiceNow", "prompt": "c131-l6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "the sources consistently position **ServiceNow** and **BMC Helix** as the safer choices for very large enterprises"}, {"id": "mai-20260917-0922-baseline|c131-l6|challenger-small|BMC Helix", "prompt": "c131-l6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "position **ServiceNow** and **BMC Helix** as the safer choices for very large enterprises, while also warning that they bring **high cost, complexity**"}, {"id": "mai-20260917-0922-baseline|c131-l6|deepseek-small|Cherwell Service Management (Ivanti)", "prompt": "c131-l6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Cherwell Service Management (Ivanti)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**do not even consider Cherwell**"}, {"id": "mai-20260917-0922-baseline|c131-l6|deepseek-small|Ivanti Neurons", "prompt": "c131-l6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Ivanti Neurons** | **Avoid** – consolidation chaos"}, {"id": "mai-20260917-0922-baseline|c131-l6|deepseek-small|BMC Remedy (legacy) / BMC Helix", "prompt": "c131-l6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Remedy (legacy) / BMC Helix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caution** – legacy complexity, dated UI | Only if deep BMC ecosystem"}, {"id": "mai-20260917-0922-baseline|c131-l6|deepseek-small|ServiceNow", "prompt": "c131-l6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caution** – cost & complexity risk"}, {"id": "mai-20260917-0922-baseline|c131-l6|deepseek-small|Freshservice", "prompt": "c131-l6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Caution** – not for complex enterprise"}, {"id": "mai-20260917-0922-baseline|c131-l6|deepseek-small|Jira Service Management (JSM)", "prompt": "c131-l6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Caution** – dev-org only | Only for Atlassian-native teams"}, {"id": "mai-20260917-0922-baseline|c131-l6|deepseek-small|Ivanti Service Manager", "prompt": "c131-l6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti Service Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**don't adopt Ivanti for ITSM** in 2026"}, {"id": "mai-20260917-0922-baseline|c131-l6|deepseek-small|Zendesk", "prompt": "c131-l6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid** – not ITSM | Use as helpdesk adjunct only"}, {"id": "mai-20260917-0922-baseline|c131-l6|deepseek-small|Freshdesk", "prompt": "c131-l6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshdesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Simple helpdesk tools (Zendesk, Freshdesk, HappyFox, SysAid basic) – built for ticketing, not ITIL processes"}, {"id": "mai-20260917-0922-baseline|c131-l6|deepseek-small|HappyFox", "prompt": "c131-l6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "HappyFox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Zendesk/HappyFox etc.** | **Avoid** – not ITSM"}, {"id": "mai-20260917-0922-baseline|c131-l6|deepseek-small|SysAid basic", "prompt": "c131-l6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "SysAid basic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "built for ticketing, not ITIL processes"}, {"id": "mai-20260917-0922-baseline|c131-l6|deepseek-small|Salesforce Service Cloud", "prompt": "c131-l6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "these are CRM systems bolted on with IT processes. They lack deep ITIL alignment"}, {"id": "mai-20260917-0922-baseline|c131-l6|deepseek-small|Bubble", "prompt": "c131-l6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Bubble", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "No-code DIY platforms (Bubble, Retool, internal builds) – enterprises that build their own \"ITSM\" often end up with brittle, undocumented systems"}, {"id": "mai-20260917-0922-baseline|c131-l6|deepseek-small|Retool", "prompt": "c131-l6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Retool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "No-code DIY platforms (Bubble, Retool, internal builds) ... brittle, undocumented systems that break on any upgrade"}, {"id": "mai-20260917-0922-baseline|c131-l6|google-small|Cherwell Service Management (Ivanti)", "prompt": "c131-l6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Cherwell Service Management (Ivanti)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "enterprises looking for a fresh platform should eliminate Cherwell from their list immediately"}, {"id": "mai-20260917-0922-baseline|c131-l6|google-small|legacy BMC Remedy/non-Helix", "prompt": "c131-l6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "legacy BMC Remedy/non-Helix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: These systems represent massive technical debt."}, {"id": "mai-20260917-0922-baseline|c131-l6|google-small|Broadcom/CA Service Management", "prompt": "c131-l6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Broadcom/CA Service Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid: These systems represent massive technical debt."}, {"id": "mai-20260917-0922-baseline|c131-l6|google-small|Zendesk", "prompt": "c131-l6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Do not use customer-service platforms (like Zendesk) for complex, compliant ITIL operations."}, {"id": "mai-20260917-0922-baseline|c131-l6|google-small|HubSpot", "prompt": "c131-l6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why to avoid: These platforms are built around \"conversational tickets\"... not enterprise ITIL governance."}, {"id": "mai-20260917-0922-baseline|c131-l6|google-small|Zoho Desk", "prompt": "c131-l6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Zoho Desk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why to avoid: These platforms are built around \"conversational tickets\"... not enterprise ITIL governance."}, {"id": "mai-20260917-0922-baseline|c131-l6|google-small|ManageEngine ServiceDesk Plus", "prompt": "c131-l6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be Highly Cautious... these tools often struggle with the complexity of multi-national, highly regulated environments."}, {"id": "mai-20260917-0922-baseline|c131-l6|google-small|SysAid", "prompt": "c131-l6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "SysAid", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be Highly Cautious... performance bottlenecks under very high concurrent user loads"}, {"id": "mai-20260917-0922-baseline|c131-l6|google-small|Spiceworks", "prompt": "c131-l6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Spiceworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Be Highly Cautious... clunky user interfaces, and a lack of depth in advanced AI orchestration"}, {"id": "mai-20260917-0922-baseline|c131-l6|google-small|Jira Service Management (JSM)", "prompt": "c131-l6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "large enterprises must evaluate it with high caution... Plugin Sprawl & Maintenance"}, {"id": "mai-20260917-0922-baseline|c131-l6|google-small|ServiceNow", "prompt": "c131-l6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "deep, comprehensive ITSM/ESM functionality natively offered by platforms like ServiceNow"}, {"id": "mai-20260917-0922-baseline|c131-l6|google-small|Ivanti Neurons for ITSM", "prompt": "c131-l6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "ensure your CISO and security team run a thorough vendor risk assessment first"}, {"id": "mai-20260917-0922-baseline|c131-l6|meta-small|ServiceNow", "prompt": "c131-l6", "model": "meta-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While it is considered one of the best ITSM platforms for large enterprises, it is also known for being complex and expensive to implement and maintain."}, {"id": "mai-20260917-0922-baseline|c131-l6|meta-small|BMC Helix ITSM", "prompt": "c131-l6", "model": "meta-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may require significant resources to manage and maintain"}, {"id": "mai-20260917-0922-baseline|c131-l6|minimax-small|ServiceNow", "prompt": "c131-l6", "model": "minimax-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Despite being the market leader for large enterprises, ServiceNow receives significant criticism"}, {"id": "mai-20260917-0922-baseline|c131-l6|minimax-small|Jira Service Management", "prompt": "c131-l6", "model": "minimax-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Pricing creep**: Many advanced features are locked behind Premium or Enterprise tiers... **Complex setup**"}, {"id": "mai-20260917-0922-baseline|c131-l6|minimax-small|Ivanti", "prompt": "c131-l6", "model": "minimax-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Recent security concerns: Multiple critical vulnerabilities disclosed"}, {"id": "mai-20260917-0922-baseline|c131-l6|mistral-small|ServiceNow", "prompt": "c131-l6", "model": "mistral-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "often considered overkill for organizations without the necessary process maturity, budget, or dedicated admin resources"}, {"id": "mai-20260917-0922-baseline|c131-l6|mistral-small|BMC Helix ITSM", "prompt": "c131-l6", "model": "mistral-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "suitable only for organizations with deep ITIL expertise and substantial budgets"}, {"id": "mai-20260917-0922-baseline|c131-l6|mistral-small|Ivanti Neurons for ITSM", "prompt": "c131-l6", "model": "mistral-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its ITSM module is often seen as less mature for pure enterprise service management"}, {"id": "mai-20260917-0922-baseline|c131-l6|mistral-small|Jira Service Management (JSM)", "prompt": "c131-l6", "model": "mistral-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may require significant customization and third-party support for enterprise-scale needs"}, {"id": "mai-20260917-0922-baseline|c131-l6|mistral-small|Freshservice", "prompt": "c131-l6", "model": "mistral-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Buying a complex platform like ServiceNow or Freshservice before achieving the necessary process maturity can result in underutilization"}, {"id": "mai-20260917-0922-baseline|c131-l6|moonshot-small|Cherwell", "prompt": "c131-l6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "Cherwell", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Cherwell has an announced end-of-life (by 2026)... If you are on Cherwell, plan an exit."}, {"id": "mai-20260917-0922-baseline|c131-l6|moonshot-small|Ivanti Neurons", "prompt": "c131-l6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "treat Ivanti Neurons as a high-risk choice unless you are already deeply embedded in the Ivanti ecosystem"}, {"id": "mai-20260917-0922-baseline|c131-l6|moonshot-small|BMC Helix ITSM", "prompt": "c131-l6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "MAJOR CAUTION (Structural Complexity & Cost Risk)... new adopters often underestimate the implementation burden"}, {"id": "mai-20260917-0922-baseline|c131-l6|moonshot-small|ServiceNow", "prompt": "c131-l6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why be cautious (despite being the market leader)... Avoid if your organization lacks the budget for a Center of Excellence"}, {"id": "mai-20260917-0922-baseline|c131-l6|moonshot-small|Jira Service Management", "prompt": "c131-l6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Caution if you are a traditional enterprise looking for a unified ITSM/ESM backbone."}, {"id": "mai-20260917-0922-baseline|c131-l6|moonshot-small|Freshservice", "prompt": "c131-l6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may hit architectural limits in complex, multi-national environments"}, {"id": "mai-20260917-0922-baseline|c131-l6|moonshot-small|Zendesk", "prompt": "c131-l6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not a true ITSM platform... weak change management, CMDB, and asset management"}, {"id": "mai-20260917-0922-baseline|c131-l6|openai-small|Jira Service Management", "prompt": "c131-l6", "model": "openai-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "often excellent for dev-centric teams, but many enterprises find it less strong than dedicated enterprise ITSM suites"}, {"id": "mai-20260917-0922-baseline|c131-l6|openai-small|Freshservice", "prompt": "c131-l6", "model": "openai-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "strong and modern, but enterprises should validate depth for highly complex global operations"}, {"id": "mai-20260917-0922-baseline|c131-l6|openai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-l6", "model": "openai-small", "cat": "it-service-management", "variant": "negative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "large enterprises should check whether the architecture, workflow complexity, and enterprise governance features are sufficient"}, {"id": "mai-20260917-0922-baseline|c131-l6|openai-small|HaloITSM", "prompt": "c131-l6", "model": "openai-small", "cat": "it-service-management", "variant": "negative", "raw": "HaloITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "you should scrutinize their global scale, ecosystem, localization, reporting, and integration depth"}, {"id": "mai-20260917-0922-baseline|c131-l6|openai-small|SysAid", "prompt": "c131-l6", "model": "openai-small", "cat": "it-service-management", "variant": "negative", "raw": "SysAid", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "you should scrutinize their global scale, ecosystem, localization, reporting, and integration depth"}, {"id": "mai-20260917-0922-baseline|c131-l6|openai-small|TOPdesk", "prompt": "c131-l6", "model": "openai-small", "cat": "it-service-management", "variant": "negative", "raw": "TOPdesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "you should scrutinize their global scale, ecosystem, localization, reporting, and integration depth"}, {"id": "mai-20260917-0922-baseline|c131-l6|openai-small|ServiceNow", "prompt": "c131-l6", "model": "openai-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "vendor-by-vendor avoid/caution/consider list for platforms like ServiceNow"}, {"id": "mai-20260917-0922-baseline|c131-l6|openai-small|BMC Helix", "prompt": "c131-l6", "model": "openai-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "platforms like ServiceNow, Jira Service Management, Freshservice, BMC Helix, Ivanti"}, {"id": "mai-20260917-0922-baseline|c131-l6|openai-small|Ivanti", "prompt": "c131-l6", "model": "openai-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "platforms like ServiceNow, Jira Service Management, Freshservice, BMC Helix, Ivanti"}, {"id": "mai-20260917-0922-baseline|c131-l6|xai-small|Freshservice (Freshworks)", "prompt": "c131-l6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice (Freshworks)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid or Approach with High Caution ... Complaints include scalability caps on ticket volumes"}, {"id": "mai-20260917-0922-baseline|c131-l6|xai-small|Jira Service Management (Atlassian)", "prompt": "c131-l6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "often criticized for steep learning curves, \"build-it-yourself\" configuration burdens, and weaker non-technical usability/CMDB"}, {"id": "mai-20260917-0922-baseline|c131-l6|xai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-l6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Limitations in large enterprises: steep setup complexity, limited advanced reporting/customization without add-ons"}, {"id": "mai-20260917-0922-baseline|c131-l6|xai-small|SolarWinds Service Desk", "prompt": "c131-l6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "scalability concerns for high-volume, complex change/incident management in very large orgs"}, {"id": "mai-20260917-0922-baseline|c131-l6|xai-small|ServiceNow", "prompt": "c131-l6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Stick to proven enterprise-grade options like **ServiceNow** (leader for complex workflows, despite high cost/impl. time)"}, {"id": "mai-20260917-0922-baseline|c131-l6|xai-small|BMC Helix ITSM", "prompt": "c131-l6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**BMC Helix ITSM** (multi-cloud, AI; good for legacy migrations)"}, {"id": "mai-20260917-0922-baseline|c131-l6|xai-small|Ivanti Neurons", "prompt": "c131-l6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Ivanti Neurons** (security/endpoint focus)"}, {"id": "mai-20260917-0922-baseline|c131-l6|zai-small|Ivanti Neurons for ITSM", "prompt": "c131-l6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Cautious About / Avoid:** **Ivanti Neurons for ITSM** ... should be approached with extreme caution"}, {"id": "mai-20260917-0922-baseline|c131-l6|zai-small|ServiceNow", "prompt": "c131-l6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Cautious About:** **ServiceNow** ... High Complexity & Cost"}, {"id": "mai-20260917-0922-baseline|c131-l6|zai-small|Jira Service Management (JSM)", "prompt": "c131-l6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cautious About:** **Jira Service Management (JSM)** ... Workflow complexity has limits at enterprise scale"}, {"id": "mai-20260917-0922-baseline|c131-l6|zai-small|Freshservice", "prompt": "c131-l6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cautious About:** **Freshservice, Topdesk, Cherwell**"}, {"id": "mai-20260917-0922-baseline|c131-l6|zai-small|Topdesk", "prompt": "c131-l6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "Topdesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools like Topdesk ... \"Mixed sentiment: enterprise scalability\""}, {"id": "mai-20260917-0922-baseline|c131-l6|zai-small|Cherwell", "prompt": "c131-l6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "Cherwell", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Cautious About:** **Freshservice, Topdesk, Cherwell**"}, {"id": "mai-20260917-0922-baseline|c131-m1|alibaba-small|Freshservice", "prompt": "c131-m1", "model": "alibaba-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Freshservice** is widely considered the best ITSM platform for mid-market B2B companies."}, {"id": "mai-20260917-0922-baseline|c131-m1|alibaba-small|ServiceNow", "prompt": "c131-m1", "model": "alibaba-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the high price tag or implementation time required by enterprise giants like ServiceNow"}, {"id": "mai-20260917-0922-baseline|c131-m1|alibaba-small|Jira Service Management (Atlassian)", "prompt": "c131-m1", "model": "alibaba-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Tech-forward B2B companies already deeply invested in the Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c131-m1|alibaba-small|InvGate Service Desk (formerly ManageEngine ServiceDesk Plus)", "prompt": "c131-m1", "model": "alibaba-small", "cat": "it-service-management", "variant": "direct", "raw": "InvGate Service Desk (formerly ManageEngine ServiceDesk Plus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose ServiceDesk Plus** if hardware asset tracking is a critical priority"}, {"id": "mai-20260917-0922-baseline|c131-m1|anthropic-small|Freshservice", "prompt": "c131-m1", "model": "anthropic-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Freshservice** stands out as the most popular choice for mid-market companies."}, {"id": "mai-20260917-0922-baseline|c131-m1|anthropic-small|ServiceNow", "prompt": "c131-m1", "model": "anthropic-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "ServiceNow requires dedicated engineers and long implementation cycles"}, {"id": "mai-20260917-0922-baseline|c131-m1|anthropic-small|InvGate Service Management", "prompt": "c131-m1", "model": "anthropic-small", "cat": "it-service-management", "variant": "direct", "raw": "InvGate Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another strong option specifically designed for mid-market growth"}, {"id": "mai-20260917-0922-baseline|c131-m1|anthropic-small|SysAid", "prompt": "c131-m1", "model": "anthropic-small", "cat": "it-service-management", "variant": "direct", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SysAid** is another solid mid-market option."}, {"id": "mai-20260917-0922-baseline|c131-m1|challenger-small|Freshservice", "prompt": "c131-m1", "model": "challenger-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c131-m1|challenger-small|Jira Service Management", "prompt": "c131-m1", "model": "challenger-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you are Atlassian-centric or dev-led:** **Jira Service Management**"}, {"id": "mai-20260917-0922-baseline|c131-m1|challenger-small|InvGate Service Management", "prompt": "c131-m1", "model": "challenger-small", "cat": "it-service-management", "variant": "direct", "raw": "InvGate Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "frequently highlighted for mid-market shared-service use cases"}, {"id": "mai-20260917-0922-baseline|c131-m1|challenger-small|TOPdesk", "prompt": "c131-m1", "model": "challenger-small", "cat": "it-service-management", "variant": "direct", "raw": "TOPdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "commonly described as easy to deploy and suitable for mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c131-m1|challenger-small|HaloITSM", "prompt": "c131-m1", "model": "challenger-small", "cat": "it-service-management", "variant": "direct", "raw": "HaloITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "place **Jira Service Management**, **InvGate Service Management**, **TOPdesk**, **HaloITSM**, and **SysAid** in the same consideration set"}, {"id": "mai-20260917-0922-baseline|c131-m1|challenger-small|SysAid", "prompt": "c131-m1", "model": "challenger-small", "cat": "it-service-management", "variant": "direct", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "positioned strongly for mid-market organizations with automation ambitions"}, {"id": "mai-20260917-0922-baseline|c131-m1|challenger-small|Motadata ServiceOps", "prompt": "c131-m1", "model": "challenger-small", "cat": "it-service-management", "variant": "direct", "raw": "Motadata ServiceOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "noted for mid-market and regulated teams, including deployment flexibility"}, {"id": "mai-20260917-0922-baseline|c131-m1|deepseek-small|Freshservice", "prompt": "c131-m1", "model": "deepseek-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Freshservice** and **InvGate** are the most common top picks"}, {"id": "mai-20260917-0922-baseline|c131-m1|deepseek-small|Jira Service Management", "prompt": "c131-m1", "model": "deepseek-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ideal if you're already in the Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c131-m1|deepseek-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m1", "model": "deepseek-small", "cat": "it-service-management", "variant": "direct", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"value\" pick — Best for: Cost-conscious mid-market teams"}, {"id": "mai-20260917-0922-baseline|c131-m1|deepseek-small|TOPdesk", "prompt": "c131-m1", "model": "deepseek-small", "cat": "it-service-management", "variant": "direct", "raw": "TOPdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The usability first choice"}, {"id": "mai-20260917-0922-baseline|c131-m1|deepseek-small|InvGate Service Management", "prompt": "c131-m1", "model": "deepseek-small", "cat": "it-service-management", "variant": "direct", "raw": "InvGate Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "highest composite and customer experience scores ... most common top picks"}, {"id": "mai-20260917-0922-baseline|c131-m1|deepseek-small|ServiceNow", "prompt": "c131-m1", "model": "deepseek-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though it's often overkill/expensive for mid-market"}, {"id": "mai-20260917-0922-baseline|c131-m1|google-small|ServiceNow", "prompt": "c131-m1", "model": "google-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it is generally not recommended for mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c131-m1|google-small|Jira Service Management (Atlassian)", "prompt": "c131-m1", "model": "google-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Jira Service Management (JSM)** is the industry leader"}, {"id": "mai-20260917-0922-baseline|c131-m1|google-small|Freshservice", "prompt": "c131-m1", "model": "google-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "widely considered the \"sweet spot\" for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c131-m1|google-small|HaloITSM", "prompt": "c131-m1", "model": "google-small", "cat": "it-service-management", "variant": "direct", "raw": "HaloITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "requires robust ITIL compliance and deep B2B client account tracking... HaloITSM"}, {"id": "mai-20260917-0922-baseline|c131-m1|google-small|InvGate Service Management", "prompt": "c131-m1", "model": "google-small", "cat": "it-service-management", "variant": "direct", "raw": "InvGate Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "InvGate** is an exceptional choice"}, {"id": "mai-20260917-0922-baseline|c131-m1|meta-small|Freshservice", "prompt": "c131-m1", "model": "meta-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Freshservice - a popular choice for mid-market companies, with a starting price of $39/agent/mo."}, {"id": "mai-20260917-0922-baseline|c131-m1|meta-small|SysAid", "prompt": "c131-m1", "model": "meta-small", "cat": "it-service-management", "variant": "direct", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a comprehensive ITSM solution that is suitable for mid-market organizations with between 250 and 5,000 employees"}, {"id": "mai-20260917-0922-baseline|c131-m1|meta-small|EasyVista", "prompt": "c131-m1", "model": "meta-small", "cat": "it-service-management", "variant": "direct", "raw": "EasyVista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a platform that helps companies accelerate digital transformation and improve employee productivity"}, {"id": "mai-20260917-0922-baseline|c131-m1|minimax-small|Freshservice", "prompt": "c131-m1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Jira Service Management (JSM)** or **Freshservice** are the two most frequently cited by mid‑market B2B firms."}, {"id": "mai-20260917-0922-baseline|c131-m1|minimax-small|Jira Service Management (JSM)", "prompt": "c131-m1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall \"mid‑market\" ITSM platform in 2024‑2025: **Jira Service Management** (for dev‑centric orgs) **or** **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c131-m1|minimax-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Companies that need on‑premises control or have tight budget constraints. • UI feels a bit dated"}, {"id": "mai-20260917-0922-baseline|c131-m1|minimax-small|ServiceNow", "prompt": "c131-m1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need the most powerful enterprise suite and have the budget, **ServiceNow** remains the leader."}, {"id": "mai-20260917-0922-baseline|c131-m1|minimax-small|Zendesk", "prompt": "c131-m1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ITSM‑specific features (SLA, change management) are less mature. • Not built for deep ITIL processes."}, {"id": "mai-20260917-0922-baseline|c131-m1|minimax-small|BMC Helix", "prompt": "c131-m1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "BMC Helix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pricing is similar to ServiceNow, so may be high for mid‑market."}, {"id": "mai-20260917-0922-baseline|c131-m1|mistral-small|Freshservice", "prompt": "c131-m1", "model": "mistral-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Freshservice** is widely regarded as one of the best ITSM platforms for mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c131-m1|mistral-small|ServiceNow", "prompt": "c131-m1", "model": "mistral-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "significantly more affordable than enterprise alternatives like ServiceNow"}, {"id": "mai-20260917-0922-baseline|c131-m1|mistral-small|Motadata ServiceOps", "prompt": "c131-m1", "model": "mistral-small", "cat": "it-service-management", "variant": "direct", "raw": "Motadata ServiceOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable options include **Motadata ServiceOps** (for mid-market and regulated teams)"}, {"id": "mai-20260917-0922-baseline|c131-m1|mistral-small|SysAid", "prompt": "c131-m1", "model": "mistral-small", "cat": "it-service-management", "variant": "direct", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SysAid** (AI-driven, ITIL-aligned)"}, {"id": "mai-20260917-0922-baseline|c131-m1|mistral-small|EasyVista", "prompt": "c131-m1", "model": "mistral-small", "cat": "it-service-management", "variant": "direct", "raw": "EasyVista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**EasyVista** (used by over 3,000 companies across various industries)"}, {"id": "mai-20260917-0922-baseline|c131-m1|moonshot-small|Freshservice", "prompt": "c131-m1", "model": "moonshot-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation:** Start with **Freshservice** for most mid-market B2B companies."}, {"id": "mai-20260917-0922-baseline|c131-m1|moonshot-small|Jira Service Management", "prompt": "c131-m1", "model": "moonshot-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Jira Service Management** only if you're already deep in the Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c131-m1|moonshot-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m1", "model": "moonshot-small", "cat": "it-service-management", "variant": "direct", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **ManageEngine** if budget is your primary constraint"}, {"id": "mai-20260917-0922-baseline|c131-m1|moonshot-small|SysAid", "prompt": "c131-m1", "model": "moonshot-small", "cat": "it-service-management", "variant": "direct", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SysAid** (Best AI-First Option)"}, {"id": "mai-20260917-0922-baseline|c131-m1|moonshot-small|ServiceNow", "prompt": "c131-m1", "model": "moonshot-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid ServiceNow** unless you truly need enterprise-scale orchestration"}, {"id": "mai-20260917-0922-baseline|c131-m1|openai-small|Jira Service Management", "prompt": "c131-m1", "model": "openai-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Jira Service Management is often the best fit for mid-market B2B teams"}, {"id": "mai-20260917-0922-baseline|c131-m1|openai-small|Freshservice", "prompt": "c131-m1", "model": "openai-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Freshservice if you want faster time-to-value, simpler admin"}, {"id": "mai-20260917-0922-baseline|c131-m1|openai-small|ServiceNow", "prompt": "c131-m1", "model": "openai-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ServiceNow is the better choice if you expect enterprise-level process complexity"}, {"id": "mai-20260917-0922-baseline|c131-m1|xai-small|Freshservice", "prompt": "c131-m1", "model": "xai-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Freshservice stands out as the most consistently recommended for mid-market teams"}, {"id": "mai-20260917-0922-baseline|c131-m1|xai-small|Jira Service Management", "prompt": "c131-m1", "model": "xai-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Atlassian/DevOps teams ... Integrations (Jira/Confluence), agile workflows | Steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c131-m1|xai-small|InvGate Service Management", "prompt": "c131-m1", "model": "xai-small", "cat": "it-service-management", "variant": "direct", "raw": "InvGate Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Info-Tech ranks InvGate/TeamDynamix/Jira highest in midmarket quadrants"}, {"id": "mai-20260917-0922-baseline|c131-m1|xai-small|TeamDynamix ITSM", "prompt": "c131-m1", "model": "xai-small", "cat": "it-service-management", "variant": "direct", "raw": "TeamDynamix ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Info-Tech 8.8 (Gold #1 2024/25) | No-code, top support/usability"}, {"id": "mai-20260917-0922-baseline|c131-m1|xai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m1", "model": "xai-small", "cat": "it-service-management", "variant": "direct", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget/on-prem ... ITIL, asset mgmt, flexible deploy | Dated UI"}, {"id": "mai-20260917-0922-baseline|c131-m1|xai-small|ServiceNow", "prompt": "c131-m1", "model": "xai-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise avoids: ServiceNow/BMC are overkill (high cost, long impl.)"}, {"id": "mai-20260917-0922-baseline|c131-m1|xai-small|BMC", "prompt": "c131-m1", "model": "xai-small", "cat": "it-service-management", "variant": "direct", "raw": "BMC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise avoids: ServiceNow/BMC are overkill (high cost, long impl.)"}, {"id": "mai-20260917-0922-baseline|c131-m1|zai-small|Freshservice", "prompt": "c131-m1", "model": "zai-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑market B2B companies today, **Freshservice** is the default \"best\" choice"}, {"id": "mai-20260917-0922-baseline|c131-m1|zai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m1", "model": "zai-small", "cat": "it-service-management", "variant": "direct", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ManageEngine ServiceDesk Plus** is the strongest runner‑up"}, {"id": "mai-20260917-0922-baseline|c131-m1|zai-small|InvGate Service Management", "prompt": "c131-m1", "model": "zai-small", "cat": "it-service-management", "variant": "direct", "raw": "InvGate Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want ServiceNow‑class capabilities at a mid‑market price: Consider **InvGate Service Management**"}, {"id": "mai-20260917-0922-baseline|c131-m1|zai-small|SolarWinds Service Desk", "prompt": "c131-m1", "model": "zai-small", "cat": "it-service-management", "variant": "direct", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already deeply in the SolarWinds stack: **SolarWinds Service Desk** is a natural fit."}, {"id": "mai-20260917-0922-baseline|c131-m1|zai-small|Jira Service Management", "prompt": "c131-m1", "model": "zai-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your team lives in Atlassian: **Jira Service Management** makes the most sense."}, {"id": "mai-20260917-0922-baseline|c131-m1|zai-small|ServiceNow ITSM", "prompt": "c131-m1", "model": "zai-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "for mid‑market B2B it's typically overkill"}, {"id": "mai-20260917-0922-baseline|c131-m2|alibaba-small|Freshservice", "prompt": "c131-m2", "model": "alibaba-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a typical mid-sized B2B company, **Freshservice** is often the safest bet"}, {"id": "mai-20260917-0922-baseline|c131-m2|alibaba-small|Jira Service Management (JSM)", "prompt": "c131-m2", "model": "alibaba-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Tech & Engineering-Led Companies... JSM is the natural choice."}, {"id": "mai-20260917-0922-baseline|c131-m2|alibaba-small|Zendesk Suite", "prompt": "c131-m2", "model": "alibaba-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zendesk Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zendesk remains the market leader"}, {"id": "mai-20260917-0922-baseline|c131-m2|alibaba-small|Freshdesk", "prompt": "c131-m2", "model": "alibaba-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Value / Cost-Effective Alternative"}, {"id": "mai-20260917-0922-baseline|c131-m2|alibaba-small|ServiceNow", "prompt": "c131-m2", "model": "alibaba-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "mature ITSM capabilities (often compared to ServiceNow)"}, {"id": "mai-20260917-0922-baseline|c131-m2|anthropic-small|Freshservice", "prompt": "c131-m2", "model": "anthropic-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick for most mid-sized B2B companies would be Freshservice**"}, {"id": "mai-20260917-0922-baseline|c131-m2|anthropic-small|InvGate", "prompt": "c131-m2", "model": "anthropic-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "InvGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "InvGate focuses explicitly on mid-market organizations with 100-2,500 employees"}, {"id": "mai-20260917-0922-baseline|c131-m2|anthropic-small|SysAid", "prompt": "c131-m2", "model": "anthropic-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "making it a good fit for mid-sized to large IT departments"}, {"id": "mai-20260917-0922-baseline|c131-m2|anthropic-small|SolarWinds Service Desk", "prompt": "c131-m2", "model": "anthropic-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "caters to mid-size and large organizations with intricate IT infrastructures and is ITIL equipped"}, {"id": "mai-20260917-0922-baseline|c131-m2|challenger-small|Freshservice", "prompt": "c131-m2", "model": "challenger-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Freshservice** as the default choice for **IT service desk + ticketing**"}, {"id": "mai-20260917-0922-baseline|c131-m2|challenger-small|Jira Service Management", "prompt": "c131-m2", "model": "challenger-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your IT team works closely with engineering and wants deeper Atlassian ecosystem alignment"}, {"id": "mai-20260917-0922-baseline|c131-m2|challenger-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m2", "model": "challenger-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want a more traditional ITSM stack with **asset management** and **ITIL** features"}, {"id": "mai-20260917-0922-baseline|c131-m2|challenger-small|SysAid", "prompt": "c131-m2", "model": "challenger-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want an **all-in-one** tool with **ITSM + asset + remote support**"}, {"id": "mai-20260917-0922-baseline|c131-m2|challenger-small|HaloITSM", "prompt": "c131-m2", "model": "challenger-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "HaloITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you care most about **usability** and transparent pricing; PCMag names it an Editors' Choice pick"}, {"id": "mai-20260917-0922-baseline|c131-m2|deepseek-small|Freshservice", "prompt": "c131-m2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c131-m2|deepseek-small|Jira Service Management", "prompt": "c131-m2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're a software/tech company** with a Jira shop, go with **Jira Service Management**"}, {"id": "mai-20260917-0922-baseline|c131-m2|deepseek-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is tight** ... **ManageEngine ServiceDesk Plus** delivers excellent value"}, {"id": "mai-20260917-0922-baseline|c131-m2|deepseek-small|TOPdesk", "prompt": "c131-m2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "TOPdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Usability-first, multi-department | From ~£51/agent/mo"}, {"id": "mai-20260917-0922-baseline|c131-m2|deepseek-small|Zendesk", "prompt": "c131-m2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Better if your primary need is external customer support, not internal IT"}, {"id": "mai-20260917-0922-baseline|c131-m2|deepseek-small|HaloITSM", "prompt": "c131-m2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "HaloITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "All-inclusive ITIL | Custom quote"}, {"id": "mai-20260917-0922-baseline|c131-m2|deepseek-small|SolarWinds Service Desk", "prompt": "c131-m2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Teams already using SolarWinds monitoring"}, {"id": "mai-20260917-0922-baseline|c131-m2|deepseek-small|ServiceNow", "prompt": "c131-m2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "excellent but is really built for large enterprises — typically overkill in cost and implementation effort"}, {"id": "mai-20260917-0922-baseline|c131-m2|google-small|ServiceNow", "prompt": "c131-m2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid enterprise-grade platforms like ServiceNow, which require six-figure budgets and dedicated, full-time administrators"}, {"id": "mai-20260917-0922-baseline|c131-m2|google-small|Jira Service Management (JSM) by Atlassian", "prompt": "c131-m2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management (JSM) by Atlassian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your B2B company has an internal software development, product, or engineering team that already uses Jira, JSM is almost always the best choice."}, {"id": "mai-20260917-0922-baseline|c131-m2|google-small|Freshservice by Freshworks", "prompt": "c131-m2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice by Freshworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Freshservice is widely considered the mid-market champion."}, {"id": "mai-20260917-0922-baseline|c131-m2|google-small|InvGate Service Management", "prompt": "c131-m2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "InvGate Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "InvGate is a rapidly rising star in the mid-market space, routinely earning some of the highest customer satisfaction scores"}, {"id": "mai-20260917-0922-baseline|c131-m2|google-small|HaloITSM", "prompt": "c131-m2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "HaloITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HaloITSM is an exceptional choice."}, {"id": "mai-20260917-0922-baseline|c131-m2|google-small|Zendesk", "prompt": "c131-m2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you may want to look at a Customer Service Management (CSM) hybrid tool like **Zendesk**"}, {"id": "mai-20260917-0922-baseline|c131-m2|google-small|Salesforce Service Cloud", "prompt": "c131-m2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "or **Salesforce Service Cloud**, or utilize JSM\\u2019s external customer portal."}, {"id": "mai-20260917-0922-baseline|c131-m2|minimax-small|Freshservice", "prompt": "c131-m2", "model": "minimax-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend considering **Freshservice** or **Jira Service Management**"}, {"id": "mai-20260917-0922-baseline|c131-m2|minimax-small|Jira Service Management", "prompt": "c131-m2", "model": "minimax-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend considering **Freshservice** or **Jira Service Management**"}, {"id": "mai-20260917-0922-baseline|c131-m2|mistral-small|Freshservice", "prompt": "c131-m2", "model": "mistral-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly favored for its intuitive interface, ease of setup, and strong mid-market fit"}, {"id": "mai-20260917-0922-baseline|c131-m2|mistral-small|Freshdesk", "prompt": "c131-m2", "model": "mistral-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option, especially if you want advanced AI, automation, and reporting."}, {"id": "mai-20260917-0922-baseline|c131-m2|mistral-small|Jira Service Management (JSM)", "prompt": "c131-m2", "model": "mistral-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your organization already uses Atlassian tools ... some users find it less intuitive than Freshservice"}, {"id": "mai-20260917-0922-baseline|c131-m2|moonshot-small|Freshservice", "prompt": "c131-m2", "model": "moonshot-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Recommendation: **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c131-m2|moonshot-small|Jira Service Management (JSM)", "prompt": "c131-m2", "model": "moonshot-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Strong Alternative: **Jira Service Management (JSM)**"}, {"id": "mai-20260917-0922-baseline|c131-m2|moonshot-small|InvGate Service Management", "prompt": "c131-m2", "model": "moonshot-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "InvGate Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "🥉 Budget-Conscious Option: **InvGate Service Management**"}, {"id": "mai-20260917-0922-baseline|c131-m2|moonshot-small|ServiceNow", "prompt": "c131-m2", "model": "moonshot-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid: **ServiceNow** ... generally **overkill for mid-sized companies**"}, {"id": "mai-20260917-0922-baseline|c131-m2|openai-small|Jira Service Management", "prompt": "c131-m2", "model": "openai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Jira Service Management**"}, {"id": "mai-20260917-0922-baseline|c131-m2|openai-small|ServiceNow", "prompt": "c131-m2", "model": "openai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "usually makes more sense for larger or more mature IT organizations... only if you already know you need enterprise-grade complexity"}, {"id": "mai-20260917-0922-baseline|c131-m2|openai-small|Zendesk", "prompt": "c131-m2", "model": "openai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Zendesk** if ease of use and broad service desk simplicity matter more than ITIL-heavy depth"}, {"id": "mai-20260917-0922-baseline|c131-m2|openai-small|Freshservice", "prompt": "c131-m2", "model": "openai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you want a more traditional ITSM product with a simpler admin experience"}, {"id": "mai-20260917-0922-baseline|c131-m2|xai-small|Freshservice", "prompt": "c131-m2", "model": "xai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Freshservice as the top IT service desk and ticketing tool"}, {"id": "mai-20260917-0922-baseline|c131-m2|xai-small|ServiceNow", "prompt": "c131-m2", "model": "xai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoiding enterprise bloat like ServiceNow (too complex/expensive, $100K+ year 1 for mid-size)"}, {"id": "mai-20260917-0922-baseline|c131-m2|xai-small|Jira Service Management", "prompt": "c131-m2", "model": "xai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're in the Jira/Confluence ecosystem or DevOps-heavy... but steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c131-m2|xai-small|HaloITSM", "prompt": "c131-m2", "model": "xai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "HaloITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For deeper ITIL/value on budget... Halo wins on CMDB"}, {"id": "mai-20260917-0922-baseline|c131-m2|xai-small|SysAid", "prompt": "c131-m2", "model": "xai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SysAid on proprietary AI trained on your data"}, {"id": "mai-20260917-0922-baseline|c131-m2|xai-small|Zendesk", "prompt": "c131-m2", "model": "xai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More customer-support oriented (less pure ITSM), but good for B2B client-facing tickets"}, {"id": "mai-20260917-0922-baseline|c131-m2|zai-small|Freshservice", "prompt": "c131-m2", "model": "zai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Freshservice** as your primary choice."}, {"id": "mai-20260917-0922-baseline|c131-m2|zai-small|Jira Service Management", "prompt": "c131-m2", "model": "zai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Runner-Up: Jira Service Management"}, {"id": "mai-20260917-0922-baseline|c131-m2|zai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m2", "model": "zai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Runner-Up: ManageEngine ServiceDesk Plus"}, {"id": "mai-20260917-0922-baseline|c131-m3|alibaba-small|ServiceNow", "prompt": "c131-m3", "model": "alibaba-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dominates the high-end enterprise market and is frequently positioned as a \"Leader\" by Gartner"}, {"id": "mai-20260917-0922-baseline|c131-m3|alibaba-small|Atlassian Jira Service Management (JSM)", "prompt": "c131-m3", "model": "alibaba-small", "cat": "it-service-management", "variant": "comparative", "raw": "Atlassian Jira Service Management (JSM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Jira Service Management if: Your organization values speed, cost transparency, and seamless collaboration"}, {"id": "mai-20260917-0922-baseline|c131-m3|alibaba-small|TeamDynamix", "prompt": "c131-m3", "model": "alibaba-small", "cat": "it-service-management", "variant": "comparative", "raw": "TeamDynamix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often favored by mid-market companies that need robust ITIL workflows but find ServiceNow too rigid or expensive"}, {"id": "mai-20260917-0922-baseline|c131-m3|alibaba-small|BMC Helix", "prompt": "c131-m3", "model": "alibaba-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another legacy enterprise option often cited alongside ServiceNow for highly regulated industries"}, {"id": "mai-20260917-0922-baseline|c131-m3|anthropic-small|ServiceNow", "prompt": "c131-m3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For large teams that need deep process coverage and broad ecosystem integrations, ServiceNow remains a proven choice."}, {"id": "mai-20260917-0922-baseline|c131-m3|anthropic-small|Jira Service Management", "prompt": "c131-m3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Jira Service Management is best for DevOps teams and Atlassian-embedded organizations"}, {"id": "mai-20260917-0922-baseline|c131-m3|anthropic-small|Freshservice", "prompt": "c131-m3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Freshservice (mid-market, fast deployment)"}, {"id": "mai-20260917-0922-baseline|c131-m3|anthropic-small|BMC Helix", "prompt": "c131-m3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BMC Helix (enterprise legacy)"}, {"id": "mai-20260917-0922-baseline|c131-m3|anthropic-small|Ivanti", "prompt": "c131-m3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ServiceNow and Ivanti offer the depth, and the cost, that comes with it"}, {"id": "mai-20260917-0922-baseline|c131-m3|anthropic-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ManageEngine ServiceDesk Plus (cost-conscious mid-market)"}, {"id": "mai-20260917-0922-baseline|c131-m3|anthropic-small|SolarWinds Service Desk", "prompt": "c131-m3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SolarWinds Service Desk (SolarWinds stack)"}, {"id": "mai-20260917-0922-baseline|c131-m3|anthropic-small|Halo", "prompt": "c131-m3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "Halo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "tools like Halo and Hornbill offer strong foundations with lower implementation overhead"}, {"id": "mai-20260917-0922-baseline|c131-m3|anthropic-small|Xurrent", "prompt": "c131-m3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "Xurrent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Halo, Xurrent, and Hornbill (ITIL-focused mid-market)"}, {"id": "mai-20260917-0922-baseline|c131-m3|anthropic-small|Hornbill", "prompt": "c131-m3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "Hornbill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "tools like Halo and Hornbill offer strong foundations with lower implementation overhead"}, {"id": "mai-20260917-0922-baseline|c131-m3|anthropic-small|TeamDynamix", "prompt": "c131-m3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "TeamDynamix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "TeamDynamix is popular with educational institutions."}, {"id": "mai-20260917-0922-baseline|c131-m3|challenger-small|ServiceNow", "prompt": "c131-m3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep enterprise workflow, CMDB, and broad platform capabilities; usually the most powerful and most complex to implement."}, {"id": "mai-20260917-0922-baseline|c131-m3|challenger-small|Jira Service Management", "prompt": "c131-m3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best when ITSM must integrate tightly with Jira and engineering workflows"}, {"id": "mai-20260917-0922-baseline|c131-m3|challenger-small|Freshservice", "prompt": "c131-m3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fast deployment, simpler admin, and strong out-of-the-box ITIL coverage"}, {"id": "mai-20260917-0922-baseline|c131-m3|challenger-small|BMC Helix", "prompt": "c131-m3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often positioned for large-scale, mature service operations and AIOps-oriented use cases."}, {"id": "mai-20260917-0922-baseline|c131-m3|challenger-small|Ivanti Neurons", "prompt": "c131-m3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Stronger fit when service management and endpoint/patch/security workflows need to be unified."}, {"id": "mai-20260917-0922-baseline|c131-m3|challenger-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good value, broad ITIL coverage, and lower cost/complexity than the big enterprise suites."}, {"id": "mai-20260917-0922-baseline|c131-m3|challenger-small|SolarWinds Service Desk", "prompt": "c131-m3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best when the organization already runs SolarWinds monitoring or infrastructure tools."}, {"id": "mai-20260917-0922-baseline|c131-m3|challenger-small|HaloITSM", "prompt": "c131-m3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "HaloITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Often selected for full ITIL-style service management with a usability-first approach."}, {"id": "mai-20260917-0922-baseline|c131-m3|challenger-small|InvGate Service Management", "prompt": "c131-m3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "InvGate Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Public pricing and a lower-ops-heavy implementation profile than ServiceNow."}, {"id": "mai-20260917-0922-baseline|c131-m3|challenger-small|TeamDynamix", "prompt": "c131-m3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "TeamDynamix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Stands out for combining ITSM with no-code configuration and service/project alignment."}, {"id": "mai-20260917-0922-baseline|c131-m3|deepseek-small|ServiceNow", "prompt": "c131-m3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow — The Enterprise Gold Standard"}, {"id": "mai-20260917-0922-baseline|c131-m3|deepseek-small|Jira Service Management (Atlassian)", "prompt": "c131-m3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Engineering/DevOps orgs already using Atlassian → **Jira Service Management**"}, {"id": "mai-20260917-0922-baseline|c131-m3|deepseek-small|BMC Helix ITSM", "prompt": "c131-m3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Large enterprise with complex governance → **ServiceNow** or **BMC Helix**"}, {"id": "mai-20260917-0922-baseline|c131-m3|deepseek-small|Freshservice (Freshworks)", "prompt": "c131-m3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice (Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market wanting fast ROI and clean UX → **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c131-m3|deepseek-small|Ivanti Neurons for ITSM", "prompt": "c131-m3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Automation-first and security-conscious operations"}, {"id": "mai-20260917-0922-baseline|c131-m3|deepseek-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget-conscious → **ManageEngine ServiceDesk Plus**"}, {"id": "mai-20260917-0922-baseline|c131-m3|deepseek-small|Zendesk", "prompt": "c131-m3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More expensive at scale, less ITIL depth than dedicated ITSM tools"}, {"id": "mai-20260917-0922-baseline|c131-m3|deepseek-small|SolarWinds Service Desk", "prompt": "c131-m3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "strong for teams already invested in the SolarWinds monitoring stack"}, {"id": "mai-20260917-0922-baseline|c131-m3|deepseek-small|TeamDynamix", "prompt": "c131-m3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "TeamDynamix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "popular in higher education and government"}, {"id": "mai-20260917-0922-baseline|c131-m3|deepseek-small|Halo", "prompt": "c131-m3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Halo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "ITIL-focused mid-market options"}, {"id": "mai-20260917-0922-baseline|c131-m3|deepseek-small|Xurrent", "prompt": "c131-m3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Xurrent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ITIL-focused mid-market options"}, {"id": "mai-20260917-0922-baseline|c131-m3|deepseek-small|Hornbill", "prompt": "c131-m3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Hornbill", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "ITIL-focused mid-market options"}, {"id": "mai-20260917-0922-baseline|c131-m3|deepseek-small|Alloy Software", "prompt": "c131-m3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Alloy Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "ITIL-focused mid-market options"}, {"id": "mai-20260917-0922-baseline|c131-m3|deepseek-small|Console", "prompt": "c131-m3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Console", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "AI-native newcomers like Console and SymphonyAI"}, {"id": "mai-20260917-0922-baseline|c131-m3|deepseek-small|SymphonyAI", "prompt": "c131-m3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "SymphonyAI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "AI-native newcomers like Console and SymphonyAI"}, {"id": "mai-20260917-0922-baseline|c131-m3|deepseek-small|ONES.com", "prompt": "c131-m3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "ONES.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "a few (like ONES.com) still offer on-premise options"}, {"id": "mai-20260917-0922-baseline|c131-m3|google-small|ServiceNow ITSM", "prompt": "c131-m3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow remains the dominant behemoth of the ITSM world, especially for large Fortune 500 enterprises"}, {"id": "mai-20260917-0922-baseline|c131-m3|google-small|Atlassian Jira Service Management (JSM)", "prompt": "c131-m3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "Atlassian Jira Service Management (JSM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "JSM is the preferred platform for technology-first organizations, rapidly scaling companies, and software-led enterprises."}, {"id": "mai-20260917-0922-baseline|c131-m3|google-small|Freshworks Freshservice", "prompt": "c131-m3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshworks Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Freshworks officially joined ServiceNow and Atlassian in the Leader quadrant, largely due to its focus on ease of use and rapid setup."}, {"id": "mai-20260917-0922-baseline|c131-m3|google-small|BMC Helix ITSM", "prompt": "c131-m3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BMC Helix is a traditional heavy-duty enterprise option."}, {"id": "mai-20260917-0922-baseline|c131-m3|google-small|TeamDynamix", "prompt": "c131-m3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "TeamDynamix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "TeamDynamix is a major challenger in higher education, healthcare, and state/local governments."}, {"id": "mai-20260917-0922-baseline|c131-m3|google-small|SysAid", "prompt": "c131-m3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Small-to-medium enterprises that do not have the budget or headcount"}, {"id": "mai-20260917-0922-baseline|c131-m3|google-small|Xurrent (formerly 4me)", "prompt": "c131-m3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "Xurrent (formerly 4me)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "specifically built for enterprises that rely heavily on Managed Service Providers (MSPs)"}, {"id": "mai-20260917-0922-baseline|c131-m3|meta-small|ServiceNow", "prompt": "c131-m3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ServiceNow is ideal for large enterprises with complex processes"}, {"id": "mai-20260917-0922-baseline|c131-m3|meta-small|Jira Service Management", "prompt": "c131-m3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top ITSM platforms include ServiceNow, Jira Service Management, Freshservice, BMC Helix, and InvGate Service Management."}, {"id": "mai-20260917-0922-baseline|c131-m3|meta-small|Freshservice", "prompt": "c131-m3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Freshservice is suitable for mid-sized teams that need a balance between usability and ITIL alignment"}, {"id": "mai-20260917-0922-baseline|c131-m3|meta-small|BMC Helix", "prompt": "c131-m3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top ITSM platforms include ServiceNow, Jira Service Management, Freshservice, BMC Helix, and InvGate Service Management."}, {"id": "mai-20260917-0922-baseline|c131-m3|meta-small|InvGate Service Management", "prompt": "c131-m3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "InvGate Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "InvGate Service Management is a cost-effective option for enterprises that want ServiceNow-level ITSM without the complexity"}, {"id": "mai-20260917-0922-baseline|c131-m3|minimax-small|ServiceNow", "prompt": "c131-m3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**ServiceNow** | Large enterprises | Deep ITIL coverage, robust workflows, AI/analytics, strong ecosystem"}, {"id": "mai-20260917-0922-baseline|c131-m3|minimax-small|Freshservice", "prompt": "c131-m3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Freshservice** | Mid-market SMBs | Modern UI, ITIL-aligned, faster setup, predictable pricing"}, {"id": "mai-20260917-0922-baseline|c131-m3|minimax-small|Jira Service Management", "prompt": "c131-m3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Jira Service Management** | DevOps-oriented orgs | Integration with Jira"}, {"id": "mai-20260917-0922-baseline|c131-m3|minimax-small|BMC Helix ITSM", "prompt": "c131-m3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BMC Helix ITSM** | Enterprise ITIL shops | Deep ITIL practices"}, {"id": "mai-20260917-0922-baseline|c131-m3|minimax-small|InvGate Service Desk", "prompt": "c131-m3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "InvGate Service Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ServiceNow-level features without complexity, cost-effective"}, {"id": "mai-20260917-0922-baseline|c131-m3|minimax-small|Ivanti Neurons for ITSM", "prompt": "c131-m3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Ivanti Neurons for ITSM** | Flexible deployment needs"}, {"id": "mai-20260917-0922-baseline|c131-m3|minimax-small|SysAid", "prompt": "c131-m3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "SysAid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Mid-market**: Freshservice, InvGate, SysAid"}, {"id": "mai-20260917-0922-baseline|c131-m3|minimax-small|NinjaOne", "prompt": "c131-m3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Lightweight/RMM-integrated**: NinjaOne, Atera"}, {"id": "mai-20260917-0922-baseline|c131-m3|minimax-small|Atera", "prompt": "c131-m3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Lightweight/RMM-integrated**: NinjaOne, Atera"}, {"id": "mai-20260917-0922-baseline|c131-m3|minimax-small|Serval", "prompt": "c131-m3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "Serval", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**AI-native**: Newer platforms like Serval, Console"}, {"id": "mai-20260917-0922-baseline|c131-m3|minimax-small|Console", "prompt": "c131-m3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "Console", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**AI-native**: Newer platforms like Serval, Console"}, {"id": "mai-20260917-0922-baseline|c131-m3|mistral-small|ServiceNow", "prompt": "c131-m3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader with a 44.4% share... best for large enterprises needing deep ITIL compliance and extensive customization."}, {"id": "mai-20260917-0922-baseline|c131-m3|mistral-small|Atlassian (Jira Service Management)", "prompt": "c131-m3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "Atlassian (Jira Service Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Holds the second position with a 10.7% market share... excels in DevOps and engineering teams"}, {"id": "mai-20260917-0922-baseline|c131-m3|mistral-small|BMC Software", "prompt": "c131-m3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focuses on large enterprises with complex IT environments, offering robust ITSM and discovery capabilities"}, {"id": "mai-20260917-0922-baseline|c131-m3|mistral-small|GoTo (LogMeIn)", "prompt": "c131-m3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "GoTo (LogMeIn)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides ITSM solutions suitable for mid-market and enterprise customers, emphasizing ease of use and remote support features"}, {"id": "mai-20260917-0922-baseline|c131-m3|mistral-small|Ivanti", "prompt": "c131-m3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Known for its IT asset management and endpoint management capabilities"}, {"id": "mai-20260917-0922-baseline|c131-m3|mistral-small|Freshservice", "prompt": "c131-m3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "making it a good choice for organizations modernizing legacy help desks"}, {"id": "mai-20260917-0922-baseline|c131-m3|mistral-small|Alloy Software", "prompt": "c131-m3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "Alloy Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Recognized in 2024 for its strong ITSM capabilities"}, {"id": "mai-20260917-0922-baseline|c131-m3|moonshot-small|ServiceNow", "prompt": "c131-m3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose ServiceNow** if you're a large enterprise needing comprehensive ITIL coverage"}, {"id": "mai-20260917-0922-baseline|c131-m3|moonshot-small|Jira Service Management (Atlassian)", "prompt": "c131-m3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Jira Service Management** if you want fast deployment, transparent pricing, and strong DevOps alignment"}, {"id": "mai-20260917-0922-baseline|c131-m3|moonshot-small|Freshservice (Freshworks)", "prompt": "c131-m3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice (Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Freshservice** if you're a growing mid-market team wanting modern ITSM"}, {"id": "mai-20260917-0922-baseline|c131-m3|moonshot-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose ManageEngine** if you need affordable, proven ITSM with flexible deployment options"}, {"id": "mai-20260917-0922-baseline|c131-m3|moonshot-small|Zendesk", "prompt": "c131-m3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Considerations:** More CX-focused than pure ITSM"}, {"id": "mai-20260917-0922-baseline|c131-m3|moonshot-small|InvGate Service Management", "prompt": "c131-m3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "InvGate Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Considerations:** Smaller ecosystem than major players"}, {"id": "mai-20260917-0922-baseline|c131-m3|moonshot-small|Spiceworks Help Desk", "prompt": "c131-m3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "Spiceworks Help Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Small IT teams, startups"}, {"id": "mai-20260917-0922-baseline|c131-m3|openai-small|ServiceNow", "prompt": "c131-m3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for **large enterprises** that want a broad, highly configurable platform"}, {"id": "mai-20260917-0922-baseline|c131-m3|openai-small|Jira Service Management", "prompt": "c131-m3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for teams already using **Atlassian tooling**"}, {"id": "mai-20260917-0922-baseline|c131-m3|openai-small|BMC Helix", "prompt": "c131-m3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Often positioned for **large, complex environments**"}, {"id": "mai-20260917-0922-baseline|c131-m3|openai-small|Ivanti Neurons for ITSM", "prompt": "c131-m3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Known for **service management plus endpoint/IT operations-adjacent capabilities**"}, {"id": "mai-20260917-0922-baseline|c131-m3|openai-small|Freshservice", "prompt": "c131-m3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Usually a fit for organizations that want a **simpler, faster-to-deploy modern ITSM tool**"}, {"id": "mai-20260917-0922-baseline|c131-m3|openai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Commonly chosen by **mid-market and cost-conscious teams**"}, {"id": "mai-20260917-0922-baseline|c131-m3|openai-small|TOPdesk", "prompt": "c131-m3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "TOPdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Frequently used by organizations that want a **straightforward, approachable service desk**"}, {"id": "mai-20260917-0922-baseline|c131-m3|xai-small|ServiceNow IT Service Management (ITSM)", "prompt": "c131-m3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow IT Service Management (ITSM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow and BMC Helix excel for 1,000+ users with intricate processes; ... ServiceNow/BMC are gold standards for audits."}, {"id": "mai-20260917-0922-baseline|c131-m3|xai-small|Jira Service Management (Atlassian)", "prompt": "c131-m3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For DevOps/IT teams in Atlassian ecosystem ... Seamless Jira/Confluence integration"}, {"id": "mai-20260917-0922-baseline|c131-m3|xai-small|Freshservice (Freshworks)", "prompt": "c131-m3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice (Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market, quick setup ... User-friendly UI, fast deployment"}, {"id": "mai-20260917-0922-baseline|c131-m3|xai-small|BMC Helix ITSM", "prompt": "c131-m3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprises with hybrid IT ... strong AIOps/proactive ops"}, {"id": "mai-20260917-0922-baseline|c131-m3|xai-small|Ivanti Neurons for ITSM", "prompt": "c131-m3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Security-focused IT, flexible deployment ... Deep security integrations"}, {"id": "mai-20260917-0922-baseline|c131-m3|xai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cost-conscious SMBs/mid-market ... Affordable, strong on-prem asset discovery"}, {"id": "mai-20260917-0922-baseline|c131-m3|xai-small|InvGate Service Management", "prompt": "c131-m3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "InvGate Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ServiceNow alternative for enterprises ... Cost-effective depth"}, {"id": "mai-20260917-0922-baseline|c131-m3|xai-small|HaloITSM", "prompt": "c131-m3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "HaloITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like HaloITSM, SolarWinds Service Desk, and Zendesk appear in mid-market lists."}, {"id": "mai-20260917-0922-baseline|c131-m3|xai-small|SolarWinds Service Desk", "prompt": "c131-m3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others like HaloITSM, SolarWinds Service Desk, and Zendesk appear in mid-market lists."}, {"id": "mai-20260917-0922-baseline|c131-m3|xai-small|Zendesk", "prompt": "c131-m3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others like HaloITSM, SolarWinds Service Desk, and Zendesk appear in mid-market lists."}, {"id": "mai-20260917-0922-baseline|c131-m3|zai-small|ServiceNow", "prompt": "c131-m3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow** - The Market Leader"}, {"id": "mai-20260917-0922-baseline|c131-m3|zai-small|BMC Helix ITSM", "prompt": "c131-m3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** Enterprises seeking AI-driven operations and modern cloud architecture"}, {"id": "mai-20260917-0922-baseline|c131-m3|zai-small|Jira Service Management (Atlassian)", "prompt": "c131-m3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Jira if:** Your team is development-focused and already uses Atlassian tools."}, {"id": "mai-20260917-0922-baseline|c131-m3|zai-small|Cherwell", "prompt": "c131-m3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Cherwell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Cherwell if:** You're mid-sized and need enterprise features at better prices."}, {"id": "mai-20260917-0922-baseline|c131-m3|zai-small|Zendesk", "prompt": "c131-m3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Zendesk if:** Customer experience and omnichannel support are your top priorities."}, {"id": "mai-20260917-0922-baseline|c131-m3|zai-small|Freshservice", "prompt": "c131-m3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Freshservice if:** Budget is a primary concern and you want a simple cloud solution."}, {"id": "mai-20260917-0922-baseline|c131-m3|zai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose ManageEngine if:** You need comprehensive features with hybrid deployment options."}, {"id": "mai-20260917-0922-baseline|c131-m4|alibaba-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m4", "model": "alibaba-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is widely considered the best overall ITSM platform for companies with a limited budget"}, {"id": "mai-20260917-0922-baseline|c131-m4|alibaba-small|ServiceNow", "prompt": "c131-m4", "model": "alibaba-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the premium price tag of enterprise tools like ServiceNow"}, {"id": "mai-20260917-0922-baseline|c131-m4|alibaba-small|Freshservice", "prompt": "c131-m4", "model": "alibaba-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Freshservice is the next best contender"}, {"id": "mai-20260917-0922-baseline|c131-m4|alibaba-small|Spiceworks Cloud", "prompt": "c131-m4", "model": "alibaba-small", "cat": "it-service-management", "variant": "budget", "raw": "Spiceworks Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For smaller businesses with very minimal needs ... this is a viable zero-cost option"}, {"id": "mai-20260917-0922-baseline|c131-m4|alibaba-small|Atera", "prompt": "c131-m4", "model": "alibaba-small", "cat": "it-service-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for IT Departments Needing Monitoring: Atera"}, {"id": "mai-20260917-0922-baseline|c131-m4|alibaba-small|Zoho Desk", "prompt": "c131-m4", "model": "alibaba-small", "cat": "it-service-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Affordable if you already use other Zoho apps."}, {"id": "mai-20260917-0922-baseline|c131-m4|anthropic-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m4", "model": "anthropic-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is a long-standing ITSM platform favored by mid-sized organizations that need comprehensive functionality at a reasonable price."}, {"id": "mai-20260917-0922-baseline|c131-m4|anthropic-small|Alloy Navigator", "prompt": "c131-m4", "model": "anthropic-small", "cat": "it-service-management", "variant": "budget", "raw": "Alloy Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pricing ranges from $19–86/tech/month for everything – ITSM, asset management, network discovery – in one platform"}, {"id": "mai-20260917-0922-baseline|c131-m4|anthropic-small|Spiceworks", "prompt": "c131-m4", "model": "anthropic-small", "cat": "it-service-management", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the platform is ad-supported, its functionality is limited, and organizations with meaningful SLA obligations will quickly encounter its limitations"}, {"id": "mai-20260917-0922-baseline|c131-m4|challenger-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m4", "model": "challenger-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **ManageEngine ServiceDesk Plus** because it is repeatedly identified as the **lowest-cost**"}, {"id": "mai-20260917-0922-baseline|c131-m4|challenger-small|Spiceworks Cloud Help Desk", "prompt": "c131-m4", "model": "challenger-small", "cat": "it-service-management", "variant": "budget", "raw": "Spiceworks Cloud Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your budget is *extremely* tight, the best starting point may be **Spiceworks Cloud Help Desk** ... though it is more of a help desk than a full ITSM platform."}, {"id": "mai-20260917-0922-baseline|c131-m4|challenger-small|Alloy Navigator", "prompt": "c131-m4", "model": "challenger-small", "cat": "it-service-management", "variant": "budget", "raw": "Alloy Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best value if you can spend a bit more:** Alloy Navigator, which one comparison says offers strong value"}, {"id": "mai-20260917-0922-baseline|c131-m4|challenger-small|Jira Service Management", "prompt": "c131-m4", "model": "challenger-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you already use Atlassian:** Jira Service Management."}, {"id": "mai-20260917-0922-baseline|c131-m4|deepseek-small|Spiceworks", "prompt": "c131-m4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Completely free (ad-supported) with unlimited tickets and asset tracking. It's the best entry point for bootstrap budgets, though the ads and dated UX are the tradeoffs."}, {"id": "mai-20260917-0922-baseline|c131-m4|deepseek-small|GLPI", "prompt": "c131-m4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "GLPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GLPI** if you can self-host"}, {"id": "mai-20260917-0922-baseline|c131-m4|deepseek-small|Zammad", "prompt": "c131-m4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "Zammad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Zammad** (modern multi-channel helpdesk)"}, {"id": "mai-20260917-0922-baseline|c131-m4|deepseek-small|osTicket", "prompt": "c131-m4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "osTicket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "and **osTicket**. These are free to run but you'll pay in setup/self-hosting effort"}, {"id": "mai-20260917-0922-baseline|c131-m4|deepseek-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "at ~$10–13/tech/month is the single best value for a budget-constrained company"}, {"id": "mai-20260917-0922-baseline|c131-m4|deepseek-small|Freshservice", "prompt": "c131-m4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need modern UX and easy setup:** **Freshservice** at ~$19/agent/month."}, {"id": "mai-20260917-0922-baseline|c131-m4|deepseek-small|Jira Service Management", "prompt": "c131-m4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Already on Atlassian:** **Jira Service Management's free tier** is a no-brainer."}, {"id": "mai-20260917-0922-baseline|c131-m4|deepseek-small|ServiceNow", "prompt": "c131-m4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise tools like ServiceNow — minimum deals run into six figures"}, {"id": "mai-20260917-0922-baseline|c131-m4|google-small|Jira Service Management (Atlassian)", "prompt": "c131-m4", "model": "google-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall balance of ITIL features, scalability, and cost.**"}, {"id": "mai-20260917-0922-baseline|c131-m4|google-small|Spiceworks Cloud Help Desk", "prompt": "c131-m4", "model": "google-small", "cat": "it-service-management", "variant": "budget", "raw": "Spiceworks Cloud Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for teams of 1 to 5 agents with a strict $0 budget.**"}, {"id": "mai-20260917-0922-baseline|c131-m4|google-small|GLPI (Gestionnaire Libre de Parc Informatique)", "prompt": "c131-m4", "model": "google-small", "cat": "it-service-management", "variant": "budget", "raw": "GLPI (Gestionnaire Libre de Parc Informatique)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free, open-source solution for teams with in-house sysadmin skills."}, {"id": "mai-20260917-0922-baseline|c131-m4|google-small|Desk365", "prompt": "c131-m4", "model": "google-small", "cat": "it-service-management", "variant": "budget", "raw": "Desk365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best low-cost option for companies utilizing Microsoft 365 and Teams.**"}, {"id": "mai-20260917-0922-baseline|c131-m4|meta-small|Spiceworks", "prompt": "c131-m4", "model": "meta-small", "cat": "it-service-management", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best ITSM platform for a company with a limited budget is Spiceworks, which provides basic ticketing at no cost"}, {"id": "mai-20260917-0922-baseline|c131-m4|meta-small|GLPi", "prompt": "c131-m4", "model": "meta-small", "cat": "it-service-management", "variant": "budget", "raw": "GLPi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include GLPi, which can be utilized at no cost if self-hosted"}, {"id": "mai-20260917-0922-baseline|c131-m4|meta-small|Siit", "prompt": "c131-m4", "model": "meta-small", "cat": "it-service-management", "variant": "budget", "raw": "Siit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Siit, which offers automation features starting at $23/admin monthly"}, {"id": "mai-20260917-0922-baseline|c131-m4|minimax-small|Jira Service Management (JSM)", "prompt": "c131-m4", "model": "minimax-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall \"budget\" ITSM platform: Jira Service Management (free for up to 3 techs, $19/user thereafter)"}, {"id": "mai-20260917-0922-baseline|c131-m4|minimax-small|Spiceworks Cloud Help Desk", "prompt": "c131-m4", "model": "minimax-small", "cat": "it-service-management", "variant": "budget", "raw": "Spiceworks Cloud Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need something even cheaper (free forever): Spiceworks Cloud Help Desk"}, {"id": "mai-20260917-0922-baseline|c131-m4|minimax-small|Freshservice", "prompt": "c131-m4", "model": "minimax-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you can spend a little for a more complete ITSM suite: Freshservice (starts at $19/user)"}, {"id": "mai-20260917-0922-baseline|c131-m4|minimax-small|Zendesk for IT Service Management", "prompt": "c131-m4", "model": "minimax-small", "cat": "it-service-management", "variant": "budget", "raw": "Zendesk for IT Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "you'll miss deeper ITSM processes like problem/change management"}, {"id": "mai-20260917-0922-baseline|c131-m4|minimax-small|ServiceNow", "prompt": "c131-m4", "model": "minimax-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Large enterprises with big budgets \\u2013 **not** a budget option"}, {"id": "mai-20260917-0922-baseline|c131-m4|minimax-small|SolarWinds Service Desk", "prompt": "c131-m4", "model": "minimax-small", "cat": "it-service-management", "variant": "budget", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "At $39/user it's a bit pricier"}, {"id": "mai-20260917-0922-baseline|c131-m4|mistral-small|Spiceworks", "prompt": "c131-m4", "model": "mistral-small", "cat": "it-service-management", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a completely free solution, **Spiceworks** is the best choice."}, {"id": "mai-20260917-0922-baseline|c131-m4|mistral-small|Zoho Desk", "prompt": "c131-m4", "model": "mistral-small", "cat": "it-service-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a low-cost paid option with more features, **Zoho Desk** or **ManageEngine ServiceDesk Plus** are excellent alternatives."}, {"id": "mai-20260917-0922-baseline|c131-m4|mistral-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m4", "model": "mistral-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c131-m4|mistral-small|Alloy Navigator", "prompt": "c131-m4", "model": "mistral-small", "cat": "it-service-management", "variant": "budget", "raw": "Alloy Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often recommended as a strong pick for small businesses, balancing cost and functionality."}, {"id": "mai-20260917-0922-baseline|c131-m4|moonshot-small|Spiceworks Cloud Help Desk", "prompt": "c131-m4", "model": "moonshot-small", "cat": "it-service-management", "variant": "budget", "raw": "Spiceworks Cloud Help Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Spiceworks Cloud Help Desk** – *Best Completely Free Option*"}, {"id": "mai-20260917-0922-baseline|c131-m4|moonshot-small|GLPI", "prompt": "c131-m4", "model": "moonshot-small", "cat": "it-service-management", "variant": "budget", "raw": "GLPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GLPI** | All-in-one ITSM + asset management"}, {"id": "mai-20260917-0922-baseline|c131-m4|moonshot-small|Zammad", "prompt": "c131-m4", "model": "moonshot-small", "cat": "it-service-management", "variant": "budget", "raw": "Zammad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GLPI or Zammad (open source)"}, {"id": "mai-20260917-0922-baseline|c131-m4|moonshot-small|iTop", "prompt": "c131-m4", "model": "moonshot-small", "cat": "it-service-management", "variant": "budget", "raw": "iTop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**iTop** | CMDB-first ITIL workflows | GPL v3"}, {"id": "mai-20260917-0922-baseline|c131-m4|moonshot-small|OTOBO", "prompt": "c131-m4", "model": "moonshot-small", "cat": "it-service-management", "variant": "budget", "raw": "OTOBO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**OTOBO** | Enterprise ITIL processes | GPL v3"}, {"id": "mai-20260917-0922-baseline|c131-m4|moonshot-small|Freshservice", "prompt": "c131-m4", "model": "moonshot-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**3. Freshservice** – *Best Value for Growing IT Teams*"}, {"id": "mai-20260917-0922-baseline|c131-m4|moonshot-small|Jira Service Management", "prompt": "c131-m4", "model": "moonshot-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "*Best for Teams Already Using Atlassian*"}, {"id": "mai-20260917-0922-baseline|c131-m4|moonshot-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m4", "model": "moonshot-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "*Best ITIL Depth for the Price*"}, {"id": "mai-20260917-0922-baseline|c131-m4|openai-small|Freshservice", "prompt": "c131-m4", "model": "openai-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall on a limited budget:** **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c131-m4|openai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m4", "model": "openai-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want the most budget-friendly \"classic ITSM\" option:** **ManageEngine ServiceDesk Plus**"}, {"id": "mai-20260917-0922-baseline|c131-m4|openai-small|SolarWinds Service Desk", "prompt": "c131-m4", "model": "openai-small", "cat": "it-service-management", "variant": "budget", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want lower-cost, straightforward pricing:** **SolarWinds Service Desk**"}, {"id": "mai-20260917-0922-baseline|c131-m4|openai-small|ServiceNow", "prompt": "c131-m4", "model": "openai-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually not the best fit for a limited budget:** **ServiceNow**, because it's positioned as an enterprise platform with custom quote pricing"}, {"id": "mai-20260917-0922-baseline|c131-m4|xai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m4", "model": "xai-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Download ServiceDesk Plus free edition—it's the sweet spot for limited budgets without sacrificing usability."}, {"id": "mai-20260917-0922-baseline|c131-m4|xai-small|Spiceworks Cloud Help Desk", "prompt": "c131-m4", "model": "xai-small", "cat": "it-service-management", "variant": "budget", "raw": "Spiceworks Cloud Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Completely **free** (ad-supported) with unlimited agents/users... Cons: Ads in free version"}, {"id": "mai-20260917-0922-baseline|c131-m4|xai-small|Jira Service Management", "prompt": "c131-m4", "model": "xai-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free forever for up to **3 agents**... Ideal for: <3 agents already using Atlassian tools."}, {"id": "mai-20260917-0922-baseline|c131-m4|xai-small|GLPI", "prompt": "c131-m4", "model": "xai-small", "cat": "it-service-management", "variant": "budget", "raw": "GLPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "100% free (GPL), self-hosted. Full ITSM: ticketing, CMDB/asset mgmt"}, {"id": "mai-20260917-0922-baseline|c131-m4|zai-small|GLPI", "prompt": "c131-m4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "GLPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best:** GLPI (all‑in‑one ITSM + asset mgmt) if you need CMDB."}, {"id": "mai-20260917-0922-baseline|c131-m4|zai-small|iTop", "prompt": "c131-m4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "iTop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best:** iTop (CMDB‑first) or GLPI (all‑in‑one)."}, {"id": "mai-20260917-0922-baseline|c131-m4|zai-small|Zammad", "prompt": "c131-m4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "Zammad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alternative:** Zammad if you prioritize multi‑channel support and a modern UI."}, {"id": "mai-20260917-0922-baseline|c131-m4|zai-small|Jira Service Management", "prompt": "c131-m4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Best:** Jira Service Management (free tier, 3 agents) → no licensing cost."}, {"id": "mai-20260917-0922-baseline|c131-m4|zai-small|Freshservice", "prompt": "c131-m4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Best:** Freshservice Starter ($19/agent/month) for modern UI and ITIL out‑of‑the‑box."}, {"id": "mai-20260917-0922-baseline|c131-m4|zai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Alternative:** ManageEngine ServiceDesk Plus Standard ($13/technician/month) with free tier for 5 techs."}, {"id": "mai-20260917-0922-baseline|c131-m4|zai-small|HappyFox", "prompt": "c131-m4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for non‑technical users:** HappyFox."}, {"id": "mai-20260917-0922-baseline|c131-m4|zai-small|OTOBO", "prompt": "c131-m4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "OTOBO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More complex; community documentation is thinner than GLPI/Zammad"}, {"id": "mai-20260917-0922-baseline|c131-m4|zai-small|KIX Start", "prompt": "c131-m4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "KIX Start", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Less mature community than GLPI/Zammad"}, {"id": "mai-20260917-0922-baseline|c131-m4|zai-small|HaloITSM", "prompt": "c131-m4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "HaloITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "~$66/agent/month | More expensive, but includes all modules; better for larger SMBs"}, {"id": "mai-20260917-0922-baseline|c131-m4|zai-small|Zoho Desk", "prompt": "c131-m4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Alternative:** Zoho Desk free tier if you prefer a non‑Atlassian UI."}, {"id": "mai-20260917-0922-baseline|c131-m4|zai-small|FreeScout", "prompt": "c131-m4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "FreeScout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Basic ticketing + self‑service:** Zoho Desk, FreeScout, osTicket (open‑source)"}, {"id": "mai-20260917-0922-baseline|c131-m4|zai-small|osTicket", "prompt": "c131-m4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "osTicket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Zoho Desk, FreeScout, osTicket (open‑source)"}, {"id": "mai-20260917-0922-baseline|c131-m4|zai-small|ServiceNow", "prompt": "c131-m4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Consider Enterprise‑grade alternatives (ServiceNow, SolarWinds) if budget allows."}, {"id": "mai-20260917-0922-baseline|c131-m4|zai-small|SolarWinds", "prompt": "c131-m4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "SolarWinds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Consider Enterprise‑grade alternatives (ServiceNow, SolarWinds) if budget allows."}, {"id": "mai-20260917-0922-baseline|c131-m5|alibaba-small|Freshservice", "prompt": "c131-m5", "model": "alibaba-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Freshservice:** Very popular for this size; great UX and quick setup."}, {"id": "mai-20260917-0922-baseline|c131-m5|alibaba-small|Jira Service Management", "prompt": "c131-m5", "model": "alibaba-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best choice if your company is already heavily invested in Atlassian"}, {"id": "mai-20260917-0922-baseline|c131-m5|alibaba-small|Servicenow Now Perform (formerly Spoke)", "prompt": "c131-m5", "model": "alibaba-small", "cat": "it-service-management", "variant": "scale", "raw": "Servicenow Now Perform (formerly Spoke)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A specific version of ServiceNow designed for smaller deployments."}, {"id": "mai-20260917-0922-baseline|c131-m5|alibaba-small|ServiceNow (Full Instance)", "prompt": "c131-m5", "model": "alibaba-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow (Full Instance)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Powerful, but often requires significant customization or consultants to implement. Might be \"overkill\""}, {"id": "mai-20260917-0922-baseline|c131-m5|alibaba-small|BMC Helix", "prompt": "c131-m5", "model": "alibaba-small", "cat": "it-service-management", "variant": "scale", "raw": "BMC Helix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Similar to ServiceNow, complex but robust."}, {"id": "mai-20260917-0922-baseline|c131-m5|alibaba-small|iTOP", "prompt": "c131-m5", "model": "alibaba-small", "cat": "it-service-management", "variant": "scale", "raw": "iTOP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Good value, feature-rich, but UI/UX can feel dated"}, {"id": "mai-20260917-0922-baseline|c131-m5|alibaba-small|ManageEngine", "prompt": "c131-m5", "model": "alibaba-small", "cat": "it-service-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Good value, feature-rich, but UI/UX can feel dated"}, {"id": "mai-20260917-0922-baseline|c131-m5|deepseek-small|ServiceNow", "prompt": "c131-m5", "model": "deepseek-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**ServiceNow** — Powerful but the classic over-provision at your size: expensive, needs a dedicated admin, 3–5x TCO. Usually not worth it at 500 people"}, {"id": "mai-20260917-0922-baseline|c131-m5|deepseek-small|Freshservice", "prompt": "c131-m5", "model": "deepseek-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Freshservice** — Best fit for your size: live in days–2 weeks, transparent per-agent pricing, strong out-of-the-box workflows."}, {"id": "mai-20260917-0922-baseline|c131-m5|deepseek-small|Jira Service Management", "prompt": "c131-m5", "model": "deepseek-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Transparent pricing, good for teams already in the Atlassian ecosystem. ~$17–44/agent/month."}, {"id": "mai-20260917-0922-baseline|c131-m5|google-small|ServiceNow", "prompt": "c131-m5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you do not have the massive budget, lengthy deployment timelines, or dedicated platform administrators required to manage heavyweight enterprise platforms like ServiceNow"}, {"id": "mai-20260917-0922-baseline|c131-m5|google-small|Freshservice", "prompt": "c131-m5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Widely considered the \"sweet spot\" for mid-market companies. It is highly intuitive, has a very fast deployment cycle"}, {"id": "mai-20260917-0922-baseline|c131-m5|google-small|Jira Service Management (JSM)", "prompt": "c131-m5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An excellent choice if your engineering, product, or software development teams already live in the Atlassian ecosystem."}, {"id": "mai-20260917-0922-baseline|c131-m5|google-small|HaloITSM", "prompt": "c131-m5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "HaloITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rapidly gaining popularity for delivering enterprise-level features ... with highly customizable, all-inclusive mid-market pricing"}, {"id": "mai-20260917-0922-baseline|c131-m5|google-small|SysAid", "prompt": "c131-m5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for its highly focused mid-market ROI and impressive generative AI capabilities (SysAid Copilot)"}, {"id": "mai-20260917-0922-baseline|c131-m5|google-small|InvGate", "prompt": "c131-m5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "InvGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A visually clean, modern platform with very low administrative overhead, excellent native asset discovery"}, {"id": "mai-20260917-0922-baseline|c131-m5|minimax-small|ServiceNow", "prompt": "c131-m5", "model": "minimax-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I see platforms like **ServiceNow**, **Jira Service Management**, **TOPdesk** ... mentioned as strong options."}, {"id": "mai-20260917-0922-baseline|c131-m5|minimax-small|Jira Service Management", "prompt": "c131-m5", "model": "minimax-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "I see platforms like **ServiceNow**, **Jira Service Management**, **TOPdesk**"}, {"id": "mai-20260917-0922-baseline|c131-m5|minimax-small|TOPdesk", "prompt": "c131-m5", "model": "minimax-small", "cat": "it-service-management", "variant": "scale", "raw": "TOPdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**TOPdesk** (specifically designed for 500-5,000 employee organizations)"}, {"id": "mai-20260917-0922-baseline|c131-m5|minimax-small|TeamDynamix", "prompt": "c131-m5", "model": "minimax-small", "cat": "it-service-management", "variant": "scale", "raw": "TeamDynamix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**TeamDynamix**, and **EasyVista** mentioned as strong options"}, {"id": "mai-20260917-0922-baseline|c131-m5|minimax-small|EasyVista", "prompt": "c131-m5", "model": "minimax-small", "cat": "it-service-management", "variant": "scale", "raw": "EasyVista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**TeamDynamix**, and **EasyVista** mentioned as strong options"}, {"id": "mai-20260917-0922-baseline|c131-m5|mistral-small|ServiceNow", "prompt": "c131-m5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Enterprise**: ServiceNow, BMC Helix, Ivanti Neurons"}, {"id": "mai-20260917-0922-baseline|c131-m5|mistral-small|BMC Helix", "prompt": "c131-m5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Enterprise**: ServiceNow, BMC Helix, Ivanti Neurons"}, {"id": "mai-20260917-0922-baseline|c131-m5|mistral-small|Ivanti Neurons", "prompt": "c131-m5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "Ivanti Neurons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Enterprise**: ServiceNow, BMC Helix, Ivanti Neurons"}, {"id": "mai-20260917-0922-baseline|c131-m5|mistral-small|Jira Service Management", "prompt": "c131-m5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Mid-market**: Jira Service Management, Freshservice, SysAid, TOPdesk"}, {"id": "mai-20260917-0922-baseline|c131-m5|mistral-small|Freshservice", "prompt": "c131-m5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Mid-market**: Jira Service Management, Freshservice, SysAid, TOPdesk"}, {"id": "mai-20260917-0922-baseline|c131-m5|mistral-small|SysAid", "prompt": "c131-m5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "SysAid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Mid-market**: Jira Service Management, Freshservice, SysAid, TOPdesk"}, {"id": "mai-20260917-0922-baseline|c131-m5|mistral-small|TOPdesk", "prompt": "c131-m5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "TOPdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Mid-market**: Jira Service Management, Freshservice, SysAid, TOPdesk"}, {"id": "mai-20260917-0922-baseline|c131-m5|mistral-small|OTRS", "prompt": "c131-m5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "OTRS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Open-source**: OTRS, iTop (with professional services)"}, {"id": "mai-20260917-0922-baseline|c131-m5|mistral-small|iTop", "prompt": "c131-m5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "iTop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Open-source**: OTRS, iTop (with professional services)"}, {"id": "mai-20260917-0922-baseline|c131-m5|moonshot-small|Freshservice", "prompt": "c131-m5", "model": "moonshot-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Freshservice and Jira Service Management are the safest bets for most mid-market buyers"}, {"id": "mai-20260917-0922-baseline|c131-m5|moonshot-small|Jira Service Management", "prompt": "c131-m5", "model": "moonshot-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Freshservice and Jira Service Management are the safest bets for most mid-market buyers"}, {"id": "mai-20260917-0922-baseline|c131-m5|moonshot-small|SolarWinds Service Desk", "prompt": "c131-m5", "model": "moonshot-small", "cat": "it-service-management", "variant": "scale", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Existing SolarWinds users; straightforward needs"}, {"id": "mai-20260917-0922-baseline|c131-m5|moonshot-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m5", "model": "moonshot-small", "cat": "it-service-management", "variant": "scale", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "On-prem option needed; tight budgets"}, {"id": "mai-20260917-0922-baseline|c131-m5|moonshot-small|InvGate Service Management", "prompt": "c131-m5", "model": "moonshot-small", "cat": "it-service-management", "variant": "scale", "raw": "InvGate Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "No-code configurability; low admin overhead"}, {"id": "mai-20260917-0922-baseline|c131-m5|moonshot-small|ServiceNow", "prompt": "c131-m5", "model": "moonshot-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "At 500 employees, ServiceNow is usually overkill from a cost and admin perspective"}, {"id": "mai-20260917-0922-baseline|c131-m5|xai-small|ServiceNow", "prompt": "c131-m5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid enterprise-heavy tools like ServiceNow if they demand high customization—TCO can balloon 3-5x license fees ... High TCO, slow rollout"}, {"id": "mai-20260917-0922-baseline|c131-m5|xai-small|Freshservice", "prompt": "c131-m5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Freshservice** | Easy deploy, AI, self-service | 4.6/5 | $19/agent/mo | Less CMDB depth"}, {"id": "mai-20260917-0922-baseline|c131-m5|xai-small|Jira Service Management", "prompt": "c131-m5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jira Service Management** | Agile integrations, scalable | 4.2/5"}, {"id": "mai-20260917-0922-baseline|c131-m5|xai-small|HaloITSM", "prompt": "c131-m5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "HaloITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HaloITSM** | Full ITIL, all-in-one price | 4.8/5 | $49/mo | Newer player"}, {"id": "mai-20260917-0922-baseline|c131-m5|xai-small|Ivanti Neurons", "prompt": "c131-m5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "Ivanti Neurons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ivanti Neurons** | Security/ITAM focus | 3.9-4.5/5 | Custom | Setup complexity"}, {"id": "mai-20260917-0922-baseline|c131-m5|xai-small|TOPdesk", "prompt": "c131-m5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "TOPdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**TOPdesk/ManageEngine** | Affordable ITIL basics | 4.2/5"}, {"id": "mai-20260917-0922-baseline|c131-m5|xai-small|ManageEngine", "prompt": "c131-m5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**TOPdesk/ManageEngine** | Affordable ITIL basics | 4.2/5 | Basic AI"}, {"id": "mai-20260917-0922-baseline|c131-m6|alibaba-small|BMC Helix", "prompt": "c131-m6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** for Small Teams (<50 IT Agents): Heavy enterprise suites (ServiceNow, BMC)."}, {"id": "mai-20260917-0922-baseline|c131-m6|alibaba-small|ServiceNow", "prompt": "c131-m6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You must avoid this tool if your organization cannot afford a massive Total Cost of Ownership (TCO)."}, {"id": "mai-20260917-0922-baseline|c131-m6|alibaba-small|Jira", "prompt": "c131-m6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Stick to lightweight SaaS tools like **Jira Service Management**, **Zendesk**, or **Freshservice**."}, {"id": "mai-20260917-0922-baseline|c131-m6|alibaba-small|ManageEngine/OpManager", "prompt": "c131-m6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "ManageEngine/OpManager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their larger, on-premise legacy stacks often face criticism similar to BMC regarding \"bloatware.\""}, {"id": "mai-20260917-0922-baseline|c131-m6|alibaba-small|Zendesk", "prompt": "c131-m6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Stick to lightweight SaaS tools like **Jira Service Management**, **Zendesk**, or **Freshservice**."}, {"id": "mai-20260917-0922-baseline|c131-m6|alibaba-small|Freshservice", "prompt": "c131-m6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Stick to lightweight SaaS tools like **Jira Service Management**, **Zendesk**, or **Freshservice**."}, {"id": "mai-20260917-0922-baseline|c131-m6|anthropic-small|ServiceNow", "prompt": "c131-m6", "model": "anthropic-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the leading ITSM platforms in 2026 include ServiceNow (large enterprise)"}, {"id": "mai-20260917-0922-baseline|c131-m6|anthropic-small|Jira Service Management", "prompt": "c131-m6", "model": "anthropic-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Jira Service Management (Atlassian shops)"}, {"id": "mai-20260917-0922-baseline|c131-m6|anthropic-small|Freshservice", "prompt": "c131-m6", "model": "anthropic-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Freshservice (mid-market, fast deployment)"}, {"id": "mai-20260917-0922-baseline|c131-m6|anthropic-small|BMC Helix", "prompt": "c131-m6", "model": "anthropic-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BMC Helix (enterprise legacy)"}, {"id": "mai-20260917-0922-baseline|c131-m6|anthropic-small|Ivanti", "prompt": "c131-m6", "model": "anthropic-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ivanti (security-first IT)"}, {"id": "mai-20260917-0922-baseline|c131-m6|anthropic-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m6", "model": "anthropic-small", "cat": "it-service-management", "variant": "negative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ManageEngine ServiceDesk Plus (cost-conscious mid-market)"}, {"id": "mai-20260917-0922-baseline|c131-m6|challenger-small|BMC Helix/Remedy", "prompt": "c131-m6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix/Remedy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "multiple user reports in the results describe glitches, difficult upgrades, and advice to steer clear, so this is the clearest “caution” candidate"}, {"id": "mai-20260917-0922-baseline|c131-m6|challenger-small|ServiceNow", "prompt": "c131-m6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "several sources flag **high cost**, **long implementation**, and **complexity** as tradeoffs"}, {"id": "mai-20260917-0922-baseline|c131-m6|challenger-small|Ivanti Neurons for ITSM", "prompt": "c131-m6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**setup and tuning can be complex**, which makes it a cautious choice if you want quick deployment"}, {"id": "mai-20260917-0922-baseline|c131-m6|challenger-small|Jira Service Management", "prompt": "c131-m6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Jira Service Management** for DevOps-aligned teams"}, {"id": "mai-20260917-0922-baseline|c131-m6|challenger-small|Freshservice", "prompt": "c131-m6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Freshservice / ManageEngine / SolarWinds / InvGate** for mid-market or cost-sensitive use cases"}, {"id": "mai-20260917-0922-baseline|c131-m6|challenger-small|ManageEngine", "prompt": "c131-m6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Freshservice / ManageEngine / SolarWinds / InvGate** for mid-market or cost-sensitive use cases"}, {"id": "mai-20260917-0922-baseline|c131-m6|challenger-small|SolarWinds", "prompt": "c131-m6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "SolarWinds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Freshservice / ManageEngine / SolarWinds / InvGate** for mid-market or cost-sensitive use cases"}, {"id": "mai-20260917-0922-baseline|c131-m6|challenger-small|InvGate", "prompt": "c131-m6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "InvGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Freshservice / ManageEngine / SolarWinds / InvGate** for mid-market or cost-sensitive use cases"}, {"id": "mai-20260917-0922-baseline|c131-m6|deepseek-small|ServiceNow", "prompt": "c131-m6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "many sysadmins advise caution unless you have the budget and staff for it"}, {"id": "mai-20260917-0922-baseline|c131-m6|deepseek-small|Ivanti Neurons for ITSM", "prompt": "c131-m6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "perhaps the platform to be **most cautious** about, due to a serious, ongoing **security track record**"}, {"id": "mai-20260917-0922-baseline|c131-m6|deepseek-small|BMC Helix ITSM", "prompt": "c131-m6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Complex to configure with a **steep learning curve**"}, {"id": "mai-20260917-0922-baseline|c131-m6|deepseek-small|SolarWinds Service Desk", "prompt": "c131-m6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "If a platform has a pattern of serious unpatched CVEs (Ivanti, SolarWinds), weigh that heavily"}, {"id": "mai-20260917-0922-baseline|c131-m6|deepseek-small|Zendesk", "prompt": "c131-m6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "\"one of the worst ITSM tools I have ever used — very expensive for the 'value' without the right features\""}, {"id": "mai-20260917-0922-baseline|c131-m6|deepseek-small|Freshservice", "prompt": "c131-m6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compare alternatives like Freshservice, Jira Service Management, or HaloITSM that tend to get better reviews"}, {"id": "mai-20260917-0922-baseline|c131-m6|deepseek-small|Jira Service Management", "prompt": "c131-m6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "alternatives like Freshservice, Jira Service Management, or HaloITSM that tend to get better reviews"}, {"id": "mai-20260917-0922-baseline|c131-m6|deepseek-small|HaloITSM", "prompt": "c131-m6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "HaloITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "alternatives like Freshservice, Jira Service Management, or HaloITSM that tend to get better reviews"}, {"id": "mai-20260917-0922-baseline|c131-m6|google-small|Cherwell Service Management (CSM)", "prompt": "c131-m6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Cherwell Service Management (CSM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Cherwell will reach its **End-of-Life (EOL) on December 31, 2026**"}, {"id": "mai-20260917-0922-baseline|c131-m6|google-small|Legacy BMC Remedy (On-Premises)", "prompt": "c131-m6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Legacy BMC Remedy (On-Premises)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid buying or implementing the legacy on-prem version, as support is dwindling"}, {"id": "mai-20260917-0922-baseline|c131-m6|google-small|Older Ivanti / Landesk / HEAT Suites", "prompt": "c131-m6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Older Ivanti / Landesk / HEAT Suites", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "also set for EOL on December 31, 2026"}, {"id": "mai-20260917-0922-baseline|c131-m6|google-small|ServiceNow", "prompt": "c131-m6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Licensing is incredibly expensive, but the hidden cost is in implementation and maintenance"}, {"id": "mai-20260917-0922-baseline|c131-m6|google-small|BMC Helix", "prompt": "c131-m6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it still inherits much of Remedy’s legacy complexity"}, {"id": "mai-20260917-0922-baseline|c131-m6|google-small|EasyVista", "prompt": "c131-m6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "EasyVista", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Users often report that the interface is slow, unintuitive, and clunky"}, {"id": "mai-20260917-0922-baseline|c131-m6|google-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "frequent targets of high-severity security vulnerabilities (CVEs)"}, {"id": "mai-20260917-0922-baseline|c131-m6|google-small|Atlassian Jira Service Management (JSM)", "prompt": "c131-m6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Atlassian Jira Service Management (JSM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "\"plugin fatigue\" is a common issue"}, {"id": "mai-20260917-0922-baseline|c131-m6|meta-small|BMC Helix", "prompt": "c131-m6", "model": "meta-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "BMC Helix (previously known as Remedy) - According to a Reddit post, it's best to steer clear of it."}, {"id": "mai-20260917-0922-baseline|c131-m6|minimax-small|BMC Helix (formerly Remedy)", "prompt": "c131-m6", "model": "minimax-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix (formerly Remedy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This platform receives consistently negative reviews... Users report it complicates tasks rather than helping"}, {"id": "mai-20260917-0922-baseline|c131-m6|minimax-small|ServiceNow", "prompt": "c131-m6", "model": "minimax-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Despite being market-leading, it has notable drawbacks: Extremely high cost - the most expensive option"}, {"id": "mai-20260917-0922-baseline|c131-m6|mistral-small|BMC Helix (formerly Remedy)", "prompt": "c131-m6", "model": "mistral-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix (formerly Remedy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This platform is frequently mentioned as one to steer clear of due to its complexity, high cost, and reputation for being difficult to implement and maintain."}, {"id": "mai-20260917-0922-baseline|c131-m6|moonshot-small|BMC Remedy / BMC Helix ITSM", "prompt": "c131-m6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Remedy / BMC Helix ITSM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid**: Cherwell (legacy/end-of-life trajectory), BMC Remedy (unless you're already trapped and have dedicated resources)"}, {"id": "mai-20260917-0922-baseline|c131-m6|moonshot-small|Cherwell Service Management (Now Ivanti)", "prompt": "c131-m6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "Cherwell Service Management (Now Ivanti)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict**: Strongly avoid for new implementations. Existing users should plan migration."}, {"id": "mai-20260917-0922-baseline|c131-m6|moonshot-small|ServiceNow", "prompt": "c131-m6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caution**: ServiceNow (cost/complexity)"}, {"id": "mai-20260917-0922-baseline|c131-m6|moonshot-small|Jira Service Management (Atlassian)", "prompt": "c131-m6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Jira Service Management (dev-dependency)"}, {"id": "mai-20260917-0922-baseline|c131-m6|moonshot-small|Ivanti Neurons for ITSM", "prompt": "c131-m6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Ivanti Neurons (immaturity/support)"}, {"id": "mai-20260917-0922-baseline|c131-m6|openai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m6", "model": "openai-small", "cat": "it-service-management", "variant": "negative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**ManageEngine ServiceDesk Plus** — official advisories show multiple security fixes over time"}, {"id": "mai-20260917-0922-baseline|c131-m6|openai-small|Ivanti Neurons for ITSM", "prompt": "c131-m6", "model": "openai-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms I’d be extra cautious about: ... **Ivanti Neurons for ITSM**"}, {"id": "mai-20260917-0922-baseline|c131-m6|openai-small|Jira Service Management", "prompt": "c131-m6", "model": "openai-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "has an active security advisory program, which is a positive sign, but you should still evaluate how quickly your team patches"}, {"id": "mai-20260917-0922-baseline|c131-m6|openai-small|BMC Helix", "prompt": "c131-m6", "model": "openai-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "appears to have a formal security posture and product-security commitment, but I’d still ask for proof of patch SLAs"}, {"id": "mai-20260917-0922-baseline|c131-m6|xai-small|BMC Helix ITSM", "prompt": "c131-m6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Strongly Avoid or High Caution (Frequent Major Complaints): BMC Helix ITSM (formerly Remedy)"}, {"id": "mai-20260917-0922-baseline|c131-m6|xai-small|Jira Service Management", "prompt": "c131-m6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be Cautious (Solid but Significant Drawbacks): Jira Service Management ... Steep learning curve"}, {"id": "mai-20260917-0922-baseline|c131-m6|xai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Clunky/outdated UI, steep learning curve, sluggish performance/customization"}, {"id": "mai-20260917-0922-baseline|c131-m6|xai-small|ServiceNow ITSM", "prompt": "c131-m6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Very high costs ... overkill (and pricey) otherwise"}, {"id": "mai-20260917-0922-baseline|c131-m6|xai-small|Freshservice", "prompt": "c131-m6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top-rated alternatives like Freshservice (4.7+)"}, {"id": "mai-20260917-0922-baseline|c131-m6|xai-small|Zendesk", "prompt": "c131-m6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "alternatives like Freshservice (4.7+), Zendesk, or SysAid often praised for ease/balance"}, {"id": "mai-20260917-0922-baseline|c131-m6|xai-small|SysAid", "prompt": "c131-m6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "SysAid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Freshservice (4.7+), Zendesk, or SysAid often praised for ease/balance"}, {"id": "mai-20260917-0922-baseline|c131-m6|xai-small|HaloITSM", "prompt": "c131-m6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "HaloITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SMB → Freshservice/HaloITSM"}, {"id": "mai-20260917-0922-baseline|c131-m6|zai-small|BMC Helix ITSM", "prompt": "c131-m6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Major Red Flags ... Frequent reports of bugs, complexity, and poor performance"}, {"id": "mai-20260917-0922-baseline|c131-m6|zai-small|ServiceNow ITSM", "prompt": "c131-m6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Very high licensing and implementation costs, often prohibitive for smaller orgs; Steep learning curve"}, {"id": "mai-20260917-0922-baseline|c131-m6|zai-small|Ivanti Neurons for ITSM", "prompt": "c131-m6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Clunky, dated interface with disjointed modules; Extremely steep learning curve for administrators"}, {"id": "mai-20260917-0922-baseline|c131-m6|zai-small|SolarWinds Service Desk", "prompt": "c131-m6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "UI is cluttered and not very user-friendly; Limited third-party integration and customization"}, {"id": "mai-20260917-0922-baseline|c131-m6|zai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-m6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platforms with Common Pain Points (Proceed Cautiously) ... Frequent community posts about bugs"}, {"id": "mai-20260917-0922-baseline|c131-m6|zai-small|Hornbill", "prompt": "c131-m6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "Hornbill", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Some users report limited flexibility for highly custom workflows"}, {"id": "mai-20260917-0922-baseline|c131-m6|zai-small|TeamDynamix", "prompt": "c131-m6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "TeamDynamix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "can be overly complex for smaller or more agile teams"}, {"id": "mai-20260917-0922-baseline|c131-m6|zai-small|Xurrent", "prompt": "c131-m6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "Xurrent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Relatively new and less mature in the market; less community feedback"}, {"id": "mai-20260917-0922-baseline|c131-s1|alibaba-small|Freshservice", "prompt": "c131-s1", "model": "alibaba-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Freshservice** and **ManageEngine ServiceDesk Plus** are generally considered the top contenders."}, {"id": "mai-20260917-0922-baseline|c131-s1|alibaba-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s1", "model": "alibaba-small", "cat": "it-service-management", "variant": "direct", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Freshservice** and **ManageEngine ServiceDesk Plus** are generally considered the top contenders."}, {"id": "mai-20260917-0922-baseline|c131-s1|alibaba-small|ServiceNow", "prompt": "c131-s1", "model": "alibaba-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "discovery capabilities are limited compared to giants like ServiceNow"}, {"id": "mai-20260917-0922-baseline|c131-s1|alibaba-small|Jira Service Management (JSM)", "prompt": "c131-s1", "model": "alibaba-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Atlassian Shops: Jira Service Management (JSM)"}, {"id": "mai-20260917-0922-baseline|c131-s1|alibaba-small|HappyFox", "prompt": "c131-s1", "model": "alibaba-small", "cat": "it-service-management", "variant": "direct", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Simple / Quick Start: HappyFox"}, {"id": "mai-20260917-0922-baseline|c131-s1|alibaba-small|SysAid", "prompt": "c131-s1", "model": "alibaba-small", "cat": "it-service-management", "variant": "direct", "raw": "SysAid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **SysAid** | Growing SMBs needing Solid Asset Mgmt |"}, {"id": "mai-20260917-0922-baseline|c131-s1|anthropic-small|Freshservice", "prompt": "c131-s1", "model": "anthropic-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Common platforms for smaller organizations include:\n- Freshservice"}, {"id": "mai-20260917-0922-baseline|c131-s1|anthropic-small|Zendesk", "prompt": "c131-s1", "model": "anthropic-small", "cat": "it-service-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Common platforms for smaller organizations include:... Zendesk"}, {"id": "mai-20260917-0922-baseline|c131-s1|anthropic-small|Atlassian Jira Service Management", "prompt": "c131-s1", "model": "anthropic-small", "cat": "it-service-management", "variant": "direct", "raw": "Atlassian Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Atlassian Jira Service Management"}, {"id": "mai-20260917-0922-baseline|c131-s1|anthropic-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s1", "model": "anthropic-small", "cat": "it-service-management", "variant": "direct", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ManageEngine ServiceDesk Plus"}, {"id": "mai-20260917-0922-baseline|c131-s1|anthropic-small|SolarWinds", "prompt": "c131-s1", "model": "anthropic-small", "cat": "it-service-management", "variant": "direct", "raw": "SolarWinds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SolarWinds"}, {"id": "mai-20260917-0922-baseline|c131-s1|challenger-small|Freshservice", "prompt": "c131-s1", "model": "challenger-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best ITSM platform is usually **Freshservice** if you want the safest overall balance of ease of use, fast deployment, and full ITSM coverage"}, {"id": "mai-20260917-0922-baseline|c131-s1|challenger-small|Alloy Navigator", "prompt": "c131-s1", "model": "challenger-small", "cat": "it-service-management", "variant": "direct", "raw": "Alloy Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alloy Navigator** is a strong contender"}, {"id": "mai-20260917-0922-baseline|c131-s1|challenger-small|Jira Service Management", "prompt": "c131-s1", "model": "challenger-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your company already uses Atlassian tools and wants a lighter or more technical workflow"}, {"id": "mai-20260917-0922-baseline|c131-s1|challenger-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s1", "model": "challenger-small", "cat": "it-service-management", "variant": "direct", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you want a budget-conscious option with a free cloud tier for very small teams"}, {"id": "mai-20260917-0922-baseline|c131-s1|challenger-small|HaloITSM", "prompt": "c131-s1", "model": "challenger-small", "cat": "it-service-management", "variant": "direct", "raw": "HaloITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though it may be more than some very small teams need"}, {"id": "mai-20260917-0922-baseline|c131-s1|deepseek-small|Freshservice", "prompt": "c131-s1", "model": "deepseek-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Freshservice** is the safest bet—it's easy to adopt"}, {"id": "mai-20260917-0922-baseline|c131-s1|deepseek-small|Jira Service Management", "prompt": "c131-s1", "model": "deepseek-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already use Atlassian ... Limitation: per-agent (requester) cost scales up, and setup is more complex"}, {"id": "mai-20260917-0922-baseline|c131-s1|deepseek-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s1", "model": "deepseek-small", "cat": "it-service-management", "variant": "direct", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is tight, start with **ManageEngine ServiceDesk Plus** (free for 5 techs)"}, {"id": "mai-20260917-0922-baseline|c131-s1|deepseek-small|HappyFox", "prompt": "c131-s1", "model": "deepseek-small", "cat": "it-service-management", "variant": "direct", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for simple, clean UX at lower cost"}, {"id": "mai-20260917-0922-baseline|c131-s1|deepseek-small|Alloy Navigator", "prompt": "c131-s1", "model": "deepseek-small", "cat": "it-service-management", "variant": "direct", "raw": "Alloy Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often highlighted as the top pick specifically for small businesses wanting everything in one place"}, {"id": "mai-20260917-0922-baseline|c131-s1|google-small|Freshservice", "prompt": "c131-s1", "model": "google-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a standard, modern B2B company, **Freshservice** is usually the safest and most rewarding choice"}, {"id": "mai-20260917-0922-baseline|c131-s1|google-small|ServiceNow", "prompt": "c131-s1", "model": "google-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike heavy enterprise tools (like ServiceNow), Freshservice requires almost no coding to configure."}, {"id": "mai-20260917-0922-baseline|c131-s1|google-small|Jira Service Management (JSM)", "prompt": "c131-s1", "model": "google-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your B2B model is heavily integrated with software engineering, go with **Jira Service Management**"}, {"id": "mai-20260917-0922-baseline|c131-s1|google-small|HaloITSM", "prompt": "c131-s1", "model": "google-small", "cat": "it-service-management", "variant": "direct", "raw": "HaloITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Dual Support (Internal IT + B2B Client Support): **HaloITSM**"}, {"id": "mai-20260917-0922-baseline|c131-s1|google-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s1", "model": "google-small", "cat": "it-service-management", "variant": "direct", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Budget-Conscious & Hardware-Heavy Teams: **ManageEngine ServiceDesk Plus**"}, {"id": "mai-20260917-0922-baseline|c131-s1|google-small|Zendesk", "prompt": "c131-s1", "model": "google-small", "cat": "it-service-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HaloITSM** or **Zendesk** | Superior multi-tenant portal configurations"}, {"id": "mai-20260917-0922-baseline|c131-s1|meta-small|SysAid", "prompt": "c131-s1", "model": "meta-small", "cat": "it-service-management", "variant": "direct", "raw": "SysAid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top results include SysAid, Alloy Navigator, and other ITSM tools that are specifically designed for small businesses."}, {"id": "mai-20260917-0922-baseline|c131-s1|meta-small|Alloy Navigator", "prompt": "c131-s1", "model": "meta-small", "cat": "it-service-management", "variant": "direct", "raw": "Alloy Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top results include SysAid, Alloy Navigator, and other ITSM tools"}, {"id": "mai-20260917-0922-baseline|c131-s1|minimax-small|Jira Service Management", "prompt": "c131-s1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Great for B2B, scalable, strong integrations with other Atlassian tools"}, {"id": "mai-20260917-0922-baseline|c131-s1|minimax-small|Freshservice", "prompt": "c131-s1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "User-friendly, affordable pricing for small businesses, good automation features"}, {"id": "mai-20260917-0922-baseline|c131-s1|minimax-small|ServiceNow", "prompt": "c131-s1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though can get pricey as you scale"}, {"id": "mai-20260917-0922-baseline|c131-s1|minimax-small|SysAid", "prompt": "c131-s1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good mix of features and affordability"}, {"id": "mai-20260917-0922-baseline|c131-s1|minimax-small|Alloy Navigator", "prompt": "c131-s1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "Alloy Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highlighted as a top pick for small businesses in one search result"}, {"id": "mai-20260917-0922-baseline|c131-s1|minimax-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s1", "model": "minimax-small", "cat": "it-service-management", "variant": "direct", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong value for money, good feature set for small teams"}, {"id": "mai-20260917-0922-baseline|c131-s1|mistral-small|Alloy Navigator", "prompt": "c131-s1", "model": "mistral-small", "cat": "it-service-management", "variant": "direct", "raw": "Alloy Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Alloy Navigator** and **TeamDynamix** are the best options due to their ease of use, scalability, and focus on SMBs"}, {"id": "mai-20260917-0922-baseline|c131-s1|mistral-small|TeamDynamix", "prompt": "c131-s1", "model": "mistral-small", "cat": "it-service-management", "variant": "direct", "raw": "TeamDynamix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Alloy Navigator** and **TeamDynamix** are the best options due to their ease of use, scalability, and focus on SMBs"}, {"id": "mai-20260917-0922-baseline|c131-s1|mistral-small|SysAid", "prompt": "c131-s1", "model": "mistral-small", "cat": "it-service-management", "variant": "direct", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a more enterprise-ready solution with room to grow, **SysAid** is also worth considering."}, {"id": "mai-20260917-0922-baseline|c131-s1|moonshot-small|Freshservice", "prompt": "c131-s1", "model": "moonshot-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Freshservice** (Best Overall for Small B2B)"}, {"id": "mai-20260917-0922-baseline|c131-s1|moonshot-small|Jira Service Management", "prompt": "c131-s1", "model": "moonshot-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Atlassian Ecosystem ... Note: Setup complexity is medium-high"}, {"id": "mai-20260917-0922-baseline|c131-s1|moonshot-small|Alloy Navigator", "prompt": "c131-s1", "model": "moonshot-small", "cat": "it-service-management", "variant": "direct", "raw": "Alloy Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alloy Navigator** (Best All-in-One Value)"}, {"id": "mai-20260917-0922-baseline|c131-s1|moonshot-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s1", "model": "moonshot-small", "cat": "it-service-management", "variant": "direct", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free Tier ... Cons: UI can be dense/complex"}, {"id": "mai-20260917-0922-baseline|c131-s1|moonshot-small|HappyFox", "prompt": "c131-s1", "model": "moonshot-small", "cat": "it-service-management", "variant": "direct", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HappyFox** (Best for Clean UX at Lower Cost)"}, {"id": "mai-20260917-0922-baseline|c131-s1|moonshot-small|Spiceworks", "prompt": "c131-s1", "model": "moonshot-small", "cat": "it-service-management", "variant": "direct", "raw": "Spiceworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ManageEngine ServiceDesk Plus or Spiceworks"}, {"id": "mai-20260917-0922-baseline|c131-s1|openai-small|Freshservice", "prompt": "c131-s1", "model": "openai-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best ITSM platform is usually **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c131-s1|openai-small|Jira Service Management", "prompt": "c131-s1", "model": "openai-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you already live in Atlassian:** **Jira Service Management**"}, {"id": "mai-20260917-0922-baseline|c131-s1|openai-small|Zendesk", "prompt": "c131-s1", "model": "openai-small", "cat": "it-service-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often more of a service/support platform than a pure ITSM-first tool"}, {"id": "mai-20260917-0922-baseline|c131-s1|openai-small|ServiceNow", "prompt": "c131-s1", "model": "openai-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Usually too much for a small company:** **ServiceNow**. It's excellent, but often heavier and more expensive"}, {"id": "mai-20260917-0922-baseline|c131-s1|xai-small|Freshservice", "prompt": "c131-s1", "model": "xai-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My pick if I had to choose one: Freshservice.**"}, {"id": "mai-20260917-0922-baseline|c131-s1|xai-small|Jira Service Management", "prompt": "c131-s1", "model": "xai-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Companies already using Atlassian tools or with dev-heavy teams. Affordable entry."}, {"id": "mai-20260917-0922-baseline|c131-s1|xai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s1", "model": "xai-small", "cat": "it-service-management", "variant": "direct", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-focused SMBs needing robust asset tracking and ITIL at low cost."}, {"id": "mai-20260917-0922-baseline|c131-s1|xai-small|Zendesk", "prompt": "c131-s1", "model": "xai-small", "cat": "it-service-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Less pure ITSM. ... B2B firms emphasizing external client tickets over internal IT."}, {"id": "mai-20260917-0922-baseline|c131-s1|xai-small|ServiceNow", "prompt": "c131-s1", "model": "xai-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise heavies like ServiceNow (custom pricing, complex)."}, {"id": "mai-20260917-0922-baseline|c131-s1|zai-small|Freshservice", "prompt": "c131-s1", "model": "zai-small", "cat": "it-service-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Freshservice** is widely considered the best all-around choice."}, {"id": "mai-20260917-0922-baseline|c131-s1|zai-small|Jira Service Management", "prompt": "c131-s1", "model": "zai-small", "cat": "it-service-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your small B2B company is tech-heavy... Jira Service Management (JSM) is the logical choice."}, {"id": "mai-20260917-0922-baseline|c131-s1|zai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s1", "model": "zai-small", "cat": "it-service-management", "variant": "direct", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need strict asset tracking and ITIL compliance: Go with **ManageEngine**."}, {"id": "mai-20260917-0922-baseline|c131-s1|zai-small|Alloy Navigator", "prompt": "c131-s1", "model": "zai-small", "cat": "it-service-management", "variant": "direct", "raw": "Alloy Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "combines ITSM, Asset Management, and Network Inventory into a single pane of glass"}, {"id": "mai-20260917-0922-baseline|c131-s1|zai-small|ServiceNow", "prompt": "c131-s1", "model": "zai-small", "cat": "it-service-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid \"Enterprise\" platforms like ServiceNow. They require expensive implementation partners"}, {"id": "mai-20260917-0922-baseline|c131-s2|alibaba-small|Freshdesk", "prompt": "c131-s2", "model": "alibaba-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **Freshdesk**"}, {"id": "mai-20260917-0922-baseline|c131-s2|alibaba-small|Zoho Desk", "prompt": "c131-s2", "model": "alibaba-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Value / Ecosystem Choice: Zoho Desk"}, {"id": "mai-20260917-0922-baseline|c131-s2|alibaba-small|Help Scout", "prompt": "c131-s2", "model": "alibaba-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Human Connection\" Choice: Help Scout"}, {"id": "mai-20260917-0922-baseline|c131-s2|anthropic-small|Freshdesk", "prompt": "c131-s2", "model": "anthropic-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Recommendation: **Freshdesk**"}, {"id": "mai-20260917-0922-baseline|c131-s2|anthropic-small|Zoho Desk", "prompt": "c131-s2", "model": "anthropic-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho Desk is a strong option for SMBs seeking affordable helpdesk software"}, {"id": "mai-20260917-0922-baseline|c131-s2|anthropic-small|Pylon", "prompt": "c131-s2", "model": "anthropic-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Pylon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pylon is a modern helpdesk built for small B2B teams"}, {"id": "mai-20260917-0922-baseline|c131-s2|anthropic-small|TeamSupport", "prompt": "c131-s2", "model": "anthropic-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "TeamSupport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TeamSupport focuses on B2B customer support"}, {"id": "mai-20260917-0922-baseline|c131-s2|anthropic-small|Help Scout", "prompt": "c131-s2", "model": "anthropic-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Help Scout is a customer service platform that primarily serves small to mid-sized businesses and B2B companies"}, {"id": "mai-20260917-0922-baseline|c131-s2|challenger-small|Zoho Desk", "prompt": "c131-s2", "model": "challenger-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Zoho Desk** as the best all-around starting point"}, {"id": "mai-20260917-0922-baseline|c131-s2|challenger-small|Jira Service Management", "prompt": "c131-s2", "model": "challenger-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "needs a true **service desk**... **Jira Service Management** or **Freshservice** are better fits for ITSM-style workflows"}, {"id": "mai-20260917-0922-baseline|c131-s2|challenger-small|Freshservice", "prompt": "c131-s2", "model": "challenger-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better fits for ITSM-style workflows, but they are typically more than a simple small-business help desk"}, {"id": "mai-20260917-0922-baseline|c131-s2|challenger-small|Freshdesk", "prompt": "c131-s2", "model": "challenger-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good small-business option with accessible entry plans and broad help desk features"}, {"id": "mai-20260917-0922-baseline|c131-s2|challenger-small|Help Scout", "prompt": "c131-s2", "model": "challenger-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you want a clean, shared inbox style and your support is mostly email-led"}, {"id": "mai-20260917-0922-baseline|c131-s2|challenger-small|Zendesk", "prompt": "c131-s2", "model": "challenger-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "stronger if you expect to scale... but usually less \"small-business simple.\""}, {"id": "mai-20260917-0922-baseline|c131-s2|deepseek-small|Freshdesk", "prompt": "c131-s2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Freshdesk** as your best all-around choice"}, {"id": "mai-20260917-0922-baseline|c131-s2|deepseek-small|Zoho Desk", "prompt": "c131-s2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1. Zoho Desk** — If you want maximum value on a tight budget"}, {"id": "mai-20260917-0922-baseline|c131-s2|deepseek-small|TeamSupport", "prompt": "c131-s2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "TeamSupport", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Downside: pricier (~$29–49/agent/month) and no free tier or self-serve pricing (requires a sales call), making it harder to budget upfront."}, {"id": "mai-20260917-0922-baseline|c131-s2|deepseek-small|Freshservice", "prompt": "c131-s2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**You need internal IT service management (ITSM)** → **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c131-s2|deepseek-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s2", "model": "deepseek-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(or ManageEngine ServiceDesk Plus for a lower-cost option)"}, {"id": "mai-20260917-0922-baseline|c131-s2|google-small|Pylon", "prompt": "c131-s2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Pylon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pylon is the gold standard"}, {"id": "mai-20260917-0922-baseline|c131-s2|google-small|Supportbench", "prompt": "c131-s2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Supportbench", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Supportbench is specifically engineered for B2B support"}, {"id": "mai-20260917-0922-baseline|c131-s2|google-small|Help Scout", "prompt": "c131-s2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Help Scout** if you want to manage B2B customer support via **email**"}, {"id": "mai-20260917-0922-baseline|c131-s2|google-small|Zoho Desk", "prompt": "c131-s2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Low-Cost All-Rounders"}, {"id": "mai-20260917-0922-baseline|c131-s2|google-small|Freshdesk", "prompt": "c131-s2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Freshdesk is incredibly fast to set up and features an intuitive interface"}, {"id": "mai-20260917-0922-baseline|c131-s2|google-small|Freshservice", "prompt": "c131-s2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Choose **Freshservice** if you are strictly trying to organize **internal IT requests**"}, {"id": "mai-20260917-0922-baseline|c131-s2|google-small|Jira Service Management", "prompt": "c131-s2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Dev-Heavy / Atlassian Teams"}, {"id": "mai-20260917-0922-baseline|c131-s2|google-small|Spiceworks Cloud Help Desk", "prompt": "c131-s2", "model": "google-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Spiceworks Cloud Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Spiceworks is completely free (ad-supported)"}, {"id": "mai-20260917-0922-baseline|c131-s2|meta-small|Zoho Desk", "prompt": "c131-s2", "model": "meta-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the best IT service desk and ticketing tools for small B2B businesses are:\n\n1. Zoho Desk"}, {"id": "mai-20260917-0922-baseline|c131-s2|meta-small|Freshdesk", "prompt": "c131-s2", "model": "meta-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Freshdesk"}, {"id": "mai-20260917-0922-baseline|c131-s2|meta-small|Groove", "prompt": "c131-s2", "model": "meta-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Groove", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Groove"}, {"id": "mai-20260917-0922-baseline|c131-s2|meta-small|Mojo Helpdesk", "prompt": "c131-s2", "model": "meta-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Mojo Helpdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Mojo Helpdesk"}, {"id": "mai-20260917-0922-baseline|c131-s2|meta-small|Zendesk Support", "prompt": "c131-s2", "model": "meta-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zendesk Support", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Zendesk Support"}, {"id": "mai-20260917-0922-baseline|c131-s2|minimax-small|Zoho Desk", "prompt": "c131-s2", "model": "minimax-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **Zoho Desk** or **Freshdesk**"}, {"id": "mai-20260917-0922-baseline|c131-s2|minimax-small|Freshdesk", "prompt": "c131-s2", "model": "minimax-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Primary Recommendation: **Zoho Desk** or **Freshdesk**"}, {"id": "mai-20260917-0922-baseline|c131-s2|minimax-small|Supportbench", "prompt": "c131-s2", "model": "minimax-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Supportbench", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "B2B-Specific Recommendation: **Supportbench** ... would be worth the investment"}, {"id": "mai-20260917-0922-baseline|c131-s2|mistral-small|Zendesk", "prompt": "c131-s2", "model": "mistral-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zendesk is the most widely recommended because it's purpose-built for service desks"}, {"id": "mai-20260917-0922-baseline|c131-s2|mistral-small|Freshdesk", "prompt": "c131-s2", "model": "mistral-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Freshdesk and Zoho Desk are also strong choices"}, {"id": "mai-20260917-0922-baseline|c131-s2|mistral-small|Zoho Desk", "prompt": "c131-s2", "model": "mistral-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Freshdesk and Zoho Desk are also strong choices"}, {"id": "mai-20260917-0922-baseline|c131-s2|mistral-small|Microsoft Teams with the built-in ticketing app", "prompt": "c131-s2", "model": "mistral-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Microsoft Teams with the built-in ticketing app", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already using Microsoft 365, Microsoft Teams with the built-in ticketing app can be a seamless fit."}, {"id": "mai-20260917-0922-baseline|c131-s2|moonshot-small|Zoho Desk", "prompt": "c131-s2", "model": "moonshot-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Zoho Desk**"}, {"id": "mai-20260917-0922-baseline|c131-s2|moonshot-small|Freshdesk", "prompt": "c131-s2", "model": "moonshot-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Fast Setup: **Freshdesk**"}, {"id": "mai-20260917-0922-baseline|c131-s2|moonshot-small|TeamSupport", "prompt": "c131-s2", "model": "moonshot-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "TeamSupport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Purpose-Built for B2B: **TeamSupport**"}, {"id": "mai-20260917-0922-baseline|c131-s2|moonshot-small|Jira Service Management", "prompt": "c131-s2", "model": "moonshot-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teams already using Atlassian tools; free for 3 agents"}, {"id": "mai-20260917-0922-baseline|c131-s2|moonshot-small|Freshservice", "prompt": "c131-s2", "model": "moonshot-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "IT-specific workflows (ITIL processes, asset management)"}, {"id": "mai-20260917-0922-baseline|c131-s2|moonshot-small|Help Scout", "prompt": "c131-s2", "model": "moonshot-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ultra-small B2B teams (<15 people) wanting email-centric simplicity"}, {"id": "mai-20260917-0922-baseline|c131-s2|moonshot-small|Zendesk", "prompt": "c131-s2", "model": "moonshot-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "roughly 49% cheaper than competitors like Zendesk while including features others charge extra for"}, {"id": "mai-20260917-0922-baseline|c131-s2|openai-small|Freshservice", "prompt": "c131-s2", "model": "openai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for small business IT service desk:** **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c131-s2|openai-small|Zendesk", "prompt": "c131-s2", "model": "openai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if support is both internal IT and customer-facing:** **Zendesk**"}, {"id": "mai-20260917-0922-baseline|c131-s2|openai-small|Jira Service Management", "prompt": "c131-s2", "model": "openai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your team already lives in Jira/Atlassian:** **Jira Service Management**"}, {"id": "mai-20260917-0922-baseline|c131-s2|xai-small|Spiceworks Cloud Help Desk", "prompt": "c131-s2", "model": "xai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Spiceworks Cloud Help Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Spiceworks Cloud Help Desk as the top starting point"}, {"id": "mai-20260917-0922-baseline|c131-s2|xai-small|Zoho Desk", "prompt": "c131-s2", "model": "xai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-around value, growing teams ... Need AI/CRM ties? **Zoho Desk**."}, {"id": "mai-20260917-0922-baseline|c131-s2|xai-small|Freshservice", "prompt": "c131-s2", "model": "xai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern ITSM with polish ... Want pro ITSM feel? **Freshservice**."}, {"id": "mai-20260917-0922-baseline|c131-s2|xai-small|Freshdesk", "prompt": "c131-s2", "model": "xai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple customer support ... Good B2B entry if more client-facing. | Not as IT-heavy."}, {"id": "mai-20260917-0922-baseline|c131-s2|zai-small|Zoho Desk", "prompt": "c131-s2", "model": "zai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Zoho Desk** as your primary choice"}, {"id": "mai-20260917-0922-baseline|c131-s2|zai-small|Freshdesk", "prompt": "c131-s2", "model": "zai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want strong AI deflection and want to start quickly"}, {"id": "mai-20260917-0922-baseline|c131-s2|zai-small|HaloITSM", "prompt": "c131-s2", "model": "zai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "HaloITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want IT-specific features (asset tracking, CMDB)"}, {"id": "mai-20260917-0922-baseline|c131-s2|zai-small|Spiceworks Cloud Help Desk", "prompt": "c131-s2", "model": "zai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Spiceworks Cloud Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you only need internal IT support and don't want to manage customer-facing portals"}, {"id": "mai-20260917-0922-baseline|c131-s2|zai-small|Zendesk", "prompt": "c131-s2", "model": "zai-small", "cat": "it-service-management", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "want the deepest automation/analytics—but it's overkill for now"}, {"id": "mai-20260917-0922-baseline|c131-s3|alibaba-small|Freshservice", "prompt": "c131-s3", "model": "alibaba-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Freshservice is widely considered the \"user-friendly\" leader for growing IT departments."}, {"id": "mai-20260917-0922-baseline|c131-s3|alibaba-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s3", "model": "alibaba-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ManageEngine offers one of the most robust feature sets for the price."}, {"id": "mai-20260917-0922-baseline|c131-s3|alibaba-small|Alloy Navigator", "prompt": "c131-s3", "model": "alibaba-small", "cat": "it-service-management", "variant": "comparative", "raw": "Alloy Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Teams that want ITSM and Asset Management (ITAM) in a single tool."}, {"id": "mai-20260917-0922-baseline|c131-s3|alibaba-small|Jira Service Management (JSM)", "prompt": "c131-s3", "model": "alibaba-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It may be overkill—or confusing—if you don't have technical staff who understand its issue-tracking logic."}, {"id": "mai-20260917-0922-baseline|c131-s3|alibaba-small|Spiceworks Help Desk", "prompt": "c131-s3", "model": "alibaba-small", "cat": "it-service-management", "variant": "comparative", "raw": "Spiceworks Help Desk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is also the least powerful regarding complex ITIL reporting, asset tracking, or custom workflow automation"}, {"id": "mai-20260917-0922-baseline|c131-s3|anthropic-small|Freshservice", "prompt": "c131-s3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Freshservice is best for mid-market IT teams that want a user-friendly ITSM solution with strong automation and quick deployment."}, {"id": "mai-20260917-0922-baseline|c131-s3|anthropic-small|Jira Service Management (JSM)", "prompt": "c131-s3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's best for organizations that want ITSM tightly integrated with DevOps workflows and the Atlassian ecosystem."}, {"id": "mai-20260917-0922-baseline|c131-s3|anthropic-small|SolarWinds Service Desk", "prompt": "c131-s3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for IT teams needing a practical, affordable service desk with built-in asset management and automation"}, {"id": "mai-20260917-0922-baseline|c131-s3|anthropic-small|HubSpot Service Hub", "prompt": "c131-s3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HubSpot Service Hub covers lightweight ITSM at small scale"}, {"id": "mai-20260917-0922-baseline|c131-s3|anthropic-small|Monday.com", "prompt": "c131-s3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Monday.com is best for companies that prefer a flexible, visual work OS to manage IT and non-IT service workflows on one platform."}, {"id": "mai-20260917-0922-baseline|c131-s3|anthropic-small|Atera", "prompt": "c131-s3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Atera is best for MSPs and small IT teams that want integrated RMM, PSA, and ticketing with predictable per-technician pricing."}, {"id": "mai-20260917-0922-baseline|c131-s3|anthropic-small|TeamDynamix", "prompt": "c131-s3", "model": "anthropic-small", "cat": "it-service-management", "variant": "comparative", "raw": "TeamDynamix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "the shortlist narrows to TeamDynamix, Freshservice, and Jira Service Management"}, {"id": "mai-20260917-0922-baseline|c131-s3|challenger-small|Freshservice", "prompt": "c131-s3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best if you want the **fastest path to a polished ITSM setup** with strong usability and ITIL alignment; it is commonly positioned as a good fit for SMBs"}, {"id": "mai-20260917-0922-baseline|c131-s3|challenger-small|Jira Service Management", "prompt": "c131-s3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your team already uses **Atlassian tools** or works closely with engineering/DevOps"}, {"id": "mai-20260917-0922-baseline|c131-s3|challenger-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for teams that want **budget-friendly ITIL-style service management**"}, {"id": "mai-20260917-0922-baseline|c131-s3|challenger-small|HappyFox", "prompt": "c131-s3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want a **clean, simple interface** and straightforward ticketing"}, {"id": "mai-20260917-0922-baseline|c131-s3|challenger-small|TeamDynamix", "prompt": "c131-s3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "TeamDynamix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for small teams that want a **clean, easy-to-deploy cloud platform**"}, {"id": "mai-20260917-0922-baseline|c131-s3|challenger-small|Spiceworks", "prompt": "c131-s3", "model": "challenger-small", "cat": "it-service-management", "variant": "comparative", "raw": "Spiceworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "often mentioned as a **free/basic help desk** option, though it is less full-featured than the platforms above"}, {"id": "mai-20260917-0922-baseline|c131-s3|deepseek-small|Jira Service Management", "prompt": "c131-s3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Already on Jira/Atlassian? → Jira Service Management (and its free 3-agent tier is perfect to pilot)"}, {"id": "mai-20260917-0922-baseline|c131-s3|deepseek-small|Freshservice", "prompt": "c131-s3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Want the fastest, easiest modern setup with a clean UI? → Freshservice"}, {"id": "mai-20260917-0922-baseline|c131-s3|deepseek-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need solid asset management + ITAM bundled in and great value? → ManageEngine ServiceDesk Plus"}, {"id": "mai-20260917-0922-baseline|c131-s3|deepseek-small|Zendesk", "prompt": "c131-s3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Running a customer-facing help desk more than internal ITIL? → Zendesk"}, {"id": "mai-20260917-0922-baseline|c131-s3|deepseek-small|SysAid", "prompt": "c131-s3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "SysAid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Flexible automation, serves small businesses up to enterprises"}, {"id": "mai-20260917-0922-baseline|c131-s3|deepseek-small|SolarWinds Service Desk", "prompt": "c131-s3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Great ticket management for SMBs stepping up from basic help desk"}, {"id": "mai-20260917-0922-baseline|c131-s3|deepseek-small|Spiceworks Help Desk", "prompt": "c131-s3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Spiceworks Help Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free, ad-supported basic help desk—great for very small teams on a budget"}, {"id": "mai-20260917-0922-baseline|c131-s3|deepseek-small|Atera / Syncro", "prompt": "c131-s3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "Atera / Syncro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good if you're an MSP or need integrated remote monitoring"}, {"id": "mai-20260917-0922-baseline|c131-s3|deepseek-small|ServiceNow", "prompt": "c131-s3", "model": "deepseek-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "ServiceNow is generally overkill for small teams"}, {"id": "mai-20260917-0922-baseline|c131-s3|google-small|ServiceNow", "prompt": "c131-s3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large enterprise suites (like ServiceNow) are often too expensive, complex, and require a dedicated administrator to maintain."}, {"id": "mai-20260917-0922-baseline|c131-s3|google-small|Freshservice", "prompt": "c131-s3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "1. Freshservice (by Freshworks) ... Best For: Small teams looking for an intuitive, modern, \"all-in-one\" platform that is ready to use on day one."}, {"id": "mai-20260917-0922-baseline|c131-s3|google-small|Jira Service Management (JSM)", "prompt": "c131-s3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Jira Service Management if your company's developers already live in Jira"}, {"id": "mai-20260917-0922-baseline|c131-s3|google-small|InvGate Service Desk", "prompt": "c131-s3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "InvGate Service Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose InvGate if you want strong, visual control over your processes"}, {"id": "mai-20260917-0922-baseline|c131-s3|google-small|Zendesk Suite", "prompt": "c131-s3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "Zendesk Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Zendesk if your priority is communicating with your internal employees over Slack"}, {"id": "mai-20260917-0922-baseline|c131-s3|google-small|Atera", "prompt": "c131-s3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Atera or NinjaOne if you are a lean team of 1 to 3 people"}, {"id": "mai-20260917-0922-baseline|c131-s3|google-small|NinjaOne", "prompt": "c131-s3", "model": "google-small", "cat": "it-service-management", "variant": "comparative", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Atera or NinjaOne if you are a lean team of 1 to 3 people"}, {"id": "mai-20260917-0922-baseline|c131-s3|meta-small|Freshservice", "prompt": "c131-s3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top ITSM platforms for a small team are:\n\n1. Freshservice"}, {"id": "mai-20260917-0922-baseline|c131-s3|meta-small|Jira Service Management", "prompt": "c131-s3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "like Jira Service Management, offer partial coverage"}, {"id": "mai-20260917-0922-baseline|c131-s3|meta-small|Alloy Navigator", "prompt": "c131-s3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "Alloy Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Alloy Navigator"}, {"id": "mai-20260917-0922-baseline|c131-s3|meta-small|InvGate Service Management", "prompt": "c131-s3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "InvGate Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "like InvGate Service Management and ManageEngine SDP, offer full ITIL coverage"}, {"id": "mai-20260917-0922-baseline|c131-s3|meta-small|OpenFrame", "prompt": "c131-s3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "OpenFrame", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ranges from $1 (OpenFrame)"}, {"id": "mai-20260917-0922-baseline|c131-s3|meta-small|HaloITSM", "prompt": "c131-s3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "HaloITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. HaloITSM"}, {"id": "mai-20260917-0922-baseline|c131-s3|meta-small|ManageEngine SDP", "prompt": "c131-s3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine SDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ManageEngine SDP, offer full ITIL coverage"}, {"id": "mai-20260917-0922-baseline|c131-s3|meta-small|BMC Helix ITSM", "prompt": "c131-s3", "model": "meta-small", "cat": "it-service-management", "variant": "comparative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "others, like BMC Helix ITSM, are considered high complexity"}, {"id": "mai-20260917-0922-baseline|c131-s3|minimax-small|Jira Service Management", "prompt": "c131-s3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Already using Atlassian tools | **Jira Service Management**"}, {"id": "mai-20260917-0922-baseline|c131-s3|minimax-small|Freshservice", "prompt": "c131-s3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need fastest setup/easiest UI | **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c131-s3|minimax-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tight budget, need on-prem | **ManageEngine ServiceDesk Plus**"}, {"id": "mai-20260917-0922-baseline|c131-s3|minimax-small|Alloy Navigator", "prompt": "c131-s3", "model": "minimax-small", "cat": "it-service-management", "variant": "comparative", "raw": "Alloy Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need network scanning/asset discovery | **Alloy Navigator**"}, {"id": "mai-20260917-0922-baseline|c131-s3|mistral-small|Freshservice", "prompt": "c131-s3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ideal for small teams that want a balance between ease of use and robust ITSM features"}, {"id": "mai-20260917-0922-baseline|c131-s3|mistral-small|Jira Service Management", "prompt": "c131-s3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best suited for small teams embedded in the Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c131-s3|mistral-small|HappyFox", "prompt": "c131-s3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A good choice for small teams that prioritize user experience and automation at a competitive price."}, {"id": "mai-20260917-0922-baseline|c131-s3|mistral-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a cost-effective solution, especially for teams that may need on-premises deployment."}, {"id": "mai-20260917-0922-baseline|c131-s3|mistral-small|eesel AI", "prompt": "c131-s3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "eesel AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Unique for teams that operate primarily in Slack and want to add AI-driven support without a complex setup."}, {"id": "mai-20260917-0922-baseline|c131-s3|mistral-small|TOPdesk", "prompt": "c131-s3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "TOPdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Suitable for small teams planning to expand their service management beyond IT."}, {"id": "mai-20260917-0922-baseline|c131-s3|mistral-small|Alloy Navigator", "prompt": "c131-s3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "Alloy Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "comprehensive suite of ITSM features designed specifically for small teams needing an all-in-one solution"}, {"id": "mai-20260917-0922-baseline|c131-s3|mistral-small|ClickUp", "prompt": "c131-s3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Not traditional ITSM but can be adapted for IT service management."}, {"id": "mai-20260917-0922-baseline|c131-s3|mistral-small|monday service", "prompt": "c131-s3", "model": "mistral-small", "cat": "it-service-management", "variant": "comparative", "raw": "monday service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Not traditional ITSM but can be adapted for IT service management."}, {"id": "mai-20260917-0922-baseline|c131-s3|moonshot-small|Freshservice", "prompt": "c131-s3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Freshservice** (Best for ease of use)"}, {"id": "mai-20260917-0922-baseline|c131-s3|moonshot-small|Jira Service Management", "prompt": "c131-s3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Atlassian ecosystems"}, {"id": "mai-20260917-0922-baseline|c131-s3|moonshot-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free option"}, {"id": "mai-20260917-0922-baseline|c131-s3|moonshot-small|HubSpot Service Hub", "prompt": "c131-s3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for lightweight needs"}, {"id": "mai-20260917-0922-baseline|c131-s3|moonshot-small|Spiceworks Help Desk", "prompt": "c131-s3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "Spiceworks Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best free entry-level"}, {"id": "mai-20260917-0922-baseline|c131-s3|moonshot-small|Alloy Navigator", "prompt": "c131-s3", "model": "moonshot-small", "cat": "it-service-management", "variant": "comparative", "raw": "Alloy Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best all-in-one"}, {"id": "mai-20260917-0922-baseline|c131-s3|openai-small|Jira Service Management", "prompt": "c131-s3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1–10 agents, startup or small internal IT team**: **Jira Service Management** or **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c131-s3|openai-small|Freshservice", "prompt": "c131-s3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**1–10 agents, startup or small internal IT team**: **Jira Service Management** or **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c131-s3|openai-small|ServiceNow", "prompt": "c131-s3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the most powerful and scalable, but usually overkill for a small team"}, {"id": "mai-20260917-0922-baseline|c131-s3|openai-small|Zendesk", "prompt": "c131-s3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mostly help desk, not full ITSM**: **Zendesk**"}, {"id": "mai-20260917-0922-baseline|c131-s3|openai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ManageEngine ServiceDesk Plus**"}, {"id": "mai-20260917-0922-baseline|c131-s3|openai-small|HaloITSM", "prompt": "c131-s3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "HaloITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HaloITSM** or **Ivanti Neurons for ITSM** for teams that want a middle ground"}, {"id": "mai-20260917-0922-baseline|c131-s3|openai-small|Ivanti Neurons for ITSM", "prompt": "c131-s3", "model": "openai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**HaloITSM** or **Ivanti Neurons for ITSM** for teams that want a middle ground"}, {"id": "mai-20260917-0922-baseline|c131-s3|xai-small|Freshservice", "prompt": "c131-s3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Freshservice for polish/user-friendliness"}, {"id": "mai-20260917-0922-baseline|c131-s3|xai-small|Jira Service Management", "prompt": "c131-s3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Jira if using Confluence/Jira Software"}, {"id": "mai-20260917-0922-baseline|c131-s3|xai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or ManageEngine for value/depth"}, {"id": "mai-20260917-0922-baseline|c131-s3|xai-small|Spiceworks Cloud Help Desk", "prompt": "c131-s3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Spiceworks Cloud Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Spiceworks is fastest/simplest for basics"}, {"id": "mai-20260917-0922-baseline|c131-s3|xai-small|HaloITSM", "prompt": "c131-s3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "HaloITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "full ITSM/ITIL out-of-box, good support | Higher starting price, less known"}, {"id": "mai-20260917-0922-baseline|c131-s3|xai-small|Alloy Navigator", "prompt": "c131-s3", "model": "xai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Alloy Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Less mainstream but notable options like Alloy Navigator also fit well for all-in-one needs."}, {"id": "mai-20260917-0922-baseline|c131-s3|zai-small|Jira Service Management", "prompt": "c131-s3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Jira Service Management if you are a software company and want to track support tickets alongside development tasks."}, {"id": "mai-20260917-0922-baseline|c131-s3|zai-small|Freshservice", "prompt": "c131-s3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Freshservice (Best for General IT) ... a cloud-native, modern platform that is popular among growing IT teams"}, {"id": "mai-20260917-0922-baseline|c131-s3|zai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose ManageEngine ServiceDesk Plus if you need deep, detailed hardware asset tracking and are on a tight budget."}, {"id": "mai-20260917-0922-baseline|c131-s3|zai-small|Spiceworks Help Desk", "prompt": "c131-s3", "model": "zai-small", "cat": "it-service-management", "variant": "comparative", "raw": "Spiceworks Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Spiceworks if you have fewer than 5 agents and absolutely no budget for software."}, {"id": "mai-20260917-0922-baseline|c131-s4|alibaba-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s4", "model": "alibaba-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Value: ManageEngine ServiceDesk Plus"}, {"id": "mai-20260917-0922-baseline|c131-s4|alibaba-small|Jira Service Management", "prompt": "c131-s4", "model": "alibaba-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for DevOps & Tech-Forward Teams: Jira Service Management"}, {"id": "mai-20260917-0922-baseline|c131-s4|alibaba-small|Freshservice", "prompt": "c131-s4", "model": "alibaba-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simplicity & Quick Setup: Freshservice"}, {"id": "mai-20260917-0922-baseline|c131-s4|alibaba-small|Spiceworks Help Desk", "prompt": "c131-s4", "model": "alibaba-small", "cat": "it-service-management", "variant": "budget", "raw": "Spiceworks Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"Ultra-Budget\" Option: Spiceworks Help Desk"}, {"id": "mai-20260917-0922-baseline|c131-s4|anthropic-small|Freshservice", "prompt": "c131-s4", "model": "anthropic-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Freshservice is positioned as a strong fit for smaller IT teams and SMBs ... If ease-of-use and rapid onboarding are paramount, Freshservice edges ahead"}, {"id": "mai-20260917-0922-baseline|c131-s4|anthropic-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s4", "model": "anthropic-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your budget is razor-thin, ManageEngine costs less upfront"}, {"id": "mai-20260917-0922-baseline|c131-s4|anthropic-small|Jira Service Management (JSM)", "prompt": "c131-s4", "model": "anthropic-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already all-in on Atlassian, Jira Service Management makes sense"}, {"id": "mai-20260917-0922-baseline|c131-s4|challenger-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s4", "model": "challenger-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **ManageEngine ServiceDesk Plus** because it is repeatedly highlighted as the **lowest-cost budget option**"}, {"id": "mai-20260917-0922-baseline|c131-s4|challenger-small|Alloy Navigator", "prompt": "c131-s4", "model": "challenger-small", "cat": "it-service-management", "variant": "budget", "raw": "Alloy Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alloy Navigator** is also a strong contender"}, {"id": "mai-20260917-0922-baseline|c131-s4|challenger-small|Freshservice", "prompt": "c131-s4", "model": "challenger-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Easiest modern cloud experience:** **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c131-s4|challenger-small|Jira Service Management", "prompt": "c131-s4", "model": "challenger-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you already use Atlassian:** **Jira Service Management**"}, {"id": "mai-20260917-0922-baseline|c131-s4|challenger-small|Spiceworks Cloud Help Desk", "prompt": "c131-s4", "model": "challenger-small", "cat": "it-service-management", "variant": "budget", "raw": "Spiceworks Cloud Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you only need very basic ticketing for free:** **Spiceworks Cloud Help Desk**"}, {"id": "mai-20260917-0922-baseline|c131-s4|deepseek-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a typical small company with a constrained budget, I'd go with **ManageEngine ServiceDesk Plus**"}, {"id": "mai-20260917-0922-baseline|c131-s4|deepseek-small|Jira Service Management", "prompt": "c131-s4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Caveat:** Steeper learning curve, more suited to dev-focused teams"}, {"id": "mai-20260917-0922-baseline|c131-s4|deepseek-small|Freshservice", "prompt": "c131-s4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Freshservice** is the best balance of affordability ($17/agent/month) and ease of use"}, {"id": "mai-20260917-0922-baseline|c131-s4|deepseek-small|Zoho Desk", "prompt": "c131-s4", "model": "deepseek-small", "cat": "it-service-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cheapest paid option** - From **$7/user/month**"}, {"id": "mai-20260917-0922-baseline|c131-s4|google-small|Jira Service Management (JSM)", "prompt": "c131-s4", "model": "google-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Jira Service Management if you have 1 to 3 agents. It's free, robust"}, {"id": "mai-20260917-0922-baseline|c131-s4|google-small|Spiceworks Cloud Help Desk", "prompt": "c131-s4", "model": "google-small", "cat": "it-service-management", "variant": "budget", "raw": "Spiceworks Cloud Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Spiceworks if you have 1 to 5 agents, have absolutely $0 budget"}, {"id": "mai-20260917-0922-baseline|c131-s4|google-small|ManageEngine ServiceDesk Plus (Standard)", "prompt": "c131-s4", "model": "google-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus (Standard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "want a clean, professional, ad-free ITIL helpdesk for free"}, {"id": "mai-20260917-0922-baseline|c131-s4|google-small|Freshservice", "prompt": "c131-s4", "model": "google-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Freshservice if you have a small budget ($19/agent/mo) and want the absolute best, most modern user interface"}, {"id": "mai-20260917-0922-baseline|c131-s4|google-small|GLPI (Open Source)", "prompt": "c131-s4", "model": "google-small", "cat": "it-service-management", "variant": "budget", "raw": "GLPI (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose GLPI if you are a technical startup capable of self-hosting"}, {"id": "mai-20260917-0922-baseline|c131-s4|meta-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s4", "model": "meta-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one that offers a free tier or flat pricing, such as ManageEngine ServiceDesk Plus or Freshservice"}, {"id": "mai-20260917-0922-baseline|c131-s4|meta-small|Freshservice", "prompt": "c131-s4", "model": "meta-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as ManageEngine ServiceDesk Plus or Freshservice"}, {"id": "mai-20260917-0922-baseline|c131-s4|meta-small|SysAid", "prompt": "c131-s4", "model": "meta-small", "cat": "it-service-management", "variant": "budget", "raw": "SysAid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular options include SysAid, Alloy Navigator, and Freshservice."}, {"id": "mai-20260917-0922-baseline|c131-s4|meta-small|Alloy Navigator", "prompt": "c131-s4", "model": "meta-small", "cat": "it-service-management", "variant": "budget", "raw": "Alloy Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular options include SysAid, Alloy Navigator, and Freshservice."}, {"id": "mai-20260917-0922-baseline|c131-s4|minimax-small|Freshservice", "prompt": "c131-s4", "model": "minimax-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Freshservice** (Recommended for Most Small Businesses)"}, {"id": "mai-20260917-0922-baseline|c131-s4|minimax-small|Spiceworks", "prompt": "c131-s4", "model": "minimax-small", "cat": "it-service-management", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Spiceworks** (Best for Zero Budget)"}, {"id": "mai-20260917-0922-baseline|c131-s4|minimax-small|Freshdesk", "prompt": "c131-s4", "model": "minimax-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Freshdesk** (Good Free Option) ... Cons: More focused on customer support than ITSM"}, {"id": "mai-20260917-0922-baseline|c131-s4|minimax-small|ManageEngine", "prompt": "c131-s4", "model": "minimax-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ManageEngine** (Good for Very Tight Budgets) ... Cons: Can be complex to set up"}, {"id": "mai-20260917-0922-baseline|c131-s4|minimax-small|GLPI", "prompt": "c131-s4", "model": "minimax-small", "cat": "it-service-management", "variant": "budget", "raw": "GLPI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-Source Options** (GLPI, iTop)"}, {"id": "mai-20260917-0922-baseline|c131-s4|minimax-small|iTop", "prompt": "c131-s4", "model": "minimax-small", "cat": "it-service-management", "variant": "budget", "raw": "iTop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-Source Options** (GLPI, iTop)"}, {"id": "mai-20260917-0922-baseline|c131-s4|mistral-small|Spiceworks Cloud Help Desk", "prompt": "c131-s4", "model": "mistral-small", "cat": "it-service-management", "variant": "budget", "raw": "Spiceworks Cloud Help Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ideal for very small businesses, startups, or cost-sensitive environments. It offers basic helpdesk functionality for free"}, {"id": "mai-20260917-0922-baseline|c131-s4|mistral-small|Freshservice", "prompt": "c131-s4", "model": "mistral-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recommended for small teams seeking structure and rapid deployment"}, {"id": "mai-20260917-0922-baseline|c131-s4|mistral-small|Alloy Navigator", "prompt": "c131-s4", "model": "mistral-small", "cat": "it-service-management", "variant": "budget", "raw": "Alloy Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SMBs wanting an all-in-one platform"}, {"id": "mai-20260917-0922-baseline|c131-s4|mistral-small|Siit", "prompt": "c131-s4", "model": "mistral-small", "cat": "it-service-management", "variant": "budget", "raw": "Siit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "other budget-friendly options like **Siit** or **Eesel** depending on your specific needs"}, {"id": "mai-20260917-0922-baseline|c131-s4|mistral-small|Eesel", "prompt": "c131-s4", "model": "mistral-small", "cat": "it-service-management", "variant": "budget", "raw": "Eesel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "other budget-friendly options like **Siit** or **Eesel**"}, {"id": "mai-20260917-0922-baseline|c131-s4|moonshot-small|Jira Service Management", "prompt": "c131-s4", "model": "moonshot-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For the tightest budget:** Start with **Jira Service Management's free tier** if you have 3 or fewer agents."}, {"id": "mai-20260917-0922-baseline|c131-s4|moonshot-small|Freshservice", "prompt": "c131-s4", "model": "moonshot-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For growing teams:** **Freshservice** offers the best balance of affordability, ease of use, and ITIL-aligned features."}, {"id": "mai-20260917-0922-baseline|c131-s4|moonshot-small|HappyFox", "prompt": "c131-s4", "model": "moonshot-small", "cat": "it-service-management", "variant": "budget", "raw": "HappyFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**HappyFox** (Best for Simplicity) - Starting price: $24/agent/month ... Cons: No free tier (demo only)"}, {"id": "mai-20260917-0922-baseline|c131-s4|openai-small|Jira Service Management", "prompt": "c131-s4", "model": "openai-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Jira Service Management** if you already use Atlassian tools"}, {"id": "mai-20260917-0922-baseline|c131-s4|openai-small|Freshservice", "prompt": "c131-s4", "model": "openai-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Freshservice** if you want the simplest low-friction setup"}, {"id": "mai-20260917-0922-baseline|c131-s4|openai-small|ServiceNow", "prompt": "c131-s4", "model": "openai-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "I'd generally **avoid ServiceNow** for a tight-budget small company"}, {"id": "mai-20260917-0922-baseline|c131-s4|xai-small|Spiceworks Cloud Help Desk", "prompt": "c131-s4", "model": "xai-small", "cat": "it-service-management", "variant": "budget", "raw": "Spiceworks Cloud Help Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spiceworks Cloud Help Desk or ManageEngine ServiceDesk Plus (free tier) stand out as the best starting points"}, {"id": "mai-20260917-0922-baseline|c131-s4|xai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s4", "model": "xai-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "stand out as the best starting points, depending on your exact needs"}, {"id": "mai-20260917-0922-baseline|c131-s4|xai-small|Jira Service Management", "prompt": "c131-s4", "model": "xai-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Close Alternatives (Low-Cost Paid Options): Jira Service Management (Free for 3 Agents)"}, {"id": "mai-20260917-0922-baseline|c131-s4|xai-small|Freshservice", "prompt": "c131-s4", "model": "xai-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "No true free tier (14-day trial). G2 4.6/5 – top-rated for ease, but not the cheapest."}, {"id": "mai-20260917-0922-baseline|c131-s4|zai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ManageEngine ServiceDesk Plus (Standard)** is likely the best overall free ITSM option"}, {"id": "mai-20260917-0922-baseline|c131-s4|zai-small|Freshservice", "prompt": "c131-s4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Freshservice** or **Jira Service Management** are strong paid contenders"}, {"id": "mai-20260917-0922-baseline|c131-s4|zai-small|Jira Service Management", "prompt": "c131-s4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Freshservice** or **Jira Service Management** are strong paid contenders"}, {"id": "mai-20260917-0922-baseline|c131-s4|zai-small|Alloy Navigator", "prompt": "c131-s4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "Alloy Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Starts at $19/tech (Explorer) with change mgmt, approvals, and licensing included; good if you want a unified SMB platform."}, {"id": "mai-20260917-0922-baseline|c131-s4|zai-small|Spiceworks Cloud Help Desk", "prompt": "c131-s4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "Spiceworks Cloud Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Completely free, simple setup; enough if you just need a helpdesk with minimal ITSM features."}, {"id": "mai-20260917-0922-baseline|c131-s4|zai-small|GLPI", "prompt": "c131-s4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "GLPI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free but requires in-house IT skills for deployment and maintenance."}, {"id": "mai-20260917-0922-baseline|c131-s4|zai-small|KIX Start", "prompt": "c131-s4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "KIX Start", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free (self-hosted) | Requires in-house IT skills to set up and maintain."}, {"id": "mai-20260917-0922-baseline|c131-s4|zai-small|GoToResolve", "prompt": "c131-s4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "GoToResolve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Entry-level ITSM** (Freshservice, GoToResolve, Atera): ~$20–$50 per agent/month."}, {"id": "mai-20260917-0922-baseline|c131-s4|zai-small|Atera", "prompt": "c131-s4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "Atera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Entry-level ITSM** (Freshservice, GoToResolve, Atera): ~$20–$50 per agent/month."}, {"id": "mai-20260917-0922-baseline|c131-s4|zai-small|SysAid", "prompt": "c131-s4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "SysAid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Mid-market ITSM** (SysAid, SolarWinds, ManageEngine): ~$40–$70 per agent/month"}, {"id": "mai-20260917-0922-baseline|c131-s4|zai-small|SolarWinds", "prompt": "c131-s4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "SolarWinds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Mid-market ITSM** (SysAid, SolarWinds, ManageEngine): ~$40–$70 per agent/month"}, {"id": "mai-20260917-0922-baseline|c131-s4|zai-small|ServiceNow", "prompt": "c131-s4", "model": "zai-small", "cat": "it-service-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Enterprise ITSM** (ServiceNow): $100–$300+ per agent/month plus implementation fees."}, {"id": "mai-20260917-0922-baseline|c131-s5|alibaba-small|ServiceNow", "prompt": "c131-s5", "model": "alibaba-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too small to justify the massive cost and complexity of enterprise giants like ServiceNow or BMC Remedy"}, {"id": "mai-20260917-0922-baseline|c131-s5|alibaba-small|BMC Remedy", "prompt": "c131-s5", "model": "alibaba-small", "cat": "it-service-management", "variant": "scale", "raw": "BMC Remedy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too small to justify the massive cost and complexity of enterprise giants like ServiceNow or BMC Remedy"}, {"id": "mai-20260917-0922-baseline|c131-s5|alibaba-small|Jira Service Management (JSM)", "prompt": "c131-s5", "model": "alibaba-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The \"Already in your Stack\" Route (Highly Recommended) ... ask about **Jira Service Management (JSM)**"}, {"id": "mai-20260917-0922-baseline|c131-s5|alibaba-small|Freshservice", "prompt": "c131-s5", "model": "alibaba-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"Modern Cloud\" Route: Tools like **Freshservice**, **Zendesk**, or **HaloPSA**"}, {"id": "mai-20260917-0922-baseline|c131-s5|alibaba-small|Zendesk", "prompt": "c131-s5", "model": "alibaba-small", "cat": "it-service-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tools like **Freshservice**, **Zendesk**, or **HaloPSA**"}, {"id": "mai-20260917-0922-baseline|c131-s5|alibaba-small|HaloPSA", "prompt": "c131-s5", "model": "alibaba-small", "cat": "it-service-management", "variant": "scale", "raw": "HaloPSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tools like **Freshservice**, **Zendesk**, or **HaloPSA**"}, {"id": "mai-20260917-0922-baseline|c131-s5|alibaba-small|NinjaOne", "prompt": "c131-s5", "model": "alibaba-small", "cat": "it-service-management", "variant": "scale", "raw": "NinjaOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The \"All-in-One PSA\" Route: Tools like **NinjaOne** or **Autotask**"}, {"id": "mai-20260917-0922-baseline|c131-s5|alibaba-small|Autotask", "prompt": "c131-s5", "model": "alibaba-small", "cat": "it-service-management", "variant": "scale", "raw": "Autotask", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tools like **NinjaOne** or **Autotask**"}, {"id": "mai-20260917-0922-baseline|c131-s5|deepseek-small|ServiceNow", "prompt": "c131-s5", "model": "deepseek-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "A heavyweight enterprise platform (ServiceNow, heavy CMDBs, domain separation) will create **more overhead than it removes**"}, {"id": "mai-20260917-0922-baseline|c131-s5|deepseek-small|Jira", "prompt": "c131-s5", "model": "deepseek-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jira Service Management** — great if already in Atlassian ecosystem, free for 3 agents"}, {"id": "mai-20260917-0922-baseline|c131-s5|deepseek-small|ManageEngine", "prompt": "c131-s5", "model": "deepseek-small", "cat": "it-service-management", "variant": "scale", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ManageEngine ServiceDesk Plus** — budget-friendly, includes discovery/asset mgmt"}, {"id": "mai-20260917-0922-baseline|c131-s5|deepseek-small|Freshservice", "prompt": "c131-s5", "model": "deepseek-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Freshservice** — fast deploy, clean UI, good automation"}, {"id": "mai-20260917-0922-baseline|c131-s5|deepseek-small|Alloy Navigator", "prompt": "c131-s5", "model": "deepseek-small", "cat": "it-service-management", "variant": "scale", "raw": "Alloy Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Alloy Navigator** — all-in-one ITSM + ITAM"}, {"id": "mai-20260917-0922-baseline|c131-s5|deepseek-small|HappyFox", "prompt": "c131-s5", "model": "deepseek-small", "cat": "it-service-management", "variant": "scale", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**HappyFox** — clean UX at lower cost"}, {"id": "mai-20260917-0922-baseline|c131-s5|google-small|ServiceNow", "prompt": "c131-s5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid **ServiceNow, BMC Helix, or Ivanti**. These are built for companies with thousands of employees."}, {"id": "mai-20260917-0922-baseline|c131-s5|google-small|BMC Helix", "prompt": "c131-s5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "BMC Helix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid **ServiceNow, BMC Helix, or Ivanti**."}, {"id": "mai-20260917-0922-baseline|c131-s5|google-small|Ivanti", "prompt": "c131-s5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "Ivanti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid **ServiceNow, BMC Helix, or Ivanti**."}, {"id": "mai-20260917-0922-baseline|c131-s5|google-small|Jira Service Management (JSM)", "prompt": "c131-s5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Option A: Jira Service Management (JSM) — *Best if you already use Atlassian*"}, {"id": "mai-20260917-0922-baseline|c131-s5|google-small|Freshservice", "prompt": "c131-s5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Option B: Freshservice — *Best for rapid out-of-the-box setup*"}, {"id": "mai-20260917-0922-baseline|c131-s5|google-small|Risotto", "prompt": "c131-s5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "Risotto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Option C: Slack/Teams-Native AI Tools (e.g., Risotto, Atomicwork, Desk365)"}, {"id": "mai-20260917-0922-baseline|c131-s5|google-small|Atomicwork", "prompt": "c131-s5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "Atomicwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Slack/Teams-Native AI Tools (e.g., Risotto, Atomicwork, Desk365)"}, {"id": "mai-20260917-0922-baseline|c131-s5|google-small|Desk365", "prompt": "c131-s5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "Desk365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Slack/Teams-Native AI Tools (e.g., Risotto, Atomicwork, Desk365)"}, {"id": "mai-20260917-0922-baseline|c131-s5|google-small|Rippling", "prompt": "c131-s5", "model": "google-small", "cat": "it-service-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Option D: The Unified IT/HR Platform (e.g., Rippling)"}, {"id": "mai-20260917-0922-baseline|c131-s5|minimax-small|Freshservice", "prompt": "c131-s5", "model": "minimax-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with a free trial** of 2–3 platforms (Freshservice, Jira Service Management, and one other)"}, {"id": "mai-20260917-0922-baseline|c131-s5|minimax-small|Jira Service Management", "prompt": "c131-s5", "model": "minimax-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with a free trial** of 2–3 platforms (Freshservice, Jira Service Management, and one other)"}, {"id": "mai-20260917-0922-baseline|c131-s5|minimax-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s5", "model": "minimax-small", "cat": "it-service-management", "variant": "scale", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "~$13/tech | Budget-conscious, on-prem option"}, {"id": "mai-20260917-0922-baseline|c131-s5|minimax-small|HappyFox", "prompt": "c131-s5", "model": "minimax-small", "cat": "it-service-management", "variant": "scale", "raw": "HappyFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "~$24/agent | Clean UI, good automation"}, {"id": "mai-20260917-0922-baseline|c131-s5|minimax-small|Alloy Navigator", "prompt": "c131-s5", "model": "minimax-small", "cat": "it-service-management", "variant": "scale", "raw": "Alloy Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "~$19/agent | All-in-one (ITSM + ITAM)"}, {"id": "mai-20260917-0922-baseline|c131-s5|minimax-small|SysAid", "prompt": "c131-s5", "model": "minimax-small", "cat": "it-service-management", "variant": "scale", "raw": "SysAid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "~$40–80 | Full-featured, good for growing companies"}, {"id": "mai-20260917-0922-baseline|c131-s5|mistral-small|Zendesk", "prompt": "c131-s5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "move beyond basic ticketing tools like Zendesk or Freshservice"}, {"id": "mai-20260917-0922-baseline|c131-s5|mistral-small|Freshservice", "prompt": "c131-s5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Freshservice (Freshworks):** User-friendly, ITSM-focused, good for mid-sized teams."}, {"id": "mai-20260917-0922-baseline|c131-s5|mistral-small|ServiceNow", "prompt": "c131-s5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "avoiding the complexity and cost of enterprise platforms like ServiceNow"}, {"id": "mai-20260917-0922-baseline|c131-s5|mistral-small|Jira Service Management", "prompt": "c131-s5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Jira Service Management (Atlassian):** Affordable, integrates with Jira/Confluence, strong automation."}, {"id": "mai-20260917-0922-baseline|c131-s5|mistral-small|InvGate Service Desk", "prompt": "c131-s5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "InvGate Service Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cost-effective, ITSM/ITAM combined, strong workflows"}, {"id": "mai-20260917-0922-baseline|c131-s5|mistral-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Comprehensive ITSM/ITAM, scalable pricing"}, {"id": "mai-20260917-0922-baseline|c131-s5|mistral-small|SysAid", "prompt": "c131-s5", "model": "mistral-small", "cat": "it-service-management", "variant": "scale", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SysAid:** Good balance of features and ease of use."}, {"id": "mai-20260917-0922-baseline|c131-s5|moonshot-small|Freshservice", "prompt": "c131-s5", "model": "moonshot-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Freshservice** | $19/agent/mo | Building ITIL foundations | Good balance of features/ease"}, {"id": "mai-20260917-0922-baseline|c131-s5|moonshot-small|Jira Service Management", "prompt": "c131-s5", "model": "moonshot-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Teams already using Atlassian | Scales well, familiar interface"}, {"id": "mai-20260917-0922-baseline|c131-s5|moonshot-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s5", "model": "moonshot-small", "cat": "it-service-management", "variant": "scale", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Value-focused SMBs | Free tier available"}, {"id": "mai-20260917-0922-baseline|c131-s5|moonshot-small|HappyFox", "prompt": "c131-s5", "model": "moonshot-small", "cat": "it-service-management", "variant": "scale", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Clean UX preference | Good for non-technical users"}, {"id": "mai-20260917-0922-baseline|c131-s5|moonshot-small|SysAid", "prompt": "c131-s5", "model": "moonshot-small", "cat": "it-service-management", "variant": "scale", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Small-mid market | Solid all-rounder"}, {"id": "mai-20260917-0922-baseline|c131-s5|xai-small|Freshservice", "prompt": "c131-s5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Freshservice (easy) ... | Freshservice | $20/mo | 1 wk | Easy UI, Freddy AI |"}, {"id": "mai-20260917-0922-baseline|c131-s5|xai-small|Jira Service Management", "prompt": "c131-s5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Jira Service Management (free tier for small teams)"}, {"id": "mai-20260917-0922-baseline|c131-s5|xai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ServiceDesk Plus (budget)"}, {"id": "mai-20260917-0922-baseline|c131-s5|xai-small|SysAid", "prompt": "c131-s5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SysAid (AI lite)"}, {"id": "mai-20260917-0922-baseline|c131-s5|xai-small|HappyFox", "prompt": "c131-s5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "HappyFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular fits include ... HappyFox, or Alloy Navigator"}, {"id": "mai-20260917-0922-baseline|c131-s5|xai-small|Alloy Navigator", "prompt": "c131-s5", "model": "xai-small", "cat": "it-service-management", "variant": "scale", "raw": "Alloy Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular fits include ... HappyFox, or Alloy Navigator"}, {"id": "mai-20260917-0922-baseline|c131-s5|zai-small|ServiceNow", "prompt": "c131-s5", "model": "zai-small", "cat": "it-service-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "for enterprise platforms like ServiceNow, it can be 3‑5x"}, {"id": "mai-20260917-0922-baseline|c131-s5|zai-small|Freshservice", "prompt": "c131-s5", "model": "zai-small", "cat": "it-service-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Growing IT teams (5–50 agents) wanting modern ITSM without enterprise complexity."}, {"id": "mai-20260917-0922-baseline|c131-s5|zai-small|Jira Service Management", "prompt": "c131-s5", "model": "zai-small", "cat": "it-service-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Organizations already using Jira/DevOps workflows."}, {"id": "mai-20260917-0922-baseline|c131-s5|zai-small|InvGate Service Management", "prompt": "c131-s5", "model": "zai-small", "cat": "it-service-management", "variant": "scale", "raw": "InvGate Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid‑size and enterprise teams wanting ServiceNow‑level ITSM without the cost/complexity."}, {"id": "mai-20260917-0922-baseline|c131-s5|zai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s5", "model": "zai-small", "cat": "it-service-management", "variant": "scale", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cost‑conscious teams needing broad feature set."}, {"id": "mai-20260917-0922-baseline|c131-s5|zai-small|HaloITSM", "prompt": "c131-s5", "model": "zai-small", "cat": "it-service-management", "variant": "scale", "raw": "HaloITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Teams wanting flat pricing and functional AI."}, {"id": "mai-20260917-0922-baseline|c131-s5|zai-small|OpenFrame", "prompt": "c131-s5", "model": "zai-small", "cat": "it-service-management", "variant": "scale", "raw": "OpenFrame", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "All‑in‑one buyers needing PSA + ITSM + CMDB."}, {"id": "mai-20260917-0922-baseline|c131-s6|alibaba-small|ServiceNow", "prompt": "c131-s6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "True Enterprise Giants (Avoid) ... Examples: ServiceNow, BMC Helix, IBM Maximo Application Suite."}, {"id": "mai-20260917-0922-baseline|c131-s6|alibaba-small|BMC Helix", "prompt": "c131-s6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples: ServiceNow, BMC Helix, IBM Maximo Application Suite. Why to avoid"}, {"id": "mai-20260917-0922-baseline|c131-s6|alibaba-small|IBM Maximo Application Suite", "prompt": "c131-s6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "IBM Maximo Application Suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples: ServiceNow, BMC Helix, IBM Maximo Application Suite. Why to avoid"}, {"id": "mai-20260917-0922-baseline|c131-s6|alibaba-small|Ivanti Neurons", "prompt": "c131-s6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "\"Over-Engineered\" Mid-Market Tools (Proceed with Caution) ... Examples: Ivanti Neurons (specifically the heavier modules)"}, {"id": "mai-20260917-0922-baseline|c131-s6|alibaba-small|KACE (Quest KACE)", "prompt": "c131-s6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "KACE (Quest KACE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "older versions of KACE (Quest KACE) ... Steep Learning Curve"}, {"id": "mai-20260917-0922-baseline|c131-s6|alibaba-small|Jira Service Management (JSM)", "prompt": "c131-s6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Dev-Centric Platforms (Proceed with Caution) ... Example: Jira Service Management (JSM)."}, {"id": "mai-20260917-0922-baseline|c131-s6|alibaba-small|osTicket", "prompt": "c131-s6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "osTicket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "open-source options (like osTicket or GLPI) are dangerous if your small business lacks internal development resources"}, {"id": "mai-20260917-0922-baseline|c131-s6|alibaba-small|GLPI", "prompt": "c131-s6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "GLPI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "open-source options (like osTicket or GLPI) are dangerous if your small business lacks internal development resources"}, {"id": "mai-20260917-0922-baseline|c131-s6|alibaba-small|Freshservice", "prompt": "c131-s6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "look for platforms built specifically for \"Small & Mid-sized Business\" (SMB) tiers (e.g., Freshservice, HaloITSM, InvGate, Zendesk)"}, {"id": "mai-20260917-0922-baseline|c131-s6|alibaba-small|HaloITSM", "prompt": "c131-s6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "HaloITSM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "(e.g., Freshservice, HaloITSM, InvGate, Zendesk). These tools generally offer faster deployment"}, {"id": "mai-20260917-0922-baseline|c131-s6|alibaba-small|InvGate", "prompt": "c131-s6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "InvGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "(e.g., Freshservice, HaloITSM, InvGate, Zendesk). These tools generally offer faster deployment"}, {"id": "mai-20260917-0922-baseline|c131-s6|alibaba-small|Zendesk", "prompt": "c131-s6", "model": "alibaba-small", "cat": "it-service-management", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "(e.g., Freshservice, HaloITSM, InvGate, Zendesk). These tools generally offer faster deployment"}, {"id": "mai-20260917-0922-baseline|c131-s6|challenger-small|ServiceNow", "prompt": "c131-s6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "commonly positioned as a fit for *large enterprises* ... often more platform than a small team needs"}, {"id": "mai-20260917-0922-baseline|c131-s6|challenger-small|BMC Helix / Remedy", "prompt": "c131-s6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix / Remedy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "a user discussion specifically recommends steering clear of it"}, {"id": "mai-20260917-0922-baseline|c131-s6|challenger-small|Ivanti Neurons", "prompt": "c131-s6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti Neurons", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is not highlighted in the small-business-friendly recommendations"}, {"id": "mai-20260917-0922-baseline|c131-s6|challenger-small|Freshservice", "prompt": "c131-s6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the way Freshservice or SolarWinds Service Desk are"}, {"id": "mai-20260917-0922-baseline|c131-s6|challenger-small|SolarWinds Service Desk", "prompt": "c131-s6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the way Freshservice or SolarWinds Service Desk are"}, {"id": "mai-20260917-0922-baseline|c131-s6|challenger-small|TOPdesk", "prompt": "c131-s6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "TOPdesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "smaller teams should be cautious if they do not need a more structured, feature-rich suite"}, {"id": "mai-20260917-0922-baseline|c131-s6|challenger-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "can be viable for SMBs, but treat it carefully if you need the simplest setup"}, {"id": "mai-20260917-0922-baseline|c131-s6|challenger-small|Jira Service Management", "prompt": "c131-s6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "small businesses without that ecosystem should be cautious because it can become workflow-heavy"}, {"id": "mai-20260917-0922-baseline|c131-s6|challenger-small|Aisera", "prompt": "c131-s6", "model": "challenger-small", "cat": "it-service-management", "variant": "negative", "raw": "Aisera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "described as carrying cost and implementation overhead that small teams often do not need"}, {"id": "mai-20260917-0922-baseline|c131-s6|deepseek-small|ServiceNow", "prompt": "c131-s6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid unless you have dedicated IT leadership and a budget in six figures."}, {"id": "mai-20260917-0922-baseline|c131-s6|deepseek-small|BMC Helix", "prompt": "c131-s6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid. This is legacy enterprise bloatware with a terrible user experience."}, {"id": "mai-20260917-0922-baseline|c131-s6|deepseek-small|Jira Service Management", "prompt": "c131-s6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Not an outright avoid, but beware of pricing escalation and spiraling complexity."}, {"id": "mai-20260917-0922-baseline|c131-s6|deepseek-small|Freshservice", "prompt": "c131-s6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Actually decent for small business, but has a known ceiling."}, {"id": "mai-20260917-0922-baseline|c131-s6|deepseek-small|Cherwell", "prompt": "c131-s6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Cherwell", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Cherwell/Ivanti (upper tiers) – Because they assume you have a dedicated ITSM architect on staff."}, {"id": "mai-20260917-0922-baseline|c131-s6|deepseek-small|Ivanti", "prompt": "c131-s6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Ivanti Service Manager ... is notoriously complex to deploy and maintain on-prem."}, {"id": "mai-20260917-0922-baseline|c131-s6|deepseek-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "actually good for SMBs, but the higher-tier products ... can be overkill"}, {"id": "mai-20260917-0922-baseline|c131-s6|deepseek-small|Spiceworks Help Desk", "prompt": "c131-s6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Spiceworks Help Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Free, simple, ad-supported. Great for 1–5 IT staff."}, {"id": "mai-20260917-0922-baseline|c131-s6|deepseek-small|Zoho Desk", "prompt": "c131-s6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Free tier for up to 3 agents; paid tier is ~$14–$25/agent/month and much more flexible"}, {"id": "mai-20260917-0922-baseline|c131-s6|deepseek-small|Zendesk", "prompt": "c131-s6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Not ITIL-certified but sufficient for small IT teams; predictable pricing."}, {"id": "mai-20260917-0922-baseline|c131-s6|deepseek-small|HaloITSM", "prompt": "c131-s6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "HaloITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Budget-friendly, full ITIL for a flat rate, but requires a bit of setup."}, {"id": "mai-20260917-0922-baseline|c131-s6|deepseek-small|SysAid", "prompt": "c131-s6", "model": "deepseek-small", "cat": "it-service-management", "variant": "negative", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Often mentioned as a budget-friendly option with good support for small businesses."}, {"id": "mai-20260917-0922-baseline|c131-s6|google-small|ServiceNow", "prompt": "c131-s6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The Verdict: Avoid unless you have a rapidly scaling enterprise-bound company with a dedicated budget and dedicated IT platform engineers."}, {"id": "mai-20260917-0922-baseline|c131-s6|google-small|BMC Helix ITSM (formerly Remedy)", "prompt": "c131-s6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix ITSM (formerly Remedy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Too heavy and structurally rigid for agile, small-business workflows."}, {"id": "mai-20260917-0922-baseline|c131-s6|google-small|Broadcom (CA Service Management)", "prompt": "c131-s6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Broadcom (CA Service Management)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The Verdict: Avoid. They will create more administrative toil than they resolve."}, {"id": "mai-20260917-0922-baseline|c131-s6|google-small|OpenText SMAX", "prompt": "c131-s6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "OpenText SMAX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "The Verdict: Avoid. They will create more administrative toil than they resolve."}, {"id": "mai-20260917-0922-baseline|c131-s6|google-small|Ivanti Neurons for ITSM (formerly Cherwell)", "prompt": "c131-s6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti Neurons for ITSM (formerly Cherwell)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be very cautious; it is usually a better fit for mid-market to large enterprise companies."}, {"id": "mai-20260917-0922-baseline|c131-s6|google-small|OTRS", "prompt": "c131-s6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "OTRS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "The Verdict: Avoid unless you have an in-house development team with free cycles."}, {"id": "mai-20260917-0922-baseline|c131-s6|google-small|Znuny", "prompt": "c131-s6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Znuny", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "The Verdict: Avoid unless you have an in-house development team with free cycles."}, {"id": "mai-20260917-0922-baseline|c131-s6|google-small|Request Tracker (RT)", "prompt": "c131-s6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Request Tracker (RT)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "The Verdict: Avoid unless you have an in-house development team with free cycles."}, {"id": "mai-20260917-0922-baseline|c131-s6|google-small|Freshservice", "prompt": "c131-s6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Popular options that scale well for small-to-medium IT operations include **Freshservice, Jira Service Management (Cloud), SysAid,** or **Atera**."}, {"id": "mai-20260917-0922-baseline|c131-s6|google-small|Jira Service Management", "prompt": "c131-s6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "paying a small monthly fee for a managed SaaS platform (like Freshservice or Jira Service Management)"}, {"id": "mai-20260917-0922-baseline|c131-s6|google-small|standard Zendesk", "prompt": "c131-s6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "standard Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "they are **not true ITSM tools**"}, {"id": "mai-20260917-0922-baseline|c131-s6|google-small|Help Scout", "prompt": "c131-s6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Help Scout", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "they are **not true ITSM tools**"}, {"id": "mai-20260917-0922-baseline|c131-s6|google-small|Front", "prompt": "c131-s6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Front", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "they are **not true ITSM tools**"}, {"id": "mai-20260917-0922-baseline|c131-s6|google-small|SysAid", "prompt": "c131-s6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Popular options that scale well for small-to-medium IT operations include **Freshservice, Jira Service Management (Cloud), SysAid,** or **Atera**."}, {"id": "mai-20260917-0922-baseline|c131-s6|google-small|Atera", "prompt": "c131-s6", "model": "google-small", "cat": "it-service-management", "variant": "negative", "raw": "Atera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Popular options that scale well for small-to-medium IT operations include ... or **Atera**."}, {"id": "mai-20260917-0922-baseline|c131-s6|meta-small|BMC Helix", "prompt": "c131-s6", "model": "meta-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "BMC Helix (previously known as Remedy) - it is filled with glitches and still isn't functioning properly even after more than two years."}, {"id": "mai-20260917-0922-baseline|c131-s6|meta-small|ServiceNow", "prompt": "c131-s6", "model": "meta-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "its Enterprise pricing is expensive, averaging around $130k/year, and is exclusively for large organizations"}, {"id": "mai-20260917-0922-baseline|c131-s6|meta-small|Freshservice", "prompt": "c131-s6", "model": "meta-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "it is a modern ITSM tool without enterprise complexity, and its starting price is $19/mo"}, {"id": "mai-20260917-0922-baseline|c131-s6|meta-small|Spiceworks Help Desk", "prompt": "c131-s6", "model": "meta-small", "cat": "it-service-management", "variant": "negative", "raw": "Spiceworks Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "it is a free help desk with basic ITSM workflows"}, {"id": "mai-20260917-0922-baseline|c131-s6|meta-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s6", "model": "meta-small", "cat": "it-service-management", "variant": "negative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "it offers a generous free tier for small teams, allowing up to 5 technicians"}, {"id": "mai-20260917-0922-baseline|c131-s6|minimax-small|BMC Helix (formerly Remedy)", "prompt": "c131-s6", "model": "minimax-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix (formerly Remedy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple sources warn against this platform, with users describing it as \"filled with glitches\""}, {"id": "mai-20260917-0922-baseline|c131-s6|minimax-small|Freshservice", "prompt": "c131-s6", "model": "minimax-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Freshservice, Jira Service Management, and ManageEngine ServiceDesk Plus have good reputations for small teams"}, {"id": "mai-20260917-0922-baseline|c131-s6|minimax-small|Jira Service Management", "prompt": "c131-s6", "model": "minimax-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "have good reputations for small teams"}, {"id": "mai-20260917-0922-baseline|c131-s6|minimax-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s6", "model": "minimax-small", "cat": "it-service-management", "variant": "negative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "have good reputations for small teams"}, {"id": "mai-20260917-0922-baseline|c131-s6|mistral-small|ServiceNow", "prompt": "c131-s6", "model": "mistral-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Examples:** ServiceNow, BMC Helix, Ivanti\n   - **Why Avoid:** These platforms are often overkill for small businesses"}, {"id": "mai-20260917-0922-baseline|c131-s6|mistral-small|BMC Helix", "prompt": "c131-s6", "model": "mistral-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Examples:** ServiceNow, BMC Helix, Ivanti\n   - **Why Avoid:** These platforms are often overkill for small businesses"}, {"id": "mai-20260917-0922-baseline|c131-s6|mistral-small|Ivanti", "prompt": "c131-s6", "model": "mistral-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Examples:** ServiceNow, BMC Helix, Ivanti\n   - **Why Avoid:** These platforms are often overkill for small businesses"}, {"id": "mai-20260917-0922-baseline|c131-s6|moonshot-small|ServiceNow", "prompt": "c131-s6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Strongly Avoid ... Considered massive overkill for businesses under 500 employees."}, {"id": "mai-20260917-0922-baseline|c131-s6|moonshot-small|BMC Helix (formerly BMC Remedy)", "prompt": "c131-s6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix (formerly BMC Remedy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Explicitly **not recommended for small businesses**"}, {"id": "mai-20260917-0922-baseline|c131-s6|moonshot-small|Cherwell Service Management", "prompt": "c131-s6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "Cherwell Service Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Do not start new deployments; existing users must migrate."}, {"id": "mai-20260917-0922-baseline|c131-s6|moonshot-small|Ivanti Neurons for ITSM", "prompt": "c131-s6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "Ivanti Neurons for ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Approach with Caution ... Too much platform for simple help desk needs."}, {"id": "mai-20260917-0922-baseline|c131-s6|moonshot-small|SolarWinds Service Desk", "prompt": "c131-s6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "SolarWinds Service Desk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "\"quite expensive compared to other helpdesk solutions\" and \"too expensive for SMBs.\""}, {"id": "mai-20260917-0922-baseline|c131-s6|moonshot-small|Freshservice", "prompt": "c131-s6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Better alternatives** to consider typically include lightweight platforms like **Freshservice**"}, {"id": "mai-20260917-0922-baseline|c131-s6|moonshot-small|Jira Service Management", "prompt": "c131-s6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Jira Service Management** (especially if you already use Atlassian)"}, {"id": "mai-20260917-0922-baseline|c131-s6|moonshot-small|ManageEngine", "prompt": "c131-s6", "model": "moonshot-small", "cat": "it-service-management", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or **ManageEngine**, which offer lower starting costs and faster deployment"}, {"id": "mai-20260917-0922-baseline|c131-s6|openai-small|ServiceNow IT Service Management", "prompt": "c131-s6", "model": "openai-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow IT Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "very capable, but users commonly report a steep learning curve, high licensing and implementation costs, and complexity that can be hard for smaller teams to justify"}, {"id": "mai-20260917-0922-baseline|c131-s6|openai-small|BMC Helix ITSM", "prompt": "c131-s6", "model": "openai-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix ITSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "reviews frequently mention complexity, time-consuming setup, and heavier admin effort. That can be a poor fit"}, {"id": "mai-20260917-0922-baseline|c131-s6|xai-small|ServiceNow", "prompt": "c131-s6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid or Approach with Extreme Caution: **ServiceNow** ... overwhelming complexity for basic needs"}, {"id": "mai-20260917-0922-baseline|c131-s6|xai-small|BMC Helix", "prompt": "c131-s6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC Helix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid/caution?** Glitchy, complex setup/customization, high costs prohibitive for small teams"}, {"id": "mai-20260917-0922-baseline|c131-s6|xai-small|Jira Service Management", "prompt": "c131-s6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why be cautious?** Not outright avoid, but tricky for non-technical SMBs: Steep learning curve"}, {"id": "mai-20260917-0922-baseline|c131-s6|xai-small|Spiceworks Help Desk", "prompt": "c131-s6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "Spiceworks Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better Alternatives for Small Businesses: **Spiceworks Help Desk** (free tier, $0–$6/mo, unlimited tickets)"}, {"id": "mai-20260917-0922-baseline|c131-s6|xai-small|ManageEngine ServiceDesk Plus", "prompt": "c131-s6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "ManageEngine ServiceDesk Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ManageEngine ServiceDesk Plus** (free for 5 techs, $27+/mo pro)"}, {"id": "mai-20260917-0922-baseline|c131-s6|xai-small|Freshservice", "prompt": "c131-s6", "model": "xai-small", "cat": "it-service-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Freshservice** (starts $19/agent/mo, intuitive UI, quick setup—praised for SMBs)"}, {"id": "mai-20260917-0922-baseline|c131-s6|zai-small|ServiceNow", "prompt": "c131-s6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid Entirely | **ServiceNow** | Minimum deal sizes run into the **six‑figure range**"}, {"id": "mai-20260917-0922-baseline|c131-s6|zai-small|Moveworks", "prompt": "c131-s6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "Moveworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise‑only pricing, requires implementation partners... It's not suitable for small teams that need a simple ticketing system."}, {"id": "mai-20260917-0922-baseline|c131-s6|zai-small|Aisera", "prompt": "c131-s6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "Aisera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "No published pricing; built for large enterprises. Not transparent or scalable for smaller organizations."}, {"id": "mai-20260917-0922-baseline|c131-s6|zai-small|BMC", "prompt": "c131-s6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "BMC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Big legacy on‑prem suites (e.g., older BMC, Cherwell, Remedy on‑prem) | High licensing, infrastructure, and maintenance costs"}, {"id": "mai-20260917-0922-baseline|c131-s6|zai-small|Cherwell", "prompt": "c131-s6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "Cherwell", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Big legacy on‑prem suites (e.g., older BMC, Cherwell, Remedy on‑prem) | High licensing, infrastructure, and maintenance costs"}, {"id": "mai-20260917-0922-baseline|c131-s6|zai-small|Remedy", "prompt": "c131-s6", "model": "zai-small", "cat": "it-service-management", "variant": "negative", "raw": "Remedy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Big legacy on‑prem suites (e.g., older BMC, Cherwell, Remedy on‑prem) | High licensing, infrastructure, and maintenance costs"}, {"id": "mai-20260917-0922-baseline|c132-l1|alibaba-small|GitHub Enterprise", "prompt": "c132-l1", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **GitHub** if you want the industry standard, massive talent pool, and best-in-class AI support."}, {"id": "mai-20260917-0922-baseline|c132-l1|alibaba-small|GitLab Ultimate", "prompt": "c132-l1", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **GitLab** if you want one tool to rule them all (VCS + Project Mgmt + CI/CD) and need strict on-prem data control."}, {"id": "mai-20260917-0922-baseline|c132-l1|alibaba-small|Bitbucket Data Center", "prompt": "c132-l1", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Bitbucket** if your project managers live and die in Jira."}, {"id": "mai-20260917-0922-baseline|c132-l1|anthropic-small|GitHub Enterprise Cloud/Server", "prompt": "c132-l1", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub Enterprise Cloud/Server", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most B2B enterprises, **GitHub Enterprise** or **GitLab** are the safest choices"}, {"id": "mai-20260917-0922-baseline|c132-l1|anthropic-small|GitLab", "prompt": "c132-l1", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most B2B enterprises, **GitHub Enterprise** or **GitLab** are the safest choices"}, {"id": "mai-20260917-0922-baseline|c132-l1|anthropic-small|Bitbucket Data Center", "prompt": "c132-l1", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for teams already in the Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c132-l1|anthropic-small|Azure DevOps (Azure Repos)", "prompt": "c132-l1", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Azure DevOps (Azure Repos)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for enterprises already invested in Azure/Microsoft stack"}, {"id": "mai-20260917-0922-baseline|c132-l1|challenger-small|GitLab", "prompt": "c132-l1", "model": "challenger-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitLab is the strongest all-around source control hosting platform"}, {"id": "mai-20260917-0922-baseline|c132-l1|challenger-small|GitHub", "prompt": "c132-l1", "model": "challenger-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want the broadest ecosystem, largest community"}, {"id": "mai-20260917-0922-baseline|c132-l1|challenger-small|Bitbucket", "prompt": "c132-l1", "model": "challenger-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your company is already standardized on Atlassian tools"}, {"id": "mai-20260917-0922-baseline|c132-l1|challenger-small|Perforce Helix Core", "prompt": "c132-l1", "model": "challenger-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Perforce Helix Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your enterprise has specialized large-scale versioning needs"}, {"id": "mai-20260917-0922-baseline|c132-l1|deepseek-small|GitHub Enterprise", "prompt": "c132-l1", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **GitHub Enterprise** is the recommended choice."}, {"id": "mai-20260917-0922-baseline|c132-l1|deepseek-small|GitLab", "prompt": "c132-l1", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab Self-Managed** is the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c132-l1|deepseek-small|Bitbucket", "prompt": "c132-l1", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitbucket** — Best for Jira-Centric Teams"}, {"id": "mai-20260917-0922-baseline|c132-l1|deepseek-small|Azure DevOps", "prompt": "c132-l1", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure DevOps** — Best for Microsoft-Stack Enterprises"}, {"id": "mai-20260917-0922-baseline|c132-l1|google-small|GitHub Enterprise", "prompt": "c132-l1", "model": "google-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market has consolidated around two primary giants—**GitHub Enterprise** and **GitLab Ultimate**"}, {"id": "mai-20260917-0922-baseline|c132-l1|google-small|GitLab Ultimate", "prompt": "c132-l1", "model": "google-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab Ultimate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose GitLab Ultimate if... You are in a highly regulated industry"}, {"id": "mai-20260917-0922-baseline|c132-l1|google-small|Atlassian Bitbucket", "prompt": "c132-l1", "model": "google-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Atlassian Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Bitbucket if... Your enterprise operates as a strict \"Atlassian Shop.\""}, {"id": "mai-20260917-0922-baseline|c132-l1|google-small|Azure DevOps", "prompt": "c132-l1", "model": "google-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Microsoft has heavily prioritized GitHub for new feature development, making Azure DevOps a less future-proof option for new deployments."}, {"id": "mai-20260917-0922-baseline|c132-l1|meta-small|GitHub", "prompt": "c132-l1", "model": "meta-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub is a popular choice among enterprise teams, with a high rating for quality of support"}, {"id": "mai-20260917-0922-baseline|c132-l1|meta-small|GitLab", "prompt": "c132-l1", "model": "meta-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "other alternatives such as GitLab are also considered strong contenders"}, {"id": "mai-20260917-0922-baseline|c132-l1|minimax-small|GitHub Enterprise", "prompt": "c132-l1", "model": "minimax-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most B2B enterprises, I recommend GitHub Enterprise"}, {"id": "mai-20260917-0922-baseline|c132-l1|minimax-small|GitLab Ultimate", "prompt": "c132-l1", "model": "minimax-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose GitLab Ultimate if: You need built-in DevSecOps"}, {"id": "mai-20260917-0922-baseline|c132-l1|minimax-small|Perforce Helix Core", "prompt": "c132-l1", "model": "minimax-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Perforce Helix Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Enterprises with large binary assets (games, media, hardware)"}, {"id": "mai-20260917-0922-baseline|c132-l1|mistral-small|GitHub Enterprise", "prompt": "c132-l1", "model": "mistral-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **GitHub Enterprise** or **GitLab Enterprise** are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c132-l1|mistral-small|GitLab (Enterprise Edition)", "prompt": "c132-l1", "model": "mistral-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab (Enterprise Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprise B2B companies, **GitHub Enterprise** or **GitLab Enterprise** are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c132-l1|mistral-small|Bitbucket (Atlassian)", "prompt": "c132-l1", "model": "mistral-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your workflow is tightly integrated with Jira and Confluence, **Bitbucket** is the way to go."}, {"id": "mai-20260917-0922-baseline|c132-l1|moonshot-small|GitHub Enterprise", "prompt": "c132-l1", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **enterprise B2B companies**, I recommend **GitHub Enterprise**"}, {"id": "mai-20260917-0922-baseline|c132-l1|moonshot-small|GitLab Ultimate", "prompt": "c132-l1", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose **GitLab Ultimate** if you want a unified DevSecOps platform with strong self-hosting options"}, {"id": "mai-20260917-0922-baseline|c132-l1|moonshot-small|Bitbucket Cloud Premium", "prompt": "c132-l1", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket Cloud Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Bitbucket** if you're heavily invested in the Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c132-l1|openai-small|GitHub Enterprise", "prompt": "c132-l1", "model": "openai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is **GitHub Enterprise**"}, {"id": "mai-20260917-0922-baseline|c132-l1|openai-small|GitLab", "prompt": "c132-l1", "model": "openai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab** is often the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c132-l1|openai-small|Bitbucket Data Center", "prompt": "c132-l1", "model": "openai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitbucket Data Center** can be a good fit"}, {"id": "mai-20260917-0922-baseline|c132-l1|xai-small|GitHub Enterprise", "prompt": "c132-l1", "model": "xai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Enterprise stands out as the most popular and highly rated choice for most large enterprises"}, {"id": "mai-20260917-0922-baseline|c132-l1|xai-small|Bitbucket", "prompt": "c132-l1", "model": "xai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitbucket (Data Center/Premium)** | Atlassian/Jira shops | Deep Jira/Confluence integration"}, {"id": "mai-20260917-0922-baseline|c132-l1|xai-small|GitLab", "prompt": "c132-l1", "model": "xai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GitLab (Ultimate/Self-Managed)** | All-in-one DevSecOps; self-hosting fans"}, {"id": "mai-20260917-0922-baseline|c132-l1|xai-small|Azure DevOps Repos", "prompt": "c132-l1", "model": "xai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure DevOps Repos** | Microsoft ecosystems | Seamless with Azure, Teams"}, {"id": "mai-20260917-0922-baseline|c132-l1|zai-small|GitHub Enterprise", "prompt": "c132-l1", "model": "zai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the vast majority of enterprise B2B organizations, **GitHub Enterprise** is the best overall source‑control hosting platform."}, {"id": "mai-20260917-0922-baseline|c132-l1|zai-small|GitLab Enterprise", "prompt": "c132-l1", "model": "zai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitLab Enterprise is the strongest alternative when you need a truly self‑hosted, all‑in‑one DevSecOps platform"}, {"id": "mai-20260917-0922-baseline|c132-l1|zai-small|Bitbucket Enterprise", "prompt": "c132-l1", "model": "zai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitbucket Enterprise shines if your teams already live deep inside the Atlassian stack (Jira, Confluence, etc.)"}, {"id": "mai-20260917-0922-baseline|c132-l1|zai-small|Azure DevOps", "prompt": "c132-l1", "model": "zai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure DevOps is the right choice for Microsoft‑centric shops that want tight integration with the broader Microsoft development ecosystem."}, {"id": "mai-20260917-0922-baseline|c132-l2|alibaba-small|GitHub Enterprise", "prompt": "c132-l2", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **GitHub Enterprise** if you want to attract the best talent and leverage AI/Copilot to speed up coding."}, {"id": "mai-20260917-0922-baseline|c132-l2|alibaba-small|GitLab Ultimate", "prompt": "c132-l2", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab Ultimate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **GitLab Ultimate** if you have complex security/compliance needs and want to centralize all DevOps tools in one place."}, {"id": "mai-20260917-0922-baseline|c132-l2|alibaba-small|Bitbucket Data Center", "prompt": "c132-l2", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Bitbucket Data Center** if your business processes and project management are already heavily reliant on Jira and Confluence."}, {"id": "mai-20260917-0922-baseline|c132-l2|anthropic-small|GitHub Enterprise", "prompt": "c132-l2", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies, **GitHub Enterprise** tends to be the default choice due to its market dominance"}, {"id": "mai-20260917-0922-baseline|c132-l2|anthropic-small|GitLab (Self-Managed or SaaS)", "prompt": "c132-l2", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab (Self-Managed or SaaS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another excellent option that's particularly strong for enterprises"}, {"id": "mai-20260917-0922-baseline|c132-l2|anthropic-small|Bitbucket (Cloud or Server)", "prompt": "c132-l2", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket (Cloud or Server)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also suitable for large organizations"}, {"id": "mai-20260917-0922-baseline|c132-l2|challenger-small|GitHub Enterprise", "prompt": "c132-l2", "model": "challenger-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **GitHub Enterprise** as the default choice"}, {"id": "mai-20260917-0922-baseline|c132-l2|challenger-small|GitLab Ultimate", "prompt": "c132-l2", "model": "challenger-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **GitLab Ultimate** and **Bitbucket Data Center** as the main alternatives"}, {"id": "mai-20260917-0922-baseline|c132-l2|challenger-small|Bitbucket Data Center", "prompt": "c132-l2", "model": "challenger-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitbucket Data Center** is usually the best pick if your company is deeply standardized on **Atlassian** tools"}, {"id": "mai-20260917-0922-baseline|c132-l2|deepseek-small|GitHub Enterprise", "prompt": "c132-l2", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Default pick: GitHub Enterprise**"}, {"id": "mai-20260917-0922-baseline|c132-l2|deepseek-small|GitLab Ultimate", "prompt": "c132-l2", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose GitLab Ultimate** if you want a **single all-in-one DevSecOps platform**"}, {"id": "mai-20260917-0922-baseline|c132-l2|deepseek-small|Bitbucket Data Center", "prompt": "c132-l2", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Bitbucket Data Center** if your company is **already deep in the Atlassian ecosystem**"}, {"id": "mai-20260917-0922-baseline|c132-l2|google-small|GitHub Enterprise", "prompt": "c132-l2", "model": "google-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a standard B2B enterprise looking to attract top-tier talent and leverage modern AI: **Choose GitHub Enterprise**."}, {"id": "mai-20260917-0922-baseline|c132-l2|google-small|GitLab Ultimate", "prompt": "c132-l2", "model": "google-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your B2B company operates in a **highly regulated space** ... **GitLab Ultimate** is the more robust organizational choice."}, {"id": "mai-20260917-0922-baseline|c132-l2|google-small|Azure DevOps", "prompt": "c132-l2", "model": "google-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly recommended if your organization is a \"pure Microsoft shop.\""}, {"id": "mai-20260917-0922-baseline|c132-l2|google-small|Atlassian Bitbucket", "prompt": "c132-l2", "model": "google-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Atlassian Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Bitbucket has historically lagged behind the \"Big Two\" in CI/CD capabilities and AI feature adoption."}, {"id": "mai-20260917-0922-baseline|c132-l2|meta-small|GitHub Enterprise", "prompt": "c132-l2", "model": "meta-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best Git hosting service would be GitHub Enterprise, GitLab Ultimate, or Bitbucket Data Center"}, {"id": "mai-20260917-0922-baseline|c132-l2|meta-small|GitLab Ultimate", "prompt": "c132-l2", "model": "meta-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab Ultimate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best Git hosting service would be GitHub Enterprise, GitLab Ultimate, or Bitbucket Data Center"}, {"id": "mai-20260917-0922-baseline|c132-l2|meta-small|Bitbucket Data Center", "prompt": "c132-l2", "model": "meta-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the best Git hosting service would be GitHub Enterprise, GitLab Ultimate, or Bitbucket Data Center"}, {"id": "mai-20260917-0922-baseline|c132-l2|minimax-small|GitHub Enterprise", "prompt": "c132-l2", "model": "minimax-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies, I'd recommend GitHub Enterprise"}, {"id": "mai-20260917-0922-baseline|c132-l2|minimax-small|GitLab Ultimate", "prompt": "c132-l2", "model": "minimax-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitLab Ultimate is worth considering if you want an all-in-one platform with built-in CI/CD"}, {"id": "mai-20260917-0922-baseline|c132-l2|minimax-small|Bitbucket Data Center", "prompt": "c132-l2", "model": "minimax-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need on-premise/数据中心, Atlassian ecosystem integration"}, {"id": "mai-20260917-0922-baseline|c132-l2|mistral-small|GitHub Enterprise", "prompt": "c132-l2", "model": "mistral-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most recommended Git hosting services are **GitHub Enterprise, GitLab Ultimate, and Bitbucket Data Center**"}, {"id": "mai-20260917-0922-baseline|c132-l2|mistral-small|GitLab Ultimate", "prompt": "c132-l2", "model": "mistral-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab Ultimate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the most recommended Git hosting services are **GitHub Enterprise, GitLab Ultimate, and Bitbucket Data Center**"}, {"id": "mai-20260917-0922-baseline|c132-l2|mistral-small|Bitbucket Data Center", "prompt": "c132-l2", "model": "mistral-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the most recommended Git hosting services are **GitHub Enterprise, GitLab Ultimate, and Bitbucket Data Center**"}, {"id": "mai-20260917-0922-baseline|c132-l2|moonshot-small|GitHub Enterprise", "prompt": "c132-l2", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **GitHub Enterprise** or **GitLab Ultimate** as the top choices"}, {"id": "mai-20260917-0922-baseline|c132-l2|moonshot-small|GitLab Ultimate", "prompt": "c132-l2", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab Ultimate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most large B2B companies with thousands of employees, I'd lean toward **GitLab Ultimate**"}, {"id": "mai-20260917-0922-baseline|c132-l2|openai-small|GitHub Enterprise Cloud", "prompt": "c132-l2", "model": "openai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Enterprise Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **GitHub Enterprise Cloud**"}, {"id": "mai-20260917-0922-baseline|c132-l2|openai-small|GitLab Self-Managed / GitLab Dedicated", "prompt": "c132-l2", "model": "openai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab Self-Managed / GitLab Dedicated", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "unless you have a strong requirement for self-hosting ... in which case I'd lean **GitLab**"}, {"id": "mai-20260917-0922-baseline|c132-l2|openai-small|Bitbucket Data Center", "prompt": "c132-l2", "model": "openai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Bitbucket Data Center** if: you already run heavily on Atlassian tooling"}, {"id": "mai-20260917-0922-baseline|c132-l2|xai-small|GitHub Enterprise (Cloud or Server)", "prompt": "c132-l2", "model": "xai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Enterprise (Cloud or Server)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Enterprise (Cloud or Server)** is my top recommendation for a large B2B company"}, {"id": "mai-20260917-0922-baseline|c132-l2|xai-small|GitLab", "prompt": "c132-l2", "model": "xai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab** is a close second if you prioritize an all-in-one DevSecOps platform"}, {"id": "mai-20260917-0922-baseline|c132-l2|xai-small|Bitbucket", "prompt": "c132-l2", "model": "xai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Bitbucket** only if you're locked into Atlassian (Jira/Confluence)."}, {"id": "mai-20260917-0922-baseline|c132-l2|zai-small|GitHub Enterprise Server", "prompt": "c132-l2", "model": "zai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Enterprise Server", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **GitHub Enterprise Server** as the top choice"}, {"id": "mai-20260917-0922-baseline|c132-l2|zai-small|GitLab Ultimate", "prompt": "c132-l2", "model": "zai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **GitLab Ultimate** as a strong alternative depending on your specific needs"}, {"id": "mai-20260917-0922-baseline|c132-l2|zai-small|Bitbucket Data Center", "prompt": "c132-l2", "model": "zai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise Option: Bitbucket Data Center ... Less comprehensive security scanning compared to GitHub and GitLab"}, {"id": "mai-20260917-0922-baseline|c132-l3|alibaba-small|GitHub Enterprise", "prompt": "c132-l3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**The Market Leader.** GitHub is currently the de facto standard ... Choose GitHub Enterprise if: You want the industry standard"}, {"id": "mai-20260917-0922-baseline|c132-l3|alibaba-small|GitLab Ultimate", "prompt": "c132-l3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab Ultimate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**The DevSecOps Powerhouse.** ... Choose GitLab if: You want to consolidate your tool chain ... into one single platform."}, {"id": "mai-20260917-0922-baseline|c132-l3|alibaba-small|Bitbucket Data Center (Atlassian)", "prompt": "c132-l3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket Data Center (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Bitbucket if: Your organization runs on **Jira**"}, {"id": "mai-20260917-0922-baseline|c132-l3|alibaba-small|Azure DevOps Services", "prompt": "c132-l3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Legacy enterprises migrating to the cloud who rely heavily on Visual Studio and .NET frameworks."}, {"id": "mai-20260917-0922-baseline|c132-l3|alibaba-small|AWS CodeCommit", "prompt": "c132-l3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It lacks the rich social/collaborative UI of GitHub/GitLab."}, {"id": "mai-20260917-0922-baseline|c132-l3|alibaba-small|Azure Repos", "prompt": "c132-l3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure Repos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AWS CodeCommit / Azure Repos (Private Cloud Options)"}, {"id": "mai-20260917-0922-baseline|c132-l3|alibaba-small|Perforce Helix Core", "prompt": "c132-l3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Perforce Helix Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For: Media & Entertainment, Game Development ... superior performance for massive repositories containing millions of binary files."}, {"id": "mai-20260917-0922-baseline|c132-l3|anthropic-small|GitHub Enterprise Server", "prompt": "c132-l3", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub Enterprise Server", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub Enterprise Server is the strongest overall pick for Source Control Software in 2026"}, {"id": "mai-20260917-0922-baseline|c132-l3|anthropic-small|GitLab", "prompt": "c132-l3", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with GitLab and Bitbucket Data Center rounding out the top 3"}, {"id": "mai-20260917-0922-baseline|c132-l3|anthropic-small|Bitbucket Data Center", "prompt": "c132-l3", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitbucket is typically favored by organizations already invested in the Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c132-l3|anthropic-small|Azure DevOps", "prompt": "c132-l3", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure DevOps is the right call for an enterprise already standardized on Microsoft's identity and cloud stack"}, {"id": "mai-20260917-0922-baseline|c132-l3|anthropic-small|RhodeCode", "prompt": "c132-l3", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "RhodeCode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "RhodeCode provides a unified management layer for Git, Mercurial, and Subversion."}, {"id": "mai-20260917-0922-baseline|c132-l3|challenger-small|GitHub Enterprise", "prompt": "c132-l3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**GitHub Enterprise** is strongest when you want broad developer adoption, code review, and ecosystem depth"}, {"id": "mai-20260917-0922-baseline|c132-l3|challenger-small|GitLab", "prompt": "c132-l3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**GitLab** is strongest when you want one platform for repository hosting, pipelines, security scanning, and policy enforcement"}, {"id": "mai-20260917-0922-baseline|c132-l3|challenger-small|Bitbucket Data Center / Enterprise", "prompt": "c132-l3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket Data Center / Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "strongest when your enterprise already lives in Atlassian tooling"}, {"id": "mai-20260917-0922-baseline|c132-l3|challenger-small|Azure DevOps Repos / Server", "prompt": "c132-l3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps Repos / Server", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "strongest for organizations standardizing on Microsoft tooling"}, {"id": "mai-20260917-0922-baseline|c132-l3|challenger-small|AWS CodeCommit", "prompt": "c132-l3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strongest for teams deeply invested in AWS who want a managed Git service"}, {"id": "mai-20260917-0922-baseline|c132-l3|challenger-small|Perforce Helix Core", "prompt": "c132-l3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Perforce Helix Core", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "the outlier for scale: it is often preferred for very large repositories"}, {"id": "mai-20260917-0922-baseline|c132-l3|challenger-small|IBM Rational ClearCase", "prompt": "c132-l3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "IBM Rational ClearCase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "remain relevant mainly where **centralized control**, **auditability**, or **legacy process compatibility** matters"}, {"id": "mai-20260917-0922-baseline|c132-l3|challenger-small|Subversion", "prompt": "c132-l3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Subversion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "remain relevant mainly where ... **legacy process compatibility** matters more than modern distributed Git workflows"}, {"id": "mai-20260917-0922-baseline|c132-l3|deepseek-small|GitHub Enterprise", "prompt": "c132-l3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "In practice, GitHub Enterprise and GitLab are the two main enterprise contenders"}, {"id": "mai-20260917-0922-baseline|c132-l3|deepseek-small|GitLab", "prompt": "c132-l3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "In practice, GitHub Enterprise and GitLab are the two main enterprise contenders"}, {"id": "mai-20260917-0922-baseline|c132-l3|deepseek-small|Bitbucket (Atlassian)", "prompt": "c132-l3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Bitbucket** if you're already invested in Jira and the Atlassian ecosystem."}, {"id": "mai-20260917-0922-baseline|c132-l3|deepseek-small|Azure DevOps Repos", "prompt": "c132-l3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Azure DevOps** if you're a Microsoft/Azure-centric enterprise needing deep traceability and compliance."}, {"id": "mai-20260917-0922-baseline|c132-l3|deepseek-small|AWS CodeCommit", "prompt": "c132-l3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it does not include built-in CI/CD... AWS has announced it will stop onboarding new customers."}, {"id": "mai-20260917-0922-baseline|c132-l3|deepseek-small|Perforce Helix Core", "prompt": "c132-l3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Perforce Helix Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Perforce Helix Core** only for extremely large or binary-heavy codebases where Git performance breaks down."}, {"id": "mai-20260917-0922-baseline|c132-l3|google-small|GitHub Enterprise", "prompt": "c132-l3", "model": "google-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with GitHub if your team prioritizes developer hiring/onboarding, wants the most advanced AI features"}, {"id": "mai-20260917-0922-baseline|c132-l3|google-small|GitLab", "prompt": "c132-l3", "model": "google-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with GitLab if you have strict regulatory compliance requirements... require an elite, all-in-one DevSecOps pipeline."}, {"id": "mai-20260917-0922-baseline|c132-l3|google-small|Bitbucket", "prompt": "c132-l3", "model": "google-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with Bitbucket if your organization operates entirely within Jira and Confluence"}, {"id": "mai-20260917-0922-baseline|c132-l3|google-small|Azure Repos", "prompt": "c132-l3", "model": "google-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure Repos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Go with Azure Repos only if you have a massive, pre-existing legacy infrastructure on Azure DevOps Pipelines"}, {"id": "mai-20260917-0922-baseline|c132-l3|google-small|AWS CodeCommit", "prompt": "c132-l3", "model": "google-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: AWS-exclusive workloads requiring strict regulatory compliance, VPC isolation, and deep AWS IAM authentication."}, {"id": "mai-20260917-0922-baseline|c132-l3|google-small|Perforce Helix Core", "prompt": "c132-l3", "model": "google-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Perforce Helix Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Perforce is the gold standard for enterprise version control of massive binary assets"}, {"id": "mai-20260917-0922-baseline|c132-l3|meta-small|GitHub", "prompt": "c132-l3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "GitHub is a popular choice for modern software teams"}, {"id": "mai-20260917-0922-baseline|c132-l3|meta-small|GitLab", "prompt": "c132-l3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "GitLab is ideal for DevSecOps-focused teams"}, {"id": "mai-20260917-0922-baseline|c132-l3|meta-small|Bitbucket", "prompt": "c132-l3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Bitbucket is suitable for Atlassian-based teams"}, {"id": "mai-20260917-0922-baseline|c132-l3|meta-small|Azure DevOps", "prompt": "c132-l3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Azure DevOps is a good option for Microsoft-centric organizations"}, {"id": "mai-20260917-0922-baseline|c132-l3|meta-small|Perforce Helix Core", "prompt": "c132-l3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Perforce Helix Core", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Perforce Helix Core is designed for managing large binary files and numerous small files"}, {"id": "mai-20260917-0922-baseline|c132-l3|minimax-small|GitHub Enterprise", "prompt": "c132-l3", "model": "minimax-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for**: Overall enterprise usage, largest adoption (72% of Fortune 50)"}, {"id": "mai-20260917-0922-baseline|c132-l3|minimax-small|GitLab", "prompt": "c132-l3", "model": "minimax-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Integrated DevSecOps platform, value"}, {"id": "mai-20260917-0922-baseline|c132-l3|minimax-small|Azure DevOps", "prompt": "c132-l3", "model": "minimax-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Microsoft-centric enterprises"}, {"id": "mai-20260917-0922-baseline|c132-l3|minimax-small|Bitbucket", "prompt": "c132-l3", "model": "minimax-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Jira-based teams"}, {"id": "mai-20260917-0922-baseline|c132-l3|mistral-small|GitHub", "prompt": "c132-l3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most modern software teams: GitHub or GitLab."}, {"id": "mai-20260917-0922-baseline|c132-l3|mistral-small|GitLab", "prompt": "c132-l3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most modern software teams: GitHub or GitLab."}, {"id": "mai-20260917-0922-baseline|c132-l3|mistral-small|Bitbucket", "prompt": "c132-l3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Atlassian shops: Bitbucket."}, {"id": "mai-20260917-0922-baseline|c132-l3|mistral-small|Azure DevOps Repos", "prompt": "c132-l3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Microsoft shops: Azure DevOps."}, {"id": "mai-20260917-0922-baseline|c132-l3|mistral-small|AWS CodeCommit", "prompt": "c132-l3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For AWS shops: AWS CodeCommit."}, {"id": "mai-20260917-0922-baseline|c132-l3|mistral-small|Perforce Helix Core", "prompt": "c132-l3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Perforce Helix Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For large binaries or strict compliance: Perforce Helix Core."}, {"id": "mai-20260917-0922-baseline|c132-l3|moonshot-small|GitHub Enterprise", "prompt": "c132-l3", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **GitHub Enterprise**\n**Best for:** Organizations prioritizing developer experience, open-source collaboration, and AI-powered development"}, {"id": "mai-20260917-0922-baseline|c132-l3|moonshot-small|GitLab Ultimate", "prompt": "c132-l3", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose GitLab Ultimate** if you want a complete DevSecOps platform without buying multiple tools"}, {"id": "mai-20260917-0922-baseline|c132-l3|moonshot-small|Bitbucket Data Center", "prompt": "c132-l3", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Bitbucket Data Center** if you're already using Jira/Confluence"}, {"id": "mai-20260917-0922-baseline|c132-l3|moonshot-small|Azure DevOps", "prompt": "c132-l3", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Azure DevOps** if you're heavily invested in Microsoft/Azure"}, {"id": "mai-20260917-0922-baseline|c132-l3|openai-small|GitHub Enterprise Cloud / Server", "prompt": "c132-l3", "model": "openai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub Enterprise Cloud / Server", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Developer adoption / ecosystem / open source** → **GitHub Enterprise**"}, {"id": "mai-20260917-0922-baseline|c132-l3|openai-small|GitLab Enterprise Edition / GitLab Self-Managed", "prompt": "c132-l3", "model": "openai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab Enterprise Edition / GitLab Self-Managed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**All-in-one DevSecOps platform** → **GitLab**"}, {"id": "mai-20260917-0922-baseline|c132-l3|openai-small|Azure DevOps Repos / Azure DevOps Server", "prompt": "c132-l3", "model": "openai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps Repos / Azure DevOps Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft/Azure enterprise stack** → **Azure DevOps Repos**"}, {"id": "mai-20260917-0922-baseline|c132-l3|openai-small|Bitbucket Data Center", "prompt": "c132-l3", "model": "openai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Atlassian stack and Jira-centric workflows** → **Bitbucket Data Center**"}, {"id": "mai-20260917-0922-baseline|c132-l3|openai-small|AWS CodeCommit", "prompt": "c132-l3", "model": "openai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Narrower ecosystem**: Less of a “developer social platform” than GitHub and less of a broad ALM suite"}, {"id": "mai-20260917-0922-baseline|c132-l3|xai-small|GitHub Enterprise", "prompt": "c132-l3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The leaders include: 1. **GitHub Enterprise**"}, {"id": "mai-20260917-0922-baseline|c132-l3|xai-small|GitLab", "prompt": "c132-l3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. **GitLab** (Cloud: GitLab.com Premium/Ultimate; Self-hosted: GitLab Self-Managed Enterprise)"}, {"id": "mai-20260917-0922-baseline|c132-l3|xai-small|Bitbucket", "prompt": "c132-l3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. **Bitbucket** (Cloud: Bitbucket Cloud Premium/Enterprise; Self-hosted: Bitbucket Data Center)"}, {"id": "mai-20260917-0922-baseline|c132-l3|xai-small|Azure DevOps Repos", "prompt": "c132-l3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. **Azure DevOps Repos** (Cloud: Azure DevOps Services; Self-hosted: Azure DevOps Server)"}, {"id": "mai-20260917-0922-baseline|c132-l3|xai-small|Perforce Helix Core", "prompt": "c132-l3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Perforce Helix Core", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. **Perforce Helix Core** (Primarily self-hosted/on-premises, with cloud options)"}, {"id": "mai-20260917-0922-baseline|c132-l3|xai-small|RhodeCode", "prompt": "c132-l3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "RhodeCode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Less common but notable for specific niches: RhodeCode (multi-VCS support)"}, {"id": "mai-20260917-0922-baseline|c132-l3|xai-small|Gitea/Forgejo", "prompt": "c132-l3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea/Forgejo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Gitea/Forgejo (lightweight self-hosted open-source alternatives)"}, {"id": "mai-20260917-0922-baseline|c132-l3|zai-small|GitHub", "prompt": "c132-l3", "model": "zai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub is the market leader, adopted by 72% of Fortune 50 companies."}, {"id": "mai-20260917-0922-baseline|c132-l3|zai-small|GitLab", "prompt": "c132-l3", "model": "zai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose GitLab if you want a unified platform"}, {"id": "mai-20260917-0922-baseline|c132-l3|zai-small|Bitbucket", "prompt": "c132-l3", "model": "zai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Bitbucket if your team lives inside Jira"}, {"id": "mai-20260917-0922-baseline|c132-l3|zai-small|Azure DevOps", "prompt": "c132-l3", "model": "zai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Azure DevOps if you are a Microsoft-heavy shop"}, {"id": "mai-20260917-0922-baseline|c132-l4|alibaba-small|GitHub.com", "prompt": "c132-l4", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard \"Per-User\" SaaS pricing models (like standard GitHub.com or GitLab.com subscriptions) will result in unmanageably high and unpredictable bills"}, {"id": "mai-20260917-0922-baseline|c132-l4|alibaba-small|GitLab.com", "prompt": "c132-l4", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "standard GitHub.com or GitLab.com subscriptions) will result in unmanageably high and unpredictable bills"}, {"id": "mai-20260917-0922-baseline|c132-l4|alibaba-small|Azure DevOps", "prompt": "c132-l4", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Azure DevOps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Azure DevOps (ADO) is currently the most cost-effective solution for massive teams regarding source control."}, {"id": "mai-20260917-0922-baseline|c132-l4|alibaba-small|GitHub Enterprise Server", "prompt": "c132-l4", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Enterprise Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose GitHub Enterprise Server or Bitbucket Data Center if you are already locked into the Microsoft or Atlassian ecosystems"}, {"id": "mai-20260917-0922-baseline|c132-l4|alibaba-small|Bitbucket Data Center", "prompt": "c132-l4", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose GitHub Enterprise Server or Bitbucket Data Center if you are already locked into the Microsoft or Atlassian ecosystems"}, {"id": "mai-20260917-0922-baseline|c132-l4|alibaba-small|GitLab Self-Managed Premium", "prompt": "c132-l4", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab Self-Managed Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Candidates: GitHub Enterprise Server (on-premise/private cloud), Bitbucket Data Center, or GitLab Self-Managed Premium."}, {"id": "mai-20260917-0922-baseline|c132-l4|anthropic-small|GitLab", "prompt": "c132-l4", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitLab is the strongest choice for self-hosted DevOps"}, {"id": "mai-20260917-0922-baseline|c132-l4|anthropic-small|GitHub Enterprise Server", "prompt": "c132-l4", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Enterprise Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitHub Enterprise** is also viable"}, {"id": "mai-20260917-0922-baseline|c132-l4|anthropic-small|Bitbucket Data Center", "prompt": "c132-l4", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "GitHub Enterprise Server and Bitbucket Data Center both require paid licenses"}, {"id": "mai-20260917-0922-baseline|c132-l4|anthropic-small|Gitea", "prompt": "c132-l4", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gitea is free and fully compatible with GitHub APIs, best for teams that might need to migrate in 2-3 years"}, {"id": "mai-20260917-0922-baseline|c132-l4|challenger-small|GitLab self-managed", "prompt": "c132-l4", "model": "challenger-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab self-managed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitLab self-managed** is often the strongest choice for predictable enterprise TCO"}, {"id": "mai-20260917-0922-baseline|c132-l4|challenger-small|GitHub Enterprise", "prompt": "c132-l4", "model": "challenger-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "strong on ecosystem, but its per-user pricing makes total cost scale directly with headcount"}, {"id": "mai-20260917-0922-baseline|c132-l4|challenger-small|Bitbucket", "prompt": "c132-l4", "model": "challenger-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Bitbucket also uses per-user pricing and is best when you are already standardized on Atlassian"}, {"id": "mai-20260917-0922-baseline|c132-l4|challenger-small|Perforce Helix Core", "prompt": "c132-l4", "model": "challenger-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Perforce Helix Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very large binary/codebase workflows, not the default choice for general Git hosting"}, {"id": "mai-20260917-0922-baseline|c132-l4|deepseek-small|GitHub Enterprise", "prompt": "c132-l4", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "At 5,000 seats, that's roughly **$1.3M/year** for GitHub alone — before CI/CD minutes, storage, AI add-ons, and other variable costs that make the total hard to predict."}, {"id": "mai-20260917-0922-baseline|c132-l4|deepseek-small|GitLab Ultimate", "prompt": "c132-l4", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab Ultimate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "GitLab Ultimate: ~$99/user/year, negotiated to $55–75"}, {"id": "mai-20260917-0922-baseline|c132-l4|deepseek-small|GitLab (self-managed)", "prompt": "c132-l4", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab (self-managed)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "GitLab self-managed being the strongest all-around option — is the best answer"}, {"id": "mai-20260917-0922-baseline|c132-l4|deepseek-small|Azure DevOps Server (on-prem)", "prompt": "c132-l4", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Azure DevOps Server (on-prem)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or Azure DevOps Server for Microsoft shops"}, {"id": "mai-20260917-0922-baseline|c132-l4|deepseek-small|Bitbucket Data Center", "prompt": "c132-l4", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Same logic — fixed platform licensing plus predictable infrastructure"}, {"id": "mai-20260917-0922-baseline|c132-l4|deepseek-small|GitHub Enterprise Server (self-hosted)", "prompt": "c132-l4", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Enterprise Server (self-hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Same logic — fixed platform licensing plus predictable infrastructure, removing variable per-user meters."}, {"id": "mai-20260917-0922-baseline|c132-l4|google-small|Azure DevOps (Services or Server)", "prompt": "c132-l4", "model": "google-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Azure DevOps (Services or Server)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best for SaaS / Hybrid Predictability: **Azure DevOps (Services or Server)** ... the most financially predictable and cost-effective platform on the market."}, {"id": "mai-20260917-0922-baseline|c132-l4|google-small|Bitbucket Data Center", "prompt": "c132-l4", "model": "google-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Best for Strictly On-Premise Predictability: **Bitbucket Data Center (Self-Managed)** ... provides absolute financial certainty"}, {"id": "mai-20260917-0922-baseline|c132-l4|google-small|GitHub Enterprise", "prompt": "c132-l4", "model": "google-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is **highly volatile** from a budgeting perspective"}, {"id": "mai-20260917-0922-baseline|c132-l4|google-small|GitLab", "prompt": "c132-l4", "model": "google-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it can become incredibly expensive at scale"}, {"id": "mai-20260917-0922-baseline|c132-l4|meta-small|GitHub Enterprise", "prompt": "c132-l4", "model": "meta-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best source control hosting platform for a large company that needs predictable total cost across thousands of users is GitHub Enterprise."}, {"id": "mai-20260917-0922-baseline|c132-l4|minimax-small|GitHub Enterprise", "prompt": "c132-l4", "model": "minimax-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Enterprise** is the best choice for predictable total cost at scale"}, {"id": "mai-20260917-0922-baseline|c132-l4|minimax-small|GitLab Premium", "prompt": "c132-l4", "model": "minimax-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "#### 2. **GitLab Premium** ($29/user/month) - Flat per-user pricing"}, {"id": "mai-20260917-0922-baseline|c132-l4|minimax-small|Bitbucket", "prompt": "c132-l4", "model": "minimax-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Lower base ($6.60/user) but **metered** - build minutes, storage, and pipeline usage can explode unexpectedly at scale"}, {"id": "mai-20260917-0922-baseline|c132-l4|minimax-small|Azure DevOps", "prompt": "c132-l4", "model": "minimax-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "$6/user seems cheap but **metered charges** for pipelines, artifacts, test plans add up significantly"}, {"id": "mai-20260917-0922-baseline|c132-l4|minimax-small|Perforce", "prompt": "c132-l4", "model": "minimax-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Perforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise pricing is **quote-based** - less predictable without negotiation"}, {"id": "mai-20260917-0922-baseline|c132-l4|mistral-small|GitHub Enterprise", "prompt": "c132-l4", "model": "mistral-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Enterprise** is generally the best choice for most large enterprises"}, {"id": "mai-20260917-0922-baseline|c132-l4|mistral-small|GitLab Ultimate", "prompt": "c132-l4", "model": "mistral-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab Ultimate** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c132-l4|mistral-small|Bitbucket Data Center", "prompt": "c132-l4", "model": "mistral-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another option, especially for teams already using Atlassian tools like Jira"}, {"id": "mai-20260917-0922-baseline|c132-l4|moonshot-small|GitHub Enterprise", "prompt": "c132-l4", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Enterprise** is generally the safest choice"}, {"id": "mai-20260917-0922-baseline|c132-l4|moonshot-small|Azure DevOps", "prompt": "c132-l4", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're already heavily invested in Microsoft/Azure, **Azure DevOps** may offer better bundled economics"}, {"id": "mai-20260917-0922-baseline|c132-l4|moonshot-small|GitLab Ultimate", "prompt": "c132-l4", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GitLab Ultimate** can provide better total cost of ownership despite higher list prices"}, {"id": "mai-20260917-0922-baseline|c132-l4|openai-small|GitLab Self-Managed", "prompt": "c132-l4", "model": "openai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab Self-Managed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **most predictable spend**, choose **GitLab Self-Managed**."}, {"id": "mai-20260917-0922-baseline|c132-l4|openai-small|GitHub Enterprise Server", "prompt": "c132-l4", "model": "openai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Enterprise Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a strong enterprise platform and can tolerate some variable usage-based add-ons, choose **GitHub Enterprise Server/Cloud**."}, {"id": "mai-20260917-0922-baseline|c132-l4|openai-small|GitHub Enterprise Cloud", "prompt": "c132-l4", "model": "openai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Enterprise Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can also include **metered usage** ... which makes total cost less predictable unless usage is tightly controlled"}, {"id": "mai-20260917-0922-baseline|c132-l4|openai-small|Bitbucket Data Center", "prompt": "c132-l4", "model": "openai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "worth evaluating, but I'd be cautious about future pricing model changes"}, {"id": "mai-20260917-0922-baseline|c132-l4|xai-small|Azure DevOps", "prompt": "c132-l4", "model": "xai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Azure DevOps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Azure DevOps (now part of Azure) stands out as the strongest option for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260917-0922-baseline|c132-l4|xai-small|GitHub Enterprise Cloud", "prompt": "c132-l4", "model": "xai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Enterprise Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Medium: Seat-based but **Actions/Codespaces metered** (e.g., compute $0.18/hr can spike; 1,000 users + heavy CI = unpredictable overages)."}, {"id": "mai-20260917-0922-baseline|c132-l4|xai-small|GitLab Ultimate/Premium", "prompt": "c132-l4", "model": "xai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab Ultimate/Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Medium: Seats + **compute credits** ($1/credit; Flex helps but still usage-tied). Self-managed shifts to infra costs (predictable if you control infra)."}, {"id": "mai-20260917-0922-baseline|c132-l4|xai-small|Bitbucket Premium", "prompt": "c132-l4", "model": "xai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket Premium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Seats cheap, but **Pipelines minutes/LFS storage metered** ... scales poorly for large CI loads"}, {"id": "mai-20260917-0922-baseline|c132-l4|xai-small|Gitea", "prompt": "c132-l4", "model": "xai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Self-hosted (e.g., GitLab EE, GitHub Server, Gitea)"}, {"id": "mai-20260917-0922-baseline|c132-l4|zai-small|GitLab Ultimate (self‑managed)", "prompt": "c132-l4", "model": "zai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab Ultimate (self‑managed)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitLab Ultimate (self‑managed)** is the most cost‑predictable source‑control hosting platform for a large enterprise with thousands of users."}, {"id": "mai-20260917-0922-baseline|c132-l4|zai-small|GitHub Enterprise Server", "prompt": "c132-l4", "model": "zai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Enterprise Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitHub Enterprise Server** is the closest runner‑up."}, {"id": "mai-20260917-0922-baseline|c132-l4|zai-small|Bitbucket Data Center", "prompt": "c132-l4", "model": "zai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pricing is opaque for >500 users; less transparent than GitLab/GitHub."}, {"id": "mai-20260917-0922-baseline|c132-l4|zai-small|Azure DevOps", "prompt": "c132-l4", "model": "zai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per‑minute pipeline and per‑committer security add‑ons create “gotchas” at scale."}, {"id": "mai-20260917-0922-baseline|c132-l4|zai-small|Perforce Cloud", "prompt": "c132-l4", "model": "zai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Perforce Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Higher per‑seat cost; no public multi‑year discount leverage."}, {"id": "mai-20260917-0922-baseline|c132-l4|zai-small|Perforce Helix Core / TeamHub", "prompt": "c132-l4", "model": "zai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Perforce Helix Core / TeamHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Perforce excels at large binary files; pricing is per‑seat but higher ($56.50+/user/mo)."}, {"id": "mai-20260917-0922-baseline|c132-l4|zai-small|GitHub Team", "prompt": "c132-l4", "model": "zai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Team", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Azure DevOps Basic** (or GitHub Team) | Cheaper per seat"}, {"id": "mai-20260917-0922-baseline|c132-l5|alibaba-small|GitHub Enterprise Cloud/Data Center", "prompt": "c132-l5", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub Enterprise Cloud/Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "*Pros:* Massive ecosystem, industry leader in adoption. Strongest \"Secret Scanning\" and \"Dependency Review\" tools."}, {"id": "mai-20260917-0922-baseline|c132-l5|alibaba-small|GitLab Ultimate", "prompt": "c132-l5", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "\"All-in-one\" DevSecOps platform. Very strong compliance module"}, {"id": "mai-20260917-0922-baseline|c132-l5|alibaba-small|Bitbucket (Atlassian Server/Cloud)", "prompt": "c132-l5", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket (Atlassian Server/Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Cons:* Historically lagged behind GitHub/GitLab in advanced security scanning features."}, {"id": "mai-20260917-0922-baseline|c132-l5|anthropic-small|GitLab", "prompt": "c132-l5", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitLab is often stronger when the requirement is to keep security controls close to the code and the pipeline"}, {"id": "mai-20260917-0922-baseline|c132-l5|anthropic-small|GitHub", "prompt": "c132-l5", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "both GitHub and GitLab have sales approval processes that unlock deeper discounts in competitive scenarios"}, {"id": "mai-20260917-0922-baseline|c132-l5|challenger-small|GitHub", "prompt": "c132-l5", "model": "challenger-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can turn this into a **vendor scorecard** for GitHub, GitLab, and Bitbucket"}, {"id": "mai-20260917-0922-baseline|c132-l5|challenger-small|GitLab", "prompt": "c132-l5", "model": "challenger-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "I can turn this into a **vendor scorecard** for GitHub, GitLab, and Bitbucket"}, {"id": "mai-20260917-0922-baseline|c132-l5|challenger-small|Bitbucket", "prompt": "c132-l5", "model": "challenger-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "I can turn this into a **vendor scorecard** for GitHub, GitLab, and Bitbucket"}, {"id": "mai-20260917-0922-baseline|c132-l5|deepseek-small|GitHub Enterprise", "prompt": "c132-l5", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "run against every candidate (GitHub Enterprise, GitLab Ultimate, Azure DevOps, Bitbucket Data Center, and self-hosted options)"}, {"id": "mai-20260917-0922-baseline|c132-l5|deepseek-small|GitLab Ultimate", "prompt": "c132-l5", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab Ultimate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "GitHub sells these as a separate add-on (GitHub Advanced Security); GitLab bundles them in the Ultimate tier"}, {"id": "mai-20260917-0922-baseline|c132-l5|deepseek-small|Azure DevOps", "prompt": "c132-l5", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "every candidate (GitHub Enterprise, GitLab Ultimate, Azure DevOps, Bitbucket Data Center, and self-hosted options)"}, {"id": "mai-20260917-0922-baseline|c132-l5|deepseek-small|Bitbucket Data Center", "prompt": "c132-l5", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "every candidate (GitHub Enterprise, GitLab Ultimate, Azure DevOps, Bitbucket Data Center, and self-hosted options)"}, {"id": "mai-20260917-0922-baseline|c132-l5|google-small|GitHub Dedicated", "prompt": "c132-l5", "model": "google-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub Dedicated", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Single-tenant SaaS / Managed Services (e.g., GitHub Dedicated, GitLab Dedicated) ... increasingly the preferred option for 5,000+ person enterprises."}, {"id": "mai-20260917-0922-baseline|c132-l5|google-small|GitLab Dedicated", "prompt": "c132-l5", "model": "google-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab Dedicated", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Single-tenant SaaS / Managed Services (e.g., GitHub Dedicated, GitLab Dedicated)"}, {"id": "mai-20260917-0922-baseline|c132-l5|google-small|Bitbucket Server", "prompt": "c132-l5", "model": "google-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket Server", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., migrating from Bitbucket Server to GitHub Cloud"}, {"id": "mai-20260917-0922-baseline|c132-l5|google-small|GitHub", "prompt": "c132-l5", "model": "google-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When you reach out to vendors (GitHub, GitLab, Atlassian), ask them to provide"}, {"id": "mai-20260917-0922-baseline|c132-l5|google-small|GitLab", "prompt": "c132-l5", "model": "google-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "When you reach out to vendors (GitHub, GitLab, Atlassian)"}, {"id": "mai-20260917-0922-baseline|c132-l5|google-small|Atlassian", "prompt": "c132-l5", "model": "google-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Atlassian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "When you reach out to vendors (GitHub, GitLab, Atlassian)"}, {"id": "mai-20260917-0922-baseline|c132-l5|meta-small|Assembla", "prompt": "c132-l5", "model": "meta-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Assembla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Assembla: It is a managed source code management platform that supports Git, SVN, and Perforce. It is SOC 2 Type II certified, GDPR compliant, and supports single sign-on"}, {"id": "mai-20260917-0922-baseline|c132-l5|meta-small|Coder", "prompt": "c132-l5", "model": "meta-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Coder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coder: It is a self-hosted cloud development environment that keeps source code entirely off local machines. It is SOC 2 Type II certified"}, {"id": "mai-20260917-0922-baseline|c132-l5|minimax-small|GitHub Enterprise", "prompt": "c132-l5", "model": "minimax-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**GitHub Enterprise** | Mature SOC 2, wide ecosystem, GitHub Actions"}, {"id": "mai-20260917-0922-baseline|c132-l5|minimax-small|GitLab Ultimate", "prompt": "c132-l5", "model": "minimax-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab Ultimate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**GitLab Ultimate** | Integrated DevOps platform, self-hosted option"}, {"id": "mai-20260917-0922-baseline|c132-l5|minimax-small|Azure DevOps", "prompt": "c132-l5", "model": "minimax-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Azure DevOps** | Deep Microsoft integration, robust CI/CD"}, {"id": "mai-20260917-0922-baseline|c132-l5|minimax-small|Bitbucket Data Center", "prompt": "c132-l5", "model": "minimax-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Bitbucket Data Center** | Self-hosted option, Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c132-l5|mistral-small|GitHub Enterprise", "prompt": "c132-l5", "model": "mistral-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Rate each platform (e.g., GitHub Enterprise, GitLab Ultimate, Bitbucket Data Center, Azure DevOps) against your requirements."}, {"id": "mai-20260917-0922-baseline|c132-l5|mistral-small|GitLab Ultimate", "prompt": "c132-l5", "model": "mistral-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab Ultimate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Rate each platform (e.g., GitHub Enterprise, GitLab Ultimate, Bitbucket Data Center, Azure DevOps) against your requirements."}, {"id": "mai-20260917-0922-baseline|c132-l5|mistral-small|Bitbucket Data Center", "prompt": "c132-l5", "model": "mistral-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Rate each platform (e.g., GitHub Enterprise, GitLab Ultimate, Bitbucket Data Center, Azure DevOps) against your requirements."}, {"id": "mai-20260917-0922-baseline|c132-l5|mistral-small|Azure DevOps", "prompt": "c132-l5", "model": "mistral-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Rate each platform (e.g., GitHub Enterprise, GitLab Ultimate, Bitbucket Data Center, Azure DevOps) against your requirements."}, {"id": "mai-20260917-0922-baseline|c132-l5|moonshot-small|GitHub Enterprise", "prompt": "c132-l5", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The three primary contenders are **GitHub Enterprise**, **GitLab Enterprise**, and **Bitbucket Data Center/Cloud**."}, {"id": "mai-20260917-0922-baseline|c132-l5|moonshot-small|GitLab Enterprise", "prompt": "c132-l5", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The three primary contenders are **GitHub Enterprise**, **GitLab Enterprise**, and **Bitbucket Data Center/Cloud**."}, {"id": "mai-20260917-0922-baseline|c132-l5|moonshot-small|Bitbucket Data Center/Cloud", "prompt": "c132-l5", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket Data Center/Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best fit:** If already invested in Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c132-l5|openai-small|GitHub", "prompt": "c132-l5", "model": "openai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a **scored comparison template** for platforms like GitHub, GitLab, Bitbucket, and Azure DevOps."}, {"id": "mai-20260917-0922-baseline|c132-l5|openai-small|GitLab", "prompt": "c132-l5", "model": "openai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like GitHub, GitLab, Bitbucket, and Azure DevOps."}, {"id": "mai-20260917-0922-baseline|c132-l5|openai-small|Bitbucket", "prompt": "c132-l5", "model": "openai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like GitHub, GitLab, Bitbucket, and Azure DevOps."}, {"id": "mai-20260917-0922-baseline|c132-l5|openai-small|Azure DevOps", "prompt": "c132-l5", "model": "openai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like GitHub, GitLab, Bitbucket, and Azure DevOps."}, {"id": "mai-20260917-0922-baseline|c132-l5|xai-small|GitHub Enterprise Cloud/Server", "prompt": "c132-l5", "model": "xai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub Enterprise Cloud/Server", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub often wins for large orgs due to scale/ecosystem"}, {"id": "mai-20260917-0922-baseline|c132-l5|xai-small|GitLab Premium/Ultimate", "prompt": "c132-l5", "model": "xai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab Premium/Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If self-hosting/SOC 2 is non-negotiable, prioritize GitLab."}, {"id": "mai-20260917-0922-baseline|c132-l5|xai-small|Bitbucket Premium/Data Center", "prompt": "c132-l5", "model": "xai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket Premium/Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "align to your stack (e.g., Atlassian → Bitbucket)"}, {"id": "mai-20260917-0922-baseline|c132-l5|xai-small|Gitea", "prompt": "c132-l5", "model": "xai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Gitea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Emerging/self-hosted like Gitea or Assembla may fit niche needs but lack ecosystem breadth."}, {"id": "mai-20260917-0922-baseline|c132-l5|xai-small|Assembla", "prompt": "c132-l5", "model": "xai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Assembla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may fit niche needs but lack ecosystem breadth"}, {"id": "mai-20260917-0922-baseline|c132-l5|zai-small|GitHub", "prompt": "c132-l5", "model": "zai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **GitHub** | Ecosystem, developer experience, large open-source community. | SAML SSO, SCIM, audit logs, GitHub Enterprise Server. |"}, {"id": "mai-20260917-0922-baseline|c132-l5|zai-small|GitLab", "prompt": "c132-l5", "model": "zai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **GitLab** | Integrated CI/CD, security scanning, self-hosted options. |"}, {"id": "mai-20260917-0922-baseline|c132-l5|zai-small|Bitbucket", "prompt": "c132-l5", "model": "zai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Bitbucket** | Native Atlassian ecosystem (Jira, Confluence). | SAML SSO, SCIM, Bitbucket Data Center for on-prem. |"}, {"id": "mai-20260917-0922-baseline|c132-l6|alibaba-small|Subversion/SVN", "prompt": "c132-l6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Subversion/SVN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy On-Premise Solutions (Subversion/SVN) ... Subversion is obsolete in the eyes of the broader developer ecosystem."}, {"id": "mai-20260917-0922-baseline|c132-l6|alibaba-small|Bitbucket Server", "prompt": "c132-l6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket Server", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Atlassian has officially announced the end of life (EOL) for their on-premise \"Server\" products... should never purchase a license for a product line that is being phased out"}, {"id": "mai-20260917-0922-baseline|c132-l6|alibaba-small|SourceForge", "prompt": "c132-l6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceForge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "platforms like SourceForge are generally unsuitable for active enterprise development"}, {"id": "mai-20260917-0922-baseline|c132-l6|alibaba-small|Gitea Community Edition", "prompt": "c132-l6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea Community Edition", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Only self-host if you have a dedicated team of 3+ engineers solely responsible for maintaining the platform."}, {"id": "mai-20260917-0922-baseline|c132-l6|alibaba-small|GitLab CE", "prompt": "c132-l6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab CE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "this ignores the **OpEx of Operations**. You must hire specialized staff to manage backups, database replication, security patching"}, {"id": "mai-20260917-0922-baseline|c132-l6|alibaba-small|Codeberg", "prompt": "c132-l6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Codeberg", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these often lack enterprise-grade features out of the box. They may not offer Single Sign-On (SSO/SAML)"}, {"id": "mai-20260917-0922-baseline|c132-l6|alibaba-small|SourceHut", "prompt": "c132-l6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceHut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "excellent for hobbyists and open-source communities, these often lack enterprise-grade features out of the box"}, {"id": "mai-20260917-0922-baseline|c132-l6|alibaba-small|GitHub Enterprise Cloud (Microsoft)", "prompt": "c132-l6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub Enterprise Cloud (Microsoft)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "GitHub Enterprise Cloud (Microsoft): Best if you are already deep in the Microsoft/Azure ecosystem."}, {"id": "mai-20260917-0922-baseline|c132-l6|alibaba-small|GitLab Premium/Ultimate", "prompt": "c132-l6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab Premium/Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best if you want integrated DevSecOps and CI/CD automation in one tool."}, {"id": "mai-20260917-0922-baseline|c132-l6|alibaba-small|Bitbucket Data Center (Atlassian)", "prompt": "c132-l6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket Data Center (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best if you rely heavily on the Jira/Confluence stack."}, {"id": "mai-20260917-0922-baseline|c132-l6|anthropic-small|GitHub (Cloud SaaS)", "prompt": "c132-l6", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub (Cloud SaaS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "GitHub's outages, security incidents, and AI data policies have given more teams a concrete reason to evaluate GitHub alternatives"}, {"id": "mai-20260917-0922-baseline|c132-l6|anthropic-small|SourceHut", "prompt": "c132-l6", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceHut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SourceHut and Radicle serve more specialized audiences ... making them less suitable for general enterprise adoption"}, {"id": "mai-20260917-0922-baseline|c132-l6|anthropic-small|Radicle", "prompt": "c132-l6", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Radicle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SourceHut and Radicle serve more specialized audiences — minimalists and decentralization advocates"}, {"id": "mai-20260917-0922-baseline|c132-l6|anthropic-small|Launchpad", "prompt": "c132-l6", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Launchpad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Launchpad and Azure DevOps solve for very specific ecosystems, making them less suitable for general enterprise adoption"}, {"id": "mai-20260917-0922-baseline|c132-l6|anthropic-small|Azure DevOps", "prompt": "c132-l6", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Launchpad and Azure DevOps solve for very specific ecosystems, making them less suitable for general enterprise adoption"}, {"id": "mai-20260917-0922-baseline|c132-l6|anthropic-small|GitHub Enterprise Server", "prompt": "c132-l6", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub Enterprise Server", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "making it the most straightforward option for organizations that like GitHub but need more control over where it runs"}, {"id": "mai-20260917-0922-baseline|c132-l6|challenger-small|AWS CodeCommit", "prompt": "c132-l6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "AWS stopped accepting new customers in 2023 and labels it “not for new deployments.”"}, {"id": "mai-20260917-0922-baseline|c132-l6|challenger-small|Gitea", "prompt": "c132-l6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "lightweight self-hosted options best for smaller or open-governance teams, with no native CI/CD and only manual SSO configuration"}, {"id": "mai-20260917-0922-baseline|c132-l6|challenger-small|Forgejo", "prompt": "c132-l6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Forgejo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "lightweight self-hosted options best for smaller or open-governance teams, with no native CI/CD"}, {"id": "mai-20260917-0922-baseline|c132-l6|challenger-small|SVN", "prompt": "c132-l6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SVN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the results frame them as older/legacy choices rather than default enterprise platforms, so they may be risky"}, {"id": "mai-20260917-0922-baseline|c132-l6|challenger-small|Mercurial", "prompt": "c132-l6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Mercurial", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "older/legacy choices rather than default enterprise platforms"}, {"id": "mai-20260917-0922-baseline|c132-l6|challenger-small|ClearCase", "prompt": "c132-l6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "ClearCase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "legacy enterprise SCM tool for regulated, complex codebases; that makes it a niche fit"}, {"id": "mai-20260917-0922-baseline|c132-l6|challenger-small|Perforce", "prompt": "c132-l6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Perforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "not a bad choice in general, but it is best suited to large binaries and centralized governance"}, {"id": "mai-20260917-0922-baseline|c132-l6|challenger-small|GitHub Enterprise", "prompt": "c132-l6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "described as more established enterprise options"}, {"id": "mai-20260917-0922-baseline|c132-l6|challenger-small|GitLab", "prompt": "c132-l6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "described as more established enterprise options"}, {"id": "mai-20260917-0922-baseline|c132-l6|challenger-small|Bitbucket Data Center", "prompt": "c132-l6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "described as more established enterprise options"}, {"id": "mai-20260917-0922-baseline|c132-l6|challenger-small|Azure DevOps Repos", "prompt": "c132-l6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "described as more established enterprise options"}, {"id": "mai-20260917-0922-baseline|c132-l6|deepseek-small|GitHub", "prompt": "c132-l6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Avoid**: Using GitHub for enterprise code unless you are on **GitHub Enterprise** (which explicitly exempts your data from training) and have a written contract confirming this."}, {"id": "mai-20260917-0922-baseline|c132-l6|deepseek-small|GitLab.com SaaS", "prompt": "c132-l6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab.com SaaS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the free/community tiers lack granular audit logs... **Avoid**: Using free-tier versions of any source control platform for enterprise work"}, {"id": "mai-20260917-0922-baseline|c132-l6|deepseek-small|Bitbucket Cloud", "prompt": "c132-l6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Be cautious** of the big players if you do not explicitly negotiate data-training exemptions, SLA penalties, and strict data residency"}, {"id": "mai-20260917-0922-baseline|c132-l6|deepseek-small|Azure DevOps", "prompt": "c132-l6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "you should be cautious about building your entire CI/CD and code pipeline on a platform that exhibits high incident volume"}, {"id": "mai-20260917-0922-baseline|c132-l6|deepseek-small|Codeberg", "prompt": "c132-l6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Codeberg", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**they are not viable for large enterprises**... **Avoid**: Relying on these for critical production code."}, {"id": "mai-20260917-0922-baseline|c132-l6|deepseek-small|Gitea", "prompt": "c132-l6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid**: Relying on these for critical production code. They may not survive funding cycles or may experience governance forks"}, {"id": "mai-20260917-0922-baseline|c132-l6|deepseek-small|Forgejo", "prompt": "c132-l6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Forgejo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "they are not viable for large enterprises... **Avoid**: Relying on these for critical production code."}, {"id": "mai-20260917-0922-baseline|c132-l6|deepseek-small|SourceHut", "prompt": "c132-l6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceHut", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "While these are excellent for open-source projects and privacy-conscious small teams, **they are not viable for large enterprises**."}, {"id": "mai-20260917-0922-baseline|c132-l6|google-small|Bitbucket Server (On-Premises)", "prompt": "c132-l6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket Server (On-Premises)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid any legacy Bitbucket Server setups.** They no longer receive security patches or bug fixes"}, {"id": "mai-20260917-0922-baseline|c132-l6|google-small|Phabricator", "prompt": "c132-l6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Phabricator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Any enterprise still hosting Phabricator is operating on unmaintained, legacy software."}, {"id": "mai-20260917-0922-baseline|c132-l6|google-small|SourceForge", "prompt": "c132-l6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceForge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SourceForge completely lacks modern enterprise requirements like SAML SSO, Role-Based Access Control (RBAC), SOC 2 compliance"}, {"id": "mai-20260917-0922-baseline|c132-l6|google-small|AWS CodeCommit", "prompt": "c132-l6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "you are building on a platform with highly volatile vendor commitment"}, {"id": "mai-20260917-0922-baseline|c132-l6|google-small|Azure DevOps (Specifically Azure Repos)", "prompt": "c132-l6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps (Specifically Azure Repos)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Adopting Azure Repos for a *new* enterprise migration is a strategic dead-end."}, {"id": "mai-20260917-0922-baseline|c132-l6|google-small|GitHub", "prompt": "c132-l6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "advised existing ones to migrate to GitHub or GitLab"}, {"id": "mai-20260917-0922-baseline|c132-l6|google-small|GitLab", "prompt": "c132-l6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "offered by GitLab Ultimate or GitHub Enterprise"}, {"id": "mai-20260917-0922-baseline|c132-l6|google-small|Gitea", "prompt": "c132-l6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "introduces high operational overhead for your platform engineering teams"}, {"id": "mai-20260917-0922-baseline|c132-l6|google-small|Forgejo", "prompt": "c132-l6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Forgejo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Why Be Cautious: Managing these in-house at a large scale (thousands of developers) introduces high operational overhead"}, {"id": "mai-20260917-0922-baseline|c132-l6|google-small|Gerrit", "prompt": "c132-l6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gerrit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Forces you into outdated code-review or version-control paradigms (e.g., Gerrit, Subversion)"}, {"id": "mai-20260917-0922-baseline|c132-l6|google-small|Gitolite", "prompt": "c132-l6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitolite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "isolates your codebase from modern CI/CD, security scanning, and AI coding assistants"}, {"id": "mai-20260917-0922-baseline|c132-l6|google-small|Bitbucket (Cloud / Data Center)", "prompt": "c132-l6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket (Cloud / Data Center)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "enterprises should still evaluate them with caution"}, {"id": "mai-20260917-0922-baseline|c132-l6|google-small|Subversion", "prompt": "c132-l6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Subversion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Forces you into outdated code-review or version-control paradigms (e.g., Gerrit, Subversion)"}, {"id": "mai-20260917-0922-baseline|c132-l6|meta-small|GitHub", "prompt": "c132-l6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "large enterprises should be cautious about using GitHub due to its pricing model"}, {"id": "mai-20260917-0922-baseline|c132-l6|meta-small|Bitbucket", "prompt": "c132-l6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Bitbucket if they don't use Jira and Confluence"}, {"id": "mai-20260917-0922-baseline|c132-l6|meta-small|Azure DevOps Repos", "prompt": "c132-l6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be a good choice for Microsoft-centric organizations, but not for others"}, {"id": "mai-20260917-0922-baseline|c132-l6|meta-small|Perforce Helix Core", "prompt": "c132-l6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Perforce Helix Core", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "good choice for large-scale binary asset management, but not for other use cases"}, {"id": "mai-20260917-0922-baseline|c132-l6|minimax-small|GitHub", "prompt": "c132-l6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms Warranting Caution ... GitHub (Microsoft-owned) - Vendor lock-in concerns ... Cost at scale"}, {"id": "mai-20260917-0922-baseline|c132-l6|minimax-small|Bitbucket", "prompt": "c132-l6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Limited free tier ... Less CI/CD capacity ... Atlassian dependency"}, {"id": "mai-20260917-0922-baseline|c132-l6|minimax-small|GitLab", "prompt": "c132-l6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Generally Safer Enterprise Options ### GitLab - Offers complete self-hosted option (full control over data)"}, {"id": "mai-20260917-0922-baseline|c132-l6|minimax-small|Azure DevOps", "prompt": "c132-l6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure DevOps** (if already in Microsoft ecosystem)"}, {"id": "mai-20260917-0922-baseline|c132-l6|minimax-small|Gitea/Forgejo", "prompt": "c132-l6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea/Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Gitea/Forgejo** (open-source, self-hostable)"}, {"id": "mai-20260917-0922-baseline|c132-l6|mistral-small|GitHub", "prompt": "c132-l6", "model": "mistral-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Use GitHub Enterprise with advanced security features, strict access controls, and regular secret scanning. Avoid public repositories for sensitive code or data."}, {"id": "mai-20260917-0922-baseline|c132-l6|mistral-small|GitLab", "prompt": "c132-l6", "model": "mistral-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avoid or be cautious with: Public GitHub, self-managed GitLab... Prefer SaaS; rapid patching for self-managed"}, {"id": "mai-20260917-0922-baseline|c132-l6|mistral-small|Bitbucket", "prompt": "c132-l6", "model": "mistral-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Bitbucket is a safer choice for enterprises with strict compliance or integration needs, especially when using Bitbucket Data Center for on-premises control."}, {"id": "mai-20260917-0922-baseline|c132-l6|moonshot-small|GitHub (Cloud/SaaS)", "prompt": "c132-l6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub (Cloud/SaaS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Geopolitical Risk: As a US-owned platform (Microsoft), GitHub must comply with US export control laws"}, {"id": "mai-20260917-0922-baseline|c132-l6|moonshot-small|GitLab (Self-Managed Instances)", "prompt": "c132-l6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab (Self-Managed Instances)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Self-managed GitLab instances require prompt patching... Organizations own the patch window"}, {"id": "mai-20260917-0922-baseline|c132-l6|moonshot-small|Bitbucket (Server Edition - AVOID)", "prompt": "c132-l6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket (Server Edition - AVOID)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Bitbucket Server - End of life, no security support"}, {"id": "mai-20260917-0922-baseline|c132-l6|moonshot-small|GitHub Enterprise Cloud", "prompt": "c132-l6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub Enterprise Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GitHub Enterprise Cloud - Good for most, but assess geopolitical exposure"}, {"id": "mai-20260917-0922-baseline|c132-l6|moonshot-small|GitLab Ultimate (SaaS)", "prompt": "c132-l6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab Ultimate (SaaS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GitLab Ultimate (SaaS) - Strong compliance features, automatic updates"}, {"id": "mai-20260917-0922-baseline|c132-l6|moonshot-small|Azure DevOps", "prompt": "c132-l6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Azure DevOps - Strong for Microsoft-centric organizations, good compliance posture"}, {"id": "mai-20260917-0922-baseline|c132-l6|moonshot-small|Bitbucket Cloud/Data Center", "prompt": "c132-l6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket Cloud/Data Center", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Bitbucket Cloud/Data Center - Only if deeply invested in Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c132-l6|openai-small|GitHub Enterprise", "prompt": "c132-l6", "model": "openai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Usually safer enterprise defaults ... **GitHub Enterprise**"}, {"id": "mai-20260917-0922-baseline|c132-l6|openai-small|GitLab Enterprise / self-managed", "prompt": "c132-l6", "model": "openai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab Enterprise / self-managed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Many large enterprises typically prefer: ... **GitLab Enterprise / self-managed**"}, {"id": "mai-20260917-0922-baseline|c132-l6|openai-small|Bitbucket Data Center / Enterprise", "prompt": "c132-l6", "model": "openai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket Data Center / Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitbucket Data Center / Enterprise** in some Atlassian-heavy environments"}, {"id": "mai-20260917-0922-baseline|c132-l6|openai-small|Azure DevOps Repos", "prompt": "c132-l6", "model": "openai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure DevOps Repos** in Microsoft-centric shops"}, {"id": "mai-20260917-0922-baseline|c132-l6|xai-small|GitHub.com (free)", "prompt": "c132-l6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub.com (free)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "GitHub Enterprise suits most but avoid free tiers"}, {"id": "mai-20260917-0922-baseline|c132-l6|xai-small|GitLab.com (free)", "prompt": "c132-l6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab.com (free)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "should primarily be cautious (or avoid) free or public tiers of popular Git hosting platforms like GitHub.com (free), GitLab.com (free)"}, {"id": "mai-20260917-0922-baseline|c132-l6|xai-small|Bitbucket (free up to 5 users)", "prompt": "c132-l6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket (free up to 5 users)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "cautious (or avoid) free or public tiers ... Bitbucket (free up to 5 users)"}, {"id": "mai-20260917-0922-baseline|c132-l6|xai-small|Gitea/Forgejo", "prompt": "c132-l6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea/Forgejo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lack of Enterprise Features... Community-driven; no commercial SLAs, slower patches ... unsuitable for regulated industries"}, {"id": "mai-20260917-0922-baseline|c132-l6|xai-small|SourceHut", "prompt": "c132-l6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceHut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lightweight options like Gitea/Forgejo hosted instances, SourceHut, or Codeberg... Missing robust audit logs, advanced SSO"}, {"id": "mai-20260917-0922-baseline|c132-l6|xai-small|Codeberg", "prompt": "c132-l6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Codeberg", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Lightweight/Community Platforms (e.g., Gitea, Forgejo, SourceHut, Codeberg) - Lack of Enterprise Features"}, {"id": "mai-20260917-0922-baseline|c132-l6|xai-small|AWS CodeCommit", "prompt": "c132-l6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Poor UX & Features: Weak PR reviews, thin UI—no match for GitHub's ecosystem"}, {"id": "mai-20260917-0922-baseline|c132-l6|xai-small|GitHub Enterprise", "prompt": "c132-l6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "GitHub Enterprise suits most but avoid free tiers"}, {"id": "mai-20260917-0922-baseline|c132-l6|xai-small|GitLab EE/Ultimate self-hosted", "prompt": "c132-l6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab EE/Ultimate self-hosted", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Prioritize platforms with on-prem options ... (e.g., GitLab for all-in-one DevSecOps)"}, {"id": "mai-20260917-0922-baseline|c132-l6|xai-small|Bitbucket Data Center", "prompt": "c132-l6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Enterprise Self-Hosted | Compliance, data control | GitLab EE/Ultimate self-hosted, Bitbucket Data Center"}, {"id": "mai-20260917-0922-baseline|c132-l6|xai-small|Azure DevOps Repos", "prompt": "c132-l6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Managed Enterprise Cloud | Vendor-managed scaling | ... Azure DevOps Repos"}, {"id": "mai-20260917-0922-baseline|c132-l6|xai-small|Perforce", "prompt": "c132-l6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Perforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Perforce for binary-heavy/large monorepos"}, {"id": "mai-20260917-0922-baseline|c132-l6|zai-small|Bitbucket Cloud", "prompt": "c132-l6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Bitbucket Cloud** and **AWS CodeCommit** should be avoided"}, {"id": "mai-20260917-0922-baseline|c132-l6|zai-small|AWS CodeCommit", "prompt": "c132-l6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "this service is effectively deprecated for general enterprise use"}, {"id": "mai-20260917-0922-baseline|c132-l6|zai-small|Gitea", "prompt": "c132-l6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Generic Self-Hosted Git (e.g., Gitea, generic GitLab CE) ... is a significant operational risk"}, {"id": "mai-20260917-0922-baseline|c132-l6|zai-small|GitHub Enterprise Cloud", "prompt": "c132-l6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub Enterprise Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**GitHub** is the safest default, but you must budget for the high per-seat costs"}, {"id": "mai-20260917-0922-baseline|c132-l6|zai-small|GitLab", "prompt": "c132-l6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**GitLab** requires a cautious review of their recent outage history and patch management protocols"}, {"id": "mai-20260917-0922-baseline|c132-l6|zai-small|Azure DevOps Repos", "prompt": "c132-l6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "migrating from Azure DevOps is difficult and costly due to proprietary formats and workflows"}, {"id": "mai-20260917-0922-baseline|c132-l6|zai-small|CodeCatalyst", "prompt": "c132-l6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "CodeCatalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AWS has shifted focus away from managed Git services in favor of their CodeCatalyst platform"}, {"id": "mai-20260917-0922-baseline|c132-m1|alibaba-small|GitHub (by Microsoft)", "prompt": "c132-m1", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub (by Microsoft)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Verdict:** Best Overall for most mid-market companies."}, {"id": "mai-20260917-0922-baseline|c132-m1|alibaba-small|GitLab", "prompt": "c132-m1", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for \"DevSecOps\" and minimizing tool sprawl."}, {"id": "mai-20260917-0922-baseline|c132-m1|alibaba-small|Bitbucket (by Atlassian)", "prompt": "c132-m1", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket (by Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for teams deeply entrenched in the Atlassian Ecosystem."}, {"id": "mai-20260917-0922-baseline|c132-m1|anthropic-small|GitHub", "prompt": "c132-m1", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub remains a strong default choice... the safest default pick in 2026 for teams not locked into Atlassian or Azure"}, {"id": "mai-20260917-0922-baseline|c132-m1|anthropic-small|GitLab", "prompt": "c132-m1", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab** and **Bitbucket Cloud** are also strong alternatives."}, {"id": "mai-20260917-0922-baseline|c132-m1|anthropic-small|Bitbucket Cloud", "prompt": "c132-m1", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GitLab** and **Bitbucket Cloud** are also strong alternatives."}, {"id": "mai-20260917-0922-baseline|c132-m1|challenger-small|GitHub Enterprise", "prompt": "c132-m1", "model": "challenger-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Enterprise** is the best default source control hosting platform"}, {"id": "mai-20260917-0922-baseline|c132-m1|challenger-small|Bitbucket", "prompt": "c132-m1", "model": "challenger-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitbucket** can be the better fit because of its tighter integration with the Atlassian stack"}, {"id": "mai-20260917-0922-baseline|c132-m1|challenger-small|GitLab", "prompt": "c132-m1", "model": "challenger-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong governance/CI under one platform | **GitLab**"}, {"id": "mai-20260917-0922-baseline|c132-m1|deepseek-small|GitHub", "prompt": "c132-m1", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd steer you toward **GitHub** (for talent familiarity and ecosystem) or **GitLab**"}, {"id": "mai-20260917-0922-baseline|c132-m1|deepseek-small|GitLab", "prompt": "c132-m1", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd steer you toward **GitHub** (for talent familiarity and ecosystem) or **GitLab** (if you value an integrated DevSecOps pipeline"}, {"id": "mai-20260917-0922-baseline|c132-m1|deepseek-small|Bitbucket", "prompt": "c132-m1", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already standardized on Atlassian/Jira**, Bitbucket removes friction and is a great pragmatic choice."}, {"id": "mai-20260917-0922-baseline|c132-m1|deepseek-small|Azure DevOps / Azure Repos", "prompt": "c132-m1", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Azure DevOps / Azure Repos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for Microsoft-centric teams ... Watch out:** Less relevant if you're cloud-agnostic"}, {"id": "mai-20260917-0922-baseline|c132-m1|deepseek-small|AWS CodeCommit", "prompt": "c132-m1", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "direct", "raw": "AWS CodeCommit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Otherwise it's the least feature-rich of the group."}, {"id": "mai-20260917-0922-baseline|c132-m1|google-small|GitHub", "prompt": "c132-m1", "model": "google-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub: The Best Overall (Default Choice)... For most mid-market B2B companies, **GitHub Enterprise** is the safest and most productive choice."}, {"id": "mai-20260917-0922-baseline|c132-m1|google-small|GitLab", "prompt": "c132-m1", "model": "google-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitLab: Best for Tool Consolidation & Heavy Compliance"}, {"id": "mai-20260917-0922-baseline|c132-m1|google-small|Atlassian Bitbucket", "prompt": "c132-m1", "model": "google-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Atlassian Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Atlassian Bitbucket: Best for Budget & Atlassian Ecosystems"}, {"id": "mai-20260917-0922-baseline|c132-m1|meta-small|GitHub", "prompt": "c132-m1", "model": "meta-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best source control hosting platform for a mid-market B2B company is GitHub."}, {"id": "mai-20260917-0922-baseline|c132-m1|minimax-small|GitHub", "prompt": "c132-m1", "model": "minimax-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consider **GitHub Team** or **GitLab Premium** at scale (200-1000 employees)"}, {"id": "mai-20260917-0922-baseline|c132-m1|minimax-small|GitLab", "prompt": "c132-m1", "model": "minimax-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Consider **GitHub Team** or **GitLab Premium** at scale (200-1000 employees)"}, {"id": "mai-20260917-0922-baseline|c132-m1|minimax-small|Bitbucket", "prompt": "c132-m1", "model": "minimax-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already all-in on Atlassian → Bitbucket ... Lowest cost, but less feature-rich CI/CD"}, {"id": "mai-20260917-0922-baseline|c132-m1|mistral-small|GitHub", "prompt": "c132-m1", "model": "mistral-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **GitHub** is the best overall choice due to its balance of features, community support, and pricing."}, {"id": "mai-20260917-0922-baseline|c132-m1|mistral-small|GitLab", "prompt": "c132-m1", "model": "mistral-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you need advanced DevOps or security features, **GitLab** may be preferable"}, {"id": "mai-20260917-0922-baseline|c132-m1|mistral-small|Bitbucket", "prompt": "c132-m1", "model": "mistral-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If Atlassian integration is critical, **Bitbucket** is the way to go."}, {"id": "mai-20260917-0922-baseline|c132-m1|moonshot-small|GitHub Team", "prompt": "c132-m1", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub Team", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation**: Start with **GitHub Team** unless you specifically need GitLab's all-in-one DevSecOps approach"}, {"id": "mai-20260917-0922-baseline|c132-m1|moonshot-small|GitLab Premium", "prompt": "c132-m1", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab Premium** – Best for All-in-One DevSecOps"}, {"id": "mai-20260917-0922-baseline|c132-m1|moonshot-small|Bitbucket Cloud Standard", "prompt": "c132-m1", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket Cloud Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Teams already invested in the Atlassian ecosystem."}, {"id": "mai-20260917-0922-baseline|c132-m1|moonshot-small|GitHub Enterprise", "prompt": "c132-m1", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Advanced compliance/audit requirements | **GitLab Premium** or **GitHub Enterprise**"}, {"id": "mai-20260917-0922-baseline|c132-m1|openai-small|GitHub Enterprise Cloud", "prompt": "c132-m1", "model": "openai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub Enterprise Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose GitHub Enterprise Cloud for the safest default and widest talent/ecosystem support."}, {"id": "mai-20260917-0922-baseline|c132-m1|openai-small|GitLab", "prompt": "c132-m1", "model": "openai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose GitLab if platform consolidation and integrated DevSecOps matter more than ecosystem size."}, {"id": "mai-20260917-0922-baseline|c132-m1|openai-small|Bitbucket Cloud", "prompt": "c132-m1", "model": "openai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitbucket Cloud is often the best fit if your company is already deeply standardized on Atlassian/Jira"}, {"id": "mai-20260917-0922-baseline|c132-m1|xai-small|GitHub", "prompt": "c132-m1", "model": "xai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with GitHub Enterprise** if your team values developer experience, a huge ecosystem, and scalability—it's the most adopted for mid-market B2B"}, {"id": "mai-20260917-0922-baseline|c132-m1|xai-small|GitLab", "prompt": "c132-m1", "model": "xai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose GitLab** for integrated DevSecOps or self-hosting mandates (common in regulated B2B)."}, {"id": "mai-20260917-0922-baseline|c132-m1|xai-small|Bitbucket", "prompt": "c132-m1", "model": "xai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Pick Bitbucket** only if you're deep in Atlassian tools—otherwise, its smaller share limits hiring/talent pool."}, {"id": "mai-20260917-0922-baseline|c132-m1|zai-small|GitHub", "prompt": "c132-m1", "model": "zai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub** is the default for most mid‑market teams, with GitHub Enterprise Server for self‑hosting."}, {"id": "mai-20260917-0922-baseline|c132-m1|zai-small|GitLab", "prompt": "c132-m1", "model": "zai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab** is the standout choice, especially with the open‑source CE option."}, {"id": "mai-20260917-0922-baseline|c132-m1|zai-small|Bitbucket", "prompt": "c132-m1", "model": "zai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitbucket** offers the tightest integration and a familiar workflow."}, {"id": "mai-20260917-0922-baseline|c132-m1|zai-small|Azure DevOps", "prompt": "c132-m1", "model": "zai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure DevOps** provides a seamless, enterprise‑grade environment."}, {"id": "mai-20260917-0922-baseline|c132-m2|alibaba-small|GitHub", "prompt": "c132-m2", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub is generally the default choice for mid-to-large B2B companies because of its massive network effect."}, {"id": "mai-20260917-0922-baseline|c132-m2|alibaba-small|GitLab", "prompt": "c132-m2", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitLab Premium (The All-in-One Solution) Best for: Heavy DevOps teams wanting a unified platform from repo to deployment."}, {"id": "mai-20260917-0922-baseline|c132-m2|alibaba-small|Bitbucket", "prompt": "c132-m2", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitbucket (The Atlassian Ecosystem Choice) Best for: Companies already deeply invested in Jira, Confluence, and Slack."}, {"id": "mai-20260917-0922-baseline|c132-m2|anthropic-small|GitHub", "prompt": "c132-m2", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **GitHub** or **GitLab** are strong choices."}, {"id": "mai-20260917-0922-baseline|c132-m2|anthropic-small|GitLab", "prompt": "c132-m2", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GitHub if you want the largest ecosystem and community, GitLab if you want more built-in DevOps features"}, {"id": "mai-20260917-0922-baseline|c132-m2|anthropic-small|Bitbucket", "prompt": "c132-m2", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong option if your company uses Atlassian tools (Jira, Confluence)"}, {"id": "mai-20260917-0922-baseline|c132-m2|anthropic-small|Azure DevOps", "prompt": "c132-m2", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ideal if you're already using Azure cloud services or other Microsoft products."}, {"id": "mai-20260917-0922-baseline|c132-m2|challenger-small|GitLab", "prompt": "c132-m2", "model": "challenger-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd choose **GitLab** because it is repeatedly positioned as the strongest all-in-one option"}, {"id": "mai-20260917-0922-baseline|c132-m2|challenger-small|Bitbucket", "prompt": "c132-m2", "model": "challenger-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitbucket** is often the better fit because of its tight Jira/Confluence integration"}, {"id": "mai-20260917-0922-baseline|c132-m2|challenger-small|GitHub Enterprise", "prompt": "c132-m2", "model": "challenger-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your engineering teams value the GitHub ecosystem, developer familiarity, and enterprise controls"}, {"id": "mai-20260917-0922-baseline|c132-m2|deepseek-small|GitLab", "prompt": "c132-m2", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Pick: **GitLab** (for most mid-sized B2B teams)"}, {"id": "mai-20260917-0922-baseline|c132-m2|deepseek-small|GitHub", "prompt": "c132-m2", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose GitHub** if: You prioritize the **broadest developer ecosystem**"}, {"id": "mai-20260917-0922-baseline|c132-m2|deepseek-small|Bitbucket", "prompt": "c132-m2", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Bitbucket** if: You're already **invested in the Atlassian suite**"}, {"id": "mai-20260917-0922-baseline|c132-m2|google-small|GitHub", "prompt": "c132-m2", "model": "google-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **GitHub Enterprise Cloud** is the most practical default choice."}, {"id": "mai-20260917-0922-baseline|c132-m2|google-small|GitLab", "prompt": "c132-m2", "model": "google-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you sell to enterprise clients with strict security requirements ... you should seriously look at **GitLab**"}, {"id": "mai-20260917-0922-baseline|c132-m2|google-small|Bitbucket", "prompt": "c132-m2", "model": "google-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The developer community generally rates Bitbucket\\u2019s user experience and AI features ... lower than GitHub's."}, {"id": "mai-20260917-0922-baseline|c132-m2|meta-small|GitHub", "prompt": "c132-m2", "model": "meta-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If the company is involved in open-source work, recruits from a broad engineering market, or wants a mature Actions ecosystem and Copilot AI integration, GitHub is a good choice."}, {"id": "mai-20260917-0922-baseline|c132-m2|meta-small|GitLab", "prompt": "c132-m2", "model": "meta-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitLab is another popular option that offers a wide range of features"}, {"id": "mai-20260917-0922-baseline|c132-m2|meta-small|Bitbucket", "prompt": "c132-m2", "model": "meta-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If the company is already using Jira and Confluence, Bitbucket Standard plan is a logical choice"}, {"id": "mai-20260917-0922-baseline|c132-m2|meta-small|Gitea", "prompt": "c132-m2", "model": "meta-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For mid-sized teams (5-50 people) that are cost-focused, self-hosting Gitea (or Forgejo) on a VPS ... is the most cost-effective choice."}, {"id": "mai-20260917-0922-baseline|c132-m2|meta-small|Forgejo", "prompt": "c132-m2", "model": "meta-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Forgejo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "self-hosting Gitea (or Forgejo) on a VPS with about 500MB of RAM"}, {"id": "mai-20260917-0922-baseline|c132-m2|minimax-small|GitLab", "prompt": "c132-m2", "model": "minimax-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **GitLab** or **GitHub**"}, {"id": "mai-20260917-0922-baseline|c132-m2|minimax-small|GitHub", "prompt": "c132-m2", "model": "minimax-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: **GitLab** or **GitHub**"}, {"id": "mai-20260917-0922-baseline|c132-m2|minimax-small|Bitbucket", "prompt": "c132-m2", "model": "minimax-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider Bitbucket if: Your company is already deeply invested in **Atlassian products**"}, {"id": "mai-20260917-0922-baseline|c132-m2|mistral-small|GitHub", "prompt": "c132-m2", "model": "mistral-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For broader collaboration and developer mindshare, GitHub is the safest bet."}, {"id": "mai-20260917-0922-baseline|c132-m2|mistral-small|GitLab", "prompt": "c132-m2", "model": "mistral-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitLab is excellent if you want a single platform for the entire software development lifecycle."}, {"id": "mai-20260917-0922-baseline|c132-m2|mistral-small|Bitbucket", "prompt": "c132-m2", "model": "mistral-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is already using Atlassian's ecosystem, Bitbucket is a natural fit."}, {"id": "mai-20260917-0922-baseline|c132-m2|moonshot-small|GitHub Team", "prompt": "c132-m2", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Team", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **GitHub Team** offers the best balance of cost ($4/user/month), features, and ecosystem."}, {"id": "mai-20260917-0922-baseline|c132-m2|moonshot-small|GitLab Premium", "prompt": "c132-m2", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're looking to consolidate tools or have strict compliance requirements, **GitLab Premium** is worth the higher price"}, {"id": "mai-20260917-0922-baseline|c132-m2|moonshot-small|Bitbucket Standard", "prompt": "c132-m2", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket Standard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "⚠️ **Caution:** Bitbucket Server was discontinued in 2024, so self-hosting isn't an option."}, {"id": "mai-20260917-0922-baseline|c132-m2|openai-small|GitHub Enterprise Cloud", "prompt": "c132-m2", "model": "openai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Enterprise Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **GitHub Enterprise Cloud**"}, {"id": "mai-20260917-0922-baseline|c132-m2|openai-small|GitLab", "prompt": "c132-m2", "model": "openai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose GitLab if you want a more integrated DevSecOps suite"}, {"id": "mai-20260917-0922-baseline|c132-m2|openai-small|Bitbucket", "prompt": "c132-m2", "model": "openai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're Atlassian-first: **Bitbucket**"}, {"id": "mai-20260917-0922-baseline|c132-m2|xai-small|GitHub", "prompt": "c132-m2", "model": "xai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend GitHub Team or Enterprise as the top choice in most cases"}, {"id": "mai-20260917-0922-baseline|c132-m2|xai-small|GitLab", "prompt": "c132-m2", "model": "xai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitLab for vertical DevOps integration or strict on-prem needs"}, {"id": "mai-20260917-0922-baseline|c132-m2|xai-small|Bitbucket", "prompt": "c132-m2", "model": "xai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitbucket only if deeply tied to Atlassian (saves integration hassle)"}, {"id": "mai-20260917-0922-baseline|c132-m2|zai-small|GitHub Enterprise", "prompt": "c132-m2", "model": "zai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, **GitHub Enterprise** (Enterprise Cloud or Enterprise Server) is generally the best fit."}, {"id": "mai-20260917-0922-baseline|c132-m2|zai-small|Bitbucket Cloud", "prompt": "c132-m2", "model": "zai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bitbucket Cloud at $6.60/user/month offers native integrations and is more cost-effective, though with less self-hosting flexibility"}, {"id": "mai-20260917-0922-baseline|c132-m2|zai-small|GitLab Ultimate", "prompt": "c132-m2", "model": "zai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a fully self-hosted, all-in-one DevOps platform: GitLab Ultimate (self-hosted) provides SCM + CI/CD + security + planning in one app"}, {"id": "mai-20260917-0922-baseline|c132-m3|alibaba-small|GitHub", "prompt": "c132-m3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub is the de facto standard for software development, hosting over 100 million projects."}, {"id": "mai-20260917-0922-baseline|c132-m3|alibaba-small|GitLab", "prompt": "c132-m3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Teams wanting a complete DevSecOps toolchain in a single interface"}, {"id": "mai-20260917-0922-baseline|c132-m3|alibaba-small|Bitbucket (Atlassian)", "prompt": "c132-m3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitbucket has become a strong Git alternative, particularly popular among companies that use Jira"}, {"id": "mai-20260917-0922-baseline|c132-m3|alibaba-small|Azure DevOps (Microsoft)", "prompt": "c132-m3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps (Microsoft)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Enterprise teams using the Microsoft stack"}, {"id": "mai-20260917-0922-baseline|c132-m3|alibaba-small|AWS CodeCommit", "prompt": "c132-m3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for teams strictly running on Amazon Web Services (AWS), offering deep IAM security integration."}, {"id": "mai-20260917-0922-baseline|c132-m3|alibaba-small|Sourceforge", "prompt": "c132-m3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Sourceforge", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Primarily used today for file distribution/archiving rather than active collaborative development."}, {"id": "mai-20260917-0922-baseline|c132-m3|anthropic-small|GitHub", "prompt": "c132-m3", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub is the best-known Git hosting and collaboration platform, and for many teams it is synonymous with modern source control."}, {"id": "mai-20260917-0922-baseline|c132-m3|anthropic-small|GitLab", "prompt": "c132-m3", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitLab wins on consolidation: CI/CD, security scanning, and planning built into one application, plus a genuinely first-class self-managed option."}, {"id": "mai-20260917-0922-baseline|c132-m3|anthropic-small|Bitbucket", "prompt": "c132-m3", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For organizations already using Jira and other Atlassian products, that ecosystem integration can simplify development workflows"}, {"id": "mai-20260917-0922-baseline|c132-m3|anthropic-small|Azure DevOps", "prompt": "c132-m3", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure DevOps is the right call for an enterprise already standardized on Microsoft's identity and cloud stack"}, {"id": "mai-20260917-0922-baseline|c132-m3|anthropic-small|Gitea and Forgejo", "prompt": "c132-m3", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea and Forgejo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Forgejo is a self-hosted Git software forge with a strong focus on open-source development and community governance."}, {"id": "mai-20260917-0922-baseline|c132-m3|anthropic-small|AWS CodeCommit", "prompt": "c132-m3", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AWS CodeCommit is a managed source code control service."}, {"id": "mai-20260917-0922-baseline|c132-m3|challenger-small|GitHub", "prompt": "c132-m3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub** = best general-purpose hosted code platform, especially for open source and broad collaboration."}, {"id": "mai-20260917-0922-baseline|c132-m3|challenger-small|GitLab", "prompt": "c132-m3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab** = best if you want **source control plus CI/CD, security, and deployment** in one product."}, {"id": "mai-20260917-0922-baseline|c132-m3|challenger-small|Bitbucket", "prompt": "c132-m3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitbucket** = best for teams deeply embedded in **Jira/Confluence**."}, {"id": "mai-20260917-0922-baseline|c132-m3|challenger-small|Azure Repos", "prompt": "c132-m3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure Repos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure Repos** = best for **Microsoft/Azure DevOps** shops."}, {"id": "mai-20260917-0922-baseline|c132-m3|challenger-small|Gitea/Forgejo", "prompt": "c132-m3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea/Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Gitea/Forgejo** = best for **small, self-hosted, lightweight** setups."}, {"id": "mai-20260917-0922-baseline|c132-m3|challenger-small|GitHub Enterprise Server", "prompt": "c132-m3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub Enterprise Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "GitHub experience on-premises ... self-hosted for compliance or internal control"}, {"id": "mai-20260917-0922-baseline|c132-m3|challenger-small|Bitbucket Data Center", "prompt": "c132-m3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise self-hosted Atlassian option"}, {"id": "mai-20260917-0922-baseline|c132-m3|challenger-small|GitLab Self-Managed", "prompt": "c132-m3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab Self-Managed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "best when you need **self-hosted enterprise control** rather than SaaS"}, {"id": "mai-20260917-0922-baseline|c132-m3|deepseek-small|GitHub", "prompt": "c132-m3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most individuals and open-source projects, **GitHub** is the default."}, {"id": "mai-20260917-0922-baseline|c132-m3|deepseek-small|GitLab", "prompt": "c132-m3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need self-hosting or an integrated DevOps suite, choose **GitLab**."}, {"id": "mai-20260917-0922-baseline|c132-m3|deepseek-small|Bitbucket", "prompt": "c132-m3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're an Atlassian user, **Bitbucket**"}, {"id": "mai-20260917-0922-baseline|c132-m3|deepseek-small|Azure DevOps Repos", "prompt": "c132-m3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you're a Microsoft/Azure shop, **Azure DevOps**"}, {"id": "mai-20260917-0922-baseline|c132-m3|deepseek-small|AWS CodeCommit", "prompt": "c132-m3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you're AWS-centric, **CodeCommit**"}, {"id": "mai-20260917-0922-baseline|c132-m3|deepseek-small|Gitea", "prompt": "c132-m3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "free, lightweight, self-hosted; ideal for small teams wanting minimal overhead"}, {"id": "mai-20260917-0922-baseline|c132-m3|deepseek-small|SourceHut", "prompt": "c132-m3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "SourceHut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "minimal, privacy-focused, command-line-centric option popular with a niche developer community"}, {"id": "mai-20260917-0922-baseline|c132-m3|deepseek-small|Codeberg", "prompt": "c132-m3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Codeberg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "free, non-profit, open-source-centric hosting (alternative to GitHub for open source)"}, {"id": "mai-20260917-0922-baseline|c132-m3|google-small|GitHub", "prompt": "c132-m3", "model": "google-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed market leader. Owned by Microsoft, GitHub is the default platform for open-source projects"}, {"id": "mai-20260917-0922-baseline|c132-m3|google-small|GitLab", "prompt": "c132-m3", "model": "google-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The pioneer of the \"all-in-one DevSecOps platform\" philosophy."}, {"id": "mai-20260917-0922-baseline|c132-m3|google-small|Bitbucket", "prompt": "c132-m3", "model": "google-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Bitbucket if: Your company revolves around Jira"}, {"id": "mai-20260917-0922-baseline|c132-m3|google-small|Azure DevOps (Repos)", "prompt": "c132-m3", "model": "google-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps (Repos)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Enterprise .NET development teams and organizations heavily tied into Azure cloud environments"}, {"id": "mai-20260917-0922-baseline|c132-m3|google-small|Gitea", "prompt": "c132-m3", "model": "google-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gitea is a lightweight, Go-based Git forge."}, {"id": "mai-20260917-0922-baseline|c132-m3|google-small|Forgejo", "prompt": "c132-m3", "model": "google-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Forgejo is a community-driven, copyleft fork of Gitea"}, {"id": "mai-20260917-0922-baseline|c132-m3|google-small|AWS CodeCommit", "prompt": "c132-m3", "model": "google-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "It lacks the modern visual collaboration features, rich PR review interfaces, and community hubs found on GitHub or GitLab."}, {"id": "mai-20260917-0922-baseline|c132-m3|meta-small|GitHub", "prompt": "c132-m3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub is the most popular platform for Git hosting and software development worldwide, serving over 100 million developers."}, {"id": "mai-20260917-0922-baseline|c132-m3|meta-small|GitLab", "prompt": "c132-m3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitLab is a complete DevSecOps platform that combines SCM, CI/CD, security scanning, and deployment in a single application."}, {"id": "mai-20260917-0922-baseline|c132-m3|meta-small|Bitbucket", "prompt": "c132-m3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitbucket is ideal for Atlassian ecosystem users"}, {"id": "mai-20260917-0922-baseline|c132-m3|meta-small|Azure DevOps Repos", "prompt": "c132-m3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure DevOps Repos is integrated within Azure DevOps and is ideal for Microsoft-stack teams"}, {"id": "mai-20260917-0922-baseline|c132-m3|meta-small|AWS CodeCommit", "prompt": "c132-m3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS CodeCommit, SourceForge, Gitea, Gogs, Phabricator, and RhodeCode"}, {"id": "mai-20260917-0922-baseline|c132-m3|meta-small|SourceForge", "prompt": "c132-m3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "SourceForge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SourceForge, Gitea, Gogs, Phabricator, and RhodeCode"}, {"id": "mai-20260917-0922-baseline|c132-m3|meta-small|Gitea", "prompt": "c132-m3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Gitea is a lightweight self-hosted Git service with a GitHub-like interface that runs on minimal hardware."}, {"id": "mai-20260917-0922-baseline|c132-m3|meta-small|Gogs", "prompt": "c132-m3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gogs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Gitea, Gogs, Phabricator, and RhodeCode"}, {"id": "mai-20260917-0922-baseline|c132-m3|meta-small|Phabricator", "prompt": "c132-m3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Phabricator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Gogs, Phabricator, and RhodeCode"}, {"id": "mai-20260917-0922-baseline|c132-m3|meta-small|RhodeCode", "prompt": "c132-m3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "RhodeCode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Phabricator, and RhodeCode"}, {"id": "mai-20260917-0922-baseline|c132-m3|minimax-small|GitHub", "prompt": "c132-m3", "model": "minimax-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub** | ~97.5% | Owned by Microsoft, largest ecosystem"}, {"id": "mai-20260917-0922-baseline|c132-m3|minimax-small|GitLab", "prompt": "c132-m3", "model": "minimax-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-in-one DevOps platform, built-in CI/CD... Best for: Teams wanting integrated DevOps lifecycle"}, {"id": "mai-20260917-0922-baseline|c132-m3|minimax-small|Bitbucket", "prompt": "c132-m3", "model": "minimax-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tight Atlassian integration (Jira, Confluence), supports both Git and Mercurial"}, {"id": "mai-20260917-0922-baseline|c132-m3|minimax-small|Azure DevOps Repos", "prompt": "c132-m3", "model": "minimax-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise-grade, strong integration with Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c132-m3|minimax-small|AWS CodeCommit", "prompt": "c132-m3", "model": "minimax-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fully managed, AWS integration, high scalability"}, {"id": "mai-20260917-0922-baseline|c132-m3|minimax-small|Gitea", "prompt": "c132-m3", "model": "minimax-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Gitea** / **Gogs**: Lightweight, self-hosted, free and open-source"}, {"id": "mai-20260917-0922-baseline|c132-m3|minimax-small|Gogs", "prompt": "c132-m3", "model": "minimax-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gogs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Gitea** / **Gogs**: Lightweight, self-hosted, free and open-source"}, {"id": "mai-20260917-0922-baseline|c132-m3|minimax-small|Perforce Helix Core", "prompt": "c132-m3", "model": "minimax-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Perforce Helix Core", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise-focused, good for large binaries"}, {"id": "mai-20260917-0922-baseline|c132-m3|mistral-small|GitHub", "prompt": "c132-m3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most teams: GitHub (best ecosystem) or GitLab (best all-in-one)."}, {"id": "mai-20260917-0922-baseline|c132-m3|mistral-small|GitLab", "prompt": "c132-m3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most teams: GitHub (best ecosystem) or GitLab (best all-in-one)."}, {"id": "mai-20260917-0922-baseline|c132-m3|mistral-small|Bitbucket", "prompt": "c132-m3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Atlassian shops: Bitbucket."}, {"id": "mai-20260917-0922-baseline|c132-m3|mistral-small|Azure Repos", "prompt": "c132-m3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure Repos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Microsoft/AWS shops: Azure Repos or AWS CodeCommit."}, {"id": "mai-20260917-0922-baseline|c132-m3|mistral-small|AWS CodeCommit", "prompt": "c132-m3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less feature-rich for collaboration compared to GitHub or GitLab"}, {"id": "mai-20260917-0922-baseline|c132-m3|mistral-small|Gitea", "prompt": "c132-m3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For privacy/customization: Gitea or Gogs."}, {"id": "mai-20260917-0922-baseline|c132-m3|mistral-small|Gogs", "prompt": "c132-m3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gogs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For privacy/customization: Gitea or Gogs."}, {"id": "mai-20260917-0922-baseline|c132-m3|mistral-small|Forgejo", "prompt": "c132-m3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Forgejo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Self-Hosted Options (Gitea, Gogs, Forgejo)"}, {"id": "mai-20260917-0922-baseline|c132-m3|moonshot-small|GitHub", "prompt": "c132-m3", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Market Position**: The largest and most popular platform with 100+ million developers"}, {"id": "mai-20260917-0922-baseline|c132-m3|moonshot-small|GitLab", "prompt": "c132-m3", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "All-in-one DevSecOps platform | **GitLab**"}, {"id": "mai-20260917-0922-baseline|c132-m3|moonshot-small|Bitbucket", "prompt": "c132-m3", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Already use Jira/Atlassian | **Bitbucket**"}, {"id": "mai-20260917-0922-baseline|c132-m3|moonshot-small|Azure DevOps Repos", "prompt": "c132-m3", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deep Microsoft/Azure integration, free for small teams"}, {"id": "mai-20260917-0922-baseline|c132-m3|moonshot-small|AWS CodeCommit", "prompt": "c132-m3", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS ecosystem integration, serverless architecture"}, {"id": "mai-20260917-0922-baseline|c132-m3|moonshot-small|Gitea", "prompt": "c132-m3", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Self-hosted alternatives**: **Gitea**, **Gogs**, **Forgejo**"}, {"id": "mai-20260917-0922-baseline|c132-m3|moonshot-small|Gogs", "prompt": "c132-m3", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gogs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Self-hosted alternatives**: **Gitea**, **Gogs**, **Forgejo**"}, {"id": "mai-20260917-0922-baseline|c132-m3|moonshot-small|Forgejo", "prompt": "c132-m3", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Forgejo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Forgejo** (Codeberg) - Lightweight, free, full control over data"}, {"id": "mai-20260917-0922-baseline|c132-m3|openai-small|GitHub", "prompt": "c132-m3", "model": "openai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Open source / maximum community reach:** GitHub"}, {"id": "mai-20260917-0922-baseline|c132-m3|openai-small|GitLab", "prompt": "c132-m3", "model": "openai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**All-in-one DevOps platform:** GitLab"}, {"id": "mai-20260917-0922-baseline|c132-m3|openai-small|Bitbucket", "prompt": "c132-m3", "model": "openai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Atlassian/Jira-centered teams:** Bitbucket"}, {"id": "mai-20260917-0922-baseline|c132-m3|openai-small|Azure Repos", "prompt": "c132-m3", "model": "openai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure Repos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Microsoft/Azure-centered teams:** Azure Repos"}, {"id": "mai-20260917-0922-baseline|c132-m3|xai-small|GitHub", "prompt": "c132-m3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub for most (especially OSS/starters)"}, {"id": "mai-20260917-0922-baseline|c132-m3|xai-small|GitLab", "prompt": "c132-m3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitLab for comprehensive tools/privacy"}, {"id": "mai-20260917-0922-baseline|c132-m3|xai-small|Bitbucket", "prompt": "c132-m3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitbucket if you're in Atlassian"}, {"id": "mai-20260917-0922-baseline|c132-m3|xai-small|Azure DevOps Repos", "prompt": "c132-m3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure for Microsoft stacks"}, {"id": "mai-20260917-0922-baseline|c132-m3|xai-small|AWS CodeCommit", "prompt": "c132-m3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Others**: AWS CodeCommit (AWS-native)"}, {"id": "mai-20260917-0922-baseline|c132-m3|xai-small|Gitea/Forgejo", "prompt": "c132-m3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea/Forgejo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gitea/Forgejo (lightweight self-hosted alternatives)"}, {"id": "mai-20260917-0922-baseline|c132-m3|zai-small|GitHub", "prompt": "c132-m3", "model": "zai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub** is the default for open source and general teams, offering the largest ecosystem and social coding experience."}, {"id": "mai-20260917-0922-baseline|c132-m3|zai-small|GitLab", "prompt": "c132-m3", "model": "zai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab** is the most comprehensive DevOps platform"}, {"id": "mai-20260917-0922-baseline|c132-m3|zai-small|Bitbucket", "prompt": "c132-m3", "model": "zai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitbucket** excels for teams already invested in the Atlassian stack."}, {"id": "mai-20260917-0922-baseline|c132-m3|zai-small|Azure DevOps", "prompt": "c132-m3", "model": "zai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure DevOps** is ideal for Microsoft‑centric organizations"}, {"id": "mai-20260917-0922-baseline|c132-m3|zai-small|Gitea", "prompt": "c132-m3", "model": "zai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Gitea** and **Forgejo** are excellent self‑hosted alternatives"}, {"id": "mai-20260917-0922-baseline|c132-m3|zai-small|Forgejo", "prompt": "c132-m3", "model": "zai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Gitea** and **Forgejo** are excellent self‑hosted alternatives"}, {"id": "mai-20260917-0922-baseline|c132-m4|alibaba-small|GitHub", "prompt": "c132-m4", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Final Verdict:** Start with **GitHub**. It offers the most robust free tier and the cheapest paid upgrade path."}, {"id": "mai-20260917-0922-baseline|c132-m4|alibaba-small|Bitbucket", "prompt": "c132-m4", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Switch to **Bitbucket** only if your workflow depends heavily on Jira"}, {"id": "mai-20260917-0922-baseline|c132-m4|alibaba-small|GitLab", "prompt": "c132-m4", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why it\\u2019s less ideal for tight budgets: ... the lower limits on the free tier make it less flexible for lean teams"}, {"id": "mai-20260917-0922-baseline|c132-m4|anthropic-small|GitHub Free", "prompt": "c132-m4", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you prefer a cloud-hosted (SaaS) solution and want zero cost, **GitHub Free** is hard to beat with its generous free tier and wide adoption."}, {"id": "mai-20260917-0922-baseline|c132-m4|anthropic-small|GitLab Community Edition (Self-hosted)", "prompt": "c132-m4", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab Community Edition (Self-hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitLab's Community Edition is completely free and open-source"}, {"id": "mai-20260917-0922-baseline|c132-m4|anthropic-small|Gitea", "prompt": "c132-m4", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have some infrastructure and prefer self-hosting, **Gitea** or **Forgejo** are incredibly lightweight and cost-effective."}, {"id": "mai-20260917-0922-baseline|c132-m4|anthropic-small|Forgejo", "prompt": "c132-m4", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gitea** or **Forgejo** are incredibly lightweight and cost-effective"}, {"id": "mai-20260917-0922-baseline|c132-m4|anthropic-small|Bitbucket Free", "prompt": "c132-m4", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers unlimited repositories and CI/CD pipelines for small teams (up to 5 users)"}, {"id": "mai-20260917-0922-baseline|c132-m4|challenger-small|GitHub", "prompt": "c132-m4", "model": "challenger-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **GitHub**, because it has a **free tier** and the broadest ecosystem"}, {"id": "mai-20260917-0922-baseline|c132-m4|challenger-small|Bitbucket", "prompt": "c132-m4", "model": "challenger-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitbucket** is often the cheapest hosted option once you outgrow the free tier"}, {"id": "mai-20260917-0922-baseline|c132-m4|challenger-small|Gitea", "prompt": "c132-m4", "model": "challenger-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gitea** is repeatedly recommended as the most cost-effective self-hosted choice"}, {"id": "mai-20260917-0922-baseline|c132-m4|challenger-small|GitLab", "prompt": "c132-m4", "model": "challenger-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a **short decision matrix** for GitHub vs Bitbucket vs GitLab"}, {"id": "mai-20260917-0922-baseline|c132-m4|deepseek-small|GitHub", "prompt": "c132-m4", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most limited-budget companies, **GitHub** is the best overall choice"}, {"id": "mai-20260917-0922-baseline|c132-m4|deepseek-small|Bitbucket (by Atlassian)", "prompt": "c132-m4", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket (by Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the *cheapest* paid tier on the market"}, {"id": "mai-20260917-0922-baseline|c132-m4|deepseek-small|GitLab", "prompt": "c132-m4", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Premium jumped to **$29/user/month** in 2024 — poor value for a budget-focused company"}, {"id": "mai-20260917-0922-baseline|c132-m4|google-small|GitHub", "prompt": "c132-m4", "model": "google-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best SaaS for Most Growing Teams: **GitHub**"}, {"id": "mai-20260917-0922-baseline|c132-m4|google-small|Gitea / Forgejo (Self-Hosted)", "prompt": "c132-m4", "model": "google-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea / Forgejo (Self-Hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for the Absolute Lowest Cost: **Gitea / Forgejo (Self-Hosted)**"}, {"id": "mai-20260917-0922-baseline|c132-m4|google-small|Bitbucket", "prompt": "c132-m4", "model": "google-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Already Use Jira/Confluence: **Bitbucket**"}, {"id": "mai-20260917-0922-baseline|c132-m4|google-small|GitLab SaaS", "prompt": "c132-m4", "model": "google-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab SaaS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "The \"Budget Trap\" to Avoid: **GitLab SaaS** ... it is not budget-friendly for small, scaling teams"}, {"id": "mai-20260917-0922-baseline|c132-m4|meta-small|GitHub", "prompt": "c132-m4", "model": "meta-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best source control hosting platform for a company with a limited budget is GitHub."}, {"id": "mai-20260917-0922-baseline|c132-m4|meta-small|Bitbucket", "prompt": "c132-m4", "model": "meta-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "there are other alternatives such as Bitbucket, CloudForge, and GitLab"}, {"id": "mai-20260917-0922-baseline|c132-m4|meta-small|CloudForge", "prompt": "c132-m4", "model": "meta-small", "cat": "source-control-hosting", "variant": "budget", "raw": "CloudForge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "other alternatives such as Bitbucket, CloudForge, and GitLab"}, {"id": "mai-20260917-0922-baseline|c132-m4|meta-small|GitLab", "prompt": "c132-m4", "model": "meta-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "other alternatives such as Bitbucket, CloudForge, and GitLab"}, {"id": "mai-20260917-0922-baseline|c132-m4|minimax-small|GitHub Free", "prompt": "c132-m4", "model": "minimax-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Free** (Best Overall)"}, {"id": "mai-20260917-0922-baseline|c132-m4|minimax-small|GitLab Free", "prompt": "c132-m4", "model": "minimax-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab Free** if you need unlimited collaborators and built-in CI/CD"}, {"id": "mai-20260917-0922-baseline|c132-m4|minimax-small|Bitbucket Free", "prompt": "c132-m4", "model": "minimax-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket Free", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Bitbucket Free** (Atlassian Integration)"}, {"id": "mai-20260917-0922-baseline|c132-m4|minimax-small|Gitea", "prompt": "c132-m4", "model": "minimax-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gitea** if you have technical resources to self-host"}, {"id": "mai-20260917-0922-baseline|c132-m4|minimax-small|Azure DevOps", "prompt": "c132-m4", "model": "minimax-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Azure DevOps** (Enterprise Features)"}, {"id": "mai-20260917-0922-baseline|c132-m4|mistral-small|GitHub", "prompt": "c132-m4", "model": "mistral-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For teams needing more than 3 collaborators per repo, GitLab or GitHub are better fits."}, {"id": "mai-20260917-0922-baseline|c132-m4|mistral-small|GitLab", "prompt": "c132-m4", "model": "mistral-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For teams needing more than 3 collaborators per repo, GitLab or GitHub are better fits."}, {"id": "mai-20260917-0922-baseline|c132-m4|mistral-small|Bitbucket", "prompt": "c132-m4", "model": "mistral-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your team is small (under 5 people), Bitbucket is a strong choice due to its integration with Jira and free private repos."}, {"id": "mai-20260917-0922-baseline|c132-m4|mistral-small|Codeberg", "prompt": "c132-m4", "model": "mistral-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Codeberg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If privacy and open-source values are priorities, Codeberg is an excellent option."}, {"id": "mai-20260917-0922-baseline|c132-m4|moonshot-small|GitHub Free Tier", "prompt": "c132-m4", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Free Tier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Free Tier** (Best Overall Value)"}, {"id": "mai-20260917-0922-baseline|c132-m4|moonshot-small|GitLab Community Edition (Self-Hosted)", "prompt": "c132-m4", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab Community Edition (Self-Hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose GitLab CE self-hosted** if you need integrated CI/CD and don't mind server management"}, {"id": "mai-20260917-0922-baseline|c132-m4|moonshot-small|Gitea / Forgejo", "prompt": "c132-m4", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea / Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Gitea/Forgejo** if you have technical staff and want the absolute lowest cost"}, {"id": "mai-20260917-0922-baseline|c132-m4|moonshot-small|Bitbucket Free Tier", "prompt": "c132-m4", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket Free Tier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Limitation:** Only 5 users on free tier"}, {"id": "mai-20260917-0922-baseline|c132-m4|openai-small|GitHub", "prompt": "c132-m4", "model": "openai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a company with a limited budget, **GitHub** is usually the best default choice."}, {"id": "mai-20260917-0922-baseline|c132-m4|openai-small|GitLab", "prompt": "c132-m4", "model": "openai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab**: better if you want a more all-in-one DevOps platform, especially if self-hosting matters"}, {"id": "mai-20260917-0922-baseline|c132-m4|openai-small|Bitbucket", "prompt": "c132-m4", "model": "openai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitbucket**: can be attractive if you already use Atlassian tools like Jira and Confluence"}, {"id": "mai-20260917-0922-baseline|c132-m4|openai-small|Azure DevOps", "prompt": "c132-m4", "model": "openai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure DevOps**: strong if your company is heavily invested in Microsoft/Azure"}, {"id": "mai-20260917-0922-baseline|c132-m4|xai-small|GitHub", "prompt": "c132-m4", "model": "xai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub's Free plan is typically the best choice for a company with a limited budget.**"}, {"id": "mai-20260917-0922-baseline|c132-m4|xai-small|GitLab", "prompt": "c132-m4", "model": "xai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team is **≤5 users and needs built-in CI/CD/security**, GitLab's free tier edges out"}, {"id": "mai-20260917-0922-baseline|c132-m4|xai-small|Bitbucket", "prompt": "c132-m4", "model": "xai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitbucket** is cheapest paid option (~$3/user/mo) if you outgrow free and use Jira."}, {"id": "mai-20260917-0922-baseline|c132-m4|xai-small|Azure DevOps", "prompt": "c132-m4", "model": "xai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Azure DevOps** | Unlimited | 5 Basic users free | 1,800/month (1 job) | Full Boards/Test Plans | Microsoft stack, project mgmt |"}, {"id": "mai-20260917-0922-baseline|c132-m4|xai-small|Codeberg", "prompt": "c132-m4", "model": "xai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Codeberg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Codeberg** | Unlimited (FLOSS focus) | Unlimited | Limited/none native | Non-commercial preferred | Open-source/non-profits |"}, {"id": "mai-20260917-0922-baseline|c132-m4|xai-small|Gitea/Forgejo", "prompt": "c132-m4", "model": "xai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea/Forgejo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Self-hosting** (e.g., Gitea/Forgejo on a $5/mo VPS) is truly $0 beyond infra but adds ops overhead—not \"hosting.\""}, {"id": "mai-20260917-0922-baseline|c132-m4|zai-small|Bitbucket Cloud", "prompt": "c132-m4", "model": "zai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitbucket Cloud** is often the sweet spot: it's the cheapest per-user, has a generous free tier for up to 5 users"}, {"id": "mai-20260917-0922-baseline|c132-m4|zai-small|Gitea", "prompt": "c132-m4", "model": "zai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gitea** (or Forgejo) is the go-to if you want to self-host and keep costs to a bare minimum"}, {"id": "mai-20260917-0922-baseline|c132-m4|zai-small|Forgejo", "prompt": "c132-m4", "model": "zai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zero ongoing fees + minimal maintenance** | **Gitea** (or **Forgejo**)"}, {"id": "mai-20260917-0922-baseline|c132-m4|zai-small|Gogs", "prompt": "c132-m4", "model": "zai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gogs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free (open source) | Personal projects, tiny teams"}, {"id": "mai-20260917-0922-baseline|c132-m4|zai-small|GitLab CE (self-hosted)", "prompt": "c132-m4", "model": "zai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab CE (self-hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**GitLab CE** = self-hosted full DevOps suite if you need CI/CD and security out of the box"}, {"id": "mai-20260917-0922-baseline|c132-m4|zai-small|GitHub Teams", "prompt": "c132-m4", "model": "zai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "best for large teams and community support, but higher per-user cost"}, {"id": "mai-20260917-0922-baseline|c132-m5|alibaba-small|GitHub Enterprise", "prompt": "c132-m5", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "You are likely choosing between **GitHub Enterprise**, **GitLab Ultimate**, **Bitbucket (Atlassian)**, or **Azure DevOps**."}, {"id": "mai-20260917-0922-baseline|c132-m5|alibaba-small|GitLab Ultimate", "prompt": "c132-m5", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab Ultimate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "You are likely choosing between **GitHub Enterprise**, **GitLab Ultimate**, **Bitbucket (Atlassian)**, or **Azure DevOps**."}, {"id": "mai-20260917-0922-baseline|c132-m5|alibaba-small|Bitbucket (Atlassian)", "prompt": "c132-m5", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket (Atlassian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "You are likely choosing between **GitHub Enterprise**, **GitLab Ultimate**, **Bitbucket (Atlassian)**, or **Azure DevOps**."}, {"id": "mai-20260917-0922-baseline|c132-m5|alibaba-small|Azure DevOps", "prompt": "c132-m5", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "You are likely choosing between **GitHub Enterprise**, **GitLab Ultimate**, **Bitbucket (Atlassian)**, or **Azure DevOps**."}, {"id": "mai-20260917-0922-baseline|c132-m5|deepseek-small|GitLab", "prompt": "c132-m5", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitLab Ultimate** — best out-of-the-box DevSecOps and governance, cost-effective, strong self-host option; often the value pick for regulated orgs."}, {"id": "mai-20260917-0922-baseline|c132-m5|deepseek-small|GitHub", "prompt": "c132-m5", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GitHub Enterprise** — best developer velocity, largest ecosystem, strongest AI (Copilot); flexible but higher management overhead for compliance"}, {"id": "mai-20260917-0922-baseline|c132-m5|deepseek-small|Gitea/Forgejo", "prompt": "c132-m5", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Gitea/Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gitea/Forgejo** — if you need full on-prem control at a fraction of the cost."}, {"id": "mai-20260917-0922-baseline|c132-m5|deepseek-small|Azure DevOps/Repos", "prompt": "c132-m5", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps/Repos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure DevOps/Repos** — if you're a Microsoft/Azure shop; scales to 10,000+ users; TFVC option."}, {"id": "mai-20260917-0922-baseline|c132-m5|deepseek-small|Bitbucket", "prompt": "c132-m5", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Bitbucket** — lightweight, best for Jira-centric teams."}, {"id": "mai-20260917-0922-baseline|c132-m5|google-small|GitHub", "prompt": "c132-m5", "model": "google-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub (Enterprise): The industry standard for DX, has the largest ecosystem, top-tier AI features (Copilot), and great talent familiarity. However, it can become very expensive"}, {"id": "mai-20260917-0922-baseline|c132-m5|google-small|GitLab", "prompt": "c132-m5", "model": "google-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GitLab (Premium/Ultimate): Excellent if you want a single, cohesive \"DevSecOps\" platform. It shines in built-in CI/CD, security scanning"}, {"id": "mai-20260917-0922-baseline|c132-m5|google-small|Bitbucket", "prompt": "c132-m5", "model": "google-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your company is deeply, inextricably integrated into the Atlassian ecosystem... historically lags slightly behind GitHub/GitLab"}, {"id": "mai-20260917-0922-baseline|c132-m5|google-small|Azure DevOps", "prompt": "c132-m5", "model": "google-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly popular if your company is a dedicated \"Microsoft shop\"... though Microsoft is increasingly steering newer customers toward GitHub Enterprise."}, {"id": "mai-20260917-0922-baseline|c132-m5|meta-small|GitHub", "prompt": "c132-m5", "model": "meta-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular source control hosting platforms to consider include GitHub, GitLab, Bitbucket, Azure DevOps Repos, and Perforce Helix Core."}, {"id": "mai-20260917-0922-baseline|c132-m5|meta-small|GitLab", "prompt": "c132-m5", "model": "meta-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular source control hosting platforms to consider include GitHub, GitLab, Bitbucket, Azure DevOps Repos, and Perforce Helix Core."}, {"id": "mai-20260917-0922-baseline|c132-m5|meta-small|Bitbucket", "prompt": "c132-m5", "model": "meta-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular source control hosting platforms to consider include GitHub, GitLab, Bitbucket, Azure DevOps Repos, and Perforce Helix Core."}, {"id": "mai-20260917-0922-baseline|c132-m5|meta-small|Azure DevOps Repos", "prompt": "c132-m5", "model": "meta-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular source control hosting platforms to consider include GitHub, GitLab, Bitbucket, Azure DevOps Repos, and Perforce Helix Core."}, {"id": "mai-20260917-0922-baseline|c132-m5|meta-small|Perforce Helix Core", "prompt": "c132-m5", "model": "meta-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Perforce Helix Core", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular source control hosting platforms to consider include GitHub, GitLab, Bitbucket, Azure DevOps Repos, and Perforce Helix Core."}, {"id": "mai-20260917-0922-baseline|c132-m5|minimax-small|GitHub", "prompt": "c132-m5", "model": "minimax-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**GitHub** | Largest community, best ecosystem, strong open-source presence | Enterprise pricing higher"}, {"id": "mai-20260917-0922-baseline|c132-m5|minimax-small|GitLab", "prompt": "c132-m5", "model": "minimax-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**GitLab** | Complete DevOps platform, excellent self-hosted option | steeper learning curve; robust but complex"}, {"id": "mai-20260917-0922-baseline|c132-m5|minimax-small|Bitbucket", "prompt": "c132-m5", "model": "minimax-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Bitbucket** | Great Atlassian integration (Jira, Confluence) | Smaller ecosystem"}, {"id": "mai-20260917-0922-baseline|c132-m5|minimax-small|Azure DevOps", "prompt": "c132-m5", "model": "minimax-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Azure DevOps** | Best if heavily invested in Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c132-m5|mistral-small|GitHub", "prompt": "c132-m5", "model": "mistral-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Shortlist:** GitHub, GitLab, Bitbucket, Azure Repos (depending on your stack)."}, {"id": "mai-20260917-0922-baseline|c132-m5|mistral-small|GitLab", "prompt": "c132-m5", "model": "mistral-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **GitLab** | Both | GitLab CI | Yes | ~$19/user/year | All-in-one, DevSecOps |"}, {"id": "mai-20260917-0922-baseline|c132-m5|mistral-small|Bitbucket", "prompt": "c132-m5", "model": "mistral-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Bitbucket** | Both | Bitbucket Pipelines | Yes (Jira) | ~$20/user/year | Jira integration, Atlassian |"}, {"id": "mai-20260917-0922-baseline|c132-m5|mistral-small|Azure Repos", "prompt": "c132-m5", "model": "mistral-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure Repos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Azure Repos** | Cloud/Server | Azure Pipelines | Yes (Azure Boards) | ~$6/user/month | Microsoft ecosystem |"}, {"id": "mai-20260917-0922-baseline|c132-m5|mistral-small|Gitea", "prompt": "c132-m5", "model": "mistral-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Gitea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Gitea** | Self-hosted | Plugins | Limited | Free | Lightweight, open source |"}, {"id": "mai-20260917-0922-baseline|c132-m5|mistral-small|Azure DevOps Server", "prompt": "c132-m5", "model": "mistral-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps Server", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Self-hosted: GitLab CE/EE, Gitea, Azure DevOps Server, Bitbucket Server"}, {"id": "mai-20260917-0922-baseline|c132-m5|moonshot-small|GitLab", "prompt": "c132-m5", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitLab wins on consolidation; Single platform for entire DevSecOps lifecycle | GitLab Ultimate"}, {"id": "mai-20260917-0922-baseline|c132-m5|moonshot-small|GitHub", "prompt": "c132-m5", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GitHub wins on ecosystem and AI; Largest ecosystem, best AI, developer familiarity | GitHub Enterprise"}, {"id": "mai-20260917-0922-baseline|c132-m5|moonshot-small|Bitbucket", "prompt": "c132-m5", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitbucket wins on cost and Atlassian shops."}, {"id": "mai-20260917-0922-baseline|c132-m5|moonshot-small|Azure DevOps Repos", "prompt": "c132-m5", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft-heavy environment, existing Azure usage | Azure DevOps Repos"}, {"id": "mai-20260917-0922-baseline|c132-m5|openai-small|GitHub", "prompt": "c132-m5", "model": "openai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "comparison checklist** you can use with GitHub, GitLab, Bitbucket, or Azure DevOps."}, {"id": "mai-20260917-0922-baseline|c132-m5|openai-small|GitLab", "prompt": "c132-m5", "model": "openai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "you can use with GitHub, GitLab, Bitbucket, or Azure DevOps."}, {"id": "mai-20260917-0922-baseline|c132-m5|openai-small|Bitbucket", "prompt": "c132-m5", "model": "openai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "you can use with GitHub, GitLab, Bitbucket, or Azure DevOps."}, {"id": "mai-20260917-0922-baseline|c132-m5|openai-small|Azure DevOps", "prompt": "c132-m5", "model": "openai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you can use with GitHub, GitLab, Bitbucket, or Azure DevOps."}, {"id": "mai-20260917-0922-baseline|c132-m5|xai-small|GitHub", "prompt": "c132-m5", "model": "xai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist 3–4: GitHub/GitLab (leaders)"}, {"id": "mai-20260917-0922-baseline|c132-m5|xai-small|GitLab", "prompt": "c132-m5", "model": "xai-small", "cat": 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"cat": "source-control-hosting", "variant": "scale", "raw": "Gitea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "self-hosted options like Gitea"}, {"id": "mai-20260917-0922-baseline|c132-m5|zai-small|GitHub", "prompt": "c132-m5", "model": "zai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**GitHub** – Strong community, extensive ecosystem, mature CI/CD (GitHub Actions), and polished DX"}, {"id": "mai-20260917-0922-baseline|c132-m5|zai-small|GitLab", "prompt": "c132-m5", "model": "zai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**GitLab** – All‑in‑one DevSecOps platform (SCM, CI/CD, security scanning, package registry, observability)"}, {"id": "mai-20260917-0922-baseline|c132-m5|zai-small|Bitbucket", "prompt": "c132-m5", "model": "zai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Bitbucket** – Deep integration with Atlassian tools (Jira, Confluence)"}, {"id": "mai-20260917-0922-baseline|c132-m5|zai-small|Azure DevOps", "prompt": "c132-m5", "model": "zai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Azure DevOps** – Strong alignment with Microsoft stack"}, {"id": "mai-20260917-0922-baseline|c132-m5|zai-small|Perforce Helix Core", "prompt": "c132-m5", "model": "zai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Perforce Helix Core", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Other options** – Perforce Helix Core, Forgejo/Gitea (self‑hosted), Harness, and others"}, {"id": "mai-20260917-0922-baseline|c132-m5|zai-small|Forgejo/Gitea", "prompt": "c132-m5", "model": "zai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Forgejo/Gitea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Forgejo/Gitea (self‑hosted)"}, {"id": "mai-20260917-0922-baseline|c132-m5|zai-small|Harness", "prompt": "c132-m5", "model": "zai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Harness, and others, depending on specific requirements"}, {"id": "mai-20260917-0922-baseline|c132-m6|alibaba-small|SourceForge", "prompt": "c132-m6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceForge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SourceForge is widely considered obsolete and unsafe for modern software development"}, {"id": "mai-20260917-0922-baseline|c132-m6|alibaba-small|GitHub", "prompt": "c132-m6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "GitHub (Proceed with Caution)"}, {"id": "mai-20260917-0922-baseline|c132-m6|alibaba-small|Bitbucket", "prompt": "c132-m6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Bitbucket (Contextual Caution)"}, {"id": "mai-20260917-0922-baseline|c132-m6|alibaba-small|GitLab CE", "prompt": "c132-m6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab CE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Self-Hosted Options: Use GitLab CE, Gitea, or Forgejo"}, {"id": "mai-20260917-0922-baseline|c132-m6|alibaba-small|Gitea", "prompt": "c132-m6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use **GitLab CE**, **Gitea**, or **Forgejo**"}, {"id": "mai-20260917-0922-baseline|c132-m6|alibaba-small|Forgejo", "prompt": "c132-m6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Forgejo** (Fork of Gitea) on your own VPS"}, {"id": "mai-20260917-0922-baseline|c132-m6|alibaba-small|Codeberg", "prompt": "c132-m6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Codeberg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Platforms like **Codeberg** (non-profit, Germany-based)"}, {"id": "mai-20260917-0922-baseline|c132-m6|alibaba-small|SourceHut", "prompt": "c132-m6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceHut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or **SourceHut** explicitly state they do not track users"}, {"id": "mai-20260917-0922-baseline|c132-m6|anthropic-small|GitHub", "prompt": "c132-m6", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Incidents affecting GitHub users in 2023 increased by over 21% compared to the previous year"}, {"id": "mai-20260917-0922-baseline|c132-m6|anthropic-small|GitLab", "prompt": "c132-m6", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "GitLab users experienced remote code execution (RCE) vulnerabilities, social engineering campaigns targeting employees' personal accounts, and critical account takeover flaws"}, {"id": "mai-20260917-0922-baseline|c132-m6|anthropic-small|Bitbucket/Jira (Atlassian)", "prompt": "c132-m6", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket/Jira (Atlassian)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "About one-third of Bitbucket incidents had major impact ... Atlassian struggled with high-severity flaws including CVSS scores over 9"}, {"id": "mai-20260917-0922-baseline|c132-m6|challenger-small|GitHub", "prompt": "c132-m6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the most frequently criticized for vendor lock-in, policy changes, regional/service restrictions, AI-training concerns, and occasional downtime"}, {"id": "mai-20260917-0922-baseline|c132-m6|challenger-small|GitLab.com", "prompt": "c132-m6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "widely used and generally strong, but still a hosted platform with the usual cloud-service risks"}, {"id": "mai-20260917-0922-baseline|c132-m6|challenger-small|Bitbucket Cloud", "prompt": "c132-m6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "still a proprietary hosted service and should be evaluated for retention, access-control, and ecosystem dependence"}, {"id": "mai-20260917-0922-baseline|c132-m6|challenger-small|Azure DevOps", "prompt": "c132-m6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "similarly a proprietary cloud service tied to Microsoft's ecosystem and policies"}, {"id": "mai-20260917-0922-baseline|c132-m6|challenger-small|SourceForge", "prompt": "c132-m6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceForge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "use caution because some listings note advertising or less polished code browsing experiences"}, {"id": "mai-20260917-0922-baseline|c132-m6|challenger-small|self-hosted GitLab", "prompt": "c132-m6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "self-hosted GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "the sources point more favorably toward **self-hosted GitLab, Gitea, Forgejo, SourceHut, or Codeberg**"}, {"id": "mai-20260917-0922-baseline|c132-m6|challenger-small|Gitea", "prompt": "c132-m6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "point more favorably toward **self-hosted GitLab, Gitea, Forgejo, SourceHut, or Codeberg**"}, {"id": "mai-20260917-0922-baseline|c132-m6|challenger-small|Forgejo", "prompt": "c132-m6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "point more favorably toward **self-hosted GitLab, Gitea, Forgejo, SourceHut, or Codeberg**"}, {"id": "mai-20260917-0922-baseline|c132-m6|challenger-small|SourceHut", "prompt": "c132-m6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceHut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "point more favorably toward **self-hosted GitLab, Gitea, Forgejo, SourceHut, or Codeberg**"}, {"id": "mai-20260917-0922-baseline|c132-m6|challenger-small|Codeberg", "prompt": "c132-m6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Codeberg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "point more favorably toward **self-hosted GitLab, Gitea, Forgejo, SourceHut, or Codeberg**"}, {"id": "mai-20260917-0922-baseline|c132-m6|deepseek-small|Google Code", "prompt": "c132-m6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Google Code", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Google Code – Shut down in 2016. It exists only as a read-only archive."}, {"id": "mai-20260917-0922-baseline|c132-m6|deepseek-small|Microsoft CodePlex", "prompt": "c132-m6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Microsoft CodePlex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Followed Google Code into the grave in 2017."}, {"id": "mai-20260917-0922-baseline|c132-m6|deepseek-small|SourceForge", "prompt": "c132-m6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceForge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid for Hosting Code You Care About: SourceForge"}, {"id": "mai-20260917-0922-baseline|c132-m6|deepseek-small|GitHub", "prompt": "c132-m6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "hosting it on a free GitHub plan is a policy risk"}, {"id": "mai-20260917-0922-baseline|c132-m6|deepseek-small|GitLab", "prompt": "c132-m6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "you should be cautious about their **Cloud/SaaS offering** versus their self-hosted offering"}, {"id": "mai-20260917-0922-baseline|c132-m6|deepseek-small|Bitbucket (Atlassian)", "prompt": "c132-m6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket (Atlassian)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The free tier is severely limited (only 5 users)... feature stagnation compared to GitHub/GitLab."}, {"id": "mai-20260917-0922-baseline|c132-m6|deepseek-small|Azure DevOps", "prompt": "c132-m6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "for smaller teams, it’s a trap"}, {"id": "mai-20260917-0922-baseline|c132-m6|deepseek-small|Gitea", "prompt": "c132-m6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Platforms like **Gitea, Forgejo, and self-hosted GitLab** are excellent. However, they shift the security burden onto *you*."}, {"id": "mai-20260917-0922-baseline|c132-m6|deepseek-small|Forgejo", "prompt": "c132-m6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Forgejo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "For maximum control, **self-hosted Gitea/Forgejo** is best, but only if you commit to patching it weekly."}, {"id": "mai-20260917-0922-baseline|c132-m6|google-small|Gitee", "prompt": "c132-m6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Who should avoid it: Anyone building open-source projects, international teams, or developers requiring privacy, censorship resistance, or anonymity."}, {"id": "mai-20260917-0922-baseline|c132-m6|google-small|SourceForge", "prompt": "c132-m6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceForge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Who should avoid it: Any modern engineering team looking for a standard DevSecOps development lifecycle."}, {"id": "mai-20260917-0922-baseline|c132-m6|google-small|AWS CodeCommit", "prompt": "c132-m6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Corporate Deprecation Risk: ... could face sudden policy changes or future deprecation sweeps"}, {"id": "mai-20260917-0922-baseline|c132-m6|google-small|Bitbucket (Atlassian)", "prompt": "c132-m6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket (Atlassian)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Bitbucket's UI is notoriously clunky and often slow."}, {"id": "mai-20260917-0922-baseline|c132-m6|google-small|Gitea", "prompt": "c132-m6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Who should be cautious: Small teams or startups that lack dedicated DevOps or System Administrator resources"}, {"id": "mai-20260917-0922-baseline|c132-m6|google-small|Forgejo", "prompt": "c132-m6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Forgejo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Setting up your own Git server using open-source tools like Gitea, Forgejo, or GitLab Community Edition (CE)... Security Overhead"}, {"id": "mai-20260917-0922-baseline|c132-m6|google-small|GitLab", "prompt": "c132-m6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Publicly accessible self-hosted GitLab instances are prime, frequent targets for automated zero-day exploits."}, {"id": "mai-20260917-0922-baseline|c132-m6|google-small|GitHub (Microsoft)", "prompt": "c132-m6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub (Microsoft)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Platforms to Avoid if You Dislike AI-Training on Your Code ... many developers remain skeptical of Microsoft's licensing boundaries"}, {"id": "mai-20260917-0922-baseline|c132-m6|google-small|Codeberg", "prompt": "c132-m6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Codeberg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Alternative: Consider Codeberg (a non-profit, privacy-focused Git host that actively bans generative-AI written repos and respects copyleft licensing)"}, {"id": "mai-20260917-0922-baseline|c132-m6|meta-small|GitHub", "prompt": "c132-m6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "GitHub is a platform that some users may want to avoid due to its controversies"}, {"id": "mai-20260917-0922-baseline|c132-m6|meta-small|GitLab", "prompt": "c132-m6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other platforms like GitLab, Bitbucket, Gitea, Codeberg, and SourceHut are mentioned as alternatives to GitHub."}, {"id": "mai-20260917-0922-baseline|c132-m6|meta-small|Bitbucket", "prompt": "c132-m6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "mentioned as alternatives to GitHub"}, {"id": "mai-20260917-0922-baseline|c132-m6|meta-small|Gitea", "prompt": "c132-m6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "mentioned as alternatives to GitHub"}, {"id": "mai-20260917-0922-baseline|c132-m6|meta-small|Codeberg", "prompt": "c132-m6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Codeberg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Codeberg and Forgejo are mentioned as alternatives that prioritize data retention within the EU and GDPR compliance."}, {"id": "mai-20260917-0922-baseline|c132-m6|meta-small|SourceHut", "prompt": "c132-m6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceHut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "mentioned as alternatives to GitHub"}, {"id": "mai-20260917-0922-baseline|c132-m6|meta-small|Forgejo", "prompt": "c132-m6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Codeberg and Forgejo are mentioned as alternatives that prioritize data retention within the EU and GDPR compliance."}, {"id": "mai-20260917-0922-baseline|c132-m6|minimax-small|GitLab", "prompt": "c132-m6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Security vulnerabilities**: Exploited in the **Byte Federal breach** ... **High incident volume**: 97 reported incidents in 2024"}, {"id": "mai-20260917-0922-baseline|c132-m6|minimax-small|Bitbucket (Atlassian)", "prompt": "c132-m6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket (Atlassian)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Multiple high-severity vulnerabilities patched in 2024 ... **Weaker CI/CD**"}, {"id": "mai-20260917-0922-baseline|c132-m6|minimax-small|GitHub", "prompt": "c132-m6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**AI training concerns**: Despite opt-out options, some concerns remain about code usage for AI training"}, {"id": "mai-20260917-0922-baseline|c132-m6|minimax-small|Codeberg", "prompt": "c132-m6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Codeberg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**For open source**: Codeberg or SourceHut offer strong privacy commitments"}, {"id": "mai-20260917-0922-baseline|c132-m6|minimax-small|Forgejo", "prompt": "c132-m6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider self-hosted options (GitLab CE, Gitea, Forgejo) if data sovereignty is critical"}, {"id": "mai-20260917-0922-baseline|c132-m6|minimax-small|Gitea", "prompt": "c132-m6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider self-hosted options (GitLab CE, Gitea, Forgejo) if data sovereignty is critical"}, {"id": "mai-20260917-0922-baseline|c132-m6|minimax-small|SourceHut", "prompt": "c132-m6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceHut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**For open source**: Codeberg or SourceHut offer strong privacy commitments"}, {"id": "mai-20260917-0922-baseline|c132-m6|mistral-small|GitLab", "prompt": "c132-m6", "model": "mistral-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub** and **GitLab** are widely regarded as the most robust and feature-rich, with strong ecosystems and integration options."}, {"id": "mai-20260917-0922-baseline|c132-m6|mistral-small|GitHub Enterprise Server", "prompt": "c132-m6", "model": "mistral-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub Enterprise Server", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avoid or be cautious with self-hosted platforms unless you have strong patching and monitoring processes in place."}, {"id": "mai-20260917-0922-baseline|c132-m6|mistral-small|GitHub", "prompt": "c132-m6", "model": "mistral-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**GitHub** and **GitLab** are widely regarded as the most robust and feature-rich"}, {"id": "mai-20260917-0922-baseline|c132-m6|mistral-small|Bitbucket", "prompt": "c132-m6", "model": "mistral-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bitbucket** is popular for teams already using Atlassian tools."}, {"id": "mai-20260917-0922-baseline|c132-m6|mistral-small|Azure DevOps", "prompt": "c132-m6", "model": "mistral-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**GitHub, GitLab, Bitbucket, and Azure DevOps** have all been targeted in recent supply-chain intrusions and credential theft campaigns."}, {"id": "mai-20260917-0922-baseline|c132-m6|mistral-small|Codeberg", "prompt": "c132-m6", "model": "mistral-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Codeberg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Codeberg** is a free, open-source alternative with a focus on privacy and community."}, {"id": "mai-20260917-0922-baseline|c132-m6|moonshot-small|OSDN", "prompt": "c132-m6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "OSDN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**OSDN** | Defunct (April 2025)"}, {"id": "mai-20260917-0922-baseline|c132-m6|moonshot-small|Phabricator", "prompt": "c132-m6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Phabricator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Phabricator** | End of Life | No longer maintained by Phacility"}, {"id": "mai-20260917-0922-baseline|c132-m6|moonshot-small|Google Code", "prompt": "c132-m6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Google Code", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Google Code** | Shut down (2016)"}, {"id": "mai-20260917-0922-baseline|c132-m6|moonshot-small|SourceForge", "prompt": "c132-m6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceForge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**SourceForge** | Declining | Historically bundled malware with downloads"}, {"id": "mai-20260917-0922-baseline|c132-m6|moonshot-small|GitHub", "prompt": "c132-m6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**GitHub** (Microsoft-owned) **Concerns:** ... Jurisdiction Risk ... Uptime Issues"}, {"id": "mai-20260917-0922-baseline|c132-m6|moonshot-small|GitLab", "prompt": "c132-m6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Rising Incidents**: 21% increase in incidents year-over-year (2024)"}, {"id": "mai-20260917-0922-baseline|c132-m6|moonshot-small|Bitbucket", "prompt": "c132-m6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Smaller Ecosystem**: Fewer third-party integrations than GitHub/GitLab"}, {"id": "mai-20260917-0922-baseline|c132-m6|moonshot-small|Azure DevOps", "prompt": "c132-m6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "All major platforms (GitHub, GitLab, Bitbucket, Azure DevOps) have experienced"}, {"id": "mai-20260917-0922-baseline|c132-m6|moonshot-small|Codeberg", "prompt": "c132-m6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Codeberg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Codeberg** | Hosted, non-profit | Free, EU-based, open-source values"}, {"id": "mai-20260917-0922-baseline|c132-m6|moonshot-small|Gitea", "prompt": "c132-m6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Gitea** | Self-hosted | Lightweight, single binary, MIT-licensed"}, {"id": "mai-20260917-0922-baseline|c132-m6|moonshot-small|Forgejo", "prompt": "c132-m6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Forgejo** | Self-hosted | Codeberg's fork, community-driven"}, {"id": "mai-20260917-0922-baseline|c132-m6|moonshot-small|SourceHut", "prompt": "c132-m6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceHut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**SourceHut** | Hosted | Minimalist, pay-what-you-can"}, {"id": "mai-20260917-0922-baseline|c132-m6|xai-small|SourceForge", "prompt": "c132-m6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceForge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**SourceForge is one to avoid.**"}, {"id": "mai-20260917-0922-baseline|c132-m6|xai-small|GitHub", "prompt": "c132-m6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Frequent outages ...; aggressive US DMCA takedowns; code/metadata used for AI training ... Avoid if EU data sovereignty, AI data concerns, or high uptime critical."}, {"id": "mai-20260917-0922-baseline|c132-m6|xai-small|Bitbucket", "prompt": "c132-m6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid self-hosted Server installs. Cautious on Cloud if not using Atlassian stack"}, {"id": "mai-20260917-0922-baseline|c132-m6|xai-small|GitLab", "prompt": "c132-m6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cautious for self-hosting without ops expertise (high maintenance). Good for full CI/CD pipelines."}, {"id": "mai-20260917-0922-baseline|c132-m6|xai-small|Gitea", "prompt": "c132-m6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid unless experienced (higher risk than pro cloud for most)... Use Forgejo/Gitea for lightweight."}, {"id": "mai-20260917-0922-baseline|c132-m6|xai-small|Forgejo", "prompt": "c132-m6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Forgejo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid unless experienced (higher risk than pro cloud for most)... Use Forgejo/Gitea for lightweight."}, {"id": "mai-20260917-0922-baseline|c132-m6|xai-small|Codeberg", "prompt": "c132-m6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Codeberg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Minimal issues; privacy-focused (no AI training, EU-based for Codeberg)... Generally safe"}, {"id": "mai-20260917-0922-baseline|c132-m6|xai-small|SourceHut", "prompt": "c132-m6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceHut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others (Codeberg, SourceHut) | Minimal issues... Generally safe; cautious if needing enterprise support."}, {"id": "mai-20260917-0922-baseline|c132-m6|zai-small|Google Code", "prompt": "c132-m6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Google Code", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** It has been **completely shut down since 2016**"}, {"id": "mai-20260917-0922-baseline|c132-m6|zai-small|SourceForge", "prompt": "c132-m6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceForge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** SourceForge (malware risk)"}, {"id": "mai-20260917-0922-baseline|c132-m6|zai-small|GitLab (Self-Hosted)", "prompt": "c132-m6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab (Self-Hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Use with Caution (Self-Hosted):** GitLab"}, {"id": "mai-20260917-0922-baseline|c132-m6|zai-small|GitHub", "prompt": "c132-m6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Use with Caution (Reliability):** GitHub (high outage volume in 2025-2026)"}, {"id": "mai-20260917-0922-baseline|c132-m6|zai-small|Bitbucket", "prompt": "c132-m6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Standard Choice:** Bitbucket or Azure DevOps"}, {"id": "mai-20260917-0922-baseline|c132-m6|zai-small|Gitea", "prompt": "c132-m6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Use with Caution (Self-Hosted):** GitLab, Gitea, Forgejo (requires constant vigilance)"}, {"id": "mai-20260917-0922-baseline|c132-m6|zai-small|Forgejo", "prompt": "c132-m6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Forgejo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Use with Caution (Self-Hosted):** GitLab, Gitea, Forgejo (requires constant vigilance)"}, {"id": "mai-20260917-0922-baseline|c132-m6|zai-small|Azure DevOps", "prompt": "c132-m6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Standard Choice:** Bitbucket or Azure DevOps (if integrated into your corporate ecosystem)"}, {"id": "mai-20260917-0922-baseline|c132-s1|alibaba-small|Bitbucket", "prompt": "c132-s1", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Bitbucket** if you are already embedded in the Atlassian world."}, {"id": "mai-20260917-0922-baseline|c132-s1|alibaba-small|GitHub", "prompt": "c132-s1", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GitHub** is generally the safest default due to its superior ecosystem."}, {"id": "mai-20260917-0922-baseline|c132-s1|alibaba-small|GitLab", "prompt": "c132-s1", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose GitLab if: You want a \"do-it-all\" tool that handles builds, testing, and security"}, {"id": "mai-20260917-0922-baseline|c132-s1|anthropic-small|GitHub", "prompt": "c132-s1", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, GitHub or GitLab are the best starting points"}, {"id": "mai-20260917-0922-baseline|c132-s1|anthropic-small|GitLab", "prompt": "c132-s1", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, GitHub or GitLab are the best starting points"}, {"id": "mai-20260917-0922-baseline|c132-s1|anthropic-small|Bitbucket", "prompt": "c132-s1", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Made by Atlassian, integrates well with other Atlassian products (Jira, Confluence)"}, {"id": "mai-20260917-0922-baseline|c132-s1|anthropic-small|Gitea", "prompt": "c132-s1", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Gitea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A self-hosted option that's lightweight and can be deployed on your own infrastructure"}, {"id": "mai-20260917-0922-baseline|c132-s1|challenger-small|GitHub", "prompt": "c132-s1", "model": "challenger-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best source control hosting platform is usually **GitHub**"}, {"id": "mai-20260917-0922-baseline|c132-s1|challenger-small|AWS CodeCommit", "prompt": "c132-s1", "model": "challenger-small", "cat": "source-control-hosting", "variant": "direct", "raw": "AWS CodeCommit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS CodeCommit** is a strong alternative for private Git hosting"}, {"id": "mai-20260917-0922-baseline|c132-s1|challenger-small|GitLab", "prompt": "c132-s1", "model": "challenger-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GitLab**: best if you want a more all-in-one DevOps platform and are willing to manage a bit more complexity"}, {"id": "mai-20260917-0922-baseline|c132-s1|deepseek-small|GitHub", "prompt": "c132-s1", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Default pick → GitHub.** It's the safest, most versatile choice."}, {"id": "mai-20260917-0922-baseline|c132-s1|deepseek-small|GitLab", "prompt": "c132-s1", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose GitLab** if you want one consolidated platform with built-in CI/CD and security/compliance"}, {"id": "mai-20260917-0922-baseline|c132-s1|deepseek-small|Bitbucket", "prompt": "c132-s1", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Bitbucket** if you're already deep in Jira/Atlassian"}, {"id": "mai-20260917-0922-baseline|c132-s1|google-small|GitHub", "prompt": "c132-s1", "model": "google-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub is the default choice for most modern startups and small-to-medium B2B businesses."}, {"id": "mai-20260917-0922-baseline|c132-s1|google-small|GitLab", "prompt": "c132-s1", "model": "google-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose GitLab if you are building complex CI/CD environments and want a single, all-in-one tool"}, {"id": "mai-20260917-0922-baseline|c132-s1|google-small|Bitbucket", "prompt": "c132-s1", "model": "google-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Bitbucket if your team heavily relies on Jira/Confluence and you need advanced security features"}, {"id": "mai-20260917-0922-baseline|c132-s1|google-small|Azure DevOps", "prompt": "c132-s1", "model": "google-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Highly recommended only if your B2B software is entirely built on Microsoft .NET"}, {"id": "mai-20260917-0922-baseline|c132-s1|google-small|AWS CodeCommit", "prompt": "c132-s1", "model": "google-small", "cat": "source-control-hosting", "variant": "direct", "raw": "AWS CodeCommit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It is rarely the best choice for a team's primary source control."}, {"id": "mai-20260917-0922-baseline|c132-s1|meta-small|GitHub", "prompt": "c132-s1", "model": "meta-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub is a popular choice, with a G2 rating of 4.7/5 and pricing starting at free."}, {"id": "mai-20260917-0922-baseline|c132-s1|meta-small|GitLab", "prompt": "c132-s1", "model": "meta-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "some of the top options include GitHub, GitLab, and Bitbucket"}, {"id": "mai-20260917-0922-baseline|c132-s1|meta-small|Bitbucket", "prompt": "c132-s1", "model": "meta-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "some of the top options include GitHub, GitLab, and Bitbucket"}, {"id": "mai-20260917-0922-baseline|c132-s1|minimax-small|Bitbucket", "prompt": "c132-s1", "model": "minimax-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitbucket offers the best value** at $3.65/user with good B2B features"}, {"id": "mai-20260917-0922-baseline|c132-s1|minimax-small|GitHub", "prompt": "c132-s1", "model": "minimax-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "but GitHub is the industry standard with better third-party integrations"}, {"id": "mai-20260917-0922-baseline|c132-s1|minimax-small|GitLab", "prompt": "c132-s1", "model": "minimax-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need built-in CI/CD and DevOps**: **GitLab Premium** (though pricier)"}, {"id": "mai-20260917-0922-baseline|c132-s1|mistral-small|GitHub", "prompt": "c132-s1", "model": "mistral-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub** is the most popular and user-friendly, ideal for most small B2B companies."}, {"id": "mai-20260917-0922-baseline|c132-s1|mistral-small|Bitbucket", "prompt": "c132-s1", "model": "mistral-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitbucket** is another strong option, especially if you’re already using other Atlassian products"}, {"id": "mai-20260917-0922-baseline|c132-s1|mistral-small|AWS CodeCommit", "prompt": "c132-s1", "model": "mistral-small", "cat": "source-control-hosting", "variant": "direct", "raw": "AWS CodeCommit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good choice if your company is already using AWS services... but it may require more setup and AWS expertise"}, {"id": "mai-20260917-0922-baseline|c132-s1|moonshot-small|GitHub", "prompt": "c132-s1", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, I recommend GitHub"}, {"id": "mai-20260917-0922-baseline|c132-s1|moonshot-small|GitLab", "prompt": "c132-s1", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab** - Best for Complete DevOps"}, {"id": "mai-20260917-0922-baseline|c132-s1|moonshot-small|Bitbucket", "prompt": "c132-s1", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitbucket** - Best for Atlassian Users"}, {"id": "mai-20260917-0922-baseline|c132-s1|openai-small|GitHub Team", "prompt": "c132-s1", "model": "openai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub Team", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **GitHub Team**"}, {"id": "mai-20260917-0922-baseline|c132-s1|openai-small|GitLab Premium", "prompt": "c132-s1", "model": "openai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "unless you specifically want an all-in-one DevSecOps platform, in which case **GitLab Premium** is often the better fit"}, {"id": "mai-20260917-0922-baseline|c132-s1|openai-small|Bitbucket", "prompt": "c132-s1", "model": "openai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitbucket** = best if Jira/Atlassian is already central"}, {"id": "mai-20260917-0922-baseline|c132-s1|xai-small|GitHub", "prompt": "c132-s1", "model": "xai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub is generally the best source control hosting platform for most small B2B companies**"}, {"id": "mai-20260917-0922-baseline|c132-s1|xai-small|GitLab", "prompt": "c132-s1", "model": "xai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose GitLab** if you need built-in security scanning/compliance from day 1 or self-hosting"}, {"id": "mai-20260917-0922-baseline|c132-s1|xai-small|Bitbucket", "prompt": "c132-s1", "model": "xai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Bitbucket** if you're all-in on Jira/Confluence"}, {"id": "mai-20260917-0922-baseline|c132-s1|xai-small|Azure DevOps", "prompt": "c132-s1", "model": "xai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Others like Azure DevOps (Microsoft stack) or self-hosted Gitea rarely beat these for SMBs."}, {"id": "mai-20260917-0922-baseline|c132-s1|xai-small|Gitea", "prompt": "c132-s1", "model": "xai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Gitea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Others like Azure DevOps (Microsoft stack) or self-hosted Gitea rarely beat these for SMBs."}, {"id": "mai-20260917-0922-baseline|c132-s1|zai-small|GitHub", "prompt": "c132-s1", "model": "zai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies today, **GitHub** is the best starting point"}, {"id": "mai-20260917-0922-baseline|c132-s1|zai-small|GitLab", "prompt": "c132-s1", "model": "zai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitLab is ideal if you want \"code → CI/CD → security → compliance\" in one place"}, {"id": "mai-20260917-0922-baseline|c132-s1|zai-small|Bitbucket", "prompt": "c132-s1", "model": "zai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitbucket is the clear winner if you're already heavily invested in the Atlassian stack"}, {"id": "mai-20260917-0922-baseline|c132-s1|zai-small|Azure DevOps", "prompt": "c132-s1", "model": "zai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure DevOps is a strong choice if your stack is already Microsoft-centric"}, {"id": "mai-20260917-0922-baseline|c132-s1|zai-small|Gitea", "prompt": "c132-s1", "model": "zai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Self-hosted Gitea or GitLab CE** | Full control over infrastructure, no vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c132-s1|zai-small|Codeberg", "prompt": "c132-s1", "model": "zai-small", "cat": "source-control-hosting", "variant": "direct", "raw": "Codeberg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a **self-hosted** solution (Gitea, GitLab CE, Codeberg) may be required"}, {"id": "mai-20260917-0922-baseline|c132-s2|alibaba-small|GitHub", "prompt": "c132-s2", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My Final Verdict:** Go with **GitHub**. It is the lowest-friction choice."}, {"id": "mai-20260917-0922-baseline|c132-s2|alibaba-small|GitLab", "prompt": "c132-s2", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your B2B sales cycle involves dealing with regulated industries ... GitLab is a powerful alternative."}, {"id": "mai-20260917-0922-baseline|c132-s2|alibaba-small|Bitbucket", "prompt": "c132-s2", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You should only choose Bitbucket if your small business is deeply integrated into Atlassian software."}, {"id": "mai-20260917-0922-baseline|c132-s2|anthropic-small|GitHub", "prompt": "c132-s2", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation**: Start with **GitHub** for most small B2B businesses. It's the industry standard"}, {"id": "mai-20260917-0922-baseline|c132-s2|anthropic-small|GitLab", "prompt": "c132-s2", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab** - A strong alternative"}, {"id": "mai-20260917-0922-baseline|c132-s2|anthropic-small|Gitea", "prompt": "c132-s2", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Gitea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Gitea** or **Gitbucket** - If you prefer: Self-hosted solutions"}, {"id": "mai-20260917-0922-baseline|c132-s2|anthropic-small|Gitbucket", "prompt": "c132-s2", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Gitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Gitea** or **Gitbucket** - If you prefer: Self-hosted solutions"}, {"id": "mai-20260917-0922-baseline|c132-s2|challenger-small|GitLab", "prompt": "c132-s2", "model": "challenger-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitLab** is the safest fit for most small B2B businesses because it balances privacy, collaboration, and commercial workflow features well"}, {"id": "mai-20260917-0922-baseline|c132-s2|challenger-small|Bitbucket", "prompt": "c132-s2", "model": "challenger-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitbucket** if your team already relies on Jira and other Atlassian tools"}, {"id": "mai-20260917-0922-baseline|c132-s2|challenger-small|GitHub", "prompt": "c132-s2", "model": "challenger-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GitHub** is still the broadest and easiest-to-adopt option"}, {"id": "mai-20260917-0922-baseline|c132-s2|deepseek-small|GitLab", "prompt": "c132-s2", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommendation: **GitLab** (self-hosted option), with **GitHub** a strong runner-up"}, {"id": "mai-20260917-0922-baseline|c132-s2|deepseek-small|GitHub", "prompt": "c132-s2", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **GitHub** a strong runner-up"}, {"id": "mai-20260917-0922-baseline|c132-s2|deepseek-small|Bitbucket", "prompt": "c132-s2", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Only if your business already runs the **Atlassian stack (Jira, Confluence)**... Otherwise, it offers less for B2B compliance needs."}, {"id": "mai-20260917-0922-baseline|c132-s2|google-small|GitHub", "prompt": "c132-s2", "model": "google-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you don't have a highly specific technical reason to choose otherwise, GitHub is the default recommendation."}, {"id": "mai-20260917-0922-baseline|c132-s2|google-small|Bitbucket", "prompt": "c132-s2", "model": "google-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Bitbucket** if your B2B business relies heavily on Jira to coordinate projects"}, {"id": "mai-20260917-0922-baseline|c132-s2|google-small|GitLab", "prompt": "c132-s2", "model": "google-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The interface can be bloated and overwhelming for a small team, and it is significantly more expensive."}, {"id": "mai-20260917-0922-baseline|c132-s2|meta-small|GitHub", "prompt": "c132-s2", "model": "meta-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top Git hosting services include GitHub, GitLab, and Bitbucket"}, {"id": "mai-20260917-0922-baseline|c132-s2|meta-small|GitLab", "prompt": "c132-s2", "model": "meta-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top Git hosting services include GitHub, GitLab, and Bitbucket"}, {"id": "mai-20260917-0922-baseline|c132-s2|meta-small|Bitbucket", "prompt": "c132-s2", "model": "meta-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top Git hosting services include GitHub, GitLab, and Bitbucket"}, {"id": "mai-20260917-0922-baseline|c132-s2|minimax-small|GitHub", "prompt": "c132-s2", "model": "minimax-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **GitHub** unless you have specific requirements for self-hosting"}, {"id": "mai-20260917-0922-baseline|c132-s2|minimax-small|GitLab", "prompt": "c132-s2", "model": "minimax-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## **GitLab** (Great alternative)"}, {"id": "mai-20260917-0922-baseline|c132-s2|mistral-small|GitHub", "prompt": "c132-s2", "model": "mistral-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **GitHub** is the best starting point due to its widespread adoption and ease of use"}, {"id": "mai-20260917-0922-baseline|c132-s2|mistral-small|GitLab", "prompt": "c132-s2", "model": "mistral-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab** is a close second if you need more built-in DevOps features"}, {"id": "mai-20260917-0922-baseline|c132-s2|mistral-small|Bitbucket", "prompt": "c132-s2", "model": "mistral-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitbucket** is also worth considering if your team uses other Atlassian products like Jira or Confluence"}, {"id": "mai-20260917-0922-baseline|c132-s2|moonshot-small|GitHub Team", "prompt": "c132-s2", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Team", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Team** – Best Overall Choice for Most Small B2B Businesses"}, {"id": "mai-20260917-0922-baseline|c132-s2|moonshot-small|Bitbucket", "prompt": "c132-s2", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Already using Jira/Confluence | **Bitbucket** ($3.65/user – cheapest, native Atlassian integration)"}, {"id": "mai-20260917-0922-baseline|c132-s2|moonshot-small|GitLab", "prompt": "c132-s2", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strict compliance/data residency needs | **GitLab** (self-hosted option, built-in security scanning)"}, {"id": "mai-20260917-0922-baseline|c132-s2|openai-small|GitHub Team", "prompt": "c132-s2", "model": "openai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub Team", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **GitHub Team** unless you have a specific reason to prefer GitLab or Bitbucket"}, {"id": "mai-20260917-0922-baseline|c132-s2|openai-small|GitLab", "prompt": "c132-s2", "model": "openai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want integrated DevOps/self-hosting flexibility:** GitLab"}, {"id": "mai-20260917-0922-baseline|c132-s2|openai-small|Bitbucket", "prompt": "c132-s2", "model": "openai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you live in Atlassian already:** Bitbucket"}, {"id": "mai-20260917-0922-baseline|c132-s2|xai-small|GitHub", "prompt": "c132-s2", "model": "xai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**I'd recommend GitHub** for most small businesses (SMBs) selling B2B"}, {"id": "mai-20260917-0922-baseline|c132-s2|xai-small|GitLab", "prompt": "c132-s2", "model": "xai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need unlimited users cheap + full DevOps? GitLab."}, {"id": "mai-20260917-0922-baseline|c132-s2|xai-small|Bitbucket", "prompt": "c132-s2", "model": "xai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use **Atlassian tools**? Bitbucket."}, {"id": "mai-20260917-0922-baseline|c132-s2|zai-small|GitHub", "prompt": "c132-s2", "model": "zai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses that sell to other businesses, **GitHub** is the best starting point."}, {"id": "mai-20260917-0922-baseline|c132-s2|zai-small|Bitbucket", "prompt": "c132-s2", "model": "zai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitbucket** is a strong runner‑up"}, {"id": "mai-20260917-0922-baseline|c132-s2|zai-small|GitLab", "prompt": "c132-s2", "model": "zai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a self‑hosted setup with full DevSecOps and you have the technical resources, **GitLab** ... is ideal."}, {"id": "mai-20260917-0922-baseline|c132-s2|zai-small|Gitea/Forgejo", "prompt": "c132-s2", "model": "zai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Gitea/Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "lightweight **Gitea/Forgejo** are excellent self‑hosted options"}, {"id": "mai-20260917-0922-baseline|c132-s2|zai-small|Azure DevOps", "prompt": "c132-s2", "model": "zai-small", "cat": "source-control-hosting", "variant": "paraphrase", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Microsoft ecosystem + Azure integration** | **Azure DevOps**"}, {"id": "mai-20260917-0922-baseline|c132-s3|alibaba-small|GitHub", "prompt": "c132-s3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GitHub is the default choice for the vast majority of developers today.\"... \"Choose GitHub if you want the industry standard"}, {"id": "mai-20260917-0922-baseline|c132-s3|alibaba-small|GitLab", "prompt": "c132-s3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is the strongest competitor to GitHub, particularly favored by engineering-led teams who want strict workflows."}, {"id": "mai-20260917-0922-baseline|c132-s3|alibaba-small|Bitbucket", "prompt": "c132-s3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Bitbucket specifically if your Project Managers live in Jira"}, {"id": "mai-20260917-0922-baseline|c132-s3|alibaba-small|Gitea", "prompt": "c132-s3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like Gitea or Forgejo are becoming incredibly popular alternatives"}, {"id": "mai-20260917-0922-baseline|c132-s3|alibaba-small|Forgejo", "prompt": "c132-s3", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Forgejo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Honorable Mention: Self-Hosted (Gitea / Forgejo)"}, {"id": "mai-20260917-0922-baseline|c132-s3|anthropic-small|GitHub", "prompt": "c132-s3", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For an intuitive UI and ease of use, as well as a large community, GitHub beats the others hands down"}, {"id": "mai-20260917-0922-baseline|c132-s3|anthropic-small|GitLab", "prompt": "c132-s3", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "for small teams that just need basic repositories and lightweight CI, GitLab can feel complex"}, {"id": "mai-20260917-0922-baseline|c132-s3|anthropic-small|Bitbucket", "prompt": "c132-s3", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitbucket works well for small teams using Atlassian products"}, {"id": "mai-20260917-0922-baseline|c132-s3|anthropic-small|Gitea", "prompt": "c132-s3", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gitea fits teams that want a lightweight Git server with a familiar web UI"}, {"id": "mai-20260917-0922-baseline|c132-s3|challenger-small|GitHub", "prompt": "c132-s3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose GitHub** if your team wants the easiest collaboration experience and the broadest ecosystem of integrations and automations."}, {"id": "mai-20260917-0922-baseline|c132-s3|challenger-small|GitLab", "prompt": "c132-s3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose GitLab** if you want **source control + CI/CD + security** in one place, with the option to self-host."}, {"id": "mai-20260917-0922-baseline|c132-s3|challenger-small|Bitbucket", "prompt": "c132-s3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Bitbucket** if your team lives in **Jira/Atlassian**"}, {"id": "mai-20260917-0922-baseline|c132-s3|challenger-small|Azure DevOps Repos", "prompt": "c132-s3", "model": "challenger-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Azure DevOps Repos** if you already use **Microsoft/Azure**"}, {"id": "mai-20260917-0922-baseline|c132-s3|deepseek-small|GitHub", "prompt": "c132-s3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the practical recommendation is **GitHub for flexibility and community**, or **GitLab if you want an integrated pipeline**"}, {"id": "mai-20260917-0922-baseline|c132-s3|deepseek-small|GitLab", "prompt": "c132-s3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **GitLab if you want an integrated pipeline without juggling multiple tools**"}, {"id": "mai-20260917-0922-baseline|c132-s3|deepseek-small|Bitbucket (by Atlassian)", "prompt": "c132-s3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket (by Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're deeply invested in Jira or the Microsoft stack, Bitbucket or Azure DevOps will save you the most integration friction."}, {"id": "mai-20260917-0922-baseline|c132-s3|deepseek-small|Azure DevOps (Azure Repos)", "prompt": "c132-s3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps (Azure Repos)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal for teams building on the Microsoft/Azure stack"}, {"id": "mai-20260917-0922-baseline|c132-s3|deepseek-small|Gitea / Gogs", "prompt": "c132-s3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea / Gogs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Need privacy and want to avoid the cloud?** → Gitea/Gogs (self-hosted)"}, {"id": "mai-20260917-0922-baseline|c132-s3|deepseek-small|AWS CodeCommit", "prompt": "c132-s3", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Using AWS?** → AWS CodeCommit (IAM-secured, private VPC)"}, {"id": "mai-20260917-0922-baseline|c132-s3|google-small|GitHub", "prompt": "c132-s3", "model": "google-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose GitHub if you want the safest, most standard industry option... your developers will hit the ground running with no training."}, {"id": "mai-20260917-0922-baseline|c132-s3|google-small|GitLab", "prompt": "c132-s3", "model": "google-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose GitLab if you are in a highly regulated industry ... $29/user/month. This is a massive price jump from the free tier"}, {"id": "mai-20260917-0922-baseline|c132-s3|google-small|Bitbucket", "prompt": "c132-s3", "model": "google-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Bitbucket if your project management, ticket tracking, and documentation are already inside Jira and Confluence."}, {"id": "mai-20260917-0922-baseline|c132-s3|google-small|Gitea / Forgejo", "prompt": "c132-s3", "model": "google-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea / Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Gitea/Forgejo if you want total control over your own code"}, {"id": "mai-20260917-0922-baseline|c132-s3|meta-small|GitHub", "prompt": "c132-s3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "GitHub is the most popular and widely used, with a free plan and enterprise pricing."}, {"id": "mai-20260917-0922-baseline|c132-s3|meta-small|GitLab", "prompt": "c132-s3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "GitLab is known for its integrated SCM, CI/CD, and security features."}, {"id": "mai-20260917-0922-baseline|c132-s3|meta-small|Bitbucket", "prompt": "c132-s3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Bitbucket is tightly integrated with Jira and offers a free plan for small teams."}, {"id": "mai-20260917-0922-baseline|c132-s3|meta-small|Perforce Helix Core", "prompt": "c132-s3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Perforce Helix Core", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Perforce Helix Core is designed for large repositories and binary-heavy projects."}, {"id": "mai-20260917-0922-baseline|c132-s3|meta-small|Gitea", "prompt": "c132-s3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Gitea is a lightweight self-hosting option with low overhead."}, {"id": "mai-20260917-0922-baseline|c132-s3|meta-small|SourceForge", "prompt": "c132-s3", "model": "meta-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "SourceForge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SourceForge is a cloud-based repository hosting platform with distribution visibility."}, {"id": "mai-20260917-0922-baseline|c132-s3|minimax-small|GitHub", "prompt": "c132-s3", "model": "minimax-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ideal for**: Most teams, especially open-source projects"}, {"id": "mai-20260917-0922-baseline|c132-s3|minimax-small|GitLab", "prompt": "c132-s3", "model": "minimax-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Budget-conscious**: Start with **GitHub Free** or **GitLab Free**"}, {"id": "mai-20260917-0922-baseline|c132-s3|minimax-small|Bitbucket", "prompt": "c132-s3", "model": "minimax-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already using Jira**: **Bitbucket**"}, {"id": "mai-20260917-0922-baseline|c132-s3|minimax-small|Gitea", "prompt": "c132-s3", "model": "minimax-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Want full control**: **Gitea** self-hosted"}, {"id": "mai-20260917-0922-baseline|c132-s3|minimax-small|Azure DevOps", "prompt": "c132-s3", "model": "minimax-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Azure DevOps** | Per-user pricing | Custom | Microsoft enterprise teams |"}, {"id": "mai-20260917-0922-baseline|c132-s3|mistral-small|GitHub", "prompt": "c132-s3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, GitHub or GitLab are the best choices due to their balance of features, integrations, and ease of use."}, {"id": "mai-20260917-0922-baseline|c132-s3|mistral-small|GitLab", "prompt": "c132-s3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, GitHub or GitLab are the best choices"}, {"id": "mai-20260917-0922-baseline|c132-s3|mistral-small|Bitbucket", "prompt": "c132-s3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitbucket is ideal if you're already in the Atlassian ecosystem"}, {"id": "mai-20260917-0922-baseline|c132-s3|mistral-small|Perforce Helix Core", "prompt": "c132-s3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Perforce Helix Core", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not ideal for typical small code-only projects, but unmatched for large assets."}, {"id": "mai-20260917-0922-baseline|c132-s3|mistral-small|Gitea", "prompt": "c132-s3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gitea is best for privacy and simplicity"}, {"id": "mai-20260917-0922-baseline|c132-s3|mistral-small|SourceForge", "prompt": "c132-s3", "model": "mistral-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "SourceForge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Less popular for private or commercial projects, but still relevant for open source."}, {"id": "mai-20260917-0922-baseline|c132-s3|moonshot-small|GitHub", "prompt": "c132-s3", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub** (Most Popular) ... **Choose GitHub** if you want the easiest setup, best third-party integrations, and largest community"}, {"id": "mai-20260917-0922-baseline|c132-s3|moonshot-small|GitLab", "prompt": "c132-s3", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose GitLab** if you want everything in one platform with strong CI/CD and don't mind a steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c132-s3|moonshot-small|Bitbucket", "prompt": "c132-s3", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Bitbucket** if you're already invested in the Atlassian ecosystem (Jira/Confluence)"}, {"id": "mai-20260917-0922-baseline|c132-s3|moonshot-small|Gitea", "prompt": "c132-s3", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Self-Hosted** if you have technical expertise and want maximum control at minimal cost"}, {"id": "mai-20260917-0922-baseline|c132-s3|moonshot-small|Forgejo", "prompt": "c132-s3", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Forgejo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "## 4. **Self-Hosted Options** (Gitea, Forgejo)"}, {"id": "mai-20260917-0922-baseline|c132-s3|openai-small|GitHub", "prompt": "c132-s3", "model": "openai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose GitHub** if you want the safest default and the strongest ecosystem."}, {"id": "mai-20260917-0922-baseline|c132-s3|openai-small|GitLab", "prompt": "c132-s3", "model": "openai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose GitLab** if you want built-in CI/CD, security, and project management with fewer external tools."}, {"id": "mai-20260917-0922-baseline|c132-s3|openai-small|Bitbucket", "prompt": "c132-s3", "model": "openai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Bitbucket** if your team already lives in Jira/Confluence and wants a low-friction, low-cost Git host."}, {"id": "mai-20260917-0922-baseline|c132-s3|xai-small|GitHub", "prompt": "c132-s3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub**: Default choice—easiest start, scales well (most popular, 4.7/5 ratings)."}, {"id": "mai-20260917-0922-baseline|c132-s3|xai-small|GitLab", "prompt": "c132-s3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab**: If you want integrated everything (CI/security) without add-ons."}, {"id": "mai-20260917-0922-baseline|c132-s3|xai-small|Bitbucket", "prompt": "c132-s3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitbucket**: If <5 users or heavy Jira use (free privates shine here)."}, {"id": "mai-20260917-0922-baseline|c132-s3|xai-small|Azure Repos", "prompt": "c132-s3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Azure Repos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Others like Azure Repos or AWS CodeCommit are niche (e.g., for Microsoft/AWS stacks)"}, {"id": "mai-20260917-0922-baseline|c132-s3|xai-small|AWS CodeCommit", "prompt": "c132-s3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Others like Azure Repos or AWS CodeCommit are niche"}, {"id": "mai-20260917-0922-baseline|c132-s3|xai-small|Gitea", "prompt": "c132-s3", "model": "xai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "self-hosted options like Gitea suit privacy-focused teams but require setup"}, {"id": "mai-20260917-0922-baseline|c132-s3|zai-small|GitHub", "prompt": "c132-s3", "model": "zai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub** remains the most popular choice for most small teams due to its ecosystem, familiarity, and CI/CD flexibility."}, {"id": "mai-20260917-0922-baseline|c132-s3|zai-small|GitLab", "prompt": "c132-s3", "model": "zai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab** excels if you want an integrated DevSecOps platform and can benefit from its flat per‑group pricing."}, {"id": "mai-20260917-0922-baseline|c132-s3|zai-small|Bitbucket", "prompt": "c132-s3", "model": "zai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitbucket** is the right fit if you're already invested in the Atlassian ecosystem."}, {"id": "mai-20260917-0922-baseline|c132-s3|zai-small|Gitea", "prompt": "c132-s3", "model": "zai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gitea / Forgejo / Codey** are excellent self‑hosted alternatives for teams that want control, privacy, and low per‑user costs."}, {"id": "mai-20260917-0922-baseline|c132-s3|zai-small|Forgejo", "prompt": "c132-s3", "model": "zai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "lightweight self‑hosted options like **Gitea** (and its forks Forgejo/Codey) that are gaining popularity"}, {"id": "mai-20260917-0922-baseline|c132-s3|zai-small|Codey", "prompt": "c132-s3", "model": "zai-small", "cat": "source-control-hosting", "variant": "comparative", "raw": "Codey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "paid managed options (e.g., Codey ~€39/month per instance)"}, {"id": "mai-20260917-0922-baseline|c132-s4|alibaba-small|GitHub", "prompt": "c132-s4", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My Verdict:** Start with **GitHub**. The free tier is extremely capable"}, {"id": "mai-20260917-0922-baseline|c132-s4|alibaba-small|Azure DevOps", "prompt": "c132-s4", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Azure DevOps (Best Value for CI/CD)"}, {"id": "mai-20260917-0922-baseline|c132-s4|alibaba-small|Bitbucket", "prompt": "c132-s4", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitbucket (Best if you use Jira/Trello)"}, {"id": "mai-20260917-0922-baseline|c132-s4|alibaba-small|Gitea", "prompt": "c132-s4", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gitea / Forgejo (The \"Self-Hosted\" Alternative)"}, {"id": "mai-20260917-0922-baseline|c132-s4|alibaba-small|Forgejo", "prompt": "c132-s4", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Gitea** or its fork **Forgejo**. These are lightweight, open-source versions of GitHub."}, {"id": "mai-20260917-0922-baseline|c132-s4|alibaba-small|GitLab", "prompt": "c132-s4", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "much more compute time for free than GitLab or Bitbucket"}, {"id": "mai-20260917-0922-baseline|c132-s4|anthropic-small|GitHub", "prompt": "c132-s4", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for most small companies**: GitHub's free tier is hard to beat for getting started"}, {"id": "mai-20260917-0922-baseline|c132-s4|anthropic-small|GitLab", "prompt": "c132-s4", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want more features free**: GitLab's free tier includes more advanced features like CI/CD"}, {"id": "mai-20260917-0922-baseline|c132-s4|anthropic-small|Gitea", "prompt": "c132-s4", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want complete control**: Gitea or self-hosted GitLab if you have IT infrastructure"}, {"id": "mai-20260917-0922-baseline|c132-s4|anthropic-small|Bitbucket", "prompt": "c132-s4", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free tier for up to 5 users with unlimited private repositories"}, {"id": "mai-20260917-0922-baseline|c132-s4|challenger-small|Gitea", "prompt": "c132-s4", "model": "challenger-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gitea is the best budget-conscious self-hosted choice"}, {"id": "mai-20260917-0922-baseline|c132-s4|challenger-small|GitHub Free", "prompt": "c132-s4", "model": "challenger-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GitHub Free is the best budget-conscious hosted choice"}, {"id": "mai-20260917-0922-baseline|c132-s4|challenger-small|GitLab CE", "prompt": "c132-s4", "model": "challenger-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab CE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Choose GitLab CE only if you need a more complete all-in-one platform and can accept higher complexity... heavier than Gitea"}, {"id": "mai-20260917-0922-baseline|c132-s4|deepseek-small|GitHub", "prompt": "c132-s4", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. GitHub (Free tier) — best overall default**"}, {"id": "mai-20260917-0922-baseline|c132-s4|deepseek-small|Bitbucket", "prompt": "c132-s4", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Bitbucket (free tier) — cheapest paid seats**"}, {"id": "mai-20260917-0922-baseline|c132-s4|deepseek-small|GitLab", "prompt": "c132-s4", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. GitLab (free tier) — all-in-one DevOps**"}, {"id": "mai-20260917-0922-baseline|c132-s4|deepseek-small|Azure DevOps", "prompt": "c132-s4", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Azure DevOps — free for small teams** ... Decent if you're embedded in Microsoft stacks."}, {"id": "mai-20260917-0922-baseline|c132-s4|deepseek-small|Gitea", "prompt": "c132-s4", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For the absolute lowest cost, **self-hosting Gitea (or Forgejo)** on a cheap VPS is worth considering."}, {"id": "mai-20260917-0922-baseline|c132-s4|deepseek-small|Forgejo", "prompt": "c132-s4", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Forgejo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**self-hosting Gitea (or Forgejo)** on a cheap VPS"}, {"id": "mai-20260917-0922-baseline|c132-s4|google-small|GitHub", "prompt": "c132-s4", "model": "google-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For almost every startup or small business, **GitHub** is the default choice, and for good reason."}, {"id": "mai-20260917-0922-baseline|c132-s4|google-small|Azure DevOps", "prompt": "c132-s4", "model": "google-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Azure DevOps** (specifically Azure Repos) offers arguably the most feature-rich free offering on the market"}, {"id": "mai-20260917-0922-baseline|c132-s4|google-small|Bitbucket", "prompt": "c132-s4", "model": "google-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is already using Jira ... **Bitbucket** is highly cost-effective."}, {"id": "mai-20260917-0922-baseline|c132-s4|google-small|Gitea", "prompt": "c132-s4", "model": "google-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gitea** and its community-driven fork **Forgejo** are lightweight, open-source Git servers"}, {"id": "mai-20260917-0922-baseline|c132-s4|google-small|Forgejo", "prompt": "c132-s4", "model": "google-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have server space and the expertise to self-host, you pay $0 in licensing fees"}, {"id": "mai-20260917-0922-baseline|c132-s4|google-small|GitLab", "prompt": "c132-s4", "model": "google-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**it is generally not recommended for companies on a tight budget.**"}, {"id": "mai-20260917-0922-baseline|c132-s4|meta-small|GitHub Free", "prompt": "c132-s4", "model": "meta-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best source control hosting platform for a small company with a tight budget is GitHub Free, as it is sufficient for most cases and is free."}, {"id": "mai-20260917-0922-baseline|c132-s4|meta-small|Codeberg", "prompt": "c132-s4", "model": "meta-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Codeberg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Codeberg, Gitea, and Forgejo, which are also cost-effective"}, {"id": "mai-20260917-0922-baseline|c132-s4|meta-small|Gitea", "prompt": "c132-s4", "model": "meta-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Codeberg, Gitea, and Forgejo, which are also cost-effective"}, {"id": "mai-20260917-0922-baseline|c132-s4|meta-small|Forgejo", "prompt": "c132-s4", "model": "meta-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Codeberg, Gitea, and Forgejo, which are also cost-effective"}, {"id": "mai-20260917-0922-baseline|c132-s4|minimax-small|GitLab", "prompt": "c132-s4", "model": "minimax-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with GitLab Free - Best feature-to-price ratio with unlimited repos and CI/CD included"}, {"id": "mai-20260917-0922-baseline|c132-s4|minimax-small|GitHub", "prompt": "c132-s4", "model": "minimax-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cons: Expensive once you exceed 3 users ($4/user/month)"}, {"id": "mai-20260917-0922-baseline|c132-s4|minimax-small|Bitbucket", "prompt": "c132-s4", "model": "minimax-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need simplicity, Bitbucket works well with up to 5 users"}, {"id": "mai-20260917-0922-baseline|c132-s4|minimax-small|Gitea", "prompt": "c132-s4", "model": "minimax-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider Gitea self-hosted - completely free forever"}, {"id": "mai-20260917-0922-baseline|c132-s4|mistral-small|GitHub Free", "prompt": "c132-s4", "model": "mistral-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Free** is the best overall choice."}, {"id": "mai-20260917-0922-baseline|c132-s4|mistral-small|GitLab Free", "prompt": "c132-s4", "model": "mistral-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab Free** is a great alternative"}, {"id": "mai-20260917-0922-baseline|c132-s4|mistral-small|Bitbucket Free", "prompt": "c132-s4", "model": "mistral-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free for up to 5 users, making it a good choice for very small teams."}, {"id": "mai-20260917-0922-baseline|c132-s4|mistral-small|Gitea", "prompt": "c132-s4", "model": "mistral-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "self-hosting Gitea or Forgejo on a VPS ... is the most cost-effective"}, {"id": "mai-20260917-0922-baseline|c132-s4|mistral-small|Forgejo", "prompt": "c132-s4", "model": "mistral-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "self-hosting Gitea or Forgejo on a VPS ... is the most cost-effective"}, {"id": "mai-20260917-0922-baseline|c132-s4|moonshot-small|GitHub Free", "prompt": "c132-s4", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies on a tight budget, start with **GitHub Free**."}, {"id": "mai-20260917-0922-baseline|c132-s4|moonshot-small|Gitea (Self-Hosted)", "prompt": "c132-s4", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea (Self-Hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gitea self-hosted** on a cheap VPS (~$5/month) is unbeatable for unlimited users."}, {"id": "mai-20260917-0922-baseline|c132-s4|moonshot-small|GitLab Free (SaaS)", "prompt": "c132-s4", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab Free (SaaS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Integrated DevOps ... Cons: User limit on free tier"}, {"id": "mai-20260917-0922-baseline|c132-s4|moonshot-small|Bitbucket Free", "prompt": "c132-s4", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Atlassian Users ... Cons: Limited to 5 users on free tier"}, {"id": "mai-20260917-0922-baseline|c132-s4|openai-small|GitHub", "prompt": "c132-s4", "model": "openai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best default choice is usually GitHub**"}, {"id": "mai-20260917-0922-baseline|c132-s4|openai-small|GitLab", "prompt": "c132-s4", "model": "openai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab**: Best if you want a more all-in-one DevOps platform"}, {"id": "mai-20260917-0922-baseline|c132-s4|openai-small|Bitbucket", "prompt": "c132-s4", "model": "openai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Worth considering if your team already uses Atlassian tools like Jira or Confluence."}, {"id": "mai-20260917-0922-baseline|c132-s4|openai-small|Azure DevOps", "prompt": "c132-s4", "model": "openai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but usually more than a small budget team needs"}, {"id": "mai-20260917-0922-baseline|c132-s4|openai-small|Gitea", "prompt": "c132-s4", "model": "openai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Can be cheapest in software cost, but usually costs more in time, maintenance, and ops work."}, {"id": "mai-20260917-0922-baseline|c132-s4|xai-small|GitHub", "prompt": "c132-s4", "model": "xai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub's Free plan is the best choice for a small company on a tight budget.**"}, {"id": "mai-20260917-0922-baseline|c132-s4|xai-small|GitLab", "prompt": "c132-s4", "model": "xai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab Free**: More built-in tools (issues, wikis, security scans); self-host Community Edition for free"}, {"id": "mai-20260917-0922-baseline|c132-s4|xai-small|Bitbucket", "prompt": "c132-s4", "model": "xai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitbucket Free**: If <5 users and you use Jira/Confluence (unlimited Pipelines is a plus)."}, {"id": "mai-20260917-0922-baseline|c132-s4|xai-small|Codeberg", "prompt": "c132-s4", "model": "xai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Codeberg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Others (e.g., Codeberg, Gitea self-hosted)** | Unlimited | Varies"}, {"id": "mai-20260917-0922-baseline|c132-s4|xai-small|Gitea", "prompt": "c132-s4", "model": "xai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Self-hosted (Gitea/Forgejo)**: Free software on a cheap VPS (~$5/mo), but adds setup/maintenance time."}, {"id": "mai-20260917-0922-baseline|c132-s4|xai-small|Forgejo", "prompt": "c132-s4", "model": "xai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Forgejo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Self-hosted (Gitea/Forgejo)**: Free software on a cheap VPS (~$5/mo), but adds setup/maintenance time."}, {"id": "mai-20260917-0922-baseline|c132-s4|zai-small|GitHub", "prompt": "c132-s4", "model": "zai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub** (Team plan) or **Bitbucket** (Standard plan) are the most cost‑effective mainstream options"}, {"id": "mai-20260917-0922-baseline|c132-s4|zai-small|Bitbucket", "prompt": "c132-s4", "model": "zai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Bitbucket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Bitbucket offers the lowest per‑user price and free private repos up to 5 users"}, {"id": "mai-20260917-0922-baseline|c132-s4|zai-small|GitLab", "prompt": "c132-s4", "model": "zai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**GitLab Premium ($29/user/mo)** offers CI/CD, security, and planning, but is significantly pricier"}, {"id": "mai-20260917-0922-baseline|c132-s4|zai-small|Gitea/Forgejo", "prompt": "c132-s4", "model": "zai-small", "cat": "source-control-hosting", "variant": "budget", "raw": "Gitea/Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gitea/Forgejo run on ~500 MB RAM and are free, but you'll need to handle backups, security updates, and scaling yourself"}, {"id": "mai-20260917-0922-baseline|c132-s5|alibaba-small|GitHub", "prompt": "c132-s5", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a pure engineering team: **GitHub** is usually the standard default due to ease of onboarding."}, {"id": "mai-20260917-0922-baseline|c132-s5|alibaba-small|GitLab", "prompt": "c132-s5", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitLab** is often the stronger contender."}, {"id": "mai-20260917-0922-baseline|c132-s5|alibaba-small|Bitbucket", "prompt": "c132-s5", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Teams already deeply embedded in the Atlassian suite (Jira, Confluence)."}, {"id": "mai-20260917-0922-baseline|c132-s5|anthropic-small|GitHub", "prompt": "c132-s5", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The main platforms worth evaluating typically include GitHub, GitLab, Gitea, and Bitbucket"}, {"id": "mai-20260917-0922-baseline|c132-s5|anthropic-small|GitLab", "prompt": "c132-s5", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The main platforms worth evaluating typically include GitHub, GitLab, Gitea, and Bitbucket"}, {"id": "mai-20260917-0922-baseline|c132-s5|anthropic-small|Gitea", "prompt": "c132-s5", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Gitea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The main platforms worth evaluating typically include GitHub, GitLab, Gitea, and Bitbucket"}, {"id": "mai-20260917-0922-baseline|c132-s5|anthropic-small|Bitbucket", "prompt": "c132-s5", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The main platforms worth evaluating typically include GitHub, GitLab, Gitea, and Bitbucket"}, {"id": "mai-20260917-0922-baseline|c132-s5|challenger-small|GitHub", "prompt": "c132-s5", "model": "challenger-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can turn this into a **simple scorecard** you can use to compare GitHub, GitLab, Bitbucket, and self-hosted options."}, {"id": "mai-20260917-0922-baseline|c132-s5|challenger-small|GitLab", "prompt": "c132-s5", "model": "challenger-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare GitHub, GitLab, Bitbucket, and self-hosted options"}, {"id": "mai-20260917-0922-baseline|c132-s5|challenger-small|Bitbucket", "prompt": "c132-s5", "model": "challenger-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare GitHub, GitLab, Bitbucket, and self-hosted options"}, {"id": "mai-20260917-0922-baseline|c132-s5|deepseek-small|GitHub", "prompt": "c132-s5", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub** | Default choice for most teams; huge ecosystem, Copilot AI, best PR culture, easiest hiring"}, {"id": "mai-20260917-0922-baseline|c132-s5|deepseek-small|GitLab", "prompt": "c132-s5", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "otherwise GitHub + GitLab are the strong defaults"}, {"id": "mai-20260917-0922-baseline|c132-s5|deepseek-small|Bitbucket", "prompt": "c132-s5", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teams already in Jira/Confluence/Atlassian ecosystem | Less standalone value outside Atlassian stack"}, {"id": "mai-20260917-0922-baseline|c132-s5|deepseek-small|Azure DevOps", "prompt": "c132-s5", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teams on Microsoft/Azure stack | Integration heaviest if not already Microsoft-centric"}, {"id": "mai-20260917-0922-baseline|c132-s5|deepseek-small|Gitea", "prompt": "c132-s5", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Gitea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Self-hosted, lightweight, zero-license | You run it yourself"}, {"id": "mai-20260917-0922-baseline|c132-s5|deepseek-small|Forgejo", "prompt": "c132-s5", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Forgejo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gitea/Forgejo | Self-hosted, lightweight, zero-license"}, {"id": "mai-20260917-0922-baseline|c132-s5|google-small|GitHub", "prompt": "c132-s5", "model": "google-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**The Verdict:** **GitHub is the default.**"}, {"id": "mai-20260917-0922-baseline|c132-s5|google-small|GitLab", "prompt": "c132-s5", "model": "google-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Teams that want a true \"all-in-one\" DevSecOps platform. ... **Cons:** High entry cost for small teams."}, {"id": "mai-20260917-0922-baseline|c132-s5|google-small|Bitbucket", "prompt": "c132-s5", "model": "google-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Bitbucket is often tolerated rather than loved. ... Much smaller community and open-source ecosystem than GitHub."}, {"id": "mai-20260917-0922-baseline|c132-s5|meta-small|GitHub", "prompt": "c132-s5", "model": "meta-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Known for its extensive ecosystem, pull request workflow, and Actions CI/CD."}, {"id": "mai-20260917-0922-baseline|c132-s5|meta-small|GitLab", "prompt": "c132-s5", "model": "meta-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Offers an all-in-one DevSecOps platform with integrated SCM, CI/CD, and security."}, {"id": "mai-20260917-0922-baseline|c132-s5|meta-small|Bitbucket", "prompt": "c132-s5", "model": "meta-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for Atlassian-based teams due to its tight Jira integration."}, {"id": "mai-20260917-0922-baseline|c132-s5|meta-small|Azure DevOps Repos", "prompt": "c132-s5", "model": "meta-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Suitable for Microsoft-centric organizations, offering deep Azure integration"}, {"id": "mai-20260917-0922-baseline|c132-s5|meta-small|AWS CodeCommit", "prompt": "c132-s5", "model": "meta-small", "cat": "source-control-hosting", "variant": "scale", "raw": "AWS CodeCommit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ideal for AWS-native teams, providing IAM-based access"}, {"id": "mai-20260917-0922-baseline|c132-s5|meta-small|Perforce Helix Core", "prompt": "c132-s5", "model": "meta-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Perforce Helix Core", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for large repos and binary-heavy projects, offering stellar performance."}, {"id": "mai-20260917-0922-baseline|c132-s5|minimax-small|GitHub", "prompt": "c132-s5", "model": "minimax-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want the largest ecosystem and marketplace**: **GitHub**"}, {"id": "mai-20260917-0922-baseline|c132-s5|minimax-small|GitLab", "prompt": "c132-s5", "model": "minimax-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you want an all-in-one platform with built-in CI/CD**: **GitLab**"}, {"id": "mai-20260917-0922-baseline|c132-s5|minimax-small|Bitbucket", "prompt": "c132-s5", "model": "minimax-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you're already using Jira/Confluence**: **Bitbucket**"}, {"id": "mai-20260917-0922-baseline|c132-s5|minimax-small|Azure DevOps", "prompt": "c132-s5", "model": "minimax-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you're heavily invested in Microsoft tools**: **Azure DevOps**"}, {"id": "mai-20260917-0922-baseline|c132-s5|mistral-small|GitHub", "prompt": "c132-s5", "model": "mistral-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cloud:** GitHub, GitLab.com, Bitbucket Cloud, Azure Repos."}, {"id": "mai-20260917-0922-baseline|c132-s5|mistral-small|GitLab", "prompt": "c132-s5", "model": "mistral-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Self-hosted:** GitLab CE/EE, Gitea, Azure DevOps Server."}, {"id": "mai-20260917-0922-baseline|c132-s5|mistral-small|Bitbucket", "prompt": "c132-s5", "model": "mistral-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cloud:** GitHub, GitLab.com, Bitbucket Cloud, Azure Repos."}, {"id": "mai-20260917-0922-baseline|c132-s5|mistral-small|Azure Repos", "prompt": "c132-s5", "model": "mistral-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure Repos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Cloud:** GitHub, GitLab.com, Bitbucket Cloud, Azure Repos."}, {"id": "mai-20260917-0922-baseline|c132-s5|mistral-small|Gitea", "prompt": "c132-s5", "model": "mistral-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Gitea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Self-hosted:** GitLab CE/EE, Gitea, Azure DevOps Server."}, {"id": "mai-20260917-0922-baseline|c132-s5|mistral-small|Azure DevOps Server", "prompt": "c132-s5", "model": "mistral-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps Server", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Self-hosted:** GitLab CE/EE, Gitea, Azure DevOps Server."}, {"id": "mai-20260917-0922-baseline|c132-s5|moonshot-small|GitHub", "prompt": "c132-s5", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with GitHub Team** ($4/user/month) unless:"}, {"id": "mai-20260917-0922-baseline|c132-s5|moonshot-small|GitLab", "prompt": "c132-s5", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**You need integrated security scanning without buying add-ons** → Consider GitLab (but budget for the cost)"}, {"id": "mai-20260917-0922-baseline|c132-s5|moonshot-small|Bitbucket", "prompt": "c132-s5", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**You're heavily invested in Atlassian** → Go Bitbucket (save ~$250/year, gain Jira integration)"}, {"id": "mai-20260917-0922-baseline|c132-s5|moonshot-small|Azure DevOps", "prompt": "c132-s5", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Microsoft/Azure stack?** → Consider Azure DevOps or GitHub (Microsoft-owned)"}, {"id": "mai-20260917-0922-baseline|c132-s5|openai-small|GitHub", "prompt": "c132-s5", "model": "openai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare specific platforms like **GitHub, GitLab, Bitbucket, or Azure DevOps**"}, {"id": "mai-20260917-0922-baseline|c132-s5|openai-small|GitLab", "prompt": "c132-s5", "model": "openai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare specific platforms like **GitHub, GitLab, Bitbucket, or Azure DevOps**"}, {"id": "mai-20260917-0922-baseline|c132-s5|openai-small|Bitbucket", "prompt": "c132-s5", "model": "openai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare specific platforms like **GitHub, GitLab, Bitbucket, or Azure DevOps**"}, {"id": "mai-20260917-0922-baseline|c132-s5|openai-small|Azure DevOps", "prompt": "c132-s5", "model": "openai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare specific platforms like **GitHub, GitLab, Bitbucket, or Azure DevOps**"}, {"id": "mai-20260917-0922-baseline|c132-s5|xai-small|GitHub", "prompt": "c132-s5", "model": "xai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "e.g., GitHub, GitLab, Bitbucket, Azure DevOps, or self-hosted options like Gitea"}, {"id": "mai-20260917-0922-baseline|c132-s5|xai-small|GitLab", "prompt": "c132-s5", "model": "xai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| GitLab      | Unlimited private| ~$870 (Premium)"}, {"id": "mai-20260917-0922-baseline|c132-s5|xai-small|Bitbucket", "prompt": "c132-s5", "model": "xai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Bitbucket   | 5 users   | ~$33 (Standard)"}, {"id": "mai-20260917-0922-baseline|c132-s5|xai-small|Azure DevOps", "prompt": "c132-s5", "model": "xai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Azure DevOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "if heavy Microsoft, try Azure DevOps"}, {"id": "mai-20260917-0922-baseline|c132-s5|xai-small|Gitea", "prompt": "c132-s5", "model": "xai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Gitea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "self-hosted options like Gitea"}, {"id": "mai-20260917-0922-baseline|c132-s5|zai-small|GitHub", "prompt": "c132-s5", "model": "zai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Developer familiarity & ecosystem** | GitHub Team"}, {"id": "mai-20260917-0922-baseline|c132-s5|zai-small|GitLab", "prompt": "c132-s5", "model": "zai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lowest cost with unlimited users** | GitLab Premium (per‑group)"}, {"id": "mai-20260917-0922-baseline|c132-s5|zai-small|Bitbucket", "prompt": "c132-s5", "model": "zai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Atlassian ecosystem integration** | Bitbucket Standard/Premium"}, {"id": "mai-20260917-0922-baseline|c132-s5|zai-small|Gitea", "prompt": "c132-s5", "model": "zai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Full control & data sovereignty** | Self‑hosted Gitea or Forgejo"}, {"id": "mai-20260917-0922-baseline|c132-s5|zai-small|Forgejo", "prompt": "c132-s5", "model": "zai-small", "cat": "source-control-hosting", "variant": "scale", "raw": "Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Full control & data sovereignty** | Self‑hosted Gitea or Forgejo"}, {"id": "mai-20260917-0922-baseline|c132-s6|alibaba-small|SourceForge", "prompt": "c132-s6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceForge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** It signals technical obsolescence; developers expect GitHub or GitLab standards."}, {"id": "mai-20260917-0922-baseline|c132-s6|alibaba-small|Pure Subversion (SVN) Hosts", "prompt": "c132-s6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Pure Subversion (SVN) Hosts", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid any provider that offers *only* Subversion (SVN)"}, {"id": "mai-20260917-0922-baseline|c132-s6|alibaba-small|Azure DevOps", "prompt": "c132-s6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "using Azure DevOps will likely result in friction. Their pricing models often penalize users"}, {"id": "mai-20260917-0922-baseline|c132-s6|alibaba-small|AWS CodeCommit", "prompt": "c132-s6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "CodeCommit lacks a rich, standalone UI. It feels like a backend feature rather than a collaborative workspace."}, {"id": "mai-20260917-0922-baseline|c132-s6|alibaba-small|Bitbucket", "prompt": "c132-s6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Only choose Bitbucket if your team is heavily utilizing **Jira** and **Trello**"}, {"id": "mai-20260917-0922-baseline|c132-s6|alibaba-small|Gitea", "prompt": "c132-s6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "set up a private instance of GitLab or Gitea on a cheap \\$5/month VPS ... This is often a false economy."}, {"id": "mai-20260917-0922-baseline|c132-s6|alibaba-small|GitHub", "prompt": "c132-s6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**GitHub** (Standard industry practice; great ecosystem)."}, {"id": "mai-20260917-0922-baseline|c132-s6|alibaba-small|GitLab", "prompt": "c132-s6", "model": "alibaba-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**GitLab** (Best if you want extensive CI/CD built-in or prefer self-hosting options with better support)."}, {"id": "mai-20260917-0922-baseline|c132-s6|anthropic-small|GitHub", "prompt": "c132-s6", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**GitHub** - While popular, GitHub has some hidden costs to watch"}, {"id": "mai-20260917-0922-baseline|c132-s6|anthropic-small|AWS CodeCommit", "prompt": "c132-s6", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "negative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "CodeCommit is really just a raw Git host, not a full collaboration platform"}, {"id": "mai-20260917-0922-baseline|c132-s6|anthropic-small|GitLab", "prompt": "c132-s6", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "For Git stack troubleshooting (e.g., GitLab configuration, runner failures), you'll rely more on your own expertise"}, {"id": "mai-20260917-0922-baseline|c132-s6|anthropic-small|Bitbucket", "prompt": "c132-s6", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GitHub, Bitbucket, and Mercurial offer affordable solutions with great collaboration features"}, {"id": "mai-20260917-0922-baseline|c132-s6|anthropic-small|Mercurial", "prompt": "c132-s6", "model": "anthropic-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Mercurial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "GitHub, Bitbucket, and Mercurial offer affordable solutions"}, {"id": "mai-20260917-0922-baseline|c132-s6|challenger-small|GitLab self-managed / CE", "prompt": "c132-s6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab self-managed / CE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**GitLab self-managed / CE** if your team is very small and only needs basic hosting, because it can be more platform than a small business needs."}, {"id": "mai-20260917-0922-baseline|c132-s6|challenger-small|Azure DevOps Repos", "prompt": "c132-s6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often described as more complex than necessary for small teams seeking a lightweight host"}, {"id": "mai-20260917-0922-baseline|c132-s6|challenger-small|Bitbucket", "prompt": "c132-s6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "if you are not using Jira/Trello or the Atlassian stack, because its main advantage is ecosystem integration rather than simplicity or neutrality"}, {"id": "mai-20260917-0922-baseline|c132-s6|challenger-small|GitHub Enterprise Server / heavy enterprise GitHub setups", "prompt": "c132-s6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub Enterprise Server / heavy enterprise GitHub setups", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the enterprise path is mainly for larger organizations with stricter control needs"}, {"id": "mai-20260917-0922-baseline|c132-s6|challenger-small|AWS CodeCommit", "prompt": "c132-s6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "is less commonly the default choice for small teams"}, {"id": "mai-20260917-0922-baseline|c132-s6|challenger-small|GitHub", "prompt": "c132-s6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "the safer short list is usually **GitHub for convenience**"}, {"id": "mai-20260917-0922-baseline|c132-s6|challenger-small|Gitea/Forgejo", "prompt": "c132-s6", "model": "challenger-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea/Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Gitea/Forgejo/GitLab CE** if you specifically want self-hosting and control"}, {"id": "mai-20260917-0922-baseline|c132-s6|deepseek-small|AWS CodeCommit", "prompt": "c132-s6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: **AWS CodeCommit** ... It's effectively a dead platform walking."}, {"id": "mai-20260917-0922-baseline|c132-s6|deepseek-small|GitLab", "prompt": "c132-s6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use **GitLab self-hosted CE** (full control, no user limits, no AI training issues)"}, {"id": "mai-20260917-0922-baseline|c132-s6|deepseek-small|GitHub", "prompt": "c132-s6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious: **GitHub** (Specifically around Copilot and training on your code)"}, {"id": "mai-20260917-0922-baseline|c132-s6|deepseek-small|Bitbucket", "prompt": "c132-s6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better alternative: GitLab, GitHub, or Bitbucket—all actively developed."}, {"id": "mai-20260917-0922-baseline|c132-s6|deepseek-small|SourceForge", "prompt": "c132-s6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceForge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid: **SourceForge** ... history (2013–2016) of bundling adware/malware installers"}, {"id": "mai-20260917-0922-baseline|c132-s6|deepseek-small|Gitea", "prompt": "c132-s6", "model": "deepseek-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "self-host a proven open-source tool like **Gitea** (lightweight, ~200MB RAM) on a $5 VPS"}, {"id": "mai-20260917-0922-baseline|c132-s6|google-small|GitHub", "prompt": "c132-s6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GitHub Team** or **GitLab Premium (Cloud)** are the industry standards for a reason"}, {"id": "mai-20260917-0922-baseline|c132-s6|google-small|GitLab (SaaS)", "prompt": "c132-s6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab (SaaS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "platforms like GitHub and GitLab (SaaS) are the industry defaults"}, {"id": "mai-20260917-0922-baseline|c132-s6|google-small|Gitea", "prompt": "c132-s6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid unless strictly required by industry compliance ... Popular self-hosted options like GitLab Community Edition and Gitea frequently experience critical Remote Code Execution (RCE) vulnerabilities."}, {"id": "mai-20260917-0922-baseline|c132-s6|google-small|Gogs", "prompt": "c132-s6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gogs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Self-Hosted Platforms (e.g., Self-Hosted GitLab, Gitea, Gogs) ... **The Verdict:** Avoid unless strictly required by industry compliance"}, {"id": "mai-20260917-0922-baseline|c132-s6|google-small|AWS CodeCommit", "prompt": "c132-s6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**The Verdict:** Proceed with extreme caution."}, {"id": "mai-20260917-0922-baseline|c132-s6|google-small|SVN", "prompt": "c132-s6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SVN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Non-Git and Legacy Platforms (e.g., SVN, Mercurial, Perforce Helix Core) ... **The Verdict:** Avoid"}, {"id": "mai-20260917-0922-baseline|c132-s6|google-small|Mercurial", "prompt": "c132-s6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Mercurial", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Forcing new hires to learn Subversion (SVN) or Mercurial will slow down onboarding"}, {"id": "mai-20260917-0922-baseline|c132-s6|google-small|Perforce Helix Core", "prompt": "c132-s6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Perforce Helix Core", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**The Verdict:** Avoid (unless you are a gaming studio with specialized needs)."}, {"id": "mai-20260917-0922-baseline|c132-s6|google-small|Gitee", "prompt": "c132-s6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid for commercial IP ... such as China-based Gitee) carry significant risks"}, {"id": "mai-20260917-0922-baseline|c132-s6|google-small|Coding.net", "prompt": "c132-s6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Coding.net", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Regional or Geopolitically Risky Platforms (e.g., Gitee, Coding.net) ... **The Verdict:** Avoid for commercial IP."}, {"id": "mai-20260917-0922-baseline|c132-s6|google-small|Codeberg", "prompt": "c132-s6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Codeberg", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**The Verdict:** Avoid for commercial software."}, {"id": "mai-20260917-0922-baseline|c132-s6|google-small|SourceForge", "prompt": "c132-s6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceForge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Non-Profit and FLOSS-Only Platforms (e.g., Codeberg, SourceForge) ... Avoid for commercial software"}, {"id": "mai-20260917-0922-baseline|c132-s6|google-small|Bitbucket (Cloud)", "prompt": "c132-s6", "model": "google-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket (Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "**The Verdict:** Be cautious."}, {"id": "mai-20260917-0922-baseline|c132-s6|meta-small|GitHub", "prompt": "c132-s6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "small businesses should be cautious about using GitHub, Bitbucket, and Azure DevOps if they don't align with their specific needs"}, {"id": "mai-20260917-0922-baseline|c132-s6|meta-small|Bitbucket", "prompt": "c132-s6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may not be the best choice for small businesses that don't use Atlassian products"}, {"id": "mai-20260917-0922-baseline|c132-s6|meta-small|Azure DevOps", "prompt": "c132-s6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not be the best choice for small businesses that don't use Microsoft products"}, {"id": "mai-20260917-0922-baseline|c132-s6|meta-small|Gitea", "prompt": "c132-s6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "they may want to consider self-hosted options like Gitea, Forgejo, and SourceHut"}, {"id": "mai-20260917-0922-baseline|c132-s6|meta-small|Forgejo", "prompt": "c132-s6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Forgejo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "they may want to consider self-hosted options like Gitea, Forgejo, and SourceHut"}, {"id": "mai-20260917-0922-baseline|c132-s6|meta-small|SourceHut", "prompt": "c132-s6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceHut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "they may want to consider self-hosted options like Gitea, Forgejo, and SourceHut"}, {"id": "mai-20260917-0922-baseline|c132-s6|meta-small|Codeberg", "prompt": "c132-s6", "model": "meta-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Codeberg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "managed platforms like Codeberg that prioritize privacy"}, {"id": "mai-20260917-0922-baseline|c132-s6|minimax-small|SourceForge", "prompt": "c132-s6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceForge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Historically problematic... Not considered trustworthy for business use today."}, {"id": "mai-20260917-0922-baseline|c132-s6|minimax-small|GitHub", "prompt": "c132-s6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "US-based platforms (GitHub, Bitbucket Cloud, Azure Repos) - Consider these caveats"}, {"id": "mai-20260917-0922-baseline|c132-s6|minimax-small|Bitbucket Cloud", "prompt": "c132-s6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "US-based platforms (GitHub, Bitbucket Cloud, Azure Repos) - Consider these caveats"}, {"id": "mai-20260917-0922-baseline|c132-s6|minimax-small|Azure Repos", "prompt": "c132-s6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure Repos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "US-based platforms (GitHub, Bitbucket Cloud, Azure Repos) - Consider these caveats"}, {"id": "mai-20260917-0922-baseline|c132-s6|minimax-small|GitLab CE", "prompt": "c132-s6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab CE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "self-hosted solutions (like GitLab Community Edition, Gitea, or Forgejo) or EU-hosted alternatives (like Codeberg) are often worth the additional setup effort"}, {"id": "mai-20260917-0922-baseline|c132-s6|minimax-small|Gitea", "prompt": "c132-s6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "self-hosted solutions (like GitLab Community Edition, Gitea, or Forgejo)"}, {"id": "mai-20260917-0922-baseline|c132-s6|minimax-small|Forgejo", "prompt": "c132-s6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Forgejo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "self-hosted solutions (like GitLab Community Edition, Gitea, or Forgejo)"}, {"id": "mai-20260917-0922-baseline|c132-s6|minimax-small|Codeberg", "prompt": "c132-s6", "model": "minimax-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Codeberg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "EU-based platforms like Codeberg offer stronger privacy protections under GDPR"}, {"id": "mai-20260917-0922-baseline|c132-s6|mistral-small|GitHub", "prompt": "c132-s6", "model": "mistral-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Small businesses should be cautious about GitHub, GitLab, and Bitbucket due to cost, scalability, and reliability concerns."}, {"id": "mai-20260917-0922-baseline|c132-s6|mistral-small|GitLab", "prompt": "c132-s6", "model": "mistral-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "GitLab.com has experienced a sharp increase in service disruptions... This trend raises concerns about reliability for business-critical projects."}, {"id": "mai-20260917-0922-baseline|c132-s6|mistral-small|Bitbucket", "prompt": "c132-s6", "model": "mistral-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it can become expensive and limiting as your business scales"}, {"id": "mai-20260917-0922-baseline|c132-s6|moonshot-small|Self-hosted GitLab", "prompt": "c132-s6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Self-hosted GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid unless you have someone who can actively maintain and secure the server."}, {"id": "mai-20260917-0922-baseline|c132-s6|moonshot-small|Gitea", "prompt": "c132-s6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Self-Hosted Platforms Without Dedicated IT Security Staff... Avoid unless you have someone who can actively maintain and secure the server."}, {"id": "mai-20260917-0922-baseline|c132-s6|moonshot-small|Forgejo", "prompt": "c132-s6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Forgejo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples: Self-hosted GitLab, Gitea, Forgejo, Bitbucket Data Center"}, {"id": "mai-20260917-0922-baseline|c132-s6|moonshot-small|Bitbucket Data Center", "prompt": "c132-s6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket Data Center", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Running your own git server shifts the entire security burden to you."}, {"id": "mai-20260917-0922-baseline|c132-s6|moonshot-small|SourceForge", "prompt": "c132-s6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceForge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "SourceForge has a documented history of bundling adware/malware with downloads and has largely fallen out of favor"}, {"id": "mai-20260917-0922-baseline|c132-s6|moonshot-small|Origin by Cursor", "prompt": "c132-s6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Origin by Cursor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "New platforms haven't been battle-tested for security incidents, uptime stability, or business longevity."}, {"id": "mai-20260917-0922-baseline|c132-s6|moonshot-small|Codeberg", "prompt": "c132-s6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Codeberg", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Codeberg is non-profit and donation-supported—great for FOSS, but long-term business continuity is less certain"}, {"id": "mai-20260917-0922-baseline|c132-s6|moonshot-small|SourceHut", "prompt": "c132-s6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceHut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it is still in alpha, and its workflow is unfamiliar to most business teams"}, {"id": "mai-20260917-0922-baseline|c132-s6|moonshot-small|Radicle", "prompt": "c132-s6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Radicle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "uses a peer-to-peer model with no central server, which complicates compliance, access control, and auditing"}, {"id": "mai-20260917-0922-baseline|c132-s6|moonshot-small|Bitbucket", "prompt": "c132-s6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Bitbucket, in particular, has historically made aggressive pricing changes and killed features"}, {"id": "mai-20260917-0922-baseline|c132-s6|moonshot-small|Azure DevOps", "prompt": "c132-s6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Azure DevOps if you aren't a Microsoft-centric shop"}, {"id": "mai-20260917-0922-baseline|c132-s6|moonshot-small|AWS CodeCommit", "prompt": "c132-s6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Amazon has significantly scaled back investment; avoid for new projects"}, {"id": "mai-20260917-0922-baseline|c132-s6|moonshot-small|GitHub", "prompt": "c132-s6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Massive attack surface. Notable incidents include threat actors accessing source code for Okta and LastPass via GitHub."}, {"id": "mai-20260917-0922-baseline|c132-s6|moonshot-small|GitLab", "prompt": "c132-s6", "model": "moonshot-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Powerful but complex; the self-hosted version is resource-heavy, and the platform's broad feature set can overwhelm small teams."}, {"id": "mai-20260917-0922-baseline|c132-s6|openai-small|GitHub", "prompt": "c132-s6", "model": "openai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**GitHub** if you rely on sensitive private repos, heavy automation, or anything near their prohibited-use boundaries."}, {"id": "mai-20260917-0922-baseline|c132-s6|openai-small|AWS CodeCommit", "prompt": "c132-s6", "model": "openai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**AWS CodeCommit** if you want a simpler self-contained hosted VCS but need to account for AWS contractual/SLA constraints"}, {"id": "mai-20260917-0922-baseline|c132-s6|xai-small|GitHub", "prompt": "c132-s6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with GitHub Free** for simplicity/ecosystem unless outages worry you."}, {"id": "mai-20260917-0922-baseline|c132-s6|xai-small|GitLab", "prompt": "c132-s6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "pricing jumps aggressively ... Small teams complain of slowness, bloat, and forced upgrades for basics"}, {"id": "mai-20260917-0922-baseline|c132-s6|xai-small|Bitbucket", "prompt": "c132-s6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "history of sudden changes ... tied to Atlassian ecosystem—avoid if not using Jira/Confluence"}, {"id": "mai-20260917-0922-baseline|c132-s6|xai-small|Gitea", "prompt": "c132-s6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms/Approaches to **Avoid**: Self-hosted solutions (e.g., Gitea, Forgejo...) High maintenance burden"}, {"id": "mai-20260917-0922-baseline|c132-s6|xai-small|Forgejo", "prompt": "c132-s6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Forgejo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Platforms/Approaches to **Avoid**: Self-hosted solutions (e.g., Gitea, Forgejo, plain GitLab CE...)"}, {"id": "mai-20260917-0922-baseline|c132-s6|xai-small|SourceHut", "prompt": "c132-s6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceHut", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Obscure or niche hosts (e.g., SourceHut, Codeberg for private business repos)**: Limited features"}, {"id": "mai-20260917-0922-baseline|c132-s6|xai-small|Codeberg", "prompt": "c132-s6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Codeberg", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Best for OSS/public projects, not proprietary business code."}, {"id": "mai-20260917-0922-baseline|c132-s6|xai-small|AWS CodeCommit", "prompt": "c132-s6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Legacy/declining services like AWS CodeCommit**: AWS halted new customers in 2024; it's in maintenance mode"}, {"id": "mai-20260917-0922-baseline|c132-s6|xai-small|Azure DevOps Repos", "prompt": "c132-s6", "model": "xai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Azure DevOps Repos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise-focused with high costs, telemetry, and US jurisdiction risks ... Only if deeply locked into Microsoft/AWS."}, {"id": "mai-20260917-0922-baseline|c132-s6|zai-small|SourceForge", "prompt": "c132-s6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "SourceForge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SourceForge is no longer considered trustworthy. Its reputation for security and integrity is a red flag."}, {"id": "mai-20260917-0922-baseline|c132-s6|zai-small|CloudForge (CollabNet)", "prompt": "c132-s6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "CloudForge (CollabNet)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "CloudForge was a commercial forge but is now largely defunct/abandoned."}, {"id": "mai-20260917-0922-baseline|c132-s6|zai-small|Assembla", "prompt": "c132-s6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Assembla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid: Assembla is an older, less-used platform that has largely been overshadowed"}, {"id": "mai-20260917-0922-baseline|c132-s6|zai-small|AWS CodeCommit", "prompt": "c132-s6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "AWS CodeCommit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "AWS CodeCommit (if you're not already in the AWS ecosystem) - Why to avoid: ... it's vendor-locked to AWS."}, {"id": "mai-20260917-0922-baseline|c132-s6|zai-small|GitHub", "prompt": "c132-s6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious with popular cloud platforms (GitHub, GitLab, Bitbucket) if you're not aware of how costs and lock-in can grow"}, {"id": "mai-20260917-0922-baseline|c132-s6|zai-small|GitLab", "prompt": "c132-s6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "If you don't have an experienced DevOps team, the complexity of GitLab can outweigh its benefits."}, {"id": "mai-20260917-0922-baseline|c132-s6|zai-small|Bitbucket", "prompt": "c132-s6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Bitbucket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Atlassian ecosystem lock-in ... be aware of the long-term cost and lock-in."}, {"id": "mai-20260917-0922-baseline|c132-s6|zai-small|Gogs", "prompt": "c132-s6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gogs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Self-hosted solutions (e.g., Gogs, older Gitea versions, or niche forks) ... Operational burden"}, {"id": "mai-20260917-0922-baseline|c132-s6|zai-small|Gitea", "prompt": "c132-s6", "model": "zai-small", "cat": "source-control-hosting", "variant": "negative", "raw": "Gitea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Self-hosted solutions (e.g., Gogs, older Gitea versions, or niche forks) ... may lack the polish, community support, and integrations"}, {"id": "mai-20260917-0922-baseline|c133-l1|alibaba-small|LaunchDarkly", "prompt": "c133-l1", "model": "alibaba-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**A large enterprise** needing ironclad security, SSO, and sales-facing features. | **LaunchDarkly**"}, {"id": "mai-20260917-0922-baseline|c133-l1|alibaba-small|Unleash", "prompt": "c133-l1", "model": "alibaba-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Unleash** (for cost/tech flexibility) or **Bucket** (if you prioritize speed-to-market and B2B-specific UX)"}, {"id": "mai-20260917-0922-baseline|c133-l1|alibaba-small|Bucket", "prompt": "c133-l1", "model": "alibaba-small", "cat": "feature-flags", "variant": "direct", "raw": "Bucket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Bucket** is uniquely positioned as the best fit specifically for **B2B SaaS** companies."}, {"id": "mai-20260917-0922-baseline|c133-l1|alibaba-small|Statsig", "prompt": "c133-l1", "model": "alibaba-small", "cat": "feature-flags", "variant": "direct", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**A growth-stage company** focused heavily on A/B testing and statistical rigor. | **Statsig**"}, {"id": "mai-20260917-0922-baseline|c133-l1|alibaba-small|GrowthBook", "prompt": "c133-l1", "model": "alibaba-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"warehouse-native\" leader. Connects directly to your data warehouse"}, {"id": "mai-20260917-0922-baseline|c133-l1|anthropic-small|LaunchDarkly", "prompt": "c133-l1", "model": "anthropic-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular Enterprise Options Include:**\n- LaunchDarkly"}, {"id": "mai-20260917-0922-baseline|c133-l1|anthropic-small|Split.io", "prompt": "c133-l1", "model": "anthropic-small", "cat": "feature-flags", "variant": "direct", "raw": "Split.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- Split.io"}, {"id": "mai-20260917-0922-baseline|c133-l1|anthropic-small|Unleash", "prompt": "c133-l1", "model": "anthropic-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Unleash"}, {"id": "mai-20260917-0922-baseline|c133-l1|anthropic-small|CloudBees Feature Management", "prompt": "c133-l1", "model": "anthropic-small", "cat": "feature-flags", "variant": "direct", "raw": "CloudBees Feature Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- CloudBees Feature Management"}, {"id": "mai-20260917-0922-baseline|c133-l1|anthropic-small|Flagsmith", "prompt": "c133-l1", "model": "anthropic-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- Flagsmith"}, {"id": "mai-20260917-0922-baseline|c133-l1|anthropic-small|Harness Feature Flags", "prompt": "c133-l1", "model": "anthropic-small", "cat": "feature-flags", "variant": "direct", "raw": "Harness Feature Flags", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- Harness Feature Flags"}, {"id": "mai-20260917-0922-baseline|c133-l1|challenger-small|LaunchDarkly", "prompt": "c133-l1", "model": "challenger-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LaunchDarkly is the best default feature flag platform for most enterprise B2B companies"}, {"id": "mai-20260917-0922-baseline|c133-l1|challenger-small|Unleash", "prompt": "c133-l1", "model": "challenger-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Unleash** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c133-l1|challenger-small|Flagsmith", "prompt": "c133-l1", "model": "challenger-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Flagsmith** if you want open-source flexibility and lower-cost self-hosting options"}, {"id": "mai-20260917-0922-baseline|c133-l1|challenger-small|Statsig", "prompt": "c133-l1", "model": "challenger-small", "cat": "feature-flags", "variant": "direct", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Statsig or GrowthBook** if experimentation and measurement are central"}, {"id": "mai-20260917-0922-baseline|c133-l1|challenger-small|GrowthBook", "prompt": "c133-l1", "model": "challenger-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Statsig or GrowthBook** if experimentation and measurement are central"}, {"id": "mai-20260917-0922-baseline|c133-l1|deepseek-small|LaunchDarkly", "prompt": "c133-l1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LaunchDarkly** is the safest and most complete choice"}, {"id": "mai-20260917-0922-baseline|c133-l1|deepseek-small|Harness Feature Flags / Feature Management", "prompt": "c133-l1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "Harness Feature Flags / Feature Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great if you already use Harness for CI/CD."}, {"id": "mai-20260917-0922-baseline|c133-l1|deepseek-small|Statsig", "prompt": "c133-l1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Statsig and Unleash are excellent targeted alternatives"}, {"id": "mai-20260917-0922-baseline|c133-l1|deepseek-small|Unleash", "prompt": "c133-l1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Popular with large enterprises ... want open-source control and self-hosting"}, {"id": "mai-20260917-0922-baseline|c133-l1|deepseek-small|FeatBit", "prompt": "c133-l1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "FeatBit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The open-source self-host choice that combines flags, experimentation, and release governance"}, {"id": "mai-20260917-0922-baseline|c133-l1|deepseek-small|CloudBees", "prompt": "c133-l1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "CloudBees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top-rated on PeerSpot (8.3) and strong in CI/CD-heavy enterprises"}, {"id": "mai-20260917-0922-baseline|c133-l1|deepseek-small|Bucket", "prompt": "c133-l1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "Bucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "purpose-built for B2B SaaS, works at the company/organization level out of the box"}, {"id": "mai-20260917-0922-baseline|c133-l1|deepseek-small|Flagsmith", "prompt": "c133-l1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "handles feature entitlements by customer tier cleanly"}, {"id": "mai-20260917-0922-baseline|c133-l1|google-small|LaunchDarkly", "prompt": "c133-l1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LaunchDarkly is the enterprise market leader. It is highly mature, compliant (SOC 2 Type II, HIPAA, FedRAMP)"}, {"id": "mai-20260917-0922-baseline|c133-l1|google-small|Unleash", "prompt": "c133-l1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Unleash** is heavily trusted by massive, security-conscious enterprises (like Visa and Deutsche Telekom) and is built for scale."}, {"id": "mai-20260917-0922-baseline|c133-l1|google-small|Flagsmith", "prompt": "c133-l1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Flagsmith** is highly flexible, OpenFeature-compatible, and offers very transparent, flat-rate pricing models"}, {"id": "mai-20260917-0922-baseline|c133-l1|google-small|GrowthBook", "prompt": "c133-l1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GrowthBook is an open-source, **warehouse-native** platform... **The B2B Catch:** It requires a mature data engineering setup."}, {"id": "mai-20260917-0922-baseline|c133-l1|google-small|WorkOS (Feature Flags)", "prompt": "c133-l1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "WorkOS (Feature Flags)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Quick, out-of-the-box B2B \"Organization-Aware\" targeting."}, {"id": "mai-20260917-0922-baseline|c133-l1|google-small|Schematic", "prompt": "c133-l1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "Schematic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Monetization & Plan Packaging** | **Schematic** | Marries feature flagging with Stripe subscriptions"}, {"id": "mai-20260917-0922-baseline|c133-l1|google-small|Stigg", "prompt": "c133-l1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "Stigg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Platforms like **Schematic** and **Stigg** solve this by separating **Feature Flags** ... from **Entitlements**"}, {"id": "mai-20260917-0922-baseline|c133-l1|google-small|Bucket", "prompt": "c133-l1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "Bucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**WorkOS** or **Bucket** | Natively maps flags to customer organizations and tenants"}, {"id": "mai-20260917-0922-baseline|c133-l1|meta-small|Harness", "prompt": "c133-l1", "model": "meta-small", "cat": "feature-flags", "variant": "direct", "raw": "Harness", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Harness - Best for enterprise engineering teams that want a single platform for feature flags, experimentation, and release monitoring, with deep CI/CD integration."}, {"id": "mai-20260917-0922-baseline|c133-l1|meta-small|Unleash", "prompt": "c133-l1", "model": "meta-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unleash - Trusted at the world's largest organisations, including banking, insurance, retail, payments, and enterprise technology."}, {"id": "mai-20260917-0922-baseline|c133-l1|meta-small|Bucket", "prompt": "c133-l1", "model": "meta-small", "cat": "feature-flags", "variant": "direct", "raw": "Bucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bucket - A feature flag provider for B2B SaaS companies."}, {"id": "mai-20260917-0922-baseline|c133-l1|minimax-small|LaunchDarkly", "prompt": "c133-l1", "model": "minimax-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **LaunchDarkly** or **Split** would be the strongest choices"}, {"id": "mai-20260917-0922-baseline|c133-l1|minimax-small|Split", "prompt": "c133-l1", "model": "minimax-small", "cat": "feature-flags", "variant": "direct", "raw": "Split", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LaunchDarkly** or **Split** would be the strongest choices due to their mature enterprise features"}, {"id": "mai-20260917-0922-baseline|c133-l1|minimax-small|Optimizely Feature Experimentation", "prompt": "c133-l1", "model": "minimax-small", "cat": "feature-flags", "variant": "direct", "raw": "Optimizely Feature Experimentation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies prioritizing experimentation and A/B testing"}, {"id": "mai-20260917-0922-baseline|c133-l1|minimax-small|Unleash", "prompt": "c133-l1", "model": "minimax-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Unleash** is an excellent open-source alternative"}, {"id": "mai-20260917-0922-baseline|c133-l1|minimax-small|Bucket", "prompt": "c133-l1", "model": "minimax-small", "cat": "feature-flags", "variant": "direct", "raw": "Bucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** B2B SaaS companies specifically"}, {"id": "mai-20260917-0922-baseline|c133-l1|mistral-small|Harness", "prompt": "c133-l1", "model": "mistral-small", "cat": "feature-flags", "variant": "direct", "raw": "Harness", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LaunchDarkly** and **Harness** are frequently cited as the top choices due to their maturity, enterprise-grade features, and strong support"}, {"id": "mai-20260917-0922-baseline|c133-l1|mistral-small|Unleash", "prompt": "c133-l1", "model": "mistral-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Trusted by large organizations across banking, insurance, retail, payments, and enterprise technology."}, {"id": "mai-20260917-0922-baseline|c133-l1|mistral-small|GrowthBook", "prompt": "c133-l1", "model": "mistral-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GrowthBook** is gaining traction for its developer-friendly approach and cost benefits"}, {"id": "mai-20260917-0922-baseline|c133-l1|mistral-small|LaunchDarkly", "prompt": "c133-l1", "model": "mistral-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**LaunchDarkly** and **Harness** are frequently cited as the top choices"}, {"id": "mai-20260917-0922-baseline|c133-l1|moonshot-small|LaunchDarkly", "prompt": "c133-l1", "model": "moonshot-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LaunchDarkly** — Best Overall for Enterprise"}, {"id": "mai-20260917-0922-baseline|c133-l1|moonshot-small|Split.io", "prompt": "c133-l1", "model": "moonshot-small", "cat": "feature-flags", "variant": "direct", "raw": "Split.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Split.io** — Best for Experimentation & Data-Driven Teams"}, {"id": "mai-20260917-0922-baseline|c133-l1|moonshot-small|Unleash", "prompt": "c133-l1", "model": "moonshot-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Unleash** — Best for Cost Control & Data Sovereignty"}, {"id": "mai-20260917-0922-baseline|c133-l1|openai-small|LaunchDarkly", "prompt": "c133-l1", "model": "openai-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is **LaunchDarkly**"}, {"id": "mai-20260917-0922-baseline|c133-l1|openai-small|Unleash", "prompt": "c133-l1", "model": "openai-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want stronger cost control, self-hosting, and open-source flexibility"}, {"id": "mai-20260917-0922-baseline|c133-l1|openai-small|Harness", "prompt": "c133-l1", "model": "openai-small", "cat": "feature-flags", "variant": "direct", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if experimentation and release management are tightly coupled in your org"}, {"id": "mai-20260917-0922-baseline|c133-l1|openai-small|Statsig", "prompt": "c133-l1", "model": "openai-small", "cat": "feature-flags", "variant": "direct", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you want feature flags plus experimentation/analytics in one stack"}, {"id": "mai-20260917-0922-baseline|c133-l1|xai-small|LaunchDarkly", "prompt": "c133-l1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LaunchDarkly stands out as the top choice for most large-scale enterprise B2B environments."}, {"id": "mai-20260917-0922-baseline|c133-l1|xai-small|Split (Harness FME)", "prompt": "c133-l1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "Split (Harness FME)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Experimentation-heavy B2B (e.g., metric-driven rollouts) | Deep stats/A/B testing"}, {"id": "mai-20260917-0922-baseline|c133-l1|xai-small|Unleash", "prompt": "c133-l1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Self-hosted/data sovereignty (e.g., regulated B2B) | Open-source core, low TCO"}, {"id": "mai-20260917-0922-baseline|c133-l1|xai-small|Flagsmith", "prompt": "c133-l1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-effective hybrid for mid-to-large B2B"}, {"id": "mai-20260917-0922-baseline|c133-l1|xai-small|GrowthBook", "prompt": "c133-l1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Open-source A/B focus with flags | Native advanced stats (CUPED, bandits)"}, {"id": "mai-20260917-0922-baseline|c133-l1|xai-small|Statsig", "prompt": "c133-l1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Heavy Experimentation? → Split/Harness or Statsig."}, {"id": "mai-20260917-0922-baseline|c133-l1|zai-small|LaunchDarkly", "prompt": "c133-l1", "model": "zai-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: LaunchDarkly ... widely regarded as the **enterprise default** for feature management"}, {"id": "mai-20260917-0922-baseline|c133-l1|zai-small|Split.io (now part of Harness)", "prompt": "c133-l1", "model": "zai-small", "cat": "feature-flags", "variant": "direct", "raw": "Split.io (now part of Harness)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives (by priority) ### 1. Split.io (now part of Harness)"}, {"id": "mai-20260917-0922-baseline|c133-l1|zai-small|Unleash", "prompt": "c133-l1", "model": "zai-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need self-hosting and data sovereignty → Unleash or Flagsmith"}, {"id": "mai-20260917-0922-baseline|c133-l1|zai-small|Flagsmith", "prompt": "c133-l1", "model": "zai-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Mid-market to enterprise teams wanting a balance of features, integrations, and self-hosting flexibility"}, {"id": "mai-20260917-0922-baseline|c133-l1|zai-small|Statsig", "prompt": "c133-l1", "model": "zai-small", "cat": "feature-flags", "variant": "direct", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want an integrated analytics + experimentation + flag platform with AI → Statsig"}, {"id": "mai-20260917-0922-baseline|c133-l1|zai-small|ConfigCat", "prompt": "c133-l1", "model": "zai-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want simplicity and predictable pricing → ConfigCat"}, {"id": "mai-20260917-0922-baseline|c133-l2|alibaba-small|LaunchDarkly", "prompt": "c133-l2", "model": "alibaba-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you must pick just one without knowing your existing stack: **Go with LaunchDarkly.**"}, {"id": "mai-20260917-0922-baseline|c133-l2|alibaba-small|Harness", "prompt": "c133-l2", "model": "alibaba-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Ops-Focused Choice: Harness"}, {"id": "mai-20260917-0922-baseline|c133-l2|alibaba-small|Optimizely", "prompt": "c133-l2", "model": "alibaba-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Optimizely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Experimentation Powerhouse: Optimizely"}, {"id": "mai-20260917-0922-baseline|c133-l2|anthropic-small|LaunchDarkly", "prompt": "c133-l2", "model": "anthropic-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LaunchDarkly** is likely your best choice if you want a fully managed SaaS solution designed specifically for enterprise-scale operations"}, {"id": "mai-20260917-0922-baseline|c133-l2|anthropic-small|Unleash", "prompt": "c133-l2", "model": "anthropic-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Unleash** is an excellent open-source alternative"}, {"id": "mai-20260917-0922-baseline|c133-l2|anthropic-small|Bucket", "prompt": "c133-l2", "model": "anthropic-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Bucket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bucket is purpose-built for B2B use cases where you target customer accounts"}, {"id": "mai-20260917-0922-baseline|c133-l2|challenger-small|LaunchDarkly", "prompt": "c133-l2", "model": "challenger-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **LaunchDarkly** as the default choice"}, {"id": "mai-20260917-0922-baseline|c133-l2|challenger-small|CloudBees", "prompt": "c133-l2", "model": "challenger-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "CloudBees", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CloudBees Feature Management** if you want an **enterprise-ready** platform"}, {"id": "mai-20260917-0922-baseline|c133-l2|challenger-small|Harness", "prompt": "c133-l2", "model": "challenger-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "among the top feature management solutions alongside CloudBees, Harness, Optimizely, and GrowthBook"}, {"id": "mai-20260917-0922-baseline|c133-l2|challenger-small|Optimizely", "prompt": "c133-l2", "model": "challenger-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Optimizely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "among the top feature management solutions alongside CloudBees, Harness, Optimizely, and GrowthBook"}, {"id": "mai-20260917-0922-baseline|c133-l2|challenger-small|GrowthBook", "prompt": "c133-l2", "model": "challenger-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "GrowthBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "among the top feature management solutions alongside CloudBees, Harness, Optimizely, and GrowthBook"}, {"id": "mai-20260917-0922-baseline|c133-l2|challenger-small|Unleash", "prompt": "c133-l2", "model": "challenger-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Unleash** if you prioritize a **FeatureOps** platform for enterprise control"}, {"id": "mai-20260917-0922-baseline|c133-l2|deepseek-small|LaunchDarkly", "prompt": "c133-l2", "model": "deepseek-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **LaunchDarkly**"}, {"id": "mai-20260917-0922-baseline|c133-l2|deepseek-small|Harness FME (formerly Split)", "prompt": "c133-l2", "model": "deepseek-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Harness FME (formerly Split)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Harness FME (formerly Split)** as a strong alternative depending on your priorities"}, {"id": "mai-20260917-0922-baseline|c133-l2|deepseek-small|Unleash", "prompt": "c133-l2", "model": "deepseek-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source / self-hosted with full control | **Unleash** or **Flagsmith**"}, {"id": "mai-20260917-0922-baseline|c133-l2|deepseek-small|Flagsmith", "prompt": "c133-l2", "model": "deepseek-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-conscious with solid flags | **GrowthBook** or **Flagsmith**"}, {"id": "mai-20260917-0922-baseline|c133-l2|deepseek-small|GrowthBook", "prompt": "c133-l2", "model": "deepseek-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-conscious with solid flags | **GrowthBook** or **Flagsmith**"}, {"id": "mai-20260917-0922-baseline|c133-l2|google-small|LaunchDarkly", "prompt": "c133-l2", "model": "google-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the most mature, feature-complete platform with deep B2B targeting capabilities, **LaunchDarkly** remains the gold standard."}, {"id": "mai-20260917-0922-baseline|c133-l2|google-small|Unleash", "prompt": "c133-l2", "model": "google-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Unleash** is the strongest choice ... The Best for Data Sovereignty and Strict Compliance"}, {"id": "mai-20260917-0922-baseline|c133-l2|google-small|Harness Feature Flags (featuring Split.io)", "prompt": "c133-l2", "model": "google-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Harness Feature Flags (featuring Split.io)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for DevOps & Automated CI/CD ... offers a feature flagging suite deeply integrated into the CI/CD pipeline."}, {"id": "mai-20260917-0922-baseline|c133-l2|google-small|Flagsmith", "prompt": "c133-l2", "model": "google-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Flagsmith** is an excellent alternative for teams that want the deployment flexibility of Unleash"}, {"id": "mai-20260917-0922-baseline|c133-l2|meta-small|Kameleoon", "prompt": "c133-l2", "model": "meta-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Kameleoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kameleoon: A unified solution for both feature experimentation and flag management, enabling teams to test, measure, and iterate faster."}, {"id": "mai-20260917-0922-baseline|c133-l2|meta-small|LaunchDarkly", "prompt": "c133-l2", "model": "meta-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LaunchDarkly: A comprehensive feature management platform that equips software teams to proactively reduce the risk of shipping bad software"}, {"id": "mai-20260917-0922-baseline|c133-l2|meta-small|Unleash", "prompt": "c133-l2", "model": "meta-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unleash: A FeatureOps platform that allows enterprises to control how software behaves in production"}, {"id": "mai-20260917-0922-baseline|c133-l2|minimax-small|LaunchDarkly", "prompt": "c133-l2", "model": "minimax-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **LaunchDarkly** as the top choice for a large B2B company with thousands of employees"}, {"id": "mai-20260917-0922-baseline|c133-l2|minimax-small|Unleash", "prompt": "c133-l2", "model": "minimax-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great open-source option with enterprise plans, self-hosting capability, and strong governance"}, {"id": "mai-20260917-0922-baseline|c133-l2|minimax-small|ConfigCat", "prompt": "c133-l2", "model": "minimax-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simpler solution with predictable pricing"}, {"id": "mai-20260917-0922-baseline|c133-l2|minimax-small|Split", "prompt": "c133-l2", "model": "minimax-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Split", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers flag management + experimentation combined, good for teams wanting built-in A/B testing"}, {"id": "mai-20260917-0922-baseline|c133-l2|mistral-small|LaunchDarkly", "prompt": "c133-l2", "model": "mistral-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **LaunchDarkly** as the top feature management tool"}, {"id": "mai-20260917-0922-baseline|c133-l2|mistral-small|Unleash", "prompt": "c133-l2", "model": "mistral-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **Unleash** (for self-hosted flags with enterprise-grade audit trails and RBAC)"}, {"id": "mai-20260917-0922-baseline|c133-l2|mistral-small|Kameleoon", "prompt": "c133-l2", "model": "mistral-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Kameleoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kameleoon** (for a unified solution combining feature experimentation and flag management)"}, {"id": "mai-20260917-0922-baseline|c133-l2|moonshot-small|LaunchDarkly", "prompt": "c133-l2", "model": "moonshot-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B enterprise with thousands of employees, **LaunchDarkly** is generally the most recommended choice."}, {"id": "mai-20260917-0922-baseline|c133-l2|moonshot-small|Split (now Harness Feature Management & Experimentation)", "prompt": "c133-l2", "model": "moonshot-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Split (now Harness Feature Management & Experimentation)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: **Split (now Harness Feature Management & Experimentation)**"}, {"id": "mai-20260917-0922-baseline|c133-l2|moonshot-small|Unleash", "prompt": "c133-l2", "model": "moonshot-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "## Alternative: **Unleash**"}, {"id": "mai-20260917-0922-baseline|c133-l2|openai-small|LaunchDarkly", "prompt": "c133-l2", "model": "openai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **LaunchDarkly** as the safest default choice."}, {"id": "mai-20260917-0922-baseline|c133-l2|openai-small|Statsig", "prompt": "c133-l2", "model": "openai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Statsig** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c133-l2|openai-small|Harness Feature Management", "prompt": "c133-l2", "model": "openai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Harness Feature Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Harness Feature Management** is also worth a look"}, {"id": "mai-20260917-0922-baseline|c133-l2|xai-small|LaunchDarkly", "prompt": "c133-l2", "model": "xai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**I'd recommend LaunchDarkly** for a large B2B company with thousands of employees."}, {"id": "mai-20260917-0922-baseline|c133-l2|xai-small|Harness FME (ex-Split)", "prompt": "c133-l2", "model": "xai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Harness FME (ex-Split)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You prioritize built-in experimentation & CI/CD integration... Enterprise-grade but usage-based pricing."}, {"id": "mai-20260917-0922-baseline|c133-l2|xai-small|Unleash (Enterprise)", "prompt": "c133-l2", "model": "xai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Self-hosting/data sovereignty is key (e.g., regulated industries)... Lower TCO long-term."}, {"id": "mai-20260917-0922-baseline|c133-l2|xai-small|Flagsmith", "prompt": "c133-l2", "model": "xai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hybrid cloud/self-hosted with cost control... good for devs but lighter governance."}, {"id": "mai-20260917-0922-baseline|c133-l2|zai-small|LaunchDarkly", "prompt": "c133-l2", "model": "zai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **LaunchDarkly**"}, {"id": "mai-20260917-0922-baseline|c133-l2|zai-small|Split.io (now Harness Feature Management & Experimentation)", "prompt": "c133-l2", "model": "zai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Split.io (now Harness Feature Management & Experimentation)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose if:** Your primary priority is experimentation and data-driven decision-making."}, {"id": "mai-20260917-0922-baseline|c133-l2|zai-small|Unleash", "prompt": "c133-l2", "model": "zai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose if:** You need self-hosting for data sovereignty or have budget constraints."}, {"id": "mai-20260917-0922-baseline|c133-l3|alibaba-small|LaunchDarkly", "prompt": "c133-l3", "model": "alibaba-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LaunchDarkly is widely considered the market leader for large organizations prioritizing strict governance, security, and reliability"}, {"id": "mai-20260917-0922-baseline|c133-l3|alibaba-small|Unleash", "prompt": "c133-l3", "model": "alibaba-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Unleash if you are technical, care about data ownership, and want to cut costs significantly without losing power."}, {"id": "mai-20260917-0922-baseline|c133-l3|alibaba-small|Split (now part of Harness)", "prompt": "c133-l3", "model": "alibaba-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split (now part of Harness)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Split/Harness or GrowthBook if your organization relies heavily on data science and A/B testing"}, {"id": "mai-20260917-0922-baseline|c133-l3|alibaba-small|GrowthBook", "prompt": "c133-l3", "model": "alibaba-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Split/Harness or GrowthBook if your organization relies heavily on data science and A/B testing"}, {"id": "mai-20260917-0922-baseline|c133-l3|alibaba-small|Statsig", "prompt": "c133-l3", "model": "alibaba-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Statsig positions itself as a modern take on growth infrastructure"}, {"id": "mai-20260917-0922-baseline|c133-l3|alibaba-small|Flagsmith", "prompt": "c133-l3", "model": "alibaba-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Flagsmith offers a unique hybrid model where the core logic can be easily self-hosted"}, {"id": "mai-20260917-0922-baseline|c133-l3|anthropic-small|LaunchDarkly", "prompt": "c133-l3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LaunchDarkly is the most complete feature management platform"}, {"id": "mai-20260917-0922-baseline|c133-l3|anthropic-small|Optimizely", "prompt": "c133-l3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "Optimizely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "teams can't easily adopt just feature flags—they're purchasing access to a broader platform with associated complexity and cost"}, {"id": "mai-20260917-0922-baseline|c133-l3|anthropic-small|Harness", "prompt": "c133-l3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Harness positions its feature flags within continuous delivery and DevOps workflows"}, {"id": "mai-20260917-0922-baseline|c133-l3|anthropic-small|CloudBees Feature Management", "prompt": "c133-l3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "CloudBees Feature Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CloudBees provides feature flags with detailed targeting, scheduled rollouts, and integration with CI/CD pipelines"}, {"id": "mai-20260917-0922-baseline|c133-l3|anthropic-small|Flagsmith", "prompt": "c133-l3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if open-source flexibility and deployment control matter more, Flagsmith and Unleash deserve attention"}, {"id": "mai-20260917-0922-baseline|c133-l3|anthropic-small|Unleash", "prompt": "c133-l3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flagsmith and Unleash deserve attention"}, {"id": "mai-20260917-0922-baseline|c133-l3|anthropic-small|Kameleoon", "prompt": "c133-l3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "Kameleoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Kameleoon unifies feature experimentation, progressive delivery, and real-time personalization"}, {"id": "mai-20260917-0922-baseline|c133-l3|anthropic-small|Statsig", "prompt": "c133-l3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Statsig is recommended for product teams who want flags and experiments in one place"}, {"id": "mai-20260917-0922-baseline|c133-l3|anthropic-small|Split", "prompt": "c133-l3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "LaunchDarkly and Split remain strong contenders"}, {"id": "mai-20260917-0922-baseline|c133-l3|challenger-small|LaunchDarkly", "prompt": "c133-l3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "often described as the enterprise standard[5][8][14][16] | Large orgs needing compliance, approvals, safe rollouts"}, {"id": "mai-20260917-0922-baseline|c133-l3|challenger-small|Harness Feature Management (Split)", "prompt": "c133-l3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "Harness Feature Management (Split)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Harness/Split if you want flags plus experimentation and release monitoring in a single system"}, {"id": "mai-20260917-0922-baseline|c133-l3|challenger-small|Statsig", "prompt": "c133-l3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Statsig if your priority is product experimentation and analytics"}, {"id": "mai-20260917-0922-baseline|c133-l3|challenger-small|Unleash", "prompt": "c133-l3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Unleash or Flagsmith if you want open-source/self-hosted control"}, {"id": "mai-20260917-0922-baseline|c133-l3|challenger-small|Flagsmith", "prompt": "c133-l3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Unleash or Flagsmith if you want open-source/self-hosted control and data ownership"}, {"id": "mai-20260917-0922-baseline|c133-l3|challenger-small|GrowthBook", "prompt": "c133-l3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose GrowthBook if you want warehouse-native measurement"}, {"id": "mai-20260917-0922-baseline|c133-l3|challenger-small|ConfigCat", "prompt": "c133-l3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emphasized for straightforward flagging and transparent pricing in comparisons"}, {"id": "mai-20260917-0922-baseline|c133-l3|challenger-small|Optimizely Feature Experimentation", "prompt": "c133-l3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "Optimizely Feature Experimentation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "also appearing in enterprise comparisons depending on whether you prioritize governance, experimentation, or self-hosting"}, {"id": "mai-20260917-0922-baseline|c133-l3|challenger-small|OpenFeature", "prompt": "c133-l3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "OpenFeature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Not a product platform but an open standard/API to avoid lock-in"}, {"id": "mai-20260917-0922-baseline|c133-l3|deepseek-small|LaunchDarkly", "prompt": "c133-l3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LaunchDarkly is the category-defining platform and remains the default enterprise choice."}, {"id": "mai-20260917-0922-baseline|c133-l3|deepseek-small|Statsig", "prompt": "c133-l3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Experimentation-first, cost-conscious, integrated analytics → Statsig"}, {"id": "mai-20260917-0922-baseline|c133-l3|deepseek-small|Split / Harness Feature Management (FME)", "prompt": "c133-l3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split / Harness Feature Management (FME)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A/B testing as the core driver → Split/Harness FME."}, {"id": "mai-20260917-0922-baseline|c133-l3|deepseek-small|Unleash", "prompt": "c133-l3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Data sovereignty / air-gapped / open source → Unleash or Flagsmith."}, {"id": "mai-20260917-0922-baseline|c133-l3|deepseek-small|Flagsmith", "prompt": "c133-l3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Data sovereignty / air-gapped / open source → Unleash or Flagsmith."}, {"id": "mai-20260917-0922-baseline|c133-l3|deepseek-small|ConfigCat", "prompt": "c133-l3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Simple, predictable, low-cost, no analytics needed → ConfigCat."}, {"id": "mai-20260917-0922-baseline|c133-l3|deepseek-small|GrowthBook", "prompt": "c133-l3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or GrowthBook for open-source"}, {"id": "mai-20260917-0922-baseline|c133-l3|deepseek-small|Optimizely Feature Experimentation", "prompt": "c133-l3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "Optimizely Feature Experimentation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "strongest fit for marketing-anchored orgs"}, {"id": "mai-20260917-0922-baseline|c133-l3|deepseek-small|PostHog", "prompt": "c133-l3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "all-in-one platform bundling flags, product analytics, session replay, and experiments"}, {"id": "mai-20260917-0922-baseline|c133-l3|deepseek-small|DevCycle", "prompt": "c133-l3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "DevCycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "lightweight, Git-based developer workflow with flag-as-code"}, {"id": "mai-20260917-0922-baseline|c133-l3|deepseek-small|CloudBees", "prompt": "c133-l3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "CloudBees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "good environment management / release tooling if you're already in their ecosystems"}, {"id": "mai-20260917-0922-baseline|c133-l3|google-small|LaunchDarkly", "prompt": "c133-l3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The safest, most complete \"default\" choice for large enterprise governance."}, {"id": "mai-20260917-0922-baseline|c133-l3|google-small|Harness Feature Management & Experimentation / FME", "prompt": "c133-l3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "Harness Feature Management & Experimentation / FME", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for DevOps-heavy organizations looking to unite deployment pipelines with release flags."}, {"id": "mai-20260917-0922-baseline|c133-l3|google-small|Statsig", "prompt": "c133-l3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The premier platform for product-led growth (PLG) teams prioritizing heavy, statistics-based A/B testing."}, {"id": "mai-20260917-0922-baseline|c133-l3|google-small|Unleash", "prompt": "c133-l3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The gold standard for highly regulated, data-sensitive industries."}, {"id": "mai-20260917-0922-baseline|c133-l3|google-small|GrowthBook", "prompt": "c133-l3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The primary open-source alternative to Statsig for data science and engineering teams."}, {"id": "mai-20260917-0922-baseline|c133-l3|google-small|Flagsmith", "prompt": "c133-l3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A simpler, highly customizable developer-focused platform with highly predictable pricing."}, {"id": "mai-20260917-0922-baseline|c133-l3|meta-small|LaunchDarkly", "prompt": "c133-l3", "model": "meta-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LaunchDarkly is the incumbent enterprise pick, built around progressive delivery, guardrail metrics, and governance for large regulated organizations."}, {"id": "mai-20260917-0922-baseline|c133-l3|meta-small|Unleash", "prompt": "c133-l3", "model": "meta-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unleash is the open-source challenger that offers self-hosted control and is free under an Apache 2.0 license."}, {"id": "mai-20260917-0922-baseline|c133-l3|meta-small|GrowthBook", "prompt": "c133-l3", "model": "meta-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GrowthBook bundles flags with built-in experimentation for as little as $0 a month."}, {"id": "mai-20260917-0922-baseline|c133-l3|meta-small|Flagsmith", "prompt": "c133-l3", "model": "meta-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flagsmith is another open-source option that offers unlimited self-hosting with no artificial limits."}, {"id": "mai-20260917-0922-baseline|c133-l3|meta-small|ConfigCat", "prompt": "c133-l3", "model": "meta-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ConfigCat is a budget-conscious pick with a genuine free tier and self-serve pricing."}, {"id": "mai-20260917-0922-baseline|c133-l3|meta-small|Split", "prompt": "c133-l3", "model": "meta-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Split and Statsig are ideal for experimentation-heavy teams"}, {"id": "mai-20260917-0922-baseline|c133-l3|meta-small|Statsig", "prompt": "c133-l3", "model": "meta-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Split and Statsig are ideal for experimentation-heavy teams, offering feature flags and A/B testing impact measurement in one platform."}, {"id": "mai-20260917-0922-baseline|c133-l3|minimax-small|LaunchDarkly", "prompt": "c133-l3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Enterprise (large, regulated)**: **LaunchDarkly** — unmatched security, compliance, and governance"}, {"id": "mai-20260917-0922-baseline|c133-l3|minimax-small|Statsig", "prompt": "c133-l3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Product-led teams**: **Statsig** — best value with unlimited flags + experimentation"}, {"id": "mai-20260917-0922-baseline|c133-l3|minimax-small|Optimizely", "prompt": "c133-l3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "Optimizely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Marketing experimentation**: **Optimizely** — visual editor + enterprise program ops"}, {"id": "mai-20260917-0922-baseline|c133-l3|minimax-small|Split (Harness)", "prompt": "c133-l3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split (Harness)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Consideration**: Product direction has been \"mixed\" post-acquisition"}, {"id": "mai-20260917-0922-baseline|c133-l3|minimax-small|Unleash", "prompt": "c133-l3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source (self-hosted) | Companies needing data sovereignty"}, {"id": "mai-20260917-0922-baseline|c133-l3|minimax-small|Flagsmith", "prompt": "c133-l3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source | Self-hosted with SaaS option"}, {"id": "mai-20260917-0922-baseline|c133-l3|minimax-small|GrowthBook", "prompt": "c133-l3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Budget-conscious**: **ConfigCat** or **GrowthBook** (open-source)"}, {"id": "mai-20260917-0922-baseline|c133-l3|minimax-small|ConfigCat", "prompt": "c133-l3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Startup/mid-market? → Statsig or ConfigCat"}, {"id": "mai-20260917-0922-baseline|c133-l3|mistral-small|LaunchDarkly", "prompt": "c133-l3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need the most comprehensive, enterprise-ready platform with strong compliance and SDK support, **LaunchDarkly** is the top choice."}, {"id": "mai-20260917-0922-baseline|c133-l3|mistral-small|Harness Feature Management & Experimentation (FME)", "prompt": "c133-l3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "Harness Feature Management & Experimentation (FME)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a unified DevOps platform with CI/CD integration, consider **Harness FME**."}, {"id": "mai-20260917-0922-baseline|c133-l3|mistral-small|PostHog", "prompt": "c133-l3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For all-in-one analytics and feature management, **PostHog** is a strong contender."}, {"id": "mai-20260917-0922-baseline|c133-l3|mistral-small|GrowthBook", "prompt": "c133-l3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For self-hosted or open-source options, **GrowthBook** and **Unleash** are popular."}, {"id": "mai-20260917-0922-baseline|c133-l3|mistral-small|Unleash", "prompt": "c133-l3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For self-hosted or open-source options, **GrowthBook** and **Unleash** are popular."}, {"id": "mai-20260917-0922-baseline|c133-l3|mistral-small|Flagsmith", "prompt": "c133-l3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For flexible deployment, **Flagsmith** is a good fit."}, {"id": "mai-20260917-0922-baseline|c133-l3|mistral-small|Statsig", "prompt": "c133-l3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best For**: Teams prioritizing data-driven decision-making and experimentation."}, {"id": "mai-20260917-0922-baseline|c133-l3|moonshot-small|LaunchDarkly", "prompt": "c133-l3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LaunchDarkly** - The Enterprise Standard ... Choose LaunchDarkly if you need the most mature enterprise features"}, {"id": "mai-20260917-0922-baseline|c133-l3|moonshot-small|Split (now Harness FME)", "prompt": "c133-l3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split (now Harness FME)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Acquired by Harness in Feb 2024; product direction has been mixed"}, {"id": "mai-20260917-0922-baseline|c133-l3|moonshot-small|Statsig", "prompt": "c133-l3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Statsig if you want a modern, integrated platform with strong experimentation at a lower cost"}, {"id": "mai-20260917-0922-baseline|c133-l3|moonshot-small|Unleash", "prompt": "c133-l3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Unleash if data sovereignty, cost control, and open source flexibility matter most"}, {"id": "mai-20260917-0922-baseline|c133-l3|moonshot-small|Flagsmith", "prompt": "c133-l3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Flagsmith or GrowthBook if you need open source with specific deployment or analytics requirements"}, {"id": "mai-20260917-0922-baseline|c133-l3|moonshot-small|GrowthBook", "prompt": "c133-l3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Flagsmith or GrowthBook if you need open source with specific deployment or analytics requirements"}, {"id": "mai-20260917-0922-baseline|c133-l3|openai-small|LaunchDarkly", "prompt": "c133-l3", "model": "openai-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's often the default choice when a company wants a dedicated, mature flagging platform with strong change-management features."}, {"id": "mai-20260917-0922-baseline|c133-l3|openai-small|Statsig", "prompt": "c133-l3", "model": "openai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Statsig** if you want flags, experiments, and analytics together."}, {"id": "mai-20260917-0922-baseline|c133-l3|openai-small|Split", "prompt": "c133-l3", "model": "openai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Split** if you care most about delivery workflows, operational safety, and experimentation alongside flags."}, {"id": "mai-20260917-0922-baseline|c133-l3|openai-small|ConfigCat", "prompt": "c133-l3", "model": "openai-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **ConfigCat** if you want a simpler flags-first platform."}, {"id": "mai-20260917-0922-baseline|c133-l3|openai-small|Unleash", "prompt": "c133-l3", "model": "openai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Unleash** if self-hosting/open-source control is important."}, {"id": "mai-20260917-0922-baseline|c133-l3|xai-small|LaunchDarkly", "prompt": "c133-l3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LaunchDarkly wins on SDK breadth/governance; governance-heavy? LaunchDarkly."}, {"id": "mai-20260917-0922-baseline|c133-l3|xai-small|Harness Feature Management & Experimentation (formerly Split)", "prompt": "c133-l3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Harness Feature Management & Experimentation (formerly Split)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CI/CD-native experiments? Harness."}, {"id": "mai-20260917-0922-baseline|c133-l3|xai-small|Unleash", "prompt": "c133-l3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget/self-host? Unleash/Flagsmith."}, {"id": "mai-20260917-0922-baseline|c133-l3|xai-small|Flagsmith", "prompt": "c133-l3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget/self-host? Unleash/Flagsmith."}, {"id": "mai-20260917-0922-baseline|c133-l3|xai-small|Statsig", "prompt": "c133-l3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Growing enterprises focused on experimentation at low initial cost; product-led teams."}, {"id": "mai-20260917-0922-baseline|c133-l3|zai-small|LaunchDarkly", "prompt": "c133-l3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LaunchDarkly — The Enterprise Standard ... market leader ... Most sophisticated targeting rules, governance, and compliance features"}, {"id": "mai-20260917-0922-baseline|c133-l3|zai-small|Optimizely", "prompt": "c133-l3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Optimizely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Optimizely — Experimentation-First ... Best for: Marketing and product teams focused on digital experience optimization"}, {"id": "mai-20260917-0922-baseline|c133-l3|zai-small|Unleash", "prompt": "c133-l3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Only major open-source feature flag platform with enterprise-grade features"}, {"id": "mai-20260917-0922-baseline|c133-l3|zai-small|Split.io (Harness FME)", "prompt": "c133-l3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split.io (Harness FME)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strongest on experimentation depth and statistical analysis"}, {"id": "mai-20260917-0922-baseline|c133-l3|zai-small|Statsig", "prompt": "c133-l3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Statsig if: You want unlimited flags at any scale (free flags)"}, {"id": "mai-20260917-0922-baseline|c133-l3|zai-small|GrowthBook", "prompt": "c133-l3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Open-source alternative to LaunchDarkly with full self-hosting"}, {"id": "mai-20260917-0922-baseline|c133-l3|zai-small|ConfigCat", "prompt": "c133-l3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good value for teams that just need flag management without complex experimentation"}, {"id": "mai-20260917-0922-baseline|c133-l4|alibaba-small|ConfigCat", "prompt": "c133-l4", "model": "alibaba-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best feature flag platform for a large company prioritizing **predictable total cost** is **ConfigCat**"}, {"id": "mai-20260917-0922-baseline|c133-l4|alibaba-small|Unleash Enterprise", "prompt": "c133-l4", "model": "alibaba-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Unleash Enterprise** is the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c133-l4|alibaba-small|LaunchDarkly", "prompt": "c133-l4", "model": "alibaba-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "you likely want to avoid platforms that use **hybrid metering models**, such as **LaunchDarkly**"}, {"id": "mai-20260917-0922-baseline|c133-l4|alibaba-small|Flagsmith", "prompt": "c133-l4", "model": "alibaba-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usage-Based (API Calls) | **Medium.** Costs scale with API requests; requires careful monitoring."}, {"id": "mai-20260917-0922-baseline|c133-l4|anthropic-small|ConfigCat", "prompt": "c133-l4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ConfigCat is the boring, reliable choice with 10 million free flag requests per month and paid plans starting at $110 per month with a fixed price, no MAU multiplier."}, {"id": "mai-20260917-0922-baseline|c133-l4|anthropic-small|Flagsmith", "prompt": "c133-l4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Flagsmith wins for teams that need deployment flexibility, predictable per-seat economics, or compliance constraints"}, {"id": "mai-20260917-0922-baseline|c133-l4|anthropic-small|Unleash", "prompt": "c133-l4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "## Alternative: Unleash (Open-source for cost control)"}, {"id": "mai-20260917-0922-baseline|c133-l4|anthropic-small|LaunchDarkly", "prompt": "c133-l4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing can escalate quickly as usage scales, making it expensive for growing teams"}, {"id": "mai-20260917-0922-baseline|c133-l4|challenger-small|ConfigCat", "prompt": "c133-l4", "model": "challenger-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single recommendation for **predictable TCO at large scale**, pick **ConfigCat**."}, {"id": "mai-20260917-0922-baseline|c133-l4|challenger-small|GrowthBook", "prompt": "c133-l4", "model": "challenger-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GrowthBook** or **Statsig** are good alternatives, but the results suggest their pricing is less straightforward"}, {"id": "mai-20260917-0922-baseline|c133-l4|challenger-small|Statsig", "prompt": "c133-l4", "model": "challenger-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GrowthBook** or **Statsig** are good alternatives, but the results suggest their pricing is less straightforward"}, {"id": "mai-20260917-0922-baseline|c133-l4|challenger-small|LaunchDarkly", "prompt": "c133-l4", "model": "challenger-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its usage-based pricing can create a cost cliff at scale and becomes expensive beyond roughly 100K MAU"}, {"id": "mai-20260917-0922-baseline|c133-l4|challenger-small|Flagsmith", "prompt": "c133-l4", "model": "challenger-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong low-cost option, especially if self-hosting is acceptable"}, {"id": "mai-20260917-0922-baseline|c133-l4|deepseek-small|LaunchDarkly", "prompt": "c133-l4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "At scale this is the most expensive and hardest to forecast option"}, {"id": "mai-20260917-0922-baseline|c133-l4|deepseek-small|Statsig", "prompt": "c133-l4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Statsig meters events; cost rises with usage."}, {"id": "mai-20260917-0922-baseline|c133-l4|deepseek-small|Unleash", "prompt": "c133-l4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The best answer is probably Unleash"}, {"id": "mai-20260917-0922-baseline|c133-l4|deepseek-small|ConfigCat", "prompt": "c133-l4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ConfigCat — the flat-tier runner-up"}, {"id": "mai-20260917-0922-baseline|c133-l4|deepseek-small|DevCycle", "prompt": "c133-l4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "DevCycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "also offer per-seat structures rather than end-user metering, giving you more predictability"}, {"id": "mai-20260917-0922-baseline|c133-l4|deepseek-small|Flagsmith", "prompt": "c133-l4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "DevCycle / Flagsmith — also offer per-seat structures"}, {"id": "mai-20260917-0922-baseline|c133-l4|google-small|LaunchDarkly", "prompt": "c133-l4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional platforms like LaunchDarkly (which charges by MAU and limits enterprise features) ... can quickly lead to astronomical, unpredictable annual bills"}, {"id": "mai-20260917-0922-baseline|c133-l4|google-small|Unleash SaaS", "prompt": "c133-l4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash SaaS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unleash SaaS (which charges $75 per developer seat per month) can quickly lead to astronomical, unpredictable annual bills"}, {"id": "mai-20260917-0922-baseline|c133-l4|google-small|ConfigCat", "prompt": "c133-l4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "ConfigCat** is the industry standard for predictable pricing"}, {"id": "mai-20260917-0922-baseline|c133-l4|google-small|Flagsmith", "prompt": "c133-l4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Flagsmith** is highly recommended"}, {"id": "mai-20260917-0922-baseline|c133-l4|google-small|Statsig", "prompt": "c133-l4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Statsig** offers an incredibly generous pricing structure compared to legacy tools"}, {"id": "mai-20260917-0922-baseline|c133-l4|google-small|FeatBit", "prompt": "c133-l4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "FeatBit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Their Self-Hosted Enterprise license starts at a flat **$3,999/year**"}, {"id": "mai-20260917-0922-baseline|c133-l4|meta-small|Unleash", "prompt": "c133-l4", "model": "meta-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is Unleash, as it is the cheapest entry point among full-featured feature flag platforms at $75 a month"}, {"id": "mai-20260917-0922-baseline|c133-l4|meta-small|ConfigCat", "prompt": "c133-l4", "model": "meta-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are ConfigCat and Statsig, which are also relatively affordable."}, {"id": "mai-20260917-0922-baseline|c133-l4|meta-small|Statsig", "prompt": "c133-l4", "model": "meta-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are ConfigCat and Statsig, which are also relatively affordable."}, {"id": "mai-20260917-0922-baseline|c133-l4|meta-small|LaunchDarkly", "prompt": "c133-l4", "model": "meta-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it has a more complex pricing structure that may not be as predictable for large companies"}, {"id": "mai-20260917-0922-baseline|c133-l4|minimax-small|ConfigCat", "prompt": "c133-l4", "model": "minimax-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ConfigCat** is the best feature flag platform for a large company that needs predictable total cost across thousands of users."}, {"id": "mai-20260917-0922-baseline|c133-l4|minimax-small|LaunchDarkly", "prompt": "c133-l4", "model": "minimax-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Charges per-MAU — costs explode as your user base grows"}, {"id": "mai-20260917-0922-baseline|c133-l4|minimax-small|Unleash", "prompt": "c133-l4", "model": "minimax-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Charges per-seat ($75/seat) — scales with team size"}, {"id": "mai-20260917-0922-baseline|c133-l4|minimax-small|Statsig", "prompt": "c133-l4", "model": "minimax-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Charges per-event — unpredictable at scale"}, {"id": "mai-20260917-0922-baseline|c133-l4|minimax-small|FeatBit", "prompt": "c133-l4", "model": "minimax-small", "cat": "feature-flags", "variant": "budget", "raw": "FeatBit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**FeatBit** offers enterprise at **$3,999/year flat** ... but it's a newer player with a smaller ecosystem."}, {"id": "mai-20260917-0922-baseline|c133-l4|mistral-small|LaunchDarkly", "prompt": "c133-l4", "model": "mistral-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LaunchDarkly** is widely regarded as the best feature flag platform"}, {"id": "mai-20260917-0922-baseline|c133-l4|mistral-small|Unleash", "prompt": "c133-l4", "model": "mistral-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **Unleash** (open-source core, very low cost, but may require more self-management)"}, {"id": "mai-20260917-0922-baseline|c133-l4|mistral-small|Harness Feature Flags", "prompt": "c133-l4", "model": "mistral-small", "cat": "feature-flags", "variant": "budget", "raw": "Harness Feature Flags", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Harness Feature Flags** (part of a broader DevOps platform, with quote-based pricing)"}, {"id": "mai-20260917-0922-baseline|c133-l4|moonshot-small|GrowthBook", "prompt": "c133-l4", "model": "moonshot-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: GrowthBook"}, {"id": "mai-20260917-0922-baseline|c133-l4|moonshot-small|Unleash", "prompt": "c133-l4", "model": "moonshot-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Unleash"}, {"id": "mai-20260917-0922-baseline|c133-l4|moonshot-small|LaunchDarkly", "prompt": "c133-l4", "model": "moonshot-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why Not LaunchDarkly? ... costs balloon quickly ... Unpredictable & expensive"}, {"id": "mai-20260917-0922-baseline|c133-l4|moonshot-small|Flagsmith", "prompt": "c133-l4", "model": "moonshot-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usage (requests) or self-hosted | ⚠️ Variable if cloud"}, {"id": "mai-20260917-0922-baseline|c133-l4|moonshot-small|Statsig", "prompt": "c133-l4", "model": "moonshot-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Predictable for flags only; events cost extra"}, {"id": "mai-20260917-0922-baseline|c133-l4|openai-small|Flagsmith", "prompt": "c133-l4", "model": "openai-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Flagsmith self-hosted / private cloud**"}, {"id": "mai-20260917-0922-baseline|c133-l4|openai-small|LaunchDarkly", "prompt": "c133-l4", "model": "openai-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "uses **MAU-based pricing** ... which can make total cost less predictable as usage grows"}, {"id": "mai-20260917-0922-baseline|c133-l4|openai-small|Statsig", "prompt": "c133-l4", "model": "openai-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "explicitly says it uses a **usage-based pricing model** based on events and exposures"}, {"id": "mai-20260917-0922-baseline|c133-l4|openai-small|Unleash", "prompt": "c133-l4", "model": "openai-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparing Flagsmith vs LaunchDarkly vs Statsig vs Unleash"}, {"id": "mai-20260917-0922-baseline|c133-l4|xai-small|ConfigCat", "prompt": "c133-l4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ConfigCat stands out as the best feature flag platform for a large company needing predictable total costs across thousands of users.**"}, {"id": "mai-20260917-0922-baseline|c133-l4|xai-small|LaunchDarkly", "prompt": "c133-l4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "LaunchDarkly dominates enterprises for features/compliance, but fails on \"predictable total cost.\""}, {"id": "mai-20260917-0922-baseline|c133-l4|xai-small|Split.io (Harness)", "prompt": "c133-l4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "Split.io (Harness)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Medium-Low**: Custom quotes; scales with users/tests. | Experimentation-strong, but not flat."}, {"id": "mai-20260917-0922-baseline|c133-l4|xai-small|Flagsmith", "prompt": "c133-l4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good value; self-host eliminates vendor costs entirely."}, {"id": "mai-20260917-0922-baseline|c133-l4|xai-small|Unleash", "prompt": "c133-l4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**High (if team size fixed)**: ~$1.5K/mo for 20 seats; OSS self-host free."}, {"id": "mai-20260917-0922-baseline|c133-l4|xai-small|Statsig/PostHog", "prompt": "c133-l4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig/PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**High for flags only**: No flag costs; events free to millions. | Great if experiments minimal; less \"enterprise governance.\""}, {"id": "mai-20260917-0922-baseline|c133-l4|xai-small|GrowthBook", "prompt": "c133-l4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Self-hosted OSS alternatives (Flagsmith/Unleash/GrowthBook/FeatBit)** offer ultimate predictability"}, {"id": "mai-20260917-0922-baseline|c133-l4|xai-small|FeatBit", "prompt": "c133-l4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "FeatBit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "FeatBit Enterprise $4K/year flat), ideal if you have DevOps capacity"}, {"id": "mai-20260917-0922-baseline|c133-l4|zai-small|Statsig", "prompt": "c133-l4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best feature flag platform is **Statsig**"}, {"id": "mai-20260917-0922-baseline|c133-l4|zai-small|FeatBit", "prompt": "c133-l4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "FeatBit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FeatBit** (or Flipt) is the best alternative"}, {"id": "mai-20260917-0922-baseline|c133-l4|zai-small|Flipt", "prompt": "c133-l4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "Flipt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 2. The Best for Self-Hosting: FeatBit (or Flipt)"}, {"id": "mai-20260917-0922-baseline|c133-l4|zai-small|LaunchDarkly", "prompt": "c133-l4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "### Why you should avoid LaunchDarkly (The Industry Standard)"}, {"id": "mai-20260917-0922-baseline|c133-l4|zai-small|Unleash", "prompt": "c133-l4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "| **Unleash** | Per-Seat (Cloud) | Low | Open-source enthusiasts (requires heavy DevOps to host). |"}, {"id": "mai-20260917-0922-baseline|c133-l5|alibaba-small|LaunchDarkly", "prompt": "c133-l5", "model": "alibaba-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a checklist of what to look for in a Feature Flag platform (like LaunchDarkly, Split, or Unleash)"}, {"id": "mai-20260917-0922-baseline|c133-l5|alibaba-small|Split", "prompt": "c133-l5", "model": "alibaba-small", "cat": "feature-flags", "variant": "scale", "raw": "Split", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(like LaunchDarkly, Split, or Unleash)"}, {"id": "mai-20260917-0922-baseline|c133-l5|alibaba-small|Unleash", "prompt": "c133-l5", "model": "alibaba-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(like LaunchDarkly, Split, or Unleash)"}, {"id": "mai-20260917-0922-baseline|c133-l5|deepseek-small|Unleash", "prompt": "c133-l5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Unleash | Self-hosting / FedRAMP / data residency | SOC 2 Type II, RBAC, change-request workflows"}, {"id": "mai-20260917-0922-baseline|c133-l5|deepseek-small|LaunchDarkly", "prompt": "c133-l5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "LaunchDarkly | Regulated/enterprise default | Strongest audit logs, approval workflows; wide SDK matrix"}, {"id": "mai-20260917-0922-baseline|c133-l5|deepseek-small|Harness FME (ex-Split)", "prompt": "c133-l5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "Harness FME (ex-Split)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Harness uses transparent seat-based pricing with experimentation/governance included"}, {"id": "mai-20260917-0922-baseline|c133-l5|deepseek-small|Flagsmith", "prompt": "c133-l5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flagsmith | Budget-conscious, open-source | Self-host for compliance"}, {"id": "mai-20260917-0922-baseline|c133-l5|google-small|LaunchDarkly", "prompt": "c133-l5", "model": "google-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LaunchDarkly: The market leader. Extremely strong on enterprise security, RBAC, SCIM, and integrations, though usually the most expensive."}, {"id": "mai-20260917-0922-baseline|c133-l5|google-small|Split.io (Harness)", "prompt": "c133-l5", "model": "google-small", "cat": "feature-flags", "variant": "scale", "raw": "Split.io (Harness)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent if your engineering organization is looking to tie feature flags directly into CI/CD pipelines and automated release rollbacks."}, {"id": "mai-20260917-0922-baseline|c133-l5|google-small|Unleash", "prompt": "c133-l5", "model": "google-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A highly popular open-source/enterprise hybrid. Great if your security team prefers hosting the control plane entirely on-premises"}, {"id": "mai-20260917-0922-baseline|c133-l5|google-small|Statsig", "prompt": "c133-l5", "model": "google-small", "cat": "feature-flags", "variant": "scale", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Statsig / Optimizely: Best-in-class if your product team wants to heavily combine feature flagging with advanced A/B testing"}, {"id": "mai-20260917-0922-baseline|c133-l5|google-small|Optimizely", "prompt": "c133-l5", "model": "google-small", "cat": "feature-flags", "variant": "scale", "raw": "Optimizely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Statsig / Optimizely: Best-in-class if your product team wants to heavily combine feature flagging with advanced A/B testing"}, {"id": "mai-20260917-0922-baseline|c133-l5|meta-small|Unleash", "prompt": "c133-l5", "model": "meta-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Unleash: An open-source feature flag platform that offers self-hosting options, SOC 2 Type II certification, and GDPR compliance."}, {"id": "mai-20260917-0922-baseline|c133-l5|meta-small|LaunchDarkly", "prompt": "c133-l5", "model": "meta-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LaunchDarkly: A feature flag platform that offers SOC 2 Type II certification, role-based access control, and audit logging."}, {"id": "mai-20260917-0922-baseline|c133-l5|meta-small|DevCycle", "prompt": "c133-l5", "model": "meta-small", "cat": "feature-flags", "variant": "scale", "raw": "DevCycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DevCycle: A feature flag platform that offers SOC 2 compliance, OpenFeature compatibility, and a free plan."}, {"id": "mai-20260917-0922-baseline|c133-l5|minimax-small|LaunchDarkly", "prompt": "c133-l5", "model": "minimax-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LaunchDarkly** | Mature enterprise features, extensive audit capabilities, 30+ SDKs | Premium pricing"}, {"id": "mai-20260917-0922-baseline|c133-l5|minimax-small|Split (Harness)", "prompt": "c133-l5", "model": "minimax-small", "cat": "feature-flags", "variant": "scale", "raw": "Split (Harness)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong approval workflows, good SOC 2 coverage | Part of larger Harness platform"}, {"id": "mai-20260917-0922-baseline|c133-l5|minimax-small|Unleash", "prompt": "c133-l5", "model": "minimax-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source option, self-hosted available | May need to purchase enterprise tier for full compliance features"}, {"id": "mai-20260917-0922-baseline|c133-l5|minimax-small|Statsig", "prompt": "c133-l5", "model": "minimax-small", "cat": "feature-flags", "variant": "scale", "raw": "Statsig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Growing enterprise tier, good pricing | Newer to enterprise space"}, {"id": "mai-20260917-0922-baseline|c133-l5|moonshot-small|Unleash Enterprise", "prompt": "c133-l5", "model": "moonshot-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Unleash Enterprise** | Self-hosting, data sovereignty, cost control | Open-source roots; fastest-growing enterprise option"}, {"id": "mai-20260917-0922-baseline|c133-l5|moonshot-small|Flagsmith", "prompt": "c133-l5", "model": "moonshot-small", "cat": "feature-flags", "variant": "scale", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flagsmith** | Budget-conscious self-hosting | Smaller ecosystem; newer enterprise features"}, {"id": "mai-20260917-0922-baseline|c133-l5|moonshot-small|LaunchDarkly", "prompt": "c133-l5", "model": "moonshot-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**LaunchDarkly** | Maximum features, SDK breadth, experimentation | Premium pricing; cloud-only (Relay Proxy for local eval)"}, {"id": "mai-20260917-0922-baseline|c133-l5|moonshot-small|Split", "prompt": "c133-l5", "model": "moonshot-small", "cat": "feature-flags", "variant": "scale", "raw": "Split", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Split** | Deep experimentation, statistical analysis | Rebranding around \"feature delivery\"; pricing complexity"}, {"id": "mai-20260917-0922-baseline|c133-l5|openai-small|LaunchDarkly", "prompt": "c133-l5", "model": "openai-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise guides from LaunchDarkly, Split, and Statsig consistently emphasize SSO, SCIM, RBAC, audit logs, and approvals as core controls"}, {"id": "mai-20260917-0922-baseline|c133-l5|openai-small|Split", "prompt": "c133-l5", "model": "openai-small", "cat": "feature-flags", "variant": "scale", "raw": "Split", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Split and ConfigCat publish security/compliance materials that are useful signals here."}, {"id": "mai-20260917-0922-baseline|c133-l5|openai-small|Statsig", "prompt": "c133-l5", "model": "openai-small", "cat": "feature-flags", "variant": "scale", "raw": "Statsig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise guides from LaunchDarkly, Split, and Statsig consistently emphasize SSO, SCIM, RBAC, audit logs"}, {"id": "mai-20260917-0922-baseline|c133-l5|openai-small|ConfigCat", "prompt": "c133-l5", "model": "openai-small", "cat": "feature-flags", "variant": "scale", "raw": "ConfigCat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Split and ConfigCat publish security/compliance materials that are useful signals here."}, {"id": "mai-20260917-0922-baseline|c133-l5|xai-small|LaunchDarkly", "prompt": "c133-l5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Shortlist 3-4**: LaunchDarkly + 1-2 others (e.g., Split, Statsig)"}, {"id": "mai-20260917-0922-baseline|c133-l5|xai-small|Split.io (Harness)", "prompt": "c133-l5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "Split.io (Harness)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CI/CD native, experiments baked in, release monitoring. | Quote-based | Steeper for flags-only."}, {"id": "mai-20260917-0922-baseline|c133-l5|xai-small|Statsig", "prompt": "c133-l5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free flags at scale, strong experiments... Newer in governance."}, {"id": "mai-20260917-0922-baseline|c133-l5|xai-small|Optimizely", "prompt": "c133-l5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "Optimizely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Experimentation depth, HIPAA. | Quote | Heavier on A/B than pure flags."}, {"id": "mai-20260917-0922-baseline|c133-l5|xai-small|Unleash", "prompt": "c133-l5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source self-host option, edge eval. | $75/seat/mo Pro | Caps on OSS."}, {"id": "mai-20260917-0922-baseline|c133-l5|xai-small|Flagsmith", "prompt": "c133-l5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Self-hosted options (e.g., Unleash, Flagsmith) can help with data residency but add ops overhead."}, {"id": "mai-20260917-0922-baseline|c133-l6|alibaba-small|LaunchDarkly (Standard Cloud Tier)", "prompt": "c133-l6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly (Standard Cloud Tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**LaunchDarkly** | **High Cost & Lock-in:** No free self-hosted option; pricing scales steeply with MAU."}, {"id": "mai-20260917-0922-baseline|c133-l6|alibaba-small|Unleash (OSS)", "prompt": "c133-l6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash (OSS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Maintenance Burden:** The open-source version is excellent, but you must build/maintain the infrastructure yourself."}, {"id": "mai-20260917-0922-baseline|c133-l6|alibaba-small|Flagsmith", "prompt": "c133-l6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers an \"Endorsed OSS\" tier with unlimited self-hosting."}, {"id": "mai-20260917-0922-baseline|c133-l6|alibaba-small|ConfigCat", "prompt": "c133-l6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often cited for simpler pricing structures (per seat/environment) rather than scaling strictly on user count."}, {"id": "mai-20260917-0922-baseline|c133-l6|alibaba-small|Split.io", "prompt": "c133-l6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "Split.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Complexity:** Powerful but often over-engineered for simple release management."}, {"id": "mai-20260917-0922-baseline|c133-l6|alibaba-small|In-House Solutions", "prompt": "c133-l6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "In-House Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid.** Even simple database-backed toggles rarely survive at scale compared to purpose-built platforms."}, {"id": "mai-20260917-0922-baseline|c133-l6|anthropic-small|LaunchDarkly", "prompt": "c133-l6", "model": "anthropic-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "LaunchDarkly operates exclusively as a SaaS platform with no self-hosted or on-premises deployment options."}, {"id": "mai-20260917-0922-baseline|c133-l6|anthropic-small|Statsig", "prompt": "c133-l6", "model": "anthropic-small", "cat": "feature-flags", "variant": "negative", "raw": "Statsig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "buyers may want to watch how the roadmap evolves under new ownership"}, {"id": "mai-20260917-0922-baseline|c133-l6|anthropic-small|Unleash", "prompt": "c133-l6", "model": "anthropic-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "what Unleash can't do at the flag level itself. Client-side SDKs may require a separate proxy server."}, {"id": "mai-20260917-0922-baseline|c133-l6|challenger-small|ConfigCat", "prompt": "c133-l6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the results suggest extra scrutiny for **ConfigCat**, **DevCycle**"}, {"id": "mai-20260917-0922-baseline|c133-l6|challenger-small|DevCycle", "prompt": "c133-l6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "DevCycle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**DevCycle** is developer-focused rather than positioned as the enterprise governance benchmark"}, {"id": "mai-20260917-0922-baseline|c133-l6|challenger-small|LaunchDarkly", "prompt": "c133-l6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "those enterprise controls are repeatedly associated with **LaunchDarkly**, **Split by Harness**, **Unleash**, **GrowthBook**"}, {"id": "mai-20260917-0922-baseline|c133-l6|challenger-small|Split by Harness", "prompt": "c133-l6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "Split by Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "enterprise controls are repeatedly associated with **LaunchDarkly**, **Split by Harness**, **Unleash**, **GrowthBook**"}, {"id": "mai-20260917-0922-baseline|c133-l6|challenger-small|Unleash", "prompt": "c133-l6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "enterprise controls are repeatedly associated with ... **Unleash**, **GrowthBook**"}, {"id": "mai-20260917-0922-baseline|c133-l6|challenger-small|GrowthBook", "prompt": "c133-l6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "enterprise controls are repeatedly associated with ... **GrowthBook**, or enterprise-tier offerings"}, {"id": "mai-20260917-0922-baseline|c133-l6|deepseek-small|LaunchDarkly", "prompt": "c133-l6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "LaunchDarkly | Pricing shocks (MAU + data export), **no self-hosted control plane** ... documented reliability incident (Oct 2025) causing data loss."}, {"id": "mai-20260917-0922-baseline|c133-l6|deepseek-small|Unleash (self-hosted)", "prompt": "c133-l6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash (self-hosted)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Platforms like **Unleash (self-hosted), Flagsmith, Flipt, or FeatureHub** offer this."}, {"id": "mai-20260917-0922-baseline|c133-l6|deepseek-small|Flagsmith", "prompt": "c133-l6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Platforms like **Unleash (self-hosted), Flagsmith, Flipt, or FeatureHub** offer this."}, {"id": "mai-20260917-0922-baseline|c133-l6|deepseek-small|Flipt", "prompt": "c133-l6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Flipt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Platforms like **Unleash (self-hosted), Flagsmith, Flipt, or FeatureHub** offer this."}, {"id": "mai-20260917-0922-baseline|c133-l6|deepseek-small|FeatureHub", "prompt": "c133-l6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "FeatureHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Platforms like **Unleash (self-hosted), Flagsmith, Flipt, or FeatureHub** offer this."}, {"id": "mai-20260917-0922-baseline|c133-l6|deepseek-small|Optimizely", "prompt": "c133-l6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Optimizely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Heavier focus on marketing experimentation than release governance; limited runtime control / auto-rollback; pricing is per-seat and per-event—scales poorly."}, {"id": "mai-20260917-0922-baseline|c133-l6|deepseek-small|FeatBit", "prompt": "c133-l6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "FeatBit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Platforms like **Unleash** (when configured properly) and **FeatBit** support this architecture by design."}, {"id": "mai-20260917-0922-baseline|c133-l6|deepseek-small|Split", "prompt": "c133-l6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Split", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Users report slow implementation and a **third-party streaming dependency** that can bottleneck; less robust feature management"}, {"id": "mai-20260917-0922-baseline|c133-l6|deepseek-small|GrowthBook", "prompt": "c133-l6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "check if their SaaS tier matches your scale; they are more engineering-focused but may lack deep enterprise compliance support"}, {"id": "mai-20260917-0922-baseline|c133-l6|google-small|Statsig", "prompt": "c133-l6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Statsig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "If you use SaaS-focused tools like **Statsig** or **Split.io (by Harness)**, ensure you are utilizing their local/server-side evaluation SDKs"}, {"id": "mai-20260917-0922-baseline|c133-l6|google-small|Split.io (by Harness)", "prompt": "c133-l6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Split.io (by Harness)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "If you use SaaS-focused tools like **Statsig** or **Split.io (by Harness)**, ensure you are utilizing their local/server-side evaluation SDKs"}, {"id": "mai-20260917-0922-baseline|c133-l6|google-small|Unleash", "prompt": "c133-l6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look toward open-source, self-hostable enterprise platforms like **Unleash** or **Flagsmith**"}, {"id": "mai-20260917-0922-baseline|c133-l6|google-small|Flagsmith", "prompt": "c133-l6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look toward open-source, self-hostable enterprise platforms like **Unleash** or **Flagsmith**"}, {"id": "mai-20260917-0922-baseline|c133-l6|google-small|LaunchDarkly", "prompt": "c133-l6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is **notoriously expensive** and highly prone to \"pricing ballooning\""}, {"id": "mai-20260917-0922-baseline|c133-l6|google-small|ConfigCat", "prompt": "c133-l6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**ConfigCat (lower tiers)**, **Flipt**, or other simple/lightweight SaaS and open-source projects"}, {"id": "mai-20260917-0922-baseline|c133-l6|google-small|PostHog", "prompt": "c133-l6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "these platforms generally lack the deep developer governance required to manage thousands of flags across a massive enterprise"}, {"id": "mai-20260917-0922-baseline|c133-l6|google-small|Amplitude", "prompt": "c133-l6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Platforms to approach with caution:** **PostHog**, **Amplitude**, **Mixpanel** (if used as the primary corporate feature flag tool)"}, {"id": "mai-20260917-0922-baseline|c133-l6|google-small|Mixpanel", "prompt": "c133-l6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Platforms to approach with caution:** **PostHog**, **Amplitude**, **Mixpanel** (if used as the primary corporate feature flag tool)"}, {"id": "mai-20260917-0922-baseline|c133-l6|google-small|Flipt", "prompt": "c133-l6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Flipt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**ConfigCat (lower tiers)**, **Flipt**, or other simple/lightweight SaaS and open-source projects"}, {"id": "mai-20260917-0922-baseline|c133-l6|google-small|Homegrown\" Feature Flag Systems", "prompt": "c133-l6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Homegrown\" Feature Flag Systems", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "What to avoid:** **Building an in-house feature flag platform using databases, Redis, or simple config files.**"}, {"id": "mai-20260917-0922-baseline|c133-l6|google-small|OpenFeature", "prompt": "c133-l6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "OpenFeature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Adopt the **OpenFeature standard** (a CNCF incubating project)"}, {"id": "mai-20260917-0922-baseline|c133-l6|meta-small|Unleash", "prompt": "c133-l6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The results provide several feature flag platforms and their characteristics, including Unleash, LaunchDarkly, Flagsmith, GrowthBook, and others."}, {"id": "mai-20260917-0922-baseline|c133-l6|meta-small|LaunchDarkly", "prompt": "c133-l6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Unleash, LaunchDarkly, Flagsmith, GrowthBook, and others"}, {"id": "mai-20260917-0922-baseline|c133-l6|meta-small|Flagsmith", "prompt": "c133-l6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Unleash, LaunchDarkly, Flagsmith, GrowthBook, and others"}, {"id": "mai-20260917-0922-baseline|c133-l6|meta-small|GrowthBook", "prompt": "c133-l6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including Unleash, LaunchDarkly, Flagsmith, GrowthBook, and others"}, {"id": "mai-20260917-0922-baseline|c133-l6|minimax-small|LaunchDarkly", "prompt": "c133-l6", "model": "minimax-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "LaunchDarkly | Moderate | Cloud-only, past outages"}, {"id": "mai-20260917-0922-baseline|c133-l6|minimax-small|Split.io", "prompt": "c133-l6", "model": "minimax-small", "cat": "feature-flags", "variant": "negative", "raw": "Split.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Split.io | Moderate | Client-side security risks"}, {"id": "mai-20260917-0922-baseline|c133-l6|minimax-small|Unleash", "prompt": "c133-l6", "model": "minimax-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Self-Hosted Alternatives to Consider:** Unleash (open-source, self-hostable)"}, {"id": "mai-20260917-0922-baseline|c133-l6|mistral-small|LaunchDarkly", "prompt": "c133-l6", "model": "mistral-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pricing scales with evaluations and monthly active users (MAU), which can become extremely expensive for large enterprises"}, {"id": "mai-20260917-0922-baseline|c133-l6|mistral-small|Split (now part of Harness as FME)", "prompt": "c133-l6", "model": "mistral-small", "cat": "feature-flags", "variant": "negative", "raw": "Split (now part of Harness as FME)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "challenges with complex pricing models and vendor lock-in... legacy architecture that may not scale as efficiently"}, {"id": "mai-20260917-0922-baseline|c133-l6|mistral-small|Unleash", "prompt": "c133-l6", "model": "mistral-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its cloud offering has limitations (e.g., capped free tier, limited environments/projects)"}, {"id": "mai-20260917-0922-baseline|c133-l6|mistral-small|Flagsmith", "prompt": "c133-l6", "model": "mistral-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some enterprises report scalability issues with very high request volumes"}, {"id": "mai-20260917-0922-baseline|c133-l6|moonshot-small|Firebase Remote Config", "prompt": "c133-l6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "Firebase Remote Config", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid**: home-grown solutions, Firebase Remote Config for complex needs"}, {"id": "mai-20260917-0922-baseline|c133-l6|openai-small|OpenFeature", "prompt": "c133-l6", "model": "openai-small", "cat": "feature-flags", "variant": "negative", "raw": "OpenFeature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "OpenFeature explicitly calls out vendor lock-in as a concern and promotes a vendor-neutral interface to reduce it."}, {"id": "mai-20260917-0922-baseline|c133-l6|openai-small|LaunchDarkly", "prompt": "c133-l6", "model": "openai-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "LaunchDarkly\ffs own enterprise evaluation materials frame those as key criteria for feature-management platforms."}, {"id": "mai-20260917-0922-baseline|c133-l6|xai-small|LaunchDarkly", "prompt": "c133-l6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pricing opacity/unpredictability: E.g., LaunchDarkly's MAU + seats + add-ons ... can balloon, but it's battle-tested"}, {"id": "mai-20260917-0922-baseline|c133-l6|xai-small|Split.io (Harness FME)", "prompt": "c133-l6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "Split.io (Harness FME)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top recommendations from reviews (G2 4.5+ ratings) include LaunchDarkly, Split.io (Harness FME), Statsig, and Unleash"}, {"id": "mai-20260917-0922-baseline|c133-l6|xai-small|Statsig", "prompt": "c133-l6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "Statsig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "No self-host: Pure SaaS like Statsig/LaunchDarkly avoids ops but locks data"}, {"id": "mai-20260917-0922-baseline|c133-l6|xai-small|Unleash", "prompt": "c133-l6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Unleash (unless Enterprise plan): ... free tier caps (1 project/2 envs) fail at scale. Lacks native experimentation"}, {"id": "mai-20260917-0922-baseline|c133-l6|xai-small|Flagsmith", "prompt": "c133-l6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "caution for strict compliance/scale without paid tier"}, {"id": "mai-20260917-0922-baseline|c133-l6|xai-small|GrowthBook", "prompt": "c133-l6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "GrowthBook self-hosted ... risky at enterprise scale"}, {"id": "mai-20260917-0922-baseline|c133-l6|xai-small|FeatBit", "prompt": "c133-l6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "FeatBit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "FeatBit): Suitable for startups/mid-size but risky at enterprise scale"}, {"id": "mai-20260917-0922-baseline|c133-l6|xai-small|PostHog", "prompt": "c133-l6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "metering per-event/MAU scales poorly for flag-heavy workloads; limited rollout safety/governance for pure enterprise FM"}, {"id": "mai-20260917-0922-baseline|c133-l6|zai-small|Home-Grown / In-House Solutions", "prompt": "c133-l6", "model": "zai-small", "cat": "feature-flags", "variant": "negative", "raw": "Home-Grown / In-House Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Home-Grown / In-House Solutions (The Biggest Risk) **Why to Avoid:**"}, {"id": "mai-20260917-0922-baseline|c133-l6|zai-small|LaunchDarkly", "prompt": "c133-l6", "model": "zai-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While LaunchDarkly is a market leader, it carries specific risks for very large enterprises"}, {"id": "mai-20260917-0922-baseline|c133-l6|zai-small|Split.io", "prompt": "c133-l6", "model": "zai-small", "cat": "feature-flags", "variant": "negative", "raw": "Split.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Split is a strong tool for experimentation, but it has limitations that may make it unsuitable for general enterprise feature management"}, {"id": "mai-20260917-0922-baseline|c133-m1|alibaba-small|ConfigCat", "prompt": "c133-m1", "model": "alibaba-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"All-Rounder\": ConfigCat ... strikes the best balance between power and simplicity"}, {"id": "mai-20260917-0922-baseline|c133-m1|alibaba-small|Split", "prompt": "c133-m1", "model": "alibaba-small", "cat": "feature-flags", "variant": "direct", "raw": "Split", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Do we need A/B Testing? If yes, look at **Split**."}, {"id": "mai-20260917-0922-baseline|c133-m1|alibaba-small|LaunchDarkly", "prompt": "c133-m1", "model": "alibaba-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: High cost. For a mid-market company, the annual minimums can be steep"}, {"id": "mai-20260917-0922-baseline|c133-m1|alibaba-small|Unleash", "prompt": "c133-m1", "model": "alibaba-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best \"Developer Friendly\" & Open Core: Unleash"}, {"id": "mai-20260917-0922-baseline|c133-m1|alibaba-small|Flagsmith", "prompt": "c133-m1", "model": "alibaba-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for \"Multi-Tenancy\": Flagsmith"}, {"id": "mai-20260917-0922-baseline|c133-m1|anthropic-small|LaunchDarkly", "prompt": "c133-m1", "model": "anthropic-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For mid-market B2B companies specifically, Flagsmith and LaunchDarkly are most frequently recommended"}, {"id": "mai-20260917-0922-baseline|c133-m1|anthropic-small|Flagsmith", "prompt": "c133-m1", "model": "anthropic-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Flagsmith caters to mid-market companies, and it wins for teams that need deployment flexibility"}, {"id": "mai-20260917-0922-baseline|c133-m1|anthropic-small|Statsig", "prompt": "c133-m1", "model": "anthropic-small", "cat": "feature-flags", "variant": "direct", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "one of the best options for experimentation-heavy teams"}, {"id": "mai-20260917-0922-baseline|c133-m1|challenger-small|LaunchDarkly", "prompt": "c133-m1", "model": "challenger-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **LaunchDarkly**"}, {"id": "mai-20260917-0922-baseline|c133-m1|challenger-small|Flagsmith", "prompt": "c133-m1", "model": "challenger-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flagsmith** is the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c133-m1|challenger-small|GrowthBook", "prompt": "c133-m1", "model": "challenger-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if experimentation and product analytics are central to the workflow"}, {"id": "mai-20260917-0922-baseline|c133-m1|challenger-small|Unleash", "prompt": "c133-m1", "model": "challenger-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want open-source feature management focused on deployment control"}, {"id": "mai-20260917-0922-baseline|c133-m1|challenger-small|Statsig", "prompt": "c133-m1", "model": "challenger-small", "cat": "feature-flags", "variant": "direct", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if your company is experimentation-led and wants flags plus product analytics in one system"}, {"id": "mai-20260917-0922-baseline|c133-m1|deepseek-small|LaunchDarkly", "prompt": "c133-m1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Mid-market is the sweet spot where LaunchDarkly's pricing bites... $100K–$150K/year range — real money for a mid-market budget"}, {"id": "mai-20260917-0922-baseline|c133-m1|deepseek-small|Statsig", "prompt": "c133-m1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Statsig** as the pick if experimentation is your core goal"}, {"id": "mai-20260917-0922-baseline|c133-m1|deepseek-small|GrowthBook", "prompt": "c133-m1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For a typical mid-market B2B team, **GrowthBook** offers the best balance of capability, affordability, and flexibility"}, {"id": "mai-20260917-0922-baseline|c133-m1|deepseek-small|Flagsmith", "prompt": "c133-m1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Flagsmith or Unleash if data sovereignty / self-hosting / cost control is the deciding factor"}, {"id": "mai-20260917-0922-baseline|c133-m1|deepseek-small|Unleash", "prompt": "c133-m1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Flagsmith or Unleash if data sovereignty / self-hosting / cost control is the deciding factor"}, {"id": "mai-20260917-0922-baseline|c133-m1|deepseek-small|ConfigCat", "prompt": "c133-m1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose ConfigCat if you just need simple, predictable, hosted flags at a fraction of LaunchDarkly's cost"}, {"id": "mai-20260917-0922-baseline|c133-m1|deepseek-small|Split", "prompt": "c133-m1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "Split", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Watch for **MAU/MTU-based** pricing (LaunchDarkly, Split)"}, {"id": "mai-20260917-0922-baseline|c133-m1|google-small|Flagsmith", "prompt": "c133-m1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Flagsmith: Best Overall for B2B Compliance & Security"}, {"id": "mai-20260917-0922-baseline|c133-m1|google-small|Schematic", "prompt": "c133-m1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "Schematic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Schematic: Best for B2B Monetization & Plan Gating"}, {"id": "mai-20260917-0922-baseline|c133-m1|google-small|PostHog", "prompt": "c133-m1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PostHog: Best for Stack Consolidation (Flags + Analytics)"}, {"id": "mai-20260917-0922-baseline|c133-m1|google-small|GrowthBook", "prompt": "c133-m1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GrowthBook: Best for B2B Experimentation & Data Privacy"}, {"id": "mai-20260917-0922-baseline|c133-m1|google-small|ConfigCat", "prompt": "c133-m1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ConfigCat: Best for Budget-Conscious Teams Needing Simplicity"}, {"id": "mai-20260917-0922-baseline|c133-m1|google-small|LaunchDarkly", "prompt": "c133-m1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Why not LaunchDarkly? ... mid-market B2B companies often run into major friction with them"}, {"id": "mai-20260917-0922-baseline|c133-m1|meta-small|LaunchDarkly", "prompt": "c133-m1", "model": "meta-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best feature flag platform for a mid-market B2B company is LaunchDarkly"}, {"id": "mai-20260917-0922-baseline|c133-m1|meta-small|Flagsmith", "prompt": "c133-m1", "model": "meta-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options to consider are Flagsmith, Statsig, Unleash, Harness FME, and DevCycle"}, {"id": "mai-20260917-0922-baseline|c133-m1|meta-small|Statsig", "prompt": "c133-m1", "model": "meta-small", "cat": "feature-flags", "variant": "direct", "raw": "Statsig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options to consider are Flagsmith, Statsig, Unleash, Harness FME, and DevCycle"}, {"id": "mai-20260917-0922-baseline|c133-m1|meta-small|Unleash", "prompt": "c133-m1", "model": "meta-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options to consider are Flagsmith, Statsig, Unleash, Harness FME, and DevCycle"}, {"id": "mai-20260917-0922-baseline|c133-m1|meta-small|Harness FME", "prompt": "c133-m1", "model": "meta-small", "cat": "feature-flags", "variant": "direct", "raw": "Harness FME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options to consider are Flagsmith, Statsig, Unleash, Harness FME, and DevCycle"}, {"id": "mai-20260917-0922-baseline|c133-m1|meta-small|DevCycle", "prompt": "c133-m1", "model": "meta-small", "cat": "feature-flags", "variant": "direct", "raw": "DevCycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options to consider are Flagsmith, Statsig, Unleash, Harness FME, and DevCycle"}, {"id": "mai-20260917-0922-baseline|c133-m1|minimax-small|LaunchDarkly", "prompt": "c133-m1", "model": "minimax-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **LaunchDarkly** if budget allows (for mature governance/audit logs)"}, {"id": "mai-20260917-0922-baseline|c133-m1|minimax-small|ConfigCat", "prompt": "c133-m1", "model": "minimax-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **ConfigCat** if you want simpler pricing and implementation"}, {"id": "mai-20260917-0922-baseline|c133-m1|minimax-small|Flagsmith", "prompt": "c133-m1", "model": "minimax-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source alternative - Self-host for free, or pay roughly 1/3 of LaunchDarkly's price"}, {"id": "mai-20260917-0922-baseline|c133-m1|minimax-small|GrowthBook", "prompt": "c133-m1", "model": "minimax-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If experimentation is critical, consider **GrowthBook**"}, {"id": "mai-20260917-0922-baseline|c133-m1|mistral-small|LaunchDarkly", "prompt": "c133-m1", "model": "mistral-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **LaunchDarkly** is the top recommendation"}, {"id": "mai-20260917-0922-baseline|c133-m1|mistral-small|Flagsmith", "prompt": "c133-m1", "model": "mistral-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if cost or self-hosting is a priority, **Flagsmith** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c133-m1|mistral-small|Statsig", "prompt": "c133-m1", "model": "mistral-small", "cat": "feature-flags", "variant": "direct", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for teams focused on experimentation-led product development"}, {"id": "mai-20260917-0922-baseline|c133-m1|mistral-small|Unleash", "prompt": "c133-m1", "model": "mistral-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for organizations wanting open-source flexibility and strong deployment control."}, {"id": "mai-20260917-0922-baseline|c133-m1|mistral-small|Harness FME", "prompt": "c133-m1", "model": "mistral-small", "cat": "feature-flags", "variant": "direct", "raw": "Harness FME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Suitable for those seeking an integrated software delivery platform."}, {"id": "mai-20260917-0922-baseline|c133-m1|moonshot-small|ConfigCat", "prompt": "c133-m1", "model": "moonshot-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with ConfigCat or Statsig"}, {"id": "mai-20260917-0922-baseline|c133-m1|moonshot-small|Statsig", "prompt": "c133-m1", "model": "moonshot-small", "cat": "feature-flags", "variant": "direct", "raw": "Statsig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with ConfigCat or Statsig"}, {"id": "mai-20260917-0922-baseline|c133-m1|moonshot-small|LaunchDarkly", "prompt": "c133-m1", "model": "moonshot-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid LaunchDarkly unless you specifically need their enterprise compliance features or have the budget for it"}, {"id": "mai-20260917-0922-baseline|c133-m1|moonshot-small|Unleash", "prompt": "c133-m1", "model": "moonshot-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unleash | Self-hosting on a budget | Open-source, cheapest option at ~$75/mo"}, {"id": "mai-20260917-0922-baseline|c133-m1|moonshot-small|Flagsmith", "prompt": "c133-m1", "model": "moonshot-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Flagsmith | Open-source flexibility"}, {"id": "mai-20260917-0922-baseline|c133-m1|moonshot-small|GrowthBook", "prompt": "c133-m1", "model": "moonshot-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "GrowthBook | A/B testing focus"}, {"id": "mai-20260917-0922-baseline|c133-m1|openai-small|ConfigCat", "prompt": "c133-m1", "model": "openai-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ConfigCat is probably the best default choice for a mid-market B2B company."}, {"id": "mai-20260917-0922-baseline|c133-m1|openai-small|Flagsmith", "prompt": "c133-m1", "model": "openai-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick Flagsmith** if you want **more flexibility**: open source, cloud or self-hosting"}, {"id": "mai-20260917-0922-baseline|c133-m1|openai-small|LaunchDarkly", "prompt": "c133-m1", "model": "openai-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick LaunchDarkly** if you need the most mature **enterprise workflow**"}, {"id": "mai-20260917-0922-baseline|c133-m1|openai-small|Split", "prompt": "c133-m1", "model": "openai-small", "cat": "feature-flags", "variant": "direct", "raw": "Split", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Split/Harness**: if experimentation is a primary product function"}, {"id": "mai-20260917-0922-baseline|c133-m1|openai-small|Harness", "prompt": "c133-m1", "model": "openai-small", "cat": "feature-flags", "variant": "direct", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Split/Harness**: if experimentation is a primary product function"}, {"id": "mai-20260917-0922-baseline|c133-m1|xai-small|LaunchDarkly", "prompt": "c133-m1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LaunchDarkly stands out as the most recommended and market-leading option"}, {"id": "mai-20260917-0922-baseline|c133-m1|xai-small|Flagsmith", "prompt": "c133-m1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Flagsmith/Unleash if data sovereignty, cost, or self-hosting matters"}, {"id": "mai-20260917-0922-baseline|c133-m1|xai-small|Unleash", "prompt": "c133-m1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Flagsmith/Unleash if data sovereignty, cost, or self-hosting matters"}, {"id": "mai-20260917-0922-baseline|c133-m1|xai-small|ConfigCat", "prompt": "c133-m1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Statsig/ConfigCat for cost-sensitive teams wanting SaaS simplicity"}, {"id": "mai-20260917-0922-baseline|c133-m1|xai-small|Statsig", "prompt": "c133-m1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Statsig/ConfigCat for cost-sensitive teams wanting SaaS simplicity"}, {"id": "mai-20260917-0922-baseline|c133-m1|xai-small|PostHog", "prompt": "c133-m1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like PostHog (free flags + analytics, self-hostable)"}, {"id": "mai-20260917-0922-baseline|c133-m1|xai-small|GrowthBook", "prompt": "c133-m1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "GrowthBook (OSS A/B focus) if you need bundled experimentation"}, {"id": "mai-20260917-0922-baseline|c133-m1|zai-small|LaunchDarkly", "prompt": "c133-m1", "model": "zai-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LaunchDarkly** is the \"default\" choice when you need a mature, full-featured platform"}, {"id": "mai-20260917-0922-baseline|c133-m1|zai-small|Flagsmith", "prompt": "c133-m1", "model": "zai-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flagsmith** (open-source, self-hosted for free) ... are the most cost-effective alternatives."}, {"id": "mai-20260917-0922-baseline|c133-m1|zai-small|Statsig", "prompt": "c133-m1", "model": "zai-small", "cat": "feature-flags", "variant": "direct", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Statsig** (event-based pricing that stays free at scale) are the most cost-effective alternatives."}, {"id": "mai-20260917-0922-baseline|c133-m1|zai-small|GrowthBook", "prompt": "c133-m1", "model": "zai-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GrowthBook** (open-source, Bayesian stats) ... are strong contenders."}, {"id": "mai-20260917-0922-baseline|c133-m1|zai-small|Split", "prompt": "c133-m1", "model": "zai-small", "cat": "feature-flags", "variant": "direct", "raw": "Split", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Split** (experimentation-first) are strong contenders."}, {"id": "mai-20260917-0922-baseline|c133-m2|alibaba-small|Statsig", "prompt": "c133-m2", "model": "alibaba-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Statsig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: Statsig ... Go with Statsig if you are building products that require frequent iterations and A/B testing. It is the most cost-effective"}, {"id": "mai-20260917-0922-baseline|c133-m2|alibaba-small|LaunchDarkly", "prompt": "c133-m2", "model": "alibaba-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Enterprise Standard: LaunchDarkly ... Cost: It is significantly more expensive."}, {"id": "mai-20260917-0922-baseline|c133-m2|alibaba-small|Unleash", "prompt": "c133-m2", "model": "alibaba-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Developer-Favorite: Unleash ... Go with Unleash if your CTO/Engineering lead insists on keeping data strictly in-house"}, {"id": "mai-20260917-0922-baseline|c133-m2|anthropic-small|Flagsmith", "prompt": "c133-m2", "model": "anthropic-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Recommendation: **Flagsmith**"}, {"id": "mai-20260917-0922-baseline|c133-m2|anthropic-small|LaunchDarkly", "prompt": "c133-m2", "model": "anthropic-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you plan to scale significantly: LaunchDarkly ... best for Engineering and DevOps teams at mid-sized to large enterprises"}, {"id": "mai-20260917-0922-baseline|c133-m2|anthropic-small|PostHog", "prompt": "c133-m2", "model": "anthropic-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need broader analytics: PostHog or GrowthBook provide incredible value"}, {"id": "mai-20260917-0922-baseline|c133-m2|anthropic-small|GrowthBook", "prompt": "c133-m2", "model": "anthropic-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "PostHog or GrowthBook provide incredible value by combining flags with the analytics"}, {"id": "mai-20260917-0922-baseline|c133-m2|anthropic-small|ConfigCat", "prompt": "c133-m2", "model": "anthropic-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want simplicity and affordability: ConfigCat markets itself as a simple, inexpensive feature flag service"}, {"id": "mai-20260917-0922-baseline|c133-m2|challenger-small|LaunchDarkly", "prompt": "c133-m2", "model": "challenger-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **LaunchDarkly** if you want the safest default choice"}, {"id": "mai-20260917-0922-baseline|c133-m2|challenger-small|GrowthBook", "prompt": "c133-m2", "model": "challenger-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong choice if you want **open source** feature flags plus warehouse-native experimentation"}, {"id": "mai-20260917-0922-baseline|c133-m2|challenger-small|CloudBees Feature Management", "prompt": "c133-m2", "model": "challenger-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "CloudBees Feature Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you need an enterprise-ready solution with robust deployment rules and segmentation"}, {"id": "mai-20260917-0922-baseline|c133-m2|challenger-small|Unleash", "prompt": "c133-m2", "model": "challenger-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good fit if you prioritize self-hosting and detailed release-control integrations"}, {"id": "mai-20260917-0922-baseline|c133-m2|deepseek-small|Unleash", "prompt": "c133-m2", "model": "deepseek-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Unleash** as the default choice"}, {"id": "mai-20260917-0922-baseline|c133-m2|deepseek-small|LaunchDarkly", "prompt": "c133-m2", "model": "deepseek-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **LaunchDarkly**"}, {"id": "mai-20260917-0922-baseline|c133-m2|deepseek-small|ConfigCat", "prompt": "c133-m2", "model": "deepseek-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-Friendly Pick: **ConfigCat**"}, {"id": "mai-20260917-0922-baseline|c133-m2|deepseek-small|Flagsmith", "prompt": "c133-m2", "model": "deepseek-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good hybrid open-source option with a generous free tier"}, {"id": "mai-20260917-0922-baseline|c133-m2|deepseek-small|Split.io (Harness)", "prompt": "c133-m2", "model": "deepseek-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Split.io (Harness)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Best-in-class experimentation, but pricing is steeper (~$33/seat/month) and cloud-only"}, {"id": "mai-20260917-0922-baseline|c133-m2|deepseek-small|Statsig", "prompt": "c133-m2", "model": "deepseek-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Statsig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Great free tier (up to 1M events/month) with strong built-in experimentation"}, {"id": "mai-20260917-0922-baseline|c133-m2|google-small|ConfigCat", "prompt": "c133-m2", "model": "google-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ConfigCat** is the top recommendation."}, {"id": "mai-20260917-0922-baseline|c133-m2|google-small|Flagsmith", "prompt": "c133-m2", "model": "google-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Flagsmith** if security, self-hosting, and open-source flexibility are non-negotiable."}, {"id": "mai-20260917-0922-baseline|c133-m2|google-small|Unleash", "prompt": "c133-m2", "model": "google-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An enterprise-ready open-source platform... though it requires slightly more infrastructure overhead to self-host than Flagsmith."}, {"id": "mai-20260917-0922-baseline|c133-m2|google-small|Schematic", "prompt": "c133-m2", "model": "google-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Schematic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Schematic** is a highly specialized and powerful alternative to traditional tools."}, {"id": "mai-20260917-0922-baseline|c133-m2|google-small|GrowthBook", "prompt": "c133-m2", "model": "google-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**GrowthBook** is the standout choice."}, {"id": "mai-20260917-0922-baseline|c133-m2|google-small|LaunchDarkly", "prompt": "c133-m2", "model": "google-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it is often **overkill and too expensive** for mid-sized companies"}, {"id": "mai-20260917-0922-baseline|c133-m2|google-small|Harness FME (formerly Split.io)", "prompt": "c133-m2", "model": "google-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Harness FME (formerly Split.io)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "making it less ideal if you are looking for a nimble, standalone feature management tool"}, {"id": "mai-20260917-0922-baseline|c133-m2|google-small|Statsig", "prompt": "c133-m2", "model": "google-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Statsig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "the acquisition introduces some long-term roadmap and pricing uncertainty for independent SaaS teams"}, {"id": "mai-20260917-0922-baseline|c133-m2|meta-small|Kameleoon", "prompt": "c133-m2", "model": "meta-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Kameleoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kameleoon: A comprehensive feature management platform that is suitable for mid-market enterprises looking for a testing and experimentation suite."}, {"id": "mai-20260917-0922-baseline|c133-m2|meta-small|LaunchDarkly", "prompt": "c133-m2", "model": "meta-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LaunchDarkly: A feature management platform that equips software teams to proactively reduce the risk of shipping bad software"}, {"id": "mai-20260917-0922-baseline|c133-m2|meta-small|Split", "prompt": "c133-m2", "model": "meta-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Split", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Split: A feature management tool that offers managed feature delivery with audience rules and rollout measurement built into one system."}, {"id": "mai-20260917-0922-baseline|c133-m2|meta-small|Swetrix", "prompt": "c133-m2", "model": "meta-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Swetrix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Swetrix: A feature management tool that offers privacy-focused web analytics plus governed feature flags driven by APIs and webhooks."}, {"id": "mai-20260917-0922-baseline|c133-m2|minimax-small|LaunchDarkly", "prompt": "c133-m2", "model": "minimax-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **LaunchDarkly**"}, {"id": "mai-20260917-0922-baseline|c133-m2|minimax-small|Flagsmith", "prompt": "c133-m2", "model": "minimax-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good option if you want open-source flexibility with both cloud and self-hosted deployment."}, {"id": "mai-20260917-0922-baseline|c133-m2|minimax-small|Split.io", "prompt": "c133-m2", "model": "minimax-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Split.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another solid B2B option with strong experimentation features and enterprise-grade governance"}, {"id": "mai-20260917-0922-baseline|c133-m2|moonshot-small|Unleash", "prompt": "c133-m2", "model": "moonshot-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Recommendation: **Unleash** or **LaunchDarkly**"}, {"id": "mai-20260917-0922-baseline|c133-m2|moonshot-small|LaunchDarkly", "prompt": "c133-m2", "model": "moonshot-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My Recommendation: **Unleash** or **LaunchDarkly**"}, {"id": "mai-20260917-0922-baseline|c133-m2|moonshot-small|Split", "prompt": "c133-m2", "model": "moonshot-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Split", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Split** if: Experimentation and statistical rigor are core to your product"}, {"id": "mai-20260917-0922-baseline|c133-m2|moonshot-small|ConfigCat", "prompt": "c133-m2", "model": "moonshot-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flat-tier pricing ($110\\u2013$900/month) makes it very predictable for mid-sized teams"}, {"id": "mai-20260917-0922-baseline|c133-m2|moonshot-small|Statsig", "prompt": "c133-m2", "model": "moonshot-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern option with a generous free tier; good if you want product analytics + feature flags together"}, {"id": "mai-20260917-0922-baseline|c133-m2|moonshot-small|Flagsmith", "prompt": "c133-m2", "model": "moonshot-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong open-source alternative if you need simpler flag management"}, {"id": "mai-20260917-0922-baseline|c133-m2|openai-small|LaunchDarkly", "prompt": "c133-m2", "model": "openai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **LaunchDarkly** if your priority is a mature, widely adopted feature flagging platform"}, {"id": "mai-20260917-0922-baseline|c133-m2|openai-small|Harness Feature Management & Experimentation", "prompt": "c133-m2", "model": "openai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Harness Feature Management & Experimentation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is also a strong choice"}, {"id": "mai-20260917-0922-baseline|c133-m2|openai-small|OpenFeature", "prompt": "c133-m2", "model": "openai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "OpenFeature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider OpenFeature-compatible tooling if vendor portability is a major concern, though that's more of a standard than a full managed platform."}, {"id": "mai-20260917-0922-baseline|c133-m2|xai-small|LaunchDarkly", "prompt": "c133-m2", "model": "xai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend LaunchDarkly as the top choice"}, {"id": "mai-20260917-0922-baseline|c133-m2|xai-small|Split (Harness)", "prompt": "c133-m2", "model": "xai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Split (Harness)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Experimentation-heavy teams ... Pricier for pure flags"}, {"id": "mai-20260917-0922-baseline|c133-m2|xai-small|Statsig", "prompt": "c133-m2", "model": "xai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Statsig** if you're experimentation-focused and want free scaling initially"}, {"id": "mai-20260917-0922-baseline|c133-m2|xai-small|Flagsmith", "prompt": "c133-m2", "model": "xai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Go Flagsmith/Unleash** if self-hosting is key"}, {"id": "mai-20260917-0922-baseline|c133-m2|xai-small|Unleash", "prompt": "c133-m2", "model": "xai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Go Flagsmith/Unleash** if self-hosting is key ... budgets are tight"}, {"id": "mai-20260917-0922-baseline|c133-m2|zai-small|ConfigCat", "prompt": "c133-m2", "model": "zai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: ConfigCat"}, {"id": "mai-20260917-0922-baseline|c133-m2|zai-small|LaunchDarkly", "prompt": "c133-m2", "model": "zai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LaunchDarkly** is a strong backup"}, {"id": "mai-20260917-0922-baseline|c133-m2|zai-small|Unleash", "prompt": "c133-m2", "model": "zai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if data sovereignty or self-hosting is a priority, **Unleash** is a compelling open-source option"}, {"id": "mai-20260917-0922-baseline|c133-m2|zai-small|Statsig", "prompt": "c133-m2", "model": "zai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Statsig – For product experimentation and analytics"}, {"id": "mai-20260917-0922-baseline|c133-m3|alibaba-small|LaunchDarkly", "prompt": "c133-m3", "model": "alibaba-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is widely considered the \"gold standard\" for stability."}, {"id": "mai-20260917-0922-baseline|c133-m3|alibaba-small|Split", "prompt": "c133-m3", "model": "alibaba-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Split or Statsig if you care deeply about *data*."}, {"id": "mai-20260917-0922-baseline|c133-m3|alibaba-small|Optimizely Feature Experimentation", "prompt": "c133-m3", "model": "alibaba-small", "cat": "feature-flags", "variant": "comparative", "raw": "Optimizely Feature Experimentation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though it is often more complex and expensive than specialized flag tools"}, {"id": "mai-20260917-0922-baseline|c133-m3|alibaba-small|ConfigCat", "prompt": "c133-m3", "model": "alibaba-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for simplicity and speed of onboarding... offers better value for startups and scale-ups."}, {"id": "mai-20260917-0922-baseline|c133-m3|alibaba-small|Statsig", "prompt": "c133-m3", "model": "alibaba-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A newer challenger that bundles feature flags with robust product analytics"}, {"id": "mai-20260917-0922-baseline|c133-m3|alibaba-small|Flagsmith", "prompt": "c133-m3", "model": "alibaba-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "very developer-friendly and provides a generous free tier"}, {"id": "mai-20260917-0922-baseline|c133-m3|alibaba-small|Unleash", "prompt": "c133-m3", "model": "alibaba-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The most popular purely self-hosted option."}, {"id": "mai-20260917-0922-baseline|c133-m3|anthropic-small|LaunchDarkly", "prompt": "c133-m3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most complete feature management platform... LaunchDarkly suits enterprises needing governance and audit trails"}, {"id": "mai-20260917-0922-baseline|c133-m3|anthropic-small|Harness FME (Split)", "prompt": "c133-m3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "Harness FME (Split)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The leading feature flag management platforms include LaunchDarkly, Harness FME (Split), Flagsmith, Unleash, and GrowthBook"}, {"id": "mai-20260917-0922-baseline|c133-m3|anthropic-small|Flagsmith", "prompt": "c133-m3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An open-source feature flag and feature management platform designed for security-conscious engineering teams"}, {"id": "mai-20260917-0922-baseline|c133-m3|anthropic-small|Unleash", "prompt": "c133-m3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The leading feature flag management platforms include LaunchDarkly, Harness FME (Split), Flagsmith, Unleash, and GrowthBook"}, {"id": "mai-20260917-0922-baseline|c133-m3|anthropic-small|GrowthBook", "prompt": "c133-m3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GrowthBook fits cost-conscious teams that can self-host"}, {"id": "mai-20260917-0922-baseline|c133-m3|anthropic-small|Statsig", "prompt": "c133-m3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Statsig works for product teams wanting flags and experiments in one place"}, {"id": "mai-20260917-0922-baseline|c133-m3|anthropic-small|Amplitude", "prompt": "c133-m3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A digital analytics platform that combines feature experimentation with product analytics"}, {"id": "mai-20260917-0922-baseline|c133-m3|anthropic-small|PostHog Feature Flags", "prompt": "c133-m3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog Feature Flags", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "PostHog Feature Flags serves startups already on PostHog"}, {"id": "mai-20260917-0922-baseline|c133-m3|challenger-small|LaunchDarkly", "prompt": "c133-m3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most complete \"enterprise standard\" for targeting, progressive rollouts, compliance, and large-scale control."}, {"id": "mai-20260917-0922-baseline|c133-m3|challenger-small|Statsig", "prompt": "c133-m3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Combines flags, A/B testing, and product analytics; strongest when measurement matters as much as rollout control."}, {"id": "mai-20260917-0922-baseline|c133-m3|challenger-small|Split/Harness Feature Management", "prompt": "c133-m3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split/Harness Feature Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong on feature flags plus experimentation/observability, often used in enterprise delivery workflows."}, {"id": "mai-20260917-0922-baseline|c133-m3|challenger-small|Flagsmith", "prompt": "c133-m3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Open-source, supports SaaS/private cloud/on-prem, good for teams wanting deployment flexibility."}, {"id": "mai-20260917-0922-baseline|c133-m3|challenger-small|Unleash", "prompt": "c133-m3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source and focused on controlled rollouts, kill switches, and runtime flag evaluation"}, {"id": "mai-20260917-0922-baseline|c133-m3|challenger-small|GrowthBook", "prompt": "c133-m3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source, strong for flags plus A/B testing tied to your own data warehouse."}, {"id": "mai-20260917-0922-baseline|c133-m3|challenger-small|ConfigCat", "prompt": "c133-m3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emphasizes ease of setup, transparent pricing, and straightforward feature flagging"}, {"id": "mai-20260917-0922-baseline|c133-m3|challenger-small|DevCycle", "prompt": "c133-m3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "DevCycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "API-first, gradual rollouts, and experimentation with a lighter engineering-oriented approach."}, {"id": "mai-20260917-0922-baseline|c133-m3|challenger-small|PostHog", "prompt": "c133-m3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Feature flags are part of a broader suite with analytics and error tracking, not just flagging."}, {"id": "mai-20260917-0922-baseline|c133-m3|challenger-small|OpenFeature", "prompt": "c133-m3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "OpenFeature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Not a hosted platform in the usual sense; it's an open standard so you can swap providers"}, {"id": "mai-20260917-0922-baseline|c133-m3|deepseek-small|LaunchDarkly", "prompt": "c133-m3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LaunchDarkly** — the industry default for enterprise release control and governance"}, {"id": "mai-20260917-0922-baseline|c133-m3|deepseek-small|Split (now Harness FME)", "prompt": "c133-m3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split (now Harness FME)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise with serious governance/compliance needs → LaunchDarkly, or Split/Harness if experimentation in CI/CD matters."}, {"id": "mai-20260917-0922-baseline|c133-m3|deepseek-small|Statsig", "prompt": "c133-m3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want everything in one tool** (flags + A/B testing + analytics + replay) → Statsig, GrowthBook, or PostHog."}, {"id": "mai-20260917-0922-baseline|c133-m3|deepseek-small|Harness (FME)", "prompt": "c133-m3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "Harness (FME)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "combines Split's lineage with CI/CD-native feature management"}, {"id": "mai-20260917-0922-baseline|c133-m3|deepseek-small|Unleash", "prompt": "c133-m3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Open-source, self-hosted, full data control** → Unleash (pure flags)"}, {"id": "mai-20260917-0922-baseline|c133-m3|deepseek-small|Flagsmith", "prompt": "c133-m3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or Flagsmith (flags + config)"}, {"id": "mai-20260917-0922-baseline|c133-m3|deepseek-small|GrowthBook", "prompt": "c133-m3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "GrowthBook (if you want native experimentation)"}, {"id": "mai-20260917-0922-baseline|c133-m3|deepseek-small|ConfigCat", "prompt": "c133-m3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Small team, simple needs, predictable low cost** → ConfigCat."}, {"id": "mai-20260917-0922-baseline|c133-m3|deepseek-small|DevCycle", "prompt": "c133-m3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "DevCycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**DevCycle** — OpenFeature-native, developer-first"}, {"id": "mai-20260917-0922-baseline|c133-m3|deepseek-small|PostHog", "prompt": "c133-m3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "flags + product analytics + session replay in one"}, {"id": "mai-20260917-0922-baseline|c133-m3|deepseek-small|Optimizely", "prompt": "c133-m3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "Optimizely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Strongly built-in:** Statsig, GrowthBook ..., Split/Harness, Optimizely."}, {"id": "mai-20260917-0922-baseline|c133-m3|google-small|LaunchDarkly", "prompt": "c133-m3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed heavyweight and pioneer of feature management at scale."}, {"id": "mai-20260917-0922-baseline|c133-m3|google-small|Harness Feature Management & Experimentation (FME)", "prompt": "c133-m3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "Harness Feature Management & Experimentation (FME)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An end-to-end DevOps platform with built-in feature release safety."}, {"id": "mai-20260917-0922-baseline|c133-m3|google-small|Unleash", "prompt": "c133-m3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The leading developer-centric, enterprise-grade open-source feature flag platform."}, {"id": "mai-20260917-0922-baseline|c133-m3|google-small|Flagsmith", "prompt": "c133-m3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A fully open-source alternative to LaunchDarkly with straightforward, predictable pricing."}, {"id": "mai-20260917-0922-baseline|c133-m3|google-small|Statsig", "prompt": "c133-m3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Statsig treats every feature flag as an experiment."}, {"id": "mai-20260917-0922-baseline|c133-m3|google-small|GrowthBook", "prompt": "c133-m3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The premier \"warehouse-native\" open-source experimentation platform."}, {"id": "mai-20260917-0922-baseline|c133-m3|google-small|ConfigCat", "prompt": "c133-m3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A lightweight, straightforward feature flagging service built around simplicity."}, {"id": "mai-20260917-0922-baseline|c133-m3|google-small|PostHog", "prompt": "c133-m3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Feature flagging is integrated into a broader toolset"}, {"id": "mai-20260917-0922-baseline|c133-m3|google-small|DevCycle", "prompt": "c133-m3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "DevCycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "many (like Flagsmith and DevCycle) are **OpenFeature-native**"}, {"id": "mai-20260917-0922-baseline|c133-m3|meta-small|LaunchDarkly", "prompt": "c133-m3", "model": "meta-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "LaunchDarkly is best for regulated and enterprise teams"}, {"id": "mai-20260917-0922-baseline|c133-m3|meta-small|Statsig", "prompt": "c133-m3", "model": "meta-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Statsig is best for product-led teams"}, {"id": "mai-20260917-0922-baseline|c133-m3|meta-small|Optimizely Feature Experimentation", "prompt": "c133-m3", "model": "meta-small", "cat": "feature-flags", "variant": "comparative", "raw": "Optimizely Feature Experimentation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top feature flag platforms include LaunchDarkly, Statsig, Optimizely Feature Experimentation"}, {"id": "mai-20260917-0922-baseline|c133-m3|meta-small|Split by Harness", "prompt": "c133-m3", "model": "meta-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split by Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Split by Harness, Unleash, GrowthBook"}, {"id": "mai-20260917-0922-baseline|c133-m3|meta-small|Unleash", "prompt": "c133-m3", "model": "meta-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Split by Harness, Unleash, GrowthBook"}, {"id": "mai-20260917-0922-baseline|c133-m3|meta-small|GrowthBook", "prompt": "c133-m3", "model": "meta-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "GrowthBook is best for open-source experimentation with warehouse-native analysis"}, {"id": "mai-20260917-0922-baseline|c133-m3|meta-small|ConfigCat", "prompt": "c133-m3", "model": "meta-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ConfigCat is a budget-conscious pick with a genuine free tier and self-serve pricing"}, {"id": "mai-20260917-0922-baseline|c133-m3|meta-small|Flagsmith", "prompt": "c133-m3", "model": "meta-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ConfigCat, Flagsmith, PostHog Feature Flags, and Hypertune"}, {"id": "mai-20260917-0922-baseline|c133-m3|meta-small|PostHog Feature Flags", "prompt": "c133-m3", "model": "meta-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog Feature Flags", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "PostHog Feature Flags, and Hypertune"}, {"id": "mai-20260917-0922-baseline|c133-m3|meta-small|Hypertune", "prompt": "c133-m3", "model": "meta-small", "cat": "feature-flags", "variant": "comparative", "raw": "Hypertune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "PostHog Feature Flags, and Hypertune"}, {"id": "mai-20260917-0922-baseline|c133-m3|minimax-small|LaunchDarkly", "prompt": "c133-m3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Enterprise governance, compliance, and SDK coverage ... Enterprise-grade reliability"}, {"id": "mai-20260917-0922-baseline|c133-m3|minimax-small|PostHog", "prompt": "c133-m3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: All-in-one platform with flags, analytics, experiments, and error tracking"}, {"id": "mai-20260917-0922-baseline|c133-m3|minimax-small|Split", "prompt": "c133-m3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Feature flags and A/B testing impact measurement in one platform"}, {"id": "mai-20260917-0922-baseline|c133-m3|minimax-small|Unleash", "prompt": "c133-m3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Self-hosted flags with full data sovereignty"}, {"id": "mai-20260917-0922-baseline|c133-m3|minimax-small|Flagsmith", "prompt": "c133-m3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Flexible deployment (SaaS, private cloud, on-prem)"}, {"id": "mai-20260917-0922-baseline|c133-m3|minimax-small|GrowthBook", "prompt": "c133-m3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Open-source option with warehouse-native experimentation"}, {"id": "mai-20260917-0922-baseline|c133-m3|minimax-small|Statsig", "prompt": "c133-m3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Advanced experimentation with free unlimited flags"}, {"id": "mai-20260917-0922-baseline|c133-m3|minimax-small|DevCycle", "prompt": "c133-m3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "DevCycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Lightweight, Git-based developer workflows"}, {"id": "mai-20260917-0922-baseline|c133-m3|minimax-small|ConfigCat", "prompt": "c133-m3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for: Teams prioritizing transparency and flat pricing"}, {"id": "mai-20260917-0922-baseline|c133-m3|minimax-small|Harness FME", "prompt": "c133-m3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "Harness FME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Developer-first platform with unified feature management, A/B testing, and release monitoring"}, {"id": "mai-20260917-0922-baseline|c133-m3|mistral-small|LaunchDarkly", "prompt": "c133-m3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Enterprise teams needing governance, compliance, and broad SDK coverage."}, {"id": "mai-20260917-0922-baseline|c133-m3|mistral-small|PostHog", "prompt": "c133-m3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Startups and teams already using PostHog for analytics"}, {"id": "mai-20260917-0922-baseline|c133-m3|mistral-small|GrowthBook", "prompt": "c133-m3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Data-savvy teams wanting open-source, warehouse-native experimentation."}, {"id": "mai-20260917-0922-baseline|c133-m3|mistral-small|Unleash", "prompt": "c133-m3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Engineering teams wanting a self-hosted, open-source feature flag platform."}, {"id": "mai-20260917-0922-baseline|c133-m3|mistral-small|Flagsmith", "prompt": "c133-m3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Teams wanting flexible deployment (SaaS, private cloud, on-prem)."}, {"id": "mai-20260917-0922-baseline|c133-m3|mistral-small|Statsig", "prompt": "c133-m3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Product teams wanting advanced experimentation and free unlimited flags."}, {"id": "mai-20260917-0922-baseline|c133-m3|mistral-small|Split (by Harness)", "prompt": "c133-m3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split (by Harness)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Teams wanting feature flags and A/B testing impact measurement in one platform."}, {"id": "mai-20260917-0922-baseline|c133-m3|mistral-small|ConfigCat", "prompt": "c133-m3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Teams wanting simple, scalable feature flags with predictable pricing."}, {"id": "mai-20260917-0922-baseline|c133-m3|moonshot-small|LaunchDarkly", "prompt": "c133-m3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **LaunchDarkly** 🏆 **Best for:** Enterprise teams needing governance, compliance, and reliability"}, {"id": "mai-20260917-0922-baseline|c133-m3|moonshot-small|Statsig", "prompt": "c133-m3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Statsig** if you want experimentation + flags without paying for two tools"}, {"id": "mai-20260917-0922-baseline|c133-m3|moonshot-small|Split (now Harness FME)", "prompt": "c133-m3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split (now Harness FME)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Acquired by Harness in June 2024; no longer standalone"}, {"id": "mai-20260917-0922-baseline|c133-m3|moonshot-small|Unleash", "prompt": "c133-m3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Unleash** if data sovereignty and cost control are your top priorities"}, {"id": "mai-20260917-0922-baseline|c133-m3|moonshot-small|GrowthBook", "prompt": "c133-m3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose GrowthBook** if you want warehouse-native experimentation"}, {"id": "mai-20260917-0922-baseline|c133-m3|moonshot-small|Flagsmith", "prompt": "c133-m3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Flagsmith** if you want simple, unlimited self-hosting without complexity"}, {"id": "mai-20260917-0922-baseline|c133-m3|moonshot-small|PostHog", "prompt": "c133-m3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose PostHog** if you're already using them for analytics and want to consolidate tools"}, {"id": "mai-20260917-0922-baseline|c133-m3|openai-small|LaunchDarkly", "prompt": "c133-m3", "model": "openai-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need the most mature enterprise platform:** LaunchDarkly."}, {"id": "mai-20260917-0922-baseline|c133-m3|openai-small|ConfigCat", "prompt": "c133-m3", "model": "openai-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Want simple + predictable pricing:** ConfigCat."}, {"id": "mai-20260917-0922-baseline|c133-m3|openai-small|Flagsmith", "prompt": "c133-m3", "model": "openai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want open source/self-hosting:** Unleash or Flagsmith."}, {"id": "mai-20260917-0922-baseline|c133-m3|openai-small|Unleash", "prompt": "c133-m3", "model": "openai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Want open source/self-hosting:** Unleash or Flagsmith."}, {"id": "mai-20260917-0922-baseline|c133-m3|openai-small|Split", "prompt": "c133-m3", "model": "openai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Want flags + experimentation:** Split or Statsig."}, {"id": "mai-20260917-0922-baseline|c133-m3|openai-small|Statsig", "prompt": "c133-m3", "model": "openai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Want flags + experimentation:** Split or Statsig."}, {"id": "mai-20260917-0922-baseline|c133-m3|xai-small|LaunchDarkly", "prompt": "c133-m3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LaunchDarkly** (G2: ~4.5-4.6/5, 700+ reviews) – Enterprise leader."}, {"id": "mai-20260917-0922-baseline|c133-m3|xai-small|Statsig", "prompt": "c133-m3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Statsig** (G2: ~4.7/5, 300+ reviews) – Experimentation-focused."}, {"id": "mai-20260917-0922-baseline|c133-m3|xai-small|Split (now Harness Feature Management)", "prompt": "c133-m3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split (now Harness Feature Management)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Post-acquisition mixed reviews, pricey"}, {"id": "mai-20260917-0922-baseline|c133-m3|xai-small|Unleash", "prompt": "c133-m3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Unleash** (G2: 4.7/5, 100+ reviews) – Open-source self-hosting."}, {"id": "mai-20260917-0922-baseline|c133-m3|xai-small|Flagsmith", "prompt": "c133-m3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Flagsmith** (G2: 4.8/5) – Affordable open-source alternative."}, {"id": "mai-20260917-0922-baseline|c133-m3|xai-small|GrowthBook", "prompt": "c133-m3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**GrowthBook** (G2: 4.6/5) – Open-source with strong A/B testing."}, {"id": "mai-20260917-0922-baseline|c133-m3|xai-small|ConfigCat", "prompt": "c133-m3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ConfigCat** (G2: ~4.7/5) – Simple, cost-effective SaaS."}, {"id": "mai-20260917-0922-baseline|c133-m3|xai-small|Optimizely Feature Experimentation", "prompt": "c133-m3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Optimizely Feature Experimentation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "High cost, overkill for pure flags"}, {"id": "mai-20260917-0922-baseline|c133-m3|xai-small|PostHog", "prompt": "c133-m3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others like PostHog (free with analytics) and CloudBees appear in niche lists."}, {"id": "mai-20260917-0922-baseline|c133-m3|xai-small|CloudBees", "prompt": "c133-m3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "CloudBees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "appear in niche lists"}, {"id": "mai-20260917-0922-baseline|c133-m3|zai-small|LaunchDarkly", "prompt": "c133-m3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LaunchDarkly — The Enterprise Benchmark ... Choose LaunchDarkly if release governance, approvals, and auditability are your top priorities."}, {"id": "mai-20260917-0922-baseline|c133-m3|zai-small|Statsig", "prompt": "c133-m3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Statsig if you want flags tightly connected to experiments and metrics without enterprise overhead."}, {"id": "mai-20260917-0922-baseline|c133-m3|zai-small|GrowthBook", "prompt": "c133-m3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose GrowthBook if you want warehouse-native analysis and self-hosting."}, {"id": "mai-20260917-0922-baseline|c133-m3|zai-small|Unleash", "prompt": "c133-m3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Unleash if you want a self-hosted, open-source solution with detailed release controls."}, {"id": "mai-20260917-0922-baseline|c133-m3|zai-small|ConfigCat", "prompt": "c133-m3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose ConfigCat if you want simple, developer-friendly remote configuration."}, {"id": "mai-20260917-0922-baseline|c133-m3|zai-small|Flagsmith", "prompt": "c133-m3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Teams needing private deployment and multivariate flags"}, {"id": "mai-20260917-0922-baseline|c133-m3|zai-small|DevCycle", "prompt": "c133-m3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "DevCycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose DevCycle if you prioritize OpenFeature support and SDK-driven workflows."}, {"id": "mai-20260917-0922-baseline|c133-m3|zai-small|Optimizely", "prompt": "c133-m3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Optimizely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Watchout: Heavier, more expensive, less focused on release governance"}, {"id": "mai-20260917-0922-baseline|c133-m3|zai-small|Split (by Harness)", "prompt": "c133-m3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split (by Harness)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose Split if you need API/webhook-driven flag management with governance."}, {"id": "mai-20260917-0922-baseline|c133-m3|zai-small|PostHog", "prompt": "c133-m3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose PostHog if you want a single tool for analytics + flags + experiments."}, {"id": "mai-20260917-0922-baseline|c133-m4|alibaba-small|Flagsmith", "prompt": "c133-m4", "model": "alibaba-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Flagsmith is arguably the best entry-level SaaS platform. They offer a \"Forever Free\" plan that is surprisingly generous"}, {"id": "mai-20260917-0922-baseline|c133-m4|alibaba-small|Unleash", "prompt": "c133-m4", "model": "alibaba-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Unleash is the industry leader for open-source feature flags... It will be the cheapest long-term solution possible."}, {"id": "mai-20260917-0922-baseline|c133-m4|alibaba-small|PostHog", "prompt": "c133-m4", "model": "alibaba-small", "cat": "feature-flags", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PostHog is a strong choice. They bundle product analytics, session recording, and feature flags into one tool."}, {"id": "mai-20260917-0922-baseline|c133-m4|alibaba-small|ConfigCat", "prompt": "c133-m4", "model": "alibaba-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best \"Middle Ground\": ConfigCat ... plus a decent free tier for smaller teams."}, {"id": "mai-20260917-0922-baseline|c133-m4|alibaba-small|LaunchDarkly", "prompt": "c133-m4", "model": "alibaba-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** LaunchDarkly... they are notoriously expensive for startups."}, {"id": "mai-20260917-0922-baseline|c133-m4|alibaba-small|Split", "prompt": "c133-m4", "model": "alibaba-small", "cat": "feature-flags", "variant": "budget", "raw": "Split", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Their paid plans start lower than competitors like Split or LaunchDarkly."}, {"id": "mai-20260917-0922-baseline|c133-m4|anthropic-small|LaunchDarkly", "prompt": "c133-m4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need a managed solution without much overhead, **LaunchDarkly's free tier** or **Statsig's free tier** are solid starting points."}, {"id": "mai-20260917-0922-baseline|c133-m4|anthropic-small|Unleash", "prompt": "c133-m4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For true budget constraints, **self-hosting Unleash** or **using the free tier of Flagsmith** are often the most cost-effective choices"}, {"id": "mai-20260917-0922-baseline|c133-m4|anthropic-small|Flagsmith", "prompt": "c133-m4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**self-hosting Unleash** or **using the free tier of Flagsmith** are often the most cost-effective choices"}, {"id": "mai-20260917-0922-baseline|c133-m4|anthropic-small|Split.io", "prompt": "c133-m4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "Split.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Split.io** offers a free tier suitable for development and small-scale testing"}, {"id": "mai-20260917-0922-baseline|c133-m4|anthropic-small|GrowthBook", "prompt": "c133-m4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**GrowthBook** provides a cost-effective option with flexible pricing"}, {"id": "mai-20260917-0922-baseline|c133-m4|anthropic-small|Statsig", "prompt": "c133-m4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**LaunchDarkly's free tier** or **Statsig's free tier** are solid starting points"}, {"id": "mai-20260917-0922-baseline|c133-m4|challenger-small|ConfigCat", "prompt": "c133-m4", "model": "challenger-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **ConfigCat** if you want the simplest low-cost managed service"}, {"id": "mai-20260917-0922-baseline|c133-m4|challenger-small|Flagsmith", "prompt": "c133-m4", "model": "challenger-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ConfigCat for managed simplicity; Flagsmith if self-hosting is acceptable**"}, {"id": "mai-20260917-0922-baseline|c133-m4|challenger-small|GrowthBook", "prompt": "c133-m4", "model": "challenger-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose GrowthBook** if you care about product experimentation and can self-host"}, {"id": "mai-20260917-0922-baseline|c133-m4|challenger-small|Statsig", "prompt": "c133-m4", "model": "challenger-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Statsig** is also a strong contender because it has a very generous free tier"}, {"id": "mai-20260917-0922-baseline|c133-m4|deepseek-small|GrowthBook", "prompt": "c133-m4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a tight budget: **GrowthBook**"}, {"id": "mai-20260917-0922-baseline|c133-m4|deepseek-small|Unleash", "prompt": "c133-m4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best open-source self-hosting option for feature *management*"}, {"id": "mai-20260917-0922-baseline|c133-m4|deepseek-small|Flagsmith", "prompt": "c133-m4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great if you want a managed cloud option."}, {"id": "mai-20260917-0922-baseline|c133-m4|deepseek-small|PostHog", "prompt": "c133-m4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when you want feature flags bundled into broader product analytics"}, {"id": "mai-20260917-0922-baseline|c133-m4|deepseek-small|ConfigCat", "prompt": "c133-m4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you prefer a zero-maintenance managed option with unlimited team members, pick **ConfigCat**"}, {"id": "mai-20260917-0922-baseline|c133-m4|deepseek-small|Statsig", "prompt": "c133-m4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you want flags + experimentation + analytics bundled."}, {"id": "mai-20260917-0922-baseline|c133-m4|google-small|LaunchDarkly", "prompt": "c133-m4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large enterprise players like LaunchDarkly are notoriously expensive"}, {"id": "mai-20260917-0922-baseline|c133-m4|google-small|PostHog", "prompt": "c133-m4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose PostHog if you are a startup that wants both analytics and feature flags and wants a massive free tier"}, {"id": "mai-20260917-0922-baseline|c133-m4|google-small|ConfigCat", "prompt": "c133-m4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Predictable SaaS Pricing: ConfigCat"}, {"id": "mai-20260917-0922-baseline|c133-m4|google-small|Featureflip", "prompt": "c133-m4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "Featureflip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Featureflip is a great competitor offering 10 projects and unlimited flags for $49/month"}, {"id": "mai-20260917-0922-baseline|c133-m4|google-small|Flagsmith", "prompt": "c133-m4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Flagsmith is a highly polished, fully open-source (BSD-3 core) platform"}, {"id": "mai-20260917-0922-baseline|c133-m4|google-small|GrowthBook", "prompt": "c133-m4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "GrowthBook (Best for A/B testing & experimentation)"}, {"id": "mai-20260917-0922-baseline|c133-m4|google-small|Flipt", "prompt": "c133-m4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "Flipt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "tools like Flipt and GO Feature Flag are lightweight, Go-based, and Git-native"}, {"id": "mai-20260917-0922-baseline|c133-m4|google-small|GO Feature Flag", "prompt": "c133-m4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "GO Feature Flag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "tools like Flipt and GO Feature Flag are lightweight, Go-based, and Git-native"}, {"id": "mai-20260917-0922-baseline|c133-m4|meta-small|Statsig", "prompt": "c133-m4", "model": "meta-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best feature flag platform for a company with a limited budget is Statsig, Flagsmith, or GrowthBook."}, {"id": "mai-20260917-0922-baseline|c133-m4|meta-small|Flagsmith", "prompt": "c133-m4", "model": "meta-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The best feature flag platform for a company with a limited budget is Statsig, Flagsmith, or GrowthBook."}, {"id": "mai-20260917-0922-baseline|c133-m4|meta-small|GrowthBook", "prompt": "c133-m4", "model": "meta-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The best feature flag platform for a company with a limited budget is Statsig, Flagsmith, or GrowthBook."}, {"id": "mai-20260917-0922-baseline|c133-m4|meta-small|Supaship", "prompt": "c133-m4", "model": "meta-small", "cat": "feature-flags", "variant": "budget", "raw": "Supaship", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Supaship is also a good option for JavaScript or TypeScript teams building modern web apps, with honest pricing."}, {"id": "mai-20260917-0922-baseline|c133-m4|minimax-small|PostHog", "prompt": "c133-m4", "model": "minimax-small", "cat": "feature-flags", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **PostHog** because: 1. Most generous free tier"}, {"id": "mai-20260917-0922-baseline|c133-m4|minimax-small|Flagsmith", "prompt": "c133-m4", "model": "minimax-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flagsmith** (Best for Small Teams)"}, {"id": "mai-20260917-0922-baseline|c133-m4|minimax-small|GrowthBook", "prompt": "c133-m4", "model": "minimax-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you have technical expertise and prefer **self-hosting**, **GrowthBook** or **Unleash** (open-source) might be better options"}, {"id": "mai-20260917-0922-baseline|c133-m4|minimax-small|Statsig", "prompt": "c133-m4", "model": "minimax-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Statsig** (Best for Product-Led Teams) - **Free feature flags** at any scale"}, {"id": "mai-20260917-0922-baseline|c133-m4|minimax-small|ConfigCat", "prompt": "c133-m4", "model": "minimax-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **ConfigCat** | 10 flags, 2 environments | $100/month |"}, {"id": "mai-20260917-0922-baseline|c133-m4|minimax-small|DevCycle", "prompt": "c133-m4", "model": "minimax-small", "cat": "feature-flags", "variant": "budget", "raw": "DevCycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **DevCycle** | Up to 1,000 MAUs | $10/month |"}, {"id": "mai-20260917-0922-baseline|c133-m4|minimax-small|Unleash", "prompt": "c133-m4", "model": "minimax-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**GrowthBook** or **Unleash** (open-source) might be better options"}, {"id": "mai-20260917-0922-baseline|c133-m4|mistral-small|ConfigCat", "prompt": "c133-m4", "model": "mistral-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers a \"Forever Free\" plan, making it the lowest-cost entry point."}, {"id": "mai-20260917-0922-baseline|c133-m4|mistral-small|DevCycle", "prompt": "c133-m4", "model": "mistral-small", "cat": "feature-flags", "variant": "budget", "raw": "DevCycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides a free tier and is OpenFeature-compatible, avoiding vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c133-m4|mistral-small|Flagsmith", "prompt": "c133-m4", "model": "mistral-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flagsmith or GrowthBook (self-hosted) are excellent choices"}, {"id": "mai-20260917-0922-baseline|c133-m4|mistral-small|GrowthBook", "prompt": "c133-m4", "model": "mistral-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a free cloud starter plan and a free self-hosted option"}, {"id": "mai-20260917-0922-baseline|c133-m4|moonshot-small|PostHog", "prompt": "c133-m4", "model": "moonshot-small", "cat": "feature-flags", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For absolute zero cost:** **PostHog** — genuinely free with generous limits and full feature set"}, {"id": "mai-20260917-0922-baseline|c133-m4|moonshot-small|Flagsmith", "prompt": "c133-m4", "model": "moonshot-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most budget-conscious companies start with **PostHog** or **Flagsmith** due to their generous free tiers"}, {"id": "mai-20260917-0922-baseline|c133-m4|moonshot-small|Unleash", "prompt": "c133-m4", "model": "moonshot-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For open-source purists:** **Unleash** or **Flagsmith**"}, {"id": "mai-20260917-0922-baseline|c133-m4|moonshot-small|GrowthBook", "prompt": "c133-m4", "model": "moonshot-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For experimentation focus:** **GrowthBook** — best statistical engine for A/B tests"}, {"id": "mai-20260917-0922-baseline|c133-m4|moonshot-small|ConfigCat", "prompt": "c133-m4", "model": "moonshot-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ConfigCat** — Simplest Budget Option"}, {"id": "mai-20260917-0922-baseline|c133-m4|openai-small|Unleash", "prompt": "c133-m4", "model": "openai-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best budget-friendly self-hosted option:** **Unleash**"}, {"id": "mai-20260917-0922-baseline|c133-m4|openai-small|Flagsmith", "prompt": "c133-m4", "model": "openai-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best low-friction managed option:** **Flagsmith**"}, {"id": "mai-20260917-0922-baseline|c133-m4|openai-small|Firebase Remote Config", "prompt": "c133-m4", "model": "openai-small", "cat": "feature-flags", "variant": "budget", "raw": "Firebase Remote Config", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can work, though they’re not a full feature-flag platform in the same way"}, {"id": "mai-20260917-0922-baseline|c133-m4|openai-small|LaunchDarkly", "prompt": "c133-m4", "model": "openai-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare **Unleash vs Flagsmith vs LaunchDarkly vs Firebase Remote Config**"}, {"id": "mai-20260917-0922-baseline|c133-m4|xai-small|Unleash", "prompt": "c133-m4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Unleash self-hosted** – it's unlimited, battle-tested, and scales free."}, {"id": "mai-20260917-0922-baseline|c133-m4|xai-small|GrowthBook", "prompt": "c133-m4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want built-in A/B testing**"}, {"id": "mai-20260917-0922-baseline|c133-m4|xai-small|Flagsmith", "prompt": "c133-m4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**When to choose**: Simple start; self-host for growth."}, {"id": "mai-20260917-0922-baseline|c133-m4|xai-small|Statsig", "prompt": "c133-m4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If no ops resources, try Statsig's unlimited flags."}, {"id": "mai-20260917-0922-baseline|c133-m4|xai-small|ConfigCat", "prompt": "c133-m4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Forever Free (10 flags, 2 envs/products...). Simple for tiny teams."}, {"id": "mai-20260917-0922-baseline|c133-m4|xai-small|PostHog", "prompt": "c133-m4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "1M flag requests/month free... Bundles analytics/experiments."}, {"id": "mai-20260917-0922-baseline|c133-m4|xai-small|LaunchDarkly", "prompt": "c133-m4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid for tight budgets**: LaunchDarkly/Split (free tiers cap quickly, then $10+/MAU or seats)."}, {"id": "mai-20260917-0922-baseline|c133-m4|xai-small|Split", "prompt": "c133-m4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "Split", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid for tight budgets**: LaunchDarkly/Split (free tiers cap quickly, then $10+/MAU or seats)."}, {"id": "mai-20260917-0922-baseline|c133-m4|zai-small|Statsig", "prompt": "c133-m4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Managed SaaS (Free Tier) **Statsig**"}, {"id": "mai-20260917-0922-baseline|c133-m4|zai-small|GrowthBook", "prompt": "c133-m4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GrowthBook** (best for flags + A/B testing)"}, {"id": "mai-20260917-0922-baseline|c133-m4|zai-small|Unleash", "prompt": "c133-m4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Unleash** (most widely used, enterprise governance)"}, {"id": "mai-20260917-0922-baseline|c133-m4|zai-small|Flagsmith", "prompt": "c133-m4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flagsmith | BSD-3-Clause | Free self-hosted"}, {"id": "mai-20260917-0922-baseline|c133-m4|zai-small|Flipt", "prompt": "c133-m4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "Flipt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Flipt | Apache 2.0 | Free self-hosted | Lightweight"}, {"id": "mai-20260917-0922-baseline|c133-m4|zai-small|PostHog", "prompt": "c133-m4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**PostHog** (free tier covers up to 1M flag requests)"}, {"id": "mai-20260917-0922-baseline|c133-m4|zai-small|LaunchDarkly", "prompt": "c133-m4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want a polished managed service with a permanent free tier: → **LaunchDarkly**"}, {"id": "mai-20260917-0922-baseline|c133-m5|alibaba-small|LaunchDarkly", "prompt": "c133-m5", "model": "alibaba-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some platforms (like LaunchDarkly or Flagsmith) offer a hybrid model"}, {"id": "mai-20260917-0922-baseline|c133-m5|alibaba-small|Flagsmith", "prompt": "c133-m5", "model": "alibaba-small", "cat": "feature-flags", "variant": "scale", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some platforms (like LaunchDarkly or Flagsmith) offer a hybrid model"}, {"id": "mai-20260917-0922-baseline|c133-m5|deepseek-small|Statsig", "prompt": "c133-m5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Statsig** — credible AI-driven challenger bundling flags + experimentation + analytics (Notion, OpenAI use it)."}, {"id": "mai-20260917-0922-baseline|c133-m5|deepseek-small|PostHog", "prompt": "c133-m5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some vendors (Statsig, PostHog, GrowthBook, Split) bundle experimentation and product analytics"}, {"id": "mai-20260917-0922-baseline|c133-m5|deepseek-small|GrowthBook", "prompt": "c133-m5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Unleash / Flagsmith / GrowthBook** — open-source self-hosted options, cheaper and more control."}, {"id": "mai-20260917-0922-baseline|c133-m5|deepseek-small|Split", "prompt": "c133-m5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "Split", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Split** (acquired by Harness) — flags + A/B testing, but product direction has been mixed since acquisition."}, {"id": "mai-20260917-0922-baseline|c133-m5|deepseek-small|LaunchDarkly", "prompt": "c133-m5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise default, best SDK coverage + governance/audit, but expensive at your band."}, {"id": "mai-20260917-0922-baseline|c133-m5|deepseek-small|ConfigCat", "prompt": "c133-m5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ConfigCat** — pragmatic, simpler mid-market pick."}, {"id": "mai-20260917-0922-baseline|c133-m5|deepseek-small|Unleash", "prompt": "c133-m5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "open-source self-hosted options, cheaper and more control"}, {"id": "mai-20260917-0922-baseline|c133-m5|deepseek-small|Flagsmith", "prompt": "c133-m5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Unleash / Flagsmith / GrowthBook** — open-source self-hosted options"}, {"id": "mai-20260917-0922-baseline|c133-m5|google-small|LaunchDarkly", "prompt": "c133-m5", "model": "google-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LaunchDarkly: The market giant. Best-in-class for enterprise governance, automated APM rollbacks, and security—but typically the most expensive, using a strict MAU pricing model."}, {"id": "mai-20260917-0922-baseline|c133-m5|google-small|Flagsmith", "prompt": "c133-m5", "model": "google-small", "cat": "feature-flags", "variant": "scale", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An excellent, flexible alternative. It offers fully open-source self-hosting"}, {"id": "mai-20260917-0922-baseline|c133-m5|google-small|Unleash", "prompt": "c133-m5", "model": "google-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another robust, developer-centric open-source option."}, {"id": "mai-20260917-0922-baseline|c133-m5|google-small|GrowthBook", "prompt": "c133-m5", "model": "google-small", "cat": "feature-flags", "variant": "scale", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your team wants to deeply combine feature flags with an advanced, open-source A/B testing and experimentation engine."}, {"id": "mai-20260917-0922-baseline|c133-m5|minimax-small|LaunchDarkly", "prompt": "c133-m5", "model": "minimax-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "search for current comparisons of specific platforms (like LaunchDarkly, Split, Optimizely, etc.)"}, {"id": "mai-20260917-0922-baseline|c133-m5|minimax-small|Split", "prompt": "c133-m5", "model": "minimax-small", "cat": "feature-flags", "variant": "scale", "raw": "Split", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "specific platforms (like LaunchDarkly, Split, Optimizely, etc.)"}, {"id": "mai-20260917-0922-baseline|c133-m5|minimax-small|Optimizely", "prompt": "c133-m5", "model": "minimax-small", "cat": "feature-flags", "variant": "scale", "raw": "Optimizely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specific platforms (like LaunchDarkly, Split, Optimizely, etc.)"}, {"id": "mai-20260917-0922-baseline|c133-m5|mistral-small|LaunchDarkly", "prompt": "c133-m5", "model": "mistral-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Narrow down to 3-5 platforms (e.g., LaunchDarkly, Flagsmith, Unleash, Harness, Split, CloudBees)."}, {"id": "mai-20260917-0922-baseline|c133-m5|mistral-small|Flagsmith", "prompt": "c133-m5", "model": "mistral-small", "cat": "feature-flags", "variant": "scale", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., LaunchDarkly, Flagsmith, Unleash, Harness, Split, CloudBees"}, {"id": "mai-20260917-0922-baseline|c133-m5|mistral-small|Unleash", "prompt": "c133-m5", "model": "mistral-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., LaunchDarkly, Flagsmith, Unleash, Harness, Split, CloudBees"}, {"id": "mai-20260917-0922-baseline|c133-m5|mistral-small|Harness", "prompt": "c133-m5", "model": "mistral-small", "cat": "feature-flags", "variant": "scale", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., LaunchDarkly, Flagsmith, Unleash, Harness, Split, CloudBees"}, {"id": "mai-20260917-0922-baseline|c133-m5|mistral-small|Split", "prompt": "c133-m5", "model": "mistral-small", "cat": "feature-flags", "variant": "scale", "raw": "Split", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., LaunchDarkly, Flagsmith, Unleash, Harness, Split, CloudBees"}, {"id": "mai-20260917-0922-baseline|c133-m5|mistral-small|CloudBees", "prompt": "c133-m5", "model": "mistral-small", "cat": "feature-flags", "variant": "scale", "raw": "CloudBees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., LaunchDarkly, Flagsmith, Unleash, Harness, Split, CloudBees"}, {"id": "mai-20260917-0922-baseline|c133-m5|moonshot-small|LaunchDarkly", "prompt": "c133-m5", "model": "moonshot-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**LaunchDarkly**: Enterprise leader, strong governance"}, {"id": "mai-20260917-0922-baseline|c133-m5|moonshot-small|Harness FME", "prompt": "c133-m5", "model": "moonshot-small", "cat": "feature-flags", "variant": "scale", "raw": "Harness FME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Harness FME**: Good for teams already in Harness ecosystem"}, {"id": "mai-20260917-0922-baseline|c133-m5|moonshot-small|Unleash", "prompt": "c133-m5", "model": "moonshot-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Unleash**: Open-source option with strong lifecycle management"}, {"id": "mai-20260917-0922-baseline|c133-m5|moonshot-small|GrowthBook", "prompt": "c133-m5", "model": "moonshot-small", "cat": "feature-flags", "variant": "scale", "raw": "GrowthBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**GrowthBook**: Open-source, experimentation-focused"}, {"id": "mai-20260917-0922-baseline|c133-m5|moonshot-small|Statsig", "prompt": "c133-m5", "model": "moonshot-small", "cat": "feature-flags", "variant": "scale", "raw": "Statsig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Statsig**: Modern, strong experimentation capabilities"}, {"id": "mai-20260917-0922-baseline|c133-m5|xai-small|LaunchDarkly", "prompt": "c133-m5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LaunchDarkly** | Enterprise governance, broad SDKs | Free dev; $10/connection/mo | Battle-tested, observability"}, {"id": "mai-20260917-0922-baseline|c133-m5|xai-small|Harness", "prompt": "c133-m5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Harness** | CI/CD-native, progressive delivery | Usage-based | Full release platform"}, {"id": "mai-20260917-0922-baseline|c133-m5|xai-small|Statsig", "prompt": "c133-m5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Statsig** | Experiments + flags | Free to $150/mo | Stats engine, value"}, {"id": "mai-20260917-0922-baseline|c133-m5|xai-small|Flagsmith", "prompt": "c133-m5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Flagsmith** | Self-host flexibility | Free OSS; $40/mo | No MAU billing"}, {"id": "mai-20260917-0922-baseline|c133-m5|xai-small|Unleash", "prompt": "c133-m5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Unleash** | Open-source scale | Free self-host | Customizable"}, {"id": "mai-20260917-0922-baseline|c133-m5|zai-small|Unleash", "prompt": "c133-m5", "model": "zai-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Import capabilities**: From other platforms (Unleash, LaunchDarkly, etc.)"}, {"id": "mai-20260917-0922-baseline|c133-m5|zai-small|LaunchDarkly", "prompt": "c133-m5", "model": "zai-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Import capabilities**: From other platforms (Unleash, LaunchDarkly, etc.)"}, {"id": "mai-20260917-0922-baseline|c133-m6|alibaba-small|LaunchDarkly", "prompt": "c133-m6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: **Cost and Complexity.** ... Pricing Shock ... Vendor Lock-in"}, {"id": "mai-20260917-0922-baseline|c133-m6|alibaba-small|ConfigCat", "prompt": "c133-m6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why to be cautious: **Limited Maturity and Experimentation Depth.**"}, {"id": "mai-20260917-0922-baseline|c133-m6|alibaba-small|Unleash", "prompt": "c133-m6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why to be cautious: **Operational Overhead and Architectural Limits.**"}, {"id": "mai-20260917-0922-baseline|c133-m6|alibaba-small|Flagsmith", "prompt": "c133-m6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to be caution: **Resource Constraints and Missing Guardrails.**"}, {"id": "mai-20260917-0922-baseline|c133-m6|alibaba-small|Split", "prompt": "c133-m6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "Split", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Maximize Governance & Safety? → LaunchDarkly or Split."}, {"id": "mai-20260917-0922-baseline|c133-m6|alibaba-small|Statsig", "prompt": "c133-m6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "Statsig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**DevOps / Self-Hosted Preferred** | LaunchDarkly, Statsig (SaaS only)"}, {"id": "mai-20260917-0922-baseline|c133-m6|alibaba-small|GrowthBook", "prompt": "c133-m6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Release + Measure Impact (A/B Tests)? → Statsig, GrowthBook, or PostHog."}, {"id": "mai-20260917-0922-baseline|c133-m6|alibaba-small|PostHog", "prompt": "c133-m6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Need Built-in A/B Testing | Unleash, ConfigCat | Statsig, PostHog, GrowthBook"}, {"id": "mai-20260917-0922-baseline|c133-m6|anthropic-small|LaunchDarkly", "prompt": "c133-m6", "model": "anthropic-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the ultimate tradeoff for engineering teams is a lack of transparency and ballooning costs, and LaunchDarkly is a SaaS-only product"}, {"id": "mai-20260917-0922-baseline|c133-m6|challenger-small|Flagsmith", "prompt": "c133-m6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Flagsmith** is one platform to evaluate carefully if you need advanced rollout automation, guardrail metrics, or a large integration ecosystem"}, {"id": "mai-20260917-0922-baseline|c133-m6|challenger-small|LaunchDarkly", "prompt": "c133-m6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "shortlist** for specific platforms like LaunchDarkly, Statsig, Flagsmith, Unleash, PostHog, and GrowthBook."}, {"id": "mai-20260917-0922-baseline|c133-m6|challenger-small|Statsig", "prompt": "c133-m6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "Statsig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specific platforms like LaunchDarkly, Statsig, Flagsmith, Unleash, PostHog, and GrowthBook."}, {"id": "mai-20260917-0922-baseline|c133-m6|challenger-small|Unleash", "prompt": "c133-m6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specific platforms like LaunchDarkly, Statsig, Flagsmith, Unleash, PostHog, and GrowthBook."}, {"id": "mai-20260917-0922-baseline|c133-m6|challenger-small|PostHog", "prompt": "c133-m6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific platforms like LaunchDarkly, Statsig, Flagsmith, Unleash, PostHog, and GrowthBook."}, {"id": "mai-20260917-0922-baseline|c133-m6|challenger-small|GrowthBook", "prompt": "c133-m6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specific platforms like LaunchDarkly, Statsig, Flagsmith, Unleash, PostHog, and GrowthBook."}, {"id": "mai-20260917-0922-baseline|c133-m6|deepseek-small|LaunchDarkly", "prompt": "c133-m6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Caution level: High (especially for new adopters or scale-ups)... Avoid if... Microservices, startups, regulated industries, cost-sensitive"}, {"id": "mai-20260917-0922-baseline|c133-m6|deepseek-small|Unleash", "prompt": "c133-m6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Safer alternative: Consider open-source self-hosted options (Unleash, Flagsmith, FeatBit)"}, {"id": "mai-20260917-0922-baseline|c133-m6|deepseek-small|Flagsmith", "prompt": "c133-m6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flagsmith (has local evaluation mode)"}, {"id": "mai-20260917-0922-baseline|c133-m6|deepseek-small|FeatBit", "prompt": "c133-m6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "FeatBit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FeatBit (open-source with explicit data residency controls)"}, {"id": "mai-20260917-0922-baseline|c133-m6|deepseek-small|Statsig", "prompt": "c133-m6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "competitive SaaS with predictable seat-based pricing (Statsig, Harness)"}, {"id": "mai-20260917-0922-baseline|c133-m6|deepseek-small|Harness", "prompt": "c133-m6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Harness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "competitive SaaS with predictable seat-based pricing (Statsig, Harness)"}, {"id": "mai-20260917-0922-baseline|c133-m6|deepseek-small|Split.io", "prompt": "c133-m6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Split.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Split.io (now under Harness) – Mixed Bag with Legacy Baggage... Caution level: Medium"}, {"id": "mai-20260917-0922-baseline|c133-m6|deepseek-small|Amplitude", "prompt": "c133-m6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Generic \"Analytics + Flags\" Platforms (Amplitude, Mixpanel, etc.) Caution level: Medium (they distract from core flagging)"}, {"id": "mai-20260917-0922-baseline|c133-m6|deepseek-small|Mixpanel", "prompt": "c133-m6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Amplitude/Mixpanel flags | Avoid if... Need release control, audit trails, or CI/CD integration"}, {"id": "mai-20260917-0922-baseline|c133-m6|google-small|LaunchDarkly", "prompt": "c133-m6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid LaunchDarkly if you are a cash-strapped startup, run a high-volume B2C platform, or cannot easily predict your user growth."}, {"id": "mai-20260917-0922-baseline|c133-m6|google-small|Split.io", "prompt": "c133-m6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Split.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Approach with caution if you do not want to buy into the broader Harness developer suite."}, {"id": "mai-20260917-0922-baseline|c133-m6|google-small|Optimizely", "prompt": "c133-m6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Optimizely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid Optimizely if your primary goal is safe code releases, canary deployments, or system-level configuration. It is overkill and a poor developer experience"}, {"id": "mai-20260917-0922-baseline|c133-m6|google-small|Unleash", "prompt": "c133-m6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms like **Unleash** and **Flagsmith** offer free, open-source self-hosted versions... present two major \"buyer beware\" scenarios"}, {"id": "mai-20260917-0922-baseline|c133-m6|google-small|Flagsmith", "prompt": "c133-m6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platforms like **Unleash** and **Flagsmith** offer free, open-source self-hosted versions... present two major \"buyer beware\" scenarios"}, {"id": "mai-20260917-0922-baseline|c133-m6|google-small|DevCycle", "prompt": "c133-m6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "DevCycle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Always prioritize platforms (like **DevCycle**, **GrowthBook**, and others) that support the OpenFeature standard."}, {"id": "mai-20260917-0922-baseline|c133-m6|google-small|GrowthBook", "prompt": "c133-m6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Always prioritize platforms (like **DevCycle**, **GrowthBook**, and others) that support the OpenFeature standard."}, {"id": "mai-20260917-0922-baseline|c133-m6|meta-small|GrowthBook", "prompt": "c133-m6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for platforms that offer open-source or self-hosted options, such as GrowthBook, Unleash, or Flagsmith."}, {"id": "mai-20260917-0922-baseline|c133-m6|meta-small|Unleash", "prompt": "c133-m6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as GrowthBook, Unleash, or Flagsmith"}, {"id": "mai-20260917-0922-baseline|c133-m6|meta-small|Flagsmith", "prompt": "c133-m6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as GrowthBook, Unleash, or Flagsmith"}, {"id": "mai-20260917-0922-baseline|c133-m6|meta-small|LaunchDarkly", "prompt": "c133-m6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some feature flag platforms to consider include: 1. GrowthBook 2. LaunchDarkly"}, {"id": "mai-20260917-0922-baseline|c133-m6|meta-small|ConfigCat", "prompt": "c133-m6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "4. ConfigCat"}, {"id": "mai-20260917-0922-baseline|c133-m6|meta-small|Split (by Harness)", "prompt": "c133-m6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "Split (by Harness)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Split (by Harness)"}, {"id": "mai-20260917-0922-baseline|c133-m6|meta-small|Eppo (Datadog)", "prompt": "c133-m6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "Eppo (Datadog)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Eppo (Datadog)"}, {"id": "mai-20260917-0922-baseline|c133-m6|minimax-small|LaunchDarkly", "prompt": "c133-m6", "model": "minimax-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**LaunchDarkly**: No free tier; starter plans start around $8.33/seat/month, which can be costly for small teams"}, {"id": "mai-20260917-0922-baseline|c133-m6|minimax-small|Split", "prompt": "c133-m6", "model": "minimax-small", "cat": "feature-flags", "variant": "negative", "raw": "Split", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Split**: Also seat-based pricing, though they offer a free tier (10 seats, unlimited flags)."}, {"id": "mai-20260917-0922-baseline|c133-m6|minimax-small|Unleash", "prompt": "c133-m6", "model": "minimax-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider open-source options** (like Unleash) if cost is a concern"}, {"id": "mai-20260917-0922-baseline|c133-m6|minimax-small|PostHog", "prompt": "c133-m6", "model": "minimax-small", "cat": "feature-flags", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**PostHog**: Had a feature flag service outage in September 2025 lasting about 1 hour 48 minutes."}, {"id": "mai-20260917-0922-baseline|c133-m6|mistral-small|ConfigCat", "prompt": "c133-m6", "model": "mistral-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with significant limitations or red flags:**\n\n- **ConfigCat**: ... its pricing model is criticized for being expensive as you scale"}, {"id": "mai-20260917-0922-baseline|c133-m6|mistral-small|Flagsmith", "prompt": "c133-m6", "model": "mistral-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms with significant limitations or red flags ... **Flagsmith**: ... The free tier is very limited (50k requests/month)"}, {"id": "mai-20260917-0922-baseline|c133-m6|mistral-small|Unleash (self-hosted)", "prompt": "c133-m6", "model": "mistral-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash (self-hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "its self-hosted version can be complex to set up and maintain ... Some users report scalability and performance issues at high traffic volumes"}, {"id": "mai-20260917-0922-baseline|c133-m6|mistral-small|LaunchDarkly", "prompt": "c133-m6", "model": "mistral-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally considered reliable, but with caveats ... its pricing is complex and can become very expensive"}, {"id": "mai-20260917-0922-baseline|c133-m6|mistral-small|Split", "prompt": "c133-m6", "model": "mistral-small", "cat": "feature-flags", "variant": "negative", "raw": "Split", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "its pricing model is also complex and can be costly for smaller teams. Some users report a steep learning curve"}, {"id": "mai-20260917-0922-baseline|c133-m6|moonshot-small|LaunchDarkly", "prompt": "c133-m6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**LaunchDarkly** - Pricing & Reliability Concerns ... has several documented issues"}, {"id": "mai-20260917-0922-baseline|c133-m6|moonshot-small|PostHog", "prompt": "c133-m6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**PostHog** - Reliability Concerns - **Multiple outages in 2025**"}, {"id": "mai-20260917-0922-baseline|c133-m6|moonshot-small|Split (now part of Harness)", "prompt": "c133-m6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "Split (now part of Harness)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Strategic Uncertainty ... creating roadmap uncertainty for buyers"}, {"id": "mai-20260917-0922-baseline|c133-m6|moonshot-small|ConfigCat", "prompt": "c133-m6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**ConfigCat** - Operational Limitations - **Limited A/B testing capabilities**"}, {"id": "mai-20260917-0922-baseline|c133-m6|moonshot-small|Flagsmith", "prompt": "c133-m6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Flagsmith**: Open-source, good OpenFeature support"}, {"id": "mai-20260917-0922-baseline|c133-m6|moonshot-small|DevCycle", "prompt": "c133-m6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "DevCycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ConfigCat, Flagsmith, DevCycle, and others support OpenFeature providers"}, {"id": "mai-20260917-0922-baseline|c133-m6|moonshot-small|Unleash", "prompt": "c133-m6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Unleash**: Open-source, self-hostable, enterprise-focused"}, {"id": "mai-20260917-0922-baseline|c133-m6|moonshot-small|GrowthBook", "prompt": "c133-m6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**GrowthBook**: Open-source, warehouse-native, transparent pricing"}, {"id": "mai-20260917-0922-baseline|c133-m6|moonshot-small|Statsig", "prompt": "c133-m6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Statsig**: Free feature flags at any scale, unified experimentation"}, {"id": "mai-20260917-0922-baseline|c133-m6|openai-small|LaunchDarkly", "prompt": "c133-m6", "model": "openai-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "LaunchDarkly disclosed a widespread disruption on October 20, 2025 that affected flag management and delivery"}, {"id": "mai-20260917-0922-baseline|c133-m6|openai-small|Split", "prompt": "c133-m6", "model": "openai-small", "cat": "feature-flags", "variant": "negative", "raw": "Split", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vendors like LaunchDarkly and Split document kill-switch patterns"}, {"id": "mai-20260917-0922-baseline|c133-m6|xai-small|LaunchDarkly", "prompt": "c133-m6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**LaunchDarkly**: Most documented incidents ... High costs at scale ... Solid for enterprises but monitor status.launchdarkly.com."}, {"id": "mai-20260917-0922-baseline|c133-m6|xai-small|Split.io", "prompt": "c133-m6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "Split.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Split.io (now Harness-integrated)**: Opaque pricing, rapid scaling bills, weaker CI/CD vs. peers."}, {"id": "mai-20260917-0922-baseline|c133-m6|xai-small|Statsig", "prompt": "c133-m6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "Statsig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Startups/Small Teams**: Statsig (generous free tier, unlimited gates)"}, {"id": "mai-20260917-0922-baseline|c133-m6|xai-small|Flagsmith", "prompt": "c133-m6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prefer Git-sync options (e.g., Unleash, Flagsmith)"}, {"id": "mai-20260917-0922-baseline|c133-m6|xai-small|Unleash", "prompt": "c133-m6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Enterprises**: LaunchDarkly (top governance) or Unleash (self-hosted, free)."}, {"id": "mai-20260917-0922-baseline|c133-m6|xai-small|GrowthBook", "prompt": "c133-m6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "GrowthBook/PostHog (open-source options with experiments)"}, {"id": "mai-20260917-0922-baseline|c133-m6|xai-small|PostHog", "prompt": "c133-m6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**PostHog**: 2025 outage (~2 hours, 78% US flag failures due to DB overload). Better for smaller teams"}, {"id": "mai-20260917-0922-baseline|c133-m6|zai-small|Unleash (OSS, self‑hosted)", "prompt": "c133-m6", "model": "zai-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash (OSS, self‑hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "OSS Edge deprecation in December 2026 ... Uses polling architecture by default; streaming is still in beta."}, {"id": "mai-20260917-0922-baseline|c133-m6|zai-small|LaunchDarkly (Enterprise)", "prompt": "c133-m6", "model": "zai-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly (Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Very high pricing for small teams; usage‑based fees can become complex."}, {"id": "mai-20260917-0922-baseline|c133-m6|zai-small|Statsig", "prompt": "c133-m6", "model": "zai-small", "cat": "feature-flags", "variant": "negative", "raw": "Statsig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Younger than established players; some enterprises prefer a longer track record."}, {"id": "mai-20260917-0922-baseline|c133-m6|zai-small|ConfigCat", "prompt": "c133-m6", "model": "zai-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lighterweight option may lack advanced governance, stats, and enterprise features for regulated environments."}, {"id": "mai-20260917-0922-baseline|c133-m6|zai-small|Flagsmith", "prompt": "c133-m6", "model": "zai-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overage fees for high MAUs and API calls can be unclear."}, {"id": "mai-20260917-0922-baseline|c133-m6|zai-small|GrowthBook", "prompt": "c133-m6", "model": "zai-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Advanced governance and stats features vary by plan; may need upgrades for stricter requirements."}, {"id": "mai-20260917-0922-baseline|c133-s1|alibaba-small|ConfigCat", "prompt": "c133-s1", "model": "alibaba-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: ConfigCat"}, {"id": "mai-20260917-0922-baseline|c133-s1|alibaba-small|Flagsmith", "prompt": "c133-s1", "model": "alibaba-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: Flagsmith"}, {"id": "mai-20260917-0922-baseline|c133-s1|alibaba-small|GrowthBook", "prompt": "c133-s1", "model": "alibaba-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: GrowthBook"}, {"id": "mai-20260917-0922-baseline|c133-s1|alibaba-small|LaunchDarkly", "prompt": "c133-s1", "model": "alibaba-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "LaunchDarkly is the industry leader but is often **overkill for small B2B companies**"}, {"id": "mai-20260917-0922-baseline|c133-s1|alibaba-small|Unleash", "prompt": "c133-s1", "model": "alibaba-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Zero Cost & Full Control** | **Unleash** (Self-hosted)"}, {"id": "mai-20260917-0922-baseline|c133-s1|anthropic-small|LaunchDarkly", "prompt": "c133-s1", "model": "anthropic-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Industry-leading but more expensive; good if you need advanced features"}, {"id": "mai-20260917-0922-baseline|c133-s1|anthropic-small|Flagsmith", "prompt": "c133-s1", "model": "anthropic-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Open-source option with a free tier; cost-effective"}, {"id": "mai-20260917-0922-baseline|c133-s1|anthropic-small|Split.io", "prompt": "c133-s1", "model": "anthropic-small", "cat": "feature-flags", "variant": "direct", "raw": "Split.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong feature set with competitive pricing"}, {"id": "mai-20260917-0922-baseline|c133-s1|anthropic-small|Unleash", "prompt": "c133-s1", "model": "anthropic-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Open-source alternative; great for cost-conscious teams"}, {"id": "mai-20260917-0922-baseline|c133-s1|anthropic-small|PostHog", "prompt": "c133-s1", "model": "anthropic-small", "cat": "feature-flags", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrated feature flags with product analytics"}, {"id": "mai-20260917-0922-baseline|c133-s1|challenger-small|Flagsmith", "prompt": "c133-s1", "model": "challenger-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best feature flag platform is usually **Flagsmith** if you want a focused, relatively simple flagging tool"}, {"id": "mai-20260917-0922-baseline|c133-s1|challenger-small|PostHog", "prompt": "c133-s1", "model": "challenger-small", "cat": "feature-flags", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**PostHog** is often the better fit for an early-stage team"}, {"id": "mai-20260917-0922-baseline|c133-s1|challenger-small|GrowthBook", "prompt": "c133-s1", "model": "challenger-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GrowthBook** if experimentation is central to your product decisions"}, {"id": "mai-20260917-0922-baseline|c133-s1|challenger-small|LaunchDarkly", "prompt": "c133-s1", "model": "challenger-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Most complete platform, but typically overkill for a small company"}, {"id": "mai-20260917-0922-baseline|c133-s1|deepseek-small|ConfigCat", "prompt": "c133-s1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: **ConfigCat**"}, {"id": "mai-20260917-0922-baseline|c133-s1|deepseek-small|Flagsmith", "prompt": "c133-s1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flagsmith** — best if you want open source / self-hosting"}, {"id": "mai-20260917-0922-baseline|c133-s1|deepseek-small|LaunchDarkly", "prompt": "c133-s1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "But it's **pricey** ... often overkill for a small company"}, {"id": "mai-20260917-0922-baseline|c133-s1|deepseek-small|PostHog", "prompt": "c133-s1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **PostHog** (free flag usage up to large volumes)"}, {"id": "mai-20260917-0922-baseline|c133-s1|deepseek-small|GrowthBook", "prompt": "c133-s1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you also want analytics/experimentation in one tool:** **PostHog** or **GrowthBook**"}, {"id": "mai-20260917-0922-baseline|c133-s1|deepseek-small|Unleash", "prompt": "c133-s1", "model": "deepseek-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Flagsmith/Unleash (open source) may be the better call"}, {"id": "mai-20260917-0922-baseline|c133-s1|google-small|LaunchDarkly", "prompt": "c133-s1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it is **generally not recommended for small B2B startups**"}, {"id": "mai-20260917-0922-baseline|c133-s1|google-small|PostHog", "prompt": "c133-s1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**PostHog** is highly recommended."}, {"id": "mai-20260917-0922-baseline|c133-s1|google-small|Flagsmith", "prompt": "c133-s1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Flagsmith** is an excellent choice."}, {"id": "mai-20260917-0922-baseline|c133-s1|google-small|Schematic", "prompt": "c133-s1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "Schematic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Schematic** is a purpose-built solution."}, {"id": "mai-20260917-0922-baseline|c133-s1|google-small|ConfigCat", "prompt": "c133-s1", "model": "google-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ConfigCat** is a favorite."}, {"id": "mai-20260917-0922-baseline|c133-s1|meta-small|Bucket", "prompt": "c133-s1", "model": "meta-small", "cat": "feature-flags", "variant": "direct", "raw": "Bucket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best feature flag platform for a small B2B company is Bucket"}, {"id": "mai-20260917-0922-baseline|c133-s1|meta-small|LaunchDarkly", "prompt": "c133-s1", "model": "meta-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are LaunchDarkly, Harness Fme (split), and ConfigCat."}, {"id": "mai-20260917-0922-baseline|c133-s1|meta-small|Harness Fme (split)", "prompt": "c133-s1", "model": "meta-small", "cat": "feature-flags", "variant": "direct", "raw": "Harness Fme (split)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are LaunchDarkly, Harness Fme (split), and ConfigCat."}, {"id": "mai-20260917-0922-baseline|c133-s1|meta-small|ConfigCat", "prompt": "c133-s1", "model": "meta-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are LaunchDarkly, Harness Fme (split), and ConfigCat."}, {"id": "mai-20260917-0922-baseline|c133-s1|minimax-small|ConfigCat", "prompt": "c133-s1", "model": "minimax-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ConfigCat** is frequently recommended as the best feature flag platform for small B2B companies"}, {"id": "mai-20260917-0922-baseline|c133-s1|minimax-small|GrowthBook", "prompt": "c133-s1", "model": "minimax-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GrowthBook** - Open-source option, good if you want full control"}, {"id": "mai-20260917-0922-baseline|c133-s1|minimax-small|Flagsmith", "prompt": "c133-s1", "model": "minimax-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Flagsmith** - Also open-source, good for teams wanting self-hosting"}, {"id": "mai-20260917-0922-baseline|c133-s1|minimax-small|LaunchDarkly", "prompt": "c133-s1", "model": "minimax-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Industry leader but significantly more expensive; better for larger teams"}, {"id": "mai-20260917-0922-baseline|c133-s1|mistral-small|ConfigCat", "prompt": "c133-s1", "model": "mistral-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ConfigCat** is often highlighted as the best fit for startups and small SaaS teams"}, {"id": "mai-20260917-0922-baseline|c133-s1|mistral-small|Flagsmith", "prompt": "c133-s1", "model": "mistral-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flagsmith**, which is ideal for teams that need open-source control and private deployment"}, {"id": "mai-20260917-0922-baseline|c133-s1|mistral-small|LaunchDarkly", "prompt": "c133-s1", "model": "mistral-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more established but may be better suited for companies with more complex needs and larger budgets"}, {"id": "mai-20260917-0922-baseline|c133-s1|moonshot-small|ConfigCat", "prompt": "c133-s1", "model": "moonshot-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ConfigCat** - Best Overall for Small B2B"}, {"id": "mai-20260917-0922-baseline|c133-s1|moonshot-small|Split", "prompt": "c133-s1", "model": "moonshot-small", "cat": "feature-flags", "variant": "direct", "raw": "Split", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Split** (free tier) or **ConfigCat** if you want a managed solution"}, {"id": "mai-20260917-0922-baseline|c133-s1|moonshot-small|LaunchDarkly", "prompt": "c133-s1", "model": "moonshot-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid LaunchDarkly** initially - it's enterprise-grade but overkill and expensive for small teams"}, {"id": "mai-20260917-0922-baseline|c133-s1|moonshot-small|Flagsmith", "prompt": "c133-s1", "model": "moonshot-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Flagsmith** if you have technical capacity to self-host"}, {"id": "mai-20260917-0922-baseline|c133-s1|moonshot-small|GrowthBook", "prompt": "c133-s1", "model": "moonshot-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**GrowthBook** - Best for Product-Led B2B"}, {"id": "mai-20260917-0922-baseline|c133-s1|openai-small|ConfigCat", "prompt": "c133-s1", "model": "openai-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ConfigCat** is the best \"default\" recommendation."}, {"id": "mai-20260917-0922-baseline|c133-s1|openai-small|Flagsmith", "prompt": "c133-s1", "model": "openai-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flagsmith** if you care more about self-hosting/open-source flexibility"}, {"id": "mai-20260917-0922-baseline|c133-s1|openai-small|LaunchDarkly", "prompt": "c133-s1", "model": "openai-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "LaunchDarkly is excellent, but it's often more platform than a small team needs."}, {"id": "mai-20260917-0922-baseline|c133-s1|openai-small|PostHog", "prompt": "c133-s1", "model": "openai-small", "cat": "feature-flags", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you might also consider **PostHog**—but that's more of an all-in-one product analytics platform than a pure feature-flag tool"}, {"id": "mai-20260917-0922-baseline|c133-s1|xai-small|Flagsmith", "prompt": "c133-s1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why Flagsmith Edges Out as #1 for Most Small B2B"}, {"id": "mai-20260917-0922-baseline|c133-s1|xai-small|PostHog", "prompt": "c133-s1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need analytics bundled, go PostHog (posthog.com)"}, {"id": "mai-20260917-0922-baseline|c133-s1|xai-small|ConfigCat", "prompt": "c133-s1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unlimited seats/MAUs, straightforward SDKs... Fewer advanced targeting features; limits hit faster."}, {"id": "mai-20260917-0922-baseline|c133-s1|xai-small|GrowthBook", "prompt": "c133-s1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "GrowthBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Open-source, strong stats/A/B (Bayesian, etc.), warehouse integration."}, {"id": "mai-20260917-0922-baseline|c133-s1|xai-small|Unleash", "prompt": "c133-s1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Hosted expensive for small teams; steeper ops if self-hosting."}, {"id": "mai-20260917-0922-baseline|c133-s1|xai-small|LaunchDarkly", "prompt": "c133-s1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**LaunchDarkly** (avoid for small) ... Overkill/costly ($400+/mo at 50k MAU)."}, {"id": "mai-20260917-0922-baseline|c133-s1|xai-small|AppConfig", "prompt": "c133-s1", "model": "xai-small", "cat": "feature-flags", "variant": "direct", "raw": "AppConfig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "depends on your stack (e.g., AWS? AppConfig free-ish)"}, {"id": "mai-20260917-0922-baseline|c133-s1|zai-small|LaunchDarkly", "prompt": "c133-s1", "model": "zai-small", "cat": "feature-flags", "variant": "direct", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While LaunchDarkly is the industry standard, its pricing model ($12/connection + $10/1K MAU) often becomes expensive for smaller teams with high traffic."}, {"id": "mai-20260917-0922-baseline|c133-s1|zai-small|ConfigCat", "prompt": "c133-s1", "model": "zai-small", "cat": "feature-flags", "variant": "direct", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My Advice: Start with ConfigCat."}, {"id": "mai-20260917-0922-baseline|c133-s1|zai-small|Unleash", "prompt": "c133-s1", "model": "zai-small", "cat": "feature-flags", "variant": "direct", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Technical Teams (Open Source): Unleash"}, {"id": "mai-20260917-0922-baseline|c133-s1|zai-small|Flagsmith", "prompt": "c133-s1", "model": "zai-small", "cat": "feature-flags", "variant": "direct", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Transparency: Flagsmith"}, {"id": "mai-20260917-0922-baseline|c133-s1|zai-small|Statsig", "prompt": "c133-s1", "model": "zai-small", "cat": "feature-flags", "variant": "direct", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Teams that need experimentation (A/B testing) alongside feature toggling."}, {"id": "mai-20260917-0922-baseline|c133-s1|zai-small|PostHog", "prompt": "c133-s1", "model": "zai-small", "cat": "feature-flags", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Includes Session Recording, Analytics, and Feature Flags in one bundle."}, {"id": "mai-20260917-0922-baseline|c133-s2|alibaba-small|Flagsmith", "prompt": "c133-s2", "model": "alibaba-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small business in the B2B space, I would recommend **Flagsmith**."}, {"id": "mai-20260917-0922-baseline|c133-s2|alibaba-small|Unleash", "prompt": "c133-s2", "model": "alibaba-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Runner-Up: Unleash (Open Source)"}, {"id": "mai-20260917-0922-baseline|c133-s2|anthropic-small|Bucket", "prompt": "c133-s2", "model": "anthropic-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Bucket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **Bucket**"}, {"id": "mai-20260917-0922-baseline|c133-s2|anthropic-small|Savio", "prompt": "c133-s2", "model": "anthropic-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Savio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative Option: **Savio**"}, {"id": "mai-20260917-0922-baseline|c133-s2|anthropic-small|Optimizely", "prompt": "c133-s2", "model": "anthropic-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Optimizely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "general feature management tools like Optimizely or AB Tasty can be expensive for small businesses and are more focused on consumer experiences"}, {"id": "mai-20260917-0922-baseline|c133-s2|anthropic-small|AB Tasty", "prompt": "c133-s2", "model": "anthropic-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "AB Tasty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can be expensive for small businesses and are more focused on consumer experiences"}, {"id": "mai-20260917-0922-baseline|c133-s2|challenger-small|Bucket", "prompt": "c133-s2", "model": "challenger-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Bucket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Bucket** if your main need is **feature flags for B2B SaaS**"}, {"id": "mai-20260917-0922-baseline|c133-s2|challenger-small|ConfigCat", "prompt": "c133-s2", "model": "challenger-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ConfigCat** is the strongest SMB-oriented option in the available results because it is specifically recommended for SMBs and small teams"}, {"id": "mai-20260917-0922-baseline|c133-s2|challenger-small|Flagsmith", "prompt": "c133-s2", "model": "challenger-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you want open-source control and private deployment"}, {"id": "mai-20260917-0922-baseline|c133-s2|challenger-small|LaunchDarkly", "prompt": "c133-s2", "model": "challenger-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strong, but generally more enterprise-oriented than a small business usually needs"}, {"id": "mai-20260917-0922-baseline|c133-s2|deepseek-small|ConfigCat", "prompt": "c133-s2", "model": "deepseek-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ConfigCat** as the top pick"}, {"id": "mai-20260917-0922-baseline|c133-s2|deepseek-small|Flagsmith", "prompt": "c133-s2", "model": "deepseek-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Flagsmith** and **LaunchDarkly's free tier** as strong alternatives"}, {"id": "mai-20260917-0922-baseline|c133-s2|deepseek-small|LaunchDarkly", "prompt": "c133-s2", "model": "deepseek-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LaunchDarkly** is worth the premium"}, {"id": "mai-20260917-0922-baseline|c133-s2|deepseek-small|GrowthBook", "prompt": "c133-s2", "model": "deepseek-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "GrowthBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you also want A/B testing and product analytics bundled in"}, {"id": "mai-20260917-0922-baseline|c133-s2|deepseek-small|Unleash", "prompt": "c133-s2", "model": "deepseek-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Flagsmith** or open-source **Unleash** are great"}, {"id": "mai-20260917-0922-baseline|c133-s2|google-small|PostHog", "prompt": "c133-s2", "model": "google-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best All-in-One (Flags + Analytics + Session Recording): **PostHog**"}, {"id": "mai-20260917-0922-baseline|c133-s2|google-small|Schematic", "prompt": "c133-s2", "model": "google-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Schematic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Feature-to-Pricing Gating: **Schematic**"}, {"id": "mai-20260917-0922-baseline|c133-s2|google-small|ConfigCat", "prompt": "c133-s2", "model": "google-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ConfigCat is highly recommended"}, {"id": "mai-20260917-0922-baseline|c133-s2|google-small|Flagsmith", "prompt": "c133-s2", "model": "google-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Data Security & Self-Hosting: **Flagsmith**"}, {"id": "mai-20260917-0922-baseline|c133-s2|google-small|LaunchDarkly", "prompt": "c133-s2", "model": "google-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why You Should Probably Avoid *LaunchDarkly*... not recommended for small B2B businesses"}, {"id": "mai-20260917-0922-baseline|c133-s2|meta-small|Userback", "prompt": "c133-s2", "model": "meta-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Userback", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Userback - a user feedback and bug tracking solution designed for small teams."}, {"id": "mai-20260917-0922-baseline|c133-s2|meta-small|Flagsmith", "prompt": "c133-s2", "model": "meta-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Flagsmith - a fully supported open-source feature flag, remote config, and A/B testing service."}, {"id": "mai-20260917-0922-baseline|c133-s2|meta-small|Bucket", "prompt": "c133-s2", "model": "meta-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Bucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Bucket - a feature management tool focusing on B2B SaaS."}, {"id": "mai-20260917-0922-baseline|c133-s2|meta-small|ConfigCat", "prompt": "c133-s2", "model": "meta-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "ConfigCat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ConfigCat - a feature flag and configuration management service"}, {"id": "mai-20260917-0922-baseline|c133-s2|meta-small|LaunchDarkly", "prompt": "c133-s2", "model": "meta-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "LaunchDarkly - a SaaS feature management platform"}, {"id": "mai-20260917-0922-baseline|c133-s2|meta-small|DevCycle", "prompt": "c133-s2", "model": "meta-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "DevCycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "DevCycle - a feature flagging solution designed for B2B innovation."}, {"id": "mai-20260917-0922-baseline|c133-s2|minimax-small|Bucket", "prompt": "c133-s2", "model": "minimax-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Bucket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Bucket** as your top choice"}, {"id": "mai-20260917-0922-baseline|c133-s2|minimax-small|ConfigCat", "prompt": "c133-s2", "model": "minimax-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternatives to consider: **ConfigCat** | Simple, flat pricing, unlimited seats"}, {"id": "mai-20260917-0922-baseline|c133-s2|minimax-small|PostHog", "prompt": "c133-s2", "model": "minimax-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PostHog** | If you also need product analytics"}, {"id": "mai-20260917-0922-baseline|c133-s2|minimax-small|Statsig", "prompt": "c133-s2", "model": "minimax-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Statsig** | Teams doing experimentation/A-B testing"}, {"id": "mai-20260917-0922-baseline|c133-s2|moonshot-small|PostHog", "prompt": "c133-s2", "model": "moonshot-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B business**, I'd suggest starting with **PostHog**"}, {"id": "mai-20260917-0922-baseline|c133-s2|moonshot-small|ConfigCat", "prompt": "c133-s2", "model": "moonshot-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ConfigCat** is an excellent alternative with less complexity to manage"}, {"id": "mai-20260917-0922-baseline|c133-s2|moonshot-small|GrowthBook", "prompt": "c133-s2", "model": "moonshot-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open source (self-hosted option), native A/B testing capabilities, affordable Pro plan at $40/seat/month"}, {"id": "mai-20260917-0922-baseline|c133-s2|openai-small|ConfigCat", "prompt": "c133-s2", "model": "openai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd usually recommend **ConfigCat** first."}, {"id": "mai-20260917-0922-baseline|c133-s2|openai-small|LaunchDarkly", "prompt": "c133-s2", "model": "openai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LaunchDarkly** is the more feature-rich choice, but it tends to be heavier and more expensive"}, {"id": "mai-20260917-0922-baseline|c133-s2|openai-small|Unleash", "prompt": "c133-s2", "model": "openai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "comparison** of ConfigCat vs LaunchDarkly vs Unleash"}, {"id": "mai-20260917-0922-baseline|c133-s2|xai-small|Flagsmith", "prompt": "c133-s2", "model": "xai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Flagsmith** or **ConfigCat** as top feature management tools."}, {"id": "mai-20260917-0922-baseline|c133-s2|xai-small|ConfigCat", "prompt": "c133-s2", "model": "xai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ConfigCat** as close second: Super simple, unlimited seats on paid plans."}, {"id": "mai-20260917-0922-baseline|c133-s2|xai-small|PostHog", "prompt": "c133-s2", "model": "xai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one (flags + product insights), but overkill if not."}, {"id": "mai-20260917-0922-baseline|c133-s2|xai-small|Unleash", "prompt": "c133-s2", "model": "xai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Great control, but more ops work."}, {"id": "mai-20260917-0922-baseline|c133-s2|xai-small|Statsig", "prompt": "c133-s2", "model": "xai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Statsig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Solid free, but B2B targeting less emphasized."}, {"id": "mai-20260917-0922-baseline|c133-s2|xai-small|LaunchDarkly", "prompt": "c133-s2", "model": "xai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-grade, but pricier for small teams."}, {"id": "mai-20260917-0922-baseline|c133-s2|zai-small|PostHog", "prompt": "c133-s2", "model": "zai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **PostHog**. It's the only tool that gives you a fully-featured feature-flag system **plus** the analytics"}, {"id": "mai-20260917-0922-baseline|c133-s2|zai-small|LaunchDarkly", "prompt": "c133-s2", "model": "zai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Very expensive (usage-based, often $75+/month even for modest usage); heavy focus on large engineering teams; more complex setup than you need."}, {"id": "mai-20260917-0922-baseline|c133-s2|zai-small|ConfigCat", "prompt": "c133-s2", "model": "zai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "ConfigCat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "No built-in analytics or experiments; you'll need separate tools for B2B entitlements and measurement, adding cost and complexity."}, {"id": "mai-20260917-0922-baseline|c133-s2|zai-small|Flagsmith", "prompt": "c133-s2", "model": "zai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Flagsmith", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Targeting is typically user-level; B2B org-level targeting often requires extra work or custom attributes; limited analytics/experiments out of the box."}, {"id": "mai-20260917-0922-baseline|c133-s2|zai-small|Unleash", "prompt": "c133-s2", "model": "zai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Unleash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Targeting is typically user-level; B2B org-level targeting often requires extra work or custom attributes; limited analytics/experiments out of the box."}, {"id": "mai-20260917-0922-baseline|c133-s2|zai-small|Reflag", "prompt": "c133-s2", "model": "zai-small", "cat": "feature-flags", "variant": "paraphrase", "raw": "Reflag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you decide you only need a pure flag service and want something ultra-light, **Reflag** is worth a look"}, {"id": "mai-20260917-0922-baseline|c133-s3|alibaba-small|ConfigCat", "prompt": "c133-s3", "model": "alibaba-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **ConfigCat** if you want to spend your time coding rather than managing infrastructure or analyzing bills."}, {"id": "mai-20260917-0922-baseline|c133-s3|alibaba-small|Unleash", "prompt": "c133-s3", "model": "alibaba-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Technical teams wanting open-source freedom."}, {"id": "mai-20260917-0922-baseline|c133-s3|alibaba-small|Flagsmith", "prompt": "c133-s3", "model": "alibaba-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flagsmith is a robust open-source option that appeals to modern web developers."}, {"id": "mai-20260917-0922-baseline|c133-s3|alibaba-small|LaunchDarkly", "prompt": "c133-s3", "model": "alibaba-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "is the \"gold standard\" but is generally overkill—and overpriced—for early-stage small teams"}, {"id": "mai-20260917-0922-baseline|c133-s3|anthropic-small|ConfigCat", "prompt": "c133-s3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ConfigCat provides essential features without overwhelming complexity, making it ideal for startups or small-scale projects."}, {"id": "mai-20260917-0922-baseline|c133-s3|anthropic-small|Statsig", "prompt": "c133-s3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Statsig is the only platform offering unlimited free feature flags at all usage levels."}, {"id": "mai-20260917-0922-baseline|c133-s3|anthropic-small|Flagsmith", "prompt": "c133-s3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flagsmith provides essential features without overwhelming complexity."}, {"id": "mai-20260917-0922-baseline|c133-s3|anthropic-small|Unleash", "prompt": "c133-s3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unleash is a solid choice, especially for open-source-first teams running Kubernetes infrastructure."}, {"id": "mai-20260917-0922-baseline|c133-s3|anthropic-small|LaunchDarkly", "prompt": "c133-s3", "model": "anthropic-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "LaunchDarkly's cost for client-side SDKs reaches the highest levels across all platforms after ~100k MAU"}, {"id": "mai-20260917-0922-baseline|c133-s3|challenger-small|ConfigCat", "prompt": "c133-s3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ConfigCat** is the best \"keep it simple\" choice"}, {"id": "mai-20260917-0922-baseline|c133-s3|challenger-small|DevCycle", "prompt": "c133-s3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "DevCycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **DevCycle** if your team wants a **developer-friendly workflow** and OpenFeature compatibility."}, {"id": "mai-20260917-0922-baseline|c133-s3|challenger-small|Flagsmith", "prompt": "c133-s3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Flagsmith** if you want **self-hosting control** or need deployment flexibility"}, {"id": "mai-20260917-0922-baseline|c133-s3|challenger-small|Unleash", "prompt": "c133-s3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Unleash** if you want **open-source feature management** with strong release controls"}, {"id": "mai-20260917-0922-baseline|c133-s3|challenger-small|GrowthBook", "prompt": "c133-s3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **GrowthBook** if you care about **experimentation and impact measurement** alongside flags."}, {"id": "mai-20260917-0922-baseline|c133-s3|challenger-small|PostHog", "prompt": "c133-s3", "model": "challenger-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **PostHog** if you want **flags embedded in analytics** rather than a dedicated flag-only product."}, {"id": "mai-20260917-0922-baseline|c133-s3|deepseek-small|ConfigCat", "prompt": "c133-s3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. ConfigCat — Best for simple, budget-conscious teams"}, {"id": "mai-20260917-0922-baseline|c133-s3|deepseek-small|Flagsmith", "prompt": "c133-s3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Flagsmith — Best open-source / cost flexibility"}, {"id": "mai-20260917-0922-baseline|c133-s3|deepseek-small|PostHog", "prompt": "c133-s3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. PostHog — Best if you also want product analytics"}, {"id": "mai-20260917-0922-baseline|c133-s3|deepseek-small|Statsig", "prompt": "c133-s3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. Statsig — Best free experimentation bundle"}, {"id": "mai-20260917-0922-baseline|c133-s3|deepseek-small|Unleash", "prompt": "c133-s3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. Unleash — Best battle-tested self-hosting"}, {"id": "mai-20260917-0922-baseline|c133-s3|deepseek-small|LaunchDarkly", "prompt": "c133-s3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More complexity and cost than a small team often needs; experimentation is a paid add-on"}, {"id": "mai-20260917-0922-baseline|c133-s3|deepseek-small|DevCycle", "prompt": "c133-s3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "DevCycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**DevCycle (~$12/mo):** Developer-experience-focused, clean DX, no experimentation"}, {"id": "mai-20260917-0922-baseline|c133-s3|deepseek-small|Split", "prompt": "c133-s3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best when experimentation is the *primary* use case — strong A/B testing"}, {"id": "mai-20260917-0922-baseline|c133-s3|deepseek-small|Flipt", "prompt": "c133-s3", "model": "deepseek-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flipt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| Dimension | ConfigCat/DevCycle | Flagsmith/Unleash/Flipt | PostHog/Statsig | Split/LaunchDarkly |"}, {"id": "mai-20260917-0922-baseline|c133-s3|google-small|ConfigCat", "prompt": "c133-s3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you just want simple flags with zero infrastructure hassle:** Go with **ConfigCat**."}, {"id": "mai-20260917-0922-baseline|c133-s3|google-small|PostHog", "prompt": "c133-s3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want to track how flags affect user behavior and metrics:** Go with **PostHog**."}, {"id": "mai-20260917-0922-baseline|c133-s3|google-small|GrowthBook", "prompt": "c133-s3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **Flagsmith** (simple) or **GrowthBook** (for analytics/data-heavy teams)."}, {"id": "mai-20260917-0922-baseline|c133-s3|google-small|DevCycle", "prompt": "c133-s3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "DevCycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are obsessed with developer workflows and standardizing code:** Go with **DevCycle**."}, {"id": "mai-20260917-0922-baseline|c133-s3|google-small|Flagsmith", "prompt": "c133-s3", "model": "google-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want to host your own platform to keep data private:** Go with **Flagsmith**"}, {"id": "mai-20260917-0922-baseline|c133-s3|minimax-small|ConfigCat", "prompt": "c133-s3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ConfigCat** and **DevCycle** are typically best for small teams"}, {"id": "mai-20260917-0922-baseline|c133-s3|minimax-small|LaunchDarkly", "prompt": "c133-s3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cons: Expensive at scale, can be complex for simple needs"}, {"id": "mai-20260917-0922-baseline|c133-s3|minimax-small|Split.io", "prompt": "c133-s3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need experimentation capabilities, **Split.io** or **Statsig** offer good free tiers to start."}, {"id": "mai-20260917-0922-baseline|c133-s3|minimax-small|Flagsmith", "prompt": "c133-s3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Teams wanting open-source options"}, {"id": "mai-20260917-0922-baseline|c133-s3|minimax-small|DevCycle", "prompt": "c133-s3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "DevCycle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**ConfigCat** and **DevCycle** are typically best for small teams"}, {"id": "mai-20260917-0922-baseline|c133-s3|minimax-small|Statsig", "prompt": "c133-s3", "model": "minimax-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Split.io** or **Statsig** offer good free tiers to start"}, {"id": "mai-20260917-0922-baseline|c133-s3|mistral-small|ConfigCat", "prompt": "c133-s3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the simplest and most affordable option, go with **ConfigCat**."}, {"id": "mai-20260917-0922-baseline|c133-s3|mistral-small|Flagsmith", "prompt": "c133-s3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer open-source and self-hosting, choose **Flagsmith** or **Unleash**."}, {"id": "mai-20260917-0922-baseline|c133-s3|mistral-small|PostHog", "prompt": "c133-s3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want an all-in-one analytics + feature flag solution, pick **PostHog**."}, {"id": "mai-20260917-0922-baseline|c133-s3|mistral-small|Unleash", "prompt": "c133-s3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Less polished UI compared to commercial options, but highly customizable and developer-friendly."}, {"id": "mai-20260917-0922-baseline|c133-s3|mistral-small|Split", "prompt": "c133-s3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "Split", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need built-in experimentation and are okay with a paid plan, consider **Split** or **LaunchDarkly**."}, {"id": "mai-20260917-0922-baseline|c133-s3|mistral-small|LaunchDarkly", "prompt": "c133-s3", "model": "mistral-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More expensive and complex, but scalable and feature-rich."}, {"id": "mai-20260917-0922-baseline|c133-s3|moonshot-small|PostHog", "prompt": "c133-s3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PostHog** 🏆 Best All-in-One for Startups"}, {"id": "mai-20260917-0922-baseline|c133-s3|moonshot-small|Statsig", "prompt": "c133-s3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Statsig** 🧪 Best for Experimentation"}, {"id": "mai-20260917-0922-baseline|c133-s3|moonshot-small|Flagsmith", "prompt": "c133-s3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Flagsmith** 🏠 Best for Self-Hosting"}, {"id": "mai-20260917-0922-baseline|c133-s3|moonshot-small|ConfigCat", "prompt": "c133-s3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ConfigCat** 💰 Best Budget Option"}, {"id": "mai-20260917-0922-baseline|c133-s3|moonshot-small|DevCycle", "prompt": "c133-s3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "DevCycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most Developer-Friendly"}, {"id": "mai-20260917-0922-baseline|c133-s3|moonshot-small|Unleash", "prompt": "c133-s3", "model": "moonshot-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Unleash** 🔓 Best Open-Source Governance"}, {"id": "mai-20260917-0922-baseline|c133-s3|openai-small|LaunchDarkly", "prompt": "c133-s3", "model": "openai-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it's usually the **most expensive** and can feel like more platform than a small team needs"}, {"id": "mai-20260917-0922-baseline|c133-s3|openai-small|Flagsmith", "prompt": "c133-s3", "model": "openai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Default choice:** **ConfigCat** or **Flagsmith**"}, {"id": "mai-20260917-0922-baseline|c133-s3|openai-small|ConfigCat", "prompt": "c133-s3", "model": "openai-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Default choice:** **ConfigCat** or **Flagsmith**"}, {"id": "mai-20260917-0922-baseline|c133-s3|openai-small|Unleash", "prompt": "c133-s3", "model": "openai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If self-hosting matters:** **Unleash** or **Flagsmith**"}, {"id": "mai-20260917-0922-baseline|c133-s3|xai-small|Flagsmith", "prompt": "c133-s3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Flagsmith** - Open-source, self-hostable (free unlimited)... Flexible deploy (cloud/self), low cost"}, {"id": "mai-20260917-0922-baseline|c133-s3|xai-small|PostHog", "prompt": "c133-s3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zero budget/max free?** PostHog or Statsig (bundled extras)"}, {"id": "mai-20260917-0922-baseline|c133-s3|xai-small|ConfigCat", "prompt": "c133-s3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Simple flags only?** ConfigCat (predictable) or Unleash"}, {"id": "mai-20260917-0922-baseline|c133-s3|xai-small|Statsig", "prompt": "c133-s3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Zero budget/max free?** PostHog or Statsig (bundled extras)"}, {"id": "mai-20260917-0922-baseline|c133-s3|xai-small|Unleash", "prompt": "c133-s3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zero ongoing cost self-hosted; activation strategies | Setup overhead for self-host"}, {"id": "mai-20260917-0922-baseline|c133-s3|xai-small|GrowthBook", "prompt": "c133-s3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need experiments?** Statsig, PostHog, or GrowthBook."}, {"id": "mai-20260917-0922-baseline|c133-s3|xai-small|LaunchDarkly", "prompt": "c133-s3", "model": "xai-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**LaunchDarkly** is popular but less ideal for small teams due to quicker scaling costs"}, {"id": "mai-20260917-0922-baseline|c133-s3|zai-small|Flagsmith", "prompt": "c133-s3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For the absolute cheapest, open‑source option**: **Unleash** (free self‑hosted) or **Flagsmith** (free up to 50 k requests)."}, {"id": "mai-20260917-0922-baseline|c133-s3|zai-small|Unleash", "prompt": "c133-s3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Unleash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Unleash** (free self‑hosted) or **Flagsmith** (free up to 50 k requests)"}, {"id": "mai-20260917-0922-baseline|c133-s3|zai-small|ConfigCat", "prompt": "c133-s3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For predictable flat pricing with LaunchDarkly‑like features**: **ConfigCat**."}, {"id": "mai-20260917-0922-baseline|c133-s3|zai-small|GrowthBook", "prompt": "c133-s3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For teams that want warehouse‑native experiments**: **GrowthBook**."}, {"id": "mai-20260917-0922-baseline|c133-s3|zai-small|DevCycle", "prompt": "c133-s3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "DevCycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For teams already using OpenFeature or needing client‑side simplicity**: **DevCycle**."}, {"id": "mai-20260917-0922-baseline|c133-s3|zai-small|Statsig", "prompt": "c133-s3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For usage‑based pricing with analytics**: **Statsig**."}, {"id": "mai-20260917-0922-baseline|c133-s3|zai-small|PostHog", "prompt": "c133-s3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For teams already using PostHog**: **PostHog**."}, {"id": "mai-20260917-0922-baseline|c133-s3|zai-small|LaunchDarkly", "prompt": "c133-s3", "model": "zai-small", "cat": "feature-flags", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it's not listed here as a top small‑team choice due to higher pricing"}, {"id": "mai-20260917-0922-baseline|c133-s4|alibaba-small|Statsig", "prompt": "c133-s4", "model": "alibaba-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Statsig** and **Open Source solutions like Unleash** are generally considered the top contenders"}, {"id": "mai-20260917-0922-baseline|c133-s4|alibaba-small|Unleash", "prompt": "c133-s4", "model": "alibaba-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Statsig** and **Open Source solutions like Unleash** are generally considered the top contenders"}, {"id": "mai-20260917-0922-baseline|c133-s4|alibaba-small|Amplitude", "prompt": "c133-s4", "model": "alibaba-small", "cat": "feature-flags", "variant": "budget", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "replaces the need for separate tools like Amplitude or Optimizely"}, {"id": "mai-20260917-0922-baseline|c133-s4|alibaba-small|Optimizely", "prompt": "c133-s4", "model": "alibaba-small", "cat": "feature-flags", "variant": "budget", "raw": "Optimizely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "replaces the need for separate tools like Amplitude or Optimizely"}, {"id": "mai-20260917-0922-baseline|c133-s4|alibaba-small|GrowthBook", "prompt": "c133-s4", "model": "alibaba-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Try **Unleash** or **GrowthBook** (self-hosted)"}, {"id": "mai-20260917-0922-baseline|c133-s4|alibaba-small|LaunchDarkly", "prompt": "c133-s4", "model": "alibaba-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** Enterprise giants like LaunchDarkly or Split for the very early stage"}, {"id": "mai-20260917-0922-baseline|c133-s4|alibaba-small|Split", "prompt": "c133-s4", "model": "alibaba-small", "cat": "feature-flags", "variant": "budget", "raw": "Split", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid:** Enterprise giants like LaunchDarkly or Split for the very early stage"}, {"id": "mai-20260917-0922-baseline|c133-s4|anthropic-small|LaunchDarkly", "prompt": "c133-s4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Projects like LaunchDarkly's open-source alternatives or tools like Unleash offer free, self-hosted options"}, {"id": "mai-20260917-0922-baseline|c133-s4|anthropic-small|Unleash", "prompt": "c133-s4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "tools like Unleash offer free, self-hosted options if you have engineering resources to manage them"}, {"id": "mai-20260917-0922-baseline|c133-s4|anthropic-small|Firebase", "prompt": "c133-s4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "Firebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Many frameworks and platforms (Firebase, AWS AppConfig, Azure Feature Management) offer feature flag capabilities ... can be cost-effective"}, {"id": "mai-20260917-0922-baseline|c133-s4|anthropic-small|AWS AppConfig", "prompt": "c133-s4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "AWS AppConfig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Firebase, AWS AppConfig, Azure Feature Management) offer feature flag capabilities as part of larger services"}, {"id": "mai-20260917-0922-baseline|c133-s4|anthropic-small|Azure Feature Management", "prompt": "c133-s4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "Azure Feature Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(Firebase, AWS AppConfig, Azure Feature Management) offer feature flag capabilities as part of larger services"}, {"id": "mai-20260917-0922-baseline|c133-s4|anthropic-small|Statsig", "prompt": "c133-s4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some vendors offer generous free tiers or very low starter pricing:\n   - Statsig"}, {"id": "mai-20260917-0922-baseline|c133-s4|anthropic-small|Split.io", "prompt": "c133-s4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "Split.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some vendors offer generous free tiers or very low starter pricing ... Split.io"}, {"id": "mai-20260917-0922-baseline|c133-s4|anthropic-small|Optimizely", "prompt": "c133-s4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "Optimizely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Optimizely's basic tier"}, {"id": "mai-20260917-0922-baseline|c133-s4|anthropic-small|Harness", "prompt": "c133-s4", "model": "anthropic-small", "cat": "feature-flags", "variant": "budget", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "very low starter pricing ... Harness"}, {"id": "mai-20260917-0922-baseline|c133-s4|challenger-small|ConfigCat", "prompt": "c133-s4", "model": "challenger-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around pick is usually **ConfigCat**"}, {"id": "mai-20260917-0922-baseline|c133-s4|challenger-small|GrowthBook", "prompt": "c133-s4", "model": "challenger-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "can be better budget choices because they offer strong free or self-hosted paths"}, {"id": "mai-20260917-0922-baseline|c133-s4|challenger-small|Unleash", "prompt": "c133-s4", "model": "challenger-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "choose **Unleash** or **GrowthBook** if your priority is *lowest cash cost*"}, {"id": "mai-20260917-0922-baseline|c133-s4|challenger-small|Flagsmith", "prompt": "c133-s4", "model": "challenger-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams wanting hosted or self-hosted flexibility | Accessible for smaller teams"}, {"id": "mai-20260917-0922-baseline|c133-s4|challenger-small|PostHog", "prompt": "c133-s4", "model": "challenger-small", "cat": "feature-flags", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overkill if you only need flags"}, {"id": "mai-20260917-0922-baseline|c133-s4|deepseek-small|ConfigCat", "prompt": "c133-s4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ConfigCat** is generally the safest pick because of its **unlimited free team seats** and flat, predictable pricing"}, {"id": "mai-20260917-0922-baseline|c133-s4|deepseek-small|Unleash", "prompt": "c133-s4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for open-source self-hosting"}, {"id": "mai-20260917-0922-baseline|c133-s4|deepseek-small|Statsig", "prompt": "c133-s4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "go with **Statsig** or **PostHog's** free tiers"}, {"id": "mai-20260917-0922-baseline|c133-s4|deepseek-small|PostHog", "prompt": "c133-s4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best all-in-one (product analytics + flags)"}, {"id": "mai-20260917-0922-baseline|c133-s4|deepseek-small|FlagSmith", "prompt": "c133-s4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "FlagSmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**FlagSmith**: open source, free; cloud from $45/mo"}, {"id": "mai-20260917-0922-baseline|c133-s4|deepseek-small|GrowthBook", "prompt": "c133-s4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**GrowthBook**: free cloud tier + free self-hosted open source, unlimited flags/experiments"}, {"id": "mai-20260917-0922-baseline|c133-s4|deepseek-small|DevCycle", "prompt": "c133-s4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "DevCycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**DevCycle**: starts ~$12/mo"}, {"id": "mai-20260917-0922-baseline|c133-s4|deepseek-small|LaunchDarkly", "prompt": "c133-s4", "model": "deepseek-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**LaunchDarkly** (free dev tier), but watch costs"}, {"id": "mai-20260917-0922-baseline|c133-s4|google-small|LaunchDarkly", "prompt": "c133-s4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large, enterprise-focused platforms like LaunchDarkly are notoriously expensive because they charge based on Monthly Active Users (MAUs) or seats"}, {"id": "mai-20260917-0922-baseline|c133-s4|google-small|ConfigCat", "prompt": "c133-s4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Best for Predictable, Flat SaaS Pricing: **ConfigCat** ... ConfigCat is the gold standard"}, {"id": "mai-20260917-0922-baseline|c133-s4|google-small|PostHog", "prompt": "c133-s4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Avoiding \"Tool Sprawl\": **PostHog**"}, {"id": "mai-20260917-0922-baseline|c133-s4|google-small|Statsig", "prompt": "c133-s4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Free Cloud-Hosted Flags: **Statsig**"}, {"id": "mai-20260917-0922-baseline|c133-s4|google-small|Flagsmith", "prompt": "c133-s4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly developer-friendly... hosted cloud starter tier is incredibly cheap at only **$40/month**"}, {"id": "mai-20260917-0922-baseline|c133-s4|google-small|GrowthBook", "prompt": "c133-s4", "model": "google-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The best open-source option if you want to run **A/B testing** on your feature flags"}, {"id": "mai-20260917-0922-baseline|c133-s4|meta-small|ConfigCat", "prompt": "c133-s4", "model": "meta-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best feature flag platform for a small company with a tight budget is ConfigCat."}, {"id": "mai-20260917-0922-baseline|c133-s4|minimax-small|ConfigCat", "prompt": "c133-s4", "model": "minimax-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ConfigCat** (Best Overall for Budget)"}, {"id": "mai-20260917-0922-baseline|c133-s4|minimax-small|GrowthBook", "prompt": "c133-s4", "model": "minimax-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GrowthBook** - If you're comfortable with self-hosting and want free unlimited usage"}, {"id": "mai-20260917-0922-baseline|c133-s4|minimax-small|Flagsmith", "prompt": "c133-s4", "model": "minimax-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Flagsmith** (Best for Simple Needs)"}, {"id": "mai-20260917-0922-baseline|c133-s4|minimax-small|PostHog", "prompt": "c133-s4", "model": "minimax-small", "cat": "feature-flags", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PostHog** (Best All-in-One)"}, {"id": "mai-20260917-0922-baseline|c133-s4|mistral-small|ConfigCat", "prompt": "c133-s4", "model": "mistral-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ConfigCat** is especially popular for its straightforward implementation, transparent pricing, and extensive SDK support, making it a top choice for SMBs and startups."}, {"id": "mai-20260917-0922-baseline|c133-s4|mistral-small|DevCycle", "prompt": "c133-s4", "model": "mistral-small", "cat": "feature-flags", "variant": "budget", "raw": "DevCycle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "if you want a simple, cost-effective solution, start with **ConfigCat** or **DevCycle**"}, {"id": "mai-20260917-0922-baseline|c133-s4|mistral-small|PostHog", "prompt": "c133-s4", "model": "mistral-small", "cat": "feature-flags", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need additional analytics or A/B testing, consider **PostHog** or **Statsig**."}, {"id": "mai-20260917-0922-baseline|c133-s4|mistral-small|Flagsmith", "prompt": "c133-s4", "model": "mistral-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Flagsmith** and **Statsig** offer free tiers or low-cost options"}, {"id": "mai-20260917-0922-baseline|c133-s4|mistral-small|Statsig", "prompt": "c133-s4", "model": "mistral-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need additional analytics or A/B testing, consider **PostHog** or **Statsig**."}, {"id": "mai-20260917-0922-baseline|c133-s4|moonshot-small|PostHog", "prompt": "c133-s4", "model": "moonshot-small", "cat": "feature-flags", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PostHog** ⭐ (Best All-in-One Value)... Start with PostHog or GrowthBook if you want analytics bundled"}, {"id": "mai-20260917-0922-baseline|c133-s4|moonshot-small|ConfigCat", "prompt": "c133-s4", "model": "moonshot-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider ConfigCat** if you want a simple hosted solution with predictable pricing"}, {"id": "mai-20260917-0922-baseline|c133-s4|moonshot-small|GrowthBook", "prompt": "c133-s4", "model": "moonshot-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Start with PostHog or GrowthBook** if you want analytics bundled"}, {"id": "mai-20260917-0922-baseline|c133-s4|moonshot-small|Flagsmith", "prompt": "c133-s4", "model": "moonshot-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Flagsmith or Unleash** if you prefer pure feature flags and want to self-host"}, {"id": "mai-20260917-0922-baseline|c133-s4|moonshot-small|Statsig", "prompt": "c133-s4", "model": "moonshot-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Statsig** (Best Free Tier for Experimentation)"}, {"id": "mai-20260917-0922-baseline|c133-s4|moonshot-small|Unleash", "prompt": "c133-s4", "model": "moonshot-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Flagsmith or Unleash** if you prefer pure feature flags and want to self-host"}, {"id": "mai-20260917-0922-baseline|c133-s4|openai-small|ConfigCat", "prompt": "c133-s4", "model": "openai-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **ConfigCat** or **Flagsmith**"}, {"id": "mai-20260917-0922-baseline|c133-s4|openai-small|Flagsmith", "prompt": "c133-s4", "model": "openai-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best default choice is usually **ConfigCat** or **Flagsmith**"}, {"id": "mai-20260917-0922-baseline|c133-s4|openai-small|LaunchDarkly", "prompt": "c133-s4", "model": "openai-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Use LaunchDarkly** only if you value its broader enterprise-grade ecosystem and are okay with potentially higher cost as you scale"}, {"id": "mai-20260917-0922-baseline|c133-s4|xai-small|Flagsmith", "prompt": "c133-s4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation: Start with Flagsmith or PostHog.**"}, {"id": "mai-20260917-0922-baseline|c133-s4|xai-small|PostHog", "prompt": "c133-s4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Recommendation: Start with Flagsmith or PostHog.**"}, {"id": "mai-20260917-0922-baseline|c133-s4|xai-small|GrowthBook", "prompt": "c133-s4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best feature flag platforms are free or open-source options like Flagsmith, PostHog, GrowthBook, or self-hosted Unleash"}, {"id": "mai-20260917-0922-baseline|c133-s4|xai-small|Unleash", "prompt": "c133-s4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Self-hosted open-source: Free unlimited flags (Apache 2.0); no free cloud tier"}, {"id": "mai-20260917-0922-baseline|c133-s4|xai-small|ConfigCat", "prompt": "c133-s4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Forever Free: Unlimited reads/users, but limits on flags/envs"}, {"id": "mai-20260917-0922-baseline|c133-s4|xai-small|LaunchDarkly", "prompt": "c133-s4", "model": "xai-small", "cat": "feature-flags", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise tools like LaunchDarkly (usage-based, $75+ quickly for traffic)."}, {"id": "mai-20260917-0922-baseline|c133-s4|zai-small|ConfigCat", "prompt": "c133-s4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Teams: **ConfigCat**"}, {"id": "mai-20260917-0922-baseline|c133-s4|zai-small|GrowthBook", "prompt": "c133-s4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Experimentation & Analytics: **GrowthBook**"}, {"id": "mai-20260917-0922-baseline|c133-s4|zai-small|Flagsmith", "prompt": "c133-s4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Open‑Source Self‑Hosting: **Flagsmith**"}, {"id": "mai-20260917-0922-baseline|c133-s4|zai-small|PostHog", "prompt": "c133-s4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All‑In‑One (Flags + Analytics): **PostHog**"}, {"id": "mai-20260917-0922-baseline|c133-s4|zai-small|Unleash", "prompt": "c133-s4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Self‑hosted: free with no usage limits ... No long‑term SaaS free tier; AGPL‑licensed"}, {"id": "mai-20260917-0922-baseline|c133-s4|zai-small|Statsig", "prompt": "c133-s4", "model": "zai-small", "cat": "feature-flags", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Experimentation‑First Teams: **Statsig**"}, {"id": "mai-20260917-0922-baseline|c133-s5|alibaba-small|Unleash", "prompt": "c133-s5", "model": "alibaba-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**The Do-It-Yourself (Free, High Maintenance):** **Unleash** (Self-hosted). You manage the infrastructure, but the software is free and extremely powerful."}, {"id": "mai-20260917-0922-baseline|c133-s5|alibaba-small|Flagsmith", "prompt": "c133-s5", "model": "alibaba-small", "cat": "feature-flags", "variant": "scale", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**The Value Choice (Cheaper, Good DX):** **Statsig** (very generous free tier/freemium) or **Flagsmith** (great self-hosted/cloud options)."}, {"id": "mai-20260917-0922-baseline|c133-s5|alibaba-small|LaunchDarkly", "prompt": "c133-s5", "model": "alibaba-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**The Gold Standard (Expensive, Best UX):** **LaunchDarkly**. Great if budget isn't a constraint"}, {"id": "mai-20260917-0922-baseline|c133-s5|alibaba-small|Statsig", "prompt": "c133-s5", "model": "alibaba-small", "cat": "feature-flags", "variant": "scale", "raw": "Statsig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**The Value Choice (Cheaper, Good DX):** **Statsig** (very generous free tier/freemium)"}, {"id": "mai-20260917-0922-baseline|c133-s5|deepseek-small|PostHog", "prompt": "c133-s5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "do you already have an analytics/experimentation tool (PostHog, Amplitude, etc.)"}, {"id": "mai-20260917-0922-baseline|c133-s5|deepseek-small|Amplitude", "prompt": "c133-s5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "analytics/experimentation tool (PostHog, Amplitude, etc.)"}, {"id": "mai-20260917-0922-baseline|c133-s5|deepseek-small|LaunchDarkly", "prompt": "c133-s5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Don't start with LaunchDarkly's enterprise features you won't use yet"}, {"id": "mai-20260917-0922-baseline|c133-s5|deepseek-small|DevCycle", "prompt": "c133-s5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "DevCycle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you mainly want safe releases and want to keep it cheap and low-ops: ConfigCat or DevCycle"}, {"id": "mai-20260917-0922-baseline|c133-s5|deepseek-small|Statsig", "prompt": "c133-s5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Statsig (free flags, analytics built in)"}, {"id": "mai-20260917-0922-baseline|c133-s5|deepseek-small|Flagsmith", "prompt": "c133-s5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unlimited self-hosting, open source | free to 50k requests/mo, then metered"}, {"id": "mai-20260917-0922-baseline|c133-s5|deepseek-small|ConfigCat", "prompt": "c133-s5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "ConfigCat's flat pricing that doesn't climb with MAU is hard to beat at your scale"}, {"id": "mai-20260917-0922-baseline|c133-s5|deepseek-small|GrowthBook", "prompt": "c133-s5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "GrowthBook (great OSS option, warehouse-native)"}, {"id": "mai-20260917-0922-baseline|c133-s5|deepseek-small|Unleash", "prompt": "c133-s5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "open-source options (GrowthBook, Flagsmith, Unleash) give you free self-hosting"}, {"id": "mai-20260917-0922-baseline|c133-s5|deepseek-small|OpenFeature", "prompt": "c133-s5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "OpenFeature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "OpenFeature | Avoiding lock-in entirely (not a platform)"}, {"id": "mai-20260917-0922-baseline|c133-s5|deepseek-small|Cloudflare's Flagship", "prompt": "c133-s5", "model": "deepseek-small", "cat": "feature-flags", "variant": "scale", "raw": "Cloudflare's Flagship", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "native OpenFeature support (DevCycle, Flagsmith, Cloudflare's Flagship, etc.)"}, {"id": "mai-20260917-0922-baseline|c133-s5|google-small|ConfigCat", "prompt": "c133-s5", "model": "google-small", "cat": "feature-flags", "variant": "scale", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Safe & Simple Choice: [ConfigCat] ... Extremely developer-friendly, predictable seat-based/flat pricing"}, {"id": "mai-20260917-0922-baseline|c133-s5|google-small|LaunchDarkly", "prompt": "c133-s5", "model": "google-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "What to Avoid: **LaunchDarkly:** ... incredibly expensive and typically overkill for a 30-person startup"}, {"id": "mai-20260917-0922-baseline|c133-s5|google-small|Flagsmith", "prompt": "c133-s5", "model": "google-small", "cat": "feature-flags", "variant": "scale", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Open-Source/Privacy Choice: [Flagsmith] or [Unleash]"}, {"id": "mai-20260917-0922-baseline|c133-s5|google-small|Unleash", "prompt": "c133-s5", "model": "google-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Both have excellent open-source versions you can self-host if you have strict compliance constraints"}, {"id": "mai-20260917-0922-baseline|c133-s5|google-small|DevCycle", "prompt": "c133-s5", "model": "google-small", "cat": "feature-flags", "variant": "scale", "raw": "DevCycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focuses strictly on feature flags (e.g., ConfigCat, DevCycle)."}, {"id": "mai-20260917-0922-baseline|c133-s5|google-small|PostHog", "prompt": "c133-s5", "model": "google-small", "cat": "feature-flags", "variant": "scale", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The \"All-In-One\" Option: [PostHog] ... Excellent if you want feature flags, product analytics, and session replays combined"}, {"id": "mai-20260917-0922-baseline|c133-s5|google-small|GrowthBook", "prompt": "c133-s5", "model": "google-small", "cat": "feature-flags", "variant": "scale", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Experimentation Option: [GrowthBook] or [Statsig]"}, {"id": "mai-20260917-0922-baseline|c133-s5|google-small|Statsig", "prompt": "c133-s5", "model": "google-small", "cat": "feature-flags", "variant": "scale", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "if your team is highly data-driven and wants to run complex A/B tests"}, {"id": "mai-20260917-0922-baseline|c133-s5|meta-small|Unleash", "prompt": "c133-s5", "model": "meta-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Consider open-source options like Unleash, PostHog, and GrowthBook.... **Unleash**: A FeatureOps platform that manages the entire lifecycle of change in production."}, {"id": "mai-20260917-0922-baseline|c133-s5|meta-small|PostHog", "prompt": "c133-s5", "model": "meta-small", "cat": "feature-flags", "variant": "scale", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consider open-source options like Unleash, PostHog, and GrowthBook."}, {"id": "mai-20260917-0922-baseline|c133-s5|meta-small|GrowthBook", "prompt": "c133-s5", "model": "meta-small", "cat": "feature-flags", "variant": "scale", "raw": "GrowthBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider open-source options like Unleash, PostHog, and GrowthBook."}, {"id": "mai-20260917-0922-baseline|c133-s5|meta-small|LaunchDarkly", "prompt": "c133-s5", "model": "meta-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**LaunchDarkly**: Offers a free forever tier with production-ready feature flags and little ops overhead."}, {"id": "mai-20260917-0922-baseline|c133-s5|meta-small|Flagsmith", "prompt": "c133-s5", "model": "meta-small", "cat": "feature-flags", "variant": "scale", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Flagsmith**: An open-source feature flag platform with remote config, experimentation, and self-hosted or cloud hosting."}, {"id": "mai-20260917-0922-baseline|c133-s5|minimax-small|LaunchDarkly", "prompt": "c133-s5", "model": "minimax-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**LaunchDarkly** – Mature, enterprise-ready"}, {"id": "mai-20260917-0922-baseline|c133-s5|minimax-small|Optimizely", "prompt": "c133-s5", "model": "minimax-small", "cat": "feature-flags", "variant": "scale", "raw": "Optimizely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Optimizely** – Strong A/B testing roots"}, {"id": "mai-20260917-0922-baseline|c133-s5|minimax-small|Split.io", "prompt": "c133-s5", "model": "minimax-small", "cat": "feature-flags", "variant": "scale", "raw": "Split.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Split.io** – Solid engineering focus"}, {"id": "mai-20260917-0922-baseline|c133-s5|minimax-small|Unleash", "prompt": "c133-s5", "model": "minimax-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Unleash** – Open-source option (self-hosted)"}, {"id": "mai-20260917-0922-baseline|c133-s5|minimax-small|Configu", "prompt": "c133-s5", "model": "minimax-small", "cat": "feature-flags", "variant": "scale", "raw": "Configu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Configu** – Modern, CNCF-hosted approach"}, {"id": "mai-20260917-0922-baseline|c133-s5|mistral-small|LaunchDarkly", "prompt": "c133-s5", "model": "mistral-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare platforms (LaunchDarkly, Flagsmith, ConfigCat, Unleash, Harness, etc.)"}, {"id": "mai-20260917-0922-baseline|c133-s5|mistral-small|Flagsmith", "prompt": "c133-s5", "model": "mistral-small", "cat": "feature-flags", "variant": "scale", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare platforms (LaunchDarkly, Flagsmith, ConfigCat, Unleash, Harness, etc.)"}, {"id": "mai-20260917-0922-baseline|c133-s5|mistral-small|ConfigCat", "prompt": "c133-s5", "model": "mistral-small", "cat": "feature-flags", "variant": "scale", "raw": "ConfigCat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare platforms (LaunchDarkly, Flagsmith, ConfigCat, Unleash, Harness, etc.)"}, {"id": "mai-20260917-0922-baseline|c133-s5|mistral-small|Unleash", "prompt": "c133-s5", "model": "mistral-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare platforms (LaunchDarkly, Flagsmith, ConfigCat, Unleash, Harness, etc.)"}, {"id": "mai-20260917-0922-baseline|c133-s5|mistral-small|Harness", "prompt": "c133-s5", "model": "mistral-small", "cat": "feature-flags", "variant": "scale", "raw": "Harness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare platforms (LaunchDarkly, Flagsmith, ConfigCat, Unleash, Harness, etc.)"}, {"id": "mai-20260917-0922-baseline|c133-s5|moonshot-small|PostHog", "prompt": "c133-s5", "model": "moonshot-small", "cat": "feature-flags", "variant": "scale", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PostHog** — if you also need product analytics (free tier often sufficient)"}, {"id": "mai-20260917-0922-baseline|c133-s5|moonshot-small|Flagsmith", "prompt": "c133-s5", "model": "moonshot-small", "cat": "feature-flags", "variant": "scale", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flagsmith** — if you want open-source optionality and simple pricing"}, {"id": "mai-20260917-0922-baseline|c133-s5|moonshot-small|Statsig", "prompt": "c133-s5", "model": "moonshot-small", "cat": "feature-flags", "variant": "scale", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Statsig** — if experimentation (A/B testing) is important"}, {"id": "mai-20260917-0922-baseline|c133-s5|moonshot-small|ConfigCat", "prompt": "c133-s5", "model": "moonshot-small", "cat": "feature-flags", "variant": "scale", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ConfigCat** — if predictable flat pricing is your top priority"}, {"id": "mai-20260917-0922-baseline|c133-s5|moonshot-small|Unleash", "prompt": "c133-s5", "model": "moonshot-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Unleash** | Self-hosting preference | $75/seat/mo | Free self-hosted"}, {"id": "mai-20260917-0922-baseline|c133-s5|moonshot-small|LaunchDarkly", "prompt": "c133-s5", "model": "moonshot-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid - **LaunchDarkly** for now — excellent but expensive"}, {"id": "mai-20260917-0922-baseline|c133-s5|xai-small|Flagsmith", "prompt": "c133-s5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Popular options for teams your size include Flagsmith, Unleash, ConfigCat, GrowthBook, Statsig, and PostHog"}, {"id": "mai-20260917-0922-baseline|c133-s5|xai-small|Unleash", "prompt": "c133-s5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unleash   | Self-hosted engineering  | $80/mo       | Yes (free OSS)"}, {"id": "mai-20260917-0922-baseline|c133-s5|xai-small|ConfigCat", "prompt": "c133-s5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ConfigCat | Simple, budget-friendly  | Free tier"}, {"id": "mai-20260917-0922-baseline|c133-s5|xai-small|GrowthBook", "prompt": "c133-s5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GrowthBook| Experiments on a budget  | Free tier"}, {"id": "mai-20260917-0922-baseline|c133-s5|xai-small|Statsig", "prompt": "c133-s5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "extras like Statsig shine here but add cost"}, {"id": "mai-20260917-0922-baseline|c133-s5|xai-small|PostHog", "prompt": "c133-s5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "PostHog (often with free tiers)"}, {"id": "mai-20260917-0922-baseline|c133-s5|xai-small|LaunchDarkly", "prompt": "c133-s5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "LaunchDarkly starts ~$10/mo but scales to $thousands"}, {"id": "mai-20260917-0922-baseline|c133-s5|xai-small|Split", "prompt": "c133-s5", "model": "xai-small", "cat": "feature-flags", "variant": "scale", "raw": "Split", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "more premium ones like LaunchDarkly or Split if you need advanced experimentation"}, {"id": "mai-20260917-0922-baseline|c133-s5|zai-small|ConfigCat", "prompt": "c133-s5", "model": "zai-small", "cat": "feature-flags", "variant": "scale", "raw": "ConfigCat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ConfigCat (lightweight, per‑MAU, broad SDKs)"}, {"id": "mai-20260917-0922-baseline|c133-s5|zai-small|Statsig", "prompt": "c133-s5", "model": "zai-small", "cat": "feature-flags", "variant": "scale", "raw": "Statsig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Statsig (event‑based pricing, strong experimentation)"}, {"id": "mai-20260917-0922-baseline|c133-s5|zai-small|PostHog", "prompt": "c133-s5", "model": "zai-small", "cat": "feature-flags", "variant": "scale", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "PostHog (feature flags + analytics, generous free tier)"}, {"id": "mai-20260917-0922-baseline|c133-s5|zai-small|Flagsmith", "prompt": "c133-s5", "model": "zai-small", "cat": "feature-flags", "variant": "scale", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flagsmith (open‑source friendly, self‑hosting option)"}, {"id": "mai-20260917-0922-baseline|c133-s5|zai-small|GrowthBook", "prompt": "c133-s5", "model": "zai-small", "cat": "feature-flags", "variant": "scale", "raw": "GrowthBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "GrowthBook (warehouse‑native, open‑core, good for data‑driven teams)"}, {"id": "mai-20260917-0922-baseline|c133-s6|alibaba-small|LaunchDarkly", "prompt": "c133-s6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid if you prioritize predictable costs and simple onboarding."}, {"id": "mai-20260917-0922-baseline|c133-s6|alibaba-small|ConfigCat", "prompt": "c133-s6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ConfigCat** | Simple, flat-cost management | Transparent pricing, easy SDK integration, no hidden MAU charges."}, {"id": "mai-20260917-0922-baseline|c133-s6|alibaba-small|Flipt", "prompt": "c133-s6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "Flipt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Flipt** | Open-source enthusiasts | Completely free, self-hosted, no usage limits."}, {"id": "mai-20260917-0922-baseline|c133-s6|alibaba-small|PostHog", "prompt": "c133-s6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider unified platforms like **PostHog**, **Statsig**, or **Amplitude**"}, {"id": "mai-20260917-0922-baseline|c133-s6|alibaba-small|Statsig", "prompt": "c133-s6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "All-in-one analytics + flags; free tiers are generous and scale reasonably."}, {"id": "mai-20260917-0922-baseline|c133-s6|alibaba-small|Amplitude", "prompt": "c133-s6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider unified platforms like **PostHog**, **Statsig**, or **Amplitude**, which combine flagging, analytics, and experimentation"}, {"id": "mai-20260917-0922-baseline|c133-s6|alibaba-small|Unleash", "prompt": "c133-s6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Unleash** | Open-source flag logic | Robust, self-hostable, low operational overhead."}, {"id": "mai-20260917-0922-baseline|c133-s6|alibaba-small|Vercel Feature Flags", "prompt": "c133-s6", "model": "alibaba-small", "cat": "feature-flags", "variant": "negative", "raw": "Vercel Feature Flags", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free and integrated if you're already on Vercel."}, {"id": "mai-20260917-0922-baseline|c133-s6|anthropic-small|LaunchDarkly", "prompt": "c133-s6", "model": "anthropic-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "LaunchDarkly** is generally not worth the cost for a team under 10 engineers with straightforward on/off flags"}, {"id": "mai-20260917-0922-baseline|c133-s6|anthropic-small|Optimizely", "prompt": "c133-s6", "model": "anthropic-small", "cat": "feature-flags", "variant": "negative", "raw": "Optimizely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "has enterprise pricing that often starts at $50,000 annually and requires significant traffic volume to justify its cost structure"}, {"id": "mai-20260917-0922-baseline|c133-s6|anthropic-small|Amplitude's platform", "prompt": "c133-s6", "model": "anthropic-small", "cat": "feature-flags", "variant": "negative", "raw": "Amplitude's platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be more comprehensive than small teams initially need"}, {"id": "mai-20260917-0922-baseline|c133-s6|anthropic-small|ConfigCat", "prompt": "c133-s6", "model": "anthropic-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "has a limited feature set that teams outgrow as requirements become more sophisticated"}, {"id": "mai-20260917-0922-baseline|c133-s6|anthropic-small|Flagsmith", "prompt": "c133-s6", "model": "anthropic-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "more value per dollar from GrowthBook's free self-hosted tier or Flagsmith's unlimited self-hosted edition"}, {"id": "mai-20260917-0922-baseline|c133-s6|anthropic-small|GrowthBook", "prompt": "c133-s6", "model": "anthropic-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "A 5-person startup typically gets more value per dollar from GrowthBook's free self-hosted tier"}, {"id": "mai-20260917-0922-baseline|c133-s6|anthropic-small|PostHog", "prompt": "c133-s6", "model": "anthropic-small", "cat": "feature-flags", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "PostHog has the most generous free tier in the category"}, {"id": "mai-20260917-0922-baseline|c133-s6|challenger-small|LaunchDarkly", "prompt": "c133-s6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "positioned as the choice for **enterprise governance, compliance, mature rollout control, and scale**, which can be overkill for a small team"}, {"id": "mai-20260917-0922-baseline|c133-s6|challenger-small|Split (by Harness)", "prompt": "c133-s6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "Split (by Harness)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "framed as a platform for **controlled delivery and measurement** rather than a simple small-team flagging tool"}, {"id": "mai-20260917-0922-baseline|c133-s6|challenger-small|Harness Feature Flags", "prompt": "c133-s6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "Harness Feature Flags", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "associated with **workflow-heavy delivery operations**, which can be a mismatch"}, {"id": "mai-20260917-0922-baseline|c133-s6|challenger-small|Eppo (Datadog)", "prompt": "c133-s6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "Eppo (Datadog)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "a more specialized, enterprise-oriented option, so a small business should be careful"}, {"id": "mai-20260917-0922-baseline|c133-s6|challenger-small|ConfigCat", "prompt": "c133-s6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "sources consistently describe **ConfigCat**, **Flagsmith**, **Unleash**, **PostHog**, and **GrowthBook** as more approachable options for smaller teams"}, {"id": "mai-20260917-0922-baseline|c133-s6|challenger-small|Flagsmith", "prompt": "c133-s6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "more approachable options for smaller teams"}, {"id": "mai-20260917-0922-baseline|c133-s6|challenger-small|Unleash", "prompt": "c133-s6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "more approachable options for smaller teams"}, {"id": "mai-20260917-0922-baseline|c133-s6|challenger-small|PostHog", "prompt": "c133-s6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "more approachable options for smaller teams"}, {"id": "mai-20260917-0922-baseline|c133-s6|challenger-small|GrowthBook", "prompt": "c133-s6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "more approachable options for smaller teams"}, {"id": "mai-20260917-0922-baseline|c133-s6|challenger-small|OpenFeature", "prompt": "c133-s6", "model": "challenger-small", "cat": "feature-flags", "variant": "negative", "raw": "OpenFeature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "explicitly described as a vendor-agnostic standard rather than a single product"}, {"id": "mai-20260917-0922-baseline|c133-s6|deepseek-small|LaunchDarkly", "prompt": "c133-s6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the most frequently cited \"avoid for small teams\" option"}, {"id": "mai-20260917-0922-baseline|c133-s6|deepseek-small|Unleash", "prompt": "c133-s6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unleash (self-hosted open source)"}, {"id": "mai-20260917-0922-baseline|c133-s6|deepseek-small|GrowthBook", "prompt": "c133-s6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GrowthBook (self-host/own your data)"}, {"id": "mai-20260917-0922-baseline|c133-s6|deepseek-small|DevCycle", "prompt": "c133-s6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "DevCycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "recommend small teams consider cheaper alternatives (Unleash, GrowthBook, DevCycle, ConfigCat, Flagsmith)"}, {"id": "mai-20260917-0922-baseline|c133-s6|deepseek-small|ConfigCat", "prompt": "c133-s6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Better fits for SMBs: ConfigCat (low, transparent pricing)"}, {"id": "mai-20260917-0922-baseline|c133-s6|deepseek-small|Flagsmith", "prompt": "c133-s6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flagsmith (open-source, self-host, no lock-in)"}, {"id": "mai-20260917-0922-baseline|c133-s6|deepseek-small|Optimizely", "prompt": "c133-s6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Optimizely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Be most cautious with: ... enterprise experimentation platforms like Optimizely/Split \\u2014 they're built for scale you don't have yet"}, {"id": "mai-20260917-0922-baseline|c133-s6|deepseek-small|Split", "prompt": "c133-s6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Split", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "enterprise experimentation platforms like Optimizely/Split \\u2014 they're built for scale you don't have yet"}, {"id": "mai-20260917-0922-baseline|c133-s6|deepseek-small|Harness", "prompt": "c133-s6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Harness", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise-scale experimentation platforms (Optimizely, and often Split/Harness, CloudBees) ... \"overkill\" for most small teams"}, {"id": "mai-20260917-0922-baseline|c133-s6|deepseek-small|CloudBees", "prompt": "c133-s6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "CloudBees", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "often Split/Harness, CloudBees) These are built for large regulated enterprises"}, {"id": "mai-20260917-0922-baseline|c133-s6|deepseek-small|PostHog", "prompt": "c133-s6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "PostHog (if you already use its analytics)"}, {"id": "mai-20260917-0922-baseline|c133-s6|deepseek-small|Statsig", "prompt": "c133-s6", "model": "deepseek-small", "cat": "feature-flags", "variant": "negative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Statsig (free flags at scale)"}, {"id": "mai-20260917-0922-baseline|c133-s6|google-small|LaunchDarkly", "prompt": "c133-s6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise Giants with \"Value-Metric\" Pricing (e.g., LaunchDarkly, Split.io) ... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c133-s6|google-small|Split.io", "prompt": "c133-s6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Split.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise Giants with \"Value-Metric\" Pricing (e.g., LaunchDarkly, Split.io)"}, {"id": "mai-20260917-0922-baseline|c133-s6|google-small|Optimizely", "prompt": "c133-s6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Optimizely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High-End Experimentation Suites (e.g., Optimizely) ... Extreme Over-Engineering"}, {"id": "mai-20260917-0922-baseline|c133-s6|google-small|Unleash", "prompt": "c133-s6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "open-source tools (like self-hosting **Unleash** or **GrowthBook**) ... Hidden Operational Cost"}, {"id": "mai-20260917-0922-baseline|c133-s6|google-small|GrowthBook", "prompt": "c133-s6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "open-source tools (like self-hosting **Unleash** or **GrowthBook**)"}, {"id": "mai-20260917-0922-baseline|c133-s6|google-small|ConfigCat", "prompt": "c133-s6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Look for platforms that bill based on flat monthly tiers or the volume of configuration fetches (like **ConfigCat** or **Featureflip**)"}, {"id": "mai-20260917-0922-baseline|c133-s6|google-small|Featureflip", "prompt": "c133-s6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Featureflip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "(like **ConfigCat** or **Featureflip**) rather than seat counts or MAUs"}, {"id": "mai-20260917-0922-baseline|c133-s6|google-small|Flagsmith", "prompt": "c133-s6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Platforms like **Flagsmith**, **Statsig**, or **ConfigCat** offer generous free tiers"}, {"id": "mai-20260917-0922-baseline|c133-s6|google-small|Statsig", "prompt": "c133-s6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Platforms like **Flagsmith**, **Statsig**, or **ConfigCat** offer generous free tiers"}, {"id": "mai-20260917-0922-baseline|c133-s6|google-small|PostHog", "prompt": "c133-s6", "model": "google-small", "cat": "feature-flags", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "all-in-one developer suites like **PostHog** offer feature flags as part of their broader platform"}, {"id": "mai-20260917-0922-baseline|c133-s6|meta-small|LaunchDarkly", "prompt": "c133-s6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it charges per service connection and MAU (Monthly Active Users), which can be costly for small businesses"}, {"id": "mai-20260917-0922-baseline|c133-s6|meta-small|Split (by Harness)", "prompt": "c133-s6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "Split (by Harness)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "This platform has a custom pricing model, which may not be transparent or predictable for small businesses."}, {"id": "mai-20260917-0922-baseline|c133-s6|meta-small|Eppo (Datadog)", "prompt": "c133-s6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "Eppo (Datadog)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Eppo has a custom pricing model, which may not be suitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c133-s6|meta-small|ConfigCat", "prompt": "c133-s6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "This platform offers a free tier and is suitable for solo users and startups."}, {"id": "mai-20260917-0922-baseline|c133-s6|meta-small|Flagsmith", "prompt": "c133-s6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While it has a free tier, it may not be ideal for small businesses with complex feature flagging needs."}, {"id": "mai-20260917-0922-baseline|c133-s6|meta-small|PostHog", "prompt": "c133-s6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "provides a combination of feature flags and analytics, making it a good choice for small businesses"}, {"id": "mai-20260917-0922-baseline|c133-s6|meta-small|GrowthBook", "prompt": "c133-s6", "model": "meta-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "GrowthBook offers a combination of feature flags and analytics, making it a good choice for small businesses"}, {"id": "mai-20260917-0922-baseline|c133-s6|minimax-small|LaunchDarkly", "prompt": "c133-s6", "model": "minimax-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "costs escalate dramatically as your user base grows... prohibitive for small businesses"}, {"id": "mai-20260917-0922-baseline|c133-s6|minimax-small|Split", "prompt": "c133-s6", "model": "minimax-small", "cat": "feature-flags", "variant": "negative", "raw": "Split", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pricing starts around $10K/year for Pro tier... Best for: Larger enterprises, not small teams."}, {"id": "mai-20260917-0922-baseline|c133-s6|minimax-small|Optimizely", "prompt": "c133-s6", "model": "minimax-small", "cat": "feature-flags", "variant": "negative", "raw": "Optimizely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "No transparent pricing—only offers custom enterprise quotes. Expect significantly high costs."}, {"id": "mai-20260917-0922-baseline|c133-s6|minimax-small|Statsig", "prompt": "c133-s6", "model": "minimax-small", "cat": "feature-flags", "variant": "negative", "raw": "Statsig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Statsig: Best free tier (unlimited flags, 1M events/month), transparent pricing"}, {"id": "mai-20260917-0922-baseline|c133-s6|minimax-small|ConfigCat", "prompt": "c133-s6", "model": "minimax-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Generous 10 million evals/month for $149, budget-friendly"}, {"id": "mai-20260917-0922-baseline|c133-s6|minimax-small|Flagsmith", "prompt": "c133-s6", "model": "minimax-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong free plan, open-source option available"}, {"id": "mai-20260917-0922-baseline|c133-s6|minimax-small|GrowthBook", "prompt": "c133-s6", "model": "minimax-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source, self-hosting option"}, {"id": "mai-20260917-0922-baseline|c133-s6|minimax-small|Unleash", "prompt": "c133-s6", "model": "minimax-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Open-source, from $80/month for small teams"}, {"id": "mai-20260917-0922-baseline|c133-s6|mistral-small|Unleash", "prompt": "c133-s6", "model": "mistral-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "pricing starts at $75/seat/month with a 5-seat minimum... making it less budget-friendly for small teams"}, {"id": "mai-20260917-0922-baseline|c133-s6|mistral-small|LaunchDarkly", "prompt": "c133-s6", "model": "mistral-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "This can become expensive for small businesses, especially as usage grows"}, {"id": "mai-20260917-0922-baseline|c133-s6|mistral-small|Split (by Harness)", "prompt": "c133-s6", "model": "mistral-small", "cat": "feature-flags", "variant": "negative", "raw": "Split (by Harness)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Split's pricing is custom and not transparent, which can be a red flag for small businesses"}, {"id": "mai-20260917-0922-baseline|c133-s6|mistral-small|Flagsmith", "prompt": "c133-s6", "model": "mistral-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "paid plans are based on API request volume, which can scale unpredictably and become costly"}, {"id": "mai-20260917-0922-baseline|c133-s6|mistral-small|ConfigCat", "prompt": "c133-s6", "model": "mistral-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider platforms like ConfigCat, PostHog, or GrowthBook, which are more transparent and cost-effective"}, {"id": "mai-20260917-0922-baseline|c133-s6|mistral-small|PostHog", "prompt": "c133-s6", "model": "mistral-small", "cat": "feature-flags", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider platforms like ConfigCat, PostHog, or GrowthBook, which are more transparent and cost-effective"}, {"id": "mai-20260917-0922-baseline|c133-s6|mistral-small|GrowthBook", "prompt": "c133-s6", "model": "mistral-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider platforms like ConfigCat, PostHog, or GrowthBook, which are more transparent and cost-effective"}, {"id": "mai-20260917-0922-baseline|c133-s6|moonshot-small|LaunchDarkly", "prompt": "c133-s6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should **avoid enterprise-first platforms** (LaunchDarkly, Split/Harness FME, Optimizely)"}, {"id": "mai-20260917-0922-baseline|c133-s6|moonshot-small|Split.io (now Harness FME)", "prompt": "c133-s6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "Split.io (now Harness FME)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Effectively inaccessible** to small businesses; built for large orgs with dedicated platform teams"}, {"id": "mai-20260917-0922-baseline|c133-s6|moonshot-small|Optimizely", "prompt": "c133-s6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "Optimizely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid unless you're already deeply embedded** in the Optimizely ecosystem"}, {"id": "mai-20260917-0922-baseline|c133-s6|moonshot-small|ConfigCat", "prompt": "c133-s6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Lightweight, cost-effective; free tier (10 flags, 5M calls); ~$45/month to start"}, {"id": "mai-20260917-0922-baseline|c133-s6|moonshot-small|Flagsmith", "prompt": "c133-s6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Open-source option; free self-hosted; affordable cloud plans"}, {"id": "mai-20260917-0922-baseline|c133-s6|moonshot-small|GrowthBook", "prompt": "c133-s6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free cloud tier; open-source; unlimited flags"}, {"id": "mai-20260917-0922-baseline|c133-s6|moonshot-small|Statsig", "prompt": "c133-s6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free feature flags at any scale; pay only for analytics events"}, {"id": "mai-20260917-0922-baseline|c133-s6|moonshot-small|Unleash", "prompt": "c133-s6", "model": "moonshot-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free self-hosted; straightforward UI business teams can use"}, {"id": "mai-20260917-0922-baseline|c133-s6|openai-small|LaunchDarkly", "prompt": "c133-s6", "model": "openai-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "widely respected, but often considered expensive for small teams because pricing and packaging are geared toward larger orgs"}, {"id": "mai-20260917-0922-baseline|c133-s6|openai-small|Optimizely Feature Experimentation", "prompt": "c133-s6", "model": "openai-small", "cat": "feature-flags", "variant": "negative", "raw": "Optimizely Feature Experimentation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can be a lot of platform for a small business if you only need basic flags"}, {"id": "mai-20260917-0922-baseline|c133-s6|openai-small|Split", "prompt": "c133-s6", "model": "openai-small", "cat": "feature-flags", "variant": "negative", "raw": "Split", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "worth caution if you're a small team, since these products often shine when you need governance, approvals, and complex org controls"}, {"id": "mai-20260917-0922-baseline|c133-s6|openai-small|Harness FME", "prompt": "c133-s6", "model": "openai-small", "cat": "feature-flags", "variant": "negative", "raw": "Harness FME", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "worth caution if you're a small team, since these products often shine when you need governance, approvals, and complex org controls"}, {"id": "mai-20260917-0922-baseline|c133-s6|openai-small|Flagsmith", "prompt": "c133-s6", "model": "openai-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific tools like LaunchDarkly, Flagsmith, Unleash, ConfigCat, Statsig, and PostHog"}, {"id": "mai-20260917-0922-baseline|c133-s6|openai-small|Unleash", "prompt": "c133-s6", "model": "openai-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specific tools like LaunchDarkly, Flagsmith, Unleash, ConfigCat, Statsig, and PostHog"}, {"id": "mai-20260917-0922-baseline|c133-s6|openai-small|ConfigCat", "prompt": "c133-s6", "model": "openai-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specific tools like LaunchDarkly, Flagsmith, Unleash, ConfigCat, Statsig, and PostHog"}, {"id": "mai-20260917-0922-baseline|c133-s6|openai-small|Statsig", "prompt": "c133-s6", "model": "openai-small", "cat": "feature-flags", "variant": "negative", "raw": "Statsig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "specific tools like LaunchDarkly, Flagsmith, Unleash, ConfigCat, Statsig, and PostHog"}, {"id": "mai-20260917-0922-baseline|c133-s6|openai-small|PostHog", "prompt": "c133-s6", "model": "openai-small", "cat": "feature-flags", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specific tools like LaunchDarkly, Flagsmith, Unleash, ConfigCat, Statsig, and PostHog"}, {"id": "mai-20260917-0922-baseline|c133-s6|xai-small|LaunchDarkly", "prompt": "c133-s6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-first; great for scale but bloated for small teams... Usage-based = surprise bills."}, {"id": "mai-20260917-0922-baseline|c133-s6|xai-small|Split (by Harness)", "prompt": "c133-s6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "Split (by Harness)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tied to full DevOps suite; strong for experimentation but enterprise-oriented pricing and integration depth overwhelms simple needs."}, {"id": "mai-20260917-0922-baseline|c133-s6|xai-small|Optimizely", "prompt": "c133-s6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "Optimizely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "expensive and feature-rich for A/B testing at scale—not lightweight flags"}, {"id": "mai-20260917-0922-baseline|c133-s6|xai-small|PostHog", "prompt": "c133-s6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**PostHog, Statsig, ConfigCat**: Freemium with generous free tiers"}, {"id": "mai-20260917-0922-baseline|c133-s6|xai-small|ConfigCat", "prompt": "c133-s6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "ConfigCat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**PostHog, Statsig, ConfigCat**: Freemium with generous free tiers"}, {"id": "mai-20260917-0922-baseline|c133-s6|xai-small|Statsig", "prompt": "c133-s6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "Statsig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**PostHog, Statsig, ConfigCat**: Freemium with generous free tiers"}, {"id": "mai-20260917-0922-baseline|c133-s6|xai-small|Unleash", "prompt": "c133-s6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Unleash, Flagsmith, Flipt**: Open-source/self-hostable (free forever)"}, {"id": "mai-20260917-0922-baseline|c133-s6|xai-small|Flagsmith", "prompt": "c133-s6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Unleash, Flagsmith, Flipt**: Open-source/self-hostable (free forever)"}, {"id": "mai-20260917-0922-baseline|c133-s6|xai-small|GrowthBook", "prompt": "c133-s6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**GrowthBook**: Free for basics, warehouse-integrated experiments."}, {"id": "mai-20260917-0922-baseline|c133-s6|xai-small|Bucket", "prompt": "c133-s6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "Bucket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "GrowthBook, Bucket (freemium focus)."}, {"id": "mai-20260917-0922-baseline|c133-s6|xai-small|Flipt", "prompt": "c133-s6", "model": "xai-small", "cat": "feature-flags", "variant": "negative", "raw": "Flipt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Unleash, Flagsmith, Flipt**: Open-source/self-hostable (free forever)"}, {"id": "mai-20260917-0922-baseline|c133-s6|zai-small|LaunchDarkly", "prompt": "c133-s6", "model": "zai-small", "cat": "feature-flags", "variant": "negative", "raw": "LaunchDarkly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**LaunchDarkly** – While powerful, it’s widely considered **overkill and expensive** for small teams."}, {"id": "mai-20260917-0922-baseline|c133-s6|zai-small|Harness Feature Management (Split)", "prompt": "c133-s6", "model": "zai-small", "cat": "feature-flags", "variant": "negative", "raw": "Harness Feature Management (Split)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Pricing is quote-based and not published; the median annual contract is $71,847 with wide variance."}, {"id": "mai-20260917-0922-baseline|c133-s6|zai-small|Flagsmith", "prompt": "c133-s6", "model": "zai-small", "cat": "feature-flags", "variant": "negative", "raw": "Flagsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Flagsmith, PostHog, GrowthBook (free cloud starter or self-hosted) are often recommended as starting points."}, {"id": "mai-20260917-0922-baseline|c133-s6|zai-small|PostHog", "prompt": "c133-s6", "model": "zai-small", "cat": "feature-flags", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Flagsmith, PostHog, GrowthBook ... often recommended as starting points"}, {"id": "mai-20260917-0922-baseline|c133-s6|zai-small|GrowthBook", "prompt": "c133-s6", "model": "zai-small", "cat": "feature-flags", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Flagsmith, PostHog, GrowthBook (free cloud starter or self-hosted) are often recommended as starting points."}, {"id": "mai-20260917-0922-baseline|c133-s6|zai-small|Unleash", "prompt": "c133-s6", "model": "zai-small", "cat": "feature-flags", "variant": "negative", "raw": "Unleash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Unleash, Flagsmith, Flipper offer free self-hosted options with no per-seat or per-MAU fees."}, {"id": "mai-20260917-0922-baseline|c133-s6|zai-small|Flipper", "prompt": "c133-s6", "model": "zai-small", "cat": "feature-flags", "variant": "negative", "raw": "Flipper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Unleash, Flagsmith, Flipper offer free self-hosted options with no per-seat or per-MAU fees."}, {"id": "mai-20260917-0922-baseline|c134-l1|alibaba-small|Apigee (Google Cloud)", "prompt": "c134-l1", "model": "alibaba-small", "cat": "api-gateways", "variant": "direct", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a typical mid-to-large B2B company starting today, Kong or Apigee are usually the safest bets"}, {"id": "mai-20260917-0922-baseline|c134-l1|alibaba-small|Kong (Konnect / Ingress Controller)", "prompt": "c134-l1", "model": "alibaba-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong (Konnect / Ingress Controller)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a typical mid-to-large B2B company starting today, Kong or Apigee are usually the safest bets"}, {"id": "mai-20260917-0922-baseline|c134-l1|alibaba-small|AWS API Gateway", "prompt": "c134-l1", "model": "alibaba-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**You are all-in on AWS** | **AWS API Gateway**"}, {"id": "mai-20260917-0922-baseline|c134-l1|alibaba-small|Azure API Management (APIM)", "prompt": "c134-l1", "model": "alibaba-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you are a \"Microsoft Shop.\""}, {"id": "mai-20260917-0922-baseline|c134-l1|alibaba-small|MuleSoft (Salesforce)", "prompt": "c134-l1", "model": "alibaba-small", "cat": "api-gateways", "variant": "direct", "raw": "MuleSoft (Salesforce)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Downside:** Very expensive and comes with a steep learning curve."}, {"id": "mai-20260917-0922-baseline|c134-l1|anthropic-small|AWS API Gateway", "prompt": "c134-l1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**AWS API Gateway** is ideal if you're already AWS-native"}, {"id": "mai-20260917-0922-baseline|c134-l1|anthropic-small|Kong", "prompt": "c134-l1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprise B2B scenarios, **Kong** or **MuleSoft** are popular choices due to their flexibility"}, {"id": "mai-20260917-0922-baseline|c134-l1|anthropic-small|Azure API Management", "prompt": "c134-l1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ideal if you're in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-l1|anthropic-small|MuleSoft Anypoint Platform", "prompt": "c134-l1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Kong** or **MuleSoft** are popular choices due to their flexibility and strong integration capabilities"}, {"id": "mai-20260917-0922-baseline|c134-l1|anthropic-small|Apigee (Google Cloud)", "prompt": "c134-l1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong analytics, good for API monetization, excellent developer experience"}, {"id": "mai-20260917-0922-baseline|c134-l1|anthropic-small|Nginx/Nginx Plus", "prompt": "c134-l1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "Nginx/Nginx Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "High performance, lightweight, strong reverse proxy capabilities"}, {"id": "mai-20260917-0922-baseline|c134-l1|challenger-small|Kong Gateway / Kong Konnect", "prompt": "c134-l1", "model": "challenger-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway / Kong Konnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong** is the safest general-purpose pick because multiple 2026 comparisons describe it as the strongest all-round balance"}, {"id": "mai-20260917-0922-baseline|c134-l1|challenger-small|Apigee", "prompt": "c134-l1", "model": "challenger-small", "cat": "api-gateways", "variant": "direct", "raw": "Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Apigee** if your business is highly API-centric and you need strong enterprise governance, analytics, onboarding, and monetization."}, {"id": "mai-20260917-0922-baseline|c134-l1|challenger-small|MuleSoft Anypoint", "prompt": "c134-l1", "model": "challenger-small", "cat": "api-gateways", "variant": "direct", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **MuleSoft** for integration-heavy enterprises."}, {"id": "mai-20260917-0922-baseline|c134-l1|challenger-small|IBM API Connect", "prompt": "c134-l1", "model": "challenger-small", "cat": "api-gateways", "variant": "direct", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you operate in a more regulated enterprise environment with legacy systems"}, {"id": "mai-20260917-0922-baseline|c134-l1|challenger-small|Azure API Management", "prompt": "c134-l1", "model": "challenger-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Azure API Management** if you are Microsoft-centric."}, {"id": "mai-20260917-0922-baseline|c134-l1|challenger-small|AWS API Gateway", "prompt": "c134-l1", "model": "challenger-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **AWS API Gateway** if you are all-in on AWS."}, {"id": "mai-20260917-0922-baseline|c134-l1|deepseek-small|Kong", "prompt": "c134-l1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong Gateway** — Best overall and most flexible."}, {"id": "mai-20260917-0922-baseline|c134-l1|deepseek-small|Google Apigee", "prompt": "c134-l1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "Google Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for governance-heavy enterprise API programs"}, {"id": "mai-20260917-0922-baseline|c134-l1|deepseek-small|AWS API Gateway", "prompt": "c134-l1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for serverless/APIs already locked into AWS, and for budget-conscious teams"}, {"id": "mai-20260917-0922-baseline|c134-l1|deepseek-small|MuleSoft Anypoint", "prompt": "c134-l1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when your real problem is *integration*"}, {"id": "mai-20260917-0922-baseline|c134-l1|deepseek-small|Azure API Management", "prompt": "c134-l1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you're standardized on Microsoft/enterprise stack."}, {"id": "mai-20260917-0922-baseline|c134-l1|deepseek-small|Apache APISIX", "prompt": "c134-l1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "Apache APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Apache APISIX and KrakenD are good open-source EU-native alternatives if sovereignty matters."}, {"id": "mai-20260917-0922-baseline|c134-l1|deepseek-small|KrakenD", "prompt": "c134-l1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "KrakenD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Apache APISIX and KrakenD are good open-source EU-native alternatives if sovereignty matters."}, {"id": "mai-20260917-0922-baseline|c134-l1|google-small|Google Apigee", "prompt": "c134-l1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "Google Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apigee** (by Google Cloud) is arguably the industry gold standard."}, {"id": "mai-20260917-0922-baseline|c134-l1|google-small|Kong Konnect / Kong Enterprise", "prompt": "c134-l1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Konnect / Kong Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High Performance & Hybrid Cloud"}, {"id": "mai-20260917-0922-baseline|c134-l1|google-small|MuleSoft Anypoint Platform (Salesforce)", "prompt": "c134-l1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "MuleSoft Anypoint Platform (Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex Legacy & ERP Integrations"}, {"id": "mai-20260917-0922-baseline|c134-l1|google-small|Tyk", "prompt": "c134-l1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Control, Sovereignty, & GraphQL"}, {"id": "mai-20260917-0922-baseline|c134-l1|google-small|Microsoft Azure API Management (APIM)", "prompt": "c134-l1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "Microsoft Azure API Management (APIM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Exceptionally strong for Microsoft-centric enterprises."}, {"id": "mai-20260917-0922-baseline|c134-l1|google-small|AWS API Gateway", "prompt": "c134-l1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "its partner-facing portal features are barebones, often requiring you to build a custom developer portal"}, {"id": "mai-20260917-0922-baseline|c134-l1|minimax-small|Kong Gateway", "prompt": "c134-l1", "model": "minimax-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kong is widely regarded as the best overall API gateway for enterprises due to its flexibility, scalability, and extensive plugin ecosystem."}, {"id": "mai-20260917-0922-baseline|c134-l1|minimax-small|Apigee X", "prompt": "c134-l1", "model": "minimax-small", "cat": "api-gateways", "variant": "direct", "raw": "Apigee X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Apigee is purpose-built for enterprises requiring advanced API management, analytics, and security."}, {"id": "mai-20260917-0922-baseline|c134-l1|minimax-small|AWS API Gateway", "prompt": "c134-l1", "model": "minimax-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your enterprise is heavily invested in AWS, this managed service offers seamless integration."}, {"id": "mai-20260917-0922-baseline|c134-l1|minimax-small|Azure API Management", "prompt": "c134-l1", "model": "minimax-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure APIM excels in enterprise environments requiring strong governance and integration with Microsoft services."}, {"id": "mai-20260917-0922-baseline|c134-l1|minimax-small|Gravitee", "prompt": "c134-l1", "model": "minimax-small", "cat": "api-gateways", "variant": "direct", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gravitee is a strong open-source option with enterprise features."}, {"id": "mai-20260917-0922-baseline|c134-l1|mistral-small|Kong Gateway", "prompt": "c134-l1", "model": "mistral-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong Gateway** and **Google Cloud Apigee** are the top contenders"}, {"id": "mai-20260917-0922-baseline|c134-l1|mistral-small|Google Cloud Apigee", "prompt": "c134-l1", "model": "mistral-small", "cat": "api-gateways", "variant": "direct", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Kong Gateway** and **Google Cloud Apigee** are the top contenders"}, {"id": "mai-20260917-0922-baseline|c134-l1|mistral-small|AWS API Gateway", "prompt": "c134-l1", "model": "mistral-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for companies deeply invested in the AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-l1|mistral-small|Azure API Management", "prompt": "c134-l1", "model": "mistral-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The preferred option for enterprises using Microsoft Azure"}, {"id": "mai-20260917-0922-baseline|c134-l1|mistral-small|MuleSoft Anypoint Platform", "prompt": "c134-l1", "model": "mistral-small", "cat": "api-gateways", "variant": "direct", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Another enterprise favorite, especially for organizations needing a comprehensive API management solution"}, {"id": "mai-20260917-0922-baseline|c134-l1|moonshot-small|Kong Enterprise / Konnect", "prompt": "c134-l1", "model": "moonshot-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Enterprise / Konnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong Enterprise (or Konnect)** is currently the safest default for B2B enterprises."}, {"id": "mai-20260917-0922-baseline|c134-l1|moonshot-small|Apigee X (Google)", "prompt": "c134-l1", "model": "moonshot-small", "cat": "api-gateways", "variant": "direct", "raw": "Apigee X (Google)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Apigee X** — its analytics and billing are purpose-built for this."}, {"id": "mai-20260917-0922-baseline|c134-l1|moonshot-small|AWS API Gateway", "prompt": "c134-l1", "model": "moonshot-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deep in AWS** with serverless architectures | **AWS API Gateway**"}, {"id": "mai-20260917-0922-baseline|c134-l1|moonshot-small|Azure API Management", "prompt": "c134-l1", "model": "moonshot-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure API Management** — identity integration is seamless."}, {"id": "mai-20260917-0922-baseline|c134-l1|moonshot-small|MuleSoft Anypoint", "prompt": "c134-l1", "model": "moonshot-small", "cat": "api-gateways", "variant": "direct", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**MuleSoft Anypoint** — handles protocol bridging better than pure gateways."}, {"id": "mai-20260917-0922-baseline|c134-l1|moonshot-small|Gravitee", "prompt": "c134-l1", "model": "moonshot-small", "cat": "api-gateways", "variant": "direct", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Gravitee** or **Apache APISIX** — open-source cores with enterprise support tiers."}, {"id": "mai-20260917-0922-baseline|c134-l1|moonshot-small|KrakenD", "prompt": "c134-l1", "model": "moonshot-small", "cat": "api-gateways", "variant": "direct", "raw": "KrakenD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "EU-native alternatives like **Gravitee** or **KrakenD**"}, {"id": "mai-20260917-0922-baseline|c134-l1|moonshot-small|Apache APISIX", "prompt": "c134-l1", "model": "moonshot-small", "cat": "api-gateways", "variant": "direct", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Gravitee** or **Apache APISIX** — open-source cores with enterprise support tiers."}, {"id": "mai-20260917-0922-baseline|c134-l1|openai-small|Apigee", "prompt": "c134-l1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strategic enterprise API program:** Apigee"}, {"id": "mai-20260917-0922-baseline|c134-l1|openai-small|AWS API Gateway", "prompt": "c134-l1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS-first:** AWS API Gateway"}, {"id": "mai-20260917-0922-baseline|c134-l1|openai-small|Azure API Management", "prompt": "c134-l1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft-first:** Azure API Management"}, {"id": "mai-20260917-0922-baseline|c134-l1|openai-small|Kong", "prompt": "c134-l1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cloud-native hybrid enterprise:** Kong"}, {"id": "mai-20260917-0922-baseline|c134-l1|openai-small|Broadcom Layer7", "prompt": "c134-l1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "Broadcom Layer7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tradeoff: often heavier and more legacy-enterprise oriented"}, {"id": "mai-20260917-0922-baseline|c134-l1|openai-small|NGINX", "prompt": "c134-l1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "NGINX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: organizations that want more control or a specific deployment model"}, {"id": "mai-20260917-0922-baseline|c134-l1|openai-small|F5", "prompt": "c134-l1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "F5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "feature depth and enterprise support vary by vendor"}, {"id": "mai-20260917-0922-baseline|c134-l1|openai-small|Tyk", "prompt": "c134-l1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "feature depth and enterprise support vary by vendor"}, {"id": "mai-20260917-0922-baseline|c134-l1|openai-small|Gravitee", "prompt": "c134-l1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "feature depth and enterprise support vary by vendor"}, {"id": "mai-20260917-0922-baseline|c134-l1|xai-small|Apigee (Google Cloud)", "prompt": "c134-l1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apigee shines for external B2B programs."}, {"id": "mai-20260917-0922-baseline|c134-l1|xai-small|MuleSoft (Salesforce)", "prompt": "c134-l1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "MuleSoft (Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Universal API mgmt, strong governance/portals; Forrester Leader. ❌ Complex setup."}, {"id": "mai-20260917-0922-baseline|c134-l1|xai-small|IBM API Connect", "prompt": "c134-l1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "#1 in 4/6 Gartner use cases (e.g., internal/external APIs); hybrid support. ❌ Steeper learning curve."}, {"id": "mai-20260917-0922-baseline|c134-l1|xai-small|AWS API Gateway", "prompt": "c134-l1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "seamless serverless integration, pay-per-use, strong for high-volume B2B traffic"}, {"id": "mai-20260917-0922-baseline|c134-l1|xai-small|Azure API Management", "prompt": "c134-l1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tight AD/auth integration; good for hybrid enterprise setups."}, {"id": "mai-20260917-0922-baseline|c134-l1|xai-small|Kong Gateway (w/ Konnect)", "prompt": "c134-l1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway (w/ Konnect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flexible, performant, free core; great for custom B2B workflows. ❌ Requires more ops overhead"}, {"id": "mai-20260917-0922-baseline|c134-l1|xai-small|Apache APISIX", "prompt": "c134-l1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "Apache APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Highest G2 ratings (4.5+); massive plugin ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-l1|xai-small|Tyk", "prompt": "c134-l1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kong, Tyk, or Traefik | Auto-scaling for microservices in B2B backends."}, {"id": "mai-20260917-0922-baseline|c134-l1|xai-small|Traefik", "prompt": "c134-l1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Kong, Tyk, or Traefik | Auto-scaling for microservices in B2B backends."}, {"id": "mai-20260917-0922-baseline|c134-l1|zai-small|Google Apigee", "prompt": "c134-l1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "Google Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google Apigee** is often the best fit due to its full‑lifecycle capabilities, strong analytics, and governance."}, {"id": "mai-20260917-0922-baseline|c134-l1|zai-small|MuleSoft Anypoint Platform", "prompt": "c134-l1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For deep system integration, legacy synchronization... **MuleSoft Anypoint Platform** is the leading choice."}, {"id": "mai-20260917-0922-baseline|c134-l1|zai-small|Kong Gateway (Enterprise)", "prompt": "c134-l1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kong Gateway (Enterprise)** is excellent, especially if you need data‑plane control and plugin flexibility."}, {"id": "mai-20260917-0922-baseline|c134-l1|zai-small|IBM API Gateway", "prompt": "c134-l1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "IBM API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for B2B Integrator Environments ... Less widely adopted outside IBM ecosystems."}, {"id": "mai-20260917-0922-baseline|c134-l1|zai-small|Apache APISIX / API7", "prompt": "c134-l1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "Apache APISIX / API7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top for Open‑Source, Self‑Hosted, Data Sovereignty"}, {"id": "mai-20260917-0922-baseline|c134-l1|zai-small|Azure API Management", "prompt": "c134-l1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Azure API Management** simplifies SSO and governance."}, {"id": "mai-20260917-0922-baseline|c134-l1|zai-small|AWS API Gateway", "prompt": "c134-l1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for AWS‑Centric, Serverless Environments"}, {"id": "mai-20260917-0922-baseline|c134-l2|alibaba-small|Google Apigee X", "prompt": "c134-l2", "model": "alibaba-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Google Apigee X", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Gold Standard: Google Apigee X ... Apigee is widely considered the leader in the enterprise space."}, {"id": "mai-20260917-0922-baseline|c134-l2|alibaba-small|MuleSoft Anypoint Platform", "prompt": "c134-l2", "model": "alibaba-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "MuleSoft is the industry heavyweight... Downside: It is significantly more expensive and operationally heavier than other options."}, {"id": "mai-20260917-0922-baseline|c134-l2|alibaba-small|Kong (Enterprise Edition)", "prompt": "c134-l2", "model": "alibaba-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong (Enterprise Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Kong if your architecture is 100% modern/microservices and you need the highest possible throughput"}, {"id": "mai-20260917-0922-baseline|c134-l2|alibaba-small|Azure API Management (APIM)", "prompt": "c134-l2", "model": "alibaba-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Azure APIM if your existing stack is dominated by Microsoft technologies."}, {"id": "mai-20260917-0922-baseline|c134-l2|anthropic-small|Kong", "prompt": "c134-l2", "model": "anthropic-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Kong** or **Apigee** if you need comprehensive API management"}, {"id": "mai-20260917-0922-baseline|c134-l2|anthropic-small|AWS API Gateway", "prompt": "c134-l2", "model": "anthropic-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If already in AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-l2|anthropic-small|NGINX Plus", "prompt": "c134-l2", "model": "anthropic-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "NGINX Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NGINX Plus** if you need primarily traffic management and load balancing"}, {"id": "mai-20260917-0922-baseline|c134-l2|anthropic-small|Apigee (Google Cloud)", "prompt": "c134-l2", "model": "anthropic-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd lean toward **Kong** or **Apigee** if you need comprehensive API management"}, {"id": "mai-20260917-0922-baseline|c134-l2|anthropic-small|Envoy Proxy", "prompt": "c134-l2", "model": "anthropic-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Envoy Proxy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern, cloud-native architecture"}, {"id": "mai-20260917-0922-baseline|c134-l2|challenger-small|Kong Gateway", "prompt": "c134-l2", "model": "challenger-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Kong Gateway** as the API gateway and traffic management tool"}, {"id": "mai-20260917-0922-baseline|c134-l2|challenger-small|Azure API Management", "prompt": "c134-l2", "model": "challenger-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Azure API Management** is a natural fit for Microsoft-centric teams."}, {"id": "mai-20260917-0922-baseline|c134-l2|challenger-small|AWS API Gateway", "prompt": "c134-l2", "model": "challenger-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the path of least resistance for AWS-first organizations"}, {"id": "mai-20260917-0922-baseline|c134-l2|challenger-small|Apigee", "prompt": "c134-l2", "model": "challenger-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "then **Apigee** is often the better enterprise choice"}, {"id": "mai-20260917-0922-baseline|c134-l2|deepseek-small|Google Apigee (Apigee X)", "prompt": "c134-l2", "model": "deepseek-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Google Apigee (Apigee X)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B organization, **Apigee** is the strongest all-round recommendation."}, {"id": "mai-20260917-0922-baseline|c134-l2|deepseek-small|MuleSoft Anypoint", "prompt": "c134-l2", "model": "deepseek-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose MuleSoft Anypoint**, or pair MuleSoft for integration with a dedicated gateway."}, {"id": "mai-20260917-0922-baseline|c134-l2|deepseek-small|Kong Enterprise / Konnect", "prompt": "c134-l2", "model": "deepseek-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Enterprise / Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "use a high-performance gateway like **Kong** for internal microservice traffic"}, {"id": "mai-20260917-0922-baseline|c134-l2|deepseek-small|Azure API Management", "prompt": "c134-l2", "model": "deepseek-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft stack | You're standardized on Azure"}, {"id": "mai-20260917-0922-baseline|c134-l2|deepseek-small|AWS API Gateway", "prompt": "c134-l2", "model": "deepseek-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS-native serverless | You're fully invested in AWS"}, {"id": "mai-20260917-0922-baseline|c134-l2|deepseek-small|Axway Amplify / Gravitee / APISIX", "prompt": "c134-l2", "model": "deepseek-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Axway Amplify / Gravitee / APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Multi-cloud independence & GDPR/EU data residency"}, {"id": "mai-20260917-0922-baseline|c134-l2|google-small|Kong Konnect / Kong Gateway", "prompt": "c134-l2", "model": "google-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Konnect / Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong Konnect** is the most balanced and future-proof choice."}, {"id": "mai-20260917-0922-baseline|c134-l2|google-small|Google Cloud Apigee", "prompt": "c134-l2", "model": "google-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Apigee remains a dominant powerhouse for enterprise API management"}, {"id": "mai-20260917-0922-baseline|c134-l2|google-small|Axway Amplify", "prompt": "c134-l2", "model": "google-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Axway Amplify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Axway Amplify is uniquely designed to act as an **enterprise control plane** over all of them."}, {"id": "mai-20260917-0922-baseline|c134-l2|google-small|MuleSoft Anypoint Platform", "prompt": "c134-l2", "model": "google-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MuleSoft is the gold standard"}, {"id": "mai-20260917-0922-baseline|c134-l2|google-small|Solo.io Gloo Gateway", "prompt": "c134-l2", "model": "google-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Solo.io Gloo Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(or **Solo.io Gloo Gateway** if strictly on Kubernetes)"}, {"id": "mai-20260917-0922-baseline|c134-l2|meta-small|Tyk API Gateway", "prompt": "c134-l2", "model": "meta-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tyk API Gateway: Offers seamless deployment, robust security, and deep analytics."}, {"id": "mai-20260917-0922-baseline|c134-l2|meta-small|Kong Gateway", "prompt": "c134-l2", "model": "meta-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for its extensibility and plugins, Kong Gateway is a popular choice for large-scale deployments."}, {"id": "mai-20260917-0922-baseline|c134-l2|meta-small|AWS API Gateway", "prompt": "c134-l2", "model": "meta-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A fully managed service that makes it easy to create, publish, maintain, monitor, and secure APIs at any scale."}, {"id": "mai-20260917-0922-baseline|c134-l2|meta-small|Apigee", "prompt": "c134-l2", "model": "meta-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A managed or hybrid API gateway solution that is suitable for enterprise API programs."}, {"id": "mai-20260917-0922-baseline|c134-l2|meta-small|MuleSoft Anypoint Platform", "prompt": "c134-l2", "model": "meta-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A full lifecycle API and integration platform built for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c134-l2|meta-small|HAProxy Enterprise", "prompt": "c134-l2", "model": "meta-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "HAProxy Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A lightweight and efficient API gateway solution that provides high-performance load balancing, security, and flexibility."}, {"id": "mai-20260917-0922-baseline|c134-l2|minimax-small|Kong Enterprise Gateway", "prompt": "c134-l2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Enterprise Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Kong Enterprise** if you want flexibility and customization"}, {"id": "mai-20260917-0922-baseline|c134-l2|minimax-small|Google Cloud Apigee", "prompt": "c134-l2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Google Cloud Apigee** if you need advanced analytics, governance, and potentially monetization features"}, {"id": "mai-20260917-0922-baseline|c134-l2|minimax-small|AWS API Gateway", "prompt": "c134-l2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**AWS API Gateway** - if you're already in the AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-l2|minimax-small|Azure API Management", "prompt": "c134-l2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Azure API Management** - if you use Microsoft Azure"}, {"id": "mai-20260917-0922-baseline|c134-l2|minimax-small|MuleSoft Anypoint Platform", "prompt": "c134-l2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "excellent for large enterprises with integration needs"}, {"id": "mai-20260917-0922-baseline|c134-l2|mistral-small|Kong Gateway", "prompt": "c134-l2", "model": "mistral-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Kong Gateway** as the best all-around choice"}, {"id": "mai-20260917-0922-baseline|c134-l2|mistral-small|Apigee (Google Cloud)", "prompt": "c134-l2", "model": "mistral-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Apigee** or **Azure API Management** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c134-l2|mistral-small|Azure API Management (Microsoft Azure)", "prompt": "c134-l2", "model": "mistral-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Azure API Management (Microsoft Azure)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Apigee** or **Azure API Management** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c134-l2|mistral-small|AWS API Gateway (Amazon Web Services)", "prompt": "c134-l2", "model": "mistral-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway (Amazon Web Services)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Ideal if:** You're AWS-centric and want a fully managed, serverless solution."}, {"id": "mai-20260917-0922-baseline|c134-l2|mistral-small|MuleSoft Anypoint Platform (Salesforce)", "prompt": "c134-l2", "model": "mistral-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "MuleSoft Anypoint Platform (Salesforce)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ideal if:** You're a Salesforce shop or need advanced B2B/EDI integration."}, {"id": "mai-20260917-0922-baseline|c134-l2|mistral-small|NGINX Plus (F5)", "prompt": "c134-l2", "model": "mistral-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "NGINX Plus (F5)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Ideal if:** You need a high-performance, reverse proxy-style gateway"}, {"id": "mai-20260917-0922-baseline|c134-l2|moonshot-small|Google Cloud Apigee", "prompt": "c134-l2", "model": "moonshot-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: Google Cloud Apigee**"}, {"id": "mai-20260917-0922-baseline|c134-l2|moonshot-small|Kong Enterprise / Kong Konnect", "prompt": "c134-l2", "model": "moonshot-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Enterprise / Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Alternative: Kong Enterprise / Kong Konnect**"}, {"id": "mai-20260917-0922-baseline|c134-l2|moonshot-small|AWS API Gateway", "prompt": "c134-l2", "model": "moonshot-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS API Gateway** + **AWS WAF/Shield** — Most cost-effective at scale ... but less enterprise governance features"}, {"id": "mai-20260917-0922-baseline|c134-l2|moonshot-small|Azure API Management", "prompt": "c134-l2", "model": "moonshot-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Microsoft-centric** | **Azure API Management** — Strong for internal integration"}, {"id": "mai-20260917-0922-baseline|c134-l2|moonshot-small|HAProxy Enterprise", "prompt": "c134-l2", "model": "moonshot-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "HAProxy Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Edge/Load Balancer (L4/L7): HAProxy Enterprise, AWS ALB/NLB, or F5"}, {"id": "mai-20260917-0922-baseline|c134-l2|moonshot-small|F5", "prompt": "c134-l2", "model": "moonshot-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "F5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HAProxy Enterprise, AWS ALB/NLB, or F5 for DDoS protection"}, {"id": "mai-20260917-0922-baseline|c134-l2|openai-small|Apigee", "prompt": "c134-l2", "model": "openai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with **Apigee** as my default pick if you want the strongest dedicated API management and traffic-control platform"}, {"id": "mai-20260917-0922-baseline|c134-l2|openai-small|MuleSoft Omni Gateway", "prompt": "c134-l2", "model": "openai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "MuleSoft Omni Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you already live in MuleSoft / need multi-gateway governance:** **MuleSoft Omni Gateway**"}, {"id": "mai-20260917-0922-baseline|c134-l2|openai-small|Kong", "prompt": "c134-l2", "model": "openai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want cloud-agnostic infrastructure control:** **Kong**"}, {"id": "mai-20260917-0922-baseline|c134-l2|openai-small|Azure API Management", "prompt": "c134-l2", "model": "openai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong choice in Microsoft-heavy shops, especially when you want subscription-based throttling, quotas, and tight Azure integration"}, {"id": "mai-20260917-0922-baseline|c134-l2|openai-small|AWS API Gateway", "prompt": "c134-l2", "model": "openai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "excellent if you're deeply AWS-native, but it's usually better viewed as a cloud-native gateway than a broad enterprise API management suite"}, {"id": "mai-20260917-0922-baseline|c134-l2|xai-small|Kong Gateway", "prompt": "c134-l2", "model": "xai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Kong Gateway (Enterprise edition or Kong Konnect) as the top choice for API gateway and traffic management."}, {"id": "mai-20260917-0922-baseline|c134-l2|xai-small|AWS API Gateway", "prompt": "c134-l2", "model": "xai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You're all-in on AWS/Lambda | Fully managed, serverless auto-scale | Vendor lock-in, perf limits"}, {"id": "mai-20260917-0922-baseline|c134-l2|xai-small|Apigee (Google)", "prompt": "c134-l2", "model": "xai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apigee (Google)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Expensive env fees, GCP bias ... avoid Apigee if not monetizing heavily"}, {"id": "mai-20260917-0922-baseline|c134-l2|xai-small|Azure API Mgmt", "prompt": "c134-l2", "model": "xai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Azure API Mgmt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure-heavy stack | Hybrid, Azure integration | Less plugin flexibility"}, {"id": "mai-20260917-0922-baseline|c134-l2|xai-small|Gloo Gateway (Solo.io)", "prompt": "c134-l2", "model": "xai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Gloo Gateway (Solo.io)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Kubernetes-first, service mesh | Envoy-based, GitOps | Steeper learning for non-K8s teams"}, {"id": "mai-20260917-0922-baseline|c134-l2|zai-small|Kong Enterprise (Kong Gateway + Kong Konnect)", "prompt": "c134-l2", "model": "zai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Enterprise (Kong Gateway + Kong Konnect)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best starting point is Kong Enterprise** (or Kong Konnect for a managed experience)"}, {"id": "mai-20260917-0922-baseline|c134-l2|zai-small|Google Apigee X", "prompt": "c134-l2", "model": "zai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Google Apigee X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Google Apigee X (If GCP/Google‑Centric)"}, {"id": "mai-20260917-0922-baseline|c134-l2|zai-small|Azure API Management", "prompt": "c134-l2", "model": "zai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: Azure API Management (If Microsoft‑Centric)"}, {"id": "mai-20260917-0922-baseline|c134-l2|zai-small|Apache APISIX", "prompt": "c134-l2", "model": "zai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you prefer **open‑source with a clear path to enterprise features**, **Apache APISIX** is an excellent choice."}, {"id": "mai-20260917-0922-baseline|c134-l3|alibaba-small|Kong Gateway", "prompt": "c134-l3", "model": "alibaba-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Kong if you want a balance of open-source freedom and enterprise features and might move workloads between private clouds and public clouds."}, {"id": "mai-20260917-0922-baseline|c134-l3|alibaba-small|Apigee X", "prompt": "c134-l3", "model": "alibaba-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apigee X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Apigee if your goal is to build a digital product business, onboarding external partners via a developer portal"}, {"id": "mai-20260917-0922-baseline|c134-l3|alibaba-small|MuleSoft Anypoint Platform", "prompt": "c134-l3", "model": "alibaba-small", "cat": "api-gateways", "variant": "comparative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose MuleSoft if your biggest challenge is connecting modern apps to legacy databases and mainframes."}, {"id": "mai-20260917-0922-baseline|c134-l3|alibaba-small|AWS API Gateway", "prompt": "c134-l3", "model": "alibaba-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for serverless architectures (Lambda). Highly scalable but difficult to migrate away from."}, {"id": "mai-20260917-0922-baseline|c134-l3|alibaba-small|Azure API Management", "prompt": "c134-l3", "model": "alibaba-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for Microsoft-centric shops using Active Directory (Entra ID) and .NET frameworks."}, {"id": "mai-20260917-0922-baseline|c134-l3|alibaba-small|Tyk", "prompt": "c134-l3", "model": "alibaba-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Written in Go, making it exceptionally fast and easy to secure with mTLS/gRPC. Great for Kubernetes-native environments."}, {"id": "mai-20260917-0922-baseline|c134-l3|alibaba-small|Apache APISIX", "prompt": "c134-l3", "model": "alibaba-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Uses etcd for configuration, making it extremely dynamic and suitable for high-scale distributed environments."}, {"id": "mai-20260917-0922-baseline|c134-l3|anthropic-small|Kong", "prompt": "c134-l3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Kong excels with its plugin architecture, deep Kubernetes integrations, and native service mesh"}, {"id": "mai-20260917-0922-baseline|c134-l3|anthropic-small|AWS API Gateway", "prompt": "c134-l3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "offers native Lambda integration and pay-per-request pricing for AWS-only stacks"}, {"id": "mai-20260917-0922-baseline|c134-l3|anthropic-small|Google Cloud Apigee", "prompt": "c134-l3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Apigee delivers enterprise-grade API management with sophisticated analytics capabilities"}, {"id": "mai-20260917-0922-baseline|c134-l3|anthropic-small|Azure API Management", "prompt": "c134-l3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "offers deep Azure Active Directory integration for Azure-centric teams"}, {"id": "mai-20260917-0922-baseline|c134-l3|anthropic-small|Tyk", "prompt": "c134-l3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tyk delivers enterprise-grade API management without licensing restrictions"}, {"id": "mai-20260917-0922-baseline|c134-l3|anthropic-small|IBM API Connect", "prompt": "c134-l3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "DataPower Gateway is specifically targeted towards the enterprise"}, {"id": "mai-20260917-0922-baseline|c134-l3|anthropic-small|WSO2 API Gateway", "prompt": "c134-l3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "WSO2 API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "WSO2 is built on open standards and designed for flexibility"}, {"id": "mai-20260917-0922-baseline|c134-l3|challenger-small|Apigee", "prompt": "c134-l3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Apigee** if you need the strongest enterprise API management layer, especially for analytics, portals, and monetization."}, {"id": "mai-20260917-0922-baseline|c134-l3|challenger-small|Kong Gateway", "prompt": "c134-l3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best balance of **extensibility, plugins, and deployment flexibility**."}, {"id": "mai-20260917-0922-baseline|c134-l3|challenger-small|AWS API Gateway", "prompt": "c134-l3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep **AWS integration** and low-ops managed experience, but less portable."}, {"id": "mai-20260917-0922-baseline|c134-l3|challenger-small|Azure API Management", "prompt": "c134-l3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tight **Azure AD and Microsoft stack integration**."}, {"id": "mai-20260917-0922-baseline|c134-l3|challenger-small|MuleSoft Anypoint", "prompt": "c134-l3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong **system integration** across SaaS, on-prem, and legacy systems."}, {"id": "mai-20260917-0922-baseline|c134-l3|challenger-small|IBM API Connect", "prompt": "c134-l3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Emphasis on **governance, control, and enterprise lifecycle management**."}, {"id": "mai-20260917-0922-baseline|c134-l3|challenger-small|Tyk", "prompt": "c134-l3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong **open-source gateway** with governance and GraphQL support."}, {"id": "mai-20260917-0922-baseline|c134-l3|challenger-small|Gravitee", "prompt": "c134-l3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Better fit for **event-driven and asynchronous** API ecosystems."}, {"id": "mai-20260917-0922-baseline|c134-l3|deepseek-small|Google Cloud Apigee", "prompt": "c134-l3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"gold standard\" of full-lifecycle API management... Apigee = best for enterprise-scale API programs and monetization"}, {"id": "mai-20260917-0922-baseline|c134-l3|deepseek-small|Kong Gateway (+ Konnect)", "prompt": "c134-l3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway (+ Konnect)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Kong = best all-around flexible gateway"}, {"id": "mai-20260917-0922-baseline|c134-l3|deepseek-small|AWS API Gateway", "prompt": "c134-l3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Teams already living in AWS who want convenience and pay-per-request pricing"}, {"id": "mai-20260917-0922-baseline|c134-l3|deepseek-small|Azure API Management (APIM)", "prompt": "c134-l3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprises betting on Azure, Active Directory/Entra ID, and Microsoft governance tooling."}, {"id": "mai-20260917-0922-baseline|c134-l3|deepseek-small|Tyk", "prompt": "c134-l3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Teams wanting Kong-class flexibility but preferring Go"}, {"id": "mai-20260917-0922-baseline|c134-l3|deepseek-small|Apache APISIX (+ API7 Enterprise)", "prompt": "c134-l3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apache APISIX (+ API7 Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "one of the fastest, fully open-source gateways"}, {"id": "mai-20260917-0922-baseline|c134-l3|deepseek-small|WSO2 API Manager", "prompt": "c134-l3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "WSO2 API Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Enterprises that want full lifecycle management without proprietary lock-in."}, {"id": "mai-20260917-0922-baseline|c134-l3|deepseek-small|MuleSoft Anypoint", "prompt": "c134-l3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise integration + API layer, popular where teams need extensive system integration"}, {"id": "mai-20260917-0922-baseline|c134-l3|deepseek-small|IBM API Connect", "prompt": "c134-l3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong lifecycle/governance control plane, favored by organizations needing strict procurement and approval workflows."}, {"id": "mai-20260917-0922-baseline|c134-l3|deepseek-small|Solo.io Gloo Gateway", "prompt": "c134-l3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Solo.io Gloo Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Kubernetes-native / service mesh emphasis? Kong, APISIX, or Solo.io Gloo Gateway."}, {"id": "mai-20260917-0922-baseline|c134-l3|deepseek-small|KrakenD", "prompt": "c134-l3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "KrakenD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "APISIX/Tyk/KrakenD = best for high-performance open-source, cloud-native needs"}, {"id": "mai-20260917-0922-baseline|c134-l3|google-small|Kong Enterprise (Kong Konnect)", "prompt": "c134-l3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Enterprise (Kong Konnect)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The high-performance, cloud-native standard."}, {"id": "mai-20260917-0922-baseline|c134-l3|google-small|Google Cloud Apigee", "prompt": "c134-l3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The ultimate full-lifecycle management and monetization platform."}, {"id": "mai-20260917-0922-baseline|c134-l3|google-small|MuleSoft Anypoint Platform (Flex Gateway)", "prompt": "c134-l3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "MuleSoft Anypoint Platform (Flex Gateway)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MuleSoft is routinely the most expensive option on the market and can be \"overkill\""}, {"id": "mai-20260917-0922-baseline|c134-l3|google-small|Tyk", "prompt": "c134-l3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The independent, Go-based open-core favorite."}, {"id": "mai-20260917-0922-baseline|c134-l3|google-small|IBM API Connect", "prompt": "c134-l3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The robust, highly secure hybrid-multicloud powerhouse."}, {"id": "mai-20260917-0922-baseline|c134-l3|google-small|AWS API Gateway", "prompt": "c134-l3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "these are the default, friction-free choices"}, {"id": "mai-20260917-0922-baseline|c134-l3|google-small|Azure API Management (APIM)", "prompt": "c134-l3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Azure APIM integrates seamlessly with Active Directory, Azure Functions, and Azure OpenAI"}, {"id": "mai-20260917-0922-baseline|c134-l3|meta-small|Zuplo", "prompt": "c134-l3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade API gateways include Zuplo, Kong, Tyk, AWS API Gateway, Azure API Management, Apigee, Traefik, NGINX, Envoy, and Gravitee."}, {"id": "mai-20260917-0922-baseline|c134-l3|meta-small|Kong", "prompt": "c134-l3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top enterprise-grade API gateways include Zuplo, Kong, Tyk..."}, {"id": "mai-20260917-0922-baseline|c134-l3|meta-small|Tyk", "prompt": "c134-l3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Zuplo, Kong, Tyk, AWS API Gateway"}, {"id": "mai-20260917-0922-baseline|c134-l3|meta-small|AWS API Gateway", "prompt": "c134-l3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AWS API Gateway, Azure API Management, Apigee"}, {"id": "mai-20260917-0922-baseline|c134-l3|meta-small|Azure API Management", "prompt": "c134-l3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Azure API Management, Apigee, Traefik"}, {"id": "mai-20260917-0922-baseline|c134-l3|meta-small|Apigee", "prompt": "c134-l3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Apigee, Traefik, NGINX, Envoy, and Gravitee"}, {"id": "mai-20260917-0922-baseline|c134-l3|meta-small|Traefik", "prompt": "c134-l3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Traefik, NGINX, Envoy, and Gravitee"}, {"id": "mai-20260917-0922-baseline|c134-l3|meta-small|NGINX", "prompt": "c134-l3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "NGINX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "NGINX, Envoy, and Gravitee"}, {"id": "mai-20260917-0922-baseline|c134-l3|meta-small|Envoy", "prompt": "c134-l3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Envoy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Envoy, and Gravitee"}, {"id": "mai-20260917-0922-baseline|c134-l3|meta-small|Gravitee", "prompt": "c134-l3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "and Gravitee"}, {"id": "mai-20260917-0922-baseline|c134-l3|minimax-small|Kong Gateway", "prompt": "c134-l3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Kong Gateway** | Self-hosted + SaaS | Customization & multi-cloud flexibility |"}, {"id": "mai-20260917-0922-baseline|c134-l3|minimax-small|Apache APISIX", "prompt": "c134-l3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apache APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Apache APISIX** | Self-hosted OSS | Fast, cloud-native deployments |"}, {"id": "mai-20260917-0922-baseline|c134-l3|minimax-small|Amazon API Gateway", "prompt": "c134-l3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**AWS-heavy teams**: Amazon API Gateway"}, {"id": "mai-20260917-0922-baseline|c134-l3|minimax-small|Google Apigee", "prompt": "c134-l3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Google Apigee** | Managed SaaS | Enterprise API programs with analytics |"}, {"id": "mai-20260917-0922-baseline|c134-l3|minimax-small|Tyk", "prompt": "c134-l3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Tyk** | OSS + licensed | Go-based plugins, governance |"}, {"id": "mai-20260917-0922-baseline|c134-l3|minimax-small|Azure API Management", "prompt": "c134-l3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Azure API Management** | Managed + self-hosted | Azure ecosystem integration |"}, {"id": "mai-20260917-0922-baseline|c134-l3|minimax-small|IBM API Connect", "prompt": "c134-l3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **IBM API Connect** | Enterprise | Enterprise governance & lifecycle control |"}, {"id": "mai-20260917-0922-baseline|c134-l3|minimax-small|Traefik", "prompt": "c134-l3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Traefik**: Kubernetes-native, automatic service discovery"}, {"id": "mai-20260917-0922-baseline|c134-l3|minimax-small|Gloo Gateway", "prompt": "c134-l3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Gloo Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Gloo Gateway**: Solo.io's Kubernetes-native offering"}, {"id": "mai-20260917-0922-baseline|c134-l3|minimax-small|Emissary-ingress", "prompt": "c134-l3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Emissary-ingress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Emissary-ingress**: Envoy-based ingress"}, {"id": "mai-20260917-0922-baseline|c134-l3|mistral-small|Kong Gateway", "prompt": "c134-l3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most flexible and widely adopted, with strong community and enterprise support."}, {"id": "mai-20260917-0922-baseline|c134-l3|mistral-small|Google Apigee", "prompt": "c134-l3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Large enterprises with complex API programs, especially on Google Cloud Platform"}, {"id": "mai-20260917-0922-baseline|c134-l3|mistral-small|MuleSoft (Anypoint Platform)", "prompt": "c134-l3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "MuleSoft (Anypoint Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for complex, large-scale enterprise environments with legacy systems."}, {"id": "mai-20260917-0922-baseline|c134-l3|mistral-small|AWS API Gateway", "prompt": "c134-l3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Seamless integration with AWS ecosystem, ideal for serverless architectures."}, {"id": "mai-20260917-0922-baseline|c134-l3|mistral-small|Azure API Management", "prompt": "c134-l3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Optimized for Azure, good for Microsoft-centric organizations."}, {"id": "mai-20260917-0922-baseline|c134-l3|mistral-small|Apache APISIX", "prompt": "c134-l3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fully open-source, cloud-native, and highly performant."}, {"id": "mai-20260917-0922-baseline|c134-l3|mistral-small|NGINX", "prompt": "c134-l3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "NGINX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "often used as a foundational component in API gateway architectures"}, {"id": "mai-20260917-0922-baseline|c134-l3|mistral-small|Tyk", "prompt": "c134-l3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Focus on developer experience and API management."}, {"id": "mai-20260917-0922-baseline|c134-l3|moonshot-small|Kong Enterprise / Kong Konnect", "prompt": "c134-l3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Enterprise / Kong Konnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Kong if you need maximum flexibility, Kubernetes-native deployment, or multi-cloud portability"}, {"id": "mai-20260917-0922-baseline|c134-l3|moonshot-small|Apigee (Google Cloud)", "prompt": "c134-l3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Apigee if you need comprehensive API lifecycle management, advanced analytics, and monetization"}, {"id": "mai-20260917-0922-baseline|c134-l3|moonshot-small|MuleSoft Anypoint", "prompt": "c134-l3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose MuleSoft if API management is part of a broader integration strategy"}, {"id": "mai-20260917-0922-baseline|c134-l3|moonshot-small|Azure API Management", "prompt": "c134-l3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Azure APIM if you're heavily invested in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-l3|moonshot-small|AWS API Gateway", "prompt": "c134-l3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose AWS API Gateway if you're all-in on AWS and want serverless, pay-per-use pricing"}, {"id": "mai-20260917-0922-baseline|c134-l3|openai-small|Google Cloud Apigee", "prompt": "c134-l3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Apigee**: strong enterprise API management and governance."}, {"id": "mai-20260917-0922-baseline|c134-l3|openai-small|Amazon API Gateway", "prompt": "c134-l3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mostly AWS?** Start with **Amazon API Gateway**."}, {"id": "mai-20260917-0922-baseline|c134-l3|openai-small|Azure API Management", "prompt": "c134-l3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mostly Azure?** Start with **Azure API Management**."}, {"id": "mai-20260917-0922-baseline|c134-l3|openai-small|Kong Gateway / Kong Konnect", "prompt": "c134-l3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway / Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Kong**: strong hybrid/multi-cloud gateway with extensibility."}, {"id": "mai-20260917-0922-baseline|c134-l3|openai-small|MuleSoft Anypoint Platform", "prompt": "c134-l3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**MuleSoft** is often a top contender."}, {"id": "mai-20260917-0922-baseline|c134-l3|openai-small|IBM API Connect", "prompt": "c134-l3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**IBM API Connect**: enterprise-focused API management with IBM ecosystem fit."}, {"id": "mai-20260917-0922-baseline|c134-l3|openai-small|Tyk", "prompt": "c134-l3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Tyk**: flexible open-source-oriented enterprise gateway/platform."}, {"id": "mai-20260917-0922-baseline|c134-l3|xai-small|Apigee (Google Cloud)", "prompt": "c134-l3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep analytics, monetization, lifecycle mgmt; AI/ML integration | GCP-centric, higher cost"}, {"id": "mai-20260917-0922-baseline|c134-l3|xai-small|IBM API Connect", "prompt": "c134-l3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong governance, hybrid support; #1 in many Gartner use cases | Complex setup"}, {"id": "mai-20260917-0922-baseline|c134-l3|xai-small|Kong", "prompt": "c134-l3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Huge plugin ecosystem (200+), high perf; hybrid/multi-cloud | Ops overhead for self-host"}, {"id": "mai-20260917-0922-baseline|c134-l3|xai-small|AWS API Gateway", "prompt": "c134-l3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Seamless Lambda/ECS integration, auto-scale | Vendor lock-in, basic mgmt features"}, {"id": "mai-20260917-0922-baseline|c134-l3|xai-small|Azure API Management", "prompt": "c134-l3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Azure AD/Functions integration, policies | XML config clunky, Azure lock-in"}, {"id": "mai-20260917-0922-baseline|c134-l3|xai-small|MuleSoft Anypoint", "prompt": "c134-l3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "API-led connectivity, strong portals | Steep learning curve, Salesforce tie-in"}, {"id": "mai-20260917-0922-baseline|c134-l3|xai-small|Apache APISIX", "prompt": "c134-l3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apache APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Top benchmarks (180K QPS/core), dynamic etcd config, 100+ plugins"}, {"id": "mai-20260917-0922-baseline|c134-l3|xai-small|Tyk", "prompt": "c134-l3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Go-based plugins, multi-protocol | Smaller ecosystem than Kong"}, {"id": "mai-20260917-0922-baseline|c134-l3|zai-small|Kong Gateway", "prompt": "c134-l3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong** is the most widely deployed open‑source gateway with a large plugin ecosystem and multi‑gateway governance."}, {"id": "mai-20260917-0922-baseline|c134-l3|zai-small|Google Apigee X", "prompt": "c134-l3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google Apigee X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Apigee** is a premium, full‑lifecycle platform focused on analytics, developer portals, and governance."}, {"id": "mai-20260917-0922-baseline|c134-l3|zai-small|AWS API Gateway", "prompt": "c134-l3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for teams already locked into their respective clouds and prioritizing convenience over control"}, {"id": "mai-20260917-0922-baseline|c134-l3|zai-small|Azure API Management", "prompt": "c134-l3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS API Gateway** and **Azure APIM** are best for teams already locked into their respective clouds"}, {"id": "mai-20260917-0922-baseline|c134-l3|zai-small|Tyk", "prompt": "c134-l3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tyk** and **API7** offer strong open‑source cores with enterprise features and good Kubernetes fit."}, {"id": "mai-20260917-0922-baseline|c134-l3|zai-small|API7 Enterprise", "prompt": "c134-l3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "API7 Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Edge‑native, multi‑gateway control, TypeScript programmability"}, {"id": "mai-20260917-0922-baseline|c134-l3|zai-small|NGINX / NGINX Plus", "prompt": "c134-l3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "NGINX / NGINX Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "High performance, extensible with Lua, widely deployed as a base"}, {"id": "mai-20260917-0922-baseline|c134-l3|zai-small|MuleSoft Anypoint", "prompt": "c134-l3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**MuleSoft** adds an integration layer beyond pure API gateway functions."}, {"id": "mai-20260917-0922-baseline|c134-l4|alibaba-small|Kong", "prompt": "c134-l4", "model": "alibaba-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best option is typically **Kong**"}, {"id": "mai-20260917-0922-baseline|c134-l4|alibaba-small|AWS API Gateway", "prompt": "c134-l4", "model": "alibaba-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Low.** Spikes cause bill shocks."}, {"id": "mai-20260917-0922-baseline|c134-l4|alibaba-small|Tyk", "prompt": "c134-l4", "model": "alibaba-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Runner-Up: Tyk"}, {"id": "mai-20260917-0922-baseline|c134-l4|alibaba-small|Azure API Management (APIM)", "prompt": "c134-l4", "model": "alibaba-small", "cat": "api-gateways", "variant": "budget", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure APIM** is the native choice, though its cost model is slightly different"}, {"id": "mai-20260917-0922-baseline|c134-l4|alibaba-small|Google", "prompt": "c134-l4", "model": "alibaba-small", "cat": "api-gateways", "variant": "budget", "raw": "Google", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "cloud-native providers (AWS, Azure, Google) are convenient, their pricing models are notorious for unpredictability"}, {"id": "mai-20260917-0922-baseline|c134-l4|anthropic-small|Zuplo", "prompt": "c134-l4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Flat-rate subscription models ... are offered by Zuplo's Enterprise tier and some MuleSoft contracts"}, {"id": "mai-20260917-0922-baseline|c134-l4|anthropic-small|MuleSoft", "prompt": "c134-l4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "offered by Zuplo's Enterprise tier and some MuleSoft contracts"}, {"id": "mai-20260917-0922-baseline|c134-l4|anthropic-small|Apigee", "prompt": "c134-l4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend evaluating your expected request volume and choosing between Apigee or Gravitee if predictability is your primary concern"}, {"id": "mai-20260917-0922-baseline|c134-l4|anthropic-small|Gravitee", "prompt": "c134-l4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "Gravitee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "choosing between Apigee or Gravitee if predictability is your primary concern"}, {"id": "mai-20260917-0922-baseline|c134-l4|challenger-small|Apigee", "prompt": "c134-l4", "model": "challenger-small", "cat": "api-gateways", "variant": "budget", "raw": "Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Apigee** if you want an enterprise contract with more stable, quote-based pricing"}, {"id": "mai-20260917-0922-baseline|c134-l4|challenger-small|AWS API Gateway", "prompt": "c134-l4", "model": "challenger-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "if your company is already all-in on AWS and wants the most predictable *usage-based* bill, **AWS API Gateway** is the simpler choice"}, {"id": "mai-20260917-0922-baseline|c134-l4|challenger-small|Kong", "prompt": "c134-l4", "model": "challenger-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing often depends on licensing plus infrastructure, so total cost is less inherently predictable"}, {"id": "mai-20260917-0922-baseline|c134-l4|deepseek-small|Kong Enterprise / Kong Gateway (self-hosted)", "prompt": "c134-l4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Enterprise / Kong Gateway (self-hosted)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary: Kong Enterprise (self-hosted)** — You get enterprise features ... on an annual flat-rate contract"}, {"id": "mai-20260917-0922-baseline|c134-l4|deepseek-small|Zuplo Enterprise", "prompt": "c134-l4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative if you want zero infrastructure management: a flat-rate managed subscription** like Zuplo Enterprise"}, {"id": "mai-20260917-0922-baseline|c134-l4|deepseek-small|MuleSoft", "prompt": "c134-l4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "MuleSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or a negotiated MuleSoft contract, where a fixed annual fee covers capacity and features"}, {"id": "mai-20260917-0922-baseline|c134-l4|deepseek-small|AWS API Gateway", "prompt": "c134-l4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "I'd steer clear of AWS API Gateway and Apigee's usage-based tiers"}, {"id": "mai-20260917-0922-baseline|c134-l4|deepseek-small|Apigee", "prompt": "c134-l4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Apigee** is the worst for cost predictability"}, {"id": "mai-20260917-0922-baseline|c134-l4|deepseek-small|Azure API Management", "prompt": "c134-l4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Per-environment | Apigee X, Azure API Management | ⚠️ Medium"}, {"id": "mai-20260917-0922-baseline|c134-l4|deepseek-small|Kong Konnect", "prompt": "c134-l4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Konnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Per-gateway/service | Kong Konnect | ⚠️ Medium — predictable per instance, but scales with # services"}, {"id": "mai-20260917-0922-baseline|c134-l4|deepseek-small|Kong OSS", "prompt": "c134-l4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Kong OSS / Apache APISIX** self-hosted is free software; your only cost is your own infrastructure"}, {"id": "mai-20260917-0922-baseline|c134-l4|deepseek-small|Apache APISIX", "prompt": "c134-l4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Open source (self-hosted) | Kong OSS, Apache APISIX, Tyk | ✅ Best"}, {"id": "mai-20260917-0922-baseline|c134-l4|deepseek-small|Tyk", "prompt": "c134-l4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Open source (self-hosted) | Kong OSS, Apache APISIX, Tyk"}, {"id": "mai-20260917-0922-baseline|c134-l4|google-small|AWS API Gateway", "prompt": "c134-l4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoiding **consumption-based (pay-per-request) pricing**... per-request billing (like AWS API Gateway or Google Apigee) highly unpredictable and cost-prohibitive"}, {"id": "mai-20260917-0922-baseline|c134-l4|google-small|Google Apigee", "prompt": "c134-l4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "Google Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "per-request billing (like AWS API Gateway or Google Apigee) highly unpredictable and cost-prohibitive"}, {"id": "mai-20260917-0922-baseline|c134-l4|google-small|Tyk", "prompt": "c134-l4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Tyk (Professional/Enterprise)** is the most complete option"}, {"id": "mai-20260917-0922-baseline|c134-l4|google-small|KrakenD Enterprise", "prompt": "c134-l4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "KrakenD Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your priority is **raw performance, simplicity, and zero usage-based billing at scale**, go with **KrakenD Enterprise**."}, {"id": "mai-20260917-0922-baseline|c134-l4|google-small|Azure API Management", "prompt": "c134-l4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Large, Microsoft-centric enterprises that want flat-fee cloud predictability"}, {"id": "mai-20260917-0922-baseline|c134-l4|google-small|Solo.io Gloo Gateway", "prompt": "c134-l4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "Solo.io Gloo Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Kubernetes-native enterprises looking to replace AWS API Gateway"}, {"id": "mai-20260917-0922-baseline|c134-l4|google-small|Traefik Hub", "prompt": "c134-l4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "Traefik Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Gateways like Solo Gloo Gateway or Traefik Hub charge based on the **number of clusters or nodes deployed**"}, {"id": "mai-20260917-0922-baseline|c134-l4|meta-small|Kong Enterprise", "prompt": "c134-l4", "model": "meta-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best API gateway for a large company that needs predictable total cost across thousands of users is Kong Enterprise or Apigee"}, {"id": "mai-20260917-0922-baseline|c134-l4|meta-small|Apigee", "prompt": "c134-l4", "model": "meta-small", "cat": "api-gateways", "variant": "budget", "raw": "Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is Kong Enterprise or Apigee, with prices ranging from $50,000 to $200,000+ per year"}, {"id": "mai-20260917-0922-baseline|c134-l4|mistral-small|Google Apigee (especially Apigee X)", "prompt": "c134-l4", "model": "mistral-small", "cat": "api-gateways", "variant": "budget", "raw": "Google Apigee (especially Apigee X)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google Apigee X** is the best fit due to its subscription-based, committed-use pricing and high-volume discounts."}, {"id": "mai-20260917-0922-baseline|c134-l4|mistral-small|Kong Enterprise", "prompt": "c134-l4", "model": "mistral-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kong Enterprise** is a good alternative, but you may need to negotiate pricing and manage infrastructure."}, {"id": "mai-20260917-0922-baseline|c134-l4|moonshot-small|Kong Enterprise", "prompt": "c134-l4", "model": "moonshot-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong Enterprise** (Best Overall for Predictable Costs)"}, {"id": "mai-20260917-0922-baseline|c134-l4|moonshot-small|Tyk Professional/Enterprise", "prompt": "c134-l4", "model": "moonshot-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk Professional/Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tyk Professional/Enterprise** (Strong Alternative)"}, {"id": "mai-20260917-0922-baseline|c134-l4|moonshot-small|Apigee Enterprise", "prompt": "c134-l4", "model": "moonshot-small", "cat": "api-gateways", "variant": "budget", "raw": "Apigee Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caveat**: Still has usage-based components; less predictable than Kong/Tyk"}, {"id": "mai-20260917-0922-baseline|c134-l4|moonshot-small|AWS API Gateway", "prompt": "c134-l4", "model": "moonshot-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why Avoid Pure Usage-Based Models? | AWS API Gateway | Per-million calls | $3.50/M REST calls → $35,000/month"}, {"id": "mai-20260917-0922-baseline|c134-l4|moonshot-small|Azure API Management", "prompt": "c134-l4", "model": "moonshot-small", "cat": "api-gateways", "variant": "budget", "raw": "Azure API Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why Avoid Pure Usage-Based Models? ... Azure API Management | Consumption | ~$3.50/M calls"}, {"id": "mai-20260917-0922-baseline|c134-l4|openai-small|Apigee (Google Cloud)", "prompt": "c134-l4", "model": "openai-small", "cat": "api-gateways", "variant": "budget", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Apigee (Google Cloud), especially its subscription tiers**"}, {"id": "mai-20260917-0922-baseline|c134-l4|openai-small|Amazon API Gateway", "prompt": "c134-l4", "model": "openai-small", "cat": "api-gateways", "variant": "budget", "raw": "Amazon API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "is primarily **usage-based**: you pay per API call plus data transfer, so cost scales directly with traffic and is less predictable"}, {"id": "mai-20260917-0922-baseline|c134-l4|openai-small|Google Cloud API Gateway", "prompt": "c134-l4", "model": "openai-small", "cat": "api-gateways", "variant": "budget", "raw": "Google Cloud API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "also usage-based per call, so it's generally not the best choice if predictability is the main goal"}, {"id": "mai-20260917-0922-baseline|c134-l4|openai-small|Tyk", "prompt": "c134-l4", "model": "openai-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tyk** is worth evaluating too"}, {"id": "mai-20260917-0922-baseline|c134-l4|xai-small|Azure API Management (Premium v2)", "prompt": "c134-l4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "Azure API Management (Premium v2)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For cloud-native, **Azure APIM Premium** if in MSFT stack"}, {"id": "mai-20260917-0922-baseline|c134-l4|xai-small|Google Apigee (Enterprise/Subscription Tiers)", "prompt": "c134-l4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "Google Apigee (Enterprise/Subscription Tiers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Apigee** for GCP"}, {"id": "mai-20260917-0922-baseline|c134-l4|xai-small|Kong (Enterprise Edition)", "prompt": "c134-l4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong (Enterprise Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **Kong Enterprise** or **Tyk Professional** for their balance of features, OSS flexibility, and flat negotiable pricing"}, {"id": "mai-20260917-0922-baseline|c134-l4|xai-small|Tyk (Professional/Enterprise)", "prompt": "c134-l4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk (Professional/Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with **Kong Enterprise** or **Tyk Professional** for their balance of features, OSS flexibility, and flat negotiable pricing"}, {"id": "mai-20260917-0922-baseline|c134-l4|xai-small|Gravitee (Planet/Galaxy/Universe)", "prompt": "c134-l4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "Gravitee (Planet/Galaxy/Universe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure APIM Premium or Gravitee's flats excel here."}, {"id": "mai-20260917-0922-baseline|c134-l4|xai-small|MuleSoft Anypoint", "prompt": "c134-l4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Expensive; complex metering (flows + messages)."}, {"id": "mai-20260917-0922-baseline|c134-l4|xai-small|AWS API Gateway", "prompt": "c134-l4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid pure usage-based like AWS API Gateway ... unpredictable/linearly scales with users/traffic"}, {"id": "mai-20260917-0922-baseline|c134-l4|xai-small|Cloudflare API Gateway", "prompt": "c134-l4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "Cloudflare API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cloudflare API Gateway (ultra-low ~$0.15/M at scale, zero egress) for edge perf"}, {"id": "mai-20260917-0922-baseline|c134-l4|xai-small|Zuplo", "prompt": "c134-l4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Zuplo (flat Enterprise tiers) for programmable/developer-focused"}, {"id": "mai-20260917-0922-baseline|c134-l4|zai-small|Cloudflare API Gateway (with Workers)", "prompt": "c134-l4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "Cloudflare API Gateway (with Workers)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare API Gateway (with Workers)** is the best choice"}, {"id": "mai-20260917-0922-baseline|c134-l4|zai-small|Azure API Management", "prompt": "c134-l4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Azure API Management** (subscription-based with a clear base cost) is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c134-l4|zai-small|AWS API Gateway", "prompt": "c134-l4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "At 1 B requests/month, you're looking at **$3.5M+/month** plus egress—far from predictable for a large enterprise."}, {"id": "mai-20260917-0922-baseline|c134-l4|zai-small|Google Apigee", "prompt": "c134-l4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High base cost and complex pricing that can balloon with multiple environments and regions."}, {"id": "mai-20260917-0922-baseline|c134-l4|zai-small|Kong Konnect", "prompt": "c134-l4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Konnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Multiple microservices quickly multiply the gateway-service cost, making the bill unpredictable."}, {"id": "mai-20260917-0922-baseline|c134-l4|zai-small|Traefik Hub", "prompt": "c134-l4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "Traefik Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Hard to predict total cost without a detailed contract and infrastructure budget."}, {"id": "mai-20260917-0922-baseline|c134-l4|zai-small|Zuplo", "prompt": "c134-l4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good predictability for moderate volumes, but the per-100K overage can add up quickly"}, {"id": "mai-20260917-0922-baseline|c134-l5|alibaba-small|Kong", "prompt": "c134-l5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "whether open-source based like Kong/Apigee or proprietary like MuleSoft"}, {"id": "mai-20260917-0922-baseline|c134-l5|alibaba-small|Apigee", "prompt": "c134-l5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "open-source based like Kong/Apigee or proprietary like MuleSoft"}, {"id": "mai-20260917-0922-baseline|c134-l5|alibaba-small|MuleSoft", "prompt": "c134-l5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "proprietary like MuleSoft"}, {"id": "mai-20260917-0922-baseline|c134-l5|alibaba-small|AWS API Gateway", "prompt": "c134-l5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "*Traffic based:* Often creates \"bill shock\" (e.g., AWS)."}, {"id": "mai-20260917-0922-baseline|c134-l5|alibaba-small|Tyk", "prompt": "c134-l5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "When you send the RFP to vendors (e.g., Kong, AWS API Gateway, Apigee, MuleSoft, Tyk)"}, {"id": "mai-20260917-0922-baseline|c134-l5|deepseek-small|Kong", "prompt": "c134-l5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–4 gateways (e.g., Kong, Apigee, AWS API Gateway, Zuplo, Tyk, Solo/Envoy — pick based on your deployment preference)."}, {"id": "mai-20260917-0922-baseline|c134-l5|deepseek-small|Apigee", "prompt": "c134-l5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3–4 gateways (e.g., Kong, Apigee, AWS API Gateway, Zuplo, Tyk, Solo/Envoy"}, {"id": "mai-20260917-0922-baseline|c134-l5|deepseek-small|AWS API Gateway", "prompt": "c134-l5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Kong, Apigee, AWS API Gateway, Zuplo, Tyk, Solo/Envoy"}, {"id": "mai-20260917-0922-baseline|c134-l5|deepseek-small|Zuplo", "prompt": "c134-l5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Kong, Apigee, AWS API Gateway, Zuplo, Tyk, Solo/Envoy"}, {"id": "mai-20260917-0922-baseline|c134-l5|deepseek-small|Tyk", "prompt": "c134-l5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Kong, Apigee, AWS API Gateway, Zuplo, Tyk, Solo/Envoy"}, {"id": "mai-20260917-0922-baseline|c134-l5|deepseek-small|Solo/Envoy", "prompt": "c134-l5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "Solo/Envoy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Kong, Apigee, AWS API Gateway, Zuplo, Tyk, Solo/Envoy — pick based on your deployment preference"}, {"id": "mai-20260917-0922-baseline|c134-l5|google-small|Kong Enterprise / Konnect", "prompt": "c134-l5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong Enterprise / Konnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Excellent. Enterprise package has robust OIDC/SAML, SOC 2 Type II, and predictable node-based pricing."}, {"id": "mai-20260917-0922-baseline|c134-l5|google-small|Apigee (Google Cloud)", "prompt": "c134-l5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Very mature, but famously expensive. Pricing can be complex to negotiate during procurement."}, {"id": "mai-20260917-0922-baseline|c134-l5|google-small|Tyk", "prompt": "c134-l5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very procurement-friendly. Less complex pricing models than Kong/Apigee."}, {"id": "mai-20260917-0922-baseline|c134-l5|google-small|MuleSoft Anypoint", "prompt": "c134-l5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Heavyweight and incredibly expensive. Usually only selected if the company already heavily uses Salesforce/MuleSoft."}, {"id": "mai-20260917-0922-baseline|c134-l5|google-small|Cloudflare API Gateway", "prompt": "c134-l5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "Cloudflare API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for procurement (consolidated spend) and outstanding SOC 2/security posture, but less flexible for deep on-prem/hybrid architectures."}, {"id": "mai-20260917-0922-baseline|c134-l5|meta-small|Zuplo", "prompt": "c134-l5", "model": "meta-small", "cat": "api-gateways", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zuplo: Offers a comprehensive API gateway with support for SSO, audit logs, and regulatory compliance."}, {"id": "mai-20260917-0922-baseline|c134-l5|meta-small|Cotocus", "prompt": "c134-l5", "model": "meta-small", "cat": "api-gateways", "variant": "scale", "raw": "Cotocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cotocus: Provides a comparison of top API gateways, highlighting their features, pros, and cons."}, {"id": "mai-20260917-0922-baseline|c134-l5|meta-small|llmgateway.io", "prompt": "c134-l5", "model": "meta-small", "cat": "api-gateways", "variant": "scale", "raw": "llmgateway.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "llmgateway.io: Offers an Enterprise LLM Gateway with SOC 2 Type II certification, enterprise SSO, and audit logs."}, {"id": "mai-20260917-0922-baseline|c134-l5|meta-small|composio.dev", "prompt": "c134-l5", "model": "meta-small", "cat": "api-gateways", "variant": "scale", "raw": "composio.dev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "composio.dev: Discusses MCP Gateway Governance, highlighting its role in managing access to tools and services for AI agents."}, {"id": "mai-20260917-0922-baseline|c134-l5|meta-small|solo.io", "prompt": "c134-l5", "model": "meta-small", "cat": "api-gateways", "variant": "scale", "raw": "solo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "solo.io: Provides an API Gateway Platform for Kubernetes with SOC 2 certification, authentication, rate limiting, and WAF policy."}, {"id": "mai-20260917-0922-baseline|c134-l5|minimax-small|Kong", "prompt": "c134-l5", "model": "minimax-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise API gateways (Kong, Apigee, Zuplo, AWS API Gateway, etc.) typically range"}, {"id": "mai-20260917-0922-baseline|c134-l5|minimax-small|Apigee", "prompt": "c134-l5", "model": "minimax-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The vendors positioning strongly for this include **Kong Enterprise**, **Apigee**, **Zuplo Enterprise**, and **AWS API Gateway**"}, {"id": "mai-20260917-0922-baseline|c134-l5|minimax-small|Zuplo", "prompt": "c134-l5", "model": "minimax-small", "cat": "api-gateways", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Zuplo Enterprise**"}, {"id": "mai-20260917-0922-baseline|c134-l5|minimax-small|AWS API Gateway", "prompt": "c134-l5", "model": "minimax-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**AWS API Gateway** (with additional enterprise support)"}, {"id": "mai-20260917-0922-baseline|c134-l5|mistral-small|Kong", "prompt": "c134-l5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some vendors (e.g., Kong, Apigee) offer both."}, {"id": "mai-20260917-0922-baseline|c134-l5|mistral-small|Apigee (Google)", "prompt": "c134-l5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee (Google)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Apigee (Google)| Enterprise features, analytics"}, {"id": "mai-20260917-0922-baseline|c134-l5|mistral-small|AWS API Gateway", "prompt": "c134-l5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AWS API Gateway| AWS-native, Lambda integration | Cloud only"}, {"id": "mai-20260917-0922-baseline|c134-l5|mistral-small|Azure API Mgmt", "prompt": "c134-l5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "Azure API Mgmt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Azure API Mgmt | Azure-native, hybrid"}, {"id": "mai-20260917-0922-baseline|c134-l5|mistral-small|MuleSoft", "prompt": "c134-l5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "MuleSoft | Anypoint platform, Salesforce"}, {"id": "mai-20260917-0922-baseline|c134-l5|mistral-small|Tyk", "prompt": "c134-l5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tyk | Open-source, multi-cloud"}, {"id": "mai-20260917-0922-baseline|c134-l5|mistral-small|NGINX Plus", "prompt": "c134-l5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "NGINX Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "NGINX Plus | High performance, WAF"}, {"id": "mai-20260917-0922-baseline|c134-l5|moonshot-small|Kong Gateway OSS", "prompt": "c134-l5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong Gateway OSS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are cloud-agnostic or hybrid, **Kong** or **Tyk** often win on flexibility."}, {"id": "mai-20260917-0922-baseline|c134-l5|moonshot-small|Tyk OSS", "prompt": "c134-l5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Tyk OSS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are cloud-agnostic or hybrid, **Kong** or **Tyk** often win on flexibility."}, {"id": "mai-20260917-0922-baseline|c134-l5|moonshot-small|Apigee X (Google)", "prompt": "c134-l5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee X (Google)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Apigee fits if you need sophisticated API product management and monetization."}, {"id": "mai-20260917-0922-baseline|c134-l5|moonshot-small|AWS API Gateway", "prompt": "c134-l5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are deeply embedded in AWS or Azure, the native gateway reduces integration tax but increases lock-in."}, {"id": "mai-20260917-0922-baseline|c134-l5|moonshot-small|Azure API Management", "prompt": "c134-l5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong if you are a Microsoft shop; good developer portal"}, {"id": "mai-20260917-0922-baseline|c134-l5|openai-small|Kong", "prompt": "c134-l5", "model": "openai-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a **comparison matrix** for specific gateways like Kong, Apigee, Azure API Management, MuleSoft, or AWS API Gateway."}, {"id": "mai-20260917-0922-baseline|c134-l5|openai-small|Apigee", "prompt": "c134-l5", "model": "openai-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "specific gateways like Kong, Apigee, Azure API Management, MuleSoft, or AWS API Gateway."}, {"id": "mai-20260917-0922-baseline|c134-l5|openai-small|Azure API Management", "prompt": "c134-l5", "model": "openai-small", "cat": "api-gateways", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specific gateways like Kong, Apigee, Azure API Management, MuleSoft, or AWS API Gateway."}, {"id": "mai-20260917-0922-baseline|c134-l5|openai-small|MuleSoft", "prompt": "c134-l5", "model": "openai-small", "cat": "api-gateways", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specific gateways like Kong, Apigee, Azure API Management, MuleSoft, or AWS API Gateway."}, {"id": "mai-20260917-0922-baseline|c134-l5|openai-small|AWS API Gateway", "prompt": "c134-l5", "model": "openai-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific gateways like Kong, Apigee, Azure API Management, MuleSoft, or AWS API Gateway."}, {"id": "mai-20260917-0922-baseline|c134-l5|xai-small|Kong", "prompt": "c134-l5", "model": "xai-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Popular compliant options include **Kong (SOC 2 Type II)**... **Shortlist**: RFP with top 3–5 (e.g., Kong Konnect, Zuplo, Tyk)"}, {"id": "mai-20260917-0922-baseline|c134-l5|xai-small|Tyk", "prompt": "c134-l5", "model": "xai-small", "cat": "api-gateways", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shortlist**: RFP with top 3–5 (e.g., Kong Konnect, Zuplo, Tyk)"}, {"id": "mai-20260917-0922-baseline|c134-l5|xai-small|Zuplo", "prompt": "c134-l5", "model": "xai-small", "cat": "api-gateways", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zuplo (SOC 2 Type II)**"}, {"id": "mai-20260917-0922-baseline|c134-l5|xai-small|AWS API Gateway", "prompt": "c134-l5", "model": "xai-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular compliant options include ... **AWS API Gateway**, **Apigee**, and **Gloo Gateway**"}, {"id": "mai-20260917-0922-baseline|c134-l5|xai-small|Apigee", "prompt": "c134-l5", "model": "xai-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular compliant options include ... **Apigee**"}, {"id": "mai-20260917-0922-baseline|c134-l5|xai-small|Gloo Gateway", "prompt": "c134-l5", "model": "xai-small", "cat": "api-gateways", "variant": "scale", "raw": "Gloo Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "and **Gloo Gateway**—request POCs to validate"}, {"id": "mai-20260917-0922-baseline|c134-l6|alibaba-small|AWS API Gateway", "prompt": "c134-l6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Verdict: Avoid if pursuing a Multi-Cloud Strategy... While these are excellent choices for organizations entirely committed to their respective clouds"}, {"id": "mai-20260917-0922-baseline|c134-l6|alibaba-small|Azure APIM", "prompt": "c134-l6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Azure APIM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Verdict: Avoid if pursuing a Multi-Cloud Strategy."}, {"id": "mai-20260917-0922-baseline|c134-l6|alibaba-small|Google Cloud Endpoints", "prompt": "c134-l6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Google Cloud Endpoints", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Verdict: Avoid if pursuing a Multi-Cloud Strategy."}, {"id": "mai-20260917-0922-baseline|c134-l6|alibaba-small|MuleSoft (Anypoint Platform)", "prompt": "c134-l6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "MuleSoft (Anypoint Platform)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Verdict: Avoid as a pure \"API Gateway\"; use cautiously for High-Throughput Data Pipelines."}, {"id": "mai-20260917-0922-baseline|c134-l6|alibaba-small|Google Apigee (X)", "prompt": "c134-l6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Google Apigee (X)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Verdict: Avoid if building a Modern, Kubernetes-Native Stack."}, {"id": "mai-20260917-0922-baseline|c134-l6|alibaba-small|Kong", "prompt": "c134-l6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Standalone Open Source Options (e.g., Base Kong, Tyk) Verdict: Be Cautious regarding Operational Debt."}, {"id": "mai-20260917-0922-baseline|c134-l6|alibaba-small|Tyk", "prompt": "c134-l6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Standalone Open Source Options (e.g., Base Kong, Tyk) Verdict: Be Cautious regarding Operational Debt."}, {"id": "mai-20260917-0922-baseline|c134-l6|alibaba-small|Gloo", "prompt": "c134-l6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Gloo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "compared to newer, lightweight gateways like Kong or Gloo"}, {"id": "mai-20260917-0922-baseline|c134-l6|anthropic-small|AWS API Gateway", "prompt": "c134-l6", "model": "anthropic-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "AWS will require you to be locked into AWS only on a go-forward basis."}, {"id": "mai-20260917-0922-baseline|c134-l6|anthropic-small|Kong", "prompt": "c134-l6", "model": "anthropic-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Kong is not able to natively support these use cases... Kong does not have a dedicated Identity and Access Management solution."}, {"id": "mai-20260917-0922-baseline|c134-l6|anthropic-small|Azure API Management", "prompt": "c134-l6", "model": "anthropic-small", "cat": "api-gateways", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "self-hosted gateways need outbound connectivity to Azure for configuration and telemetry... Azure remains the control point."}, {"id": "mai-20260917-0922-baseline|c134-l6|anthropic-small|Istio", "prompt": "c134-l6", "model": "anthropic-small", "cat": "api-gateways", "variant": "negative", "raw": "Istio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "or a Service Mesh (Istio, Linkerd)"}, {"id": "mai-20260917-0922-baseline|c134-l6|anthropic-small|Linkerd", "prompt": "c134-l6", "model": "anthropic-small", "cat": "api-gateways", "variant": "negative", "raw": "Linkerd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or a Service Mesh (Istio, Linkerd)"}, {"id": "mai-20260917-0922-baseline|c134-l6|challenger-small|Apigee", "prompt": "c134-l6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "caution around **Apigee-style legacy enterprise gateways**... **Apigee and other older gateways** ... are built on outdated approaches and are not well suited to modern cloud-native architectures"}, {"id": "mai-20260917-0922-baseline|c134-l6|challenger-small|Kong", "prompt": "c134-l6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "including Kong, 3scale, and Layer7 in that article's framing) are built on outdated approaches"}, {"id": "mai-20260917-0922-baseline|c134-l6|challenger-small|3scale", "prompt": "c134-l6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "3scale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "including Kong, 3scale, and Layer7 in that article's framing) are built on outdated approaches"}, {"id": "mai-20260917-0922-baseline|c134-l6|challenger-small|Layer7", "prompt": "c134-l6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "Layer7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "including Kong, 3scale, and Layer7 in that article's framing) are built on outdated approaches"}, {"id": "mai-20260917-0922-baseline|c134-l6|challenger-small|AWS API Gateway", "prompt": "c134-l6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "one source says AWS API Gateway can be the wrong choice and that ALB may be more appropriate"}, {"id": "mai-20260917-0922-baseline|c134-l6|challenger-small|ALB", "prompt": "c134-l6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "ALB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AWS API Gateway can be the wrong choice and that ALB may be more appropriate"}, {"id": "mai-20260917-0922-baseline|c134-l6|deepseek-small|Amazon API Gateway", "prompt": "c134-l6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Amazon API Gateway — *use with eyes open on cost & lock-in*"}, {"id": "mai-20260917-0922-baseline|c134-l6|deepseek-small|Apigee (Google)", "prompt": "c134-l6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee (Google)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Apigee (Google) — *heavy, complex, expensive, resource-hungry*"}, {"id": "mai-20260917-0922-baseline|c134-l6|deepseek-small|Kong", "prompt": "c134-l6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "prefer **platform-agnostic, standards-based gateways** (Kong, Envoy-based solutions like Gloo, APISIX, Traefik...)"}, {"id": "mai-20260917-0922-baseline|c134-l6|deepseek-small|Gloo", "prompt": "c134-l6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "Gloo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Envoy-based solutions like Gloo, APISIX, Traefik, or managed cross-cloud options"}, {"id": "mai-20260917-0922-baseline|c134-l6|deepseek-small|APISIX", "prompt": "c134-l6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Envoy-based solutions like Gloo, APISIX, Traefik"}, {"id": "mai-20260917-0922-baseline|c134-l6|deepseek-small|Traefik", "prompt": "c134-l6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Envoy-based solutions like Gloo, APISIX, Traefik"}, {"id": "mai-20260917-0922-baseline|c134-l6|google-small|AWS API Gateway", "prompt": "c134-l6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Proprietary, Cloud-Locked Gateways (Approach with Caution)... they are dangerous for enterprises with hybrid or multi-cloud strategies."}, {"id": "mai-20260917-0922-baseline|c134-l6|google-small|Azure API Management (APIM)", "prompt": "c134-l6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Proprietary, Cloud-Locked Gateways (Approach with Caution)"}, {"id": "mai-20260917-0922-baseline|c134-l6|google-small|Google Cloud API Gateway", "prompt": "c134-l6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Google Cloud API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Proprietary, Cloud-Locked Gateways (Approach with Caution)"}, {"id": "mai-20260917-0922-baseline|c134-l6|google-small|Google Apigee Hybrid", "prompt": "c134-l6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Google Apigee Hybrid", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "requires complex, expensive hybrid control planes (like Google Apigee Hybrid)"}, {"id": "mai-20260917-0922-baseline|c134-l6|google-small|MuleSoft Anypoint", "prompt": "c134-l6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Monolithic, Legacy \"ESB-Style\" Gateways (Avoid or Migrate Away From)"}, {"id": "mai-20260917-0922-baseline|c134-l6|google-small|CA Technologies (Layer7)", "prompt": "c134-l6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "CA Technologies (Layer7)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Monolithic, Legacy \"ESB-Style\" Gateways (Avoid or Migrate Away From)"}, {"id": "mai-20260917-0922-baseline|c134-l6|google-small|Software AG webMethods", "prompt": "c134-l6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Software AG webMethods", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Monolithic, Legacy \"ESB-Style\" Gateways (Avoid or Migrate Away From)"}, {"id": "mai-20260917-0922-baseline|c134-l6|google-small|Zuplo", "prompt": "c134-l6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Zuplo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "SaaS-Only Edge Gateways with \"No-Self-Host\" Options (Avoid for Regulated Sectors)"}, {"id": "mai-20260917-0922-baseline|c134-l6|google-small|Akamai Edge", "prompt": "c134-l6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Akamai Edge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "SaaS-Only Edge Gateways with \"No-Self-Host\" Options (Avoid for Regulated Sectors)"}, {"id": "mai-20260917-0922-baseline|c134-l6|google-small|Netflix Zuul 1", "prompt": "c134-l6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Netflix Zuul 1", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Zuul 1 is blocking/synchronous and largely abandoned by the modern community"}, {"id": "mai-20260917-0922-baseline|c134-l6|google-small|Express Gateway", "prompt": "c134-l6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Express Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "it lacks the raw throughput, concurrency, and security engineering of Go, Rust, or Envoy-based gateways at enterprise scale"}, {"id": "mai-20260917-0922-baseline|c134-l6|google-small|Spring Cloud Gateway", "prompt": "c134-l6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Spring Cloud Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Spring Cloud Gateway is excellent *if* your entire enterprise is a JVM/Spring Boot shop. However, if your enterprise is polyglot ... creates massive cognitive overhead"}, {"id": "mai-20260917-0922-baseline|c134-l6|google-small|Kong Enterprise", "prompt": "c134-l6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "When evaluating modern API gateways (such as **Kong Enterprise**, **Apache APISIX**, **Tyk**, or **Gloo Gateway**), prioritize those"}, {"id": "mai-20260917-0922-baseline|c134-l6|google-small|Apache APISIX", "prompt": "c134-l6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Apache APISIX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "such as **Kong Enterprise**, **Apache APISIX**, **Tyk**, or **Gloo Gateway**"}, {"id": "mai-20260917-0922-baseline|c134-l6|google-small|Tyk", "prompt": "c134-l6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "such as **Kong Enterprise**, **Apache APISIX**, **Tyk**, or **Gloo Gateway**"}, {"id": "mai-20260917-0922-baseline|c134-l6|google-small|Gloo Gateway", "prompt": "c134-l6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Gloo Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "such as **Kong Enterprise**, **Apache APISIX**, **Tyk**, or **Gloo Gateway**"}, {"id": "mai-20260917-0922-baseline|c134-l6|meta-small|Apigee", "prompt": "c134-l6", "model": "meta-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "reasons to avoid Apigee as an API gateway"}, {"id": "mai-20260917-0922-baseline|c134-l6|meta-small|Kong Gateway", "prompt": "c134-l6", "model": "meta-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a list of best API gateways in 2026, including Kong Gateway, Apache APISIX, and Traefik"}, {"id": "mai-20260917-0922-baseline|c134-l6|meta-small|Apache APISIX", "prompt": "c134-l6", "model": "meta-small", "cat": "api-gateways", "variant": "negative", "raw": "Apache APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a list of best API gateways in 2026, including Kong Gateway, Apache APISIX, and Traefik"}, {"id": "mai-20260917-0922-baseline|c134-l6|meta-small|Traefik", "prompt": "c134-l6", "model": "meta-small", "cat": "api-gateways", "variant": "negative", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a list of best API gateways in 2026, including Kong Gateway, Apache APISIX, and Traefik"}, {"id": "mai-20260917-0922-baseline|c134-l6|minimax-small|AWS API Gateway", "prompt": "c134-l6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "AWS API Gateway can become costly and limiting at scale."}, {"id": "mai-20260917-0922-baseline|c134-l6|minimax-small|Apigee (Google Cloud)", "prompt": "c134-l6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Apigee may introduce unnecessary latency and complexity for cloud-native workloads."}, {"id": "mai-20260917-0922-baseline|c134-l6|minimax-small|Kong Gateway", "prompt": "c134-l6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Kong demands significant operational expertise."}, {"id": "mai-20260917-0922-baseline|c134-l6|minimax-small|NGINX", "prompt": "c134-l6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "NGINX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprises that cannot invest in centralizing policy enforcement, observability, and lifecycle management should not rely on basic proxies as their primary API gateway."}, {"id": "mai-20260917-0922-baseline|c134-l6|minimax-small|HAProxy", "prompt": "c134-l6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "HAProxy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Some organizations use basic NGINX or HAProxy configurations as de facto API gateways... they fall short in enterprise contexts"}, {"id": "mai-20260917-0922-baseline|c134-l6|moonshot-small|Kong Gateway Enterprise 3.8.x", "prompt": "c134-l6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Gateway Enterprise 3.8.x", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "EOL as of September 2025; entered sunset support period ending September 2026"}, {"id": "mai-20260917-0922-baseline|c134-l6|moonshot-small|Apigee Edge (Classic)", "prompt": "c134-l6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee Edge (Classic)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Multiple features deprecated/retired through 2025-2026 | Migrate to Apigee X"}, {"id": "mai-20260917-0922-baseline|c134-l6|moonshot-small|AWS API Gateway", "prompt": "c134-l6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Abandoned by high-scale architectures due to: Hard ceilings on throughput and latency"}, {"id": "mai-20260917-0922-baseline|c134-l6|moonshot-small|Azure API Management", "prompt": "c134-l6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "XML-based policies with C# expressions | Azure-specific; requires complete rewrite to migrate"}, {"id": "mai-20260917-0922-baseline|c134-l6|moonshot-small|Apigee", "prompt": "c134-l6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Proprietary proxy configurations and analytics | Deep Google Cloud integration makes exit costly"}, {"id": "mai-20260917-0922-baseline|c134-l6|moonshot-small|Apigee X", "prompt": "c134-l6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee X", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Consumption-based surprise billing; median contract $55K/year but TCO reaches $350K-$600K+ Year 1"}, {"id": "mai-20260917-0922-baseline|c134-l6|moonshot-small|Kong Konnect", "prompt": "c134-l6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Konnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Costs scale unpredictably with microservices growth"}, {"id": "mai-20260917-0922-baseline|c134-l6|moonshot-small|MuleSoft", "prompt": "c134-l6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "MuleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid if: You need ETL/batch processing, event-driven architectures, or cost predictability"}, {"id": "mai-20260917-0922-baseline|c134-l6|moonshot-small|Tyk", "prompt": "c134-l6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Caution areas: Redis connection pool exhaustion under traffic spikes causes rate limiting to fail open"}, {"id": "mai-20260917-0922-baseline|c134-l6|moonshot-small|Envoy", "prompt": "c134-l6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Envoy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Open-source gateways (Envoy, NGINX) with declarative configs"}, {"id": "mai-20260917-0922-baseline|c134-l6|moonshot-small|NGINX", "prompt": "c134-l6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "NGINX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Open-source gateways (Envoy, NGINX) with declarative configs"}, {"id": "mai-20260917-0922-baseline|c134-l6|moonshot-small|Kong (self-managed)", "prompt": "c134-l6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong (self-managed)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Kubernetes-native | Kong (self-managed), Traefik, or Istio ingress"}, {"id": "mai-20260917-0922-baseline|c134-l6|moonshot-small|Traefik", "prompt": "c134-l6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Kong (self-managed), Traefik, or Istio ingress"}, {"id": "mai-20260917-0922-baseline|c134-l6|moonshot-small|Istio ingress", "prompt": "c134-l6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Istio ingress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Kong (self-managed), Traefik, or Istio ingress"}, {"id": "mai-20260917-0922-baseline|c134-l6|xai-small|Amazon API Gateway (AWS)", "prompt": "c134-l6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Amazon API Gateway (AWS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**When to Avoid**: High-traffic public APIs, cost-sensitive ops, or multi-cloud strategies."}, {"id": "mai-20260917-0922-baseline|c134-l6|xai-small|Google Apigee", "prompt": "c134-l6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Google Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**When to Avoid**: Cloud-native migrations, Kubernetes-heavy stacks, or budget-conscious enterprises."}, {"id": "mai-20260917-0922-baseline|c134-l6|xai-small|Kong Gateway", "prompt": "c134-l6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**When to Avoid**: Teams lacking strong SRE support or needing out-of-box enterprise polish. Mitigation: Use Kong Konnect for managed features"}, {"id": "mai-20260917-0922-baseline|c134-l6|xai-small|Azure API Management", "prompt": "c134-l6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Azure has integration pitfalls in non-Microsoft ecosystems"}, {"id": "mai-20260917-0922-baseline|c134-l6|xai-small|MuleSoft Anypoint", "prompt": "c134-l6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "MuleSoft criticized for complexity in non-Salesforce stacks"}, {"id": "mai-20260917-0922-baseline|c134-l6|xai-small|Gloo/Solo.io", "prompt": "c134-l6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Gloo/Solo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "real-world swaps to Gloo/Solo.io are common"}, {"id": "mai-20260917-0922-baseline|c134-l6|xai-small|Tyk", "prompt": "c134-l6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Safer Bets for Large Enterprises**: Open-source like Tyk/Envoy proxies (customizable, low overhead)"}, {"id": "mai-20260917-0922-baseline|c134-l6|xai-small|Envoy", "prompt": "c134-l6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Envoy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Open-source like Tyk/Envoy proxies (customizable, low overhead)"}, {"id": "mai-20260917-0922-baseline|c134-l6|xai-small|IBM API Connect", "prompt": "c134-l6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or Leaders like MuleSoft/IBM API Connect (per Gartner/Forrester) if governance is priority"}, {"id": "mai-20260917-0922-baseline|c134-l6|xai-small|Zuplo", "prompt": "c134-l6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Zuplo shines for fintech compliance."}, {"id": "mai-20260917-0922-baseline|c134-l6|zai-small|Amazon API Gateway", "prompt": "c134-l6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"Why High‑Scale Architectures Are Abandoning Amazon API Gateway\" ... \"pay‑per‑request\" model as the most immediate catalyst for leaving the service."}, {"id": "mai-20260917-0922-baseline|c134-l6|zai-small|Kong", "prompt": "c134-l6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Both Kong and APISIX are powerful open‑source gateways, but they **require disciplined security hardening**"}, {"id": "mai-20260917-0922-baseline|c134-l6|zai-small|Apache APISIX", "prompt": "c134-l6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "Apache APISIX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Kong, Apache APISIX (if not hardened)"}, {"id": "mai-20260917-0922-baseline|c134-m1|alibaba-small|Kong (specifically Kong Konnect)", "prompt": "c134-m1", "model": "alibaba-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong (specifically Kong Konnect)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong (specifically Kong Konnect)** and **Tyk** are widely considered the top contenders"}, {"id": "mai-20260917-0922-baseline|c134-m1|alibaba-small|Tyk", "prompt": "c134-m1", "model": "alibaba-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Kong (specifically Kong Konnect)** and **Tyk** are widely considered the top contenders"}, {"id": "mai-20260917-0922-baseline|c134-m1|alibaba-small|AWS API Gateway", "prompt": "c134-m1", "model": "alibaba-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS API Gateway — Best for \"All-AWS\" Shop"}, {"id": "mai-20260917-0922-baseline|c134-m1|alibaba-small|Google Apigee", "prompt": "c134-m1", "model": "alibaba-small", "cat": "api-gateways", "variant": "direct", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "⭐⭐ (Often too expensive)"}, {"id": "mai-20260917-0922-baseline|c134-m1|anthropic-small|Zuplo", "prompt": "c134-m1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zuplo is the best API gateway for most teams in 2026"}, {"id": "mai-20260917-0922-baseline|c134-m1|anthropic-small|Kong", "prompt": "c134-m1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kong AI Gateway is the strongest pick for B2B SaaS platforms already running Kong"}, {"id": "mai-20260917-0922-baseline|c134-m1|anthropic-small|AWS API Gateway", "prompt": "c134-m1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For teams that prefer provider-operated gateway infrastructure ... cloud provider solutions work well."}, {"id": "mai-20260917-0922-baseline|c134-m1|anthropic-small|Azure API Management", "prompt": "c134-m1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS API Gateway or Azure API Management — ... cloud provider solutions work well"}, {"id": "mai-20260917-0922-baseline|c134-m1|anthropic-small|Google Apigee", "prompt": "c134-m1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "Google Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "examples include Amazon API Gateway and Google Apigee"}, {"id": "mai-20260917-0922-baseline|c134-m1|anthropic-small|Apache APISIX", "prompt": "c134-m1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "This is a good open-source option if you prefer self-hosting."}, {"id": "mai-20260917-0922-baseline|c134-m1|challenger-small|Kong Gateway", "prompt": "c134-m1", "model": "challenger-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Kong Gateway** because it offers the strongest balance of flexibility, features, and operational control"}, {"id": "mai-20260917-0922-baseline|c134-m1|challenger-small|Apigee", "prompt": "c134-m1", "model": "challenger-small", "cat": "api-gateways", "variant": "direct", "raw": "Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Apigee** if your priority is enterprise-grade governance, analytics, and monetization at larger scale."}, {"id": "mai-20260917-0922-baseline|c134-m1|challenger-small|MuleSoft", "prompt": "c134-m1", "model": "challenger-small", "cat": "api-gateways", "variant": "direct", "raw": "MuleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without being as heavyweight as enterprise-first platforms like Apigee or MuleSoft"}, {"id": "mai-20260917-0922-baseline|c134-m1|challenger-small|AWS API Gateway", "prompt": "c134-m1", "model": "challenger-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS API Gateway** if you are already all-in on AWS and want the least operational friction."}, {"id": "mai-20260917-0922-baseline|c134-m1|challenger-small|Azure API Management", "prompt": "c134-m1", "model": "challenger-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if your stack is centered on Microsoft/Azure and you want a stable mid-market fit"}, {"id": "mai-20260917-0922-baseline|c134-m1|challenger-small|Tyk", "prompt": "c134-m1", "model": "challenger-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if you want a strong B2B SaaS-oriented option with a good balance of performance, developer experience, and price"}, {"id": "mai-20260917-0922-baseline|c134-m1|challenger-small|Zuplo", "prompt": "c134-m1", "model": "challenger-small", "cat": "api-gateways", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "if you want a fully managed, infrastructure-free gateway with a built-in developer portal and monetization features"}, {"id": "mai-20260917-0922-baseline|c134-m1|deepseek-small|Kong Gateway", "prompt": "c134-m1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tyk** (great value) or **Kong** (most powerful/extensible)"}, {"id": "mai-20260917-0922-baseline|c134-m1|deepseek-small|Tyk", "prompt": "c134-m1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you need a customer-facing developer portal + API management** (the most common B2B scenario) and want flexibility: **Tyk** (great value)"}, {"id": "mai-20260917-0922-baseline|c134-m1|deepseek-small|AWS API Gateway", "prompt": "c134-m1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you're on AWS:** Start with **AWS API Gateway** for low cost and simplicity."}, {"id": "mai-20260917-0922-baseline|c134-m1|deepseek-small|Zuplo", "prompt": "c134-m1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Small-to-mid teams that want a modern managed gateway without enterprise overhead."}, {"id": "mai-20260917-0922-baseline|c134-m1|deepseek-small|Apigee", "prompt": "c134-m1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Generally too pricey and heavyweight for mid-market (Apigee often starts at $10K+/mo)"}, {"id": "mai-20260917-0922-baseline|c134-m1|deepseek-small|Azure API Management", "prompt": "c134-m1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "(enterprise, usually overkill) - Generally too pricey and heavyweight for mid-market"}, {"id": "mai-20260917-0922-baseline|c134-m1|google-small|Zuplo", "prompt": "c134-m1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zuplo: Best for Fast-Growing B2B SaaS & GitOps ... Extremely fast setup, serverless, beautiful out-of-the-box Developer Portal"}, {"id": "mai-20260917-0922-baseline|c134-m1|google-small|Tyk", "prompt": "c134-m1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tyk: Best for Rich, Out-of-the-Box B2B API Management"}, {"id": "mai-20260917-0922-baseline|c134-m1|google-small|Apigee", "prompt": "c134-m1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a favorite alternative to heavy enterprise suites like Apigee or MuleSoft"}, {"id": "mai-20260917-0922-baseline|c134-m1|google-small|MuleSoft", "prompt": "c134-m1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a favorite alternative to heavy enterprise suites like Apigee or MuleSoft"}, {"id": "mai-20260917-0922-baseline|c134-m1|google-small|Kong (Konnect)", "prompt": "c134-m1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong (Konnect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Kong (Konnect): Best for Hybrid/Multi-Cloud & Maximum Scale"}, {"id": "mai-20260917-0922-baseline|c134-m1|google-small|Gravitee", "prompt": "c134-m1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gravitee: Best for Real-Time (Event-Driven) & AI-Ready APIs"}, {"id": "mai-20260917-0922-baseline|c134-m1|meta-small|Kong Konnect", "prompt": "c134-m1", "model": "meta-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Konnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best API gateway for a mid-market B2B company is likely to be Kong Konnect or Kong Gateway"}, {"id": "mai-20260917-0922-baseline|c134-m1|meta-small|Kong Gateway", "prompt": "c134-m1", "model": "meta-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "likely to be Kong Konnect or Kong Gateway, as they offer a range of features and pricing plans"}, {"id": "mai-20260917-0922-baseline|c134-m1|minimax-small|Kong Gateway", "prompt": "c134-m1", "model": "minimax-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong Gateway** is often cited as the best overall choice for mid-market companies."}, {"id": "mai-20260917-0922-baseline|c134-m1|minimax-small|Zuplo", "prompt": "c134-m1", "model": "minimax-small", "cat": "api-gateways", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Kong** ... or **Zuplo** (if you want something managed and modern)"}, {"id": "mai-20260917-0922-baseline|c134-m1|minimax-small|AWS API Gateway", "prompt": "c134-m1", "model": "minimax-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already all-in on AWS, **AWS API Gateway** is the path of least resistance."}, {"id": "mai-20260917-0922-baseline|c134-m1|mistral-small|Kong Gateway", "prompt": "c134-m1", "model": "mistral-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall/most flexible:** Kong Gateway"}, {"id": "mai-20260917-0922-baseline|c134-m1|mistral-small|Tyk", "prompt": "c134-m1", "model": "mistral-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tyk is also a strong contender, especially for teams wanting a balance between enterprise features and mid-market pricing."}, {"id": "mai-20260917-0922-baseline|c134-m1|mistral-small|AWS API Gateway", "prompt": "c134-m1", "model": "mistral-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Other options like AWS API Gateway and Apigee are more suited for larger enterprises"}, {"id": "mai-20260917-0922-baseline|c134-m1|mistral-small|Apigee", "prompt": "c134-m1", "model": "mistral-small", "cat": "api-gateways", "variant": "direct", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more suited for larger enterprises or those already invested in their ecosystems"}, {"id": "mai-20260917-0922-baseline|c134-m1|mistral-small|Zuplo", "prompt": "c134-m1", "model": "mistral-small", "cat": "api-gateways", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "solutions like Zuplo and KrakenD may be better for specific use cases or simpler deployments"}, {"id": "mai-20260917-0922-baseline|c134-m1|mistral-small|KrakenD", "prompt": "c134-m1", "model": "mistral-small", "cat": "api-gateways", "variant": "direct", "raw": "KrakenD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "solutions like Zuplo and KrakenD may be better for specific use cases or simpler deployments"}, {"id": "mai-20260917-0922-baseline|c134-m1|moonshot-small|Kong Gateway", "prompt": "c134-m1", "model": "moonshot-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong Gateway** (specifically Kong Konnect) is generally the strongest all-around choice"}, {"id": "mai-20260917-0922-baseline|c134-m1|moonshot-small|Tyk", "prompt": "c134-m1", "model": "moonshot-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tyk** and **AWS API Gateway** as close alternatives depending on your stack"}, {"id": "mai-20260917-0922-baseline|c134-m1|moonshot-small|AWS API Gateway", "prompt": "c134-m1", "model": "moonshot-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if Fully AWS-Native: AWS API Gateway** ... Cons: Vendor lock-in; performance and stability concerns at high scale"}, {"id": "mai-20260917-0922-baseline|c134-m1|moonshot-small|Apigee", "prompt": "c134-m1", "model": "moonshot-small", "cat": "api-gateways", "variant": "direct", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** Apigee unless you are a large enterprise ... it is overkill and overpriced for most mid-market B2B use cases."}, {"id": "mai-20260917-0922-baseline|c134-m1|moonshot-small|Azure API Management", "prompt": "c134-m1", "model": "moonshot-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if Fully Microsoft/Azure-Native: Azure API Management"}, {"id": "mai-20260917-0922-baseline|c134-m1|openai-small|Kong Gateway", "prompt": "c134-m1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Kong Gateway unless you are heavily committed to AWS, Azure, or Google Cloud."}, {"id": "mai-20260917-0922-baseline|c134-m1|openai-small|Amazon API Gateway", "prompt": "c134-m1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "Amazon API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Easiest if your stack is already AWS-heavy... Can get expensive and less flexible at scale"}, {"id": "mai-20260917-0922-baseline|c134-m1|openai-small|Google Apigee", "prompt": "c134-m1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "Google Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Usually heavier and pricier than mid-market teams need"}, {"id": "mai-20260917-0922-baseline|c134-m1|openai-small|Tyk", "prompt": "c134-m1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want a lightweight, modern, self-hosted option"}, {"id": "mai-20260917-0922-baseline|c134-m1|openai-small|Azure API Management", "prompt": "c134-m1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong fit for Microsoft-centric shops"}, {"id": "mai-20260917-0922-baseline|c134-m1|xai-small|Kong Gateway", "prompt": "c134-m1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kong Gateway often ranks as the top flexible choice for this segment"}, {"id": "mai-20260917-0922-baseline|c134-m1|xai-small|AWS API Gateway", "prompt": "c134-m1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Go AWS/Azure** if you're all-in on that cloud—saves integration time."}, {"id": "mai-20260917-0922-baseline|c134-m1|xai-small|Tyk", "prompt": "c134-m1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Tyk/Apache APISIX** for fully free OSS alternatives."}, {"id": "mai-20260917-0922-baseline|c134-m1|xai-small|Azure API Mgmt", "prompt": "c134-m1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Mgmt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Go AWS/Azure** if you're all-in on that cloud"}, {"id": "mai-20260917-0922-baseline|c134-m1|xai-small|Apigee (Google)", "prompt": "c134-m1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "Apigee (Google)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Expensive for mid-market"}, {"id": "mai-20260917-0922-baseline|c134-m1|xai-small|Apache APISIX", "prompt": "c134-m1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Consider Tyk/Apache APISIX** for fully free OSS alternatives."}, {"id": "mai-20260917-0922-baseline|c134-m1|zai-small|Kong", "prompt": "c134-m1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the \"safe default\" is **Kong** (self-hosted or via Kong Konnect)"}, {"id": "mai-20260917-0922-baseline|c134-m1|zai-small|AWS API Gateway", "prompt": "c134-m1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS API Gateway** or **Azure API Management** as strong alternatives if you're already on those clouds"}, {"id": "mai-20260917-0922-baseline|c134-m1|zai-small|Azure API Management", "prompt": "c134-m1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong alternatives if you're already on those clouds"}, {"id": "mai-20260917-0922-baseline|c134-m1|zai-small|Apigee", "prompt": "c134-m1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Apigee** and **Tyk** are best when you need deep analytics, monetization, or a very large, governed API program."}, {"id": "mai-20260917-0922-baseline|c134-m1|zai-small|Tyk", "prompt": "c134-m1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Apigee** and **Tyk** are best when you need deep analytics, monetization"}, {"id": "mai-20260917-0922-baseline|c134-m1|zai-small|Zuplo", "prompt": "c134-m1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Programmable edge gateway for rapid, API-first B2B product launches"}, {"id": "mai-20260917-0922-baseline|c134-m1|zai-small|Apache APISIX", "prompt": "c134-m1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "Apache APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fast, fully open-source, Kubernetes-native gateway"}, {"id": "mai-20260917-0922-baseline|c134-m2|alibaba-small|Kong Gateway", "prompt": "c134-m2", "model": "alibaba-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my primary recommendation is **Kong Gateway** (specifically Kong Konnect) for vendor-agnostic deployments"}, {"id": "mai-20260917-0922-baseline|c134-m2|alibaba-small|AWS API Gateway", "prompt": "c134-m2", "model": "alibaba-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **AWS API Gateway** if your infrastructure is already deeply embedded in the Amazon Web Services ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-m2|alibaba-small|Tyk", "prompt": "c134-m2", "model": "alibaba-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Budget-Conscious Open Source: Tyk"}, {"id": "mai-20260917-0922-baseline|c134-m2|alibaba-small|Apigee", "prompt": "c134-m2", "model": "alibaba-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Apigee is generally designed for **large enterprises**... costs can escalate quickly"}, {"id": "mai-20260917-0922-baseline|c134-m2|alibaba-small|MuleSoft", "prompt": "c134-m2", "model": "alibaba-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "MuleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often too complex and expensive for the specific needs of an API Gateway"}, {"id": "mai-20260917-0922-baseline|c134-m2|anthropic-small|Kong Konnect", "prompt": "c134-m2", "model": "anthropic-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Konnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong Konnect** is typically the sweet spot for mid-sized B2B companies"}, {"id": "mai-20260917-0922-baseline|c134-m2|anthropic-small|AWS API Gateway", "prompt": "c134-m2", "model": "anthropic-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already invested in AWS infrastructure, AWS API Gateway may be more practical."}, {"id": "mai-20260917-0922-baseline|c134-m2|challenger-small|Kong", "prompt": "c134-m2", "model": "challenger-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Kong** as the default API gateway choice"}, {"id": "mai-20260917-0922-baseline|c134-m2|challenger-small|Tyk", "prompt": "c134-m2", "model": "challenger-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tyk** as the best value-oriented alternative"}, {"id": "mai-20260917-0922-baseline|c134-m2|challenger-small|AWS API Gateway", "prompt": "c134-m2", "model": "challenger-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is already deeply invested in **AWS**, **AWS API Gateway** is the lower-friction choice"}, {"id": "mai-20260917-0922-baseline|c134-m2|deepseek-small|Kong Gateway (or Kong Konnect)", "prompt": "c134-m2", "model": "deepseek-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Gateway (or Kong Konnect)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Kong Gateway (or Kong Konnect)**"}, {"id": "mai-20260917-0922-baseline|c134-m2|deepseek-small|Apigee", "prompt": "c134-m2", "model": "deepseek-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid Apigee** unless you genuinely need enterprise-grade monetization"}, {"id": "mai-20260917-0922-baseline|c134-m2|deepseek-small|AWS API Gateway", "prompt": "c134-m2", "model": "deepseek-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS API Gateway** is a strong, cost-effective pick (assuming moderate call volumes)"}, {"id": "mai-20260917-0922-baseline|c134-m2|deepseek-small|Tyk", "prompt": "c134-m2", "model": "deepseek-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Solid Kong alternative; good if GraphQL matters to you"}, {"id": "mai-20260917-0922-baseline|c134-m2|deepseek-small|MuleSoft", "prompt": "c134-m2", "model": "deepseek-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good if you also need heavy systems integration"}, {"id": "mai-20260917-0922-baseline|c134-m2|google-small|Istio", "prompt": "c134-m2", "model": "google-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Istio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "without the massive operational overhead of complex service meshes (like Istio)"}, {"id": "mai-20260917-0922-baseline|c134-m2|google-small|Apigee", "prompt": "c134-m2", "model": "google-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the eye-watering cost of legacy enterprise platforms (like Apigee or MuleSoft)"}, {"id": "mai-20260917-0922-baseline|c134-m2|google-small|MuleSoft", "prompt": "c134-m2", "model": "google-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "MuleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the eye-watering cost of legacy enterprise platforms (like Apigee or MuleSoft)"}, {"id": "mai-20260917-0922-baseline|c134-m2|google-small|Tyk", "prompt": "c134-m2", "model": "google-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Tyk (The Best Overall Recommendation for Mid-Sized B2B)"}, {"id": "mai-20260917-0922-baseline|c134-m2|google-small|Kong Konnect / Kong Gateway", "prompt": "c134-m2", "model": "google-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Konnect / Kong Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Kong Konnect / Kong Gateway (The Industry Standard & Safest Bet)"}, {"id": "mai-20260917-0922-baseline|c134-m2|google-small|AWS API Gateway", "prompt": "c134-m2", "model": "google-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AWS API Gateway or Azure API Management (The Zero-Ops Cloud Choice)"}, {"id": "mai-20260917-0922-baseline|c134-m2|google-small|Azure API Management", "prompt": "c134-m2", "model": "google-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Azure, in particular, offers an excellent, highly customizable developer portal that is ideal for B2B partner onboarding"}, {"id": "mai-20260917-0922-baseline|c134-m2|meta-small|Kong Gateway", "prompt": "c134-m2", "model": "meta-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The recommended API gateway and traffic management tool for a mid-sized B2B company is Kong Gateway"}, {"id": "mai-20260917-0922-baseline|c134-m2|meta-small|Tyk", "prompt": "c134-m2", "model": "meta-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Tyk for open-source and cloud-native teams"}, {"id": "mai-20260917-0922-baseline|c134-m2|meta-small|Amazon API Gateway", "prompt": "c134-m2", "model": "meta-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Amazon API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amazon API Gateway for AWS-centric teams"}, {"id": "mai-20260917-0922-baseline|c134-m2|meta-small|Apigee", "prompt": "c134-m2", "model": "meta-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Apigee for deep API management"}, {"id": "mai-20260917-0922-baseline|c134-m2|meta-small|Apinizer", "prompt": "c134-m2", "model": "meta-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apinizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Apinizer for Kubernetes-heavy environments"}, {"id": "mai-20260917-0922-baseline|c134-m2|meta-small|IBM API Connect", "prompt": "c134-m2", "model": "meta-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "IBM API Connect for enterprise governance language"}, {"id": "mai-20260917-0922-baseline|c134-m2|minimax-small|Kong Gateway", "prompt": "c134-m2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Kong Gateway** (Recommended)"}, {"id": "mai-20260917-0922-baseline|c134-m2|minimax-small|Tyk Open Source", "prompt": "c134-m2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk Open Source", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative:** ... or **Tyk** (great Kubernetes integration)"}, {"id": "mai-20260917-0922-baseline|c134-m2|minimax-small|Azure API Management", "prompt": "c134-m2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Why:** Excellent if you're already in Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-m2|minimax-small|Kong Konnect", "prompt": "c134-m2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Konnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with **Kong Gateway** (open-source) or **Kong Konnect** (managed)"}, {"id": "mai-20260917-0922-baseline|c134-m2|minimax-small|Zuplo", "prompt": "c134-m2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **Zuplo** (modern, AI-ready)"}, {"id": "mai-20260917-0922-baseline|c134-m2|mistral-small|Kong Gateway", "prompt": "c134-m2", "model": "mistral-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong Gateway** is frequently cited as the best overall and most flexible option, especially for mid-sized businesses."}, {"id": "mai-20260917-0922-baseline|c134-m2|mistral-small|Arelio API Gateway by DigitalAPI", "prompt": "c134-m2", "model": "mistral-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Arelio API Gateway by DigitalAPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "another strong choice if you need enterprise governance, a built-in developer portal, monetization features"}, {"id": "mai-20260917-0922-baseline|c134-m2|mistral-small|PTV Optima", "prompt": "c134-m2", "model": "mistral-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "PTV Optima", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider tools like **PTV Optima** for advanced traffic routing and optimization"}, {"id": "mai-20260917-0922-baseline|c134-m2|mistral-small|GA4", "prompt": "c134-m2", "model": "mistral-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "GA4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ensure you have robust analytics (like GA4 with bot filtering and CRM integration)"}, {"id": "mai-20260917-0922-baseline|c134-m2|moonshot-small|Kong", "prompt": "c134-m2", "model": "moonshot-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kong offers the best balance of features, flexibility, and cost while avoiding vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c134-m2|moonshot-small|Tyk", "prompt": "c134-m2", "model": "moonshot-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### **Tyk (Best Alternative)**"}, {"id": "mai-20260917-0922-baseline|c134-m2|moonshot-small|AWS API Gateway", "prompt": "c134-m2", "model": "moonshot-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cloud-native options can create vendor lock-in and may have limitations (e.g., AWS API Gateway has 30-second timeout limits and 10MB payload caps)."}, {"id": "mai-20260917-0922-baseline|c134-m2|moonshot-small|Azure API Management", "prompt": "c134-m2", "model": "moonshot-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Choose AWS/Azure native only if you're already committed to that cloud ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-m2|openai-small|Kong Gateway", "prompt": "c134-m2", "model": "openai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for mid-sized B2B with mixed infrastructure:** **Kong Gateway**"}, {"id": "mai-20260917-0922-baseline|c134-m2|openai-small|Amazon API Gateway", "prompt": "c134-m2", "model": "openai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Amazon API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you are AWS-first:** **Amazon API Gateway**"}, {"id": "mai-20260917-0922-baseline|c134-m2|openai-small|Azure API Management", "prompt": "c134-m2", "model": "openai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you are Azure-first:** **Azure API Management**"}, {"id": "mai-20260917-0922-baseline|c134-m2|xai-small|Kong Gateway (with Kong Konnect for cloud management)", "prompt": "c134-m2", "model": "xai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Gateway (with Kong Konnect for cloud management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is my top recommendation for a mid-sized B2B company."}, {"id": "mai-20260917-0922-baseline|c134-m2|xai-small|Apigee", "prompt": "c134-m2", "model": "xai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Overkill/expensive for mid-sized"}, {"id": "mai-20260917-0922-baseline|c134-m2|xai-small|Tyk", "prompt": "c134-m2", "model": "xai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source with dashboard/portal | Free OSS + cloud from $500/mo | Slightly less performant than Kong"}, {"id": "mai-20260917-0922-baseline|c134-m2|xai-small|AWS API Gateway", "prompt": "c134-m2", "model": "xai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Vendor lock-in, unpredictable costs"}, {"id": "mai-20260917-0922-baseline|c134-m2|xai-small|Azure API Management", "prompt": "c134-m2", "model": "xai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Similar lock-in"}, {"id": "mai-20260917-0922-baseline|c134-m2|xai-small|Apache APISIX", "prompt": "c134-m2", "model": "xai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apache APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pure performance (Cloud-native) | Free OSS | Less mature management UI"}, {"id": "mai-20260917-0922-baseline|c134-m2|zai-small|Kong", "prompt": "c134-m2", "model": "zai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Kong"}, {"id": "mai-20260917-0922-baseline|c134-m2|zai-small|AWS API Gateway", "prompt": "c134-m2", "model": "zai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Strong Alternative: AWS API Gateway"}, {"id": "mai-20260917-0922-baseline|c134-m2|zai-small|Apigee (Google Cloud)", "prompt": "c134-m2", "model": "zai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you're on GCP and need full-lifecycle governance, monetization, and deep analytics for large API portfolios."}, {"id": "mai-20260917-0922-baseline|c134-m2|zai-small|Traefik", "prompt": "c134-m2", "model": "zai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If your primary focus is Kubernetes-native, lightweight routing"}, {"id": "mai-20260917-0922-baseline|c134-m2|zai-small|Tyk", "prompt": "c134-m2", "model": "zai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you value open-source roots, strong GraphQL support"}, {"id": "mai-20260917-0922-baseline|c134-m3|alibaba-small|Kong Gateway", "prompt": "c134-m3", "model": "alibaba-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want flexibility and a large plugin ecosystem (self-hosted): Choose **Kong**."}, {"id": "mai-20260917-0922-baseline|c134-m3|alibaba-small|Amazon API Gateway", "prompt": "c134-m3", "model": "alibaba-small", "cat": "api-gateways", "variant": "comparative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are on AWS and using Lambda: Choose **Amazon API Gateway**."}, {"id": "mai-20260917-0922-baseline|c134-m3|alibaba-small|Google Apigee", "prompt": "c134-m3", "model": "alibaba-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a managed, enterprise-grade solution with great analytics: Choose **Google Apigee**."}, {"id": "mai-20260917-0922-baseline|c134-m3|alibaba-small|Apache APISIX / API7", "prompt": "c134-m3", "model": "alibaba-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apache APISIX / API7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need high performance and dynamic routing without restarts: Choose **APISIX**."}, {"id": "mai-20260917-0922-baseline|c134-m3|alibaba-small|Tyk", "prompt": "c134-m3", "model": "alibaba-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a simple, Go-based setup: Choose **Tyk**."}, {"id": "mai-20260917-0922-baseline|c134-m3|alibaba-small|NGINX Plus / OpenResty", "prompt": "c134-m3", "model": "alibaba-small", "cat": "api-gateways", "variant": "comparative", "raw": "NGINX Plus / OpenResty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lacks built-in advanced API management features (like analytics/portals) without addons or commercial versions."}, {"id": "mai-20260917-0922-baseline|c134-m3|anthropic-small|APISIX", "prompt": "c134-m3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The leading API gateways in 2026 include APISIX, Kong, Amazon, Apigee, Tyk, Gloo, MuleSoft, Gravitee, Boomi, Layer7, and Alibaba"}, {"id": "mai-20260917-0922-baseline|c134-m3|anthropic-small|Kong", "prompt": "c134-m3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The leading API gateways in 2026 include APISIX, Kong, Amazon, Apigee..."}, {"id": "mai-20260917-0922-baseline|c134-m3|anthropic-small|Amazon", "prompt": "c134-m3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Amazon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Solutions like AWS API Gateway, Azure API Management, and Google Apigee are fully managed services"}, {"id": "mai-20260917-0922-baseline|c134-m3|anthropic-small|Apigee", "prompt": "c134-m3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Google Apigee are fully managed services with deep integration into their respective cloud ecosystems"}, {"id": "mai-20260917-0922-baseline|c134-m3|anthropic-small|Tyk", "prompt": "c134-m3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Apache APISIX, Kong Gateway (OSS), Tyk (OSS), and Traefik are deployable anywhere"}, {"id": "mai-20260917-0922-baseline|c134-m3|anthropic-small|Gloo", "prompt": "c134-m3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Gloo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include APISIX, Kong, Amazon, Apigee, Tyk, Gloo, MuleSoft, Gravitee, Boomi, Layer7, and Alibaba"}, {"id": "mai-20260917-0922-baseline|c134-m3|anthropic-small|MuleSoft", "prompt": "c134-m3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "MuleSoft Anypoint add enterprise features on top of their open-source cores"}, {"id": "mai-20260917-0922-baseline|c134-m3|anthropic-small|Gravitee", "prompt": "c134-m3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "include ... Gravitee, Boomi, Layer7, and Alibaba"}, {"id": "mai-20260917-0922-baseline|c134-m3|anthropic-small|Boomi", "prompt": "c134-m3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Boomi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "include ... Boomi, Layer7, and Alibaba"}, {"id": "mai-20260917-0922-baseline|c134-m3|anthropic-small|Layer7", "prompt": "c134-m3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Layer7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "include ... Layer7, and Alibaba"}, {"id": "mai-20260917-0922-baseline|c134-m3|anthropic-small|Alibaba", "prompt": "c134-m3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Alibaba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "include ... Layer7, and Alibaba"}, {"id": "mai-20260917-0922-baseline|c134-m3|anthropic-small|Azure API Management", "prompt": "c134-m3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Solutions like AWS API Gateway, Azure API Management, and Google Apigee are fully managed services"}, {"id": "mai-20260917-0922-baseline|c134-m3|anthropic-small|Traefik", "prompt": "c134-m3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Kong Gateway (OSS), Tyk (OSS), and Traefik are deployable anywhere"}, {"id": "mai-20260917-0922-baseline|c134-m3|anthropic-small|Zuplo", "prompt": "c134-m3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Zuplo is a programmable API gateway built for developers who'd rather write code than click buttons"}, {"id": "mai-20260917-0922-baseline|c134-m3|anthropic-small|API7 Enterprise", "prompt": "c134-m3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "API7 Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "API7 Enterprise, Kong Enterprise, Tyk Cloud, and MuleSoft Anypoint add enterprise features"}, {"id": "mai-20260917-0922-baseline|c134-m3|challenger-small|Kong Gateway", "prompt": "c134-m3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Broadest \"default\" choice; multi-cloud and extensibility | Strong plugin ecosystem, flexible deployment"}, {"id": "mai-20260917-0922-baseline|c134-m3|challenger-small|AWS API Gateway", "prompt": "c134-m3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS-native and serverless workloads | Fully managed and tightly integrated with AWS, but less portable outside AWS"}, {"id": "mai-20260917-0922-baseline|c134-m3|challenger-small|Apigee", "prompt": "c134-m3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Apigee is usually preferred when analytics, portals, policy, and monetization matter most"}, {"id": "mai-20260917-0922-baseline|c134-m3|challenger-small|Azure API Management", "prompt": "c134-m3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best fit when you are already centered on Azure and Microsoft tooling"}, {"id": "mai-20260917-0922-baseline|c134-m3|challenger-small|Tyk", "prompt": "c134-m3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good open-source option with commercial platform support and governance features"}, {"id": "mai-20260917-0922-baseline|c134-m3|challenger-small|Traefik", "prompt": "c134-m3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Traefik is often the simplest choice in Kubernetes-heavy environments"}, {"id": "mai-20260917-0922-baseline|c134-m3|challenger-small|Apache APISIX", "prompt": "c134-m3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fast, fully open-source, and designed for dynamic, plugin-based edge control"}, {"id": "mai-20260917-0922-baseline|c134-m3|challenger-small|KrakenD", "prompt": "c134-m3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "KrakenD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Focused on low-latency, efficient request aggregation and transformation"}, {"id": "mai-20260917-0922-baseline|c134-m3|challenger-small|Gravitee", "prompt": "c134-m3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Stands out for APIs plus events/Kafka and broader governance use cases"}, {"id": "mai-20260917-0922-baseline|c134-m3|challenger-small|Zuplo", "prompt": "c134-m3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Fully managed, edge-based, and developer-friendly; emphasizes code-first customization"}, {"id": "mai-20260917-0922-baseline|c134-m3|deepseek-small|Kong Gateway", "prompt": "c134-m3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Extremely extensible plugin system (written in Lua), very high throughput (50,000+ TPS per node in benchmarks)"}, {"id": "mai-20260917-0922-baseline|c134-m3|deepseek-small|Amazon API Gateway (AWS)", "prompt": "c134-m3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Amazon API Gateway (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Serverless workloads on AWS** \\u2192 **AWS API Gateway**"}, {"id": "mai-20260917-0922-baseline|c134-m3|deepseek-small|Google Cloud Apigee", "prompt": "c134-m3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full enterprise API lifecycle management (developer portal, monetization, analytics)?** \\u2192 **Apigee**"}, {"id": "mai-20260917-0922-baseline|c134-m3|deepseek-small|NGINX / NGINX Plus", "prompt": "c134-m3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "NGINX / NGINX Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highest raw performance / low latency at scale?** \\u2192 **NGINX** or **Kong**"}, {"id": "mai-20260917-0922-baseline|c134-m3|deepseek-small|Tyk", "prompt": "c134-m3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good balance between open-source flexibility and enterprise features"}, {"id": "mai-20260917-0922-baseline|c134-m3|deepseek-small|Apache APISIX", "prompt": "c134-m3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Often cited as one of the fastest fully open-source options"}, {"id": "mai-20260917-0922-baseline|c134-m3|deepseek-small|Azure API Management", "prompt": "c134-m3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Its managed gateway (AWS API Gateway, Apigee, Azure API Management) gives zero-ops convenience but locks you in"}, {"id": "mai-20260917-0922-baseline|c134-m3|deepseek-small|Traefik", "prompt": "c134-m3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Use an open-source gateway like **Kong, APISIX, Tyk, or Traefik** that you self-host"}, {"id": "mai-20260917-0922-baseline|c134-m3|google-small|Kong Gateway", "prompt": "c134-m3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Kong or APISIX** if you have a high-traffic microservices infrastructure and need low latency, flexible hosting, and a robust plugin ecosystem."}, {"id": "mai-20260917-0922-baseline|c134-m3|google-small|Apache APISIX", "prompt": "c134-m3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apache APISIX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Kong or APISIX** if you have a high-traffic microservices infrastructure and need low latency, flexible hosting, and a robust plugin ecosystem."}, {"id": "mai-20260917-0922-baseline|c134-m3|google-small|Tyk", "prompt": "c134-m3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Go-centric development teams, GraphQL-heavy architectures, and organizations wanting a modern, container-friendly gateway."}, {"id": "mai-20260917-0922-baseline|c134-m3|google-small|AWS API Gateway", "prompt": "c134-m3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose AWS/Azure API Gateway** if you are fully bought into a cloud ecosystem and want a serverless, zero-maintenance operational model."}, {"id": "mai-20260917-0922-baseline|c134-m3|google-small|Azure API Management (APIM)", "prompt": "c134-m3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Enterprise \"Microsoft shops\" leveraging Azure cloud and hybrid infrastructures."}, {"id": "mai-20260917-0922-baseline|c134-m3|google-small|Google Apigee", "prompt": "c134-m3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Apigee or MuleSoft** if you are a large enterprise with massive legacy systems, strict compliance"}, {"id": "mai-20260917-0922-baseline|c134-m3|google-small|MuleSoft Anypoint Platform", "prompt": "c134-m3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cons: Very heavy, complex, and expensive. It is overkill for simple HTTP routing."}, {"id": "mai-20260917-0922-baseline|c134-m3|google-small|Solo.io Gloo Gateway", "prompt": "c134-m3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "Solo.io Gloo Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Gloo or Traefik** if you are building inside a Kubernetes ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-m3|google-small|Traefik", "prompt": "c134-m3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose Gloo or Traefik** if you are building inside a Kubernetes ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-m3|google-small|Bifrost", "prompt": "c134-m3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Add an AI Gateway (like Bifrost or Kong AI)** if your engineering teams are heavily building agentic AI features"}, {"id": "mai-20260917-0922-baseline|c134-m3|google-small|LiteLLM", "prompt": "c134-m3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Dedicated products like **Bifrost** (extremely fast Go-based AI gateway), **LiteLLM**, and **Portkey**"}, {"id": "mai-20260917-0922-baseline|c134-m3|google-small|Portkey", "prompt": "c134-m3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Dedicated products like **Bifrost** ..., **LiteLLM**, and **Portkey** compete with traditional gateway extensions"}, {"id": "mai-20260917-0922-baseline|c134-m3|google-small|WSO2 AI Gateway", "prompt": "c134-m3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "WSO2 AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "traditional gateway extensions like **Kong AI Gateway** and **WSO2 AI Gateway**"}, {"id": "mai-20260917-0922-baseline|c134-m3|meta-small|Zuplo", "prompt": "c134-m3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The search results provide a list of top API gateways, including Zuplo, Kong, Tyk, AWS API Gateway"}, {"id": "mai-20260917-0922-baseline|c134-m3|meta-small|Kong", "prompt": "c134-m3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Zuplo, Kong, Tyk, AWS API Gateway, Azure API Management"}, {"id": "mai-20260917-0922-baseline|c134-m3|meta-small|Tyk", "prompt": "c134-m3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Zuplo, Kong, Tyk, AWS API Gateway"}, {"id": "mai-20260917-0922-baseline|c134-m3|meta-small|AWS API Gateway", "prompt": "c134-m3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tyk, AWS API Gateway, Azure API Management, Apigee"}, {"id": "mai-20260917-0922-baseline|c134-m3|meta-small|Azure API Management", "prompt": "c134-m3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS API Gateway, Azure API Management, Apigee, Traefik"}, {"id": "mai-20260917-0922-baseline|c134-m3|meta-small|Apigee", "prompt": "c134-m3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Azure API Management, Apigee, Traefik, NGINX"}, {"id": "mai-20260917-0922-baseline|c134-m3|meta-small|Traefik", "prompt": "c134-m3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Apigee, Traefik, NGINX, Envoy, and Gravitee"}, {"id": "mai-20260917-0922-baseline|c134-m3|meta-small|NGINX", "prompt": "c134-m3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "NGINX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Traefik, NGINX, Envoy, and Gravitee"}, {"id": "mai-20260917-0922-baseline|c134-m3|meta-small|Envoy", "prompt": "c134-m3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Envoy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "NGINX, Envoy, and Gravitee"}, {"id": "mai-20260917-0922-baseline|c134-m3|meta-small|Gravitee", "prompt": "c134-m3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Envoy, and Gravitee. Each gateway has its own strengths and tradeoffs"}, {"id": "mai-20260917-0922-baseline|c134-m3|minimax-small|Kong Gateway", "prompt": "c134-m3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Large ecosystems with extensibility needs"}, {"id": "mai-20260917-0922-baseline|c134-m3|minimax-small|Amazon API Gateway", "prompt": "c134-m3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Serverless architectures on AWS"}, {"id": "mai-20260917-0922-baseline|c134-m3|minimax-small|NGINX", "prompt": "c134-m3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "NGINX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Limitations: Less native API management than dedicated gateways"}, {"id": "mai-20260917-0922-baseline|c134-m3|minimax-small|Google Apigee", "prompt": "c134-m3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Enterprise API programs"}, {"id": "mai-20260917-0922-baseline|c134-m3|minimax-small|Tyk", "prompt": "c134-m3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Teams wanting open-source with Go-based performance"}, {"id": "mai-20260917-0922-baseline|c134-m3|minimax-small|Apache APISIX", "prompt": "c134-m3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apache APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: High-performance, cloud-native workloads"}, {"id": "mai-20260917-0922-baseline|c134-m3|minimax-small|Solo.io Gloo Gateway", "prompt": "c134-m3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Solo.io Gloo Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Kubernetes-native environments"}, {"id": "mai-20260917-0922-baseline|c134-m3|mistral-small|Kong Gateway", "prompt": "c134-m3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**1. Kong Gateway** - **Best for:** High performance, extensibility, and a mature ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-m3|mistral-small|Amazon API Gateway", "prompt": "c134-m3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Serverless APIs, AWS-centric environments"}, {"id": "mai-20260917-0922-baseline|c134-m3|mistral-small|Google Apigee", "prompt": "c134-m3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Enterprise API programs, especially on GCP"}, {"id": "mai-20260917-0922-baseline|c134-m3|mistral-small|Tyk", "prompt": "c134-m3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Open-source with portal and analytics"}, {"id": "mai-20260917-0922-baseline|c134-m3|mistral-small|NGINX", "prompt": "c134-m3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "NGINX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "can act as a simple API gateway"}, {"id": "mai-20260917-0922-baseline|c134-m3|mistral-small|Apache APISIX", "prompt": "c134-m3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apache APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Fast, fully open-source gateway with dynamic routing"}, {"id": "mai-20260917-0922-baseline|c134-m3|mistral-small|Azure API Management", "prompt": "c134-m3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Enterprises using Azure"}, {"id": "mai-20260917-0922-baseline|c134-m3|mistral-small|Gravitee", "prompt": "c134-m3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Async/event-driven APIs, edge security"}, {"id": "mai-20260917-0922-baseline|c134-m3|mistral-small|Cloudflare API Gateway", "prompt": "c134-m3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Cloudflare API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Edge security, DDoS protection, global low-latency"}, {"id": "mai-20260917-0922-baseline|c134-m3|mistral-small|Solo.io Gloo Gateway", "prompt": "c134-m3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Solo.io Gloo Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** Kubernetes and service mesh environments"}, {"id": "mai-20260917-0922-baseline|c134-m3|moonshot-small|Kong Gateway", "prompt": "c134-m3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Kong Gateway** ⭐ ... **Largest plugin ecosystem** - 1000+ plugins"}, {"id": "mai-20260917-0922-baseline|c134-m3|moonshot-small|Amazon API Gateway", "prompt": "c134-m3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For** | AWS-native teams, serverless architectures"}, {"id": "mai-20260917-0922-baseline|c134-m3|moonshot-small|Google Apigee", "prompt": "c134-m3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For** | Large enterprises, API monetization, developer portals"}, {"id": "mai-20260917-0922-baseline|c134-m3|moonshot-small|Tyk", "prompt": "c134-m3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For** | Teams wanting Kong-class flexibility with Go-based stack"}, {"id": "mai-20260917-0922-baseline|c134-m3|moonshot-small|Azure API Management", "prompt": "c134-m3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For** | Microsoft/Azure-centric enterprises"}, {"id": "mai-20260917-0922-baseline|c134-m3|moonshot-small|NGINX / NGINX Plus", "prompt": "c134-m3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "NGINX / NGINX Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Limited API-specific features** - More of a reverse proxy than full API management"}, {"id": "mai-20260917-0922-baseline|c134-m3|moonshot-small|Apache APISIX", "prompt": "c134-m3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best For** | Teams wanting fast, fully open-source gateway"}, {"id": "mai-20260917-0922-baseline|c134-m3|moonshot-small|Traefik", "prompt": "c134-m3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best For** | Kubernetes-native teams, automatic service discovery"}, {"id": "mai-20260917-0922-baseline|c134-m3|openai-small|Amazon API Gateway", "prompt": "c134-m3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "best if you're already on AWS and want a fully managed gateway for REST, HTTP, and WebSocket APIs"}, {"id": "mai-20260917-0922-baseline|c134-m3|openai-small|Azure API Management", "prompt": "c134-m3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "best for Microsoft/Azure shops that want a broader API management platform"}, {"id": "mai-20260917-0922-baseline|c134-m3|openai-small|Kong Gateway", "prompt": "c134-m3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a popular cloud-native gateway with a strong plugin ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-m3|openai-small|Google Apigee", "prompt": "c134-m3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "generally chosen when you want full API management at enterprise scale"}, {"id": "mai-20260917-0922-baseline|c134-m3|openai-small|Tyk", "prompt": "c134-m3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "attractive if you want an open-source-friendly, multi-cloud/self-managed option"}, {"id": "mai-20260917-0922-baseline|c134-m3|openai-small|NGINX-based gateways / ingress controllers", "prompt": "c134-m3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "NGINX-based gateways / ingress controllers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "often used when teams want high performance and already rely on NGINX in their traffic stack"}, {"id": "mai-20260917-0922-baseline|c134-m3|xai-small|Kong Gateway", "prompt": "c134-m3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "plugins/ecosystem → Kong; Pros: Mature ecosystem, K8s ingress"}, {"id": "mai-20260917-0922-baseline|c134-m3|xai-small|Apache APISIX", "prompt": "c134-m3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apache APISIX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "high-scale OSS → APISIX; Pros: Fastest OSS, dynamic config"}, {"id": "mai-20260917-0922-baseline|c134-m3|xai-small|Amazon API Gateway", "prompt": "c134-m3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS users → API Gateway"}, {"id": "mai-20260917-0922-baseline|c134-m3|xai-small|Google Apigee", "prompt": "c134-m3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "enterprises → Apigee"}, {"id": "mai-20260917-0922-baseline|c134-m3|xai-small|Tyk", "prompt": "c134-m3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cons: Lower perf than Lua-based"}, {"id": "mai-20260917-0922-baseline|c134-m3|xai-small|Azure API Management", "prompt": "c134-m3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Azure ecosystems; Cons: Azure lock-in"}, {"id": "mai-20260917-0922-baseline|c134-m3|xai-small|NGINX", "prompt": "c134-m3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "NGINX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pros: Battle-tested speed. Cons: Less API-specific features."}, {"id": "mai-20260917-0922-baseline|c134-m3|xai-small|Traefik", "prompt": "c134-m3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kubernetes-native proxy ... Cons: Lighter on API mgmt."}, {"id": "mai-20260917-0922-baseline|c134-m3|xai-small|MuleSoft Anypoint", "prompt": "c134-m3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others like MuleSoft Anypoint, Zuplo, and Gloo appear in niche lists."}, {"id": "mai-20260917-0922-baseline|c134-m3|xai-small|Zuplo", "prompt": "c134-m3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "appear in niche lists"}, {"id": "mai-20260917-0922-baseline|c134-m3|xai-small|Gloo", "prompt": "c134-m3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Gloo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "appear in niche lists"}, {"id": "mai-20260917-0922-baseline|c134-m3|zai-small|Apache APISIX", "prompt": "c134-m3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apache APISIX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need maximum raw throughput and zero restarts on config changes, **APISIX** is often the top choice among self‑hosted gateways."}, {"id": "mai-20260917-0922-baseline|c134-m3|zai-small|Kong Gateway", "prompt": "c134-m3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You need a mature, plugin‑rich gateway with a large ecosystem and optionally a managed SaaS → Kong Gateway (OSS) or Kong Enterprise / Konnect"}, {"id": "mai-20260917-0922-baseline|c134-m3|zai-small|AWS API Gateway", "prompt": "c134-m3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For serverless workloads tightly coupled to a cloud provider, **AWS API Gateway** or **Google Apigee** are the natural fits."}, {"id": "mai-20260917-0922-baseline|c134-m3|zai-small|Google Apigee", "prompt": "c134-m3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise API programs on GCP, monetization features"}, {"id": "mai-20260917-0922-baseline|c134-m3|zai-small|Azure API Management", "prompt": "c134-m3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "→ AWS API Gateway (AWS), Apigee (GCP), or Azure API Management (Azure)"}, {"id": "mai-20260917-0922-baseline|c134-m3|zai-small|Tyk", "prompt": "c134-m3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You prefer Go‑based plugins and an open‑source core with optional enterprise features → Tyk"}, {"id": "mai-20260917-0922-baseline|c134-m3|zai-small|Traefik", "prompt": "c134-m3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "You need a lightweight, edge‑native router rather than a full API management platform → Traefik"}, {"id": "mai-20260917-0922-baseline|c134-m3|zai-small|Solo.io Gloo Gateway", "prompt": "c134-m3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Solo.io Gloo Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "You’re Kubernetes‑native and want auto‑discovery with minimal ops → Traefik or Solo.io Gloo Gateway"}, {"id": "mai-20260917-0922-baseline|c134-m4|alibaba-small|Zuplo", "prompt": "c134-m4", "model": "alibaba-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zuplo** usually provides the best balance of price ($0 to start) and developer experience."}, {"id": "mai-20260917-0922-baseline|c134-m4|alibaba-small|AWS API Gateway", "prompt": "c134-m4", "model": "alibaba-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is already using Amazon Web Services (AWS), this is often the most cost-effective choice"}, {"id": "mai-20260917-0922-baseline|c134-m4|alibaba-small|Tyk", "prompt": "c134-m4", "model": "alibaba-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tyk (Recommended):** Often considered the most user-friendly open-source option."}, {"id": "mai-20260917-0922-baseline|c134-m4|alibaba-small|Kong", "prompt": "c134-m4", "model": "alibaba-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "*Warning:* While the Core is free, the documentation for open-source installation can be heavy, and the ecosystem pushes users heavily toward their paid Enterprise tier."}, {"id": "mai-20260917-0922-baseline|c134-m4|anthropic-small|Kong", "prompt": "c134-m4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Kong** or **Tyk** open-source editions are solid choices if your team can handle deployment and maintenance."}, {"id": "mai-20260917-0922-baseline|c134-m4|anthropic-small|Tyk", "prompt": "c134-m4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kong** or **Tyk** open-source editions are solid choices"}, {"id": "mai-20260917-0922-baseline|c134-m4|anthropic-small|API Umbrella", "prompt": "c134-m4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "API Umbrella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**API Umbrella** - Lightweight and easier to deploy than some alternatives."}, {"id": "mai-20260917-0922-baseline|c134-m4|anthropic-small|AWS API Gateway", "prompt": "c134-m4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**AWS API Gateway** offers the best balance of cost, features, and ease of use through its free tier"}, {"id": "mai-20260917-0922-baseline|c134-m4|anthropic-small|Azure API Management", "prompt": "c134-m4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free tier available with limited features; good if you're already using Azure."}, {"id": "mai-20260917-0922-baseline|c134-m4|anthropic-small|Google Cloud Apigee", "prompt": "c134-m4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Has a free tier option, though with limitations."}, {"id": "mai-20260917-0922-baseline|c134-m4|anthropic-small|Traefik", "prompt": "c134-m4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Traefik** - Lightweight, open-source reverse proxy and API gateway; minimal resource requirements."}, {"id": "mai-20260917-0922-baseline|c134-m4|anthropic-small|Nginx", "prompt": "c134-m4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "Nginx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "While not a full-featured API gateway, it can serve basic gateway functions"}, {"id": "mai-20260917-0922-baseline|c134-m4|challenger-small|Kong Open Source", "prompt": "c134-m4", "model": "challenger-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Open Source", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Kong Open Source** if you can self-host"}, {"id": "mai-20260917-0922-baseline|c134-m4|challenger-small|Zuplo", "prompt": "c134-m4", "model": "challenger-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Zuplo** if you want the lowest-cost managed option with minimal infrastructure work"}, {"id": "mai-20260917-0922-baseline|c134-m4|challenger-small|AWS API Gateway", "prompt": "c134-m4", "model": "challenger-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "can be cost-effective and convenient, but pricing is usage-based and can add up as traffic grows"}, {"id": "mai-20260917-0922-baseline|c134-m4|challenger-small|Apigee", "prompt": "c134-m4", "model": "challenger-small", "cat": "api-gateways", "variant": "budget", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid **Apigee** on a tight budget ... it is positioned as an expensive enterprise option"}, {"id": "mai-20260917-0922-baseline|c134-m4|deepseek-small|Kong (OSS)", "prompt": "c134-m4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong (OSS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Try **Tyk Community** or **Kong OSS**"}, {"id": "mai-20260917-0922-baseline|c134-m4|deepseek-small|Tyk (Community)", "prompt": "c134-m4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk (Community)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tyk** is widely cited as the best open-source balance for small teams"}, {"id": "mai-20260917-0922-baseline|c134-m4|deepseek-small|KrakenD CE", "prompt": "c134-m4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "KrakenD CE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**KrakenD CE** \\u2014 Blazing fast (50k req/s), ideal for aggregation"}, {"id": "mai-20260917-0922-baseline|c134-m4|deepseek-small|Apache APISIX", "prompt": "c134-m4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Apache APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Apache APISIX** \\u2014 Apache-2.0 licensed, free to self-host"}, {"id": "mai-20260917-0922-baseline|c134-m4|deepseek-small|Traefik", "prompt": "c134-m4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Traefik** \\u2014 Best if you're already container-native"}, {"id": "mai-20260917-0922-baseline|c134-m4|deepseek-small|Cloudflare API Gateway", "prompt": "c134-m4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Cloudflare API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "go with **Cloudflare API Gateway** at $25/mo \\u2014 it's the most cost-effective managed option"}, {"id": "mai-20260917-0922-baseline|c134-m4|deepseek-small|AWS API Gateway", "prompt": "c134-m4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If you're already on AWS**, use **AWS API Gateway's** generous free tier"}, {"id": "mai-20260917-0922-baseline|c134-m4|deepseek-small|Zuplo", "prompt": "c134-m4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Zuplo** \\u2014 free tier (5K req/mo), modern DX"}, {"id": "mai-20260917-0922-baseline|c134-m4|google-small|AWS API Gateway (HTTP APIs)", "prompt": "c134-m4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway (HTTP APIs)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your infrastructure is already on AWS, this is often the most sensible default."}, {"id": "mai-20260917-0922-baseline|c134-m4|google-small|Cloudflare Workers", "prompt": "c134-m4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "Cloudflare Workers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloudflare Workers can easily act as a highly performant, globally distributed API gateway."}, {"id": "mai-20260917-0922-baseline|c134-m4|google-small|Zuplo", "prompt": "c134-m4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**AWS API Gateway (HTTP APIs)** or **Zuplo** | Zero maintenance."}, {"id": "mai-20260917-0922-baseline|c134-m4|google-small|KrakenD (Community Edition)", "prompt": "c134-m4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "KrakenD (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runs on minimal hardware (can easily sit on a $5/month VPS) and does not require a database to operate."}, {"id": "mai-20260917-0922-baseline|c134-m4|google-small|Apache APISIX (OSS)", "prompt": "c134-m4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "Apache APISIX (OSS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly dynamic, enterprise-grade features with a completely free open-source admin dashboard."}, {"id": "mai-20260917-0922-baseline|c134-m4|google-small|Kong Gateway (OSS / Community Edition)", "prompt": "c134-m4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Gateway (OSS / Community Edition)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Historically resource-heavy... The official GUI dashboard and advanced plugins are restricted to the expensive enterprise tier."}, {"id": "mai-20260917-0922-baseline|c134-m4|meta-small|Zuplo", "prompt": "c134-m4", "model": "meta-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best API gateway for a company with a limited budget is Zuplo, as it offers a free tier"}, {"id": "mai-20260917-0922-baseline|c134-m4|meta-small|Tyk", "prompt": "c134-m4", "model": "meta-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Tyk and AWS API Gateway"}, {"id": "mai-20260917-0922-baseline|c134-m4|meta-small|AWS API Gateway", "prompt": "c134-m4", "model": "meta-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Tyk and AWS API Gateway"}, {"id": "mai-20260917-0922-baseline|c134-m4|minimax-small|Cloudflare Workers", "prompt": "c134-m4", "model": "minimax-small", "cat": "api-gateways", "variant": "budget", "raw": "Cloudflare Workers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloudflare Workers offers the best value for money"}, {"id": "mai-20260917-0922-baseline|c134-m4|minimax-small|AWS API Gateway", "prompt": "c134-m4", "model": "minimax-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best free tier**: **Zuplo** or **AWS API Gateway** (if new to AWS)"}, {"id": "mai-20260917-0922-baseline|c134-m4|minimax-small|Zuplo", "prompt": "c134-m4", "model": "minimax-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free tier**: **Zuplo**"}, {"id": "mai-20260917-0922-baseline|c134-m4|minimax-small|Kong Gateway", "prompt": "c134-m4", "model": "minimax-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most control**: **Kong Gateway** (self-hosted, free)"}, {"id": "mai-20260917-0922-baseline|c134-m4|minimax-small|Azure API Management", "prompt": "c134-m4", "model": "minimax-small", "cat": "api-gateways", "variant": "budget", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for**: Companies in Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-m4|mistral-small|Kong (Open Source)", "prompt": "c134-m4", "model": "mistral-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong (Open Source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a fully free, self-hosted solution, Kong or KrakenD are excellent."}, {"id": "mai-20260917-0922-baseline|c134-m4|mistral-small|Zuplo", "prompt": "c134-m4", "model": "mistral-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer a managed service with a free tier, Zuplo is a strong choice."}, {"id": "mai-20260917-0922-baseline|c134-m4|mistral-small|KrakenD", "prompt": "c134-m4", "model": "mistral-small", "cat": "api-gateways", "variant": "budget", "raw": "KrakenD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want a fully free, self-hosted solution, Kong or KrakenD are excellent."}, {"id": "mai-20260917-0922-baseline|c134-m4|mistral-small|Traefik", "prompt": "c134-m4", "model": "mistral-small", "cat": "api-gateways", "variant": "budget", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Kubernetes environments, Traefik is a good fit."}, {"id": "mai-20260917-0922-baseline|c134-m4|moonshot-small|Apache APISIX", "prompt": "c134-m4", "model": "moonshot-small", "cat": "api-gateways", "variant": "budget", "raw": "Apache APISIX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value ... start with **Apache APISIX** or **Kong OSS**"}, {"id": "mai-20260917-0922-baseline|c134-m4|moonshot-small|Kong Gateway (OSS)", "prompt": "c134-m4", "model": "moonshot-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Gateway (OSS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Apache APISIX** or **Kong OSS**"}, {"id": "mai-20260917-0922-baseline|c134-m4|moonshot-small|Tyk", "prompt": "c134-m4", "model": "moonshot-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Performance-to-Cost Ratio"}, {"id": "mai-20260917-0922-baseline|c134-m4|moonshot-small|Traefik", "prompt": "c134-m4", "model": "moonshot-small", "cat": "api-gateways", "variant": "budget", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cloud-Native/Kubernetes"}, {"id": "mai-20260917-0922-baseline|c134-m4|moonshot-small|NGINX", "prompt": "c134-m4", "model": "moonshot-small", "cat": "api-gateways", "variant": "budget", "raw": "NGINX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lightweight Option ... Best for: Simple use cases"}, {"id": "mai-20260917-0922-baseline|c134-m4|moonshot-small|AWS API Gateway", "prompt": "c134-m4", "model": "moonshot-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "offers 1M free calls/month for 12 months if you're already on AWS, but costs ~$3.50/million requests after that"}, {"id": "mai-20260917-0922-baseline|c134-m4|openai-small|Kong Gateway", "prompt": "c134-m4", "model": "openai-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best balance for startups/small companies:** **Tyk** or **Kong**"}, {"id": "mai-20260917-0922-baseline|c134-m4|openai-small|Tyk", "prompt": "c134-m4", "model": "openai-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best balance for startups/small companies:** **Tyk** or **Kong**"}, {"id": "mai-20260917-0922-baseline|c134-m4|openai-small|NGINX / NGINX Plus", "prompt": "c134-m4", "model": "openai-small", "cat": "api-gateways", "variant": "budget", "raw": "NGINX / NGINX Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can become less budget-friendly once you need enterprise features"}, {"id": "mai-20260917-0922-baseline|c134-m4|openai-small|AWS API Gateway", "prompt": "c134-m4", "model": "openai-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want lowest maintenance:** use your **cloud provider’s gateway**"}, {"id": "mai-20260917-0922-baseline|c134-m4|openai-small|Azure API Management", "prompt": "c134-m4", "model": "openai-small", "cat": "api-gateways", "variant": "budget", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you’re already on that cloud"}, {"id": "mai-20260917-0922-baseline|c134-m4|openai-small|Google Cloud API Gateway / Apigee", "prompt": "c134-m4", "model": "openai-small", "cat": "api-gateways", "variant": "budget", "raw": "Google Cloud API Gateway / Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you’re already on that cloud, because you avoid extra infrastructure, but costs can rise with traffic"}, {"id": "mai-20260917-0922-baseline|c134-m4|xai-small|Kong Gateway OSS", "prompt": "c134-m4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Gateway OSS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kong Gateway OSS (Most Popular Overall) - Why best for budget? Fully free Apache 2.0 license."}, {"id": "mai-20260917-0922-baseline|c134-m4|xai-small|Apache APISIX", "prompt": "c134-m4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Apache APISIX (Best Performance) - Why? Free OSS (Apache 2.0), fastest in benchmarks"}, {"id": "mai-20260917-0922-baseline|c134-m4|xai-small|Tyk OSS Gateway", "prompt": "c134-m4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk OSS Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tyk OSS Gateway (Developer-Friendly) - Free gateway (not open-core lock-in)"}, {"id": "mai-20260917-0922-baseline|c134-m4|xai-small|Zuplo Free Tier", "prompt": "c134-m4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo Free Tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$0 forever up to 100K req/mo ... great for prototypes/public APIs"}, {"id": "mai-20260917-0922-baseline|c134-m4|xai-small|AWS API Gateway", "prompt": "c134-m4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pay-per-use (~$3.50/million requests after free tier). Best if already on AWS"}, {"id": "mai-20260917-0922-baseline|c134-m4|xai-small|Kong Konnect/Tyk Cloud", "prompt": "c134-m4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Konnect/Tyk Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Free trials, then usage-based (~$25+/mo)—avoid if truly limited budget."}, {"id": "mai-20260917-0922-baseline|c134-m4|zai-small|Apache APISIX", "prompt": "c134-m4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "Apache APISIX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick for most small/medium companies:** **Apache APISIX** — it's completely free, performant, actively maintained"}, {"id": "mai-20260917-0922-baseline|c134-m4|zai-small|Kong (Open Source)", "prompt": "c134-m4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Maximum plugin flexibility, large team** | **Kong OSS**"}, {"id": "mai-20260917-0922-baseline|c134-m4|zai-small|Tyk", "prompt": "c134-m4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Growing team, wants self-hosted dashboard** | **Tyk**"}, {"id": "mai-20260917-0922-baseline|c134-m4|zai-small|KrakenD", "prompt": "c134-m4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "KrakenD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Backend-for-Frontend, API aggregation** | **KrakenD**"}, {"id": "mai-20260917-0922-baseline|c134-m4|zai-small|Zuplo", "prompt": "c134-m4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**No DevOps, wants managed experience** | **Zuplo** (free tier)"}, {"id": "mai-20260917-0922-baseline|c134-m4|zai-small|NGINX", "prompt": "c134-m4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "NGINX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Starting out, <10 services, low traffic** | **NGINX** (simplest, no cost)"}, {"id": "mai-20260917-0922-baseline|c134-m5|alibaba-small|AWS API Gateway", "prompt": "c134-m5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Managed SaaS (e.g., AWS API Gateway, Azure APIM, Google Endpoints, Kong Gateway):**"}, {"id": "mai-20260917-0922-baseline|c134-m5|alibaba-small|Azure APIM", "prompt": "c134-m5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "Azure APIM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Managed SaaS (e.g., AWS API Gateway, Azure APIM, Google Endpoints, Kong Gateway):**"}, {"id": "mai-20260917-0922-baseline|c134-m5|alibaba-small|Google Endpoints", "prompt": "c134-m5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "Google Endpoints", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Managed SaaS (e.g., AWS API Gateway, Azure APIM, Google Endpoints, Kong Gateway):**"}, {"id": "mai-20260917-0922-baseline|c134-m5|alibaba-small|Kong Gateway", "prompt": "c134-m5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When speaking with vendors (such as **AWS/Azure/GCP**, **Kong**, **Apigee**, **Tyk**, or **MuleSoft**)"}, {"id": "mai-20260917-0922-baseline|c134-m5|alibaba-small|Tyk", "prompt": "c134-m5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Self-Hosted / Kubernetes-Native (e.g., Kong Enterprise, Tyk, MuleSoft):**"}, {"id": "mai-20260917-0922-baseline|c134-m5|alibaba-small|MuleSoft", "prompt": "c134-m5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Self-Hosted / Kubernetes-Native (e.g., Kong Enterprise, Tyk, MuleSoft):**"}, {"id": "mai-20260917-0922-baseline|c134-m5|alibaba-small|Apigee", "prompt": "c134-m5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "such as **AWS/Azure/GCP**, **Kong**, **Apigee**, **Tyk**, or **MuleSoft**"}, {"id": "mai-20260917-0922-baseline|c134-m5|deepseek-small|Kong Konnect", "prompt": "c134-m5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong Konnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Managed SaaS** (e.g., Kong Konnect, Gravitee Cloud, Zuplo)"}, {"id": "mai-20260917-0922-baseline|c134-m5|deepseek-small|Gravitee Cloud", "prompt": "c134-m5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "Gravitee Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Managed SaaS** (e.g., Kong Konnect, Gravitee Cloud, Zuplo)"}, {"id": "mai-20260917-0922-baseline|c134-m5|deepseek-small|Zuplo", "prompt": "c134-m5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Managed SaaS** (e.g., Kong Konnect, Gravitee Cloud, Zuplo)"}, {"id": "mai-20260917-0922-baseline|c134-m5|deepseek-small|Kong OSS", "prompt": "c134-m5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong OSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Self-hosted / open-source core (Kong OSS, Traefik, Envoy, APISIX)"}, {"id": "mai-20260917-0922-baseline|c134-m5|deepseek-small|Traefik", "prompt": "c134-m5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Self-hosted / open-source core (Kong OSS, Traefik, Envoy, APISIX)"}, {"id": "mai-20260917-0922-baseline|c134-m5|deepseek-small|Envoy", "prompt": "c134-m5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "Envoy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Self-hosted / open-source core (Kong OSS, Traefik, Envoy, APISIX)"}, {"id": "mai-20260917-0922-baseline|c134-m5|deepseek-small|APISIX", "prompt": "c134-m5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Self-hosted / open-source core (Kong OSS, Traefik, Envoy, APISIX)"}, {"id": "mai-20260917-0922-baseline|c134-m5|google-small|Kong", "prompt": "c134-m5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong Enterprise:** (Hybrid/SaaS/Self-hosted). Built on Envoy/Nginx. Extremely performant, vast plugin ecosystem, and very strong GitOps/Kubernetes support."}, {"id": "mai-20260917-0922-baseline|c134-m5|google-small|Tyk", "prompt": "c134-m5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for being easier to manage out-of-the-box than Kong, with highly flexible licensing models and great multi-tenant support."}, {"id": "mai-20260917-0922-baseline|c134-m5|google-small|Gloo", "prompt": "c134-m5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "Gloo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gloo Gateway (Solo.io):** Built on Envoy. Highly recommended if your engineering team is heavily committed to Kubernetes and GitOps."}, {"id": "mai-20260917-0922-baseline|c134-m5|google-small|AWS API Gateway", "prompt": "c134-m5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you are single-cloud locked and want maximum infrastructure simplification, though you sacrifice cross-cloud portability."}, {"id": "mai-20260917-0922-baseline|c134-m5|google-small|Azure API Management", "prompt": "c134-m5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "native offerings like AWS API Gateway or Azure API Management require almost zero maintenance, but they can suffer from higher cold-start latencies"}, {"id": "mai-20260917-0922-baseline|c134-m5|google-small|Envoy", "prompt": "c134-m5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "Envoy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For compiled gateways (written in Go, C, or Rust like Envoy or Kong), overhead is usually sub-millisecond."}, {"id": "mai-20260917-0922-baseline|c134-m5|google-small|MuleSoft", "prompt": "c134-m5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Many enterprise traditional gateways, like Azure APIM, Kong, and MuleSoft, now offer dedicated \"AI Gateway\" tiers/plugins"}, {"id": "mai-20260917-0922-baseline|c134-m5|google-small|Apigee (Google Cloud)", "prompt": "c134-m5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Heavyweight, feature-rich, but can be complex and expensive."}, {"id": "mai-20260917-0922-baseline|c134-m5|minimax-small|Kong", "prompt": "c134-m5", "model": "minimax-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Kong**: Popular, extensible, strong community"}, {"id": "mai-20260917-0922-baseline|c134-m5|minimax-small|Apigee", "prompt": "c134-m5", "model": "minimax-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Apigee**: Enterprise-grade, strong analytics"}, {"id": "mai-20260917-0922-baseline|c134-m5|minimax-small|AWS API Gateway", "prompt": "c134-m5", "model": "minimax-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**AWS API Gateway**: If you're heavily AWS-infrastructured"}, {"id": "mai-20260917-0922-baseline|c134-m5|minimax-small|Tyk", "prompt": "c134-m5", "model": "minimax-small", "cat": "api-gateways", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Tyk**: Open-source option with good cloud offering"}, {"id": "mai-20260917-0922-baseline|c134-m5|minimax-small|Istio", "prompt": "c134-m5", "model": "minimax-small", "cat": "api-gateways", "variant": "scale", "raw": "Istio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Istio/Envoy**: If you already need service mesh"}, {"id": "mai-20260917-0922-baseline|c134-m5|minimax-small|Cloudflare Workers", "prompt": "c134-m5", "model": "minimax-small", "cat": "api-gateways", "variant": "scale", "raw": "Cloudflare Workers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cloudflare Workers**: Serverless edge gateway"}, {"id": "mai-20260917-0922-baseline|c134-m5|minimax-small|Envoy", "prompt": "c134-m5", "model": "minimax-small", "cat": "api-gateways", "variant": "scale", "raw": "Envoy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Istio/Envoy**: If you already need service mesh"}, {"id": "mai-20260917-0922-baseline|c134-m5|mistral-small|Kong", "prompt": "c134-m5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Narrow down to 3-5 options (e.g., Kong, Apigee, AWS API Gateway, NGINX, Traefik, Ambassador, Fastly Compute@Edge)."}, {"id": "mai-20260917-0922-baseline|c134-m5|mistral-small|Apigee", "prompt": "c134-m5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "commercial (Kong Enterprise, Apigee, MuleSoft)?"}, {"id": "mai-20260917-0922-baseline|c134-m5|mistral-small|MuleSoft", "prompt": "c134-m5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "commercial (Kong Enterprise, Apigee, MuleSoft)?"}, {"id": "mai-20260917-0922-baseline|c134-m5|mistral-small|AWS API Gateway", "prompt": "c134-m5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Kong, Apigee, AWS API Gateway, NGINX, Traefik, Ambassador, Fastly Compute@Edge"}, {"id": "mai-20260917-0922-baseline|c134-m5|mistral-small|NGINX", "prompt": "c134-m5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "NGINX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Kong, Apigee, AWS API Gateway, NGINX, Traefik, Ambassador"}, {"id": "mai-20260917-0922-baseline|c134-m5|mistral-small|Traefik", "prompt": "c134-m5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AWS API Gateway, NGINX, Traefik, Ambassador, Fastly Compute@Edge"}, {"id": "mai-20260917-0922-baseline|c134-m5|mistral-small|Ambassador", "prompt": "c134-m5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "Ambassador", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "NGINX, Traefik, Ambassador, Fastly Compute@Edge"}, {"id": "mai-20260917-0922-baseline|c134-m5|mistral-small|Fastly Compute@Edge", "prompt": "c134-m5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "Fastly Compute@Edge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Traefik, Ambassador, Fastly Compute@Edge"}, {"id": "mai-20260917-0922-baseline|c134-m5|moonshot-small|Zuplo", "prompt": "c134-m5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Zuplo** - Fully managed, edge-native, great DX, includes monetization"}, {"id": "mai-20260917-0922-baseline|c134-m5|moonshot-small|AWS API Gateway", "prompt": "c134-m5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "3. **AWS API Gateway** - If you're AWS-native, cost-effective at scale"}, {"id": "mai-20260917-0922-baseline|c134-m5|moonshot-small|Kong Konnect", "prompt": "c134-m5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "2. **Kong Konnect** - Strong enterprise features, hybrid deployment options"}, {"id": "mai-20260917-0922-baseline|c134-m5|moonshot-small|Kong OSS", "prompt": "c134-m5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong OSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Self-hosted**: More control (Kong OSS, Traefik, Ambassador)"}, {"id": "mai-20260917-0922-baseline|c134-m5|moonshot-small|Traefik", "prompt": "c134-m5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. **Traefik Hub** - If you're Kubernetes-heavy"}, {"id": "mai-20260917-0922-baseline|c134-m5|moonshot-small|Ambassador", "prompt": "c134-m5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Ambassador", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Self-hosted**: More control (Kong OSS, Traefik, Ambassador)"}, {"id": "mai-20260917-0922-baseline|c134-m5|moonshot-small|Azure API Management", "prompt": "c134-m5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "4. **Azure API Management** - If you're Microsoft-centric"}, {"id": "mai-20260917-0922-baseline|c134-m5|moonshot-small|Apigee", "prompt": "c134-m5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Google Apigee: $10,000-50,000+/year"}, {"id": "mai-20260917-0922-baseline|c134-m5|moonshot-small|Cloudflare", "prompt": "c134-m5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cloudflare: ~$2-10/month"}, {"id": "mai-20260917-0922-baseline|c134-m5|xai-small|Kong", "prompt": "c134-m5", "model": "xai-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3: Kong (flexible/extensible), AWS (if AWS-heavy), Apigee/Tyk (enterprise features)."}, {"id": "mai-20260917-0922-baseline|c134-m5|xai-small|AWS API Gateway", "prompt": "c134-m5", "model": "xai-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS (if AWS-heavy)"}, {"id": "mai-20260917-0922-baseline|c134-m5|xai-small|Apigee", "prompt": "c134-m5", "model": "xai-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Overbuying enterprise bloat (e.g., full Apigee if not needed)"}, {"id": "mai-20260917-0922-baseline|c134-m5|xai-small|Zuplo", "prompt": "c134-m5", "model": "xai-small", "cat": "api-gateways", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Kong, AWS API Gateway, Apigee, Zuplo, or Tyk\\u2014common recommendations for your size"}, {"id": "mai-20260917-0922-baseline|c134-m5|xai-small|Tyk", "prompt": "c134-m5", "model": "xai-small", "cat": "api-gateways", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Apigee/Tyk (enterprise features)"}, {"id": "mai-20260917-0922-baseline|c134-m5|zai-small|Kong", "prompt": "c134-m5", "model": "zai-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist 2-3 vendors (e.g., Kong, AWS API Gateway, Azure API Management)"}, {"id": "mai-20260917-0922-baseline|c134-m5|zai-small|AWS API Gateway", "prompt": "c134-m5", "model": "zai-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist 2-3 vendors (e.g., Kong, AWS API Gateway, Azure API Management)"}, {"id": "mai-20260917-0922-baseline|c134-m5|zai-small|Azure API Management", "prompt": "c134-m5", "model": "zai-small", "cat": "api-gateways", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist 2-3 vendors (e.g., Kong, AWS API Gateway, Azure API Management)"}, {"id": "mai-20260917-0922-baseline|c134-m5|zai-small|Google Apigee", "prompt": "c134-m5", "model": "zai-small", "cat": "api-gateways", "variant": "scale", "raw": "Google Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Managed or hybrid | Enterprise API programs, monetization"}, {"id": "mai-20260917-0922-baseline|c134-m5|zai-small|Zuplo", "prompt": "c134-m5", "model": "zai-small", "cat": "api-gateways", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Programmable edge | Programmable gateway, fast time-to-market"}, {"id": "mai-20260917-0922-baseline|c134-m6|alibaba-small|Netflix Zuul (v1.x)", "prompt": "c134-m6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Netflix Zuul (v1.x)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you see legacy tutorials recommending Zuul, ignore them. It has been effectively deprecated"}, {"id": "mai-20260917-0922-baseline|c134-m6|alibaba-small|Spring Cloud Gateway", "prompt": "c134-m6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Spring Cloud Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "deprecated in favor of Spring Cloud Gateway or reactive alternatives"}, {"id": "mai-20260917-0922-baseline|c134-m6|alibaba-small|NGINX", "prompt": "c134-m6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "NGINX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Using raw NGINX or HAProxy *strictly* as an API Gateway is risky."}, {"id": "mai-20260917-0922-baseline|c134-m6|alibaba-small|HAProxy", "prompt": "c134-m6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "HAProxy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Using raw NGINX or HAProxy *strictly* as an API Gateway is risky."}, {"id": "mai-20260917-0922-baseline|c134-m6|alibaba-small|AWS API Gateway", "prompt": "c134-m6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The \"Vendor Lock-In\" Trap: AWS API Gateway / Azure APIM ... notoriously difficult to migrate away from later"}, {"id": "mai-20260917-0922-baseline|c134-m6|alibaba-small|Azure APIM", "prompt": "c134-m6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Azure APIM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The \"Vendor Lock-In\" Trap: AWS API Gateway / Azure APIM ... notoriously difficult to migrate away from later"}, {"id": "mai-20260917-0922-baseline|c134-m6|alibaba-small|Kong (Self-Hosted/OSS)", "prompt": "c134-m6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong (Self-Hosted/OSS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Kong is the industry standard for open-source gateways, but managing it yourself is deceptively hard."}, {"id": "mai-20260917-0922-baseline|c134-m6|alibaba-small|Kong Konnect", "prompt": "c134-m6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "strongly consider **Kong Konnect** (the managed version) or use the Enterprise edition"}, {"id": "mai-20260917-0922-baseline|c134-m6|alibaba-small|Apigee (Google)", "prompt": "c134-m6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee (Google)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "powerful enterprise suites, but often represent severe over-engineering"}, {"id": "mai-20260917-0922-baseline|c134-m6|alibaba-small|IBM API Connect", "prompt": "c134-m6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "The \"Complexity\" Trap: Apigee (Google) & IBM API Connect ... steep learning curves and verbose configurations"}, {"id": "mai-20260917-0922-baseline|c134-m6|anthropic-small|Kong", "prompt": "c134-m6", "model": "anthropic-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you have specific API gateways in mind (like Kong, AWS API Gateway, Nginx, Traefik, etc.)"}, {"id": "mai-20260917-0922-baseline|c134-m6|anthropic-small|AWS API Gateway", "prompt": "c134-m6", "model": "anthropic-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "If you have specific API gateways in mind (like Kong, AWS API Gateway, Nginx, Traefik, etc.)"}, {"id": "mai-20260917-0922-baseline|c134-m6|anthropic-small|Nginx", "prompt": "c134-m6", "model": "anthropic-small", "cat": "api-gateways", "variant": "negative", "raw": "Nginx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "like Kong, AWS API Gateway, Nginx, Traefik, etc."}, {"id": "mai-20260917-0922-baseline|c134-m6|anthropic-small|Traefik", "prompt": "c134-m6", "model": "anthropic-small", "cat": "api-gateways", "variant": "negative", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "like Kong, AWS API Gateway, Nginx, Traefik, etc."}, {"id": "mai-20260917-0922-baseline|c134-m6|deepseek-small|Apache APISIX", "prompt": "c134-m6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "Apache APISIX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: **Apache APISIX** (unless you know exactly what you're doing)"}, {"id": "mai-20260917-0922-baseline|c134-m6|deepseek-small|MuleSoft Anypoint API Manager", "prompt": "c134-m6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "MuleSoft Anypoint API Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid: **MuleSoft Anypoint API Manager** (for cost and operational complexity)"}, {"id": "mai-20260917-0922-baseline|c134-m6|deepseek-small|Google Apigee", "prompt": "c134-m6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious: **Google Apigee** (vendor lock-in and unpredictable costs)"}, {"id": "mai-20260917-0922-baseline|c134-m6|deepseek-small|Amazon API Gateway", "prompt": "c134-m6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious: **Amazon API Gateway** (operational surprises and constraints)"}, {"id": "mai-20260917-0922-baseline|c134-m6|deepseek-small|WSO2 API Manager", "prompt": "c134-m6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "WSO2 API Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Approach with caution: **WSO2 API Manager** (maintenance and community support concerns)"}, {"id": "mai-20260917-0922-baseline|c134-m6|deepseek-small|Kong", "prompt": "c134-m6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "community edition of Kong lacks built-in encryption and vault support"}, {"id": "mai-20260917-0922-baseline|c134-m6|deepseek-small|Tyk", "prompt": "c134-m6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Tyk** (open-core, strong security defaults)"}, {"id": "mai-20260917-0922-baseline|c134-m6|deepseek-small|Traefik", "prompt": "c134-m6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Traefik** (Kubernetes-native)"}, {"id": "mai-20260917-0922-baseline|c134-m6|deepseek-small|Emissary", "prompt": "c134-m6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "Emissary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Emissary** (Envoy-based)"}, {"id": "mai-20260917-0922-baseline|c134-m6|google-small|Netflix Zuul (v1 and v2)", "prompt": "c134-m6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Netflix Zuul (v1 and v2)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Sticking with Zuul means running on outdated dependencies with no security patches."}, {"id": "mai-20260917-0922-baseline|c134-m6|google-small|Spring Cloud Gateway", "prompt": "c134-m6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Spring Cloud Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are in the Java/Spring ecosystem, use **Spring Cloud Gateway**"}, {"id": "mai-20260917-0922-baseline|c134-m6|google-small|Express Gateway", "prompt": "c134-m6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Express Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid this if you require high-concurrency handling, gRPC support, HTTP/3, or long-term community support."}, {"id": "mai-20260917-0922-baseline|c134-m6|google-small|Ocelot", "prompt": "c134-m6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Ocelot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Ocelot can quickly become a performance bottleneck."}, {"id": "mai-20260917-0922-baseline|c134-m6|google-small|YARP (Yet Another Reverse Proxy)", "prompt": "c134-m6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "YARP (Yet Another Reverse Proxy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "YARP ... routinely outperforming Ocelot in speed and memory efficiency under load."}, {"id": "mai-20260917-0922-baseline|c134-m6|google-small|MuleSoft Anypoint", "prompt": "c134-m6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "famously expensive ... and introduce deep vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c134-m6|google-small|Apigee", "prompt": "c134-m6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "famously expensive ... and introduce deep vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c134-m6|google-small|KrakenD", "prompt": "c134-m6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "KrakenD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "lightweight alternatives like **KrakenD**, **Apache APISIX**, or **Gloo Edge** offer GitOps-friendly configurations"}, {"id": "mai-20260917-0922-baseline|c134-m6|google-small|Apache APISIX", "prompt": "c134-m6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "lightweight alternatives like **KrakenD**, **Apache APISIX**, or **Gloo Edge**"}, {"id": "mai-20260917-0922-baseline|c134-m6|google-small|Gloo Edge", "prompt": "c134-m6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Gloo Edge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "lightweight alternatives like **KrakenD**, **Apache APISIX**, or **Gloo Edge**"}, {"id": "mai-20260917-0922-baseline|c134-m6|google-small|AWS API Gateway", "prompt": "c134-m6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "AWS API Gateway (specifically the REST API tier) is notoriously expensive at scale."}, {"id": "mai-20260917-0922-baseline|c134-m6|google-small|Traefik", "prompt": "c134-m6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "host an open-source gateway (like **Traefik** or **Envoy**) inside an ECS/EKS cluster"}, {"id": "mai-20260917-0922-baseline|c134-m6|google-small|Envoy", "prompt": "c134-m6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Envoy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "host an open-source gateway (like **Traefik** or **Envoy**)"}, {"id": "mai-20260917-0922-baseline|c134-m6|google-small|Kong Gateway (OSS)", "prompt": "c134-m6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Gateway (OSS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "self-hosting these gateways will lead to high operational overhead"}, {"id": "mai-20260917-0922-baseline|c134-m6|google-small|Tyk (OSS)", "prompt": "c134-m6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk (OSS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "self-hosting these gateways will lead to high operational overhead"}, {"id": "mai-20260917-0922-baseline|c134-m6|meta-small|Apigee", "prompt": "c134-m6", "model": "meta-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Apigee: It is not suitable for modernizing infrastructure to adopt technologies like microservices, containers, and Kubernetes, as it was built with older technology."}, {"id": "mai-20260917-0922-baseline|c134-m6|minimax-small|Apigee (Google Cloud)", "prompt": "c134-m6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Apigee** has legitimate criticisms but is still used by large enterprises"}, {"id": "mai-20260917-0922-baseline|c134-m6|minimax-small|Gloo Gateway", "prompt": "c134-m6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "Gloo Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Solo.io sells competing products (Gloo Gateway), so this is partially marketing material."}, {"id": "mai-20260917-0922-baseline|c134-m6|minimax-small|Kong", "prompt": "c134-m6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Kong, AWS API Gateway, Tyk, Traefik** are all well-regarded"}, {"id": "mai-20260917-0922-baseline|c134-m6|minimax-small|AWS API Gateway", "prompt": "c134-m6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Kong, AWS API Gateway, Tyk, Traefik** are all well-regarded"}, {"id": "mai-20260917-0922-baseline|c134-m6|minimax-small|Tyk", "prompt": "c134-m6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Kong, AWS API Gateway, Tyk, Traefik** are all well-regarded"}, {"id": "mai-20260917-0922-baseline|c134-m6|minimax-small|Traefik", "prompt": "c134-m6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Kong, AWS API Gateway, Tyk, Traefik** are all well-regarded"}, {"id": "mai-20260917-0922-baseline|c134-m6|mistral-small|Apigee", "prompt": "c134-m6", "model": "mistral-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Apigee is often recommended to be avoided, especially if you are modernizing your infrastructure"}, {"id": "mai-20260917-0922-baseline|c134-m6|moonshot-small|Netflix Zuul (Zuul 1.x)", "prompt": "c134-m6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Netflix Zuul (Zuul 1.x)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid Zuul entirely** — migrate to Spring Cloud Gateway or Envoy"}, {"id": "mai-20260917-0922-baseline|c134-m6|moonshot-small|AWS API Gateway", "prompt": "c134-m6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Use with Caution for High-Scale Workloads"}, {"id": "mai-20260917-0922-baseline|c134-m6|moonshot-small|Apigee (Google Cloud)", "prompt": "c134-m6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Major Vendor Lock-in Risk"}, {"id": "mai-20260917-0922-baseline|c134-m6|moonshot-small|Kong (Enterprise)", "prompt": "c134-m6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong (Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Pricing not startup-friendly:** Several teams report moving away due to cost"}, {"id": "mai-20260917-0922-baseline|c134-m6|moonshot-small|Spring Cloud Gateway", "prompt": "c134-m6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Spring Cloud Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Modern replacement for Zuul, reactive (non-blocking)"}, {"id": "mai-20260917-0922-baseline|c134-m6|moonshot-small|Kong OSS", "prompt": "c134-m6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you can live without enterprise features"}, {"id": "mai-20260917-0922-baseline|c134-m6|moonshot-small|Tyk", "prompt": "c134-m6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source with clearer enterprise/oss boundary"}, {"id": "mai-20260917-0922-baseline|c134-m6|moonshot-small|NGINX+/NGINX Gateway Fabric", "prompt": "c134-m6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "NGINX+/NGINX Gateway Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Industry standard, portable, reasonable pricing"}, {"id": "mai-20260917-0922-baseline|c134-m6|moonshot-small|Envoy/Istio Gateway", "prompt": "c134-m6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Envoy/Istio Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Cloud-native, infrastructure-as-code friendly"}, {"id": "mai-20260917-0922-baseline|c134-m6|moonshot-small|Zuplo", "prompt": "c134-m6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Edge-native, avoids region lock-in"}, {"id": "mai-20260917-0922-baseline|c134-m6|openai-small|Kong", "prompt": "c134-m6", "model": "openai-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a **comparison of major gateways** like Kong, Apigee, AWS API Gateway, Tyk, NGINX, Envoy, and Azure API Management"}, {"id": "mai-20260917-0922-baseline|c134-m6|openai-small|Apigee", "prompt": "c134-m6", "model": "openai-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a **comparison of major gateways** like Kong, Apigee, AWS API Gateway, Tyk, NGINX, Envoy, and Azure API Management"}, {"id": "mai-20260917-0922-baseline|c134-m6|openai-small|AWS API Gateway", "prompt": "c134-m6", "model": "openai-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a **comparison of major gateways** like Kong, Apigee, AWS API Gateway, Tyk, NGINX, Envoy, and Azure API Management"}, {"id": "mai-20260917-0922-baseline|c134-m6|openai-small|Tyk", "prompt": "c134-m6", "model": "openai-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a **comparison of major gateways** like Kong, Apigee, AWS API Gateway, Tyk, NGINX, Envoy, and Azure API Management"}, {"id": "mai-20260917-0922-baseline|c134-m6|openai-small|NGINX", "prompt": "c134-m6", "model": "openai-small", "cat": "api-gateways", "variant": "negative", "raw": "NGINX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a **comparison of major gateways** like Kong, Apigee, AWS API Gateway, Tyk, NGINX, Envoy, and Azure API Management"}, {"id": "mai-20260917-0922-baseline|c134-m6|openai-small|Envoy", "prompt": "c134-m6", "model": "openai-small", "cat": "api-gateways", "variant": "negative", "raw": "Envoy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a **comparison of major gateways** like Kong, Apigee, AWS API Gateway, Tyk, NGINX, Envoy, and Azure API Management"}, {"id": "mai-20260917-0922-baseline|c134-m6|openai-small|Azure API Management", "prompt": "c134-m6", "model": "openai-small", "cat": "api-gateways", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a **comparison of major gateways** like Kong, Apigee, AWS API Gateway, Tyk, NGINX, Envoy, and Azure API Management"}, {"id": "mai-20260917-0922-baseline|c134-m6|xai-small|Kong", "prompt": "c134-m6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Patch promptly on affected versions**. Popular for plugins/performance, but self-hosted setups often expose admin APIs."}, {"id": "mai-20260917-0922-baseline|c134-m6|xai-small|AWS API Gateway", "prompt": "c134-m6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prioritize**: Kong (patched), AWS API Gateway (if in-AWS)"}, {"id": "mai-20260917-0922-baseline|c134-m6|xai-small|Apache APISIX", "prompt": "c134-m6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Apache APISIX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**High risk if not hardened**. Exposed admin APIs and defaults make it a frequent target."}, {"id": "mai-20260917-0922-baseline|c134-m6|xai-small|Google Apigee", "prompt": "c134-m6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Steer clear if modernizing to microservices/containers**"}, {"id": "mai-20260917-0922-baseline|c134-m6|xai-small|Broadcom (Layer7/Symantec) API Gateway", "prompt": "c134-m6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Broadcom (Layer7/Symantec) API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less common now; vulnerable to traffic tampering if MITM possible... prefer modern alternatives unless locked in."}, {"id": "mai-20260917-0922-baseline|c134-m6|xai-small|LiteLLM", "prompt": "c134-m6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid for production AI gateways without heavy auditing**"}, {"id": "mai-20260917-0922-baseline|c134-m6|xai-small|Azure API Mgmt", "prompt": "c134-m6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Azure API Mgmt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Vendor-Managed (AWS/Azure)**: Fewer self-config risks but vendor outages, lock-in, and costs."}, {"id": "mai-20260917-0922-baseline|c134-m6|xai-small|Tyk", "prompt": "c134-m6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "managed like Zuplo/Tyk for balance"}, {"id": "mai-20260917-0922-baseline|c134-m6|xai-small|Traefik", "prompt": "c134-m6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Traefik/NGINX (simple)"}, {"id": "mai-20260917-0922-baseline|c134-m6|xai-small|NGINX", "prompt": "c134-m6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "NGINX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Traefik/NGINX (simple)"}, {"id": "mai-20260917-0922-baseline|c134-m6|xai-small|Zuplo", "prompt": "c134-m6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "managed like Zuplo/Tyk for balance"}, {"id": "mai-20260917-0922-baseline|c134-m6|zai-small|CA / Broadcom API Gateway", "prompt": "c134-m6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "CA / Broadcom API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** any gateway version that has an active, unpatched critical CVE (CA/Broadcom, LiteLLM)."}, {"id": "mai-20260917-0922-baseline|c134-m6|zai-small|LiteLLM", "prompt": "c134-m6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Upgrade to 1.84.0+; avoid the vulnerable range entirely."}, {"id": "mai-20260917-0922-baseline|c134-m6|zai-small|ITRS Analytics API Gateway", "prompt": "c134-m6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "ITRS Analytics API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "See \"Legacy Releases\" notes for ITRS Analytics API Gateway and related products."}, {"id": "mai-20260917-0922-baseline|c134-m6|zai-small|Azure API Management", "prompt": "c134-m6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** using deprecated or retired features/platforms (Azure APIM v0/v1, legacy portal, stv1"}, {"id": "mai-20260917-0922-baseline|c134-m6|zai-small|Kong Gateway", "prompt": "c134-m6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Open‑source versions 3.7, 3.8** – end of support dates ... No security patches. | Upgrade to 3.9 or later."}, {"id": "mai-20260917-0922-baseline|c134-m6|zai-small|AWS API Gateway", "prompt": "c134-m6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid** using deprecated or retired features/platforms (... AWS API Gateway for high‑scale)."}, {"id": "mai-20260917-0922-baseline|c134-m6|zai-small|Tyk", "prompt": "c134-m6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider a purpose‑built gateway (Kong, Tyk, Apigee, etc.) for high‑volume traffic."}, {"id": "mai-20260917-0922-baseline|c134-m6|zai-small|Apigee", "prompt": "c134-m6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consider a purpose‑built gateway (Kong, Tyk, Apigee, etc.) for high‑volume traffic."}, {"id": "mai-20260917-0922-baseline|c134-s1|alibaba-small|Kong Gateway", "prompt": "c134-s1", "model": "alibaba-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: Kong Gateway ... widely considered the most flexible option for small-to-medium businesses"}, {"id": "mai-20260917-0922-baseline|c134-s1|alibaba-small|AWS API Gateway", "prompt": "c134-s1", "model": "alibaba-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Cloud-Native\" Option: AWS API Gateway (or Azure APIM)"}, {"id": "mai-20260917-0922-baseline|c134-s1|alibaba-small|Azure APIM", "prompt": "c134-s1", "model": "alibaba-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure APIM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best \"Cloud-Native\" Option: AWS API Gateway (or Azure APIM)"}, {"id": "mai-20260917-0922-baseline|c134-s1|alibaba-small|Postman", "prompt": "c134-s1", "model": "alibaba-small", "cat": "api-gateways", "variant": "direct", "raw": "Postman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Postman now offers a fully managed Gateway service integrated with their monitoring and design tools"}, {"id": "mai-20260917-0922-baseline|c134-s1|alibaba-small|Tyk", "prompt": "c134-s1", "model": "alibaba-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tyk is a fantastic, high-performance alternative"}, {"id": "mai-20260917-0922-baseline|c134-s1|anthropic-small|AWS API Gateway", "prompt": "c134-s1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with managed solutions (AWS API Gateway, Kong Cloud, or Tyk Cloud) to minimize operational burden"}, {"id": "mai-20260917-0922-baseline|c134-s1|anthropic-small|Azure API Management", "prompt": "c134-s1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong option if using Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-s1|anthropic-small|Google Cloud API Gateway", "prompt": "c134-s1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "Google Cloud API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Simple setup, integrated with Google Cloud"}, {"id": "mai-20260917-0922-baseline|c134-s1|anthropic-small|Kong Cloud", "prompt": "c134-s1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with managed solutions (AWS API Gateway, Kong Cloud, or Tyk Cloud)"}, {"id": "mai-20260917-0922-baseline|c134-s1|anthropic-small|Tyk Cloud", "prompt": "c134-s1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Good balance of features and cost for B2B"}, {"id": "mai-20260917-0922-baseline|c134-s1|anthropic-small|Kong", "prompt": "c134-s1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider Kong or Tyk if you need multi-cloud flexibility"}, {"id": "mai-20260917-0922-baseline|c134-s1|anthropic-small|Tyk", "prompt": "c134-s1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lightweight and easier to self-host than Kong"}, {"id": "mai-20260917-0922-baseline|c134-s1|anthropic-small|Traefik", "prompt": "c134-s1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Simpler if you're using containers/Kubernetes"}, {"id": "mai-20260917-0922-baseline|c134-s1|anthropic-small|AWS SAM", "prompt": "c134-s1", "model": "anthropic-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS SAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "open source alternative: AWS SAM"}, {"id": "mai-20260917-0922-baseline|c134-s1|challenger-small|Zuplo", "prompt": "c134-s1", "model": "challenger-small", "cat": "api-gateways", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose Zuplo for most small B2B companies"}, {"id": "mai-20260917-0922-baseline|c134-s1|challenger-small|AWS API Gateway", "prompt": "c134-s1", "model": "challenger-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are on AWS, pick **AWS API Gateway** instead."}, {"id": "mai-20260917-0922-baseline|c134-s1|challenger-small|Tyk", "prompt": "c134-s1", "model": "challenger-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want **open-source flexibility** and are comfortable operating it yourself"}, {"id": "mai-20260917-0922-baseline|c134-s1|challenger-small|Kong", "prompt": "c134-s1", "model": "challenger-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it tends to bring more operational overhead than a small team usually wants"}, {"id": "mai-20260917-0922-baseline|c134-s1|deepseek-small|Zuplo", "prompt": "c134-s1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Zuplo**"}, {"id": "mai-20260917-0922-baseline|c134-s1|deepseek-small|Tyk", "prompt": "c134-s1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Open-Source / Self-Managed: **Tyk**"}, {"id": "mai-20260917-0922-baseline|c134-s1|deepseek-small|AWS API Gateway", "prompt": "c134-s1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You're All-in on AWS: **AWS API Gateway**"}, {"id": "mai-20260917-0922-baseline|c134-s1|deepseek-small|Kong Gateway", "prompt": "c134-s1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid for a Small B2B Team - **Kong Gateway**... carries too much operational weight"}, {"id": "mai-20260917-0922-baseline|c134-s1|deepseek-small|Apigee", "prompt": "c134-s1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "enterprise-grade platforms designed for Fortune 500s... Overkill for a small team."}, {"id": "mai-20260917-0922-baseline|c134-s1|deepseek-small|Azure API Management", "prompt": "c134-s1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "six-figure price tags and extreme administrative complexity. Overkill for a small team."}, {"id": "mai-20260917-0922-baseline|c134-s1|deepseek-small|MuleSoft", "prompt": "c134-s1", "model": "deepseek-small", "cat": "api-gateways", "variant": "direct", "raw": "MuleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid for a Small B2B Team... Apigee / Azure API Management / MuleSoft"}, {"id": "mai-20260917-0922-baseline|c134-s1|google-small|Zuplo", "prompt": "c134-s1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zuplo: Best Overall for Modern, Fully-Managed SaaS (Zero Ops)"}, {"id": "mai-20260917-0922-baseline|c134-s1|google-small|Tyk", "prompt": "c134-s1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tyk: Best for Open-Source & Self-Hosting"}, {"id": "mai-20260917-0922-baseline|c134-s1|google-small|Kong", "prompt": "c134-s1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unlike Kong (where features like the UI, RBAC, and developer portal are locked behind a very expensive enterprise tier)"}, {"id": "mai-20260917-0922-baseline|c134-s1|google-small|AWS API Gateway", "prompt": "c134-s1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for AWS/Azure-Native Teams ... Cons: Terrible Developer Experience"}, {"id": "mai-20260917-0922-baseline|c134-s1|google-small|Azure APIM", "prompt": "c134-s1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "Azure APIM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS API Gateway (or Azure APIM): Best for AWS/Azure-Native Teams"}, {"id": "mai-20260917-0922-baseline|c134-s1|google-small|Gravitee.io", "prompt": "c134-s1", "model": "google-small", "cat": "api-gateways", "variant": "direct", "raw": "Gravitee.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gravitee.io: Best for B2B Real-Time & Event-Driven APIs"}, {"id": "mai-20260917-0922-baseline|c134-s1|meta-small|Postman", "prompt": "c134-s1", "model": "meta-small", "cat": "api-gateways", "variant": "direct", "raw": "Postman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Postman - top-rated API management platform for small businesses in 2026, with a score of 94."}, {"id": "mai-20260917-0922-baseline|c134-s1|meta-small|AWS API Gateway", "prompt": "c134-s1", "model": "meta-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a popular choice for small businesses, especially those already using AWS services"}, {"id": "mai-20260917-0922-baseline|c134-s1|meta-small|Kong", "prompt": "c134-s1", "model": "meta-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a powerful option with a score of 86, but carries the most operational weight"}, {"id": "mai-20260917-0922-baseline|c134-s1|meta-small|Tyk", "prompt": "c134-s1", "model": "meta-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers the best open-source balance if you can self-host"}, {"id": "mai-20260917-0922-baseline|c134-s1|meta-small|Zuplo", "prompt": "c134-s1", "model": "meta-small", "cat": "api-gateways", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "has the best managed developer experience for publishing an API"}, {"id": "mai-20260917-0922-baseline|c134-s1|minimax-small|Kong Gateway", "prompt": "c134-s1", "model": "minimax-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with Kong or APISIX if you want the best balance of community support, documentation, and features"}, {"id": "mai-20260917-0922-baseline|c134-s1|minimax-small|Apache APISIX", "prompt": "c134-s1", "model": "minimax-small", "cat": "api-gateways", "variant": "direct", "raw": "Apache APISIX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with Kong or APISIX if you want the best balance of community support, documentation, and features"}, {"id": "mai-20260917-0922-baseline|c134-s1|minimax-small|Gravitee", "prompt": "c134-s1", "model": "minimax-small", "cat": "api-gateways", "variant": "direct", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gravitee's management features might be worth the extra complexity"}, {"id": "mai-20260917-0922-baseline|c134-s1|minimax-small|Traefik", "prompt": "c134-s1", "model": "minimax-small", "cat": "api-gateways", "variant": "direct", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For very small teams with minimal services, simpler options like **Traefik** or even **nginx** itself might suffice"}, {"id": "mai-20260917-0922-baseline|c134-s1|minimax-small|nginx", "prompt": "c134-s1", "model": "minimax-small", "cat": "api-gateways", "variant": "direct", "raw": "nginx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "simpler options like **Traefik** or even **nginx** itself might suffice"}, {"id": "mai-20260917-0922-baseline|c134-s1|mistral-small|Postman", "prompt": "c134-s1", "model": "mistral-small", "cat": "api-gateways", "variant": "direct", "raw": "Postman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Postman** and **Kong** are also solid options depending on your priorities."}, {"id": "mai-20260917-0922-baseline|c134-s1|mistral-small|AWS API Gateway", "prompt": "c134-s1", "model": "mistral-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already using AWS, **AWS API Gateway** is a natural fit."}, {"id": "mai-20260917-0922-baseline|c134-s1|mistral-small|Kong", "prompt": "c134-s1", "model": "mistral-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Kong** is noted for its power but comes with more operational complexity, making it better suited for teams with more resources."}, {"id": "mai-20260917-0922-baseline|c134-s1|mistral-small|Zuplo", "prompt": "c134-s1", "model": "mistral-small", "cat": "api-gateways", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For a small B2B company, **Zuplo** is often the best overall choice for a managed, developer-friendly experience."}, {"id": "mai-20260917-0922-baseline|c134-s1|mistral-small|Tyk", "prompt": "c134-s1", "model": "mistral-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need open-source or self-hosting, **Tyk** is a strong alternative."}, {"id": "mai-20260917-0922-baseline|c134-s1|moonshot-small|Zuplo", "prompt": "c134-s1", "model": "moonshot-small", "cat": "api-gateways", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Zuplo or Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c134-s1|moonshot-small|Cloudflare API Gateway", "prompt": "c134-s1", "model": "moonshot-small", "cat": "api-gateways", "variant": "direct", "raw": "Cloudflare API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Zuplo or Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c134-s1|moonshot-small|AWS API Gateway (HTTP APIs)", "prompt": "c134-s1", "model": "moonshot-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway (HTTP APIs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You're Already on AWS"}, {"id": "mai-20260917-0922-baseline|c134-s1|moonshot-small|Kong Gateway (Open Source)", "prompt": "c134-s1", "model": "moonshot-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Flexibility ... Higher ops burden if self-hosted"}, {"id": "mai-20260917-0922-baseline|c134-s1|openai-small|Zuplo", "prompt": "c134-s1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zuplo** is often the best fit for a small B2B company **if you want the fastest path to a production-ready API product**"}, {"id": "mai-20260917-0922-baseline|c134-s1|openai-small|Amazon API Gateway", "prompt": "c134-s1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "Amazon API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you're already all-in on AWS and want a managed gateway that scales well with pay-as-you-go pricing"}, {"id": "mai-20260917-0922-baseline|c134-s1|openai-small|Kong Gateway / Konnect", "prompt": "c134-s1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway / Konnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it tends to make more sense once you have more traffic, more teams, or more platform complexity... pricing that can be more suitable for larger organizations"}, {"id": "mai-20260917-0922-baseline|c134-s1|openai-small|Apigee", "prompt": "c134-s1", "model": "openai-small", "cat": "api-gateways", "variant": "direct", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "not usually the first pick for a small company because of added platform complexity and cost structure"}, {"id": "mai-20260917-0922-baseline|c134-s1|xai-small|Zuplo", "prompt": "c134-s1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Zuplo** if you want managed/no-ops and quick setup for B2B APIs"}, {"id": "mai-20260917-0922-baseline|c134-s1|xai-small|AWS API Gateway (HTTP APIs)", "prompt": "c134-s1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway (HTTP APIs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS** if you're on AWS—pay next to nothing initially."}, {"id": "mai-20260917-0922-baseline|c134-s1|xai-small|Kong Gateway (OSS)", "prompt": "c134-s1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway (OSS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kong OSS** if you have some infra skills and need extensibility."}, {"id": "mai-20260917-0922-baseline|c134-s1|xai-small|Tyk", "prompt": "c134-s1", "model": "xai-small", "cat": "api-gateways", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Quote-only pricing lacks transparency; Redis dep"}, {"id": "mai-20260917-0922-baseline|c134-s1|zai-small|Kong Gateway", "prompt": "c134-s1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall: Kong Gateway (self-hosted or Kong Konnect)."}, {"id": "mai-20260917-0922-baseline|c134-s1|zai-small|AWS API Gateway", "prompt": "c134-s1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if AWS-native: AWS API Gateway."}, {"id": "mai-20260917-0922-baseline|c134-s1|zai-small|Zuplo", "prompt": "c134-s1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zuplo is a strong runner-up."}, {"id": "mai-20260917-0922-baseline|c134-s1|zai-small|Apache APISIX", "prompt": "c134-s1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good alternative if you prefer Apache-licensed software and want strong performance."}, {"id": "mai-20260917-0922-baseline|c134-s1|zai-small|Apigee", "prompt": "c134-s1", "model": "zai-small", "cat": "api-gateways", "variant": "direct", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Generally not recommended for a small B2B unless you need advanced monetization and analytics."}, {"id": "mai-20260917-0922-baseline|c134-s2|alibaba-small|Zuplo", "prompt": "c134-s2", "model": "alibaba-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small business selling to other businesses, **I recommend starting with Zuplo**."}, {"id": "mai-20260917-0922-baseline|c134-s2|alibaba-small|Tyk", "prompt": "c134-s2", "model": "alibaba-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you anticipate extremely high traffic volumes immediately, consider **Tyk**."}, {"id": "mai-20260917-0922-baseline|c134-s2|alibaba-small|AWS API Gateway + Cognito", "prompt": "c134-s2", "model": "alibaba-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway + Cognito", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AWS API Gateway is primarily a routing tool, not a marketing/sales tool... less intuitive than Zuplo or Tyk's offerings."}, {"id": "mai-20260917-0922-baseline|c134-s2|alibaba-small|Kong", "prompt": "c134-s2", "model": "alibaba-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "locked behind the **Enterprise** plan, which starts at **$3,000/month**. For a small business, this cost floor is often prohibitive"}, {"id": "mai-20260917-0922-baseline|c134-s2|anthropic-small|Zuplo", "prompt": "c134-s2", "model": "anthropic-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Zuplo"}, {"id": "mai-20260917-0922-baseline|c134-s2|anthropic-small|AWS API Gateway", "prompt": "c134-s2", "model": "anthropic-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: AWS API Gateway"}, {"id": "mai-20260917-0922-baseline|c134-s2|anthropic-small|Merge", "prompt": "c134-s2", "model": "anthropic-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Merge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "## For B2B Integration Needs: Merge"}, {"id": "mai-20260917-0922-baseline|c134-s2|challenger-small|Zuplo", "prompt": "c134-s2", "model": "challenger-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Zuplo** if you want the easiest managed option"}, {"id": "mai-20260917-0922-baseline|c134-s2|challenger-small|AWS API Gateway", "prompt": "c134-s2", "model": "challenger-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **AWS API Gateway** if you're already built on AWS"}, {"id": "mai-20260917-0922-baseline|c134-s2|challenger-small|Tyk", "prompt": "c134-s2", "model": "challenger-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tyk** is repeatedly described as the best balance for small teams"}, {"id": "mai-20260917-0922-baseline|c134-s2|challenger-small|Postman", "prompt": "c134-s2", "model": "challenger-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Postman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Postman** is frequently ranked highly for small businesses as an API platform"}, {"id": "mai-20260917-0922-baseline|c134-s2|deepseek-small|Tyk", "prompt": "c134-s2", "model": "deepseek-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, I'd recommend Tyk** (specifically Tyk Cloud, starting around **$250/month**)"}, {"id": "mai-20260917-0922-baseline|c134-s2|deepseek-small|Zuplo", "prompt": "c134-s2", "model": "deepseek-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Zuplo is the best managed developer experience for an API you publish to external partners"}, {"id": "mai-20260917-0922-baseline|c134-s2|deepseek-small|Kong", "prompt": "c134-s2", "model": "deepseek-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the developer portal and advanced features are **locked behind paid Konnect/Enterprise tiers**"}, {"id": "mai-20260917-0922-baseline|c134-s2|deepseek-small|AWS API Gateway", "prompt": "c134-s2", "model": "deepseek-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the pragmatic choice **only if you're already all-in on AWS serverless**"}, {"id": "mai-20260917-0922-baseline|c134-s2|deepseek-small|Apigee", "prompt": "c134-s2", "model": "deepseek-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "generally **overkill and over budget for a small business**"}, {"id": "mai-20260917-0922-baseline|c134-s2|google-small|Zuplo", "prompt": "c134-s2", "model": "google-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zuplo** (Best Overall for B2B SaaS & Startups)... is the gold standard for small-to-medium B2B companies."}, {"id": "mai-20260917-0922-baseline|c134-s2|google-small|Tyk", "prompt": "c134-s2", "model": "google-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tyk** (Best for Compliance, Privacy, & Self-Hosting)... Tyk** is the best choice."}, {"id": "mai-20260917-0922-baseline|c134-s2|google-small|Kong", "prompt": "c134-s2", "model": "google-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unlike its competitor Kong (which locks its developer portal and administrative dashboard behind expensive enterprise paywalls)"}, {"id": "mai-20260917-0922-baseline|c134-s2|google-small|AWS API Gateway", "prompt": "c134-s2", "model": "google-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best If Your Infrastructure is Already on AWS... is a highly logical choice."}, {"id": "mai-20260917-0922-baseline|c134-s2|meta-small|Amazon API Gateway", "prompt": "c134-s2", "model": "meta-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Amazon API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Amazon API Gateway: A fully managed service that makes it easy for developers to create, publish, maintain, monitor, and secure APIs at any scale."}, {"id": "mai-20260917-0922-baseline|c134-s2|meta-small|Tyk API Gateway", "prompt": "c134-s2", "model": "meta-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tyk API Gateway: Offers seamless deployment, robust security, and deep analytics."}, {"id": "mai-20260917-0922-baseline|c134-s2|meta-small|Zuplo", "prompt": "c134-s2", "model": "meta-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A programmable API gateway designed specifically for small businesses and startups."}, {"id": "mai-20260917-0922-baseline|c134-s2|meta-small|Kong Enterprise", "prompt": "c134-s2", "model": "meta-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Kong Enterprise: Known for ultra-low latency and cloud-native extensibility."}, {"id": "mai-20260917-0922-baseline|c134-s2|meta-small|Google Cloud Apigee", "prompt": "c134-s2", "model": "meta-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Google Cloud Apigee: Suitable for complex B2B monetization and governance."}, {"id": "mai-20260917-0922-baseline|c134-s2|minimax-small|AWS API Gateway", "prompt": "c134-s2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prefer the simplest, \"hands\\u2011off\" solution** | **AWS API Gateway** (API management) + **AWS Application Load Balancer**"}, {"id": "mai-20260917-0922-baseline|c134-s2|minimax-small|Azure API Management (Developer tier)", "prompt": "c134-s2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Azure API Management (Developer tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Are already on Azure** | **Azure API Management (Developer tier \\u2013 ~$0.05/hr)**"}, {"id": "mai-20260917-0922-baseline|c134-s2|minimax-small|Google Cloud Endpoints", "prompt": "c134-s2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Google Cloud Endpoints", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "\\u2022 **Google Cloud Endpoints** (now part of Apigee)"}, {"id": "mai-20260917-0922-baseline|c134-s2|minimax-small|Kong (Community Edition)", "prompt": "c134-s2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Want full control & are comfortable with a little ops** | **Kong (Community Edition)** running on a small t3.small EC2"}, {"id": "mai-20260917-0922-baseline|c134-s2|minimax-small|Tyk (Open Source)", "prompt": "c134-s2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tyk Open Source** (free gateway) + **Tyk Dashboard**"}, {"id": "mai-20260917-0922-baseline|c134-s2|minimax-small|Express Gateway", "prompt": "c134-s2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Express Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Express Gateway** \\u2013 a lightweight API gateway purpose\\u2011built for Express/Node services."}, {"id": "mai-20260917-0922-baseline|c134-s2|minimax-small|AWS Application Load Balancer (ALB)", "prompt": "c134-s2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS Application Load Balancer (ALB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**AWS API Gateway** (API management) + **AWS Application Load Balancer**"}, {"id": "mai-20260917-0922-baseline|c134-s2|minimax-small|Azure Load Balancer / Application Gateway", "prompt": "c134-s2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Azure Load Balancer / Application Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Azure Application Gateway** (or built\\u2011in rate\\u2011limiting)"}, {"id": "mai-20260917-0922-baseline|c134-s2|minimax-small|NGINX", "prompt": "c134-s2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "NGINX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**NGINX** as a reverse\\u2011proxy/ load\\u2011balancer in front of Kong"}, {"id": "mai-20260917-0922-baseline|c134-s2|minimax-small|Traefik", "prompt": "c134-s2", "model": "minimax-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "a small **NGINX** or **Traefik** for traffic"}, {"id": "mai-20260917-0922-baseline|c134-s2|mistral-small|Kong Gateway", "prompt": "c134-s2", "model": "mistral-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Kong Gateway** or **Apigee Edge** as your API gateway and traffic management tool"}, {"id": "mai-20260917-0922-baseline|c134-s2|mistral-small|Apigee Edge", "prompt": "c134-s2", "model": "mistral-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apigee Edge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Kong Gateway** or **Apigee Edge** as your API gateway and traffic management tool"}, {"id": "mai-20260917-0922-baseline|c134-s2|mistral-small|Tyk", "prompt": "c134-s2", "model": "mistral-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a middle ground, **Tyk** is another open-source option with a managed cloud version"}, {"id": "mai-20260917-0922-baseline|c134-s2|moonshot-small|Zuplo", "prompt": "c134-s2", "model": "moonshot-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Zuplo**"}, {"id": "mai-20260917-0922-baseline|c134-s2|moonshot-small|AWS API Gateway", "prompt": "c134-s2", "model": "moonshot-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already committed to AWS and have minimal needs, AWS API Gateway is a reasonable alternative"}, {"id": "mai-20260917-0922-baseline|c134-s2|moonshot-small|Kong Gateway (OSS)", "prompt": "c134-s2", "model": "moonshot-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Gateway (OSS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If You Need Open Source: **Kong Gateway (OSS)**"}, {"id": "mai-20260917-0922-baseline|c134-s2|moonshot-small|Cloudflare API Gateway", "prompt": "c134-s2", "model": "moonshot-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Cloudflare API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If Budget is Extremely Tight: **Cloudflare API Gateway**"}, {"id": "mai-20260917-0922-baseline|c134-s2|moonshot-small|Kong Konnect", "prompt": "c134-s2", "model": "moonshot-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Konnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Kong Konnect | ~$105/mo | Multi-cloud needs | Higher cost, more complex"}, {"id": "mai-20260917-0922-baseline|c134-s2|moonshot-small|Tyk Cloud", "prompt": "c134-s2", "model": "moonshot-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tyk Cloud | ~$500/mo | Larger small businesses | Expensive for true small business"}, {"id": "mai-20260917-0922-baseline|c134-s2|openai-small|Azure API Management", "prompt": "c134-s2", "model": "openai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Azure API Management** as the best all-around choice"}, {"id": "mai-20260917-0922-baseline|c134-s2|openai-small|Kong Gateway", "prompt": "c134-s2", "model": "openai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kong Gateway** is the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c134-s2|openai-small|Amazon API Gateway", "prompt": "c134-s2", "model": "openai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Amazon API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is already deep in **AWS**, then **Amazon API Gateway** is a practical choice"}, {"id": "mai-20260917-0922-baseline|c134-s2|xai-small|Kong Gateway (open-source version)", "prompt": "c134-s2", "model": "xai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Gateway (open-source version)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong Gateway (open-source version)** is my top recommendation for a small B2B business."}, {"id": "mai-20260917-0922-baseline|c134-s2|xai-small|AWS API Gateway", "prompt": "c134-s2", "model": "xai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Vendor lock-in, costs scale with traffic"}, {"id": "mai-20260917-0922-baseline|c134-s2|xai-small|Kong Konnect", "prompt": "c134-s2", "model": "xai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "upgrade to managed Kong Konnect (~$250/mo) only if needed"}, {"id": "mai-20260917-0922-baseline|c134-s2|xai-small|Tyk", "prompt": "c134-s2", "model": "xai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go-based, full OSS lifecycle mgmt | Free OSS | Slightly steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c134-s2|xai-small|Apache APISIX", "prompt": "c134-s2", "model": "xai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Max raw performance | Free OSS | Fewer plugins than Kong"}, {"id": "mai-20260917-0922-baseline|c134-s2|xai-small|Zuplo", "prompt": "c134-s2", "model": "xai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fully managed, dev-friendly | Free up to 100K req/mo, then usage-based| Less mature ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-s2|zai-small|Kong Gateway (open-source)", "prompt": "c134-s2", "model": "zai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Gateway (open-source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Kong Gateway (open\\u2011source)** as your primary API gateway and traffic\\u2011management tool"}, {"id": "mai-20260917-0922-baseline|c134-s2|zai-small|Apache APISIX", "prompt": "c134-s2", "model": "zai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want maximum performance and are comfortable with a plugin\\u2011first approach; otherwise, Kong is more widely adopted and documented."}, {"id": "mai-20260917-0922-baseline|c134-s2|zai-small|AWS API Gateway", "prompt": "c134-s2", "model": "zai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS API Gateway** is a simple, pay\\u2011per\\u2011use alternative, but it limits you to AWS"}, {"id": "mai-20260917-0922-baseline|c134-s2|zai-small|Google Apigee", "prompt": "c134-s2", "model": "zai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise subscription (often $10K+/month)"}, {"id": "mai-20260917-0922-baseline|c134-s2|zai-small|Kong Konnect", "prompt": "c134-s2", "model": "zai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you can upgrade to **Kong Konnect** (managed SaaS) with a predictable per\\u2011gateway/month fee"}, {"id": "mai-20260917-0922-baseline|c134-s2|zai-small|Tyk", "prompt": "c134-s2", "model": "zai-small", "cat": "api-gateways", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you want a free OSS gateway with enterprise features in the cloud; pricing is higher than Kong OSS but often lower than Apigee."}, {"id": "mai-20260917-0922-baseline|c134-s3|alibaba-small|Zuplo", "prompt": "c134-s3", "model": "alibaba-small", "cat": "api-gateways", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Zuplo** if you want to spend your time building your product, not maintaining your API layer."}, {"id": "mai-20260917-0922-baseline|c134-s3|alibaba-small|Kong Gateway", "prompt": "c134-s3", "model": "alibaba-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Trade-off:** **Operational Weight.** ... For a small team, keeping Kong updated and healthy can be a distraction."}, {"id": "mai-20260917-0922-baseline|c134-s3|alibaba-small|AWS API Gateway", "prompt": "c134-s3", "model": "alibaba-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **AWS API Gateway** if you want to keep your infrastructure purely within the AWS Walled Garden."}, {"id": "mai-20260917-0922-baseline|c134-s3|alibaba-small|Tyk", "prompt": "c134-s3", "model": "alibaba-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tyk is often the go-to alternative when teams want open-source control but find Kong too heavy or complex."}, {"id": "mai-20260917-0922-baseline|c134-s3|anthropic-small|Zuplo", "prompt": "c134-s3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams with no platform engineers, Zuplo offers fully managed deployment that takes minutes to set up"}, {"id": "mai-20260917-0922-baseline|c134-s3|anthropic-small|NGINX", "prompt": "c134-s3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "NGINX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NGINX is suitable for small teams with under 10 services that need a fast, battle-tested reverse proxy"}, {"id": "mai-20260917-0922-baseline|c134-s3|anthropic-small|Kong", "prompt": "c134-s3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kong offers the best balance of features and flexibility for most teams"}, {"id": "mai-20260917-0922-baseline|c134-s3|anthropic-small|AWS API Gateway", "prompt": "c134-s3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For AWS-only workloads, use AWS API Gateway for Lambda integration"}, {"id": "mai-20260917-0922-baseline|c134-s3|anthropic-small|Tyk", "prompt": "c134-s3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or Tyk (multi-cloud support)"}, {"id": "mai-20260917-0922-baseline|c134-s3|anthropic-small|Gravitee", "prompt": "c134-s3", "model": "anthropic-small", "cat": "api-gateways", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gravitee excels in unified REST and high-performance event API management, with native Kafka support"}, {"id": "mai-20260917-0922-baseline|c134-s3|challenger-small|Zuplo", "prompt": "c134-s3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Zuplo** if you want the fastest path to production with the least infrastructure work."}, {"id": "mai-20260917-0922-baseline|c134-s3|challenger-small|Tyk", "prompt": "c134-s3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tyk the strongest open-source/self-hosted balance"}, {"id": "mai-20260917-0922-baseline|c134-s3|challenger-small|AWS API Gateway", "prompt": "c134-s3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you are already deep in **AWS/serverless**"}, {"id": "mai-20260917-0922-baseline|c134-s3|challenger-small|Kong", "prompt": "c134-s3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Most capable, but heavier to operate"}, {"id": "mai-20260917-0922-baseline|c134-s3|challenger-small|Traefik", "prompt": "c134-s3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for **Kubernetes-native** small teams"}, {"id": "mai-20260917-0922-baseline|c134-s3|challenger-small|NGINX", "prompt": "c134-s3", "model": "challenger-small", "cat": "api-gateways", "variant": "comparative", "raw": "NGINX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent proxy, fewer gateway-management features"}, {"id": "mai-20260917-0922-baseline|c134-s3|deepseek-small|Kong", "prompt": "c134-s3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most powerful and extensible, but carries the **most operational weight** for a small team."}, {"id": "mai-20260917-0922-baseline|c134-s3|deepseek-small|AWS API Gateway", "prompt": "c134-s3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep AWS integration (IAM, Cognito, Lambda auth) but **vendor-locked** to AWS and less portable."}, {"id": "mai-20260917-0922-baseline|c134-s3|deepseek-small|Tyk", "prompt": "c134-s3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have **dev-ops capacity** or cost sensitivity, **Tyk OSS** self-hosted gives the best open-source balance."}, {"id": "mai-20260917-0922-baseline|c134-s3|deepseek-small|Zuplo", "prompt": "c134-s3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Early-stage/startup teams** that want the fastest time-to-first-deploy with near-zero ops"}, {"id": "mai-20260917-0922-baseline|c134-s3|deepseek-small|Cloudflare API Gateway", "prompt": "c134-s3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Cloudflare API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Indie SaaS already on Cloudflare"}, {"id": "mai-20260917-0922-baseline|c134-s3|deepseek-small|Traefik", "prompt": "c134-s3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're on **Kubernetes**, **Traefik** is the easiest lightweight default."}, {"id": "mai-20260917-0922-baseline|c134-s3|deepseek-small|NGINX", "prompt": "c134-s3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "NGINX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Small teams with **under 10 services** that want a fast, battle-tested reverse proxy"}, {"id": "mai-20260917-0922-baseline|c134-s3|deepseek-small|KnoxCall", "prompt": "c134-s3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "KnoxCall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Calling out to Stripe/OpenAI/Twilio + credential management | A purpose-built tool like **KnoxCall**"}, {"id": "mai-20260917-0922-baseline|c134-s3|deepseek-small|Apigee", "prompt": "c134-s3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "don't adopt a heavyweight enterprise gateway (like Apigee or MuleSoft) until you actually need enterprise analytics and governance"}, {"id": "mai-20260917-0922-baseline|c134-s3|deepseek-small|MuleSoft", "prompt": "c134-s3", "model": "deepseek-small", "cat": "api-gateways", "variant": "comparative", "raw": "MuleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "don't adopt a heavyweight enterprise gateway (like Apigee or MuleSoft)"}, {"id": "mai-20260917-0922-baseline|c134-s3|google-small|Zuplo", "prompt": "c134-s3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zuplo: Best for Modern Developer Experience (DX) & Edge-Native SaaS... Choose Zuplo if you want the absolute fastest route to production with zero server maintenance"}, {"id": "mai-20260917-0922-baseline|c134-s3|google-small|AWS API Gateway", "prompt": "c134-s3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Teams Already Heavy in AWS"}, {"id": "mai-20260917-0922-baseline|c134-s3|google-small|KrakenD", "prompt": "c134-s3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "KrakenD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Ultra-Lightweight, Self-Hosted GitOps"}, {"id": "mai-20260917-0922-baseline|c134-s3|google-small|Kong (OSS or Konnect)", "prompt": "c134-s3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong (OSS or Konnect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Kong if you have complex, highly specific enterprise requirements"}, {"id": "mai-20260917-0922-baseline|c134-s3|google-small|Tyk", "prompt": "c134-s3", "model": "google-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Self-Hosted Option with a Built-in UI"}, {"id": "mai-20260917-0922-baseline|c134-s3|meta-small|Tyk", "prompt": "c134-s3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top API gateways for a small team in 2026 are Tyk, Zuplo, and AWS API Gateway."}, {"id": "mai-20260917-0922-baseline|c134-s3|meta-small|Zuplo", "prompt": "c134-s3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Zuplo is a fully managed, edge-native API gateway that deploys to 300+ global edge locations with zero infrastructure to manage."}, {"id": "mai-20260917-0922-baseline|c134-s3|meta-small|AWS API Gateway", "prompt": "c134-s3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS API Gateway is a managed SaaS that is ideal for serverless APIs on AWS."}, {"id": "mai-20260917-0922-baseline|c134-s3|meta-small|Kong", "prompt": "c134-s3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it carries the most operational weight for a small team"}, {"id": "mai-20260917-0922-baseline|c134-s3|meta-small|KnoxCall", "prompt": "c134-s3", "model": "meta-small", "cat": "api-gateways", "variant": "comparative", "raw": "KnoxCall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "KnoxCall is a gateway built for specific jobs like handling calls made out to Stripe, OpenAI, or Twilio"}, {"id": "mai-20260917-0922-baseline|c134-s3|minimax-small|Zuplo", "prompt": "c134-s3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The general consensus is that **Zuplo** is often best for small teams wanting a real gateway without operational overhead"}, {"id": "mai-20260917-0922-baseline|c134-s3|minimax-small|Kong Gateway", "prompt": "c134-s3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kong** remains the most powerful but carries more operational weight"}, {"id": "mai-20260917-0922-baseline|c134-s3|minimax-small|Tyk", "prompt": "c134-s3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need open-source?** → Tyk (easier) or Kong (more powerful)"}, {"id": "mai-20260917-0922-baseline|c134-s3|minimax-small|AWS API Gateway", "prompt": "c134-s3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already on AWS?** → AWS API Gateway"}, {"id": "mai-20260917-0922-baseline|c134-s3|minimax-small|NGINX", "prompt": "c134-s3", "model": "minimax-small", "cat": "api-gateways", "variant": "comparative", "raw": "NGINX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Need simplicity?** → NGINX"}, {"id": "mai-20260917-0922-baseline|c134-s3|mistral-small|Zuplo", "prompt": "c134-s3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a managed, edge-native, and programmable gateway with minimal setup, choose **Zuplo**."}, {"id": "mai-20260917-0922-baseline|c134-s3|mistral-small|Kong (Kong Gateway & Kong Konnect)", "prompt": "c134-s3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong (Kong Gateway & Kong Konnect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kong is the safe default for most teams, especially if you need plugins or run on Kubernetes, but it has more operational overhead."}, {"id": "mai-20260917-0922-baseline|c134-s3|mistral-small|Tyk", "prompt": "c134-s3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tyk offers a lower learning curve and more predictable billing, making it a good balance for small teams."}, {"id": "mai-20260917-0922-baseline|c134-s3|mistral-small|Gravitee", "prompt": "c134-s3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gravitee is a strong open-source option"}, {"id": "mai-20260917-0922-baseline|c134-s3|mistral-small|AWS API Gateway", "prompt": "c134-s3", "model": "mistral-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're all-in on AWS, **AWS API Gateway** is the default."}, {"id": "mai-20260917-0922-baseline|c134-s3|moonshot-small|Traefik", "prompt": "c134-s3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "Traefik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams**: Start with **Traefik** (if containerized) or **Zuplo** (if you want managed)"}, {"id": "mai-20260917-0922-baseline|c134-s3|moonshot-small|Tyk", "prompt": "c134-s3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Open-Source Balance"}, {"id": "mai-20260917-0922-baseline|c134-s3|moonshot-small|Zuplo", "prompt": "c134-s3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Traefik** (if containerized) or **Zuplo** (if you want managed)"}, {"id": "mai-20260917-0922-baseline|c134-s3|moonshot-small|AWS API Gateway", "prompt": "c134-s3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for AWS-Native Stacks"}, {"id": "mai-20260917-0922-baseline|c134-s3|moonshot-small|Kong", "prompt": "c134-s3", "model": "moonshot-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid Kong unless you have dedicated infrastructure expertise—its operational overhead can consume bandwidth you don't have."}, {"id": "mai-20260917-0922-baseline|c134-s3|openai-small|AWS API Gateway", "prompt": "c134-s3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best if you're already on AWS and want the simplest managed path"}, {"id": "mai-20260917-0922-baseline|c134-s3|openai-small|Kong Konnect / Kong Gateway", "prompt": "c134-s3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong Konnect / Kong Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a more flexible gateway with stronger portability across cloud/on-prem"}, {"id": "mai-20260917-0922-baseline|c134-s3|openai-small|Tyk", "prompt": "c134-s3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a more open-source-friendly option and the ability to start with a free gateway version"}, {"id": "mai-20260917-0922-baseline|c134-s3|openai-small|Google Apigee", "prompt": "c134-s3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it's often more platform than a small team needs"}, {"id": "mai-20260917-0922-baseline|c134-s3|openai-small|Cloudflare API Gateway / API Shield", "prompt": "c134-s3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Cloudflare API Gateway / API Shield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best when your main concern is protecting and accelerating public APIs at the edge"}, {"id": "mai-20260917-0922-baseline|c134-s3|openai-small|Google API Gateway", "prompt": "c134-s3", "model": "openai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Google API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**AWS API Gateway** and **Google API Gateway** charge based on usage/calls"}, {"id": "mai-20260917-0922-baseline|c134-s3|xai-small|Kong", "prompt": "c134-s3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Huge plugin ecosystem (200+), high performance, Kubernetes-friendly | OSS lacks GUI/analytics"}, {"id": "mai-20260917-0922-baseline|c134-s3|xai-small|Tyk", "prompt": "c134-s3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Full-featured OSS (auth, quotas, portal), Go-based (lightweight), easy plugins"}, {"id": "mai-20260917-0922-baseline|c134-s3|xai-small|Zuplo", "prompt": "c134-s3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Zuplo/Tyk often ranked #1 for startups per reviews"}, {"id": "mai-20260917-0922-baseline|c134-s3|xai-small|AWS API Gateway", "prompt": "c134-s3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "No ops, seamless w/Lambda/ECS, auto-scale | Vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c134-s3|xai-small|Apache APISIX", "prompt": "c134-s3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Apache APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top performance (2-3x Kong), dynamic etcd config"}, {"id": "mai-20260917-0922-baseline|c134-s3|xai-small|Traefik", "prompt": "c134-s3", "model": "xai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Traefik is a lightweight alternative for Kubernetes-focused teams."}, {"id": "mai-20260917-0922-baseline|c134-s3|zai-small|Zuplo", "prompt": "c134-s3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zuplo is widely considered the top choice for early-stage teams and startups."}, {"id": "mai-20260917-0922-baseline|c134-s3|zai-small|Tyk", "prompt": "c134-s3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"All-in-One\" Open Source Option: **Tyk**"}, {"id": "mai-20260917-0922-baseline|c134-s3|zai-small|Kong", "prompt": "c134-s3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Safe Default\" for Ecosystems: **Kong**"}, {"id": "mai-20260917-0922-baseline|c134-s3|zai-small|AWS API Gateway", "prompt": "c134-s3", "model": "zai-small", "cat": "api-gateways", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for AWS Serverless Teams: **AWS API Gateway**"}, {"id": "mai-20260917-0922-baseline|c134-s4|alibaba-small|Cloudflare API Gateway", "prompt": "c134-s4", "model": "alibaba-small", "cat": "api-gateways", "variant": "budget", "raw": "Cloudflare API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Final Verdict:** Start with **Cloudflare** if you are technically inclined"}, {"id": "mai-20260917-0922-baseline|c134-s4|alibaba-small|Zuplo", "prompt": "c134-s4", "model": "alibaba-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Zuplo** if you want a modern, managed product that feels like a startup-friendly tool"}, {"id": "mai-20260917-0922-baseline|c134-s4|alibaba-small|Tyk", "prompt": "c134-s4", "model": "alibaba-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Self-Hosted (Open Source): Tyk ... Cons: **High operational overhead.**"}, {"id": "mai-20260917-0922-baseline|c134-s4|alibaba-small|AWS API Gateway", "prompt": "c134-s4", "model": "alibaba-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "AWS often charges significantly more than Cloudflare/Zuplo when traffic scales beyond the free tier because of egress costs."}, {"id": "mai-20260917-0922-baseline|c134-s4|alibaba-small|Azure APIM", "prompt": "c134-s4", "model": "alibaba-small", "cat": "api-gateways", "variant": "budget", "raw": "Azure APIM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "watch out for **Data Transfer (Egress) Fees**"}, {"id": "mai-20260917-0922-baseline|c134-s4|alibaba-small|Kong", "prompt": "c134-s4", "model": "alibaba-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid heavy self-hosted solutions like Kong unless you specifically need the plugin ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-s4|anthropic-small|Zuplo", "prompt": "c134-s4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Budget: Zuplo"}, {"id": "mai-20260917-0922-baseline|c134-s4|anthropic-small|AWS API Gateway", "prompt": "c134-s4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS API Gateway for AWS ... native options that usually win on integration and time-to-ship"}, {"id": "mai-20260917-0922-baseline|c134-s4|anthropic-small|Azure API Management", "prompt": "c134-s4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure API Management for Azure ... native options"}, {"id": "mai-20260917-0922-baseline|c134-s4|anthropic-small|Apigee", "prompt": "c134-s4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Apigee for Google Cloud are native options"}, {"id": "mai-20260917-0922-baseline|c134-s4|anthropic-small|Kong Konnect", "prompt": "c134-s4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Kong Konnect's serverless gateway costs $25/month with 1 million API requests included"}, {"id": "mai-20260917-0922-baseline|c134-s4|anthropic-small|Apache APISIX", "prompt": "c134-s4", "model": "anthropic-small", "cat": "api-gateways", "variant": "budget", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "can be completely free, though they require you to manage infrastructure"}, {"id": "mai-20260917-0922-baseline|c134-s4|challenger-small|AWS API Gateway", "prompt": "c134-s4", "model": "challenger-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **AWS API Gateway** if your workload is already on AWS"}, {"id": "mai-20260917-0922-baseline|c134-s4|challenger-small|Zuplo", "prompt": "c134-s4", "model": "challenger-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would narrow it to **AWS API Gateway** or **Zuplo** first, because they minimize upfront cost and operational burden"}, {"id": "mai-20260917-0922-baseline|c134-s4|challenger-small|Tyk", "prompt": "c134-s4", "model": "challenger-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tyk** is the strongest balance of features and cost for a small team that can handle some operations"}, {"id": "mai-20260917-0922-baseline|c134-s4|challenger-small|Kong", "prompt": "c134-s4", "model": "challenger-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Need maximum flexibility but can afford more ops work → **Kong**"}, {"id": "mai-20260917-0922-baseline|c134-s4|deepseek-small|Kong Gateway (Open Source)", "prompt": "c134-s4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Gateway (Open Source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Kong Gateway (Open Source)** or **Apache APISIX**"}, {"id": "mai-20260917-0922-baseline|c134-s4|deepseek-small|Apache APISIX", "prompt": "c134-s4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Apache APISIX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: **Kong Gateway (Open Source)** or **Apache APISIX**"}, {"id": "mai-20260917-0922-baseline|c134-s4|deepseek-small|KrakenD CE", "prompt": "c134-s4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "KrakenD CE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great \"backend-for-frontend\" option, extremely lightweight (perfect for small hardware)"}, {"id": "mai-20260917-0922-baseline|c134-s4|deepseek-small|Tyk Community", "prompt": "c134-s4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk Community", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tyk Community / Gravitee OSS** \\u2014 Also free"}, {"id": "mai-20260917-0922-baseline|c134-s4|deepseek-small|Gravitee OSS", "prompt": "c134-s4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Gravitee OSS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Gravitee's rich feature set is more geared toward heavier use"}, {"id": "mai-20260917-0922-baseline|c134-s4|deepseek-small|AWS API Gateway", "prompt": "c134-s4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use **AWS API Gateway HTTP API** ($1/million, 1M free tier) if you're already on AWS"}, {"id": "mai-20260917-0922-baseline|c134-s4|deepseek-small|Cloudflare API Gateway", "prompt": "c134-s4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Cloudflare API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or **Cloudflare** ($25/mo) if you're already on Cloudflare"}, {"id": "mai-20260917-0922-baseline|c134-s4|deepseek-small|Konnect", "prompt": "c134-s4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Konnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Managed Kong (Konnect) starts around $105\\u2013$250/month"}, {"id": "mai-20260917-0922-baseline|c134-s4|deepseek-small|Apigee", "prompt": "c134-s4", "model": "deepseek-small", "cat": "api-gateways", "variant": "budget", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Enterprise options like Apigee ($500+/month) and Tyk's paid tiers are overkill for a small shop"}, {"id": "mai-20260917-0922-baseline|c134-s4|google-small|Zuplo", "prompt": "c134-s4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zuplo: Best Overall for Low Dev-Overhead & Startups"}, {"id": "mai-20260917-0922-baseline|c134-s4|google-small|AWS API Gateway (HTTP APIs)", "prompt": "c134-s4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway (HTTP APIs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if Already on AWS Serverless"}, {"id": "mai-20260917-0922-baseline|c134-s4|google-small|KrakenD", "prompt": "c134-s4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "KrakenD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Self-Hosted for Ultra-Low Server Costs"}, {"id": "mai-20260917-0922-baseline|c134-s4|google-small|Tyk (Community Edition)", "prompt": "c134-s4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Full-Featured, Free API Management"}, {"id": "mai-20260917-0922-baseline|c134-s4|google-small|Kong", "prompt": "c134-s4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "it is generally **not** recommended for small, budget-tight teams"}, {"id": "mai-20260917-0922-baseline|c134-s4|google-small|Apache APISIX", "prompt": "c134-s4", "model": "google-small", "cat": "api-gateways", "variant": "budget", "raw": "Apache APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unlike Kong or Apache APISIX, it **does not require a database**"}, {"id": "mai-20260917-0922-baseline|c134-s4|meta-small|Tyk", "prompt": "c134-s4", "model": "meta-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Tyk: Offers the best open-source balance if you can self-host."}, {"id": "mai-20260917-0922-baseline|c134-s4|meta-small|Zuplo", "prompt": "c134-s4", "model": "meta-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zuplo: Provides the best managed developer experience for publishing an API."}, {"id": "mai-20260917-0922-baseline|c134-s4|meta-small|AWS API Gateway", "prompt": "c134-s4", "model": "meta-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The default choice if you are already all-in on AWS serverless."}, {"id": "mai-20260917-0922-baseline|c134-s4|meta-small|Kong", "prompt": "c134-s4", "model": "meta-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The most powerful option, but carries the most operational weight."}, {"id": "mai-20260917-0922-baseline|c134-s4|meta-small|KnoxCall", "prompt": "c134-s4", "model": "meta-small", "cat": "api-gateways", "variant": "budget", "raw": "KnoxCall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Built for managing outbound calls to vendors like Stripe or OpenAI and keeping credentials out of your code."}, {"id": "mai-20260917-0922-baseline|c134-s4|meta-small|Postman", "prompt": "c134-s4", "model": "meta-small", "cat": "api-gateways", "variant": "budget", "raw": "Postman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top-rated API management platform for small businesses."}, {"id": "mai-20260917-0922-baseline|c134-s4|minimax-small|Zuplo", "prompt": "c134-s4", "model": "minimax-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zuplo** is particularly attractive because their free tier includes actual production-ready features"}, {"id": "mai-20260917-0922-baseline|c134-s4|minimax-small|Tyk Open Source", "prompt": "c134-s4", "model": "minimax-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk Open Source", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you have technical capacity**: Go with **Tyk Open Source** - zero licensing costs, rich features"}, {"id": "mai-20260917-0922-baseline|c134-s4|minimax-small|Kong Open Source", "prompt": "c134-s4", "model": "minimax-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Open Source", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Consideration**: Operational complexity is higher; some advanced features require paid plans"}, {"id": "mai-20260917-0922-baseline|c134-s4|minimax-small|AWS API Gateway", "prompt": "c134-s4", "model": "minimax-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS API Gateway** (If Already Using AWS)... **Consideration**: Can get expensive at scale; pricing is complex"}, {"id": "mai-20260917-0922-baseline|c134-s4|mistral-small|Zuplo", "prompt": "c134-s4", "model": "mistral-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommended as the best overall for startups and early-stage teams."}, {"id": "mai-20260917-0922-baseline|c134-s4|mistral-small|Tyk", "prompt": "c134-s4", "model": "mistral-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best open-source/self-hosted: Tyk"}, {"id": "mai-20260917-0922-baseline|c134-s4|mistral-small|Kong", "prompt": "c134-s4", "model": "mistral-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid for tight budgets: Kong (unless you have the resources to manage it)"}, {"id": "mai-20260917-0922-baseline|c134-s4|moonshot-small|AWS API Gateway", "prompt": "c134-s4", "model": "moonshot-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Zuplo's free tier** or **AWS API Gateway's free tier**"}, {"id": "mai-20260917-0922-baseline|c134-s4|moonshot-small|Kong Gateway (Open Source)", "prompt": "c134-s4", "model": "moonshot-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Gateway (Open Source)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Hidden operational costs can reach $200K+ annually when fully loaded"}, {"id": "mai-20260917-0922-baseline|c134-s4|moonshot-small|Tyk (Open Source)", "prompt": "c134-s4", "model": "moonshot-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best open-source balance ... Cons: Requires infrastructure management"}, {"id": "mai-20260917-0922-baseline|c134-s4|moonshot-small|Zuplo", "prompt": "c134-s4", "model": "moonshot-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For most small companies, I'd recommend starting with **Zuplo's free tier**"}, {"id": "mai-20260917-0922-baseline|c134-s4|moonshot-small|Cloudflare API Gateway", "prompt": "c134-s4", "model": "moonshot-small", "cat": "api-gateways", "variant": "budget", "raw": "Cloudflare API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if already on Cloudflare"}, {"id": "mai-20260917-0922-baseline|c134-s4|openai-small|Kong Gateway (open source / self-managed)", "prompt": "c134-s4", "model": "openai-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Gateway (open source / self-managed)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong Gateway (open source / self-managed)** is often the strongest choice."}, {"id": "mai-20260917-0922-baseline|c134-s4|openai-small|Cloudflare API Gateway / Cloudflare Workers", "prompt": "c134-s4", "model": "openai-small", "cat": "api-gateways", "variant": "budget", "raw": "Cloudflare API Gateway / Cloudflare Workers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lowest ops + good security at the edge:** **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c134-s4|openai-small|AWS API Gateway", "prompt": "c134-s4", "model": "openai-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can get expensive as usage grows - pricing can be harder to predict"}, {"id": "mai-20260917-0922-baseline|c134-s4|openai-small|NGINX / NGINX Plus", "prompt": "c134-s4", "model": "openai-small", "cat": "api-gateways", "variant": "budget", "raw": "NGINX / NGINX Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Simple proxying, technical team, minimal features:** **NGINX**"}, {"id": "mai-20260917-0922-baseline|c134-s4|xai-small|Kong Gateway OSS", "prompt": "c134-s4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Gateway OSS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Kong OSS**—it's the \"safe default\" per most 2024-2026 reviews"}, {"id": "mai-20260917-0922-baseline|c134-s4|xai-small|Apache APISIX", "prompt": "c134-s4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Apache APISIX (Best for Performance)** ... Free OSS (Apache 2.0), cloud-native, sub-ms latency"}, {"id": "mai-20260917-0922-baseline|c134-s4|xai-small|Tyk OSS", "prompt": "c134-s4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tyk OSS (Best Developer Experience)** ... Free gateway core with GUI dashboard"}, {"id": "mai-20260917-0922-baseline|c134-s4|xai-small|Zuplo", "prompt": "c134-s4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If traffic <100K/mo and no servers, try Zuplo first."}, {"id": "mai-20260917-0922-baseline|c134-s4|xai-small|AWS API Gateway (HTTP APIs)", "prompt": "c134-s4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "AWS API Gateway (HTTP APIs)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Zero infra if you're on AWS. Skip if not AWS-locked."}, {"id": "mai-20260917-0922-baseline|c134-s4|xai-small|Traefik", "prompt": "c134-s4", "model": "xai-small", "cat": "api-gateways", "variant": "budget", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Evaluate based on your stack (e.g., Traefik if pure K8s reverse proxy suffices)."}, {"id": "mai-20260917-0922-baseline|c134-s4|zai-small|Zuplo", "prompt": "c134-s4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want to ship an API quickly without managing infra: choose Zuplo (free tier)."}, {"id": "mai-20260917-0922-baseline|c134-s4|zai-small|Kong Gateway OSS", "prompt": "c134-s4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "Kong Gateway OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kong Gateway OSS is the most proven choice."}, {"id": "mai-20260917-0922-baseline|c134-s4|zai-small|Tyk Gateway OSS", "prompt": "c134-s4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "Tyk Gateway OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong alternative if you want a Go-based engine with a built-in dashboard and analytics"}, {"id": "mai-20260917-0922-baseline|c134-s4|zai-small|Traefik Proxy", "prompt": "c134-s4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "Traefik Proxy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your stack is Kubernetes/containers and you want simplicity: choose Traefik Proxy."}, {"id": "mai-20260917-0922-baseline|c134-s4|zai-small|KrakenD Community", "prompt": "c134-s4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "KrakenD Community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need API aggregation/translation: choose KrakenD Community."}, {"id": "mai-20260917-0922-baseline|c134-s4|zai-small|Otoroshi", "prompt": "c134-s4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "Otoroshi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Otoroshi is for teams that want a highly programmable reverse proxy"}, {"id": "mai-20260917-0922-baseline|c134-s4|zai-small|Cloudflare API Gateway", "prompt": "c134-s4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "Cloudflare API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you already use Cloudflare and want edge-level security with minimal ops: choose Cloudflare API Gateway."}, {"id": "mai-20260917-0922-baseline|c134-s4|zai-small|NGINX", "prompt": "c134-s4", "model": "zai-small", "cat": "api-gateways", "variant": "budget", "raw": "NGINX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "just routing + simple auth → Traefik, Otoroshi, or even NGINX if you keep it extremely minimal"}, {"id": "mai-20260917-0922-baseline|c134-s5|alibaba-small|Kong", "prompt": "c134-s5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Option B: The \"Specialist\" Route (Recommended)** *   **Tools:** **Kong (Gatekeeper)**, **Tyk**, **MuleSoft**."}, {"id": "mai-20260917-0922-baseline|c134-s5|alibaba-small|Nginx", "prompt": "c134-s5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "Nginx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoid Open Source versions (like raw Kong or Nginx) unless you have strong DevOps skills"}, {"id": "mai-20260917-0922-baseline|c134-s5|alibaba-small|AWS API Gateway", "prompt": "c134-s5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick one Cloud Native option (e.g., AWS) and one Independent option (e.g., Kong)."}, {"id": "mai-20260917-0922-baseline|c134-s5|alibaba-small|Tyk", "prompt": "c134-s5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Option B: The \"Specialist\" Route (Recommended)** *   **Tools:** **Kong (Gatekeeper)**, **Tyk**"}, {"id": "mai-20260917-0922-baseline|c134-s5|alibaba-small|Envoy", "prompt": "c134-s5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "Envoy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Option C: The \"Modern/Lightweight\" Route ... **Envoy Proxy**, **APISIX** ... Cons: Steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c134-s5|alibaba-small|MuleSoft", "prompt": "c134-s5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "rather than \"heavy\" Enterprise suites (like legacy MuleSoft) which add significant processing time"}, {"id": "mai-20260917-0922-baseline|c134-s5|alibaba-small|Azure API Management", "prompt": "c134-s5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Tools:** AWS API Gateway, Azure API Management, Google Endpoints."}, {"id": "mai-20260917-0922-baseline|c134-s5|alibaba-small|Google Endpoints", "prompt": "c134-s5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "Google Endpoints", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Tools:** AWS API Gateway, Azure API Management, Google Endpoints."}, {"id": "mai-20260917-0922-baseline|c134-s5|alibaba-small|APISIX", "prompt": "c134-s5", "model": "alibaba-small", "cat": "api-gateways", "variant": "scale", "raw": "APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Option C: The \"Modern/Lightweight\" Route ... **Envoy Proxy**, **APISIX**"}, {"id": "mai-20260917-0922-baseline|c134-s5|anthropic-small|Kong", "prompt": "c134-s5", "model": "anthropic-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "test leading candidates (Kong, AWS API Gateway, Envoy-based solutions, etc.)"}, {"id": "mai-20260917-0922-baseline|c134-s5|anthropic-small|AWS API Gateway", "prompt": "c134-s5", "model": "anthropic-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "test leading candidates (Kong, AWS API Gateway, Envoy-based solutions, etc.)"}, {"id": "mai-20260917-0922-baseline|c134-s5|anthropic-small|Envoy-based solutions", "prompt": "c134-s5", "model": "anthropic-small", "cat": "api-gateways", "variant": "scale", "raw": "Envoy-based solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "test leading candidates (Kong, AWS API Gateway, Envoy-based solutions, etc.)"}, {"id": "mai-20260917-0922-baseline|c134-s5|deepseek-small|Kong", "prompt": "c134-s5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most powerful/extensible, but heaviest **ops weight** for a small team"}, {"id": "mai-20260917-0922-baseline|c134-s5|deepseek-small|Tyk", "prompt": "c134-s5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good open-source balance if you want to self-host later"}, {"id": "mai-20260917-0922-baseline|c134-s5|deepseek-small|Traefik", "prompt": "c134-s5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple, K8s-native, low learning curve"}, {"id": "mai-20260917-0922-baseline|c134-s5|deepseek-small|Envoy", "prompt": "c134-s5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "Envoy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "an in-house/self-hosted open-source gateway (Kong, Tyk, Traefik, Envoy) may be fine"}, {"id": "mai-20260917-0922-baseline|c134-s5|deepseek-small|AWS API Gateway", "prompt": "c134-s5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "all-in on AWS \\u2192 use AWS API Gateway"}, {"id": "mai-20260917-0922-baseline|c134-s5|deepseek-small|Zuplo", "prompt": "c134-s5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Purpose-built for startups: free tier, global deploy in seconds, ~$25/mo entry, minimal ops"}, {"id": "mai-20260917-0922-baseline|c134-s5|deepseek-small|Apigee", "prompt": "c134-s5", "model": "deepseek-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise \\u2014 usually overkill/priced for your size"}, {"id": "mai-20260917-0922-baseline|c134-s5|google-small|Google Apigee", "prompt": "c134-s5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some systems (like Google Apigee or MuleSoft) are powerful but carry high annual minimums and require specialized developers to manage them."}, {"id": "mai-20260917-0922-baseline|c134-s5|google-small|MuleSoft", "prompt": "c134-s5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some systems (like Google Apigee or MuleSoft) are powerful but carry high annual minimums and require specialized developers to manage them."}, {"id": "mai-20260917-0922-baseline|c134-s5|google-small|Zuplo", "prompt": "c134-s5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Zuplo:** A next-generation API gateway built on Cloudflare's edge. It is natively OpenAPI-first, programmable in TypeScript"}, {"id": "mai-20260917-0922-baseline|c134-s5|google-small|Unkey", "prompt": "c134-s5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "Unkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unkey is an incredibly fast, open-source, and low-friction option"}, {"id": "mai-20260917-0922-baseline|c134-s5|google-small|AWS API Gateway / GCP API Gateway", "prompt": "c134-s5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway / GCP API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Category B: The Cloud-Native Default (Best for absolute simplicity)"}, {"id": "mai-20260917-0922-baseline|c134-s5|google-small|Kong (Konnect)", "prompt": "c134-s5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong (Konnect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Kong (Konnect) or Tyk (Cloud): These are the gold standards... they have a steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c134-s5|google-small|Tyk (Cloud)", "prompt": "c134-s5", "model": "google-small", "cat": "api-gateways", "variant": "scale", "raw": "Tyk (Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Kong (Konnect) or Tyk (Cloud): These are the gold standards of the API world."}, {"id": "mai-20260917-0922-baseline|c134-s5|minimax-small|Kong", "prompt": "c134-s5", "model": "minimax-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong** (widely used, big ecosystem)"}, {"id": "mai-20260917-0922-baseline|c134-s5|minimax-small|Tyk", "prompt": "c134-s5", "model": "minimax-small", "cat": "api-gateways", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tyk** (good open-source option)"}, {"id": "mai-20260917-0922-baseline|c134-s5|minimax-small|Cloudflare Workers/Workers KV", "prompt": "c134-s5", "model": "minimax-small", "cat": "api-gateways", "variant": "scale", "raw": "Cloudflare Workers/Workers KV", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cloudflare Workers/Workers KV** (if simple needs)"}, {"id": "mai-20260917-0922-baseline|c134-s5|minimax-small|AWS API Gateway", "prompt": "c134-s5", "model": "minimax-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS API Gateway** (if already all-in on AWS)"}, {"id": "mai-20260917-0922-baseline|c134-s5|minimax-small|Traefik", "prompt": "c134-s5", "model": "minimax-small", "cat": "api-gateways", "variant": "scale", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Traefik** (if container-focused)"}, {"id": "mai-20260917-0922-baseline|c134-s5|mistral-small|Kong", "prompt": "c134-s5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Is it open-source (Kong, Traefik, Apache APISIX) or proprietary (AWS API Gateway, Azure API Management, Apigee)?"}, {"id": "mai-20260917-0922-baseline|c134-s5|mistral-small|Traefik", "prompt": "c134-s5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "open-source (Kong, Traefik, Apache APISIX)"}, {"id": "mai-20260917-0922-baseline|c134-s5|mistral-small|Apache APISIX", "prompt": "c134-s5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "Apache APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "open-source (Kong, Traefik, Apache APISIX)"}, {"id": "mai-20260917-0922-baseline|c134-s5|mistral-small|AWS API Gateway", "prompt": "c134-s5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "proprietary (AWS API Gateway, Azure API Management, Apigee)"}, {"id": "mai-20260917-0922-baseline|c134-s5|mistral-small|Azure API Management", "prompt": "c134-s5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "proprietary (AWS API Gateway, Azure API Management, Apigee)"}, {"id": "mai-20260917-0922-baseline|c134-s5|mistral-small|Apigee", "prompt": "c134-s5", "model": "mistral-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "proprietary (AWS API Gateway, Azure API Management, Apigee)"}, {"id": "mai-20260917-0922-baseline|c134-s5|moonshot-small|Zuplo", "prompt": "c134-s5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zuplo** for speed-to-market with zero infra"}, {"id": "mai-20260917-0922-baseline|c134-s5|moonshot-small|Kong", "prompt": "c134-s5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want a safe default: **Kong** (OSS or Konnect) for flexibility"}, {"id": "mai-20260917-0922-baseline|c134-s5|moonshot-small|Cloudflare API Gateway", "prompt": "c134-s5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Cloudflare API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teams already using Cloudflare for DNS/CDN | Excellent security (WAF, DDoS, bot management). Very low operational overhead."}, {"id": "mai-20260917-0922-baseline|c134-s5|moonshot-small|AWS API Gateway", "prompt": "c134-s5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**AWS API Gateway** if you are already all-in on AWS"}, {"id": "mai-20260917-0922-baseline|c134-s5|moonshot-small|Tyk", "prompt": "c134-s5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teams wanting a generous open-source core with a built-in developer portal"}, {"id": "mai-20260917-0922-baseline|c134-s5|moonshot-small|Traefik", "prompt": "c134-s5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Traefik shines in Kubernetes"}, {"id": "mai-20260917-0922-baseline|c134-s5|moonshot-small|KrakenD", "prompt": "c134-s5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "KrakenD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Self-Hosted Open Source (e.g., Kong OSS, Tyk OSS, Traefik, KrakenD)"}, {"id": "mai-20260917-0922-baseline|c134-s5|moonshot-small|Gravitee", "prompt": "c134-s5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Teams using async/event-driven APIs (Kafka, MQTT, WebSockets) alongside REST"}, {"id": "mai-20260917-0922-baseline|c134-s5|moonshot-small|NGINX", "prompt": "c134-s5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "NGINX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "NGINX is battle-tested but more manual to configure"}, {"id": "mai-20260917-0922-baseline|c134-s5|moonshot-small|Apigee", "prompt": "c134-s5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Generally avoid:** Enterprise suites like **Apigee** or **MuleSoft** at this stage"}, {"id": "mai-20260917-0922-baseline|c134-s5|moonshot-small|MuleSoft", "prompt": "c134-s5", "model": "moonshot-small", "cat": "api-gateways", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Generally avoid:** Enterprise suites like **Apigee** or **MuleSoft** at this stage"}, {"id": "mai-20260917-0922-baseline|c134-s5|xai-small|Kong", "prompt": "c134-s5", "model": "xai-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3**: Kong (open-source leader), AWS API Gateway (if AWS-heavy), Tyk (dev-friendly)."}, {"id": "mai-20260917-0922-baseline|c134-s5|xai-small|AWS API Gateway", "prompt": "c134-s5", "model": "xai-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS API Gateway (if AWS-heavy)"}, {"id": "mai-20260917-0922-baseline|c134-s5|xai-small|Apigee", "prompt": "c134-s5", "model": "xai-small", "cat": "api-gateways", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top options like Kong, AWS API Gateway, Apigee, Tyk, or Ambassador"}, {"id": "mai-20260917-0922-baseline|c134-s5|xai-small|Tyk", "prompt": "c134-s5", "model": "xai-small", "cat": "api-gateways", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tyk (dev-friendly)"}, {"id": "mai-20260917-0922-baseline|c134-s5|xai-small|Ambassador", "prompt": "c134-s5", "model": "xai-small", "cat": "api-gateways", "variant": "scale", "raw": "Ambassador", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top options like Kong, AWS API Gateway, Apigee, Tyk, or Ambassador"}, {"id": "mai-20260917-0922-baseline|c134-s5|xai-small|Cloudflare Gateway", "prompt": "c134-s5", "model": "xai-small", "cat": "api-gateways", "variant": "scale", "raw": "Cloudflare Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For 30 ppl: Prioritize cost-effective like Kong OSS or Cloudflare Gateway."}, {"id": "mai-20260917-0922-baseline|c134-s5|zai-small|Kong OSS", "prompt": "c134-s5", "model": "zai-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Kong OSS | Free (self-host) | Teams comfortable with DevOps, want maximum control"}, {"id": "mai-20260917-0922-baseline|c134-s5|zai-small|Kong Konnect", "prompt": "c134-s5", "model": "zai-small", "cat": "api-gateways", "variant": "scale", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kong Konnect | ~$25/gateway/month + usage | Want managed experience, plugin ecosystem"}, {"id": "mai-20260917-0922-baseline|c134-s5|zai-small|AWS API Gateway", "prompt": "c134-s5", "model": "zai-small", "cat": "api-gateways", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Heavy AWS users, wants zero infra** | AWS API Gateway"}, {"id": "mai-20260917-0922-baseline|c134-s5|zai-small|Zuplo", "prompt": "c134-s5", "model": "zai-small", "cat": "api-gateways", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prefers a programmable, modern edge gateway** | Zuplo"}, {"id": "mai-20260917-0922-baseline|c134-s5|zai-small|Apache APISIX", "prompt": "c134-s5", "model": "zai-small", "cat": "api-gateways", "variant": "scale", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Runs Kubernetes, wants open-source, low latency** | Apache APISIX"}, {"id": "mai-20260917-0922-baseline|c134-s5|zai-small|Gravitee", "prompt": "c134-s5", "model": "zai-small", "cat": "api-gateways", "variant": "scale", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Kong Konnect, Gravitee, or a similar managed platform"}, {"id": "mai-20260917-0922-baseline|c134-s6|alibaba-small|Google Apigee", "prompt": "c134-s6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Google Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** Apigee is widely considered \"overkill\" for small teams."}, {"id": "mai-20260917-0922-baseline|c134-s6|alibaba-small|Zuplo", "prompt": "c134-s6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Better Alternative:** Look at **Zuplo** or **Tyk Cloud**"}, {"id": "mai-20260917-0922-baseline|c134-s6|alibaba-small|Tyk Cloud", "prompt": "c134-s6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Better Alternative:** Look at **Zuplo** or **Tyk Cloud**, which offer similar developer experiences with much lower operational friction."}, {"id": "mai-20260917-0922-baseline|c134-s6|alibaba-small|Microsoft Azure API Management (APIM)", "prompt": "c134-s6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Microsoft Azure API Management (APIM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to avoid:** ... APIM creates a steep learning curve and a high financial floor."}, {"id": "mai-20260917-0922-baseline|c134-s6|alibaba-small|Kong Konnect", "prompt": "c134-s6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **Kong Konnect** or **AWS API Gateway** depending on your preferred cloud provider"}, {"id": "mai-20260917-0922-baseline|c134-s6|alibaba-small|AWS API Gateway", "prompt": "c134-s6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**The Caution:** It works well for small, consistent traffic, but costs skyrocket unpredictably once traffic spikes."}, {"id": "mai-20260917-0922-baseline|c134-s6|alibaba-small|Kong", "prompt": "c134-s6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Do not choose these if you do not have a Senior DevOps engineer dedicated to managing updates"}, {"id": "mai-20260917-0922-baseline|c134-s6|alibaba-small|Nginx", "prompt": "c134-s6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Nginx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Tools like **Kong**, **Nginx**, and **Traefik** have excellent open-source cores... the \"Free\" label applies to the software, not the maintenance."}, {"id": "mai-20260917-0922-baseline|c134-s6|alibaba-small|Traefik", "prompt": "c134-s6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Traefik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Tools like **Kong**, **Nginx**, and **Traefik**... Do not choose these if you do not have a Senior DevOps engineer"}, {"id": "mai-20260917-0922-baseline|c134-s6|alibaba-small|Tyk SaaS", "prompt": "c134-s6", "model": "alibaba-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk SaaS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Pay for the **SaaS/Managed version** (e.g., Tyk SaaS, Zuplo)"}, {"id": "mai-20260917-0922-baseline|c134-s6|anthropic-small|AWS API Gateway", "prompt": "c134-s6", "model": "anthropic-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Managed gateways like AWS API Gateway charge per request—at low volume that's fine, but at high volume the bill gets surprisingly fast."}, {"id": "mai-20260917-0922-baseline|c134-s6|challenger-small|Apigee", "prompt": "c134-s6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cautious about heavyweight enterprise gateways** like **Apigee, MuleSoft, Axway, SAP API Management, Azure API Management, and Boomi**"}, {"id": "mai-20260917-0922-baseline|c134-s6|challenger-small|MuleSoft", "prompt": "c134-s6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "MuleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cautious about heavyweight enterprise gateways** like **Apigee, MuleSoft, Axway..."}, {"id": "mai-20260917-0922-baseline|c134-s6|challenger-small|Axway", "prompt": "c134-s6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "Axway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cautious about heavyweight enterprise gateways"}, {"id": "mai-20260917-0922-baseline|c134-s6|challenger-small|SAP API Management", "prompt": "c134-s6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "SAP API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "cautious about heavyweight enterprise gateways"}, {"id": "mai-20260917-0922-baseline|c134-s6|challenger-small|Azure API Management", "prompt": "c134-s6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "cautious about heavyweight enterprise gateways"}, {"id": "mai-20260917-0922-baseline|c134-s6|challenger-small|Boomi", "prompt": "c134-s6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "Boomi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "cautious about heavyweight enterprise gateways"}, {"id": "mai-20260917-0922-baseline|c134-s6|challenger-small|AWS API Gateway", "prompt": "c134-s6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "the safer shortlist is usually **lightweight or managed options** such as **AWS API Gateway, Zuplo, Tyk, Kong, Express Gateway, or Nginx/HAProxy"}, {"id": "mai-20260917-0922-baseline|c134-s6|challenger-small|Zuplo", "prompt": "c134-s6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "safer shortlist is usually **lightweight or managed options** such as **AWS API Gateway, Zuplo, Tyk, Kong"}, {"id": "mai-20260917-0922-baseline|c134-s6|challenger-small|Tyk", "prompt": "c134-s6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "safer shortlist ... AWS API Gateway, Zuplo, Tyk, Kong"}, {"id": "mai-20260917-0922-baseline|c134-s6|challenger-small|Kong", "prompt": "c134-s6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "safer shortlist ... Tyk, Kong, Express Gateway"}, {"id": "mai-20260917-0922-baseline|c134-s6|challenger-small|Express Gateway", "prompt": "c134-s6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "Express Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "safer shortlist ... Kong, Express Gateway, or Nginx/HAProxy"}, {"id": "mai-20260917-0922-baseline|c134-s6|challenger-small|Nginx/HAProxy", "prompt": "c134-s6", "model": "challenger-small", "cat": "api-gateways", "variant": "negative", "raw": "Nginx/HAProxy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "or Nginx/HAProxy as a reverse proxy** depending on how much control and scale you need"}, {"id": "mai-20260917-0922-baseline|c134-s6|deepseek-small|Google Cloud Apigee", "prompt": "c134-s6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Google Cloud Apigee — the biggest red flag for small businesses."}, {"id": "mai-20260917-0922-baseline|c134-s6|deepseek-small|Kong Enterprise / Kong Konnect", "prompt": "c134-s6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Enterprise / Kong Konnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Kong Enterprise / Kong Konnect — approach with caution."}, {"id": "mai-20260917-0922-baseline|c134-s6|deepseek-small|AWS API Gateway", "prompt": "c134-s6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cloud defaults — cautious about lock-in ... no self-hosted option — you're locked to AWS."}, {"id": "mai-20260917-0922-baseline|c134-s6|deepseek-small|Azure API Management", "prompt": "c134-s6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Costs jump dramatically — from ~$48/month (basic) up to ~$2,800/month (enterprise)."}, {"id": "mai-20260917-0922-baseline|c134-s6|deepseek-small|Kong Gateway (OSS)", "prompt": "c134-s6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Gateway (OSS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Open-source options — Kong Gateway (OSS), Tyk, or KrakenD are solid and free to self-host"}, {"id": "mai-20260917-0922-baseline|c134-s6|deepseek-small|Tyk", "prompt": "c134-s6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Kong Gateway (OSS), Tyk, or KrakenD are solid and free to self-host"}, {"id": "mai-20260917-0922-baseline|c134-s6|deepseek-small|KrakenD", "prompt": "c134-s6", "model": "deepseek-small", "cat": "api-gateways", "variant": "negative", "raw": "KrakenD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Kong Gateway (OSS), Tyk, or KrakenD are solid and free to self-host"}, {"id": "mai-20260917-0922-baseline|c134-s6|google-small|MuleSoft Anypoint Platform (Salesforce)", "prompt": "c134-s6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "MuleSoft Anypoint Platform (Salesforce)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** MuleSoft is primarily an Integration Platform as a Service (iPaaS)... prohibitively expensive"}, {"id": "mai-20260917-0922-baseline|c134-s6|google-small|Google Cloud Apigee", "prompt": "c134-s6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** ... Apigee's enterprise tiers are notoriously expensive."}, {"id": "mai-20260917-0922-baseline|c134-s6|google-small|Kong Gateway (OSS)", "prompt": "c134-s6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Gateway (OSS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "self-hosting Kong or APISIX ... requires highly skilled DevOps or Site Reliability Engineers (SREs)"}, {"id": "mai-20260917-0922-baseline|c134-s6|google-small|Apache APISIX", "prompt": "c134-s6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Apache APISIX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why to use caution:** ... self-hosting Kong or APISIX on your own servers ... requires highly skilled DevOps"}, {"id": "mai-20260917-0922-baseline|c134-s6|google-small|Azure API Management (APIM)", "prompt": "c134-s6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Azure APIM has a massive pricing gap ... the base cost jumps to over **$2,000 per month**"}, {"id": "mai-20260917-0922-baseline|c134-s6|google-small|AWS API Gateway", "prompt": "c134-s6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "you can easily suffer **\"bill shock\"** ... notoriously clunky"}, {"id": "mai-20260917-0922-baseline|c134-s6|google-small|Ambassador", "prompt": "c134-s6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Ambassador", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "If a gateway *requires* you to run Kubernetes to work (e.g., Kong Ingress, Ambassador), it is complete overkill"}, {"id": "mai-20260917-0922-baseline|c134-s6|google-small|Zuplo", "prompt": "c134-s6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Zuplo:** Built specifically for developers and startups ... out of the box with predictable pricing."}, {"id": "mai-20260917-0922-baseline|c134-s6|google-small|Tyk Cloud (or Tyk OSS)", "prompt": "c134-s6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk Cloud (or Tyk OSS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Highly regarded for having a very generous free/low-cost cloud tier"}, {"id": "mai-20260917-0922-baseline|c134-s6|google-small|Gravitee.io", "prompt": "c134-s6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Gravitee.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Known for highly flexible, flat-rate pricing (meaning no usage-based bill shock)"}, {"id": "mai-20260917-0922-baseline|c134-s6|google-small|Cloudflare Workers", "prompt": "c134-s6", "model": "google-small", "cat": "api-gateways", "variant": "negative", "raw": "Cloudflare Workers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If your routing and security needs are basic ... incredibly cheap, fast"}, {"id": "mai-20260917-0922-baseline|c134-s6|meta-small|Apigee", "prompt": "c134-s6", "model": "meta-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Apigee is one API gateway that is recommended to be avoided due to its outdated technology and lack of fit for modern cloud-native architectures"}, {"id": "mai-20260917-0922-baseline|c134-s6|minimax-small|Apigee", "prompt": "c134-s6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Apigee** (Google Cloud) and similar enterprise-focused solutions are often cited as problematic for small businesses"}, {"id": "mai-20260917-0922-baseline|c134-s6|minimax-small|Kong", "prompt": "c134-s6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Self-hosted Kong or similar may require dedicated infrastructure management"}, {"id": "mai-20260917-0922-baseline|c134-s6|minimax-small|Nginx", "prompt": "c134-s6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "Nginx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Simple reverse proxies** (Nginx, HAProxy)"}, {"id": "mai-20260917-0922-baseline|c134-s6|minimax-small|HAProxy", "prompt": "c134-s6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "HAProxy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Simple reverse proxies** (Nginx, HAProxy)"}, {"id": "mai-20260917-0922-baseline|c134-s6|minimax-small|AWS ALB", "prompt": "c134-s6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS ALB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cloud load balancers** (AWS ALB, Cloudflare)"}, {"id": "mai-20260917-0922-baseline|c134-s6|minimax-small|Cloudflare", "prompt": "c134-s6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cloud load balancers** (AWS ALB, Cloudflare)"}, {"id": "mai-20260917-0922-baseline|c134-s6|minimax-small|Zuplo", "prompt": "c134-s6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Startup-friendly managed gateways** (Zuplo, Kong Konnect free tier, AWS API Gateway pay-per-use)"}, {"id": "mai-20260917-0922-baseline|c134-s6|minimax-small|Kong Konnect", "prompt": "c134-s6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Konnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Startup-friendly managed gateways** (Zuplo, Kong Konnect free tier, AWS API Gateway pay-per-use)"}, {"id": "mai-20260917-0922-baseline|c134-s6|minimax-small|AWS API Gateway", "prompt": "c134-s6", "model": "minimax-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Startup-friendly managed gateways** (Zuplo, Kong Konnect free tier, AWS API Gateway pay-per-use)"}, {"id": "mai-20260917-0922-baseline|c134-s6|mistral-small|AWS API Gateway", "prompt": "c134-s6", "model": "mistral-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "opt for lightweight, easy-to-set-up solutions like AWS API Gateway, Express Gateway, Kong, or Tyk"}, {"id": "mai-20260917-0922-baseline|c134-s6|mistral-small|Google Cloud API Gateway", "prompt": "c134-s6", "model": "mistral-small", "cat": "api-gateways", "variant": "negative", "raw": "Google Cloud API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they may not be ideal if your routing logic is highly product-specific or if you anticipate rapid growth beyond their standard features"}, {"id": "mai-20260917-0922-baseline|c134-s6|mistral-small|Express Gateway", "prompt": "c134-s6", "model": "mistral-small", "cat": "api-gateways", "variant": "negative", "raw": "Express Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "opt for lightweight, easy-to-set-up solutions like AWS API Gateway, Express Gateway, Kong, or Tyk"}, {"id": "mai-20260917-0922-baseline|c134-s6|mistral-small|Kong", "prompt": "c134-s6", "model": "mistral-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "opt for lightweight, easy-to-set-up solutions like AWS API Gateway, Express Gateway, Kong, or Tyk"}, {"id": "mai-20260917-0922-baseline|c134-s6|mistral-small|Tyk", "prompt": "c134-s6", "model": "mistral-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "opt for lightweight, easy-to-set-up solutions like AWS API Gateway, Express Gateway, Kong, or Tyk"}, {"id": "mai-20260917-0922-baseline|c134-s6|moonshot-small|Google Apigee", "prompt": "c134-s6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Google Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "steer clear of Apigee entirely"}, {"id": "mai-20260917-0922-baseline|c134-s6|moonshot-small|Kong Enterprise/Konnect (Managed)", "prompt": "c134-s6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Enterprise/Konnect (Managed)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "be very cautious with Kong's managed offerings"}, {"id": "mai-20260917-0922-baseline|c134-s6|moonshot-small|AWS API Gateway", "prompt": "c134-s6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AWS API Gateway is acceptable if you're already AWS-native and can monitor usage carefully"}, {"id": "mai-20260917-0922-baseline|c134-s6|moonshot-small|Azure API Management", "prompt": "c134-s6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to be cautious: Similar to AWS, pricing can escalate quickly with usage"}, {"id": "mai-20260917-0922-baseline|c134-s6|moonshot-small|Zuplo", "prompt": "c134-s6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Consider lighter alternatives like Zuplo, Tyk OSS, or Cloudflare that offer more predictable pricing"}, {"id": "mai-20260917-0922-baseline|c134-s6|moonshot-small|Tyk (Open Source)", "prompt": "c134-s6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk (Open Source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Best open-source balance if you can self-host"}, {"id": "mai-20260917-0922-baseline|c134-s6|moonshot-small|Cloudflare API Gateway", "prompt": "c134-s6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Cloudflare API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Simple, affordable, good for basic needs"}, {"id": "mai-20260917-0922-baseline|c134-s6|moonshot-small|Kong OSS", "prompt": "c134-s6", "model": "moonshot-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free if you have DevOps capacity to self-host"}, {"id": "mai-20260917-0922-baseline|c134-s6|openai-small|Azure API Management Premium", "prompt": "c134-s6", "model": "openai-small", "cat": "api-gateways", "variant": "negative", "raw": "Azure API Management Premium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "These are powerful, but they often include capabilities a small business may not need at first, and their pricing/ops overhead can be hard to justify"}, {"id": "mai-20260917-0922-baseline|c134-s6|openai-small|Apigee", "prompt": "c134-s6", "model": "openai-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples: **Azure API Management Premium**, **Apigee**, and other full-featured enterprise suites... pricing/ops overhead can be hard to justify"}, {"id": "mai-20260917-0922-baseline|c134-s6|openai-small|AWS API Gateway", "prompt": "c134-s6", "model": "openai-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**AWS API Gateway** is a common choice, but small businesses should watch request volume, data transfer, caching, WebSocket connection time"}, {"id": "mai-20260917-0922-baseline|c134-s6|xai-small|Google Apigee", "prompt": "c134-s6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Google Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Reviews call it \"expensive for SMBs\" and \"enterprise-only,\" with complex licensing and add-ons for monitoring. Not ideal for startups"}, {"id": "mai-20260917-0922-baseline|c134-s6|xai-small|Kong Konnect", "prompt": "c134-s6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Konnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "For multi-service setups, bills stack quickly... Self-hosted OSS is free but requires DevOps effort SMBs may lack."}, {"id": "mai-20260917-0922-baseline|c134-s6|xai-small|Azure API Management", "prompt": "c134-s6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tiered pricing gets \"expensive at scale\" with slow scaling... \"costly for small teams.\""}, {"id": "mai-20260917-0922-baseline|c134-s6|xai-small|AWS API Gateway", "prompt": "c134-s6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why cautious?** Usage-based... costs explode at 100M+ requests... Avoid REST for B2B if features needed."}, {"id": "mai-20260917-0922-baseline|c134-s6|xai-small|NGINX", "prompt": "c134-s6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "NGINX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "use lightweight proxies like NGINX/HAProxy instead"}, {"id": "mai-20260917-0922-baseline|c134-s6|xai-small|HAProxy", "prompt": "c134-s6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "HAProxy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "use lightweight proxies like NGINX/HAProxy instead"}, {"id": "mai-20260917-0922-baseline|c134-s6|xai-small|Kong Gateway OSS", "prompt": "c134-s6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Gateway OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Free/Cheap OSS:** Kong Gateway OSS, Tyk OSS, KrakenD, Traefik, Gravitee, Apache APISIX—self-host for $0 software cost."}, {"id": "mai-20260917-0922-baseline|c134-s6|xai-small|Tyk OSS", "prompt": "c134-s6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Tyk OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Free/Cheap OSS:** Kong Gateway OSS, Tyk OSS, KrakenD, Traefik, Gravitee, Apache APISIX"}, {"id": "mai-20260917-0922-baseline|c134-s6|xai-small|KrakenD", "prompt": "c134-s6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "KrakenD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Free/Cheap OSS:** Kong Gateway OSS, Tyk OSS, KrakenD, Traefik, Gravitee, Apache APISIX"}, {"id": "mai-20260917-0922-baseline|c134-s6|xai-small|Traefik", "prompt": "c134-s6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Free/Cheap OSS:** Kong Gateway OSS, Tyk OSS, KrakenD, Traefik, Gravitee, Apache APISIX"}, {"id": "mai-20260917-0922-baseline|c134-s6|xai-small|Gravitee", "prompt": "c134-s6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Free/Cheap OSS:** Kong Gateway OSS, Tyk OSS, KrakenD, Traefik, Gravitee, Apache APISIX"}, {"id": "mai-20260917-0922-baseline|c134-s6|xai-small|Apache APISIX", "prompt": "c134-s6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Free/Cheap OSS:** Kong Gateway OSS, Tyk OSS, KrakenD, Traefik, Gravitee, Apache APISIX"}, {"id": "mai-20260917-0922-baseline|c134-s6|xai-small|Zuplo", "prompt": "c134-s6", "model": "xai-small", "cat": "api-gateways", "variant": "negative", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Managed Affordable:** Zuplo (free tier 100K reqs/mo, $25/mo paid)"}, {"id": "mai-20260917-0922-baseline|c134-s6|zai-small|Apigee", "prompt": "c134-s6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade Monoliths (Apigee, Kong Enterprise, MuleSoft) ... **Why to avoid them:**"}, {"id": "mai-20260917-0922-baseline|c134-s6|zai-small|Kong Enterprise", "prompt": "c134-s6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Kong Enterprise** is often priced at $50,000 to $200,000+ per year"}, {"id": "mai-20260917-0922-baseline|c134-s6|zai-small|MuleSoft", "prompt": "c134-s6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "MuleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade Monoliths (Apigee, Kong Enterprise, MuleSoft)"}, {"id": "mai-20260917-0922-baseline|c134-s6|zai-small|Azure APIM", "prompt": "c134-s6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "Azure APIM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cloud-Managed Services with Heavy Licensing (Azure APIM, AWS API Gateway) ... **Why to be cautious:**"}, {"id": "mai-20260917-0922-baseline|c134-s6|zai-small|AWS API Gateway", "prompt": "c134-s6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cloud-Managed Services with Heavy Licensing (Azure APIM, AWS API Gateway) ... Billing Surprise"}, {"id": "mai-20260917-0922-baseline|c134-s6|zai-small|Nginx", "prompt": "c134-s6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "Nginx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Nginx / Traefik:** Lightweight reverse proxies that require no licensing fees."}, {"id": "mai-20260917-0922-baseline|c134-s6|zai-small|Traefik", "prompt": "c134-s6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "Traefik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Nginx / Traefik:** Lightweight reverse proxies that require no licensing fees."}, {"id": "mai-20260917-0922-baseline|c134-s6|zai-small|Kong (Open Source)", "prompt": "c134-s6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "Kong (Open Source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Kong (Open Source):** Highly flexible, free, and widely used."}, {"id": "mai-20260917-0922-baseline|c134-s6|zai-small|Zuplo", "prompt": "c134-s6", "model": "zai-small", "cat": "api-gateways", "variant": "negative", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Zuplo:** A modern, developer-friendly gateway designed specifically for external API products."}, {"id": "mai-20260917-0922-baseline|c135-l1|alibaba-small|MuleSoft (by Salesforce)", "prompt": "c135-l1", "model": "alibaba-small", "cat": "api-management", "variant": "direct", "raw": "MuleSoft (by Salesforce)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose MuleSoft** if you have the budget ($1M+ initiatives) and your biggest problem is moving data between old legacy mainframes and new modern apps."}, {"id": "mai-20260917-0922-baseline|c135-l1|alibaba-small|Dell Boomi", "prompt": "c135-l1", "model": "alibaba-small", "cat": "api-management", "variant": "direct", "raw": "Dell Boomi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-to-Large enterprises looking for a slightly lighter alternative to MuleSoft."}, {"id": "mai-20260917-0922-baseline|c135-l1|alibaba-small|Apigee (by Google)", "prompt": "c135-l1", "model": "alibaba-small", "cat": "api-management", "variant": "direct", "raw": "Apigee (by Google)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose Apigee** if your goal is to sell APIs, monetize your data, or onboard external developers, and you want a world-class portal interface."}, {"id": "mai-20260917-0922-baseline|c135-l1|alibaba-small|Azure API Management (Microsoft)", "prompt": "c135-l1", "model": "alibaba-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management (Microsoft)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For:** Companies deeply embedded in the Microsoft/Azure ecosystem."}, {"id": "mai-20260917-0922-baseline|c135-l1|alibaba-small|Kong", "prompt": "c135-l1", "model": "alibaba-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Kong** if you are a tech-led company with strong DevOps teams"}, {"id": "mai-20260917-0922-baseline|c135-l1|alibaba-small|AWS API Gateway", "prompt": "c135-l1", "model": "alibaba-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Often considered too \"naked\" for complex B2B enterprise needs"}, {"id": "mai-20260917-0922-baseline|c135-l1|alibaba-small|Axway", "prompt": "c135-l1", "model": "alibaba-small", "cat": "api-management", "variant": "direct", "raw": "Axway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Consider Axway** specifically if you are in manufacturing or logistics and deal mostly with B2B EDI"}, {"id": "mai-20260917-0922-baseline|c135-l1|anthropic-small|MuleSoft Anypoint Platform", "prompt": "c135-l1", "model": "anthropic-small", "cat": "api-management", "variant": "direct", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MuleSoft Anypoint Platform bundles the gateway (Flex Gateway), the Exchange asset catalog, design tooling, and runtime management"}, {"id": "mai-20260917-0922-baseline|c135-l1|anthropic-small|IBM API Connect", "prompt": "c135-l1", "model": "anthropic-small", "cat": "api-management", "variant": "direct", "raw": "IBM API Connect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "IBM API Connect remains the platform regulated industries shortlist, because it pairs full lifecycle management with on-prem and air-gapped deployment patterns"}, {"id": "mai-20260917-0922-baseline|c135-l1|anthropic-small|Cleo Integration Cloud", "prompt": "c135-l1", "model": "anthropic-small", "cat": "api-management", "variant": "direct", "raw": "Cleo Integration Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cleo Integration Cloud is highly recommended for supply chain-heavy businesses that need both EDI and API automation"}, {"id": "mai-20260917-0922-baseline|c135-l1|anthropic-small|Boomi Integration", "prompt": "c135-l1", "model": "anthropic-small", "cat": "api-management", "variant": "direct", "raw": "Boomi Integration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Boomi Integration is commonly used for application connectivity and allows businesses to purchase additional platform services including B2B/EDI collaboration"}, {"id": "mai-20260917-0922-baseline|c135-l1|challenger-small|MuleSoft Anypoint Platform", "prompt": "c135-l1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **MuleSoft Anypoint Platform**"}, {"id": "mai-20260917-0922-baseline|c135-l1|challenger-small|Apigee", "prompt": "c135-l1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is more focused on *API monetization and commercial API products*, **Apigee** is often the stronger fit"}, {"id": "mai-20260917-0922-baseline|c135-l1|challenger-small|IBM API Connect", "prompt": "c135-l1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Positioned for regulated industries and legacy-heavy environments."}, {"id": "mai-20260917-0922-baseline|c135-l1|challenger-small|Kong Konnect / Kong Enterprise", "prompt": "c135-l1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "Kong Konnect / Kong Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often recommended for cloud-native gateway-first deployments."}, {"id": "mai-20260917-0922-baseline|c135-l1|challenger-small|Azure API Management", "prompt": "c135-l1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Natural fit for Azure-based infrastructure."}, {"id": "mai-20260917-0922-baseline|c135-l1|challenger-small|AWS API Gateway", "prompt": "c135-l1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lowest-friction choice for AWS-native stacks."}, {"id": "mai-20260917-0922-baseline|c135-l1|deepseek-small|Google Apigee", "prompt": "c135-l1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "Google Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Google Apigee** is the safest and most capable overall choice"}, {"id": "mai-20260917-0922-baseline|c135-l1|deepseek-small|MuleSoft Anypoint Platform", "prompt": "c135-l1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose MuleSoft** if your B2B APIs must deeply integrate with legacy/on-prem systems"}, {"id": "mai-20260917-0922-baseline|c135-l1|deepseek-small|Kong Enterprise / Kong Konnect", "prompt": "c135-l1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "Kong Enterprise / Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Kong** if you're a more engineering-led cloud-native company optimizing for performance"}, {"id": "mai-20260917-0922-baseline|c135-l1|deepseek-small|Azure API Management", "prompt": "c135-l1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excellent if you're **deeply committed** to a single cloud provider"}, {"id": "mai-20260917-0922-baseline|c135-l1|deepseek-small|AWS API Gateway", "prompt": "c135-l1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Excellent if you're **deeply committed** to a single cloud provider (Microsoft or AWS)"}, {"id": "mai-20260917-0922-baseline|c135-l1|deepseek-small|IBM API Connect", "prompt": "c135-l1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "IBM API Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong enterprise options, particularly if you have regulatory/sovereignty requirements"}, {"id": "mai-20260917-0922-baseline|c135-l1|deepseek-small|Axway Amplify", "prompt": "c135-l1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "Axway Amplify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Axway Amplify** uniquely excels at **federating/governing multiple vendor gateways**"}, {"id": "mai-20260917-0922-baseline|c135-l1|google-small|Kong Konnect", "prompt": "c135-l1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "Kong Konnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kong is the industry leader for pricing, metering, and billing B2B API consumption in real-time"}, {"id": "mai-20260917-0922-baseline|c135-l1|google-small|Google Cloud Apigee", "prompt": "c135-l1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Apigee provides the most robust, highly customizable **Developer Portal** out of the box"}, {"id": "mai-20260917-0922-baseline|c135-l1|google-small|MuleSoft Anypoint Platform", "prompt": "c135-l1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MuleSoft excels at bridging those systems... *Note:* MuleSoft has one of the highest Total Costs of Ownership"}, {"id": "mai-20260917-0922-baseline|c135-l1|google-small|Azure API Management (APIM)", "prompt": "c135-l1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure APIM** is the logical and highly capable choice"}, {"id": "mai-20260917-0922-baseline|c135-l1|google-small|Tyk", "prompt": "c135-l1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tyk** is a fantastic alternative to the \"open core\" model of Kong"}, {"id": "mai-20260917-0922-baseline|c135-l1|meta-small|MuleSoft Anypoint Platform", "prompt": "c135-l1", "model": "meta-small", "cat": "api-management", "variant": "direct", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "likely to be one of the top-rated platforms such as MuleSoft Anypoint Platform, IBM API Connect, or Kong Gateway"}, {"id": "mai-20260917-0922-baseline|c135-l1|meta-small|IBM API Connect", "prompt": "c135-l1", "model": "meta-small", "cat": "api-management", "variant": "direct", "raw": "IBM API Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as MuleSoft Anypoint Platform, IBM API Connect, or Kong Gateway"}, {"id": "mai-20260917-0922-baseline|c135-l1|meta-small|Kong Gateway", "prompt": "c135-l1", "model": "meta-small", "cat": "api-management", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as MuleSoft Anypoint Platform, IBM API Connect, or Kong Gateway"}, {"id": "mai-20260917-0922-baseline|c135-l1|minimax-small|Google Cloud Apigee", "prompt": "c135-l1", "model": "minimax-small", "cat": "api-management", "variant": "direct", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Apigee (Google Cloud)** or **Microsoft Azure API Management**"}, {"id": "mai-20260917-0922-baseline|c135-l1|minimax-small|Microsoft Azure API Management", "prompt": "c135-l1", "model": "minimax-small", "cat": "api-management", "variant": "direct", "raw": "Microsoft Azure API Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Apigee (Google Cloud)** or **Microsoft Azure API Management**"}, {"id": "mai-20260917-0922-baseline|c135-l1|minimax-small|Postman", "prompt": "c135-l1", "model": "minimax-small", "cat": "api-management", "variant": "direct", "raw": "Postman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Considerations:** Historically more developer-focused than management-focused"}, {"id": "mai-20260917-0922-baseline|c135-l1|minimax-small|AWS API Gateway", "prompt": "c135-l1", "model": "minimax-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Considerations:** Less comprehensive than dedicated API management platforms"}, {"id": "mai-20260917-0922-baseline|c135-l1|minimax-small|Kong", "prompt": "c135-l1", "model": "minimax-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Kong** (Strong open-source option)"}, {"id": "mai-20260917-0922-baseline|c135-l1|mistral-small|MuleSoft Anypoint Platform", "prompt": "c135-l1", "model": "mistral-small", "cat": "api-management", "variant": "direct", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MuleSoft Anypoint Platform** is the best overall API management solution due to its comprehensive features, scalability, and strong integration ecosystem"}, {"id": "mai-20260917-0922-baseline|c135-l1|mistral-small|IBM API Connect", "prompt": "c135-l1", "model": "mistral-small", "cat": "api-management", "variant": "direct", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If security and lifecycle management are your top concerns, consider **IBM API Connect**."}, {"id": "mai-20260917-0922-baseline|c135-l1|mistral-small|Kong Gateway", "prompt": "c135-l1", "model": "mistral-small", "cat": "api-management", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a more focused, cloud-native gateway solution, **Kong Gateway** is a strong alternative."}, {"id": "mai-20260917-0922-baseline|c135-l1|moonshot-small|MuleSoft Anypoint Platform", "prompt": "c135-l1", "model": "moonshot-small", "cat": "api-management", "variant": "direct", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **MuleSoft** if your primary challenge is integration complexity"}, {"id": "mai-20260917-0922-baseline|c135-l1|moonshot-small|Google Apigee X", "prompt": "c135-l1", "model": "moonshot-small", "cat": "api-management", "variant": "direct", "raw": "Google Apigee X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Apigee** if API monetization is a key business model"}, {"id": "mai-20260917-0922-baseline|c135-l1|moonshot-small|Kong Konnect / Kong Enterprise", "prompt": "c135-l1", "model": "moonshot-small", "cat": "api-management", "variant": "direct", "raw": "Kong Konnect / Kong Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with Kong** if you're building modern, cloud-native applications"}, {"id": "mai-20260917-0922-baseline|c135-l1|moonshot-small|IBM API Connect", "prompt": "c135-l1", "model": "moonshot-small", "cat": "api-management", "variant": "direct", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Regulated industries with legacy systems"}, {"id": "mai-20260917-0922-baseline|c135-l1|openai-small|MuleSoft Anypoint Platform", "prompt": "c135-l1", "model": "openai-small", "cat": "api-management", "variant": "direct", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd say **MuleSoft Anypoint Platform** is the safest general recommendation"}, {"id": "mai-20260917-0922-baseline|c135-l1|openai-small|Apigee", "prompt": "c135-l1", "model": "openai-small", "cat": "api-management", "variant": "direct", "raw": "Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Apigee** is often the strongest fit for API-centric enterprises"}, {"id": "mai-20260917-0922-baseline|c135-l1|openai-small|Azure API Management", "prompt": "c135-l1", "model": "openai-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure API Management** fits well when your identity, infrastructure, and governance are already centered on Microsoft"}, {"id": "mai-20260917-0922-baseline|c135-l1|openai-small|WSO2 API Manager / API Platform", "prompt": "c135-l1", "model": "openai-small", "cat": "api-management", "variant": "direct", "raw": "WSO2 API Manager / API Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is a very strong contender, especially if you want hybrid deployment and multi-gateway governance"}, {"id": "mai-20260917-0922-baseline|c135-l1|openai-small|Amazon API Gateway", "prompt": "c135-l1", "model": "openai-small", "cat": "api-management", "variant": "direct", "raw": "Amazon API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "is a solid fit, though it is typically narrower than a full enterprise API management suite"}, {"id": "mai-20260917-0922-baseline|c135-l1|openai-small|Kong", "prompt": "c135-l1", "model": "openai-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "federated management across gateways like AWS, Azure, Kong, Envoy, and Apigee"}, {"id": "mai-20260917-0922-baseline|c135-l1|openai-small|Envoy", "prompt": "c135-l1", "model": "openai-small", "cat": "api-management", "variant": "direct", "raw": "Envoy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "federated management across gateways like AWS, Azure, Kong, Envoy, and Apigee"}, {"id": "mai-20260917-0922-baseline|c135-l1|xai-small|Google Cloud Apigee", "prompt": "c135-l1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Peer reviews (Gartner) favor Apigee/MuleSoft/IBM for enterprise scale."}, {"id": "mai-20260917-0922-baseline|c135-l1|xai-small|Salesforce MuleSoft", "prompt": "c135-l1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "Salesforce MuleSoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Leader in both Gartner/Forrester"}, {"id": "mai-20260917-0922-baseline|c135-l1|xai-small|IBM API Connect", "prompt": "c135-l1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Federated gateways, AI ops, top use-case scores. Mature for large orgs. | Complex setup."}, {"id": "mai-20260917-0922-baseline|c135-l1|xai-small|Software AG", "prompt": "c135-l1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "Software AG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "and others like Software AG"}, {"id": "mai-20260917-0922-baseline|c135-l1|xai-small|Axway", "prompt": "c135-l1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "Axway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Central governance across gateways (AWS/Azure/etc.), Forrester leader. | Niche awareness."}, {"id": "mai-20260917-0922-baseline|c135-l1|xai-small|WSO2", "prompt": "c135-l1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "WSO2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leaders include MuleSoft ..., Axway ..., IBM, WSO2."}, {"id": "mai-20260917-0922-baseline|c135-l1|xai-small|Microsoft Azure API Management", "prompt": "c135-l1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "Microsoft Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Azure → Azure APIM"}, {"id": "mai-20260917-0922-baseline|c135-l1|xai-small|Kong Enterprise/Konnect", "prompt": "c135-l1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "Kong Enterprise/Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Plugin ecosystem, cost-effective, dev-friendly. Popular in dev surveys."}, {"id": "mai-20260917-0922-baseline|c135-l1|zai-small|Apigee (Google Cloud)", "prompt": "c135-l1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apigee** is often the default for B2B programs that need strong analytics, partner self‑service, and built‑in monetization."}, {"id": "mai-20260917-0922-baseline|c135-l1|zai-small|MuleSoft Anypoint (Salesforce)", "prompt": "c135-l1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "MuleSoft Anypoint (Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MuleSoft** is ideal if you also need deep system integration and legacy modernization."}, {"id": "mai-20260917-0922-baseline|c135-l1|zai-small|Kong Enterprise (Kong Inc.)", "prompt": "c135-l1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "Kong Enterprise (Kong Inc.)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kong** offers the best performance and flexibility for microservices‑centric B2B APIs"}, {"id": "mai-20260917-0922-baseline|c135-l1|zai-small|Azure API Management (Microsoft)", "prompt": "c135-l1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management (Microsoft)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure API Management** shines if you’re already on the Microsoft stack."}, {"id": "mai-20260917-0922-baseline|c135-l1|zai-small|AWS API Gateway", "prompt": "c135-l1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a simple, cost‑effective choice for AWS‑centric serverless B2B APIs"}, {"id": "mai-20260917-0922-baseline|c135-l1|zai-small|Tyk API Platform", "prompt": "c135-l1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "Tyk API Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Tyk** provides a Go‑based, Kong‑style gateway with monetization out of the box."}, {"id": "mai-20260917-0922-baseline|c135-l1|zai-small|Axway Amplify API Management", "prompt": "c135-l1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "Axway Amplify API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Axway Amplify** is a strong option if B2B file‑transfer and federated multi‑tenant management are central"}, {"id": "mai-20260917-0922-baseline|c135-l1|zai-small|Apiable", "prompt": "c135-l1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "Apiable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "optional add‑ons like Apiable sit on top of gateways"}, {"id": "mai-20260917-0922-baseline|c135-l1|zai-small|Apache APISIX", "prompt": "c135-l1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "Apache APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Open‑source core (Kong, Tyk, Apache APISIX) can lower licensing costs"}, {"id": "mai-20260917-0922-baseline|c135-l2|alibaba-small|Google Apigee", "prompt": "c135-l2", "model": "alibaba-small", "cat": "api-management", "variant": "paraphrase", "raw": "Google Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apigee** is widely considered the gold standard."}, {"id": "mai-20260917-0922-baseline|c135-l2|alibaba-small|Kong", "prompt": "c135-l2", "model": "alibaba-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often paired with **Kong** internally for high-speed microservice routing"}, {"id": "mai-20260917-0922-baseline|c135-l2|alibaba-small|MuleSoft Anypoint Platform", "prompt": "c135-l2", "model": "alibaba-small", "cat": "api-management", "variant": "paraphrase", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If \"thousands of employees\" implies a vast, disjointed internal landscape... **MuleSoft** is the stronger choice."}, {"id": "mai-20260917-0922-baseline|c135-l2|alibaba-small|DigitalAPI", "prompt": "c135-l2", "model": "alibaba-small", "cat": "api-management", "variant": "paraphrase", "raw": "DigitalAPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Implement **DigitalAPI** (or similar governance layer) to manage the metadata, ownership, and developer experience"}, {"id": "mai-20260917-0922-baseline|c135-l2|alibaba-small|AWS Gateway", "prompt": "c135-l2", "model": "alibaba-small", "cat": "api-management", "variant": "paraphrase", "raw": "AWS Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "some teams use Apigee, some use Kong, some use AWS Gateway, and others use Azure"}, {"id": "mai-20260917-0922-baseline|c135-l2|alibaba-small|Azure", "prompt": "c135-l2", "model": "alibaba-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "some use AWS Gateway, and others use Azure"}, {"id": "mai-20260917-0922-baseline|c135-l2|challenger-small|MuleSoft Anypoint Platform", "prompt": "c135-l2", "model": "challenger-small", "cat": "api-management", "variant": "paraphrase", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my recommendation would be **MuleSoft Anypoint Platform** if you want a broad enterprise platform that covers the *full API lifecycle*"}, {"id": "mai-20260917-0922-baseline|c135-l2|challenger-small|Swagger", "prompt": "c135-l2", "model": "challenger-small", "cat": "api-management", "variant": "paraphrase", "raw": "Swagger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Swagger** is also a strong contender because it is described as offering a **customizable branded portal**"}, {"id": "mai-20260917-0922-baseline|c135-l2|challenger-small|IBM API Connect", "prompt": "c135-l2", "model": "challenger-small", "cat": "api-management", "variant": "paraphrase", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose IBM API Connect** if you want another enterprise-grade option with full lifecycle management plus a developer portal"}, {"id": "mai-20260917-0922-baseline|c135-l2|challenger-small|Azure API Management", "prompt": "c135-l2", "model": "challenger-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Azure API Management** if your organization is already standardized on Microsoft/Azure"}, {"id": "mai-20260917-0922-baseline|c135-l2|deepseek-small|MuleSoft Anypoint Platform", "prompt": "c135-l2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **MuleSoft Anypoint Platform** (Salesforce)"}, {"id": "mai-20260917-0922-baseline|c135-l2|deepseek-small|Google Apigee", "prompt": "c135-l2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "Google Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An excellent choice if your company is already on Google Cloud or runs large, high-traffic public-facing API programs."}, {"id": "mai-20260917-0922-baseline|c135-l2|deepseek-small|Kong Enterprise / Konnect", "prompt": "c135-l2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Enterprise / Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A Gartner Leader (sixth consecutive year) and a favorite for cloud-native, Kubernetes-based architectures."}, {"id": "mai-20260917-0922-baseline|c135-l2|deepseek-small|Azure API Management", "prompt": "c135-l2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The natural pick for Microsoft-centric enterprises, with strong Azure integration and multi-cloud gateway support."}, {"id": "mai-20260917-0922-baseline|c135-l2|google-small|Apigee (Google Cloud)", "prompt": "c135-l2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for complex B2B partner ecosystems and monetized API programs."}, {"id": "mai-20260917-0922-baseline|c135-l2|google-small|Kong Konnect", "prompt": "c135-l2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for organizations prioritizing developer velocity, GitOps, and Kubernetes environments."}, {"id": "mai-20260917-0922-baseline|c135-l2|google-small|MuleSoft Anypoint", "prompt": "c135-l2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "go with **Apigee** or **MuleSoft**"}, {"id": "mai-20260917-0922-baseline|c135-l2|google-small|Axway Amplify", "prompt": "c135-l2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "Axway Amplify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Axway Amplify** or **Redocly Enterprise** | Allows you to build one beautiful, unified developer portal"}, {"id": "mai-20260917-0922-baseline|c135-l2|google-small|Redocly Enterprise", "prompt": "c135-l2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "Redocly Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "deploy **Redocly Enterprise** as your unified portal"}, {"id": "mai-20260917-0922-baseline|c135-l2|google-small|Fern", "prompt": "c135-l2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "Fern", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A highly modern, code-first developer portal tool that is particularly famous for generating high-quality **Client SDKs**"}, {"id": "mai-20260917-0922-baseline|c135-l2|google-small|AWS API Gateway", "prompt": "c135-l2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "large companies often end up using multiple gateways (e.g., AWS API Gateway for one team, Azure for another)"}, {"id": "mai-20260917-0922-baseline|c135-l2|meta-small|Swagger", "prompt": "c135-l2", "model": "meta-small", "cat": "api-management", "variant": "paraphrase", "raw": "Swagger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The recommended API lifecycle and developer portal tool ... is Swagger, Azure API Management, or Amplify API Management."}, {"id": "mai-20260917-0922-baseline|c135-l2|meta-small|Azure API Management", "prompt": "c135-l2", "model": "meta-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The recommended API lifecycle and developer portal tool ... is Swagger, Azure API Management, or Amplify API Management."}, {"id": "mai-20260917-0922-baseline|c135-l2|meta-small|Amplify API Management", "prompt": "c135-l2", "model": "meta-small", "cat": "api-management", "variant": "paraphrase", "raw": "Amplify API Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The recommended API lifecycle and developer portal tool ... is Swagger, Azure API Management, or Amplify API Management."}, {"id": "mai-20260917-0922-baseline|c135-l2|minimax-small|Kong Enterprise", "prompt": "c135-l2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Kong Enterprise**"}, {"id": "mai-20260917-0922-baseline|c135-l2|minimax-small|Azure API Management", "prompt": "c135-l2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Azure API Management**"}, {"id": "mai-20260917-0922-baseline|c135-l2|minimax-small|MuleSoft Anypoint", "prompt": "c135-l2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best if you need extensive integration capabilities alongside API management"}, {"id": "mai-20260917-0922-baseline|c135-l2|minimax-small|Postman", "prompt": "c135-l2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "Postman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though less of a full-lifecycle management platform"}, {"id": "mai-20260917-0922-baseline|c135-l2|minimax-small|DigitalAPI", "prompt": "c135-l2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "DigitalAPI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good if you have multiple gateways and need unified governance"}, {"id": "mai-20260917-0922-baseline|c135-l2|mistral-small|MuleSoft Anypoint Platform", "prompt": "c135-l2", "model": "mistral-small", "cat": "api-management", "variant": "paraphrase", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **MuleSoft Anypoint Platform** as the top choice for API lifecycle management and developer portal needs"}, {"id": "mai-20260917-0922-baseline|c135-l2|mistral-small|Apigee by Google Cloud", "prompt": "c135-l2", "model": "mistral-small", "cat": "api-management", "variant": "paraphrase", "raw": "Apigee by Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **Apigee by Google Cloud** and **Kong Enterprise**"}, {"id": "mai-20260917-0922-baseline|c135-l2|mistral-small|Kong Enterprise", "prompt": "c135-l2", "model": "mistral-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other strong contenders include **Apigee by Google Cloud** and **Kong Enterprise**"}, {"id": "mai-20260917-0922-baseline|c135-l2|moonshot-small|Google Apigee (Apigee X)", "prompt": "c135-l2", "model": "moonshot-small", "cat": "api-management", "variant": "paraphrase", "raw": "Google Apigee (Apigee X)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Google Apigee (Apigee X)** as the primary choice"}, {"id": "mai-20260917-0922-baseline|c135-l2|moonshot-small|Kong Enterprise", "prompt": "c135-l2", "model": "moonshot-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Kong Enterprise** as the strongest alternative depending on your cloud strategy"}, {"id": "mai-20260917-0922-baseline|c135-l2|moonshot-small|MuleSoft Anypoint", "prompt": "c135-l2", "model": "moonshot-small", "cat": "api-management", "variant": "paraphrase", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is heavier, more expensive, and overkill if you simply need to expose and manage APIs"}, {"id": "mai-20260917-0922-baseline|c135-l2|moonshot-small|AWS API Gateway", "prompt": "c135-l2", "model": "moonshot-small", "cat": "api-management", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid as a Primary Platform - **AWS API Gateway alone**: The managed developer portal is limited"}, {"id": "mai-20260917-0922-baseline|c135-l2|moonshot-small|Azure API Management", "prompt": "c135-l2", "model": "moonshot-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "A solid choice only if you are already deeply committed to the Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c135-l2|openai-small|MuleSoft Anypoint Platform", "prompt": "c135-l2", "model": "openai-small", "cat": "api-management", "variant": "paraphrase", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **MuleSoft Anypoint Platform** if you want the safest \"enterprise default\""}, {"id": "mai-20260917-0922-baseline|c135-l2|openai-small|Kong Konnect", "prompt": "c135-l2", "model": "openai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kong Konnect** is the other strong contender"}, {"id": "mai-20260917-0922-baseline|c135-l2|openai-small|Apigee", "prompt": "c135-l2", "model": "openai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3-way comparison: MuleSoft vs Apigee vs Kong"}, {"id": "mai-20260917-0922-baseline|c135-l2|xai-small|Apigee", "prompt": "c135-l2", "model": "xai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Google Cloud's Apigee as the top API lifecycle management and developer portal tool"}, {"id": "mai-20260917-0922-baseline|c135-l2|xai-small|MuleSoft Anypoint Platform (Salesforce)", "prompt": "c135-l2", "model": "xai-small", "cat": "api-management", "variant": "paraphrase", "raw": "MuleSoft Anypoint Platform (Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if heavy integration (e.g., legacy systems, ERP) is core."}, {"id": "mai-20260917-0922-baseline|c135-l2|xai-small|Kong Enterprise/Konnect", "prompt": "c135-l2", "model": "xai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Enterprise/Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cheaper at scale but lighter on full lifecycle/monetization compared to Apigee."}, {"id": "mai-20260917-0922-baseline|c135-l2|xai-small|IBM API Connect", "prompt": "c135-l2", "model": "xai-small", "cat": "api-management", "variant": "paraphrase", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another Gartner Leader (#1 in 4/6 use cases); great for hybrid/multi-cloud with strong governance."}, {"id": "mai-20260917-0922-baseline|c135-l2|xai-small|AWS API Gateway", "prompt": "c135-l2", "model": "xai-small", "cat": "api-management", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AWS API Gateway (serverless, cheap) or Azure APIM if locked in; avoid for multi-cloud."}, {"id": "mai-20260917-0922-baseline|c135-l2|xai-small|Azure APIM", "prompt": "c135-l2", "model": "xai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure APIM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "or Azure APIM if locked in; avoid for multi-cloud"}, {"id": "mai-20260917-0922-baseline|c135-l2|zai-small|MuleSoft Anypoint Platform", "prompt": "c135-l2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **MuleSoft Anypoint Platform** (Salesforce)"}, {"id": "mai-20260917-0922-baseline|c135-l2|zai-small|Google Cloud Apigee", "prompt": "c135-l2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Google Cloud Apigee**"}, {"id": "mai-20260917-0922-baseline|c135-l2|zai-small|Azure API Management", "prompt": "c135-l2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Azure API Management** - Best for: Microsoft-centric enterprises"}, {"id": "mai-20260917-0922-baseline|c135-l2|zai-small|Kong Enterprise", "prompt": "c135-l2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Kong Enterprise** - Best for: Cloud-native microservices architectures"}, {"id": "mai-20260917-0922-baseline|c135-l2|zai-small|DigitalAPI", "prompt": "c135-l2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "DigitalAPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Governance layer: Consider DigitalAPI or similar multi-gateway governance solution"}, {"id": "mai-20260917-0922-baseline|c135-l3|alibaba-small|Apigee (owned by Google Cloud)", "prompt": "c135-l3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "Apigee (owned by Google Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the \"gold standard\" for large enterprises, specifically those with complex needs for security and traffic analysis."}, {"id": "mai-20260917-0922-baseline|c135-l3|alibaba-small|MuleSoft (owned by Salesforce)", "prompt": "c135-l3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft (owned by Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose MuleSoft** if you are already paying for a Salesforce Enterprise contract"}, {"id": "mai-20260917-0922-baseline|c135-l3|alibaba-small|Kong Inc.", "prompt": "c135-l3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "Kong Inc.", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Kong** if your team uses Kubernetes daily"}, {"id": "mai-20260917-0922-baseline|c135-l3|alibaba-small|Tyk", "prompt": "c135-l3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tyk is an open-source platform that competes on ease of deployment"}, {"id": "mai-20260917-0922-baseline|c135-l3|alibaba-small|AWS API Gateway", "prompt": "c135-l3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose AWS/Azure** if you want to avoid third-party vendor costs"}, {"id": "mai-20260917-0922-baseline|c135-l3|alibaba-small|Azure API Management", "prompt": "c135-l3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "their native tools are often the most cost-effective entry point"}, {"id": "mai-20260917-0922-baseline|c135-l3|alibaba-small|Boomi (by Dell Technologies)", "prompt": "c135-l3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "Boomi (by Dell Technologies)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Boomi sits above the API layer... It provides a low-code wrapper for APIs."}, {"id": "mai-20260917-0922-baseline|c135-l3|anthropic-small|Apigee (Google Cloud)", "prompt": "c135-l3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best API management platforms in 2026 are Apigee (Google Cloud) for hyper-scale multi-cloud governance"}, {"id": "mai-20260917-0922-baseline|c135-l3|anthropic-small|Kong Konnect", "prompt": "c135-l3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kong Konnect for Kubernetes-native deployments"}, {"id": "mai-20260917-0922-baseline|c135-l3|anthropic-small|MuleSoft Anypoint", "prompt": "c135-l3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MuleSoft Anypoint for integration-heavy enterprises"}, {"id": "mai-20260917-0922-baseline|c135-l3|anthropic-small|IBM API Connect", "prompt": "c135-l3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "IBM API Connect for regulated industries"}, {"id": "mai-20260917-0922-baseline|c135-l3|anthropic-small|Azure API Management (APIM)", "prompt": "c135-l3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "is one of the most feature-complete offerings in the market, covering API design, security, publishing, analytics, and developer engagement in a single platform"}, {"id": "mai-20260917-0922-baseline|c135-l3|anthropic-small|WSO2 AI Gateway", "prompt": "c135-l3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "WSO2 AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "either including an AI gateway natively (WSO2 AI Gateway, Kong AI Gateway)"}, {"id": "mai-20260917-0922-baseline|c135-l3|anthropic-small|AWS", "prompt": "c135-l3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "integrating with one (Apigee + Vertex AI, AWS + Bedrock)"}, {"id": "mai-20260917-0922-baseline|c135-l3|challenger-small|MuleSoft Anypoint Platform", "prompt": "c135-l3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strongest when API management must be paired with enterprise integration and legacy connectivity."}, {"id": "mai-20260917-0922-baseline|c135-l3|challenger-small|Google Apigee", "prompt": "c135-l3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Known for full lifecycle management, policy enforcement, analytics, and API monetization."}, {"id": "mai-20260917-0922-baseline|c135-l3|challenger-small|IBM API Connect", "prompt": "c135-l3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Emphasizes structured lifecycle controls and enterprise governance."}, {"id": "mai-20260917-0922-baseline|c135-l3|challenger-small|Azure API Management", "prompt": "c135-l3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tight Azure/Entra integration and a strong fit for hybrid cloud environments."}, {"id": "mai-20260917-0922-baseline|c135-l3|challenger-small|Kong Enterprise/Konnect", "prompt": "c135-l3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Kong Enterprise/Konnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong extensibility, high performance, and deployment flexibility across cloud, self-hosted, and hybrid setups."}, {"id": "mai-20260917-0922-baseline|c135-l3|challenger-small|AWS API Gateway", "prompt": "c135-l3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for serverless and AWS-native architectures, with deep AWS ecosystem integration."}, {"id": "mai-20260917-0922-baseline|c135-l3|challenger-small|WSO2 API Manager", "prompt": "c135-l3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "WSO2 API Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Noted for multi-cloud/on-prem support and high customization."}, {"id": "mai-20260917-0922-baseline|c135-l3|challenger-small|Gravitee", "prompt": "c135-l3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Often positioned for REST plus event/API governance with flexible deployment options."}, {"id": "mai-20260917-0922-baseline|c135-l3|challenger-small|Tyk", "prompt": "c135-l3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Kong, Tyk, and WSO2 typically appeal to teams wanting more extensibility and control over the stack."}, {"id": "mai-20260917-0922-baseline|c135-l3|deepseek-small|Google Cloud Apigee", "prompt": "c135-l3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apigee leads for governance-heavy external API programs"}, {"id": "mai-20260917-0922-baseline|c135-l3|deepseek-small|MuleSoft Anypoint Platform", "prompt": "c135-l3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep system integration & legacy modernization | **MuleSoft**"}, {"id": "mai-20260917-0922-baseline|c135-l3|deepseek-small|Kong Enterprise / Kong Konnect", "prompt": "c135-l3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "Kong Enterprise / Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Maximum performance & cloud-native microservices | **Kong**"}, {"id": "mai-20260917-0922-baseline|c135-l3|deepseek-small|Microsoft Azure API Management", "prompt": "c135-l3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "Microsoft Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft/Azure-centric stack | **Azure APIM**"}, {"id": "mai-20260917-0922-baseline|c135-l3|deepseek-small|IBM API Connect", "prompt": "c135-l3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Flexible deployment in regulated industries | **IBM API Connect**"}, {"id": "mai-20260917-0922-baseline|c135-l3|deepseek-small|AWS API Gateway", "prompt": "c135-l3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AWS-native serverless only | **AWS API Gateway**"}, {"id": "mai-20260917-0922-baseline|c135-l3|deepseek-small|Tyk", "prompt": "c135-l3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source, self-hosted with strong governance | **WSO2** or **Tyk**"}, {"id": "mai-20260917-0922-baseline|c135-l3|deepseek-small|WSO2 API Manager", "prompt": "c135-l3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "WSO2 API Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Open-source, self-hosted with strong governance | **WSO2** or **Tyk**"}, {"id": "mai-20260917-0922-baseline|c135-l3|deepseek-small|Gravitee", "prompt": "c135-l3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Kong, Tyk, WSO2, and Gravitee offer open-source cores"}, {"id": "mai-20260917-0922-baseline|c135-l3|google-small|Google Cloud Apigee", "prompt": "c135-l3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apigee is widely regarded as a pioneer in full-lifecycle API management."}, {"id": "mai-20260917-0922-baseline|c135-l3|google-small|MuleSoft Anypoint Platform (Salesforce)", "prompt": "c135-l3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint Platform (Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **MuleSoft** if you have a complex enterprise with massive data silos, legacy systems"}, {"id": "mai-20260917-0922-baseline|c135-l3|google-small|Kong Enterprise (Kong Konnect)", "prompt": "c135-l3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "Kong Enterprise (Kong Konnect)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Kong** if your architecture is heavily microservices/Kubernetes-focused, latency is critical, and you need a robust AI gateway."}, {"id": "mai-20260917-0922-baseline|c135-l3|google-small|Microsoft Azure API Management (APIM)", "prompt": "c135-l3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "Microsoft Azure API Management (APIM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Microsoft-centric enterprises deeply integrated into the Azure ecosystem."}, {"id": "mai-20260917-0922-baseline|c135-l3|google-small|AWS API Gateway", "prompt": "c135-l3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the default, low-friction option for AWS workloads"}, {"id": "mai-20260917-0922-baseline|c135-l3|google-small|Tyk", "prompt": "c135-l3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tyk is a lightweight, highly scalable, and developer-friendly platform."}, {"id": "mai-20260917-0922-baseline|c135-l3|google-small|Gravitee", "prompt": "c135-l3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The undisputed leader for **event-driven architectures**"}, {"id": "mai-20260917-0922-baseline|c135-l3|google-small|WSO2", "prompt": "c135-l3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "WSO2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A rare, fully open-source (Apache-2.0) API management suite"}, {"id": "mai-20260917-0922-baseline|c135-l3|meta-small|Zuplo", "prompt": "c135-l3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zuplo - a programmable, fully-managed, edge-native API management platform that deploys globally in under 20 seconds."}, {"id": "mai-20260917-0922-baseline|c135-l3|meta-small|Integrate.io", "prompt": "c135-l3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for data pipeline API generation, automated REST API creation"}, {"id": "mai-20260917-0922-baseline|c135-l3|meta-small|MuleSoft Anypoint Platform", "prompt": "c135-l3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for enterprise integration at scale"}, {"id": "mai-20260917-0922-baseline|c135-l3|meta-small|Apigee (Google Cloud)", "prompt": "c135-l3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for hyper-scale multi-cloud governance"}, {"id": "mai-20260917-0922-baseline|c135-l3|meta-small|Kong Konnect", "prompt": "c135-l3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for Kubernetes-native deployments"}, {"id": "mai-20260917-0922-baseline|c135-l3|meta-small|IBM API Connect", "prompt": "c135-l3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for regulated industries with legacy systems"}, {"id": "mai-20260917-0922-baseline|c135-l3|meta-small|AWS API Gateway", "prompt": "c135-l3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best for serverless architectures"}, {"id": "mai-20260917-0922-baseline|c135-l3|minimax-small|Kong (Kong Konnect)", "prompt": "c135-l3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "Kong (Kong Konnect)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for**: Kubernetes-first microservices, multi-cloud deployments"}, {"id": "mai-20260917-0922-baseline|c135-l3|minimax-small|Google Cloud Apigee", "prompt": "c135-l3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for**: Large institutions with complex needs, Google Cloud integration"}, {"id": "mai-20260917-0922-baseline|c135-l3|minimax-small|AWS API Gateway", "prompt": "c135-l3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for**: Serverless architectures, AWS-native workloads"}, {"id": "mai-20260917-0922-baseline|c135-l3|minimax-small|Azure API Management", "prompt": "c135-l3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Microsoft-centric enterprises"}, {"id": "mai-20260917-0922-baseline|c135-l3|minimax-small|IBM API Connect", "prompt": "c135-l3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Regulated industries with legacy systems"}, {"id": "mai-20260917-0922-baseline|c135-l3|minimax-small|MuleSoft Anypoint Platform", "prompt": "c135-l3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for**: Enterprise integration-heavy workloads"}, {"id": "mai-20260917-0922-baseline|c135-l3|minimax-small|Tyk", "prompt": "c135-l3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for**: Organizations wanting open-source with hybrid deployment"}, {"id": "mai-20260917-0922-baseline|c135-l3|minimax-small|WSO2 API Manager", "prompt": "c135-l3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "WSO2 API Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for**: Multi-cloud deployments, organizations needing native AI capabilities"}, {"id": "mai-20260917-0922-baseline|c135-l3|mistral-small|Google Apigee", "prompt": "c135-l3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Google Apigee** ... **For external APIs and monetization:** Apigee"}, {"id": "mai-20260917-0922-baseline|c135-l3|mistral-small|MuleSoft Anypoint Platform", "prompt": "c135-l3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For deep integration and legacy systems:** MuleSoft"}, {"id": "mai-20260917-0922-baseline|c135-l3|mistral-small|Microsoft Azure API Management", "prompt": "c135-l3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "Microsoft Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For Microsoft ecosystems:** Azure APIM"}, {"id": "mai-20260917-0922-baseline|c135-l3|mistral-small|Kong Enterprise (Kong Konnect)", "prompt": "c135-l3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "Kong Enterprise (Kong Konnect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For microservices and cloud-native:** Kong Enterprise"}, {"id": "mai-20260917-0922-baseline|c135-l3|mistral-small|SwaggerHub (by SmartBear)", "prompt": "c135-l3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "SwaggerHub (by SmartBear)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For API design and collaboration:** SwaggerHub"}, {"id": "mai-20260917-0922-baseline|c135-l3|mistral-small|Gravitee.io", "prompt": "c135-l3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "Gravitee.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For event-driven architectures:** Gravitee.io"}, {"id": "mai-20260917-0922-baseline|c135-l3|moonshot-small|Google Cloud Apigee", "prompt": "c135-l3", "model": "moonshot-small", "cat": "api-management", "variant": "comparative", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises needing full lifecycle API management with advanced governance and monetization"}, {"id": "mai-20260917-0922-baseline|c135-l3|moonshot-small|Kong Enterprise / Kong Konnect", "prompt": "c135-l3", "model": "moonshot-small", "cat": "api-management", "variant": "comparative", "raw": "Kong Enterprise / Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Kubernetes-native microservices and multi-cloud deployments"}, {"id": "mai-20260917-0922-baseline|c135-l3|moonshot-small|AWS API Gateway", "prompt": "c135-l3", "model": "moonshot-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: AWS-native serverless workloads and Lambda-based architectures"}, {"id": "mai-20260917-0922-baseline|c135-l3|moonshot-small|Azure API Management", "prompt": "c135-l3", "model": "moonshot-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Microsoft-centric enterprises and hybrid cloud environments"}, {"id": "mai-20260917-0922-baseline|c135-l3|moonshot-small|MuleSoft Anypoint Platform", "prompt": "c135-l3", "model": "moonshot-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Integration-heavy enterprises with complex system connectivity needs"}, {"id": "mai-20260917-0922-baseline|c135-l3|moonshot-small|IBM API Connect", "prompt": "c135-l3", "model": "moonshot-small", "cat": "api-management", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Enterprises needing flexible deployment options and GraphQL support"}, {"id": "mai-20260917-0922-baseline|c135-l3|openai-small|Google Apigee", "prompt": "c135-l3", "model": "openai-small", "cat": "api-management", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Apigee** if you want **top-tier governance, analytics, and enterprise API program maturity**."}, {"id": "mai-20260917-0922-baseline|c135-l3|openai-small|Microsoft Azure API Management", "prompt": "c135-l3", "model": "openai-small", "cat": "api-management", "variant": "comparative", "raw": "Microsoft Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Azure API Management** if you want **strong enterprise API management inside Azure or hybrid environments**."}, {"id": "mai-20260917-0922-baseline|c135-l3|openai-small|MuleSoft Anypoint Platform / API Manager", "prompt": "c135-l3", "model": "openai-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint Platform / API Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **MuleSoft** if API management is tightly tied to **integration and enterprise connectivity**."}, {"id": "mai-20260917-0922-baseline|c135-l3|openai-small|Kong Enterprise / Kong Konnect", "prompt": "c135-l3", "model": "openai-small", "cat": "api-management", "variant": "comparative", "raw": "Kong Enterprise / Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Kong** if you want a **cloud-native gateway platform** with strong runtime flexibility."}, {"id": "mai-20260917-0922-baseline|c135-l3|openai-small|Gravitee API Management", "prompt": "c135-l3", "model": "openai-small", "cat": "api-management", "variant": "comparative", "raw": "Gravitee API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Gravitee** if you want **federation, open-source lineage, and broad protocol support**."}, {"id": "mai-20260917-0922-baseline|c135-l3|openai-small|Amazon API Gateway", "prompt": "c135-l3", "model": "openai-small", "cat": "api-management", "variant": "comparative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Amazon API Gateway** and similar tools are often primarily **runtime gateways**."}, {"id": "mai-20260917-0922-baseline|c135-l3|xai-small|Google Apigee", "prompt": "c135-l3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recent Gartner positions Apigee/IBM as Leaders for vision/execution."}, {"id": "mai-20260917-0922-baseline|c135-l3|xai-small|IBM API Connect", "prompt": "c135-l3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Recent Gartner positions Apigee/IBM as Leaders for vision/execution."}, {"id": "mai-20260917-0922-baseline|c135-l3|xai-small|MuleSoft Anypoint Platform", "prompt": "c135-l3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep integration (150+ connectors), iPaaS+API mgmt... Expensive"}, {"id": "mai-20260917-0922-baseline|c135-l3|xai-small|Microsoft Azure API Management", "prompt": "c135-l3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Microsoft Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure integration, multi-cloud gateway, analytics"}, {"id": "mai-20260917-0922-baseline|c135-l3|xai-small|Amazon API Gateway", "prompt": "c135-l3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AWS-native, serverless/high-volume workloads"}, {"id": "mai-20260917-0922-baseline|c135-l3|xai-small|Kong Konnect/Enterprise", "prompt": "c135-l3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Kong Konnect/Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High performance, plugin ecosystem, Kubernetes-native, cost-effective"}, {"id": "mai-20260917-0922-baseline|c135-l3|xai-small|Axway Amplify", "prompt": "c135-l3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Axway Amplify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "appear in top lists but are more niche or emerging"}, {"id": "mai-20260917-0922-baseline|c135-l3|xai-small|WSO2", "prompt": "c135-l3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "WSO2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "appear in top lists but are more niche or emerging"}, {"id": "mai-20260917-0922-baseline|c135-l3|xai-small|Tyk", "prompt": "c135-l3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "appear in top lists but are more niche or emerging"}, {"id": "mai-20260917-0922-baseline|c135-l3|xai-small|Gravitee", "prompt": "c135-l3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "appear in top lists but are more niche or emerging"}, {"id": "mai-20260917-0922-baseline|c135-l3|zai-small|Kong Enterprise (and Kong Konnect)", "prompt": "c135-l3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "Kong Enterprise (and Kong Konnect)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose Kong if you need to deploy a gateway in Kubernetes or across multiple clouds"}, {"id": "mai-20260917-0922-baseline|c135-l3|zai-small|Google Apigee", "prompt": "c135-l3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose Apigee if you are building a B2B platform and need to monetize your APIs"}, {"id": "mai-20260917-0922-baseline|c135-l3|zai-small|MuleSoft Anypoint Platform", "prompt": "c135-l3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose MuleSoft if your biggest problem is integrating thousands of disparate applications"}, {"id": "mai-20260917-0922-baseline|c135-l3|zai-small|Azure API Management (APIM)", "prompt": "c135-l3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose Azure APIM if your organization is deeply embedded in the Microsoft stack"}, {"id": "mai-20260917-0922-baseline|c135-l4|alibaba-small|Microsoft Azure API Management (Premium Tier)", "prompt": "c135-l4", "model": "alibaba-small", "cat": "api-management", "variant": "budget", "raw": "Microsoft Azure API Management (Premium Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is typically **Microsoft Azure API Management (Premium Tier)**"}, {"id": "mai-20260917-0922-baseline|c135-l4|alibaba-small|Google Apigee", "prompt": "c135-l4", "model": "alibaba-small", "cat": "api-management", "variant": "budget", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Google Apigee:** Primarily usage-based... your bill spikes proportionately"}, {"id": "mai-20260917-0922-baseline|c135-l4|alibaba-small|AWS API Gateway", "prompt": "c135-l4", "model": "alibaba-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Strictly pay-per-request... notorious for \"bill shock\""}, {"id": "mai-20260917-0922-baseline|c135-l4|alibaba-small|MuleSoft Anypoint Platform", "prompt": "c135-l4", "model": "alibaba-small", "cat": "api-management", "variant": "budget", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Alternative: MuleSoft Anypoint Platform"}, {"id": "mai-20260917-0922-baseline|c135-l4|alibaba-small|Kong", "prompt": "c135-l4", "model": "alibaba-small", "cat": "api-management", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "more expensive and architecturally heavier than Azure APIM or Kong"}, {"id": "mai-20260917-0922-baseline|c135-l4|anthropic-small|Azure API Management", "prompt": "c135-l4", "model": "anthropic-small", "cat": "api-management", "variant": "budget", "raw": "Azure API Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Azure API Management** (Best for cost predictability)"}, {"id": "mai-20260917-0922-baseline|c135-l4|anthropic-small|MuleSoft Anypoint Platform", "prompt": "c135-l4", "model": "anthropic-small", "cat": "api-management", "variant": "budget", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "MuleSoft pairs API management with broader integration capabilities and uses custom, quote-based pricing"}, {"id": "mai-20260917-0922-baseline|c135-l4|anthropic-small|Zuplo", "prompt": "c135-l4", "model": "anthropic-small", "cat": "api-management", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "as Zuplo's Enterprise tier and some MuleSoft contracts follow) provide budget predictability"}, {"id": "mai-20260917-0922-baseline|c135-l4|anthropic-small|AWS", "prompt": "c135-l4", "model": "anthropic-small", "cat": "api-management", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cheaper than AWS for predictable, sustained traffic above 1B calls/month"}, {"id": "mai-20260917-0922-baseline|c135-l4|challenger-small|Azure API Management", "prompt": "c135-l4", "model": "challenger-small", "cat": "api-management", "variant": "budget", "raw": "Azure API Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Azure API Management** is the safest default for many large enterprises"}, {"id": "mai-20260917-0922-baseline|c135-l4|challenger-small|Kong", "prompt": "c135-l4", "model": "challenger-small", "cat": "api-management", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the strongest fit is usually **Azure API Management** or **Kong**"}, {"id": "mai-20260917-0922-baseline|c135-l4|challenger-small|Amazon API Gateway", "prompt": "c135-l4", "model": "challenger-small", "cat": "api-management", "variant": "budget", "raw": "Amazon API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Least predictable at huge usage volumes:** **Amazon API Gateway**, because it charges per million API calls"}, {"id": "mai-20260917-0922-baseline|c135-l4|challenger-small|Apigee", "prompt": "c135-l4", "model": "challenger-small", "cat": "api-management", "variant": "budget", "raw": "Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Apigee** is the strongest enterprise-grade option, but ... the cost and complexity are justified only when those requirements are primary"}, {"id": "mai-20260917-0922-baseline|c135-l4|deepseek-small|Kong Enterprise", "prompt": "c135-l4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "Kong Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 Best Overall: **Kong Enterprise** (Self-hosted / Flat-rate License)"}, {"id": "mai-20260917-0922-baseline|c135-l4|deepseek-small|Kong Konnect", "prompt": "c135-l4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "Kong Konnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You must negotiate **explicitly** to avoid the per-gateway-service or per-million-call overages that Kong pushes in its Konnect SaaS tier."}, {"id": "mai-20260917-0922-baseline|c135-l4|deepseek-small|Red Hat 3scale", "prompt": "c135-l4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "Red Hat 3scale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I recommend negotiating a flat-rate contract with Kong Enterprise (self-hosted) or Red Hat 3scale."}, {"id": "mai-20260917-0922-baseline|c135-l4|deepseek-small|Microsoft Azure API Management (Premium v2)", "prompt": "c135-l4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "Microsoft Azure API Management (Premium v2)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Cloud-Native Predictability: **Microsoft Azure API Management (Premium v2)**"}, {"id": "mai-20260917-0922-baseline|c135-l4|deepseek-small|MuleSoft Anypoint Platform", "prompt": "c135-l4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Predictable but expensive... it's also the most expensive option—often six figures annually."}, {"id": "mai-20260917-0922-baseline|c135-l4|deepseek-small|Google Apigee X", "prompt": "c135-l4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "Google Apigee X", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Apigee's subscription models often cap included calls per month... or you will face overage fees."}, {"id": "mai-20260917-0922-baseline|c135-l4|deepseek-small|IBM API Connect", "prompt": "c135-l4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "IBM API Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "these are also excellent platforms, but you must be **highly disciplined during contract negotiation**"}, {"id": "mai-20260917-0922-baseline|c135-l4|google-small|Tyk", "prompt": "c135-l4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tyk (Best Overall for Flat-Rate SaaS/Hybrid Predictability)"}, {"id": "mai-20260917-0922-baseline|c135-l4|google-small|WSO2", "prompt": "c135-l4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "WSO2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **WSO2 API Manager** if you prefer a self-hosted, open-source-first architecture"}, {"id": "mai-20260917-0922-baseline|c135-l4|google-small|Azure API Management (Premium)", "prompt": "c135-l4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "Azure API Management (Premium)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-Centric Enterprises"}, {"id": "mai-20260917-0922-baseline|c135-l4|google-small|Apigee (Google Cloud)", "prompt": "c135-l4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to Avoid ... Apigee’s pricing model can be highly complex and unpredictable"}, {"id": "mai-20260917-0922-baseline|c135-l4|google-small|MuleSoft Anypoint Platform", "prompt": "c135-l4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "its entry cost is exceptionally high ... can lead to unpredictable renewal costs"}, {"id": "mai-20260917-0922-baseline|c135-l4|google-small|Kong Konnect (SaaS)", "prompt": "c135-l4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "Kong Konnect (SaaS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "This multi-dimensional metering makes forecasting enterprise costs highly complex."}, {"id": "mai-20260917-0922-baseline|c135-l4|meta-small|MuleSoft Anypoint Platform", "prompt": "c135-l4", "model": "meta-small", "cat": "api-management", "variant": "budget", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best API management platform ... is MuleSoft Anypoint Platform"}, {"id": "mai-20260917-0922-baseline|c135-l4|meta-small|AWS API Gateway", "prompt": "c135-l4", "model": "meta-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include AWS API Gateway, which offers pay-per-use at $3.50 per million requests"}, {"id": "mai-20260917-0922-baseline|c135-l4|meta-small|Apigee", "prompt": "c135-l4", "model": "meta-small", "cat": "api-management", "variant": "budget", "raw": "Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Apigee, which starts around $15,000-$30,000/month for mid-size deployments"}, {"id": "mai-20260917-0922-baseline|c135-l4|meta-small|Kong Enterprise", "prompt": "c135-l4", "model": "meta-small", "cat": "api-management", "variant": "budget", "raw": "Kong Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Kong Enterprise begins at $10,000+/year with volume pricing."}, {"id": "mai-20260917-0922-baseline|c135-l4|minimax-small|Gravitee", "prompt": "c135-l4", "model": "minimax-small", "cat": "api-management", "variant": "budget", "raw": "Gravitee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best API management platform for a large company needing predictable total cost across thousands of users is **Gravitee**"}, {"id": "mai-20260917-0922-baseline|c135-l4|minimax-small|Kong", "prompt": "c135-l4", "model": "minimax-small", "cat": "api-management", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Per-gateway + per-request | ❌ Overage fees can escalate"}, {"id": "mai-20260917-0922-baseline|c135-l4|minimax-small|Apigee", "prompt": "c135-l4", "model": "minimax-small", "cat": "api-management", "variant": "budget", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pay-as-you-go or custom | ❌ Per-call costs can mount"}, {"id": "mai-20260917-0922-baseline|c135-l4|minimax-small|Azure API Management", "prompt": "c135-l4", "model": "minimax-small", "cat": "api-management", "variant": "budget", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tier-based with scale-out units | ⚠️ Moderate predictability"}, {"id": "mai-20260917-0922-baseline|c135-l4|minimax-small|Tyk", "prompt": "c135-l4", "model": "minimax-small", "cat": "api-management", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Usage-based or flat (Professional) | ⚠️ Depends on tier"}, {"id": "mai-20260917-0922-baseline|c135-l4|mistral-small|Google Apigee", "prompt": "c135-l4", "model": "mistral-small", "cat": "api-management", "variant": "budget", "raw": "Google Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apigee being the best overall for multi-cloud and analytics"}, {"id": "mai-20260917-0922-baseline|c135-l4|mistral-small|Azure API Management (APIM) Standard", "prompt": "c135-l4", "model": "mistral-small", "cat": "api-management", "variant": "budget", "raw": "Azure API Management (APIM) Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Google Apigee and Azure APIM Standard are the top choices"}, {"id": "mai-20260917-0922-baseline|c135-l4|mistral-small|AWS API Gateway", "prompt": "c135-l4", "model": "mistral-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "purely consumption-based, which may not be as predictable for very large, steady workloads"}, {"id": "mai-20260917-0922-baseline|c135-l4|mistral-small|Kong Enterprise + Mesh", "prompt": "c135-l4", "model": "mistral-small", "cat": "api-management", "variant": "budget", "raw": "Kong Enterprise + Mesh", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "higher base costs and complex pricing models, making them less predictable"}, {"id": "mai-20260917-0922-baseline|c135-l4|mistral-small|MuleSoft Anypoint", "prompt": "c135-l4", "model": "mistral-small", "cat": "api-management", "variant": "budget", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "higher base costs and complex pricing models, making them less predictable"}, {"id": "mai-20260917-0922-baseline|c135-l4|mistral-small|Kong Konnect", "prompt": "c135-l4", "model": "mistral-small", "cat": "api-management", "variant": "budget", "raw": "Kong Konnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Kong Konnect is also worth considering, but its pricing can be less predictable"}, {"id": "mai-20260917-0922-baseline|c135-l4|moonshot-small|Kong Konnect", "prompt": "c135-l4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "Kong Konnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Kong Konnect"}, {"id": "mai-20260917-0922-baseline|c135-l4|moonshot-small|Azure API Management (Standard v2)", "prompt": "c135-l4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "Azure API Management (Standard v2)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Azure API Management (Standard v2)"}, {"id": "mai-20260917-0922-baseline|c135-l4|moonshot-small|Apigee", "prompt": "c135-l4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms to Avoid for Predictable Costs: ... Apigee ... Costs scale unpredictably with traffic"}, {"id": "mai-20260917-0922-baseline|c135-l4|moonshot-small|AWS API Gateway", "prompt": "c135-l4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to Avoid for Predictable Costs ... AWS API Gateway | Per-call ($3.50/million) | Highly unpredictable at scale"}, {"id": "mai-20260917-0922-baseline|c135-l4|moonshot-small|MuleSoft", "prompt": "c135-l4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "MuleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Platforms to Avoid ... MuleSoft ... Complex, negotiated pricing"}, {"id": "mai-20260917-0922-baseline|c135-l4|openai-small|Apigee", "prompt": "c135-l4", "model": "openai-small", "cat": "api-management", "variant": "budget", "raw": "Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for predictable enterprise cost: Apigee Enterprise / Enterprise Plus"}, {"id": "mai-20260917-0922-baseline|c135-l4|openai-small|Azure API Management", "prompt": "c135-l4", "model": "openai-small", "cat": "api-management", "variant": "budget", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong alternative is Azure API Management Premium / v2 tiers"}, {"id": "mai-20260917-0922-baseline|c135-l4|openai-small|AWS API Gateway", "prompt": "c135-l4", "model": "openai-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What I would avoid ... AWS API Gateway, which is primarily usage-based"}, {"id": "mai-20260917-0922-baseline|c135-l4|openai-small|Google API Gateway", "prompt": "c135-l4", "model": "openai-small", "cat": "api-management", "variant": "budget", "raw": "Google API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Google API Gateway, which is also per-call pricing, so costs track usage closely"}, {"id": "mai-20260917-0922-baseline|c135-l4|openai-small|Kong", "prompt": "c135-l4", "model": "openai-small", "cat": "api-management", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "side-by-side comparison of Apigee vs Azure API Management vs Kong vs WSO2"}, {"id": "mai-20260917-0922-baseline|c135-l4|openai-small|WSO2", "prompt": "c135-l4", "model": "openai-small", "cat": "api-management", "variant": "budget", "raw": "WSO2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "side-by-side comparison of Apigee vs Azure API Management vs Kong vs WSO2"}, {"id": "mai-20260917-0922-baseline|c135-l4|xai-small|Azure API Management Premium", "prompt": "c135-l4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "Azure API Management Premium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Azure API Management Premium (or Premium v2) tier** stands out as the best option for a large company needing predictable total costs"}, {"id": "mai-20260917-0922-baseline|c135-l4|xai-small|MuleSoft Anypoint Platform (Enterprise/Custom)", "prompt": "c135-l4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "MuleSoft Anypoint Platform (Enterprise/Custom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives for Predictability ... Offers flat-rate subscriptions or fixed-price uncapped credits"}, {"id": "mai-20260917-0922-baseline|c135-l4|xai-small|Zuplo Enterprise", "prompt": "c135-l4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "Zuplo Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flat-rate subscription starting ~$1K–$12K/month ... Highly predictable, edge-deployed"}, {"id": "mai-20260917-0922-baseline|c135-l4|xai-small|AWS API Gateway", "prompt": "c135-l4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Pure pay-per-call ... costs explode unpredictably"}, {"id": "mai-20260917-0922-baseline|c135-l4|xai-small|Google Apigee", "prompt": "c135-l4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "Google Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Per-call (~$20/M) + per-environment fees ... unpredictable for variable high traffic."}, {"id": "mai-20260917-0922-baseline|c135-l4|xai-small|Kong Konnect/Enterprise", "prompt": "c135-l4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "Kong Konnect/Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Per-gateway + steep overages ($200/extra M requests)"}, {"id": "mai-20260917-0922-baseline|c135-l4|xai-small|Tyk/Gravitee", "prompt": "c135-l4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "Tyk/Gravitee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Flat options exist ... but less enterprise-proven for massive scale."}, {"id": "mai-20260917-0922-baseline|c135-l4|zai-small|Google Cloud Apigee (Apigee X)", "prompt": "c135-l4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "Google Cloud Apigee (Apigee X)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most suitable API management platform is **Google Cloud Apigee (Apigee X)**"}, {"id": "mai-20260917-0922-baseline|c135-l4|zai-small|Azure API Management (Premium v2)", "prompt": "c135-l4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "Azure API Management (Premium v2)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Azure API Management Premium v2 is a viable alternative with per-unit pricing"}, {"id": "mai-20260917-0922-baseline|c135-l4|zai-small|Kong Konnect", "prompt": "c135-l4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "Kong Konnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the steep per\\u2011million overage makes total cost less predictable than Apigee\\u2019s subscription or PAY\\u2011G models"}, {"id": "mai-20260917-0922-baseline|c135-l4|zai-small|AWS API Gateway", "prompt": "c135-l4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "no base capacity included. If traffic fluctuates widely, your monthly bill can become unpredictable"}, {"id": "mai-20260917-0922-baseline|c135-l4|zai-small|MuleSoft Anypoint", "prompt": "c135-l4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pricing is opaque and typically negotiated at high contract levels... making budgeting harder"}, {"id": "mai-20260917-0922-baseline|c135-l5|alibaba-small|Kong", "prompt": "c135-l5", "model": "alibaba-small", "cat": "api-management", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Established Leaders:** Kong, Apigee (Google), AWS API Gateway, Azure API Management, MuleSoft (Salesforce)"}, {"id": "mai-20260917-0922-baseline|c135-l5|alibaba-small|Apigee (Google)", "prompt": "c135-l5", "model": "alibaba-small", "cat": "api-management", "variant": "scale", "raw": "Apigee (Google)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Established Leaders:** Kong, Apigee (Google), AWS API Gateway, Azure API Management, MuleSoft (Salesforce)"}, {"id": "mai-20260917-0922-baseline|c135-l5|alibaba-small|AWS API Gateway", "prompt": "c135-l5", "model": "alibaba-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Established Leaders:** Kong, Apigee (Google), AWS API Gateway, Azure API Management, MuleSoft (Salesforce)"}, {"id": "mai-20260917-0922-baseline|c135-l5|alibaba-small|Azure API Management", "prompt": "c135-l5", "model": "alibaba-small", "cat": "api-management", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Established Leaders:** Kong, Apigee (Google), AWS API Gateway, Azure API Management, MuleSoft (Salesforce)"}, {"id": "mai-20260917-0922-baseline|c135-l5|alibaba-small|MuleSoft (Salesforce)", "prompt": "c135-l5", "model": "alibaba-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft (Salesforce)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "excel in compliance, SSO, and enterprise features but can be complex and expensive"}, {"id": "mai-20260917-0922-baseline|c135-l5|alibaba-small|Tyk", "prompt": "c135-l5", "model": "alibaba-small", "cat": "api-management", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Newer/Agile Players:** Tyk, Stoplight, Postman. Often easier for developers to use but may require more heavy lifting on the security/compliance front."}, {"id": "mai-20260917-0922-baseline|c135-l5|alibaba-small|Stoplight", "prompt": "c135-l5", "model": "alibaba-small", "cat": "api-management", "variant": "scale", "raw": "Stoplight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Newer/Agile Players:** Tyk, Stoplight, Postman."}, {"id": "mai-20260917-0922-baseline|c135-l5|alibaba-small|Postman", "prompt": "c135-l5", "model": "alibaba-small", "cat": "api-management", "variant": "scale", "raw": "Postman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Newer/Agile Players:** Tyk, Stoplight, Postman."}, {"id": "mai-20260917-0922-baseline|c135-l5|deepseek-small|AWS API Gateway", "prompt": "c135-l5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cloud-native single-cloud:** AWS API Gateway, Azure API Management (tightly coupled to one cloud, lighter on features)."}, {"id": "mai-20260917-0922-baseline|c135-l5|deepseek-small|Azure API Management", "prompt": "c135-l5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tightly coupled to one cloud, lighter on features"}, {"id": "mai-20260917-0922-baseline|c135-l5|deepseek-small|Apigee", "prompt": "c135-l5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Apigee** — strong governance and analytics, enterprise-grade, works on-prem; complex."}, {"id": "mai-20260917-0922-baseline|c135-l5|deepseek-small|MuleSoft Anypoint", "prompt": "c135-l5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**MuleSoft** — best if you're also on an integration program."}, {"id": "mai-20260917-0922-baseline|c135-l5|deepseek-small|IBM API Connect", "prompt": "c135-l5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "IBM API Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "IBM API Connect (regulated/legacy)"}, {"id": "mai-20260917-0922-baseline|c135-l5|deepseek-small|Kong Konnect", "prompt": "c135-l5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "Kong Konnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Kong Konnect** — mature self-hosted gateway, deep plugin ecosystem, strong OIDC/SAML/RBAC."}, {"id": "mai-20260917-0922-baseline|c135-l5|deepseek-small|Axway Amplify", "prompt": "c135-l5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "Axway Amplify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Axway Amplify"}, {"id": "mai-20260917-0922-baseline|c135-l5|deepseek-small|Gravitee", "prompt": "c135-l5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Gravitee / WSO2 / Tyk** — strong enterprise identity + governance, good for regulated/large estates."}, {"id": "mai-20260917-0922-baseline|c135-l5|deepseek-small|WSO2", "prompt": "c135-l5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "WSO2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "strong enterprise identity + governance, good for regulated/large estates"}, {"id": "mai-20260917-0922-baseline|c135-l5|deepseek-small|Tyk", "prompt": "c135-l5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "strong enterprise identity + governance, good for regulated/large estates"}, {"id": "mai-20260917-0922-baseline|c135-l5|google-small|Kong Enterprise", "prompt": "c135-l5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "Kong Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kong Enterprise: Highly performant, lightweight, excellent for GitOps, Kubernetes-native, and hybrid deployments."}, {"id": "mai-20260917-0922-baseline|c135-l5|google-small|Apigee (Google Cloud)", "prompt": "c135-l5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Extremely robust, excellent analytics, and developer portal. Best if you are heavily invested in GCP"}, {"id": "mai-20260917-0922-baseline|c135-l5|google-small|MuleSoft Anypoint Platform (Salesforce)", "prompt": "c135-l5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft Anypoint Platform (Salesforce)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but tends to be very expensive and heavier to deploy."}, {"id": "mai-20260917-0922-baseline|c135-l5|google-small|Tyk", "prompt": "c135-l5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong open-source-based alternative with excellent multi-data-center capabilities and a predictable pricing model."}, {"id": "mai-20260917-0922-baseline|c135-l5|google-small|AWS API Gateway", "prompt": "c135-l5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you are 100% committed to a single cloud provider, their native gateways are highly compliant... though they lack cross-cloud flexibility."}, {"id": "mai-20260917-0922-baseline|c135-l5|google-small|Azure API Management", "prompt": "c135-l5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud-Native Gateways (AWS API Gateway / Azure API Management)"}, {"id": "mai-20260917-0922-baseline|c135-l5|meta-small|Zuplo", "prompt": "c135-l5", "model": "meta-small", "cat": "api-management", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Zuplo**: Offers built-in developer portal, API key management, rate limiting, and API monetization. It is SOC 2 Type II audited and supports SAML SSO."}, {"id": "mai-20260917-0922-baseline|c135-l5|meta-small|MuleSoft Anypoint Platform", "prompt": "c135-l5", "model": "meta-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides industry-leading API governance, centralized policy enforcement, encrypted secrets management, and audit trails."}, {"id": "mai-20260917-0922-baseline|c135-l5|meta-small|Apigee Edge (Google Cloud)", "prompt": "c135-l5", "model": "meta-small", "cat": "api-management", "variant": "scale", "raw": "Apigee Edge (Google Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers an enterprise-grade API management platform with a \"Private Cloud\" option for on-premises deployments."}, {"id": "mai-20260917-0922-baseline|c135-l5|meta-small|Stoplight", "prompt": "c135-l5", "model": "meta-small", "cat": "api-management", "variant": "scale", "raw": "Stoplight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A powerful API management tool used by medium to large enterprises. It is SOC 2 certified, supports SSO & MFA"}, {"id": "mai-20260917-0922-baseline|c135-l5|meta-small|Dell Boomi API Management", "prompt": "c135-l5", "model": "meta-small", "cat": "api-management", "variant": "scale", "raw": "Dell Boomi API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A cloud-first enterprise API management platform that supports rapid creation of APIs."}, {"id": "mai-20260917-0922-baseline|c135-l5|meta-small|Integrate.io", "prompt": "c135-l5", "model": "meta-small", "cat": "api-management", "variant": "scale", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Delivers automated REST API creation with SOC 2, GDPR, and HIPAA compliance and 150+ prebuilt connectors."}, {"id": "mai-20260917-0922-baseline|c135-l5|meta-small|IBM API Connect", "prompt": "c135-l5", "model": "meta-small", "cat": "api-management", "variant": "scale", "raw": "IBM API Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers full lifecycle management for enterprise integration at scale."}, {"id": "mai-20260917-0922-baseline|c135-l5|minimax-small|Kong", "prompt": "c135-l5", "model": "minimax-small", "cat": "api-management", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Plugin/extension framework (e.g., Kong plugins, Apigee policies, Tyk middleware)"}, {"id": "mai-20260917-0922-baseline|c135-l5|minimax-small|Apigee", "prompt": "c135-l5", "model": "minimax-small", "cat": "api-management", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Plugin/extension framework (e.g., Kong plugins, Apigee policies, Tyk middleware)"}, {"id": "mai-20260917-0922-baseline|c135-l5|minimax-small|Tyk", "prompt": "c135-l5", "model": "minimax-small", "cat": "api-management", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Plugin/extension framework (e.g., Kong plugins, Apigee policies, Tyk middleware)"}, {"id": "mai-20260917-0922-baseline|c135-l5|mistral-small|Apigee (Google Cloud)", "prompt": "c135-l5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade, strong security, SOC 2 compliant, but complex."}, {"id": "mai-20260917-0922-baseline|c135-l5|mistral-small|Kong Enterprise", "prompt": "c135-l5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "Kong Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Open-source core, extensible, good for hybrid/cloud, SOC 2 compliant."}, {"id": "mai-20260917-0922-baseline|c135-l5|mistral-small|MuleSoft (Salesforce)", "prompt": "c135-l5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft (Salesforce)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Strong integration with Salesforce, SOC 2 compliant, but expensive."}, {"id": "mai-20260917-0922-baseline|c135-l5|mistral-small|Azure API Management", "prompt": "c135-l5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Native Azure integration, SOC 2 compliant, good for Microsoft shops."}, {"id": "mai-20260917-0922-baseline|c135-l5|mistral-small|AWS API Gateway", "prompt": "c135-l5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Native AWS integration, SOC 2 compliant, but limited to AWS."}, {"id": "mai-20260917-0922-baseline|c135-l5|mistral-small|Tyk", "prompt": "c135-l5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source, cloud/on-prem, SOC 2 compliant, good for customization."}, {"id": "mai-20260917-0922-baseline|c135-l5|mistral-small|Postman (API Platform)", "prompt": "c135-l5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "Postman (API Platform)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Strong developer experience, but not a full API gateway."}, {"id": "mai-20260917-0922-baseline|c135-l5|moonshot-small|Kong Enterprise", "prompt": "c135-l5", "model": "moonshot-small", "cat": "api-management", "variant": "scale", "raw": "Kong Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Kong Enterprise** | Kubernetes-native, multi-cloud | Self-hosted, hybrid, cloud | Plugin ecosystem, flexibility, open-source core |"}, {"id": "mai-20260917-0922-baseline|c135-l5|moonshot-small|Google Apigee X", "prompt": "c135-l5", "model": "moonshot-small", "cat": "api-management", "variant": "scale", "raw": "Google Apigee X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Google Apigee X** | Google Cloud enterprises | Cloud, hybrid, on-prem | Rich analytics, monetization, governance |"}, {"id": "mai-20260917-0922-baseline|c135-l5|moonshot-small|Azure API Management", "prompt": "c135-l5", "model": "moonshot-small", "cat": "api-management", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Azure API Management** | Microsoft-centric orgs | Azure + self-hosted | Deep Entra ID integration, Azure ecosystem |"}, {"id": "mai-20260917-0922-baseline|c135-l5|moonshot-small|AWS API Gateway", "prompt": "c135-l5", "model": "moonshot-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **AWS API Gateway** | AWS-native/serverless | AWS only | Tight Lambda integration, Bedrock AI |"}, {"id": "mai-20260917-0922-baseline|c135-l5|moonshot-small|MuleSoft", "prompt": "c135-l5", "model": "moonshot-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **MuleSoft** | Complex enterprise integrations | Cloud, on-prem | Strong governance, iPaaS capabilities |"}, {"id": "mai-20260917-0922-baseline|c135-l5|moonshot-small|Tyk", "prompt": "c135-l5", "model": "moonshot-small", "cat": "api-management", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Tyk** | Developer-friendly, open-source | Self-hosted, hybrid | Modern architecture, good DX |"}, {"id": "mai-20260917-0922-baseline|c135-l5|xai-small|Apigee (Google Cloud)", "prompt": "c135-l5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Shortlist**: Apigee, MuleSoft, Kong, Zuplo (strong SSO/SOC 2), AWS/Azure API Mgmt."}, {"id": "mai-20260917-0922-baseline|c135-l5|xai-small|MuleSoft Anypoint", "prompt": "c135-l5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Shortlist**: Apigee, MuleSoft, Kong, Zuplo (strong SSO/SOC 2), AWS/Azure API Mgmt."}, {"id": "mai-20260917-0922-baseline|c135-l5|xai-small|Kong Konnect", "prompt": "c135-l5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "Kong Konnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Shortlist**: Apigee, MuleSoft, Kong, Zuplo (strong SSO/SOC 2), AWS/Azure API Mgmt."}, {"id": "mai-20260917-0922-baseline|c135-l5|xai-small|IBM API Connect", "prompt": "c135-l5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "IBM API Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top platforms like Apigee (Google Cloud), MuleSoft Anypoint, Kong Konnect, IBM API Connect, AWS API Gateway, Azure API Management, and Zuplo often meet these"}, {"id": "mai-20260917-0922-baseline|c135-l5|xai-small|AWS API Gateway", "prompt": "c135-l5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Shortlist**: ... AWS/Azure API Mgmt."}, {"id": "mai-20260917-0922-baseline|c135-l5|xai-small|Azure API Management", "prompt": "c135-l5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Shortlist**: ... AWS/Azure API Mgmt."}, {"id": "mai-20260917-0922-baseline|c135-l5|xai-small|Zuplo", "prompt": "c135-l5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Zuplo (strong SSO/SOC 2)"}, {"id": "mai-20260917-0922-baseline|c135-l5|xai-small|WSO2", "prompt": "c135-l5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "WSO2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "This aligns with frameworks from Gartner, WSO2, and 2026 analyst reports."}, {"id": "mai-20260917-0922-baseline|c135-l6|alibaba-small|AWS API Gateway", "prompt": "c135-l6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**The Risk:** **Vendor Lock-in.** These are tightly integrated into their respective cloud ecosystems."}, {"id": "mai-20260917-0922-baseline|c135-l6|alibaba-small|Azure API Management", "prompt": "c135-l6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "AWS API Gateway / Azure API Management (if not fully cloud-native):... **Vendor Lock-in.**"}, {"id": "mai-20260917-0922-baseline|c135-l6|alibaba-small|MuleSoft Anypoint Platform", "prompt": "c135-l6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is incredibly heavy, requires certified developers, and has opaque, high-end pricing."}, {"id": "mai-20260917-0922-baseline|c135-l6|alibaba-small|Apigee (Google Cloud)", "prompt": "c135-l6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to Avoid Based on Specific Limitations... Apigee can become prohibitively expensive in high-throughput scenarios"}, {"id": "mai-20260917-0922-baseline|c135-l6|alibaba-small|Kong Open Source", "prompt": "c135-l6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Kong Open Source", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Who should avoid:** Regulated industries (Finance, Healthcare) requiring strict compliance... lack enterprise-grade lifecycle management"}, {"id": "mai-20260917-0922-baseline|c135-l6|alibaba-small|Kong Konnect", "prompt": "c135-l6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Kong Konnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Strong Kubernetes-native support, good balance of performance and governance, open-source core with enterprise enhancements."}, {"id": "mai-20260917-0922-baseline|c135-l6|alibaba-small|Tyk", "prompt": "c135-l6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source friendly, strong multi-cloud support, good for avoiding vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c135-l6|alibaba-small|IBM API Connect", "prompt": "c135-l6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Often chosen for legacy-heavy, regulated industries requiring deep integration with IBM middleware."}, {"id": "mai-20260917-0922-baseline|c135-l6|challenger-small|AWS API Gateway", "prompt": "c135-l6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid AWS API Gateway for cross-cloud governance"}, {"id": "mai-20260917-0922-baseline|c135-l6|challenger-small|IBM API Connect", "prompt": "c135-l6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid IBM API Connect if you have no legacy integration need"}, {"id": "mai-20260917-0922-baseline|c135-l6|challenger-small|MuleSoft Anypoint", "prompt": "c135-l6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "explicitly says to avoid MuleSoft when annual IT budget is under \\$500K"}, {"id": "mai-20260917-0922-baseline|c135-l6|challenger-small|Apigee", "prompt": "c135-l6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For a large enterprise with strong governance needs, **Apigee** is often the safer enterprise default"}, {"id": "mai-20260917-0922-baseline|c135-l6|challenger-small|Kong", "prompt": "c135-l6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these are not \"avoid\" choices in general, but they can be the wrong fit if your enterprise expects a fully managed, opinionated governance suite"}, {"id": "mai-20260917-0922-baseline|c135-l6|challenger-small|WSO2", "prompt": "c135-l6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "WSO2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can be the wrong fit if your enterprise expects a fully managed, opinionated governance suite with minimal platform engineering"}, {"id": "mai-20260917-0922-baseline|c135-l6|challenger-small|Tyk", "prompt": "c135-l6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "implies more operational responsibility than some large enterprises want"}, {"id": "mai-20260917-0922-baseline|c135-l6|challenger-small|Gravitee", "prompt": "c135-l6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "Gravitee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "implies more operational responsibility than some large enterprises want"}, {"id": "mai-20260917-0922-baseline|c135-l6|deepseek-small|MuleSoft Anypoint Platform (Salesforce)", "prompt": "c135-l6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint Platform (Salesforce)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The biggest caution flags are **MuleSoft** (cost, complexity, lock-in)"}, {"id": "mai-20260917-0922-baseline|c135-l6|deepseek-small|Amazon API Gateway (AWS)", "prompt": "c135-l6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "Amazon API Gateway (AWS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Governance gaps**... **Cloud lock-in**: Deeply tied to AWS infrastructure"}, {"id": "mai-20260917-0922-baseline|c135-l6|deepseek-small|Azure API Management", "prompt": "c135-l6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more limited governance depth** than Apigee, MuleSoft, or IBM"}, {"id": "mai-20260917-0922-baseline|c135-l6|deepseek-small|WSO2", "prompt": "c135-l6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "WSO2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "WSO2 in a well-staffed org, are generally safer enterprise choices"}, {"id": "mai-20260917-0922-baseline|c135-l6|deepseek-small|Kong", "prompt": "c135-l6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Gartner positions it as a Visionary — innovative yet not consistently executing on the full governance maturity"}, {"id": "mai-20260917-0922-baseline|c135-l6|deepseek-small|Apigee (Google Cloud)", "prompt": "c135-l6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Leaders** (best execution + vision) are **Apigee (Google Cloud), MuleSoft, and IBM API Connect**. These are the safest enterprise bets."}, {"id": "mai-20260917-0922-baseline|c135-l6|deepseek-small|IBM API Connect", "prompt": "c135-l6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "IBM API Connect, Apigee, and—for niche needs—WSO2 in a well-staffed org, are generally safer enterprise choices."}, {"id": "mai-20260917-0922-baseline|c135-l6|google-small|MuleSoft Anypoint Platform", "prompt": "c135-l6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it comes with significant drawbacks that warrant extreme caution unless your enterprise is already deeply embedded in the Salesforce ecosystem"}, {"id": "mai-20260917-0922-baseline|c135-l6|google-small|Google Apigee", "prompt": "c135-l6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Google Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the **Google Cloud (GCP) lock-in is severe**. Deploying and managing Apigee outside GCP environments is complex and expensive"}, {"id": "mai-20260917-0922-baseline|c135-l6|google-small|Azure API Management (APIM)", "prompt": "c135-l6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "it struggles with **multi-gateway federation** across non-Azure environments"}, {"id": "mai-20260917-0922-baseline|c135-l6|google-small|AWS API Gateway", "prompt": "c135-l6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While excellent and cost-effective for pure, AWS-native serverless workloads, it lacks the advanced centralized control plane"}, {"id": "mai-20260917-0922-baseline|c135-l6|google-small|Broadcom/CA API Gateway", "prompt": "c135-l6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Broadcom/CA API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Rigid, Hardware-Era Legacy Platforms ... they suffer from developmental stagnation"}, {"id": "mai-20260917-0922-baseline|c135-l6|google-small|Axway", "prompt": "c135-l6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Axway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Rigid, Hardware-Era Legacy Platforms (e.g., Broadcom/CA API Gateway, Axway)"}, {"id": "mai-20260917-0922-baseline|c135-l6|google-small|OSS Kong", "prompt": "c135-l6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "OSS Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Using the \"free tier\" or open-source community versions of popular gateways (like OSS Kong, Tyk, or Apache APISIX) is a common trap"}, {"id": "mai-20260917-0922-baseline|c135-l6|google-small|Tyk", "prompt": "c135-l6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "open-source community versions of popular gateways (like OSS Kong, Tyk, or Apache APISIX) is a common trap for enterprises trying to cut licensing costs"}, {"id": "mai-20260917-0922-baseline|c135-l6|google-small|Apache APISIX", "prompt": "c135-l6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Apache APISIX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "open-source community versions of popular gateways (like OSS Kong, Tyk, or Apache APISIX) is a common trap for enterprises trying to cut licensing costs"}, {"id": "mai-20260917-0922-baseline|c135-l6|meta-small|AWS API Gateway", "prompt": "c135-l6", "model": "meta-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it may not be suitable for large enterprises with complex API management needs"}, {"id": "mai-20260917-0922-baseline|c135-l6|meta-small|Azure API Management", "prompt": "c135-l6", "model": "meta-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It has a high CLOUD Act score, which may be a concern for enterprises with strict data privacy and security requirements."}, {"id": "mai-20260917-0922-baseline|c135-l6|meta-small|MuleSoft Anypoint", "prompt": "c135-l6", "model": "meta-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It has a high CLOUD Act score and is owned by Salesforce, which may be a concern"}, {"id": "mai-20260917-0922-baseline|c135-l6|meta-small|Apigee (Google Cloud)", "prompt": "c135-l6", "model": "meta-small", "cat": "api-management", "variant": "negative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "recommended for hyper-scale multi-cloud governance and is suitable for large enterprises with complex API management needs"}, {"id": "mai-20260917-0922-baseline|c135-l6|meta-small|Kong Konnect", "prompt": "c135-l6", "model": "meta-small", "cat": "api-management", "variant": "negative", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "recommended for Kubernetes-native deployments"}, {"id": "mai-20260917-0922-baseline|c135-l6|meta-small|IBM API Connect", "prompt": "c135-l6", "model": "meta-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "recommended for regulated industries with legacy systems"}, {"id": "mai-20260917-0922-baseline|c135-l6|minimax-small|MuleSoft Anypoint", "prompt": "c135-l6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Concerns: Extremely high cost with complex, volume-based pricing"}, {"id": "mai-20260917-0922-baseline|c135-l6|minimax-small|IBM API Connect", "prompt": "c135-l6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High licensing costs, complex deployment... May create vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c135-l6|minimax-small|Google Apigee X", "prompt": "c135-l6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "Google Apigee X", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cost escalates significantly at scale; complex pricing"}, {"id": "mai-20260917-0922-baseline|c135-l6|minimax-small|AWS API Gateway", "prompt": "c135-l6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not a full API management platform—lacks advanced governance, lifecycle control, and policy enforcement"}, {"id": "mai-20260917-0922-baseline|c135-l6|minimax-small|SAP BTP API Management", "prompt": "c135-l6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "SAP BTP API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Ecosystem-locked; expensive for non-SAP environments"}, {"id": "mai-20260917-0922-baseline|c135-l6|mistral-small|Apigee (Google Cloud)", "prompt": "c135-l6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Apigee is subject to the US CLOUD Act, making it less suitable for enterprises with strict data residency requirements"}, {"id": "mai-20260917-0922-baseline|c135-l6|mistral-small|Azure API Management (Microsoft)", "prompt": "c135-l6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management (Microsoft)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Also falls under the CLOUD Act and has been flagged for EU Data Boundary bypass, posing risks"}, {"id": "mai-20260917-0922-baseline|c135-l6|mistral-small|AWS API Gateway (Amazon)", "prompt": "c135-l6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway (Amazon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Subject to the CLOUD Act, which may be a concern for enterprises with stringent data sovereignty needs."}, {"id": "mai-20260917-0922-baseline|c135-l6|mistral-small|Kong Enterprise", "prompt": "c135-l6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "Kong Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its Konnect control plane is hosted in AWS us-east-1, which may not meet data residency requirements"}, {"id": "mai-20260917-0922-baseline|c135-l6|mistral-small|KrakenD", "prompt": "c135-l6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "KrakenD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternatives like KrakenD, Gravitee, or Apache APISIX are often recommended for EU-based or highly regulated enterprises"}, {"id": "mai-20260917-0922-baseline|c135-l6|mistral-small|Gravitee", "prompt": "c135-l6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Alternatives like KrakenD, Gravitee, or Apache APISIX are often recommended for EU-based or highly regulated enterprises"}, {"id": "mai-20260917-0922-baseline|c135-l6|mistral-small|Apache APISIX", "prompt": "c135-l6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Alternatives like KrakenD, Gravitee, or Apache APISIX are often recommended for EU-based or highly regulated enterprises"}, {"id": "mai-20260917-0922-baseline|c135-l6|moonshot-small|Tyk Hybrid API Management", "prompt": "c135-l6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Tyk Hybrid API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Approach with extreme caution: Tyk for complex hybrid deployments"}, {"id": "mai-20260917-0922-baseline|c135-l6|moonshot-small|WSO2 API Manager", "prompt": "c135-l6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "WSO2 API Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Steep learning curve: Complex architecture requires significant expertise"}, {"id": "mai-20260917-0922-baseline|c135-l6|moonshot-small|TIBCO Mashery", "prompt": "c135-l6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "TIBCO Mashery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid: TIBCO Mashery (discontinued)"}, {"id": "mai-20260917-0922-baseline|c135-l6|moonshot-small|Oracle API Gateway", "prompt": "c135-l6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Oracle API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Deprecation of services: Multiple Oracle cloud integration products reaching end-of-life"}, {"id": "mai-20260917-0922-baseline|c135-l6|moonshot-small|Apigee (Google)", "prompt": "c135-l6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Apigee (Google)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High cost, steep learning curve, complex maintenance, slow proxy deployment"}, {"id": "mai-20260917-0922-baseline|c135-l6|moonshot-small|MuleSoft Anypoint", "prompt": "c135-l6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Very expensive, steep learning curve, requires extensive training"}, {"id": "mai-20260917-0922-baseline|c135-l6|moonshot-small|Azure API Management", "prompt": "c135-l6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Frequent breaking changes and retirements"}, {"id": "mai-20260917-0922-baseline|c135-l6|moonshot-small|Kong", "prompt": "c135-l6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Open-core solutions (Kong, Apache APISIX) with portable configurations"}, {"id": "mai-20260917-0922-baseline|c135-l6|moonshot-small|Apache APISIX", "prompt": "c135-l6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Apache APISIX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Open-core solutions (Kong, Apache APISIX) with portable configurations"}, {"id": "mai-20260917-0922-baseline|c135-l6|openai-small|Azure API Management", "prompt": "c135-l6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Azure API Management’s recent limit changes and retirement notice are good examples of the kind of churn to watch for."}, {"id": "mai-20260917-0922-baseline|c135-l6|openai-small|Boomi", "prompt": "c135-l6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "Boomi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Boomi’s documentation, for example, states that platform APIs are subject to account license limits and rate/quota limits."}, {"id": "mai-20260917-0922-baseline|c135-l6|openai-small|Apigee", "prompt": "c135-l6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendor-by-vendor caution list** for specific platforms like **Apigee, MuleSoft, Kong"}, {"id": "mai-20260917-0922-baseline|c135-l6|openai-small|MuleSoft", "prompt": "c135-l6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specific platforms like **Apigee, MuleSoft, Kong, Azure API Management"}, {"id": "mai-20260917-0922-baseline|c135-l6|openai-small|Kong", "prompt": "c135-l6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific platforms like **Apigee, MuleSoft, Kong"}, {"id": "mai-20260917-0922-baseline|c135-l6|openai-small|AWS API Gateway", "prompt": "c135-l6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Azure API Management, AWS API Gateway, Akamai, WSO2, Gravitee, Boomi, or IBM"}, {"id": "mai-20260917-0922-baseline|c135-l6|openai-small|Akamai", "prompt": "c135-l6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "Akamai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AWS API Gateway, Akamai, WSO2, Gravitee"}, {"id": "mai-20260917-0922-baseline|c135-l6|openai-small|WSO2", "prompt": "c135-l6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "WSO2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Akamai, WSO2, Gravitee, Boomi, or IBM"}, {"id": "mai-20260917-0922-baseline|c135-l6|openai-small|Gravitee", "prompt": "c135-l6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "WSO2, Gravitee, Boomi, or IBM"}, {"id": "mai-20260917-0922-baseline|c135-l6|openai-small|IBM", "prompt": "c135-l6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Gravitee, Boomi, or IBM"}, {"id": "mai-20260917-0922-baseline|c135-l6|xai-small|Solo Kong Community Edition", "prompt": "c135-l6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "Solo Kong Community Edition", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Open-Source or Lightweight Gateways Without Enterprise Backing (e.g., Solo Kong Community Edition, NGINX as Primary API Manager)... When to avoid:"}, {"id": "mai-20260917-0922-baseline|c135-l6|xai-small|NGINX as Primary API Manager", "prompt": "c135-l6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "NGINX as Primary API Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "often lack robust multi-tenancy, advanced analytics, federated gateway management, and 24/7 enterprise support needed for global enterprises"}, {"id": "mai-20260917-0922-baseline|c135-l6|xai-small|WSO2 API Manager", "prompt": "c135-l6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "WSO2 API Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reviews highlight a steep learning curve, poor documentation... When to avoid: Regulated industries or teams without deep open-source expertise."}, {"id": "mai-20260917-0922-baseline|c135-l6|xai-small|Postman (as Standalone Enterprise Solution)", "prompt": "c135-l6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "Postman (as Standalone Enterprise Solution)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Lacks production-grade gateway mediation, security enforcement, or monitoring for enterprise traffic... When to avoid: Anything beyond dev-focused workflows"}, {"id": "mai-20260917-0922-baseline|c135-l6|xai-small|AWS API Gateway", "prompt": "c135-l6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "criticized for throttling limits, cold starts, and weak analytics/governance outside AWS ecosystems... When to avoid: Multi-cloud, on-prem/hybrid"}, {"id": "mai-20260917-0922-baseline|c135-l6|xai-small|Apinizer", "prompt": "c135-l6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "Apinizer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Niche Players or Visionaries in Gartner/Forrester (e.g., Smaller Vendors like Apinizer...): ... underperform in execution, innovation, or broad scalability. Avoid"}, {"id": "mai-20260917-0922-baseline|c135-l6|xai-small|Google Apigee", "prompt": "c135-l6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "Google Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Prioritize **Leaders** from 2024/2025 Gartner/Forrester (e.g., Apigee, MuleSoft Anypoint, IBM API Connect, Azure API Management, Kong Enterprise)"}, {"id": "mai-20260917-0922-baseline|c135-l6|xai-small|IBM API Connect", "prompt": "c135-l6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "proven Leaders (e.g., Google Apigee, IBM API Connect, MuleSoft, AWS, Azure, Kong Enterprise)"}, {"id": "mai-20260917-0922-baseline|c135-l6|xai-small|MuleSoft", "prompt": "c135-l6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Salesforce-heavy? → MuleSoft"}, {"id": "mai-20260917-0922-baseline|c135-l6|xai-small|Azure API Management", "prompt": "c135-l6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Prioritize **Leaders**... Azure API Management, Kong Enterprise) for proven scalability, security, and ecosystems"}, {"id": "mai-20260917-0922-baseline|c135-l6|xai-small|Kong Enterprise", "prompt": "c135-l6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "Kong Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Kubernetes? → Kong"}, {"id": "mai-20260917-0922-baseline|c135-l6|zai-small|Postman", "prompt": "c135-l6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Postman", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** **Postman** (primarily as a production platform)"}, {"id": "mai-20260917-0922-baseline|c135-l6|zai-small|AWS API Gateway", "prompt": "c135-l6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** **AWS API Gateway** (unless strictly AWS-only)"}, {"id": "mai-20260917-0922-baseline|c135-l6|zai-small|Azure API Management", "prompt": "c135-l6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid:** ... **Azure API Management** (unless strictly Microsoft-only)"}, {"id": "mai-20260917-0922-baseline|c135-l6|zai-small|Kong (OSS)", "prompt": "c135-l6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Kong (OSS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** **Kong (OSS)**, **Traefik**, **Nginx**, or **Envoy Gateway** (without enterprise support)"}, {"id": "mai-20260917-0922-baseline|c135-l6|zai-small|Traefik", "prompt": "c135-l6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Traefik", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** **Kong (OSS)**, **Traefik**, **Nginx**, or **Envoy Gateway** (without enterprise support)"}, {"id": "mai-20260917-0922-baseline|c135-l6|zai-small|Nginx", "prompt": "c135-l6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Nginx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** **Kong (OSS)**, **Traefik**, **Nginx**, or **Envoy Gateway** (without enterprise support)"}, {"id": "mai-20260917-0922-baseline|c135-l6|zai-small|Envoy Gateway", "prompt": "c135-l6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Envoy Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid:** ... **Envoy Gateway** (without enterprise support)"}, {"id": "mai-20260917-0922-baseline|c135-l6|zai-small|Tyk", "prompt": "c135-l6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "If the open-source project is controlled by a single vendor (e.g., Tyk or Kong), you also risk \"vendor lock-in\" regarding licensing terms"}, {"id": "mai-20260917-0922-baseline|c135-l6|zai-small|Apigee (Google Cloud)", "prompt": "c135-l6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "the platforms to **choose** ... These typically include **Apigee (Google Cloud)**, **Kong Enterprise (Konnect)**, or **MuleSoft (Anypoint)**"}, {"id": "mai-20260917-0922-baseline|c135-l6|zai-small|Kong Enterprise (Konnect)", "prompt": "c135-l6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Kong Enterprise (Konnect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "These typically include **Apigee (Google Cloud)**, **Kong Enterprise (Konnect)**, or **MuleSoft (Anypoint)**"}, {"id": "mai-20260917-0922-baseline|c135-l6|zai-small|MuleSoft (Anypoint)", "prompt": "c135-l6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft (Anypoint)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "These typically include **Apigee (Google Cloud)**, **Kong Enterprise (Konnect)**, or **MuleSoft (Anypoint)**"}, {"id": "mai-20260917-0922-baseline|c135-m1|alibaba-small|Kong", "prompt": "c135-m1", "model": "alibaba-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong** is generally considered the best all-around option for its balance of price and flexibility"}, {"id": "mai-20260917-0922-baseline|c135-m1|alibaba-small|Azure API Management", "prompt": "c135-m1", "model": "alibaba-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Azure API Management** is the winner if you are an existing Microsoft partner"}, {"id": "mai-20260917-0922-baseline|c135-m1|alibaba-small|Google Apigee", "prompt": "c135-m1", "model": "alibaba-small", "cat": "api-management", "variant": "direct", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the pricing structure can be punishing for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c135-m1|alibaba-small|AWS API Gateway", "prompt": "c135-m1", "model": "alibaba-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**AWS API Gateway** is purely a technical gateway and lacks the \"storefront\" features needed for B2B customer self-service"}, {"id": "mai-20260917-0922-baseline|c135-m1|anthropic-small|Kong", "prompt": "c135-m1", "model": "anthropic-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Kong** - Open-source flexibility with commercial support; good for companies wanting control"}, {"id": "mai-20260917-0922-baseline|c135-m1|anthropic-small|AWS API Gateway", "prompt": "c135-m1", "model": "anthropic-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "If you're already in AWS ecosystem; cost-effective scaling"}, {"id": "mai-20260917-0922-baseline|c135-m1|anthropic-small|Apigee", "prompt": "c135-m1", "model": "anthropic-small", "cat": "api-management", "variant": "direct", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong analytics and developer portal; good for B2B scenarios"}, {"id": "mai-20260917-0922-baseline|c135-m1|anthropic-small|Postman", "prompt": "c135-m1", "model": "anthropic-small", "cat": "api-management", "variant": "direct", "raw": "Postman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excellent for API development and testing; good free tier"}, {"id": "mai-20260917-0922-baseline|c135-m1|anthropic-small|Tyk", "prompt": "c135-m1", "model": "anthropic-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Developer-friendly, open-source option with enterprise support"}, {"id": "mai-20260917-0922-baseline|c135-m1|anthropic-small|MuleSoft", "prompt": "c135-m1", "model": "anthropic-small", "cat": "api-management", "variant": "direct", "raw": "MuleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More comprehensive iPaaS solution; higher cost but feature-rich"}, {"id": "mai-20260917-0922-baseline|c135-m1|challenger-small|Boomi", "prompt": "c135-m1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "Boomi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Boomi is the safest mid-market B2B choice"}, {"id": "mai-20260917-0922-baseline|c135-m1|challenger-small|AWS API Gateway", "prompt": "c135-m1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you are already on AWS and want the lowest-friction default with strong runtime control"}, {"id": "mai-20260917-0922-baseline|c135-m1|challenger-small|Azure API Management", "prompt": "c135-m1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for Microsoft/Azure-centric organizations"}, {"id": "mai-20260917-0922-baseline|c135-m1|challenger-small|Apigee", "prompt": "c135-m1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for Google Cloud-centric organizations and more advanced API program needs"}, {"id": "mai-20260917-0922-baseline|c135-m1|challenger-small|WSO2", "prompt": "c135-m1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "WSO2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for multi-cloud or on-prem environments"}, {"id": "mai-20260917-0922-baseline|c135-m1|challenger-small|Kong", "prompt": "c135-m1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "best if you mainly need a cloud-native gateway rather than a full integration suite"}, {"id": "mai-20260917-0922-baseline|c135-m1|deepseek-small|Tyk", "prompt": "c135-m1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Tyk** (Cloud or Self-Managed)."}, {"id": "mai-20260917-0922-baseline|c135-m1|deepseek-small|Kong Konnect", "prompt": "c135-m1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kong Konnect** is solid"}, {"id": "mai-20260917-0922-baseline|c135-m1|deepseek-small|Google Cloud Apigee", "prompt": "c135-m1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid Apigee unless you have enterprise-level budget and governance requirements."}, {"id": "mai-20260917-0922-baseline|c135-m1|deepseek-small|Azure API Management", "prompt": "c135-m1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Great if you're already all-in on Azure ... but the developer portal is clunky"}, {"id": "mai-20260917-0922-baseline|c135-m1|deepseek-small|Zuplo", "prompt": "c135-m1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Excellent DX, but less mature for regulatory/compliance-heavy B2B needs (no on-prem option)."}, {"id": "mai-20260917-0922-baseline|c135-m1|deepseek-small|AWS API Gateway", "prompt": "c135-m1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it's just a gateway — not a full management platform"}, {"id": "mai-20260917-0922-baseline|c135-m1|google-small|MuleSoft", "prompt": "c135-m1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "MuleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "heavy enterprise giants like MuleSoft are typically too expensive and complex"}, {"id": "mai-20260917-0922-baseline|c135-m1|google-small|Tyk", "prompt": "c135-m1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Tyk (The Best Overall for Mid-Market B2B)"}, {"id": "mai-20260917-0922-baseline|c135-m1|google-small|Kong Konnect", "prompt": "c135-m1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kong Konnect (The Best for High Performance & Microservices)"}, {"id": "mai-20260917-0922-baseline|c135-m1|google-small|Apiboost", "prompt": "c135-m1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "Apiboost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you may need a third-party portal overlay (like Apiboost)"}, {"id": "mai-20260917-0922-baseline|c135-m1|google-small|Gravitee.io", "prompt": "c135-m1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "Gravitee.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need to stream real-time data to partners: Go with Gravitee."}, {"id": "mai-20260917-0922-baseline|c135-m1|google-small|Azure APIM", "prompt": "c135-m1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "Azure APIM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Azure API Management (APIM) stands out here... deeply integrates with Azure Active Directory"}, {"id": "mai-20260917-0922-baseline|c135-m1|google-small|AWS API Gateway", "prompt": "c135-m1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AWS API Gateway is highly cost-effective and requires virtually zero infrastructure management"}, {"id": "mai-20260917-0922-baseline|c135-m1|meta-small|Tyk", "prompt": "c135-m1", "model": "meta-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tyk - an open-source API gateway and management platform."}, {"id": "mai-20260917-0922-baseline|c135-m1|meta-small|Kong", "prompt": "c135-m1", "model": "meta-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Kong - a mid-market option that offers strong performance at lower TCO"}, {"id": "mai-20260917-0922-baseline|c135-m1|meta-small|Azure API Management", "prompt": "c135-m1", "model": "meta-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Azure API Management - a mid-market option that offers strong performance at lower TCO"}, {"id": "mai-20260917-0922-baseline|c135-m1|meta-small|TIBCO Mashery", "prompt": "c135-m1", "model": "meta-small", "cat": "api-management", "variant": "direct", "raw": "TIBCO Mashery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "TIBCO Mashery - a SaaS-native full lifecycle API management platform that supports hybrid deployments."}, {"id": "mai-20260917-0922-baseline|c135-m1|minimax-small|Kong Gateway", "prompt": "c135-m1", "model": "minimax-small", "cat": "api-management", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong** or **Azure API Management** offer the best balance of features, scalability, and cost-effectiveness"}, {"id": "mai-20260917-0922-baseline|c135-m1|minimax-small|Azure API Management", "prompt": "c135-m1", "model": "minimax-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Kong** or **Azure API Management** offer the best balance of features, scalability, and cost-effectiveness"}, {"id": "mai-20260917-0922-baseline|c135-m1|minimax-small|Tyk", "prompt": "c135-m1", "model": "minimax-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Mid-market organizations seeking open-source solutions"}, {"id": "mai-20260917-0922-baseline|c135-m1|minimax-small|TIBCO Mashery", "prompt": "c135-m1", "model": "minimax-small", "cat": "api-management", "variant": "direct", "raw": "TIBCO Mashery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for mid-market companies focusing on API monetization and partner ecosystems"}, {"id": "mai-20260917-0922-baseline|c135-m1|mistral-small|Kong", "prompt": "c135-m1", "model": "mistral-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kong and Azure API Management are the top choices due to their balance of features, scalability, and cost"}, {"id": "mai-20260917-0922-baseline|c135-m1|mistral-small|Azure API Management", "prompt": "c135-m1", "model": "mistral-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Kong and Azure API Management are the top choices due to their balance of features, scalability, and cost"}, {"id": "mai-20260917-0922-baseline|c135-m1|mistral-small|TIBCO Mashery", "prompt": "c135-m1", "model": "mistral-small", "cat": "api-management", "variant": "direct", "raw": "TIBCO Mashery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "praised for its SaaS-native full lifecycle management and hybrid deployment options"}, {"id": "mai-20260917-0922-baseline|c135-m1|mistral-small|Tyk", "prompt": "c135-m1", "model": "mistral-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need more customization and are comfortable with open-source, Tyk is also a strong option."}, {"id": "mai-20260917-0922-baseline|c135-m1|moonshot-small|Kong", "prompt": "c135-m1", "model": "moonshot-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Kong** as the top choice"}, {"id": "mai-20260917-0922-baseline|c135-m1|moonshot-small|Tyk", "prompt": "c135-m1", "model": "moonshot-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tyk** is an excellent alternative if you want a fully open-source solution"}, {"id": "mai-20260917-0922-baseline|c135-m1|moonshot-small|Google Cloud Apigee", "prompt": "c135-m1", "model": "moonshot-small", "cat": "api-management", "variant": "direct", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Apigee** makes sense if you specifically need advanced analytics or plan to monetize your APIs"}, {"id": "mai-20260917-0922-baseline|c135-m1|moonshot-small|Azure API Management", "prompt": "c135-m1", "model": "moonshot-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft Ecosystem"}, {"id": "mai-20260917-0922-baseline|c135-m1|moonshot-small|MuleSoft Anypoint Platform", "prompt": "c135-m1", "model": "moonshot-small", "cat": "api-management", "variant": "direct", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Integration-Heavy Needs"}, {"id": "mai-20260917-0922-baseline|c135-m1|openai-small|Kong", "prompt": "c135-m1", "model": "openai-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you forced me to pick **one** platform for a typical mid-market B2B company, I'd start with **Kong**."}, {"id": "mai-20260917-0922-baseline|c135-m1|openai-small|Boomi", "prompt": "c135-m1", "model": "openai-small", "cat": "api-management", "variant": "direct", "raw": "Boomi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you also need strong integration/iPaaS + API management in one suite:** **Boomi**"}, {"id": "mai-20260917-0922-baseline|c135-m1|openai-small|IBM API Connect", "prompt": "c135-m1", "model": "openai-small", "cat": "api-management", "variant": "direct", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "IBM API Connect makes sense if you need deeper enterprise governance and you're already in the IBM ecosystem."}, {"id": "mai-20260917-0922-baseline|c135-m1|xai-small|Kong Konnect", "prompt": "c135-m1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "Kong Konnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kong edges as top pick for most mid-market due to G2 leadership, flexibility, and value"}, {"id": "mai-20260917-0922-baseline|c135-m1|xai-small|Azure API Management", "prompt": "c135-m1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Azure if Microsoft stack; Kong/Tyk for agnostic."}, {"id": "mai-20260917-0922-baseline|c135-m1|xai-small|Tyk", "prompt": "c135-m1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Developer-friendly, cost-conscious teams | Free OSS; Highest ease-of-use/setup scores"}, {"id": "mai-20260917-0922-baseline|c135-m1|xai-small|Google Apigee", "prompt": "c135-m1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-oriented (higher cost, complexity); less mid-market feedback"}, {"id": "mai-20260917-0922-baseline|c135-m1|xai-small|MuleSoft", "prompt": "c135-m1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "MuleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "praised for scalability without overkill (vs. MuleSoft/IBM for huge enterprises)"}, {"id": "mai-20260917-0922-baseline|c135-m1|xai-small|IBM", "prompt": "c135-m1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "IBM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "praised for scalability without overkill (vs. MuleSoft/IBM for huge enterprises)"}, {"id": "mai-20260917-0922-baseline|c135-m1|xai-small|AWS API Gateway", "prompt": "c135-m1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AWS API Gateway (~4.4/5, pay-per-million calls) if serverless/low-volume"}, {"id": "mai-20260917-0922-baseline|c135-m1|zai-small|Tyk", "prompt": "c135-m1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tyk** or **Kong** are the strongest choices due to their balance of enterprise features, competitive pricing, and flexible deployment options"}, {"id": "mai-20260917-0922-baseline|c135-m1|zai-small|Kong", "prompt": "c135-m1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tyk** or **Kong** are the strongest choices"}, {"id": "mai-20260917-0922-baseline|c135-m1|zai-small|AWS API Gateway", "prompt": "c135-m1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS API Gateway is ideal if you're heavily invested in the AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c135-m1|zai-small|Azure API Management", "prompt": "c135-m1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure API Management is best for Microsoft-centric organizations"}, {"id": "mai-20260917-0922-baseline|c135-m1|zai-small|Apigee", "prompt": "c135-m1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Usage-based**: AWS API Gateway, Apigee"}, {"id": "mai-20260917-0922-baseline|c135-m2|alibaba-small|Kong Konnect", "prompt": "c135-m2", "model": "alibaba-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Konnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Recommendation: **Kong Konnect** (or **Kong Enterprise**)"}, {"id": "mai-20260917-0922-baseline|c135-m2|alibaba-small|Azure API Management (APIM)", "prompt": "c135-m2", "model": "alibaba-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Strong Alternative: **Azure API Management (APIM)**"}, {"id": "mai-20260917-0922-baseline|c135-m2|alibaba-small|Google Apigee", "prompt": "c135-m2", "model": "alibaba-small", "cat": "api-management", "variant": "paraphrase", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Avoid Apigee** unless you have a specific need for its advanced governance"}, {"id": "mai-20260917-0922-baseline|c135-m2|anthropic-small|Kong (Kong Konnect)", "prompt": "c135-m2", "model": "anthropic-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong (Kong Konnect)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong (Kong Konnect)** or **Azure API Management** are strong choices for mid-market B2B companies."}, {"id": "mai-20260917-0922-baseline|c135-m2|anthropic-small|Azure API Management", "prompt": "c135-m2", "model": "anthropic-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Kong (Kong Konnect)** or **Azure API Management** are strong choices for mid-market B2B companies."}, {"id": "mai-20260917-0922-baseline|c135-m2|anthropic-small|Postman", "prompt": "c135-m2", "model": "anthropic-small", "cat": "api-management", "variant": "paraphrase", "raw": "Postman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Postman** - if you prioritize developer experience and API design ... It is not a runtime API gateway"}, {"id": "mai-20260917-0922-baseline|c135-m2|anthropic-small|WSO2 API Manager", "prompt": "c135-m2", "model": "anthropic-small", "cat": "api-management", "variant": "paraphrase", "raw": "WSO2 API Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**WSO2 API Manager** - if you prefer open-source with strong portal capabilities"}, {"id": "mai-20260917-0922-baseline|c135-m2|challenger-small|Zuplo", "prompt": "c135-m2", "model": "challenger-small", "cat": "api-management", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single \"default\" recommendation, **Zuplo** is the better fit for most mid-sized B2B teams"}, {"id": "mai-20260917-0922-baseline|c135-m2|challenger-small|Kong Enterprise", "prompt": "c135-m2", "model": "challenger-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kong Enterprise** if you need a more enterprise-grade gateway with a native developer portal"}, {"id": "mai-20260917-0922-baseline|c135-m2|challenger-small|Swagger", "prompt": "c135-m2", "model": "challenger-small", "cat": "api-management", "variant": "paraphrase", "raw": "Swagger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Swagger** if your main pain point is API-first design and governance"}, {"id": "mai-20260917-0922-baseline|c135-m2|challenger-small|MuleSoft Anypoint", "prompt": "c135-m2", "model": "challenger-small", "cat": "api-management", "variant": "paraphrase", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "if you need a broader integration suite and are willing to pay for heavier enterprise functionality"}, {"id": "mai-20260917-0922-baseline|c135-m2|deepseek-small|Gravitee", "prompt": "c135-m2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "Gravitee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start here — Gravitee** (open source first, then managed) for a complete lifecycle + portal at predictable mid-market pricing."}, {"id": "mai-20260917-0922-baseline|c135-m2|deepseek-small|Kong (Gateway + Konnect)", "prompt": "c135-m2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong (Gateway + Konnect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is an excellent alternative"}, {"id": "mai-20260917-0922-baseline|c135-m2|deepseek-small|Apigee", "prompt": "c135-m2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid** jumping to MuleSoft/Apigee unless you specifically need heavy iPaaS-style integration"}, {"id": "mai-20260917-0922-baseline|c135-m2|deepseek-small|MuleSoft", "prompt": "c135-m2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "MuleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** jumping to MuleSoft/Apigee ... these lean enterprise/expensive and are usually overkill at mid-market."}, {"id": "mai-20260917-0922-baseline|c135-m2|deepseek-small|Redocly", "prompt": "c135-m2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "Redocly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Redocly** — best for polished, brandable API reference docs with strong governance"}, {"id": "mai-20260917-0922-baseline|c135-m2|deepseek-small|ReadMe", "prompt": "c135-m2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "ReadMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ReadMe / Mintlify** — great for interactive docs aimed at external developers"}, {"id": "mai-20260917-0922-baseline|c135-m2|deepseek-small|Stoplight", "prompt": "c135-m2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "Stoplight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Stoplight** — best for a design-first workflow (visual editing, mocking)"}, {"id": "mai-20260917-0922-baseline|c135-m2|deepseek-small|Mintlify", "prompt": "c135-m2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "Mintlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**ReadMe / Mintlify** — great for interactive docs aimed at external developers"}, {"id": "mai-20260917-0922-baseline|c135-m2|deepseek-small|SwaggerHub", "prompt": "c135-m2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "SwaggerHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Portal/docs-focused tools | Redocly, ReadMe, Stoplight, Mintlify, SwaggerHub"}, {"id": "mai-20260917-0922-baseline|c135-m2|google-small|MuleSoft", "prompt": "c135-m2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "MuleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "heavy enterprise suites like MuleSoft or Google Apigee are usually overkill and too expensive"}, {"id": "mai-20260917-0922-baseline|c135-m2|google-small|Google Apigee", "prompt": "c135-m2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavy enterprise suites like MuleSoft or Google Apigee are usually overkill and too expensive"}, {"id": "mai-20260917-0922-baseline|c135-m2|google-small|AWS API Gateway", "prompt": "c135-m2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "basic cloud-native gateways (like AWS API Gateway) lack the polished, self-service developer portal"}, {"id": "mai-20260917-0922-baseline|c135-m2|google-small|Zuplo", "prompt": "c135-m2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top Recommendation for Modern B2B SaaS: **Zuplo** ... is the strongest choice"}, {"id": "mai-20260917-0922-baseline|c135-m2|google-small|Tyk", "prompt": "c135-m2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Recommendation for Full-Lifecycle Maturity: **Tyk** ... is the go-to"}, {"id": "mai-20260917-0922-baseline|c135-m2|google-small|Kong Konnect", "prompt": "c135-m2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Kong Konnect** if you are heavily invested in Kubernetes"}, {"id": "mai-20260917-0922-baseline|c135-m2|google-small|Azure APIM", "prompt": "c135-m2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure APIM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If your team is already using cloud gateways (like AWS API Gateway, Azure APIM, or Cloudflare)"}, {"id": "mai-20260917-0922-baseline|c135-m2|google-small|Cloudflare", "prompt": "c135-m2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "cloud gateways (like AWS API Gateway, Azure APIM, or Cloudflare)"}, {"id": "mai-20260917-0922-baseline|c135-m2|google-small|ReadMe", "prompt": "c135-m2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "ReadMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**ReadMe** is exceptional for external B2B partners because it features \"personalized docs\""}, {"id": "mai-20260917-0922-baseline|c135-m2|google-small|Mintlify", "prompt": "c135-m2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "Mintlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Integrate a dedicated developer portal tool like **ReadMe**, **Mintlify**, or **DigitalAPI**"}, {"id": "mai-20260917-0922-baseline|c135-m2|google-small|DigitalAPI", "prompt": "c135-m2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "DigitalAPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**DigitalAPI** provides a unified API developer portal that sits on top of your existing gateways"}, {"id": "mai-20260917-0922-baseline|c135-m2|meta-small|Zuplo", "prompt": "c135-m2", "model": "meta-small", "cat": "api-management", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The recommended API lifecycle and developer portal tool for a mid-sized B2B company is Zuplo"}, {"id": "mai-20260917-0922-baseline|c135-m2|meta-small|Stoplight", "prompt": "c135-m2", "model": "meta-small", "cat": "api-management", "variant": "paraphrase", "raw": "Stoplight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Stoplight, SwaggerHub, and Redocly"}, {"id": "mai-20260917-0922-baseline|c135-m2|meta-small|SwaggerHub", "prompt": "c135-m2", "model": "meta-small", "cat": "api-management", "variant": "paraphrase", "raw": "SwaggerHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Stoplight, SwaggerHub, and Redocly"}, {"id": "mai-20260917-0922-baseline|c135-m2|meta-small|Redocly", "prompt": "c135-m2", "model": "meta-small", "cat": "api-management", "variant": "paraphrase", "raw": "Redocly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Stoplight, SwaggerHub, and Redocly"}, {"id": "mai-20260917-0922-baseline|c135-m2|minimax-small|Zuplo", "prompt": "c135-m2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zuplo - If you want an all-in-one managed platform that's easy to set up and maintain"}, {"id": "mai-20260917-0922-baseline|c135-m2|minimax-small|SwaggerHub", "prompt": "c135-m2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "SwaggerHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "SwaggerHub - If you need strong API design governance and collaboration features"}, {"id": "mai-20260917-0922-baseline|c135-m2|minimax-small|Stoplight", "prompt": "c135-m2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "Stoplight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers visual API design with strong governance workflows"}, {"id": "mai-20260917-0922-baseline|c135-m2|minimax-small|Mintlify", "prompt": "c135-m2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "Mintlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly rated (4.7 on G2) with excellent developer experience"}, {"id": "mai-20260917-0922-baseline|c135-m2|minimax-small|Kong Enterprise", "prompt": "c135-m2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High-performance gateway with comprehensive security and observability"}, {"id": "mai-20260917-0922-baseline|c135-m2|minimax-small|Azure API Management", "prompt": "c135-m2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you're already using Microsoft Azure, Azure API Management might be smoother"}, {"id": "mai-20260917-0922-baseline|c135-m2|minimax-small|Postman", "prompt": "c135-m2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "Postman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Smaller teams might prefer Mintlify or Postman for simplicity"}, {"id": "mai-20260917-0922-baseline|c135-m2|mistral-small|SwaggerHub", "prompt": "c135-m2", "model": "mistral-small", "cat": "api-management", "variant": "paraphrase", "raw": "SwaggerHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SwaggerHub** and **Stoplight** are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c135-m2|mistral-small|Stoplight", "prompt": "c135-m2", "model": "mistral-small", "cat": "api-management", "variant": "paraphrase", "raw": "Stoplight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SwaggerHub** and **Stoplight** are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c135-m2|mistral-small|Postman", "prompt": "c135-m2", "model": "mistral-small", "cat": "api-management", "variant": "paraphrase", "raw": "Postman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Postman** is also a solid choice, especially if your team is already familiar with its ecosystem."}, {"id": "mai-20260917-0922-baseline|c135-m2|mistral-small|Azure API Management", "prompt": "c135-m2", "model": "mistral-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure API Management** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c135-m2|mistral-small|Kong Enterprise", "prompt": "c135-m2", "model": "mistral-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for companies that need a scalable API gateway and management platform with a developer portal."}, {"id": "mai-20260917-0922-baseline|c135-m2|moonshot-small|Gravitee", "prompt": "c135-m2", "model": "moonshot-small", "cat": "api-management", "variant": "paraphrase", "raw": "Gravitee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with Gravitee** if you want: - Predictable costs for budgeting"}, {"id": "mai-20260917-0922-baseline|c135-m2|moonshot-small|Kong Konnect", "prompt": "c135-m2", "model": "moonshot-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Alternative: **Kong Konnect** (if you prefer cloud-native)"}, {"id": "mai-20260917-0922-baseline|c135-m2|moonshot-small|Stoplight", "prompt": "c135-m2", "model": "moonshot-small", "cat": "api-management", "variant": "paraphrase", "raw": "Stoplight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### For Design-First Teams: **Stoplight** (acquired by SmartBear)"}, {"id": "mai-20260917-0922-baseline|c135-m2|moonshot-small|Postman", "prompt": "c135-m2", "model": "moonshot-small", "cat": "api-management", "variant": "paraphrase", "raw": "Postman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Postman** | Collaboration, testing-heavy teams | Per-user | Limited |"}, {"id": "mai-20260917-0922-baseline|c135-m2|openai-small|WSO2 API Platform / API Manager", "prompt": "c135-m2", "model": "openai-small", "cat": "api-management", "variant": "paraphrase", "raw": "WSO2 API Platform / API Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **WSO2 API Platform / API Manager** if you want a **single, integrated API lifecycle + developer portal**"}, {"id": "mai-20260917-0922-baseline|c135-m2|openai-small|Postman Enterprise", "prompt": "c135-m2", "model": "openai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Postman Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Postman Enterprise** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c135-m2|openai-small|Azure API Management + Azure API Center", "prompt": "c135-m2", "model": "openai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management + Azure API Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Azure API Management + API Center** if you're a Microsoft shop"}, {"id": "mai-20260917-0922-baseline|c135-m2|xai-small|Kong Konnect", "prompt": "c135-m2", "model": "xai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Konnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Kong Konnect as the top choice for full API lifecycle management"}, {"id": "mai-20260917-0922-baseline|c135-m2|xai-small|Azure API Management", "prompt": "c135-m2", "model": "xai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You're on Microsoft stack (Azure/Teams ecosystem)... Excellent portal/lifecycle, VNet support, enterprise-grade."}, {"id": "mai-20260917-0922-baseline|c135-m2|xai-small|Postman Enterprise", "prompt": "c135-m2", "model": "xai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Postman Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Less \"heavy gateway\" than Kong; great for B2B distribution but pair with a gateway."}, {"id": "mai-20260917-0922-baseline|c135-m2|xai-small|Zuplo", "prompt": "c135-m2", "model": "xai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Riskier for complex B2B but fast setup."}, {"id": "mai-20260917-0922-baseline|c135-m2|xai-small|Apigee (Google Cloud)", "prompt": "c135-m2", "model": "xai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Full-featured but pricier/lock-in for mid-sized."}, {"id": "mai-20260917-0922-baseline|c135-m2|zai-small|Kong Enterprise", "prompt": "c135-m2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong Enterprise** (or **Apigee** if you're Azure-centric)"}, {"id": "mai-20260917-0922-baseline|c135-m2|zai-small|Apigee", "prompt": "c135-m2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Apigee: Strong analytics, monetization, and partner portal, but heavier licensing."}, {"id": "mai-20260917-0922-baseline|c135-m2|zai-small|ReadMe", "prompt": "c135-m2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "ReadMe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Developer portal ... | **ReadMe** (or **Mintlify**)"}, {"id": "mai-20260917-0922-baseline|c135-m2|zai-small|Mintlify", "prompt": "c135-m2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Mintlify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**ReadMe** (or **Mintlify**) ... Both are per-project/ per-deployment rather than per-seat"}, {"id": "mai-20260917-0922-baseline|c135-m2|zai-small|MuleSoft", "prompt": "c135-m2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "lighter licensing than Apigee/MuleSoft"}, {"id": "mai-20260917-0922-baseline|c135-m2|zai-small|Azure API Management", "prompt": "c135-m2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**You're heavily invested in Azure** | Azure API Management + ReadMe (or Mintlify)"}, {"id": "mai-20260917-0922-baseline|c135-m2|zai-small|Kong OSS", "prompt": "c135-m2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Start with Kong OSS + ReadMe free tier, then move to Kong Enterprise"}, {"id": "mai-20260917-0922-baseline|c135-m3|alibaba-small|Apigee (Google Cloud)", "prompt": "c135-m3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Focus:** Enterprise-grade API strategy, analytics, and productization."}, {"id": "mai-20260917-0922-baseline|c135-m3|alibaba-small|IBM API Connect", "prompt": "c135-m3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Focus:** Comprehensive lifecycle management in hybrid environments."}, {"id": "mai-20260917-0922-baseline|c135-m3|alibaba-small|AWS API Gateway", "prompt": "c135-m3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Focus:** Serverless architecture integration."}, {"id": "mai-20260917-0922-baseline|c135-m3|alibaba-small|Azure API Management (APIM)", "prompt": "c135-m3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Focus:** Multi-cloud abstraction and Microsoft ecosystem integration."}, {"id": "mai-20260917-0922-baseline|c135-m3|alibaba-small|Kong", "prompt": "c135-m3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Focus:** High-performance gateway with a massive plugin ecosystem."}, {"id": "mai-20260917-0922-baseline|c135-m3|alibaba-small|Tyk", "prompt": "c135-m3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Focus:** Open-source performance and Python/Go integration."}, {"id": "mai-20260917-0922-baseline|c135-m3|alibaba-small|Postman", "prompt": "c135-m3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "Postman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Focus:** The API lifecycle (Build, Test, Release)."}, {"id": "mai-20260917-0922-baseline|c135-m3|alibaba-small|WSO2 API Manager", "prompt": "c135-m3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "WSO2 API Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Focus:** Complete open-source control."}, {"id": "mai-20260917-0922-baseline|c135-m3|anthropic-small|Kong", "prompt": "c135-m3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Kong Konnect leads on performance and scalability for cloud-native microservices"}, {"id": "mai-20260917-0922-baseline|c135-m3|anthropic-small|Apigee", "prompt": "c135-m3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Widely regarded as a leader for enterprise-grade API management"}, {"id": "mai-20260917-0922-baseline|c135-m3|anthropic-small|Tyk", "prompt": "c135-m3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "For AI agent governance, Tyk and Gravitee now include native MCP gateway support"}, {"id": "mai-20260917-0922-baseline|c135-m3|anthropic-small|AWS API Gateway", "prompt": "c135-m3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Amazon API Gateway is the top-rated tool on Gartner Peer Insights (4.5/5, 957 reviews, Customers' Choice 2026)"}, {"id": "mai-20260917-0922-baseline|c135-m3|anthropic-small|Azure", "prompt": "c135-m3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The leading platforms include Kong, Apigee, Tyk, AWS, Azure, IBM, Gravitee, and WSO2"}, {"id": "mai-20260917-0922-baseline|c135-m3|anthropic-small|IBM", "prompt": "c135-m3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The leading platforms include Kong, Apigee, Tyk, AWS, Azure, IBM, Gravitee, and WSO2"}, {"id": "mai-20260917-0922-baseline|c135-m3|anthropic-small|Gravitee", "prompt": "c135-m3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tyk and Gravitee now include native MCP gateway support"}, {"id": "mai-20260917-0922-baseline|c135-m3|anthropic-small|WSO2", "prompt": "c135-m3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "WSO2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The leading platforms include Kong, Apigee, Tyk, AWS, Azure, IBM, Gravitee, and WSO2"}, {"id": "mai-20260917-0922-baseline|c135-m3|anthropic-small|MuleSoft Anypoint Platform", "prompt": "c135-m3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "best for enterprise integration at scale with full lifecycle management"}, {"id": "mai-20260917-0922-baseline|c135-m3|anthropic-small|Zuplo", "prompt": "c135-m3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Zuplo remains the #1 recommended API management platform for developer-first teams in 2026"}, {"id": "mai-20260917-0922-baseline|c135-m3|challenger-small|Kong", "prompt": "c135-m3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Kong** is commonly chosen for performance, plugins, and deployment flexibility."}, {"id": "mai-20260917-0922-baseline|c135-m3|challenger-small|Google Apigee", "prompt": "c135-m3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Apigee** stands out for enterprise governance and API program maturity."}, {"id": "mai-20260917-0922-baseline|c135-m3|challenger-small|AWS API Gateway", "prompt": "c135-m3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**AWS API Gateway** is usually the simplest fit because it is fully managed and native to AWS."}, {"id": "mai-20260917-0922-baseline|c135-m3|challenger-small|Azure API Management", "prompt": "c135-m3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Azure API Management** is strongest when identity, policy, and developer portal features need to align with Microsoft infrastructure."}, {"id": "mai-20260917-0922-baseline|c135-m3|challenger-small|MuleSoft Anypoint Platform", "prompt": "c135-m3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**MuleSoft** is often preferred when APIs must connect with complex back-end and SaaS systems."}, {"id": "mai-20260917-0922-baseline|c135-m3|challenger-small|Tyk", "prompt": "c135-m3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source core and good flexibility for gateway-centric setups."}, {"id": "mai-20260917-0922-baseline|c135-m3|challenger-small|IBM API Connect", "prompt": "c135-m3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong lifecycle control and enterprise governance."}, {"id": "mai-20260917-0922-baseline|c135-m3|challenger-small|Zuplo", "prompt": "c135-m3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Zuplo** is positioned around programmability and a managed edge model."}, {"id": "mai-20260917-0922-baseline|c135-m3|challenger-small|Gravitee", "prompt": "c135-m3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Good fit when you need to govern multiple API styles and sometimes multiple gateways."}, {"id": "mai-20260917-0922-baseline|c135-m3|challenger-small|Axway", "prompt": "c135-m3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Axway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Often grouped among full-platform or federated governance vendors."}, {"id": "mai-20260917-0922-baseline|c135-m3|challenger-small|API7", "prompt": "c135-m3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "API7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "open-source or hybrid options such as **Kong**, **Tyk**, **API7**, and **Gravitee** offer more deployment flexibility"}, {"id": "mai-20260917-0922-baseline|c135-m3|deepseek-small|Google Apigee", "prompt": "c135-m3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Enterprise governance, external partner management, and API monetization"}, {"id": "mai-20260917-0922-baseline|c135-m3|deepseek-small|Kong (Konnect)", "prompt": "c135-m3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "Kong (Konnect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: High-performance, Kubernetes-first microservices and multi-cloud architectures"}, {"id": "mai-20260917-0922-baseline|c135-m3|deepseek-small|MuleSoft (Anypoint Platform)", "prompt": "c135-m3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft (Anypoint Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your core problem is connecting legacy systems, MuleSoft wins"}, {"id": "mai-20260917-0922-baseline|c135-m3|deepseek-small|AWS API Gateway", "prompt": "c135-m3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Serverless, AWS-native workloads"}, {"id": "mai-20260917-0922-baseline|c135-m3|deepseek-small|Azure API Management (APIM)", "prompt": "c135-m3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Microsoft-first organizations (Azure, Office 365, .NET)"}, {"id": "mai-20260917-0922-baseline|c135-m3|deepseek-small|WSO2 API Manager", "prompt": "c135-m3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "WSO2 API Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fully open-source, full-lifecycle suite with native AI gateway support"}, {"id": "mai-20260917-0922-baseline|c135-m3|deepseek-small|Gravitee", "prompt": "c135-m3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source core, event-native for Kafka/MQTT alongside REST"}, {"id": "mai-20260917-0922-baseline|c135-m3|deepseek-small|Tyk", "prompt": "c135-m3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Open-source Go gateway with licensed dashboard, strong GraphQL/streaming"}, {"id": "mai-20260917-0922-baseline|c135-m3|deepseek-small|IBM API Connect", "prompt": "c135-m3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Full-lifecycle, on-prem/cloud, high governance depth"}, {"id": "mai-20260917-0922-baseline|c135-m3|deepseek-small|API7", "prompt": "c135-m3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "API7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Uses the open-source Apache APISIX core with a governed control plane"}, {"id": "mai-20260917-0922-baseline|c135-m3|google-small|Kong (Kong Konnect)", "prompt": "c135-m3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "Kong (Kong Konnect)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kong is the industry gold standard for raw speed and scalability."}, {"id": "mai-20260917-0922-baseline|c135-m3|google-small|MuleSoft Anypoint Platform (Salesforce)", "prompt": "c135-m3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint Platform (Salesforce)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "However, it is notoriously expensive, resource-heavy, and requires specialized developer skills to configure."}, {"id": "mai-20260917-0922-baseline|c135-m3|google-small|Google Cloud Apigee", "prompt": "c135-m3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Apigee is the heavyweight champion for \"API-as-a-Product\" models."}, {"id": "mai-20260917-0922-baseline|c135-m3|google-small|AWS API Gateway", "prompt": "c135-m3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "fully managed, serverless, and integrates natively with AWS Lambda, IAM, and CloudWatch"}, {"id": "mai-20260917-0922-baseline|c135-m3|google-small|Azure API Management (APIM)", "prompt": "c135-m3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure APIM is deeply embedded in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c135-m3|google-small|Tyk", "prompt": "c135-m3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tyk is highly regarded for its performance, being written entirely in Go."}, {"id": "mai-20260917-0922-baseline|c135-m3|google-small|Gravitee", "prompt": "c135-m3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Gravitee was built from the ground up to secure and manage asynchronous event streams"}, {"id": "mai-20260917-0922-baseline|c135-m3|meta-small|Integrate.io", "prompt": "c135-m3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The search results provide a list of top API management platforms, including Integrate.io, Amazon API Gateway, MuleSoft, Apigee, Kong Konnect, Zuplo, Tyk, Gravitee, and WSO2."}, {"id": "mai-20260917-0922-baseline|c135-m3|meta-small|Amazon API Gateway", "prompt": "c135-m3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Integrate.io, Amazon API Gateway, MuleSoft, Apigee, Kong Konnect, Zuplo, Tyk, Gravitee, and WSO2"}, {"id": "mai-20260917-0922-baseline|c135-m3|meta-small|MuleSoft", "prompt": "c135-m3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Integrate.io, Amazon API Gateway, MuleSoft, Apigee, Kong Konnect, Zuplo, Tyk, Gravitee, and WSO2"}, {"id": "mai-20260917-0922-baseline|c135-m3|meta-small|Apigee", "prompt": "c135-m3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including Integrate.io, Amazon API Gateway, MuleSoft, Apigee, Kong Konnect, Zuplo, Tyk, Gravitee, and WSO2"}, {"id": "mai-20260917-0922-baseline|c135-m3|meta-small|Kong Konnect", "prompt": "c135-m3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "Kong Konnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Integrate.io, Amazon API Gateway, MuleSoft, Apigee, Kong Konnect, Zuplo, Tyk, Gravitee, and WSO2"}, {"id": "mai-20260917-0922-baseline|c135-m3|meta-small|Zuplo", "prompt": "c135-m3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including Integrate.io, Amazon API Gateway, MuleSoft, Apigee, Kong Konnect, Zuplo, Tyk, Gravitee, and WSO2"}, {"id": "mai-20260917-0922-baseline|c135-m3|meta-small|Tyk", "prompt": "c135-m3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "including Integrate.io, Amazon API Gateway, MuleSoft, Apigee, Kong Konnect, Zuplo, Tyk, Gravitee, and WSO2"}, {"id": "mai-20260917-0922-baseline|c135-m3|meta-small|Gravitee", "prompt": "c135-m3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "including Integrate.io, Amazon API Gateway, MuleSoft, Apigee, Kong Konnect, Zuplo, Tyk, Gravitee, and WSO2"}, {"id": "mai-20260917-0922-baseline|c135-m3|meta-small|WSO2", "prompt": "c135-m3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "WSO2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "including Integrate.io, Amazon API Gateway, MuleSoft, Apigee, Kong Konnect, Zuplo, Tyk, Gravitee, and WSO2"}, {"id": "mai-20260917-0922-baseline|c135-m3|minimax-small|Kong (Konnect)", "prompt": "c135-m3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "Kong (Konnect)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Kong (Konnect)** | Cloud-native & microservices | High-performance API gateway, Kubernetes-native, strong scalability"}, {"id": "mai-20260917-0922-baseline|c135-m3|minimax-small|Apigee (Google Cloud)", "prompt": "c135-m3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Apigee (Google Cloud)** | Enterprise API lifecycle | Comprehensive analytics, AI-driven security"}, {"id": "mai-20260917-0922-baseline|c135-m3|minimax-small|MuleSoft Anypoint", "prompt": "c135-m3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**MuleSoft Anypoint** | Integration-heavy enterprises"}, {"id": "mai-20260917-0922-baseline|c135-m3|minimax-small|Azure API Management", "prompt": "c135-m3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Azure API Management** | Microsoft ecosystem | Deep Azure integration"}, {"id": "mai-20260917-0922-baseline|c135-m3|minimax-small|AWS API Gateway", "prompt": "c135-m3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**AWS API Gateway** | AWS-native/serverless | Pay-per-use, serverless-optimized"}, {"id": "mai-20260917-0922-baseline|c135-m3|minimax-small|3Scale (Red Hat)", "prompt": "c135-m3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "3Scale (Red Hat)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**3Scale (Red Hat)** | Scalable deployment | Flexible deployment options"}, {"id": "mai-20260917-0922-baseline|c135-m3|minimax-small|WSO2", "prompt": "c135-m3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "WSO2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Self-hosted options**: Kong, WSO2, Tyk, Gravitee"}, {"id": "mai-20260917-0922-baseline|c135-m3|minimax-small|Tyk", "prompt": "c135-m3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Self-hosted options**: Kong, WSO2, Tyk, Gravitee"}, {"id": "mai-20260917-0922-baseline|c135-m3|minimax-small|Gravitee", "prompt": "c135-m3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Self-hosted options**: Kong, WSO2, Tyk, Gravitee"}, {"id": "mai-20260917-0922-baseline|c135-m3|minimax-small|IBM API Connect", "prompt": "c135-m3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Large enterprises**: Apigee, MuleSoft, IBM API Connect"}, {"id": "mai-20260917-0922-baseline|c135-m3|mistral-small|Google Cloud Apigee", "prompt": "c135-m3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recognized as a Leader in the Gartner Magic Quadrant for nine consecutive years."}, {"id": "mai-20260917-0922-baseline|c135-m3|mistral-small|MuleSoft Anypoint Platform", "prompt": "c135-m3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Large-scale API strategies and enterprises needing robust integration capabilities."}, {"id": "mai-20260917-0922-baseline|c135-m3|mistral-small|Kong (Konnect)", "prompt": "c135-m3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "Kong (Konnect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flexible, developer-friendly, and strong support for cloud-native architectures."}, {"id": "mai-20260917-0922-baseline|c135-m3|mistral-small|Axway Amplify", "prompt": "c135-m3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "Axway Amplify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Comprehensive distributed API management, strong discovery, subscription, and traceability features"}, {"id": "mai-20260917-0922-baseline|c135-m3|mistral-small|3Scale (Red Hat)", "prompt": "c135-m3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "3Scale (Red Hat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Flexible and scalable API deployment, APIcast gateway"}, {"id": "mai-20260917-0922-baseline|c135-m3|mistral-small|Akana (Perforce)", "prompt": "c135-m3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "Akana (Perforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Focus on secure API integration, strong governance, and compliance features."}, {"id": "mai-20260917-0922-baseline|c135-m3|mistral-small|Treblle", "prompt": "c135-m3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "Treblle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern, developer-focused platforms with features like real-time monitoring, analytics, and ease of use."}, {"id": "mai-20260917-0922-baseline|c135-m3|mistral-small|Tyk", "prompt": "c135-m3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Treblle, Tyk, Zuplo ... Best for: Startups and organizations looking for agile, cloud-native API management solutions."}, {"id": "mai-20260917-0922-baseline|c135-m3|mistral-small|Zuplo", "prompt": "c135-m3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Treblle, Tyk, Zuplo ... Best for: Startups and organizations looking for agile, cloud-native API management solutions."}, {"id": "mai-20260917-0922-baseline|c135-m3|moonshot-small|Kong", "prompt": "c135-m3", "model": "moonshot-small", "cat": "api-management", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kong leads for high-throughput, low-latency scenarios ... Kong is the Kubernetes-native leader"}, {"id": "mai-20260917-0922-baseline|c135-m3|moonshot-small|Apigee (Google Cloud)", "prompt": "c135-m3", "model": "moonshot-small", "cat": "api-management", "variant": "comparative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Apigee has the most mature built-in capabilities"}, {"id": "mai-20260917-0922-baseline|c135-m3|moonshot-small|AWS API Gateway", "prompt": "c135-m3", "model": "moonshot-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Limitations: AWS-only deployment, No policy configuration (requires Lambda functions), Pay-per-execution can become costly"}, {"id": "mai-20260917-0922-baseline|c135-m3|moonshot-small|Azure API Management", "prompt": "c135-m3", "model": "moonshot-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limitations: XML-based policies, Slower provisioning, Azure-only deployment"}, {"id": "mai-20260917-0922-baseline|c135-m3|moonshot-small|MuleSoft Anypoint Platform", "prompt": "c135-m3", "model": "moonshot-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Large-scale API strategies, Salesforce integration"}, {"id": "mai-20260917-0922-baseline|c135-m3|moonshot-small|Tyk", "prompt": "c135-m3", "model": "moonshot-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need flexibility: Kong or Tyk for multi-cloud/hybrid deployments"}, {"id": "mai-20260917-0922-baseline|c135-m3|openai-small|Google Apigee", "prompt": "c135-m3", "model": "openai-small", "cat": "api-management", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Apigee** if you want a **mature enterprise API program** with governance and policy depth."}, {"id": "mai-20260917-0922-baseline|c135-m3|openai-small|MuleSoft Anypoint Platform", "prompt": "c135-m3", "model": "openai-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **MuleSoft** if APIs are part of a **larger integration strategy**."}, {"id": "mai-20260917-0922-baseline|c135-m3|openai-small|Azure API Management", "prompt": "c135-m3", "model": "openai-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Azure API Management** if you need **hybrid/multicloud** and strong enterprise gateway controls."}, {"id": "mai-20260917-0922-baseline|c135-m3|openai-small|Amazon API Gateway", "prompt": "c135-m3", "model": "openai-small", "cat": "api-management", "variant": "comparative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **AWS API Gateway** if you’re **AWS-native** and want a managed, low-ops solution."}, {"id": "mai-20260917-0922-baseline|c135-m3|openai-small|Kong", "prompt": "c135-m3", "model": "openai-small", "cat": "api-management", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Kong** if you want **gateway portability** and infrastructure flexibility."}, {"id": "mai-20260917-0922-baseline|c135-m3|openai-small|Tyk", "prompt": "c135-m3", "model": "openai-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Tyk** if you want a **lighter-weight** API management stack."}, {"id": "mai-20260917-0922-baseline|c135-m3|openai-small|IBM API Connect", "prompt": "c135-m3", "model": "openai-small", "cat": "api-management", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **IBM API Connect** if you’re in a **large enterprise or regulated environment**"}, {"id": "mai-20260917-0922-baseline|c135-m3|xai-small|Google Apigee", "prompt": "c135-m3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Google Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google Apigee** - Leader for 9+ years; excels in enterprise-scale lifecycle management, monetization, analytics."}, {"id": "mai-20260917-0922-baseline|c135-m3|xai-small|Salesforce MuleSoft Anypoint", "prompt": "c135-m3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Salesforce MuleSoft Anypoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader; strong in integrations, hybrid deployments, AI enhancements like Einstein."}, {"id": "mai-20260917-0922-baseline|c135-m3|xai-small|IBM API Connect", "prompt": "c135-m3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "IBM API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader, #1 in 4/6 Gartner use cases; ideal for regulated industries, on-prem/hybrid."}, {"id": "mai-20260917-0922-baseline|c135-m3|xai-small|Microsoft Azure API Management", "prompt": "c135-m3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Microsoft Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leader; seamless for Azure ecosystems, consumption-based pricing."}, {"id": "mai-20260917-0922-baseline|c135-m3|xai-small|Kong (Konnect)", "prompt": "c135-m3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Kong (Konnect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Popular open-source core; Kubernetes-native, plugin-rich for high-performance gateways."}, {"id": "mai-20260917-0922-baseline|c135-m3|xai-small|Amazon AWS API Gateway", "prompt": "c135-m3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Amazon AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Challenger; serverless, AWS-native, cost-effective for low-to-medium scale."}, {"id": "mai-20260917-0922-baseline|c135-m3|xai-small|Tyk", "prompt": "c135-m3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source option; strong GraphQL/streaming, hybrid deployments."}, {"id": "mai-20260917-0922-baseline|c135-m3|xai-small|Gravitee", "prompt": "c135-m3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Event-native (e.g., Kafka); open-source, good for AI governance."}, {"id": "mai-20260917-0922-baseline|c135-m3|xai-small|Axway", "prompt": "c135-m3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Axway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Gartner Magic Quadrant Leaders (e.g., Google Apigee, Salesforce MuleSoft, IBM API Connect, Microsoft Azure API Management, Axway)"}, {"id": "mai-20260917-0922-baseline|c135-m3|xai-small|Zuplo", "prompt": "c135-m3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Zuplo (not top Gartner but praised for edge/TypeScript)"}, {"id": "mai-20260917-0922-baseline|c135-m3|zai-small|Kong", "prompt": "c135-m3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kong, Tyk, Gravitee, and WSO2 are your best bets if you want control, flexibility, and open-source roots."}, {"id": "mai-20260917-0922-baseline|c135-m3|zai-small|Apigee (Google Cloud)", "prompt": "c135-m3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Apigee is often the choice for heavily regulated enterprises"}, {"id": "mai-20260917-0922-baseline|c135-m3|zai-small|AWS API Gateway", "prompt": "c135-m3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS-only → AWS API Gateway"}, {"id": "mai-20260917-0922-baseline|c135-m3|zai-small|Azure API Management (APIM)", "prompt": "c135-m3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure APIM is the default for Microsoft-driven enterprises"}, {"id": "mai-20260917-0922-baseline|c135-m3|zai-small|MuleSoft Anypoint", "prompt": "c135-m3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "MuleSoft Anypoint is the right choice for teams that need a broad integration platform"}, {"id": "mai-20260917-0922-baseline|c135-m3|zai-small|Tyk", "prompt": "c135-m3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tyk being a strong choice for GraphQL and streaming APIs"}, {"id": "mai-20260917-0922-baseline|c135-m3|zai-small|Gravitee", "prompt": "c135-m3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Event-native (Kafka/MQTT) + REST"}, {"id": "mai-20260917-0922-baseline|c135-m3|zai-small|WSO2 API Manager", "prompt": "c135-m3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "WSO2 API Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Fully open-source full-lifecycle suite; multi-cloud/on-prem"}, {"id": "mai-20260917-0922-baseline|c135-m4|alibaba-small|Apache APISIX", "prompt": "c135-m4", "model": "alibaba-small", "cat": "api-management", "variant": "budget", "raw": "Apache APISIX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Yes: Choose **Apache APISIX**. It is currently the technological leader in speed and efficiency among free options."}, {"id": "mai-20260917-0922-baseline|c135-m4|alibaba-small|Kong (Community Edition)", "prompt": "c135-m4", "model": "alibaba-small", "cat": "api-management", "variant": "budget", "raw": "Kong (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The market leader in open-source API management. It has the largest ecosystem of plugins."}, {"id": "mai-20260917-0922-baseline|c135-m4|alibaba-small|Tyk", "prompt": "c135-m4", "model": "alibaba-small", "cat": "api-management", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Written in Go (Golang), making it compiled and faster to start than Lua-based alternatives."}, {"id": "mai-20260917-0922-baseline|c135-m4|alibaba-small|Azure API Management (Developer Tier)", "prompt": "c135-m4", "model": "alibaba-small", "cat": "api-management", "variant": "budget", "raw": "Azure API Management (Developer Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Yes: Try the **Azure Developer Tier**. You get a managed dashboard and zero infrastructure headaches for a very low price."}, {"id": "mai-20260917-0922-baseline|c135-m4|alibaba-small|AWS API Gateway", "prompt": "c135-m4", "model": "alibaba-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you are already deep in the AWS ecosystem."}, {"id": "mai-20260917-0922-baseline|c135-m4|alibaba-small|Google Cloud API Gateway", "prompt": "c135-m4", "model": "alibaba-small", "cat": "api-management", "variant": "budget", "raw": "Google Cloud API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "often considered cheaper for smaller workloads"}, {"id": "mai-20260917-0922-baseline|c135-m4|anthropic-small|Gravitee.io", "prompt": "c135-m4", "model": "anthropic-small", "cat": "api-management", "variant": "budget", "raw": "Gravitee.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Want zero costs?** Choose an open-source option like Gravitee.io"}, {"id": "mai-20260917-0922-baseline|c135-m4|anthropic-small|IBM's API Connect", "prompt": "c135-m4", "model": "anthropic-small", "cat": "api-management", "variant": "budget", "raw": "IBM's API Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need enterprise features?** Consider IBM API Connect's free tier"}, {"id": "mai-20260917-0922-baseline|c135-m4|anthropic-small|Azure API Management", "prompt": "c135-m4", "model": "anthropic-small", "cat": "api-management", "variant": "budget", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already in Azure ecosystem?** Azure API Management makes financial sense"}, {"id": "mai-20260917-0922-baseline|c135-m4|anthropic-small|Activepieces", "prompt": "c135-m4", "model": "anthropic-small", "cat": "api-management", "variant": "budget", "raw": "Activepieces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need flexibility and low entry cost?** Try free-tier platforms like Activepieces or Integrately"}, {"id": "mai-20260917-0922-baseline|c135-m4|anthropic-small|Integrately", "prompt": "c135-m4", "model": "anthropic-small", "cat": "api-management", "variant": "budget", "raw": "Integrately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Try free-tier platforms like Activepieces or Integrately"}, {"id": "mai-20260917-0922-baseline|c135-m4|anthropic-small|Pipedream", "prompt": "c135-m4", "model": "anthropic-small", "cat": "api-management", "variant": "budget", "raw": "Pipedream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Platforms that offer free API integration plans include Activepieces, Integrately, or Pipedream."}, {"id": "mai-20260917-0922-baseline|c135-m4|anthropic-small|Zapier", "prompt": "c135-m4", "model": "anthropic-small", "cat": "api-management", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For budgets under $40k/year, small teams ... should consider Zapier or Supermetrics."}, {"id": "mai-20260917-0922-baseline|c135-m4|anthropic-small|Supermetrics", "prompt": "c135-m4", "model": "anthropic-small", "cat": "api-management", "variant": "budget", "raw": "Supermetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "should consider Zapier or Supermetrics"}, {"id": "mai-20260917-0922-baseline|c135-m4|challenger-small|Kong", "prompt": "c135-m4", "model": "challenger-small", "cat": "api-management", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong** is the safest default pick"}, {"id": "mai-20260917-0922-baseline|c135-m4|challenger-small|AWS API Gateway", "prompt": "c135-m4", "model": "challenger-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your stack is AWS-native and you want usage-based pricing with low entry cost"}, {"id": "mai-20260917-0922-baseline|c135-m4|challenger-small|Postman", "prompt": "c135-m4", "model": "challenger-small", "cat": "api-management", "variant": "budget", "raw": "Postman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Postman** is a strong budget-friendly option for small businesses"}, {"id": "mai-20260917-0922-baseline|c135-m4|challenger-small|Apidog", "prompt": "c135-m4", "model": "challenger-small", "cat": "api-management", "variant": "budget", "raw": "Apidog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another low-cost all-in-one alternative aimed at small teams"}, {"id": "mai-20260917-0922-baseline|c135-m4|deepseek-small|Kong (Open Source)", "prompt": "c135-m4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "Kong (Open Source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kong (Open Source) — Best overall value for startups"}, {"id": "mai-20260917-0922-baseline|c135-m4|deepseek-small|AWS API Gateway", "prompt": "c135-m4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want zero maintenance and already use AWS: Use **AWS API Gateway**"}, {"id": "mai-20260917-0922-baseline|c135-m4|deepseek-small|Gravitee", "prompt": "c135-m4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "Gravitee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with **Gravitee** (most complete open-source feature set) or **Kong OSS**"}, {"id": "mai-20260917-0922-baseline|c135-m4|deepseek-small|Tyk", "prompt": "c135-m4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the management console/dashboard UI isn't in the OSS edition; you'll likely need the paid version"}, {"id": "mai-20260917-0922-baseline|c135-m4|deepseek-small|Apache APISIX", "prompt": "c135-m4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Apache APISIX — Lightweight open-source alternative"}, {"id": "mai-20260917-0922-baseline|c135-m4|google-small|Gravitee.io (Community Edition)", "prompt": "c135-m4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "Gravitee.io (Community Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gravitee's Community Edition is famously generous... Gives you a free developer portal, policy UI, and basic analytics that competitors charge thousands for."}, {"id": "mai-20260917-0922-baseline|c135-m4|google-small|Kong", "prompt": "c135-m4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Industry giants like Kong have excellent core gateways, but they lock basic management features... behind expensive Enterprise paywalls."}, {"id": "mai-20260917-0922-baseline|c135-m4|google-small|Apache APISIX", "prompt": "c135-m4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Raw Performance and True Open-Source"}, {"id": "mai-20260917-0922-baseline|c135-m4|google-small|Tyk (OSS Edition)", "prompt": "c135-m4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "Tyk (OSS Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great Developer Experience & Simple Architecture"}, {"id": "mai-20260917-0922-baseline|c135-m4|google-small|Zuplo", "prompt": "c135-m4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best Managed Developer Experience... starts at $0 to $25/month, and gives you a professional Stripe-like developer portal instantly."}, {"id": "mai-20260917-0922-baseline|c135-m4|google-small|AWS API Gateway (HTTP APIs)", "prompt": "c135-m4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway (HTTP APIs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for AWS-Native Serverless Projects"}, {"id": "mai-20260917-0922-baseline|c135-m4|meta-small|Kong", "prompt": "c135-m4", "model": "meta-small", "cat": "api-management", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best API management platform for a company with a limited budget is Kong, which offers a generous free tier"}, {"id": "mai-20260917-0922-baseline|c135-m4|meta-small|AWS API Gateway", "prompt": "c135-m4", "model": "meta-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include AWS API Gateway ($0–$3.5/month)"}, {"id": "mai-20260917-0922-baseline|c135-m4|meta-small|MuleSoft Anypoint Platform", "prompt": "c135-m4", "model": "meta-small", "cat": "api-management", "variant": "budget", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MuleSoft Anypoint Platform ($0–$150000/month)"}, {"id": "mai-20260917-0922-baseline|c135-m4|minimax-small|Kong (Open Source/Free Tier)", "prompt": "c135-m4", "model": "minimax-small", "cat": "api-management", "variant": "budget", "raw": "Kong (Open Source/Free Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong Open Source** if you have technical resources and want full control"}, {"id": "mai-20260917-0922-baseline|c135-m4|minimax-small|WSO2 API Manager", "prompt": "c135-m4", "model": "minimax-small", "cat": "api-management", "variant": "budget", "raw": "WSO2 API Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WSO2** if you want a comprehensive solution with strong community support"}, {"id": "mai-20260917-0922-baseline|c135-m4|minimax-small|Postman", "prompt": "c135-m4", "model": "minimax-small", "cat": "api-management", "variant": "budget", "raw": "Postman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Postman** if you need ease of use and collaboration (for smaller-scale needs)"}, {"id": "mai-20260917-0922-baseline|c135-m4|minimax-small|Tyk", "prompt": "c135-m4", "model": "minimax-small", "cat": "api-management", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Open-source enthusiasts"}, {"id": "mai-20260917-0922-baseline|c135-m4|minimax-small|Treblle", "prompt": "c135-m4", "model": "minimax-small", "cat": "api-management", "variant": "budget", "raw": "Treblle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Simple API observation"}, {"id": "mai-20260917-0922-baseline|c135-m4|mistral-small|Postman", "prompt": "c135-m4", "model": "mistral-small", "cat": "api-management", "variant": "budget", "raw": "Postman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your team is very small or just starting, **Postman's free tier** is often the best entry point."}, {"id": "mai-20260917-0922-baseline|c135-m4|mistral-small|AWS API Gateway", "prompt": "c135-m4", "model": "mistral-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a pay-as-you-go pricing model, making it cost-effective for low-volume or startup use."}, {"id": "mai-20260917-0922-baseline|c135-m4|mistral-small|Kong", "prompt": "c135-m4", "model": "mistral-small", "cat": "api-management", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another strong option, especially for those needing scalability and flexibility."}, {"id": "mai-20260917-0922-baseline|c135-m4|moonshot-small|Tyk", "prompt": "c135-m4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **limited budget**, I'd recommend **Tyk**"}, {"id": "mai-20260917-0922-baseline|c135-m4|moonshot-small|Kong Gateway", "prompt": "c135-m4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "Kong Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free tier available, but dashboard requires paid \"Plus\" tier ($250/mo)"}, {"id": "mai-20260917-0922-baseline|c135-m4|moonshot-small|Gravitee.io", "prompt": "c135-m4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "Gravitee.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Open-source** and easy to use"}, {"id": "mai-20260917-0922-baseline|c135-m4|moonshot-small|Cloudflare API Gateway", "prompt": "c135-m4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "Cloudflare API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Cloudflare** ($25/mo)"}, {"id": "mai-20260917-0922-baseline|c135-m4|moonshot-small|AWS API Gateway", "prompt": "c135-m4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you're already in the AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c135-m4|moonshot-small|Zuplo", "prompt": "c135-m4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or **Zuplo** (free up to 5K requests/month, then $250/mo)"}, {"id": "mai-20260917-0922-baseline|c135-m4|openai-small|Tyk", "prompt": "c135-m4", "model": "openai-small", "cat": "api-management", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for limited budget:** **Tyk** or **WSO2**"}, {"id": "mai-20260917-0922-baseline|c135-m4|openai-small|WSO2", "prompt": "c135-m4", "model": "openai-small", "cat": "api-management", "variant": "budget", "raw": "WSO2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall for limited budget:** **Tyk** or **WSO2**"}, {"id": "mai-20260917-0922-baseline|c135-m4|openai-small|Amazon API Gateway", "prompt": "c135-m4", "model": "openai-small", "cat": "api-management", "variant": "budget", "raw": "Amazon API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you're already on AWS:** **Amazon API Gateway**"}, {"id": "mai-20260917-0922-baseline|c135-m4|openai-small|Apigee", "prompt": "c135-m4", "model": "openai-small", "cat": "api-management", "variant": "budget", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually not best for tight budgets:** **Apigee** or **MuleSoft** because they're typically more enterprise-priced"}, {"id": "mai-20260917-0922-baseline|c135-m4|openai-small|MuleSoft", "prompt": "c135-m4", "model": "openai-small", "cat": "api-management", "variant": "budget", "raw": "MuleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usually not best for tight budgets:** **Apigee** or **MuleSoft** because they're typically more enterprise-priced"}, {"id": "mai-20260917-0922-baseline|c135-m4|xai-small|Kong Gateway (OSS)", "prompt": "c135-m4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "Kong Gateway (OSS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kong Gateway (Open-Source Edition) - Overall Best for Most Teams"}, {"id": "mai-20260917-0922-baseline|c135-m4|xai-small|Tyk Gateway (OSS)", "prompt": "c135-m4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "Tyk Gateway (OSS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tyk Gateway (Open-Source) - Great for Complete Free Features"}, {"id": "mai-20260917-0922-baseline|c135-m4|xai-small|Apache APISIX", "prompt": "c135-m4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Apache APISIX - Best for High Performance"}, {"id": "mai-20260917-0922-baseline|c135-m4|xai-small|Gravitee Community Edition", "prompt": "c135-m4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "Gravitee Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gravitee Community Edition - Good Full-Stack OSS"}, {"id": "mai-20260917-0922-baseline|c135-m4|xai-small|AWS API Gateway", "prompt": "c135-m4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free tier (1M HTTP/REST calls/mo for 12 months), then ~$1-3.50/M. Best if you're on AWS."}, {"id": "mai-20260917-0922-baseline|c135-m4|xai-small|Zuplo Free Tier", "prompt": "c135-m4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "Zuplo Free Tier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "100K req/mo permanent; edge-deployed, developer-friendly (~$25/mo to upgrade)"}, {"id": "mai-20260917-0922-baseline|c135-m4|xai-small|Postman/Stoplight", "prompt": "c135-m4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "Postman/Stoplight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Free for design/testing, but lighter on full management."}, {"id": "mai-20260917-0922-baseline|c135-m4|xai-small|Kong Konnect", "prompt": "c135-m4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "Kong Konnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kong Konnect paid tiers starting ~$25/gateway/mo after 30-day trial"}, {"id": "mai-20260917-0922-baseline|c135-m4|zai-small|Tyk", "prompt": "c135-m4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you are a startup with a technical team:** Choose **Tyk**. You will save money long-term by self-hosting"}, {"id": "mai-20260917-0922-baseline|c135-m4|zai-small|Gravitee.io", "prompt": "c135-m4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "Gravitee.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner Up: Gravitee.io** Gravitee is another excellent open-source choice."}, {"id": "mai-20260917-0922-baseline|c135-m4|zai-small|Red Hat 3scale", "prompt": "c135-m4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "Red Hat 3scale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you are a small business without a dedicated DevOps team:** Choose **Red Hat 3scale**."}, {"id": "mai-20260917-0922-baseline|c135-m4|zai-small|Postman", "prompt": "c135-m4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "Postman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is **not** a production API management platform. The free tier is severely limited for teams"}, {"id": "mai-20260917-0922-baseline|c135-m5|alibaba-small|Apigee", "prompt": "c135-m5", "model": "alibaba-small", "cat": "api-management", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a fully hosted SaaS solution (e.g., Apigee, Azure APIM)"}, {"id": "mai-20260917-0922-baseline|c135-m5|alibaba-small|Azure APIM", "prompt": "c135-m5", "model": "alibaba-small", "cat": "api-management", "variant": "scale", "raw": "Azure APIM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a fully hosted SaaS solution (e.g., Apigee, Azure APIM)"}, {"id": "mai-20260917-0922-baseline|c135-m5|alibaba-small|AWS API Gateway", "prompt": "c135-m5", "model": "alibaba-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Hyperscalers:** AWS API Gateway, Azure APIM, Google Apigee (Best if you are already 100% in one cloud)"}, {"id": "mai-20260917-0922-baseline|c135-m5|alibaba-small|MuleSoft", "prompt": "c135-m5", "model": "alibaba-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Middleware Giants:** MuleSoft (Salesforce), Dell Boomi (Best for heavy enterprise B2B integration)"}, {"id": "mai-20260917-0922-baseline|c135-m5|alibaba-small|Dell Boomi", "prompt": "c135-m5", "model": "alibaba-small", "cat": "api-management", "variant": "scale", "raw": "Dell Boomi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dell Boomi (Best for heavy enterprise B2B integration)"}, {"id": "mai-20260917-0922-baseline|c135-m5|alibaba-small|Kong", "prompt": "c135-m5", "model": "alibaba-small", "cat": "api-management", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Modern/API-Focused:** Kong, Tyk, Red Hat 3scale (Best if you are K8s-heavy"}, {"id": "mai-20260917-0922-baseline|c135-m5|alibaba-small|Tyk", "prompt": "c135-m5", "model": "alibaba-small", "cat": "api-management", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Kong, Tyk, Red Hat 3scale"}, {"id": "mai-20260917-0922-baseline|c135-m5|alibaba-small|Red Hat 3scale", "prompt": "c135-m5", "model": "alibaba-small", "cat": "api-management", "variant": "scale", "raw": "Red Hat 3scale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kong, Tyk, Red Hat 3scale (Best if you are K8s-heavy, highly flexible, and want open-source cores)"}, {"id": "mai-20260917-0922-baseline|c135-m5|deepseek-small|Apigee", "prompt": "c135-m5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "can it govern your existing stack (e.g., Apigee, Kong, MuleSoft, AWS/Azure) from one control plane"}, {"id": "mai-20260917-0922-baseline|c135-m5|deepseek-small|Kong", "prompt": "c135-m5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "common strong candidates for a company your size include Kong, Tyk, MuleSoft, Apigee, IBM, WSO2, and Gravitee"}, {"id": "mai-20260917-0922-baseline|c135-m5|deepseek-small|MuleSoft", "prompt": "c135-m5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "common strong candidates for a company your size include Kong, Tyk, MuleSoft, Apigee, IBM, WSO2, and Gravitee"}, {"id": "mai-20260917-0922-baseline|c135-m5|deepseek-small|AWS/Azure", "prompt": "c135-m5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "AWS/Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "can it govern your existing stack (e.g., Apigee, Kong, MuleSoft, AWS/Azure) from one control plane"}, {"id": "mai-20260917-0922-baseline|c135-m5|deepseek-small|Tyk", "prompt": "c135-m5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "common strong candidates for a company your size include Kong, Tyk, MuleSoft, Apigee, IBM, WSO2, and Gravitee"}, {"id": "mai-20260917-0922-baseline|c135-m5|deepseek-small|IBM", "prompt": "c135-m5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "candidates for a company your size include Kong, Tyk, MuleSoft, Apigee, IBM, WSO2, and Gravitee"}, {"id": "mai-20260917-0922-baseline|c135-m5|deepseek-small|WSO2", "prompt": "c135-m5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "WSO2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "candidates for a company your size include Kong, Tyk, MuleSoft, Apigee, IBM, WSO2, and Gravitee"}, {"id": "mai-20260917-0922-baseline|c135-m5|deepseek-small|Gravitee", "prompt": "c135-m5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "candidates for a company your size include Kong, Tyk, MuleSoft, Apigee, IBM, WSO2, and Gravitee (each has different strengths)"}, {"id": "mai-20260917-0922-baseline|c135-m5|google-small|MuleSoft", "prompt": "c135-m5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you cannot afford the massive operational overhead (or the $250k+ starting price tag) of heavy platforms like MuleSoft or Google Apigee"}, {"id": "mai-20260917-0922-baseline|c135-m5|google-small|Google Apigee", "prompt": "c135-m5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you cannot afford the massive operational overhead (or the $250k+ starting price tag) of heavy platforms like MuleSoft or Google Apigee"}, {"id": "mai-20260917-0922-baseline|c135-m5|google-small|AWS API Gateway", "prompt": "c135-m5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their native gateways (like AWS API Gateway) are easy to set up. However, they often lack rich Developer Portals... and can lock you in"}, {"id": "mai-20260917-0922-baseline|c135-m5|google-small|Kong (Kong Konnect)", "prompt": "c135-m5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "Kong (Kong Konnect)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "It is the market leader for a reason... their \"Kong Konnect\" hybrid SaaS is perfect for mid-market teams."}, {"id": "mai-20260917-0922-baseline|c135-m5|google-small|Tyk", "prompt": "c135-m5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A very developer-centric, flexible platform. It handles GraphQL beautifully out-of-the-box"}, {"id": "mai-20260917-0922-baseline|c135-m5|google-small|Gravitee.io", "prompt": "c135-m5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "Gravitee.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gravitee is the gold standard for managing both synchronous and asynchronous APIs"}, {"id": "mai-20260917-0922-baseline|c135-m5|google-small|KrakenD", "prompt": "c135-m5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "KrakenD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "if you have an exceptionally strong, self-sufficient platform engineering team that prefers highly performant, open-source, stateless, and declarative gateways"}, {"id": "mai-20260917-0922-baseline|c135-m5|google-small|Apache APISIX", "prompt": "c135-m5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "Apache APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "KrakenD / Apache APISIX ... prefers highly performant, open-source, stateless, and declarative gateways without needing a heavy vendor contract"}, {"id": "mai-20260917-0922-baseline|c135-m5|meta-small|Apigee", "prompt": "c135-m5", "model": "meta-small", "cat": "api-management", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some recommended API management platforms include those from vendors like Apigee, Kong, MuleSoft, and WSO2."}, {"id": "mai-20260917-0922-baseline|c135-m5|meta-small|Kong", "prompt": "c135-m5", "model": "meta-small", "cat": "api-management", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some recommended API management platforms include those from vendors like Apigee, Kong, MuleSoft, and WSO2."}, {"id": "mai-20260917-0922-baseline|c135-m5|meta-small|MuleSoft", "prompt": "c135-m5", "model": "meta-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some recommended API management platforms include those from vendors like Apigee, Kong, MuleSoft, and WSO2."}, {"id": "mai-20260917-0922-baseline|c135-m5|meta-small|WSO2", "prompt": "c135-m5", "model": "meta-small", "cat": "api-management", "variant": "scale", "raw": "WSO2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some recommended API management platforms include those from vendors like Apigee, Kong, MuleSoft, and WSO2."}, {"id": "mai-20260917-0922-baseline|c135-m5|mistral-small|Kong", "prompt": "c135-m5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Are you considering open-source (Kong, Apigee open-source) vs. managed (Kong Konnect, Apigee, MuleSoft, Azure APIM)?"}, {"id": "mai-20260917-0922-baseline|c135-m5|mistral-small|Apigee", "prompt": "c135-m5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "open-source (Kong, Apigee open-source) vs. managed (Kong Konnect, Apigee, MuleSoft, Azure APIM)"}, {"id": "mai-20260917-0922-baseline|c135-m5|mistral-small|MuleSoft", "prompt": "c135-m5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "managed (Kong Konnect, Apigee, MuleSoft, Azure APIM)"}, {"id": "mai-20260917-0922-baseline|c135-m5|mistral-small|Azure APIM", "prompt": "c135-m5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "Azure APIM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Managed: Kong Konnect, Apigee, Azure API Management, AWS API Gateway, MuleSoft, TIBCO Cloud"}, {"id": "mai-20260917-0922-baseline|c135-m5|mistral-small|AWS API Gateway", "prompt": "c135-m5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Managed: Kong Konnect, Apigee, Azure API Management, AWS API Gateway, MuleSoft, TIBCO Cloud"}, {"id": "mai-20260917-0922-baseline|c135-m5|mistral-small|TIBCO Cloud", "prompt": "c135-m5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "TIBCO Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Managed: Kong Konnect, Apigee, Azure API Management, AWS API Gateway, MuleSoft, TIBCO Cloud"}, {"id": "mai-20260917-0922-baseline|c135-m5|mistral-small|WSO2 API Manager", "prompt": "c135-m5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "WSO2 API Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source: Kong Gateway, Apigee Edge (on-prem), WSO2 API Manager"}, {"id": "mai-20260917-0922-baseline|c135-m5|moonshot-small|Apigee", "prompt": "c135-m5", "model": "moonshot-small", "cat": "api-management", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many platforms (Apigee, AWS API Gateway) use consumption models. A spike in traffic or a runaway loop can trigger massive bills."}, {"id": "mai-20260917-0922-baseline|c135-m5|moonshot-small|AWS API Gateway", "prompt": "c135-m5", "model": "moonshot-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "AWS API Gateway, Azure API Management, and Google Apigee offer tight integration but can have vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c135-m5|moonshot-small|Azure API Management", "prompt": "c135-m5", "model": "moonshot-small", "cat": "api-management", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "offer tight integration but can have vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c135-m5|moonshot-small|Kong", "prompt": "c135-m5", "model": "moonshot-small", "cat": "api-management", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Kong, Tyk, and Gravitee offer more portability."}, {"id": "mai-20260917-0922-baseline|c135-m5|moonshot-small|Tyk", "prompt": "c135-m5", "model": "moonshot-small", "cat": "api-management", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Kong, Tyk, and Gravitee offer more portability."}, {"id": "mai-20260917-0922-baseline|c135-m5|moonshot-small|Gravitee", "prompt": "c135-m5", "model": "moonshot-small", "cat": "api-management", "variant": "scale", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Kong, Tyk, and Gravitee offer more portability."}, {"id": "mai-20260917-0922-baseline|c135-m5|xai-small|Kong Enterprise", "prompt": "c135-m5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "Kong Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options include **Kong Enterprise** (cloud-native, scalable)"}, {"id": "mai-20260917-0922-baseline|c135-m5|xai-small|Apigee (Google Cloud)", "prompt": "c135-m5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Apigee (Google Cloud)** (full lifecycle)"}, {"id": "mai-20260917-0922-baseline|c135-m5|xai-small|MuleSoft Anypoint", "prompt": "c135-m5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**MuleSoft Anypoint** (integration-focused)"}, {"id": "mai-20260917-0922-baseline|c135-m5|xai-small|Azure API Management", "prompt": "c135-m5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Azure API Management** (Microsoft ecosystems)"}, {"id": "mai-20260917-0922-baseline|c135-m5|xai-small|Tyk", "prompt": "c135-m5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tyk** or **WSO2** (open-source flexibility)"}, {"id": "mai-20260917-0922-baseline|c135-m5|xai-small|WSO2", "prompt": "c135-m5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "WSO2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Tyk** or **WSO2** (open-source flexibility)"}, {"id": "mai-20260917-0922-baseline|c135-m5|xai-small|AWS API Gateway", "prompt": "c135-m5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**AWS API Gateway** (AWS-native). Run POCs with your real APIs."}, {"id": "mai-20260917-0922-baseline|c135-m5|zai-small|MuleSoft Anypoint", "prompt": "c135-m5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise integration, Salesforce ecosystems | No | Enterprise-only, high cost"}, {"id": "mai-20260917-0922-baseline|c135-m5|zai-small|Axway Amplify", "prompt": "c135-m5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "Axway Amplify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Legacy systems, large API portfolios | No | Enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c135-m5|zai-small|Kong Konnect", "prompt": "c135-m5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "Kong Konnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Extensibility, plugin ecosystem | Kong Gateway is OSS | Managed + self-hosted"}, {"id": "mai-20260917-0922-baseline|c135-m5|zai-small|Azure API Management", "prompt": "c135-m5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft cloud-first environments | No | Pay per use"}, {"id": "mai-20260917-0922-baseline|c135-m5|zai-small|AWS API Gateway", "prompt": "c135-m5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Serverless and AWS-native workloads | No | Pay per request"}, {"id": "mai-20260917-0922-baseline|c135-m5|zai-small|Zuplo", "prompt": "c135-m5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Developer-first, edge-native APIs | No | Usage-based, accessible entry point"}, {"id": "mai-20260917-0922-baseline|c135-m5|zai-small|Boomi API Management", "prompt": "c135-m5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "Boomi API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-market, low-code integrations | No | Consumption-based"}, {"id": "mai-20260917-0922-baseline|c135-m5|zai-small|Oracle API Management", "prompt": "c135-m5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "Oracle API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Oracle ecosystem | No | Enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c135-m6|alibaba-small|CA API Gateway", "prompt": "c135-m6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "CA API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you are running legacy CA API Gateway or Web Services Manager, evaluate moving away before your contract renewal."}, {"id": "mai-20260917-0922-baseline|c135-m6|alibaba-small|Software AG (WebMethods API Manager)", "prompt": "c135-m6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Software AG (WebMethods API Manager)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why to be cautious:** Software AG was recently acquired by Adobe."}, {"id": "mai-20260917-0922-baseline|c135-m6|alibaba-small|Kong", "prompt": "c135-m6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "In that case, choose **Kong** or **Apigee**."}, {"id": "mai-20260917-0922-baseline|c135-m6|alibaba-small|Tyk", "prompt": "c135-m6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OpenSource options (Tyk, Kong OSS, Envoy Proxy)"}, {"id": "mai-20260917-0922-baseline|c135-m6|alibaba-small|MuleSoft (Anypoint Platform)", "prompt": "c135-m6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft (Anypoint Platform)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The licensing costs are astronomical, and the architecture is complex to maintain even for simple REST endpoints."}, {"id": "mai-20260917-0922-baseline|c135-m6|alibaba-small|IBM API Connect", "prompt": "c135-m6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "has a notoriously steep learning curve"}, {"id": "mai-20260917-0922-baseline|c135-m6|alibaba-small|WSO2 API Manager", "prompt": "c135-m6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "WSO2 API Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "WSO2 has historically struggled with \"Commercial Edition\" adoption and clear pricing models"}, {"id": "mai-20260917-0922-baseline|c135-m6|alibaba-small|AWS API Gateway", "prompt": "c135-m6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Do not use AWS API Gateway if you are currently planning a strategy to move off AWS"}, {"id": "mai-20260917-0922-baseline|c135-m6|alibaba-small|Azure API Management", "prompt": "c135-m6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "The Risk:** While these are fantastic tools if you live entirely within that ecosystem, migrating them out is difficult."}, {"id": "mai-20260917-0922-baseline|c135-m6|alibaba-small|Apigee", "prompt": "c135-m6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "In that case, choose **Kong** or **Apigee**."}, {"id": "mai-20260917-0922-baseline|c135-m6|alibaba-small|Stoplight", "prompt": "c135-m6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Stoplight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AWS API Gateway, Kong, Stoplight"}, {"id": "mai-20260917-0922-baseline|c135-m6|alibaba-small|Axway", "prompt": "c135-m6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Axway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Apigee, MuleSoft, Axway"}, {"id": "mai-20260917-0922-baseline|c135-m6|alibaba-small|APISIX", "prompt": "c135-m6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "APISIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Kong, APISIX, WSO2 (Community)"}, {"id": "mai-20260917-0922-baseline|c135-m6|alibaba-small|Envoy Proxy", "prompt": "c135-m6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Envoy Proxy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "OpenSource options (Tyk, Kong OSS, Envoy Proxy)"}, {"id": "mai-20260917-0922-baseline|c135-m6|anthropic-small|Kong", "prompt": "c135-m6", "model": "anthropic-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options include Kong, AWS API Gateway, Azure API Management, Apigee, MuleSoft"}, {"id": "mai-20260917-0922-baseline|c135-m6|anthropic-small|AWS API Gateway", "prompt": "c135-m6", "model": "anthropic-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options include Kong, AWS API Gateway, Azure API Management, Apigee, MuleSoft"}, {"id": "mai-20260917-0922-baseline|c135-m6|anthropic-small|Azure API Management", "prompt": "c135-m6", "model": "anthropic-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options include Kong, AWS API Gateway, Azure API Management, Apigee, MuleSoft"}, {"id": "mai-20260917-0922-baseline|c135-m6|anthropic-small|Apigee", "prompt": "c135-m6", "model": "anthropic-small", "cat": "api-management", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options include Kong, AWS API Gateway, Azure API Management, Apigee, MuleSoft"}, {"id": "mai-20260917-0922-baseline|c135-m6|anthropic-small|MuleSoft", "prompt": "c135-m6", "model": "anthropic-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options include Kong, AWS API Gateway, Azure API Management, Apigee, MuleSoft"}, {"id": "mai-20260917-0922-baseline|c135-m6|challenger-small|AWS API Gateway", "prompt": "c135-m6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**AWS API Gateway**: avoid it if you need **multi-cloud** management or stronger centralized governance, because it is AWS-only"}, {"id": "mai-20260917-0922-baseline|c135-m6|challenger-small|Apigee", "prompt": "c135-m6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Apigee**: be cautious if your priority is a highly **cloud-native** or lightweight modernization path"}, {"id": "mai-20260917-0922-baseline|c135-m6|challenger-small|Kong", "prompt": "c135-m6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Kong**: avoid it if you do **not** have in-house **Lua** expertise"}, {"id": "mai-20260917-0922-baseline|c135-m6|challenger-small|SwaggerHub", "prompt": "c135-m6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "SwaggerHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**SwaggerHub**: avoid it if you need a **full API management platform**"}, {"id": "mai-20260917-0922-baseline|c135-m6|challenger-small|IBM API Connect", "prompt": "c135-m6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid it if you **do not** need legacy/mainframe integration"}, {"id": "mai-20260917-0922-baseline|c135-m6|deepseek-small|MuleSoft Anypoint API Manager", "prompt": "c135-m6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint API Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Cost is the #1 recurring complaint.** vCore-based pricing is notoriously opaque ... **Proprietary lock-in:** DataWeave transformations and the Anypoint architecture lock you in hard."}, {"id": "mai-20260917-0922-baseline|c135-m6|deepseek-small|Google Apigee", "prompt": "c135-m6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Deprecation risk and Google churn.** ... **Expensive and complex** — steep learning curve, costly to maintain"}, {"id": "mai-20260917-0922-baseline|c135-m6|deepseek-small|AWS API Gateway", "prompt": "c135-m6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Vendor lock-in** — AWS API Gateway is AWS-only by design. It has documented feature gaps, scaling/cost surprises, and performance issues"}, {"id": "mai-20260917-0922-baseline|c135-m6|deepseek-small|Azure API Management", "prompt": "c135-m6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cost surprises around logs/telemetry** ... **Scaling is slow** ... weaker as a standalone general-purpose choice."}, {"id": "mai-20260917-0922-baseline|c135-m6|deepseek-small|Kong Konnect / Kong Gateway", "prompt": "c135-m6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "Kong Konnect / Kong Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "users cite **limited plugin documentation**, missing advanced features ... Not \"avoid,\" just set expectations"}, {"id": "mai-20260917-0922-baseline|c135-m6|google-small|Broadcom Layer 7", "prompt": "c135-m6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Broadcom Layer 7", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict: Avoid these unless you are an established legacy enterprise with an absolute requirement to interface with decades-old mainframe systems."}, {"id": "mai-20260917-0922-baseline|c135-m6|google-small|Software AG webMethods", "prompt": "c135-m6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Software AG webMethods", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid these unless you are an established legacy enterprise"}, {"id": "mai-20260917-0922-baseline|c135-m6|google-small|Axway", "prompt": "c135-m6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Axway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid these unless you are an established legacy enterprise"}, {"id": "mai-20260917-0922-baseline|c135-m6|google-small|IBM API Connect", "prompt": "c135-m6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid these unless you are an established legacy enterprise"}, {"id": "mai-20260917-0922-baseline|c135-m6|google-small|MuleSoft Anypoint Platform", "prompt": "c135-m6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be Cautious of MuleSoft Anypoint Platform (If you only need an API Gateway)"}, {"id": "mai-20260917-0922-baseline|c135-m6|google-small|Google Cloud Apigee", "prompt": "c135-m6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be Cautious of Google Cloud Apigee (If you value multi-cloud flexibility or GitOps)"}, {"id": "mai-20260917-0922-baseline|c135-m6|google-small|AWS API Gateway", "prompt": "c135-m6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be Cautious of AWS API Gateway (If you have massive, raw traffic volume)"}, {"id": "mai-20260917-0922-baseline|c135-m6|google-small|Kong", "prompt": "c135-m6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be cautious of choosing Kong Open Source assuming it will meet all your enterprise requirements for free."}, {"id": "mai-20260917-0922-baseline|c135-m6|google-small|Tyk", "prompt": "c135-m6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "running a dedicated containerized gateway (like Kong or Tyk)"}, {"id": "mai-20260917-0922-baseline|c135-m6|meta-small|Apigee (Google Cloud)", "prompt": "c135-m6", "model": "meta-small", "cat": "api-management", "variant": "negative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "It is recommended to steer away from Apigee, especially for organizations with strict compliance and regulatory oversight."}, {"id": "mai-20260917-0922-baseline|c135-m6|meta-small|Kong", "prompt": "c135-m6", "model": "meta-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Other outdated API gateways such as Kong, 3scale, and Layer7 are also not fit for modern cloud-native architectures."}, {"id": "mai-20260917-0922-baseline|c135-m6|meta-small|3scale", "prompt": "c135-m6", "model": "meta-small", "cat": "api-management", "variant": "negative", "raw": "3scale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Other outdated API gateways such as Kong, 3scale, and Layer7 are also not fit for modern cloud-native architectures."}, {"id": "mai-20260917-0922-baseline|c135-m6|meta-small|Layer7", "prompt": "c135-m6", "model": "meta-small", "cat": "api-management", "variant": "negative", "raw": "Layer7", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Other outdated API gateways such as Kong, 3scale, and Layer7 are also not fit for modern cloud-native architectures."}, {"id": "mai-20260917-0922-baseline|c135-m6|minimax-small|Apigee (Google Cloud)", "prompt": "c135-m6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Scalability issues**: Multiple reports indicate performance problems at scale, with high resource requirements"}, {"id": "mai-20260917-0922-baseline|c135-m6|minimax-small|Amazon API Gateway", "prompt": "c135-m6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Hard timeout limit**: 29-second maximum integration timeout that cannot be increased"}, {"id": "mai-20260917-0922-baseline|c135-m6|minimax-small|Kong", "prompt": "c135-m6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "alternatives like **Kong**, **Tyk**, **Gravitee**, or **Solo.io** are often mentioned as more flexible options"}, {"id": "mai-20260917-0922-baseline|c135-m6|minimax-small|Tyk", "prompt": "c135-m6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "alternatives like **Kong**, **Tyk**, **Gravitee**, or **Solo.io** are often mentioned as more flexible options"}, {"id": "mai-20260917-0922-baseline|c135-m6|minimax-small|Gravitee", "prompt": "c135-m6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "alternatives like **Kong**, **Tyk**, **Gravitee**, or **Solo.io** are often mentioned as more flexible options"}, {"id": "mai-20260917-0922-baseline|c135-m6|minimax-small|Solo.io", "prompt": "c135-m6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "Solo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "alternatives like **Kong**, **Tyk**, **Gravitee**, or **Solo.io** are often mentioned as more flexible options"}, {"id": "mai-20260917-0922-baseline|c135-m6|mistral-small|IBM API Connect", "prompt": "c135-m6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "IBM API Connect, for example, is strong in regulated industries but may be overkill or less flexible for other use cases."}, {"id": "mai-20260917-0922-baseline|c135-m6|mistral-small|AWS API Gateway", "prompt": "c135-m6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a simple cloud API gateway (like AWS API Gateway) may be more appropriate than a comprehensive management platform"}, {"id": "mai-20260917-0922-baseline|c135-m6|moonshot-small|AWS API Gateway", "prompt": "c135-m6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or be extremely cautious with: MuleSoft (cost/lock-in), AWS API Gateway (if multi-cloud needed)"}, {"id": "mai-20260917-0922-baseline|c135-m6|moonshot-small|Azure API Management", "prompt": "c135-m6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "When to avoid: Non-Azure environments or if you need quick portability"}, {"id": "mai-20260917-0922-baseline|c135-m6|moonshot-small|MuleSoft Anypoint Platform", "prompt": "c135-m6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid or be extremely cautious with: MuleSoft (cost/lock-in)"}, {"id": "mai-20260917-0922-baseline|c135-m6|moonshot-small|Google Apigee", "prompt": "c135-m6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "When to proceed with caution: Long-term enterprise commitments where stability matters"}, {"id": "mai-20260917-0922-baseline|c135-m6|moonshot-small|Kong", "prompt": "c135-m6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Kong (open-source core, standard YAML configs)"}, {"id": "mai-20260917-0922-baseline|c135-m6|moonshot-small|Tyk", "prompt": "c135-m6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Smaller ecosystem, less community support"}, {"id": "mai-20260917-0922-baseline|c135-m6|moonshot-small|WSO2", "prompt": "c135-m6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "WSO2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Complexity, resource-heavy"}, {"id": "mai-20260917-0922-baseline|c135-m6|moonshot-small|Zuplo", "prompt": "c135-m6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Zuplo (standards-based, OpenAPI-native)"}, {"id": "mai-20260917-0922-baseline|c135-m6|moonshot-small|Traefik/Envoy", "prompt": "c135-m6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Traefik/Envoy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Traefik/Envoy for simpler gateway needs"}, {"id": "mai-20260917-0922-baseline|c135-m6|moonshot-small|APIwiz", "prompt": "c135-m6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "APIwiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "APIwiz or similar unified management layers that abstract underlying gateways"}, {"id": "mai-20260917-0922-baseline|c135-m6|openai-small|Azure API Management", "prompt": "c135-m6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Azure API Management’s `stv1` compute platform was scheduled for retirement on August 31, 2024, and Microsoft recommends migrating to `stv2`"}, {"id": "mai-20260917-0922-baseline|c135-m6|openai-small|Kong", "prompt": "c135-m6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "for evaluating platforms like Kong, Apigee, Azure API Management, AWS API Gateway, WSO2, and Tyk"}, {"id": "mai-20260917-0922-baseline|c135-m6|openai-small|Apigee", "prompt": "c135-m6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "for evaluating platforms like Kong, Apigee, Azure API Management, AWS API Gateway, WSO2, and Tyk"}, {"id": "mai-20260917-0922-baseline|c135-m6|openai-small|AWS API Gateway", "prompt": "c135-m6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "for evaluating platforms like Kong, Apigee, Azure API Management, AWS API Gateway, WSO2, and Tyk"}, {"id": "mai-20260917-0922-baseline|c135-m6|openai-small|WSO2", "prompt": "c135-m6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "WSO2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "for evaluating platforms like Kong, Apigee, Azure API Management, AWS API Gateway, WSO2, and Tyk"}, {"id": "mai-20260917-0922-baseline|c135-m6|openai-small|Tyk", "prompt": "c135-m6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "for evaluating platforms like Kong, Apigee, Azure API Management, AWS API Gateway, WSO2, and Tyk"}, {"id": "mai-20260917-0922-baseline|c135-m6|xai-small|Apigee", "prompt": "c135-m6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Be cautious if**: Debugging-heavy workflows or tight budgets. Proxy flow debugging is \"time-consuming,\" UI navigation clunky, and pricing lacks transparency"}, {"id": "mai-20260917-0922-baseline|c135-m6|xai-small|Kong", "prompt": "c135-m6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Kong for Kubernetes/open-source flexibility"}, {"id": "mai-20260917-0922-baseline|c135-m6|xai-small|AWS API Gateway", "prompt": "c135-m6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Be cautious if**: High-volume or cost-sensitive workloads. Pricing escalates quickly"}, {"id": "mai-20260917-0922-baseline|c135-m6|xai-small|Azure API Management", "prompt": "c135-m6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Be cautious if**: Small teams or beginners. Notorious learning curve"}, {"id": "mai-20260917-0922-baseline|c135-m6|xai-small|MuleSoft Anypoint", "prompt": "c135-m6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "MuleSoft/IBM for heavy integration/regulated industries"}, {"id": "mai-20260917-0922-baseline|c135-m6|xai-small|IBM API Connect", "prompt": "c135-m6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "MuleSoft/IBM for heavy integration/regulated industries"}, {"id": "mai-20260917-0922-baseline|c135-m6|xai-small|Postman", "prompt": "c135-m6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "Postman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "hybrid tools (e.g., Postman for testing + gateway)"}, {"id": "mai-20260917-0922-baseline|c135-m6|xai-small|WSO2 API Manager", "prompt": "c135-m6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "WSO2 API Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Multiple critical vulnerabilities (e.g., CVE-2026-5430: CVSS 10.0 auth bypass allowing full admin takeover)"}, {"id": "mai-20260917-0922-baseline|c135-m6|xai-small|DreamFactory", "prompt": "c135-m6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "DreamFactory", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "some with <4.1/5 like certain DreamFactory configs on Capterra) get dinged for poor support/usability"}, {"id": "mai-20260917-0922-baseline|c135-m6|zai-small|Apigee Edge (older versions)", "prompt": "c135-m6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Apigee Edge (older versions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Had significant stability issues, migration challenges to the new Edge Core, and steep learning curve"}, {"id": "mai-20260917-0922-baseline|c135-m6|zai-small|3scale", "prompt": "c135-m6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "3scale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "some organizations experienced integration difficulties and price increases"}, {"id": "mai-20260917-0922-baseline|c135-m6|zai-small|IBM API Connect", "prompt": "c135-m6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Complex deployment, expensive, and has had performance issues in some cases"}, {"id": "mai-20260917-0922-baseline|c135-m6|zai-small|MuleSoft Anypoint Platform", "prompt": "c135-m6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Expensive, complex, and often criticized for poor documentation"}, {"id": "mai-20260917-0922-baseline|c135-m6|zai-small|WSO2 API Manager", "prompt": "c135-m6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "WSO2 API Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Complex configuration, steep learning curve, and resource-intensive"}, {"id": "mai-20260917-0922-baseline|c135-m6|zai-small|Akana (now part of Broadcom)", "prompt": "c135-m6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Akana (now part of Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Difficult to implement, high cost, and limited community support"}, {"id": "mai-20260917-0922-baseline|c135-m6|zai-small|Savvytech API Gateway", "prompt": "c135-m6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Savvytech API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Had security vulnerabilities reported"}, {"id": "mai-20260917-0922-baseline|c135-m6|zai-small|Layer7 API Management (now Broadcom)", "prompt": "c135-m6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Layer7 API Management (now Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Some security patching issues in past versions"}, {"id": "mai-20260917-0922-baseline|c135-m6|zai-small|Tyk", "prompt": "c135-m6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Had a major leadership change, pricing restructuring, and some stability issues"}, {"id": "mai-20260917-0922-baseline|c135-m6|zai-small|Kong Gateway", "prompt": "c135-m6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Kong Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "While popular, the open-source version has limited enterprise features"}, {"id": "mai-20260917-0922-baseline|c135-m6|zai-small|Traefik", "prompt": "c135-m6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Traefik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Primarily a reverse proxy, not a full API management platform"}, {"id": "mai-20260917-0922-baseline|c135-m6|zai-small|Microsoft Azure API Management", "prompt": "c135-m6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Microsoft Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Good, but expensive and heavily tied to Azure ecosystem"}, {"id": "mai-20260917-0922-baseline|c135-m6|zai-small|AWS API Gateway", "prompt": "c135-m6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Limited capabilities compared to dedicated platforms"}, {"id": "mai-20260917-0922-baseline|c135-m6|zai-small|Apigee Edge (Core)", "prompt": "c135-m6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Apigee Edge (Core)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "More stable, good community"}, {"id": "mai-20260917-0922-baseline|c135-m6|zai-small|Postman", "prompt": "c135-m6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Postman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Excellent for testing, limited for production management"}, {"id": "mai-20260917-0922-baseline|c135-s1|alibaba-small|Postman", "prompt": "c135-s1", "model": "alibaba-small", "cat": "api-management", "variant": "direct", "raw": "Postman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My Recommendation:** Start with **Postman** (specifically the Postman API Network/Monetization plan)."}, {"id": "mai-20260917-0922-baseline|c135-s1|alibaba-small|Tyk", "prompt": "c135-s1", "model": "alibaba-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tyk** is an open-source API gateway that provides a SaaS solution or allows for on-premise deployment."}, {"id": "mai-20260917-0922-baseline|c135-s1|alibaba-small|Stoplight", "prompt": "c135-s1", "model": "alibaba-small", "cat": "api-management", "variant": "direct", "raw": "Stoplight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stoplight** is the leader. It creates a \"Spec First\" approach."}, {"id": "mai-20260917-0922-baseline|c135-s1|alibaba-small|Kong", "prompt": "c135-s1", "model": "alibaba-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid platforms like **Kong** or **Apigee** unless you have dedicated engineers managing servers/plugins."}, {"id": "mai-20260917-0922-baseline|c135-s1|alibaba-small|Apigee", "prompt": "c135-s1", "model": "alibaba-small", "cat": "api-management", "variant": "direct", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid platforms like **Kong** or **Apigee** unless you have dedicated engineers managing servers/plugins."}, {"id": "mai-20260917-0922-baseline|c135-s1|anthropic-small|Zuplo", "prompt": "c135-s1", "model": "anthropic-small", "cat": "api-management", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, start with **Zuplo** or **Kong's free tier** to avoid upfront costs."}, {"id": "mai-20260917-0922-baseline|c135-s1|anthropic-small|Kong", "prompt": "c135-s1", "model": "anthropic-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Zuplo** or **Kong's free tier** to avoid upfront costs"}, {"id": "mai-20260917-0922-baseline|c135-s1|anthropic-small|AWS API Gateway", "prompt": "c135-s1", "model": "anthropic-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already on AWS, **AWS API Gateway** is convenient and affordable."}, {"id": "mai-20260917-0922-baseline|c135-s1|anthropic-small|Tyk", "prompt": "c135-s1", "model": "anthropic-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tyk is both an open-source API gateway and hosted API management service, with the hosted service starting at $450 per month."}, {"id": "mai-20260917-0922-baseline|c135-s1|challenger-small|Postman", "prompt": "c135-s1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "Postman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Postman**"}, {"id": "mai-20260917-0922-baseline|c135-s1|challenger-small|Zuplo", "prompt": "c135-s1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zuplo** is a strong alternative because it is positioned as requiring **zero infrastructure**"}, {"id": "mai-20260917-0922-baseline|c135-s1|challenger-small|Kong", "prompt": "c135-s1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best if you expect Kubernetes-heavy deployment and are comfortable with more infrastructure complexity"}, {"id": "mai-20260917-0922-baseline|c135-s1|challenger-small|AWS API Gateway", "prompt": "c135-s1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best if your APIs are mostly on AWS and your portfolio is relatively small"}, {"id": "mai-20260917-0922-baseline|c135-s1|challenger-small|Stoplight", "prompt": "c135-s1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "Stoplight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often a good fit for API design-first teams, though the provided results don't give as strong a small-business ranking"}, {"id": "mai-20260917-0922-baseline|c135-s1|challenger-small|MuleSoft", "prompt": "c135-s1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "MuleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-heavy platforms like **MuleSoft** or **Boomi**"}, {"id": "mai-20260917-0922-baseline|c135-s1|challenger-small|Boomi", "prompt": "c135-s1", "model": "challenger-small", "cat": "api-management", "variant": "direct", "raw": "Boomi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-heavy platforms like **MuleSoft** or **Boomi**"}, {"id": "mai-20260917-0922-baseline|c135-s1|deepseek-small|Postman", "prompt": "c135-s1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "Postman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Postman** for your internal API development, testing, and documentation workflow"}, {"id": "mai-20260917-0922-baseline|c135-s1|deepseek-small|Zuplo", "prompt": "c135-s1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zuplo** (or **AWS API Gateway** if you're AWS-native) as the actual gateway/middleware layer"}, {"id": "mai-20260917-0922-baseline|c135-s1|deepseek-small|AWS API Gateway", "prompt": "c135-s1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your APIs are simple and you're already on AWS, **AWS API Gateway** may be all you need"}, {"id": "mai-20260917-0922-baseline|c135-s1|deepseek-small|Tyk", "prompt": "c135-s1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tyk** is your best fully-featured open-source option"}, {"id": "mai-20260917-0922-baseline|c135-s1|deepseek-small|Kong Gateway", "prompt": "c135-s1", "model": "deepseek-small", "cat": "api-management", "variant": "direct", "raw": "Kong Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "However, it carries **more operational weight** than managed alternatives."}, {"id": "mai-20260917-0922-baseline|c135-s1|google-small|MuleSoft", "prompt": "c135-s1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "MuleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "like MuleSoft or Google Apigee, which are prohibitively expensive and require dedicated platform teams to manage"}, {"id": "mai-20260917-0922-baseline|c135-s1|google-small|Google Apigee", "prompt": "c135-s1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "prohibitively expensive and require dedicated platform teams to manage"}, {"id": "mai-20260917-0922-baseline|c135-s1|google-small|Zuplo", "prompt": "c135-s1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Zuplo** offers the absolute best balance of developer speed, B2B customer portal functionality, and cost."}, {"id": "mai-20260917-0922-baseline|c135-s1|google-small|Tyk", "prompt": "c135-s1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If data-residency laws require you to self-host on your own servers, choose **Tyk**."}, {"id": "mai-20260917-0922-baseline|c135-s1|google-small|AWS API Gateway", "prompt": "c135-s1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Cloud-Native Teams... The developer experience is notoriously complex."}, {"id": "mai-20260917-0922-baseline|c135-s1|google-small|Azure API Management", "prompt": "c135-s1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "sticking with your cloud provider's native tool is a logical, low-friction path"}, {"id": "mai-20260917-0922-baseline|c135-s1|google-small|Kong (Konnect)", "prompt": "c135-s1", "model": "google-small", "cat": "api-management", "variant": "direct", "raw": "Kong (Konnect)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Kong is heavy and complex... can quickly become expensive and operationally complex for a small team."}, {"id": "mai-20260917-0922-baseline|c135-s1|meta-small|Google Apigee API Management Platform", "prompt": "c135-s1", "model": "meta-small", "cat": "api-management", "variant": "direct", "raw": "Google Apigee API Management Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the best API management platforms for small businesses include Google Apigee API Management Platform"}, {"id": "mai-20260917-0922-baseline|c135-s1|minimax-small|Tyk", "prompt": "c135-s1", "model": "minimax-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Tyk** or **Zuplo**"}, {"id": "mai-20260917-0922-baseline|c135-s1|minimax-small|Zuplo", "prompt": "c135-s1", "model": "minimax-small", "cat": "api-management", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Tyk** or **Zuplo**"}, {"id": "mai-20260917-0922-baseline|c135-s1|minimax-small|Kong", "prompt": "c135-s1", "model": "minimax-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Popular open-source foundation, extensive plugin ecosystem, but may require more setup."}, {"id": "mai-20260917-0922-baseline|c135-s1|minimax-small|Apigee (Google Cloud)", "prompt": "c135-s1", "model": "minimax-small", "cat": "api-management", "variant": "direct", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-grade but can work for growing B2B companies with budget."}, {"id": "mai-20260917-0922-baseline|c135-s1|minimax-small|AWS API Gateway", "prompt": "c135-s1", "model": "minimax-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need quick setup and are already using AWS, **API Gateway** is a solid choice."}, {"id": "mai-20260917-0922-baseline|c135-s1|mistral-small|Zuplo", "prompt": "c135-s1", "model": "mistral-small", "cat": "api-management", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Considered the best overall for most small, developer-first teams."}, {"id": "mai-20260917-0922-baseline|c135-s1|mistral-small|Kong Konnect", "prompt": "c135-s1", "model": "mistral-small", "cat": "api-management", "variant": "direct", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kong is a strong choice... For most small B2B companies, **Zuplo** or **Kong Konnect** are the best choices"}, {"id": "mai-20260917-0922-baseline|c135-s1|mistral-small|AWS API Gateway", "prompt": "c135-s1", "model": "mistral-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is already using AWS, this is a fully managed, cost-effective option"}, {"id": "mai-20260917-0922-baseline|c135-s1|mistral-small|Apigee (Google Cloud)", "prompt": "c135-s1", "model": "mistral-small", "cat": "api-management", "variant": "direct", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "However, it can be more complex and expensive"}, {"id": "mai-20260917-0922-baseline|c135-s1|moonshot-small|Zuplo", "prompt": "c135-s1", "model": "moonshot-small", "cat": "api-management", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small B2B: Zuplo"}, {"id": "mai-20260917-0922-baseline|c135-s1|moonshot-small|Postman", "prompt": "c135-s1", "model": "moonshot-small", "cat": "api-management", "variant": "direct", "raw": "Postman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Postman** if you just need documentation, testing, and basic partner collaboration"}, {"id": "mai-20260917-0922-baseline|c135-s1|moonshot-small|Tyk", "prompt": "c135-s1", "model": "moonshot-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Open-Source Route: Tyk"}, {"id": "mai-20260917-0922-baseline|c135-s1|moonshot-small|Kong", "prompt": "c135-s1", "model": "moonshot-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Massive plugin ecosystem, but costs scale quickly"}, {"id": "mai-20260917-0922-baseline|c135-s1|moonshot-small|Google Apigee", "prompt": "c135-s1", "model": "moonshot-small", "cat": "api-management", "variant": "direct", "raw": "Google Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid - Google Apigee ... complex pricing that scales unpredictably"}, {"id": "mai-20260917-0922-baseline|c135-s1|moonshot-small|Azure API Management", "prompt": "c135-s1", "model": "moonshot-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid - Azure API Management"}, {"id": "mai-20260917-0922-baseline|c135-s1|moonshot-small|AWS API Gateway", "prompt": "c135-s1", "model": "moonshot-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid - AWS API Gateway"}, {"id": "mai-20260917-0922-baseline|c135-s1|moonshot-small|Kong Konnect", "prompt": "c135-s1", "model": "moonshot-small", "cat": "api-management", "variant": "direct", "raw": "Kong Konnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Kong Konnect**: ... its managed service can reach **$1,000+/month** quickly with overage fees"}, {"id": "mai-20260917-0922-baseline|c135-s1|openai-small|Amazon API Gateway", "prompt": "c135-s1", "model": "openai-small", "cat": "api-management", "variant": "direct", "raw": "Amazon API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Amazon API Gateway for most small B2B startups, especially on AWS"}, {"id": "mai-20260917-0922-baseline|c135-s1|openai-small|Azure API Management", "prompt": "c135-s1", "model": "openai-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Azure API Management if you want stronger centralized governance and are Azure-centric."}, {"id": "mai-20260917-0922-baseline|c135-s1|xai-small|Kong", "prompt": "c135-s1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kong (often ranked #1 for startups/SMBs)"}, {"id": "mai-20260917-0922-baseline|c135-s1|xai-small|AWS API Gateway", "prompt": "c135-s1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS API Gateway (strong consensus pick)"}, {"id": "mai-20260917-0922-baseline|c135-s1|xai-small|Zuplo", "prompt": "c135-s1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zuplo (rising for developer-first teams)"}, {"id": "mai-20260917-0922-baseline|c135-s1|xai-small|Tyk", "prompt": "c135-s1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cloud from ~$600/mo (usage-based; quote for small). Good if self-hosting OSS but want pro support."}, {"id": "mai-20260917-0922-baseline|c135-s1|xai-small|Postman", "prompt": "c135-s1", "model": "xai-small", "cat": "api-management", "variant": "direct", "raw": "Postman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not a full runtime gateway—pair with a gateway if needed."}, {"id": "mai-20260917-0922-baseline|c135-s1|zai-small|Zuplo", "prompt": "c135-s1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point today is **Zuplo**"}, {"id": "mai-20260917-0922-baseline|c135-s1|zai-small|Kong", "prompt": "c135-s1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer to **self‑host** and keep costs ultra‑low, **Kong (open‑source)** or **Tyk** are the top picks."}, {"id": "mai-20260917-0922-baseline|c135-s1|zai-small|Tyk", "prompt": "c135-s1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kong (open‑source)** or **Tyk** are the top picks"}, {"id": "mai-20260917-0922-baseline|c135-s1|zai-small|AWS API Gateway", "prompt": "c135-s1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already running most of your infrastructure in **AWS**, **AWS API Gateway** is the simplest choice."}, {"id": "mai-20260917-0922-baseline|c135-s1|zai-small|Azure API Management", "prompt": "c135-s1", "model": "zai-small", "cat": "api-management", "variant": "direct", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure → Azure API Management ... Cons: Can feel heavy for a very small team"}, {"id": "mai-20260917-0922-baseline|c135-s2|alibaba-small|3SCALE (by Red Hat)", "prompt": "c135-s2", "model": "alibaba-small", "cat": "api-management", "variant": "paraphrase", "raw": "3SCALE (by Red Hat)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Top Recommendation: 3SCALE (by Red Hat)"}, {"id": "mai-20260917-0922-baseline|c135-s2|alibaba-small|Azure API Management (APIM)", "prompt": "c135-s2", "model": "alibaba-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management (APIM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Best Alternative (If Microsoft-Accustomed): Azure API Management (APIM)"}, {"id": "mai-20260917-0922-baseline|c135-s2|alibaba-small|TYK", "prompt": "c135-s2", "model": "alibaba-small", "cat": "api-management", "variant": "paraphrase", "raw": "TYK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Best \"Do-It-Yourself\" Option: TYK"}, {"id": "mai-20260917-0922-baseline|c135-s2|alibaba-small|Apigee (Google)", "prompt": "c135-s2", "model": "alibaba-small", "cat": "api-management", "variant": "paraphrase", "raw": "Apigee (Google)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools to Avoid ... it is often too expensive and operationally complex for small teams"}, {"id": "mai-20260917-0922-baseline|c135-s2|alibaba-small|Kong Gateway", "prompt": "c135-s2", "model": "alibaba-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "it does **not** come with a developer portal out-of-the-box"}, {"id": "mai-20260917-0922-baseline|c135-s2|anthropic-small|Postman", "prompt": "c135-s2", "model": "anthropic-small", "cat": "api-management", "variant": "paraphrase", "raw": "Postman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **starting with Postman** for its ease of use and free tier"}, {"id": "mai-20260917-0922-baseline|c135-s2|anthropic-small|Kong Konnect", "prompt": "c135-s2", "model": "anthropic-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then migrating to **Kong** or **Zuplo** as your API adoption grows"}, {"id": "mai-20260917-0922-baseline|c135-s2|anthropic-small|Zuplo", "prompt": "c135-s2", "model": "anthropic-small", "cat": "api-management", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zuplo (Best for Simplicity & Affordability)"}, {"id": "mai-20260917-0922-baseline|c135-s2|anthropic-small|AWS API Gateway", "prompt": "c135-s2", "model": "anthropic-small", "cat": "api-management", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the modern, fully-managed alternative to AWS API Gateway, Kong, and Azure API Management"}, {"id": "mai-20260917-0922-baseline|c135-s2|anthropic-small|Azure API Management", "prompt": "c135-s2", "model": "anthropic-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "alternative to AWS API Gateway, Kong, and Azure API Management"}, {"id": "mai-20260917-0922-baseline|c135-s2|challenger-small|Postman", "prompt": "c135-s2", "model": "challenger-small", "cat": "api-management", "variant": "paraphrase", "raw": "Postman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Postman** as the best default choice"}, {"id": "mai-20260917-0922-baseline|c135-s2|challenger-small|Azure API Management", "prompt": "c135-s2", "model": "challenger-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Azure API Management** is a strong second choice"}, {"id": "mai-20260917-0922-baseline|c135-s2|challenger-small|Apigee", "prompt": "c135-s2", "model": "challenger-small", "cat": "api-management", "variant": "paraphrase", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically a better fit for larger or more mature teams than a small business"}, {"id": "mai-20260917-0922-baseline|c135-s2|deepseek-small|Zuplo", "prompt": "c135-s2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zuplo** is my top recommendation for a small B2B business"}, {"id": "mai-20260917-0922-baseline|c135-s2|deepseek-small|Tyk", "prompt": "c135-s2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Tyk** or **Gravitee** as excellent low-cost open-source alternatives"}, {"id": "mai-20260917-0922-baseline|c135-s2|deepseek-small|Gravitee", "prompt": "c135-s2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value if you want portal included"}, {"id": "mai-20260917-0922-baseline|c135-s2|deepseek-small|Kong", "prompt": "c135-s2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Powerful but heavy ... carries the most operational weight for a small team"}, {"id": "mai-20260917-0922-baseline|c135-s2|deepseek-small|Apigee", "prompt": "c135-s2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-grade but expensive and operationally heavy for a small B2B shop"}, {"id": "mai-20260917-0922-baseline|c135-s2|deepseek-small|Azure API Mgmt", "prompt": "c135-s2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Mgmt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Only if already locked into GCP/Azure ... expensive and operationally heavy"}, {"id": "mai-20260917-0922-baseline|c135-s2|deepseek-small|MuleSoft", "prompt": "c135-s2", "model": "deepseek-small", "cat": "api-management", "variant": "paraphrase", "raw": "MuleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "The **enterprise tools (Apigee, Azure, Kong, MuleSoft)** are overkill here."}, {"id": "mai-20260917-0922-baseline|c135-s2|google-small|Zuplo", "prompt": "c135-s2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Zuplo** (Best Modern, All-in-One Platform)"}, {"id": "mai-20260917-0922-baseline|c135-s2|google-small|Tyk Cloud", "prompt": "c135-s2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "Tyk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative 2: **Tyk Cloud** (Best Open-Source-Based Alternative)"}, {"id": "mai-20260917-0922-baseline|c135-s2|google-small|Kong", "prompt": "c135-s2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unlike other major gateways (like Kong), which lock their Developer Portal behind highly expensive enterprise plans"}, {"id": "mai-20260917-0922-baseline|c135-s2|google-small|ReadMe", "prompt": "c135-s2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "ReadMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative 3: **ReadMe** or **Mintlify** (Best if you already have a gateway and want *only* a world-class Portal)"}, {"id": "mai-20260917-0922-baseline|c135-s2|google-small|Mintlify", "prompt": "c135-s2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "Mintlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mintlify:** Best for hyper-modern, Git-backed developer documentation."}, {"id": "mai-20260917-0922-baseline|c135-s2|google-small|AWS API Gateway", "prompt": "c135-s2", "model": "google-small", "cat": "api-management", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "already built and secured your API on an existing cloud provider (like AWS API Gateway or Supabase)"}, {"id": "mai-20260917-0922-baseline|c135-s2|meta-small|Sequenzy", "prompt": "c135-s2", "model": "meta-small", "cat": "api-management", "variant": "paraphrase", "raw": "Sequenzy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Sequenzy - Best for teams guiding developers through permissioned onboarding follow-up."}, {"id": "mai-20260917-0922-baseline|c135-s2|meta-small|Mintlify", "prompt": "c135-s2", "model": "meta-small", "cat": "api-management", "variant": "paraphrase", "raw": "Mintlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mintlify - Best for teams wanting modern documentation workflows."}, {"id": "mai-20260917-0922-baseline|c135-s2|meta-small|Fern", "prompt": "c135-s2", "model": "meta-small", "cat": "api-management", "variant": "paraphrase", "raw": "Fern", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fern - Best for API companies generating docs from definitions."}, {"id": "mai-20260917-0922-baseline|c135-s2|meta-small|Azure API Management", "prompt": "c135-s2", "model": "meta-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Azure API Management - Best for Microsoft-centric enterprises seeking strong Azure integration"}, {"id": "mai-20260917-0922-baseline|c135-s2|meta-small|Apiboost", "prompt": "c135-s2", "model": "meta-small", "cat": "api-management", "variant": "paraphrase", "raw": "Apiboost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Apiboost - Best for branded, AI-ready multi-gateway developer portals"}, {"id": "mai-20260917-0922-baseline|c135-s2|minimax-small|Zuplo", "prompt": "c135-s2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Zuplo**"}, {"id": "mai-20260917-0922-baseline|c135-s2|minimax-small|ReadMe", "prompt": "c135-s2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "ReadMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ReadMe** (Best for documentation-focused needs)"}, {"id": "mai-20260917-0922-baseline|c135-s2|minimax-small|Stoplight", "prompt": "c135-s2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "Stoplight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stoplight** (Best for API design + documentation)"}, {"id": "mai-20260917-0922-baseline|c135-s2|minimax-small|Apidog", "prompt": "c135-s2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "Apidog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Apidog** (Most affordable/easiest)"}, {"id": "mai-20260917-0922-baseline|c135-s2|minimax-small|AWS API Gateway", "prompt": "c135-s2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "already have a gateway (like AWS API Gateway, Kong, etc.)"}, {"id": "mai-20260917-0922-baseline|c135-s2|minimax-small|Kong", "prompt": "c135-s2", "model": "minimax-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "already have a gateway (like AWS API Gateway, Kong, etc.)"}, {"id": "mai-20260917-0922-baseline|c135-s2|mistral-small|Postman", "prompt": "c135-s2", "model": "mistral-small", "cat": "api-management", "variant": "paraphrase", "raw": "Postman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Postman** or **Speakeasy** are the best starting points due to their ease of use"}, {"id": "mai-20260917-0922-baseline|c135-s2|mistral-small|Speakeasy", "prompt": "c135-s2", "model": "mistral-small", "cat": "api-management", "variant": "paraphrase", "raw": "Speakeasy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Postman** or **Speakeasy** are the best starting points"}, {"id": "mai-20260917-0922-baseline|c135-s2|mistral-small|SwaggerHub", "prompt": "c135-s2", "model": "mistral-small", "cat": "api-management", "variant": "paraphrase", "raw": "SwaggerHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kong Enterprise** or **SwaggerHub** are strong alternatives"}, {"id": "mai-20260917-0922-baseline|c135-s2|mistral-small|Kong Enterprise", "prompt": "c135-s2", "model": "mistral-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While it's powerful, it can be more complex to set up"}, {"id": "mai-20260917-0922-baseline|c135-s2|moonshot-small|Blobr", "prompt": "c135-s2", "model": "moonshot-small", "cat": "api-management", "variant": "paraphrase", "raw": "Blobr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 Top Recommendation: **Blobr**"}, {"id": "mai-20260917-0922-baseline|c135-s2|moonshot-small|Postman", "prompt": "c135-s2", "model": "moonshot-small", "cat": "api-management", "variant": "paraphrase", "raw": "Postman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Strong Alternative: **Postman**"}, {"id": "mai-20260917-0922-baseline|c135-s2|moonshot-small|SwaggerHub", "prompt": "c135-s2", "model": "moonshot-small", "cat": "api-management", "variant": "paraphrase", "raw": "SwaggerHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For OpenAPI-First Teams: **SwaggerHub**"}, {"id": "mai-20260917-0922-baseline|c135-s2|openai-small|AWS API Gateway", "prompt": "c135-s2", "model": "openai-small", "cat": "api-management", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **AWS API Gateway with its developer portal** if you already use AWS"}, {"id": "mai-20260917-0922-baseline|c135-s2|openai-small|WSO2 API Manager / WSO2 API Platform", "prompt": "c135-s2", "model": "openai-small", "cat": "api-management", "variant": "paraphrase", "raw": "WSO2 API Manager / WSO2 API Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong second choice"}, {"id": "mai-20260917-0922-baseline|c135-s2|openai-small|Gravitee", "prompt": "c135-s2", "model": "openai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gravitee** is worth a look; it emphasizes full-lifecycle API management and a unified developer portal"}, {"id": "mai-20260917-0922-baseline|c135-s2|xai-small|Zuplo", "prompt": "c135-s2", "model": "xai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Zuplo as the top API lifecycle and developer portal tool."}, {"id": "mai-20260917-0922-baseline|c135-s2|xai-small|Kong Konnect (Plus plan)", "prompt": "c135-s2", "model": "xai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Konnect (Plus plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need Kubernetes-native or heavy plugins... but more complex pricing/setup."}, {"id": "mai-20260917-0922-baseline|c135-s2|xai-small|Tyk", "prompt": "c135-s2", "model": "xai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source with free self-hosted gateway + portal/dashboard... Good for multi-cloud/hybrid B2B."}, {"id": "mai-20260917-0922-baseline|c135-s2|xai-small|Gravitee", "prompt": "c135-s2", "model": "xai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Gravitee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid for now**: Gravitee ($2.5K/mo entry—too steep)"}, {"id": "mai-20260917-0922-baseline|c135-s2|xai-small|AWS API Gateway", "prompt": "c135-s2", "model": "xai-small", "cat": "api-management", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for now... AWS API Gateway (cheap but weak portal)"}, {"id": "mai-20260917-0922-baseline|c135-s2|xai-small|Postman", "prompt": "c135-s2", "model": "xai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Postman", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for now... Postman (excellent design/collaboration, but not a full gateway/lifecycle manager)"}, {"id": "mai-20260917-0922-baseline|c135-s2|zai-small|Zuplo", "prompt": "c135-s2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zuplo** is the most balanced choice—low cost, easy to use"}, {"id": "mai-20260917-0922-baseline|c135-s2|zai-small|Postman", "prompt": "c135-s2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Postman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for internal teams and early‑stage API design, but lacks a built‑in runtime/gateway."}, {"id": "mai-20260917-0922-baseline|c135-s2|zai-small|AWS API Gateway", "prompt": "c135-s2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS API Gateway** or **Gravitee** are solid alternatives"}, {"id": "mai-20260917-0922-baseline|c135-s2|zai-small|Treblle", "prompt": "c135-s2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Treblle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong monitoring and real‑time analytics, but higher cost than Zuplo."}, {"id": "mai-20260917-0922-baseline|c135-s2|zai-small|Gravitee", "prompt": "c135-s2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AWS API Gateway** or **Gravitee** are solid alternatives"}, {"id": "mai-20260917-0922-baseline|c135-s2|zai-small|SwaggerHub", "prompt": "c135-s2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "SwaggerHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Excellent for documentation and mock servers, but not a full lifecycle/runtime platform."}, {"id": "mai-20260917-0922-baseline|c135-s2|zai-small|Azure API Management", "prompt": "c135-s2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Azure API Management or Apigee (higher cost, more complex)"}, {"id": "mai-20260917-0922-baseline|c135-s2|zai-small|Apigee", "prompt": "c135-s2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Azure API Management or Apigee (higher cost, more complex)"}, {"id": "mai-20260917-0922-baseline|c135-s2|zai-small|Kong Konnect", "prompt": "c135-s2", "model": "zai-small", "cat": "api-management", "variant": "paraphrase", "raw": "Kong Konnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Multi‑cloud or no preference:** Zuplo or Kong Konnect."}, {"id": "mai-20260917-0922-baseline|c135-s3|alibaba-small|Zuplo", "prompt": "c135-s3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zuplo (Best Overall for Developer-First Teams)"}, {"id": "mai-20260917-0922-baseline|c135-s3|alibaba-small|Kong Konnect", "prompt": "c135-s3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Kong if: You have specialized needs for plugin development and manage your own Kubernetes infrastructure."}, {"id": "mai-20260917-0922-baseline|c135-s3|alibaba-small|AWS API Gateway", "prompt": "c135-s3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose AWS API Gateway if: You are already on AWS, have limited budget"}, {"id": "mai-20260917-0922-baseline|c135-s3|alibaba-small|MuleSoft Anypoint Platform", "prompt": "c135-s3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid Enterprise-heavy tools (like Apigee or full MuleSoft)"}, {"id": "mai-20260917-0922-baseline|c135-s3|alibaba-small|Apigee (Google Cloud)", "prompt": "c135-s3", "model": "alibaba-small", "cat": "api-management", "variant": "comparative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Enterprise-heavy tools (like Apigee or full MuleSoft)"}, {"id": "mai-20260917-0922-baseline|c135-s3|anthropic-small|Postman", "prompt": "c135-s3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "Postman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Postman is the world's leading API platform... It has a free tier, making it accessible for small teams just starting out."}, {"id": "mai-20260917-0922-baseline|c135-s3|anthropic-small|Zuplo", "prompt": "c135-s3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zuplo is recommended as an alternative to Kong for teams that want managed infrastructure, faster deploys, and a modern developer experience."}, {"id": "mai-20260917-0922-baseline|c135-s3|anthropic-small|Kong (Open Source/Konnect)", "prompt": "c135-s3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "Kong (Open Source/Konnect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-conscious with technical ops capability: Kong open-source"}, {"id": "mai-20260917-0922-baseline|c135-s3|anthropic-small|AWS API Gateway", "prompt": "c135-s3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "developer portal is minimal; lifecycle management, governance, and monetization features are thin compared to full platforms"}, {"id": "mai-20260917-0922-baseline|c135-s3|anthropic-small|Apidog", "prompt": "c135-s3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "Apidog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "All-in-one simplicity: Postman or Apidog"}, {"id": "mai-20260917-0922-baseline|c135-s3|anthropic-small|Azure API Management", "prompt": "c135-s3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud-specific (AWS API Gateway, Azure API Management): Deep integration with specific cloud ecosystems"}, {"id": "mai-20260917-0922-baseline|c135-s3|anthropic-small|Tyk", "prompt": "c135-s3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source options (Kong, Tyk): Self-hosted flexibility but require operational overhead"}, {"id": "mai-20260917-0922-baseline|c135-s3|anthropic-small|Apigee", "prompt": "c135-s3", "model": "anthropic-small", "cat": "api-management", "variant": "comparative", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kong offers a 60% cost advantage over Apigee"}, {"id": "mai-20260917-0922-baseline|c135-s3|challenger-small|Postman", "prompt": "c135-s3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Postman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Postman or Apidog if your team needs to design, test, document, and collaborate on APIs in one workspace."}, {"id": "mai-20260917-0922-baseline|c135-s3|challenger-small|Apidog", "prompt": "c135-s3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Apidog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Postman or Apidog if your team needs to design, test, document, and collaborate on APIs in one workspace."}, {"id": "mai-20260917-0922-baseline|c135-s3|challenger-small|AWS API Gateway", "prompt": "c135-s3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose AWS API Gateway if you are already on AWS and want the simplest managed runtime layer."}, {"id": "mai-20260917-0922-baseline|c135-s3|challenger-small|Zuplo", "prompt": "c135-s3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Optimized for fast deployment and low operational overhead."}, {"id": "mai-20260917-0922-baseline|c135-s3|challenger-small|Kong", "prompt": "c135-s3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Kong or Tyk if you want a more extensible gateway, open-source options, or hybrid deployment flexibility."}, {"id": "mai-20260917-0922-baseline|c135-s3|challenger-small|Tyk", "prompt": "c135-s3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good for self-hosted or hybrid setups, often chosen when cost/control matter."}, {"id": "mai-20260917-0922-baseline|c135-s3|challenger-small|Stoplight", "prompt": "c135-s3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "Stoplight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose ReadMe or Stoplight if your main priority is the developer experience around API docs and onboarding."}, {"id": "mai-20260917-0922-baseline|c135-s3|challenger-small|ReadMe", "prompt": "c135-s3", "model": "challenger-small", "cat": "api-management", "variant": "comparative", "raw": "ReadMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best-in-class for developer documentation/portal experiences, but it needs a separate gateway for traffic control."}, {"id": "mai-20260917-0922-baseline|c135-s3|deepseek-small|Postman", "prompt": "c135-s3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "Postman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "You just want to build and test APIs quickly:** Start with **Postman** (free), and add a gateway later when you publish."}, {"id": "mai-20260917-0922-baseline|c135-s3|deepseek-small|AWS API Gateway", "prompt": "c135-s3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You're already on AWS/Azure:** Use **AWS API Gateway** or **Azure API Management** — least friction and pay-as-you-go."}, {"id": "mai-20260917-0922-baseline|c135-s3|deepseek-small|Azure API Management", "prompt": "c135-s3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use **AWS API Gateway** or **Azure API Management** — least friction and pay-as-you-go."}, {"id": "mai-20260917-0922-baseline|c135-s3|deepseek-small|Kong", "prompt": "c135-s3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "For a small team it carries the **most operational weight** — plugin sprawl, Lua expertise required"}, {"id": "mai-20260917-0922-baseline|c135-s3|deepseek-small|Tyk", "prompt": "c135-s3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Tyk** is the most commonly recommended balance for small teams"}, {"id": "mai-20260917-0922-baseline|c135-s3|deepseek-small|Gravitee", "prompt": "c135-s3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Gravitee** if you want the fullest free feature set (including a developer portal)"}, {"id": "mai-20260917-0922-baseline|c135-s3|deepseek-small|Zuplo", "prompt": "c135-s3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Zuplo** is the emerging favorite for small teams."}, {"id": "mai-20260917-0922-baseline|c135-s3|deepseek-small|Stoplight", "prompt": "c135-s3", "model": "deepseek-small", "cat": "api-management", "variant": "comparative", "raw": "Stoplight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "You care most about API contracts and good docs before coding:** **Stoplight**"}, {"id": "mai-20260917-0922-baseline|c135-s3|google-small|Zuplo", "prompt": "c135-s3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zuplo: Best for Developer Experience & GitOps ... Choose **Zuplo** (for immediate, premium developer experience)"}, {"id": "mai-20260917-0922-baseline|c135-s3|google-small|Tyk", "prompt": "c135-s3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tyk: Best Open-Source All-in-One Option ... widely considered the best balanced open-source option"}, {"id": "mai-20260917-0922-baseline|c135-s3|google-small|KrakenD", "prompt": "c135-s3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "KrakenD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "KrakenD is hard to beat. It avoids the bloat and database overhead of other self-hosted solutions."}, {"id": "mai-20260917-0922-baseline|c135-s3|google-small|AWS API Gateway", "prompt": "c135-s3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Teams Already in AWS ... The AWS Console UI is notoriously complex and difficult to navigate."}, {"id": "mai-20260917-0922-baseline|c135-s3|google-small|Kong Gateway", "prompt": "c135-s3", "model": "google-small", "cat": "api-management", "variant": "comparative", "raw": "Kong Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High operational complexity for a small team. Kong gates its graphical dashboard (UI)... behind its expensive Enterprise tier."}, {"id": "mai-20260917-0922-baseline|c135-s3|meta-small|Postman", "prompt": "c135-s3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "Postman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Postman - Dominant recommendation for small businesses, with a score of 94/100"}, {"id": "mai-20260917-0922-baseline|c135-s3|meta-small|AWS API Gateway", "prompt": "c135-s3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another popular choice, with a score of 89/100"}, {"id": "mai-20260917-0922-baseline|c135-s3|meta-small|Kong", "prompt": "c135-s3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An open-source platform with a strong plugin architecture"}, {"id": "mai-20260917-0922-baseline|c135-s3|meta-small|Stoplight", "prompt": "c135-s3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "Stoplight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A specialized tool that prioritizes developer experience, with a score of 82/100"}, {"id": "mai-20260917-0922-baseline|c135-s3|meta-small|ReadMe", "prompt": "c135-s3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "ReadMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Another tool that prioritizes developer experience, with a score of 79/100"}, {"id": "mai-20260917-0922-baseline|c135-s3|meta-small|Tyk", "prompt": "c135-s3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "An open-source platform with a score of 75/100"}, {"id": "mai-20260917-0922-baseline|c135-s3|meta-small|SwaggerHub", "prompt": "c135-s3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "SwaggerHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A platform with a score of 72/100"}, {"id": "mai-20260917-0922-baseline|c135-s3|meta-small|KrakenD", "prompt": "c135-s3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "KrakenD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "An open-source platform with a score of 68/100"}, {"id": "mai-20260917-0922-baseline|c135-s3|meta-small|Zuplo", "prompt": "c135-s3", "model": "meta-small", "cat": "api-management", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a free plan up to 100K requests/month, suitable for startups shipping public APIs"}, {"id": "mai-20260917-0922-baseline|c135-s3|minimax-small|Kong", "prompt": "c135-s3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small team on a budget:** Start with **Kong (open-source)**, **Tyk**, or **Zuplo** - all offer solid free tiers"}, {"id": "mai-20260917-0922-baseline|c135-s3|minimax-small|Tyk", "prompt": "c135-s3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Kong (open-source)**, **Tyk**, or **Zuplo** - all offer solid free tiers"}, {"id": "mai-20260917-0922-baseline|c135-s3|minimax-small|Zuplo", "prompt": "c135-s3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Small platform teams (2-10 engineers) ... Zero infrastructure, fast deploys"}, {"id": "mai-20260917-0922-baseline|c135-s3|minimax-small|Apigee", "prompt": "c135-s3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Consideration:** Can be overkill for simple needs"}, {"id": "mai-20260917-0922-baseline|c135-s3|minimax-small|Postman", "prompt": "c135-s3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "Postman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Consideration:** More of an API client than full management platform"}, {"id": "mai-20260917-0922-baseline|c135-s3|minimax-small|Gravitee", "prompt": "c135-s3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Gravitee** | Event-driven APIs | Yes | $0-$99/mo | Strong in event-driven/rest APIs |"}, {"id": "mai-20260917-0922-baseline|c135-s3|minimax-small|Amazon API Gateway", "prompt": "c135-s3", "model": "minimax-small", "cat": "api-management", "variant": "comparative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Need zero infrastructure:** **Zuplo** or **Amazon API Gateway**"}, {"id": "mai-20260917-0922-baseline|c135-s3|mistral-small|Zuplo", "prompt": "c135-s3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, Zuplo is the top choice due to its developer-friendly, fully managed approach and rapid deployment."}, {"id": "mai-20260917-0922-baseline|c135-s3|mistral-small|Kong Konnect", "prompt": "c135-s3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For open-source flexibility, Tyk or Kong Konnect are worth considering, but expect more setup work."}, {"id": "mai-20260917-0922-baseline|c135-s3|mistral-small|AWS API Gateway", "prompt": "c135-s3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already in AWS, AWS API Gateway is a strong alternative."}, {"id": "mai-20260917-0922-baseline|c135-s3|mistral-small|Azure API Management", "prompt": "c135-s3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Robust for enterprises, but may be overkill for very small teams."}, {"id": "mai-20260917-0922-baseline|c135-s3|mistral-small|Tyk", "prompt": "c135-s3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Flexible deployment, but requires more hands-on management."}, {"id": "mai-20260917-0922-baseline|c135-s3|mistral-small|Postman", "prompt": "c135-s3", "model": "mistral-small", "cat": "api-management", "variant": "comparative", "raw": "Postman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Great for teams that want an all-in-one API development tool, not just management."}, {"id": "mai-20260917-0922-baseline|c135-s3|moonshot-small|Zuplo", "prompt": "c135-s3", "model": "moonshot-small", "cat": "api-management", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams without dedicated platform engineers, **Zuplo** or **Tyk** offer the best balance of capability and operational simplicity."}, {"id": "mai-20260917-0922-baseline|c135-s3|moonshot-small|Tyk", "prompt": "c135-s3", "model": "moonshot-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zuplo** or **Tyk** offer the best balance of capability and operational simplicity"}, {"id": "mai-20260917-0922-baseline|c135-s3|moonshot-small|Kong", "prompt": "c135-s3", "model": "moonshot-small", "cat": "api-management", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cons**: High operational overhead; requires database management and Kubernetes expertise"}, {"id": "mai-20260917-0922-baseline|c135-s3|moonshot-small|AWS API Gateway", "prompt": "c135-s3", "model": "moonshot-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already on AWS, **AWS API Gateway** is the pragmatic default."}, {"id": "mai-20260917-0922-baseline|c135-s3|moonshot-small|Postman", "prompt": "c135-s3", "model": "moonshot-small", "cat": "api-management", "variant": "comparative", "raw": "Postman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Cons**: Not a production-grade API gateway (complements rather than replaces one)"}, {"id": "mai-20260917-0922-baseline|c135-s3|openai-small|Amazon API Gateway", "prompt": "c135-s3", "model": "openai-small", "cat": "api-management", "variant": "comparative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are already on AWS: start with Amazon API Gateway. It's the easiest fit operationally."}, {"id": "mai-20260917-0922-baseline|c135-s3|openai-small|Kong Konnect", "prompt": "c135-s3", "model": "openai-small", "cat": "api-management", "variant": "comparative", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a more complete API platform and expect to grow: look at Kong Konnect."}, {"id": "mai-20260917-0922-baseline|c135-s3|openai-small|Tyk", "prompt": "c135-s3", "model": "openai-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want strong capability plus deployment flexibility and a small-team-friendly path: look at Tyk."}, {"id": "mai-20260917-0922-baseline|c135-s3|xai-small|Kong", "prompt": "c135-s3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Free OSS power | Kong/Tyk"}, {"id": "mai-20260917-0922-baseline|c135-s3|xai-small|AWS API Gateway", "prompt": "c135-s3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS-native, serverless | AWS Gateway"}, {"id": "mai-20260917-0922-baseline|c135-s3|xai-small|Zuplo", "prompt": "c135-s3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Zero ops, fast ship | Zuplo"}, {"id": "mai-20260917-0922-baseline|c135-s3|xai-small|Tyk", "prompt": "c135-s3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free OSS power | Kong/Tyk"}, {"id": "mai-20260917-0922-baseline|c135-s3|xai-small|Postman", "prompt": "c135-s3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Postman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not a production runtime/gateway—pairs with others for full management."}, {"id": "mai-20260917-0922-baseline|c135-s3|xai-small|Azure API Management", "prompt": "c135-s3", "model": "xai-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Microsoft stack | Azure"}, {"id": "mai-20260917-0922-baseline|c135-s3|zai-small|Zuplo", "prompt": "c135-s3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **Zuplo**. It's the most developer-friendly, has built-in docs, self-serve keys, and TypeScript programmability."}, {"id": "mai-20260917-0922-baseline|c135-s3|zai-small|Tyk", "prompt": "c135-s3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tyk** offers the most complete free gateway and scales into a managed offering when needed."}, {"id": "mai-20260917-0922-baseline|c135-s3|zai-small|Kong", "prompt": "c135-s3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kong**'s plugin ecosystem and K8s support make it a strong choice, though it carries more ops weight."}, {"id": "mai-20260917-0922-baseline|c135-s3|zai-small|AWS API Gateway", "prompt": "c135-s3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS API Gateway** is the simplest, with predictable per-request pricing."}, {"id": "mai-20260917-0922-baseline|c135-s3|zai-small|Azure API Management", "prompt": "c135-s3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "Azure API Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Azure API Management** is a natural fit with deep Azure integration."}, {"id": "mai-20260917-0922-baseline|c135-s3|zai-small|Cloudflare API Gateway", "prompt": "c135-s3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "Cloudflare API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cloudflare API Gateway** gives you edge performance with minimal setup."}, {"id": "mai-20260917-0922-baseline|c135-s3|zai-small|NGINX", "prompt": "c135-s3", "model": "zai-small", "cat": "api-management", "variant": "comparative", "raw": "NGINX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**NGINX** can do the job, but you'll need to build auth, docs, and portal yourself."}, {"id": "mai-20260917-0922-baseline|c135-s4|alibaba-small|Kong (Community Edition)", "prompt": "c135-s4", "model": "alibaba-small", "cat": "api-management", "variant": "budget", "raw": "Kong (Community Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation:** Start with **Kong Community Edition**. It is the industry standard for open-source API gateways."}, {"id": "mai-20260917-0922-baseline|c135-s4|alibaba-small|AWS API Gateway", "prompt": "c135-s4", "model": "alibaba-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Low-Maintenance\" Option: AWS API Gateway"}, {"id": "mai-20260917-0922-baseline|c135-s4|alibaba-small|Tyk", "prompt": "c135-s4", "model": "alibaba-small", "cat": "api-management", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Lightweight Efficiency: Tyk"}, {"id": "mai-20260917-0922-baseline|c135-s4|alibaba-small|Redocly (formerly Stoplight)", "prompt": "c135-s4", "model": "alibaba-small", "cat": "api-management", "variant": "budget", "raw": "Redocly (formerly Stoplight)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cons: Not a full \"Gateway\"—it doesn't handle high-volume routing/security as effectively as Kong."}, {"id": "mai-20260917-0922-baseline|c135-s4|alibaba-small|Apigee", "prompt": "c135-s4", "model": "alibaba-small", "cat": "api-management", "variant": "budget", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Smaller community support than Kong/Apigee"}, {"id": "mai-20260917-0922-baseline|c135-s4|anthropic-small|Apidog", "prompt": "c135-s4", "model": "anthropic-small", "cat": "api-management", "variant": "budget", "raw": "Apidog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apidog** is often the strongest choice for small companies."}, {"id": "mai-20260917-0922-baseline|c135-s4|anthropic-small|Postman", "prompt": "c135-s4", "model": "anthropic-small", "cat": "api-management", "variant": "budget", "raw": "Postman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Postman** is another solid option."}, {"id": "mai-20260917-0922-baseline|c135-s4|anthropic-small|AWS API Gateway", "prompt": "c135-s4", "model": "anthropic-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS API Gateway** (if you're already in AWS) provides straightforward per-request pricing at low-to-moderate scale."}, {"id": "mai-20260917-0922-baseline|c135-s4|challenger-small|AWS API Gateway", "prompt": "c135-s4", "model": "challenger-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **AWS API Gateway** if you're already on AWS, because it is pay-per-use"}, {"id": "mai-20260917-0922-baseline|c135-s4|challenger-small|Kong", "prompt": "c135-s4", "model": "challenger-small", "cat": "api-management", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kong** is a strong lower-cost alternative when you need more flexibility and can tolerate more admin work"}, {"id": "mai-20260917-0922-baseline|c135-s4|challenger-small|Tyk", "prompt": "c135-s4", "model": "challenger-small", "cat": "api-management", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kong** or **Tyk** are often better budget-conscious alternatives, but they usually require more operations effort"}, {"id": "mai-20260917-0922-baseline|c135-s4|challenger-small|Postman", "prompt": "c135-s4", "model": "challenger-small", "cat": "api-management", "variant": "budget", "raw": "Postman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your immediate need is more API design, testing, and collaboration than full gateway governance"}, {"id": "mai-20260917-0922-baseline|c135-s4|challenger-small|Gravitee", "prompt": "c135-s4", "model": "challenger-small", "cat": "api-management", "variant": "budget", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Kong / Tyk / Gravitee** — best if you want open-source or lower-cost control"}, {"id": "mai-20260917-0922-baseline|c135-s4|challenger-small|Zuplo", "prompt": "c135-s4", "model": "challenger-small", "cat": "api-management", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a good fit for very small platform teams that want minimal infrastructure overhead"}, {"id": "mai-20260917-0922-baseline|c135-s4|deepseek-small|Zuplo", "prompt": "c135-s4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zuplo** is the strongest pick: a genuinely useful free tier"}, {"id": "mai-20260917-0922-baseline|c135-s4|deepseek-small|Kong Gateway", "prompt": "c135-s4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "Kong Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tyk or Kong's open-source editions** are excellent self-hosted options"}, {"id": "mai-20260917-0922-baseline|c135-s4|deepseek-small|Tyk", "prompt": "c135-s4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tyk or Kong's open-source editions** are excellent self-hosted options"}, {"id": "mai-20260917-0922-baseline|c135-s4|deepseek-small|AWS API Gateway", "prompt": "c135-s4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already on AWS or Cloudflare, leverage their built-in gateways to avoid added cost"}, {"id": "mai-20260917-0922-baseline|c135-s4|deepseek-small|Cloudflare API Gateway", "prompt": "c135-s4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "Cloudflare API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Indie SaaS teams already using Cloudflare"}, {"id": "mai-20260917-0922-baseline|c135-s4|deepseek-small|Apigee", "prompt": "c135-s4", "model": "deepseek-small", "cat": "api-management", "variant": "budget", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Watch out for **consumption/per-request pricing** (Kong Konnect, Apigee) — it can escalate quickly"}, {"id": "mai-20260917-0922-baseline|c135-s4|google-small|Zuplo", "prompt": "c135-s4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fastest setup & lowest maintenance** | **Zuplo** | Incredible developer experience, GitOps integration, and a free-to-cheap pricing tier ($25/mo)."}, {"id": "mai-20260917-0922-baseline|c135-s4|google-small|AWS API Gateway", "prompt": "c135-s4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Absolute lowest cost (on AWS/Azure)** | **AWS API Gateway / Azure APIM (Consumption)** | Pay-per-request pricing that scales from $0"}, {"id": "mai-20260917-0922-baseline|c135-s4|google-small|Azure APIM", "prompt": "c135-s4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "Azure APIM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure API Management offers a \"Consumption\" tier with 1 million free requests per month"}, {"id": "mai-20260917-0922-baseline|c135-s4|google-small|Gravitee.io (Community Edition)", "prompt": "c135-s4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "Gravitee.io (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**All-in-one free platform (Self-hosted)** | **Gravitee.io (Community Edition)** | Includes the gateway, a management UI, and a developer portal completely free."}, {"id": "mai-20260917-0922-baseline|c135-s4|google-small|Tyk (OSS Gateway)", "prompt": "c135-s4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "Tyk (OSS Gateway)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**High performance & lightweight self-hosting** | **Tyk OSS** or **Kong OSS**"}, {"id": "mai-20260917-0922-baseline|c135-s4|google-small|Kong Gateway (OSS)", "prompt": "c135-s4", "model": "google-small", "cat": "api-management", "variant": "budget", "raw": "Kong Gateway (OSS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The gap between the free OSS version and the paid version (Kong Konnect) is very wide. Essential features like Role-Based Access Control (RBAC)... are entirely enterprise-only."}, {"id": "mai-20260917-0922-baseline|c135-s4|meta-small|Kong", "prompt": "c135-s4", "model": "meta-small", "cat": "api-management", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best API management platform for a small company with a tight budget is Kong, which offers a generous free tier"}, {"id": "mai-20260917-0922-baseline|c135-s4|meta-small|AWS API Gateway", "prompt": "c135-s4", "model": "meta-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "but they may have limitations in their free tiers or be more expensive for smaller teams"}, {"id": "mai-20260917-0922-baseline|c135-s4|meta-small|MuleSoft Anypoint Platform", "prompt": "c135-s4", "model": "meta-small", "cat": "api-management", "variant": "budget", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but they may have limitations in their free tiers or be more expensive for smaller teams"}, {"id": "mai-20260917-0922-baseline|c135-s4|meta-small|Gravitee", "prompt": "c135-s4", "model": "meta-small", "cat": "api-management", "variant": "budget", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It's also worth considering Gravitee, Tyk, and Postman"}, {"id": "mai-20260917-0922-baseline|c135-s4|meta-small|Tyk", "prompt": "c135-s4", "model": "meta-small", "cat": "api-management", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It's also worth considering Gravitee, Tyk, and Postman"}, {"id": "mai-20260917-0922-baseline|c135-s4|meta-small|Postman", "prompt": "c135-s4", "model": "meta-small", "cat": "api-management", "variant": "budget", "raw": "Postman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "be aware that Postman's free tier has limited features"}, {"id": "mai-20260917-0922-baseline|c135-s4|minimax-small|Kong Gateway (Open Source)", "prompt": "c135-s4", "model": "minimax-small", "cat": "api-management", "variant": "budget", "raw": "Kong Gateway (Open Source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kong** or **Tyk** - both offer robust free open-source versions with strong communities"}, {"id": "mai-20260917-0922-baseline|c135-s4|minimax-small|Tyk Open Source", "prompt": "c135-s4", "model": "minimax-small", "cat": "api-management", "variant": "budget", "raw": "Tyk Open Source", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Kong** or **Tyk** - both offer robust free open-source versions with strong communities"}, {"id": "mai-20260917-0922-baseline|c135-s4|minimax-small|Gravitee.io", "prompt": "c135-s4", "model": "minimax-small", "cat": "api-management", "variant": "budget", "raw": "Gravitee.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need simplicity**: **MuleSoft Anypoint Platform** free tier or **Gravitee**"}, {"id": "mai-20260917-0922-baseline|c135-s4|minimax-small|MuleSoft Anypoint Platform", "prompt": "c135-s4", "model": "minimax-small", "cat": "api-management", "variant": "budget", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you need simplicity**: **MuleSoft Anypoint Platform** free tier"}, {"id": "mai-20260917-0922-baseline|c135-s4|minimax-small|Postman", "prompt": "c135-s4", "model": "minimax-small", "cat": "api-management", "variant": "budget", "raw": "Postman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top-rated for small businesses (94/100 score in recent surveys) - great for API development and testing"}, {"id": "mai-20260917-0922-baseline|c135-s4|minimax-small|Apache APISIX", "prompt": "c135-s4", "model": "minimax-small", "cat": "api-management", "variant": "budget", "raw": "Apache APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source, cloud-native, high performance"}, {"id": "mai-20260917-0922-baseline|c135-s4|minimax-small|AWS API Gateway", "prompt": "c135-s4", "model": "minimax-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Good if you're already in AWS ecosystem, though costs can scale quickly"}, {"id": "mai-20260917-0922-baseline|c135-s4|mistral-small|Postman", "prompt": "c135-s4", "model": "mistral-small", "cat": "api-management", "variant": "budget", "raw": "Postman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Postman** for its user-friendly experience and strong free tier"}, {"id": "mai-20260917-0922-baseline|c135-s4|mistral-small|Kong", "prompt": "c135-s4", "model": "mistral-small", "cat": "api-management", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Kong** if you need more advanced features and scalability"}, {"id": "mai-20260917-0922-baseline|c135-s4|mistral-small|AWS API Gateway", "prompt": "c135-s4", "model": "mistral-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already in the AWS ecosystem, **AWS API Gateway** is a cost-effective option."}, {"id": "mai-20260917-0922-baseline|c135-s4|mistral-small|Gravitee", "prompt": "c135-s4", "model": "mistral-small", "cat": "api-management", "variant": "budget", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For open-source solutions, consider **Gravitee** or **Tyk**."}, {"id": "mai-20260917-0922-baseline|c135-s4|mistral-small|Tyk", "prompt": "c135-s4", "model": "mistral-small", "cat": "api-management", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For open-source solutions, consider **Gravitee** or **Tyk**."}, {"id": "mai-20260917-0922-baseline|c135-s4|moonshot-small|Kong Gateway (Open Source)", "prompt": "c135-s4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "Kong Gateway (Open Source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Many small companies start with **AWS API Gateway** (if cloud-native) or **Kong Gateway OSS** self-hosted on a cheap VPS"}, {"id": "mai-20260917-0922-baseline|c135-s4|moonshot-small|Tyk (Open Source)", "prompt": "c135-s4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "Tyk (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Balance for Small Teams ... open-source power without heavy operational overhead"}, {"id": "mai-20260917-0922-baseline|c135-s4|moonshot-small|KrakenD", "prompt": "c135-s4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "KrakenD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Lightweight Alternatives ... Less feature-rich for full \"API management\""}, {"id": "mai-20260917-0922-baseline|c135-s4|moonshot-small|Traefik", "prompt": "c135-s4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Traefik is especially popular in container/Kubernetes environments"}, {"id": "mai-20260917-0922-baseline|c135-s4|moonshot-small|AWS API Gateway", "prompt": "c135-s4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Many small companies start with **AWS API Gateway** (if cloud-native) or **Kong Gateway OSS**"}, {"id": "mai-20260917-0922-baseline|c135-s4|moonshot-small|Kong Konnect", "prompt": "c135-s4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Free Managed Tier ... Generous free tier"}, {"id": "mai-20260917-0922-baseline|c135-s4|moonshot-small|Tyk Cloud", "prompt": "c135-s4", "model": "moonshot-small", "cat": "api-management", "variant": "budget", "raw": "Tyk Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More expensive entry point than AWS or Kong Konnect's free tier"}, {"id": "mai-20260917-0922-baseline|c135-s4|openai-small|Tyk", "prompt": "c135-s4", "model": "openai-small", "cat": "api-management", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best budget-first choice:** **Tyk**"}, {"id": "mai-20260917-0922-baseline|c135-s4|openai-small|WSO2 API Platform", "prompt": "c135-s4", "model": "openai-small", "cat": "api-management", "variant": "budget", "raw": "WSO2 API Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best choice is usually **Tyk or WSO2 API Platform**"}, {"id": "mai-20260917-0922-baseline|c135-s4|openai-small|AWS API Gateway", "prompt": "c135-s4", "model": "openai-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS API Gateway** if you're already on AWS and only need gateway features"}, {"id": "mai-20260917-0922-baseline|c135-s4|openai-small|Kong", "prompt": "c135-s4", "model": "openai-small", "cat": "api-management", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "side-by-side comparison of Tyk vs WSO2 vs Kong vs AWS API Gateway"}, {"id": "mai-20260917-0922-baseline|c135-s4|xai-small|Kong (Open-Source Edition)", "prompt": "c135-s4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "Kong (Open-Source Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kong (Open-Source Edition) - Often the #1 pick for startups"}, {"id": "mai-20260917-0922-baseline|c135-s4|xai-small|Gravitee (Community Edition)", "prompt": "c135-s4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "Gravitee (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gravitee (Community Edition) - Most feature-complete free option"}, {"id": "mai-20260917-0922-baseline|c135-s4|xai-small|Tyk (Open-Source)", "prompt": "c135-s4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "Tyk (Open-Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tyk (Open-Source) - Strong self-hosted alternative"}, {"id": "mai-20260917-0922-baseline|c135-s4|xai-small|Zuplo", "prompt": "c135-s4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zuplo - Best managed/free tier for no-infra hassle"}, {"id": "mai-20260917-0922-baseline|c135-s4|xai-small|Apigee/Google", "prompt": "c135-s4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "Apigee/Google", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise-heavy like Apigee/Google ($20/M calls + setup; too pricey)"}, {"id": "mai-20260917-0922-baseline|c135-s4|xai-small|AWS API Gateway", "prompt": "c135-s4", "model": "xai-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Great if you're already on AWS, truly low volume (<1M calls/mo), but watch bills"}, {"id": "mai-20260917-0922-baseline|c135-s4|zai-small|Zuplo", "prompt": "c135-s4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Zuplo ... widely regarded as the best gateway for startups and early-stage teams in 2026"}, {"id": "mai-20260917-0922-baseline|c135-s4|zai-small|Kong", "prompt": "c135-s4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: Kong (Self-Hosted OSS)"}, {"id": "mai-20260917-0922-baseline|c135-s4|zai-small|AWS API Gateway", "prompt": "c135-s4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're already in the AWS ecosystem: AWS API Gateway."}, {"id": "mai-20260917-0922-baseline|c135-s4|zai-small|Cloudflare API Gateway", "prompt": "c135-s4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "Cloudflare API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ultra-Cheap Option: Cloudflare API Gateway"}, {"id": "mai-20260917-0922-baseline|c135-s4|zai-small|Gravitee", "prompt": "c135-s4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most feature-rich open-source tier (RBAC, analytics, developer portal, Kafka support)"}, {"id": "mai-20260917-0922-baseline|c135-s4|zai-small|Tyk", "prompt": "c135-s4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Self-hosted gateway with dashboard in the free version"}, {"id": "mai-20260917-0922-baseline|c135-s4|zai-small|WSO2 API Manager", "prompt": "c135-s4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "WSO2 API Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fully open-source, AI-powered gateway for LLM/agent APIs"}, {"id": "mai-20260917-0922-baseline|c135-s4|zai-small|API Umbrella", "prompt": "c135-s4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "API Umbrella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Lightweight, focused on exposing web service APIs with standard features built-in"}, {"id": "mai-20260917-0922-baseline|c135-s4|zai-small|Apiman", "prompt": "c135-s4", "model": "zai-small", "cat": "api-management", "variant": "budget", "raw": "Apiman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Simple, customizable (Java plugins), Apache 2.0 license"}, {"id": "mai-20260917-0922-baseline|c135-s5|anthropic-small|Kong", "prompt": "c135-s5", "model": "anthropic-small", "cat": "api-management", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options to compare include Kong, AWS API Gateway, Azure API Management, Apigee, and Gravitee"}, {"id": "mai-20260917-0922-baseline|c135-s5|anthropic-small|AWS API Gateway", "prompt": "c135-s5", "model": "anthropic-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options to compare include Kong, AWS API Gateway, Azure API Management, Apigee, and Gravitee"}, {"id": "mai-20260917-0922-baseline|c135-s5|anthropic-small|Azure API Management", "prompt": "c135-s5", "model": "anthropic-small", "cat": "api-management", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options to compare include Kong, AWS API Gateway, Azure API Management, Apigee, and Gravitee"}, {"id": "mai-20260917-0922-baseline|c135-s5|anthropic-small|Apigee", "prompt": "c135-s5", "model": "anthropic-small", "cat": "api-management", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options to compare include Kong, AWS API Gateway, Azure API Management, Apigee, and Gravitee"}, {"id": "mai-20260917-0922-baseline|c135-s5|anthropic-small|Gravitee", "prompt": "c135-s5", "model": "anthropic-small", "cat": "api-management", "variant": "scale", "raw": "Gravitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options to compare include Kong, AWS API Gateway, Azure API Management, Apigee, and Gravitee"}, {"id": "mai-20260917-0922-baseline|c135-s5|deepseek-small|Zuplo", "prompt": "c135-s5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zuplo / similar managed edge gateway** — fastest developer experience, no infra, cheap entry for launched paid APIs"}, {"id": "mai-20260917-0922-baseline|c135-s5|deepseek-small|Kong Konnect", "prompt": "c135-s5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kong** — self-hosted OSS (free) or Konnect managed; largest plugin ecosystem if your team is comfortable operating infra"}, {"id": "mai-20260917-0922-baseline|c135-s5|deepseek-small|AWS API Gateway", "prompt": "c135-s5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**AWS API Gateway** — if you're already all-in on AWS; cheap at small scale, zero infrastructure"}, {"id": "mai-20260917-0922-baseline|c135-s5|deepseek-small|Tyk", "prompt": "c135-s5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tyk** — good open-source balance if you self-host"}, {"id": "mai-20260917-0922-baseline|c135-s5|deepseek-small|Apigee", "prompt": "c135-s5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Skip Apigee and MuleSoft unless you have specific enterprise reasons"}, {"id": "mai-20260917-0922-baseline|c135-s5|deepseek-small|MuleSoft", "prompt": "c135-s5", "model": "deepseek-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Skip Apigee and MuleSoft unless you have specific enterprise reasons"}, {"id": "mai-20260917-0922-baseline|c135-s5|google-small|Kong", "prompt": "c135-s5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid hosting your own open-source gateway instances (like raw Kong or Apisix on Kubernetes)"}, {"id": "mai-20260917-0922-baseline|c135-s5|google-small|Apisix", "prompt": "c135-s5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "Apisix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avoid hosting your own open-source gateway instances (like raw Kong or Apisix on Kubernetes)"}, {"id": "mai-20260917-0922-baseline|c135-s5|google-small|MuleSoft Anypoint", "prompt": "c135-s5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid heavy enterprise legacy platforms like **MuleSoft Anypoint** or **Apigee Enterprise**"}, {"id": "mai-20260917-0922-baseline|c135-s5|google-small|Apigee Enterprise", "prompt": "c135-s5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "Apigee Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid heavy enterprise legacy platforms like **MuleSoft Anypoint** or **Apigee Enterprise**"}, {"id": "mai-20260917-0922-baseline|c135-s5|google-small|Zuplo", "prompt": "c135-s5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Specifically built for startups and mid-market teams. It is entirely GitOps-native"}, {"id": "mai-20260917-0922-baseline|c135-s5|google-small|Tyk Cloud", "prompt": "c135-s5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "Tyk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "An incredibly solid, \"batteries-included\" platform."}, {"id": "mai-20260917-0922-baseline|c135-s5|google-small|Kong Konnect", "prompt": "c135-s5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "Kong Konnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "managing Kong can still have a steep learning curve and configuration can get complex as you scale"}, {"id": "mai-20260917-0922-baseline|c135-s5|google-small|AWS API Gateway", "prompt": "c135-s5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "*Cons:* Very poor developer experience (DX)."}, {"id": "mai-20260917-0922-baseline|c135-s5|google-small|Azure API Management", "prompt": "c135-s5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "*Cons:* Very poor developer experience (DX)."}, {"id": "mai-20260917-0922-baseline|c135-s5|google-small|GCP Cloud API Gateway", "prompt": "c135-s5", "model": "google-small", "cat": "api-management", "variant": "scale", "raw": "GCP Cloud API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "*Cons:* Very poor developer experience (DX)."}, {"id": "mai-20260917-0922-baseline|c135-s5|meta-small|Zuplo", "prompt": "c135-s5", "model": "meta-small", "cat": "api-management", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top API management platforms to consider are:\n\n1. Zuplo"}, {"id": "mai-20260917-0922-baseline|c135-s5|meta-small|WSO2", "prompt": "c135-s5", "model": "meta-small", "cat": "api-management", "variant": "scale", "raw": "WSO2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. WSO2"}, {"id": "mai-20260917-0922-baseline|c135-s5|meta-small|Axway", "prompt": "c135-s5", "model": "meta-small", "cat": "api-management", "variant": "scale", "raw": "Axway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Axway"}, {"id": "mai-20260917-0922-baseline|c135-s5|minimax-small|Kong", "prompt": "c135-s5", "model": "minimax-small", "cat": "api-management", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Kong** (flexible, open-source option)"}, {"id": "mai-20260917-0922-baseline|c135-s5|minimax-small|Apigee", "prompt": "c135-s5", "model": "minimax-small", "cat": "api-management", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Apigee** (Google, enterprise-grade)"}, {"id": "mai-20260917-0922-baseline|c135-s5|minimax-small|AWS API Gateway", "prompt": "c135-s5", "model": "minimax-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**AWS API Gateway** (if already on AWS)"}, {"id": "mai-20260917-0922-baseline|c135-s5|minimax-small|Postman", "prompt": "c135-s5", "model": "minimax-small", "cat": "api-management", "variant": "scale", "raw": "Postman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Postman** (more than just testing, now offers API management)"}, {"id": "mai-20260917-0922-baseline|c135-s5|minimax-small|Tyk", "prompt": "c135-s5", "model": "minimax-small", "cat": "api-management", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tyk** (open-source friendly, good for smaller teams)"}, {"id": "mai-20260917-0922-baseline|c135-s5|mistral-small|Kong Gateway", "prompt": "c135-s5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "Kong Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Kong Gateway** | Open-source/Enterprise | Flexibility, plugins, hybrid | Yes (open-source) |"}, {"id": "mai-20260917-0922-baseline|c135-s5|mistral-small|Apigee (Google Cloud)", "prompt": "c135-s5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Apigee (Google Cloud)** | Enterprise | Large-scale, Google ecosystem | No (trial available) |"}, {"id": "mai-20260917-0922-baseline|c135-s5|mistral-small|MuleSoft (Salesforce)", "prompt": "c135-s5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft (Salesforce)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **MuleSoft (Salesforce)** | Enterprise | Enterprise integrations | No (trial available) |"}, {"id": "mai-20260917-0922-baseline|c135-s5|mistral-small|Tyk", "prompt": "c135-s5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Tyk** | Open-source/Enterprise | Developer portal, analytics | Yes (open-source) |"}, {"id": "mai-20260917-0922-baseline|c135-s5|mistral-small|AWS API Gateway", "prompt": "c135-s5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **AWS API Gateway** | Cloud-native | AWS ecosystem, serverless |"}, {"id": "mai-20260917-0922-baseline|c135-s5|mistral-small|Azure API Management", "prompt": "c135-s5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "Azure API Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Azure API Management** | Cloud-native | Microsoft ecosystem | Yes (limited free tier) |"}, {"id": "mai-20260917-0922-baseline|c135-s5|mistral-small|Postman API Platform", "prompt": "c135-s5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "Postman API Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Postman API Platform** | API-first | Developer experience, collaboration |"}, {"id": "mai-20260917-0922-baseline|c135-s5|mistral-small|RapidAPI Hub", "prompt": "c135-s5", "model": "mistral-small", "cat": "api-management", "variant": "scale", "raw": "RapidAPI Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **RapidAPI Hub** | Marketplace | Public API monetization | Yes (free tier) |"}, {"id": "mai-20260917-0922-baseline|c135-s5|moonshot-small|AWS API Gateway", "prompt": "c135-s5", "model": "moonshot-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "AWS API Gateway | Pay-per-use | AWS-native environments | Integrates with AWS ecosystem, startup credits available"}, {"id": "mai-20260917-0922-baseline|c135-s5|moonshot-small|Postman", "prompt": "c135-s5", "model": "moonshot-small", "cat": "api-management", "variant": "scale", "raw": "Postman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Postman | $14/user | API design, testing, documentation | Industry standard, excellent collaboration"}, {"id": "mai-20260917-0922-baseline|c135-s5|moonshot-small|Kong Konnect", "prompt": "c135-s5", "model": "moonshot-small", "cat": "api-management", "variant": "scale", "raw": "Kong Konnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kong Konnect | $250/mo | Kubernetes-native teams | Open-source foundation, predictable pricing"}, {"id": "mai-20260917-0922-baseline|c135-s5|moonshot-small|Tyk", "prompt": "c135-s5", "model": "moonshot-small", "cat": "api-management", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tyk | $600/mo | Open-source preference | Full OSS option, good for API-product startups"}, {"id": "mai-20260917-0922-baseline|c135-s5|moonshot-small|Zuplo", "prompt": "c135-s5", "model": "moonshot-small", "cat": "api-management", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Zuplo | Free-$25/mo | Developer-first teams shipping public APIs | Edge-deployed, code-based config, generous free tier"}, {"id": "mai-20260917-0922-baseline|c135-s5|xai-small|Kong", "prompt": "c135-s5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-5**: Kong (performance king), Tyk/Zuplo (developer-friendly)"}, {"id": "mai-20260917-0922-baseline|c135-s5|xai-small|Tyk", "prompt": "c135-s5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tyk/Zuplo (developer-friendly)"}, {"id": "mai-20260917-0922-baseline|c135-s5|xai-small|Zuplo", "prompt": "c135-s5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tyk/Zuplo (developer-friendly)"}, {"id": "mai-20260917-0922-baseline|c135-s5|xai-small|APISIX", "prompt": "c135-s5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for SMBs include Kong, Tyk, Zuplo, APISIX"}, {"id": "mai-20260917-0922-baseline|c135-s5|xai-small|AWS API Gateway", "prompt": "c135-s5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "cloud-native if you're all-in on one provider"}, {"id": "mai-20260917-0922-baseline|c135-s5|xai-small|Google Apigee", "prompt": "c135-s5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Google Apigee (with lighter plans)... Apigee/MuleSoft lead, but Kong/Tyk rising for SMBs"}, {"id": "mai-20260917-0922-baseline|c135-s5|xai-small|Azure APIM", "prompt": "c135-s5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "Azure APIM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cloud-Managed** (e.g., AWS API Gateway, Azure APIM)"}, {"id": "mai-20260917-0922-baseline|c135-s5|xai-small|MuleSoft", "prompt": "c135-s5", "model": "xai-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Apigee/MuleSoft lead, but Kong/Tyk rising for SMBs"}, {"id": "mai-20260917-0922-baseline|c135-s5|zai-small|Apigee", "prompt": "c135-s5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "Apigee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Can you govern AWS, Azure, Apigee, Kong, MuleSoft, etc., from a single control plane?"}, {"id": "mai-20260917-0922-baseline|c135-s5|zai-small|MuleSoft", "prompt": "c135-s5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "govern AWS, Azure, Apigee, Kong, MuleSoft, etc., from a single control plane"}, {"id": "mai-20260917-0922-baseline|c135-s5|zai-small|Postman", "prompt": "c135-s5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "Postman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1 | **Postman** | Strong rating (94/100). Great for design, testing, and lightweight management; may need a separate gateway for production."}, {"id": "mai-20260917-0922-baseline|c135-s5|zai-small|AWS API Gateway", "prompt": "c135-s5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "89/100. Deeply integrated with AWS; ideal if you're all-in on AWS."}, {"id": "mai-20260917-0922-baseline|c135-s5|zai-small|Kong", "prompt": "c135-s5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "86/100. Flexible deployment (cloud, hybrid, on-prem) with strong plugin ecosystem."}, {"id": "mai-20260917-0922-baseline|c135-s5|zai-small|Stoplight", "prompt": "c135-s5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "Stoplight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "82/100. Focus on design and documentation"}, {"id": "mai-20260917-0922-baseline|c135-s5|zai-small|ReadMe", "prompt": "c135-s5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "ReadMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "79/100. Developer portal and documentation focus"}, {"id": "mai-20260917-0922-baseline|c135-s5|zai-small|Tyk", "prompt": "c135-s5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "Tyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "75/100. Open-source friendly with enterprise options."}, {"id": "mai-20260917-0922-baseline|c135-s5|zai-small|SwaggerHub", "prompt": "c135-s5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "SwaggerHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "72/100. Strong for OpenAPI spec management."}, {"id": "mai-20260917-0922-baseline|c135-s5|zai-small|KrakenD", "prompt": "c135-s5", "model": "zai-small", "cat": "api-management", "variant": "scale", "raw": "KrakenD", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "68/100. Good for performance and aggregation, but less mature ecosystem."}, {"id": "mai-20260917-0922-baseline|c135-s6|alibaba-small|MuleSoft (Salesforce)", "prompt": "c135-s6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft (Salesforce)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like **MuleSoft (Salesforce)** are designed for massive enterprises... implementation cost and operational complexity will cripple your margins."}, {"id": "mai-20260917-0922-baseline|c135-s6|alibaba-small|Apigee (Google)", "prompt": "c135-s6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Apigee (Google)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "migrating away from Apigee later is notoriously difficult due to proprietary scripting languages used within the platform."}, {"id": "mai-20260917-0922-baseline|c135-s6|alibaba-small|IBM API Connect", "prompt": "c135-s6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "On-Premise \"Legacy\" Giants (e.g., IBM API Connect, Tibco)... You are inheriting debt before you've made money."}, {"id": "mai-20260917-0922-baseline|c135-s6|alibaba-small|Tibco", "prompt": "c135-s6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Tibco", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "On-Premise \"Legacy\" Giants (e.g., IBM API Connect, Tibco)"}, {"id": "mai-20260917-0922-baseline|c135-s6|alibaba-small|Istio", "prompt": "c135-s6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Istio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Managing a Kubernetes cluster and configuring Istio for API management is extremely complex."}, {"id": "mai-20260917-0922-baseline|c135-s6|alibaba-small|AWS API Gateway", "prompt": "c135-s6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "When to be cautious: These are excellent choices *if* you plan to stay with that cloud provider."}, {"id": "mai-20260917-0922-baseline|c135-s6|alibaba-small|Azure APIM", "prompt": "c135-s6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Azure APIM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Vendor-Locked Ecosystems... **When to be cautious:** These are excellent choices *if* you plan to stay with that cloud provider."}, {"id": "mai-20260917-0922-baseline|c135-s6|alibaba-small|Google Cloud Endpoints", "prompt": "c135-s6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Google Cloud Endpoints", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Vendor-Locked Ecosystems... **When to be cautious:** These are excellent choices *if* you plan to stay with that cloud provider."}, {"id": "mai-20260917-0922-baseline|c135-s6|alibaba-small|Kong", "prompt": "c135-s6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Kong:** Offers a robust free/open-source tier and a low-cost managed version. It is lightweight and easy to scale."}, {"id": "mai-20260917-0922-baseline|c135-s6|alibaba-small|Tyk", "prompt": "c135-s6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Tyk:** Very lightweight... offers a generous free tier. It is highly portable"}, {"id": "mai-20260917-0922-baseline|c135-s6|alibaba-small|Stoplight", "prompt": "c135-s6", "model": "alibaba-small", "cat": "api-management", "variant": "negative", "raw": "Stoplight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Stoplight:** Focuses heavily on Design-first APIs... great for small teams wanting to standardize quickly."}, {"id": "mai-20260917-0922-baseline|c135-s6|anthropic-small|MuleSoft", "prompt": "c135-s6", "model": "anthropic-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**MuleSoft** is the most important platform to avoid for small businesses."}, {"id": "mai-20260917-0922-baseline|c135-s6|anthropic-small|IBM API Connect", "prompt": "c135-s6", "model": "anthropic-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "IBM API Connect is costly for small businesses"}, {"id": "mai-20260917-0922-baseline|c135-s6|anthropic-small|Google Cloud Apigee", "prompt": "c135-s6", "model": "anthropic-small", "cat": "api-management", "variant": "negative", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Apigee pricing is the highest on its tier, not cost-competitive for smaller teams"}, {"id": "mai-20260917-0922-baseline|c135-s6|anthropic-small|SAP", "prompt": "c135-s6", "model": "anthropic-small", "cat": "api-management", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools like MuleSoft, SAP, and IBM carry steep learning curves and high costs"}, {"id": "mai-20260917-0922-baseline|c135-s6|anthropic-small|Integrate.io", "prompt": "c135-s6", "model": "anthropic-small", "cat": "api-management", "variant": "negative", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "alternatives like Integrate.io, Postman, and SwaggerHub are significantly easier to adopt"}, {"id": "mai-20260917-0922-baseline|c135-s6|anthropic-small|Postman", "prompt": "c135-s6", "model": "anthropic-small", "cat": "api-management", "variant": "negative", "raw": "Postman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "alternatives like Integrate.io, Postman, and SwaggerHub are significantly easier to adopt"}, {"id": "mai-20260917-0922-baseline|c135-s6|anthropic-small|SwaggerHub", "prompt": "c135-s6", "model": "anthropic-small", "cat": "api-management", "variant": "negative", "raw": "SwaggerHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "alternatives like Integrate.io, Postman, and SwaggerHub are significantly easier to adopt"}, {"id": "mai-20260917-0922-baseline|c135-s6|anthropic-small|Kong", "prompt": "c135-s6", "model": "anthropic-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "While open-source options like Kong can be cost-effective, open-source platforms often lack dedicated support and comprehensive documentation"}, {"id": "mai-20260917-0922-baseline|c135-s6|anthropic-small|AWS API Gateway", "prompt": "c135-s6", "model": "anthropic-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Be cautious of AWS API Gateway and Azure API Management if multi-cloud flexibility matters."}, {"id": "mai-20260917-0922-baseline|c135-s6|anthropic-small|Azure API Management", "prompt": "c135-s6", "model": "anthropic-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Be cautious of AWS API Gateway and Azure API Management if multi-cloud flexibility matters."}, {"id": "mai-20260917-0922-baseline|c135-s6|challenger-small|Apigee", "prompt": "c135-s6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "being wary of **Apigee**"}, {"id": "mai-20260917-0922-baseline|c135-s6|challenger-small|MuleSoft Anypoint", "prompt": "c135-s6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "flagged as unsuitable for teams with an annual IT budget under **$500K**"}, {"id": "mai-20260917-0922-baseline|c135-s6|challenger-small|IBM API Connect", "prompt": "c135-s6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "positioned more for regulated or legacy-heavy enterprises than for small businesses"}, {"id": "mai-20260917-0922-baseline|c135-s6|challenger-small|AWS API Gateway", "prompt": "c135-s6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "you should be cautious if you need **multi-cloud** support"}, {"id": "mai-20260917-0922-baseline|c135-s6|challenger-small|Kong", "prompt": "c135-s6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may also be worth caution if your team is very small"}, {"id": "mai-20260917-0922-baseline|c135-s6|challenger-small|Tyk", "prompt": "c135-s6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may also be worth caution if your team is very small"}, {"id": "mai-20260917-0922-baseline|c135-s6|challenger-small|Gravitee", "prompt": "c135-s6", "model": "challenger-small", "cat": "api-management", "variant": "negative", "raw": "Gravitee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may also be worth caution if your team is very small"}, {"id": "mai-20260917-0922-baseline|c135-s6|deepseek-small|Google Apigee", "prompt": "c135-s6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "Google Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict: Avoid for nearly all small businesses."}, {"id": "mai-20260917-0922-baseline|c135-s6|deepseek-small|Azure API Management (Premium tier)", "prompt": "c135-s6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management (Premium tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Verdict: Be very cautious—especially if you don't live entirely in Azure."}, {"id": "mai-20260917-0922-baseline|c135-s6|deepseek-small|Kong (Konnect / Enterprise)", "prompt": "c135-s6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "Kong (Konnect / Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cautious—the \"free\" open-source version hides significant hidden costs."}, {"id": "mai-20260917-0922-baseline|c135-s6|deepseek-small|MuleSoft Anypoint Platform (Salesforce)", "prompt": "c135-s6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint Platform (Salesforce)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Verdict: Avoid."}, {"id": "mai-20260917-0922-baseline|c135-s6|deepseek-small|IBM API Connect", "prompt": "c135-s6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "If you can't hire a dedicated IBM specialist, avoid it."}, {"id": "mai-20260917-0922-baseline|c135-s6|deepseek-small|Postman", "prompt": "c135-s6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "Postman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Postman – for API design, testing, and docs (great free tier)."}, {"id": "mai-20260917-0922-baseline|c135-s6|deepseek-small|AWS API Gateway", "prompt": "c135-s6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "only if you're already all-in on AWS; pay-per-request is predictable."}, {"id": "mai-20260917-0922-baseline|c135-s6|deepseek-small|Gravitee.io", "prompt": "c135-s6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "Gravitee.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "open source, with a more affordable managed tier."}, {"id": "mai-20260917-0922-baseline|c135-s6|deepseek-small|Tyk", "prompt": "c135-s6", "model": "deepseek-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "open source with a simpler pricing model and good free tier."}, {"id": "mai-20260917-0922-baseline|c135-s6|google-small|MuleSoft Anypoint Platform", "prompt": "c135-s6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The Verdict: Avoid. The total cost of ownership (TCO) is virtually impossible for a small business to justify."}, {"id": "mai-20260917-0922-baseline|c135-s6|google-small|Google Cloud Apigee", "prompt": "c135-s6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Google Cloud Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The Verdict: Avoid. ... Apigee is far too heavy and expensive."}, {"id": "mai-20260917-0922-baseline|c135-s6|google-small|IBM API Connect", "prompt": "c135-s6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The Verdict: Avoid. The operational overhead and system requirements will bog down a small engineering team."}, {"id": "mai-20260917-0922-baseline|c135-s6|google-small|Kong (Enterprise / Konnect)", "prompt": "c135-s6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Kong (Enterprise / Konnect)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The Verdict: Be cautious. ... the jump to their paid tiers is too expensive for most small businesses."}, {"id": "mai-20260917-0922-baseline|c135-s6|google-small|AWS API Gateway", "prompt": "c135-s6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The Verdict: Use with caution. Great for AWS-native startups, but keep a close eye on request volumes"}, {"id": "mai-20260917-0922-baseline|c135-s6|google-small|Gravitee", "prompt": "c135-s6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Gravitee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Platforms like **Gravitee** or **Tyk** offer highly functional free or self-hosted tiers"}, {"id": "mai-20260917-0922-baseline|c135-s6|google-small|Tyk", "prompt": "c135-s6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Platforms like **Gravitee** or **Tyk** offer highly functional free or self-hosted tiers"}, {"id": "mai-20260917-0922-baseline|c135-s6|google-small|Celigo", "prompt": "c135-s6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Celigo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look at modern low-code or iPaaS platforms like **Celigo**, **n8n**, or **Activepieces**"}, {"id": "mai-20260917-0922-baseline|c135-s6|google-small|n8n", "prompt": "c135-s6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "look at modern low-code or iPaaS platforms like **Celigo**, **n8n**, or **Activepieces**"}, {"id": "mai-20260917-0922-baseline|c135-s6|google-small|Activepieces", "prompt": "c135-s6", "model": "google-small", "cat": "api-management", "variant": "negative", "raw": "Activepieces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "look at modern low-code or iPaaS platforms like **Celigo**, **n8n**, or **Activepieces**"}, {"id": "mai-20260917-0922-baseline|c135-s6|meta-small|MuleSoft", "prompt": "c135-s6", "model": "meta-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "MuleSoft - This platform is considered to be overbuilt for small businesses and can be costly."}, {"id": "mai-20260917-0922-baseline|c135-s6|meta-small|IBM API Connect", "prompt": "c135-s6", "model": "meta-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Similar to MuleSoft, this platform is also considered to be overbuilt and expensive for small businesses."}, {"id": "mai-20260917-0922-baseline|c135-s6|meta-small|Apigee", "prompt": "c135-s6", "model": "meta-small", "cat": "api-management", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more suitable for larger enterprises... It can be costly and may require significant migration effort."}, {"id": "mai-20260917-0922-baseline|c135-s6|meta-small|Kong Konnect", "prompt": "c135-s6", "model": "meta-small", "cat": "api-management", "variant": "negative", "raw": "Kong Konnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it may require plugin rewrites and DB migration, which can be challenging for small businesses"}, {"id": "mai-20260917-0922-baseline|c135-s6|meta-small|AWS API Gateway", "prompt": "c135-s6", "model": "meta-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "pay-per-use service that is well-suited for small businesses with limited budgets"}, {"id": "mai-20260917-0922-baseline|c135-s6|meta-small|DigitalAPI's Arelio API Gateway", "prompt": "c135-s6", "model": "meta-small", "cat": "api-management", "variant": "negative", "raw": "DigitalAPI's Arelio API Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "designed for small businesses and allows for quick deployment and growth as needed"}, {"id": "mai-20260917-0922-baseline|c135-s6|minimax-small|MuleSoft Anypoint", "prompt": "c135-s6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "MuleSoft Anypoint is one of the most expensive options... far beyond what most small businesses can justify"}, {"id": "mai-20260917-0922-baseline|c135-s6|minimax-small|Google Apigee", "prompt": "c135-s6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "Google Apigee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "typical annual TCO around $330,000, making it completely impractical for small businesses"}, {"id": "mai-20260917-0922-baseline|c135-s6|minimax-small|IBM API Connect", "prompt": "c135-s6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Complex, expensive, enterprise-focused"}, {"id": "mai-20260917-0922-baseline|c135-s6|minimax-small|SAP Integration Suite", "prompt": "c135-s6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "SAP Integration Suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "target enterprise customers with legacy systems and come with premium pricing and complex implementation requirements"}, {"id": "mai-20260917-0922-baseline|c135-s6|minimax-small|Kong Konnect", "prompt": "c135-s6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "Kong Konnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can become very expensive as you scale, and it requires significant technical expertise"}, {"id": "mai-20260917-0922-baseline|c135-s6|minimax-small|AWS API Gateway", "prompt": "c135-s6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "costs can escalate quickly with high-volume traffic, and it requires AWS-native expertise"}, {"id": "mai-20260917-0922-baseline|c135-s6|minimax-small|Azure API Management", "prompt": "c135-s6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Best for Microsoft-first organizations, can be costly"}, {"id": "mai-20260917-0922-baseline|c135-s6|minimax-small|Postman", "prompt": "c135-s6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "Postman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consider lighter-weight solutions like Postman (for testing and basic management)"}, {"id": "mai-20260917-0922-baseline|c135-s6|minimax-small|Zuplo", "prompt": "c135-s6", "model": "minimax-small", "cat": "api-management", "variant": "negative", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Zuplo (offers a generous free tier)"}, {"id": "mai-20260917-0922-baseline|c135-s6|mistral-small|MuleSoft Anypoint", "prompt": "c135-s6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Known for high costs (estimated $15,000–$20,000/year) and steep learning curves"}, {"id": "mai-20260917-0922-baseline|c135-s6|mistral-small|IBM API Connect", "prompt": "c135-s6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "often overkill for small businesses due to high licensing costs and complexity"}, {"id": "mai-20260917-0922-baseline|c135-s6|mistral-small|Apigee (Google Cloud)", "prompt": "c135-s6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "Apigee (Google Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "can become expensive for small-scale operations. It's better suited for enterprise governance"}, {"id": "mai-20260917-0922-baseline|c135-s6|mistral-small|SAP Integration Suite", "prompt": "c135-s6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "SAP Integration Suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Typically carries high costs and complexity, making it less accessible for small businesses."}, {"id": "mai-20260917-0922-baseline|c135-s6|mistral-small|Kong (especially Kong Konnect)", "prompt": "c135-s6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "Kong (especially Kong Konnect)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid or be cautious with ... Kong Konnect unless they have the budget and technical expertise"}, {"id": "mai-20260917-0922-baseline|c135-s6|mistral-small|Postman", "prompt": "c135-s6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "Postman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the $49/user/month Enterprise tier may not be cost-effective for very small teams"}, {"id": "mai-20260917-0922-baseline|c135-s6|mistral-small|AWS API Gateway", "prompt": "c135-s6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Instead, consider AWS API Gateway, Azure API Management, or open-source options like Tyk or Kong OSS"}, {"id": "mai-20260917-0922-baseline|c135-s6|mistral-small|Azure API Management", "prompt": "c135-s6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Instead, consider AWS API Gateway, Azure API Management, or open-source options"}, {"id": "mai-20260917-0922-baseline|c135-s6|mistral-small|Tyk", "prompt": "c135-s6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "open-source options like Tyk or Kong OSS for a more cost-effective and scalable approach"}, {"id": "mai-20260917-0922-baseline|c135-s6|mistral-small|Kong OSS", "prompt": "c135-s6", "model": "mistral-small", "cat": "api-management", "variant": "negative", "raw": "Kong OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "open-source options like Tyk or Kong OSS for a more cost-effective and scalable approach"}, {"id": "mai-20260917-0922-baseline|c135-s6|moonshot-small|MuleSoft", "prompt": "c135-s6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**MuleSoft** | Extremely high cost (~$500K/year), steep learning curve, complex setup."}, {"id": "mai-20260917-0922-baseline|c135-s6|moonshot-small|Apigee (Google)", "prompt": "c135-s6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Apigee (Google)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Expensive pricing tied to API call volume, complex features, best suited for large enterprises"}, {"id": "mai-20260917-0922-baseline|c135-s6|moonshot-small|IBM API Connect", "prompt": "c135-s6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Costly features that are a barrier for small businesses, slow performance, complex features requiring significant expertise."}, {"id": "mai-20260917-0922-baseline|c135-s6|moonshot-small|SAP Integration Suite", "prompt": "c135-s6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "SAP Integration Suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Steep learning curve, high costs, designed for enterprise SAP environments."}, {"id": "mai-20260917-0922-baseline|c135-s6|moonshot-small|AWS API Gateway", "prompt": "c135-s6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While popular, it has hidden cost risks"}, {"id": "mai-20260917-0922-baseline|c135-s6|moonshot-small|Kong", "prompt": "c135-s6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Kong** (open-source with free tier, $25/gateway/month for managed)"}, {"id": "mai-20260917-0922-baseline|c135-s6|moonshot-small|Zuplo", "prompt": "c135-s6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Zuplo** (free 100K requests/month, $25/month for paid)"}, {"id": "mai-20260917-0922-baseline|c135-s6|moonshot-small|Tyk", "prompt": "c135-s6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Tyk** (good for mid-size without extensive DevOps)"}, {"id": "mai-20260917-0922-baseline|c135-s6|moonshot-small|Gravitee", "prompt": "c135-s6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Gravitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Gravitee** (reliable without enterprise overhead)"}, {"id": "mai-20260917-0922-baseline|c135-s6|moonshot-small|Postman", "prompt": "c135-s6", "model": "moonshot-small", "cat": "api-management", "variant": "negative", "raw": "Postman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Postman** (for API testing and basic management)"}, {"id": "mai-20260917-0922-baseline|c135-s6|openai-small|MuleSoft Anypoint Platform", "prompt": "c135-s6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "commonly positioned as an enterprise integration suite, which often means higher total cost and more complexity than a small team needs"}, {"id": "mai-20260917-0922-baseline|c135-s6|openai-small|Google Apigee", "prompt": "c135-s6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "Google Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "powerful, but typically aimed at broader enterprise/API-program use cases; pricing can scale with usage and add up quickly"}, {"id": "mai-20260917-0922-baseline|c135-s6|openai-small|Azure API Management", "prompt": "c135-s6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "solid platform, but its tiered feature set means you may need a higher tier sooner than expected"}, {"id": "mai-20260917-0922-baseline|c135-s6|openai-small|Kong Enterprise / Kong Konnect-style enterprise plans", "prompt": "c135-s6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "Kong Enterprise / Kong Konnect-style enterprise plans", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some important capabilities are commonly gated behind higher tiers or sales-led pricing"}, {"id": "mai-20260917-0922-baseline|c135-s6|openai-small|WSO2 API Platform", "prompt": "c135-s6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "WSO2 API Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "small teams should watch support, deployment, and pricing complexity"}, {"id": "mai-20260917-0922-baseline|c135-s6|openai-small|Postman’s API platform", "prompt": "c135-s6", "model": "openai-small", "cat": "api-management", "variant": "negative", "raw": "Postman’s API platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "positioned more toward regulated/global enterprise teams than simple small-business needs"}, {"id": "mai-20260917-0922-baseline|c135-s6|xai-small|Apigee (Google)", "prompt": "c135-s6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "Apigee (Google)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Key Platforms to Avoid or Approach with Caution: Apigee (Google Cloud) ... \"expensive for smaller teams,\" \"overwhelming complexity\""}, {"id": "mai-20260917-0922-baseline|c135-s6|xai-small|MuleSoft Anypoint", "prompt": "c135-s6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid?** Quote-based pricing ... Explicitly called \"overbuilt\" for small stages"}, {"id": "mai-20260917-0922-baseline|c135-s6|xai-small|IBM API Connect", "prompt": "c135-s6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Expensive for SMBs per G2/TrustRadius reviews (\"costly features barrier for small businesses\")"}, {"id": "mai-20260917-0922-baseline|c135-s6|xai-small|Azure API Management", "prompt": "c135-s6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Premium tiers (~$2,800/month) seen as \"steep\" for startups ... can lead to vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c135-s6|xai-small|WSO2 API Manager", "prompt": "c135-s6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "WSO2 API Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Complex/expensive pricing for smaller setups in some reviews, though open-source core helps"}, {"id": "mai-20260917-0922-baseline|c135-s6|xai-small|AWS API Gateway", "prompt": "c135-s6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "AWS API Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Pay-per-use (~$1–$3.50/million calls), no base fees for low volume—ideal if on AWS"}, {"id": "mai-20260917-0922-baseline|c135-s6|xai-small|Kong (OSS/Konnect)", "prompt": "c135-s6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "Kong (OSS/Konnect)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Free open-source self-hosted; cloud from ~$25/month ... Start with free trials of AWS/Kong"}, {"id": "mai-20260917-0922-baseline|c135-s6|xai-small|Tyk", "prompt": "c135-s6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free tiers, low entry (~$25–$500/month), startup-friendly"}, {"id": "mai-20260917-0922-baseline|c135-s6|xai-small|Zuplo", "prompt": "c135-s6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Tyk or Zuplo: Free tiers, low entry (~$25–$500/month), startup-friendly"}, {"id": "mai-20260917-0922-baseline|c135-s6|xai-small|Postman", "prompt": "c135-s6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "Postman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Great for dev/testing, but upgrade for production"}, {"id": "mai-20260917-0922-baseline|c135-s6|xai-small|SwaggerHub", "prompt": "c135-s6", "model": "xai-small", "cat": "api-management", "variant": "negative", "raw": "SwaggerHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Postman or SwaggerHub: Great for dev/testing, but upgrade for production"}, {"id": "mai-20260917-0922-baseline|c135-s6|zai-small|MuleSoft Anypoint Platform", "prompt": "c135-s6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "MuleSoft Anypoint Platform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Extremely high cost – Licensing and usage fees are often prohibitive for small teams"}, {"id": "mai-20260917-0922-baseline|c135-s6|zai-small|IBM API Connect", "prompt": "c135-s6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "IBM API Connect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "likely unnecessary and expensive for most small businesses"}, {"id": "mai-20260917-0922-baseline|c135-s6|zai-small|Google Apigee (Apigee X)", "prompt": "c135-s6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Google Apigee (Apigee X)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "A premium enterprise solution that will likely strain a small business budget."}, {"id": "mai-20260917-0922-baseline|c135-s6|zai-small|SAP Integration Suite", "prompt": "c135-s6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "SAP Integration Suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Not budget-friendly – Pricing is high for smaller organizations"}, {"id": "mai-20260917-0922-baseline|c135-s6|zai-small|Workato", "prompt": "c135-s6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Workato", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "overkill for simple API management"}, {"id": "mai-20260917-0922-baseline|c135-s6|zai-small|Amazon API Gateway", "prompt": "c135-s6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Amazon API Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Fine for basic routing, but not ideal if you want a complete API management platform."}, {"id": "mai-20260917-0922-baseline|c135-s6|zai-small|Azure API Management", "prompt": "c135-s6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Azure API Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "A solid platform, but only consider it if you have clear, substantial API usage and a budget to match."}, {"id": "mai-20260917-0922-baseline|c135-s6|zai-small|Kong", "prompt": "c135-s6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Kong (open-source) – Flexible, self-hostable, cost-effective"}, {"id": "mai-20260917-0922-baseline|c135-s6|zai-small|Postman", "prompt": "c135-s6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Postman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "not a substitute for a dedicated API gateway"}, {"id": "mai-20260917-0922-baseline|c135-s6|zai-small|Tyk", "prompt": "c135-s6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Tyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Tyk (open-source) – Developer-friendly, good for startups"}, {"id": "mai-20260917-0922-baseline|c135-s6|zai-small|WSO2 API Manager", "prompt": "c135-s6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "WSO2 API Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "WSO2 API Manager – Lightweight, open-source options"}, {"id": "mai-20260917-0922-baseline|c135-s6|zai-small|Nginx", "prompt": "c135-s6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Nginx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Custom implementations with tools like Nginx or Traefik"}, {"id": "mai-20260917-0922-baseline|c135-s6|zai-small|Traefik", "prompt": "c135-s6", "model": "zai-small", "cat": "api-management", "variant": "negative", "raw": "Traefik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Custom implementations with tools like Nginx or Traefik"}, {"id": "mai-20260917-0922-baseline|c136-l1|alibaba-small|Checkmarx One", "prompt": "c136-l1", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For maximum breadth and enterprise scale: Start with **Checkmarx One** or **Veracode**."}, {"id": "mai-20260917-0922-baseline|c136-l1|alibaba-small|Veracode", "prompt": "c136-l1", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For maximum breadth and enterprise scale: Start with **Checkmarx One** or **Veracode**."}, {"id": "mai-20260917-0922-baseline|c136-l1|alibaba-small|Synopsys Coverity", "prompt": "c136-l1", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Synopsys Coverity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For deep analysis in C/C++ or complex architectures: Look at **Synopsys Coverity**."}, {"id": "mai-20260917-0922-baseline|c136-l1|alibaba-small|Snyk Code", "prompt": "c136-l1", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For modern dev speed and DX: Consider **Snyk Code**."}, {"id": "mai-20260917-0922-baseline|c136-l1|alibaba-small|SonarQube / SonarCloud", "prompt": "c136-l1", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube / SonarCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "its security coverage is not as deep as dedicated SAST tools like Checkmarx or Synopsys"}, {"id": "mai-20260917-0922-baseline|c136-l1|anthropic-small|Checkmarx", "prompt": "c136-l1", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Checkmarx, Veracode, or Fortify are recommended if enterprise governance, compliance reporting, and mature procurement paths matter most"}, {"id": "mai-20260917-0922-baseline|c136-l1|anthropic-small|Veracode", "prompt": "c136-l1", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Checkmarx, Veracode, or Fortify are recommended if enterprise governance, compliance reporting, and mature procurement paths matter most"}, {"id": "mai-20260917-0922-baseline|c136-l1|anthropic-small|Fortify", "prompt": "c136-l1", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Fortify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Checkmarx, Veracode, or Fortify are recommended if enterprise governance, compliance reporting, and mature procurement paths matter most"}, {"id": "mai-20260917-0922-baseline|c136-l1|anthropic-small|Checkmarx One", "prompt": "c136-l1", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Checkmarx One offers a holistic approach to appsec from code to cloud with comprehensive SAST capabilities"}, {"id": "mai-20260917-0922-baseline|c136-l1|anthropic-small|Cycode", "prompt": "c136-l1", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Cycode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cycode combines real-time scanning with multi-file and multi-function-level analysis and reduces false positives by 94%"}, {"id": "mai-20260917-0922-baseline|c136-l1|anthropic-small|Mend SAST", "prompt": "c136-l1", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Mend SAST", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mend SAST offers the broadest platform integration for mid-to-large organizations, with a pricing model that reflects that positioning"}, {"id": "mai-20260917-0922-baseline|c136-l1|challenger-small|Checkmarx One", "prompt": "c136-l1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkmarx One** is the safest enterprise default because multiple sources position it as a leading enterprise platform"}, {"id": "mai-20260917-0922-baseline|c136-l1|challenger-small|Veracode", "prompt": "c136-l1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Veracode** if your priority is enterprise compliance and a more managed platform approach."}, {"id": "mai-20260917-0922-baseline|c136-l1|challenger-small|OpenText Fortify", "prompt": "c136-l1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "OpenText Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want a long-established enterprise SAST platform with broad language support and governance features"}, {"id": "mai-20260917-0922-baseline|c136-l1|challenger-small|Semgrep", "prompt": "c136-l1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Semgrep** if speed, developer workflow, and customizable rules matter most."}, {"id": "mai-20260917-0922-baseline|c136-l1|challenger-small|GitHub Advanced Security", "prompt": "c136-l1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if your engineering org is heavily GitHub-native and you want tight repo/CI integration"}, {"id": "mai-20260917-0922-baseline|c136-l1|challenger-small|Corgea", "prompt": "c136-l1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Corgea", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Corgea emphasizes low-noise triage and autofix ... but these are newer-vendor claims rather than the traditional enterprise standard"}, {"id": "mai-20260917-0922-baseline|c136-l1|challenger-small|Aikido", "prompt": "c136-l1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Aikido", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Aikido claims strong false-positive reduction, but these are newer-vendor claims rather than the traditional enterprise standard"}, {"id": "mai-20260917-0922-baseline|c136-l1|deepseek-small|Checkmarx One", "prompt": "c136-l1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want a proven, well-rounded enterprise standard:** **Checkmarx One** — it's the most common pick for large B2B/enterprise AppSec programs."}, {"id": "mai-20260917-0922-baseline|c136-l1|deepseek-small|Veracode", "prompt": "c136-l1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you're in a regulated industry** (fintech, healthtech, gov/defense, or handle third-party code): **Veracode**."}, {"id": "mai-20260917-0922-baseline|c136-l1|deepseek-small|OpenText Fortify", "prompt": "c136-l1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "OpenText Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you have significant legacy/mainframe code:** **OpenText Fortify**."}, {"id": "mai-20260917-0922-baseline|c136-l1|deepseek-small|SonarQube Enterprise", "prompt": "c136-l1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best if you want code quality + security unified*"}, {"id": "mai-20260917-0922-baseline|c136-l1|deepseek-small|Snyk Code", "prompt": "c136-l1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you're budget-conscious and want developer adoption:** **Snyk Code**"}, {"id": "mai-20260917-0922-baseline|c136-l1|deepseek-small|Semgrep", "prompt": "c136-l1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "(or Semgrep as an open-source starting point)"}, {"id": "mai-20260917-0922-baseline|c136-l1|deepseek-small|ZeroPath", "prompt": "c136-l1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "ZeroPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Several newer AI-native tools (e.g., ZeroPath, Aikido, Cycode) advertise 90%+ false-positive reduction"}, {"id": "mai-20260917-0922-baseline|c136-l1|deepseek-small|Aikido", "prompt": "c136-l1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Aikido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "newer AI-native tools (e.g., ZeroPath, Aikido, Cycode) advertise 90%+ false-positive reduction"}, {"id": "mai-20260917-0922-baseline|c136-l1|deepseek-small|Cycode", "prompt": "c136-l1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Cycode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "newer AI-native tools (e.g., ZeroPath, Aikido, Cycode) advertise 90%+ false-positive reduction"}, {"id": "mai-20260917-0922-baseline|c136-l1|google-small|Checkmarx One", "prompt": "c136-l1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best-in-class multi-file taint analysis and enterprise reporting... Go with **Checkmarx** or **Veracode** if you operate in a highly regulated B2B space"}, {"id": "mai-20260917-0922-baseline|c136-l1|google-small|Veracode", "prompt": "c136-l1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with **Checkmarx** or **Veracode** if you operate in a highly regulated B2B space"}, {"id": "mai-20260917-0922-baseline|c136-l1|google-small|Snyk Code", "prompt": "c136-l1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **Snyk** or **GitHub Advanced Security** if your engineering culture is modern"}, {"id": "mai-20260917-0922-baseline|c136-l1|google-small|Semgrep (Enterprise)", "prompt": "c136-l1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Semgrep is a modern favorite for high-velocity engineering teams."}, {"id": "mai-20260917-0922-baseline|c136-l1|google-small|GitHub Advanced Security (GHAS) / CodeQL", "prompt": "c136-l1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "GitHub Advanced Security (GHAS) / CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GHAS (powered by CodeQL) is the easiest tool to roll out"}, {"id": "mai-20260917-0922-baseline|c136-l1|google-small|OpenText Fortify", "prompt": "c136-l1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "OpenText Fortify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Checkmarx** or **OpenText Fortify** | Both offer mature, self-hosted, on-premises deployment options"}, {"id": "mai-20260917-0922-baseline|c136-l1|meta-small|Checkmarx", "prompt": "c136-l1", "model": "meta-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SAST tool for an enterprise B2B company is Checkmarx"}, {"id": "mai-20260917-0922-baseline|c136-l1|minimax-small|Checkmarx One", "prompt": "c136-l1", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkmarx One** or **Veracode** are often considered top choices"}, {"id": "mai-20260917-0922-baseline|c136-l1|minimax-small|Veracode", "prompt": "c136-l1", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Checkmarx One** or **Veracode** are often considered top choices"}, {"id": "mai-20260917-0922-baseline|c136-l1|minimax-small|SonarQube", "prompt": "c136-l1", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Open-source option, strong community, good for DevSecOps"}, {"id": "mai-20260917-0922-baseline|c136-l1|minimax-small|Snyk", "prompt": "c136-l1", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Great for open-source dependency scanning, intuitive UI"}, {"id": "mai-20260917-0922-baseline|c136-l1|minimax-small|Fortify (Perforce)", "prompt": "c136-l1", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Fortify (Perforce)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mature product, strong in financial/enterprise environments"}, {"id": "mai-20260917-0922-baseline|c136-l1|minimax-small|GitLab SAST", "prompt": "c136-l1", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "GitLab SAST", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Seamless GitLab integration, CI/CD native"}, {"id": "mai-20260917-0922-baseline|c136-l1|mistral-small|Checkmarx One", "prompt": "c136-l1", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Checkmarx One** stands out due to its comprehensive language support, strong compliance features, and enterprise-focused capabilities."}, {"id": "mai-20260917-0922-baseline|c136-l1|mistral-small|SonarQube (with SAST capabilities)", "prompt": "c136-l1", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube (with SAST capabilities)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Widely adopted for its deep language support and integration with CI/CD pipelines."}, {"id": "mai-20260917-0922-baseline|c136-l1|mistral-small|Fortify (Micro Focus)", "prompt": "c136-l1", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Fortify (Micro Focus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-grade, supports a broad range of languages and frameworks."}, {"id": "mai-20260917-0922-baseline|c136-l1|mistral-small|GitLab Ultimate (with SAST built-in)", "prompt": "c136-l1", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "GitLab Ultimate (with SAST built-in)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GitLab Ultimate** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c136-l1|moonshot-small|Checkmarx One", "prompt": "c136-l1", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkmarx One** - Best Overall Enterprise Platform"}, {"id": "mai-20260917-0922-baseline|c136-l1|moonshot-small|Veracode", "prompt": "c136-l1", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Veracode** - Best for Compliance-Driven Organizations"}, {"id": "mai-20260917-0922-baseline|c136-l1|moonshot-small|Snyk Code", "prompt": "c136-l1", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Snyk Code** - Best Developer-First Option"}, {"id": "mai-20260917-0922-baseline|c136-l1|moonshot-small|SonarQube Enterprise", "prompt": "c136-l1", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Limitations**: Less security-focused than pure SAST vendors; basic risk reporting"}, {"id": "mai-20260917-0922-baseline|c136-l1|openai-small|Checkmarx One", "prompt": "c136-l1", "model": "openai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkmarx One** or **Veracode**"}, {"id": "mai-20260917-0922-baseline|c136-l1|openai-small|Veracode Static Analysis", "prompt": "c136-l1", "model": "openai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode Static Analysis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Checkmarx One** or **Veracode**"}, {"id": "mai-20260917-0922-baseline|c136-l1|openai-small|Fortify (OpenText)", "prompt": "c136-l1", "model": "openai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Fortify (OpenText)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for centralized security/compliance:** Veracode or Fortify"}, {"id": "mai-20260917-0922-baseline|c136-l1|openai-small|Snyk Code", "prompt": "c136-l1", "model": "openai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for developer adoption:** Snyk Code"}, {"id": "mai-20260917-0922-baseline|c136-l1|openai-small|GitHub Advanced Security", "prompt": "c136-l1", "model": "openai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you are GitHub-native:** GitHub Advanced Security"}, {"id": "mai-20260917-0922-baseline|c136-l1|xai-small|Checkmarx", "prompt": "c136-l1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Checkmarx (often the strongest all-around for enterprises)"}, {"id": "mai-20260917-0922-baseline|c136-l1|xai-small|Veracode", "prompt": "c136-l1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader in Gartner/Forrester evaluations ... Best for: Compliance-heavy B2B"}, {"id": "mai-20260917-0922-baseline|c136-l1|xai-small|OpenText Fortify (formerly Micro Focus)", "prompt": "c136-l1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "OpenText Fortify (formerly Micro Focus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise staple for deep analysis ... Best for: Government/defense B2B"}, {"id": "mai-20260917-0922-baseline|c136-l1|xai-small|Snyk Code", "prompt": "c136-l1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leader in Forrester Wave Q3 2025, developer-first ... Best for: DevSecOps-focused B2B"}, {"id": "mai-20260917-0922-baseline|c136-l1|xai-small|SonarQube", "prompt": "c136-l1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notables: SonarQube (code quality + security, cost-effective)"}, {"id": "mai-20260917-0922-baseline|c136-l1|xai-small|Semgrep", "prompt": "c136-l1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Semgrep (fast/open-source, customizable)"}, {"id": "mai-20260917-0922-baseline|c136-l1|xai-small|GitHub CodeQL", "prompt": "c136-l1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "GitHub CodeQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "GitHub CodeQL (if GitHub-centric)"}, {"id": "mai-20260917-0922-baseline|c136-l1|zai-small|Checkmarx One", "prompt": "c136-l1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkmarx One** (the SaaS offering of Checkmarx) is the best\\u2011fit choice."}, {"id": "mai-20260917-0922-baseline|c136-l1|zai-small|Veracode Static Analysis", "prompt": "c136-l1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode Static Analysis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Veracode Static Analysis** is the strongest alternative."}, {"id": "mai-20260917-0922-baseline|c136-l1|zai-small|Snyk Code", "prompt": "c136-l1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**When to consider Snyk Code or Semgrep CE:** Dev\\u2011centric, fast\\u2011moving teams"}, {"id": "mai-20260917-0922-baseline|c136-l1|zai-small|Semgrep CE", "prompt": "c136-l1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep CE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**When to consider Snyk Code or Semgrep CE:** Open\\u2011source\\u2011friendly environments"}, {"id": "mai-20260917-0922-baseline|c136-l1|zai-small|SonarQube Enterprise", "prompt": "c136-l1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Teams already using SonarQube for quality and want security in the same platform."}, {"id": "mai-20260917-0922-baseline|c136-l1|zai-small|Fortify (OpenText)", "prompt": "c136-l1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Fortify (OpenText)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Legacy\\u2011heavy enterprises that value a proven, audit\\u2011ready tool."}, {"id": "mai-20260917-0922-baseline|c136-l1|zai-small|Klocwork", "prompt": "c136-l1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Klocwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on safety\\u2011critical domains (automotive, aerospace, medical)."}, {"id": "mai-20260917-0922-baseline|c136-l1|zai-small|Coverity (Black Duck)", "prompt": "c136-l1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Coverity (Black Duck)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Large enterprises needing a balanced mix of coverage and governance."}, {"id": "mai-20260917-0922-baseline|c136-l2|alibaba-small|Checkmarx One", "prompt": "c136-l2", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Checkmarx One**"}, {"id": "mai-20260917-0922-baseline|c136-l2|alibaba-small|OpenText Fortify", "prompt": "c136-l2", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "OpenText Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... **OpenText Fortify** (formerly HP Fortify)"}, {"id": "mai-20260917-0922-baseline|c136-l2|alibaba-small|SonarQube Enterprise", "prompt": "c136-l2", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "it is primarily a **Code Quality** tool first"}, {"id": "mai-20260917-0922-baseline|c136-l2|alibaba-small|GitHub Advanced Security (GHAS)", "prompt": "c136-l2", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitHub Advanced Security (GHAS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Companies fully committed to the GitHub ecosystem looking for seamless integration."}, {"id": "mai-20260917-0922-baseline|c136-l2|alibaba-small|Veracode", "prompt": "c136-l2", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-hosted solutions like **Veracode** offer faster scanning times than self-hosted ones like Fortify"}, {"id": "mai-20260917-0922-baseline|c136-l2|anthropic-small|Checkmarx", "prompt": "c136-l2", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Checkmarx** - Known for handling complex enterprise deployments and customization"}, {"id": "mai-20260917-0922-baseline|c136-l2|anthropic-small|Fortify (Micro Focus)", "prompt": "c136-l2", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Fortify (Micro Focus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Long-standing enterprise solution with strong policy management"}, {"id": "mai-20260917-0922-baseline|c136-l2|anthropic-small|Sonarqube", "prompt": "c136-l2", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Sonarqube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good balance of features and ease of use, strong community and enterprise editions"}, {"id": "mai-20260917-0922-baseline|c136-l2|anthropic-small|Veracode", "prompt": "c136-l2", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SaaS-based with strong integrations and managed services"}, {"id": "mai-20260917-0922-baseline|c136-l2|anthropic-small|GitHub Advanced Security / GitLab Security", "prompt": "c136-l2", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitHub Advanced Security / GitLab Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If already using these platforms, integrated security scanning"}, {"id": "mai-20260917-0922-baseline|c136-l2|challenger-small|Checkmarx One", "prompt": "c136-l2", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Checkmarx One** if your priority is enterprise governance, compliance, and a mature AppSec program."}, {"id": "mai-20260917-0922-baseline|c136-l2|challenger-small|GitHub Advanced Security with CodeQL", "prompt": "c136-l2", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitHub Advanced Security with CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the best alternative is usually **GitHub Advanced Security with CodeQL** for GitHub-centric organizations"}, {"id": "mai-20260917-0922-baseline|c136-l2|challenger-small|Semgrep", "prompt": "c136-l2", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Semgrep** if you want maximum flexibility and custom rules with faster developer adoption"}, {"id": "mai-20260917-0922-baseline|c136-l2|challenger-small|Veracode", "prompt": "c136-l2", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong when you want a single enterprise AppSec vendor and compliance-heavy workflows"}, {"id": "mai-20260917-0922-baseline|c136-l2|challenger-small|Fortify", "prompt": "c136-l2", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a strong option for regulated enterprises with formal audit and governance needs"}, {"id": "mai-20260917-0922-baseline|c136-l2|deepseek-small|Checkmarx One", "prompt": "c136-l2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkmarx One** stands out as the strongest overall recommendation"}, {"id": "mai-20260917-0922-baseline|c136-l2|deepseek-small|Veracode", "prompt": "c136-l2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent binary SAST; supports 100+ languages; strong for regulated sectors"}, {"id": "mai-20260917-0922-baseline|c136-l2|deepseek-small|Fortify (OpenText)", "prompt": "c136-l2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Fortify (OpenText)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong compliance certifications (ISO 26262, DO-178B) but complex setup and weaker developer experience"}, {"id": "mai-20260917-0922-baseline|c136-l2|deepseek-small|Semgrep", "prompt": "c136-l2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Faster to deploy (1-3 days vs. weeks), lower cost, transparent pricing — but lacks the depth of enterprise ASPM governance"}, {"id": "mai-20260917-0922-baseline|c136-l2|deepseek-small|GitHub Advanced Security / CodeQL", "prompt": "c136-l2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitHub Advanced Security / CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Integrated right into GitHub; great if your entire SDLC is on GitHub"}, {"id": "mai-20260917-0922-baseline|c136-l2|google-small|Snyk Code", "prompt": "c136-l2", "model": "google-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Snyk Code\n**Best for: Developer Adoption, Velocity, and AI-Assisted Remediation**"}, {"id": "mai-20260917-0922-baseline|c136-l2|google-small|GitHub Advanced Security (GHAS) with CodeQL", "prompt": "c136-l2", "model": "google-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitHub Advanced Security (GHAS) with CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Enterprises fully committed to the GitHub Ecosystem"}, {"id": "mai-20260917-0922-baseline|c136-l2|google-small|Checkmarx One", "prompt": "c136-l2", "model": "google-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Deep Security Analysis, Multi-Language Stacks, and Enterprise Governance"}, {"id": "mai-20260917-0922-baseline|c136-l2|google-small|Veracode", "prompt": "c136-l2", "model": "google-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Compliance-First Industries (Finance/Healthcare) and Legacy Codebases"}, {"id": "mai-20260917-0922-baseline|c136-l2|google-small|Semgrep (Enterprise)", "prompt": "c136-l2", "model": "google-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: High-Performance, Speed-First Security Teams"}, {"id": "mai-20260917-0922-baseline|c136-l2|meta-small|Cycode", "prompt": "c136-l2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Cycode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top static code security scanners include:\n\n1. Cycode"}, {"id": "mai-20260917-0922-baseline|c136-l2|meta-small|SonarQube", "prompt": "c136-l2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. SonarQube"}, {"id": "mai-20260917-0922-baseline|c136-l2|meta-small|Snyk Code", "prompt": "c136-l2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Snyk Code"}, {"id": "mai-20260917-0922-baseline|c136-l2|meta-small|Checkmarx", "prompt": "c136-l2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Checkmarx"}, {"id": "mai-20260917-0922-baseline|c136-l2|meta-small|Semgrep", "prompt": "c136-l2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Semgrep"}, {"id": "mai-20260917-0922-baseline|c136-l2|meta-small|Contrast Scan", "prompt": "c136-l2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Contrast Scan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Contrast Scan"}, {"id": "mai-20260917-0922-baseline|c136-l2|meta-small|Aikido Security", "prompt": "c136-l2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Aikido Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Aikido Security"}, {"id": "mai-20260917-0922-baseline|c136-l2|meta-small|DerScanner", "prompt": "c136-l2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "DerScanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. DerScanner"}, {"id": "mai-20260917-0922-baseline|c136-l2|meta-small|Zeropath", "prompt": "c136-l2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Zeropath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Zeropath"}, {"id": "mai-20260917-0922-baseline|c136-l2|meta-small|Xygeni", "prompt": "c136-l2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Xygeni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Xygeni"}, {"id": "mai-20260917-0922-baseline|c136-l2|meta-small|Fortify Static Code Analyzer", "prompt": "c136-l2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Fortify Static Code Analyzer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "11. Fortify Static Code Analyzer"}, {"id": "mai-20260917-0922-baseline|c136-l2|meta-small|Coverity", "prompt": "c136-l2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Coverity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "12. Coverity"}, {"id": "mai-20260917-0922-baseline|c136-l2|meta-small|Klocwork", "prompt": "c136-l2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Klocwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "13. Klocwork"}, {"id": "mai-20260917-0922-baseline|c136-l2|minimax-small|Checkmarx One", "prompt": "c136-l2", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkmarx One** currently edges out due to its AI-enhanced queries, comprehensive platform"}, {"id": "mai-20260917-0922-baseline|c136-l2|minimax-small|Veracode", "prompt": "c136-l2", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Veracode\n- Very mature enterprise platform"}, {"id": "mai-20260917-0922-baseline|c136-l2|minimax-small|Fortify (OpenText)", "prompt": "c136-l2", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Fortify (OpenText)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another legacy enterprise leader"}, {"id": "mai-20260917-0922-baseline|c136-l2|minimax-small|GitHub Advanced Security", "prompt": "c136-l2", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-effective if already using GitHub Enterprise"}, {"id": "mai-20260917-0922-baseline|c136-l2|minimax-small|Semgrep", "prompt": "c136-l2", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparison with Semgrep or SonarQube for your use case?"}, {"id": "mai-20260917-0922-baseline|c136-l2|minimax-small|SonarQube", "prompt": "c136-l2", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "comparison with Semgrep or SonarQube for your use case?"}, {"id": "mai-20260917-0922-baseline|c136-l2|mistral-small|SonarQube", "prompt": "c136-l2", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend starting with **SonarQube** for broad quality and security coverage"}, {"id": "mai-20260917-0922-baseline|c136-l2|mistral-small|Semgrep", "prompt": "c136-l2", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Semgrep** for custom rules and flexibility"}, {"id": "mai-20260917-0922-baseline|c136-l2|mistral-small|CodeQL", "prompt": "c136-l2", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CodeQL** if you're heavily invested in GitHub"}, {"id": "mai-20260917-0922-baseline|c136-l2|mistral-small|Checkmarx", "prompt": "c136-l2", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For maximum enterprise support and compliance, consider **Checkmarx** or **Veracode**"}, {"id": "mai-20260917-0922-baseline|c136-l2|mistral-small|Veracode", "prompt": "c136-l2", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Another enterprise-grade option, known for its scalability and comprehensive security analysis"}, {"id": "mai-20260917-0922-baseline|c136-l2|moonshot-small|Checkmarx One", "prompt": "c136-l2", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## My Top Recommendation: **Checkmarx One**"}, {"id": "mai-20260917-0922-baseline|c136-l2|moonshot-small|OpenText Fortify", "prompt": "c136-l2", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "OpenText Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OpenText Fortify** - Best language coverage (44+ languages, 350+ frameworks)"}, {"id": "mai-20260917-0922-baseline|c136-l2|moonshot-small|SonarQube Enterprise", "prompt": "c136-l2", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SonarQube Enterprise** - Fastest time-to-first-scan (1-3 days)"}, {"id": "mai-20260917-0922-baseline|c136-l2|moonshot-small|Veracode", "prompt": "c136-l2", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Veracode** - Strong audit trails, binary scanning, third-party validation"}, {"id": "mai-20260917-0922-baseline|c136-l2|moonshot-small|Semgrep", "prompt": "c136-l2", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Semgrep** - Developer-first, highly customizable, transparent pricing"}, {"id": "mai-20260917-0922-baseline|c136-l2|openai-small|Checkmarx One", "prompt": "c136-l2", "model": "openai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd choose **Checkmarx One** for a large B2B enterprise"}, {"id": "mai-20260917-0922-baseline|c136-l2|openai-small|OpenText Fortify", "prompt": "c136-l2", "model": "openai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "OpenText Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Fortify** if you have heavier compliance, older codebases, or strong on-prem / regulated-environment requirements."}, {"id": "mai-20260917-0922-baseline|c136-l2|openai-small|CodeQL/GitHub Advanced Security", "prompt": "c136-l2", "model": "openai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "CodeQL/GitHub Advanced Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong choice if your engineering stack is already centered on GitHub"}, {"id": "mai-20260917-0922-baseline|c136-l2|openai-small|Semgrep", "prompt": "c136-l2", "model": "openai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "I'd be more cautious about relying on it alone for a very large, heterogeneous enterprise"}, {"id": "mai-20260917-0922-baseline|c136-l2|xai-small|Checkmarx", "prompt": "c136-l2", "model": "xai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Checkmarx (now Checkmarx One) as the top static code security scanner (SAST tool)."}, {"id": "mai-20260917-0922-baseline|c136-l2|xai-small|Veracode", "prompt": "c136-l2", "model": "xai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Veracode Static Analysis** (Leader in Gartner & Forrester): Excellent for binary scanning ... but scans can be slower."}, {"id": "mai-20260917-0922-baseline|c136-l2|xai-small|OpenText Fortify", "prompt": "c136-l2", "model": "xai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "OpenText Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top for on-prem/air-gapped setups, legacy languages ... though it may have higher noise without tuning."}, {"id": "mai-20260917-0922-baseline|c136-l2|xai-small|Black Duck", "prompt": "c136-l2", "model": "xai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other leaders like Veracode, OpenText Fortify, and Black Duck also score highly"}, {"id": "mai-20260917-0922-baseline|c136-l2|xai-small|SonarQube Enterprise", "prompt": "c136-l2", "model": "xai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for code quality + security in massive repos; scalable and developer-friendly, but lighter on pure security depth"}, {"id": "mai-20260917-0922-baseline|c136-l2|zai-small|Checkmarx", "prompt": "c136-l2", "model": "zai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B enterprise, **Checkmarx** is the strongest all‑around choice."}, {"id": "mai-20260917-0922-baseline|c136-l2|zai-small|Veracode", "prompt": "c136-l2", "model": "zai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Veracode** – Best for regulated industries"}, {"id": "mai-20260917-0922-baseline|c136-l2|zai-small|OpenText Fortify", "prompt": "c136-l2", "model": "zai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "OpenText Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Legacy depth... More complex onboarding and slower first‑scan times."}, {"id": "mai-20260917-0922-baseline|c136-l2|zai-small|SonarQube", "prompt": "c136-l2", "model": "zai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for developer‑centric adoption... Can become noisy out‑of‑the‑box; requires tuning"}, {"id": "mai-20260917-0922-baseline|c136-l2|zai-small|GitHub Advanced Security / CodeQL", "prompt": "c136-l2", "model": "zai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitHub Advanced Security / CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're GitHub‑native... Limited governance features compared to dedicated SAST tools."}, {"id": "mai-20260917-0922-baseline|c136-l3|alibaba-small|Checkmarx One", "prompt": "c136-l3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Market Leader:** Consistently ranks as a Gartner Magic Quadrant Leader and Forrester Wave Leader."}, {"id": "mai-20260917-0922-baseline|c136-l3|alibaba-small|Synopsys Coverity (formerly Black Duck)", "prompt": "c136-l3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Synopsys Coverity (formerly Black Duck)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Considered the gold standard for static analysis in C, C++, C#, Java, and Python"}, {"id": "mai-20260917-0922-baseline|c136-l3|alibaba-small|OpenText Fortify", "prompt": "c136-l3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "OpenText Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Legacy Language Support:** Unmatched support for older languages"}, {"id": "mai-20260917-0922-baseline|c136-l3|alibaba-small|Veracode", "prompt": "c136-l3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Do you want minimal infrastructure overhead?** If yes, choose **Veracode**."}, {"id": "mai-20260917-0922-baseline|c136-l3|alibaba-small|Snyk Code", "prompt": "c136-l3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Is developer experience and speed your top priority?** If yes, choose **Snyk Code** or **Semgrep**."}, {"id": "mai-20260917-0922-baseline|c136-l3|alibaba-small|Semgrep", "prompt": "c136-l3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best For:** Engineering teams wanting open-source flexibility and custom rule creation."}, {"id": "mai-20260917-0922-baseline|c136-l3|anthropic-small|Checkmarx One", "prompt": "c136-l3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Checkmarx, Veracode, or Fortify are recommended if enterprise governance, compliance reporting, and mature procurement paths matter most"}, {"id": "mai-20260917-0922-baseline|c136-l3|anthropic-small|Veracode", "prompt": "c136-l3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Checkmarx, Veracode, or Fortify are recommended if enterprise governance, compliance reporting, and mature procurement paths matter most"}, {"id": "mai-20260917-0922-baseline|c136-l3|anthropic-small|OpenText Fortify", "prompt": "c136-l3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "OpenText Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For broadest language coverage, Checkmarx and Fortify lead"}, {"id": "mai-20260917-0922-baseline|c136-l3|anthropic-small|Black Duck Coverity", "prompt": "c136-l3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Black Duck Coverity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The main enterprise SAST tools include Checkmarx One, Veracode, OpenText Fortify, Black Duck Coverity, Snyk Code, GitHub CodeQL, Semgrep, and Sonar"}, {"id": "mai-20260917-0922-baseline|c136-l3|anthropic-small|Snyk Code", "prompt": "c136-l3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For developer experience, Snyk scores highest on G2"}, {"id": "mai-20260917-0922-baseline|c136-l3|anthropic-small|GitHub CodeQL", "prompt": "c136-l3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "GitHub Advanced Security for GitHub-native environments"}, {"id": "mai-20260917-0922-baseline|c136-l3|anthropic-small|Semgrep", "prompt": "c136-l3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Semgrep for open-source rules and fast scans"}, {"id": "mai-20260917-0922-baseline|c136-l3|anthropic-small|Sonar", "prompt": "c136-l3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Sonar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "developer-first static analysis (Semgrep, Snyk Code, SonarQube)"}, {"id": "mai-20260917-0922-baseline|c136-l3|anthropic-small|Corgea", "prompt": "c136-l3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Corgea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Corgea for AI-native SAST and autofix"}, {"id": "mai-20260917-0922-baseline|c136-l3|challenger-small|Checkmarx One", "prompt": "c136-l3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Broad enterprise AppSec suite, strong governance, many languages"}, {"id": "mai-20260917-0922-baseline|c136-l3|challenger-small|Veracode", "prompt": "c136-l3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Stands out for source + binary scanning and reporting"}, {"id": "mai-20260917-0922-baseline|c136-l3|challenger-small|OpenText Fortify", "prompt": "c136-l3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "OpenText Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Commonly positioned as powerful but more complex to configure and operate."}, {"id": "mai-20260917-0922-baseline|c136-l3|challenger-small|SonarQube", "prompt": "c136-l3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usually less specialized than premium enterprise AppSec suites"}, {"id": "mai-20260917-0922-baseline|c136-l3|challenger-small|Semgrep", "prompt": "c136-l3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong for custom rule authoring and fast scans"}, {"id": "mai-20260917-0922-baseline|c136-l3|challenger-small|GitHub Advanced Security (CodeQL)", "prompt": "c136-l3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub Advanced Security (CodeQL)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best when source control and scanning need to stay inside GitHub's workflow"}, {"id": "mai-20260917-0922-baseline|c136-l3|challenger-small|Snyk Code", "prompt": "c136-l3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "typically narrower enterprise governance depth than Checkmarx/Veracode/Fortify"}, {"id": "mai-20260917-0922-baseline|c136-l3|challenger-small|Cycode", "prompt": "c136-l3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Cycode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Differentiates by combining SAST with broader risk context, remediation automation, and exploitability analysis."}, {"id": "mai-20260917-0922-baseline|c136-l3|challenger-small|Endor Labs", "prompt": "c136-l3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "That is a major differentiator for Cycode, Endor Labs, Semgrep Pro, and newer AI-native vendors."}, {"id": "mai-20260917-0922-baseline|c136-l3|deepseek-small|Checkmarx One", "prompt": "c136-l3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Broadest portfolio — unifies 9 engines under one ASPM layer... Regulated, large enterprise needing depth & compliance: Checkmarx One, Fortify, Veracode, Coverity"}, {"id": "mai-20260917-0922-baseline|c136-l3|deepseek-small|Veracode Static Analysis", "prompt": "c136-l3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode Static Analysis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Compliance-first organizations that want managed accuracy with minimal maintenance"}, {"id": "mai-20260917-0922-baseline|c136-l3|deepseek-small|OpenText Fortify", "prompt": "c136-l3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "OpenText Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caveats: Historically needs a build to scan accurately..., is slow, and has higher false positives — less ideal for fast-moving agile teams."}, {"id": "mai-20260917-0922-baseline|c136-l3|deepseek-small|Black Duck Coverity", "prompt": "c136-l3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Black Duck Coverity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Safety-critical industries — automotive, aerospace, medical devices, rail — plus C/C++ shops."}, {"id": "mai-20260917-0922-baseline|c136-l3|deepseek-small|HCL AppScan", "prompt": "c136-l3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "HCL AppScan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Legacy enterprise option; part of HCL's AppScan suite, used mainly in regulated environments."}, {"id": "mai-20260917-0922-baseline|c136-l3|deepseek-small|SonarQube", "prompt": "c136-l3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Teams that want quality (clean-code) and security in one platform; strong on-prem option."}, {"id": "mai-20260917-0922-baseline|c136-l3|deepseek-small|Semgrep", "prompt": "c136-l3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Custom-rule control + fast CI: Semgrep."}, {"id": "mai-20260917-0922-baseline|c136-l3|deepseek-small|GitHub Advanced Security — CodeQL", "prompt": "c136-l3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub Advanced Security — CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "deep data-flow analysis produces the lowest false-positive rate of the modern tools"}, {"id": "mai-20260917-0922-baseline|c136-l3|deepseek-small|Snyk Code", "prompt": "c136-l3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Developer-facing AI feedback: Snyk Code."}, {"id": "mai-20260917-0922-baseline|c136-l3|deepseek-small|Cycode SAST", "prompt": "c136-l3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Cycode SAST", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SAST delivered inside a consolidated ASPM platform, with reachability/exploitability analysis"}, {"id": "mai-20260917-0922-baseline|c136-l3|google-small|Black Duck Coverity", "prompt": "c136-l3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Black Duck Coverity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Coverity remains the industry standard for deep, highly accurate code analysis."}, {"id": "mai-20260917-0922-baseline|c136-l3|google-small|Snyk Code", "prompt": "c136-l3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Snyk pioneered the \"developer-first\" approach to security"}, {"id": "mai-20260917-0922-baseline|c136-l3|google-small|Semgrep", "prompt": "c136-l3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "has matured into an AI-powered enterprise powerhouse"}, {"id": "mai-20260917-0922-baseline|c136-l3|google-small|GitHub Advanced Security (CodeQL)", "prompt": "c136-l3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub Advanced Security (CodeQL)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "GitHub's native SAST engine, CodeQL, is highly effective."}, {"id": "mai-20260917-0922-baseline|c136-l3|google-small|Checkmarx One (CxSAST)", "prompt": "c136-l3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One (CxSAST)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a veteran application security testing (AST) platform that has successfully pivoted to a unified cloud-native environment"}, {"id": "mai-20260917-0922-baseline|c136-l3|google-small|Veracode", "prompt": "c136-l3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Veracode is a pioneer in SaaS-based application security"}, {"id": "mai-20260917-0922-baseline|c136-l3|google-small|OpenText Fortify", "prompt": "c136-l3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "OpenText Fortify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "this remains a cornerstone of enterprise security, particularly in public sectors"}, {"id": "mai-20260917-0922-baseline|c136-l3|google-small|Sonar", "prompt": "c136-l3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Sonar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Snyk, Semgrep, and Sonar are designed to be bought or adopted by engineering teams first."}, {"id": "mai-20260917-0922-baseline|c136-l3|meta-small|Checkmarx One", "prompt": "c136-l3", "model": "meta-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Checkmarx One, Veracode, OpenText Fortify"}, {"id": "mai-20260917-0922-baseline|c136-l3|meta-small|Veracode", "prompt": "c136-l3", "model": "meta-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Checkmarx One, Veracode, OpenText Fortify"}, {"id": "mai-20260917-0922-baseline|c136-l3|meta-small|OpenText Fortify", "prompt": "c136-l3", "model": "meta-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "OpenText Fortify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Checkmarx One, Veracode, OpenText Fortify"}, {"id": "mai-20260917-0922-baseline|c136-l3|meta-small|Black Duck Coverity", "prompt": "c136-l3", "model": "meta-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Black Duck Coverity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Black Duck Coverity, Snyk Code, GitHub CodeQL"}, {"id": "mai-20260917-0922-baseline|c136-l3|meta-small|Snyk Code", "prompt": "c136-l3", "model": "meta-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Black Duck Coverity, Snyk Code, GitHub CodeQL"}, {"id": "mai-20260917-0922-baseline|c136-l3|meta-small|GitHub CodeQL", "prompt": "c136-l3", "model": "meta-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub CodeQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Snyk Code, GitHub CodeQL, Semgrep, and SonarQube"}, {"id": "mai-20260917-0922-baseline|c136-l3|meta-small|Semgrep", "prompt": "c136-l3", "model": "meta-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Semgrep, and SonarQube"}, {"id": "mai-20260917-0922-baseline|c136-l3|meta-small|SonarQube", "prompt": "c136-l3", "model": "meta-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Semgrep, and SonarQube"}, {"id": "mai-20260917-0922-baseline|c136-l3|minimax-small|Checkmarx One", "prompt": "c136-l3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Checkmarx One** | Enterprise compliance & governance | AI query generation, comprehensive coverage"}, {"id": "mai-20260917-0922-baseline|c136-l3|minimax-small|OpenText Fortify", "prompt": "c136-l3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "OpenText Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OpenText Fortify** | Legacy enterprise stacks | COBOL/ABAP support, IaC scanning"}, {"id": "mai-20260917-0922-baseline|c136-l3|minimax-small|Veracode", "prompt": "c136-l3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Veracode** | Compliance-driven organizations | Binary scanning, third-party audit support"}, {"id": "mai-20260917-0922-baseline|c136-l3|minimax-small|Black Duck Coverity", "prompt": "c136-l3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Black Duck Coverity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Black Duck Coverity** | Safety-critical industries | TUV SUD certifications"}, {"id": "mai-20260917-0922-baseline|c136-l3|minimax-small|SonarQube Enterprise", "prompt": "c136-l3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SonarQube Enterprise** | Code quality + security | Combined quality & security metrics"}, {"id": "mai-20260917-0922-baseline|c136-l3|minimax-small|Snyk Code", "prompt": "c136-l3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Snyk Code** | Dev-first integrations | GitHub-native, strong IDE integration"}, {"id": "mai-20260917-0922-baseline|c136-l3|minimax-small|ZeroPath", "prompt": "c136-l3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "ZeroPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**AI-native, low noise**: Corgea, Aikido, ZeroPath"}, {"id": "mai-20260917-0922-baseline|c136-l3|minimax-small|Corgea", "prompt": "c136-l3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Corgea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**AI-native, low noise**: Corgea, Aikido, ZeroPath"}, {"id": "mai-20260917-0922-baseline|c136-l3|minimax-small|Aikido", "prompt": "c136-l3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**AI-native, low noise**: Corgea, Aikido, ZeroPath"}, {"id": "mai-20260917-0922-baseline|c136-l3|minimax-small|Semgrep", "prompt": "c136-l3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Open-source flexibility**: Semgrep"}, {"id": "mai-20260917-0922-baseline|c136-l3|minimax-small|Klocwork", "prompt": "c136-l3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Klocwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Safety-critical software**: Coverity, Klocwork"}, {"id": "mai-20260917-0922-baseline|c136-l3|minimax-small|GitHub Advanced Security / CodeQL", "prompt": "c136-l3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub Advanced Security / CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**GitHub-native organizations**: GitHub Advanced Security / CodeQL"}, {"id": "mai-20260917-0922-baseline|c136-l3|mistral-small|Checkmarx One", "prompt": "c136-l3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**All-in-one & compliance:** Checkmarx One, Veracode ... **Standout:** Gartner Leader, strong for consolidation of AppSec categories"}, {"id": "mai-20260917-0922-baseline|c136-l3|mistral-small|OpenText Fortify (Fortify on Demand)", "prompt": "c136-l3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "OpenText Fortify (Fortify on Demand)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Legacy/mainframe:** Fortify, Veracode"}, {"id": "mai-20260917-0922-baseline|c136-l3|mistral-small|Veracode Static Analysis", "prompt": "c136-l3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode Static Analysis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**All-in-one & compliance:** Checkmarx One, Veracode"}, {"id": "mai-20260917-0922-baseline|c136-l3|mistral-small|Black Duck Coverity", "prompt": "c136-l3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Black Duck Coverity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Safety-critical:** Coverity"}, {"id": "mai-20260917-0922-baseline|c136-l3|mistral-small|HCL AppScan", "prompt": "c136-l3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "HCL AppScan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Unified AppSec with both modern and legacy language support"}, {"id": "mai-20260917-0922-baseline|c136-l3|mistral-small|SonarQube Enterprise", "prompt": "c136-l3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Code quality + security:** SonarQube"}, {"id": "mai-20260917-0922-baseline|c136-l3|mistral-small|Snyk Code", "prompt": "c136-l3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best For:** Teams needing integration with modern DevOps pipelines"}, {"id": "mai-20260917-0922-baseline|c136-l3|mistral-small|Semgrep", "prompt": "c136-l3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best For:** Teams wanting custom rules and open-source flexibility"}, {"id": "mai-20260917-0922-baseline|c136-l3|mistral-small|Cycode", "prompt": "c136-l3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Cycode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**AI-driven accuracy:** Cycode"}, {"id": "mai-20260917-0922-baseline|c136-l3|moonshot-small|Checkmarx One", "prompt": "c136-l3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Checkmarx if you need a single platform to replace multiple point solutions"}, {"id": "mai-20260917-0922-baseline|c136-l3|moonshot-small|Veracode Static Analysis", "prompt": "c136-l3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode Static Analysis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Veracode if you need FedRAMP, must audit third-party binaries without source code"}, {"id": "mai-20260917-0922-baseline|c136-l3|moonshot-small|OpenText Fortify", "prompt": "c136-l3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "OpenText Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Fortify if you run COBOL/ABAP/mainframe code alongside modern apps or require air-gapped scanning."}, {"id": "mai-20260917-0922-baseline|c136-l3|moonshot-small|Black Duck Coverity (Synopsys)", "prompt": "c136-l3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Black Duck Coverity (Synopsys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Coverity if you are in safety-critical development"}, {"id": "mai-20260917-0922-baseline|c136-l3|moonshot-small|SonarQube Enterprise / SonarCloud", "prompt": "c136-l3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube Enterprise / SonarCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose SonarQube if developer adoption and code quality are equal priorities to security"}, {"id": "mai-20260917-0922-baseline|c136-l3|moonshot-small|HCL AppScan", "prompt": "c136-l3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "HCL AppScan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Less dominant in modern DevSecOps conversations than Checkmarx or Veracode, but remains a staple in large financial services."}, {"id": "mai-20260917-0922-baseline|c136-l3|moonshot-small|GitHub CodeQL", "prompt": "c136-l3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub CodeQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "increasingly adopted at enterprise scale but differ from traditional vendors"}, {"id": "mai-20260917-0922-baseline|c136-l3|moonshot-small|Semgrep", "prompt": "c136-l3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Hours to deploy; highly customizable rules; diff-aware; less mature governance out-of-box"}, {"id": "mai-20260917-0922-baseline|c136-l3|openai-small|Checkmarx SAST", "prompt": "c136-l3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx SAST", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## 1) Checkmarx SAST\n**Best for:** deep source-code security analysis in large, regulated environments."}, {"id": "mai-20260917-0922-baseline|c136-l3|openai-small|OpenText Fortify Static Code Analyzer", "prompt": "c136-l3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "OpenText Fortify Static Code Analyzer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Can be more complex to configure than developer-first tools."}, {"id": "mai-20260917-0922-baseline|c136-l3|openai-small|Veracode Static Analysis", "prompt": "c136-l3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode Static Analysis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you care most about source-optional / SaaS scanning\nPick: **Veracode**."}, {"id": "mai-20260917-0922-baseline|c136-l3|openai-small|GitHub CodeQL / GitHub Advanced Security", "prompt": "c136-l3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub CodeQL / GitHub Advanced Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best GitHub-native option:** CodeQL / GitHub Advanced Security."}, {"id": "mai-20260917-0922-baseline|c136-l3|openai-small|SonarQube Enterprise", "prompt": "c136-l3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best developer-friendly all-rounder:** Snyk Code or SonarQube."}, {"id": "mai-20260917-0922-baseline|c136-l3|openai-small|Snyk Code", "prompt": "c136-l3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best developer-friendly all-rounder:** Snyk Code or SonarQube."}, {"id": "mai-20260917-0922-baseline|c136-l3|xai-small|Checkmarx One", "prompt": "c136-l3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkmarx One** (often positioned highest in Gartner's Completeness of Vision)"}, {"id": "mai-20260917-0922-baseline|c136-l3|xai-small|Veracode Static Analysis", "prompt": "c136-l3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode Static Analysis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Binary/source scanning, compliance/policy engine, AI fixes, scalable for monoliths"}, {"id": "mai-20260917-0922-baseline|c136-l3|xai-small|OpenText Fortify", "prompt": "c136-l3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "OpenText Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Legacy lang support, deep dataflow, audit-ready reports"}, {"id": "mai-20260917-0922-baseline|c136-l3|xai-small|Synopsys Black Duck Coverity", "prompt": "c136-l3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Synopsys Black Duck Coverity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(strong in depth for safety-critical code)"}, {"id": "mai-20260917-0922-baseline|c136-l3|xai-small|SonarQube Enterprise", "prompt": "c136-l3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(widely used for its code quality + security combo)"}, {"id": "mai-20260917-0922-baseline|c136-l3|xai-small|HCL AppScan", "prompt": "c136-l3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "HCL AppScan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others frequently mentioned: HCL AppScan"}, {"id": "mai-20260917-0922-baseline|c136-l3|xai-small|Perforce Klocwork", "prompt": "c136-l3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Perforce Klocwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Perforce Klocwork (for C/C++)"}, {"id": "mai-20260917-0922-baseline|c136-l3|xai-small|Snyk Code", "prompt": "c136-l3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Snyk Code (developer-first edge)"}, {"id": "mai-20260917-0922-baseline|c136-l3|xai-small|Semgrep", "prompt": "c136-l3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "better than basic pattern-matching in open-source like Semgrep"}, {"id": "mai-20260917-0922-baseline|c136-l3|zai-small|Checkmarx One", "prompt": "c136-l3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Checkmarx is a market leader in consolidating Application Security (AppSec) categories... Choose Checkmarx if you want a unified platform"}, {"id": "mai-20260917-0922-baseline|c136-l3|zai-small|OpenText Fortify (Static Code Analyzer)", "prompt": "c136-l3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "OpenText Fortify (Static Code Analyzer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Fortify if you have a massive, complex codebase with a mix of modern and legacy languages"}, {"id": "mai-20260917-0922-baseline|c136-l3|zai-small|Veracode Static Analysis", "prompt": "c136-l3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode Static Analysis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Veracode if you need to scan binary artifacts or third-party libraries and want a pure SaaS solution."}, {"id": "mai-20260917-0922-baseline|c136-l3|zai-small|SonarQube (Enterprise Edition / Advanced Security)", "prompt": "c136-l3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube (Enterprise Edition / Advanced Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose SonarQube if you want to improve developer velocity and code quality alongside security."}, {"id": "mai-20260917-0922-baseline|c136-l3|zai-small|Black Duck Coverity", "prompt": "c136-l3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Black Duck Coverity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Coverity if you are in the Automotive, Aerospace, or Medical device industry."}, {"id": "mai-20260917-0922-baseline|c136-l3|zai-small|HCL AppScan", "prompt": "c136-l3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "HCL AppScan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A strong competitor in the legacy enterprise space, HCL AppScan is often chosen by large banks"}, {"id": "mai-20260917-0922-baseline|c136-l3|zai-small|Mend (formerly Synopsys SAST)", "prompt": "c136-l3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Mend (formerly Synopsys SAST)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A newer entrant that focuses on low-noise scanning and AI-driven remediation."}, {"id": "mai-20260917-0922-baseline|c136-l4|alibaba-small|Checkmarx One", "prompt": "c136-l4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Checkmarx One**. It is the go-to for regulated industries and large enterprises."}, {"id": "mai-20260917-0922-baseline|c136-l4|alibaba-small|SonarQube / SonarCloud", "prompt": "c136-l4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube / SonarCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LOC-based can be hard to forecast if codebase grows rapidly"}, {"id": "mai-20260917-0922-baseline|c136-l4|alibaba-small|Semgrep", "prompt": "c136-l4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Semgrep** or **Snyk Code**. Their per-developer pricing ... allows finance teams to calculate exact budgets"}, {"id": "mai-20260917-0922-baseline|c136-l4|alibaba-small|GitHub Advanced Security", "prompt": "c136-l4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "→ **GitHub Advanced Security** (if you use GitHub). It’s the most predictable because there is literally **no extra charge** for SAST"}, {"id": "mai-20260917-0922-baseline|c136-l4|alibaba-small|Coverity", "prompt": "c136-l4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Coverity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "less depth in some specialized areas compared to dedicated tools like Checkmarx or Coverity"}, {"id": "mai-20260917-0922-baseline|c136-l4|alibaba-small|Snyk Code", "prompt": "c136-l4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Snyk Code** | Per Developer ($25/mo) | **High**"}, {"id": "mai-20260917-0922-baseline|c136-l4|anthropic-small|Snyk Code", "prompt": "c136-l4", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Per-developer pricing at around $25/dev/month, with clear cost scaling across thousands of users."}, {"id": "mai-20260917-0922-baseline|c136-l4|anthropic-small|ZeroPath", "prompt": "c136-l4", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "ZeroPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ZeroPath is the strongest choice"}, {"id": "mai-20260917-0922-baseline|c136-l4|anthropic-small|Semgrep", "prompt": "c136-l4", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "all at a price point that undercuts legacy vendors by 90% or more"}, {"id": "mai-20260917-0922-baseline|c136-l4|anthropic-small|Checkmarx", "prompt": "c136-l4", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkmarx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid for Predictability ... Tools like Checkmarx, Veracode, and Fortify offer powerful enterprise features but lack transparent pricing at scale."}, {"id": "mai-20260917-0922-baseline|c136-l4|anthropic-small|Veracode", "prompt": "c136-l4", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools like Checkmarx, Veracode, and Fortify ... lack transparent pricing at scale."}, {"id": "mai-20260917-0922-baseline|c136-l4|anthropic-small|Fortify", "prompt": "c136-l4", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Fortify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Tools like Checkmarx, Veracode, and Fortify ... lack transparent pricing at scale."}, {"id": "mai-20260917-0922-baseline|c136-l4|challenger-small|Checkmarx", "prompt": "c136-l4", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkmarx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkmarx** is the strongest fit ... because it offers a **flat enterprise license**"}, {"id": "mai-20260917-0922-baseline|c136-l4|challenger-small|SonarQube", "prompt": "c136-l4", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "can be predictable if you prefer **per-instance / LOC-based** pricing"}, {"id": "mai-20260917-0922-baseline|c136-l4|challenger-small|GraphNode", "prompt": "c136-l4", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "GraphNode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "asset-based pricing, which the source says tends to be more predictable for growing teams, but it is presented as a more specialized recommendation"}, {"id": "mai-20260917-0922-baseline|c136-l4|deepseek-small|Checkmarx One", "prompt": "c136-l4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkmarx One under a flat-rate enterprise agreement** is the most commonly recommended choice"}, {"id": "mai-20260917-0922-baseline|c136-l4|deepseek-small|Veracode", "prompt": "c136-l4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for heavily regulated industries... *Caveat:* their traditional per-application model is the opposite of predictable"}, {"id": "mai-20260917-0922-baseline|c136-l4|deepseek-small|Snyk", "prompt": "c136-l4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing models that scale per-developer (Snyk, Semgrep) or per-line-of-code (SonarQube) multiply unpredictably at that scale"}, {"id": "mai-20260917-0922-baseline|c136-l4|deepseek-small|Semgrep", "prompt": "c136-l4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing is **per-contributor** ... grows linearly with headcount \\u2014 acceptable only if you want that tradeoff"}, {"id": "mai-20260917-0922-baseline|c136-l4|deepseek-small|SonarQube", "prompt": "c136-l4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid per-LOC (SonarQube) and strict per-application (Veracode legacy) models** at your scale"}, {"id": "mai-20260917-0922-baseline|c136-l4|deepseek-small|ZeroPath", "prompt": "c136-l4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "ZeroPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Snyk ($25/dev/mo), Semgrep ($30+/contributor), ZeroPath"}, {"id": "mai-20260917-0922-baseline|c136-l4|deepseek-small|Fortify", "prompt": "c136-l4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Synopsys Coverity / Fortify** \\u2014 solid enterprise flat-rate option with strong compliance, quote-based."}, {"id": "mai-20260917-0922-baseline|c136-l4|deepseek-small|Synopsys Coverity", "prompt": "c136-l4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Synopsys Coverity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "solid enterprise flat-rate option with strong compliance, quote-based"}, {"id": "mai-20260917-0922-baseline|c136-l4|google-small|Snyk", "prompt": "c136-l4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "charge **per active developer or committer**... this cost is highly unpredictable"}, {"id": "mai-20260917-0922-baseline|c136-l4|google-small|GitHub Advanced Security", "prompt": "c136-l4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Most modern, developer-first SAST tools (such as Snyk, GitHub Advanced Security, and Semgrep) charge **per active developer or committer**"}, {"id": "mai-20260917-0922-baseline|c136-l4|google-small|Semgrep", "prompt": "c136-l4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "charge **per active developer or committer**... cost is highly unpredictable"}, {"id": "mai-20260917-0922-baseline|c136-l4|google-small|SonarQube Server (Enterprise or Data Center Edition)", "prompt": "c136-l4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Server (Enterprise or Data Center Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "SonarQube is the industry standard for **unlimited user pricing**... You can onboard 10,000 developers tomorrow and your bill won't change"}, {"id": "mai-20260917-0922-baseline|c136-l4|google-small|Veracode", "prompt": "c136-l4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Veracode provides highly predictable pricing with unlimited scans and unlimited users."}, {"id": "mai-20260917-0922-baseline|c136-l4|google-small|Checkmarx", "prompt": "c136-l4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkmarx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You want maximum security depth and a flat annual fee. | **Checkmarx** | **Enterprise ELA (Negotiated)**"}, {"id": "mai-20260917-0922-baseline|c136-l4|google-small|OpenText Fortify", "prompt": "c136-l4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "OpenText Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Checkmarx or OpenText Fortify (Self-Hosted/On-Premise ELAs)... Completely predictable budgets"}, {"id": "mai-20260917-0922-baseline|c136-l4|google-small|Semgrep OSS (CLI)", "prompt": "c136-l4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep OSS (CLI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "you can deploy **Semgrep OSS (CLI)**, **Bandit (Python)**, or **Brakeman (Ruby)** directly within your Git/CI pipelines"}, {"id": "mai-20260917-0922-baseline|c136-l4|google-small|Bandit (Python)", "prompt": "c136-l4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit (Python)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "deploy **Semgrep OSS (CLI)**, **Bandit (Python)**, or **Brakeman (Ruby)**"}, {"id": "mai-20260917-0922-baseline|c136-l4|google-small|Brakeman (Ruby)", "prompt": "c136-l4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Brakeman (Ruby)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "deploy **Semgrep OSS (CLI)**, **Bandit (Python)**, or **Brakeman (Ruby)**"}, {"id": "mai-20260917-0922-baseline|c136-l4|meta-small|ZeroPath", "prompt": "c136-l4", "model": "meta-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "ZeroPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top SAST tools mentioned include ZeroPath, Checkmarx, Snyk, Semgrep, and Veracode"}, {"id": "mai-20260917-0922-baseline|c136-l4|meta-small|Checkmarx", "prompt": "c136-l4", "model": "meta-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkmarx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Checkmarx has a flat enterprise pricing model that starts around $40-59K/year base"}, {"id": "mai-20260917-0922-baseline|c136-l4|meta-small|Snyk", "prompt": "c136-l4", "model": "meta-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Snyk has a per-developer pricing model that starts at $25/dev/month"}, {"id": "mai-20260917-0922-baseline|c136-l4|meta-small|Semgrep", "prompt": "c136-l4", "model": "meta-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top SAST tools mentioned include ZeroPath, Checkmarx, Snyk, Semgrep, and Veracode"}, {"id": "mai-20260917-0922-baseline|c136-l4|meta-small|Veracode", "prompt": "c136-l4", "model": "meta-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top SAST tools mentioned include ZeroPath, Checkmarx, Snyk, Semgrep, and Veracode"}, {"id": "mai-20260917-0922-baseline|c136-l4|minimax-small|Checkmarx", "prompt": "c136-l4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Checkmarx**: $650-$2,000 per developer/year depending on modules"}, {"id": "mai-20260917-0922-baseline|c136-l4|minimax-small|Snyk", "prompt": "c136-l4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Most enterprise SAST tools (Checkmarx, Snyk, Semgrep, Veracode) price per developer"}, {"id": "mai-20260917-0922-baseline|c136-l4|minimax-small|Semgrep", "prompt": "c136-l4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Semgrep**: ~$25-60 per developer/month"}, {"id": "mai-20260917-0922-baseline|c136-l4|minimax-small|Veracode", "prompt": "c136-l4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Most enterprise SAST tools (Checkmarx, Snyk, Semgrep, Veracode) price per developer"}, {"id": "mai-20260917-0922-baseline|c136-l4|minimax-small|Offensive360", "prompt": "c136-l4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Offensive360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Offensive360** is the best fit because: 1. **Fixed annual cost** regardless of developer headcount"}, {"id": "mai-20260917-0922-baseline|c136-l4|minimax-small|StaticCodeAudit", "prompt": "c136-l4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "StaticCodeAudit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "also uses a flat annual license model based on scan capacity ... though they're more positioned toward smaller teams"}, {"id": "mai-20260917-0922-baseline|c136-l4|mistral-small|Semgrep", "prompt": "c136-l4", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Semgrep** or **Snyk Code** are the best choices due to their transparent, per-developer pricing models"}, {"id": "mai-20260917-0922-baseline|c136-l4|mistral-small|Snyk Code", "prompt": "c136-l4", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Semgrep** or **Snyk Code** are the best choices due to their transparent, per-developer pricing models"}, {"id": "mai-20260917-0922-baseline|c136-l4|mistral-small|ZeroPath", "prompt": "c136-l4", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "ZeroPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer a flat base fee plus per-developer cost, **ZeroPath** is also a strong option."}, {"id": "mai-20260917-0922-baseline|c136-l4|mistral-small|Checkmarx", "prompt": "c136-l4", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkmarx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "use custom, quote-based pricing, which can be unpredictable for large-scale deployments... Avoid tools with custom quotes"}, {"id": "mai-20260917-0922-baseline|c136-l4|mistral-small|Fortify", "prompt": "c136-l4", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Fortify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Checkmarx** and **Fortify** use custom, quote-based pricing, which can be unpredictable"}, {"id": "mai-20260917-0922-baseline|c136-l4|mistral-small|SonarQube", "prompt": "c136-l4", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "have different pricing models (e.g., per LOC or per user), which may not scale as predictably"}, {"id": "mai-20260917-0922-baseline|c136-l4|mistral-small|GitHub Advanced Security", "prompt": "c136-l4", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "have different pricing models (e.g., per LOC or per user), which may not scale as predictably"}, {"id": "mai-20260917-0922-baseline|c136-l4|moonshot-small|Checkmarx One", "prompt": "c136-l4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkmarx One** first - specifically negotiate for their platform/flat enterprise pricing rather than per-user"}, {"id": "mai-20260917-0922-baseline|c136-l4|moonshot-small|SonarQube Enterprise/Developer Edition", "prompt": "c136-l4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Enterprise/Developer Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SonarQube Enterprise** as a backup - their KLOC model is more predictable for large codebases"}, {"id": "mai-20260917-0922-baseline|c136-l4|moonshot-small|Semgrep Enterprise", "prompt": "c136-l4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Why it could work**: More predictable than strict per-employee models; open-source option available"}, {"id": "mai-20260917-0922-baseline|c136-l4|moonshot-small|Snyk", "prompt": "c136-l4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Per-developer/seat** (Snyk: $25/dev/mo) | Costs explode linearly with headcount growth"}, {"id": "mai-20260917-0922-baseline|c136-l4|moonshot-small|Veracode", "prompt": "c136-l4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Per-application** (Veracode: $15K-50K/app) | Unpredictable as app portfolio grows"}, {"id": "mai-20260917-0922-baseline|c136-l4|moonshot-small|Fortify", "prompt": "c136-l4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Per-lines-of-code** (Fortify: $2-5/KLOC) | Can be unpredictable with code growth"}, {"id": "mai-20260917-0922-baseline|c136-l4|openai-small|SonarQube Server or SonarQube Cloud Enterprise", "prompt": "c136-l4", "model": "openai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Server or SonarQube Cloud Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **SonarQube Server or SonarQube Cloud Enterprise**"}, {"id": "mai-20260917-0922-baseline|c136-l4|openai-small|Checkmarx Fusion / Checkmarx One", "prompt": "c136-l4", "model": "openai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkmarx Fusion / Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Checkmarx Fusion / Checkmarx One** is also positioned around predictable cost and enterprise scale"}, {"id": "mai-20260917-0922-baseline|c136-l4|xai-small|SonarQube", "prompt": "c136-l4", "model": "xai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SonarQube (self-hosted Enterprise or Data Center Edition) stands out as the best SAST tool for a large company needing predictable total costs"}, {"id": "mai-20260917-0922-baseline|c136-l4|xai-small|Snyk", "prompt": "c136-l4", "model": "xai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Directly proportional to users—explodes at thousands. | $300K–$1M+/year"}, {"id": "mai-20260917-0922-baseline|c136-l4|xai-small|Semgrep", "prompt": "c136-l4", "model": "xai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Semgrep at ~$30–$60/contributor/month"}, {"id": "mai-20260917-0922-baseline|c136-l4|xai-small|Aikido", "prompt": "c136-l4", "model": "xai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Aikido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "or Aikido's seat-based tiers"}, {"id": "mai-20260917-0922-baseline|c136-l4|xai-small|Checkmarx One", "prompt": "c136-l4", "model": "xai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Negotiated/custom; can tie to devs/apps, less transparent. Good for all-in-one (SAST+SCA+DAST)."}, {"id": "mai-20260917-0922-baseline|c136-l4|xai-small|Veracode", "prompt": "c136-l4", "model": "xai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Scales with apps/portfolio, not fixed for user growth. Strong in regulated industries."}, {"id": "mai-20260917-0922-baseline|c136-l4|xai-small|OpenText Fortify", "prompt": "c136-l4", "model": "xai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "OpenText Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Similar to Sonar but less modern UI; legacy strength (44+ langs incl. COBOL)."}, {"id": "mai-20260917-0922-baseline|c136-l4|zai-small|Snyk Code", "prompt": "c136-l4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SAST tool is **Snyk Code**"}, {"id": "mai-20260917-0922-baseline|c136-l4|zai-small|Checkmarx", "prompt": "c136-l4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkmarx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools to Avoid... **Checkmarx:** Uses a **quote-based** model"}, {"id": "mai-20260917-0922-baseline|c136-l4|zai-small|SonarQube", "prompt": "c136-l4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**SonarQube (Enterprise/Data Center):** Uses a **Lines of Code (LOC)** model... highly unpredictable"}, {"id": "mai-20260917-0922-baseline|c136-l4|zai-small|Semgrep", "prompt": "c136-l4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Contender: Semgrep (Teams Tier)... is the runner-up"}, {"id": "mai-20260917-0922-baseline|c136-l4|zai-small|Veracode", "prompt": "c136-l4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Veracode:** Uses a **per-application** model... cost scales nonlinearly"}, {"id": "mai-20260917-0922-baseline|c136-l5|alibaba-small|Veracode", "prompt": "c136-l5", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "focus on **\"Platform\"** tools (like Veracode, Checkmarx, SonarQube Enterprise, or Contrast)"}, {"id": "mai-20260917-0922-baseline|c136-l5|alibaba-small|Checkmarx", "prompt": "c136-l5", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Checkmarx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "focus on **\"Platform\"** tools (like Veracode, Checkmarx, SonarQube Enterprise, or Contrast)"}, {"id": "mai-20260917-0922-baseline|c136-l5|alibaba-small|SonarQube Enterprise", "prompt": "c136-l5", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "SonarQube Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "focus on **\"Platform\"** tools (like Veracode, Checkmarx, SonarQube Enterprise, or Contrast)"}, {"id": "mai-20260917-0922-baseline|c136-l5|alibaba-small|Contrast", "prompt": "c136-l5", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Contrast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "focus on **\"Platform\"** tools (like Veracode, Checkmarx, SonarQube Enterprise, or Contrast)"}, {"id": "mai-20260917-0922-baseline|c136-l5|meta-small|Checkmarx", "prompt": "c136-l5", "model": "meta-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Checkmarx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top enterprise SAST tools that meet these criteria include:\n\n1. Checkmarx"}, {"id": "mai-20260917-0922-baseline|c136-l5|meta-small|Veracode", "prompt": "c136-l5", "model": "meta-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Veracode"}, {"id": "mai-20260917-0922-baseline|c136-l5|meta-small|Fortify", "prompt": "c136-l5", "model": "meta-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Fortify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Fortify"}, {"id": "mai-20260917-0922-baseline|c136-l5|meta-small|Semgrep", "prompt": "c136-l5", "model": "meta-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Semgrep"}, {"id": "mai-20260917-0922-baseline|c136-l5|meta-small|Snyk Code", "prompt": "c136-l5", "model": "meta-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Snyk Code"}, {"id": "mai-20260917-0922-baseline|c136-l5|meta-small|SonarQube", "prompt": "c136-l5", "model": "meta-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. SonarQube"}, {"id": "mai-20260917-0922-baseline|c136-l5|meta-small|Aikido Security", "prompt": "c136-l5", "model": "meta-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Aikido Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Aikido Security"}, {"id": "mai-20260917-0922-baseline|c136-l5|meta-small|OX Security", "prompt": "c136-l5", "model": "meta-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "OX Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. OX Security"}, {"id": "mai-20260917-0922-baseline|c136-l5|mistral-small|Checkmarx", "prompt": "c136-l5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Checkmarx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Checkmarx** (SAST, SCA, IaC)"}, {"id": "mai-20260917-0922-baseline|c136-l5|mistral-small|SonarQube", "prompt": "c136-l5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SonarQube** (Open-source core, enterprise features)"}, {"id": "mai-20260917-0922-baseline|c136-l5|mistral-small|GitLab Ultimate", "prompt": "c136-l5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "GitLab Ultimate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**GitLab Ultimate** (Built-in SAST, SSO, SOC 2)"}, {"id": "mai-20260917-0922-baseline|c136-l5|mistral-small|Veracode", "prompt": "c136-l5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Veracode** (SAST, DAST, SCA)"}, {"id": "mai-20260917-0922-baseline|c136-l5|mistral-small|Fortify", "prompt": "c136-l5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Fortify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Fortify** (Micro Focus)"}, {"id": "mai-20260917-0922-baseline|c136-l5|mistral-small|Snyk Code", "prompt": "c136-l5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Snyk Code** (SAST, SCA, container scanning)"}, {"id": "mai-20260917-0922-baseline|c136-l5|mistral-small|Semgrep", "prompt": "c136-l5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Semgrep** (Open-source core, enterprise features)"}, {"id": "mai-20260917-0922-baseline|c136-l5|moonshot-small|Checkmarx", "prompt": "c136-l5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Checkmarx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Veracode** or **Checkmarx** — if you need: Binary analysis"}, {"id": "mai-20260917-0922-baseline|c136-l5|moonshot-small|Veracode", "prompt": "c136-l5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Veracode** or **Checkmarx** — if you need: ... Defensible audit trails for regulators"}, {"id": "mai-20260917-0922-baseline|c136-l5|moonshot-small|SonarQube Enterprise", "prompt": "c136-l5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "SonarQube Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Balanced Approach **SonarQube Enterprise** — if you want: Code quality + security in one platform"}, {"id": "mai-20260917-0922-baseline|c136-l5|moonshot-small|Snyk", "prompt": "c136-l5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Snyk** or **Semgrep** — if you prioritize: Fast rollout across hundreds of repos"}, {"id": "mai-20260917-0922-baseline|c136-l5|moonshot-small|Semgrep", "prompt": "c136-l5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Snyk** or **Semgrep** — if you prioritize: ... Minimal false positives"}, {"id": "mai-20260917-0922-baseline|c136-l5|moonshot-small|Aikido", "prompt": "c136-l5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Aikido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Aikido** | Noise reduction, fast deployment | Per-seat, transparent"}, {"id": "mai-20260917-0922-baseline|c136-l5|moonshot-small|Fortify", "prompt": "c136-l5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Fortify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Lines-of-code** (Fortify) | $2-5 per thousand LOC | Large monoliths | Cost explodes with codebase growth"}, {"id": "mai-20260917-0922-baseline|c136-l5|xai-small|Checkmarx One", "prompt": "c136-l5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist based on your stack (e.g., Checkmarx for broad/compliance depth)."}, {"id": "mai-20260917-0922-baseline|c136-l5|xai-small|Veracode", "prompt": "c136-l5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise-grade SAST like Checkmarx One, Veracode, Fortify, Snyk Code, SonarQube (Enterprise), Semgrep, and ZeroPath frequently top lists"}, {"id": "mai-20260917-0922-baseline|c136-l5|xai-small|Fortify", "prompt": "c136-l5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Fortify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Scalability | 15% | Fortify, SonarQube |"}, {"id": "mai-20260917-0922-baseline|c136-l5|xai-small|Snyk Code", "prompt": "c136-l5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Compliance/SSO | 25% | Checkmarx, Veracode, Snyk |"}, {"id": "mai-20260917-0922-baseline|c136-l5|xai-small|SonarQube (Enterprise)", "prompt": "c136-l5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "SonarQube (Enterprise)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "frequently top lists for such setups due to their SSO/RBAC, SOC 2 Type II, and policy enforcement"}, {"id": "mai-20260917-0922-baseline|c136-l5|xai-small|Semgrep", "prompt": "c136-l5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Detection | 20% | Semgrep, ZeroPath |"}, {"id": "mai-20260917-0922-baseline|c136-l5|xai-small|ZeroPath", "prompt": "c136-l5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "ZeroPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| Detection | 20% | Semgrep, ZeroPath |"}, {"id": "mai-20260917-0922-baseline|c136-l6|alibaba-small|Checkmarx", "prompt": "c136-l6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Checkmarx — Highest False Positive Complaints ... Verdict: Use only if you have dedicated tuning resources and can absorb a significant triage burden"}, {"id": "mai-20260917-0922-baseline|c136-l6|alibaba-small|SonarQube", "prompt": "c136-l6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SonarQube — Deceptive Accuracy Out of the Box ... Viable only if you invest heavily in rule customization"}, {"id": "mai-20260917-0922-baseline|c136-l6|alibaba-small|Fortify (OpenText)", "prompt": "c136-l6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Fortify (OpenText)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "\"Inevitable\" Noise Problem ... Justifiable only where compliance depth outweighs developer experience costs"}, {"id": "mai-20260917-0922-baseline|c136-l6|alibaba-small|CodeQL", "prompt": "c136-l6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Semantic analysis, lower FP/FN in controlled studies"}, {"id": "mai-20260917-0922-baseline|c136-l6|alibaba-small|Veracode", "prompt": "c136-l6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Claims <1.1% FP rate in enterprise environments"}, {"id": "mai-20260917-0922-baseline|c136-l6|alibaba-small|Semgrep", "prompt": "c136-l6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fast PR-level feedback, transparent pricing"}, {"id": "mai-20260917-0922-baseline|c136-l6|alibaba-small|Snyk Code", "prompt": "c136-l6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AI-powered triage claims 40% FP reduction"}, {"id": "mai-20260917-0922-baseline|c136-l6|anthropic-small|Checkmarx", "prompt": "c136-l6", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Checkmarx and Fortify enterprise deployments typically require weeks to months for full configuration, tuning, and developer onboarding"}, {"id": "mai-20260917-0922-baseline|c136-l6|anthropic-small|Fortify", "prompt": "c136-l6", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "users report higher false positive rates than modern AI-driven tools, and reaching usable results takes significant tuning"}, {"id": "mai-20260917-0922-baseline|c136-l6|challenger-small|Bandit", "prompt": "c136-l6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Bandit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "limited to specific languages or ecosystems, so they are generally not suitable as primary enterprise SAST platforms"}, {"id": "mai-20260917-0922-baseline|c136-l6|challenger-small|Brakeman", "prompt": "c136-l6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Brakeman", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "limited to specific languages or ecosystems, so they are generally not suitable as primary enterprise SAST platforms"}, {"id": "mai-20260917-0922-baseline|c136-l6|challenger-small|Semgrep", "prompt": "c136-l6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can be useful, but the open-source version ... having *limited depth vs enterprise tools*"}, {"id": "mai-20260917-0922-baseline|c136-l6|challenger-small|SonarQube Community Edition", "prompt": "c136-l6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube Community Edition", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "should be treated cautiously because advanced capabilities are typically tied to paid tiers"}, {"id": "mai-20260917-0922-baseline|c136-l6|challenger-small|CodeQL", "prompt": "c136-l6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can work well in mature teams but may be a poor fit if the enterprise does not have staff to write and maintain queries"}, {"id": "mai-20260917-0922-baseline|c136-l6|challenger-small|Checkmarx", "prompt": "c136-l6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "the safer default is to prioritize mature platforms that are repeatedly recommended for enterprise use—such as **Checkmarx, Veracode, OpenText Fortify, and Black Duck Coverity**"}, {"id": "mai-20260917-0922-baseline|c136-l6|challenger-small|Veracode", "prompt": "c136-l6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "prioritize mature platforms that are repeatedly recommended for enterprise use—such as **Checkmarx, Veracode, OpenText Fortify, and Black Duck Coverity**"}, {"id": "mai-20260917-0922-baseline|c136-l6|challenger-small|OpenText Fortify", "prompt": "c136-l6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "OpenText Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "prioritize mature platforms that are repeatedly recommended for enterprise use"}, {"id": "mai-20260917-0922-baseline|c136-l6|challenger-small|Black Duck Coverity", "prompt": "c136-l6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Black Duck Coverity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "prioritize mature platforms that are repeatedly recommended for enterprise use"}, {"id": "mai-20260917-0922-baseline|c136-l6|deepseek-small|Fortify SCA (OpenText)", "prompt": "c136-l6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Fortify SCA (OpenText)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid unless you have a large dedicated AppSec team, a multi-week rollout plan, and compliance mandates that force its reporting format."}, {"id": "mai-20260917-0922-baseline|c136-l6|deepseek-small|Veracode", "prompt": "c136-l6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid for mixed-language, dynamic-language, or microservices-heavy environments where you need source-level evidence and fast feedback."}, {"id": "mai-20260917-0922-baseline|c136-l6|deepseek-small|Checkmarx", "prompt": "c136-l6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Verdict:** Caution if you lack a dedicated team to tune CxQL rules."}, {"id": "mai-20260917-0922-baseline|c136-l6|deepseek-small|Brakeman", "prompt": "c136-l6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Brakeman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "if treated as your only SAST tool, you will miss 80% of the attack surface"}, {"id": "mai-20260917-0922-baseline|c136-l6|deepseek-small|Bandit", "prompt": "c136-l6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Bandit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**High false positive rate** on real-world Flask apps"}, {"id": "mai-20260917-0922-baseline|c136-l6|deepseek-small|OWASP Dependency-Check", "prompt": "c136-l6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "At enterprise scale, it generates thousands of alerts with no way to prioritize."}, {"id": "mai-20260917-0922-baseline|c136-l6|deepseek-small|SonarQube", "prompt": "c136-l6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Verdict:** Caution. SonarQube is fine for code-quality gates, but if you use it *as your primary SAST*, you will drown in noise"}, {"id": "mai-20260917-0922-baseline|c136-l6|deepseek-small|Semgrep", "prompt": "c136-l6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use a modern developer-first tool (e.g., Semgrep, CodeQL, Snyk Code) for PR-level feedback"}, {"id": "mai-20260917-0922-baseline|c136-l6|deepseek-small|CodeQL", "prompt": "c136-l6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use a modern developer-first tool (e.g., Semgrep, CodeQL, Snyk Code) for PR-level feedback"}, {"id": "mai-20260917-0922-baseline|c136-l6|deepseek-small|Snyk Code", "prompt": "c136-l6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Use a modern developer-first tool (e.g., Semgrep, CodeQL, Snyk Code) for PR-level feedback"}, {"id": "mai-20260917-0922-baseline|c136-l6|google-small|Fortify (OpenText)", "prompt": "c136-l6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Fortify (OpenText)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy \"Heavyweight\" SAST Engines ... High Total Cost of Ownership (TCO) and severe developer friction."}, {"id": "mai-20260917-0922-baseline|c136-l6|google-small|HCL AppScan", "prompt": "c136-l6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "HCL AppScan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Slow Scan Times ... Alert Fatigue: They are notorious for high false-positive rates."}, {"id": "mai-20260917-0922-baseline|c136-l6|google-small|SonarQube", "prompt": "c136-l6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "relying on it as your primary or only SAST tool in an enterprise is highly discouraged"}, {"id": "mai-20260917-0922-baseline|c136-l6|google-small|Semgrep", "prompt": "c136-l6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose established tools (like Semgrep, Snyk, or Checkmarx) that use a *hybrid approach*"}, {"id": "mai-20260917-0922-baseline|c136-l6|google-small|Snyk", "prompt": "c136-l6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose established tools (like Semgrep, Snyk, or Checkmarx) that use a *hybrid approach*"}, {"id": "mai-20260917-0922-baseline|c136-l6|google-small|Checkmarx", "prompt": "c136-l6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose established tools (like Semgrep, Snyk, or Checkmarx) that use a *hybrid approach*"}, {"id": "mai-20260917-0922-baseline|c136-l6|google-small|Veracode (using legacy compilation workflows)", "prompt": "c136-l6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode (using legacy compilation workflows)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "\"Portal-First\" / Compilation-Required SAST ... The Risk: Immediate developer rejection."}, {"id": "mai-20260917-0922-baseline|c136-l6|google-small|Bandit (Python)", "prompt": "c136-l6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Bandit (Python)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "deploying them individually across thousands of enterprise repositories without a central management tier is highly counterproductive"}, {"id": "mai-20260917-0922-baseline|c136-l6|google-small|Brakeman (Ruby)", "prompt": "c136-l6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Brakeman (Ruby)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Fragmented, Unorchestrated Open-Source Tools ... Management nightmare and zero centralization."}, {"id": "mai-20260917-0922-baseline|c136-l6|google-small|Gosec (Go)", "prompt": "c136-l6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Gosec (Go)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "running dozens of fragmented open-source scanners will result in duplicated alerts, lack of centralized executive reporting"}, {"id": "mai-20260917-0922-baseline|c136-l6|google-small|ESLint-security", "prompt": "c136-l6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "ESLint-security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Raw deployments of Bandit (Python), Brakeman (Ruby), Gosec (Go), ESLint-security ... Management nightmare"}, {"id": "mai-20260917-0922-baseline|c136-l6|meta-small|Checkmarx", "prompt": "c136-l6", "model": "meta-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "legacy enterprise suites such as Checkmarx, Veracode, and Fortify ... may require longer onboarding and have higher licensing costs"}, {"id": "mai-20260917-0922-baseline|c136-l6|meta-small|Veracode", "prompt": "c136-l6", "model": "meta-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "legacy enterprise suites such as Checkmarx, Veracode, and Fortify ... may require longer onboarding and have higher licensing costs"}, {"id": "mai-20260917-0922-baseline|c136-l6|meta-small|Fortify", "prompt": "c136-l6", "model": "meta-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "legacy enterprise suites such as Checkmarx, Veracode, and Fortify ... may require longer onboarding and have higher licensing costs"}, {"id": "mai-20260917-0922-baseline|c136-l6|meta-small|Semgrep", "prompt": "c136-l6", "model": "meta-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "modern developer-first tools such as Semgrep, Snyk Code, and SonarQube ... may have limited depth and coverage"}, {"id": "mai-20260917-0922-baseline|c136-l6|meta-small|Snyk Code", "prompt": "c136-l6", "model": "meta-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "modern developer-first tools such as Semgrep, Snyk Code, and SonarQube ... may have limited depth and coverage"}, {"id": "mai-20260917-0922-baseline|c136-l6|meta-small|SonarQube", "prompt": "c136-l6", "model": "meta-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "modern developer-first tools such as Semgrep, Snyk Code, and SonarQube ... may have limited depth and coverage"}, {"id": "mai-20260917-0922-baseline|c136-l6|mistral-small|Checkmarx", "prompt": "c136-l6", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like **Checkmarx, Veracode, and Fortify** are powerful and widely used in regulated industries, but they are known for: - Complex integration and onboarding"}, {"id": "mai-20260917-0922-baseline|c136-l6|mistral-small|Veracode", "prompt": "c136-l6", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High licensing costs and opaque pricing models"}, {"id": "mai-20260917-0922-baseline|c136-l6|mistral-small|Fortify", "prompt": "c136-l6", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steep learning curves and significant tuning requirements"}, {"id": "mai-20260917-0922-baseline|c136-l6|mistral-small|Bandit", "prompt": "c136-l6", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Bandit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some modern or open-source tools (e.g., **Bandit** for Python) may lack the breadth and depth required for large, diverse codebases"}, {"id": "mai-20260917-0922-baseline|c136-l6|mistral-small|Semgrep", "prompt": "c136-l6", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "may be avoided in favor of more developer-friendly options like **Semgrep or Snyk Code**"}, {"id": "mai-20260917-0922-baseline|c136-l6|mistral-small|Snyk Code", "prompt": "c136-l6", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "more developer-friendly options like **Semgrep or Snyk Code**"}, {"id": "mai-20260917-0922-baseline|c136-l6|moonshot-small|Veracode", "prompt": "c136-l6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools to Approach Cautiously: Veracode, Fortify (OpenText), HCL AppScan"}, {"id": "mai-20260917-0922-baseline|c136-l6|moonshot-small|Fortify (OpenText)", "prompt": "c136-l6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Fortify (OpenText)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Fortify is described as \"heavyweight\" with lengthy scans"}, {"id": "mai-20260917-0922-baseline|c136-l6|moonshot-small|HCL AppScan", "prompt": "c136-l6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "HCL AppScan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools to Approach Cautiously: Veracode, Fortify (OpenText), HCL AppScan"}, {"id": "mai-20260917-0922-baseline|c136-l6|moonshot-small|Bandit", "prompt": "c136-l6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Bandit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools to Avoid as Primary Enterprise Solutions: Bandit, Brakeman, SpotBugs, gosec"}, {"id": "mai-20260917-0922-baseline|c136-l6|moonshot-small|Brakeman", "prompt": "c136-l6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Brakeman", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools to Avoid as Primary Enterprise Solutions: Bandit, Brakeman, SpotBugs, gosec"}, {"id": "mai-20260917-0922-baseline|c136-l6|moonshot-small|SpotBugs", "prompt": "c136-l6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SpotBugs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Tools to Avoid as Primary Enterprise Solutions: Bandit, Brakeman, SpotBugs, gosec"}, {"id": "mai-20260917-0922-baseline|c136-l6|moonshot-small|gosec", "prompt": "c136-l6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "gosec", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Tools to Avoid as Primary Enterprise Solutions: Bandit, Brakeman, SpotBugs, gosec"}, {"id": "mai-20260917-0922-baseline|c136-l6|moonshot-small|SonarQube Community Edition", "prompt": "c136-l6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube Community Edition", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "security rules are less mature than dedicated SAST platforms ... Enterprise features paywalled"}, {"id": "mai-20260917-0922-baseline|c136-l6|moonshot-small|Basic SAST in GitLab/GitHub (without Advanced Security)", "prompt": "c136-l6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Basic SAST in GitLab/GitHub (without Advanced Security)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Shallow analysis: Built-in SAST often uses open-source scanners ... No cross-file taint analysis"}, {"id": "mai-20260917-0922-baseline|c136-l6|moonshot-small|Semgrep", "prompt": "c136-l6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Consider Instead ... Semgrep, Snyk Code, GitHub CodeQL"}, {"id": "mai-20260917-0922-baseline|c136-l6|moonshot-small|Snyk Code", "prompt": "c136-l6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Consider Instead ... Semgrep, Snyk Code, GitHub CodeQL"}, {"id": "mai-20260917-0922-baseline|c136-l6|moonshot-small|GitHub CodeQL", "prompt": "c136-l6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "GitHub CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Consider Instead ... Semgrep, Snyk Code, GitHub CodeQL"}, {"id": "mai-20260917-0922-baseline|c136-l6|moonshot-small|Checkmarx One", "prompt": "c136-l6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Checkmarx One, Coverity, or Semgrep Enterprise"}, {"id": "mai-20260917-0922-baseline|c136-l6|moonshot-small|Coverity", "prompt": "c136-l6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Coverity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Checkmarx One, Coverity, or Semgrep Enterprise"}, {"id": "mai-20260917-0922-baseline|c136-l6|moonshot-small|GitHub Advanced Security", "prompt": "c136-l6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Developer-first culture ... Snyk, Semgrep, GitHub Advanced Security"}, {"id": "mai-20260917-0922-baseline|c136-l6|xai-small|SonarQube (Self-Hosted)", "prompt": "c136-l6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube (Self-Hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why cautious/avoid**: High operational overhead for large orgs—requires significant tuning to reduce noise"}, {"id": "mai-20260917-0922-baseline|c136-l6|xai-small|Snyk Code", "prompt": "c136-l6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternatives**: Snyk Code or Semgrep for faster PR feedback."}, {"id": "mai-20260917-0922-baseline|c136-l6|xai-small|Semgrep", "prompt": "c136-l6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why cautious**: Excellent speed/custom rules ... but shallow depth on taint/dataflow vulns compared to enterprise needs"}, {"id": "mai-20260917-0922-baseline|c136-l6|xai-small|GitHub CodeQL (Advanced Security)", "prompt": "c136-l6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "GitHub CodeQL (Advanced Security)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why cautious**: Long scan times (193s average in benchmarks for 100k LoC; worse at enterprise scale)"}, {"id": "mai-20260917-0922-baseline|c136-l6|xai-small|Checkmarx One", "prompt": "c136-l6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Caution**: Avoid if dev velocity > compliance; backlog triage eats 30-50% AppSec time."}, {"id": "mai-20260917-0922-baseline|c136-l6|xai-small|Veracode", "prompt": "c136-l6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Caution**: Best for compliance-driven (e.g., third-party audits), not daily CI/CD."}, {"id": "mai-20260917-0922-baseline|c136-l6|xai-small|OpenText Fortify", "prompt": "c136-l6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "OpenText Fortify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Caution**: Avoid modern/microservices stacks; Gartner Leader but dated for cloud-native."}, {"id": "mai-20260917-0922-baseline|c136-l6|zai-small|SonarQube", "prompt": "c136-l6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid relying on it as your sole SAST engine for critical security remediation"}, {"id": "mai-20260917-0922-baseline|c136-l6|zai-small|Fortify Source Analyzer", "prompt": "c136-l6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Fortify Source Analyzer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy tools like Fortify or older Checkmarx configurations can produce false-positive rates between 30% and 60%"}, {"id": "mai-20260917-0922-baseline|c136-l6|zai-small|Checkmarx", "prompt": "c136-l6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Older Checkmarx Configurations ... can produce false-positive rates between 30% and 60%"}, {"id": "mai-20260917-0922-baseline|c136-l6|zai-small|Veracode", "prompt": "c136-l6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Veracode is a market leader, but it scans binaries, not source code ... its pricing model is often complex and quote-based"}, {"id": "mai-20260917-0922-baseline|c136-m1|alibaba-small|Snyk", "prompt": "c136-m1", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Snyk if you want the best developer experience, low friction, and a unified view of open-source risks (SCA) mixed with custom code risks."}, {"id": "mai-20260917-0922-baseline|c136-m1|alibaba-small|SonarQube", "prompt": "c136-m1", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose SonarQube if you treat security as a subset of quality, need to reduce technical debt, and want better control over costs at scale."}, {"id": "mai-20260917-0922-baseline|c136-m1|alibaba-small|GitLab Ultimate", "prompt": "c136-m1", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you are a \"DevSecOps\" shop that wants one single pane of glass for everything from commit to production."}, {"id": "mai-20260917-0922-baseline|c136-m1|alibaba-small|GitHub Advanced Security", "prompt": "c136-m1", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you are a pure GitHub shop. However, note that GHAS lacks native DAST/API security and requires purchasing specific seats"}, {"id": "mai-20260917-0922-baseline|c136-m1|alibaba-small|Semgrep", "prompt": "c136-m1", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Semgrep** | ... Custom Rules & Speed"}, {"id": "mai-20260917-0922-baseline|c136-m1|anthropic-small|Checkmarx", "prompt": "c136-m1", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Checkmarx** - Strong for large codebases, good accuracy"}, {"id": "mai-20260917-0922-baseline|c136-m1|anthropic-small|SonarQube", "prompt": "c136-m1", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SonarQube** - Developer-friendly, open-source option available"}, {"id": "mai-20260917-0922-baseline|c136-m1|anthropic-small|Veracode", "prompt": "c136-m1", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Veracode** - Cloud-based, good for enterprises"}, {"id": "mai-20260917-0922-baseline|c136-m1|anthropic-small|Snyk", "prompt": "c136-m1", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Snyk** - Developer-focused, good for modern stacks"}, {"id": "mai-20260917-0922-baseline|c136-m1|anthropic-small|Fortify", "prompt": "c136-m1", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Fortify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Fortify** - Comprehensive, good for compliance requirements"}, {"id": "mai-20260917-0922-baseline|c136-m1|challenger-small|CodeAnt AI", "prompt": "c136-m1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "CodeAnt AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose CodeAnt AI for a typical mid-market B2B company"}, {"id": "mai-20260917-0922-baseline|c136-m1|challenger-small|Aikido Security", "prompt": "c136-m1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a unified platform with governance/compliance and low admin burden: Aikido Security"}, {"id": "mai-20260917-0922-baseline|c136-m1|challenger-small|Semgrep", "prompt": "c136-m1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a strong open-source/rule-driven starting point: Semgrep"}, {"id": "mai-20260917-0922-baseline|c136-m1|challenger-small|Checkmarx", "prompt": "c136-m1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise-grade governance/compliance depth | **Checkmarx** or **Fortify**"}, {"id": "mai-20260917-0922-baseline|c136-m1|challenger-small|Fortify", "prompt": "c136-m1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Fortify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise-grade governance/compliance depth | **Checkmarx** or **Fortify**"}, {"id": "mai-20260917-0922-baseline|c136-m1|deepseek-small|Semgrep", "prompt": "c136-m1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Semgrep as your primary SAST scanner (custom rules, speed, low noise)"}, {"id": "mai-20260917-0922-baseline|c136-m1|deepseek-small|Snyk Code", "prompt": "c136-m1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "paired with either Snyk or SonarQube for SCA/code-quality coverage"}, {"id": "mai-20260917-0922-baseline|c136-m1|deepseek-small|SonarQube / SonarCloud", "prompt": "c136-m1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube / SonarCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want code quality + security together"}, {"id": "mai-20260917-0922-baseline|c136-m1|deepseek-small|GitHub Advanced Security", "prompt": "c136-m1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're on GitHub, GitHub Advanced Security (CodeQL) ... is also worth a hard look"}, {"id": "mai-20260917-0922-baseline|c136-m1|deepseek-small|Checkmarx One", "prompt": "c136-m1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're in a regulated industry ... consider Checkmarx One or Veracode"}, {"id": "mai-20260917-0922-baseline|c136-m1|deepseek-small|Veracode", "prompt": "c136-m1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider Checkmarx One or Veracode for compliance-grade SAST + DAST in one platform"}, {"id": "mai-20260917-0922-baseline|c136-m1|google-small|Aikido Security", "prompt": "c136-m1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Aikido is widely considered the top choice for the mid-market"}, {"id": "mai-20260917-0922-baseline|c136-m1|google-small|Semgrep (Semgrep Code)", "prompt": "c136-m1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep (Semgrep Code)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High Customization & Fast CI/CD: **Semgrep (Semgrep Code)**"}, {"id": "mai-20260917-0922-baseline|c136-m1|google-small|Snyk (Snyk Code)", "prompt": "c136-m1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk (Snyk Code)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Ecosystem Integration: **Snyk (Snyk Code)**"}, {"id": "mai-20260917-0922-baseline|c136-m1|google-small|GitHub Advanced Security (GHAS)", "prompt": "c136-m1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "GitHub Advanced Security (GHAS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GHAS (powered by CodeQL) ... embed SAST directly into the developer workflow"}, {"id": "mai-20260917-0922-baseline|c136-m1|google-small|GitLab Ultimate", "prompt": "c136-m1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if Already Deeply Native to Your VCS: **GitHub Advanced Security (GHAS) or GitLab Ultimate**"}, {"id": "mai-20260917-0922-baseline|c136-m1|google-small|Checkmarx", "prompt": "c136-m1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why Legacy Tools (Veracode, Checkmarx, Fortify) are Usually Wrong for Mid-Market B2B"}, {"id": "mai-20260917-0922-baseline|c136-m1|google-small|Veracode", "prompt": "c136-m1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "they are rarely the right fit for mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c136-m1|google-small|Fortify", "prompt": "c136-m1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Fortify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Why Legacy Tools (Veracode, Checkmarx, Fortify) are Usually Wrong for Mid-Market B2B"}, {"id": "mai-20260917-0922-baseline|c136-m1|meta-small|Snyk Code", "prompt": "c136-m1", "model": "meta-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snyk Code - A developer-first SAST tool that integrates with IDE and CI/CD pipelines, suitable for startup to mid-market teams"}, {"id": "mai-20260917-0922-baseline|c136-m1|meta-small|SonarQube", "prompt": "c136-m1", "model": "meta-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SonarQube - A popular choice for mid-market development teams that want multi-language static analysis wired into CI/CD"}, {"id": "mai-20260917-0922-baseline|c136-m1|minimax-small|SonarQube", "prompt": "c136-m1", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SonarQube** or **Snyk Code** would be the best starting points. SonarQube offers the best overall value"}, {"id": "mai-20260917-0922-baseline|c136-m1|minimax-small|Snyk Code", "prompt": "c136-m1", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-market B2B companies, **SonarQube** or **Snyk Code** would be the best starting points."}, {"id": "mai-20260917-0922-baseline|c136-m1|minimax-small|Semgrep", "prompt": "c136-m1", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong open-source option with enterprise features"}, {"id": "mai-20260917-0922-baseline|c136-m1|minimax-small|Checkmarx One", "prompt": "c136-m1", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-grade with flexible deployment"}, {"id": "mai-20260917-0922-baseline|c136-m1|mistral-small|Semgrep Pro", "prompt": "c136-m1", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Semgrep Pro** stands out as a top recommendation for mid-market teams (25-100 developers)"}, {"id": "mai-20260917-0922-baseline|c136-m1|mistral-small|SonarQube", "prompt": "c136-m1", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It can be paired with **SonarQube** for code quality or used alone for consolidation"}, {"id": "mai-20260917-0922-baseline|c136-m1|mistral-small|CodeAnt AI Premium", "prompt": "c136-m1", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "CodeAnt AI Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable options include **CodeAnt AI Premium** for those wanting a more consolidated solution"}, {"id": "mai-20260917-0922-baseline|c136-m1|moonshot-small|Snyk Code", "prompt": "c136-m1", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, I'd suggest evaluating **Snyk Code** or **Semgrep** first"}, {"id": "mai-20260917-0922-baseline|c136-m1|moonshot-small|Semgrep", "prompt": "c136-m1", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest evaluating **Snyk Code** or **Semgrep** first"}, {"id": "mai-20260917-0922-baseline|c136-m1|moonshot-small|SonarQube", "prompt": "c136-m1", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SonarQube** is a proven choice with strong mid-market traction"}, {"id": "mai-20260917-0922-baseline|c136-m1|moonshot-small|CodeAnt AI", "prompt": "c136-m1", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "CodeAnt AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**CodeAnt AI** – Best for Consolidation"}, {"id": "mai-20260917-0922-baseline|c136-m1|openai-small|Snyk Code", "prompt": "c136-m1", "model": "openai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually start with **Snyk Code** for teams that want a developer-friendly experience and faster adoption"}, {"id": "mai-20260917-0922-baseline|c136-m1|openai-small|Checkmarx One", "prompt": "c136-m1", "model": "openai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Checkmarx One if you want a more comprehensive AppSec platform.**"}, {"id": "mai-20260917-0922-baseline|c136-m1|openai-small|Veracode", "prompt": "c136-m1", "model": "openai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for compliance-heavy teams:** **Veracode**"}, {"id": "mai-20260917-0922-baseline|c136-m1|openai-small|GitHub Advanced Security / CodeQL", "prompt": "c136-m1", "model": "openai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "GitHub Advanced Security / CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're GitHub-native and want tight ecosystem integration"}, {"id": "mai-20260917-0922-baseline|c136-m1|xai-small|Checkmarx", "prompt": "c136-m1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Checkmarx One (~$40K+/yr base, deeper analysis but pricier)"}, {"id": "mai-20260917-0922-baseline|c136-m1|xai-small|Veracode", "prompt": "c136-m1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Gartner AST Leaders: Checkmarx, Veracode, Snyk, Sonar"}, {"id": "mai-20260917-0922-baseline|c136-m1|xai-small|Semgrep", "prompt": "c136-m1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Semgrep (Top pick for most mid-market B2B teams)"}, {"id": "mai-20260917-0922-baseline|c136-m1|xai-small|Snyk Code", "prompt": "c136-m1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Why strong: AI-powered (DeepCode), real-time IDE scanning... Leader in Forrester Wave and G2 for mid-market"}, {"id": "mai-20260917-0922-baseline|c136-m1|xai-small|SonarQube", "prompt": "c136-m1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Combines SAST + code quality/metrics... Cons: More focused on quality than pure security; setup heavier."}, {"id": "mai-20260917-0922-baseline|c136-m1|xai-small|GitLab SAST", "prompt": "c136-m1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "GitLab SAST", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "GitLab SAST (free/basic in Ultimate $29/user/mo if using GitLab)"}, {"id": "mai-20260917-0922-baseline|c136-m1|zai-small|Snyk Code", "prompt": "c136-m1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snyk Code** is a strong default"}, {"id": "mai-20260917-0922-baseline|c136-m1|zai-small|SonarQube", "prompt": "c136-m1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team prefers self‑hosting or wants more control over rules, start with **SonarQube** (self‑hosted) or **Semgrep Pro**."}, {"id": "mai-20260917-0922-baseline|c136-m1|zai-small|Semgrep Pro", "prompt": "c136-m1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for custom policies and CI pipelines; less “out‑of‑the‑box” reporting."}, {"id": "mai-20260917-0922-baseline|c136-m1|zai-small|Checkmarx One", "prompt": "c136-m1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Overkill for small teams; best when you need granular taint & heavy compliance."}, {"id": "mai-20260917-0922-baseline|c136-m1|zai-small|CodeAnt AI", "prompt": "c136-m1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "CodeAnt AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need a single platform covering SAST + SCA + IaC + secrets, **CodeAnt AI** or **Snyk** are worth a deeper look."}, {"id": "mai-20260917-0922-baseline|c136-m1|zai-small|Veracode", "prompt": "c136-m1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher cost, less developer‑friendly; best for heavily regulated domains."}, {"id": "mai-20260917-0922-baseline|c136-m2|alibaba-small|Fortify", "prompt": "c136-m2", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You likely cannot afford the manual tuning required by heavyweight legacy tools (like Fortify)"}, {"id": "mai-20260917-0922-baseline|c136-m2|alibaba-small|SonarQube (SonarCloud)", "prompt": "c136-m2", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube (SonarCloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend **SonarQube (SonarCloud)** or **Semgrep**."}, {"id": "mai-20260917-0922-baseline|c136-m2|alibaba-small|Semgrep", "prompt": "c136-m2", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I recommend **SonarQube (SonarCloud)** or **Semgrep**."}, {"id": "mai-20260917-0922-baseline|c136-m2|alibaba-small|Snyk Code", "prompt": "c136-m2", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Comprehensive Platform: Snyk Code ... adding \"Snyk Code\" (their SAST product) is a natural choice."}, {"id": "mai-20260917-0922-baseline|c136-m2|alibaba-small|GitHub Advanced Security (CodeQL)", "prompt": "c136-m2", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitHub Advanced Security (CodeQL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Native Option: GitHub Advanced Security (CodeQL) ... If accuracy is paramount ... go with **CodeQL**"}, {"id": "mai-20260917-0922-baseline|c136-m2|anthropic-small|SonarQube", "prompt": "c136-m2", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **SonarQube** (good balance of features and cost) or **Snyk**"}, {"id": "mai-20260917-0922-baseline|c136-m2|anthropic-small|Checkmarx (now part of Veracode)", "prompt": "c136-m2", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx (now part of Veracode)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise-grade option that's great for: Advanced static analysis (SAST)"}, {"id": "mai-20260917-0922-baseline|c136-m2|anthropic-small|Snyk", "prompt": "c136-m2", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Snyk** (if you want developer-friendly, modern tooling)"}, {"id": "mai-20260917-0922-baseline|c136-m2|anthropic-small|GitHub Advanced Security", "prompt": "c136-m2", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're using GitHub: Native integration with your repository"}, {"id": "mai-20260917-0922-baseline|c136-m2|anthropic-small|Semgrep", "prompt": "c136-m2", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern, flexible option: Open source and commercial versions"}, {"id": "mai-20260917-0922-baseline|c136-m2|challenger-small|Veracode", "prompt": "c136-m2", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Veracode** if you want the safest default choice"}, {"id": "mai-20260917-0922-baseline|c136-m2|challenger-small|Semgrep", "prompt": "c136-m2", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Semgrep** is the strongest second choice"}, {"id": "mai-20260917-0922-baseline|c136-m2|challenger-small|Aikido Security", "prompt": "c136-m2", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Aikido Security** — one 2026 review specifically calls it a good fit for small and mid-sized teams"}, {"id": "mai-20260917-0922-baseline|c136-m2|deepseek-small|Semgrep", "prompt": "c136-m2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Semgrep** as the default starting point"}, {"id": "mai-20260917-0922-baseline|c136-m2|deepseek-small|Snyk Code", "prompt": "c136-m2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Snyk Code** as a strong runner-up"}, {"id": "mai-20260917-0922-baseline|c136-m2|deepseek-small|CodeQL", "prompt": "c136-m2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Heavily invested in **GitHub Enterprise** ... **CodeQL** | Lowest false-positive rate"}, {"id": "mai-20260917-0922-baseline|c136-m2|deepseek-small|SonarQube", "prompt": "c136-m2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mature platform, 40+ languages, strong for governance — but noisier out of the box and requires tuning."}, {"id": "mai-20260917-0922-baseline|c136-m2|deepseek-small|Veracode", "prompt": "c136-m2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "heavier, quote-only pricing, typically overkill for most mid-sized teams"}, {"id": "mai-20260917-0922-baseline|c136-m2|deepseek-small|Checkmarx", "prompt": "c136-m2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "heavier, quote-only pricing, typically overkill for most mid-sized teams"}, {"id": "mai-20260917-0922-baseline|c136-m2|deepseek-small|GitLab", "prompt": "c136-m2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "if you already use GitLab, its built-in SAST may suffice"}, {"id": "mai-20260917-0922-baseline|c136-m2|google-small|Checkmarx", "prompt": "c136-m2", "model": "google-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "traditional enterprise legacy tools (like Checkmarx or Veracode) are usually too expensive, slow, and noisy"}, {"id": "mai-20260917-0922-baseline|c136-m2|google-small|Veracode", "prompt": "c136-m2", "model": "google-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "traditional enterprise legacy tools (like Checkmarx or Veracode) are usually too expensive, slow, and noisy"}, {"id": "mai-20260917-0922-baseline|c136-m2|google-small|Aikido Security", "prompt": "c136-m2", "model": "google-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Recommendation: **Aikido Security**"}, {"id": "mai-20260917-0922-baseline|c136-m2|google-small|Semgrep (Semgrep Code)", "prompt": "c136-m2", "model": "google-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep (Semgrep Code)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Developer Experience & Customization: **Semgrep (Semgrep Code)**"}, {"id": "mai-20260917-0922-baseline|c136-m2|google-small|Snyk (Snyk Code)", "prompt": "c136-m2", "model": "google-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk (Snyk Code)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Snyk can become incredibly expensive as your headcount grows."}, {"id": "mai-20260917-0922-baseline|c136-m2|google-small|GitHub Advanced Security (GHAS)", "prompt": "c136-m2", "model": "google-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitHub Advanced Security (GHAS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "GHAS is typically sold as an enterprise-tier add-on and can be cost-prohibitive for smaller, mid-sized teams."}, {"id": "mai-20260917-0922-baseline|c136-m2|google-small|GitLab Ultimate", "prompt": "c136-m2", "model": "google-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are already paying for GitLab Ultimate, however, you should absolutely start by turning on its built-in SAST tools"}, {"id": "mai-20260917-0922-baseline|c136-m2|meta-small|SonarQube", "prompt": "c136-m2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A popular choice for mid-sized teams, it offers code analysis, security rules, and continuous monitoring"}, {"id": "mai-20260917-0922-baseline|c136-m2|meta-small|Semgrep", "prompt": "c136-m2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A lightweight and flexible SAST tool that allows custom rule creation for targeted scanning."}, {"id": "mai-20260917-0922-baseline|c136-m2|meta-small|Snyk Code", "prompt": "c136-m2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good fit for teams looking for developer-first SAST solutions"}, {"id": "mai-20260917-0922-baseline|c136-m2|meta-small|Checkmarx", "prompt": "c136-m2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comprehensive, mature SAST, SCA, and DAST suite for traditional, large-scale application portfolios"}, {"id": "mai-20260917-0922-baseline|c136-m2|meta-small|Cycode", "prompt": "c136-m2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Cycode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "An AI-native platform that unifies AST, SCA, and ASPM with code-to-cloud traceability"}, {"id": "mai-20260917-0922-baseline|c136-m2|meta-small|Contrast Scan", "prompt": "c136-m2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Contrast Scan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A static code scanning tool with remediation guidance for over 30 languages and frameworks."}, {"id": "mai-20260917-0922-baseline|c136-m2|meta-small|DeepSource", "prompt": "c136-m2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "DeepSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "transparent per-developer pricing and is cloud-first, targeting teams that want SAST working inside a sprint"}, {"id": "mai-20260917-0922-baseline|c136-m2|minimax-small|SonarQube", "prompt": "c136-m2", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with SonarQube** - It hits the sweet spot of capability, pricing, and developer experience"}, {"id": "mai-20260917-0922-baseline|c136-m2|minimax-small|Semgrep", "prompt": "c136-m2", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Semgrep** (Best Value/Open Source)"}, {"id": "mai-20260917-0922-baseline|c136-m2|minimax-small|CodeQL", "prompt": "c136-m2", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CodeQL** (Best for GitHub-native teams)"}, {"id": "mai-20260917-0922-baseline|c136-m2|mistral-small|SonarQube", "prompt": "c136-m2", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely used, supports multiple languages, integrates well with CI/CD... making it a solid choice for mid-sized teams"}, {"id": "mai-20260917-0922-baseline|c136-m2|mistral-small|Checkmarx One", "prompt": "c136-m2", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A modern SAST solution designed for DevSecOps, offering strong integration with development workflows"}, {"id": "mai-20260917-0922-baseline|c136-m2|mistral-small|GitHub Advanced Security (GHAS)", "prompt": "c136-m2", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitHub Advanced Security (GHAS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company uses GitHub, this is a natural fit... cost-effective for mid-sized teams already on the GitHub platform"}, {"id": "mai-20260917-0922-baseline|c136-m2|mistral-small|Snyk Code", "prompt": "c136-m2", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for its developer-friendly interface and fast, accurate scans"}, {"id": "mai-20260917-0922-baseline|c136-m2|moonshot-small|Snyk Code", "prompt": "c136-m2", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick: **Snyk Code** or **SonarQube**"}, {"id": "mai-20260917-0922-baseline|c136-m2|moonshot-small|SonarQube", "prompt": "c136-m2", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My top pick: **Snyk Code** or **SonarQube**"}, {"id": "mai-20260917-0922-baseline|c136-m2|moonshot-small|Semgrep", "prompt": "c136-m2", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong alternative: **Semgrep**"}, {"id": "mai-20260917-0922-baseline|c136-m2|moonshot-small|Checkmarx", "prompt": "c136-m2", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Only shortlist these if... They deliver 80% of the security value of Checkmarx/Veracode with 20% of the operational overhead"}, {"id": "mai-20260917-0922-baseline|c136-m2|moonshot-small|Veracode", "prompt": "c136-m2", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Only shortlist these if: You sell into **heavily regulated industries**"}, {"id": "mai-20260917-0922-baseline|c136-m2|moonshot-small|GitHub Advanced Security", "prompt": "c136-m2", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Semgrep + GitHub Advanced Security"}, {"id": "mai-20260917-0922-baseline|c136-m2|openai-small|Semgrep", "prompt": "c136-m2", "model": "openai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Semgrep first, then add CodeQL or a heavier enterprise tool later if needed.**"}, {"id": "mai-20260917-0922-baseline|c136-m2|openai-small|GitHub CodeQL", "prompt": "c136-m2", "model": "openai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitHub CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CodeQL** if you're already deep in GitHub and want strong built-in scanning"}, {"id": "mai-20260917-0922-baseline|c136-m2|openai-small|Checkmarx", "prompt": "c136-m2", "model": "openai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These are typically heavier-weight and more expensive to deploy well."}, {"id": "mai-20260917-0922-baseline|c136-m2|openai-small|Fortify", "prompt": "c136-m2", "model": "openai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These are typically heavier-weight and more expensive to deploy well."}, {"id": "mai-20260917-0922-baseline|c136-m2|xai-small|SonarQube", "prompt": "c136-m2", "model": "xai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **SonarQube** as the top static code security scanner (SAST tool)"}, {"id": "mai-20260917-0922-baseline|c136-m2|xai-small|Snyk Code", "prompt": "c136-m2", "model": "xai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Strong Alternatives ... **Snyk Code** (developer-first, AI-powered SAST)"}, {"id": "mai-20260917-0922-baseline|c136-m2|xai-small|Semgrep", "prompt": "c136-m2", "model": "xai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Semgrep** (fast, customizable) ... Top open-source pick."}, {"id": "mai-20260917-0922-baseline|c136-m2|xai-small|CodeQL", "prompt": "c136-m2", "model": "xai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "CodeQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "GitHub-heavy? Add CodeQL (free)."}, {"id": "mai-20260917-0922-baseline|c136-m2|xai-small|Veracode", "prompt": "c136-m2", "model": "xai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Compliance-heavy? Demo Veracode/Checkmarx (enterprise, $40k+/yr)."}, {"id": "mai-20260917-0922-baseline|c136-m2|xai-small|Checkmarx", "prompt": "c136-m2", "model": "xai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Compliance-heavy? Demo Veracode/Checkmarx (enterprise, $40k+/yr)."}, {"id": "mai-20260917-0922-baseline|c136-m2|zai-small|Semgrep", "prompt": "c136-m2", "model": "zai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Semgrep** (specifically the **Semgrep AppSec Platform**) as your primary static code security scanner."}, {"id": "mai-20260917-0922-baseline|c136-m2|zai-small|SonarQube (Cloud)", "prompt": "c136-m2", "model": "zai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube (Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Quality & Security\" Choice: SonarQube (Cloud)"}, {"id": "mai-20260917-0922-baseline|c136-m2|zai-small|GitHub Advanced Security (GHAS)", "prompt": "c136-m2", "model": "zai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitHub Advanced Security (GHAS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Native GitHub Workflow** | **GitHub Advanced Security** (Best integration, higher cost)"}, {"id": "mai-20260917-0922-baseline|c136-m2|zai-small|Checkmarx", "prompt": "c136-m2", "model": "zai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The \"Heavy Lifter\" (Likely Overkill): Checkmarx ... can be difficult to configure and tune for a mid-sized team"}, {"id": "mai-20260917-0922-baseline|c136-m3|alibaba-small|Checkmarx One", "prompt": "c136-m3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consistently ranked as a market leader (Gartner/Forrester)... Choose Checkmarx/Veracode if you are a large enterprise"}, {"id": "mai-20260917-0922-baseline|c136-m3|alibaba-small|Veracode", "prompt": "c136-m3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "A cloud-based veteran known for stability and deep static/dynamic hybrid analysis."}, {"id": "mai-20260917-0922-baseline|c136-m3|alibaba-small|Snyk Code", "prompt": "c136-m3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Snyk or Semgrep if your goal is to empower developers."}, {"id": "mai-20260917-0922-baseline|c136-m3|alibaba-small|Semgrep", "prompt": "c136-m3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose Snyk or Semgrep if your goal is to empower developers."}, {"id": "mai-20260917-0922-baseline|c136-m3|alibaba-small|SonarQube (Community & Enterprise)", "prompt": "c136-m3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube (Community & Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose SonarQube if you are budget-conscious"}, {"id": "mai-20260917-0922-baseline|c136-m3|alibaba-small|ZeroPath", "prompt": "c136-m3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "ZeroPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A newer entrant focusing on an AI-native approach."}, {"id": "mai-20260917-0922-baseline|c136-m3|alibaba-small|Corridor", "prompt": "c136-m3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Corridor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on \"pre-commit\" or IDE-integrated security."}, {"id": "mai-20260917-0922-baseline|c136-m3|alibaba-small|Aikido", "prompt": "c136-m3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focus on \"pre-commit\" or IDE-integrated security."}, {"id": "mai-20260917-0922-baseline|c136-m3|anthropic-small|Semgrep CE", "prompt": "c136-m3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep CE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The best SAST tools in 2026 include Semgrep CE, Snyk Code, Checkmarx One, Veracode, and CodeQL."}, {"id": "mai-20260917-0922-baseline|c136-m3|anthropic-small|Snyk Code", "prompt": "c136-m3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For developer experience, Snyk scores highest on G2."}, {"id": "mai-20260917-0922-baseline|c136-m3|anthropic-small|Checkmarx One", "prompt": "c136-m3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Checkmarx, Veracode, or Fortify are recommended if enterprise governance, compliance reporting, and mature procurement paths matter most."}, {"id": "mai-20260917-0922-baseline|c136-m3|anthropic-small|Veracode", "prompt": "c136-m3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Checkmarx, Veracode, or Fortify are recommended if enterprise governance, compliance reporting, and mature procurement paths matter most."}, {"id": "mai-20260917-0922-baseline|c136-m3|anthropic-small|CodeQL", "prompt": "c136-m3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "CodeQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CodeQL is free for public repositories and delivers deep semantic analysis across 12 languages."}, {"id": "mai-20260917-0922-baseline|c136-m3|anthropic-small|Fortify", "prompt": "c136-m3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For broadest language coverage, Checkmarx and Fortify lead."}, {"id": "mai-20260917-0922-baseline|c136-m3|anthropic-small|Corgea", "prompt": "c136-m3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Corgea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Corgea is recommended if you want AI-native SAST, contextual detection, low-noise findings, and autofix inside developer workflows."}, {"id": "mai-20260917-0922-baseline|c136-m3|challenger-small|Checkmarx", "prompt": "c136-m3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise choice:** Checkmarx or Veracode"}, {"id": "mai-20260917-0922-baseline|c136-m3|challenger-small|Veracode", "prompt": "c136-m3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall enterprise choice:** Checkmarx or Veracode"}, {"id": "mai-20260917-0922-baseline|c136-m3|challenger-small|Fortify", "prompt": "c136-m3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Deep analysis and strong enterprise fit, but often more complex to configure."}, {"id": "mai-20260917-0922-baseline|c136-m3|challenger-small|Snyk Code", "prompt": "c136-m3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best developer experience:** Snyk Code"}, {"id": "mai-20260917-0922-baseline|c136-m3|challenger-small|Semgrep", "prompt": "c136-m3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best open-source / customizable:** Semgrep"}, {"id": "mai-20260917-0922-baseline|c136-m3|challenger-small|GitHub CodeQL", "prompt": "c136-m3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best GitHub-native option:** CodeQL"}, {"id": "mai-20260917-0922-baseline|c136-m3|challenger-small|GitLab SAST", "prompt": "c136-m3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitLab SAST", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Native pipeline integration and convenience inside GitLab rather than a separate AppSec platform."}, {"id": "mai-20260917-0922-baseline|c136-m3|challenger-small|ZeroPath", "prompt": "c136-m3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "ZeroPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-native or low-noise remediation workflows"}, {"id": "mai-20260917-0922-baseline|c136-m3|challenger-small|Corgea", "prompt": "c136-m3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Corgea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-native or low-noise remediation workflows"}, {"id": "mai-20260917-0922-baseline|c136-m3|challenger-small|Aikido", "prompt": "c136-m3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best for low-friction startup adoption:** Aikido"}, {"id": "mai-20260917-0922-baseline|c136-m3|challenger-small|SonarQube", "prompt": "c136-m3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Blends maintainability and security"}, {"id": "mai-20260917-0922-baseline|c136-m3|challenger-small|DeepSource", "prompt": "c136-m3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "DeepSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "ZeroPath / Corgea / DeepSource"}, {"id": "mai-20260917-0922-baseline|c136-m3|deepseek-small|Semgrep", "prompt": "c136-m3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** lightweight, fast scans and heavy customization"}, {"id": "mai-20260917-0922-baseline|c136-m3|deepseek-small|Snyk Code", "prompt": "c136-m3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "fast and low-noise, but no on-prem support and limited deep rule customization"}, {"id": "mai-20260917-0922-baseline|c136-m3|deepseek-small|Checkmarx One", "prompt": "c136-m3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "high accuracy and scalability, but higher licensing cost and integration effort"}, {"id": "mai-20260917-0922-baseline|c136-m3|deepseek-small|Veracode", "prompt": "c136-m3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "unmatched language breadth (especially for legacy code), but may require tuning"}, {"id": "mai-20260917-0922-baseline|c136-m3|deepseek-small|CodeQL (GitHub Advanced Security)", "prompt": "c136-m3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "CodeQL (GitHub Advanced Security)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** GitHub-native teams"}, {"id": "mai-20260917-0922-baseline|c136-m3|deepseek-small|SonarQube", "prompt": "c136-m3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "balanced approach covering maintainability and security together"}, {"id": "mai-20260917-0922-baseline|c136-m3|deepseek-small|OpenText Fortify", "prompt": "c136-m3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "OpenText Fortify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "enterprise-grade, but can be complex to configure"}, {"id": "mai-20260917-0922-baseline|c136-m3|deepseek-small|Corgea", "prompt": "c136-m3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Corgea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Emerging AI-native options** (Corgea, Pixee, OX Security, Cycode)"}, {"id": "mai-20260917-0922-baseline|c136-m3|deepseek-small|Pixee", "prompt": "c136-m3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Pixee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**AI-native autofix culture:** Corgea, Pixee"}, {"id": "mai-20260917-0922-baseline|c136-m3|deepseek-small|OX Security", "prompt": "c136-m3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "OX Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**ASPM/orchestration layer:** OX Security, Cycode, Pixee"}, {"id": "mai-20260917-0922-baseline|c136-m3|deepseek-small|Cycode", "prompt": "c136-m3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Cycode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "platforms that consolidate multiple scanners"}, {"id": "mai-20260917-0922-baseline|c136-m3|deepseek-small|Gosec", "prompt": "c136-m3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Gosec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Narrower focus:** Gosec (Go)"}, {"id": "mai-20260917-0922-baseline|c136-m3|deepseek-small|SpotBugs/FindSecBugs", "prompt": "c136-m3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SpotBugs/FindSecBugs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "SpotBugs/FindSecBugs (Java)"}, {"id": "mai-20260917-0922-baseline|c136-m3|deepseek-small|GitLab SAST", "prompt": "c136-m3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitLab SAST", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**GitLab-native:** GitLab SAST"}, {"id": "mai-20260917-0922-baseline|c136-m3|deepseek-small|Aikido", "prompt": "c136-m3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Startups/small teams wanting low-noise all-in-one:** Aikido, Snyk Code"}, {"id": "mai-20260917-0922-baseline|c136-m3|google-small|Checkmarx One", "prompt": "c136-m3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Checkmarx is an industry titan, consistently recognized as an enterprise leader."}, {"id": "mai-20260917-0922-baseline|c136-m3|google-small|Snyk Code", "prompt": "c136-m3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Snyk Code if your priority is developer adoption"}, {"id": "mai-20260917-0922-baseline|c136-m3|google-small|Semgrep", "prompt": "c136-m3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Semgrep if you have a strong engineering/AppSec culture"}, {"id": "mai-20260917-0922-baseline|c136-m3|google-small|GitHub Advanced Security / CodeQL", "prompt": "c136-m3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub Advanced Security / CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose CodeQL if your codebase lives entirely on GitHub"}, {"id": "mai-20260917-0922-baseline|c136-m3|google-small|Veracode", "prompt": "c136-m3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Checkmarx or Veracode if you are a large, highly regulated enterprise"}, {"id": "mai-20260917-0922-baseline|c136-m3|google-small|Corgea", "prompt": "c136-m3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Corgea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose an AI-Native Tool (like Corgea or ZeroPath) if you have a massive backlog"}, {"id": "mai-20260917-0922-baseline|c136-m3|google-small|ZeroPath", "prompt": "c136-m3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "ZeroPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Choose an AI-Native Tool (like Corgea or ZeroPath)"}, {"id": "mai-20260917-0922-baseline|c136-m3|meta-small|Checkmarx One", "prompt": "c136-m3", "model": "meta-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top SAST tools include Checkmarx One, Semgrep Code, GitHub CodeQL, Snyk Code, Veracode, SonarQube, and Aikido."}, {"id": "mai-20260917-0922-baseline|c136-m3|meta-small|Semgrep Code", "prompt": "c136-m3", "model": "meta-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top SAST tools include Checkmarx One, Semgrep Code, GitHub CodeQL, Snyk Code, Veracode, SonarQube, and Aikido."}, {"id": "mai-20260917-0922-baseline|c136-m3|meta-small|GitHub CodeQL", "prompt": "c136-m3", "model": "meta-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub CodeQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top SAST tools include Checkmarx One, Semgrep Code, GitHub CodeQL, Snyk Code, Veracode, SonarQube, and Aikido."}, {"id": "mai-20260917-0922-baseline|c136-m3|meta-small|Snyk Code", "prompt": "c136-m3", "model": "meta-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top SAST tools include Checkmarx One, Semgrep Code, GitHub CodeQL, Snyk Code, Veracode, SonarQube, and Aikido."}, {"id": "mai-20260917-0922-baseline|c136-m3|meta-small|Veracode", "prompt": "c136-m3", "model": "meta-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top SAST tools include ... Veracode, SonarQube, and Aikido."}, {"id": "mai-20260917-0922-baseline|c136-m3|meta-small|SonarQube", "prompt": "c136-m3", "model": "meta-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top SAST tools include ... Veracode, SonarQube, and Aikido."}, {"id": "mai-20260917-0922-baseline|c136-m3|meta-small|Aikido", "prompt": "c136-m3", "model": "meta-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top SAST tools include ... Veracode, SonarQube, and Aikido."}, {"id": "mai-20260917-0922-baseline|c136-m3|minimax-small|Checkmarx One", "prompt": "c136-m3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Enterprises**: Checkmarx One or Veracode"}, {"id": "mai-20260917-0922-baseline|c136-m3|minimax-small|Snyk Code", "prompt": "c136-m3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dev-first teams**: Snyk Code or Semgrep"}, {"id": "mai-20260917-0922-baseline|c136-m3|minimax-small|Semgrep", "prompt": "c136-m3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Startups**: Semgrep (free) or Snyk Code (free tier)"}, {"id": "mai-20260917-0922-baseline|c136-m3|minimax-small|SonarQube", "prompt": "c136-m3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Self-hosted**: SonarQube, Veracode offer on-premise options"}, {"id": "mai-20260917-0922-baseline|c136-m3|minimax-small|Veracode", "prompt": "c136-m3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Legacy systems**: Veracode"}, {"id": "mai-20260917-0922-baseline|c136-m3|minimax-small|CodeQL", "prompt": "c136-m3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Open source projects**: Semgrep CE or CodeQL"}, {"id": "mai-20260917-0922-baseline|c136-m3|minimax-small|ZeroPath", "prompt": "c136-m3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "ZeroPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**AI-native**: ZeroPath and Snyk incorporate AI for context-aware detection"}, {"id": "mai-20260917-0922-baseline|c136-m3|minimax-small|GitHub Code Scanning", "prompt": "c136-m3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub Code Scanning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**GitHub integration**: CodeQL, GitHub Code Scanning"}, {"id": "mai-20260917-0922-baseline|c136-m3|minimax-small|Cycode", "prompt": "c136-m3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Cycode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Unified platform**: Cycode, Aikido (combine SAST + SCA + ASPM)"}, {"id": "mai-20260917-0922-baseline|c136-m3|minimax-small|Aikido", "prompt": "c136-m3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Unified platform**: Cycode, Aikido (combine SAST + SCA + ASPM)"}, {"id": "mai-20260917-0922-baseline|c136-m3|mistral-small|Semgrep", "prompt": "c136-m3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Semgrep** – Best open-source option, supports 40+ languages, fast scans, strong customization"}, {"id": "mai-20260917-0922-baseline|c136-m3|mistral-small|Snyk Code", "prompt": "c136-m3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For developer experience and AI: **Snyk Code**"}, {"id": "mai-20260917-0922-baseline|c136-m3|mistral-small|Checkmarx One", "prompt": "c136-m3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For enterprise and compliance: **Checkmarx One** or **Veracode**"}, {"id": "mai-20260917-0922-baseline|c136-m3|mistral-small|SonarQube", "prompt": "c136-m3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For code quality + security: **SonarQube**"}, {"id": "mai-20260917-0922-baseline|c136-m3|mistral-small|Veracode", "prompt": "c136-m3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For enterprise and compliance: **Checkmarx One** or **Veracode**"}, {"id": "mai-20260917-0922-baseline|c136-m3|mistral-small|GitLab Advanced SAST", "prompt": "c136-m3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitLab Advanced SAST", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For DevSecOps integration: **GitLab Advanced SAST**"}, {"id": "mai-20260917-0922-baseline|c136-m3|mistral-small|Cycode SAST", "prompt": "c136-m3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Cycode SAST", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For AI-native and low noise: **ZeroPath** or **Cycode SAST**"}, {"id": "mai-20260917-0922-baseline|c136-m3|mistral-small|ZeroPath", "prompt": "c136-m3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "ZeroPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "AI-native, context-aware, supports 30+ languages, and is designed for low false positives"}, {"id": "mai-20260917-0922-baseline|c136-m3|mistral-small|Aikido Security", "prompt": "c136-m3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Unified platform with AI-generated code coverage and exploitability analysis, suitable for SMEs"}, {"id": "mai-20260917-0922-baseline|c136-m3|mistral-small|Black Duck Coverity", "prompt": "c136-m3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Black Duck Coverity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Specializes in deep analysis, especially for C/C++ and compiled code"}, {"id": "mai-20260917-0922-baseline|c136-m3|moonshot-small|Semgrep", "prompt": "c136-m3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Semgrep** (Best Open Source)"}, {"id": "mai-20260917-0922-baseline|c136-m3|moonshot-small|Snyk Code", "prompt": "c136-m3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Snyk Code** (Best Developer Experience)"}, {"id": "mai-20260917-0922-baseline|c136-m3|moonshot-small|Checkmarx One", "prompt": "c136-m3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Checkmarx One** (Best Enterprise)"}, {"id": "mai-20260917-0922-baseline|c136-m3|moonshot-small|Veracode", "prompt": "c136-m3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For**: Organizations with legacy codebases, binary analysis needs"}, {"id": "mai-20260917-0922-baseline|c136-m3|moonshot-small|GitHub CodeQL", "prompt": "c136-m3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**GitHub CodeQL** (Best for GitHub-Native Teams)"}, {"id": "mai-20260917-0922-baseline|c136-m3|moonshot-small|SonarQube", "prompt": "c136-m3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SonarQube** (Code Quality + Security)"}, {"id": "mai-20260917-0922-baseline|c136-m3|moonshot-small|Aikido Security", "prompt": "c136-m3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Semgrep CE** (free) or **Aikido Security** (all-in-one)"}, {"id": "mai-20260917-0922-baseline|c136-m3|openai-small|Checkmarx One / Checkmarx SAST", "prompt": "c136-m3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One / Checkmarx SAST", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best enterprise all-rounders:** Checkmarx, Veracode, HCL AppScan"}, {"id": "mai-20260917-0922-baseline|c136-m3|openai-small|Veracode Static Analysis", "prompt": "c136-m3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode Static Analysis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best enterprise all-rounders:** Checkmarx, Veracode, HCL AppScan"}, {"id": "mai-20260917-0922-baseline|c136-m3|openai-small|SonarQube / SonarCloud Security", "prompt": "c136-m3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube / SonarCloud Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for developers:** Semgrep, Snyk Code, SonarQube"}, {"id": "mai-20260917-0922-baseline|c136-m3|openai-small|Semgrep", "prompt": "c136-m3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for developers:** Semgrep, Snyk Code, SonarQube"}, {"id": "mai-20260917-0922-baseline|c136-m3|openai-small|Snyk Code", "prompt": "c136-m3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for developers:** Semgrep, Snyk Code, SonarQube"}, {"id": "mai-20260917-0922-baseline|c136-m3|openai-small|Synopsys Coverity", "prompt": "c136-m3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Synopsys Coverity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for C/C++:** Coverity"}, {"id": "mai-20260917-0922-baseline|c136-m3|openai-small|HCL AppScan", "prompt": "c136-m3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "HCL AppScan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Best enterprise all-rounders:** Checkmarx, Veracode, HCL AppScan"}, {"id": "mai-20260917-0922-baseline|c136-m3|openai-small|Mend SAST", "prompt": "c136-m3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Mend SAST", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Often bundled into broader application security workflows"}, {"id": "mai-20260917-0922-baseline|c136-m3|openai-small|Contrast Assess", "prompt": "c136-m3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Contrast Assess", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Not pure SAST; uses runtime analysis rather than classic static analysis"}, {"id": "mai-20260917-0922-baseline|c136-m3|openai-small|CodeQL", "prompt": "c136-m3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "CodeQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best budget/flexible options:** Semgrep community, CodeQL, other OWASP-listed tools"}, {"id": "mai-20260917-0922-baseline|c136-m3|openai-small|SpotBugs", "prompt": "c136-m3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SpotBugs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Open-source / free options: Semgrep Community, CodeQL, SpotBugs, FindSecBugs"}, {"id": "mai-20260917-0922-baseline|c136-m3|openai-small|FindSecBugs", "prompt": "c136-m3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "FindSecBugs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Open-source / free options: Semgrep Community, CodeQL, SpotBugs, FindSecBugs"}, {"id": "mai-20260917-0922-baseline|c136-m3|xai-small|Checkmarx (Checkmarx One)", "prompt": "c136-m3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx (Checkmarx One)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enterprise leader for comprehensive suites. ... Scale to Checkmarx/Snyk for enterprise."}, {"id": "mai-20260917-0922-baseline|c136-m3|xai-small|Snyk Code", "prompt": "c136-m3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Developer-first with strong integrations. ... Scale to Checkmarx/Snyk for enterprise."}, {"id": "mai-20260917-0922-baseline|c136-m3|xai-small|Veracode", "prompt": "c136-m3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong in regulated industries and binaries."}, {"id": "mai-20260917-0922-baseline|c136-m3|xai-small|SonarQube", "prompt": "c136-m3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Code quality + security hybrid."}, {"id": "mai-20260917-0922-baseline|c136-m3|xai-small|Semgrep", "prompt": "c136-m3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Start with Semgrep/CodeQL for quick wins if open-source/GitHub."}, {"id": "mai-20260917-0922-baseline|c136-m3|xai-small|GitHub CodeQL (Advanced Security)", "prompt": "c136-m3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub CodeQL (Advanced Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Start with Semgrep/CodeQL for quick wins if open-source/GitHub."}, {"id": "mai-20260917-0922-baseline|c136-m3|xai-small|Fortify", "prompt": "c136-m3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Fortify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notables: Fortify (legacy enterprise)"}, {"id": "mai-20260917-0922-baseline|c136-m3|xai-small|Coverity", "prompt": "c136-m3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Coverity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Coverity (reporting focus)"}, {"id": "mai-20260917-0922-baseline|c136-m3|xai-small|ZeroPath", "prompt": "c136-m3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "ZeroPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "emerging AI tools like ZeroPath or Aikido"}, {"id": "mai-20260917-0922-baseline|c136-m3|xai-small|Aikido", "prompt": "c136-m3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "emerging AI tools like ZeroPath or Aikido"}, {"id": "mai-20260917-0922-baseline|c136-m3|zai-small|Semgrep", "prompt": "c136-m3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Speed, customization, and CI/CD integration** | **Semgrep** (free CE) or **Snyk Code** (paid)"}, {"id": "mai-20260917-0922-baseline|c136-m3|zai-small|Gosec", "prompt": "c136-m3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Gosec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gosec** is specialized for Go, offering a quick, opinionated scan without configuration."}, {"id": "mai-20260917-0922-baseline|c136-m3|zai-small|CodeQL", "prompt": "c136-m3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deep semantic analysis and GitHub integration** | **CodeQL** (GitHub Advanced Security)"}, {"id": "mai-20260917-0922-baseline|c136-m3|zai-small|SonarQube", "prompt": "c136-m3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SonarQube** balances quality and security, appealing to teams that want a single platform for both"}, {"id": "mai-20260917-0922-baseline|c136-m3|zai-small|Snyk Code", "prompt": "c136-m3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Semgrep** (free CE) or **Snyk Code** (paid)"}, {"id": "mai-20260917-0922-baseline|c136-m3|zai-small|DeepSource", "prompt": "c136-m3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "DeepSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**AI‑driven fixes and rapid remediation** | **DeepSource** or **Snyk Code**"}, {"id": "mai-20260917-0922-baseline|c136-m3|zai-small|Aikido", "prompt": "c136-m3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Aikido** focuses on a frictionless IDE experience with quick setup."}, {"id": "mai-20260917-0922-baseline|c136-m3|zai-small|Checkmarx One", "prompt": "c136-m3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Large, multi‑language, regulated codebase** | **Checkmarx One**, **Veracode**, **Coverity**, or **Fortify**"}, {"id": "mai-20260917-0922-baseline|c136-m3|zai-small|Veracode", "prompt": "c136-m3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Legacy or binary code** | **Veracode** (wide language & binary support)"}, {"id": "mai-20260917-0922-baseline|c136-m3|zai-small|Black Duck Coverity", "prompt": "c136-m3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Black Duck Coverity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Coverity** and **Fortify** are legacy heavyweights"}, {"id": "mai-20260917-0922-baseline|c136-m3|zai-small|Fortify (Micro Focus)", "prompt": "c136-m3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Fortify (Micro Focus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Coverity** and **Fortify** are legacy heavyweights, often chosen for their ability to handle massive, multi‑language codebases"}, {"id": "mai-20260917-0922-baseline|c136-m4|alibaba-small|Semgrep", "prompt": "c136-m4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Overall Budget Pick: **Semgrep**"}, {"id": "mai-20260917-0922-baseline|c136-m4|alibaba-small|Checkmarx", "prompt": "c136-m4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkmarx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools to Avoid on a Tight Budget ... **Checkmarx One / Fortify / Vercode:** These are enterprise-grade tools"}, {"id": "mai-20260917-0922-baseline|c136-m4|alibaba-small|Veracode", "prompt": "c136-m4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Checkmarx One / Fortify / Vercode:** ... They offer little value to small teams and are expensive to maintain."}, {"id": "mai-20260917-0922-baseline|c136-m4|alibaba-small|SonarQube Community Edition", "prompt": "c136-m4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Fully Free/Open-Source Options ($0 Cost) ... **SonarQube Community Edition**"}, {"id": "mai-20260917-0922-baseline|c136-m4|alibaba-small|Bandit (Python)", "prompt": "c136-m4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit (Python)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Language-specific, lightweight, and completely free"}, {"id": "mai-20260917-0922-baseline|c136-m4|alibaba-small|GoSec (Go)", "prompt": "c136-m4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "GoSec (Go)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Language-specific, lightweight, and completely free"}, {"id": "mai-20260917-0922-baseline|c136-m4|alibaba-small|ESLint + Security Plugins (JavaScript)", "prompt": "c136-m4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "ESLint + Security Plugins (JavaScript)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Language-specific, lightweight, and completely free"}, {"id": "mai-20260917-0922-baseline|c136-m4|alibaba-small|Semgrep OSS", "prompt": "c136-m4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Can be run locally for free. Great for learning custom rules."}, {"id": "mai-20260917-0922-baseline|c136-m4|alibaba-small|Codacy", "prompt": "c136-m4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Codacy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best Value Paid Tool (Under $100/mo) ... **Codacy**"}, {"id": "mai-20260917-0922-baseline|c136-m4|alibaba-small|Qodana (by JetBrains)", "prompt": "c136-m4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Qodana (by JetBrains)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Extremely cost-effective. Uses IntelliJ's robust inspection engine."}, {"id": "mai-20260917-0922-baseline|c136-m4|alibaba-small|Fortify", "prompt": "c136-m4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Fortify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Tools to Avoid on a Tight Budget ... Fortify"}, {"id": "mai-20260917-0922-baseline|c136-m4|alibaba-small|Snyk Code", "prompt": "c136-m4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "While popular, pricing starts at ~$25/developer/month, which can add up quickly"}, {"id": "mai-20260917-0922-baseline|c136-m4|anthropic-small|Semgrep", "prompt": "c136-m4", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with **SonarQube Community** or **Semgrep** offers excellent value"}, {"id": "mai-20260917-0922-baseline|c136-m4|anthropic-small|SonarQube Community", "prompt": "c136-m4", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with **SonarQube Community** or **Semgrep** offers excellent value"}, {"id": "mai-20260917-0922-baseline|c136-m4|anthropic-small|DeepSource", "prompt": "c136-m4", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "DeepSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free and affordable tools like Semgrep, SonarQube Community, and DeepSource deliver detection quality"}, {"id": "mai-20260917-0922-baseline|c136-m4|anthropic-small|Codacy", "prompt": "c136-m4", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Codacy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For $15/user/month, Codacy provides SAST, SCA, DAST... best for small to mid-size teams"}, {"id": "mai-20260917-0922-baseline|c136-m4|challenger-small|Semgrep", "prompt": "c136-m4", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Semgrep**"}, {"id": "mai-20260917-0922-baseline|c136-m4|challenger-small|SonarQube Community", "prompt": "c136-m4", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SonarQube Community** for code-quality and basic security checks"}, {"id": "mai-20260917-0922-baseline|c136-m4|challenger-small|Bandit", "prompt": "c136-m4", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A language-specific scanner such as **Bandit** for Python"}, {"id": "mai-20260917-0922-baseline|c136-m4|challenger-small|gosec", "prompt": "c136-m4", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "gosec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**gosec** for Go if you need deeper coverage"}, {"id": "mai-20260917-0922-baseline|c136-m4|challenger-small|Qodana", "prompt": "c136-m4", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Qodana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "cited as one of the cheapest paid options with meaningful security coverage"}, {"id": "mai-20260917-0922-baseline|c136-m4|challenger-small|CodeAnt AI", "prompt": "c136-m4", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "CodeAnt AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a good starting point for teams that want an all-in-one platform"}, {"id": "mai-20260917-0922-baseline|c136-m4|challenger-small|Checkmarx", "prompt": "c136-m4", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Checkmarx or Veracode, but these are much more expensive"}, {"id": "mai-20260917-0922-baseline|c136-m4|challenger-small|Veracode", "prompt": "c136-m4", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Checkmarx or Veracode, but these are much more expensive"}, {"id": "mai-20260917-0922-baseline|c136-m4|deepseek-small|Semgrep (Community Edition)", "prompt": "c136-m4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep (Community Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Semgrep (Community Edition)** is the best SAST tool for a company with a limited budget"}, {"id": "mai-20260917-0922-baseline|c136-m4|deepseek-small|CodeQL", "prompt": "c136-m4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "CodeQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "no steep query-DSL learning curve like CodeQL"}, {"id": "mai-20260917-0922-baseline|c136-m4|deepseek-small|SonarQube Community", "prompt": "c136-m4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SonarQube CE** if you need a dashboard and quality gates"}, {"id": "mai-20260917-0922-baseline|c136-m4|deepseek-small|Bandit", "prompt": "c136-m4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A **language-specific linter** (Bandit, gosec, Brakeman) for depth in your main stack"}, {"id": "mai-20260917-0922-baseline|c136-m4|deepseek-small|gosec", "prompt": "c136-m4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "gosec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A **language-specific linter** (Bandit, gosec, Brakeman) for depth"}, {"id": "mai-20260917-0922-baseline|c136-m4|deepseek-small|Brakeman", "prompt": "c136-m4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Brakeman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A **language-specific linter** (Bandit, gosec, Brakeman) for depth"}, {"id": "mai-20260917-0922-baseline|c136-m4|deepseek-small|Qodana", "prompt": "c136-m4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Qodana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Qodana** or **Codacy** offer the best value"}, {"id": "mai-20260917-0922-baseline|c136-m4|deepseek-small|Codacy", "prompt": "c136-m4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Codacy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Qodana** or **Codacy** offer the best value"}, {"id": "mai-20260917-0922-baseline|c136-m4|deepseek-small|Snyk Code", "prompt": "c136-m4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Snyk Code** | ~$25/dev/mo | Developer-first, strong IDE integration"}, {"id": "mai-20260917-0922-baseline|c136-m4|deepseek-small|Checkmarx", "prompt": "c136-m4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkmarx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid enterprise tools like Checkmarx and Veracode unless you have an established enterprise budget"}, {"id": "mai-20260917-0922-baseline|c136-m4|deepseek-small|Veracode", "prompt": "c136-m4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid enterprise tools like Checkmarx and Veracode"}, {"id": "mai-20260917-0922-baseline|c136-m4|google-small|Semgrep", "prompt": "c136-m4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Semgrep (Best Overall for Speed & Customization)"}, {"id": "mai-20260917-0922-baseline|c136-m4|google-small|SonarQube Community Edition", "prompt": "c136-m4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. SonarQube Community Edition (Best for Self-Hosting & Code Quality)"}, {"id": "mai-20260917-0922-baseline|c136-m4|google-small|Bandit", "prompt": "c136-m4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Python:** Bandit"}, {"id": "mai-20260917-0922-baseline|c136-m4|google-small|gosec", "prompt": "c136-m4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "gosec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Go:** gosec"}, {"id": "mai-20260917-0922-baseline|c136-m4|google-small|Brakeman", "prompt": "c136-m4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Brakeman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ruby on Rails:** Brakeman"}, {"id": "mai-20260917-0922-baseline|c136-m4|google-small|SpotBugs + FindSecBugs", "prompt": "c136-m4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SpotBugs + FindSecBugs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Java:** SpotBugs + FindSecBugs"}, {"id": "mai-20260917-0922-baseline|c136-m4|google-small|ESLint (with security plugins)", "prompt": "c136-m4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "ESLint (with security plugins)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**JavaScript/Node:** ESLint (with security plugins) or NodeJsScan"}, {"id": "mai-20260917-0922-baseline|c136-m4|google-small|NodeJsScan", "prompt": "c136-m4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "NodeJsScan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ESLint (with security plugins) or NodeJsScan"}, {"id": "mai-20260917-0922-baseline|c136-m4|google-small|KICS", "prompt": "c136-m4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "KICS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Infrastructure as Code (IaC):** KICS or Trivy"}, {"id": "mai-20260917-0922-baseline|c136-m4|google-small|Trivy", "prompt": "c136-m4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "KICS or Trivy"}, {"id": "mai-20260917-0922-baseline|c136-m4|google-small|Gitleaks", "prompt": "c136-m4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Gitleaks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Secrets Scanning:** Gitleaks"}, {"id": "mai-20260917-0922-baseline|c136-m4|google-small|Aikido Security", "prompt": "c136-m4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "4. Aikido Security (Best \"All-in-One\" for Startups & Small Teams)"}, {"id": "mai-20260917-0922-baseline|c136-m4|meta-small|Semgrep CE", "prompt": "c136-m4", "model": "meta-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep CE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SAST tool for a company with a limited budget is Semgrep CE, which is a free SAST scanner that supports 30+ languages"}, {"id": "mai-20260917-0922-baseline|c136-m4|meta-small|Qodana", "prompt": "c136-m4", "model": "meta-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Qodana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Qodana, which costs $6/contributor/month and supports 60+ languages"}, {"id": "mai-20260917-0922-baseline|c136-m4|meta-small|Codacy", "prompt": "c136-m4", "model": "meta-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Codacy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Codacy, which is an all-in-one tool for budget-conscious teams"}, {"id": "mai-20260917-0922-baseline|c136-m4|minimax-small|Semgrep", "prompt": "c136-m4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Semgrep's free tier** - it's the most feature-complete free option available in 2026"}, {"id": "mai-20260917-0922-baseline|c136-m4|minimax-small|SonarQube Community Build", "prompt": "c136-m4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community Build", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "pair it with **SonarQube Community Build** for additional code quality analysis"}, {"id": "mai-20260917-0922-baseline|c136-m4|minimax-small|Qodana", "prompt": "c136-m4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Qodana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best Budget Option**: $6/contributor/month"}, {"id": "mai-20260917-0922-baseline|c136-m4|minimax-small|Bandit", "prompt": "c136-m4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Bandit** (Python-specific)"}, {"id": "mai-20260917-0922-baseline|c136-m4|minimax-small|Gosec", "prompt": "c136-m4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Gosec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Gosec** (Go-specific)"}, {"id": "mai-20260917-0922-baseline|c136-m4|minimax-small|CodeAnt AI Premium", "prompt": "c136-m4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "CodeAnt AI Premium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| $100-300/month | Qodana or CodeAnt AI Premium |"}, {"id": "mai-20260917-0922-baseline|c136-m4|minimax-small|Codacy Pro", "prompt": "c136-m4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Codacy Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| $300+/month | Semgrep Pro or Codacy Pro |"}, {"id": "mai-20260917-0922-baseline|c136-m4|mistral-small|Semgrep (Community Edition)", "prompt": "c136-m4", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep (Community Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Semgrep** as your primary scanner"}, {"id": "mai-20260917-0922-baseline|c136-m4|mistral-small|CodeQL", "prompt": "c136-m4", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider CodeQL if your code is public or you use GitHub Advanced Security"}, {"id": "mai-20260917-0922-baseline|c136-m4|mistral-small|Bandit", "prompt": "c136-m4", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Python, **Bandit** is highly recommended for its zero-config setup and speed"}, {"id": "mai-20260917-0922-baseline|c136-m4|mistral-small|gosec", "prompt": "c136-m4", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "gosec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Go, **gosec** is a good choice"}, {"id": "mai-20260917-0922-baseline|c136-m4|mistral-small|Brakeman", "prompt": "c136-m4", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Brakeman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "for Ruby on Rails, **Brakeman** is tailored to the framework"}, {"id": "mai-20260917-0922-baseline|c136-m4|mistral-small|SonarQube Community Edition", "prompt": "c136-m4", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SonarQube Community Edition is also a solid choice if you want a more comprehensive code analysis tool"}, {"id": "mai-20260917-0922-baseline|c136-m4|moonshot-small|Semgrep", "prompt": "c136-m4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Semgrep (Best Overall Value)... **Semgrep Community Edition** (free, open-source) as your primary SAST scanner"}, {"id": "mai-20260917-0922-baseline|c136-m4|moonshot-small|SonarQube Community Build", "prompt": "c136-m4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community Build", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SonarQube Community Build** for additional code quality and basic security scanning"}, {"id": "mai-20260917-0922-baseline|c136-m4|moonshot-small|CodeQL (GitHub)", "prompt": "c136-m4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "CodeQL (GitHub)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Powerful semantic analysis, backed by GitHub/Microsoft... Best for: Teams already using GitHub"}, {"id": "mai-20260917-0922-baseline|c136-m4|moonshot-small|Bandit", "prompt": "c136-m4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Add **language-specific tools** (like Bandit for Python, gosec for Go, Brakeman for Ruby) as needed"}, {"id": "mai-20260917-0922-baseline|c136-m4|moonshot-small|gosec", "prompt": "c136-m4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "gosec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "gosec for Go"}, {"id": "mai-20260917-0922-baseline|c136-m4|moonshot-small|CodeAnt AI", "prompt": "c136-m4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "CodeAnt AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**$100-300/month** | CodeAnt AI or Qodana"}, {"id": "mai-20260917-0922-baseline|c136-m4|moonshot-small|Qodana", "prompt": "c136-m4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Qodana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**$100-300/month** | CodeAnt AI or Qodana"}, {"id": "mai-20260917-0922-baseline|c136-m4|moonshot-small|Codacy Pro", "prompt": "c136-m4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Codacy Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**$300-1,000/month** | Semgrep Pro or Codacy Pro"}, {"id": "mai-20260917-0922-baseline|c136-m4|moonshot-small|Brakeman", "prompt": "c136-m4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Brakeman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Brakeman for Ruby) as needed"}, {"id": "mai-20260917-0922-baseline|c136-m4|openai-small|GitHub CodeQL", "prompt": "c136-m4", "model": "openai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "GitHub CodeQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best default choice is usually GitHub CodeQL** if your code is already on GitHub"}, {"id": "mai-20260917-0922-baseline|c136-m4|openai-small|Semgrep Community Edition", "prompt": "c136-m4", "model": "openai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Semgrep Community Edition** is often the strongest budget-friendly alternative in practice"}, {"id": "mai-20260917-0922-baseline|c136-m4|xai-small|Semgrep (open-source edition)", "prompt": "c136-m4", "model": "xai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep (open-source edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Semgrep (open-source edition) is widely regarded as the best free SAST tool for companies on a limited budget."}, {"id": "mai-20260917-0922-baseline|c136-m4|xai-small|SonarQube Community", "prompt": "c136-m4", "model": "xai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free alternatives if Semgrep doesn't fit:"}, {"id": "mai-20260917-0922-baseline|c136-m4|xai-small|CodeQL", "prompt": "c136-m4", "model": "xai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free for public repos; private needs GitHub Enterprise (~$20/user/mo)"}, {"id": "mai-20260917-0922-baseline|c136-m4|xai-small|Bandit", "prompt": "c136-m4", "model": "xai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "100% free, zero-config, but single-language"}, {"id": "mai-20260917-0922-baseline|c136-m4|zai-small|Semgrep CE", "prompt": "c136-m4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep CE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary SAST** | Semgrep CE (free tier) | Fast CI scans, 30+ languages, custom rules"}, {"id": "mai-20260917-0922-baseline|c136-m4|zai-small|SonarQube Community Edition", "prompt": "c136-m4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**You want a single self‑hosted hub** → SonarQube Community Edition."}, {"id": "mai-20260917-0922-baseline|c136-m4|zai-small|GitHub CodeQL", "prompt": "c136-m4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "GitHub CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**You're heavily invested in GitHub** → GitHub CodeQL."}, {"id": "mai-20260917-0922-baseline|c136-m4|zai-small|Bandit", "prompt": "c136-m4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Python (Bandit) ... Great for quick wins in specific stacks"}, {"id": "mai-20260917-0922-baseline|c136-m4|zai-small|Brakeman", "prompt": "c136-m4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Brakeman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ruby (Brakeman)"}, {"id": "mai-20260917-0922-baseline|c136-m4|zai-small|gosec", "prompt": "c136-m4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "gosec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Go (gosec)"}, {"id": "mai-20260917-0922-baseline|c136-m4|zai-small|PHPStan", "prompt": "c136-m4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "PHPStan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "PHP (PHPStan), etc."}, {"id": "mai-20260917-0922-baseline|c136-m4|zai-small|Qodana (JetBrains)", "prompt": "c136-m4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Qodana (JetBrains)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**You need higher accuracy** than open‑source tools can deliver → Qodana."}, {"id": "mai-20260917-0922-baseline|c136-m4|zai-small|Codacy", "prompt": "c136-m4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Codacy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**You want a hosted, all‑in‑one solution** (no ops to manage) → Codacy or CodeAnt AI."}, {"id": "mai-20260917-0922-baseline|c136-m4|zai-small|Snyk Code", "prompt": "c136-m4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**You prioritize IDE integration for developers** → Snyk Code."}, {"id": "mai-20260917-0922-baseline|c136-m4|zai-small|CodeAnt AI", "prompt": "c136-m4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "CodeAnt AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Teams that want AI‑assisted remediation and a \"plug‑and‑play\" experience"}, {"id": "mai-20260917-0922-baseline|c136-m5|alibaba-small|Fortify", "prompt": "c136-m5", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise pricing (Fortify, Checkmarx) can be punishingly expensive due to licensing tiers."}, {"id": "mai-20260917-0922-baseline|c136-m5|alibaba-small|Checkmarx", "prompt": "c136-m5", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise pricing (Fortify, Checkmarx) can be punishingly expensive due to licensing tiers."}, {"id": "mai-20260917-0922-baseline|c136-m5|deepseek-small|Checkmarx", "prompt": "c136-m5", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy enterprise suites (Checkmarx, Veracode, Fortify): ... But quote-only contracts, longer onboarding (weeks to months), and higher operational overhead."}, {"id": "mai-20260917-0922-baseline|c136-m5|deepseek-small|Veracode", "prompt": "c136-m5", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy enterprise suites (Checkmarx, Veracode, Fortify): ... quote-only contracts, longer onboarding (weeks to months), and higher operational overhead."}, {"id": "mai-20260917-0922-baseline|c136-m5|deepseek-small|Fortify", "prompt": "c136-m5", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Legacy enterprise suites (Checkmarx, Veracode, Fortify): ... higher operational overhead."}, {"id": "mai-20260917-0922-baseline|c136-m5|deepseek-small|Semgrep", "prompt": "c136-m5", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Popular top picks overall: Semgrep (open-source, fast, low FP)"}, {"id": "mai-20260917-0922-baseline|c136-m5|deepseek-small|Snyk Code", "prompt": "c136-m5", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Snyk Code (strong developer experience + AI fixes)"}, {"id": "mai-20260917-0922-baseline|c136-m5|deepseek-small|SonarQube", "prompt": "c136-m5", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SonarQube (breadth, code quality + security)"}, {"id": "mai-20260917-0922-baseline|c136-m5|deepseek-small|CodeQL", "prompt": "c136-m5", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "CodeQL (very low false positives via semantic data-flow)"}, {"id": "mai-20260917-0922-baseline|c136-m5|deepseek-small|Checkmarx One", "prompt": "c136-m5", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Checkmarx One (deep cross-file analysis, compliance dashboards)"}, {"id": "mai-20260917-0922-baseline|c136-m5|google-small|Semgrep", "prompt": "c136-m5", "model": "google-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For Developer-First Speed & Flexibility:** **Semgrep Code** or **Snyk Code**. 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configure, tune, and run them"}, {"id": "mai-20260917-0922-baseline|c136-m5|google-small|Veracode", "prompt": "c136-m5", "model": "google-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "legacy market leaders with incredibly deep engines, but they generally require a dedicated AppSec engineer to configure, tune, and run them"}, {"id": "mai-20260917-0922-baseline|c136-m5|google-small|Aikido Security", "prompt": "c136-m5", "model": "google-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For Lightweight Mid-Market All-in-Ones:** Platforms like **Aikido Security** or **SonarQube**"}, {"id": "mai-20260917-0922-baseline|c136-m5|google-small|SonarQube", "prompt": "c136-m5", "model": "google-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "They focus on being fast, affordable, and combining SAST, SCA, and basic cloud security."}, {"id": "mai-20260917-0922-baseline|c136-m5|minimax-small|Checkmarx One", "prompt": "c136-m5", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Checkmarx One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Checkmarx One** – Strong enterprise features, broad language support"}, {"id": "mai-20260917-0922-baseline|c136-m5|minimax-small|Snyk Code", "prompt": "c136-m5", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Snyk Code** – Good integration ecosystem, competitive pricing"}, {"id": "mai-20260917-0922-baseline|c136-m5|minimax-small|Semgrep", "prompt": "c136-m5", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Semgrep** – Open-source roots, strong customizability, good value"}, {"id": "mai-20260917-0922-baseline|c136-m5|minimax-small|SonarQube", "prompt": "c136-m5", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SonarQube** – Unified code quality + security, strong governance"}, {"id": "mai-20260917-0922-baseline|c136-m5|minimax-small|Veracode", "prompt": "c136-m5", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Veracode** – Strong for compliance-heavy industries"}, {"id": "mai-20260917-0922-baseline|c136-m5|mistral-small|Checkmarx", "prompt": "c136-m5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Checkmarx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Commercial:** Checkmarx, Fortify, Veracode, SonarQube (Enterprise), Snyk Code, GitLab Ultimate"}, {"id": "mai-20260917-0922-baseline|c136-m5|mistral-small|Fortify", "prompt": "c136-m5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Fortify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Commercial:** Checkmarx, Fortify, Veracode"}, {"id": "mai-20260917-0922-baseline|c136-m5|mistral-small|Veracode", "prompt": "c136-m5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Commercial:** Checkmarx, Fortify, Veracode, SonarQube (Enterprise)"}, {"id": "mai-20260917-0922-baseline|c136-m5|mistral-small|SonarQube (Enterprise)", "prompt": "c136-m5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "SonarQube (Enterprise)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SonarQube (Enterprise), Snyk Code, GitLab Ultimate"}, {"id": "mai-20260917-0922-baseline|c136-m5|mistral-small|Snyk Code", "prompt": "c136-m5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Snyk Code, GitLab Ultimate"}, {"id": "mai-20260917-0922-baseline|c136-m5|mistral-small|GitLab Ultimate", "prompt": "c136-m5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "GitLab Ultimate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Snyk Code, GitLab Ultimate"}, {"id": "mai-20260917-0922-baseline|c136-m5|mistral-small|Semgrep", "prompt": "c136-m5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Open Source:** SonarQube (Community/Developer), Semgrep, CodeQL, PMD, FindSecBugs"}, {"id": "mai-20260917-0922-baseline|c136-m5|mistral-small|CodeQL", "prompt": "c136-m5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "CodeQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Semgrep, CodeQL, PMD, FindSecBugs"}, {"id": "mai-20260917-0922-baseline|c136-m5|mistral-small|PMD", "prompt": "c136-m5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "PMD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "CodeQL, PMD, FindSecBugs"}, {"id": "mai-20260917-0922-baseline|c136-m5|mistral-small|FindSecBugs", "prompt": "c136-m5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "FindSecBugs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "PMD, FindSecBugs"}, {"id": "mai-20260917-0922-baseline|c136-m5|mistral-small|Micro Focus Fortify", "prompt": "c136-m5", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Micro Focus Fortify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Enterprise-Grade:** Micro Focus Fortify, IBM AppScan Source, Parasoft C/C++test"}, {"id": "mai-20260917-0922-baseline|c136-m5|mistral-small|IBM AppScan 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"pos": 4, "ev": "Per-developer: ~$25-60/developer/month (Snyk, Semgrep)"}, {"id": "mai-20260917-0922-baseline|c136-m5|moonshot-small|Fortify", "prompt": "c136-m5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Fortify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Legacy Enterprise | Checkmarx, Veracode, Fortify"}, {"id": "mai-20260917-0922-baseline|c136-m5|moonshot-small|Snyk Code", "prompt": "c136-m5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Semgrep, Snyk Code, SonarQube"}, {"id": "mai-20260917-0922-baseline|c136-m5|moonshot-small|SonarQube", "prompt": "c136-m5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Semgrep, Snyk Code, SonarQube | Fast rollout"}, {"id": "mai-20260917-0922-baseline|c136-m5|moonshot-small|ZeroPath", "prompt": "c136-m5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "ZeroPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-Native | ZeroPath, Pixee | Context-aware detection"}, {"id": "mai-20260917-0922-baseline|c136-m5|moonshot-small|Pixee", "prompt": "c136-m5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Pixee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-Native | ZeroPath, Pixee"}, {"id": "mai-20260917-0922-baseline|c136-m5|xai-small|Snyk Code", "prompt": "c136-m5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Dev-friendly: Snyk Code, Semgrep, SonarQube"}, {"id": "mai-20260917-0922-baseline|c136-m5|xai-small|Corgea", "prompt": "c136-m5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Corgea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AI-modern: Corgea, OX Security"}, {"id": "mai-20260917-0922-baseline|c136-m5|xai-small|Fortify", "prompt": "c136-m5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Fortify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "on-prem/hybrid (for air-gapped needs, e.g., Fortify, SonarQube)"}, {"id": "mai-20260917-0922-baseline|c136-m5|xai-small|SonarQube", "prompt": "c136-m5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dev-friendly: Snyk Code, Semgrep, SonarQube"}, {"id": "mai-20260917-0922-baseline|c136-m5|xai-small|Checkmarx", "prompt": "c136-m5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Checkmarx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leaders from Gartner 2025 AST MQ include Veracode, Checkmarx (One)"}, {"id": "mai-20260917-0922-baseline|c136-m5|xai-small|Semgrep", "prompt": "c136-m5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Semgrep | Speed, custom rules, OSS roots"}, {"id": "mai-20260917-0922-baseline|c136-m5|xai-small|Veracode", "prompt": "c136-m5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Leaders from Gartner 2025 AST MQ include Veracode"}, {"id": "mai-20260917-0922-baseline|c136-m5|xai-small|OpenText Fortify", "prompt": "c136-m5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "OpenText Fortify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Leaders from Gartner 2025 AST MQ include Veracode, Checkmarx (One), OpenText Fortify, Black Duck"}, {"id": "mai-20260917-0922-baseline|c136-m5|xai-small|Black Duck", "prompt": "c136-m5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "OpenText Fortify, Black Duck"}, {"id": "mai-20260917-0922-baseline|c136-m5|xai-small|OX Security", "prompt": "c136-m5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "OX Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AI-modern: Corgea, OX Security"}, {"id": "mai-20260917-0922-baseline|c136-m6|alibaba-small|Checkmarx", "prompt": "c136-m6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Powerful but heavy. Avoid it if you want \"plug-and-play.\" Require extensive custom rule tuning"}, {"id": "mai-20260917-0922-baseline|c136-m6|alibaba-small|Fortify", "prompt": "c136-m6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Fortify is historically noted for generating \"volume over value\" findings."}, {"id": "mai-20260917-0922-baseline|c136-m6|alibaba-small|SonarQube", "prompt": "c136-m6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "notorious for high false positives on default settings"}, {"id": "mai-20260917-0922-baseline|c136-m6|alibaba-small|RIPS", "prompt": "c136-m6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "RIPS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid academic prototypes or older tools (like certain iterations of RIPS ... that no longer receive updates"}, {"id": "mai-20260917-0922-baseline|c136-m6|alibaba-small|Scan4all", "prompt": "c136-m6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Scan4all", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid academic prototypes or older tools (like ... older Scan4all configs)"}, {"id": "mai-20260917-0922-baseline|c136-m6|alibaba-small|GitHub Advanced Security", "prompt": "c136-m6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Often cited for having the lowest false-positive rate of any SAST tool"}, {"id": "mai-20260917-0922-baseline|c136-m6|alibaba-small|Semgrep", "prompt": "c136-m6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Highly praised for its \"tunable\" nature ... significantly reducing noise"}, {"id": "mai-20260917-0922-baseline|c136-m6|challenger-small|Bandit", "prompt": "c136-m6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Bandit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Bandit is described as **Python-focused** and limited in detection scope"}, {"id": "mai-20260917-0922-baseline|c136-m6|challenger-small|Brakeman", "prompt": "c136-m6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Brakeman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Brakeman is **Rails-specific**, so they are poor fits outside those ecosystems"}, {"id": "mai-20260917-0922-baseline|c136-m6|challenger-small|CodeQL", "prompt": "c136-m6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "CodeQL is powerful, but Checkmarx notes it **requires expertise to write queries**"}, {"id": "mai-20260917-0922-baseline|c136-m6|deepseek-small|Fortify", "prompt": "c136-m6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional Fortify configurations and older Checkmarx deployments ... only detect what their rule authors anticipated ... mature but limited"}, {"id": "mai-20260917-0922-baseline|c136-m6|deepseek-small|Checkmarx", "prompt": "c136-m6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "older Checkmarx deployments (and comparable older rule-based engines) only detect what their rule authors anticipated"}, {"id": "mai-20260917-0922-baseline|c136-m6|deepseek-small|Semgrep CE", "prompt": "c136-m6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep CE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Semgrep CE** — free, 30+ languages, low noise, fast, strong CI/CD fit"}, {"id": "mai-20260917-0922-baseline|c136-m6|deepseek-small|Snyk Code", "prompt": "c136-m6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Snyk Code** — best developer experience, real-time IDE feedback"}, {"id": "mai-20260917-0922-baseline|c136-m6|deepseek-small|CodeQL", "prompt": "c136-m6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**CodeQL** — semantic analysis, free for public repos, strong for GitHub teams"}, {"id": "mai-20260917-0922-baseline|c136-m6|deepseek-small|Checkmarx One", "prompt": "c136-m6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "deeper enterprise coverage, but heavier and slower; watch costs and integration complexity"}, {"id": "mai-20260917-0922-baseline|c136-m6|deepseek-small|Veracode", "prompt": "c136-m6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "deeper enterprise coverage, but heavier and slower; watch costs and integration complexity"}, {"id": "mai-20260917-0922-baseline|c136-m6|google-small|Veracode", "prompt": "c136-m6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid legacy, binary-upload scanners... historically pioneered by tools like Veracode)... a major friction point for modern, fast-paced DevSecOps teams."}, {"id": "mai-20260917-0922-baseline|c136-m6|google-small|OpenText Fortify", "prompt": "c136-m6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "OpenText Fortify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High-cost, legacy platforms (like OpenText Fortify or older on-premise setups of Checkmarx)... Avoid legacy, binary-upload scanners and heavyweight on-premise engines."}, {"id": "mai-20260917-0922-baseline|c136-m6|google-small|Checkmarx", "prompt": "c136-m6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Heavyweight platforms like **Checkmarx** or **GitHub Advanced Security (CodeQL)** are powerful, but only if you have the internal bandwidth and expertise to aggressively tune them"}, {"id": "mai-20260917-0922-baseline|c136-m6|google-small|Bandit", "prompt": "c136-m6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Bandit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Basic pattern-matching tools (like Bandit for Python...)... If you rely *only* on basic pattern-matchers, you will miss the critical logical or data-flow flaws"}, {"id": "mai-20260917-0922-baseline|c136-m6|google-small|Snyk Code", "prompt": "c136-m6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Modern, developer-friendly platforms (such as Snyk Code)... keep their rule engine highly proprietary... they can restrict highly advanced security teams."}, {"id": "mai-20260917-0922-baseline|c136-m6|google-small|Semgrep", "prompt": "c136-m6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "look toward modern semantic analyzers like **Semgrep** or **Snyk**, which prioritize developer workflows and speed"}, {"id": "mai-20260917-0922-baseline|c136-m6|google-small|CodeQL", "prompt": "c136-m6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "unlike open engines like Semgrep or CodeQL"}, {"id": "mai-20260917-0922-baseline|c136-m6|meta-small|OX Security", "prompt": "c136-m6", "model": "meta-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "OX Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compares and contrasts various SAST tools, including OX Security, Snyk Code, Semgrep, and Aikido Security"}, {"id": "mai-20260917-0922-baseline|c136-m6|meta-small|Snyk Code", "prompt": "c136-m6", "model": "meta-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including OX Security, Snyk Code, Semgrep, and Aikido Security"}, {"id": "mai-20260917-0922-baseline|c136-m6|meta-small|Semgrep", "prompt": "c136-m6", "model": "meta-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including OX Security, Snyk Code, Semgrep, and Aikido Security"}, {"id": "mai-20260917-0922-baseline|c136-m6|meta-small|Aikido Security", "prompt": "c136-m6", "model": "meta-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Aikido Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including OX Security, Snyk Code, Semgrep, and Aikido Security"}, {"id": "mai-20260917-0922-baseline|c136-m6|minimax-small|Checkmarx", "prompt": "c136-m6", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Be cautious with Checkmarx** if you use Kotlin — expect significant tuning"}, {"id": "mai-20260917-0922-baseline|c136-m6|minimax-small|Fortify (OpenText)", "prompt": "c136-m6", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Fortify (OpenText)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Be cautious with Fortify** if you need fast scans or have budget constraints"}, {"id": "mai-20260917-0922-baseline|c136-m6|moonshot-small|SonarQube", "prompt": "c136-m6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**40-60% false positives** on default configurations for tools like SonarQube"}, {"id": "mai-20260917-0922-baseline|c136-m6|moonshot-small|CodeQL", "prompt": "c136-m6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Look for modern alternatives** - Tools with semantic analysis (like CodeQL) show lower false positive rates"}, {"id": "mai-20260917-0922-baseline|c136-m6|xai-small|SonarQube", "prompt": "c136-m6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**SonarQube**: High false positive rates out-of-the-box (40-82% ...) ... Tune heavily or pair with security-specific tools."}, {"id": "mai-20260917-0922-baseline|c136-m6|xai-small|Checkmarx (CxSAST)", "prompt": "c136-m6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx (CxSAST)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Notable false positives (36% in 2024 Tolly Report...); noisy without tuning; legacy on-prem UX criticized as outdated"}, {"id": "mai-20260917-0922-baseline|c136-m6|xai-small|Fortify (OpenText/Micro Focus)", "prompt": "c136-m6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Fortify (OpenText/Micro Focus)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Acknowledges false positives as \"inevitable\"; heavyweight with high noise/maintenance"}, {"id": "mai-20260917-0922-baseline|c136-m6|xai-small|Semgrep", "prompt": "c136-m6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Use **multiple tools** (e.g., Semgrep for speed/custom rules + CodeQL for dataflow; low FP overlap)"}, {"id": "mai-20260917-0922-baseline|c136-m6|xai-small|CodeQL", "prompt": "c136-m6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Prioritize **reachability/taint analysis** (CodeQL, Veracode <1-10% FP tuned)"}, {"id": "mai-20260917-0922-baseline|c136-m6|xai-small|Veracode", "prompt": "c136-m6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Favor developer-friendly (Snyk, Semgrep) or low-noise (Veracode) for scale."}, {"id": "mai-20260917-0922-baseline|c136-m6|xai-small|Snyk", "prompt": "c136-m6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Favor developer-friendly (Snyk, Semgrep) or low-noise (Veracode) for scale."}, {"id": "mai-20260917-0922-baseline|c136-m6|zai-small|SonarQube", "prompt": "c136-m6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SonarQube on default settings flags 40‑60 % of findings as non‑issues on typical Java or TypeScript codebases"}, {"id": "mai-20260917-0922-baseline|c136-s1|alibaba-small|Snyk", "prompt": "c136-s1", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most modern small-to-medium B2B companies, **Snyk** is the default choice."}, {"id": "mai-20260917-0922-baseline|c136-s1|alibaba-small|Semgrep", "prompt": "c136-s1", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Budget & Control: Semgrep (by Racer)"}, {"id": "mai-20260917-0922-baseline|c136-s1|alibaba-small|SonarQube", "prompt": "c136-s1", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for General Code Quality: SonarQube (Community)"}, {"id": "mai-20260917-0922-baseline|c136-s1|alibaba-small|Veracode", "prompt": "c136-s1", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "though it is much cheaper than competitors like Veracode"}, {"id": "mai-20260917-0922-baseline|c136-s1|anthropic-small|Semgrep", "prompt": "c136-s1", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with a free open-source option like Semgrep if you want flexibility and cost savings"}, {"id": "mai-20260917-0922-baseline|c136-s1|anthropic-small|Bandit", "prompt": "c136-s1", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Bandit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "with Semgrep, Bandit, and similar tools handling common patterns capably"}, {"id": "mai-20260917-0922-baseline|c136-s1|anthropic-small|Aikido Security", "prompt": "c136-s1", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or consider Aikido Security if you prefer an all-in-one managed solution with minimal setup complexity"}, {"id": "mai-20260917-0922-baseline|c136-s1|anthropic-small|GitLab SAST", "prompt": "c136-s1", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "GitLab SAST", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GitLab SAST is fully integrated for GitLab users, offering seamless CI security scans and dashboards"}, {"id": "mai-20260917-0922-baseline|c136-s1|anthropic-small|Checkmarx", "prompt": "c136-s1", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for Small Teams: Checkmarx's configuration and management are complex... expensive ($40K+ minimum)"}, {"id": "mai-20260917-0922-baseline|c136-s1|challenger-small|Semgrep", "prompt": "c136-s1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SAST tool is usually **Semgrep**"}, {"id": "mai-20260917-0922-baseline|c136-s1|challenger-small|GitHub Advanced Security / CodeQL", "prompt": "c136-s1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "GitHub Advanced Security / CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is often the better fit"}, {"id": "mai-20260917-0922-baseline|c136-s1|challenger-small|Checkmarx", "prompt": "c136-s1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you need stronger enterprise governance and compliance, **Checkmarx** or **Veracode** are more appropriate"}, {"id": "mai-20260917-0922-baseline|c136-s1|challenger-small|Veracode", "prompt": "c136-s1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Checkmarx** or **Veracode** are more appropriate"}, {"id": "mai-20260917-0922-baseline|c136-s1|challenger-small|Fortify", "prompt": "c136-s1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Fortify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose Checkmarx, Veracode, or Fortify** only if compliance, auditability, or enterprise reporting matters more"}, {"id": "mai-20260917-0922-baseline|c136-s1|challenger-small|CodeAnt AI", "prompt": "c136-s1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "CodeAnt AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these are less consistently established as the default choice for small B2B teams"}, {"id": "mai-20260917-0922-baseline|c136-s1|challenger-small|ZeroPath", "prompt": "c136-s1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "ZeroPath", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "these are less consistently established as the default choice for small B2B teams"}, {"id": "mai-20260917-0922-baseline|c136-s1|challenger-small|Aikido", "prompt": "c136-s1", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Aikido", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "these are less consistently established as the default choice for small B2B teams"}, {"id": "mai-20260917-0922-baseline|c136-s1|deepseek-small|Semgrep", "prompt": "c136-s1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B teams, I'd start with Semgrep as your primary SAST tool"}, {"id": "mai-20260917-0922-baseline|c136-s1|deepseek-small|CodeQL (GitHub)", "prompt": "c136-s1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "CodeQL (GitHub)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if: you're standardized on GitHub and want deep analysis"}, {"id": "mai-20260917-0922-baseline|c136-s1|deepseek-small|Snyk Code", "prompt": "c136-s1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "add **Snyk Code** if you need a frictionless managed platform"}, {"id": "mai-20260917-0922-baseline|c136-s1|deepseek-small|SonarQube", "prompt": "c136-s1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SonarQube — Best for quality + security in one platform"}, {"id": "mai-20260917-0922-baseline|c136-s1|deepseek-small|Bandit", "prompt": "c136-s1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Bandit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A **language-specific linter** for your main stack (Bandit for Python, gosec for Go, Brakeman for Rails)"}, {"id": "mai-20260917-0922-baseline|c136-s1|deepseek-small|gosec", "prompt": "c136-s1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "gosec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Bandit for Python, gosec for Go, Brakeman for Rails"}, {"id": "mai-20260917-0922-baseline|c136-s1|deepseek-small|Brakeman", "prompt": "c136-s1", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Brakeman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bandit for Python, gosec for Go, Brakeman for Rails"}, {"id": "mai-20260917-0922-baseline|c136-s1|google-small|Aikido Security", "prompt": "c136-s1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Aikido Security if: You have no dedicated security team... primary goal is to pass a SOC 2 audit"}, {"id": "mai-20260917-0922-baseline|c136-s1|google-small|Semgrep", "prompt": "c136-s1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Semgrep: Best for Engineering-Led Teams"}, {"id": "mai-20260917-0922-baseline|c136-s1|google-small|Snyk (Snyk Code)", "prompt": "c136-s1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk (Snyk Code)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Snyk's paid tiers can get incredibly expensive quickly as your team grows."}, {"id": "mai-20260917-0922-baseline|c136-s1|google-small|SonarCloud (SonarQube)", "prompt": "c136-s1", "model": "google-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarCloud (SonarQube)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: It isn't a dedicated security-first tool... you will need to stitch other tools together."}, {"id": "mai-20260917-0922-baseline|c136-s1|meta-small|Semgrep", "prompt": "c136-s1", "model": "meta-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SAST tool for a small B2B company is Semgrep"}, {"id": "mai-20260917-0922-baseline|c136-s1|minimax-small|Semgrep", "prompt": "c136-s1", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Snyk Code** or **Semgrep** due to their balance of affordability, ease of use, and effectiveness"}, {"id": "mai-20260917-0922-baseline|c136-s1|minimax-small|Snyk Code", "prompt": "c136-s1", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Snyk Code** or **Semgrep**"}, {"id": "mai-20260917-0922-baseline|c136-s1|minimax-small|Codiga", "prompt": "c136-s1", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Codiga", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Codiga** (Best for Small Teams)"}, {"id": "mai-20260917-0922-baseline|c136-s1|minimax-small|GitHub Advanced Security / CodeQL", "prompt": "c136-s1", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "GitHub Advanced Security / CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the **GitHub Advanced Security** bundle is also a solid choice"}, {"id": "mai-20260917-0922-baseline|c136-s1|minimax-small|Corgea", "prompt": "c136-s1", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Corgea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Corgea** (Best AI-Native Option)"}, {"id": "mai-20260917-0922-baseline|c136-s1|mistral-small|Semgrep Community Edition (CE)", "prompt": "c136-s1", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep Community Edition (CE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Semgrep CE** is the top free choice"}, {"id": "mai-20260917-0922-baseline|c136-s1|mistral-small|CodeAnt AI", "prompt": "c136-s1", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "CodeAnt AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CodeAnt AI** and **Codacy** are excellent paid options"}, {"id": "mai-20260917-0922-baseline|c136-s1|mistral-small|Codacy", "prompt": "c136-s1", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Codacy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CodeAnt AI** and **Codacy** are excellent paid options"}, {"id": "mai-20260917-0922-baseline|c136-s1|mistral-small|Snyk Code", "prompt": "c136-s1", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Starts at $25/dev/month and integrates well with modern development workflows"}, {"id": "mai-20260917-0922-baseline|c136-s1|moonshot-small|Snyk Code", "prompt": "c136-s1", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Snyk Code if you want an easy-to-use, comprehensive security platform"}, {"id": "mai-20260917-0922-baseline|c136-s1|moonshot-small|Semgrep", "prompt": "c136-s1", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Semgrep if you have technical security expertise in-house"}, {"id": "mai-20260917-0922-baseline|c136-s1|moonshot-small|SonarQube Cloud", "prompt": "c136-s1", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider SonarQube if code quality is equally important to security"}, {"id": "mai-20260917-0922-baseline|c136-s1|moonshot-small|Checkmarx", "prompt": "c136-s1", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Checkmarx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid: Enterprise-focused tools like Checkmarx (~$40K+/year)"}, {"id": "mai-20260917-0922-baseline|c136-s1|moonshot-small|Veracode", "prompt": "c136-s1", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid: ... or Veracode — these are overkill and overpriced"}, {"id": "mai-20260917-0922-baseline|c136-s1|openai-small|Semgrep", "prompt": "c136-s1", "model": "openai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Semgrep**"}, {"id": "mai-20260917-0922-baseline|c136-s1|openai-small|GitHub Advanced Security", "prompt": "c136-s1", "model": "openai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitHub Advanced Security** is the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c136-s1|openai-small|SonarQube", "prompt": "c136-s1", "model": "openai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SonarQube is useful, but it's not usually my first pick as the primary SAST tool for a small B2B company"}, {"id": "mai-20260917-0922-baseline|c136-s1|xai-small|Semgrep", "prompt": "c136-s1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Semgrep (Best overall for small teams)"}, {"id": "mai-20260917-0922-baseline|c136-s1|xai-small|Snyk Code", "prompt": "c136-s1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Snyk Code (Best developer-first with IDE integration)"}, {"id": "mai-20260917-0922-baseline|c136-s1|xai-small|SonarQube Community Edition", "prompt": "c136-s1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free for code quality + basic SAST"}, {"id": "mai-20260917-0922-baseline|c136-s1|xai-small|Aikido Security", "prompt": "c136-s1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "All-in-one (SAST + SCA + secrets + IaC), AI autofix, startup-focused"}, {"id": "mai-20260917-0922-baseline|c136-s1|xai-small|Qodana", "prompt": "c136-s1", "model": "xai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Qodana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "~$6/user/month, JetBrains-powered, multi-language—budget pick"}, {"id": "mai-20260917-0922-baseline|c136-s1|zai-small|Semgrep", "prompt": "c136-s1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Semgrep ... is the best starting point because it's free for small teams"}, {"id": "mai-20260917-0922-baseline|c136-s1|zai-small|Snyk Code", "prompt": "c136-s1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: Snyk Code ... is a solid alternative"}, {"id": "mai-20260917-0922-baseline|c136-s1|zai-small|SonarQube Community Edition", "prompt": "c136-s1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "SonarQube Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-Friendly Alternative: SonarQube Community Edition"}, {"id": "mai-20260917-0922-baseline|c136-s1|zai-small|Qodana", "prompt": "c136-s1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Qodana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Qodana** (JetBrains) — $6 per contributor/month, good for Java/.NET-heavy shops"}, {"id": "mai-20260917-0922-baseline|c136-s1|zai-small|CodeAnt AI", "prompt": "c136-s1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "CodeAnt AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**CodeAnt AI** — all-in-one (SAST + AI review + secrets + IaC)"}, {"id": "mai-20260917-0922-baseline|c136-s1|zai-small|Aikido Security", "prompt": "c136-s1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "zero CI config, but pricing can be steep for very small businesses"}, {"id": "mai-20260917-0922-baseline|c136-s1|zai-small|Pixee", "prompt": "c136-s1", "model": "zai-small", "cat": "static-application-security-testing", "variant": "direct", "raw": "Pixee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some vendors (e.g., Pixee, Aikido) have emerging flat pricing"}, {"id": "mai-20260917-0922-baseline|c136-s2|alibaba-small|Semgrep", "prompt": "c136-s2", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Semgrep**"}, {"id": "mai-20260917-0922-baseline|c136-s2|alibaba-small|SonarQube (via SonarCloud)", "prompt": "c136-s2", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube (via SonarCloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Runner-Up: **SonarQube (via SonarCloud)**"}, {"id": "mai-20260917-0922-baseline|c136-s2|alibaba-small|Veracode", "prompt": "c136-s2", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "look at **Veracode** or **Checkmarx**. These are expensive and complex"}, {"id": "mai-20260917-0922-baseline|c136-s2|alibaba-small|Checkmarx", "prompt": "c136-s2", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "look at **Veracode** or **Checkmarx**. These are expensive and complex"}, {"id": "mai-20260917-0922-baseline|c136-s2|anthropic-small|Snyk Code", "prompt": "c136-s2", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snyk Code** - For real-time security scanning and fixing vulnerabilities in code, this is an excellent choice for smaller teams."}, {"id": "mai-20260917-0922-baseline|c136-s2|anthropic-small|Semgrep", "prompt": "c136-s2", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lightweight static analysis with customizable security rules, this is particularly good if you want flexibility"}, {"id": "mai-20260917-0922-baseline|c136-s2|anthropic-small|Kiuwan", "prompt": "c136-s2", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Kiuwan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kiuwan's explicit support for compliance standards like PCI DSS, NIST, and OWASP gives customers confidence"}, {"id": "mai-20260917-0922-baseline|c136-s2|anthropic-small|Aikido", "prompt": "c136-s2", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Aikido offers a comprehensive code-to-cloud security solution"}, {"id": "mai-20260917-0922-baseline|c136-s2|challenger-small|Semgrep", "prompt": "c136-s2", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Semgrep** as the default static code security scanner"}, {"id": "mai-20260917-0922-baseline|c136-s2|challenger-small|GitHub CodeQL", "prompt": "c136-s2", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitHub CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitHub CodeQL** if you live in GitHub and want native CI integration"}, {"id": "mai-20260917-0922-baseline|c136-s2|challenger-small|SonarQube", "prompt": "c136-s2", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SonarQube** if you want a combined **code quality + security** tool"}, {"id": "mai-20260917-0922-baseline|c136-s2|challenger-small|Snyk Code", "prompt": "c136-s2", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Snyk Code** if you want a more **developer-first security platform**"}, {"id": "mai-20260917-0922-baseline|c136-s2|deepseek-small|Semgrep", "prompt": "c136-s2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick: Semgrep (or Semgrep + its AppSec Platform)"}, {"id": "mai-20260917-0922-baseline|c136-s2|deepseek-small|Snyk Code", "prompt": "c136-s2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternative: Snyk Code"}, {"id": "mai-20260917-0922-baseline|c136-s2|deepseek-small|SonarQube", "prompt": "c136-s2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a safe default if you want code *quality* + security in one place; genuinely usable free community edition, but \"heavier.\""}, {"id": "mai-20260917-0922-baseline|c136-s2|deepseek-small|Checkmarx", "prompt": "c136-s2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the enterprise-grade incumbents. Overkill (and too pricey \\u2014 $40K/yr+) for a small business."}, {"id": "mai-20260917-0922-baseline|c136-s2|deepseek-small|Veracode", "prompt": "c136-s2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overkill (and too pricey \\u2014 $40K/yr+) for a small business."}, {"id": "mai-20260917-0922-baseline|c136-s2|deepseek-small|Fortify", "prompt": "c136-s2", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Overkill (and too pricey \\u2014 $40K/yr+) for a small business."}, {"id": "mai-20260917-0922-baseline|c136-s2|google-small|Aikido Security", "prompt": "c136-s2", "model": "google-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aikido** is the top recommendation."}, {"id": "mai-20260917-0922-baseline|c136-s2|google-small|Snyk", "prompt": "c136-s2", "model": "google-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Snyk (specifically Snyk Code)** is the gold standard."}, {"id": "mai-20260917-0922-baseline|c136-s2|google-small|Semgrep", "prompt": "c136-s2", "model": "google-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Semgrep** is the industry favorite."}, {"id": "mai-20260917-0922-baseline|c136-s2|meta-small|Semgrep", "prompt": "c136-s2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Semgrep: It is an open-source SAST tool ... It is a good option for small businesses as it is free and has a high signal AppSec platform."}, {"id": "mai-20260917-0922-baseline|c136-s2|meta-small|SonarQube/SonarCloud", "prompt": "c136-s2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube/SonarCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is a popular SAST tool that provides a comprehensive code analysis and is widely used in the industry."}, {"id": "mai-20260917-0922-baseline|c136-s2|meta-small|Snyk", "prompt": "c136-s2", "model": "meta-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good option for small businesses as it is easy to use and provides a comprehensive vulnerability management"}, {"id": "mai-20260917-0922-baseline|c136-s2|minimax-small|Semgrep", "prompt": "c136-s2", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Businesses: Semgrep"}, {"id": "mai-20260917-0922-baseline|c136-s2|minimax-small|Snyk", "prompt": "c136-s2", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd lean toward **Semgrep** or **Snyk** because they're approachable"}, {"id": "mai-20260917-0922-baseline|c136-s2|minimax-small|SonarQube", "prompt": "c136-s2", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Comprehensive Solution: SonarQube"}, {"id": "mai-20260917-0922-baseline|c136-s2|mistral-small|Semgrep", "prompt": "c136-s2", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Semgrep** is often the best choice due to its balance of speed, customization, and cost"}, {"id": "mai-20260917-0922-baseline|c136-s2|mistral-small|Aikido", "prompt": "c136-s2", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Aikido** is also a strong contender"}, {"id": "mai-20260917-0922-baseline|c136-s2|mistral-small|SonarQube", "prompt": "c136-s2", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular for continuous inspection of code quality and security."}, {"id": "mai-20260917-0922-baseline|c136-s2|moonshot-small|Semgrep", "prompt": "c136-s2", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## My Top Recommendation: **Semgrep**"}, {"id": "mai-20260917-0922-baseline|c136-s2|moonshot-small|SonarQube", "prompt": "c136-s2", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SonarQube | Community Edition (limited) | ~$170/month self-hosted | Teams wanting quality + security"}, {"id": "mai-20260917-0922-baseline|c136-s2|moonshot-small|Checkmarx", "prompt": "c136-s2", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Checkmarx | ❌ No free tier | Enterprise pricing | Large enterprises"}, {"id": "mai-20260917-0922-baseline|c136-s2|moonshot-small|Snyk", "prompt": "c136-s2", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Snyk | Limited free tier | ~$50-100/dev/month | Teams wanting all-in-one security"}, {"id": "mai-20260917-0922-baseline|c136-s2|moonshot-small|GitHub Advanced Security", "prompt": "c136-s2", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**GitHub Advanced Security** (which includes CodeQL) at ~$49/committer/month is also excellent"}, {"id": "mai-20260917-0922-baseline|c136-s2|openai-small|Semgrep", "prompt": "c136-s2", "model": "openai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Semgrep** as the first SAST to evaluate"}, {"id": "mai-20260917-0922-baseline|c136-s2|openai-small|Snyk Code", "prompt": "c136-s2", "model": "openai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Snyk Code** as the next contender if you want a more polished developer experience"}, {"id": "mai-20260917-0922-baseline|c136-s2|openai-small|Checkmarx SAST", "prompt": "c136-s2", "model": "openai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx SAST", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you need a more traditional enterprise SAST, deeper governance, or have compliance-heavy customers"}, {"id": "mai-20260917-0922-baseline|c136-s2|openai-small|Fortify", "prompt": "c136-s2", "model": "openai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Fortify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Checkmarx SAST** or **Fortify**: if you need a more traditional enterprise SAST"}, {"id": "mai-20260917-0922-baseline|c136-s2|openai-small|SonarQube", "prompt": "c136-s2", "model": "openai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It's useful, but it's not my first pick if your main objective is vulnerability detection."}, {"id": "mai-20260917-0922-baseline|c136-s2|xai-small|Semgrep", "prompt": "c136-s2", "model": "xai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend starting with Semgrep's free tier (open-source Community edition)."}, {"id": "mai-20260917-0922-baseline|c136-s2|xai-small|SonarQube Community Edition", "prompt": "c136-s2", "model": "xai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Self-hosted alternative: SonarQube Community Edition (free/open-source)"}, {"id": "mai-20260917-0922-baseline|c136-s2|xai-small|Snyk", "prompt": "c136-s2", "model": "xai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paid upgrade path if you outgrow free**: Snyk ($0 limited free tier → $25/dev/month Team)"}, {"id": "mai-20260917-0922-baseline|c136-s2|xai-small|Veracode", "prompt": "c136-s2", "model": "xai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid heavy enterprise tools like Veracode/Checkmarx (expensive, complex)."}, {"id": "mai-20260917-0922-baseline|c136-s2|xai-small|Checkmarx", "prompt": "c136-s2", "model": "xai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Checkmarx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid heavy enterprise tools like Veracode/Checkmarx (expensive, complex)."}, {"id": "mai-20260917-0922-baseline|c136-s2|zai-small|Semgrep", "prompt": "c136-s2", "model": "zai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Semgrep"}, {"id": "mai-20260917-0922-baseline|c136-s2|zai-small|Snyk Code", "prompt": "c136-s2", "model": "zai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner Up: Snyk Code"}, {"id": "mai-20260917-0922-baseline|c136-s2|zai-small|SonarQube (Community Edition)", "prompt": "c136-s2", "model": "zai-small", "cat": "static-application-security-testing", "variant": "paraphrase", "raw": "SonarQube (Community Edition)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The Catch: It is **self-hosted**... the \"free\" edition can become expensive if you factor in the time required"}, {"id": "mai-20260917-0922-baseline|c136-s3|alibaba-small|Semgrep", "prompt": "c136-s3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "\"We have zero budget and hate false positives.\" → Start with **Semgrep OSS**."}, {"id": "mai-20260917-0922-baseline|c136-s3|alibaba-small|Snyk Code", "prompt": "c136-s3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **Snyk**. The SCA market leadership extends naturally into their SAST offering."}, {"id": "mai-20260917-0922-baseline|c136-s3|alibaba-small|CodeAnt AI", "prompt": "c136-s3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "CodeAnt AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CodeAnt AI** is the strongest fit here, bridging the gap between a PR reviewer and a strict security scanner."}, {"id": "mai-20260917-0922-baseline|c136-s3|alibaba-small|SonarQube (Community Edition)", "prompt": "c136-s3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube (Community Edition)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Security coverage (SAST) is present but is generally considered secondary to its quality metrics."}, {"id": "mai-20260917-0922-baseline|c136-s3|alibaba-small|Aikido Security", "prompt": "c136-s3", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look at **Aikido**. The contextual filtering ... is where it shines over standalone scanners."}, {"id": "mai-20260917-0922-baseline|c136-s3|anthropic-small|Semgrep", "prompt": "c136-s3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Semgrep** stands out as a lightweight option. It's lightweight, highly customizable, and ideal for CI pipelines"}, {"id": "mai-20260917-0922-baseline|c136-s3|anthropic-small|Bandit", "prompt": "c136-s3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Bandit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tools like Semgrep and Bandit handling common patterns capably at no cost to trial"}, {"id": "mai-20260917-0922-baseline|c136-s3|anthropic-small|SonarQube", "prompt": "c136-s3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SonarQube** is another popular choice."}, {"id": "mai-20260917-0922-baseline|c136-s3|anthropic-small|Aikido Security", "prompt": "c136-s3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Aikido Security** is specifically tailored for smaller teams... great for startups and small teams"}, {"id": "mai-20260917-0922-baseline|c136-s3|anthropic-small|Snyk Code", "prompt": "c136-s3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Snyk Code offers fast, developer-friendly SAST with inline PR feedback... but lacks on-prem support"}, {"id": "mai-20260917-0922-baseline|c136-s3|anthropic-small|GitHub Advanced Security", "prompt": "c136-s3", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "GitHub Advanced Security is strong for GitHub-native teams."}, {"id": "mai-20260917-0922-baseline|c136-s3|challenger-small|Semgrep", "prompt": "c136-s3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Semgrep** if you want the best balance of **free/open-source**, **custom rules**, and **fast CI scans**."}, {"id": "mai-20260917-0922-baseline|c136-s3|challenger-small|Snyk Code", "prompt": "c136-s3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Snyk Code** if your team values **developer experience**"}, {"id": "mai-20260917-0922-baseline|c136-s3|challenger-small|Aikido Security", "prompt": "c136-s3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Aikido** if you want **minimum setup** and a broader security bundle for a startup."}, {"id": "mai-20260917-0922-baseline|c136-s3|challenger-small|SonarQube", "prompt": "c136-s3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose SonarQube** if you want **quality and security together**"}, {"id": "mai-20260917-0922-baseline|c136-s3|challenger-small|CodeQL/GitHub Advanced Security", "prompt": "c136-s3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "CodeQL/GitHub Advanced Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "can also be a strong fit"}, {"id": "mai-20260917-0922-baseline|c136-s3|challenger-small|GitLab SAST", "prompt": "c136-s3", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitLab SAST", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best features depend on higher GitLab tiers"}, {"id": "mai-20260917-0922-baseline|c136-s3|deepseek-small|Semgrep", "prompt": "c136-s3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Starting point: Many small teams run Semgrep OSS in CI for fast PR feedback (free, customizable, huge community)"}, {"id": "mai-20260917-0922-baseline|c136-s3|deepseek-small|Snyk Code", "prompt": "c136-s3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want minimal setup and low noise: Snyk Code (great IDE experience, free tier)"}, {"id": "mai-20260917-0922-baseline|c136-s3|deepseek-small|SonarQube", "prompt": "c136-s3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want code quality included \\u2192 SonarQube"}, {"id": "mai-20260917-0922-baseline|c136-s3|deepseek-small|GitHub CodeQL", "prompt": "c136-s3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "optionally CodeQL in nightly builds for deeper analysis \\u2014 a very common combined pattern"}, {"id": "mai-20260917-0922-baseline|c136-s3|deepseek-small|Codacy", "prompt": "c136-s3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Codacy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Codacy / DeepSource | All-in-one, low false positives"}, {"id": "mai-20260917-0922-baseline|c136-s3|deepseek-small|DeepSource", "prompt": "c136-s3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "DeepSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Codacy / DeepSource | All-in-one, low false positives"}, {"id": "mai-20260917-0922-baseline|c136-s3|deepseek-small|Aikido", "prompt": "c136-s3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Aikido (zero CI config, all-in-one)"}, {"id": "mai-20260917-0922-baseline|c136-s3|deepseek-small|Checkmarx", "prompt": "c136-s3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise tools like Checkmarx or Fortify (~$40K/yr) are overkill for small teams."}, {"id": "mai-20260917-0922-baseline|c136-s3|deepseek-small|Fortify", "prompt": "c136-s3", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise tools like Checkmarx or Fortify (~$40K/yr) are overkill for small teams."}, {"id": "mai-20260917-0922-baseline|c136-s3|google-small|Semgrep", "prompt": "c136-s3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Semgrep (Best Overall Value & Speed)"}, {"id": "mai-20260917-0922-baseline|c136-s3|google-small|Snyk Code", "prompt": "c136-s3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Snyk Code (Best for All-in-One AppSec)"}, {"id": "mai-20260917-0922-baseline|c136-s3|google-small|Aikido Security", "prompt": "c136-s3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Aikido Security (Best for Reducing Alert Fatigue)"}, {"id": "mai-20260917-0922-baseline|c136-s3|google-small|GitHub CodeQL", "prompt": "c136-s3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub CodeQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "For private repositories, GitHub Advanced Security (which includes CodeQL) is extremely expensive."}, {"id": "mai-20260917-0922-baseline|c136-s3|google-small|GitLab SAST", "prompt": "c136-s3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitLab SAST", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For GitLab users, basic SAST features are baked right into the CI templates."}, {"id": "mai-20260917-0922-baseline|c136-s3|google-small|SonarCloud", "prompt": "c136-s3", "model": "google-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Its security analysis is generally considered less deep compared to dedicated SAST tools"}, {"id": "mai-20260917-0922-baseline|c136-s3|minimax-small|Semgrep", "prompt": "c136-s3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Semgrep** (Best Overall for Most Teams)"}, {"id": "mai-20260917-0922-baseline|c136-s3|minimax-small|SonarQube Community", "prompt": "c136-s3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube Community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SonarQube Community** (Best for Self-Hosted)"}, {"id": "mai-20260917-0922-baseline|c136-s3|minimax-small|DeepSource", "prompt": "c136-s3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "DeepSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DeepSource** (Best Low False Positives)"}, {"id": "mai-20260917-0922-baseline|c136-s3|minimax-small|Codacy", "prompt": "c136-s3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Codacy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Codacy** (Best All-in-One)"}, {"id": "mai-20260917-0922-baseline|c136-s3|minimax-small|Aikido Security", "prompt": "c136-s3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Aikido Security** (Best Zero-Config)"}, {"id": "mai-20260917-0922-baseline|c136-s3|minimax-small|Snyk Code", "prompt": "c136-s3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Snyk Code** (Best for GitHub Users)"}, {"id": "mai-20260917-0922-baseline|c136-s3|minimax-small|Bandit", "prompt": "c136-s3", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Bandit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Budget-conscious**: Semgrep (free) + Bandit (Python)"}, {"id": "mai-20260917-0922-baseline|c136-s3|mistral-small|Semgrep", "prompt": "c136-s3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **multi-language** projects: Start with **Semgrep** (free) or **CodeQL** (if on GitHub)."}, {"id": "mai-20260917-0922-baseline|c136-s3|mistral-small|CodeQL", "prompt": "c136-s3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "CodeQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Semgrep** (free) or **CodeQL** (if on GitHub)."}, {"id": "mai-20260917-0922-baseline|c136-s3|mistral-small|SonarQube", "prompt": "c136-s3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **code quality + security**: **SonarQube** (Developer plan)."}, {"id": "mai-20260917-0922-baseline|c136-s3|mistral-small|Codiga", "prompt": "c136-s3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Codiga", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For **real-time IDE feedback**: **Codiga**."}, {"id": "mai-20260917-0922-baseline|c136-s3|mistral-small|Bandit", "prompt": "c136-s3", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Bandit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For **Python-only**: **Bandit** is the simplest and free."}, {"id": "mai-20260917-0922-baseline|c136-s3|moonshot-small|Semgrep", "prompt": "c136-s3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams in 2024–2025, **Semgrep** or **Snyk Code** represent the best balance of capability, developer experience, and transparent pricing."}, {"id": "mai-20260917-0922-baseline|c136-s3|moonshot-small|Snyk Code", "prompt": "c136-s3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Semgrep** or **Snyk Code** represent the best balance of capability, developer experience, and transparent pricing."}, {"id": "mai-20260917-0922-baseline|c136-s3|moonshot-small|SonarQube (Community/Developer Edition)", "prompt": "c136-s3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube (Community/Developer Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Quality + Security ... Drawback: Heavier to set up and maintain"}, {"id": "mai-20260917-0922-baseline|c136-s3|moonshot-small|CodeQL", "prompt": "c136-s3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Deep Analysis (GitHub-Centric Teams)"}, {"id": "mai-20260917-0922-baseline|c136-s3|moonshot-small|Codacy", "prompt": "c136-s3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Codacy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Cloud-First Simplicity"}, {"id": "mai-20260917-0922-baseline|c136-s3|moonshot-small|Trivy", "prompt": "c136-s3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Trivy** or **OWASP Dependency-Check** for SCA"}, {"id": "mai-20260917-0922-baseline|c136-s3|moonshot-small|OWASP Dependency-Check", "prompt": "c136-s3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Trivy** or **OWASP Dependency-Check** for SCA"}, {"id": "mai-20260917-0922-baseline|c136-s3|moonshot-small|Gitleaks", "prompt": "c136-s3", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Gitleaks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Gitleaks** for secrets detection"}, {"id": "mai-20260917-0922-baseline|c136-s3|openai-small|Semgrep", "prompt": "c136-s3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Semgrep** if you want the best balance of speed, simplicity, and actionable findings."}, {"id": "mai-20260917-0922-baseline|c136-s3|openai-small|SonarQube / SonarCloud", "prompt": "c136-s3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube / SonarCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose SonarQube/SonarCloud** if you want security plus code quality in one tool."}, {"id": "mai-20260917-0922-baseline|c136-s3|openai-small|GitHub CodeQL", "prompt": "c136-s3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose CodeQL** if you're already deep in GitHub and want tight platform integration."}, {"id": "mai-20260917-0922-baseline|c136-s3|openai-small|Checkmarx SAST", "prompt": "c136-s3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx SAST", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Better for larger programs than tiny teams... Often not the first choice if you want something simple and fast for a small team"}, {"id": "mai-20260917-0922-baseline|c136-s3|openai-small|Open-source linters / language-specific analyzers", "prompt": "c136-s3", "model": "openai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Open-source linters / language-specific analyzers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Usually weaker at cross-file analysis, taint tracking, central reporting, and multi-language consistency"}, {"id": "mai-20260917-0922-baseline|c136-s3|xai-small|Semgrep", "prompt": "c136-s3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation**: Start with **Semgrep OSS + SonarQube Community** (free stack covering most needs)."}, {"id": "mai-20260917-0922-baseline|c136-s3|xai-small|SonarQube Community/SonarCloud", "prompt": "c136-s3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube Community/SonarCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Semgrep OSS + SonarQube Community** (free stack covering most needs)."}, {"id": "mai-20260917-0922-baseline|c136-s3|xai-small|Snyk Code", "prompt": "c136-s3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Add Snyk Team if SCA matters."}, {"id": "mai-20260917-0922-baseline|c136-s3|xai-small|GitHub CodeQL", "prompt": "c136-s3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GitHub CodeQL** (Best if using GitHub)"}, {"id": "mai-20260917-0922-baseline|c136-s3|xai-small|Codiga", "prompt": "c136-s3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Codiga", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Codiga or Aikido** (Emerging all-in-one for budgets ~$15-30/user/mo)"}, {"id": "mai-20260917-0922-baseline|c136-s3|xai-small|Aikido", "prompt": "c136-s3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Codiga or Aikido** (Emerging all-in-one for budgets ~$15-30/user/mo)"}, {"id": "mai-20260917-0922-baseline|c136-s3|xai-small|Checkmarx", "prompt": "c136-s3", "model": "xai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Checkmarx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Checkmarx is powerful but too pricey (~$1K+/dev/yr minimums) for small teams—skip unless scaling fast."}, {"id": "mai-20260917-0922-baseline|c136-s3|zai-small|Semgrep", "prompt": "c136-s3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most budget‑friendly & flexible:** Semgrep (OSS) or SonarQube Community (self‑hosted)."}, {"id": "mai-20260917-0922-baseline|c136-s3|zai-small|Snyk Code", "prompt": "c136-s3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best developer experience & AI triage:** Snyk Code or DeepSource."}, {"id": "mai-20260917-0922-baseline|c136-s3|zai-small|SonarQube Community", "prompt": "c136-s3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "SonarQube Community", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Most budget‑friendly & flexible:** Semgrep (OSS) or SonarQube Community (self‑hosted)."}, {"id": "mai-20260917-0922-baseline|c136-s3|zai-small|Codacy", "prompt": "c136-s3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Codacy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "All‑in‑one multi‑engine scanning, low‑maintenance for small teams"}, {"id": "mai-20260917-0922-baseline|c136-s3|zai-small|DeepSource", "prompt": "c136-s3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "DeepSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best developer experience & AI triage:** Snyk Code or DeepSource."}, {"id": "mai-20260917-0922-baseline|c136-s3|zai-small|Aikido Security", "prompt": "c136-s3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**All‑in‑one (SAST + SCA + IaC + secrets) with zero CI config:** Aikido Security."}, {"id": "mai-20260917-0922-baseline|c136-s3|zai-small|GitHub CodeQL", "prompt": "c136-s3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitHub CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**GitHub‑native:** GitHub CodeQL (or GitLab SAST if you're on GitLab)."}, {"id": "mai-20260917-0922-baseline|c136-s3|zai-small|GitLab SAST", "prompt": "c136-s3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "GitLab SAST", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "(or GitLab SAST if you're on GitLab)"}, {"id": "mai-20260917-0922-baseline|c136-s3|zai-small|Pixee", "prompt": "c136-s3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "Pixee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Higher cost (starting around $300‑$500/mo), extra step of configuring another tool to feed it findings."}, {"id": "mai-20260917-0922-baseline|c136-s3|zai-small|ZeroPath", "prompt": "c136-s3", "model": "zai-small", "cat": "static-application-security-testing", "variant": "comparative", "raw": "ZeroPath", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "More expensive (≈$1,000/mo base + $60/dev/mo), overkill for very small teams."}, {"id": "mai-20260917-0922-baseline|c136-s4|alibaba-small|Semgrep", "prompt": "c136-s4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best SAST tool is Semgrep**"}, {"id": "mai-20260917-0922-baseline|c136-s4|alibaba-small|SonarQube Community Edition", "prompt": "c136-s4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: SonarQube Community Edition"}, {"id": "mai-20260917-0922-baseline|c136-s4|alibaba-small|Bandit", "prompt": "c136-s4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bandit:** Specifically for Python security issues."}, {"id": "mai-20260917-0922-baseline|c136-s4|alibaba-small|Gosec", "prompt": "c136-s4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Gosec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gosec:** Specifically for Go security issues."}, {"id": "mai-20260917-0922-baseline|c136-s4|alibaba-small|Trivy", "prompt": "c136-s4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Trivy:** For dependency scanning (SCA) and container security."}, {"id": "mai-20260917-0922-baseline|c136-s4|alibaba-small|Checkmarx", "prompt": "c136-s4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkmarx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Tools to Avoid on a Tight Budget... Checkmarx / Fortify: Enterprise-grade, expensive ($$$)"}, {"id": "mai-20260917-0922-baseline|c136-s4|alibaba-small|Fortify", "prompt": "c136-s4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Fortify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Checkmarx / Fortify: Enterprise-grade, expensive ($$$), complex setup. Overkill and likely unaffordable."}, {"id": "mai-20260917-0922-baseline|c136-s4|alibaba-small|Snyk Code", "prompt": "c136-s4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk Code", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "free tier is very limited for a team, and pricing scales steeply per developer"}, {"id": "mai-20260917-0922-baseline|c136-s4|alibaba-small|Veracode", "prompt": "c136-s4", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Mostly SaaS/pay-per-scan model, less suitable for agile/dev-integrated workflows."}, {"id": "mai-20260917-0922-baseline|c136-s4|anthropic-small|Semgrep", "prompt": "c136-s4", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a tight budget, **Semgrep** is the clear winner"}, {"id": "mai-20260917-0922-baseline|c136-s4|anthropic-small|SonarQube Community", "prompt": "c136-s4", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SonarQube Community Build now covers 25 languages and adds code quality metrics alongside security findings"}, {"id": "mai-20260917-0922-baseline|c136-s4|anthropic-small|Bandit", "prompt": "c136-s4", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Semgrep, Bandit, and similar tools handle common patterns capably and cost nothing to trial"}, {"id": "mai-20260917-0922-baseline|c136-s4|anthropic-small|CodeQL", "prompt": "c136-s4", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CodeQL is free for public repositories and delivers deep semantic analysis across 12 languages"}, {"id": "mai-20260917-0922-baseline|c136-s4|challenger-small|Semgrep", "prompt": "c136-s4", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point is usually **Semgrep OSS/free tier**, because it is low-cost, fast to adopt"}, {"id": "mai-20260917-0922-baseline|c136-s4|challenger-small|CodeQL", "prompt": "c136-s4", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Several comparisons also pair it with **CodeQL** or lightweight security linters for broader coverage at little or no cost."}, {"id": "mai-20260917-0922-baseline|c136-s4|challenger-small|Aikido Security", "prompt": "c136-s4", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Aikido Security** if you want an all-in-one, low-noise platform for SMEs and startups."}, {"id": "mai-20260917-0922-baseline|c136-s4|challenger-small|CodeAnt AI", "prompt": "c136-s4", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "CodeAnt AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CodeAnt AI** if you want a unified code-review plus security workflow"}, {"id": "mai-20260917-0922-baseline|c136-s4|challenger-small|Snyk", "prompt": "c136-s4", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Snyk** if you want a broader ecosystem and there is a free tier for small teams."}, {"id": "mai-20260917-0922-baseline|c136-s4|deepseek-small|Semgrep", "prompt": "c136-s4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Semgrep** (free) paired with SonarQube Community Build — it's the consensus pick"}, {"id": "mai-20260917-0922-baseline|c136-s4|deepseek-small|SonarQube Community Build", "prompt": "c136-s4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community Build", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "paired with SonarQube Community Build"}, {"id": "mai-20260917-0922-baseline|c136-s4|deepseek-small|CodeQL", "prompt": "c136-s4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Teams heavily on GitHub or with open-source projects"}, {"id": "mai-20260917-0922-baseline|c136-s4|deepseek-small|Bandit", "prompt": "c136-s4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a language-specific tool (Bandit/gosec/Brakeman)"}, {"id": "mai-20260917-0922-baseline|c136-s4|deepseek-small|Brakeman", "prompt": "c136-s4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Brakeman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a language-specific tool (Bandit/gosec/Brakeman)"}, {"id": "mai-20260917-0922-baseline|c136-s4|deepseek-small|gosec", "prompt": "c136-s4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "gosec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a language-specific tool (Bandit/gosec/Brakeman)"}, {"id": "mai-20260917-0922-baseline|c136-s4|deepseek-small|Checkov", "prompt": "c136-s4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkov", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Checkov** – Infrastructure-as-code (Terraform, K8s, Docker)"}, {"id": "mai-20260917-0922-baseline|c136-s4|deepseek-small|Qodana", "prompt": "c136-s4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Qodana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Upgrade to a per-developer tool like Snyk Code, Qodana, or CodeAnt AI only if you outgrow the free stack"}, {"id": "mai-20260917-0922-baseline|c136-s4|deepseek-small|CodeAnt AI", "prompt": "c136-s4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "CodeAnt AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Upgrade to a per-developer tool like Snyk Code, Qodana, or CodeAnt AI"}, {"id": "mai-20260917-0922-baseline|c136-s4|deepseek-small|Codacy", "prompt": "c136-s4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Codacy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "$15/user/month, cloud-first, good for teams under 30 developers"}, {"id": "mai-20260917-0922-baseline|c136-s4|deepseek-small|DeepSource", "prompt": "c136-s4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "DeepSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "$12/user/month, known for low false positives"}, {"id": "mai-20260917-0922-baseline|c136-s4|deepseek-small|Snyk Code", "prompt": "c136-s4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Upgrade to a per-developer tool like Snyk Code"}, {"id": "mai-20260917-0922-baseline|c136-s4|deepseek-small|Checkmarx", "prompt": "c136-s4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Checkmarx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Don't buy a commercial tool like Checkmarx or Veracode ($15K–$50K/year) unless you need enterprise compliance"}, {"id": "mai-20260917-0922-baseline|c136-s4|deepseek-small|Veracode", "prompt": "c136-s4", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Don't buy a commercial tool like Checkmarx or Veracode ($15K–$50K/year)"}, {"id": "mai-20260917-0922-baseline|c136-s4|google-small|Semgrep (Community Edition / Opengrep)", "prompt": "c136-s4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep (Community Edition / Opengrep)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **Semgrep (or Opengrep)**. It takes 10 minutes to set up in your CI/CD pipeline"}, {"id": "mai-20260917-0922-baseline|c136-s4|google-small|Opengrep", "prompt": "c136-s4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Opengrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a fully open-source, community-led fork called **Opengrep**. Both are excellent, lightweight options"}, {"id": "mai-20260917-0922-baseline|c136-s4|google-small|SonarQube (Community Edition)", "prompt": "c136-s4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Self-Hosted Option (Security + Code Quality)"}, {"id": "mai-20260917-0922-baseline|c136-s4|google-small|Snyk Code (Free Tier)", "prompt": "c136-s4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk Code (Free Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have a very small team and value IDE-integration:** Sign up for **Snyk's free tier**"}, {"id": "mai-20260917-0922-baseline|c136-s4|google-small|GitHub CodeQL", "prompt": "c136-s4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "GitHub CodeQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "If your codebase is proprietary (private repos), CodeQL is unfortunately cost-prohibitive for small budgets."}, {"id": "mai-20260917-0922-baseline|c136-s4|google-small|Bandit", "prompt": "c136-s4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Bandit:** Best for Python."}, {"id": "mai-20260917-0922-baseline|c136-s4|google-small|Brakeman", "prompt": "c136-s4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Brakeman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Brakeman:** Best for Ruby on Rails"}, {"id": "mai-20260917-0922-baseline|c136-s4|google-small|gosec", "prompt": "c136-s4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "gosec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**gosec:** Best for Go."}, {"id": "mai-20260917-0922-baseline|c136-s4|google-small|Bearer", "prompt": "c136-s4", "model": "google-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bearer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Bearer:** Best for privacy and security SAST in Javascript/Typescript/Ruby."}, {"id": "mai-20260917-0922-baseline|c136-s4|meta-small|Semgrep OSS", "prompt": "c136-s4", "model": "meta-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep OSS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SAST tool for a small company with a tight budget is Semgrep OSS, which is free for up to 10 contributors"}, {"id": "mai-20260917-0922-baseline|c136-s4|meta-small|CodeAnt AI", "prompt": "c136-s4", "model": "meta-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "CodeAnt AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include CodeAnt AI, which offers AI code review, SAST, secrets detection, IaC scanning, and SCA at aggressive price points"}, {"id": "mai-20260917-0922-baseline|c136-s4|meta-small|Codacy", "prompt": "c136-s4", "model": "meta-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Codacy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Codacy, which is a cloud-first code quality platform offering PR-level scanning across 49 languages"}, {"id": "mai-20260917-0922-baseline|c136-s4|minimax-small|Semgrep OSS", "prompt": "c136-s4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep OSS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Semgrep OSS** combined with **SonarQube Community Build** - both are free and provide solid security scanning capabilities"}, {"id": "mai-20260917-0922-baseline|c136-s4|minimax-small|SonarQube Community Build", "prompt": "c136-s4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community Build", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Semgrep OSS** combined with **SonarQube Community Build** - both are free"}, {"id": "mai-20260917-0922-baseline|c136-s4|minimax-small|Bandit/gosec", "prompt": "c136-s4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit/gosec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free tools for Python and Go respectively - Lightweight and easy to integrate"}, {"id": "mai-20260917-0922-baseline|c136-s4|minimax-small|CodeAnt AI", "prompt": "c136-s4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "CodeAnt AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically designed for small teams on tight budgets"}, {"id": "mai-20260917-0922-baseline|c136-s4|minimax-small|Qodana", "prompt": "c136-s4", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Qodana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Qodana** - Good alternative"}, {"id": "mai-20260917-0922-baseline|c136-s4|mistral-small|Semgrep", "prompt": "c136-s4", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SAST (Static Application Security Testing) tool is **Semgrep**"}, {"id": "mai-20260917-0922-baseline|c136-s4|mistral-small|SonarQube Community Build", "prompt": "c136-s4", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community Build", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "pairing Semgrep with **SonarQube Community Build** (which is completely free) can provide both security and code quality analysis at zero cost"}, {"id": "mai-20260917-0922-baseline|c136-s4|moonshot-small|Semgrep Community Edition (CE)", "prompt": "c136-s4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep Community Edition (CE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the consensus best option is **Semgrep Community Edition (CE)**"}, {"id": "mai-20260917-0922-baseline|c136-s4|moonshot-small|SonarQube Community Edition", "prompt": "c136-s4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Teams wanting a **web dashboard** and quality gates | Free"}, {"id": "mai-20260917-0922-baseline|c136-s4|moonshot-small|GitHub CodeQL", "prompt": "c136-s4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "GitHub CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep semantic analysis if your repos are **public** | Free for public repos"}, {"id": "mai-20260917-0922-baseline|c136-s4|moonshot-small|Bandit", "prompt": "c136-s4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**A language-specific linter** for depth (e.g., Bandit for Python"}, {"id": "mai-20260917-0922-baseline|c136-s4|moonshot-small|gosec", "prompt": "c136-s4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "gosec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "gosec | Go-only projects | Free"}, {"id": "mai-20260917-0922-baseline|c136-s4|moonshot-small|Brakeman", "prompt": "c136-s4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Brakeman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Brakeman** | Ruby on Rails projects | Free"}, {"id": "mai-20260917-0922-baseline|c136-s4|moonshot-small|Bearer", "prompt": "c136-s4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bearer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bearer** | JS, Ruby, PHP, Go, Java | CLI is free"}, {"id": "mai-20260917-0922-baseline|c136-s4|moonshot-small|Codacy", "prompt": "c136-s4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Codacy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "All-in-one (SAST + SCA + quality) for small teams | ~$15/user/month"}, {"id": "mai-20260917-0922-baseline|c136-s4|moonshot-small|GitLeaks", "prompt": "c136-s4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "GitLeaks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A dedicated secrets scanner (like GitLeaks or TruffleHog—also free)"}, {"id": "mai-20260917-0922-baseline|c136-s4|moonshot-small|TruffleHog", "prompt": "c136-s4", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "TruffleHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "A dedicated secrets scanner (like GitLeaks or TruffleHog—also free)"}, {"id": "mai-20260917-0922-baseline|c136-s4|openai-small|Semgrep", "prompt": "c136-s4", "model": "openai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd choose **Semgrep Free** first"}, {"id": "mai-20260917-0922-baseline|c136-s4|openai-small|GitHub code scanning / CodeQL", "prompt": "c136-s4", "model": "openai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "GitHub code scanning / CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitHub CodeQL** if you already live in GitHub"}, {"id": "mai-20260917-0922-baseline|c136-s4|openai-small|AppThreat/sast-scan", "prompt": "c136-s4", "model": "openai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "AppThreat/sast-scan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "solid lightweight CI-friendly option, but it may take more tuning than a hosted product"}, {"id": "mai-20260917-0922-baseline|c136-s4|xai-small|Semgrep Community Edition", "prompt": "c136-s4", "model": "xai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Semgrep Community Edition (free open-source version) is the best SAST tool for a small company on a tight budget."}, {"id": "mai-20260917-0922-baseline|c136-s4|xai-small|GitHub CodeQL", "prompt": "c136-s4", "model": "xai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "GitHub CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Startups use it as their primary scanner alongside free GitHub CodeQL for semantic analysis on public repos."}, {"id": "mai-20260917-0922-baseline|c136-s4|xai-small|SonarQube Community", "prompt": "c136-s4", "model": "xai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SonarQube Community is a close second"}, {"id": "mai-20260917-0922-baseline|c136-s4|xai-small|Snyk Code", "prompt": "c136-s4", "model": "xai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Snyk Code | 1 user or limited scans | 19+ | Easy (IDE/CI) | Dev-first with SCA add-on |"}, {"id": "mai-20260917-0922-baseline|c136-s4|xai-small|Bandit", "prompt": "c136-s4", "model": "xai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pair with free tools like Bandit (Python) or SonarQube for broader coverage."}, {"id": "mai-20260917-0922-baseline|c136-s4|zai-small|Semgrep Community Edition (Semgrep OSS)", "prompt": "c136-s4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Semgrep Community Edition (Semgrep OSS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "→ **Semgrep OSS**. It's free, fast, and very flexible."}, {"id": "mai-20260917-0922-baseline|c136-s4|zai-small|Qodana (JetBrains)", "prompt": "c136-s4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Qodana (JetBrains)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're in the JetBrains ecosystem and want something low‑cost but polished: → **Qodana**"}, {"id": "mai-20260917-0922-baseline|c136-s4|zai-small|Codacy", "prompt": "c136-s4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Codacy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a simple, all‑in‑one SaaS ... → **Codacy** (~$15–18/user/month for a Team plan)"}, {"id": "mai-20260917-0922-baseline|c136-s4|zai-small|SonarQube Community Build", "prompt": "c136-s4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "SonarQube Community Build", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SonarQube Community Build** (free, self‑hosted) for code quality and a central dashboard (optional)"}, {"id": "mai-20260917-0922-baseline|c136-s4|zai-small|Bandit", "prompt": "c136-s4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "Bandit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Bandit** (Python) or **gosec** (Go) for language‑specific checks"}, {"id": "mai-20260917-0922-baseline|c136-s4|zai-small|gosec", "prompt": "c136-s4", "model": "zai-small", "cat": "static-application-security-testing", "variant": "budget", "raw": "gosec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Bandit** (Python) or **gosec** (Go) for language‑specific checks"}, {"id": "mai-20260917-0922-baseline|c136-s5|alibaba-small|SonarQube", "prompt": "c136-s5", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Before buying a standalone tool (like SonarQube, Veracode, Mend, Checkmarx), evaluate your current platform"}, {"id": "mai-20260917-0922-baseline|c136-s5|alibaba-small|Veracode", "prompt": "c136-s5", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Before buying a standalone tool (like SonarQube, Veracode, Mend, Checkmarx), evaluate your current platform"}, {"id": "mai-20260917-0922-baseline|c136-s5|alibaba-small|Mend", "prompt": "c136-s5", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Mend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Before buying a standalone tool (like SonarQube, Veracode, Mend, Checkmarx)"}, {"id": "mai-20260917-0922-baseline|c136-s5|alibaba-small|Checkmarx", "prompt": "c136-s5", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Checkmarx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Before buying a standalone tool (like SonarQube, Veracode, Mend, Checkmarx)"}, {"id": "mai-20260917-0922-baseline|c136-s5|alibaba-small|GitHub Advanced Security", "prompt": "c136-s5", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "These platforms have built-in SAST. For a company of 30, **this is often the best starting point**"}, {"id": "mai-20260917-0922-baseline|c136-s5|alibaba-small|GitLab Ultimate", "prompt": "c136-s5", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "GitLab Ultimate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "These platforms have built-in SAST. For a company of 30, **this is often the best starting point**"}, {"id": "mai-20260917-0922-baseline|c136-s5|google-small|Veracode", "prompt": "c136-s5", "model": "google-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid heavyweight legacy enterprise platforms like Veracode, Fortify, or Checkmarx."}, {"id": "mai-20260917-0922-baseline|c136-s5|google-small|Fortify", "prompt": "c136-s5", "model": "google-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Fortify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid heavyweight legacy enterprise platforms like Veracode, Fortify, or Checkmarx."}, {"id": "mai-20260917-0922-baseline|c136-s5|google-small|Checkmarx", "prompt": "c136-s5", "model": "google-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Checkmarx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid heavyweight legacy enterprise platforms like Veracode, Fortify, or Checkmarx."}, {"id": "mai-20260917-0922-baseline|c136-s5|google-small|Aikido Security", "prompt": "c136-s5", "model": "google-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Specifically built for small-to-mid-sized companies... one simple dashboard with transparent pricing. It has incredibly low noise."}, {"id": "mai-20260917-0922-baseline|c136-s5|google-small|Snyk (Snyk Code)", "prompt": "c136-s5", "model": "google-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Snyk (Snyk Code)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The industry standard for developer-first security."}, {"id": "mai-20260917-0922-baseline|c136-s5|google-small|Semgrep", "prompt": "c136-s5", "model": "google-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lightning-fast scanning... If your devs love lightweight, highly configurable tools, Semgrep is unmatched."}, {"id": "mai-20260917-0922-baseline|c136-s5|google-small|GitHub Advanced Security (CodeQL)", "prompt": "c136-s5", "model": "google-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "GitHub Advanced Security (CodeQL)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "GHAS can be quite expensive for small teams unless you qualify for startup discounts."}, {"id": "mai-20260917-0922-baseline|c136-s5|google-small|Corgea", "prompt": "c136-s5", "model": "google-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Corgea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cutting-edge tools built from the ground up on LLMs."}, {"id": "mai-20260917-0922-baseline|c136-s5|google-small|ZeroPath", "prompt": "c136-s5", "model": "google-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "ZeroPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cutting-edge tools built from the ground up on LLMs."}, {"id": "mai-20260917-0922-baseline|c136-s5|minimax-small|Snyk", "prompt": "c136-s5", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Free tiers for small teams (e.g., Snyk, GitHub Advanced Security)"}, {"id": "mai-20260917-0922-baseline|c136-s5|minimax-small|GitHub Advanced Security", "prompt": "c136-s5", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Free tiers for small teams (e.g., Snyk, GitHub Advanced Security)"}, {"id": "mai-20260917-0922-baseline|c136-s5|minimax-small|Semgrep", "prompt": "c136-s5", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Semgrep** (open-source, flexible)"}, {"id": "mai-20260917-0922-baseline|c136-s5|minimax-small|Checkmarx", "prompt": "c136-s5", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Checkmarx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **Checkmarx**"}, {"id": "mai-20260917-0922-baseline|c136-s5|minimax-small|Veracode", "prompt": "c136-s5", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **Veracode**"}, {"id": "mai-20260917-0922-baseline|c136-s5|minimax-small|SonarQube", "prompt": "c136-s5", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- **SonarQube**"}, {"id": "mai-20260917-0922-baseline|c136-s5|moonshot-small|Semgrep", "prompt": "c136-s5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Developer-First Tools** (Semgrep, Snyk Code, DeepSource) - Fast CI integration, Lower false positives, Transparent pricing"}, {"id": "mai-20260917-0922-baseline|c136-s5|moonshot-small|Snyk Code", "prompt": "c136-s5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Developer-First Tools** (Semgrep, Snyk Code, DeepSource)"}, {"id": "mai-20260917-0922-baseline|c136-s5|moonshot-small|SonarQube", "prompt": "c136-s5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**All-in-One Platforms** (Aikido, SonarQube) - Combine SAST + SCA + secrets scanning ... Often better value at your scale"}, {"id": "mai-20260917-0922-baseline|c136-s5|moonshot-small|DeepSource", "prompt": "c136-s5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "DeepSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Developer-First Tools** (Semgrep, Snyk Code, DeepSource)"}, {"id": "mai-20260917-0922-baseline|c136-s5|moonshot-small|Aikido", "prompt": "c136-s5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**All-in-One Platforms** (Aikido, SonarQube) ... Often better value at your scale"}, {"id": "mai-20260917-0922-baseline|c136-s5|moonshot-small|Checkmarx", "prompt": "c136-s5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Checkmarx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid for now:** Enterprise suites (Checkmarx, Veracode, Fortify) - Overkill and overpriced for 30 people"}, {"id": "mai-20260917-0922-baseline|c136-s5|moonshot-small|Veracode", "prompt": "c136-s5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid for now:** Enterprise suites (Checkmarx, Veracode, Fortify)"}, {"id": "mai-20260917-0922-baseline|c136-s5|moonshot-small|Fortify", "prompt": "c136-s5", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Fortify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid for now:** Enterprise suites (Checkmarx, Veracode, Fortify)"}, {"id": "mai-20260917-0922-baseline|c136-s5|xai-small|Semgrep", "prompt": "c136-s5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Semgrep**  | Fast, OSS rules, broad langs, GitHub-native | $25/user/mo    | Yes (OSS)"}, {"id": "mai-20260917-0922-baseline|c136-s5|xai-small|Snyk Code", "prompt": "c136-s5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Snyk Code**| IDE/PR fixes, low noise, dev-friendly | Free for OSS   | Yes"}, {"id": "mai-20260917-0922-baseline|c136-s5|xai-small|Checkmarx One", "prompt": "c136-s5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Checkmarx One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Checkmarx One** | Accurate, scalable, compliance   | ~$40/user/mo"}, {"id": "mai-20260917-0922-baseline|c136-s5|xai-small|CodeQL (GitHub)", "prompt": "c136-s5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "CodeQL (GitHub)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CodeQL (GitHub)** | Free for public, deep analysis"}, {"id": "mai-20260917-0922-baseline|c136-s5|xai-small|SonarQube Community", "prompt": "c136-s5", "model": "xai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "SonarQube Community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SonarQube Community** | Free self-host, multi-lang     | Free           | Yes"}, {"id": "mai-20260917-0922-baseline|c136-s5|zai-small|Semgrep", "prompt": "c136-s5", "model": "zai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Consider open\\u2011source options (e.g., Semgrep) if TCO is a primary concern."}, {"id": "mai-20260917-0922-baseline|c136-s5|zai-small|SonarQube", "prompt": "c136-s5", "model": "zai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compare against tools like Semgrep, SonarQube, Checkmarx, Veracode, Snyk Code, Xygeni, etc."}, {"id": "mai-20260917-0922-baseline|c136-s5|zai-small|Checkmarx", "prompt": "c136-s5", "model": "zai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Checkmarx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compare against tools like Semgrep, SonarQube, Checkmarx, Veracode, Snyk Code, Xygeni, etc."}, {"id": "mai-20260917-0922-baseline|c136-s5|zai-small|Veracode", "prompt": "c136-s5", "model": "zai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compare against tools like Semgrep, SonarQube, Checkmarx, Veracode, Snyk Code, Xygeni, etc."}, {"id": "mai-20260917-0922-baseline|c136-s5|zai-small|Snyk Code", "prompt": "c136-s5", "model": "zai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Snyk Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compare against tools like Semgrep, SonarQube, Checkmarx, Veracode, Snyk Code, Xygeni, etc."}, {"id": "mai-20260917-0922-baseline|c136-s5|zai-small|Xygeni", "prompt": "c136-s5", "model": "zai-small", "cat": "static-application-security-testing", "variant": "scale", "raw": "Xygeni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Compare against tools like Semgrep, SonarQube, Checkmarx, Veracode, Snyk Code, Xygeni, etc."}, {"id": "mai-20260917-0922-baseline|c136-s6|alibaba-small|Checkmarx One", "prompt": "c136-s6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why Avoid: These are built for large teams with dedicated AppSec specialists.  (e.g., older versions of Checkmarx One, Fortify, Veracode enterprise plans)"}, {"id": "mai-20260917-0922-baseline|c136-s6|alibaba-small|Fortify", "prompt": "c136-s6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Fortify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "e.g., older versions of Checkmarx One, Fortify, Veracode enterprise plans ... Why Avoid: These are built for large teams"}, {"id": "mai-20260917-0922-baseline|c136-s6|alibaba-small|Veracode", "prompt": "c136-s6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "older versions of Checkmarx One, Fortify, Veracode enterprise plans ... Why Avoid"}, {"id": "mai-20260917-0922-baseline|c136-s6|alibaba-small|Semgrep", "prompt": "c136-s6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with Open Source / Low-Cost Options: Tools like Semgrep (free tier up to 10 contributors...)"}, {"id": "mai-20260917-0922-baseline|c136-s6|alibaba-small|Snyk Code", "prompt": "c136-s6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better Alternative: Modern cloud-native tools (Semgrep, Snyk Code, SonarQube)"}, {"id": "mai-20260917-0922-baseline|c136-s6|alibaba-small|SonarQube", "prompt": "c136-s6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SonarQube Community Edition ... offer strong baseline coverage with minimal overhead"}, {"id": "mai-20260917-0922-baseline|c136-s6|alibaba-small|CodeQL", "prompt": "c136-s6", "model": "alibaba-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or CodeQL offer strong baseline coverage with minimal overhead"}, {"id": "mai-20260917-0922-baseline|c136-s6|anthropic-small|Fortify", "prompt": "c136-s6", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like Fortify, Checkmarx, or Veracode can have significant upfront licensing fees and per-seat costs that may not align with small business budgets"}, {"id": "mai-20260917-0922-baseline|c136-s6|anthropic-small|Checkmarx", "prompt": "c136-s6", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like Fortify, Checkmarx, or Veracode can have significant upfront licensing fees and per-seat costs"}, {"id": "mai-20260917-0922-baseline|c136-s6|anthropic-small|Veracode", "prompt": "c136-s6", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like Fortify, Checkmarx, or Veracode can have significant upfront licensing fees and per-seat costs"}, {"id": "mai-20260917-0922-baseline|c136-s6|anthropic-small|SonarQube", "prompt": "c136-s6", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Consider starting with: Open-source tools (SonarQube, Semgrep) for lower cost"}, {"id": "mai-20260917-0922-baseline|c136-s6|anthropic-small|Semgrep", "prompt": "c136-s6", "model": "anthropic-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Open-source tools (SonarQube, Semgrep) for lower cost"}, {"id": "mai-20260917-0922-baseline|c136-s6|challenger-small|Checkmarx", "prompt": "c136-s6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "commonly positioned as enterprise-grade tools, and the sources emphasize licensing cost, tuning/configuration effort"}, {"id": "mai-20260917-0922-baseline|c136-s6|challenger-small|Veracode", "prompt": "c136-s6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "commonly positioned as enterprise-grade tools, and the sources emphasize licensing cost"}, {"id": "mai-20260917-0922-baseline|c136-s6|challenger-small|Fortify", "prompt": "c136-s6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "commonly positioned as enterprise-grade tools"}, {"id": "mai-20260917-0922-baseline|c136-s6|challenger-small|Coverity", "prompt": "c136-s6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Coverity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they can be overkill if your business has a general-purpose web/app stack"}, {"id": "mai-20260917-0922-baseline|c136-s6|challenger-small|Klocwork", "prompt": "c136-s6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Klocwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they can be overkill if your business has a general-purpose web/app stack"}, {"id": "mai-20260917-0922-baseline|c136-s6|challenger-small|GitLab Ultimate SAST", "prompt": "c136-s6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "GitLab Ultimate SAST", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "should be approached carefully if you do not already use GitLab at that tier"}, {"id": "mai-20260917-0922-baseline|c136-s6|challenger-small|CodeQL", "prompt": "c136-s6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "requires expertise to write queries, which can make it a poor fit for a small team"}, {"id": "mai-20260917-0922-baseline|c136-s6|challenger-small|OpenText Fortify", "prompt": "c136-s6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "OpenText Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "specifically called out as potentially complex to configure"}, {"id": "mai-20260917-0922-baseline|c136-s6|challenger-small|SonarQube Server", "prompt": "c136-s6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube Server", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "be cautious if you want a turnkey SaaS experience, since one source recommends skipping it"}, {"id": "mai-20260917-0922-baseline|c136-s6|challenger-small|Semgrep", "prompt": "c136-s6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "small businesses usually get better value from **free or low-cost tools** like **Semgrep**"}, {"id": "mai-20260917-0922-baseline|c136-s6|challenger-small|SonarQube Community", "prompt": "c136-s6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube Community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "better value from free or low-cost tools like Semgrep, SonarQube Community"}, {"id": "mai-20260917-0922-baseline|c136-s6|challenger-small|Snyk Code", "prompt": "c136-s6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "free or low-cost tools like ... Snyk Code"}, {"id": "mai-20260917-0922-baseline|c136-s6|challenger-small|Codacy", "prompt": "c136-s6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Codacy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "free or low-cost tools like ... Codacy"}, {"id": "mai-20260917-0922-baseline|c136-s6|challenger-small|CodeAnt AI", "prompt": "c136-s6", "model": "challenger-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeAnt AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "free or low-cost tools like ... CodeAnt AI, depending on stack and budget"}, {"id": "mai-20260917-0922-baseline|c136-s6|deepseek-small|Checkmarx", "prompt": "c136-s6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid the big enterprise suites (Checkmarx, Veracode, Coverity, Fortify)"}, {"id": "mai-20260917-0922-baseline|c136-s6|deepseek-small|Veracode", "prompt": "c136-s6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid the big enterprise suites (Checkmarx, Veracode, Coverity, Fortify)"}, {"id": "mai-20260917-0922-baseline|c136-s6|deepseek-small|Coverity", "prompt": "c136-s6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Coverity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid the big enterprise suites (Checkmarx, Veracode, Coverity, Fortify)"}, {"id": "mai-20260917-0922-baseline|c136-s6|deepseek-small|Fortify", "prompt": "c136-s6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Fortify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid the big enterprise suites (Checkmarx, Veracode, Coverity, Fortify)"}, {"id": "mai-20260917-0922-baseline|c136-s6|deepseek-small|HCL AppScan", "prompt": "c136-s6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "HCL AppScan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "### 1. Large Enterprise Suites (Checkmarx, Veracode, Coverity, Fortify, HCL AppScan)\nThese are the biggest traps for small businesses."}, {"id": "mai-20260917-0922-baseline|c136-s6|deepseek-small|SonarQube", "prompt": "c136-s6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it produces a lot of noise out of the box... it can generate more overhead than value"}, {"id": "mai-20260917-0922-baseline|c136-s6|deepseek-small|Semgrep", "prompt": "c136-s6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Semgrep** — open-source with a free tier (10 contributors)... Great for custom rules and speed."}, {"id": "mai-20260917-0922-baseline|c136-s6|deepseek-small|Snyk Code", "prompt": "c136-s6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "developer-first, integrates into the workflow, low noise, reasonable per-developer pricing with a free tier"}, {"id": "mai-20260917-0922-baseline|c136-s6|deepseek-small|CodeAnt AI", "prompt": "c136-s6", "model": "deepseek-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeAnt AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "bundles SAST + AI review + secrets + IaC, starting ~$24–40/user/month"}, {"id": "mai-20260917-0922-baseline|c136-s6|google-small|OpenText Fortify", "prompt": "c136-s6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "OpenText Fortify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy Enterprise SAST Suites... Why to avoid or be cautious: Opaque, Enterprise-Only Pricing"}, {"id": "mai-20260917-0922-baseline|c136-s6|google-small|Veracode", "prompt": "c136-s6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Veracode** (core platform)... Why to avoid or be cautious"}, {"id": "mai-20260917-0922-baseline|c136-s6|google-small|Checkmarx (CxSAST)", "prompt": "c136-s6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx (CxSAST)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Checkmarx (CxSAST)**... Why to avoid or be cautious"}, {"id": "mai-20260917-0922-baseline|c136-s6|google-small|Black Duck Coverity", "prompt": "c136-s6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Black Duck Coverity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Black Duck Coverity**... Why to avoid or be cautious"}, {"id": "mai-20260917-0922-baseline|c136-s6|google-small|GitHub CodeQL", "prompt": "c136-s6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "GitHub CodeQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Example:** **GitHub CodeQL** (when used for private repositories). Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c136-s6|google-small|SpotBugs", "prompt": "c136-s6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SpotBugs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Running raw, unmanaged versions of tools like **SpotBugs**... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c136-s6|google-small|PMD", "prompt": "c136-s6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "PMD", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**PMD**... Why to be cautious: The \"Hidden Cost\" of Free"}, {"id": "mai-20260917-0922-baseline|c136-s6|google-small|Bandit", "prompt": "c136-s6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Bandit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Bandit** (for Python) directly in your pipeline... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c136-s6|google-small|Snyk Code", "prompt": "c136-s6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Highly developer-friendly, lightning-fast, integrates directly into the IDE and PRs, and has a generous free tier for small teams."}, {"id": "mai-20260917-0922-baseline|c136-s6|google-small|Aikido Security", "prompt": "c136-s6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "\"all-in-one\" platforms built specifically for startups and small businesses"}, {"id": "mai-20260917-0922-baseline|c136-s6|google-small|Jit.io", "prompt": "c136-s6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Jit.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "built specifically for startups and small businesses"}, {"id": "mai-20260917-0922-baseline|c136-s6|google-small|Semgrep", "prompt": "c136-s6", "model": "google-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Extremely fast (often scanning code in under a minute) and uses highly readable YAML-based rules."}, {"id": "mai-20260917-0922-baseline|c136-s6|meta-small|Semgrep", "prompt": "c136-s6", "model": "meta-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "they might want to avoid tools that require significant tuning or customization, such as Semgrep"}, {"id": "mai-20260917-0922-baseline|c136-s6|meta-small|Snyk Code", "prompt": "c136-s6", "model": "meta-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they might want to avoid tools that lack on-prem support, such as Snyk Code"}, {"id": "mai-20260917-0922-baseline|c136-s6|meta-small|SonarQube", "prompt": "c136-s6", "model": "meta-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong taint analysis and good developer integration, but advanced features may require paid tiers"}, {"id": "mai-20260917-0922-baseline|c136-s6|meta-small|CodeQL", "prompt": "c136-s6", "model": "meta-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "several SAST tools are mentioned, including Semgrep, Snyk Code, SonarQube, CodeQL, and Checkmarx"}, {"id": "mai-20260917-0922-baseline|c136-s6|meta-small|Checkmarx", "prompt": "c136-s6", "model": "meta-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "several SAST tools are mentioned, including Semgrep, Snyk Code, SonarQube, CodeQL, and Checkmarx"}, {"id": "mai-20260917-0922-baseline|c136-s6|minimax-small|Checkmarx One", "prompt": "c136-s6", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "High cost: Tools like Checkmarx One (~$40K/year)... pricing small teams out entirely."}, {"id": "mai-20260917-0922-baseline|c136-s6|minimax-small|Veracode", "prompt": "c136-s6", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Veracode (~$15K-40K/year)"}, {"id": "mai-20260917-0922-baseline|c136-s6|minimax-small|Fortify", "prompt": "c136-s6", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fortify (starts at ~$25K/year)"}, {"id": "mai-20260917-0922-baseline|c136-s6|minimax-small|Coverity", "prompt": "c136-s6", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Coverity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "and Coverity often require minimum contracts of $50K-$100K+"}, {"id": "mai-20260917-0922-baseline|c136-s6|minimax-small|Semgrep", "prompt": "c136-s6", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "many affordable options exist (Semgrep, SonarQube Community, Snyk Code)"}, {"id": "mai-20260917-0922-baseline|c136-s6|minimax-small|SonarQube Community", "prompt": "c136-s6", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube Community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SonarQube Community | Free | Code quality + security"}, {"id": "mai-20260917-0922-baseline|c136-s6|minimax-small|Snyk Code", "prompt": "c136-s6", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Snyk Code | Free-$25/dev/mo | Developer experience"}, {"id": "mai-20260917-0922-baseline|c136-s6|minimax-small|CodeAnt AI", "prompt": "c136-s6", "model": "minimax-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeAnt AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "CodeAnt AI | $24-40/user/mo | All-in-one platform"}, {"id": "mai-20260917-0922-baseline|c136-s6|mistral-small|Checkmarx", "prompt": "c136-s6", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-focused tools like Checkmarx, Veracode, or OpenText Fortify may be overkill"}, {"id": "mai-20260917-0922-baseline|c136-s6|mistral-small|Veracode", "prompt": "c136-s6", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-focused tools like Checkmarx, Veracode, or OpenText Fortify may be overkill"}, {"id": "mai-20260917-0922-baseline|c136-s6|mistral-small|OpenText Fortify", "prompt": "c136-s6", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "OpenText Fortify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise-focused tools like Checkmarx, Veracode, or OpenText Fortify may be overkill"}, {"id": "mai-20260917-0922-baseline|c136-s6|mistral-small|Semgrep", "prompt": "c136-s6", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "better served by lightweight, customizable, and developer-friendly tools like Semgrep, Bandit (for Python), or all-in-one solutions like Aikido Security"}, {"id": "mai-20260917-0922-baseline|c136-s6|mistral-small|Bandit", "prompt": "c136-s6", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Bandit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bandit (for Python)"}, {"id": "mai-20260917-0922-baseline|c136-s6|mistral-small|Aikido Security", "prompt": "c136-s6", "model": "mistral-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "all-in-one solutions like Aikido Security, which are designed to be easier to adopt"}, {"id": "mai-20260917-0922-baseline|c136-s6|moonshot-small|Checkmarx One", "prompt": "c136-s6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Checkmarx, Veracode, and OpenText Fortify are the primary tools small businesses should be cautious about"}, {"id": "mai-20260917-0922-baseline|c136-s6|moonshot-small|Veracode", "prompt": "c136-s6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"Very expensive,\" per-application pricing, no free tier"}, {"id": "mai-20260917-0922-baseline|c136-s6|moonshot-small|OpenText Fortify", "prompt": "c136-s6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "OpenText Fortify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-focused, complex configuration, steep pricing | Six-figure annual contracts common"}, {"id": "mai-20260917-0922-baseline|c136-s6|moonshot-small|Semgrep", "prompt": "c136-s6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with free/open-source tools like Semgrep or CodeQL"}, {"id": "mai-20260917-0922-baseline|c136-s6|moonshot-small|Snyk Code", "prompt": "c136-s6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "~$25/dev/mo | Developer-friendly, IDE integration"}, {"id": "mai-20260917-0922-baseline|c136-s6|moonshot-small|CodeQL", "prompt": "c136-s6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Start with free/open-source tools like Semgrep or CodeQL"}, {"id": "mai-20260917-0922-baseline|c136-s6|moonshot-small|SonarQube Community", "prompt": "c136-s6", "model": "moonshot-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube Community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source | Free | General code quality + basic security"}, {"id": "mai-20260917-0922-baseline|c136-s6|xai-small|Checkmarx (Checkmarx One)", "prompt": "c136-s6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx (Checkmarx One)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid or Approach with Caution: **Checkmarx (Checkmarx One)**: High false positive rates ... far too expensive for SMBs"}, {"id": "mai-20260917-0922-baseline|c136-s6|xai-small|Veracode", "prompt": "c136-s6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Expensive even at entry level ... initial setup and ongoing management require significant effort unsuitable for small teams"}, {"id": "mai-20260917-0922-baseline|c136-s6|xai-small|SonarQube (Commercial Edition)", "prompt": "c136-s6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube (Commercial Edition)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Defaults to high false positives (40–60% untuned ...), demanding custom rules and maintenance that small businesses often can't sustain"}, {"id": "mai-20260917-0922-baseline|c136-s6|xai-small|Micro Focus Fortify (OpenText Fortify)", "prompt": "c136-s6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Micro Focus Fortify (OpenText Fortify)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Notorious for high false positives ... Enterprise pricing (tens of thousands/year) doesn't justify value for SMBs"}, {"id": "mai-20260917-0922-baseline|c136-s6|xai-small|Semgrep OSS", "prompt": "c136-s6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep OSS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Pilot free/open-source options first (e.g., Semgrep + Bandit)"}, {"id": "mai-20260917-0922-baseline|c136-s6|xai-small|CodeQL (GitHub)", "prompt": "c136-s6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeQL (GitHub)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Semantic analysis, low noise. Free public"}, {"id": "mai-20260917-0922-baseline|c136-s6|xai-small|Snyk Code", "prompt": "c136-s6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "IDE integration, AI-reduced noise. Free tier; $25/dev/mo"}, {"id": "mai-20260917-0922-baseline|c136-s6|xai-small|Aikido Security", "prompt": "c136-s6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "All-in-one (SAST+SCA), zero-config. Startup-friendly"}, {"id": "mai-20260917-0922-baseline|c136-s6|xai-small|Bandit", "prompt": "c136-s6", "model": "xai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Bandit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Pilot free/open-source options first (e.g., Semgrep + Bandit)"}, {"id": "mai-20260917-0922-baseline|c136-s6|zai-small|Veracode", "prompt": "c136-s6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Veracode** | Enterprise‑focused, complex workflow, no transparent pricing; typically sold via long sales cycles and annual contracts."}, {"id": "mai-20260917-0922-baseline|c136-s6|zai-small|OpenText Fortify", "prompt": "c136-s6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "OpenText Fortify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "notorious for long setup/tuning and heavy governance/reporting features that most small teams never use"}, {"id": "mai-20260917-0922-baseline|c136-s6|zai-small|Coverity", "prompt": "c136-s6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Coverity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Very expensive, historically aimed at large regulated organizations; little justification for a 5‑10‑person team."}, {"id": "mai-20260917-0922-baseline|c136-s6|zai-small|Aikido Security", "prompt": "c136-s6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Aikido Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing is steep for micro‑businesses and many users report it “expensive for micro businesses.”"}, {"id": "mai-20260917-0922-baseline|c136-s6|zai-small|ZeroPath", "prompt": "c136-s6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "ZeroPath", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "priced at ~$1 K/month base + per‑developer fees; overkill unless you have a dedicated AppSec team"}, {"id": "mai-20260917-0922-baseline|c136-s6|zai-small|SonarQube (Community/Developer, default settings)", "prompt": "c136-s6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "SonarQube (Community/Developer, default settings)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "40 % – 60 % of findings are false positives on typical Java/TypeScript codebases"}, {"id": "mai-20260917-0922-baseline|c136-s6|zai-small|Checkmarx", "prompt": "c136-s6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Up to 36 % false positives in benchmark tests (Tolly Report)"}, {"id": "mai-20260917-0922-baseline|c136-s6|zai-small|CodeQL", "prompt": "c136-s6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tools that advertise **low false‑positive rates** (e.g., CodeQL, Semgrep, Snyk Code)"}, {"id": "mai-20260917-0922-baseline|c136-s6|zai-small|Semgrep", "prompt": "c136-s6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Free / open‑source:** Semgrep, SonarQube Community (with tuning), CodeQL (GitHub)."}, {"id": "mai-20260917-0922-baseline|c136-s6|zai-small|Snyk Code", "prompt": "c136-s6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Snyk Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Low‑noise premium:** Snyk Code, DeepSource, Codacy, ZeriFlow."}, {"id": "mai-20260917-0922-baseline|c136-s6|zai-small|DeepSource", "prompt": "c136-s6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "DeepSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Low‑noise premium:** Snyk Code, DeepSource, Codacy, ZeriFlow."}, {"id": "mai-20260917-0922-baseline|c136-s6|zai-small|Codacy", "prompt": "c136-s6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "Codacy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Low‑noise premium:** Snyk Code, DeepSource, Codacy, ZeriFlow."}, {"id": "mai-20260917-0922-baseline|c136-s6|zai-small|ZeriFlow", "prompt": "c136-s6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "ZeriFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Low‑noise premium:** Snyk Code, DeepSource, Codacy, ZeriFlow."}, {"id": "mai-20260917-0922-baseline|c136-s6|zai-small|CodeAnt AI", "prompt": "c136-s6", "model": "zai-small", "cat": "static-application-security-testing", "variant": "negative", "raw": "CodeAnt AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**All‑in‑one:** CodeAnt AI (SAST + AI review + secrets + IaC)"}, {"id": "mai-20260917-0922-baseline|c137-l1|alibaba-small|Mend.io", "prompt": "c137-l1", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mend.io is frequently cited as the most efficient tool for engineering teams... For **balancing both with minimal maintenance**, demo **Mend.io**."}, {"id": "mai-20260917-0922-baseline|c137-l1|alibaba-small|Snyk", "prompt": "c137-l1", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For **speed and developer happiness**, demo **Snyk**. However, note that its pricing can scale significantly at enterprise sizes"}, {"id": "mai-20260917-0922-baseline|c137-l1|alibaba-small|Sonatype (Nexus Lifecycle)", "prompt": "c137-l1", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype (Nexus Lifecycle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sonatype\\u2019s policy management is unmatched"}, {"id": "mai-20260917-0922-baseline|c137-l1|alibaba-small|Black Duck", "prompt": "c137-l1", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Black Duck remains a top choice"}, {"id": "mai-20260917-0922-baseline|c137-l1|anthropic-small|Mend.io", "prompt": "c137-l1", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mend.io (best for automated remediation and proactive SCA)"}, {"id": "mai-20260917-0922-baseline|c137-l1|anthropic-small|Sonatype Lifecycle", "prompt": "c137-l1", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Sonatype Lifecycle stands out as a top choice for enterprises, earning a Leader position in The Forrester Wave\", "}, {"id": "mai-20260917-0922-baseline|c137-l1|anthropic-small|Snyk", "prompt": "c137-l1", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Snyk (known for developer experience)"}, {"id": "mai-20260917-0922-baseline|c137-l1|anthropic-small|Checkmarx SCA", "prompt": "c137-l1", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Checkmarx SCA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Checkmarx SCA (known for comprehensive coverage)"}, {"id": "mai-20260917-0922-baseline|c137-l1|anthropic-small|Black Duck", "prompt": "c137-l1", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Black Duck provides enterprise-grade software composition analysis with a focus on license compliance"}, {"id": "mai-20260917-0922-baseline|c137-l1|challenger-small|Sonatype Lifecycle", "prompt": "c137-l1", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would choose **Sonatype Lifecycle** for a typical enterprise B2B company"}, {"id": "mai-20260917-0922-baseline|c137-l1|challenger-small|Mend.io", "prompt": "c137-l1", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the safest default recommendation is **Sonatype Lifecycle** or **Mend.io**"}, {"id": "mai-20260917-0922-baseline|c137-l1|challenger-small|Snyk", "prompt": "c137-l1", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if developer experience and CI/CD adoption are the top priority, rather than centralized governance"}, {"id": "mai-20260917-0922-baseline|c137-l1|challenger-small|Checkmarx SCA", "prompt": "c137-l1", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Checkmarx SCA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want **broad application security coverage** inside a larger AppSec platform"}, {"id": "mai-20260917-0922-baseline|c137-l1|challenger-small|Black Duck", "prompt": "c137-l1", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often chosen for **enterprise open-source risk management** and compliance-focused use cases"}, {"id": "mai-20260917-0922-baseline|c137-l1|deepseek-small|Black Duck (Synopsys)", "prompt": "c137-l1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Black Duck** and **Snyk** are the two safest bets"}, {"id": "mai-20260917-0922-baseline|c137-l1|deepseek-small|Snyk", "prompt": "c137-l1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Black Duck** and **Snyk** are the two safest bets"}, {"id": "mai-20260917-0922-baseline|c137-l1|deepseek-small|Mend.io (formerly WhiteSource)", "prompt": "c137-l1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io (formerly WhiteSource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** automated remediation with smart merge and reachability-driven prioritization"}, {"id": "mai-20260917-0922-baseline|c137-l1|deepseek-small|Sonatype Lifecycle", "prompt": "c137-l1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** policy-driven security in repository-level governance"}, {"id": "mai-20260917-0922-baseline|c137-l1|deepseek-small|Endor Labs", "prompt": "c137-l1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Endor Labs** or **Mend** excel at prioritizing reachable, exploitable vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c137-l1|deepseek-small|Veracode SCA", "prompt": "c137-l1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Veracode SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "integrates with their existing AST platform (e.g., **Veracode SCA**"}, {"id": "mai-20260917-0922-baseline|c137-l1|deepseek-small|JFrog Xray", "prompt": "c137-l1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**JFrog Xray** if you're on JFrog"}, {"id": "mai-20260917-0922-baseline|c137-l1|google-small|Black Duck", "prompt": "c137-l1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "this is the undisputed heavyweight for compliance-heavy enterprises... It is the gold standard for compliance-first enterprise buying committees and deep binary analysis."}, {"id": "mai-20260917-0922-baseline|c137-l1|google-small|Snyk", "prompt": "c137-l1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Snyk is the most developer-friendly SCA tool on the market... Drawbacks: Expensive for large-scale enterprise rollouts"}, {"id": "mai-20260917-0922-baseline|c137-l1|google-small|FOSSA", "prompt": "c137-l1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you sell on-prem B2B software/SDKs where an intellectual property lawsuit is your biggest fear—FOSSA is the premier tool"}, {"id": "mai-20260917-0922-baseline|c137-l1|google-small|Sonatype Lifecycle (Nexus Lifecycle)", "prompt": "c137-l1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype Lifecycle (Nexus Lifecycle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best-in-class for blocking malicious open-source packages or dependency confusion attacks at the repository firewall level"}, {"id": "mai-20260917-0922-baseline|c137-l1|google-small|GitHub Advanced Security (GHAS)", "prompt": "c137-l1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "GitHub Advanced Security (GHAS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers the path of least resistance for developer adoption and reduces tool sprawl."}, {"id": "mai-20260917-0922-baseline|c137-l1|google-small|GitLab Ultimate", "prompt": "c137-l1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "\"We want a single, consolidated platform for our developers already on GitHub/GitLab.\" | GHAS / GitLab Ultimate"}, {"id": "mai-20260917-0922-baseline|c137-l1|meta-small|Mend.io", "prompt": "c137-l1", "model": "meta-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top SCA tools include Mend.io, Sonatype Lifecycle, Checkmarx SCA, Black Duck, Snyk, JFrog Xray"}, {"id": "mai-20260917-0922-baseline|c137-l1|meta-small|Sonatype Lifecycle", "prompt": "c137-l1", "model": "meta-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top SCA tools include Mend.io, Sonatype Lifecycle, Checkmarx SCA"}, {"id": "mai-20260917-0922-baseline|c137-l1|meta-small|Checkmarx SCA", "prompt": "c137-l1", "model": "meta-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Checkmarx SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top SCA tools include ... Checkmarx SCA, Black Duck, Snyk"}, {"id": "mai-20260917-0922-baseline|c137-l1|meta-small|Black Duck", "prompt": "c137-l1", "model": "meta-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top SCA tools include ... Black Duck, Snyk, JFrog Xray"}, {"id": "mai-20260917-0922-baseline|c137-l1|meta-small|Snyk", "prompt": "c137-l1", "model": "meta-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top SCA tools include ... Snyk, JFrog Xray, OWASP Dependency-Track"}, {"id": "mai-20260917-0922-baseline|c137-l1|meta-small|JFrog Xray", "prompt": "c137-l1", "model": "meta-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "JFrog Xray, OWASP Dependency-Track, GitLab Dependency Scanning"}, {"id": "mai-20260917-0922-baseline|c137-l1|meta-small|OWASP Dependency-Track", "prompt": "c137-l1", "model": "meta-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "OWASP Dependency-Track, GitLab Dependency Scanning, and Raven Runtime SCA"}, {"id": "mai-20260917-0922-baseline|c137-l1|meta-small|GitLab Dependency Scanning", "prompt": "c137-l1", "model": "meta-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "GitLab Dependency Scanning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "GitLab Dependency Scanning, and Raven Runtime SCA"}, {"id": "mai-20260917-0922-baseline|c137-l1|meta-small|Raven Runtime SCA", "prompt": "c137-l1", "model": "meta-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Raven Runtime SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "and Raven Runtime SCA"}, {"id": "mai-20260917-0922-baseline|c137-l1|minimax-small|Black Duck (Synopsys)", "prompt": "c137-l1", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Black Duck is often considered the most comprehensive enterprise solution"}, {"id": "mai-20260917-0922-baseline|c137-l1|minimax-small|Snyk", "prompt": "c137-l1", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Snyk offers excellent developer integration at various price points"}, {"id": "mai-20260917-0922-baseline|c137-l1|minimax-small|Mend (formerly WhiteSource)", "prompt": "c137-l1", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also positioned as enterprise-grade SCA"}, {"id": "mai-20260917-0922-baseline|c137-l1|mistral-small|Mend.io", "prompt": "c137-l1", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Black Duck** and **Mend.io** are praised for their comprehensive vulnerability databases and license compliance features"}, {"id": "mai-20260917-0922-baseline|c137-l1|mistral-small|Sonatype Lifecycle", "prompt": "c137-l1", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For enterprises, **Snyk** and **Sonatype Lifecycle** are often highlighted for their developer-friendly remediation workflows and deep integration capabilities"}, {"id": "mai-20260917-0922-baseline|c137-l1|mistral-small|Checkmarx SCA", "prompt": "c137-l1", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Checkmarx SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the leading SCA tools include: ... **Checkmarx SCA**"}, {"id": "mai-20260917-0922-baseline|c137-l1|mistral-small|Black Duck", "prompt": "c137-l1", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Black Duck** and **Mend.io** are praised for their comprehensive vulnerability databases and license compliance features"}, {"id": "mai-20260917-0922-baseline|c137-l1|mistral-small|Snyk", "prompt": "c137-l1", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For enterprises, **Snyk** and **Sonatype Lifecycle** are often highlighted for their developer-friendly remediation workflows"}, {"id": "mai-20260917-0922-baseline|c137-l1|mistral-small|JFrog Xray", "prompt": "c137-l1", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "the leading SCA tools include: ... **JFrog Xray**"}, {"id": "mai-20260917-0922-baseline|c137-l1|mistral-small|OWASP Dependency-Track", "prompt": "c137-l1", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**OWASP Dependency-Track**"}, {"id": "mai-20260917-0922-baseline|c137-l1|mistral-small|GitLab Dependency Scanning", "prompt": "c137-l1", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "GitLab Dependency Scanning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**GitLab Dependency Scanning**"}, {"id": "mai-20260917-0922-baseline|c137-l1|mistral-small|Raven Runtime SCA", "prompt": "c137-l1", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Raven Runtime SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Raven Runtime SCA**"}, {"id": "mai-20260917-0922-baseline|c137-l1|moonshot-small|Black Duck (Synopsys)", "prompt": "c137-l1", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Black Duck** if you're in a regulated industry or need audit-grade compliance"}, {"id": "mai-20260917-0922-baseline|c137-l1|moonshot-small|Snyk", "prompt": "c137-l1", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Snyk** if developer productivity and fast remediation are priorities"}, {"id": "mai-20260917-0922-baseline|c137-l1|moonshot-small|Sonatype Nexus Lifecycle", "prompt": "c137-l1", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype Nexus Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sonatype** if you already use Nexus or need strong binary/repository governance"}, {"id": "mai-20260917-0922-baseline|c137-l1|moonshot-small|Mend.io", "prompt": "c137-l1", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Mend.io** - *Best for Automated Remediation*"}, {"id": "mai-20260917-0922-baseline|c137-l1|moonshot-small|Endor Labs", "prompt": "c137-l1", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Endor Labs** - *Best for Noise Reduction*"}, {"id": "mai-20260917-0922-baseline|c137-l1|openai-small|Sonatype Lifecycle", "prompt": "c137-l1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for many large enterprise B2B firms: Sonatype Lifecycle."}, {"id": "mai-20260917-0922-baseline|c137-l1|openai-small|Black Duck", "prompt": "c137-l1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Black Duck** if your top priority is **license compliance and open-source risk management at enterprise scale**"}, {"id": "mai-20260917-0922-baseline|c137-l1|openai-small|Snyk", "prompt": "c137-l1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for developer-first adoption: Snyk."}, {"id": "mai-20260917-0922-baseline|c137-l1|openai-small|Veracode", "prompt": "c137-l1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want an AppSec suite: Veracode."}, {"id": "mai-20260917-0922-baseline|c137-l1|openai-small|Mend", "prompt": "c137-l1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strongest candidates tend to be **Sonatype Lifecycle, Black Duck, Snyk, Veracode, Mend, and JFrog Xray**"}, {"id": "mai-20260917-0922-baseline|c137-l1|openai-small|JFrog Xray", "prompt": "c137-l1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "strongest candidates tend to be **Sonatype Lifecycle, Black Duck, Snyk, Veracode, Mend, and JFrog Xray**"}, {"id": "mai-20260917-0922-baseline|c137-l1|openai-small|Palo Alto Networks Cortex Cloud SCA", "prompt": "c137-l1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Palo Alto Networks Cortex Cloud SCA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "if you're already standardizing on that security platform and want SCA integrated into a broader cloud security stack"}, {"id": "mai-20260917-0922-baseline|c137-l1|xai-small|Sonatype (Nexus Lifecycle)", "prompt": "c137-l1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype (Nexus Lifecycle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often tops for enterprises. Highest scores in current offering and strategy... **Start with Sonatype or Black Duck**"}, {"id": "mai-20260917-0922-baseline|c137-l1|xai-small|Black Duck (Synopsys)", "prompt": "c137-l1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Strong Leader; top scores in component/license analysis and SBOM handling... **Start with Sonatype or Black Duck**"}, {"id": "mai-20260917-0922-baseline|c137-l1|xai-small|Snyk", "prompt": "c137-l1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Snyk** for developer-first adoption in agile B2B SaaS/products."}, {"id": "mai-20260917-0922-baseline|c137-l1|xai-small|Mend.io", "prompt": "c137-l1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Automated remediation, dependency updates; AI prioritization. | Less emphasis on deep reachability."}, {"id": "mai-20260917-0922-baseline|c137-l1|xai-small|Checkmarx SCA", "prompt": "c137-l1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Checkmarx SCA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Unified SAST+SCA; comprehensive coverage. | Higher cost for full suite."}, {"id": "mai-20260917-0922-baseline|c137-l1|xai-small|JFrog Xray", "prompt": "c137-l1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "JFrog Xray", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "strong SBOM. | Tied to JFrog ecosystem."}, {"id": "mai-20260917-0922-baseline|c137-l1|xai-small|Endor Labs", "prompt": "c137-l1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Endor Labs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Reachability analysis (low noise/false positives). | Newer, less mature ecosystem."}, {"id": "mai-20260917-0922-baseline|c137-l1|xai-small|Veracode", "prompt": "c137-l1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "closest is Application Security Testing, where leaders like Veracode/Checkmarx appear"}, {"id": "mai-20260917-0922-baseline|c137-l1|zai-small|Black Duck (Synopsys)", "prompt": "c137-l1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **strong governance and license compliance**: **Black Duck**"}, {"id": "mai-20260917-0922-baseline|c137-l1|zai-small|Snyk", "prompt": "c137-l1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For **developer experience and CI/CD integration**: **Snyk**"}, {"id": "mai-20260917-0922-baseline|c137-l1|zai-small|Endor Labs", "prompt": "c137-l1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **deep reachability and false positive reduction**: **Endor Labs**"}, {"id": "mai-20260917-0922-baseline|c137-l1|zai-small|Sonatype Nexus Lifecycle", "prompt": "c137-l1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype Nexus Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For **policy-driven security with repository integration**: **Sonatype Nexus Lifecycle**"}, {"id": "mai-20260917-0922-baseline|c137-l1|zai-small|Mend.io", "prompt": "c137-l1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For **automated remediation in DevOps pipelines**: **Mend.io**"}, {"id": "mai-20260917-0922-baseline|c137-l1|zai-small|JFrog Xray", "prompt": "c137-l1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for JFrog ecosystem; less effective for pure-source workflows"}, {"id": "mai-20260917-0922-baseline|c137-l1|zai-small|Checkmarx SCA", "prompt": "c137-l1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Checkmarx SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Unified SAST+SCA | Primarily security-focused; less emphasis on license compliance"}, {"id": "mai-20260917-0922-baseline|c137-l1|zai-small|Cycode", "prompt": "c137-l1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Cycode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-native, real-time vulnerability scanning"}, {"id": "mai-20260917-0922-baseline|c137-l1|zai-small|Aikido", "prompt": "c137-l1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Aikido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Identifies malicious packages ... (e.g., Aikido, Socket, Endor Labs)"}, {"id": "mai-20260917-0922-baseline|c137-l1|zai-small|Socket", "prompt": "c137-l1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Socket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "(e.g., Aikido, Socket, Endor Labs)"}, {"id": "mai-20260917-0922-baseline|c137-l2|alibaba-small|Trivy", "prompt": "c137-l2", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Open-Source Scanner Recommendation: **Trivy**"}, {"id": "mai-20260917-0922-baseline|c137-l2|alibaba-small|Grype", "prompt": "c137-l2", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Runner-Up: **Grype + Syft**"}, {"id": "mai-20260917-0922-baseline|c137-l2|alibaba-small|Syft", "prompt": "c137-l2", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Syft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pair it with Syft** if you need explicit SBOM generation."}, {"id": "mai-20260917-0922-baseline|c137-l2|alibaba-small|OSV-Scanner", "prompt": "c137-l2", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Specific Use Cases: **OSV-Scanner** ... has shown **highest accuracy** (96%+ recall)"}, {"id": "mai-20260917-0922-baseline|c137-l2|alibaba-small|Endor Labs", "prompt": "c137-l2", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Endor Labs**: Best reachability analysis (cuts false positives by 95% via call graph analysis)."}, {"id": "mai-20260917-0922-baseline|c137-l2|alibaba-small|Snyk", "prompt": "c137-l2", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Snyk**: Best developer experience, broad language support, real-time fix suggestions."}, {"id": "mai-20260917-0922-baseline|c137-l2|alibaba-small|Black Duck", "prompt": "c137-l2", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Black Duck (Synopsys)**: Best for deep license compliance and regulated industries"}, {"id": "mai-20260917-0922-baseline|c137-l2|alibaba-small|JFrog Xray", "prompt": "c137-l2", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**JFrog Xray**: Native artifact repository scanning with binary analysis."}, {"id": "mai-20260917-0922-baseline|c137-l2|alibaba-small|Sonatype", "prompt": "c137-l2", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Sonatype", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Sonatype Lifecycle**: Policy-driven security with malicious package detection."}, {"id": "mai-20260917-0922-baseline|c137-l2|alibaba-small|Gitleaks", "prompt": "c137-l2", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Gitleaks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Trivy secrets** or **Gitleaks** | Prevent accidental credential commits"}, {"id": "mai-20260917-0922-baseline|c137-l2|anthropic-small|OWASP Dependency-Check", "prompt": "c137-l2", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A common approach for large organizations is to use **Dependency-Check as a baseline** (free, reliable)"}, {"id": "mai-20260917-0922-baseline|c137-l2|anthropic-small|Snyk", "prompt": "c137-l2", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's particularly strong for continuous monitoring and provides actionable remediation advice."}, {"id": "mai-20260917-0922-baseline|c137-l2|anthropic-small|Trivy", "prompt": "c137-l2", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "lightweight and fast, making it good for large-scale deployments"}, {"id": "mai-20260917-0922-baseline|c137-l2|anthropic-small|WhiteSource (now JFrog)", "prompt": "c137-l2", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "WhiteSource (now JFrog)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers open source scanning capabilities with extensive database coverage and good enterprise integration."}, {"id": "mai-20260917-0922-baseline|c137-l2|anthropic-small|npm audit", "prompt": "c137-l2", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "npm audit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Built-in scanners for npm, Python, and other ecosystems can be effective as baseline tools."}, {"id": "mai-20260917-0922-baseline|c137-l2|anthropic-small|pip audit", "prompt": "c137-l2", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "pip audit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Built-in scanners for npm, Python, and other ecosystems can be effective as baseline tools."}, {"id": "mai-20260917-0922-baseline|c137-l2|challenger-small|Aikido SCA", "prompt": "c137-l2", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Aikido SCA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Aikido SCA** as the best single open-source dependency vulnerability scanner"}, {"id": "mai-20260917-0922-baseline|c137-l2|challenger-small|OSV-Scanner", "prompt": "c137-l2", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OSV-Scanner** if your main goal is accurate dependency vulnerability matching"}, {"id": "mai-20260917-0922-baseline|c137-l2|challenger-small|Trivy", "prompt": "c137-l2", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best open-source-only choice:** **Trivy** if you want broad scanning across dependencies"}, {"id": "mai-20260917-0922-baseline|c137-l2|challenger-small|OWASP Dependency-Check", "prompt": "c137-l2", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Dependency-Check has \"fallen behind everywhere except Java shops with NVD-specific requirements.\""}, {"id": "mai-20260917-0922-baseline|c137-l2|challenger-small|Grype", "prompt": "c137-l2", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*Grype* when paired with Syft-generated SBOMs"}, {"id": "mai-20260917-0922-baseline|c137-l2|deepseek-small|Trivy", "prompt": "c137-l2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Trivy** (by Aqua Security) as the primary choice"}, {"id": "mai-20260917-0922-baseline|c137-l2|deepseek-small|Grype", "prompt": "c137-l2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Grype** (Anchore) is a strong alternative — it's faster and quieter for pure vulnerability matching"}, {"id": "mai-20260917-0922-baseline|c137-l2|deepseek-small|Syft", "prompt": "c137-l2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Syft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "pairs with **Syft** for SBOM"}, {"id": "mai-20260917-0922-baseline|c137-l2|deepseek-small|OWASP Dependency-Check", "prompt": "c137-l2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "great for traditional Java/.NET shops ... but doesn't scan images/IaC and generally needs **Dependency-Track** added on top"}, {"id": "mai-20260917-0922-baseline|c137-l2|deepseek-small|Dependency-Track", "prompt": "c137-l2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Dependency-Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "publish results to a central Dashboard like **Dependency-Track** for aggregation, which is fully open source"}, {"id": "mai-20260917-0922-baseline|c137-l2|deepseek-small|Aqua Trivy Enterprise", "prompt": "c137-l2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Aqua Trivy Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Buy **Aqua Trivy Enterprise** if you want turnkey policy management, SSO, and compliance reporting"}, {"id": "mai-20260917-0922-baseline|c137-l2|google-small|OWASP Dependency-Track", "prompt": "c137-l2", "model": "google-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tier 1: OWASP Dependency-Track (The Central Platform)... Why it is the best fit for thousands of employees"}, {"id": "mai-20260917-0922-baseline|c137-l2|google-small|Trivy", "prompt": "c137-l2", "model": "google-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your enterprise heavily leverages Kubernetes, Docker, and Cloud-Native infrastructure, **Trivy** is the gold standard."}, {"id": "mai-20260917-0922-baseline|c137-l2|google-small|Syft", "prompt": "c137-l2", "model": "google-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Syft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Syft** is arguably the most thorough open-source SBOM generator on the market."}, {"id": "mai-20260917-0922-baseline|c137-l2|google-small|Grype", "prompt": "c137-l2", "model": "google-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Grype** excels at matching those SBOM files against its own aggregated database of vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c137-l2|google-small|OWASP Dependency-Check", "prompt": "c137-l2", "model": "google-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "it is **unsuitable for an enterprise with thousands of employees**"}, {"id": "mai-20260917-0922-baseline|c137-l2|google-small|OSV-Scanner", "prompt": "c137-l2", "model": "google-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compared to modern coordinate-based scanners like Trivy or OSV-Scanner"}, {"id": "mai-20260917-0922-baseline|c137-l2|meta-small|Aikido SCA", "prompt": "c137-l2", "model": "meta-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Aikido SCA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Aikido SCA: A comprehensive platform that combines dependency vulnerability detection with reachability and exploitability context"}, {"id": "mai-20260917-0922-baseline|c137-l2|meta-small|Snyk Open Source", "prompt": "c137-l2", "model": "meta-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Snyk Open Source", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A developer-first SCA solution that provides advanced software composition analysis"}, {"id": "mai-20260917-0922-baseline|c137-l2|meta-small|Anchore Open Source Dependency Scanner", "prompt": "c137-l2", "model": "meta-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Anchore Open Source Dependency Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An SBOM-powered scanner that analyzes dependencies from various ecosystems"}, {"id": "mai-20260917-0922-baseline|c137-l2|meta-small|FOSSA Scan", "prompt": "c137-l2", "model": "meta-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "FOSSA Scan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A universal software supply chain scanner that identifies dependencies, vulnerabilities, and license issues"}, {"id": "mai-20260917-0922-baseline|c137-l2|meta-small|OWASP Dependency-Check", "prompt": "c137-l2", "model": "meta-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A popular open-source tool for detecting known vulnerabilities in third-party and open-source packages"}, {"id": "mai-20260917-0922-baseline|c137-l2|minimax-small|OWASP Dependency-Track", "prompt": "c137-l2", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **OWASP Dependency-Track** as your primary open-source choice."}, {"id": "mai-20260917-0922-baseline|c137-l2|minimax-small|Trivy", "prompt": "c137-l2", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free scanner across dependencies, containers, and IaC"}, {"id": "mai-20260917-0922-baseline|c137-l2|minimax-small|OWASP Dependency-Check", "prompt": "c137-l2", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simpler CI/CD usage with less policy overhead"}, {"id": "mai-20260917-0922-baseline|c137-l2|minimax-small|GitLab Dependency Scanning", "prompt": "c137-l2", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "GitLab Dependency Scanning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already using GitLab Enterprise"}, {"id": "mai-20260917-0922-baseline|c137-l2|minimax-small|Anchore", "prompt": "c137-l2", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Anchore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SBOM-first governance and compliance"}, {"id": "mai-20260917-0922-baseline|c137-l2|minimax-small|Snyk", "prompt": "c137-l2", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you may also want to evaluate commercial solutions like **Snyk**, **Black Duck**, or **Sonatype**"}, {"id": "mai-20260917-0922-baseline|c137-l2|minimax-small|Black Duck", "prompt": "c137-l2", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "evaluate commercial solutions like **Snyk**, **Black Duck**, or **Sonatype**"}, {"id": "mai-20260917-0922-baseline|c137-l2|minimax-small|Sonatype", "prompt": "c137-l2", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Sonatype", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "evaluate commercial solutions like **Snyk**, **Black Duck**, or **Sonatype**"}, {"id": "mai-20260917-0922-baseline|c137-l2|mistral-small|Dependency-Track", "prompt": "c137-l2", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Dependency-Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Dependency-Track** as your open source dependency vulnerability scanner"}, {"id": "mai-20260917-0922-baseline|c137-l2|mistral-small|Grype", "prompt": "c137-l2", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Grype:** Excellent for scanning container images, filesystems, and SBOMs, with advanced risk scoring"}, {"id": "mai-20260917-0922-baseline|c137-l2|mistral-small|Trivy", "prompt": "c137-l2", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trivy:** A versatile scanner for containers, filesystems, and code repositories"}, {"id": "mai-20260917-0922-baseline|c137-l2|moonshot-small|Trivy", "prompt": "c137-l2", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B enterprise with thousands of employees, **Trivy** is the strongest open source option."}, {"id": "mai-20260917-0922-baseline|c137-l2|moonshot-small|OWASP Dependency-Check", "prompt": "c137-l2", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "OWASP Dependency-Check remains viable but has limitations at scale"}, {"id": "mai-20260917-0922-baseline|c137-l2|moonshot-small|Snyk", "prompt": "c137-l2", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Evaluate commercial tools (Snyk, Black Duck, or Endor Labs) for critical applications"}, {"id": "mai-20260917-0922-baseline|c137-l2|moonshot-small|Black Duck", "prompt": "c137-l2", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Evaluate commercial tools (Snyk, Black Duck, or Endor Labs) for critical applications"}, {"id": "mai-20260917-0922-baseline|c137-l2|moonshot-small|Endor Labs", "prompt": "c137-l2", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Evaluate commercial tools (Snyk, Black Duck, or Endor Labs) for critical applications"}, {"id": "mai-20260917-0922-baseline|c137-l2|openai-small|OWASP Dependency-Track", "prompt": "c137-l2", "model": "openai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **OWASP Dependency-Track** as the primary open-source dependency vulnerability platform"}, {"id": "mai-20260917-0922-baseline|c137-l2|openai-small|OWASP Dependency-Check", "prompt": "c137-l2", "model": "openai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **OWASP Dependency-Check** as a complementary scanner in CI for repo-level checks"}, {"id": "mai-20260917-0922-baseline|c137-l2|openai-small|Trivy", "prompt": "c137-l2", "model": "openai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Dependency-Track vs Dependency-Check vs Trivy vs ORT"}, {"id": "mai-20260917-0922-baseline|c137-l2|openai-small|OSS Review Toolkit (ORT)", "prompt": "c137-l2", "model": "openai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSS Review Toolkit (ORT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you also need compliance/licensing workflows:** **OSS Review Toolkit (ORT)**"}, {"id": "mai-20260917-0922-baseline|c137-l2|xai-small|OWASP Dependency-Track", "prompt": "c137-l2", "model": "xai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend OWASP Dependency-Track as the primary open source dependency vulnerability scanner."}, {"id": "mai-20260917-0922-baseline|c137-l2|xai-small|Trivy", "prompt": "c137-l2", "model": "xai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trivy is a close second if you prefer zero-infra (just CI jobs)"}, {"id": "mai-20260917-0922-baseline|c137-l2|xai-small|Syft/Grype", "prompt": "c137-l2", "model": "xai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Syft/Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Syft/Grype (Anchore, strong for containers/SBOMs)"}, {"id": "mai-20260917-0922-baseline|c137-l2|xai-small|OWASP Dependency-Check", "prompt": "c137-l2", "model": "xai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Slower on large scans, higher false positives, no central mgmt"}, {"id": "mai-20260917-0922-baseline|c137-l2|zai-small|OWASP Dependency-Check", "prompt": "c137-l2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **OWASP Dependency‑Check** as the backbone SCA scanner"}, {"id": "mai-20260917-0922-baseline|c137-l2|zai-small|Trivy", "prompt": "c137-l2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "complement it with **Trivy** for container and IaC security"}, {"id": "mai-20260917-0922-baseline|c137-l2|zai-small|Aikido Security", "prompt": "c137-l2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **Aikido Security** ... where you need reachability analysis and AI‑assisted fixes"}, {"id": "mai-20260917-0922-baseline|c137-l2|zai-small|OSV-Scanner", "prompt": "c137-l2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(or **OSV‑Scanner**) where you need reachability analysis and AI‑assisted fixes"}, {"id": "mai-20260917-0922-baseline|c137-l2|zai-small|SonarQube", "prompt": "c137-l2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a self‑hosted SonarQube instance for reporting"}, {"id": "mai-20260917-0922-baseline|c137-l3|alibaba-small|Black Duck (by Synopsys)", "prompt": "c137-l3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck (by Synopsys)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Black Duck is widely considered the standard for large organizations with strict legal requirements."}, {"id": "mai-20260917-0922-baseline|c137-l3|alibaba-small|Snyk Open Source", "prompt": "c137-l3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk Open Source", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Snyk is designed to meet developers where they work—inside the IDE"}, {"id": "mai-20260917-0922-baseline|c137-l3|alibaba-small|Mend.io (Codacy)", "prompt": "c137-l3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend.io (Codacy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mend distinguishes itself through its \"Smart Merge\" technology."}, {"id": "mai-20260917-0922-baseline|c137-l3|alibaba-small|Sonatype Lifecycle (formerly Nexus Intelligence)", "prompt": "c137-l3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Lifecycle (formerly Nexus Intelligence)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Its strength lies in its strict policy enforcement"}, {"id": "mai-20260917-0922-baseline|c137-l3|alibaba-small|Endor Labs", "prompt": "c137-l3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Endor Labs focuses on eliminating false positives."}, {"id": "mai-20260917-0922-baseline|c137-l3|alibaba-small|FOSSA", "prompt": "c137-l3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "FOSSA is purpose-built for open-source policy enforcement."}, {"id": "mai-20260917-0922-baseline|c137-l3|alibaba-small|Dependency-Check", "prompt": "c137-l3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Dependency-Check", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Dependency-Check** (low filtering, raw data)"}, {"id": "mai-20260917-0922-baseline|c137-l3|alibaba-small|Veracode", "prompt": "c137-l3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Veracode** (Pipeline/Web-scanning focus)"}, {"id": "mai-20260917-0922-baseline|c137-l3|anthropic-small|BlackDuck by Synopsys", "prompt": "c137-l3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "BlackDuck by Synopsys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "One of the most mature and comprehensive SCA platforms"}, {"id": "mai-20260917-0922-baseline|c137-l3|anthropic-small|FOSSA", "prompt": "c137-l3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specializes in open source license compliance and risk management"}, {"id": "mai-20260917-0922-baseline|c137-l3|anthropic-small|Snyk", "prompt": "c137-l3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Developer-focused SCA with emphasis on speed and developer experience"}, {"id": "mai-20260917-0922-baseline|c137-l3|anthropic-small|JFrog Xray", "prompt": "c137-l3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "JFrog Xray", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Integrated with artifact management ecosystem"}, {"id": "mai-20260917-0922-baseline|c137-l3|anthropic-small|CyberArk CyberArk OSA", "prompt": "c137-l3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "CyberArk CyberArk OSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tracks software composition across development lifecycle"}, {"id": "mai-20260917-0922-baseline|c137-l3|anthropic-small|Veracode", "prompt": "c137-l3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise application security platform with SCA capabilities"}, {"id": "mai-20260917-0922-baseline|c137-l3|challenger-small|Black Duck", "prompt": "c137-l3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise governance**: **Black Duck**."}, {"id": "mai-20260917-0922-baseline|c137-l3|challenger-small|Sonatype Nexus Lifecycle", "prompt": "c137-l3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Nexus Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best repository governance**: **Sonatype Nexus Lifecycle**."}, {"id": "mai-20260917-0922-baseline|c137-l3|challenger-small|Snyk", "prompt": "c137-l3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best developer experience**: **Snyk**."}, {"id": "mai-20260917-0922-baseline|c137-l3|challenger-small|Mend", "prompt": "c137-l3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best remediation automation**: **Mend**."}, {"id": "mai-20260917-0922-baseline|c137-l3|challenger-small|Checkmarx SCA", "prompt": "c137-l3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Checkmarx SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SCA is bundled into a broader AppSec suite alongside SAST, with exploitability evidence."}, {"id": "mai-20260917-0922-baseline|c137-l3|challenger-small|Endor Labs", "prompt": "c137-l3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best false-positive reduction**: **Endor Labs**."}, {"id": "mai-20260917-0922-baseline|c137-l3|challenger-small|Veracode", "prompt": "c137-l3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong as part of a broader application security testing suite with policy-based scanning"}, {"id": "mai-20260917-0922-baseline|c137-l3|challenger-small|JFrog Xray", "prompt": "c137-l3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Scans binaries/artifacts natively in the repository layer"}, {"id": "mai-20260917-0922-baseline|c137-l3|challenger-small|FOSSA", "prompt": "c137-l3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best license compliance**: **FOSSA**."}, {"id": "mai-20260917-0922-baseline|c137-l3|challenger-small|Aikido Security", "prompt": "c137-l3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Emphasizes real-time intelligence, in-place fixes, and exploitability-based prioritization."}, {"id": "mai-20260917-0922-baseline|c137-l3|deepseek-small|Sonatype Lifecycle (Nexus)", "prompt": "c137-l3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Lifecycle (Nexus)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A perennially top-ranked tool (Forrester Wave Leader) with one of the most flexible and granular **policy engines**"}, {"id": "mai-20260917-0922-baseline|c137-l3|deepseek-small|Black Duck (Synopsys)", "prompt": "c137-l3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The enterprise standard for **governance, SBOM depth, and license compliance**"}, {"id": "mai-20260917-0922-baseline|c137-l3|deepseek-small|Snyk", "prompt": "c137-l3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The **developer-first** tool—built to scan and fix inside the IDE, CI/CD, and pull requests"}, {"id": "mai-20260917-0922-baseline|c137-l3|deepseek-small|Mend (formerly WhiteSource)", "prompt": "c137-l3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for **automated remediation and policy governance**"}, {"id": "mai-20260917-0922-baseline|c137-l3|deepseek-small|JFrog Xray", "prompt": "c137-l3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "JFrog Xray", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The natural choice for teams already on **JFrog Artifactory**"}, {"id": "mai-20260917-0922-baseline|c137-l3|deepseek-small|FOSSA", "prompt": "c137-l3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Purpose-built for **license compliance, open-source policy enforcement, and SBOM reporting**"}, {"id": "mai-20260917-0922-baseline|c137-l3|deepseek-small|Endor Labs", "prompt": "c137-l3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The emerging leader in **reachability analysis**"}, {"id": "mai-20260917-0922-baseline|c137-l3|deepseek-small|Checkmarx SCA", "prompt": "c137-l3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Checkmarx SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Notable as a **unified SAST + SCA** offering"}, {"id": "mai-20260917-0922-baseline|c137-l3|deepseek-small|Veracode", "prompt": "c137-l3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A mature **application security suite** with policy-based SCA scanning"}, {"id": "mai-20260917-0922-baseline|c137-l3|deepseek-small|Aikido Security", "prompt": "c137-l3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other notable mentions"}, {"id": "mai-20260917-0922-baseline|c137-l3|deepseek-small|Cycode", "prompt": "c137-l3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Cycode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "modern all-in-one platforms with SCA + SAST + secrets + malware detection"}, {"id": "mai-20260917-0922-baseline|c137-l3|deepseek-small|Socket", "prompt": "c137-l3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Socket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Socket** (supply-chain/dependency risk view in CI)"}, {"id": "mai-20260917-0922-baseline|c137-l3|deepseek-small|OX Security", "prompt": "c137-l3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "OX Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "correlates findings with pipeline/runtime context"}, {"id": "mai-20260917-0922-baseline|c137-l3|deepseek-small|OWASP Dependency-Check", "prompt": "c137-l3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "the free **OWASP Dependency-Check** for entry-level scanning"}, {"id": "mai-20260917-0922-baseline|c137-l3|google-small|Black Duck", "prompt": "c137-l3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It remains a dominant market leader for large enterprises, particularly in heavily regulated sectors"}, {"id": "mai-20260917-0922-baseline|c137-l3|google-small|Snyk", "prompt": "c137-l3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Snyk** or **GitHub/GitLab** if your primary goal is driving developer adoption"}, {"id": "mai-20260917-0922-baseline|c137-l3|google-small|Sonatype", "prompt": "c137-l3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For enterprises using Nexus Repository Manager, Sonatype Lifecycle provides unmatched governance."}, {"id": "mai-20260917-0922-baseline|c137-l3|google-small|Mend.io", "prompt": "c137-l3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mend.io is a robust enterprise platform designed to bridge the gap between strict security team policies and developer automation."}, {"id": "mai-20260917-0922-baseline|c137-l3|google-small|Endor Labs", "prompt": "c137-l3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Endor Labs** if your security and engineering teams are overwhelmed by alert fatigue"}, {"id": "mai-20260917-0922-baseline|c137-l3|google-small|GitHub Advanced Security (GHAS)", "prompt": "c137-l3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitHub Advanced Security (GHAS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Platform-native tools that provide built-in security features directly where code lives."}, {"id": "mai-20260917-0922-baseline|c137-l3|google-small|GitLab Ultimate", "prompt": "c137-l3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "GitLab leverages its own integrated scanners"}, {"id": "mai-20260917-0922-baseline|c137-l3|google-small|Aikido", "prompt": "c137-l3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Aikido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Endor Labs / Aikido** |"}, {"id": "mai-20260917-0922-baseline|c137-l3|meta-small|Cycode", "prompt": "c137-l3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Cycode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Cycode - AI-Native application security platform with real-time vulnerability scanning, automated policy enforcement, code-to-cloud visibility"}, {"id": "mai-20260917-0922-baseline|c137-l3|meta-small|Veracode", "prompt": "c137-l3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Veracode - Application security testing suite with scanning based on policies, good language support, and cloud-native architecture."}, {"id": "mai-20260917-0922-baseline|c137-l3|meta-small|Snyk", "prompt": "c137-l3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Snyk - Container and IaC scanning, real-time fix suggestions, deep IDE integration"}, {"id": "mai-20260917-0922-baseline|c137-l3|meta-small|Endor Labs", "prompt": "c137-l3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Endor Labs - Full-stack reachability with 95% noise reduction through call graph analysis."}, {"id": "mai-20260917-0922-baseline|c137-l3|meta-small|Black Duck", "prompt": "c137-l3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Black Duck - Enterprise governance platform with comprehensive license compliance."}, {"id": "mai-20260917-0922-baseline|c137-l3|meta-small|Sonatype Lifecycle", "prompt": "c137-l3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sonatype Lifecycle - Policy-driven security with malicious package detection."}, {"id": "mai-20260917-0922-baseline|c137-l3|meta-small|Mend.io", "prompt": "c137-l3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mend.io - Automated remediation with smart merge capabilities."}, {"id": "mai-20260917-0922-baseline|c137-l3|meta-small|Checkmarx SCA", "prompt": "c137-l3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Checkmarx SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Checkmarx SCA - Unified SAST+SCA with exploitability evidence."}, {"id": "mai-20260917-0922-baseline|c137-l3|meta-small|Semgrep Supply Chain", "prompt": "c137-l3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Semgrep Supply Chain - Lightweight SCA with basic reachability for smaller teams."}, {"id": "mai-20260917-0922-baseline|c137-l3|meta-small|FOSSA", "prompt": "c137-l3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "FOSSA - License compliance specialist with attribution reporting."}, {"id": "mai-20260917-0922-baseline|c137-l3|meta-small|JFrog Xray", "prompt": "c137-l3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "JFrog Xray - Native artifact analysis with deep integration into the DevOps toolchain."}, {"id": "mai-20260917-0922-baseline|c137-l3|minimax-small|Black Duck (Synopsys)", "prompt": "c137-l3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The enterprise market is led by Black Duck and Sonatype in terms of overall capabilities"}, {"id": "mai-20260917-0922-baseline|c137-l3|minimax-small|Sonatype Lifecycle", "prompt": "c137-l3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The enterprise market is led by Black Duck and Sonatype in terms of overall capabilities"}, {"id": "mai-20260917-0922-baseline|c137-l3|minimax-small|Snyk Open Source", "prompt": "c137-l3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk Open Source", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Snyk and Mend.io excel in developer-friendly workflows and automation respectively"}, {"id": "mai-20260917-0922-baseline|c137-l3|minimax-small|Mend.io (formerly WhiteSource)", "prompt": "c137-l3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend.io (formerly WhiteSource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Snyk and Mend.io excel in developer-friendly workflows and automation respectively"}, {"id": "mai-20260917-0922-baseline|c137-l3|minimax-small|JFrog Xray", "prompt": "c137-l3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "JFrog Xray", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for organizations using JFrog ecosystem"}, {"id": "mai-20260917-0922-baseline|c137-l3|minimax-small|Checkmarx SCA", "prompt": "c137-l3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Checkmarx SCA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for organizations wanting consolidated application security"}, {"id": "mai-20260917-0922-baseline|c137-l3|minimax-small|Endor Labs", "prompt": "c137-l3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mid-market → Snyk, Endor Labs"}, {"id": "mai-20260917-0922-baseline|c137-l3|minimax-small|FOSSA", "prompt": "c137-l3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "License compliance → Black Duck or FOSSA"}, {"id": "mai-20260917-0922-baseline|c137-l3|minimax-small|GitHub Advanced Security", "prompt": "c137-l3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "GitHub-centric → GitHub Advanced Security"}, {"id": "mai-20260917-0922-baseline|c137-l3|minimax-small|Semgrep Supply Chain", "prompt": "c137-l3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Smaller teams → Semgrep Supply Chain, FOSSA"}, {"id": "mai-20260917-0922-baseline|c137-l3|mistral-small|Black Duck (by Synopsys)", "prompt": "c137-l3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck (by Synopsys)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Large organizations needing comprehensive open source risk management and license compliance."}, {"id": "mai-20260917-0922-baseline|c137-l3|mistral-small|Snyk", "prompt": "c137-l3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best For: Teams prioritizing developer productivity and rapid vulnerability resolution."}, {"id": "mai-20260917-0922-baseline|c137-l3|mistral-small|Sonatype Nexus Lifecycle", "prompt": "c137-l3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Nexus Lifecycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best For: Large DevSecOps environments requiring repository and artifact governance."}, {"id": "mai-20260917-0922-baseline|c137-l3|mistral-small|FOSSA", "prompt": "c137-l3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best For: Organizations with complex licensing requirements and a focus on open source compliance."}, {"id": "mai-20260917-0922-baseline|c137-l3|mistral-small|Mend (formerly WhiteSource)", "prompt": "c137-l3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best For: Enterprises seeking automated remediation and developer-centric workflows."}, {"id": "mai-20260917-0922-baseline|c137-l3|mistral-small|JFrog Xray", "prompt": "c137-l3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Organizations using JFrog Artifactory and needing end-to-end supply chain visibility."}, {"id": "mai-20260917-0922-baseline|c137-l3|mistral-small|Endor Labs", "prompt": "c137-l3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: Teams needing precise vulnerability prioritization and reduced alert fatigue."}, {"id": "mai-20260917-0922-baseline|c137-l3|mistral-small|Checkmarx SCA", "prompt": "c137-l3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Checkmarx SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best For: Enterprises already using Checkmarx for SAST and wanting integrated SCA."}, {"id": "mai-20260917-0922-baseline|c137-l3|mistral-small|Anchore", "prompt": "c137-l3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Anchore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best For: Organizations heavily invested in containerized environments."}, {"id": "mai-20260917-0922-baseline|c137-l3|mistral-small|Cycode", "prompt": "c137-l3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Cycode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best For: Enterprises seeking advanced AI-driven security and comprehensive visibility."}, {"id": "mai-20260917-0922-baseline|c137-l3|moonshot-small|Black Duck (Synopsys)", "prompt": "c137-l3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Black Duck (Synopsys)**\n- **Best for**: Enterprise governance, license compliance, and M&A due diligence"}, {"id": "mai-20260917-0922-baseline|c137-l3|moonshot-small|Sonatype Lifecycle", "prompt": "c137-l3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Sonatype** if you need strong policy enforcement"}, {"id": "mai-20260917-0922-baseline|c137-l3|moonshot-small|Snyk", "prompt": "c137-l3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Snyk** if you want developers to actually use the tool without leaving their workflow"}, {"id": "mai-20260917-0922-baseline|c137-l3|moonshot-small|Mend (formerly WhiteSource)", "prompt": "c137-l3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Mend** if automated dependency updates and smart merging are priorities"}, {"id": "mai-20260917-0922-baseline|c137-l3|moonshot-small|Endor Labs", "prompt": "c137-l3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Endor Labs** if you're drowning in false positives and need intelligent prioritization"}, {"id": "mai-20260917-0922-baseline|c137-l3|moonshot-small|Veracode", "prompt": "c137-l3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Differentiator**: Part of a broader application security platform"}, {"id": "mai-20260917-0922-baseline|c137-l3|openai-small|Black Duck", "prompt": "c137-l3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **Black Duck** if you care most about **enterprise governance, license compliance, and policy control**."}, {"id": "mai-20260917-0922-baseline|c137-l3|openai-small|Sonatype Lifecycle", "prompt": "c137-l3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **Sonatype** if you want **precise dependency analysis, automation, and SBOM/dependency management**."}, {"id": "mai-20260917-0922-baseline|c137-l3|openai-small|Snyk", "prompt": "c137-l3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **Snyk** if you want **developer-friendly workflows** and a unified platform"}, {"id": "mai-20260917-0922-baseline|c137-l3|openai-small|Mend", "prompt": "c137-l3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **Mend** if you want **broad enterprise appsec integration** with strong remediation workflows."}, {"id": "mai-20260917-0922-baseline|c137-l3|openai-small|Veracode SCA", "prompt": "c137-l3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Veracode SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose **Veracode** if you want **SCA as part of a larger appsec suite**."}, {"id": "mai-20260917-0922-baseline|c137-l3|xai-small|Sonatype Lifecycle", "prompt": "c137-l3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sonatype Lifecycle** (Leader in Forrester Wave; highest scores in malicious package detection, SBOM management, policy management, AI analysis)"}, {"id": "mai-20260917-0922-baseline|c137-l3|xai-small|Snyk", "prompt": "c137-l3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Snyk** (Leader in Forrester Wave; top for developer experience, also strong in Gartner reviews)"}, {"id": "mai-20260917-0922-baseline|c137-l3|xai-small|Black Duck (Synopsys)", "prompt": "c137-l3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader in Forrester Wave and Gartner Magic Quadrant for related categories; excels in license compliance"}, {"id": "mai-20260917-0922-baseline|c137-l3|xai-small|Mend.io (formerly WhiteSource)", "prompt": "c137-l3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend.io (formerly WhiteSource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong enterprise contender; praised for automated remediation"}, {"id": "mai-20260917-0922-baseline|c137-l3|xai-small|Veracode", "prompt": "c137-l3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leader/Strong performer in Forrester; part of broader AppSec platform"}, {"id": "mai-20260917-0922-baseline|c137-l3|xai-small|JFrog Xray", "prompt": "c137-l3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Noted in comparisons for artifact management integration"}, {"id": "mai-20260917-0922-baseline|c137-l3|xai-small|Checkmarx SCA", "prompt": "c137-l3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Checkmarx SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Unified SAST+SCA; good coverage"}, {"id": "mai-20260917-0922-baseline|c137-l3|zai-small|Sonatype (Nexus Lifecycle)", "prompt": "c137-l3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype (Nexus Lifecycle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Enterprises requiring strict policy enforcement and integration with their own repository management."}, {"id": "mai-20260917-0922-baseline|c137-l3|zai-small|Black Duck (Synopsys)", "prompt": "c137-l3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The gold standard for license compliance auditing and software due diligence"}, {"id": "mai-20260917-0922-baseline|c137-l3|zai-small|Snyk", "prompt": "c137-l3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Developer-centric teams and organizations looking for a low-friction entry point"}, {"id": "mai-20260917-0922-baseline|c137-l3|zai-small|Endor Labs", "prompt": "c137-l3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Teams drowning in CVE noise who need to prioritize *reachable* vulnerabilities."}, {"id": "mai-20260917-0922-baseline|c137-l3|zai-small|Aikido Security", "prompt": "c137-l3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Organizations looking to consolidate multiple security tools (SCA, SAST, Secrets, CSPM) into a single platform."}, {"id": "mai-20260917-0922-baseline|c137-l3|zai-small|Mend (formerly WhiteSource)", "prompt": "c137-l3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Enterprises seeking automated remediation and integration with CI/CD pipelines."}, {"id": "mai-20260917-0922-baseline|c137-l4|alibaba-small|Aikido Security", "prompt": "c137-l4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Predictability & Scale: **Aikido Security**"}, {"id": "mai-20260917-0922-baseline|c137-l4|alibaba-small|Snyk", "prompt": "c137-l4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid tools like **Snyk**, **Socket**, or **Semgrep** if your primary goal is cost prediction"}, {"id": "mai-20260917-0922-baseline|c137-l4|alibaba-small|Socket", "prompt": "c137-l4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Socket", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid tools like **Snyk**, **Socket**, or **Semgrep**"}, {"id": "mai-20260917-0922-baseline|c137-l4|alibaba-small|DeepSource", "prompt": "c137-l4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "DeepSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"Pay-for-Code\" Model: **DeepSource**"}, {"id": "mai-20260917-0922-baseline|c137-l4|alibaba-small|Trivy (by Aqua Security)", "prompt": "c137-l4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy (by Aqua Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Ultimate Cost Control: **Trivy (by Aqua Security)**"}, {"id": "mai-20260917-0922-baseline|c137-l4|alibaba-small|Black Duck (Synopsys)", "prompt": "c137-l4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Only viable if you negotiate a fixed enterprise deal; essential for heavy IP/copyright auditing."}, {"id": "mai-20260917-0922-baseline|c137-l4|alibaba-small|Mend (Fortify)", "prompt": "c137-l4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Mend (Fortify)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "these giants typically have list prices that skyrocket for thousands of users"}, {"id": "mai-20260917-0922-baseline|c137-l4|alibaba-small|Semgrep", "prompt": "c137-l4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid tools like **Snyk**, **Socket**, or **Semgrep**"}, {"id": "mai-20260917-0922-baseline|c137-l4|anthropic-small|Black Duck (Synopsys)", "prompt": "c137-l4", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Black Duck** remains the enterprise standard despite custom pricing"}, {"id": "mai-20260917-0922-baseline|c137-l4|anthropic-small|Mend (Formerly WhiteSource)", "prompt": "c137-l4", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Mend (Formerly WhiteSource)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For predictable costs across thousands of users, **Mend's per-developer pricing model** likely offers the most transparent and scalable cost structure"}, {"id": "mai-20260917-0922-baseline|c137-l4|anthropic-small|Sonatype Nexus Lifecycle", "prompt": "c137-l4", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Sonatype Nexus Lifecycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Sonatype Nexus Lifecycle is a policy-as-code SCA platform that scans for vulnerabilities, licenses, and operational risks"}, {"id": "mai-20260917-0922-baseline|c137-l4|challenger-small|Dependency-Track", "prompt": "c137-l4", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Dependency-Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dependency-Track** is the strongest candidate from the results for cost predictability"}, {"id": "mai-20260917-0922-baseline|c137-l4|challenger-small|Sonatype Nexus Lifecycle", "prompt": "c137-l4", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Sonatype Nexus Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "most credible enterprise-grade choices, but both are typically **custom-quoted** and therefore less predictable"}, {"id": "mai-20260917-0922-baseline|c137-l4|challenger-small|Black Duck", "prompt": "c137-l4", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "most credible enterprise-grade choices, but both are typically **custom-quoted** and therefore less predictable"}, {"id": "mai-20260917-0922-baseline|c137-l4|deepseek-small|Snyk", "prompt": "c137-l4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the model fundamentally scales with developer count — so lock in a set flat fee or seat cap at renewal"}, {"id": "mai-20260917-0922-baseline|c137-l4|deepseek-small|Mend", "prompt": "c137-l4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Mend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "per-seat/quoted = cost rises with thousands of users (unpredictable)"}, {"id": "mai-20260917-0922-baseline|c137-l4|deepseek-small|Black Duck", "prompt": "c137-l4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Black Duck** and **Sonatype Lifecycle** are more mature pure-SCA engines. But you'd pay per-seat/premium pricing"}, {"id": "mai-20260917-0922-baseline|c137-l4|deepseek-small|Sonatype Lifecycle / Nexus", "prompt": "c137-l4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Sonatype Lifecycle / Nexus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "more mature pure-SCA engines. But you'd pay per-seat/premium pricing"}, {"id": "mai-20260917-0922-baseline|c137-l4|deepseek-small|Aikido Security", "prompt": "c137-l4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Aikido Security** is the best fit. It's the leading example of a flat-rate, unlimited-user model"}, {"id": "mai-20260917-0922-baseline|c137-l4|deepseek-small|DeepSource SCA", "prompt": "c137-l4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "DeepSource SCA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "middle path, prices per target repo instead of per seat"}, {"id": "mai-20260917-0922-baseline|c137-l4|google-small|Snyk", "prompt": "c137-l4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard **per-seat (or active-developer) pricing models** used by tools like Snyk, GitHub Advanced Security (GHAS), or Semgrep are major budgeting liabilities"}, {"id": "mai-20260917-0922-baseline|c137-l4|google-small|GitHub Advanced Security (GHAS)", "prompt": "c137-l4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "GitHub Advanced Security (GHAS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "per-seat ... pricing models used by tools like Snyk, GitHub Advanced Security (GHAS), or Semgrep are major budgeting liabilities"}, {"id": "mai-20260917-0922-baseline|c137-l4|google-small|Semgrep", "prompt": "c137-l4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "developer-based pricing is highly unpredictable, creates \"license hoarding\" behaviors, and scales costs linearly"}, {"id": "mai-20260917-0922-baseline|c137-l4|google-small|JFrog Xray", "prompt": "c137-l4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "JFrog Xray", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If your organization is one of the many enterprises already utilizing JFrog Artifactory ... **JFrog Xray** is the most logical choice."}, {"id": "mai-20260917-0922-baseline|c137-l4|google-small|Aikido Security", "prompt": "c137-l4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Aikido explicitly offers an **Enterprise plan with flat-rate pricing and unlimited users**"}, {"id": "mai-20260917-0922-baseline|c137-l4|google-small|HCL AppScan", "prompt": "c137-l4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "HCL AppScan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "heavyweights like **HCL AppScan** and **Veracode** offer alternatives to seat-based pricing"}, {"id": "mai-20260917-0922-baseline|c137-l4|google-small|Veracode", "prompt": "c137-l4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "both vendors offer **Per-Application** or **Per-Workspace** pricing models with unlimited user concurrency"}, {"id": "mai-20260917-0922-baseline|c137-l4|google-small|Trivy", "prompt": "c137-l4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "You run lightweight scanners like **Trivy** (by Aqua Security) ... inside your CI/CD pipelines"}, {"id": "mai-20260917-0922-baseline|c137-l4|google-small|Grype", "prompt": "c137-l4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Grype** (by Anchore) as steps inside your CI/CD pipelines"}, {"id": "mai-20260917-0922-baseline|c137-l4|google-small|OWASP Dependency-Track", "prompt": "c137-l4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "continuously ingested into **OWASP Dependency-Track**—an open-source, enterprise-grade continuous component analysis platform"}, {"id": "mai-20260917-0922-baseline|c137-l4|minimax-small|Aikido Security", "prompt": "c137-l4", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aikido Security** appears to be the best match for your requirements"}, {"id": "mai-20260917-0922-baseline|c137-l4|minimax-small|Snyk", "prompt": "c137-l4", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Scales linearly - 5,000 devs = $125K+/month"}, {"id": "mai-20260917-0922-baseline|c137-l4|minimax-small|Black Duck", "prompt": "c137-l4", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Black Duck** offers unlimited application and container scans for large enterprises, but pricing is custom quote-based and typically much higher"}, {"id": "mai-20260917-0922-baseline|c137-l4|minimax-small|Veracode", "prompt": "c137-l4", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "$100K+ for full suite | Cost scales with organization size"}, {"id": "mai-20260917-0922-baseline|c137-l4|minimax-small|FOSsa", "prompt": "c137-l4", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "FOSsa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "~$22K typical contract | Per-developer scaling"}, {"id": "mai-20260917-0922-baseline|c137-l4|mistral-small|Black Duck by Synopsys", "prompt": "c137-l4", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Black Duck by Synopsys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Black Duck by Synopsys** and **Mend (formerly WhiteSource)** are the top choices"}, {"id": "mai-20260917-0922-baseline|c137-l4|mistral-small|Mend (formerly WhiteSource)", "prompt": "c137-l4", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Black Duck and Mend are the best software composition analysis tools for large enterprises"}, {"id": "mai-20260917-0922-baseline|c137-l4|mistral-small|FOSSA", "prompt": "c137-l4", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "FOSSA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not offer the same level of predictable enterprise pricing or scalability as Black Duck or Mend"}, {"id": "mai-20260917-0922-baseline|c137-l4|mistral-small|Checkmarx One", "prompt": "c137-l4", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Checkmarx One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may not offer the same level of predictable enterprise pricing or scalability as Black Duck or Mend"}, {"id": "mai-20260917-0922-baseline|c137-l4|moonshot-small|Sonatype Lifecycle", "prompt": "c137-l4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Sonatype Lifecycle**"}, {"id": "mai-20260917-0922-baseline|c137-l4|moonshot-small|Black Duck", "prompt": "c137-l4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Black Duck (now Black Duck Software, formerly Synopsys)**"}, {"id": "mai-20260917-0922-baseline|c137-l4|moonshot-small|Snyk", "prompt": "c137-l4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to Avoid for Your Use Case ... Snyk | Per-developer seat"}, {"id": "mai-20260917-0922-baseline|c137-l4|moonshot-small|Mend.io", "prompt": "c137-l4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Mend.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Same scaling problem; thousands of users = unpredictable ballooning costs"}, {"id": "mai-20260917-0922-baseline|c137-l4|moonshot-small|FOSSA", "prompt": "c137-l4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "FOSSA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid for Your Use Case ... FOSSA | Per-project or per-developer hybrid"}, {"id": "mai-20260917-0922-baseline|c137-l4|openai-small|Sonatype Lifecycle / Sonatype Guide", "prompt": "c137-l4", "model": "openai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Sonatype Lifecycle / Sonatype Guide", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My recommendation: Sonatype Lifecycle / Sonatype Guide"}, {"id": "mai-20260917-0922-baseline|c137-l4|openai-small|Black Duck", "prompt": "c137-l4", "model": "openai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternative: Black Duck"}, {"id": "mai-20260917-0922-baseline|c137-l4|openai-small|Mend", "prompt": "c137-l4", "model": "openai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Mend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Sonatype vs Black Duck vs Mend vs Snyk"}, {"id": "mai-20260917-0922-baseline|c137-l4|openai-small|Snyk", "prompt": "c137-l4", "model": "openai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sonatype vs Black Duck vs Mend vs Snyk"}, {"id": "mai-20260917-0922-baseline|c137-l4|xai-small|Synopsys Black Duck", "prompt": "c137-l4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Synopsys Black Duck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Key recommendation: Sonatype Nexus Lifecycle or Synopsys Black Duck.**"}, {"id": "mai-20260917-0922-baseline|c137-l4|xai-small|Sonatype Nexus Lifecycle", "prompt": "c137-l4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Sonatype Nexus Lifecycle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Key recommendation: Sonatype Nexus Lifecycle or Synopsys Black Duck.**"}, {"id": "mai-20260917-0922-baseline|c137-l4|xai-small|Mend (formerly WhiteSource)", "prompt": "c137-l4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Medium**: Transparent per-dev, no GB/scan fees, but grows linearly with headcount."}, {"id": "mai-20260917-0922-baseline|c137-l4|xai-small|Snyk", "prompt": "c137-l4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "per-developer pricing ... scales poorly and unpredictably for 1,000+ users"}, {"id": "mai-20260917-0922-baseline|c137-l4|zai-small|Snyk", "prompt": "c137-l4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best software composition analysis (SCA) tool is **Snyk**"}, {"id": "mai-20260917-0922-baseline|c137-l4|zai-small|Sonatype Lifecycle", "prompt": "c137-l4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: Sonatype Lifecycle ... a strong alternative with predictable pricing"}, {"id": "mai-20260917-0922-baseline|c137-l4|zai-small|Black Duck (Synopsys)", "prompt": "c137-l4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "custom enterprise pricing model ... Predictability: Poor"}, {"id": "mai-20260917-0922-baseline|c137-l4|zai-small|JFrog Xray", "prompt": "c137-l4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "JFrog Xray", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "your \"consumption\" fees will increase unpredictably, making it impossible to lock in a fixed budget"}, {"id": "mai-20260917-0922-baseline|c137-l5|deepseek-small|Checkmarx One", "prompt": "c137-l5", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Checkmarx One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Decide whether you want a **dedicated SCA tool or a platform** (e.g., Checkmarx One, Veracode, Snyk)"}, {"id": "mai-20260917-0922-baseline|c137-l5|deepseek-small|Veracode", "prompt": "c137-l5", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "dedicated SCA tool or a platform (e.g., Checkmarx One, Veracode, Snyk)"}, {"id": "mai-20260917-0922-baseline|c137-l5|deepseek-small|Snyk Open Source", "prompt": "c137-l5", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Snyk Open Source", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Snyk Open Source** — best overall for developer-first SCA, auto-fix PRs, strong SSO/SOC 2 enterprise posture; a common default."}, {"id": "mai-20260917-0922-baseline|c137-l5|deepseek-small|Black Duck (Synopsys)", "prompt": "c137-l5", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strongest for enterprise governance, deep SBOM, binary/license compliance"}, {"id": "mai-20260917-0922-baseline|c137-l5|deepseek-small|Mend (formerly WhiteSource)", "prompt": "c137-l5", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "reachability-driven remediation, auto dependency updates"}, {"id": "mai-20260917-0922-baseline|c137-l5|deepseek-small|Endor Labs", "prompt": "c137-l5", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best at noise reduction at scale (reachability)"}, {"id": "mai-20260917-0922-baseline|c137-l5|deepseek-small|Sonatype Lifecycle", "prompt": "c137-l5", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "strong for supply-chain governance & Nexus integration"}, {"id": "mai-20260917-0922-baseline|c137-l5|deepseek-small|FOSSA", "prompt": "c137-l5", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "strong license compliance & SBOM focus, more affordable"}, {"id": "mai-20260917-0922-baseline|c137-l5|deepseek-small|GitHub Advanced Security / GitLab Ultimate", "prompt": "c137-l5", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "GitHub Advanced Security / GitLab Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "if you're native to those platforms"}, {"id": "mai-20260917-0922-baseline|c137-l5|meta-small|Snyk", "prompt": "c137-l5", "model": "meta-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Snyk**: Known for its developer-focused approach, automated fix PRs, and broad language support."}, {"id": "mai-20260917-0922-baseline|c137-l5|meta-small|Black Duck", "prompt": "c137-l5", "model": "meta-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers deep SBOM and policy enforcement, making it suitable for enterprise governance and license compliance."}, {"id": "mai-20260917-0922-baseline|c137-l5|meta-small|Mend", "prompt": "c137-l5", "model": "meta-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Mend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pairs reachability-driven SCA with automated dependency updates, ideal for remediation automation."}, {"id": "mai-20260917-0922-baseline|c137-l5|meta-small|Endor Labs", "prompt": "c137-l5", "model": "meta-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides full-stack reachability with a significant reduction in noise through call graph analysis."}, {"id": "mai-20260917-0922-baseline|c137-l5|mistral-small|Snyk", "prompt": "c137-l5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Snyk** (strong SCA + DevSecOps integration)"}, {"id": "mai-20260917-0922-baseline|c137-l5|mistral-small|GitHub Advanced Security", "prompt": "c137-l5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**GitHub Advanced Security** (if using GitHub)"}, {"id": "mai-20260917-0922-baseline|c137-l5|mistral-small|Black Duck (Synopsys)", "prompt": "c137-l5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Black Duck (Synopsys)** (enterprise-focused)"}, {"id": "mai-20260917-0922-baseline|c137-l5|mistral-small|WhiteSource (now part of Snyk)", "prompt": "c137-l5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "WhiteSource (now part of Snyk)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**WhiteSource (now part of Snyk)** (license-focused)"}, {"id": "mai-20260917-0922-baseline|c137-l5|mistral-small|FOSSA", "prompt": "c137-l5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**FOSSA** (license compliance + vulnerability detection)"}, {"id": "mai-20260917-0922-baseline|c137-l5|mistral-small|Checkmarx SCA", "prompt": "c137-l5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Checkmarx SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Checkmarx SCA** (enterprise-grade)"}, {"id": "mai-20260917-0922-baseline|c137-l5|moonshot-small|Debricked", "prompt": "c137-l5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Debricked", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many SCA vendors (e.g., Debricked, OpenText Core SCA) gate SSO behind Enterprise tiers—confirm this isn't an add-on cost."}, {"id": "mai-20260917-0922-baseline|c137-l5|moonshot-small|OpenText Core SCA", "prompt": "c137-l5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "OpenText Core SCA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many SCA vendors (e.g., Debricked, OpenText Core SCA) gate SSO behind Enterprise tiers"}, {"id": "mai-20260917-0922-baseline|c137-l5|moonshot-small|Black Duck (Synopsys)", "prompt": "c137-l5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Deep enterprise governance | Comprehensive license compliance, mature SBOM workflows, self-hosted option | Higher cost, steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c137-l5|moonshot-small|Snyk", "prompt": "c137-l5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Developer-first experience | Automated fix PRs, broad language support, strong IDE integration"}, {"id": "mai-20260917-0922-baseline|c137-l5|moonshot-small|Mend (formerly WhiteSource)", "prompt": "c137-l5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "High-precision scanning | Low false positives, smart merge capabilities, good policy engine"}, {"id": "mai-20260917-0922-baseline|c137-l5|moonshot-small|Sonatype Lifecycle", "prompt": "c137-l5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Policy-driven security | Malicious package detection, Nexus repository integration"}, {"id": "mai-20260917-0922-baseline|c137-l5|moonshot-small|Checkmarx SCA", "prompt": "c137-l5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Checkmarx SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Unified SAST+SCA | Single vendor for multiple AppSec needs, strong enterprise reporting"}, {"id": "mai-20260917-0922-baseline|c137-l5|moonshot-small|Endor Labs", "prompt": "c137-l5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modern reachability analysis | 95% noise reduction through call graph analysis, newer architecture"}, {"id": "mai-20260917-0922-baseline|c137-l5|moonshot-small|FOSSA", "prompt": "c137-l5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "License compliance focus | Strong open-source compliance, good CI/CD integration | Security features less mature"}, {"id": "mai-20260917-0922-baseline|c137-l5|xai-small|Snyk", "prompt": "c137-l5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Shortlist**: Snyk (dev-first, SSO/SOC 2), Black Duck (enterprise governance, licenses), Sonatype (policy-driven)"}, {"id": "mai-20260917-0922-baseline|c137-l5|xai-small|Black Duck", "prompt": "c137-l5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Black Duck (enterprise governance, licenses)"}, {"id": "mai-20260917-0922-baseline|c137-l5|xai-small|Sonatype Lifecycle", "prompt": "c137-l5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sonatype (policy-driven)"}, {"id": "mai-20260917-0922-baseline|c137-l5|xai-small|Mend.io", "prompt": "c137-l5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Mend.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mend.io (automation)"}, {"id": "mai-20260917-0922-baseline|c137-l5|xai-small|Endor Labs", "prompt": "c137-l5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cycode/Endor Labs (reachability/accuracy)"}, {"id": "mai-20260917-0922-baseline|c137-l5|xai-small|Cycode", "prompt": "c137-l5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Cycode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cycode/Endor Labs (reachability/accuracy)"}, {"id": "mai-20260917-0922-baseline|c137-l5|xai-small|SonarQube", "prompt": "c137-l5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "SonarQube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "self-hosted/on-prem options (e.g., SonarQube, Black Duck)"}, {"id": "mai-20260917-0922-baseline|c137-l5|zai-small|Black Duck (Synopsys)", "prompt": "c137-l5", "model": "zai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep license compliance and governance; strong SBOM and policy enforcement."}, {"id": "mai-20260917-0922-baseline|c137-l5|zai-small|FOSSA", "prompt": "c137-l5", "model": "zai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Specialized in open-source policy enforcement and SBOM reporting."}, {"id": "mai-20260917-0922-baseline|c137-l5|zai-small|Mend (formerly WhiteSource)", "prompt": "c137-l5", "model": "zai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong license enforcement, auto-remediation, and SBOM export."}, {"id": "mai-20260917-0922-baseline|c137-l5|zai-small|Snyk", "prompt": "c137-l5", "model": "zai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Developer-focused, strong CI/CD and PR integration, auto-fix PRs."}, {"id": "mai-20260917-0922-baseline|c137-l5|zai-small|Sonatype (Nexus Lifecycle)", "prompt": "c137-l5", "model": "zai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Sonatype (Nexus Lifecycle)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise-grade governance, policy enforcement, and artifact integration."}, {"id": "mai-20260917-0922-baseline|c137-l5|zai-small|JFrog Xray", "prompt": "c137-l5", "model": "zai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tight integration with Artifactory, strong license and vulnerability management."}, {"id": "mai-20260917-0922-baseline|c137-l5|zai-small|GitHub Advanced Security (Dependabot)", "prompt": "c137-l5", "model": "zai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "GitHub Advanced Security (Dependabot)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Native to GitHub, good for GitHub-centric teams."}, {"id": "mai-20260917-0922-baseline|c137-l5|zai-small|GitLab Dependency Scanning", "prompt": "c137-l5", "model": "zai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "GitLab Dependency Scanning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Integrated with GitLab, good for GitLab-centric orgs."}, {"id": "mai-20260917-0922-baseline|c137-l5|zai-small|OWASP Dependency-Check", "prompt": "c137-l5", "model": "zai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Free, open-source, good baseline for CI; limited enterprise features."}, {"id": "mai-20260917-0922-baseline|c137-l5|zai-small|Anchore Syft + Grype", "prompt": "c137-l5", "model": "zai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Anchore Syft + Grype", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Container-centric, good SBOM and vulnerability scanning."}, {"id": "mai-20260917-0922-baseline|c137-l6|alibaba-small|Mend (formerly WhiteSource)", "prompt": "c137-l6", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Clunky UI, slower scans, limited reachability outside Java/JS, steep pricing, documentation gaps"}, {"id": "mai-20260917-0922-baseline|c137-l6|challenger-small|OWASP Dependency-Check", "prompt": "c137-l6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Basic open-source scanners such as OWASP Dependency-Check, because they provide useful vulnerability detection but generally lack the advanced policy enforcement, support, and enterprise workflows"}, {"id": "mai-20260917-0922-baseline|c137-l6|challenger-small|RetireJS", "prompt": "c137-l6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "RetireJS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Single-language or narrow-scope scanners such as RetireJS, Safety, and bundler-audit, because they only cover specific ecosystems"}, {"id": "mai-20260917-0922-baseline|c137-l6|challenger-small|Safety", "prompt": "c137-l6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Safety", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Single-language or narrow-scope scanners such as RetireJS, Safety, and bundler-audit"}, {"id": "mai-20260917-0922-baseline|c137-l6|challenger-small|bundler-audit", "prompt": "c137-l6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "bundler-audit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Single-language or narrow-scope scanners such as RetireJS, Safety, and bundler-audit"}, {"id": "mai-20260917-0922-baseline|c137-l6|challenger-small|JFrog", "prompt": "c137-l6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "JFrog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "vendor-native tools tied to JFrog, Sonatype, or GitHub can be excellent in those ecosystems, but they are less attractive if you need one unified standard"}, {"id": "mai-20260917-0922-baseline|c137-l6|challenger-small|Sonatype", "prompt": "c137-l6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Sonatype", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "vendor-native tools tied to JFrog, Sonatype, or GitHub can be excellent in those ecosystems, but they are less attractive if you need one unified standard"}, {"id": "mai-20260917-0922-baseline|c137-l6|challenger-small|GitHub", "prompt": "c137-l6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "GitHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "vendor-native tools tied to JFrog, Sonatype, or GitHub can be excellent in those ecosystems, but they are less attractive"}, {"id": "mai-20260917-0922-baseline|c137-l6|challenger-small|Black Duck", "prompt": "c137-l6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "sources consistently position Black Duck, Mend, Sonatype Nexus Lifecycle, JFrog Xray, and Veracode as more enterprise-oriented choices"}, {"id": "mai-20260917-0922-baseline|c137-l6|challenger-small|Mend", "prompt": "c137-l6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Mend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "more enterprise-oriented choices for compliance, policy enforcement, and large-scale governance"}, {"id": "mai-20260917-0922-baseline|c137-l6|challenger-small|Sonatype Nexus Lifecycle", "prompt": "c137-l6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Sonatype Nexus Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "more enterprise-oriented choices for compliance, policy enforcement, and large-scale governance"}, {"id": "mai-20260917-0922-baseline|c137-l6|challenger-small|JFrog Xray", "prompt": "c137-l6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "JFrog Xray", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "more enterprise-oriented choices for compliance, policy enforcement, and large-scale governance"}, {"id": "mai-20260917-0922-baseline|c137-l6|challenger-small|Veracode", "prompt": "c137-l6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "more enterprise-oriented choices for compliance, policy enforcement, and large-scale governance"}, {"id": "mai-20260917-0922-baseline|c137-l6|deepseek-small|OWASP Dependency-Check", "prompt": "c137-l6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid as your primary enterprise SCA; use only as a supplementary check for legacy Java-only codebases."}, {"id": "mai-20260917-0922-baseline|c137-l6|deepseek-small|GitHub Dependabot", "prompt": "c137-l6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "GitHub Dependabot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Caution level: High if used as a primary enterprise SCA ... **never as your sole governance tool**"}, {"id": "mai-20260917-0922-baseline|c137-l6|deepseek-small|Snyk", "prompt": "c137-l6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "excellent developer experience, but its enterprise governance ... is weaker than its detection. Cautious for compliance-heavy enterprises."}, {"id": "mai-20260917-0922-baseline|c137-l6|deepseek-small|Sonatype", "prompt": "c137-l6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Sonatype", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strong at repository-level policy, but its UI is dated and its remediation guidance can be generic."}, {"id": "mai-20260917-0922-baseline|c137-l6|deepseek-small|Black Duck", "prompt": "c137-l6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Black Duck", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious if your enterprise is cost-sensitive ... often 2–3x more expensive than newer competitors"}, {"id": "mai-20260917-0922-baseline|c137-l6|deepseek-small|Retire.js", "prompt": "c137-l6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Retire.js", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "free ones like Retire.js, Npm Audit) fall into this category. They are \"version-checkers,\" not true risk analyzers."}, {"id": "mai-20260917-0922-baseline|c137-l6|deepseek-small|Npm Audit", "prompt": "c137-l6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Npm Audit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "free ones like Retire.js, Npm Audit) fall into this category. They are \"version-checkers,\" not true risk analyzers."}, {"id": "mai-20260917-0922-baseline|c137-l6|deepseek-small|Mend", "prompt": "c137-l6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Mend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "strong remediation automation, but historically weaker at binary/container scanning."}, {"id": "mai-20260917-0922-baseline|c137-l6|deepseek-small|Bumblebee", "prompt": "c137-l6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Bumblebee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "early-stage tools like `Bumblebee` or niche open-source tools that produce \"JSON blobs\" rather than valid SBOMs) may not meet legal/compliance standards"}, {"id": "mai-20260917-0922-baseline|c137-l6|deepseek-small|Endor Labs", "prompt": "c137-l6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "current leaders (based on independent tests and analyst reports) include: **Endor Labs, Snyk (with governance add-ons), Sonatype, and Mend**"}, {"id": "mai-20260917-0922-baseline|c137-l6|deepseek-small|GitHub CodeQL", "prompt": "c137-l6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "GitHub CodeQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "fine for GitHub-centric shops, but not a full SCA solution alone."}, {"id": "mai-20260917-0922-baseline|c137-l6|google-small|GitHub Dependabot", "prompt": "c137-l6", "model": "google-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "GitHub Dependabot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Relying on basic repository-native tools—such as standard GitHub Dependabot or GitLab Dependency Scanning—as the *sole* system of record for your enterprise."}, {"id": "mai-20260917-0922-baseline|c137-l6|google-small|GitLab Dependency Scanning", "prompt": "c137-l6", "model": "google-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "GitLab Dependency Scanning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Relying on basic repository-native tools—such as standard GitHub Dependabot or GitLab Dependency Scanning—as the *sole* system of record for your enterprise."}, {"id": "mai-20260917-0922-baseline|c137-l6|google-small|OWASP Dependency-Check", "prompt": "c137-l6", "model": "google-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Using purely open-source scanners (such as OWASP Dependency-Check) as the central compliance engine for the enterprise."}, {"id": "mai-20260917-0922-baseline|c137-l6|meta-small|Snyk", "prompt": "c137-l6", "model": "meta-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Snyk is mentioned as being most convincing when the job to be done is clear, implying that it may not be suitable for all use cases"}, {"id": "mai-20260917-0922-baseline|c137-l6|meta-small|Black Duck", "prompt": "c137-l6", "model": "meta-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top SCA tools for large enterprises include Snyk, Black Duck, Mend, Sonatype, and Endor Labs"}, {"id": "mai-20260917-0922-baseline|c137-l6|meta-small|Mend", "prompt": "c137-l6", "model": "meta-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Mend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top SCA tools for large enterprises include Snyk, Black Duck, Mend, Sonatype, and Endor Labs"}, {"id": "mai-20260917-0922-baseline|c137-l6|meta-small|Sonatype", "prompt": "c137-l6", "model": "meta-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Sonatype", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some of the top SCA tools for large enterprises include Snyk, Black Duck, Mend, Sonatype, and Endor Labs"}, {"id": "mai-20260917-0922-baseline|c137-l6|meta-small|Endor Labs", "prompt": "c137-l6", "model": "meta-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "some of the top SCA tools for large enterprises include Snyk, Black Duck, Mend, Sonatype, and Endor Labs"}, {"id": "mai-20260917-0922-baseline|c137-l6|minimax-small|OWASP Dependency-Check", "prompt": "c137-l6", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "OWASP Dependency-Check can serve as a supplementary tool but should not be the sole SCA scanner for enterprise environments."}, {"id": "mai-20260917-0922-baseline|c137-l6|mistral-small|Snyk", "prompt": "c137-l6", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Snyk, Socket, and Trivy are often cited as safer defaults"}, {"id": "mai-20260917-0922-baseline|c137-l6|mistral-small|Socket", "prompt": "c137-l6", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Socket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Snyk, Socket, and Trivy are often cited as safer defaults"}, {"id": "mai-20260917-0922-baseline|c137-l6|mistral-small|Trivy", "prompt": "c137-l6", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Snyk, Socket, and Trivy are often cited as safer defaults"}, {"id": "mai-20260917-0922-baseline|c137-l6|xai-small|OWASP Dependency-Check", "prompt": "c137-l6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools/Categories to Generally Avoid for Large Enterprises... (e.g., OWASP Dependency-Check, Retire.js)"}, {"id": "mai-20260917-0922-baseline|c137-l6|xai-small|Retire.js", "prompt": "c137-l6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Retire.js", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid**: Lack enterprise-grade scalability, centralized management, and SLAs."}, {"id": "mai-20260917-0922-baseline|c137-l6|xai-small|Snyk Free/Core", "prompt": "c137-l6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk Free/Core", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why cautious**: Excels in IDE/CI speed and auto-PR fixes but scales poorly beyond mid-size (500 devs). Pricing explodes"}, {"id": "mai-20260917-0922-baseline|c137-l6|xai-small|GitHub Advanced Security", "prompt": "c137-l6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Developer-First Tools Without Strong Governance (e.g., Snyk Free/Core, GitHub Advanced Security as standalone)"}, {"id": "mai-20260917-0922-baseline|c137-l6|xai-small|JFrog Xray", "prompt": "c137-l6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "JFrog Xray", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tight lock-in to JFrog Artifactory ecosystem; high cost ($100+/mo base, scales up); weaker standalone SCA"}, {"id": "mai-20260917-0922-baseline|c137-l6|xai-small|Mend (formerly WhiteSource)", "prompt": "c137-l6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Complex UI/config; expensive at scale (~$1K/dev/year); compliance-heavy but noisy for non-Java stacks."}, {"id": "mai-20260917-0922-baseline|c137-l6|xai-small|Black Duck (Synopsys)", "prompt": "c137-l6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Strong on licenses/risk but bloated for speed; high false positives without tuning; legacy feel in dev integrations."}, {"id": "mai-20260917-0922-baseline|c137-l6|xai-small|Sonatype Nexus Lifecycle", "prompt": "c137-l6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Sonatype Nexus Lifecycle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Steep learning curve; repo-mgmt focused (pairs with Nexus); costs add up ($50+/user/mo)."}, {"id": "mai-20260917-0922-baseline|c137-l6|xai-small|Endor Labs", "prompt": "c137-l6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Endor Labs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Safer Bets for Enterprises**: Endor Labs (low FP via reachability)"}, {"id": "mai-20260917-0922-baseline|c137-l6|xai-small|Checkmarx SCA", "prompt": "c137-l6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Checkmarx SCA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Checkmarx SCA (unified testing), or leaders from Forrester Waves"}, {"id": "mai-20260917-0922-baseline|c137-m1|alibaba-small|Snyk", "prompt": "c137-m1", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The cost of Snyk becomes difficult to justify at that scale"}, {"id": "mai-20260917-0922-baseline|c137-m1|alibaba-small|Mend.io", "prompt": "c137-m1", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Mend.io** if you have a team of 20+ developers"}, {"id": "mai-20260917-0922-baseline|c137-m1|alibaba-small|Sonatype", "prompt": "c137-m1", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Can feel \"heavy\" or \"enterprise-bloated.\" It often has a steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c137-m1|alibaba-small|Black Duck", "prompt": "c137-m1", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "traditional competitors like Sonatype or Black Duck"}, {"id": "mai-20260917-0922-baseline|c137-m1|alibaba-small|Renovate", "prompt": "c137-m1", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Renovate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mend integrates tightly with **Renovate**, an automated dependency update bot"}, {"id": "mai-20260917-0922-baseline|c137-m1|anthropic-small|Snyk", "prompt": "c137-m1", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Snyk** - Strong developer experience, good integrations, vulnerability-focused"}, {"id": "mai-20260917-0922-baseline|c137-m1|anthropic-small|Black Duck/Synopsys", "prompt": "c137-m1", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck/Synopsys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Comprehensive, enterprise-grade, good for compliance"}, {"id": "mai-20260917-0922-baseline|c137-m1|anthropic-small|WhiteSource/Mend", "prompt": "c137-m1", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "WhiteSource/Mend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong on license compliance and vulnerability management"}, {"id": "mai-20260917-0922-baseline|c137-m1|anthropic-small|Sonatype Nexus", "prompt": "c137-m1", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype Nexus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good component intelligence and policy management"}, {"id": "mai-20260917-0922-baseline|c137-m1|anthropic-small|GitHub Dependabot", "prompt": "c137-m1", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "GitHub Dependabot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you're on GitHub, integrated scanning with reasonable capabilities"}, {"id": "mai-20260917-0922-baseline|c137-m1|anthropic-small|JFrog Xray", "prompt": "c137-m1", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If using Artifactory, integrated into your artifact management"}, {"id": "mai-20260917-0922-baseline|c137-m1|challenger-small|Mend.io", "prompt": "c137-m1", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Mend.io**"}, {"id": "mai-20260917-0922-baseline|c137-m1|challenger-small|Snyk", "prompt": "c137-m1", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Snyk** is the other leading option"}, {"id": "mai-20260917-0922-baseline|c137-m1|challenger-small|Endor Labs", "prompt": "c137-m1", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your main pain is **false positives** and you need reachability-based prioritization"}, {"id": "mai-20260917-0922-baseline|c137-m1|challenger-small|Black Duck", "prompt": "c137-m1", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you need heavier **governance**, compliance, and enterprise-grade license management"}, {"id": "mai-20260917-0922-baseline|c137-m1|challenger-small|Sonatype", "prompt": "c137-m1", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if you need heavier **governance**, compliance, and enterprise-grade license management"}, {"id": "mai-20260917-0922-baseline|c137-m1|deepseek-small|Snyk", "prompt": "c137-m1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Snyk Open Source** — it gives you the fastest developer adoption and integrated remediation"}, {"id": "mai-20260917-0922-baseline|c137-m1|deepseek-small|Mend.io", "prompt": "c137-m1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist **Mend.io** if you're at the larger end of mid-market and need more centralized policy/licensing governance"}, {"id": "mai-20260917-0922-baseline|c137-m1|deepseek-small|Sonatype Lifecycle", "prompt": "c137-m1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "as the runner-up for heavier governance needs"}, {"id": "mai-20260917-0922-baseline|c137-m1|deepseek-small|JFrog Xray", "prompt": "c137-m1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you're heavily on **JFrog** (artifactory), **JFrog Xray** is a natural fit."}, {"id": "mai-20260917-0922-baseline|c137-m1|deepseek-small|GitHub Advanced Security", "prompt": "c137-m1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you're GitHub-native, **GitHub Advanced Security** is the easiest integration."}, {"id": "mai-20260917-0922-baseline|c137-m1|deepseek-small|Black Duck", "prompt": "c137-m1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Sonatype** or **Black Duck** lead"}, {"id": "mai-20260917-0922-baseline|c137-m1|google-small|Aikido Security", "prompt": "c137-m1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aikido** is the top choice for mid-market B2B SaaS companies."}, {"id": "mai-20260917-0922-baseline|c137-m1|google-small|Snyk Open Source", "prompt": "c137-m1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk Open Source", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Snyk is the premium choice... scales to per-contributor pricing that can become quite expensive for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c137-m1|google-small|Mend.io (formerly WhiteSource)", "prompt": "c137-m1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io (formerly WhiteSource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Mend.io** if your B2B customers or legal teams are highly strict about **open-source licensing, compliance gates, and SBOM generation**."}, {"id": "mai-20260917-0922-baseline|c137-m1|google-small|Semgrep Supply Chain", "prompt": "c137-m1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "adding **Semgrep Supply Chain** is a natural and highly efficient choice."}, {"id": "mai-20260917-0922-baseline|c137-m1|meta-small|Mend.io", "prompt": "c137-m1", "model": "meta-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mend.io - Known for automated remediation and dependency updates, with an all-in-one subscription model and AI security features that enable 80% faster remediation."}, {"id": "mai-20260917-0922-baseline|c137-m1|meta-small|Sonatype Lifecycle", "prompt": "c137-m1", "model": "meta-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sonatype Lifecycle - Offers enterprise policy management with per-application licensing, AI-powered analysis, and comprehensive SBOM"}, {"id": "mai-20260917-0922-baseline|c137-m1|minimax-small|Black Duck (Synopsys)", "prompt": "c137-m1", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "consider **Mend (WhiteSource)** or **Black Duck**. Both offer robust policy engines"}, {"id": "mai-20260917-0922-baseline|c137-m1|minimax-small|FOSSA", "prompt": "c137-m1", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vulnerability detection is a bit lighter than some competitors; add‑on costs for advanced features"}, {"id": "mai-20260917-0922-baseline|c137-m1|minimax-small|GitLab (Dependency Scanning)", "prompt": "c137-m1", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "GitLab (Dependency Scanning)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already using **GitLab** for source control and CI, the **built‑in Dependency Scanning** can be the most cost‑effective way to get started"}, {"id": "mai-20260917-0922-baseline|c137-m1|minimax-small|Mend (formerly WhiteSource)", "prompt": "c137-m1", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Mend (WhiteSource)** or **Black Duck**"}, {"id": "mai-20260917-0922-baseline|c137-m1|minimax-small|Snyk", "prompt": "c137-m1", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Snyk** is a frequent top pick for mid‑market B2B companies"}, {"id": "mai-20260917-0922-baseline|c137-m1|minimax-small|Sonatype Nexus Lifecycle", "prompt": "c137-m1", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype Nexus Lifecycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Requires a Nexus installation; can be overkill if you only need scanning"}, {"id": "mai-20260917-0922-baseline|c137-m1|mistral-small|Mend.io", "prompt": "c137-m1", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mend.io is often cited as the best overall choice for mid-market companies due to its automation and proactive approach."}, {"id": "mai-20260917-0922-baseline|c137-m1|mistral-small|Sonatype Lifecycle", "prompt": "c137-m1", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a solid choice for mid-market companies with complex supply chains"}, {"id": "mai-20260917-0922-baseline|c137-m1|mistral-small|OX Security", "prompt": "c137-m1", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "OX Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for security teams that need SCA findings correlated with pipeline context, runtime data, and business impact."}, {"id": "mai-20260917-0922-baseline|c137-m1|moonshot-small|Snyk", "prompt": "c137-m1", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Snyk** if you prioritize fast time-to-value, developer adoption"}, {"id": "mai-20260917-0922-baseline|c137-m1|moonshot-small|Mend.io", "prompt": "c137-m1", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Mend.io** if you want stronger automation and remediation at a predictable mid-market price point"}, {"id": "mai-20260917-0922-baseline|c137-m1|moonshot-small|Sonatype Lifecycle", "prompt": "c137-m1", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Sonatype** if you have complex compliance requirements or plan to scale to enterprise size"}, {"id": "mai-20260917-0922-baseline|c137-m1|openai-small|Snyk", "prompt": "c137-m1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is usually Snyk or Mend"}, {"id": "mai-20260917-0922-baseline|c137-m1|openai-small|Mend", "prompt": "c137-m1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the safest default pick is usually Snyk or Mend"}, {"id": "mai-20260917-0922-baseline|c137-m1|openai-small|Sonatype", "prompt": "c137-m1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often strongest for organizations that want very deep policy control and repository/build integration"}, {"id": "mai-20260917-0922-baseline|c137-m1|openai-small|GitHub Advanced Security", "prompt": "c137-m1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "attractive if you already live almost entirely inside GitHub and want a more consolidated platform approach"}, {"id": "mai-20260917-0922-baseline|c137-m1|openai-small|Black Duck", "prompt": "c137-m1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Black Duck if you're in a more compliance-heavy environment"}, {"id": "mai-20260917-0922-baseline|c137-m1|xai-small|Snyk", "prompt": "c137-m1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snyk stands out as a top recommendation for this segment."}, {"id": "mai-20260917-0922-baseline|c137-m1|xai-small|Sonatype", "prompt": "c137-m1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Policy enforcement, repo firewall ... Malicious pkg detection, SBOM mgmt, Forrester top scores"}, {"id": "mai-20260917-0922-baseline|c137-m1|xai-small|Black Duck", "prompt": "c137-m1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "License/SBOM excellence, Forrester Leader | Pricier, less dev-focused"}, {"id": "mai-20260917-0922-baseline|c137-m1|xai-small|Mend.io", "prompt": "c137-m1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI fixes, 80% faster remediation, mid-enterprise balance | UI feels heavy for smaller teams"}, {"id": "mai-20260917-0922-baseline|c137-m1|xai-small|Aikido", "prompt": "c137-m1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-conscious, low-noise scanning | Free-$20 (Aikido)"}, {"id": "mai-20260917-0922-baseline|c137-m1|xai-small|SOOS", "prompt": "c137-m1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "SOOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "$100/5 devs (SOOS) | Reachability, simple for SMB-mid"}, {"id": "mai-20260917-0922-baseline|c137-m1|xai-small|FOSSA", "prompt": "c137-m1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "License → Black Duck/FOSSA"}, {"id": "mai-20260917-0922-baseline|c137-m1|zai-small|Mend.io", "prompt": "c137-m1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best SCA tool today is Mend.io** (formerly WhiteSource)"}, {"id": "mai-20260917-0922-baseline|c137-m1|zai-small|Snyk", "prompt": "c137-m1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Snyk** is an excellent alternative"}, {"id": "mai-20260917-0922-baseline|c137-m1|zai-small|Sonatype Lifecycle", "prompt": "c137-m1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sonatype Lifecycle** is a solid choice"}, {"id": "mai-20260917-0922-baseline|c137-m1|zai-small|Black Duck", "prompt": "c137-m1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Black Duck** remains a market leader"}, {"id": "mai-20260917-0922-baseline|c137-m2|alibaba-small|Trivy", "prompt": "c137-m2", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendation is **Trivy** (by Aqua Security)"}, {"id": "mai-20260917-0922-baseline|c137-m2|alibaba-small|OSV-Scanner", "prompt": "c137-m2", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ideally used in combination with **OSV-Scanner** (by Google/GitHub)"}, {"id": "mai-20260917-0922-baseline|c137-m2|alibaba-small|OWASP Dependency-Check", "prompt": "c137-m2", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "You should actively **avoid** using the traditional OWASP Dependency-Check"}, {"id": "mai-20260917-0922-baseline|c137-m2|anthropic-small|OWASP Dependency-Check", "prompt": "c137-m2", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: OWASP Dependency-Check"}, {"id": "mai-20260917-0922-baseline|c137-m2|anthropic-small|Trivy", "prompt": "c137-m2", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Trivy"}, {"id": "mai-20260917-0922-baseline|c137-m2|anthropic-small|OWASP Dependency-Track", "prompt": "c137-m2", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Complementary Tool: OWASP Dependency-Track"}, {"id": "mai-20260917-0922-baseline|c137-m2|challenger-small|Trivy", "prompt": "c137-m2", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Trivy** as the default open-source dependency vulnerability scanner because it gives the broadest practical coverage in one tool"}, {"id": "mai-20260917-0922-baseline|c137-m2|challenger-small|OWASP Dependency-Check", "prompt": "c137-m2", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OWASP Dependency-Check** is the strongest simpler alternative"}, {"id": "mai-20260917-0922-baseline|c137-m2|challenger-small|Grype", "prompt": "c137-m2", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Often praised for lower false positives on language-level dependencies."}, {"id": "mai-20260917-0922-baseline|c137-m2|challenger-small|OSV-Scanner", "prompt": "c137-m2", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good if you want a lightweight scanner aligned with the OSV ecosystem."}, {"id": "mai-20260917-0922-baseline|c137-m2|deepseek-small|Trivy", "prompt": "c137-m2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Trivy** — it's the de facto standard, free, broad-coverage, and CI-friendly."}, {"id": "mai-20260917-0922-baseline|c137-m2|deepseek-small|OWASP Dependency-Track", "prompt": "c137-m2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "optionally paired with **OWASP Dependency-Track** for centralized tracking"}, {"id": "mai-20260917-0922-baseline|c137-m2|deepseek-small|OWASP Dependency-Check", "prompt": "c137-m2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the venerable standard, but NVD-CPE based and slower, more false positives"}, {"id": "mai-20260917-0922-baseline|c137-m2|deepseek-small|Grype (Anchore)", "prompt": "c137-m2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype (Anchore)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Container-focused teams | Lower false positives, purely focused on vuln matching"}, {"id": "mai-20260917-0922-baseline|c137-m2|deepseek-small|OSV-Scanner (Google)", "prompt": "c137-m2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner (Google)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "great complement, not necessarily a primary"}, {"id": "mai-20260917-0922-baseline|c137-m2|deepseek-small|GitHub Dependabot", "prompt": "c137-m2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "GitHub Dependabot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**GitHub Dependabot** if you're on GitHub — it auto-opens fix PRs"}, {"id": "mai-20260917-0922-baseline|c137-m2|google-small|Trivy (by Aqua Security)", "prompt": "c137-m2", "model": "google-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy (by Aqua Security)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the standout recommendation is **Trivy (by Aqua Security)**"}, {"id": "mai-20260917-0922-baseline|c137-m2|google-small|OSV-Scanner (by Google)", "prompt": "c137-m2", "model": "google-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner (by Google)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **OSV-Scanner (by Google)** as a highly focused alternative"}, {"id": "mai-20260917-0922-baseline|c137-m2|google-small|OWASP Dependency-Check", "prompt": "c137-m2", "model": "google-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why you should avoid OWASP Dependency-Check (for now)"}, {"id": "mai-20260917-0922-baseline|c137-m2|google-small|Dependabot", "prompt": "c137-m2", "model": "google-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Dependabot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "turn on **Dependabot** (which is free and built-in)"}, {"id": "mai-20260917-0922-baseline|c137-m2|meta-small|OSV-Scanner by Google", "prompt": "c137-m2", "model": "meta-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner by Google", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top open-source dependency vulnerability scanners include:\n\n1. OSV-Scanner by Google"}, {"id": "mai-20260917-0922-baseline|c137-m2|meta-small|FOSSA Scan", "prompt": "c137-m2", "model": "meta-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "FOSSA Scan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. FOSSA Scan"}, {"id": "mai-20260917-0922-baseline|c137-m2|meta-small|Meterian", "prompt": "c137-m2", "model": "meta-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Meterian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Meterian"}, {"id": "mai-20260917-0922-baseline|c137-m2|meta-small|Aikido Security", "prompt": "c137-m2", "model": "meta-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Aikido Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Aikido Security"}, {"id": "mai-20260917-0922-baseline|c137-m2|meta-small|Trivy", "prompt": "c137-m2", "model": "meta-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Trivy"}, {"id": "mai-20260917-0922-baseline|c137-m2|minimax-small|Trivy", "prompt": "c137-m2", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: Trivy"}, {"id": "mai-20260917-0922-baseline|c137-m2|minimax-small|Grype", "prompt": "c137-m2", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Grype** could be slightly faster"}, {"id": "mai-20260917-0922-baseline|c137-m2|minimax-small|Syft", "prompt": "c137-m2", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Syft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Teams already using Syft for SBOMs"}, {"id": "mai-20260917-0922-baseline|c137-m2|minimax-small|OWASP Dependency-Check", "prompt": "c137-m2", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Longest-running open-source SCA tool, strong in enterprise Java environments"}, {"id": "mai-20260917-0922-baseline|c137-m2|minimax-small|OSV-Scanner", "prompt": "c137-m2", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Found 39/41 CVEs in testing with fewer false positives"}, {"id": "mai-20260917-0922-baseline|c137-m2|mistral-small|OWASP Dependency-Check", "prompt": "c137-m2", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **OWASP Dependency-Check** as a strong open source dependency vulnerability scanner"}, {"id": "mai-20260917-0922-baseline|c137-m2|mistral-small|Trivy", "prompt": "c137-m2", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trivy** or **Grype** are also excellent open source choices"}, {"id": "mai-20260917-0922-baseline|c137-m2|mistral-small|Grype", "prompt": "c137-m2", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trivy** or **Grype** are also excellent open source choices"}, {"id": "mai-20260917-0922-baseline|c137-m2|moonshot-small|Trivy", "prompt": "c137-m2", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Trivy** as your primary open source dependency scanner"}, {"id": "mai-20260917-0922-baseline|c137-m2|moonshot-small|Grype + Syft", "prompt": "c137-m2", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype + Syft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Grype + Syft** as a strong alternative depending on your stack"}, {"id": "mai-20260917-0922-baseline|c137-m2|moonshot-small|OWASP Dependency-Check", "prompt": "c137-m2", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Slower scan times, significantly higher false positives ... for a *new* program, start with Trivy or Grype instead"}, {"id": "mai-20260917-0922-baseline|c137-m2|moonshot-small|OSV-Scanner", "prompt": "c137-m2", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "It is newer and has less CI/CD ecosystem tooling than Trivy, but it is excellent as a secondary validation layer."}, {"id": "mai-20260917-0922-baseline|c137-m2|moonshot-small|Snyk", "prompt": "c137-m2", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Automated developer-friendly fix PRs (a feature of paid platforms like Snyk)"}, {"id": "mai-20260917-0922-baseline|c137-m2|openai-small|OWASP Dependency-Check", "prompt": "c137-m2", "model": "openai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **OWASP Dependency-Check** as the default open-source choice"}, {"id": "mai-20260917-0922-baseline|c137-m2|openai-small|Trivy", "prompt": "c137-m2", "model": "openai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trivy** is a better choice if you want **one tool for dependencies, containers, and IaC**"}, {"id": "mai-20260917-0922-baseline|c137-m2|openai-small|Grype", "prompt": "c137-m2", "model": "openai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Grype** is a strong option if you are **SBOM-driven**"}, {"id": "mai-20260917-0922-baseline|c137-m2|openai-small|OWASP Dependency-Track", "prompt": "c137-m2", "model": "openai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you want a **centralized vulnerability management platform**"}, {"id": "mai-20260917-0922-baseline|c137-m2|xai-small|Trivy", "prompt": "c137-m2", "model": "xai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Trivy (from Aqua Security) as the top open-source dependency vulnerability scanner."}, {"id": "mai-20260917-0922-baseline|c137-m2|xai-small|Grype (+Syft)", "prompt": "c137-m2", "model": "xai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype (+Syft)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Low FPs (6/41), SBOM-native | Slower (2min+), pair needed | Already using Anchore ecosystem"}, {"id": "mai-20260917-0922-baseline|c137-m2|xai-small|OSV-Scanner", "prompt": "c137-m2", "model": "xai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top accuracy (39/41 found, 1 FP) | Narrower scope (lockfiles/SBOMs only) | Precision over breadth"}, {"id": "mai-20260917-0922-baseline|c137-m2|xai-small|OWASP Dependency-Check", "prompt": "c137-m2", "model": "xai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your stack is Java-only or container-free, OWASP Dependency-Check could fit better"}, {"id": "mai-20260917-0922-baseline|c137-m2|xai-small|OWASP Dependency-Track", "prompt": "c137-m2", "model": "xai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For portfolio monitoring, pair with OWASP Dependency-Track (free OSS)."}, {"id": "mai-20260917-0922-baseline|c137-m2|zai-small|OWASP Dependency-Check", "prompt": "c137-m2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary recommendation:** **OWASP Dependency‑Check** for a mid‑size B2B company that needs a mature, free, self‑hosted SCA scanner"}, {"id": "mai-20260917-0922-baseline|c137-m2|zai-small|Trivy", "prompt": "c137-m2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Complement it** with **Trivy** or **Grype** if you ship Docker images"}, {"id": "mai-20260917-0922-baseline|c137-m2|zai-small|Grype", "prompt": "c137-m2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Complement it** with **Trivy** or **Grype** if you ship Docker images"}, {"id": "mai-20260917-0922-baseline|c137-m2|zai-small|OSV‑Scanner", "prompt": "c137-m2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV‑Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "optionally with **OSV‑Scanner** if you prefer the OSV database"}, {"id": "mai-20260917-0922-baseline|c137-m2|zai-small|Syft", "prompt": "c137-m2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Syft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need a pure SBOM generator first, then feed into any scanner."}, {"id": "mai-20260917-0922-baseline|c137-m2|zai-small|CDXgen", "prompt": "c137-m2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "CDXgen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Use CDXgen (or Syft) to produce a CycloneDX SBOM from your lockfiles."}, {"id": "mai-20260917-0922-baseline|c137-m2|zai-small|Dependency‑Track", "prompt": "c137-m2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Dependency‑Track", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Use a lightweight reporting tool (e.g., Dependency‑Track, or a simple dashboard)"}, {"id": "mai-20260917-0922-baseline|c137-m2|zai-small|Snyk (commercial)", "prompt": "c137-m2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Snyk (commercial)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Snyk (commercial)** | ❌ (paid) | ❌ | ✅ (IDE/CLI) | ✅ | ✅ | ✅ (reachability) |"}, {"id": "mai-20260917-0922-baseline|c137-m3|alibaba-small|Synopsys Black Duck", "prompt": "c137-m3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Synopsys Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Often considered the \"gold standard\" for enterprise SCA... Choose Synopsys or Sonatype if you are a large organization with strict legal/compliance requirements"}, {"id": "mai-20260917-0922-baseline|c137-m3|alibaba-small|Broadcom Mend (formerly WhiteSource)", "prompt": "c137-m3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Broadcom Mend (formerly WhiteSource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A close competitor to Black Duck, widely adopted in Fortune 500 companies."}, {"id": "mai-20260917-0922-baseline|c137-m3|alibaba-small|Snyk", "prompt": "c137-m3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Perhaps the most popular modern SCA tool due to its incredible user interface and ease of setup."}, {"id": "mai-20260917-0922-baseline|c137-m3|alibaba-small|Sonatype (Nexus Intelligence)", "prompt": "c137-m3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype (Nexus Intelligence)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Synopsys or Sonatype if you are a large organization with strict legal/compliance requirements and deep pockets."}, {"id": "mai-20260917-0922-baseline|c137-m3|alibaba-small|GitHub Advanced Security (GHAS) / Dependabot", "prompt": "c137-m3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitHub Advanced Security (GHAS) / Dependabot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose GitHub Advanced Security if you are purely a GitHub shop and want to consolidate your costs."}, {"id": "mai-20260917-0922-baseline|c137-m3|alibaba-small|GitLab Ultimate", "prompt": "c137-m3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitLab Ultimate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Similar to GitHub, integrated into the pipeline."}, {"id": "mai-20260917-0922-baseline|c137-m3|alibaba-small|Grype (by Aqua Security)", "prompt": "c137-m3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Grype (by Aqua Security)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A command-line scanner known for being incredibly fast."}, {"id": "mai-20260917-0922-baseline|c137-m3|alibaba-small|Trivy (by Aqua/Falco)", "prompt": "c137-m3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Trivy (by Aqua/Falco)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "An all-in-one scanner (scans containers, filesystems, git repos, and K8s clusters)."}, {"id": "mai-20260917-0922-baseline|c137-m3|alibaba-small|JFrog Xray", "prompt": "c137-m3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Runs inside the registry, meaning nothing gets downloaded until it is scanned."}, {"id": "mai-20260917-0922-baseline|c137-m3|anthropic-small|Endor Labs", "prompt": "c137-m3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Endor Labs (full-stack reachability with 95% noise reduction through call graph analysis)"}, {"id": "mai-20260917-0922-baseline|c137-m3|anthropic-small|Snyk", "prompt": "c137-m3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Snyk (developer-focused SCA with automated fix PRs and broad language support)"}, {"id": "mai-20260917-0922-baseline|c137-m3|anthropic-small|Black Duck", "prompt": "c137-m3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Black Duck is one of the oldest and most trusted names in both software composition analysis and open source code review"}, {"id": "mai-20260917-0922-baseline|c137-m3|anthropic-small|Sonatype Lifecycle", "prompt": "c137-m3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sonatype Lifecycle is known for enterprise policy management"}, {"id": "mai-20260917-0922-baseline|c137-m3|anthropic-small|Mend.io", "prompt": "c137-m3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mend.io is known for automated remediation and proactive SCA"}, {"id": "mai-20260917-0922-baseline|c137-m3|anthropic-small|Checkmarx SCA", "prompt": "c137-m3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Checkmarx SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Checkmarx SCA (unified SAST+SCA with exploitability evidence)"}, {"id": "mai-20260917-0922-baseline|c137-m3|anthropic-small|Semgrep Supply Chain", "prompt": "c137-m3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Semgrep Supply Chain (lightweight SCA with basic reachability for smaller teams)"}, {"id": "mai-20260917-0922-baseline|c137-m3|challenger-small|Endor Labs", "prompt": "c137-m3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Uses **full-stack reachability** and call-graph analysis to reduce false positives."}, {"id": "mai-20260917-0922-baseline|c137-m3|challenger-small|Snyk", "prompt": "c137-m3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Emphasizes **fix PRs**, IDE/CI integration, and broad language support."}, {"id": "mai-20260917-0922-baseline|c137-m3|challenger-small|Black Duck", "prompt": "c137-m3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strongest for **license compliance**, policy enforcement, and deep component discovery."}, {"id": "mai-20260917-0922-baseline|c137-m3|challenger-small|Sonatype Lifecycle", "prompt": "c137-m3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focuses on **policy-driven control** and **malicious package detection**."}, {"id": "mai-20260917-0922-baseline|c137-m3|challenger-small|Mend.io", "prompt": "c137-m3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Stands out for **smart merge / auto-remediation** workflows."}, {"id": "mai-20260917-0922-baseline|c137-m3|challenger-small|Checkmarx SCA", "prompt": "c137-m3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Checkmarx SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Combines **SAST + SCA** and emphasizes exploitability evidence."}, {"id": "mai-20260917-0922-baseline|c137-m3|challenger-small|Semgrep Supply Chain", "prompt": "c137-m3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A more **lightweight SCA** option with basic reachability."}, {"id": "mai-20260917-0922-baseline|c137-m3|challenger-small|FOSSA", "prompt": "c137-m3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Specializes in **open-source license management** and reporting."}, {"id": "mai-20260917-0922-baseline|c137-m3|challenger-small|JFrog Xray", "prompt": "c137-m3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best when you want **artifact repository scanning** and **binary analysis**."}, {"id": "mai-20260917-0922-baseline|c137-m3|challenger-small|OWASP Dependency-Check", "prompt": "c137-m3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "A **free, open-source** scanner for core vulnerability detection."}, {"id": "mai-20260917-0922-baseline|c137-m3|deepseek-small|Snyk Open Source", "prompt": "c137-m3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk Open Source", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prioritize developer velocity and automated fixes?** → **Snyk**"}, {"id": "mai-20260917-0922-baseline|c137-m3|deepseek-small|Black Duck (Synopsys)", "prompt": "c137-m3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need the deepest license compliance for regulated industries?** → **Black Duck**"}, {"id": "mai-20260917-0922-baseline|c137-m3|deepseek-small|Sonatype Lifecycle", "prompt": "c137-m3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want to *prevent* bad components from entering your pipeline?** → **Sonatype Lifecycle**"}, {"id": "mai-20260917-0922-baseline|c137-m3|deepseek-small|Mend (formerly WhiteSource)", "prompt": "c137-m3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Enterprise SCA with automated remediation at scale"}, {"id": "mai-20260917-0922-baseline|c137-m3|deepseek-small|Endor Labs", "prompt": "c137-m3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Suffering from alert fatigue and false positives?** → **Endor Labs**"}, {"id": "mai-20260917-0922-baseline|c137-m3|deepseek-small|Checkmarx SCA", "prompt": "c137-m3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Checkmarx SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Teams wanting unified SAST + SCA in a single platform"}, {"id": "mai-20260917-0922-baseline|c137-m3|deepseek-small|JFrog Xray", "prompt": "c137-m3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "JFrog Xray", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Already using JFrog Artifactory?** → **JFrog Xray**"}, {"id": "mai-20260917-0922-baseline|c137-m3|deepseek-small|Socket", "prompt": "c137-m3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Worried about novel supply-chain attacks beyond known CVEs?** → **Socket**"}, {"id": "mai-20260917-0922-baseline|c137-m3|deepseek-small|FOSSA", "prompt": "c137-m3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** **License compliance specialists**"}, {"id": "mai-20260917-0922-baseline|c137-m3|deepseek-small|Trivy (Aqua Security)", "prompt": "c137-m3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Trivy (Aqua Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "The pragmatic default free option"}, {"id": "mai-20260917-0922-baseline|c137-m3|deepseek-small|Grype (Anchore)", "prompt": "c137-m3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Grype (Anchore)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Tight budget or want to start free?** → **Trivy** or **Grype** + **Syft**"}, {"id": "mai-20260917-0922-baseline|c137-m3|deepseek-small|Syft", "prompt": "c137-m3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Syft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Pairs with **Syft** for SBOM generation"}, {"id": "mai-20260917-0922-baseline|c137-m3|deepseek-small|OSV-Scanner", "prompt": "c137-m3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "OSV-Scanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Best for teams prioritizing precision"}, {"id": "mai-20260917-0922-baseline|c137-m3|deepseek-small|OWASP Dependency-Check", "prompt": "c137-m3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "tends to have more noise (CPE matching errors) and hasn't kept pace with newer tools on reachability"}, {"id": "mai-20260917-0922-baseline|c137-m3|google-small|Snyk Open Source", "prompt": "c137-m3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk Open Source", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snyk is widely regarded as the most \"developer-first\" platform."}, {"id": "mai-20260917-0922-baseline|c137-m3|google-small|Black Duck SCA (formerly Synopsys)", "prompt": "c137-m3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck SCA (formerly Synopsys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Black Duck if you are a highly regulated enterprise"}, {"id": "mai-20260917-0922-baseline|c137-m3|google-small|Endor Labs", "prompt": "c137-m3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Endor Labs is the fastest-rising challenger in the space, built specifically to tackle alert fatigue."}, {"id": "mai-20260917-0922-baseline|c137-m3|google-small|Socket", "prompt": "c137-m3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Socket if your primary fear is a malicious dependency compromise"}, {"id": "mai-20260917-0922-baseline|c137-m3|google-small|Sonatype Nexus Lifecycle", "prompt": "c137-m3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Nexus Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Sonatype Nexus if your organization is heavily architecture-driven"}, {"id": "mai-20260917-0922-baseline|c137-m3|google-small|GitHub Advanced Security (GHAS) / Dependabot", "prompt": "c137-m3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitHub Advanced Security (GHAS) / Dependabot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cons: Lacks advanced reachability analysis, cannot scan binaries"}, {"id": "mai-20260917-0922-baseline|c137-m3|google-small|Trivy (by Aqua Security)", "prompt": "c137-m3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Trivy (by Aqua Security)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Trivy is the most popular open-source, completely free CLI scanner."}, {"id": "mai-20260917-0922-baseline|c137-m3|meta-small|Endor Labs", "prompt": "c137-m3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Endor Labs, Snyk, Black Duck, Sonatype Lifecycle, Mend.io"}, {"id": "mai-20260917-0922-baseline|c137-m3|meta-small|Snyk", "prompt": "c137-m3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Endor Labs, Snyk, Black Duck"}, {"id": "mai-20260917-0922-baseline|c137-m3|meta-small|Black Duck", "prompt": "c137-m3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Endor Labs, Snyk, Black Duck, Sonatype Lifecycle"}, {"id": "mai-20260917-0922-baseline|c137-m3|meta-small|Sonatype Lifecycle", "prompt": "c137-m3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Black Duck, Sonatype Lifecycle, Mend.io, OX Security"}, {"id": "mai-20260917-0922-baseline|c137-m3|meta-small|Mend.io", "prompt": "c137-m3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sonatype Lifecycle, Mend.io, OX Security"}, {"id": "mai-20260917-0922-baseline|c137-m3|meta-small|OX Security", "prompt": "c137-m3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "OX Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mend.io, OX Security, GitHub Advanced Security"}, {"id": "mai-20260917-0922-baseline|c137-m3|meta-small|GitHub Advanced Security", "prompt": "c137-m3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "OX Security, GitHub Advanced Security, OWASP Dependency-Check"}, {"id": "mai-20260917-0922-baseline|c137-m3|meta-small|OWASP Dependency-Check", "prompt": "c137-m3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "GitHub Advanced Security, OWASP Dependency-Check, Anchore Syft + Grype"}, {"id": "mai-20260917-0922-baseline|c137-m3|meta-small|Anchore Syft + Grype", "prompt": "c137-m3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Anchore Syft + Grype", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "OWASP Dependency-Check, Anchore Syft + Grype, FOSSA"}, {"id": "mai-20260917-0922-baseline|c137-m3|meta-small|FOSSA", "prompt": "c137-m3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Anchore Syft + Grype, FOSSA, Jfrog Xray"}, {"id": "mai-20260917-0922-baseline|c137-m3|meta-small|Jfrog Xray", "prompt": "c137-m3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Jfrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "FOSSA, Jfrog Xray, and Dependency-Track"}, {"id": "mai-20260917-0922-baseline|c137-m3|meta-small|Dependency-Track", "prompt": "c137-m3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Dependency-Track", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Jfrog Xray, and Dependency-Track"}, {"id": "mai-20260917-0922-baseline|c137-m3|minimax-small|Endor Labs", "prompt": "c137-m3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Full-stack reachability analysis with 95% noise reduction via call graph analysis | Large enterprises prioritizing precision"}, {"id": "mai-20260917-0922-baseline|c137-m3|minimax-small|Black Duck", "prompt": "c137-m3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Comprehensive license compliance & enterprise governance | Heavily regulated industries"}, {"id": "mai-20260917-0922-baseline|c137-m3|minimax-small|Sonatype Lifecycle", "prompt": "c137-m3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Policy-driven security with malicious package detection"}, {"id": "mai-20260917-0922-baseline|c137-m3|minimax-small|Mend.io", "prompt": "c137-m3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Automated remediation with smart merge capabilities"}, {"id": "mai-20260917-0922-baseline|c137-m3|minimax-small|Snyk", "prompt": "c137-m3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Developer-focused with automated fix PRs & broad language support | DevSecOps workflows"}, {"id": "mai-20260917-0922-baseline|c137-m3|minimax-small|Checkmarx SCA", "prompt": "c137-m3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Checkmarx SCA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Unified SAST+SCA with exploitability evidence"}, {"id": "mai-20260917-0922-baseline|c137-m3|minimax-small|Semgrep Supply Chain", "prompt": "c137-m3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lightweight SCA with basic reachability | Smaller teams/starting out"}, {"id": "mai-20260917-0922-baseline|c137-m3|minimax-small|FOSSA", "prompt": "c137-m3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "License compliance specialist with attribution reporting"}, {"id": "mai-20260917-0922-baseline|c137-m3|minimax-small|JFrog Xray", "prompt": "c137-m3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Native artifact scanning for JFrog ecosystem users"}, {"id": "mai-20260917-0922-baseline|c137-m3|mistral-small|Endor Labs", "prompt": "c137-m3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Endor Labs**: Focuses on full-stack reachability and reduces noise by 95% using call graph analysis. Ideal for teams wanting deep, accurate dependency scanning."}, {"id": "mai-20260917-0922-baseline|c137-m3|mistral-small|Snyk", "prompt": "c137-m3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Developer-focused, with automated fix pull requests and broad language support. Strong on ease of use and integration into CI/CD pipelines."}, {"id": "mai-20260917-0922-baseline|c137-m3|mistral-small|Black Duck (by Synopsys)", "prompt": "c137-m3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck (by Synopsys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-grade governance with comprehensive license compliance and risk management."}, {"id": "mai-20260917-0922-baseline|c137-m3|mistral-small|Sonatype Lifecycle", "prompt": "c137-m3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Policy-driven security, excels at malicious package detection"}, {"id": "mai-20260917-0922-baseline|c137-m3|mistral-small|Mend.io (formerly WhiteSource)", "prompt": "c137-m3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend.io (formerly WhiteSource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Automated remediation with smart merge capabilities, strong on open-source management and compliance."}, {"id": "mai-20260917-0922-baseline|c137-m3|mistral-small|Checkmarx SCA", "prompt": "c137-m3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Checkmarx SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Combines SAST and SCA, provides exploitability evidence for prioritization."}, {"id": "mai-20260917-0922-baseline|c137-m3|mistral-small|Semgrep Supply Chain", "prompt": "c137-m3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lightweight, best for smaller teams needing basic reachability analysis."}, {"id": "mai-20260917-0922-baseline|c137-m3|mistral-small|FOSSA", "prompt": "c137-m3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For license compliance: FOSSA, Mend.io"}, {"id": "mai-20260917-0922-baseline|c137-m3|mistral-small|JFrog Xray", "prompt": "c137-m3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Deep artifact analysis, integrates natively with JFrog Artifactory."}, {"id": "mai-20260917-0922-baseline|c137-m3|mistral-small|Cycode", "prompt": "c137-m3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Cycode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Offers code-to-runtime visibility, SBOM generation, and license compliance, but is not self-hosted."}, {"id": "mai-20260917-0922-baseline|c137-m3|mistral-small|SonarQube", "prompt": "c137-m3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "SonarQube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Developer-first, multi-language coverage, but does not offer reachability analysis."}, {"id": "mai-20260917-0922-baseline|c137-m3|mistral-small|GitLab", "prompt": "c137-m3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Integrated into GitLab workflows, supports SBOM and license compliance, self-hosted option available."}, {"id": "mai-20260917-0922-baseline|c137-m3|mistral-small|Wiz Code", "prompt": "c137-m3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Wiz Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Provides code-to-cloud context, SBOM, license compliance, and reachability analysis."}, {"id": "mai-20260917-0922-baseline|c137-m3|moonshot-small|Snyk", "prompt": "c137-m3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snyk** — Developer-First Leader ... **Developer Experience** | Snyk"}, {"id": "mai-20260917-0922-baseline|c137-m3|moonshot-small|Black Duck (Synopsys)", "prompt": "c137-m3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise Governance ... **Best For**: Large enterprises with strict compliance requirements"}, {"id": "mai-20260917-0922-baseline|c137-m3|moonshot-small|Sonatype Lifecycle", "prompt": "c137-m3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Named a Leader in Forrester Wave™: SCA Software 2024"}, {"id": "mai-20260917-0922-baseline|c137-m3|moonshot-small|Mend (formerly WhiteSource)", "prompt": "c137-m3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Automated Remediation** | Mend"}, {"id": "mai-20260917-0922-baseline|c137-m3|moonshot-small|GitHub Advanced Security (GHAS)", "prompt": "c137-m3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitHub Advanced Security (GHAS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teams already on GitHub; lowest friction option"}, {"id": "mai-20260917-0922-baseline|c137-m3|moonshot-small|FOSSA", "prompt": "c137-m3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "License Compliance Specialist"}, {"id": "mai-20260917-0922-baseline|c137-m3|moonshot-small|JFrog Xray", "prompt": "c137-m3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "JFrog Xray", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For**: Teams already using JFrog Artifactory"}, {"id": "mai-20260917-0922-baseline|c137-m3|moonshot-small|OWASP Dependency-Check", "prompt": "c137-m3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Budget-Conscious**: OWASP Dependency-Check (free)"}, {"id": "mai-20260917-0922-baseline|c137-m3|moonshot-small|Dependency-Track", "prompt": "c137-m3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Dependency-Track", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Open Source / Budget** | OWASP Dependency-Check, Dependency-Track"}, {"id": "mai-20260917-0922-baseline|c137-m3|moonshot-small|GitLab SCA", "prompt": "c137-m3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitLab SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "GitLab SCA (if using GitLab)"}, {"id": "mai-20260917-0922-baseline|c137-m3|openai-small|Snyk Open Source / Snyk platform", "prompt": "c137-m3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk Open Source / Snyk platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Snyk** if you want developer adoption and fast PR/IDE feedback."}, {"id": "mai-20260917-0922-baseline|c137-m3|openai-small|Sonatype Nexus Lifecycle", "prompt": "c137-m3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Nexus Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Sonatype** if you want strong policy enforcement and dependency governance."}, {"id": "mai-20260917-0922-baseline|c137-m3|openai-small|Mend", "prompt": "c137-m3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Mend** if you want broad coverage and automated remediation"}, {"id": "mai-20260917-0922-baseline|c137-m3|openai-small|GitHub Advanced Security / dependency review", "prompt": "c137-m3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitHub Advanced Security / dependency review", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **GitHub Advanced Security** if your code already lives in GitHub"}, {"id": "mai-20260917-0922-baseline|c137-m3|openai-small|Black Duck", "prompt": "c137-m3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Black Duck** if licensing/compliance and enterprise governance are major priorities."}, {"id": "mai-20260917-0922-baseline|c137-m3|openai-small|JFrog Xray", "prompt": "c137-m3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Usually selected by teams already using JFrog Artifactory/Platform"}, {"id": "mai-20260917-0922-baseline|c137-m3|openai-small|Trivy", "prompt": "c137-m3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Trivy** if you want a simple, broad scanner for dependencies plus containers/IaC."}, {"id": "mai-20260917-0922-baseline|c137-m3|xai-small|Sonatype Lifecycle (Sonatype)", "prompt": "c137-m3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Lifecycle (Sonatype)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader in Forrester Wave 2024 (top scores in current offering/strategy, malicious package detection, SBOM handling, policy management, AI analysis)"}, {"id": "mai-20260917-0922-baseline|c137-m3|xai-small|Black Duck (Synopsys)", "prompt": "c137-m3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader in Forrester Wave 2024 and Gartner Magic Quadrant for Software Supply Chain Security"}, {"id": "mai-20260917-0922-baseline|c137-m3|xai-small|Snyk", "prompt": "c137-m3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Developer-first favorite; strong in peer reviews and comparisons for broad language support and workflow integration."}, {"id": "mai-20260917-0922-baseline|c137-m3|xai-small|Mend (formerly WhiteSource)", "prompt": "c137-m3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excels in automated remediation."}, {"id": "mai-20260917-0922-baseline|c137-m3|xai-small|JFrog Xray", "prompt": "c137-m3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Part of broader DevOps platform; Leader in Gartner for Software Supply Chain Security."}, {"id": "mai-20260917-0922-baseline|c137-m3|xai-small|GitHub Advanced Security", "prompt": "c137-m3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ideal for GitHub users; seamless PR checks."}, {"id": "mai-20260917-0922-baseline|c137-m3|xai-small|Veracode", "prompt": "c137-m3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise-focused with SAST integration."}, {"id": "mai-20260917-0922-baseline|c137-m3|xai-small|Checkmarx SCA", "prompt": "c137-m3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Checkmarx SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Unified SAST+SCA."}, {"id": "mai-20260917-0922-baseline|c137-m3|xai-small|FOSSA", "prompt": "c137-m3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "License compliance specialist."}, {"id": "mai-20260917-0922-baseline|c137-m3|xai-small|OWASP Dependency-Check", "prompt": "c137-m3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Free/open-source option for basic CVE scanning."}, {"id": "mai-20260917-0922-baseline|c137-m3|xai-small|Endor Labs", "prompt": "c137-m3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Tools like Endor Labs/Cycode (emerging) or Black Duck emphasize reachability"}, {"id": "mai-20260917-0922-baseline|c137-m3|xai-small|Cycode", "prompt": "c137-m3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Cycode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Tools like Endor Labs/Cycode (emerging)"}, {"id": "mai-20260917-0922-baseline|c137-m3|zai-small|Snyk", "prompt": "c137-m3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Snyk** if you want to empower developers to fix issues quickly without leaving their IDE or CI pipeline."}, {"id": "mai-20260917-0922-baseline|c137-m3|zai-small|Mend (formerly WhiteSource)", "prompt": "c137-m3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Snyk** and **Mend (formerly WhiteSource)** are the market leaders for teams that want SCA to be invisible and automated."}, {"id": "mai-20260917-0922-baseline|c137-m3|zai-small|Black Duck (Synopsys)", "prompt": "c137-m3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Black Duck** if your main concern is legal compliance (licensing)"}, {"id": "mai-20260917-0922-baseline|c137-m3|zai-small|Sonatype (Lifecycle & Nexus)", "prompt": "c137-m3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype (Lifecycle & Nexus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Sonatype** if you are worried about supply chain attacks (malicious packages)"}, {"id": "mai-20260917-0922-baseline|c137-m3|zai-small|OWASP Dependency-Check", "prompt": "c137-m3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Teams on a budget or those needing a simple, repeatable report."}, {"id": "mai-20260917-0922-baseline|c137-m3|zai-small|Aikido Security", "prompt": "c137-m3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Aikido or Endor** if you are experiencing alert fatigue"}, {"id": "mai-20260917-0922-baseline|c137-m3|zai-small|Endor Labs", "prompt": "c137-m3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Aikido or Endor** if you are experiencing alert fatigue"}, {"id": "mai-20260917-0922-baseline|c137-m3|zai-small|Cycode", "prompt": "c137-m3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Cycode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "An AI-native platform that goes beyond static scanning to offer \"code-to-cloud\" visibility"}, {"id": "mai-20260917-0922-baseline|c137-m3|zai-small|GitHub Advanced Security (Dependabot)", "prompt": "c137-m3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitHub Advanced Security (Dependabot)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "it lacks the advanced license compliance features of Black Duck or Sonatype"}, {"id": "mai-20260917-0922-baseline|c137-m3|zai-small|GitLab Dependency Scanning", "prompt": "c137-m3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitLab Dependency Scanning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best For:** Teams using GitLab for their entire DevOps lifecycle."}, {"id": "mai-20260917-0922-baseline|c137-m4|alibaba-small|Trivy", "prompt": "c137-m4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Trivy** and **OWASP Dependency-Check** are generally considered the best zero-cost options"}, {"id": "mai-20260917-0922-baseline|c137-m4|alibaba-small|OWASP Dependency-Check", "prompt": "c137-m4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Trivy** and **OWASP Dependency-Check** are generally considered the best zero-cost options"}, {"id": "mai-20260917-0922-baseline|c137-m4|alibaba-small|Snyk", "prompt": "c137-m4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Snyk** and **FOSSA** offer excellent free tiers that scale well for small teams"}, {"id": "mai-20260917-0922-baseline|c137-m4|alibaba-small|FOSSA", "prompt": "c137-m4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For License Compliance Focus:** Use **FOSSA**\\u2019s free tier to monitor licenses."}, {"id": "mai-20260917-0922-baseline|c137-m4|alibaba-small|Semgrep (Free Tier)", "prompt": "c137-m4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Semgrep (Free Tier)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "While primarily a static analysis tool, Semgrep offers a generous free tier"}, {"id": "mai-20260917-0922-baseline|c137-m4|alibaba-small|SOOS SCA", "prompt": "c137-m4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "SOOS SCA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Known for having some of the lowest entry prices among commercial SCA vendors"}, {"id": "mai-20260917-0922-baseline|c137-m4|alibaba-small|Black Duck", "prompt": "c137-m4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Black Duck", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "startups that can\\u2019t afford the complexity of Black Duck or Mend"}, {"id": "mai-20260917-0922-baseline|c137-m4|alibaba-small|Mend", "prompt": "c137-m4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Mend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "startups that can\\u2019t afford the complexity of Black Duck or Mend"}, {"id": "mai-20260917-0922-baseline|c137-m4|anthropic-small|OWASP Dependency-Check", "prompt": "c137-m4", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OWASP Dependency-Check and ORT are excellent starting points because they're open-source with no licensing fees"}, {"id": "mai-20260917-0922-baseline|c137-m4|anthropic-small|ORT", "prompt": "c137-m4", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "ORT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "OWASP Dependency-Check and ORT are excellent starting points because they're open-source with no licensing fees"}, {"id": "mai-20260917-0922-baseline|c137-m4|anthropic-small|DeepSCA", "prompt": "c137-m4", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "DeepSCA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DeepSCA is an online service that uses AI to analyze software composition, it's free"}, {"id": "mai-20260917-0922-baseline|c137-m4|anthropic-small|Snyk", "prompt": "c137-m4", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you can upgrade to tools like Snyk that offer affordable paid tiers"}, {"id": "mai-20260917-0922-baseline|c137-m4|challenger-small|Trivy", "prompt": "c137-m4", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Trivy** if you want the **lowest-cost** option"}, {"id": "mai-20260917-0922-baseline|c137-m4|challenger-small|Semgrep Supply Chain", "prompt": "c137-m4", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Semgrep Supply Chain** is also a strong budget option because its free edition covers up to 10 contributors"}, {"id": "mai-20260917-0922-baseline|c137-m4|challenger-small|GitHub Advanced Security + Dependabot", "prompt": "c137-m4", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "GitHub Advanced Security + Dependabot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can reduce adoption friction, but the paid security add-on may stop it from being the cheapest path"}, {"id": "mai-20260917-0922-baseline|c137-m4|challenger-small|Snyk", "prompt": "c137-m4", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its paid plans are typically around the mid-$20s to $30 per developer per month, so it is not the cheapest option"}, {"id": "mai-20260917-0922-baseline|c137-m4|deepseek-small|Trivy", "prompt": "c137-m4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Trivy** is the standout free choice for zero-cost scanning"}, {"id": "mai-20260917-0922-baseline|c137-m4|deepseek-small|OWASP Dependency-Check", "prompt": "c137-m4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Caveat:** Known for a high false-positive rate, which can create manual triage work"}, {"id": "mai-20260917-0922-baseline|c137-m4|deepseek-small|OWASP Dependency-Track", "prompt": "c137-m4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a full platform with SBOM-based vulnerability management"}, {"id": "mai-20260917-0922-baseline|c137-m4|deepseek-small|Snyk Open Source", "prompt": "c137-m4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk Open Source", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Snyk Open Source** offers the best value if you have a modest recurring budget"}, {"id": "mai-20260917-0922-baseline|c137-m4|deepseek-small|Socket", "prompt": "c137-m4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stands out for catching **malicious packages** before they land"}, {"id": "mai-20260917-0922-baseline|c137-m4|deepseek-small|FOSSA", "prompt": "c137-m4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "strong if you need license compliance and SBOM management"}, {"id": "mai-20260917-0922-baseline|c137-m4|deepseek-small|Semgrep", "prompt": "c137-m4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Snyk Team or Semgrep Teams (~$25/dev/mo)"}, {"id": "mai-20260917-0922-baseline|c137-m4|deepseek-small|Endor Labs", "prompt": "c137-m4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Endor Labs, Black Duck, etc. (five-figure contracts)"}, {"id": "mai-20260917-0922-baseline|c137-m4|deepseek-small|Black Duck", "prompt": "c137-m4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Endor Labs, Black Duck, etc. (five-figure contracts)"}, {"id": "mai-20260917-0922-baseline|c137-m4|google-small|Dependabot (GitHub-native)", "prompt": "c137-m4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Dependabot (GitHub-native)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is literally $0 and you use GitHub:** Turn on **Dependabot**. It takes two minutes to configure"}, {"id": "mai-20260917-0922-baseline|c137-m4|google-small|Trivy (by Aqua Security)", "prompt": "c137-m4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy (by Aqua Security)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use **Trivy**. It is the most powerful free, open-source security engine available."}, {"id": "mai-20260917-0922-baseline|c137-m4|google-small|Grype & Syft (by Anchore)", "prompt": "c137-m4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Grype & Syft (by Anchore)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "These two tools are designed to work together to secure your software supply chain."}, {"id": "mai-20260917-0922-baseline|c137-m4|google-small|OWASP Dependency-Check", "prompt": "c137-m4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is notorious for producing more false positives than modern commercial alternatives"}, {"id": "mai-20260917-0922-baseline|c137-m4|google-small|Snyk", "prompt": "c137-m4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have a tiny budget and want the best developer workflow:** Use the **Snyk Free Tier**"}, {"id": "mai-20260917-0922-baseline|c137-m4|google-small|Aikido Security", "prompt": "c137-m4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Aikido Security**."}, {"id": "mai-20260917-0922-baseline|c137-m4|google-small|FOSSA", "prompt": "c137-m4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your company\"s primary concern is legal and license compliance ... FOSSA is the best option."}, {"id": "mai-20260917-0922-baseline|c137-m4|google-small|Dependency-Track", "prompt": "c137-m4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Dependency-Track", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "unless you pair it with other open-source UI tools (like *Dependency-Track*)"}, {"id": "mai-20260917-0922-baseline|c137-m4|meta-small|Trivy", "prompt": "c137-m4", "model": "meta-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best software composition analysis tool for a company with a limited budget is Trivy"}, {"id": "mai-20260917-0922-baseline|c137-m4|meta-small|Snyk", "prompt": "c137-m4", "model": "meta-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Snyk, Socket, and Semgrep, which offer free tiers or affordable pricing plans."}, {"id": "mai-20260917-0922-baseline|c137-m4|meta-small|Socket", "prompt": "c137-m4", "model": "meta-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Snyk, Socket, and Semgrep"}, {"id": "mai-20260917-0922-baseline|c137-m4|meta-small|Semgrep", "prompt": "c137-m4", "model": "meta-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Snyk, Socket, and Semgrep"}, {"id": "mai-20260917-0922-baseline|c137-m4|meta-small|OWASP Dependency-Check", "prompt": "c137-m4", "model": "meta-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OWASP Dependency-Check is another free, open-source SCA tool that provides basic CVE scanning."}, {"id": "mai-20260917-0922-baseline|c137-m4|minimax-small|Trivy", "prompt": "c137-m4", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Trivy** (Free & Open Source)"}, {"id": "mai-20260917-0922-baseline|c137-m4|minimax-small|OWASP Dependency-Check", "prompt": "c137-m4", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "OWASP Dependency-Check | Free | Basic CVE scanning only"}, {"id": "mai-20260917-0922-baseline|c137-m4|minimax-small|Socket (free tier)", "prompt": "c137-m4", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Socket (free tier)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Socket (free tier) | Free | Detecting malicious packages before they land"}, {"id": "mai-20260917-0922-baseline|c137-m4|minimax-small|Snyk Team", "prompt": "c137-m4", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk Team", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **Snyk Team** for better developer workflow automation and reachability analysis"}, {"id": "mai-20260917-0922-baseline|c137-m4|minimax-small|Semgrep Teams", "prompt": "c137-m4", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Semgrep Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Semgrep Teams | Paid | Teams wanting semantic code analysis + SCA"}, {"id": "mai-20260917-0922-baseline|c137-m4|minimax-small|Black Duck", "prompt": "c137-m4", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need license compliance**: **Black Duck** (enterprise-level)"}, {"id": "mai-20260917-0922-baseline|c137-m4|minimax-small|OWASP Dependency-Track", "prompt": "c137-m4", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or the free **OWASP Dependency-Track**"}, {"id": "mai-20260917-0922-baseline|c137-m4|mistral-small|Trivy", "prompt": "c137-m4", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fully free and open-source, with no feature restrictions... ideal for teams with zero budget."}, {"id": "mai-20260917-0922-baseline|c137-m4|mistral-small|OWASP Dependency-Track", "prompt": "c137-m4", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Trivy** or **OWASP Dependency-Track** for full-featured, free SCA"}, {"id": "mai-20260917-0922-baseline|c137-m4|mistral-small|Socket", "prompt": "c137-m4", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a free tier for catching malicious packages in real-time"}, {"id": "mai-20260917-0922-baseline|c137-m4|mistral-small|Snyk (Free Tier)", "prompt": "c137-m4", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk (Free Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides a free tier with basic SCA features, suitable for small teams or startups."}, {"id": "mai-20260917-0922-baseline|c137-m4|mistral-small|GitHub Advanced Security + Dependabot", "prompt": "c137-m4", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "GitHub Advanced Security + Dependabot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dependabot is free for basic dependency updates, while GitHub Advanced Security offers more advanced features starting at $19/committer/month."}, {"id": "mai-20260917-0922-baseline|c137-m4|moonshot-small|Trivy", "prompt": "c137-m4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Trivy** if you want: One tool that does everything"}, {"id": "mai-20260917-0922-baseline|c137-m4|moonshot-small|OWASP Dependency-Check", "prompt": "c137-m4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider OWASP Dependency-Check** if you: Are heavily Java/.NET focused"}, {"id": "mai-20260917-0922-baseline|c137-m4|moonshot-small|Grype", "prompt": "c137-m4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Combine Grype + Syft** if you: Want the most accurate vulnerability detection"}, {"id": "mai-20260917-0922-baseline|c137-m4|moonshot-small|Syft", "prompt": "c137-m4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Syft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pairs well with **Syft** (SBOM generator) for complete supply chain visibility"}, {"id": "mai-20260917-0922-baseline|c137-m4|moonshot-small|OSV-Scanner", "prompt": "c137-m4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OSV-Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Teams in Google-centric ecosystems"}, {"id": "mai-20260917-0922-baseline|c137-m4|moonshot-small|Snyk", "prompt": "c137-m4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Snyk** | 200 tests/month | ~$52/dev/month |"}, {"id": "mai-20260917-0922-baseline|c137-m4|moonshot-small|FOSSA", "prompt": "c137-m4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **FOSSA** | Public repos free | Transparent pricing |"}, {"id": "mai-20260917-0922-baseline|c137-m4|moonshot-small|GitHub Advanced Security", "prompt": "c137-m4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **GitHub Advanced Security** | Dependabot is free | Paid add-on for advanced features |"}, {"id": "mai-20260917-0922-baseline|c137-m4|openai-small|Dependabot + Dependency Review", "prompt": "c137-m4", "model": "openai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Dependabot + Dependency Review", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a company with limited budget, I'd usually pick **GitHub Dependabot/Dependency Review first**"}, {"id": "mai-20260917-0922-baseline|c137-m4|openai-small|OWASP Dependency-Check", "prompt": "c137-m4", "model": "openai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **OWASP Dependency-Check** if you want a free vendor-neutral scanner"}, {"id": "mai-20260917-0922-baseline|c137-m4|openai-small|Snyk", "prompt": "c137-m4", "model": "openai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "paid tools like Snyk, Mend, or Sonatype may be better, but they're harder to justify on a tight budget"}, {"id": "mai-20260917-0922-baseline|c137-m4|openai-small|Mend", "prompt": "c137-m4", "model": "openai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Mend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "paid tools like Snyk, Mend, or Sonatype may be better, but they're harder to justify on a tight budget"}, {"id": "mai-20260917-0922-baseline|c137-m4|openai-small|Sonatype", "prompt": "c137-m4", "model": "openai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Sonatype", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "paid tools like Snyk, Mend, or Sonatype may be better, but they're harder to justify on a tight budget"}, {"id": "mai-20260917-0922-baseline|c137-m4|xai-small|Trivy (by Aqua Security)", "prompt": "c137-m4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy (by Aqua Security)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Trivy (by Aqua Security) stands out as the best software composition analysis (SCA) tool for companies with a limited budget.**"}, {"id": "mai-20260917-0922-baseline|c137-m4|xai-small|Dependabot", "prompt": "c137-m4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Dependabot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "No auto-fix PRs (add Dependabot for free)"}, {"id": "mai-20260917-0922-baseline|c137-m4|xai-small|OWASP Dependency-Check", "prompt": "c137-m4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Slower (hours on first run), higher false positives, NVD-dependent delays"}, {"id": "mai-20260917-0922-baseline|c137-m4|xai-small|Grype (Anchore)", "prompt": "c137-m4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Grype (Anchore)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Less broad (focuses on containers/images, pair with Syft for SBOM/SCA)"}, {"id": "mai-20260917-0922-baseline|c137-m4|xai-small|Syft", "prompt": "c137-m4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Syft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "pair with Syft for SBOM/SCA"}, {"id": "mai-20260917-0922-baseline|c137-m4|xai-small|Snyk Free Tier", "prompt": "c137-m4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk Free Tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your stack is GitHub-heavy or needs auto-fixes, start with Snyk free + Trivy"}, {"id": "mai-20260917-0922-baseline|c137-m4|xai-small|Socket", "prompt": "c137-m4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Socket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "OSS-focused limits; not full SCA for all needs"}, {"id": "mai-20260917-0922-baseline|c137-m4|xai-small|Semgrep", "prompt": "c137-m4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "OSS-focused limits; not full SCA for all needs"}, {"id": "mai-20260917-0922-baseline|c137-m4|zai-small|Trivy", "prompt": "c137-m4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a company with a limited budget the best SCA tool is **Trivy** (Aqua Security)"}, {"id": "mai-20260917-0922-baseline|c137-m4|zai-small|OWASP Dependency‑Check", "prompt": "c137-m4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency‑Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OWASP Dependency‑Check** is a very strong runner‑up"}, {"id": "mai-20260917-0922-baseline|c137-m4|zai-small|GitHub Dependabot", "prompt": "c137-m4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "GitHub Dependabot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use **GitHub Dependabot** (free, native) alongside Trivy for container/IaC."}, {"id": "mai-20260917-0922-baseline|c137-m4|zai-small|Grype", "prompt": "c137-m4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Grype", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fast container vulnerability scanner, low false positives"}, {"id": "mai-20260917-0922-baseline|c137-m4|zai-small|Syft", "prompt": "c137-m4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Syft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SBOM generation + optional vulnerability scanning"}, {"id": "mai-20260917-0922-baseline|c137-m4|zai-small|OSV‑Scanner", "prompt": "c137-m4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OSV‑Scanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "OSV‑focused, modern vulnerability DB"}, {"id": "mai-20260917-0922-baseline|c137-m4|zai-small|npm audit / pip‑audit", "prompt": "c137-m4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "npm audit / pip‑audit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lightweight native checks for those ecosystems"}, {"id": "mai-20260917-0922-baseline|c137-m4|zai-small|Snyk", "prompt": "c137-m4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Median ~14 s per repo (vs 42 s for Snyk on the same workloads)"}, {"id": "mai-20260917-0922-baseline|c137-m5|alibaba-small|Sonatype", "prompt": "c137-m5", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Sonatype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**All-in-One / Developer Centric:** Snyk, Sonatype (formerly Nexus Intelligence)"}, {"id": "mai-20260917-0922-baseline|c137-m5|alibaba-small|JFrog", "prompt": "c137-m5", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "JFrog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enterprise / Heavyweight:** Synopsys (Black Duck), Checkmarx (Xray), JFrog (Advanced Security)"}, {"id": "mai-20260917-0922-baseline|c137-m5|alibaba-small|Snyk", "prompt": "c137-m5", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Some premium tools (like Snyk or Mend) integrate directly with GitHub/GitLab to automatically create Pull Requests"}, {"id": "mai-20260917-0922-baseline|c137-m5|alibaba-small|Mend", "prompt": "c137-m5", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Mend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some premium tools (like Snyk or Mend) integrate directly with GitHub/GitLab"}, {"id": "mai-20260917-0922-baseline|c137-m5|alibaba-small|Checkmarx", "prompt": "c137-m5", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Checkmarx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Enterprise / Heavyweight:** Synopsys (Black Duck), Checkmarx (Xray)"}, {"id": "mai-20260917-0922-baseline|c137-m5|alibaba-small|Veracode", "prompt": "c137-m5", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Many top-tier tools have been acquired (e.g., Checkmarx bought Veracode/Xray"}, {"id": "mai-20260917-0922-baseline|c137-m5|alibaba-small|Synopsys (Black Duck)", "prompt": "c137-m5", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Synopsys (Black Duck)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Enterprise / Heavyweight:** Synopsys (Black Duck)"}, {"id": "mai-20260917-0922-baseline|c137-m5|alibaba-small|Dependabot", "prompt": "c137-m5", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Dependabot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Value / Hybrid:** Dependabot (GitHub native), Renovate"}, {"id": "mai-20260917-0922-baseline|c137-m5|alibaba-small|Renovate", "prompt": "c137-m5", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Renovate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Value / Hybrid:** Dependabot (GitHub native), Renovate"}, {"id": "mai-20260917-0922-baseline|c137-m5|google-small|Snyk", "prompt": "c137-m5", "model": "google-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The industry heavyweight with top-tier developer UX, strong remediation suggestions, and a wide ecosystem, though it can be highly expensive."}, {"id": "mai-20260917-0922-baseline|c137-m5|google-small|Mend", "prompt": "c137-m5", "model": "google-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Mend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mend.io (formerly WhiteSource) / Black Duck: Traditional enterprise-grade tools with exceptionally deep license compliance libraries, great for strict governance."}, {"id": "mai-20260917-0922-baseline|c137-m5|google-small|GitHub Advanced Security", "prompt": "c137-m5", "model": "google-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent if you are already fully on GitHub and want native, frictionless UI."}, {"id": "mai-20260917-0922-baseline|c137-m5|google-small|Aikido", "prompt": "c137-m5", "model": "google-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Aikido", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Modern, developer-friendly platforms tailored for mid-market (500-person) companies looking for bundled SCA, SAST, and secrets scanning without enterprise bloat."}, {"id": "mai-20260917-0922-baseline|c137-m5|google-small|Cycode", "prompt": "c137-m5", "model": "google-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Cycode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Aikido Security / Cycode: Modern, developer-friendly platforms tailored for mid-market (500-person) companies"}, {"id": "mai-20260917-0922-baseline|c137-m5|google-small|Endor Labs", "prompt": "c137-m5", "model": "google-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly regarded for advanced reachability analysis and dependency selection engine, focusing heavily on cutting down noise."}, {"id": "mai-20260917-0922-baseline|c137-m5|google-small|Black Duck", "prompt": "c137-m5", "model": "google-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Traditional enterprise-grade tools with exceptionally deep license compliance libraries, great for strict governance."}, {"id": "mai-20260917-0922-baseline|c137-m5|meta-small|FossID", "prompt": "c137-m5", "model": "meta-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "FossID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top software composition analysis tools that you may want to consider include those listed in the search results, such as FossID, Guideflow, and others."}, {"id": "mai-20260917-0922-baseline|c137-m5|meta-small|Guideflow", "prompt": "c137-m5", "model": "meta-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as FossID, Guideflow, and others. Be sure to test and score these tools against your specific requirements"}, {"id": "mai-20260917-0922-baseline|c137-m5|mistral-small|Snyk", "prompt": "c137-m5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Snyk** | Developer-friendly, strong CI/CD integration, good vulnerability database | Pricing can be high at scale"}, {"id": "mai-20260917-0922-baseline|c137-m5|mistral-small|GitHub Advanced Security", "prompt": "c137-m5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Native to GitHub, good for GitHub-heavy orgs | Limited to GitHub ecosystem"}, {"id": "mai-20260917-0922-baseline|c137-m5|mistral-small|Black Duck", "prompt": "c137-m5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Black Duck (Synopsys)** | Enterprise-grade, strong compliance features | Can be complex to set up"}, {"id": "mai-20260917-0922-baseline|c137-m5|mistral-small|FOSSA", "prompt": "c137-m5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for license compliance, multi-language support | Vulnerability scanning less robust than Snyk"}, {"id": "mai-20260917-0922-baseline|c137-m5|mistral-small|JFrog Xray", "prompt": "c137-m5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Deep artifact analysis, supports many package types | Steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c137-m5|mistral-small|WhiteSource", "prompt": "c137-m5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "WhiteSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Broad language support, good reporting | UI can be clunky"}, {"id": "mai-20260917-0922-baseline|c137-m5|moonshot-small|Snyk", "prompt": "c137-m5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Snyk** | Developer experience, automated fixes |"}, {"id": "mai-20260917-0922-baseline|c137-m5|moonshot-small|Black Duck (Synopsys)", "prompt": "c137-m5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Black Duck (Synopsys)** | Enterprise governance, license depth |"}, {"id": "mai-20260917-0922-baseline|c137-m5|moonshot-small|Endor Labs", "prompt": "c137-m5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Endor Labs** | Reachability analysis, noise reduction |"}, {"id": "mai-20260917-0922-baseline|c137-m5|moonshot-small|Sonatype Lifecycle", "prompt": "c137-m5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Sonatype Lifecycle** | Policy-driven security, malicious package detection |"}, {"id": "mai-20260917-0922-baseline|c137-m5|moonshot-small|Mend.io", "prompt": "c137-m5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Mend.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Mend.io** | Automated remediation at scale |"}, {"id": "mai-20260917-0922-baseline|c137-m5|xai-small|Snyk", "prompt": "c137-m5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-5: Snyk (dev-first)... Developer-first tools (Snyk, Endor) prevent security bottlenecks."}, {"id": "mai-20260917-0922-baseline|c137-m5|xai-small|Mend.io", "prompt": "c137-m5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Mend.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mend/Sonatype (policy-heavy)"}, {"id": "mai-20260917-0922-baseline|c137-m5|xai-small|Sonatype Lifecycle", "prompt": "c137-m5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mend/Sonatype (policy-heavy)"}, {"id": "mai-20260917-0922-baseline|c137-m5|xai-small|Black Duck/Synopsys", "prompt": "c137-m5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Black Duck/Synopsys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Black Duck (enterprise compliance). Request POCs."}, {"id": "mai-20260917-0922-baseline|c137-m5|xai-small|Endor Labs", "prompt": "c137-m5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Developer-first tools (Snyk, Endor) prevent security bottlenecks."}, {"id": "mai-20260917-0922-baseline|c137-m5|xai-small|OX Security", "prompt": "c137-m5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "OX Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "top ones: Snyk, Mend.io, Sonatype Lifecycle, Black Duck/Synopsys, Endor Labs, OX Security, GitHub Advanced Security"}, {"id": "mai-20260917-0922-baseline|c137-m5|xai-small|GitHub Advanced Security", "prompt": "c137-m5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "top ones: ... OX Security, GitHub Advanced Security"}, {"id": "mai-20260917-0922-baseline|c137-m6|alibaba-small|Snyk", "prompt": "c137-m6", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For many teams, **Snyk**, **Mend.io (formerly WhiteSource)**, and **Sonatype (Nexus IQ/Black Duck)** are considered leaders"}, {"id": "mai-20260917-0922-baseline|c137-m6|alibaba-small|Sonatype", "prompt": "c137-m6", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Sonatype", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some enterprise-heavy tools (like older versions of Black Duck or Sonatype Nexus IQ) can be slow to install, heavy on resources, or difficult to configure at scale"}, {"id": "mai-20260917-0922-baseline|c137-m6|alibaba-small|Black Duck", "prompt": "c137-m6", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Black Duck", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like older versions of Black Duck or Sonatype Nexus IQ) can be slow to install, heavy on resources, or difficult to configure at scale"}, {"id": "mai-20260917-0922-baseline|c137-m6|alibaba-small|Mend.io", "prompt": "c137-m6", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Mend.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Snyk**, **Mend.io (formerly WhiteSource)**, and **Sonatype (Nexus IQ/Black Duck)** are considered leaders due to their balance of speed, accuracy, and integration"}, {"id": "mai-20260917-0922-baseline|c137-m6|alibaba-small|Endor Labs", "prompt": "c137-m6", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look for:** Tools that offer **reachability analysis** (e.g., Endor Labs, newer versions of Snyk/Mend)"}, {"id": "mai-20260917-0922-baseline|c137-m6|alibaba-small|GitHub Advanced Security", "prompt": "c137-m6", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**GitHub Advanced Security** is also excellent if you are fully embedded in GitHub."}, {"id": "mai-20260917-0922-baseline|c137-m6|anthropic-small|GitHub Advanced Security", "prompt": "c137-m6", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "GitHub Advanced Security has limited license detection and minimal enforcement controls"}, {"id": "mai-20260917-0922-baseline|c137-m6|anthropic-small|JFrog Xray", "prompt": "c137-m6", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "JFrog Xray", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "tight coupling with JFrog Artifactory that limits its value as a standalone tool, with limited remediation guidance ... and no reachability analysis, leading to higher false positive rates"}, {"id": "mai-20260917-0922-baseline|c137-m6|anthropic-small|Endor Labs", "prompt": "c137-m6", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Endor Labs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Prioritize tools with deep reachability analysis like Endor Labs or Semgrep"}, {"id": "mai-20260917-0922-baseline|c137-m6|anthropic-small|Semgrep", "prompt": "c137-m6", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Prioritize tools with deep reachability analysis like Endor Labs or Semgrep"}, {"id": "mai-20260917-0922-baseline|c137-m6|anthropic-small|FOSSA", "prompt": "c137-m6", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If strict license compliance for distributed software is critical, specialists like FOSSA or Black Duck make more sense"}, {"id": "mai-20260917-0922-baseline|c137-m6|anthropic-small|Black Duck", "prompt": "c137-m6", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Black Duck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "specialists like FOSSA or Black Duck make more sense"}, {"id": "mai-20260917-0922-baseline|c137-m6|challenger-small|OWASP Dependency-Check", "prompt": "c137-m6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**OWASP Dependency-Check** for large or compliance-heavy environments, because it is positioned as a basic scanner and may not provide the advanced features some teams need"}, {"id": "mai-20260917-0922-baseline|c137-m6|challenger-small|RetireJS", "prompt": "c137-m6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "RetireJS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**RetireJS**, **Safety**, and **bundler-audit** if you need broad, multi-language, enterprise-scale coverage, because they are specialized point tools rather than comprehensive SCA platforms."}, {"id": "mai-20260917-0922-baseline|c137-m6|challenger-small|Safety", "prompt": "c137-m6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Safety", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they are specialized point tools rather than comprehensive SCA platforms"}, {"id": "mai-20260917-0922-baseline|c137-m6|challenger-small|bundler-audit", "prompt": "c137-m6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "bundler-audit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they are specialized point tools rather than comprehensive SCA platforms"}, {"id": "mai-20260917-0922-baseline|c137-m6|deepseek-small|Retire.js", "prompt": "c137-m6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Retire.js", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid **abandoned tools (Retire.js, Tenable Legacy SCA)**"}, {"id": "mai-20260917-0922-baseline|c137-m6|deepseek-small|Tenable Legacy Container Security's SCA feature", "prompt": "c137-m6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Tenable Legacy Container Security's SCA feature", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reached **end-of-life on December 6, 2023**"}, {"id": "mai-20260917-0922-baseline|c137-m6|deepseek-small|WhiteSource (now Mend)", "prompt": "c137-m6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "WhiteSource (now Mend)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While not dead, it's worth noting the product was renamed/rebranded. The older WhiteSource brand may refer to outdated documentation and tools."}, {"id": "mai-20260917-0922-baseline|c137-m6|deepseek-small|OWASP Dependency-Check", "prompt": "c137-m6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be cautious with **pure version-matchers and NVD-only tools (like OWASP Dependency-Check)**"}, {"id": "mai-20260917-0922-baseline|c137-m6|deepseek-small|Black Duck (Synopsys)", "prompt": "c137-m6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Resource-heavy**, expensive on-premises deployment needing significant infrastructure"}, {"id": "mai-20260917-0922-baseline|c137-m6|deepseek-small|Snyk", "prompt": "c137-m6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "including older Snyk, Sonatype, etc. configurations that rely purely on version-string matching"}, {"id": "mai-20260917-0922-baseline|c137-m6|deepseek-small|Sonatype", "prompt": "c137-m6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Sonatype", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "including older Snyk, Sonatype, etc. configurations that rely purely on version-string matching"}, {"id": "mai-20260917-0922-baseline|c137-m6|deepseek-small|Endor Labs", "prompt": "c137-m6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Prioritize tools with reachability/exploitability analysis** (e.g., Endor Labs, Aikido, Mend, Snyk's reachability features)"}, {"id": "mai-20260917-0922-baseline|c137-m6|deepseek-small|Aikido", "prompt": "c137-m6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Prioritize tools with reachability/exploitability analysis (e.g., Endor Labs, Aikido, Mend, Snyk's reachability features)"}, {"id": "mai-20260917-0922-baseline|c137-m6|google-small|OWASP Dependency-Check", "prompt": "c137-m6", "model": "google-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Open-source tools (like the baseline version of OWASP Dependency-Check) are phenomenal for hobbies... becomes a liability"}, {"id": "mai-20260917-0922-baseline|c137-m6|mistral-small|Black Duck", "prompt": "c137-m6", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Black Duck", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "they can be complex, expensive, and sometimes overkill for smaller teams or simpler use cases"}, {"id": "mai-20260917-0922-baseline|c137-m6|mistral-small|Sonatype Lifecycle", "prompt": "c137-m6", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they can be complex, expensive, and sometimes overkill for smaller teams or simpler use cases"}, {"id": "mai-20260917-0922-baseline|c137-m6|mistral-small|Snyk Open Source", "prompt": "c137-m6", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk Open Source", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Widely recommended for developer-first teams and praised for auto-fix PRs, but may still produce some noise"}, {"id": "mai-20260917-0922-baseline|c137-m6|mistral-small|Socket", "prompt": "c137-m6", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly regarded for catching malicious packages before they land, but may have limitations in broader vulnerability coverage."}, {"id": "mai-20260917-0922-baseline|c137-m6|mistral-small|Trivy", "prompt": "c137-m6", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best free option, but lacks some advanced features of paid tools."}, {"id": "mai-20260917-0922-baseline|c137-m6|mistral-small|FOSSA", "prompt": "c137-m6", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for license and legal exposure, but may not be as strong in vulnerability prioritization."}, {"id": "mai-20260917-0922-baseline|c137-m6|moonshot-small|Synopsys Black Duck", "prompt": "c137-m6", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Synopsys Black Duck", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Users report significant false positives, especially on large codebases... Expensive enterprise licensing, complex deployment"}, {"id": "mai-20260917-0922-baseline|c137-m6|moonshot-small|Snyk", "prompt": "c137-m6", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Aggressive marketing may oversell capabilities; pricing can escalate quickly with usage."}, {"id": "mai-20260917-0922-baseline|c137-m6|moonshot-small|Mend (formerly WhiteSource)", "prompt": "c137-m6", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "reachability) works well for Java/JavaScript but poorly for Python, Go... Internal benchmarks claim \"+46% better\" remediation but lack external validation."}, {"id": "mai-20260917-0922-baseline|c137-m6|moonshot-small|Trivy", "prompt": "c137-m6", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Trivy**: Scans containers, filesystems, and IaC; uses standard databases (NVD, OSV, GitHub Advisory)"}, {"id": "mai-20260917-0922-baseline|c137-m6|moonshot-small|Grype", "prompt": "c137-m6", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Grype**: Lower false positives, focuses on vulnerability matching"}, {"id": "mai-20260917-0922-baseline|c137-m6|moonshot-small|OWASP Dependency-Check", "prompt": "c137-m6", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mature, vendor-neutral, good for Java/.NET (though affected by NVD backlog)"}, {"id": "mai-20260917-0922-baseline|c137-m6|xai-small|Trivy (Aqua Security)", "prompt": "c137-m6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Trivy (Aqua Security)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid for high-security environments until fully audited; check releases post-v0.69.4 and scan your pipelines.**"}, {"id": "mai-20260917-0922-baseline|c137-m6|xai-small|Snyk", "prompt": "c137-m6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Frequent complaints of noise/UI complexity/slow large-repo scans (G2/PeerSpot)... scales poorly without tuning."}, {"id": "mai-20260917-0922-baseline|c137-m6|xai-small|Black Duck (Synopsys)", "prompt": "c137-m6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Resource-heavy on-prem, slower scans, higher costs; some false positives/container gaps."}, {"id": "mai-20260917-0922-baseline|c137-m6|xai-small|Sonatype Lifecycle", "prompt": "c137-m6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Occasional false positives (esp. non-Java/.NET); support response slowdowns noted."}, {"id": "mai-20260917-0922-baseline|c137-m6|xai-small|Mend.io (formerly WhiteSource)", "prompt": "c137-m6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Mend.io (formerly WhiteSource)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some false positives, UI/learning curve; early-stage AI features immature."}, {"id": "mai-20260917-0922-baseline|c137-m6|xai-small|FOSSA", "prompt": "c137-m6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Alternatives Often Praised**: Socket (malicious pkgs), Endor Labs (noise reduction), FOSSA (licenses)."}, {"id": "mai-20260917-0922-baseline|c137-m6|xai-small|Socket", "prompt": "c137-m6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Alternatives Often Praised**: Socket (malicious pkgs)"}, {"id": "mai-20260917-0922-baseline|c137-m6|xai-small|Endor Labs", "prompt": "c137-m6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Endor Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Endor Labs (noise reduction)"}, {"id": "mai-20260917-0922-baseline|c137-m6|zai-small|Snyk", "prompt": "c137-m6", "model": "zai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Be cautious with** tools like Snyk if you're at scale or in a regulated environment, because they're known to generate significant noise"}, {"id": "mai-20260917-0922-baseline|c137-m6|zai-small|Endor Labs", "prompt": "c137-m6", "model": "zai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Endor Labs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Endor Labs** – Full‑stack reachability, ~95% noise reduction (per their own testing)."}, {"id": "mai-20260917-0922-baseline|c137-m6|zai-small|Pixee", "prompt": "c137-m6", "model": "zai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Pixee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pixee** – Scanner‑agnostic remediation with high merge rates (76%+)."}, {"id": "mai-20260917-0922-baseline|c137-m6|zai-small|OWASP Dependency‑Check", "prompt": "c137-m6", "model": "zai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "OWASP Dependency‑Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "praised for Java/NVD, but consistently ranked behind newer tools on breadth, accuracy, and false‑positive rates across other languages"}, {"id": "mai-20260917-0922-baseline|c137-m6|zai-small|OSV‑Scanner", "prompt": "c137-m6", "model": "zai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "OSV‑Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OSV‑Scanner** – High accuracy on OSV data (open‑source, fast)."}, {"id": "mai-20260917-0922-baseline|c137-m6|zai-small|Trivy", "prompt": "c137-m6", "model": "zai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Trivy** – Broad ecosystem coverage, good for zero‑budget teams."}, {"id": "mai-20260917-0922-baseline|c137-m6|zai-small|Grype", "prompt": "c137-m6", "model": "zai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Grype** – Works well when you already generate Syft SBOMs."}, {"id": "mai-20260917-0922-baseline|c137-m6|zai-small|Plexicus", "prompt": "c137-m6", "model": "zai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Plexicus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "independent testing and expert comparisons (Safeguard, Endor Labs, Plexicus, Pixee, etc.)"}, {"id": "mai-20260917-0922-baseline|c137-s1|alibaba-small|Snyk", "prompt": "c137-s1", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendation is **Snyk**"}, {"id": "mai-20260917-0922-baseline|c137-s1|alibaba-small|Trivy", "prompt": "c137-s1", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **Trivy** for those prioritizing zero cost"}, {"id": "mai-20260917-0922-baseline|c137-s1|alibaba-small|Mend", "prompt": "c137-s1", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "paid tools like Snyk or Mend"}, {"id": "mai-20260917-0922-baseline|c137-s1|alibaba-small|GitHub Dependabot", "prompt": "c137-s1", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "GitHub Dependabot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Start with:** GitHub Dependabot (if using GitHub) to catch the basics for free."}, {"id": "mai-20260917-0922-baseline|c137-s1|alibaba-small|GitLab Auto-DevSecOps", "prompt": "c137-s1", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "GitLab Auto-DevSecOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The Best Built-In Solution: GitHub Dependabot (or GitLab Auto-DevSecOps)"}, {"id": "mai-20260917-0922-baseline|c137-s1|alibaba-small|Cycode", "prompt": "c137-s1", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Cycode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "newer AI-driven tools like **Cycode**"}, {"id": "mai-20260917-0922-baseline|c137-s1|anthropic-small|SonarQube", "prompt": "c137-s1", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "SonarQube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SonarQube's free community edition** is often the best starting point due to its comprehensive feature set and no licensing costs"}, {"id": "mai-20260917-0922-baseline|c137-s1|anthropic-small|Libraries.io", "prompt": "c137-s1", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Libraries.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Libraries.io offers a simpler, lighter-weight alternative"}, {"id": "mai-20260917-0922-baseline|c137-s1|anthropic-small|Black Duck Binary Analysis (formerly Protecode)", "prompt": "c137-s1", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck Binary Analysis (formerly Protecode)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Protecode Enterprise System is a suite of tools for managing open source software licensing."}, {"id": "mai-20260917-0922-baseline|c137-s1|challenger-small|Snyk", "prompt": "c137-s1", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Snyk**"}, {"id": "mai-20260917-0922-baseline|c137-s1|challenger-small|Trivy", "prompt": "c137-s1", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trivy** is the strongest budget option"}, {"id": "mai-20260917-0922-baseline|c137-s1|challenger-small|FOSSA", "prompt": "c137-s1", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FOSSA** is often a better fit than a pure security-first tool"}, {"id": "mai-20260917-0922-baseline|c137-s1|challenger-small|Mend", "prompt": "c137-s1", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for automated remediation and proactive SCA"}, {"id": "mai-20260917-0922-baseline|c137-s1|deepseek-small|Snyk", "prompt": "c137-s1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snyk is the safest and most common choice"}, {"id": "mai-20260917-0922-baseline|c137-s1|deepseek-small|SOOS", "prompt": "c137-s1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "SOOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best budget pick"}, {"id": "mai-20260917-0922-baseline|c137-s1|deepseek-small|Mend", "prompt": "c137-s1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want automated remediation"}, {"id": "mai-20260917-0922-baseline|c137-s1|deepseek-small|Dependabot (GitHub)", "prompt": "c137-s1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Dependabot (GitHub)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you're purely on GitHub with zero budget, start with **Dependabot**"}, {"id": "mai-20260917-0922-baseline|c137-s1|deepseek-small|Semgrep Supply Chain", "prompt": "c137-s1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lightweight and free for small repos."}, {"id": "mai-20260917-0922-baseline|c137-s1|deepseek-small|Trivy", "prompt": "c137-s1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lightweight and free for small repos."}, {"id": "mai-20260917-0922-baseline|c137-s1|deepseek-small|OWASP Dependency-Check", "prompt": "c137-s1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "though with more false positives and manual effort"}, {"id": "mai-20260917-0922-baseline|c137-s1|deepseek-small|Aikido Security", "prompt": "c137-s1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Offers a free plan and bundles SCA with reachability analysis"}, {"id": "mai-20260917-0922-baseline|c137-s1|deepseek-small|FOSSA", "prompt": "c137-s1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "license compliance (FOSSA/SOOS)"}, {"id": "mai-20260917-0922-baseline|c137-s1|deepseek-small|Endor Labs", "prompt": "c137-s1", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "reachability/noise reduction (Endor Labs)"}, {"id": "mai-20260917-0922-baseline|c137-s1|google-small|Black Duck", "prompt": "c137-s1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not necessarily the heaviest or most expensive enterprise platform (like Black Duck or Sonatype)"}, {"id": "mai-20260917-0922-baseline|c137-s1|google-small|Sonatype", "prompt": "c137-s1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not necessarily the heaviest or most expensive enterprise platform (like Black Duck or Sonatype)"}, {"id": "mai-20260917-0922-baseline|c137-s1|google-small|Aikido Security", "prompt": "c137-s1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "want to check all security scan boxes at a low, flat rate: Go with **Aikido Security**."}, {"id": "mai-20260917-0922-baseline|c137-s1|google-small|Jit", "prompt": "c137-s1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Jit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Platforms like **Aikido** or **Jit** act as \"security-as-code\" orchestrators."}, {"id": "mai-20260917-0922-baseline|c137-s1|google-small|Trivy", "prompt": "c137-s1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "They use powerful open-source engines under the hood (like Trivy or Semgrep)"}, {"id": "mai-20260917-0922-baseline|c137-s1|google-small|Snyk", "prompt": "c137-s1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Try **Snyk** (start on the free tier)... pricing scales aggressively as your team grows"}, {"id": "mai-20260917-0922-baseline|c137-s1|google-small|FOSSA", "prompt": "c137-s1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "asking for SBOMs and license audits: Go with **FOSSA**."}, {"id": "mai-20260917-0922-baseline|c137-s1|google-small|Semgrep Supply Chain", "prompt": "c137-s1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The Best for Noise Reduction: **Semgrep Supply Chain**"}, {"id": "mai-20260917-0922-baseline|c137-s1|google-small|GitHub Dependabot / GitLab Dependency Scanning", "prompt": "c137-s1", "model": "google-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "GitHub Dependabot / GitLab Dependency Scanning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "The Catch: It lacks robust license compliance workflows, cannot easily generate enterprise-grade SBOMs"}, {"id": "mai-20260917-0922-baseline|c137-s1|meta-small|Trivy", "prompt": "c137-s1", "model": "meta-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top tools mentioned include Trivy, Semgrep, and Socket, which are free or have free tiers"}, {"id": "mai-20260917-0922-baseline|c137-s1|meta-small|Semgrep", "prompt": "c137-s1", "model": "meta-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top tools mentioned include Trivy, Semgrep, and Socket"}, {"id": "mai-20260917-0922-baseline|c137-s1|meta-small|Socket", "prompt": "c137-s1", "model": "meta-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Socket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Trivy, Semgrep, and Socket, which are free or have free tiers"}, {"id": "mai-20260917-0922-baseline|c137-s1|meta-small|SOOS SCA", "prompt": "c137-s1", "model": "meta-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "SOOS SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other tools like SOOS SCA and Endor Labs are also mentioned as being suitable for small to medium-sized development teams"}, {"id": "mai-20260917-0922-baseline|c137-s1|meta-small|Endor Labs", "prompt": "c137-s1", "model": "meta-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SOOS SCA and Endor Labs are also mentioned as being suitable for small to medium-sized development teams"}, {"id": "mai-20260917-0922-baseline|c137-s1|minimax-small|Snyk", "prompt": "c137-s1", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snyk is often recommended as the best overall for small teams due to its developer-first approach, free tier, easy setup"}, {"id": "mai-20260917-0922-baseline|c137-s1|minimax-small|FOSSA", "prompt": "c137-s1", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FOSSA is another excellent option known for its ease of use and strong license compliance features"}, {"id": "mai-20260917-0922-baseline|c137-s1|minimax-small|Mend.io", "prompt": "c137-s1", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "robust enterprise-grade solution ... though it may be more complex to set up"}, {"id": "mai-20260917-0922-baseline|c137-s1|mistral-small|Snyk", "prompt": "c137-s1", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snyk** stands out as the top recommendation for startups and small teams"}, {"id": "mai-20260917-0922-baseline|c137-s1|mistral-small|Trivy", "prompt": "c137-s1", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options like Trivy and Semgrep are also mentioned as good free starting points"}, {"id": "mai-20260917-0922-baseline|c137-s1|mistral-small|Semgrep", "prompt": "c137-s1", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options like Trivy and Semgrep are also mentioned as good free starting points"}, {"id": "mai-20260917-0922-baseline|c137-s1|moonshot-small|Snyk", "prompt": "c137-s1", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snyk – Best Overall for Small B2B"}, {"id": "mai-20260917-0922-baseline|c137-s1|moonshot-small|GitHub Dependabot", "prompt": "c137-s1", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "GitHub Dependabot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GitHub Dependabot – Best Free Option"}, {"id": "mai-20260917-0922-baseline|c137-s1|moonshot-small|Trivy", "prompt": "c137-s1", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trivy – Best Open-Source Choice"}, {"id": "mai-20260917-0922-baseline|c137-s1|moonshot-small|OWASP Dependency-Check", "prompt": "c137-s1", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "OWASP Dependency-Check | Free | Java/.NET-heavy environments"}, {"id": "mai-20260917-0922-baseline|c137-s1|moonshot-small|OSV-Scanner", "prompt": "c137-s1", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "OSV-Scanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "OSV-Scanner (Google) | Free | Simple CVE detection"}, {"id": "mai-20260917-0922-baseline|c137-s1|openai-small|Snyk", "prompt": "c137-s1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most small B2B teams:** **Snyk**"}, {"id": "mai-20260917-0922-baseline|c137-s1|openai-small|OWASP Dependency-Track", "prompt": "c137-s1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best budget/open-source choice:** **Dependency-Track + SBOM generation**"}, {"id": "mai-20260917-0922-baseline|c137-s1|openai-small|Trivy", "prompt": "c137-s1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"easy and broad\" lightweight choice:** **Trivy**"}, {"id": "mai-20260917-0922-baseline|c137-s1|openai-small|Aikido Security", "prompt": "c137-s1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Aikido Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "currently highlight Aikido Security, GitHub, GitLab, Mend.io, Snyk, CAST Highlight, and SOOS among the notable options"}, {"id": "mai-20260917-0922-baseline|c137-s1|openai-small|GitHub", "prompt": "c137-s1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "highlight Aikido Security, GitHub, GitLab, Mend.io, Snyk, CAST Highlight, and SOOS among the notable options"}, {"id": "mai-20260917-0922-baseline|c137-s1|openai-small|GitLab", "prompt": "c137-s1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "GitLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "highlight Aikido Security, GitHub, GitLab, Mend.io, Snyk, CAST Highlight, and SOOS"}, {"id": "mai-20260917-0922-baseline|c137-s1|openai-small|Mend.io", "prompt": "c137-s1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "highlight Aikido Security, GitHub, GitLab, Mend.io, Snyk, CAST Highlight, and SOOS"}, {"id": "mai-20260917-0922-baseline|c137-s1|openai-small|CAST Highlight", "prompt": "c137-s1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "CAST Highlight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mend.io, Snyk, CAST Highlight, and SOOS among the notable options"}, {"id": "mai-20260917-0922-baseline|c137-s1|openai-small|SOOS", "prompt": "c137-s1", "model": "openai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "SOOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "CAST Highlight, and SOOS among the notable options"}, {"id": "mai-20260917-0922-baseline|c137-s1|xai-small|Snyk", "prompt": "c137-s1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snyk (Best Overall for Paid Small Teams)"}, {"id": "mai-20260917-0922-baseline|c137-s1|xai-small|OWASP Dependency-Check", "prompt": "c137-s1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OWASP Dependency-Check (Best Free Open-Source Starter)"}, {"id": "mai-20260917-0922-baseline|c137-s1|xai-small|Trivy", "prompt": "c137-s1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trivy (Best Free Multi-Tool for Containers/Cloud-Native)"}, {"id": "mai-20260917-0922-baseline|c137-s1|xai-small|GitHub Dependabot", "prompt": "c137-s1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "GitHub Dependabot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GitHub Dependabot (Best if Already on GitHub)"}, {"id": "mai-20260917-0922-baseline|c137-s1|xai-small|Grype/Syft", "prompt": "c137-s1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Grype/Syft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "pair with Grype/Syft for deeper SBOM/vuln matching"}, {"id": "mai-20260917-0922-baseline|c137-s1|xai-small|Endor Labs", "prompt": "c137-s1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "integrates Endor Labs for reachability (reduces noise)"}, {"id": "mai-20260917-0922-baseline|c137-s1|xai-small|Black Duck", "prompt": "c137-s1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for small teams: Black Duck/Mend (enterprise-focused, $1K+/dev/year or quotes; overkill)"}, {"id": "mai-20260917-0922-baseline|c137-s1|xai-small|Mend", "prompt": "c137-s1", "model": "xai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid for small teams: Black Duck/Mend (enterprise-focused, $1K+/dev/year or quotes; overkill)"}, {"id": "mai-20260917-0922-baseline|c137-s1|zai-small|Snyk", "prompt": "c137-s1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most small B2B teams: Snyk – developer-first, free tier, CI/CD/IDE integration"}, {"id": "mai-20260917-0922-baseline|c137-s1|zai-small|GitHub Advanced Security (Dependabot)", "prompt": "c137-s1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "GitHub Advanced Security (Dependabot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best free option: GitHub Advanced Security (Dependabot)"}, {"id": "mai-20260917-0922-baseline|c137-s1|zai-small|Socket", "prompt": "c137-s1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for low-noise, malicious-package detection: Socket"}, {"id": "mai-20260917-0922-baseline|c137-s1|zai-small|Semgrep Supply Chain", "prompt": "c137-s1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best budget-friendly paid option: Semgrep Supply Chain"}, {"id": "mai-20260917-0922-baseline|c137-s1|zai-small|Sonatype Lifecycle", "prompt": "c137-s1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for governance-heavy teams: Sonatype Lifecycle"}, {"id": "mai-20260917-0922-baseline|c137-s1|zai-small|Mend.io", "prompt": "c137-s1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Mend.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for automated remediation: Mend.io – smart merge, good mid-market pricing"}, {"id": "mai-20260917-0922-baseline|c137-s1|zai-small|Black Duck", "prompt": "c137-s1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Black Duck", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Typically >$20k/yr for small orgs ... (but expect higher cost)"}, {"id": "mai-20260917-0922-baseline|c137-s1|zai-small|Trivy", "prompt": "c137-s1", "model": "zai-small", "cat": "software-composition-analysis", "variant": "direct", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Trivy is also a solid free, open-source fallback."}, {"id": "mai-20260917-0922-baseline|c137-s2|alibaba-small|Trivy", "prompt": "c137-s2", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"Developer Experience\" Choice: **Trivy** ... Trivy is currently the industry favorite"}, {"id": "mai-20260917-0922-baseline|c137-s2|alibaba-small|OWASP Dependency-Track", "prompt": "c137-s2", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your B2B model involves hosting the software for clients or managing multiple distinct projects, Dependency-Track is the way to go."}, {"id": "mai-20260917-0922-baseline|c137-s2|alibaba-small|LicenseScanner", "prompt": "c137-s2", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "LicenseScanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use LicenseScanner as your Enforcer: Ensure no illegal licenses enter your repository."}, {"id": "mai-20260917-0922-baseline|c137-s2|anthropic-small|OWASP Dependency-Check", "prompt": "c137-s2", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **OWASP Dependency-Check** or **Snyk Open Source (free tier)**"}, {"id": "mai-20260917-0922-baseline|c137-s2|anthropic-small|Snyk Open Source", "prompt": "c137-s2", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Snyk Open Source", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **OWASP Dependency-Check** or **Snyk Open Source (free tier)**"}, {"id": "mai-20260917-0922-baseline|c137-s2|anthropic-small|npm audit", "prompt": "c137-s2", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "npm audit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Language-specific built-in tools that are free and easy to use"}, {"id": "mai-20260917-0922-baseline|c137-s2|anthropic-small|pip audit", "prompt": "c137-s2", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "pip audit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Language-specific built-in tools that are free and easy to use"}, {"id": "mai-20260917-0922-baseline|c137-s2|anthropic-small|Trivy", "prompt": "c137-s2", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A comprehensive open source scanner that covers vulnerabilities in dependencies, OS packages, and container images"}, {"id": "mai-20260917-0922-baseline|c137-s2|anthropic-small|Grype", "prompt": "c137-s2", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Another versatile scanner from Anchore that works well with various package managers"}, {"id": "mai-20260917-0922-baseline|c137-s2|challenger-small|OSV-Scanner", "prompt": "c137-s2", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **OSV-Scanner** as the default open-source dependency vulnerability scanner"}, {"id": "mai-20260917-0922-baseline|c137-s2|challenger-small|Trivy", "prompt": "c137-s2", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Trivy** as the best alternative if you want broader coverage beyond dependencies"}, {"id": "mai-20260917-0922-baseline|c137-s2|challenger-small|OWASP Dependency-Check", "prompt": "c137-s2", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose OWASP Dependency-Check** if your environment is heavily **Java**-based"}, {"id": "mai-20260917-0922-baseline|c137-s2|challenger-small|Grype", "prompt": "c137-s2", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Grype** if you already generate **SBOMs** with Syft"}, {"id": "mai-20260917-0922-baseline|c137-s2|deepseek-small|OWASP Dependency-Track", "prompt": "c137-s2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **OWASP Dependency-Track** as your system of record"}, {"id": "mai-20260917-0922-baseline|c137-s2|deepseek-small|OWASP Dependency-Check", "prompt": "c137-s2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "generate its SBOMs using **OWASP Dependency-Check** in CI/CD"}, {"id": "mai-20260917-0922-baseline|c137-s2|deepseek-small|Snyk", "prompt": "c137-s2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "you can always later bolt on a commercial tool (Snyk, Mend, Endor Labs, etc.)"}, {"id": "mai-20260917-0922-baseline|c137-s2|deepseek-small|Mend", "prompt": "c137-s2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Mend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "bolt on a commercial tool (Snyk, Mend, Endor Labs, etc.)"}, {"id": "mai-20260917-0922-baseline|c137-s2|deepseek-small|Endor Labs", "prompt": "c137-s2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "premium feature of paid tools like Snyk or Endor Labs"}, {"id": "mai-20260917-0922-baseline|c137-s2|deepseek-small|Sonatype OSS Index", "prompt": "c137-s2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Sonatype OSS Index", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can also feed SBOM workflows, but none give you the persistence and governance that Dependency-Track does"}, {"id": "mai-20260917-0922-baseline|c137-s2|deepseek-small|Anchore", "prompt": "c137-s2", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Anchore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Anchore** (open source) can also feed SBOM workflows, but none give you the persistence and governance"}, {"id": "mai-20260917-0922-baseline|c137-s2|google-small|Trivy", "prompt": "c137-s2", "model": "google-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"All-in-One\" Choice: **Trivy** (by Aqua Security)... Trivy is the gold standard."}, {"id": "mai-20260917-0922-baseline|c137-s2|google-small|OSV-Scanner", "prompt": "c137-s2", "model": "google-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Developer Efficiency (Low False Positives): **OSV-Scanner** (by Google)"}, {"id": "mai-20260917-0922-baseline|c137-s2|google-small|Syft + Grype", "prompt": "c137-s2", "model": "google-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Syft + Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Compliance-First Teams: **Syft + Grype** (by Anchore)"}, {"id": "mai-20260917-0922-baseline|c137-s2|google-small|Dependabot", "prompt": "c137-s2", "model": "google-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Dependabot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Start with Dependabot or Renovate (Immediate Automation)"}, {"id": "mai-20260917-0922-baseline|c137-s2|google-small|Renovate", "prompt": "c137-s2", "model": "google-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Renovate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Start with Dependabot or Renovate (Immediate Automation)"}, {"id": "mai-20260917-0922-baseline|c137-s2|meta-small|Meterian", "prompt": "c137-s2", "model": "meta-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Meterian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Meterian: A comprehensive open source vulnerability scanner that supports multiple programming languages and provides AI-powered security."}, {"id": "mai-20260917-0922-baseline|c137-s2|meta-small|Aikido", "prompt": "c137-s2", "model": "meta-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An all-in-one AppSec platform that offers best-in-class open source dependency scanning"}, {"id": "mai-20260917-0922-baseline|c137-s2|meta-small|OSV-Scanner", "prompt": "c137-s2", "model": "meta-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A vulnerability scanner written in Go that uses the data provided by OSV.dev"}, {"id": "mai-20260917-0922-baseline|c137-s2|meta-small|Trivy", "prompt": "c137-s2", "model": "meta-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Three popular open-source SCA tools that scan application dependencies for known vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c137-s2|meta-small|Grype", "prompt": "c137-s2", "model": "meta-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Three popular open-source SCA tools that scan application dependencies for known vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c137-s2|meta-small|Syft", "prompt": "c137-s2", "model": "meta-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Syft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Three popular open-source SCA tools that scan application dependencies for known vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c137-s2|meta-small|Safety CLI", "prompt": "c137-s2", "model": "meta-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Safety CLI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A proprietary security intelligence-based vulnerability scanner that detects 4x more vulnerabilities than public databases"}, {"id": "mai-20260917-0922-baseline|c137-s2|minimax-small|Trivy", "prompt": "c137-s2", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with Trivy** because:"}, {"id": "mai-20260917-0922-baseline|c137-s2|minimax-small|Grype", "prompt": "c137-s2", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Grype** (Best for Accuracy)"}, {"id": "mai-20260917-0922-baseline|c137-s2|minimax-small|OWASP Dependency-Check", "prompt": "c137-s2", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **OWASP Dependency-Check** (Best for Java/.NET)"}, {"id": "mai-20260917-0922-baseline|c137-s2|minimax-small|Syft", "prompt": "c137-s2", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Syft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider pairing **Syft** (SBOM generation) + **Grype** (vulnerability scanning)"}, {"id": "mai-20260917-0922-baseline|c137-s2|mistral-small|Trivy", "prompt": "c137-s2", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Trivy** as your open source dependency vulnerability scanner"}, {"id": "mai-20260917-0922-baseline|c137-s2|mistral-small|OSV-Scanner", "prompt": "c137-s2", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OSV-Scanner:** Another top open source option, especially if you want high accuracy"}, {"id": "mai-20260917-0922-baseline|c137-s2|mistral-small|OWASP Dependency-Check", "prompt": "c137-s2", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may have a higher false positive rate and is less recommended for breadth of use cases"}, {"id": "mai-20260917-0922-baseline|c137-s2|moonshot-small|Trivy", "prompt": "c137-s2", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Trivy** (by Aqua Security)"}, {"id": "mai-20260917-0922-baseline|c137-s2|moonshot-small|OSV-Scanner", "prompt": "c137-s2", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Accuracy and precision"}, {"id": "mai-20260917-0922-baseline|c137-s2|moonshot-small|OWASP Dependency-Check", "prompt": "c137-s2", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **OWASP Dependency-Check** instead—but be prepared for more operational overhead"}, {"id": "mai-20260917-0922-baseline|c137-s2|moonshot-small|Grype", "prompt": "c137-s2", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Teams already using Syft for SBOM generation"}, {"id": "mai-20260917-0922-baseline|c137-s2|openai-small|GitHub Dependabot", "prompt": "c137-s2", "model": "openai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "GitHub Dependabot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single practical pick, I’d lean toward **Dependabot** for most small B2B teams because it’s built into GitHub"}, {"id": "mai-20260917-0922-baseline|c137-s2|openai-small|OWASP Dependency-Check", "prompt": "c137-s2", "model": "openai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a scanner that works across environments and repositories without depending on a specific hosting platform, choose **OWASP Dependency-Check**"}, {"id": "mai-20260917-0922-baseline|c137-s2|openai-small|Snyk", "prompt": "c137-s2", "model": "openai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Snyk** is also strong, but it is not purely open source and its pricing is paid beyond the free tier"}, {"id": "mai-20260917-0922-baseline|c137-s2|xai-small|Trivy", "prompt": "c137-s2", "model": "xai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For a small B2B business, I'd recommend Trivy by Aqua Security.**"}, {"id": "mai-20260917-0922-baseline|c137-s2|xai-small|OWASP Dependency-Check", "prompt": "c137-s2", "model": "xai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Slow (11min+), high FPs (22), NVD-only lag | Java-heavy legacy"}, {"id": "mai-20260917-0922-baseline|c137-s2|xai-small|OSV-Scanner", "prompt": "c137-s2", "model": "xai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV-Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OSV-Scanner is a close second for precision"}, {"id": "mai-20260917-0922-baseline|c137-s2|xai-small|Grype (+Syft)", "prompt": "c137-s2", "model": "xai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype (+Syft)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good vuln matching, SBOM-native | Slower (~2min), needs pairing"}, {"id": "mai-20260917-0922-baseline|c137-s2|zai-small|OWASP Dependency‑Track", "prompt": "c137-s2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency‑Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OWASP Dependency‑Track** is my top pick"}, {"id": "mai-20260917-0922-baseline|c137-s2|zai-small|Syft", "prompt": "c137-s2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Syft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Generate SBOMs from your builds (Syft, Trivy, or your own tool)"}, {"id": "mai-20260917-0922-baseline|c137-s2|zai-small|Trivy", "prompt": "c137-s2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You want a single binary that scans containers, filesystems, and IaC quickly"}, {"id": "mai-20260917-0922-baseline|c137-s2|zai-small|Grype", "prompt": "c137-s2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You already generate SBOMs with Syft and want a focused, low‑false‑positive vulnerability matcher"}, {"id": "mai-20260917-0922-baseline|c137-s2|zai-small|OWASP Dependency‑Check", "prompt": "c137-s2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OWASP Dependency‑Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Your stack is heavily Java or .NET and you prefer a traditional, manifest‑based scanner"}, {"id": "mai-20260917-0922-baseline|c137-s2|zai-small|OSV‑Scanner", "prompt": "c137-s2", "model": "zai-small", "cat": "software-composition-analysis", "variant": "paraphrase", "raw": "OSV‑Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You want the highest accuracy using Google's OSV.dev database"}, {"id": "mai-20260917-0922-baseline|c137-s3|alibaba-small|Snyk", "prompt": "c137-s3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Snyk** if you want the easiest setup and best developer experience."}, {"id": "mai-20260917-0922-baseline|c137-s3|alibaba-small|Semgrep Supply Chain", "prompt": "c137-s3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Semgrep** if you find other tools too noisy"}, {"id": "mai-20260917-0922-baseline|c137-s3|alibaba-small|OWASP Dependency-Check / Dependency-Track", "prompt": "c137-s3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "OWASP Dependency-Check / Dependency-Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Teams with zero budget or those needing full control/self-hosting."}, {"id": "mai-20260917-0922-baseline|c137-s3|alibaba-small|FOSSA", "prompt": "c137-s3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Small teams worried about license compliance alongside security."}, {"id": "mai-20260917-0922-baseline|c137-s3|alibaba-small|Mend.io (formerly WhiteSource)", "prompt": "c137-s3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend.io (formerly WhiteSource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good if your team anticipates growing into an enterprise soon"}, {"id": "mai-20260917-0922-baseline|c137-s3|alibaba-small|Black Duck", "prompt": "c137-s3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid heavy enterprise tools** like **Black Duck** or **Checkmarx SCA** initially."}, {"id": "mai-20260917-0922-baseline|c137-s3|alibaba-small|Checkmarx SCA", "prompt": "c137-s3", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Checkmarx SCA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid heavy enterprise tools** like **Black Duck** or **Checkmarx SCA** initially."}, {"id": "mai-20260917-0922-baseline|c137-s3|anthropic-small|Semgrep Supply Chain", "prompt": "c137-s3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "offers lightweight reachability analysis with a focus on simplicity and accessibility for smaller teams"}, {"id": "mai-20260917-0922-baseline|c137-s3|anthropic-small|Snyk", "prompt": "c137-s3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "developer-focused with automated fix PRs and broad language support"}, {"id": "mai-20260917-0922-baseline|c137-s3|anthropic-small|Trivy", "prompt": "c137-s3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Trivy or Syft/Grype paired with Dependabot** is recommended as a free combination"}, {"id": "mai-20260917-0922-baseline|c137-s3|anthropic-small|Syft/Grype", "prompt": "c137-s3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Syft/Grype", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Trivy or Syft/Grype paired with Dependabot** is recommended as a free combination"}, {"id": "mai-20260917-0922-baseline|c137-s3|anthropic-small|Dependabot", "prompt": "c137-s3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Dependabot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "paired with Dependabot ... without standing up a separate tool"}, {"id": "mai-20260917-0922-baseline|c137-s3|anthropic-small|Mend.io", "prompt": "c137-s3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "combines SCA platform with reachability and EPSS scoring"}, {"id": "mai-20260917-0922-baseline|c137-s3|anthropic-small|Black Duck", "prompt": "c137-s3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "enterprise governance platform with comprehensive license compliance"}, {"id": "mai-20260917-0922-baseline|c137-s3|anthropic-small|Endor Labs", "prompt": "c137-s3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Endor Labs focuses on full-stack reachability with noise reduction through call graph analysis"}, {"id": "mai-20260917-0922-baseline|c137-s3|anthropic-small|Sonatype Lifecycle", "prompt": "c137-s3", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Sonatype Lifecycle emphasizes policy-driven security with malicious package detection"}, {"id": "mai-20260917-0922-baseline|c137-s3|challenger-small|Snyk", "prompt": "c137-s3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a small engineering team**: **Snyk**."}, {"id": "mai-20260917-0922-baseline|c137-s3|challenger-small|FOSSA", "prompt": "c137-s3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for compliance and SBOMs**: **FOSSA**."}, {"id": "mai-20260917-0922-baseline|c137-s3|challenger-small|Semgrep Supply Chain", "prompt": "c137-s3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for low-noise prioritization**: **Semgrep Supply Chain**."}, {"id": "mai-20260917-0922-baseline|c137-s3|challenger-small|Trivy", "prompt": "c137-s3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best budget-free option**: **Trivy**."}, {"id": "mai-20260917-0922-baseline|c137-s3|challenger-small|Socket", "prompt": "c137-s3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for package-supply-chain risk**: **Socket**."}, {"id": "mai-20260917-0922-baseline|c137-s3|challenger-small|GitHub Advanced Security + Dependabot", "prompt": "c137-s3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitHub Advanced Security + Dependabot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best when you want dependency PRs and scanning inside GitHub's ecosystem."}, {"id": "mai-20260917-0922-baseline|c137-s3|challenger-small|Mend SCA", "prompt": "c137-s3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Teams that want **policy + remediation**"}, {"id": "mai-20260917-0922-baseline|c137-s3|challenger-small|Black Duck", "prompt": "c137-s3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Black Duck, Sonatype, and Mend lean more toward policy enforcement and compliance."}, {"id": "mai-20260917-0922-baseline|c137-s3|challenger-small|Sonatype", "prompt": "c137-s3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "FOSSA, Black Duck, and Sonatype are stronger when license reporting, SBOMs, and auditability matter most."}, {"id": "mai-20260917-0922-baseline|c137-s3|challenger-small|Endor Labs", "prompt": "c137-s3", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Semgrep Supply Chain and Endor Labs emphasize reachability analysis"}, {"id": "mai-20260917-0922-baseline|c137-s3|deepseek-small|GitHub Dependabot", "prompt": "c137-s3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitHub Dependabot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Is on GitHub with zero budget | **Dependabot** (enable today, free)... start with **Dependabot** (free, instant value)"}, {"id": "mai-20260917-0922-baseline|c137-s3|deepseek-small|Snyk Open Source", "prompt": "c137-s3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk Open Source", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Snyk is the \"safest default\" for developer-first SCA."}, {"id": "mai-20260917-0922-baseline|c137-s3|deepseek-small|FOSSA", "prompt": "c137-s3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Has strict license compliance / ships commercial software | **FOSSA**"}, {"id": "mai-20260917-0922-baseline|c137-s3|deepseek-small|Trivy", "prompt": "c137-s3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "add **Trivy** in CI if you want unlimited open-source scanning"}, {"id": "mai-20260917-0922-baseline|c137-s3|deepseek-small|Socket", "prompt": "c137-s3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fears malicious/typosquatted packages | **Socket**"}, {"id": "mai-20260917-0922-baseline|c137-s3|deepseek-small|Endor Labs", "prompt": "c137-s3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Endor Labs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "typically priced as enterprise software \\u2014 often overkill for very small teams"}, {"id": "mai-20260917-0922-baseline|c137-s3|deepseek-small|Semgrep Supply Chain", "prompt": "c137-s3", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Reachability analysis is more complex and typically priced as enterprise software \\u2014 often overkill for very small teams"}, {"id": "mai-20260917-0922-baseline|c137-s3|google-small|GitHub Dependabot", "prompt": "c137-s3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitHub Dependabot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**High noise rate:** It only performs basic version-matching... leading to frequent \"alert fatigue\"."}, {"id": "mai-20260917-0922-baseline|c137-s3|google-small|Semgrep Supply Chain", "prompt": "c137-s3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Semgrep Supply Chain** if you have fewer than 10 developers and want to **eliminate alert fatigue**."}, {"id": "mai-20260917-0922-baseline|c137-s3|google-small|Snyk (Open Source)", "prompt": "c137-s3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Snyk** if your developers demand top-tier IDE integrations"}, {"id": "mai-20260917-0922-baseline|c137-s3|google-small|Aikido Security", "prompt": "c137-s3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Aikido** if you are a fast-growing startup looking to consolidate multiple tools"}, {"id": "mai-20260917-0922-baseline|c137-s3|google-small|Trivy (by Aqua Security)", "prompt": "c137-s3", "model": "google-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Trivy (by Aqua Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Trivy** if you are building containerized or Kubernetes-heavy applications"}, {"id": "mai-20260917-0922-baseline|c137-s3|meta-small|Snyk", "prompt": "c137-s3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snyk is considered the safest default for developer-first SCA"}, {"id": "mai-20260917-0922-baseline|c137-s3|meta-small|Socket", "prompt": "c137-s3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Socket is known for catching malicious packages before they land"}, {"id": "mai-20260917-0922-baseline|c137-s3|meta-small|Trivy", "prompt": "c137-s3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trivy is the best free option if budget is zero"}, {"id": "mai-20260917-0922-baseline|c137-s3|meta-small|GitHub Advanced Security + Dependabot", "prompt": "c137-s3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitHub Advanced Security + Dependabot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other tools like GitHub Advanced Security + Dependabot ... also offer various features and pricing plans"}, {"id": "mai-20260917-0922-baseline|c137-s3|meta-small|GitLab Dependency Scanning", "prompt": "c137-s3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitLab Dependency Scanning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "GitLab Dependency Scanning ... also offer various features and pricing plans"}, {"id": "mai-20260917-0922-baseline|c137-s3|meta-small|Semgrep Supply Chain", "prompt": "c137-s3", "model": "meta-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Semgrep Supply Chain also offer various features and pricing plans"}, {"id": "mai-20260917-0922-baseline|c137-s3|minimax-small|Snyk Open Source", "prompt": "c137-s3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk Open Source", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snyk** - best balance of features and ease of use"}, {"id": "mai-20260917-0922-baseline|c137-s3|minimax-small|FOSSA", "prompt": "c137-s3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Teams prioritizing license compliance"}, {"id": "mai-20260917-0922-baseline|c137-s3|minimax-small|Semgrep Supply Chain", "prompt": "c137-s3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trivy** or **Semgrep** - if budget is zero"}, {"id": "mai-20260917-0922-baseline|c137-s3|minimax-small|Trivy", "prompt": "c137-s3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trivy** or **Semgrep** - if budget is zero"}, {"id": "mai-20260917-0922-baseline|c137-s3|minimax-small|Socket", "prompt": "c137-s3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Socket** - if you're particularly concerned about malicious dependencies"}, {"id": "mai-20260917-0922-baseline|c137-s3|minimax-small|GitHub Advanced Security + Dependabot", "prompt": "c137-s3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitHub Advanced Security + Dependabot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Teams already using GitHub"}, {"id": "mai-20260917-0922-baseline|c137-s3|minimax-small|Mend.io", "prompt": "c137-s3", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Mend.io** | Enterprise features | Higher price point | Scaling teams |"}, {"id": "mai-20260917-0922-baseline|c137-s3|mistral-small|Snyk Open Source (SCA)", "prompt": "c137-s3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk Open Source (SCA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, starting with Snyk or GitHub Advanced Security (if on GitHub) is recommended"}, {"id": "mai-20260917-0922-baseline|c137-s3|mistral-small|GitHub Advanced Security + Dependabot", "prompt": "c137-s3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitHub Advanced Security + Dependabot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, starting with Snyk or GitHub Advanced Security (if on GitHub) is recommended"}, {"id": "mai-20260917-0922-baseline|c137-s3|mistral-small|Trivy", "prompt": "c137-s3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with Trivy as a free alternative for basic needs"}, {"id": "mai-20260917-0922-baseline|c137-s3|mistral-small|FOSSA", "prompt": "c137-s3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FOSSA is best for license compliance"}, {"id": "mai-20260917-0922-baseline|c137-s3|mistral-small|Socket", "prompt": "c137-s3", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If supply chain security is a major concern, adding Socket can provide additional protection."}, {"id": "mai-20260917-0922-baseline|c137-s3|moonshot-small|Snyk", "prompt": "c137-s3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you can only pick one, **Snyk** is the safest default for paid tooling, while **Trivy** is unbeatable if you need to keep costs at zero."}, {"id": "mai-20260917-0922-baseline|c137-s3|moonshot-small|Trivy", "prompt": "c137-s3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Trivy** is unbeatable if you need to keep costs at zero."}, {"id": "mai-20260917-0922-baseline|c137-s3|moonshot-small|Semgrep Supply Chain", "prompt": "c137-s3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best when:** You want deeper technical analysis than basic CVE matching without enterprise complexity."}, {"id": "mai-20260917-0922-baseline|c137-s3|moonshot-small|Socket", "prompt": "c137-s3", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Paranoid about malicious packages & supply chain attacks** | **Socket**"}, {"id": "mai-20260917-0922-baseline|c137-s3|openai-small|GitHub Dependabot", "prompt": "c137-s3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "GitHub Dependabot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **GitHub Dependabot** — if you already use GitHub and want minimal overhead."}, {"id": "mai-20260917-0922-baseline|c137-s3|openai-small|Snyk Open Source / Snyk platform", "prompt": "c137-s3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk Open Source / Snyk platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often the best “small team” commercial choice because it’s built around developer workflow"}, {"id": "mai-20260917-0922-baseline|c137-s3|openai-small|OWASP Dependency-Check", "prompt": "c137-s3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best open-source baseline if you want a free command-line scanner."}, {"id": "mai-20260917-0922-baseline|c137-s3|openai-small|OWASP Dependency-Track", "prompt": "c137-s3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want an open-source **central dashboard** for managing software bills of materials"}, {"id": "mai-20260917-0922-baseline|c137-s3|openai-small|Mend.io", "prompt": "c137-s3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Mend.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically more platform than a very small team needs unless you have lots of dependencies or compliance pressure"}, {"id": "mai-20260917-0922-baseline|c137-s3|openai-small|Sonatype Lifecycle", "prompt": "c137-s3", "model": "openai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "excellent for mature security programs, but usually overkill for a tiny team"}, {"id": "mai-20260917-0922-baseline|c137-s3|xai-small|Snyk", "prompt": "c137-s3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Upgrade to **Snyk Free/Team** for polish/auto-fixes."}, {"id": "mai-20260917-0922-baseline|c137-s3|xai-small|Trivy", "prompt": "c137-s3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Trivy** or **OWASP** if budget=0 and you're CLI-comfortable."}, {"id": "mai-20260917-0922-baseline|c137-s3|xai-small|OWASP Dependency-Check", "prompt": "c137-s3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with **Trivy** or **OWASP** if budget=0"}, {"id": "mai-20260917-0922-baseline|c137-s3|xai-small|Semgrep Supply Chain", "prompt": "c137-s3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lightweight SCA with reachability... Free caps at 10 users"}, {"id": "mai-20260917-0922-baseline|c137-s3|xai-small|FOSSA", "prompt": "c137-s3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For compliance, add FOSSA."}, {"id": "mai-20260917-0922-baseline|c137-s3|xai-small|OSV-Scanner", "prompt": "c137-s3", "model": "xai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "OSV-Scanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source (Trivy/OSV-Scanner best) rely on NVD/OSV"}, {"id": "mai-20260917-0922-baseline|c137-s3|zai-small|Snyk", "prompt": "c137-s3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Developer-first SCA with quick integration into CI/CD and IDEs."}, {"id": "mai-20260917-0922-baseline|c137-s3|zai-small|OWASP Dependency‑Check", "prompt": "c137-s3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "OWASP Dependency‑Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal when you want basic vulnerability detection without licensing costs and minimal overhead."}, {"id": "mai-20260917-0922-baseline|c137-s3|zai-small|Trivy", "prompt": "c137-s3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Perfect if you need container security and can't afford a paid tool."}, {"id": "mai-20260917-0922-baseline|c137-s3|zai-small|Semgrep Supply Chain", "prompt": "c137-s3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for lean teams wanting deeper insight into usage"}, {"id": "mai-20260917-0922-baseline|c137-s3|zai-small|Jit", "prompt": "c137-s3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Jit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent when you want security and compliance in one place with minimal overhead."}, {"id": "mai-20260917-0922-baseline|c137-s3|zai-small|FOSSA", "prompt": "c137-s3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good if license management is a primary concern"}, {"id": "mai-20260917-0922-baseline|c137-s3|zai-small|SonarQube (Community/Developer)", "prompt": "c137-s3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "SonarQube (Community/Developer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Works well if you're consolidating security and quality tooling in SonarQube."}, {"id": "mai-20260917-0922-baseline|c137-s3|zai-small|Black Duck (Software Composition Analysis)", "prompt": "c137-s3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Black Duck (Software Composition Analysis)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Overkill for very small teams unless compliance is a major focus."}, {"id": "mai-20260917-0922-baseline|c137-s3|zai-small|Aikido Security", "prompt": "c137-s3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Great when you want minimal noise and practical remediation guidance."}, {"id": "mai-20260917-0922-baseline|c137-s3|zai-small|Socket", "prompt": "c137-s3", "model": "zai-small", "cat": "software-composition-analysis", "variant": "comparative", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Excellent if proactive malware detection is a top priority."}, {"id": "mai-20260917-0922-baseline|c137-s4|alibaba-small|Trivy", "prompt": "c137-s4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Trivy** or the free tier of **Snyk**."}, {"id": "mai-20260917-0922-baseline|c137-s4|alibaba-small|OWASP Dependency-Check", "prompt": "c137-s4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "less user-friendly than commercial tools... may have higher false positives, requiring manual triage time"}, {"id": "mai-20260917-0922-baseline|c137-s4|alibaba-small|Socket", "prompt": "c137-s4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Socket focuses on catching malicious packages and supply chain attacks"}, {"id": "mai-20260917-0922-baseline|c137-s4|alibaba-small|Semgrep", "prompt": "c137-s4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Semgrep Teams: ... their Team plan adds enhanced SCA features with good pricing for smaller teams"}, {"id": "mai-20260917-0922-baseline|c137-s4|alibaba-small|Snyk", "prompt": "c137-s4", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with **Trivy** or the free tier of **Snyk**."}, {"id": "mai-20260917-0922-baseline|c137-s4|anthropic-small|ORT (Open Reuse Toolkit)", "prompt": "c137-s4", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "ORT (Open Reuse Toolkit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "ideal for small teams with technical expertise who want complete control and no licensing costs"}, {"id": "mai-20260917-0922-baseline|c137-s4|anthropic-small|Semgrep Supply Chain", "prompt": "c137-s4", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small companies with tight budgets, **Semgrep Supply Chain's free tier** offers the best balance of capability and cost"}, {"id": "mai-20260917-0922-baseline|c137-s4|anthropic-small|OWASP Dependency-Check", "prompt": "c137-s4", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OWASP Dependency-Check** is the most accessible if you need something immediately usable with minimal setup"}, {"id": "mai-20260917-0922-baseline|c137-s4|anthropic-small|FOSSA", "prompt": "c137-s4", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FOSSA offers a middle ground with good value for startups and small companies."}, {"id": "mai-20260917-0922-baseline|c137-s4|challenger-small|Trivy", "prompt": "c137-s4", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Trivy** if you want **fully free, open-source scanning** with broad coverage"}, {"id": "mai-20260917-0922-baseline|c137-s4|challenger-small|OWASP Dependency-Check", "prompt": "c137-s4", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OWASP Dependency-Check** if you only need **basic CVE/dependency scanning** and minimal cost"}, {"id": "mai-20260917-0922-baseline|c137-s4|challenger-small|Snyk", "prompt": "c137-s4", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Snyk** is the strongest all-around option for small teams"}, {"id": "mai-20260917-0922-baseline|c137-s4|challenger-small|FOSSA", "prompt": "c137-s4", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**FOSSA** and **SOOS** are also worth a look because they are described as SMB-friendly"}, {"id": "mai-20260917-0922-baseline|c137-s4|challenger-small|SOOS", "prompt": "c137-s4", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "SOOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**FOSSA** and **SOOS** are also worth a look because they are described as SMB-friendly"}, {"id": "mai-20260917-0922-baseline|c137-s4|deepseek-small|Trivy", "prompt": "c137-s4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **zero budget**: **Trivy** (free, open-source) is the standout choice."}, {"id": "mai-20260917-0922-baseline|c137-s4|deepseek-small|Snyk", "prompt": "c137-s4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a **small budget but willing to pay a little**: **Snyk** (freemium) is the safest, developer-first default."}, {"id": "mai-20260917-0922-baseline|c137-s4|deepseek-small|Socket", "prompt": "c137-s4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for catching malicious/supply-chain packages... Great modern option for startups."}, {"id": "mai-20260917-0922-baseline|c137-s4|deepseek-small|Semgrep Supply Chain", "prompt": "c137-s4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best reachability on a budget... Free up to 10 developers"}, {"id": "mai-20260917-0922-baseline|c137-s4|deepseek-small|Grype", "prompt": "c137-s4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "optionally pair it with **Syft** for SBOM generation and **Grype** for scanning"}, {"id": "mai-20260917-0922-baseline|c137-s4|deepseek-small|Syft", "prompt": "c137-s4", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Syft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "pair it with **Syft** for SBOM generation"}, {"id": "mai-20260917-0922-baseline|c137-s4|google-small|Black Duck", "prompt": "c137-s4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Black Duck", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Rather than paying the high five-figure annual contracts demanded by enterprise giants (like Black Duck or Sonatype)"}, {"id": "mai-20260917-0922-baseline|c137-s4|google-small|Sonatype", "prompt": "c137-s4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Sonatype", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Rather than paying the high five-figure annual contracts demanded by enterprise giants (like Black Duck or Sonatype)"}, {"id": "mai-20260917-0922-baseline|c137-s4|google-small|GitHub Dependabot", "prompt": "c137-s4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "GitHub Dependabot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you are already on GitHub: Start by turning on **Dependabot**. It is free, requires zero maintenance"}, {"id": "mai-20260917-0922-baseline|c137-s4|google-small|GitLab Dependency Scanning", "prompt": "c137-s4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "GitLab Dependency Scanning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**GitHub Dependabot (or GitLab Dependency Scanning)**"}, {"id": "mai-20260917-0922-baseline|c137-s4|google-small|Trivy (by Aqua Security)", "prompt": "c137-s4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy (by Aqua Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a free pipeline tool with deep reporting: Integrate **Trivy** or **Syft/Grype** into your CI/CD builds."}, {"id": "mai-20260917-0922-baseline|c137-s4|google-small|Syft & Grype (by Anchore)", "prompt": "c137-s4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Syft & Grype (by Anchore)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Integrate **Trivy** or **Syft/Grype** into your CI/CD builds."}, {"id": "mai-20260917-0922-baseline|c137-s4|google-small|Snyk (Free Tier)", "prompt": "c137-s4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk (Free Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Snyk is widely regarded as having the best developer experience in the industry"}, {"id": "mai-20260917-0922-baseline|c137-s4|google-small|Jit (Free Tier)", "prompt": "c137-s4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Jit (Free Tier)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Jit is a developer security platform that orchestrates various open-source security tools"}, {"id": "mai-20260917-0922-baseline|c137-s4|google-small|SOOS SCA", "prompt": "c137-s4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "SOOS SCA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "If you want a dedicated commercial SCA tool on a budget: Choose **SOOS SCA**."}, {"id": "mai-20260917-0922-baseline|c137-s4|google-small|Aikido Security", "prompt": "c137-s4", "model": "google-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you need a complete security stack on a budget: Invest in **Aikido Security**."}, {"id": "mai-20260917-0922-baseline|c137-s4|meta-small|Trivy", "prompt": "c137-s4", "model": "meta-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best software composition analysis tool for a small company with a tight budget is Trivy, which is a free and open-source tool"}, {"id": "mai-20260917-0922-baseline|c137-s4|meta-small|Snyk", "prompt": "c137-s4", "model": "meta-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Snyk, Socket, and Semgrep, which offer free tiers or affordable pricing plans."}, {"id": "mai-20260917-0922-baseline|c137-s4|meta-small|Socket", "prompt": "c137-s4", "model": "meta-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Snyk, Socket, and Semgrep, which offer free tiers or affordable pricing plans."}, {"id": "mai-20260917-0922-baseline|c137-s4|meta-small|Semgrep", "prompt": "c137-s4", "model": "meta-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Snyk, Socket, and Semgrep, which offer free tiers or affordable pricing plans."}, {"id": "mai-20260917-0922-baseline|c137-s4|minimax-small|Trivy", "prompt": "c137-s4", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Trivy** (if you have zero budget)"}, {"id": "mai-20260917-0922-baseline|c137-s4|minimax-small|Socket", "prompt": "c137-s4", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Socket's free tier** (for better malicious package detection)"}, {"id": "mai-20260917-0922-baseline|c137-s4|minimax-small|Snyk Team", "prompt": "c137-s4", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk Team", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you have some budget ... safest default for developer-first SCA"}, {"id": "mai-20260917-0922-baseline|c137-s4|minimax-small|Semgrep", "prompt": "c137-s4", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Snyk Team** or **Semgrep Teams** would provide more comprehensive coverage"}, {"id": "mai-20260917-0922-baseline|c137-s4|mistral-small|Trivy", "prompt": "c137-s4", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a completely free solution, **Trivy** is the best choice."}, {"id": "mai-20260917-0922-baseline|c137-s4|mistral-small|Semgrep Supply Chain", "prompt": "c137-s4", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For slightly more advanced features with minimal cost, **Semgrep** or **Socket** are excellent."}, {"id": "mai-20260917-0922-baseline|c137-s4|mistral-small|OWASP Dependency-Check", "prompt": "c137-s4", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Another free, open-source tool that provides basic CVE scanning, suitable for teams with very limited budgets."}, {"id": "mai-20260917-0922-baseline|c137-s4|mistral-small|Socket", "prompt": "c137-s4", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For slightly more advanced features with minimal cost, **Semgrep** or **Socket** are excellent."}, {"id": "mai-20260917-0922-baseline|c137-s4|mistral-small|Snyk Open Source", "prompt": "c137-s4", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk Open Source", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you can stretch your budget a little, **Snyk** offers great value for developer-first teams."}, {"id": "mai-20260917-0922-baseline|c137-s4|moonshot-small|Trivy", "prompt": "c137-s4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Trivy** if your budget is truly zero—it's powerful, actively maintained, and covers containers plus dependencies."}, {"id": "mai-20260917-0922-baseline|c137-s4|moonshot-small|OWASP Dependency-Check", "prompt": "c137-s4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Limitation:** Higher false positive rate; good as a secondary check"}, {"id": "mai-20260917-0922-baseline|c137-s4|moonshot-small|Semgrep", "prompt": "c137-s4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Why it's great:** Combines SCA with static analysis"}, {"id": "mai-20260917-0922-baseline|c137-s4|moonshot-small|Snyk Open Source", "prompt": "c137-s4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk Open Source", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Snyk's free tier** or **FOSSA's free tier** are excellent stepping stones"}, {"id": "mai-20260917-0922-baseline|c137-s4|moonshot-small|FOSSA", "prompt": "c137-s4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Transparent public pricing, SBOM management, license compliance"}, {"id": "mai-20260917-0922-baseline|c137-s4|moonshot-small|Socket", "prompt": "c137-s4", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Socket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Why it's great:** Catches malicious packages before they land"}, {"id": "mai-20260917-0922-baseline|c137-s4|openai-small|OWASP Dependency-Check", "prompt": "c137-s4", "model": "openai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **OWASP Dependency-Check** if you want **free, open-source, CI-friendly basic vulnerability scanning**"}, {"id": "mai-20260917-0922-baseline|c137-s4|openai-small|Snyk Open Source", "prompt": "c137-s4", "model": "openai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk Open Source", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Snyk Open Source** is often the best paid option for small teams because it offers a free tier"}, {"id": "mai-20260917-0922-baseline|c137-s4|openai-small|FOSSA", "prompt": "c137-s4", "model": "openai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If license compliance is a major concern:** FOSSA is worth a look"}, {"id": "mai-20260917-0922-baseline|c137-s4|xai-small|Trivy", "prompt": "c137-s4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Trivy (from Aqua Security) stands out as the best software composition analysis (SCA) tool."}, {"id": "mai-20260917-0922-baseline|c137-s4|xai-small|OWASP Dependency-Check", "prompt": "c137-s4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High FPs/slow (11+ min scans); narrow scope | Java-heavy stacks only"}, {"id": "mai-20260917-0922-baseline|c137-s4|xai-small|Grype + Syft (Anchore)", "prompt": "c137-s4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Grype + Syft (Anchore)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Accurate vuln matching; SBOM-first | Two tools; slightly more setup"}, {"id": "mai-20260917-0922-baseline|c137-s4|xai-small|Snyk Free Tier", "prompt": "c137-s4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk Free Tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For growth, Snyk's free tier adds polish without immediate cost."}, {"id": "mai-20260917-0922-baseline|c137-s4|xai-small|OSV-Scanner", "prompt": "c137-s4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OSV-Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top accuracy/low FPs | Google ecosystem focus; less broad"}, {"id": "mai-20260917-0922-baseline|c137-s4|xai-small|Dependabot", "prompt": "c137-s4", "model": "xai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Dependabot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your stack is GitHub-native, try Dependabot (free alerts/fix PRs)."}, {"id": "mai-20260917-0922-baseline|c137-s4|zai-small|Trivy", "prompt": "c137-s4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Trivy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Trivy**. It solves the problem completely for free."}, {"id": "mai-20260917-0922-baseline|c137-s4|zai-small|Semgrep Supply Chain", "prompt": "c137-s4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner Up: Semgrep Supply Chain (Best for Low Cost / Modern Workflow)"}, {"id": "mai-20260917-0922-baseline|c137-s4|zai-small|OWASP Dependency-Check", "prompt": "c137-s4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It generally has a higher false-positive rate and a less modern user interface compared to Trivy or Semgrep."}, {"id": "mai-20260917-0922-baseline|c137-s4|zai-small|SOOS", "prompt": "c137-s4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "SOOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable Hosted: SOOS (Best for Small Teams with a Small Budget)"}, {"id": "mai-20260917-0922-baseline|c137-s4|zai-small|Black Duck", "prompt": "c137-s4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Black Duck", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "without the complexity and cost of enterprise tools like Black Duck"}, {"id": "mai-20260917-0922-baseline|c137-s4|zai-small|Snyk", "prompt": "c137-s4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Snyk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Small companies that want a hosted dashboard but cannot afford Snyk or Mend pricing."}, {"id": "mai-20260917-0922-baseline|c137-s4|zai-small|Mend", "prompt": "c137-s4", "model": "zai-small", "cat": "software-composition-analysis", "variant": "budget", "raw": "Mend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "cannot afford Snyk or Mend pricing"}, {"id": "mai-20260917-0922-baseline|c137-s5|deepseek-small|Endor Labs", "prompt": "c137-s5", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "tools like Endor Labs, Semgrep, and Snyk use call-graph/reachability to cut alert noise dramatically"}, {"id": "mai-20260917-0922-baseline|c137-s5|deepseek-small|Semgrep", "prompt": "c137-s5", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Semgrep Supply Chain** — free to ~10 devs, reachability on a budget."}, {"id": "mai-20260917-0922-baseline|c137-s5|deepseek-small|Snyk", "prompt": "c137-s5", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Snyk** — developer-first, free tier + ~$25/dev/mo, auto-fix PRs."}, {"id": "mai-20260917-0922-baseline|c137-s5|deepseek-small|OWASP Dependency-Check", "prompt": "c137-s5", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trivy** and **OWASP Dependency-Check** — free, CI-native basics."}, {"id": "mai-20260917-0922-baseline|c137-s5|deepseek-small|Trivy", "prompt": "c137-s5", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Trivy** and **OWASP Dependency-Check** — free, CI-native basics."}, {"id": "mai-20260917-0922-baseline|c137-s5|deepseek-small|FOSSA", "prompt": "c137-s5", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**FOSSA** — strongest for license compliance/attribution."}, {"id": "mai-20260917-0922-baseline|c137-s5|deepseek-small|Socket", "prompt": "c137-s5", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Socket** — focused on catching *malicious packages*"}, {"id": "mai-20260917-0922-baseline|c137-s5|google-small|Dependabot", "prompt": "c137-s5", "model": "google-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Dependabot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "GitHub Dependabot / GitLab Dependency Scanning: Excellent for automated PRs and basic CVE detection. It costs nothing"}, {"id": "mai-20260917-0922-baseline|c137-s5|google-small|Snyk", "prompt": "c137-s5", "model": "google-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Snyk: The market leader in developer-first security. Very strong database, great auto-remediation, but can get expensive as you scale."}, {"id": "mai-20260917-0922-baseline|c137-s5|google-small|Renovate", "prompt": "c137-s5", "model": "google-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Renovate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Renovate: An open-source tool that keeps your dependencies up to date."}, {"id": "mai-20260917-0922-baseline|c137-s5|google-small|Veracode", "prompt": "c137-s5", "model": "google-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise SCA tools (like Veracode or Synopsys Black Duck) are often built for massive companies and come with painful, high-minimum sales contracts."}, {"id": "mai-20260917-0922-baseline|c137-s5|google-small|Synopsys Black Duck", "prompt": "c137-s5", "model": "google-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Synopsys Black Duck", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often built for massive companies and come with painful, high-minimum sales contracts"}, {"id": "mai-20260917-0922-baseline|c137-s5|google-small|Debricked", "prompt": "c137-s5", "model": "google-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Debricked", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Debricked: Highly accurate, developer-friendly, and has excellent pricing plans for smaller companies."}, {"id": "mai-20260917-0922-baseline|c137-s5|google-small|Socket", "prompt": "c137-s5", "model": "google-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Socket: Specifically designed to fight software supply chain attacks and block malicious packages... Highly recommended"}, {"id": "mai-20260917-0922-baseline|c137-s5|google-small|GitLab Dependency Scanning", "prompt": "c137-s5", "model": "google-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "GitLab Dependency Scanning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "GitHub Dependabot / GitLab Dependency Scanning: Excellent for automated PRs and basic CVE detection."}, {"id": "mai-20260917-0922-baseline|c137-s5|google-small|Semgrep", "prompt": "c137-s5", "model": "google-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Semgrep: Known for incredibly fast SAST, they also offer a highly competitive and developer-friendly SCA product."}, {"id": "mai-20260917-0922-baseline|c137-s5|google-small|GitLab Ultimate / GitHub Advanced Security", "prompt": "c137-s5", "model": "google-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "GitLab Ultimate / GitHub Advanced Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "If you want everything natively inside your Git provider and have the budget to upgrade your licensing."}, {"id": "mai-20260917-0922-baseline|c137-s5|mistral-small|OWASP Dependency-Track", "prompt": "c137-s5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "OWASP Dependency-Track", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Open Source:** OWASP Dependency-Track, Snyk Open Source (free tier)"}, {"id": "mai-20260917-0922-baseline|c137-s5|mistral-small|Snyk Open Source", "prompt": "c137-s5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Snyk Open Source", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Open Source:** OWASP Dependency-Track, Snyk Open Source (free tier)"}, {"id": "mai-20260917-0922-baseline|c137-s5|mistral-small|Snyk", "prompt": "c137-s5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Commercial:** Snyk, GitHub Advanced Security, JFrog Xray, WhiteSource, Black Duck, FOSSA, Checkmarx SCA, Aqua Security"}, {"id": "mai-20260917-0922-baseline|c137-s5|mistral-small|GitHub Advanced Security", "prompt": "c137-s5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Commercial:** Snyk, GitHub Advanced Security, JFrog Xray, WhiteSource, Black Duck, FOSSA, Checkmarx SCA, Aqua Security"}, {"id": "mai-20260917-0922-baseline|c137-s5|mistral-small|JFrog Xray", "prompt": "c137-s5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "JFrog Xray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Commercial:** Snyk, GitHub Advanced Security, JFrog Xray, WhiteSource, Black Duck, FOSSA, Checkmarx SCA, Aqua Security"}, {"id": "mai-20260917-0922-baseline|c137-s5|mistral-small|WhiteSource", "prompt": "c137-s5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "WhiteSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Commercial:** Snyk, GitHub Advanced Security, JFrog Xray, WhiteSource, Black Duck, FOSSA, Checkmarx SCA, Aqua Security"}, {"id": "mai-20260917-0922-baseline|c137-s5|mistral-small|Black Duck", "prompt": "c137-s5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Commercial:** ... WhiteSource, Black Duck, FOSSA, Checkmarx SCA, Aqua Security"}, {"id": "mai-20260917-0922-baseline|c137-s5|mistral-small|FOSSA", "prompt": "c137-s5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Commercial:** ... Black Duck, FOSSA, Checkmarx SCA, Aqua Security"}, {"id": "mai-20260917-0922-baseline|c137-s5|mistral-small|Checkmarx SCA", "prompt": "c137-s5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Checkmarx SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Commercial:** ... FOSSA, Checkmarx SCA, Aqua Security"}, {"id": "mai-20260917-0922-baseline|c137-s5|mistral-small|Aqua Security", "prompt": "c137-s5", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Aqua Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Commercial:** ... Checkmarx SCA, Aqua Security"}, {"id": "mai-20260917-0922-baseline|c137-s5|moonshot-small|Snyk", "prompt": "c137-s5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Snyk**: Developer-first, free tier, ~$25/dev/month paid"}, {"id": "mai-20260917-0922-baseline|c137-s5|moonshot-small|GitHub Dependabot", "prompt": "c137-s5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "GitHub Dependabot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GitHub Dependabot**: Free with GitHub, good starting point"}, {"id": "mai-20260917-0922-baseline|c137-s5|moonshot-small|FOSSA", "prompt": "c137-s5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**FOSSA**: Strong for license compliance"}, {"id": "mai-20260917-0922-baseline|c137-s5|moonshot-small|Mend (WhiteSource)", "prompt": "c137-s5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Mend (WhiteSource)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Mend (WhiteSource)**: ~$250-1,000/dev/year"}, {"id": "mai-20260917-0922-baseline|c137-s5|moonshot-small|Aikido Security", "prompt": "c137-s5", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Aikido Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Aikido Security**: Free plan, good for smaller teams"}, {"id": "mai-20260917-0922-baseline|c137-s5|xai-small|OWASP Dependency-Check", "prompt": "c137-s5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "benchmarks like OWASP Dependency-Check to test accuracy"}, {"id": "mai-20260917-0922-baseline|c137-s5|xai-small|Snyk", "prompt": "c137-s5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "tools like Snyk or Mend often win here"}, {"id": "mai-20260917-0922-baseline|c137-s5|xai-small|Mend", "prompt": "c137-s5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Mend", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "tools like Snyk or Mend often win here"}, {"id": "mai-20260917-0922-baseline|c137-s5|xai-small|Checkmarx SCA", "prompt": "c137-s5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Checkmarx SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for SMBs include Snyk (developer-friendly), Mend (remediation-focused), Checkmarx SCA"}, {"id": "mai-20260917-0922-baseline|c137-s5|xai-small|Veracode SCA", "prompt": "c137-s5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Veracode SCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Veracode SCA, FOSSA, Black Duck"}, {"id": "mai-20260917-0922-baseline|c137-s5|xai-small|FOSSA", "prompt": "c137-s5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "FOSSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Veracode SCA, FOSSA, Black Duck"}, {"id": "mai-20260917-0922-baseline|c137-s5|xai-small|Black Duck", "prompt": "c137-s5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Black Duck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Veracode SCA, FOSSA, Black Duck"}, {"id": "mai-20260917-0922-baseline|c137-s5|xai-small|Dependency-Track", "prompt": "c137-s5", "model": "xai-small", "cat": "software-composition-analysis", "variant": "scale", "raw": "Dependency-Track", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "open-source like Dependency-Track"}, {"id": "mai-20260917-0922-baseline|c137-s6|alibaba-small|Black Duck", "prompt": "c137-s6", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Black Duck", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples to be Cautious About: Black Duck and Sonatype Lifecycle... steep learning curve and high licensing costs"}, {"id": "mai-20260917-0922-baseline|c137-s6|alibaba-small|Sonatype Lifecycle", "prompt": "c137-s6", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples to be Cautious About: Black Duck and Sonatype Lifecycle"}, {"id": "mai-20260917-0922-baseline|c137-s6|alibaba-small|Snyk Open Source", "prompt": "c137-s6", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk Open Source", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Developer-Centric Tools: Such as Snyk Open Source or GitHub Advanced Security."}, {"id": "mai-20260917-0922-baseline|c137-s6|alibaba-small|GitHub Advanced Security", "prompt": "c137-s6", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "GitHub Advanced Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Such as Snyk Open Source or GitHub Advanced Security. These prioritize \"auto-fix pull requests\" and ease of use"}, {"id": "mai-20260917-0922-baseline|c137-s6|alibaba-small|Dependabot", "prompt": "c137-s6", "model": "alibaba-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Dependabot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Integrated Solutions: Using Dependabot (native to GitHub) if you are already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c137-s6|anthropic-small|Black Duck", "prompt": "c137-s6", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Black Duck", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Black Duck has a high price and minimum licensing requirements that can be prohibitive for small teams or startups."}, {"id": "mai-20260917-0922-baseline|c137-s6|anthropic-small|Endor Labs", "prompt": "c137-s6", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Endor Labs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Endor Labs doesn't publish SCA prices publicly and requires direct sales engagement."}, {"id": "mai-20260917-0922-baseline|c137-s6|anthropic-small|Checkmarx SCA (Standalone)", "prompt": "c137-s6", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Checkmarx SCA (Standalone)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SCA capabilities are less comprehensive than specialized competitors. Pricing can be complex when bundling multiple products."}, {"id": "mai-20260917-0922-baseline|c137-s6|anthropic-small|Semgrep Supply Chain", "prompt": "c137-s6", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Semgrep Supply Chain offers lightweight reachability analysis with a focus on simplicity and accessibility for smaller teams"}, {"id": "mai-20260917-0922-baseline|c137-s6|anthropic-small|Dependency-Track", "prompt": "c137-s6", "model": "anthropic-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Dependency-Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "powerful open-source software composition analysis platform that offers small businesses enterprise-level visibility"}, {"id": "mai-20260917-0922-baseline|c137-s6|challenger-small|OWASP Dependency-Check", "prompt": "c137-s6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "CPE matching can create noise** and it has **no reachability analysis**"}, {"id": "mai-20260917-0922-baseline|c137-s6|challenger-small|Trivy", "prompt": "c137-s6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "container-centric** and lacking **reachability**, so it may be better as part of a broader toolchain than as a sole SCA solution"}, {"id": "mai-20260917-0922-baseline|c137-s6|challenger-small|Sonatype Lifecycle", "prompt": "c137-s6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing and operational overhead can be harder for small teams to justify"}, {"id": "mai-20260917-0922-baseline|c137-s6|challenger-small|Black Duck", "prompt": "c137-s6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Black Duck", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing and operational overhead can be harder for small teams to justify"}, {"id": "mai-20260917-0922-baseline|c137-s6|challenger-small|Checkmarx/Mend-style enterprise offerings", "prompt": "c137-s6", "model": "challenger-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Checkmarx/Mend-style enterprise offerings", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these are capable tools, but the pricing and operational overhead can be harder for small teams to justify"}, {"id": "mai-20260917-0922-baseline|c137-s6|deepseek-small|Black Duck (Synopsys)", "prompt": "c137-s6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Caution level: High ... a poor resource allocation for a small business."}, {"id": "mai-20260917-0922-baseline|c137-s6|deepseek-small|Mend (formerly WhiteSource)", "prompt": "c137-s6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "premature and pricey for a small business ... rather than locking into an enterprise contract like Black Duck or Mend prematurely"}, {"id": "mai-20260917-0922-baseline|c137-s6|deepseek-small|Sonatype Lifecycle", "prompt": "c137-s6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caution level: Medium–High ... enterprise-priced platforms"}, {"id": "mai-20260917-0922-baseline|c137-s6|deepseek-small|Endor Labs", "prompt": "c137-s6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Endor Labs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution level: Medium–High ... enterprise-priced platforms"}, {"id": "mai-20260917-0922-baseline|c137-s6|deepseek-small|OWASP Dependency-Check", "prompt": "c137-s6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Caution level: Medium (with nuance) ... not ideal as a primary, trusted SCA for a small team"}, {"id": "mai-20260917-0922-baseline|c137-s6|deepseek-small|Snyk Open Source", "prompt": "c137-s6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk Open Source", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "free tier (200+ tests/month), Team ~$25/dev/mo with auto-fix PRs and reachability; the \"safest developer-first default.\""}, {"id": "mai-20260917-0922-baseline|c137-s6|deepseek-small|Socket", "prompt": "c137-s6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "free/Team ~$20/dev/mo; strong at catching malicious packages in real time"}, {"id": "mai-20260917-0922-baseline|c137-s6|deepseek-small|Semgrep Supply Chain", "prompt": "c137-s6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "free to ~10 devs, function-level reachability on a budget"}, {"id": "mai-20260917-0922-baseline|c137-s6|deepseek-small|Trivy", "prompt": "c137-s6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "best free, open-source options if budget is essentially zero"}, {"id": "mai-20260917-0922-baseline|c137-s6|deepseek-small|Grype", "prompt": "c137-s6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Grype", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "best free, open-source options if budget is essentially zero"}, {"id": "mai-20260917-0922-baseline|c137-s6|deepseek-small|OSV-Scanner", "prompt": "c137-s6", "model": "deepseek-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "OSV-Scanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "best free, open-source options if budget is essentially zero"}, {"id": "mai-20260917-0922-baseline|c137-s6|google-small|Black Duck (by Synopsys)", "prompt": "c137-s6", "model": "google-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Black Duck (by Synopsys)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "notorious for being expensive ... and having a steep learning curve"}, {"id": "mai-20260917-0922-baseline|c137-s6|google-small|Mend.io (formerly WhiteSource)", "prompt": "c137-s6", "model": "google-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Mend.io (formerly WhiteSource)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Mend is an enterprise-focused tool with high entry-point pricing"}, {"id": "mai-20260917-0922-baseline|c137-s6|google-small|Veracode", "prompt": "c137-s6", "model": "google-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Purchasing these platforms just for SCA is typically overkill for a small team."}, {"id": "mai-20260917-0922-baseline|c137-s6|google-small|Checkmarx", "prompt": "c137-s6", "model": "google-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Checkmarx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Purchasing these platforms just for SCA is typically overkill for a small team."}, {"id": "mai-20260917-0922-baseline|c137-s6|google-small|OWASP Dependency-Check", "prompt": "c137-s6", "model": "google-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it generates a massive number of false positives"}, {"id": "mai-20260917-0922-baseline|c137-s6|google-small|Semgrep", "prompt": "c137-s6", "model": "google-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Semgrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look for tools with \"reachability analysis\" (like Semgrep, Endor Labs, or Snyk)"}, {"id": "mai-20260917-0922-baseline|c137-s6|google-small|Endor Labs", "prompt": "c137-s6", "model": "google-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Endor Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "tools with \"reachability analysis\" (like Semgrep, Endor Labs, or Snyk)"}, {"id": "mai-20260917-0922-baseline|c137-s6|google-small|Snyk", "prompt": "c137-s6", "model": "google-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Snyk** (excellent free and self-service developer tiers)"}, {"id": "mai-20260917-0922-baseline|c137-s6|google-small|Dependabot", "prompt": "c137-s6", "model": "google-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Dependabot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "If you use GitHub, **Dependabot** is free, built-in, and automatically generates upgrade PRs."}, {"id": "mai-20260917-0922-baseline|c137-s6|google-small|GitLab", "prompt": "c137-s6", "model": "google-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "GitLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "GitLab offers similar native dependency scanning."}, {"id": "mai-20260917-0922-baseline|c137-s6|google-small|SOOS", "prompt": "c137-s6", "model": "google-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "SOOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**SOOS** (highly affordable flat rates)"}, {"id": "mai-20260917-0922-baseline|c137-s6|minimax-small|Snyk", "prompt": "c137-s6", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snyk** is recommended for startups and small teams"}, {"id": "mai-20260917-0922-baseline|c137-s6|minimax-small|Trivy", "prompt": "c137-s6", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trivy** is the best free option for zero budget"}, {"id": "mai-20260917-0922-baseline|c137-s6|minimax-small|Socket", "prompt": "c137-s6", "model": "minimax-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Socket** is noteworthy for catching malicious packages"}, {"id": "mai-20260917-0922-baseline|c137-s6|mistral-small|Snyk Open Source", "prompt": "c137-s6", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk Open Source", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snyk Open Source**: Developer-first, good automation, free tier available."}, {"id": "mai-20260917-0922-baseline|c137-s6|mistral-small|Socket", "prompt": "c137-s6", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Socket**: Focuses on catching malicious packages, good for supply chain defense."}, {"id": "mai-20260917-0922-baseline|c137-s6|mistral-small|Trivy", "prompt": "c137-s6", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trivy**: Best free option if budget is zero."}, {"id": "mai-20260917-0922-baseline|c137-s6|mistral-small|GitHub Advanced Security + Dependabot", "prompt": "c137-s6", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "GitHub Advanced Security + Dependabot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Seamless for GitHub-native teams."}, {"id": "mai-20260917-0922-baseline|c137-s6|mistral-small|FOSSA", "prompt": "c137-s6", "model": "mistral-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "FOSSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**FOSSA**: Good for license and legal exposure management."}, {"id": "mai-20260917-0922-baseline|c137-s6|moonshot-small|Black Duck (Black Duck Software / formerly Synopsys)", "prompt": "c137-s6", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Black Duck (Black Duck Software / formerly Synopsys)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** Enterprise pricing with zero transparency"}, {"id": "mai-20260917-0922-baseline|c137-s6|moonshot-small|Mend (formerly WhiteSource)", "prompt": "c137-s6", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Mend (formerly WhiteSource)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid:** Expensive, no free tier, sales-gated"}, {"id": "mai-20260917-0922-baseline|c137-s6|moonshot-small|Sonatype Nexus Lifecycle / Repository Pro", "prompt": "c137-s6", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Sonatype Nexus Lifecycle / Repository Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid Black Duck, Mend, and Sonatype Lifecycle** unless they have enterprise budgets"}, {"id": "mai-20260917-0922-baseline|c137-s6|moonshot-small|Snyk Open Source", "prompt": "c137-s6", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk Open Source", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Free tier; paid from **~$25/dev/mo**, developer-friendly"}, {"id": "mai-20260917-0922-baseline|c137-s6|moonshot-small|Semgrep Supply Chain", "prompt": "c137-s6", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Semgrep Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free up to 10 developers; **$30/dev/mo** after"}, {"id": "mai-20260917-0922-baseline|c137-s6|moonshot-small|Socket", "prompt": "c137-s6", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free plan; paid from **$20/dev/mo**, strong at catching malicious packages"}, {"id": "mai-20260917-0922-baseline|c137-s6|moonshot-small|Trivy", "prompt": "c137-s6", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Completely free, open-source, CI-native"}, {"id": "mai-20260917-0922-baseline|c137-s6|moonshot-small|OWASP Dependency-Check", "prompt": "c137-s6", "model": "moonshot-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "OWASP Dependency-Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free option for basic CVE scanning"}, {"id": "mai-20260917-0922-baseline|c137-s6|openai-small|Veracode", "prompt": "c137-s6", "model": "openai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Veracode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Veracode notes that free appsec tools often generate lots of false positives and provide limited remediation/business-impact guidance"}, {"id": "mai-20260917-0922-baseline|c137-s6|xai-small|Black Duck (Synopsys)", "prompt": "c137-s6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Black Duck (Synopsys)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid or Approach with Caution:\n- **Black Duck (Synopsys)**: ... \"quite expensive for small companies,\""}, {"id": "mai-20260917-0922-baseline|c137-s6|xai-small|Sonatype Nexus Lifecycle", "prompt": "c137-s6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Sonatype Nexus Lifecycle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "PeerSpot users call it \"high\" and \"suitable only for enterprises,\" not small businesses."}, {"id": "mai-20260917-0922-baseline|c137-s6|xai-small|Vulert", "prompt": "c137-s6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Vulert", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "alternatives like Vulert target SMBs explicitly as cheaper options"}, {"id": "mai-20260917-0922-baseline|c137-s6|xai-small|Checkmarx SCA", "prompt": "c137-s6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Checkmarx SCA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "highlight \"complex and high for small organizations,\" slow scans"}, {"id": "mai-20260917-0922-baseline|c137-s6|xai-small|JFrog Xray", "prompt": "c137-s6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "JFrog Xray", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "No free tier for SCA; suited for teams already in JFrog ecosystem. Limitations for small teams include heavier setup and scaling costs."}, {"id": "mai-20260917-0922-baseline|c137-s6|xai-small|Mend SCA (formerly WhiteSource)", "prompt": "c137-s6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Mend SCA (formerly WhiteSource)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "reviews flag it as \"too pricy for smaller startups,\" with UI complexity and alert noise"}, {"id": "mai-20260917-0922-baseline|c137-s6|xai-small|Snyk", "prompt": "c137-s6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Snyk**: Free tier; Team ~$25–$98/dev/month. Developer-friendly, low noise."}, {"id": "mai-20260917-0922-baseline|c137-s6|xai-small|GitHub Advanced Security/Dependabot", "prompt": "c137-s6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "GitHub Advanced Security/Dependabot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free for public repos; affordable add-on for private."}, {"id": "mai-20260917-0922-baseline|c137-s6|xai-small|OWASP Dependency-Check/Trivy", "prompt": "c137-s6", "model": "xai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "OWASP Dependency-Check/Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "OSS like OWASP Dependency-Check/Trivy**: Zero cost, CI-integrable."}, {"id": "mai-20260917-0922-baseline|c137-s6|zai-small|Black Duck (by Synopsys)", "prompt": "c137-s6", "model": "zai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Black Duck (by Synopsys)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Black Duck (by Synopsys) – **Avoid**"}, {"id": "mai-20260917-0922-baseline|c137-s6|zai-small|Endor Labs", "prompt": "c137-s6", "model": "zai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Endor Labs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Endor Labs – **Avoid (for small teams)**"}, {"id": "mai-20260917-0922-baseline|c137-s6|zai-small|Sonatype Lifecycle", "prompt": "c137-s6", "model": "zai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Sonatype Lifecycle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Sonatype Lifecycle – **Caution**"}, {"id": "mai-20260917-0922-baseline|c137-s6|zai-small|Mend.io", "prompt": "c137-s6", "model": "zai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Mend.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mend.io (Enterprise Plans) – **Caution**"}, {"id": "mai-20260917-0922-baseline|c137-s6|zai-small|Checkmarx SCA", "prompt": "c137-s6", "model": "zai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Checkmarx SCA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Checkmarx SCA – **Caution**"}, {"id": "mai-20260917-0922-baseline|c137-s6|zai-small|Snyk", "prompt": "c137-s6", "model": "zai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Snyk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Tools like **Snyk** (Team plan), **Trivy**, **Aikido**, or **Socket** are generally better suited for small teams"}, {"id": "mai-20260917-0922-baseline|c137-s6|zai-small|Trivy", "prompt": "c137-s6", "model": "zai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Trivy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "generally better suited for small teams because they offer free tiers, transparent pricing, and faster scan times"}, {"id": "mai-20260917-0922-baseline|c137-s6|zai-small|Aikido", "prompt": "c137-s6", "model": "zai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Aikido", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "generally better suited for small teams"}, {"id": "mai-20260917-0922-baseline|c137-s6|zai-small|Socket", "prompt": "c137-s6", "model": "zai-small", "cat": "software-composition-analysis", "variant": "negative", "raw": "Socket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "generally better suited for small teams"}, {"id": "mai-20260917-0922-baseline|c138-l1|alibaba-small|Datadog", "prompt": "c138-l1", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Datadog is the industry standard for large enterprises... Drawbacks: Expensive."}, {"id": "mai-20260917-0922-baseline|c138-l1|alibaba-small|Sentry", "prompt": "c138-l1", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Sentry for the Dev Team: Most engineering organizations start with Sentry because it directly helps developers do their jobs better."}, {"id": "mai-20260917-0922-baseline|c138-l1|alibaba-small|Honeycomb", "prompt": "c138-l1", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Honeycomb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for High-Volume Microservices: Honeycomb"}, {"id": "mai-20260917-0922-baseline|c138-l1|alibaba-small|Splunk", "prompt": "c138-l1", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Splunk: The enterprise titan for security and compliance. Very expensive."}, {"id": "mai-20260917-0922-baseline|c138-l1|alibaba-small|Elasticsearch (Elastic)", "prompt": "c138-l1", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Elasticsearch (Elastic)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Elasticsearch/OpenSearch: The standard for flexible, searchable log storage."}, {"id": "mai-20260917-0922-baseline|c138-l1|alibaba-small|New Relic", "prompt": "c138-l1", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Complex Distributed Traces | Honeycomb or New Relic"}, {"id": "mai-20260917-0922-baseline|c138-l1|anthropic-small|Sentry", "prompt": "c138-l1", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options that enterprise B2B companies commonly use include:\n- Sentry"}, {"id": "mai-20260917-0922-baseline|c138-l1|anthropic-small|Datadog", "prompt": "c138-l1", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options that enterprise B2B companies commonly use include:... Datadog"}, {"id": "mai-20260917-0922-baseline|c138-l1|anthropic-small|New Relic", "prompt": "c138-l1", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "commonly use include:... New Relic"}, {"id": "mai-20260917-0922-baseline|c138-l1|anthropic-small|Elastic", "prompt": "c138-l1", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "commonly use include:... Elastic"}, {"id": "mai-20260917-0922-baseline|c138-l1|anthropic-small|Splunk", "prompt": "c138-l1", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "commonly use include:... Splunk"}, {"id": "mai-20260917-0922-baseline|c138-l1|anthropic-small|Rollbar", "prompt": "c138-l1", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "commonly use include:... Rollbar"}, {"id": "mai-20260917-0922-baseline|c138-l1|anthropic-small|Bugsnag", "prompt": "c138-l1", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "commonly use include:... Bugsnag"}, {"id": "mai-20260917-0922-baseline|c138-l1|challenger-small|Sentry", "prompt": "c138-l1", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** is the strongest default for error monitoring"}, {"id": "mai-20260917-0922-baseline|c138-l1|challenger-small|Datadog", "prompt": "c138-l1", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** is the better pick if you need enterprise-wide observability"}, {"id": "mai-20260917-0922-baseline|c138-l1|challenger-small|Rollbar", "prompt": "c138-l1", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want simpler, focused error tracking:** **Rollbar** or **Honeybadger**"}, {"id": "mai-20260917-0922-baseline|c138-l1|challenger-small|Honeybadger", "prompt": "c138-l1", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "solid choices when you want straightforward error tracking"}, {"id": "mai-20260917-0922-baseline|c138-l1|deepseek-small|Sentry", "prompt": "c138-l1", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "fastest, best-in-class pure error tracking with broad language coverage and enterprise controls → **Sentry** (most teams' default choice)"}, {"id": "mai-20260917-0922-baseline|c138-l1|deepseek-small|Rollbar", "prompt": "c138-l1", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Focused grouping with strong budget controls and deployment tracking. Good if you want a leaner tool"}, {"id": "mai-20260917-0922-baseline|c138-l1|deepseek-small|Datadog", "prompt": "c138-l1", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for infrastructure-heavy teams and microservices... The tradeoff is cost and complexity."}, {"id": "mai-20260917-0922-baseline|c138-l1|deepseek-small|New Relic", "prompt": "c138-l1", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sits in the middle: strong APM, broad platform... Pricing model needs early attention."}, {"id": "mai-20260917-0922-baseline|c138-l1|google-small|Sentry", "prompt": "c138-l1", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the best ROI and developer adoption: Go with **Sentry**."}, {"id": "mai-20260917-0922-baseline|c138-l1|google-small|Datadog", "prompt": "c138-l1", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Datadog is incredibly powerful but famously expensive... can lead to unpredictable billing at scale."}, {"id": "mai-20260917-0922-baseline|c138-l1|google-small|Bugsnag (by SmartBear)", "prompt": "c138-l1", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Bugsnag (by SmartBear)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bugsnag** is an enterprise-favorite focused on stability."}, {"id": "mai-20260917-0922-baseline|c138-l1|google-small|LogRocket", "prompt": "c138-l1", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LogRocket** bridges the gap between engineering, product managers, and enterprise customer success managers"}, {"id": "mai-20260917-0922-baseline|c138-l1|meta-small|Scout Monitoring", "prompt": "c138-l1", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Scout Monitoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Scout Monitoring - suitable for companies using Ruby, Python, Node.js, PHP, or Elixir"}, {"id": "mai-20260917-0922-baseline|c138-l1|meta-small|Sentry", "prompt": "c138-l1", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "considered the category leader and the default choice for most teams"}, {"id": "mai-20260917-0922-baseline|c138-l1|meta-small|Rollbar", "prompt": "c138-l1", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "tops the list for tracking, analyzing, and managing errors at scale"}, {"id": "mai-20260917-0922-baseline|c138-l1|minimax-small|Rollbar", "prompt": "c138-l1", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **Rollbar** or **Datadog** as top choices. Rollbar excels in error tracking specificity"}, {"id": "mai-20260917-0922-baseline|c138-l1|minimax-small|Datadog", "prompt": "c138-l1", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **Rollbar** or **Datadog** as top choices"}, {"id": "mai-20260917-0922-baseline|c138-l1|minimax-small|Sentry", "prompt": "c138-l1", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source option available, strong developer tooling"}, {"id": "mai-20260917-0922-baseline|c138-l1|minimax-small|New Relic", "prompt": "c138-l1", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Comprehensive observability, strong enterprise support"}, {"id": "mai-20260917-0922-baseline|c138-l1|minimax-small|Splunk", "prompt": "c138-l1", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons**: High cost, complex setup"}, {"id": "mai-20260917-0922-baseline|c138-l1|mistral-small|Sentry", "prompt": "c138-l1", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** is widely regarded as the best error monitoring tool for enterprise B2B companies"}, {"id": "mai-20260917-0922-baseline|c138-l1|mistral-small|Datadog", "prompt": "c138-l1", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** for teams already invested in its APM or those needing a broader observability platform."}, {"id": "mai-20260917-0922-baseline|c138-l1|mistral-small|Rollbar", "prompt": "c138-l1", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rollbar** for its ease of use and strong error tracking features."}, {"id": "mai-20260917-0922-baseline|c138-l1|mistral-small|LogRocket", "prompt": "c138-l1", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LogRocket** if session replay is a critical requirement."}, {"id": "mai-20260917-0922-baseline|c138-l1|moonshot-small|Sentry", "prompt": "c138-l1", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sentry — Best for Developer-Focused Error Tracking... the best error tracking, go with **Sentry**"}, {"id": "mai-20260917-0922-baseline|c138-l1|moonshot-small|Datadog", "prompt": "c138-l1", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "consolidating) an enterprise observability practice where errors must be correlated with infrastructure, traces, and logs, **Datadog** or **New Relic** is usually the better strategic choice"}, {"id": "mai-20260917-0922-baseline|c138-l1|moonshot-small|New Relic", "prompt": "c138-l1", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "New Relic — Best for Full-Stack Correlation"}, {"id": "mai-20260917-0922-baseline|c138-l1|moonshot-small|Honeybadger", "prompt": "c138-l1", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Strict compliance (HIPAA BAA)** | **Honeybadger** (Business/Enterprise tiers)"}, {"id": "mai-20260917-0922-baseline|c138-l1|openai-small|Sentry", "prompt": "c138-l1", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Sentry**"}, {"id": "mai-20260917-0922-baseline|c138-l1|openai-small|Rollbar", "prompt": "c138-l1", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Rollbar** if you want a more **error-monitoring-first** product"}, {"id": "mai-20260917-0922-baseline|c138-l1|openai-small|Datadog", "prompt": "c138-l1", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Datadog** if your company already uses it for **infra/APM/observability**"}, {"id": "mai-20260917-0922-baseline|c138-l1|openai-small|Bugsnag", "prompt": "c138-l1", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Bugsnag** if your app is **mobile-heavy**"}, {"id": "mai-20260917-0922-baseline|c138-l1|openai-small|New Relic", "prompt": "c138-l1", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "whether you already use Datadog/New Relic/Splunk"}, {"id": "mai-20260917-0922-baseline|c138-l1|openai-small|Splunk", "prompt": "c138-l1", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "whether you already use Datadog/New Relic/Splunk"}, {"id": "mai-20260917-0922-baseline|c138-l1|xai-small|Datadog", "prompt": "c138-l1", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have/want unified observability**: Datadog or New Relic (integrate errors seamlessly)."}, {"id": "mai-20260917-0922-baseline|c138-l1|xai-small|New Relic", "prompt": "c138-l1", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you have/want unified observability**: Datadog or New Relic (integrate errors seamlessly)."}, {"id": "mai-20260917-0922-baseline|c138-l1|xai-small|Dynatrace", "prompt": "c138-l1", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AI/auto-scale focus**: Dynatrace."}, {"id": "mai-20260917-0922-baseline|c138-l1|xai-small|Sentry", "prompt": "c138-l1", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pure errors + dev velocity**: Sentry (broadest support, easiest onboarding)."}, {"id": "mai-20260917-0922-baseline|c138-l1|zai-small|Sentry", "prompt": "c138-l1", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** is generally considered the top choice."}, {"id": "mai-20260917-0922-baseline|c138-l1|zai-small|Rollbar", "prompt": "c138-l1", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Runner-Up (Developer Experience): Rollbar"}, {"id": "mai-20260917-0922-baseline|c138-l1|zai-small|Datadog", "prompt": "c138-l1", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"All-in-One\" Option: Datadog"}, {"id": "mai-20260917-0922-baseline|c138-l1|zai-small|Bugsnag", "prompt": "c138-l1", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Mobile Specialist: Bugsnag"}, {"id": "mai-20260917-0922-baseline|c138-l2|alibaba-small|Sentry", "prompt": "c138-l2", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Industry Standard: Sentry ... Sentry is arguably the most popular tool specifically for error tracking."}, {"id": "mai-20260917-0922-baseline|c138-l2|alibaba-small|Datadog (Error Tracking)", "prompt": "c138-l2", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog (Error Tracking)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Unified Solution: Datadog (Error Tracking)"}, {"id": "mai-20260917-0922-baseline|c138-l2|alibaba-small|Rollbar", "prompt": "c138-l2", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The \"Intelligent\" Challenger: Rollbar"}, {"id": "mai-20260917-0922-baseline|c138-l2|anthropic-small|Sentry", "prompt": "c138-l2", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "One of the most popular choices for development teams."}, {"id": "mai-20260917-0922-baseline|c138-l2|anthropic-small|Datadog", "prompt": "c138-l2", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Well-suited for large enterprises with complex deployments."}, {"id": "mai-20260917-0922-baseline|c138-l2|anthropic-small|New Relic", "prompt": "c138-l2", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise-grade APM and monitoring platform with strong error tracking capabilities"}, {"id": "mai-20260917-0922-baseline|c138-l2|anthropic-small|Splunk", "prompt": "c138-l2", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excellent for companies needing extensive log analysis and error reporting"}, {"id": "mai-20260917-0922-baseline|c138-l2|anthropic-small|Elastic Stack (ELK)", "prompt": "c138-l2", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A powerful open-source option for organizations preferring self-hosted solutions"}, {"id": "mai-20260917-0922-baseline|c138-l2|challenger-small|Sentry", "prompt": "c138-l2", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Sentry** as the default choice"}, {"id": "mai-20260917-0922-baseline|c138-l2|challenger-small|Datadog Error Tracking", "prompt": "c138-l2", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your company already standardizes on Datadog and wants error reporting tightly tied to observability data"}, {"id": "mai-20260917-0922-baseline|c138-l2|challenger-small|Bugsnag", "prompt": "c138-l2", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your primary need is stable crash reporting with a strong focus on product and app stability workflows"}, {"id": "mai-20260917-0922-baseline|c138-l2|challenger-small|Firebase Crashlytics", "prompt": "c138-l2", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Firebase Crashlytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you are mainly a **mobile-only** organization and want a free crash reporting tool"}, {"id": "mai-20260917-0922-baseline|c138-l2|challenger-small|Raygun", "prompt": "c138-l2", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Raygun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparing Sentry, Datadog, Bugsnag, Raygun, and Crashlytics"}, {"id": "mai-20260917-0922-baseline|c138-l2|deepseek-small|Sentry", "prompt": "c138-l2", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **Sentry**"}, {"id": "mai-20260917-0922-baseline|c138-l2|deepseek-small|Datadog", "prompt": "c138-l2", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** or **New Relic** may be a better fit depending on your existing tooling"}, {"id": "mai-20260917-0922-baseline|c138-l2|deepseek-small|New Relic", "prompt": "c138-l2", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Datadog** or **New Relic** may be a better fit depending on your existing tooling"}, {"id": "mai-20260917-0922-baseline|c138-l2|deepseek-small|Bugsnag (SmartBear)", "prompt": "c138-l2", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag (SmartBear)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Heavy mobile app crash focus with release gating | **Bugsnag (SmartBear)**"}, {"id": "mai-20260917-0922-baseline|c138-l2|deepseek-small|Rollbar", "prompt": "c138-l2", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Intelligent error deduplication + people-tracking prioritized | **Rollbar**"}, {"id": "mai-20260917-0922-baseline|c138-l2|google-small|Sentry (Enterprise)", "prompt": "c138-l2", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry (Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Industry Standard & Best All-Rounder: **Sentry (Enterprise)**"}, {"id": "mai-20260917-0922-baseline|c138-l2|google-small|Datadog Error Tracking", "prompt": "c138-l2", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Infrastructure & Consolidation Pick: **Datadog Error Tracking**"}, {"id": "mai-20260917-0922-baseline|c138-l2|google-small|Bugsnag (by SmartBear)", "prompt": "c138-l2", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag (by SmartBear)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Release-Centric & Mobile Pick: **Bugsnag (by SmartBear)**"}, {"id": "mai-20260917-0922-baseline|c138-l2|google-small|CubeAPM", "prompt": "c138-l2", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or alternatives like CubeAPM entirely within your own Virtual Private Cloud (VPC)"}, {"id": "mai-20260917-0922-baseline|c138-l2|meta-small|Firebase Crashlytics", "prompt": "c138-l2", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Firebase Crashlytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Firebase Crashlytics - a popular choice for tracking, prioritizing, and fixing app crashes faster."}, {"id": "mai-20260917-0922-baseline|c138-l2|meta-small|Airbrake", "prompt": "c138-l2", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Airbrake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Airbrake - a leading exception reporting service that provides error tracking for 50,000 applications"}, {"id": "mai-20260917-0922-baseline|c138-l2|minimax-small|Datadog", "prompt": "c138-l2", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Datadog"}, {"id": "mai-20260917-0922-baseline|c138-l2|minimax-small|Sentry", "prompt": "c138-l2", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Sentry** if you want the best error tracking specifically"}, {"id": "mai-20260917-0922-baseline|c138-l2|minimax-small|New Relic", "prompt": "c138-l2", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong APM capabilities with 100GB/mo free per user... Pricing model requires careful planning though"}, {"id": "mai-20260917-0922-baseline|c138-l2|mistral-small|Sentry", "prompt": "c138-l2", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** is often the best overall choice due to its scalability, deep integration options, and strong developer community"}, {"id": "mai-20260917-0922-baseline|c138-l2|mistral-small|Bugsnag (by SmartBear)", "prompt": "c138-l2", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag (by SmartBear)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If mobile apps are a critical part of your product, consider **Bugsnag** or **Firebase Crashlytics**"}, {"id": "mai-20260917-0922-baseline|c138-l2|mistral-small|Firebase Crashlytics", "prompt": "c138-l2", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Firebase Crashlytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **Bugsnag** or **Firebase Crashlytics** for specialized mobile crash reporting"}, {"id": "mai-20260917-0922-baseline|c138-l2|mistral-small|Splunk Observability", "prompt": "c138-l2", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Splunk Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For full-stack observability, **Splunk Observability** is a strong contender."}, {"id": "mai-20260917-0922-baseline|c138-l2|moonshot-small|Datadog Error Tracking", "prompt": "c138-l2", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **Datadog Error Tracking**"}, {"id": "mai-20260917-0922-baseline|c138-l2|moonshot-small|Sentry (Enterprise Plan)", "prompt": "c138-l2", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry (Enterprise Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Sentry (Enterprise Plan)**"}, {"id": "mai-20260917-0922-baseline|c138-l2|moonshot-small|Bugsnag", "prompt": "c138-l2", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Heavy mobile/desktop application portfolio | **Bugsnag** — superior mobile release stability"}, {"id": "mai-20260917-0922-baseline|c138-l2|moonshot-small|Rollbar", "prompt": "c138-l2", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rollbar** — best for \"did this deploy break things?\" workflows"}, {"id": "mai-20260917-0922-baseline|c138-l2|openai-small|Sentry", "prompt": "c138-l2", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Sentry** if your primary need is **application error and crash reporting**"}, {"id": "mai-20260917-0922-baseline|c138-l2|openai-small|Datadog", "prompt": "c138-l2", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** if you want error/crash reporting as part of a broader **enterprise observability platform**"}, {"id": "mai-20260917-0922-baseline|c138-l2|openai-small|New Relic", "prompt": "c138-l2", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose New Relic** if your team wants error reporting inside a larger APM/observability suite"}, {"id": "mai-20260917-0922-baseline|c138-l2|openai-small|Bugsnag", "prompt": "c138-l2", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Bugsnag** if mobile crash reporting is especially important"}, {"id": "mai-20260917-0922-baseline|c138-l2|openai-small|Rollbar", "prompt": "c138-l2", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Rollbar** if you want a specialized error-intelligence product with enterprise features"}, {"id": "mai-20260917-0922-baseline|c138-l2|xai-small|Sentry", "prompt": "c138-l2", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Sentry as the primary error and crash reporting service."}, {"id": "mai-20260917-0922-baseline|c138-l2|xai-small|Datadog", "prompt": "c138-l2", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Already on observability platform? Go Datadog/New Relic for seamless correlation."}, {"id": "mai-20260917-0922-baseline|c138-l2|xai-small|Rollbar", "prompt": "c138-l2", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pure error/crash focus? Sentry or Rollbar (Sentry edges on breadth)."}, {"id": "mai-20260917-0922-baseline|c138-l2|xai-small|New Relic", "prompt": "c138-l2", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go Datadog/New Relic for seamless correlation."}, {"id": "mai-20260917-0922-baseline|c138-l2|xai-small|Raygun", "prompt": "c138-l2", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Raygun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Crash grouping + perf diagnostics | Real-time alerts, mobile focus"}, {"id": "mai-20260917-0922-baseline|c138-l2|zai-small|Sentry", "prompt": "c138-l2", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Sentry** as your primary application error and crash reporting service."}, {"id": "mai-20260917-0922-baseline|c138-l2|zai-small|Rollbar", "prompt": "c138-l2", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative considerations | **Rollbar** | Teams prioritizing issue triage workflows and session replay"}, {"id": "mai-20260917-0922-baseline|c138-l2|zai-small|Bugsnag", "prompt": "c138-l2", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your organization is mobile-first or .NET-heavy, **Bugsnag** or **Raygun** may be worth evaluating as well"}, {"id": "mai-20260917-0922-baseline|c138-l2|zai-small|Raygun", "prompt": "c138-l2", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bugsnag** or **Raygun** may be worth evaluating as well"}, {"id": "mai-20260917-0922-baseline|c138-l3|alibaba-small|Sentry", "prompt": "c138-l3", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sentry (Best for Developer Experience & Code-Level Debugging) ... It is widely considered to have the best Developer Experience (DX) on the market."}, {"id": "mai-20260917-0922-baseline|c138-l3|alibaba-small|Datadog", "prompt": "c138-l3", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Datadog or New Relic if you need to correlate application errors with underlying infrastructure issues"}, {"id": "mai-20260917-0922-baseline|c138-l3|alibaba-small|Rollbar", "prompt": "c138-l3", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Sentry or Rollbar if your primary pain point is developers struggling to reproduce and fix bugs"}, {"id": "mai-20260917-0922-baseline|c138-l3|alibaba-small|Bugsnag", "prompt": "c138-l3", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Bugsnag if your product relies heavily on mobile apps"}, {"id": "mai-20260917-0922-baseline|c138-l3|alibaba-small|New Relic", "prompt": "c138-l3", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "New Relic (Best for Legacy Enterprise & Traditional Stacks)"}, {"id": "mai-20260917-0922-baseline|c138-l3|alibaba-small|Dynatrace", "prompt": "c138-l3", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unified Platforms (Datadog, New Relic, Dynatrace)"}, {"id": "mai-20260917-0922-baseline|c138-l3|anthropic-small|Datadog", "prompt": "c138-l3", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise platforms like Datadog and New Relic have expanded into everything including infrastructure monitoring, APM, logs, security"}, {"id": "mai-20260917-0922-baseline|c138-l3|anthropic-small|New Relic", "prompt": "c138-l3", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "New Relic charges per GB ingested ($0.35/GB) plus per-user fees ($49-$549/user/month)"}, {"id": "mai-20260917-0922-baseline|c138-l3|anthropic-small|Sentry", "prompt": "c138-l3", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Sentry has built an impressive error-focused platform with session replay and performance tracing"}, {"id": "mai-20260917-0922-baseline|c138-l3|challenger-small|Sentry", "prompt": "c138-l3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** is described as the strongest all-around choice for *full-context debugging*"}, {"id": "mai-20260917-0922-baseline|c138-l3|challenger-small|Datadog Error Tracking", "prompt": "c138-l3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick **Datadog** or **New Relic** if you want **enterprise observability** first"}, {"id": "mai-20260917-0922-baseline|c138-l3|challenger-small|Bugsnag", "prompt": "c138-l3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick **Bugsnag** if your priority is **app stability** and release-centric monitoring"}, {"id": "mai-20260917-0922-baseline|c138-l3|challenger-small|Rollbar", "prompt": "c138-l3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick **Rollbar** if you want **automatic grouping** and lighter operational noise"}, {"id": "mai-20260917-0922-baseline|c138-l3|challenger-small|New Relic", "prompt": "c138-l3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick **Datadog** or **New Relic** if you want **enterprise observability** first"}, {"id": "mai-20260917-0922-baseline|c138-l3|challenger-small|Scout Monitoring", "prompt": "c138-l3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Scout Monitoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pick **Scout Monitoring** or **AppSignal** if your stack matches their language strengths"}, {"id": "mai-20260917-0922-baseline|c138-l3|challenger-small|AppSignal", "prompt": "c138-l3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "More niche language focus than Sentry/Datadog"}, {"id": "mai-20260917-0922-baseline|c138-l3|challenger-small|Sematext Error Tracking", "prompt": "c138-l3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sematext Error Tracking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Less prominent in the provided results than Sentry/Datadog/Bugsnag"}, {"id": "mai-20260917-0922-baseline|c138-l3|deepseek-small|Sentry", "prompt": "c138-l3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise web/backend teams, **Sentry** remains the safe default"}, {"id": "mai-20260917-0922-baseline|c138-l3|deepseek-small|Datadog Error Tracking", "prompt": "c138-l3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Datadog** if you're infrastructure-heavy (microservices, multi-cloud) and already on Datadog for observability."}, {"id": "mai-20260917-0922-baseline|c138-l3|deepseek-small|Rollbar", "prompt": "c138-l3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Rollbar** if you ship frequently and need deploy-linked error attribution"}, {"id": "mai-20260917-0922-baseline|c138-l3|deepseek-small|Bugsnag (now SmartBear Insight Hub)", "prompt": "c138-l3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag (now SmartBear Insight Hub)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Bugsnag** if mobile crash reporting, stability scoring, and reduced alert noise are your priorities."}, {"id": "mai-20260917-0922-baseline|c138-l3|deepseek-small|New Relic Errors Inbox", "prompt": "c138-l3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "New Relic Errors Inbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose New Relic** if you're standardized on New Relic and want errors unified across your full stack"}, {"id": "mai-20260917-0922-baseline|c138-l3|deepseek-small|Honeybadger", "prompt": "c138-l3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Errors + uptime + cron checks—popular with Ruby/Rails/Elixir teams and solo founders."}, {"id": "mai-20260917-0922-baseline|c138-l3|deepseek-small|Raygun", "prompt": "c138-l3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Raygun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Established specialists (Airbrake often grouped under SMB, Raygun focused on frontend/crash reporting)."}, {"id": "mai-20260917-0922-baseline|c138-l3|deepseek-small|Airbrake", "prompt": "c138-l3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Airbrake often grouped under SMB"}, {"id": "mai-20260917-0922-baseline|c138-l3|deepseek-small|Scout Monitoring", "prompt": "c138-l3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Scout Monitoring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Integrated errors + APM with no seat fees"}, {"id": "mai-20260917-0922-baseline|c138-l3|google-small|Sentry", "prompt": "c138-l3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sentry is the most widely adopted developer-first error-tracking platform."}, {"id": "mai-20260917-0922-baseline|c138-l3|google-small|Bugsnag", "prompt": "c138-l3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Bugsnag** if you are a mobile-first company"}, {"id": "mai-20260917-0922-baseline|c138-l3|google-small|Rollbar", "prompt": "c138-l3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Rollbar** if you have had bad experiences with runaway billing"}, {"id": "mai-20260917-0922-baseline|c138-l3|google-small|Raygun", "prompt": "c138-l3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Enterprises heavily invested in Microsoft/.NET stacks"}, {"id": "mai-20260917-0922-baseline|c138-l3|google-small|Datadog", "prompt": "c138-l3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These platforms are highly complex and expensive."}, {"id": "mai-20260917-0922-baseline|c138-l3|google-small|New Relic", "prompt": "c138-l3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These platforms are highly complex and expensive."}, {"id": "mai-20260917-0922-baseline|c138-l3|google-small|Highlight.io", "prompt": "c138-l3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Highlight.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "newer entrants like **Highlight.io** have also added robust session replays"}, {"id": "mai-20260917-0922-baseline|c138-l3|meta-small|Datadog", "prompt": "c138-l3", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datadog is best for enterprise full-stack observability, offering unified error tracking with APM, infrastructure, logs, and RUM"}, {"id": "mai-20260917-0922-baseline|c138-l3|meta-small|Sentry", "prompt": "c138-l3", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sentry is known for its broad language coverage and is a popular choice for many teams."}, {"id": "mai-20260917-0922-baseline|c138-l3|meta-small|Rollbar", "prompt": "c138-l3", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rollbar is a top choice for error monitoring, offering real-time alerts, intelligent grouping, and deploy and version tracking."}, {"id": "mai-20260917-0922-baseline|c138-l3|meta-small|Bugsnag", "prompt": "c138-l3", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bugsnag is a good option for mobile-first products"}, {"id": "mai-20260917-0922-baseline|c138-l3|minimax-small|Sentry", "prompt": "c138-l3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strengths**: Industry standard, broadest language/framework support (100+ SDKs), excellent release health workflows"}, {"id": "mai-20260917-0922-baseline|c138-l3|minimax-small|Datadog", "prompt": "c138-l3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Infrastructure-heavy teams needing unified monitoring - **Weakness**: Higher cost at scale"}, {"id": "mai-20260917-0922-baseline|c138-l3|minimax-small|New Relic", "prompt": "c138-l3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Enterprise teams needing full-stack observability"}, {"id": "mai-20260917-0922-baseline|c138-l3|minimax-small|Bugsnag", "prompt": "c138-l3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Teams prioritizing developer experience and mobile apps"}, {"id": "mai-20260917-0922-baseline|c138-l3|minimax-small|Rollbar", "prompt": "c138-l3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Teams needing customizable alerting workflows"}, {"id": "mai-20260917-0922-baseline|c138-l3|minimax-small|Airbrake", "prompt": "c138-l3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Airbrake** | SMB-focused | Simple error grouping | Seat-based |"}, {"id": "mai-20260917-0922-baseline|c138-l3|mistral-small|Sentry", "prompt": "c138-l3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprises, **Sentry** and **Datadog** are top choices due to their scalability and integration capabilities."}, {"id": "mai-20260917-0922-baseline|c138-l3|mistral-small|Datadog Error Tracking", "prompt": "c138-l3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprises, **Sentry** and **Datadog** are top choices due to their scalability and integration capabilities."}, {"id": "mai-20260917-0922-baseline|c138-l3|mistral-small|New Relic Error Analytics", "prompt": "c138-l3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "New Relic Error Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For full-stack observability, **New Relic** is a strong contender."}, {"id": "mai-20260917-0922-baseline|c138-l3|mistral-small|Dynatrace", "prompt": "c138-l3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For AI-driven operations, **Dynatrace** stands out."}, {"id": "mai-20260917-0922-baseline|c138-l3|mistral-small|Rollbar", "prompt": "c138-l3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For developer experience, **Bugsnag** and **Rollbar** are excellent."}, {"id": "mai-20260917-0922-baseline|c138-l3|mistral-small|Bugsnag", "prompt": "c138-l3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For developer experience, **Bugsnag** and **Rollbar** are excellent."}, {"id": "mai-20260917-0922-baseline|c138-l3|mistral-small|Raygun", "prompt": "c138-l3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Raygun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Teams needing both error tracking and real user monitoring (RUM)."}, {"id": "mai-20260917-0922-baseline|c138-l3|mistral-small|Airbrake", "prompt": "c138-l3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Lower cost and straightforward setup, making it attractive for budget-conscious enterprises."}, {"id": "mai-20260917-0922-baseline|c138-l3|moonshot-small|Sentry", "prompt": "c138-l3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** — The Developer-Focused Leader ... | **Sentry** | Most teams | Error → fix workflow |"}, {"id": "mai-20260917-0922-baseline|c138-l3|moonshot-small|Datadog", "prompt": "c138-l3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Infrastructure + apps in one view | **Datadog**"}, {"id": "mai-20260917-0922-baseline|c138-l3|moonshot-small|New Relic", "prompt": "c138-l3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Generous free tier, flexible pricing | **New Relic**"}, {"id": "mai-20260917-0922-baseline|c138-l3|moonshot-small|Rollbar", "prompt": "c138-l3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Session replay with every error | **Rollbar** or **LogRocket**"}, {"id": "mai-20260917-0922-baseline|c138-l3|moonshot-small|Bugsnag", "prompt": "c138-l3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stability metrics + error management | **Bugsnag**"}, {"id": "mai-20260917-0922-baseline|c138-l3|moonshot-small|Raygun", "prompt": "c138-l3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": ".NET-specific, user impact focus | **Raygun**"}, {"id": "mai-20260917-0922-baseline|c138-l3|moonshot-small|LogRocket", "prompt": "c138-l3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Session replay with every error | **Rollbar** or **LogRocket**"}, {"id": "mai-20260917-0922-baseline|c138-l3|moonshot-small|Airbrake", "prompt": "c138-l3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Simple, no-frills error tracking | **Airbrake**"}, {"id": "mai-20260917-0922-baseline|c138-l3|openai-small|Sentry", "prompt": "c138-l3", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sentry is usually the most “error-monitoring-native” of the major platforms."}, {"id": "mai-20260917-0922-baseline|c138-l3|openai-small|Rollbar", "prompt": "c138-l3", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Rollbar** if you want **pure error monitoring** with clean triage."}, {"id": "mai-20260917-0922-baseline|c138-l3|openai-small|Datadog", "prompt": "c138-l3", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "can be more complex and expensive than a purpose-built error tool if you only need exceptions and alerts"}, {"id": "mai-20260917-0922-baseline|c138-l3|openai-small|New Relic", "prompt": "c138-l3", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "excellent if you want one platform, but possibly more than you need for pure error monitoring"}, {"id": "mai-20260917-0922-baseline|c138-l3|openai-small|Bugsnag", "prompt": "c138-l3", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Bugsnag** if you want **error monitoring with release/experiment context**"}, {"id": "mai-20260917-0922-baseline|c138-l3|xai-small|Sentry", "prompt": "c138-l3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose based on stack: Start with Sentry for errors-first, layer observability if needed."}, {"id": "mai-20260917-0922-baseline|c138-l3|xai-small|Datadog", "prompt": "c138-l3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datadog/New Relic for ops-heavy enterprises (top-down)."}, {"id": "mai-20260917-0922-baseline|c138-l3|xai-small|New Relic", "prompt": "c138-l3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-conscious teams wanting one tool for APM+errors; broad telemetry without host limits."}, {"id": "mai-20260917-0922-baseline|c138-l3|xai-small|Rollbar", "prompt": "c138-l3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focused error workflow; proactive handling. Flexible rules."}, {"id": "mai-20260917-0922-baseline|c138-l3|xai-small|Bugsnag", "prompt": "c138-l3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "User-friendly, stability-focused; strong mobile."}, {"id": "mai-20260917-0922-baseline|c138-l3|zai-small|Sentry", "prompt": "c138-l3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sentry is widely considered the most popular choice for web and mobile development."}, {"id": "mai-20260917-0922-baseline|c138-l3|zai-small|Datadog", "prompt": "c138-l3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Datadog if you want a unified platform that combines infrastructure monitoring, logs, and error tracking in one place."}, {"id": "mai-20260917-0922-baseline|c138-l3|zai-small|Rollbar", "prompt": "c138-l3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Rollbar if your team struggles with triage and wants a workflow that automates the assignment and resolution of issues."}, {"id": "mai-20260917-0922-baseline|c138-l3|zai-small|Bugsnag", "prompt": "c138-l3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Bugsnag if you are a mobile-first company and need granular stability metrics for iOS and Android releases."}, {"id": "mai-20260917-0922-baseline|c138-l3|zai-small|New Relic", "prompt": "c138-l3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose New Relic if you operate heavily in serverless environments (AWS Lambda) and want AI-driven insights"}, {"id": "mai-20260917-0922-baseline|c138-l4|alibaba-small|New Relic", "prompt": "c138-l4", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Enterprise Option: New Relic (Unified Platform)"}, {"id": "mai-20260917-0922-baseline|c138-l4|alibaba-small|Sentry (Self-Hosted)", "prompt": "c138-l4", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry (Self-Hosted)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want infinite scalability:** Go with **Sentry Self-Hosted**."}, {"id": "mai-20260917-0922-baseline|c138-l4|alibaba-small|Honeybadger", "prompt": "c138-l4", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Good Enough\" Fixed-Rate Option: Honeybadger"}, {"id": "mai-20260917-0922-baseline|c138-l4|alibaba-small|Datadog", "prompt": "c138-l4", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Datadog (Standard SaaS) | Pay Per Event (Variable) | Risk of Bill Shock ... High (unless negotiated)"}, {"id": "mai-20260917-0922-baseline|c138-l4|anthropic-small|Bugsnag", "prompt": "c138-l4", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Bugsnag", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Bugsnag (Best Overall for Large Companies)**"}, {"id": "mai-20260917-0922-baseline|c138-l4|anthropic-small|Scout Monitoring", "prompt": "c138-l4", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Scout Monitoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Scout's transaction-based pricing is more predictable, so you know what you're paying regardless of how many errors occur."}, {"id": "mai-20260917-0922-baseline|c138-l4|anthropic-small|Sentry", "prompt": "c138-l4", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you should avoid Sentry if you need flat-rate pricing that does not scale with error volume"}, {"id": "mai-20260917-0922-baseline|c138-l4|anthropic-small|Datadog", "prompt": "c138-l4", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid at Large Scale ... Datadog's pricing can escalate quickly as usage grows."}, {"id": "mai-20260917-0922-baseline|c138-l4|challenger-small|Scout Monitoring", "prompt": "c138-l4", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Scout Monitoring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Scout Monitoring** is the strongest fit from the results because it is described as using **transaction-based pricing with no per-seat fees**"}, {"id": "mai-20260917-0922-baseline|c138-l4|challenger-small|Sentry", "prompt": "c138-l4", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "whose pricing is **event-based** and can scale with usage as error volume grows"}, {"id": "mai-20260917-0922-baseline|c138-l4|challenger-small|CubeAPM", "prompt": "c138-l4", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best enterprise-style alternative with transparent scaling:** **CubeAPM**"}, {"id": "mai-20260917-0922-baseline|c138-l4|challenger-small|Datadog", "prompt": "c138-l4", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "costs **escalate fast as usage scales**"}, {"id": "mai-20260917-0922-baseline|c138-l4|deepseek-small|Datadog", "prompt": "c138-l4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Per-host + per-GB + per-feature, high-water-mark billing | ❌ Can reach thousands of €/mo unpredictably"}, {"id": "mai-20260917-0922-baseline|c138-l4|deepseek-small|Sentry", "prompt": "c138-l4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My top overall recommendation ... **Sentry on its Enterprise plan**"}, {"id": "mai-20260917-0922-baseline|c138-l4|deepseek-small|Rollbar", "prompt": "c138-l4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want billing guardrails + unlimited users**: **Rollbar**."}, {"id": "mai-20260917-0922-baseline|c138-l4|deepseek-small|Scout Monitoring", "prompt": "c138-l4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Scout Monitoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Scout Monitoring** if you're on a supported stack and pure predictability trumps all else"}, {"id": "mai-20260917-0922-baseline|c138-l4|deepseek-small|GlitchTip", "prompt": "c138-l4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GlitchTip is Sentry-SDK-compatible open source ... Ideal for large orgs that want full control and don't mind ops overhead."}, {"id": "mai-20260917-0922-baseline|c138-l4|deepseek-small|Honeybadger", "prompt": "c138-l4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Flat monthly, no per-seat | ✅ Simple/predictable | ✅ Unlimited users"}, {"id": "mai-20260917-0922-baseline|c138-l4|google-small|Sentry", "prompt": "c138-l4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with Sentry (Enterprise Tier)** if you have thousands of internal developers who need a best-in-class UI"}, {"id": "mai-20260917-0922-baseline|c138-l4|google-small|Rollbar", "prompt": "c138-l4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rollbar:** Rollbar operates on an occurrence-based billing model with **unlimited seats** on their paid tiers."}, {"id": "mai-20260917-0922-baseline|c138-l4|google-small|New Relic", "prompt": "c138-l4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms like *New Relic* charge a premium per \"Full Platform User\"... you would pay up to $1.2 million annually just for user licenses"}, {"id": "mai-20260917-0922-baseline|c138-l4|google-small|GlitchTip", "prompt": "c138-l4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Ultimate Cost Predictability (Zero-Software Spend): **GlitchTip**"}, {"id": "mai-20260917-0922-baseline|c138-l4|google-small|TrackJS", "prompt": "c138-l4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "TrackJS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Go with TrackJS** if you are primarily monitoring web applications"}, {"id": "mai-20260917-0922-baseline|c138-l4|google-small|Middleware", "prompt": "c138-l4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Middleware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Platforms like Middleware or OpenObserve bill on a **flat per-GB ingestion rate**"}, {"id": "mai-20260917-0922-baseline|c138-l4|google-small|OpenObserve", "prompt": "c138-l4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "OpenObserve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Platforms like Middleware or OpenObserve bill on a **flat per-GB ingestion rate**"}, {"id": "mai-20260917-0922-baseline|c138-l4|meta-small|Sentry", "prompt": "c138-l4", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best error monitoring tool for a large company that needs predictable total cost across thousands of users is Sentry."}, {"id": "mai-20260917-0922-baseline|c138-l4|mistral-small|CubeAPM", "prompt": "c138-l4", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "CubeAPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best error monitoring tool ... is **CubeAPM** or **Honeybadger**"}, {"id": "mai-20260917-0922-baseline|c138-l4|mistral-small|Honeybadger", "prompt": "c138-l4", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**CubeAPM** and **Honeybadger** are the top choices due to their flat-rate pricing models"}, {"id": "mai-20260917-0922-baseline|c138-l4|mistral-small|Sentry", "prompt": "c138-l4", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "powerful but typically use event-based or per-host pricing, which can become unpredictable"}, {"id": "mai-20260917-0922-baseline|c138-l4|mistral-small|Datadog", "prompt": "c138-l4", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful but typically use event-based or per-host pricing, which can become unpredictable"}, {"id": "mai-20260917-0922-baseline|c138-l4|mistral-small|Scout Monitoring", "prompt": "c138-l4", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Scout Monitoring", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it may not scale as seamlessly for the largest enterprises"}, {"id": "mai-20260917-0922-baseline|c138-l4|moonshot-small|Rollbar", "prompt": "c138-l4", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rollbar** offers the best combination of: - Truly unlimited users"}, {"id": "mai-20260917-0922-baseline|c138-l4|moonshot-small|Sentry Team Plan", "prompt": "c138-l4", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry Team Plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sentry's Team plan** at $26/month with unlimited users is also excellent value"}, {"id": "mai-20260917-0922-baseline|c138-l4|moonshot-small|Raygun", "prompt": "c138-l4", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Published fixed prices... pricing is transparent and predictable"}, {"id": "mai-20260917-0922-baseline|c138-l4|moonshot-small|TrackJS", "prompt": "c138-l4", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "TrackJS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pricing based on **monthly page views**... No per-seat or per-error charges"}, {"id": "mai-20260917-0922-baseline|c138-l4|moonshot-small|Datadog", "prompt": "c138-l4", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools to Avoid for Predictable Costs | **Datadog** | Per-host pricing... becomes unpredictable at scale"}, {"id": "mai-20260917-0922-baseline|c138-l4|moonshot-small|New Relic", "prompt": "c138-l4", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Tools to Avoid... | **New Relic** | Per-GB pricing above 100GB can spike"}, {"id": "mai-20260917-0922-baseline|c138-l4|moonshot-small|LogRocket", "prompt": "c138-l4", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "LogRocket", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Tools to Avoid... | **LogRocket** | Session-based pricing ($99-$460+/month) with limited sessions"}, {"id": "mai-20260917-0922-baseline|c138-l4|openai-small|Sentry", "prompt": "c138-l4", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Sentry is excellent technically, but at scale: event volume can grow fast, noisy apps can spike costs, and budgeting can become less predictable"}, {"id": "mai-20260917-0922-baseline|c138-l4|openai-small|Bugsnag", "prompt": "c138-l4", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Bugsnag", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If I had to pick **one** for a large company prioritizing predictable spend: **Bugsnag**."}, {"id": "mai-20260917-0922-baseline|c138-l4|openai-small|Rollbar", "prompt": "c138-l4", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best simple enterprise alternative:** **Rollbar**"}, {"id": "mai-20260917-0922-baseline|c138-l4|openai-small|GlitchTip", "prompt": "c138-l4", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you want the lowest and most controllable long-term cost:** **GlitchTip**"}, {"id": "mai-20260917-0922-baseline|c138-l4|xai-small|Honeybadger", "prompt": "c138-l4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Honeybadger** (Best for Predictable Flat Pricing)"}, {"id": "mai-20260917-0922-baseline|c138-l4|xai-small|Airbrake", "prompt": "c138-l4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Airbrake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Airbrake** (Tiered Flat Pricing at Enterprise Scale)"}, {"id": "mai-20260917-0922-baseline|c138-l4|xai-small|Raygun", "prompt": "c138-l4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pre-buy quotas for fixed base; volume discounts for 10M+ events."}, {"id": "mai-20260917-0922-baseline|c138-l4|xai-small|Rollbar", "prompt": "c138-l4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Caps prevent spikes; unlimited users."}, {"id": "mai-20260917-0922-baseline|c138-l4|xai-small|Sentry", "prompt": "c138-l4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid pure usage-based like base Sentry/Datadog/New Relic without a contract"}, {"id": "mai-20260917-0922-baseline|c138-l4|xai-small|New Relic", "prompt": "c138-l4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Usage-based but **predictable via caps/contracts**"}, {"id": "mai-20260917-0922-baseline|c138-l4|xai-small|Datadog", "prompt": "c138-l4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Least predictable** without enterprise deal; scales linearly. Avoid unless bundled."}, {"id": "mai-20260917-0922-baseline|c138-l4|xai-small|Bugsnag", "prompt": "c138-l4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "All top tools (Sentry, Datadog, New Relic, Rollbar, Bugsnag) offer **custom contracts**"}, {"id": "mai-20260917-0922-baseline|c138-l4|xai-small|GlitchTip", "prompt": "c138-l4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Self-hosting: Sentry/GlitchTip/SigNoz for zero SaaS costs"}, {"id": "mai-20260917-0922-baseline|c138-l4|xai-small|SigNoz", "prompt": "c138-l4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "SigNoz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Self-hosting: Sentry/GlitchTip/SigNoz for zero SaaS costs"}, {"id": "mai-20260917-0922-baseline|c138-l4|zai-small|Rollbar", "prompt": "c138-l4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rollbar** is the top recommendation for a large company that needs predictable total cost."}, {"id": "mai-20260917-0922-baseline|c138-l4|zai-small|Sentry", "prompt": "c138-l4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Sentry** | Teams already using Sentry who need deeper AI debugging (Sentry Seer)"}, {"id": "mai-20260917-0922-baseline|c138-l4|zai-small|Bugsnag", "prompt": "c138-l4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Bugsnag", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Transparency** | ... | ❌ Custom enterprise"}, {"id": "mai-20260917-0922-baseline|c138-l4|zai-small|Raygun", "prompt": "c138-l4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative: Raygun for Compliance-Heavy Organizations"}, {"id": "mai-20260917-0922-baseline|c138-l4|zai-small|Datadog", "prompt": "c138-l4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Datadog** | Organizations already on Datadog for full-stack observability"}, {"id": "mai-20260917-0922-baseline|c138-l4|zai-small|GlitchTip", "prompt": "c138-l4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Self-hosted (Sentry FSL, GlitchTip, PostHog)"}, {"id": "mai-20260917-0922-baseline|c138-l4|zai-small|PostHog", "prompt": "c138-l4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Self-hosted (Sentry FSL, GlitchTip, PostHog)"}, {"id": "mai-20260917-0922-baseline|c138-l5|alibaba-small|Sentry", "prompt": "c138-l5", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some vendors (like Sentry or Rollbar) allow you to host the error tracking database within your own AWS VPC"}, {"id": "mai-20260917-0922-baseline|c138-l5|alibaba-small|Rollbar", "prompt": "c138-l5", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some vendors (like Sentry or Rollbar) allow you to host the error tracking database within your own AWS VPC"}, {"id": "mai-20260917-0922-baseline|c138-l5|challenger-small|Sentry", "prompt": "c138-l5", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** if you want the broadest developer workflow and strong language coverage, with SSO support available through enterprise integrations."}, {"id": "mai-20260917-0922-baseline|c138-l5|challenger-small|Datadog", "prompt": "c138-l5", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** if you already standardize on Datadog and want error tracking inside a broader governed observability platform with **SSO, SCIM, and audit trail** controls."}, {"id": "mai-20260917-0922-baseline|c138-l5|challenger-small|Bugsnag", "prompt": "c138-l5", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bugsnag** if mobile release health is a top priority"}, {"id": "mai-20260917-0922-baseline|c138-l5|challenger-small|Rollbar", "prompt": "c138-l5", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rollbar** if you want a more focused triage workflow and tighter budget control."}, {"id": "mai-20260917-0922-baseline|c138-l5|challenger-small|New Relic", "prompt": "c138-l5", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare whether a native error feature in Datadog/New Relic is cheaper or simpler than adding a separate tool"}, {"id": "mai-20260917-0922-baseline|c138-l5|deepseek-small|Rollbar", "prompt": "c138-l5", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Rollbar gates SAML/SCIM to Advanced"}, {"id": "mai-20260917-0922-baseline|c138-l5|deepseek-small|Sentry", "prompt": "c138-l5", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "common front-runners are **Sentry, Rollbar, and Bugsnag**"}, {"id": "mai-20260917-0922-baseline|c138-l5|deepseek-small|Bugsnag", "prompt": "c138-l5", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "common front-runners are **Sentry, Rollbar, and Bugsnag**"}, {"id": "mai-20260917-0922-baseline|c138-l5|deepseek-small|Datadog", "prompt": "c138-l5", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(with Datadog if you already run broader observability)"}, {"id": "mai-20260917-0922-baseline|c138-l5|google-small|Sentry", "prompt": "c138-l5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** | **Developer-first deep debugging** | Unmatched error-grouping, excellent session replays ... broad language support."}, {"id": "mai-20260917-0922-baseline|c138-l5|google-small|Datadog", "prompt": "c138-l5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use Datadog for APM/Infra, integrating their Error Tracking keeps all your data under one roof. | Less specialized developer-level debugging features compared to Sentry; expensive"}, {"id": "mai-20260917-0922-baseline|c138-l5|google-small|Bugsnag", "prompt": "c138-l5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bugsnag** | **Mobile (iOS/Android) heavy orgs** ... very strong mobile crash reporting. | Narrower scope than Sentry"}, {"id": "mai-20260917-0922-baseline|c138-l5|meta-small|Checkend", "prompt": "c138-l5", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Checkend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Checkend: A self-hosted error tracking tool that provides SOC 2 compliance, access control, audit logging, and API key management."}, {"id": "mai-20260917-0922-baseline|c138-l5|meta-small|Sentry", "prompt": "c138-l5", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Sentry: An application monitoring and error tracking platform that offers SOC 2 Type II compliance, GDPR compliance, and SAML/SSO authentication support."}, {"id": "mai-20260917-0922-baseline|c138-l5|meta-small|Rollbar", "prompt": "c138-l5", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Rollbar: An error monitoring service that provides features such as error tracking, performance monitoring, and debugging"}, {"id": "mai-20260917-0922-baseline|c138-l5|meta-small|CubeAPM", "prompt": "c138-l5", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "CubeAPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CubeAPM: An error tracking tool that offers smart sampling, error grouping, and prioritization"}, {"id": "mai-20260917-0922-baseline|c138-l5|minimax-small|Sentry", "prompt": "c138-l5", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd prioritize **Sentry** (Business or Enterprise) or **Datadog** - both have established enterprise processes"}, {"id": "mai-20260917-0922-baseline|c138-l5|minimax-small|Datadog", "prompt": "c138-l5", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd prioritize **Sentry** (Business or Enterprise) or **Datadog**"}, {"id": "mai-20260917-0922-baseline|c138-l5|minimax-small|Rollbar", "prompt": "c138-l5", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Rollbar** | SAML (Essentials+) | Yes | SOC 2, HIPAA available |"}, {"id": "mai-20260917-0922-baseline|c138-l5|minimax-small|Better Stack", "prompt": "c138-l5", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Better Stack** | SAML/Github/Google | SOC 2 Type II | Good value, includes logs/metrics |"}, {"id": "mai-20260917-0922-baseline|c138-l5|minimax-small|Checkend", "prompt": "c138-l5", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Checkend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If strict data residency is required, consider self-hosted options like Checkend."}, {"id": "mai-20260917-0922-baseline|c138-l5|mistral-small|Sentry", "prompt": "c138-l5", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Sentry** (popular, strong error monitoring, SOC 2, SSO, enterprise plans)"}, {"id": "mai-20260917-0922-baseline|c138-l5|mistral-small|Datadog Error Tracking", "prompt": "c138-l5", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Datadog Error Tracking** (part of APM suite, SOC 2, SSO)"}, {"id": "mai-20260917-0922-baseline|c138-l5|mistral-small|Rollbar", "prompt": "c138-l5", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Rollbar** (error monitoring, SOC 2, SSO, enterprise features)"}, {"id": "mai-20260917-0922-baseline|c138-l5|mistral-small|New Relic Errors Inbox", "prompt": "c138-l5", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "New Relic Errors Inbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**New Relic Errors Inbox** (part of observability suite, SOC 2, SSO)"}, {"id": "mai-20260917-0922-baseline|c138-l5|mistral-small|Elastic Observability", "prompt": "c138-l5", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Elastic Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Elastic Observability** (open-source friendly, SOC 2, SSO)"}, {"id": "mai-20260917-0922-baseline|c138-l5|moonshot-small|Sentry", "prompt": "c138-l5", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** — Best-in-class error tracking with tracing, replay, profiling, and open-source flexibility. Strong enterprise security features."}, {"id": "mai-20260917-0922-baseline|c138-l5|moonshot-small|Datadog Error Tracking", "prompt": "c138-l5", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already using Datadog for infrastructure monitoring: → **Datadog Error Tracking** — Native integration, unified billing"}, {"id": "mai-20260917-0922-baseline|c138-l5|moonshot-small|Rollbar", "prompt": "c138-l5", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rollbar** — Intelligent deduplication, strong grouping rules, good value at scale."}, {"id": "mai-20260917-0922-baseline|c138-l5|moonshot-small|Bugsnag", "prompt": "c138-l5", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bugsnag** — Strongest mobile SDKs, crash-free session metrics, now part of SmartBear."}, {"id": "mai-20260917-0922-baseline|c138-l5|openai-small|BugSnag", "prompt": "c138-l5", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "BugSnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**BugSnag**: SAML SSO, audit logs on Enterprise, and enterprise hosting options."}, {"id": "mai-20260917-0922-baseline|c138-l5|openai-small|Rollbar", "prompt": "c138-l5", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rollbar**: clear SOC 2, SSO, enterprise security controls, and BAA language."}, {"id": "mai-20260917-0922-baseline|c138-l5|openai-small|Datadog Error Tracking", "prompt": "c138-l5", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you already use Datadog broadly, and its trust center says SOC 2 Type II reports are available"}, {"id": "mai-20260917-0922-baseline|c138-l5|openai-small|Sentry", "prompt": "c138-l5", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Sentry**: strong enterprise posture, SOC 2/ISO messaging, and enterprise/security docs."}, {"id": "mai-20260917-0922-baseline|c138-l5|xai-small|Sentry", "prompt": "c138-l5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3 Tools: Sentry (broad support), Datadog (infra-heavy), Rollbar/Better Stack (cost-effective)"}, {"id": "mai-20260917-0922-baseline|c138-l5|xai-small|Datadog", "prompt": "c138-l5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datadog (infra-heavy)"}, {"id": "mai-20260917-0922-baseline|c138-l5|xai-small|Rollbar", "prompt": "c138-l5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rollbar/Better Stack (cost-effective)"}, {"id": "mai-20260917-0922-baseline|c138-l5|xai-small|Better Stack", "prompt": "c138-l5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rollbar/Better Stack (cost-effective)"}, {"id": "mai-20260917-0922-baseline|c138-l5|xai-small|PostHog", "prompt": "c138-l5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top contenders like **Sentry**, **Datadog**, **Rollbar**, **Better Stack**, **PostHog**, and **Scout Monitoring** frequently support these"}, {"id": "mai-20260917-0922-baseline|c138-l5|xai-small|Scout Monitoring", "prompt": "c138-l5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Scout Monitoring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**PostHog**, and **Scout Monitoring** frequently support these"}, {"id": "mai-20260917-0922-baseline|c138-l5|xai-small|Checkend", "prompt": "c138-l5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Checkend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Self-hosted options like Checkend exist for strict data control but may add ops overhead."}, {"id": "mai-20260917-0922-baseline|c138-l6|alibaba-small|Sentry", "prompt": "c138-l6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Do not rely solely on Sentry without implementing strict sampling rules or aggressive rate limiting, or you risk \"price shock.\""}, {"id": "mai-20260917-0922-baseline|c138-l6|alibaba-small|Datadog", "prompt": "c138-l6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like **Datadog**, **Rollbar**, **New Relic**, and **Raygun** generally host data in the US or globally."}, {"id": "mai-20260917-0922-baseline|c138-l6|alibaba-small|Rollbar", "prompt": "c138-l6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like **Datadog**, **Rollbar**, **New Relic**, and **Raygun** generally host data in the US or globally."}, {"id": "mai-20260917-0922-baseline|c138-l6|alibaba-small|New Relic", "prompt": "c138-l6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Tools like **Datadog**, **Rollbar**, **New Relic**, and **Raygun** generally host data in the US or globally."}, {"id": "mai-20260917-0922-baseline|c138-l6|alibaba-small|Raygun", "prompt": "c138-l6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Raygun", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools like **Datadog**, **Rollbar**, **New Relic**, and **Raygun** generally host data in the US or globally."}, {"id": "mai-20260917-0922-baseline|c138-l6|alibaba-small|GlitchTip", "prompt": "c138-l6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider EU-based alternatives like **GlitchTip** (for Sentry compatibility)"}, {"id": "mai-20260917-0922-baseline|c138-l6|alibaba-small|Elasticsearch (ELK Stack)", "prompt": "c138-l6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Elasticsearch (ELK Stack)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Why to Avoid:** If your organization lacks a mature Site Reliability Engineering (SRE) team capable of managing distributed search clusters"}, {"id": "mai-20260917-0922-baseline|c138-l6|anthropic-small|Datadog", "prompt": "c138-l6", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Datadog is expensive at scale and requires complex initial setup, which requires expertise.... complex and unpredictable pricing structure."}, {"id": "mai-20260917-0922-baseline|c138-l6|anthropic-small|New Relic", "prompt": "c138-l6", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "New Relic faces criticism for complex interfaces, limited data retention, high pricing, and inefficient configuration impacting user experience."}, {"id": "mai-20260917-0922-baseline|c138-l6|anthropic-small|Sentry", "prompt": "c138-l6", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Sentry does not have infrastructure monitoring, host-level metrics, or a topology/service map... can generate excessive noise from unrelated browser errors"}, {"id": "mai-20260917-0922-baseline|c138-l6|challenger-small|Bugsnag", "prompt": "c138-l6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "tools to be most cautious about ... that includes **focused error trackers** like **Bugsnag**"}, {"id": "mai-20260917-0922-baseline|c138-l6|challenger-small|Rollbar", "prompt": "c138-l6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "still mainly an **error-tracking** product rather than a full enterprise observability platform"}, {"id": "mai-20260917-0922-baseline|c138-l6|challenger-small|LogRocket", "prompt": "c138-l6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "LogRocket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "valuable for UI debugging but only **partial** for unified observability"}, {"id": "mai-20260917-0922-baseline|c138-l6|challenger-small|Airbrake", "prompt": "c138-l6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Airbrake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "not the first choice for an enterprise that needs deep cross-service visibility"}, {"id": "mai-20260917-0922-baseline|c138-l6|challenger-small|Datadog", "prompt": "c138-l6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "the safer bias is toward **platforms with unified observability** such as **Datadog** or **New Relic**"}, {"id": "mai-20260917-0922-baseline|c138-l6|challenger-small|New Relic", "prompt": "c138-l6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "the safer bias is toward **platforms with unified observability** such as **Datadog** or **New Relic**"}, {"id": "mai-20260917-0922-baseline|c138-l6|challenger-small|TrackJS", "prompt": "c138-l6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "TrackJS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "should be evaluated cautiously for large-scale standardization"}, {"id": "mai-20260917-0922-baseline|c138-l6|challenger-small|Errorception", "prompt": "c138-l6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Errorception", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "should be evaluated cautiously for large-scale standardization"}, {"id": "mai-20260917-0922-baseline|c138-l6|challenger-small|CatchJS", "prompt": "c138-l6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "CatchJS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "should be evaluated cautiously for large-scale standardization"}, {"id": "mai-20260917-0922-baseline|c138-l6|challenger-small|BugSplat", "prompt": "c138-l6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "BugSplat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "should be evaluated cautiously for large-scale standardization"}, {"id": "mai-20260917-0922-baseline|c138-l6|challenger-small|Sentry", "prompt": "c138-l6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "comparable to Datadog, New Relic, or Sentry"}, {"id": "mai-20260917-0922-baseline|c138-l6|deepseek-small|Sentry", "prompt": "c138-l6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "its billing model is a known trap for large enterprises... treat it as a red flag for cost unpredictability"}, {"id": "mai-20260917-0922-baseline|c138-l6|deepseek-small|Rollbar", "prompt": "c138-l6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Rollbar** (expensive for large deployments)"}, {"id": "mai-20260917-0922-baseline|c138-l6|deepseek-small|Raygun", "prompt": "c138-l6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Raygun", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Raygun** (costly for error-heavy systems)"}, {"id": "mai-20260917-0922-baseline|c138-l6|deepseek-small|Bugsnag", "prompt": "c138-l6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Bugsnag** (pricing scales with event volume, not seats)"}, {"id": "mai-20260917-0922-baseline|c138-l6|deepseek-small|Datadog Error Tracking", "prompt": "c138-l6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious with: Datadog Error Tracking (if you're not already a Datadog shop)"}, {"id": "mai-20260917-0922-baseline|c138-l6|deepseek-small|SigNoz", "prompt": "c138-l6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Tool champion candidates that meet these criteria well: **SigNoz**"}, {"id": "mai-20260917-0922-baseline|c138-l6|deepseek-small|Uptrace", "prompt": "c138-l6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Also be cautious with: Self-hosted open-source tools (e.g., self-hosted Sentry, GlitchTip, Uptrace)... champion candidates: Uptrace"}, {"id": "mai-20260917-0922-baseline|c138-l6|deepseek-small|Grafana Cloud", "prompt": "c138-l6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Grafana Cloud (with Loki + Tempo)**"}, {"id": "mai-20260917-0922-baseline|c138-l6|deepseek-small|CubeAPM", "prompt": "c138-l6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**CubeAPM** (for OTel-native, self-hosted options)"}, {"id": "mai-20260917-0922-baseline|c138-l6|deepseek-small|GlitchTip", "prompt": "c138-l6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "GlitchTip", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Self-hosted Sentry / GlitchTip | High operational overhead, requires dedicated team"}, {"id": "mai-20260917-0922-baseline|c138-l6|deepseek-small|Honeybadger", "prompt": "c138-l6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Tools like Honeybadger are marketed to small teams... lack the distributed tracing"}, {"id": "mai-20260917-0922-baseline|c138-l6|deepseek-small|LogRocket", "prompt": "c138-l6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "LogRocket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Tools that lack **distributed tracing** (e.g., original Bugsnag, LogRocket, Raygun for backend)"}, {"id": "mai-20260917-0922-baseline|c138-l6|deepseek-small|Dynatrace", "prompt": "c138-l6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Dynatrace** (if you can tolerate its pricing complexity)"}, {"id": "mai-20260917-0922-baseline|c138-l6|google-small|Sentry", "prompt": "c138-l6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "their pricing scales directly with event volume ... Do not self-host complex error monitoring suites"}, {"id": "mai-20260917-0922-baseline|c138-l6|google-small|Rollbar", "prompt": "c138-l6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Volume-Based SaaS Platforms (e.g., Sentry, Rollbar, Bugsnag) ... Unpredictable and soaring costs"}, {"id": "mai-20260917-0922-baseline|c138-l6|google-small|Bugsnag", "prompt": "c138-l6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Volume-Based SaaS Platforms (e.g., Sentry, Rollbar, Bugsnag) ... Unpredictable and soaring costs"}, {"id": "mai-20260917-0922-baseline|c138-l6|google-small|SigNoz", "prompt": "c138-l6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider simpler self-hosted alternatives (e.g., SigNoz, GlitchTip, or Bugsink) if on-premise hosting is a hard requirement."}, {"id": "mai-20260917-0922-baseline|c138-l6|google-small|GlitchTip", "prompt": "c138-l6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider simpler self-hosted alternatives (e.g., SigNoz, GlitchTip, or Bugsink)"}, {"id": "mai-20260917-0922-baseline|c138-l6|google-small|Bugsink", "prompt": "c138-l6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider simpler self-hosted alternatives (e.g., SigNoz, GlitchTip, or Bugsink)"}, {"id": "mai-20260917-0922-baseline|c138-l6|google-small|LogRocket", "prompt": "c138-l6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "LogRocket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Session Replay-Heavy Error Monitors (e.g., LogRocket, FullStory...) The Risk: Compliance violations (GDPR, HIPAA, PCI-DSS) and privacy litigation."}, {"id": "mai-20260917-0922-baseline|c138-l6|google-small|FullStory", "prompt": "c138-l6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "FullStory", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Session Replay-Heavy Error Monitors (e.g., LogRocket, FullStory, or integrated Replay tools) ... Avoid deploying session replay features in highly regulated industries"}, {"id": "mai-20260917-0922-baseline|c138-l6|google-small|Datadog", "prompt": "c138-l6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Be cautious about routing *all* granular application-level exception traces through heavy APM suites."}, {"id": "mai-20260917-0922-baseline|c138-l6|google-small|New Relic", "prompt": "c138-l6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Heavyweight, Multi-Dimensional APM Suites (e.g., Datadog, New Relic) ... Astronomical \"observability tax\""}, {"id": "mai-20260917-0922-baseline|c138-l6|google-small|Airbrake", "prompt": "c138-l6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Airbrake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Lightweight or Basic \"Startup-Focused\" Tools (e.g., Airbrake, Raygun) ... Avoid lightweight tools if your organization has strict compliance requirements"}, {"id": "mai-20260917-0922-baseline|c138-l6|google-small|Raygun", "prompt": "c138-l6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Raygun", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Lightweight or Basic \"Startup-Focused\" Tools (e.g., Airbrake, Raygun) ... often fail to meet the governance standards required by large enterprises"}, {"id": "mai-20260917-0922-baseline|c138-l6|meta-small|Scout", "prompt": "c138-l6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Scout", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Scout - if your stack is Java, Go, or .NET, or you need frontend JavaScript error tracking or mobile crash reporting."}, {"id": "mai-20260917-0922-baseline|c138-l6|meta-small|Sentry", "prompt": "c138-l6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Sentry - if you need deep APM with automatic N+1 detection, or you want flat-rate pricing that does not scale with error volume."}, {"id": "mai-20260917-0922-baseline|c138-l6|meta-small|Datadog", "prompt": "c138-l6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Datadog - if you are a small team without dedicated DevOps, or you want a focused error monitoring tool without infrastructure complexity."}, {"id": "mai-20260917-0922-baseline|c138-l6|meta-small|New Relic", "prompt": "c138-l6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "New Relic - if you want fast answers without learning a query language"}, {"id": "mai-20260917-0922-baseline|c138-l6|meta-small|AppSignal", "prompt": "c138-l6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "AppSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AppSignal - if you need log retention beyond 5 days without add-on fees."}, {"id": "mai-20260917-0922-baseline|c138-l6|meta-small|GlitchTip", "prompt": "c138-l6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "recommended to consider alternatives such as GlitchTip"}, {"id": "mai-20260917-0922-baseline|c138-l6|meta-small|Datadog Error Tracking", "prompt": "c138-l6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "alternatives such as GlitchTip, Datadog Error Tracking, Bugsnag"}, {"id": "mai-20260917-0922-baseline|c138-l6|meta-small|Bugsnag", "prompt": "c138-l6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "alternatives such as GlitchTip, Datadog Error Tracking, Bugsnag, Raygun"}, {"id": "mai-20260917-0922-baseline|c138-l6|meta-small|Raygun", "prompt": "c138-l6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Bugsnag, Raygun, Honeybadger, and Rollbar"}, {"id": "mai-20260917-0922-baseline|c138-l6|meta-small|Honeybadger", "prompt": "c138-l6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Raygun, Honeybadger, and Rollbar"}, {"id": "mai-20260917-0922-baseline|c138-l6|meta-small|Rollbar", "prompt": "c138-l6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Honeybadger, and Rollbar, depending on your specific needs"}, {"id": "mai-20260917-0922-baseline|c138-l6|minimax-small|Sentry", "prompt": "c138-l6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Primary Concern: Unpredictable Quota-Based Pricing"}, {"id": "mai-20260917-0922-baseline|c138-l6|minimax-small|Datadog", "prompt": "c138-l6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Not recommended for cost-conscious teams."}, {"id": "mai-20260917-0922-baseline|c138-l6|minimax-small|New Relic", "prompt": "c138-l6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Primary Concern: Cost at Scale and Performance Overhead"}, {"id": "mai-20260917-0922-baseline|c138-l6|minimax-small|CubeAPM", "prompt": "c138-l6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost predictability | CubeAPM (transaction-based), Grafana Cloud"}, {"id": "mai-20260917-0922-baseline|c138-l6|minimax-small|Grafana Cloud", "prompt": "c138-l6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Grafana Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CubeAPM (transaction-based), Grafana Cloud"}, {"id": "mai-20260917-0922-baseline|c138-l6|minimax-small|Uptrace", "prompt": "c138-l6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Uptrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Self-hosted/control | Sentry (self-hosted), Uptrace, Graylog"}, {"id": "mai-20260917-0922-baseline|c138-l6|minimax-small|Graylog", "prompt": "c138-l6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Graylog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Sentry (self-hosted), Uptrace, Graylog"}, {"id": "mai-20260917-0922-baseline|c138-l6|minimax-small|Splunk", "prompt": "c138-l6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Compliance/regulatory | CubeAPM (on-premise), Splunk (enterprise)"}, {"id": "mai-20260917-0922-baseline|c138-l6|minimax-small|SigNoz", "prompt": "c138-l6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Open standards | Grafana Stack, SigNoz, OTEL-native platforms"}, {"id": "mai-20260917-0922-baseline|c138-l6|mistral-small|Datadog Error Tracking", "prompt": "c138-l6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large enterprises should be cautious about Datadog Error Tracking due to its potentially high and opaque costs"}, {"id": "mai-20260917-0922-baseline|c138-l6|mistral-small|Honeybadger", "prompt": "c138-l6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it lacks advanced features like log integration and error-trace correlation"}, {"id": "mai-20260917-0922-baseline|c138-l6|mistral-small|Bugsnag", "prompt": "c138-l6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its pricing can become prohibitive at enterprise scale"}, {"id": "mai-20260917-0922-baseline|c138-l6|mistral-small|Raygun", "prompt": "c138-l6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Raygun", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its pricing model and feature set may not scale well for very large enterprises"}, {"id": "mai-20260917-0922-baseline|c138-l6|mistral-small|Sentry", "prompt": "c138-l6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tools like Sentry, Rollbar, and New Relic are generally more suitable for large-scale, complex environments"}, {"id": "mai-20260917-0922-baseline|c138-l6|mistral-small|Rollbar", "prompt": "c138-l6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tools like Sentry, Rollbar, and New Relic are generally more suitable for large-scale, complex environments"}, {"id": "mai-20260917-0922-baseline|c138-l6|mistral-small|New Relic", "prompt": "c138-l6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tools like Sentry, Rollbar, and New Relic are generally more suitable for large-scale, complex environments"}, {"id": "mai-20260917-0922-baseline|c138-l6|moonshot-small|Airbrake", "prompt": "c138-l6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Airbrake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Airbrake**: Described as \"straightforward, no-frills\" — may lack depth for complex enterprise environments"}, {"id": "mai-20260917-0922-baseline|c138-l6|moonshot-small|Honeybadger", "prompt": "c138-l6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Honeybadger**: Noted to \"lack features\" for comprehensive observability needs"}, {"id": "mai-20260917-0922-baseline|c138-l6|moonshot-small|Datadog", "prompt": "c138-l6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While powerful, enterprise users report pricing that \"adds up fast\" with per-host models that penalize infrastructure expansion"}, {"id": "mai-20260917-0922-baseline|c138-l6|moonshot-small|New Relic", "prompt": "c138-l6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Has shifted pricing models multiple times, creating unpredictability"}, {"id": "mai-20260917-0922-baseline|c138-l6|moonshot-small|Bugsnag", "prompt": "c138-l6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Bugsnag acquired by SmartBear — users report being folded into broader platform with less focus"}, {"id": "mai-20260917-0922-baseline|c138-l6|moonshot-small|OpenTelemetry-based platforms", "prompt": "c138-l6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "OpenTelemetry-based platforms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Proprietary-only solutions | **OpenTelemetry-based platforms** (portable instrumentation)"}, {"id": "mai-20260917-0922-baseline|c138-l6|moonshot-small|Grafana", "prompt": "c138-l6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Open-source alternatives** like Grafana for visualization"}, {"id": "mai-20260917-0922-baseline|c138-l6|openai-small|Datadog", "prompt": "c138-l6", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "broad enterprise observability platforms, but you should be cautious if you only need error monitoring"}, {"id": "mai-20260917-0922-baseline|c138-l6|openai-small|New Relic", "prompt": "c138-l6", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Datadog / New Relic: broad enterprise observability platforms, but you should be cautious"}, {"id": "mai-20260917-0922-baseline|c138-l6|openai-small|Sentry", "prompt": "c138-l6", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "very strong for app error tracking, but enterprises should watch for second-tool sprawl"}, {"id": "mai-20260917-0922-baseline|c138-l6|openai-small|Rollbar", "prompt": "c138-l6", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "good focused error tools, but enterprises should verify scale pricing, governance"}, {"id": "mai-20260917-0922-baseline|c138-l6|openai-small|Bugsnag", "prompt": "c138-l6", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Rollbar / Bugsnag: good focused error tools, but enterprises should verify scale pricing, governance"}, {"id": "mai-20260917-0922-baseline|c138-l6|xai-small|Sentry", "prompt": "c138-l6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to **Avoid or Be Highly Cautious With**:\n1. **Sentry**... can lead to unpredictable and skyrocketing costs"}, {"id": "mai-20260917-0922-baseline|c138-l6|xai-small|Rollbar", "prompt": "c138-l6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Best avoided if:** You need end-to-end visibility across stacks; they're fine for startups/SMBs but create silos at scale."}, {"id": "mai-20260917-0922-baseline|c138-l6|xai-small|Bugsnag", "prompt": "c138-l6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "limited scalability for enterprise needs... Best avoided if: You need end-to-end visibility"}, {"id": "mai-20260917-0922-baseline|c138-l6|xai-small|Honeybadger", "prompt": "c138-l6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Standalone Error Trackers... Best avoided if: You need end-to-end visibility across stacks"}, {"id": "mai-20260917-0922-baseline|c138-l6|xai-small|Raygun", "prompt": "c138-l6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Raygun", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "limited scalability for enterprise needs... pricing that scales poorly with error volume"}, {"id": "mai-20260917-0922-baseline|c138-l6|xai-small|AppSignal", "prompt": "c138-l6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "AppSignal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Standalone Error Trackers... Best avoided if: You need end-to-end visibility across stacks"}, {"id": "mai-20260917-0922-baseline|c138-l6|xai-small|LogRocket", "prompt": "c138-l6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "LogRocket", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**LogRocket or Session Replay-Heavy Tools in Isolation**... overwhelming data volume at enterprise scale leads to noise/alert fatigue"}, {"id": "mai-20260917-0922-baseline|c138-l6|xai-small|Datadog", "prompt": "c138-l6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Safer Enterprise Alternatives... Unified platforms with error tracking baked into APM/logs/infra"}, {"id": "mai-20260917-0922-baseline|c138-l6|xai-small|New Relic", "prompt": "c138-l6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Datadog, New Relic, Dynatrace**: Unified platforms with error tracking baked into APM/logs/infra"}, {"id": "mai-20260917-0922-baseline|c138-l6|xai-small|Dynatrace", "prompt": "c138-l6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Datadog, New Relic, Dynatrace**: Unified platforms... better for microservices/multi-cloud"}, {"id": "mai-20260917-0922-baseline|c138-l6|zai-small|Sentry", "prompt": "c138-l6", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While Sentry is excellent for startups and mid-sized teams, large enterprises should be cautious about it for production environments with high traffic."}, {"id": "mai-20260917-0922-baseline|c138-l6|zai-small|LogRocket", "prompt": "c138-l6", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "LogRocket", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools like LogRocket are industry leaders for debugging user flows, but they are **not** suitable as a primary monitoring solution for large-scale, high-traffic enterprise applications."}, {"id": "mai-20260917-0922-baseline|c138-l6|zai-small|Scout APM", "prompt": "c138-l6", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Scout APM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "it has known limitations that make it a poor choice for a general enterprise platform"}, {"id": "mai-20260917-0922-baseline|c138-l6|zai-small|Splunk", "prompt": "c138-l6", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "legacy error monitoring tools that function similarly to standard logging solutions (e.g., sending error logs to a database or Splunk). Avoid these for modern distributed systems."}, {"id": "mai-20260917-0922-baseline|c138-l6|zai-small|Datadog", "prompt": "c138-l6", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While Datadog is a market leader, it is often **overkill** for teams that only need error tracking, leading to alert fatigue and wasted budget."}, {"id": "mai-20260917-0922-baseline|c138-m1|alibaba-small|Sentry", "prompt": "c138-m1", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: Sentry ... If you are unsure, start with **Sentry**."}, {"id": "mai-20260917-0922-baseline|c138-m1|alibaba-small|Rollbar", "prompt": "c138-m1", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If Sentry feels too complex or noisy, Rollbar is the specialist solution."}, {"id": "mai-20260917-0922-baseline|c138-m1|alibaba-small|Datadog", "prompt": "c138-m1", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The Catch: It is expensive. \"Pay-per-host\" pricing can balloon quickly."}, {"id": "mai-20260917-0922-baseline|c138-m1|alibaba-small|New Relic", "prompt": "c138-m1", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "capabilities that Datadog or New Relic offer"}, {"id": "mai-20260917-0922-baseline|c138-m1|alibaba-small|Raygun", "prompt": "c138-m1", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Developer Experience & UX Choice: Raygun"}, {"id": "mai-20260917-0922-baseline|c138-m1|anthropic-small|Sentry", "prompt": "c138-m1", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** is considered best overall for full-context debugging"}, {"id": "mai-20260917-0922-baseline|c138-m1|anthropic-small|Rollbar", "prompt": "c138-m1", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative Top Choice:** **Rollbar** is best for AI-assisted triage and workflow automation."}, {"id": "mai-20260917-0922-baseline|c138-m1|anthropic-small|CubeAPM", "prompt": "c138-m1", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "CubeAPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CubeAPM is best for mid-size to enterprise teams that need compliance, predictable costs, and deep OpenTelemetry integration."}, {"id": "mai-20260917-0922-baseline|c138-m1|challenger-small|Sentry", "prompt": "c138-m1", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **default** error monitoring tool is usually **Sentry**"}, {"id": "mai-20260917-0922-baseline|c138-m1|challenger-small|Rollbar", "prompt": "c138-m1", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rollbar** is the strongest alternative for mid-size teams"}, {"id": "mai-20260917-0922-baseline|c138-m1|challenger-small|Scout", "prompt": "c138-m1", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Scout** if your stack is primarily Ruby, Python, Node.js, PHP, or Elixir"}, {"id": "mai-20260917-0922-baseline|c138-m1|challenger-small|Better Stack", "prompt": "c138-m1", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Better Stack** if you want error tracking bundled with log aggregation and incident management"}, {"id": "mai-20260917-0922-baseline|c138-m1|deepseek-small|Sentry", "prompt": "c138-m1", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B teams, **Sentry** is the default/safest recommendation."}, {"id": "mai-20260917-0922-baseline|c138-m1|deepseek-small|Rollbar", "prompt": "c138-m1", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rollbar** is an excellent, cheaper alternative"}, {"id": "mai-20260917-0922-baseline|c138-m1|deepseek-small|Datadog Error Tracking", "prompt": "c138-m1", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already deep into the Datadog ecosystem, **Datadog Error Tracking** is the natural add-on."}, {"id": "mai-20260917-0922-baseline|c138-m1|deepseek-small|Bugsnag", "prompt": "c138-m1", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Bugsnag** (SmartBear) | Excellent noise reduction & stability scoring; mobile-first | ~$59/mo | Higher base price"}, {"id": "mai-20260917-0922-baseline|c138-m1|deepseek-small|Honeybadger", "prompt": "c138-m1", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Honeybadger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Solo/small Ruby/Rails/Elixir founders on a budget | ~$26/mo | Niche language focus"}, {"id": "mai-20260917-0922-baseline|c138-m1|google-small|Sentry", "prompt": "c138-m1", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**The Best Overall:** **Sentry**. It has the broadest language support, an incredible developer workflow"}, {"id": "mai-20260917-0922-baseline|c138-m1|google-small|Bugsnag", "prompt": "c138-m1", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for B2B Mobile Apps:** **Bugsnag**"}, {"id": "mai-20260917-0922-baseline|c138-m1|google-small|Rollbar", "prompt": "c138-m1", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Noise Reduction & Fast Triage:** **Rollbar**"}, {"id": "mai-20260917-0922-baseline|c138-m1|google-small|Datadog", "prompt": "c138-m1", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already use a Heavy APM:** **Datadog**"}, {"id": "mai-20260917-0922-baseline|c138-m1|meta-small|Scout Monitoring", "prompt": "c138-m1", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Scout Monitoring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top error monitoring tools include: 1. Scout Monitoring"}, {"id": "mai-20260917-0922-baseline|c138-m1|meta-small|Rollbar", "prompt": "c138-m1", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Rollbar"}, {"id": "mai-20260917-0922-baseline|c138-m1|meta-small|Logwise", "prompt": "c138-m1", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Logwise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Logwise"}, {"id": "mai-20260917-0922-baseline|c138-m1|meta-small|Guideflow", "prompt": "c138-m1", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Guideflow"}, {"id": "mai-20260917-0922-baseline|c138-m1|meta-small|Raygun", "prompt": "c138-m1", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Raygun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Raygun"}, {"id": "mai-20260917-0922-baseline|c138-m1|meta-small|CatchJS", "prompt": "c138-m1", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "CatchJS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. CatchJS"}, {"id": "mai-20260917-0922-baseline|c138-m1|minimax-small|Rollbar", "prompt": "c138-m1", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rollbar** (Best Overall for Mid-Market)"}, {"id": "mai-20260917-0922-baseline|c138-m1|minimax-small|Sentry", "prompt": "c138-m1", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rollbar** or **Sentry** would be the best choices for most mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c138-m1|minimax-small|Datadog APM", "prompt": "c138-m1", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog APM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Considerations:** Higher price point, better for larger teams"}, {"id": "mai-20260917-0922-baseline|c138-m1|minimax-small|Scout Monitoring", "prompt": "c138-m1", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Scout Monitoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Specific Tech Stacks)"}, {"id": "mai-20260917-0922-baseline|c138-m1|mistral-small|Rollbar", "prompt": "c138-m1", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most mid-market B2B companies:** Rollbar"}, {"id": "mai-20260917-0922-baseline|c138-m1|mistral-small|Scout Monitoring", "prompt": "c138-m1", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Scout Monitoring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best error monitoring tools for a mid-market B2B company are **Rollbar** and **Scout Monitoring**"}, {"id": "mai-20260917-0922-baseline|c138-m1|mistral-small|Sentry", "prompt": "c138-m1", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sentry** is another excellent option, especially if you need broad language coverage"}, {"id": "mai-20260917-0922-baseline|c138-m1|mistral-small|Airbrake", "prompt": "c138-m1", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Airbrake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally seen as more niche or simpler alternatives compared to Rollbar and Scout"}, {"id": "mai-20260917-0922-baseline|c138-m1|mistral-small|Honeybadger", "prompt": "c138-m1", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Honeybadger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally seen as more niche or simpler alternatives compared to Rollbar and Scout"}, {"id": "mai-20260917-0922-baseline|c138-m1|moonshot-small|Sentry", "prompt": "c138-m1", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Sentry** is the best starting choice"}, {"id": "mai-20260917-0922-baseline|c138-m1|moonshot-small|Rollbar", "prompt": "c138-m1", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rollbar** | Slightly cheaper (~$21/mo starter) and purpose-built around grouping accuracy and issue ownership."}, {"id": "mai-20260917-0922-baseline|c138-m1|moonshot-small|Bugsnag", "prompt": "c138-m1", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bugsnag** | Best-in-class stability scoring and mobile release readiness."}, {"id": "mai-20260917-0922-baseline|c138-m1|moonshot-small|LogRocket", "prompt": "c138-m1", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LogRocket** | Combines session replay with error tracking natively."}, {"id": "mai-20260917-0922-baseline|c138-m1|moonshot-small|Datadog Error Tracking", "prompt": "c138-m1", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid if you're looking to reduce observability spend."}, {"id": "mai-20260917-0922-baseline|c138-m1|moonshot-small|FullStory", "prompt": "c138-m1", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "FullStory", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** Picking a pure session-replay tool (like FullStory) as your *primary* error monitor."}, {"id": "mai-20260917-0922-baseline|c138-m1|openai-small|Sentry", "prompt": "c138-m1", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Sentry**"}, {"id": "mai-20260917-0922-baseline|c138-m1|openai-small|Datadog", "prompt": "c138-m1", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datadog** \\u2014 best if you want a single observability platform."}, {"id": "mai-20260917-0922-baseline|c138-m1|openai-small|Bugsnag", "prompt": "c138-m1", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bugsnag** if you care a lot about **predictable pricing, strong crash reporting, and simple error-first workflows**"}, {"id": "mai-20260917-0922-baseline|c138-m1|openai-small|Rollbar", "prompt": "c138-m1", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rollbar** if your team mainly wants classic error tracking ... though I\\u2019d still put Sentry ahead"}, {"id": "mai-20260917-0922-baseline|c138-m1|xai-small|Sentry", "prompt": "c138-m1", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sentry stands out as the top pick for most mid-market B2B SaaS companies focused on application errors."}, {"id": "mai-20260917-0922-baseline|c138-m1|xai-small|Rollbar", "prompt": "c138-m1", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with Sentry/Rollbar free tiers."}, {"id": "mai-20260917-0922-baseline|c138-m1|xai-small|Datadog", "prompt": "c138-m1", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Expensive at scale ($500+/mo quick)"}, {"id": "mai-20260917-0922-baseline|c138-m1|xai-small|New Relic", "prompt": "c138-m1", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Complex pricing, higher latency"}, {"id": "mai-20260917-0922-baseline|c138-m1|xai-small|Honeybadger/Better Stack", "prompt": "c138-m1", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Honeybadger/Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget/value plays ... Less advanced features"}, {"id": "mai-20260917-0922-baseline|c138-m1|zai-small|Sentry", "prompt": "c138-m1", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Sentry** is the default choice"}, {"id": "mai-20260917-0922-baseline|c138-m1|zai-small|Rollbar", "prompt": "c138-m1", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Rollbar** as a strong alternative if your team prioritizes fast, AI-powered error grouping"}, {"id": "mai-20260917-0922-baseline|c138-m1|zai-small|Bugsnag", "prompt": "c138-m1", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bugsnag** the go-to if you need strong mobile-first monitoring with stability scores"}, {"id": "mai-20260917-0922-baseline|c138-m1|zai-small|Raygun", "prompt": "c138-m1", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Raygun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Raygun \\u2013 UX-Focused Monitoring + APM"}, {"id": "mai-20260917-0922-baseline|c138-m1|zai-small|Honeybadger", "prompt": "c138-m1", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Honeybadger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Honeybadger \\u2013 Simple, Bundled Monitoring"}, {"id": "mai-20260917-0922-baseline|c138-m1|zai-small|Better Stack", "prompt": "c138-m1", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider **Better Stack** for its usage-based pricing and self-hosting option."}, {"id": "mai-20260917-0922-baseline|c138-m2|alibaba-small|Sentry", "prompt": "c138-m2", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the two strongest recommendations are **Sentry** and **Rollbar**"}, {"id": "mai-20260917-0922-baseline|c138-m2|alibaba-small|Rollbar", "prompt": "c138-m2", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the two strongest recommendations are **Sentry** and **Rollbar**"}, {"id": "mai-20260917-0922-baseline|c138-m2|alibaba-small|Datadog", "prompt": "c138-m2", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "larger enterprises eventually move toward massive platforms like Datadog, mid-sized companies ... \"too small\" to justify the heavy overhead of full-stack observability suites"}, {"id": "mai-20260917-0922-baseline|c138-m2|anthropic-small|Sentry", "prompt": "c138-m2", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Sentry** or **Rollbar**"}, {"id": "mai-20260917-0922-baseline|c138-m2|anthropic-small|Rollbar", "prompt": "c138-m2", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd lean toward **Sentry** or **Rollbar**"}, {"id": "mai-20260917-0922-baseline|c138-m2|anthropic-small|Bugsnag", "prompt": "c138-m2", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Comprehensive crash and error reporting with strong session replay features"}, {"id": "mai-20260917-0922-baseline|c138-m2|anthropic-small|New Relic", "prompt": "c138-m2", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "More of an APM tool that includes error tracking"}, {"id": "mai-20260917-0922-baseline|c138-m2|anthropic-small|Datadog", "prompt": "c138-m2", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Premium option, good for growing companies with complex infrastructure"}, {"id": "mai-20260917-0922-baseline|c138-m2|anthropic-small|Honeycomb", "prompt": "c138-m2", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Excellent for structured logging and understanding system behavior"}, {"id": "mai-20260917-0922-baseline|c138-m2|challenger-small|Sentry", "prompt": "c138-m2", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Sentry** as the default choice"}, {"id": "mai-20260917-0922-baseline|c138-m2|challenger-small|Firebase Crashlytics", "prompt": "c138-m2", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Firebase Crashlytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is **mobile-only** or strongly mobile-first, **Firebase Crashlytics** is the better fit"}, {"id": "mai-20260917-0922-baseline|c138-m2|challenger-small|Bugsnag", "prompt": "c138-m2", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "commonly listed as Sentry alternatives"}, {"id": "mai-20260917-0922-baseline|c138-m2|challenger-small|Rollbar", "prompt": "c138-m2", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "commonly listed as Sentry alternatives"}, {"id": "mai-20260917-0922-baseline|c138-m2|challenger-small|Raygun", "prompt": "c138-m2", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Raygun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "commonly listed as Sentry alternatives"}, {"id": "mai-20260917-0922-baseline|c138-m2|challenger-small|Datadog", "prompt": "c138-m2", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Datadog** can be reasonable, but the provided results position it behind Sentry for pure error and crash reporting use cases"}, {"id": "mai-20260917-0922-baseline|c138-m2|deepseek-small|Sentry", "prompt": "c138-m2", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Sentry"}, {"id": "mai-20260917-0922-baseline|c138-m2|deepseek-small|Rollbar", "prompt": "c138-m2", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Predictable pricing & AI-assisted triage"}, {"id": "mai-20260917-0922-baseline|c138-m2|deepseek-small|Bugsnag", "prompt": "c138-m2", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mobile apps & release-stability gating"}, {"id": "mai-20260917-0922-baseline|c138-m2|deepseek-small|Datadog", "prompt": "c138-m2", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unified observability at scale"}, {"id": "mai-20260917-0922-baseline|c138-m2|deepseek-small|LogRocket", "prompt": "c138-m2", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Frontend session replay"}, {"id": "mai-20260917-0922-baseline|c138-m2|google-small|Sentry", "prompt": "c138-m2", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the primary recommendation for an application error and crash reporting service is **Sentry**"}, {"id": "mai-20260917-0922-baseline|c138-m2|google-small|Rollbar", "prompt": "c138-m2", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If Sentry is not the perfect fit, you should evaluate **Rollbar** or **Bugsnag**."}, {"id": "mai-20260917-0922-baseline|c138-m2|google-small|Bugsnag", "prompt": "c138-m2", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Bugsnag** if: *Your B2B product is heavily mobile-first.*"}, {"id": "mai-20260917-0922-baseline|c138-m2|google-small|Datadog", "prompt": "c138-m2", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their error-tracking modules are generally much more complex to set up, less developer-focused, and significantly more expensive than standalone tools like Sentry"}, {"id": "mai-20260917-0922-baseline|c138-m2|google-small|New Relic", "prompt": "c138-m2", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their error-tracking modules are generally much more complex to set up, less developer-focused, and significantly more expensive"}, {"id": "mai-20260917-0922-baseline|c138-m2|meta-small|Datadog", "prompt": "c138-m2", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Datadog - a comprehensive monitoring and analytics platform that includes error tracking and crash reporting."}, {"id": "mai-20260917-0922-baseline|c138-m2|meta-small|Firebase Crashlytics", "prompt": "c138-m2", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Firebase Crashlytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Firebase Crashlytics - a free service that provides detailed crash reports and analytics."}, {"id": "mai-20260917-0922-baseline|c138-m2|meta-small|Rollbar", "prompt": "c138-m2", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Rollbar - a focused error tracking tool that provides real-time error tracking and automated triage."}, {"id": "mai-20260917-0922-baseline|c138-m2|minimax-small|Sentry", "prompt": "c138-m2", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with Sentry** because"}, {"id": "mai-20260917-0922-baseline|c138-m2|minimax-small|Rollbar", "prompt": "c138-m2", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative**: If your priority is **cost control** and **simpler grouping**, Rollbar is also excellent and slightly cheaper."}, {"id": "mai-20260917-0922-baseline|c138-m2|minimax-small|Datadog", "prompt": "c138-m2", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Datadog** — Best If Already Using Datadog"}, {"id": "mai-20260917-0922-baseline|c138-m2|mistral-small|Sentry", "prompt": "c138-m2", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** is the best overall recommendation due to its balance of features, integrations, and cost"}, {"id": "mai-20260917-0922-baseline|c138-m2|mistral-small|Firebase Crashlytics", "prompt": "c138-m2", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Firebase Crashlytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you are heavily invested in Google's ecosystem, **Firebase Crashlytics** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c138-m2|mistral-small|Datadog", "prompt": "c138-m2", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other notable mentions include **Datadog** for its broader monitoring capabilities"}, {"id": "mai-20260917-0922-baseline|c138-m2|mistral-small|Rollbar", "prompt": "c138-m2", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rollbar**, which is also popular for its ease of use and strong error tracking features"}, {"id": "mai-20260917-0922-baseline|c138-m2|moonshot-small|Sentry", "prompt": "c138-m2", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I typically recommend **Sentry** as the best starting point"}, {"id": "mai-20260917-0922-baseline|c138-m2|moonshot-small|Raygun", "prompt": "c138-m2", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a more \"white-glove\" B2B experience with excellent support"}, {"id": "mai-20260917-0922-baseline|c138-m2|moonshot-small|Datadog APM / Error Tracking", "prompt": "c138-m2", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog APM / Error Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "though it's generally more expensive and complex than Sentry"}, {"id": "mai-20260917-0922-baseline|c138-m2|moonshot-small|Rollbar", "prompt": "c138-m2", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want something simpler and slightly cheaper than Sentry"}, {"id": "mai-20260917-0922-baseline|c138-m2|moonshot-small|LogRocket", "prompt": "c138-m2", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your primary pain point is **frontend** JavaScript errors"}, {"id": "mai-20260917-0922-baseline|c138-m2|moonshot-small|New Relic", "prompt": "c138-m2", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "migrate to Datadog or New Relic"}, {"id": "mai-20260917-0922-baseline|c138-m2|openai-small|Sentry", "prompt": "c138-m2", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Sentry** as the default choice."}, {"id": "mai-20260917-0922-baseline|c138-m2|openai-small|BugSnag", "prompt": "c138-m2", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "BugSnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BugSnag** is also a very solid choice if your top priorities are: very focused **error/crash reporting**"}, {"id": "mai-20260917-0922-baseline|c138-m2|openai-small|Datadog", "prompt": "c138-m2", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side comparison of Sentry vs BugSnag vs Datadog"}, {"id": "mai-20260917-0922-baseline|c138-m2|xai-small|Sentry", "prompt": "c138-m2", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Sentry** as the top choice"}, {"id": "mai-20260917-0922-baseline|c138-m2|xai-small|Rollbar", "prompt": "c138-m2", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rollbar is a close second"}, {"id": "mai-20260917-0922-baseline|c138-m2|xai-small|Bugsnag", "prompt": "c138-m2", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if mobile-first; lighter on web/full-stack."}, {"id": "mai-20260917-0922-baseline|c138-m2|xai-small|Raygun", "prompt": "c138-m2", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Niche for user-facing web apps."}, {"id": "mai-20260917-0922-baseline|c138-m2|zai-small|Sentry", "prompt": "c138-m2", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, I recommend **Sentry**."}, {"id": "mai-20260917-0922-baseline|c138-m2|zai-small|Rollbar", "prompt": "c138-m2", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Runner-Up: Rollbar"}, {"id": "mai-20260917-0922-baseline|c138-m2|zai-small|Bugsnag", "prompt": "c138-m2", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Alternative: Bugsnag"}, {"id": "mai-20260917-0922-baseline|c138-m3|alibaba-small|Sentry", "prompt": "c138-m3", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is the category leader with the largest ecosystem."}, {"id": "mai-20260917-0922-baseline|c138-m3|alibaba-small|Rollbar", "prompt": "c138-m3", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Teams prioritizing ease of installation, flexible alerting, and rapid triage."}, {"id": "mai-20260917-0922-baseline|c138-m3|alibaba-small|Bugsnag", "prompt": "c138-m3", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Mobile-first teams and organizations focused on user stability scores."}, {"id": "mai-20260917-0922-baseline|c138-m3|alibaba-small|Airbrake", "prompt": "c138-m3", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Small-to-medium businesses (SMBs) and non-engineering stakeholders who need simple insights."}, {"id": "mai-20260917-0922-baseline|c138-m3|alibaba-small|Raygun", "prompt": "c138-m3", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Teams needing robust mobile and server-side monitoring with a focus on reliability engineering."}, {"id": "mai-20260917-0922-baseline|c138-m3|anthropic-small|Sentry", "prompt": "c138-m3", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Sentry offers unified error tracking, performance monitoring, logs, and replay in one tool"}, {"id": "mai-20260917-0922-baseline|c138-m3|anthropic-small|Rollbar", "prompt": "c138-m3", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Rollbar tells you when your production code breaks, which release broke it"}, {"id": "mai-20260917-0922-baseline|c138-m3|anthropic-small|Datadog", "prompt": "c138-m3", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best for unified observability at scale with error tracking inside a broad monitoring platform"}, {"id": "mai-20260917-0922-baseline|c138-m3|anthropic-small|LogRocket", "prompt": "c138-m3", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "LogRocket is best for frontend replay plus error context"}, {"id": "mai-20260917-0922-baseline|c138-m3|anthropic-small|Firebase Crashlytics", "prompt": "c138-m3", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Firebase Crashlytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best free crash reporting for mobile with no cost and a tight fit for Android and iOS teams"}, {"id": "mai-20260917-0922-baseline|c138-m3|anthropic-small|Bugsnag", "prompt": "c138-m3", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Bugsnag, like Sentry and Rollbar, catches exceptions, groups them"}, {"id": "mai-20260917-0922-baseline|c138-m3|challenger-small|Sentry", "prompt": "c138-m3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** most often ranked best overall for broad language support and full-context debugging"}, {"id": "mai-20260917-0922-baseline|c138-m3|challenger-small|Datadog", "prompt": "c138-m3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Error tracking is part of a much broader APM/observability suite, not a dedicated error-only tool."}, {"id": "mai-20260917-0922-baseline|c138-m3|challenger-small|New Relic", "prompt": "c138-m3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Similar to Datadog in being platform-wide observability, with errors correlated through APM."}, {"id": "mai-20260917-0922-baseline|c138-m3|challenger-small|Rollbar", "prompt": "c138-m3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best when your pain point is alert noise and grouping similar errors quickly"}, {"id": "mai-20260917-0922-baseline|c138-m3|challenger-small|Bugsnag", "prompt": "c138-m3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best when release health and stability trends matter more than deep reproduction tools"}, {"id": "mai-20260917-0922-baseline|c138-m3|challenger-small|Honeybadger", "prompt": "c138-m3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lightweight, error-focused, with less emphasis on deep integrations or replay."}, {"id": "mai-20260917-0922-baseline|c138-m3|challenger-small|AppSignal", "prompt": "c138-m3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "AppSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lightweight APM with error monitoring, especially suited to specific backend stacks."}, {"id": "mai-20260917-0922-baseline|c138-m3|challenger-small|Airbrake", "prompt": "c138-m3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Known for simpler, release-aware exception monitoring and API-driven workflows."}, {"id": "mai-20260917-0922-baseline|c138-m3|deepseek-small|Sentry", "prompt": "c138-m3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Sentry if you want the most complete platform — error tracking, performance, session replay, and release context in one tool"}, {"id": "mai-20260917-0922-baseline|c138-m3|deepseek-small|Rollbar", "prompt": "c138-m3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The workflow- and developer-first alternative"}, {"id": "mai-20260917-0922-baseline|c138-m3|deepseek-small|Bugsnag", "prompt": "c138-m3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Bugsnag if mobile stability and release-readiness are central to your product."}, {"id": "mai-20260917-0922-baseline|c138-m3|deepseek-small|Raygun", "prompt": "c138-m3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Raygun if you want frontend real-user monitoring bundled with error tracking."}, {"id": "mai-20260917-0922-baseline|c138-m3|deepseek-small|Datadog Error Tracking", "prompt": "c138-m3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Weaknesses: Expensive, only makes sense if you're already paying for Datadog APM, no MCP server"}, {"id": "mai-20260917-0922-baseline|c138-m3|deepseek-small|Airbrake", "prompt": "c138-m3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A classic lightweight option"}, {"id": "mai-20260917-0922-baseline|c138-m3|deepseek-small|Honeybadger", "prompt": "c138-m3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose GlitchTip/Honeybadger for open-source or simple, predictable, lower-cost needs."}, {"id": "mai-20260917-0922-baseline|c138-m3|deepseek-small|GlitchTip", "prompt": "c138-m3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Open-source, self-hosting, speaks Sentry's SDK protocol (nearly a drop-in replacement)"}, {"id": "mai-20260917-0922-baseline|c138-m3|google-small|Sentry", "prompt": "c138-m3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sentry is the undisputed industry standard for general-purpose error tracking."}, {"id": "mai-20260917-0922-baseline|c138-m3|google-small|Bugsnag (by SmartBear)", "prompt": "c138-m3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag (by SmartBear)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Bugsnag if you are deploying a native iOS/Android app"}, {"id": "mai-20260917-0922-baseline|c138-m3|google-small|Rollbar", "prompt": "c138-m3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Real-time CI/CD workflows and aggressive debugging."}, {"id": "mai-20260917-0922-baseline|c138-m3|google-small|Highlight.io", "prompt": "c138-m3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Highlight.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Highlight.io if you are a frontend-heavy team that wants a modern, open-source tool"}, {"id": "mai-20260917-0922-baseline|c138-m3|google-small|Datadog", "prompt": "c138-m3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Datadog or New Relic if you are at a large enterprise with complex cloud infrastructure"}, {"id": "mai-20260917-0922-baseline|c138-m3|google-small|New Relic", "prompt": "c138-m3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Datadog or New Relic if you are at a large enterprise"}, {"id": "mai-20260917-0922-baseline|c138-m3|google-small|Honeybadger", "prompt": "c138-m3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Honeybadger or Airbrake if you run a small web agency or startup"}, {"id": "mai-20260917-0922-baseline|c138-m3|google-small|Airbrake", "prompt": "c138-m3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Honeybadger or Airbrake if you run a small web agency or startup"}, {"id": "mai-20260917-0922-baseline|c138-m3|google-small|LogRocket", "prompt": "c138-m3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Highlight.io / LogRocket | Frontend user-experience, visual session replays."}, {"id": "mai-20260917-0922-baseline|c138-m3|meta-small|Rollbar", "prompt": "c138-m3", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Rollbar, Sentry, Datadog, Bugsnag, and Honeybadger."}, {"id": "mai-20260917-0922-baseline|c138-m3|meta-small|Sentry", "prompt": "c138-m3", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Rollbar, Sentry, Datadog, Bugsnag, and Honeybadger."}, {"id": "mai-20260917-0922-baseline|c138-m3|meta-small|Datadog", "prompt": "c138-m3", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Rollbar, Sentry, Datadog, Bugsnag, and Honeybadger."}, {"id": "mai-20260917-0922-baseline|c138-m3|meta-small|Bugsnag", "prompt": "c138-m3", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Rollbar, Sentry, Datadog, Bugsnag, and Honeybadger."}, {"id": "mai-20260917-0922-baseline|c138-m3|meta-small|Honeybadger", "prompt": "c138-m3", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include Rollbar, Sentry, Datadog, Bugsnag, and Honeybadger."}, {"id": "mai-20260917-0922-baseline|c138-m3|minimax-small|Sentry", "prompt": "c138-m3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Startups/Solo Developers**: Start with **Sentry** (robust free tier)"}, {"id": "mai-20260917-0922-baseline|c138-m3|minimax-small|Bugsnag (now SmartBear Insight Hub)", "prompt": "c138-m3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag (now SmartBear Insight Hub)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Small Teams**: **Bugsnag** or **Airbrake** offer simple pricing and good DX."}, {"id": "mai-20260917-0922-baseline|c138-m3|minimax-small|Rollbar", "prompt": "c138-m3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget-Conscious**: **Sentry** or **Rollbar** have the best value per event."}, {"id": "mai-20260917-0922-baseline|c138-m3|minimax-small|Airbrake", "prompt": "c138-m3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airbrake**: Simpler, flat-rate pricing for teams new to error monitoring."}, {"id": "mai-20260917-0922-baseline|c138-m3|minimax-small|Datadog", "prompt": "c138-m3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not recommended for small teams due to cost."}, {"id": "mai-20260917-0922-baseline|c138-m3|minimax-small|New Relic", "prompt": "c138-m3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Enterprises**: **Datadog** or **New Relic** for full observability."}, {"id": "mai-20260917-0922-baseline|c138-m3|minimax-small|LogRocket", "prompt": "c138-m3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Frontend Focus**: **LogRocket** for session replay."}, {"id": "mai-20260917-0922-baseline|c138-m3|minimax-small|Honeybadger", "prompt": "c138-m3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Simple, developer-friendly, focused on uptime and error tracking."}, {"id": "mai-20260917-0922-baseline|c138-m3|minimax-small|Raygun", "prompt": "c138-m3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Raygun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "User-centric error monitoring with real-user monitoring. Pricing: Custom quotes."}, {"id": "mai-20260917-0922-baseline|c138-m3|minimax-small|Better Stack", "prompt": "c138-m3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Log management + error tracking. Pricing: Free tier (1K errors)"}, {"id": "mai-20260917-0922-baseline|c138-m3|mistral-small|Sentry", "prompt": "c138-m3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most popular, especially for developer-first error tracking... make it a top choice for many teams"}, {"id": "mai-20260917-0922-baseline|c138-m3|mistral-small|Bugsnag", "prompt": "c138-m3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Focuses on user-friendliness and developer experience."}, {"id": "mai-20260917-0922-baseline|c138-m3|mistral-small|Rollbar", "prompt": "c138-m3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Emphasizes performance optimization and proactive error handling."}, {"id": "mai-20260917-0922-baseline|c138-m3|mistral-small|Airbrake", "prompt": "c138-m3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often recommended for small to medium-sized teams or projects."}, {"id": "mai-20260917-0922-baseline|c138-m3|mistral-small|Raygun", "prompt": "c138-m3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers error tracking, crash reporting, and application performance monitoring."}, {"id": "mai-20260917-0922-baseline|c138-m3|mistral-small|Datadog", "prompt": "c138-m3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more comprehensive observability platforms... but are generally more expensive and complex"}, {"id": "mai-20260917-0922-baseline|c138-m3|mistral-small|New Relic", "prompt": "c138-m3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more comprehensive observability platforms... but are generally more expensive and complex"}, {"id": "mai-20260917-0922-baseline|c138-m3|mistral-small|LogRocket", "prompt": "c138-m3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "stands out for pairing error tracking with session replay"}, {"id": "mai-20260917-0922-baseline|c138-m3|moonshot-small|Sentry", "prompt": "c138-m3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** (Category Leader) ... Choose Sentry if you want the most comprehensive platform"}, {"id": "mai-20260917-0922-baseline|c138-m3|moonshot-small|Bugsnag", "prompt": "c138-m3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Bugsnag if mobile stability and noise reduction are priorities"}, {"id": "mai-20260917-0922-baseline|c138-m3|moonshot-small|Rollbar", "prompt": "c138-m3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Rollbar if you need flexible grouping rules and budget-friendly pricing"}, {"id": "mai-20260917-0922-baseline|c138-m3|moonshot-small|Datadog Error Tracking", "prompt": "c138-m3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Bundled with APM (~$31/host/month); not ideal as standalone error tool; complex pricing"}, {"id": "mai-20260917-0922-baseline|c138-m3|moonshot-small|Airbrake", "prompt": "c138-m3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Considerations: Less feature-rich than competitors"}, {"id": "mai-20260917-0922-baseline|c138-m3|moonshot-small|Honeybadger", "prompt": "c138-m3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Honeybadger if you're a small team (especially Ruby/Elixir)"}, {"id": "mai-20260917-0922-baseline|c138-m3|moonshot-small|Raygun", "prompt": "c138-m3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Raygun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: SMBs wanting real user monitoring + error tracking"}, {"id": "mai-20260917-0922-baseline|c138-m3|moonshot-small|Highlight.io", "prompt": "c138-m3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Highlight.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Teams wanting error monitoring + session replay combined"}, {"id": "mai-20260917-0922-baseline|c138-m3|openai-small|Sentry", "prompt": "c138-m3", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Sentry** if you want the best all-around developer debugging experience."}, {"id": "mai-20260917-0922-baseline|c138-m3|openai-small|Datadog Error Tracking", "prompt": "c138-m3", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datadog is often the better fit if you want error monitoring as part of a larger observability suite"}, {"id": "mai-20260917-0922-baseline|c138-m3|openai-small|Rollbar", "prompt": "c138-m3", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Rollbar** if alerts, grouping, and deploy tracking are your top priorities."}, {"id": "mai-20260917-0922-baseline|c138-m3|openai-small|BugSnag", "prompt": "c138-m3", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "BugSnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **BugSnag** if you care most about app stability metrics and release/feature-flag impact."}, {"id": "mai-20260917-0922-baseline|c138-m3|xai-small|Sentry", "prompt": "c138-m3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** - Most popular overall, developer-friendly leader."}, {"id": "mai-20260917-0922-baseline|c138-m3|xai-small|Rollbar", "prompt": "c138-m3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rollbar** - Strong in proactive error handling and grouping."}, {"id": "mai-20260917-0922-baseline|c138-m3|xai-small|Bugsnag", "prompt": "c138-m3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mobile**: Bugsnag."}, {"id": "mai-20260917-0922-baseline|c138-m3|xai-small|Datadog", "prompt": "c138-m3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Powerful for enterprises but expensive/complex for pure errors."}, {"id": "mai-20260917-0922-baseline|c138-m3|xai-small|New Relic", "prompt": "c138-m3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Broad but pricing ingest-based (can escalate)."}, {"id": "mai-20260917-0922-baseline|c138-m3|xai-small|Airbrake", "prompt": "c138-m3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Airbrake (affordable SMB)"}, {"id": "mai-20260917-0922-baseline|c138-m3|xai-small|Raygun", "prompt": "c138-m3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Raygun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Raygun (performance-focused)"}, {"id": "mai-20260917-0922-baseline|c138-m3|xai-small|LogRocket", "prompt": "c138-m3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "LogRocket (frontend/session replay)"}, {"id": "mai-20260917-0922-baseline|c138-m3|xai-small|Honeybadger", "prompt": "c138-m3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Honeybadger (simple for Ruby/Rails)"}, {"id": "mai-20260917-0922-baseline|c138-m3|zai-small|Sentry", "prompt": "c138-m3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** is the most feature‑rich, open‑source‑friendly platform, offering error tracking, APM, session replay, profiling, and uptime monitoring in one place."}, {"id": "mai-20260917-0922-baseline|c138-m3|zai-small|Rollbar", "prompt": "c138-m3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rollbar** emphasizes *grouping accuracy* and *deployment tracking*"}, {"id": "mai-20260917-0922-baseline|c138-m3|zai-small|Bugsnag", "prompt": "c138-m3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bugsnag** shines for mobile and release stability"}, {"id": "mai-20260917-0922-baseline|c138-m3|zai-small|Raygun", "prompt": "c138-m3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Raygun** is a solid choice if you want built‑in RUM alongside crash reporting."}, {"id": "mai-20260917-0922-baseline|c138-m3|zai-small|TrackJS", "prompt": "c138-m3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "TrackJS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**TrackJS** is a lightweight option for web‑only JavaScript environments"}, {"id": "mai-20260917-0922-baseline|c138-m3|zai-small|LogRocket", "prompt": "c138-m3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**LogRocket** pairs session replay with detailed frontend logs and network data"}, {"id": "mai-20260917-0922-baseline|c138-m3|zai-small|Inspectlet", "prompt": "c138-m3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Inspectlet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Inspectlet** combines session replay with error tracking and heatmaps"}, {"id": "mai-20260917-0922-baseline|c138-m3|zai-small|FullStory", "prompt": "c138-m3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "FullStory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**FullStory** leans more toward analytics and behavior flows"}, {"id": "mai-20260917-0922-baseline|c138-m3|zai-small|Datadog", "prompt": "c138-m3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Datadog** is a comprehensive observability platform where error tracking is one component"}, {"id": "mai-20260917-0922-baseline|c138-m3|zai-small|Scout Monitoring", "prompt": "c138-m3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Scout Monitoring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Scout** is a lighter, transaction‑based alternative focused on performance + errors for specific stacks."}, {"id": "mai-20260917-0922-baseline|c138-m4|alibaba-small|Sentry", "prompt": "c138-m4", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best error monitoring tool is **Sentry**, followed closely by **Rollbar**"}, {"id": "mai-20260917-0922-baseline|c138-m4|alibaba-small|Rollbar", "prompt": "c138-m4", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Value Alternative: Rollbar"}, {"id": "mai-20260917-0922-baseline|c138-m4|alibaba-small|Raygun", "prompt": "c138-m4", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Raygun", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "others like Raygun and Honeybadger can become expensive very quickly"}, {"id": "mai-20260917-0922-baseline|c138-m4|alibaba-small|Honeybadger", "prompt": "c138-m4", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "others like Raygun and Honeybadger can become expensive very quickly"}, {"id": "mai-20260917-0922-baseline|c138-m4|alibaba-small|GlitchTip", "prompt": "c138-m4", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"Zero Software Cost\" Route: GlitchTip (Self-Hosted)"}, {"id": "mai-20260917-0922-baseline|c138-m4|alibaba-small|LogRocket", "prompt": "c138-m4", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best \"All-in-One\" Visual Tool: LogRocket"}, {"id": "mai-20260917-0922-baseline|c138-m4|alibaba-small|Datadog", "prompt": "c138-m4", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "often give you **free premium access** to Sentry, Datadog, or Linear"}, {"id": "mai-20260917-0922-baseline|c138-m4|anthropic-small|Sentry", "prompt": "c138-m4", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** - Offers a generous free tier with up to 5,000 events per month, making it accessible for small teams"}, {"id": "mai-20260917-0922-baseline|c138-m4|anthropic-small|Rollbar", "prompt": "c138-m4", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rollbar** - Has a free plan suitable for smaller applications"}, {"id": "mai-20260917-0922-baseline|c138-m4|anthropic-small|Bugsnag", "prompt": "c138-m4", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bugsnag** - Provides a free tier for getting started"}, {"id": "mai-20260917-0922-baseline|c138-m4|anthropic-small|New Relic", "prompt": "c138-m4", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**New Relic** - Offers free tier access to basic error tracking"}, {"id": "mai-20260917-0922-baseline|c138-m4|anthropic-small|Datadog", "prompt": "c138-m4", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While not the cheapest, offers flexible pricing"}, {"id": "mai-20260917-0922-baseline|c138-m4|anthropic-small|LogRocket", "prompt": "c138-m4", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good for frontend error monitoring with reasonable pricing"}, {"id": "mai-20260917-0922-baseline|c138-m4|anthropic-small|Elastic Stack (ELK)", "prompt": "c138-m4", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Elastic Stack (ELK)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source option if you have the infrastructure to host it yourself"}, {"id": "mai-20260917-0922-baseline|c138-m4|challenger-small|Sentry", "prompt": "c138-m4", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Sentry’s free tier**"}, {"id": "mai-20260917-0922-baseline|c138-m4|challenger-small|GlitchTip", "prompt": "c138-m4", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GlitchTip** is the lowest-cost choice because it is **free and open source**"}, {"id": "mai-20260917-0922-baseline|c138-m4|challenger-small|Honeybadger", "prompt": "c138-m4", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Honeybadger** is often the best budget value for small teams at about **$26/month flat**"}, {"id": "mai-20260917-0922-baseline|c138-m4|challenger-small|Better Stack", "prompt": "c138-m4", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want an all-in-one monitoring platform:** **Better Stack**"}, {"id": "mai-20260917-0922-baseline|c138-m4|deepseek-small|Sentry", "prompt": "c138-m4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sentry is the most commonly cited best choice for budget-conscious companies."}, {"id": "mai-20260917-0922-baseline|c138-m4|deepseek-small|Honeybadger", "prompt": "c138-m4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you want predictable, flat pricing:** Choose **Honeybadger**"}, {"id": "mai-20260917-0922-baseline|c138-m4|deepseek-small|BugSnag", "prompt": "c138-m4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "BugSnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **BugSnag** | Mobile + web | 7,500 events/mo free; Team from ~$22/mo |"}, {"id": "mai-20260917-0922-baseline|c138-m4|deepseek-small|Rollbar", "prompt": "c138-m4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Rollbar** | DevOps/CI-CD teams | 5,000 events/mo free; Essentials from $9/mo |"}, {"id": "mai-20260917-0922-baseline|c138-m4|deepseek-small|Glitchtip", "prompt": "c138-m4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Glitchtip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need to self-host due to privacy or data residency:** Go with **Glitchtip or Bugsink**"}, {"id": "mai-20260917-0922-baseline|c138-m4|deepseek-small|Bugsink", "prompt": "c138-m4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Bugsink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with **Glitchtip or Bugsink**"}, {"id": "mai-20260917-0922-baseline|c138-m4|deepseek-small|Grafana Cloud", "prompt": "c138-m4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Grafana Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "But it's more of a full observability platform than a pure error tracker."}, {"id": "mai-20260917-0922-baseline|c138-m4|google-small|GlitchTip", "prompt": "c138-m4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "\"We want $0 spend and have a cheap server\"** | **GlitchTip** | Point your code to it using Sentry SDKs; absolute control over costs."}, {"id": "mai-20260917-0922-baseline|c138-m4|google-small|Bugsink", "prompt": "c138-m4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Bugsink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bugsink is an ultra-lightweight, Python-based self-hosted error tracker."}, {"id": "mai-20260917-0922-baseline|c138-m4|google-small|Sentry", "prompt": "c138-m4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sentry is the gold standard of error tracking... The Developer plan is permanently **free for 1 user**"}, {"id": "mai-20260917-0922-baseline|c138-m4|google-small|Rollbar", "prompt": "c138-m4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rollbar is incredibly fast and excels at grouping identical errors together"}, {"id": "mai-20260917-0922-baseline|c138-m4|google-small|Better Stack", "prompt": "c138-m4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The most cost-effective paid SaaS tier for high-volume error tracking."}, {"id": "mai-20260917-0922-baseline|c138-m4|google-small|Honeybadger", "prompt": "c138-m4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consolidates three critical tools into one highly affordable billing pipeline."}, {"id": "mai-20260917-0922-baseline|c138-m4|google-small|Datadog", "prompt": "c138-m4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "most standard APM platforms (like Datadog or New Relic) become prohibitively expensive"}, {"id": "mai-20260917-0922-baseline|c138-m4|google-small|New Relic", "prompt": "c138-m4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "most standard APM platforms (like Datadog or New Relic) become prohibitively expensive"}, {"id": "mai-20260917-0922-baseline|c138-m4|meta-small|Rollbar", "prompt": "c138-m4", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rollbar: Offers a free plan with 5,000 occurrences and 1,000 session replays a month, with real-time alerts, intelligent grouping"}, {"id": "mai-20260917-0922-baseline|c138-m4|meta-small|Honeybadger", "prompt": "c138-m4", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Honeybadger: Best for small teams on a budget and offers a free plan."}, {"id": "mai-20260917-0922-baseline|c138-m4|meta-small|Sentry", "prompt": "c138-m4", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sentry: Offers a free tier with 5,000 errors per month, session replay included, and Slack integration for alerting."}, {"id": "mai-20260917-0922-baseline|c138-m4|minimax-small|Sentry", "prompt": "c138-m4", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** (Best Overall for Budget)"}, {"id": "mai-20260917-0922-baseline|c138-m4|minimax-small|Rollbar", "prompt": "c138-m4", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strength**: Excellent for tracking errors at scale"}, {"id": "mai-20260917-0922-baseline|c138-m4|minimax-small|GlitchTip", "prompt": "c138-m4", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GlitchTip** (Best Open Source)"}, {"id": "mai-20260917-0922-baseline|c138-m4|minimax-small|Honeybadger", "prompt": "c138-m4", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ideal for**: Startups wanting simplified, all-in-one monitoring"}, {"id": "mai-20260917-0922-baseline|c138-m4|mistral-small|Sentry", "prompt": "c138-m4", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Sentry’s free tier** is the best starting point"}, {"id": "mai-20260917-0922-baseline|c138-m4|mistral-small|Honeybadger", "prompt": "c138-m4", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Honeybadger** is ideal if you want predictable pricing and don’t mind paying a small monthly fee"}, {"id": "mai-20260917-0922-baseline|c138-m4|mistral-small|Rollbar", "prompt": "c138-m4", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another strong option with a generous free tier (5,000 errors/month)"}, {"id": "mai-20260917-0922-baseline|c138-m4|moonshot-small|Sentry", "prompt": "c138-m4", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** (Best Overall Free Option)"}, {"id": "mai-20260917-0922-baseline|c138-m4|moonshot-small|Rollbar", "prompt": "c138-m4", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rollbar** (Best Free Tier Allowance)"}, {"id": "mai-20260917-0922-baseline|c138-m4|moonshot-small|GlitchTip", "prompt": "c138-m4", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GlitchTip** (Best for Self-Hosting)"}, {"id": "mai-20260917-0922-baseline|c138-m4|moonshot-small|Bugsnag", "prompt": "c138-m4", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bugsnag** (Best for Mobile)"}, {"id": "mai-20260917-0922-baseline|c138-m4|moonshot-small|Honeybadger", "prompt": "c138-m4", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Honeybadger (free dev plan, $26/mo paid)"}, {"id": "mai-20260917-0922-baseline|c138-m4|openai-small|Sentry", "prompt": "c138-m4", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best error monitoring tool is usually Sentry"}, {"id": "mai-20260917-0922-baseline|c138-m4|openai-small|Bugsnag", "prompt": "c138-m4", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Bugsnag", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "very polished, but often pricier as you grow"}, {"id": "mai-20260917-0922-baseline|c138-m4|openai-small|Rollbar", "prompt": "c138-m4", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "solid for error tracking, especially backend-focused teams"}, {"id": "mai-20260917-0922-baseline|c138-m4|openai-small|New Relic", "prompt": "c138-m4", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "broader observability, but can be more than you need on a tight budget"}, {"id": "mai-20260917-0922-baseline|c138-m4|openai-small|Datadog", "prompt": "c138-m4", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "powerful, but typically expensive for small budgets"}, {"id": "mai-20260917-0922-baseline|c138-m4|openai-small|Honeybadger", "prompt": "c138-m4", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "simpler and often affordable for smaller apps"}, {"id": "mai-20260917-0922-baseline|c138-m4|xai-small|Sentry", "prompt": "c138-m4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry's free tier** stands out as the best error monitoring tool for a company with a limited budget."}, {"id": "mai-20260917-0922-baseline|c138-m4|xai-small|GlitchTip", "prompt": "c138-m4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Open-source Sentry clone, no vendor lock-in... Top for ultra-low budgets avoiding any SaaS fees."}, {"id": "mai-20260917-0922-baseline|c138-m4|xai-small|Rollbar", "prompt": "c138-m4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Similar to Sentry; paid starts ~$22/mo."}, {"id": "mai-20260917-0922-baseline|c138-m4|xai-small|PostHog", "prompt": "c138-m4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "100K exceptions/mo free... great if you need more than just errors."}, {"id": "mai-20260917-0922-baseline|c138-m4|xai-small|Honeybadger", "prompt": "c138-m4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for small teams wanting extras without complexity."}, {"id": "mai-20260917-0922-baseline|c138-m4|zai-small|Sentry", "prompt": "c138-m4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most teams:** Start with **Sentry**. It has the largest ecosystem, great documentation, and a generous free tier."}, {"id": "mai-20260917-0922-baseline|c138-m4|zai-small|Rollbar", "prompt": "c138-m4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**On a tight budget:** **Rollbar** offers the lowest paid entry point and solid error grouping."}, {"id": "mai-20260917-0922-baseline|c138-m4|zai-small|Bugsnag", "prompt": "c138-m4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mobile-heavy:** **Bugsnag** gives the best mobile crash analytics."}, {"id": "mai-20260917-0922-baseline|c138-m4|zai-small|Honeybadger", "prompt": "c138-m4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Small-Team Bundle"}, {"id": "mai-20260917-0922-baseline|c138-m4|zai-small|GlitchTip", "prompt": "c138-m4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Self-hosted:** **GlitchTip** is free to run and Sentry-compatible."}, {"id": "mai-20260917-0922-baseline|c138-m4|zai-small|PostHog", "prompt": "c138-m4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Analytics-Bundled Teams"}, {"id": "mai-20260917-0922-baseline|c138-m4|zai-small|Better Stack", "prompt": "c138-m4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Honeybadger and Better Stack bundle those in."}, {"id": "mai-20260917-0922-baseline|c138-m5|alibaba-small|Sentry", "prompt": "c138-m5", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry:** The gold standard for developer experience. Very strong on source maps and mobile. Pricing can get expensive at very high volumes."}, {"id": "mai-20260917-0922-baseline|c138-m5|alibaba-small|Rollbar", "prompt": "c138-m5", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Similar to Sentry but focuses heavily on alerting and triage workflows."}, {"id": "mai-20260917-0922-baseline|c138-m5|alibaba-small|Datadog", "prompt": "c138-m5", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "They are generally heavier/expensive than dedicated error tools."}, {"id": "mai-20260917-0922-baseline|c138-m5|alibaba-small|New Relic", "prompt": "c138-m5", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "They are generally heavier/expensive than dedicated error tools."}, {"id": "mai-20260917-0922-baseline|c138-m5|alibaba-small|Honeybadger", "prompt": "c138-m5", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for extreme simplicity and a flat-rate pricing model (no event counts)."}, {"id": "mai-20260917-0922-baseline|c138-m5|alibaba-small|LogRocket", "prompt": "c138-m5", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "\"Session Replay.\" Focuses on seeing *what the user did* before the error occurred."}, {"id": "mai-20260917-0922-baseline|c138-m5|deepseek-small|Sentry", "prompt": "c138-m5", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** | Purpose-built error tracking, broadest language/mobile coverage, great grouping, generous free tier | Event-based pricing can scale up"}, {"id": "mai-20260917-0922-baseline|c138-m5|deepseek-small|Rollbar", "prompt": "c138-m5", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Rollbar** | Solid, older | Little edge over Sentry"}, {"id": "mai-20260917-0922-baseline|c138-m5|deepseek-small|Datadog", "prompt": "c138-m5", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most expensive; per-host + add-ons"}, {"id": "mai-20260917-0922-baseline|c138-m5|deepseek-small|Bugsnag", "prompt": "c138-m5", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bugsnag** | Clean, mobile-first, simple flat pricing, fewer features | Less rich than Sentry"}, {"id": "mai-20260917-0922-baseline|c138-m5|deepseek-small|Highlight.io", "prompt": "c138-m5", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Highlight.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source: errors + session replay + traces in one | Smaller ecosystem"}, {"id": "mai-20260917-0922-baseline|c138-m5|deepseek-small|New Relic / Scout", "prompt": "c138-m5", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "New Relic / Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Full-stack APM with integrated error tracing | Depends on your stack focus"}, {"id": "mai-20260917-0922-baseline|c138-m5|google-small|Sentry", "prompt": "c138-m5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry:** The industry heavyweight. Incredible developer experience, supports almost every stack, strong release tracking"}, {"id": "mai-20260917-0922-baseline|c138-m5|google-small|LogRocket", "prompt": "c138-m5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LogRocket / Highlight.io:** If your product is highly visual and frontend-heavy, these tools combine error tracking with robust session replay"}, {"id": "mai-20260917-0922-baseline|c138-m5|google-small|Datadog", "prompt": "c138-m5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Datadog (Error Tracking):** ... though the interface is more operations-focused than developer-focused."}, {"id": "mai-20260917-0922-baseline|c138-m5|google-small|New Relic", "prompt": "c138-m5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Do you already use an Application Performance Monitoring (APM) tool like Datadog, New Relic, or Dynatrace?"}, {"id": "mai-20260917-0922-baseline|c138-m5|google-small|Dynatrace", "prompt": "c138-m5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "an Application Performance Monitoring (APM) tool like Datadog, New Relic, or Dynatrace?"}, {"id": "mai-20260917-0922-baseline|c138-m5|google-small|Bugsnag", "prompt": "c138-m5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Bugsnag (by SmartBear):** Highly regarded for mobile (iOS/Android) and frontend applications."}, {"id": "mai-20260917-0922-baseline|c138-m5|google-small|Rollbar", "prompt": "c138-m5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Rollbar:** Strong focus on real-time alerting and automated grouping. Very good for backend/microservice setups."}, {"id": "mai-20260917-0922-baseline|c138-m5|google-small|Highlight.io", "prompt": "c138-m5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Highlight.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**LogRocket / Highlight.io:** If your product is highly visual and frontend-heavy"}, {"id": "mai-20260917-0922-baseline|c138-m5|meta-small|Sentry", "prompt": "c138-m5", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top error monitoring tools include:\n\n1. Sentry"}, {"id": "mai-20260917-0922-baseline|c138-m5|meta-small|Rollbar", "prompt": "c138-m5", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Rollbar"}, {"id": "mai-20260917-0922-baseline|c138-m5|meta-small|Scout Monitoring", "prompt": "c138-m5", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Scout Monitoring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Scout Monitoring"}, {"id": "mai-20260917-0922-baseline|c138-m5|meta-small|Honeybadger", "prompt": "c138-m5", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Honeybadger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Honeybadger"}, {"id": "mai-20260917-0922-baseline|c138-m5|mistral-small|Sentry", "prompt": "c138-m5", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Sentry**   | Startups & mid-market | Great UX, strong integrations, open-source core | Can get expensive at scale"}, {"id": "mai-20260917-0922-baseline|c138-m5|mistral-small|Datadog Error Tracking", "prompt": "c138-m5", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog Error Tracking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Teams already using Datadog | Unified observability, good for APM users | Less specialized than Sentry"}, {"id": "mai-20260917-0922-baseline|c138-m5|mistral-small|Rollbar", "prompt": "c138-m5", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise & compliance | Strong security, good for regulated industries | UI can feel outdated"}, {"id": "mai-20260917-0922-baseline|c138-m5|mistral-small|New Relic", "prompt": "c138-m5", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Full-stack observability | Good for performance + errors | Can be complex to set up"}, {"id": "mai-20260917-0922-baseline|c138-m5|mistral-small|Bugsnag", "prompt": "c138-m5", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mobile & frontend apps | Excellent for mobile, session tracking | Less strong for backend"}, {"id": "mai-20260917-0922-baseline|c138-m5|moonshot-small|Sentry", "prompt": "c138-m5", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** or **Rollbar** typically emerge as the top choices"}, {"id": "mai-20260917-0922-baseline|c138-m5|moonshot-small|Rollbar", "prompt": "c138-m5", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sentry** or **Rollbar** typically emerge as the top choices"}, {"id": "mai-20260917-0922-baseline|c138-m5|moonshot-small|Bugsnag", "prompt": "c138-m5", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Bugsnag** | Mobile/app stability focus | Event-based | Stability scoring, release health"}, {"id": "mai-20260917-0922-baseline|c138-m5|moonshot-small|Datadog", "prompt": "c138-m5", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Full platform, but more complex"}, {"id": "mai-20260917-0922-baseline|c138-m5|moonshot-small|New Relic", "prompt": "c138-m5", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Existing observability**: Datadog, New Relic, etc."}, {"id": "mai-20260917-0922-baseline|c138-m5|openai-small|Sentry", "prompt": "c138-m5", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a **comparison matrix** you can use with tools like Sentry, Datadog, Rollbar, New Relic, etc."}, {"id": "mai-20260917-0922-baseline|c138-m5|openai-small|Datadog", "prompt": "c138-m5", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tools like Sentry, Datadog, Rollbar, New Relic, etc."}, {"id": "mai-20260917-0922-baseline|c138-m5|openai-small|Rollbar", "prompt": "c138-m5", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools like Sentry, Datadog, Rollbar, New Relic, etc."}, {"id": "mai-20260917-0922-baseline|c138-m5|openai-small|New Relic", "prompt": "c138-m5", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like Sentry, Datadog, Rollbar, New Relic, etc."}, {"id": "mai-20260917-0922-baseline|c138-m5|xai-small|Sentry", "prompt": "c138-m5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** | All-around errors + releases | Free to 5K events; scales to $100s/mo | Event volume adds up"}, {"id": "mai-20260917-0922-baseline|c138-m5|xai-small|Rollbar", "prompt": "c138-m5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rollbar** | Deploy-focused, low noise | Free to 5K; ~$12.50/5K events | Less frontend depth"}, {"id": "mai-20260917-0922-baseline|c138-m5|xai-small|Bugsnag", "prompt": "c138-m5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bugsnag** | Mobile + stability scores | ~$59/mo team | Weaker backend"}, {"id": "mai-20260917-0922-baseline|c138-m5|xai-small|Datadog", "prompt": "c138-m5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Datadog** | Full observability (if you use it already) | Usage-based (~$15/host) | Expensive/complex"}, {"id": "mai-20260917-0922-baseline|c138-m5|xai-small|LogRocket", "prompt": "c138-m5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**LogRocket** | Frontend + replays | $99/mo post-free | Backend limited"}, {"id": "mai-20260917-0922-baseline|c138-m5|xai-small|Highlight.io", "prompt": "c138-m5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Highlight.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Session replay (LogRocket/Highlight.io) or rage clicks for UX issues"}, {"id": "mai-20260917-0922-baseline|c138-m6|alibaba-small|Habits.io", "prompt": "c138-m6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Habits.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the creator shut it down, leaving existing customers with no upgrades and limited support"}, {"id": "mai-20260917-0922-baseline|c138-m6|alibaba-small|Splunk", "prompt": "c138-m6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Splunk is extremely expensive... Using it purely for error monitoring is often considered \"overkill\""}, {"id": "mai-20260917-0922-baseline|c138-m6|alibaba-small|AppDynamics", "prompt": "c138-m6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often criticized for \"Sales-driven\" implementation... small-to-mid-sized startups often find the sales overhead and rigidity frustrating"}, {"id": "mai-20260917-0922-baseline|c138-m6|alibaba-small|Sentry", "prompt": "c138-m6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Sentry:** The current gold standard for open-web, mobile, and backend error tracking."}, {"id": "mai-20260917-0922-baseline|c138-m6|alibaba-small|Rollbar", "prompt": "c138-m6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rollbar:** Known for high accuracy in grouping similar errors together"}, {"id": "mai-20260917-0922-baseline|c138-m6|alibaba-small|ELK Stack", "prompt": "c138-m6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "ELK Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Many teams try to use Log Management tools as error monitors. However, logs are unstructured text."}, {"id": "mai-20260917-0922-baseline|c138-m6|alibaba-small|Papertrail", "prompt": "c138-m6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Papertrail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Many teams try to use Log Management tools as error monitors... Finding a specific exception buried in a wall of `INFO` logs is a nightmare"}, {"id": "mai-20260917-0922-baseline|c138-m6|alibaba-small|Logstash", "prompt": "c138-m6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Logstash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Tools with \"Noisy\" Ingestion (Raw Log Managers)... a nightmare for developers"}, {"id": "mai-20260917-0922-baseline|c138-m6|alibaba-small|New Relic", "prompt": "c138-m6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "they come with a warning label regarding cost control... you might accidentally flood these tools with data and wake up to a bill for $5,000+"}, {"id": "mai-20260917-0922-baseline|c138-m6|alibaba-small|Datadog", "prompt": "c138-m6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "The \"Pricing Anxiety\" Models (New Relic, Datadog)... Be cautious if your application scales dynamically"}, {"id": "mai-20260917-0922-baseline|c138-m6|alibaba-small|AWS X-Ray", "prompt": "c138-m6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "AWS X-Ray", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "extracting that historical data out of AWS X-Ray becomes technically difficult and expensive"}, {"id": "mai-20260917-0922-baseline|c138-m6|alibaba-small|Azure Monitor", "prompt": "c138-m6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Azure Monitor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Cloud Provider Lock-In (AWS X-Ray, Azure Monitor)... often fail when you need to debug code across different environments"}, {"id": "mai-20260917-0922-baseline|c138-m6|alibaba-small|Raygun", "prompt": "c138-m6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Raygun:** Strong competitor, known for excellent \"session replay\""}, {"id": "mai-20260917-0922-baseline|c138-m6|anthropic-small|Sentry", "prompt": "c138-m6", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "users share current experiences with tools like Sentry, Datadog, New Relic, Rollbar, Bugsnag, etc."}, {"id": "mai-20260917-0922-baseline|c138-m6|anthropic-small|Datadog", "prompt": "c138-m6", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tools like Sentry, Datadog, New Relic, Rollbar, Bugsnag, etc."}, {"id": "mai-20260917-0922-baseline|c138-m6|anthropic-small|New Relic", "prompt": "c138-m6", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools like Sentry, Datadog, New Relic, Rollbar, Bugsnag, etc."}, {"id": "mai-20260917-0922-baseline|c138-m6|anthropic-small|Rollbar", "prompt": "c138-m6", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like Sentry, Datadog, New Relic, Rollbar, Bugsnag, etc."}, {"id": "mai-20260917-0922-baseline|c138-m6|anthropic-small|Bugsnag", "prompt": "c138-m6", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like Sentry, Datadog, New Relic, Rollbar, Bugsnag, etc."}, {"id": "mai-20260917-0922-baseline|c138-m6|challenger-small|Sentry", "prompt": "c138-m6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Sentry** if you expect noisy error storms and do not want usage-based surprise costs; it is repeatedly described as the default choice, but with explicit warnings about per-event billing."}, {"id": "mai-20260917-0922-baseline|c138-m6|challenger-small|Rollbar", "prompt": "c138-m6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Rollbar** and **Bugsnag** if your main concern is whether they fit your stack and pricing model"}, {"id": "mai-20260917-0922-baseline|c138-m6|challenger-small|Bugsnag", "prompt": "c138-m6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Rollbar** and **Bugsnag** if your main concern is whether they fit your stack and pricing model"}, {"id": "mai-20260917-0922-baseline|c138-m6|challenger-small|Datadog", "prompt": "c138-m6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**APM-first platforms** like Datadog or New Relic if your only need is straightforward error monitoring, because you may be paying for a broader platform"}, {"id": "mai-20260917-0922-baseline|c138-m6|challenger-small|New Relic", "prompt": "c138-m6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**APM-first platforms** like Datadog or New Relic if your only need is straightforward error monitoring"}, {"id": "mai-20260917-0922-baseline|c138-m6|deepseek-small|Sentry", "prompt": "c138-m6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequently praised as the best overall error tracker, but its event-based pricing is a recurring source of surprise invoices."}, {"id": "mai-20260917-0922-baseline|c138-m6|deepseek-small|Bugsnag", "prompt": "c138-m6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Same pattern: per-seat/per-event multipliers create surprise invoices after traffic spikes or marketing campaigns."}, {"id": "mai-20260917-0922-baseline|c138-m6|deepseek-small|Datadog", "prompt": "c138-m6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Generally cautioned against for small teams without a dedicated DevOps person."}, {"id": "mai-20260917-0922-baseline|c138-m6|deepseek-small|Rollbar", "prompt": "c138-m6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "hid their public pricing behind \"contact us\" around 2024, which makes them harder to evaluate"}, {"id": "mai-20260917-0922-baseline|c138-m6|deepseek-small|Highlight.io", "prompt": "c138-m6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Highlight.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid recently acquired/shutting-down tools like Highlight.io and Errorception."}, {"id": "mai-20260917-0922-baseline|c138-m6|deepseek-small|Errorception", "prompt": "c138-m6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Errorception", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Shut down in June 2024.**"}, {"id": "mai-20260917-0922-baseline|c138-m6|deepseek-small|Scout", "prompt": "c138-m6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Scout", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Don't use if your stack is Java/Go/.NET, or you need frontend/mobile crash reporting; it only fits certain stacks."}, {"id": "mai-20260917-0922-baseline|c138-m6|deepseek-small|New Relic", "prompt": "c138-m6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Don't use if you want fast answers without learning a query language; its breadth can distract small teams."}, {"id": "mai-20260917-0922-baseline|c138-m6|deepseek-small|AppSignal", "prompt": "c138-m6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "AppSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Great for Ruby/Elixir, but be cautious if you need log retention beyond 5 days without add-on fees"}, {"id": "mai-20260917-0922-baseline|c138-m6|deepseek-small|Honeybadger", "prompt": "c138-m6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "it's error-only (no log integration), so avoid if you need correlated traces/logs"}, {"id": "mai-20260917-0922-baseline|c138-m6|deepseek-small|Dynatrace", "prompt": "c138-m6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Most major tools (Sentry, Datadog, New Relic, Dynatrace) are **US-incorporated and process data under the CLOUD Act**"}, {"id": "mai-20260917-0922-baseline|c138-m6|google-small|Airbrake", "prompt": "c138-m6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Airbrake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Users report slower feature velocity and a UI that has not kept up with modern competitors like Sentry."}, {"id": "mai-20260917-0922-baseline|c138-m6|google-small|Bugsnag", "prompt": "c138-m6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "smaller teams should be cautious: its free tier is strictly limited to a single user, and users frequently report aggressive post-acquisition pricing escalations"}, {"id": "mai-20260917-0922-baseline|c138-m6|google-small|Sentry", "prompt": "c138-m6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you must be highly cautious about its billing mechanics and self-hosting path"}, {"id": "mai-20260917-0922-baseline|c138-m6|google-small|LogRocket", "prompt": "c138-m6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "LogRocket", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Do not deploy session replay tools unless your legal team has cleared your cookie consent banners"}, {"id": "mai-20260917-0922-baseline|c138-m6|google-small|FullStory", "prompt": "c138-m6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "FullStory", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Do not deploy session replay tools unless your legal team has cleared your cookie consent banners"}, {"id": "mai-20260917-0922-baseline|c138-m6|google-small|Rollbar", "prompt": "c138-m6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid SaaS-only tools like Rollbar"}, {"id": "mai-20260917-0922-baseline|c138-m6|google-small|GlitchTip", "prompt": "c138-m6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "GlitchTip", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Look at **GlitchTip** (an open-source, lightweight alternative compatible with Sentry's SDKs)"}, {"id": "mai-20260917-0922-baseline|c138-m6|google-small|SigNoz", "prompt": "c138-m6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look at self-hosted alternatives like **GlitchTip** or **SigNoz**"}, {"id": "mai-20260917-0922-baseline|c138-m6|google-small|Honeybadger", "prompt": "c138-m6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Honeybadger** (known for predictable, flat-rate pricing)"}, {"id": "mai-20260917-0922-baseline|c138-m6|meta-small|Scout", "prompt": "c138-m6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Scout", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Scout is not suitable for Java, Go, or .NET stacks, or for frontend JavaScript error tracking or mobile crash reporting."}, {"id": "mai-20260917-0922-baseline|c138-m6|meta-small|Sentry", "prompt": "c138-m6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Sentry is not ideal for teams that need deep APM with automatic N+1 detection or flat-rate pricing that doesn't scale with error volume."}, {"id": "mai-20260917-0922-baseline|c138-m6|meta-small|Datadog", "prompt": "c138-m6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Datadog is not recommended for small teams without dedicated DevOps"}, {"id": "mai-20260917-0922-baseline|c138-m6|meta-small|New Relic", "prompt": "c138-m6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "New Relic is not suitable for teams that want fast answers without learning a query language"}, {"id": "mai-20260917-0922-baseline|c138-m6|meta-small|AppSignal", "prompt": "c138-m6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "AppSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AppSignal is not recommended for teams that need log retention beyond 5 days without add-on fees."}, {"id": "mai-20260917-0922-baseline|c138-m6|meta-small|Honeybadger", "prompt": "c138-m6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "best error tracking tools for startups in 2026, including Sentry, Honeybadger, Bugsink, and Glitchtip"}, {"id": "mai-20260917-0922-baseline|c138-m6|meta-small|Bugsink", "prompt": "c138-m6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "including Sentry, Honeybadger, Bugsink, and Glitchtip"}, {"id": "mai-20260917-0922-baseline|c138-m6|meta-small|Glitchtip", "prompt": "c138-m6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Glitchtip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "including Sentry, Honeybadger, Bugsink, and Glitchtip"}, {"id": "mai-20260917-0922-baseline|c138-m6|minimax-small|Sentry", "prompt": "c138-m6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some tools (like Sentry) have event-quota pricing that can punish growth and become expensive as your application scales"}, {"id": "mai-20260917-0922-baseline|c138-m6|mistral-small|Scout APM", "prompt": "c138-m6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Scout APM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid Scout APM** if you need frontend JavaScript error tracking"}, {"id": "mai-20260917-0922-baseline|c138-m6|mistral-small|Sentry", "prompt": "c138-m6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid Sentry** if you require deep Application Performance Monitoring (APM)"}, {"id": "mai-20260917-0922-baseline|c138-m6|mistral-small|Datadog", "prompt": "c138-m6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid Datadog** if you are a small team without dedicated DevOps"}, {"id": "mai-20260917-0922-baseline|c138-m6|mistral-small|Bugsnag", "prompt": "c138-m6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Be cautious with Bugsnag** if you need more than just error tracking"}, {"id": "mai-20260917-0922-baseline|c138-m6|mistral-small|Rollbar", "prompt": "c138-m6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Be cautious with Rollbar**"}, {"id": "mai-20260917-0922-baseline|c138-m6|mistral-small|Honeybadger", "prompt": "c138-m6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tools generally considered safe or recommended include ... Honeybadger (for flat-fee billing)"}, {"id": "mai-20260917-0922-baseline|c138-m6|mistral-small|Glitchtip", "prompt": "c138-m6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Glitchtip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Glitchtip (for self-hosting)"}, {"id": "mai-20260917-0922-baseline|c138-m6|mistral-small|Bugsink", "prompt": "c138-m6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Bugsink (for self-hosted options)"}, {"id": "mai-20260917-0922-baseline|c138-m6|moonshot-small|Highlight.io", "prompt": "c138-m6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Highlight.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Highlight.io (Being Shut Down) - Sunset on February 28, 2026 after LaunchDarkly acquisition"}, {"id": "mai-20260917-0922-baseline|c138-m6|moonshot-small|Sentry", "prompt": "c138-m6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Sentry - Use with Caution ... Pricing at scale: Bills can escalate from $26 to $200+"}, {"id": "mai-20260917-0922-baseline|c138-m6|moonshot-small|Rollbar", "prompt": "c138-m6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like Sentry, Rollbar, Bugsnag, Datadog, and New Relic are US-incorporated and subject to the CLOUD Act"}, {"id": "mai-20260917-0922-baseline|c138-m6|moonshot-small|Bugsnag", "prompt": "c138-m6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Bugsnag (SmartBear) - Concern: Now operated by Private Equity ... Outsourced support team, pricing that compounds quickly"}, {"id": "mai-20260917-0922-baseline|c138-m6|moonshot-small|Datadog", "prompt": "c138-m6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Datadog specifically: High-pressure sales tactics, custom metrics pricing ... Vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c138-m6|moonshot-small|New Relic", "prompt": "c138-m6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "New Relic: Per-seat pricing ($99/user/month) + data ingestion costs; CCU pricing makes forecasting impossible"}, {"id": "mai-20260917-0922-baseline|c138-m6|moonshot-small|Honeybadger", "prompt": "c138-m6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Honeybadger | Flat-fee pricing, indie-friendly, no surprise bills"}, {"id": "mai-20260917-0922-baseline|c138-m6|moonshot-small|GlitchTip", "prompt": "c138-m6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "GlitchTip | Open-source, Sentry-API compatible, self-hostable"}, {"id": "mai-20260917-0922-baseline|c138-m6|moonshot-small|Bugsink", "prompt": "c138-m6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Bugsink | Self-hosted, deliberately minimal, data stays with you"}, {"id": "mai-20260917-0922-baseline|c138-m6|moonshot-small|SigNoz", "prompt": "c138-m6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "SigNoz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "SigNoz | OpenTelemetry-native, open-source, no vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c138-m6|moonshot-small|Temps", "prompt": "c138-m6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Temps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Temps | Self-hosted, Sentry-compatible DSN, bundled features"}, {"id": "mai-20260917-0922-baseline|c138-m6|xai-small|Sentry", "prompt": "c138-m6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Sentry**: Tops lists for \"unpredictable costs\" (60-70% of negative reviews cite this)"}, {"id": "mai-20260917-0922-baseline|c138-m6|xai-small|Rollbar", "prompt": "c138-m6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tiered per-event billing forces upgrades or charges overages; \"sticker shock\" during bursts common."}, {"id": "mai-20260917-0922-baseline|c138-m6|xai-small|Bugsnag", "prompt": "c138-m6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tiered per-event billing forces upgrades or charges overages; \"sticker shock\" during bursts common."}, {"id": "mai-20260917-0922-baseline|c138-m6|xai-small|Datadog", "prompt": "c138-m6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Complex, infra-tied pricing overwhelms small teams; not error-focused."}, {"id": "mai-20260917-0922-baseline|c138-m6|xai-small|Honeybadger", "prompt": "c138-m6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Safer alternatives**: Flat-rate like **Honeybadger** (no overages)"}, {"id": "mai-20260917-0922-baseline|c138-m6|xai-small|AppSignal", "prompt": "c138-m6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Safer alternatives**: Flat-rate like **Honeybadger** (no overages), **AppSignal**"}, {"id": "mai-20260917-0922-baseline|c138-m6|xai-small|Glitchtip", "prompt": "c138-m6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Glitchtip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "self-hosted **Sentry/Glitchtip** (zero vendor quotas)"}, {"id": "mai-20260917-0922-baseline|c138-m6|xai-small|GlitchReplay", "prompt": "c138-m6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "GlitchReplay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "or privacy-first like **GlitchReplay**"}, {"id": "mai-20260917-0922-baseline|c138-m6|xai-small|Scout APM", "prompt": "c138-m6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Scout APM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Compatibility limits (Ruby-focused; weak on Java/Go/.NET), missing features, high pricing."}, {"id": "mai-20260917-0922-baseline|c138-m6|xai-small|New Relic", "prompt": "c138-m6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Overly broad tools** (Datadog, New Relic): Bloat for pure error needs; steep learning curve."}, {"id": "mai-20260917-0922-baseline|c138-m6|zai-small|Sentry", "prompt": "c138-m6", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Even industry leaders like **Sentry** and **Rollbar** have been criticized for this pricing model at scale."}, {"id": "mai-20260917-0922-baseline|c138-m6|zai-small|Rollbar", "prompt": "c138-m6", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Even industry leaders like **Sentry** and **Rollbar** have been criticized for this pricing model at scale."}, {"id": "mai-20260917-0922-baseline|c138-m6|zai-small|Datadog", "prompt": "c138-m6", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like **Datadog**, **New Relic**, or **Dynatrace** are powerful, but they are \"bloated\" if your only goal is to track errors."}, {"id": "mai-20260917-0922-baseline|c138-m6|zai-small|New Relic", "prompt": "c138-m6", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they are \"bloated\" if your only goal is to track errors"}, {"id": "mai-20260917-0922-baseline|c138-m6|zai-small|Dynatrace", "prompt": "c138-m6", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often expensive, complex to configure, and feature-heavy"}, {"id": "mai-20260917-0922-baseline|c138-s1|alibaba-small|Sentry", "prompt": "c138-s1", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** (Most Popular & Powerful) ... It’s the industry standard with excellent developer experience"}, {"id": "mai-20260917-0922-baseline|c138-s1|alibaba-small|Rollbar", "prompt": "c138-s1", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rollbar** (Predictable Pricing & Developer-Friendly)"}, {"id": "mai-20260917-0922-baseline|c138-s1|alibaba-small|Honeybadger", "prompt": "c138-s1", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lowest cost & simplicity** | **Honeybadger** or **Rollbar (Essentials)**"}, {"id": "mai-20260917-0922-baseline|c138-s1|alibaba-small|Better Stack (formerly UptimeRobot)", "prompt": "c138-s1", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Better Stack (formerly UptimeRobot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great All-in-One for Startups ... Unified logs/errors/uptime | **Better Stack**"}, {"id": "mai-20260917-0922-baseline|c138-s1|alibaba-small|Airbrake", "prompt": "c138-s1", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Airbrake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Airbrake** (Simple & Reliable) ... battle-tested, no-frills error tracker"}, {"id": "mai-20260917-0922-baseline|c138-s1|alibaba-small|Datadog", "prompt": "c138-s1", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Less focused on backend infrastructure metrics compared to APMs like Datadog."}, {"id": "mai-20260917-0922-baseline|c138-s1|anthropic-small|Sentry", "prompt": "c138-s1", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, Sentry tends to be a popular choice due to its generous free tier and comprehensive features."}, {"id": "mai-20260917-0922-baseline|c138-s1|anthropic-small|Rollbar", "prompt": "c138-s1", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Rollbar** - Designed for teams, good B2B focus"}, {"id": "mai-20260917-0922-baseline|c138-s1|anthropic-small|Bugsnag", "prompt": "c138-s1", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Bugsnag** - User-friendly with good dashboard"}, {"id": "mai-20260917-0922-baseline|c138-s1|anthropic-small|Datadog", "prompt": "c138-s1", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Datadog** - More enterprise-focused but has reasonable pricing"}, {"id": "mai-20260917-0922-baseline|c138-s1|anthropic-small|LogRocket", "prompt": "c138-s1", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**LogRocket** - Good for frontend monitoring"}, {"id": "mai-20260917-0922-baseline|c138-s1|challenger-small|Sentry", "prompt": "c138-s1", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *default* choice is usually **Sentry**"}, {"id": "mai-20260917-0922-baseline|c138-s1|challenger-small|Honeybadger", "prompt": "c138-s1", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Honeybadger** is often the best fit for small B2B SaaS teams"}, {"id": "mai-20260917-0922-baseline|c138-s1|challenger-small|Better Stack", "prompt": "c138-s1", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Better Stack** if you want a broader monitoring bundle"}, {"id": "mai-20260917-0922-baseline|c138-s1|deepseek-small|Sentry", "prompt": "c138-s1", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** is the strongest default choice"}, {"id": "mai-20260917-0922-baseline|c138-s1|deepseek-small|Rollbar", "prompt": "c138-s1", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rollbar** as the top runner-up depending on your priorities"}, {"id": "mai-20260917-0922-baseline|c138-s1|deepseek-small|Bugsnag", "prompt": "c138-s1", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Bugsnag", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "For a typical B2B SaaS web app, it's usually not the best fit."}, {"id": "mai-20260917-0922-baseline|c138-s1|google-small|Sentry", "prompt": "c138-s1", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sentry: The Best All-Rounder & Industry Standard ... If you want the industry standard ... go with Sentry."}, {"id": "mai-20260917-0922-baseline|c138-s1|google-small|Honeybadger", "prompt": "c138-s1", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Zero-Fuss\" & Budget-Friendly Option"}, {"id": "mai-20260917-0922-baseline|c138-s1|google-small|LogRocket", "prompt": "c138-s1", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Frontend-Heavy SaaS (Session Replays)"}, {"id": "mai-20260917-0922-baseline|c138-s1|google-small|Highlight.io", "prompt": "c138-s1", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Highlight.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highlight.io is open-source and highly cost-effective for small volumes."}, {"id": "mai-20260917-0922-baseline|c138-s1|google-small|Rollbar", "prompt": "c138-s1", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rollbar: Best for Development Workflow & Automation"}, {"id": "mai-20260917-0922-baseline|c138-s1|google-small|GlitchTip", "prompt": "c138-s1", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Strict B2B Compliance & $0 Budgets"}, {"id": "mai-20260917-0922-baseline|c138-s1|meta-small|Honeybadger", "prompt": "c138-s1", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Honeybadger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best error monitoring tool for a small B2B company is Honeybadger."}, {"id": "mai-20260917-0922-baseline|c138-s1|meta-small|Sentry", "prompt": "c138-s1", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Sentry, Airbrake, and other tools listed in the search results."}, {"id": "mai-20260917-0922-baseline|c138-s1|meta-small|Airbrake", "prompt": "c138-s1", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Airbrake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Sentry, Airbrake, and other tools listed in the search results."}, {"id": "mai-20260917-0922-baseline|c138-s1|minimax-small|Sentry", "prompt": "c138-s1", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B company**, I'd recommend starting with **Sentry**"}, {"id": "mai-20260917-0922-baseline|c138-s1|minimax-small|Rollbar", "prompt": "c138-s1", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Rollbar** (Best for AI-Assisted Workflow)"}, {"id": "mai-20260917-0922-baseline|c138-s1|minimax-small|Airbrake", "prompt": "c138-s1", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Airbrake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Airbrake** (Best for Simplicity)"}, {"id": "mai-20260917-0922-baseline|c138-s1|mistral-small|Honeybadger", "prompt": "c138-s1", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Honeybadger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Honeybadger** stands out as a top choice for small teams on a budget"}, {"id": "mai-20260917-0922-baseline|c138-s1|mistral-small|Sentry", "prompt": "c138-s1", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong options include **Sentry** (for its broad language support and deep integrations)"}, {"id": "mai-20260917-0922-baseline|c138-s1|mistral-small|Airbrake", "prompt": "c138-s1", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Airbrake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Airbrake** (for its SMB focus and solid performance)"}, {"id": "mai-20260917-0922-baseline|c138-s1|moonshot-small|Sentry", "prompt": "c138-s1", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** — Best Overall Choice ... **Start with Sentry's free tier.**"}, {"id": "mai-20260917-0922-baseline|c138-s1|moonshot-small|Honeybadger", "prompt": "c138-s1", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Honeybadger** is the safest paid alternative for B2B companies"}, {"id": "mai-20260917-0922-baseline|c138-s1|moonshot-small|Rollbar", "prompt": "c138-s1", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rollbar** — Best for Fast Setup & AI Insights"}, {"id": "mai-20260917-0922-baseline|c138-s1|moonshot-small|Bugsnag", "prompt": "c138-s1", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Bugsnag** — 7,500 events/month free tier, strong mobile focus"}, {"id": "mai-20260917-0922-baseline|c138-s1|moonshot-small|GlitchTip", "prompt": "c138-s1", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "GlitchTip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**GlitchTip** — Open-source, Sentry-compatible, self-host for ~$15/month"}, {"id": "mai-20260917-0922-baseline|c138-s1|moonshot-small|Bugsink", "prompt": "c138-s1", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Bugsink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Self-hosted / zero ongoing SaaS costs | **GlitchTip** or **Bugsink**"}, {"id": "mai-20260917-0922-baseline|c138-s1|moonshot-small|PostHog", "prompt": "c138-s1", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**PostHog** — Most generous free tier (100k errors/month)"}, {"id": "mai-20260917-0922-baseline|c138-s1|openai-small|Honeybadger", "prompt": "c138-s1", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Honeybadger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Honeybadger**"}, {"id": "mai-20260917-0922-baseline|c138-s1|openai-small|Sentry", "prompt": "c138-s1", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sentry** is often the other top choice... it can feel broader/heavier than a small B2B team actually needs"}, {"id": "mai-20260917-0922-baseline|c138-s1|openai-small|Rollbar", "prompt": "c138-s1", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rollbar** is also a solid pick"}, {"id": "mai-20260917-0922-baseline|c138-s1|xai-small|Sentry", "prompt": "c138-s1", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Sentry** as the top overall pick"}, {"id": "mai-20260917-0922-baseline|c138-s1|xai-small|Rollbar", "prompt": "c138-s1", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rollbar** or **Honeybadger** if you want simpler/cheaper alternatives"}, {"id": "mai-20260917-0922-baseline|c138-s1|xai-small|Honeybadger", "prompt": "c138-s1", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Honeybadger (flat fee, all-in-one for tiny teams)"}, {"id": "mai-20260917-0922-baseline|c138-s1|xai-small|Bugsnag", "prompt": "c138-s1", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**High mobile focus**: Bugsnag."}, {"id": "mai-20260917-0922-baseline|c138-s1|xai-small|Datadog", "prompt": "c138-s1", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid big APM like Datadog/New Relic—overkill and pricier for small scale."}, {"id": "mai-20260917-0922-baseline|c138-s1|xai-small|New Relic", "prompt": "c138-s1", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid big APM like Datadog/New Relic—overkill and pricier for small scale."}, {"id": "mai-20260917-0922-baseline|c138-s1|zai-small|Sentry", "prompt": "c138-s1", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** is the best error monitoring tool for most small B2B companies."}, {"id": "mai-20260917-0922-baseline|c138-s1|zai-small|Honeybadger", "prompt": "c138-s1", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Honeybadger** is often recommended for small B2B SaaS teams that want a bundled product."}, {"id": "mai-20260917-0922-baseline|c138-s1|zai-small|Rollbar", "prompt": "c138-s1", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong deploy tracking and item ownership; great for teams that deploy frequently"}, {"id": "mai-20260917-0922-baseline|c138-s1|zai-small|Bugsnag", "prompt": "c138-s1", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for teams building mobile-first apps (iOS/Android) and valuing stability metrics."}, {"id": "mai-20260917-0922-baseline|c138-s1|zai-small|Datadog", "prompt": "c138-s1", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you're already paying for Datadog, New Relic, or similar, use their error tracking first."}, {"id": "mai-20260917-0922-baseline|c138-s1|zai-small|New Relic", "prompt": "c138-s1", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "direct", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you're already paying for Datadog, New Relic, or similar, use their error tracking first."}, {"id": "mai-20260917-0922-baseline|c138-s2|alibaba-small|Sentry", "prompt": "c138-s2", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Sentry** as the top choice"}, {"id": "mai-20260917-0922-baseline|c138-s2|alibaba-small|LogRocket", "prompt": "c138-s2", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **LogRocket** as a strong secondary consideration"}, {"id": "mai-20260917-0922-baseline|c138-s2|alibaba-small|Bugsnag", "prompt": "c138-s2", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Runner Up: Bugsnag"}, {"id": "mai-20260917-0922-baseline|c138-s2|anthropic-small|Sentry", "prompt": "c138-s2", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick for a small B2B business:** **Sentry** - it offers the best balance of features, ease of use, and cost-effectiveness."}, {"id": "mai-20260917-0922-baseline|c138-s2|anthropic-small|Rollbar", "prompt": "c138-s2", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong choice for B2B."}, {"id": "mai-20260917-0922-baseline|c138-s2|anthropic-small|Bugsnag", "prompt": "c138-s2", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically designed for stability management."}, {"id": "mai-20260917-0922-baseline|c138-s2|anthropic-small|New Relic", "prompt": "c138-s2", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "New Relic offers an integrated platform, though it's pricier."}, {"id": "mai-20260917-0922-baseline|c138-s2|anthropic-small|Datadog", "prompt": "c138-s2", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Similar to New Relic but with flexible pricing."}, {"id": "mai-20260917-0922-baseline|c138-s2|challenger-small|Sentry", "prompt": "c138-s2", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Sentry** as the default choice"}, {"id": "mai-20260917-0922-baseline|c138-s2|challenger-small|Honeybadger", "prompt": "c138-s2", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Honeybadger** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c138-s2|challenger-small|Firebase Crashlytics", "prompt": "c138-s2", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Firebase Crashlytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Firebase Crashlytics** is worth considering because it is free"}, {"id": "mai-20260917-0922-baseline|c138-s2|deepseek-small|Sentry", "prompt": "c138-s2", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Sentry**"}, {"id": "mai-20260917-0922-baseline|c138-s2|deepseek-small|Rollbar", "prompt": "c138-s2", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Rollbar** if your team's priority is a streamlined triage workflow"}, {"id": "mai-20260917-0922-baseline|c138-s2|deepseek-small|Bugsnag", "prompt": "c138-s2", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Bugsnag** if your product is primarily **mobile**"}, {"id": "mai-20260917-0922-baseline|c138-s2|deepseek-small|Firebase Crashlytics", "prompt": "c138-s2", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Firebase Crashlytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Mobile crash reporting** (free, Google)"}, {"id": "mai-20260917-0922-baseline|c138-s2|google-small|Sentry", "prompt": "c138-s2", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Overall Best Pick: **Sentry**"}, {"id": "mai-20260917-0922-baseline|c138-s2|google-small|BugSnag", "prompt": "c138-s2", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "BugSnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BugSnag is an exceptional alternative"}, {"id": "mai-20260917-0922-baseline|c138-s2|google-small|Highlight.io", "prompt": "c138-s2", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Highlight.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Support-Heavy SaaS: **Highlight.io** or **PostHog**"}, {"id": "mai-20260917-0922-baseline|c138-s2|google-small|PostHog", "prompt": "c138-s2", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "PostHog** is particularly unique because it combines product analytics, feature flags, session replays, and error tracking into one platform"}, {"id": "mai-20260917-0922-baseline|c138-s2|meta-small|Sentry", "prompt": "c138-s2", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top options include: 1. Sentry: An application monitoring and error tracking platform"}, {"id": "mai-20260917-0922-baseline|c138-s2|meta-small|Firebase Crashlytics", "prompt": "c138-s2", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Firebase Crashlytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Firebase Crashlytics: A crash reporting tool that helps developers track, prioritize, and fix app crashes faster."}, {"id": "mai-20260917-0922-baseline|c138-s2|meta-small|BugSplat", "prompt": "c138-s2", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "BugSplat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BugSplat: A crash and error reporting tool that captures, diagnoses, and helps developers fix crashes and errors across every platform."}, {"id": "mai-20260917-0922-baseline|c138-s2|mistral-small|Sentry", "prompt": "c138-s2", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** is the top recommendation due to its ease of use, open-source roots, and generous free tier."}, {"id": "mai-20260917-0922-baseline|c138-s2|mistral-small|Bugsnag", "prompt": "c138-s2", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bugsnag** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c138-s2|mistral-small|Raygun", "prompt": "c138-s2", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Raygun** is worth considering if you want an all-in-one solution."}, {"id": "mai-20260917-0922-baseline|c138-s2|moonshot-small|Sentry", "prompt": "c138-s2", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need the absolute deepest error diagnostics or have a complex multi-language stack, **Sentry** is the industry standard and a safe choice."}, {"id": "mai-20260917-0922-baseline|c138-s2|moonshot-small|Honeybadger", "prompt": "c138-s2", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Honeybadger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a **small B2B business**, I'd recommend starting with **Honeybadger**"}, {"id": "mai-20260917-0922-baseline|c138-s2|moonshot-small|Rollbar", "prompt": "c138-s2", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Rollbar** | 5K events/mo | ~$7.50/mo | Budget-conscious, simple setup |"}, {"id": "mai-20260917-0922-baseline|c138-s2|moonshot-small|Raygun", "prompt": "c138-s2", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Raygun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Raygun** | 14-day trial | $40/mo | Performance diagnostics focus |"}, {"id": "mai-20260917-0922-baseline|c138-s2|openai-small|Sentry", "prompt": "c138-s2", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Sentry** as the default choice."}, {"id": "mai-20260917-0922-baseline|c138-s2|openai-small|BugSnag", "prompt": "c138-s2", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "BugSnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BugSnag** is also a solid choice"}, {"id": "mai-20260917-0922-baseline|c138-s2|openai-small|Datadog", "prompt": "c138-s2", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "I wouldn't choose Datadog *just* for crash reporting"}, {"id": "mai-20260917-0922-baseline|c138-s2|xai-small|Sentry", "prompt": "c138-s2", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** is my top recommendation for a small B2B business."}, {"id": "mai-20260917-0922-baseline|c138-s2|xai-small|Rollbar", "prompt": "c138-s2", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheaper entry for backend-heavy apps; dev-focused."}, {"id": "mai-20260917-0922-baseline|c138-s2|xai-small|Honeybadger", "prompt": "c138-s2", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Predictable pricing; ideal for small Ruby/Rails or simple stacks."}, {"id": "mai-20260917-0922-baseline|c138-s2|xai-small|Bugsnag", "prompt": "c138-s2", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for apps with iOS/Android; now part of SmartBear."}, {"id": "mai-20260917-0922-baseline|c138-s2|xai-small|GlitchTip", "prompt": "c138-s2", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sentry-compatible; privacy-focused for B2B data control."}, {"id": "mai-20260917-0922-baseline|c138-s2|zai-small|Sentry", "prompt": "c138-s2", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Sentry** as your primary choice"}, {"id": "mai-20260917-0922-baseline|c138-s2|zai-small|Honeybadger", "prompt": "c138-s2", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Honeybadger** as a strong alternative"}, {"id": "mai-20260917-0922-baseline|c138-s2|zai-small|Bugsnag", "prompt": "c138-s2", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mobile\\u2011heavy apps (iOS, Android, React Native)"}, {"id": "mai-20260917-0922-baseline|c138-s2|zai-small|Rollbar", "prompt": "c138-s2", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget\\u2011conscious teams needing deploy\\u2011aware tracking"}, {"id": "mai-20260917-0922-baseline|c138-s2|zai-small|Raygun", "prompt": "c138-s2", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "paraphrase", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Full\\u2011stack monitoring with per\\u2011event pricing and rich context"}, {"id": "mai-20260917-0922-baseline|c138-s3|alibaba-small|Sentry", "prompt": "c138-s3", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Sentry if: You are building a modern product... It’s the safest long-term bet."}, {"id": "mai-20260917-0922-baseline|c138-s3|alibaba-small|Honeybadger", "prompt": "c138-s3", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Honeybadger if: You want to minimize maintenance overhead."}, {"id": "mai-20260917-0922-baseline|c138-s3|alibaba-small|Airbrake", "prompt": "c138-s3", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Airbrake if: Budget is tight and you just need \"something that works\""}, {"id": "mai-20260917-0922-baseline|c138-s3|alibaba-small|LogRocket", "prompt": "c138-s3", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose LogRocket/Raygun if: Your main pain point is intermittent frontend bugs"}, {"id": "mai-20260917-0922-baseline|c138-s3|alibaba-small|Raygun", "prompt": "c138-s3", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Raygun: Focuses on Real User Monitoring (RUM)... Great for customer-facing sites"}, {"id": "mai-20260917-0922-baseline|c138-s3|anthropic-small|Sentry", "prompt": "c138-s3", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most web teams under 100 engineers, Sentry is the default."}, {"id": "mai-20260917-0922-baseline|c138-s3|anthropic-small|Rollbar", "prompt": "c138-s3", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rollbar's free plan provides up to 5,000 monthly events, making it ideal for small teams just starting"}, {"id": "mai-20260917-0922-baseline|c138-s3|anthropic-small|Honeybadger", "prompt": "c138-s3", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "for pure error tracking, it's one of the best tools available"}, {"id": "mai-20260917-0922-baseline|c138-s3|anthropic-small|Bugsnag", "prompt": "c138-s3", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bugsnag's release-health view is the cleanest for mobile-first teams."}, {"id": "mai-20260917-0922-baseline|c138-s3|anthropic-small|Airbrake", "prompt": "c138-s3", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Airbrake is a lightweight error and performance monitoring tool built for teams that want fast setup and straightforward pricing"}, {"id": "mai-20260917-0922-baseline|c138-s3|challenger-small|Sentry", "prompt": "c138-s3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "often positioned as the default choice for small-to-mid teams needing strong diagnostics"}, {"id": "mai-20260917-0922-baseline|c138-s3|challenger-small|Honeybadger", "prompt": "c138-s3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Honeybadger** if you want **simple setup**, **predictable pricing**, and **uptime checks bundled in**"}, {"id": "mai-20260917-0922-baseline|c138-s3|challenger-small|Rollbar", "prompt": "c138-s3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Rollbar** if your main pain is **alert noise**"}, {"id": "mai-20260917-0922-baseline|c138-s3|challenger-small|Bugsnag", "prompt": "c138-s3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Bugsnag** if you care most about **release stability**"}, {"id": "mai-20260917-0922-baseline|c138-s3|challenger-small|Airbrake", "prompt": "c138-s3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Positioned as a **simple, no-frills** option for error and deploy tracking"}, {"id": "mai-20260917-0922-baseline|c138-s3|challenger-small|LogRocket", "prompt": "c138-s3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **LogRocket** if you need to **see the user session** that led to the bug"}, {"id": "mai-20260917-0922-baseline|c138-s3|challenger-small|GlitchTip", "prompt": "c138-s3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "GlitchTip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source and suitable for smaller teams wanting **customizable** error tracking"}, {"id": "mai-20260917-0922-baseline|c138-s3|challenger-small|Datadog", "prompt": "c138-s3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "usually more than a small team needs if the goal is just error monitoring"}, {"id": "mai-20260917-0922-baseline|c138-s3|challenger-small|New Relic", "prompt": "c138-s3", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "usually more than a small team needs if the goal is just error monitoring"}, {"id": "mai-20260917-0922-baseline|c138-s3|deepseek-small|Sentry", "prompt": "c138-s3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Sentry** — best all-round value, broadest SDK coverage, generous-enough free tier, and it scales with you."}, {"id": "mai-20260917-0922-baseline|c138-s3|deepseek-small|Rollbar", "prompt": "c138-s3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Rollbar** if you have heavy traffic, want a big free tier, and prioritize error-grouping/triage workflow."}, {"id": "mai-20260917-0922-baseline|c138-s3|deepseek-small|Bugsnag", "prompt": "c138-s3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Bugsnag only** if mobile stability and crash-free sessions are your primary concern."}, {"id": "mai-20260917-0922-baseline|c138-s3|deepseek-small|Honeybadger", "prompt": "c138-s3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Honeybadger** if you want something dead-simple, predictable, and free for a solo dev."}, {"id": "mai-20260917-0922-baseline|c138-s3|deepseek-small|Airbrake", "prompt": "c138-s3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "No free tier means you can't test indefinitely; smaller feature set than the top three."}, {"id": "mai-20260917-0922-baseline|c138-s3|deepseek-small|GlitchTip", "prompt": "c138-s3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Consider GlitchTip/self-hosted Sentry** if you need data privacy or want to avoid SaaS fees."}, {"id": "mai-20260917-0922-baseline|c138-s3|deepseek-small|Highlight.io", "prompt": "c138-s3", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Highlight.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Highlight.io** combines error tracking + session replay + logging in one open-source platform"}, {"id": "mai-20260917-0922-baseline|c138-s3|google-small|Sentry", "prompt": "c138-s3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you just want the industry default and don't mind a slightly complex UI:** Go with **Sentry**."}, {"id": "mai-20260917-0922-baseline|c138-s3|google-small|Honeybadger", "prompt": "c138-s3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Honeybadger was built specifically for small teams, startups, and \"indie hackers.\""}, {"id": "mai-20260917-0922-baseline|c138-s3|google-small|PostHog", "prompt": "c138-s3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PostHog has one of the most generous free tiers in the industry"}, {"id": "mai-20260917-0922-baseline|c138-s3|google-small|Highlight.io", "prompt": "c138-s3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Highlight.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highlight.io** is an open-source tool built from the ground up to unify errors, logs, and session replays."}, {"id": "mai-20260917-0922-baseline|c138-s3|google-small|Better Stack", "prompt": "c138-s3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Its error tracking is still younger and less feature-rich compared to Sentry."}, {"id": "mai-20260917-0922-baseline|c138-s3|google-small|GlitchTip", "prompt": "c138-s3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "GlitchTip** is an open-source, lightweight alternative to Sentry."}, {"id": "mai-20260917-0922-baseline|c138-s3|google-small|Bugsink", "prompt": "c138-s3", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "GlitchTip or Bugsink: The Self-Hosted & Open-Source Choices"}, {"id": "mai-20260917-0922-baseline|c138-s3|meta-small|Honeybadger", "prompt": "c138-s3", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Honeybadger: Best for small SaaS teams that want a bundle of error tracking, uptime monitoring, and cron job checks in one product."}, {"id": "mai-20260917-0922-baseline|c138-s3|meta-small|Rollbar", "prompt": "c138-s3", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option for small teams with a generous free tier and paid plans."}, {"id": "mai-20260917-0922-baseline|c138-s3|meta-small|Sentry", "prompt": "c138-s3", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small projects or just starting out."}, {"id": "mai-20260917-0922-baseline|c138-s3|meta-small|Airbrake", "prompt": "c138-s3", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple error tracking for small teams. It has a 7-day trial, then $15/mo."}, {"id": "mai-20260917-0922-baseline|c138-s3|minimax-small|Sentry", "prompt": "c138-s3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Feature-rich**: Sentry provides excellent scalability and comprehensive features"}, {"id": "mai-20260917-0922-baseline|c138-s3|minimax-small|Rollbar", "prompt": "c138-s3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Budget-conscious**: Rollbar offers the best value with unlimited users on free plan and lowest paid starting price"}, {"id": "mai-20260917-0922-baseline|c138-s3|minimax-small|Bugsnag", "prompt": "c138-s3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stability focus**: Bugsnag excels in crash reporting and release health"}, {"id": "mai-20260917-0922-baseline|c138-s3|minimax-small|Airbrake", "prompt": "c138-s3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Simplicity**: Airbrake offers easy setup with focused functionality"}, {"id": "mai-20260917-0922-baseline|c138-s3|minimax-small|Honeybadger", "prompt": "c138-s3", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Small teams seeking simplicity and affordability"}, {"id": "mai-20260917-0922-baseline|c138-s3|mistral-small|Sentry", "prompt": "c138-s3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Most web teams under 100 engineers; considered the default for error tracking."}, {"id": "mai-20260917-0922-baseline|c138-s3|mistral-small|Airbrake", "prompt": "c138-s3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Small teams needing simple, affordable error tracking with fast setup."}, {"id": "mai-20260917-0922-baseline|c138-s3|mistral-small|Scout Monitoring", "prompt": "c138-s3", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Scout Monitoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one observability with a focus on ease of use and quick setup for small teams."}, {"id": "mai-20260917-0922-baseline|c138-s3|moonshot-small|Sentry", "prompt": "c138-s3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** is the safest default if you have a polyglot stack (multiple languages)"}, {"id": "mai-20260917-0922-baseline|c138-s3|moonshot-small|Honeybadger", "prompt": "c138-s3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Honeybadger** if you want the simplest, most predictable tool for a small web app."}, {"id": "mai-20260917-0922-baseline|c138-s3|moonshot-small|Rollbar", "prompt": "c138-s3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Start with Rollbar** if you deploy constantly and need errors tied directly to releases."}, {"id": "mai-20260917-0922-baseline|c138-s3|moonshot-small|Bugsnag", "prompt": "c138-s3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Bugsnag** is worth the premium only if you're building mobile apps and need native crash reporting"}, {"id": "mai-20260917-0922-baseline|c138-s3|moonshot-small|GlitchTip", "prompt": "c138-s3", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**GlitchTip** is the pick if you're comfortable self-hosting"}, {"id": "mai-20260917-0922-baseline|c138-s3|openai-small|Sentry", "prompt": "c138-s3", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Sentry** if you want the best default choice and expect to need more than basic crash reporting."}, {"id": "mai-20260917-0922-baseline|c138-s3|openai-small|Bugsnag", "prompt": "c138-s3", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Bugsnag** if your priority is error stability, clean grouping, and mobile/backend triage."}, {"id": "mai-20260917-0922-baseline|c138-s3|openai-small|Rollbar", "prompt": "c138-s3", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Rollbar** if you want a lighter-weight, error-only tool with a friendlier entry point."}, {"id": "mai-20260917-0922-baseline|c138-s3|openai-small|Firebase Crashlytics", "prompt": "c138-s3", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Firebase Crashlytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Crashlytics** if you're mostly mobile and already committed to Firebase."}, {"id": "mai-20260917-0922-baseline|c138-s3|xai-small|Sentry", "prompt": "c138-s3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most small web/mobile teams wanting full observability ... Choose Sentry for features/ecosystem"}, {"id": "mai-20260917-0922-baseline|c138-s3|xai-small|Rollbar", "prompt": "c138-s3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rollbar for control/grouping | Frequent deployers, backend-focused teams prioritizing low noise"}, {"id": "mai-20260917-0922-baseline|c138-s3|xai-small|Honeybadger", "prompt": "c138-s3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Honeybadger for simplicity/no surprises"}, {"id": "mai-20260917-0922-baseline|c138-s3|xai-small|GlitchTip", "prompt": "c138-s3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GlitchTip if avoiding SaaS costs"}, {"id": "mai-20260917-0922-baseline|c138-s3|xai-small|Bugsnag", "prompt": "c138-s3", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stability scoring, strong mobile/crash focus | Mobile-heavy small teams"}, {"id": "mai-20260917-0922-baseline|c138-s3|zai-small|Sentry", "prompt": "c138-s3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most teams** start with **Sentry** because it's easy to set up, supports every major stack"}, {"id": "mai-20260917-0922-baseline|c138-s3|zai-small|Bugsnag", "prompt": "c138-s3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you're mobile\\u2011first** or want a stability score per release, **Bugsnag** is often the better fit."}, {"id": "mai-20260917-0922-baseline|c138-s3|zai-small|Rollbar", "prompt": "c138-s3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rollbar** may save you time in triage"}, {"id": "mai-20260917-0922-baseline|c138-s3|zai-small|Airbrake", "prompt": "c138-s3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Airbrake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airbrake** or **Raygun** are solid, simple choices"}, {"id": "mai-20260917-0922-baseline|c138-s3|zai-small|Raygun", "prompt": "c138-s3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Performance diagnostics alongside crash reporting | **Raygun**"}, {"id": "mai-20260917-0922-baseline|c138-s3|zai-small|Scout Monitoring", "prompt": "c138-s3", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "comparative", "raw": "Scout Monitoring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Integrated errors + APM for Ruby/Python/Node/Elixir"}, {"id": "mai-20260917-0922-baseline|c138-s4|alibaba-small|Sentry", "prompt": "c138-s4", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need deep stack traces and want to know exactly which line of code caused a crash, Sentry is the industry leader."}, {"id": "mai-20260917-0922-baseline|c138-s4|alibaba-small|PostHog", "prompt": "c138-s4", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are trying to cut costs across the board, PostHog is a strong contender."}, {"id": "mai-20260917-0922-baseline|c138-s4|alibaba-small|New Relic", "prompt": "c138-s4", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "New Relic is the heavyweight option... The interface is complex and has a steep learning curve."}, {"id": "mai-20260917-0922-baseline|c138-s4|alibaba-small|Grafana Cloud (OpenTelemetry)", "prompt": "c138-s4", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Grafana Cloud (OpenTelemetry)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a small engineering team that likes control, this is often the most cost-effective long-term strategy."}, {"id": "mai-20260917-0922-baseline|c138-s4|alibaba-small|Firebase Performance Monitoring", "prompt": "c138-s4", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Firebase Performance Monitoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your primary concern is a mobile application (iOS/Android) rather than a web service."}, {"id": "mai-20260917-0922-baseline|c138-s4|alibaba-small|Uptime Kuma", "prompt": "c138-s4", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Uptime Kuma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you cannot afford any tool, build a basic dashboard using **Uptime Kuma** (for downtime alerts)"}, {"id": "mai-20260917-0922-baseline|c138-s4|anthropic-small|Sentry", "prompt": "c138-s4", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies, **Sentry's free tier** is often the best starting point"}, {"id": "mai-20260917-0922-baseline|c138-s4|anthropic-small|Rollbar", "prompt": "c138-s4", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides a free plan suitable for small teams with basic error monitoring capabilities."}, {"id": "mai-20260917-0922-baseline|c138-s4|anthropic-small|Bugsnag", "prompt": "c138-s4", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a free tier for error monitoring with support for multiple platforms."}, {"id": "mai-20260917-0922-baseline|c138-s4|anthropic-small|GlitchTip", "prompt": "c138-s4", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **self-hosting GlitchTip** if your team has infrastructure knowledge"}, {"id": "mai-20260917-0922-baseline|c138-s4|anthropic-small|OpenTelemetry", "prompt": "c138-s4", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "OpenTelemetry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "An open-source observability framework that can be used for error tracking without vendor costs."}, {"id": "mai-20260917-0922-baseline|c138-s4|challenger-small|Sentry", "prompt": "c138-s4", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Sentry** because its free tier is genuinely usable"}, {"id": "mai-20260917-0922-baseline|c138-s4|challenger-small|Honeybadger", "prompt": "c138-s4", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Honeybadger** is also a strong option because it is repeatedly described as a good fit for small teams"}, {"id": "mai-20260917-0922-baseline|c138-s4|challenger-small|GlitchTip", "prompt": "c138-s4", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GlitchTip** is the value play because it is open source and can keep costs down to server rent"}, {"id": "mai-20260917-0922-baseline|c138-s4|deepseek-small|Sentry", "prompt": "c138-s4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Simplest & most popular:** Start with **Sentry's free tier** (5,000 errors/mo). It has the best UI, docs, and integrations"}, {"id": "mai-20260917-0922-baseline|c138-s4|deepseek-small|PostHog", "prompt": "c138-s4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PostHog** — Most generous free tier"}, {"id": "mai-20260917-0922-baseline|c138-s4|deepseek-small|GlitchTip", "prompt": "c138-s4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best if you want zero cost + no limits:** **Self-host GlitchTip** ... It's free, Sentry-compatible, and gives you full control"}, {"id": "mai-20260917-0922-baseline|c138-s4|deepseek-small|Rollbar", "prompt": "c138-s4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rollbar** — free tier (7,500 events/mo), Team from ~$22/mo"}, {"id": "mai-20260917-0922-baseline|c138-s4|deepseek-small|BugSnag", "prompt": "c138-s4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "BugSnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "solid small-team options with free tiers (~5k errors/mo)"}, {"id": "mai-20260917-0922-baseline|c138-s4|deepseek-small|Honeybadger", "prompt": "c138-s4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BugSnag / Honeybadger** — solid small-team options with free tiers"}, {"id": "mai-20260917-0922-baseline|c138-s4|deepseek-small|Better Stack", "prompt": "c138-s4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Better Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Better Stack** — lowest cost at high event volume"}, {"id": "mai-20260917-0922-baseline|c138-s4|deepseek-small|Pydantic Logfire", "prompt": "c138-s4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Pydantic Logfire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "10M records/month free if you want error tracking inside full observability"}, {"id": "mai-20260917-0922-baseline|c138-s4|deepseek-small|Temps", "prompt": "c138-s4", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Temps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Self-host GlitchTip** (or Temps)"}, {"id": "mai-20260917-0922-baseline|c138-s4|google-small|GlitchTip", "prompt": "c138-s4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Ultra-Budget & Sentry-Compatible Pick: **GlitchTip**"}, {"id": "mai-20260917-0922-baseline|c138-s4|google-small|Honeybadger", "prompt": "c138-s4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"All-in-One\" to Save on Other Software: **Honeybadger**"}, {"id": "mai-20260917-0922-baseline|c138-s4|google-small|Logfire", "prompt": "c138-s4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Logfire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Their free tier is exceptionally generous, offering **10 million records per month for free**"}, {"id": "mai-20260917-0922-baseline|c138-s4|google-small|Highlight.io", "prompt": "c138-s4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Highlight.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Frontend & Visual Debugging: **Highlight.io**"}, {"id": "mai-20260917-0922-baseline|c138-s4|google-small|Sentry", "prompt": "c138-s4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The Risk: Sentry's cloud pricing is usage-based... you can accidentally burn through your monthly quota or rack up unexpected overage bills"}, {"id": "mai-20260917-0922-baseline|c138-s4|google-small|Bugsink", "prompt": "c138-s4", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Bugsink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Spin up **GlitchTip** or **Bugsink** on a cheap VPS"}, {"id": "mai-20260917-0922-baseline|c138-s4|meta-small|Honeybadger", "prompt": "c138-s4", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best error monitoring tool for a small company with a tight budget is Honeybadger, which offers a flat-rate pricing of $26/month for unlimited errors"}, {"id": "mai-20260917-0922-baseline|c138-s4|meta-small|Sentry", "prompt": "c138-s4", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Sentry's free tier, which covers 5,000 errors per month"}, {"id": "mai-20260917-0922-baseline|c138-s4|meta-small|ShotMark", "prompt": "c138-s4", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "ShotMark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and ShotMark, which offers a one-click visual capture of screenshots, console logs, and network requests"}, {"id": "mai-20260917-0922-baseline|c138-s4|meta-small|Bugsnag", "prompt": "c138-s4", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth considering other error monitoring tools such as Bugsnag, Rollbar, Highlight.io, and GlitchTip"}, {"id": "mai-20260917-0922-baseline|c138-s4|meta-small|Rollbar", "prompt": "c138-s4", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as Bugsnag, Rollbar, Highlight.io, and GlitchTip"}, {"id": "mai-20260917-0922-baseline|c138-s4|meta-small|Highlight.io", "prompt": "c138-s4", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Highlight.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "such as Bugsnag, Rollbar, Highlight.io, and GlitchTip"}, {"id": "mai-20260917-0922-baseline|c138-s4|meta-small|GlitchTip", "prompt": "c138-s4", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "such as Bugsnag, Rollbar, Highlight.io, and GlitchTip"}, {"id": "mai-20260917-0922-baseline|c138-s4|minimax-small|Honeybadger", "prompt": "c138-s4", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Honeybadger** (Best Overall for Budget)"}, {"id": "mai-20260917-0922-baseline|c138-s4|minimax-small|Sentry", "prompt": "c138-s4", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need free**: **Sentry's free tier** handles up to 5,000 errors/month"}, {"id": "mai-20260917-0922-baseline|c138-s4|minimax-small|GlitchTip", "prompt": "c138-s4", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If budget is extremely tight**: **GlitchTip** at $15/month or self-host for $5/month"}, {"id": "mai-20260917-0922-baseline|c138-s4|mistral-small|Sentry (Free Tier)", "prompt": "c138-s4", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry (Free Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Sentry\\u2019s free tier if you have low error volume."}, {"id": "mai-20260917-0922-baseline|c138-s4|mistral-small|Honeybadger", "prompt": "c138-s4", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider Honeybadger or GlitchTip for more predictable pricing"}, {"id": "mai-20260917-0922-baseline|c138-s4|mistral-small|GlitchTip", "prompt": "c138-s4", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "self-hosted GlitchTip is a strong choice"}, {"id": "mai-20260917-0922-baseline|c138-s4|mistral-small|Monoscope", "prompt": "c138-s4", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Monoscope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for businesses that rely heavily on APIs."}, {"id": "mai-20260917-0922-baseline|c138-s4|moonshot-small|Sentry", "prompt": "c138-s4", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Sentry's free tier** if you want the easiest setup with the best ecosystem."}, {"id": "mai-20260917-0922-baseline|c138-s4|moonshot-small|GlitchTip", "prompt": "c138-s4", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you hit the 5K error limit and want to stay free, **self-host GlitchTip**"}, {"id": "mai-20260917-0922-baseline|c138-s4|moonshot-small|Rollbar", "prompt": "c138-s4", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rollbar** - Best Value for Growing Teams"}, {"id": "mai-20260917-0922-baseline|c138-s4|moonshot-small|Bugsnag", "prompt": "c138-s4", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Bugsnag** | 7.5K events (1 user only) | $29-59/mo (25K events) | Stability scoring"}, {"id": "mai-20260917-0922-baseline|c138-s4|openai-small|Rollbar", "prompt": "c138-s4", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rollbar is usually the best default pick**"}, {"id": "mai-20260917-0922-baseline|c138-s4|openai-small|BugSnag", "prompt": "c138-s4", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "BugSnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BugSnag is also a credible option, with a free tier and paid plans aimed at smaller teams"}, {"id": "mai-20260917-0922-baseline|c138-s4|openai-small|Sentry", "prompt": "c138-s4", "model": "openai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it can be excellent, but it's often more than a very small team needs right away"}, {"id": "mai-20260917-0922-baseline|c138-s4|xai-small|Sentry", "prompt": "c138-s4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry's free tier is the best starting point for a small company on a tight budget.**"}, {"id": "mai-20260917-0922-baseline|c138-s4|xai-small|GlitchTip", "prompt": "c138-s4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Self-hosted alternative**: GlitchTip (open-source Sentry clone) runs on a cheap VPS for true $0 SaaS costs"}, {"id": "mai-20260917-0922-baseline|c138-s4|xai-small|Rollbar", "prompt": "c138-s4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Rollbar** | 5k errors/mo, unlimited users | ~$13-99/mo | No | DevOps with deploy tracking |"}, {"id": "mai-20260917-0922-baseline|c138-s4|xai-small|Bugsnag", "prompt": "c138-s4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Bugsnag** | 7.5k events/mo | ~$22-33/mo | No | Mobile-heavy apps |"}, {"id": "mai-20260917-0922-baseline|c138-s4|xai-small|Honeybadger", "prompt": "c138-s4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Honeybadger** | 5k errors/mo (1 user) | $26/mo flat | No | Predictable billing, simple |"}, {"id": "mai-20260917-0922-baseline|c138-s4|xai-small|Firebase Crashlytics", "prompt": "c138-s4", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Firebase Crashlytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mobile-only?** Firebase Crashlytics is unlimited free for Android/iOS crashes."}, {"id": "mai-20260917-0922-baseline|c138-s4|zai-small|Sentry", "prompt": "c138-s4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Sentry**"}, {"id": "mai-20260917-0922-baseline|c138-s4|zai-small|Rollbar", "prompt": "c138-s4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: **Rollbar**"}, {"id": "mai-20260917-0922-baseline|c138-s4|zai-small|Bugsnag", "prompt": "c138-s4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mobile-First Option: **Bugsnag**"}, {"id": "mai-20260917-0922-baseline|c138-s4|zai-small|Honeybadger", "prompt": "c138-s4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple Flat-Rate: **Honeybadger**"}, {"id": "mai-20260917-0922-baseline|c138-s4|zai-small|LogRocket", "prompt": "c138-s4", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "budget", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **LogRocket** | 1K sessions/mo | $99/mo (Team) | Session replay-focused |"}, {"id": "mai-20260917-0922-baseline|c138-s5|alibaba-small|LogRocket", "prompt": "c138-s5", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some tools (like LogRocket or Vercel Posthog) allow you to watch a video recreation of the user's screen at the moment of the crash."}, {"id": "mai-20260917-0922-baseline|c138-s5|alibaba-small|Vercel Posthog", "prompt": "c138-s5", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Vercel Posthog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some tools (like LogRocket or Vercel Posthog) allow you to watch a video recreation"}, {"id": "mai-20260917-0922-baseline|c138-s5|alibaba-small|Airbrake", "prompt": "c138-s5", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Airbrake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Fixed Monthly Fee:** Predictable budgeting (e.g., Raygun, maybe Airbrake)."}, {"id": "mai-20260917-0922-baseline|c138-s5|alibaba-small|Sentry", "prompt": "c138-s5", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Sentry:** The most developer-centric choice. Highly customizable, works with almost every language/framework."}, {"id": "mai-20260917-0922-baseline|c138-s5|alibaba-small|Bugsnag", "prompt": "c138-s5", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Bugsnag:** Known for reliability and great mobile support. Very easy to set up"}, {"id": "mai-20260917-0922-baseline|c138-s5|alibaba-small|Rollbar", "prompt": "c138-s5", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Rollbar:** Strong focus on grouping and deduplicating errors."}, {"id": "mai-20260917-0922-baseline|c138-s5|alibaba-small|Raygun", "prompt": "c138-s5", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Raygun:** Often praised for its simplicity and distinct pricing models that can be friendlier to growing SMBs"}, {"id": "mai-20260917-0922-baseline|c138-s5|anthropic-small|Sentry", "prompt": "c138-s5", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Common tools in this space include Sentry, Rollbar, Bugsnag, and Datadog—each with different strengths."}, {"id": "mai-20260917-0922-baseline|c138-s5|anthropic-small|Rollbar", "prompt": "c138-s5", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Common tools in this space include Sentry, Rollbar, Bugsnag, and Datadog—each with different strengths."}, {"id": "mai-20260917-0922-baseline|c138-s5|anthropic-small|Bugsnag", "prompt": "c138-s5", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Common tools in this space include Sentry, Rollbar, Bugsnag, and Datadog—each with different strengths."}, {"id": "mai-20260917-0922-baseline|c138-s5|anthropic-small|Datadog", "prompt": "c138-s5", "model": "anthropic-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Common tools in this space include Sentry, Rollbar, Bugsnag, and Datadog—each with different strengths."}, {"id": "mai-20260917-0922-baseline|c138-s5|deepseek-small|Honeybadger", "prompt": "c138-s5", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Honeybadger** | Predictable flat-fee billing — no surprise bills on launch day"}, {"id": "mai-20260917-0922-baseline|c138-s5|deepseek-small|LogRocket", "prompt": "c138-s5", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Session replay** (LogRocket, Sentry) if frontend UX reliability matters to you"}, {"id": "mai-20260917-0922-baseline|c138-s5|deepseek-small|Sentry", "prompt": "c138-s5", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Sentry** | Broadest language coverage, fast setup, generous free tier, one unified place for errors+tracing+replay"}, {"id": "mai-20260917-0922-baseline|c138-s5|deepseek-small|Bugsnag", "prompt": "c138-s5", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bugsnag** | Release health/stability tracking, great for mobile"}, {"id": "mai-20260917-0922-baseline|c138-s5|deepseek-small|Rollbar", "prompt": "c138-s5", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rollbar** | AI-assisted grouping and workflow automation to reduce noise"}, {"id": "mai-20260917-0922-baseline|c138-s5|google-small|Sentry", "prompt": "c138-s5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** | **The Gold Standard (All-Rounder)** | Extremely mature."}, {"id": "mai-20260917-0922-baseline|c138-s5|google-small|Highlight.io", "prompt": "c138-s5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Highlight.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A fantastic, modern, developer-friendly option that is natively built around combining errors, session replays, and logs into one UI."}, {"id": "mai-20260917-0922-baseline|c138-s5|google-small|Rollbar", "prompt": "c138-s5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Uses a highly affordable, metered pricing model (not per-seat). It has fantastic grouping"}, {"id": "mai-20260917-0922-baseline|c138-s5|google-small|Honeybadger", "prompt": "c138-s5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Exceptionally simple to set up, highly reliable... Excellent for lean, fast-moving teams."}, {"id": "mai-20260917-0922-baseline|c138-s5|google-small|Datadog", "prompt": "c138-s5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid at Your Current Size... their pricing is notoriously complex and expensive"}, {"id": "mai-20260917-0922-baseline|c138-s5|google-small|Dynatrace", "prompt": "c138-s5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "usually overkill (both financially and operationally) for a 30-person startup"}, {"id": "mai-20260917-0922-baseline|c138-s5|google-small|Self-Hosted ELK (Elasticsearch, Logstash, Kibana)", "prompt": "c138-s5", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Self-Hosted ELK (Elasticsearch, Logstash, Kibana)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "do not spend engineering hours hosting and updating your own open-source monitoring stack"}, {"id": "mai-20260917-0922-baseline|c138-s5|meta-small|Scout Monitoring", "prompt": "c138-s5", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Scout Monitoring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "automatically correlate errors with logs and traces, such as Scout Monitoring"}, {"id": "mai-20260917-0922-baseline|c138-s5|meta-small|Rollbar", "prompt": "c138-s5", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "pricing model that is not per-seat, such as Rollbar or GlitchTip"}, {"id": "mai-20260917-0922-baseline|c138-s5|meta-small|GlitchTip", "prompt": "c138-s5", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "GlitchTip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Look for a tool that is easy to set up and use, such as GlitchTip"}, {"id": "mai-20260917-0922-baseline|c138-s5|meta-small|Sentry", "prompt": "c138-s5", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compatible with your technology stack, such as Sentry or GlitchTip"}, {"id": "mai-20260917-0922-baseline|c138-s5|minimax-small|Sentry", "prompt": "c138-s5", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sentry** is typically the default choice in 2024—generous free tier, excellent debugging experience, and strong ecosystem"}, {"id": "mai-20260917-0922-baseline|c138-s5|minimax-small|Rollbar", "prompt": "c138-s5", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If AI-powered error grouping is a priority, **Rollbar** is worth a look."}, {"id": "mai-20260917-0922-baseline|c138-s5|minimax-small|Bugsnag", "prompt": "c138-s5", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you have significant mobile app traffic, **Bugsnag** excels there"}, {"id": "mai-20260917-0922-baseline|c138-s5|minimax-small|Datadog", "prompt": "c138-s5", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you're already using Datadog APM | Bundled"}, {"id": "mai-20260917-0922-baseline|c138-s5|mistral-small|Sentry", "prompt": "c138-s5", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "look for tools with deep integration (e.g., Sentry, Bugsnag, Rollbar)"}, {"id": "mai-20260917-0922-baseline|c138-s5|mistral-small|Bugsnag", "prompt": "c138-s5", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Sentry, Bugsnag, Rollbar"}, {"id": "mai-20260917-0922-baseline|c138-s5|mistral-small|Rollbar", "prompt": "c138-s5", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you want AI-powered error grouping, Sentry and Rollbar are strong options."}, {"id": "mai-20260917-0922-baseline|c138-s5|mistral-small|Instabug", "prompt": "c138-s5", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Instabug", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you need mobile app support, prioritize tools like Sentry, Bugsnag, or Instabug."}, {"id": "mai-20260917-0922-baseline|c138-s5|mistral-small|GlitchTip", "prompt": "c138-s5", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "GlitchTip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you want open-source or self-hosted, consider GlitchTip or Errbit."}, {"id": "mai-20260917-0922-baseline|c138-s5|mistral-small|Errbit", "prompt": "c138-s5", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Errbit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider GlitchTip or Errbit"}, {"id": "mai-20260917-0922-baseline|c138-s5|moonshot-small|Sentry", "prompt": "c138-s5", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Default choice if you want errors + performance monitoring + session replay in one platform. Broadest language support and a generous free tier, but pricing can escalate with event volume."}, {"id": "mai-20260917-0922-baseline|c138-s5|moonshot-small|Rollbar", "prompt": "c138-s5", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Better if pure error tracking and AI-assisted grouping are your priorities. Often more cost-effective at higher event volumes."}, {"id": "mai-20260917-0922-baseline|c138-s5|moonshot-small|Bugsnag (SmartBear)", "prompt": "c138-s5", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Bugsnag (SmartBear)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong if you are mobile-heavy and care deeply about per-release stability scores and crash-free rates."}, {"id": "mai-20260917-0922-baseline|c138-s5|xai-small|Sentry", "prompt": "c138-s5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sentry (versatile leader)"}, {"id": "mai-20260917-0922-baseline|c138-s5|xai-small|Rollbar", "prompt": "c138-s5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rollbar (noise reduction)"}, {"id": "mai-20260917-0922-baseline|c138-s5|xai-small|Bugsnag", "prompt": "c138-s5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bugsnag (stability focus)"}, {"id": "mai-20260917-0922-baseline|c138-s5|xai-small|Honeybadger", "prompt": "c138-s5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Honeybadger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Honeybadger | 3 days history | ~$39/mo | Simple, uptime combo |"}, {"id": "mai-20260917-0922-baseline|c138-s5|xai-small|LogRocket", "prompt": "c138-s5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "session replay (LogRocket/Highlight.io)"}, {"id": "mai-20260917-0922-baseline|c138-s5|xai-small|Highlight.io", "prompt": "c138-s5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Highlight.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "session replay (LogRocket/Highlight.io)"}, {"id": "mai-20260917-0922-baseline|c138-s5|xai-small|Airbrake", "prompt": "c138-s5", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Airbrake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Airbrake (SMB-friendly)"}, {"id": "mai-20260917-0922-baseline|c138-s5|zai-small|Sentry", "prompt": "c138-s5", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with tools like Sentry, Rollbar, or Bugsnag as they're well-suited for teams of this size"}, {"id": "mai-20260917-0922-baseline|c138-s5|zai-small|Rollbar", "prompt": "c138-s5", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with tools like Sentry, Rollbar, or Bugsnag as they're well-suited for teams of this size"}, {"id": "mai-20260917-0922-baseline|c138-s5|zai-small|Bugsnag", "prompt": "c138-s5", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "scale", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with tools like Sentry, Rollbar, or Bugsnag as they're well-suited for teams of this size"}, {"id": "mai-20260917-0922-baseline|c138-s6|alibaba-small|Datadog", "prompt": "c138-s6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid enterprise-heavy tools (Datadog, Splunk) unless you specifically need deep infrastructure visibility."}, {"id": "mai-20260917-0922-baseline|c138-s6|alibaba-small|Sentry", "prompt": "c138-s6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Opt for specialized, predictable-priced trackers like Honeybadger or Sentry for the best balance of cost and usability."}, {"id": "mai-20260917-0922-baseline|c138-s6|alibaba-small|Honeybadger", "prompt": "c138-s6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Opt for specialized, predictable-priced trackers like Honeybadger or Sentry for the best balance of cost and usability."}, {"id": "mai-20260917-0922-baseline|c138-s6|alibaba-small|New Relic", "prompt": "c138-s6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Historically known for complex pricing tiers and significant overages"}, {"id": "mai-20260917-0922-baseline|c138-s6|alibaba-small|Rollbar", "prompt": "c138-s6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their pricing can jump significantly as you scale beyond the free tier"}, {"id": "mai-20260917-0922-baseline|c138-s6|alibaba-small|Splunk", "prompt": "c138-s6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-heavy tools (Datadog, Splunk)"}, {"id": "mai-20260917-0922-baseline|c138-s6|alibaba-small|Bugsnag", "prompt": "c138-s6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use **Honeybadger** or **Bugsnag**, which provide out-of-the-box grouping and prioritization"}, {"id": "mai-20260917-0922-baseline|c138-s6|alibaba-small|LogRocket", "prompt": "c138-s6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "LogRocket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "session replay tools are often overkill and more expensive"}, {"id": "mai-20260917-0922-baseline|c138-s6|alibaba-small|FullStory", "prompt": "c138-s6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "FullStory", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "session replay tools are often overkill and more expensive"}, {"id": "mai-20260917-0922-baseline|c138-s6|alibaba-small|Airbrake", "prompt": "c138-s6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Airbrake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Stick to pure error trackers like **Sentry** or **Airbrake**"}, {"id": "mai-20260917-0922-baseline|c138-s6|alibaba-small|Better Stack", "prompt": "c138-s6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Very affordable ($29/mo), combines logs + errors, easy UI."}, {"id": "mai-20260917-0922-baseline|c138-s6|alibaba-small|Raygun", "prompt": "c138-s6", "model": "alibaba-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Simple crash reporting + real-user monitoring, good trial period."}, {"id": "mai-20260917-0922-baseline|c138-s6|challenger-small|Datadog", "prompt": "c138-s6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "explicitly says to skip if you are a small team without dedicated DevOps"}, {"id": "mai-20260917-0922-baseline|c138-s6|challenger-small|Sentry", "prompt": "c138-s6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "multiple sources frame Sentry, Honeybadger, Rollbar, or similar tools as simpler fits for small teams"}, {"id": "mai-20260917-0922-baseline|c138-s6|challenger-small|Honeybadger", "prompt": "c138-s6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recommends Honeybadger for a flat-fee bill \"that won't surprise you on launch day\""}, {"id": "mai-20260917-0922-baseline|c138-s6|challenger-small|Rollbar", "prompt": "c138-s6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "frame Sentry, Honeybadger, Rollbar, or similar tools as simpler fits for small teams"}, {"id": "mai-20260917-0922-baseline|c138-s6|challenger-small|AppSignal", "prompt": "c138-s6", "model": "challenger-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "AppSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AppSignal is flagged as a poor fit if your primary stack is outside Ruby and Elixir"}, {"id": "mai-20260917-0922-baseline|c138-s6|deepseek-small|Datadog", "prompt": "c138-s6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Datadog, Dynatrace, and AppDynamics until you genuinely have a distributed infrastructure"}, {"id": "mai-20260917-0922-baseline|c138-s6|deepseek-small|Dynatrace", "prompt": "c138-s6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid Datadog, Dynatrace, and AppDynamics**"}, {"id": "mai-20260917-0922-baseline|c138-s6|deepseek-small|AppDynamics", "prompt": "c138-s6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "AppDynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid Datadog, Dynatrace, and AppDynamics**"}, {"id": "mai-20260917-0922-baseline|c138-s6|deepseek-small|New Relic", "prompt": "c138-s6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can work at small scale, but its log/custom pricing can get expensive as you grow"}, {"id": "mai-20260917-0922-baseline|c138-s6|deepseek-small|Sentry", "prompt": "c138-s6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Sentry** \\u2014 the best all-around default (free tier covers most small projects)."}, {"id": "mai-20260917-0922-baseline|c138-s6|deepseek-small|Better Stack / Better Uptime", "prompt": "c138-s6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Better Stack / Better Uptime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Caution if you're on a tight budget; the free-to-paid cliff can surprise you."}, {"id": "mai-20260917-0922-baseline|c138-s6|deepseek-small|Honeybadger", "prompt": "c138-s6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "simple, predictable flat pricing (~$26/mo), friendly to solo/small Ruby, Rails, Elixir teams"}, {"id": "mai-20260917-0922-baseline|c138-s6|deepseek-small|Rollbar", "prompt": "c138-s6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "developer-first grouping, ~$21/mo, free tier of 5K errors with unlimited users"}, {"id": "mai-20260917-0922-baseline|c138-s6|deepseek-small|Bugsnag", "prompt": "c138-s6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "generous free tier (~7,500\\u201350,000 events) and good for mobile apps"}, {"id": "mai-20260917-0922-baseline|c138-s6|deepseek-small|GlitchTip / Bugsink", "prompt": "c138-s6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "GlitchTip / Bugsink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "open-source, self-hostable, Sentry-SDK compatible"}, {"id": "mai-20260917-0922-baseline|c138-s6|deepseek-small|PostHog", "prompt": "c138-s6", "model": "deepseek-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "most generous free tier (up to 100K errors/month) if you also want product analytics"}, {"id": "mai-20260917-0922-baseline|c138-s6|google-small|Datadog", "prompt": "c138-s6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should avoid or be highly cautious of the following categories ... Enterprise Observability & APM Suites (e.g., Datadog, New Relic, Dynatrace)"}, {"id": "mai-20260917-0922-baseline|c138-s6|google-small|New Relic", "prompt": "c138-s6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise Observability & APM Suites (e.g., Datadog, New Relic, Dynatrace) ... severe overkill"}, {"id": "mai-20260917-0922-baseline|c138-s6|google-small|Dynatrace", "prompt": "c138-s6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Dynatrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise Observability & APM Suites (e.g., Datadog, New Relic, Dynatrace) ... severe overkill"}, {"id": "mai-20260917-0922-baseline|c138-s6|google-small|Self-Hosted Sentry", "prompt": "c138-s6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Self-Hosted Sentry", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "its *self-hosted* version is an operational nightmare for small teams"}, {"id": "mai-20260917-0922-baseline|c138-s6|google-small|GlitchTip", "prompt": "c138-s6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GlitchTip is an open-source, lightweight, Sentry-compatible tool that can run on a cheap, single-virtual-private-server (VPS)"}, {"id": "mai-20260917-0922-baseline|c138-s6|google-small|BugSink", "prompt": "c138-s6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "BugSink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "look for lightweight, simple alternatives like **GlitchTip** or **BugSink**"}, {"id": "mai-20260917-0922-baseline|c138-s6|google-small|FullStory", "prompt": "c138-s6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "FullStory", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Session-Replay & UX-First Monitoring (e.g., FullStory, LogRocket) *Used Solely for Errors* ... is a mistake"}, {"id": "mai-20260917-0922-baseline|c138-s6|google-small|LogRocket", "prompt": "c138-s6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "LogRocket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "using them *primarily* as error-tracking tools is a mistake"}, {"id": "mai-20260917-0922-baseline|c138-s6|google-small|Bugsnag", "prompt": "c138-s6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Tools with Opaque, Sales-Driven Pricing (e.g., Bugsnag, Rollbar)"}, {"id": "mai-20260917-0922-baseline|c138-s6|google-small|Rollbar", "prompt": "c138-s6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Tools with Opaque, Sales-Driven Pricing (e.g., Bugsnag, Rollbar)"}, {"id": "mai-20260917-0922-baseline|c138-s6|google-small|Sentry (SaaS / Cloud)", "prompt": "c138-s6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry (SaaS / Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Sentry's cloud plans are reasonably priced for small teams"}, {"id": "mai-20260917-0922-baseline|c138-s6|google-small|Honeybadger", "prompt": "c138-s6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Highly recommended for small teams due to its transparent flat-rate pricing"}, {"id": "mai-20260917-0922-baseline|c138-s6|google-small|AppSignal", "prompt": "c138-s6", "model": "google-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "AppSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Great for small Ruby, Elixir, Node.js, and Python teams"}, {"id": "mai-20260917-0922-baseline|c138-s6|meta-small|Sentry", "prompt": "c138-s6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "These tools are considered to be among the best error monitoring tools for small businesses."}, {"id": "mai-20260917-0922-baseline|c138-s6|meta-small|Bugsnag", "prompt": "c138-s6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "These tools are considered to be among the best error monitoring tools for small businesses."}, {"id": "mai-20260917-0922-baseline|c138-s6|meta-small|Rollbar", "prompt": "c138-s6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "These tools are considered to be among the best error monitoring tools for small businesses."}, {"id": "mai-20260917-0922-baseline|c138-s6|meta-small|Honeybadger", "prompt": "c138-s6", "model": "meta-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "These tools are considered to be among the best error monitoring tools for small businesses."}, {"id": "mai-20260917-0922-baseline|c138-s6|minimax-small|Datadog", "prompt": "c138-s6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid**: Not suitable for small teams without dedicated DevOps"}, {"id": "mai-20260917-0922-baseline|c138-s6|minimax-small|New Relic", "prompt": "c138-s6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid**: Platform breadth can be more distracting than useful for small teams"}, {"id": "mai-20260917-0922-baseline|c138-s6|minimax-small|Sentry (at scale)", "prompt": "c138-s6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry (at scale)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why avoid**: Event-based pricing can become expensive quickly once you exceed free tiers"}, {"id": "mai-20260917-0922-baseline|c138-s6|minimax-small|Scout Monitoring", "prompt": "c138-s6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Scout Monitoring", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why avoid**: Limited language support (no Java, Go, .NET)"}, {"id": "mai-20260917-0922-baseline|c138-s6|minimax-small|Honeybadger", "prompt": "c138-s6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Honeybadger** – Flat-rate pricing, includes uptime monitoring"}, {"id": "mai-20260917-0922-baseline|c138-s6|minimax-small|GlitchTip", "prompt": "c138-s6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Open-source, affordable, Sentry-compatible"}, {"id": "mai-20260917-0922-baseline|c138-s6|minimax-small|PostHog", "prompt": "c138-s6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Generous free tier (100k errors/month)"}, {"id": "mai-20260917-0922-baseline|c138-s6|minimax-small|Better Stack", "prompt": "c138-s6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Better Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Low cost at high event volume"}, {"id": "mai-20260917-0922-baseline|c138-s6|minimax-small|Rollbar", "prompt": "c138-s6", "model": "minimax-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Flexible pricing with good free tier"}, {"id": "mai-20260917-0922-baseline|c138-s6|mistral-small|New Relic", "prompt": "c138-s6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should be cautious about or avoid the following error monitoring tools:\n\n1. **New Relic** – Its error monitoring and triaging system is often criticized as not being user-friendly"}, {"id": "mai-20260917-0922-baseline|c138-s6|mistral-small|Datadog", "prompt": "c138-s6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Datadog is not ideal for small teams without dedicated DevOps staff. Its infrastructure complexity and cost can be overwhelming"}, {"id": "mai-20260917-0922-baseline|c138-s6|mistral-small|Scout APM", "prompt": "c138-s6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Scout APM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Scout is not recommended if your stack includes Java, Go, or .NET"}, {"id": "mai-20260917-0922-baseline|c138-s6|mistral-small|AppSignal", "prompt": "c138-s6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "AppSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Small businesses should avoid AppSignal if they need log retention beyond 5 days without paying extra fees"}, {"id": "mai-20260917-0922-baseline|c138-s6|mistral-small|Sentry", "prompt": "c138-s6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Sentry** (for most web teams, especially those using JavaScript, Python, or Go)"}, {"id": "mai-20260917-0922-baseline|c138-s6|mistral-small|Honeybadger", "prompt": "c138-s6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Honeybadger** (for Ruby/Phoenix or small SaaS teams wanting flat-rate pricing)"}, {"id": "mai-20260917-0922-baseline|c138-s6|mistral-small|Raygun", "prompt": "c138-s6", "model": "mistral-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Raygun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Raygun** (for .NET-heavy stacks)"}, {"id": "mai-20260917-0922-baseline|c138-s6|moonshot-small|Sentry", "prompt": "c138-s6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Fine to start free, but set spending caps and monitor quotas aggressively."}, {"id": "mai-20260917-0922-baseline|c138-s6|moonshot-small|Datadog", "prompt": "c138-s6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid unless you need enterprise-grade infrastructure monitoring across the board."}, {"id": "mai-20260917-0922-baseline|c138-s6|moonshot-small|New Relic", "prompt": "c138-s6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caution: Pricing Can Creep"}, {"id": "mai-20260917-0922-baseline|c138-s6|moonshot-small|Raygun", "prompt": "c138-s6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Raygun", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid If Budget-Constrained"}, {"id": "mai-20260917-0922-baseline|c138-s6|moonshot-small|Airbrake", "prompt": "c138-s6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Airbrake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Caution: Tiers Escalate Quickly"}, {"id": "mai-20260917-0922-baseline|c138-s6|moonshot-small|Rollbar", "prompt": "c138-s6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Better Alternatives for Small Businesses | Rollbar | 5,000 events/mo | ~$9–30/mo | Budget-conscious teams"}, {"id": "mai-20260917-0922-baseline|c138-s6|moonshot-small|Bugsnag", "prompt": "c138-s6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Bugsnag | 7,500 events/mo | Low paid tiers | Mobile + web"}, {"id": "mai-20260917-0922-baseline|c138-s6|moonshot-small|Honeybadger", "prompt": "c138-s6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Honeybadger | 1,000 errors/mo | ~$26/mo"}, {"id": "mai-20260917-0922-baseline|c138-s6|moonshot-small|GlitchTip", "prompt": "c138-s6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Teams wanting Sentry-like UI without cost"}, {"id": "mai-20260917-0922-baseline|c138-s6|moonshot-small|OneUptime", "prompt": "c138-s6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "OneUptime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Generous free tier | Pay-as-you-go | Open-source alternative"}, {"id": "mai-20260917-0922-baseline|c138-s6|moonshot-small|Splunk", "prompt": "c138-s6", "model": "moonshot-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid full observability platforms (Datadog, New Relic, Splunk) if you only need error tracking"}, {"id": "mai-20260917-0922-baseline|c138-s6|xai-small|Datadog", "prompt": "c138-s6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"Don't use Datadog if you are a small team without dedicated DevOps.\""}, {"id": "mai-20260917-0922-baseline|c138-s6|xai-small|New Relic", "prompt": "c138-s6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Key Tools to Avoid or Approach with Caution... New Relic... It's distracting for tiny teams"}, {"id": "mai-20260917-0922-baseline|c138-s6|xai-small|Sentry", "prompt": "c138-s6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with Sentry's free tier—it's the most cited \"default for indie/SaaS/small teams\""}, {"id": "mai-20260917-0922-baseline|c138-s6|xai-small|Rollbar", "prompt": "c138-s6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Rollbar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stick to indie-friendly options like Sentry ($0–$26/month), Rollbar ($0–$12–$21/month)"}, {"id": "mai-20260917-0922-baseline|c138-s6|xai-small|Honeybadger", "prompt": "c138-s6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Honeybadger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or Honeybadger (flat $26–$49/month). These have generous free tiers"}, {"id": "mai-20260917-0922-baseline|c138-s6|xai-small|LogRocket", "prompt": "c138-s6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "LogRocket", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Expensive for basic needs; comparisons show it 2–3x pricier than peers at low volumes."}, {"id": "mai-20260917-0922-baseline|c138-s6|xai-small|Bugsnag", "prompt": "c138-s6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Bugsnag", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Fine for mobile-first, but overpriced for general web/small-business error monitoring"}, {"id": "mai-20260917-0922-baseline|c138-s6|xai-small|GlitchTip", "prompt": "c138-s6", "model": "xai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "GlitchTip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If self-hosting appeals for cost control, evaluate open-source like GlitchTip (Sentry fork)."}, {"id": "mai-20260917-0922-baseline|c138-s6|zai-small|Scout", "prompt": "c138-s6", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Scout", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Not recommended if your stack is Java, Go, or .NET, or if you need frontend JavaScript error tracking or mobile crash reporting."}, {"id": "mai-20260917-0922-baseline|c138-s6|zai-small|Sentry", "prompt": "c138-s6", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Sentry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Good tool, but event‑based pricing can surprise you as traffic grows, and the feature surface can be overwhelming for small teams."}, {"id": "mai-20260917-0922-baseline|c138-s6|zai-small|Datadog", "prompt": "c138-s6", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Designed for large, dedicated DevOps teams. Complexity, breadth, and cost are often unnecessary for a small team."}, {"id": "mai-20260917-0922-baseline|c138-s6|zai-small|New Relic", "prompt": "c138-s6", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platform breadth can be distracting for small teams; also, its query language can be a barrier for quick answers."}, {"id": "mai-20260917-0922-baseline|c138-s6|zai-small|AppSignal", "prompt": "c138-s6", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "AppSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Log retention beyond 5 days requires add‑on fees; also, primary stack is Ruby/Elixir, so not ideal if that's not your stack."}, {"id": "mai-20260917-0922-baseline|c138-s6|zai-small|Raygun", "prompt": "c138-s6", "model": "zai-small", "cat": "error-and-crash-monitoring", "variant": "negative", "raw": "Raygun", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Best for .NET‑heavy stacks; not a strong fit for JS/TS, Python, Go, or polyglot setups."}, {"id": "mai-20260917-0922-baseline|c139-l1|alibaba-small|MongoDB", "prompt": "c139-l1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB is widely considered the market leader for enterprise applications needing flexibility and speed."}, {"id": "mai-20260917-0922-baseline|c139-l1|alibaba-small|DataStax Astra (Apache Cassandra)", "prompt": "c139-l1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "DataStax Astra (Apache Cassandra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Massive Scale & High Availability: **DataStax Astra (Apache Cassandra)**"}, {"id": "mai-20260917-0922-baseline|c139-l1|alibaba-small|Neo4j", "prompt": "c139-l1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Deep Relationships: **Neo4j**"}, {"id": "mai-20260917-0922-baseline|c139-l1|alibaba-small|Amazon DynamoDB", "prompt": "c139-l1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal if you are on AWS. It handles infinite scaling automatically"}, {"id": "mai-20260917-0922-baseline|c139-l1|alibaba-small|Azure Cosmos DB", "prompt": "c139-l1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for Microsoft-centric enterprises offering low-latency access to data globally"}, {"id": "mai-20260917-0922-baseline|c139-l1|alibaba-small|Redis", "prompt": "c139-l1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Choose Redis** if you only need to store simple key-value pairs strictly for high-speed caching/sessions."}, {"id": "mai-20260917-0922-baseline|c139-l1|anthropic-small|MongoDB", "prompt": "c139-l1", "model": "anthropic-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most B2B enterprises starting out, **MongoDB** is a solid default choice due to its flexibility, maturity, and strong enterprise support."}, {"id": "mai-20260917-0922-baseline|c139-l1|anthropic-small|Cassandra", "prompt": "c139-l1", "model": "anthropic-small", "cat": "nosql-databases", "variant": "direct", "raw": "Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for massive scale and high availability ... Requires more operational expertise"}, {"id": "mai-20260917-0922-baseline|c139-l1|anthropic-small|Redis", "prompt": "c139-l1", "model": "anthropic-small", "cat": "nosql-databases", "variant": "direct", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for caching and real-time operations ... Not ideal as primary database for persistent storage alone"}, {"id": "mai-20260917-0922-baseline|c139-l1|anthropic-small|DynamoDB (AWS)", "prompt": "c139-l1", "model": "anthropic-small", "cat": "nosql-databases", "variant": "direct", "raw": "DynamoDB (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Managed service for scalability ... Vendor lock-in considerations"}, {"id": "mai-20260917-0922-baseline|c139-l1|anthropic-small|Elasticsearch", "prompt": "c139-l1", "model": "anthropic-small", "cat": "nosql-databases", "variant": "direct", "raw": "Elasticsearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for search and analytics ... Superior full-text search capabilities"}, {"id": "mai-20260917-0922-baseline|c139-l1|challenger-small|MongoDB Enterprise Advanced", "prompt": "c139-l1", "model": "challenger-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB Enterprise Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB Enterprise Advanced** is the most broadly recommended default"}, {"id": "mai-20260917-0922-baseline|c139-l1|challenger-small|Cassandra", "prompt": "c139-l1", "model": "challenger-small", "cat": "nosql-databases", "variant": "direct", "raw": "Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cassandra** or **ScyllaDB Enterprise** are often better fits"}, {"id": "mai-20260917-0922-baseline|c139-l1|challenger-small|ScyllaDB Enterprise", "prompt": "c139-l1", "model": "challenger-small", "cat": "nosql-databases", "variant": "direct", "raw": "ScyllaDB Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cassandra** or **ScyllaDB Enterprise** are often better fits"}, {"id": "mai-20260917-0922-baseline|c139-l1|challenger-small|Couchbase Enterprise", "prompt": "c139-l1", "model": "challenger-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Couchbase Enterprise** is a strong enterprise option"}, {"id": "mai-20260917-0922-baseline|c139-l1|challenger-small|Redis", "prompt": "c139-l1", "model": "challenger-small", "cat": "nosql-databases", "variant": "direct", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Redis** is often the best fit, but it is usually not the primary system of record"}, {"id": "mai-20260917-0922-baseline|c139-l1|deepseek-small|MongoDB", "prompt": "c139-l1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **MongoDB (or MongoDB Atlas)** as your primary general-purpose store"}, {"id": "mai-20260917-0922-baseline|c139-l1|deepseek-small|Apache Cassandra", "prompt": "c139-l1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Massive write throughput, time-series/IoT data, linear horizontal scaling... Rigid schema, limited query flexibility, harder to operate."}, {"id": "mai-20260917-0922-baseline|c139-l1|deepseek-small|ScyllaDB", "prompt": "c139-l1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "ScyllaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Heavy-write, time-series, or massive scale:** **Apache Cassandra** or **ScyllaDB**"}, {"id": "mai-20260917-0922-baseline|c139-l1|deepseek-small|Amazon DynamoDB", "prompt": "c139-l1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **DynamoDB** if you're AWS-native and want zero ops"}, {"id": "mai-20260917-0922-baseline|c139-l1|deepseek-small|Azure Cosmos DB", "prompt": "c139-l1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Multi-cloud/multi-region, multi-model needs, Microsoft shop. | Higher cost and complexity to model properly."}, {"id": "mai-20260917-0922-baseline|c139-l1|deepseek-small|Redis", "prompt": "c139-l1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Then add **Redis** for caching"}, {"id": "mai-20260917-0922-baseline|c139-l1|google-small|MongoDB (Atlas)", "prompt": "c139-l1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB (Atlas)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. MongoDB (Atlas) — Best Overall & General-Purpose Document Store"}, {"id": "mai-20260917-0922-baseline|c139-l1|google-small|Amazon DynamoDB", "prompt": "c139-l1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Native Cloud Ecosystems ... **Lowest maintenance, lowest latency on AWS** | **Amazon DynamoDB**"}, {"id": "mai-20260917-0922-baseline|c139-l1|google-small|Azure Cosmos DB", "prompt": "c139-l1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure Cosmos DB: Excellent for enterprises on the Microsoft stack."}, {"id": "mai-20260917-0922-baseline|c139-l1|google-small|Neo4j", "prompt": "c139-l1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 3. Neo4j — Best for Complex Relationships (Org Charts, IAM, Supply Chain)"}, {"id": "mai-20260917-0922-baseline|c139-l1|google-small|Cassandra (or DataStax Astra DB)", "prompt": "c139-l1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "Cassandra (or DataStax Astra DB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Apache Cassandra is the gold standard for write-heavy workloads"}, {"id": "mai-20260917-0922-baseline|c139-l1|google-small|Couchbase (Capella)", "prompt": "c139-l1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase (Capella)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "### 5. Couchbase (Capella) — Best for SQL-Familiar Teams & Mobile Sync"}, {"id": "mai-20260917-0922-baseline|c139-l1|meta-small|Cloud Firestore", "prompt": "c139-l1", "model": "meta-small", "cat": "nosql-databases", "variant": "direct", "raw": "Cloud Firestore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top NoSQL databases for enterprises include:\n\n1. Cloud Firestore"}, {"id": "mai-20260917-0922-baseline|c139-l1|meta-small|ScyllaDB Enterprise", "prompt": "c139-l1", "model": "meta-small", "cat": "nosql-databases", "variant": "direct", "raw": "ScyllaDB Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ScyllaDB Enterprise: A NoSQL database that's purpose-built for apps requiring high throughput and low latency at scale."}, {"id": "mai-20260917-0922-baseline|c139-l1|minimax-small|MongoDB", "prompt": "c139-l1", "model": "minimax-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **MongoDB** or **Azure Cosmos DB**"}, {"id": "mai-20260917-0922-baseline|c139-l1|minimax-small|Amazon DynamoDB", "prompt": "c139-l1", "model": "minimax-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for AWS-Native Companies"}, {"id": "mai-20260917-0922-baseline|c139-l1|minimax-small|Azure Cosmos DB", "prompt": "c139-l1", "model": "minimax-small", "cat": "nosql-databases", "variant": "direct", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I recommend **MongoDB** or **Azure Cosmos DB**"}, {"id": "mai-20260917-0922-baseline|c139-l1|minimax-small|Couchbase Capella", "prompt": "c139-l1", "model": "minimax-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase Capella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for SQL-Like NoSQL"}, {"id": "mai-20260917-0922-baseline|c139-l1|minimax-small|ScyllaDB", "prompt": "c139-l1", "model": "minimax-small", "cat": "nosql-databases", "variant": "direct", "raw": "ScyllaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for High-Performance Workloads"}, {"id": "mai-20260917-0922-baseline|c139-l1|mistral-small|Microsoft Azure Cosmos DB", "prompt": "c139-l1", "model": "mistral-small", "cat": "nosql-databases", "variant": "direct", "raw": "Microsoft Azure Cosmos DB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Azure Cosmos DB** and **MongoDB Enterprise Advanced** are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c139-l1|mistral-small|MongoDB Enterprise Advanced", "prompt": "c139-l1", "model": "mistral-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB Enterprise Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Azure Cosmos DB** and **MongoDB Enterprise Advanced** are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c139-l1|mistral-small|Redis", "prompt": "c139-l1", "model": "mistral-small", "cat": "nosql-databases", "variant": "direct", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If ultra-low latency is critical, **Redis** is the best choice."}, {"id": "mai-20260917-0922-baseline|c139-l1|mistral-small|Couchbase Enterprise", "prompt": "c139-l1", "model": "mistral-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For hybrid or edge use cases, **Couchbase** is a strong alternative."}, {"id": "mai-20260917-0922-baseline|c139-l1|mistral-small|Cassandra", "prompt": "c139-l1", "model": "mistral-small", "cat": "nosql-databases", "variant": "direct", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Excels in high write scalability and is often used for logging, IoT, and real-time analytics"}, {"id": "mai-20260917-0922-baseline|c139-l1|moonshot-small|MongoDB (Atlas)", "prompt": "c139-l1", "model": "moonshot-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB (Atlas)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **enterprise B2B SaaS companies**, I'd recommend starting with **MongoDB Atlas** due to its maturity, ecosystem, and flexibility."}, {"id": "mai-20260917-0922-baseline|c139-l1|moonshot-small|Couchbase", "prompt": "c139-l1", "model": "moonshot-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you have strict latency requirements or need integrated caching, **Couchbase** is worth serious consideration"}, {"id": "mai-20260917-0922-baseline|c139-l1|moonshot-small|Cassandra (DataStax)", "prompt": "c139-l1", "model": "moonshot-small", "cat": "nosql-databases", "variant": "direct", "raw": "Cassandra (DataStax)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Massive write throughput & scale | **Cassandra**"}, {"id": "mai-20260917-0922-baseline|c139-l1|moonshot-small|Redis", "prompt": "c139-l1", "model": "moonshot-small", "cat": "nosql-databases", "variant": "direct", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Typically used alongside other databases, not as primary data store"}, {"id": "mai-20260917-0922-baseline|c139-l1|openai-small|Amazon DynamoDB", "prompt": "c139-l1", "model": "openai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A practical default choice: _Amazon DynamoDB_ ... DynamoDB is usually the strongest enterprise default"}, {"id": "mai-20260917-0922-baseline|c139-l1|openai-small|MongoDB Enterprise / MongoDB Atlas", "prompt": "c139-l1", "model": "openai-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB Enterprise / MongoDB Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a more flexible document model... MongoDB Enterprise / MongoDB Atlas is often a better fit"}, {"id": "mai-20260917-0922-baseline|c139-l1|openai-small|Apache Cassandra", "prompt": "c139-l1", "model": "openai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Apache Cassandra is a strong contender... but it usually requires more operational expertise"}, {"id": "mai-20260917-0922-baseline|c139-l1|xai-small|MongoDB", "prompt": "c139-l1", "model": "xai-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation**: Start with **MongoDB** if your B2B app involves complex queries/documents (most common)."}, {"id": "mai-20260917-0922-baseline|c139-l1|xai-small|Apache Cassandra", "prompt": "c139-l1", "model": "xai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If high-write/availability is key (e.g., logs/IoT), go Cassandra/Astra."}, {"id": "mai-20260917-0922-baseline|c139-l1|xai-small|Amazon DynamoDB", "prompt": "c139-l1", "model": "xai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS-centric? DynamoDB."}, {"id": "mai-20260917-0922-baseline|c139-l1|xai-small|Couchbase", "prompt": "c139-l1", "model": "xai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Less dominant than top 3."}, {"id": "mai-20260917-0922-baseline|c139-l1|xai-small|Redis (Enterprise)", "prompt": "c139-l1", "model": "xai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Redis (Enterprise)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ultra-low latency caching/sessions/pub-sub; Often used alongside primaries."}, {"id": "mai-20260917-0922-baseline|c139-l1|zai-small|MongoDB", "prompt": "c139-l1", "model": "zai-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB (Enterprise/Atlas) is the best general-purpose NoSQL database for an enterprise B2B company today"}, {"id": "mai-20260917-0922-baseline|c139-l1|zai-small|Couchbase", "prompt": "c139-l1", "model": "zai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Couchbase is highly competitive, especially with its SQL++ query language"}, {"id": "mai-20260917-0922-baseline|c139-l1|zai-small|Amazon DynamoDB", "prompt": "c139-l1", "model": "zai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DynamoDB can be an excellent choice. However, you should be aware of its limited query flexibility"}, {"id": "mai-20260917-0922-baseline|c139-l1|zai-small|Apache Cassandra", "prompt": "c139-l1", "model": "zai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cassandra (or its cloud offering Astra DB) is a strong candidate, especially for time-series or log data"}, {"id": "mai-20260917-0922-baseline|c139-l1|zai-small|Microsoft Azure Cosmos DB", "prompt": "c139-l1", "model": "zai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Microsoft Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure Cosmos DB is a good fit"}, {"id": "mai-20260917-0922-baseline|c139-l1|zai-small|Astra DB", "prompt": "c139-l1", "model": "zai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Astra DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cassandra (or its cloud offering Astra DB) is a strong candidate"}, {"id": "mai-20260917-0922-baseline|c139-l2|alibaba-small|MongoDB Atlas", "prompt": "c139-l2", "model": "alibaba-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you do not have a strict preference, start with **MongoDB Atlas**. It is currently the most versatile"}, {"id": "mai-20260917-0922-baseline|c139-l2|alibaba-small|Azure Cosmos DB", "prompt": "c139-l2", "model": "alibaba-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cosmos DB is often the preferred choice due to its unparalleled Service Level Agreements (SLAs)"}, {"id": "mai-20260917-0922-baseline|c139-l2|alibaba-small|AWS DynamoDB", "prompt": "c139-l2", "model": "alibaba-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "AWS DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DynamoDB is the industry standard for infinite scale"}, {"id": "mai-20260917-0922-baseline|c139-l2|alibaba-small|Aerospike", "prompt": "c139-l2", "model": "alibaba-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Aerospike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Aerospike offers a unique blend of SQL-like structure within a NoSQL framework"}, {"id": "mai-20260917-0922-baseline|c139-l2|alibaba-small|Redis (Valkey)", "prompt": "c139-l2", "model": "alibaba-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis (Valkey)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Redis (Valkey)** | Fastest access speeds for session/state data."}, {"id": "mai-20260917-0922-baseline|c139-l2|anthropic-small|MongoDB", "prompt": "c139-l2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**MongoDB** - Great for flexibility with schema-less design."}, {"id": "mai-20260917-0922-baseline|c139-l2|anthropic-small|Couchbase", "prompt": "c139-l2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider hybrid solutions** like Couchbase that offer both capabilities"}, {"id": "mai-20260917-0922-baseline|c139-l2|anthropic-small|Amazon DocumentDB", "prompt": "c139-l2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DocumentDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Start with a managed service** (DocumentDB, DynamoDB, or Firestore) to reduce operational burden"}, {"id": "mai-20260917-0922-baseline|c139-l2|anthropic-small|Redis", "prompt": "c139-l2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Redis** - Best for high-speed, in-memory operations."}, {"id": "mai-20260917-0922-baseline|c139-l2|anthropic-small|DynamoDB", "prompt": "c139-l2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Start with a managed service** (DocumentDB, DynamoDB, or Firestore) to reduce operational burden"}, {"id": "mai-20260917-0922-baseline|c139-l2|anthropic-small|Firestore", "prompt": "c139-l2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Firestore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Start with a managed service** (DocumentDB, DynamoDB, or Firestore) to reduce operational burden"}, {"id": "mai-20260917-0922-baseline|c139-l2|anthropic-small|Memcached", "prompt": "c139-l2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Memcached", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Memcached** - Simpler than Redis, focused on caching."}, {"id": "mai-20260917-0922-baseline|c139-l2|challenger-small|MongoDB Atlas", "prompt": "c139-l2", "model": "challenger-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **MongoDB Atlas** as the default document database choice"}, {"id": "mai-20260917-0922-baseline|c139-l2|challenger-small|Amazon DynamoDB", "prompt": "c139-l2", "model": "challenger-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon DynamoDB** is a compelling alternative because it is both a key-value and document database"}, {"id": "mai-20260917-0922-baseline|c139-l2|challenger-small|Azure Cosmos DB", "prompt": "c139-l2", "model": "challenger-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Azure Cosmos DB** if your priority is global distribution, multi-region writes, and tunable consistency"}, {"id": "mai-20260917-0922-baseline|c139-l2|challenger-small|Couchbase", "prompt": "c139-l2", "model": "challenger-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Couchbase** if you want an enterprise-oriented document + key-value system with automated failover"}, {"id": "mai-20260917-0922-baseline|c139-l2|deepseek-small|MongoDB Atlas", "prompt": "c139-l2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Document/data layer:** **MongoDB Atlas** (or Couchbase if you want KV+document in one system)"}, {"id": "mai-20260917-0922-baseline|c139-l2|deepseek-small|Couchbase Capella / Enterprise", "prompt": "c139-l2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Couchbase Capella / Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best fit** if you want low latency, hybrid KV+document capabilities, and multi-cloud/edge deployment"}, {"id": "mai-20260917-0922-baseline|c139-l2|deepseek-small|Microsoft Azure Cosmos DB", "prompt": "c139-l2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Microsoft Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best fit** for global multi-region availability and tight Azure integration"}, {"id": "mai-20260917-0922-baseline|c139-l2|deepseek-small|Amazon DynamoDB", "prompt": "c139-l2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Key-value/cache layer:** **Amazon DynamoDB** (if AWS-native)"}, {"id": "mai-20260917-0922-baseline|c139-l2|deepseek-small|Redis Enterprise Cloud", "prompt": "c139-l2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis Enterprise Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the industry's most popular key-value store, great for caching, session/user state"}, {"id": "mai-20260917-0922-baseline|c139-l2|deepseek-small|Aerospike", "prompt": "c139-l2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Aerospike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "consider **Aerospike** only if you're scaling to petabyte-level, high-concurrency, latency-critical workloads"}, {"id": "mai-20260917-0922-baseline|c139-l2|google-small|MongoDB Atlas", "prompt": "c139-l2", "model": "google-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Gold Standard for Document Databases: **MongoDB Atlas** ... is the industry leader."}, {"id": "mai-20260917-0922-baseline|c139-l2|google-small|Amazon DynamoDB", "prompt": "c139-l2", "model": "google-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your enterprise is deeply integrated into the AWS ecosystem, **Amazon DynamoDB** is the premier choice."}, {"id": "mai-20260917-0922-baseline|c139-l2|google-small|Azure Cosmos DB", "prompt": "c139-l2", "model": "google-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your enterprise is primarily a Microsoft/Azure shop ... **Azure Cosmos DB** is the logical choice."}, {"id": "mai-20260917-0922-baseline|c139-l2|google-small|Valkey", "prompt": "c139-l2", "model": "google-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Valkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the industry ... has heavily coalesced around **Valkey** as the fully open-source, enterprise-ready successor"}, {"id": "mai-20260917-0922-baseline|c139-l2|google-small|Redis Enterprise", "prompt": "c139-l2", "model": "google-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Redis Enterprise remains a highly reliable commercial option."}, {"id": "mai-20260917-0922-baseline|c139-l2|meta-small|Amazon DynamoDB", "prompt": "c139-l2", "model": "meta-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "it seems that Amazon DynamoDB or MongoDB could be a good choice"}, {"id": "mai-20260917-0922-baseline|c139-l2|meta-small|MongoDB", "prompt": "c139-l2", "model": "meta-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "it seems that Amazon DynamoDB or MongoDB could be a good choice"}, {"id": "mai-20260917-0922-baseline|c139-l2|meta-small|Azure Cosmos DB", "prompt": "c139-l2", "model": "meta-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Azure Cosmos DB is also mentioned as a multi-model database that can handle global applications."}, {"id": "mai-20260917-0922-baseline|c139-l2|minimax-small|Amazon DynamoDB", "prompt": "c139-l2", "model": "minimax-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you're already in AWS**: **DynamoDB** for its managed scaling and performance"}, {"id": "mai-20260917-0922-baseline|c139-l2|minimax-small|Amazon DocumentDB", "prompt": "c139-l2", "model": "minimax-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DocumentDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**DocumentDB** if your team prefers MongoDB's flexible JSON model"}, {"id": "mai-20260917-0922-baseline|c139-l2|minimax-small|Azure Cosmos DB", "prompt": "c139-l2", "model": "minimax-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need global distribution**: **Azure Cosmos DB** or **DynamoDB Global Tables**"}, {"id": "mai-20260917-0922-baseline|c139-l2|minimax-small|MongoDB Atlas", "prompt": "c139-l2", "model": "minimax-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **DocumentDB** or **MongoDB Atlas** over pure key-value stores"}, {"id": "mai-20260917-0922-baseline|c139-l2|mistral-small|MongoDB Atlas", "prompt": "c139-l2", "model": "mistral-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB Atlas** is typically the best choice"}, {"id": "mai-20260917-0922-baseline|c139-l2|mistral-small|Amazon DocumentDB", "prompt": "c139-l2", "model": "mistral-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DocumentDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon DocumentDB** - If you're heavily invested in AWS"}, {"id": "mai-20260917-0922-baseline|c139-l2|mistral-small|Amazon DynamoDB", "prompt": "c139-l2", "model": "mistral-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon DynamoDB** - Best for high-scale key-value needs"}, {"id": "mai-20260917-0922-baseline|c139-l2|mistral-small|Azure Cosmos DB", "prompt": "c139-l2", "model": "mistral-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure Cosmos DB** - If you're in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c139-l2|moonshot-small|MongoDB Atlas", "prompt": "c139-l2", "model": "moonshot-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Document Database: MongoDB Atlas"}, {"id": "mai-20260917-0922-baseline|c139-l2|moonshot-small|DynamoDB", "prompt": "c139-l2", "model": "moonshot-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Already committed to AWS | **Amazon DynamoDB** (serverless, excellent for predictable workloads)"}, {"id": "mai-20260917-0922-baseline|c139-l2|moonshot-small|Cosmos DB", "prompt": "c139-l2", "model": "moonshot-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft-centric environment | **Azure Cosmos DB** (strong integration with Azure ecosystem)"}, {"id": "mai-20260917-0922-baseline|c139-l2|moonshot-small|Redis Enterprise", "prompt": "c139-l2", "model": "moonshot-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Key-Value Database: Redis Enterprise"}, {"id": "mai-20260917-0922-baseline|c139-l2|moonshot-small|ElastiCache", "prompt": "c139-l2", "model": "moonshot-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "ElastiCache", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Amazon ElastiCache** (good starting point, but plan to migrate to Redis Enterprise as you scale)"}, {"id": "mai-20260917-0922-baseline|c139-l2|openai-small|MongoDB", "prompt": "c139-l2", "model": "openai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **MongoDB** for a broad B2B company unless"}, {"id": "mai-20260917-0922-baseline|c139-l2|openai-small|Amazon DynamoDB", "prompt": "c139-l2", "model": "openai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon DynamoDB** if your workload is cloud-native on AWS and you need **massive scale with minimal ops**"}, {"id": "mai-20260917-0922-baseline|c139-l2|openai-small|PostgreSQL", "prompt": "c139-l2", "model": "openai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "PostgreSQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you want relational consistency and rich joins:** consider PostgreSQL instead of either"}, {"id": "mai-20260917-0922-baseline|c139-l2|xai-small|Amazon DynamoDB", "prompt": "c139-l2", "model": "xai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Amazon DynamoDB as the top choice for either a document or key-value database service."}, {"id": "mai-20260917-0922-baseline|c139-l2|xai-small|MongoDB Atlas", "prompt": "c139-l2", "model": "xai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MongoDB Atlas** (managed MongoDB) | #1 in DB-Engines document store ranking."}, {"id": "mai-20260917-0922-baseline|c139-l2|xai-small|Redis Enterprise/ElastiCache", "prompt": "c139-l2", "model": "xai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis Enterprise/ElastiCache", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Redis Enterprise/ElastiCache** | #1 key-value store. In-memory speed for sessions"}, {"id": "mai-20260917-0922-baseline|c139-l2|xai-small|Couchbase Capella", "prompt": "c139-l2", "model": "xai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Couchbase Capella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Combines key-value, documents, SQL++ queries; edge/mobile sync."}, {"id": "mai-20260917-0922-baseline|c139-l2|xai-small|Azure Cosmos DB", "prompt": "c139-l2", "model": "xai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Document/key-value with tunable consistency, low-latency global reads. Great if on Azure."}, {"id": "mai-20260917-0922-baseline|c139-l2|xai-small|FoundationDB", "prompt": "c139-l2", "model": "xai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "FoundationDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "case studies from enterprises like Apple (FoundationDB KV)"}, {"id": "mai-20260917-0922-baseline|c139-l2|xai-small|Cassandra", "prompt": "c139-l2", "model": "xai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Activision (Cassandra, but less doc-focused)"}, {"id": "mai-20260917-0922-baseline|c139-l2|zai-small|MongoDB Atlas", "prompt": "c139-l2", "model": "zai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies: MongoDB Atlas provides the best balance of flexibility, performance, enterprise features, and ecosystem support."}, {"id": "mai-20260917-0922-baseline|c139-l2|zai-small|AWS DynamoDB", "prompt": "c139-l2", "model": "zai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "AWS DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your company is heavily invested in AWS or Microsoft Azure, I'd recommend DynamoDB or Cosmos DB respectively"}, {"id": "mai-20260917-0922-baseline|c139-l2|zai-small|Azure Cosmos DB", "prompt": "c139-l2", "model": "zai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I'd recommend **DynamoDB** or **Cosmos DB** respectively to leverage your existing infrastructure"}, {"id": "mai-20260917-0922-baseline|c139-l2|zai-small|Google Cloud Firestore", "prompt": "c139-l2", "model": "zai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Google Cloud Firestore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Google Workspace users ... Cons: Smaller ecosystem than MongoDB"}, {"id": "mai-20260917-0922-baseline|c139-l3|alibaba-small|MongoDB", "prompt": "c139-l3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB is arguably the most popular NoSQL database globally."}, {"id": "mai-20260917-0922-baseline|c139-l3|alibaba-small|Couchbase Server", "prompt": "c139-l3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Couchbase is a hybrid distributed NoSQL database designed to combine the best features of both key-value and document storage architectures."}, {"id": "mai-20260917-0922-baseline|c139-l3|alibaba-small|Apache Cassandra", "prompt": "c139-l3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It offers linear scalability ... Enterprise deployments (via DataStax) add visual management tools"}, {"id": "mai-20260917-0922-baseline|c139-l3|alibaba-small|ScyllaDB", "prompt": "c139-l3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "ScyllaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It offers much higher throughput and lower latency than vanilla Cassandra"}, {"id": "mai-20260917-0922-baseline|c139-l3|alibaba-small|Amazon DynamoDB", "prompt": "c139-l3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A fully managed proprietary database service offered by AWS."}, {"id": "mai-20260917-0922-baseline|c139-l3|alibaba-small|Redis", "prompt": "c139-l3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Redis offers extreme speed because everything resides in RAM"}, {"id": "mai-20260917-0922-baseline|c139-l3|alibaba-small|Neo4j", "prompt": "c139-l3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Neo4j is the leader in graph technology"}, {"id": "mai-20260917-0922-baseline|c139-l3|anthropic-small|Microsoft Azure Cosmos DB", "prompt": "c139-l3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Microsoft Azure Cosmos DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top 5 NoSQL Database solutions are Microsoft Azure Cosmos DB, MongoDB Enterprise Advanced, Redis, Couchbase Enterprise and Cassandra"}, {"id": "mai-20260917-0922-baseline|c139-l3|anthropic-small|MongoDB Enterprise Advanced", "prompt": "c139-l3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB Enterprise Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "MongoDB continues to lead document databases with enterprise features and AI capabilities."}, {"id": "mai-20260917-0922-baseline|c139-l3|anthropic-small|Redis", "prompt": "c139-l3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Redis received the highest rating of 8.9 among the leaders."}, {"id": "mai-20260917-0922-baseline|c139-l3|anthropic-small|Couchbase Enterprise", "prompt": "c139-l3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Couchbase Enterprise and Cassandra, as ranked by PeerSpot users"}, {"id": "mai-20260917-0922-baseline|c139-l3|anthropic-small|Cassandra", "prompt": "c139-l3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Apache Cassandra is a distributed wide-column database that is masterless and write-heavy at any scale."}, {"id": "mai-20260917-0922-baseline|c139-l3|anthropic-small|ScyllaDB", "prompt": "c139-l3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "ScyllaDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cassandra and ScyllaDB handle massive scale with tunable consistency."}, {"id": "mai-20260917-0922-baseline|c139-l3|anthropic-small|Neo4j", "prompt": "c139-l3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Neo4j dominates graph workloads"}, {"id": "mai-20260917-0922-baseline|c139-l3|anthropic-small|InfluxDB", "prompt": "c139-l3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "InfluxDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "while InfluxDB owns time-series data"}, {"id": "mai-20260917-0922-baseline|c139-l3|challenger-small|MongoDB Enterprise/Atlas", "prompt": "c139-l3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB Enterprise/Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **MongoDB** if your app is naturally **document-centric** and you want flexible schema plus broad ecosystem support."}, {"id": "mai-20260917-0922-baseline|c139-l3|challenger-small|Amazon DynamoDB", "prompt": "c139-l3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **DynamoDB** if you are **AWS-first** and want **fully managed** scale with minimal ops overhead."}, {"id": "mai-20260917-0922-baseline|c139-l3|challenger-small|Azure Cosmos DB", "prompt": "c139-l3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for globally distributed apps on Microsoft Azure that need replication across regions"}, {"id": "mai-20260917-0922-baseline|c139-l3|challenger-small|Couchbase Enterprise/Capella", "prompt": "c139-l3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase Enterprise/Capella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often chosen when teams want SQL-like querying over JSON plus operational control for distributed deployments."}, {"id": "mai-20260917-0922-baseline|c139-l3|challenger-small|Apache Cassandra", "prompt": "c139-l3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for write-heavy, always-on systems where you can trade some query flexibility for scale and availability"}, {"id": "mai-20260917-0922-baseline|c139-l3|challenger-small|ScyllaDB", "prompt": "c139-l3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "ScyllaDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ScyllaDB is Cassandra-compatible and optimized for performance."}, {"id": "mai-20260917-0922-baseline|c139-l3|challenger-small|Redis Enterprise", "prompt": "c139-l3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ideal for caching, session data, real-time ranking, and other ultra-fast access patterns"}, {"id": "mai-20260917-0922-baseline|c139-l3|challenger-small|Aerospike", "prompt": "c139-l3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Aerospike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Choose **Aerospike** if you need **predictable low latency** at very large scale."}, {"id": "mai-20260917-0922-baseline|c139-l3|challenger-small|Neo4j", "prompt": "c139-l3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best when connected-data traversal matters more than simple key/value or document access"}, {"id": "mai-20260917-0922-baseline|c139-l3|deepseek-small|MongoDB", "prompt": "c139-l3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The default general-purpose document store and the largest mind-share leader in NoSQL"}, {"id": "mai-20260917-0922-baseline|c139-l3|deepseek-small|Couchbase (Enterprise / Capella)", "prompt": "c139-l3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase (Enterprise / Capella)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose MongoDB or Couchbase for general flexible application data"}, {"id": "mai-20260917-0922-baseline|c139-l3|deepseek-small|Redis (Enterprise / Redis Stack)", "prompt": "c139-l3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis (Enterprise / Redis Stack)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Redis for speed/caching"}, {"id": "mai-20260917-0922-baseline|c139-l3|deepseek-small|Amazon DynamoDB", "prompt": "c139-l3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "DynamoDB for managed low-latency AWS-native apps"}, {"id": "mai-20260917-0922-baseline|c139-l3|deepseek-small|Apache Cassandra / DataStax Astra DB", "prompt": "c139-l3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra / DataStax Astra DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cassandra/ScyllaDB for huge write-heavy distributed workloads"}, {"id": "mai-20260917-0922-baseline|c139-l3|deepseek-small|Neo4j", "prompt": "c139-l3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Neo4j for relationship analysis"}, {"id": "mai-20260917-0922-baseline|c139-l3|deepseek-small|Microsoft Azure Cosmos DB", "prompt": "c139-l3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Microsoft Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cosmos DB when you need a managed multi-model global database"}, {"id": "mai-20260917-0922-baseline|c139-l3|deepseek-small|ScyllaDB", "prompt": "c139-l3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "ScyllaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Order-of-magnitude better per-node throughput than Cassandra"}, {"id": "mai-20260917-0922-baseline|c139-l3|google-small|MongoDB", "prompt": "c139-l3", "model": "google-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB remains the dominant enterprise document database."}, {"id": "mai-20260917-0922-baseline|c139-l3|google-small|Apache Cassandra / DataStax Enterprise", "prompt": "c139-l3", "model": "google-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra / DataStax Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cassandra is a distributed wide-column store built for massive scale."}, {"id": "mai-20260917-0922-baseline|c139-l3|google-small|Amazon DynamoDB", "prompt": "c139-l3", "model": "google-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DynamoDB is AWS's proprietary, fully managed, serverless NoSQL database."}, {"id": "mai-20260917-0922-baseline|c139-l3|google-small|Redis Enterprise", "prompt": "c139-l3", "model": "google-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Redis Enterprise remains the commercial gold standard"}, {"id": "mai-20260917-0922-baseline|c139-l3|google-small|Couchbase", "prompt": "c139-l3", "model": "google-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "combines a memory-first architecture with the flexibility of a document store"}, {"id": "mai-20260917-0922-baseline|c139-l3|google-small|Azure Cosmos DB", "prompt": "c139-l3", "model": "google-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cosmos DB is Microsoft's globally distributed, multi-model database service."}, {"id": "mai-20260917-0922-baseline|c139-l3|google-small|Neo4j", "prompt": "c139-l3", "model": "google-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Neo4j is the market leader for enterprise graph databases."}, {"id": "mai-20260917-0922-baseline|c139-l3|google-small|Valkey", "prompt": "c139-l3", "model": "google-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Valkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "several enterprises also use its open-source fork, Valkey"}, {"id": "mai-20260917-0922-baseline|c139-l3|meta-small|Redis OSS", "prompt": "c139-l3", "model": "meta-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis OSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade NoSQL databases include Redis OSS, MongoDB, Couchbase, IBM Cloudant, Amazon DynamoDB"}, {"id": "mai-20260917-0922-baseline|c139-l3|meta-small|MongoDB", "prompt": "c139-l3", "model": "meta-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Redis OSS, MongoDB, Couchbase, IBM Cloudant"}, {"id": "mai-20260917-0922-baseline|c139-l3|meta-small|Couchbase", "prompt": "c139-l3", "model": "meta-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Redis OSS, MongoDB, Couchbase, IBM Cloudant, Amazon DynamoDB"}, {"id": "mai-20260917-0922-baseline|c139-l3|meta-small|IBM Cloudant", "prompt": "c139-l3", "model": "meta-small", "cat": "nosql-databases", "variant": "comparative", "raw": "IBM Cloudant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Couchbase, IBM Cloudant, Amazon DynamoDB, Aerospike"}, {"id": "mai-20260917-0922-baseline|c139-l3|meta-small|Amazon DynamoDB", "prompt": "c139-l3", "model": "meta-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "IBM Cloudant, Amazon DynamoDB, Aerospike, Apache Cassandra"}, {"id": "mai-20260917-0922-baseline|c139-l3|meta-small|Aerospike", "prompt": "c139-l3", "model": "meta-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Aerospike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Amazon DynamoDB, Aerospike, Apache Cassandra, DataStax Astra DB"}, {"id": "mai-20260917-0922-baseline|c139-l3|meta-small|Apache Cassandra", "prompt": "c139-l3", "model": "meta-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Aerospike, Apache Cassandra, DataStax Astra DB, Azure Cosmos DB"}, {"id": "mai-20260917-0922-baseline|c139-l3|meta-small|DataStax Astra DB", "prompt": "c139-l3", "model": "meta-small", "cat": "nosql-databases", "variant": "comparative", "raw": "DataStax Astra DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Apache Cassandra, DataStax Astra DB, Azure Cosmos DB"}, {"id": "mai-20260917-0922-baseline|c139-l3|meta-small|Azure Cosmos DB", "prompt": "c139-l3", "model": "meta-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "DataStax Astra DB, Azure Cosmos DB, and Oracle NoSQL Database Cloud"}, {"id": "mai-20260917-0922-baseline|c139-l3|meta-small|Oracle NoSQL Database Cloud", "prompt": "c139-l3", "model": "meta-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Oracle NoSQL Database Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Azure Cosmos DB, and Oracle NoSQL Database Cloud"}, {"id": "mai-20260917-0922-baseline|c139-l3|minimax-small|MongoDB", "prompt": "c139-l3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best For** | General-purpose applications requiring flexible schema"}, {"id": "mai-20260917-0922-baseline|c139-l3|minimax-small|Redis Enterprise", "prompt": "c139-l3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best For** | Caching, real-time analytics, session management"}, {"id": "mai-20260917-0922-baseline|c139-l3|minimax-small|Apache Cassandra", "prompt": "c139-l3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best For** | High availability, scalability, write-heavy workloads"}, {"id": "mai-20260917-0922-baseline|c139-l3|minimax-small|Amazon DynamoDB", "prompt": "c139-l3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best For** | Serverless applications, AWS ecosystems"}, {"id": "mai-20260917-0922-baseline|c139-l3|minimax-small|Couchbase (Capella)", "prompt": "c139-l3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase (Capella)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For** | Enterprise applications requiring SQL-like queries"}, {"id": "mai-20260917-0922-baseline|c139-l3|minimax-small|Azure Cosmos DB", "prompt": "c139-l3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best For** | Global distribution, multi-model requirements"}, {"id": "mai-20260917-0922-baseline|c139-l3|minimax-small|Neo4j", "prompt": "c139-l3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best For** | Relationship-heavy applications, social networks, fraud detection"}, {"id": "mai-20260917-0922-baseline|c139-l3|minimax-small|Oracle NoSQL", "prompt": "c139-l3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Oracle NoSQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best For** | Enterprise applications requiring Oracle integration"}, {"id": "mai-20260917-0922-baseline|c139-l3|mistral-small|MongoDB", "prompt": "c139-l3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For general-purpose, document-centric apps: MongoDB or Couchbase"}, {"id": "mai-20260917-0922-baseline|c139-l3|mistral-small|Apache Cassandra / DataStax Astra DB", "prompt": "c139-l3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra / DataStax Astra DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For massive scale and write-heavy workloads: Cassandra/DataStax"}, {"id": "mai-20260917-0922-baseline|c139-l3|mistral-small|Amazon DynamoDB", "prompt": "c139-l3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For serverless/AWS: DynamoDB"}, {"id": "mai-20260917-0922-baseline|c139-l3|mistral-small|Microsoft Azure Cosmos DB", "prompt": "c139-l3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Microsoft Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For global, low-latency apps: Cosmos DB"}, {"id": "mai-20260917-0922-baseline|c139-l3|mistral-small|Couchbase (Server & Capella)", "prompt": "c139-l3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase (Server & Capella)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For general-purpose, document-centric apps: MongoDB or Couchbase"}, {"id": "mai-20260917-0922-baseline|c139-l3|mistral-small|Redis Enterprise", "prompt": "c139-l3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For real-time, low-latency caching: Redis Enterprise"}, {"id": "mai-20260917-0922-baseline|c139-l3|mistral-small|Aerospike", "prompt": "c139-l3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Aerospike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For financial/OLTP at scale: Aerospike"}, {"id": "mai-20260917-0922-baseline|c139-l3|moonshot-small|MongoDB", "prompt": "c139-l3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose MongoDB** for flexible, document-based applications with rich querying needs"}, {"id": "mai-20260917-0922-baseline|c139-l3|moonshot-small|Apache Cassandra", "prompt": "c139-l3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Cassandra** when you need to handle massive write volumes across distributed systems"}, {"id": "mai-20260917-0922-baseline|c139-l3|moonshot-small|Redis", "prompt": "c139-l3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Redis** for ultra-low latency caching and real-time data processing"}, {"id": "mai-20260917-0922-baseline|c139-l3|moonshot-small|Neo4j", "prompt": "c139-l3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Neo4j** when relationships and graph traversals are core to your application"}, {"id": "mai-20260917-0922-baseline|c139-l3|moonshot-small|Amazon DynamoDB", "prompt": "c139-l3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Limitations**: AWS-only, limited query flexibility, eventual consistency by default"}, {"id": "mai-20260917-0922-baseline|c139-l3|moonshot-small|Couchbase", "prompt": "c139-l3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Couchbase** for high-performance multi-purpose needs with mobile/edge requirements"}, {"id": "mai-20260917-0922-baseline|c139-l3|moonshot-small|Amazon Neptune", "prompt": "c139-l3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon Neptune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Limitations**: AWS-only, less mature than Neo4j"}, {"id": "mai-20260917-0922-baseline|c139-l3|moonshot-small|ArangoDB", "prompt": "c139-l3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "ArangoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose ArangoDB** if you need multiple data models in a single database engine"}, {"id": "mai-20260917-0922-baseline|c139-l3|openai-small|MongoDB", "prompt": "c139-l3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Want the most general-purpose enterprise NoSQL choice?** MongoDB"}, {"id": "mai-20260917-0922-baseline|c139-l3|openai-small|Amazon DynamoDB", "prompt": "c139-l3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need serverless AWS-native scale?** DynamoDB"}, {"id": "mai-20260917-0922-baseline|c139-l3|openai-small|Apache Cassandra", "prompt": "c139-l3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need huge write throughput and multi-region resilience?** Cassandra"}, {"id": "mai-20260917-0922-baseline|c139-l3|openai-small|Couchbase", "prompt": "c139-l3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need JSON documents with strong performance for user apps?** Couchbase"}, {"id": "mai-20260917-0922-baseline|c139-l3|openai-small|Redis Enterprise / Redis", "prompt": "c139-l3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis Enterprise / Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need ultra-fast cache/session/real-time state?** Redis"}, {"id": "mai-20260917-0922-baseline|c139-l3|openai-small|Oracle NoSQL Database", "prompt": "c139-l3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Oracle NoSQL Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need Oracle-integrated scalable NoSQL?** Oracle NoSQL Database"}, {"id": "mai-20260917-0922-baseline|c139-l3|xai-small|MongoDB", "prompt": "c139-l3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**MongoDB** (document store)"}, {"id": "mai-20260917-0922-baseline|c139-l3|xai-small|Apache Cassandra", "prompt": "c139-l3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Apache Cassandra** (wide-column store, often via DataStax Astra Enterprise)"}, {"id": "mai-20260917-0922-baseline|c139-l3|xai-small|Amazon DynamoDB", "prompt": "c139-l3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Amazon DynamoDB** (key-value/document store)"}, {"id": "mai-20260917-0922-baseline|c139-l3|xai-small|Redis", "prompt": "c139-l3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Redis** (key-value/in-memory, via Redis Enterprise)"}, {"id": "mai-20260917-0922-baseline|c139-l3|xai-small|Couchbase", "prompt": "c139-l3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Couchbase** (multi-model: document + key-value)"}, {"id": "mai-20260917-0922-baseline|c139-l3|xai-small|Neo4j", "prompt": "c139-l3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Neo4j** (graph database)"}, {"id": "mai-20260917-0922-baseline|c139-l3|xai-small|Azure Cosmos DB", "prompt": "c139-l3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Turnkey multi-model; high cost but easy global replication."}, {"id": "mai-20260917-0922-baseline|c139-l3|xai-small|ScyllaDB", "prompt": "c139-l3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "ScyllaDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like ScyllaDB (Cassandra-compatible) or Aerospike are rising but less ubiquitous."}, {"id": "mai-20260917-0922-baseline|c139-l3|xai-small|Aerospike", "prompt": "c139-l3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Aerospike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others like ScyllaDB (Cassandra-compatible) or Aerospike are rising but less ubiquitous."}, {"id": "mai-20260917-0922-baseline|c139-l3|zai-small|MongoDB", "prompt": "c139-l3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "MongoDB is currently the market leader in popularity and is the standard for document-based storage."}, {"id": "mai-20260917-0922-baseline|c139-l3|zai-small|Couchbase", "prompt": "c139-l3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Couchbase is a multi-model database that excels at document storage"}, {"id": "mai-20260917-0922-baseline|c139-l3|zai-small|Amazon DynamoDB", "prompt": "c139-l3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "DynamoDB is a fully managed proprietary NoSQL database service by AWS."}, {"id": "mai-20260917-0922-baseline|c139-l3|zai-small|Apache Cassandra", "prompt": "c139-l3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cassandra is a distributed database designed to handle large amounts of data across many commodity servers."}, {"id": "mai-20260917-0922-baseline|c139-l3|zai-small|Redis", "prompt": "c139-l3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Redis is an in-memory data structure store used as a database, cache, and message broker."}, {"id": "mai-20260917-0922-baseline|c139-l4|alibaba-small|Cassandra", "prompt": "c139-l4", "model": "alibaba-small", "cat": "nosql-databases", "variant": "budget", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Running open-source databases (like Cassandra or MongoDB) on your own infrastructure introduces high \"hidden\" costs"}, {"id": "mai-20260917-0922-baseline|c139-l4|alibaba-small|MongoDB", "prompt": "c139-l4", "model": "alibaba-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Running open-source databases (like Cassandra or MongoDB) on your own infrastructure introduces high \"hidden\" costs"}, {"id": "mai-20260917-0922-baseline|c139-l4|alibaba-small|AWS DynamoDB", "prompt": "c139-l4", "model": "alibaba-small", "cat": "nosql-databases", "variant": "budget", "raw": "AWS DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Recommendation: AWS DynamoDB"}, {"id": "mai-20260917-0922-baseline|c139-l4|alibaba-small|Azure Cosmos DB", "prompt": "c139-l4", "model": "alibaba-small", "cat": "nosql-databases", "variant": "budget", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Alternative: Azure Cosmos DB"}, {"id": "mai-20260917-0922-baseline|c139-l4|anthropic-small|Amazon DynamoDB", "prompt": "c139-l4", "model": "anthropic-small", "cat": "nosql-databases", "variant": "budget", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Amazon DynamoDB (Best Overall for Cost Predictability)"}, {"id": "mai-20260917-0922-baseline|c139-l4|anthropic-small|Azure Cosmos DB", "prompt": "c139-l4", "model": "anthropic-small", "cat": "nosql-databases", "variant": "budget", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Azure Cosmos DB and Oracle NoSQL also emphasize managed scaling and predictable performance"}, {"id": "mai-20260917-0922-baseline|c139-l4|anthropic-small|Oracle NoSQL", "prompt": "c139-l4", "model": "anthropic-small", "cat": "nosql-databases", "variant": "budget", "raw": "Oracle NoSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oracle NoSQL also emphasize managed scaling and predictable performance"}, {"id": "mai-20260917-0922-baseline|c139-l4|anthropic-small|IBM Cloudant", "prompt": "c139-l4", "model": "anthropic-small", "cat": "nosql-databases", "variant": "budget", "raw": "IBM Cloudant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "IBM Cloudant positions itself as DBaaS with replication and availability built in"}, {"id": "mai-20260917-0922-baseline|c139-l4|anthropic-small|Apache Cassandra", "prompt": "c139-l4", "model": "anthropic-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Apache Cassandra (If You Prefer Open Source)"}, {"id": "mai-20260917-0922-baseline|c139-l4|anthropic-small|ScyllaDB", "prompt": "c139-l4", "model": "anthropic-small", "cat": "nosql-databases", "variant": "budget", "raw": "ScyllaDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ScyllaDB is a next-generation NoSQL database designed for data-intensive applications"}, {"id": "mai-20260917-0922-baseline|c139-l4|challenger-small|Google Cloud Bigtable", "prompt": "c139-l4", "model": "challenger-small", "cat": "nosql-databases", "variant": "budget", "raw": "Google Cloud Bigtable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for predictable cost at very large scale:** **Google Cloud Bigtable**"}, {"id": "mai-20260917-0922-baseline|c139-l4|challenger-small|Aerospike Cloud", "prompt": "c139-l4", "model": "challenger-small", "cat": "nosql-databases", "variant": "budget", "raw": "Aerospike Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if ultra-low latency and high throughput are the top priorities:** **Aerospike Cloud**"}, {"id": "mai-20260917-0922-baseline|c139-l4|challenger-small|DynamoDB", "prompt": "c139-l4", "model": "challenger-small", "cat": "nosql-databases", "variant": "budget", "raw": "DynamoDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid as the primary choice for predictable budgeting:** **DynamoDB** or **Cosmos DB**"}, {"id": "mai-20260917-0922-baseline|c139-l4|challenger-small|Cosmos DB", "prompt": "c139-l4", "model": "challenger-small", "cat": "nosql-databases", "variant": "budget", "raw": "Cosmos DB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid as the primary choice for predictable budgeting:** **DynamoDB** or **Cosmos DB**"}, {"id": "mai-20260917-0922-baseline|c139-l4|deepseek-small|Azure Cosmos DB", "prompt": "c139-l4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "criticism repeatedly leveled at Azure Cosmos DB's Request Unit (RU) model ... \"unexpected budget blowouts.\""}, {"id": "mai-20260917-0922-baseline|c139-l4|deepseek-small|MongoDB Atlas", "prompt": "c139-l4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **MongoDB Atlas on dedicated clusters**"}, {"id": "mai-20260917-0922-baseline|c139-l4|deepseek-small|Amazon DynamoDB", "prompt": "c139-l4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DynamoDB in provisioned capacity mode** is an excellent, highly predictable alternative."}, {"id": "mai-20260917-0922-baseline|c139-l4|deepseek-small|Oracle NoSQL Cloud", "prompt": "c139-l4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "Oracle NoSQL Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want maximum billing predictability ... \"predictable monthly billing\""}, {"id": "mai-20260917-0922-baseline|c139-l4|deepseek-small|Aerospike", "prompt": "c139-l4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "Aerospike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Interesting if you have a very high sustained throughput workload"}, {"id": "mai-20260917-0922-baseline|c139-l4|deepseek-small|Cassandra", "prompt": "c139-l4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more cost-effective than self-hosting the same OSS database (Cassandra/MongoDB) on VMs or on-premises"}, {"id": "mai-20260917-0922-baseline|c139-l4|google-small|ScyllaDB", "prompt": "c139-l4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "ScyllaDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ScyllaDB is one of the most cost-predictable options on the market"}, {"id": "mai-20260917-0922-baseline|c139-l4|google-small|Apache Cassandra", "prompt": "c139-l4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ScyllaDB is a C++ rewrite of Apache Cassandra"}, {"id": "mai-20260917-0922-baseline|c139-l4|google-small|DynamoDB", "prompt": "c139-l4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS DynamoDB (Provisioned Capacity Mode): Instead of paying per million reads/writes, you pre-allocate a set number of Read Capacity Units"}, {"id": "mai-20260917-0922-baseline|c139-l4|google-small|Aerospike", "prompt": "c139-l4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "Aerospike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Aerospike (Best for Real-Time Key-Value & Document Workloads)"}, {"id": "mai-20260917-0922-baseline|c139-l4|google-small|Redis", "prompt": "c139-l4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "reduces the physical hardware footprint compared to purely in-memory databases like Redis"}, {"id": "mai-20260917-0922-baseline|c139-l4|google-small|Couchbase Capella", "prompt": "c139-l4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "Couchbase Capella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Couchbase Capella (Best for Complex Document Workloads / JSON)"}, {"id": "mai-20260917-0922-baseline|c139-l4|google-small|MongoDB", "prompt": "c139-l4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If your developers prefer MongoDB-style JSON document flexibility"}, {"id": "mai-20260917-0922-baseline|c139-l4|google-small|Azure Cosmos DB", "prompt": "c139-l4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Azure Cosmos DB (Provisioned RU/s): ... Azure bills you a predictable flat hourly fee"}, {"id": "mai-20260917-0922-baseline|c139-l4|meta-small|Aerospike", "prompt": "c139-l4", "model": "meta-small", "cat": "nosql-databases", "variant": "budget", "raw": "Aerospike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Aerospike - known for its good performance and scalability, particularly for companies already integrated within the AWS ecosystem."}, {"id": "mai-20260917-0922-baseline|c139-l4|minimax-small|Amazon DynamoDB", "prompt": "c139-l4", "model": "minimax-small", "cat": "nosql-databases", "variant": "budget", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon DynamoDB (with reserved‑capacity or Savings Plans) is the most practical choice for a large enterprise that wants a *predictable* total cost"}, {"id": "mai-20260917-0922-baseline|c139-l4|minimax-small|Azure Cosmos DB", "prompt": "c139-l4", "model": "minimax-small", "cat": "nosql-databases", "variant": "budget", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're on Azure, Cosmos DB's reserved‑capacity is the next‑best alternative."}, {"id": "mai-20260917-0922-baseline|c139-l4|minimax-small|MongoDB Atlas", "prompt": "c139-l4", "model": "minimax-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Atlas", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "\"Flex\" tier caps at $30/mo (good for dev, not for large production workloads)"}, {"id": "mai-20260917-0922-baseline|c139-l4|minimax-small|Couchbase Capella", "prompt": "c139-l4", "model": "minimax-small", "cat": "nosql-databases", "variant": "budget", "raw": "Couchbase Capella", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "predictable \"fixed‑fee\" contracts are only available through enterprise sales"}, {"id": "mai-20260917-0922-baseline|c139-l4|mistral-small|Oracle NoSQL Database Cloud Service", "prompt": "c139-l4", "model": "mistral-small", "cat": "nosql-databases", "variant": "budget", "raw": "Oracle NoSQL Database Cloud Service", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle NoSQL Database Cloud Service** stands out as the best choice among NoSQL databases"}, {"id": "mai-20260917-0922-baseline|c139-l4|mistral-small|Amazon DynamoDB", "prompt": "c139-l4", "model": "mistral-small", "cat": "nosql-databases", "variant": "budget", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **Amazon DynamoDB** (if deeply integrated with AWS)"}, {"id": "mai-20260917-0922-baseline|c139-l4|mistral-small|Azure Cosmos DB", "prompt": "c139-l4", "model": "mistral-small", "cat": "nosql-databases", "variant": "budget", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and **Azure Cosmos DB**, both of which offer predictable pricing based on throughput and storage"}, {"id": "mai-20260917-0922-baseline|c139-l4|moonshot-small|MongoDB Atlas", "prompt": "c139-l4", "model": "moonshot-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB Atlas stands out as the top choice for predictable enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c139-l4|moonshot-small|Couchbase Capella", "prompt": "c139-l4", "model": "moonshot-small", "cat": "nosql-databases", "variant": "budget", "raw": "Couchbase Capella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Couchbase Capella (Strong Enterprise Alternative)"}, {"id": "mai-20260917-0922-baseline|c139-l4|moonshot-small|Aerospike Cloud", "prompt": "c139-l4", "model": "moonshot-small", "cat": "nosql-databases", "variant": "budget", "raw": "Aerospike Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Aerospike Cloud (Capacity-Based Pricing)"}, {"id": "mai-20260917-0922-baseline|c139-l4|moonshot-small|Amazon DynamoDB", "prompt": "c139-l4", "model": "moonshot-small", "cat": "nosql-databases", "variant": "budget", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Databases to Avoid for Predictable Costs | Amazon DynamoDB | Pay-per-request ... can cause unexpected costs"}, {"id": "mai-20260917-0922-baseline|c139-l4|moonshot-small|Azure Cosmos DB", "prompt": "c139-l4", "model": "moonshot-small", "cat": "nosql-databases", "variant": "budget", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Azure Cosmos DB | Request-based pricing makes forecasting difficult"}, {"id": "mai-20260917-0922-baseline|c139-l4|openai-small|Amazon DynamoDB", "prompt": "c139-l4", "model": "openai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **Amazon DynamoDB in provisioned capacity mode, ideally with reserved provisioned capacity**"}, {"id": "mai-20260917-0922-baseline|c139-l4|openai-small|MongoDB Enterprise Advanced", "prompt": "c139-l4", "model": "openai-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Enterprise Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**self-managed MongoDB Enterprise Advanced** ... may be easier to budget internally"}, {"id": "mai-20260917-0922-baseline|c139-l4|openai-small|Couchbase", "prompt": "c139-l4", "model": "openai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for fixed-budget, self-managed environments:** **MongoDB Enterprise** or **Couchbase Enterprise** may be worth evaluating"}, {"id": "mai-20260917-0922-baseline|c139-l4|openai-small|MongoDB's Atlas", "prompt": "c139-l4", "model": "openai-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB's Atlas", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Atlas, by contrast, is hourly/pay-as-you-go for dedicated clusters, which is less \"fixed\" unless you tightly control sizing"}, {"id": "mai-20260917-0922-baseline|c139-l4|xai-small|Amazon DynamoDB", "prompt": "c139-l4", "model": "xai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon DynamoDB with provisioned capacity (and reserved capacity commitments) is one of the strongest options for predictable total costs"}, {"id": "mai-20260917-0922-baseline|c139-l4|xai-small|MongoDB Atlas", "prompt": "c139-l4", "model": "xai-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Atlas", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "competitors like MongoDB Atlas (often consumption-heavy)"}, {"id": "mai-20260917-0922-baseline|c139-l4|xai-small|ScyllaDB Cloud/Open Source", "prompt": "c139-l4", "model": "xai-small", "cat": "nosql-databases", "variant": "budget", "raw": "ScyllaDB Cloud/Open Source", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For lowest TCO at scale, test ScyllaDB (API-compatible drop-in)."}, {"id": "mai-20260917-0922-baseline|c139-l4|xai-small|Oracle NoSQL Cloud", "prompt": "c139-l4", "model": "xai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Oracle NoSQL Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provisioned capacity mode: Fixed write/read/storage units for predictable billing; low unit prices."}, {"id": "mai-20260917-0922-baseline|c139-l4|xai-small|Aerospike Cloud", "prompt": "c139-l4", "model": "xai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Aerospike Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hourly fixed rates per cluster topology (e.g., $3-125/hour); no per-transaction fees."}, {"id": "mai-20260917-0922-baseline|c139-l4|zai-small|Oracle NoSQL Database Cloud Service", "prompt": "c139-l4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Oracle NoSQL Database Cloud Service", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle NoSQL Database Cloud Service is the strongest choice because"}, {"id": "mai-20260917-0922-baseline|c139-l4|zai-small|Aerospike Cloud", "prompt": "c139-l4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Aerospike Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You need ultra‑low latency (sub‑ms), high throughput, and are comfortable with per‑hour fixed topologies"}, {"id": "mai-20260917-0922-baseline|c139-l4|zai-small|DataStax Astra DB", "prompt": "c139-l4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "DataStax Astra DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You want a Cassandra‑style wide‑column model, multi‑region, and vector/search capabilities"}, {"id": "mai-20260917-0922-baseline|c139-l4|zai-small|AWS DynamoDB", "prompt": "c139-l4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "AWS DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "serverless can be unpredictable; you can tolerate some cost volatility"}, {"id": "mai-20260917-0922-baseline|c139-l5|alibaba-small|MongoDB Atlas", "prompt": "c139-l5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "you are probably looking at modern Database-as-a-Service (DBaaS) providers (like MongoDB Atlas, Astra, Couchbase Capella, or cloud-native options like Cosmos/CloudSpanner)"}, {"id": "mai-20260917-0922-baseline|c139-l5|alibaba-small|Astra", "prompt": "c139-l5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "Astra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "like MongoDB Atlas, Astra, Couchbase Capella, or cloud-native options like Cosmos/CloudSpanner"}, {"id": "mai-20260917-0922-baseline|c139-l5|alibaba-small|Couchbase Capella", "prompt": "c139-l5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase Capella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "like MongoDB Atlas, Astra, Couchbase Capella, or cloud-native options like Cosmos/CloudSpanner"}, {"id": "mai-20260917-0922-baseline|c139-l5|alibaba-small|Cosmos", "prompt": "c139-l5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cosmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cloud-native options like Cosmos/CloudSpanner"}, {"id": "mai-20260917-0922-baseline|c139-l5|alibaba-small|CloudSpanner", "prompt": "c139-l5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "CloudSpanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "cloud-native options like Cosmos/CloudSpanner"}, {"id": "mai-20260917-0922-baseline|c139-l5|deepseek-small|MongoDB Atlas", "prompt": "c139-l5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "comparing specific vendors like MongoDB Atlas, DynamoDB, Cosmos DB, or self-hosted options"}, {"id": "mai-20260917-0922-baseline|c139-l5|deepseek-small|DynamoDB", "prompt": "c139-l5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "comparing specific vendors like MongoDB Atlas, DynamoDB, Cosmos DB, or self-hosted options"}, {"id": "mai-20260917-0922-baseline|c139-l5|deepseek-small|Cosmos DB", "prompt": "c139-l5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cosmos DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "comparing specific vendors like MongoDB Atlas, DynamoDB, Cosmos DB, or self-hosted options"}, {"id": "mai-20260917-0922-baseline|c139-l5|google-small|MongoDB", "prompt": "c139-l5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB Atlas:** The industry standard for document databases. Exceptional enterprise security features"}, {"id": "mai-20260917-0922-baseline|c139-l5|google-small|Couchbase", "prompt": "c139-l5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Couchbase Capella:** A strong document/key-value hybrid NoSQL database."}, {"id": "mai-20260917-0922-baseline|c139-l5|google-small|Redis Enterprise", "prompt": "c139-l5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Redis Enterprise:** If you need ultra-low latency (in-memory) caching or key-value structures."}, {"id": "mai-20260917-0922-baseline|c139-l5|google-small|DynamoDB", "prompt": "c139-l5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS DynamoDB / Azure Cosmos DB / Google Cloud Bigtable:** If your organization is already heavily consolidated onto one cloud provider"}, {"id": "mai-20260917-0922-baseline|c139-l5|google-small|Cassandra", "prompt": "c139-l5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*Wide-Column (e.g., Cassandra, ScyllaDB, Bigtable):* Best for massive, time-series, or IoT write-heavy workloads."}, {"id": "mai-20260917-0922-baseline|c139-l5|google-small|ScyllaDB", "prompt": "c139-l5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "ScyllaDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "*Wide-Column (e.g., Cassandra, ScyllaDB, Bigtable):*"}, {"id": "mai-20260917-0922-baseline|c139-l5|google-small|Bigtable", "prompt": "c139-l5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Bigtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**AWS DynamoDB / Azure Cosmos DB / Google Cloud Bigtable:** ... their native NoSQL databases integrate natively"}, {"id": "mai-20260917-0922-baseline|c139-l5|google-small|Neo4j", "prompt": "c139-l5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "*Graph (e.g., Neo4j):* Best for highly connected data like fraud detection or social networks."}, {"id": "mai-20260917-0922-baseline|c139-l5|google-small|Azure Cosmos DB", "prompt": "c139-l5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**AWS DynamoDB / Azure Cosmos DB / Google Cloud Bigtable:** If your organization is already heavily consolidated onto one cloud provider"}, {"id": "mai-20260917-0922-baseline|c139-l5|meta-small|MongoDB", "prompt": "c139-l5", "model": "meta-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular NoSQL databases that may be suitable for your needs include:\n\n1. MongoDB: A document-based NoSQL database"}, {"id": "mai-20260917-0922-baseline|c139-l5|meta-small|Cassandra", "prompt": "c139-l5", "model": "meta-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cassandra: A distributed NoSQL database that provides high availability, scalability, and fault tolerance."}, {"id": "mai-20260917-0922-baseline|c139-l5|meta-small|Couchbase", "prompt": "c139-l5", "model": "meta-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Couchbase: A document-based NoSQL database that provides high performance, scalability, and mobile synchronization capabilities."}, {"id": "mai-20260917-0922-baseline|c139-l5|meta-small|Neo4j", "prompt": "c139-l5", "model": "meta-small", "cat": "nosql-databases", "variant": "scale", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Neo4j: A graph-based NoSQL database that provides high performance and scalability for complex, connected data."}, {"id": "mai-20260917-0922-baseline|c139-l5|minimax-small|Couchbase", "prompt": "c139-l5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Couchbase** — strong enterprise features, SOC 2 certified"}, {"id": "mai-20260917-0922-baseline|c139-l5|minimax-small|ScyllaDB", "prompt": "c139-l5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "ScyllaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ScyllaDB** — SOC 2 Type II with zero exceptions, excellent performance"}, {"id": "mai-20260917-0922-baseline|c139-l5|minimax-small|MongoDB", "prompt": "c139-l5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MongoDB** — enterprise tier with robust security"}, {"id": "mai-20260917-0922-baseline|c139-l5|minimax-small|Amazon DynamoDB", "prompt": "c139-l5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Amazon DynamoDB** — fully managed, extensive compliance certifications"}, {"id": "mai-20260917-0922-baseline|c139-l5|minimax-small|Redis Enterprise", "prompt": "c139-l5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Redis Enterprise** — strong enterprise security, SOC 2 compliant"}, {"id": "mai-20260917-0922-baseline|c139-l5|mistral-small|MongoDB Atlas", "prompt": "c139-l5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**MongoDB Atlas** (fully managed, strong SSO, SOC 2, good for document data)"}, {"id": "mai-20260917-0922-baseline|c139-l5|mistral-small|Amazon DynamoDB", "prompt": "c139-l5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Amazon DynamoDB** (SOC 2, SSO via AWS IAM, serverless)"}, {"id": "mai-20260917-0922-baseline|c139-l5|mistral-small|Azure Cosmos DB", "prompt": "c139-l5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Azure Cosmos DB** (SOC 2, SSO via Azure AD, multi-model)"}, {"id": "mai-20260917-0922-baseline|c139-l5|mistral-small|Google Cloud Firestore", "prompt": "c139-l5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "Google Cloud Firestore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Google Cloud Firestore** (SOC 2, SSO via Google Workspace)"}, {"id": "mai-20260917-0922-baseline|c139-l5|mistral-small|Couchbase Capella", "prompt": "c139-l5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase Capella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Couchbase Capella** (SOC 2, SSO, multi-model)"}, {"id": "mai-20260917-0922-baseline|c139-l5|mistral-small|DataStax Astra DB", "prompt": "c139-l5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "DataStax Astra DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**DataStax Astra DB** (SOC 2, SSO, Cassandra-based)"}, {"id": "mai-20260917-0922-baseline|c139-l5|moonshot-small|MongoDB", "prompt": "c139-l5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB Atlas** | Document | Best-in-class SSO/SCIM, field-level encryption, largest ecosystem, strong SOC 2 program."}, {"id": "mai-20260917-0922-baseline|c139-l5|moonshot-small|Cassandra", "prompt": "c139-l5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "wide-column (Cassandra/ScyllaDB), key-value (Redis), or graph (Neo4j)?"}, {"id": "mai-20260917-0922-baseline|c139-l5|moonshot-small|ScyllaDB", "prompt": "c139-l5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "ScyllaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ScyllaDB / DataStax** | Wide-column ... Best for high-throughput, time-series, or global distribution. | Steeper operational learning curve"}, {"id": "mai-20260917-0922-baseline|c139-l5|moonshot-small|Redis", "prompt": "c139-l5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Redis Enterprise** ... Typically used as a cache/streaming layer, not primary system of record."}, {"id": "mai-20260917-0922-baseline|c139-l5|moonshot-small|Neo4j", "prompt": "c139-l5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or graph (Neo4j)? Does it match your access patterns?"}, {"id": "mai-20260917-0922-baseline|c139-l5|moonshot-small|Couchbase Capella", "prompt": "c139-l5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase Capella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong mobile sync, built-in caching, memory-first architecture. | Smaller ecosystem than MongoDB"}, {"id": "mai-20260917-0922-baseline|c139-l5|moonshot-small|Amazon DynamoDB", "prompt": "c139-l5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tight AWS IAM/SSO integration, massive scale, serverless option. | AWS-only; vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c139-l5|moonshot-small|Azure Cosmos DB", "prompt": "c139-l5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Native Azure AD/SSO integration, multi-region writes. | Azure-only ecosystem; complex pricing tiers."}, {"id": "mai-20260917-0922-baseline|c139-l5|moonshot-small|DataStax", "prompt": "c139-l5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "DataStax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**ScyllaDB / DataStax** | Wide-column (Cassandra-compatible) | Best for high-throughput, time-series, or global distribution."}, {"id": "mai-20260917-0922-baseline|c139-l5|openai-small|MongoDB Atlas", "prompt": "c139-l5", "model": "openai-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "MongoDB Atlas, for example, explicitly documents **federated authentication (SSO)**, MFA, RBAC, and related auth features"}, {"id": "mai-20260917-0922-baseline|c139-l5|xai-small|Cassandra", "prompt": "c139-l5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Self-managed options like open-source Cassandra or Redis require you to handle SOC 2 controls, which scales poorly at your size."}, {"id": "mai-20260917-0922-baseline|c139-l5|xai-small|Redis", "prompt": "c139-l5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Self-managed options like open-source Cassandra or Redis require you to handle SOC 2 controls, which scales poorly at your size."}, {"id": "mai-20260917-0922-baseline|c139-l5|xai-small|MongoDB Atlas", "prompt": "c139-l5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Tier 1**: MongoDB Atlas (flexible docs, broad compliance)"}, {"id": "mai-20260917-0922-baseline|c139-l5|xai-small|Couchbase Capella", "prompt": "c139-l5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase Capella", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Tier 1**: ... Couchbase Capella (SSO/hipaa focus)"}, {"id": "mai-20260917-0922-baseline|c139-l5|xai-small|Amazon DynamoDB", "prompt": "c139-l5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Tier 1**: ... DynamoDB (AWS scale)"}, {"id": "mai-20260917-0922-baseline|c139-l5|xai-small|DataStax Astra DB", "prompt": "c139-l5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "DataStax Astra DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Niche**: ... DataStax Astra (enterprise Cassandra)"}, {"id": "mai-20260917-0922-baseline|c139-l5|xai-small|ScyllaDB Cloud", "prompt": "c139-l5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "ScyllaDB Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Niche**: ScyllaDB (Cassandra-compatible, high-perf)"}, {"id": "mai-20260917-0922-baseline|c139-l5|xai-small|InfluxDB Cloud", "prompt": "c139-l5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "InfluxDB Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Confirmed: MongoDB Atlas, Couchbase Capella, ScyllaDB Cloud, InfluxDB Cloud (time-series niche)."}, {"id": "mai-20260917-0922-baseline|c139-l5|xai-small|Aerospike", "prompt": "c139-l5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Aerospike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "high TPS (e.g., Aerospike for real-time OLTP)"}, {"id": "mai-20260917-0922-baseline|c139-l6|alibaba-small|MongoDB", "prompt": "c139-l6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: You may find yourself forced into expensive commercial contracts rather than being able to self-host the open-source version"}, {"id": "mai-20260917-0922-baseline|c139-l6|alibaba-small|Elasticsearch", "prompt": "c139-l6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Elasticsearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Elasticsearch shifted from Apache 2.0 to SSPL/BSL... Enterprises must navigate a minefield of patent indemnification"}, {"id": "mai-20260917-0922-baseline|c139-l6|alibaba-small|Apache Cassandra / DataStax Enterprise", "prompt": "c139-l6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache Cassandra / DataStax Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it requires \"tuning.\" ... the cluster can degrade silently into unusable slowness"}, {"id": "mai-20260917-0922-baseline|c139-l6|alibaba-small|HBase", "prompt": "c139-l6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "HBase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it introduces a dependency chain that is becoming archaic"}, {"id": "mai-20260917-0922-baseline|c139-l6|alibaba-small|Bigtable", "prompt": "c139-l6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Bigtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern cloud-native alternatives (like Bigtable or Spanner) ... often offer better price-to-performance ratios today"}, {"id": "mai-20260917-0922-baseline|c139-l6|alibaba-small|InfluxDB", "prompt": "c139-l6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "InfluxDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it is terrible at handling non-temporal, transactional data"}, {"id": "mai-20260917-0922-baseline|c139-l6|alibaba-small|Redis", "prompt": "c139-l6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "relying on it as your *sole* system of record carries immense risk during power outages or crashes"}, {"id": "mai-20260917-0922-baseline|c139-l6|alibaba-small|Google Cloud Spanner / Firestore", "prompt": "c139-l6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Google Cloud Spanner / Firestore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they are closed-source and proprietary to Google. Migrating a production workload off Spanner years later is difficult"}, {"id": "mai-20260917-0922-baseline|c139-l6|alibaba-small|Amazon DynamoDB", "prompt": "c139-l6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "making it very hard to leave AWS once adopted"}, {"id": "mai-20260917-0922-baseline|c139-l6|alibaba-small|Avro / Parquet", "prompt": "c139-l6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Avro / Parquet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Do not treat compression formats as databases."}, {"id": "mai-20260917-0922-baseline|c139-l6|alibaba-small|Flare", "prompt": "c139-l6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Flare", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Legacy Key-Value Stores (e.g., Flare, VAST): Unless you are a startup ... stick to established heavyweights"}, {"id": "mai-20260917-0922-baseline|c139-l6|alibaba-small|VAST", "prompt": "c139-l6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "VAST", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Legacy Key-Value Stores (e.g., Flare, VAST): Unless you are a startup ... stick to established heavyweights"}, {"id": "mai-20260917-0922-baseline|c139-l6|alibaba-small|Couchbase", "prompt": "c139-l6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "stick to established heavyweights (Mongo, Couchbase, Neo4j)"}, {"id": "mai-20260917-0922-baseline|c139-l6|alibaba-small|Neo4j", "prompt": "c139-l6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "stick to established heavyweights (Mongo, Couchbase, Neo4j)"}, {"id": "mai-20260917-0922-baseline|c139-l6|challenger-small|Redis", "prompt": "c139-l6", "model": "challenger-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the main databases to avoid or scrutinize closely are **Redis**... explicitly filters it out because it is **memory-based**"}, {"id": "mai-20260917-0922-baseline|c139-l6|challenger-small|CouchDB", "prompt": "c139-l6", "model": "challenger-small", "cat": "nosql-databases", "variant": "negative", "raw": "CouchDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The same enterprise article filters CouchDB out because it does not meet the author's horizontal sharding/partitioning criterion"}, {"id": "mai-20260917-0922-baseline|c139-l6|challenger-small|Voldemort", "prompt": "c139-l6", "model": "challenger-small", "cat": "nosql-databases", "variant": "negative", "raw": "Voldemort", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "It is explicitly dropped in the enterprise short list because the author considers it too close to a plain key/value store"}, {"id": "mai-20260917-0922-baseline|c139-l6|challenger-small|Tokyo Cabinet", "prompt": "c139-l6", "model": "challenger-small", "cat": "nosql-databases", "variant": "negative", "raw": "Tokyo Cabinet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "It is also dropped for being too simple in the same enterprise screening process"}, {"id": "mai-20260917-0922-baseline|c139-l6|challenger-small|Neo4j", "prompt": "c139-l6", "model": "challenger-small", "cat": "nosql-databases", "variant": "negative", "raw": "Neo4j", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "filters Neo4j out for that shortlist because, despite a rich graph model, it is not the best fit when the priority is low-cost horizontal scaling"}, {"id": "mai-20260917-0922-baseline|c139-l6|deepseek-small|Riak", "prompt": "c139-l6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "Riak", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Actively avoid: Riak (dead vendor, no support path)"}, {"id": "mai-20260917-0922-baseline|c139-l6|deepseek-small|RethinkDB", "prompt": "c139-l6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "RethinkDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "probably RethinkDB (no committed commercial steward) for new mission-critical systems"}, {"id": "mai-20260917-0922-baseline|c139-l6|deepseek-small|Apache Cassandra", "prompt": "c139-l6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cassandra (use managed, not self-hosted, without specialized ops)"}, {"id": "mai-20260917-0922-baseline|c139-l6|deepseek-small|ScyllaDB", "prompt": "c139-l6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "ScyllaDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ScyllaDB (licensing/governance risk)"}, {"id": "mai-20260917-0922-baseline|c139-l6|deepseek-small|Couchbase", "prompt": "c139-l6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "Couchbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Couchbase (single vendor, ownership churn)"}, {"id": "mai-20260917-0922-baseline|c139-l6|deepseek-small|Apache CouchDB", "prompt": "c139-l6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache CouchDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "CouchDB (smaller ecosystem)"}, {"id": "mai-20260917-0922-baseline|c139-l6|deepseek-small|MongoDB", "prompt": "c139-l6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "many default to MongoDB, Redis, or managed Cassandra/DynamoDB in practice"}, {"id": "mai-20260917-0922-baseline|c139-l6|deepseek-small|Redis", "prompt": "c139-l6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "many default to MongoDB, Redis, or managed Cassandra/DynamoDB in practice"}, {"id": "mai-20260917-0922-baseline|c139-l6|deepseek-small|DynamoDB", "prompt": "c139-l6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "many default to MongoDB, Redis, or managed Cassandra/DynamoDB in practice"}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|Redis (Self-Hosted / Community Edition)", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis (Self-Hosted / Community Edition)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Every upgrade of self-hosted Redis now requires legal review."}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|Valkey", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Valkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Consider **Valkey**. Valkey is a fully open-source (BSD-3-Clause) fork of Redis supported by the Linux Foundation"}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|MongoDB (Self-Hosted / Community Edition)", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB (Self-Hosted / Community Edition)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid self-hosting MongoDB for any customer-facing SaaS applications unless you pay for MongoDB Enterprise Advanced."}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|MongoDB Atlas", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "use their fully managed cloud service, **MongoDB Atlas** (which resolves the hosting licensing issues)"}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|Amazon DocumentDB", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Amazon DocumentDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "use highly compatible document store alternatives like Amazon DocumentDB or Azure Cosmos DB"}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|Azure Cosmos DB", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "alternatives like Amazon DocumentDB or Azure Cosmos DB"}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|RethinkDB", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "RethinkDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Stagnant Ecosystems & Lacking Commercial Support (Avoid)... the company behind it folded in 2016"}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|PostgreSQL", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use **MongoDB** (with Change Streams) or **PostgreSQL** (using logical replication or LISTEN/NOTIFY)"}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|Riak KV", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Riak KV", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "The lack of mainstream commercial support and a dwindling talent pool makes it a massive operational risk"}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|Amazon DynamoDB", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Amazon DynamoDB**, **ScyllaDB**, or **Apache Cassandra** (via managed services)"}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|ScyllaDB", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "ScyllaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "adopt **ScyllaDB** (a C++ rewrite of Cassandra that eliminates JVM garbage collection issues)"}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|OrientDB", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "OrientDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Adopting OrientDB today introduces high technical debt and a very small community for troubleshooting."}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|Neo4j", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Neo4j** (for dedicated graph needs) or **ArangoDB**"}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|ArangoDB", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "ArangoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**ArangoDB** (for multi-model graph/document/key-value)"}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|Apache HBase", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache HBase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Building a greenfield application on HBase in 2026 is an anti-pattern that guarantees high administrative overhead"}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|Google Cloud Bigtable", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Google Cloud Bigtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Amazon DynamoDB**, **Google Cloud Bigtable**, or **ScyllaDB**"}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|Apache Cassandra (Self-Managed)", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache Cassandra (Self-Managed)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "Unless your enterprise has a dedicated team of Cassandra experts, **do not self-manage Cassandra**"}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|Amazon Keyspaces", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Amazon Keyspaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Use managed versions such as **Amazon Keyspaces**"}, {"id": "mai-20260917-0922-baseline|c139-l6|google-small|Astra DB (by DataStax)", "prompt": "c139-l6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Astra DB (by DataStax)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "managed versions such as **Amazon Keyspaces**, **Astra DB (by DataStax)**"}, {"id": "mai-20260917-0922-baseline|c139-l6|minimax-small|MongoDB", "prompt": "c139-l6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**MongoDB** | Security vulnerabilities, license changes (SSPL), complexity at scale"}, {"id": "mai-20260917-0922-baseline|c139-l6|minimax-small|CouchDB", "prompt": "c139-l6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "CouchDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**CouchDB** | Weaker ecosystem support, slower development"}, {"id": "mai-20260917-0922-baseline|c139-l6|minimax-small|Cassandra", "prompt": "c139-l6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cassandra** | Operational complexity, limited query capabilities"}, {"id": "mai-20260917-0922-baseline|c139-l6|minimax-small|DynamoDB", "prompt": "c139-l6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**DynamoDB** | Vendor lock-in, expensive at scale for certain workloads"}, {"id": "mai-20260917-0922-baseline|c139-l6|minimax-small|PostgreSQL", "prompt": "c139-l6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "requiring strong ACID guarantees → Consider PostgreSQL or commercial RDBMS"}, {"id": "mai-20260917-0922-baseline|c139-l6|minimax-small|Redis", "prompt": "c139-l6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Many large enterprises successfully use NoSQL databases like MongoDB, Cassandra, and Redis."}, {"id": "mai-20260917-0922-baseline|c139-l6|mistral-small|MongoDB", "prompt": "c139-l6", "model": "mistral-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many NoSQL databases (such as MongoDB and Apache Cassandra) do not provide point-in-time backup and recovery."}, {"id": "mai-20260917-0922-baseline|c139-l6|mistral-small|Apache Cassandra", "prompt": "c139-l6", "model": "mistral-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many NoSQL databases (such as MongoDB and Apache Cassandra) do not provide point-in-time backup and recovery."}, {"id": "mai-20260917-0922-baseline|c139-l6|moonshot-small|AWS DynamoDB", "prompt": "c139-l6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "AWS DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Deep vendor lock-in through proprietary query syntax, data formats, and IAM integrations"}, {"id": "mai-20260917-0922-baseline|c139-l6|moonshot-small|Google Firestore", "prompt": "c139-l6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "Google Firestore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Deep vendor lock-in through proprietary query syntax, data formats, and IAM integrations"}, {"id": "mai-20260917-0922-baseline|c139-l6|moonshot-small|Azure Cosmos DB", "prompt": "c139-l6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Deep vendor lock-in through proprietary query syntax, data formats, and IAM integrations"}, {"id": "mai-20260917-0922-baseline|c139-l6|moonshot-small|Apache HBase", "prompt": "c139-l6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache HBase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Poor performance compared to alternatives; difficult to stabilize; worst throughput... When to avoid: Unless you're already heavily invested in Hadoop infrastructure"}, {"id": "mai-20260917-0922-baseline|c139-l6|moonshot-small|CouchDB", "prompt": "c139-l6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "CouchDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Limited enterprise adoption, smaller community, fewer commercial support options"}, {"id": "mai-20260917-0922-baseline|c139-l6|moonshot-small|Apache Cassandra", "prompt": "c139-l6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not an \"avoid\" but requires caution: Production-impacting compaction issues, memory pressure problems"}, {"id": "mai-20260917-0922-baseline|c139-l6|moonshot-small|DataStax", "prompt": "c139-l6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "DataStax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Invest heavily in training or managed services (DataStax)"}, {"id": "mai-20260917-0922-baseline|c139-l6|moonshot-small|MongoDB", "prompt": "c139-l6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "When to avoid: Complex transactional workloads, heavy reporting/analytics"}, {"id": "mai-20260917-0922-baseline|c139-l6|moonshot-small|Redis", "prompt": "c139-l6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "When to avoid: As a system of record; use only for caching/session store"}, {"id": "mai-20260917-0922-baseline|c139-l6|moonshot-small|PostgreSQL", "prompt": "c139-l6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Start with PostgreSQL (JSON support provides NoSQL flexibility with SQL reliability)"}, {"id": "mai-20260917-0922-baseline|c139-l6|moonshot-small|CockroachDB", "prompt": "c139-l6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "CockroachDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Consider Distributed SQL (CockroachDB, YugabyteDB, TiDB) as middle ground"}, {"id": "mai-20260917-0922-baseline|c139-l6|moonshot-small|YugabyteDB", "prompt": "c139-l6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "YugabyteDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Consider Distributed SQL (CockroachDB, YugabyteDB, TiDB) as middle ground"}, {"id": "mai-20260917-0922-baseline|c139-l6|moonshot-small|TiDB", "prompt": "c139-l6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "TiDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Consider Distributed SQL (CockroachDB, YugabyteDB, TiDB) as middle ground"}, {"id": "mai-20260917-0922-baseline|c139-l6|openai-small|MongoDB", "prompt": "c139-l6", "model": "openai-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "its docs note added cost for multi-shard transactions and several production constraints in sharded clusters"}, {"id": "mai-20260917-0922-baseline|c139-l6|openai-small|Apache Cassandra", "prompt": "c139-l6", "model": "openai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it can be a strong choice technically, but only if you have deep operational maturity"}, {"id": "mai-20260917-0922-baseline|c139-l6|openai-small|DynamoDB", "prompt": "c139-l6", "model": "openai-small", "cat": "nosql-databases", "variant": "negative", "raw": "DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "matrix\" for specific databases like MongoDB, Cassandra, DynamoDB, Redis, Couchbase, Neo4j, and Elasticsearch"}, {"id": "mai-20260917-0922-baseline|c139-l6|openai-small|Redis", "prompt": "c139-l6", "model": "openai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "for specific databases like MongoDB, Cassandra, DynamoDB, Redis, Couchbase, Neo4j, and Elasticsearch"}, {"id": "mai-20260917-0922-baseline|c139-l6|openai-small|Couchbase", "prompt": "c139-l6", "model": "openai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "for specific databases like MongoDB, Cassandra, DynamoDB, Redis, Couchbase, Neo4j, and Elasticsearch"}, {"id": "mai-20260917-0922-baseline|c139-l6|openai-small|Neo4j", "prompt": "c139-l6", "model": "openai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "for specific databases like MongoDB, Cassandra, DynamoDB, Redis, Couchbase, Neo4j, and Elasticsearch"}, {"id": "mai-20260917-0922-baseline|c139-l6|openai-small|Elasticsearch", "prompt": "c139-l6", "model": "openai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Elasticsearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "for specific databases like MongoDB, Cassandra, DynamoDB, Redis, Couchbase, Neo4j, and Elasticsearch"}, {"id": "mai-20260917-0922-baseline|c139-l6|xai-small|MongoDB", "prompt": "c139-l6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Databases to **Avoid or Be Highly Cautious With**: 1. **MongoDB (especially self-managed or older versions)**"}, {"id": "mai-20260917-0922-baseline|c139-l6|xai-small|Cassandra/DataStax", "prompt": "c139-l6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Cassandra/DataStax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Proven for Enterprise Scale**: Apache Cassandra/DataStax Astra (write-scale, tunable consistency)"}, {"id": "mai-20260917-0922-baseline|c139-l6|xai-small|DynamoDB", "prompt": "c139-l6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amazon DynamoDB (serverless, multi-region)"}, {"id": "mai-20260917-0922-baseline|c139-l6|xai-small|CouchDB/Couchbase", "prompt": "c139-l6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "CouchDB/Couchbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**CouchDB/Couchbase (early or unmanaged deployments)**: ... massive storage bloat"}, {"id": "mai-20260917-0922-baseline|c139-l6|xai-small|DocumentDB", "prompt": "c139-l6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "DocumentDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Alternatives**: DocumentDB or RavenDB for ACID documents."}, {"id": "mai-20260917-0922-baseline|c139-l6|xai-small|RavenDB", "prompt": "c139-l6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "RavenDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "DocumentDB or RavenDB for ACID documents"}, {"id": "mai-20260917-0922-baseline|c139-l6|xai-small|Redis (standalone, non-clustered)", "prompt": "c139-l6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis (standalone, non-clustered)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Redis (standalone, non-clustered)**: ... not a full database for persistence-heavy enterprise use"}, {"id": "mai-20260917-0922-baseline|c139-l6|xai-small|ElastiCache/MemoryDB", "prompt": "c139-l6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "ElastiCache/MemoryDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Alternatives**: ElastiCache/MemoryDB (managed)"}, {"id": "mai-20260917-0922-baseline|c139-l6|xai-small|Aerospike", "prompt": "c139-l6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Aerospike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Aerospike (low-latency OLTP)"}, {"id": "mai-20260917-0922-baseline|c139-l6|xai-small|Riak", "prompt": "c139-l6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Riak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Pure Key-Value Stores (e.g., early Riak, Voldemort)**: Oversimplified for enterprise"}, {"id": "mai-20260917-0922-baseline|c139-l6|xai-small|Voldemort", "prompt": "c139-l6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Voldemort", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Pure Key-Value Stores (e.g., early Riak, Voldemort)**: Oversimplified for enterprise"}, {"id": "mai-20260917-0922-baseline|c139-l6|xai-small|Neo4j", "prompt": "c139-l6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Neo4j", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Graph DBs like Neo4j for non-graph workloads**: ... doesn't scale horizontally"}, {"id": "mai-20260917-0922-baseline|c139-l6|xai-small|ScyllaDB", "prompt": "c139-l6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "ScyllaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "ScyllaDB (Cassandra-compatible, faster)"}, {"id": "mai-20260917-0922-baseline|c139-l6|xai-small|CockroachDB", "prompt": "c139-l6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "CockroachDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Hybrid with SQL/NewSQL (CockroachDB, Spanner) if transactions matter."}, {"id": "mai-20260917-0922-baseline|c139-l6|xai-small|Spanner", "prompt": "c139-l6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Spanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Hybrid with SQL/NewSQL (CockroachDB, Spanner) if transactions matter."}, {"id": "mai-20260917-0922-baseline|c139-l6|zai-small|Riak", "prompt": "c139-l6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Riak", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** databases that are **abandoned** (Riak, AnnaDB, ActorDB, HanoiDB)"}, {"id": "mai-20260917-0922-baseline|c139-l6|zai-small|AnnaDB", "prompt": "c139-l6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "AnnaDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Listed as **\"Abandoned NoSQL\"** with no recent activity."}, {"id": "mai-20260917-0922-baseline|c139-l6|zai-small|ActorDB", "prompt": "c139-l6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "ActorDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Both are **\"Abandoned\"** Erlang-based key/value stores with no active maintenance."}, {"id": "mai-20260917-0922-baseline|c139-l6|zai-small|HanoiDB", "prompt": "c139-l6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "HanoiDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "\"HanoiDB Abandoned (2012).\""}, {"id": "mai-20260917-0922-baseline|c139-l6|zai-small|MongoDB", "prompt": "c139-l6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Proceed with extreme caution** for widely-used NoSQL systems that suffer from **inherent security gaps** (MongoDB, Cassandra, CouchDB, Redis, HBase, Neo4j)"}, {"id": "mai-20260917-0922-baseline|c139-l6|zai-small|Cassandra", "prompt": "c139-l6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cassandra's \"weak authentication, lack of encryption, and vulnerability to injection attacks.\""}, {"id": "mai-20260917-0922-baseline|c139-l6|zai-small|CouchDB", "prompt": "c139-l6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "CouchDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "\"Admin Party\" model—everyone can do everything by default"}, {"id": "mai-20260917-0922-baseline|c139-l6|zai-small|Redis", "prompt": "c139-l6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "No built-in encryption or authentication (by default)"}, {"id": "mai-20260917-0922-baseline|c139-l6|zai-small|HBase", "prompt": "c139-l6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "HBase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "HBase among databases with \"weak authentication, no encryption, and SQL injection vulnerabilities.\""}, {"id": "mai-20260917-0922-baseline|c139-l6|zai-small|Neo4j", "prompt": "c139-l6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Neo4j", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Default ports exposed (7474) and weak authentication in older versions"}, {"id": "mai-20260917-0922-baseline|c139-l6|zai-small|Amazon DynamoDB", "prompt": "c139-l6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Managed, multi-region strong consistency, built-in security and backup."}, {"id": "mai-20260917-0922-baseline|c139-l6|zai-small|Couchbase Capella", "prompt": "c139-l6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Couchbase Capella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "ACID transactions within a cluster, strong RBAC, geo-replication."}, {"id": "mai-20260917-0922-baseline|c139-l6|zai-small|DataStax Astra DB (IBM)", "prompt": "c139-l6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "DataStax Astra DB (IBM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Multi-model (wide-column, key-value, time series, vector), managed security and backup."}, {"id": "mai-20260917-0922-baseline|c139-l6|zai-small|Aerospike Cloud", "prompt": "c139-l6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Aerospike Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Distributed ACID with strict serializability, high-throughput real-time OLTP."}, {"id": "mai-20260917-0922-baseline|c139-l6|zai-small|Microsoft Cosmos DB", "prompt": "c139-l6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Microsoft Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Multi-model, strong consistency options, enterprise SLAs, global distribution."}, {"id": "mai-20260917-0922-baseline|c139-m1|alibaba-small|MongoDB", "prompt": "c139-m1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB is the most popular choice for general-purpose applications in this demographic"}, {"id": "mai-20260917-0922-baseline|c139-m1|alibaba-small|Amazon DynamoDB", "prompt": "c139-m1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Managed Efficiency: Amazon DynamoDB"}, {"id": "mai-20260917-0922-baseline|c139-m1|alibaba-small|Apache Cassandra", "prompt": "c139-m1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "Apache Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It has a steep learning curve and is operationally complex... often \"overkill\""}, {"id": "mai-20260917-0922-baseline|c139-m1|alibaba-small|ScyllaDB", "prompt": "c139-m1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "ScyllaDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The Best for High-Scale/Big Data: Apache Cassandra or ScyllaDB"}, {"id": "mai-20260917-0922-baseline|c139-m1|alibaba-small|InfluxDB", "prompt": "c139-m1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "InfluxDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Real-Time/Analytics: InfluxDB (Time-Series)"}, {"id": "mai-20260917-0922-baseline|c139-m1|alibaba-small|Neo4j", "prompt": "c139-m1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your B2B platform relies heavily on relationships... Neo4j is the winner"}, {"id": "mai-20260917-0922-baseline|c139-m1|alibaba-small|PostgreSQL", "prompt": "c139-m1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "PostgreSQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "You might find that PostgreSQL (which includes JSONB support) covers 80% of what people want from NoSQL"}, {"id": "mai-20260917-0922-baseline|c139-m1|alibaba-small|CockroachDB", "prompt": "c139-m1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "CockroachDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "newer \"NewSQL\" databases like CockroachDB or Yugabyte bridge the gap"}, {"id": "mai-20260917-0922-baseline|c139-m1|alibaba-small|Yugabyte", "prompt": "c139-m1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "Yugabyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "newer \"NewSQL\" databases like CockroachDB or Yugabyte bridge the gap"}, {"id": "mai-20260917-0922-baseline|c139-m1|anthropic-small|MongoDB", "prompt": "c139-m1", "model": "anthropic-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **MongoDB** or **PostgreSQL** are the safest choices"}, {"id": "mai-20260917-0922-baseline|c139-m1|anthropic-small|PostgreSQL with JSON support", "prompt": "c139-m1", "model": "anthropic-small", "cat": "nosql-databases", "variant": "direct", "raw": "PostgreSQL with JSON support", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**MongoDB** or **PostgreSQL** are the safest choices because they balance flexibility, reliability, community support, and cost"}, {"id": "mai-20260917-0922-baseline|c139-m1|anthropic-small|DynamoDB (AWS)", "prompt": "c139-m1", "model": "anthropic-small", "cat": "nosql-databases", "variant": "direct", "raw": "DynamoDB (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're AWS-focused, **DynamoDB** is excellent."}, {"id": "mai-20260917-0922-baseline|c139-m1|anthropic-small|Cassandra", "prompt": "c139-m1", "model": "anthropic-small", "cat": "nosql-databases", "variant": "direct", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Cassandra** - For high-throughput, distributed systems"}, {"id": "mai-20260917-0922-baseline|c139-m1|anthropic-small|Redis", "prompt": "c139-m1", "model": "anthropic-small", "cat": "nosql-databases", "variant": "direct", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need real-time capabilities, consider **Redis** as a complementary solution."}, {"id": "mai-20260917-0922-baseline|c139-m1|challenger-small|MongoDB", "prompt": "c139-m1", "model": "challenger-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *default* NoSQL choice is usually **MongoDB**"}, {"id": "mai-20260917-0922-baseline|c139-m1|challenger-small|Amazon DynamoDB", "prompt": "c139-m1", "model": "challenger-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you are AWS-native and need serverless scaling with low operational overhead"}, {"id": "mai-20260917-0922-baseline|c139-m1|challenger-small|Microsoft Azure Cosmos DB", "prompt": "c139-m1", "model": "challenger-small", "cat": "nosql-databases", "variant": "direct", "raw": "Microsoft Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you are deeply in the Microsoft ecosystem and need multi-region distribution"}, {"id": "mai-20260917-0922-baseline|c139-m1|challenger-small|Redis", "prompt": "c139-m1", "model": "challenger-small", "cat": "nosql-databases", "variant": "direct", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for caching, sessions, and ultra-low-latency access patterns rather than primary application storage"}, {"id": "mai-20260917-0922-baseline|c139-m1|challenger-small|Couchbase", "prompt": "c139-m1", "model": "challenger-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong for offline sync, mobile, and personalization-heavy use cases"}, {"id": "mai-20260917-0922-baseline|c139-m1|challenger-small|MongoDB Atlas", "prompt": "c139-m1", "model": "challenger-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**MongoDB Atlas** is typically the safest mid-market B2B starting point"}, {"id": "mai-20260917-0922-baseline|c139-m1|deepseek-small|PostgreSQL", "prompt": "c139-m1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**PostgreSQL (with JSONB)** if you lean relational and want fewer moving parts"}, {"id": "mai-20260917-0922-baseline|c139-m1|deepseek-small|MongoDB", "prompt": "c139-m1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Default to **MongoDB** for general-purpose B2B flexibility"}, {"id": "mai-20260917-0922-baseline|c139-m1|deepseek-small|Amazon DynamoDB", "prompt": "c139-m1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose DynamoDB** if you're committed to AWS and your access patterns are well-defined"}, {"id": "mai-20260917-0922-baseline|c139-m1|deepseek-small|Apache Cassandra / ScyllaDB", "prompt": "c139-m1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "Apache Cassandra / ScyllaDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more operational complexity and limited query flexibility. Probably overkill for most mid-market workloads."}, {"id": "mai-20260917-0922-baseline|c139-m1|deepseek-small|Couchbase / Firestore", "prompt": "c139-m1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase / Firestore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good options depending on stack; Firestore is great if you're on Google Cloud."}, {"id": "mai-20260917-0922-baseline|c139-m1|deepseek-small|Redis", "prompt": "c139-m1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not a primary datastore—great as a complement to a relational DB."}, {"id": "mai-20260917-0922-baseline|c139-m1|google-small|MongoDB (via MongoDB Atlas)", "prompt": "c139-m1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB (via MongoDB Atlas)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: **MongoDB (via MongoDB Atlas)** ... widely considered the safest, most flexible default choice for mid-market businesses."}, {"id": "mai-20260917-0922-baseline|c139-m1|google-small|Amazon DynamoDB", "prompt": "c139-m1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "DynamoDB (if you are on AWS): It is a fully managed, serverless key-value/document store... *The Catch:* It requires strict adherence to \"Single-Table Design\"."}, {"id": "mai-20260917-0922-baseline|c139-m1|google-small|Azure Cosmos DB", "prompt": "c139-m1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cosmos DB (if you are on Azure): It offers multi-model capabilities... ideal for mid-market B2B SaaS platforms that serve global enterprise clients"}, {"id": "mai-20260917-0922-baseline|c139-m1|google-small|Neo4j", "prompt": "c139-m1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Complex B2B Account Structures: **Neo4j (Graph Database)**"}, {"id": "mai-20260917-0922-baseline|c139-m1|google-small|Redis", "prompt": "c139-m1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they are rarely used as the *primary* database for a B2B company's core business logic"}, {"id": "mai-20260917-0922-baseline|c139-m1|google-small|Valkey", "prompt": "c139-m1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "Valkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Redis / Valkey: Excellent as an in-memory database for high-performance caching... rarely used as the *primary* database"}, {"id": "mai-20260917-0922-baseline|c139-m1|google-small|Apache Cassandra", "prompt": "c139-m1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "Apache Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "For a mid-market B2B company, they are usually \"overkill\" and require too much specialized engineering maintenance."}, {"id": "mai-20260917-0922-baseline|c139-m1|google-small|ScyllaDB", "prompt": "c139-m1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "ScyllaDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "usually \"overkill\" and require too much specialized engineering maintenance"}, {"id": "mai-20260917-0922-baseline|c139-m1|meta-small|Aerospike", "prompt": "c139-m1", "model": "meta-small", "cat": "nosql-databases", "variant": "direct", "raw": "Aerospike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated NoSQL databases include Aerospike, which is a cloud-based and on-premise NoSQL database platform"}, {"id": "mai-20260917-0922-baseline|c139-m1|meta-small|AWS", "prompt": "c139-m1", "model": "meta-small", "cat": "nosql-databases", "variant": "direct", "raw": "AWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include databases that are part of the AWS ecosystem, which are known for their good performance and scalability."}, {"id": "mai-20260917-0922-baseline|c139-m1|minimax-small|MongoDB", "prompt": "c139-m1", "model": "minimax-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB is often the go-to choice for mid-market companies... MongoDB or Couchbase would be safe bets"}, {"id": "mai-20260917-0922-baseline|c139-m1|minimax-small|Amazon DynamoDB", "prompt": "c139-m1", "model": "minimax-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Amazon DynamoDB if you're already in the AWS ecosystem, offers fully managed scaling with pay-per-request pricing"}, {"id": "mai-20260917-0922-baseline|c139-m1|minimax-small|Couchbase", "prompt": "c139-m1", "model": "minimax-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "MongoDB or Couchbase would be safe bets for most mid-market B2B use cases"}, {"id": "mai-20260917-0922-baseline|c139-m1|mistral-small|Microsoft Azure Cosmos DB", "prompt": "c139-m1", "model": "mistral-small", "cat": "nosql-databases", "variant": "direct", "raw": "Microsoft Azure Cosmos DB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB Enterprise Advanced** and **Azure Cosmos DB** are the top choices"}, {"id": "mai-20260917-0922-baseline|c139-m1|mistral-small|MongoDB Enterprise Advanced", "prompt": "c139-m1", "model": "mistral-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB Enterprise Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**MongoDB Enterprise Advanced** and **Azure Cosmos DB** are the top choices"}, {"id": "mai-20260917-0922-baseline|c139-m1|mistral-small|Redis", "prompt": "c139-m1", "model": "mistral-small", "cat": "nosql-databases", "variant": "direct", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If real-time performance is critical, **Redis** is a strong contender."}, {"id": "mai-20260917-0922-baseline|c139-m1|mistral-small|Couchbase Enterprise", "prompt": "c139-m1", "model": "mistral-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a blend of document and key-value capabilities with strong performance and scalability."}, {"id": "mai-20260917-0922-baseline|c139-m1|mistral-small|Cassandra", "prompt": "c139-m1", "model": "mistral-small", "cat": "nosql-databases", "variant": "direct", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Excellent for handling large volumes of data across multiple data centers"}, {"id": "mai-20260917-0922-baseline|c139-m1|moonshot-small|MongoDB", "prompt": "c139-m1", "model": "moonshot-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB is consistently ranked as the top leader in NoSQL databases for mid-market businesses."}, {"id": "mai-20260917-0922-baseline|c139-m1|moonshot-small|Couchbase", "prompt": "c139-m1", "model": "moonshot-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Couchbase is specifically recognized for mid-market and enterprise segments"}, {"id": "mai-20260917-0922-baseline|c139-m1|moonshot-small|Amazon DynamoDB", "prompt": "c139-m1", "model": "moonshot-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amazon DynamoDB if you're: Already committed to AWS"}, {"id": "mai-20260917-0922-baseline|c139-m1|openai-small|MongoDB", "prompt": "c139-m1", "model": "openai-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB is the default best choice because it's a general-purpose document database"}, {"id": "mai-20260917-0922-baseline|c139-m1|openai-small|DynamoDB", "prompt": "c139-m1", "model": "openai-small", "cat": "nosql-databases", "variant": "direct", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose DynamoDB if you are already deep in AWS and your access patterns are simple/key-based"}, {"id": "mai-20260917-0922-baseline|c139-m1|openai-small|Cassandra", "prompt": "c139-m1", "model": "openai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Cassandra if you have very high write throughput"}, {"id": "mai-20260917-0922-baseline|c139-m1|openai-small|Redis", "prompt": "c139-m1", "model": "openai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Redis if your main need is caching, ephemeral state, or ultra-low-latency data access"}, {"id": "mai-20260917-0922-baseline|c139-m1|xai-small|MongoDB (Atlas for managed)", "prompt": "c139-m1", "model": "xai-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB (Atlas for managed)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most popular overall for mid-market (47%+ market share in NoSQL, strong in 100-1K employee firms)**"}, {"id": "mai-20260917-0922-baseline|c139-m1|xai-small|Amazon DynamoDB", "prompt": "c139-m1", "model": "xai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Great if you're in AWS (11% market share, serverless leader)**"}, {"id": "mai-20260917-0922-baseline|c139-m1|xai-small|Apache Cassandra (or managed like DataStax Astra)", "prompt": "c139-m1", "model": "xai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Apache Cassandra (or managed like DataStax Astra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For write-heavy, distributed needs**"}, {"id": "mai-20260917-0922-baseline|c139-m1|xai-small|Couchbase", "prompt": "c139-m1", "model": "xai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Other notables:** Couchbase (SQL-like queries + edge sync)"}, {"id": "mai-20260917-0922-baseline|c139-m1|xai-small|Redis", "prompt": "c139-m1", "model": "xai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Redis (caching/real-time)"}, {"id": "mai-20260917-0922-baseline|c139-m1|xai-small|Aerospike", "prompt": "c139-m1", "model": "xai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Aerospike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Aerospike (high-throughput OLTP)"}, {"id": "mai-20260917-0922-baseline|c139-m1|zai-small|Couchbase Capella", "prompt": "c139-m1", "model": "zai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase Capella", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Couchbase Capella** delivers the best combination of performance, total cost of ownership, multicloud flexibility, and enterprise features"}, {"id": "mai-20260917-0922-baseline|c139-m1|zai-small|MongoDB Atlas", "prompt": "c139-m1", "model": "zai-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MongoDB Atlas** is an excellent alternative if you prioritize ecosystem size and schema flexibility."}, {"id": "mai-20260917-0922-baseline|c139-m1|zai-small|Amazon DynamoDB", "prompt": "c139-m1", "model": "zai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon DynamoDB** is the right choice if you're AWS-centric and want a simple, serverless solution."}, {"id": "mai-20260917-0922-baseline|c139-m1|zai-small|Azure Cosmos DB", "prompt": "c139-m1", "model": "zai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Azure Cosmos DB is a strong third option if you're an Azure shop."}, {"id": "mai-20260917-0922-baseline|c139-m2|alibaba-small|MongoDB Atlas", "prompt": "c139-m2", "model": "alibaba-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **MongoDB Atlas**. The ability to evolve your data schema easily ... is critical for growing businesses"}, {"id": "mai-20260917-0922-baseline|c139-m2|alibaba-small|Amazon DynamoDB", "prompt": "c139-m2", "model": "alibaba-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company runs primarily on **AWS**, DynamoDB is the most efficient choice."}, {"id": "mai-20260917-0922-baseline|c139-m2|alibaba-small|Azure Cosmos DB", "prompt": "c139-m2", "model": "alibaba-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company relies on **Microsoft products** ... Cosmos DB is the integrated choice."}, {"id": "mai-20260917-0922-baseline|c139-m2|alibaba-small|ElastiCache (Redis)", "prompt": "c139-m2", "model": "alibaba-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "ElastiCache (Redis)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**I need ultra-fast session/caching storage.** | **ElastiCache (Redis)** | Pure Key-Value"}, {"id": "mai-20260917-0922-baseline|c139-m2|anthropic-small|MongoDB", "prompt": "c139-m2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB** - If you need flexible schemas, strong query capabilities, and a mature ecosystem. Good for B2B apps with complex data relationships."}, {"id": "mai-20260917-0922-baseline|c139-m2|anthropic-small|Firebase", "prompt": "c139-m2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Firebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Firebase/Firestore** - If you want minimal ops overhead, built-in authentication, real-time sync, and scalability handled by the provider."}, {"id": "mai-20260917-0922-baseline|c139-m2|anthropic-small|CouchDB", "prompt": "c139-m2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "CouchDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options: MongoDB, Firebase, CouchDB"}, {"id": "mai-20260917-0922-baseline|c139-m2|anthropic-small|Redis", "prompt": "c139-m2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Redis** - If you need a fast cache layer or session store to complement a primary database."}, {"id": "mai-20260917-0922-baseline|c139-m2|anthropic-small|Memcached", "prompt": "c139-m2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Memcached", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options: Redis, Memcached, DynamoDB"}, {"id": "mai-20260917-0922-baseline|c139-m2|anthropic-small|DynamoDB", "prompt": "c139-m2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**DynamoDB** (AWS) - If you're already in AWS and want serverless key-value storage with predictable pricing."}, {"id": "mai-20260917-0922-baseline|c139-m2|challenger-small|MongoDB Atlas", "prompt": "c139-m2", "model": "challenger-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **MongoDB Atlas** as the default choice for a document database"}, {"id": "mai-20260917-0922-baseline|c139-m2|challenger-small|Amazon DynamoDB", "prompt": "c139-m2", "model": "challenger-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon DynamoDB** if your workload is more key-value–oriented and you need very low-latency at scale"}, {"id": "mai-20260917-0922-baseline|c139-m2|challenger-small|Azure Cosmos DB", "prompt": "c139-m2", "model": "challenger-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Azure Cosmos DB** if your company is standardized on Microsoft Azure"}, {"id": "mai-20260917-0922-baseline|c139-m2|challenger-small|Amazon DocumentDB", "prompt": "c139-m2", "model": "challenger-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DocumentDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Amazon DocumentDB** if you want a managed AWS document service with MongoDB compatibility"}, {"id": "mai-20260917-0922-baseline|c139-m2|deepseek-small|MongoDB (Atlas)", "prompt": "c139-m2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB (Atlas)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top recommendation: MongoDB (Atlas)** ... the strongest default for this scenario"}, {"id": "mai-20260917-0922-baseline|c139-m2|deepseek-small|Amazon DocumentDB", "prompt": "c139-m2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DocumentDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose this if you're heavily invested in AWS and want MongoDB's API with tight AWS-native integration"}, {"id": "mai-20260917-0922-baseline|c139-m2|deepseek-small|Couchbase", "prompt": "c139-m2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Couchbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It's more operational overhead, so it's usually for specialized real-time workloads rather than a general B2B default."}, {"id": "mai-20260917-0922-baseline|c139-m2|deepseek-small|Redis", "prompt": "c139-m2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Redis** (managed) alongside it for caching, sessions, and queues to keep the main database fast and cheap."}, {"id": "mai-20260917-0922-baseline|c139-m2|deepseek-small|Amazon DynamoDB", "prompt": "c139-m2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the best choice if you need fully managed, persistent, serverless storage at massive scale ... and you're on AWS"}, {"id": "mai-20260917-0922-baseline|c139-m2|deepseek-small|Aerospike", "prompt": "c139-m2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Aerospike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "only relevant at serious scale ... likely overkill for a typical mid-sized B2B company"}, {"id": "mai-20260917-0922-baseline|c139-m2|deepseek-small|PostgreSQL", "prompt": "c139-m2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "PostgreSQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "even a mid-sized company often starts with **PostgreSQL** and adds document-style JSONB"}, {"id": "mai-20260917-0922-baseline|c139-m2|google-small|MongoDB Atlas", "prompt": "c139-m2", "model": "google-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies ... **MongoDB Atlas** (the fully managed cloud version of MongoDB) is the gold standard."}, {"id": "mai-20260917-0922-baseline|c139-m2|google-small|Valkey", "prompt": "c139-m2", "model": "google-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Valkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need a ultra-fast, in-memory key-value store for caching, session management, or rate-limiting, **Valkey** is the premier choice."}, {"id": "mai-20260917-0922-baseline|c139-m2|google-small|Redis", "prompt": "c139-m2", "model": "google-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Following Redis’s licensing transition in 2024 to a more restrictive model ... It has rapidly overtaken legacy Redis"}, {"id": "mai-20260917-0922-baseline|c139-m2|google-small|AWS ElastiCache", "prompt": "c139-m2", "model": "google-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "AWS ElastiCache", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You can run it seamlessly on AWS ElastiCache, Google Cloud Memorystore, or managed services like Aiven."}, {"id": "mai-20260917-0922-baseline|c139-m2|google-small|Google Cloud Memorystore", "prompt": "c139-m2", "model": "google-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Google Cloud Memorystore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You can run it seamlessly on AWS ElastiCache, Google Cloud Memorystore, or managed services like Aiven."}, {"id": "mai-20260917-0922-baseline|c139-m2|google-small|Aiven", "prompt": "c139-m2", "model": "google-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Aiven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "managed services like Aiven"}, {"id": "mai-20260917-0922-baseline|c139-m2|google-small|Amazon DynamoDB", "prompt": "c139-m2", "model": "google-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Best Hybrid (Serverless) Choice: **Amazon DynamoDB** ... The Catch: DynamoDB has a steep learning curve."}, {"id": "mai-20260917-0922-baseline|c139-m2|meta-small|Amazon DynamoDB", "prompt": "c139-m2", "model": "meta-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Amazon DynamoDB - a fully managed, serverless NoSQL database with limitless scalability and single-digit millisecond latency performance."}, {"id": "mai-20260917-0922-baseline|c139-m2|meta-small|Aerospike Cloud", "prompt": "c139-m2", "model": "meta-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Aerospike Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Aerospike Cloud - a key-value, document/JSON database with distributed ACID and high-throughput real-time OLTP at petabyte scale."}, {"id": "mai-20260917-0922-baseline|c139-m2|meta-small|Couchbase Capella", "prompt": "c139-m2", "model": "meta-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Couchbase Capella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Couchbase Capella - a key-value, document database with ACID transactions within a single cluster and SQL++ familiarity."}, {"id": "mai-20260917-0922-baseline|c139-m2|meta-small|MongoDB", "prompt": "c139-m2", "model": "meta-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MongoDB - a popular document database with a wide range of features and integrations."}, {"id": "mai-20260917-0922-baseline|c139-m2|minimax-small|MongoDB Atlas", "prompt": "c139-m2", "model": "minimax-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB Atlas** is the \"sweet spot\" for most mid‑sized B2B companies"}, {"id": "mai-20260917-0922-baseline|c139-m2|minimax-small|Amazon DynamoDB", "prompt": "c139-m2", "model": "minimax-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already deep in AWS and need absolute low‑latency key‑value/ document access, **DynamoDB** is a solid alternative."}, {"id": "mai-20260917-0922-baseline|c139-m2|minimax-small|Azure Cosmos DB", "prompt": "c139-m2", "model": "minimax-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need global multi‑region replication and are willing to pay a premium, **Azure Cosmos DB** (MongoDB or Table API) is worth a look."}, {"id": "mai-20260917-0922-baseline|c139-m2|minimax-small|Google Cloud Firestore", "prompt": "c139-m2", "model": "minimax-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Google Cloud Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GCP** | **Firestore** (document) + **Cloud Memorystore** (Redis)."}, {"id": "mai-20260917-0922-baseline|c139-m2|minimax-small|Redis (Azure Cache, Amazon ElastiCache, Google Memorystore)", "prompt": "c139-m2", "model": "minimax-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis (Azure Cache, Amazon ElastiCache, Google Memorystore)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Add **Redis** (or the managed Redis service of your cloud) for caching and key‑value workloads."}, {"id": "mai-20260917-0922-baseline|c139-m2|minimax-small|Couchbase Capella", "prompt": "c139-m2", "model": "minimax-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Couchbase Capella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Couchbase Capella** | Document & Key‑value | SQL‑like query (N1QL), integrated caching, sync"}, {"id": "mai-20260917-0922-baseline|c139-m2|mistral-small|MongoDB Atlas", "prompt": "c139-m2", "model": "mistral-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB Atlas** and **Amazon DynamoDB** are the top choices due to their flexibility, scalability, and strong ecosystem support"}, {"id": "mai-20260917-0922-baseline|c139-m2|mistral-small|Amazon DynamoDB", "prompt": "c139-m2", "model": "mistral-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**MongoDB Atlas** and **Amazon DynamoDB** are the top choices"}, {"id": "mai-20260917-0922-baseline|c139-m2|mistral-small|Microsoft Azure Cosmos DB", "prompt": "c139-m2", "model": "mistral-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Microsoft Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team is already using Azure, **Cosmos DB** is a compelling alternative."}, {"id": "mai-20260917-0922-baseline|c139-m2|mistral-small|Redis Enterprise", "prompt": "c139-m2", "model": "mistral-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For high-performance caching and real-time use cases, **Redis Enterprise** is highly recommended."}, {"id": "mai-20260917-0922-baseline|c139-m2|moonshot-small|MongoDB Atlas", "prompt": "c139-m2", "model": "moonshot-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **MongoDB Atlas** ... is the best all-around choice"}, {"id": "mai-20260917-0922-baseline|c139-m2|moonshot-small|Amazon DynamoDB", "prompt": "c139-m2", "model": "moonshot-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Amazon DynamoDB**"}, {"id": "mai-20260917-0922-baseline|c139-m2|moonshot-small|Redis Enterprise Cloud", "prompt": "c139-m2", "model": "moonshot-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis Enterprise Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Caching / Session Store** | **Redis Enterprise Cloud** (ultra-low latency)"}, {"id": "mai-20260917-0922-baseline|c139-m2|moonshot-small|Azure Cosmos DB for MongoDB", "prompt": "c139-m2", "model": "moonshot-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Azure Cosmos DB for MongoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already on Azure** | **Azure Cosmos DB for MongoDB** (MongoDB-compatible, 99.999% SLA)"}, {"id": "mai-20260917-0922-baseline|c139-m2|moonshot-small|Couchbase Capella", "prompt": "c139-m2", "model": "moonshot-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Couchbase Capella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**High-performance, distributed apps** | **Couchbase Capella** (strong benchmark performance)"}, {"id": "mai-20260917-0922-baseline|c139-m2|openai-small|MongoDB Atlas", "prompt": "c139-m2", "model": "openai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My default recommendation: **MongoDB Atlas**"}, {"id": "mai-20260917-0922-baseline|c139-m2|openai-small|AWS DynamoDB", "prompt": "c139-m2", "model": "openai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "AWS DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want pure scale/simplicity: **DynamoDB**"}, {"id": "mai-20260917-0922-baseline|c139-m2|openai-small|Redis", "prompt": "c139-m2", "model": "openai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Redis** for caching/session/state if needed"}, {"id": "mai-20260917-0922-baseline|c139-m2|openai-small|Couchbase", "prompt": "c139-m2", "model": "openai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "short decision matrix** comparing: - MongoDB Atlas - DynamoDB - Couchbase - Firestore"}, {"id": "mai-20260917-0922-baseline|c139-m2|openai-small|Firestore", "prompt": "c139-m2", "model": "openai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Firestore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparing: - MongoDB Atlas - DynamoDB - Couchbase - Firestore"}, {"id": "mai-20260917-0922-baseline|c139-m2|xai-small|MongoDB Atlas", "prompt": "c139-m2", "model": "xai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend MongoDB Atlas as the top choice for a document database service"}, {"id": "mai-20260917-0922-baseline|c139-m2|xai-small|Amazon DynamoDB", "prompt": "c139-m2", "model": "xai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or Amazon DynamoDB if you prefer a key-value (with document support) option"}, {"id": "mai-20260917-0922-baseline|c139-m2|xai-small|Couchbase Capella", "prompt": "c139-m2", "model": "xai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Couchbase Capella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alternatives**: Couchbase Capella (SQL-like queries, good for edge sync)"}, {"id": "mai-20260917-0922-baseline|c139-m2|xai-small|Azure Cosmos DB", "prompt": "c139-m2", "model": "xai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or Azure Cosmos DB (multi-model, if you're on Azure)"}, {"id": "mai-20260917-0922-baseline|c139-m2|xai-small|Redis", "prompt": "c139-m2", "model": "xai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Redis (or Redis Enterprise/Cloud) for in-memory speed (caching, sessions—top-ranked key-value store), but it's not persistent by default"}, {"id": "mai-20260917-0922-baseline|c139-m2|zai-small|MongoDB Atlas", "prompt": "c139-m2", "model": "zai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For documents**: Start with **MongoDB Atlas**. It's the most widely adopted, well-documented, and supported choice for B2B workloads"}, {"id": "mai-20260917-0922-baseline|c139-m2|zai-small|Azure Cosmos DB for MongoDB", "prompt": "c139-m2", "model": "zai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Azure Cosmos DB for MongoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your stack is Azure-centric, **Azure Cosmos DB for MongoDB** is a solid alternative with 99.999% SLA."}, {"id": "mai-20260917-0922-baseline|c139-m2|zai-small|Redis Cloud", "prompt": "c139-m2", "model": "zai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**For key-value**: Use **Redis Cloud** for most B2B use cases where low latency and rich data structures are critical."}, {"id": "mai-20260917-0922-baseline|c139-m2|zai-small|Google Cloud Memorystore for Redis", "prompt": "c139-m2", "model": "zai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Google Cloud Memorystore for Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're on GCP, **Memorystore for Redis** is a straightforward managed option."}, {"id": "mai-20260917-0922-baseline|c139-m2|zai-small|Couchbase", "prompt": "c139-m2", "model": "zai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Couchbase is a strong contender for B2B workloads requiring: Strong consistency, N1QL (SQL-like), and advanced indexing."}, {"id": "mai-20260917-0922-baseline|c139-m2|zai-small|Aerospike", "prompt": "c139-m2", "model": "zai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Aerospike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need strong consistency and cost-effective large-scale storage, consider **Aerospike**."}, {"id": "mai-20260917-0922-baseline|c139-m2|zai-small|MongoDB Community Server", "prompt": "c139-m2", "model": "zai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Community Server", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Do you want self-hosted control? | MongoDB Community Server, Couchbase Community, or Aerospike Community"}, {"id": "mai-20260917-0922-baseline|c139-m2|zai-small|Redis Open Source", "prompt": "c139-m2", "model": "zai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis Open Source", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Do you want to keep Redis self-hosted for cost control? | Redis Open Source (self-managed)."}, {"id": "mai-20260917-0922-baseline|c139-m3|alibaba-small|MongoDB", "prompt": "c139-m3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **MongoDB** if you are building a standard web application and want flexibility."}, {"id": "mai-20260917-0922-baseline|c139-m3|alibaba-small|Couchbase", "prompt": "c139-m3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Couchbase:** Known for high performance and mobile synchronization capabilities."}, {"id": "mai-20260917-0922-baseline|c139-m3|alibaba-small|Amazon DocumentDB", "prompt": "c139-m3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DocumentDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A proprietary database service compatible with MongoDB."}, {"id": "mai-20260917-0922-baseline|c139-m3|alibaba-small|Redis", "prompt": "c139-m3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Redis** if you just need a high-speed cache"}, {"id": "mai-20260917-0922-baseline|c139-m3|alibaba-small|Amazon DynamoDB", "prompt": "c139-m3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A fully managed key-and-column-store database service."}, {"id": "mai-20260917-0922-baseline|c139-m3|alibaba-small|Aerospike", "prompt": "c139-m3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Aerospike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Designed for massive throughput and low latency."}, {"id": "mai-20260917-0922-baseline|c139-m3|alibaba-small|Apache Cassandra", "prompt": "c139-m3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Cassandra** if you are writing millions of events per second"}, {"id": "mai-20260917-0922-baseline|c139-m3|alibaba-small|Google Bigtable", "prompt": "c139-m3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Google Bigtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The foundation for YouTube, Chrome, and Google Search data storage."}, {"id": "mai-20260917-0922-baseline|c139-m3|alibaba-small|HBase", "prompt": "c139-m3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "HBase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Built on top of the Hadoop ecosystem."}, {"id": "mai-20260917-0922-baseline|c139-m3|alibaba-small|ScyllaDB", "prompt": "c139-m3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "ScyllaDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "A modern rewrite of Cassandra code in C++ for higher performance."}, {"id": "mai-20260917-0922-baseline|c139-m3|alibaba-small|Neo4j", "prompt": "c139-m3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Choose **Neo4j** if you are trying to find connections between people or things."}, {"id": "mai-20260917-0922-baseline|c139-m3|alibaba-small|Amazon Neptune", "prompt": "c139-m3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon Neptune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Supports both Property Graph and RDF models."}, {"id": "mai-20260917-0922-baseline|c139-m3|alibaba-small|JanusGraph", "prompt": "c139-m3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "JanusGraph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "An open-source graph database capable of handling massive datasets."}, {"id": "mai-20260917-0922-baseline|c139-m3|anthropic-small|MongoDB", "prompt": "c139-m3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB leads with 47.75% market share"}, {"id": "mai-20260917-0922-baseline|c139-m3|anthropic-small|Amazon DynamoDB", "prompt": "c139-m3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed by Amazon DynamoDB with 12.11% market share"}, {"id": "mai-20260917-0922-baseline|c139-m3|anthropic-small|Redis", "prompt": "c139-m3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Redis has evolved into a comprehensive real-time data platform."}, {"id": "mai-20260917-0922-baseline|c139-m3|anthropic-small|Cassandra", "prompt": "c139-m3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cassandra and ScyllaDB handle massive scale with tunable consistency."}, {"id": "mai-20260917-0922-baseline|c139-m3|anthropic-small|ScyllaDB", "prompt": "c139-m3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "ScyllaDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cassandra and ScyllaDB handle massive scale with tunable consistency."}, {"id": "mai-20260917-0922-baseline|c139-m3|anthropic-small|Neo4j", "prompt": "c139-m3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Neo4j dominates graph workloads"}, {"id": "mai-20260917-0922-baseline|c139-m3|anthropic-small|InfluxDB", "prompt": "c139-m3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "InfluxDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "while InfluxDB owns time-series data"}, {"id": "mai-20260917-0922-baseline|c139-m3|challenger-small|MongoDB", "prompt": "c139-m3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **MongoDB** for flexible general-purpose applications.[1][19]"}, {"id": "mai-20260917-0922-baseline|c139-m3|challenger-small|Amazon DynamoDB", "prompt": "c139-m3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **DynamoDB** for serverless AWS-native systems.[2][6][18]"}, {"id": "mai-20260917-0922-baseline|c139-m3|challenger-small|Apache Cassandra", "prompt": "c139-m3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Cassandra** for huge write-heavy distributed workloads."}, {"id": "mai-20260917-0922-baseline|c139-m3|challenger-small|Redis", "prompt": "c139-m3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Redis** for caching and ultra-fast state access.[1][6][8]"}, {"id": "mai-20260917-0922-baseline|c139-m3|challenger-small|Couchbase", "prompt": "c139-m3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Combines document storage with key-value access and SQL-style query support."}, {"id": "mai-20260917-0922-baseline|c139-m3|challenger-small|Neo4j", "prompt": "c139-m3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Neo4j** for graph and relationship queries.[1][5][6][12]"}, {"id": "mai-20260917-0922-baseline|c139-m3|challenger-small|HBase", "prompt": "c139-m3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "HBase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Common for big-data batch/column-oriented storage.[1][6][13]"}, {"id": "mai-20260917-0922-baseline|c139-m3|challenger-small|RavenDB", "prompt": "c139-m3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "RavenDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Emphasizes transactional consistency and integrated search."}, {"id": "mai-20260917-0922-baseline|c139-m3|challenger-small|Cosmos DB", "prompt": "c139-m3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Cosmos DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Designed for globally distributed applications and multiple APIs/models."}, {"id": "mai-20260917-0922-baseline|c139-m3|challenger-small|Cloudant", "prompt": "c139-m3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Cloudant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Managed serverless document database.[1]"}, {"id": "mai-20260917-0922-baseline|c139-m3|deepseek-small|MongoDB", "prompt": "c139-m3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most widely adopted NoSQL database... Flexible document data with complex queries → MongoDB"}, {"id": "mai-20260917-0922-baseline|c139-m3|deepseek-small|Couchbase", "prompt": "c139-m3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Document Databases — **MongoDB** (and Couchbase, CouchDB)"}, {"id": "mai-20260917-0922-baseline|c139-m3|deepseek-small|CouchDB", "prompt": "c139-m3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "CouchDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Document Databases — **MongoDB** (and Couchbase, CouchDB)"}, {"id": "mai-20260917-0922-baseline|c139-m3|deepseek-small|Redis", "prompt": "c139-m3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Lowest-latency caching / sessions / real-time state → Redis"}, {"id": "mai-20260917-0922-baseline|c139-m3|deepseek-small|DynamoDB", "prompt": "c139-m3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fully managed, serverless cloud key-value → DynamoDB"}, {"id": "mai-20260917-0922-baseline|c139-m3|deepseek-small|Memcached", "prompt": "c139-m3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Memcached", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Key-Value Stores — **Redis** (and DynamoDB, Memcached)"}, {"id": "mai-20260917-0922-baseline|c139-m3|deepseek-small|Apache Cassandra", "prompt": "c139-m3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Massive write-heavy, linearly scalable big data → Cassandra"}, {"id": "mai-20260917-0922-baseline|c139-m3|deepseek-small|HBase", "prompt": "c139-m3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "HBase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Wide-Column Stores — **Apache Cassandra** (and HBase, ScyllaDB, Bigtable)"}, {"id": "mai-20260917-0922-baseline|c139-m3|deepseek-small|ScyllaDB", "prompt": "c139-m3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "ScyllaDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Wide-Column Stores — **Apache Cassandra** (and HBase, ScyllaDB, Bigtable)"}, {"id": "mai-20260917-0922-baseline|c139-m3|deepseek-small|Bigtable", "prompt": "c139-m3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Bigtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Wide-Column Stores — **Apache Cassandra** (and HBase, ScyllaDB, Bigtable)"}, {"id": "mai-20260917-0922-baseline|c139-m3|deepseek-small|Neo4j", "prompt": "c139-m3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Connected/relationship data → Neo4j"}, {"id": "mai-20260917-0922-baseline|c139-m3|deepseek-small|Azure Cosmos DB", "prompt": "c139-m3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Multi-region global app needing multiple models → Azure Cosmos DB"}, {"id": "mai-20260917-0922-baseline|c139-m3|deepseek-small|Elasticsearch", "prompt": "c139-m3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Elasticsearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Full-text search & analytics → Elasticsearch"}, {"id": "mai-20260917-0922-baseline|c139-m3|deepseek-small|Firebase Realtime Database", "prompt": "c139-m3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Firebase Realtime Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "popular on the web for real-time mobile/web apps"}, {"id": "mai-20260917-0922-baseline|c139-m3|google-small|MongoDB", "prompt": "c139-m3", "model": "google-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB is the most popular NoSQL database globally. It stores data in JSON-like documents, making it incredibly flexible."}, {"id": "mai-20260917-0922-baseline|c139-m3|google-small|Redis", "prompt": "c139-m3", "model": "google-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Redis (The Speed King of Key-Value Stores)"}, {"id": "mai-20260917-0922-baseline|c139-m3|google-small|Apache Cassandra", "prompt": "c139-m3", "model": "google-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cassandra is a wide-column store designed to handle petabytes of data"}, {"id": "mai-20260917-0922-baseline|c139-m3|google-small|Amazon DynamoDB", "prompt": "c139-m3", "model": "google-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "DynamoDB is Amazon's proprietary, fully managed key-value and document database."}, {"id": "mai-20260917-0922-baseline|c139-m3|google-small|Neo4j", "prompt": "c139-m3", "model": "google-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Neo4j is the leading graph database, built specifically to navigate relationships."}, {"id": "mai-20260917-0922-baseline|c139-m3|meta-small|MongoDB", "prompt": "c139-m3", "model": "meta-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top NoSQL databases include MongoDB, Cassandra, Redis, CouchDB, and Apache HBase."}, {"id": "mai-20260917-0922-baseline|c139-m3|meta-small|Cassandra", "prompt": "c139-m3", "model": "meta-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top NoSQL databases include MongoDB, Cassandra, Redis, CouchDB, and Apache HBase."}, {"id": "mai-20260917-0922-baseline|c139-m3|meta-small|Redis", "prompt": "c139-m3", "model": "meta-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top NoSQL databases include MongoDB, Cassandra, Redis, CouchDB, and Apache HBase."}, {"id": "mai-20260917-0922-baseline|c139-m3|meta-small|CouchDB", "prompt": "c139-m3", "model": "meta-small", "cat": "nosql-databases", "variant": "comparative", "raw": "CouchDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top NoSQL databases include MongoDB, Cassandra, Redis, CouchDB, and Apache HBase."}, {"id": "mai-20260917-0922-baseline|c139-m3|meta-small|Apache HBase", "prompt": "c139-m3", "model": "meta-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache HBase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top NoSQL databases include MongoDB, Cassandra, Redis, CouchDB, and Apache HBase."}, {"id": "mai-20260917-0922-baseline|c139-m3|minimax-small|MongoDB", "prompt": "c139-m3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best For:** Content management systems, catalogs, user profiles"}, {"id": "mai-20260917-0922-baseline|c139-m3|minimax-small|Couchbase", "prompt": "c139-m3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best For:** Enterprise applications, real-time analytics"}, {"id": "mai-20260917-0922-baseline|c139-m3|minimax-small|Amazon DynamoDB", "prompt": "c139-m3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best For:** AWS-native workloads, large-scale applications"}, {"id": "mai-20260917-0922-baseline|c139-m3|minimax-small|Apache Cassandra", "prompt": "c139-m3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best For:** Time-series data, IoT applications, high-write scenarios"}, {"id": "mai-20260917-0922-baseline|c139-m3|minimax-small|DataStax Astra DB", "prompt": "c139-m3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "DataStax Astra DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Cloud-native applications requiring Cassandra benefits"}, {"id": "mai-20260917-0922-baseline|c139-m3|minimax-small|Redis", "prompt": "c139-m3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best For:** Caching, session management, real-time features"}, {"id": "mai-20260917-0922-baseline|c139-m3|minimax-small|Aerospike", "prompt": "c139-m3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Aerospike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best For:** High-throughput real-time applications"}, {"id": "mai-20260917-0922-baseline|c139-m3|minimax-small|Neo4j", "prompt": "c139-m3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best For:** Social networks, recommendation engines, fraud detection"}, {"id": "mai-20260917-0922-baseline|c139-m3|mistral-small|MongoDB", "prompt": "c139-m3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**1. MongoDB** - **Type:** Document-oriented"}, {"id": "mai-20260917-0922-baseline|c139-m3|mistral-small|Cassandra", "prompt": "c139-m3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**2. Cassandra** - **Type:** Wide-column store"}, {"id": "mai-20260917-0922-baseline|c139-m3|mistral-small|Redis", "prompt": "c139-m3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**3. Redis** - **Type:** Key-value store"}, {"id": "mai-20260917-0922-baseline|c139-m3|mistral-small|Neo4j", "prompt": "c139-m3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**4. Neo4j** - **Type:** Graph database"}, {"id": "mai-20260917-0922-baseline|c139-m3|mistral-small|Couchbase Capella", "prompt": "c139-m3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase Capella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**5. Couchbase Capella** - **Type:** Document-oriented (with SQL-like query capability)"}, {"id": "mai-20260917-0922-baseline|c139-m3|mistral-small|DynamoDB", "prompt": "c139-m3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**6. DynamoDB** - **Type:** Key-value and document store"}, {"id": "mai-20260917-0922-baseline|c139-m3|mistral-small|RavenDB", "prompt": "c139-m3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "RavenDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**7. RavenDB** - **Type:** Document-oriented"}, {"id": "mai-20260917-0922-baseline|c139-m3|mistral-small|IBM Cloudant", "prompt": "c139-m3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "IBM Cloudant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**8. IBM Cloudant** - **Type:** Document-oriented (with serverless option)"}, {"id": "mai-20260917-0922-baseline|c139-m3|mistral-small|Oracle Coherence", "prompt": "c139-m3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Oracle Coherence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**9. Oracle Coherence** - **Type:** In-memory data grid"}, {"id": "mai-20260917-0922-baseline|c139-m3|mistral-small|ScyllaDB", "prompt": "c139-m3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "ScyllaDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**10. ScyllaDB** - **Type:** Wide-column store (compatible with Cassandra API)"}, {"id": "mai-20260917-0922-baseline|c139-m3|moonshot-small|MongoDB", "prompt": "c139-m3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB** - The most popular document database"}, {"id": "mai-20260917-0922-baseline|c139-m3|moonshot-small|Couchbase", "prompt": "c139-m3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Couchbase** if you need mobile synchronization or want SQL-like querying on document data"}, {"id": "mai-20260917-0922-baseline|c139-m3|moonshot-small|Redis", "prompt": "c139-m3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Redis** if you need ultra-fast data access for caching"}, {"id": "mai-20260917-0922-baseline|c139-m3|moonshot-small|Amazon DynamoDB", "prompt": "c139-m3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose DynamoDB** if you're on AWS and want fully managed, serverless scalability"}, {"id": "mai-20260917-0922-baseline|c139-m3|moonshot-small|Apache Cassandra", "prompt": "c139-m3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Cassandra** if you have massive write volumes, need multi-region availability"}, {"id": "mai-20260917-0922-baseline|c139-m3|moonshot-small|DataStax Astra DB", "prompt": "c139-m3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "DataStax Astra DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Apache Cassandra** / **DataStax Astra DB**"}, {"id": "mai-20260917-0922-baseline|c139-m3|moonshot-small|Neo4j", "prompt": "c139-m3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Neo4j** (mentioned in search results)"}, {"id": "mai-20260917-0922-baseline|c139-m3|openai-small|MongoDB", "prompt": "c139-m3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need **general-purpose flexible app DB** → **MongoDB**"}, {"id": "mai-20260917-0922-baseline|c139-m3|openai-small|Apache Cassandra", "prompt": "c139-m3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need **huge write scale and uptime** → **Cassandra**"}, {"id": "mai-20260917-0922-baseline|c139-m3|openai-small|Redis", "prompt": "c139-m3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need **cache or session store** → **Redis**"}, {"id": "mai-20260917-0922-baseline|c139-m3|openai-small|Amazon DynamoDB", "prompt": "c139-m3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need **AWS-managed serverless NoSQL** → **DynamoDB**"}, {"id": "mai-20260917-0922-baseline|c139-m3|openai-small|Couchbase", "prompt": "c139-m3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "More complex than Redis; usually less common than MongoDB"}, {"id": "mai-20260917-0922-baseline|c139-m3|openai-small|Neo4j", "prompt": "c139-m3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need **relationship-heavy queries** → **Neo4j**"}, {"id": "mai-20260917-0922-baseline|c139-m3|openai-small|Elasticsearch / OpenSearch", "prompt": "c139-m3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Elasticsearch / OpenSearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Need **search/log analytics** → **Elasticsearch/OpenSearch**"}, {"id": "mai-20260917-0922-baseline|c139-m3|xai-small|MongoDB", "prompt": "c139-m3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most versatile for developers (SQL-like queries)... Trends show MongoDB dominating (40%+ market share in surveys)"}, {"id": "mai-20260917-0922-baseline|c139-m3|xai-small|Cassandra", "prompt": "c139-m3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Extreme write throughput, linear scalability across clusters, fault-tolerant"}, {"id": "mai-20260917-0922-baseline|c139-m3|xai-small|Redis", "prompt": "c139-m3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ultra-low latency (in-memory), versatile data structures"}, {"id": "mai-20260917-0922-baseline|c139-m3|xai-small|Couchbase", "prompt": "c139-m3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "N2N replication, full-text search, SQL++ query language"}, {"id": "mai-20260917-0922-baseline|c139-m3|xai-small|DynamoDB", "prompt": "c139-m3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fully managed, serverless, predictable performance"}, {"id": "mai-20260917-0922-baseline|c139-m3|xai-small|Neo4j", "prompt": "c139-m3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Native graph traversal, Cypher query language, relationship-focused"}, {"id": "mai-20260917-0922-baseline|c139-m3|zai-small|MongoDB", "prompt": "c139-m3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Type:** Document Database ... **Best For:** Content management, product catalogs, user profiles"}, {"id": "mai-20260917-0922-baseline|c139-m3|zai-small|Redis", "prompt": "c139-m3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best For:** Caching, real-time analytics, session management, queues"}, {"id": "mai-20260917-0922-baseline|c139-m3|zai-small|Cassandra", "prompt": "c139-m3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best For:** Big data, time-series data, IoT applications"}, {"id": "mai-20260917-0922-baseline|c139-m3|zai-small|Couchbase", "prompt": "c139-m3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best For:** Mobile apps, e-commerce, gaming"}, {"id": "mai-20260917-0922-baseline|c139-m3|zai-small|Elasticsearch", "prompt": "c139-m3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Elasticsearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Search functionality, log analytics, monitoring"}, {"id": "mai-20260917-0922-baseline|c139-m3|zai-small|Neo4j", "prompt": "c139-m3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best For:** Social networks, recommendation systems, fraud detection"}, {"id": "mai-20260917-0922-baseline|c139-m3|zai-small|HBase", "prompt": "c139-m3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "HBase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Type:** Wide-Column Store (Hadoop ecosystem)"}, {"id": "mai-20260917-0922-baseline|c139-m3|zai-small|RavenDB", "prompt": "c139-m3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "RavenDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best For:** Enterprise applications requiring strong consistency"}, {"id": "mai-20260917-0922-baseline|c139-m4|alibaba-small|MongoDB", "prompt": "c139-m4", "model": "alibaba-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB is likely the safest bet for a budget-conscious startup or small company."}, {"id": "mai-20260917-0922-baseline|c139-m4|alibaba-small|Google Firebase / Firestore", "prompt": "c139-m4", "model": "alibaba-small", "cat": "nosql-databases", "variant": "budget", "raw": "Google Firebase / Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Mobile/Web Apps... The Catch: Vendor lock-in and unpredictable scaling costs."}, {"id": "mai-20260917-0922-baseline|c139-m4|alibaba-small|Amazon DynamoDB", "prompt": "c139-m4", "model": "alibaba-small", "cat": "nosql-databases", "variant": "budget", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are already hosted on AWS, DynamoDB is a strong contender."}, {"id": "mai-20260917-0922-baseline|c139-m4|alibaba-small|Supabase", "prompt": "c139-m4", "model": "alibaba-small", "cat": "nosql-databases", "variant": "budget", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Supabase** is often the better choice for companies with limited budgets."}, {"id": "mai-20260917-0922-baseline|c139-m4|anthropic-small|MongoDB Community Edition", "prompt": "c139-m4", "model": "anthropic-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Community Edition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Open-source and free - Document-based database with flexible schemas - Good for rapid development and prototyping"}, {"id": "mai-20260917-0922-baseline|c139-m4|anthropic-small|Apache CouchDB", "prompt": "c139-m4", "model": "anthropic-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache CouchDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Open-source and free - Document-oriented with built-in replication"}, {"id": "mai-20260917-0922-baseline|c139-m4|anthropic-small|Redis", "prompt": "c139-m4", "model": "anthropic-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "In-memory data structure store - Excellent for caching and real-time applications"}, {"id": "mai-20260917-0922-baseline|c139-m4|anthropic-small|Apache Cassandra", "prompt": "c139-m4", "model": "anthropic-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Wide-column store, highly scalable - Distributed architecture"}, {"id": "mai-20260917-0922-baseline|c139-m4|anthropic-small|DynamoDB (AWS)", "prompt": "c139-m4", "model": "anthropic-small", "cat": "nosql-databases", "variant": "budget", "raw": "DynamoDB (AWS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pay-as-you-go pricing model - No upfront costs - Good for startups with variable workloads"}, {"id": "mai-20260917-0922-baseline|c139-m4|anthropic-small|Firebase (Google)", "prompt": "c139-m4", "model": "anthropic-small", "cat": "nosql-databases", "variant": "budget", "raw": "Firebase (Google)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free tier available with generous limits - Cloud-hosted, minimal ops overhead"}, {"id": "mai-20260917-0922-baseline|c139-m4|challenger-small|Couchbase Server Community Edition", "prompt": "c139-m4", "model": "challenger-small", "cat": "nosql-databases", "variant": "budget", "raw": "Couchbase Server Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Couchbase Server Community Edition** is the best budget-friendly baseline because it is **free**"}, {"id": "mai-20260917-0922-baseline|c139-m4|challenger-small|Redis", "prompt": "c139-m4", "model": "challenger-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Open-source and widely used as a key-value NoSQL database.[17]"}, {"id": "mai-20260917-0922-baseline|c139-m4|challenger-small|IBM Cloudant", "prompt": "c139-m4", "model": "challenger-small", "cat": "nosql-databases", "variant": "budget", "raw": "IBM Cloudant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**IBM Cloudant** or **Firestore** are better budget picks"}, {"id": "mai-20260917-0922-baseline|c139-m4|challenger-small|Firestore", "prompt": "c139-m4", "model": "challenger-small", "cat": "nosql-databases", "variant": "budget", "raw": "Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Has a generous free tier and is described as the cheapest for small workloads.[3]"}, {"id": "mai-20260917-0922-baseline|c139-m4|challenger-small|DynamoDB", "prompt": "c139-m4", "model": "challenger-small", "cat": "nosql-databases", "variant": "budget", "raw": "DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less ideal if you want the simplest budget option for a small app."}, {"id": "mai-20260917-0922-baseline|c139-m4|deepseek-small|MongoDB", "prompt": "c139-m4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best all-around default: **MongoDB**"}, {"id": "mai-20260917-0922-baseline|c139-m4|deepseek-small|FerretDB", "prompt": "c139-m4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "FerretDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **FerretDB** (drop-in MongoDB-compatible)"}, {"id": "mai-20260917-0922-baseline|c139-m4|deepseek-small|Percona Server for MongoDB", "prompt": "c139-m4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "Percona Server for MongoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Percona Server for MongoDB**"}, {"id": "mai-20260917-0922-baseline|c139-m4|deepseek-small|Apache Cassandra", "prompt": "c139-m4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if self-hosting to control costs: **Apache Cassandra**"}, {"id": "mai-20260917-0922-baseline|c139-m4|deepseek-small|ScyllaDB", "prompt": "c139-m4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "ScyllaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ScyllaDB** is a faster, C++-based alternative with a free community edition"}, {"id": "mai-20260917-0922-baseline|c139-m4|deepseek-small|DynamoDB", "prompt": "c139-m4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "DynamoDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid DynamoDB** — it's the cost trap for budget-minded teams."}, {"id": "mai-20260917-0922-baseline|c139-m4|deepseek-small|Azure Cosmos DB", "prompt": "c139-m4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cheaper managed alternatives with generous free tiers: **Azure Cosmos DB** (1,000 RU/s free for life)"}, {"id": "mai-20260917-0922-baseline|c139-m4|deepseek-small|Cloud Firestore", "prompt": "c139-m4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "Cloud Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Cloud Firestore** (1 GiB free)"}, {"id": "mai-20260917-0922-baseline|c139-m4|deepseek-small|Couchbase Capella", "prompt": "c139-m4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "Couchbase Capella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Couchbase Capella** (8 GB free)"}, {"id": "mai-20260917-0922-baseline|c139-m4|deepseek-small|Redis", "prompt": "c139-m4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Redis itself changed to a non-open-source license"}, {"id": "mai-20260917-0922-baseline|c139-m4|deepseek-small|Valkey", "prompt": "c139-m4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "Valkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Valkey** and **KeyDB** are fully free BSD-licensed drop-in replacements"}, {"id": "mai-20260917-0922-baseline|c139-m4|deepseek-small|KeyDB", "prompt": "c139-m4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "KeyDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "fully free BSD-licensed drop-in replacements — ultra-fast and ideal for caching/sessions"}, {"id": "mai-20260917-0922-baseline|c139-m4|google-small|AWS DynamoDB", "prompt": "c139-m4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "AWS DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your infrastructure is already on AWS, this is often the most cost-effective choice."}, {"id": "mai-20260917-0922-baseline|c139-m4|google-small|Google Cloud Firestore", "prompt": "c139-m4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "Google Cloud Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS DynamoDB** (or **Firestore** for mobile)"}, {"id": "mai-20260917-0922-baseline|c139-m4|google-small|MongoDB Community Edition", "prompt": "c139-m4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consistent traffic on a cheap VPS** | **MongoDB Community Edition** | Industry standard, massive community, zero licensing fees."}, {"id": "mai-20260917-0922-baseline|c139-m4|google-small|MongoDB Atlas", "prompt": "c139-m4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Atlas", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "MongoDB Atlas, does have a free tier, but its paid tiers scale up quickly"}, {"id": "mai-20260917-0922-baseline|c139-m4|google-small|Valkey", "prompt": "c139-m4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "Valkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Extreme performance / caching** | **Valkey** | Lightweight, fast, fully open-source community fork."}, {"id": "mai-20260917-0922-baseline|c139-m4|google-small|Redis", "prompt": "c139-m4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "a fork of Redis (following Redis's transition to restrictive licensing)"}, {"id": "mai-20260917-0922-baseline|c139-m4|google-small|ScyllaDB Open Source", "prompt": "c139-m4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "ScyllaDB Open Source", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**High throughput on minimum hardware** | **ScyllaDB** | Written in C++, slashes hosting costs for massive data."}, {"id": "mai-20260917-0922-baseline|c139-m4|google-small|Apache Cassandra", "prompt": "c139-m4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "don't have the hardware budget to run a heavy Java-based Cassandra cluster"}, {"id": "mai-20260917-0922-baseline|c139-m4|google-small|PostgreSQL with JSONB", "prompt": "c139-m4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "PostgreSQL with JSONB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Consolidating costs (SQL + NoSQL)** | **PostgreSQL (JSONB)** | Avoids paying for two database engines."}, {"id": "mai-20260917-0922-baseline|c139-m4|meta-small|RavenDB", "prompt": "c139-m4", "model": "meta-small", "cat": "nosql-databases", "variant": "budget", "raw": "RavenDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one that offers a free or low-cost tier, such as RavenDB, Neo4j, or InfluxDB"}, {"id": "mai-20260917-0922-baseline|c139-m4|meta-small|Neo4j", "prompt": "c139-m4", "model": "meta-small", "cat": "nosql-databases", "variant": "budget", "raw": "Neo4j", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as RavenDB, Neo4j, or InfluxDB"}, {"id": "mai-20260917-0922-baseline|c139-m4|meta-small|InfluxDB", "prompt": "c139-m4", "model": "meta-small", "cat": "nosql-databases", "variant": "budget", "raw": "InfluxDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "such as RavenDB, Neo4j, or InfluxDB"}, {"id": "mai-20260917-0922-baseline|c139-m4|minimax-small|MongoDB Community Edition", "prompt": "c139-m4", "model": "minimax-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB Community Edition** or **Redis** would be the best starting points"}, {"id": "mai-20260917-0922-baseline|c139-m4|minimax-small|Redis", "prompt": "c139-m4", "model": "minimax-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**MongoDB Community Edition** or **Redis** would be the best starting points"}, {"id": "mai-20260917-0922-baseline|c139-m4|minimax-small|Apache Cassandra", "prompt": "c139-m4", "model": "minimax-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Apache Cassandra** (Best for Scalability)"}, {"id": "mai-20260917-0922-baseline|c139-m4|minimax-small|CouchDB", "prompt": "c139-m4", "model": "minimax-small", "cat": "nosql-databases", "variant": "budget", "raw": "CouchDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **CouchDB** (Best for Ease of Use)"}, {"id": "mai-20260917-0922-baseline|c139-m4|minimax-small|MongoDB Atlas", "prompt": "c139-m4", "model": "minimax-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**MongoDB Atlas** – Free tier available"}, {"id": "mai-20260917-0922-baseline|c139-m4|minimax-small|Amazon DynamoDB", "prompt": "c139-m4", "model": "minimax-small", "cat": "nosql-databases", "variant": "budget", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Amazon DynamoDB** – Pay-per-request pricing"}, {"id": "mai-20260917-0922-baseline|c139-m4|minimax-small|Azure Cosmos DB", "prompt": "c139-m4", "model": "minimax-small", "cat": "nosql-databases", "variant": "budget", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Azure Cosmos DB** – Free tier included"}, {"id": "mai-20260917-0922-baseline|c139-m4|minimax-small|Firebase Firestore", "prompt": "c139-m4", "model": "minimax-small", "cat": "nosql-databases", "variant": "budget", "raw": "Firebase Firestore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Firebase Firestore** – Generous free tier"}, {"id": "mai-20260917-0922-baseline|c139-m4|mistral-small|MongoDB", "prompt": "c139-m4", "model": "mistral-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses, **MongoDB** and **Redis** are the easiest to start with due to their free tiers and strong community support."}, {"id": "mai-20260917-0922-baseline|c139-m4|mistral-small|Apache Cassandra", "prompt": "c139-m4", "model": "mistral-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need high scalability and can handle more operational complexity, **Apache Cassandra** or **ScyllaDB** are excellent choices."}, {"id": "mai-20260917-0922-baseline|c139-m4|mistral-small|Redis", "prompt": "c139-m4", "model": "mistral-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**MongoDB** and **Redis** are the easiest to start with due to their free tiers"}, {"id": "mai-20260917-0922-baseline|c139-m4|mistral-small|ScyllaDB", "prompt": "c139-m4", "model": "mistral-small", "cat": "nosql-databases", "variant": "budget", "raw": "ScyllaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Apache Cassandra** or **ScyllaDB** are excellent choices"}, {"id": "mai-20260917-0922-baseline|c139-m4|mistral-small|ArangoDB", "prompt": "c139-m4", "model": "mistral-small", "cat": "nosql-databases", "variant": "budget", "raw": "ArangoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ArangoDB** is a good option if you need a multi-model database."}, {"id": "mai-20260917-0922-baseline|c139-m4|moonshot-small|Firebase (Cloud Firestore)", "prompt": "c139-m4", "model": "moonshot-small", "cat": "nosql-databases", "variant": "budget", "raw": "Firebase (Cloud Firestore)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Zero Budget: Firebase (Cloud Firestore)"}, {"id": "mai-20260917-0922-baseline|c139-m4|moonshot-small|MongoDB Atlas", "prompt": "c139-m4", "model": "moonshot-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **Firebase Firestore** or **MongoDB Atlas** if you need to launch immediately with no budget."}, {"id": "mai-20260917-0922-baseline|c139-m4|moonshot-small|Percona Server for MongoDB", "prompt": "c139-m4", "model": "moonshot-small", "cat": "nosql-databases", "variant": "budget", "raw": "Percona Server for MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider **Percona Server for MongoDB** as a free drop-in replacement if you later self-host."}, {"id": "mai-20260917-0922-baseline|c139-m4|moonshot-small|Apache Cassandra", "prompt": "c139-m4", "model": "moonshot-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have technical capacity to self-host and want to control long-term costs, go with **Apache Cassandra** or **CouchDB**."}, {"id": "mai-20260917-0922-baseline|c139-m4|moonshot-small|Apache CouchDB", "prompt": "c139-m4", "model": "moonshot-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache CouchDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "go with **Apache Cassandra** or **CouchDB**"}, {"id": "mai-20260917-0922-baseline|c139-m4|moonshot-small|ScyllaDB", "prompt": "c139-m4", "model": "moonshot-small", "cat": "nosql-databases", "variant": "budget", "raw": "ScyllaDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "High-throughput Cassandra alternative, lower latency"}, {"id": "mai-20260917-0922-baseline|c139-m4|moonshot-small|CockroachDB", "prompt": "c139-m4", "model": "moonshot-small", "cat": "nosql-databases", "variant": "budget", "raw": "CockroachDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Honorable Mention: CockroachDB"}, {"id": "mai-20260917-0922-baseline|c139-m4|openai-small|MongoDB Community Edition", "prompt": "c139-m4", "model": "openai-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you do need a NoSQL document store, **MongoDB Community Edition** is often the best balance of cost, ecosystem, and ease of use."}, {"id": "mai-20260917-0922-baseline|c139-m4|openai-small|PostgreSQL with JSONB", "prompt": "c139-m4", "model": "openai-small", "cat": "nosql-databases", "variant": "budget", "raw": "PostgreSQL with JSONB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with PostgreSQL + JSONB** if you don't absolutely need a NoSQL-only system."}, {"id": "mai-20260917-0922-baseline|c139-m4|openai-small|CouchDB", "prompt": "c139-m4", "model": "openai-small", "cat": "nosql-databases", "variant": "budget", "raw": "CouchDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "good for simple document sync and replication use cases, though less common"}, {"id": "mai-20260917-0922-baseline|c139-m4|openai-small|Redis", "prompt": "c139-m4", "model": "openai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "excellent for caching, sessions, queues, and very fast lookups, but usually not the main primary database"}, {"id": "mai-20260917-0922-baseline|c139-m4|openai-small|Apache Cassandra", "prompt": "c139-m4", "model": "openai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "operationally more complex and usually not the first choice for a tight budget unless you truly need it"}, {"id": "mai-20260917-0922-baseline|c139-m4|xai-small|MongoDB Community Edition", "prompt": "c139-m4", "model": "xai-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start here:** MongoDB if document-oriented and new to NoSQL—quickest ROI."}, {"id": "mai-20260917-0922-baseline|c139-m4|xai-small|Apache Cassandra", "prompt": "c139-m4", "model": "xai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "100% free (Apache 2.0), runs on commodity hardware, linear scaling without downtime."}, {"id": "mai-20260917-0922-baseline|c139-m4|xai-small|Redis (Open-source)", "prompt": "c139-m4", "model": "xai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis (Open-source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BSD-licensed core is free; blazing fast, minimal resources for caching/sessions."}, {"id": "mai-20260917-0922-baseline|c139-m4|xai-small|Valkey", "prompt": "c139-m4", "model": "xai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Valkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Stick to open-source forks like Valkey if avoiding Redis Inc. licensing."}, {"id": "mai-20260917-0922-baseline|c139-m4|xai-small|Apache CouchDB", "prompt": "c139-m4", "model": "xai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache CouchDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fully free (Apache 2.0), HTTP/JSON API, multi-master replication for offline sync. Very lightweight."}, {"id": "mai-20260917-0922-baseline|c139-m4|xai-small|DynamoDB", "prompt": "c139-m4", "model": "xai-small", "cat": "nosql-databases", "variant": "budget", "raw": "DynamoDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** Proprietary/managed-only like DynamoDB (pay-per-use adds up) unless on free tier."}, {"id": "mai-20260917-0922-baseline|c139-m4|zai-small|MongoDB", "prompt": "c139-m4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB** and **Couchbase** are the most popular choices for document workloads"}, {"id": "mai-20260917-0922-baseline|c139-m4|zai-small|Apache Cassandra", "prompt": "c139-m4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cassandra** shines for high-write, distributed scenarios"}, {"id": "mai-20260917-0922-baseline|c139-m4|zai-small|Couchbase", "prompt": "c139-m4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Couchbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**MongoDB** and **Couchbase** are the most popular choices for document workloads"}, {"id": "mai-20260917-0922-baseline|c139-m4|zai-small|CouchDB", "prompt": "c139-m4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "CouchDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free; replication; CouchDB's API (REST) | Offline sync, mobile apps"}, {"id": "mai-20260917-0922-baseline|c139-m4|zai-small|Redis", "prompt": "c139-m4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free; extremely fast for caching, sessions, leaderboards"}, {"id": "mai-20260917-0922-baseline|c139-m4|zai-small|RocksDB", "prompt": "c139-m4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "RocksDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free; embedded; no external server needed"}, {"id": "mai-20260917-0922-baseline|c139-m4|zai-small|LevelDB", "prompt": "c139-m4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "LevelDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**RocksDB** / **LevelDB** | Embedded key-value"}, {"id": "mai-20260917-0922-baseline|c139-m4|zai-small|Amazon DynamoDB", "prompt": "c139-m4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Amazon DynamoDB** (25 GB) and **Azure Cosmos DB** (25 GB) are your best bets"}, {"id": "mai-20260917-0922-baseline|c139-m4|zai-small|Azure Cosmos DB", "prompt": "c139-m4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Amazon DynamoDB** (25 GB) and **Azure Cosmos DB** (25 GB) are your best bets"}, {"id": "mai-20260917-0922-baseline|c139-m4|zai-small|Google Cloud Firestore", "prompt": "c139-m4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Google Cloud Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Cloud Firestore** (1 GB free)"}, {"id": "mai-20260917-0922-baseline|c139-m4|zai-small|Firebase Realtime Database", "prompt": "c139-m4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Firebase Realtime Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Free Spark plan - good for real-time apps"}, {"id": "mai-20260917-0922-baseline|c139-m4|zai-small|MongoDB Atlas", "prompt": "c139-m4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Deploy a MongoDB Atlas M0 or DynamoDB Always Free instance to validate your architecture"}, {"id": "mai-20260917-0922-baseline|c139-m4|zai-small|Couchbase Capella", "prompt": "c139-m4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Couchbase Capella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "8 GB capacity | Free tier - includes some managed services"}, {"id": "mai-20260917-0922-baseline|c139-m5|alibaba-small|MongoDB", "prompt": "c139-m5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Pick 3 Candidates: Select one candidate per category (e.g., MongoDB for Docs, Redis for Cache, Neo4j for Graph)."}, {"id": "mai-20260917-0922-baseline|c139-m5|alibaba-small|Couchbase", "prompt": "c139-m5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Document Stores (e.g., MongoDB, Couchbase):**"}, {"id": "mai-20260917-0922-baseline|c139-m5|alibaba-small|Redis", "prompt": "c139-m5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Redis for Cache"}, {"id": "mai-20260917-0922-baseline|c139-m5|alibaba-small|DynamoDB", "prompt": "c139-m5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "If you choose a cloud-native database (like DynamoDB), be wary of \"data gravity.\""}, {"id": "mai-20260917-0922-baseline|c139-m5|alibaba-small|Cassandra", "prompt": "c139-m5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "maintaining a self-hosted cluster of Apache Cassandra or Elasticsearch manually is dangerous"}, {"id": "mai-20260917-0922-baseline|c139-m5|alibaba-small|ScyllaDB", "prompt": "c139-m5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "ScyllaDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Wide-Column Stores (e.g., Cassandra, ScyllaDB, HBase):**"}, {"id": "mai-20260917-0922-baseline|c139-m5|alibaba-small|HBase", "prompt": "c139-m5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "HBase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Wide-Column Stores (e.g., Cassandra, ScyllaDB, HBase):**"}, {"id": "mai-20260917-0922-baseline|c139-m5|alibaba-small|Neo4j", "prompt": "c139-m5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Neo4j for Graph"}, {"id": "mai-20260917-0922-baseline|c139-m5|alibaba-small|Amazon Neptune", "prompt": "c139-m5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "Amazon Neptune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Graph Databases (e.g., Neo4j, Amazon Neptune):**"}, {"id": "mai-20260917-0922-baseline|c139-m5|alibaba-small|Elasticsearch", "prompt": "c139-m5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "Elasticsearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "maintaining a self-hosted cluster of Apache Cassandra or Elasticsearch manually is dangerous"}, {"id": "mai-20260917-0922-baseline|c139-m5|alibaba-small|CosmosDB", "prompt": "c139-m5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "CosmosDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "*AWS/Azure/GCP:* DynamoDB, CosmosDB, Cloud Bigtable."}, {"id": "mai-20260917-0922-baseline|c139-m5|alibaba-small|Cloud Bigtable", "prompt": "c139-m5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cloud Bigtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "*AWS/Azure/GCP:* DynamoDB, CosmosDB, Cloud Bigtable."}, {"id": "mai-20260917-0922-baseline|c139-m5|alibaba-small|MongoDB Atlas", "prompt": "c139-m5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Strongly prefer **Managed Services (DBaaS)**. ... *Specialist Vendors:* MongoDB Atlas"}, {"id": "mai-20260917-0922-baseline|c139-m5|alibaba-small|Supabase/Firestore", "prompt": "c139-m5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "Supabase/Firestore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "*Specialist Vendors:* MongoDB Atlas, Supabase/Firestore, Confluent (for Kafka)."}, {"id": "mai-20260917-0922-baseline|c139-m5|alibaba-small|PostgreSQL", "prompt": "c139-m5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "PostgreSQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "PostgreSQL handles billions of rows very well if tuned correctly."}, {"id": "mai-20260917-0922-baseline|c139-m5|deepseek-small|Redis", "prompt": "c139-m5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Key-value** (Redis, DynamoDB): simple lookups by key, lowest latency"}, {"id": "mai-20260917-0922-baseline|c139-m5|deepseek-small|DynamoDB", "prompt": "c139-m5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Managed services (e.g., DynamoDB, Cosmos DB) often have lower TCO despite higher unit prices"}, {"id": "mai-20260917-0922-baseline|c139-m5|deepseek-small|MongoDB", "prompt": "c139-m5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Document** (MongoDB, Couchbase): hierarchical nested objects with rich in-document queries"}, {"id": "mai-20260917-0922-baseline|c139-m5|deepseek-small|Couchbase", "prompt": "c139-m5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Document** (MongoDB, Couchbase)"}, {"id": "mai-20260917-0922-baseline|c139-m5|deepseek-small|Cassandra", "prompt": "c139-m5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Wide-column** (Cassandra, ScyllaDB, HBase): massive write throughput"}, {"id": "mai-20260917-0922-baseline|c139-m5|deepseek-small|ScyllaDB", "prompt": "c139-m5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "ScyllaDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Wide-column** (Cassandra, ScyllaDB, HBase)"}, {"id": "mai-20260917-0922-baseline|c139-m5|deepseek-small|HBase", "prompt": "c139-m5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "HBase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Wide-column** (Cassandra, ScyllaDB, HBase)"}, {"id": "mai-20260917-0922-baseline|c139-m5|deepseek-small|Neo4j", "prompt": "c139-m5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Graph** (Neo4j, Neptune): relationship-heavy, variable-depth traversal"}, {"id": "mai-20260917-0922-baseline|c139-m5|deepseek-small|Neptune", "prompt": "c139-m5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "Neptune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Graph** (Neo4j, Neptune)"}, {"id": "mai-20260917-0922-baseline|c139-m5|deepseek-small|Cosmos DB", "prompt": "c139-m5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cosmos DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Managed services (e.g., DynamoDB, Cosmos DB) often have lower TCO"}, {"id": "mai-20260917-0922-baseline|c139-m5|google-small|MongoDB", "prompt": "c139-m5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Document Databases (e.g., MongoDB, Couchbase):** Best for content management, user profiles, product catalogs"}, {"id": "mai-20260917-0922-baseline|c139-m5|google-small|Couchbase", "prompt": "c139-m5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Document Databases (e.g., MongoDB, Couchbase):**"}, {"id": "mai-20260917-0922-baseline|c139-m5|google-small|Redis", "prompt": "c139-m5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Key-Value Stores (e.g., Redis, Valkey, DynamoDB):** Best for caching"}, {"id": "mai-20260917-0922-baseline|c139-m5|google-small|Valkey", "prompt": "c139-m5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Valkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Key-Value Stores (e.g., Redis, Valkey, DynamoDB):**"}, {"id": "mai-20260917-0922-baseline|c139-m5|google-small|DynamoDB", "prompt": "c139-m5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*Provisioned/Serverless (e.g., DynamoDB, Cosmos DB):* You pay per read/write request"}, {"id": "mai-20260917-0922-baseline|c139-m5|google-small|Cassandra", "prompt": "c139-m5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Wide-Column Stores (e.g., Cassandra, ScyllaDB):** Best for time-series data"}, {"id": "mai-20260917-0922-baseline|c139-m5|google-small|ScyllaDB", "prompt": "c139-m5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "ScyllaDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Wide-Column Stores (e.g., Cassandra, ScyllaDB):**"}, {"id": "mai-20260917-0922-baseline|c139-m5|google-small|Neo4j", "prompt": "c139-m5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Graph Databases (e.g., Neo4j, Amazon Neptune):**"}, {"id": "mai-20260917-0922-baseline|c139-m5|google-small|Amazon Neptune", "prompt": "c139-m5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Amazon Neptune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Graph Databases (e.g., Neo4j, Amazon Neptune):**"}, {"id": "mai-20260917-0922-baseline|c139-m5|google-small|MongoDB Atlas", "prompt": "c139-m5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Services like MongoDB Atlas, AWS DynamoDB, Azure Cosmos DB, or ScyllaDB Cloud handle the operational heavy lifting."}, {"id": "mai-20260917-0922-baseline|c139-m5|google-small|Azure Cosmos DB", "prompt": "c139-m5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Services like MongoDB Atlas, AWS DynamoDB, Azure Cosmos DB, or ScyllaDB Cloud handle the operational heavy lifting."}, {"id": "mai-20260917-0922-baseline|c139-m5|google-small|ScyllaDB Cloud", "prompt": "c139-m5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "ScyllaDB Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "or ScyllaDB Cloud handle the operational heavy lifting"}, {"id": "mai-20260917-0922-baseline|c139-m5|google-small|FoundationDB", "prompt": "c139-m5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "FoundationDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "look for databases that support strong consistency or ACID transactions (like MongoDB or FoundationDB)"}, {"id": "mai-20260917-0922-baseline|c139-m5|meta-small|Couchbase", "prompt": "c139-m5", "model": "meta-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "\"NoSQL Database Evaluation: A Hands-On Guide\" by Couchbase"}, {"id": "mai-20260917-0922-baseline|c139-m5|meta-small|MongoDB", "prompt": "c139-m5", "model": "meta-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "\"The Top 7 Considerations When Evaluating NoSQL Databases\" by MongoDB"}, {"id": "mai-20260917-0922-baseline|c139-m5|minimax-small|MongoDB", "prompt": "c139-m5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "managed NoSQL databases like **MongoDB Atlas**, **Amazon DynamoDB**, or **Azure Cosmos DB** are often good choices"}, {"id": "mai-20260917-0922-baseline|c139-m5|minimax-small|Couchbase", "prompt": "c139-m5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Document Stores**: MongoDB, Couchbase, Amazon DocumentDB."}, {"id": "mai-20260917-0922-baseline|c139-m5|minimax-small|Redis", "prompt": "c139-m5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "key-value store (e.g., Redis, Amazon DynamoDB)"}, {"id": "mai-20260917-0922-baseline|c139-m5|minimax-small|Amazon DynamoDB", "prompt": "c139-m5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "managed NoSQL databases like **MongoDB Atlas**, **Amazon DynamoDB**, or **Azure Cosmos DB** are often good choices"}, {"id": "mai-20260917-0922-baseline|c139-m5|minimax-small|Apache Cassandra", "prompt": "c139-m5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "Apache Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "column-family store (e.g., Apache Cassandra, HBase)"}, {"id": "mai-20260917-0922-baseline|c139-m5|minimax-small|HBase", "prompt": "c139-m5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "HBase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "column-family store (e.g., Apache Cassandra, HBase)"}, {"id": "mai-20260917-0922-baseline|c139-m5|minimax-small|Neo4j", "prompt": "c139-m5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "graph database (e.g., Neo4j)"}, {"id": "mai-20260917-0922-baseline|c139-m5|minimax-small|Azure Cosmos DB", "prompt": "c139-m5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "managed NoSQL databases like **MongoDB Atlas**, **Amazon DynamoDB**, or **Azure Cosmos DB** are often good choices"}, {"id": "mai-20260917-0922-baseline|c139-m5|minimax-small|Amazon DocumentDB", "prompt": "c139-m5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "Amazon DocumentDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Document Stores**: MongoDB, Couchbase, Amazon DocumentDB."}, {"id": "mai-20260917-0922-baseline|c139-m5|minimax-small|Memcached", "prompt": "c139-m5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "Memcached", "vendor_link": null, "label": "mention", "override": null, 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"weight": 1, "pos": 13, "ev": "**Graph Databases**: Neo4j, Amazon Neptune, ArangoDB."}, {"id": "mai-20260917-0922-baseline|c139-m5|mistral-small|MongoDB", "prompt": "c139-m5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "General-purpose app | MongoDB, Couchbase"}, {"id": "mai-20260917-0922-baseline|c139-m5|mistral-small|Couchbase", "prompt": "c139-m5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "General-purpose app | MongoDB, Couchbase"}, {"id": "mai-20260917-0922-baseline|c139-m5|mistral-small|Amazon DocumentDB", "prompt": "c139-m5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "Amazon DocumentDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "MongoDB, Couchbase, Amazon DocumentDB"}, {"id": "mai-20260917-0922-baseline|c139-m5|mistral-small|Redis", "prompt": "c139-m5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Real-time caching | Redis"}, {"id": "mai-20260917-0922-baseline|c139-m5|mistral-small|DynamoDB", "prompt": "c139-m5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Serverless apps | DynamoDB"}, {"id": "mai-20260917-0922-baseline|c139-m5|mistral-small|etcd", "prompt": "c139-m5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "etcd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Redis, DynamoDB, etcd"}, {"id": "mai-20260917-0922-baseline|c139-m5|mistral-small|Cassandra", "prompt": "c139-m5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "High-write analytics | Cassandra, ScyllaDB"}, {"id": "mai-20260917-0922-baseline|c139-m5|mistral-small|ScyllaDB", "prompt": "c139-m5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "ScyllaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "High-write analytics | Cassandra, ScyllaDB"}, {"id": "mai-20260917-0922-baseline|c139-m5|mistral-small|HBase", "prompt": "c139-m5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "HBase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cassandra, ScyllaDB, HBase"}, {"id": "mai-20260917-0922-baseline|c139-m5|mistral-small|Neo4j", "prompt": "c139-m5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Relationship-heavy data | Neo4j"}, {"id": "mai-20260917-0922-baseline|c139-m5|mistral-small|Amazon Neptune", "prompt": "c139-m5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "Amazon Neptune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Neo4j, Amazon Neptune, ArangoDB"}, {"id": "mai-20260917-0922-baseline|c139-m5|mistral-small|ArangoDB", "prompt": "c139-m5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "ArangoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Neo4j, Amazon Neptune, ArangoDB"}, {"id": "mai-20260917-0922-baseline|c139-m5|mistral-small|InfluxDB", "prompt": "c139-m5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "InfluxDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Time-series data | Cassandra, InfluxDB"}, {"id": "mai-20260917-0922-baseline|c139-m5|moonshot-small|MongoDB", "prompt": "c139-m5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB Atlas** | Best balance of flexible document model, mature managed service, strong query language, and largest talent pool."}, {"id": "mai-20260917-0922-baseline|c139-m5|moonshot-small|Couchbase", "prompt": "c139-m5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Couchbase Capella** | Strong SQL++ (N1QL) support, good for teams transitioning from relational."}, {"id": "mai-20260917-0922-baseline|c139-m5|moonshot-small|RavenDB", "prompt": "c139-m5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "RavenDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Modern document databases (MongoDB 4.0+, RavenDB) now offer multi-document ACID transactions."}, {"id": "mai-20260917-0922-baseline|c139-m5|moonshot-small|Redis", "prompt": "c139-m5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Redis Enterprise / Redis Cloud** | Unbeatable for low-latency, but pair it with a persistent DB for complex queries"}, {"id": "mai-20260917-0922-baseline|c139-m5|moonshot-small|DynamoDB", "prompt": "c139-m5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, 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"cat": "nosql-databases", "variant": "scale", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Graph | Relationship-heavy data (fraud, networks, recommendations) | Neo4j, Amazon Neptune"}, {"id": "mai-20260917-0922-baseline|c139-m5|moonshot-small|Amazon Neptune", "prompt": "c139-m5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "Amazon Neptune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Graph | ... | Neo4j, Amazon Neptune"}, {"id": "mai-20260917-0922-baseline|c139-m5|moonshot-small|Cosmos DB", "prompt": "c139-m5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cosmos DB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Proprietary APIs (e.g., DynamoDB, Cosmos DB) offer convenience but make migration hard."}, {"id": "mai-20260917-0922-baseline|c139-m5|moonshot-small|PostgreSQL with JSONB", "prompt": "c139-m5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "PostgreSQL with JSONB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Open-source options (MongoDB, PostgreSQL with JSONB if applicable) offer more portability."}, {"id": "mai-20260917-0922-baseline|c139-m5|xai-small|PostgreSQL with JSON support", "prompt": "c139-m5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "PostgreSQL with JSON support", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "confirm it's truly needed over RDBMS hybrids like PostgreSQL with JSON support"}, {"id": "mai-20260917-0922-baseline|c139-m5|xai-small|MongoDB", "prompt": "c139-m5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Popular for your size: Cloud-managed like Atlas/DynamoDB for low ops overhead."}, {"id": "mai-20260917-0922-baseline|c139-m5|xai-small|Redis", "prompt": "c139-m5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Redis (caching/low-latency)"}, {"id": "mai-20260917-0922-baseline|c139-m5|xai-small|DynamoDB", "prompt": "c139-m5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Popular for your size: Cloud-managed like Atlas/DynamoDB for low ops overhead."}, {"id": "mai-20260917-0922-baseline|c139-m5|xai-small|Cassandra", "prompt": "c139-m5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cassandra/Astra (write-heavy)"}, {"id": "mai-20260917-0922-baseline|c139-m5|xai-small|Neo4j", "prompt": "c139-m5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or graph (Neo4j) models against real data"}, {"id": "mai-20260917-0922-baseline|c139-m5|xai-small|Cosmos DB", "prompt": "c139-m5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cosmos DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Managed cloud service (e.g., DynamoDB, Cosmos DB, MongoDB Atlas)"}, {"id": "mai-20260917-0922-baseline|c139-m5|xai-small|Couchbase", "prompt": "c139-m5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Couchbase (SQL-like)"}, {"id": "mai-20260917-0922-baseline|c139-m5|zai-small|MongoDB", "prompt": "c139-m5", "model": "zai-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Document** (e.g., MongoDB) | Product catalogs, user profiles, content management"}, {"id": "mai-20260917-0922-baseline|c139-m5|zai-small|Redis", "prompt": "c139-m5", "model": "zai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Key\\u2011Value** (e.g., Redis, DynamoDB) | Session management, caching"}, {"id": "mai-20260917-0922-baseline|c139-m5|zai-small|DynamoDB", "prompt": "c139-m5", "model": "zai-small", "cat": "nosql-databases", "variant": "scale", "raw": "DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Key\\u2011Value** (e.g., Redis, DynamoDB)"}, {"id": "mai-20260917-0922-baseline|c139-m5|zai-small|Cassandra", "prompt": "c139-m5", "model": "zai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Wide\\u2011Column** (e.g., Cassandra, ScyllaDB)"}, {"id": "mai-20260917-0922-baseline|c139-m5|zai-small|ScyllaDB", "prompt": "c139-m5", "model": "zai-small", "cat": "nosql-databases", "variant": "scale", "raw": "ScyllaDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Wide\\u2011Column** (e.g., Cassandra, ScyllaDB)"}, {"id": "mai-20260917-0922-baseline|c139-m5|zai-small|Neo4j", "prompt": "c139-m5", "model": "zai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Graph** (e.g., Neo4j) | Social networks, recommendation engines"}, {"id": "mai-20260917-0922-baseline|c139-m6|alibaba-small|Apache Cassandra", "prompt": "c139-m6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Extreme Operational Complexity: Cassandra is notoriously difficult to tune."}, {"id": "mai-20260917-0922-baseline|c139-m6|alibaba-small|ScyllaDB", "prompt": "c139-m6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "ScyllaDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Apache Cassandra / ScyllaDB (Wide-Column Stores) ... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c139-m6|alibaba-small|MongoDB", "prompt": "c139-m6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Storage Bloat: MongoDB stores field names with every document ... It is known to be \"heavy.\""}, {"id": "mai-20260917-0922-baseline|c139-m6|alibaba-small|Redis", "prompt": "c139-m6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Do Not Use as Primary Database: Using Redis as a permanent database is dangerous."}, {"id": "mai-20260917-0922-baseline|c139-m6|alibaba-small|RethinkDB", "prompt": "c139-m6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "RethinkDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "RethinkDB was ... shut down by its creators in 2018 ... a warning to avoid hobbyist or early-stage NoSQL projects"}, {"id": "mai-20260917-0922-baseline|c139-m6|alibaba-small|Neo4j", "prompt": "c139-m6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Neo4j", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Hardware Hunger: Neo4j is resource-intensive. It requires significant JVM tuning"}, {"id": "mai-20260917-0922-baseline|c139-m6|alibaba-small|Pinecone", "prompt": "c139-m6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Immature Standards: The technology is moving very fast ... risk of being locked into proprietary APIs"}, {"id": "mai-20260917-0922-baseline|c139-m6|alibaba-small|Milvus", "prompt": "c139-m6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Vector Databases (e.g., Pinecone, Milvus) ... Why to be cautious: Immature Standards"}, {"id": "mai-20260917-0922-baseline|c139-m6|anthropic-small|HBase", "prompt": "c139-m6", "model": "anthropic-small", "cat": "nosql-databases", "variant": "negative", "raw": "HBase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "HBase has similar capabilities to Cassandra but is unable to cope with high loads... and is also the worst database in terms of robustness"}, {"id": "mai-20260917-0922-baseline|c139-m6|anthropic-small|OrientDB", "prompt": "c139-m6", "model": "anthropic-small", "cat": "nosql-databases", "variant": "negative", "raw": "OrientDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "OrientDB is the database with the lowest overall performance"}, {"id": "mai-20260917-0922-baseline|c139-m6|anthropic-small|Cassandra", "prompt": "c139-m6", "model": "anthropic-small", "cat": "nosql-databases", "variant": "negative", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious if your application requires strong read performance."}, {"id": "mai-20260917-0922-baseline|c139-m6|anthropic-small|MongoDB", "prompt": "c139-m6", "model": "anthropic-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It's not ideal for highly relational data without careful schema design."}, {"id": "mai-20260917-0922-baseline|c139-m6|deepseek-small|Apache HBase", "prompt": "c139-m6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache HBase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The databases most people should genuinely steer clear of today are the **legacy/complex ones (HBase, Riak)**"}, {"id": "mai-20260917-0922-baseline|c139-m6|deepseek-small|Riak", "prompt": "c139-m6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "Riak", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Effectively a legacy product now. Basho (its creator) shut down in 2017... Hard to justify picking it fresh."}, {"id": "mai-20260917-0922-baseline|c139-m6|deepseek-small|CouchDB", "prompt": "c139-m6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "CouchDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Weaker querying than MongoDB, poor in-place updates... other document stores are usually better fits."}, {"id": "mai-20260917-0922-baseline|c139-m6|deepseek-small|Cassandra", "prompt": "c139-m6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it's *extremely* easy to misuse... If you don't have a genuine write-heavy, massive-scale, multi-datacenter requirement, Cassandra is overkill."}, {"id": "mai-20260917-0922-baseline|c139-m6|deepseek-small|ScyllaDB", "prompt": "c139-m6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "ScyllaDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "### Cassandra (and ScyllaDB) ... **High operational complexity.**"}, {"id": "mai-20260917-0922-baseline|c139-m6|deepseek-small|MongoDB", "prompt": "c139-m6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Widely used, but worth *serious* caution for several reasons: **Data-loss history:**"}, {"id": "mai-20260917-0922-baseline|c139-m6|deepseek-small|Memcached", "prompt": "c139-m6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "Memcached", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "no persistence** — all data is lost on restart. Fine as a cache, dangerous if mistaken for a database."}, {"id": "mai-20260917-0922-baseline|c139-m6|deepseek-small|Redis", "prompt": "c139-m6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Redis is almost always the better choice if you need any persistence or data structures."}, {"id": "mai-20260917-0922-baseline|c139-m6|google-small|RethinkDB", "prompt": "c139-m6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "RethinkDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**RethinkDB (Avoid):** ... development has slowed to a crawl, and its community is virtually non-existent"}, {"id": "mai-20260917-0922-baseline|c139-m6|google-small|Apache HBase", "prompt": "c139-m6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache HBase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Apache HBase (Avoid for new projects):** ... maintaining a Hadoop/HBase stack is an operational nightmare"}, {"id": "mai-20260917-0922-baseline|c139-m6|google-small|Riak KV", "prompt": "c139-m6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Riak KV", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Riak KV (Avoid):** ... the community has largely evaporated"}, {"id": "mai-20260917-0922-baseline|c139-m6|google-small|Redis", "prompt": "c139-m6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Redis (Be Cautious of the Brand, look at Valkey):** ... changed its license ... \"source-available\" rather than open-source"}, {"id": "mai-20260917-0922-baseline|c139-m6|google-small|Valkey", "prompt": "c139-m6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Valkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For new projects, you should use **Valkey** or **Dragonfly** to avoid vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c139-m6|google-small|Dragonfly", "prompt": "c139-m6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Dragonfly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "you should use **Valkey** or **Dragonfly** to avoid vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c139-m6|google-small|MongoDB", "prompt": "c139-m6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**MongoDB (Be Cautious):** ... the SSPL requires you to open-source your entire backend infrastructure"}, {"id": "mai-20260917-0922-baseline|c139-m6|google-small|Apache Cassandra", "prompt": "c139-m6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**do not use it unless you have dedicated Cassandra DBAs**"}, {"id": "mai-20260917-0922-baseline|c139-m6|google-small|ScyllaDB", "prompt": "c139-m6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "ScyllaDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "ScyllaDB is a faster C++ rewrite of Cassandra, but it shares the exact same complex data modeling requirements"}, {"id": "mai-20260917-0922-baseline|c139-m6|google-small|Neo4j", "prompt": "c139-m6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Neo4j", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Graph Databases (e.g., Neo4j) (Be Cautious):** ... steep learning curves ... notoriously difficult and expensive to scale horizontally"}, {"id": "mai-20260917-0922-baseline|c139-m6|google-small|Amazon DynamoDB", "prompt": "c139-m6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "it is highly unforgiving of poor design ... will cause your AWS bill to skyrocket overnight"}, {"id": "mai-20260917-0922-baseline|c139-m6|google-small|Firebase Firestore / Google Cloud Datastore", "prompt": "c139-m6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Firebase Firestore / Google Cloud Datastore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Firestore can easily rack up a bill of tens of thousands of dollars in a single weekend"}, {"id": "mai-20260917-0922-baseline|c139-m6|google-small|PostgreSQL", "prompt": "c139-m6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "start with a relational database like PostgreSQL"}, {"id": "mai-20260917-0922-baseline|c139-m6|google-small|CockroachDB", "prompt": "c139-m6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "CockroachDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Distributed SQL (NewSQL) engines like CockroachDB and YugabyteDB offer the horizontal scalability of NoSQL"}, {"id": "mai-20260917-0922-baseline|c139-m6|google-small|YugabyteDB", "prompt": "c139-m6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "YugabyteDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "engines like CockroachDB and YugabyteDB offer the horizontal scalability of NoSQL with the familiar interface of SQL"}, {"id": "mai-20260917-0922-baseline|c139-m6|minimax-small|AngstromDB", "prompt": "c139-m6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "AngstromDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Abandoned/Deprecated Databases to Avoid ... **AngstromDB** (Abandoned, 2013)"}, {"id": "mai-20260917-0922-baseline|c139-m6|minimax-small|AnnaDB", "prompt": "c139-m6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "AnnaDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**AnnaDB** (Abandoned NoSQL, 2021)"}, {"id": "mai-20260917-0922-baseline|c139-m6|minimax-small|AnnDB", "prompt": "c139-m6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "AnnDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**AnnDB** (Abandoned Nearest Neighbor, 2020)"}, {"id": "mai-20260917-0922-baseline|c139-m6|minimax-small|AnuDB Serverless", "prompt": "c139-m6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "AnuDB Serverless", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**AnuDB Serverless** (Abandoned NoSQL, 2025)"}, {"id": "mai-20260917-0922-baseline|c139-m6|minimax-small|CurioDB", "prompt": "c139-m6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "CurioDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**CurioDB** (Abandoned NoSQL, 2015)"}, {"id": "mai-20260917-0922-baseline|c139-m6|minimax-small|BoltDB", "prompt": "c139-m6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "BoltDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**BoltDB** (Abandoned, 2013)"}, {"id": "mai-20260917-0922-baseline|c139-m6|minimax-small|Blueflood", "prompt": "c139-m6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "Blueflood", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Blueflood** (Time-Series Abandoned, 2013)"}, {"id": "mai-20260917-0922-baseline|c139-m6|minimax-small|Arakoon", "prompt": "c139-m6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "Arakoon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Arakoon** (Abandoned, 2010)"}, {"id": "mai-20260917-0922-baseline|c139-m6|minimax-small|BigchainDB", "prompt": "c139-m6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "BigchainDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**BigchainDB** (Abandoned Blockchain, 2015)"}, {"id": "mai-20260917-0922-baseline|c139-m6|mistral-small|Cassandra", "prompt": "c139-m6", "model": "mistral-small", "cat": "nosql-databases", "variant": "negative", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While highly scalable, it defaults to eventual consistency, which can cause issues for applications requiring strong consistency"}, {"id": "mai-20260917-0922-baseline|c139-m6|mistral-small|DynamoDB", "prompt": "c139-m6", "model": "mistral-small", "cat": "nosql-databases", "variant": "negative", "raw": "DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Misconfigurations can lead to data inconsistencies in critical applications."}, {"id": "mai-20260917-0922-baseline|c139-m6|mistral-small|MongoDB", "prompt": "c139-m6", "model": "mistral-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Often criticized for poor performance on complex joins and aggregations."}, {"id": "mai-20260917-0922-baseline|c139-m6|mistral-small|Couchbase", "prompt": "c139-m6", "model": "mistral-small", "cat": "nosql-databases", "variant": "negative", "raw": "Couchbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it can struggle with complex queries and joins, making it less ideal for OLAP"}, {"id": "mai-20260917-0922-baseline|c139-m6|mistral-small|Redis (as a primary database)", "prompt": "c139-m6", "model": "mistral-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis (as a primary database)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Using it as a primary database can lead to data loss if not properly managed."}, {"id": "mai-20260917-0922-baseline|c139-m6|mistral-small|HBase", "prompt": "c139-m6", "model": "mistral-small", "cat": "nosql-databases", "variant": "negative", "raw": "HBase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Requires significant operational expertise ... can be overkill for smaller projects"}, {"id": "mai-20260917-0922-baseline|c139-m6|mistral-small|Riak", "prompt": "c139-m6", "model": "mistral-small", "cat": "nosql-databases", "variant": "negative", "raw": "Riak", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Riak’s adoption has declined, leading to reduced community support and fewer updates."}, {"id": "mai-20260917-0922-baseline|c139-m6|moonshot-small|FaunaDB", "prompt": "c139-m6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "FaunaDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Dead/dying services** (FaunaDB, RedisGraph, QLDB) | **Avoid entirely**"}, {"id": "mai-20260917-0922-baseline|c139-m6|moonshot-small|RedisGraph", "prompt": "c139-m6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "RedisGraph", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Redis discontinued the graph module. Support ended January 31, 2025."}, {"id": "mai-20260917-0922-baseline|c139-m6|moonshot-small|Amazon QLDB", "prompt": "c139-m6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "Amazon QLDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Discontinued by AWS** | No new signups allowed"}, {"id": "mai-20260917-0922-baseline|c139-m6|moonshot-small|AnnaDB", "prompt": "c139-m6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "AnnaDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Databases like AnnaDB, AngstromDB, and others listed in database directories as \"Abandoned\" lack security patches"}, {"id": "mai-20260917-0922-baseline|c139-m6|moonshot-small|AngstromDB", "prompt": "c139-m6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "AngstromDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Databases like AnnaDB, AngstromDB, and others listed in database directories as \"Abandoned\""}, {"id": "mai-20260917-0922-baseline|c139-m6|moonshot-small|Apache Cassandra", "prompt": "c139-m6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid unless you have dedicated operations expertise"}, {"id": "mai-20260917-0922-baseline|c139-m6|moonshot-small|MongoDB", "prompt": "c139-m6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Use cautiously; verify durability settings; not ideal for strict transactional needs"}, {"id": "mai-20260917-0922-baseline|c139-m6|moonshot-small|Redis", "prompt": "c139-m6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Avoid as primary durable database; excellent for caching only"}, {"id": "mai-20260917-0922-baseline|c139-m6|moonshot-small|Google Bigtable", "prompt": "c139-m6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "Google Bigtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "even Google Bigtable added SQL support in 2024"}, {"id": "mai-20260917-0922-baseline|c139-m6|openai-small|DynamoDB", "prompt": "c139-m6", "model": "openai-small", "cat": "nosql-databases", "variant": "negative", "raw": "DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Eventually consistent multi-region systems — including common deployment modes of DynamoDB global tables... you need to be very comfortable with replication lag and conflict resolution behavior."}, {"id": "mai-20260917-0922-baseline|c139-m6|openai-small|Redis", "prompt": "c139-m6", "model": "openai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Redis can be excellent as a cache or fast store, but you should be careful if you need durable, always-on primary storage"}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|MongoDB", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequent production stories of slow queries, memory leaks, long restarts at scale (e.g., 4TB+ clusters), shard key hotspots. Security exploits in older versions."}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|Cassandra", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Steep ops curve; compaction storms, schema rigidity, tunable consistency headaches. No native joins/ACID."}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|Redis", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "In-memory = data loss on crash without AOF/RDB persistence. Single-threaded limits CPU use; clustering complex."}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|Couchbase", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Couchbase (better perf), PostgreSQL JSONB (ACID + SQL)."}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|Neo4j", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Neo4j for graphs"}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|CouchDB", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "CouchDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Dated; security weaknesses (e.g., weak auth), replication lags. Less active dev."}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|PostgreSQL JSONB", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "PostgreSQL JSONB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "PostgreSQL JSONB (ACID + SQL)"}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|ScyllaDB", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "ScyllaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ScyllaDB (faster drop-in), DynamoDB (managed)."}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|DynamoDB", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Prefer managed: AWS DynamoDB, Google Firestore, Azure Cosmos DB—handle ops/security."}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|Dragonfly", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Dragonfly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Dragonfly (faster), Memcached (pure cache), KeyDB."}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|Memcached", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Memcached", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Memcached (pure cache)"}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|KeyDB", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "KeyDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Dragonfly (faster), Memcached (pure cache), KeyDB."}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|PouchDB", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "PouchDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "PouchDB (client-side companion), MongoDB."}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|Hypertable", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Hypertable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Abandoned/deprecated projects (per DBDB.io): e.g., Hypertable, Riak (core stalled), Voldemort"}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|Riak", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Riak", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Riak (core stalled) ... No updates = unpatched vulns, no support."}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|Voldemort", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Voldemort", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "Abandoned/deprecated projects ... Voldemort"}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|MemcacheDB", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "MemcacheDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 17, "ev": "Abandoned/deprecated projects ... MemcacheDB"}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|BigchainDB", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "BigchainDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 18, "ev": "Abandoned/deprecated projects ... BigchainDB"}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|BoltDB", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "BoltDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 19, "ev": "Abandoned/deprecated projects ... BoltDB. No updates = unpatched vulns, no support."}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|Actian NoSQL", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Actian NoSQL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 20, "ev": "Low-popularity/niche ones: Anything outside DB-Engines top 20 (e.g., Actian NoSQL, Oracle NoSQL at ~rank 80+) lacks community, tooling, and talent pool."}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|Oracle NoSQL", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Oracle NoSQL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 21, "ev": "e.g., Actian NoSQL, Oracle NoSQL at ~rank 80+) lacks community, tooling, and talent pool."}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|Google Firestore", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Google Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 22, "ev": "Prefer managed: AWS DynamoDB, Google Firestore, Azure Cosmos DB"}, {"id": "mai-20260917-0922-baseline|c139-m6|xai-small|Azure Cosmos DB", "prompt": "c139-m6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 23, "ev": "Prefer managed: AWS DynamoDB, Google Firestore, Azure Cosmos DB—handle ops/security."}, {"id": "mai-20260917-0922-baseline|c139-m6|zai-small|Redis", "prompt": "c139-m6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Risk Level: Critical ... **Do not expose Redis to the internet.**"}, {"id": "mai-20260917-0922-baseline|c139-m6|zai-small|MongoDB", "prompt": "c139-m6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Risk Level: High\nMongoDB has been the target of massive automated botnets in the past due to its default insecure settings."}, {"id": "mai-20260917-0922-baseline|c139-m6|zai-small|CouchDB", "prompt": "c139-m6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "CouchDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Risk Level: High\nCouchDB is an HTTP-based document database that has faced specific security audit failures."}, {"id": "mai-20260917-0922-baseline|c139-m6|zai-small|Elasticsearch", "prompt": "c139-m6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Elasticsearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Risk Level: Medium-High\nElasticsearch is often used for search capabilities but is frequently misconfigured."}, {"id": "mai-20260917-0922-baseline|c139-m6|zai-small|Couchbase", "prompt": "c139-m6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Couchbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Risk Level: Medium\nCouchbase generally has better security than MongoDB or Redis, but it still suffers from common \"Insecure Defaults.\""}, {"id": "mai-20260917-0922-baseline|c139-s1|alibaba-small|MongoDB", "prompt": "c139-s1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB** is widely considered the best all-around choice"}, {"id": "mai-20260917-0922-baseline|c139-s1|alibaba-small|Google Cloud Firestore (or Firebase)", "prompt": "c139-s1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "Google Cloud Firestore (or Firebase)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your goal is to launch an MVP ... incredibly fast, Firestore is a top contender."}, {"id": "mai-20260917-0922-baseline|c139-s1|alibaba-small|Amazon DynamoDB", "prompt": "c139-s1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your B2B company runs strictly on AWS, DynamoDB is a powerful managed Key-Value store."}, {"id": "mai-20260917-0922-baseline|c139-s1|alibaba-small|Neo4j", "prompt": "c139-s1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Neo4j is a Graph Database ... this is the king."}, {"id": "mai-20260917-0922-baseline|c139-s1|alibaba-small|PostgreSQL", "prompt": "c139-s1", "model": "alibaba-small", "cat": "nosql-databases", "variant": "direct", "raw": "PostgreSQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "many modern B2B companies are choosing **PostgreSQL** (SQL) simply because it supports `JSONB` columns"}, {"id": "mai-20260917-0922-baseline|c139-s1|anthropic-small|MongoDB", "prompt": "c139-s1", "model": "anthropic-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **MongoDB** or **PostgreSQL with JSONB** unless you have specific reasons to choose otherwise."}, {"id": "mai-20260917-0922-baseline|c139-s1|anthropic-small|Firebase/Firestore", "prompt": "c139-s1", "model": "anthropic-small", "cat": "nosql-databases", "variant": "direct", "raw": "Firebase/Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent if you want minimal backend infrastructure"}, {"id": "mai-20260917-0922-baseline|c139-s1|anthropic-small|DynamoDB", "prompt": "c139-s1", "model": "anthropic-small", "cat": "nosql-databases", "variant": "direct", "raw": "DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steeper learning curve for query patterns"}, {"id": "mai-20260917-0922-baseline|c139-s1|anthropic-small|PostgreSQL with JSONB", "prompt": "c139-s1", "model": "anthropic-small", "cat": "nosql-databases", "variant": "direct", "raw": "PostgreSQL with JSONB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with **MongoDB** or **PostgreSQL with JSONB** unless you have specific reasons to choose otherwise."}, {"id": "mai-20260917-0922-baseline|c139-s1|challenger-small|MongoDB", "prompt": "c139-s1", "model": "challenger-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default NoSQL choice is usually **MongoDB**"}, {"id": "mai-20260917-0922-baseline|c139-s1|challenger-small|Redis", "prompt": "c139-s1", "model": "challenger-small", "cat": "nosql-databases", "variant": "direct", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your main need is *caching, sessions, queues, or very low-latency key-value access*"}, {"id": "mai-20260917-0922-baseline|c139-s1|challenger-small|Amazon DynamoDB", "prompt": "c139-s1", "model": "challenger-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a fully managed cloud service and expect high scale"}, {"id": "mai-20260917-0922-baseline|c139-s1|challenger-small|RavenDB", "prompt": "c139-s1", "model": "challenger-small", "cat": "nosql-databases", "variant": "direct", "raw": "RavenDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong SMB-oriented option if you want built-in indexing and document features"}, {"id": "mai-20260917-0922-baseline|c139-s1|challenger-small|MongoDB Atlas", "prompt": "c139-s1", "model": "challenger-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "I would choose **MongoDB Atlas** if you want the safest all-around fit"}, {"id": "mai-20260917-0922-baseline|c139-s1|deepseek-small|PostgreSQL", "prompt": "c139-s1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Start with PostgreSQL unless you have a specific NoSQL need."}, {"id": "mai-20260917-0922-baseline|c139-s1|deepseek-small|MongoDB", "prompt": "c139-s1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "MongoDB is the safest general-purpose pick for a small team"}, {"id": "mai-20260917-0922-baseline|c139-s1|deepseek-small|Amazon DynamoDB", "prompt": "c139-s1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid locking into a managed/proprietary store like DynamoDB unless you're committed to AWS, because migrating off it is painful."}, {"id": "mai-20260917-0922-baseline|c139-s1|deepseek-small|Couchbase", "prompt": "c139-s1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "good if you need the closest thing to SQL querying on a document store plus caching, but it's heavier to operate"}, {"id": "mai-20260917-0922-baseline|c139-s1|deepseek-small|CouchDB", "prompt": "c139-s1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "CouchDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Couchbase / CouchDB / Firebase / restdb.io — niche picks"}, {"id": "mai-20260917-0922-baseline|c139-s1|deepseek-small|Firebase", "prompt": "c139-s1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "Firebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "quick, hosted, zero-ops DBaaS options if you want something simple"}, {"id": "mai-20260917-0922-baseline|c139-s1|deepseek-small|restdb.io", "prompt": "c139-s1", "model": "deepseek-small", "cat": "nosql-databases", "variant": "direct", "raw": "restdb.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "restdb.io / Firebase: quick, hosted, zero-ops DBaaS options"}, {"id": "mai-20260917-0922-baseline|c139-s1|google-small|MongoDB Atlas", "prompt": "c139-s1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB Atlas (The General-Purpose Champion)... the most popular document-based NoSQL database"}, {"id": "mai-20260917-0922-baseline|c139-s1|google-small|Amazon DynamoDB", "prompt": "c139-s1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Amazon DynamoDB (The Low-Cost, Zero-Maintenance Pick)"}, {"id": "mai-20260917-0922-baseline|c139-s1|google-small|Google Cloud Firestore / Firebase", "prompt": "c139-s1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "Google Cloud Firestore / Firebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google Cloud Firestore / Firebase (The Rapid MVP Pick)"}, {"id": "mai-20260917-0922-baseline|c139-s1|google-small|PostgreSQL", "prompt": "c139-s1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "PostgreSQL is often the actual \"best\" starting database for small B2B companies"}, {"id": "mai-20260917-0922-baseline|c139-s1|google-small|Supabase", "prompt": "c139-s1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "Supabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern managed Postgres providers (like Supabase or Neon)"}, {"id": "mai-20260917-0922-baseline|c139-s1|google-small|Neon", "prompt": "c139-s1", "model": "google-small", "cat": "nosql-databases", "variant": "direct", "raw": "Neon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modern managed Postgres providers (like Supabase or Neon)"}, {"id": "mai-20260917-0922-baseline|c139-s1|meta-small|restdb.io", "prompt": "c139-s1", "model": "meta-small", "cat": "nosql-databases", "variant": "direct", "raw": "restdb.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "restdb.io - a simple NoSQL database backend as a service (DBaaS)"}, {"id": "mai-20260917-0922-baseline|c139-s1|meta-small|MongoDB", "prompt": "c139-s1", "model": "meta-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "MongoDB - a popular choice among start-ups due to its ease of scaling and large active community"}, {"id": "mai-20260917-0922-baseline|c139-s1|meta-small|Amazon DynamoDB", "prompt": "c139-s1", "model": "meta-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Amazon DynamoDB - considered one of the best document databases"}, {"id": "mai-20260917-0922-baseline|c139-s1|meta-small|Amazon Neptune", "prompt": "c139-s1", "model": "meta-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon Neptune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Amazon Neptune - considered one of the best graph databases"}, {"id": "mai-20260917-0922-baseline|c139-s1|minimax-small|MongoDB", "prompt": "c139-s1", "model": "minimax-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB** (Most Recommended)"}, {"id": "mai-20260917-0922-baseline|c139-s1|minimax-small|RavenDB", "prompt": "c139-s1", "model": "minimax-small", "cat": "nosql-databases", "variant": "direct", "raw": "RavenDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**RavenDB** if transactions and data integrity are critical"}, {"id": "mai-20260917-0922-baseline|c139-s1|minimax-small|Firebase (Firestore)", "prompt": "c139-s1", "model": "minimax-small", "cat": "nosql-databases", "variant": "direct", "raw": "Firebase (Firestore)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very easy to get started, excellent for rapid development, strong real-time capabilities"}, {"id": "mai-20260917-0922-baseline|c139-s1|minimax-small|DynamoDB", "prompt": "c139-s1", "model": "minimax-small", "cat": "nosql-databases", "variant": "direct", "raw": "DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**DynamoDB** (AWS): Good if you're already in AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c139-s1|minimax-small|Couchbase", "prompt": "c139-s1", "model": "minimax-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Couchbase**: Good for caching and real-time analytics"}, {"id": "mai-20260917-0922-baseline|c139-s1|minimax-small|CockroachDB", "prompt": "c139-s1", "model": "minimax-small", "cat": "nosql-databases", "variant": "direct", "raw": "CockroachDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**CockroachDB**: If you need distributed SQL with NoSQL scalability"}, {"id": "mai-20260917-0922-baseline|c139-s1|mistral-small|MongoDB", "prompt": "c139-s1", "model": "mistral-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB** is often recommended as a top choice"}, {"id": "mai-20260917-0922-baseline|c139-s1|mistral-small|restdb.io", "prompt": "c139-s1", "model": "mistral-small", "cat": "nosql-databases", "variant": "direct", "raw": "restdb.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options like **restdb.io** (a simple NoSQL backend as a service) ... are also worth considering"}, {"id": "mai-20260917-0922-baseline|c139-s1|mistral-small|Firebase", "prompt": "c139-s1", "model": "mistral-small", "cat": "nosql-databases", "variant": "direct", "raw": "Firebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Firebase** (for real-time applications) are also worth considering"}, {"id": "mai-20260917-0922-baseline|c139-s1|moonshot-small|MongoDB Atlas", "prompt": "c139-s1", "model": "moonshot-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**MongoDB Atlas** remains the safer choice if you prioritize ecosystem size and hiring flexibility."}, {"id": "mai-20260917-0922-baseline|c139-s1|moonshot-small|RavenDB", "prompt": "c139-s1", "model": "moonshot-small", "cat": "nosql-databases", "variant": "direct", "raw": "RavenDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **RavenDB** offers the best balance of features, ease of use, and ACID compliance"}, {"id": "mai-20260917-0922-baseline|c139-s1|moonshot-small|PostgreSQL with JSONB", "prompt": "c139-s1", "model": "moonshot-small", "cat": "nosql-databases", "variant": "direct", "raw": "PostgreSQL with JSONB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "While technically not NoSQL, PostgreSQL's JSONB support lets you store document-like data while maintaining relational capabilities."}, {"id": "mai-20260917-0922-baseline|c139-s1|openai-small|MongoDB Atlas", "prompt": "c139-s1", "model": "openai-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best general-purpose NoSQL choice is usually **MongoDB Atlas**"}, {"id": "mai-20260917-0922-baseline|c139-s1|openai-small|Amazon DynamoDB", "prompt": "c139-s1", "model": "openai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon DynamoDB** if you are **all-in on AWS**, need extremely predictable scale"}, {"id": "mai-20260917-0922-baseline|c139-s1|openai-small|Couchbase", "prompt": "c139-s1", "model": "openai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Couchbase** if you have stronger needs around **multicloud**, **mobile/edge sync**"}, {"id": "mai-20260917-0922-baseline|c139-s1|xai-small|MongoDB (especially MongoDB Atlas)", "prompt": "c139-s1", "model": "xai-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB (especially MongoDB Atlas)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB (especially MongoDB Atlas) stands out as the top recommendation for most small B2B setups"}, {"id": "mai-20260917-0922-baseline|c139-s1|xai-small|Amazon DynamoDB", "prompt": "c139-s1", "model": "xai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Budget-tight, serverless?** DynamoDB (if on AWS) or Firestore."}, {"id": "mai-20260917-0922-baseline|c139-s1|xai-small|Firebase Firestore", "prompt": "c139-s1", "model": "xai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Firebase Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Real-time web/mobile B2B (e.g., dashboards) | Real-time sync, offline support, easy integration"}, {"id": "mai-20260917-0922-baseline|c139-s1|xai-small|Apache Cassandra", "prompt": "c139-s1", "model": "xai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**High writes/scale?** Cassandra."}, {"id": "mai-20260917-0922-baseline|c139-s1|xai-small|ScyllaDB", "prompt": "c139-s1", "model": "xai-small", "cat": "nosql-databases", "variant": "direct", "raw": "ScyllaDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Apache Cassandra** (or ScyllaDB) | Write-heavy"}, {"id": "mai-20260917-0922-baseline|c139-s1|xai-small|Redis", "prompt": "c139-s1", "model": "xai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need speed/caching?** Redis."}, {"id": "mai-20260917-0922-baseline|c139-s1|zai-small|MongoDB Atlas", "prompt": "c139-s1", "model": "zai-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB Atlas — Best Overall for Small B2B"}, {"id": "mai-20260917-0922-baseline|c139-s1|zai-small|Google Firestore", "prompt": "c139-s1", "model": "zai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Google Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Google Firestore — Best for Real-Time & Mobile-First Apps"}, {"id": "mai-20260917-0922-baseline|c139-s1|zai-small|Amazon DynamoDB", "prompt": "c139-s1", "model": "zai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you’re on AWS and want serverless with minimal ops: Choose **DynamoDB**"}, {"id": "mai-20260917-0922-baseline|c139-s1|zai-small|Azure Cosmos DB", "prompt": "c139-s1", "model": "zai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Multi-Model & Global Deployments"}, {"id": "mai-20260917-0922-baseline|c139-s1|zai-small|Redis Enterprise", "prompt": "c139-s1", "model": "zai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Redis Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need caching or real-time analytics: Consider **Redis Enterprise**"}, {"id": "mai-20260917-0922-baseline|c139-s1|zai-small|MongoDB Community", "prompt": "c139-s1", "model": "zai-small", "cat": "nosql-databases", "variant": "direct", "raw": "MongoDB Community", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Self-managed (optional) → MongoDB Community, Couchbase, Redis."}, {"id": "mai-20260917-0922-baseline|c139-s1|zai-small|Couchbase", "prompt": "c139-s1", "model": "zai-small", "cat": "nosql-databases", "variant": "direct", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Self-managed (optional) → MongoDB Community, Couchbase, Redis."}, {"id": "mai-20260917-0922-baseline|c139-s2|alibaba-small|MongoDB Atlas", "prompt": "c139-s2", "model": "alibaba-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **MongoDB Atlas** if you are building a custom solution from scratch."}, {"id": "mai-20260917-0922-baseline|c139-s2|alibaba-small|AWS DynamoDB", "prompt": "c139-s2", "model": "alibaba-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "AWS DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Downside:** It has a steeper learning curve than MongoDB"}, {"id": "mai-20260917-0922-baseline|c139-s2|alibaba-small|Firebase (Google)", "prompt": "c139-s2", "model": "alibaba-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Firebase (Google)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Note:** Be aware of \"Vendor Lock-in.\""}, {"id": "mai-20260917-0922-baseline|c139-s2|alibaba-small|Supabase (PostgreSQL)", "prompt": "c139-s2", "model": "alibaba-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Supabase (PostgreSQL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "this is often the smarter long-term choice** than pure NoSQL"}, {"id": "mai-20260917-0922-baseline|c139-s2|anthropic-small|MongoDB", "prompt": "c139-s2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **MongoDB or Firestore**"}, {"id": "mai-20260917-0922-baseline|c139-s2|anthropic-small|Firebase/Firestore", "prompt": "c139-s2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Firebase/Firestore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd lean toward **MongoDB or Firestore**"}, {"id": "mai-20260917-0922-baseline|c139-s2|anthropic-small|CouchDB", "prompt": "c139-s2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "CouchDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good for offline-first applications and replication"}, {"id": "mai-20260917-0922-baseline|c139-s2|anthropic-small|Redis", "prompt": "c139-s2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you prioritize speed and have simpler, predictable data → Redis or DynamoDB"}, {"id": "mai-20260917-0922-baseline|c139-s2|anthropic-small|DynamoDB", "prompt": "c139-s2", "model": "anthropic-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great if you're already in the AWS ecosystem; handles variable workloads well and scales automatically"}, {"id": "mai-20260917-0922-baseline|c139-s2|challenger-small|MongoDB Atlas", "prompt": "c139-s2", "model": "challenger-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would generally recommend **MongoDB Atlas** as the safest default choice for a document database"}, {"id": "mai-20260917-0922-baseline|c139-s2|challenger-small|Amazon DynamoDB", "prompt": "c139-s2", "model": "challenger-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon DynamoDB** if you want a more ops-light key-value style service with very high managed availability"}, {"id": "mai-20260917-0922-baseline|c139-s2|challenger-small|Google Cloud Firestore", "prompt": "c139-s2", "model": "challenger-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Google Cloud Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Firestore** if you are building a small cloud-native app and value fast self-serve setup"}, {"id": "mai-20260917-0922-baseline|c139-s2|deepseek-small|MongoDB Atlas", "prompt": "c139-s2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB Atlas — Best overall for most small B2B businesses. This is my first choice for a typical B2B company."}, {"id": "mai-20260917-0922-baseline|c139-s2|deepseek-small|Amazon DynamoDB", "prompt": "c139-s2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're already on AWS and need scale ... more constraining for complex B2B relationships. Plus it locks you into AWS."}, {"id": "mai-20260917-0922-baseline|c139-s2|deepseek-small|Firebase Firestore (Google)", "prompt": "c139-s2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Firebase Firestore (Google)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for simple apps with real-time needs ... less suited to complex relational B2B data"}, {"id": "mai-20260917-0922-baseline|c139-s2|deepseek-small|Self-hosted MongoDB", "prompt": "c139-s2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Self-hosted MongoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prefer an open-source/self-hostable path with no lock-in | **Self-hosted MongoDB**"}, {"id": "mai-20260917-0922-baseline|c139-s2|deepseek-small|Supabase", "prompt": "c139-s2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Supabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you might even consider a managed relational option like **Supabase** (Postgres)"}, {"id": "mai-20260917-0922-baseline|c139-s2|deepseek-small|Airtable", "prompt": "c139-s2", "model": "deepseek-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Airtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or even **Airtable** if you want a zero-code approach"}, {"id": "mai-20260917-0922-baseline|c139-s2|google-small|MongoDB Atlas", "prompt": "c139-s2", "model": "google-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Document Database: **MongoDB Atlas**"}, {"id": "mai-20260917-0922-baseline|c139-s2|google-small|Amazon DynamoDB", "prompt": "c139-s2", "model": "google-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Zero-Maintenance\" Key-Value & Document DB: **Amazon DynamoDB**"}, {"id": "mai-20260917-0922-baseline|c139-s2|google-small|Google Cloud Firestore", "prompt": "c139-s2", "model": "google-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Google Cloud Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Real-Time Collaborative Apps: **Google Cloud Firestore**"}, {"id": "mai-20260917-0922-baseline|c139-s2|meta-small|MongoDB", "prompt": "c139-s2", "model": "meta-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB - a document-based NoSQL database that allows for flexible schemas and is suitable for SaaS backends with evolving data."}, {"id": "mai-20260917-0922-baseline|c139-s2|meta-small|Amazon DynamoDB", "prompt": "c139-s2", "model": "meta-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a managed key-value database that is serverless and has single-digit millisecond latency on AWS"}, {"id": "mai-20260917-0922-baseline|c139-s2|meta-small|Azure Cosmos DB", "prompt": "c139-s2", "model": "meta-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a multi-model database that is suitable for global apps and has tunable consistency"}, {"id": "mai-20260917-0922-baseline|c139-s2|meta-small|Redis Enterprise", "prompt": "c139-s2", "model": "meta-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "an in-memory key-value database that is built for sessions, caching, and real-time state"}, {"id": "mai-20260917-0922-baseline|c139-s2|meta-small|Apache Cassandra", "prompt": "c139-s2", "model": "meta-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Apache Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a distributed wide-column database that is masterless and write-heavy at any scale"}, {"id": "mai-20260917-0922-baseline|c139-s2|meta-small|Neo4j", "prompt": "c139-s2", "model": "meta-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a graph database that is suitable for recommendations, fraud, and connected data"}, {"id": "mai-20260917-0922-baseline|c139-s2|minimax-small|MongoDB Atlas", "prompt": "c139-s2", "model": "minimax-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **MongoDB Atlas** as the top choice for a document database service"}, {"id": "mai-20260917-0922-baseline|c139-s2|minimax-small|Amazon DynamoDB", "prompt": "c139-s2", "model": "minimax-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong options include **Amazon DynamoDB** (if you need key-value and document support with high scalability)"}, {"id": "mai-20260917-0922-baseline|c139-s2|minimax-small|Google Cloud Firestore", "prompt": "c139-s2", "model": "minimax-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Google Cloud Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud Firestore** (if you prefer the Google Cloud ecosystem)"}, {"id": "mai-20260917-0922-baseline|c139-s2|mistral-small|MongoDB Atlas", "prompt": "c139-s2", "model": "mistral-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is highly recommended for small businesses due to its flexibility, strong community support, and managed cloud service"}, {"id": "mai-20260917-0922-baseline|c139-s2|mistral-small|Google Cloud Firestore", "prompt": "c139-s2", "model": "mistral-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Google Cloud Firestore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B businesses, **MongoDB Atlas** or **Google Cloud Firestore** are the best document database choices"}, {"id": "mai-20260917-0922-baseline|c139-s2|mistral-small|Amazon DynamoDB", "prompt": "c139-s2", "model": "mistral-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon DynamoDB** or **Valkey** are top picks for key-value databases"}, {"id": "mai-20260917-0922-baseline|c139-s2|mistral-small|Valkey", "prompt": "c139-s2", "model": "mistral-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Valkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a high-performance, open-source key-value store that's great for caching, session management, and real-time features"}, {"id": "mai-20260917-0922-baseline|c139-s2|mistral-small|Couchbase", "prompt": "c139-s2", "model": "mistral-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "is another option, offering a distributed key-value store with strong performance and scalability"}, {"id": "mai-20260917-0922-baseline|c139-s2|moonshot-small|MongoDB Atlas", "prompt": "c139-s2", "model": "moonshot-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: MongoDB Atlas"}, {"id": "mai-20260917-0922-baseline|c139-s2|moonshot-small|Supabase", "prompt": "c139-s2", "model": "moonshot-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Supabase"}, {"id": "mai-20260917-0922-baseline|c139-s2|moonshot-small|Amazon DynamoDB", "prompt": "c139-s2", "model": "moonshot-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caveat:** More complex pricing and AWS vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c139-s2|openai-small|MongoDB Atlas", "prompt": "c139-s2", "model": "openai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd **usually recommend MongoDB Atlas** as the default choice"}, {"id": "mai-20260917-0922-baseline|c139-s2|openai-small|Amazon DynamoDB", "prompt": "c139-s2", "model": "openai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon DynamoDB** is often the better fit"}, {"id": "mai-20260917-0922-baseline|c139-s2|openai-small|Cloud Firestore", "prompt": "c139-s2", "model": "openai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Cloud Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cloud Firestore** is worth a look"}, {"id": "mai-20260917-0922-baseline|c139-s2|xai-small|MongoDB Atlas", "prompt": "c139-s2", "model": "xai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend a managed **document database** like **MongoDB Atlas** over a pure key-value store."}, {"id": "mai-20260917-0922-baseline|c139-s2|xai-small|Google Cloud Firestore", "prompt": "c139-s2", "model": "xai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Google Cloud Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Google Cloud Firestore | Real-time sync (e.g., dashboards)"}, {"id": "mai-20260917-0922-baseline|c139-s2|xai-small|RavenDB Cloud", "prompt": "c139-s2", "model": "xai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "RavenDB Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "RavenDB Cloud | ACID transactions ... Strong consistency if needed."}, {"id": "mai-20260917-0922-baseline|c139-s2|xai-small|Amazon DynamoDB", "prompt": "c139-s2", "model": "xai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Amazon DynamoDB | Simple, serverless lookups ... If data is truly flat/simple; AWS tie-in."}, {"id": "mai-20260917-0922-baseline|c139-s2|xai-small|Redis (via Upstash/AWS ElastiCache)", "prompt": "c139-s2", "model": "xai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis (via Upstash/AWS ElastiCache)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Ultra-fast but not for core business data."}, {"id": "mai-20260917-0922-baseline|c139-s2|zai-small|MongoDB", "prompt": "c139-s2", "model": "zai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **MongoDB** (document database) as your primary choice"}, {"id": "mai-20260917-0922-baseline|c139-s2|zai-small|Redis", "prompt": "c139-s2", "model": "zai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Redis** (key-value database) as a complementary option for specific use cases"}, {"id": "mai-20260917-0922-baseline|c139-s2|zai-small|AWS DynamoDB", "prompt": "c139-s2", "model": "zai-small", "cat": "nosql-databases", "variant": "paraphrase", "raw": "AWS DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alternative: AWS DynamoDB** If you're already on AWS, DynamoDB offers managed key-value database"}, {"id": "mai-20260917-0922-baseline|c139-s3|alibaba-small|MongoDB", "prompt": "c139-s3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with MongoDB Atlas** if you are building a general-purpose web app. It gives you the best balance of flexibility and control."}, {"id": "mai-20260917-0922-baseline|c139-s3|alibaba-small|Google Firebase / Firestore", "prompt": "c139-s3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Google Firebase / Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Use Firebase** if you are building a mobile-only app or a quick MVP"}, {"id": "mai-20260917-0922-baseline|c139-s3|alibaba-small|Redis", "prompt": "c139-s3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Use Redis** immediately alongside your main database to handle caching."}, {"id": "mai-20260917-0922-baseline|c139-s3|alibaba-small|Amazon DynamoDB", "prompt": "c139-s3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "it requires being in the AWS universe"}, {"id": "mai-20260917-0922-baseline|c139-s3|alibaba-small|Neo4j", "prompt": "c139-s3", "model": "alibaba-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The Specialist: Neo4j"}, {"id": "mai-20260917-0922-baseline|c139-s3|anthropic-small|MongoDB", "prompt": "c139-s3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team starting out, **Firebase** or **MongoDB** are often the best choices due to minimal ops overhead and good free tiers"}, {"id": "mai-20260917-0922-baseline|c139-s3|anthropic-small|Firebase Realtime Database / Firestore", "prompt": "c139-s3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Firebase Realtime Database / Firestore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a small team starting out, **Firebase** or **MongoDB** are often the best choices due to minimal ops overhead and good free tiers"}, {"id": "mai-20260917-0922-baseline|c139-s3|anthropic-small|Redis", "prompt": "c139-s3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Redis** is excellent if you need high performance for specific use cases"}, {"id": "mai-20260917-0922-baseline|c139-s3|anthropic-small|DynamoDB", "prompt": "c139-s3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AWS's managed NoSQL service - Pay-per-request pricing (good for variable loads)"}, {"id": "mai-20260917-0922-baseline|c139-s3|anthropic-small|PostgreSQL (with JSON support)", "prompt": "c139-s3", "model": "anthropic-small", "cat": "nosql-databases", "variant": "comparative", "raw": "PostgreSQL (with JSON support)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Technically SQL, but includes excellent JSON capabilities"}, {"id": "mai-20260917-0922-baseline|c139-s3|challenger-small|MongoDB", "prompt": "c139-s3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick MongoDB** if you want the easiest general-purpose start for a small product with changing schema."}, {"id": "mai-20260917-0922-baseline|c139-s3|challenger-small|Amazon DynamoDB", "prompt": "c139-s3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick DynamoDB** if you are on AWS and want managed scaling with minimal infrastructure work."}, {"id": "mai-20260917-0922-baseline|c139-s3|challenger-small|Redis", "prompt": "c139-s3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Extremely fast and simple for high-speed ephemeral data, but not a general-purpose primary database for most apps."}, {"id": "mai-20260917-0922-baseline|c139-s3|challenger-small|Couchbase", "prompt": "c139-s3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pick Couchbase** if you want document storage but also more SQL-like ergonomics."}, {"id": "mai-20260917-0922-baseline|c139-s3|challenger-small|RavenDB", "prompt": "c139-s3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "RavenDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pick RavenDB** if you want document storage with stronger transaction guarantees."}, {"id": "mai-20260917-0922-baseline|c139-s3|challenger-small|Azure Cosmos DB", "prompt": "c139-s3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pick Cosmos DB** if you are committed to Azure and need global distribution."}, {"id": "mai-20260917-0922-baseline|c139-s3|challenger-small|Neo4j", "prompt": "c139-s3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Pick Neo4j** if relationships between records matter more than the records themselves."}, {"id": "mai-20260917-0922-baseline|c139-s3|challenger-small|Cassandra", "prompt": "c139-s3", "model": "challenger-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Strong for large distributed systems, but usually more operationally demanding for a small team."}, {"id": "mai-20260917-0922-baseline|c139-s3|deepseek-small|MongoDB", "prompt": "c139-s3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My recommendation for most small teams: Start with **MongoDB** (flexibility, huge ecosystem, easy hiring)"}, {"id": "mai-20260917-0922-baseline|c139-s3|deepseek-small|Firebase / Cloud Firestore", "prompt": "c139-s3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Firebase / Cloud Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Firebase/DynamoDB** (if you want zero infrastructure to manage)"}, {"id": "mai-20260917-0922-baseline|c139-s3|deepseek-small|Amazon DynamoDB", "prompt": "c139-s3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Firebase/DynamoDB** (if you want zero infrastructure to manage)"}, {"id": "mai-20260917-0922-baseline|c139-s3|deepseek-small|Redis", "prompt": "c139-s3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Add **Redis** only when you need caching."}, {"id": "mai-20260917-0922-baseline|c139-s3|deepseek-small|Apache Cassandra", "prompt": "c139-s3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often overkill for small teams... Skip unless you're already hitting major scale."}, {"id": "mai-20260917-0922-baseline|c139-s3|deepseek-small|Neo4j", "prompt": "c139-s3", "model": "deepseek-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Niche use case, so only relevant if your data is fundamentally relationship-centric."}, {"id": "mai-20260917-0922-baseline|c139-s3|google-small|MongoDB Atlas", "prompt": "c139-s3", "model": "google-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose MongoDB Atlas if: You want a versatile, \"Swiss Army Knife\" database. It will scale with your team from your first prototype to millions of users"}, {"id": "mai-20260917-0922-baseline|c139-s3|google-small|Firebase Firestore", "prompt": "c139-s3", "model": "google-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Firebase Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Mobile and web applications that require real-time updates and offline support."}, {"id": "mai-20260917-0922-baseline|c139-s3|google-small|Amazon DynamoDB", "prompt": "c139-s3", "model": "google-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Amazon DynamoDB if: Your team is already building on AWS"}, {"id": "mai-20260917-0922-baseline|c139-s3|google-small|Redis / Redis Cloud", "prompt": "c139-s3", "model": "google-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis / Redis Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Redis if: You already have a primary database ... but need a secondary layer"}, {"id": "mai-20260917-0922-baseline|c139-s3|minimax-small|MongoDB Atlas", "prompt": "c139-s3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB Atlas** – best for flexible document queries and a smooth learning curve."}, {"id": "mai-20260917-0922-baseline|c139-s3|minimax-small|Firebase / Cloud Firestore", "prompt": "c139-s3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Firebase / Cloud Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ideal for rapid prototyping of mobile/web apps with real-time sync"}, {"id": "mai-20260917-0922-baseline|c139-s3|minimax-small|Amazon DynamoDB", "prompt": "c139-s3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "great if you're already in AWS and want hands-off, low-latency key-value storage"}, {"id": "mai-20260917-0922-baseline|c139-s3|minimax-small|Redis", "prompt": "c139-s3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the go-to for caching, sessions, and any ultra-fast in-memory workloads"}, {"id": "mai-20260917-0922-baseline|c139-s3|minimax-small|Apache Cassandra", "prompt": "c139-s3", "model": "minimax-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cassandra (Astra)** – when you anticipate massive write volumes and need global replication."}, {"id": "mai-20260917-0922-baseline|c139-s3|mistral-small|MongoDB", "prompt": "c139-s3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team: MongoDB and CouchDB are often the easiest to set up and use for general applications"}, {"id": "mai-20260917-0922-baseline|c139-s3|mistral-small|Cassandra", "prompt": "c139-s3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cassandra is ideal for high-scale or high-write workloads"}, {"id": "mai-20260917-0922-baseline|c139-s3|mistral-small|Redis", "prompt": "c139-s3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Redis is perfect for caching and real-time features"}, {"id": "mai-20260917-0922-baseline|c139-s3|mistral-small|CouchDB", "prompt": "c139-s3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "CouchDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "MongoDB and CouchDB are often the easiest to set up and use for general applications"}, {"id": "mai-20260917-0922-baseline|c139-s3|mistral-small|RavenDB", "prompt": "c139-s3", "model": "mistral-small", "cat": "nosql-databases", "variant": "comparative", "raw": "RavenDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "RavenDB is best if you need strong consistency and transactions out of the box"}, {"id": "mai-20260917-0922-baseline|c139-s3|moonshot-small|MongoDB", "prompt": "c139-s3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most common stack for small teams is **MongoDB as the primary database + Redis for caching/sessions**"}, {"id": "mai-20260917-0922-baseline|c139-s3|moonshot-small|Redis", "prompt": "c139-s3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often used alongside another database."}, {"id": "mai-20260917-0922-baseline|c139-s3|moonshot-small|Couchbase", "prompt": "c139-s3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Smaller community than MongoDB; can be overkill if you don't need its multi-model capabilities."}, {"id": "mai-20260917-0922-baseline|c139-s3|moonshot-small|Firebase / Cloud Firestore", "prompt": "c139-s3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Firebase / Cloud Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zero server management, real-time sync out of the box, and generous free tier."}, {"id": "mai-20260917-0922-baseline|c139-s3|moonshot-small|PostgreSQL with JSONB", "prompt": "c139-s3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "PostgreSQL with JSONB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or simply **PostgreSQL** if the team already knows SQL."}, {"id": "mai-20260917-0922-baseline|c139-s3|moonshot-small|Cassandra", "prompt": "c139-s3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "horizontal scaling is harder than MongoDB or Cassandra"}, {"id": "mai-20260917-0922-baseline|c139-s3|moonshot-small|SQLite", "prompt": "c139-s3", "model": "moonshot-small", "cat": "nosql-databases", "variant": "comparative", "raw": "SQLite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Budget is extremely tight and data is simple?** → SQLite (file-based, no server needed)"}, {"id": "mai-20260917-0922-baseline|c139-s3|openai-small|MongoDB", "prompt": "c139-s3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **MongoDB** if you want the most general-purpose, developer-friendly option."}, {"id": "mai-20260917-0922-baseline|c139-s3|openai-small|Redis", "prompt": "c139-s3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Redis** as a support database, not usually your main one."}, {"id": "mai-20260917-0922-baseline|c139-s3|openai-small|DynamoDB", "prompt": "c139-s3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **DynamoDB** if you're AWS-first and want a fully managed system."}, {"id": "mai-20260917-0922-baseline|c139-s3|openai-small|Firestore", "prompt": "c139-s3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Firestore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Need a primary app database:** MongoDB or Firestore"}, {"id": "mai-20260917-0922-baseline|c139-s3|openai-small|Cassandra", "prompt": "c139-s3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Cassandra", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid **Cassandra** unless your scale and workload justify the complexity."}, {"id": "mai-20260917-0922-baseline|c139-s3|openai-small|Couchbase", "prompt": "c139-s3", "model": "openai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More specialized; smaller mindshare than MongoDB"}, {"id": "mai-20260917-0922-baseline|c139-s3|xai-small|MongoDB", "prompt": "c139-s3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with MongoDB for general-purpose."}, {"id": "mai-20260917-0922-baseline|c139-s3|xai-small|Redis", "prompt": "c139-s3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ultra-fast (sub-ms latency), caching/sessions; simple API, Redis Cloud free tier."}, {"id": "mai-20260917-0922-baseline|c139-s3|xai-small|Cassandra", "prompt": "c139-s3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steeper learning curve (CQL); ops-heavy self-hosted."}, {"id": "mai-20260917-0922-baseline|c139-s3|xai-small|DynamoDB", "prompt": "c139-s3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fully serverless, auto-scale, global tables; pay-per-use."}, {"id": "mai-20260917-0922-baseline|c139-s3|xai-small|Couchbase", "prompt": "c139-s3", "model": "xai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less known than MongoDB; complex setup."}, {"id": "mai-20260917-0922-baseline|c139-s3|zai-small|MongoDB", "prompt": "c139-s3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most versatile for small teams:** MongoDB (document) or Redis (key-value)."}, {"id": "mai-20260917-0922-baseline|c139-s3|zai-small|Redis", "prompt": "c139-s3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Most versatile for small teams:** MongoDB (document) or Redis (key-value)."}, {"id": "mai-20260917-0922-baseline|c139-s3|zai-small|Amazon DynamoDB", "prompt": "c139-s3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for AWS-native serverless:** DynamoDB."}, {"id": "mai-20260917-0922-baseline|c139-s3|zai-small|Couchbase", "prompt": "c139-s3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Couchbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for SQL familiarity:** Couchbase."}, {"id": "mai-20260917-0922-baseline|c139-s3|zai-small|Cassandra", "prompt": "c139-s3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Write-heavy, distributed, high availability** | Cassandra"}, {"id": "mai-20260917-0922-baseline|c139-s3|zai-small|Neo4j", "prompt": "c139-s3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for graph or time-series specific needs:** Neo4j or InfluxDB."}, {"id": "mai-20260917-0922-baseline|c139-s3|zai-small|InfluxDB", "prompt": "c139-s3", "model": "zai-small", "cat": "nosql-databases", "variant": "comparative", "raw": "InfluxDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for graph or time-series specific needs:** Neo4j or InfluxDB."}, {"id": "mai-20260917-0922-baseline|c139-s4|alibaba-small|MongoDB", "prompt": "c139-s4", "model": "alibaba-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: MongoDB ... MongoDB is usually the best choice."}, {"id": "mai-20260917-0922-baseline|c139-s4|alibaba-small|Firebase (Google)", "prompt": "c139-s4", "model": "alibaba-small", "cat": "nosql-databases", "variant": "budget", "raw": "Firebase (Google)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is building a web or mobile app, Firebase is arguably the most cost-effective solution"}, {"id": "mai-20260917-0922-baseline|c139-s4|alibaba-small|Amazon DynamoDB", "prompt": "c139-s4", "model": "alibaba-small", "cat": "nosql-databases", "variant": "budget", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are already using AWS and expect your traffic to be unpredictable (spiky), DynamoDB is excellent."}, {"id": "mai-20260917-0922-baseline|c139-s4|alibaba-small|Redis", "prompt": "c139-s4", "model": "alibaba-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "it is also a valid NoSQL store for session data or simple key-value storage"}, {"id": "mai-20260917-0922-baseline|c139-s4|alibaba-small|PostgreSQL", "prompt": "c139-s4", "model": "alibaba-small", "cat": "nosql-databases", "variant": "budget", "raw": "PostgreSQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "While technically SQL, modern versions of PostgreSQL allow you to store JSON data."}, {"id": "mai-20260917-0922-baseline|c139-s4|anthropic-small|MongoDB Community Edition", "prompt": "c139-s4", "model": "anthropic-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies starting out, **MongoDB Community Edition** or **Firebase** are solid choices"}, {"id": "mai-20260917-0922-baseline|c139-s4|anthropic-small|Firebase (Firestore)", "prompt": "c139-s4", "model": "anthropic-small", "cat": "nosql-databases", "variant": "budget", "raw": "Firebase (Firestore)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**MongoDB Community Edition** or **Firebase** are solid choices because they're free, well-documented"}, {"id": "mai-20260917-0922-baseline|c139-s4|anthropic-small|Cassandra", "prompt": "c139-s4", "model": "anthropic-small", "cat": "nosql-databases", "variant": "budget", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Better if you need high availability and don't mind the operational complexity."}, {"id": "mai-20260917-0922-baseline|c139-s4|anthropic-small|CouchDB", "prompt": "c139-s4", "model": "anthropic-small", "cat": "nosql-databases", "variant": "budget", "raw": "CouchDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "An open-source document database with a simple HTTP API."}, {"id": "mai-20260917-0922-baseline|c139-s4|anthropic-small|DynamoDB", "prompt": "c139-s4", "model": "anthropic-small", "cat": "nosql-databases", "variant": "budget", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AWS's offering has a free tier that covers significant usage, which can be perfect for small companies"}, {"id": "mai-20260917-0922-baseline|c139-s4|challenger-small|MongoDB", "prompt": "c139-s4", "model": "challenger-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best NoSQL choice is usually **MongoDB** if you want a general-purpose document database"}, {"id": "mai-20260917-0922-baseline|c139-s4|challenger-small|Firebase/Firestore", "prompt": "c139-s4", "model": "challenger-small", "cat": "nosql-databases", "variant": "budget", "raw": "Firebase/Firestore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Firebase/Firestore** if you want the lowest operational effort and a strong free/low-cost starting point"}, {"id": "mai-20260917-0922-baseline|c139-s4|challenger-small|Redis", "prompt": "c139-s4", "model": "challenger-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best only if your main need is caching or very fast key-value access, not general app storage"}, {"id": "mai-20260917-0922-baseline|c139-s4|challenger-small|Cassandra/ScyllaDB", "prompt": "c139-s4", "model": "challenger-small", "cat": "nosql-databases", "variant": "budget", "raw": "Cassandra/ScyllaDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better for high-scale, high-write systems, which is usually overkill for a tight budget"}, {"id": "mai-20260917-0922-baseline|c139-s4|deepseek-small|MongoDB", "prompt": "c139-s4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with MongoDB's free tier (Atlas)** or **Redis"}, {"id": "mai-20260917-0922-baseline|c139-s4|deepseek-small|Redis", "prompt": "c139-s4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with MongoDB's free tier (Atlas)** or **Redis"}, {"id": "mai-20260917-0922-baseline|c139-s4|deepseek-small|Amazon DynamoDB", "prompt": "c139-s4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Already using AWS? → Start with DynamoDB's free tier."}, {"id": "mai-20260917-0922-baseline|c139-s4|deepseek-small|Apache Cassandra", "prompt": "c139-s4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Overkill for most small companies—complex to set up and operate."}, {"id": "mai-20260917-0922-baseline|c139-s4|deepseek-small|CouchDB", "prompt": "c139-s4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "CouchDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good open-source alternatives"}, {"id": "mai-20260917-0922-baseline|c139-s4|deepseek-small|Couchbase", "prompt": "c139-s4", "model": "deepseek-small", "cat": "nosql-databases", "variant": "budget", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a combined document+key-value model (Couchbase)"}, {"id": "mai-20260917-0922-baseline|c139-s4|google-small|MongoDB Atlas", "prompt": "c139-s4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MongoDB is the most popular NoSQL database in the world, which is a major budget advantage... forever-free M0 tier"}, {"id": "mai-20260917-0922-baseline|c139-s4|google-small|AWS DynamoDB", "prompt": "c139-s4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "AWS DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lowest possible server bill at scale | AWS DynamoDB"}, {"id": "mai-20260917-0922-baseline|c139-s4|google-small|Google Cloud Firestore", "prompt": "c139-s4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "Google Cloud Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Building a mobile or real-time app | Google Cloud Firestore"}, {"id": "mai-20260917-0922-baseline|c139-s4|google-small|PostgreSQL (with JSONB)", "prompt": "c139-s4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "PostgreSQL (with JSONB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "No vendor lock-in & predictable costs | PostgreSQL (JSONB)"}, {"id": "mai-20260917-0922-baseline|c139-s4|google-small|Supabase", "prompt": "c139-s4", "model": "google-small", "cat": "nosql-databases", "variant": "budget", "raw": "Supabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Services like **Supabase** (an open-source Firebase alternative built on Postgres) offer a generous free tier"}, {"id": "mai-20260917-0922-baseline|c139-s4|meta-small|restdb.io", "prompt": "c139-s4", "model": "meta-small", "cat": "nosql-databases", "variant": "budget", "raw": "restdb.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "restdb.io - a simple NoSQL database backend as a service (DBaaS) that is suitable for small businesses."}, {"id": "mai-20260917-0922-baseline|c139-s4|meta-small|Cosmos DB", "prompt": "c139-s4", "model": "meta-small", "cat": "nosql-databases", "variant": "budget", "raw": "Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cosmos DB - a budget-minded option for globally distributed apps."}, {"id": "mai-20260917-0922-baseline|c139-s4|meta-small|Cassandra", "prompt": "c139-s4", "model": "meta-small", "cat": "nosql-databases", "variant": "budget", "raw": "Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cassandra - a complete NoSQL database software designed to serve Startups, SMBs, SMEs, and Agencies."}, {"id": "mai-20260917-0922-baseline|c139-s4|minimax-small|MongoDB Atlas", "prompt": "c139-s4", "model": "minimax-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB Atlas** is the best NoSQL database option for a small company with a tight budget"}, {"id": "mai-20260917-0922-baseline|c139-s4|minimax-small|CouchDB", "prompt": "c139-s4", "model": "minimax-small", "cat": "nosql-databases", "variant": "budget", "raw": "CouchDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CouchDB** - Open-source, can be self-hosted for free"}, {"id": "mai-20260917-0922-baseline|c139-s4|minimax-small|Redis", "prompt": "c139-s4", "model": "minimax-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Redis** - Has a free cloud tier, great for caching and real-time data"}, {"id": "mai-20260917-0922-baseline|c139-s4|minimax-small|Amazon DynamoDB", "prompt": "c139-s4", "model": "minimax-small", "cat": "nosql-databases", "variant": "budget", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Amazon DynamoDB** - Free tier available for small workloads"}, {"id": "mai-20260917-0922-baseline|c139-s4|mistral-small|Cloud Firestore", "prompt": "c139-s4", "model": "mistral-small", "cat": "nosql-databases", "variant": "budget", "raw": "Cloud Firestore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies with tight budgets, **Cloud Firestore** and **MongoDB (with a free tier)** are the most accessible and cost-effective choices"}, {"id": "mai-20260917-0922-baseline|c139-s4|mistral-small|RavenDB", "prompt": "c139-s4", "model": "mistral-small", "cat": "nosql-databases", "variant": "budget", "raw": "RavenDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need strong consistency and indexing, consider **RavenDB**."}, {"id": "mai-20260917-0922-baseline|c139-s4|mistral-small|MongoDB", "prompt": "c139-s4", "model": "mistral-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Cloud Firestore** and **MongoDB (with a free tier)** are the most accessible and cost-effective choices"}, {"id": "mai-20260917-0922-baseline|c139-s4|mistral-small|Cassandra", "prompt": "c139-s4", "model": "mistral-small", "cat": "nosql-databases", "variant": "budget", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "For high write loads, **Cassandra** is powerful but may be more complex to manage."}, {"id": "mai-20260917-0922-baseline|c139-s4|moonshot-small|MongoDB Community Edition", "prompt": "c139-s4", "model": "moonshot-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with MongoDB Community Edition** if you need pure NoSQL flexibility and have in-house technical expertise"}, {"id": "mai-20260917-0922-baseline|c139-s4|moonshot-small|PostgreSQL with JSONB", "prompt": "c139-s4", "model": "moonshot-small", "cat": "nosql-databases", "variant": "budget", "raw": "PostgreSQL with JSONB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose PostgreSQL with JSONB** if you want future-proofing and might need relational features"}, {"id": "mai-20260917-0922-baseline|c139-s4|moonshot-small|RavenDB", "prompt": "c139-s4", "model": "moonshot-small", "cat": "nosql-databases", "variant": "budget", "raw": "RavenDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider RavenDB Community Edition** if you need ACID compliance without the complexity"}, {"id": "mai-20260917-0922-baseline|c139-s4|moonshot-small|CouchDB", "prompt": "c139-s4", "model": "moonshot-small", "cat": "nosql-databases", "variant": "budget", "raw": "CouchDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CouchDB** (Best for Offline-First Apps) - Cost: Free, Apache 2.0 license"}, {"id": "mai-20260917-0922-baseline|c139-s4|moonshot-small|Redis", "prompt": "c139-s4", "model": "moonshot-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Usually used *alongside* a primary database, not as a replacement"}, {"id": "mai-20260917-0922-baseline|c139-s4|openai-small|MongoDB", "prompt": "c139-s4", "model": "openai-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the usual best choice is **MongoDB**"}, {"id": "mai-20260917-0922-baseline|c139-s4|openai-small|PostgreSQL with JSONB", "prompt": "c139-s4", "model": "openai-small", "cat": "nosql-databases", "variant": "budget", "raw": "PostgreSQL with JSONB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often the cheapest and smartest option if you don't strictly need NoSQL"}, {"id": "mai-20260917-0922-baseline|c139-s4|openai-small|Firebase Firestore", "prompt": "c139-s4", "model": "openai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Firebase Firestore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Can get expensive at scale or with heavy reads/writes"}, {"id": "mai-20260917-0922-baseline|c139-s4|openai-small|Redis", "prompt": "c139-s4", "model": "openai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not usually the main database for a company's core data"}, {"id": "mai-20260917-0922-baseline|c139-s4|openai-small|DynamoDB", "prompt": "c139-s4", "model": "openai-small", "cat": "nosql-databases", "variant": "budget", "raw": "DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a comparison of **MongoDB vs Firestore vs DynamoDB vs PostgreSQL**"}, {"id": "mai-20260917-0922-baseline|c139-s4|xai-small|MongoDB Community Edition", "prompt": "c139-s4", "model": "xai-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB Community Edition** is often the best NoSQL choice for a small company on a tight budget."}, {"id": "mai-20260917-0922-baseline|c139-s4|xai-small|Redis", "prompt": "c139-s4", "model": "xai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Keys/values? Redis."}, {"id": "mai-20260917-0922-baseline|c139-s4|xai-small|Apache Cassandra", "prompt": "c139-s4", "model": "xai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent scalability/availability, fault-tolerant across nodes. | Steeper ops learning curve"}, {"id": "mai-20260917-0922-baseline|c139-s4|xai-small|CouchDB", "prompt": "c139-s4", "model": "xai-small", "cat": "nosql-databases", "variant": "budget", "raw": "CouchDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple HTTP/JSON API, multi-master replication. | Slower queries than MongoDB"}, {"id": "mai-20260917-0922-baseline|c139-s4|xai-small|PostgreSQL (with JSONB)", "prompt": "c139-s4", "model": "xai-small", "cat": "nosql-databases", "variant": "budget", "raw": "PostgreSQL (with JSONB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want SQL + NoSQL flexibility | Free, ACID, joins/queries beat most NoSQL"}, {"id": "mai-20260917-0922-baseline|c139-s4|xai-small|MongoDB Atlas", "prompt": "c139-s4", "model": "xai-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Host on free tiers: MongoDB Atlas (free sandbox)"}, {"id": "mai-20260917-0922-baseline|c139-s4|zai-small|MongoDB Community Edition", "prompt": "c139-s4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB Community Edition** is often the best default for document‑oriented workloads."}, {"id": "mai-20260917-0922-baseline|c139-s4|zai-small|Apache CouchDB", "prompt": "c139-s4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache CouchDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CouchDB** is great if you need offline sync or built‑in replication."}, {"id": "mai-20260917-0922-baseline|c139-s4|zai-small|Redis (Valkey / KeyDB)", "prompt": "c139-s4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis (Valkey / KeyDB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Valkey/KeyDB** are excellent choices if you need a fast cache or session store."}, {"id": "mai-20260917-0922-baseline|c139-s4|zai-small|Apache Cassandra", "prompt": "c139-s4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Apache Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Large distributed writes:** Apache Cassandra"}, {"id": "mai-20260917-0922-baseline|c139-s4|zai-small|SQLite", "prompt": "c139-s4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "SQLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SQLite** is ideal for single‑user or simple internal tools."}, {"id": "mai-20260917-0922-baseline|c139-s4|zai-small|MongoDB Atlas", "prompt": "c139-s4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "MongoDB Atlas", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "MongoDB Atlas is generally more expensive than equivalent PostgreSQL/RDS setups for small to medium workloads."}, {"id": "mai-20260917-0922-baseline|c139-s4|zai-small|PostgreSQL", "prompt": "c139-s4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need managed, **PostgreSQL** is often more cost‑effective than MongoDB Atlas for comparable tiers."}, {"id": "mai-20260917-0922-baseline|c139-s4|zai-small|Redis Cloud", "prompt": "c139-s4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "Redis Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Redis Cloud/ElastiCache** free tiers can be a good starting point for caching, but self‑hosting is cheaper at scale."}, {"id": "mai-20260917-0922-baseline|c139-s4|zai-small|AWS ElastiCache", "prompt": "c139-s4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "AWS ElastiCache", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Redis Cloud/ElastiCache** free tiers can be a good starting point for caching"}, {"id": "mai-20260917-0922-baseline|c139-s4|zai-small|AWS RDS", "prompt": "c139-s4", "model": "zai-small", "cat": "nosql-databases", "variant": "budget", "raw": "AWS RDS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Start with free tiers of MongoDB Atlas, AWS RDS, or Redis Cloud."}, {"id": "mai-20260917-0922-baseline|c139-s5|alibaba-small|SQLite", "prompt": "c139-s5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "SQLite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "more than a simple file-based database (like SQLite)"}, {"id": "mai-20260917-0922-baseline|c139-s5|alibaba-small|MongoDB", "prompt": "c139-s5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Document Store (e.g., MongoDB, Couchbase)... Popular NoSQL DBs (Mongo) generally have better community support"}, {"id": "mai-20260917-0922-baseline|c139-s5|alibaba-small|Couchbase", "prompt": "c139-s5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Document Store (e.g., MongoDB, Couchbase)"}, {"id": "mai-20260917-0922-baseline|c139-s5|alibaba-small|Redis", "prompt": "c139-s5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Key-Value (e.g., Redis, DynamoDB): Best for session storage, caching, or leaderboards"}, {"id": "mai-20260917-0922-baseline|c139-s5|alibaba-small|DynamoDB", "prompt": "c139-s5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern NoSQL (especially MongoDB and DynamoDB) has added multi-document ACID transactions"}, {"id": "mai-20260917-0922-baseline|c139-s5|alibaba-small|Cassandra", "prompt": "c139-s5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Wide-Column (e.g., Cassandra, ScyllaDB): Best for massive write throughput... Harder to learn and maintain."}, {"id": "mai-20260917-0922-baseline|c139-s5|alibaba-small|ScyllaDB", "prompt": "c139-s5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "ScyllaDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Wide-Column (e.g., Cassandra, ScyllaDB)... Harder to learn and maintain."}, {"id": "mai-20260917-0922-baseline|c139-s5|alibaba-small|Neo4j", "prompt": "c139-s5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Graph (e.g., Neo4j): Only necessary if your data relies heavily on deep nested relationships"}, {"id": "mai-20260917-0922-baseline|c139-s5|alibaba-small|PostgreSQL", "prompt": "c139-s5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If it is highly relational, stick with SQL (PostgreSQL) rather than moving to NoSQL."}, {"id": "mai-20260917-0922-baseline|c139-s5|alibaba-small|RethinkDB", "prompt": "c139-s5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "RethinkDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "better community support than niche ones (RethinkDB, Riak)"}, {"id": "mai-20260917-0922-baseline|c139-s5|alibaba-small|Riak", "prompt": "c139-s5", "model": "alibaba-small", "cat": "nosql-databases", "variant": "scale", "raw": "Riak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "better community support than niche ones (RethinkDB, Riak)"}, {"id": "mai-20260917-0922-baseline|c139-s5|challenger-small|MongoDB", "prompt": "c139-s5", "model": "challenger-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare MongoDB, Cassandra, Couchbase, DynamoDB, Redis, or another shortlist"}, {"id": "mai-20260917-0922-baseline|c139-s5|challenger-small|Cassandra", "prompt": "c139-s5", "model": "challenger-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare MongoDB, Cassandra, Couchbase, DynamoDB, Redis, or another shortlist"}, {"id": "mai-20260917-0922-baseline|c139-s5|challenger-small|Couchbase", "prompt": "c139-s5", "model": "challenger-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare MongoDB, Cassandra, Couchbase, DynamoDB, Redis, or another shortlist"}, {"id": "mai-20260917-0922-baseline|c139-s5|challenger-small|DynamoDB", "prompt": "c139-s5", "model": "challenger-small", "cat": "nosql-databases", "variant": "scale", "raw": "DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare MongoDB, Cassandra, Couchbase, DynamoDB, Redis, or another shortlist"}, {"id": "mai-20260917-0922-baseline|c139-s5|challenger-small|Redis", "prompt": "c139-s5", "model": "challenger-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare MongoDB, Cassandra, Couchbase, DynamoDB, Redis, or another shortlist"}, {"id": "mai-20260917-0922-baseline|c139-s5|deepseek-small|DynamoDB", "prompt": "c139-s5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Fully managed, serverless, high scale, AWS-centric:** **DynamoDB** — zero ops, but lock-in and schema discipline required."}, {"id": "mai-20260917-0922-baseline|c139-s5|deepseek-small|MongoDB Atlas", "prompt": "c139-s5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**MongoDB** (or Atlas managed) — huge ecosystem, easy hiring, good for evolving schemas."}, {"id": "mai-20260917-0922-baseline|c139-s5|deepseek-small|Firestore", "prompt": "c139-s5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "Firestore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Managed DBaaS** (DynamoDB, MongoDB Atlas, Firestore, Azure Cosmos DB, Redis Cloud) removes most of this"}, {"id": "mai-20260917-0922-baseline|c139-s5|deepseek-small|Azure Cosmos DB", "prompt": "c139-s5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Managed DBaaS** (DynamoDB, MongoDB Atlas, Firestore, Azure Cosmos DB, Redis Cloud)"}, {"id": "mai-20260917-0922-baseline|c139-s5|deepseek-small|Redis Cloud", "prompt": "c139-s5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Caching/sessions/feature flags:** **Redis** (or Redis Cloud) — excellent for specific hot-path workloads."}, {"id": "mai-20260917-0922-baseline|c139-s5|deepseek-small|Cassandra", "prompt": "c139-s5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "but self-hosting complexity is heavy; usually overkill for most 30-person teams"}, {"id": "mai-20260917-0922-baseline|c139-s5|deepseek-small|MongoDB", "prompt": "c139-s5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**General-purpose, flexible docs, most common choice:** **MongoDB**"}, {"id": "mai-20260917-0922-baseline|c139-s5|deepseek-small|ScyllaDB", "prompt": "c139-s5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "ScyllaDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Cassandra/ScyllaDB** — but self-hosting complexity is heavy; usually overkill"}, {"id": "mai-20260917-0922-baseline|c139-s5|deepseek-small|Couchbase", "prompt": "c139-s5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Document** (MongoDB, Couchbase, Firestore): JSON-like nested structures"}, {"id": "mai-20260917-0922-baseline|c139-s5|deepseek-small|Redis", "prompt": "c139-s5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Key-value** (Redis, DynamoDB): simple lookups — sessions, caching, feature flags"}, {"id": "mai-20260917-0922-baseline|c139-s5|deepseek-small|HBase", "prompt": "c139-s5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "HBase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Wide-column** (Cassandra, ScyllaDB, HBase): time-series, high-write telemetry"}, {"id": "mai-20260917-0922-baseline|c139-s5|deepseek-small|Neo4j", "prompt": "c139-s5", "model": "deepseek-small", "cat": "nosql-databases", "variant": "scale", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Graph** (Neo4j): relationships, recommendation/fraud systems"}, {"id": "mai-20260917-0922-baseline|c139-s5|google-small|PostgreSQL", "prompt": "c139-s5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are choosing NoSQL solely for \"flexible schemas,\" seriously consider Postgres first."}, {"id": "mai-20260917-0922-baseline|c139-s5|google-small|MongoDB Atlas", "prompt": "c139-s5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are multi-cloud or want to avoid lock-in, MongoDB Atlas is highly portable"}, {"id": "mai-20260917-0922-baseline|c139-s5|google-small|Amazon DynamoDB", "prompt": "c139-s5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are fully on AWS, DynamoDB is deeply integrated"}, {"id": "mai-20260917-0922-baseline|c139-s5|google-small|Google Cloud Firestore / Firebase", "prompt": "c139-s5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Google Cloud Firestore / Firebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google Cloud Firestore / Firebase** (great for mobile/web client-sync)"}, {"id": "mai-20260917-0922-baseline|c139-s5|google-small|Convex", "prompt": "c139-s5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Convex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Convex or Supabase** (modern serverless platforms that handle database and backend state seamlessly)"}, {"id": "mai-20260917-0922-baseline|c139-s5|google-small|Supabase", "prompt": "c139-s5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Supabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Convex or Supabase** (modern serverless platforms that handle database and backend state seamlessly)"}, {"id": "mai-20260917-0922-baseline|c139-s5|google-small|Redis", "prompt": "c139-s5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Redis (Upstash/Redis Enterprise), DynamoDB** | Incredibly fast, but querying on anything other than the primary key is difficult."}, {"id": "mai-20260917-0922-baseline|c139-s5|google-small|Cassandra", "prompt": "c139-s5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid** at 30 people unless absolutely necessary; they are highly complex to configure and manage."}, {"id": "mai-20260917-0922-baseline|c139-s5|google-small|ScyllaDB", "prompt": "c139-s5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "ScyllaDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid** at 30 people unless absolutely necessary; they are highly complex to configure and manage."}, {"id": "mai-20260917-0922-baseline|c139-s5|google-small|Neo4j Aura", "prompt": "c139-s5", "model": "google-small", "cat": "nosql-databases", "variant": "scale", "raw": "Neo4j Aura", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Great for highly interconnected data, but overkill for standard SaaS apps."}, {"id": "mai-20260917-0922-baseline|c139-s5|meta-small|Couchbase", "prompt": "c139-s5", "model": "meta-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular NoSQL databases to consider include Couchbase, MongoDB, Cassandra, and Redis."}, {"id": "mai-20260917-0922-baseline|c139-s5|meta-small|MongoDB", "prompt": "c139-s5", "model": "meta-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular NoSQL databases to consider include Couchbase, MongoDB, Cassandra, and Redis."}, {"id": "mai-20260917-0922-baseline|c139-s5|meta-small|Cassandra", "prompt": "c139-s5", "model": "meta-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular NoSQL databases to consider include Couchbase, MongoDB, Cassandra, and Redis."}, {"id": "mai-20260917-0922-baseline|c139-s5|meta-small|Redis", "prompt": "c139-s5", "model": "meta-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular NoSQL databases to consider include Couchbase, MongoDB, Cassandra, and Redis."}, {"id": "mai-20260917-0922-baseline|c139-s5|minimax-small|MongoDB", "prompt": "c139-s5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with MongoDB Atlas or DynamoDB if you need a general-purpose document store and want minimal setup."}, {"id": "mai-20260917-0922-baseline|c139-s5|minimax-small|Couchbase", "prompt": "c139-s5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Offers strong full-text search and mobile sync, useful if you need offline-first capabilities."}, {"id": "mai-20260917-0922-baseline|c139-s5|minimax-small|PostgreSQL with JSONB", "prompt": "c139-s5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "PostgreSQL with JSONB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Evaluate PostgreSQL with JSONB if you're already using PostgreSQL and want to avoid adding a new database type."}, {"id": "mai-20260917-0922-baseline|c139-s5|minimax-small|Redis", "prompt": "c139-s5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider Redis if your primary need is caching or real-time features"}, {"id": "mai-20260917-0922-baseline|c139-s5|minimax-small|Amazon DynamoDB", "prompt": "c139-s5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with MongoDB Atlas or DynamoDB ... Both offer generous free tiers and scale easily."}, {"id": "mai-20260917-0922-baseline|c139-s5|minimax-small|Apache Cassandra", "prompt": "c139-s5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "Apache Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Highly scalable, open-source, used by large companies for write-heavy workloads."}, {"id": "mai-20260917-0922-baseline|c139-s5|minimax-small|ScyllaDB", "prompt": "c139-s5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "ScyllaDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cassandra-compatible with potentially lower latency, worth evaluating for performance-critical cases."}, {"id": "mai-20260917-0922-baseline|c139-s5|minimax-small|Neo4j", "prompt": "c139-s5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The most established graph database, with a strong query language (Cypher)"}, {"id": "mai-20260917-0922-baseline|c139-s5|minimax-small|Amazon Neptune", "prompt": "c139-s5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "Amazon Neptune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Fully managed, supports graph and RDF stores, if you're already in the AWS ecosystem."}, {"id": "mai-20260917-0922-baseline|c139-s5|minimax-small|ArangoDB", "prompt": "c139-s5", "model": "minimax-small", "cat": "nosql-databases", "variant": "scale", "raw": "ArangoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "A multi-model database that handles document, key-value, and graph"}, {"id": "mai-20260917-0922-baseline|c139-s5|mistral-small|MongoDB", "prompt": "c139-s5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Flexible schema, JSON data | MongoDB, Couchbase | Easiest transition from SQL, rich query language"}, {"id": "mai-20260917-0922-baseline|c139-s5|mistral-small|Couchbase", "prompt": "c139-s5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "MongoDB and Couchbase are easier for teams with SQL backgrounds"}, {"id": "mai-20260917-0922-baseline|c139-s5|mistral-small|Redis", "prompt": "c139-s5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-speed caching | Redis | In-memory, sub-millisecond latency"}, {"id": "mai-20260917-0922-baseline|c139-s5|mistral-small|DynamoDB", "prompt": "c139-s5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "DynamoDB and CosmosDB can get expensive at scale"}, {"id": "mai-20260917-0922-baseline|c139-s5|mistral-small|Cassandra", "prompt": "c139-s5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cassandra and ScyllaDB require more tuning and operational knowledge"}, {"id": "mai-20260917-0922-baseline|c139-s5|mistral-small|ScyllaDB", "prompt": "c139-s5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "ScyllaDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cassandra and ScyllaDB require more tuning and operational knowledge"}, {"id": "mai-20260917-0922-baseline|c139-s5|mistral-small|Neo4j", "prompt": "c139-s5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Relationship-heavy data | Neo4j, ArangoDB | Native graph traversal"}, {"id": "mai-20260917-0922-baseline|c139-s5|mistral-small|ArangoDB", "prompt": "c139-s5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "ArangoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Relationship-heavy data | Neo4j, ArangoDB | Native graph traversal"}, {"id": "mai-20260917-0922-baseline|c139-s5|mistral-small|MongoDB Atlas", "prompt": "c139-s5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "managed services (MongoDB Atlas, DynamoDB, Cassandra via Instaclustr) can save DevOps time"}, {"id": "mai-20260917-0922-baseline|c139-s5|mistral-small|Instaclustr", "prompt": "c139-s5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "Instaclustr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Cassandra via Instaclustr"}, {"id": "mai-20260917-0922-baseline|c139-s5|mistral-small|CosmosDB", "prompt": "c139-s5", "model": "mistral-small", "cat": "nosql-databases", "variant": "scale", "raw": "CosmosDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "DynamoDB and CosmosDB can get expensive at scale"}, {"id": "mai-20260917-0922-baseline|c139-s5|moonshot-small|MongoDB Atlas", "prompt": "c139-s5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MongoDB Atlas** | Flexible SaaS backends, rich querying | Free tier (M0); paid from ~$9/mo | Most popular, excellent tooling, SQL-like queries"}, {"id": "mai-20260917-0922-baseline|c139-s5|moonshot-small|DynamoDB", "prompt": "c139-s5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon DynamoDB** | Serverless, AWS-native apps | Pay-per-use; free tier available | AWS-only, scales automatically, limited query flexibility"}, {"id": "mai-20260917-0922-baseline|c139-s5|moonshot-small|Couchbase Capella", "prompt": "c139-s5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase Capella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong performance, built-in caching, mobile sync"}, {"id": "mai-20260917-0922-baseline|c139-s5|moonshot-small|Cassandra", "prompt": "c139-s5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Self-hosted open-source options (Cassandra, MongoDB Community) require more DevOps expertise"}, {"id": "mai-20260917-0922-baseline|c139-s5|moonshot-small|Redis Enterprise", "prompt": "c139-s5", "model": "moonshot-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Redis Enterprise** | Sessions, caching, real-time | Free; paid from ~$0.007/hr | In-memory speed, often used alongside another DB"}, {"id": "mai-20260917-0922-baseline|c139-s5|openai-small|PostgreSQL + JSONB", "prompt": "c139-s5", "model": "openai-small", "cat": "nosql-databases", "variant": "scale", "raw": "PostgreSQL + JSONB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Many small companies do better with:\n- PostgreSQL + JSONB"}, {"id": "mai-20260917-0922-baseline|c139-s5|openai-small|Redis", "prompt": "c139-s5", "model": "openai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- Redis for caching"}, {"id": "mai-20260917-0922-baseline|c139-s5|xai-small|MongoDB", "prompt": "c139-s5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Documents/JSON**: MongoDB Atlas (easy, feature-rich)."}, {"id": "mai-20260917-0922-baseline|c139-s5|xai-small|DynamoDB", "prompt": "c139-s5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Serverless/High Writes**: DynamoDB (pay-per-use)."}, {"id": "mai-20260917-0922-baseline|c139-s5|xai-small|Cassandra", "prompt": "c139-s5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Overbuying scale**: You don't need Cassandra's complexity yet—start simple."}, {"id": "mai-20260917-0922-baseline|c139-s5|xai-small|Couchbase", "prompt": "c139-s5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prioritize options like MongoDB, DynamoDB, Cassandra, Couchbase, or Redis based on your workload"}, {"id": "mai-20260917-0922-baseline|c139-s5|xai-small|Redis", "prompt": "c139-s5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Caching/Key-Value**: Redis (fastest for sessions)."}, {"id": "mai-20260917-0922-baseline|c139-s5|xai-small|Fauna", "prompt": "c139-s5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Fauna", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "prefer managed (DynamoDB, MongoDB Atlas, Fauna)"}, {"id": "mai-20260917-0922-baseline|c139-s5|xai-small|ScyllaDB", "prompt": "c139-s5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "ScyllaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Analytics/Wide-Column**: ScyllaDB or BigTable."}, {"id": "mai-20260917-0922-baseline|c139-s5|xai-small|BigTable", "prompt": "c139-s5", "model": "xai-small", "cat": "nosql-databases", "variant": "scale", "raw": "BigTable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Analytics/Wide-Column**: ScyllaDB or BigTable."}, {"id": "mai-20260917-0922-baseline|c139-s5|zai-small|MongoDB", "prompt": "c139-s5", "model": "zai-small", "cat": "nosql-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Select candidate databases: based on data model fit (e.g., MongoDB, Couchbase, Cassandra, DynamoDB, Redis, Neo4j, TimescaleDB)"}, {"id": "mai-20260917-0922-baseline|c139-s5|zai-small|Couchbase", "prompt": "c139-s5", "model": "zai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Couchbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., MongoDB, Couchbase, Cassandra, DynamoDB, Redis, Neo4j, TimescaleDB"}, {"id": "mai-20260917-0922-baseline|c139-s5|zai-small|Cassandra", "prompt": "c139-s5", "model": "zai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Cassandra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., MongoDB, Couchbase, Cassandra, DynamoDB, Redis, Neo4j, TimescaleDB"}, {"id": "mai-20260917-0922-baseline|c139-s5|zai-small|DynamoDB", "prompt": "c139-s5", "model": "zai-small", "cat": "nosql-databases", "variant": "scale", "raw": "DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., MongoDB, Couchbase, Cassandra, DynamoDB, Redis, Neo4j, TimescaleDB"}, {"id": "mai-20260917-0922-baseline|c139-s5|zai-small|Redis", "prompt": "c139-s5", "model": "zai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., MongoDB, Couchbase, Cassandra, DynamoDB, Redis, Neo4j, TimescaleDB"}, {"id": "mai-20260917-0922-baseline|c139-s5|zai-small|Neo4j", "prompt": "c139-s5", "model": "zai-small", "cat": "nosql-databases", "variant": "scale", "raw": "Neo4j", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., MongoDB, Couchbase, Cassandra, DynamoDB, Redis, Neo4j, TimescaleDB"}, {"id": "mai-20260917-0922-baseline|c139-s5|zai-small|TimescaleDB", "prompt": "c139-s5", "model": "zai-small", "cat": "nosql-databases", "variant": "scale", "raw": "TimescaleDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., MongoDB, Couchbase, Cassandra, DynamoDB, Redis, Neo4j, TimescaleDB"}, {"id": "mai-20260917-0922-baseline|c139-s6|alibaba-small|Apache Cassandra", "prompt": "c139-s6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache Cassandra", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to Avoid:** ... Technical guides specifically warn against using Cassandra if you have a small dataset"}, {"id": "mai-20260917-0922-baseline|c139-s6|alibaba-small|HBase", "prompt": "c139-s6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "HBase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "### 1. Apache Cassandra (and HBase) ... **Why to Avoid:**"}, {"id": "mai-20260917-0922-baseline|c139-s6|alibaba-small|WorldServer", "prompt": "c139-s6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "WorldServer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Niche or Obscure Platforms (e.g., WorldServer, MongooseIM) ... **Why to Avoid:**"}, {"id": "mai-20260917-0922-baseline|c139-s6|alibaba-small|MongooseIM", "prompt": "c139-s6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongooseIM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Niche or Obscure Platforms (e.g., WorldServer, MongooseIM) ... **Why to Avoid:**"}, {"id": "mai-20260917-0922-baseline|c139-s6|alibaba-small|Neo4j", "prompt": "c139-s6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Neo4j", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Graph Databases (e.g., Neo4j) ... **Why to Avoid:** Query Complexity ... Cost & Resources"}, {"id": "mai-20260917-0922-baseline|c139-s6|alibaba-small|Memcached", "prompt": "c139-s6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Memcached", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Self-Hosted Distributed Key-Value Stores (e.g., Memcached + custom sharding) ... **Why to Be Cautious:**"}, {"id": "mai-20260917-0922-baseline|c139-s6|alibaba-small|Redis", "prompt": "c139-s6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "While using **Redis** (a key-value store) as a cache is standard practice"}, {"id": "mai-20260917-0922-baseline|c139-s6|alibaba-small|MongoDB", "prompt": "c139-s6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**MongoDB:** Very popular, good documentation, flexible document model."}, {"id": "mai-20260917-0922-baseline|c139-s6|alibaba-small|Firebase Firestore", "prompt": "c139-s6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Firebase Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Firebase Firestore / Supabase:** Great if you want to minimize server management."}, {"id": "mai-20260917-0922-baseline|c139-s6|alibaba-small|Supabase", "prompt": "c139-s6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Firebase Firestore / Supabase:** Great if you want to minimize server management."}, {"id": "mai-20260917-0922-baseline|c139-s6|alibaba-small|PostgreSQL (with JSONB)", "prompt": "c139-s6", "model": "alibaba-small", "cat": "nosql-databases", "variant": "negative", "raw": "PostgreSQL (with JSONB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "handles JSON data just as well as many NoSQL databases while retaining all the transaction safety"}, {"id": "mai-20260917-0922-baseline|c139-s6|challenger-small|Cassandra", "prompt": "c139-s6", "model": "challenger-small", "cat": "nosql-databases", "variant": "negative", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious if you are a small team without strong database operations experience, because wide-column systems are usually chosen for scale and write-heavy workloads, not simplicity."}, {"id": "mai-20260917-0922-baseline|c139-s6|challenger-small|HBase", "prompt": "c139-s6", "model": "challenger-small", "cat": "nosql-databases", "variant": "negative", "raw": "HBase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These are poor fits when you need flexible querying, joins, or multi-row transactional consistency."}, {"id": "mai-20260917-0922-baseline|c139-s6|challenger-small|ScyllaDB", "prompt": "c139-s6", "model": "challenger-small", "cat": "nosql-databases", "variant": "negative", "raw": "ScyllaDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious if you are a small team without strong database operations experience"}, {"id": "mai-20260917-0922-baseline|c139-s6|challenger-small|Neo4j", "prompt": "c139-s6", "model": "challenger-small", "cat": "nosql-databases", "variant": "negative", "raw": "Neo4j", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious unless your business truly has relationship-heavy data such as social graphs, recommendation paths, or network analysis."}, {"id": "mai-20260917-0922-baseline|c139-s6|challenger-small|Redis", "prompt": "c139-s6", "model": "challenger-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is the wrong choice as the primary store if your data must persist reliably"}, {"id": "mai-20260917-0922-baseline|c139-s6|challenger-small|MongoDB", "prompt": "c139-s6", "model": "challenger-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These are not inherently bad, but small businesses should be cautious if they expect rigid reporting, strong relational integrity"}, {"id": "mai-20260917-0922-baseline|c139-s6|challenger-small|DynamoDB", "prompt": "c139-s6", "model": "challenger-small", "cat": "nosql-databases", "variant": "negative", "raw": "DynamoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "common NoSQL options like MongoDB, Redis, Cassandra, DynamoDB, and Neo4j"}, {"id": "mai-20260917-0922-baseline|c139-s6|deepseek-small|MongoDB", "prompt": "c139-s6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "MongoDB (the biggest caution) ... the most common NoSQL trap for small businesses"}, {"id": "mai-20260917-0922-baseline|c139-s6|deepseek-small|Cassandra", "prompt": "c139-s6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Operational complexity. Requires deep expertise ... too heavy for a small team."}, {"id": "mai-20260917-0922-baseline|c139-s6|deepseek-small|HBase", "prompt": "c139-s6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "HBase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Best avoided unless you already operate Hadoop infrastructure, which most small businesses don't."}, {"id": "mai-20260917-0922-baseline|c139-s6|deepseek-small|Couchbase", "prompt": "c139-s6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "Couchbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cost and licensing. Enterprise licensing is expensive ... Resource-intensive with a learning curve"}, {"id": "mai-20260917-0922-baseline|c139-s6|deepseek-small|Amazon DynamoDB", "prompt": "c139-s6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "overkill and costly for typical small-business needs"}, {"id": "mai-20260917-0922-baseline|c139-s6|deepseek-small|CouchDB", "prompt": "c139-s6", "model": "deepseek-small", "cat": "nosql-databases", "variant": "negative", "raw": "CouchDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "its eventual consistency and JSON document model make it a poor fit for any transactional or accounting-type data"}, {"id": "mai-20260917-0922-baseline|c139-s6|google-small|Apache Cassandra", "prompt": "c139-s6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache Cassandra", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to Avoid: Cassandra is famously difficult to manage."}, {"id": "mai-20260917-0922-baseline|c139-s6|google-small|ScyllaDB", "prompt": "c139-s6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "ScyllaDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Apache Cassandra / ScyllaDB ... (Avoid Entirely)"}, {"id": "mai-20260917-0922-baseline|c139-s6|google-small|Apache HBase", "prompt": "c139-s6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache HBase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "HBase is massive overkill"}, {"id": "mai-20260917-0922-baseline|c139-s6|google-small|Apache CouchDB", "prompt": "c139-s6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache CouchDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Niche & Stagnating Databases (Avoid Entirely)"}, {"id": "mai-20260917-0922-baseline|c139-s6|google-small|Riak KV", "prompt": "c139-s6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Riak KV", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "These databases have very small or stagnating developer communities."}, {"id": "mai-20260917-0922-baseline|c139-s6|google-small|Apache Accumulo", "prompt": "c139-s6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache Accumulo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why to Avoid: These databases have very small or stagnating developer communities."}, {"id": "mai-20260917-0922-baseline|c139-s6|google-small|Neo4j", "prompt": "c139-s6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Neo4j", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Neo4j\\u2019s enterprise licensing costs are notoriously high."}, {"id": "mai-20260917-0922-baseline|c139-s6|google-small|TigerGraph", "prompt": "c139-s6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "TigerGraph", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Graph Databases (e.g., Neo4j, TigerGraph) ... Proceed with Extreme Caution"}, {"id": "mai-20260917-0922-baseline|c139-s6|google-small|Amazon DynamoDB", "prompt": "c139-s6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Why to be Cautious: DynamoDB requires a highly complex design pattern known as \"Single-Table Design.\""}, {"id": "mai-20260917-0922-baseline|c139-s6|google-small|Google Cloud Firestore / Firebase", "prompt": "c139-s6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "Google Cloud Firestore / Firebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "you can easily wake up to a $10,000 cloud bill overnight. It also creates extreme vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c139-s6|google-small|PostgreSQL", "prompt": "c139-s6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "your default database should be a relational SQL database (specifically PostgreSQL or MySQL)"}, {"id": "mai-20260917-0922-baseline|c139-s6|google-small|MySQL", "prompt": "c139-s6", "model": "google-small", "cat": "nosql-databases", "variant": "negative", "raw": "MySQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "specifically PostgreSQL or MySQL"}, {"id": "mai-20260917-0922-baseline|c139-s6|meta-small|Amazon DynamoDB", "prompt": "c139-s6", "model": "meta-small", "cat": "nosql-databases", "variant": "negative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "should be cautious about or avoid include those that are not suitable for simple needs, such as key-value databases like Amazon DynamoDB"}, {"id": "mai-20260917-0922-baseline|c139-s6|meta-small|Oracle NoSQL Database", "prompt": "c139-s6", "model": "meta-small", "cat": "nosql-databases", "variant": "negative", "raw": "Oracle NoSQL Database", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cautious about or avoid ... key-value databases like Amazon DynamoDB, Oracle NoSQL Database, and Couchbase"}, {"id": "mai-20260917-0922-baseline|c139-s6|meta-small|Couchbase", "prompt": "c139-s6", "model": "meta-small", "cat": "nosql-databases", "variant": "negative", "raw": "Couchbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cautious about or avoid ... Oracle NoSQL Database, and Couchbase"}, {"id": "mai-20260917-0922-baseline|c139-s6|meta-small|MongoDB", "prompt": "c139-s6", "model": "meta-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "examples of NoSQL databases that may be suitable for small businesses include document stores like MongoDB"}, {"id": "mai-20260917-0922-baseline|c139-s6|meta-small|Neo4j", "prompt": "c139-s6", "model": "meta-small", "cat": "nosql-databases", "variant": "negative", "raw": "Neo4j", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "graph databases like Neo4j"}, {"id": "mai-20260917-0922-baseline|c139-s6|minimax-small|Apache Cassandra", "prompt": "c139-s6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache Cassandra", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Databases like **Apache Cassandra** and **HBase** require significant expertise.... introduce operational complexity that small teams may struggle to manage."}, {"id": "mai-20260917-0922-baseline|c139-s6|minimax-small|HBase", "prompt": "c139-s6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "HBase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Databases like **Apache Cassandra** and **HBase** require significant expertise."}, {"id": "mai-20260917-0922-baseline|c139-s6|minimax-small|MongoDB Atlas", "prompt": "c139-s6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider more managed solutions like MongoDB Atlas, Amazon DynamoDB, or Firebase, which reduce operational burden"}, {"id": "mai-20260917-0922-baseline|c139-s6|minimax-small|Amazon DynamoDB", "prompt": "c139-s6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider more managed solutions like MongoDB Atlas, Amazon DynamoDB, or Firebase"}, {"id": "mai-20260917-0922-baseline|c139-s6|minimax-small|Firebase", "prompt": "c139-s6", "model": "minimax-small", "cat": "nosql-databases", "variant": "negative", "raw": "Firebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider more managed solutions like MongoDB Atlas, Amazon DynamoDB, or Firebase, which reduce operational burden"}, {"id": "mai-20260917-0922-baseline|c139-s6|mistral-small|Apache Cassandra", "prompt": "c139-s6", "model": "mistral-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Apache Cassandra**: While powerful for large-scale data, it requires careful tuning and may be overkill for small business needs."}, {"id": "mai-20260917-0922-baseline|c139-s6|mistral-small|HBase", "prompt": "c139-s6", "model": "mistral-small", "cat": "nosql-databases", "variant": "negative", "raw": "HBase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**HBase**: Similar to Cassandra, it’s complex and better suited for big data use cases."}, {"id": "mai-20260917-0922-baseline|c139-s6|mistral-small|MongoDB", "prompt": "c139-s6", "model": "mistral-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**MongoDB** (document store, flexible schema, good tooling)"}, {"id": "mai-20260917-0922-baseline|c139-s6|mistral-small|Redis", "prompt": "c139-s6", "model": "mistral-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Redis** (key-value store, excellent for caching and session management)"}, {"id": "mai-20260917-0922-baseline|c139-s6|mistral-small|Neo4j", "prompt": "c139-s6", "model": "mistral-small", "cat": "nosql-databases", "variant": "negative", "raw": "Neo4j", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Some graph databases** (like Neo4j) are powerful but may be unnecessary unless your app is heavily relationship-focused."}, {"id": "mai-20260917-0922-baseline|c139-s6|mistral-small|CouchDB", "prompt": "c139-s6", "model": "mistral-small", "cat": "nosql-databases", "variant": "negative", "raw": "CouchDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**CouchDB** (document store, built-in web admin, supports ACID transactions)"}, {"id": "mai-20260917-0922-baseline|c139-s6|mistral-small|Firebase Realtime Database", "prompt": "c139-s6", "model": "mistral-small", "cat": "nosql-databases", "variant": "negative", "raw": "Firebase Realtime Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Firebase Realtime Database** (easy to set up, good for mobile/web apps)"}, {"id": "mai-20260917-0922-baseline|c139-s6|moonshot-small|SQLite", "prompt": "c139-s6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "SQLite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most small businesses should **start with SQLite or PostgreSQL**"}, {"id": "mai-20260917-0922-baseline|c139-s6|moonshot-small|PostgreSQL", "prompt": "c139-s6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most small businesses should **start with SQLite or PostgreSQL**"}, {"id": "mai-20260917-0922-baseline|c139-s6|moonshot-small|Amazon DynamoDB", "prompt": "c139-s6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "Amazon DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cost unpredictability** - Per-request pricing can lead to surprise bills"}, {"id": "mai-20260917-0922-baseline|c139-s6|moonshot-small|Apache Cassandra", "prompt": "c139-s6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Overkill for small scale** - Designed for \"trillions of writes per day\""}, {"id": "mai-20260917-0922-baseline|c139-s6|moonshot-small|MongoDB", "prompt": "c139-s6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**SSPL licensing concerns** ... **Atlas pricing unpredictability**"}, {"id": "mai-20260917-0922-baseline|c139-s6|moonshot-small|Firebase/Firestore", "prompt": "c139-s6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "Firebase/Firestore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good for mobile/web apps with real-time needs"}, {"id": "mai-20260917-0922-baseline|c139-s6|moonshot-small|Supabase", "prompt": "c139-s6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "Supabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "PostgreSQL-based with NoSQL-like features"}, {"id": "mai-20260917-0922-baseline|c139-s6|moonshot-small|PlanetScale", "prompt": "c139-s6", "model": "moonshot-small", "cat": "nosql-databases", "variant": "negative", "raw": "PlanetScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "MySQL-based serverless option"}, {"id": "mai-20260917-0922-baseline|c139-s6|openai-small|Cassandra", "prompt": "c139-s6", "model": "openai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Very powerful, but **hard to model correctly**... often **too much operational burden** for a small team"}, {"id": "mai-20260917-0922-baseline|c139-s6|openai-small|Couchbase", "prompt": "c139-s6", "model": "openai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Couchbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can become **costly and admin-heavy**... Not usually the simplest choice for a small business app"}, {"id": "mai-20260917-0922-baseline|c139-s6|openai-small|MongoDB", "prompt": "c139-s6", "model": "openai-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "MongoDB itself is popular and can be a fine choice, but it's easy to misuse"}, {"id": "mai-20260917-0922-baseline|c139-s6|openai-small|HBase", "prompt": "c139-s6", "model": "openai-small", "cat": "nosql-databases", "variant": "negative", "raw": "HBase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Best avoided unless you already run that stack"}, {"id": "mai-20260917-0922-baseline|c139-s6|openai-small|Neo4j", "prompt": "c139-s6", "model": "openai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Neo4j", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid unless your business truly needs graph queries"}, {"id": "mai-20260917-0922-baseline|c139-s6|openai-small|Redis", "prompt": "c139-s6", "model": "openai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Usually **not ideal as the main system of record** for most small businesses"}, {"id": "mai-20260917-0922-baseline|c139-s6|openai-small|PostgreSQL", "prompt": "c139-s6", "model": "openai-small", "cat": "nosql-databases", "variant": "negative", "raw": "PostgreSQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a **relational database like PostgreSQL** is often the safer default"}, {"id": "mai-20260917-0922-baseline|c139-s6|xai-small|PostgreSQL", "prompt": "c139-s6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "managed SQL like PostgreSQL or MySQL is simpler, cheaper, and more reliable"}, {"id": "mai-20260917-0922-baseline|c139-s6|xai-small|MySQL", "prompt": "c139-s6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "MySQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "managed SQL like PostgreSQL or MySQL is simpler, cheaper, and more reliable"}, {"id": "mai-20260917-0922-baseline|c139-s6|xai-small|Apache Cassandra", "prompt": "c139-s6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache Cassandra", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why avoid/caution: Designed for petabyte-scale... complex ops like node management overwhelm small teams"}, {"id": "mai-20260917-0922-baseline|c139-s6|xai-small|DynamoDB", "prompt": "c139-s6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "DynamoDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Amazon DynamoDB / Google Firestore: Serverless, auto-scale, low maintenance—good for SMB prototypes"}, {"id": "mai-20260917-0922-baseline|c139-s6|xai-small|Apache HBase", "prompt": "c139-s6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache HBase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "massive setup overhead, needs HDFS/Zookeeper... High complexity, poor for transactions"}, {"id": "mai-20260917-0922-baseline|c139-s6|xai-small|Oracle NoSQL Database", "prompt": "c139-s6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Oracle NoSQL Database", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why avoid/caution: Feature-heavy key-value/document stores with enterprise pricing and config demands"}, {"id": "mai-20260917-0922-baseline|c139-s6|xai-small|Couchbase (self-hosted)", "prompt": "c139-s6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Couchbase (self-hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Couchbase self-hosted needs clusters; better managed but still ops-intensive vs. simpler options"}, {"id": "mai-20260917-0922-baseline|c139-s6|xai-small|Self-hosted Elasticsearch", "prompt": "c139-s6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Self-hosted Elasticsearch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Why avoid/caution: Great for search/logs, but resource-hungry clusters, security vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c139-s6|xai-small|MongoDB (self-hosted)", "prompt": "c139-s6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB (self-hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "sharding/replication complexity grows fast... \"hidden costs\" in ops/scaling"}, {"id": "mai-20260917-0922-baseline|c139-s6|xai-small|Redis (self-hosted clusters)", "prompt": "c139-s6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis (self-hosted clusters)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Fine for caching/sessions standalone, but multi-node persistence adds complexity"}, {"id": "mai-20260917-0922-baseline|c139-s6|xai-small|Google Firestore", "prompt": "c139-s6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Google Firestore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Serverless, auto-scale, low maintenance—good for SMB prototypes with variable traffic"}, {"id": "mai-20260917-0922-baseline|c139-s6|xai-small|MongoDB Atlas", "prompt": "c139-s6", "model": "xai-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "MongoDB Atlas: Developer-friendly, but monitor costs"}, {"id": "mai-20260917-0922-baseline|c139-s6|zai-small|Neo4j", "prompt": "c139-s6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Neo4j", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Neo4j, for example, has proprietary components, which can raise licensing and compliance questions."}, {"id": "mai-20260917-0922-baseline|c139-s6|zai-small|ArangoDB", "prompt": "c139-s6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "ArangoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Graph databases (e.g., Neo4j, ArangoDB, Amazon Neptune) ... come with a steep learning curve and operational overhead."}, {"id": "mai-20260917-0922-baseline|c139-s6|zai-small|Amazon Neptune", "prompt": "c139-s6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Amazon Neptune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Graph databases (e.g., Neo4j, ArangoDB, Amazon Neptune) ... steep learning curve and operational overhead."}, {"id": "mai-20260917-0922-baseline|c139-s6|zai-small|Redis", "prompt": "c139-s6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Key‑value stores (e.g., Redis, DynamoDB, Oracle NoSQL, Couchbase) ... many are marketed with massive scale and distributed features that are overkill for a small business."}, {"id": "mai-20260917-0922-baseline|c139-s6|zai-small|DynamoDB", "prompt": "c139-s6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "DynamoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Distributed key‑value systems can require clustering, sharding, replication, and monitoring."}, {"id": "mai-20260917-0922-baseline|c139-s6|zai-small|Oracle NoSQL", "prompt": "c139-s6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Oracle NoSQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Key‑value stores (e.g., Redis, DynamoDB, Oracle NoSQL, Couchbase) ... overkill for a small business."}, {"id": "mai-20260917-0922-baseline|c139-s6|zai-small|Couchbase", "prompt": "c139-s6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Couchbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Document stores like MongoDB, Couchbase, and CouchDB ... can become complex quickly"}, {"id": "mai-20260917-0922-baseline|c139-s6|zai-small|MongoDB", "prompt": "c139-s6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Some NoSQL databases have changed their licensing (e.g., MongoDB’s SSPL), which can affect self‑hosting decisions"}, {"id": "mai-20260917-0922-baseline|c139-s6|zai-small|CouchDB", "prompt": "c139-s6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "CouchDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Document stores like MongoDB, Couchbase, and CouchDB ... they can become complex quickly"}, {"id": "mai-20260917-0922-baseline|c139-s6|zai-small|PostgreSQL", "prompt": "c139-s6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "a relational database with JSON support (e.g., PostgreSQL) can offer similar flexibility with better tooling and expertise availability"}, {"id": "mai-20260917-0922-baseline|c139-s6|zai-small|Apache Cassandra", "prompt": "c139-s6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "Apache Cassandra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Wide‑column stores like Apache Cassandra and HBase ... come with significant complexity."}, {"id": "mai-20260917-0922-baseline|c139-s6|zai-small|HBase", "prompt": "c139-s6", "model": "zai-small", "cat": "nosql-databases", "variant": "negative", "raw": "HBase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Wide‑column stores like Apache Cassandra and HBase are designed for massive, write‑heavy workloads ... come with significant complexity."}, {"id": "mai-20260917-0922-baseline|c140-l1|alibaba-small|Confluent Platform / Confluent Cloud", "prompt": "c140-l1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Platform / Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most new enterprise implementations today, **Confluent Cloud** is often cited as the leading choice"}, {"id": "mai-20260917-0922-baseline|c140-l1|alibaba-small|Apache Kafka", "prompt": "c140-l1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** Teams with strong DevOps/SRE capabilities who want full control and avoid vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c140-l1|alibaba-small|Amazon MSK", "prompt": "c140-l1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Many enterprises now choose **managed Kafka services** like **Amazon MSK** or **Azure Event Hubs (Kafka API)** instead."}, {"id": "mai-20260917-0922-baseline|c140-l1|alibaba-small|AWS Kinesis Data Streams", "prompt": "c140-l1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "AWS Kinesis Data Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Enterprises already heavily invested in the AWS ecosystem."}, {"id": "mai-20260917-0922-baseline|c140-l1|alibaba-small|Azure Event Hubs", "prompt": "c140-l1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Organizations using Microsoft Azure and .NET/PowerBI ecosystems."}, {"id": "mai-20260917-0922-baseline|c140-l1|alibaba-small|NATS JetStream", "prompt": "c140-l1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "NATS JetStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider lighter alternatives like **NATS JetStream** or **Redpanda**"}, {"id": "mai-20260917-0922-baseline|c140-l1|alibaba-small|Redpanda", "prompt": "c140-l1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider lighter alternatives like **NATS JetStream** or **Redpanda**"}, {"id": "mai-20260917-0922-baseline|c140-l1|anthropic-small|Bizzabo", "prompt": "c140-l1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Bizzabo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bizzabo boasts one of the most robust, bidirectional CRM syncs in the industry, making it a favorite for enterprise B2B marketers"}, {"id": "mai-20260917-0922-baseline|c140-l1|anthropic-small|ON24", "prompt": "c140-l1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "ON24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ON24**: A strong alternative for analytics and engagement."}, {"id": "mai-20260917-0922-baseline|c140-l1|anthropic-small|Goldcast", "prompt": "c140-l1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built specifically for event marketers who want to create TV-like virtual and hybrid events with high production value"}, {"id": "mai-20260917-0922-baseline|c140-l1|anthropic-small|EnterpriseTube", "prompt": "c140-l1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "EnterpriseTube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "five names consistently rise to the top: EnterpriseTube, Brightcove, Vimeo Enterprise, Kaltura, and Dacast"}, {"id": "mai-20260917-0922-baseline|c140-l1|anthropic-small|Brightcove", "prompt": "c140-l1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Brightcove", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "five names consistently rise to the top: EnterpriseTube, Brightcove, Vimeo Enterprise, Kaltura, and Dacast"}, {"id": "mai-20260917-0922-baseline|c140-l1|anthropic-small|Vimeo Enterprise", "prompt": "c140-l1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Vimeo Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "five names consistently rise to the top: EnterpriseTube, Brightcove, Vimeo Enterprise, Kaltura, and Dacast"}, {"id": "mai-20260917-0922-baseline|c140-l1|anthropic-small|Kaltura", "prompt": "c140-l1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Kaltura", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "five names consistently rise to the top: EnterpriseTube, Brightcove, Vimeo Enterprise, Kaltura, and Dacast"}, {"id": "mai-20260917-0922-baseline|c140-l1|anthropic-small|Dacast", "prompt": "c140-l1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Dacast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "five names consistently rise to the top: EnterpriseTube, Brightcove, Vimeo Enterprise, Kaltura, and Dacast"}, {"id": "mai-20260917-0922-baseline|c140-l1|anthropic-small|Apache Kafka", "prompt": "c140-l1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Apache Kafka is the dominant event streaming platform"}, {"id": "mai-20260917-0922-baseline|c140-l1|anthropic-small|Redpanda", "prompt": "c140-l1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "top alternatives being Redpanda (Kafka-compatible, faster)"}, {"id": "mai-20260917-0922-baseline|c140-l1|anthropic-small|Apache Pulsar", "prompt": "c140-l1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Apache Pulsar (multi-tenancy)"}, {"id": "mai-20260917-0922-baseline|c140-l1|anthropic-small|Amazon Kinesis", "prompt": "c140-l1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Amazon Kinesis (managed)"}, {"id": "mai-20260917-0922-baseline|c140-l1|challenger-small|Confluent", "prompt": "c140-l1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Confluent** ... positioned as the enterprise standard for Kafka-based streaming"}, {"id": "mai-20260917-0922-baseline|c140-l1|challenger-small|Apache Kafka", "prompt": "c140-l1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Confluent / Apache Kafka** — best for most enterprise event streaming backbones"}, {"id": "mai-20260917-0922-baseline|c140-l1|challenger-small|Solace PubSub+", "prompt": "c140-l1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Solace PubSub+", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong for **hybrid, multi-cloud, and event mesh** architectures"}, {"id": "mai-20260917-0922-baseline|c140-l1|challenger-small|Amazon MSK", "prompt": "c140-l1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best when your enterprise is already standardized on one cloud"}, {"id": "mai-20260917-0922-baseline|c140-l1|challenger-small|Kinesis", "prompt": "c140-l1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best when your enterprise is already standardized on one cloud"}, {"id": "mai-20260917-0922-baseline|c140-l1|challenger-small|Azure Event Hubs", "prompt": "c140-l1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best when your enterprise is already standardized on one cloud"}, {"id": "mai-20260917-0922-baseline|c140-l1|challenger-small|Google Pub/Sub", "prompt": "c140-l1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Google Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best when your enterprise is already standardized on one cloud"}, {"id": "mai-20260917-0922-baseline|c140-l1|challenger-small|Apache Flink", "prompt": "c140-l1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Flink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "best if you need **complex stream processing**, not just transport"}, {"id": "mai-20260917-0922-baseline|c140-l1|challenger-small|Kaltura", "prompt": "c140-l1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Kaltura", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "enterprise-oriented options such as **Kaltura**"}, {"id": "mai-20260917-0922-baseline|c140-l1|challenger-small|Vimeo Enterprise", "prompt": "c140-l1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Vimeo Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Vimeo Enterprise**"}, {"id": "mai-20260917-0922-baseline|c140-l1|challenger-small|Panopto", "prompt": "c140-l1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Panopto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Panopto**"}, {"id": "mai-20260917-0922-baseline|c140-l1|challenger-small|Brightcove", "prompt": "c140-l1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Brightcove", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "or **Brightcove** are the more relevant category"}, {"id": "mai-20260917-0922-baseline|c140-l1|deepseek-small|Confluent Cloud / Confluent Platform", "prompt": "c140-l1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud / Confluent Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Confluent Cloud** is the strongest overall recommendation"}, {"id": "mai-20260917-0922-baseline|c140-l1|deepseek-small|Redpanda", "prompt": "c140-l1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Redpanda** is the top alternative"}, {"id": "mai-20260917-0922-baseline|c140-l1|deepseek-small|Amazon MSK", "prompt": "c140-l1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you're deeply AWS-centric (MSK speaks Kafka"}, {"id": "mai-20260917-0922-baseline|c140-l1|deepseek-small|AWS Kinesis", "prompt": "c140-l1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "AWS Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Amazon MSK / AWS Kinesis** — best if you're deeply AWS-centric"}, {"id": "mai-20260917-0922-baseline|c140-l1|deepseek-small|Azure Event Hubs", "prompt": "c140-l1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Azure Event Hubs** — if you're on Microsoft stack"}, {"id": "mai-20260917-0922-baseline|c140-l1|deepseek-small|Google Pub/Sub", "prompt": "c140-l1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Google Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Google Pub/Sub** — if you're GCP-native"}, {"id": "mai-20260917-0922-baseline|c140-l1|deepseek-small|WarpStream", "prompt": "c140-l1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "WarpStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "if you're very cost-sensitive with huge volumes, evaluate Redpanda or WarpStream (object-storage architecture)"}, {"id": "mai-20260917-0922-baseline|c140-l1|google-small|Confluent", "prompt": "c140-l1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Confluent remains the most mature, feature-complete enterprise data streaming platform... the default choice for the Fortune 500."}, {"id": "mai-20260917-0922-baseline|c140-l1|google-small|Redpanda", "prompt": "c140-l1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Redpanda (The Modern, High-Performance Kafka Alternative)"}, {"id": "mai-20260917-0922-baseline|c140-l1|google-small|Solace PubSub+", "prompt": "c140-l1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Solace PubSub+", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Solace\\u2019s \"Event Mesh\" is unparalleled for hybrid environments"}, {"id": "mai-20260917-0922-baseline|c140-l1|google-small|Apache Pulsar", "prompt": "c140-l1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pulsar's native support for namespaces and multi-tenant isolation makes it perfect for B2B applications"}, {"id": "mai-20260917-0922-baseline|c140-l1|meta-small|Axual", "prompt": "c140-l1", "model": "meta-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Axual", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Axual - Offers an Enterprise Streaming Platform developed for organizations varying from mid to large scale."}, {"id": "mai-20260917-0922-baseline|c140-l1|minimax-small|Confluent Cloud (Managed Kafka)", "prompt": "c140-l1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud (Managed Kafka)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Confluent Cloud** offers the best balance of enterprise features, manageability, and ecosystem support."}, {"id": "mai-20260917-0922-baseline|c140-l1|minimax-small|Apache Kafka (Open Source)", "prompt": "c140-l1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Kafka (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you have strong technical expertise and need maximum control, **Apache Kafka** remains the industry standard"}, {"id": "mai-20260917-0922-baseline|c140-l1|minimax-small|Amazon Kinesis Data Streams", "prompt": "c140-l1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: AWS-centric enterprises ... **Cons**: Vendor lock-in, limited features compared to Kafka"}, {"id": "mai-20260917-0922-baseline|c140-l1|minimax-small|Azure Event Hubs", "prompt": "c140-l1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Microsoft ecosystem enterprises"}, {"id": "mai-20260917-0922-baseline|c140-l1|minimax-small|Google Cloud Dataflow", "prompt": "c140-l1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Google Cloud Dataflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Google Cloud ecosystem"}, {"id": "mai-20260917-0922-baseline|c140-l1|mistral-small|Apache Kafka", "prompt": "c140-l1", "model": "mistral-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need maximum flexibility and ecosystem depth: Apache Kafka (self-hosted or via Confluent Cloud) remains the gold standard."}, {"id": "mai-20260917-0922-baseline|c140-l1|mistral-small|Apache Pulsar", "prompt": "c140-l1", "model": "mistral-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If multi-tenancy and geo-replication are critical: Consider Apache Pulsar"}, {"id": "mai-20260917-0922-baseline|c140-l1|mistral-small|Confluent Cloud", "prompt": "c140-l1", "model": "mistral-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most enterprise B2B companies: Start with Confluent Cloud (managed Kafka)"}, {"id": "mai-20260917-0922-baseline|c140-l1|moonshot-small|Confluent Cloud", "prompt": "c140-l1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Confluent Cloud** is generally the safest choice for enterprise B2B"}, {"id": "mai-20260917-0922-baseline|c140-l1|moonshot-small|Redpanda", "prompt": "c140-l1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Redpanda** offers compelling savings with similar performance"}, {"id": "mai-20260917-0922-baseline|c140-l1|moonshot-small|Apache Kafka", "prompt": "c140-l1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Maximum control, strong SRE team** | **Self-hosted Apache Kafka**"}, {"id": "mai-20260917-0922-baseline|c140-l1|moonshot-small|Amazon Kinesis", "prompt": "c140-l1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deep AWS commitment, simple needs** | **Amazon Kinesis**"}, {"id": "mai-20260917-0922-baseline|c140-l1|openai-small|Apache Kafka", "prompt": "c140-l1", "model": "openai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apache Kafka is the safest default recommendation** for most enterprise use cases"}, {"id": "mai-20260917-0922-baseline|c140-l1|openai-small|AWS Kinesis Data Streams", "prompt": "c140-l1", "model": "openai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "AWS Kinesis Data Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose AWS Kinesis Data Streams if:** - you are heavily committed to AWS"}, {"id": "mai-20260917-0922-baseline|c140-l1|openai-small|Confluent Cloud", "prompt": "c140-l1", "model": "openai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "use a managed Kafka offering, such as Confluent Cloud or a cloud provider’s managed Kafka service"}, {"id": "mai-20260917-0922-baseline|c140-l1|openai-small|Azure Event Hubs", "prompt": "c140-l1", "model": "openai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparing **Kafka vs Kinesis vs Azure Event Hubs vs Redpanda**"}, {"id": "mai-20260917-0922-baseline|c140-l1|openai-small|Redpanda", "prompt": "c140-l1", "model": "openai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparing **Kafka vs Kinesis vs Azure Event Hubs vs Redpanda**"}, {"id": "mai-20260917-0922-baseline|c140-l1|xai-small|Apache Kafka", "prompt": "c140-l1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apache Kafka (often via managed versions) dominates as the de facto standard."}, {"id": "mai-20260917-0922-baseline|c140-l1|xai-small|Confluent Cloud", "prompt": "c140-l1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cloud-Agnostic/Multi-Cloud: Confluent Cloud. ... Pilot Confluent Cloud (free tier)"}, {"id": "mai-20260917-0922-baseline|c140-l1|xai-small|Amazon MSK", "prompt": "c140-l1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS Heavy: MSK or Kinesis."}, {"id": "mai-20260917-0922-baseline|c140-l1|xai-small|Redpanda", "prompt": "c140-l1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-Sensitive/High-Volume: Redpanda."}, {"id": "mai-20260917-0922-baseline|c140-l1|xai-small|Apache Pulsar", "prompt": "c140-l1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Lower adoption vs. Kafka; steeper learning curve."}, {"id": "mai-20260917-0922-baseline|c140-l1|xai-small|Amazon Kinesis", "prompt": "c140-l1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AWS Heavy: MSK or Kinesis."}, {"id": "mai-20260917-0922-baseline|c140-l1|xai-small|StreamNative", "prompt": "c140-l1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "StreamNative", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source; managed via StreamNative."}, {"id": "mai-20260917-0922-baseline|c140-l1|xai-small|Axual", "prompt": "c140-l1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Axual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "where Confluent/Redpanda/Axual score high"}, {"id": "mai-20260917-0922-baseline|c140-l1|zai-small|Apache Kafka", "prompt": "c140-l1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Open-source-first with maximum ecosystem flexibility** | **Apache Kafka** | Most mature, largest ecosystem"}, {"id": "mai-20260917-0922-baseline|c140-l1|zai-small|Confluent", "prompt": "c140-l1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprise B2B companies, **Confluent Cloud** (managed Kafka) is the best starting point"}, {"id": "mai-20260917-0922-baseline|c140-l1|zai-small|Apache Pulsar", "prompt": "c140-l1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Apache Pulsar** may be the better choice"}, {"id": "mai-20260917-0922-baseline|c140-l1|zai-small|IBM Event Streams", "prompt": "c140-l1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "IBM Event Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "IBM Cloud or Red Hat OpenShift environment** | **IBM Event Streams**"}, {"id": "mai-20260917-0922-baseline|c140-l1|zai-small|AWS Kinesis", "prompt": "c140-l1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "AWS Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're heavily invested in the **AWS ecosystem**, **Kinesis** offers deep integration."}, {"id": "mai-20260917-0922-baseline|c140-l1|zai-small|Redpanda", "prompt": "c140-l1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need for ultra-low latency with simplified ops** | **Redpanda**"}, {"id": "mai-20260917-0922-baseline|c140-l2|alibaba-small|Confluent Cloud", "prompt": "c140-l2", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary goal is building a **real-time data pipeline** across different teams and potentially multiple clouds, choose **Confluent Cloud**."}, {"id": "mai-20260917-0922-baseline|c140-l2|alibaba-small|AWS Managed Streaming for Apache Kafka (MSK)", "prompt": "c140-l2", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "AWS Managed Streaming for Apache Kafka (MSK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are **already on AWS** and want the most cost-effective way to run standard Kafka without managing servers, choose **AWS MSK**."}, {"id": "mai-20260917-0922-baseline|c140-l2|alibaba-small|Microsoft Azure Event Hubs", "prompt": "c140-l2", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Microsoft Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are **already on Azure** and need massive-scale event ingestion ... choose **Azure Event Hubs**."}, {"id": "mai-20260917-0922-baseline|c140-l2|anthropic-small|Confluent Cloud", "prompt": "c140-l2", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have Kafka expertise and want maximum flexibility, Confluent Cloud is popular."}, {"id": "mai-20260917-0922-baseline|c140-l2|anthropic-small|AWS MSK (Managed Streaming for Apache Kafka)", "prompt": "c140-l2", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "AWS MSK (Managed Streaming for Apache Kafka)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer simplicity and are in AWS, MSK or Kinesis might be better."}, {"id": "mai-20260917-0922-baseline|c140-l2|anthropic-small|Azure Event Hubs", "prompt": "c140-l2", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good choice if using Azure; simplified Kafka API"}, {"id": "mai-20260917-0922-baseline|c140-l2|anthropic-small|AWS Kinesis", "prompt": "c140-l2", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "AWS Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you prefer simplicity and are in AWS, MSK or Kinesis might be better."}, {"id": "mai-20260917-0922-baseline|c140-l2|anthropic-small|Google Pub/Sub", "prompt": "c140-l2", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Google Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Excellent for event streaming, integrates with GCP"}, {"id": "mai-20260917-0922-baseline|c140-l2|anthropic-small|Apache Pulsar", "prompt": "c140-l2", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Apache Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Alternative to Kafka with some advantages for certain use cases"}, {"id": "mai-20260917-0922-baseline|c140-l2|challenger-small|Confluent Cloud", "prompt": "c140-l2", "model": "challenger-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would most often recommend **Confluent Cloud** if you want the broadest enterprise-grade streaming platform"}, {"id": "mai-20260917-0922-baseline|c140-l2|challenger-small|Amazon MSK", "prompt": "c140-l2", "model": "challenger-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon MSK** if your organization is strongly standardized on AWS"}, {"id": "mai-20260917-0922-baseline|c140-l2|challenger-small|NetApp Instaclustr for Apache Kafka", "prompt": "c140-l2", "model": "challenger-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "NetApp Instaclustr for Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose NetApp Instaclustr for Apache Kafka** if you care most about **open-source Kafka, very strong SLAs, and BYOC / hybrid flexibility"}, {"id": "mai-20260917-0922-baseline|c140-l2|challenger-small|Google Cloud’s managed Kafka service", "prompt": "c140-l2", "model": "challenger-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Google Cloud’s managed Kafka service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If the company is **GCP-native**, Google Cloud’s managed Kafka service is worth evaluating"}, {"id": "mai-20260917-0922-baseline|c140-l2|deepseek-small|Confluent Cloud", "prompt": "c140-l2", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Confluent Cloud** as the primary choice"}, {"id": "mai-20260917-0922-baseline|c140-l2|deepseek-small|Amazon MSK", "prompt": "c140-l2", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Amazon MSK** as a strong alternative depending on your cloud strategy"}, {"id": "mai-20260917-0922-baseline|c140-l2|deepseek-small|Redpanda Cloud", "prompt": "c140-l2", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Redpanda Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A fast, Kafka-API-compatible engine without the JVM... But it has a smaller ecosystem and fewer enterprise governance features"}, {"id": "mai-20260917-0922-baseline|c140-l2|deepseek-small|Azure Event Hubs", "prompt": "c140-l2", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Only if you're fully locked into Azure/GCP and want a different, simpler API"}, {"id": "mai-20260917-0922-baseline|c140-l2|deepseek-small|Google Pub-Sub", "prompt": "c140-l2", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Google Pub-Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Only if you're fully locked into Azure/GCP and want a different, simpler API"}, {"id": "mai-20260917-0922-baseline|c140-l2|google-small|Confluent Cloud", "prompt": "c140-l2", "model": "google-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Confluent Cloud is the safest and most enabling recommendation for a large B2B enterprise."}, {"id": "mai-20260917-0922-baseline|c140-l2|google-small|Amazon MSK", "prompt": "c140-l2", "model": "google-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unless you have a strict mandate to keep all infrastructure native to AWS (where **MSK** wins)"}, {"id": "mai-20260917-0922-baseline|c140-l2|google-small|Aiven for Apache Kafka", "prompt": "c140-l2", "model": "google-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Strict cloud-provider lock-in concerns** | **Aiven** | Truly 100% open-source Apache Kafka"}, {"id": "mai-20260917-0922-baseline|c140-l2|google-small|Redpanda Cloud", "prompt": "c140-l2", "model": "google-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Redpanda Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"High-Performance / Modern\" Alternative"}, {"id": "mai-20260917-0922-baseline|c140-l2|meta-small|Confluent Cloud", "prompt": "c140-l2", "model": "meta-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top options include:\n\n1. Confluent Cloud: A fully managed Apache Kafka service that provides a cloud-native experience"}, {"id": "mai-20260917-0922-baseline|c140-l2|meta-small|Amazon MSK", "prompt": "c140-l2", "model": "meta-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Amazon MSK: A fully managed Apache Kafka service that provides operational simplicity, security, and scalability."}, {"id": "mai-20260917-0922-baseline|c140-l2|meta-small|Raff Managed Kafka", "prompt": "c140-l2", "model": "meta-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Raff Managed Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a simpler fixed-plan Apache Kafka service that is suitable for small and mid-sized teams"}, {"id": "mai-20260917-0922-baseline|c140-l2|meta-small|Aiven for Apache Kafka", "prompt": "c140-l2", "model": "meta-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A multi-cloud managed open-source infrastructure that provides a reliable and scalable Apache Kafka service."}, {"id": "mai-20260917-0922-baseline|c140-l2|meta-small|Cloud Temple's Managed Kafka", "prompt": "c140-l2", "model": "meta-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Cloud Temple's Managed Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "deployed on a sovereign SecNumCloud infrastructure"}, {"id": "mai-20260917-0922-baseline|c140-l2|minimax-small|Confluent Cloud", "prompt": "c140-l2", "model": "minimax-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Confluent Cloud** — Ideal if you want a full-featured streaming platform beyond just Kafka."}, {"id": "mai-20260917-0922-baseline|c140-l2|minimax-small|Amazon MSK", "prompt": "c140-l2", "model": "minimax-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best choice if you're already heavily invested in AWS."}, {"id": "mai-20260917-0922-baseline|c140-l2|minimax-small|Instaclustr (NetApp)", "prompt": "c140-l2", "model": "minimax-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Instaclustr (NetApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong choice if you need high SLAs (up to 99.999%)"}, {"id": "mai-20260917-0922-baseline|c140-l2|minimax-small|Amazon Kinesis", "prompt": "c140-l2", "model": "minimax-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon Kinesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fully managed streaming on AWS, good for AWS-native environments"}, {"id": "mai-20260917-0922-baseline|c140-l2|minimax-small|Google Cloud Pub/Sub", "prompt": "c140-l2", "model": "minimax-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you're on GCP and need global scalability"}, {"id": "mai-20260917-0922-baseline|c140-l2|mistral-small|Confluent Cloud", "prompt": "c140-l2", "model": "mistral-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Confluent Cloud** is the most widely recommended for large enterprises due to its maturity, scalability, and ecosystem."}, {"id": "mai-20260917-0922-baseline|c140-l2|mistral-small|Instaclustr Managed Kafka", "prompt": "c140-l2", "model": "mistral-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Instaclustr Managed Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides fully managed Kafka clusters with high scalability and strong SLA guarantees."}, {"id": "mai-20260917-0922-baseline|c140-l2|mistral-small|Upstash", "prompt": "c140-l2", "model": "mistral-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Upstash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fully managed Kafka with serverless options, simplifying operations and reducing overhead."}, {"id": "mai-20260917-0922-baseline|c140-l2|mistral-small|IBM Video Streaming", "prompt": "c140-l2", "model": "mistral-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "IBM Video Streaming", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "specifically recommended for large enterprises, offering secure, large-audience broadcasts"}, {"id": "mai-20260917-0922-baseline|c140-l2|mistral-small|Brightcove", "prompt": "c140-l2", "model": "mistral-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Brightcove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "another strong choice for large-scale marketing and internal communications"}, {"id": "mai-20260917-0922-baseline|c140-l2|moonshot-small|Confluent Cloud", "prompt": "c140-l2", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick for a large B2B company**: **Confluent Cloud**"}, {"id": "mai-20260917-0922-baseline|c140-l2|moonshot-small|Amazon MSK", "prompt": "c140-l2", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Amazon MSK** (Best for AWS-Native Organizations)"}, {"id": "mai-20260917-0922-baseline|c140-l2|moonshot-small|Azure Event Hubs", "prompt": "c140-l2", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Azure Event Hubs** (Best for Microsoft-Centric Environments)"}, {"id": "mai-20260917-0922-baseline|c140-l2|moonshot-small|Instaclustr for Apache Kafka", "prompt": "c140-l2", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Instaclustr for Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Instaclustr for Apache Kafka** (Best for Compliance-First Industries)"}, {"id": "mai-20260917-0922-baseline|c140-l2|moonshot-small|Aiven", "prompt": "c140-l2", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cost optimization + open source** | Instaclustr or Aiven"}, {"id": "mai-20260917-0922-baseline|c140-l2|openai-small|Confluent Cloud", "prompt": "c140-l2", "model": "openai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Confluent Cloud**"}, {"id": "mai-20260917-0922-baseline|c140-l2|openai-small|Amazon MSK", "prompt": "c140-l2", "model": "openai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is **already standardized on AWS**, then **Amazon MSK** is the best fit for many teams"}, {"id": "mai-20260917-0922-baseline|c140-l2|openai-small|Azure Event Hubs", "prompt": "c140-l2", "model": "openai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are **mostly on Azure**... **Azure Event Hubs** is worth considering"}, {"id": "mai-20260917-0922-baseline|c140-l2|xai-small|Confluent Cloud", "prompt": "c140-l2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Confluent Cloud as the top managed Kafka/streaming service."}, {"id": "mai-20260917-0922-baseline|c140-l2|xai-small|Amazon MSK", "prompt": "c140-l2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "More ops overhead, lower SLA (99.9%), AWS lock-in, hidden networking costs"}, {"id": "mai-20260917-0922-baseline|c140-l2|xai-small|Aiven for Kafka", "prompt": "c140-l2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven for Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Multi-cloud open-source fans | Kubernetes-native, 99.99% SLA, predictable pricing"}, {"id": "mai-20260917-0922-baseline|c140-l2|xai-small|Instaclustr", "prompt": "c140-l2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Instaclustr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "High SLA (99.999%), any cloud/on-prem | Less \"full platform\" features"}, {"id": "mai-20260917-0922-baseline|c140-l2|xai-small|Redpanda Cloud", "prompt": "c140-l2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Redpanda Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Kafka-compatible, lower costs for logs/observability | Newer, less enterprise polish"}, {"id": "mai-20260917-0922-baseline|c140-l2|xai-small|Azure Event Hubs", "prompt": "c140-l2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Broader streaming? Confluent or cloud-native like Azure Event Hubs/Google Pub/Sub (but they're not full Kafka)"}, {"id": "mai-20260917-0922-baseline|c140-l2|xai-small|Google Pub/Sub", "prompt": "c140-l2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Google Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "cloud-native like Azure Event Hubs/Google Pub/Sub (but they're not full Kafka)"}, {"id": "mai-20260917-0922-baseline|c140-l2|zai-small|Confluent Cloud", "prompt": "c140-l2", "model": "zai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Confluent Cloud** as the primary choice"}, {"id": "mai-20260917-0922-baseline|c140-l2|zai-small|Amazon MSK", "prompt": "c140-l2", "model": "zai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon MSK** is a strong runner-up"}, {"id": "mai-20260917-0922-baseline|c140-l2|zai-small|Azure Event Hubs", "prompt": "c140-l2", "model": "zai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Kafka-compatible, but ecosystem is more limited than Confluent"}, {"id": "mai-20260917-0922-baseline|c140-l2|zai-small|Google Pub/Sub", "prompt": "c140-l2", "model": "zai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Google Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fire-and-forget model; not a direct Kafka replacement"}, {"id": "mai-20260917-0922-baseline|c140-l2|zai-small|Redpanda Cloud", "prompt": "c140-l2", "model": "zai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Redpanda Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Kafka-compatible, but less mature enterprise features"}, {"id": "mai-20260917-0922-baseline|c140-l2|zai-small|Instaclustr/Aiven", "prompt": "c140-l2", "model": "zai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Instaclustr/Aiven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good for open-source Kafka, but less \"all-in-one\" than Confluent"}, {"id": "mai-20260917-0922-baseline|c140-l3|alibaba-small|Apache Kafka", "prompt": "c140-l3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Maximize ecosystem & flexibility?** → **Apache Kafka** (self-managed) or **Confluent** (fully managed)"}, {"id": "mai-20260917-0922-baseline|c140-l3|alibaba-small|Confluent", "prompt": "c140-l3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Maximize ecosystem & flexibility?** → **Apache Kafka** (self-managed) or **Confluent** (fully managed)"}, {"id": "mai-20260917-0922-baseline|c140-l3|alibaba-small|Redpanda", "prompt": "c140-l3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prioritize performance, low latency, and operational simplicity?** → **Redpanda**"}, {"id": "mai-20260917-0922-baseline|c140-l3|alibaba-small|Apache Pulsar", "prompt": "c140-l3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need true multi-tenancy, geo-scale replication out of the box?** → **Apache Pulsar**"}, {"id": "mai-20260917-0922-baseline|c140-l3|alibaba-small|AWS Kinesis", "prompt": "c140-l3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "AWS Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Heavily committed to AWS or Azure?** → **Kinesis** or **Event Hubs**"}, {"id": "mai-20260917-0922-baseline|c140-l3|alibaba-small|Azure Event Hubs", "prompt": "c140-l3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Heavily committed to AWS or Azure?** → **Kinesis** or **Event Hubs**"}, {"id": "mai-20260917-0922-baseline|c140-l3|anthropic-small|Apache Flink", "prompt": "c140-l3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Flink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Flink is better for complex event processing (MATCH_RECOGNIZE, FlinkCEP) and workloads requiring custom Java operators"}, {"id": "mai-20260917-0922-baseline|c140-l3|anthropic-small|RisingWave", "prompt": "c140-l3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "RisingWave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "RisingWave (SQL-native, simplest to operate)"}, {"id": "mai-20260917-0922-baseline|c140-l3|anthropic-small|Apache Kafka", "prompt": "c140-l3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Apache Kafka remains the undisputed leader in event streaming"}, {"id": "mai-20260917-0922-baseline|c140-l3|anthropic-small|Confluent Cloud", "prompt": "c140-l3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Confluent Cloud offloads cluster operations while adding governance and stream processing, making it ideal for teams wanting managed Kafka without operational overhead"}, {"id": "mai-20260917-0922-baseline|c140-l3|anthropic-small|Amazon Kinesis", "prompt": "c140-l3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Amazon Kinesis is a fully managed cloud service for real-time ingestion, processing, and analytics of streaming data"}, {"id": "mai-20260917-0922-baseline|c140-l3|anthropic-small|Google Cloud Dataflow", "prompt": "c140-l3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Dataflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "cloud-native services like Amazon Kinesis, Google Cloud Dataflow, and Azure Stream Analytics"}, {"id": "mai-20260917-0922-baseline|c140-l3|anthropic-small|Azure Stream Analytics", "prompt": "c140-l3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Stream Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "cloud-native services like Amazon Kinesis, Google Cloud Dataflow, and Azure Stream Analytics"}, {"id": "mai-20260917-0922-baseline|c140-l3|anthropic-small|Apache Pulsar", "prompt": "c140-l3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it's less mature in terms of ecosystem and community support"}, {"id": "mai-20260917-0922-baseline|c140-l3|anthropic-small|Axual", "prompt": "c140-l3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Axual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Axual provides an enterprise-grade event streaming platform focusing on usability and operational simplicity"}, {"id": "mai-20260917-0922-baseline|c140-l3|anthropic-small|Pub/Sub", "prompt": "c140-l3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "managed services reduce operations costs (Kinesis, Pub/Sub)"}, {"id": "mai-20260917-0922-baseline|c140-l3|challenger-small|Apache Kafka", "prompt": "c140-l3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Apache Kafka** if you want the *industry standard* and maximum ecosystem support."}, {"id": "mai-20260917-0922-baseline|c140-l3|challenger-small|Confluent", "prompt": "c140-l3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Kafka and Confluent are the most established for broad enterprise use"}, {"id": "mai-20260917-0922-baseline|c140-l3|challenger-small|Apache Pulsar", "prompt": "c140-l3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Apache Pulsar** if you need **multi-region replication** or **multi-tenancy**"}, {"id": "mai-20260917-0922-baseline|c140-l3|challenger-small|Amazon Kinesis", "prompt": "c140-l3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Amazon Kinesis** if you are committed to **AWS** and want a managed service."}, {"id": "mai-20260917-0922-baseline|c140-l3|challenger-small|Google Cloud Pub/Sub / Dataflow", "prompt": "c140-l3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub / Dataflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Google Cloud Pub/Sub/Dataflow** ... if you are primarily in **GCP**"}, {"id": "mai-20260917-0922-baseline|c140-l3|challenger-small|Azure Event Hubs / Stream Analytics", "prompt": "c140-l3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs / Stream Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose ... **Azure Event Hubs/Stream Analytics** if you are primarily in ... **Azure**"}, {"id": "mai-20260917-0922-baseline|c140-l3|challenger-small|Redpanda", "prompt": "c140-l3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Redpanda** if you want **Kafka compatibility** with simpler operations and lower latency."}, {"id": "mai-20260917-0922-baseline|c140-l3|deepseek-small|Apache Kafka (and Confluent)", "prompt": "c140-l3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka (and Confluent)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The de facto industry standard and the foundation most streaming architecture is built on... Best default for enterprises with existing Kafka expertise."}, {"id": "mai-20260917-0922-baseline|c140-l3|deepseek-small|Apache Pulsar", "prompt": "c140-l3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You need strong multi-tenancy, geo-replication, or native queueing + streaming → Pulsar."}, {"id": "mai-20260917-0922-baseline|c140-l3|deepseek-small|Redpanda", "prompt": "c140-l3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You want low ops overhead + maximum performance → Redpanda."}, {"id": "mai-20260917-0922-baseline|c140-l3|deepseek-small|Confluent Cloud", "prompt": "c140-l3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise Kafka everywhere (AWS/GCP/Azure/on-prem); deepest governance & stream processing."}, {"id": "mai-20260917-0922-baseline|c140-l3|deepseek-small|Amazon MSK", "prompt": "c140-l3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You want managed Kafka without vendor lock-in beyond AWS → Amazon MSK."}, {"id": "mai-20260917-0922-baseline|c140-l3|deepseek-small|Amazon Kinesis", "prompt": "c140-l3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "shard model with hard per-shard limits; great for ingestion/analytics inside AWS"}, {"id": "mai-20260917-0922-baseline|c140-l3|deepseek-small|Azure Event Hubs", "prompt": "c140-l3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "MS-native big-data ingestion; supports Kafka protocol consumers."}, {"id": "mai-20260917-0922-baseline|c140-l3|deepseek-small|Google Pub/Sub", "prompt": "c140-l3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "simplest model but GCP-locked and weaker on strict ordering/replay"}, {"id": "mai-20260917-0922-baseline|c140-l3|google-small|Apache Kafka / Confluent Cloud & Platform", "prompt": "c140-l3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka / Confluent Cloud & Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Confluent / Apache Kafka if you want the safest, most widely supported ecosystem... Kafka is the default enterprise choice."}, {"id": "mai-20260917-0922-baseline|c140-l3|google-small|Apache Pulsar (StreamNative)", "prompt": "c140-l3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar (StreamNative)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Apache Pulsar if you are building a \"Streaming-as-a-Service\" platform for a massive organization where strict multi-tenancy... are hard requirements."}, {"id": "mai-20260917-0922-baseline|c140-l3|google-small|Redpanda", "prompt": "c140-l3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Redpanda if you have strict sub-millisecond tail latency SLAs"}, {"id": "mai-20260917-0922-baseline|c140-l3|google-small|Amazon Kinesis", "prompt": "c140-l3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly optimized for AWS integrations (Lambda, S3, Firehose)."}, {"id": "mai-20260917-0922-baseline|c140-l3|google-small|Azure Event Hubs", "prompt": "c140-l3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Integrates natively with Microsoft's enterprise stack and offers a dedicated Kafka-API compatibility layer."}, {"id": "mai-20260917-0922-baseline|c140-l3|google-small|Google Cloud Pub/Sub", "prompt": "c140-l3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A highly scalable, global messaging broker deeply connected to GCP's data analytics tools"}, {"id": "mai-20260917-0922-baseline|c140-l3|google-small|Solace PubSub+", "prompt": "c140-l3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Solace PubSub+", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Solace PubSub+ if you operate in a hybrid/multi-cloud environment with legacy applications and mainframes"}, {"id": "mai-20260917-0922-baseline|c140-l3|google-small|WarpStream", "prompt": "c140-l3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "WarpStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose WarpStream if your primary use case is high-volume telemetry, application logs, or observability data."}, {"id": "mai-20260917-0922-baseline|c140-l3|meta-small|Apache Kafka", "prompt": "c140-l3", "model": "meta-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade event streaming platforms include Apache Kafka, Apache Pulsar, Amazon Kinesis Data Streams, Azure Event Hubs, and Confluent Platform."}, {"id": "mai-20260917-0922-baseline|c140-l3|meta-small|Apache Pulsar", "prompt": "c140-l3", "model": "meta-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Apache Kafka, Apache Pulsar, Amazon Kinesis Data Streams, Azure Event Hubs, and Confluent Platform"}, {"id": "mai-20260917-0922-baseline|c140-l3|meta-small|Amazon Kinesis Data Streams", "prompt": "c140-l3", "model": "meta-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Amazon Kinesis Data Streams, Azure Event Hubs, and Confluent Platform"}, {"id": "mai-20260917-0922-baseline|c140-l3|meta-small|Azure Event Hubs", "prompt": "c140-l3", "model": "meta-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Azure Event Hubs, and Confluent Platform"}, {"id": "mai-20260917-0922-baseline|c140-l3|meta-small|Confluent Platform", "prompt": "c140-l3", "model": "meta-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "and Confluent Platform"}, {"id": "mai-20260917-0922-baseline|c140-l3|minimax-small|Apache Kafka", "prompt": "c140-l3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For maximum control and flexibility, Kafka remains the standard."}, {"id": "mai-20260917-0922-baseline|c140-l3|minimax-small|Confluent Platform/Cloud", "prompt": "c140-l3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Platform/Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For enterprises needing support and governance, Confluent offers the most complete enterprise-grade package."}, {"id": "mai-20260917-0922-baseline|c140-l3|minimax-small|Amazon Kinesis Data Streams", "prompt": "c140-l3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** AWS-native workloads"}, {"id": "mai-20260917-0922-baseline|c140-l3|minimax-small|Google Cloud Pub/Sub", "prompt": "c140-l3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Global event delivery with automatic scaling"}, {"id": "mai-20260917-0922-baseline|c140-l3|minimax-small|Azure Event Hubs", "prompt": "c140-l3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Azure ecosystems"}, {"id": "mai-20260917-0922-baseline|c140-l3|minimax-small|Apache Pulsar", "prompt": "c140-l3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong on geo-replication, multi-region streaming"}, {"id": "mai-20260917-0922-baseline|c140-l3|minimax-small|Redpanda", "prompt": "c140-l3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "High-performance Kafka replacement with simpler operations"}, {"id": "mai-20260917-0922-baseline|c140-l3|minimax-small|NATS JetStream", "prompt": "c140-l3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "NATS JetStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Lightweight, ultra-low latency for microservices"}, {"id": "mai-20260917-0922-baseline|c140-l3|mistral-small|Apache Kafka", "prompt": "c140-l3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The industry standard and most widely adopted open-source event streaming platform."}, {"id": "mai-20260917-0922-baseline|c140-l3|mistral-small|Confluent Platform (and Confluent Cloud)", "prompt": "c140-l3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Platform (and Confluent Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Confluent adds enterprise-grade features such as stream governance, schema registry, pre-built connectors, and managed services"}, {"id": "mai-20260917-0922-baseline|c140-l3|mistral-small|Amazon Kinesis Data Streams", "prompt": "c140-l3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: AWS-centric organizations that need a managed, scalable streaming solution"}, {"id": "mai-20260917-0922-baseline|c140-l3|mistral-small|Google Cloud Pub/Sub", "prompt": "c140-l3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Teams using Google Cloud who need a fully managed, globally distributed event streaming platform."}, {"id": "mai-20260917-0922-baseline|c140-l3|mistral-small|Azure Event Hubs", "prompt": "c140-l3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprises within the Microsoft ecosystem that require a managed, scalable event streaming platform."}, {"id": "mai-20260917-0922-baseline|c140-l3|mistral-small|Apache Pulsar", "prompt": "c140-l3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "often seen as an alternative to Kafka with some unique features"}, {"id": "mai-20260917-0922-baseline|c140-l3|mistral-small|Apache Flink", "prompt": "c140-l3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Flink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A stateful stream processing framework (not a full event streaming platform)"}, {"id": "mai-20260917-0922-baseline|c140-l3|mistral-small|Redpanda", "prompt": "c140-l3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A Kafka-compatible, single-binary event streaming platform designed for high performance and simplicity."}, {"id": "mai-20260917-0922-baseline|c140-l3|mistral-small|NATS JetStream", "prompt": "c140-l3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "NATS JetStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A lightweight, high-performance messaging system with built-in persistence for event streaming."}, {"id": "mai-20260917-0922-baseline|c140-l3|mistral-small|Azure Stream Analytics", "prompt": "c140-l3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Stream Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "focus on analytics rather than raw event streaming"}, {"id": "mai-20260917-0922-baseline|c140-l3|moonshot-small|Apache Kafka", "prompt": "c140-l3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Confluent/Kafka** if you need the largest ecosystem, most mature tooling, and broad community support"}, {"id": "mai-20260917-0922-baseline|c140-l3|moonshot-small|Confluent Cloud", "prompt": "c140-l3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Confluent/Kafka** if you need the largest ecosystem, most mature tooling, and broad community support"}, {"id": "mai-20260917-0922-baseline|c140-l3|moonshot-small|Apache Pulsar", "prompt": "c140-l3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Pulsar** if multi-tenancy, geo-replication, or extremely high topic counts are critical requirements"}, {"id": "mai-20260917-0922-baseline|c140-l3|moonshot-small|Redpanda", "prompt": "c140-l3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Redpanda** if you want Kafka compatibility with lower latency, simpler operations, and no JVM overhead"}, {"id": "mai-20260917-0922-baseline|c140-l3|moonshot-small|Amazon Kinesis Data Streams", "prompt": "c140-l3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AWS-centric architectures | Explicit shard management, 24hr-365 day retention, tight AWS integration"}, {"id": "mai-20260917-0922-baseline|c140-l3|moonshot-small|Google Cloud Pub/Sub", "prompt": "c140-l3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fully serverless, auto-scaling, global distribution, simplest to operate"}, {"id": "mai-20260917-0922-baseline|c140-l3|moonshot-small|Azure Event Hubs", "prompt": "c140-l3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Kafka protocol support, high throughput, strong enterprise integration"}, {"id": "mai-20260917-0922-baseline|c140-l3|openai-small|Apache Kafka", "prompt": "c140-l3", "model": "openai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The open-source standard for event streaming.... Choose **Apache Kafka** if you want open-source control and portability."}, {"id": "mai-20260917-0922-baseline|c140-l3|openai-small|Confluent Cloud / Confluent Platform", "prompt": "c140-l3", "model": "openai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Cloud / Confluent Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **Confluent Cloud** if you want Kafka plus a more complete enterprise streaming platform."}, {"id": "mai-20260917-0922-baseline|c140-l3|openai-small|Azure Event Hubs", "prompt": "c140-l3", "model": "openai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **Azure Event Hubs** if you're on Azure and want managed ingestion with Kafka compatibility."}, {"id": "mai-20260917-0922-baseline|c140-l3|openai-small|Amazon Kinesis Data Streams", "prompt": "c140-l3", "model": "openai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **Kinesis Data Streams** if you're standardized on AWS."}, {"id": "mai-20260917-0922-baseline|c140-l3|openai-small|Google Cloud Pub/Sub", "prompt": "c140-l3", "model": "openai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose **Google Cloud Pub/Sub** if you're standardized on GCP."}, {"id": "mai-20260917-0922-baseline|c140-l3|openai-small|Redpanda", "prompt": "c140-l3", "model": "openai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It's a newer ecosystem than Kafka/Confluent, so the maturity and breadth of integrations may be less extensive"}, {"id": "mai-20260917-0922-baseline|c140-l3|xai-small|Apache Kafka / Confluent Platform / Confluent Cloud", "prompt": "c140-l3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka / Confluent Platform / Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most enterprises start with Kafka/Confluent for its maturity/ecosystem."}, {"id": "mai-20260917-0922-baseline|c140-l3|xai-small|Amazon Kinesis Data Streams / Amazon MSK", "prompt": "c140-l3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis Data Streams / Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Depends on stack (AWS? → Kinesis/MSK"}, {"id": "mai-20260917-0922-baseline|c140-l3|xai-small|Apache Pulsar / StreamNative", "prompt": "c140-l3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar / StreamNative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Native multi-tenancy, geo-replication, tiered storage ... Smaller ecosystem, complex ops"}, {"id": "mai-20260917-0922-baseline|c140-l3|xai-small|Redpanda", "prompt": "c140-l3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "multi-cloud? → Confluent/Redpanda"}, {"id": "mai-20260917-0922-baseline|c140-l3|xai-small|Azure Event Hubs", "prompt": "c140-l3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Azure ecosystems, big data ingestion"}, {"id": "mai-20260917-0922-baseline|c140-l3|xai-small|Google Cloud Pub/Sub", "prompt": "c140-l3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "GCP-native, often for lighter event-driven needs"}, {"id": "mai-20260917-0922-baseline|c140-l3|xai-small|Aiven", "prompt": "c140-l3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Aiven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like Aiven, Axual, or NATS JetStream appear in niches but less broadly."}, {"id": "mai-20260917-0922-baseline|c140-l3|xai-small|Axual", "prompt": "c140-l3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Axual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like Aiven, Axual, or NATS JetStream appear in niches but less broadly."}, {"id": "mai-20260917-0922-baseline|c140-l3|xai-small|NATS JetStream", "prompt": "c140-l3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "NATS JetStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others like Aiven, Axual, or NATS JetStream appear in niches but less broadly."}, {"id": "mai-20260917-0922-baseline|c140-l3|zai-small|Apache Kafka", "prompt": "c140-l3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apache Kafka** remains the industry standard with the largest ecosystem"}, {"id": "mai-20260917-0922-baseline|c140-l3|zai-small|Apache Pulsar", "prompt": "c140-l3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Apache Pulsar** offers a modern architecture with tiered storage and built-in stream processing"}, {"id": "mai-20260917-0922-baseline|c140-l3|zai-small|AWS MSK (Managed Streaming for Kafka)", "prompt": "c140-l3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "AWS MSK (Managed Streaming for Kafka)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already on AWS** | AWS MSK or Kinesis"}, {"id": "mai-20260917-0922-baseline|c140-l3|zai-small|Google Cloud Pub/Sub", "prompt": "c140-l3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already on GCP** | Google Cloud Pub/Sub"}, {"id": "mai-20260917-0922-baseline|c140-l3|zai-small|Azure Event Hubs", "prompt": "c140-l3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Already on Azure** | Azure Event Hubs"}, {"id": "mai-20260917-0922-baseline|c140-l3|zai-small|Confluent Cloud", "prompt": "c140-l3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Confluent Cloud** delivers enterprise-grade Kafka with enhanced features and managed operations"}, {"id": "mai-20260917-0922-baseline|c140-l3|zai-small|Amazon Kinesis", "prompt": "c140-l3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Kinesis** | Real-time analytics | Managed"}, {"id": "mai-20260917-0922-baseline|c140-l4|alibaba-small|Redpanda", "prompt": "c140-l4", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Redpanda is the strongest recommendation for your specific constraint"}, {"id": "mai-20260917-0922-baseline|c140-l4|alibaba-small|Confluent", "prompt": "c140-l4", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Confluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Enterprise Standard: Confluent (Dedicated Tiers)... However, their default pricing model is variable."}, {"id": "mai-20260917-0922-baseline|c140-l4|alibaba-small|AWS Managed Service for Kafka (MSK)", "prompt": "c140-l4", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "budget", "raw": "AWS Managed Service for Kafka (MSK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MSK is a viable option, but only if configured correctly."}, {"id": "mai-20260917-0922-baseline|c140-l4|alibaba-small|Self-Hosted Open Source Kafka", "prompt": "c140-l4", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Self-Hosted Open Source Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the ultimate cost control is owning the hardware... moves the problem to operational complexity"}, {"id": "mai-20260917-0922-baseline|c140-l4|anthropic-small|Azure Event Hubs", "prompt": "c140-l4", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Azure Event Hubs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Azure Event Hubs** is the strongest choice for cost predictability with large user bases"}, {"id": "mai-20260917-0922-baseline|c140-l4|anthropic-small|Confluent Cloud", "prompt": "c140-l4", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Confluent Cloud** is another strong alternative for enterprise scale."}, {"id": "mai-20260917-0922-baseline|c140-l4|challenger-small|Apache Kafka", "prompt": "c140-l4", "model": "challenger-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Apache Kafka deployed/operated in-house or on your own infrastructure**"}, {"id": "mai-20260917-0922-baseline|c140-l4|challenger-small|Confluent Cloud", "prompt": "c140-l4", "model": "challenger-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Confluent Cloud** is the strongest managed alternative, but it typically trades cost predictability for convenience"}, {"id": "mai-20260917-0922-baseline|c140-l4|challenger-small|AWS Kinesis", "prompt": "c140-l4", "model": "challenger-small", "cat": "streaming-platforms", "variant": "budget", "raw": "AWS Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "not the clearest answer for predictable total cost across a very large user base"}, {"id": "mai-20260917-0922-baseline|c140-l4|deepseek-small|Apache Kafka", "prompt": "c140-l4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Self-managed or BYOC Apache Kafka / Redpanda with dedicated (provisioned) clusters.**"}, {"id": "mai-20260917-0922-baseline|c140-l4|deepseek-small|Redpanda", "prompt": "c140-l4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Redpanda self-hosted/BYOC** for better efficiency and lower TCO"}, {"id": "mai-20260917-0922-baseline|c140-l4|deepseek-small|Confluent Cloud", "prompt": "c140-l4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Confluent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Confluent's consumption-based model ... is the **least predictable** for large workloads."}, {"id": "mai-20260917-0922-baseline|c140-l4|deepseek-small|Amazon MSK", "prompt": "c140-l4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "choose a **Dedicated/provisioned cluster** model (Confluent Dedicated, MSK, or Redpanda BYOC)"}, {"id": "mai-20260917-0922-baseline|c140-l4|deepseek-small|Kinesis", "prompt": "c140-l4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Kinesis", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** serverless, usage-metered options (Confluent Basic/Standard serverless, Kinesis on-demand)"}, {"id": "mai-20260917-0922-baseline|c140-l4|deepseek-small|Pub/Sub", "prompt": "c140-l4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Pub/Sub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Pub/Sub** = per-message pricing \\u2014 variable."}, {"id": "mai-20260917-0922-baseline|c140-l4|google-small|Apache Pulsar", "prompt": "c140-l4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Pulsar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Enforcing strict cost boundaries across thousands of internal teams and departments on shared infrastructure."}, {"id": "mai-20260917-0922-baseline|c140-l4|google-small|WarpStream (by Confluent)", "prompt": "c140-l4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "WarpStream (by Confluent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Bypassing cloud provider networking fees and achieving the lowest possible infrastructure TCO with Kafka-compatibility."}, {"id": "mai-20260917-0922-baseline|c140-l4|google-small|Redpanda", "prompt": "c140-l4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Predictable, flat-rate enterprise software licensing combined with a highly optimized hardware footprint."}, {"id": "mai-20260917-0922-baseline|c140-l4|google-small|Kafka", "prompt": "c140-l4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Traditional Kafka requires replicating data across multiple Availability Zones, which racks up massive, unpredictable cloud networking charges."}, {"id": "mai-20260917-0922-baseline|c140-l4|meta-small|Apache Kafka", "prompt": "c140-l4", "model": "meta-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apache Kafka - Known for its high scalability and massive ecosystem, Apache Kafka is a popular choice for large-scale data systems."}, {"id": "mai-20260917-0922-baseline|c140-l4|meta-small|Confluent Platform", "prompt": "c140-l4", "model": "meta-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Confluent Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers enterprise-grade features and starts at $99/month, making it a good option for enterprises."}, {"id": "mai-20260917-0922-baseline|c140-l4|meta-small|Amazon Kinesis", "prompt": "c140-l4", "model": "meta-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A fully managed service that is ideal for AWS-focused applications and offers pay-per-use pricing."}, {"id": "mai-20260917-0922-baseline|c140-l4|meta-small|Redpanda", "prompt": "c140-l4", "model": "meta-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for its extreme speed and low latency, Redpanda is a good choice for high-speed workloads."}, {"id": "mai-20260917-0922-baseline|c140-l4|mistral-small|Confluent Cloud", "prompt": "c140-l4", "model": "mistral-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Confluent Cloud** is likely the best fit"}, {"id": "mai-20260917-0922-baseline|c140-l4|mistral-small|Apache Kafka", "prompt": "c140-l4", "model": "mistral-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**self-managed Apache Kafka** could be more economical, but requires careful planning"}, {"id": "mai-20260917-0922-baseline|c140-l4|mistral-small|Amazon Kinesis", "prompt": "c140-l4", "model": "mistral-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Amazon Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "use usage-based pricing, which can become unpredictable as data grows"}, {"id": "mai-20260917-0922-baseline|c140-l4|mistral-small|Google Cloud Dataflow", "prompt": "c140-l4", "model": "mistral-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Google Cloud Dataflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "use usage-based pricing, which can become unpredictable as data grows"}, {"id": "mai-20260917-0922-baseline|c140-l4|mistral-small|Apache Pulsar", "prompt": "c140-l4", "model": "mistral-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pricing models vary and may not be as transparent for large-scale budgeting"}, {"id": "mai-20260917-0922-baseline|c140-l4|mistral-small|Redpanda", "prompt": "c140-l4", "model": "mistral-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "pricing models vary and may not be as transparent for large-scale budgeting"}, {"id": "mai-20260917-0922-baseline|c140-l4|moonshot-small|Redpanda", "prompt": "c140-l4", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Redpanda** (BYOC or Enterprise Edition)"}, {"id": "mai-20260917-0922-baseline|c140-l4|moonshot-small|Aiven for Apache Kafka", "prompt": "c140-l4", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Aiven for Apache Kafka** - Best for Simplicity with Predictability"}, {"id": "mai-20260917-0922-baseline|c140-l4|moonshot-small|Apache Pulsar", "prompt": "c140-l4", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Apache Pulsar** (via StreamNative or self-managed)"}, {"id": "mai-20260917-0922-baseline|c140-l4|moonshot-small|Confluent Cloud", "prompt": "c140-l4", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Confluent Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid for Predictable Costs: ... Confluent Cloud | Consumption-based billing tied to throughput"}, {"id": "mai-20260917-0922-baseline|c140-l4|moonshot-small|Amazon MSK Serverless", "prompt": "c140-l4", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Amazon MSK Serverless", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Pay-per-use model with variable costs based on data volume"}, {"id": "mai-20260917-0922-baseline|c140-l4|moonshot-small|Redpanda Serverless", "prompt": "c140-l4", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda Serverless", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Usage-based metering, though with a generous free tier"}, {"id": "mai-20260917-0922-baseline|c140-l4|openai-small|Redpanda Dedicated / BYOC or self-managed Redpanda", "prompt": "c140-l4", "model": "openai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda Dedicated / BYOC or self-managed Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually pick **Redpanda Dedicated/BYOC or self-managed Redpanda** first"}, {"id": "mai-20260917-0922-baseline|c140-l4|openai-small|Apache Kafka on reserved infrastructure, often via Amazon MSK Provisioned", "prompt": "c140-l4", "model": "openai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka on reserved infrastructure, often via Amazon MSK Provisioned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MSK Provisioned** second if your org is already standardized on AWS/Kafka"}, {"id": "mai-20260917-0922-baseline|c140-l4|openai-small|Confluent Enterprise", "prompt": "c140-l4", "model": "openai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Confluent Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Confluent Enterprise can work, but it's less \"fixed-cost\" by default ... generally **less predictable**"}, {"id": "mai-20260917-0922-baseline|c140-l4|xai-small|Amazon Kinesis Data Streams (in provisioned mode)", "prompt": "c140-l4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Amazon Kinesis Data Streams (in provisioned mode)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If AWS-aligned and throughput known, start with **Kinesis provisioned** for simplest predictable costs."}, {"id": "mai-20260917-0922-baseline|c140-l4|xai-small|AWS MSK (provisioned clusters)", "prompt": "c140-l4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "AWS MSK (provisioned clusters)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Amazon Kinesis Data Streams (in provisioned mode) or AWS MSK (provisioned clusters) are typically the best for predictable total costs"}, {"id": "mai-20260917-0922-baseline|c140-l4|xai-small|Google Pub/Sub Lite", "prompt": "c140-l4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Google Pub/Sub Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-friendly but GCP-only, manual partitioning."}, {"id": "mai-20260917-0922-baseline|c140-l4|xai-small|Confluent Cloud", "prompt": "c140-l4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Confluent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Medium**: Scales auto but bills hourly usage... Feature-rich but higher than AWS provisioned."}, {"id": "mai-20260917-0922-baseline|c140-l4|xai-small|Google Pub/Sub (Standard)", "prompt": "c140-l4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Google Pub/Sub (Standard)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Low**: Pure usage; scales infinitely but costs tie to volume... unpredictable at scale."}, {"id": "mai-20260917-0922-baseline|c140-l4|xai-small|Redpanda", "prompt": "c140-l4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Redpanda emerging as cheaper Kafka alternative (~50% less than Confluent in benchmarks)."}, {"id": "mai-20260917-0922-baseline|c140-l4|zai-small|Amazon MSK (Managed Streaming for Apache Kafka) in Provisioned Mode", "prompt": "c140-l4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Amazon MSK (Managed Streaming for Apache Kafka) in Provisioned Mode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **predictable cost**, go with **Amazon MSK (Provisioned)**."}, {"id": "mai-20260917-0922-baseline|c140-l4|zai-small|Redpanda Cloud (Dedicated)", "prompt": "c140-l4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda Cloud (Dedicated)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Redpanda Cloud (Dedicated) — *The Kafka-Compatible Alternative*"}, {"id": "mai-20260917-0922-baseline|c140-l4|zai-small|Confluent Cloud", "prompt": "c140-l4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Confluent Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why you should avoid other popular options ... can result in \"bill shock\" for large companies with variable traffic."}, {"id": "mai-20260917-0922-baseline|c140-l4|zai-small|AWS Kinesis Serverless", "prompt": "c140-l4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "AWS Kinesis Serverless", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "these costs scale linearly and can become very expensive very quickly"}, {"id": "mai-20260917-0922-baseline|c140-l4|zai-small|Apache Pulsar (Self-Hosted)", "prompt": "c140-l4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Pulsar (Self-Hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Pulsar has a notoriously high operational cost ... making the *total* cost unpredictable."}, {"id": "mai-20260917-0922-baseline|c140-l5|alibaba-small|Confluent Cloud", "prompt": "c140-l5", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Ensure the report specifically covers the *hosted service* (e.g., Confluent Cloud, AWS MSK, Azure Event Hubs)"}, {"id": "mai-20260917-0922-baseline|c140-l5|alibaba-small|AWS MSK", "prompt": "c140-l5", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Confluent Cloud, AWS MSK, Azure Event Hubs"}, {"id": "mai-20260917-0922-baseline|c140-l5|alibaba-small|Azure Event Hubs", "prompt": "c140-l5", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Confluent Cloud, AWS MSK, Azure Event Hubs"}, {"id": "mai-20260917-0922-baseline|c140-l5|alibaba-small|Apache Kafka", "prompt": "c140-l5", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Does it support open standards (Apache Kafka protocol) or is it a proprietary protocol?"}, {"id": "mai-20260917-0922-baseline|c140-l5|anthropic-small|Kafka", "prompt": "c140-l5", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Kafka is more appropriate for extreme workloads with high durability requirements"}, {"id": "mai-20260917-0922-baseline|c140-l5|anthropic-small|RabbitMQ", "prompt": "c140-l5", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "scale", "raw": "RabbitMQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "RabbitMQ is highly effective for applications that require sending high-volume, low-latency individual messages."}, {"id": "mai-20260917-0922-baseline|c140-l5|challenger-small|Kafka", "prompt": "c140-l5", "model": "challenger-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "like Kafka/Pulsar/Kinesis-style tooling"}, {"id": "mai-20260917-0922-baseline|c140-l5|challenger-small|Pulsar", "prompt": "c140-l5", "model": "challenger-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "like Kafka/Pulsar/Kinesis-style tooling"}, {"id": "mai-20260917-0922-baseline|c140-l5|challenger-small|Kinesis", "prompt": "c140-l5", "model": "challenger-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Kinesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "like Kafka/Pulsar/Kinesis-style tooling"}, {"id": "mai-20260917-0922-baseline|c140-l5|deepseek-small|Confluent Cloud", "prompt": "c140-l5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Confluent Cloud** (mature enterprise packaging, SOC 2/ISO 27001/HITRUST, SAML/SSO, BYOK, private networking)"}, {"id": "mai-20260917-0922-baseline|c140-l5|deepseek-small|Redpanda", "prompt": "c140-l5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Major platforms to evaluate against this framework: ... **Redpanda**"}, {"id": "mai-20260917-0922-baseline|c140-l5|deepseek-small|Amazon MSK / managed Kafka", "prompt": "c140-l5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Amazon MSK / managed Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon MSK / managed Kafka** (for AWS-centric BYOC/data-control needs)"}, {"id": "mai-20260917-0922-baseline|c140-l5|deepseek-small|Pulsar", "prompt": "c140-l5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pulsar** (if native multi-tenancy/quota isolation matters)"}, {"id": "mai-20260917-0922-baseline|c140-l5|deepseek-small|IBM Event Streams", "prompt": "c140-l5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "IBM Event Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**IBM Event Streams** (if on-prem/regulated deployment is required)"}, {"id": "mai-20260917-0922-baseline|c140-l5|google-small|Confluent Cloud", "prompt": "c140-l5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**choose a fully managed service** (e.g., Confluent Cloud, Redpanda Cloud, AWS MSK)"}, {"id": "mai-20260917-0922-baseline|c140-l5|google-small|Redpanda Cloud", "prompt": "c140-l5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., Confluent Cloud, Redpanda Cloud, AWS MSK)"}, {"id": "mai-20260917-0922-baseline|c140-l5|google-small|AWS MSK", "prompt": "c140-l5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., Confluent Cloud, Redpanda Cloud, AWS MSK)"}, {"id": "mai-20260917-0922-baseline|c140-l5|google-small|Apache Kafka", "prompt": "c140-l5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The industry standard is Apache Kafka."}, {"id": "mai-20260917-0922-baseline|c140-l5|meta-small|IBM Event Streams", "prompt": "c140-l5", "model": "meta-small", "cat": "streaming-platforms", "variant": "scale", "raw": "IBM Event Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**IBM Event Streams**: A fully managed event streaming platform built on Apache Kafka, with SOC 2 Type 2, HIPAA, and PCI-DSS compliance."}, {"id": "mai-20260917-0922-baseline|c140-l5|meta-small|Streamkap Cloud", "prompt": "c140-l5", "model": "meta-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Streamkap Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Streamkap Cloud**: A cloud-native event streaming platform with SOC 2 Type II, HIPAA, and PCI DSS 4.0.1 compliance, and enterprise-grade security features."}, {"id": "mai-20260917-0922-baseline|c140-l5|meta-small|StreamShark", "prompt": "c140-l5", "model": "meta-small", "cat": "streaming-platforms", "variant": "scale", "raw": "StreamShark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**StreamShark**: An enterprise video streaming platform with ISO 27001 certification, SAML 2.0 SSO, and Hollywood-grade DRM."}, {"id": "mai-20260917-0922-baseline|c140-l5|minimax-small|Confluent Cloud", "prompt": "c140-l5", "model": "minimax-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Confluent Cloud** | Full-featured enterprise streaming with richest ecosystem | Higher cost, complex pricing"}, {"id": "mai-20260917-0922-baseline|c140-l5|minimax-small|Redpanda Cloud", "prompt": "c140-l5", "model": "minimax-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Redpanda Cloud** | Performance, simplicity, cost-efficiency | Smaller ecosystem than Confluent"}, {"id": "mai-20260917-0922-baseline|c140-l5|minimax-small|Amazon MSK", "prompt": "c140-l5", "model": "minimax-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Amazon MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Amazon MSK** | AWS-native, existing AWS infrastructure | Less operational automation than competitors"}, {"id": "mai-20260917-0922-baseline|c140-l5|minimax-small|WarpStream", "prompt": "c140-l5", "model": "minimax-small", "cat": "streaming-platforms", "variant": "scale", "raw": "WarpStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**WarpStream** | Cost-sensitive high-volume workloads | Newer player, different architecture"}, {"id": "mai-20260917-0922-baseline|c140-l5|mistral-small|Confluent Cloud", "prompt": "c140-l5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist: Confluent Cloud, AWS MSK, Azure Event Hubs, Google Pub/Sub, or open-source (Kafka) with a managed service."}, {"id": "mai-20260917-0922-baseline|c140-l5|mistral-small|AWS MSK", "prompt": "c140-l5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist: Confluent Cloud, AWS MSK, Azure Event Hubs, Google Pub/Sub"}, {"id": "mai-20260917-0922-baseline|c140-l5|mistral-small|Azure Event Hubs", "prompt": "c140-l5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist: Confluent Cloud, AWS MSK, Azure Event Hubs, Google Pub/Sub"}, {"id": "mai-20260917-0922-baseline|c140-l5|mistral-small|Google Pub/Sub", "prompt": "c140-l5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Google Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist: Confluent Cloud, AWS MSK, Azure Event Hubs, Google Pub/Sub, or open-source (Kafka)"}, {"id": "mai-20260917-0922-baseline|c140-l5|mistral-small|Kafka", "prompt": "c140-l5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or open-source (Kafka) with a managed service"}, {"id": "mai-20260917-0922-baseline|c140-l5|moonshot-small|Redpanda", "prompt": "c140-l5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Redpanda** (C++ reimplementation, simpler ops, strong performance claims, Kafka-compatible)"}, {"id": "mai-20260917-0922-baseline|c140-l5|moonshot-small|WarpStream", "prompt": "c140-l5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "WarpStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rising alternatives** (WarpStream, AutoMQ) if cost/ownership model is the primary driver"}, {"id": "mai-20260917-0922-baseline|c140-l5|moonshot-small|AutoMQ", "prompt": "c140-l5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AutoMQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rising alternatives** (WarpStream, AutoMQ) if cost/ownership model is the primary driver"}, {"id": "mai-20260917-0922-baseline|c140-l5|moonshot-small|Apache Kafka", "prompt": "c140-l5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Apache Kafka itself is Apache 2.0, but managed providers wrap proprietary control planes around it."}, {"id": "mai-20260917-0922-baseline|c140-l5|moonshot-small|Confluent", "prompt": "c140-l5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Confluent** (Kafka-native, broadest ecosystem, mature RBAC/audit logs, BYOC and fully managed options)"}, {"id": "mai-20260917-0922-baseline|c140-l5|moonshot-small|AWS MSK", "prompt": "c140-l5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cloud-native alternatives** (AWS MSK, Azure Event Hubs, Google Pub/Sub + Dataflow) if you prefer hyperscaler-managed solutions"}, {"id": "mai-20260917-0922-baseline|c140-l5|moonshot-small|Azure Event Hubs", "prompt": "c140-l5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Cloud-native alternatives** (AWS MSK, Azure Event Hubs, Google Pub/Sub + Dataflow)"}, {"id": "mai-20260917-0922-baseline|c140-l5|moonshot-small|Google Pub/Sub", "prompt": "c140-l5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Google Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Cloud-native alternatives** (AWS MSK, Azure Event Hubs, Google Pub/Sub + Dataflow)"}, {"id": "mai-20260917-0922-baseline|c140-l5|openai-small|Confluent", "prompt": "c140-l5", "model": "openai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms like Confluent explicitly position enterprise security around RBAC, encryption, BYOK, and compliance certifications"}, {"id": "mai-20260917-0922-baseline|c140-l5|openai-small|Redpanda", "prompt": "c140-l5", "model": "openai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Redpanda documents enterprise audit logging and group-based access control as key security features"}, {"id": "mai-20260917-0922-baseline|c140-l5|xai-small|Confluent Cloud", "prompt": "c140-l5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Platforms like Confluent shine for SSO/SOC 2 ease in large orgs."}, {"id": "mai-20260917-0922-baseline|c140-l5|xai-small|Amazon MSK", "prompt": "c140-l5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Request SOC 2/SSO docs from Confluent, MSK, Aiven, Redpanda."}, {"id": "mai-20260917-0922-baseline|c140-l5|xai-small|Aiven for Kafka", "prompt": "c140-l5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Aiven for Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Request SOC 2/SSO docs from Confluent, MSK, Aiven, Redpanda."}, {"id": "mai-20260917-0922-baseline|c140-l5|xai-small|Redpanda", "prompt": "c140-l5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Request SOC 2/SSO docs from Confluent, MSK, Aiven, Redpanda."}, {"id": "mai-20260917-0922-baseline|c140-l5|xai-small|IBM Event Streams", "prompt": "c140-l5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "IBM Event Streams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**IBM Event Streams** (SOC 2 Type 2, SSO)"}, {"id": "mai-20260917-0922-baseline|c140-l5|xai-small|Google Cloud Pub/Sub", "prompt": "c140-l5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "strong compliance but less Kafka-native"}, {"id": "mai-20260917-0922-baseline|c140-l5|xai-small|Azure Event Hubs", "prompt": "c140-l5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "strong compliance but less Kafka-native"}, {"id": "mai-20260917-0922-baseline|c140-l5|xai-small|Self-managed Apache Kafka", "prompt": "c140-l5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Self-managed Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Self-managed Apache Kafka is viable but operationally heavy for your scale."}, {"id": "mai-20260917-0922-baseline|c140-l6|alibaba-small|RabbitMQ", "prompt": "c140-l6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Generally Avoid for Enterprise Streaming ... Traditional Message Brokers (e.g., RabbitMQ, Classic NATS)"}, {"id": "mai-20260917-0922-baseline|c140-l6|alibaba-small|Classic NATS", "prompt": "c140-l6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Classic NATS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "fundamentally **not built for high-volume event streaming**"}, {"id": "mai-20260917-0922-baseline|c140-l6|alibaba-small|AWS Kinesis", "prompt": "c140-l6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AWS Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Vendor lock-in; Sharding management; High long-term cost"}, {"id": "mai-20260917-0922-baseline|c140-l6|alibaba-small|Apache Pulsar", "prompt": "c140-l6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Smaller community/hiring pool; Heavy 4-component architecture"}, {"id": "mai-20260917-0922-baseline|c140-l6|alibaba-small|Azure Stream Analytics", "prompt": "c140-l6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Stream Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Proprietary Lock-in: Like Kinesis, these services bind you tightly to their respective clouds"}, {"id": "mai-20260917-0922-baseline|c140-l6|alibaba-small|Google Cloud Pub/Sub", "prompt": "c140-l6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Caution if: You operate in a hybrid or multi-cloud environment and fear vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c140-l6|alibaba-small|Apache Kafka", "prompt": "c140-l6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Apache Kafka:** The de facto standard. Largest ecosystem, most hiring options, proven at trillion-event scales."}, {"id": "mai-20260917-0922-baseline|c140-l6|alibaba-small|Confluent Cloud", "prompt": "c140-l6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you want Kafka but do not want to manage the infrastructure yourself."}, {"id": "mai-20260917-0922-baseline|c140-l6|alibaba-small|Redpanda", "prompt": "c140-l6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "A newer Kafka-compatible alternative that removes ZooKeeper, offering easier operations"}, {"id": "mai-20260917-0922-baseline|c140-l6|anthropic-small|Apache Kafka (Self-Managed)", "prompt": "c140-l6", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Kafka (Self-Managed)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Kafka brings overwhelming operational burden due to its \"appalling\" native monitoring and management tools"}, {"id": "mai-20260917-0922-baseline|c140-l6|challenger-small|AWS Kinesis", "prompt": "c140-l6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AWS Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Proprietary AWS service; can increase cloud lock-in and reduce portability."}, {"id": "mai-20260917-0922-baseline|c140-l6|challenger-small|Google Cloud Pub/Sub", "prompt": "c140-l6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Proprietary Google service; best when you are committed to GCP, less ideal for portability."}, {"id": "mai-20260917-0922-baseline|c140-l6|challenger-small|Azure Event Hubs", "prompt": "c140-l6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Azure-native and only Kafka-compatible at the API layer, so it is not a full Kafka replacement."}, {"id": "mai-20260917-0922-baseline|c140-l6|challenger-small|RabbitMQ", "prompt": "c140-l6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong broker, but not designed for Kafka-style replayable event streaming."}, {"id": "mai-20260917-0922-baseline|c140-l6|challenger-small|Amazon SQS", "prompt": "c140-l6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon SQS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Excellent simple queue, but not a streaming backbone for enterprise event pipelines."}, {"id": "mai-20260917-0922-baseline|c140-l6|challenger-small|NATS JetStream", "prompt": "c140-l6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "NATS JetStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Good for low-latency messaging, but narrower than Kafka for enterprise streaming standardization."}, {"id": "mai-20260917-0922-baseline|c140-l6|challenger-small|Apache Kafka", "prompt": "c140-l6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "the safest default remains **Kafka-based options**—such as **Apache Kafka**, **Confluent**, **Amazon MSK**"}, {"id": "mai-20260917-0922-baseline|c140-l6|challenger-small|Confluent", "prompt": "c140-l6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "safest default remains **Kafka-based options**—such as **Apache Kafka**, **Confluent**, **Amazon MSK**"}, {"id": "mai-20260917-0922-baseline|c140-l6|challenger-small|Amazon MSK", "prompt": "c140-l6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "safest default remains **Kafka-based options**—such as **Apache Kafka**, **Confluent**, **Amazon MSK**"}, {"id": "mai-20260917-0922-baseline|c140-l6|deepseek-small|Apache Pulsar", "prompt": "c140-l6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Pulsar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid self-managed Pulsar unless you have a dedicated streaming infrastructure team with prior Pulsar experience."}, {"id": "mai-20260917-0922-baseline|c140-l6|deepseek-small|Redpanda", "prompt": "c140-l6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Use Redpanda or WarpStream only after a rigorous compatibility test suite covering rebalancing, exactly-once, and Kafka Streams changelog behavior."}, {"id": "mai-20260917-0922-baseline|c140-l6|deepseek-small|WarpStream", "prompt": "c140-l6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "WarpStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Startups in this space get acquired (e.g., WarpStream by Confluent in 2025) or pivot."}, {"id": "mai-20260917-0922-baseline|c140-l6|deepseek-small|Azure Event Hubs", "prompt": "c140-l6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid these as your *primary enterprise event backbone* unless you are a single-cloud shop"}, {"id": "mai-20260917-0922-baseline|c140-l6|deepseek-small|Google Pub/Sub", "prompt": "c140-l6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Pub/Sub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Pub/Sub has at-least-once semantics that complicate exactly-once processing"}, {"id": "mai-20260917-0922-baseline|c140-l6|deepseek-small|AWS Kinesis", "prompt": "c140-l6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AWS Kinesis", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Kinesis has low retention limits (default 24h...)... Avoid these as your *primary enterprise event backbone*"}, {"id": "mai-20260917-0922-baseline|c140-l6|deepseek-small|NATS JetStream", "prompt": "c140-l6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "NATS JetStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid these for enterprise-critical event streaming with audit/replay requirements."}, {"id": "mai-20260917-0922-baseline|c140-l6|deepseek-small|RabbitMQ", "prompt": "c140-l6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid these for enterprise-critical event streaming with audit/replay requirements."}, {"id": "mai-20260917-0922-baseline|c140-l6|deepseek-small|Confluent Cloud", "prompt": "c140-l6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Don't avoid Confluent outright, but **avoid it as a default choice**."}, {"id": "mai-20260917-0922-baseline|c140-l6|deepseek-small|Amazon MSK", "prompt": "c140-l6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon MSK", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "the **safest default** is a managed Kafka service (MSK, Confluent, or Aiven)"}, {"id": "mai-20260917-0922-baseline|c140-l6|deepseek-small|Aiven", "prompt": "c140-l6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "MSK or open-source with a support contract (Aiven, etc.) may be 40-60% cheaper"}, {"id": "mai-20260917-0922-baseline|c140-l6|deepseek-small|AutoMQ", "prompt": "c140-l6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AutoMQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "constant churn of new startups (e.g., WarpStream, AutoMQ ...) but enterprise risk is high"}, {"id": "mai-20260917-0922-baseline|c140-l6|deepseek-small|self-managed Kafka", "prompt": "c140-l6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "self-managed Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**self-managed Kafka only if you have a dedicated platform team**"}, {"id": "mai-20260917-0922-baseline|c140-l6|google-small|Apache Kafka", "prompt": "c140-l6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Vanilla Kafka is notoriously complex... self-managing Kafka will lead to operational burnout, frequent outages, and high hidden costs."}, {"id": "mai-20260917-0922-baseline|c140-l6|google-small|Confluent Cloud", "prompt": "c140-l6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use fully managed, enterprise-grade distributions such as **Confluent Cloud**, **Aiven**, or **AWS MSK**"}, {"id": "mai-20260917-0922-baseline|c140-l6|google-small|Aiven", "prompt": "c140-l6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use fully managed, enterprise-grade distributions such as **Confluent Cloud**, **Aiven**, or **AWS MSK**"}, {"id": "mai-20260917-0922-baseline|c140-l6|google-small|AWS MSK", "prompt": "c140-l6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AWS MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS MSK** (Managed Streaming for Kafka)"}, {"id": "mai-20260917-0922-baseline|c140-l6|google-small|Redpanda", "prompt": "c140-l6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look at **Redpanda**, a Kafka-compatible engine written in C++ that eliminates the JVM and significantly simplifies self-managed operations"}, {"id": "mai-20260917-0922-baseline|c140-l6|google-small|RabbitMQ", "prompt": "c140-l6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "trying to stretch traditional brokers to handle massive event sourcing... will overwhelm their memory models, cause severe performance degradation"}, {"id": "mai-20260917-0922-baseline|c140-l6|google-small|ActiveMQ", "prompt": "c140-l6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "ActiveMQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Traditional Message Brokers for True Event Streaming (e.g., Classic RabbitMQ, ActiveMQ)"}, {"id": "mai-20260917-0922-baseline|c140-l6|google-small|SQS", "prompt": "c140-l6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "SQS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "reserve RabbitMQ or SQS purely for transient, point-to-point task queues"}, {"id": "mai-20260917-0922-baseline|c140-l6|google-small|Apache Pulsar", "prompt": "c140-l6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "If you self-manage Pulsar, finding engineers who can debug complex BookKeeper replication issues... is extremely difficult and expensive."}, {"id": "mai-20260917-0922-baseline|c140-l6|google-small|StreamNative", "prompt": "c140-l6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "StreamNative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Use a managed Pulsar service like **StreamNative**."}, {"id": "mai-20260917-0922-baseline|c140-l6|google-small|AWS Kinesis", "prompt": "c140-l6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AWS Kinesis", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**AWS Kinesis** has strict throughput limits per shard... can become astronomically expensive at massive, sustained enterprise scale."}, {"id": "mai-20260917-0922-baseline|c140-l6|google-small|Azure Event Hubs", "prompt": "c140-l6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "it does not natively support the full Kafka API ecosystem... without custom wrappers"}, {"id": "mai-20260917-0922-baseline|c140-l6|google-small|Google Cloud Pub/Sub", "prompt": "c140-l6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "relying on proprietary cloud-native event ingestors creates massive architectural lock-in"}, {"id": "mai-20260917-0922-baseline|c140-l6|google-small|Redis Streams", "prompt": "c140-l6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redis Streams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Avoid using Redis Streams as the primary, durable, system-of-record event backbone of your enterprise."}, {"id": "mai-20260917-0922-baseline|c140-l6|meta-small|Azure Event Hubs", "prompt": "c140-l6", "model": "meta-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cloud messaging and ingestion services like Azure Event Hubs, Google Cloud Pub/Sub, and Amazon Kinesis, which may not be neutral replacements for every Kafka workload."}, {"id": "mai-20260917-0922-baseline|c140-l6|meta-small|Google Cloud Pub/Sub", "prompt": "c140-l6", "model": "meta-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "which may not be neutral replacements for every Kafka workload"}, {"id": "mai-20260917-0922-baseline|c140-l6|meta-small|Amazon Kinesis", "prompt": "c140-l6", "model": "meta-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "which may not be neutral replacements for every Kafka workload"}, {"id": "mai-20260917-0922-baseline|c140-l6|meta-small|Pulsar", "prompt": "c140-l6", "model": "meta-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Adjacent streaming systems like Pulsar or NATS JetStream, which may be better architectural choices"}, {"id": "mai-20260917-0922-baseline|c140-l6|meta-small|NATS JetStream", "prompt": "c140-l6", "model": "meta-small", "cat": "streaming-platforms", "variant": "negative", "raw": "NATS JetStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Adjacent streaming systems like Pulsar or NATS JetStream, which may be better architectural choices"}, {"id": "mai-20260917-0922-baseline|c140-l6|minimax-small|Amazon Kinesis", "prompt": "c140-l6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Amazon Kinesis presents several characteristics that merit careful evaluation before enterprise adoption."}, {"id": "mai-20260917-0922-baseline|c140-l6|minimax-small|Apache Kafka (Self-Managed)", "prompt": "c140-l6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Kafka (Self-Managed)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its operational complexity presents substantial risks that enterprises must explicitly acknowledge and plan for."}, {"id": "mai-20260917-0922-baseline|c140-l6|minimax-small|Confluent Cloud", "prompt": "c140-l6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprises should carefully evaluate its cost structure and feature restrictions before committing."}, {"id": "mai-20260917-0922-baseline|c140-l6|mistral-small|Self-Managed Apache Kafka", "prompt": "c140-l6", "model": "mistral-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Self-Managed Apache Kafka", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Self-Managed Apache Kafka Without Expertise - *Why avoid:* Requires significant operational overhead"}, {"id": "mai-20260917-0922-baseline|c140-l6|mistral-small|Amazon Kinesis", "prompt": "c140-l6", "model": "mistral-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "*Why be cautious:* While Kinesis is fully managed, it can become expensive for high-throughput or long-retention use cases"}, {"id": "mai-20260917-0922-baseline|c140-l6|mistral-small|Pulsar", "prompt": "c140-l6", "model": "mistral-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "certain Pulsar or Redpanda deployments) may lack the ecosystem, connectors, or community support required for large-scale enterprise use"}, {"id": "mai-20260917-0922-baseline|c140-l6|mistral-small|Redpanda", "prompt": "c140-l6", "model": "mistral-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "certain Pulsar or Redpanda deployments) may lack the ecosystem, connectors, or community support"}, {"id": "mai-20260917-0922-baseline|c140-l6|mistral-small|Confluent Cloud", "prompt": "c140-l6", "model": "mistral-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "prioritize platforms with proven enterprise features... such as Confluent Cloud, AWS MSK, Azure Event Hubs, or Google Cloud Pub/Sub"}, {"id": "mai-20260917-0922-baseline|c140-l6|mistral-small|AWS MSK", "prompt": "c140-l6", "model": "mistral-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AWS MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "such as Confluent Cloud, AWS MSK, Azure Event Hubs, or Google Cloud Pub/Sub"}, {"id": "mai-20260917-0922-baseline|c140-l6|mistral-small|Azure Event Hubs", "prompt": "c140-l6", "model": "mistral-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "such as Confluent Cloud, AWS MSK, Azure Event Hubs, or Google Cloud Pub/Sub"}, {"id": "mai-20260917-0922-baseline|c140-l6|mistral-small|Google Cloud Pub/Sub", "prompt": "c140-l6", "model": "mistral-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "such as Confluent Cloud, AWS MSK, Azure Event Hubs, or Google Cloud Pub/Sub"}, {"id": "mai-20260917-0922-baseline|c140-l6|moonshot-small|Redis Streams", "prompt": "c140-l6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redis Streams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Redis Streams** — Avoid for Core Event Streaming Infrastructure"}, {"id": "mai-20260917-0922-baseline|c140-l6|moonshot-small|RabbitMQ (Classic Queues)", "prompt": "c140-l6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ (Classic Queues)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**RabbitMQ (Classic Queues)** — Avoid for High-Volume Event Streaming"}, {"id": "mai-20260917-0922-baseline|c140-l6|moonshot-small|RabbitMQ Streams", "prompt": "c140-l6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ Streams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**RabbitMQ Streams** (newer feature) is better but still has ecosystem gaps compared to Kafka"}, {"id": "mai-20260917-0922-baseline|c140-l6|moonshot-small|Amazon Kinesis", "prompt": "c140-l6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Amazon Kinesis** — Use with Caution; Significant Lock-in Risk"}, {"id": "mai-20260917-0922-baseline|c140-l6|moonshot-small|Dataflow", "prompt": "c140-l6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Dataflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cloud-Native Proprietary Services** (Kinesis, Dataflow, Stream Analytics)\n**Why be cautious:**"}, {"id": "mai-20260917-0922-baseline|c140-l6|moonshot-small|Stream Analytics", "prompt": "c140-l6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Stream Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cloud-Native Proprietary Services** (Kinesis, Dataflow, Stream Analytics)"}, {"id": "mai-20260917-0922-baseline|c140-l6|moonshot-small|Apache Pulsar", "prompt": "c140-l6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Apache Pulsar** — Evaluate Carefully; Not a Drop-in Replacement"}, {"id": "mai-20260917-0922-baseline|c140-l6|moonshot-small|NATS JetStream", "prompt": "c140-l6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "NATS JetStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**NATS JetStream** — Emerging; Exercise Caution at Enterprise Scale"}, {"id": "mai-20260917-0922-baseline|c140-l6|moonshot-small|Apache Kafka", "prompt": "c140-l6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Apache Kafka** (self-managed or Confluent Cloud) — mature ecosystem, proven at scale"}, {"id": "mai-20260917-0922-baseline|c140-l6|moonshot-small|Redpanda", "prompt": "c140-l6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Redpanda** — Kafka-compatible, simpler operations, no ZooKeeper"}, {"id": "mai-20260917-0922-baseline|c140-l6|moonshot-small|Azure Event Hubs", "prompt": "c140-l6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Azure Event Hubs** (with Kafka protocol) — hybrid option with escape routes"}, {"id": "mai-20260917-0922-baseline|c140-l6|openai-small|Redpanda", "prompt": "c140-l6", "model": "openai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Redpanda** — be cautious if you want a fully open, no-surprises platform. Its community edition is under a **Business Source License** and has restrictions"}, {"id": "mai-20260917-0922-baseline|c140-l6|openai-small|Amazon Kinesis / AWS-managed streaming options", "prompt": "c140-l6", "model": "openai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon Kinesis / AWS-managed streaming options", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "be cautious if you need portability across clouds or on-prem"}, {"id": "mai-20260917-0922-baseline|c140-l6|openai-small|Azure Event Hubs", "prompt": "c140-l6", "model": "openai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprises should be cautious if they need deep Kafka compatibility guarantees across all operational patterns"}, {"id": "mai-20260917-0922-baseline|c140-l6|openai-small|Confluent Cloud", "prompt": "c140-l6", "model": "openai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Kafka sources as including third-party hosted clusters such as Confluent Cloud or Redpanda"}, {"id": "mai-20260917-0922-baseline|c140-l6|xai-small|Redis Streams", "prompt": "c140-l6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redis Streams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Redis Streams**: Not suitable for large-scale enterprise use."}, {"id": "mai-20260917-0922-baseline|c140-l6|xai-small|NATS JetStream", "prompt": "c140-l6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "NATS JetStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid for massive throughput or long-term retention needs."}, {"id": "mai-20260917-0922-baseline|c140-l6|xai-small|Self-Managed Apache Kafka", "prompt": "c140-l6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Self-Managed Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High operational complexity (ZooKeeper/KRaft tuning, broker rebalancing, partition management)"}, {"id": "mai-20260917-0922-baseline|c140-l6|xai-small|Amazon Kinesis", "prompt": "c140-l6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Severe vendor lock-in (proprietary APIs, no Kafka protocol); higher costs for high-volume"}, {"id": "mai-20260917-0922-baseline|c140-l6|xai-small|Google Pub/Sub", "prompt": "c140-l6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Pub/Sub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Severe vendor lock-in (proprietary APIs, no Kafka protocol)"}, {"id": "mai-20260917-0922-baseline|c140-l6|xai-small|Azure Event Hubs", "prompt": "c140-l6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Severe vendor lock-in (proprietary APIs, no Kafka protocol)"}, {"id": "mai-20260917-0922-baseline|c140-l6|xai-small|Apache Pulsar", "prompt": "c140-l6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Less mature ecosystem than Kafka; some critiques on queuing/streaming support"}, {"id": "mai-20260917-0922-baseline|c140-l6|xai-small|Confluent Platform/Cloud", "prompt": "c140-l6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Platform/Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Confluent Platform/Cloud or Redpanda**: Enterprise-grade Kafka with easier ops, high scalability"}, {"id": "mai-20260917-0922-baseline|c140-l6|xai-small|Redpanda", "prompt": "c140-l6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Confluent Platform/Cloud or Redpanda**: Enterprise-grade Kafka with easier ops, high scalability"}, {"id": "mai-20260917-0922-baseline|c140-l6|zai-small|Apache Kafka", "prompt": "c140-l6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Be Cautious About:** Apache Kafka (requires a dedicated DevOps team)"}, {"id": "mai-20260917-0922-baseline|c140-l6|zai-small|Redis Streams", "prompt": "c140-l6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redis Streams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** Redis Streams (for persistence)"}, {"id": "mai-20260917-0922-baseline|c140-l6|zai-small|AWS Lambda", "prompt": "c140-l6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AWS Lambda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid:** ... Serverless (for low latency)"}, {"id": "mai-20260917-0922-baseline|c140-l6|zai-small|Google Cloud Functions", "prompt": "c140-l6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Cloud Functions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Using serverless functions (like AWS Lambda, Google Cloud Functions) to process events is popular, but it carries significant risks for enterprise scale."}, {"id": "mai-20260917-0922-baseline|c140-l6|zai-small|Apache Pulsar", "prompt": "c140-l6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Apache Pulsar (Caution Regarding Ecosystem Maturity)"}, {"id": "mai-20260917-0922-baseline|c140-l6|zai-small|RabbitMQ", "prompt": "c140-l6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Even \"good\" platforms like Pulsar or RabbitMQ can become nightmares if deployed without enterprise governance."}, {"id": "mai-20260917-0922-baseline|c140-m1|alibaba-small|Kinesis Data Streams", "prompt": "c140-m1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Kinesis Data Streams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with your cloud provider's native tool (**Kinesis/Event Hubs**) to validate your product-market fit and data usage."}, {"id": "mai-20260917-0922-baseline|c140-m1|alibaba-small|Event Hubs", "prompt": "c140-m1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Event Hubs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with your cloud provider's native tool (**Kinesis/Event Hubs**)"}, {"id": "mai-20260917-0922-baseline|c140-m1|alibaba-small|Pub/Sub", "prompt": "c140-m1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GCP:** **Pub/Sub**."}, {"id": "mai-20260917-0922-baseline|c140-m1|alibaba-small|Apache Kafka", "prompt": "c140-m1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Self-Hosted Apache Kafka** (Not recommended unless you have strong SRE experience)"}, {"id": "mai-20260917-0922-baseline|c140-m1|alibaba-small|Confluent Cloud", "prompt": "c140-m1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The most feature-rich option... *Warning:* Can become expensive at scale compared to raw cloud providers."}, {"id": "mai-20260917-0922-baseline|c140-m1|alibaba-small|Aiven", "prompt": "c140-m1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Often provides a more budget-friendly alternative to Confluent while still managing the Kafka clusters."}, {"id": "mai-20260917-0922-baseline|c140-m1|alibaba-small|Redpanda", "prompt": "c140-m1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "migrating to a vendor-neutral managed solution like **Confluent Cloud** or **Redpanda** is the standard upgrade path"}, {"id": "mai-20260917-0922-baseline|c140-m1|anthropic-small|Goldcast", "prompt": "c140-m1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Goldcast is built specifically for B2B marketers, with deep CRM and marketing automation integration and a focus on pipeline attribution"}, {"id": "mai-20260917-0922-baseline|c140-m1|anthropic-small|Bizzabo", "prompt": "c140-m1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Bizzabo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bizzabo is positioned for mid-market and enterprise teams running a mix of virtual, hybrid, and in-person events"}, {"id": "mai-20260917-0922-baseline|c140-m1|anthropic-small|Hubilo", "prompt": "c140-m1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Hubilo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hubilo offers strong branding and engagement tools for B2B marketing events"}, {"id": "mai-20260917-0922-baseline|c140-m1|challenger-small|Goldcast", "prompt": "c140-m1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *default* choice is usually **Goldcast** if your main goal is **webinars and demand generation**"}, {"id": "mai-20260917-0922-baseline|c140-m1|challenger-small|Bizzabo", "prompt": "c140-m1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Bizzabo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bizzabo** if you need a broader **event management** platform with stronger enterprise-style capabilities"}, {"id": "mai-20260917-0922-baseline|c140-m1|challenger-small|Confluent", "prompt": "c140-m1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Confluent** is the strongest all-around pick for mid-market teams that want Kafka's ecosystem with less operational burden"}, {"id": "mai-20260917-0922-baseline|c140-m1|challenger-small|Aiven", "prompt": "c140-m1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Aiven** and **Redpanda** are often cited as simpler mid-market-friendly alternatives"}, {"id": "mai-20260917-0922-baseline|c140-m1|challenger-small|Redpanda", "prompt": "c140-m1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Aiven** or **Redpanda** \\u2014 often recommended for small to mid-market companies wanting Kafka-like power"}, {"id": "mai-20260917-0922-baseline|c140-m1|deepseek-small|Redpanda", "prompt": "c140-m1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Redpanda** is generally the best value pick"}, {"id": "mai-20260917-0922-baseline|c140-m1|deepseek-small|Confluent Cloud", "prompt": "c140-m1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strongest choice if you need rich enterprise tooling out of the box"}, {"id": "mai-20260917-0922-baseline|c140-m1|deepseek-small|Amazon MSK", "prompt": "c140-m1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Amazon MSK** if you're mostly in AWS"}, {"id": "mai-20260917-0922-baseline|c140-m1|deepseek-small|Aiven", "prompt": "c140-m1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Aiven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "often find **Aiven** or **Redpanda** to be the sweet spot"}, {"id": "mai-20260917-0922-baseline|c140-m1|deepseek-small|Apache Kafka (self-managed)", "prompt": "c140-m1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Kafka (self-managed)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "if you have dedicated infrastructure expertise and need full control"}, {"id": "mai-20260917-0922-baseline|c140-m1|deepseek-small|Apache Pulsar", "prompt": "c140-m1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "if you have dedicated infrastructure expertise and need full control or multi-region/multi-tenant requirements"}, {"id": "mai-20260917-0922-baseline|c140-m1|deepseek-small|Dacast", "prompt": "c140-m1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Dacast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "strong transparent mid-market choice for live + VOD streaming"}, {"id": "mai-20260917-0922-baseline|c140-m1|deepseek-small|GoTo Webinar", "prompt": "c140-m1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "GoTo Webinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "reliability-leaning pick for mid-market SaaS webinar teams"}, {"id": "mai-20260917-0922-baseline|c140-m1|deepseek-small|ON24", "prompt": "c140-m1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "ON24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**ON24, Bizzabo, or Goldcast** are better if engagement analytics feed your CRM"}, {"id": "mai-20260917-0922-baseline|c140-m1|deepseek-small|Bizzabo", "prompt": "c140-m1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Bizzabo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**ON24, Bizzabo, or Goldcast** are better if engagement analytics feed your CRM"}, {"id": "mai-20260917-0922-baseline|c140-m1|deepseek-small|Goldcast", "prompt": "c140-m1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**ON24, Bizzabo, or Goldcast** are better if engagement analytics feed your CRM"}, {"id": "mai-20260917-0922-baseline|c140-m1|google-small|Redpanda", "prompt": "c140-m1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Redpanda is the top modern choice."}, {"id": "mai-20260917-0922-baseline|c140-m1|google-small|Aiven for Apache Kafka", "prompt": "c140-m1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Fully Managed, Predictable Multi-Cloud"}, {"id": "mai-20260917-0922-baseline|c140-m1|google-small|Confluent", "prompt": "c140-m1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unlike the complex consumption-based pricing of Confluent"}, {"id": "mai-20260917-0922-baseline|c140-m1|google-small|AWS MSK", "prompt": "c140-m1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "AWS MSK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the semi-managed nature of AWS MSK"}, {"id": "mai-20260917-0922-baseline|c140-m1|google-small|WarpStream", "prompt": "c140-m1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "WarpStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "WarpStream is a game-changer."}, {"id": "mai-20260917-0922-baseline|c140-m1|google-small|Cvent", "prompt": "c140-m1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Cvent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cvent acquiring Goldcast and ON24"}, {"id": "mai-20260917-0922-baseline|c140-m1|google-small|ON24", "prompt": "c140-m1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "ON24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "such as Cvent acquiring Goldcast and ON24"}, {"id": "mai-20260917-0922-baseline|c140-m1|google-small|Goldcast", "prompt": "c140-m1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Best Overall for B2B Demand Gen and Lead Scoring"}, {"id": "mai-20260917-0922-baseline|c140-m1|google-small|Sequel.io", "prompt": "c140-m1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Sequel.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for On-Site Website Streaming"}, {"id": "mai-20260917-0922-baseline|c140-m1|google-small|Demio", "prompt": "c140-m1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for Automated, Evergreen Webinars"}, {"id": "mai-20260917-0922-baseline|c140-m1|google-small|Livestorm", "prompt": "c140-m1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Demio and Livestorm excel at \"evergreen\" automated webinars"}, {"id": "mai-20260917-0922-baseline|c140-m1|meta-small|Dacast", "prompt": "c140-m1", "model": "meta-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Dacast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dacast - Best for mid-market businesses needing live and on-demand streaming without enterprise-level pricing."}, {"id": "mai-20260917-0922-baseline|c140-m1|meta-small|Aiven", "prompt": "c140-m1", "model": "meta-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Aiven or Redpanda - Suitable for small to mid-market companies, they provide the power of Kafka without the complexity."}, {"id": "mai-20260917-0922-baseline|c140-m1|meta-small|Redpanda", "prompt": "c140-m1", "model": "meta-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Aiven or Redpanda - Suitable for small to mid-market companies, they provide the power of Kafka without the complexity."}, {"id": "mai-20260917-0922-baseline|c140-m1|meta-small|Virtual PRO", "prompt": "c140-m1", "model": "meta-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Virtual PRO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Virtual PRO - Best for mid-market events where engagement metrics drive lead scoring."}, {"id": "mai-20260917-0922-baseline|c140-m1|meta-small|Confluent", "prompt": "c140-m1", "model": "meta-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Recommended for mid-market companies scaling event-driven architecture across multiple teams."}, {"id": "mai-20260917-0922-baseline|c140-m1|meta-small|Apache Kafka", "prompt": "c140-m1", "model": "meta-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Confluent, Apache Kafka, Redpanda, or Amazon MSK - Recommended for mid-market companies scaling event-driven architecture"}, {"id": "mai-20260917-0922-baseline|c140-m1|meta-small|Amazon MSK", "prompt": "c140-m1", "model": "meta-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Confluent, Apache Kafka, Redpanda, or Amazon MSK - Recommended for mid-market companies scaling event-driven architecture"}, {"id": "mai-20260917-0922-baseline|c140-m1|meta-small|Apache Pulsar", "prompt": "c140-m1", "model": "meta-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "but requires expertise and operational maturity"}, {"id": "mai-20260917-0922-baseline|c140-m1|minimax-small|Redpanda", "prompt": "c140-m1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Redpanda or Confluent are typically the best starting points for mid-market B2B companies."}, {"id": "mai-20260917-0922-baseline|c140-m1|minimax-small|Confluent", "prompt": "c140-m1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Redpanda or Confluent are typically the best starting points for mid-market B2B companies."}, {"id": "mai-20260917-0922-baseline|c140-m1|minimax-small|Amazon MSK", "prompt": "c140-m1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon MSK** – If you're already in AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c140-m1|minimax-small|Aiven", "prompt": "c140-m1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Aiven** – Good middle ground for managed Kafka"}, {"id": "mai-20260917-0922-baseline|c140-m1|minimax-small|Dacast", "prompt": "c140-m1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Dacast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for mid-market businesses needing live + on-demand streaming without enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c140-m1|minimax-small|Bizzabo", "prompt": "c140-m1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Bizzabo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for mid-market B2B running 10-25 events annually"}, {"id": "mai-20260917-0922-baseline|c140-m1|minimax-small|Marketful", "prompt": "c140-m1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Marketful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Engagement-first platform with gamification and lead scoring"}, {"id": "mai-20260917-0922-baseline|c140-m1|mistral-small|Dacast", "prompt": "c140-m1", "model": "mistral-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Dacast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for mid-market businesses needing live and on-demand streaming at a reasonable cost"}, {"id": "mai-20260917-0922-baseline|c140-m1|mistral-small|Aiven", "prompt": "c140-m1", "model": "mistral-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal if you're looking for a more technical, event-driven architecture"}, {"id": "mai-20260917-0922-baseline|c140-m1|mistral-small|Redpanda", "prompt": "c140-m1", "model": "mistral-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "These platforms provide the power of Kafka without the complexity"}, {"id": "mai-20260917-0922-baseline|c140-m1|mistral-small|Bizzabo", "prompt": "c140-m1", "model": "mistral-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Bizzabo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want an all-in-one event marketing platform"}, {"id": "mai-20260917-0922-baseline|c140-m1|moonshot-small|Confluent Cloud", "prompt": "c140-m1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall: Confluent Cloud**"}, {"id": "mai-20260917-0922-baseline|c140-m1|moonshot-small|Redpanda", "prompt": "c140-m1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "choose **Confluent Cloud** or **Redpanda Cloud**"}, {"id": "mai-20260917-0922-baseline|c140-m1|moonshot-small|Aiven for Apache Kafka", "prompt": "c140-m1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Hybrid/Multi-Cloud Managed Option: Aiven for Apache Kafka"}, {"id": "mai-20260917-0922-baseline|c140-m1|moonshot-small|Apache Kafka (Self-Managed)", "prompt": "c140-m1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Kafka (Self-Managed)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Large teams needing total control (usually *not* ideal for mid-market)"}, {"id": "mai-20260917-0922-baseline|c140-m1|moonshot-small|ON24", "prompt": "c140-m1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "ON24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms like **ON24**, **Zoom Webinars**, or **GoTo Webinar** are typically recommended"}, {"id": "mai-20260917-0922-baseline|c140-m1|moonshot-small|Zoom Webinars", "prompt": "c140-m1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Zoom Webinars", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms like **ON24**, **Zoom Webinars**, or **GoTo Webinar** are typically recommended"}, {"id": "mai-20260917-0922-baseline|c140-m1|moonshot-small|GoTo Webinar", "prompt": "c140-m1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "GoTo Webinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms like **ON24**, **Zoom Webinars**, or **GoTo Webinar** are typically recommended"}, {"id": "mai-20260917-0922-baseline|c140-m1|openai-small|Confluent Cloud", "prompt": "c140-m1", "model": "openai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Confluent Cloud**"}, {"id": "mai-20260917-0922-baseline|c140-m1|openai-small|Amazon MSK", "prompt": "c140-m1", "model": "openai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you're already heavily on AWS and want managed Kafka with tight AWS integrations"}, {"id": "mai-20260917-0922-baseline|c140-m1|openai-small|Redpanda", "prompt": "c140-m1", "model": "openai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you care most about performance, low latency, and reducing ops overhead"}, {"id": "mai-20260917-0922-baseline|c140-m1|xai-small|Confluent Cloud", "prompt": "c140-m1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Confluent Cloud** if you want a mature, feature-rich platform with minimal setup"}, {"id": "mai-20260917-0922-baseline|c140-m1|xai-small|Amazon MSK (Managed Streaming for Kafka)", "prompt": "c140-m1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon MSK (Managed Streaming for Kafka)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Your Cloud**: AWS → MSK"}, {"id": "mai-20260917-0922-baseline|c140-m1|xai-small|Redpanda", "prompt": "c140-m1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Redpanda** if cost is key"}, {"id": "mai-20260917-0922-baseline|c140-m1|xai-small|Aiven for Kafka", "prompt": "c140-m1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Aiven for Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open-source managed Kafka without lock-in ... mid-market friendly"}, {"id": "mai-20260917-0922-baseline|c140-m1|xai-small|self-hosted Apache Kafka", "prompt": "c140-m1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "self-hosted Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Mid-market picks often prioritize managed over self-hosted Apache Kafka to avoid ops overhead."}, {"id": "mai-20260917-0922-baseline|c140-m1|zai-small|Confluent Cloud", "prompt": "c140-m1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation (Balanced Choice)\n**Confluent Cloud** (managed Apache Kafka)"}, {"id": "mai-20260917-0922-baseline|c140-m1|zai-small|Aiven", "prompt": "c140-m1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Aiven** — Managed Kafka with lower operational complexity"}, {"id": "mai-20260917-0922-baseline|c140-m1|zai-small|Redpanda", "prompt": "c140-m1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Redpanda** — Drop‑in Kafka-compatible replacement with lower overhead"}, {"id": "mai-20260917-0922-baseline|c140-m1|zai-small|Amazon Kinesis", "prompt": "c140-m1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Amazon Kinesis if you're AWS‑centric and want minimal operational burden."}, {"id": "mai-20260917-0922-baseline|c140-m1|zai-small|Apache Pulsar", "prompt": "c140-m1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Apache Pulsar for multi‑tenant, geo‑replicated workloads."}, {"id": "mai-20260917-0922-baseline|c140-m1|zai-small|NATS JetStream", "prompt": "c140-m1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "NATS JetStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose NATS JetStream for low‑latency, lightweight messaging."}, {"id": "mai-20260917-0922-baseline|c140-m1|zai-small|IBM Cloud Event Streams", "prompt": "c140-m1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "IBM Cloud Event Streams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IBM Cloud Event Streams: Lite (free, shared), Standard (shared multi‑tenant, autoscaling), Enterprise (dedicated)."}, {"id": "mai-20260917-0922-baseline|c140-m2|alibaba-small|Confluent Cloud", "prompt": "c140-m2", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Confluent Cloud** is the market leader and safest recommendation"}, {"id": "mai-20260917-0922-baseline|c140-m2|alibaba-small|AWS MSK", "prompt": "c140-m2", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "AWS MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **AWS MSK** if you are deeply embedded in the Amazon ecosystem"}, {"id": "mai-20260917-0922-baseline|c140-m2|alibaba-small|Redpanda", "prompt": "c140-m2", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The High-Performance Challenger: Redpanda"}, {"id": "mai-20260917-0922-baseline|c140-m2|alibaba-small|Azure Event Hubs", "prompt": "c140-m2", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Look at **Azure Event Hubs** (though it is not true Kafka) or Confluent"}, {"id": "mai-20260917-0922-baseline|c140-m2|anthropic-small|Aiven for Apache Kafka", "prompt": "c140-m2", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For mid-sized B2B companies with limited Kafka expertise, I'd recommend **Aiven** for cost efficiency and simplicity"}, {"id": "mai-20260917-0922-baseline|c140-m2|anthropic-small|Amazon MSK", "prompt": "c140-m2", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Amazon MSK** if you're already committed to AWS and want tight ecosystem integration"}, {"id": "mai-20260917-0922-baseline|c140-m2|anthropic-small|Confluent Cloud", "prompt": "c140-m2", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the trade-off is a denser pricing and networking model"}, {"id": "mai-20260917-0922-baseline|c140-m2|challenger-small|Confluent Cloud", "prompt": "c140-m2", "model": "challenger-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would usually recommend **Confluent Cloud** if you want the **broadest managed streaming platform**"}, {"id": "mai-20260917-0922-baseline|c140-m2|challenger-small|Amazon MSK", "prompt": "c140-m2", "model": "challenger-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you are already standardized on **AWS** and want Kafka with AWS-native integration"}, {"id": "mai-20260917-0922-baseline|c140-m2|challenger-small|Aiven for Apache Kafka", "prompt": "c140-m2", "model": "challenger-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you need **multi-cloud flexibility** and prefer open-source managed infrastructure"}, {"id": "mai-20260917-0922-baseline|c140-m2|challenger-small|NetApp Instaclustr for Apache Kafka", "prompt": "c140-m2", "model": "challenger-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "NetApp Instaclustr for Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your top priorities are **strong SLAs**, open-source control"}, {"id": "mai-20260917-0922-baseline|c140-m2|challenger-small|Raff Managed Kafka", "prompt": "c140-m2", "model": "challenger-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Raff Managed Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "your team is comfortable with a smaller ecosystem and limited region choice"}, {"id": "mai-20260917-0922-baseline|c140-m2|deepseek-small|Confluent Cloud", "prompt": "c140-m2", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Confluent Cloud (Standard/Enterprise tier) or Amazon MSK**"}, {"id": "mai-20260917-0922-baseline|c140-m2|deepseek-small|Amazon MSK", "prompt": "c140-m2", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Confluent Cloud (Standard/Enterprise tier) or Amazon MSK**"}, {"id": "mai-20260917-0922-baseline|c140-m2|deepseek-small|Aiven for Kafka", "prompt": "c140-m2", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven for Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also look at **Aiven for Kafka** (transparent fixed-ish pricing"}, {"id": "mai-20260917-0922-baseline|c140-m2|deepseek-small|Redpanda Cloud", "prompt": "c140-m2", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Redpanda Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Redpanda Cloud** (Kafka-compatible, simpler ops, generous free/serverless tier"}, {"id": "mai-20260917-0922-baseline|c140-m2|deepseek-small|Amazon Kinesis", "prompt": "c140-m2", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Kinesis** is worth considering only if your needs are simple, AWS-locked, and under ~50k events/sec with short retention"}, {"id": "mai-20260917-0922-baseline|c140-m2|google-small|Aiven for Apache Kafka", "prompt": "c140-m2", "model": "google-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Aiven is highly recommended for mid-sized companies... *This is the safest bet for most mid-sized B2B companies.*"}, {"id": "mai-20260917-0922-baseline|c140-m2|google-small|Confluent Cloud (IBM)", "prompt": "c140-m2", "model": "google-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud (IBM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Confluent Cloud is the industry pioneer... **The Downside:** **Cost.** Confluent Cloud is premium software."}, {"id": "mai-20260917-0922-baseline|c140-m2|google-small|WarpStream", "prompt": "c140-m2", "model": "google-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "WarpStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "WarpStream is a modern, highly compelling option."}, {"id": "mai-20260917-0922-baseline|c140-m2|google-small|Redpanda Cloud", "prompt": "c140-m2", "model": "google-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Redpanda Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The High-Performance Choice: Redpanda Cloud"}, {"id": "mai-20260917-0922-baseline|c140-m2|google-small|AWS MSK", "prompt": "c140-m2", "model": "google-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "AWS MSK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Choose AWS MSK only if: ... MSK still requires manual broker sizing and scaling"}, {"id": "mai-20260917-0922-baseline|c140-m2|meta-small|Confluent Cloud", "prompt": "c140-m2", "model": "meta-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Confluent Cloud: A fully managed Apache Kafka service that provides a serverless Kafka engine, automatic scaling, and cost-efficient clusters."}, {"id": "mai-20260917-0922-baseline|c140-m2|meta-small|Amazon MSK", "prompt": "c140-m2", "model": "meta-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Amazon MSK: A fully managed Apache Kafka service that provides enterprise-grade security features, built-in AWS integrations"}, {"id": "mai-20260917-0922-baseline|c140-m2|meta-small|Aiven for Apache Kafka", "prompt": "c140-m2", "model": "meta-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "multi-cloud managed open-source infrastructure that provides a simpler fixed-plan Apache Kafka service"}, {"id": "mai-20260917-0922-baseline|c140-m2|meta-small|Instaclustr for Apache Kafka", "prompt": "c140-m2", "model": "meta-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Instaclustr for Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "managed Kafka solution that provides open source, multi-cloud deployments, and strong SLAs"}, {"id": "mai-20260917-0922-baseline|c140-m2|meta-small|WarpStream", "prompt": "c140-m2", "model": "meta-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "WarpStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A high-volume, cost-sensitive streaming solution that provides a simplified approach to using Apache Kafka"}, {"id": "mai-20260917-0922-baseline|c140-m2|minimax-small|Confluent Cloud", "prompt": "c140-m2", "model": "minimax-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Confluent Cloud** (Best Overall)"}, {"id": "mai-20260917-0922-baseline|c140-m2|minimax-small|Amazon MSK", "prompt": "c140-m2", "model": "minimax-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Amazon MSK** if you're already in the AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c140-m2|minimax-small|Instaclustr (NetApp)", "prompt": "c140-m2", "model": "minimax-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Instaclustr (NetApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Open-Source Flexibility"}, {"id": "mai-20260917-0922-baseline|c140-m2|minimax-small|Aiven", "prompt": "c140-m2", "model": "minimax-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Aiven** offers good value with predictable pricing"}, {"id": "mai-20260917-0922-baseline|c140-m2|mistral-small|Upstash", "prompt": "c140-m2", "model": "mistral-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Upstash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Upstash** or **DoubleCloud** are excellent choices for managed Kafka"}, {"id": "mai-20260917-0922-baseline|c140-m2|mistral-small|DoubleCloud Managed Service for Apache Kafka", "prompt": "c140-m2", "model": "mistral-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "DoubleCloud Managed Service for Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Upstash** or **DoubleCloud** are excellent choices for managed Kafka"}, {"id": "mai-20260917-0922-baseline|c140-m2|mistral-small|Confluent Cloud", "prompt": "c140-m2", "model": "mistral-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Confluent is widely recognized as a leading managed Kafka service, especially for enterprises"}, {"id": "mai-20260917-0922-baseline|c140-m2|mistral-small|Redpanda", "prompt": "c140-m2", "model": "mistral-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a modern, high-performance alternative, **Redpanda** is worth considering."}, {"id": "mai-20260917-0922-baseline|c140-m2|mistral-small|Lightstreamer", "prompt": "c140-m2", "model": "mistral-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Lightstreamer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Specialized for real-time data exchange across online platforms"}, {"id": "mai-20260917-0922-baseline|c140-m2|moonshot-small|Confluent Cloud", "prompt": "c140-m2", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Confluent Cloud** or **Amazon MSK**"}, {"id": "mai-20260917-0922-baseline|c140-m2|moonshot-small|Amazon MSK", "prompt": "c140-m2", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: **Confluent Cloud** or **Amazon MSK**"}, {"id": "mai-20260917-0922-baseline|c140-m2|moonshot-small|Redpanda Cloud", "prompt": "c140-m2", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Redpanda Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative Worth Considering: Redpanda Cloud"}, {"id": "mai-20260917-0922-baseline|c140-m2|openai-small|Confluent Cloud", "prompt": "c140-m2", "model": "openai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is usually **Confluent Cloud**"}, {"id": "mai-20260917-0922-baseline|c140-m2|openai-small|Amazon MSK", "prompt": "c140-m2", "model": "openai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS:** Amazon MSK, especially if you already run Kafka or want Kafka with AWS integrations"}, {"id": "mai-20260917-0922-baseline|c140-m2|openai-small|Pub/Sub", "prompt": "c140-m2", "model": "openai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud:** Pub/Sub if you value simplicity and autoscaling over Kafka portability"}, {"id": "mai-20260917-0922-baseline|c140-m2|openai-small|Managed Service for Apache Kafka", "prompt": "c140-m2", "model": "openai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Managed Service for Apache Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "while Managed Service for Apache Kafka is better for Kafka portability and lift-and-shift"}, {"id": "mai-20260917-0922-baseline|c140-m2|xai-small|Confluent Cloud", "prompt": "c140-m2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Confluent Cloud** as the top choice for a managed Kafka service."}, {"id": "mai-20260917-0922-baseline|c140-m2|xai-small|Amazon MSK", "prompt": "c140-m2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick MSK** if you're all-in on AWS ... lowest raw compute cost but more management."}, {"id": "mai-20260917-0922-baseline|c140-m2|xai-small|Aiven for Kafka", "prompt": "c140-m2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven for Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Aiven** for pure Apache Kafka (no vendor lock) and Kubernetes-native setups"}, {"id": "mai-20260917-0922-baseline|c140-m2|xai-small|Redpanda Cloud", "prompt": "c140-m2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Redpanda Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-optimized, Kafka-compatible ... Fewer Kafka-specific ecosystem tools; newer"}, {"id": "mai-20260917-0922-baseline|c140-m2|xai-small|Upstash", "prompt": "c140-m2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Upstash", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid self-hosted or niche (e.g., Upstash for serverless key-value streaming) unless very low volume."}, {"id": "mai-20260917-0922-baseline|c140-m2|zai-small|Confluent Cloud", "prompt": "c140-m2", "model": "zai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Confluent Cloud"}, {"id": "mai-20260917-0922-baseline|c140-m2|zai-small|Aiven for Apache Kafka", "prompt": "c140-m2", "model": "zai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: Aiven for Apache Kafka"}, {"id": "mai-20260917-0922-baseline|c140-m2|zai-small|Amazon MSK", "prompt": "c140-m2", "model": "zai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "## Alternative: Amazon MSK (if AWS\\u2011centric)"}, {"id": "mai-20260917-0922-baseline|c140-m2|zai-small|Redpanda Cloud", "prompt": "c140-m2", "model": "zai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Redpanda Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "## Alternative: Redpanda Cloud (performance\\u2011sensitive workloads)"}, {"id": "mai-20260917-0922-baseline|c140-m3|alibaba-small|Apache Kafka", "prompt": "c140-m3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "this category is dominated by **Apache Kafka**"}, {"id": "mai-20260917-0922-baseline|c140-m3|alibaba-small|Confluent", "prompt": "c140-m3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enterprise Support** | **Confluent**"}, {"id": "mai-20260917-0922-baseline|c140-m3|alibaba-small|Redpanda", "prompt": "c140-m3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ease of Maintenance** | **Redpanda**"}, {"id": "mai-20260917-0922-baseline|c140-m3|alibaba-small|AWS Managed Streaming for Kafka (MSK)", "prompt": "c140-m3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "AWS Managed Streaming for Kafka (MSK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A managed service specifically for running Kafka on Amazon Web Services."}, {"id": "mai-20260917-0922-baseline|c140-m3|alibaba-small|Amazon Kinesis", "prompt": "c140-m3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS\\u2019s proprietary alternative to Kafka. It does not speak the Kafka protocol out of the box."}, {"id": "mai-20260917-0922-baseline|c140-m3|alibaba-small|Google Cloud Pub/Sub", "prompt": "c140-m3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cloud Integration** | **AWS MSK**, **GCP Pub/Sub**, or **Azure Event Hubs**"}, {"id": "mai-20260917-0922-baseline|c140-m3|alibaba-small|Microsoft Azure Event Hubs", "prompt": "c140-m3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Microsoft Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "These are the native equivalents from Google and Microsoft."}, {"id": "mai-20260917-0922-baseline|c140-m3|anthropic-small|YouTube", "prompt": "c140-m3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "YouTube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "YouTube is considered the best live streaming platform for most creators in 2026"}, {"id": "mai-20260917-0922-baseline|c140-m3|anthropic-small|Twitch", "prompt": "c140-m3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Twitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Twitch wins for chat-first communities"}, {"id": "mai-20260917-0922-baseline|c140-m3|anthropic-small|Kick", "prompt": "c140-m3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Kick", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kick is attractive when revenue split matters"}, {"id": "mai-20260917-0922-baseline|c140-m3|anthropic-small|TikTok", "prompt": "c140-m3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "TikTok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "TikTok and Instagram work for vertical discovery"}, {"id": "mai-20260917-0922-baseline|c140-m3|anthropic-small|Instagram", "prompt": "c140-m3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Instagram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "TikTok and Instagram work for vertical discovery"}, {"id": "mai-20260917-0922-baseline|c140-m3|anthropic-small|LinkedIn", "prompt": "c140-m3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "LinkedIn or Vimeo make more sense for B2B and private-event use cases"}, {"id": "mai-20260917-0922-baseline|c140-m3|anthropic-small|Vimeo", "prompt": "c140-m3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Vimeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Vimeo is a top choice for professional-level live streams"}, {"id": "mai-20260917-0922-baseline|c140-m3|anthropic-small|Kaltura", "prompt": "c140-m3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Kaltura", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "options like Kaltura and Vimeo offer more advanced tools for high-quality, low-latency streaming"}, {"id": "mai-20260917-0922-baseline|c140-m3|anthropic-small|VIDIZMO EnterpriseTube", "prompt": "c140-m3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "VIDIZMO EnterpriseTube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "VIDIZMO EnterpriseTube and Brightcove are top choices, with VIDIZMO excelling in government and regulated industries"}, {"id": "mai-20260917-0922-baseline|c140-m3|anthropic-small|Brightcove", "prompt": "c140-m3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Brightcove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "VIDIZMO EnterpriseTube and Brightcove are top choices"}, {"id": "mai-20260917-0922-baseline|c140-m3|anthropic-small|Wowza", "prompt": "c140-m3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Wowza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "developers favor Wowza or Kaltura"}, {"id": "mai-20260917-0922-baseline|c140-m3|anthropic-small|JWP Connatix", "prompt": "c140-m3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "JWP Connatix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "ad-monetized publishers favor JWP Connatix"}, {"id": "mai-20260917-0922-baseline|c140-m3|anthropic-small|Dacast", "prompt": "c140-m3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Dacast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "broadcaster-grade platforms favor Dacast"}, {"id": "mai-20260917-0922-baseline|c140-m3|challenger-small|Apache Kafka", "prompt": "c140-m3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick **Kafka** if you want the broadest ecosystem and a proven default for event streaming."}, {"id": "mai-20260917-0922-baseline|c140-m3|challenger-small|Apache Pulsar", "prompt": "c140-m3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick **Pulsar** if you need **geo-replication** or strong **multi-tenancy**."}, {"id": "mai-20260917-0922-baseline|c140-m3|challenger-small|Amazon Kinesis", "prompt": "c140-m3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fully managed on AWS and integrates tightly with AWS services."}, {"id": "mai-20260917-0922-baseline|c140-m3|challenger-small|Google Cloud Pub/Sub", "prompt": "c140-m3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Serverless, auto-scaling messaging for cloud-native event delivery."}, {"id": "mai-20260917-0922-baseline|c140-m3|challenger-small|Azure Event Hubs", "prompt": "c140-m3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure-native streaming with **Kafka compatibility**."}, {"id": "mai-20260917-0922-baseline|c140-m3|challenger-small|Redpanda", "prompt": "c140-m3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pick **Redpanda** if you want **Kafka compatibility** with a simpler operational profile."}, {"id": "mai-20260917-0922-baseline|c140-m3|challenger-small|Apache Flink", "prompt": "c140-m3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Flink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A **stream compute engine** for low-latency, stateful processing rather than the event backbone itself."}, {"id": "mai-20260917-0922-baseline|c140-m3|deepseek-small|Apache Kafka", "prompt": "c140-m3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kafka is the dominant default — it's been in production at massive scale for over a decade, has the largest ecosystem of connectors and tools"}, {"id": "mai-20260917-0922-baseline|c140-m3|deepseek-small|Apache Pulsar", "prompt": "c140-m3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulsar** the architecturally modern alternative"}, {"id": "mai-20260917-0922-baseline|c140-m3|deepseek-small|Amazon Kinesis", "prompt": "c140-m3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kinesis** the simplest fully-managed option"}, {"id": "mai-20260917-0922-baseline|c140-m3|deepseek-small|Redpanda", "prompt": "c140-m3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Redpanda** a high-performance Kafka-compatible rewrite"}, {"id": "mai-20260917-0922-baseline|c140-m3|deepseek-small|Google Cloud Pub/Sub", "prompt": "c140-m3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Already on GCP or Azure** → **Pub/Sub** or **Event Hubs** respectively"}, {"id": "mai-20260917-0922-baseline|c140-m3|deepseek-small|Azure Event Hubs", "prompt": "c140-m3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Already on GCP or Azure** → **Pub/Sub** or **Event Hubs** respectively"}, {"id": "mai-20260917-0922-baseline|c140-m3|deepseek-small|Confluent", "prompt": "c140-m3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Enterprise features with SLAs and managed service** → **Confluent Cloud** or **AWS MSK**"}, {"id": "mai-20260917-0922-baseline|c140-m3|deepseek-small|AWS MSK", "prompt": "c140-m3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "AWS MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Enterprise features with SLAs and managed service** → **Confluent Cloud** or **AWS MSK**"}, {"id": "mai-20260917-0922-baseline|c140-m3|deepseek-small|Aiven", "prompt": "c140-m3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Aiven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Most alternatives are either managed versions of it (Confluent, AWS MSK, Aiven)"}, {"id": "mai-20260917-0922-baseline|c140-m3|google-small|Apache Kafka & Confluent (IBM)", "prompt": "c140-m3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka & Confluent (IBM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Confluent / Kafka** if you are an enterprise building a broad, mission-critical real-time data architecture"}, {"id": "mai-20260917-0922-baseline|c140-m3|google-small|Redpanda", "prompt": "c140-m3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Redpanda** if your application demands the absolute lowest latency possible"}, {"id": "mai-20260917-0922-baseline|c140-m3|google-small|WarpStream", "prompt": "c140-m3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "WarpStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **WarpStream** if you are running massive, high-throughput pipelines"}, {"id": "mai-20260917-0922-baseline|c140-m3|google-small|Apache Pulsar", "prompt": "c140-m3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Apache Pulsar** if you need a unified messaging platform"}, {"id": "mai-20260917-0922-baseline|c140-m3|google-small|AWS Kinesis", "prompt": "c140-m3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "AWS Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly scalable, AWS-native ingestion pipeline"}, {"id": "mai-20260917-0922-baseline|c140-m3|google-small|Google Cloud Pub/Sub", "prompt": "c140-m3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A globally routing, serverless messaging fabric"}, {"id": "mai-20260917-0922-baseline|c140-m3|google-small|Azure Event Hubs", "prompt": "c140-m3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A high-throughput telemetry ingestion service with Kafka protocol compatibility"}, {"id": "mai-20260917-0922-baseline|c140-m3|meta-small|Apache Kafka", "prompt": "c140-m3", "model": "meta-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top event streaming platforms include Apache Kafka, Apache Pulsar, Amazon Kinesis Data Streams, and others."}, {"id": "mai-20260917-0922-baseline|c140-m3|meta-small|Apache Pulsar", "prompt": "c140-m3", "model": "meta-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top event streaming platforms include Apache Kafka, Apache Pulsar, Amazon Kinesis Data Streams, and others."}, {"id": "mai-20260917-0922-baseline|c140-m3|meta-small|Amazon Kinesis Data Streams", "prompt": "c140-m3", "model": "meta-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top event streaming platforms include Apache Kafka, Apache Pulsar, Amazon Kinesis Data Streams, and others."}, {"id": "mai-20260917-0922-baseline|c140-m3|minimax-small|Apache Kafka", "prompt": "c140-m3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The de facto standard with over 100,000 organizations using it"}, {"id": "mai-20260917-0922-baseline|c140-m3|minimax-small|Amazon Kinesis Data Streams", "prompt": "c140-m3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Low-ops, AWS-only**: Amazon Kinesis"}, {"id": "mai-20260917-0922-baseline|c140-m3|minimax-small|Apache Pulsar", "prompt": "c140-m3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Multi-region, compliance-heavy**: Apache Pulsar"}, {"id": "mai-20260917-0922-baseline|c140-m3|minimax-small|Google Cloud Pub/Sub", "prompt": "c140-m3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already in Azure/Google Cloud**: Event Hubs or Pub/Sub"}, {"id": "mai-20260917-0922-baseline|c140-m3|minimax-small|Azure Event Hubs", "prompt": "c140-m3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deep Azure integration, Kafka protocol compatibility"}, {"id": "mai-20260917-0922-baseline|c140-m3|minimax-small|Redpanda", "prompt": "c140-m3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cloud-agnostic with Kafka compatibility**: Redpanda"}, {"id": "mai-20260917-0922-baseline|c140-m3|minimax-small|Confluent Cloud", "prompt": "c140-m3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Apache Kafka (self-hosted) or Confluent Cloud"}, {"id": "mai-20260917-0922-baseline|c140-m3|mistral-small|Apache Kafka", "prompt": "c140-m3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Standout:** Industry standard, widely adopted for mission-critical systems."}, {"id": "mai-20260917-0922-baseline|c140-m3|mistral-small|Confluent Platform (and Confluent Cloud)", "prompt": "c140-m3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Platform (and Confluent Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Enterprises needing advanced stream processing and governance."}, {"id": "mai-20260917-0922-baseline|c140-m3|mistral-small|Amazon Kinesis Data Streams", "prompt": "c140-m3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** AWS-centric applications requiring real-time data ingestion."}, {"id": "mai-20260917-0922-baseline|c140-m3|mistral-small|Apache Pulsar", "prompt": "c140-m3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Multi-tenant, geo-replicated event streaming."}, {"id": "mai-20260917-0922-baseline|c140-m3|mistral-small|Google Cloud Pub/Sub", "prompt": "c140-m3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Cloud-native applications needing high throughput and low latency."}, {"id": "mai-20260917-0922-baseline|c140-m3|mistral-small|Redpanda", "prompt": "c140-m3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Standout:** Extreme performance, easier to operate than Kafka."}, {"id": "mai-20260917-0922-baseline|c140-m3|mistral-small|EventLive", "prompt": "c140-m3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "EventLive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** All types of events, from small personal events to large conferences and concerts."}, {"id": "mai-20260917-0922-baseline|c140-m3|mistral-small|Restream", "prompt": "c140-m3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Restream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Live video event streaming and virtual events."}, {"id": "mai-20260917-0922-baseline|c140-m3|mistral-small|Webex Events", "prompt": "c140-m3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Webex Events", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Live video event streaming and virtual events."}, {"id": "mai-20260917-0922-baseline|c140-m3|mistral-small|YouTube Live", "prompt": "c140-m3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "YouTube Live", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** Live video event streaming and virtual events."}, {"id": "mai-20260917-0922-baseline|c140-m3|mistral-small|Vimeo Live", "prompt": "c140-m3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Vimeo Live", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Best for:** Live video event streaming and virtual events."}, {"id": "mai-20260917-0922-baseline|c140-m3|mistral-small|JW Player", "prompt": "c140-m3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "JW Player", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Best for:** Live video event streaming and virtual events."}, {"id": "mai-20260917-0922-baseline|c140-m3|moonshot-small|Apache Kafka", "prompt": "c140-m3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kafka remains the default choice for most enterprises due to maturity and ecosystem."}, {"id": "mai-20260917-0922-baseline|c140-m3|moonshot-small|Confluent Cloud", "prompt": "c140-m3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Managed options: Confluent Cloud, Amazon MSK, Azure Event Hubs (Kafka-compatible)."}, {"id": "mai-20260917-0922-baseline|c140-m3|moonshot-small|Amazon MSK", "prompt": "c140-m3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Managed options: Confluent Cloud, Amazon MSK, Azure Event Hubs (Kafka-compatible)."}, {"id": "mai-20260917-0922-baseline|c140-m3|moonshot-small|Apache Pulsar", "prompt": "c140-m3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pulsar wins when multi-tenancy and geo-replication are critical."}, {"id": "mai-20260917-0922-baseline|c140-m3|moonshot-small|Redpanda", "prompt": "c140-m3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Redpanda is ideal if you want Kafka compatibility with simpler operations and better performance."}, {"id": "mai-20260917-0922-baseline|c140-m3|moonshot-small|Amazon Kinesis Data Streams", "prompt": "c140-m3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: AWS-centric architectures, mid-market workloads"}, {"id": "mai-20260917-0922-baseline|c140-m3|moonshot-small|Google Cloud Pub/Sub", "prompt": "c140-m3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fully managed, GCP-native, no partition management | Google Cloud Pub/Sub"}, {"id": "mai-20260917-0922-baseline|c140-m3|moonshot-small|Azure Event Hubs", "prompt": "c140-m3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Azure-native with Kafka compatibility | Azure Event Hubs"}, {"id": "mai-20260917-0922-baseline|c140-m3|openai-small|Apache Kafka", "prompt": "c140-m3", "model": "openai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Kafka** if you want the safest ecosystem bet."}, {"id": "mai-20260917-0922-baseline|c140-m3|openai-small|Apache Pulsar", "prompt": "c140-m3", "model": "openai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Pulsar** if you need **multi-tenancy, geo-replication, or tiered storage** built in."}, {"id": "mai-20260917-0922-baseline|c140-m3|openai-small|Amazon Kinesis Data Streams", "prompt": "c140-m3", "model": "openai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Kinesis** if you want **fully managed AWS-native streaming**."}, {"id": "mai-20260917-0922-baseline|c140-m3|openai-small|Redpanda", "prompt": "c140-m3", "model": "openai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Redpanda** if you want **Kafka compatibility with less operational complexity**."}, {"id": "mai-20260917-0922-baseline|c140-m3|xai-small|Apache Kafka", "prompt": "c140-m3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kafka leads throughput/ecosystem; ... e.g., Kafka for universality"}, {"id": "mai-20260917-0922-baseline|c140-m3|xai-small|Confluent Cloud", "prompt": "c140-m3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(and managed versions like Confluent Cloud, Amazon MSK)"}, {"id": "mai-20260917-0922-baseline|c140-m3|xai-small|Amazon MSK", "prompt": "c140-m3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(and managed versions like Confluent Cloud, Amazon MSK)"}, {"id": "mai-20260917-0922-baseline|c140-m3|xai-small|Apache Pulsar", "prompt": "c140-m3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi-tenancy, geo-replication; ... Smaller ecosystem; steeper ops curve"}, {"id": "mai-20260917-0922-baseline|c140-m3|xai-small|Amazon Kinesis", "prompt": "c140-m3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Kinesis if all-in on AWS"}, {"id": "mai-20260917-0922-baseline|c140-m3|xai-small|Google Cloud Pub/Sub", "prompt": "c140-m3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Event-driven GCP apps, decoupling microservices"}, {"id": "mai-20260917-0922-baseline|c140-m3|xai-small|Azure Event Hubs", "prompt": "c140-m3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Microsoft ecosystems, hybrid Kafka use"}, {"id": "mai-20260917-0922-baseline|c140-m3|xai-small|Redpanda", "prompt": "c140-m3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Kafka drop-in with lower latency/cost; self-managed"}, {"id": "mai-20260917-0922-baseline|c140-m3|zai-small|Apache Kafka", "prompt": "c140-m3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kafka** remains the default choice for most large‑scale, production‑grade event streaming needs."}, {"id": "mai-20260917-0922-baseline|c140-m3|zai-small|Apache Pulsar", "prompt": "c140-m3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulsar** excels when you need compute/storage separation, multi‑tenancy, or multi‑region support."}, {"id": "mai-20260917-0922-baseline|c140-m3|zai-small|Amazon Kinesis", "prompt": "c140-m3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kinesis** is ideal for AWS‑centric teams who prefer managed services."}, {"id": "mai-20260917-0922-baseline|c140-m3|zai-small|RabbitMQ", "prompt": "c140-m3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "RabbitMQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**RabbitMQ** and **NATS** are better suited for lower‑throughput, latency‑critical, or non‑persistent messaging."}, {"id": "mai-20260917-0922-baseline|c140-m3|zai-small|NATS Streaming", "prompt": "c140-m3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "NATS Streaming", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Real‑time control systems, edge computing, and scenarios where latency is critical."}, {"id": "mai-20260917-0922-baseline|c140-m3|zai-small|Redpanda", "prompt": "c140-m3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Redpanda** offers a Kafka‑compatible alternative with simpler operations."}, {"id": "mai-20260917-0922-baseline|c140-m4|alibaba-small|Redpanda", "prompt": "c140-m4", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best All-Rounder (Low Cost, Easy Setup)\n**Platform: Redpanda**"}, {"id": "mai-20260917-0922-baseline|c140-m4|alibaba-small|Apache Kafka", "prompt": "c140-m4", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Free Software\" Option (Self-Hosted)... While the *software* is free, the *infrastructure* is not."}, {"id": "mai-20260917-0922-baseline|c140-m4|alibaba-small|NATS", "prompt": "c140-m4", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "budget", "raw": "NATS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Lightweight Alternative (Simplest Architecture)**Platform: NATS (specifically JetStream)**"}, {"id": "mai-20260917-0922-baseline|c140-m4|alibaba-small|Google Cloud Pub/Sub", "prompt": "c140-m4", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Cloud-Native Option (with Free Tiers)**Platform: Google Cloud Pub/Sub**"}, {"id": "mai-20260917-0922-baseline|c140-m4|alibaba-small|AWS MSK", "prompt": "c140-m4", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "budget", "raw": "AWS MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **AWS MSK / Google Pub/Sub** |"}, {"id": "mai-20260917-0922-baseline|c140-m4|alibaba-small|Microsoft Azure", "prompt": "c140-m4", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Microsoft Azure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "more generous \"always-free\" limits compared to AWS (Amazon) or Microsoft Azure"}, {"id": "mai-20260917-0922-baseline|c140-m4|anthropic-small|Apache Kafka", "prompt": "c140-m4", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apache Kafka** - Open-source and free... highly scalable and widely used, making it ideal if you have technical expertise in-house."}, {"id": "mai-20260917-0922-baseline|c140-m4|anthropic-small|Redis Streams", "prompt": "c140-m4", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redis Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "simpler than Kafka, requires less operational overhead, and offers a free open-source version"}, {"id": "mai-20260917-0922-baseline|c140-m4|anthropic-small|AWS Kinesis on-demand", "prompt": "c140-m4", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "budget", "raw": "AWS Kinesis on-demand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already in the AWS ecosystem, the on-demand pricing model means you only pay for what you use"}, {"id": "mai-20260917-0922-baseline|c140-m4|anthropic-small|Google Cloud Pub/Sub", "prompt": "c140-m4", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a free tier with reasonable limits, making it good for testing and small-scale applications."}, {"id": "mai-20260917-0922-baseline|c140-m4|anthropic-small|Azure Event Hubs", "prompt": "c140-m4", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Microsoft's option with a free tier available for development and testing."}, {"id": "mai-20260917-0922-baseline|c140-m4|anthropic-small|RabbitMQ", "prompt": "c140-m4", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "budget", "raw": "RabbitMQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Open-source message broker that's lightweight and easier to operate than Kafka for simpler use cases."}, {"id": "mai-20260917-0922-baseline|c140-m4|challenger-small|Apache Kafka", "prompt": "c140-m4", "model": "challenger-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point is usually **open-source Apache Kafka** if you can host and operate it yourself"}, {"id": "mai-20260917-0922-baseline|c140-m4|challenger-small|Google Cloud Pub/Sub", "prompt": "c140-m4", "model": "challenger-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google Cloud Pub/Sub** or **Amazon Kinesis** are strong low-cost managed options"}, {"id": "mai-20260917-0922-baseline|c140-m4|challenger-small|Amazon Kinesis", "prompt": "c140-m4", "model": "challenger-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud Pub/Sub** or **Amazon Kinesis** are strong low-cost managed options"}, {"id": "mai-20260917-0922-baseline|c140-m4|challenger-small|RabbitMQ", "prompt": "c140-m4", "model": "challenger-small", "cat": "streaming-platforms", "variant": "budget", "raw": "RabbitMQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Apache Kafka** or **RabbitMQ** if you have technical staff to run it yourself"}, {"id": "mai-20260917-0922-baseline|c140-m4|challenger-small|Redpanda", "prompt": "c140-m4", "model": "challenger-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the most balanced recommendation from the results is **Redpanda** when you want Kafka compatibility with simpler management"}, {"id": "mai-20260917-0922-baseline|c140-m4|challenger-small|Aiven", "prompt": "c140-m4", "model": "challenger-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Aiven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Redpanda** or **Aiven**, which are described as easier Kafka-like options for small to mid-market companies"}, {"id": "mai-20260917-0922-baseline|c140-m4|deepseek-small|WarpStream", "prompt": "c140-m4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "WarpStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall cost pick: WarpStream**"}, {"id": "mai-20260917-0922-baseline|c140-m4|deepseek-small|Redpanda", "prompt": "c140-m4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Redpanda** — Kafka-compatible, has a **free tier**, very low latency, minimal ops."}, {"id": "mai-20260917-0922-baseline|c140-m4|deepseek-small|Aiven for Apache Kafka", "prompt": "c140-m4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "starts around **$0/month** (free trial tier), pay-as-you-go, managed, simple"}, {"id": "mai-20260917-0922-baseline|c140-m4|deepseek-small|Apache Kafka", "prompt": "c140-m4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "self-hosted **open-source Kafka** or **RabbitMQ** is free ... you take on ~1–2 FTE of operations burden"}, {"id": "mai-20260917-0922-baseline|c140-m4|deepseek-small|RabbitMQ", "prompt": "c140-m4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "RabbitMQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**free** if you have the engineering time and servers to run it"}, {"id": "mai-20260917-0922-baseline|c140-m4|deepseek-small|AWS Kinesis", "prompt": "c140-m4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "AWS Kinesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "pay-as-you-go cloud services, zero server management. Good starting points if you're already entrenched in a single cloud."}, {"id": "mai-20260917-0922-baseline|c140-m4|deepseek-small|Google Pub/Sub", "prompt": "c140-m4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Google Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "pay-as-you-go cloud services, zero server management"}, {"id": "mai-20260917-0922-baseline|c140-m4|deepseek-small|Azure Event Hubs", "prompt": "c140-m4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "pay-as-you-go cloud services, zero server management"}, {"id": "mai-20260917-0922-baseline|c140-m4|deepseek-small|Amazon MSK", "prompt": "c140-m4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Amazon MSK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Publishes savings of **40–90% vs. managed Kafka** and Amazon MSK"}, {"id": "mai-20260917-0922-baseline|c140-m4|deepseek-small|YouTube Live", "prompt": "c140-m4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "YouTube Live", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**YouTube Live** — **free**, unlimited streaming, huge built-in audience, automatic archiving. Best value overall."}, {"id": "mai-20260917-0922-baseline|c140-m4|deepseek-small|Facebook / Instagram Live", "prompt": "c140-m4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Facebook / Instagram Live", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**free**, good reach if your audience is there"}, {"id": "mai-20260917-0922-baseline|c140-m4|deepseek-small|StreamYard", "prompt": "c140-m4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "StreamYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**YouTube Live + StreamYard's free/cheap tier** is usually the smartest combo"}, {"id": "mai-20260917-0922-baseline|c140-m4|deepseek-small|Restream", "prompt": "c140-m4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Restream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "lets you simulcast to many platforms at once; affordable plans"}, {"id": "mai-20260917-0922-baseline|c140-m4|deepseek-small|Streamlabs", "prompt": "c140-m4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Streamlabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "free toolset, good for simpler streams"}, {"id": "mai-20260917-0922-baseline|c140-m4|google-small|WarpStream", "prompt": "c140-m4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "WarpStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "WarpStream (Best for Cloud-Native & Zero Cross-AZ Fees) ... reduces infrastructure costs by up to **80%**"}, {"id": "mai-20260917-0922-baseline|c140-m4|google-small|Amazon MSK", "prompt": "c140-m4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Amazon MSK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "compared to traditional self-hosted Kafka or managed services like Amazon MSK"}, {"id": "mai-20260917-0922-baseline|c140-m4|google-small|Redpanda Serverless", "prompt": "c140-m4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda Serverless", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "\"I have zero DevOps resources and want to pay pennies to start.\" | **Redpanda Serverless** | True serverless, scales to zero"}, {"id": "mai-20260917-0922-baseline|c140-m4|google-small|NATS JetStream", "prompt": "c140-m4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "NATS JetStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NATS JetStream (The \"Lightweight Champion\") ... can easily run on a tiny, $5-to-$10/month VM"}, {"id": "mai-20260917-0922-baseline|c140-m4|google-small|Apache Kafka", "prompt": "c140-m4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "far cheaper to host than open-source Apache Kafka"}, {"id": "mai-20260917-0922-baseline|c140-m4|google-small|Redpanda Community Edition", "prompt": "c140-m4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Self-Hosted Kafka API ... highly optimized to squeeze maximum performance out of cheap hardware"}, {"id": "mai-20260917-0922-baseline|c140-m4|google-small|AutoMQ", "prompt": "c140-m4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "AutoMQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AutoMQ (Best for Self-Hosted Scale) ... cut your storage and replication bills by up to 80%"}, {"id": "mai-20260917-0922-baseline|c140-m4|google-small|Pulsar", "prompt": "c140-m4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Unlike JVM-based platforms (Kafka, Pulsar) that require gigabytes of RAM just to start"}, {"id": "mai-20260917-0922-baseline|c140-m4|meta-small|StreamShark", "prompt": "c140-m4", "model": "meta-small", "cat": "streaming-platforms", "variant": "budget", "raw": "StreamShark", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best event streaming platform for a company with a limited budget is StreamShark, as it is considered the best budget option."}, {"id": "mai-20260917-0922-baseline|c140-m4|meta-small|Apache Kafka", "prompt": "c140-m4", "model": "meta-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are open-source tools like Apache Kafka and Apache Pulsar"}, {"id": "mai-20260917-0922-baseline|c140-m4|meta-small|Apache Pulsar", "prompt": "c140-m4", "model": "meta-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "open-source tools like Apache Kafka and Apache Pulsar, which provide powerful functionality without the cost of managed services"}, {"id": "mai-20260917-0922-baseline|c140-m4|minimax-small|Apache Kafka", "prompt": "c140-m4", "model": "minimax-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want the most \"free\" option with full control** – start with **Apache Kafka** on a modest cloud VM"}, {"id": "mai-20260917-0922-baseline|c140-m4|minimax-small|Apache Pulsar", "prompt": "c140-m4", "model": "minimax-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Teams that want Kafka‑compatible API but with simpler ops"}, {"id": "mai-20260917-0922-baseline|c140-m4|minimax-small|Redpanda", "prompt": "c140-m4", "model": "minimax-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "try the **free Aiven for Kafka** or **Redpanda Community** tier"}, {"id": "mai-20260917-0922-baseline|c140-m4|minimax-small|Aiven for Apache Kafka", "prompt": "c140-m4", "model": "minimax-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "try the **free Aiven for Kafka** or **Redpanda Community** tier"}, {"id": "mai-20260917-0922-baseline|c140-m4|minimax-small|Google Cloud Pub/Sub", "prompt": "c140-m4", "model": "minimax-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free tier: up to 10 GB of messages per month"}, {"id": "mai-20260917-0922-baseline|c140-m4|minimax-small|Azure Event Hubs", "prompt": "c140-m4", "model": "minimax-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Companies using Azure and preferring a serverless event hub"}, {"id": "mai-20260917-0922-baseline|c140-m4|minimax-small|OBS Studio", "prompt": "c140-m4", "model": "minimax-small", "cat": "streaming-platforms", "variant": "budget", "raw": "OBS Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "100 % free & open‑source"}, {"id": "mai-20260917-0922-baseline|c140-m4|minimax-small|StreamYard", "prompt": "c140-m4", "model": "minimax-small", "cat": "streaming-platforms", "variant": "budget", "raw": "StreamYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**StreamYard**"}, {"id": "mai-20260917-0922-baseline|c140-m4|mistral-small|Apache Kafka", "prompt": "c140-m4", "model": "mistral-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Apache Kafka** or **Redpanda** for backend event streaming"}, {"id": "mai-20260917-0922-baseline|c140-m4|mistral-small|Redpanda", "prompt": "c140-m4", "model": "mistral-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Apache Kafka** or **Redpanda** for backend event streaming"}, {"id": "mai-20260917-0922-baseline|c140-m4|mistral-small|OBS Studio", "prompt": "c140-m4", "model": "mistral-small", "cat": "streaming-platforms", "variant": "budget", "raw": "OBS Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "use **OBS Studio** for live video streaming"}, {"id": "mai-20260917-0922-baseline|c140-m4|mistral-small|Confluent Platform", "prompt": "c140-m4", "model": "mistral-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Confluent Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a free tier and starts at $385/month ... a good middle ground if you need managed Kafka"}, {"id": "mai-20260917-0922-baseline|c140-m4|moonshot-small|Apache Kafka", "prompt": "c140-m4", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apache Kafka** (Best Free Option) - **Cost**: Completely free (open-source) ... Industry standard, highly scalable"}, {"id": "mai-20260917-0922-baseline|c140-m4|moonshot-small|OBS Studio", "prompt": "c140-m4", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "budget", "raw": "OBS Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OBS Studio paired with YouTube Live** gives you a completely free, professional-grade streaming solution"}, {"id": "mai-20260917-0922-baseline|c140-m4|moonshot-small|StreamYard", "prompt": "c140-m4", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "budget", "raw": "StreamYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**StreamYard's free tier** or **Apache Kafka** (for data streaming) are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c140-m4|moonshot-small|YouTube Live", "prompt": "c140-m4", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "budget", "raw": "YouTube Live", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Maximum free reach** | YouTube Live"}, {"id": "mai-20260917-0922-baseline|c140-m4|moonshot-small|Amazon Kinesis Data Streams", "prompt": "c140-m4", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cons**: AWS-only, costs can add up with high throughput"}, {"id": "mai-20260917-0922-baseline|c140-m4|openai-small|Apache Kafka", "prompt": "c140-m4", "model": "openai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is often **Apache Kafka**"}, {"id": "mai-20260917-0922-baseline|c140-m4|openai-small|Redpanda", "prompt": "c140-m4", "model": "openai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want low ops burden:** **Managed Kafka or Redpanda**"}, {"id": "mai-20260917-0922-baseline|c140-m4|openai-small|AWS Kinesis", "prompt": "c140-m4", "model": "openai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "AWS Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Easiest cloud-native experience:** **AWS Kinesis**"}, {"id": "mai-20260917-0922-baseline|c140-m4|openai-small|Google Pub/Sub", "prompt": "c140-m4", "model": "openai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Google Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google Pub/Sub**, or **Azure Event Hubs** if you're already on that cloud"}, {"id": "mai-20260917-0922-baseline|c140-m4|openai-small|Azure Event Hubs", "prompt": "c140-m4", "model": "openai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Azure Event Hubs** if you're already on that cloud"}, {"id": "mai-20260917-0922-baseline|c140-m4|openai-small|RabbitMQ", "prompt": "c140-m4", "model": "openai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "RabbitMQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for simplest small-scale messaging:** **RabbitMQ**"}, {"id": "mai-20260917-0922-baseline|c140-m4|openai-small|Confluent Cloud", "prompt": "c140-m4", "model": "openai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Confluent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Confluent Cloud** are convenient, but can get expensive"}, {"id": "mai-20260917-0922-baseline|c140-m4|xai-small|Apache Kafka", "prompt": "c140-m4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best event streaming platform is a self-hosted open-source solution like Apache Kafka or Redpanda"}, {"id": "mai-20260917-0922-baseline|c140-m4|xai-small|Redpanda", "prompt": "c140-m4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Redpanda self-hosted** if your team wants minimal ops hassle"}, {"id": "mai-20260917-0922-baseline|c140-m4|xai-small|AWS Kinesis", "prompt": "c140-m4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "AWS Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Vendor lock-in, data fees add up"}, {"id": "mai-20260917-0922-baseline|c140-m4|xai-small|Confluent Cloud", "prompt": "c140-m4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Confluent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Ongoing fees exceed self-host for small scale"}, {"id": "mai-20260917-0922-baseline|c140-m4|xai-small|Amazon MSK", "prompt": "c140-m4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Amazon MSK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Amazon MSK at $0.11+ per resource... Ongoing fees exceed self-host for small scale"}, {"id": "mai-20260917-0922-baseline|c140-m4|xai-small|Apache Pulsar", "prompt": "c140-m4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Apache Pulsar (self-hosted) | Open-source | $60-250 ... More complex than Redpanda"}, {"id": "mai-20260917-0922-baseline|c140-m4|xai-small|Redpanda Cloud", "prompt": "c140-m4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If zero ops is essential**: Try Redpanda Cloud or Confluent's free tier"}, {"id": "mai-20260917-0922-baseline|c140-m4|xai-small|NATS.io", "prompt": "c140-m4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "NATS.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "For very low volume, even lighter tools like NATS.io could suffice"}, {"id": "mai-20260917-0922-baseline|c140-m4|zai-small|Apache Kafka", "prompt": "c140-m4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a company on a tight budget, the best event‑streaming platform is **Apache Kafka** (open‑source)"}, {"id": "mai-20260917-0922-baseline|c140-m4|zai-small|Apache Pulsar", "prompt": "c140-m4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Pulsar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Apache Pulsar** (also open‑source) if you can run them yourself"}, {"id": "mai-20260917-0922-baseline|c140-m4|zai-small|Redpanda", "prompt": "c140-m4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a managed Kafka‑compatible service with a free tier such as **Redpanda**"}, {"id": "mai-20260917-0922-baseline|c140-m4|zai-small|AutoMQ", "prompt": "c140-m4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "AutoMQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AutoMQ** if you want a simpler, cloud‑first experience"}, {"id": "mai-20260917-0922-baseline|c140-m4|zai-small|Eventzilla", "prompt": "c140-m4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Eventzilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Eventzilla** (pay‑per‑registration) ... are the most affordable options"}, {"id": "mai-20260917-0922-baseline|c140-m4|zai-small|Confluent Cloud", "prompt": "c140-m4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Confluent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher price → not a budget‑first choice."}, {"id": "mai-20260917-0922-baseline|c140-m4|zai-small|IBM Event Streams", "prompt": "c140-m4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "IBM Event Streams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not the cheapest option."}, {"id": "mai-20260917-0922-baseline|c140-m4|zai-small|Livestorm", "prompt": "c140-m4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Livestorm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "$105/month (core tier) | No | Mid‑tier webinars with chat, polls, recordings."}, {"id": "mai-20260917-0922-baseline|c140-m4|zai-small|EventLive", "prompt": "c140-m4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "EventLive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**EventLive** (mobile‑app‑only) give you the lowest upfront cost"}, {"id": "mai-20260917-0922-baseline|c140-m4|zai-small|CrocOTT", "prompt": "c140-m4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "CrocOTT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**CrocOTT** | One‑time setup, integrates with Stripe/PayPal."}, {"id": "mai-20260917-0922-baseline|c140-m5|alibaba-small|Apache Kafka", "prompt": "c140-m5", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "whether it is Apache Kafka, Redpanda, Pulsar, or a SaaS solution"}, {"id": "mai-20260917-0922-baseline|c140-m5|alibaba-small|Redpanda", "prompt": "c140-m5", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Solutions like vanilla Kafka or Redpanda offer maximum control but high maintenance."}, {"id": "mai-20260917-0922-baseline|c140-m5|alibaba-small|Pulsar", "prompt": "c140-m5", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "whether it is Apache Kafka, Redpanda, Pulsar, or a SaaS solution"}, {"id": "mai-20260917-0922-baseline|c140-m5|alibaba-small|Confluent Cloud", "prompt": "c140-m5", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "starting with a fully managed SaaS version of a major stack (like AWS MSK or Confluent) to lower the barrier to entry"}, {"id": "mai-20260917-0922-baseline|c140-m5|alibaba-small|AWS MSK", "prompt": "c140-m5", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS MSK", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "starting with a fully managed SaaS version of a major stack (like AWS MSK or Confluent)"}, {"id": "mai-20260917-0922-baseline|c140-m5|anthropic-small|Kafka", "prompt": "c140-m5", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Common platforms to evaluate include Kafka, Amazon Kinesis, Google Pub/Sub, Azure Event Hubs, Pulsar, and RabbitMQ"}, {"id": "mai-20260917-0922-baseline|c140-m5|anthropic-small|Amazon Kinesis", "prompt": "c140-m5", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Amazon Kinesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Common platforms to evaluate include Kafka, Amazon Kinesis, Google Pub/Sub, Azure Event Hubs, Pulsar, and RabbitMQ"}, {"id": "mai-20260917-0922-baseline|c140-m5|anthropic-small|Google Pub/Sub", "prompt": "c140-m5", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Google Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Common platforms to evaluate include Kafka, Amazon Kinesis, Google Pub/Sub, Azure Event Hubs, Pulsar, and RabbitMQ"}, {"id": "mai-20260917-0922-baseline|c140-m5|anthropic-small|Azure Event Hubs", "prompt": "c140-m5", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Common platforms to evaluate include Kafka, Amazon Kinesis, Google Pub/Sub, Azure Event Hubs, Pulsar, and RabbitMQ"}, {"id": "mai-20260917-0922-baseline|c140-m5|anthropic-small|Pulsar", "prompt": "c140-m5", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Common platforms to evaluate include ... Pulsar, and RabbitMQ"}, {"id": "mai-20260917-0922-baseline|c140-m5|anthropic-small|RabbitMQ", "prompt": "c140-m5", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "scale", "raw": "RabbitMQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Common platforms to evaluate include ... Pulsar, and RabbitMQ"}, {"id": "mai-20260917-0922-baseline|c140-m5|challenger-small|Kafka", "prompt": "c140-m5", "model": "challenger-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare Kafka, Confluent Cloud, Redpanda, Pulsar, and Kinesis side by side"}, {"id": "mai-20260917-0922-baseline|c140-m5|challenger-small|Confluent Cloud", "prompt": "c140-m5", "model": "challenger-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare Kafka, Confluent Cloud, Redpanda, Pulsar, and Kinesis side by side"}, {"id": "mai-20260917-0922-baseline|c140-m5|challenger-small|Redpanda", "prompt": "c140-m5", "model": "challenger-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare Kafka, Confluent Cloud, Redpanda, Pulsar, and Kinesis side by side"}, {"id": "mai-20260917-0922-baseline|c140-m5|challenger-small|Pulsar", "prompt": "c140-m5", "model": "challenger-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare Kafka, Confluent Cloud, Redpanda, Pulsar, and Kinesis side by side"}, {"id": "mai-20260917-0922-baseline|c140-m5|challenger-small|Kinesis", "prompt": "c140-m5", "model": "challenger-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Kinesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare Kafka, Confluent Cloud, Redpanda, Pulsar, and Kinesis side by side"}, {"id": "mai-20260917-0922-baseline|c140-m5|deepseek-small|Kafka", "prompt": "c140-m5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apache Kafka** → industry standard, unmatched ecosystem (get it managed via Confluent for enterprise governance)"}, {"id": "mai-20260917-0922-baseline|c140-m5|deepseek-small|Pulsar", "prompt": "c140-m5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Apache Pulsar** → better multi-tenancy/tiered storage"}, {"id": "mai-20260917-0922-baseline|c140-m5|deepseek-small|RabbitMQ", "prompt": "c140-m5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "RabbitMQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Low-latency command/response** messaging → shared topics aren't ideal; RabbitMQ/NATS may be better"}, {"id": "mai-20260917-0922-baseline|c140-m5|deepseek-small|NATS", "prompt": "c140-m5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "NATS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "NATS is sub-millisecond for low-fanout"}, {"id": "mai-20260917-0922-baseline|c140-m5|deepseek-small|Confluent Cloud", "prompt": "c140-m5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Managed cloud** (Confluent Cloud, Redpanda, WarpStream...) removes ~80% of operational work"}, {"id": "mai-20260917-0922-baseline|c140-m5|deepseek-small|Redpanda", "prompt": "c140-m5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Redpanda / WarpStream** → drop-in Kafka-compatible with less ops overhead"}, {"id": "mai-20260917-0922-baseline|c140-m5|deepseek-small|WarpStream", "prompt": "c140-m5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "WarpStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Redpanda / WarpStream** → drop-in Kafka-compatible with less ops overhead"}, {"id": "mai-20260917-0922-baseline|c140-m5|deepseek-small|Amazon Kinesis", "prompt": "c140-m5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Cloud-native** → Kinesis (AWS), Event Hubs (Azure), Pub/Sub (GCP) if you're deeply invested in one cloud"}, {"id": "mai-20260917-0922-baseline|c140-m5|deepseek-small|Azure Event Hubs", "prompt": "c140-m5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Event Hubs (Azure) ... if you're deeply invested in one cloud"}, {"id": "mai-20260917-0922-baseline|c140-m5|deepseek-small|Google Pub/Sub", "prompt": "c140-m5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Google Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Pub/Sub (GCP) if you're deeply invested in one cloud"}, {"id": "mai-20260917-0922-baseline|c140-m5|deepseek-small|Confluent Platform", "prompt": "c140-m5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**Vendor self-managed** (Confluent Platform) adds enterprise features but licenses run roughly **$50K–$500K+/year** plus per-environment fees."}, {"id": "mai-20260917-0922-baseline|c140-m5|google-small|Apache Kafka", "prompt": "c140-m5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "do not self-host or self-manage open-source Apache Kafka** unless compliance strictly dictates it"}, {"id": "mai-20260917-0922-baseline|c140-m5|google-small|Confluent Cloud", "prompt": "c140-m5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Confluent Cloud** (The Enterprise Leader) ... The premium, \"safe\" choice."}, {"id": "mai-20260917-0922-baseline|c140-m5|google-small|Redpanda", "prompt": "c140-m5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Set up a small test cluster with both **Confluent Cloud** and **Redpanda**."}, {"id": "mai-20260917-0922-baseline|c140-m5|google-small|WarpStream", "prompt": "c140-m5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "WarpStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if cost-efficiency on high volumes is critical, look at **WarpStream**"}, {"id": "mai-20260917-0922-baseline|c140-m5|google-small|AWS MSK / MSK Serverless", "prompt": "c140-m5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS MSK / MSK Serverless", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: Unlike true SaaS, scaling clusters, resizing disks, and rebalancing partitions still require manual intervention."}, {"id": "mai-20260917-0922-baseline|c140-m5|minimax-small|Apache Kafka", "prompt": "c140-m5", "model": "minimax-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Licensing vs. open-source options (e.g., Apache Kafka vs. Confluent, Amazon Kinesis, Redpanda, etc.)"}, {"id": "mai-20260917-0922-baseline|c140-m5|minimax-small|Confluent", "prompt": "c140-m5", "model": "minimax-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Apache Kafka vs. Confluent, Amazon Kinesis, Redpanda, etc."}, {"id": "mai-20260917-0922-baseline|c140-m5|minimax-small|Amazon Kinesis", "prompt": "c140-m5", "model": "minimax-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Amazon Kinesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Apache Kafka vs. Confluent, Amazon Kinesis, Redpanda, etc."}, {"id": "mai-20260917-0922-baseline|c140-m5|minimax-small|Redpanda", "prompt": "c140-m5", "model": "minimax-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Apache Kafka vs. Confluent, Amazon Kinesis, Redpanda, etc."}, {"id": "mai-20260917-0922-baseline|c140-m5|mistral-small|Apache Kafka", "prompt": "c140-m5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Is it open-source (e.g., Apache Kafka) or proprietary?"}, {"id": "mai-20260917-0922-baseline|c140-m5|mistral-small|Confluent Cloud", "prompt": "c140-m5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare platforms (e.g., Apache Kafka, Confluent Cloud, AWS MSK, Azure Event Hubs, Google Pub/Sub, Redpanda, Pulsar)"}, {"id": "mai-20260917-0922-baseline|c140-m5|mistral-small|AWS MSK", "prompt": "c140-m5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare platforms (e.g., Apache Kafka, Confluent Cloud, AWS MSK, Azure Event Hubs, Google Pub/Sub, Redpanda, Pulsar)"}, {"id": "mai-20260917-0922-baseline|c140-m5|mistral-small|Azure Event Hubs", "prompt": "c140-m5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare platforms (e.g., ... Azure Event Hubs, Google Pub/Sub, Redpanda, Pulsar)"}, {"id": "mai-20260917-0922-baseline|c140-m5|mistral-small|Google Pub/Sub", "prompt": "c140-m5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Google Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare platforms (e.g., ... Google Pub/Sub, Redpanda, Pulsar)"}, {"id": "mai-20260917-0922-baseline|c140-m5|mistral-small|Redpanda", "prompt": "c140-m5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compare platforms (e.g., ... Redpanda, Pulsar)"}, {"id": "mai-20260917-0922-baseline|c140-m5|mistral-small|Pulsar", "prompt": "c140-m5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "compare platforms (e.g., ... Redpanda, Pulsar) across the above criteria"}, {"id": "mai-20260917-0922-baseline|c140-m5|moonshot-small|Redpanda", "prompt": "c140-m5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Redpanda, for example, uses ~3x fewer resources than Kafka ... Performance, operational simplicity"}, {"id": "mai-20260917-0922-baseline|c140-m5|moonshot-small|Kafka", "prompt": "c140-m5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Self-managed (Kafka, Pulsar): Full control but operationally heavy ... Operationally complex; requires ZooKeeper/KRaft"}, {"id": "mai-20260917-0922-baseline|c140-m5|moonshot-small|Pulsar", "prompt": "c140-m5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Multi-tenancy, geo-replication | More complex architecture, smaller ecosystem"}, {"id": "mai-20260917-0922-baseline|c140-m5|moonshot-small|Confluent", "prompt": "c140-m5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fully managed/SaaS (Confluent, AWS MSK, Redpanda Cloud): Reduced overhead, faster time-to-value"}, {"id": "mai-20260917-0922-baseline|c140-m5|moonshot-small|AWS MSK", "prompt": "c140-m5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-native, existing cloud investment | Vendor lock-in considerations"}, {"id": "mai-20260917-0922-baseline|c140-m5|moonshot-small|Azure Event Hubs", "prompt": "c140-m5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AWS MSK / Azure Event Hubs | Cloud-native, existing cloud investment"}, {"id": "mai-20260917-0922-baseline|c140-m5|openai-small|Kafka", "prompt": "c140-m5", "model": "openai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare specific platforms like **Kafka, Pulsar, Redpanda, Confluent, AWS Kinesis, or Azure Event Hubs**"}, {"id": "mai-20260917-0922-baseline|c140-m5|openai-small|Pulsar", "prompt": "c140-m5", "model": "openai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare specific platforms like **Kafka, Pulsar, Redpanda, Confluent, AWS Kinesis, or Azure Event Hubs**"}, {"id": "mai-20260917-0922-baseline|c140-m5|openai-small|Redpanda", "prompt": "c140-m5", "model": "openai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare specific platforms like **Kafka, Pulsar, Redpanda, Confluent, AWS Kinesis, or Azure Event Hubs**"}, {"id": "mai-20260917-0922-baseline|c140-m5|openai-small|Confluent", "prompt": "c140-m5", "model": "openai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare specific platforms like **Kafka, Pulsar, Redpanda, Confluent, AWS Kinesis, or Azure Event Hubs**"}, {"id": "mai-20260917-0922-baseline|c140-m5|openai-small|AWS Kinesis", "prompt": "c140-m5", "model": "openai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS Kinesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare specific platforms like **Kafka, Pulsar, Redpanda, Confluent, AWS Kinesis, or Azure Event Hubs**"}, {"id": "mai-20260917-0922-baseline|c140-m5|openai-small|Azure Event Hubs", "prompt": "c140-m5", "model": "openai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compare specific platforms like **Kafka, Pulsar, Redpanda, Confluent, AWS Kinesis, or Azure Event Hubs**"}, {"id": "mai-20260917-0922-baseline|c140-m5|xai-small|Apache Kafka", "prompt": "c140-m5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Self-managing clusters like open-source Apache Kafka can work but often requires dedicated SRE resources"}, {"id": "mai-20260917-0922-baseline|c140-m5|xai-small|Confluent Cloud", "prompt": "c140-m5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Confluent Cloud (Kafka-based)** | Managed Kafka w/ extras | Governance, connectors, auto-scale; widest ecosystem"}, {"id": "mai-20260917-0922-baseline|c140-m5|xai-small|AWS MSK", "prompt": "c140-m5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Managed services (e.g., Confluent Cloud, AWS MSK, Aiven) reduce this burden"}, {"id": "mai-20260917-0922-baseline|c140-m5|xai-small|Aiven", "prompt": "c140-m5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Aiven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Managed services (e.g., Confluent Cloud, AWS MSK, Aiven) reduce this burden"}, {"id": "mai-20260917-0922-baseline|c140-m5|xai-small|Amazon Kinesis", "prompt": "c140-m5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Amazon Kinesis** | AWS teams, serverless | Zero-ops, seamless AWS integration | Lock-in, less flexible scaling"}, {"id": "mai-20260917-0922-baseline|c140-m5|xai-small|Apache Pulsar", "prompt": "c140-m5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Smaller ecosystem/talent"}, {"id": "mai-20260917-0922-baseline|c140-m5|xai-small|Redpanda", "prompt": "c140-m5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Simpler ops, high perf | Emerging for enterprises"}, {"id": "mai-20260917-0922-baseline|c140-m5|xai-small|Google Pub/Sub", "prompt": "c140-m5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Google Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "*Others*: Google Pub/Sub (GCP-native)"}, {"id": "mai-20260917-0922-baseline|c140-m5|xai-small|Azure Event Hubs", "prompt": "c140-m5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "*Others*: Google Pub/Sub (GCP-native), Azure Event Hubs"}, {"id": "mai-20260917-0922-baseline|c140-m5|zai-small|Apache Kafka", "prompt": "c140-m5", "model": "zai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Maximum control, sub-10ms latency, and highest throughput."}, {"id": "mai-20260917-0922-baseline|c140-m5|zai-small|Amazon Kinesis", "prompt": "c140-m5", "model": "zai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Amazon Kinesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** AWS-native environments with predictable throughput under 50k events/sec."}, {"id": "mai-20260917-0922-baseline|c140-m5|zai-small|Apache Pulsar", "prompt": "c140-m5", "model": "zai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Multi-tenant, multi-region needs with cost-sensitive long-term retention."}, {"id": "mai-20260917-0922-baseline|c140-m5|zai-small|Confluent Cloud", "prompt": "c140-m5", "model": "zai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Managed (Confluent Cloud, AWS MSK, GCP Pub/Sub, Azure Event Hubs) = lower ops, higher cost"}, {"id": "mai-20260917-0922-baseline|c140-m5|zai-small|AWS MSK", "prompt": "c140-m5", "model": "zai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Managed (Confluent Cloud, AWS MSK, GCP Pub/Sub, Azure Event Hubs) = lower ops, higher cost"}, {"id": "mai-20260917-0922-baseline|c140-m5|zai-small|GCP Pub/Sub", "prompt": "c140-m5", "model": "zai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "GCP Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Managed (Confluent Cloud, AWS MSK, GCP Pub/Sub, Azure Event Hubs) = lower ops, higher cost"}, {"id": "mai-20260917-0922-baseline|c140-m5|zai-small|Azure Event Hubs", "prompt": "c140-m5", "model": "zai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Managed (Confluent Cloud, AWS MSK, GCP Pub/Sub, Azure Event Hubs) = lower ops, higher cost"}, {"id": "mai-20260917-0922-baseline|c140-m6|alibaba-small|Self-Managed Apache Kafka", "prompt": "c140-m6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Self-Managed Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "self-hosting it is often cited as a nightmare for all but the largest engineering organizations"}, {"id": "mai-20260917-0922-baseline|c140-m6|alibaba-small|Aiven", "prompt": "c140-m6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "look for managed alternatives like Aiven, AutoMQ, or Redpanda"}, {"id": "mai-20260917-0922-baseline|c140-m6|alibaba-small|AutoMQ", "prompt": "c140-m6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AutoMQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look for managed alternatives like Aiven, AutoMQ, or Redpanda"}, {"id": "mai-20260917-0922-baseline|c140-m6|alibaba-small|Redpanda", "prompt": "c140-m6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider Redpanda or Pulsar, which offer simpler operations than traditional Kafka"}, {"id": "mai-20260917-0922-baseline|c140-m6|alibaba-small|RabbitMQ", "prompt": "c140-m6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Do I need Replayability? If yes, **avoid** RabbitMQ."}, {"id": "mai-20260917-0922-baseline|c140-m6|alibaba-small|AWS Kinesis", "prompt": "c140-m6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AWS Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "be cautious** with AWS Kinesis or Google Pub/Sub"}, {"id": "mai-20260917-0922-baseline|c140-m6|alibaba-small|Confluent Cloud", "prompt": "c140-m6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Proceed with caution and strictly cap your usage limits"}, {"id": "mai-20260917-0922-baseline|c140-m6|alibaba-small|Azure Event Hubs", "prompt": "c140-m6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "cheaper competitors (like Azure Event Hubs or self-managed Kafka)"}, {"id": "mai-20260917-0922-baseline|c140-m6|alibaba-small|NATS / JetStream", "prompt": "c140-m6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "NATS / JetStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid: NATS / JetStream (For Heavy Streaming Workloads)"}, {"id": "mai-20260917-0922-baseline|c140-m6|alibaba-small|Pulsar", "prompt": "c140-m6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "stick to protocol-neutral tools like Kafka or Pulsar"}, {"id": "mai-20260917-0922-baseline|c140-m6|alibaba-small|Google Pub/Sub", "prompt": "c140-m6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Pub/Sub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "be cautious** with AWS Kinesis or Google Pub/Sub"}, {"id": "mai-20260917-0922-baseline|c140-m6|challenger-small|Azure Event Hubs", "prompt": "c140-m6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be especially careful with platforms that force a major architectural mismatch, such as using **Azure Event Hubs, Google Pub/Sub, Apache Pulsar, or NATS JetStream**"}, {"id": "mai-20260917-0922-baseline|c140-m6|challenger-small|Google Pub/Sub", "prompt": "c140-m6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Pub/Sub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "better treated as **redesign choices** than drop-in Kafka replacements"}, {"id": "mai-20260917-0922-baseline|c140-m6|challenger-small|Apache Pulsar", "prompt": "c140-m6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "better treated as **redesign choices** than drop-in Kafka replacements"}, {"id": "mai-20260917-0922-baseline|c140-m6|challenger-small|NATS JetStream", "prompt": "c140-m6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "NATS JetStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better treated as **redesign choices** than drop-in Kafka replacements"}, {"id": "mai-20260917-0922-baseline|c140-m6|challenger-small|Redpanda", "prompt": "c140-m6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is **not Apache Kafka internally**, so compatibility and operational behavior should be tested against real workloads before committing"}, {"id": "mai-20260917-0922-baseline|c140-m6|challenger-small|WarpStream", "prompt": "c140-m6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "WarpStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it is **Confluent-owned**, so it may not satisfy teams trying to diversify away from a single vendor ecosystem"}, {"id": "mai-20260917-0922-baseline|c140-m6|challenger-small|Kafka", "prompt": "c140-m6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Kafka is a poor fit when you need **sub-millisecond random-access lookups**"}, {"id": "mai-20260917-0922-baseline|c140-m6|challenger-small|Amazon MSK", "prompt": "c140-m6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon MSK", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "the safer options are typically **Amazon MSK, Aiven for Apache Kafka, Confluent Cloud, or self-managed Apache Kafka**"}, {"id": "mai-20260917-0922-baseline|c140-m6|challenger-small|Aiven for Apache Kafka", "prompt": "c140-m6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "the safer options are typically **Amazon MSK, Aiven for Apache Kafka, Confluent Cloud, or self-managed Apache Kafka**"}, {"id": "mai-20260917-0922-baseline|c140-m6|challenger-small|Confluent Cloud", "prompt": "c140-m6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "the safer options are typically **Amazon MSK, Aiven for Apache Kafka, Confluent Cloud, or self-managed Apache Kafka**"}, {"id": "mai-20260917-0922-baseline|c140-m6|deepseek-small|Redis Pub/Sub", "prompt": "c140-m6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redis Pub/Sub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: Redis Pub/Sub is fire-and-forget. If a consumer is down or slow, the messages are gone forever."}, {"id": "mai-20260917-0922-baseline|c140-m6|deepseek-small|RabbitMQ", "prompt": "c140-m6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "similar ephemeral brokers like RabbitMQ *without* durable queues/persistence"}, {"id": "mai-20260917-0922-baseline|c140-m6|deepseek-small|Amazon Kinesis Data Streams", "prompt": "c140-m6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Don't force Kinesis or low-tier managed queues."}, {"id": "mai-20260917-0922-baseline|c140-m6|deepseek-small|Confluent Cloud", "prompt": "c140-m6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be Cautious: Confluent Cloud (or other managed Kafka platforms with aggressive upsells)"}, {"id": "mai-20260917-0922-baseline|c140-m6|deepseek-small|Apache Pulsar", "prompt": "c140-m6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be Cautious: Apache Pulsar (unless you have a dedicated infrastructure team)"}, {"id": "mai-20260917-0922-baseline|c140-m6|deepseek-small|Redpanda", "prompt": "c140-m6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Some (like Redpanda) have moved to a BSL ... Facade compatibility"}, {"id": "mai-20260917-0922-baseline|c140-m6|deepseek-small|WarpStream", "prompt": "c140-m6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "WarpStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Kafka-compatible \"drop-in\" replacements (e.g., Redpanda, WarpStream, AutoMQ) — Why to be wary"}, {"id": "mai-20260917-0922-baseline|c140-m6|deepseek-small|AutoMQ", "prompt": "c140-m6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AutoMQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Kafka-compatible \"drop-in\" replacements (e.g., Redpanda, WarpStream, AutoMQ)"}, {"id": "mai-20260917-0922-baseline|c140-m6|deepseek-small|Self-hosted Apache Kafka", "prompt": "c140-m6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Self-hosted Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Be Cautious: Self-hosted Apache Kafka (without dedicated ops)"}, {"id": "mai-20260917-0922-baseline|c140-m6|deepseek-small|SQS (standard)", "prompt": "c140-m6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "SQS (standard)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Don't use Redis/SQS (standard) or ephemeral pub/sub."}, {"id": "mai-20260917-0922-baseline|c140-m6|deepseek-small|Azure Event Hubs", "prompt": "c140-m6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Don't get locked into a proprietary API (Kinesis, Azure Event Hubs without Kafka endpoint)."}, {"id": "mai-20260917-0922-baseline|c140-m6|deepseek-small|MSK", "prompt": "c140-m6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "The exit path to self-hosted or MSK is non-trivial"}, {"id": "mai-20260917-0922-baseline|c140-m6|google-small|RabbitMQ", "prompt": "c140-m6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Standard RabbitMQ is a message broker, not an event streaming engine."}, {"id": "mai-20260917-0922-baseline|c140-m6|google-small|ActiveMQ", "prompt": "c140-m6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "ActiveMQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "❌ Traditional Message Queues (e.g., Standard RabbitMQ, ActiveMQ)"}, {"id": "mai-20260917-0922-baseline|c140-m6|google-small|Redis Pub/Sub", "prompt": "c140-m6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redis Pub/Sub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Redis Pub/Sub has **zero persistence** (it is \"fire-and-forget\")."}, {"id": "mai-20260917-0922-baseline|c140-m6|google-small|Redis Streams", "prompt": "c140-m6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redis Streams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Use **Redis Streams** (but monitor your RAM usage closely)."}, {"id": "mai-20260917-0922-baseline|c140-m6|google-small|Self-Managed Apache Kafka", "prompt": "c140-m6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Self-Managed Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Running production-grade, self-managed Kafka is notoriously difficult."}, {"id": "mai-20260917-0922-baseline|c140-m6|google-small|Confluent Cloud", "prompt": "c140-m6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Go with a fully managed Kafka (e.g., Confluent Cloud) or use **Redpanda**."}, {"id": "mai-20260917-0922-baseline|c140-m6|google-small|Aiven", "prompt": "c140-m6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look at **fully managed Kafka** (Confluent Cloud, Aiven)"}, {"id": "mai-20260917-0922-baseline|c140-m6|google-small|Redpanda", "prompt": "c140-m6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Redpanda** (a modern, C++ based, Kafka-compatible binary that is much easier to run self-hosted)"}, {"id": "mai-20260917-0922-baseline|c140-m6|google-small|Apache Pulsar", "prompt": "c140-m6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Pulsar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Unless you are a massive enterprise with strict multi-tenancy needs, steer clear of self-hosting Pulsar."}, {"id": "mai-20260917-0922-baseline|c140-m6|google-small|AWS Kinesis Data Streams", "prompt": "c140-m6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AWS Kinesis Data Streams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "managing the splitting and merging of shards in real-time is clunky"}, {"id": "mai-20260917-0922-baseline|c140-m6|google-small|Apache Storm", "prompt": "c140-m6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Storm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Legacy and Deprecated Streaming Engines (Avoid Entirely)"}, {"id": "mai-20260917-0922-baseline|c140-m6|google-small|Apache Samza", "prompt": "c140-m6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Samza", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "both are largely considered **legacy**"}, {"id": "mai-20260917-0922-baseline|c140-m6|google-small|Apache Flink", "prompt": "c140-m6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Flink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "almost the entire industry has moved toward **Apache Flink** or **Spark Streaming**"}, {"id": "mai-20260917-0922-baseline|c140-m6|google-small|Spark Streaming", "prompt": "c140-m6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Spark Streaming", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "moved toward **Apache Flink** or **Spark Streaming**, which have vastly superior state management"}, {"id": "mai-20260917-0922-baseline|c140-m6|meta-small|Apache Kafka", "prompt": "c140-m6", "model": "meta-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While it's a popular and widely-used platform, it may not be suitable for small static websites or low-traffic applications."}, {"id": "mai-20260917-0922-baseline|c140-m6|meta-small|Apache Pulsar", "prompt": "c140-m6", "model": "meta-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may have a steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c140-m6|meta-small|Amazon Kinesis", "prompt": "c140-m6", "model": "meta-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may be limited to AWS environments"}, {"id": "mai-20260917-0922-baseline|c140-m6|meta-small|Google Cloud Pub/Sub", "prompt": "c140-m6", "model": "meta-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it may be limited to Google Cloud environments"}, {"id": "mai-20260917-0922-baseline|c140-m6|meta-small|Azure Event Hubs", "prompt": "c140-m6", "model": "meta-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it may be limited to Azure environments"}, {"id": "mai-20260917-0922-baseline|c140-m6|meta-small|Redpanda", "prompt": "c140-m6", "model": "meta-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it may have a newer ecosystem compared to Confluent and AWS-native services"}, {"id": "mai-20260917-0922-baseline|c140-m6|meta-small|AutoMQ", "prompt": "c140-m6", "model": "meta-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AutoMQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it may have a newer ecosystem compared to Confluent and AWS-native services"}, {"id": "mai-20260917-0922-baseline|c140-m6|meta-small|WarpStream", "prompt": "c140-m6", "model": "meta-small", "cat": "streaming-platforms", "variant": "negative", "raw": "WarpStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it's owned by Confluent and may not be a neutral Apache Kafka broker replacement"}, {"id": "mai-20260917-0922-baseline|c140-m6|minimax-small|Tving", "prompt": "c140-m6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Tving", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "39 million accounts breached (one of the largest streaming breaches)... Severity: Extremely high - entire user database compromised"}, {"id": "mai-20260917-0922-baseline|c140-m6|minimax-small|Roku", "prompt": "c140-m6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Roku", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Data breach affecting 15,000+ accounts (2024)... Severity: Moderate, but shows credential stuffing risks"}, {"id": "mai-20260917-0922-baseline|c140-m6|minimax-small|Twitch", "prompt": "c140-m6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Twitch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Massive data breach in 2021... Severity: High - exposed proprietary systems and user data"}, {"id": "mai-20260917-0922-baseline|c140-m6|minimax-small|Netflix", "prompt": "c140-m6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Netflix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Over 7 million streaming accounts compromised in 2024 alone... Severity: High for users who reuse passwords"}, {"id": "mai-20260917-0922-baseline|c140-m6|minimax-small|Disney+", "prompt": "c140-m6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Disney+", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Over 7 million streaming accounts compromised in 2024 alone"}, {"id": "mai-20260917-0922-baseline|c140-m6|minimax-small|Amazon Ring", "prompt": "c140-m6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon Ring", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Ransomware claims (unverified)... Severity: Moderate concerns"}, {"id": "mai-20260917-0922-baseline|c140-m6|minimax-small|Kafka", "prompt": "c140-m6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For technical event streaming platforms (like Kafka, Kinesis), the issues are more about proper configuration and security implementation rather than inherent platform problems."}, {"id": "mai-20260917-0922-baseline|c140-m6|minimax-small|Kinesis", "prompt": "c140-m6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Kinesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "the issues are more about proper configuration and security implementation rather than inherent platform problems"}, {"id": "mai-20260917-0922-baseline|c140-m6|mistral-small|Self-hosted Apache Kafka", "prompt": "c140-m6", "model": "mistral-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Self-hosted Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid or be cautious with self-hosted Kafka if you lack the operational expertise"}, {"id": "mai-20260917-0922-baseline|c140-m6|mistral-small|Amazon Kinesis", "prompt": "c140-m6", "model": "mistral-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Kinesis is not a general-purpose event streaming platform... may not be the best fit."}, {"id": "mai-20260917-0922-baseline|c140-m6|mistral-small|Pulsar", "prompt": "c140-m6", "model": "mistral-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "it lacks the flexibility and ecosystem of platforms like Kafka or Pulsar"}, {"id": "mai-20260917-0922-baseline|c140-m6|moonshot-small|NATS Streaming (STAN)", "prompt": "c140-m6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "NATS Streaming (STAN)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Deprecated 2023, EOL ... Officially deprecated in favor of NATS JetStream"}, {"id": "mai-20260917-0922-baseline|c140-m6|moonshot-small|Apache Storm 2.x", "prompt": "c140-m6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Storm 2.x", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The 2.x line reached EOL in 2024 and no longer receives security fixes."}, {"id": "mai-20260917-0922-baseline|c140-m6|moonshot-small|Apache Kafka with ZooKeeper", "prompt": "c140-m6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Kafka with ZooKeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Deprecated, being removed ... Kafka 4.0 (2025) removed ZooKeeper entirely."}, {"id": "mai-20260917-0922-baseline|c140-m6|moonshot-small|Apache Pulsar", "prompt": "c140-m6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Consider Pulsar carefully — complex ops, limited community momentum"}, {"id": "mai-20260917-0922-baseline|c140-m6|moonshot-small|RabbitMQ", "prompt": "c140-m6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Don't use RabbitMQ for streaming workloads"}, {"id": "mai-20260917-0922-baseline|c140-m6|moonshot-small|Knative eventing-rabbitmq", "prompt": "c140-m6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Knative eventing-rabbitmq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Was briefly deprecated in 2024, then un-deprecated. Check current status before committing."}, {"id": "mai-20260917-0922-baseline|c140-m6|moonshot-small|Amazon Kinesis", "prompt": "c140-m6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AWS-native, fully managed, but vendor lock-in. Good for AWS-centric teams."}, {"id": "mai-20260917-0922-baseline|c140-m6|moonshot-small|Google Cloud Pub/Sub", "prompt": "c140-m6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Excellent for cloud-native global event delivery, but GCP-only."}, {"id": "mai-20260917-0922-baseline|c140-m6|moonshot-small|Azure Event Hubs", "prompt": "c140-m6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Kafka-compatible, good for Azure ecosystems."}, {"id": "mai-20260917-0922-baseline|c140-m6|moonshot-small|Apache Kafka (especially KRaft mode)", "prompt": "c140-m6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Kafka (especially KRaft mode)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Prefer: Apache Kafka (especially KRaft mode), Redpanda, NATS JetStream"}, {"id": "mai-20260917-0922-baseline|c140-m6|moonshot-small|Redpanda", "prompt": "c140-m6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Prefer: Apache Kafka (especially KRaft mode), Redpanda, NATS JetStream"}, {"id": "mai-20260917-0922-baseline|c140-m6|moonshot-small|NATS JetStream", "prompt": "c140-m6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "NATS JetStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Migrate to JetStream which is built into the core NATS server."}, {"id": "mai-20260917-0922-baseline|c140-m6|openai-small|Redpanda", "prompt": "c140-m6", "model": "openai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Redpanda**: good Kafka compatibility, but it is **not a perfect drop-in replacement**. Some Kafka features are unsupported"}, {"id": "mai-20260917-0922-baseline|c140-m6|openai-small|Kafka", "prompt": "c140-m6", "model": "openai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "misconfigurations around idempotence, in-flight requests, and acknowledgments can cause ordering or delivery issues"}, {"id": "mai-20260917-0922-baseline|c140-m6|openai-small|Pulsar", "prompt": "c140-m6", "model": "openai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platform-by-platform caution list** for Kafka, Redpanda, Pulsar, Flink, and cloud-managed options"}, {"id": "mai-20260917-0922-baseline|c140-m6|openai-small|Flink", "prompt": "c140-m6", "model": "openai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Flink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "caution list** for Kafka, Redpanda, Pulsar, Flink, and cloud-managed options"}, {"id": "mai-20260917-0922-baseline|c140-m6|xai-small|Apache Kafka", "prompt": "c140-m6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Kafka (most reliable/ecosystem-rich)"}, {"id": "mai-20260917-0922-baseline|c140-m6|xai-small|Apache Pulsar", "prompt": "c140-m6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Maturity gaps: Weaker exactly-once semantics in some cases, limited messaging features"}, {"id": "mai-20260917-0922-baseline|c140-m6|xai-small|Amazon Kinesis", "prompt": "c140-m6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AWS-only; not general-purpose ... Vendor lock-in, pay-per-use can escalate costs."}, {"id": "mai-20260917-0922-baseline|c140-m6|xai-small|RabbitMQ", "prompt": "c140-m6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Poor scalability for high-throughput streaming: Peaks at ~38 MB/s vs. Kafka's 605 MB/s"}, {"id": "mai-20260917-0922-baseline|c140-m6|xai-small|Confluent Cloud", "prompt": "c140-m6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Opt for managed versions (Confluent Cloud for Kafka ...) to offload ops."}, {"id": "mai-20260917-0922-baseline|c140-m6|xai-small|Aiven", "prompt": "c140-m6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Aiven/StreamNative for Pulsar) to offload ops"}, {"id": "mai-20260917-0922-baseline|c140-m6|xai-small|StreamNative", "prompt": "c140-m6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "StreamNative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Aiven/StreamNative for Pulsar) to offload ops"}, {"id": "mai-20260917-0922-baseline|c140-m6|xai-small|Azure Event Hubs", "prompt": "c140-m6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Similar lock-in"}, {"id": "mai-20260917-0922-baseline|c140-m6|xai-small|Google Pub/Sub", "prompt": "c140-m6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Pub/Sub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Pub/Sub excels in throughput/latency but lacks Kafka's ecosystem depth for complex processing"}, {"id": "mai-20260917-0922-baseline|c140-m6|xai-small|Redpanda", "prompt": "c140-m6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "managed alternatives like Confluent/Redpanda for speed"}, {"id": "mai-20260917-0922-baseline|c140-m6|xai-small|AutoMQ", "prompt": "c140-m6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AutoMQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Kafka/Pulsar OSS with cloud storage (e.g., AutoMQ) cuts costs"}, {"id": "mai-20260917-0922-baseline|c140-m6|zai-small|Facebook Live", "prompt": "c140-m6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Facebook Live", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict: AVOID for professional business use."}, {"id": "mai-20260917-0922-baseline|c140-m6|zai-small|YouTube Live", "prompt": "c140-m6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "YouTube Live", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Verdict: AVOID for professional business use."}, {"id": "mai-20260917-0922-baseline|c140-m6|zai-small|Instagram Live", "prompt": "c140-m6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Instagram Live", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Verdict: AVOID for professional business use."}, {"id": "mai-20260917-0922-baseline|c140-m6|zai-small|Apache Kafka", "prompt": "c140-m6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Verdict: CAUTION (High Operational Complexity)"}, {"id": "mai-20260917-0922-baseline|c140-m6|zai-small|Apache Pulsar", "prompt": "c140-m6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Verdict: CAUTION (Architectural Complexity)"}, {"id": "mai-20260917-0922-baseline|c140-m6|zai-small|AWS Kinesis", "prompt": "c140-m6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AWS Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cloud Managed Services (AWS Kinesis, Azure Event Hubs, GCP Pub/Sub) **Verdict: CAUTION (Vendor Lock-in & Cost)**"}, {"id": "mai-20260917-0922-baseline|c140-m6|zai-small|Azure Event Hubs", "prompt": "c140-m6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Verdict: CAUTION (Vendor Lock-in & Cost)"}, {"id": "mai-20260917-0922-baseline|c140-m6|zai-small|GCP Pub/Sub", "prompt": "c140-m6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "GCP Pub/Sub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Verdict: CAUTION (Vendor Lock-in & Cost)"}, {"id": "mai-20260917-0922-baseline|c140-m6|zai-small|Confluent", "prompt": "c140-m6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use **Apache Kafka** (with a managed wrapper like Confluent or Redpanda)"}, {"id": "mai-20260917-0922-baseline|c140-m6|zai-small|Redpanda", "prompt": "c140-m6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "with a managed wrapper like Confluent or Redpanda"}, {"id": "mai-20260917-0922-baseline|c140-s1|alibaba-small|Confluent Cloud", "prompt": "c140-s1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Choice: Confluent Cloud"}, {"id": "mai-20260917-0922-baseline|c140-s1|alibaba-small|Redpanda", "prompt": "c140-s1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Performance & Value: Redpanda"}, {"id": "mai-20260917-0922-baseline|c140-s1|alibaba-small|AWS MSK (Serverless)", "prompt": "c140-s1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "AWS MSK (Serverless)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Ecosystem Fit: AWS MSK (Serverless)"}, {"id": "mai-20260917-0922-baseline|c140-s1|alibaba-small|StreamYard", "prompt": "c140-s1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "StreamYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the market leader for small businesses is **StreamYard** or **Zoom Events**"}, {"id": "mai-20260917-0922-baseline|c140-s1|alibaba-small|Zoom Events", "prompt": "c140-s1", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Zoom Events", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the market leader for small businesses is **StreamYard** or **Zoom Events**"}, {"id": "mai-20260917-0922-baseline|c140-s1|anthropic-small|Zoom Webinars and Zoom Events", "prompt": "c140-s1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Zoom Webinars and Zoom Events", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is best for SMB teams that want a familiar, dependable platform without added complexity."}, {"id": "mai-20260917-0922-baseline|c140-s1|anthropic-small|Goldcast", "prompt": "c140-s1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Goldcast is a virtual event platform specifically designed for B2B marketers"}, {"id": "mai-20260917-0922-baseline|c140-s1|anthropic-small|Dacast", "prompt": "c140-s1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Dacast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dacast is a cost-effective streaming solution that serves everyone from small content creators to enterprise broadcasters"}, {"id": "mai-20260917-0922-baseline|c140-s1|anthropic-small|StreamYard", "prompt": "c140-s1", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "direct", "raw": "StreamYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For smaller events or webinars, StreamYard is a straightforward, budget-friendly option that's easy to navigate."}, {"id": "mai-20260917-0922-baseline|c140-s1|challenger-small|Google Cloud Pub/Sub", "prompt": "c140-s1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually a **managed cloud-native platform**—most often **Google Cloud Pub/Sub** or **Amazon Kinesis**"}, {"id": "mai-20260917-0922-baseline|c140-s1|challenger-small|Amazon Kinesis", "prompt": "c140-s1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon Kinesis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "most often **Google Cloud Pub/Sub** or **Amazon Kinesis** if you want minimal operations"}, {"id": "mai-20260917-0922-baseline|c140-s1|challenger-small|Aiven", "prompt": "c140-s1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Aiven / Redpanda** if you want more Kafka-like capabilities without Kafka's full operational complexity"}, {"id": "mai-20260917-0922-baseline|c140-s1|challenger-small|Redpanda", "prompt": "c140-s1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Aiven** or **Redpanda** for small-to-mid-market teams that want stronger event-streaming features but less infrastructure burden"}, {"id": "mai-20260917-0922-baseline|c140-s1|challenger-small|Apache Kafka", "prompt": "c140-s1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these are usually a better fit once your team has more streaming maturity and operational bandwidth"}, {"id": "mai-20260917-0922-baseline|c140-s1|challenger-small|Confluent Cloud", "prompt": "c140-s1", "model": "challenger-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "a managed Kafka offering like **Confluent Cloud**, but these are usually a better fit once your team has more streaming maturity"}, {"id": "mai-20260917-0922-baseline|c140-s1|deepseek-small|Redpanda Serverless", "prompt": "c140-s1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda Serverless", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My recommendation for a small B2B company: Redpanda Serverless."}, {"id": "mai-20260917-0922-baseline|c140-s1|deepseek-small|Confluent Cloud", "prompt": "c140-s1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the richest enterprise tooling ... use Confluent Cloud ... but can get pricey as you scale."}, {"id": "mai-20260917-0922-baseline|c140-s1|deepseek-small|Amazon MSK", "prompt": "c140-s1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team already lives in AWS, Amazon MSK is worth comparing."}, {"id": "mai-20260917-0922-baseline|c140-s1|deepseek-small|NATS / JetStream", "prompt": "c140-s1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "NATS / JetStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your needs are more like simple pub/sub messaging ... NATS is lighter and cheaper still."}, {"id": "mai-20260917-0922-baseline|c140-s1|deepseek-small|Zoom Webinars", "prompt": "c140-s1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Zoom Webinars", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you'd be looking at tools like Zoom Webinars, StreamYard, Webex, or Bizzabo"}, {"id": "mai-20260917-0922-baseline|c140-s1|deepseek-small|StreamYard", "prompt": "c140-s1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "StreamYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "tools like Zoom Webinars, StreamYard, Webex, or Bizzabo"}, {"id": "mai-20260917-0922-baseline|c140-s1|deepseek-small|Webex", "prompt": "c140-s1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Webex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "tools like Zoom Webinars, StreamYard, Webex, or Bizzabo"}, {"id": "mai-20260917-0922-baseline|c140-s1|deepseek-small|Bizzabo", "prompt": "c140-s1", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Bizzabo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "tools like Zoom Webinars, StreamYard, Webex, or Bizzabo"}, {"id": "mai-20260917-0922-baseline|c140-s1|google-small|Apache Kafka", "prompt": "c140-s1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you should absolutely avoid self-hosting Apache Kafka or Pulsar"}, {"id": "mai-20260917-0922-baseline|c140-s1|google-small|Pulsar", "prompt": "c140-s1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Pulsar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you should absolutely avoid self-hosting Apache Kafka or Pulsar"}, {"id": "mai-20260917-0922-baseline|c140-s1|google-small|Upstash (Serverless Kafka)", "prompt": "c140-s1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Upstash (Serverless Kafka)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you are starting completely from scratch and want the absolute easiest route with zero upfront cost, go with **Upstash**."}, {"id": "mai-20260917-0922-baseline|c140-s1|google-small|Confluent", "prompt": "c140-s1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "It lacks the massive, complex enterprise connector ecosystem of Confluent"}, {"id": "mai-20260917-0922-baseline|c140-s1|google-small|WarpStream", "prompt": "c140-s1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "WarpStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "go with **Redpanda Cloud** or **WarpStream**"}, {"id": "mai-20260917-0922-baseline|c140-s1|google-small|Redpanda Serverless", "prompt": "c140-s1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Redpanda is a modern, developer-friendly alternative to Kafka written in C++"}, {"id": "mai-20260917-0922-baseline|c140-s1|google-small|AWS Kinesis", "prompt": "c140-s1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "AWS Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Extremely reliable, highly integrated into the AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c140-s1|google-small|Google Cloud Pub/Sub", "prompt": "c140-s1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Widely considered one of the easiest event brokers to operate."}, {"id": "mai-20260917-0922-baseline|c140-s1|google-small|NATS / JetStream", "prompt": "c140-s1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "NATS / JetStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best Pick: NATS / JetStream ... Its resource footprint is microscopic."}, {"id": "mai-20260917-0922-baseline|c140-s1|google-small|Synadia", "prompt": "c140-s1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Synadia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "use Synadia (the managed NATS cloud provider)"}, {"id": "mai-20260917-0922-baseline|c140-s1|google-small|StreamYard", "prompt": "c140-s1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "StreamYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "platforms like **StreamYard**, **vFairs**, **Zoom Sessions**, or **Contrast** are the standard recommended tools"}, {"id": "mai-20260917-0922-baseline|c140-s1|google-small|vFairs", "prompt": "c140-s1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "vFairs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "platforms like **StreamYard**, **vFairs**, **Zoom Sessions**, or **Contrast**"}, {"id": "mai-20260917-0922-baseline|c140-s1|google-small|Zoom Sessions", "prompt": "c140-s1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Zoom Sessions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "platforms like **StreamYard**, **vFairs**, **Zoom Sessions**, or **Contrast**"}, {"id": "mai-20260917-0922-baseline|c140-s1|google-small|Contrast", "prompt": "c140-s1", "model": "google-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Contrast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "platforms like **StreamYard**, **vFairs**, **Zoom Sessions**, or **Contrast**"}, {"id": "mai-20260917-0922-baseline|c140-s1|meta-small|Aiven", "prompt": "c140-s1", "model": "meta-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Aiven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top event streaming platforms for small businesses include:\n\n1. Aiven"}, {"id": "mai-20260917-0922-baseline|c140-s1|meta-small|Redpanda", "prompt": "c140-s1", "model": "meta-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Redpanda"}, {"id": "mai-20260917-0922-baseline|c140-s1|meta-small|Amazon Kinesis", "prompt": "c140-s1", "model": "meta-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon Kinesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Amazon Kinesis"}, {"id": "mai-20260917-0922-baseline|c140-s1|meta-small|Google Cloud Pub/Sub", "prompt": "c140-s1", "model": "meta-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Google Cloud Pub/Sub"}, {"id": "mai-20260917-0922-baseline|c140-s1|minimax-small|Redpanda", "prompt": "c140-s1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you need data streaming**: **Redpanda** or **Aiven** (simpler than raw Kafka)"}, {"id": "mai-20260917-0922-baseline|c140-s1|minimax-small|Aiven", "prompt": "c140-s1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Aiven", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you need data streaming**: **Redpanda** or **Aiven** (simpler than raw Kafka)"}, {"id": "mai-20260917-0922-baseline|c140-s1|minimax-small|Zoom Webinars", "prompt": "c140-s1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Zoom Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need video streaming for events**: **Zoom Webinars** (simplicity)"}, {"id": "mai-20260917-0922-baseline|c140-s1|minimax-small|Bizzabo", "prompt": "c140-s1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Bizzabo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bizzabo** (if you need full event management features)"}, {"id": "mai-20260917-0922-baseline|c140-s1|minimax-small|Streamyard", "prompt": "c140-s1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Streamyard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Streamyard** - Good starting point"}, {"id": "mai-20260917-0922-baseline|c140-s1|minimax-small|Kafka", "prompt": "c140-s1", "model": "minimax-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Provides the power of Kafka without the complexity"}, {"id": "mai-20260917-0922-baseline|c140-s1|mistral-small|Aiven", "prompt": "c140-s1", "model": "mistral-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Aiven", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aiven** and **Redpanda** are often recommended as the \"sweet spot\" for small to mid-market companies"}, {"id": "mai-20260917-0922-baseline|c140-s1|mistral-small|Redpanda", "prompt": "c140-s1", "model": "mistral-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Aiven** and **Redpanda** are often recommended as the \"sweet spot\" for small to mid-market companies"}, {"id": "mai-20260917-0922-baseline|c140-s1|mistral-small|Amazon Kinesis", "prompt": "c140-s1", "model": "mistral-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other strong options for small businesses include **Amazon Kinesis** and **Google Cloud Pub/Sub**"}, {"id": "mai-20260917-0922-baseline|c140-s1|mistral-small|Google Cloud Pub/Sub", "prompt": "c140-s1", "model": "mistral-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "praised for their ease of use and seamless integration with cloud services"}, {"id": "mai-20260917-0922-baseline|c140-s1|mistral-small|Apache Kafka", "prompt": "c140-s1", "model": "mistral-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "provide the power and capabilities of Apache Kafka without the complexity"}, {"id": "mai-20260917-0922-baseline|c140-s1|moonshot-small|Redpanda", "prompt": "c140-s1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Winner for small B2B:** **Redpanda** - It offers the power of Kafka with simpler deployment, lower costs, and BYOC"}, {"id": "mai-20260917-0922-baseline|c140-s1|moonshot-small|Aiven for Apache Kafka", "prompt": "c140-s1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A managed service that's easy to set up with a great UI."}, {"id": "mai-20260917-0922-baseline|c140-s1|moonshot-small|Confluent Cloud", "prompt": "c140-s1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The most mature option but also the most expensive; better suited for when you scale up."}, {"id": "mai-20260917-0922-baseline|c140-s1|moonshot-small|Apache Kafka", "prompt": "c140-s1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "simpler to deploy and manage than Apache Kafka"}, {"id": "mai-20260917-0922-baseline|c140-s1|moonshot-small|StreamYard", "prompt": "c140-s1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "StreamYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Winner for small B2B:** **Demio** or **StreamYard**"}, {"id": "mai-20260917-0922-baseline|c140-s1|moonshot-small|Demio", "prompt": "c140-s1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Winner for small B2B:** **Demio** or **StreamYard**"}, {"id": "mai-20260917-0922-baseline|c140-s1|moonshot-small|WebinarNinja", "prompt": "c140-s1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "WebinarNinja", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Specifically designed for small businesses with under ~100 attendees."}, {"id": "mai-20260917-0922-baseline|c140-s1|moonshot-small|Livestorm", "prompt": "c140-s1", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Livestorm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Browser-based with no downloads needed, good for product demos."}, {"id": "mai-20260917-0922-baseline|c140-s1|openai-small|Redpanda Cloud", "prompt": "c140-s1", "model": "openai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're early-stage and want the least operational burden:** **Redpanda Cloud**"}, {"id": "mai-20260917-0922-baseline|c140-s1|openai-small|Confluent Cloud", "prompt": "c140-s1", "model": "openai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want the most mature Kafka ecosystem... you're okay paying more for a broader platform"}, {"id": "mai-20260917-0922-baseline|c140-s1|openai-small|Amazon MSK Serverless / MSK", "prompt": "c140-s1", "model": "openai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon MSK Serverless / MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your stack is already heavily on AWS... but it can be less turnkey than the others"}, {"id": "mai-20260917-0922-baseline|c140-s1|xai-small|Redpanda Cloud (Serverless)", "prompt": "c140-s1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda Cloud (Serverless)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why Redpanda Cloud Edges Out for Most Small B2B Companies"}, {"id": "mai-20260917-0922-baseline|c140-s1|xai-small|Confluent Cloud (Basic Tier)", "prompt": "c140-s1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud (Basic Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-up: Confluent Cloud Basic** if you need its rich connectors/governance right away"}, {"id": "mai-20260917-0922-baseline|c140-s1|xai-small|Amazon Kinesis Data Streams", "prompt": "c140-s1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS-only?** Kinesis (cheapest entry) or MSK."}, {"id": "mai-20260917-0922-baseline|c140-s1|xai-small|Amazon MSK Serverless", "prompt": "c140-s1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon MSK Serverless", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher baseline cost; not ideal for tiny workloads"}, {"id": "mai-20260917-0922-baseline|c140-s1|xai-small|Aiven for Kafka (Startup)", "prompt": "c140-s1", "model": "xai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Aiven for Kafka (Startup)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fixed cost even if idle<br>- Less serverless flexibility"}, {"id": "mai-20260917-0922-baseline|c140-s1|zai-small|Redpanda", "prompt": "c140-s1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most small B2B companies will be happiest with **Redpanda** or **Aiven for Kafka**."}, {"id": "mai-20260917-0922-baseline|c140-s1|zai-small|Aiven for Apache Kafka", "prompt": "c140-s1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most small B2B companies will be happiest with **Redpanda** or **Aiven for Kafka**."}, {"id": "mai-20260917-0922-baseline|c140-s1|zai-small|Confluent Cloud", "prompt": "c140-s1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Confluent Cloud** is the right pick when you want the enterprise-grade Kafka feature set and are willing to pay a bit more"}, {"id": "mai-20260917-0922-baseline|c140-s1|zai-small|Amazon Kinesis Data Streams", "prompt": "c140-s1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Amazon Kinesis** is the go-to if you're already AWS-centric and want the simplest, most integrated path."}, {"id": "mai-20260917-0922-baseline|c140-s1|zai-small|Self-hosted Kafka", "prompt": "c140-s1", "model": "zai-small", "cat": "streaming-platforms", "variant": "direct", "raw": "Self-hosted Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Self-hosted Kafka (or Redpanda)** – you control the hardware and can tune the broker for sub-10 ms latency."}, {"id": "mai-20260917-0922-baseline|c140-s2|alibaba-small|Confluent Cloud", "prompt": "c140-s2", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best recommendation is usually **Confluent Cloud**"}, {"id": "mai-20260917-0922-baseline|c140-s2|alibaba-small|Aiven", "prompt": "c140-s2", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Startups & Budget Control: **Aiven**"}, {"id": "mai-20260917-0922-baseline|c140-s2|alibaba-small|Amazon MSK (Serverless)", "prompt": "c140-s2", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK (Serverless)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Are Already Deep in AWS: **Amazon MSK (Serverless)**"}, {"id": "mai-20260917-0922-baseline|c140-s2|anthropic-small|AWS Kinesis", "prompt": "c140-s2", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "AWS Kinesis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall: AWS Kinesis or Confluent Cloud**"}, {"id": "mai-20260917-0922-baseline|c140-s2|anthropic-small|Confluent Cloud", "prompt": "c140-s2", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Confluent Cloud** if you specifically need Kafka features"}, {"id": "mai-20260917-0922-baseline|c140-s2|anthropic-small|Apache Kafka (self-managed)", "prompt": "c140-s2", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Apache Kafka (self-managed)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "can be very affordable initially, though it requires more operational work as you scale"}, {"id": "mai-20260917-0922-baseline|c140-s2|anthropic-small|Azure Event Hubs", "prompt": "c140-s2", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure Event Hubs** offers Kafka compatibility and works well if you're on Azure"}, {"id": "mai-20260917-0922-baseline|c140-s2|anthropic-small|Google Pub/Sub", "prompt": "c140-s2", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Google Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "simpler than Kafka but fully managed, scalable, and reasonably priced"}, {"id": "mai-20260917-0922-baseline|c140-s2|challenger-small|Aiven", "prompt": "c140-s2", "model": "challenger-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would usually recommend **Aiven** or **DigitalOcean Managed Kafka** first"}, {"id": "mai-20260917-0922-baseline|c140-s2|challenger-small|DigitalOcean Managed Kafka", "prompt": "c140-s2", "model": "challenger-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "DigitalOcean Managed Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would usually recommend **Aiven** or **DigitalOcean Managed Kafka** first"}, {"id": "mai-20260917-0922-baseline|c140-s2|challenger-small|Confluent Cloud", "prompt": "c140-s2", "model": "challenger-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Confluent Cloud** as the premium option if you expect to grow into a broader streaming platform"}, {"id": "mai-20260917-0922-baseline|c140-s2|challenger-small|Amazon MSK", "prompt": "c140-s2", "model": "challenger-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Amazon MSK** only if you are already **standardized on AWS**"}, {"id": "mai-20260917-0922-baseline|c140-s2|deepseek-small|Confluent Cloud", "prompt": "c140-s2", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Confluent Cloud (Basic/Standard tiers)**"}, {"id": "mai-20260917-0922-baseline|c140-s2|deepseek-small|DigitalOcean Managed Kafka", "prompt": "c140-s2", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "DigitalOcean Managed Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "start with **DigitalOcean Managed Kafka** for its flat $147/month pricing"}, {"id": "mai-20260917-0922-baseline|c140-s2|deepseek-small|Aiven for Apache Kafka", "prompt": "c140-s2", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You want transparent, plan-based pricing on any cloud with good tooling"}, {"id": "mai-20260917-0922-baseline|c140-s2|deepseek-small|Redpanda Cloud (Serverless)", "prompt": "c140-s2", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Redpanda Cloud (Serverless)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Redpanda Serverless**, since it scales to zero and you pay only for use"}, {"id": "mai-20260917-0922-baseline|c140-s2|deepseek-small|Amazon MSK", "prompt": "c140-s2", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Amazon MSK** is hard to beat for value"}, {"id": "mai-20260917-0922-baseline|c140-s2|google-small|Confluent Cloud (Serverless Tier)", "prompt": "c140-s2", "model": "google-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud (Serverless Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "if your business plan relies heavily on integrating with your customers' enterprise tools ... **Confluent Cloud** is well worth the premium"}, {"id": "mai-20260917-0922-baseline|c140-s2|google-small|Redpanda Serverless / Cloud", "prompt": "c140-s2", "model": "google-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Redpanda Serverless / Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most growing B2B SaaS startups, **Redpanda Serverless** offers the best balance of price, performance, and B2B-grade security."}, {"id": "mai-20260917-0922-baseline|c140-s2|google-small|Upstash Kafka", "prompt": "c140-s2", "model": "google-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Upstash Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Is bootstrapped / very early-stage ... **Upstash Kafka** | True serverless pay-per-message pricing"}, {"id": "mai-20260917-0922-baseline|c140-s2|google-small|AWS Kinesis", "prompt": "c140-s2", "model": "google-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "AWS Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You are Already Cloud-Locked: **AWS Kinesis or GCP Pub/Sub**"}, {"id": "mai-20260917-0922-baseline|c140-s2|google-small|GCP Pub/Sub", "prompt": "c140-s2", "model": "google-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "GCP Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Is already heavily invested in one cloud (AWS/GCP) ... **AWS Kinesis / GCP Pub/Sub**"}, {"id": "mai-20260917-0922-baseline|c140-s2|google-small|AWS MSK", "prompt": "c140-s2", "model": "google-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "AWS MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "highly cost-efficient compared to Confluent and AWS MSK"}, {"id": "mai-20260917-0922-baseline|c140-s2|meta-small|Confluent Cloud", "prompt": "c140-s2", "model": "meta-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Confluent Cloud: A fully managed Apache Kafka service that provides a serverless Kafka engine, automatic scaling, and cost-efficient clusters."}, {"id": "mai-20260917-0922-baseline|c140-s2|meta-small|DigitalOcean Managed Kafka", "prompt": "c140-s2", "model": "meta-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "DigitalOcean Managed Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "all-inclusive, flat-rate pricing model starting at $147/month"}, {"id": "mai-20260917-0922-baseline|c140-s2|meta-small|Aiven for Apache Kafka", "prompt": "c140-s2", "model": "meta-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a multi-cloud managed open-source infrastructure that provides a reliable and scalable Kafka service"}, {"id": "mai-20260917-0922-baseline|c140-s2|meta-small|Amazon MSK", "prompt": "c140-s2", "model": "meta-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "An AWS-native Kafka service that provides a managed Kafka experience for businesses that are already invested in the AWS ecosystem."}, {"id": "mai-20260917-0922-baseline|c140-s2|meta-small|Raff Managed Kafka", "prompt": "c140-s2", "model": "meta-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Raff Managed Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A simpler fixed-plan Apache Kafka service that provides a reliable and scalable Kafka experience."}, {"id": "mai-20260917-0922-baseline|c140-s2|minimax-small|Confluent Cloud", "prompt": "c140-s2", "model": "minimax-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Confluent Cloud is the go-to choice if you want the most fully-managed Kafka experience"}, {"id": "mai-20260917-0922-baseline|c140-s2|minimax-small|Aiven", "prompt": "c140-s2", "model": "minimax-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Confluent Cloud** or **Aiven**, depending on your specific needs."}, {"id": "mai-20260917-0922-baseline|c140-s2|minimax-small|Amazon MSK", "prompt": "c140-s2", "model": "minimax-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already embedded in a cloud provider, then **Amazon MSK** ... are natural fits."}, {"id": "mai-20260917-0922-baseline|c140-s2|minimax-small|Azure Event Hubs", "prompt": "c140-s2", "model": "minimax-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure Event Hubs**, or **Google Cloud Pub/Sub** ... are natural fits"}, {"id": "mai-20260917-0922-baseline|c140-s2|minimax-small|Google Cloud Pub/Sub", "prompt": "c140-s2", "model": "minimax-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Google Cloud Pub/Sub** (for less Kafka-specific needs) are natural fits"}, {"id": "mai-20260917-0922-baseline|c140-s2|mistral-small|Confluent Cloud", "prompt": "c140-s2", "model": "mistral-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can compare the best options like Confluent Cloud, Amazon MSK, Aiven for Apache Kafka, Redpanda Cloud, or others"}, {"id": "mai-20260917-0922-baseline|c140-s2|mistral-small|Amazon MSK", "prompt": "c140-s2", "model": "mistral-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "options like Confluent Cloud, Amazon MSK, Aiven for Apache Kafka, Redpanda Cloud"}, {"id": "mai-20260917-0922-baseline|c140-s2|mistral-small|Aiven for Apache Kafka", "prompt": "c140-s2", "model": "mistral-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "options like Confluent Cloud, Amazon MSK, Aiven for Apache Kafka, Redpanda Cloud"}, {"id": "mai-20260917-0922-baseline|c140-s2|mistral-small|Redpanda Cloud", "prompt": "c140-s2", "model": "mistral-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Redpanda Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Aiven for Apache Kafka, Redpanda Cloud, or others that fit a small B2B business"}, {"id": "mai-20260917-0922-baseline|c140-s2|moonshot-small|Confluent Cloud (Basic Tier)", "prompt": "c140-s2", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud (Basic Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, I'd recommend starting with Confluent Cloud Basic."}, {"id": "mai-20260917-0922-baseline|c140-s2|moonshot-small|Redpanda Serverless", "prompt": "c140-s2", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Redpanda Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Redpanda Serverless**"}, {"id": "mai-20260917-0922-baseline|c140-s2|moonshot-small|StreamNative (Serverless)", "prompt": "c140-s2", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "StreamNative (Serverless)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget Option: **StreamNative (Serverless)**"}, {"id": "mai-20260917-0922-baseline|c140-s2|moonshot-small|AWS MSK Serverless", "prompt": "c140-s2", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "AWS MSK Serverless", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Options I'd Avoid for Small B2B... Minimum ~$547/month; complex pricing; requires AWS expertise"}, {"id": "mai-20260917-0922-baseline|c140-s2|moonshot-small|Aiven Kafka", "prompt": "c140-s2", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven Kafka", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Options I'd Avoid... Starts at ~$200/month minimum; no true serverless option"}, {"id": "mai-20260917-0922-baseline|c140-s2|moonshot-small|Upstash Kafka", "prompt": "c140-s2", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Upstash Kafka", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Discontinued March 2025** — no longer available"}, {"id": "mai-20260917-0922-baseline|c140-s2|openai-small|Confluent Cloud", "prompt": "c140-s2", "model": "openai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **starting with Confluent Cloud** if you specifically want **managed Kafka**"}, {"id": "mai-20260917-0922-baseline|c140-s2|openai-small|Amazon MSK", "prompt": "c140-s2", "model": "openai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS:** Amazon MSK"}, {"id": "mai-20260917-0922-baseline|c140-s2|openai-small|Pub/Sub", "prompt": "c140-s2", "model": "openai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Pub/Sub or AWS EventBridge/SQS style tooling** for simpler event-driven apps"}, {"id": "mai-20260917-0922-baseline|c140-s2|openai-small|Event Hubs", "prompt": "c140-s2", "model": "openai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Azure:** Event Hubs"}, {"id": "mai-20260917-0922-baseline|c140-s2|openai-small|SNS+SQS", "prompt": "c140-s2", "model": "openai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "SNS+SQS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pub/Sub / Event Hubs / SNS+SQS / MSK**, depending on cloud"}, {"id": "mai-20260917-0922-baseline|c140-s2|openai-small|AWS EventBridge", "prompt": "c140-s2", "model": "openai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "AWS EventBridge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Google Pub/Sub or AWS EventBridge/SQS style tooling** for simpler event-driven apps"}, {"id": "mai-20260917-0922-baseline|c140-s2|xai-small|Confluent Cloud", "prompt": "c140-s2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend starting with Confluent Cloud's Basic tier."}, {"id": "mai-20260917-0922-baseline|c140-s2|xai-small|DigitalOcean", "prompt": "c140-s2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "DigitalOcean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **DigitalOcean Managed Kafka** | $149/mo (3-node shared) | Predictable flat-rate, easy scaling to 15 nodes |"}, {"id": "mai-20260917-0922-baseline|c140-s2|xai-small|Raff", "prompt": "c140-s2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Raff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Raff Managed Kafka** | $80/mo ... | Ultra-cheap fixed-price, simple Kafka-only in US-East | ... limited regions/ecosystem."}, {"id": "mai-20260917-0922-baseline|c140-s2|xai-small|CloudKarafka", "prompt": "c140-s2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "CloudKarafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **CloudKarafka** | $95/mo (1 node) | Pay-by-second, pro-rated | Flexible for variable use; free shared tier for testing."}, {"id": "mai-20260917-0922-baseline|c140-s2|xai-small|Aiven", "prompt": "c140-s2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Free entry beats fixed plans like ... or Aiven (~$200-290/mo startup)."}, {"id": "mai-20260917-0922-baseline|c140-s2|xai-small|Amazon MSK", "prompt": "c140-s2", "model": "xai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "| **Amazon MSK** | ~$100-200/mo (small cluster) | If deep in AWS ecosystem | Cheaper long-term but more setup/ops than Confluent."}, {"id": "mai-20260917-0922-baseline|c140-s2|zai-small|Aiven for Apache Kafka", "prompt": "c140-s2", "model": "zai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary pick**: Aiven for Apache Kafka (Startup plan, ~$290/month)"}, {"id": "mai-20260917-0922-baseline|c140-s2|zai-small|Amazon Managed Streaming for Apache Kafka (MSK)", "prompt": "c140-s2", "model": "zai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Amazon Managed Streaming for Apache Kafka (MSK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative (if you're AWS‑centric)**: Amazon Managed Streaming for Apache Kafka (MSK)"}, {"id": "mai-20260917-0922-baseline|c140-s2|zai-small|Confluent Cloud", "prompt": "c140-s2", "model": "zai-small", "cat": "streaming-platforms", "variant": "paraphrase", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**You need a full streaming platform with connectors and advanced governance**: Choose **Confluent Cloud** (Standard/Enterprise)."}, {"id": "mai-20260917-0922-baseline|c140-s3|alibaba-small|Redpanda", "prompt": "c140-s3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Redpanda** if you want a modern, fast, and easy-to-manage alternative to Kafka."}, {"id": "mai-20260917-0922-baseline|c140-s3|alibaba-small|Confluent Cloud", "prompt": "c140-s3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer zero operations and have the budget, go with **Confluent Cloud**."}, {"id": "mai-20260917-0922-baseline|c140-s3|alibaba-small|NATS (JetStream)", "prompt": "c140-s3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "NATS (JetStream)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your needs are very simple, look at **NATS**."}, {"id": "mai-20260917-0922-baseline|c140-s3|alibaba-small|AWS Kinesis", "prompt": "c140-s3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "AWS Kinesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Kinesis is particularly good if you are using other AWS data tools."}, {"id": "mai-20260917-0922-baseline|c140-s3|alibaba-small|Google Pub/Sub", "prompt": "c140-s3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fully managed streaming services native to cloud providers."}, {"id": "mai-20260917-0922-baseline|c140-s3|alibaba-small|Azure Stream Analytics / Service Bus", "prompt": "c140-s3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Stream Analytics / Service Bus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best For:** Microsoft-centric enterprises."}, {"id": "mai-20260917-0922-baseline|c140-s3|alibaba-small|Apache Kafka", "prompt": "c140-s3", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "don't want to spend days setting up and maintaining a Kafka cluster"}, {"id": "mai-20260917-0922-baseline|c140-s3|anthropic-small|Dacast", "prompt": "c140-s3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Dacast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a cost-effective streaming solution for small content creators and event broadcasters, offering both live streaming and VOD hosting"}, {"id": "mai-20260917-0922-baseline|c140-s3|anthropic-small|StreamYard", "prompt": "c140-s3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "StreamYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "excellent for small teams without dedicated IT support"}, {"id": "mai-20260917-0922-baseline|c140-s3|anthropic-small|YouTube", "prompt": "c140-s3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "YouTube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free/Low-Cost Public Options include platforms like YouTube and Twitch"}, {"id": "mai-20260917-0922-baseline|c140-s3|anthropic-small|Twitch", "prompt": "c140-s3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Twitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free-to-use model ideal for growing creators"}, {"id": "mai-20260917-0922-baseline|c140-s3|anthropic-small|Restream", "prompt": "c140-s3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Restream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pricing starts at $249/month for Restream Business"}, {"id": "mai-20260917-0922-baseline|c140-s3|anthropic-small|Confetti", "prompt": "c140-s3", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confetti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specializes in team experiences, featuring an extensive library of over 150 curated events"}, {"id": "mai-20260917-0922-baseline|c140-s3|challenger-small|Google Pub/Sub", "prompt": "c140-s3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Pub/Sub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Google Pub/Sub** if you want the **least ops**."}, {"id": "mai-20260917-0922-baseline|c140-s3|challenger-small|Amazon Kinesis Data Streams", "prompt": "c140-s3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS-native, usage-based, low ops, but tied to AWS"}, {"id": "mai-20260917-0922-baseline|c140-s3|challenger-small|Confluent Cloud", "prompt": "c140-s3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Confluent Cloud** if you want the **best managed Kafka ecosystem**."}, {"id": "mai-20260917-0922-baseline|c140-s3|challenger-small|Redpanda", "prompt": "c140-s3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Redpanda** if you want **Kafka-like capabilities with simpler management**."}, {"id": "mai-20260917-0922-baseline|c140-s3|challenger-small|Apache Kafka", "prompt": "c140-s3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "is the most established open-source backbone, but it usually demands more operational expertise than managed alternatives"}, {"id": "mai-20260917-0922-baseline|c140-s3|challenger-small|Apache Flink", "prompt": "c140-s3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Flink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Flink** only if your main need is **real-time processing**, not just event transport."}, {"id": "mai-20260917-0922-baseline|c140-s3|challenger-small|Apache Pulsar", "prompt": "c140-s3", "model": "challenger-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "but typically more complex than simple managed services"}, {"id": "mai-20260917-0922-baseline|c140-s3|deepseek-small|Redpanda", "prompt": "c140-s3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Redpanda — *the best all-around pick for small teams*"}, {"id": "mai-20260917-0922-baseline|c140-s3|deepseek-small|Google Pub/Sub", "prompt": "c140-s3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pub/Sub** is the most hands-off — no capacity planning, fully serverless, great for spikes."}, {"id": "mai-20260917-0922-baseline|c140-s3|deepseek-small|Amazon Kinesis", "prompt": "c140-s3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kinesis** fits teams already all-in on AWS and rewards predictable throughput."}, {"id": "mai-20260917-0922-baseline|c140-s3|deepseek-small|Confluent Cloud", "prompt": "c140-s3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Steer clear of enterprise managed-Kafka tiers (like Confluent Standard) unless you genuinely need their connectors and governance"}, {"id": "mai-20260917-0922-baseline|c140-s3|deepseek-small|AWS MSK", "prompt": "c140-s3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "AWS MSK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "carry management nuance and higher cost that small teams may not need"}, {"id": "mai-20260917-0922-baseline|c140-s3|deepseek-small|WarpStream", "prompt": "c140-s3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "WarpStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Want zero ops + lowest storage bills, latency isn't critical | **WarpStream**"}, {"id": "mai-20260917-0922-baseline|c140-s3|deepseek-small|AutoMQ", "prompt": "c140-s3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "AutoMQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Want open source (Apache 2.0) + low cloud costs | **AutoMQ**"}, {"id": "mai-20260917-0922-baseline|c140-s3|deepseek-small|Apache Kafka (self-hosted)", "prompt": "c140-s3", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka (self-hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Why it's usually NOT ideal for a small team:** **Heavy operational complexity**"}, {"id": "mai-20260917-0922-baseline|c140-s3|google-small|Apache Kafka", "prompt": "c140-s3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "managing raw Kafka requires significant DevOps bandwidth (dealing with JVM tuning, partition rebalancing, and complex clustering), which is often a single point of failure for small teams"}, {"id": "mai-20260917-0922-baseline|c140-s3|google-small|Redpanda", "prompt": "c140-s3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Redpanda** if your team has already decided on the Kafka ecosystem, but you want to avoid JVM and clustering nightmares"}, {"id": "mai-20260917-0922-baseline|c140-s3|google-small|WarpStream (by Confluent)", "prompt": "c140-s3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "WarpStream (by Confluent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose WarpStream** if you are already on AWS/GCP, expect to stream large volumes of data"}, {"id": "mai-20260917-0922-baseline|c140-s3|google-small|Upstash (Serverless Kafka)", "prompt": "c140-s3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Upstash (Serverless Kafka)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It has a highly generous free tier and scales down to **$0/month** if you aren't sending messages."}, {"id": "mai-20260917-0922-baseline|c140-s3|google-small|Confluent Cloud", "prompt": "c140-s3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "However, it can become expensive quickly. It is best suited for teams that need strict enterprise compliance"}, {"id": "mai-20260917-0922-baseline|c140-s3|google-small|Amazon MSK", "prompt": "c140-s3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unlike enterprise managed services (like Confluent Cloud or Amazon MSK) which charge a hefty baseline hourly rate"}, {"id": "mai-20260917-0922-baseline|c140-s3|google-small|NATS (with JetStream)", "prompt": "c140-s3", "model": "google-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "NATS (with JetStream)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose NATS JetStream** if you are building microservices from scratch, do not need Kafka compatibility"}, {"id": "mai-20260917-0922-baseline|c140-s3|meta-small|Apache Kafka", "prompt": "c140-s3", "model": "meta-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Apache Kafka is a popular open-source option that is ideal for enterprises and developers"}, {"id": "mai-20260917-0922-baseline|c140-s3|meta-small|Apache Flink", "prompt": "c140-s3", "model": "meta-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Flink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Apache Kafka, Apache Flink, Redpanda, Google Pub/Sub, and Amazon Kinesis"}, {"id": "mai-20260917-0922-baseline|c140-s3|meta-small|Redpanda", "prompt": "c140-s3", "model": "meta-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Redpanda is a great choice for startups seeking Kafka compatibility with simpler management and lower costs"}, {"id": "mai-20260917-0922-baseline|c140-s3|meta-small|Google Pub/Sub", "prompt": "c140-s3", "model": "meta-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "\"pay-as-you-go\" options that require zero server management, making them suitable for solo users and tiny startups"}, {"id": "mai-20260917-0922-baseline|c140-s3|meta-small|Amazon Kinesis", "prompt": "c140-s3", "model": "meta-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "\"pay-as-you-go\" options that require zero server management, making them suitable for solo users and tiny startups"}, {"id": "mai-20260917-0922-baseline|c140-s3|meta-small|Aiven", "prompt": "c140-s3", "model": "meta-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Aiven and Redpanda are also popular choices for small to mid-market companies"}, {"id": "mai-20260917-0922-baseline|c140-s3|minimax-small|Amazon Kinesis", "prompt": "c140-s3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Low-ops, AWS-only:** Start with **Kinesis**"}, {"id": "mai-20260917-0922-baseline|c140-s3|minimax-small|Confluent Cloud", "prompt": "c140-s3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need Kafka compatibility:** Use **Confluent Cloud** or **Redpanda**"}, {"id": "mai-20260917-0922-baseline|c140-s3|minimax-small|Google Cloud Pub/Sub", "prompt": "c140-s3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GCP-focused:** Go with **Pub/Sub**"}, {"id": "mai-20260917-0922-baseline|c140-s3|minimax-small|Apache Pulsar", "prompt": "c140-s3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Multi-tenant needs:** Consider **Pulsar** or **StreamNative**"}, {"id": "mai-20260917-0922-baseline|c140-s3|minimax-small|Redpanda", "prompt": "c140-s3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Need Kafka compatibility:** Use **Confluent Cloud** or **Redpanda**"}, {"id": "mai-20260917-0922-baseline|c140-s3|minimax-small|Kafka", "prompt": "c140-s3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Operational complexity** | High (self-hosted) / Medium (managed) |"}, {"id": "mai-20260917-0922-baseline|c140-s3|minimax-small|StreamNative", "prompt": "c140-s3", "model": "minimax-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "StreamNative", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider **Pulsar** or **StreamNative**"}, {"id": "mai-20260917-0922-baseline|c140-s3|mistral-small|Zoom Events", "prompt": "c140-s3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Zoom Events", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Small teams already using Zoom for meetings. ... budget-friendly ... known for its simplicity and reliability."}, {"id": "mai-20260917-0922-baseline|c140-s3|mistral-small|Airmeet", "prompt": "c140-s3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Airmeet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Balances affordability with powerful features like networking lounges, breakout rooms, and interactive tools."}, {"id": "mai-20260917-0922-baseline|c140-s3|mistral-small|Mux Video", "prompt": "c140-s3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Mux Video", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focuses on fast live workflows without requiring a video backend. Highly scalable and developer-friendly"}, {"id": "mai-20260917-0922-baseline|c140-s3|mistral-small|Castr", "prompt": "c140-s3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Castr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a 9.1/10 score for its ease of use and comprehensive streaming capabilities."}, {"id": "mai-20260917-0922-baseline|c140-s3|mistral-small|EventLive", "prompt": "c140-s3", "model": "mistral-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "EventLive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Easy-to-use interface, intuitive mobile app, human support ... simple, all-in-one solution."}, {"id": "mai-20260917-0922-baseline|c140-s3|moonshot-small|Redpanda", "prompt": "c140-s3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Redpanda** ⭐ *Best Overall for Small Teams*"}, {"id": "mai-20260917-0922-baseline|c140-s3|moonshot-small|NATS + JetStream", "prompt": "c140-s3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "NATS + JetStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Simplest & Lightest* ... Trade-off: Smaller ecosystem than Kafka"}, {"id": "mai-20260917-0922-baseline|c140-s3|moonshot-small|Google Cloud Pub/Sub", "prompt": "c140-s3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best Serverless Option*"}, {"id": "mai-20260917-0922-baseline|c140-s3|moonshot-small|Amazon Kinesis", "prompt": "c140-s3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best for AWS Ecosystem*"}, {"id": "mai-20260917-0922-baseline|c140-s3|moonshot-small|Aiven for Apache Kafka", "prompt": "c140-s3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Managed Kafka across multiple clouds ... Rating: 4.8/5 (highest rated)"}, {"id": "mai-20260917-0922-baseline|c140-s3|moonshot-small|Confluent Cloud", "prompt": "c140-s3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Confluent Cloud** (expensive)"}, {"id": "mai-20260917-0922-baseline|c140-s3|moonshot-small|Upstash Kafka", "prompt": "c140-s3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Upstash Kafka", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Upstash Kafka was discontinued in March 2025, so it's no longer an option."}, {"id": "mai-20260917-0922-baseline|c140-s3|moonshot-small|Upstash QStash", "prompt": "c140-s3", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Upstash QStash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "For serverless messaging, consider Upstash QStash or the alternatives above."}, {"id": "mai-20260917-0922-baseline|c140-s3|openai-small|Apache Kafka", "prompt": "c140-s3", "model": "openai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Choose self-managed Kafka** only if you really need full control, already have Kafka expertise, or have specific deployment requirements."}, {"id": "mai-20260917-0922-baseline|c140-s3|openai-small|Confluent Cloud", "prompt": "c140-s3", "model": "openai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Confluent Cloud** if you want the easiest path to a production-grade Kafka ecosystem"}, {"id": "mai-20260917-0922-baseline|c140-s3|openai-small|Redpanda", "prompt": "c140-s3", "model": "openai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Redpanda** if you want Kafka compatibility but want to minimize operational complexity"}, {"id": "mai-20260917-0922-baseline|c140-s3|openai-small|Amazon Kinesis Data Streams", "prompt": "c140-s3", "model": "openai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Kinesis** if you are already mostly on AWS and want a managed, serverless streaming service"}, {"id": "mai-20260917-0922-baseline|c140-s3|xai-small|Redpanda", "prompt": "c140-s3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendations**: Start with **Redpanda** (top-ranked by AI models like Grok/Claude for small teams—lightweight Kafka)."}, {"id": "mai-20260917-0922-baseline|c140-s3|xai-small|Apache Kafka", "prompt": "c140-s3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High ops (JVM tuning, ZooKeeper), overkill for <10k events/sec"}, {"id": "mai-20260917-0922-baseline|c140-s3|xai-small|Confluent Cloud", "prompt": "c140-s3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Test free tiers of Confluent/Kinesis for managed ease."}, {"id": "mai-20260917-0922-baseline|c140-s3|xai-small|MSK", "prompt": "c140-s3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Managed (Confluent Cloud, AWS MSK, Aiven)"}, {"id": "mai-20260917-0922-baseline|c140-s3|xai-small|NATS JetStream", "prompt": "c140-s3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "NATS JetStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If no Kafka code, try **NATS JetStream** for speed/simplicity."}, {"id": "mai-20260917-0922-baseline|c140-s3|xai-small|Apache Pulsar", "prompt": "c140-s3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Steeper learning (BookKeeper storage), heavier than NATS"}, {"id": "mai-20260917-0922-baseline|c140-s3|xai-small|Amazon Kinesis", "prompt": "c140-s3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AWS shop? Kinesis. ... Test free tiers of Confluent/Kinesis for managed ease."}, {"id": "mai-20260917-0922-baseline|c140-s3|xai-small|WarpStream", "prompt": "c140-s3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "WarpStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Newer, higher tail latency than Redpanda"}, {"id": "mai-20260917-0922-baseline|c140-s3|xai-small|Aiven", "prompt": "c140-s3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Aiven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Managed (Confluent Cloud, AWS MSK, Aiven)"}, {"id": "mai-20260917-0922-baseline|c140-s3|xai-small|StreamNative", "prompt": "c140-s3", "model": "xai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "StreamNative", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Self-managed, Managed (StreamNative)"}, {"id": "mai-20260917-0922-baseline|c140-s3|zai-small|Apache NATS", "prompt": "c140-s3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache NATS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Redpanda or NATS** plus a managed cloud service ... will handle 90% of the use cases"}, {"id": "mai-20260917-0922-baseline|c140-s3|zai-small|Redpanda", "prompt": "c140-s3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, **Redpanda or NATS** ... If you need Kafka\\u2011like APIs without the operational baggage:** Redpanda."}, {"id": "mai-20260917-0922-baseline|c140-s3|zai-small|Apache Pulsar", "prompt": "c140-s3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More moving parts; steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c140-s3|zai-small|AWS Kinesis", "prompt": "c140-s3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "AWS Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you\\u2019re already on a major cloud and want serverless, managed streaming:** Kinesis / Event Hubs / Pub/Sub."}, {"id": "mai-20260917-0922-baseline|c140-s3|zai-small|Azure Event Hubs", "prompt": "c140-s3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Azure Event Hubs** if: You\\u2019re on Azure and want Kafka\\u2011compatible streaming"}, {"id": "mai-20260917-0922-baseline|c140-s3|zai-small|Google Cloud Pub/Sub", "prompt": "c140-s3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You\\u2019re on GCP and want a global, serverless streaming backbone."}, {"id": "mai-20260917-0922-baseline|c140-s3|zai-small|Confluent Cloud (managed Kafka)", "prompt": "c140-s3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Confluent Cloud (managed Kafka)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want the full Kafka ecosystem with minimal ops:** Confluent Cloud"}, {"id": "mai-20260917-0922-baseline|c140-s3|zai-small|AWS MSK (Managed Streaming for Kafka)", "prompt": "c140-s3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "AWS MSK (Managed Streaming for Kafka)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "AWS MSK is cheaper if you already run on AWS and want to stay within the hyperscaler\\u2019s ecosystem."}, {"id": "mai-20260917-0922-baseline|c140-s3|zai-small|SQS", "prompt": "c140-s3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "SQS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "or even a simple queue like SQS or Redis Streams"}, {"id": "mai-20260917-0922-baseline|c140-s3|zai-small|Redis Streams", "prompt": "c140-s3", "model": "zai-small", "cat": "streaming-platforms", "variant": "comparative", "raw": "Redis Streams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "or even a simple queue like SQS or Redis Streams"}, {"id": "mai-20260917-0922-baseline|c140-s4|alibaba-small|Redpanda", "prompt": "c140-s4", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Winner: Redpanda\nRedpanda is currently the best choice for small companies"}, {"id": "mai-20260917-0922-baseline|c140-s4|alibaba-small|RabbitMQ", "prompt": "c140-s4", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "budget", "raw": "RabbitMQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner Up: RabbitMQ"}, {"id": "mai-20260917-0922-baseline|c140-s4|alibaba-small|Apache Kafka (Self-Hosted)", "prompt": "c140-s4", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka (Self-Hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid:** **Apache Kafka (Self-Hosted)**"}, {"id": "mai-20260917-0922-baseline|c140-s4|alibaba-small|StreamYard", "prompt": "c140-s4", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "budget", "raw": "StreamYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Winner: StreamYard ... best for small budgets"}, {"id": "mai-20260917-0922-baseline|c140-s4|alibaba-small|Restream", "prompt": "c140-s4", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Restream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Runner Up: Restream"}, {"id": "mai-20260917-0922-baseline|c140-s4|alibaba-small|OBS Studio", "prompt": "c140-s4", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "budget", "raw": "OBS Studio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Trade-off: High learning curve. You have to configure everything yourself"}, {"id": "mai-20260917-0922-baseline|c140-s4|anthropic-small|Apache Kafka", "prompt": "c140-s4", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Open source and free, but requires technical expertise to set up and maintain."}, {"id": "mai-20260917-0922-baseline|c140-s4|anthropic-small|AWS Kinesis", "prompt": "c140-s4", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "budget", "raw": "AWS Kinesis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a managed cloud service with a generous free tier (like AWS Kinesis, GCP Pub/Sub, or Azure Event Hubs) often provides the best balance"}, {"id": "mai-20260917-0922-baseline|c140-s4|anthropic-small|RabbitMQ", "prompt": "c140-s4", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "budget", "raw": "RabbitMQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Open source message broker that's lightweight and easier to set up than Kafka for smaller use cases."}, {"id": "mai-20260917-0922-baseline|c140-s4|anthropic-small|Redis Streams", "prompt": "c140-s4", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redis Streams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you're already using Redis, this is a cost-effective option built into the platform."}, {"id": "mai-20260917-0922-baseline|c140-s4|anthropic-small|Google Cloud Pub/Sub", "prompt": "c140-s4", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "a managed cloud service with a generous free tier (like AWS Kinesis, GCP Pub/Sub, or Azure Event Hubs) often provides the best balance"}, {"id": "mai-20260917-0922-baseline|c140-s4|anthropic-small|Azure Event Hubs", "prompt": "c140-s4", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Azure Event Hubs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "a managed cloud service with a generous free tier (like AWS Kinesis, GCP Pub/Sub, or Azure Event Hubs) often provides the best balance"}, {"id": "mai-20260917-0922-baseline|c140-s4|anthropic-small|Pulsar", "prompt": "c140-s4", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Pulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open source alternative to Kafka, good for smaller deployments"}, {"id": "mai-20260917-0922-baseline|c140-s4|anthropic-small|Upstash", "prompt": "c140-s4", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Upstash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Serverless Kafka for low-cost, pay-as-you-go pricing"}, {"id": "mai-20260917-0922-baseline|c140-s4|challenger-small|Apache Kafka", "prompt": "c140-s4", "model": "challenger-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Apache Kafka** if you can host and manage it yourself"}, {"id": "mai-20260917-0922-baseline|c140-s4|challenger-small|Redpanda", "prompt": "c140-s4", "model": "challenger-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd pick **Redpanda** for a small budget-conscious team that still wants Kafka compatibility and simpler operations"}, {"id": "mai-20260917-0922-baseline|c140-s4|challenger-small|Google Pub/Sub", "prompt": "c140-s4", "model": "challenger-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Google Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a managed **pay-as-you-go** service like **Google Pub/Sub** or **Amazon Kinesis** are the next best fits"}, {"id": "mai-20260917-0922-baseline|c140-s4|challenger-small|Amazon Kinesis", "prompt": "c140-s4", "model": "challenger-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Minimal management, pay only for usage:** **Google Pub/Sub** or **Amazon Kinesis**"}, {"id": "mai-20260917-0922-baseline|c140-s4|challenger-small|Apache Pulsar", "prompt": "c140-s4", "model": "challenger-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Lowest software cost, more engineering effort:** **Apache Kafka** or **Apache Pulsar**"}, {"id": "mai-20260917-0922-baseline|c140-s4|deepseek-small|Redpanda", "prompt": "c140-s4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Redpanda** is your best bet"}, {"id": "mai-20260917-0922-baseline|c140-s4|deepseek-small|WarpStream", "prompt": "c140-s4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "WarpStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Extremely cost-effective at high volume, with a free tier."}, {"id": "mai-20260917-0922-baseline|c140-s4|deepseek-small|NATS / NATS JetStream", "prompt": "c140-s4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "NATS / NATS JetStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The *lightest-weight* option... perfect when you need something simple and dirt cheap."}, {"id": "mai-20260917-0922-baseline|c140-s4|deepseek-small|Apache Kafka (self-hosted)", "prompt": "c140-s4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka (self-hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it has the highest operational burden (ZooKeeper/KRaft complexity, JVM footprint)"}, {"id": "mai-20260917-0922-baseline|c140-s4|deepseek-small|Apache Pulsar", "prompt": "c140-s4", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "very powerful with built-in multi-tenancy, but heavier to operate than Redpanda or NATS"}, {"id": "mai-20260917-0922-baseline|c140-s4|google-small|Apache Kafka", "prompt": "c140-s4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional Apache Kafka is rarely the right choice for small budgets—it is a resource-intensive JVM application"}, {"id": "mai-20260917-0922-baseline|c140-s4|google-small|NATS (with JetStream)", "prompt": "c140-s4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "NATS (with JetStream)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**NATS JetStream** is the undisputed champion"}, {"id": "mai-20260917-0922-baseline|c140-s4|google-small|Redpanda (Community Edition)", "prompt": "c140-s4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Redpanda** is the best budget-friendly alternative to Apache Kafka"}, {"id": "mai-20260917-0922-baseline|c140-s4|google-small|Amazon MSK", "prompt": "c140-s4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Amazon MSK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can't afford the massive bills of Amazon MSK or Confluent Cloud"}, {"id": "mai-20260917-0922-baseline|c140-s4|google-small|WarpStream", "prompt": "c140-s4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "WarpStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**WarpStream** is a highly innovative alternative"}, {"id": "mai-20260917-0922-baseline|c140-s4|google-small|Confluent Cloud", "prompt": "c140-s4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Confluent Cloud's Basic Cluster is a shared-tenant offering with a \"pay-for-what-you-use\" model"}, {"id": "mai-20260917-0922-baseline|c140-s4|google-small|Upstash Kafka", "prompt": "c140-s4", "model": "google-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Upstash Kafka", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "The popular serverless option *Upstash Kafka* was discontinued in early 2025"}, {"id": "mai-20260917-0922-baseline|c140-s4|meta-small|Apache Kafka", "prompt": "c140-s4", "model": "meta-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be an open-source tool like Apache Kafka or Apache Pulsar, which provide powerful functionality without the cost of managed services"}, {"id": "mai-20260917-0922-baseline|c140-s4|meta-small|Apache Pulsar", "prompt": "c140-s4", "model": "meta-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Pulsar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "an open-source tool like Apache Kafka or Apache Pulsar, which provide powerful functionality without the cost of managed services"}, {"id": "mai-20260917-0922-baseline|c140-s4|meta-small|Google Pub/Sub", "prompt": "c140-s4", "model": "meta-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Google Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternatively, Google Pub/Sub or Amazon Kinesis are good starting points for solo users and tiny startups"}, {"id": "mai-20260917-0922-baseline|c140-s4|meta-small|Amazon Kinesis", "prompt": "c140-s4", "model": "meta-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Google Pub/Sub or Amazon Kinesis are good starting points for solo users and tiny startups, as they are \"pay-as-you-go\""}, {"id": "mai-20260917-0922-baseline|c140-s4|meta-small|Aiven", "prompt": "c140-s4", "model": "meta-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For small to mid-market companies, Aiven or Redpanda may be a good option"}, {"id": "mai-20260917-0922-baseline|c140-s4|meta-small|Redpanda", "prompt": "c140-s4", "model": "meta-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Aiven or Redpanda may be a good option, as they provide the power of Kafka without the complexity"}, {"id": "mai-20260917-0922-baseline|c140-s4|minimax-small|StreamYard", "prompt": "c140-s4", "model": "minimax-small", "cat": "streaming-platforms", "variant": "budget", "raw": "StreamYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**StreamYard** is generally the best balance of cost and functionality for small companies with tight budgets"}, {"id": "mai-20260917-0922-baseline|c140-s4|minimax-small|Restream", "prompt": "c140-s4", "model": "minimax-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Restream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Restream** has a lower entry price point and excels at multistreaming"}, {"id": "mai-20260917-0922-baseline|c140-s4|minimax-small|OBS", "prompt": "c140-s4", "model": "minimax-small", "cat": "streaming-platforms", "variant": "budget", "raw": "OBS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OBS** is completely free and incredibly powerful—but you'll pay in setup time and learning curve"}, {"id": "mai-20260917-0922-baseline|c140-s4|minimax-small|Google Meet", "prompt": "c140-s4", "model": "minimax-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Google Meet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google Meet** at $6/month per user through Google Workspace is remarkably affordable and reliable"}, {"id": "mai-20260917-0922-baseline|c140-s4|mistral-small|Apache Kafka", "prompt": "c140-s4", "model": "mistral-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need data/event streaming at scale, start with open-source Kafka or Pulsar."}, {"id": "mai-20260917-0922-baseline|c140-s4|mistral-small|Apache Pulsar", "prompt": "c140-s4", "model": "mistral-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Pulsar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with open-source Kafka or Pulsar"}, {"id": "mai-20260917-0922-baseline|c140-s4|mistral-small|Amazon Kinesis", "prompt": "c140-s4", "model": "mistral-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For cloud-based data streaming, Amazon Kinesis or Google Cloud Pub/Sub are solid choices."}, {"id": "mai-20260917-0922-baseline|c140-s4|mistral-small|Google Cloud Pub/Sub", "prompt": "c140-s4", "model": "mistral-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For cloud-based data streaming, Amazon Kinesis or Google Cloud Pub/Sub are solid choices."}, {"id": "mai-20260917-0922-baseline|c140-s4|mistral-small|StreamYard", "prompt": "c140-s4", "model": "mistral-small", "cat": "streaming-platforms", "variant": "budget", "raw": "StreamYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a simpler, all-in-one solution for live events, try StreamYard or Eventleaf."}, {"id": "mai-20260917-0922-baseline|c140-s4|mistral-small|Eventleaf", "prompt": "c140-s4", "model": "mistral-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Eventleaf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "try StreamYard or Eventleaf"}, {"id": "mai-20260917-0922-baseline|c140-s4|moonshot-small|Apache Kafka (Self-Hosted)", "prompt": "c140-s4", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka (Self-Hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Only consider Apache Kafka if you have dedicated DevOps resources or need specific Kafka ecosystem tools"}, {"id": "mai-20260917-0922-baseline|c140-s4|moonshot-small|Redpanda", "prompt": "c140-s4", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Redpanda offers the best balance of **low cost**, **ease of use**, and **future scalability**"}, {"id": "mai-20260917-0922-baseline|c140-s4|moonshot-small|Upstash Kafka", "prompt": "c140-s4", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Upstash Kafka", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Upstash Kafka was discontinued in March 2025"}, {"id": "mai-20260917-0922-baseline|c140-s4|moonshot-small|Apache Pulsar", "prompt": "c140-s4", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cons: Smaller community than Kafka, steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c140-s4|openai-small|Redpanda Cloud Serverless", "prompt": "c140-s4", "model": "openai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda Cloud Serverless", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **the best \"budget + ease\" choice**, I'd pick **Redpanda Cloud Serverless**."}, {"id": "mai-20260917-0922-baseline|c140-s4|openai-small|Redpanda Community Edition", "prompt": "c140-s4", "model": "openai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Absolute lowest cost:** **Self-managed Redpanda Community Edition**. It's free and Kafka-compatible, but you'll handle infrastructure and ops yourself."}, {"id": "mai-20260917-0922-baseline|c140-s4|openai-small|Apache Kafka", "prompt": "c140-s4", "model": "openai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "on a tight budget the managed options can get expensive, and self-managing Kafka usually adds substantial ops burden"}, {"id": "mai-20260917-0922-baseline|c140-s4|openai-small|Google's managed Kafka", "prompt": "c140-s4", "model": "openai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Google's managed Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Google's managed Kafka pricing is separate and calculator-based"}, {"id": "mai-20260917-0922-baseline|c140-s4|openai-small|AWS MSK", "prompt": "c140-s4", "model": "openai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "AWS MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS MSK is a managed service with its own production overhead"}, {"id": "mai-20260917-0922-baseline|c140-s4|openai-small|Pulsar", "prompt": "c140-s4", "model": "openai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "comparing **Kafka vs Redpanda vs Pulsar vs RabbitMQ** for small teams"}, {"id": "mai-20260917-0922-baseline|c140-s4|openai-small|RabbitMQ", "prompt": "c140-s4", "model": "openai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "RabbitMQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "comparing **Kafka vs Redpanda vs Pulsar vs RabbitMQ** for small teams"}, {"id": "mai-20260917-0922-baseline|c140-s4|xai-small|Apache Kafka (self-hosted open-source)", "prompt": "c140-s4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka (self-hosted open-source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apache Kafka (self-hosted open-source) is the best choice for a small company with a tight budget.**"}, {"id": "mai-20260917-0922-baseline|c140-s4|xai-small|Redpanda", "prompt": "c140-s4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "6–10x cheaper TCO than Kafka per benchmarks; drop-in Kafka API replacement. Great if you want simplicity."}, {"id": "mai-20260917-0922-baseline|c140-s4|xai-small|Confluent Cloud (managed Kafka)", "prompt": "c140-s4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Confluent Cloud (managed Kafka)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$0 Basic tier ... Fully managed, autoscaling | Zero upfront; scales to ~$50–300/month for small workloads."}, {"id": "mai-20260917-0922-baseline|c140-s4|xai-small|Google Pub/Sub", "prompt": "c140-s4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Google Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Simple pub/sub, but less feature-rich than Kafka for complex streaming."}, {"id": "mai-20260917-0922-baseline|c140-s4|xai-small|AWS Kinesis", "prompt": "c140-s4", "model": "xai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "AWS Kinesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple pub/sub, but less feature-rich than Kafka for complex streaming."}, {"id": "mai-20260917-0922-baseline|c140-s4|zai-small|Streamyard", "prompt": "c140-s4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Streamyard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**The Best Budget Choice: Streamyard (Free Tier)**"}, {"id": "mai-20260917-0922-baseline|c140-s4|zai-small|YouTube", "prompt": "c140-s4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "YouTube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unlike YouTube (which is free but ads or channel branding may apply)"}, {"id": "mai-20260917-0922-baseline|c140-s4|zai-small|Vimeo Start", "prompt": "c140-s4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Vimeo Start", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**The Best \"Professional\" Choice: Vimeo Start**"}, {"id": "mai-20260917-0922-baseline|c140-s4|zai-small|Zoom Pro", "prompt": "c140-s4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Zoom Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "don't have the budget for Zoom Pro ($15/user)"}, {"id": "mai-20260917-0922-baseline|c140-s4|zai-small|Hopin", "prompt": "c140-s4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Hopin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "don't have the budget for ... dedicated webinar platforms like Hopin"}, {"id": "mai-20260917-0922-baseline|c140-s4|zai-small|RabbitMQ", "prompt": "c140-s4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "RabbitMQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**The Best Budget Choice: RabbitMQ (Managed Cloud)**"}, {"id": "mai-20260917-0922-baseline|c140-s4|zai-small|Apache Kafka", "prompt": "c140-s4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "RabbitMQ is significantly cheaper and easier to manage than Apache Kafka"}, {"id": "mai-20260917-0922-baseline|c140-s4|zai-small|CloudAMQP", "prompt": "c140-s4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "CloudAMQP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**CloudAMQP** offers a free tier ... Start with **Streamyard** (for events) or **CloudAMQP** (for data)"}, {"id": "mai-20260917-0922-baseline|c140-s4|zai-small|Stackhero", "prompt": "c140-s4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Stackhero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Stackhero** also offers very affordable RabbitMQ hosting"}, {"id": "mai-20260917-0922-baseline|c140-s4|zai-small|NATS JetStream", "prompt": "c140-s4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "NATS JetStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**The Best Lightweight Choice: NATS JetStream**"}, {"id": "mai-20260917-0922-baseline|c140-s4|zai-small|Aiven", "prompt": "c140-s4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Aiven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Aiven** or **Hybrid Cloud NATS** offer affordable managed versions"}, {"id": "mai-20260917-0922-baseline|c140-s4|zai-small|Apache Pulsar", "prompt": "c140-s4", "model": "zai-small", "cat": "streaming-platforms", "variant": "budget", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Warning:** While the software is free, the *infrastructure* costs money... For a tiny budget, you are better off with **RabbitMQ** or **NATS**"}, {"id": "mai-20260917-0922-baseline|c140-s5|alibaba-small|Kafka", "prompt": "c140-s5", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "For a team of 30, \"self-hosted\" Kafka/ActiveMQ is often a trap."}, {"id": "mai-20260917-0922-baseline|c140-s5|alibaba-small|ActiveMQ", "prompt": "c140-s5", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "scale", "raw": "ActiveMQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "For a team of 30, \"self-hosted\" Kafka/ActiveMQ is often a trap."}, {"id": "mai-20260917-0922-baseline|c140-s5|alibaba-small|AWS MSK", "prompt": "c140-s5", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*Cons:* Higher egress fees; can be complex to configure deeply."}, {"id": "mai-20260917-0922-baseline|c140-s5|alibaba-small|Azure Event Hubs", "prompt": "c140-s5", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AWS MSK / Azure Event Hubs ... *Cons:* Higher egress fees"}, {"id": "mai-20260917-0922-baseline|c140-s5|alibaba-small|Redpanda", "prompt": "c140-s5", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The \"Modern & Efficient\" Choice (Recommended for Startups) *   **Redpanda:**"}, {"id": "mai-20260917-0922-baseline|c140-s5|alibaba-small|Confluent Cloud", "prompt": "c140-s5", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Pick a managed platform that supports standard protocols (like Confluent Cloud or Redpanda)"}, {"id": "mai-20260917-0922-baseline|c140-s5|anthropic-small|Kafka", "prompt": "c140-s5", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Platforms like Kafka, Pulsar, or managed services (AWS Kinesis, Google Pub/Sub, Azure Event Hubs)"}, {"id": "mai-20260917-0922-baseline|c140-s5|anthropic-small|Pulsar", "prompt": "c140-s5", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Platforms like Kafka, Pulsar, or managed services"}, {"id": "mai-20260917-0922-baseline|c140-s5|anthropic-small|AWS Kinesis", "prompt": "c140-s5", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS Kinesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "managed services (AWS Kinesis, Google Pub/Sub, Azure Event Hubs)"}, {"id": "mai-20260917-0922-baseline|c140-s5|anthropic-small|Google Pub/Sub", "prompt": "c140-s5", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Google Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "managed services (AWS Kinesis, Google Pub/Sub, Azure Event Hubs)"}, {"id": "mai-20260917-0922-baseline|c140-s5|anthropic-small|Azure Event Hubs", "prompt": "c140-s5", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "managed services (AWS Kinesis, Google Pub/Sub, Azure Event Hubs)"}, {"id": "mai-20260917-0922-baseline|c140-s5|challenger-small|Kafka", "prompt": "c140-s5", "model": "challenger-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare Kafka, Redpanda, Pulsar, Kinesis, and managed cloud options side by side"}, {"id": "mai-20260917-0922-baseline|c140-s5|challenger-small|Redpanda", "prompt": "c140-s5", "model": "challenger-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare Kafka, Redpanda, Pulsar, Kinesis, and managed cloud options side by side"}, {"id": "mai-20260917-0922-baseline|c140-s5|challenger-small|Pulsar", "prompt": "c140-s5", "model": "challenger-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare Kafka, Redpanda, Pulsar, Kinesis, and managed cloud options side by side"}, {"id": "mai-20260917-0922-baseline|c140-s5|challenger-small|Kinesis", "prompt": "c140-s5", "model": "challenger-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Kinesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare Kafka, Redpanda, Pulsar, Kinesis, and managed cloud options side by side"}, {"id": "mai-20260917-0922-baseline|c140-s5|deepseek-small|Confluent Cloud", "prompt": "c140-s5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Confluent Cloud** — most features, best for heavy Kafka use, freemium entry."}, {"id": "mai-20260917-0922-baseline|c140-s5|deepseek-small|AWS MSK", "prompt": "c140-s5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS MSK (or Serverless)** — great if you're AWS-native; pay for brokers + storage."}, {"id": "mai-20260917-0922-baseline|c140-s5|deepseek-small|Redpanda Cloud", "prompt": "c140-s5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Redpanda Cloud** — simplest ops, low latency, Kafka-compatible."}, {"id": "mai-20260917-0922-baseline|c140-s5|deepseek-small|Self-managed Kafka", "prompt": "c140-s5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Self-managed Kafka", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Self-managed Kafka** can cost **1–2 FTE of SRE time** — almost certainly not worth it for 30 people"}, {"id": "mai-20260917-0922-baseline|c140-s5|deepseek-small|AWS Kinesis", "prompt": "c140-s5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AWS Kinesis / Google Pub/Sub** — cheaper, simpler APIs if you don't need Kafka compatibility."}, {"id": "mai-20260917-0922-baseline|c140-s5|deepseek-small|Google Pub/Sub", "prompt": "c140-s5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Google Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**AWS Kinesis / Google Pub/Sub** — cheaper, simpler APIs if you don't need Kafka compatibility."}, {"id": "mai-20260917-0922-baseline|c140-s5|deepseek-small|NATS JetStream", "prompt": "c140-s5", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "scale", "raw": "NATS JetStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider whether a lightweight option (AWS Kinesis, Google Pub/Sub, or even NATS JetStream) meets your current needs more cheaply."}, {"id": "mai-20260917-0922-baseline|c140-s5|google-small|Apache Kafka", "prompt": "c140-s5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "do not host your own Apache Kafka cluster**. Managing ZooKeeper/KRaft, partitioning, brokers, and OS patching is a full-time job."}, {"id": "mai-20260917-0922-baseline|c140-s5|google-small|RabbitMQ", "prompt": "c140-s5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "RabbitMQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Message Queuing (RabbitMQ, SQS):** Best if you just need to pass tasks asynchronously between microservices"}, {"id": "mai-20260917-0922-baseline|c140-s5|google-small|SQS", "prompt": "c140-s5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "SQS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Message Queuing (RabbitMQ, SQS):** Best if you just need to pass tasks asynchronously"}, {"id": "mai-20260917-0922-baseline|c140-s5|google-small|Upstash (Serverless Kafka)", "prompt": "c140-s5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Upstash (Serverless Kafka)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Spend 1 day building a Proof of Concept (POC) using **Upstash** or **Redpanda Serverless**"}, {"id": "mai-20260917-0922-baseline|c140-s5|google-small|Redpanda Cloud", "prompt": "c140-s5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Spend 1 day building a Proof of Concept (POC) using **Upstash** or **Redpanda Serverless**"}, {"id": "mai-20260917-0922-baseline|c140-s5|google-small|Confluent Cloud", "prompt": "c140-s5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cons: Can quickly become very expensive if not carefully configured; sales motion is tailored more to enterprises than small startups."}, {"id": "mai-20260917-0922-baseline|c140-s5|google-small|AWS Kinesis", "prompt": "c140-s5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Teams already deeply embedded in AWS or GCP who want low-maintenance streaming."}, {"id": "mai-20260917-0922-baseline|c140-s5|google-small|GCP Pub/Sub", "prompt": "c140-s5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "GCP Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Teams already deeply embedded in AWS or GCP who want low-maintenance streaming."}, {"id": "mai-20260917-0922-baseline|c140-s5|google-small|NATS JetStream", "prompt": "c140-s5", "model": "google-small", "cat": "streaming-platforms", "variant": "scale", "raw": "NATS JetStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for: Highly distributed systems, IoT, or teams that want an incredibly fast, lightweight, and single-binary tool."}, {"id": "mai-20260917-0922-baseline|c140-s5|meta-small|IBM Event Streams", "prompt": "c140-s5", "model": "meta-small", "cat": "streaming-platforms", "variant": "scale", "raw": "IBM Event Streams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "IBM Event Streams: A fully managed event streaming platform built on Apache Kafka."}, {"id": "mai-20260917-0922-baseline|c140-s5|meta-small|Accelevents", "prompt": "c140-s5", "model": "meta-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Accelevents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Accelevents: A comprehensive event platform that includes live streaming, event management, and virtual event capabilities."}, {"id": "mai-20260917-0922-baseline|c140-s5|meta-small|Apache Kafka", "prompt": "c140-s5", "model": "meta-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Apache Kafka: An open-source event streaming platform that is widely used in the industry."}, {"id": "mai-20260917-0922-baseline|c140-s5|meta-small|Confluent Cloud", "prompt": "c140-s5", "model": "meta-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Confluent Cloud: A managed Kafka platform that provides a scalable and secure event streaming solution."}, {"id": "mai-20260917-0922-baseline|c140-s5|meta-small|Muvi Live", "prompt": "c140-s5", "model": "meta-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Muvi Live", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Muvi Live: A live event streaming platform that provides end-to-end event streaming capabilities."}, {"id": "mai-20260917-0922-baseline|c140-s5|minimax-small|AWS Kinesis", "prompt": "c140-s5", "model": "minimax-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS Kinesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AWS Kinesis | Already in AWS ecosystem | Vendor lock-in, pricing complexity"}, {"id": "mai-20260917-0922-baseline|c140-s5|minimax-small|Azure Event Hubs", "prompt": "c140-s5", "model": "minimax-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Azure Event Hubs | Microsoft shops | Less flexible"}, {"id": "mai-20260917-0922-baseline|c140-s5|minimax-small|Google Pub/Sub", "prompt": "c140-s5", "model": "minimax-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Google Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "cloud-native options (AWS Kinesis, Azure Event Hubs, Google Pub/Sub)"}, {"id": "mai-20260917-0922-baseline|c140-s5|minimax-small|Confluent", "prompt": "c140-s5", "model": "minimax-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Confluent Cloud | Enterprise features, rich ecosystem | Can get expensive"}, {"id": "mai-20260917-0922-baseline|c140-s5|minimax-small|Redpanda", "prompt": "c140-s5", "model": "minimax-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Redpanda and Aiven are often cited as good \"sweet spots\""}, {"id": "mai-20260917-0922-baseline|c140-s5|minimax-small|Aiven", "prompt": "c140-s5", "model": "minimax-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Aiven | Managed Kafka without operational pain | Mid-market focus"}, {"id": "mai-20260917-0922-baseline|c140-s5|mistral-small|Confluent Cloud", "prompt": "c140-s5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Do you want a managed service (e.g., Confluent Cloud, AWS MSK, Azure Event Hubs)"}, {"id": "mai-20260917-0922-baseline|c140-s5|mistral-small|AWS MSK", "prompt": "c140-s5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS MSK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "managed service (e.g., Confluent Cloud, AWS MSK, Azure Event Hubs)"}, {"id": "mai-20260917-0922-baseline|c140-s5|mistral-small|Azure Event Hubs", "prompt": "c140-s5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "managed service (e.g., Confluent Cloud, AWS MSK, Azure Event Hubs)"}, {"id": "mai-20260917-0922-baseline|c140-s5|mistral-small|Apache Kafka", "prompt": "c140-s5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Kafka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "self-hosted (e.g., Apache Kafka, Pulsar)"}, {"id": "mai-20260917-0922-baseline|c140-s5|mistral-small|Pulsar", "prompt": "c140-s5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "self-hosted (e.g., Apache Kafka, Pulsar)"}, {"id": "mai-20260917-0922-baseline|c140-s5|mistral-small|Confluent Platform", "prompt": "c140-s5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Likely candidates: Apache Kafka, Confluent Platform, AWS MSK, Azure Event Hubs, Google Pub/Sub, Pulsar, Redpanda, NATS, RabbitMQ"}, {"id": "mai-20260917-0922-baseline|c140-s5|mistral-small|Google Pub/Sub", "prompt": "c140-s5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Google Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Likely candidates: ... Google Pub/Sub, Pulsar, Redpanda, NATS, RabbitMQ (with plugins)"}, {"id": "mai-20260917-0922-baseline|c140-s5|mistral-small|Redpanda", "prompt": "c140-s5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Likely candidates: ... Redpanda, NATS, RabbitMQ (with plugins)"}, {"id": "mai-20260917-0922-baseline|c140-s5|mistral-small|NATS", "prompt": "c140-s5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "NATS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Likely candidates: ... NATS, RabbitMQ (with plugins)"}, {"id": "mai-20260917-0922-baseline|c140-s5|mistral-small|RabbitMQ", "prompt": "c140-s5", "model": "mistral-small", "cat": "streaming-platforms", "variant": "scale", "raw": "RabbitMQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "RabbitMQ (with plugins)"}, {"id": "mai-20260917-0922-baseline|c140-s5|moonshot-small|Confluent Cloud", "prompt": "c140-s5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Teams wanting Kafka without ops burden | Largest ecosystem, mature managed service | Higher cost at scale"}, {"id": "mai-20260917-0922-baseline|c140-s5|moonshot-small|AWS MSK", "prompt": "c140-s5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS-native environments | Fully managed, integrates with AWS analytics | AWS lock-in"}, {"id": "mai-20260917-0922-baseline|c140-s5|moonshot-small|Azure Event Hubs", "prompt": "c140-s5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure ecosystems | Zero infrastructure, Kafka-compatible | Azure-only"}, {"id": "mai-20260917-0922-baseline|c140-s5|moonshot-small|Redpanda", "prompt": "c140-s5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Performance-critical, cost-conscious | 10x faster tail latency, 3x fewer resources, single binary | Smaller ecosystem than Kafka"}, {"id": "mai-20260917-0922-baseline|c140-s5|moonshot-small|Apache Pulsar", "prompt": "c140-s5", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Strong multi-tenancy, geo-replication | Steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c140-s5|xai-small|Apache Kafka", "prompt": "c140-s5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Self-managing something like open-source Apache Kafka could require 1-2 FTEs for SRE tasks ... likely too much for your size"}, {"id": "mai-20260917-0922-baseline|c140-s5|xai-small|Confluent Cloud", "prompt": "c140-s5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Focus on fully managed options like Confluent Cloud, Amazon MSK/Kinesis, Google Cloud Pub/Sub, Azure Event Hubs"}, {"id": "mai-20260917-0922-baseline|c140-s5|xai-small|Amazon MSK/Kinesis", "prompt": "c140-s5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Amazon MSK/Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Easy (9/10), AWS integrations | AWS lock-in, weaker ecosystem"}, {"id": "mai-20260917-0922-baseline|c140-s5|xai-small|Google Cloud Pub/Sub", "prompt": "c140-s5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simplicity (9/10), global scale | Less flexible processing"}, {"id": "mai-20260917-0922-baseline|c140-s5|xai-small|Azure Event Hubs", "prompt": "c140-s5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hybrid Kafka support | Pricing opacity"}, {"id": "mai-20260917-0922-baseline|c140-s5|xai-small|Apache Pulsar", "prompt": "c140-s5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Pulsar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Segregated storage/compute (9/10 perf) | Smaller ecosystem (7/10)"}, {"id": "mai-20260917-0922-baseline|c140-s5|xai-small|StreamNative", "prompt": "c140-s5", "model": "xai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "StreamNative", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Apache Pulsar-based services (e.g., StreamNative)"}, {"id": "mai-20260917-0922-baseline|c140-s5|zai-small|Confluent Cloud", "prompt": "c140-s5", "model": "zai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist 2–3 platforms based on your answers (e.g., Confluent Cloud, AWS Kinesis, Redpanda)"}, {"id": "mai-20260917-0922-baseline|c140-s5|zai-small|AWS MSK", "prompt": "c140-s5", "model": "zai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS MSK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **AWS MSK** | Low–Medium | Medium | Kafka‑rich | AWS‑only, predictable throughput |"}, {"id": "mai-20260917-0922-baseline|c140-s5|zai-small|Azure Event Hubs", "prompt": "c140-s5", "model": "zai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Azure Event Hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Azure Event Hubs**: Good for Azure ecosystems, Kafka‑compatible."}, {"id": "mai-20260917-0922-baseline|c140-s5|zai-small|GCP Pub/Sub", "prompt": "c140-s5", "model": "zai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "GCP Pub/Sub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Google Cloud Pub/Sub**: Excellent for serverless, auto‑scaling, global delivery, but similar vendor lock‑in as Kinesis."}, {"id": "mai-20260917-0922-baseline|c140-s5|zai-small|AWS Kinesis", "prompt": "c140-s5", "model": "zai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "AWS Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Shortlist 2–3 platforms ... (e.g., Confluent Cloud, AWS Kinesis, Redpanda)"}, {"id": "mai-20260917-0922-baseline|c140-s5|zai-small|Redpanda", "prompt": "c140-s5", "model": "zai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You want Kafka compatibility with lower ops burden."}, {"id": "mai-20260917-0922-baseline|c140-s5|zai-small|Self‑Hosted Kafka (Apache Kafka)", "prompt": "c140-s5", "model": "zai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Self‑Hosted Kafka (Apache Kafka)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "High ops burden: cluster management, upgrades, scaling, monitoring. Requires dedicated DevOps/SRE effort"}, {"id": "mai-20260917-0922-baseline|c140-s5|zai-small|Apache Pulsar", "prompt": "c140-s5", "model": "zai-small", "cat": "streaming-platforms", "variant": "scale", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "steeper learning curve and smaller community for some use cases"}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|Apache Kafka", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While Apache Kafka is the industry standard, it is famously difficult to run correctly without a dedicated DevOps team."}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|Confluent Cloud", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use a **Managed Service** (like Confluent Cloud, Strimzi on Kubernetes, or Aiven) which handles the maintenance for you."}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|Strimzi", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Strimzi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use a **Managed Service** (like Confluent Cloud, Strimzi on Kubernetes, or Aiven)"}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|Aiven", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Aiven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use a **Managed Service** (like Confluent Cloud, Strimzi on Kubernetes, or Aiven)"}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|AWS Kinesis", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AWS Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Native services from hyperscalers (e.g., **AWS Kinesis**... offer ease of use but carry significant long-term risks."}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|Azure Event Hubs", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Proprietary \"Walled Garden\" Services (Strict Vendor Lock-in)... **Azure Event Hubs**... carry significant long-term risks"}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|Google Cloud Pub/Sub", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Google Cloud Pub/Sub**) offer ease of use but carry significant long-term risks."}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|Redpanda", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Better Alternative:** Use protocol-agnostic solutions (like **Redpanda** or **NATS**) that are portable across environments."}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|NATS", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "NATS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Use protocol-agnostic solutions (like **Redpanda** or **NATS**) that are portable across environments."}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|MuleSoft", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "MuleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Over-Engineered ETL Suites... (like MuleSoft or Tibco)... You will likely pay millions in license costs to access features you never use"}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|Tibco", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Tibco", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Full-fledged Enterprise Integration Platforms (like MuleSoft or Tibco)... heavy licensing fees, slow implementation cycles, and a steep learning curve."}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|AWS EventBridge", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AWS EventBridge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Look for **\"Serverless Event Buses\"** (like AWS EventBridge or Zapier Webhooks)"}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|Zapier Webhooks", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Zapier Webhooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Look for **\"Serverless Event Buses\"** (like AWS EventBridge or Zapier Webhooks)"}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|RabbitMQ", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "lightweight tools like **RabbitMQ** or **RocketMQ** for simple messaging needs"}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|RocketMQ", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RocketMQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "lightweight tools like **RabbitMQ** or **RocketMQ** for simple messaging needs"}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|YouTube/Facebook Live", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "YouTube/Facebook Live", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "**Avoid Social Media Only (YouTube/Facebook Live) for Professional Biz:** While free, they lack **white-labeling**"}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|StreamYard", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "StreamYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Look for interactive platforms specifically (like StreamYard or Zoom)."}, {"id": "mai-20260917-0922-baseline|c140-s6|alibaba-small|Zoom", "prompt": "c140-s6", "model": "alibaba-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Look for interactive platforms specifically (like StreamYard or Zoom)."}, {"id": "mai-20260917-0922-baseline|c140-s6|anthropic-small|Wowza", "prompt": "c140-s6", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Wowza", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Wowza's biggest drawback is its usage-metered billing structure (per-viewer/per-hour), which is risky for corporate events where attendance can spike unexpectedly"}, {"id": "mai-20260917-0922-baseline|c140-s6|anthropic-small|Livestorm", "prompt": "c140-s6", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Livestorm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "A common reason for avoiding Livestorm is the inability to host events on your own website"}, {"id": "mai-20260917-0922-baseline|c140-s6|anthropic-small|ON24", "prompt": "c140-s6", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "negative", "raw": "ON24", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "creates uncertainty for current ON24 and Goldcast customers around pricing, product direction, and feature consolidation"}, {"id": "mai-20260917-0922-baseline|c140-s6|anthropic-small|Goldcast", "prompt": "c140-s6", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Goldcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "creates uncertainty for current ON24 and Goldcast customers around pricing, product direction, and feature consolidation"}, {"id": "mai-20260917-0922-baseline|c140-s6|anthropic-small|YouTube", "prompt": "c140-s6", "model": "anthropic-small", "cat": "streaming-platforms", "variant": "negative", "raw": "YouTube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "With YouTube's unlisted links, there's a serious privacy concern... YouTube also tracks viewer data for advertising"}, {"id": "mai-20260917-0922-baseline|c140-s6|challenger-small|YouTube Live", "prompt": "c140-s6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "YouTube Live", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cautious about free consumer platforms** like **YouTube Live**"}, {"id": "mai-20260917-0922-baseline|c140-s6|challenger-small|Facebook/Instagram Live", "prompt": "c140-s6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Facebook/Instagram Live", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cautious about free consumer platforms** like **YouTube Live** and **Facebook/Instagram Live**"}, {"id": "mai-20260917-0922-baseline|c140-s6|challenger-small|Vimeo Livestream's premium tiers", "prompt": "c140-s6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Vimeo Livestream's premium tiers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cautious about **overly expensive enterprise platforms** ... such as **Vimeo Livestream's premium tiers**"}, {"id": "mai-20260917-0922-baseline|c140-s6|challenger-small|Panopto", "prompt": "c140-s6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Panopto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Tools that don't match the use case**, such as **Panopto** for public-facing livestreaming or monetization"}, {"id": "mai-20260917-0922-baseline|c140-s6|challenger-small|RabbitMQ", "prompt": "c140-s6", "model": "challenger-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**RabbitMQ** if you need Kafka-style event streaming rather than message queuing"}, {"id": "mai-20260917-0922-baseline|c140-s6|deepseek-small|Self-Hosted Apache Kafka", "prompt": "c140-s6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Self-Hosted Apache Kafka", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid anything that requires you to run a distributed cluster (self-hosted Kafka, Pulsar, multi-node ZooKeeper setups)"}, {"id": "mai-20260917-0922-baseline|c140-s6|deepseek-small|Apache Pulsar (self-hosted)", "prompt": "c140-s6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Pulsar (self-hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Pulsar is powerful but is explicitly not recommended for small scale or simple messaging."}, {"id": "mai-20260917-0922-baseline|c140-s6|deepseek-small|Apache ZooKeeper", "prompt": "c140-s6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache ZooKeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Any platform that forces you to run a multi-component cluster on your own is a red flag for a small business."}, {"id": "mai-20260917-0922-baseline|c140-s6|deepseek-small|Confluent Cloud", "prompt": "c140-s6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be cautious about the hidden costs of managed Kafka tiers"}, {"id": "mai-20260917-0922-baseline|c140-s6|deepseek-small|Amazon MSK", "prompt": "c140-s6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon MSK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Uses a **capacity-first model** — you provision brokers for peak load and pay 24/7, absorbing over-provisioning costs."}, {"id": "mai-20260917-0922-baseline|c140-s6|deepseek-small|RabbitMQ", "prompt": "c140-s6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Message queues** (RabbitMQ, NATS) for work distribution and simple reliability."}, {"id": "mai-20260917-0922-baseline|c140-s6|deepseek-small|NATS", "prompt": "c140-s6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "NATS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Message queues** (RabbitMQ, NATS) for work distribution and simple reliability."}, {"id": "mai-20260917-0922-baseline|c140-s6|deepseek-small|Amazon SQS", "prompt": "c140-s6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon SQS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Serverless/hosted queues** (Amazon SQS, Google Pub/Sub) — no cluster to manage"}, {"id": "mai-20260917-0922-baseline|c140-s6|deepseek-small|Google Pub/Sub", "prompt": "c140-s6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Serverless/hosted queues** (Amazon SQS, Google Pub/Sub) — no cluster to manage"}, {"id": "mai-20260917-0922-baseline|c140-s6|deepseek-small|Vercel Queues", "prompt": "c140-s6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Vercel Queues", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Vercel Queues** for serverless/database-backed durable topics."}, {"id": "mai-20260917-0922-baseline|c140-s6|deepseek-small|Redpanda", "prompt": "c140-s6", "model": "deepseek-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "consider **Redpanda**, which offers Kafka compatibility in a single binary with far simpler operations"}, {"id": "mai-20260917-0922-baseline|c140-s6|google-small|Self-Hosted Apache Kafka", "prompt": "c140-s6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Self-Hosted Apache Kafka", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid self-hosting.** The \"free\" software license will cost you thousands of dollars in engineering hours"}, {"id": "mai-20260917-0922-baseline|c140-s6|google-small|Self-Hosted Apache Pulsar", "prompt": "c140-s6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Self-Hosted Apache Pulsar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid.** Unless your business has a large, dedicated platform engineering department, Pulsar is massive overkill"}, {"id": "mai-20260917-0922-baseline|c140-s6|google-small|Apache Flink", "prompt": "c140-s6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Flink", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid.** Most small businesses can achieve their goals using standard database queries"}, {"id": "mai-20260917-0922-baseline|c140-s6|google-small|Confluent Cloud Enterprise", "prompt": "c140-s6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Cloud Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Proceed with extreme caution.** Pay close attention to pricing calculators, bandwidth limits, and data retention costs."}, {"id": "mai-20260917-0922-baseline|c140-s6|google-small|RabbitMQ", "prompt": "c140-s6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "can easily get by using simpler, lightweight message queues like **RabbitMQ** or **Redis Pub/Sub**"}, {"id": "mai-20260917-0922-baseline|c140-s6|google-small|Redis Pub/Sub", "prompt": "c140-s6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redis Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "simpler, lightweight message queues like **RabbitMQ** or **Redis Pub/Sub**"}, {"id": "mai-20260917-0922-baseline|c140-s6|google-small|Redpanda", "prompt": "c140-s6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redpanda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Look into modern, developer-friendly platforms like **Redpanda** (which is Kafka-compatible but written in C++"}, {"id": "mai-20260917-0922-baseline|c140-s6|google-small|Upstash Kafka", "prompt": "c140-s6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Upstash Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "serverless, pay-as-you-go providers like **Upstash Kafka** to keep costs strictly tied to usage"}, {"id": "mai-20260917-0922-baseline|c140-s6|google-small|Facebook Live", "prompt": "c140-s6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Facebook Live", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid as your primary hosting platform.**"}, {"id": "mai-20260917-0922-baseline|c140-s6|google-small|YouTube Live", "prompt": "c140-s6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "YouTube Live", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid as your primary hosting platform.**"}, {"id": "mai-20260917-0922-baseline|c140-s6|google-small|Instagram Live", "prompt": "c140-s6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Instagram Live", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Avoid as your primary hosting platform.**"}, {"id": "mai-20260917-0922-baseline|c140-s6|google-small|Zoom", "prompt": "c140-s6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**Avoid for major marketing events.**"}, {"id": "mai-20260917-0922-baseline|c140-s6|google-small|Teams", "prompt": "c140-s6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Standard Video Calling Platforms (e.g., Basic Zoom/Teams) for Large Events ... **Avoid for major marketing events.**"}, {"id": "mai-20260917-0922-baseline|c140-s6|google-small|Dacast", "prompt": "c140-s6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Dacast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Look for professional, mid-market business video platforms (such as **Dacast, Vimeo Enterprise, or Riverside.fm**)"}, {"id": "mai-20260917-0922-baseline|c140-s6|google-small|Vimeo Enterprise", "prompt": "c140-s6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Vimeo Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "such as **Dacast, Vimeo Enterprise, or Riverside.fm**"}, {"id": "mai-20260917-0922-baseline|c140-s6|google-small|Riverside.fm", "prompt": "c140-s6", "model": "google-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Riverside.fm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "such as **Dacast, Vimeo Enterprise, or Riverside.fm**"}, {"id": "mai-20260917-0922-baseline|c140-s6|meta-small|Vimeo Livestream", "prompt": "c140-s6", "model": "meta-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Vimeo Livestream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Vimeo Livestream, which is considered too expensive for small businesses"}, {"id": "mai-20260917-0922-baseline|c140-s6|meta-small|Facebook", "prompt": "c140-s6", "model": "meta-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Facebook", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "social media streaming platforms like Facebook, YouTube, and Instagram, which lack professional-grade features"}, {"id": "mai-20260917-0922-baseline|c140-s6|meta-small|YouTube", "prompt": "c140-s6", "model": "meta-small", "cat": "streaming-platforms", "variant": "negative", "raw": "YouTube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "social media streaming platforms like Facebook, YouTube, and Instagram, which lack professional-grade features"}, {"id": "mai-20260917-0922-baseline|c140-s6|meta-small|Instagram", "prompt": "c140-s6", "model": "meta-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Instagram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "social media streaming platforms like Facebook, YouTube, and Instagram, which lack professional-grade features"}, {"id": "mai-20260917-0922-baseline|c140-s6|minimax-small|Facebook Live", "prompt": "c140-s6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Facebook Live", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Free Social Media Platforms (Facebook Live, YouTube Live, Instagram Live)... Platforms to Avoid or Be Cautious About"}, {"id": "mai-20260917-0922-baseline|c140-s6|minimax-small|YouTube Live", "prompt": "c140-s6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "YouTube Live", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Free Social Media Platforms (Facebook Live, YouTube Live, Instagram Live)... No white-label service"}, {"id": "mai-20260917-0922-baseline|c140-s6|minimax-small|Instagram Live", "prompt": "c140-s6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Instagram Live", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Free Social Media Platforms (Facebook Live, YouTube Live, Instagram Live)... Limited monetization options"}, {"id": "mai-20260917-0922-baseline|c140-s6|minimax-small|Apache Kafka (Self-Hosted)", "prompt": "c140-s6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Kafka (Self-Hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High operational complexity... Can be overkill for small businesses with simple needs"}, {"id": "mai-20260917-0922-baseline|c140-s6|minimax-small|Apache Pulsar", "prompt": "c140-s6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Pulsar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Smaller ecosystem than Kafka - More complex architecture"}, {"id": "mai-20260917-0922-baseline|c140-s6|minimax-small|Vimeo", "prompt": "c140-s6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Vimeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For live streaming: Dedicated professional platforms like Vimeo, Dacast"}, {"id": "mai-20260917-0922-baseline|c140-s6|minimax-small|Dacast", "prompt": "c140-s6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Dacast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Dedicated professional platforms like Vimeo, Dacast, or specialized event streaming services"}, {"id": "mai-20260917-0922-baseline|c140-s6|minimax-small|Amazon Kinesis", "prompt": "c140-s6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon Kinesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Managed services like Amazon Kinesis, Azure Event Hubs, or Google Cloud Pub/Sub (lower operational overhead)"}, {"id": "mai-20260917-0922-baseline|c140-s6|minimax-small|Azure Event Hubs", "prompt": "c140-s6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Managed services like Amazon Kinesis, Azure Event Hubs, or Google Cloud Pub/Sub"}, {"id": "mai-20260917-0922-baseline|c140-s6|minimax-small|Google Cloud Pub/Sub", "prompt": "c140-s6", "model": "minimax-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Managed services like Amazon Kinesis, Azure Event Hubs, or Google Cloud Pub/Sub (lower operational overhead)"}, {"id": "mai-20260917-0922-baseline|c140-s6|moonshot-small|Self-Managed Apache Kafka", "prompt": "c140-s6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Self-Managed Apache Kafka", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is the #1 platform small businesses should avoid unless they have specific expertise and resources."}, {"id": "mai-20260917-0922-baseline|c140-s6|moonshot-small|Confluent Cloud", "prompt": "c140-s6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While Confluent Cloud is excellent for larger enterprises, small businesses should be cautious."}, {"id": "mai-20260917-0922-baseline|c140-s6|moonshot-small|AWS Kinesis", "prompt": "c140-s6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AWS Kinesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Complex pricing model** based on data volume that can surprise small businesses"}, {"id": "mai-20260917-0922-baseline|c140-s6|moonshot-small|YouTube Live", "prompt": "c140-s6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "YouTube Live", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "For business-critical event streaming (like webinars or corporate communications), avoid these."}, {"id": "mai-20260917-0922-baseline|c140-s6|moonshot-small|Facebook Live", "prompt": "c140-s6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Facebook Live", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "For business-critical event streaming (like webinars or corporate communications), avoid these."}, {"id": "mai-20260917-0922-baseline|c140-s6|moonshot-small|Aiven for Apache Kafka", "prompt": "c140-s6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Aiven for Apache Kafka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Aiven for Apache Kafka** - fully managed, can be set up in 10 minutes, pay-as-you-grow pricing"}, {"id": "mai-20260917-0922-baseline|c140-s6|moonshot-small|RabbitMQ", "prompt": "c140-s6", "model": "moonshot-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Simpler queue-based solutions** like RabbitMQ or cloud-native services"}, {"id": "mai-20260917-0922-baseline|c140-s6|openai-small|self-managed Apache Kafka", "prompt": "c140-s6", "model": "openai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "self-managed Apache Kafka", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid**: self-hosted Kafka unless you have streaming expertise."}, {"id": "mai-20260917-0922-baseline|c140-s6|openai-small|Amazon MSK", "prompt": "c140-s6", "model": "openai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon MSK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Be cautious**: managed Kafka (like MSK) if you’re cost-sensitive or small-team."}, {"id": "mai-20260917-0922-baseline|c140-s6|xai-small|Apache Kafka (self-hosted)", "prompt": "c140-s6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Kafka (self-hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid**: Steep learning curve, complex cluster setup/operations"}, {"id": "mai-20260917-0922-baseline|c140-s6|xai-small|Confluent Cloud (or Confluent Platform)", "prompt": "c140-s6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Cloud (or Confluent Platform)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why cautious**: Starts simple but pricing escalates quickly"}, {"id": "mai-20260917-0922-baseline|c140-s6|xai-small|Amazon Kinesis Data Streams", "prompt": "c140-s6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Amazon Kinesis Data Streams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why cautious**: Pay-per-use sounds good ... costs grow unpredictably"}, {"id": "mai-20260917-0922-baseline|c140-s6|xai-small|Azure Event Hubs", "prompt": "c140-s6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Azure Event Hubs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Small biz fit**: Skip unless you're all-in on Azure/Google."}, {"id": "mai-20260917-0922-baseline|c140-s6|xai-small|Google Cloud Pub/Sub", "prompt": "c140-s6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Cloud Pub/Sub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Small biz fit**: Skip unless you're all-in on Azure/Google."}, {"id": "mai-20260917-0922-baseline|c140-s6|xai-small|Redis Streams", "prompt": "c140-s6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redis Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Alternatives to prefer**: For lightweight needs ... consider Redis Streams"}, {"id": "mai-20260917-0922-baseline|c140-s6|xai-small|RabbitMQ", "prompt": "c140-s6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider Redis Streams, RabbitMQ, NATS"}, {"id": "mai-20260917-0922-baseline|c140-s6|xai-small|NATS", "prompt": "c140-s6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "NATS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consider Redis Streams, RabbitMQ, NATS"}, {"id": "mai-20260917-0922-baseline|c140-s6|xai-small|AWS SNS/SQS", "prompt": "c140-s6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AWS SNS/SQS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "cloud-lite options like AWS SNS/SQS"}, {"id": "mai-20260917-0922-baseline|c140-s6|xai-small|StreamYard", "prompt": "c140-s6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "StreamYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Fully managed video/event tools like StreamYard or YouTube Live suit non-data-heavy streaming."}, {"id": "mai-20260917-0922-baseline|c140-s6|xai-small|YouTube Live", "prompt": "c140-s6", "model": "xai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "YouTube Live", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Fully managed video/event tools like StreamYard or YouTube Live suit non-data-heavy streaming."}, {"id": "mai-20260917-0922-baseline|c140-s6|zai-small|Apache Kafka (Self-Managed)", "prompt": "c140-s6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Kafka (Self-Managed)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict: AVOID for small teams without dedicated DevOps staff."}, {"id": "mai-20260917-0922-baseline|c140-s6|zai-small|Apache Pulsar", "prompt": "c140-s6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Apache Pulsar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Verdict: AVOID unless you have a multi-tenant platform team."}, {"id": "mai-20260917-0922-baseline|c140-s6|zai-small|RabbitMQ (Self-Managed)", "prompt": "c140-s6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "RabbitMQ (Self-Managed)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Verdict: BE CAUTIOUS if you need high reliability."}, {"id": "mai-20260917-0922-baseline|c140-s6|zai-small|Facebook Live", "prompt": "c140-s6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Facebook Live", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Verdict: AVOID for professional business events."}, {"id": "mai-20260917-0922-baseline|c140-s6|zai-small|Instagram Live", "prompt": "c140-s6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Instagram Live", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Verdict: AVOID for professional business events."}, {"id": "mai-20260917-0922-baseline|c140-s6|zai-small|TikTok Live", "prompt": "c140-s6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "TikTok Live", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Verdict: AVOID for professional business events."}, {"id": "mai-20260917-0922-baseline|c140-s6|zai-small|Zoom", "prompt": "c140-s6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Verdict: AVOID for \"Events\" with more than 50 attendees."}, {"id": "mai-20260917-0922-baseline|c140-s6|zai-small|Google Meet", "prompt": "c140-s6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Google Meet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Verdict: AVOID for \"Events\" with more than 50 attendees."}, {"id": "mai-20260917-0922-baseline|c140-s6|zai-small|AWS MSK", "prompt": "c140-s6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AWS MSK", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "For a small business, the better alternatives are: For Backend: Managed cloud services (like **AWS MSK**, **Confluent Cloud**, or **Redis Streams**)"}, {"id": "mai-20260917-0922-baseline|c140-s6|zai-small|Confluent Cloud", "prompt": "c140-s6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Confluent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Managed cloud services (like **AWS MSK**, **Confluent Cloud**, or **Redis Streams**)"}, {"id": "mai-20260917-0922-baseline|c140-s6|zai-small|Redis Streams", "prompt": "c140-s6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Redis Streams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Managed cloud services (like **AWS MSK**, **Confluent Cloud**, or **Redis Streams**)"}, {"id": "mai-20260917-0922-baseline|c140-s6|zai-small|AWS SQS", "prompt": "c140-s6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "AWS SQS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "or simple message queues (like **AWS SQS**)"}, {"id": "mai-20260917-0922-baseline|c140-s6|zai-small|Zoom Webinar", "prompt": "c140-s6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "Zoom Webinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Professional event platforms (like **Zoom Webinar**, **StreamYard**, or **YouTube Premium**)"}, {"id": "mai-20260917-0922-baseline|c140-s6|zai-small|StreamYard", "prompt": "c140-s6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "StreamYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Professional event platforms (like **Zoom Webinar**, **StreamYard**, or **YouTube Premium**)"}, {"id": "mai-20260917-0922-baseline|c140-s6|zai-small|YouTube Premium", "prompt": "c140-s6", "model": "zai-small", "cat": "streaming-platforms", "variant": "negative", "raw": "YouTube Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Professional event platforms (like **Zoom Webinar**, **StreamYard**, or **YouTube Premium**)"}, {"id": "mai-20260917-0922-baseline|c141-l1|alibaba-small|Matillion", "prompt": "c141-l1", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Matillion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Matillion is often considered the gold standard"}, {"id": "mai-20260917-0922-baseline|c141-l1|alibaba-small|Fivetran", "prompt": "c141-l1", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fivetran is the leading ELT (Extract, Load, Transform) solution"}, {"id": "mai-20260917-0922-baseline|c141-l1|alibaba-small|Informatica", "prompt": "c141-l1", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Informatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "requires heavy governance/security, Informatica remains the king"}, {"id": "mai-20260917-0922-baseline|c141-l1|alibaba-small|Azure Data Factory (ADF)", "prompt": "c141-l1", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Azure Data Factory (ADF)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your enterprise is built on the Microsoft stack ... ADF is the logical choice"}, {"id": "mai-20260917-0922-baseline|c141-l1|alibaba-small|dbt (data build tool)", "prompt": "c141-l1", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "direct", "raw": "dbt (data build tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "then using **dbt (data build tool)** to transform that raw data into usable tables"}, {"id": "mai-20260917-0922-baseline|c141-l1|anthropic-small|Informatica PowerCenter", "prompt": "c141-l1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Industry-leading for enterprise data integration with strong data quality features, governance, and scalability. Excellent for complex B2B data workflows."}, {"id": "mai-20260917-0922-baseline|c141-l1|anthropic-small|Talend", "prompt": "c141-l1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Talend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Open-source and commercial options, user-friendly interface, strong cloud support, and good for hybrid environments."}, {"id": "mai-20260917-0922-baseline|c141-l1|anthropic-small|Apache NiFi", "prompt": "c141-l1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Apache NiFi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source, strong for real-time data flows, excellent for enterprise complexity and customization."}, {"id": "mai-20260917-0922-baseline|c141-l1|anthropic-small|SSIS (SQL Server Integration Services)", "prompt": "c141-l1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "SSIS (SQL Server Integration Services)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're in the Microsoft ecosystem, it's tightly integrated and cost-effective."}, {"id": "mai-20260917-0922-baseline|c141-l1|anthropic-small|Alteryx", "prompt": "c141-l1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Alteryx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great for analytics-focused workflows with a strong visual interface."}, {"id": "mai-20260917-0922-baseline|c141-l1|anthropic-small|Matillion", "prompt": "c141-l1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cloud-native ETL, particularly strong for cloud data warehouses"}, {"id": "mai-20260917-0922-baseline|c141-l1|anthropic-small|Stitch Data", "prompt": "c141-l1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Stitch Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud-focused, good for straightforward data pipeline needs."}, {"id": "mai-20260917-0922-baseline|c141-l1|challenger-small|Fivetran", "prompt": "c141-l1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose Fivetran for most enterprise B2B data stacks"}, {"id": "mai-20260917-0922-baseline|c141-l1|challenger-small|Informatica", "prompt": "c141-l1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Informatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose Informatica if governance/compliance is the top priority"}, {"id": "mai-20260917-0922-baseline|c141-l1|challenger-small|Talend", "prompt": "c141-l1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Talend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **enterprise governance**, complex data controls, and regulated environments"}, {"id": "mai-20260917-0922-baseline|c141-l1|challenger-small|IBM DataStage", "prompt": "c141-l1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "IBM DataStage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for **enterprise governance**, complex data controls, and regulated environments"}, {"id": "mai-20260917-0922-baseline|c141-l1|challenger-small|dbt", "prompt": "c141-l1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if your team wants **warehouse-native transformations**"}, {"id": "mai-20260917-0922-baseline|c141-l1|challenger-small|Airbyte", "prompt": "c141-l1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best if you want **open-source extensibility** and more control"}, {"id": "mai-20260917-0922-baseline|c141-l1|challenger-small|Integrate.io", "prompt": "c141-l1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "several 2026 lists position it as a strong **all-around enterprise ETL** option"}, {"id": "mai-20260917-0922-baseline|c141-l1|challenger-small|LeadJourney", "prompt": "c141-l1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "LeadJourney", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "one source argues **LeadJourney** is best because it is built for attribution intelligence"}, {"id": "mai-20260917-0922-baseline|c141-l1|deepseek-small|Fivetran", "prompt": "c141-l1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the most hands-off, reliable, enterprise-grade solution and have budget, choose **Fivetran + dbt + Snowflake**"}, {"id": "mai-20260917-0922-baseline|c141-l1|deepseek-small|Airbyte", "prompt": "c141-l1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for cost-conscious or highly custom teams → Airbyte (open-source) + dbt"}, {"id": "mai-20260917-0922-baseline|c141-l1|deepseek-small|dbt", "prompt": "c141-l1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**dbt** for **transformation** — modeling that data in your warehouse"}, {"id": "mai-20260917-0922-baseline|c141-l1|deepseek-small|Airflow", "prompt": "c141-l1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airflow / Dagster** for **orchestration** (if needed)"}, {"id": "mai-20260917-0922-baseline|c141-l1|deepseek-small|Dagster", "prompt": "c141-l1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Airflow / Dagster** for **orchestration** (if needed)"}, {"id": "mai-20260917-0922-baseline|c141-l1|deepseek-small|Matillion", "prompt": "c141-l1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good — native warehouse connectors, but no-code/visual focus"}, {"id": "mai-20260917-0922-baseline|c141-l1|deepseek-small|AWS Glue", "prompt": "c141-l1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you're deeply cloud-locked → AWS Glue / ADF / Dataflow"}, {"id": "mai-20260917-0922-baseline|c141-l1|deepseek-small|Azure Data Factory", "prompt": "c141-l1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you're all-in on AWS, Azure, or GCP, the native services are cheapest and best integrated"}, {"id": "mai-20260917-0922-baseline|c141-l1|deepseek-small|Google Dataflow", "prompt": "c141-l1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Google Dataflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "choose **AWS Glue / Dataflow / ADF**"}, {"id": "mai-20260917-0922-baseline|c141-l1|deepseek-small|Stitch", "prompt": "c141-l1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Stitch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Fading — limited connectors, pricing can escalate"}, {"id": "mai-20260917-0922-baseline|c141-l1|deepseek-small|Integrate.io", "prompt": "c141-l1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Decent for mid-market"}, {"id": "mai-20260917-0922-baseline|c141-l1|deepseek-small|Hevo", "prompt": "c141-l1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Reasonable alternatives to Fivetran"}, {"id": "mai-20260917-0922-baseline|c141-l1|deepseek-small|Rivery", "prompt": "c141-l1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Rivery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Reasonable alternatives to Fivetran"}, {"id": "mai-20260917-0922-baseline|c141-l1|google-small|Fivetran", "prompt": "c141-l1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fivetran** (for ingestion) paired with **dbt** (for transformation) is the industry-standard ELT (Extract, Load, Transform) stack."}, {"id": "mai-20260917-0922-baseline|c141-l1|google-small|dbt", "prompt": "c141-l1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "dbt allows your analytics engineers to write SQL to transform it"}, {"id": "mai-20260917-0922-baseline|c141-l1|google-small|Informatica\ns Intelligent Data Management Cloud (IDMC)", "prompt": "c141-l1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Informatica\ns Intelligent Data Management Cloud (IDMC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "remains the gold standard ... The Catch: It has a very steep learning curve and high enterprise licensing costs"}, {"id": "mai-20260917-0922-baseline|c141-l1|google-small|Hevo Data", "prompt": "c141-l1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "managed platforms like **Hevo Data** or **Integrate.io** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c141-l1|google-small|Integrate.io", "prompt": "c141-l1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Integrate.io is a low-code/no-code alternative that offers flat-fee pricing"}, {"id": "mai-20260917-0922-baseline|c141-l1|google-small|Confluent", "prompt": "c141-l1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Confluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Confluent** (built on Apache Kafka, now under IBM) is the market leader for enterprise-grade event streaming."}, {"id": "mai-20260917-0922-baseline|c141-l1|google-small|Estuary Flow", "prompt": "c141-l1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Estuary Flow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Estuary Flow** has emerged as a top choice for real-time pipeline creation using managed connectors"}, {"id": "mai-20260917-0922-baseline|c141-l1|google-small|Hightouch", "prompt": "c141-l1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Hightouch** and **Census** are the dominant \"Reverse ETL\" platforms."}, {"id": "mai-20260917-0922-baseline|c141-l1|google-small|Census", "prompt": "c141-l1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Hightouch** and **Census** are the dominant \"Reverse ETL\" platforms."}, {"id": "mai-20260917-0922-baseline|c141-l1|meta-small|Oracle", "prompt": "c141-l1", "model": "meta-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top ETL tools for enterprise data integration include Oracle, Databricks, and DuckDB."}, {"id": "mai-20260917-0922-baseline|c141-l1|meta-small|Databricks", "prompt": "c141-l1", "model": "meta-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top ETL tools for enterprise data integration include Oracle, Databricks, and DuckDB."}, {"id": "mai-20260917-0922-baseline|c141-l1|meta-small|DuckDB", "prompt": "c141-l1", "model": "meta-small", "cat": "etl-and-elt", "variant": "direct", "raw": "DuckDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top ETL tools for enterprise data integration include Oracle, Databricks, and DuckDB."}, {"id": "mai-20260917-0922-baseline|c141-l1|minimax-small|Informatica", "prompt": "c141-l1", "model": "minimax-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Informatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Informatica** or **Fivetran** are the leading choices"}, {"id": "mai-20260917-0922-baseline|c141-l1|minimax-small|Fivetran", "prompt": "c141-l1", "model": "minimax-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Informatica** or **Fivetran** are the leading choices"}, {"id": "mai-20260917-0922-baseline|c141-l1|minimax-small|Matillion", "prompt": "c141-l1", "model": "minimax-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Matillion** as an excellent alternative for cloud-native environments"}, {"id": "mai-20260917-0922-baseline|c141-l1|minimax-small|Integrate.io", "prompt": "c141-l1", "model": "minimax-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Mid-market enterprises needing ETL + Reverse ETL + CDC"}, {"id": "mai-20260917-0922-baseline|c141-l1|minimax-small|Talend", "prompt": "c141-l1", "model": "minimax-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Talend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Flexible data integration needs"}, {"id": "mai-20260917-0922-baseline|c141-l1|mistral-small|Oracle Data Integration", "prompt": "c141-l1", "model": "mistral-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Oracle Data Integration", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Offers a full spectrum of tools for both traditional and modern use cases"}, {"id": "mai-20260917-0922-baseline|c141-l1|mistral-small|Databricks", "prompt": "c141-l1", "model": "mistral-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Known for streamlining ETL and analytics with scalable notebooks"}, {"id": "mai-20260917-0922-baseline|c141-l1|mistral-small|Hevo Data", "prompt": "c141-l1", "model": "mistral-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hevo Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Recommended for its ease of use and ability to handle real-time data integration"}, {"id": "mai-20260917-0922-baseline|c141-l1|mistral-small|Informatica PowerCenter", "prompt": "c141-l1", "model": "mistral-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A long-standing leader in enterprise ETL"}, {"id": "mai-20260917-0922-baseline|c141-l1|mistral-small|Talend", "prompt": "c141-l1", "model": "mistral-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Talend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers both open-source and enterprise versions, with strong data governance"}, {"id": "mai-20260917-0922-baseline|c141-l1|moonshot-small|Fivetran", "prompt": "c141-l1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fast-growing B2B SaaS company** → **Fivetran** or **Airbyte** for quick setup and scalability"}, {"id": "mai-20260917-0922-baseline|c141-l1|moonshot-small|Airbyte", "prompt": "c141-l1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fivetran** or **Airbyte** for quick setup and scalability"}, {"id": "mai-20260917-0922-baseline|c141-l1|moonshot-small|Hevo", "prompt": "c141-l1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need predictable pricing** → **Hevo**"}, {"id": "mai-20260917-0922-baseline|c141-l1|moonshot-small|Informatica PowerCenter", "prompt": "c141-l1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher cost, steep learning curve, requires dedicated ETL team"}, {"id": "mai-20260917-0922-baseline|c141-l1|moonshot-small|Talend (Qlik)", "prompt": "c141-l1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Talend (Qlik)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Quote-based pricing, complex for smaller teams"}, {"id": "mai-20260917-0922-baseline|c141-l1|moonshot-small|IBM DataStage", "prompt": "c141-l1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "IBM DataStage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise pricing, specialized expertise required"}, {"id": "mai-20260917-0922-baseline|c141-l1|moonshot-small|AWS Glue", "prompt": "c141-l1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Microsoft/AWS cloud committed** → Native solutions (**Azure Data Factory** / **AWS Glue**)"}, {"id": "mai-20260917-0922-baseline|c141-l1|moonshot-small|Azure Data Factory", "prompt": "c141-l1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Native Azure integration, visual authoring"}, {"id": "mai-20260917-0922-baseline|c141-l1|moonshot-small|Databricks", "prompt": "c141-l1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Databricks** | Scalable analytics & ML | Unified analytics platform, notebook-based ETL"}, {"id": "mai-20260917-0922-baseline|c141-l1|moonshot-small|Integrate.io", "prompt": "c141-l1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "fixed-fee tools like **Integrate.io**"}, {"id": "mai-20260917-0922-baseline|c141-l1|openai-small|Fivetran", "prompt": "c141-l1", "model": "openai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the safest default for most enterprise B2B teams: _Fivetran_"}, {"id": "mai-20260917-0922-baseline|c141-l1|openai-small|Informatica", "prompt": "c141-l1", "model": "openai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Informatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you have lots of **legacy, on-prem, governance-heavy enterprise ETL** needs"}, {"id": "mai-20260917-0922-baseline|c141-l1|openai-small|IBM DataStage", "prompt": "c141-l1", "model": "openai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "IBM DataStage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if you have lots of **legacy, on-prem, governance-heavy enterprise ETL** needs"}, {"id": "mai-20260917-0922-baseline|c141-l1|openai-small|Talend", "prompt": "c141-l1", "model": "openai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Talend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Informatica / IBM DataStage / Talend"}, {"id": "mai-20260917-0922-baseline|c141-l1|openai-small|Matillion", "prompt": "c141-l1", "model": "openai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good if you're mostly **cloud warehouse-centric** and want pushdown transformations"}, {"id": "mai-20260917-0922-baseline|c141-l1|openai-small|Airbyte", "prompt": "c141-l1", "model": "openai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "strong if you want **open source, flexibility, or self-hosting** and can accept more hands-on management"}, {"id": "mai-20260917-0922-baseline|c141-l1|xai-small|Informatica IDMC", "prompt": "c141-l1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Informatica IDMC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Informatica** or **Matillion** if you need proven enterprise reliability and scalability."}, {"id": "mai-20260917-0922-baseline|c141-l1|xai-small|IBM DataStage", "prompt": "c141-l1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "IBM DataStage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leader for 19 years; strong for batch/real-time ETL, streaming, and mainframes."}, {"id": "mai-20260917-0922-baseline|c141-l1|xai-small|AWS Glue", "prompt": "c141-l1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leader; serverless, cost-effective for AWS users."}, {"id": "mai-20260917-0922-baseline|c141-l1|xai-small|Google Cloud (Dataflow/BigQuery)", "prompt": "c141-l1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Google Cloud (Dataflow/BigQuery)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leader; excels in serverless pipelines and AI/ML integration."}, {"id": "mai-20260917-0922-baseline|c141-l1|xai-small|Microsoft (Azure Data Factory)", "prompt": "c141-l1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Microsoft (Azure Data Factory)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others like Microsoft (Azure Data Factory) and Oracle frequently lead."}, {"id": "mai-20260917-0922-baseline|c141-l1|xai-small|Oracle", "prompt": "c141-l1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like Microsoft (Azure Data Factory) and Oracle frequently lead."}, {"id": "mai-20260917-0922-baseline|c141-l1|xai-small|Databricks", "prompt": "c141-l1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Fivetran + dbt** (for transforms) or **Databricks** shines"}, {"id": "mai-20260917-0922-baseline|c141-l1|xai-small|Matillion", "prompt": "c141-l1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Matillion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Start with **Informatica** or **Matillion** if you need proven enterprise reliability and scalability."}, {"id": "mai-20260917-0922-baseline|c141-l1|xai-small|Fivetran", "prompt": "c141-l1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For cloud-native B2B (e.g., integrating customer usage data), **Fivetran + dbt** (for transforms)"}, {"id": "mai-20260917-0922-baseline|c141-l1|xai-small|Airbyte", "prompt": "c141-l1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Open-source, 700+ connectors; cost-effective, extensible for custom B2B sources."}, {"id": "mai-20260917-0922-baseline|c141-l1|xai-small|dbt", "prompt": "c141-l1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Fivetran + dbt** (for transforms)"}, {"id": "mai-20260917-0922-baseline|c141-l1|zai-small|Informatica IDMC", "prompt": "c141-l1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Informatica IDMC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Informatica IDMC** | Unified governance, MDM, large-scale integration"}, {"id": "mai-20260917-0922-baseline|c141-l1|zai-small|Fivetran", "prompt": "c141-l1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Fivetran** | Hands-off managed ELT pipelines"}, {"id": "mai-20260917-0922-baseline|c141-l1|zai-small|MuleSoft", "prompt": "c141-l1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**MuleSoft** | Complex enterprise iPaaS, API management"}, {"id": "mai-20260917-0922-baseline|c141-l1|zai-small|Talend", "prompt": "c141-l1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Talend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Talend** | Open-source-friendly enterprise integration"}, {"id": "mai-20260917-0922-baseline|c141-l1|zai-small|Matillion", "prompt": "c141-l1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Matillion** | Low-code, warehouse-native transformation"}, {"id": "mai-20260917-0922-baseline|c141-l1|zai-small|Airbyte", "prompt": "c141-l1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Airbyte** | Open-source, self-hosted ELT"}, {"id": "mai-20260917-0922-baseline|c141-l1|zai-small|Ab Initio", "prompt": "c141-l1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Ab Initio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Ab Initio** | Complex data processing, high-volume enterprise workloads"}, {"id": "mai-20260917-0922-baseline|c141-l1|zai-small|Nexla", "prompt": "c141-l1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Nexla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Nexla** | Enterprise data integration & automation"}, {"id": "mai-20260917-0922-baseline|c141-l2|alibaba-small|Fivetran", "prompt": "c141-l2", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most large B2B companies start with **Fivetran** for ingestion due to its massive connector library and reliability"}, {"id": "mai-20260917-0922-baseline|c141-l2|alibaba-small|Matillion (now Maia)", "prompt": "c141-l2", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Matillion (now Maia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Matillion is the strongest contender"}, {"id": "mai-20260917-0922-baseline|c141-l2|alibaba-small|Airbyte", "prompt": "c141-l2", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Airbyte is the leading open-source alternative"}, {"id": "mai-20260917-0922-baseline|c141-l2|alibaba-small|dbt (data build tool)", "prompt": "c141-l2", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt (data build tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Using **dbt** alongside Fivetran is the current gold standard"}, {"id": "mai-20260917-0922-baseline|c141-l2|anthropic-small|Fivetran", "prompt": "c141-l2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fivetran offers a fully managed, reliable experience that automates schema updates, sync failures, and connector maintenance."}, {"id": "mai-20260917-0922-baseline|c141-l2|anthropic-small|Integrate.io", "prompt": "c141-l2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "all of which point toward Fivetran or enterprise-grade platforms like Integrate.io"}, {"id": "mai-20260917-0922-baseline|c141-l2|anthropic-small|Informatica PowerCenter", "prompt": "c141-l2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For organizations with legacy systems, strict compliance, and large engineering teams, Informatica PowerCenter ... are suitable."}, {"id": "mai-20260917-0922-baseline|c141-l2|anthropic-small|IBM Infosphere Datastage", "prompt": "c141-l2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "IBM Infosphere Datastage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Informatica PowerCenter, IBM Infosphere Datastage, or Azure Data Factory are suitable."}, {"id": "mai-20260917-0922-baseline|c141-l2|anthropic-small|Azure Data Factory", "prompt": "c141-l2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Informatica PowerCenter, IBM Infosphere Datastage, or Azure Data Factory are suitable."}, {"id": "mai-20260917-0922-baseline|c141-l2|anthropic-small|dbt Cloud", "prompt": "c141-l2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fivetran + dbt Cloud is the most popular production stack in 2026"}, {"id": "mai-20260917-0922-baseline|c141-l2|anthropic-small|Apache Airflow", "prompt": "c141-l2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "with Apache Airflow for orchestration"}, {"id": "mai-20260917-0922-baseline|c141-l2|challenger-small|Fivetran", "prompt": "c141-l2", "model": "challenger-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single recommendation, choose **Fivetran** for most large enterprises"}, {"id": "mai-20260917-0922-baseline|c141-l2|challenger-small|Matillion", "prompt": "c141-l2", "model": "challenger-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best when ELT complexity is higher: Matillion**"}, {"id": "mai-20260917-0922-baseline|c141-l2|challenger-small|Informatica", "prompt": "c141-l2", "model": "challenger-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Informatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Informatica or Talend** are often better enterprise integration fits"}, {"id": "mai-20260917-0922-baseline|c141-l2|challenger-small|Talend", "prompt": "c141-l2", "model": "challenger-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Talend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Informatica or Talend** are often better enterprise integration fits"}, {"id": "mai-20260917-0922-baseline|c141-l2|deepseek-small|Fivetran", "prompt": "c141-l2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fivetran — for extraction/loading (the \"E\" and \"L\")"}, {"id": "mai-20260917-0922-baseline|c141-l2|deepseek-small|dbt", "prompt": "c141-l2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "dbt — for transformation (the \"T\")"}, {"id": "mai-20260917-0922-baseline|c141-l2|deepseek-small|Snowflake", "prompt": "c141-l2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Snowflake is the de facto choice for enterprise SQL-first analytics"}, {"id": "mai-20260917-0922-baseline|c141-l2|deepseek-small|Airflow", "prompt": "c141-l2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **Airflow or Dagster** for orchestration"}, {"id": "mai-20260917-0922-baseline|c141-l2|deepseek-small|Dagster", "prompt": "c141-l2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "with **Airflow or Dagster** for orchestration"}, {"id": "mai-20260917-0922-baseline|c141-l2|deepseek-small|Airbyte", "prompt": "c141-l2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Airbyte's open-source path** (paired with dbt) can deliver similar capability far cheaper — at the cost of self-managed reliability"}, {"id": "mai-20260917-0922-baseline|c141-l2|deepseek-small|Informatica / Qlik Talend", "prompt": "c141-l2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Informatica / Qlik Talend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Heavy, steep learning curve, high cost"}, {"id": "mai-20260917-0922-baseline|c141-l2|deepseek-small|Matillion", "prompt": "c141-l2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong, but narrower than Fivetran"}, {"id": "mai-20260917-0922-baseline|c141-l2|google-small|Fivetran", "prompt": "c141-l2", "model": "google-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fivetran** is the industry gold standard."}, {"id": "mai-20260917-0922-baseline|c141-l2|google-small|Airbyte", "prompt": "c141-l2", "model": "google-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Airbyte** is the ideal solution."}, {"id": "mai-20260917-0922-baseline|c141-l2|google-small|Matillion (Maia)", "prompt": "c141-l2", "model": "google-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Matillion (Maia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Matillion (rebranded as Maia)** is a powerful choice."}, {"id": "mai-20260917-0922-baseline|c141-l2|google-small|Informatica", "prompt": "c141-l2", "model": "google-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Informatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Informatica** is often the required enterprise path."}, {"id": "mai-20260917-0922-baseline|c141-l2|meta-small|Rivery", "prompt": "c141-l2", "model": "meta-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Rivery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Rivery: A cloud-based ELT tool that offers a no-code or custom code solution for building end-to-end data pipelines."}, {"id": "mai-20260917-0922-baseline|c141-l2|meta-small|Integrate.io", "prompt": "c141-l2", "model": "meta-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A low-code data pipeline platform that supports ETL, ELT, CDC, and Reverse ETL."}, {"id": "mai-20260917-0922-baseline|c141-l2|meta-small|Fivetran", "prompt": "c141-l2", "model": "meta-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A cloud-based ELT tool that automates schema management and syncs high-volume data with strict governance."}, {"id": "mai-20260917-0922-baseline|c141-l2|meta-small|Airbyte", "prompt": "c141-l2", "model": "meta-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "An open-source data replication platform that offers flexible deployment options and a massive connector ecosystem."}, {"id": "mai-20260917-0922-baseline|c141-l2|meta-small|dbt", "prompt": "c141-l2", "model": "meta-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A tool that enables teams to execute complex data transformations directly inside the warehouse using SQL."}, {"id": "mai-20260917-0922-baseline|c141-l2|meta-small|Estuary", "prompt": "c141-l2", "model": "meta-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Estuary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A data pipeline tool that offers real-time CDC and batch pipelines in one platform."}, {"id": "mai-20260917-0922-baseline|c141-l2|meta-small|Hevo Data", "prompt": "c141-l2", "model": "meta-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Hevo Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "An intuitive, event-based ELT platform that offers simple source-to-destination replication"}, {"id": "mai-20260917-0922-baseline|c141-l2|meta-small|Skyvia", "prompt": "c141-l2", "model": "meta-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Skyvia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A no-code cloud data integration platform with 200+ connectors for ETL/ELT"}, {"id": "mai-20260917-0922-baseline|c141-l2|minimax-small|Fivetran", "prompt": "c141-l2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Fivetran** for rapid, reliable ingestion (it \"just works\" for most SaaS + DB sources)."}, {"id": "mai-20260917-0922-baseline|c141-l2|minimax-small|Airbyte", "prompt": "c141-l2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Airbyte gives you more control (open-source, custom connectors) if you need it."}, {"id": "mai-20260917-0922-baseline|c141-l2|minimax-small|Stitch", "prompt": "c141-l2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "200+ pre-built connectors (Fivetran, Airbyte, Stitch)."}, {"id": "mai-20260917-0922-baseline|c141-l2|minimax-small|dbt", "prompt": "c141-l2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Use dbt (Cloud or Core)** for transformation"}, {"id": "mai-20260917-0922-baseline|c141-l2|minimax-small|Matillion", "prompt": "c141-l2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Visual pipeline builder + powerful SQL transformation; tight integration with Snowflake; low-code."}, {"id": "mai-20260917-0922-baseline|c141-l2|minimax-small|Snowflake", "prompt": "c141-l2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Land the data in Snowflake** (or BigQuery if you're already GCP-heavy)."}, {"id": "mai-20260917-0922-baseline|c141-l2|minimax-small|Google BigQuery", "prompt": "c141-l2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Snowflake** (most popular) or **Google BigQuery** (if you're GCP-first)"}, {"id": "mai-20260917-0922-baseline|c141-l2|minimax-small|Airflow", "prompt": "c141-l2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Orchestrate with Airflow** (or the managed Astro platform)"}, {"id": "mai-20260917-0922-baseline|c141-l2|minimax-small|Prefect", "prompt": "c141-l2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Airflow** (or Astro Cloud), **Prefect**, **Dagster**"}, {"id": "mai-20260917-0922-baseline|c141-l2|minimax-small|Dagster", "prompt": "c141-l2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Airflow** (or Astro Cloud), **Prefect**, **Dagster**"}, {"id": "mai-20260917-0922-baseline|c141-l2|minimax-small|Great Expectations", "prompt": "c141-l2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Great Expectations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Add Great Expectations** for data-quality monitoring"}, {"id": "mai-20260917-0922-baseline|c141-l2|minimax-small|Talend Data Fabric", "prompt": "c141-l2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Talend Data Fabric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Heavier, older UI; more complex than modern cloud-native tools."}, {"id": "mai-20260917-0922-baseline|c141-l2|minimax-small|Azure Data Factory (ADF)", "prompt": "c141-l2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Azure Data Factory (ADF)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Less \"out-of-the-box\" connectors than Fivetran; requires more hand-rolled code for complex transformations."}, {"id": "mai-20260917-0922-baseline|c141-l2|minimax-small|AWS Glue", "prompt": "c141-l2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "AWS Glue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "No built-in visual pipeline UI; you write Python/SQL \"jobs\"."}, {"id": "mai-20260917-0922-baseline|c141-l2|minimax-small|Google Cloud Dataflow", "prompt": "c141-l2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Google Cloud Dataflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Steeper learning curve; you need to write Beam pipelines in Java/Python."}, {"id": "mai-20260917-0922-baseline|c141-l2|mistral-small|Fivetran", "prompt": "c141-l2", "model": "mistral-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies, **Fivetran** is the top choice for its ease of use, reliability, and enterprise readiness."}, {"id": "mai-20260917-0922-baseline|c141-l2|mistral-small|Airbyte", "prompt": "c141-l2", "model": "mistral-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Airbyte** is an excellent alternative"}, {"id": "mai-20260917-0922-baseline|c141-l2|mistral-small|Matillion", "prompt": "c141-l2", "model": "mistral-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For advanced transformation needs, consider **Matillion**."}, {"id": "mai-20260917-0922-baseline|c141-l2|mistral-small|Informatica PowerCenter", "prompt": "c141-l2", "model": "mistral-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Informatica and Talend are long-standing leaders in enterprise ETL/ELT"}, {"id": "mai-20260917-0922-baseline|c141-l2|mistral-small|Talend Cloud", "prompt": "c141-l2", "model": "mistral-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Talend Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Informatica and Talend are long-standing leaders in enterprise ETL/ELT"}, {"id": "mai-20260917-0922-baseline|c141-l2|mistral-small|Google Cloud Dataflow", "prompt": "c141-l2", "model": "mistral-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Google Cloud Dataflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "their native data pipeline services (Google Cloud Dataflow, AWS Glue, Azure Data Factory) can offer seamless integration"}, {"id": "mai-20260917-0922-baseline|c141-l2|mistral-small|AWS Glue", "prompt": "c141-l2", "model": "mistral-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "their native data pipeline services (Google Cloud Dataflow, AWS Glue, Azure Data Factory) can offer seamless integration"}, {"id": "mai-20260917-0922-baseline|c141-l2|mistral-small|Azure Data Factory", "prompt": "c141-l2", "model": "mistral-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Azure Data Factory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "their native data pipeline services (Google Cloud Dataflow, AWS Glue, Azure Data Factory) can offer seamless integration"}, {"id": "mai-20260917-0922-baseline|c141-l2|moonshot-small|Fivetran", "prompt": "c141-l2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Fivetran (Enterprise or Business Critical tier)** as the primary choice"}, {"id": "mai-20260917-0922-baseline|c141-l2|moonshot-small|Airbyte", "prompt": "c141-l2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Airbyte if:** You have a strong platform/data engineering team that wants to customize connectors"}, {"id": "mai-20260917-0922-baseline|c141-l2|moonshot-small|Matillion", "prompt": "c141-l2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Airbyte** or **Matillion** as alternatives depending on specific operational priorities"}, {"id": "mai-20260917-0922-baseline|c141-l2|moonshot-small|Hevo Data", "prompt": "c141-l2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Hevo Data", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some users note reliability concerns at very high scale compared to Fivetran"}, {"id": "mai-20260917-0922-baseline|c141-l2|openai-small|Databricks", "prompt": "c141-l2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Databricks for storage/processing/orchestration"}, {"id": "mai-20260917-0922-baseline|c141-l2|openai-small|Fivetran", "prompt": "c141-l2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use Fivetran for ELT and Databricks for the core data platform."}, {"id": "mai-20260917-0922-baseline|c141-l2|openai-small|Snowflake", "prompt": "c141-l2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Snowflake-centric enterprise:** **Fivetran + Snowflake**"}, {"id": "mai-20260917-0922-baseline|c141-l2|openai-small|Azure Data Factory", "prompt": "c141-l2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mostly Azure:** **Azure Data Factory** is a strong enterprise-native option."}, {"id": "mai-20260917-0922-baseline|c141-l2|openai-small|AWS Glue", "prompt": "c141-l2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mostly AWS:** **AWS Glue** is often the cleanest fit."}, {"id": "mai-20260917-0922-baseline|c141-l2|openai-small|dbt", "prompt": "c141-l2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "dbt for transformations"}, {"id": "mai-20260917-0922-baseline|c141-l2|openai-small|Airbyte", "prompt": "c141-l2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "decision matrix** comparing Databricks, Snowflake, Fivetran, Airbyte, and Azure Data Factory"}, {"id": "mai-20260917-0922-baseline|c141-l2|xai-small|Fivetran", "prompt": "c141-l2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend a combination of Fivetran (or Airbyte for cost-sensitive setups) as the ELT platform for data ingestion and loading"}, {"id": "mai-20260917-0922-baseline|c141-l2|xai-small|Airbyte", "prompt": "c141-l2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Airbyte** (alternative) | Open-source flexibility ... More ops overhead than Fivetran; suits if you have strong DevOps."}, {"id": "mai-20260917-0922-baseline|c141-l2|xai-small|dbt", "prompt": "c141-l2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "paired with dbt for transformations, forming a scalable modern data stack"}, {"id": "mai-20260917-0922-baseline|c141-l2|xai-small|Airflow", "prompt": "c141-l2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "dbt (optionally with Airflow/Dagster for complex workflows)"}, {"id": "mai-20260917-0922-baseline|c141-l2|xai-small|Dagster", "prompt": "c141-l2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "dbt (optionally with Airflow/Dagster for complex workflows)"}, {"id": "mai-20260917-0922-baseline|c141-l2|xai-small|Matillion", "prompt": "c141-l2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Matillion/Talend/Informatica: If heavy custom ETL needed (less ELT-focused)"}, {"id": "mai-20260917-0922-baseline|c141-l2|xai-small|Talend", "prompt": "c141-l2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Talend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Matillion/Talend/Informatica: If heavy custom ETL needed (less ELT-focused)"}, {"id": "mai-20260917-0922-baseline|c141-l2|xai-small|Informatica", "prompt": "c141-l2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Informatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Legacy tools like Informatica for on-prem, but cloud-native wins for speed/cost."}, {"id": "mai-20260917-0922-baseline|c141-l2|xai-small|Hevo", "prompt": "c141-l2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Hevo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Hevo/Stitch: Simpler, but not enterprise-grade for thousands of employees."}, {"id": "mai-20260917-0922-baseline|c141-l2|xai-small|Stitch", "prompt": "c141-l2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Stitch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Hevo/Stitch: Simpler, but not enterprise-grade for thousands of employees."}, {"id": "mai-20260917-0922-baseline|c141-l2|zai-small|Fivetran", "prompt": "c141-l2", "model": "zai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Fivetran + dbt + Snowflake"}, {"id": "mai-20260917-0922-baseline|c141-l2|zai-small|dbt", "prompt": "c141-l2", "model": "zai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "dbt (Transform) | ... Seamless dbt integration — industry-standard transformations"}, {"id": "mai-20260917-0922-baseline|c141-l2|zai-small|Snowflake", "prompt": "c141-l2", "model": "zai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Snowflake (Load/Store)"}, {"id": "mai-20260917-0922-baseline|c141-l2|zai-small|Talend", "prompt": "c141-l2", "model": "zai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Talend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative: Talend (for governance-heavy environments)"}, {"id": "mai-20260917-0922-baseline|c141-l2|zai-small|Airbyte", "prompt": "c141-l2", "model": "zai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternative: Airbyte (for developer-heavy teams)"}, {"id": "mai-20260917-0922-baseline|c141-l3|alibaba-small|Informatica Intelligent Data Management Cloud (IDMC)", "prompt": "c141-l3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica Intelligent Data Management Cloud (IDMC)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Status:** The global market leader. ... **Choose Informatica** if you are a Fortune 500 company with messy data silos, strict governance requirements"}, {"id": "mai-20260917-0922-baseline|c141-l3|alibaba-small|Talend (by Qlik)", "prompt": "c141-l3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Talend (by Qlik)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Talend** if you need a powerful, flexible tool that can run on-premise or in the cloud"}, {"id": "mai-20260917-0922-baseline|c141-l3|alibaba-small|IBM Cloud Pak for Data / InfoSphere", "prompt": "c141-l3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "IBM Cloud Pak for Data / InfoSphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Status:** Standard for highly regulated industries (Banking, Healthcare)."}, {"id": "mai-20260917-0922-baseline|c141-l3|alibaba-small|Oracle Data Integrator (ODI)", "prompt": "c141-l3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Oracle Data Integrator (ODI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Status:** The standard for Oracle shops."}, {"id": "mai-20260917-0922-baseline|c141-l3|alibaba-small|Fivetran", "prompt": "c141-l3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Fivetran** if you have a pure cloud strategy ... Expensive at massive scale."}, {"id": "mai-20260917-0922-baseline|c141-l3|alibaba-small|Matillion", "prompt": "c141-l3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Matillion** if you are primarily using a cloud data warehouse (like Snowflake)"}, {"id": "mai-20260917-0922-baseline|c141-l3|alibaba-small|Airbyte (Enterprise Edition)", "prompt": "c141-l3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte (Enterprise Edition)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The leading open-source option that has moved upmarket."}, {"id": "mai-20260917-0922-baseline|c141-l3|alibaba-small|AWS Glue", "prompt": "c141-l3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best For:** Organizations deeply locked into one cloud ecosystem."}, {"id": "mai-20260917-0922-baseline|c141-l3|alibaba-small|Azure Data Factory", "prompt": "c141-l3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Azure Data Factory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best For:** Organizations deeply locked into one cloud ecosystem."}, {"id": "mai-20260917-0922-baseline|c141-l3|alibaba-small|Google Dataflow", "prompt": "c141-l3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Google Dataflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best For:** Organizations deeply locked into one cloud ecosystem."}, {"id": "mai-20260917-0922-baseline|c141-l3|anthropic-small|Integrate.io", "prompt": "c141-l3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Integrate.io leads the enterprise list as the top-rated platform for mid-market and enterprise teams"}, {"id": "mai-20260917-0922-baseline|c141-l3|anthropic-small|Fivetran", "prompt": "c141-l3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it uses MAR-based (Monthly Active Records) cost escalation which requires careful budgeting"}, {"id": "mai-20260917-0922-baseline|c141-l3|anthropic-small|Informatica", "prompt": "c141-l3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal for Fortune 500 organizations with active master data management, regulatory audit, and data governance requirements"}, {"id": "mai-20260917-0922-baseline|c141-l3|anthropic-small|Airbyte", "prompt": "c141-l3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Airbyte suits teams that want an open-source, self-hosted option."}, {"id": "mai-20260917-0922-baseline|c141-l3|anthropic-small|AWS Glue", "prompt": "c141-l3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "fits naturally within existing cloud spend and IAM architecture for teams that are AWS-native"}, {"id": "mai-20260917-0922-baseline|c141-l3|challenger-small|Fivetran", "prompt": "c141-l3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall managed ELT**: **Fivetran**"}, {"id": "mai-20260917-0922-baseline|c141-l3|challenger-small|Informatica", "prompt": "c141-l3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best enterprise governance**: **Informatica**"}, {"id": "mai-20260917-0922-baseline|c141-l3|challenger-small|IBM DataStage", "prompt": "c141-l3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "IBM DataStage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best legacy/hybrid enterprise processing**: **IBM DataStage**"}, {"id": "mai-20260917-0922-baseline|c141-l3|challenger-small|Matillion", "prompt": "c141-l3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best cloud-warehouse transformation**: **Matillion**"}, {"id": "mai-20260917-0922-baseline|c141-l3|challenger-small|Airbyte", "prompt": "c141-l3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best open-source control**: **Airbyte**"}, {"id": "mai-20260917-0922-baseline|c141-l3|challenger-small|Talend (Qlik Talend Cloud)", "prompt": "c141-l3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Talend (Qlik Talend Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Built-in data quality and governance capabilities | Typically requires more training and has higher TCO"}, {"id": "mai-20260917-0922-baseline|c141-l3|challenger-small|AWS Glue", "prompt": "c141-l3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Serverless ETL tightly integrated with AWS services"}, {"id": "mai-20260917-0922-baseline|c141-l3|challenger-small|Azure Data Factory", "prompt": "c141-l3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Azure Data Factory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cloud orchestration and integration across the Azure ecosystem"}, {"id": "mai-20260917-0922-baseline|c141-l3|challenger-small|Integrate.io", "prompt": "c141-l3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best low-code all-in-one integration**: **Integrate.io**"}, {"id": "mai-20260917-0922-baseline|c141-l3|challenger-small|Hevo Data", "prompt": "c141-l3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "No-code, cloud-native ELT with CDC and real-time replication"}, {"id": "mai-20260917-0922-baseline|c141-l3|deepseek-small|Informatica (IDMC / PowerCenter)", "prompt": "c141-l3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica (IDMC / PowerCenter)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The gold standard for heavy governance and regulatory compliance"}, {"id": "mai-20260917-0922-baseline|c141-l3|deepseek-small|IBM InfoSphere DataStage", "prompt": "c141-l3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "IBM InfoSphere DataStage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Hybrid enterprise integration, particularly mainframe estates"}, {"id": "mai-20260917-0922-baseline|c141-l3|deepseek-small|Oracle Data Integrator (ODI)", "prompt": "c141-l3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Oracle Data Integrator (ODI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Organizations deeply invested in the Oracle stack"}, {"id": "mai-20260917-0922-baseline|c141-l3|deepseek-small|Talend", "prompt": "c141-l3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Talend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Complex data quality and transformation needs"}, {"id": "mai-20260917-0922-baseline|c141-l3|deepseek-small|AWS Glue", "prompt": "c141-l3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: AWS-centric teams"}, {"id": "mai-20260917-0922-baseline|c141-l3|deepseek-small|Azure Data Factory", "prompt": "c141-l3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Azure Data Factory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Microsoft-centric organizations"}, {"id": "mai-20260917-0922-baseline|c141-l3|deepseek-small|Fivetran", "prompt": "c141-l3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Teams wanting automated, low-maintenance pipelines"}, {"id": "mai-20260917-0922-baseline|c141-l3|deepseek-small|Hevo", "prompt": "c141-l3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Teams wanting pipelines that run in minutes with transparent, event-based pricing"}, {"id": "mai-20260917-0922-baseline|c141-l3|deepseek-small|Apache Airflow", "prompt": "c141-l3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Orchestration and scheduling of data pipelines"}, {"id": "mai-20260917-0922-baseline|c141-l3|deepseek-small|Airbyte", "prompt": "c141-l3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Open-source ELT with the largest connectors (700+)"}, {"id": "mai-20260917-0922-baseline|c141-l3|deepseek-small|Apache NiFi", "prompt": "c141-l3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Apache NiFi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for: Real-time data routing across diverse sources"}, {"id": "mai-20260917-0922-baseline|c141-l3|deepseek-small|dbt", "prompt": "c141-l3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dbt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Often paired with ETL/ELT tools to handle the \"T\" in the warehouse using SQL"}, {"id": "mai-20260917-0922-baseline|c141-l3|google-small|Informatica Intelligent Data Management Cloud (IDMC)", "prompt": "c141-l3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica Intelligent Data Management Cloud (IDMC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Informatica IDMC if you are a massive enterprise with highly complex data compliance rules"}, {"id": "mai-20260917-0922-baseline|c141-l3|google-small|Fivetran + dbt Labs (Merged)", "prompt": "c141-l3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran + dbt Labs (Merged)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "solidifying their position as the default choice for the Modern Data Stack"}, {"id": "mai-20260917-0922-baseline|c141-l3|google-small|IBM InfoSphere DataStage", "prompt": "c141-l3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "IBM InfoSphere DataStage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose IBM DataStage if you have heavy on-premises architecture"}, {"id": "mai-20260917-0922-baseline|c141-l3|google-small|Microsoft Azure Data Factory (ADF) / Microsoft Fabric", "prompt": "c141-l3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Microsoft Azure Data Factory (ADF) / Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Enterprise teams heavily invested in the Microsoft/Azure ecosystem."}, {"id": "mai-20260917-0922-baseline|c141-l3|google-small|Qlik Talend", "prompt": "c141-l3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Qlik Talend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprises seeking a middle ground between visual, low-code development and code-level control"}, {"id": "mai-20260917-0922-baseline|c141-l3|google-small|AWS Glue", "prompt": "c141-l3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Teams operating primarily in AWS who want a serverless, PySpark-based data processing engine"}, {"id": "mai-20260917-0922-baseline|c141-l3|google-small|Matillion", "prompt": "c141-l3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**ELT (Fivetran + dbt, Matillion):** Modern platforms extract the data, load it raw into a cloud data warehouse"}, {"id": "mai-20260917-0922-baseline|c141-l3|meta-small|Integrate.io", "prompt": "c141-l3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Integrate.io is known for its fixed-fee, unlimited-usage pricing and 220+ low-code transformations."}, {"id": "mai-20260917-0922-baseline|c141-l3|meta-small|Fivetran", "prompt": "c141-l3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Fivetran is a fully managed, connector-first platform with usage-based pricing."}, {"id": "mai-20260917-0922-baseline|c141-l3|meta-small|Airbyte", "prompt": "c141-l3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Airbyte is an open-source, self-hosted option with a large connector library."}, {"id": "mai-20260917-0922-baseline|c141-l3|meta-small|Matillion", "prompt": "c141-l3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Matillion offers a visual pipeline builder with push-down ELT in your warehouse."}, {"id": "mai-20260917-0922-baseline|c141-l3|meta-small|Informatica", "prompt": "c141-l3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Informatica is a large enterprise platform with complex integration, governance, security, and data management requirements."}, {"id": "mai-20260917-0922-baseline|c141-l3|minimax-small|Informatica PowerCenter", "prompt": "c141-l3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Large organizations with complex data environments | Industry-standard, deep data quality, lineage, and governance features"}, {"id": "mai-20260917-0922-baseline|c141-l3|minimax-small|Informatica Cloud (IDMC)", "prompt": "c141-l3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica Cloud (IDMC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloud-first enterprises | AI-assisted mapping, cloud-native iPaaS capabilities"}, {"id": "mai-20260917-0922-baseline|c141-l3|minimax-small|IBM DataStage", "prompt": "c141-l3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "IBM DataStage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong parallel processing capabilities, legacy enterprise support"}, {"id": "mai-20260917-0922-baseline|c141-l3|minimax-small|Oracle Data Integrator", "prompt": "c141-l3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Oracle Data Integrator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deep Oracle integration, hybrid deployment options"}, {"id": "mai-20260917-0922-baseline|c141-l3|minimax-small|Talend Data Fabric", "prompt": "c141-l3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Talend Data Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong data quality, governance, and hybrid on-prem-to-cloud migration"}, {"id": "mai-20260917-0922-baseline|c141-l3|minimax-small|Fivetran", "prompt": "c141-l3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fully managed, low-maintenance, connector-first approach"}, {"id": "mai-20260917-0922-baseline|c141-l3|minimax-small|Matillion", "prompt": "c141-l3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cloud-native, specifically designed for cloud data warehouses"}, {"id": "mai-20260917-0922-baseline|c141-l3|minimax-small|Airbyte", "prompt": "c141-l3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Open-source ELT with flexible deployment options"}, {"id": "mai-20260917-0922-baseline|c141-l3|minimax-small|SSIS", "prompt": "c141-l3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "SSIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Existing infrastructure (Oracle → ODI, Microsoft → SSIS)"}, {"id": "mai-20260917-0922-baseline|c141-l3|mistral-small|Informatica PowerCenter / IDMC", "prompt": "c141-l3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica PowerCenter / IDMC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the gold standard for large-scale ETL in complex IT landscapes."}, {"id": "mai-20260917-0922-baseline|c141-l3|mistral-small|IBM InfoSphere DataStage", "prompt": "c141-l3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "IBM InfoSphere DataStage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Informatica, IBM DataStage, or Talend are top choices."}, {"id": "mai-20260917-0922-baseline|c141-l3|mistral-small|Talend (Qlik Talend Cloud)", "prompt": "c141-l3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Talend (Qlik Talend Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lower cost of entry than Informatica or IBM, strong community and connector ecosystem"}, {"id": "mai-20260917-0922-baseline|c141-l3|mistral-small|SAP Data Services", "prompt": "c141-l3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "SAP Data Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For **SAP-centric** environments, SAP Data Services is ideal."}, {"id": "mai-20260917-0922-baseline|c141-l3|mistral-small|Microsoft SQL Server Integration Services (SSIS)", "prompt": "c141-l3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Microsoft SQL Server Integration Services (SSIS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "limited scalability and performance compared to Informatica or DataStage for very large or complex workloads"}, {"id": "mai-20260917-0922-baseline|c141-l3|mistral-small|Oracle Data Integrator (ODI)", "prompt": "c141-l3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Oracle Data Integrator (ODI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong Oracle integration, but less flexible outside the Oracle ecosystem."}, {"id": "mai-20260917-0922-baseline|c141-l3|mistral-small|AWS Glue", "prompt": "c141-l3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For **cloud-native and modern data stacks**, Fivetran, Matillion, or AWS Glue/Azure Data Factory are preferred."}, {"id": "mai-20260917-0922-baseline|c141-l3|mistral-small|Azure Data Factory", "prompt": "c141-l3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For **Microsoft shops**, SSIS or Azure Data Factory are natural fits."}, {"id": "mai-20260917-0922-baseline|c141-l3|mistral-small|Fivetran", "prompt": "c141-l3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Managed ELT (Extract, Load, Transform) with low operational overhead, wide connector support, and automation."}, {"id": "mai-20260917-0922-baseline|c141-l3|mistral-small|Matillion", "prompt": "c141-l3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For **cloud-native and modern data stacks**, Fivetran, Matillion, or AWS Glue/Azure Data Factory are preferred."}, {"id": "mai-20260917-0922-baseline|c141-l3|mistral-small|Airbyte", "prompt": "c141-l3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Fully managed cloud or open-source (Airbyte)."}, {"id": "mai-20260917-0922-baseline|c141-l3|moonshot-small|Informatica PowerCenter / Intelligent Data Management Cloud (IDMC)", "prompt": "c141-l3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica PowerCenter / Intelligent Data Management Cloud (IDMC)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Industry-standard for enterprise ETL; 200+ connectors; ... **Maximum governance & compliance** → Informatica"}, {"id": "mai-20260917-0922-baseline|c141-l3|moonshot-small|IBM DataStage", "prompt": "c141-l3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "IBM DataStage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Raw performance & parallel processing** → IBM DataStage"}, {"id": "mai-20260917-0922-baseline|c141-l3|moonshot-small|Qlik Talend Cloud", "prompt": "c141-l3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Qlik Talend Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Flexibility & open-source options** → Talend"}, {"id": "mai-20260917-0922-baseline|c141-l3|moonshot-small|Microsoft SSIS (SQL Server Integration Services)", "prompt": "c141-l3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Microsoft SSIS (SQL Server Integration Services)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Microsoft ecosystem integration** → SSIS"}, {"id": "mai-20260917-0922-baseline|c141-l3|moonshot-small|Oracle Data Integrator (ODI)", "prompt": "c141-l3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Oracle Data Integrator (ODI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Oracle-centric enterprises"}, {"id": "mai-20260917-0922-baseline|c141-l3|moonshot-small|Fivetran", "prompt": "c141-l3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Low maintenance & quick deployment** → Fivetran or Matillion"}, {"id": "mai-20260917-0922-baseline|c141-l3|moonshot-small|Matillion", "prompt": "c141-l3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cloud-native, easy to use, native warehouse connectors"}, {"id": "mai-20260917-0922-baseline|c141-l3|moonshot-small|AWS Glue / Azure Data Factory", "prompt": "c141-l3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "AWS Glue / Azure Data Factory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Deep cloud integration, serverless options"}, {"id": "mai-20260917-0922-baseline|c141-l3|openai-small|Informatica", "prompt": "c141-l3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Informatica is often strongest among these"}, {"id": "mai-20260917-0922-baseline|c141-l3|openai-small|Talend / Qlik Talend Cloud", "prompt": "c141-l3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Talend / Qlik Talend Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hybrid enterprise integration with broad connectors? Talend"}, {"id": "mai-20260917-0922-baseline|c141-l3|openai-small|Microsoft SSIS", "prompt": "c141-l3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Microsoft SSIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mostly Microsoft stack? SSIS"}, {"id": "mai-20260917-0922-baseline|c141-l3|openai-small|AWS Glue", "prompt": "c141-l3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mostly AWS? Glue"}, {"id": "mai-20260917-0922-baseline|c141-l3|openai-small|Matillion", "prompt": "c141-l3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Warehouse-first ELT with easy operations? Fivetran or Matillion"}, {"id": "mai-20260917-0922-baseline|c141-l3|openai-small|Fivetran", "prompt": "c141-l3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Warehouse-first ELT with easy operations? Fivetran or Matillion"}, {"id": "mai-20260917-0922-baseline|c141-l3|openai-small|Airbyte", "prompt": "c141-l3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source / self-hostable option? Airbyte"}, {"id": "mai-20260917-0922-baseline|c141-l3|openai-small|Apache NiFi", "prompt": "c141-l3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Apache NiFi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Complex routing and flow control? NiFi"}, {"id": "mai-20260917-0922-baseline|c141-l3|xai-small|Informatica Intelligent Data Management Cloud (IDMC) / PowerCenter", "prompt": "c141-l3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica Intelligent Data Management Cloud (IDMC) / PowerCenter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The longstanding enterprise standard.... for deep governance, Informatica/Talend"}, {"id": "mai-20260917-0922-baseline|c141-l3|xai-small|Talend (Qlik Talend Cloud)", "prompt": "c141-l3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Talend (Qlik Talend Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Open-core with strong hybrid capabilities... for deep governance, Informatica/Talend"}, {"id": "mai-20260917-0922-baseline|c141-l3|xai-small|Microsoft SQL Server Integration Services (SSIS)", "prompt": "c141-l3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Microsoft SQL Server Integration Services (SSIS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Limited cloud-native/real-time; weaker in traditional SSIS"}, {"id": "mai-20260917-0922-baseline|c141-l3|xai-small|AWS Glue", "prompt": "c141-l3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Serverless leader for AWS shops... AWS? Pick Glue"}, {"id": "mai-20260917-0922-baseline|c141-l3|xai-small|Azure Data Factory", "prompt": "c141-l3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hybrid/cloud for Azure users"}, {"id": "mai-20260917-0922-baseline|c141-l3|xai-small|Matillion", "prompt": "c141-l3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For modern cloud-first setups, Matillion or cloud hyperscalers dominate"}, {"id": "mai-20260917-0922-baseline|c141-l3|xai-small|IBM InfoSphere DataStage", "prompt": "c141-l3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "IBM InfoSphere DataStage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Heavyweight for legacy/hybrid enterprises"}, {"id": "mai-20260917-0922-baseline|c141-l3|xai-small|Oracle Data Integrator (ODI)", "prompt": "c141-l3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Oracle Data Integrator (ODI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Optimized for Oracle stacks"}, {"id": "mai-20260917-0922-baseline|c141-l3|zai-small|Informatica PowerCenter", "prompt": "c141-l3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're an enterprise with strict governance, compliance, and complex multi-system integration: Informatica PowerCenter or IBM InfoSphere."}, {"id": "mai-20260917-0922-baseline|c141-l3|zai-small|Microsoft SSIS (SQL Server Integration Services)", "prompt": "c141-l3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Microsoft SSIS (SQL Server Integration Services)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're a Microsoft shop with heavy SQL Server workloads: SSIS."}, {"id": "mai-20260917-0922-baseline|c141-l3|zai-small|Talend", "prompt": "c141-l3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Talend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need open-source flexibility and control: Talend or Airbyte."}, {"id": "mai-20260917-0922-baseline|c141-l3|zai-small|Fivetran", "prompt": "c141-l3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're cloud-native and want fast, low-maintenance pipelines: Matillion, Fivetran, or Hevo Data."}, {"id": "mai-20260917-0922-baseline|c141-l3|zai-small|Matillion", "prompt": "c141-l3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're cloud-native and want fast, low-maintenance pipelines: Matillion, Fivetran, or Hevo Data."}, {"id": "mai-20260917-0922-baseline|c141-l3|zai-small|IBM InfoSphere DataStage", "prompt": "c141-l3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "IBM InfoSphere DataStage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Informatica PowerCenter or IBM InfoSphere."}, {"id": "mai-20260917-0922-baseline|c141-l3|zai-small|Oracle Data Integrator (ODI)", "prompt": "c141-l3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Oracle Data Integrator (ODI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your landscape is heavily SAP or Oracle: SAP Data Services or Oracle ODI."}, {"id": "mai-20260917-0922-baseline|c141-l3|zai-small|SAP Data Services", "prompt": "c141-l3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "SAP Data Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If your landscape is heavily SAP or Oracle: SAP Data Services or Oracle ODI."}, {"id": "mai-20260917-0922-baseline|c141-l3|zai-small|Airbyte", "prompt": "c141-l3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you need open-source flexibility and control: Talend or Airbyte."}, {"id": "mai-20260917-0922-baseline|c141-l3|zai-small|Hevo Data", "prompt": "c141-l3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you're cloud-native and want fast, low-maintenance pipelines: Matillion, Fivetran, or Hevo Data."}, {"id": "mai-20260917-0922-baseline|c141-l4|alibaba-small|Informatica Intelligent Cloud Services (ICS)", "prompt": "c141-l4", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Informatica Intelligent Cloud Services (ICS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the answer is likely **Informatica Intelligent Cloud Services (ICS)**"}, {"id": "mai-20260917-0922-baseline|c141-l4|alibaba-small|Fivetran", "prompt": "c141-l4", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their pricing models are almost entirely **usage-based (consumption)**. This makes them terrible for budgeting"}, {"id": "mai-20260917-0922-baseline|c141-l4|alibaba-small|AWS Glue", "prompt": "c141-l4", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "budget", "raw": "AWS Glue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "raw AWS Glue) are popular, their pricing models are almost entirely **usage-based (consumption)**. This makes them terrible for budgeting"}, {"id": "mai-20260917-0922-baseline|c141-l4|alibaba-small|Alteryx Server", "prompt": "c141-l4", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Alteryx Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Analytics Alternative: Alteryx Server ... Alteryx is the strongest option for budgeting"}, {"id": "mai-20260917-0922-baseline|c141-l4|alibaba-small|Azure Data Factory", "prompt": "c141-l4", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure Data Factory (ADF) is a viable contender—**but only if used correctly.**"}, {"id": "mai-20260917-0922-baseline|c141-l4|anthropic-small|Integrate.io", "prompt": "c141-l4", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Integrate.io stands out for cost predictability, charging a flat $1,999/month for unlimited pipelines, data volumes, and connectors"}, {"id": "mai-20260917-0922-baseline|c141-l4|challenger-small|Integrate.io", "prompt": "c141-l4", "model": "challenger-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Integrate.io** is the strongest fit among the results provided because it emphasizes **fixed-fee, unlimited-usage pricing**"}, {"id": "mai-20260917-0922-baseline|c141-l4|deepseek-small|Fivetran", "prompt": "c141-l4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Costs scale with data volume — month-to-month bills spike with new sources, backfills, or schema drift"}, {"id": "mai-20260917-0922-baseline|c141-l4|deepseek-small|Matillion", "prompt": "c141-l4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Matillion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "No published dollar prices; your bill depends on pipeline runtime, complexity, and frequency"}, {"id": "mai-20260917-0922-baseline|c141-l4|deepseek-small|Informatica (IDMC)", "prompt": "c141-l4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Informatica (IDMC)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Forecasting is difficult at enterprise scale; hidden compute amplification with warehouse pushdown"}, {"id": "mai-20260917-0922-baseline|c141-l4|deepseek-small|Talend/Qlik", "prompt": "c141-l4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Talend/Qlik", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "With thousands of users, this is **catastrophically expensive**"}, {"id": "mai-20260917-0922-baseline|c141-l4|deepseek-small|Hevo", "prompt": "c141-l4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Scales with events; large volumes create bill shock"}, {"id": "mai-20260917-0922-baseline|c141-l4|deepseek-small|Integrate.io", "prompt": "c141-l4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Integrate.io is the best ETL tool for predictable total cost across thousands of users."}, {"id": "mai-20260917-0922-baseline|c141-l4|deepseek-small|Stitch", "prompt": "c141-l4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Honorable Mention: Stitch ... offers row-based pricing starting at $100/month"}, {"id": "mai-20260917-0922-baseline|c141-l4|deepseek-small|CloverDX", "prompt": "c141-l4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "CloverDX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you need on-prem, **CloverDX** offers flat-rate subscriptions based on cores + seats, but with fewer modern features."}, {"id": "mai-20260917-0922-baseline|c141-l4|google-small|Airbyte Open Source (OSS)", "prompt": "c141-l4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte Open Source (OSS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose the Open-Source Stack (Airbyte OSS + dbt Core + Airflow) if you have a mature platform-engineering team. This offers the lowest possible Total Cost of Ownership (TCO) at massive scale."}, {"id": "mai-20260917-0922-baseline|c141-l4|google-small|dbt Core", "prompt": "c141-l4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "dbt Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Transformation Layer: dbt Core ... There are zero seat costs"}, {"id": "mai-20260917-0922-baseline|c141-l4|google-small|dbt Cloud", "prompt": "c141-l4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "dbt Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "(Note: Avoid *dbt Cloud*, which charges per user seat)"}, {"id": "mai-20260917-0922-baseline|c141-l4|google-small|Apache Airflow", "prompt": "c141-l4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Orchestrator: Apache Airflow ... no user limits and highly predictable processing costs"}, {"id": "mai-20260917-0922-baseline|c141-l4|google-small|Matillion", "prompt": "c141-l4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Matillion if your thousands of users are non-engineers ... but you want to run the software on predictable virtual machine compute."}, {"id": "mai-20260917-0922-baseline|c141-l4|google-small|Integrate.io", "prompt": "c141-l4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Integrate.io or Etlworks if you want zero-infrastructure SaaS, flat-rate billing"}, {"id": "mai-20260917-0922-baseline|c141-l4|google-small|Etlworks", "prompt": "c141-l4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Etlworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Flat monthly enterprise pricing billed by \"Execution Nodes\" or \"Agents,\" with unlimited users"}, {"id": "mai-20260917-0922-baseline|c141-l4|google-small|AWS Glue", "prompt": "c141-l4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "the built-in ETL tools are highly logical candidates"}, {"id": "mai-20260917-0922-baseline|c141-l4|google-small|Azure Data Factory (ADF)", "prompt": "c141-l4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Azure Data Factory (ADF)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Pay-per-compute hour ... with zero seat-licensing fees"}, {"id": "mai-20260917-0922-baseline|c141-l4|meta-small|Integrate.io", "prompt": "c141-l4", "model": "meta-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best ETL tool for a large company that needs predictable total cost across thousands of users is Integrate.io."}, {"id": "mai-20260917-0922-baseline|c141-l4|minimax-small|Integrate.io", "prompt": "c141-l4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### Top Recommendation: **Integrate.io**"}, {"id": "mai-20260917-0922-baseline|c141-l4|minimax-small|ETLWorks", "prompt": "c141-l4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "ETLWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Integrate.io** or **ETLWorks** offer the closest to flat-fee site-license models"}, {"id": "mai-20260917-0922-baseline|c141-l4|minimax-small|Advanced ETL Processor", "prompt": "c141-l4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Advanced ETL Processor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "$340-$690 (site license) | Unlimited users, on-premise option"}, {"id": "mai-20260917-0922-baseline|c141-l4|minimax-small|Matillion", "prompt": "c141-l4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "$2,000-$10,000/mo | Team-based, not per-user"}, {"id": "mai-20260917-0922-baseline|c141-l4|minimax-small|Talend", "prompt": "c141-l4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Talend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Talend Data Fabric**: $1,700–$2,400 per user/month"}, {"id": "mai-20260917-0922-baseline|c141-l4|minimax-small|Informatica", "prompt": "c141-l4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Informatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "use **per-user or capacity-based pricing**, which becomes extremely expensive and unpredictable"}, {"id": "mai-20260917-0922-baseline|c141-l4|minimax-small|Microsoft SSIS", "prompt": "c141-l4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Microsoft SSIS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "use **per-user or capacity-based pricing**, which becomes extremely expensive and unpredictable"}, {"id": "mai-20260917-0922-baseline|c141-l4|minimax-small|Airbyte", "prompt": "c141-l4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**self-hosted Airbyte** (open-source) ... can provide true unlimited usage at fixed infrastructure cost"}, {"id": "mai-20260917-0922-baseline|c141-l4|mistral-small|Integrate.io", "prompt": "c141-l4", "model": "mistral-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Integrate.io** stands out as the best ETL tool. It offers a fixed-fee pricing model"}, {"id": "mai-20260917-0922-baseline|c141-l4|mistral-small|Hevo Data", "prompt": "c141-l4", "model": "mistral-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo Data", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "offer transparent pricing but may still use event-based or consumption models, which can introduce variability in total cost"}, {"id": "mai-20260917-0922-baseline|c141-l4|mistral-small|Talend (Qlik)", "prompt": "c141-l4", "model": "mistral-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Talend (Qlik)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "offer transparent pricing but may still use event-based or consumption models, which can introduce variability in total cost"}, {"id": "mai-20260917-0922-baseline|c141-l4|moonshot-small|Integrate.io", "prompt": "c141-l4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary choice**: **Integrate.io** – The only tool with true flat-fee unlimited pricing at $1,999/month"}, {"id": "mai-20260917-0922-baseline|c141-l4|moonshot-small|Talend Data Fabric", "prompt": "c141-l4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Talend Data Fabric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Per-user pricing can become expensive with \"thousands of users\""}, {"id": "mai-20260917-0922-baseline|c141-l4|moonshot-small|Informatica IDMC", "prompt": "c141-l4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Informatica IDMC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Caution**: Complex pricing model requires careful negotiation for predictability"}, {"id": "mai-20260917-0922-baseline|c141-l4|moonshot-small|Fivetran", "prompt": "c141-l4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use **Fivetran** (MAR-based, not user-based) for data ingestion"}, {"id": "mai-20260917-0922-baseline|c141-l4|moonshot-small|Stitch (Talend)", "prompt": "c141-l4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Stitch (Talend)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Row-based ($100–$1,250/mo) ... Low – but limited enterprise features"}, {"id": "mai-20260917-0922-baseline|c141-l4|moonshot-small|AWS Glue", "prompt": "c141-l4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compare alternatives like **AWS Glue**, **Azure Data Factory**, or **Google Cloud Dataflow**"}, {"id": "mai-20260917-0922-baseline|c141-l4|moonshot-small|Azure Data Factory", "prompt": "c141-l4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Azure Data Factory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "compare alternatives like **AWS Glue**, **Azure Data Factory**, or **Google Cloud Dataflow**"}, {"id": "mai-20260917-0922-baseline|c141-l4|moonshot-small|Google Cloud Dataflow", "prompt": "c141-l4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Google Cloud Dataflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "compare alternatives like **AWS Glue**, **Azure Data Factory**, or **Google Cloud Dataflow**"}, {"id": "mai-20260917-0922-baseline|c141-l4|openai-small|Fivetran", "prompt": "c141-l4", "model": "openai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for predictable cost with minimal ops:** **Fivetran ELA**"}, {"id": "mai-20260917-0922-baseline|c141-l4|openai-small|Airbyte Enterprise Flex", "prompt": "c141-l4", "model": "openai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte Enterprise Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want predictable capacity-based pricing and more deployment control:** **Airbyte Enterprise Flex**"}, {"id": "mai-20260917-0922-baseline|c141-l4|openai-small|Informatica IDMC", "prompt": "c141-l4", "model": "openai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Informatica IDMC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is still not as inherently fixed-price as an ELA"}, {"id": "mai-20260917-0922-baseline|c141-l4|xai-small|Integrate.io", "prompt": "c141-l4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Integrate.io stands out as the best ETL tool for a large company prioritizing predictable total costs across thousands of users."}, {"id": "mai-20260917-0922-baseline|c141-l4|xai-small|Hevo Data", "prompt": "c141-l4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Transparent but scales with events—not truly fixed."}, {"id": "mai-20260917-0922-baseline|c141-l4|xai-small|Matillion", "prompt": "c141-l4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Medium—predictable if workloads steady, but compute adds up"}, {"id": "mai-20260917-0922-baseline|c141-l4|xai-small|Fivetran", "prompt": "c141-l4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Low—bills spike with volume/changes | Hands-off, 700+ connectors; not ideal for predictability."}, {"id": "mai-20260917-0922-baseline|c141-l4|xai-small|Informatica IDMC", "prompt": "c141-l4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Informatica IDMC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "high TCO, complex"}, {"id": "mai-20260917-0922-baseline|c141-l4|xai-small|Airbyte", "prompt": "c141-l4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For self-hosting, Airbyte cuts vendor costs but adds ops overhead."}, {"id": "mai-20260917-0922-baseline|c141-l4|xai-small|Glue", "prompt": "c141-l4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If deeply tied to AWS, consider Glue (pay-per-DPU, somewhat predictable)."}, {"id": "mai-20260917-0922-baseline|c141-l4|zai-small|Talend Cloud Data Integration (or Talend Data Fabric)", "prompt": "c141-l4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Talend Cloud Data Integration (or Talend Data Fabric)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best ETL tool is **Talend Cloud Data Integration (or Talend Data Fabric)**"}, {"id": "mai-20260917-0922-baseline|c141-l4|zai-small|Fivetran", "prompt": "c141-l4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You pay for data volume, not users. If your data grows ... your bill goes up."}, {"id": "mai-20260917-0922-baseline|c141-l4|zai-small|Airbyte", "prompt": "c141-l4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Scaling requires buying more capacity, which varies by data load."}, {"id": "mai-20260917-0922-baseline|c141-l4|zai-small|Hevo", "prompt": "c141-l4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High-velocity data creates unpredictable costs."}, {"id": "mai-20260917-0922-baseline|c141-l4|zai-small|Informatica", "prompt": "c141-l4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Informatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "This fluctuates based on system load and processing requirements, not user count."}, {"id": "mai-20260917-0922-baseline|c141-l5|alibaba-small|Informatica", "prompt": "c141-l5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Informatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When you reach out to vendors (such as Informatica, Talend, Matillion, Fivetran, or dbt)"}, {"id": "mai-20260917-0922-baseline|c141-l5|alibaba-small|Talend", "prompt": "c141-l5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Talend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Informatica, Talend, Matillion, Fivetran, or dbt"}, {"id": "mai-20260917-0922-baseline|c141-l5|alibaba-small|Matillion", "prompt": "c141-l5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Informatica, Talend, Matillion, Fivetran, or dbt"}, {"id": "mai-20260917-0922-baseline|c141-l5|alibaba-small|Fivetran", "prompt": "c141-l5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Informatica, Talend, Matillion, Fivetran, or dbt"}, {"id": "mai-20260917-0922-baseline|c141-l5|alibaba-small|dbt", "prompt": "c141-l5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "dbt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as Informatica, Talend, Matillion, Fivetran, or dbt"}, {"id": "mai-20260917-0922-baseline|c141-l5|deepseek-small|Fivetran", "prompt": "c141-l5", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top-of-mind vendor shortlist to research (all position for enterprise): Fivetran, Integrate.io, Hevo, Talend, Airbyte"}, {"id": "mai-20260917-0922-baseline|c141-l5|deepseek-small|Integrate.io", "prompt": "c141-l5", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Fivetran, Integrate.io, Hevo, Talend, Airbyte"}, {"id": "mai-20260917-0922-baseline|c141-l5|deepseek-small|Hevo", "prompt": "c141-l5", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Hevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fivetran, Integrate.io, Hevo, Talend, Airbyte"}, {"id": "mai-20260917-0922-baseline|c141-l5|deepseek-small|Talend", "prompt": "c141-l5", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Talend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fivetran, Integrate.io, Hevo, Talend, Airbyte"}, {"id": "mai-20260917-0922-baseline|c141-l5|deepseek-small|Airbyte", "prompt": "c141-l5", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Airbyte (self-hosted option helps with data residency)"}, {"id": "mai-20260917-0922-baseline|c141-l5|deepseek-small|Stitch", "prompt": "c141-l5", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Stitch, and cloud-native options like AWS Glue"}, {"id": "mai-20260917-0922-baseline|c141-l5|deepseek-small|AWS Glue", "prompt": "c141-l5", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "scale", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "cloud-native options like AWS Glue (if you want to keep control over keys, KMS integration, and on-platform security)"}, {"id": "mai-20260917-0922-baseline|c141-l5|google-small|Fivetran", "prompt": "c141-l5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fivetran:** The gold standard for SaaS ELT. Extremely robust, has enterprise-grade security, supports AWS PrivateLink"}, {"id": "mai-20260917-0922-baseline|c141-l5|google-small|Stitch", "prompt": "c141-l5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SaaS (Cloud-Hosted, e.g., Fivetran, Stitch):**"}, {"id": "mai-20260917-0922-baseline|c141-l5|google-small|Matillion", "prompt": "c141-l5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Matillion:** Excellent for strict procurement. Because it is deployed directly inside your cloud environment"}, {"id": "mai-20260917-0922-baseline|c141-l5|google-small|Airbyte", "prompt": "c141-l5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airbyte (Enterprise):** Excellent if you prefer open-source/developer-first tools but need an enterprise control plane."}, {"id": "mai-20260917-0922-baseline|c141-l5|google-small|Rivery", "prompt": "c141-l5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Rivery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Hybrid / VPC-Based (e.g., Matillion, Airbyte Self-Hosted, Rivery)"}, {"id": "mai-20260917-0922-baseline|c141-l5|google-small|Informatica Intelligent Cloud Services (IICS)", "prompt": "c141-l5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Informatica Intelligent Cloud Services (IICS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The legacy enterprise giant. It is heavy and expensive, but it possesses every certification"}, {"id": "mai-20260917-0922-baseline|c141-l5|meta-small|Integrate.io", "prompt": "c141-l5", "model": "meta-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some popular ETL tools that meet these criteria include Integrate.io, which offers 150+ connectors, 220+ low-code transformations, and SOC 2/HIPAA/GDPR compliance"}, {"id": "mai-20260917-0922-baseline|c141-l5|meta-small|Stacksync", "prompt": "c141-l5", "model": "meta-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Stacksync", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other tools to consider are Stacksync, Hevo Data"}, {"id": "mai-20260917-0922-baseline|c141-l5|meta-small|Hevo Data", "prompt": "c141-l5", "model": "meta-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other tools to consider are Stacksync, Hevo Data"}, {"id": "mai-20260917-0922-baseline|c141-l5|mistral-small|Informatica", "prompt": "c141-l5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Informatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Leaders**: Informatica, Talend, Matillion, Fivetran, Airbyte, Stitch, MuleSoft, Boomi"}, {"id": "mai-20260917-0922-baseline|c141-l5|mistral-small|Talend", "prompt": "c141-l5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Talend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Leaders**: Informatica, Talend, Matillion, Fivetran, Airbyte, Stitch, MuleSoft, Boomi"}, {"id": "mai-20260917-0922-baseline|c141-l5|mistral-small|Matillion", "prompt": "c141-l5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Leaders**: Informatica, Talend, Matillion, Fivetran, Airbyte, Stitch, MuleSoft, Boomi"}, {"id": "mai-20260917-0922-baseline|c141-l5|mistral-small|Fivetran", "prompt": "c141-l5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Leaders**: Informatica, Talend, Matillion, Fivetran, Airbyte, Stitch, MuleSoft, Boomi"}, {"id": "mai-20260917-0922-baseline|c141-l5|mistral-small|Airbyte", "prompt": "c141-l5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Leaders**: Informatica, Talend, Matillion, Fivetran, Airbyte, Stitch, MuleSoft, Boomi"}, {"id": "mai-20260917-0922-baseline|c141-l5|mistral-small|Stitch", "prompt": "c141-l5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Leaders**: Informatica, Talend, Matillion, Fivetran, Airbyte, Stitch, MuleSoft, Boomi"}, {"id": "mai-20260917-0922-baseline|c141-l5|mistral-small|MuleSoft", "prompt": "c141-l5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Leaders**: Informatica, Talend, Matillion, Fivetran, Airbyte, Stitch, MuleSoft, Boomi"}, {"id": "mai-20260917-0922-baseline|c141-l5|mistral-small|Boomi", "prompt": "c141-l5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Boomi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Leaders**: Informatica, Talend, Matillion, Fivetran, Airbyte, Stitch, MuleSoft, Boomi"}, {"id": "mai-20260917-0922-baseline|c141-l5|mistral-small|AWS Glue", "prompt": "c141-l5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Cloud-native**: AWS Glue, Azure Data Factory, Google Dataflow, Databricks Delta Live Tables"}, {"id": "mai-20260917-0922-baseline|c141-l5|mistral-small|Azure Data Factory", "prompt": "c141-l5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Azure Data Factory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Cloud-native**: AWS Glue, Azure Data Factory, Google Dataflow, Databricks Delta Live Tables"}, {"id": "mai-20260917-0922-baseline|c141-l5|mistral-small|Google Dataflow", "prompt": "c141-l5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Google Dataflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Cloud-native**: AWS Glue, Azure Data Factory, Google Dataflow, Databricks Delta Live Tables"}, {"id": "mai-20260917-0922-baseline|c141-l5|mistral-small|Databricks Delta Live Tables", "prompt": "c141-l5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Databricks Delta Live Tables", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Cloud-native**: AWS Glue, Azure Data Factory, Google Dataflow, Databricks Delta Live Tables"}, {"id": "mai-20260917-0922-baseline|c141-l5|mistral-small|Apache NiFi", "prompt": "c141-l5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Apache NiFi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Open-source**: Apache NiFi, Apache Airflow (self-hosted)"}, {"id": "mai-20260917-0922-baseline|c141-l5|mistral-small|Apache Airflow", "prompt": "c141-l5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Open-source**: Apache NiFi, Apache Airflow (self-hosted)"}, {"id": "mai-20260917-0922-baseline|c141-l5|moonshot-small|Fivetran", "prompt": "c141-l5", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Fivetran** – Strong on connectors, SOC 2 Type II, but limited transformation"}, {"id": "mai-20260917-0922-baseline|c141-l5|moonshot-small|Airbyte", "prompt": "c141-l5", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Airbyte** – Open-source flexibility, good for cost-conscious teams"}, {"id": "mai-20260917-0922-baseline|c141-l5|moonshot-small|Integrate.io", "prompt": "c141-l5", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Integrate.io** – Fixed-fee pricing (predictable at scale), 220+ transformations"}, {"id": "mai-20260917-0922-baseline|c141-l5|moonshot-small|Talend (Qlik)", "prompt": "c141-l5", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Talend (Qlik)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Talend (Qlik)** – Best for data governance/quality, complex legacy estates"}, {"id": "mai-20260917-0922-baseline|c141-l5|moonshot-small|Informatica PowerCenter", "prompt": "c141-l5", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most mature for regulated industries, steep learning curve"}, {"id": "mai-20260917-0922-baseline|c141-l5|moonshot-small|Matillion", "prompt": "c141-l5", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Matillion** – Strong cloud data warehouse focus, good price/performance"}, {"id": "mai-20260917-0922-baseline|c141-l5|xai-small|Fivetran", "prompt": "c141-l5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist | Fivetran, Integrate.io, Hevo, Airbyte Ent, Matillion, Talend"}, {"id": "mai-20260917-0922-baseline|c141-l5|xai-small|Stitch/Hevo", "prompt": "c141-l5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Stitch/Hevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fivetran/Hevo (wide connectors, SOC 2/SSO)"}, {"id": "mai-20260917-0922-baseline|c141-l5|xai-small|Integrate.io", "prompt": "c141-l5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Integrate.io (fixed pricing, strong compliance out-of-box)"}, {"id": "mai-20260917-0922-baseline|c141-l5|xai-small|Airbyte Cloud Enterprise", "prompt": "c141-l5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte Cloud Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shortlist | Fivetran, Integrate.io, Hevo, Airbyte Ent, Matillion, Talend"}, {"id": "mai-20260917-0922-baseline|c141-l5|xai-small|dbt Cloud", "prompt": "c141-l5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "dbt Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise ETL tools (e.g., ... dbt Cloud, Matillion, Talend/Qlik, Informatica) often meet these"}, {"id": "mai-20260917-0922-baseline|c141-l5|xai-small|Matillion", "prompt": "c141-l5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Shortlist | Fivetran, Integrate.io, Hevo, Airbyte Ent, Matillion, Talend"}, {"id": "mai-20260917-0922-baseline|c141-l5|xai-small|Talend/Qlik", "prompt": "c141-l5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Talend/Qlik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Shortlist | ... Matillion, Talend (all advertise SOC 2/SSO base/enterprise)"}, {"id": "mai-20260917-0922-baseline|c141-l5|xai-small|Informatica", "prompt": "c141-l5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Informatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise ETL tools (e.g., ... Talend/Qlik, Informatica) often meet these"}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|Informatica", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "its consumption-based IPU ... billing is notoriously difficult to forecast ... Stick to established players like Informatica only if you have the budget and talent to manage it."}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|Fivetran", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "costs become exponential and hard to predict ... making it risky for enterprises managing millions of rows"}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|Talend (acquired by Qlik)", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend (acquired by Qlik)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "This is a high-risk area in 2026. Talend discontinued its free Open Studio edition ... significant roadmap uncertainty"}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|Pentaho Data Integration (Hitachi Vantara)", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Pentaho Data Integration (Hitachi Vantara)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it requires significant DevOps effort to maintain compared to modern cloud-native alternatives"}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|Apache NiFi (Vanilla Self-Hosted)", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Apache NiFi (Vanilla Self-Hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "faces severe limitations at enterprise scale ... JVM bottlenecks, difficult CI/CD at scale"}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|Apache Airflow (Without Managed Hosting)", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Apache Airflow (Without Managed Hosting)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "self-hosting Airflow at a large enterprise requires immense operational bandwidth"}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|Airbyte Core (Self-Hosted)", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte Core (Self-Hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "If your team lacks a dedicated DevOps/Data Platform squad, this becomes a liability."}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|Custom SQL Scripts / Stored Procedures", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Custom SQL Scripts / Stored Procedures", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "leads to \"spaghetti code.\" There is no version control, no schema drift handling, and poor auditability"}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|Matillion", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Better Alternative | Matillion, Integrate.io, or AWS Glue"}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|Integrate.io", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Shift toward fully managed ELT solutions (like Hevo, Integrate.io, or dbt Cloud)"}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|AWS Glue", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Matillion, Integrate.io, or AWS Glue"}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|Hevo Data", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Hevo Data (event-based pricing) or Stitch"}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|Airbyte Cloud", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Hevo Data, Fivetran, or Airbyte Cloud"}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|Confluent Schema Registry + Flink", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Confluent Schema Registry + Flink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Confluent Schema Registry + Flink, or managed Kafka services"}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|Prefect", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Prefect, Dagster, or Azure Data Factory"}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|Dagster", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Prefect, Dagster, or Azure Data Factory"}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|Azure Data Factory", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Prefect, Dagster, or Azure Data Factory"}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|Stitch", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Hevo Data (event-based pricing) or Stitch"}, {"id": "mai-20260917-0922-baseline|c141-l6|alibaba-small|dbt Cloud", "prompt": "c141-l6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "dbt Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "fully managed ELT solutions (like Hevo, Integrate.io, or dbt Cloud) where pricing is transparent"}, {"id": "mai-20260917-0922-baseline|c141-l6|anthropic-small|Informatica PowerCenter", "prompt": "c141-l6", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "PowerCenter has legacy concerns, with PowerCenter estates facing a vendor-driven migration to IDMC as on-premises support windows close."}, {"id": "mai-20260917-0922-baseline|c141-l6|anthropic-small|Google Cloud Dataflow", "prompt": "c141-l6", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Google Cloud Dataflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Google Cloud Dataflow has a steep learning curve, and users warn about high costs compared to other tools."}, {"id": "mai-20260917-0922-baseline|c141-l6|anthropic-small|Fivetran", "prompt": "c141-l6", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fivetran uses consumption-based pricing on Monthly Active Rows, and as of 2026, deletes count toward MAR, so bills can climb with high-churn tables."}, {"id": "mai-20260917-0922-baseline|c141-l6|challenger-small|Fivetran", "prompt": "c141-l6", "model": "challenger-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Fivetran** if cost predictability and heavy transformation logic matter."}, {"id": "mai-20260917-0922-baseline|c141-l6|challenger-small|Informatica", "prompt": "c141-l6", "model": "challenger-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Informatica PowerCenter / IDMC** if your use case is not governance-heavy enough to justify the complexity and high TCO."}, {"id": "mai-20260917-0922-baseline|c141-l6|challenger-small|IBM DataStage", "prompt": "c141-l6", "model": "challenger-small", "cat": "etl-and-elt", "variant": "negative", "raw": "IBM DataStage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**IBM DataStage** if you do not have the infrastructure and specialist support for heavy legacy/mainframe processing."}, {"id": "mai-20260917-0922-baseline|c141-l6|challenger-small|Talend", "prompt": "c141-l6", "model": "challenger-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Talend (Qlik)** if you want a lighter, faster, lower-overhead stack; the sources emphasize its training and complexity costs."}, {"id": "mai-20260917-0922-baseline|c141-l6|challenger-small|Azure Data Factory", "prompt": "c141-l6", "model": "challenger-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Azure Data Factory", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "called out as a poor fit for teams with major AWS/GCP/non-Azure workloads"}, {"id": "mai-20260917-0922-baseline|c141-l6|challenger-small|AWS Glue", "prompt": "c141-l6", "model": "challenger-small", "cat": "etl-and-elt", "variant": "negative", "raw": "AWS Glue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "AWS Glue is described as AWS-centric with lock-in and Spark expertise requirements"}, {"id": "mai-20260917-0922-baseline|c141-l6|challenger-small|Hevo", "prompt": "c141-l6", "model": "challenger-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Hevo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Hevo** if you need proven petabyte-scale operation or deep enterprise governance, since the source positions it more as a mid-market automation option."}, {"id": "mai-20260917-0922-baseline|c141-l6|deepseek-small|Talend Open Studio", "prompt": "c141-l6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend Open Studio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is an immediate avoid / migration trigger."}, {"id": "mai-20260917-0922-baseline|c141-l6|deepseek-small|Pentaho Data Integration (Kettle)", "prompt": "c141-l6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Pentaho Data Integration (Kettle)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The tools to avoid most urgently are the *discontinued open-source editions* (Talend Open Studio, Pentaho)"}, {"id": "mai-20260917-0922-baseline|c141-l6|deepseek-small|Singer", "prompt": "c141-l6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Singer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "effectively dormant; activity has moved to Meltano. Avoid betting on it as a foundation."}, {"id": "mai-20260917-0922-baseline|c141-l6|deepseek-small|Informatica", "prompt": "c141-l6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "tools to avoid most urgently are ... the *legacy enterprise suites* (DataStage, Informatica) if you aren't in a regulated/mainframe environment"}, {"id": "mai-20260917-0922-baseline|c141-l6|deepseek-small|IBM DataStage", "prompt": "c141-l6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "IBM DataStage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "tools to avoid most urgently are ... the *legacy enterprise suites* (DataStage, Informatica)"}, {"id": "mai-20260917-0922-baseline|c141-l6|deepseek-small|Talend", "prompt": "c141-l6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Legacy Enterprise Suites (Informatica, IBM DataStage, Talend) ... they warrant caution"}, {"id": "mai-20260917-0922-baseline|c141-l6|deepseek-small|Fivetran", "prompt": "c141-l6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pricing volatility** \\u2014 The Monthly Active Rows (MAR) model is notoriously hard to forecast."}, {"id": "mai-20260917-0922-baseline|c141-l6|deepseek-small|Apache NiFi", "prompt": "c141-l6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Apache NiFi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not ideal for SQL-heavy transformations."}, {"id": "mai-20260917-0922-baseline|c141-l6|deepseek-small|Airbyte", "prompt": "c141-l6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Not a red flag per se**, but they shift the \"hidden cost\" from licensing to engineering"}, {"id": "mai-20260917-0922-baseline|c141-l6|deepseek-small|Meltano", "prompt": "c141-l6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Meltano", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Not a red flag per se**, but they shift the \"hidden cost\" from licensing to engineering"}, {"id": "mai-20260917-0922-baseline|c141-l6|deepseek-small|Apache HOP", "prompt": "c141-l6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Apache HOP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "the project has effectively forked into Apache HOP"}, {"id": "mai-20260917-0922-baseline|c141-l6|google-small|Fivetran", "prompt": "c141-l6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Great for standard SaaS-to-warehouse replication, but require strict governance and capping. Avoid using them for high-volume database replication"}, {"id": "mai-20260917-0922-baseline|c141-l6|google-small|Stitch", "prompt": "c141-l6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Stitch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Usage-Based Cloud Ingestion Tools with \"Per-Connector\" Pricing * **Examples:** *Fivetran, Stitch* * **The Risk:** Ballooning, unpredictable costs"}, {"id": "mai-20260917-0922-baseline|c141-l6|google-small|Legacy Informatica PowerCenter", "prompt": "c141-l6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Legacy Informatica PowerCenter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Do not invest in these legacy platforms for *new* data initiatives."}, {"id": "mai-20260917-0922-baseline|c141-l6|google-small|IBM InfoSphere DataStage", "prompt": "c141-l6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "IBM InfoSphere DataStage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Do not invest in these legacy platforms for *new* data initiatives."}, {"id": "mai-20260917-0922-baseline|c141-l6|google-small|Oracle Data Integrator (ODI)", "prompt": "c141-l6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Oracle Data Integrator (ODI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Do not invest in these legacy platforms for *new* data initiatives."}, {"id": "mai-20260917-0922-baseline|c141-l6|google-small|Microsoft SSIS", "prompt": "c141-l6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Microsoft SSIS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Legacy, \"GUI-First\" Proprietary Monoliths ... on-prem Microsoft SSIS ... Do not invest in these legacy platforms"}, {"id": "mai-20260917-0922-baseline|c141-l6|google-small|Informatica IDMC", "prompt": "c141-l6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica IDMC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "moving from PowerCenter to Informatica IDMC) is frequently treated as an incredibly complex, expensive, and forced upgrade path"}, {"id": "mai-20260917-0922-baseline|c141-l6|google-small|Zapier", "prompt": "c141-l6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Do not let them touch your central data lake, warehouse, or any highly regulated compliance pipelines."}, {"id": "mai-20260917-0922-baseline|c141-l6|google-small|Make (Integromat)", "prompt": "c141-l6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Make (Integromat)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Do not let them touch your central data lake, warehouse, or any highly regulated compliance pipelines."}, {"id": "mai-20260917-0922-baseline|c141-l6|google-small|Workato", "prompt": "c141-l6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Workato", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "basic Workato setups* * **The Risk:** Governance, compliance, and security failures."}, {"id": "mai-20260917-0922-baseline|c141-l6|google-small|Apache Airflow", "prompt": "c141-l6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "using open-source, standardized tools (like Apache Airflow, Spark, or dbt) is highly recommended"}, {"id": "mai-20260917-0922-baseline|c141-l6|google-small|Spark", "prompt": "c141-l6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Spark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "using open-source, standardized tools (like Apache Airflow, Spark, or dbt) is highly recommended"}, {"id": "mai-20260917-0922-baseline|c141-l6|google-small|dbt", "prompt": "c141-l6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "use industry-standard frameworks and orchestrators (such as Databricks, dbt, or managed Airflow/Prefect)"}, {"id": "mai-20260917-0922-baseline|c141-l6|google-small|Databricks", "prompt": "c141-l6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "use industry-standard frameworks and orchestrators (such as Databricks, dbt, or managed Airflow/Prefect)"}, {"id": "mai-20260917-0922-baseline|c141-l6|google-small|Prefect", "prompt": "c141-l6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "such as Databricks, dbt, or managed Airflow/Prefect) that enforce documentation, testing, and unified monitoring"}, {"id": "mai-20260917-0922-baseline|c141-l6|meta-small|Apache NiFi", "prompt": "c141-l6", "model": "meta-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Apache NiFi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the tools mentioned include Apache NiFi, Airbyte, Apache Airflow, Pentaho Data Integration, and AWS Glue."}, {"id": "mai-20260917-0922-baseline|c141-l6|meta-small|Airbyte", "prompt": "c141-l6", "model": "meta-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the tools mentioned include Apache NiFi, Airbyte, Apache Airflow, Pentaho Data Integration, and AWS Glue."}, {"id": "mai-20260917-0922-baseline|c141-l6|meta-small|Apache Airflow", "prompt": "c141-l6", "model": "meta-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the tools mentioned include Apache NiFi, Airbyte, Apache Airflow, Pentaho Data Integration, and AWS Glue."}, {"id": "mai-20260917-0922-baseline|c141-l6|meta-small|Pentaho Data Integration", "prompt": "c141-l6", "model": "meta-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Pentaho Data Integration", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the tools mentioned include Apache NiFi, Airbyte, Apache Airflow, Pentaho Data Integration, and AWS Glue."}, {"id": "mai-20260917-0922-baseline|c141-l6|meta-small|AWS Glue", "prompt": "c141-l6", "model": "meta-small", "cat": "etl-and-elt", "variant": "negative", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the tools mentioned include Apache NiFi, Airbyte, Apache Airflow, Pentaho Data Integration, and AWS Glue."}, {"id": "mai-20260917-0922-baseline|c141-l6|minimax-small|Informatica PowerCenter", "prompt": "c141-l6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "high licensing costs, complex vendor lock-in... avoid building new pipelines on these legacy platforms"}, {"id": "mai-20260917-0922-baseline|c141-l6|minimax-small|Talend", "prompt": "c141-l6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Talend Open Studio was discontinued in January 2024... roadmap uncertainty, and per-connector pricing can become expensive"}, {"id": "mai-20260917-0922-baseline|c141-l6|minimax-small|Azure Data Factory (ADF)", "prompt": "c141-l6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Azure Data Factory (ADF)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "many enterprises report it struggles with complex transformations and large-scale workloads compared to specialized tools"}, {"id": "mai-20260917-0922-baseline|c141-l6|minimax-small|IBM InfoSphere DataStage", "prompt": "c141-l6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "IBM InfoSphere DataStage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Considered legacy with limited modern cloud capabilities and high operational complexity"}, {"id": "mai-20260917-0922-baseline|c141-l6|minimax-small|Microsoft SSIS (SQL Server Integration Services)", "prompt": "c141-l6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Microsoft SSIS (SQL Server Integration Services)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tightly bound to on-premises SQL Server, making cloud migrations challenging"}, {"id": "mai-20260917-0922-baseline|c141-l6|minimax-small|AWS Glue", "prompt": "c141-l6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Recommended Alternatives... Cloud-native: AWS Glue"}, {"id": "mai-20260917-0922-baseline|c141-l6|minimax-small|Google Dataflow", "prompt": "c141-l6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Google Dataflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cloud-native: AWS Glue, Google Dataflow, Azure Databricks"}, {"id": "mai-20260917-0922-baseline|c141-l6|minimax-small|Azure Databricks", "prompt": "c141-l6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Azure Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cloud-native: AWS Glue, Google Dataflow, Azure Databricks"}, {"id": "mai-20260917-0922-baseline|c141-l6|minimax-small|Fivetran", "prompt": "c141-l6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ELT/CDC: Fivetran, Airbyte, Estuary"}, {"id": "mai-20260917-0922-baseline|c141-l6|minimax-small|Airbyte", "prompt": "c141-l6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "ELT/CDC: Fivetran, Airbyte, Estuary"}, {"id": "mai-20260917-0922-baseline|c141-l6|minimax-small|Estuary", "prompt": "c141-l6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Estuary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "ELT/CDC: Fivetran, Airbyte, Estuary"}, {"id": "mai-20260917-0922-baseline|c141-l6|minimax-small|dbt (data build tool)", "prompt": "c141-l6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "dbt (data build tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Transformation: dbt (data build tool)"}, {"id": "mai-20260917-0922-baseline|c141-l6|mistral-small|Fivetran", "prompt": "c141-l6", "model": "mistral-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Fivetran’s pricing can be hard to forecast due to its \"monthly active rows\" model, which can balloon without clear visibility or control"}, {"id": "mai-20260917-0922-baseline|c141-l6|mistral-small|IBM DataStage", "prompt": "c141-l6", "model": "mistral-small", "cat": "etl-and-elt", "variant": "negative", "raw": "IBM DataStage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like IBM DataStage and Oracle GoldenGate ... often come with massive infrastructure and specialized setup costs"}, {"id": "mai-20260917-0922-baseline|c141-l6|mistral-small|Oracle GoldenGate", "prompt": "c141-l6", "model": "mistral-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Oracle GoldenGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often come with massive infrastructure and specialized setup costs ... limited versatility if your stack is varied or cloud-native"}, {"id": "mai-20260917-0922-baseline|c141-l6|mistral-small|Informatica PowerCenter", "prompt": "c141-l6", "model": "mistral-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Heavy-duty platforms like Informatica PowerCenter or IBM InfoSphere ... are costly and complex"}, {"id": "mai-20260917-0922-baseline|c141-l6|mistral-small|IBM InfoSphere", "prompt": "c141-l6", "model": "mistral-small", "cat": "etl-and-elt", "variant": "negative", "raw": "IBM InfoSphere", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these six-figure governance platforms are more than necessary and can introduce unnecessary overhead"}, {"id": "mai-20260917-0922-baseline|c141-l6|mistral-small|Hevo", "prompt": "c141-l6", "model": "mistral-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Hevo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "No-code/Low-code (e.g., some Hevo, Integrate.io) | Scalability, Hidden Costs | Rigid, brittle, hard to maintain at scale"}, {"id": "mai-20260917-0922-baseline|c141-l6|mistral-small|Integrate.io", "prompt": "c141-l6", "model": "mistral-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Integrate.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "No-code/Low-code (e.g., some Hevo, Integrate.io) | Scalability, Hidden Costs"}, {"id": "mai-20260917-0922-baseline|c141-l6|mistral-small|Airbyte", "prompt": "c141-l6", "model": "mistral-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Open-source or code-based tools (e.g., Airbyte, dbt, or Databricks) are often better for long-term maintainability and cost control"}, {"id": "mai-20260917-0922-baseline|c141-l6|mistral-small|dbt", "prompt": "c141-l6", "model": "mistral-small", "cat": "etl-and-elt", "variant": "negative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Open-source or code-based tools (e.g., Airbyte, dbt, or Databricks) are often better for long-term maintainability"}, {"id": "mai-20260917-0922-baseline|c141-l6|mistral-small|Databricks", "prompt": "c141-l6", "model": "mistral-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Open-source or code-based tools (e.g., Airbyte, dbt, or Databricks) are often better for long-term maintainability"}, {"id": "mai-20260917-0922-baseline|c141-l6|moonshot-small|Informatica PowerCenter", "prompt": "c141-l6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "be most wary of legacy ETL platforms with expensive licensing (Informatica, DataStage)"}, {"id": "mai-20260917-0922-baseline|c141-l6|moonshot-small|IBM DataStage", "prompt": "c141-l6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "IBM DataStage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "be most wary of legacy ETL platforms with expensive licensing (Informatica, DataStage)"}, {"id": "mai-20260917-0922-baseline|c141-l6|moonshot-small|Microsoft SSIS", "prompt": "c141-l6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Microsoft SSIS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SSIS specifically: While cheap for Microsoft shops, it hits a real architectural ceiling at cloud scale"}, {"id": "mai-20260917-0922-baseline|c141-l6|moonshot-small|Talend Open Studio", "prompt": "c141-l6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend Open Studio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "on-prem/open-source tools without enterprise backing (Talend Open Studio, Kettle)"}, {"id": "mai-20260917-0922-baseline|c141-l6|moonshot-small|Pentaho Data Integration (Kettle)", "prompt": "c141-l6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Pentaho Data Integration (Kettle)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "on-prem/open-source tools without enterprise backing (Talend Open Studio, Kettle)"}, {"id": "mai-20260917-0922-baseline|c141-l6|moonshot-small|Azure Data Factory", "prompt": "c141-l6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Azure Data Factory", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Azure Data Factory (with caution)"}, {"id": "mai-20260917-0922-baseline|c141-l6|moonshot-small|Fivetran", "prompt": "c141-l6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "certain configurations of Fivetran ... charge per connector or per million active rows (MAR) punish growth"}, {"id": "mai-20260917-0922-baseline|c141-l6|moonshot-small|dbt", "prompt": "c141-l6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "prioritize tools that offer: Auto-scaling, cloud-native architecture (e.g., dbt, Airbyte, Spark-based tools, cloud-native ELT)"}, {"id": "mai-20260917-0922-baseline|c141-l6|moonshot-small|Airbyte", "prompt": "c141-l6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "e.g., dbt, Airbyte, Spark-based tools, cloud-native ELT"}, {"id": "mai-20260917-0922-baseline|c141-l6|xai-small|Informatica PowerCenter", "prompt": "c141-l6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid or Approach with Extreme Caution: Informatica PowerCenter / IDMC ... High TCO ... TCO is a red flag"}, {"id": "mai-20260917-0922-baseline|c141-l6|xai-small|Talend", "prompt": "c141-l6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Talend (now Qlik): High TCO and Pricing Opacity ... not agile for modern stacks"}, {"id": "mai-20260917-0922-baseline|c141-l6|xai-small|IBM DataStage", "prompt": "c141-l6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "IBM DataStage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "IBM DataStage and SAP BODI: Legacy Barriers ... brittle pipelines, weak real-time support"}, {"id": "mai-20260917-0922-baseline|c141-l6|xai-small|Microsoft SSIS (SQL Server Integration Services)", "prompt": "c141-l6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Microsoft SSIS (SQL Server Integration Services)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tight Coupling: Locked to SQL Server ecosystems ... risky at enterprise scale"}, {"id": "mai-20260917-0922-baseline|c141-l6|xai-small|SAP BODI", "prompt": "c141-l6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "SAP BODI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "IBM DataStage and SAP BODI: Legacy Barriers ... High Costs: Expensive licensing"}, {"id": "mai-20260917-0922-baseline|c141-l6|xai-small|Airbyte", "prompt": "c141-l6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Safer Alternatives for Large Enterprises: Airbyte (open-source, 700+ connectors, horizontal scale)"}, {"id": "mai-20260917-0922-baseline|c141-l6|xai-small|Fivetran", "prompt": "c141-l6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Fivetran's MAR can spike at high volumes \\u2013 caution here too, forecast carefully"}, {"id": "mai-20260917-0922-baseline|c141-l6|xai-small|AWS Glue", "prompt": "c141-l6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "AWS Glue/Azure Data Factory (if locked to that cloud)"}, {"id": "mai-20260917-0922-baseline|c141-l6|xai-small|Azure Data Factory", "prompt": "c141-l6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "AWS Glue/Azure Data Factory (if locked to that cloud)"}, {"id": "mai-20260917-0922-baseline|c141-l6|xai-small|dbt", "prompt": "c141-l6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Modern Stacks: dbt + Airflow/Dagster for transforms/orchestration"}, {"id": "mai-20260917-0922-baseline|c141-l6|xai-small|Airflow", "prompt": "c141-l6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "dbt + Airflow/Dagster for transforms/orchestration"}, {"id": "mai-20260917-0922-baseline|c141-l6|xai-small|Dagster", "prompt": "c141-l6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "dbt + Airflow/Dagster for transforms/orchestration"}, {"id": "mai-20260917-0922-baseline|c141-l6|xai-small|Databricks", "prompt": "c141-l6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Databricks for lakehouse-scale"}, {"id": "mai-20260917-0922-baseline|c141-l6|zai-small|Informatica", "prompt": "c141-l6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Older **Informatica** versions, **IBM DataStage**, **Talend Open Studio (pre‑2024)**, **SQL Server Integration Services (SSIS)** when used in large‑scale, cloud‑centric environments."}, {"id": "mai-20260917-0922-baseline|c141-l6|zai-small|IBM DataStage", "prompt": "c141-l6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "IBM DataStage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Categories of tools to avoid or use with caution ... Older **Informatica** versions, **IBM DataStage**"}, {"id": "mai-20260917-0922-baseline|c141-l6|zai-small|Talend Open Studio", "prompt": "c141-l6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend Open Studio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Talend** (especially older paid editions) when transformations are hand‑coded rather than declarative."}, {"id": "mai-20260917-0922-baseline|c141-l6|zai-small|SQL Server Integration Services (SSIS)", "prompt": "c141-l6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "SQL Server Integration Services (SSIS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**SQL Server SSIS** when used for petabyte‑scale workloads without proper parallelism or incremental loading."}, {"id": "mai-20260917-0922-baseline|c141-l6|zai-small|AWS Glue", "prompt": "c141-l6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "AWS Glue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Early **AWS Glue** jobs that rely on proprietary scripts."}, {"id": "mai-20260917-0922-baseline|c141-l6|zai-small|Azure Data Factory", "prompt": "c141-l6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Azure Data Factory", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Azure Data Factory** when used only within the Azure ecosystem without a strategy for cross‑cloud portability."}, {"id": "mai-20260917-0922-baseline|c141-l6|zai-small|DuckDB", "prompt": "c141-l6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "DuckDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Custom ETL scripts built with **DuckDB** (or similar) when not paired with a dedicated monitoring layer."}, {"id": "mai-20260917-0922-baseline|c141-l6|zai-small|Airflow", "prompt": "c141-l6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Orchestration** (e.g., Airflow, Prefect)."}, {"id": "mai-20260917-0922-baseline|c141-l6|zai-small|Prefect", "prompt": "c141-l6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Orchestration** (e.g., Airflow, Prefect)."}, {"id": "mai-20260917-0922-baseline|c141-l6|zai-small|Spark", "prompt": "c141-l6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Spark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Compute** (e.g., Spark, Databricks, Fivetran, Hevo)."}, {"id": "mai-20260917-0922-baseline|c141-l6|zai-small|Databricks", "prompt": "c141-l6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Compute** (e.g., Spark, Databricks, Fivetran, Hevo)."}, {"id": "mai-20260917-0922-baseline|c141-l6|zai-small|Fivetran", "prompt": "c141-l6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Compute** (e.g., Spark, Databricks, Fivetran, Hevo)."}, {"id": "mai-20260917-0922-baseline|c141-l6|zai-small|Hevo", "prompt": "c141-l6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Hevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Compute** (e.g., Spark, Databricks, Fivetran, Hevo)."}, {"id": "mai-20260917-0922-baseline|c141-l6|zai-small|Great Expectations", "prompt": "c141-l6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Great Expectations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Governance/Quality** (e.g., Great Expectations, dbt)."}, {"id": "mai-20260917-0922-baseline|c141-l6|zai-small|dbt", "prompt": "c141-l6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "dbt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Governance/Quality** (e.g., Great Expectations, dbt)."}, {"id": "mai-20260917-0922-baseline|c141-m1|alibaba-small|Integrate.io", "prompt": "c141-m1", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Integrate.io** — Best All-Around Choice"}, {"id": "mai-20260917-0922-baseline|c141-m1|alibaba-small|Fivetran", "prompt": "c141-m1", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fivetran + dbt** — Best for Analytics-First Stacks"}, {"id": "mai-20260917-0922-baseline|c141-m1|alibaba-small|dbt", "prompt": "c141-m1", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "direct", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fivetran handles reliable, managed ingestion; dbt handles transformation in your warehouse"}, {"id": "mai-20260917-0922-baseline|c141-m1|alibaba-small|Hightouch", "prompt": "c141-m1", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you'd need to add Hightouch or Census"}, {"id": "mai-20260917-0922-baseline|c141-m1|alibaba-small|Census", "prompt": "c141-m1", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you'd need to add Hightouch or Census"}, {"id": "mai-20260917-0922-baseline|c141-m1|alibaba-small|Airbyte", "prompt": "c141-m1", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Airbyte** — Best Cost-Conscious or Engineering-Led Teams... Requires more maintenance than fully managed options"}, {"id": "mai-20260917-0922-baseline|c141-m1|alibaba-small|Skyvia", "prompt": "c141-m1", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Skyvia** — Best No-Code Option for Smaller Teams"}, {"id": "mai-20260917-0922-baseline|c141-m1|anthropic-small|Talend", "prompt": "c141-m1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Talend", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Talend or MuleSoft** if you need a balance of power and usability with vendor support"}, {"id": "mai-20260917-0922-baseline|c141-m1|anthropic-small|Apache Airflow", "prompt": "c141-m1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Airflow** if you have strong technical resources and need maximum flexibility"}, {"id": "mai-20260917-0922-baseline|c141-m1|anthropic-small|Informatica Cloud", "prompt": "c141-m1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Informatica Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Mature platform with strong enterprise support; higher cost"}, {"id": "mai-20260917-0922-baseline|c141-m1|anthropic-small|MuleSoft", "prompt": "c141-m1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "MuleSoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Talend or MuleSoft** if you need a balance of power and usability with vendor support"}, {"id": "mai-20260917-0922-baseline|c141-m1|anthropic-small|Stitch Data", "prompt": "c141-m1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Stitch Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple, cloud-native; good for basic ELT needs"}, {"id": "mai-20260917-0922-baseline|c141-m1|anthropic-small|Azure Data Factory", "prompt": "c141-m1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Azure Data Factory/AWS Glue** if you're already committed to that cloud provider"}, {"id": "mai-20260917-0922-baseline|c141-m1|anthropic-small|AWS Glue", "prompt": "c141-m1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Azure Data Factory/AWS Glue** if you're already committed to that cloud provider"}, {"id": "mai-20260917-0922-baseline|c141-m1|challenger-small|Integrate.io", "prompt": "c141-m1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best single ETL/ELT tool is **Integrate.io** if you want the best balance of low-code usability, predictable pricing, and broad mid-market fit"}, {"id": "mai-20260917-0922-baseline|c141-m1|challenger-small|Fivetran + dbt Cloud", "prompt": "c141-m1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran + dbt Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fivetran + dbt Cloud** is the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c141-m1|challenger-small|Matillion", "prompt": "c141-m1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Matillion** if your team wants more visual, transformation-heavy ETL"}, {"id": "mai-20260917-0922-baseline|c141-m1|challenger-small|Airbyte", "prompt": "c141-m1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Airbyte** if you want open-source flexibility"}, {"id": "mai-20260917-0922-baseline|c141-m1|deepseek-small|Fivetran", "prompt": "c141-m1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Fivetran** (paired with dbt) is the safest, most battle-tested choice if budget allows"}, {"id": "mai-20260917-0922-baseline|c141-m1|deepseek-small|dbt Cloud", "prompt": "c141-m1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "dbt Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fivetran + dbt Cloud + Airflow"}, {"id": "mai-20260917-0922-baseline|c141-m1|deepseek-small|Airflow", "prompt": "c141-m1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fivetran + dbt Cloud + Airflow**"}, {"id": "mai-20260917-0922-baseline|c141-m1|deepseek-small|Integrate.io", "prompt": "c141-m1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Integrate.io** is the strongest value"}, {"id": "mai-20260917-0922-baseline|c141-m1|deepseek-small|Airbyte", "prompt": "c141-m1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want open source / budget control"}, {"id": "mai-20260917-0922-baseline|c141-m1|deepseek-small|Matillion", "prompt": "c141-m1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if transformations matter ... steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c141-m1|deepseek-small|Hevo Data", "prompt": "c141-m1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best value-for-money managed option"}, {"id": "mai-20260917-0922-baseline|c141-m1|deepseek-small|Stitch", "prompt": "c141-m1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Stitch from ~$100/mo; good for standard SaaS sources"}, {"id": "mai-20260917-0922-baseline|c141-m1|deepseek-small|Rivery", "prompt": "c141-m1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Rivery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Stitch / Rivery — Mid-market managed alternatives"}, {"id": "mai-20260917-0922-baseline|c141-m1|google-small|Fivetran", "prompt": "c141-m1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your priority is \"set-it-and-forget-it\" reliability and you have the budget, **Fivetran** is the market leader."}, {"id": "mai-20260917-0922-baseline|c141-m1|google-small|Hevo Data", "prompt": "c141-m1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Extremely popular in the mid-market because of its very user-friendly, low-code interface."}, {"id": "mai-20260917-0922-baseline|c141-m1|google-small|Integrate.io", "prompt": "c141-m1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Integrate.io stands out by offering **flat-fee pricing**."}, {"id": "mai-20260917-0922-baseline|c141-m1|google-small|Airbyte", "prompt": "c141-m1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "wants to avoid vendor lock-in, **Airbyte** is the premier choice"}, {"id": "mai-20260917-0922-baseline|c141-m1|google-small|Estuary", "prompt": "c141-m1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Estuary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Estuary specializes in real-time, streaming data pipeline creation and Change Data Capture (CDC) at scale."}, {"id": "mai-20260917-0922-baseline|c141-m1|google-small|dbt (Data Build Tool)", "prompt": "c141-m1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "dbt (Data Build Tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "you should pair it with **dbt (Data Build Tool)** inside your cloud data warehouse"}, {"id": "mai-20260917-0922-baseline|c141-m1|meta-small|Integrate.io", "prompt": "c141-m1", "model": "meta-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best ETL tool for a mid-market B2B company is Integrate.io"}, {"id": "mai-20260917-0922-baseline|c141-m1|meta-small|Fivetran", "prompt": "c141-m1", "model": "meta-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other popular options include Fivetran + dbt Cloud + Apache Airflow"}, {"id": "mai-20260917-0922-baseline|c141-m1|meta-small|dbt Cloud", "prompt": "c141-m1", "model": "meta-small", "cat": "etl-and-elt", "variant": "direct", "raw": "dbt Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fivetran + dbt Cloud + Apache Airflow, which is a commonly recommended production stack"}, {"id": "mai-20260917-0922-baseline|c141-m1|meta-small|Apache Airflow", "prompt": "c141-m1", "model": "meta-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fivetran + dbt Cloud + Apache Airflow, which is a commonly recommended production stack"}, {"id": "mai-20260917-0922-baseline|c141-m1|minimax-small|Fivetran", "prompt": "c141-m1", "model": "minimax-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Fivetran** (if budget allows) or **Airbyte** (for more control/cost savings)"}, {"id": "mai-20260917-0922-baseline|c141-m1|minimax-small|Integrate.io", "prompt": "c141-m1", "model": "minimax-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a unified platform with reverse ETL and observability, **Integrate.io** is a strong mid-market choice."}, {"id": "mai-20260917-0922-baseline|c141-m1|minimax-small|Hevo Data", "prompt": "c141-m1", "model": "minimax-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hevo Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for:** Teams wanting simplicity with good pricing"}, {"id": "mai-20260917-0922-baseline|c141-m1|minimax-small|Airbyte", "prompt": "c141-m1", "model": "minimax-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "starting with **Fivetran** (if budget allows) or **Airbyte** (for more control/cost savings)"}, {"id": "mai-20260917-0922-baseline|c141-m1|minimax-small|Matillion", "prompt": "c141-m1", "model": "minimax-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for:** Data teams using cloud data warehouses"}, {"id": "mai-20260917-0922-baseline|c141-m1|mistral-small|Fivetran", "prompt": "c141-m1", "model": "mistral-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most commonly recommended ETL stack in 2026 is **Fivetran + dbt Cloud + Apache Airflow**"}, {"id": "mai-20260917-0922-baseline|c141-m1|mistral-small|dbt Cloud", "prompt": "c141-m1", "model": "mistral-small", "cat": "etl-and-elt", "variant": "direct", "raw": "dbt Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fivetran + dbt Cloud + Apache Airflow**. This combination is praised for being reliable"}, {"id": "mai-20260917-0922-baseline|c141-m1|mistral-small|Apache Airflow", "prompt": "c141-m1", "model": "mistral-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fivetran + dbt Cloud + Apache Airflow**"}, {"id": "mai-20260917-0922-baseline|c141-m1|mistral-small|Integrate.io", "prompt": "c141-m1", "model": "mistral-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Integrate.io** is also highlighted as a strong choice for mid-market teams"}, {"id": "mai-20260917-0922-baseline|c141-m1|moonshot-small|Fivetran", "prompt": "c141-m1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fivetran or Airbyte** for data ingestion"}, {"id": "mai-20260917-0922-baseline|c141-m1|moonshot-small|Airbyte", "prompt": "c141-m1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fivetran or Airbyte** for data ingestion"}, {"id": "mai-20260917-0922-baseline|c141-m1|moonshot-small|dbt Cloud", "prompt": "c141-m1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "dbt Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**dbt Cloud** for transformation"}, {"id": "mai-20260917-0922-baseline|c141-m1|moonshot-small|Matillion", "prompt": "c141-m1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Visual Pipeline Building"}, {"id": "mai-20260917-0922-baseline|c141-m1|moonshot-small|Integrate.io", "prompt": "c141-m1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best All-in-One for Mid-Market"}, {"id": "mai-20260917-0922-baseline|c141-m1|moonshot-small|Estuary Flow", "prompt": "c141-m1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Estuary Flow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Estuary Flow or Fivetran for streaming/CDC"}, {"id": "mai-20260917-0922-baseline|c141-m1|moonshot-small|Azure Data Factory", "prompt": "c141-m1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Azure Data Factory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Azure Data Factory (Microsoft shops)"}, {"id": "mai-20260917-0922-baseline|c141-m1|moonshot-small|AWS Glue", "prompt": "c141-m1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AWS Glue (AWS-native)"}, {"id": "mai-20260917-0922-baseline|c141-m1|moonshot-small|Google Dataflow", "prompt": "c141-m1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Google Dataflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Google Dataflow (GCP)"}, {"id": "mai-20260917-0922-baseline|c141-m1|openai-small|Airbyte", "prompt": "c141-m1", "model": "openai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best ETL/ELT tool is usually **Airbyte or Fivetran**"}, {"id": "mai-20260917-0922-baseline|c141-m1|openai-small|Fivetran", "prompt": "c141-m1", "model": "openai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall managed option:** Fivetran."}, {"id": "mai-20260917-0922-baseline|c141-m1|openai-small|AWS Glue", "prompt": "c141-m1", "model": "openai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a cloud-native option like AWS Glue or a warehouse-centric stack may be enough"}, {"id": "mai-20260917-0922-baseline|c141-m1|xai-small|Fivetran", "prompt": "c141-m1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Fivetran** if reliability and minimal maintenance are key"}, {"id": "mai-20260917-0922-baseline|c141-m1|xai-small|Integrate.io", "prompt": "c141-m1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Integrate.io** for **best cost predictability**—fixed pricing shines for mid-market"}, {"id": "mai-20260917-0922-baseline|c141-m1|xai-small|Airbyte", "prompt": "c141-m1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cost-conscious engineering teams wanting custom/open-source flexibility"}, {"id": "mai-20260917-0922-baseline|c141-m1|xai-small|Hevo Data", "prompt": "c141-m1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hevo Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "No-code simplicity for smaller mid-market B2B with real-time needs"}, {"id": "mai-20260917-0922-baseline|c141-m1|xai-small|Stitch (Talend)", "prompt": "c141-m1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Stitch (Talend)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "No real-time CDC; needs dbt for transforms; being phased"}, {"id": "mai-20260917-0922-baseline|c141-m1|zai-small|Integrate.io", "prompt": "c141-m1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑market B2B companies, **Integrate.io** is the best balanced choice"}, {"id": "mai-20260917-0922-baseline|c141-m1|zai-small|Fivetran", "prompt": "c141-m1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fivetran** or **Matillion** are excellent alternatives."}, {"id": "mai-20260917-0922-baseline|c141-m1|zai-small|Airbyte", "prompt": "c141-m1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Airbyte** is the best fit, especially if you have an in‑house data engineering team."}, {"id": "mai-20260917-0922-baseline|c141-m1|zai-small|Matillion", "prompt": "c141-m1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fivetran** or **Matillion** are excellent alternatives."}, {"id": "mai-20260917-0922-baseline|c141-m1|zai-small|Talend Cloud", "prompt": "c141-m1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Talend Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Talend Cloud** offers hybrid deployment and granular control, making it suitable for regulated or complex environments."}, {"id": "mai-20260917-0922-baseline|c141-m1|zai-small|Peliqan", "prompt": "c141-m1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Peliqan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Peliqan** is a strong contender, especially for companies that want a single vendor solution."}, {"id": "mai-20260917-0922-baseline|c141-m2|alibaba-small|Fivetran", "prompt": "c141-m2", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the current industry standard recommendation is a **\"Modern Data Stack\"** combination of **Fivetran** for ingestion and **dbt (Data Build Tool)** for transformation."}, {"id": "mai-20260917-0922-baseline|c141-m2|alibaba-small|dbt (Data Build Tool)", "prompt": "c141-m2", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt (Data Build Tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Transform: dbt (specifically dbt Cloud)**"}, {"id": "mai-20260917-0922-baseline|c141-m2|alibaba-small|Apache Airflow", "prompt": "c141-m2", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "dbt Cloud's built-in scheduler eliminates the need for complex tools like Apache Airflow initially"}, {"id": "mai-20260917-0922-baseline|c141-m2|alibaba-small|Matillion Data Orchestrator", "prompt": "c141-m2", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Matillion Data Orchestrator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The AWS-Native Alternative (Matillion)... **Cons:** Can become expensive at high volumes"}, {"id": "mai-20260917-0922-baseline|c141-m2|alibaba-small|Azure Data Factory (ADF)", "prompt": "c141-m2", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Azure Data Factory (ADF)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your entire tech stack is Microsoft-based (M365, Azure SQL): **Platform:** **Azure Data Factory (ADF)**"}, {"id": "mai-20260917-0922-baseline|c141-m2|alibaba-small|Stitch (by Talend/MongoDB)", "prompt": "c141-m2", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Stitch (by Talend/MongoDB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Budget-Friendly / Startup Option (Stitch)... **Cons:** Less flexible connector library"}, {"id": "mai-20260917-0922-baseline|c141-m2|alibaba-small|AWS Glue", "prompt": "c141-m2", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Heavy AWS Users** | **Matillion** or **AWS Glue** (Deep integrations)"}, {"id": "mai-20260917-0922-baseline|c141-m2|anthropic-small|dbt", "prompt": "c141-m2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**dbt** (with tools like Fivetran, Stitch, or Airbyte) - Great for transformations, very popular in modern data stacks"}, {"id": "mai-20260917-0922-baseline|c141-m2|anthropic-small|Fivetran", "prompt": "c141-m2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Fivetran** - Managed connectors, low-code, good for SaaS data sources"}, {"id": "mai-20260917-0922-baseline|c141-m2|anthropic-small|Stitch", "prompt": "c141-m2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "with tools like Fivetran, Stitch, or Airbyte"}, {"id": "mai-20260917-0922-baseline|c141-m2|anthropic-small|Airbyte", "prompt": "c141-m2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Airbyte** - Open-source and managed options, flexible, growing ecosystem"}, {"id": "mai-20260917-0922-baseline|c141-m2|anthropic-small|Talend", "prompt": "c141-m2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Talend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Talend** - Enterprise-grade, comprehensive features"}, {"id": "mai-20260917-0922-baseline|c141-m2|anthropic-small|Apache Airflow", "prompt": "c141-m2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Apache Airflow** - Open-source workflow orchestration if you want flexibility"}, {"id": "mai-20260917-0922-baseline|c141-m2|challenger-small|Integrate.io", "prompt": "c141-m2", "model": "challenger-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Integrate.io** if you want one platform that covers **ingestion, transformation, and reverse ETL**"}, {"id": "mai-20260917-0922-baseline|c141-m2|challenger-small|Fivetran", "prompt": "c141-m2", "model": "challenger-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fivetran** is the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c141-m2|challenger-small|Skyvia", "prompt": "c141-m2", "model": "challenger-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if budget is tight and needs are basic:** **Skyvia**"}, {"id": "mai-20260917-0922-baseline|c141-m2|challenger-small|Airbyte", "prompt": "c141-m2", "model": "challenger-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a flexible open-source ELT option, but with more operational responsibility than fully managed tools"}, {"id": "mai-20260917-0922-baseline|c141-m2|deepseek-small|Airbyte", "prompt": "c141-m2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Airbyte (Cloud or Open Source) + dbt**"}, {"id": "mai-20260917-0922-baseline|c141-m2|deepseek-small|dbt", "prompt": "c141-m2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**dbt (Data Build Tool)** handles the \"T\" (Transform)"}, {"id": "mai-20260917-0922-baseline|c141-m2|deepseek-small|Fivetran", "prompt": "c141-m2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fivetran — Solid but Expensive ... MAR (Monthly Active Rows) pricing grows unpredictable"}, {"id": "mai-20260917-0922-baseline|c141-m2|deepseek-small|Stitch", "prompt": "c141-m2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Stitch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Stitch — Simple but Stagnant ... it will become a bottleneck as your data needs grow"}, {"id": "mai-20260917-0922-baseline|c141-m2|deepseek-small|Hevo Data", "prompt": "c141-m2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Hevo Data", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Hevo Data — Good Simplicity, Limited Scope ... it lacks the ecosystem depth of Airbyte"}, {"id": "mai-20260917-0922-baseline|c141-m2|deepseek-small|Integrate.io", "prompt": "c141-m2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Integrate.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Integrate.io — Predictable but Pricey ... the flat rate may overcharge you at lower volumes"}, {"id": "mai-20260917-0922-baseline|c141-m2|deepseek-small|Azure Data Factory", "prompt": "c141-m2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Already all-in on Azure | **Azure Data Factory** + dbt"}, {"id": "mai-20260917-0922-baseline|c141-m2|google-small|Airbyte Cloud", "prompt": "c141-m2", "model": "google-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Option A: Airbyte Cloud (Highly Recommended for Mid-Market)"}, {"id": "mai-20260917-0922-baseline|c141-m2|google-small|Fivetran", "prompt": "c141-m2", "model": "google-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Option B: Fivetran (The \"Gold Standard\" if budget allows)"}, {"id": "mai-20260917-0922-baseline|c141-m2|google-small|dbt (Data Build Tool)", "prompt": "c141-m2", "model": "google-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt (Data Build Tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "dbt is the non-negotiable industry standard for the transformation layer"}, {"id": "mai-20260917-0922-baseline|c141-m2|google-small|Estuary Flow", "prompt": "c141-m2", "model": "google-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Estuary Flow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need near real-time database replication: Estuary Flow"}, {"id": "mai-20260917-0922-baseline|c141-m2|google-small|dlt (Data Load Tool)", "prompt": "c141-m2", "model": "google-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dlt (Data Load Tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "`dlt` is an open-source Python library that lets you write declarative data loading scripts"}, {"id": "mai-20260917-0922-baseline|c141-m2|google-small|Sling", "prompt": "c141-m2", "model": "google-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Paired with `Sling` (a fast CLI data-syncing tool)"}, {"id": "mai-20260917-0922-baseline|c141-m2|google-small|Dagster", "prompt": "c141-m2", "model": "google-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "host your own pipelines on a lightweight orchestrator like Dagster or Prefect"}, {"id": "mai-20260917-0922-baseline|c141-m2|google-small|Prefect", "prompt": "c141-m2", "model": "google-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a lightweight orchestrator like Dagster or Prefect"}, {"id": "mai-20260917-0922-baseline|c141-m2|meta-small|Rivery", "prompt": "c141-m2", "model": "meta-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Rivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Rivery - a cloud-based ELT tool that allows for easy data integration and pipeline management."}, {"id": "mai-20260917-0922-baseline|c141-m2|meta-small|Integrate.io", "prompt": "c141-m2", "model": "meta-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Integrate.io - a comprehensive data integration platform that offers ETL, ELT, CDC, and Reverse ETL capabilities."}, {"id": "mai-20260917-0922-baseline|c141-m2|meta-small|Talend (Qlik)", "prompt": "c141-m2", "model": "meta-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Talend (Qlik)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Talend (Qlik) - a data integration platform that offers ETL, ELT, and data quality capabilities."}, {"id": "mai-20260917-0922-baseline|c141-m2|minimax-small|Fivetran", "prompt": "c141-m2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Fivetran**\n- **Best for:** Quick setup with minimal maintenance"}, {"id": "mai-20260917-0922-baseline|c141-m2|minimax-small|Airbyte", "prompt": "c141-m2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Airbyte**\n- **Best for:** Open-source flexibility and customizability"}, {"id": "mai-20260917-0922-baseline|c141-m2|minimax-small|dbt (Data Build Tool)", "prompt": "c141-m2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt (Data Build Tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** SQL-centric transformation and data modeling"}, {"id": "mai-20260917-0922-baseline|c141-m2|minimax-small|Azure Data Factory", "prompt": "c141-m2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Azure Data Factory** (if Azure ecosystem)"}, {"id": "mai-20260917-0922-baseline|c141-m2|minimax-small|Matillion", "prompt": "c141-m2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Cloud-native ELT (especially Snowflake, Redshift, BigQuery)"}, {"id": "mai-20260917-0922-baseline|c141-m2|mistral-small|Fivetran", "prompt": "c141-m2", "model": "mistral-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a fully managed, low-maintenance solution, start with **Fivetran** or **Hevo Data**."}, {"id": "mai-20260917-0922-baseline|c141-m2|mistral-small|Hevo Data", "prompt": "c141-m2", "model": "mistral-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want a fully managed, low-maintenance solution, start with **Fivetran** or **Hevo Data**."}, {"id": "mai-20260917-0922-baseline|c141-m2|mistral-small|Azure Data Factory", "prompt": "c141-m2", "model": "mistral-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're all-in on Azure, **Azure Data Factory** is a strong choice."}, {"id": "mai-20260917-0922-baseline|c141-m2|mistral-small|dbt (Data Build Tool)", "prompt": "c141-m2", "model": "mistral-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt (Data Build Tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For transformation logic, pair your ELT tool with **dbt**."}, {"id": "mai-20260917-0922-baseline|c141-m2|moonshot-small|Fivetran", "prompt": "c141-m2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommended Stack: **Fivetran + dbt + Snowflake/BigQuery**"}, {"id": "mai-20260917-0922-baseline|c141-m2|moonshot-small|dbt", "prompt": "c141-m2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Data Transformation: dbt (data build tool)"}, {"id": "mai-20260917-0922-baseline|c141-m2|moonshot-small|Snowflake", "prompt": "c141-m2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Snowflake:** Better for multi-cloud flexibility"}, {"id": "mai-20260917-0922-baseline|c141-m2|moonshot-small|BigQuery", "prompt": "c141-m2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BigQuery:** Cost-effective if already in Google Cloud ecosystem"}, {"id": "mai-20260917-0922-baseline|c141-m2|moonshot-small|Airbyte", "prompt": "c141-m2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Airbyte + dbt if: You have engineering resources to self-host"}, {"id": "mai-20260917-0922-baseline|c141-m2|moonshot-small|Stitch", "prompt": "c141-m2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Stitch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "vs. Stitch:** Fivetran has significantly more connectors and better support"}, {"id": "mai-20260917-0922-baseline|c141-m2|moonshot-small|Hevo Data", "prompt": "c141-m2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Budget-conscious alternative:** **Hevo Data** - specifically designed for mid-market"}, {"id": "mai-20260917-0922-baseline|c141-m2|moonshot-small|Talend", "prompt": "c141-m2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Talend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Complex on-premise requirements** | Matillion or Talend"}, {"id": "mai-20260917-0922-baseline|c141-m2|moonshot-small|Matillion", "prompt": "c141-m2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Complex on-premise requirements** | Matillion or Talend"}, {"id": "mai-20260917-0922-baseline|c141-m2|openai-small|Fivetran", "prompt": "c141-m2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Data pipeline / ingestion:** **Fivetran**"}, {"id": "mai-20260917-0922-baseline|c141-m2|openai-small|dbt", "prompt": "c141-m2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ELT / transformation:** **dbt**"}, {"id": "mai-20260917-0922-baseline|c141-m2|openai-small|Snowflake", "prompt": "c141-m2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Warehouse:** **Snowflake** or **BigQuery**"}, {"id": "mai-20260917-0922-baseline|c141-m2|openai-small|BigQuery", "prompt": "c141-m2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Warehouse:** **Snowflake** or **BigQuery**"}, {"id": "mai-20260917-0922-baseline|c141-m2|openai-small|Airbyte", "prompt": "c141-m2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want more flexibility and lower cost - **Airbyte + dbt**"}, {"id": "mai-20260917-0922-baseline|c141-m2|openai-small|Rivery", "prompt": "c141-m2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Rivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want an all-in-one cloud-native option - **Rivery**"}, {"id": "mai-20260917-0922-baseline|c141-m2|openai-small|Kafka", "prompt": "c141-m2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Kafka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your team is very engineering-heavy - **Kafka / Spark / Airflow / dbt**"}, {"id": "mai-20260917-0922-baseline|c141-m2|openai-small|Spark", "prompt": "c141-m2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Spark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Kafka / Spark / Airflow / dbt**"}, {"id": "mai-20260917-0922-baseline|c141-m2|openai-small|Airflow", "prompt": "c141-m2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Kafka / Spark / Airflow / dbt**"}, {"id": "mai-20260917-0922-baseline|c141-m2|openai-small|Stitch", "prompt": "c141-m2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "a **comparison of Fivetran vs Airbyte vs Stitch vs Rivery**"}, {"id": "mai-20260917-0922-baseline|c141-m2|xai-small|Fivetran", "prompt": "c141-m2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend the **Fivetran + dbt** stack as the primary ELT pipeline solution"}, {"id": "mai-20260917-0922-baseline|c141-m2|xai-small|dbt", "prompt": "c141-m2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "dbt for transformations ... Pairs perfectly with Fivetran"}, {"id": "mai-20260917-0922-baseline|c141-m2|xai-small|Talend", "prompt": "c141-m2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Talend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "This beats full ETL (e.g., Talend) which is heavier for analytics-focused B2B use cases."}, {"id": "mai-20260917-0922-baseline|c141-m2|xai-small|Airbyte", "prompt": "c141-m2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong alternative: Airbyte + dbt (budget/open-source pick)"}, {"id": "mai-20260917-0922-baseline|c141-m2|xai-small|Hevo", "prompt": "c141-m2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Hevo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Simpler no-code for smaller mid-sized, but less robust connectors."}, {"id": "mai-20260917-0922-baseline|c141-m2|xai-small|Integrate.io", "prompt": "c141-m2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Integrate.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Simpler no-code for smaller mid-sized, but less robust connectors."}, {"id": "mai-20260917-0922-baseline|c141-m2|xai-small|Airflow", "prompt": "c141-m2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Add for orchestration if pipelines get complex (free OSS)"}, {"id": "mai-20260917-0922-baseline|c141-m2|xai-small|Dagster", "prompt": "c141-m2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Add for orchestration if pipelines get complex (free OSS)"}, {"id": "mai-20260917-0922-baseline|c141-m2|xai-small|Informatica", "prompt": "c141-m2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Informatica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Skip enterprise like Informatica (Gartner Leaders, but overkill/costly)"}, {"id": "mai-20260917-0922-baseline|c141-m2|zai-small|Fivetran", "prompt": "c141-m2", "model": "zai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid\\u2011sized B2B teams I\\u2019d start with **Fivetran \\u2192 Snowflake \\u2192 dbt**."}, {"id": "mai-20260917-0922-baseline|c141-m2|zai-small|Airbyte", "prompt": "c141-m2", "model": "zai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a strong data\\u2011engineering team and want to keep costs down, swap Fivetran for **Airbyte self\\u2011hosted**"}, {"id": "mai-20260917-0922-baseline|c141-m2|zai-small|Snowflake", "prompt": "c141-m2", "model": "zai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Snowflake** (or any modern cloud warehouse) | Snowflake\\u2019s native ELT\\u2011friendly ingestion"}, {"id": "mai-20260917-0922-baseline|c141-m2|zai-small|dbt", "prompt": "c141-m2", "model": "zai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Transformation layer** | **dbt** (cloud or self\\u2011hosted)"}, {"id": "mai-20260917-0922-baseline|c141-m2|zai-small|Stitch", "prompt": "c141-m2", "model": "zai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Stitch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Middle ground, but less connector depth and higher per\\u2011connector costs."}, {"id": "mai-20260917-0922-baseline|c141-m3|alibaba-small|Fivetran", "prompt": "c141-m3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** Fully managed, low-maintenance ELT pipelines. ... Extremely reliable, huge library of connectors (700+)"}, {"id": "mai-20260917-0922-baseline|c141-m3|alibaba-small|Airbyte", "prompt": "c141-m3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best For:** Open-source flexibility and cost control. ... **Airbyte** (open-source) is cheapest if you have infra skills."}, {"id": "mai-20260917-0922-baseline|c141-m3|alibaba-small|Matillion", "prompt": "c141-m3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are fully on Snowflake/BigQuery, **Matillion** is often the most performant."}, {"id": "mai-20260917-0922-baseline|c141-m3|alibaba-small|Informatica PowerCenter / Cloud Data Integration (CDI)", "prompt": "c141-m3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica PowerCenter / Cloud Data Integration (CDI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cons:** Expensive, steep learning curve, heavier infrastructure requirements, slower to adapt to new cloud-native paradigms."}, {"id": "mai-20260917-0922-baseline|c141-m3|alibaba-small|Apache Airflow", "prompt": "c141-m3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Engineering teams needing orchestration and code-based workflows."}, {"id": "mai-20260917-0922-baseline|c141-m3|alibaba-small|MuleSoft", "prompt": "c141-m3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "MuleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Cons:** Overkill for simple data pipeline needs; expensive."}, {"id": "mai-20260917-0922-baseline|c141-m3|alibaba-small|dbt", "prompt": "c141-m3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dbt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider **Airflow** or **dbt** + a connector tool"}, {"id": "mai-20260917-0922-baseline|c141-m3|anthropic-small|Weld", "prompt": "c141-m3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Weld", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best ETL tools in 2026 are Weld (best unified ELT + reverse ETL)"}, {"id": "mai-20260917-0922-baseline|c141-m3|anthropic-small|Fivetran", "prompt": "c141-m3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fivetran (best fully managed ELT)"}, {"id": "mai-20260917-0922-baseline|c141-m3|anthropic-small|Airbyte", "prompt": "c141-m3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Airbyte (best open-source ELT)"}, {"id": "mai-20260917-0922-baseline|c141-m3|anthropic-small|Estuary", "prompt": "c141-m3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Estuary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Estuary (best CDC/streaming)"}, {"id": "mai-20260917-0922-baseline|c141-m3|anthropic-small|Matillion", "prompt": "c141-m3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Matillion (best visual warehouse ELT)"}, {"id": "mai-20260917-0922-baseline|c141-m3|anthropic-small|AWS Glue", "prompt": "c141-m3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AWS Glue for AWS-native ETL"}, {"id": "mai-20260917-0922-baseline|c141-m3|anthropic-small|Azure Data Factory", "prompt": "c141-m3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Azure Data Factory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Azure Data Factory for Azure"}, {"id": "mai-20260917-0922-baseline|c141-m3|anthropic-small|Google Dataflow", "prompt": "c141-m3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Google Dataflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Google Dataflow for GCP stream and batch processing"}, {"id": "mai-20260917-0922-baseline|c141-m3|anthropic-small|Databricks Lakeflow", "prompt": "c141-m3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Databricks Lakeflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Databricks Lakeflow for lakehouse-native data engineering"}, {"id": "mai-20260917-0922-baseline|c141-m3|anthropic-small|dbt", "prompt": "c141-m3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dbt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "dbt and Coalesce focus on transformation"}, {"id": "mai-20260917-0922-baseline|c141-m3|anthropic-small|Coalesce", "prompt": "c141-m3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Coalesce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "dbt and Coalesce focus on transformation"}, {"id": "mai-20260917-0922-baseline|c141-m3|anthropic-small|Airflow", "prompt": "c141-m3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Airflow and Dagster handle orchestration"}, {"id": "mai-20260917-0922-baseline|c141-m3|anthropic-small|Dagster", "prompt": "c141-m3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Airflow and Dagster handle orchestration"}, {"id": "mai-20260917-0922-baseline|c141-m3|anthropic-small|Pentaho Data Integration", "prompt": "c141-m3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Pentaho Data Integration", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Pentaho Data Integration offers a user-friendly experience with visual, drag-and-drop design"}, {"id": "mai-20260917-0922-baseline|c141-m3|anthropic-small|Meltano", "prompt": "c141-m3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Meltano", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Newer tools like Airbyte and Meltano are built to take advantage of containerization"}, {"id": "mai-20260917-0922-baseline|c141-m3|challenger-small|Fivetran", "prompt": "c141-m3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "typically led by **Fivetran**... Choose **Fivetran** if you want the least operational overhead and reliable managed ingestion."}, {"id": "mai-20260917-0922-baseline|c141-m3|challenger-small|Airbyte", "prompt": "c141-m3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Airbyte** if you want open-source flexibility and custom connector control."}, {"id": "mai-20260917-0922-baseline|c141-m3|challenger-small|Apache Airflow", "prompt": "c141-m3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Airflow** if you need complex workflow orchestration across many systems."}, {"id": "mai-20260917-0922-baseline|c141-m3|challenger-small|dbt", "prompt": "c141-m3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **dbt** if your main need is warehouse-side transformation and analytics engineering."}, {"id": "mai-20260917-0922-baseline|c141-m3|challenger-small|Matillion", "prompt": "c141-m3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Matillion** if your team prefers a visual, warehouse-centric ETL tool."}, {"id": "mai-20260917-0922-baseline|c141-m3|challenger-small|AWS Glue", "prompt": "c141-m3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for teams already in AWS that want Spark-based, serverless data processing."}, {"id": "mai-20260917-0922-baseline|c141-m3|challenger-small|Azure Data Factory", "prompt": "c141-m3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Azure and hybrid Microsoft environments with low-code data flows."}, {"id": "mai-20260917-0922-baseline|c141-m3|challenger-small|Informatica", "prompt": "c141-m3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for governance, quality, and large regulated environments."}, {"id": "mai-20260917-0922-baseline|c141-m3|challenger-small|Databricks", "prompt": "c141-m3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for unified engineering at scale across batch, streaming, and analytics."}, {"id": "mai-20260917-0922-baseline|c141-m3|challenger-small|Meltano", "prompt": "c141-m3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Meltano", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Airbyte and Meltano emphasize open-source control and extensibility."}, {"id": "mai-20260917-0922-baseline|c141-m3|challenger-small|Google Cloud Dataflow", "prompt": "c141-m3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Google Cloud Dataflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Google Cloud Dataflow fits Google Cloud"}, {"id": "mai-20260917-0922-baseline|c141-m3|deepseek-small|Fivetran", "prompt": "c141-m3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**No-code, managed, minimal pain** → Fivetran, Hevo, or Integrate.io"}, {"id": "mai-20260917-0922-baseline|c141-m3|deepseek-small|Integrate.io", "prompt": "c141-m3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Mid-market teams wanting ETL + reverse ETL + CDC in one platform"}, {"id": "mai-20260917-0922-baseline|c141-m3|deepseek-small|Hevo Data", "prompt": "c141-m3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Teams wanting no-code pipelines that run in minutes with predictable pricing"}, {"id": "mai-20260917-0922-baseline|c141-m3|deepseek-small|Stitch", "prompt": "c141-m3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "straightforward ETL, predictable pricing (~$100/mo), good for simpler needs"}, {"id": "mai-20260917-0922-baseline|c141-m3|deepseek-small|Airbyte", "prompt": "c141-m3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Open-source, flexible, cost-controlled** → Airbyte (with dbt for transformations)"}, {"id": "mai-20260917-0922-baseline|c141-m3|deepseek-small|dbt", "prompt": "c141-m3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Warehouse-centric ELT** → Matillion or dbt"}, {"id": "mai-20260917-0922-baseline|c141-m3|deepseek-small|AWS Glue", "prompt": "c141-m3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AWS-centric teams with engineers (Spark/Python) | Pay-per-use (DPU) — bills hard to forecast"}, {"id": "mai-20260917-0922-baseline|c141-m3|deepseek-small|Azure Data Factory", "prompt": "c141-m3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Azure Data Factory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Azure-centric teams | Consumption-based, complex pricing"}, {"id": "mai-20260917-0922-baseline|c141-m3|deepseek-small|Google Cloud Dataflow", "prompt": "c141-m3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Google Cloud Dataflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "GCP stream and batch processing | Consumption-based"}, {"id": "mai-20260917-0922-baseline|c141-m3|deepseek-small|Databricks (Lakeflow)", "prompt": "c141-m3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Databricks (Lakeflow)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Lakehouse-native data engineering / AI | Platform-based"}, {"id": "mai-20260917-0922-baseline|c141-m3|deepseek-small|Informatica", "prompt": "c141-m3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for regulated enterprises; strong governance, data quality, MDM; steep learning curve"}, {"id": "mai-20260917-0922-baseline|c141-m3|deepseek-small|Matillion", "prompt": "c141-m3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Cloud-native transformations built specifically for Snowflake, BigQuery, Redshift, Databricks"}, {"id": "mai-20260917-0922-baseline|c141-m3|deepseek-small|Talend", "prompt": "c141-m3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Talend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "For regulated enterprises needing ETL + MDM + data quality"}, {"id": "mai-20260917-0922-baseline|c141-m3|deepseek-small|MuleSoft", "prompt": "c141-m3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Integration/platform tools"}, {"id": "mai-20260917-0922-baseline|c141-m3|deepseek-small|Workato", "prompt": "c141-m3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Workato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Integration/platform tools"}, {"id": "mai-20260917-0922-baseline|c141-m3|deepseek-small|SnapLogic", "prompt": "c141-m3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "SnapLogic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "SnapLogic offers more predictable pricing"}, {"id": "mai-20260917-0922-baseline|c141-m3|deepseek-small|Skyvia", "prompt": "c141-m3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Skyvia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "no-code pipelines across 200+ SaaS apps, free plan available"}, {"id": "mai-20260917-0922-baseline|c141-m3|google-small|Fivetran", "prompt": "c141-m3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The industry gold standard for zero-maintenance data pipelines"}, {"id": "mai-20260917-0922-baseline|c141-m3|google-small|Integrate.io", "prompt": "c141-m3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A popular alternative focused on no-code, graphical transformations"}, {"id": "mai-20260917-0922-baseline|c141-m3|google-small|Airbyte", "prompt": "c141-m3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The leading open-source alternative to Fivetran"}, {"id": "mai-20260917-0922-baseline|c141-m3|google-small|dlt (data load tool)", "prompt": "c141-m3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dlt (data load tool)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A lightweight Python-first open-source library"}, {"id": "mai-20260917-0922-baseline|c141-m3|google-small|dbt", "prompt": "c141-m3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dbt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose Fivetran + dbt if you are building a modern, cloud-native warehouse"}, {"id": "mai-20260917-0922-baseline|c141-m3|google-small|Informatica", "prompt": "c141-m3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Informatica if you are a massive enterprise with strict compliance requirements"}, {"id": "mai-20260917-0922-baseline|c141-m3|google-small|Talend (Qlik)", "prompt": "c141-m3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Talend (Qlik)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A highly flexible, enterprise tool with hybrid deployment capabilities"}, {"id": "mai-20260917-0922-baseline|c141-m3|google-small|AWS Glue", "prompt": "c141-m3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Ideal for organizations deeply embedded in AWS"}, {"id": "mai-20260917-0922-baseline|c141-m3|google-small|Azure Data Factory (ADF)", "prompt": "c141-m3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Azure Data Factory (ADF)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "the default choice for Azure-heavy enterprise stacks"}, {"id": "mai-20260917-0922-baseline|c141-m3|google-small|Confluent", "prompt": "c141-m3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Confluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose Confluent or Estuary if you require sub-second latency"}, {"id": "mai-20260917-0922-baseline|c141-m3|google-small|Estuary", "prompt": "c141-m3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Estuary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Choose Confluent or Estuary if you require sub-second latency"}, {"id": "mai-20260917-0922-baseline|c141-m3|meta-small|Integrate.io", "prompt": "c141-m3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top ETL tools in 2026 include Integrate.io, Fivetran, Airbyte, Databricks, Google Cloud BigQuery, Celigo, Matillion, Weld, Hevo Data, and Rivery."}, {"id": "mai-20260917-0922-baseline|c141-m3|meta-small|Fivetran", "prompt": "c141-m3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top ETL tools in 2026 include Integrate.io, Fivetran, Airbyte..."}, {"id": "mai-20260917-0922-baseline|c141-m3|meta-small|Airbyte", "prompt": "c141-m3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top ETL tools in 2026 include Integrate.io, Fivetran, Airbyte, Databricks..."}, {"id": "mai-20260917-0922-baseline|c141-m3|meta-small|Databricks", "prompt": "c141-m3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include ... Databricks, Google Cloud BigQuery, Celigo"}, {"id": "mai-20260917-0922-baseline|c141-m3|meta-small|Google Cloud BigQuery", "prompt": "c141-m3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Google Cloud BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include ... Google Cloud BigQuery, Celigo, Matillion"}, {"id": "mai-20260917-0922-baseline|c141-m3|meta-small|Celigo", "prompt": "c141-m3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Celigo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include ... Celigo, Matillion, Weld"}, {"id": "mai-20260917-0922-baseline|c141-m3|meta-small|Matillion", "prompt": "c141-m3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "include ... Matillion, Weld, Hevo Data, and Rivery"}, {"id": "mai-20260917-0922-baseline|c141-m3|meta-small|Weld", "prompt": "c141-m3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Weld", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "include ... Weld, Hevo Data, and Rivery"}, {"id": "mai-20260917-0922-baseline|c141-m3|meta-small|Hevo Data", "prompt": "c141-m3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "include ... Hevo Data, and Rivery"}, {"id": "mai-20260917-0922-baseline|c141-m3|meta-small|Rivery", "prompt": "c141-m3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Rivery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "include ... Hevo Data, and Rivery"}, {"id": "mai-20260917-0922-baseline|c141-m3|minimax-small|Informatica PowerCenter", "prompt": "c141-m3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Informatica PowerCenter, Talend Data Integration, IBM DataStage, Oracle ODI, Microsoft SSIS"}, {"id": "mai-20260917-0922-baseline|c141-m3|minimax-small|Talend Data Integration", "prompt": "c141-m3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Talend Data Integration", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Open\\u2011source roots + commercial \\u201cTalend Cloud\\u201d; strong data quality & MDM"}, {"id": "mai-20260917-0922-baseline|c141-m3|minimax-small|IBM DataStage", "prompt": "c141-m3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "IBM DataStage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Informatica PowerCenter, Talend Data Integration, IBM DataStage, Oracle ODI, Microsoft SSIS"}, {"id": "mai-20260917-0922-baseline|c141-m3|minimax-small|Oracle ODI", "prompt": "c141-m3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Oracle ODI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "IBM DataStage, Oracle ODI, Microsoft SSIS"}, {"id": "mai-20260917-0922-baseline|c141-m3|minimax-small|Microsoft SSIS", "prompt": "c141-m3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Microsoft SSIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Oracle ODI, Microsoft SSIS"}, {"id": "mai-20260917-0922-baseline|c141-m3|minimax-small|Fivetran", "prompt": "c141-m3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fivetran, Stitch, Hevo Data, Matillion, Integrate.io, Rivery, Estuary, Skyvia"}, {"id": "mai-20260917-0922-baseline|c141-m3|minimax-small|Stitch", "prompt": "c141-m3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fivetran, Stitch, Hevo Data, Matillion"}, {"id": "mai-20260917-0922-baseline|c141-m3|minimax-small|Hevo Data", "prompt": "c141-m3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Stitch, Hevo Data, Matillion, Integrate.io"}, {"id": "mai-20260917-0922-baseline|c141-m3|minimax-small|Matillion", "prompt": "c141-m3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Hevo Data, Matillion, Integrate.io, Rivery"}, {"id": "mai-20260917-0922-baseline|c141-m3|minimax-small|Integrate.io", "prompt": "c141-m3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Matillion, Integrate.io, Rivery, Estuary, Skyvia"}, {"id": "mai-20260917-0922-baseline|c141-m3|minimax-small|Rivery", "prompt": "c141-m3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Rivery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Integrate.io, Rivery, Estuary, Skyvia"}, {"id": "mai-20260917-0922-baseline|c141-m3|minimax-small|Estuary", "prompt": "c141-m3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Estuary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Rivery, Estuary, Skyvia"}, {"id": "mai-20260917-0922-baseline|c141-m3|minimax-small|Skyvia", "prompt": "c141-m3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Skyvia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Estuary, Skyvia"}, {"id": "mai-20260917-0922-baseline|c141-m3|minimax-small|Airbyte", "prompt": "c141-m3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Airbyte, Apache Airflow (orchestration), Hadoop\\u2011based pipelines, Kadence"}, {"id": "mai-20260917-0922-baseline|c141-m3|minimax-small|Apache Airflow", "prompt": "c141-m3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Airbyte, Apache Airflow (orchestration), Hadoop\\u2011based pipelines"}, {"id": "mai-20260917-0922-baseline|c141-m3|minimax-small|Kadence", "prompt": "c141-m3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Kadence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Hadoop\\u2011based pipelines, Kadence | Free core, you host & scale"}, {"id": "mai-20260917-0922-baseline|c141-m3|mistral-small|Integrate.io", "prompt": "c141-m3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Most businesses, especially those wanting fixed-fee, unlimited-usage pricing."}, {"id": "mai-20260917-0922-baseline|c141-m3|mistral-small|Fivetran", "prompt": "c141-m3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Data ingestion and automated pipeline building."}, {"id": "mai-20260917-0922-baseline|c141-m3|mistral-small|Airbyte", "prompt": "c141-m3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Open-source data ingestion and ETL needs."}, {"id": "mai-20260917-0922-baseline|c141-m3|mistral-small|Apache Airflow", "prompt": "c141-m3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free (open-source), but requires technical expertise to manage."}, {"id": "mai-20260917-0922-baseline|c141-m3|mistral-small|dbt (data build tool)", "prompt": "c141-m3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dbt (data build tool)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Data transformation within modern data stacks."}, {"id": "mai-20260917-0922-baseline|c141-m3|mistral-small|Matillion", "prompt": "c141-m3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Cloud-native ETL and data transformation."}, {"id": "mai-20260917-0922-baseline|c141-m3|mistral-small|Talend Data Integration", "prompt": "c141-m3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Talend Data Integration", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Talend and ODI are often more expensive, especially for large-scale use."}, {"id": "mai-20260917-0922-baseline|c141-m3|mistral-small|Stitch", "prompt": "c141-m3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Startups and agile teams needing cost-effective data integration."}, {"id": "mai-20260917-0922-baseline|c141-m3|mistral-small|Oracle Data Integrator (ODI)", "prompt": "c141-m3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Oracle Data Integrator (ODI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Contact Oracle for pricing (typically higher cost)."}, {"id": "mai-20260917-0922-baseline|c141-m3|moonshot-small|Fivetran", "prompt": "c141-m3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most modern stacks use **ELT** tools like Fivetran or Airbyte for extraction/loading, paired with **dbt**"}, {"id": "mai-20260917-0922-baseline|c141-m3|moonshot-small|Airbyte", "prompt": "c141-m3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most modern stacks use **ELT** tools like Fivetran or Airbyte for extraction/loading"}, {"id": "mai-20260917-0922-baseline|c141-m3|moonshot-small|Matillion", "prompt": "c141-m3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for**: Enterprise teams using cloud data warehouses"}, {"id": "mai-20260917-0922-baseline|c141-m3|moonshot-small|Talend", "prompt": "c141-m3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Talend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Limitations**: Complex setup, can be expensive"}, {"id": "mai-20260917-0922-baseline|c141-m3|moonshot-small|Informatica", "prompt": "c141-m3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Limitations**: Expensive, complex to manage"}, {"id": "mai-20260917-0922-baseline|c141-m3|moonshot-small|Integrate.io", "prompt": "c141-m3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for**: Mid-market teams needing ETL + Reverse ETL + CDC in one platform"}, {"id": "mai-20260917-0922-baseline|c141-m3|moonshot-small|AWS Glue", "prompt": "c141-m3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Primary Tools** | Informatica, Talend, AWS Glue"}, {"id": "mai-20260917-0922-baseline|c141-m3|moonshot-small|dbt", "prompt": "c141-m3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "paired with **dbt** for in-warehouse transformations"}, {"id": "mai-20260917-0922-baseline|c141-m3|openai-small|Fivetran", "prompt": "c141-m3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Want easiest setup and maintenance?** → **Fivetran**"}, {"id": "mai-20260917-0922-baseline|c141-m3|openai-small|Airbyte", "prompt": "c141-m3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Want open-source flexibility or custom connectors?** → **Airbyte**"}, {"id": "mai-20260917-0922-baseline|c141-m3|openai-small|Matillion", "prompt": "c141-m3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already standardized on Snowflake?** → **Matillion** or **Fivetran + dbt**"}, {"id": "mai-20260917-0922-baseline|c141-m3|openai-small|Informatica CDI", "prompt": "c141-m3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica CDI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need enterprise governance, quality, and complex transformations?** → **Informatica** or **Talend**"}, {"id": "mai-20260917-0922-baseline|c141-m3|openai-small|Talend", "prompt": "c141-m3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Talend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong transformation and data quality capabilities; often chosen when governance and complex integration matter."}, {"id": "mai-20260917-0922-baseline|c141-m3|openai-small|AWS Glue", "prompt": "c141-m3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mostly in AWS?** → **AWS Glue**"}, {"id": "mai-20260917-0922-baseline|c141-m3|openai-small|Azure Data Factory", "prompt": "c141-m3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Mostly in Azure?** → **Azure Data Factory**"}, {"id": "mai-20260917-0922-baseline|c141-m3|openai-small|Stitch", "prompt": "c141-m3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Lightweight ELT with fewer transformation features; commonly used for straightforward ingestion."}, {"id": "mai-20260917-0922-baseline|c141-m3|xai-small|Fivetran", "prompt": "c141-m3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Fivetran** - Fully managed ELT platform."}, {"id": "mai-20260917-0922-baseline|c141-m3|xai-small|Airbyte", "prompt": "c141-m3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Airbyte** - Open-source ELT with cloud options."}, {"id": "mai-20260917-0922-baseline|c141-m3|xai-small|Informatica Intelligent Data Management Cloud (IDMC)", "prompt": "c141-m3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica Intelligent Data Management Cloud (IDMC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise-grade suite"}, {"id": "mai-20260917-0922-baseline|c141-m3|xai-small|Matillion", "prompt": "c141-m3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Matillion** - Cloud-native ELT for data warehouses."}, {"id": "mai-20260917-0922-baseline|c141-m3|xai-small|Talend (Qlik Talend Cloud)", "prompt": "c141-m3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Talend (Qlik Talend Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source roots, hybrid integration"}, {"id": "mai-20260917-0922-baseline|c141-m3|xai-small|AWS Glue", "prompt": "c141-m3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AWS Glue (serverless, AWS-native)"}, {"id": "mai-20260917-0922-baseline|c141-m3|xai-small|Azure Data Factory", "prompt": "c141-m3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Azure Data Factory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Azure Data Factory (Azure-integrated)"}, {"id": "mai-20260917-0922-baseline|c141-m3|xai-small|Hevo Data", "prompt": "c141-m3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Hevo Data/Stitch (user-friendly managed)"}, {"id": "mai-20260917-0922-baseline|c141-m3|xai-small|Stitch", "prompt": "c141-m3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Hevo Data/Stitch (user-friendly managed)"}, {"id": "mai-20260917-0922-baseline|c141-m3|xai-small|Apache Airflow", "prompt": "c141-m3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Apache Airflow (orchestration-focused)"}, {"id": "mai-20260917-0922-baseline|c141-m3|xai-small|dbt", "prompt": "c141-m3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dbt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "dbt (transformation layer, often paired)"}, {"id": "mai-20260917-0922-baseline|c141-m3|xai-small|IBM", "prompt": "c141-m3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "leaders include Informatica, IBM, AWS"}, {"id": "mai-20260917-0922-baseline|c141-m3|zai-small|Informatica PowerCenter", "prompt": "c141-m3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Large enterprise with strict governance, complex transformations, and on‑prem legacy** | Informatica PowerCenter"}, {"id": "mai-20260917-0922-baseline|c141-m3|zai-small|Talend (Qlik)", "prompt": "c141-m3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Talend (Qlik)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mid‑market needing governance + cost‑effective solutions** | Talend (Qlik)"}, {"id": "mai-20260917-0922-baseline|c141-m3|zai-small|Microsoft SSIS", "prompt": "c141-m3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Microsoft SSIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft‑centric, on‑prem data warehouse** | Microsoft SSIS"}, {"id": "mai-20260917-0922-baseline|c141-m3|zai-small|Fivetran", "prompt": "c141-m3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need fully managed, maintenance‑free ingestion with many connectors** | Fivetran"}, {"id": "mai-20260917-0922-baseline|c141-m3|zai-small|Matillion", "prompt": "c141-m3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "want push‑down transformations** | Matillion"}, {"id": "mai-20260917-0922-baseline|c141-m3|zai-small|Airbyte", "prompt": "c141-m3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Engineering team wants open‑source control, self‑hosting, and customization** | Airbyte (OSS)"}, {"id": "mai-20260917-0922-baseline|c141-m3|zai-small|Integrate.io", "prompt": "c141-m3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Mid‑market needing ETL + Reverse ETL + CDC in one platform** | Integrate.io"}, {"id": "mai-20260917-0922-baseline|c141-m3|zai-small|Hevo Data", "prompt": "c141-m3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Quick setup, no‑code, predictable pricing, minimal maintenance** | Hevo Data"}, {"id": "mai-20260917-0922-baseline|c141-m3|zai-small|Stitch", "prompt": "c141-m3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Simple ingestion for SMBs, low‑cost, row‑based pricing** | Stitch"}, {"id": "mai-20260917-0922-baseline|c141-m3|zai-small|dbt", "prompt": "c141-m3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**SQL‑centric transformation inside the warehouse** | dbt (Core or Cloud)"}, {"id": "mai-20260917-0922-baseline|c141-m3|zai-small|Apache Airflow", "prompt": "c141-m3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Complex, multi‑step pipelines requiring orchestration** | Apache Airflow (or Prefect)"}, {"id": "mai-20260917-0922-baseline|c141-m3|zai-small|Meltano", "prompt": "c141-m3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Meltano", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Code‑first, Git‑managed, covers extraction → loading → orchestration"}, {"id": "mai-20260917-0922-baseline|c141-m3|zai-small|Apache NiFi / Spark", "prompt": "c141-m3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Apache NiFi / Spark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**High‑volume, real‑time streaming and batch processing** | Apache NiFi / Apache Spark"}, {"id": "mai-20260917-0922-baseline|c141-m3|zai-small|Prefect", "prompt": "c141-m3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Apache Airflow (or Prefect)"}, {"id": "mai-20260917-0922-baseline|c141-m4|alibaba-small|Airbyte", "prompt": "c141-m4", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have developers:** Use **Airbyte (Open Source)**. It costs nothing in licensing fees."}, {"id": "mai-20260917-0922-baseline|c141-m4|alibaba-small|Stitch (by Fivetran)", "prompt": "c141-m4", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Stitch (by Fivetran)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you want a paid, easy-managed tool:** Start with **Stitch**. The $100/mo flat fee for 5M rows is the most \"budget-friendly\" way"}, {"id": "mai-20260917-0922-baseline|c141-m4|alibaba-small|Fivetran", "prompt": "c141-m4", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It gets expensive fast... It is not a long-term solution for high-volume data on a budget."}, {"id": "mai-20260917-0922-baseline|c141-m4|alibaba-small|AWS Glue", "prompt": "c141-m4", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "budget", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Cloud-Native Budget Choice: **AWS Glue**... Caveat: High learning curve."}, {"id": "mai-20260917-0922-baseline|c141-m4|anthropic-small|Apache Airflow", "prompt": "c141-m4", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Apache Airflow** - The standard for workflow orchestration in Python environments."}, {"id": "mai-20260917-0922-baseline|c141-m4|anthropic-small|Airbyte", "prompt": "c141-m4", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Airbyte** - Excels in cloud ELT with 300+ pre-built connectors... open-source and free to use for beginners and small teams"}, {"id": "mai-20260917-0922-baseline|c141-m4|anthropic-small|Apache NiFi", "prompt": "c141-m4", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache NiFi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A powerful and highly visual tool designed for automating the flow of data between systems."}, {"id": "mai-20260917-0922-baseline|c141-m4|anthropic-small|Talend Open Studio", "prompt": "c141-m4", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Talend Open Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The leading alternatives to traditional proprietary ETL solutions include ... Talend Open Studio"}, {"id": "mai-20260917-0922-baseline|c141-m4|anthropic-small|Pentaho Data Integration", "prompt": "c141-m4", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Pentaho Data Integration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pentaho Kettle** - An open-source ETL tool that caters to data engineers and business analysts"}, {"id": "mai-20260917-0922-baseline|c141-m4|anthropic-small|Kestra", "prompt": "c141-m4", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Kestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include Apache Airflow, Airbyte, Apache NiFi, Talend Open Studio, Pentaho Data Integration, and Kestra"}, {"id": "mai-20260917-0922-baseline|c141-m4|challenger-small|Airbyte Self-Hosted", "prompt": "c141-m4", "model": "challenger-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte Self-Hosted", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best ETL tool is usually **Airbyte Self-Hosted** if you have technical staff to run it"}, {"id": "mai-20260917-0922-baseline|c141-m4|challenger-small|Hevo Data", "prompt": "c141-m4", "model": "challenger-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hevo Data** is the strongest budget-friendly pick, with a free tier and paid plans starting at **$239/month**"}, {"id": "mai-20260917-0922-baseline|c141-m4|challenger-small|Stitch", "prompt": "c141-m4", "model": "challenger-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good for simpler ingestion needs and smaller teams, with entry pricing around **$100/month**"}, {"id": "mai-20260917-0922-baseline|c141-m4|challenger-small|Skyvia", "prompt": "c141-m4", "model": "challenger-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering for no-code teams needing affordable fixed plans starting at **$79/month**"}, {"id": "mai-20260917-0922-baseline|c141-m4|deepseek-small|Airbyte", "prompt": "c141-m4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**self-hosted Airbyte + dbt Core** is the best balance of cost, ease, and connector coverage"}, {"id": "mai-20260917-0922-baseline|c141-m4|deepseek-small|Apache Airflow", "prompt": "c141-m4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for orchestration and scheduling"}, {"id": "mai-20260917-0922-baseline|c141-m4|deepseek-small|Apache NiFi", "prompt": "c141-m4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache NiFi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for visual/real-time dataflow"}, {"id": "mai-20260917-0922-baseline|c141-m4|deepseek-small|Talend Open Studio", "prompt": "c141-m4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Talend Open Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for GUI-driven ETL"}, {"id": "mai-20260917-0922-baseline|c141-m4|deepseek-small|Pentaho PDI", "prompt": "c141-m4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Pentaho PDI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Talend Open Studio / Pentaho PDI** — Best for GUI-driven ETL"}, {"id": "mai-20260917-0922-baseline|c141-m4|deepseek-small|Meltano", "prompt": "c141-m4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Meltano", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Meltano** — Best for data engineering teams"}, {"id": "mai-20260917-0922-baseline|c141-m4|deepseek-small|Stitch", "prompt": "c141-m4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Airbyte** (or Stitch) for **ingestion**"}, {"id": "mai-20260917-0922-baseline|c141-m4|deepseek-small|dbt Core", "prompt": "c141-m4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "dbt Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**dbt Core** (free) for **transformations**"}, {"id": "mai-20260917-0922-baseline|c141-m4|deepseek-small|Fivetran", "prompt": "c141-m4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you have **no engineering resources at all**, start with a **managed free tier** (Fivetran or a cloud-native tool)"}, {"id": "mai-20260917-0922-baseline|c141-m4|google-small|Airbyte (Open Source Edition)", "prompt": "c141-m4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte (Open Source Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Airbyte (Self-Hosted)** if you have a software engineer who can set up a Docker instance and you need to connect to many different SaaS APIs for free."}, {"id": "mai-20260917-0922-baseline|c141-m4|google-small|Meltano", "prompt": "c141-m4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Meltano", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Meltano + dbt Core** if you have a developer-heavy team that wants a code-first, version-controlled pipeline"}, {"id": "mai-20260917-0922-baseline|c141-m4|google-small|Hevo Data", "prompt": "c141-m4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose Hevo Data** if you have zero engineering resources, want a simple GUI, and your monthly data volume is relatively low"}, {"id": "mai-20260917-0922-baseline|c141-m4|google-small|Estuary Flow", "prompt": "c141-m4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Estuary Flow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Estuary is a newer, highly efficient real-time data integration platform."}, {"id": "mai-20260917-0922-baseline|c141-m4|google-small|dbt Core", "prompt": "c141-m4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "dbt Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the best tool to transform that data is **dbt Core**"}, {"id": "mai-20260917-0922-baseline|c141-m4|google-small|Talend Open Studio", "prompt": "c141-m4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Talend Open Studio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Do not use it.** Qlik (which acquired Talend) officially discontinued and retired Talend Open Studio"}, {"id": "mai-20260917-0922-baseline|c141-m4|meta-small|Hevo Data", "prompt": "c141-m4", "model": "meta-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best ETL tool for a company with a limited budget is Hevo Data, which offers usage-based pricing from $239/month"}, {"id": "mai-20260917-0922-baseline|c141-m4|meta-small|Stitch", "prompt": "c141-m4", "model": "meta-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other affordable options include Stitch, Airbyte + dbt Core, Altova MapForce, and Integrate.io."}, {"id": "mai-20260917-0922-baseline|c141-m4|meta-small|Airbyte + dbt Core", "prompt": "c141-m4", "model": "meta-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte + dbt Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other affordable options include Stitch, Airbyte + dbt Core, Altova MapForce, and Integrate.io."}, {"id": "mai-20260917-0922-baseline|c141-m4|meta-small|Altova MapForce", "prompt": "c141-m4", "model": "meta-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Altova MapForce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other affordable options include Stitch, Airbyte + dbt Core, Altova MapForce, and Integrate.io."}, {"id": "mai-20260917-0922-baseline|c141-m4|meta-small|Integrate.io", "prompt": "c141-m4", "model": "meta-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other affordable options include Stitch, Airbyte + dbt Core, Altova MapForce, and Integrate.io."}, {"id": "mai-20260917-0922-baseline|c141-m4|minimax-small|Talend Open Studio", "prompt": "c141-m4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Talend Open Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Talend Open Studio** or **Apache NiFi** (both free)"}, {"id": "mai-20260917-0922-baseline|c141-m4|minimax-small|Apache NiFi", "prompt": "c141-m4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache NiFi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Talend Open Studio** or **Apache NiFi** (both free)"}, {"id": "mai-20260917-0922-baseline|c141-m4|minimax-small|Apache Airflow", "prompt": "c141-m4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Small budget but you have a developer** | **Apache Airflow** (open-source)"}, {"id": "mai-20260917-0922-baseline|c141-m4|minimax-small|Pentaho Data Integration (Community Edition)", "prompt": "c141-m4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Pentaho Data Integration (Community Edition)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "End-to-end ETL with some reporting & data mining features. | Free (community edition)."}, {"id": "mai-20260917-0922-baseline|c141-m4|minimax-small|AWS Glue", "prompt": "c141-m4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Already in the cloud (AWS, Azure, GCP)** | **AWS Glue**, **Azure Data Factory**, or **Google Cloud Dataflow**"}, {"id": "mai-20260917-0922-baseline|c141-m4|minimax-small|Google Cloud Dataflow", "prompt": "c141-m4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Google Cloud Dataflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "leverage the **free tier credits** of AWS Glue, Azure Data Factory, or Google Dataflow"}, {"id": "mai-20260917-0922-baseline|c141-m4|minimax-small|Azure Data Factory (ADF)", "prompt": "c141-m4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Azure Data Factory (ADF)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pay-as-you-go, serverless, no hardware to manage; free tier enough for pilot workloads."}, {"id": "mai-20260917-0922-baseline|c141-m4|minimax-small|Fivetran Free Tier", "prompt": "c141-m4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran Free Tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Very tight budget, no dedicated IT staff** | **Fivetran** or **Stitch** (free tier)"}, {"id": "mai-20260917-0922-baseline|c141-m4|minimax-small|Stitch (now part of Talend)", "prompt": "c141-m4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Stitch (now part of Talend)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Fivetran** or **Stitch** (free tier) | Zero-code, fully managed, quick to set up"}, {"id": "mai-20260917-0922-baseline|c141-m4|minimax-small|Skyvia", "prompt": "c141-m4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Need a quick ETL for a data warehouse** | **Skyvia** (free tier)"}, {"id": "mai-20260917-0922-baseline|c141-m4|minimax-small|Hevo Data", "prompt": "c141-m4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Fivetran**, **Stitch**, or **Hevo** give the fastest time-to-value"}, {"id": "mai-20260917-0922-baseline|c141-m4|mistral-small|Airbyte (Self-hosted)", "prompt": "c141-m4", "model": "mistral-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte (Self-hosted)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **completely free** and are okay with self-hosting, **Airbyte** is the best choice."}, {"id": "mai-20260917-0922-baseline|c141-m4|mistral-small|BladePipe (Community Plan)", "prompt": "c141-m4", "model": "mistral-small", "cat": "etl-and-elt", "variant": "budget", "raw": "BladePipe (Community Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Skyvia** or **BladePipe** are strong alternatives"}, {"id": "mai-20260917-0922-baseline|c141-m4|mistral-small|Skyvia", "prompt": "c141-m4", "model": "mistral-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Skyvia** or **BladePipe** are strong alternatives"}, {"id": "mai-20260917-0922-baseline|c141-m4|mistral-small|Hevo Data", "prompt": "c141-m4", "model": "mistral-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a **low-cost, managed solution**, **Hevo Data** is a good option starting at $239/month."}, {"id": "mai-20260917-0922-baseline|c141-m4|moonshot-small|Airbyte", "prompt": "c141-m4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Airbyte** (Open Source)... **Pros**: Large connector library, active community, easy to use"}, {"id": "mai-20260917-0922-baseline|c141-m4|moonshot-small|Talend Open Studio", "prompt": "c141-m4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Talend Open Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Talend Open Studio**... Need visual/no-code interface | **Talend Open Studio**"}, {"id": "mai-20260917-0922-baseline|c141-m4|moonshot-small|Apache NiFi", "prompt": "c141-m4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache NiFi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Apache NiFi**... **Cons**: Requires more technical setup"}, {"id": "mai-20260917-0922-baseline|c141-m4|moonshot-small|Fivetran", "prompt": "c141-m4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Fivetran** (Free Tier)... **Cons**: Costs scale with data volume"}, {"id": "mai-20260917-0922-baseline|c141-m4|moonshot-small|Apache Spark", "prompt": "c141-m4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache Spark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Processing large/big data volumes | **Apache Spark** (open source)"}, {"id": "mai-20260917-0922-baseline|c141-m4|moonshot-small|Hevo", "prompt": "c141-m4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SaaS free tiers** (like Fivetran, Hevo, or Skyvia) often end up cheaper"}, {"id": "mai-20260917-0922-baseline|c141-m4|moonshot-small|Skyvia", "prompt": "c141-m4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Skyvia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**SaaS free tiers** (like Fivetran, Hevo, or Skyvia) often end up cheaper"}, {"id": "mai-20260917-0922-baseline|c141-m4|openai-small|Airbyte", "prompt": "c141-m4", "model": "openai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airbyte** — best for many teams... often the strongest “budget-friendly but scalable” choice."}, {"id": "mai-20260917-0922-baseline|c141-m4|openai-small|Apache NiFi", "prompt": "c141-m4", "model": "openai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache NiFi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you need visual flow-based data movement and more control, but it can be heavier to manage"}, {"id": "mai-20260917-0922-baseline|c141-m4|openai-small|Talend Open Studio", "prompt": "c141-m4", "model": "openai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Talend Open Studio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "historically popular, but the ecosystem and open-source availability have changed over time, so check current support carefully"}, {"id": "mai-20260917-0922-baseline|c141-m4|openai-small|dbt", "prompt": "c141-m4", "model": "openai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Use dbt** for transformations inside your warehouse."}, {"id": "mai-20260917-0922-baseline|c141-m4|openai-small|Fivetran", "prompt": "c141-m4", "model": "openai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "very easy, but usually **not** ideal for a limited budget because costs can rise quickly"}, {"id": "mai-20260917-0922-baseline|c141-m4|xai-small|Airbyte", "prompt": "c141-m4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best ETL tool is typically an open-source, self-hosted option like Airbyte"}, {"id": "mai-20260917-0922-baseline|c141-m4|xai-small|Skyvia", "prompt": "c141-m4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**No-code, zero setup?** Skyvia free tier."}, {"id": "mai-20260917-0922-baseline|c141-m4|xai-small|Pentaho Data Integration (Kettle)", "prompt": "c141-m4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Pentaho Data Integration (Kettle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Visual ETL jobs?** Pentaho."}, {"id": "mai-20260917-0922-baseline|c141-m4|xai-small|Apache NiFi", "prompt": "c141-m4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache NiFi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Complex setup; overkill for simple batch ETL"}, {"id": "mai-20260917-0922-baseline|c141-m4|xai-small|Hevo Data", "prompt": "c141-m4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free tier (1M events/month) + $239/month | Managed pipelines, no infra; lean teams"}, {"id": "mai-20260917-0922-baseline|c141-m4|xai-small|Apache Airflow", "prompt": "c141-m4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Need orchestration too?** Pair Airbyte with free Apache Airflow."}, {"id": "mai-20260917-0922-baseline|c141-m4|zai-small|Airbyte", "prompt": "c141-m4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Budget is zero, time is flexible** | **Airbyte** (self-hosted) or **Apache NiFi**"}, {"id": "mai-20260917-0922-baseline|c141-m4|zai-small|Apache NiFi", "prompt": "c141-m4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache NiFi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Real-time data needs** | **Apache NiFi** or **Estuary Flow**"}, {"id": "mai-20260917-0922-baseline|c141-m4|zai-small|Meltano", "prompt": "c141-m4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Meltano", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GitOps / code-first culture** | **Meltano** + **dbt Core**"}, {"id": "mai-20260917-0922-baseline|c141-m4|zai-small|dbt Core", "prompt": "c141-m4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "dbt Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use **Airbyte** (self-hosted) + **dbt Core**"}, {"id": "mai-20260917-0922-baseline|c141-m4|zai-small|Apache Hop", "prompt": "c141-m4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache Hop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Older tool, smaller community than Airbyte"}, {"id": "mai-20260917-0922-baseline|c141-m4|zai-small|Fivetran", "prompt": "c141-m4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Small team with limited DevOps** | Use **Fivetran** (free tier) or **Skyvia**"}, {"id": "mai-20260917-0922-baseline|c141-m4|zai-small|Stitch Data", "prompt": "c141-m4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Stitch Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simple ingestion with dbt workflow | — | ~$100/month for 5M rows"}, {"id": "mai-20260917-0922-baseline|c141-m4|zai-small|Skyvia", "prompt": "c141-m4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use **Fivetran** (free tier) or **Skyvia**"}, {"id": "mai-20260917-0922-baseline|c141-m4|zai-small|Hevo Data", "prompt": "c141-m4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Low DevOps needs, dbt integration | — | ~$239/month with dbt & support"}, {"id": "mai-20260917-0922-baseline|c141-m4|zai-small|Estuary Flow", "prompt": "c141-m4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Estuary Flow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Real-time data needs** | **Apache NiFi** or **Estuary Flow**"}, {"id": "mai-20260917-0922-baseline|c141-m5|alibaba-small|Fivetran", "prompt": "c141-m5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Low-Code / Managed SaaS (e.g., Fivetran, Hevo):** Best if you have a small analytics team"}, {"id": "mai-20260917-0922-baseline|c141-m5|alibaba-small|Hevo", "prompt": "c141-m5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Hevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Low-Code / Managed SaaS (e.g., Fivetran, Hevo)"}, {"id": "mai-20260917-0922-baseline|c141-m5|alibaba-small|Airflow", "prompt": "c141-m5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Code-First / Open Source (e.g., Airflow, dbt, Apache NiFi):** Best if you have dedicated Data Engineers"}, {"id": "mai-20260917-0922-baseline|c141-m5|alibaba-small|dbt", "prompt": "c141-m5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "dbt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Code-First / Open Source (e.g., Airflow, dbt, Apache NiFi)"}, {"id": "mai-20260917-0922-baseline|c141-m5|alibaba-small|Apache NiFi", "prompt": "c141-m5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Apache NiFi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Code-First / Open Source (e.g., Airflow, dbt, Apache NiFi)"}, {"id": "mai-20260917-0922-baseline|c141-m5|google-small|Informatica", "prompt": "c141-m5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Informatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Traditional ETL** (e.g., Informatica, Talend) transforms data *before* loading it into the warehouse. This is complex"}, {"id": "mai-20260917-0922-baseline|c141-m5|google-small|Talend", "prompt": "c141-m5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Talend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Traditional ETL** (e.g., Informatica, Talend) ... usually requires specialized developers."}, {"id": "mai-20260917-0922-baseline|c141-m5|google-small|Fivetran", "prompt": "c141-m5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Fivetran / Stitch:** Highly reliable, virtually zero maintenance, but can become very expensive as data volume grows."}, {"id": "mai-20260917-0922-baseline|c141-m5|google-small|Airbyte", "prompt": "c141-m5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airbyte (Cloud or Self-Hosted):** A strong challenger to Fivetran. It has a massive library of connectors"}, {"id": "mai-20260917-0922-baseline|c141-m5|google-small|dbt (data build tool)", "prompt": "c141-m5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "dbt (data build tool)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "uses a tool like **dbt (data build tool)** or SQL to transform it *inside* the warehouse"}, {"id": "mai-20260917-0922-baseline|c141-m5|google-small|Matillion", "prompt": "c141-m5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tools like Matillion offer a visual interface but allow you to inject SQL/Python where needed."}, {"id": "mai-20260917-0922-baseline|c141-m5|google-small|Coalesce", "prompt": "c141-m5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Coalesce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "common in tools like Matillion or Coalesce"}, {"id": "mai-20260917-0922-baseline|c141-m5|google-small|Meltano", "prompt": "c141-m5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Meltano", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Meltano:** An open-source, CLI-first tool built on the Singer standard."}, {"id": "mai-20260917-0922-baseline|c141-m5|google-small|Stitch", "prompt": "c141-m5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Stitch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Fivetran / Stitch:** Highly reliable, virtually zero maintenance"}, {"id": "mai-20260917-0922-baseline|c141-m5|google-small|Rivery", "prompt": "c141-m5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Rivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Rivery:** A highly capable SaaS ELT tool that includes Python orchestration, making it more flexible than Fivetran"}, {"id": "mai-20260917-0922-baseline|c141-m5|google-small|Airflow", "prompt": "c141-m5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Prefect / Dagster / Apache Airflow:** These are *orchestrators* rather than pure ETL tools"}, {"id": "mai-20260917-0922-baseline|c141-m5|google-small|Prefect", "prompt": "c141-m5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Prefect / Dagster / Apache Airflow:** These are *orchestrators* rather than pure ETL tools"}, {"id": "mai-20260917-0922-baseline|c141-m5|google-small|Dagster", "prompt": "c141-m5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Prefect / Dagster / Apache Airflow:** These are *orchestrators* rather than pure ETL tools"}, {"id": "mai-20260917-0922-baseline|c141-m5|mistral-small|Informatica Cloud", "prompt": "c141-m5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Informatica Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cloud-Native:** Informatica Cloud, Talend Cloud, Matillion, Fivetran, Airbyte, Stitch"}, {"id": "mai-20260917-0922-baseline|c141-m5|mistral-small|Talend Cloud", "prompt": "c141-m5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Talend Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cloud-Native:** Informatica Cloud, Talend Cloud, Matillion, Fivetran, Airbyte, Stitch"}, {"id": "mai-20260917-0922-baseline|c141-m5|mistral-small|Matillion", "prompt": "c141-m5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cloud-Native:** Informatica Cloud, Talend Cloud, Matillion, Fivetran, Airbyte, Stitch"}, {"id": "mai-20260917-0922-baseline|c141-m5|mistral-small|Fivetran", "prompt": "c141-m5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Cloud-Native:** Informatica Cloud, Talend Cloud, Matillion, Fivetran, Airbyte, Stitch"}, {"id": "mai-20260917-0922-baseline|c141-m5|mistral-small|Airbyte", "prompt": "c141-m5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cloud-Native:** Informatica Cloud, Talend Cloud, Matillion, Fivetran, Airbyte, Stitch"}, {"id": "mai-20260917-0922-baseline|c141-m5|mistral-small|Stitch", "prompt": "c141-m5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cloud-Native:** Informatica Cloud, Talend Cloud, Matillion, Fivetran, Airbyte, Stitch"}, {"id": "mai-20260917-0922-baseline|c141-m5|mistral-small|Apache NiFi", "prompt": "c141-m5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Apache NiFi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Open Source:** Apache NiFi, Apache Airflow, Singer, dbt (for transformation)"}, {"id": "mai-20260917-0922-baseline|c141-m5|mistral-small|Apache Airflow", "prompt": "c141-m5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Open Source:** Apache NiFi, Apache Airflow, Singer, dbt (for transformation)"}, {"id": "mai-20260917-0922-baseline|c141-m5|mistral-small|Singer", "prompt": "c141-m5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Singer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Open Source:** Apache NiFi, Apache Airflow, Singer, dbt (for transformation)"}, {"id": "mai-20260917-0922-baseline|c141-m5|mistral-small|dbt", "prompt": "c141-m5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "dbt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "dbt (for transformation)"}, {"id": "mai-20260917-0922-baseline|c141-m5|mistral-small|Informatica PowerCenter", "prompt": "c141-m5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Enterprise:** Informatica PowerCenter, IBM InfoSphere, Microsoft SSIS, SAP Data Services"}, {"id": "mai-20260917-0922-baseline|c141-m5|mistral-small|IBM InfoSphere", "prompt": "c141-m5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "IBM InfoSphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Enterprise:** Informatica PowerCenter, IBM InfoSphere, Microsoft SSIS, SAP Data Services"}, {"id": "mai-20260917-0922-baseline|c141-m5|mistral-small|Microsoft SSIS", "prompt": "c141-m5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Microsoft SSIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Enterprise:** Informatica PowerCenter, IBM InfoSphere, Microsoft SSIS, SAP Data Services"}, {"id": "mai-20260917-0922-baseline|c141-m5|mistral-small|SAP Data Services", "prompt": "c141-m5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "SAP Data Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Enterprise:** Informatica PowerCenter, IBM InfoSphere, Microsoft SSIS, SAP Data Services"}, {"id": "mai-20260917-0922-baseline|c141-m5|mistral-small|Dagster", "prompt": "c141-m5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Airbyte + Dagster + BigQuery"}, {"id": "mai-20260917-0922-baseline|c141-m5|moonshot-small|Integrate.io", "prompt": "c141-m5", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Integrate.io** | Mid-market teams needing balance of features, ease of use, and predictable costs | Fixed-fee, unlimited usage"}, {"id": "mai-20260917-0922-baseline|c141-m5|moonshot-small|Fivetran", "prompt": "c141-m5", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Usage-based (MAR) | Fivetran | Variable workloads, but costs can spike unexpectedly"}, {"id": "mai-20260917-0922-baseline|c141-m5|moonshot-small|Matillion", "prompt": "c141-m5", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Matillion** | Teams committed to specific cloud warehouses (Snowflake/BigQuery/Redshift)"}, {"id": "mai-20260917-0922-baseline|c141-m5|moonshot-small|Airbyte Cloud", "prompt": "c141-m5", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airbyte** | Technical teams wanting open-source flexibility and customization"}, {"id": "mai-20260917-0922-baseline|c141-m5|xai-small|Fivetran", "prompt": "c141-m5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Favor hybrid tools like Fivetran (simple) or dbt (transform-focused) if mixed skill levels."}, {"id": "mai-20260917-0922-baseline|c141-m5|xai-small|dbt", "prompt": "c141-m5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ELT tools (load first, transform in warehouse) like Fivetran + dbt save compute."}, {"id": "mai-20260917-0922-baseline|c141-m5|xai-small|Integrate.io", "prompt": "c141-m5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Flat/fixed-fee (e.g., Integrate.io) | Budgetable"}, {"id": "mai-20260917-0922-baseline|c141-m5|xai-small|Airbyte", "prompt": "c141-m5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Open-source + cloud (e.g., Airbyte) | Low entry | Infra management | Dev-heavy teams"}, {"id": "mai-20260917-0922-baseline|c141-m5|xai-small|Stitch/Meltano", "prompt": "c141-m5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Stitch/Meltano", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular for mid-market: Fivetran, Stitch/Meltano, Airbyte (open-source), Hevo"}, {"id": "mai-20260917-0922-baseline|c141-m5|xai-small|Hevo", "prompt": "c141-m5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Hevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular for mid-market: Fivetran, Stitch/Meltano, Airbyte (open-source), Hevo, Integrate.io, Matillion"}, {"id": "mai-20260917-0922-baseline|c141-m5|xai-small|Matillion", "prompt": "c141-m5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Hevo, Integrate.io, Matillion, or cloud-native"}, {"id": "mai-20260917-0922-baseline|c141-m5|xai-small|AWS Glue", "prompt": "c141-m5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "cloud-native (AWS Glue, Azure Data Factory if in-ecosystem)"}, {"id": "mai-20260917-0922-baseline|c141-m5|xai-small|Azure Data Factory", "prompt": "c141-m5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Azure Data Factory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "cloud-native (AWS Glue, Azure Data Factory if in-ecosystem)"}, {"id": "mai-20260917-0922-baseline|c141-m5|xai-small|Informatica", "prompt": "c141-m5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Informatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Enterprise like Informatica if complex."}, {"id": "mai-20260917-0922-baseline|c141-m6|alibaba-small|Microsoft Access (Jet Engine)", "prompt": "c141-m6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Microsoft Access (Jet Engine)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Using it as an automated ETL source or destination is a major anti-pattern"}, {"id": "mai-20260917-0922-baseline|c141-m6|alibaba-small|Oracle Forms / Reports (for Data Migration)", "prompt": "c141-m6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Oracle Forms / Reports (for Data Migration)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "relying on legacy Oracle middleware tools for the bulk migration phase is often slower and more difficult"}, {"id": "mai-20260917-0922-baseline|c141-m6|alibaba-small|IBM InfoSphere DataStage", "prompt": "c141-m6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "IBM InfoSphere DataStage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why to be cautious: The learning curve is steep, licensing is incredibly expensive"}, {"id": "mai-20260917-0922-baseline|c141-m6|alibaba-small|Legacy Informatica PowerCenter", "prompt": "c141-m6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Legacy Informatica PowerCenter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "increasingly seen as \"clunky\" compared to modern counterparts"}, {"id": "mai-20260917-0922-baseline|c141-m6|alibaba-small|Talend", "prompt": "c141-m6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "debugging generated Java code is notoriously difficult"}, {"id": "mai-20260917-0922-baseline|c141-m6|alibaba-small|Boomi", "prompt": "c141-m6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Boomi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "lower-cost tiers are extremely restrictive regarding API calls and record volumes"}, {"id": "mai-20260917-0922-baseline|c141-m6|alibaba-small|Fivetran", "prompt": "c141-m6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "well-funded unicorns (Fivetran) are safer bets than unknown micro-SaaS"}, {"id": "mai-20260917-0922-baseline|c141-m6|alibaba-small|Stitch", "prompt": "c141-m6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "dwarf competitors like Fivetran or Stitch for comparable tasks"}, {"id": "mai-20260917-0922-baseline|c141-m6|alibaba-small|Kettle (Pentaho Data Integration - PDI)", "prompt": "c141-m6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Kettle (Pentaho Data Integration - PDI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "the development pace has slowed significantly ... It lacks native cloud-native features"}, {"id": "mai-20260917-0922-baseline|c141-m6|alibaba-small|AWS Glue", "prompt": "c141-m6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Established players (AWS Glue, Azure Data Factory) ... are safer bets"}, {"id": "mai-20260917-0922-baseline|c141-m6|alibaba-small|Azure Data Factory", "prompt": "c141-m6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Established players (AWS Glue, Azure Data Factory) ... are safer bets"}, {"id": "mai-20260917-0922-baseline|c141-m6|anthropic-small|Pentaho", "prompt": "c141-m6", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Pentaho", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pentaho comes with drawbacks, including a limited set of templates and technical issues."}, {"id": "mai-20260917-0922-baseline|c141-m6|anthropic-small|AWS Glue", "prompt": "c141-m6", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "negative", "raw": "AWS Glue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Glue retries only when the Spark job itself fails, ignoring data errors... Glue Workflows lack built-in dependency tracking"}, {"id": "mai-20260917-0922-baseline|c141-m6|anthropic-small|Kafka", "prompt": "c141-m6", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Kafka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Kafka lacks built-in ETL capabilities like data transformation and loading... making it less suitable for simple ETL pipelines"}, {"id": "mai-20260917-0922-baseline|c141-m6|anthropic-small|Fivetran", "prompt": "c141-m6", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Fivetran overhauled its pricing in early 2026... this change typically increases costs by 40-70%"}, {"id": "mai-20260917-0922-baseline|c141-m6|challenger-small|Informatica PowerCenter", "prompt": "c141-m6", "model": "challenger-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Legacy enterprise ETL tools** such as **Informatica PowerCenter, Talend, Microsoft SSIS, and IBM DataStage** deserve caution"}, {"id": "mai-20260917-0922-baseline|c141-m6|challenger-small|Talend", "prompt": "c141-m6", "model": "challenger-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as **Informatica PowerCenter, Talend, Microsoft SSIS, and IBM DataStage** deserve caution if you need continuous monitoring"}, {"id": "mai-20260917-0922-baseline|c141-m6|challenger-small|Microsoft SSIS", "prompt": "c141-m6", "model": "challenger-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Microsoft SSIS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Informatica PowerCenter, Talend, Microsoft SSIS, and IBM DataStage** deserve caution"}, {"id": "mai-20260917-0922-baseline|c141-m6|challenger-small|IBM DataStage", "prompt": "c141-m6", "model": "challenger-small", "cat": "etl-and-elt", "variant": "negative", "raw": "IBM DataStage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Informatica PowerCenter, Talend, Microsoft SSIS, and IBM DataStage** deserve caution"}, {"id": "mai-20260917-0922-baseline|c141-m6|challenger-small|Talend Open Studio", "prompt": "c141-m6", "model": "challenger-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend Open Studio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "retired as of January 31, 2026**, so it should generally be avoided for new work"}, {"id": "mai-20260917-0922-baseline|c141-m6|deepseek-small|Fivetran", "prompt": "c141-m6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "One of the most widely-cited cautionary examples right now... Users report bills jumping 35–70%"}, {"id": "mai-20260917-0922-baseline|c141-m6|deepseek-small|Talend", "prompt": "c141-m6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "legacy Talend (discontinued free tier / security risk)"}, {"id": "mai-20260917-0922-baseline|c141-m6|deepseek-small|Hevo Data", "prompt": "c141-m6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Hevo Data", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Noted limitation: you can't add your own data sources... Also weak for real-time applications."}, {"id": "mai-20260917-0922-baseline|c141-m6|deepseek-small|SSIS (SQL Server Integration Services)", "prompt": "c141-m6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "SSIS (SQL Server Integration Services)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the caution is more \"know its limits\" than \"avoid outright.\""}, {"id": "mai-20260917-0922-baseline|c141-m6|deepseek-small|Informatica PowerCenter / IDMC", "prompt": "c141-m6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica PowerCenter / IDMC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High cost and licensing complexity ... Steep learning curve and dated, \"unappealing\" UI"}, {"id": "mai-20260917-0922-baseline|c141-m6|deepseek-small|Matillion", "prompt": "c141-m6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Matillion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pricing is a common pain point: ... charged based on VM uptime"}, {"id": "mai-20260917-0922-baseline|c141-m6|deepseek-small|Databricks", "prompt": "c141-m6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not a tool to avoid, but often overkill and expensive for simple ETL."}, {"id": "mai-20260917-0922-baseline|c141-m6|deepseek-small|AWS Glue", "prompt": "c141-m6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "AWS Glue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Popular but carries genuine cost and usability traps"}, {"id": "mai-20260917-0922-baseline|c141-m6|deepseek-small|Stitch", "prompt": "c141-m6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Row/MAR-based pricing (Fivetran, Stitch, Hevo) can scale faster than business value"}, {"id": "mai-20260917-0922-baseline|c141-m6|deepseek-small|dbt", "prompt": "c141-m6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "more flexible/code-friendly approaches (e.g., dbt + Python, Airbyte, or Airflow) are increasingly preferred"}, {"id": "mai-20260917-0922-baseline|c141-m6|deepseek-small|Airbyte", "prompt": "c141-m6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "more flexible/code-friendly approaches (e.g., dbt + Python, Airbyte, or Airflow) are increasingly preferred"}, {"id": "mai-20260917-0922-baseline|c141-m6|deepseek-small|Airflow", "prompt": "c141-m6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "more flexible/code-friendly approaches (e.g., dbt + Python, Airbyte, or Airflow) are increasingly preferred"}, {"id": "mai-20260917-0922-baseline|c141-m6|google-small|Talend Open Studio (TOS)", "prompt": "c141-m6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend Open Studio (TOS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: Any existing Talend Open Studio pipelines are running on frozen, unpatched 2023-era Java and JDBC drivers."}, {"id": "mai-20260917-0922-baseline|c141-m6|google-small|SQL Server Integration Services (SSIS)", "prompt": "c141-m6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "SQL Server Integration Services (SSIS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: Building new data pipelines in SSIS locks you into on-premises infrastructure."}, {"id": "mai-20260917-0922-baseline|c141-m6|google-small|Fivetran", "prompt": "c141-m6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "proceed with extreme caution if you plan on syncing heavy, rapidly changing database tables without strict volume caps and alerting"}, {"id": "mai-20260917-0922-baseline|c141-m6|google-small|Stitch", "prompt": "c141-m6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Stitch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to be cautious: These platforms charge based on Monthly Active Rows (MAR)"}, {"id": "mai-20260917-0922-baseline|c141-m6|google-small|Informatica PowerCenter", "prompt": "c141-m6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These platforms are incredibly expensive, require massive server resources, and have incredibly long implementation timelines."}, {"id": "mai-20260917-0922-baseline|c141-m6|google-small|IBM InfoSphere DataStage", "prompt": "c141-m6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "IBM InfoSphere DataStage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Monolithic, Legacy Enterprise Suites (Avoid unless Legacy is Required)"}, {"id": "mai-20260917-0922-baseline|c141-m6|google-small|Oracle Data Integrator (ODI)", "prompt": "c141-m6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Oracle Data Integrator (ODI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "incredibly expensive, require massive server resources, and have incredibly long implementation timelines"}, {"id": "mai-20260917-0922-baseline|c141-m6|google-small|Azure Data Factory (ADF) Mapping Data Flows", "prompt": "c141-m6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Azure Data Factory (ADF) Mapping Data Flows", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "using their visual drag-and-drop editors to perform heavy, complex data transformations (the \"T\" in ETL) is a common trap"}, {"id": "mai-20260917-0922-baseline|c141-m6|google-small|AWS Glue Visual Editor", "prompt": "c141-m6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "AWS Glue Visual Editor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "these visual transformation steps spin up massive Apache Spark clusters. They are highly resource-intensive and extremely expensive"}, {"id": "mai-20260917-0922-baseline|c141-m6|google-small|Apache NiFi", "prompt": "c141-m6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Apache NiFi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "It has a steep learning curve, consumes heavy system resources, and lacks the straightforward scheduling"}, {"id": "mai-20260917-0922-baseline|c141-m6|google-small|Luigi (by Spotify)", "prompt": "c141-m6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Luigi (by Spotify)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "its ecosystem has largely stagnated. It has been heavily bypassed by more active and feature-rich modern orchestrators"}, {"id": "mai-20260917-0922-baseline|c141-m6|google-small|dbt", "prompt": "c141-m6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "dbt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Transform (T): Use dbt (data build tool) or SQLMesh to write version-controlled, testable SQL"}, {"id": "mai-20260917-0922-baseline|c141-m6|google-small|Airbyte", "prompt": "c141-m6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Use lightweight SaaS tools (like Fivetran or Airbyte) only for standard APIs"}, {"id": "mai-20260917-0922-baseline|c141-m6|google-small|SQLMesh", "prompt": "c141-m6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "SQLMesh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Use dbt (data build tool) or SQLMesh"}, {"id": "mai-20260917-0922-baseline|c141-m6|google-small|Dagster", "prompt": "c141-m6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Use modern code-first orchestrators like Dagster, Prefect, or Airflow"}, {"id": "mai-20260917-0922-baseline|c141-m6|google-small|Prefect", "prompt": "c141-m6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Use modern code-first orchestrators like Dagster, Prefect, or Airflow"}, {"id": "mai-20260917-0922-baseline|c141-m6|google-small|Apache Airflow", "prompt": "c141-m6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "modern orchestrators like Apache Airflow, Prefect, and Dagster, which offer vastly superior UIs"}, {"id": "mai-20260917-0922-baseline|c141-m6|moonshot-small|Informatica", "prompt": "c141-m6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy ETL Tools with Vendor Lock-in\n**Examples:** Older Informatica versions, IBM DataStage, legacy SAP Data Services"}, {"id": "mai-20260917-0922-baseline|c141-m6|moonshot-small|IBM DataStage", "prompt": "c141-m6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "IBM DataStage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy ETL Tools with Vendor Lock-in ... IBM DataStage"}, {"id": "mai-20260917-0922-baseline|c141-m6|moonshot-small|SAP Data Services", "prompt": "c141-m6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "SAP Data Services", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Legacy ETL Tools with Vendor Lock-in ... legacy SAP Data Services"}, {"id": "mai-20260917-0922-baseline|c141-m6|moonshot-small|Airbyte (Open-Source Version)", "prompt": "c141-m6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte (Open-Source Version)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Described by users as \"very badly built\" with \"terrible support\" ... problematic for production workloads at scale"}, {"id": "mai-20260917-0922-baseline|c141-m6|moonshot-small|Fivetran", "prompt": "c141-m6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools with Unpredictable Usage-Based Pricing **Examples:** Fivetran ... Costs can \"spike unpredictably\""}, {"id": "mai-20260917-0922-baseline|c141-m6|moonshot-small|Databricks", "prompt": "c141-m6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Steep learning curve ... High cost ... Overkill for simpler ETL needs"}, {"id": "mai-20260917-0922-baseline|c141-m6|moonshot-small|Stitch", "prompt": "c141-m6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Stitch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Too rigid** for sophisticated needs"}, {"id": "mai-20260917-0922-baseline|c141-m6|moonshot-small|Celigo", "prompt": "c141-m6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Celigo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Expensive** for small businesses needing multiple modules"}, {"id": "mai-20260917-0922-baseline|c141-m6|moonshot-small|Hevo", "prompt": "c141-m6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Hevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Fully managed, minimal maintenance | Fivetran (if cost isn't a concern), Hevo"}, {"id": "mai-20260917-0922-baseline|c141-m6|moonshot-small|Meltano", "prompt": "c141-m6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Meltano", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Open-source with better architecture | Meltano, Apache Airflow"}, {"id": "mai-20260917-0922-baseline|c141-m6|moonshot-small|Apache Airflow", "prompt": "c141-m6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Meltano, Apache Airflow (with proper setup)"}, {"id": "mai-20260917-0922-baseline|c141-m6|openai-small|Informatica", "prompt": "c141-m6", "model": "openai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Legacy enterprise suites** like **Informatica** and **Talend**: often powerful, but they can be heavier to implement, more expensive, and less agile"}, {"id": "mai-20260917-0922-baseline|c141-m6|openai-small|Talend", "prompt": "c141-m6", "model": "openai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Legacy enterprise suites** like **Informatica** and **Talend**: often powerful, but they can be heavier to implement, more expensive"}, {"id": "mai-20260917-0922-baseline|c141-m6|openai-small|Fivetran", "prompt": "c141-m6", "model": "openai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**SaaS-only tools** like **Fivetran-style managed ETL/ELT**: convenient, but you may inherit vendor-controlled infrastructure, pricing that scales with usage"}, {"id": "mai-20260917-0922-baseline|c141-m6|openai-small|Matillion", "prompt": "c141-m6", "model": "openai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Matillion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Matillion’s docs note limitations such as FTPS not being supported in a component ... security docs also warn about public exposure"}, {"id": "mai-20260917-0922-baseline|c141-m6|xai-small|Informatica PowerCenter", "prompt": "c141-m6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Often called \"legacy\" in modernization guides... Avoid if: You're starting fresh"}, {"id": "mai-20260917-0922-baseline|c141-m6|xai-small|Talend", "prompt": "c141-m6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy/Enterprise Tools (e.g., Informatica PowerCenter, Talend, Microsoft SSIS)... Avoid if: You're starting fresh"}, {"id": "mai-20260917-0922-baseline|c141-m6|xai-small|Microsoft SSIS", "prompt": "c141-m6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Microsoft SSIS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "struggle with enterprise-scale complexity, real-time processing... Avoid if: You're starting fresh"}, {"id": "mai-20260917-0922-baseline|c141-m6|xai-small|dbt", "prompt": "c141-m6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternatives:** dbt + Airflow, Fivetran/dbt, or Databricks for migration."}, {"id": "mai-20260917-0922-baseline|c141-m6|xai-small|Airflow", "prompt": "c141-m6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Alternatives:** dbt + Airflow"}, {"id": "mai-20260917-0922-baseline|c141-m6|xai-small|Matillion", "prompt": "c141-m6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Matillion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "No-Code/Low-Code Tools (general category, e.g., some Matillion or drag-and-drop platforms)... Hidden costs at scale"}, {"id": "mai-20260917-0922-baseline|c141-m6|xai-small|Airbyte", "prompt": "c141-m6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "poor scalability... OK for small, simple syncs if self-hosted cautiously."}, {"id": "mai-20260917-0922-baseline|c141-m6|xai-small|Fivetran", "prompt": "c141-m6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Expensive pricing... Strong for easy connectors if costs fit."}, {"id": "mai-20260917-0922-baseline|c141-m6|xai-small|Alteryx", "prompt": "c141-m6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Alteryx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "High cost, steep curve, missing features"}, {"id": "mai-20260917-0922-baseline|c141-m6|xai-small|Databricks", "prompt": "c141-m6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Very expensive for large projects, complex for beginners (despite high ratings)."}, {"id": "mai-20260917-0922-baseline|c141-m6|xai-small|Stitch", "prompt": "c141-m6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "prioritize ELT (e.g., dbt + Stitch) for warehouses"}, {"id": "mai-20260917-0922-baseline|c141-m6|xai-small|DuckDB", "prompt": "c141-m6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "DuckDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Open-source like Airflow + DuckDB scales cheaply but needs dev time."}, {"id": "mai-20260917-0922-baseline|c141-m6|zai-small|Informatica PowerCenter", "prompt": "c141-m6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: Extremely steep learning curve, high licensing costs, difficult migrations and upgrades, vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c141-m6|zai-small|Microsoft SSIS", "prompt": "c141-m6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Microsoft SSIS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: Tightly coupled to Windows ecosystem, difficult to maintain, poor schema evolution support"}, {"id": "mai-20260917-0922-baseline|c141-m6|zai-small|Talend Open Studio (older versions)", "prompt": "c141-m6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend Open Studio (older versions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid legacy tools like Informatica PowerCenter, SSIS, and older Talend"}, {"id": "mai-20260917-0922-baseline|c141-m6|zai-small|Pentaho Data Integration (Kettle)", "prompt": "c141-m6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Pentaho Data Integration (Kettle)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why to avoid: Desktop-based architecture (causes warehouse egress fees), poor scalability, maintenance challenges"}, {"id": "mai-20260917-0922-baseline|c141-m6|zai-small|Airbyte", "prompt": "c141-m6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Ingestion: Airbyte, Fivetran (serverless, good connectors)"}, {"id": "mai-20260917-0922-baseline|c141-m6|zai-small|Fivetran", "prompt": "c141-m6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Ingestion: Airbyte, Fivetran (serverless, good connectors)"}, {"id": "mai-20260917-0922-baseline|c141-m6|zai-small|dbt", "prompt": "c141-m6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Transformation: dbt (SQL-based, versioned, testable)"}, {"id": "mai-20260917-0922-baseline|c141-m6|zai-small|Apache Airflow", "prompt": "c141-m6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Orchestration: Apache Airflow, Dagster, Prefect (explicit code, better control flow)"}, {"id": "mai-20260917-0922-baseline|c141-m6|zai-small|Dagster", "prompt": "c141-m6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Orchestration: Apache Airflow, Dagster, Prefect"}, {"id": "mai-20260917-0922-baseline|c141-m6|zai-small|Prefect", "prompt": "c141-m6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Orchestration: Apache Airflow, Dagster, Prefect"}, {"id": "mai-20260917-0922-baseline|c141-m6|zai-small|Matillion", "prompt": "c141-m6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Cloud-native ELT: Snowflake/BigQuery native features, Matillion, Rivery"}, {"id": "mai-20260917-0922-baseline|c141-m6|zai-small|Rivery", "prompt": "c141-m6", "model": "zai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Rivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Cloud-native ELT: Snowflake/BigQuery native features, Matillion, Rivery"}, {"id": "mai-20260917-0922-baseline|c141-s1|alibaba-small|Fivetran", "prompt": "c141-s1", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fivetran is the industry standard for reliability... Verdict: Buy it if you want to eliminate ETL headaches completely."}, {"id": "mai-20260917-0922-baseline|c141-s1|alibaba-small|Stitch Data (by Twilio)", "prompt": "c141-s1", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Stitch Data (by Twilio)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My suggestion: Start with **Stitch** or **Airbyte** if you are bootstrapped."}, {"id": "mai-20260917-0922-baseline|c141-s1|alibaba-small|Airbyte", "prompt": "c141-s1", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "My suggestion: Start with **Stitch** or **Airbyte** if you are bootstrapped."}, {"id": "mai-20260917-0922-baseline|c141-s1|alibaba-small|Hevo Data", "prompt": "c141-s1", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hevo is a strong competitor to Fivetran that focuses heavily on user experience and often provides more competitive pricing"}, {"id": "mai-20260917-0922-baseline|c141-s1|alibaba-small|Matillion", "prompt": "c141-s1", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "look into **Matillion**. While more enterprise-focused, they offer a \"Lite\" version"}, {"id": "mai-20260917-0922-baseline|c141-s1|anthropic-small|Talend Open Studio", "prompt": "c141-s1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Talend Open Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Apache NiFi** or **Talend Open Studio** provide more control without upfront costs"}, {"id": "mai-20260917-0922-baseline|c141-s1|anthropic-small|Apache NiFi", "prompt": "c141-s1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Apache NiFi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have development resources, **Apache NiFi** or **Talend Open Studio** provide more control"}, {"id": "mai-20260917-0922-baseline|c141-s1|anthropic-small|Pentaho Data Integration (Kettle)", "prompt": "c141-s1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Pentaho Data Integration (Kettle)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Open-source option with good community support"}, {"id": "mai-20260917-0922-baseline|c141-s1|anthropic-small|Zapier", "prompt": "c141-s1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Airbyte** or **Zapier** are increasingly popular because they offer low-code solutions"}, {"id": "mai-20260917-0922-baseline|c141-s1|anthropic-small|Make (formerly Integromat)", "prompt": "c141-s1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Low-code/no-code solutions ideal for simple integrations between B2B tools"}, {"id": "mai-20260917-0922-baseline|c141-s1|anthropic-small|Airbyte", "prompt": "c141-s1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For most small B2B companies with limited budgets and moderate data volumes, **Airbyte** or **Zapier** are increasingly popular"}, {"id": "mai-20260917-0922-baseline|c141-s1|anthropic-small|AWS Glue", "prompt": "c141-s1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you're already using cloud infrastructure"}, {"id": "mai-20260917-0922-baseline|c141-s1|anthropic-small|Google Cloud Data Fusion", "prompt": "c141-s1", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Google Cloud Data Fusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**AWS Glue** or **Google Cloud Data Fusion** - If you're already using cloud infrastructure"}, {"id": "mai-20260917-0922-baseline|c141-s1|challenger-small|Skyvia", "prompt": "c141-s1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Skyvia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one default answer without more context, choose **Skyvia** for the best balance of **ease of use, small-team fit, and predictable pricing**."}, {"id": "mai-20260917-0922-baseline|c141-s1|challenger-small|Hevo Data", "prompt": "c141-s1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a **managed no-code ETL** option for SaaS-heavy workflows with low operational burden."}, {"id": "mai-20260917-0922-baseline|c141-s1|challenger-small|Celigo", "prompt": "c141-s1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Celigo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is especially **NetSuite-centric**, **Celigo** is a strong choice"}, {"id": "mai-20260917-0922-baseline|c141-s1|challenger-small|Coupler.io", "prompt": "c141-s1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your reporting team lives in **Google Sheets or Excel**"}, {"id": "mai-20260917-0922-baseline|c141-s1|challenger-small|Airbyte", "prompt": "c141-s1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you have a more technical team and want **open-source flexibility**"}, {"id": "mai-20260917-0922-baseline|c141-s1|challenger-small|Fivetran", "prompt": "c141-s1", "model": "challenger-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best if you want **fully managed connectors** and don't mind paying for convenience"}, {"id": "mai-20260917-0922-baseline|c141-s1|deepseek-small|Stitch (by Talend)", "prompt": "c141-s1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Stitch (by Talend)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Stitch (by Talend)** — Best for low-volume, simple cloud ELT"}, {"id": "mai-20260917-0922-baseline|c141-s1|deepseek-small|Airbyte", "prompt": "c141-s1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "### 2. **Airbyte** — Best overall for flexibility (open-source option)"}, {"id": "mai-20260917-0922-baseline|c141-s1|deepseek-small|Hevo Data", "prompt": "c141-s1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hevo Data** — Best no-code option with built-in transformations"}, {"id": "mai-20260917-0922-baseline|c141-s1|deepseek-small|Skyvia", "prompt": "c141-s1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Skyvia** — Best value for SaaS-heavy teams"}, {"id": "mai-20260917-0922-baseline|c141-s1|deepseek-small|Coupler.io", "prompt": "c141-s1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Coupler.io** — Best if you rely on spreadsheets"}, {"id": "mai-20260917-0922-baseline|c141-s1|deepseek-small|dbt Core", "prompt": "c141-s1", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "direct", "raw": "dbt Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a lightweight ingestion tool (Stitch or Airbyte) plus **dbt Core** for transformation"}, {"id": "mai-20260917-0922-baseline|c141-s1|google-small|Hevo Data", "prompt": "c141-s1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Value & Ease-of-Use: **Hevo Data**"}, {"id": "mai-20260917-0922-baseline|c141-s1|google-small|Skyvia", "prompt": "c141-s1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Predictable Pricing & Multi-Tool: **Skyvia**"}, {"id": "mai-20260917-0922-baseline|c141-s1|google-small|Coupler.io", "prompt": "c141-s1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Spreadsheet-First\" Option (No Warehouse Needed): **Coupler.io**"}, {"id": "mai-20260917-0922-baseline|c141-s1|google-small|Fivetran", "prompt": "c141-s1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Warning: If your data volume spikes, paid tiers can scale up in price rapidly."}, {"id": "mai-20260917-0922-baseline|c141-s1|google-small|Airbyte", "prompt": "c141-s1", "model": "google-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Tech-Savvy Teams / Open-Source: **Airbyte**"}, {"id": "mai-20260917-0922-baseline|c141-s1|meta-small|Databricks", "prompt": "c141-s1", "model": "meta-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top ETL tools for small businesses include Databricks, Hevo Data, and Skyvia"}, {"id": "mai-20260917-0922-baseline|c141-s1|meta-small|Hevo Data", "prompt": "c141-s1", "model": "meta-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hevo Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top ETL tools for small businesses include Databricks, Hevo Data, and Skyvia"}, {"id": "mai-20260917-0922-baseline|c141-s1|meta-small|Skyvia", "prompt": "c141-s1", "model": "meta-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Skyvia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top ETL tools for small businesses include Databricks, Hevo Data, and Skyvia"}, {"id": "mai-20260917-0922-baseline|c141-s1|minimax-small|Hevo Data", "prompt": "c141-s1", "model": "minimax-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hevo Data** (Best Overall for Small B2B)"}, {"id": "mai-20260917-0922-baseline|c141-s1|minimax-small|Skyvia", "prompt": "c141-s1", "model": "minimax-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Skyvia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Skyvia** or **Hevo Data**"}, {"id": "mai-20260917-0922-baseline|c141-s1|minimax-small|Coupler.io", "prompt": "c141-s1", "model": "minimax-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have very basic needs and want the lowest cost entry point, **Coupler.io** is excellent."}, {"id": "mai-20260917-0922-baseline|c141-s1|minimax-small|Stitch Data", "prompt": "c141-s1", "model": "minimax-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Stitch Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Stitch Data** (Best for Simplicity)"}, {"id": "mai-20260917-0922-baseline|c141-s1|minimax-small|Airbyte", "prompt": "c141-s1", "model": "minimax-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Airbyte** (Best Open-Source Option)"}, {"id": "mai-20260917-0922-baseline|c141-s1|mistral-small|Stitch", "prompt": "c141-s1", "model": "mistral-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Stitch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Stitch** or **Airbyte** for ingestion and **dbt Core** for transformation offer a powerful, cost-effective, and scalable solution"}, {"id": "mai-20260917-0922-baseline|c141-s1|mistral-small|Airbyte", "prompt": "c141-s1", "model": "mistral-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Stitch** or **Airbyte** for ingestion ... Airbyte is open-source and highly flexible"}, {"id": "mai-20260917-0922-baseline|c141-s1|mistral-small|dbt Core", "prompt": "c141-s1", "model": "mistral-small", "cat": "etl-and-elt", "variant": "direct", "raw": "dbt Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**dbt Core** is often paired with these tools for transformation"}, {"id": "mai-20260917-0922-baseline|c141-s1|mistral-small|Databricks", "prompt": "c141-s1", "model": "mistral-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it may be more robust (and costly) than strictly necessary for very small teams"}, {"id": "mai-20260917-0922-baseline|c141-s1|moonshot-small|Coupler.io", "prompt": "c141-s1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're on a tight budget and use spreadsheets: → Coupler.io"}, {"id": "mai-20260917-0922-baseline|c141-s1|moonshot-small|Skyvia", "prompt": "c141-s1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a low-cost, no-code Swiss Army knife: → Skyvia"}, {"id": "mai-20260917-0922-baseline|c141-s1|moonshot-small|Stitch", "prompt": "c141-s1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Simple data loading into a warehouse (especially if you already use dbt)"}, {"id": "mai-20260917-0922-baseline|c141-s1|moonshot-small|Hevo Data", "prompt": "c141-s1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with Hevo if you want a managed solution with predictable costs"}, {"id": "mai-20260917-0922-baseline|c141-s1|moonshot-small|Airbyte", "prompt": "c141-s1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "or Airbyte (self-hosted) if you have technical resources and want to minimize software spend"}, {"id": "mai-20260917-0922-baseline|c141-s1|moonshot-small|Informatica", "prompt": "c141-s1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Informatica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid - Informatica or Talend — powerful but expensive and complex overkill"}, {"id": "mai-20260917-0922-baseline|c141-s1|moonshot-small|Talend", "prompt": "c141-s1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Talend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid - Informatica or Talend — powerful but expensive and complex overkill"}, {"id": "mai-20260917-0922-baseline|c141-s1|moonshot-small|Fivetran", "prompt": "c141-s1", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Fivetran — excellent but pricing scales quickly with data volume; better for mid-market and up"}, {"id": "mai-20260917-0922-baseline|c141-s1|openai-small|Airbyte", "prompt": "c141-s1", "model": "openai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Airbyte** if you want the best mix of flexibility, connector coverage, and cost control"}, {"id": "mai-20260917-0922-baseline|c141-s1|openai-small|Fivetran", "prompt": "c141-s1", "model": "openai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fivetran** if you want the most hands-off managed experience and don't mind paying more"}, {"id": "mai-20260917-0922-baseline|c141-s1|xai-small|Airbyte", "prompt": "c141-s1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Airbyte (Best overall for budget-conscious startups/SMBs)... Start with Airbyte or Stitch for most small B2B scenarios"}, {"id": "mai-20260917-0922-baseline|c141-s1|xai-small|Stitch (Talend)", "prompt": "c141-s1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Stitch (Talend)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Airbyte or Stitch for most small B2B scenarios—they balance cost, ease, and power."}, {"id": "mai-20260917-0922-baseline|c141-s1|xai-small|Skyvia", "prompt": "c141-s1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Skyvia (Best no-code all-in-one for non-technical teams)"}, {"id": "mai-20260917-0922-baseline|c141-s1|xai-small|Hevo Data", "prompt": "c141-s1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hevo Data (Best managed no-code with support)"}, {"id": "mai-20260917-0922-baseline|c141-s1|xai-small|Coupler.io", "prompt": "c141-s1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Coupler.io (Best ultra-cheap for spreadsheet-first B2B)"}, {"id": "mai-20260917-0922-baseline|c141-s1|xai-small|Fivetran", "prompt": "c141-s1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for small B2B: Fivetran (usage-based gets pricey fast post-free tier)"}, {"id": "mai-20260917-0922-baseline|c141-s1|xai-small|Informatica", "prompt": "c141-s1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Informatica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "enterprise tools like Informatica/Talend Open Studio (overkill/complex)"}, {"id": "mai-20260917-0922-baseline|c141-s1|xai-small|Talend Open Studio", "prompt": "c141-s1", "model": "xai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Talend Open Studio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "enterprise tools like Informatica/Talend Open Studio (overkill/complex)"}, {"id": "mai-20260917-0922-baseline|c141-s1|zai-small|Hevo Data", "prompt": "c141-s1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hevo Data** is the top pick"}, {"id": "mai-20260917-0922-baseline|c141-s1|zai-small|Skyvia", "prompt": "c141-s1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner‑Up (Lower Cost / Simpler Use Cases) **Skyvia**"}, {"id": "mai-20260917-0922-baseline|c141-s1|zai-small|Coupler.io", "prompt": "c141-s1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Skyvia** or **Coupler.io** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c141-s1|zai-small|Airbyte (Core)", "prompt": "c141-s1", "model": "zai-small", "cat": "etl-and-elt", "variant": "direct", "raw": "Airbyte (Core)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "self‑hosted but requires devops and maintenance"}, {"id": "mai-20260917-0922-baseline|c141-s2|alibaba-small|Airbyte (Cloud)", "prompt": "c141-s2", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte (Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: Airbyte (Cloud)** Airbyte has become the industry favorite for small-to-mid-sized businesses."}, {"id": "mai-20260917-0922-baseline|c141-s2|alibaba-small|Fivetar", "prompt": "c141-s2", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Set It and Forget It\" Alternative: Fivetar ... Best if you have a slightly higher budget"}, {"id": "mai-20260917-0922-baseline|c141-s2|alibaba-small|dbt (data build tool)", "prompt": "c141-s2", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt (data build tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Recommendation: dbt (data build tool)** This is the industry-standard tool for transforming data."}, {"id": "mai-20260917-0922-baseline|c141-s2|anthropic-small|Fivetran", "prompt": "c141-s2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Fivetran + dbt + a data warehouse**"}, {"id": "mai-20260917-0922-baseline|c141-s2|anthropic-small|Stitch", "prompt": "c141-s2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Fivetran** or **Stitch** - User-friendly, pre-built connectors, good for non-technical teams"}, {"id": "mai-20260917-0922-baseline|c141-s2|anthropic-small|Airbyte", "prompt": "c141-s2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Airbyte** - Open-source alternative with strong community support and lower costs"}, {"id": "mai-20260917-0922-baseline|c141-s2|anthropic-small|Zapier/Make", "prompt": "c141-s2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Zapier/Make", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Great for simple workflows between popular B2B tools"}, {"id": "mai-20260917-0922-baseline|c141-s2|anthropic-small|dbt (data build tool)", "prompt": "c141-s2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt (data build tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**dbt (data build tool)** - Excellent for transformations, works with most data warehouses"}, {"id": "mai-20260917-0922-baseline|c141-s2|anthropic-small|Apache Airflow", "prompt": "c141-s2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More control but requires engineering resources"}, {"id": "mai-20260917-0922-baseline|c141-s2|anthropic-small|Prefect", "prompt": "c141-s2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Apache Airflow** or **Prefect** - More control but requires engineering resources"}, {"id": "mai-20260917-0922-baseline|c141-s2|anthropic-small|Talend", "prompt": "c141-s2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Talend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Full-featured but may be overkill for small businesses"}, {"id": "mai-20260917-0922-baseline|c141-s2|anthropic-small|Informatica", "prompt": "c141-s2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Informatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Full-featured but may be overkill for small businesses"}, {"id": "mai-20260917-0922-baseline|c141-s2|anthropic-small|Google Cloud's Dataflow", "prompt": "c141-s2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Google Cloud's Dataflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Cloud-native, scalable as you grow"}, {"id": "mai-20260917-0922-baseline|c141-s2|anthropic-small|AWS Glue", "prompt": "c141-s2", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cloud-native, scalable as you grow"}, {"id": "mai-20260917-0922-baseline|c141-s2|challenger-small|Hevo Data", "prompt": "c141-s2", "model": "challenger-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest practical combo is **Hevo Data** for the pipeline and **Skyvia** if you want an especially affordable, no-code ELT/integration platform"}, {"id": "mai-20260917-0922-baseline|c141-s2|challenger-small|Skyvia", "prompt": "c141-s2", "model": "challenger-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Skyvia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Skyvia** is positioned for **small and mid-sized teams** that need **no-code integration, sync, backup, and migration** in one platform, with a **free tier**"}, {"id": "mai-20260917-0922-baseline|c141-s2|challenger-small|Airbyte", "prompt": "c141-s2", "model": "challenger-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More complex ELT tools like **Airbyte, Fivetran, and similar enterprise tools** are described as generally **overkill for SMBs**"}, {"id": "mai-20260917-0922-baseline|c141-s2|challenger-small|Fivetran", "prompt": "c141-s2", "model": "challenger-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally **overkill for SMBs** unless you have dedicated analytics ambitions, large volumes"}, {"id": "mai-20260917-0922-baseline|c141-s2|challenger-small|Zapier", "prompt": "c141-s2", "model": "challenger-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Zapier/Make** are best for simple tool-to-tool automation and modest volumes"}, {"id": "mai-20260917-0922-baseline|c141-s2|challenger-small|Make", "prompt": "c141-s2", "model": "challenger-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Make", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Zapier/Make** are best for simple tool-to-tool automation and modest volumes"}, {"id": "mai-20260917-0922-baseline|c141-s2|challenger-small|Stitch", "prompt": "c141-s2", "model": "challenger-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Hevo Data/Stitch/Skyvia** are better when you need actual **data movement into a warehouse** with less manual maintenance"}, {"id": "mai-20260917-0922-baseline|c141-s2|deepseek-small|Stitch", "prompt": "c141-s2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Stitch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have **no engineers** (typical for a small B2B team): **Stitch** (or Hevo) **+ BigQuery + dbt Core**"}, {"id": "mai-20260917-0922-baseline|c141-s2|deepseek-small|Hevo Data", "prompt": "c141-s2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My default recommendation for a small B2B business with limited/no dedicated engineering: Hevo Data** (or Stitch if budget is the absolute priority)"}, {"id": "mai-20260917-0922-baseline|c141-s2|deepseek-small|Airbyte", "prompt": "c141-s2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have **one technical person / data-oriented ops person**: **Airbyte (self-hosted) + BigQuery + dbt**"}, {"id": "mai-20260917-0922-baseline|c141-s2|deepseek-small|Fivetran", "prompt": "c141-s2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its monthly-active-row pricing tends to spike and is usually overkill/too expensive at this stage"}, {"id": "mai-20260917-0922-baseline|c141-s2|deepseek-small|dbt Core", "prompt": "c141-s2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**3. Transformation: dbt Core (free)** — The \"T\" in ELT."}, {"id": "mai-20260917-0922-baseline|c141-s2|deepseek-small|Hightouch", "prompt": "c141-s2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Reverse ETL (once you have a warehouse):** **Hightouch** (~$350/mo)"}, {"id": "mai-20260917-0922-baseline|c141-s2|deepseek-small|Census", "prompt": "c141-s2", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Hightouch** (~$350/mo) or **Census** — push your enriched models back into the CRM"}, {"id": "mai-20260917-0922-baseline|c141-s2|google-small|Fivetran", "prompt": "c141-s2", "model": "google-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fivetran is widely considered the industry leader in zero-maintenance, fully managed ELT."}, {"id": "mai-20260917-0922-baseline|c141-s2|google-small|Hevo Data", "prompt": "c141-s2", "model": "google-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hevo Data is the top alternative."}, {"id": "mai-20260917-0922-baseline|c141-s2|google-small|Airbyte Cloud", "prompt": "c141-s2", "model": "google-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your B2B business uses niche, industry-specific SaaS tools that mainstream ELT platforms don't support, Airbyte is the best option."}, {"id": "mai-20260917-0922-baseline|c141-s2|google-small|Coupler.io", "prompt": "c141-s2", "model": "google-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Coupler.io is a fantastic shortcut... Best \"No-Warehouse\" Option"}, {"id": "mai-20260917-0922-baseline|c141-s2|meta-small|Rivery", "prompt": "c141-s2", "model": "meta-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Rivery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Rivery: A cloud-based ELT tool that allows for easy data integration and transformation."}, {"id": "mai-20260917-0922-baseline|c141-s2|meta-small|Hevo Data", "prompt": "c141-s2", "model": "meta-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Hevo Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Hevo Data: A no-code ELT platform"}, {"id": "mai-20260917-0922-baseline|c141-s2|meta-small|Airbyte", "prompt": "c141-s2", "model": "meta-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Airbyte: An open-source data replication platform"}, {"id": "mai-20260917-0922-baseline|c141-s2|meta-small|Estuary", "prompt": "c141-s2", "model": "meta-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Estuary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Estuary: A data pipeline tool that provides real-time CDC and batch pipelines in one platform."}, {"id": "mai-20260917-0922-baseline|c141-s2|meta-small|Fivetran", "prompt": "c141-s2", "model": "meta-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fivetran: A managed ELT platform with broad SaaS connectors."}, {"id": "mai-20260917-0922-baseline|c141-s2|meta-small|Skyvia", "prompt": "c141-s2", "model": "meta-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Skyvia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Skyvia: A no-code multitasker that handles integrations, syncs, and backups."}, {"id": "mai-20260917-0922-baseline|c141-s2|minimax-small|Hevo Data", "prompt": "c141-s2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Most Small B2B Businesses: **Hevo Data**"}, {"id": "mai-20260917-0922-baseline|c141-s2|minimax-small|Stitch Data", "prompt": "c141-s2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Stitch Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget Option: **Stitch Data**"}, {"id": "mai-20260917-0922-baseline|c141-s2|minimax-small|Airbyte", "prompt": "c141-s2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have technical resources and want flexibility, **Airbyte** offers great value."}, {"id": "mai-20260917-0922-baseline|c141-s2|minimax-small|Skyvia", "prompt": "c141-s2", "model": "minimax-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for B2B-Specific Integrations: **Skyvia**"}, {"id": "mai-20260917-0922-baseline|c141-s2|mistral-small|Hevo Data", "prompt": "c141-s2", "model": "mistral-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **Hevo Data** is the best overall choice due to its ease of use, real-time capabilities, and strong support."}, {"id": "mai-20260917-0922-baseline|c141-s2|mistral-small|Stitch", "prompt": "c141-s2", "model": "mistral-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need the simplest possible setup, **Stitch** is a proven option."}, {"id": "mai-20260917-0922-baseline|c141-s2|mistral-small|Airbyte (Cloud)", "prompt": "c141-s2", "model": "mistral-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte (Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a major concern, **Airbyte Cloud** or **Skyvia** are excellent alternatives."}, {"id": "mai-20260917-0922-baseline|c141-s2|mistral-small|Skyvia", "prompt": "c141-s2", "model": "mistral-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airbyte Cloud** or **Skyvia** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c141-s2|moonshot-small|Airbyte", "prompt": "c141-s2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Airbyte** (Self-Hosted) or **Stitch** (Managed)"}, {"id": "mai-20260917-0922-baseline|c141-s2|moonshot-small|Stitch", "prompt": "c141-s2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Stitch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My Top Recommendation: **Airbyte** (Self-Hosted) or **Stitch** (Managed)"}, {"id": "mai-20260917-0922-baseline|c141-s2|moonshot-small|Hevo Data", "prompt": "c141-s2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need real-time sync?** → **Hevo Data** – strong CDC capabilities with no-code setup"}, {"id": "mai-20260917-0922-baseline|c141-s2|moonshot-small|Skyvia", "prompt": "c141-s2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Skyvia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Skyvia** | Freemium | Budget-conscious with basic needs | 200+ | Low |"}, {"id": "mai-20260917-0922-baseline|c141-s2|moonshot-small|Fivetran", "prompt": "c141-s2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "| **Fivetran** | ~$1,000+/mo | Larger budgets, enterprise reliability |"}, {"id": "mai-20260917-0922-baseline|c141-s2|moonshot-small|Integrate.io", "prompt": "c141-s2", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Hevo and Integrate.io offer this at higher tiers"}, {"id": "mai-20260917-0922-baseline|c141-s2|openai-small|Fivetran", "prompt": "c141-s2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Data pipeline / ingestion:** **Fivetran** if you want the least operational overhead."}, {"id": "mai-20260917-0922-baseline|c141-s2|openai-small|dbt", "prompt": "c141-s2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use **dbt** for transformations and metrics modeling."}, {"id": "mai-20260917-0922-baseline|c141-s2|openai-small|Airbyte", "prompt": "c141-s2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best lower-cost, more flexible alternative:** **Airbyte + dbt**"}, {"id": "mai-20260917-0922-baseline|c141-s2|openai-small|Matillion", "prompt": "c141-s2", "model": "openai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best if you want a more visual/warehouse-native ETL builder:** **Matillion**"}, {"id": "mai-20260917-0922-baseline|c141-s2|xai-small|Airbyte", "prompt": "c141-s2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Airbyte as the top choice for a data pipeline and ELT platform."}, {"id": "mai-20260917-0922-baseline|c141-s2|xai-small|Skyvia", "prompt": "c141-s2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Airbyte doesn't fit: 1. **Skyvia (Best no-code all-in-one)**"}, {"id": "mai-20260917-0922-baseline|c141-s2|xai-small|Hevo Data", "prompt": "c141-s2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hevo Data (Best managed no-code)**: Free tier (1M events/month)"}, {"id": "mai-20260917-0922-baseline|c141-s2|xai-small|Stitch", "prompt": "c141-s2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Stitch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Stitch/Fivetran work but higher minimums (~$100+) make them less ideal for tiny SMBs."}, {"id": "mai-20260917-0922-baseline|c141-s2|xai-small|Fivetran", "prompt": "c141-s2", "model": "xai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Stitch/Fivetran work but higher minimums (~$100+) make them less ideal for tiny SMBs."}, {"id": "mai-20260917-0922-baseline|c141-s2|zai-small|Skyvia", "prompt": "c141-s2", "model": "zai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Skyvia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best managed, low-code ELT platform for most small B2Bs:** Skyvia"}, {"id": "mai-20260917-0922-baseline|c141-s2|zai-small|Airbyte", "prompt": "c141-s2", "model": "zai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best open-source / self-hosted option:** Airbyte + dbt + a lightweight warehouse"}, {"id": "mai-20260917-0922-baseline|c141-s2|zai-small|dbt", "prompt": "c141-s2", "model": "zai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Transformation:** dbt"}, {"id": "mai-20260917-0922-baseline|c141-s2|zai-small|Coupler.io", "prompt": "c141-s2", "model": "zai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best spreadsheet-first / ultra-affordable option:** Coupler.io"}, {"id": "mai-20260917-0922-baseline|c141-s2|zai-small|Hevo Data", "prompt": "c141-s2", "model": "zai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for real-time, fully managed pipelines:** Hevo Data"}, {"id": "mai-20260917-0922-baseline|c141-s2|zai-small|Fivetran", "prompt": "c141-s2", "model": "zai-small", "cat": "etl-and-elt", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Ingestion:** Airbyte (self‑hosted) or Fivetran (managed)"}, {"id": "mai-20260917-0922-baseline|c141-s3|alibaba-small|Fivetran", "prompt": "c141-s3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Teams who want zero maintenance and high reliability. ... Cons: Can be expensive as data volume grows"}, {"id": "mai-20260917-0922-baseline|c141-s3|alibaba-small|Stitch (by Talend)", "prompt": "c141-s3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Stitch (by Talend)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have 5 or fewer data sources: Start with **Stitch** or **Coupler.io**. They are cheap and incredibly easy to set up."}, {"id": "mai-20260917-0922-baseline|c141-s3|alibaba-small|Airbyte", "prompt": "c141-s3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a developer on staff who likes open-source: Use **Airbyte** (self-hosted) to save money and gain full control."}, {"id": "mai-20260917-0922-baseline|c141-s3|alibaba-small|Integrate.io", "prompt": "c141-s3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you expect rapid growth and want predictable costs: Choose **Integrate.io**. Their fixed-fee model prevents surprise bills."}, {"id": "mai-20260917-0922-baseline|c141-s3|alibaba-small|Skyvia", "prompt": "c141-s3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "just need data in a spreadsheet/BI tool: Use **Coupler.io** or **Skyvia** for their simplicity."}, {"id": "mai-20260917-0922-baseline|c141-s3|alibaba-small|Matillion", "prompt": "c141-s3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cons: Pricing can get steep for larger workloads; learning curve for cloud-specific concepts."}, {"id": "mai-20260917-0922-baseline|c141-s3|alibaba-small|Coupler.io", "prompt": "c141-s3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Coupler.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Start with **Stitch** or **Coupler.io**. They are cheap and incredibly easy to set up."}, {"id": "mai-20260917-0922-baseline|c141-s3|alibaba-small|Hevo Data", "prompt": "c141-s3", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cons: Less control over the pipeline structure; pricing can scale quickly."}, {"id": "mai-20260917-0922-baseline|c141-s3|anthropic-small|Hevo Data", "prompt": "c141-s3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It provides the lowest total cost of ownership for teams needing fully managed pipelines"}, {"id": "mai-20260917-0922-baseline|c141-s3|anthropic-small|Skyvia", "prompt": "c141-s3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for small businesses syncing CRM and SaaS tools at low to moderate volumes"}, {"id": "mai-20260917-0922-baseline|c141-s3|anthropic-small|Coupler.io", "prompt": "c141-s3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the most accessible entry point at $24/month for spreadsheet-first teams"}, {"id": "mai-20260917-0922-baseline|c141-s3|anthropic-small|Estuary", "prompt": "c141-s3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Estuary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a modern data platform specializing in capturing data changes as they happen"}, {"id": "mai-20260917-0922-baseline|c141-s3|anthropic-small|AWS Glue", "prompt": "c141-s3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for small businesses already running workloads on AWS with Python and Spark expertise"}, {"id": "mai-20260917-0922-baseline|c141-s3|anthropic-small|Domo", "prompt": "c141-s3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "tools like Domo and SnapLogic standing out for offering low-code environments"}, {"id": "mai-20260917-0922-baseline|c141-s3|anthropic-small|SnapLogic", "prompt": "c141-s3", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "SnapLogic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "tools like Domo and SnapLogic standing out for offering low-code environments"}, {"id": "mai-20260917-0922-baseline|c141-s3|challenger-small|Hevo", "prompt": "c141-s3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick **Hevo** or **Stitch** if your team wants the simplest setup and mostly standard SaaS-to-warehouse syncing."}, {"id": "mai-20260917-0922-baseline|c141-s3|challenger-small|Stitch", "prompt": "c141-s3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Stitch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pick **Hevo** or **Stitch** if your team wants the simplest setup and mostly standard SaaS-to-warehouse syncing."}, {"id": "mai-20260917-0922-baseline|c141-s3|challenger-small|Skyvia", "prompt": "c141-s3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick **Skyvia** if you want a broader no-code platform beyond ETL alone."}, {"id": "mai-20260917-0922-baseline|c141-s3|challenger-small|Integrate.io", "prompt": "c141-s3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "No-code cloud platform with strong support for end-to-end pipeline workflows."}, {"id": "mai-20260917-0922-baseline|c141-s3|challenger-small|Fivetran", "prompt": "c141-s3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick **Fivetran** if you value \"set it and forget it\" reliability and can tolerate usage-based cost growth."}, {"id": "mai-20260917-0922-baseline|c141-s3|challenger-small|Airbyte", "prompt": "c141-s3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pick **Airbyte** if you have technical capacity and want cost control or custom connectors."}, {"id": "mai-20260917-0922-baseline|c141-s3|challenger-small|Estuary", "prompt": "c141-s3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Estuary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pick **Estuary** if you need near-real-time data movement rather than batch-style syncs."}, {"id": "mai-20260917-0922-baseline|c141-s3|challenger-small|Matillion", "prompt": "c141-s3", "model": "challenger-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Stronger when your team needs more orchestration and transformation inside the warehouse."}, {"id": "mai-20260917-0922-baseline|c141-s3|deepseek-small|Airbyte", "prompt": "c141-s3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have engineers and a tight budget → Self-hosted Airbyte (free) + dbt for transformations."}, {"id": "mai-20260917-0922-baseline|c141-s3|deepseek-small|Fivetran", "prompt": "c141-s3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you don't have data engineers and value reliability over cost → Fivetran. It just works, but watch the MAR-based bills carefully."}, {"id": "mai-20260917-0922-baseline|c141-s3|deepseek-small|Stitch", "prompt": "c141-s3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a very small team with simple needs → Stitch or Skyvia — cheap, fast to set up, no code required."}, {"id": "mai-20260917-0922-baseline|c141-s3|deepseek-small|Matillion", "prompt": "c141-s3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your main challenge is transformations in the warehouse → Matillion"}, {"id": "mai-20260917-0922-baseline|c141-s3|deepseek-small|Skyvia", "prompt": "c141-s3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Skyvia: Affordable, no-code cloud ETL with visual workflows"}, {"id": "mai-20260917-0922-baseline|c141-s3|deepseek-small|Hevo", "prompt": "c141-s3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Hevo: No-code, SaaS-heavy teams with good connector coverage and competitive pricing."}, {"id": "mai-20260917-0922-baseline|c141-s3|deepseek-small|Meltano", "prompt": "c141-s3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Meltano", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Meltano (CLI/Singer-based, CI/CD-driven)"}, {"id": "mai-20260917-0922-baseline|c141-s3|deepseek-small|dlt (dltHub)", "prompt": "c141-s3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dlt (dltHub)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "dlt (dltHub) (Python library with schema inference)"}, {"id": "mai-20260917-0922-baseline|c141-s3|deepseek-small|dbt", "prompt": "c141-s3", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Airbyte (or Fivetran) + dbt + an orchestrator like Airflow/Dagster"}, {"id": "mai-20260917-0922-baseline|c141-s3|google-small|Fivetran", "prompt": "c141-s3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Unmatched reliability, zero maintenance, auto-detects schema changes, and has a massive connector library... generous free tier"}, {"id": "mai-20260917-0922-baseline|c141-s3|google-small|Hevo Data", "prompt": "c141-s3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Highly affordable... much more predictable budget-wise than Fivetran"}, {"id": "mai-20260917-0922-baseline|c141-s3|google-small|Airbyte (Open-Source)", "prompt": "c141-s3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte (Open-Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Totally free to self-host... \"Free\" comes with the hidden cost of engineering time"}, {"id": "mai-20260917-0922-baseline|c141-s3|google-small|Meltano", "prompt": "c141-s3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Meltano", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Perfect for software engineering-heavy small teams... Entirely command-line driven"}, {"id": "mai-20260917-0922-baseline|c141-s3|google-small|Skyvia", "prompt": "c141-s3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Incredibly versatile for the price (starting at $99/mo)"}, {"id": "mai-20260917-0922-baseline|c141-s3|google-small|Coupler.io", "prompt": "c141-s3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Dirt-cheap (starting around $32/mo) and extremely simple"}, {"id": "mai-20260917-0922-baseline|c141-s3|google-small|Estuary Flow", "prompt": "c141-s3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Estuary Flow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Highly performant, extremely cost-effective for large datasets... Steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c141-s3|google-small|dbt (data build tool)", "prompt": "c141-s3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dbt (data build tool)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The industry standard stack for small teams is pairing an ingestion tool with dbt (data build tool)"}, {"id": "mai-20260917-0922-baseline|c141-s3|google-small|Integrate.io", "prompt": "c141-s3", "model": "google-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "you should look at visual ETL platforms like Integrate.io instead"}, {"id": "mai-20260917-0922-baseline|c141-s3|meta-small|Integrate.io", "prompt": "c141-s3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Integrate.io: No-code platform with real-time pipelines and minimal setup."}, {"id": "mai-20260917-0922-baseline|c141-s3|meta-small|Stitch Data", "prompt": "c141-s3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Stitch Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stitch Data: Lightweight ETL tool ideal for startups and analytics teams."}, {"id": "mai-20260917-0922-baseline|c141-s3|meta-small|Coupler.io", "prompt": "c141-s3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coupler.io: No-code tool for syncing SaaS data to spreadsheets and warehouses."}, {"id": "mai-20260917-0922-baseline|c141-s3|meta-small|Skyvia", "prompt": "c141-s3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Skyvia: Affordable cloud ETL platform with visual workflows."}, {"id": "mai-20260917-0922-baseline|c141-s3|meta-small|Airbyte", "prompt": "c141-s3", "model": "meta-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Airbyte: Open-source ETL tool with flexibility."}, {"id": "mai-20260917-0922-baseline|c141-s3|minimax-small|Fivetran", "prompt": "c141-s3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Strengths:** Fully managed, 500+ connectors, real-time sync, minimal maintenance"}, {"id": "mai-20260917-0922-baseline|c141-s3|minimax-small|Airbyte", "prompt": "c141-s3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Ideal for:** Teams wanting open-source flexibility and custom connectors"}, {"id": "mai-20260917-0922-baseline|c141-s3|minimax-small|Stitch Data", "prompt": "c141-s3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Stitch Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Ideal for:** Startups and small teams needing simple data ingestion"}, {"id": "mai-20260917-0922-baseline|c141-s3|minimax-small|Integrate.io", "prompt": "c141-s3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Weaknesses:** Higher price point"}, {"id": "mai-20260917-0922-baseline|c141-s3|minimax-small|Hevo Data", "prompt": "c141-s3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ideal for:** Teams wanting predictable costs and reliable support"}, {"id": "mai-20260917-0922-baseline|c141-s3|minimax-small|Coupler.io", "prompt": "c141-s3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Coupler.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Strengths:** Most affordable ($24/month), no-code"}, {"id": "mai-20260917-0922-baseline|c141-s3|minimax-small|Skyvia", "prompt": "c141-s3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Skyvia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Ideal for:** Small businesses syncing CRM and SaaS tools"}, {"id": "mai-20260917-0922-baseline|c141-s3|minimax-small|Matillion", "prompt": "c141-s3", "model": "minimax-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you need built-in transforms, consider Hevo or Matillion"}, {"id": "mai-20260917-0922-baseline|c141-s3|mistral-small|Airbyte", "prompt": "c141-s3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team just starting out, **Airbyte + dbt Core** (for transformation) is a popular free and flexible combo"}, {"id": "mai-20260917-0922-baseline|c141-s3|mistral-small|Stitch Data", "prompt": "c141-s3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Stitch Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Stitch or Hevo Data** are great for quick, low-maintenance setups"}, {"id": "mai-20260917-0922-baseline|c141-s3|mistral-small|Fivetran", "prompt": "c141-s3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget allows, **Fivetran or Integrate.io** provide more robust, scalable solutions"}, {"id": "mai-20260917-0922-baseline|c141-s3|mistral-small|Integrate.io", "prompt": "c141-s3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget allows, **Fivetran or Integrate.io** provide more robust, scalable solutions with less hands-on work."}, {"id": "mai-20260917-0922-baseline|c141-s3|mistral-small|Hevo Data", "prompt": "c141-s3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Stitch or Hevo Data** are great for quick, low-maintenance setups"}, {"id": "mai-20260917-0922-baseline|c141-s3|mistral-small|Coupler.io", "prompt": "c141-s3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Coupler.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cons: Limited to spreadsheet integrations, not a full ETL suite."}, {"id": "mai-20260917-0922-baseline|c141-s3|mistral-small|Skyvia", "prompt": "c141-s3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Skyvia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: Small businesses needing visual workflows and affordable ETL."}, {"id": "mai-20260917-0922-baseline|c141-s3|mistral-small|dbt Core", "prompt": "c141-s3", "model": "mistral-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dbt Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Airbyte + dbt Core** (for transformation) is a popular free and flexible combo"}, {"id": "mai-20260917-0922-baseline|c141-s3|moonshot-small|Airbyte", "prompt": "c141-s3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most small teams today use a combination: **Airbyte/Fivetran for ingestion + dbt for transformation**."}, {"id": "mai-20260917-0922-baseline|c141-s3|moonshot-small|Hevo Data", "prompt": "c141-s3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hevo Data** (Best for: Non-technical teams)"}, {"id": "mai-20260917-0922-baseline|c141-s3|moonshot-small|Fivetran", "prompt": "c141-s3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most expensive option as you scale (MAR pricing penalizes high-churn tables)"}, {"id": "mai-20260917-0922-baseline|c141-s3|moonshot-small|Stitch Data", "prompt": "c141-s3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Stitch Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fewer connectors and less active development (owned by Qlik/Talend)"}, {"id": "mai-20260917-0922-baseline|c141-s3|moonshot-small|dbt (Data Build Tool)", "prompt": "c141-s3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dbt (Data Build Tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Industry standard for the \"T\" in ELT pipelines"}, {"id": "mai-20260917-0922-baseline|c141-s3|moonshot-small|dlt", "prompt": "c141-s3", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dlt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**dlt** (Best for: Python-first teams)"}, {"id": "mai-20260917-0922-baseline|c141-s3|openai-small|Fivetran", "prompt": "c141-s3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fastest path to reliable pipelines** → **Fivetran**"}, {"id": "mai-20260917-0922-baseline|c141-s3|openai-small|Airbyte", "prompt": "c141-s3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best balance of flexibility and connector breadth** → **Airbyte**"}, {"id": "mai-20260917-0922-baseline|c141-s3|openai-small|Stitch", "prompt": "c141-s3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for straightforward managed ETL on a budget** → **Stitch**"}, {"id": "mai-20260917-0922-baseline|c141-s3|openai-small|Meltano", "prompt": "c141-s3", "model": "openai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Meltano", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for open-source, code-first teams** → **Meltano**"}, {"id": "mai-20260917-0922-baseline|c141-s3|xai-small|Airbyte", "prompt": "c141-s3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Budget/free first:** Airbyte (self-host) + dbt."}, {"id": "mai-20260917-0922-baseline|c141-s3|xai-small|Stitch", "prompt": "c141-s3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Easiest/no-code:** Stitch or Coupler.io."}, {"id": "mai-20260917-0922-baseline|c141-s3|xai-small|Fivetran", "prompt": "c141-s3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Reliable managed:** Fivetran or Hevo."}, {"id": "mai-20260917-0922-baseline|c141-s3|xai-small|Hevo", "prompt": "c141-s3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Predictable pricing, no infra management, real-time options"}, {"id": "mai-20260917-0922-baseline|c141-s3|xai-small|Coupler.io", "prompt": "c141-s3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dead-simple for reports/dashboards, Sheets/Excel sync"}, {"id": "mai-20260917-0922-baseline|c141-s3|xai-small|dbt", "prompt": "c141-s3", "model": "xai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "pairs perfectly with Airbyte/Stitch for post-load modeling"}, {"id": "mai-20260917-0922-baseline|c141-s3|zai-small|Stitch", "prompt": "c141-s3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Stitch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wants the simplest, most reliable SaaS ingestion with predictable row‑based pricing | **Stitch**"}, {"id": "mai-20260917-0922-baseline|c141-s3|zai-small|Airbyte", "prompt": "c141-s3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Values open‑source flexibility and wants to self‑host to save costs | **Airbyte**"}, {"id": "mai-20260917-0922-baseline|c141-s3|zai-small|Hevo", "prompt": "c141-s3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Hevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Has analysts or non‑engineers who need a visual, no‑code interface | **Hevo**"}, {"id": "mai-20260917-0922-baseline|c141-s3|zai-small|Coupler.io", "prompt": "c141-s3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Primarily works with spreadsheets and BI tools, not a warehouse | **Coupler.io**"}, {"id": "mai-20260917-0922-baseline|c141-s3|zai-small|Matillion", "prompt": "c141-s3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already uses Snowflake/BigQuery/Redshift and needs warehouse‑native transformations | **Matillion**"}, {"id": "mai-20260917-0922-baseline|c141-s3|zai-small|Weld", "prompt": "c141-s3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Weld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Wants ELT + reverse ETL + SQL transforms in one place | **Weld**"}, {"id": "mai-20260917-0922-baseline|c141-s3|zai-small|Integrate.io", "prompt": "c141-s3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Integrate.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Mid‑market pricing, may be overkill for very small teams"}, {"id": "mai-20260917-0922-baseline|c141-s3|zai-small|Skyvia", "prompt": "c141-s3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Wants the lowest entry price with flat‑rate, unlimited usage | **Skyvia**"}, {"id": "mai-20260917-0922-baseline|c141-s3|zai-small|Fivetran", "prompt": "c141-s3", "model": "zai-small", "cat": "etl-and-elt", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Smaller connector catalog than Airbyte/Fivetran"}, {"id": "mai-20260917-0922-baseline|c141-s4|alibaba-small|Airbyte (Self-Hosted)", "prompt": "c141-s4", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte (Self-Hosted)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Choice (Open Source) ... this is currently the gold standard for small teams."}, {"id": "mai-20260917-0922-baseline|c141-s4|alibaba-small|Mage.ai", "prompt": "c141-s4", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Mage.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Mage.ai** or **Airbyte (self-hosted)**"}, {"id": "mai-20260917-0922-baseline|c141-s4|alibaba-small|Apache Airflow", "prompt": "c141-s4", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "designed specifically for developers who find Airflow too complex"}, {"id": "mai-20260917-0922-baseline|c141-s4|alibaba-small|Make.com", "prompt": "c141-s4", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Make.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best \"Non-Technical\" / Low-Code Solution"}, {"id": "mai-20260917-0922-baseline|c141-s4|alibaba-small|Zapier", "prompt": "c141-s4", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "starter paid plan is significantly cheaper than competitors like Zapier"}, {"id": "mai-20260917-0922-baseline|c141-s4|alibaba-small|Power Query (via Excel or Power BI)", "prompt": "c141-s4", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Power Query (via Excel or Power BI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The \"Zero Cost\" Option (Microsoft Ecosystem)"}, {"id": "mai-20260917-0922-baseline|c141-s4|alibaba-small|Fivetron", "prompt": "c141-s4", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetron", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "\"per-row\" pricing walls that make expensive tools like Fivetron difficult for growing companies"}, {"id": "mai-20260917-0922-baseline|c141-s4|anthropic-small|Apache Airflow", "prompt": "c141-s4", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd often recommend starting with **open-source tools like Apache Airflow** (if you have technical staff)"}, {"id": "mai-20260917-0922-baseline|c141-s4|anthropic-small|Talend Open Studio", "prompt": "c141-s4", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Talend Open Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Talend Open Studio** - Free version with good features"}, {"id": "mai-20260917-0922-baseline|c141-s4|anthropic-small|Pentaho Data Integration", "prompt": "c141-s4", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Pentaho Data Integration", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Open-source option with solid capabilities"}, {"id": "mai-20260917-0922-baseline|c141-s4|anthropic-small|Apache NiFi", "prompt": "c141-s4", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache NiFi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for data routing and transformation"}, {"id": "mai-20260917-0922-baseline|c141-s4|anthropic-small|AWS Glue", "prompt": "c141-s4", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "budget", "raw": "AWS Glue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pay-per-job model, good for occasional use"}, {"id": "mai-20260917-0922-baseline|c141-s4|anthropic-small|Google Cloud Dataflow", "prompt": "c141-s4", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Google Cloud Dataflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free tier available"}, {"id": "mai-20260917-0922-baseline|c141-s4|anthropic-small|Zapier", "prompt": "c141-s4", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for simple integrations with low volume"}, {"id": "mai-20260917-0922-baseline|c141-s4|anthropic-small|Make (formerly Integromat)", "prompt": "c141-s4", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good for simple integrations with low volume"}, {"id": "mai-20260917-0922-baseline|c141-s4|anthropic-small|Python scripts with libraries", "prompt": "c141-s4", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Python scripts with libraries", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Many small companies also find success with **custom Python scripts** if they have even one technical person on staff."}, {"id": "mai-20260917-0922-baseline|c141-s4|anthropic-small|Stitch", "prompt": "c141-s4", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Lower-cost cloud option for straightforward data integration"}, {"id": "mai-20260917-0922-baseline|c141-s4|challenger-small|Airbyte", "prompt": "c141-s4", "model": "challenger-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Airbyte + dbt Core** if you can handle some technical setup"}, {"id": "mai-20260917-0922-baseline|c141-s4|challenger-small|dbt Core", "prompt": "c141-s4", "model": "challenger-small", "cat": "etl-and-elt", "variant": "budget", "raw": "dbt Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "both are open source and can be self-hosted at low software cost"}, {"id": "mai-20260917-0922-baseline|c141-s4|challenger-small|Skyvia", "prompt": "c141-s4", "model": "challenger-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Skyvia** or **Coupler.io** are the strongest budget-friendly picks for small teams"}, {"id": "mai-20260917-0922-baseline|c141-s4|challenger-small|Coupler.io", "prompt": "c141-s4", "model": "challenger-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for spreadsheet-based reporting:** **Coupler.io**"}, {"id": "mai-20260917-0922-baseline|c141-s4|challenger-small|Hevo", "prompt": "c141-s4", "model": "challenger-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Hevo** is solid, but its starting price is higher than the cheapest alternatives"}, {"id": "mai-20260917-0922-baseline|c141-s4|deepseek-small|Airbyte", "prompt": "c141-s4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **Airbyte**"}, {"id": "mai-20260917-0922-baseline|c141-s4|deepseek-small|Stitch", "prompt": "c141-s4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small businesses syncing SaaS tools at low volumes (5M rows for ~$100/mo). Has a free tier."}, {"id": "mai-20260917-0922-baseline|c141-s4|deepseek-small|Hevo Data", "prompt": "c141-s4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want zero maintenance and predictable costs → **Hevo Data** or **Stitch**"}, {"id": "mai-20260917-0922-baseline|c141-s4|deepseek-small|dbt Core", "prompt": "c141-s4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "dbt Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pair it with dbt Core (free)** for transformation once your data is in a warehouse."}, {"id": "mai-20260917-0922-baseline|c141-s4|deepseek-small|Talend Open Studio", "prompt": "c141-s4", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Talend Open Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free | Basic ETL/data integration with no budget at all"}, {"id": "mai-20260917-0922-baseline|c141-s4|google-small|Airbyte (Open-Source Edition)", "prompt": "c141-s4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte (Open-Source Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Airbyte is currently the market leader in open-source data integration, boasting over 600 connectors."}, {"id": "mai-20260917-0922-baseline|c141-s4|google-small|Meltano", "prompt": "c141-s4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Meltano", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is completely free, highly performant, and consumes very little infrastructure memory."}, {"id": "mai-20260917-0922-baseline|c141-s4|google-small|Hevo Data", "prompt": "c141-s4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Hevo offers an **unbelievably generous Free Plan** ... you can run your entire data stack on Hevo for free."}, {"id": "mai-20260917-0922-baseline|c141-s4|google-small|Estuary", "prompt": "c141-s4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Estuary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It offers a **free tier of up to 10 GB of data transfer per month** ... its pricing is highly predictable"}, {"id": "mai-20260917-0922-baseline|c141-s4|google-small|Fivetran", "prompt": "c141-s4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Once you cross the free-tier threshold, Fivetran\ts pay-as-you-go pricing scales incredibly fast."}, {"id": "mai-20260917-0922-baseline|c141-s4|google-small|Coupler.io", "prompt": "c141-s4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It is incredibly cheap, starting at low monthly prices."}, {"id": "mai-20260917-0922-baseline|c141-s4|google-small|dbt Core", "prompt": "c141-s4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "dbt Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "you should use **dbt Core (Data Build Tool)** to do the *transformation*"}, {"id": "mai-20260917-0922-baseline|c141-s4|google-small|Talend Open Studio", "prompt": "c141-s4", "model": "google-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Talend Open Studio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Do not try to use Talend Open Studio.** ... completely discontinued"}, {"id": "mai-20260917-0922-baseline|c141-s4|meta-small|Hevo Data", "prompt": "c141-s4", "model": "meta-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top ETL tools for small businesses include Hevo Data, Stitch, Airbyte Core, and Fivetran."}, {"id": "mai-20260917-0922-baseline|c141-s4|meta-small|Stitch", "prompt": "c141-s4", "model": "meta-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Hevo Data and Stitch offer no-code setup and entry pricing around $100 to $239/month."}, {"id": "mai-20260917-0922-baseline|c141-s4|meta-small|Airbyte Core", "prompt": "c141-s4", "model": "meta-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte Core", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Airbyte Core is free and self-hosted"}, {"id": "mai-20260917-0922-baseline|c141-s4|meta-small|Fivetran", "prompt": "c141-s4", "model": "meta-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fivetran has a free tier with 500K monthly active rows"}, {"id": "mai-20260917-0922-baseline|c141-s4|meta-small|Databricks", "prompt": "c141-s4", "model": "meta-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Databricks is also a top-ranked ETL tool, rated 4.6 out of 5 on G2"}, {"id": "mai-20260917-0922-baseline|c141-s4|minimax-small|Airbyte", "prompt": "c141-s4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airbyte** is generally the best choice because"}, {"id": "mai-20260917-0922-baseline|c141-s4|minimax-small|Apache NiFi", "prompt": "c141-s4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache NiFi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for Advanced Users) ... **Cons**: Steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c141-s4|minimax-small|Fivetran Free", "prompt": "c141-s4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best Cloud Option) - Free tier available with limited connectors"}, {"id": "mai-20260917-0922-baseline|c141-s4|minimax-small|Stitch Data", "prompt": "c141-s4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Stitch Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Simplicity) - Free tier available (limited data volume)"}, {"id": "mai-20260917-0922-baseline|c141-s4|minimax-small|Census", "prompt": "c141-s4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free tiers available from various vendors like **Census** or **Hightouch**"}, {"id": "mai-20260917-0922-baseline|c141-s4|minimax-small|Hightouch", "prompt": "c141-s4", "model": "minimax-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free tiers available from various vendors like **Census** or **Hightouch**"}, {"id": "mai-20260917-0922-baseline|c141-s4|mistral-small|Hevo Data", "prompt": "c141-s4", "model": "mistral-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hevo Data** is often recommended as the best overall for small businesses with tight budgets"}, {"id": "mai-20260917-0922-baseline|c141-s4|mistral-small|Stitch", "prompt": "c141-s4", "model": "mistral-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Airbyte** or **Stitch** are excellent choices"}, {"id": "mai-20260917-0922-baseline|c141-s4|mistral-small|Airbyte (Self-hosted)", "prompt": "c141-s4", "model": "mistral-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte (Self-hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Airbyte is open-source and can be self-hosted for about $500\\u2013$1,500/month"}, {"id": "mai-20260917-0922-baseline|c141-s4|mistral-small|Coupler.io", "prompt": "c141-s4", "model": "mistral-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your data needs are simple and you want the cheapest start, Coupler.io is a good option"}, {"id": "mai-20260917-0922-baseline|c141-s4|moonshot-small|Hevo Data", "prompt": "c141-s4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Hevo Data** ⭐ Best Overall Value"}, {"id": "mai-20260917-0922-baseline|c141-s4|moonshot-small|Skyvia", "prompt": "c141-s4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Skyvia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "managed ETL services like Skyvia or Hevo often have lower total cost of ownership"}, {"id": "mai-20260917-0922-baseline|c141-s4|moonshot-small|Stitch Data", "prompt": "c141-s4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Stitch Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Have some technical resources** | Stitch ($100/mo)"}, {"id": "mai-20260917-0922-baseline|c141-s4|moonshot-small|Airbyte", "prompt": "c141-s4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Engineering-heavy team, $0 software budget** | Airbyte (self-hosted)"}, {"id": "mai-20260917-0922-baseline|c141-s4|moonshot-small|Talend Open Studio", "prompt": "c141-s4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Talend Open Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free | Requires technical expertise to set up"}, {"id": "mai-20260917-0922-baseline|c141-s4|moonshot-small|Apache Hop", "prompt": "c141-s4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache Hop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Visual pipeline builder, but needs engineering time"}, {"id": "mai-20260917-0922-baseline|c141-s4|moonshot-small|Fivetran", "prompt": "c141-s4", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Fivetran (higher cost but scales well)"}, {"id": "mai-20260917-0922-baseline|c141-s4|openai-small|Airbyte", "prompt": "c141-s4", "model": "openai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall budget-friendly choice:** **Airbyte**"}, {"id": "mai-20260917-0922-baseline|c141-s4|openai-small|Fivetran", "prompt": "c141-s4", "model": "openai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fivetran**: if you want \"set it and forget it\" and can afford it"}, {"id": "mai-20260917-0922-baseline|c141-s4|openai-small|Meltano", "prompt": "c141-s4", "model": "openai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Meltano", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Meltano**: if you have engineers and want a very low-cost, code-friendly stack"}, {"id": "mai-20260917-0922-baseline|c141-s4|openai-small|Talend", "prompt": "c141-s4", "model": "openai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Talend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally more enterprise-focused and often too expensive/complex for a small budget"}, {"id": "mai-20260917-0922-baseline|c141-s4|openai-small|Informatica", "prompt": "c141-s4", "model": "openai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Informatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally more enterprise-focused and often too expensive/complex for a small budget"}, {"id": "mai-20260917-0922-baseline|c141-s4|openai-small|dbt", "prompt": "c141-s4", "model": "openai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "dbt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "pair your ETL/ELT tool with **dbt**"}, {"id": "mai-20260917-0922-baseline|c141-s4|xai-small|Airbyte", "prompt": "c141-s4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company with a tight budget, the best ETL tool is typically Airbyte's open-source (self-hosted) version."}, {"id": "mai-20260917-0922-baseline|c141-s4|xai-small|Fivetran", "prompt": "c141-s4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fivetran** | Free: 500k rows/mo | Basic features; usage-based after | Hands-off testing/prototypes"}, {"id": "mai-20260917-0922-baseline|c141-s4|xai-small|Skyvia", "prompt": "c141-s4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**No-code, zero maintenance?** Start with Skyvia/Fivetran free tiers"}, {"id": "mai-20260917-0922-baseline|c141-s4|xai-small|Coupler.io", "prompt": "c141-s4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Coupler.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Coupler.io** | ~$24/mo (free trial) | Spreadsheet-focused"}, {"id": "mai-20260917-0922-baseline|c141-s4|xai-small|Apache Airflow", "prompt": "c141-s4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Apache Airflow** | $0 (self-host) | Orchestration-focused (pair w/ loader)"}, {"id": "mai-20260917-0922-baseline|c141-s4|xai-small|Meltano", "prompt": "c141-s4", "model": "xai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Meltano", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Meltano**  | $0 | CLI/GitOps; Singer taps | DevOps pipelines"}, {"id": "mai-20260917-0922-baseline|c141-s4|zai-small|Airbyte", "prompt": "c141-s4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies on a tight budget, **Airbyte** is the top recommendation"}, {"id": "mai-20260917-0922-baseline|c141-s4|zai-small|Stitch Data (Hightouch)", "prompt": "c141-s4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Stitch Data (Hightouch)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Quick, Managed Setup"}, {"id": "mai-20260917-0922-baseline|c141-s4|zai-small|Fivetran", "prompt": "c141-s4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fivetran's free plan is great for testing or very small workloads, but not for high-volume production."}, {"id": "mai-20260917-0922-baseline|c141-s4|zai-small|Talend Open Studio", "prompt": "c141-s4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Talend Open Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Talend Open Studio** is a solid free choice."}, {"id": "mai-20260917-0922-baseline|c141-s4|zai-small|Apache NiFi", "prompt": "c141-s4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache NiFi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have engineering skills and want full control:** Go with **Airbyte** or **Apache NiFi**."}, {"id": "mai-20260917-0922-baseline|c141-s4|zai-small|Apache Airflow", "prompt": "c141-s4", "model": "zai-small", "cat": "etl-and-elt", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More focused on orchestration than ELT itself"}, {"id": "mai-20260917-0922-baseline|c141-s5|alibaba-small|Apache Airflow", "prompt": "c141-s5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be very wary of open-source tools like Apache Airflow if you only have one or two developers."}, {"id": "mai-20260917-0922-baseline|c141-s5|alibaba-small|Talend", "prompt": "c141-s5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Talend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Do you prefer a visual drag-and-drop interface (like Talend or Microsoft Power Automate)"}, {"id": "mai-20260917-0922-baseline|c141-s5|alibaba-small|Microsoft Power Automate", "prompt": "c141-s5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a visual drag-and-drop interface (like Talend or Microsoft Power Automate)"}, {"id": "mai-20260917-0922-baseline|c141-s5|alibaba-small|Fivetran", "prompt": "c141-s5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Extraction/Loading:** A managed service (e.g., Fivetran, Stitch, Airbyte)."}, {"id": "mai-20260917-0922-baseline|c141-s5|alibaba-small|Stitch", "prompt": "c141-s5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Stitch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Extraction/Loading:** A managed service (e.g., Fivetran, Stitch, Airbyte)."}, {"id": "mai-20260917-0922-baseline|c141-s5|alibaba-small|Airbyte", "prompt": "c141-s5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Extraction/Loading:** A managed service (e.g., Fivetran, Stitch, Airbyte)."}, {"id": "mai-20260917-0922-baseline|c141-s5|alibaba-small|dbt core", "prompt": "c141-s5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "dbt core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Transformation:** A SQL-based engine (e.g., dbt core hosted on a cloud platform like Metaplane or Snowflake Native Tasks)."}, {"id": "mai-20260917-0922-baseline|c141-s5|alibaba-small|Metaplane", "prompt": "c141-s5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Metaplane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "dbt core hosted on a cloud platform like Metaplane or Snowflake Native Tasks"}, {"id": "mai-20260917-0922-baseline|c141-s5|alibaba-small|Snowflake Native Tasks", "prompt": "c141-s5", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Snowflake Native Tasks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "dbt core hosted on a cloud platform like Metaplane or Snowflake Native Tasks"}, {"id": "mai-20260917-0922-baseline|c141-s5|deepseek-small|Hevo", "prompt": "c141-s5", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Hevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Managed SaaS (Fivetran, Hevo, Stitch):** fastest setup, low maintenance, but subscription cost"}, {"id": "mai-20260917-0922-baseline|c141-s5|deepseek-small|Stitch", "prompt": "c141-s5", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Managed SaaS (Fivetran, Hevo, Stitch):** fastest setup, low maintenance"}, {"id": "mai-20260917-0922-baseline|c141-s5|deepseek-small|Coupler", "prompt": "c141-s5", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Coupler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "no-code speed (Hevo, Stitch, Coupler) vs. programmatic control"}, {"id": "mai-20260917-0922-baseline|c141-s5|deepseek-small|Airbyte", "prompt": "c141-s5", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Open-source (Airbyte, Airflow, Hadoop):** lower cost and full control, but you're responsible for hosting, updates, and connector maintenance"}, {"id": "mai-20260917-0922-baseline|c141-s5|deepseek-small|Fivetran", "prompt": "c141-s5", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Managed SaaS (Fivetran, Hevo, Stitch):** fastest setup, low maintenance, but subscription cost"}, {"id": "mai-20260917-0922-baseline|c141-s5|deepseek-small|Airflow", "prompt": "c141-s5", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Open-source (Airbyte, Airflow, Hadoop): lower cost and full control, but you're responsible for hosting, updates, and connector maintenance"}, {"id": "mai-20260917-0922-baseline|c141-s5|deepseek-small|Hadoop", "prompt": "c141-s5", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Hadoop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Open-source (Airbyte, Airflow, Hadoop): ... your team has to pay that tax"}, {"id": "mai-20260917-0922-baseline|c141-s5|google-small|Fivetran", "prompt": "c141-s5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fivetran** (EL) + **BigQuery/Snowflake** (Warehouse) + **dbt Cloud** (Transform) | Virtually zero maintenance; incredibly reliable; great UI."}, {"id": "mai-20260917-0922-baseline|c141-s5|google-small|Hevo Data", "prompt": "c141-s5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hevo Data** or **Estuary** (ELT) ... Very affordable; no-code friendly; fast setup"}, {"id": "mai-20260917-0922-baseline|c141-s5|google-small|Windsor.ai", "prompt": "c141-s5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Windsor.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*Good options:* Fivetran, Hevo Data, Windsor.ai."}, {"id": "mai-20260917-0922-baseline|c141-s5|google-small|Airbyte", "prompt": "c141-s5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airbyte Open Source** (EL) + **dbt Core** (Transform) + Hosted on your own AWS/GCP"}, {"id": "mai-20260917-0922-baseline|c141-s5|google-small|Meltano", "prompt": "c141-s5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Meltano", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*Good options:* Airbyte (open-source), Meltano, or dbt (for the transformation layer)."}, {"id": "mai-20260917-0922-baseline|c141-s5|google-small|dbt", "prompt": "c141-s5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You then use a **Transformation tool** (like dbt or simple SQL queries) to clean and model the data"}, {"id": "mai-20260917-0922-baseline|c141-s5|google-small|Talend", "prompt": "c141-s5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Talend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid heavy legacy ETL suites (like Talend, Informatica, or Pentaho) which are overbuilt for a 30-person team."}, {"id": "mai-20260917-0922-baseline|c141-s5|google-small|Informatica", "prompt": "c141-s5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Informatica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid heavy legacy ETL suites (like Talend, Informatica, or Pentaho)"}, {"id": "mai-20260917-0922-baseline|c141-s5|google-small|Pentaho", "prompt": "c141-s5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Pentaho", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid heavy legacy ETL suites (like Talend, Informatica, or Pentaho)"}, {"id": "mai-20260917-0922-baseline|c141-s5|google-small|Estuary", "prompt": "c141-s5", "model": "google-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Estuary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Hevo Data** or **Estuary** (ELT) + **Postgres or MotherDuck** (Warehouse)"}, {"id": "mai-20260917-0922-baseline|c141-s5|minimax-small|Fivetran", "prompt": "c141-s5", "model": "minimax-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with a trial** of 2-3 tools (e.g., Fivetran, Airbyte, Matillion, Hevo, or Stitch)"}, {"id": "mai-20260917-0922-baseline|c141-s5|minimax-small|Airbyte", "prompt": "c141-s5", "model": "minimax-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Fivetran, Airbyte, Matillion, Hevo, or Stitch"}, {"id": "mai-20260917-0922-baseline|c141-s5|minimax-small|Matillion", "prompt": "c141-s5", "model": "minimax-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Fivetran, Airbyte, Matillion, Hevo, or Stitch"}, {"id": "mai-20260917-0922-baseline|c141-s5|minimax-small|Hevo", "prompt": "c141-s5", "model": "minimax-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Hevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Fivetran, Airbyte, Matillion, Hevo, or Stitch"}, {"id": "mai-20260917-0922-baseline|c141-s5|minimax-small|Stitch", "prompt": "c141-s5", "model": "minimax-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Fivetran, Airbyte, Matillion, Hevo, or Stitch"}, {"id": "mai-20260917-0922-baseline|c141-s5|mistral-small|Apache NiFi", "prompt": "c141-s5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Apache NiFi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare open-source (e.g., Apache NiFi, Airflow) vs. commercial"}, {"id": "mai-20260917-0922-baseline|c141-s5|mistral-small|Airflow", "prompt": "c141-s5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compare open-source (e.g., Apache NiFi, Airflow) vs. commercial"}, {"id": "mai-20260917-0922-baseline|c141-s5|mistral-small|Talend", "prompt": "c141-s5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Talend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "commercial (e.g., Talend, Informatica, Matillion)"}, {"id": "mai-20260917-0922-baseline|c141-s5|mistral-small|Informatica", "prompt": "c141-s5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Informatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "commercial (e.g., Talend, Informatica, Matillion)"}, {"id": "mai-20260917-0922-baseline|c141-s5|mistral-small|Matillion", "prompt": "c141-s5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "commercial (e.g., Talend, Informatica, Matillion)"}, {"id": "mai-20260917-0922-baseline|c141-s5|mistral-small|Airbyte", "prompt": "c141-s5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "create a shortlist (e.g., Airbyte, Fivetran, Matillion, Talend, Informatica, Stitch, Singer, dbt + Airflow)"}, {"id": "mai-20260917-0922-baseline|c141-s5|mistral-small|Fivetran", "prompt": "c141-s5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "create a shortlist (e.g., Airbyte, Fivetran, Matillion, Talend, Informatica, Stitch, Singer, dbt + Airflow)"}, {"id": "mai-20260917-0922-baseline|c141-s5|mistral-small|Stitch", "prompt": "c141-s5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "shortlist (e.g., Airbyte, Fivetran, Matillion, Talend, Informatica, Stitch, Singer, dbt + Airflow)"}, {"id": "mai-20260917-0922-baseline|c141-s5|mistral-small|Singer", "prompt": "c141-s5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Singer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "shortlist (e.g., ... Stitch, Singer, dbt + Airflow)"}, {"id": "mai-20260917-0922-baseline|c141-s5|mistral-small|dbt", "prompt": "c141-s5", "model": "mistral-small", "cat": "etl-and-elt", "variant": "scale", "raw": "dbt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "shortlist (e.g., ... Singer, dbt + Airflow)"}, {"id": "mai-20260917-0922-baseline|c141-s5|moonshot-small|Hevo Data", "prompt": "c141-s5", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Hevo Data | $239/month | Fully managed, 24/7 support, lowest TCO"}, {"id": "mai-20260917-0922-baseline|c141-s5|moonshot-small|Skyvia", "prompt": "c141-s5", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Skyvia | $99/month | No-code SaaS integrations, simple workflows"}, {"id": "mai-20260917-0922-baseline|c141-s5|moonshot-small|Stitch", "prompt": "c141-s5", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Stitch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Row-based pricing** that scales sharply with volume (Stitch charges more above 5M rows)"}, {"id": "mai-20260917-0922-baseline|c141-s5|moonshot-small|Airbyte", "prompt": "c141-s5", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Airbyte requires more technical investment"}, {"id": "mai-20260917-0922-baseline|c141-s5|moonshot-small|BladePipe", "prompt": "c141-s5", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "scale", "raw": "BladePipe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BladePipe | Varies | Fast setup, predictable pricing"}, {"id": "mai-20260917-0922-baseline|c141-s5|moonshot-small|Fivetran", "prompt": "c141-s5", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Opaque pricing** (Fivetran starts ~$1,000/month—likely overkill for 30 people)"}, {"id": "mai-20260917-0922-baseline|c141-s5|openai-small|Airbyte", "prompt": "c141-s5", "model": "openai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "recommendations by stack** like Airbyte vs Fivetran vs dbt vs Matillion"}, {"id": "mai-20260917-0922-baseline|c141-s5|openai-small|Fivetran", "prompt": "c141-s5", "model": "openai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "recommendations by stack** like Airbyte vs Fivetran vs dbt vs Matillion"}, {"id": "mai-20260917-0922-baseline|c141-s5|openai-small|dbt", "prompt": "c141-s5", "model": "openai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "dbt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "recommendations by stack** like Airbyte vs Fivetran vs dbt vs Matillion"}, {"id": "mai-20260917-0922-baseline|c141-s5|openai-small|Matillion", "prompt": "c141-s5", "model": "openai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "recommendations by stack** like Airbyte vs Fivetran vs dbt vs Matillion"}, {"id": "mai-20260917-0922-baseline|c141-s5|xai-small|Fivetran", "prompt": "c141-s5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tools like Fivetran/Matillion scale well without breaking the bank"}, {"id": "mai-20260917-0922-baseline|c141-s5|xai-small|Stitch", "prompt": "c141-s5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "favor tools like Fivetran, Stitch, or dbt over heavy ones like Talend"}, {"id": "mai-20260917-0922-baseline|c141-s5|xai-small|dbt", "prompt": "c141-s5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**dbt + Sources** | ELT focus, SQL-first, versioned | Less \"full ETL\" | Analytics engineers"}, {"id": "mai-20260917-0922-baseline|c141-s5|xai-small|Talend", "prompt": "c141-s5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Talend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "favor tools like Fivetran, Stitch, or dbt over heavy ones like Talend"}, {"id": "mai-20260917-0922-baseline|c141-s5|xai-small|Matillion", "prompt": "c141-s5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tools like Fivetran/Matillion scale well without breaking the bank"}, {"id": "mai-20260917-0922-baseline|c141-s5|xai-small|AWS Glue", "prompt": "c141-s5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "AWS Glue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid AWS Glue if you're not all-in on AWS"}, {"id": "mai-20260917-0922-baseline|c141-s5|xai-small|Airbyte", "prompt": "c141-s5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Airbyte** | Open-source, free tier, customizable | Self-host overhead | Cost-conscious, custom needs"}, {"id": "mai-20260917-0922-baseline|c141-s5|xai-small|Hevo", "prompt": "c141-s5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Hevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Managed cloud (Fivetran, Stitch, Hevo, Airbyte)"}, {"id": "mai-20260917-0922-baseline|c141-s5|xai-small|Meltano", "prompt": "c141-s5", "model": "xai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Meltano", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Hevo/Meltano** | Quick setup, real-time | Less mature ecosystem | SMBs starting out"}, {"id": "mai-20260917-0922-baseline|c141-s5|zai-small|Fivetran", "prompt": "c141-s5", "model": "zai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Look for fully managed services (Fivetran, Stitch, Airbyte Cloud, Matillion) to minimize DevOps tasks."}, {"id": "mai-20260917-0922-baseline|c141-s5|zai-small|Airbyte", "prompt": "c141-s5", "model": "zai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Teams wanting flexibility and open source | Open connectors, extensible, cloud or self-hosted"}, {"id": "mai-20260917-0922-baseline|c141-s5|zai-small|Stitch", "prompt": "c141-s5", "model": "zai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Small-to-mid teams focused on simplicity | Easy setup, good docs, affordable pricing"}, {"id": "mai-20260917-0922-baseline|c141-s5|zai-small|Matillion", "prompt": "c141-s5", "model": "zai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Matillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-native teams needing transformations in the warehouse"}, {"id": "mai-20260917-0922-baseline|c141-s5|zai-small|dbt Cloud", "prompt": "c141-s5", "model": "zai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "dbt Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Not an extract/load tool on its own; needs a separate connector layer"}, {"id": "mai-20260917-0922-baseline|c141-s5|zai-small|Estuary", "prompt": "c141-s5", "model": "zai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Estuary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Real-time CDC, visual pipelines, good for event streams | Smaller connector library; newer market presence"}, {"id": "mai-20260917-0922-baseline|c141-s5|zai-small|Hevo Data / Hevo", "prompt": "c141-s5", "model": "zai-small", "cat": "etl-and-elt", "variant": "scale", "raw": "Hevo Data / Hevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Managed service, many connectors, quick onboarding | Higher price point; fewer customization options"}, {"id": "mai-20260917-0922-baseline|c141-s6|alibaba-small|Fivetran", "prompt": "c141-s6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Tools to Avoid:** **Fivetran**, **Stitch** (by Talend)."}, {"id": "mai-20260917-0922-baseline|c141-s6|alibaba-small|Stitch", "prompt": "c141-s6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Stitch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Tools to Avoid:** **Fivetran**, **Stitch** (by Talend)."}, {"id": "mai-20260917-0922-baseline|c141-s6|alibaba-small|Hevo Data", "prompt": "c141-s6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Better Alternative:** Look for **flat-fee providers** (e.g., Hevo Data, Coupler.io)"}, {"id": "mai-20260917-0922-baseline|c141-s6|alibaba-small|Coupler.io", "prompt": "c141-s6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Better Alternative:** Look for **flat-fee providers** (e.g., Hevo Data, Coupler.io)"}, {"id": "mai-20260917-0922-baseline|c141-s6|alibaba-small|Apache NiFi", "prompt": "c141-s6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Apache NiFi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Tools to Avoid:** **Apache NiFi**, **Apache Hop**, **Airbyte (Self-Hosted)**."}, {"id": "mai-20260917-0922-baseline|c141-s6|alibaba-small|Apache Hop", "prompt": "c141-s6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Apache Hop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Tools to Avoid:** **Apache NiFi**, **Apache Hop**, **Airbyte (Self-Hosted)**."}, {"id": "mai-20260917-0922-baseline|c141-s6|alibaba-small|Airbyte (Self-Hosted)", "prompt": "c141-s6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte (Self-Hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Tools to Avoid:** **Apache NiFi**, **Apache Hop**, **Airbyte (Self-Hosted)**."}, {"id": "mai-20260917-0922-baseline|c141-s6|alibaba-small|Informatica", "prompt": "c141-s6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Tools to Avoid:** **Informatica**, **Oracle Data Integrator**, traditional heavy versions of **Talend**."}, {"id": "mai-20260917-0922-baseline|c141-s6|alibaba-small|Oracle Data Integrator", "prompt": "c141-s6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Oracle Data Integrator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Tools to Avoid:** **Informatica**, **Oracle Data Integrator**"}, {"id": "mai-20260917-0922-baseline|c141-s6|alibaba-small|Talend", "prompt": "c141-s6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "traditional heavy versions of **Talend**"}, {"id": "mai-20260917-0922-baseline|c141-s6|alibaba-small|AWS Glue", "prompt": "c141-s6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "AWS Glue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Tools to Avoid:** **AWS Glue**, **Google Cloud Dataflow**."}, {"id": "mai-20260917-0922-baseline|c141-s6|alibaba-small|Google Cloud Dataflow", "prompt": "c141-s6", "model": "alibaba-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Google Cloud Dataflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**Tools to Avoid:** **AWS Glue**, **Google Cloud Dataflow**."}, {"id": "mai-20260917-0922-baseline|c141-s6|anthropic-small|Oracle Data Integrator", "prompt": "c141-s6", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Oracle Data Integrator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Oracle Data Integrator has high total cost of ownership for small or mid-sized teams"}, {"id": "mai-20260917-0922-baseline|c141-s6|anthropic-small|Matillion", "prompt": "c141-s6", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Matillion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the median Matillion customer pays $139,000/year, which is firmly out of reach for most small businesses"}, {"id": "mai-20260917-0922-baseline|c141-s6|anthropic-small|Improvado", "prompt": "c141-s6", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Improvado", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Improvado is not suitable for small businesses, small agencies, or freelance marketers"}, {"id": "mai-20260917-0922-baseline|c141-s6|anthropic-small|Integrate.io", "prompt": "c141-s6", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Integrate.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Integrate.io, which is also not suitable for small businesses, small agencies, or freelance marketers"}, {"id": "mai-20260917-0922-baseline|c141-s6|anthropic-small|Stitch", "prompt": "c141-s6", "model": "anthropic-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Stitch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "tools with usage-based pricing like Stitch can have row-based pricing that scales sharply"}, {"id": "mai-20260917-0922-baseline|c141-s6|challenger-small|Informatica", "prompt": "c141-s6", "model": "challenger-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "expensive** and **complex to manage**, which often makes it a poor fit for small teams"}, {"id": "mai-20260917-0922-baseline|c141-s6|challenger-small|Matillion", "prompt": "c141-s6", "model": "challenger-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Matillion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "not suitable for small businesses starting out** because pricing starts around **$1,000/month"}, {"id": "mai-20260917-0922-baseline|c141-s6|challenger-small|Alooma", "prompt": "c141-s6", "model": "challenger-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Alooma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "designed for **enterprise-scale operations** and is probably not a fit for a **small startup"}, {"id": "mai-20260917-0922-baseline|c141-s6|challenger-small|Fivetran", "prompt": "c141-s6", "model": "challenger-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "not inherently bad, but small businesses should be careful because it can be **costly at scale**"}, {"id": "mai-20260917-0922-baseline|c141-s6|challenger-small|SSIS", "prompt": "c141-s6", "model": "challenger-small", "cat": "etl-and-elt", "variant": "negative", "raw": "SSIS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "somewhat **outdated compared with newer solutions**, so it may be cautious territory"}, {"id": "mai-20260917-0922-baseline|c141-s6|deepseek-small|Informatica", "prompt": "c141-s6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or vet carefully:\n1. Enterprise suites (Informatica, Talend, SAP/IBM) — complexity + cost overkill."}, {"id": "mai-20260917-0922-baseline|c141-s6|deepseek-small|Talend (Data Fabric)", "prompt": "c141-s6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend (Data Fabric)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise suites (Informatica, Talend, SAP/IBM) — complexity + cost overkill."}, {"id": "mai-20260917-0922-baseline|c141-s6|deepseek-small|IBM", "prompt": "c141-s6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise suites (Informatica, Talend, SAP/IBM) — complexity + cost overkill."}, {"id": "mai-20260917-0922-baseline|c141-s6|deepseek-small|SAP Data Services", "prompt": "c141-s6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "SAP Data Services", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise suites (Informatica, Talend, SAP/IBM) — complexity + cost overkill."}, {"id": "mai-20260917-0922-baseline|c141-s6|deepseek-small|Fivetran", "prompt": "c141-s6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Anything billing on usage that scales faster than you do (Fivetran/Airbyte MAR/credits) without a hard cost cap."}, {"id": "mai-20260917-0922-baseline|c141-s6|deepseek-small|Airbyte Cloud", "prompt": "c141-s6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "uses a credits system where pricing is \"hard to predict as volume grows\""}, {"id": "mai-20260917-0922-baseline|c141-s6|deepseek-small|Integrate.io", "prompt": "c141-s6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Integrate.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tools with unpredictable, consumption-based pricing that scales against you"}, {"id": "mai-20260917-0922-baseline|c141-s6|deepseek-small|Skyvia", "prompt": "c141-s6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Skyvia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "charges extra usage fees above record limits, and daily syncs only come on higher tiers"}, {"id": "mai-20260917-0922-baseline|c141-s6|deepseek-small|Talend Open Studio", "prompt": "c141-s6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend Open Studio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "EOL as of Jan 2024 (see above). Avoid building new on dead products."}, {"id": "mai-20260917-0922-baseline|c141-s6|deepseek-small|Stitch", "prompt": "c141-s6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Stitch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Often cited as on shaky footing; it lacks log-based CDC... If you adopt it, risk vendor discontinuity."}, {"id": "mai-20260917-0922-baseline|c141-s6|deepseek-small|Zapier", "prompt": "c141-s6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Zapier has \"no ETL capabilities\" — it's app-to-app workflow automation, not data pipelines."}, {"id": "mai-20260917-0922-baseline|c141-s6|deepseek-small|Make (Integromat)", "prompt": "c141-s6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Make (Integromat)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "is better but still credit-based and not built for true warehouse pipelines"}, {"id": "mai-20260917-0922-baseline|c141-s6|deepseek-small|Airbyte OSS", "prompt": "c141-s6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte OSS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Requires Kubernetes at $500–$3,000/month infrastructure plus 20–40 engineering hours/month of maintenance"}, {"id": "mai-20260917-0922-baseline|c141-s6|deepseek-small|Apache Hop", "prompt": "c141-s6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Apache Hop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Zero license cost but $300–$1,500/month in infra plus significant engineering time."}, {"id": "mai-20260917-0922-baseline|c141-s6|deepseek-small|Pentaho Community", "prompt": "c141-s6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Pentaho Community", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Self-hosted open-source tools without support"}, {"id": "mai-20260917-0922-baseline|c141-s6|deepseek-small|Hevo", "prompt": "c141-s6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Hevo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "Reasonably safe choices (low volume, simple needs): Hevo (flat tier, ~$239–299/mo, predictable)"}, {"id": "mai-20260917-0922-baseline|c141-s6|deepseek-small|Coupler.io", "prompt": "c141-s6", "model": "deepseek-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Coupler.io (spreadsheet-first, ~$24/mo)"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Informatica PowerCenter", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy Enterprise ETL Suites (Avoid Entirely)"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|IBM InfoSphere DataStage", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "IBM InfoSphere DataStage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy Enterprise ETL Suites (Avoid Entirely)"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Oracle Data Integrator (ODI)", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Oracle Data Integrator (ODI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Legacy Enterprise ETL Suites (Avoid Entirely)"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|SAP Data Services", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "SAP Data Services", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Legacy Enterprise ETL Suites (Avoid Entirely)"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Meltano", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Meltano", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Code-First Frameworks & Orchestrators (Avoid unless you have a dedicated Python/DevOps team)"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Apache Airflow (self-hosted)", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Apache Airflow (self-hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Code-First Frameworks & Orchestrators (Avoid unless you have a dedicated Python/DevOps team)"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Prefect", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Code-First Frameworks & Orchestrators (Avoid unless you have a dedicated Python/DevOps team)"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Dagster", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Code-First Frameworks & Orchestrators (Avoid unless you have a dedicated Python/DevOps team)"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Airbyte (Community Edition)", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte (Community Edition)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Self-Hosted Open-Source Tools (The \"Free\" Trap) ... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Pentaho", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Pentaho", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Self-Hosted Open-Source Tools (The \"Free\" Trap)"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Apache Hop", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Apache Hop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Self-Hosted Open-Source Tools (The \"Free\" Trap)"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|AWS Glue", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "AWS Glue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Steep Learning Curves ... Unpredictable \"Surprise\" Billing"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Azure Data Factory (ADF)", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Azure Data Factory (ADF)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Ecosystem-First / Cloud-Native ETL ... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Google Cloud Dataflow", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Google Cloud Dataflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Ecosystem-First / Cloud-Native ETL ... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Fivetran", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "High-End Managed ELT with Volumetric Pricing (Approach with Caution)"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Stitch", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Stitch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "High-End Managed ELT with Volumetric Pricing (Approach with Caution)"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Hevo Data", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 17, "ev": "Strong, SMB-friendly alternatives include: Hevo Data or Skyvia"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Skyvia", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Skyvia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 18, "ev": "Hevo Data** or **Skyvia** (Great for no-code database/SaaS to warehouse syncs with highly predictable/flat-rate pricing options)"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Coupler.io", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "Ideal for very small teams looking to pull data directly into Google Sheets"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Zapier", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "Best for simple, automated, transaction-by-transaction workflows"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Make", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Make", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 21, "ev": "Zapier or Make** (Best for simple, automated, transaction-by-transaction workflows"}, {"id": "mai-20260917-0922-baseline|c141-s6|google-small|Airbyte Cloud", "prompt": "c141-s6", "model": "google-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 22, "ev": "Managed cloud versions of these tools (like Airbyte Cloud) are generally safe for SMBs"}, {"id": "mai-20260917-0922-baseline|c141-s6|meta-small|Hevo", "prompt": "c141-s6", "model": "meta-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Hevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular ETL tools for small businesses include Hevo, Coupler.io, Funnel, Fivetran, and Airbyte."}, {"id": "mai-20260917-0922-baseline|c141-s6|meta-small|Coupler.io", "prompt": "c141-s6", "model": "meta-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Coupler.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular ETL tools for small businesses include Hevo, Coupler.io, Funnel, Fivetran, and Airbyte."}, {"id": "mai-20260917-0922-baseline|c141-s6|meta-small|Funnel", "prompt": "c141-s6", "model": "meta-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Funnel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular ETL tools for small businesses include Hevo, Coupler.io, Funnel, Fivetran, and Airbyte."}, {"id": "mai-20260917-0922-baseline|c141-s6|meta-small|Fivetran", "prompt": "c141-s6", "model": "meta-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular ETL tools for small businesses include Hevo, Coupler.io, Funnel, Fivetran, and Airbyte."}, {"id": "mai-20260917-0922-baseline|c141-s6|meta-small|Airbyte", "prompt": "c141-s6", "model": "meta-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular ETL tools for small businesses include Hevo, Coupler.io, Funnel, Fivetran, and Airbyte."}, {"id": "mai-20260917-0922-baseline|c141-s6|minimax-small|Fivetran", "prompt": "c141-s6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** Consistently mentioned as the most expensive option on the market"}, {"id": "mai-20260917-0922-baseline|c141-s6|minimax-small|Matillion", "prompt": "c141-s6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Matillion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid:** Specifically noted as \"not suitable for small businesses starting out\""}, {"id": "mai-20260917-0922-baseline|c141-s6|minimax-small|Self-Hosted Airbyte (Without Technical Team)", "prompt": "c141-s6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Self-Hosted Airbyte (Without Technical Team)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why avoid:** Requires Kubernetes infrastructure ($500-$3,000/month)"}, {"id": "mai-20260917-0922-baseline|c141-s6|minimax-small|Skyvia", "prompt": "c141-s6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tools like **Skyvia**, **Hevo Data**, **Stitch**, or **BladePipe** are specifically designed with small businesses in mind"}, {"id": "mai-20260917-0922-baseline|c141-s6|minimax-small|Hevo Data", "prompt": "c141-s6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "specifically designed with small businesses in mind, offering transparent pricing and easier onboarding"}, {"id": "mai-20260917-0922-baseline|c141-s6|minimax-small|Stitch", "prompt": "c141-s6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "specifically designed with small businesses in mind, offering transparent pricing and easier onboarding"}, {"id": "mai-20260917-0922-baseline|c141-s6|minimax-small|BladePipe", "prompt": "c141-s6", "model": "minimax-small", "cat": "etl-and-elt", "variant": "negative", "raw": "BladePipe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "specifically designed with small businesses in mind, offering transparent pricing and easier onboarding"}, {"id": "mai-20260917-0922-baseline|c141-s6|mistral-small|Informatica", "prompt": "c141-s6", "model": "mistral-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "prohibitively expensive for small organizations and has a steep learning curve"}, {"id": "mai-20260917-0922-baseline|c141-s6|mistral-small|Talend", "prompt": "c141-s6", "model": "mistral-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the setup can be complex and may require more technical knowledge than a small business can typically provide"}, {"id": "mai-20260917-0922-baseline|c141-s6|mistral-small|Stitch (by Talend)", "prompt": "c141-s6", "model": "mistral-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Stitch (by Talend)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its pricing jumps significantly as data usage grows ... which can become unsustainable for scaling businesses"}, {"id": "mai-20260917-0922-baseline|c141-s6|mistral-small|Fivetran", "prompt": "c141-s6", "model": "mistral-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usage-based pricing model that can become expensive as data volumes increase"}, {"id": "mai-20260917-0922-baseline|c141-s6|mistral-small|Hevo Data", "prompt": "c141-s6", "model": "mistral-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "tools like Hevo Data, Coupler.io, and Estuary Flow are often recommended for their simplicity"}, {"id": "mai-20260917-0922-baseline|c141-s6|mistral-small|Coupler.io", "prompt": "c141-s6", "model": "mistral-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "often recommended for their simplicity, transparent pricing, and suitability for smaller teams"}, {"id": "mai-20260917-0922-baseline|c141-s6|mistral-small|Estuary Flow", "prompt": "c141-s6", "model": "mistral-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Estuary Flow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "often recommended for their simplicity, transparent pricing, and suitability for smaller teams"}, {"id": "mai-20260917-0922-baseline|c141-s6|moonshot-small|Informatica PowerCenter / Informatica Cloud", "prompt": "c141-s6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica PowerCenter / Informatica Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Enterprise-Grade Legacy Tools ... \"Huge licensing fee\" — prohibitively expensive"}, {"id": "mai-20260917-0922-baseline|c141-s6|moonshot-small|IBM DataStage", "prompt": "c141-s6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "IBM DataStage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"Prohibitive cost and complex licensing model\" — often inaccessible for SMBs"}, {"id": "mai-20260917-0922-baseline|c141-s6|moonshot-small|Oracle Data Integrator (ODI) / Oracle Warehouse Builder", "prompt": "c141-s6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Oracle Data Integrator (ODI) / Oracle Warehouse Builder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Similar concerns: enterprise-focused pricing, complex licensing, infrastructure requirements, and steep expertise barriers."}, {"id": "mai-20260917-0922-baseline|c141-s6|moonshot-small|Talend Open Studio (Free Version)", "prompt": "c141-s6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend Open Studio (Free Version)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While free, small businesses should understand its critical limitations"}, {"id": "mai-20260917-0922-baseline|c141-s6|moonshot-small|Talend Data Fabric", "prompt": "c141-s6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend Data Fabric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "version is enterprise-priced — creating a difficult upgrade cliff"}, {"id": "mai-20260917-0922-baseline|c141-s6|moonshot-small|Fivetran", "prompt": "c141-s6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Fivetran is the most expensive option on this list"}, {"id": "mai-20260917-0922-baseline|c141-s6|moonshot-small|Microsoft SSIS (SQL Server Integration Services)", "prompt": "c141-s6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Microsoft SSIS (SQL Server Integration Services)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Better suited for existing Microsoft-heavy enterprises than lean small businesses."}, {"id": "mai-20260917-0922-baseline|c141-s6|moonshot-small|Hevo", "prompt": "c141-s6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Hevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cloud-native ELT | Hevo, Stitch, Skyvia | Transparent pricing, no-code, managed"}, {"id": "mai-20260917-0922-baseline|c141-s6|moonshot-small|Stitch", "prompt": "c141-s6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Cloud-native ELT | Hevo, Stitch, Skyvia | Transparent pricing, no-code, managed"}, {"id": "mai-20260917-0922-baseline|c141-s6|moonshot-small|Skyvia", "prompt": "c141-s6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Cloud-native ELT | Hevo, Stitch, Skyvia | Transparent pricing, no-code, managed"}, {"id": "mai-20260917-0922-baseline|c141-s6|moonshot-small|Airbyte (self-hosted)", "prompt": "c141-s6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte (self-hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Free, 600+ connectors, community support"}, {"id": "mai-20260917-0922-baseline|c141-s6|moonshot-small|Matillion", "prompt": "c141-s6", "model": "moonshot-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Matillion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Matillion (caution: mid-range pricing)"}, {"id": "mai-20260917-0922-baseline|c141-s6|openai-small|Informatica", "prompt": "c141-s6", "model": "openai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**High-cost enterprise suites** like Informatica-style platforms, unless you truly need their scale and governance."}, {"id": "mai-20260917-0922-baseline|c141-s6|xai-small|Informatica PowerCenter", "prompt": "c141-s6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Informatica PowerCenter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Prohibitively expensive ... Best for large-scale enterprises, not SMBs"}, {"id": "mai-20260917-0922-baseline|c141-s6|xai-small|Talend (especially full enterprise suite)", "prompt": "c141-s6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Talend (especially full enterprise suite)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools to Avoid or Approach with Caution ... suitable for mid-market but risky for very small teams"}, {"id": "mai-20260917-0922-baseline|c141-s6|xai-small|Microsoft SSIS (SQL Server Integration Services)", "prompt": "c141-s6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Microsoft SSIS (SQL Server Integration Services)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "high complexity for custom scripting and maintenance. More for enterprises with Windows/SQL stacks than lean SMBs"}, {"id": "mai-20260917-0922-baseline|c141-s6|xai-small|Hevo Data", "prompt": "c141-s6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Hevo Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Hevo Data | $239/month | No-code, flat pricing, managed pipelines"}, {"id": "mai-20260917-0922-baseline|c141-s6|xai-small|Skyvia", "prompt": "c141-s6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "All-in-one no-code (ETL + backup), predictable"}, {"id": "mai-20260917-0922-baseline|c141-s6|xai-small|Airbyte", "prompt": "c141-s6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free (open-source) | Flexible, self-hosted, low cost"}, {"id": "mai-20260917-0922-baseline|c141-s6|xai-small|Stitch", "prompt": "c141-s6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Stitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Simple ELT for low volumes"}, {"id": "mai-20260917-0922-baseline|c141-s6|xai-small|Coupler.io", "prompt": "c141-s6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Coupler.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Spreadsheet-first, ultra-cheap entry"}, {"id": "mai-20260917-0922-baseline|c141-s6|xai-small|Fivetran", "prompt": "c141-s6", "model": "xai-small", "cat": "etl-and-elt", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "monitor usage-based tools like Fivetran to avoid surprises"}, {"id": "mai-20260917-0922-baseline|c142-l1|alibaba-small|Apache Airflow", "prompt": "c142-l1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apache Airflow (The Industry Standard)** ... It is the default standard for big data at enterprise scale."}, {"id": "mai-20260917-0922-baseline|c142-l1|alibaba-small|Dagster", "prompt": "c142-l1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dagster (The Modern Alternative)**"}, {"id": "mai-20260917-0922-baseline|c142-l1|alibaba-small|Prefect", "prompt": "c142-l1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prefect (The User Experience Leader)** ... designed to solve Airflow's pain points"}, {"id": "mai-20260917-0922-baseline|c142-l1|alibaba-small|Temporal", "prompt": "c142-l1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Temporal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Use **Temporal** for critical customer-facing application logic."}, {"id": "mai-20260917-0922-baseline|c142-l1|alibaba-small|n8n", "prompt": "c142-l1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**n8n (The Best Self-Hosted Option)** ... Fast setup, privacy-compliant, low-code solution."}, {"id": "mai-20260917-0922-baseline|c142-l1|alibaba-small|Zapier", "prompt": "c142-l1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Use **n8n** or **Zapier** for lightweight internal administrative automation."}, {"id": "mai-20260917-0922-baseline|c142-l1|alibaba-small|AWS MWAA", "prompt": "c142-l1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "AWS MWAA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "\"We want to avoid DevOps overhead completely.\" | **AWS MWAA / Databricks**"}, {"id": "mai-20260917-0922-baseline|c142-l1|alibaba-small|Databricks", "prompt": "c142-l1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use **Airflow** or **Databricks** for heavy data processing."}, {"id": "mai-20260917-0922-baseline|c142-l1|anthropic-small|Zapier", "prompt": "c142-l1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Zapier** - User-friendly but can be expensive at scale"}, {"id": "mai-20260917-0922-baseline|c142-l1|anthropic-small|Make", "prompt": "c142-l1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Make", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Make** - More powerful than Zapier, still relatively user-friendly"}, {"id": "mai-20260917-0922-baseline|c142-l1|anthropic-small|n8n", "prompt": "c142-l1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**n8n** - Open-source, self-hostable, flexible"}, {"id": "mai-20260917-0922-baseline|c142-l1|anthropic-small|Apache Airflow", "prompt": "c142-l1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Many large B2B companies use **Apache Airflow** for data/process orchestration"}, {"id": "mai-20260917-0922-baseline|c142-l1|anthropic-small|Temporal", "prompt": "c142-l1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "combined with **Temporal** or **Prefect** for application-level workflow orchestration"}, {"id": "mai-20260917-0922-baseline|c142-l1|anthropic-small|Prefect", "prompt": "c142-l1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "combined with **Temporal** or **Prefect** for application-level workflow orchestration"}, {"id": "mai-20260917-0922-baseline|c142-l1|anthropic-small|Dagster", "prompt": "c142-l1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Dagster** - Strong for data orchestration with asset-oriented approach"}, {"id": "mai-20260917-0922-baseline|c142-l1|challenger-small|Enate", "prompt": "c142-l1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Enate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Enate** or **Next Matter** are better if the organization is specifically a B2B service operation"}, {"id": "mai-20260917-0922-baseline|c142-l1|challenger-small|Next Matter", "prompt": "c142-l1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Next Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enate** or **Next Matter** are better if the organization is specifically a B2B service operation"}, {"id": "mai-20260917-0922-baseline|c142-l1|challenger-small|ServiceNow", "prompt": "c142-l1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you have a large IT team, deep budget, and need heavy enterprise governance"}, {"id": "mai-20260917-0922-baseline|c142-l1|challenger-small|Pega", "prompt": "c142-l1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Pega", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you have a large IT team, deep budget, and need heavy enterprise governance"}, {"id": "mai-20260917-0922-baseline|c142-l1|challenger-small|Appian", "prompt": "c142-l1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Appian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you have a large IT team, deep budget, and need heavy enterprise governance"}, {"id": "mai-20260917-0922-baseline|c142-l1|challenger-small|Workato", "prompt": "c142-l1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Workato", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Workato** is often the safest broad enterprise pick"}, {"id": "mai-20260917-0922-baseline|c142-l1|challenger-small|Camunda", "prompt": "c142-l1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Camunda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "if your workflows are more **process-engineering/BPMN-driven**"}, {"id": "mai-20260917-0922-baseline|c142-l1|challenger-small|Temporal", "prompt": "c142-l1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "if the main problem is **distributed application or microservice orchestration**"}, {"id": "mai-20260917-0922-baseline|c142-l1|deepseek-small|Apache Airflow", "prompt": "c142-l1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Apache Airflow — The incumbent for data pipelines ... Still the de facto standard for batch data pipeline scheduling"}, {"id": "mai-20260917-0922-baseline|c142-l1|deepseek-small|Camunda", "prompt": "c142-l1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Camunda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Camunda** is the most defensible choice, with strong orchestration and governance."}, {"id": "mai-20260917-0922-baseline|c142-l1|deepseek-small|Workato", "prompt": "c142-l1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Workato", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For integration-heavy environments (lots of SaaS systems): **Workato**."}, {"id": "mai-20260917-0922-baseline|c142-l1|deepseek-small|Temporal", "prompt": "c142-l1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For engineering-centric, durable execution (microservices, long commerce flows): **Temporal**."}, {"id": "mai-20260917-0922-baseline|c142-l1|deepseek-small|Prefect", "prompt": "c142-l1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Prefect and Dagster are next-gen alternatives that fix Airflow's developer-experience and scalability pain points."}, {"id": "mai-20260917-0922-baseline|c142-l1|deepseek-small|Dagster", "prompt": "c142-l1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Prefect and Dagster are next-gen alternatives that fix Airflow's developer-experience and scalability pain points."}, {"id": "mai-20260917-0922-baseline|c142-l1|google-small|Temporal.io", "prompt": "c142-l1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Temporal.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Winner: Temporal.io ... Temporal has become the enterprise standard for backend orchestration."}, {"id": "mai-20260917-0922-baseline|c142-l1|google-small|AWS Step Functions", "prompt": "c142-l1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "AWS Step Functions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative:** **AWS Step Functions** (excellent if you are 100% committed to a serverless AWS stack, but less portable than Temporal)."}, {"id": "mai-20260917-0922-baseline|c142-l1|google-small|Apache Airflow (via Astronomer)", "prompt": "c142-l1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Apache Airflow (via Astronomer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Winner: Apache Airflow (via Astronomer) ... Airflow remains the undisputed king of data orchestration."}, {"id": "mai-20260917-0922-baseline|c142-l1|google-small|AWS MWAA", "prompt": "c142-l1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "AWS MWAA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "typically use **Astronomer** (a managed Airflow platform) or AWS MWAA to eliminate operational overhead"}, {"id": "mai-20260917-0922-baseline|c142-l1|google-small|Dagster", "prompt": "c142-l1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Alternatives:** **Dagster** (highly favored for modern, asset-oriented data pipelines with superior local testing capabilities)"}, {"id": "mai-20260917-0922-baseline|c142-l1|google-small|Prefect", "prompt": "c142-l1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Prefect** (highly developer-friendly with dynamic DAG support)"}, {"id": "mai-20260917-0922-baseline|c142-l1|google-small|Camunda", "prompt": "c142-l1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Camunda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Option A: Camunda (Best for Developer-Led BPMN)"}, {"id": "mai-20260917-0922-baseline|c142-l1|google-small|Workato", "prompt": "c142-l1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Workato", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Workato is a top-tier enterprise iPaaS designed for rapid API integration."}, {"id": "mai-20260917-0922-baseline|c142-l1|google-small|Make.com", "prompt": "c142-l1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Make.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Option B: Workato or Make.com (Best for Low-Code IT Integrations)"}, {"id": "mai-20260917-0922-baseline|c142-l1|google-small|Elementum", "prompt": "c142-l1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Elementum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "specialized AI orchestrators (like **Elementum** or **Vellum**)"}, {"id": "mai-20260917-0922-baseline|c142-l1|google-small|Vellum", "prompt": "c142-l1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Vellum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "specialized AI orchestrators (like **Elementum** or **Vellum**)"}, {"id": "mai-20260917-0922-baseline|c142-l1|meta-small|Enate", "prompt": "c142-l1", "model": "meta-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Enate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "purpose-built for B2B service delivery, such as Enate or Next Matter"}, {"id": "mai-20260917-0922-baseline|c142-l1|meta-small|Next Matter", "prompt": "c142-l1", "model": "meta-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Next Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "purpose-built for B2B service delivery, such as Enate or Next Matter"}, {"id": "mai-20260917-0922-baseline|c142-l1|minimax-small|Workato", "prompt": "c142-l1", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Workato", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need heavy integration capabilities, **Workato** is the enterprise leader."}, {"id": "mai-20260917-0922-baseline|c142-l1|minimax-small|Enate", "prompt": "c142-l1", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Enate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a pure B2B company, start with **Enate** or **Next Matter** since they're built specifically for B2B use cases."}, {"id": "mai-20260917-0922-baseline|c142-l1|minimax-small|Microsoft Power Automate", "prompt": "c142-l1", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already in the Microsoft ecosystem, **Power Automate** offers the best value."}, {"id": "mai-20260917-0922-baseline|c142-l1|minimax-small|Next Matter", "prompt": "c142-l1", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Next Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with **Enate** or **Next Matter** since they're built specifically for B2B use cases"}, {"id": "mai-20260917-0922-baseline|c142-l1|mistral-small|Enate", "prompt": "c142-l1", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Enate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Enate** and **Next Matter** are specifically recommended for B2B service delivery"}, {"id": "mai-20260917-0922-baseline|c142-l1|mistral-small|Next Matter", "prompt": "c142-l1", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Next Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Enate** and **Next Matter** are specifically recommended for B2B service delivery"}, {"id": "mai-20260917-0922-baseline|c142-l1|mistral-small|Workato", "prompt": "c142-l1", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Workato", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workato** is another strong contender, especially for enterprises looking to connect and orchestrate workflows across hundreds of business applications"}, {"id": "mai-20260917-0922-baseline|c142-l1|moonshot-small|Temporal", "prompt": "c142-l1", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Temporal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Temporal** (Highest Rated: 9.1/10) ... **Choose Temporal** if you're building a modern microservices architecture requiring high reliability"}, {"id": "mai-20260917-0922-baseline|c142-l1|moonshot-small|Camunda", "prompt": "c142-l1", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Camunda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Camunda** if you need business-IT alignment and compliance"}, {"id": "mai-20260917-0922-baseline|c142-l1|moonshot-small|Apache Airflow", "prompt": "c142-l1", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ideal when:** Your primary use case is data engineering, batch processing, or ML pipeline orchestration."}, {"id": "mai-20260917-0922-baseline|c142-l1|moonshot-small|Workato", "prompt": "c142-l1", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Workato", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprise iPaaS, low-code integration"}, {"id": "mai-20260917-0922-baseline|c142-l1|moonshot-small|AWS Step Functions", "prompt": "c142-l1", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "AWS Step Functions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Cloud-native enterprises already invested in AWS/Azure"}, {"id": "mai-20260917-0922-baseline|c142-l1|moonshot-small|Azure Durable Functions", "prompt": "c142-l1", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Azure Durable Functions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AWS Step Functions / Azure Durable Functions"}, {"id": "mai-20260917-0922-baseline|c142-l1|moonshot-small|Zapier", "prompt": "c142-l1", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Low-code integrations between SaaS apps | Workato or Zapier"}, {"id": "mai-20260917-0922-baseline|c142-l1|moonshot-small|ServiceNow", "prompt": "c142-l1", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Human-in-the-loop approvals | Camunda or ServiceNow"}, {"id": "mai-20260917-0922-baseline|c142-l1|openai-small|Apache Airflow", "prompt": "c142-l1", "model": "openai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apache Airflow** is the safest default choice for many enterprise B2B organizations"}, {"id": "mai-20260917-0922-baseline|c142-l1|openai-small|Temporal", "prompt": "c142-l1", "model": "openai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then **Temporal** is often the better fit"}, {"id": "mai-20260917-0922-baseline|c142-l1|openai-small|Argo", "prompt": "c142-l1", "model": "openai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Argo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "comparing Airflow, Temporal, Argo, Dagster, and Prefect"}, {"id": "mai-20260917-0922-baseline|c142-l1|openai-small|Dagster", "prompt": "c142-l1", "model": "openai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparing Airflow, Temporal, Argo, Dagster, and Prefect"}, {"id": "mai-20260917-0922-baseline|c142-l1|openai-small|Prefect", "prompt": "c142-l1", "model": "openai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparing Airflow, Temporal, Argo, Dagster, and Prefect"}, {"id": "mai-20260917-0922-baseline|c142-l1|xai-small|ServiceNow", "prompt": "c142-l1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow**: Frequently ranked #1 in real-world enterprise deployments."}, {"id": "mai-20260917-0922-baseline|c142-l1|xai-small|Apache Airflow", "prompt": "c142-l1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Apache Airflow**: Most popular open-source option with massive ecosystem, Python DAGs, and battle-tested in enterprises"}, {"id": "mai-20260917-0922-baseline|c142-l1|xai-small|Google Cloud Composer", "prompt": "c142-l1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Google Cloud Composer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Managed versions (Google Cloud Composer, AWS MWAA) ease ops."}, {"id": "mai-20260917-0922-baseline|c142-l1|xai-small|AWS MWAA", "prompt": "c142-l1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "AWS MWAA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Managed versions (Google Cloud Composer, AWS MWAA) ease ops."}, {"id": "mai-20260917-0922-baseline|c142-l1|xai-small|BMC Control-M", "prompt": "c142-l1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "BMC Control-M", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hybrid/multi-cloud workload automation | Mainframe-to-cloud, 500+ integrations, reliability | High TCO | Leader in Gartner SOAP 2025/2026"}, {"id": "mai-20260917-0922-baseline|c142-l1|xai-small|Pegasystems (Pega)", "prompt": "c142-l1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Pegasystems (Pega)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Regulated BPM/decisioning | AI agents, case management | Complex setup | Leader in Gartner BOAT 2025"}, {"id": "mai-20260917-0922-baseline|c142-l1|xai-small|Broadcom Automic", "prompt": "c142-l1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Broadcom Automic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pricing/support issues"}, {"id": "mai-20260917-0922-baseline|c142-l1|xai-small|Prefect", "prompt": "c142-l1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Modern data teams | Developer-friendly, ... hybrid flows (Prefect) | Smaller ecosystems than Airflow"}, {"id": "mai-20260917-0922-baseline|c142-l1|xai-small|Dagster", "prompt": "c142-l1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "asset lineage (Dagster) | Smaller ecosystems than Airflow | Rising for greenfield projects"}, {"id": "mai-20260917-0922-baseline|c142-l1|xai-small|Workato", "prompt": "c142-l1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Workato", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "iPaaS/integration-heavy B2B | No-code, AI agents, quick setup | Less for complex scheduling"}, {"id": "mai-20260917-0922-baseline|c142-l1|xai-small|Zapier", "prompt": "c142-l1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Workato/Zapier** | iPaaS/integration-heavy B2B"}, {"id": "mai-20260917-0922-baseline|c142-l1|xai-small|Appian", "prompt": "c142-l1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Appian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Security/compliance (FedRAMP for Appian)"}, {"id": "mai-20260917-0922-baseline|c142-l1|zai-small|Temporal", "prompt": "c142-l1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Temporal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary choice:** **Temporal** for complex business workflows, or **Camunda** for process-heavy workflows with BPMN"}, {"id": "mai-20260917-0922-baseline|c142-l1|zai-small|Prefect", "prompt": "c142-l1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If data pipeline focus:** **Apache Airflow** or **Prefect**"}, {"id": "mai-20260917-0922-baseline|c142-l1|zai-small|Apache Airflow", "prompt": "c142-l1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If data pipeline focus:** **Apache Airflow** or **Prefect**"}, {"id": "mai-20260917-0922-baseline|c142-l1|zai-small|Camunda 8", "prompt": "c142-l1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Camunda 8", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Temporal** for complex business workflows, or **Camunda** for process-heavy workflows with BPMN"}, {"id": "mai-20260917-0922-baseline|c142-l1|zai-small|n8n", "prompt": "c142-l1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**n8n** — Source-available visual automation"}, {"id": "mai-20260917-0922-baseline|c142-l1|zai-small|Enate", "prompt": "c142-l1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Enate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If B2B service focus:** **Enate** or **Stonebranch** for B2B-specific orchestration"}, {"id": "mai-20260917-0922-baseline|c142-l1|zai-small|Stonebranch", "prompt": "c142-l1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Stonebranch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If B2B service focus:** **Enate** or **Stonebranch**"}, {"id": "mai-20260917-0922-baseline|c142-l1|zai-small|Workato", "prompt": "c142-l1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Workato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Workato** — Enterprise automation platform"}, {"id": "mai-20260917-0922-baseline|c142-l2|alibaba-small|Apache Airflow", "prompt": "c142-l2", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Industry Standard: Apache Airflow (via a Managed Service)"}, {"id": "mai-20260917-0922-baseline|c142-l2|alibaba-small|Astronomer", "prompt": "c142-l2", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Astronomer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Has Python experts & wants full control** | **Astronomer** (Managed Airflow)"}, {"id": "mai-20260917-0922-baseline|c142-l2|alibaba-small|Google Cloud Composer", "prompt": "c142-l2", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Google Cloud Composer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deploy it via a managed provider like **Astronomer** or **Google Cloud Composer**."}, {"id": "mai-20260917-0922-baseline|c142-l2|alibaba-small|Dagster", "prompt": "c142-l2", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prioritizes Data Lineage & Quality** | **Dagster**"}, {"id": "mai-20260917-0922-baseline|c142-l2|alibaba-small|Azure Data Factory", "prompt": "c142-l2", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Is fully committed to Azure** | **Azure Data Factory**"}, {"id": "mai-20260917-0922-baseline|c142-l2|alibaba-small|AWS Step Functions", "prompt": "c142-l2", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "AWS Step Functions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For AWS, **AWS Step Functions** combined with Glue/EMR is the native path."}, {"id": "mai-20260917-0922-baseline|c142-l2|alibaba-small|IBM Control-M", "prompt": "c142-l2", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "IBM Control-M", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Uses Heavy ERP/Mainframe integration** | **IBM Control-M**"}, {"id": "mai-20260917-0922-baseline|c142-l2|anthropic-small|Apache Airflow", "prompt": "c142-l2", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most widely adopted data orchestration tool across the industry in enterprise environments... It's the industry standard"}, {"id": "mai-20260917-0922-baseline|c142-l2|anthropic-small|Astronomer", "prompt": "c142-l2", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Astronomer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider managed Airflow services like Astronomer or cloud-native options"}, {"id": "mai-20260917-0922-baseline|c142-l2|anthropic-small|Informatica", "prompt": "c142-l2", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Informatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "its breadth of capabilities makes it particularly suitable for large enterprises with diverse data needs"}, {"id": "mai-20260917-0922-baseline|c142-l2|anthropic-small|Azure Data Factory (ADF)", "prompt": "c142-l2", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Azure Data Factory (ADF)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your organization uses Microsoft services, ADF is Microsoft's cloud-native integration service that orchestrates data movement"}, {"id": "mai-20260917-0922-baseline|c142-l2|anthropic-small|Dagster", "prompt": "c142-l2", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dagster is an open-source data orchestrator built for modern data engineering teams"}, {"id": "mai-20260917-0922-baseline|c142-l2|challenger-small|Astronomer-managed Apache Airflow", "prompt": "c142-l2", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Astronomer-managed Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single default recommendation, **Airflow via a managed platform like Astronomer** is usually the safest enterprise choice"}, {"id": "mai-20260917-0922-baseline|c142-l2|challenger-small|Dagster", "prompt": "c142-l2", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dagster** if your priority is modern developer experience, data asset lineage, and testable pipelines"}, {"id": "mai-20260917-0922-baseline|c142-l2|challenger-small|Prefect", "prompt": "c142-l2", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If the team is very Python-heavy and wants a strong developer experience for dynamic workflows"}, {"id": "mai-20260917-0922-baseline|c142-l2|challenger-small|Informatica", "prompt": "c142-l2", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Informatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your \"data pipeline orchestrator\" is really part of a broader enterprise integration, governance, and compliance stack"}, {"id": "mai-20260917-0922-baseline|c142-l2|challenger-small|MuleSoft", "prompt": "c142-l2", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "MuleSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Informatica or MuleSoft:** If your \"data pipeline orchestrator\" is really part of a broader enterprise integration"}, {"id": "mai-20260917-0922-baseline|c142-l2|deepseek-small|Apache Airflow", "prompt": "c142-l2", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **Apache Airflow** (ideally via a managed enterprise platform like **Astronomer/Astro**)"}, {"id": "mai-20260917-0922-baseline|c142-l2|deepseek-small|Astronomer/Astro", "prompt": "c142-l2", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Astronomer/Astro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**I'd go with managed Apache Airflow (Astro)**"}, {"id": "mai-20260917-0922-baseline|c142-l2|deepseek-small|Dagster", "prompt": "c142-l2", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**1. Dagster** \\u2014 if you're *greenfield* and building a modern data platform from scratch"}, {"id": "mai-20260917-0922-baseline|c142-l2|deepseek-small|Azure Data Factory", "prompt": "c142-l2", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Azure Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal if you're a Microsoft/Azure shop, with low-code/no-code ETL, 90+ connectors"}, {"id": "mai-20260917-0922-baseline|c142-l2|deepseek-small|Databricks Workflows", "prompt": "c142-l2", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Databricks Workflows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if your compute and data platform is already Databricks"}, {"id": "mai-20260917-0922-baseline|c142-l2|deepseek-small|Prefect", "prompt": "c142-l2", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Great DX, but less suited to the scale and governance demands of a large enterprise."}, {"id": "mai-20260917-0922-baseline|c142-l2|google-small|Dagster", "prompt": "c142-l2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dagster is the premier recommendation"}, {"id": "mai-20260917-0922-baseline|c142-l2|google-small|Managed Apache Airflow", "prompt": "c142-l2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Managed Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Managed Airflow remains the safest enterprise default"}, {"id": "mai-20260917-0922-baseline|c142-l2|google-small|Astronomer", "prompt": "c142-l2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Astronomer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Managed Airflow (via Astronomer)** if you already have existing Airflow code"}, {"id": "mai-20260917-0922-baseline|c142-l2|google-small|AWS MWAA", "prompt": "c142-l2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "AWS MWAA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cloud-native variants (AWS MWAA, GCP Cloud Composer) offloads the massive infrastructure overhead"}, {"id": "mai-20260917-0922-baseline|c142-l2|google-small|GCP Cloud Composer", "prompt": "c142-l2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "GCP Cloud Composer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "cloud-native variants (AWS MWAA, GCP Cloud Composer)"}, {"id": "mai-20260917-0922-baseline|c142-l2|google-small|Prefect", "prompt": "c142-l2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prefect is a strong candidate"}, {"id": "mai-20260917-0922-baseline|c142-l2|google-small|Kestra", "prompt": "c142-l2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Kestra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Under-the-Radar Enterprise Contender: Kestra Enterprise"}, {"id": "mai-20260917-0922-baseline|c142-l2|meta-small|Kestra", "prompt": "c142-l2", "model": "meta-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Kestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top options include:\n\n1. Kestra: An open-source, infinitely-scalable orchestration platform"}, {"id": "mai-20260917-0922-baseline|c142-l2|meta-small|Stonebranch", "prompt": "c142-l2", "model": "meta-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Stonebranch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Stonebranch: A data pipeline orchestration solution that simplifies the management of data pipelines"}, {"id": "mai-20260917-0922-baseline|c142-l2|meta-small|Control-M", "prompt": "c142-l2", "model": "meta-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Control-M", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Control-M: A data pipeline orchestration solution that orchestrates, monitors, and recovers data pipelines"}, {"id": "mai-20260917-0922-baseline|c142-l2|meta-small|Orchestra", "prompt": "c142-l2", "model": "meta-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Orchestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Orchestra: A data orchestration platform that is designed for scale-ups and enterprises"}, {"id": "mai-20260917-0922-baseline|c142-l2|minimax-small|Apache Airflow", "prompt": "c142-l2", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Apache Airflow** as the primary choice"}, {"id": "mai-20260917-0922-baseline|c142-l2|minimax-small|Dagster", "prompt": "c142-l2", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Dagster** as a strong alternative"}, {"id": "mai-20260917-0922-baseline|c142-l2|minimax-small|MWAA (AWS)", "prompt": "c142-l2", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "MWAA (AWS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Airflow can be run on MWAA (AWS), Cloud Composer (GCP), or self-hosted"}, {"id": "mai-20260917-0922-baseline|c142-l2|minimax-small|Cloud Composer (GCP)", "prompt": "c142-l2", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Cloud Composer (GCP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Airflow can be run on MWAA (AWS), Cloud Composer (GCP), or self-hosted"}, {"id": "mai-20260917-0922-baseline|c142-l2|mistral-small|Apache Airflow", "prompt": "c142-l2", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B company, **Apache Airflow** (or its managed version, Astronomer) is the safest and most scalable choice"}, {"id": "mai-20260917-0922-baseline|c142-l2|mistral-small|Dagster", "prompt": "c142-l2", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dagster** or **Prefect** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c142-l2|mistral-small|Prefect", "prompt": "c142-l2", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dagster** or **Prefect** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c142-l2|mistral-small|AWS Step Functions", "prompt": "c142-l2", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "AWS Step Functions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're all-in on AWS, **Step Functions** is a compelling option."}, {"id": "mai-20260917-0922-baseline|c142-l2|mistral-small|Astronomer (Managed Airflow)", "prompt": "c142-l2", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Astronomer (Managed Airflow)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Astronomer provides a managed, enterprise-grade Airflow platform with additional tooling and support"}, {"id": "mai-20260917-0922-baseline|c142-l2|moonshot-small|Apache Airflow", "prompt": "c142-l2", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apache Airflow** remains the most prudent choice in 2026"}, {"id": "mai-20260917-0922-baseline|c142-l2|moonshot-small|Astronomer", "prompt": "c142-l2", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Astronomer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Astronomer** (managed Airflow) rather than self-hosted — reduces operational overhead significantly"}, {"id": "mai-20260917-0922-baseline|c142-l2|moonshot-small|Dagster", "prompt": "c142-l2", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're starting fresh and data asset governance is paramount, Dagster deserves serious consideration"}, {"id": "mai-20260917-0922-baseline|c142-l2|moonshot-small|Prefect", "prompt": "c142-l2", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Prefect if:** - You want minimal infrastructure overhead"}, {"id": "mai-20260917-0922-baseline|c142-l2|moonshot-small|Orchestra", "prompt": "c142-l2", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Orchestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Evaluate Orchestra** — A newer declarative option gaining traction for large enterprises"}, {"id": "mai-20260917-0922-baseline|c142-l2|openai-small|Apache Airflow", "prompt": "c142-l2", "model": "openai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Apache Airflow** as the default choice."}, {"id": "mai-20260917-0922-baseline|c142-l2|openai-small|Dagster", "prompt": "c142-l2", "model": "openai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dagster** if you want: better developer experience"}, {"id": "mai-20260917-0922-baseline|c142-l2|openai-small|Prefect", "prompt": "c142-l2", "model": "openai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prefect** if you want: easier setup"}, {"id": "mai-20260917-0922-baseline|c142-l2|xai-small|Apache Airflow", "prompt": "c142-l2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apache Airflow (preferably managed via AWS MWAA, Google Cloud Composer, or Astronomer Astro) is my top recommendation**"}, {"id": "mai-20260917-0922-baseline|c142-l2|xai-small|AWS MWAA", "prompt": "c142-l2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "AWS MWAA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fully managed Airflow; scales to 100s of DAGs; integrates with Glue, EMR, S3. Ideal if you're on AWS."}, {"id": "mai-20260917-0922-baseline|c142-l2|xai-small|Google Cloud Composer", "prompt": "c142-l2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Google Cloud Composer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Serverless Airflow with GKE integration; great for Dataflow/ BigQuery pipelines."}, {"id": "mai-20260917-0922-baseline|c142-l2|xai-small|Astronomer Astro", "prompt": "c142-l2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Astronomer Astro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Adds governance (RBAC, SSO, audit logs), observability, and deployment across clouds."}, {"id": "mai-20260917-0922-baseline|c142-l2|xai-small|Dagster", "prompt": "c142-l2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose for asset-centric workflows... gaining traction but smaller ecosystem than Airflow."}, {"id": "mai-20260917-0922-baseline|c142-l2|xai-small|Prefect", "prompt": "c142-l2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "solid for modest needs but less dominant in huge enterprises"}, {"id": "mai-20260917-0922-baseline|c142-l2|xai-small|Databricks Workflows/Lakeflow", "prompt": "c142-l2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Databricks Workflows/Lakeflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Scales massively (used by Fortune 500s) but less \"pure orchestrator\""}, {"id": "mai-20260917-0922-baseline|c142-l2|zai-small|Apache Airflow (managed via Astronomer or IBM)", "prompt": "c142-l2", "model": "zai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow (managed via Astronomer or IBM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best recommendation is **Apache Airflow (managed via Astronomer or IBM)**"}, {"id": "mai-20260917-0922-baseline|c142-l2|zai-small|Dagster", "prompt": "c142-l2", "model": "zai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Modern Alternative: Dagster ... is the strongest modern contender"}, {"id": "mai-20260917-0922-baseline|c142-l2|zai-small|Prefect", "prompt": "c142-l2", "model": "zai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "for a company-wide standard with thousands of employees, it is generally a secondary choice to Airflow"}, {"id": "mai-20260917-0922-baseline|c142-l2|zai-small|Astronomer Astro", "prompt": "c142-l2", "model": "zai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Astronomer Astro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you should choose a managed service like **Astronomer Astro** or **Astronomer with IBM**"}, {"id": "mai-20260917-0922-baseline|c142-l3|alibaba-small|ServiceNow", "prompt": "c142-l3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need to automate **human approval processes** (like HR requests or ticket handling), choose **ServiceNow** or **Appian**."}, {"id": "mai-20260917-0922-baseline|c142-l3|alibaba-small|Pegasystems", "prompt": "c142-l3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Pegasystems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need to ensure **data accuracy** across a massive IT estate, **Pega** is likely superior."}, {"id": "mai-20260917-0922-baseline|c142-l3|alibaba-small|Appian", "prompt": "c142-l3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Appian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "choose **ServiceNow** or **Appian**"}, {"id": "mai-20260917-0922-baseline|c142-l3|alibaba-small|Broadcom Automic / AutoSys", "prompt": "c142-l3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Broadcom Automic / AutoSys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Often cited for rising Total Cost of Ownership (TCO) and pricing unpredictability compared to newer alternatives."}, {"id": "mai-20260917-0922-baseline|c142-l3|alibaba-small|RunMyJobs", "prompt": "c142-l3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "RunMyJobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are managing **server batches and cron jobs**, stick to **Control-Automation** or **RunMyJobs**."}, {"id": "mai-20260917-0922-baseline|c142-l3|alibaba-small|Apache Airflow", "prompt": "c142-l3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are building a **Data Lake or ML pipeline**, **Airflow** remains the industry standard."}, {"id": "mai-20260917-0922-baseline|c142-l3|alibaba-small|Argo Workflows", "prompt": "c142-l3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Native to Kubernetes clusters."}, {"id": "mai-20260917-0922-baseline|c142-l3|alibaba-small|Celigo", "prompt": "c142-l3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Celigo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Specializes in iPrism, a library of pre-built connectors for hundreds of SaaS apps"}, {"id": "mai-20260917-0922-baseline|c142-l3|alibaba-small|Microsoft Power Automate", "prompt": "c142-l3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "It lacks the \"heavy lifting\" depth required for core backend infrastructure orchestration."}, {"id": "mai-20260917-0922-baseline|c142-l3|alibaba-small|Elementum", "prompt": "c142-l3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Elementum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "An \"AI-Native\" approach where the platform acts as a control plane over existing tools."}, {"id": "mai-20260917-0922-baseline|c142-l3|anthropic-small|ServiceNow", "prompt": "c142-l3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "positioned for organizations with big IT teams and deep pockets"}, {"id": "mai-20260917-0922-baseline|c142-l3|anthropic-small|Pega", "prompt": "c142-l3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Pega", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "designed for large and highly regulated organizations, with an AI engine that helps route work intelligently"}, {"id": "mai-20260917-0922-baseline|c142-l3|anthropic-small|Appian", "prompt": "c142-l3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Appian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a low-code process automation platform that combines process orchestration, case management, and data fabric capabilities"}, {"id": "mai-20260917-0922-baseline|c142-l3|anthropic-small|BMC Control-M", "prompt": "c142-l3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "BMC Control-M", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a Leader in the 2025 Gartner Magic Quadrant, supporting orchestration across mainframe, multicloud, and AI/ML/DataOps pipelines"}, {"id": "mai-20260917-0922-baseline|c142-l3|anthropic-small|Broadcom Automic Automation", "prompt": "c142-l3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Broadcom Automic Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "offers hybrid orchestration across on-premises, container, and SaaS deployments"}, {"id": "mai-20260917-0922-baseline|c142-l3|anthropic-small|Apache Airflow", "prompt": "c142-l3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "built for data pipelines, data processing jobs, ML model workflows"}, {"id": "mai-20260917-0922-baseline|c142-l3|anthropic-small|RunMyJobs by Redwood", "prompt": "c142-l3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "RunMyJobs by Redwood", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "designed to cater to enterprises seeking to automate and streamline their critical business processes"}, {"id": "mai-20260917-0922-baseline|c142-l3|anthropic-small|Enate", "prompt": "c142-l3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Enate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enate and Next Matter are fast to set up and easy to use for B2B service operations"}, {"id": "mai-20260917-0922-baseline|c142-l3|anthropic-small|Next Matter", "prompt": "c142-l3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Next Matter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enate and Next Matter are fast to set up and easy to use for B2B service operations"}, {"id": "mai-20260917-0922-baseline|c142-l3|challenger-small|ServiceNow", "prompt": "c142-l3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "for **IT/service management**, **ServiceNow** is a common enterprise choice"}, {"id": "mai-20260917-0922-baseline|c142-l3|challenger-small|BMC Control-M", "prompt": "c142-l3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "BMC Control-M", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong in classic enterprise workload automation and hybrid enterprise operations."}, {"id": "mai-20260917-0922-baseline|c142-l3|challenger-small|Broadcom Automic/AutoSys", "prompt": "c142-l3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Broadcom Automic/AutoSys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best when organizations already have Broadcom licensing and want to extend established automation."}, {"id": "mai-20260917-0922-baseline|c142-l3|challenger-small|Stonebranch UAC", "prompt": "c142-l3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Stonebranch UAC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Positioned as a modern alternative in multi-vendor enterprise environments."}, {"id": "mai-20260917-0922-baseline|c142-l3|challenger-small|Beta Systems ANOW! Suite", "prompt": "c142-l3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Beta Systems ANOW! Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Emphasizes large-scale cloud-native orchestration, 500+ integrations, and no vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c142-l3|challenger-small|Camunda", "prompt": "c142-l3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Camunda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Uses BPMN/DMN standards, making it strong for auditable, human-in-the-loop, regulated processes."}, {"id": "mai-20260917-0922-baseline|c142-l3|challenger-small|Pega", "prompt": "c142-l3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Pega", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Combines workflow orchestration with decisioning and AI-driven case automation."}, {"id": "mai-20260917-0922-baseline|c142-l3|challenger-small|Appian", "prompt": "c142-l3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Appian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focuses on rapid application and process automation for business teams."}, {"id": "mai-20260917-0922-baseline|c142-l3|challenger-small|Apache Airflow", "prompt": "c142-l3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "DAG-based orchestration for batch data pipelines; less suited to broad business-process orchestration"}, {"id": "mai-20260917-0922-baseline|c142-l3|challenger-small|Prefect", "prompt": "c142-l3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "More flexible Python workflow control than classic DAG-only approaches."}, {"id": "mai-20260917-0922-baseline|c142-l3|challenger-small|Dagster", "prompt": "c142-l3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Asset-aware orchestration with strong lineage and data-product style modeling."}, {"id": "mai-20260917-0922-baseline|c142-l3|challenger-small|Kestra", "prompt": "c142-l3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Kestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Positions itself as a broader orchestration layer with native AI support and cross-domain workflows."}, {"id": "mai-20260917-0922-baseline|c142-l3|challenger-small|Temporal", "prompt": "c142-l3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "for **application/microservice workflows**, **Temporal** is a leading option"}, {"id": "mai-20260917-0922-baseline|c142-l3|deepseek-small|Apache Airflow", "prompt": "c142-l3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The industry standard.... Start with Airflow if you want ecosystem maturity and the widest talent pool."}, {"id": "mai-20260917-0922-baseline|c142-l3|deepseek-small|Dagster", "prompt": "c142-l3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Dagster for greenfield projects on the modern data stack."}, {"id": "mai-20260917-0922-baseline|c142-l3|deepseek-small|Prefect", "prompt": "c142-l3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Prefect when simplicity is the top priority."}, {"id": "mai-20260917-0922-baseline|c142-l3|deepseek-small|Temporal", "prompt": "c142-l3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "pick Temporal when the workflow is application logic written by engineers who want durability"}, {"id": "mai-20260917-0922-baseline|c142-l3|deepseek-small|Camunda 8 (Zeebe engine)", "prompt": "c142-l3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Camunda 8 (Zeebe engine)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick Camunda 8 when business analysts need to read/own the workflow"}, {"id": "mai-20260917-0922-baseline|c142-l3|deepseek-small|AWS Step Functions", "prompt": "c142-l3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "AWS Step Functions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "ties you to AWS and offers less control than self-hosted alternatives"}, {"id": "mai-20260917-0922-baseline|c142-l3|deepseek-small|Workato", "prompt": "c142-l3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Workato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise-grade iPaaS with a broad connector library"}, {"id": "mai-20260917-0922-baseline|c142-l3|deepseek-small|ServiceNow", "prompt": "c142-l3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ITSM-centric enterprise workflows, vendor-hosted."}, {"id": "mai-20260917-0922-baseline|c142-l3|deepseek-small|Appian", "prompt": "c142-l3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Appian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "FedRAMP low-code automation, strong for regulated/government environments."}, {"id": "mai-20260917-0922-baseline|c142-l3|deepseek-small|Pega", "prompt": "c142-l3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Pega", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Regulated BPM with AI decisioning, agentic fabric."}, {"id": "mai-20260917-0922-baseline|c142-l3|deepseek-small|Microsoft Power Automate", "prompt": "c142-l3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for Microsoft-centric enterprises; deep O365/Teams integration"}, {"id": "mai-20260917-0922-baseline|c142-l3|deepseek-small|Argo Workflows", "prompt": "c142-l3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Argo Workflows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Kubernetes-centric platforms → Argo Workflows or Flyte."}, {"id": "mai-20260917-0922-baseline|c142-l3|deepseek-small|Flyte", "prompt": "c142-l3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Flyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Kubernetes-native, more focused on ML/MLOps pipelines than Argo"}, {"id": "mai-20260917-0922-baseline|c142-l3|google-small|Apache Airflow", "prompt": "c142-l3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the most widely adopted data orchestrator in the world... (Note: Opting for a managed service like Astronomer Astro is highly recommended to offload Airflow's steep operational burden)"}, {"id": "mai-20260917-0922-baseline|c142-l3|google-small|Prefect", "prompt": "c142-l3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose Prefect if: Your engineering team wants to write standard Python code without learning complex API frameworks"}, {"id": "mai-20260917-0922-baseline|c142-l3|google-small|Dagster", "prompt": "c142-l3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Dagster is the premier choice"}, {"id": "mai-20260917-0922-baseline|c142-l3|google-small|Kestra", "prompt": "c142-l3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Kestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose Kestra if: You are an enterprise platform team that needs to support various departments writing in different languages"}, {"id": "mai-20260917-0922-baseline|c142-l3|google-small|Temporal", "prompt": "c142-l3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose Temporal if: You are building mission-critical business transactions"}, {"id": "mai-20260917-0922-baseline|c142-l3|google-small|Argo Workflows", "prompt": "c142-l3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose Argo Workflows if: Your entire infrastructure is built on Kubernetes"}, {"id": "mai-20260917-0922-baseline|c142-l3|google-small|Astronomer Astro", "prompt": "c142-l3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Astronomer Astro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Highly mature managed offerings are available (e.g., Astronomer Astro, AWS MWAA, Google Cloud Composer)"}, {"id": "mai-20260917-0922-baseline|c142-l3|google-small|AWS MWAA", "prompt": "c142-l3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "AWS MWAA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Highly mature managed offerings are available (e.g., Astronomer Astro, AWS MWAA, Google Cloud Composer)"}, {"id": "mai-20260917-0922-baseline|c142-l3|google-small|Google Cloud Composer", "prompt": "c142-l3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Google Cloud Composer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Highly mature managed offerings are available (e.g., Astronomer Astro, AWS MWAA, Google Cloud Composer)"}, {"id": "mai-20260917-0922-baseline|c142-l3|meta-small|ServiceNow", "prompt": "c142-l3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ServiceNow is known for its robust IT service management (ITSM) capabilities"}, {"id": "mai-20260917-0922-baseline|c142-l3|meta-small|Workfront (Adobe)", "prompt": "c142-l3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Workfront (Adobe)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Workfront is a top choice for marketing operations and creative workflow orchestration"}, {"id": "mai-20260917-0922-baseline|c142-l3|meta-small|Elementum", "prompt": "c142-l3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Elementum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Elementum is designed for enterprise cross-system applications"}, {"id": "mai-20260917-0922-baseline|c142-l3|meta-small|Make", "prompt": "c142-l3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Make is known for its visual logic and Make Grid feature"}, {"id": "mai-20260917-0922-baseline|c142-l3|meta-small|Workato", "prompt": "c142-l3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Workato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workato is an enterprise-grade iPaaS with a suite of agentic automation"}, {"id": "mai-20260917-0922-baseline|c142-l3|meta-small|n8n", "prompt": "c142-l3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "n8n is a self-hosting tool with a code node for full JavaScript or Python implementation"}, {"id": "mai-20260917-0922-baseline|c142-l3|meta-small|Control-M by BMC Software", "prompt": "c142-l3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Control-M by BMC Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Control-M by BMC Software is a powerful tool for automating complex data pipelines"}, {"id": "mai-20260917-0922-baseline|c142-l3|meta-small|Microsoft Azure Logic Apps", "prompt": "c142-l3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Microsoft Azure Logic Apps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Microsoft-centric hybrid cloud tool with a visual designer and pre-built connectors"}, {"id": "mai-20260917-0922-baseline|c142-l3|meta-small|AWS Step Functions", "prompt": "c142-l3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "AWS Step Functions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AWS Step Functions is an AWS native application tool with visual workflow implementation and state management"}, {"id": "mai-20260917-0922-baseline|c142-l3|minimax-small|ServiceNow", "prompt": "c142-l3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For:** IT Service Management (ITSM) and IT operations"}, {"id": "mai-20260917-0922-baseline|c142-l3|minimax-small|Camunda", "prompt": "c142-l3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Camunda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For:** Enterprise process automation and BPMN-centric workflows"}, {"id": "mai-20260917-0922-baseline|c142-l3|minimax-small|Temporal", "prompt": "c142-l3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For:** Durable execution and fault-tolerant workflows"}, {"id": "mai-20260917-0922-baseline|c142-l3|minimax-small|Kestra", "prompt": "c142-l3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Kestra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For:** Code-defined DAG workflows with strong auditability"}, {"id": "mai-20260917-0922-baseline|c142-l3|minimax-small|Astronomer", "prompt": "c142-l3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Astronomer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For:** Teams already using Apache Airflow"}, {"id": "mai-20260917-0922-baseline|c142-l3|minimax-small|Elementum", "prompt": "c142-l3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Elementum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tools like Elementum and Salesforce Agentforce are embedding AI agents directly into orchestration"}, {"id": "mai-20260917-0922-baseline|c142-l3|minimax-small|Salesforce Agentforce", "prompt": "c142-l3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Salesforce Agentforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tools like Elementum and Salesforce Agentforce are embedding AI agents directly into orchestration"}, {"id": "mai-20260917-0922-baseline|c142-l3|minimax-small|Appian", "prompt": "c142-l3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Appian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Platforms like Appian and ServiceNow offer low-code capabilities for business users"}, {"id": "mai-20260917-0922-baseline|c142-l3|mistral-small|Apache Airflow", "prompt": "c142-l3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for:** Data engineering teams running scheduled data pipelines and batch processing."}, {"id": "mai-20260917-0922-baseline|c142-l3|mistral-small|Camunda", "prompt": "c142-l3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Camunda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BPM/regulated processes?** → Camunda."}, {"id": "mai-20260917-0922-baseline|c142-l3|mistral-small|Argo Workflows", "prompt": "c142-l3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Argo Workflows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kubernetes-native?** → Argo Workflows."}, {"id": "mai-20260917-0922-baseline|c142-l3|mistral-small|Prefect", "prompt": "c142-l3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Python-first workflows, local development, and teams wanting a modern alternative to Airflow."}, {"id": "mai-20260917-0922-baseline|c142-l3|mistral-small|Temporal", "prompt": "c142-l3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Long-running, fault-tolerant?** → Temporal."}, {"id": "mai-20260917-0922-baseline|c142-l3|mistral-small|Workato", "prompt": "c142-l3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Workato", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Business app integration?** → Workato."}, {"id": "mai-20260917-0922-baseline|c142-l3|mistral-small|Dagster", "prompt": "c142-l3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Data pipelines?** → Airflow, Prefect, or Dagster."}, {"id": "mai-20260917-0922-baseline|c142-l3|moonshot-small|Apache Airflow", "prompt": "c142-l3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Data engineering teams, complex task dependencies, mature organizations with existing platform teams"}, {"id": "mai-20260917-0922-baseline|c142-l3|moonshot-small|Temporal", "prompt": "c142-l3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Long-running, fault-tolerant workflows; microservices orchestration; engineering teams"}, {"id": "mai-20260917-0922-baseline|c142-l3|moonshot-small|Camunda", "prompt": "c142-l3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Camunda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BPMN-modeled orchestration (Camunda) for governed, audited enterprise processes"}, {"id": "mai-20260917-0922-baseline|c142-l3|moonshot-small|Prefect", "prompt": "c142-l3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Python-first data teams, ML pipelines, dynamic workflows"}, {"id": "mai-20260917-0922-baseline|c142-l3|moonshot-small|Dagster", "prompt": "c142-l3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Modern data teams, asset-centric workflows, dbt-heavy stacks"}, {"id": "mai-20260917-0922-baseline|c142-l3|moonshot-small|Argo Workflows", "prompt": "c142-l3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Kubernetes-native environments, containerized workloads"}, {"id": "mai-20260917-0922-baseline|c142-l3|moonshot-small|Netflix Conductor (Orkes)", "prompt": "c142-l3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Netflix Conductor (Orkes)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Microservices orchestration, event-driven architectures"}, {"id": "mai-20260917-0922-baseline|c142-l3|moonshot-small|Mage", "prompt": "c142-l3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Mage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Small teams, rapid prototyping, notebook-like development"}, {"id": "mai-20260917-0922-baseline|c142-l3|moonshot-small|BMC Control-M", "prompt": "c142-l3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "BMC Control-M", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Legacy WLA: BMC Control-M ... (being migrated away from due to cost)"}, {"id": "mai-20260917-0922-baseline|c142-l3|moonshot-small|Broadcom Automic/AutoSys", "prompt": "c142-l3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Broadcom Automic/AutoSys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Legacy WLA: ... Broadcom Automic/AutoSys (being migrated away from due to cost)"}, {"id": "mai-20260917-0922-baseline|c142-l3|moonshot-small|ServiceNow", "prompt": "c142-l3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ITSM-focused: ServiceNow"}, {"id": "mai-20260917-0922-baseline|c142-l3|moonshot-small|Power Automate", "prompt": "c142-l3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Power Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Microsoft ecosystem: Power Automate"}, {"id": "mai-20260917-0922-baseline|c142-l3|moonshot-small|Appian", "prompt": "c142-l3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Appian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Low-code/No-code: Appian, Pega"}, {"id": "mai-20260917-0922-baseline|c142-l3|moonshot-small|Pega", "prompt": "c142-l3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Pega", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Low-code/No-code: Appian, Pega"}, {"id": "mai-20260917-0922-baseline|c142-l3|moonshot-small|Elementum", "prompt": "c142-l3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Elementum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "AI-native: Elementum, newer platforms with built-in AI agent support"}, {"id": "mai-20260917-0922-baseline|c142-l3|openai-small|Apache Airflow", "prompt": "c142-l3", "model": "openai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: **batch/data pipelines**, scheduled workflows, and \"pipelines as code.\""}, {"id": "mai-20260917-0922-baseline|c142-l3|openai-small|Argo Workflows", "prompt": "c142-l3", "model": "openai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: **Kubernetes-native**, container-based workflows."}, {"id": "mai-20260917-0922-baseline|c142-l3|openai-small|Temporal", "prompt": "c142-l3", "model": "openai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: **durable, long-running application workflows** and microservice coordination."}, {"id": "mai-20260917-0922-baseline|c142-l3|openai-small|Camunda", "prompt": "c142-l3", "model": "openai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Camunda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: **enterprise process orchestration**, human-in-the-loop workflows, approvals, compliance"}, {"id": "mai-20260917-0922-baseline|c142-l3|openai-small|Conductor (OSS / Orkes ecosystem)", "prompt": "c142-l3", "model": "openai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Conductor (OSS / Orkes ecosystem)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: **durable microservice orchestration** and long-running workflows across services."}, {"id": "mai-20260917-0922-baseline|c142-l3|openai-small|Dagster", "prompt": "c142-l3", "model": "openai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: **data asset orchestration** and observability-centric data platforms."}, {"id": "mai-20260917-0922-baseline|c142-l3|openai-small|Prefect", "prompt": "c142-l3", "model": "openai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: **data pipelines** with a simpler operational model."}, {"id": "mai-20260917-0922-baseline|c142-l3|xai-small|BMC Control-M", "prompt": "c142-l3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "BMC Control-M", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "High-volume batch (mainframe/multicloud), self-service portals, 700+ integrations... Leader/highest execution in Gartner SOAP."}, {"id": "mai-20260917-0922-baseline|c142-l3|xai-small|IBM Workload Automation", "prompt": "c142-l3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "IBM Workload Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Robust hybrid orchestration, AI insights, mainframe strength. Gartner Leader."}, {"id": "mai-20260917-0922-baseline|c142-l3|xai-small|Broadcom Automic (CA Workload Automation)", "prompt": "c142-l3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Broadcom Automic (CA Workload Automation)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Hybrid/mainframe focus, file transfer, RPA integration. Dominant in legacy markets."}, {"id": "mai-20260917-0922-baseline|c142-l3|xai-small|Stonebranch Universal Automation Center (UAC)", "prompt": "c142-l3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Stonebranch Universal Automation Center (UAC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For hybrids, look at Stonebranch or Airflow managed."}, {"id": "mai-20260917-0922-baseline|c142-l3|xai-small|Beta Systems ANOW! Suite", "prompt": "c142-l3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Beta Systems ANOW! Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-native, 500+ integrations, observability built-in, EU sovereignty, no lock-in."}, {"id": "mai-20260917-0922-baseline|c142-l3|xai-small|ServiceNow", "prompt": "c142-l3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ITSM-integrated workflows, AI agents, low-code. | Less depth for pure batch/data pipelines."}, {"id": "mai-20260917-0922-baseline|c142-l3|xai-small|Apache Airflow", "prompt": "c142-l3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Most mature/adopted. Airflow leads adoption"}, {"id": "mai-20260917-0922-baseline|c142-l3|xai-small|Prefect", "prompt": "c142-l3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Python-native flows, dynamic execution, easy local dev"}, {"id": "mai-20260917-0922-baseline|c142-l3|xai-small|Dagster", "prompt": "c142-l3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Asset-centric (data freshness/lineage native), typed/testing-first"}, {"id": "mai-20260917-0922-baseline|c142-l3|xai-small|Argo Workflows", "prompt": "c142-l3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "K8s-native, YAML/CLI defs... | K8s expertise required."}, {"id": "mai-20260917-0922-baseline|c142-l3|xai-small|Flyte", "prompt": "c142-l3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Flyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Typed pipelines, ML reproducibility, RBAC/scaling. | Heavier for simple ETL."}, {"id": "mai-20260917-0922-baseline|c142-l3|zai-small|ServiceNow", "prompt": "c142-l3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose ServiceNow if you need to manage IT service requests, automate server maintenance, and require enterprise-level governance."}, {"id": "mai-20260917-0922-baseline|c142-l3|zai-small|Pega", "prompt": "c142-l3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Pega", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Pega or Appian if you are a large bank or insurance company needing to manage complex human workflows"}, {"id": "mai-20260917-0922-baseline|c142-l3|zai-small|Appian", "prompt": "c142-l3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Appian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Pega or Appian if you are a large bank or insurance company"}, {"id": "mai-20260917-0922-baseline|c142-l3|zai-small|Apache Airflow", "prompt": "c142-l3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Apache Airflow if you are a data engineering team building data pipelines"}, {"id": "mai-20260917-0922-baseline|c142-l3|zai-small|Workato", "prompt": "c142-l3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Workato", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Workato if your goal is to connect your Salesforce and SAP systems"}, {"id": "mai-20260917-0922-baseline|c142-l3|zai-small|Microsoft Power Automate", "prompt": "c142-l3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Organizations deeply embedded in the Microsoft 365 ecosystem."}, {"id": "mai-20260917-0922-baseline|c142-l3|zai-small|Beta Systems ANOW!", "prompt": "c142-l3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Beta Systems ANOW!", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: Large enterprises requiring true cloud-native workload automation and IT operations management."}, {"id": "mai-20260917-0922-baseline|c142-l3|zai-small|BMC Control-M", "prompt": "c142-l3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "BMC Control-M", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "a modern alternative to legacy tools like BMC Control-M, which are expensive and difficult to scale"}, {"id": "mai-20260917-0922-baseline|c142-l3|zai-small|Redwood", "prompt": "c142-l3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Redwood", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Beta Systems ANOW!** (and BMC Control-M / Redwood)"}, {"id": "mai-20260917-0922-baseline|c142-l3|zai-small|Zapier", "prompt": "c142-l3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Unlike simple Zapier automations, Workato allows for complex conditional logic"}, {"id": "mai-20260917-0922-baseline|c142-l4|alibaba-small|Microsoft Power Automate", "prompt": "c142-l4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick:** **Microsoft Power Automate**"}, {"id": "mai-20260917-0922-baseline|c142-l4|alibaba-small|Zapier", "prompt": "c142-l4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Most other \"pay-per-execution\" tools (like Zapier or Make) become financially unpredictable at the scale of thousands of users"}, {"id": "mai-20260917-0922-baseline|c142-l4|alibaba-small|Make", "prompt": "c142-l4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Make", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "tools (like Zapier or Make) become financially unpredictable at the scale of thousands of users"}, {"id": "mai-20260917-0922-baseline|c142-l4|alibaba-small|Workato", "prompt": "c142-l4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Workato", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternative:** **Workato**"}, {"id": "mai-20260917-0922-baseline|c142-l4|alibaba-small|AWS Step Functions", "prompt": "c142-l4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "AWS Step Functions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "you generally want to avoid \"Pay-Per-Step\" pricing (like AWS Step Functions or Cloud Workflows), as costs spike uncontrollably"}, {"id": "mai-20260917-0922-baseline|c142-l4|alibaba-small|Cloud Workflows", "prompt": "c142-l4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Cloud Workflows", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "you generally want to avoid \"Pay-Per-Step\" pricing (like AWS Step Functions or Cloud Workflows)"}, {"id": "mai-20260917-0922-baseline|c142-l4|alibaba-small|Prefect", "prompt": "c142-l4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Top Pick:** **Prefect**"}, {"id": "mai-20260917-0922-baseline|c142-l4|alibaba-small|Dagster (Software Defined Assets)", "prompt": "c142-l4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Dagster (Software Defined Assets)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Runner Up:** **Dagster (Software Defined Assets)**"}, {"id": "mai-20260917-0922-baseline|c142-l4|anthropic-small|Pega", "prompt": "c142-l4", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Pega", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pega** stands out for large enterprises: Pega is built for governed process execution and real-time decisioning in regulated industries"}, {"id": "mai-20260917-0922-baseline|c142-l4|anthropic-small|ServiceNow", "prompt": "c142-l4", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ServiceNow** and **Appian** are other enterprise options"}, {"id": "mai-20260917-0922-baseline|c142-l4|anthropic-small|Appian", "prompt": "c142-l4", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Appian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Appian offers low-code process automation with strong compliance credentials"}, {"id": "mai-20260917-0922-baseline|c142-l4|anthropic-small|Camunda", "prompt": "c142-l4", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Camunda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Camunda** is developer-friendly"}, {"id": "mai-20260917-0922-baseline|c142-l4|challenger-small|Camunda", "prompt": "c142-l4", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Camunda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would pick **Camunda** for the broadest enterprise balance of scale, governance, and cost control"}, {"id": "mai-20260917-0922-baseline|c142-l4|challenger-small|ServiceNow", "prompt": "c142-l4", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "but cost and implementation complexity are major considerations"}, {"id": "mai-20260917-0922-baseline|c142-l4|challenger-small|Appian", "prompt": "c142-l4", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Appian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "repeatedly flagged as more complex and cost-heavy to operate at scale"}, {"id": "mai-20260917-0922-baseline|c142-l4|challenger-small|Pega", "prompt": "c142-l4", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Pega", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "repeatedly flagged as more complex and cost-heavy to operate at scale"}, {"id": "mai-20260917-0922-baseline|c142-l4|challenger-small|Microsoft Power Automate", "prompt": "c142-l4", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is commonly licensed per user, so cost predictability depends on how many users need it"}, {"id": "mai-20260917-0922-baseline|c142-l4|challenger-small|Temporal", "prompt": "c142-l4", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "with **Temporal** as the best option if your engineering team is comfortable self-managing infrastructure"}, {"id": "mai-20260917-0922-baseline|c142-l4|deepseek-small|Wrike (Enterprise)", "prompt": "c142-l4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Wrike (Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Wrike (Enterprise) — strong fit**"}, {"id": "mai-20260917-0922-baseline|c142-l4|deepseek-small|monday.com (Enterprise)", "prompt": "c142-l4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "monday.com (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wrike, monday.com, or Smartsheet** are the strongest candidates"}, {"id": "mai-20260917-0922-baseline|c142-l4|deepseek-small|Smartsheet (Enterprise)", "prompt": "c142-l4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Smartsheet (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Predictable:** seat-based"}, {"id": "mai-20260917-0922-baseline|c142-l4|deepseek-small|ServiceNow (Workflow Automation)", "prompt": "c142-l4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "ServiceNow (Workflow Automation)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "very predictable per-user model but the highest per-seat cost"}, {"id": "mai-20260917-0922-baseline|c142-l4|deepseek-small|AWS Step Functions", "prompt": "c142-l4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "AWS Step Functions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid consumption-based tools** (AWS Step Functions, Google Workflows, Zapier task tiers, Make..."}, {"id": "mai-20260917-0922-baseline|c142-l4|deepseek-small|Google Workflows", "prompt": "c142-l4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Google Workflows", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid consumption-based tools** (AWS Step Functions, Google Workflows..."}, {"id": "mai-20260917-0922-baseline|c142-l4|deepseek-small|Zapier", "prompt": "c142-l4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid consumption-based tools (... Zapier task tiers ...)"}, {"id": "mai-20260917-0922-baseline|c142-l4|deepseek-small|Make", "prompt": "c142-l4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Make", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid consumption-based tools (... Make, many data-orchestration tools ...)"}, {"id": "mai-20260917-0922-baseline|c142-l4|deepseek-small|Temporal Cloud", "prompt": "c142-l4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Temporal Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "many data-orchestration tools like Temporal Cloud/Prefect) *unless* you cap usage"}, {"id": "mai-20260917-0922-baseline|c142-l4|deepseek-small|Prefect", "prompt": "c142-l4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "many data-orchestration tools like Temporal Cloud/Prefect) *unless* you cap usage"}, {"id": "mai-20260917-0922-baseline|c142-l4|deepseek-small|Workato", "prompt": "c142-l4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Workato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "already standardized on one of these ecosystems (e.g., ServiceNow, Salesforce/Workato)"}, {"id": "mai-20260917-0922-baseline|c142-l4|google-small|Zapier", "prompt": "c142-l4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional SaaS integration platforms (such as Zapier, Workato, Tray.io, or MuleSoft) are rarely the best choice"}, {"id": "mai-20260917-0922-baseline|c142-l4|google-small|Workato", "prompt": "c142-l4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Workato", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rarely the best choice... per-user (seat) pricing... runaway, unpredictable monthly bills"}, {"id": "mai-20260917-0922-baseline|c142-l4|google-small|Tray.io", "prompt": "c142-l4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Tray.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "such as Zapier, Workato, Tray.io, or MuleSoft) are rarely the best choice"}, {"id": "mai-20260917-0922-baseline|c142-l4|google-small|MuleSoft", "prompt": "c142-l4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "MuleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "such as Zapier, Workato, Tray.io, or MuleSoft) are rarely the best choice"}, {"id": "mai-20260917-0922-baseline|c142-l4|google-small|n8n (Self-Hosted)", "prompt": "c142-l4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n (Self-Hosted)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Self-Hosted n8n** is the most cost-effective, predictable, and scalable option"}, {"id": "mai-20260917-0922-baseline|c142-l4|google-small|Activepieces", "prompt": "c142-l4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Activepieces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Alternative (100% Open-Source):** **Activepieces**"}, {"id": "mai-20260917-0922-baseline|c142-l4|google-small|Temporal", "prompt": "c142-l4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Temporal is a developer-first platform that ensures \"durable execution\""}, {"id": "mai-20260917-0922-baseline|c142-l4|google-small|Temporal Cloud", "prompt": "c142-l4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Temporal Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Alternative (SaaS with predictable consumption): If you choose **Temporal Cloud**"}, {"id": "mai-20260917-0922-baseline|c142-l4|google-small|Camunda (Self-Managed)", "prompt": "c142-l4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Camunda (Self-Managed)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for highly regulated industries... requiring strict compliance and human-in-the-loop workflows"}, {"id": "mai-20260917-0922-baseline|c142-l4|google-small|Apache Airflow", "prompt": "c142-l4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Apache Airflow is the global standard"}, {"id": "mai-20260917-0922-baseline|c142-l4|meta-small|Revo", "prompt": "c142-l4", "model": "meta-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Revo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top contenders include Revo, Make (Integromat), n8n, Power Automate, and Workato."}, {"id": "mai-20260917-0922-baseline|c142-l4|meta-small|Make (Integromat)", "prompt": "c142-l4", "model": "meta-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Make (Integromat)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top contenders include Revo, Make (Integromat), n8n, Power Automate, and Workato."}, {"id": "mai-20260917-0922-baseline|c142-l4|meta-small|n8n", "prompt": "c142-l4", "model": "meta-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top contenders include Revo, Make (Integromat), n8n, Power Automate, and Workato."}, {"id": "mai-20260917-0922-baseline|c142-l4|meta-small|Power Automate", "prompt": "c142-l4", "model": "meta-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Power Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top contenders include Revo, Make (Integromat), n8n, Power Automate, and Workato."}, {"id": "mai-20260917-0922-baseline|c142-l4|meta-small|Workato", "prompt": "c142-l4", "model": "meta-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Workato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top contenders include Revo, Make (Integromat), n8n, Power Automate, and Workato."}, {"id": "mai-20260917-0922-baseline|c142-l4|minimax-small|Microsoft Power Automate", "prompt": "c142-l4", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Power Automate** (Best for Predictable Per-User Pricing)"}, {"id": "mai-20260917-0922-baseline|c142-l4|minimax-small|Camunda", "prompt": "c142-l4", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Camunda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If needing enterprise-grade BPMN**: Negotiate a flat-rate enterprise agreement with Camunda"}, {"id": "mai-20260917-0922-baseline|c142-l4|minimax-small|Apache Airflow", "prompt": "c142-l4", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Self-Hosted Apache Airflow or n8n** (Best for Cost Control)"}, {"id": "mai-20260917-0922-baseline|c142-l4|minimax-small|n8n", "prompt": "c142-l4", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Self-hosted Airflow/n8n with fixed infrastructure costs"}, {"id": "mai-20260917-0922-baseline|c142-l4|mistral-small|Frends", "prompt": "c142-l4", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Frends", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best workflow orchestration tool for a large company that needs predictable total cost across thousands of users is **Frends**"}, {"id": "mai-20260917-0922-baseline|c142-l4|mistral-small|Workato", "prompt": "c142-l4", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Workato", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Workato (enterprise iPaaS, but less transparent pricing)"}, {"id": "mai-20260917-0922-baseline|c142-l4|mistral-small|MuleSoft Anypoint", "prompt": "c142-l4", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "MuleSoft Anypoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "MuleSoft Anypoint (API-centric, but complex pricing)"}, {"id": "mai-20260917-0922-baseline|c142-l4|mistral-small|BMC Control-M", "prompt": "c142-l4", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "BMC Control-M", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** Legacy tools like BMC Control-M and Broadcom Automic due to cost unpredictability"}, {"id": "mai-20260917-0922-baseline|c142-l4|mistral-small|Broadcom Automic/AutoSys", "prompt": "c142-l4", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Broadcom Automic/AutoSys", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Legacy tools like BMC Control-M and Broadcom Automic due to cost unpredictability"}, {"id": "mai-20260917-0922-baseline|c142-l4|moonshot-small|Microsoft Power Automate", "prompt": "c142-l4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Power Automate** if you're already in the Microsoft ecosystem (but audit your connector needs carefully)"}, {"id": "mai-20260917-0922-baseline|c142-l4|moonshot-small|NITRO Studio", "prompt": "c142-l4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "NITRO Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**NITRO Studio** offers the most transparent flat-rate model with no hidden fees"}, {"id": "mai-20260917-0922-baseline|c142-l4|moonshot-small|Camunda", "prompt": "c142-l4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Camunda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Key Advantage**: Workflow-based pricing (not execution-based) provides stable costs regardless of volume"}, {"id": "mai-20260917-0922-baseline|c142-l4|moonshot-small|Dagster+", "prompt": "c142-l4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Dagster+", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Serverless tier available; more predictable than pure consumption models"}, {"id": "mai-20260917-0922-baseline|c142-l4|moonshot-small|Temporal Cloud", "prompt": "c142-l4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Temporal Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Pricing Models to Avoid ... **Per-execution/Action-based** | Temporal Cloud, AWS Step Functions | Costs scale unpredictably"}, {"id": "mai-20260917-0922-baseline|c142-l4|moonshot-small|AWS Step Functions", "prompt": "c142-l4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "AWS Step Functions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Per-execution/Action-based** | Temporal Cloud, AWS Step Functions | Costs scale unpredictably with usage"}, {"id": "mai-20260917-0922-baseline|c142-l4|moonshot-small|UiPath", "prompt": "c142-l4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "UiPath", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Per-bot** | UiPath, Automation Anywhere | Expensive at scale"}, {"id": "mai-20260917-0922-baseline|c142-l4|moonshot-small|Automation Anywhere", "prompt": "c142-l4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Automation Anywhere", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Per-bot** | UiPath, Automation Anywhere | Expensive at scale"}, {"id": "mai-20260917-0922-baseline|c142-l4|moonshot-small|Salesforce Agentforce", "prompt": "c142-l4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Salesforce Agentforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Credit/Flex systems | Salesforce Agentforce, Copilot Studio | Complex calculations, easy to overspend"}, {"id": "mai-20260917-0922-baseline|c142-l4|moonshot-small|Copilot Studio", "prompt": "c142-l4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Copilot Studio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Credit/Flex systems | Salesforce Agentforce, Copilot Studio | Complex calculations, easy to overspend"}, {"id": "mai-20260917-0922-baseline|c142-l4|moonshot-small|Astronomer", "prompt": "c142-l4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Astronomer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Hourly deployment | Astronomer (Airflow managed) | Always-on costs regardless of usage"}, {"id": "mai-20260917-0922-baseline|c142-l4|moonshot-small|Airflow", "prompt": "c142-l4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Self-hosted open-source** (Airflow, Prefect, Dagster) = Free software cost, only pay for infrastructure"}, {"id": "mai-20260917-0922-baseline|c142-l4|moonshot-small|Prefect", "prompt": "c142-l4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Self-hosted open-source** (Airflow, Prefect, Dagster) = Free software cost"}, {"id": "mai-20260917-0922-baseline|c142-l4|moonshot-small|NetApp Instaclustr for Cadence", "prompt": "c142-l4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "NetApp Instaclustr for Cadence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "offers subscription-based pricing vs. Temporal's usage-based model (claimed 80%+ savings)"}, {"id": "mai-20260917-0922-baseline|c142-l4|openai-small|Apache Airflow", "prompt": "c142-l4", "model": "openai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apache Airflow (self-hosted)** — best for cost predictability because the software is free"}, {"id": "mai-20260917-0922-baseline|c142-l4|openai-small|Temporal", "prompt": "c142-l4", "model": "openai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Temporal (self-hosted or enterprise)** — strong for durable workflow execution ... but cloud pricing is still tied to usage"}, {"id": "mai-20260917-0922-baseline|c142-l4|openai-small|Dagster", "prompt": "c142-l4", "model": "openai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Dagster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their commercial models are more likely to involve seat- or usage-linked pricing, which is less ideal if you need highly predictable total cost"}, {"id": "mai-20260917-0922-baseline|c142-l4|openai-small|Prefect Cloud", "prompt": "c142-l4", "model": "openai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Prefect's enterprise pricing is custom."}, {"id": "mai-20260917-0922-baseline|c142-l4|xai-small|BMC Control-M", "prompt": "c142-l4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "BMC Control-M", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BMC Control-M** stands out as the best workflow orchestration tool for a large company needing predictable total costs"}, {"id": "mai-20260917-0922-baseline|c142-l4|xai-small|Astronomer Astro", "prompt": "c142-l4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Astronomer Astro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Airflow (Astro) | Hourly compute ($1.5k–$5k+/mo) | Low | Spikes unpredictable."}, {"id": "mai-20260917-0922-baseline|c142-l4|xai-small|Prefect", "prompt": "c142-l4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Prefect/Dagster | Per-seat + credits ($500+/mo) | Low-Medium | Usage adds up at scale."}, {"id": "mai-20260917-0922-baseline|c142-l4|xai-small|Dagster", "prompt": "c142-l4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Dagster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Prefect/Dagster | Per-seat + credits ($500+/mo) | Low-Medium | Usage adds up at scale."}, {"id": "mai-20260917-0922-baseline|c142-l4|xai-small|ActiveBatch", "prompt": "c142-l4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "ActiveBatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good alternative, hybrid focus."}, {"id": "mai-20260917-0922-baseline|c142-l4|xai-small|Camunda", "prompt": "c142-l4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Camunda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "BPM-strong, but variable."}, {"id": "mai-20260917-0922-baseline|c142-l4|xai-small|Airflow", "prompt": "c142-l4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "self-hosted open-source (Airflow/Prefect) + fixed infra budget if you have ops expertise"}, {"id": "mai-20260917-0922-baseline|c142-l4|xai-small|Microsoft Power Automate", "prompt": "c142-l4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Low for 1,000s ($180k+/mo) | User-based kills it."}, {"id": "mai-20260917-0922-baseline|c142-l4|xai-small|Workato", "prompt": "c142-l4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Workato", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Custom/action-based | Low | Enterprise iPaaS, variable."}, {"id": "mai-20260917-0922-baseline|c142-l4|xai-small|Argo", "prompt": "c142-l4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Argo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Self-host free + infra | Infra-dependent | Not inherently predictable."}, {"id": "mai-20260917-0922-baseline|c142-l4|xai-small|Temporal", "prompt": "c142-l4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Temporal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Argo/Temporal | Self-host free + infra | Infra-dependent | Not inherently predictable."}, {"id": "mai-20260917-0922-baseline|c142-l4|xai-small|Stonebranch", "prompt": "c142-l4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Stonebranch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "ActiveBatch (similar agent model) or Stonebranch (subscription-based) for hybrid"}, {"id": "mai-20260917-0922-baseline|c142-l4|zai-small|Prefect Cloud", "prompt": "c142-l4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best workflow orchestration tool is **Prefect Cloud**"}, {"id": "mai-20260917-0922-baseline|c142-l4|zai-small|Apache Airflow (Self-Hosted)", "prompt": "c142-l4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow (Self-Hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Alternative: Apache Airflow (Self-Hosted)"}, {"id": "mai-20260917-0922-baseline|c142-l4|zai-small|Microsoft Power Automate", "prompt": "c142-l4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best \"Low-Code\" Alternative: Microsoft Power Automate"}, {"id": "mai-20260917-0922-baseline|c142-l4|zai-small|n8n (Self-Hosted)", "prompt": "c142-l4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n (Self-Hosted)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Infrastructure | Small to Mid Teams | Fixed monthly cost for a VPS. Free software, but requires maintenance."}, {"id": "mai-20260917-0922-baseline|c142-l4|zai-small|Temporal Cloud", "prompt": "c142-l4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Temporal Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Difficult to forecast costs for thousands of concurrent users."}, {"id": "mai-20260917-0922-baseline|c142-l4|zai-small|Workato", "prompt": "c142-l4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Workato", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**High risk** of unpredictable cost spikes as automation usage grows."}, {"id": "mai-20260917-0922-baseline|c142-l5|alibaba-small|Prefect", "prompt": "c142-l5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Contact top-tier vendors (e.g., Prefect, Astronomer, ServiceNow Flow Designer, UiPath, or dedicated enterprise automation platforms)."}, {"id": "mai-20260917-0922-baseline|c142-l5|alibaba-small|Astronomer", "prompt": "c142-l5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Astronomer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Contact top-tier vendors (e.g., Prefect, Astronomer, ServiceNow Flow Designer, UiPath..."}, {"id": "mai-20260917-0922-baseline|c142-l5|alibaba-small|ServiceNow Flow Designer", "prompt": "c142-l5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "ServiceNow Flow Designer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Contact top-tier vendors (e.g., Prefect, Astronomer, ServiceNow Flow Designer, UiPath..."}, {"id": "mai-20260917-0922-baseline|c142-l5|alibaba-small|UiPath", "prompt": "c142-l5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "UiPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Contact top-tier vendors (e.g., Prefect, Astronomer, ServiceNow Flow Designer, UiPath, or dedicated enterprise automation platforms)."}, {"id": "mai-20260917-0922-baseline|c142-l5|deepseek-small|Apache Airflow (self-hosted or Astronomer)", "prompt": "c142-l5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Apache Airflow (self-hosted or Astronomer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the DAG (batch scheduling) standard, huge ecosystem. Enterprise features live in the managed layer (Astronomer), not the OSS."}, {"id": "mai-20260917-0922-baseline|c142-l5|deepseek-small|Dagster", "prompt": "c142-l5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "asset-centric with built-in **data lineage** (great if your compliance story runs through lineage and data quality)"}, {"id": "mai-20260917-0922-baseline|c142-l5|deepseek-small|Prefect", "prompt": "c142-l5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Python-native, fastest path to production, strong managed cloud control plane"}, {"id": "mai-20260917-0922-baseline|c142-l5|deepseek-small|Temporal", "prompt": "c142-l5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**durable execution** for long-running, stateful, failure-prone workflows; replays from last completed step."}, {"id": "mai-20260917-0922-baseline|c142-l5|google-small|Apache Airflow", "prompt": "c142-l5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Maintaining tools like open-source Apache Airflow or Temporal on Kubernetes requires significant engineering overhead."}, {"id": "mai-20260917-0922-baseline|c142-l5|google-small|Prefect", "prompt": "c142-l5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prefect Cloud (Enterprise Tier):** Exceptional for dynamic, Python-centric workflows. They pioneered the \"Hybrid\" model"}, {"id": "mai-20260917-0922-baseline|c142-l5|google-small|Dagster", "prompt": "c142-l5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dagster Cloud (Enterprise Tier):** ... Their Hybrid deployment model is highly mature, and their enterprise tier includes Okta/SAML SSO and SOC 2 Type II."}, {"id": "mai-20260917-0922-baseline|c142-l5|google-small|Astronomer", "prompt": "c142-l5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Astronomer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Astronomer (Managed Apache Airflow):** Airflow is the industry standard. Astronomer provides the enterprise wrapper (fully SOC 2 compliant, SSO, SCIM, and hybrid deployments"}, {"id": "mai-20260917-0922-baseline|c142-l5|google-small|Temporal", "prompt": "c142-l5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Temporal Cloud:** ... Temporal is the industry leader. Temporal Cloud has SOC 2 Type II, SAML SSO"}, {"id": "mai-20260917-0922-baseline|c142-l5|google-small|Camunda", "prompt": "c142-l5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Camunda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Camunda:** Highly focused on business process automation (BPMN). Very common in highly regulated enterprise environments"}, {"id": "mai-20260917-0922-baseline|c142-l5|minimax-small|Prefect", "prompt": "c142-l5", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "| **Prefect** | ✅ | Type II | Hybrid architecture, strong RBAC |"}, {"id": "mai-20260917-0922-baseline|c142-l5|minimax-small|Zapier Enterprise", "prompt": "c142-l5", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Zapier Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **Zapier Enterprise** | ✅ | Type II | Broad integrations, strong audit |"}, {"id": "mai-20260917-0922-baseline|c142-l5|minimax-small|Temporal", "prompt": "c142-l5", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Temporal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Self-hosted option, complex but powerful"}, {"id": "mai-20260917-0922-baseline|c142-l5|minimax-small|Jinba", "prompt": "c142-l5", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Jinba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Jinba** | ✅ | Type II | AI-assisted creation, on-prem option |"}, {"id": "mai-20260917-0922-baseline|c142-l5|mistral-small|Camunda", "prompt": "c142-l5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Camunda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Camunda** | Open-source + Enterprise | ✅ | ✅ | BPMN 2.0, process automation, strong enterprise adoption |"}, {"id": "mai-20260917-0922-baseline|c142-l5|mistral-small|Temporal", "prompt": "c142-l5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Temporal** | Open-source + Cloud | ✅ | ✅ | Durable execution, developer-friendly, scalable |"}, {"id": "mai-20260917-0922-baseline|c142-l5|mistral-small|AWS Step Functions", "prompt": "c142-l5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "AWS Step Functions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **AWS Step Functions** | Cloud-native | ✅ | ✅ | Deep AWS integration, serverless, pay-per-execution |"}, {"id": "mai-20260917-0922-baseline|c142-l5|mistral-small|Azure Logic Apps", "prompt": "c142-l5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Azure Logic Apps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Azure Logic Apps** | Cloud-native | ✅ | ✅ | Microsoft ecosystem, low-code, enterprise-grade |"}, {"id": "mai-20260917-0922-baseline|c142-l5|mistral-small|Apache Airflow", "prompt": "c142-l5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "| **Apache Airflow** | Open-source | ⚠️ (via plugins) | ⚠️ | Strong community, DAG-based, but requires more setup |"}, {"id": "mai-20260917-0922-baseline|c142-l5|mistral-small|Prefect", "prompt": "c142-l5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Prefect** | Open-source + Cloud | ✅ | ✅ | Modern, Python-native, observability-focused |"}, {"id": "mai-20260917-0922-baseline|c142-l5|mistral-small|Google Cloud Workflows", "prompt": "c142-l5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Google Cloud Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Google Cloud Workflows** | Cloud-native | ✅ | ✅ | Tight GCP integration, serverless |"}, {"id": "mai-20260917-0922-baseline|c142-l5|mistral-small|UiPath Orchestrator", "prompt": "c142-l5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "UiPath Orchestrator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **UiPath Orchestrator** | RPA + Orchestration | ✅ | ✅ | RPA-focused, enterprise workflows, SSO |"}, {"id": "mai-20260917-0922-baseline|c142-l5|moonshot-small|Prefect", "prompt": "c142-l5", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Look for platforms with **hybrid architecture** (like Prefect's model) where your data stays inside your perimeter"}, {"id": "mai-20260917-0922-baseline|c142-l5|moonshot-small|Camunda", "prompt": "c142-l5", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Camunda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BPMN 2.0 standard, regulated industry focus, open-source core | Compliance-heavy processes"}, {"id": "mai-20260917-0922-baseline|c142-l5|moonshot-small|Tonkean", "prompt": "c142-l5", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Tonkean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Agentic AI orchestration, no-code builder, procurement templates"}, {"id": "mai-20260917-0922-baseline|c142-l5|moonshot-small|Elementum", "prompt": "c142-l5", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Elementum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-native, queries data where it lives, strong governance | Large enterprises with complex tech stacks"}, {"id": "mai-20260917-0922-baseline|c142-l5|xai-small|Jinba Flow", "prompt": "c142-l5", "model": "xai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Jinba Flow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Jinba Flow**: YC-backed, SOC 2, SSO/RBAC/on-prem, AI-assisted for finance/compliance workflows. Fast deploy (days)."}, {"id": "mai-20260917-0922-baseline|c142-l5|xai-small|Zapier Enterprise", "prompt": "c142-l5", "model": "xai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Zapier Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zapier Enterprise**: SOC 2 II, SSO/SCIM, 9K+ apps. Great for broad integrations, governed AI."}, {"id": "mai-20260917-0922-baseline|c142-l5|xai-small|BMC Control-M", "prompt": "c142-l5", "model": "xai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "BMC Control-M", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BMC Control-M**: Mature orchestration, hybrid deploy, strong scalability/governance for IT/ETL."}, {"id": "mai-20260917-0922-baseline|c142-l5|xai-small|Airflow (Managed, e.g., Astronomer)", "prompt": "c142-l5", "model": "xai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Airflow (Managed, e.g., Astronomer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open-core, scales massively; compliance via hosting."}, {"id": "mai-20260917-0922-baseline|c142-l5|xai-small|Elementum", "prompt": "c142-l5", "model": "xai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Elementum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others: Elementum, StackSync—check for your stack."}, {"id": "mai-20260917-0922-baseline|c142-l5|xai-small|StackSync", "prompt": "c142-l5", "model": "xai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "StackSync", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others: Elementum, StackSync—check for your stack."}, {"id": "mai-20260917-0922-baseline|c142-l6|alibaba-small|Zapier", "prompt": "c142-l6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "they become dangerous liabilities as an organization scales... Migrating off a web of interconnected Zapier Zaps is notoriously difficult"}, {"id": "mai-20260917-0922-baseline|c142-l6|alibaba-small|Make (formerly Integromat)", "prompt": "c142-l6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SMB-Centric \"No-Code\" Platforms... should be approached with extreme caution or avoided entirely"}, {"id": "mai-20260917-0922-baseline|c142-l6|alibaba-small|Workato", "prompt": "c142-l6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Workato", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Basic Tier of Workato ... become dangerous liabilities as an organization scales"}, {"id": "mai-20260917-0922-baseline|c142-l6|alibaba-small|Apache Airflow", "prompt": "c142-l6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Running a self-hosted instance of Apache Airflow at scale is effectively running its own microservice product"}, {"id": "mai-20260917-0922-baseline|c142-l6|alibaba-small|Apache NiFi", "prompt": "c142-l6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache NiFi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Apache NiFi (complex deployments) ... come with a hidden price: **Operational Overhead.**"}, {"id": "mai-20260917-0922-baseline|c142-l6|alibaba-small|n8n (Community Edition)", "prompt": "c142-l6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "n8n (Community Edition)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Using the \"free\" or open-source tier of otherwise enterprise-ready tools creates a governance nightmare."}, {"id": "mai-20260917-0922-baseline|c142-l6|alibaba-small|Temporal/Open Web UI", "prompt": "c142-l6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal/Open Web UI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Using the \"free\" or open-source tier of otherwise enterprise-ready tools creates a governance nightmare."}, {"id": "mai-20260917-0922-baseline|c142-l6|alibaba-small|ServiceNow", "prompt": "c142-l6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "using it for general-purpose business workflow orchestration is often considered \"overkill.\""}, {"id": "mai-20260917-0922-baseline|c142-l6|alibaba-small|AWS Step Functions", "prompt": "c142-l6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS Step Functions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Core Data Pipelines: Use a managed service (e.g., AWS Step Functions, Databricks Jobs) to eliminate operational overhead."}, {"id": "mai-20260917-0922-baseline|c142-l6|alibaba-small|Databricks Jobs", "prompt": "c142-l6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Databricks Jobs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Use a managed service (e.g., AWS Step Functions, Databricks Jobs) to eliminate operational overhead."}, {"id": "mai-20260917-0922-baseline|c142-l6|alibaba-small|Camunda", "prompt": "c142-l6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Use an enterprise-grade BPM suite (e.g., Camunda, Pega) for strict governance"}, {"id": "mai-20260917-0922-baseline|c142-l6|alibaba-small|Pega", "prompt": "c142-l6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pega", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Use an enterprise-grade BPM suite (e.g., Camunda, Pega) for strict governance"}, {"id": "mai-20260917-0922-baseline|c142-l6|anthropic-small|Enate", "prompt": "c142-l6", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Enate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enate is not suitable for large enterprises"}, {"id": "mai-20260917-0922-baseline|c142-l6|anthropic-small|Orkes", "prompt": "c142-l6", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Orkes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some platforms like Orkes are primarily engineering tools where business teams cannot build or operate workflows without developer involvement"}, {"id": "mai-20260917-0922-baseline|c142-l6|anthropic-small|Zapier", "prompt": "c142-l6", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Zapier works for simple automations but won't scale into complex dependency chains"}, {"id": "mai-20260917-0922-baseline|c142-l6|anthropic-small|AWS Step Functions", "prompt": "c142-l6", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS Step Functions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "single-cloud orchestration platforms with deep integration into their respective clouds, but workflows built on these platforms are difficult to migrate"}, {"id": "mai-20260917-0922-baseline|c142-l6|anthropic-small|Google Cloud Workflows", "prompt": "c142-l6", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Google Cloud Workflows", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "single-cloud orchestration platforms ... workflows built on these platforms are difficult to migrate"}, {"id": "mai-20260917-0922-baseline|c142-l6|challenger-small|Zapier", "prompt": "c142-l6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The main categories to avoid or scrutinize are: Lightweight no-code / low-code workflow tools such as Zapier, Make, n8n..."}, {"id": "mai-20260917-0922-baseline|c142-l6|challenger-small|Make", "prompt": "c142-l6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "such as **Zapier, Make, n8n, Pipefy, Kissflow, and Nintex** when the enterprise needs deep integration"}, {"id": "mai-20260917-0922-baseline|c142-l6|challenger-small|n8n", "prompt": "c142-l6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "can struggle with complexity and scalability"}, {"id": "mai-20260917-0922-baseline|c142-l6|challenger-small|Pipefy", "prompt": "c142-l6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pipefy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "strongest for simpler automations and can struggle with complexity and scalability"}, {"id": "mai-20260917-0922-baseline|c142-l6|challenger-small|Kissflow", "prompt": "c142-l6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Kissflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "strongest for simpler automations and can struggle with complexity and scalability"}, {"id": "mai-20260917-0922-baseline|c142-l6|challenger-small|Nintex", "prompt": "c142-l6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Nintex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "strongest for simpler automations and can struggle with complexity and scalability"}, {"id": "mai-20260917-0922-baseline|c142-l6|challenger-small|AWS Step Functions", "prompt": "c142-l6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS Step Functions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cloud-native lock-in tools such as AWS Step Functions ... if the enterprise is multi-cloud or hybrid"}, {"id": "mai-20260917-0922-baseline|c142-l6|challenger-small|Google Cloud Workflows", "prompt": "c142-l6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Google Cloud Workflows", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "can create dependency on one cloud provider"}, {"id": "mai-20260917-0922-baseline|c142-l6|challenger-small|Appian", "prompt": "c142-l6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Appian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Suite-based BPM platforms such as Appian ... can involve heavy implementations, rigid UIs, consultant dependency"}, {"id": "mai-20260917-0922-baseline|c142-l6|challenger-small|Pega", "prompt": "c142-l6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pega", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "heavy implementations, rigid UIs, consultant dependency, and pricing that penalizes broad adoption"}, {"id": "mai-20260917-0922-baseline|c142-l6|challenger-small|IBM Business Automation Workflow", "prompt": "c142-l6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "IBM Business Automation Workflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "heavy implementations, rigid UIs, consultant dependency"}, {"id": "mai-20260917-0922-baseline|c142-l6|challenger-small|ServiceNow", "prompt": "c142-l6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "heavy implementations, rigid UIs, consultant dependency"}, {"id": "mai-20260917-0922-baseline|c142-l6|challenger-small|Apache Airflow", "prompt": "c142-l6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Self-host-first data orchestrators such as Apache Airflow ... if the enterprise wants minimal infrastructure management"}, {"id": "mai-20260917-0922-baseline|c142-l6|challenger-small|Dagster", "prompt": "c142-l6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "managed or bundled platforms may be a better fit when operational overhead must stay low"}, {"id": "mai-20260917-0922-baseline|c142-l6|challenger-small|Prefect", "prompt": "c142-l6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "managed or bundled platforms may be a better fit when operational overhead must stay low"}, {"id": "mai-20260917-0922-baseline|c142-l6|deepseek-small|Zapier", "prompt": "c142-l6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to **avoid** outright (for most large enterprises) ... Zapier (and, for many use cases, Make)"}, {"id": "mai-20260917-0922-baseline|c142-l6|deepseek-small|Make", "prompt": "c142-l6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Zapier (and, for many use cases, Make)"}, {"id": "mai-20260917-0922-baseline|c142-l6|deepseek-small|N8n", "prompt": "c142-l6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "N8n", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "N8n (self-hosted, free/open tiers specifically) ... four critical CVEs"}, {"id": "mai-20260917-0922-baseline|c142-l6|deepseek-small|Apache Airflow", "prompt": "c142-l6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Tools to **be cautious** about ... Operational burden at scale"}, {"id": "mai-20260917-0922-baseline|c142-l6|deepseek-small|Camunda", "prompt": "c142-l6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Camunda (caution, not avoidance)"}, {"id": "mai-20260917-0922-baseline|c142-l6|deepseek-small|ServiceNow", "prompt": "c142-l6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "ServiceNow (context-dependent) ... High licensing cost"}, {"id": "mai-20260917-0922-baseline|c142-l6|deepseek-small|Temporal", "prompt": "c142-l6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Durable-execution enterprise platforms (Temporal, AWS Step Functions) → better for large-scale, business-critical orchestration"}, {"id": "mai-20260917-0922-baseline|c142-l6|deepseek-small|AWS Step Functions", "prompt": "c142-l6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS Step Functions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "(Temporal, AWS Step Functions) → better for large-scale, business-critical orchestration"}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|Apache Oozie", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Oozie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: Built specifically for the Hadoop ecosystem, Oozie relies on extremely rigid and verbose XML definitions"}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|Luigi (by Spotify)", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Luigi (by Spotify)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "it has been functionally surpassed by modern engines... The open-source community surrounding it is largely stagnant."}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|Ray Workflows", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Ray Workflows", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Do not build new enterprise-grade stateful pipelines on Ray Workflows."}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|Temporal", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "recommends offloading orchestration to specialized, supported tools like Temporal or Apache Airflow instead"}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|Apache Airflow", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "self-hosting it at enterprise scale carries a massive \"Airflow Tax\""}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|Astronomer", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Astronomer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Utilize managed services like Astronomer, AWS MWAA, or Google Cloud Composer"}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|AWS MWAA", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS MWAA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Utilize managed services like Astronomer, AWS MWAA, or Google Cloud Composer"}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|Google Cloud Composer", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Google Cloud Composer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Utilize managed services like Astronomer, AWS MWAA, or Google Cloud Composer"}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|Kubeflow Pipelines", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Kubeflow Pipelines", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Kubeflow will become a resource black hole... **Avoid** (Unless heavily specialized in Kubernetes MLOps)"}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|Prefect", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "lighter orchestrators (like Prefect or Dagster) combined with containerized execution are much easier to manage"}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|Dagster", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "lighter orchestrators (like Prefect or Dagster) ... much easier to manage"}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|Zapier", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Avoid for Core Systems | Lack of Git/CI/CD, insecure for core data, costly at scale."}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|Make", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Avoid for Core Systems | Lack of Git/CI/CD, insecure for core data, costly at scale."}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|Pegasystems", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pegasystems", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Heavy Legacy BPMS (e.g., older Pegasystems, Appian, Legacy IBM BPM): Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|Appian", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Appian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Heavy Legacy BPMS (e.g., older Pegasystems, Appian, Legacy IBM BPM): Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|Legacy IBM BPM", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Legacy IBM BPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Restrict to Business Ops (Avoid for microservices) | Low developer velocity, heavy vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|Camunda 8", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda 8", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "look toward modern, developer-friendly process orchestrators like **Camunda 8** (which uses Zeebe)"}, {"id": "mai-20260917-0922-baseline|c142-l6|google-small|AWS Step Functions", "prompt": "c142-l6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS Step Functions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 18, "ev": "trying to build a custom scheduler using basic cloud building blocks (e.g., combining AWS Lambda, Step Functions, SQS, Cron, and an RDS database)"}, {"id": "mai-20260917-0922-baseline|c142-l6|meta-small|n8n", "prompt": "c142-l6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "No-code tools like n8n, Zapier AI, and Make are suitable when the workflow owner is non-engineering"}, {"id": "mai-20260917-0922-baseline|c142-l6|meta-small|Zapier AI", "prompt": "c142-l6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "No-code tools like n8n, Zapier AI, and Make are suitable when the workflow owner is non-engineering"}, {"id": "mai-20260917-0922-baseline|c142-l6|meta-small|Make", "prompt": "c142-l6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "e.g., using a no-code tool for complex engineering workflows"}, {"id": "mai-20260917-0922-baseline|c142-l6|meta-small|Pipedream", "prompt": "c142-l6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pipedream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Developer-friendly tools like Pipedream, Trigger, and Inngest are preferred when engineering owns the workflow"}, {"id": "mai-20260917-0922-baseline|c142-l6|meta-small|Trigger", "prompt": "c142-l6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Trigger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Developer-friendly tools like Pipedream, Trigger, and Inngest are preferred"}, {"id": "mai-20260917-0922-baseline|c142-l6|meta-small|Inngest", "prompt": "c142-l6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Inngest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Developer-friendly tools like Pipedream, Trigger, and Inngest are preferred"}, {"id": "mai-20260917-0922-baseline|c142-l6|meta-small|Temporal", "prompt": "c142-l6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Temporal is recommended only when scale or workflow depth genuinely demands it"}, {"id": "mai-20260917-0922-baseline|c142-l6|meta-small|Step Functions", "prompt": "c142-l6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Step Functions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Step Functions should be considered if AWS lock-in is the deciding factor."}, {"id": "mai-20260917-0922-baseline|c142-l6|meta-small|Airflow", "prompt": "c142-l6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "data-pipeline orchestrators (e.g., Airflow, Dagster, Prefect)"}, {"id": "mai-20260917-0922-baseline|c142-l6|meta-small|Dagster", "prompt": "c142-l6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "data-pipeline orchestrators (e.g., Airflow, Dagster, Prefect)"}, {"id": "mai-20260917-0922-baseline|c142-l6|meta-small|Prefect", "prompt": "c142-l6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "data-pipeline orchestrators (e.g., Airflow, Dagster, Prefect)"}, {"id": "mai-20260917-0922-baseline|c142-l6|meta-small|Camunda", "prompt": "c142-l6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "business-process orchestrators (e.g., Camunda)"}, {"id": "mai-20260917-0922-baseline|c142-l6|meta-small|Argo Workflows", "prompt": "c142-l6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "cloud-native or platform-native services (e.g., AWS Step Functions, Argo Workflows)"}, {"id": "mai-20260917-0922-baseline|c142-l6|meta-small|Control-M", "prompt": "c142-l6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Control-M", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Tools like Control-M, Camunda, and Temporal are recommended for enterprises."}, {"id": "mai-20260917-0922-baseline|c142-l6|minimax-small|Zapier", "prompt": "c142-l6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid or Approach with Extreme Caution ... Zapier (for enterprise-scale, mission-critical workflows)"}, {"id": "mai-20260917-0922-baseline|c142-l6|minimax-small|Cflow", "prompt": "c142-l6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Cflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Cflow (for large enterprises) - Limited integration with modern SaaS applications"}, {"id": "mai-20260917-0922-baseline|c142-l6|minimax-small|BMC Control-M", "prompt": "c142-l6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "BMC Control-M", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Many organizations are migrating away due to rising TCO and pricing unpredictability"}, {"id": "mai-20260917-0922-baseline|c142-l6|minimax-small|Broadcom Automic/AutoSys", "prompt": "c142-l6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Broadcom Automic/AutoSys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Many organizations are migrating away due to rising TCO and pricing unpredictability"}, {"id": "mai-20260917-0922-baseline|c142-l6|minimax-small|ServiceNow", "prompt": "c142-l6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "forcing ServiceNow on departments that don't need ITSM"}, {"id": "mai-20260917-0922-baseline|c142-l6|minimax-small|Airflow", "prompt": "c142-l6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Airflow, Prefect, Dagster are wrong for workflows spanning days/weeks"}, {"id": "mai-20260917-0922-baseline|c142-l6|minimax-small|Prefect", "prompt": "c142-l6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Airflow, Prefect, Dagster are wrong for workflows spanning days/weeks"}, {"id": "mai-20260917-0922-baseline|c142-l6|minimax-small|Dagster", "prompt": "c142-l6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Airflow, Prefect, Dagster are wrong for workflows spanning days/weeks"}, {"id": "mai-20260917-0922-baseline|c142-l6|minimax-small|Camunda", "prompt": "c142-l6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "business process orchestrators (Camunda) vs. durable execution platforms (Temporal) serve different purposes"}, {"id": "mai-20260917-0922-baseline|c142-l6|minimax-small|Temporal", "prompt": "c142-l6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "durable execution platforms (Temporal) serve different purposes"}, {"id": "mai-20260917-0922-baseline|c142-l6|mistral-small|ServiceNow", "prompt": "c142-l6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is often considered excessive and overly complex for teams that do not require ITSM as a foundation... It may be overkill for workflow orchestration outside of IT service management contexts"}, {"id": "mai-20260917-0922-baseline|c142-l6|moonshot-small|Apache Airflow", "prompt": "c142-l6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Fine for data engineering teams with dedicated platform engineers, but risky as a general enterprise orchestration backbone."}, {"id": "mai-20260917-0922-baseline|c142-l6|moonshot-small|Zapier", "prompt": "c142-l6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "not enterprise-grade orchestration platforms** and should be avoided for mission-critical workflows"}, {"id": "mai-20260917-0922-baseline|c142-l6|moonshot-small|BMC Control-M", "prompt": "c142-l6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "BMC Control-M", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "If you're already on these, plan a migration strategy. If you're selecting new, look elsewhere."}, {"id": "mai-20260917-0922-baseline|c142-l6|moonshot-small|Broadcom Automic/AutoSys", "prompt": "c142-l6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Broadcom Automic/AutoSys", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprises are increasingly migrating *away* from these tools"}, {"id": "mai-20260917-0922-baseline|c142-l6|moonshot-small|CA-7", "prompt": "c142-l6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "CA-7", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Legacy Workload Automation (BMC Control-M, Broadcom Automic/AutoSys, CA-7)"}, {"id": "mai-20260917-0922-baseline|c142-l6|moonshot-small|ServiceNow", "prompt": "c142-l6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**ServiceNow** (ITSM-centric, limited cross-system depth)"}, {"id": "mai-20260917-0922-baseline|c142-l6|moonshot-small|Microsoft Power Automate", "prompt": "c142-l6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "best for M365/Azure stacks, limited outside Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c142-l6|moonshot-small|Salesforce Agentforce", "prompt": "c142-l6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Salesforce Agentforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Salesforce Agentforce** (CRM-embedded, narrow scope)"}, {"id": "mai-20260917-0922-baseline|c142-l6|moonshot-small|Temporal", "prompt": "c142-l6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Airflow \\u2192 Temporal, Camunda, or dedicated enterprise platforms"}, {"id": "mai-20260917-0922-baseline|c142-l6|moonshot-small|Camunda", "prompt": "c142-l6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Airflow \\u2192 Temporal, Camunda, or dedicated enterprise platforms"}, {"id": "mai-20260917-0922-baseline|c142-l6|moonshot-small|ANOW!", "prompt": "c142-l6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "ANOW!", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "dedicated enterprise platforms (e.g., ANOW!, Stonebranch)"}, {"id": "mai-20260917-0922-baseline|c142-l6|moonshot-small|Stonebranch", "prompt": "c142-l6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Stonebranch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "dedicated enterprise platforms (e.g., ANOW!, Stonebranch)"}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|Apache Airflow (especially self-managed)", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow (especially self-managed)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to **Avoid or Be Highly Cautious About**: 1. **Apache Airflow (especially self-managed)**... **When to avoid**: If you don't have a dedicated platform engineering team"}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|Astronomer", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Astronomer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Managed services (e.g., Astronomer, MWAA) mitigate some issues but introduce vendor lock-in and costs."}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|MWAA", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "MWAA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Managed services (e.g., Astronomer, MWAA) mitigate some issues but introduce vendor lock-in and costs."}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|Prefect (open-source core)", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Prefect (open-source core)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**When to avoid**: For mission-critical, regulated workloads needing SLAs. Prefect Cloud helps but may not suffice for extreme scale."}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|n8n", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Arbitrary code execution risks security (e.g., PII exposure); no native governance, SLAs, or audit trails."}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|Zapier", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Task-based limits (e.g., throttles at high volume); not durable for long-running or failure-prone enterprise processes."}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|Make", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Visual focus limits logic complexity; integration depth insufficient for custom enterprise systems"}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|Dagster", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Other Open-Source Newcomers (e.g., Dagster in pure OSS mode)... Enterprises avoid due to \"no accountability\""}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|Databricks Jobs", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Databricks Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Data Pipelines** | Databricks Jobs, Snowflake Tasks, Kestra"}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|Snowflake Tasks", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Snowflake Tasks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Data Pipelines** | Databricks Jobs, Snowflake Tasks, Kestra"}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|Kestra", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Kestra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Data Pipelines** | Databricks Jobs, Snowflake Tasks, Kestra"}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|Camunda", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Business Processes** | Camunda, ServiceNow"}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|ServiceNow", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Business Processes** | Camunda, ServiceNow"}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|Temporal", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Durable/Scale** | Temporal, AWS Step Functions"}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|AWS Step Functions", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS Step Functions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "AWS lock-in alternatives like Step Functions are preferable."}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|BMC Control-M", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "BMC Control-M", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Workload Automation** | BMC Control-M, Broadcom Automic, Beta Systems ANOW!"}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|Broadcom Automic", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Broadcom Automic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**Workload Automation** | BMC Control-M, Broadcom Automic, Beta Systems ANOW!"}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|Beta Systems ANOW!", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Beta Systems ANOW!", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "**Workload Automation** | BMC Control-M, Broadcom Automic, Beta Systems ANOW!"}, {"id": "mai-20260917-0922-baseline|c142-l6|xai-small|Workato", "prompt": "c142-l6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Workato", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "**Enterprise iPaaS** | Workato"}, {"id": "mai-20260917-0922-baseline|c142-l6|zai-small|Orchest", "prompt": "c142-l6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Orchest", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Listed in the 2025 State of Open‑Source Workflow Orchestration ecosystem as a \"retired\" project with no active maintenance. | None – effectively dead."}, {"id": "mai-20260917-0922-baseline|c142-l6|zai-small|Zapier", "prompt": "c142-l6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**No durable execution** | Zapier, Make, n8n (for complex workflows), Power Automate (for enterprise‑wide orchestration)."}, {"id": "mai-20260917-0922-baseline|c142-l6|zai-small|Make (Integromat)", "prompt": "c142-l6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make (Integromat)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**No durable execution** | Zapier, Make, n8n (for complex workflows), Power Automate"}, {"id": "mai-20260917-0922-baseline|c142-l6|zai-small|Workato", "prompt": "c142-l6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Workato", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Zapier**, **Make (Integromat)**, **Workato** (for complex, long‑running workflows) | - **No durable state**"}, {"id": "mai-20260917-0922-baseline|c142-l6|zai-small|n8n", "prompt": "c142-l6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**n8n** (for enterprise‑grade orchestration) | - **Stateful durability is optional**"}, {"id": "mai-20260917-0922-baseline|c142-l6|zai-small|Microsoft Power Automate", "prompt": "c142-l6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Power Automate (for enterprise‑wide orchestration) ... Limited to Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c142-l6|zai-small|AWS Step Functions", "prompt": "c142-l6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS Step Functions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Cloud‑native schedulers tightly coupled to a single cloud** (e.g., AWS Step Functions for non‑AWS workloads) | - **Hard to port to other clouds**"}, {"id": "mai-20260917-0922-baseline|c142-l6|zai-small|Argo Workflows", "prompt": "c142-l6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Argo Workflows", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Kubernetes‑centric tools that can't be easily extended beyond K8s** (e.g., **Argo Workflows** in a pure K8s environment) | - **Limited flexibility**"}, {"id": "mai-20260917-0922-baseline|c142-l6|zai-small|Temporal", "prompt": "c142-l6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Start with durable execution engines** (Temporal, Prefect, Camunda, AWS Step Functions, etc.)"}, {"id": "mai-20260917-0922-baseline|c142-l6|zai-small|Camunda", "prompt": "c142-l6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Enterprise BPM suites** (e.g., **Camunda**, **Bizagi**, **Pega**) for non‑BPM workflows | - **Costly and complex**"}, {"id": "mai-20260917-0922-baseline|c142-l6|zai-small|Prefect", "prompt": "c142-l6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "choose a **durable execution engine** (e.g., Temporal, AWS Step Functions, Camunda, Prefect, etc.)"}, {"id": "mai-20260917-0922-baseline|c142-l6|zai-small|Kubeflow", "prompt": "c142-l6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Kubeflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Kubeflow** for general orchestration) | - **Steep learning curve**"}, {"id": "mai-20260917-0922-baseline|c142-l6|zai-small|Bizagi", "prompt": "c142-l6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Bizagi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "**Enterprise BPM suites** (e.g., **Camunda**, **Bizagi**, **Pega**) for non‑BPM workflows | - **Costly and complex**"}, {"id": "mai-20260917-0922-baseline|c142-l6|zai-small|Pega", "prompt": "c142-l6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pega", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "**Enterprise BPM suites** (e.g., **Camunda**, **Bizagi**, **Pega**) for non‑BPM workflows | - **Costly and complex**"}, {"id": "mai-20260917-0922-baseline|c142-m1|alibaba-small|Enate", "prompt": "c142-m1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Enate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Enate ... Specifically built for B2B service operations."}, {"id": "mai-20260917-0922-baseline|c142-m1|alibaba-small|Next Matter", "prompt": "c142-m1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Next Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Next Matter"}, {"id": "mai-20260917-0922-baseline|c142-m1|alibaba-small|Workato", "prompt": "c142-m1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Workato", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Pick: Workato ... Widely considered the gold standard for mid-market companies scaling up."}, {"id": "mai-20260917-0922-baseline|c142-m1|alibaba-small|SnapLogic", "prompt": "c142-m1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "SnapLogic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative: SnapLogic"}, {"id": "mai-20260917-0922-baseline|c142-m1|alibaba-small|HubSpot", "prompt": "c142-m1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Pick: HubSpot ... native \"Marketing Hub\" workflows are powerful and cost-effective."}, {"id": "mai-20260917-0922-baseline|c142-m1|alibaba-small|Make (formerly Integromat)", "prompt": "c142-m1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Make if you need a generalist tool to connect various apps"}, {"id": "mai-20260917-0922-baseline|c142-m1|alibaba-small|Zapier", "prompt": "c142-m1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More flexible and scalable than Zapier for mid-volume B2B needs."}, {"id": "mai-20260917-0922-baseline|c142-m1|alibaba-small|ServiceNow", "prompt": "c142-m1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "without the complexity of enterprise giants like ServiceNow"}, {"id": "mai-20260917-0922-baseline|c142-m1|alibaba-small|Jira", "prompt": "c142-m1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Jira", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "rigid project management (like Jira/Asana)"}, {"id": "mai-20260917-0922-baseline|c142-m1|alibaba-small|Asana", "prompt": "c142-m1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "rigid project management (like Jira/Asana)"}, {"id": "mai-20260917-0922-baseline|c142-m1|anthropic-small|Zapier", "prompt": "c142-m1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Zapier** - User-friendly, extensive app integrations, good for SMB/mid-market"}, {"id": "mai-20260917-0922-baseline|c142-m1|anthropic-small|Make (formerly Integromat)", "prompt": "c142-m1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "More powerful than Zapier, good visual builder"}, {"id": "mai-20260917-0922-baseline|c142-m1|anthropic-small|n8n", "prompt": "c142-m1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**n8n** - Open-source, self-hosted option, developer-friendly"}, {"id": "mai-20260917-0922-baseline|c142-m1|anthropic-small|Apache Airflow", "prompt": "c142-m1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "For data-heavy orchestration, requires engineering resources"}, {"id": "mai-20260917-0922-baseline|c142-m1|anthropic-small|Temporal", "prompt": "c142-m1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Complex distributed workflows, microservices-oriented"}, {"id": "mai-20260917-0922-baseline|c142-m1|anthropic-small|AWS Step Functions", "prompt": "c142-m1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "AWS Step Functions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If already in AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c142-m1|anthropic-small|Azure Logic Apps", "prompt": "c142-m1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Azure Logic Apps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If in Microsoft environment"}, {"id": "mai-20260917-0922-baseline|c142-m1|anthropic-small|Power Automate", "prompt": "c142-m1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Power Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Microsoft ecosystem, user-friendly"}, {"id": "mai-20260917-0922-baseline|c142-m1|anthropic-small|Workato", "prompt": "c142-m1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Workato", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise-grade, more expensive but comprehensive"}, {"id": "mai-20260917-0922-baseline|c142-m1|challenger-small|Workato", "prompt": "c142-m1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Workato", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workato** is the strongest general-purpose fit for many mid-market B2B companies that need reliable cross-system orchestration"}, {"id": "mai-20260917-0922-baseline|c142-m1|challenger-small|Wrike", "prompt": "c142-m1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Wrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wrike** is a better fit if the main need is coordinating cross-functional work"}, {"id": "mai-20260917-0922-baseline|c142-m1|challenger-small|HubSpot", "prompt": "c142-m1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HubSpot** is strongest for smaller mid-market teams focused on marketing/sales automation"}, {"id": "mai-20260917-0922-baseline|c142-m1|challenger-small|Enate", "prompt": "c142-m1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Enate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enate** or **Next Matter** are specifically recommended for B2B service operations"}, {"id": "mai-20260917-0922-baseline|c142-m1|challenger-small|Next Matter", "prompt": "c142-m1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Next Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Enate** or **Next Matter** are specifically recommended for B2B service operations"}, {"id": "mai-20260917-0922-baseline|c142-m1|deepseek-small|Make.com", "prompt": "c142-m1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Make.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Make.com if your ops/marketing/sales teams own the automation... Make.com is the safest, most flexible choice."}, {"id": "mai-20260917-0922-baseline|c142-m1|deepseek-small|Zapier", "prompt": "c142-m1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cheaper than Zapier at volume"}, {"id": "mai-20260917-0922-baseline|c142-m1|deepseek-small|n8n", "prompt": "c142-m1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "n8n", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "n8n is the best overall value if you have even a single technical person"}, {"id": "mai-20260917-0922-baseline|c142-m1|deepseek-small|Apache Airflow", "prompt": "c142-m1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best pick: Apache Airflow (the safe default)"}, {"id": "mai-20260917-0922-baseline|c142-m1|deepseek-small|Prefect", "prompt": "c142-m1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prefect is the simplest Python-native option \"Airflow without the pain\" but has a smaller ecosystem"}, {"id": "mai-20260917-0922-baseline|c142-m1|deepseek-small|Dagster", "prompt": "c142-m1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Dagster is better if your team writes a lot of dbt, cares about data asset lineage"}, {"id": "mai-20260917-0922-baseline|c142-m1|deepseek-small|Temporal", "prompt": "c142-m1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Temporal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Temporal unless you explicitly have long-running business-critical processes and dedicated backend engineers"}, {"id": "mai-20260917-0922-baseline|c142-m1|deepseek-small|Astronomer", "prompt": "c142-m1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Astronomer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Astronomer (for Airflow) or Prefect Cloud / Dagster+ handle the infrastructure for you"}, {"id": "mai-20260917-0922-baseline|c142-m1|google-small|Dagster", "prompt": "c142-m1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Dagster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Choice: Dagster or Prefect"}, {"id": "mai-20260917-0922-baseline|c142-m1|google-small|Prefect", "prompt": "c142-m1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Best Choice: Dagster or Prefect"}, {"id": "mai-20260917-0922-baseline|c142-m1|google-small|Apache Airflow", "prompt": "c142-m1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "This completely eliminates the DevOps tax that usually comes with self-hosting **Apache Airflow**."}, {"id": "mai-20260917-0922-baseline|c142-m1|google-small|Temporal", "prompt": "c142-m1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Choice: Temporal ... a durable execution engine"}, {"id": "mai-20260917-0922-baseline|c142-m1|google-small|n8n", "prompt": "c142-m1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best Choice: n8n"}, {"id": "mai-20260917-0922-baseline|c142-m1|google-small|Workato", "prompt": "c142-m1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Workato", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Traditional enterprise iPaaS tools like Workato or MuleSoft easily cost $30,000 to $100,000+ a year, pricing out mid-market budgets."}, {"id": "mai-20260917-0922-baseline|c142-m1|google-small|MuleSoft", "prompt": "c142-m1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "MuleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "tools like Workato or MuleSoft easily cost $30,000 to $100,000+ a year, pricing out mid-market budgets"}, {"id": "mai-20260917-0922-baseline|c142-m1|google-small|Zapier", "prompt": "c142-m1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Zapier is too simplistic and quickly becomes prohibitively expensive at scale due to task-based pricing."}, {"id": "mai-20260917-0922-baseline|c142-m1|meta-small|HubSpot Marketing Hub", "prompt": "c142-m1", "model": "meta-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is likely to be one that is designed for small to mid-market B2B and B2C brands, such as HubSpot Marketing Hub"}, {"id": "mai-20260917-0922-baseline|c142-m1|meta-small|Enate", "prompt": "c142-m1", "model": "meta-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Enate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Enate, SnapLogic, and Elementum."}, {"id": "mai-20260917-0922-baseline|c142-m1|meta-small|SnapLogic", "prompt": "c142-m1", "model": "meta-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "SnapLogic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Enate, SnapLogic, and Elementum."}, {"id": "mai-20260917-0922-baseline|c142-m1|meta-small|Elementum", "prompt": "c142-m1", "model": "meta-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Elementum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Enate, SnapLogic, and Elementum."}, {"id": "mai-20260917-0922-baseline|c142-m1|minimax-small|Airflow", "prompt": "c142-m1", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airflow** if you have data engineering teams and need flexibility"}, {"id": "mai-20260917-0922-baseline|c142-m1|minimax-small|Prefect", "prompt": "c142-m1", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Prefect** if you want something more modern and easier to use"}, {"id": "mai-20260917-0922-baseline|c142-m1|minimax-small|Temporal", "prompt": "c142-m1", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Excellent for microservice orchestration, steep learning curve"}, {"id": "mai-20260917-0922-baseline|c142-m1|minimax-small|Camunda", "prompt": "c142-m1", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Camunda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Camunda** if business process automation is more important than data pipelines"}, {"id": "mai-20260917-0922-baseline|c142-m1|minimax-small|AWS Step Functions", "prompt": "c142-m1", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "AWS Step Functions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AWS-native environments | Tight AWS integration, pay-per-use"}, {"id": "mai-20260917-0922-baseline|c142-m1|mistral-small|Enate", "prompt": "c142-m1", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Enate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Enate or Next Matter** are likely the best fits"}, {"id": "mai-20260917-0922-baseline|c142-m1|mistral-small|Next Matter", "prompt": "c142-m1", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Next Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Enate or Next Matter** are likely the best fits"}, {"id": "mai-20260917-0922-baseline|c142-m1|mistral-small|HubSpot Marketing Hub", "prompt": "c142-m1", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a more general, CRM-centric solution, **HubSpot** is a strong contender."}, {"id": "mai-20260917-0922-baseline|c142-m1|mistral-small|SnapLogic", "prompt": "c142-m1", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "SnapLogic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For data-heavy or integration-intensive needs, consider **SnapLogic or Boomi**."}, {"id": "mai-20260917-0922-baseline|c142-m1|mistral-small|Boomi", "prompt": "c142-m1", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Boomi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For data-heavy or integration-intensive needs, consider **SnapLogic or Boomi**."}, {"id": "mai-20260917-0922-baseline|c142-m1|moonshot-small|Make (formerly Integromat)", "prompt": "c142-m1", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **mid-market B2B companies**, I'd recommend **Make** as the starting point."}, {"id": "mai-20260917-0922-baseline|c142-m1|moonshot-small|Workato", "prompt": "c142-m1", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Workato", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "evaluate **Workato** or **n8n** (self-hosted) as alternatives"}, {"id": "mai-20260917-0922-baseline|c142-m1|moonshot-small|n8n", "prompt": "c142-m1", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "evaluate **Workato** or **n8n** (self-hosted) as alternatives"}, {"id": "mai-20260917-0922-baseline|c142-m1|moonshot-small|Zapier", "prompt": "c142-m1", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per-task pricing becomes expensive at scale; weaker at complex logic"}, {"id": "mai-20260917-0922-baseline|c142-m1|moonshot-small|Temporal", "prompt": "c142-m1", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** B2B companies with complex, long-running customer workflows"}, {"id": "mai-20260917-0922-baseline|c142-m1|openai-small|Prefect", "prompt": "c142-m1", "model": "openai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Prefect**"}, {"id": "mai-20260917-0922-baseline|c142-m1|openai-small|Argo Workflows", "prompt": "c142-m1", "model": "openai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Argo Workflows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Argo Workflows** is often the better fit because it is a container-native workflow engine built on Kubernetes CRDs"}, {"id": "mai-20260917-0922-baseline|c142-m1|openai-small|Temporal", "prompt": "c142-m1", "model": "openai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Temporal** is usually the strongest choice"}, {"id": "mai-20260917-0922-baseline|c142-m1|openai-small|Airflow", "prompt": "c142-m1", "model": "openai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "otherwise, it's often the more operationally heavy option"}, {"id": "mai-20260917-0922-baseline|c142-m1|xai-small|Zapier", "prompt": "c142-m1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "over Zapier (too simple/pricey)"}, {"id": "mai-20260917-0922-baseline|c142-m1|xai-small|Prefect", "prompt": "c142-m1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Data-heavy? → Prefect/Dagster"}, {"id": "mai-20260917-0922-baseline|c142-m1|xai-small|Airflow", "prompt": "c142-m1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Airflow/Prefect (too dev-heavy unless data-centric)"}, {"id": "mai-20260917-0922-baseline|c142-m1|xai-small|Make.com (formerly Integromat)", "prompt": "c142-m1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Make.com (formerly Integromat)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "My pick for most mid-market B2B companies: Make.com"}, {"id": "mai-20260917-0922-baseline|c142-m1|xai-small|n8n", "prompt": "c142-m1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Self-hosted/custom workflows, high-volume privacy needs ... Cheapest for scale"}, {"id": "mai-20260917-0922-baseline|c142-m1|xai-small|Wrike", "prompt": "c142-m1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Wrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cross-functional project/business processes ... mid-market standard"}, {"id": "mai-20260917-0922-baseline|c142-m1|xai-small|Workato", "prompt": "c142-m1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Workato", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pricier, overkill for early mid-market"}, {"id": "mai-20260917-0922-baseline|c142-m1|xai-small|Appian", "prompt": "c142-m1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Appian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Scales without $50K+ contracts like Workato/Appian"}, {"id": "mai-20260917-0922-baseline|c142-m1|xai-small|Dagster", "prompt": "c142-m1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Data-heavy? → Prefect/Dagster"}, {"id": "mai-20260917-0922-baseline|c142-m1|zai-small|Make (formerly Integromat)", "prompt": "c142-m1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, start with **Make**. It offers the best balance of visual workflow building, complex logic support, and reasonable pricing."}, {"id": "mai-20260917-0922-baseline|c142-m1|zai-small|Zapier", "prompt": "c142-m1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use Zapier for quick app connections"}, {"id": "mai-20260917-0922-baseline|c142-m1|zai-small|n8n", "prompt": "c142-m1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "reserve n8n for engineering-led initiatives where self-hosting or code-level control is required"}, {"id": "mai-20260917-0922-baseline|c142-m1|zai-small|Power Automate", "prompt": "c142-m1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you're deeply invested in Microsoft 365:** Choose **Power Automate**."}, {"id": "mai-20260917-0922-baseline|c142-m1|zai-small|Workato", "prompt": "c142-m1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Workato", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you need enterprise-grade governance at scale:** Choose **Workato** or **Tray.io**."}, {"id": "mai-20260917-0922-baseline|c142-m1|zai-small|Tray.io", "prompt": "c142-m1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Tray.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Mid-market companies with complex integration needs"}, {"id": "mai-20260917-0922-baseline|c142-m1|zai-small|Apache Airflow", "prompt": "c142-m1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If you're focused on data pipelines:** Choose **Apache Airflow**."}, {"id": "mai-20260917-0922-baseline|c142-m2|alibaba-small|Apache Airflow", "prompt": "c142-m2", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Airflow if you anticipate needing to integrate with many niche data sources quickly and have the engineering resources to maintain the platform."}, {"id": "mai-20260917-0922-baseline|c142-m2|alibaba-small|Astronomer", "prompt": "c142-m2", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Astronomer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "unless you pay for a managed service like Astronomer"}, {"id": "mai-20260917-0922-baseline|c142-m2|alibaba-small|Dagster", "prompt": "c142-m2", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Ideal for mid-sized B2B firms with strong analytics engineering teams that need to track data lineage and ensure high data quality"}, {"id": "mai-20260917-0922-baseline|c142-m2|alibaba-small|Prefect", "prompt": "c142-m2", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose Prefect if you want the fastest setup and least amount of maintenance"}, {"id": "mai-20260917-0922-baseline|c142-m2|anthropic-small|Apache Airflow", "prompt": "c142-m2", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apache Airflow** is likely your best choice."}, {"id": "mai-20260917-0922-baseline|c142-m2|anthropic-small|Conductor", "prompt": "c142-m2", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Conductor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "This is excellent if you're heavy on microservices architecture."}, {"id": "mai-20260917-0922-baseline|c142-m2|anthropic-small|SnapLogic", "prompt": "c142-m2", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "SnapLogic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This is a commercial option better if your team prefers low-code/no-code solutions."}, {"id": "mai-20260917-0922-baseline|c142-m2|anthropic-small|Google Cloud Dataflow", "prompt": "c142-m2", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Google Cloud Dataflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider this if you're already on Google Cloud and need fully managed infrastructure."}, {"id": "mai-20260917-0922-baseline|c142-m2|challenger-small|Dagster", "prompt": "c142-m2", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one for a typical mid-sized B2B company, I'd choose **Dagster**"}, {"id": "mai-20260917-0922-baseline|c142-m2|challenger-small|Apache Airflow", "prompt": "c142-m2", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Apache Airflow** is the safer default"}, {"id": "mai-20260917-0922-baseline|c142-m2|challenger-small|Prefect", "prompt": "c142-m2", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if your team is strongly Python-centric and values developer experience"}, {"id": "mai-20260917-0922-baseline|c142-m2|challenger-small|Managed Airflow/Astronomer", "prompt": "c142-m2", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Managed Airflow/Astronomer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good choice if you want Airflow's ecosystem without the operational burden of running it yourself"}, {"id": "mai-20260917-0922-baseline|c142-m2|deepseek-small|Apache Airflow", "prompt": "c142-m2", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you already have data-engineering muscle and plan to scale significantly, **Airflow** is the dependable industry standard."}, {"id": "mai-20260917-0922-baseline|c142-m2|deepseek-small|Astronomer", "prompt": "c142-m2", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Astronomer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "you pay ~$1,500–5,000/mo for a managed version like Astronomer or Cloud Composer"}, {"id": "mai-20260917-0922-baseline|c142-m2|deepseek-small|Cloud Composer", "prompt": "c142-m2", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Cloud Composer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a managed version like Astronomer or Cloud Composer"}, {"id": "mai-20260917-0922-baseline|c142-m2|deepseek-small|Prefect", "prompt": "c142-m2", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd lean toward **Prefect** (for speed and simplicity)"}, {"id": "mai-20260917-0922-baseline|c142-m2|deepseek-small|Dagster", "prompt": "c142-m2", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "or **Dagster** (if you're dbt-heavy and want strong lineage)"}, {"id": "mai-20260917-0922-baseline|c142-m2|google-small|Dagster", "prompt": "c142-m2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dagster** (specifically paired with **Dagster+** for managed hosting) is the strongest recommendation"}, {"id": "mai-20260917-0922-baseline|c142-m2|google-small|Prefect", "prompt": "c142-m2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Top Pick for Python-Heavy & API-Driven Teams: **Prefect** ... is the ideal choice"}, {"id": "mai-20260917-0922-baseline|c142-m2|google-small|Managed Apache Airflow", "prompt": "c142-m2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Managed Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Airflow is notoriously heavy... **Never self-host Airflow on Kubernetes** if you are mid-sized."}, {"id": "mai-20260917-0922-baseline|c142-m2|google-small|Astronomer", "prompt": "c142-m2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Astronomer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Only choose Airflow if you are willing to pay for a managed SaaS provider like **Astronomer**"}, {"id": "mai-20260917-0922-baseline|c142-m2|google-small|AWS MWAA", "prompt": "c142-m2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "AWS MWAA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a cloud native version like **AWS MWAA**"}, {"id": "mai-20260917-0922-baseline|c142-m2|google-small|GCP Cloud Composer", "prompt": "c142-m2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "GCP Cloud Composer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or **GCP Cloud Composer** to handle the infrastructure headaches for you"}, {"id": "mai-20260917-0922-baseline|c142-m2|google-small|Orchestra", "prompt": "c142-m2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Orchestra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look into declarative orchestrators like **Orchestra** or **Kestra**"}, {"id": "mai-20260917-0922-baseline|c142-m2|google-small|Kestra", "prompt": "c142-m2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Kestra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Kestra** uses YAML to define pipelines, making it completely language-agnostic."}, {"id": "mai-20260917-0922-baseline|c142-m2|meta-small|Dagster", "prompt": "c142-m2", "model": "meta-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Dagster: A next-generation orchestration platform for the development, production, and observation of data assets."}, {"id": "mai-20260917-0922-baseline|c142-m2|meta-small|Apache Airflow", "prompt": "c142-m2", "model": "meta-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Apache Airflow: A popular open-source platform for managing and automating data pipelines."}, {"id": "mai-20260917-0922-baseline|c142-m2|meta-small|Argo Workflows", "prompt": "c142-m2", "model": "meta-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Argo Workflows: A Kubernetes-native workflow engine for automating complex workflows."}, {"id": "mai-20260917-0922-baseline|c142-m2|meta-small|NiFi", "prompt": "c142-m2", "model": "meta-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "NiFi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "NiFi: A data integration tool that provides real-time data integration and event-driven architecture."}, {"id": "mai-20260917-0922-baseline|c142-m2|minimax-small|Apache Airflow", "prompt": "c142-m2", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Or **Airflow** if: You already have some pipelines running and want to consolidate"}, {"id": "mai-20260917-0922-baseline|c142-m2|minimax-small|Dagster", "prompt": "c142-m2", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Given your position, I'd lean toward **Dagster**"}, {"id": "mai-20260917-0922-baseline|c142-m2|minimax-small|Prefect", "prompt": "c142-m2", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prefect** is a good choice if you want the lightest setup and have simpler needs."}, {"id": "mai-20260917-0922-baseline|c142-m2|mistral-small|Apache Airflow", "prompt": "c142-m2", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're already using Airflow or need maximum reliability and ecosystem support, stick with **Airflow**."}, {"id": "mai-20260917-0922-baseline|c142-m2|mistral-small|Dagster", "prompt": "c142-m2", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want a modern, asset-centric approach and better developer experience, choose **Dagster**."}, {"id": "mai-20260917-0922-baseline|c142-m2|mistral-small|Prefect", "prompt": "c142-m2", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If simplicity and fast iteration are your top priorities, go with **Prefect**."}, {"id": "mai-20260917-0922-baseline|c142-m2|moonshot-small|Prefect", "prompt": "c142-m2", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Prefect** as the best balance of modern features, ease of use, and operational overhead"}, {"id": "mai-20260917-0922-baseline|c142-m2|moonshot-small|Dagster", "prompt": "c142-m2", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My Top Recommendation: **Prefect** or **Dagster**"}, {"id": "mai-20260917-0922-baseline|c142-m2|moonshot-small|Apache Airflow", "prompt": "c142-m2", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **Apache Airflow** (or managed versions like Astronomer) if: You have a dedicated platform/DevOps team"}, {"id": "mai-20260917-0922-baseline|c142-m2|moonshot-small|Mage", "prompt": "c142-m2", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Mage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Mage** | Small teams wanting low-code | Low | Low | Notebook-style UI, quick setup |"}, {"id": "mai-20260917-0922-baseline|c142-m2|moonshot-small|Astronomer", "prompt": "c142-m2", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Astronomer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "managed versions like Astronomer"}, {"id": "mai-20260917-0922-baseline|c142-m2|openai-small|Dagster", "prompt": "c142-m2", "model": "openai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Dagster** as the default choice"}, {"id": "mai-20260917-0922-baseline|c142-m2|openai-small|Apache Airflow", "prompt": "c142-m2", "model": "openai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Apache Airflow** if you want: the most established, widely used orchestration standard"}, {"id": "mai-20260917-0922-baseline|c142-m2|openai-small|Prefect", "prompt": "c142-m2", "model": "openai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Prefect** if you prioritize: a lighter-weight workflow experience"}, {"id": "mai-20260917-0922-baseline|c142-m2|xai-small|Prefect", "prompt": "c142-m2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Prefect** as the top starting point"}, {"id": "mai-20260917-0922-baseline|c142-m2|xai-small|Dagster", "prompt": "c142-m2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dagster** (close second): If data quality/lineage is key"}, {"id": "mai-20260917-0922-baseline|c142-m2|xai-small|Airflow", "prompt": "c142-m2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but often overkill for mid-sized unless pipelines are very complex"}, {"id": "mai-20260917-0922-baseline|c142-m2|xai-small|Astronomer", "prompt": "c142-m2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Astronomer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Airflow** (via managed like Astronomer)"}, {"id": "mai-20260917-0922-baseline|c142-m2|zai-small|Apache Airflow", "prompt": "c142-m2", "model": "zai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most balanced recommendation is **Apache Airflow** (self‑hosted on Kubernetes)"}, {"id": "mai-20260917-0922-baseline|c142-m2|zai-small|Dagster", "prompt": "c142-m2", "model": "zai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dagster** is a strong second choice"}, {"id": "mai-20260917-0922-baseline|c142-m2|zai-small|Prefect", "prompt": "c142-m2", "model": "zai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prefect** is a good fit if you want the fastest Python‑first onboarding"}, {"id": "mai-20260917-0922-baseline|c142-m3|alibaba-small|Apache Airflow", "prompt": "c142-m3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The industry standard for data pipelines. Uses Python to define workflows (DAGs). Highly flexible but has a steep learning curve."}, {"id": "mai-20260917-0922-baseline|c142-m3|alibaba-small|Argo Workflows", "prompt": "c142-m3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Kubernetes-native. Ideal if your infrastructure already runs on K8s"}, {"id": "mai-20260917-0922-baseline|c142-m3|alibaba-small|Kubeflow", "prompt": "c142-m3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Kubeflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Specialized for deploying and managing machine learning workflows specifically within Kubernetes environments."}, {"id": "mai-20260917-0922-baseline|c142-m3|alibaba-small|Prefect", "prompt": "c142-m3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often cited as a modern alternative to Airflow with better error handling, observability, and a simpler code-base (Python)."}, {"id": "mai-20260917-0922-baseline|c142-m3|alibaba-small|Zapier", "prompt": "c142-m3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Largest library of integrations (9,000+ apps) and the simplest interface"}, {"id": "mai-20260917-0922-baseline|c142-m3|alibaba-small|Make (Integromat)", "prompt": "c142-m3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make (Integromat)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Superior for building complex, branched logic visually."}, {"id": "mai-20260917-0922-baseline|c142-m3|alibaba-small|n8n", "prompt": "c142-m3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "\"Fair-code\" model allowing you to self-host the workflow engine on your own servers"}, {"id": "mai-20260917-0922-baseline|c142-m3|alibaba-small|Workato", "prompt": "c142-m3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Workato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Built for heavy-duty enterprise security and compliance."}, {"id": "mai-20260917-0922-baseline|c142-m3|alibaba-small|Microsoft Power Automate", "prompt": "c142-m3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "The default choice for organizations deeply integrated into Office 365 and Azure"}, {"id": "mai-20260917-0922-baseline|c142-m3|alibaba-small|Elementum", "prompt": "c142-m3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Elementum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "A new class of tools is emerging (seen in search results as **Elementum**"}, {"id": "mai-20260917-0922-baseline|c142-m3|alibaba-small|Salesforce Agentforce", "prompt": "c142-m3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Salesforce Agentforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "moves away from \"if-this-then-that\" rules toward **AI Agents**"}, {"id": "mai-20260917-0922-baseline|c142-m3|alibaba-small|ServiceNow Agent Fabric", "prompt": "c142-m3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "ServiceNow Agent Fabric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "and **ServiceNow Agent Fabric**) that moves away from \"if-this-then-that\" rules"}, {"id": "mai-20260917-0922-baseline|c142-m3|anthropic-small|Apache Airflow", "prompt": "c142-m3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Airflow dominates Python-based DAG scheduling."}, {"id": "mai-20260917-0922-baseline|c142-m3|anthropic-small|Prefect", "prompt": "c142-m3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Prefect provides fault-tolerant dataflow automation."}, {"id": "mai-20260917-0922-baseline|c142-m3|anthropic-small|Argo Workflows", "prompt": "c142-m3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Argo Workflows runs container-native jobs on Kubernetes."}, {"id": "mai-20260917-0922-baseline|c142-m3|anthropic-small|n8n", "prompt": "c142-m3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Open source workflow orchestration tools like Apache Airflow, Prefect, Argo Workflows, and n8n"}, {"id": "mai-20260917-0922-baseline|c142-m3|anthropic-small|Cflow", "prompt": "c142-m3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Cflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "only Cflow and Kissflow were built with approvals as the core product"}, {"id": "mai-20260917-0922-baseline|c142-m3|anthropic-small|Kissflow", "prompt": "c142-m3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Kissflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "only Cflow and Kissflow were built with approvals as the core product"}, {"id": "mai-20260917-0922-baseline|c142-m3|anthropic-small|Wrike", "prompt": "c142-m3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Wrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "including Cflow, Kissflow, Wrike, and monday.com"}, {"id": "mai-20260917-0922-baseline|c142-m3|anthropic-small|monday.com", "prompt": "c142-m3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "including Cflow, Kissflow, Wrike, and monday.com"}, {"id": "mai-20260917-0922-baseline|c142-m3|anthropic-small|Camunda", "prompt": "c142-m3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Camunda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Camunda offers BPMN-based process orchestration for developer-driven teams"}, {"id": "mai-20260917-0922-baseline|c142-m3|anthropic-small|Google Workflows", "prompt": "c142-m3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Google Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Google Workflows is a robust workflow orchestration service provided by Google Cloud"}, {"id": "mai-20260917-0922-baseline|c142-m3|anthropic-small|Teamwork.com", "prompt": "c142-m3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Teamwork.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Teamwork.com and Zapier serve business users."}, {"id": "mai-20260917-0922-baseline|c142-m3|anthropic-small|Zapier", "prompt": "c142-m3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Teamwork.com and Zapier serve business users."}, {"id": "mai-20260917-0922-baseline|c142-m3|challenger-small|Apache Airflow", "prompt": "c142-m3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "DAG-based, Python-centric, and strongest when you need a mature ecosystem for ETL/ELT and batch orchestration."}, {"id": "mai-20260917-0922-baseline|c142-m3|challenger-small|Prefect", "prompt": "c142-m3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "More developer-friendly than Airflow, with strong observability and dynamic task handling for Python teams."}, {"id": "mai-20260917-0922-baseline|c142-m3|challenger-small|Dagster", "prompt": "c142-m3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Centers on **software-defined assets** and data lineage"}, {"id": "mai-20260917-0922-baseline|c142-m3|challenger-small|Temporal", "prompt": "c142-m3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focuses on **durable execution** and stateful service coordination"}, {"id": "mai-20260917-0922-baseline|c142-m3|challenger-small|Argo Workflows", "prompt": "c142-m3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Built for containerized workloads on Kubernetes"}, {"id": "mai-20260917-0922-baseline|c142-m3|challenger-small|AWS Step Functions", "prompt": "c142-m3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "AWS Step Functions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A managed **state machine** service for coordinating Lambda and other AWS services"}, {"id": "mai-20260917-0922-baseline|c142-m3|challenger-small|Google Cloud Workflows", "prompt": "c142-m3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Google Cloud Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Similar serverless orchestration, but optimized for Google Cloud services"}, {"id": "mai-20260917-0922-baseline|c142-m3|challenger-small|Azure Data Factory", "prompt": "c142-m3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Azure Data Factory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for data ingestion and transformation inside Microsoft/Azure-centric environments."}, {"id": "mai-20260917-0922-baseline|c142-m3|challenger-small|Camunda", "prompt": "c142-m3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Camunda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Uses **BPMN/DMN** and human-in-the-loop workflows"}, {"id": "mai-20260917-0922-baseline|c142-m3|challenger-small|Zapier", "prompt": "c142-m3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for quick business automation across thousands of SaaS apps, not complex engineering workflows."}, {"id": "mai-20260917-0922-baseline|c142-m3|challenger-small|Make", "prompt": "c142-m3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Similar to Zapier but more visual and flexible for branching logic"}, {"id": "mai-20260917-0922-baseline|c142-m3|challenger-small|Workato", "prompt": "c142-m3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Workato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Aimed at large organizations needing many connectors, governance, and enterprise automation."}, {"id": "mai-20260917-0922-baseline|c142-m3|challenger-small|n8n", "prompt": "c142-m3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Open and flexible, with a code node for JavaScript/Python-style customization and self-hosting."}, {"id": "mai-20260917-0922-baseline|c142-m3|challenger-small|Kestra", "prompt": "c142-m3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Kestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Designed as a more universal, polyglot orchestration layer spanning data, infrastructure, and AI workloads."}, {"id": "mai-20260917-0922-baseline|c142-m3|challenger-small|ServiceNow Automation Engine", "prompt": "c142-m3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "ServiceNow Automation Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Best when orchestration is tied to IT operations and service management"}, {"id": "mai-20260917-0922-baseline|c142-m3|deepseek-small|Apache Airflow", "prompt": "c142-m3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick Airflow if you need the battle-tested standard with the largest integration ecosystem, especially for scheduled batch data pipelines."}, {"id": "mai-20260917-0922-baseline|c142-m3|deepseek-small|Prefect", "prompt": "c142-m3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick Prefect if you value modern Python-native DX, dynamic workflows, and fast local iteration."}, {"id": "mai-20260917-0922-baseline|c142-m3|deepseek-small|Dagster", "prompt": "c142-m3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick Dagster if data quality, lineage, and asset tracking are your priorities."}, {"id": "mai-20260917-0922-baseline|c142-m3|deepseek-small|Temporal", "prompt": "c142-m3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick Temporal if you're orchestrating long-running, reliable distributed processes"}, {"id": "mai-20260917-0922-baseline|c142-m3|deepseek-small|Kestra", "prompt": "c142-m3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Kestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "An open-source orchestrator known for its declarative YAML-based workflows and event-driven triggers."}, {"id": "mai-20260917-0922-baseline|c142-m3|deepseek-small|Celery", "prompt": "c142-m3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Celery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Celery & cron — Simpler, more limited options for basic task scheduling."}, {"id": "mai-20260917-0922-baseline|c142-m3|deepseek-small|cron", "prompt": "c142-m3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "cron", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Celery & cron — Simpler, more limited options for basic task scheduling."}, {"id": "mai-20260917-0922-baseline|c142-m3|deepseek-small|n8n", "prompt": "c142-m3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "No-code / low-code automation platforms (iPaaS) focused on connecting apps visually rather than running data pipelines."}, {"id": "mai-20260917-0922-baseline|c142-m3|deepseek-small|Make", "prompt": "c142-m3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "No-code / low-code automation platforms (iPaaS)"}, {"id": "mai-20260917-0922-baseline|c142-m3|deepseek-small|Zapier", "prompt": "c142-m3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "No-code / low-code automation platforms (iPaaS)"}, {"id": "mai-20260917-0922-baseline|c142-m3|deepseek-small|Camunda", "prompt": "c142-m3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Camunda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Enterprise BPMN-based process automation for human/business processes."}, {"id": "mai-20260917-0922-baseline|c142-m3|deepseek-small|ServiceNow", "prompt": "c142-m3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Enterprise BPM platforms with AI/agentic capabilities for regulated processes."}, {"id": "mai-20260917-0922-baseline|c142-m3|deepseek-small|Pega", "prompt": "c142-m3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Pega", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Enterprise BPM platforms with AI/agentic capabilities for regulated processes."}, {"id": "mai-20260917-0922-baseline|c142-m3|deepseek-small|Appian", "prompt": "c142-m3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Appian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Enterprise BPM platforms with AI/agentic capabilities for regulated processes."}, {"id": "mai-20260917-0922-baseline|c142-m3|google-small|Apache Airflow", "prompt": "c142-m3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose Airflow if you are at a large enterprise, need to run highly scheduled batch jobs"}, {"id": "mai-20260917-0922-baseline|c142-m3|google-small|Dagster", "prompt": "c142-m3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose Dagster if your main concern is data quality"}, {"id": "mai-20260917-0922-baseline|c142-m3|google-small|Prefect", "prompt": "c142-m3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose Prefect if you are a Python developer or data scientist"}, {"id": "mai-20260917-0922-baseline|c142-m3|google-small|Temporal", "prompt": "c142-m3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose Temporal if you are a backend engineer building a highly distributed application"}, {"id": "mai-20260917-0922-baseline|c142-m3|google-small|Kestra", "prompt": "c142-m3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Kestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose Kestra if you want to run fast, event-driven pipelines across multiple programming languages"}, {"id": "mai-20260917-0922-baseline|c142-m3|meta-small|Apache Airflow", "prompt": "c142-m3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Apache Airflow, Prefect, Dagster, Temporal, Argo Workflows"}, {"id": "mai-20260917-0922-baseline|c142-m3|meta-small|Prefect", "prompt": "c142-m3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Apache Airflow, Prefect, Dagster, Temporal"}, {"id": "mai-20260917-0922-baseline|c142-m3|meta-small|Dagster", "prompt": "c142-m3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Apache Airflow, Prefect, Dagster, Temporal"}, {"id": "mai-20260917-0922-baseline|c142-m3|meta-small|Temporal", "prompt": "c142-m3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prefect, Dagster, Temporal, Argo Workflows"}, {"id": "mai-20260917-0922-baseline|c142-m3|meta-small|Argo Workflows", "prompt": "c142-m3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Temporal, Argo Workflows, AWS Step Functions"}, {"id": "mai-20260917-0922-baseline|c142-m3|meta-small|AWS Step Functions", "prompt": "c142-m3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "AWS Step Functions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Argo Workflows, AWS Step Functions, Google Cloud Workflows"}, {"id": "mai-20260917-0922-baseline|c142-m3|meta-small|Google Cloud Workflows", "prompt": "c142-m3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Google Cloud Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AWS Step Functions, Google Cloud Workflows, Azure Data Factory"}, {"id": "mai-20260917-0922-baseline|c142-m3|meta-small|Azure Data Factory", "prompt": "c142-m3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Azure Data Factory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Google Cloud Workflows, Azure Data Factory, Apache NiFi"}, {"id": "mai-20260917-0922-baseline|c142-m3|meta-small|Apache NiFi", "prompt": "c142-m3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache NiFi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Azure Data Factory, Apache NiFi, and Breyta"}, {"id": "mai-20260917-0922-baseline|c142-m3|meta-small|Breyta", "prompt": "c142-m3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Breyta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Apache NiFi, and Breyta"}, {"id": "mai-20260917-0922-baseline|c142-m3|minimax-small|Apache Airflow", "prompt": "c142-m3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Apache Airflow** | Large-scale data pipelines | Massive ecosystem, Python-based, widely adopted"}, {"id": "mai-20260917-0922-baseline|c142-m3|minimax-small|Prefect", "prompt": "c142-m3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Prefect** | Developer-friendly workflows | Dynamic orchestration, modern Python API"}, {"id": "mai-20260917-0922-baseline|c142-m3|minimax-small|Dagster", "prompt": "c142-m3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Dagster** | Data reliability & asset management | Asset-based orchestration"}, {"id": "mai-20260917-0922-baseline|c142-m3|minimax-small|Kestra", "prompt": "c142-m3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Kestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Kestra** | Code-defined DAG workflows | Strong auditability, task-level retries"}, {"id": "mai-20260917-0922-baseline|c142-m3|minimax-small|Astronomer", "prompt": "c142-m3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Astronomer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Astronomer** | Airflow at enterprise scale | Managed Airflow"}, {"id": "mai-20260917-0922-baseline|c142-m3|minimax-small|Zapier", "prompt": "c142-m3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Zapier** | Building safely with AI | 9,000+ app integrations, AI-powered"}, {"id": "mai-20260917-0922-baseline|c142-m3|minimax-small|Make (Integromat)", "prompt": "c142-m3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make (Integromat)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Make (Integromat)** | Visual logic & complex workflows"}, {"id": "mai-20260917-0922-baseline|c142-m3|minimax-small|Workato", "prompt": "c142-m3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Workato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Workato** | Enterprise-grade iPaaS | Agentic automation, robust governance"}, {"id": "mai-20260917-0922-baseline|c142-m3|minimax-small|Microsoft Power Automate", "prompt": "c142-m3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Microsoft Power Automate** | Microsoft ecosystem users | Deep Microsoft 365 integration"}, {"id": "mai-20260917-0922-baseline|c142-m3|minimax-small|n8n", "prompt": "c142-m3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**n8n** | Self-hosting & flexibility | Open-source, affordable self-hosting"}, {"id": "mai-20260917-0922-baseline|c142-m3|minimax-small|Temporal", "prompt": "c142-m3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Temporal** | Long-running workflows | Durable execution, fault tolerance"}, {"id": "mai-20260917-0922-baseline|c142-m3|minimax-small|Orkes Conductor", "prompt": "c142-m3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Orkes Conductor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Orkes Conductor** | Scalable workflow engines | Netflix-founded, high scalability"}, {"id": "mai-20260917-0922-baseline|c142-m3|minimax-small|Camunda", "prompt": "c142-m3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Camunda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Camunda** | Enterprise process automation | Open-source BPMN engine"}, {"id": "mai-20260917-0922-baseline|c142-m3|minimax-small|ServiceNow", "prompt": "c142-m3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**ServiceNow** | ITSM & AI extension | Market leader in IT service management"}, {"id": "mai-20260917-0922-baseline|c142-m3|minimax-small|Appian", "prompt": "c142-m3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Appian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Appian** | Low-code federal/enterprise | FedRAMP compliance"}, {"id": "mai-20260917-0922-baseline|c142-m3|minimax-small|Pega", "prompt": "c142-m3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Pega", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Pega** | Regulated BPM with AI decisioning"}, {"id": "mai-20260917-0922-baseline|c142-m3|mistral-small|Zapier", "prompt": "c142-m3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Zapier** – Best for building workflows with AI safely, connecting 9,000+ apps."}, {"id": "mai-20260917-0922-baseline|c142-m3|mistral-small|Make (formerly Integromat)", "prompt": "c142-m3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Excels in visual logic and workflow design"}, {"id": "mai-20260917-0922-baseline|c142-m3|mistral-small|Workato", "prompt": "c142-m3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Workato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise-grade iPaaS with a focus on agentic automation"}, {"id": "mai-20260917-0922-baseline|c142-m3|mistral-small|n8n", "prompt": "c142-m3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ideal for self-hosting and developers"}, {"id": "mai-20260917-0922-baseline|c142-m3|mistral-small|Microsoft Power Automate", "prompt": "c142-m3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for Microsoft ecosystem users"}, {"id": "mai-20260917-0922-baseline|c142-m3|mistral-small|Moxo", "prompt": "c142-m3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Moxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Designed for complex, multi-step business workflows with native AI orchestration"}, {"id": "mai-20260917-0922-baseline|c142-m3|mistral-small|Camunda", "prompt": "c142-m3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Camunda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Suited for high-volume automated pipelines"}, {"id": "mai-20260917-0922-baseline|c142-m3|mistral-small|Temporal", "prompt": "c142-m3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Focuses on microservice orchestration, but lacks native AI and human-in-the-loop features."}, {"id": "mai-20260917-0922-baseline|c142-m3|mistral-small|Orkes (Conductor)", "prompt": "c142-m3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Orkes (Conductor)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Supports agentic and microservice workflows, with native AI orchestration"}, {"id": "mai-20260917-0922-baseline|c142-m3|mistral-small|Pega", "prompt": "c142-m3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Pega", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strong in AI-driven decisioning at enterprise scale"}, {"id": "mai-20260917-0922-baseline|c142-m3|mistral-small|Appian", "prompt": "c142-m3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Appian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Enables rapid process application development"}, {"id": "mai-20260917-0922-baseline|c142-m3|mistral-small|AWS Step Functions", "prompt": "c142-m3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "AWS Step Functions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "AWS-native service orchestration, but limited AI and human-in-the-loop capabilities."}, {"id": "mai-20260917-0922-baseline|c142-m3|mistral-small|Azure Logic Apps", "prompt": "c142-m3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Azure Logic Apps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Integrates well with the Microsoft ecosystem, but has limited AI and human-in-the-loop features."}, {"id": "mai-20260917-0922-baseline|c142-m3|mistral-small|IBM Business Automation Workflow", "prompt": "c142-m3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "IBM Business Automation Workflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Best for legacy-heavy enterprise environments, with limited AI orchestration."}, {"id": "mai-20260917-0922-baseline|c142-m3|mistral-small|Kestra", "prompt": "c142-m3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Kestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "API-first approach, scoring 9.5/10 in reviews"}, {"id": "mai-20260917-0922-baseline|c142-m3|mistral-small|Elementum", "prompt": "c142-m3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Elementum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "hybrid (Elementum, Pega)"}, {"id": "mai-20260917-0922-baseline|c142-m3|moonshot-small|Apache Airflow", "prompt": "c142-m3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Airflow** is the mature incumbent (10+ years, ~47% market share)... Great for batch processing but has a steep learning curve."}, {"id": "mai-20260917-0922-baseline|c142-m3|moonshot-small|Dagster", "prompt": "c142-m3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Dagster** treats *data assets* as first-class citizens."}, {"id": "mai-20260917-0922-baseline|c142-m3|moonshot-small|Prefect", "prompt": "c142-m3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Prefect** focuses on simplicity—just decorate Python functions"}, {"id": "mai-20260917-0922-baseline|c142-m3|moonshot-small|Argo Workflows", "prompt": "c142-m3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Argo** is general-purpose for K8s—every step runs in a container pod."}, {"id": "mai-20260917-0922-baseline|c142-m3|moonshot-small|Kubeflow", "prompt": "c142-m3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Kubeflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Kubeflow** is ML-specific, providing notebooks, training operators, and serving infrastructure."}, {"id": "mai-20260917-0922-baseline|c142-m3|moonshot-small|Temporal", "prompt": "c142-m3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Temporal** workflows can run for *years* with automatic recovery."}, {"id": "mai-20260917-0922-baseline|c142-m3|moonshot-small|Camunda", "prompt": "c142-m3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Camunda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Camunda** uses visual BPMN diagrams, better for business analysts and regulated industries."}, {"id": "mai-20260917-0922-baseline|c142-m3|moonshot-small|Zapier", "prompt": "c142-m3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Zapier** | 7,000+ app connectors | Business users, simple app integrations"}, {"id": "mai-20260917-0922-baseline|c142-m3|moonshot-small|Make", "prompt": "c142-m3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Make** | Visual drag-and-drop scenario builder"}, {"id": "mai-20260917-0922-baseline|c142-m3|moonshot-small|n8n", "prompt": "c142-m3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**n8n** | Self-hostable, code nodes"}, {"id": "mai-20260917-0922-baseline|c142-m3|moonshot-small|Workato", "prompt": "c142-m3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Workato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Workato** | Enterprise iPaaS with agentic AI | Large enterprises, IT governance requirements"}, {"id": "mai-20260917-0922-baseline|c142-m3|openai-small|Apache Airflow", "prompt": "c142-m3", "model": "openai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **Airflow** if you need a proven **batch scheduler** with lots of integrations."}, {"id": "mai-20260917-0922-baseline|c142-m3|openai-small|Prefect", "prompt": "c142-m3", "model": "openai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **Prefect** if you want **simple Python-native orchestration** with less ceremony."}, {"id": "mai-20260917-0922-baseline|c142-m3|openai-small|Dagster", "prompt": "c142-m3", "model": "openai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **Dagster** if your main concern is **data quality, lineage, and maintainable data assets**."}, {"id": "mai-20260917-0922-baseline|c142-m3|openai-small|Temporal", "prompt": "c142-m3", "model": "openai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **Temporal** if you're orchestrating **business processes or application workflows**"}, {"id": "mai-20260917-0922-baseline|c142-m3|xai-small|Apache Airflow", "prompt": "c142-m3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apache Airflow** - The longstanding leader (open-source, Apache 2.0), used by massive enterprises for batch ETL/data pipelines."}, {"id": "mai-20260917-0922-baseline|c142-m3|xai-small|Dagster", "prompt": "c142-m3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dagster** - Rising star for asset-centric data workflows (open core)."}, {"id": "mai-20260917-0922-baseline|c142-m3|xai-small|Prefect", "prompt": "c142-m3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prefect** - Modern Python-first alternative (open core)."}, {"id": "mai-20260917-0922-baseline|c142-m3|xai-small|Argo Workflows", "prompt": "c142-m3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Argo Workflows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Argo Workflows** - Kubernetes-native for cloud-native/DevOps teams (open-source, CNCF)."}, {"id": "mai-20260917-0922-baseline|c142-m3|xai-small|Flyte", "prompt": "c142-m3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Flyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Flyte** - Typed, scalable for ML/Reproducible pipelines (open-source)."}, {"id": "mai-20260917-0922-baseline|c142-m3|xai-small|Temporal", "prompt": "c142-m3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Temporal** - Durable execution for long-running, fault-tolerant apps/microservices"}, {"id": "mai-20260917-0922-baseline|c142-m3|xai-small|Kestra", "prompt": "c142-m3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Kestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like Kestra (declarative YAML) ... appear less frequently in top lists but suit niches."}, {"id": "mai-20260917-0922-baseline|c142-m3|xai-small|Luigi", "prompt": "c142-m3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Luigi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Luigi (legacy), or managed services ... appear less frequently in top lists but suit niches."}, {"id": "mai-20260917-0922-baseline|c142-m3|xai-small|AWS Step Functions", "prompt": "c142-m3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "AWS Step Functions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "managed services (AWS Step Functions, MWAA/Composer) appear less frequently in top lists but suit niches."}, {"id": "mai-20260917-0922-baseline|c142-m3|zai-small|AWS Step Functions", "prompt": "c142-m3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "AWS Step Functions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**AWS‑centric serverless pipelines** | AWS Step Functions"}, {"id": "mai-20260917-0922-baseline|c142-m3|zai-small|Azure Logic Apps", "prompt": "c142-m3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Azure Logic Apps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Azure‑centric business processes** | Azure Logic Apps"}, {"id": "mai-20260917-0922-baseline|c142-m3|zai-small|GCP Cloud Workflows", "prompt": "c142-m3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "GCP Cloud Workflows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GCP‑centric event‑driven workflows** | Google Cloud Workflows"}, {"id": "mai-20260917-0922-baseline|c142-m3|zai-small|Airflow", "prompt": "c142-m3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Airflow** remains the go‑to for batch data pipelines, but it’s heavy on ops."}, {"id": "mai-20260917-0922-baseline|c142-m3|zai-small|Prefect", "prompt": "c142-m3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Python‑only teams wanting a lighter, more developer‑friendly alternative to Airflow."}, {"id": "mai-20260917-0922-baseline|c142-m3|zai-small|Temporal", "prompt": "c142-m3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Temporal** is the top choice for long‑running, stateful workflows where durability matters most."}, {"id": "mai-20260917-0922-baseline|c142-m3|zai-small|Dagster", "prompt": "c142-m3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Data pipelines, ETL, batch jobs** | Airflow (or Prefect/Dagster)"}, {"id": "mai-20260917-0922-baseline|c142-m3|zai-small|Camunda", "prompt": "c142-m3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Camunda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Camunda** shines when you need BPMN‑driven business processes with human interaction."}, {"id": "mai-20260917-0922-baseline|c142-m3|zai-small|n8n", "prompt": "c142-m3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**n8n** offers self‑hostable, code‑friendly flexibility with strong AI/LLM integration."}, {"id": "mai-20260917-0922-baseline|c142-m3|zai-small|Kestra", "prompt": "c142-m3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Kestra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Self‑hosted, developer‑friendly automation** | n8n or Kestra"}, {"id": "mai-20260917-0922-baseline|c142-m3|zai-small|Workato", "prompt": "c142-m3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Workato", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Workato** and **ServiceNow** are built for large enterprises needing complex business logic and governance."}, {"id": "mai-20260917-0922-baseline|c142-m3|zai-small|ServiceNow", "prompt": "c142-m3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**ITSM/HR/security operations at scale** | ServiceNow"}, {"id": "mai-20260917-0922-baseline|c142-m3|zai-small|Tray.io", "prompt": "c142-m3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Tray.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Tray.io: best for complex, highly customizable enterprise integrations."}, {"id": "mai-20260917-0922-baseline|c142-m3|zai-small|Zapier", "prompt": "c142-m3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Zapier** and **Make** are ideal for rapid, visual automation across many SaaS tools."}, {"id": "mai-20260917-0922-baseline|c142-m3|zai-small|Make", "prompt": "c142-m3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Make: best visual branching and iteration, great for power users."}, {"id": "mai-20260917-0922-baseline|c142-m3|zai-small|Power Automate", "prompt": "c142-m3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Microsoft‑heavy environments** | Power Automate"}, {"id": "mai-20260917-0922-baseline|c142-m4|alibaba-small|Prefect (Open Source)", "prompt": "c142-m4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect (Open Source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most startups and growing companies today, **Prefect (self-hosted)** offers the best balance of power and low maintenance effort"}, {"id": "mai-20260917-0922-baseline|c142-m4|alibaba-small|Apache Airflow", "prompt": "c142-m4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While Apache Airflow is the industry giant, it is notoriously difficult to maintain."}, {"id": "mai-20260917-0922-baseline|c142-m4|alibaba-small|n8n", "prompt": "c142-m4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**n8n** is the undisputed king for application automation"}, {"id": "mai-20260917-0922-baseline|c142-m4|alibaba-small|Argo Workflows", "prompt": "c142-m4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Argo Workflows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company is already running on Kubernetes (Docker containers), Argo is often the smartest financial choice."}, {"id": "mai-20260917-0922-baseline|c142-m4|anthropic-small|Apache Airflow", "prompt": "c142-m4", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have engineering resources, **Apache Airflow** remains the industry standard for free orchestration."}, {"id": "mai-20260917-0922-baseline|c142-m4|anthropic-small|Prefect", "prompt": "c142-m4", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prefect's free tier** or **Dagster's open-source version** are excellent modern alternatives."}, {"id": "mai-20260917-0922-baseline|c142-m4|anthropic-small|Dagster", "prompt": "c142-m4", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dagster's open-source version** are excellent modern alternatives"}, {"id": "mai-20260917-0922-baseline|c142-m4|anthropic-small|Luigi (by Spotify)", "prompt": "c142-m4", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Luigi (by Spotify)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Less feature-rich than Airflow or Dagster"}, {"id": "mai-20260917-0922-baseline|c142-m4|anthropic-small|Apache NiFi", "prompt": "c142-m4", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache NiFi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Less suitable for complex programmatic logic"}, {"id": "mai-20260917-0922-baseline|c142-m4|challenger-small|Apache Airflow", "prompt": "c142-m4", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Apache Airflow** if your team can handle a more technical setup"}, {"id": "mai-20260917-0922-baseline|c142-m4|challenger-small|n8n Community Edition", "prompt": "c142-m4", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**n8n Community Edition** is the strongest budget-friendly alternative because it is also free and open source"}, {"id": "mai-20260917-0922-baseline|c142-m4|challenger-small|Prefect", "prompt": "c142-m4", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good middle ground if you want workflow orchestration for data jobs with a free/open-source core"}, {"id": "mai-20260917-0922-baseline|c142-m4|challenger-small|Dagster", "prompt": "c142-m4", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "another open-source option if your focus is data pipelines, though the provided results give less direct budget guidance"}, {"id": "mai-20260917-0922-baseline|c142-m4|challenger-small|Kestra", "prompt": "c142-m4", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Kestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "open-source with self-hosted deployment and a broader orchestration focus"}, {"id": "mai-20260917-0922-baseline|c142-m4|deepseek-small|Apache Airflow", "prompt": "c142-m4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apache Airflow** gives you the most capability per dollar (free) and the largest talent pool"}, {"id": "mai-20260917-0922-baseline|c142-m4|deepseek-small|n8n", "prompt": "c142-m4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**n8n** or **Prefect** are smarter, lower-effort choices"}, {"id": "mai-20260917-0922-baseline|c142-m4|deepseek-small|Prefect", "prompt": "c142-m4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**n8n** or **Prefect** are smarter, lower-effort choices"}, {"id": "mai-20260917-0922-baseline|c142-m4|deepseek-small|Dagster", "prompt": "c142-m4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for modern data stacks / greenfield"}, {"id": "mai-20260917-0922-baseline|c142-m4|deepseek-small|Luigi", "prompt": "c142-m4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Luigi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Luigi** is a lightweight alternative"}, {"id": "mai-20260917-0922-baseline|c142-m4|deepseek-small|Node-RED", "prompt": "c142-m4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Node-RED", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Node-RED** is excellent for IoT/edge workflows and quick integrations"}, {"id": "mai-20260917-0922-baseline|c142-m4|deepseek-small|Huginn", "prompt": "c142-m4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Huginn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Huginn** is great for event monitoring/agents"}, {"id": "mai-20260917-0922-baseline|c142-m4|google-small|Prefect", "prompt": "c142-m4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prefect (Best Overall for Python-Centric Teams) ... is arguably the most cost-effective choice."}, {"id": "mai-20260917-0922-baseline|c142-m4|google-small|Kestra", "prompt": "c142-m4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Kestra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kestra is an outstanding open-source option."}, {"id": "mai-20260917-0922-baseline|c142-m4|google-small|Windmill", "prompt": "c142-m4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Windmill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Windmill is an ultra-fast, developer-first alternative"}, {"id": "mai-20260917-0922-baseline|c142-m4|google-small|AWS Step Functions", "prompt": "c142-m4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "AWS Step Functions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want strictly serverless pay-per-use with zero servers: Go with AWS Step Functions"}, {"id": "mai-20260917-0922-baseline|c142-m4|google-small|Google Cloud Workflows", "prompt": "c142-m4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Google Cloud Workflows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Serverless \"Pay-As-You-Go\""}, {"id": "mai-20260917-0922-baseline|c142-m4|google-small|Apache Airflow", "prompt": "c142-m4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Airflow is often a budget trap for small companies."}, {"id": "mai-20260917-0922-baseline|c142-m4|google-small|Temporal", "prompt": "c142-m4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "developer-first alternative to tools like Retool and Temporal"}, {"id": "mai-20260917-0922-baseline|c142-m4|meta-small|Wrike", "prompt": "c142-m4", "model": "meta-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Wrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. Wrike - Offers a free plan with feature or volume limits."}, {"id": "mai-20260917-0922-baseline|c142-m4|meta-small|Zapier", "prompt": "c142-m4", "model": "meta-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Zapier - Offers a free plan with feature or volume limits, and paid plans starting at $19.99/month."}, {"id": "mai-20260917-0922-baseline|c142-m4|meta-small|Make", "prompt": "c142-m4", "model": "meta-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Make", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Make - Offers a free plan with feature or volume limits."}, {"id": "mai-20260917-0922-baseline|c142-m4|meta-small|Camunda", "prompt": "c142-m4", "model": "meta-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Camunda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Camunda - Offers a free plan with feature or volume limits."}, {"id": "mai-20260917-0922-baseline|c142-m4|meta-small|Prefect", "prompt": "c142-m4", "model": "meta-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Prefect - Offers a free plan with feature or volume limits."}, {"id": "mai-20260917-0922-baseline|c142-m4|minimax-small|Zapier", "prompt": "c142-m4", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Zapier** (Best for Non-Technical Teams)"}, {"id": "mai-20260917-0922-baseline|c142-m4|minimax-small|NORA", "prompt": "c142-m4", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "NORA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **NORA** (Best for One-Time Purchase)"}, {"id": "mai-20260917-0922-baseline|c142-m4|minimax-small|Make (formerly Integromat)", "prompt": "c142-m4", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need advanced features on a budget | Make"}, {"id": "mai-20260917-0922-baseline|c142-m4|minimax-small|Apache Airflow", "prompt": "c142-m4", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Apache Airflow** (Best for Technical Teams)"}, {"id": "mai-20260917-0922-baseline|c142-m4|minimax-small|Temporal", "prompt": "c142-m4", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. **Temporal** (Best for Developer Teams)"}, {"id": "mai-20260917-0922-baseline|c142-m4|mistral-small|Make (formerly Integromat)", "prompt": "c142-m4", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses, **Make** and **Zapier** are the best balance of cost and ease of use."}, {"id": "mai-20260917-0922-baseline|c142-m4|mistral-small|Zapier", "prompt": "c142-m4", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small businesses, **Make** and **Zapier** are the best balance of cost and ease of use."}, {"id": "mai-20260917-0922-baseline|c142-m4|mistral-small|n8n", "prompt": "c142-m4", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**n8n** is an excellent free or low-cost alternative"}, {"id": "mai-20260917-0922-baseline|c142-m4|mistral-small|Wrike", "prompt": "c142-m4", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Wrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a free plan with feature limits and is suitable for teams that need both workflow orchestration and project management"}, {"id": "mai-20260917-0922-baseline|c142-m4|mistral-small|Camunda", "prompt": "c142-m4", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Camunda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Camunda** and **Prefect** are better for teams with more complex, technical workflows."}, {"id": "mai-20260917-0922-baseline|c142-m4|mistral-small|Prefect", "prompt": "c142-m4", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Camunda** and **Prefect** are better for teams with more complex, technical workflows."}, {"id": "mai-20260917-0922-baseline|c142-m4|moonshot-small|n8n", "prompt": "c142-m4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **n8n** if you want something easy to get started with, or **Kestra** if you need more power and flexibility"}, {"id": "mai-20260917-0922-baseline|c142-m4|moonshot-small|Apache Airflow", "prompt": "c142-m4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Data Pipelines... Note: Steeper learning curve; requires more infrastructure knowledge"}, {"id": "mai-20260917-0922-baseline|c142-m4|moonshot-small|Kestra", "prompt": "c142-m4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Kestra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Kestra** if you need more power and flexibility across different workflow types"}, {"id": "mai-20260917-0922-baseline|c142-m4|moonshot-small|Temporal", "prompt": "c142-m4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Application Workflows"}, {"id": "mai-20260917-0922-baseline|c142-m4|moonshot-small|Windmill", "prompt": "c142-m4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Windmill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Internal Tools"}, {"id": "mai-20260917-0922-baseline|c142-m4|openai-small|Apache Airflow", "prompt": "c142-m4", "model": "openai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best default choice is usually Apache Airflow**"}, {"id": "mai-20260917-0922-baseline|c142-m4|openai-small|Prefect", "prompt": "c142-m4", "model": "openai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often a better fit if you want a simpler developer experience and lighter operational burden"}, {"id": "mai-20260917-0922-baseline|c142-m4|openai-small|Dagster", "prompt": "c142-m4", "model": "openai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Dagster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may be more than you need if your main goal is minimizing cost"}, {"id": "mai-20260917-0922-baseline|c142-m4|openai-small|Argo Workflows", "prompt": "c142-m4", "model": "openai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Argo Workflows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good low-cost choice if you're already Kubernetes-native"}, {"id": "mai-20260917-0922-baseline|c142-m4|openai-small|Luigi", "prompt": "c142-m4", "model": "openai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Luigi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lightweight and simple, but generally less capable for modern orchestration needs"}, {"id": "mai-20260917-0922-baseline|c142-m4|xai-small|Prefect", "prompt": "c142-m4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prefect (Top Pick for Most Small Teams/Startups)"}, {"id": "mai-20260917-0922-baseline|c142-m4|xai-small|Apache Airflow", "prompt": "c142-m4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Drawbacks: Steep setup (hours/days), high maintenance/ops overhead for small teams."}, {"id": "mai-20260917-0922-baseline|c142-m4|xai-small|Mage AI", "prompt": "c142-m4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Mage AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source, visual notebook-style UI (SQL/Python blocks), code-first but beginner-friendly"}, {"id": "mai-20260917-0922-baseline|c142-m4|xai-small|n8n", "prompt": "c142-m4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If non-data (e.g., app/SaaS automations): n8n (visual, 400+ nodes, free self-host)"}, {"id": "mai-20260917-0922-baseline|c142-m4|xai-small|Argo", "prompt": "c142-m4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Argo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Argo**   | Medium     | K8s-native            | Hours     | Moderate      | $10+ (K8s)   |"}, {"id": "mai-20260917-0922-baseline|c142-m4|xai-small|Zapier", "prompt": "c142-m4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "free tiers of Zapier/Make (limited tasks)"}, {"id": "mai-20260917-0922-baseline|c142-m4|xai-small|Make", "prompt": "c142-m4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Make", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "free tiers of Zapier/Make (limited tasks)"}, {"id": "mai-20260917-0922-baseline|c142-m4|xai-small|Workato", "prompt": "c142-m4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Workato", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid: Paid-only like Workato or managed Airflow if budget-tight."}, {"id": "mai-20260917-0922-baseline|c142-m4|xai-small|Astronomer", "prompt": "c142-m4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Astronomer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Managed (Astronomer/MWAA) $1,500+/month—skip those."}, {"id": "mai-20260917-0922-baseline|c142-m4|xai-small|MWAA", "prompt": "c142-m4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "MWAA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Managed (Astronomer/MWAA) $1,500+/month—skip those."}, {"id": "mai-20260917-0922-baseline|c142-m4|zai-small|n8n", "prompt": "c142-m4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Simple, visual automation across apps (Zapier/Make‑like) | **n8n** (Community Edition) | Free to self‑host; 400+ integrations"}, {"id": "mai-20260917-0922-baseline|c142-m4|zai-small|Prefect", "prompt": "c142-m4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Developer‑first, Python‑native orchestration | **Prefect** | Free self‑host; low learning curve; 60–70% cost savings vs Airflow."}, {"id": "mai-20260917-0922-baseline|c142-m4|zai-small|Dagster", "prompt": "c142-m4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Asset‑centric, data‑stack workflows | **Dagster** | Free self‑host; modern UX"}, {"id": "mai-20260917-0922-baseline|c142-m4|zai-small|Argo Workflows", "prompt": "c142-m4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Argo Workflows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Kubernetes / CI/CD / ML** → Argo Workflows"}, {"id": "mai-20260917-0922-baseline|c142-m4|zai-small|Kestra", "prompt": "c142-m4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Kestra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Event‑driven infrastructure + data** → Kestra"}, {"id": "mai-20260917-0922-baseline|c142-m4|zai-small|Activepieces", "prompt": "c142-m4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Activepieces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Non‑technical / Business users** → n8n (self‑hosted) or Activepieces."}, {"id": "mai-20260917-0922-baseline|c142-m4|zai-small|Windmill", "prompt": "c142-m4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Windmill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Internal apps & developer tools** → Windmill."}, {"id": "mai-20260917-0922-baseline|c142-m4|zai-small|Mage", "prompt": "c142-m4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Mage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Simpler UI for data pipelines (block‑based) | **Mage** | Free self‑host; beginner‑friendly block editor."}, {"id": "mai-20260917-0922-baseline|c142-m4|zai-small|Airflow", "prompt": "c142-m4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cons:** Smaller ecosystem than Airflow."}, {"id": "mai-20260917-0922-baseline|c142-m5|alibaba-small|Apache Airflow", "prompt": "c142-m5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Apache Airflow:** The industry standard. Massive community, but high operational overhead to maintain yourself."}, {"id": "mai-20260917-0922-baseline|c142-m5|alibaba-small|Astronomer Cloud", "prompt": "c142-m5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Astronomer Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SaaS (Fully Managed):** (e.g., Astronomer Cloud, Dagster Space, Flyte Cloud)"}, {"id": "mai-20260917-0922-baseline|c142-m5|alibaba-small|Dagster Space", "prompt": "c142-m5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Dagster Space", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., Astronomer Cloud, Dagster Space, Flyte Cloud)"}, {"id": "mai-20260917-0922-baseline|c142-m5|alibaba-small|Flyte Cloud", "prompt": "c142-m5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Flyte Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., Astronomer Cloud, Dagster Space, Flyte Cloud)"}, {"id": "mai-20260917-0922-baseline|c142-m5|alibaba-small|Prefect Core", "prompt": "c142-m5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect Core", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Self-Hosted (Open Source):** (e.g., Apache Airflow, Prefect Core)"}, {"id": "mai-20260917-0922-baseline|c142-m5|alibaba-small|Dagster", "prompt": "c142-m5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Dagster / Flyte:** Modern alternatives. \"Data-aware.\" ... better developer experience than Airflow, but smaller hiring pools."}, {"id": "mai-20260917-0922-baseline|c142-m5|alibaba-small|Flyte", "prompt": "c142-m5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Flyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Dagster / Flyte:** Modern alternatives."}, {"id": "mai-20260917-0922-baseline|c142-m5|alibaba-small|Temporal", "prompt": "c142-m5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Temporal:** Best for long-running, reliable backend logic (not just data pipelines)."}, {"id": "mai-20260917-0922-baseline|c142-m5|alibaba-small|Kestra", "prompt": "c142-m5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Kestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Kestra / Prefect:** lighter-weight, Python-native alternatives that are easier to host/manage than Airflow."}, {"id": "mai-20260917-0922-baseline|c142-m5|alibaba-small|Prefect", "prompt": "c142-m5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Kestra / Prefect:** lighter-weight, Python-native alternatives"}, {"id": "mai-20260917-0922-baseline|c142-m5|deepseek-small|Apache Airflow", "prompt": "c142-m5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Scheduled data pipelines (data team) | Airflow, Dagster, Prefect"}, {"id": "mai-20260917-0922-baseline|c142-m5|deepseek-small|Dagster", "prompt": "c142-m5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dagster is often praised as friendlier than Airflow"}, {"id": "mai-20260917-0922-baseline|c142-m5|deepseek-small|Prefect", "prompt": "c142-m5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prefect announced a 2026 acquisition \\u2014 worth watching."}, {"id": "mai-20260917-0922-baseline|c142-m5|deepseek-small|Camunda", "prompt": "c142-m5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Camunda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Long-running, human-in-the-loop business processes | Camunda or Temporal"}, {"id": "mai-20260917-0922-baseline|c142-m5|deepseek-small|Flowable", "prompt": "c142-m5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Flowable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Business-process orchestrators \\u2014 Camunda, Flowable"}, {"id": "mai-20260917-0922-baseline|c142-m5|deepseek-small|Temporal", "prompt": "c142-m5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mixed backend + data teams | Temporal"}, {"id": "mai-20260917-0922-baseline|c142-m5|deepseek-small|AWS Step Functions", "prompt": "c142-m5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "AWS Step Functions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Deep AWS investment | Step Functions"}, {"id": "mai-20260917-0922-baseline|c142-m5|deepseek-small|Argo Workflows", "prompt": "c142-m5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cloud-native services \\u2014 AWS Step Functions, Argo Workflows"}, {"id": "mai-20260917-0922-baseline|c142-m5|deepseek-small|Astronomer", "prompt": "c142-m5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Astronomer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "may want managed (Astronomer for Airflow, Prefect Cloud, etc.)"}, {"id": "mai-20260917-0922-baseline|c142-m5|google-small|Apache Airflow", "prompt": "c142-m5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The \"Industry Standard\" | Massive community... | High infrastructure overhead if self-hosted; older paradigm; local testing can be clunky."}, {"id": "mai-20260917-0922-baseline|c142-m5|google-small|Prefect", "prompt": "c142-m5", "model": "google-small", "cat": 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"c142-m5", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Camunda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Camunda** – Open-source option with enterprise support"}, {"id": "mai-20260917-0922-baseline|c142-m5|mistral-small|Airflow", "prompt": "c142-m5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Airflow** (Open-source, Apache) *Pros*: Mature, large community... *Cons*: Steep learning curve"}, {"id": "mai-20260917-0922-baseline|c142-m5|mistral-small|Prefect", "prompt": "c142-m5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "*Pros*: Modern Python-native, better UI than Airflow... *Cons*: Smaller community than 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"workflow-orchestration", "variant": "scale", "raw": "Camunda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise process orchestration | Camunda, ServiceNow, Appian, Pega"}, {"id": "mai-20260917-0922-baseline|c142-m5|zai-small|ServiceNow", "prompt": "c142-m5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprise process orchestration | Camunda, ServiceNow, Appian, Pega"}, {"id": "mai-20260917-0922-baseline|c142-m5|zai-small|Appian", "prompt": "c142-m5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Appian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Enterprise process orchestration | Camunda, ServiceNow, Appian, Pega"}, {"id": "mai-20260917-0922-baseline|c142-m5|zai-small|Pega", "prompt": "c142-m5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Pega", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Enterprise process orchestration | Camunda, ServiceNow, Appian, Pega"}, {"id": "mai-20260917-0922-baseline|c142-m5|zai-small|n8n", "prompt": "c142-m5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Integration automation (no‑code/low‑code) | Zapier, Make, n8n, Activepieces"}, {"id": "mai-20260917-0922-baseline|c142-m5|zai-small|Activepieces", "prompt": "c142-m5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Activepieces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Integration automation (no‑code/low‑code) | Zapier, Make, n8n, Activepieces"}, {"id": "mai-20260917-0922-baseline|c142-m5|zai-small|Argo Workflows", "prompt": "c142-m5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Cloud‑native / Kubernetes | Argo Workflows, Kestra"}, {"id": "mai-20260917-0922-baseline|c142-m5|zai-small|Kestra", "prompt": "c142-m5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Kestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Cloud‑native / Kubernetes | Argo Workflows, Kestra"}, {"id": "mai-20260917-0922-baseline|c142-m5|zai-small|Inngest", "prompt": "c142-m5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Inngest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Agent‑first orchestration | Inngest, Trigger.dev, Cloudflare Workflows, Gumloop, Lindy"}, {"id": "mai-20260917-0922-baseline|c142-m5|zai-small|Trigger.dev", "prompt": "c142-m5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Trigger.dev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Agent‑first orchestration | Inngest, Trigger.dev, Cloudflare Workflows, Gumloop, Lindy"}, {"id": "mai-20260917-0922-baseline|c142-m5|zai-small|Cloudflare Workflows", "prompt": "c142-m5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Cloudflare Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Agent‑first orchestration | Inngest, Trigger.dev, Cloudflare Workflows, Gumloop, Lindy"}, {"id": "mai-20260917-0922-baseline|c142-m5|zai-small|Gumloop", "prompt": "c142-m5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Gumloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Agent‑first orchestration | Inngest, Trigger.dev, Cloudflare Workflows, Gumloop, Lindy"}, {"id": "mai-20260917-0922-baseline|c142-m5|zai-small|Lindy", "prompt": "c142-m5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Lindy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Agent‑first orchestration | Inngest, Trigger.dev, Cloudflare Workflows, Gumloop, Lindy"}, {"id": "mai-20260917-0922-baseline|c142-m6|alibaba-small|Apache Airflow", "prompt": "c142-m6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Do not adopt Airflow or similar DAG-based systems until your underlying system design is stable."}, {"id": "mai-20260917-0922-baseline|c142-m6|alibaba-small|Airbyte", "prompt": "c142-m6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Teams often try to use heavy orchestrators like **Apache Airflow**, **Airbyte**, or **Dagster** to \"clean up\" a messy, decentralized data architecture."}, {"id": "mai-20260917-0922-baseline|c142-m6|alibaba-small|Dagster", "prompt": "c142-m6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stick to developer-centric engines (**Temporal**, **Prefect**, **Dagster**) where workflows are version-controlled code."}, {"id": "mai-20260917-0922-baseline|c142-m6|alibaba-small|AWS Step Functions", "prompt": "c142-m6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS Step Functions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Adopting these leads to deep **vendor lock-in**... Avoid if you have a multi-cloud strategy"}, {"id": "mai-20260917-0922-baseline|c142-m6|alibaba-small|Google Cloud Workflows", "prompt": "c142-m6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Google Cloud Workflows", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools like **AWS Step Functions**, **Google Cloud Workflows**, and **Azure Logic Apps**... leads to deep **vendor lock-in**"}, {"id": "mai-20260917-0922-baseline|c142-m6|alibaba-small|Azure Logic Apps", "prompt": "c142-m6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Azure Logic Apps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Adopting these leads to deep **vendor lock-in**"}, {"id": "mai-20260917-0922-baseline|c142-m6|alibaba-small|Temporal", "prompt": "c142-m6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use open-standard alternatives (like **Temporal**, **Camunda**, or **Kestra**) if portability is a priority."}, {"id": "mai-20260917-0922-baseline|c142-m6|alibaba-small|Camunda", "prompt": "c142-m6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use open-standard alternatives (like **Temporal**, **Camunda**, or **Kestra**) if portability is a priority."}, {"id": "mai-20260917-0922-baseline|c142-m6|alibaba-small|Kestra", "prompt": "c142-m6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Kestra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use open-standard alternatives (like **Temporal**, **Camunda**, or **Kestra**) if portability is a priority."}, {"id": "mai-20260917-0922-baseline|c142-m6|alibaba-small|Zapier", "prompt": "c142-m6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Relying purely on visual drag-and-drop builders like **Zapier** or **Make.com** for core data processing... Avoid for high-complexity, high-stakes transactions."}, {"id": "mai-20260917-0922-baseline|c142-m6|alibaba-small|Make.com", "prompt": "c142-m6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "these platforms often lack the sophisticated debugging... Avoid for high-complexity, high-stakes transactions."}, {"id": "mai-20260917-0922-baseline|c142-m6|alibaba-small|Prefect", "prompt": "c142-m6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Stick to developer-centric engines (**Temporal**, **Prefect**, **Dagster**)"}, {"id": "mai-20260917-0922-baseline|c142-m6|alibaba-small|Pega", "prompt": "c142-m6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pega", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Legacy Enterprise BPMs (Pega, older IBM/WebSphere implementations)... Why to avoid: These tools introduce massive bureaucratic overhead"}, {"id": "mai-20260917-0922-baseline|c142-m6|alibaba-small|IBM/WebSphere", "prompt": "c142-m6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "IBM/WebSphere", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Legacy Enterprise BPMs (Pega, older IBM/WebSphere implementations)... Avoid unless you operate in a hyper-regulated environment"}, {"id": "mai-20260917-0922-baseline|c142-m6|alibaba-small|Argo", "prompt": "c142-m6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Argo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Regardless of the tool (whether it is **Google Workflows**, **Argo**, or **Airflow**), avoid configurations that do not treat parameters as inputs."}, {"id": "mai-20260917-0922-baseline|c142-m6|anthropic-small|Zapier", "prompt": "c142-m6", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Zapier shows limits in complex orchestration, with no native way to model deep process dependencies"}, {"id": "mai-20260917-0922-baseline|c142-m6|anthropic-small|Temporal", "prompt": "c142-m6", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Temporal is designed for durable execution with deterministic workflow patterns and workflow replay, which reduces state drift during restarts."}, {"id": "mai-20260917-0922-baseline|c142-m6|anthropic-small|AWS Step Functions", "prompt": "c142-m6", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS Step Functions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AWS Step Functions is tightly coupled to AWS and has no human-in-the-loop design or governance layer, making it unsuitable for operations teams."}, {"id": "mai-20260917-0922-baseline|c142-m6|challenger-small|AWS Step Functions", "prompt": "c142-m6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS Step Functions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be cautious if you need **multi-cloud**, on-prem, or strong portability... use an open-source alternative if you want to avoid AWS lock-in"}, {"id": "mai-20260917-0922-baseline|c142-m6|challenger-small|Apache Airflow", "prompt": "c142-m6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "be cautious if you need **real-time**, event-driven, or long-running service orchestration"}, {"id": "mai-20260917-0922-baseline|c142-m6|challenger-small|Argo Workflows", "prompt": "c142-m6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Argo Workflows", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "be cautious if you are **not already Kubernetes-native**"}, {"id": "mai-20260917-0922-baseline|c142-m6|challenger-small|Temporal", "prompt": "c142-m6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be cautious if your workflows are **simple** or short-lived"}, {"id": "mai-20260917-0922-baseline|c142-m6|challenger-small|Camunda", "prompt": "c142-m6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "be cautious if you do not need **BPMN/process modeling**"}, {"id": "mai-20260917-0922-baseline|c142-m6|deepseek-small|Apache Oozie", "prompt": "c142-m6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Oozie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Officially retired (moved to Apache Attic, April 2025) ... This is a hard avoid for new projects."}, {"id": "mai-20260917-0922-baseline|c142-m6|deepseek-small|JFrog Pipelines", "prompt": "c142-m6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "JFrog Pipelines", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reached end of life May 1, 2026. No features, patches, or security fixes."}, {"id": "mai-20260917-0922-baseline|c142-m6|deepseek-small|SharePoint 2013 Workflow", "prompt": "c142-m6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "SharePoint 2013 Workflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Fully retired as of April 2, 2026."}, {"id": "mai-20260917-0922-baseline|c142-m6|deepseek-small|Orchest", "prompt": "c142-m6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Orchest", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Community project came and went; no longer maintained."}, {"id": "mai-20260917-0922-baseline|c142-m6|deepseek-small|Relay.app", "prompt": "c142-m6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Relay.app", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Announced shutdown in 2026."}, {"id": "mai-20260917-0922-baseline|c142-m6|deepseek-small|Flowise / OpenAI Agent Builder", "prompt": "c142-m6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Flowise / OpenAI Agent Builder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Agent-builder platforms being wound down (Agent Builder shuts down Nov 30, 2026)"}, {"id": "mai-20260917-0922-baseline|c142-m6|deepseek-small|Apache Airflow", "prompt": "c142-m6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not \"avoid,\" but only choose it if you have dedicated engineering bandwidth."}, {"id": "mai-20260917-0922-baseline|c142-m6|deepseek-small|AWS Step Functions", "prompt": "c142-m6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS Step Functions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Excellent within AWS, but be aware of: Vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c142-m6|deepseek-small|Databricks Jobs", "prompt": "c142-m6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Databricks Jobs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "tie you into a single cloud or vendor ... risky if you need multi-cloud portability"}, {"id": "mai-20260917-0922-baseline|c142-m6|deepseek-small|Snowflake Tasks", "prompt": "c142-m6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Snowflake Tasks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "tie you into a single cloud or vendor ... risky if you need multi-cloud portability"}, {"id": "mai-20260917-0922-baseline|c142-m6|deepseek-small|Power Automate", "prompt": "c142-m6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Power Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "tie you into a single cloud or vendor ... risky if you need multi-cloud portability"}, {"id": "mai-20260917-0922-baseline|c142-m6|deepseek-small|Temporal", "prompt": "c142-m6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "those need durable execution (e.g., Temporal-style semantics)"}, {"id": "mai-20260917-0922-baseline|c142-m6|google-small|Apache Oozie", "prompt": "c142-m6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Oozie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid it unless you are maintaining a legacy on-premise Big Data stack."}, {"id": "mai-20260917-0922-baseline|c142-m6|google-small|Luigi", "prompt": "c142-m6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Luigi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Luigi lacks a dynamic UI, has limited scheduling features... Transitioning to a modern tool is highly recommended."}, {"id": "mai-20260917-0922-baseline|c142-m6|google-small|Prefect", "prompt": "c142-m6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look at data-centric orchestrators (Dagster, Prefect)"}, {"id": "mai-20260917-0922-baseline|c142-m6|google-small|Dagster", "prompt": "c142-m6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at modern, lightweight, or fully managed alternatives (like Dagster, Prefect, or Astro)"}, {"id": "mai-20260917-0922-baseline|c142-m6|google-small|SharePoint 2013 / Designer Workflows", "prompt": "c142-m6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "SharePoint 2013 / Designer Workflows", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Do not build any new business processes on them."}, {"id": "mai-20260917-0922-baseline|c142-m6|google-small|Apache Airflow", "prompt": "c142-m6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The most widely used orchestrator in data engineering, but also the most divisive."}, {"id": "mai-20260917-0922-baseline|c142-m6|google-small|Astro", "prompt": "c142-m6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Astro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look at modern, lightweight, or fully managed alternatives (like Dagster, Prefect, or Astro)"}, {"id": "mai-20260917-0922-baseline|c142-m6|google-small|Argo Workflows", "prompt": "c142-m6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Argo Workflows", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "If your organization does not already have a dedicated Kubernetes platform team, **do not adopt Argo**."}, {"id": "mai-20260917-0922-baseline|c142-m6|google-small|Kubeflow Pipelines", "prompt": "c142-m6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Kubeflow Pipelines", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "strictly Kubernetes-native... carry an incredibly steep learning curve"}, {"id": "mai-20260917-0922-baseline|c142-m6|google-small|Temporal", "prompt": "c142-m6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**do not use it for standard batch data pipelines (ETL/ELT)**"}, {"id": "mai-20260917-0922-baseline|c142-m6|google-small|Cadence", "prompt": "c142-m6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Cadence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Temporal / Cadence (Microservice vs. Data Orchestration)"}, {"id": "mai-20260917-0922-baseline|c142-m6|google-small|Apache NiFi", "prompt": "c142-m6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache NiFi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "do not use it to orchestrate complex batch business logic"}, {"id": "mai-20260917-0922-baseline|c142-m6|google-small|AWS Step Functions", "prompt": "c142-m6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS Step Functions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "be cautious if you are passing large volumes of data between steps"}, {"id": "mai-20260917-0922-baseline|c142-m6|google-small|Zapier", "prompt": "c142-m6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "engineers should avoid using them for core backend operations"}, {"id": "mai-20260917-0922-baseline|c142-m6|google-small|Make.com", "prompt": "c142-m6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "engineers should avoid using them for core backend operations, database synchronization, or complex ETL"}, {"id": "mai-20260917-0922-baseline|c142-m6|google-small|Conductor", "prompt": "c142-m6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Conductor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "look at code-centric service orchestrators (Temporal, Conductor)"}, {"id": "mai-20260917-0922-baseline|c142-m6|meta-small|Unmeshed", "prompt": "c142-m6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Unmeshed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Unmeshed: A workflow orchestration tool with AI, rules, and human steps. It is free forever, and premium plans start at $20/mo."}, {"id": "mai-20260917-0922-baseline|c142-m6|meta-small|Temporal", "prompt": "c142-m6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Temporal: A durable execution engine that is cloud-based and starts at $100/mo."}, {"id": "mai-20260917-0922-baseline|c142-m6|meta-small|Apache Airflow", "prompt": "c142-m6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Apache Airflow: A DAG-based batch orchestration tool that is free and open-source."}, {"id": "mai-20260917-0922-baseline|c142-m6|meta-small|Elementum", "prompt": "c142-m6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Elementum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Elementum: An enterprise cross-system application that supports AI agents and has zero persistence."}, {"id": "mai-20260917-0922-baseline|c142-m6|meta-small|ServiceNow", "prompt": "c142-m6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ServiceNow: An ITSM-centric AI extension that has agent fabric and is vendor-hosted."}, {"id": "mai-20260917-0922-baseline|c142-m6|meta-small|Pega", "prompt": "c142-m6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pega", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pega: A regulated BPM with AI decisioning that has agentic fabric and is vendor-hosted."}, {"id": "mai-20260917-0922-baseline|c142-m6|minimax-small|Apache Airflow", "prompt": "c142-m6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "despite being an industry standard, it has significant pain points: Steep learning curve... Deployment complexity"}, {"id": "mai-20260917-0922-baseline|c142-m6|minimax-small|ServiceNow", "prompt": "c142-m6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These came up repeatedly as tools to approach with caution"}, {"id": "mai-20260917-0922-baseline|c142-m6|minimax-small|Pega", "prompt": "c142-m6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pega", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These came up repeatedly as tools to approach with caution"}, {"id": "mai-20260917-0922-baseline|c142-m6|minimax-small|Appian", "prompt": "c142-m6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Appian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These came up repeatedly as tools to approach with caution"}, {"id": "mai-20260917-0922-baseline|c142-m6|minimax-small|Temporal", "prompt": "c142-m6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Airflow, Temporal, etc. are powerful but may be over-engineering"}, {"id": "mai-20260917-0922-baseline|c142-m6|minimax-small|n8n", "prompt": "c142-m6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Ignoring the operational cost - Self-hosted n8n or Airflow need maintenance"}, {"id": "mai-20260917-0922-baseline|c142-m6|mistral-small|Temporal", "prompt": "c142-m6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Temporal is powerful for long-running, complex workflows ... but it's overkill for simple, short tasks"}, {"id": "mai-20260917-0922-baseline|c142-m6|mistral-small|Apache Airflow", "prompt": "c142-m6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it's not ideal for business process orchestration or durable service orchestration"}, {"id": "mai-20260917-0922-baseline|c142-m6|mistral-small|Camunda", "prompt": "c142-m6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Camunda is excellent for business process orchestration but is not designed for data-pipeline orchestration"}, {"id": "mai-20260917-0922-baseline|c142-m6|mistral-small|ServiceNow", "prompt": "c142-m6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These tools are heavyweight and require significant operational capacity to manage"}, {"id": "mai-20260917-0922-baseline|c142-m6|mistral-small|Pega", "prompt": "c142-m6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pega", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can be cumbersome or too expensive for smaller teams or simpler workflows"}, {"id": "mai-20260917-0922-baseline|c142-m6|mistral-small|Appian", "prompt": "c142-m6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Appian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can be cumbersome or too expensive for smaller teams or simpler workflows"}, {"id": "mai-20260917-0922-baseline|c142-m6|mistral-small|Zapier AI", "prompt": "c142-m6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "lack the durability and developer-friendly features needed for complex, long-running, or stateful workflows"}, {"id": "mai-20260917-0922-baseline|c142-m6|mistral-small|Make", "prompt": "c142-m6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "lack the durability and developer-friendly features needed for complex, long-running, or stateful workflows"}, {"id": "mai-20260917-0922-baseline|c142-m6|moonshot-small|Apache Oozie", "prompt": "c142-m6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Oozie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Moved to Apache Attic (deprecated) — AWS EMR and others are removing support"}, {"id": "mai-20260917-0922-baseline|c142-m6|moonshot-small|Spotify Luigi", "prompt": "c142-m6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Spotify Luigi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Effectively abandoned — Spotify itself migrated to Flyte"}, {"id": "mai-20260917-0922-baseline|c142-m6|moonshot-small|Azkaban (LinkedIn)", "prompt": "c142-m6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Azkaban (LinkedIn)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Minimal active development, largely superseded"}, {"id": "mai-20260917-0922-baseline|c142-m6|moonshot-small|Flyte", "prompt": "c142-m6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Flyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better alternatives: Flyte (Spotify's choice), Prefect, Dagster, or Airflow"}, {"id": "mai-20260917-0922-baseline|c142-m6|moonshot-small|Prefect", "prompt": "c142-m6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Prefect** (modern Python)"}, {"id": "mai-20260917-0922-baseline|c142-m6|moonshot-small|Dagster", "prompt": "c142-m6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Dagster** (asset-centric)"}, {"id": "mai-20260917-0922-baseline|c142-m6|moonshot-small|n8n (Self-Hosted)", "prompt": "c142-m6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "n8n (Self-Hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Self-hosted n8n requires extreme security discipline — multiple critical CVEs under active exploitation"}, {"id": "mai-20260917-0922-baseline|c142-m6|moonshot-small|Apache Airflow", "prompt": "c142-m6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Airflow isn't \"bad\" but has real operational costs"}, {"id": "mai-20260917-0922-baseline|c142-m6|moonshot-small|AWS Step Functions", "prompt": "c142-m6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS Step Functions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Risk: Vendor lock-in, escalating costs, limited portability"}, {"id": "mai-20260917-0922-baseline|c142-m6|moonshot-small|Kestra", "prompt": "c142-m6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Kestra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Kestra** (declarative, multi-language)"}, {"id": "mai-20260917-0922-baseline|c142-m6|moonshot-small|Argo Workflows", "prompt": "c142-m6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Argo Workflows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Kubernetes-native | **Argo Workflows**, **Flyte**"}, {"id": "mai-20260917-0922-baseline|c142-m6|moonshot-small|Temporal", "prompt": "c142-m6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Temporal** (durable execution)"}, {"id": "mai-20260917-0922-baseline|c142-m6|moonshot-small|Windmill", "prompt": "c142-m6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Windmill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Low-code/enterprise | **Temporal** (durable execution), **Windmill**"}, {"id": "mai-20260917-0922-baseline|c142-m6|openai-small|Apache Airflow", "prompt": "c142-m6", "model": "openai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious if you need: Very low-latency / event-driven orchestration... great for batch pipelines; be careful if you want lightweight, event-native"}, {"id": "mai-20260917-0922-baseline|c142-m6|openai-small|Argo Workflows", "prompt": "c142-m6", "model": "openai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Argo Workflows", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious if you need: Simple non-Kubernetes deployment... often operationally heavier than it first appears"}, {"id": "mai-20260917-0922-baseline|c142-m6|openai-small|Camunda", "prompt": "c142-m6", "model": "openai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools in the Camunda/BPMN family can be great, but be cautious if you only need straightforward data/work orchestration"}, {"id": "mai-20260917-0922-baseline|c142-m6|openai-small|Conductor", "prompt": "c142-m6", "model": "openai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Conductor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Conductor’s OSS docs emphasize Apache 2.0, self-hosting, and no cloud dependency, which are reassuring signals"}, {"id": "mai-20260917-0922-baseline|c142-m6|openai-small|Prefect", "prompt": "c142-m6", "model": "openai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparison table” for Airflow, Argo, Prefect, Dagster, Temporal, Camunda, and Conductor"}, {"id": "mai-20260917-0922-baseline|c142-m6|openai-small|Dagster", "prompt": "c142-m6", "model": "openai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "comparison table” for Airflow, Argo, Prefect, Dagster, Temporal, Camunda, and Conductor"}, {"id": "mai-20260917-0922-baseline|c142-m6|openai-small|Temporal", "prompt": "c142-m6", "model": "openai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "comparison table” for Airflow, Argo, Prefect, Dagster, Temporal, Camunda, and Conductor"}, {"id": "mai-20260917-0922-baseline|c142-m6|xai-small|Luigi (Spotify)", "prompt": "c142-m6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Luigi (Spotify)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Effectively inactive—no meaningful development since ~2023... you'll struggle with production."}, {"id": "mai-20260917-0922-baseline|c142-m6|xai-small|Azkaban (LinkedIn/Hortonworks)", "prompt": "c142-m6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Azkaban (LinkedIn/Hortonworks)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Zero code activity in 2024. Tied to legacy Hadoop; poor integrations, scalability issues. Practically dead."}, {"id": "mai-20260917-0922-baseline|c142-m6|xai-small|Orchest", "prompt": "c142-m6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Orchest", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Officially retired/unmaintained."}, {"id": "mai-20260917-0922-baseline|c142-m6|xai-small|Apache Airflow", "prompt": "c142-m6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "infamous for production headaches—DAG parsing failures, scheduler bottlenecks... Avoid if you want quick iteration; great for mature teams"}, {"id": "mai-20260917-0922-baseline|c142-m6|xai-small|Argo Workflows", "prompt": "c142-m6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Argo Workflows", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pitfalls include UI slowdowns at 1000+ pods, pod evictions killing long jobs... Avoid for non-K8s environments"}, {"id": "mai-20260917-0922-baseline|c142-m6|xai-small|Prefect", "prompt": "c142-m6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "thinner docs/StackOverflow support (harder troubleshooting), confusing concepts"}, {"id": "mai-20260917-0922-baseline|c142-m6|xai-small|Dagster", "prompt": "c142-m6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Dagster OSS UI lacks auth. Good for assets-focused pipelines, but stick to Airflow if community size matters."}, {"id": "mai-20260917-0922-baseline|c142-m6|xai-small|Netflix Conductor", "prompt": "c142-m6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Netflix Conductor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Cumbersome JSON DSL, code quality gripes in SDKs, debugging woes in UI."}, {"id": "mai-20260917-0922-baseline|c142-m6|xai-small|Temporal", "prompt": "c142-m6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Microservices sagas? Temporal/Step Functions."}, {"id": "mai-20260917-0922-baseline|c142-m6|xai-small|Step Functions", "prompt": "c142-m6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Step Functions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Microservices sagas? Temporal/Step Functions."}, {"id": "mai-20260917-0922-baseline|c142-m6|xai-small|Astro", "prompt": "c142-m6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Astro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Vendor-managed first: Astro (Airflow), Prefect Cloud, Temporal Cloud reduce ops pain."}, {"id": "mai-20260917-0922-baseline|c142-m6|zai-small|Temporal", "prompt": "c142-m6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Better alternatives: Tools with long‑running, stateful execution models (e.g., Temporal‑style workflows)."}, {"id": "mai-20260917-0922-baseline|c142-s1|alibaba-small|Make (formerly Integromat)", "prompt": "c142-s1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the \"best\" tool is usually **Make (formerly Integromat)**"}, {"id": "mai-20260917-0922-baseline|c142-s1|alibaba-small|Zapier", "prompt": "c142-s1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zapier** — *The Safe, Simple Option*"}, {"id": "mai-20260917-0922-baseline|c142-s1|alibaba-small|n8n", "prompt": "c142-s1", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**n8n** — *The Technical & Scalable Choice*"}, {"id": "mai-20260917-0922-baseline|c142-s1|anthropic-small|Nected", "prompt": "c142-s1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Nected", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Make** or **Nected** if you want affordability and ease of use"}, {"id": "mai-20260917-0922-baseline|c142-s1|anthropic-small|n8n", "prompt": "c142-s1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Nected or n8n are recommended for startups with low setup cost and fast time to value"}, {"id": "mai-20260917-0922-baseline|c142-s1|anthropic-small|Make (formerly Integromat)", "prompt": "c142-s1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Make** or **Nected** if you want affordability and ease of use"}, {"id": "mai-20260917-0922-baseline|c142-s1|anthropic-small|Zapier", "prompt": "c142-s1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Zapier** if you prioritize having the most integrations available"}, {"id": "mai-20260917-0922-baseline|c142-s1|anthropic-small|Enate", "prompt": "c142-s1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Enate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "platforms like Enate or Next Matter offer fast setup and ease of use"}, {"id": "mai-20260917-0922-baseline|c142-s1|anthropic-small|Next Matter", "prompt": "c142-s1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Next Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "platforms like Enate or Next Matter offer fast setup and ease of use"}, {"id": "mai-20260917-0922-baseline|c142-s1|anthropic-small|Apache Airflow", "prompt": "c142-s1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms like n8n and Apache Airflow suit developers"}, {"id": "mai-20260917-0922-baseline|c142-s1|anthropic-small|Teamwork.com", "prompt": "c142-s1", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Teamwork.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "while Teamwork.com and Zapier serve business users"}, {"id": "mai-20260917-0922-baseline|c142-s1|challenger-small|Zapier", "prompt": "c142-s1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Zapier** if you want the fastest, least technical way to connect sales, marketing, and ops apps without code"}, {"id": "mai-20260917-0922-baseline|c142-s1|challenger-small|Make", "prompt": "c142-s1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Make", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Make** is often the better fit for SMBs"}, {"id": "mai-20260917-0922-baseline|c142-s1|challenger-small|HubSpot", "prompt": "c142-s1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best if your B2B company is heavily focused on **marketing, lead management, and customer lifecycle automation**"}, {"id": "mai-20260917-0922-baseline|c142-s1|challenger-small|Pipedrive", "prompt": "c142-s1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best if your main need is **sales pipeline automation**"}, {"id": "mai-20260917-0922-baseline|c142-s1|challenger-small|Wrike", "prompt": "c142-s1", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Wrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "better if you need **cross-functional work orchestration** across teams"}, {"id": "mai-20260917-0922-baseline|c142-s1|deepseek-small|Make", "prompt": "c142-s1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Make", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest starting points are **Make** or **Zapier** for non-technical teams"}, {"id": "mai-20260917-0922-baseline|c142-s1|deepseek-small|Zapier", "prompt": "c142-s1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the strongest starting points are **Make** or **Zapier** for non-technical teams"}, {"id": "mai-20260917-0922-baseline|c142-s1|deepseek-small|n8n", "prompt": "c142-s1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**n8n** if you have any technical help"}, {"id": "mai-20260917-0922-baseline|c142-s1|deepseek-small|Enate", "prompt": "c142-s1", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Enate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enate** if you're specifically running B2B *service delivery*"}, {"id": "mai-20260917-0922-baseline|c142-s1|google-small|Make (formerly Integromat)", "prompt": "c142-s1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Make (formerly Integromat)** — *Best Overall Value & Complexity*"}, {"id": "mai-20260917-0922-baseline|c142-s1|google-small|n8n", "prompt": "c142-s1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**n8n** — *Best for Tech-Savvy Teams & Data Privacy*"}, {"id": "mai-20260917-0922-baseline|c142-s1|google-small|Zapier", "prompt": "c142-s1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cons:** Extremely expensive. Its pricing model charges per task run"}, {"id": "mai-20260917-0922-baseline|c142-s1|google-small|Prefect", "prompt": "c142-s1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prefect** — *Best for Python-First Teams*"}, {"id": "mai-20260917-0922-baseline|c142-s1|google-small|Apache Airflow", "prompt": "c142-s1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the older industry standard (Apache Airflow), which requires massive boilerplate and infrastructure management"}, {"id": "mai-20260917-0922-baseline|c142-s1|google-small|Kestra", "prompt": "c142-s1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Kestra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Kestra** — *Best for Declarative (YAML) & Language-Agnostic Teams*"}, {"id": "mai-20260917-0922-baseline|c142-s1|google-small|Dagster", "prompt": "c142-s1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Less optimized for complex ML-specific features compared to tools like Dagster"}, {"id": "mai-20260917-0922-baseline|c142-s1|google-small|Temporal", "prompt": "c142-s1", "model": "google-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Temporal** — *Best for Software Engineers*"}, {"id": "mai-20260917-0922-baseline|c142-s1|meta-small|Enate", "prompt": "c142-s1", "model": "meta-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Enate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top options include Enate, Next Matter, and Zapier."}, {"id": "mai-20260917-0922-baseline|c142-s1|meta-small|Next Matter", "prompt": "c142-s1", "model": "meta-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Next Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Some of the top options include Enate, Next Matter, and Zapier."}, {"id": "mai-20260917-0922-baseline|c142-s1|meta-small|Zapier", "prompt": "c142-s1", "model": "meta-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Some of the top options include Enate, Next Matter, and Zapier."}, {"id": "mai-20260917-0922-baseline|c142-s1|minimax-small|Zapier", "prompt": "c142-s1", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies starting out, **Zapier** is often recommended due to its extensive integrations and free tier"}, {"id": "mai-20260917-0922-baseline|c142-s1|minimax-small|Enate", "prompt": "c142-s1", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Enate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enate** is worth considering if you need B2B-specific features"}, {"id": "mai-20260917-0922-baseline|c142-s1|minimax-small|Wrike", "prompt": "c142-s1", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Wrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Wrike** (Best Comprehensive Platform)"}, {"id": "mai-20260917-0922-baseline|c142-s1|minimax-small|CoreDNA", "prompt": "c142-s1", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "CoreDNA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **CoreDNA** (Best Unified Platform)"}, {"id": "mai-20260917-0922-baseline|c142-s1|mistral-small|Zapier", "prompt": "c142-s1", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ideal for small teams that need to connect multiple apps with minimal coding... If you want the easiest, most no-code solution, go with **Zapier**."}, {"id": "mai-20260917-0922-baseline|c142-s1|mistral-small|Make (formerly Integromat)", "prompt": "c142-s1", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SMBs that require more complex workflows with branching logic, data transformation, and advanced automation."}, {"id": "mai-20260917-0922-baseline|c142-s1|mistral-small|ONES Project", "prompt": "c142-s1", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "ONES Project", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for SMBs that want a balance between depth and usability"}, {"id": "mai-20260917-0922-baseline|c142-s1|moonshot-small|Make", "prompt": "c142-s1", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Make", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Make** — it hits the sweet spot for small B2B companies"}, {"id": "mai-20260917-0922-baseline|c142-s1|moonshot-small|Zapier", "prompt": "c142-s1", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Caveat:** Price-to-value drops significantly past 5 workflows or 1,000+ executions/month"}, {"id": "mai-20260917-0922-baseline|c142-s1|moonshot-small|n8n", "prompt": "c142-s1", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cost Control & Data Privacy"}, {"id": "mai-20260917-0922-baseline|c142-s1|openai-small|Prefect", "prompt": "c142-s1", "model": "openai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prefect for most small teams; Temporal if the workflows are mission-critical customer/business processes."}, {"id": "mai-20260917-0922-baseline|c142-s1|openai-small|Temporal", "prompt": "c142-s1", "model": "openai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Temporal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Temporal if you're orchestrating core business processes like onboarding, order fulfillment, billing, approvals"}, {"id": "mai-20260917-0922-baseline|c142-s1|openai-small|Airflow", "prompt": "c142-s1", "model": "openai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use Airflow mainly if you already have a data-engineering team that knows it well"}, {"id": "mai-20260917-0922-baseline|c142-s1|openai-small|Dagster", "prompt": "c142-s1", "model": "openai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use Dagster if your world is very data-asset-centric and lineage/observability are the main priority."}, {"id": "mai-20260917-0922-baseline|c142-s1|xai-small|Zapier", "prompt": "c142-s1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Pick for Most Small B2B Companies: **Start with Zapier**"}, {"id": "mai-20260917-0922-baseline|c142-s1|xai-small|Make (formerly Integromat)", "prompt": "c142-s1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Non-technical team + app integrations?** Zapier or Make."}, {"id": "mai-20260917-0922-baseline|c142-s1|xai-small|n8n", "prompt": "c142-s1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget < $50/mo + self-host?** n8n."}, {"id": "mai-20260917-0922-baseline|c142-s1|xai-small|Prefect", "prompt": "c142-s1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Data engineering/ML pipelines?** Prefect (easiest for small teams) over Airflow/Dagster."}, {"id": "mai-20260917-0922-baseline|c142-s1|xai-small|Apache Airflow", "prompt": "c142-s1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Steep setup/learning curve—not ideal for small/non-dev teams."}, {"id": "mai-20260917-0922-baseline|c142-s1|xai-small|Astronomer", "prompt": "c142-s1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Astronomer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(or managed like Astronomer)"}, {"id": "mai-20260917-0922-baseline|c142-s1|xai-small|Dagster", "prompt": "c142-s1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prefect (easiest for small teams) over Airflow/Dagster"}, {"id": "mai-20260917-0922-baseline|c142-s1|xai-small|Power Automate", "prompt": "c142-s1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Microsoft/Google stack?** Power Automate or Google Cloud Workflows."}, {"id": "mai-20260917-0922-baseline|c142-s1|xai-small|Google Cloud Workflows", "prompt": "c142-s1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Google Cloud Workflows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Power Automate or Google Cloud Workflows."}, {"id": "mai-20260917-0922-baseline|c142-s1|xai-small|Camunda", "prompt": "c142-s1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Camunda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid heavy tools like Camunda/Workato initially."}, {"id": "mai-20260917-0922-baseline|c142-s1|xai-small|Workato", "prompt": "c142-s1", "model": "xai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Workato", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid heavy tools like Camunda/Workato initially."}, {"id": "mai-20260917-0922-baseline|c142-s1|zai-small|Zapier", "prompt": "c142-s1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My Recommendation:** Start with **Zapier**. It has the lowest barrier to entry."}, {"id": "mai-20260917-0922-baseline|c142-s1|zai-small|Make (formerly Integromat)", "prompt": "c142-s1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Make is the best alternative"}, {"id": "mai-20260917-0922-baseline|c142-s1|zai-small|Enate", "prompt": "c142-s1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "Enate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Starts at **$60 per user/month** (Minimum 1,000 users), so this is better suited for a small-to-medium service business rather than a very small startup."}, {"id": "mai-20260917-0922-baseline|c142-s1|zai-small|n8n", "prompt": "c142-s1", "model": "zai-small", "cat": "workflow-orchestration", "variant": "direct", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Has a developer and needs data on-premise. | **n8n** (open source)."}, {"id": "mai-20260917-0922-baseline|c142-s2|alibaba-small|Apache Airflow", "prompt": "c142-s2", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid heavy legacy tools like Apache Airflow unless you are willing to self-host and manage the infrastructure yourself"}, {"id": "mai-20260917-0922-baseline|c142-s2|alibaba-small|Prefect", "prompt": "c142-s2", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "### 1. The Top Pick: Prefect"}, {"id": "mai-20260917-0922-baseline|c142-s2|alibaba-small|Dagster", "prompt": "c142-s2", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 2. The Modern Data Alternative: Dagster"}, {"id": "mai-20260917-0922-baseline|c142-s2|alibaba-small|Kestra", "prompt": "c142-s2", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Kestra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Kestra if your team is small and non-technical, preferring a visual/no-code approach."}, {"id": "mai-20260917-0922-baseline|c142-s2|alibaba-small|Airbyte", "prompt": "c142-s2", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Look into **Airbyte** (for moving data) combined with simple **cron jobs** or **Zapier/Make**"}, {"id": "mai-20260917-0922-baseline|c142-s2|alibaba-small|Zapier/Make", "prompt": "c142-s2", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Zapier/Make", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "combined with simple **cron jobs** or **Zapier/Make**. These may save you the complexity of maintaining a pipeline tool entirely."}, {"id": "mai-20260917-0922-baseline|c142-s2|anthropic-small|Apache Airflow", "prompt": "c142-s2", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Apache Airflow** - Powerful but has a learning curve"}, {"id": "mai-20260917-0922-baseline|c142-s2|anthropic-small|Prefect", "prompt": "c142-s2", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're **resource-constrained** and want something **quick to deploy**: Start with **Prefect** (cloud-hosted, free tier available)"}, {"id": "mai-20260917-0922-baseline|c142-s2|anthropic-small|Dagster", "prompt": "c142-s2", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **flexibility and plan to grow**: **Dagster** offers excellent documentation and strong fundamentals that scale well."}, {"id": "mai-20260917-0922-baseline|c142-s2|anthropic-small|dbt Cloud", "prompt": "c142-s2", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "dbt Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "or **dbt Cloud** (if data transformation is your main focus)"}, {"id": "mai-20260917-0922-baseline|c142-s2|challenger-small|Prefect", "prompt": "c142-s2", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Prefect** or **Dagster**, with **Prefect** as the safest default if your team is small and Python-heavy."}, {"id": "mai-20260917-0922-baseline|c142-s2|challenger-small|Dagster", "prompt": "c142-s2", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Dagster** if your pipeline complexity is growing and you care more about observability, lineage"}, {"id": "mai-20260917-0922-baseline|c142-s2|challenger-small|Apache Airflow", "prompt": "c142-s2", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Choose **Apache Airflow** only if you already have stronger platform engineering resources"}, {"id": "mai-20260917-0922-baseline|c142-s2|deepseek-small|Prefect", "prompt": "c142-s2", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My short recommendation: **Prefect**"}, {"id": "mai-20260917-0922-baseline|c142-s2|deepseek-small|Airbyte Cloud", "prompt": "c142-s2", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Airbyte Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Airbyte Cloud / Skyvia / HevoData** — connect your CRM, marketing, and accounting platforms with prebuilt connectors"}, {"id": "mai-20260917-0922-baseline|c142-s2|deepseek-small|Skyvia", "prompt": "c142-s2", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a **no-code tool like Airbyte/Skyvia** if you don't"}, {"id": "mai-20260917-0922-baseline|c142-s2|deepseek-small|HevoData", "prompt": "c142-s2", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "HevoData", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airbyte Cloud / Skyvia / HevoData** — ... wizard-driven, have affordable SMB pricing"}, {"id": "mai-20260917-0922-baseline|c142-s2|deepseek-small|Apache Airflow", "prompt": "c142-s2", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Skip unless you're already running it. ... steep learning curve, high setup/DevOps complexity"}, {"id": "mai-20260917-0922-baseline|c142-s2|deepseek-small|Dagster", "prompt": "c142-s2", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Moderate learning curve and smaller ecosystem — better once you grow."}, {"id": "mai-20260917-0922-baseline|c142-s2|google-small|Dagster (Dagster Cloud)", "prompt": "c142-s2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster (Dagster Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dagster is the premier recommendation"}, {"id": "mai-20260917-0922-baseline|c142-s2|google-small|Prefect (Prefect Cloud)", "prompt": "c142-s2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect (Prefect Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Python-Heavy Teams: **Prefect (Prefect Cloud)**"}, {"id": "mai-20260917-0922-baseline|c142-s2|google-small|Orchestra", "prompt": "c142-s2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Orchestra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Low-Code/No-Code Option: **Orchestra** (or **Kestra**)"}, {"id": "mai-20260917-0922-baseline|c142-s2|google-small|Kestra", "prompt": "c142-s2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Kestra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Kestra uses a declarative YAML-based approach to build pipelines"}, {"id": "mai-20260917-0922-baseline|c142-s2|google-small|Self-Hosted Apache Airflow", "prompt": "c142-s2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Self-Hosted Apache Airflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "hosting it yourself is an absolute nightmare for a small business... avoid Airflow"}, {"id": "mai-20260917-0922-baseline|c142-s2|google-small|Astronomer", "prompt": "c142-s2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Astronomer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unless you are using a premium managed service like Astronomer or AWS MWAA"}, {"id": "mai-20260917-0922-baseline|c142-s2|google-small|AWS MWAA", "prompt": "c142-s2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "AWS MWAA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a premium managed service like Astronomer or AWS MWAA"}, {"id": "mai-20260917-0922-baseline|c142-s2|google-small|Basic Cron Jobs / GitHub Actions", "prompt": "c142-s2", "model": "google-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Basic Cron Jobs / GitHub Actions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "cron jobs do not have state management, retry logic, or alerting"}, {"id": "mai-20260917-0922-baseline|c142-s2|meta-small|Dagster", "prompt": "c142-s2", "model": "meta-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dagster is a recommended data pipeline orchestrator for small businesses that sell to other businesses"}, {"id": "mai-20260917-0922-baseline|c142-s2|minimax-small|Dagster", "prompt": "c142-s2", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you have some technical talent and want more control, **Dagster** or **Prefect** would be better long-term choices."}, {"id": "mai-20260917-0922-baseline|c142-s2|minimax-small|Kestra", "prompt": "c142-s2", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Kestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for**: SMBs seeking simplicity"}, {"id": "mai-20260917-0922-baseline|c142-s2|minimax-small|Airbyte Cloud", "prompt": "c142-s2", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Airbyte Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest starting with **Airbyte Cloud** or **HevoData**"}, {"id": "mai-20260917-0922-baseline|c142-s2|minimax-small|HevoData", "prompt": "c142-s2", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "HevoData", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd suggest starting with **Airbyte Cloud** or **HevoData**"}, {"id": "mai-20260917-0922-baseline|c142-s2|minimax-small|Prefect", "prompt": "c142-s2", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Dagster** or **Prefect** would be better long-term choices"}, {"id": "mai-20260917-0922-baseline|c142-s2|minimax-small|Airflow", "prompt": "c142-s2", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modern, cloud-native, easier than Airflow while still powerful"}, {"id": "mai-20260917-0922-baseline|c142-s2|mistral-small|Dagster", "prompt": "c142-s2", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often recommended for small to medium-sized businesses (SMBs) due to its modern approach, strong documentation"}, {"id": "mai-20260917-0922-baseline|c142-s2|mistral-small|Apache Airflow (Managed)", "prompt": "c142-s2", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow (Managed)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider a managed Airflow service (such as Astronomer or Google Cloud Composer)"}, {"id": "mai-20260917-0922-baseline|c142-s2|mistral-small|Astronomer", "prompt": "c142-s2", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Astronomer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Astronomer or Google Cloud Composer"}, {"id": "mai-20260917-0922-baseline|c142-s2|mistral-small|Google Cloud Composer", "prompt": "c142-s2", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Google Cloud Composer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Astronomer or Google Cloud Composer"}, {"id": "mai-20260917-0922-baseline|c142-s2|mistral-small|Prefect", "prompt": "c142-s2", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for small teams or solo users who need a more developer-friendly and flexible tool"}, {"id": "mai-20260917-0922-baseline|c142-s2|mistral-small|Mammoth Analytics", "prompt": "c142-s2", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Mammoth Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "specifically designed for non-technical users and is often cited as a better fit for small teams"}, {"id": "mai-20260917-0922-baseline|c142-s2|moonshot-small|Prefect", "prompt": "c142-s2", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prefect** is likely your best choice for a small B2B business."}, {"id": "mai-20260917-0922-baseline|c142-s2|moonshot-small|Apache Airflow", "prompt": "c142-s2", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "When to choose Apache Airflow instead: If you need 100+ integrations and maximum ecosystem support"}, {"id": "mai-20260917-0922-baseline|c142-s2|moonshot-small|Hevo Data", "prompt": "c142-s2", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Hevo Data** if you prefer a fully managed, no-code solution."}, {"id": "mai-20260917-0922-baseline|c142-s2|moonshot-small|Skyvia", "prompt": "c142-s2", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Skyvia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Skyvia** - Freemium model, wizard-based setup, good for ETL/ELT and data warehouse pipelines"}, {"id": "mai-20260917-0922-baseline|c142-s2|moonshot-small|Airbyte Cloud", "prompt": "c142-s2", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Airbyte Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Airbyte Cloud** - 600+ connectors, open-source flexibility, affordable for small teams"}, {"id": "mai-20260917-0922-baseline|c142-s2|moonshot-small|Dagster", "prompt": "c142-s2", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Asset/data lineage is critical | **Dagster**"}, {"id": "mai-20260917-0922-baseline|c142-s2|openai-small|Prefect", "prompt": "c142-s2", "model": "openai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Prefect** as the default choice."}, {"id": "mai-20260917-0922-baseline|c142-s2|openai-small|Airflow", "prompt": "c142-s2", "model": "openai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick Airflow** if your company already depends on it or you need its mature ecosystem."}, {"id": "mai-20260917-0922-baseline|c142-s2|openai-small|Dagster", "prompt": "c142-s2", "model": "openai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Dagster** if your team is more data-platform-heavy and wants strong asset/lineage concepts."}, {"id": "mai-20260917-0922-baseline|c142-s2|xai-small|Prefect", "prompt": "c142-s2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend Prefect as the top data pipeline orchestrator."}, {"id": "mai-20260917-0922-baseline|c142-s2|xai-small|Airflow", "prompt": "c142-s2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Airflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Airflow is overkill for SMBs without DevOps"}, {"id": "mai-20260917-0922-baseline|c142-s2|xai-small|Mage", "prompt": "c142-s2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Mage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Mage (notebook UI, $100/mo + compute from day 1) suit slightly larger/niche teams"}, {"id": "mai-20260917-0922-baseline|c142-s2|xai-small|Dagster", "prompt": "c142-s2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Dagster (asset-focused, steeper curve)"}, {"id": "mai-20260917-0922-baseline|c142-s2|xai-small|Airbyte", "prompt": "c142-s2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider Airbyte (connectors) + Zapier"}, {"id": "mai-20260917-0922-baseline|c142-s2|xai-small|n8n", "prompt": "c142-s2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "n8n/Zapier | No-code automation"}, {"id": "mai-20260917-0922-baseline|c142-s2|xai-small|Zapier", "prompt": "c142-s2", "model": "xai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your team is fully no-code ... consider Airbyte (connectors) + Zapier"}, {"id": "mai-20260917-0922-baseline|c142-s2|zai-small|Apache Airflow", "prompt": "c142-s2", "model": "zai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apache Airflow (managed) is the most pragmatic starting point"}, {"id": "mai-20260917-0922-baseline|c142-s2|zai-small|Astronomer Astro", "prompt": "c142-s2", "model": "zai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Astronomer Astro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ideally a managed version like Astronomer Astro or Airflow Cloud"}, {"id": "mai-20260917-0922-baseline|c142-s2|zai-small|Airflow Cloud", "prompt": "c142-s2", "model": "zai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Airflow Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick a managed deployment (Astro, Astronomer Cloud, or Airflow Cloud)."}, {"id": "mai-20260917-0922-baseline|c142-s2|zai-small|Dagster", "prompt": "c142-s2", "model": "zai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dagster offers a more modern developer experience"}, {"id": "mai-20260917-0922-baseline|c142-s2|zai-small|Prefect", "prompt": "c142-s2", "model": "zai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prefect is lighter and easier to pick up"}, {"id": "mai-20260917-0922-baseline|c142-s2|zai-small|Ampersand", "prompt": "c142-s2", "model": "zai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Ampersand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider a B2B integration platform like Ampersand or Skyvia"}, {"id": "mai-20260917-0922-baseline|c142-s2|zai-small|Skyvia", "prompt": "c142-s2", "model": "zai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider a B2B integration platform like Ampersand or Skyvia"}, {"id": "mai-20260917-0922-baseline|c142-s2|zai-small|Rivery", "prompt": "c142-s2", "model": "zai-small", "cat": "workflow-orchestration", "variant": "paraphrase", "raw": "Rivery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "No‑code B2B integration platforms (e.g., Ampersand, Skyvia, Rivery)"}, {"id": "mai-20260917-0922-baseline|c142-s3|alibaba-small|Zapier", "prompt": "c142-s3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Zapier** if you have no technical staff and need quick wins connecting standard apps."}, {"id": "mai-20260917-0922-baseline|c142-s3|alibaba-small|Make (formerly Integromat)", "prompt": "c142-s3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Switch to or start with Make** if you find Zapier too expensive for your volume"}, {"id": "mai-20260917-0922-baseline|c142-s3|alibaba-small|n8n", "prompt": "c142-s3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose n8n** if you have a developer on the team who wants full control"}, {"id": "mai-20260917-0922-baseline|c142-s3|alibaba-small|Microsoft Power Automate", "prompt": "c142-s3", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Teams already invested in the Microsoft 365 ecosystem."}, {"id": "mai-20260917-0922-baseline|c142-s3|anthropic-small|Zapier", "prompt": "c142-s3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zapier** is ideal for small teams without technical expertise."}, {"id": "mai-20260917-0922-baseline|c142-s3|anthropic-small|Apache Airflow", "prompt": "c142-s3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the default choice for many engineering teams, allowing workflows to be written as directed acyclic graphs (DAGs) in pure Python while handling scale exceptionally well."}, {"id": "mai-20260917-0922-baseline|c142-s3|anthropic-small|Prefect", "prompt": "c142-s3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prefect is a specialist tool for data engineering, not the right choice for business process or project work."}, {"id": "mai-20260917-0922-baseline|c142-s3|anthropic-small|Luigi", "prompt": "c142-s3", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Luigi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Luigi has a limited community and integrations, and lacks real-time capabilities, being designed mainly for batch processing."}, {"id": "mai-20260917-0922-baseline|c142-s3|challenger-small|Zapier", "prompt": "c142-s3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your team is very small and non-technical, **Zapier** is usually the simplest starting point."}, {"id": "mai-20260917-0922-baseline|c142-s3|challenger-small|n8n", "prompt": "c142-s3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want open-source control or self-hosting, **n8n** is the most common choice among small teams."}, {"id": "mai-20260917-0922-baseline|c142-s3|challenger-small|Make", "prompt": "c142-s3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more powerful branching logic, **Make** is often the next step up."}, {"id": "mai-20260917-0922-baseline|c142-s3|challenger-small|Lark", "prompt": "c142-s3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Lark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Lark** if you want collaboration, approvals, and workflow in one workspace."}, {"id": "mai-20260917-0922-baseline|c142-s3|challenger-small|ClickUp", "prompt": "c142-s3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a project hub like **ClickUp** may be a better fit than a pure automation tool"}, {"id": "mai-20260917-0922-baseline|c142-s3|challenger-small|Asana", "prompt": "c142-s3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Stronger as project/work management hubs than as orchestration engines"}, {"id": "mai-20260917-0922-baseline|c142-s3|challenger-small|Monday.com", "prompt": "c142-s3", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Choose ClickUp/Asana/Monday.com** if the problem is team task coordination more than automation depth."}, {"id": "mai-20260917-0922-baseline|c142-s3|deepseek-small|Zapier", "prompt": "c142-s3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Non-technical team or quick app glue? → Zapier or Make."}, {"id": "mai-20260917-0922-baseline|c142-s3|deepseek-small|Make", "prompt": "c142-s3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A good middle ground—more visual and capable than Zapier, still no-code."}, {"id": "mai-20260917-0922-baseline|c142-s3|deepseek-small|n8n", "prompt": "c142-s3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want self-hosting / open source with code options? → n8n."}, {"id": "mai-20260917-0922-baseline|c142-s3|deepseek-small|Apache Airflow", "prompt": "c142-s3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Powerful but arguably overkill unless you already have Airflow experience or need enterprise integrations."}, {"id": "mai-20260917-0922-baseline|c142-s3|deepseek-small|Prefect", "prompt": "c142-s3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For most small engineering teams starting fresh, **Prefect** is the strongest overall balance of simplicity and production-readiness"}, {"id": "mai-20260917-0922-baseline|c142-s3|deepseek-small|Dagster", "prompt": "c142-s3", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Dagster** wins if asset lineage and dbt are your priorities"}, {"id": "mai-20260917-0922-baseline|c142-s3|google-small|Apache Airflow", "prompt": "c142-s3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Airflow is notoriously high-maintenance and requires significant DevOps overhead"}, {"id": "mai-20260917-0922-baseline|c142-s3|google-small|Prefect", "prompt": "c142-s3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Quickest learning curve for Python devs; server infrastructure is managed for you."}, {"id": "mai-20260917-0922-baseline|c142-s3|google-small|Dagster", "prompt": "c142-s3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Is building an **analytics stack** with complex databases, data lakes, and dbt. | **Dagster**"}, {"id": "mai-20260917-0922-baseline|c142-s3|google-small|Kestra", "prompt": "c142-s3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Kestra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Allows declarative YAML workflows that are easy to version control and run."}, {"id": "mai-20260917-0922-baseline|c142-s3|google-small|Mage", "prompt": "c142-s3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Mage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a more intuitive, developer-friendly alternative to Airflow"}, {"id": "mai-20260917-0922-baseline|c142-s3|google-small|n8n", "prompt": "c142-s3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You can self-host it for free, eliminating per-run SaaS fees, while retaining developer flexibility."}, {"id": "mai-20260917-0922-baseline|c142-s3|google-small|Make (formerly Integromat)", "prompt": "c142-s3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Make** (for complex logic) or **Zapier** (for speed)"}, {"id": "mai-20260917-0922-baseline|c142-s3|google-small|Zapier", "prompt": "c142-s3", "model": "google-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "its pricing can become restrictively expensive for high-volume execution"}, {"id": "mai-20260917-0922-baseline|c142-s3|meta-small|Wrike", "prompt": "c142-s3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Wrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Wrike ... Wrike is suitable for teams requiring cross-functional workflows"}, {"id": "mai-20260917-0922-baseline|c142-s3|meta-small|Zapier", "prompt": "c142-s3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zapier is ideal for small teams automating app connections without code"}, {"id": "mai-20260917-0922-baseline|c142-s3|meta-small|n8n", "prompt": "c142-s3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "n8n is suitable for technical teams that want self-hosting and code-level control"}, {"id": "mai-20260917-0922-baseline|c142-s3|meta-small|Make", "prompt": "c142-s3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Make is suitable for SMBs running complex workflows with branching logic"}, {"id": "mai-20260917-0922-baseline|c142-s3|meta-small|Nected", "prompt": "c142-s3", "model": "meta-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Nected", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Nected is a good option for startups due to its low setup cost and fast time to value"}, {"id": "mai-20260917-0922-baseline|c142-s3|minimax-small|Zapier", "prompt": "c142-s3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Non-technical team: Start with Make (better value) or Zapier (easiest)"}, {"id": "mai-20260917-0922-baseline|c142-s3|minimax-small|Make (formerly Integromat)", "prompt": "c142-s3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "best power-to-price ratio for SMBs"}, {"id": "mai-20260917-0922-baseline|c142-s3|minimax-small|n8n", "prompt": "c142-s3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Technical team: n8n offers the best control and cost efficiency"}, {"id": "mai-20260917-0922-baseline|c142-s3|minimax-small|Prefect", "prompt": "c142-s3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Data-focused team: Prefect or Airflow for more complex orchestration needs"}, {"id": "mai-20260917-0922-baseline|c142-s3|minimax-small|Microsoft Power Automate", "prompt": "c142-s3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Microsoft shop: Power Automate for seamless integration"}, {"id": "mai-20260917-0922-baseline|c142-s3|minimax-small|Airflow", "prompt": "c142-s3", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Prefect or Airflow for more complex orchestration needs"}, {"id": "mai-20260917-0922-baseline|c142-s3|mistral-small|Zapier", "prompt": "c142-s3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're non-technical and need simplicity: **Zapier**."}, {"id": "mai-20260917-0922-baseline|c142-s3|mistral-small|Make (formerly Integromat)", "prompt": "c142-s3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need complex workflows without coding: **Make**."}, {"id": "mai-20260917-0922-baseline|c142-s3|mistral-small|n8n", "prompt": "c142-s3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want developer control, privacy, or budget options: **n8n**."}, {"id": "mai-20260917-0922-baseline|c142-s3|mistral-small|Microsoft Power Automate", "prompt": "c142-s3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're deep in Microsoft's ecosystem: **Power Automate**."}, {"id": "mai-20260917-0922-baseline|c142-s3|mistral-small|NORA", "prompt": "c142-s3", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "NORA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want to avoid subscriptions: **NORA**."}, {"id": "mai-20260917-0922-baseline|c142-s3|moonshot-small|Zapier", "prompt": "c142-s3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Zapier** if you need something working today and have minimal technical resources"}, {"id": "mai-20260917-0922-baseline|c142-s3|moonshot-small|Make (formerly Integromat)", "prompt": "c142-s3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Make** if you want more power per dollar"}, {"id": "mai-20260917-0922-baseline|c142-s3|moonshot-small|n8n", "prompt": "c142-s3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick n8n** if data privacy matters or you have at least one technical person on the team"}, {"id": "mai-20260917-0922-baseline|c142-s3|moonshot-small|Activepieces", "prompt": "c142-s3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Activepieces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Activepieces** if you want open-source flexibility with room to grow into AI workflows"}, {"id": "mai-20260917-0922-baseline|c142-s3|moonshot-small|Temporal", "prompt": "c142-s3", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More developer-oriented; overkill for simple automations"}, {"id": "mai-20260917-0922-baseline|c142-s3|openai-small|Apache Airflow", "prompt": "c142-s3", "model": "openai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Tradeoff: can feel heavier to operate, especially for a small team."}, {"id": "mai-20260917-0922-baseline|c142-s3|openai-small|Prefect", "prompt": "c142-s3", "model": "openai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Data/ETL scheduled jobs:** start with **Prefect** or **Dagster**"}, {"id": "mai-20260917-0922-baseline|c142-s3|openai-small|Dagster", "prompt": "c142-s3", "model": "openai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Data/ETL scheduled jobs:** start with **Prefect** or **Dagster**"}, {"id": "mai-20260917-0922-baseline|c142-s3|openai-small|Temporal", "prompt": "c142-s3", "model": "openai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Temporal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Temporal** if the workflow is really an application process, not a data pipeline."}, {"id": "mai-20260917-0922-baseline|c142-s3|openai-small|Argo Workflows", "prompt": "c142-s3", "model": "openai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Argo Workflows", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tradeoff: not the easiest choice for a small team unless you already live in Kubernetes."}, {"id": "mai-20260917-0922-baseline|c142-s3|openai-small|Luigi", "prompt": "c142-s3", "model": "openai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Luigi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "but older and less feature-rich than newer tools"}, {"id": "mai-20260917-0922-baseline|c142-s3|xai-small|Zapier", "prompt": "c142-s3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for**: Non-technical small teams connecting 7,000+ apps (e.g., Slack to Google Sheets)."}, {"id": "mai-20260917-0922-baseline|c142-s3|xai-small|Make (formerly Integromat)", "prompt": "c142-s3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: SMBs needing complex visual logic and branching (routers, iterators)."}, {"id": "mai-20260917-0922-baseline|c142-s3|xai-small|n8n", "prompt": "c142-s3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Technical teams wanting self-hosting (data privacy) with visual + code flexibility."}, {"id": "mai-20260917-0922-baseline|c142-s3|xai-small|Prefect", "prompt": "c142-s3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Best for**: Small dev teams doing dynamic Python data workflows (easier than Airflow)."}, {"id": "mai-20260917-0922-baseline|c142-s3|xai-small|Dagster", "prompt": "c142-s3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Data teams prioritizing observability, lineage, and asset testing."}, {"id": "mai-20260917-0922-baseline|c142-s3|xai-small|Apache Airflow", "prompt": "c142-s3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Mature ecosystem, but higher setup/learning curve."}, {"id": "mai-20260917-0922-baseline|c142-s3|xai-small|Astronomer", "prompt": "c142-s3", "model": "xai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Astronomer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Apache Airflow** (or managed like Astronomer)"}, {"id": "mai-20260917-0922-baseline|c142-s3|zai-small|Zapier", "prompt": "c142-s3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best pick:** **Zapier** (or **Make** if you need more visual branching)"}, {"id": "mai-20260917-0922-baseline|c142-s3|zai-small|Make (formerly Integromat)", "prompt": "c142-s3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**When to consider Make:** If you need more complex branching or data transformation logic than Zapier supports."}, {"id": "mai-20260917-0922-baseline|c142-s3|zai-small|Workato", "prompt": "c142-s3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Workato", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pricing is enterprise\\u2011oriented; overkill for very small teams"}, {"id": "mai-20260917-0922-baseline|c142-s3|zai-small|n8n", "prompt": "c142-s3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Best pick:** **n8n**"}, {"id": "mai-20260917-0922-baseline|c142-s3|zai-small|Prefect", "prompt": "c142-s3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best pick:** **Prefect** (for dynamic workflows) or **Dagster** (for assets & lineage)"}, {"id": "mai-20260917-0922-baseline|c142-s3|zai-small|Dagster", "prompt": "c142-s3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Why Dagster:** First\\u2011class data assets and automatic lineage."}, {"id": "mai-20260917-0922-baseline|c142-s3|zai-small|Apache Airflow", "prompt": "c142-s3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "remains the industry standard for mature, enterprise\\u2011scale batch orchestration but has a steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c142-s3|zai-small|Microsoft Power Automate", "prompt": "c142-s3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best pick:** **Microsoft Power Automate**"}, {"id": "mai-20260917-0922-baseline|c142-s3|zai-small|Google Cloud Workflows", "prompt": "c142-s3", "model": "zai-small", "cat": "workflow-orchestration", "variant": "comparative", "raw": "Google Cloud Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Already on Google Cloud, event\\u2011driven workflows | Google Cloud Workflows"}, {"id": "mai-20260917-0922-baseline|c142-s4|alibaba-small|Apache Airflow", "prompt": "c142-s4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Pros:** Industry standard, highly scalable, massive community, free (open-source). **Cons:** High learning curve"}, {"id": "mai-20260917-0922-baseline|c142-s4|alibaba-small|Prefect", "prompt": "c142-s4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Modern alternatives to Airflow that are easier to code, debug, and monitor"}, {"id": "mai-20260917-0922-baseline|c142-s4|alibaba-small|Dagster", "prompt": "c142-s4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prefect / Dagster:** ... Modern alternatives to Airflow"}, {"id": "mai-20260917-0922-baseline|c142-s4|alibaba-small|Argo Workflows", "prompt": "c142-s4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Argo Workflows", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Requires Kubernetes knowledge; overkill if you aren't already using K8s."}, {"id": "mai-20260917-0922-baseline|c142-s4|alibaba-small|Zapier", "prompt": "c142-s4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Non-technical teams needing simple app-to-app workflows."}, {"id": "mai-20260917-0922-baseline|c142-s4|alibaba-small|n8n", "prompt": "c142-s4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Top Pick for Most Small Businesses:** Try **n8n**."}, {"id": "mai-20260917-0922-baseline|c142-s4|alibaba-small|Make (formerly Integromat)", "prompt": "c142-s4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "often cheaper per operation than Zapier"}, {"id": "mai-20260917-0922-baseline|c142-s4|alibaba-small|AWS Step Functions", "prompt": "c142-s4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "AWS Step Functions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**AWS Step Functions** | Pay-per-use model, zero infrastructure management."}, {"id": "mai-20260917-0922-baseline|c142-s4|alibaba-small|Azure Logic Apps", "prompt": "c142-s4", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Azure Logic Apps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**AWS Step Functions / Azure Logic Apps:** ... Fully managed."}, {"id": "mai-20260917-0922-baseline|c142-s4|anthropic-small|n8n", "prompt": "c142-s4", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**n8n offers the best balance of affordability and functionality**"}, {"id": "mai-20260917-0922-baseline|c142-s4|anthropic-small|Zapier", "prompt": "c142-s4", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "is most expensive to scale"}, {"id": "mai-20260917-0922-baseline|c142-s4|anthropic-small|Cflow", "prompt": "c142-s4", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Cflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools like Cflow, Kissflow, Wrike, and monday.com are good for getting purchase orders, invoices, or internal requests approved"}, {"id": "mai-20260917-0922-baseline|c142-s4|anthropic-small|Kissflow", "prompt": "c142-s4", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Kissflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like Cflow, Kissflow, Wrike, and monday.com are good"}, {"id": "mai-20260917-0922-baseline|c142-s4|anthropic-small|Wrike", "prompt": "c142-s4", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Wrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like Cflow, Kissflow, Wrike, and monday.com are good"}, {"id": "mai-20260917-0922-baseline|c142-s4|anthropic-small|monday.com", "prompt": "c142-s4", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "tools like Cflow, Kissflow, Wrike, and monday.com are good"}, {"id": "mai-20260917-0922-baseline|c142-s4|anthropic-small|Apache Airflow", "prompt": "c142-s4", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "This is free but requires more technical expertise."}, {"id": "mai-20260917-0922-baseline|c142-s4|challenger-small|Make", "prompt": "c142-s4", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Make", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Make** is the strongest overall pick if you need flexible workflow orchestration with low starting cost"}, {"id": "mai-20260917-0922-baseline|c142-s4|challenger-small|Zapier", "prompt": "c142-s4", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your main need is just connecting common apps with the simplest learning curve, **Zapier** is the better default choice"}, {"id": "mai-20260917-0922-baseline|c142-s4|challenger-small|n8n", "prompt": "c142-s4", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "open-source options like **n8n** or **Apache Airflow**, though they usually require more setup and maintenance"}, {"id": "mai-20260917-0922-baseline|c142-s4|challenger-small|Apache Airflow", "prompt": "c142-s4", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "open-source options like **n8n** or **Apache Airflow**, though they usually require more setup and maintenance"}, {"id": "mai-20260917-0922-baseline|c142-s4|deepseek-small|Make (formerly Integromat)", "prompt": "c142-s4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Make (formerly Integromat)** – Best budget pick for teams doing moderately complex workflows."}, {"id": "mai-20260917-0922-baseline|c142-s4|deepseek-small|n8n", "prompt": "c142-s4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Free to self-host** with an open-source sustainable-use license."}, {"id": "mai-20260917-0922-baseline|c142-s4|deepseek-small|Activepieces", "prompt": "c142-s4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Activepieces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An MIT-licensed open-source **Zapier replacement**... it's free to self-host."}, {"id": "mai-20260917-0922-baseline|c142-s4|deepseek-small|Zapier", "prompt": "c142-s4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The most user-friendly but pricier (starts ~$19.99/month and charges per task, which scales poorly)."}, {"id": "mai-20260917-0922-baseline|c142-s4|deepseek-small|Apache Airflow", "prompt": "c142-s4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Powerful but has a steeper learning curve and operational overhead."}, {"id": "mai-20260917-0922-baseline|c142-s4|deepseek-small|Prefect", "prompt": "c142-s4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Apache Airflow** or **Prefect** (free, self-hosted)"}, {"id": "mai-20260917-0922-baseline|c142-s4|deepseek-small|Dagster", "prompt": "c142-s4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More modern, Python-first open-source alternatives to Airflow with less operational friction."}, {"id": "mai-20260917-0922-baseline|c142-s4|deepseek-small|Argo Workflows", "prompt": "c142-s4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Open source, container-native, great if you're already on Kubernetes."}, {"id": "mai-20260917-0922-baseline|c142-s4|deepseek-small|Windmill", "prompt": "c142-s4", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Windmill", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Lets developers write real code (Python, TypeScript, Go, SQL) behind automations, open source."}, {"id": "mai-20260917-0922-baseline|c142-s4|google-small|Zapier", "prompt": "c142-s4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "orchestrate lightweight AI steps without paying Zapier\\u2019s steep pricing"}, {"id": "mai-20260917-0922-baseline|c142-s4|google-small|n8n", "prompt": "c142-s4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "n8n (The Budget Powerhouse)... self-host n8n"}, {"id": "mai-20260917-0922-baseline|c142-s4|google-small|Activepieces", "prompt": "c142-s4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Activepieces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Activepieces (The No-Code Alternative)"}, {"id": "mai-20260917-0922-baseline|c142-s4|google-small|Prefect", "prompt": "c142-s4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want the quickest \"zero-dollar, zero-maintenance\" setup, go with **Prefect** (for code)"}, {"id": "mai-20260917-0922-baseline|c142-s4|google-small|Apache Airflow", "prompt": "c142-s4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Do not use Apache Airflow.** Airflow is heavy, expensive, and requires significant DevOps overhead"}, {"id": "mai-20260917-0922-baseline|c142-s4|google-small|Kestra", "prompt": "c142-s4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Kestra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Kestra (The Declarative YAML Option)... Fully **Free**"}, {"id": "mai-20260917-0922-baseline|c142-s4|google-small|Windmill", "prompt": "c142-s4", "model": "google-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Windmill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "self-host n8n** or **Windmill** on a cheap cloud virtual machine"}, {"id": "mai-20260917-0922-baseline|c142-s4|meta-small|Zapier", "prompt": "c142-s4", "model": "meta-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zapier - Best for small teams automating app connections without code. It offers a free plan with 100 tasks/month"}, {"id": "mai-20260917-0922-baseline|c142-s4|meta-small|ONES Project", "prompt": "c142-s4", "model": "meta-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "ONES Project", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A Jira-like project management tool that offers workflow automation capabilities without plugin sprawl."}, {"id": "mai-20260917-0922-baseline|c142-s4|meta-small|Make", "prompt": "c142-s4", "model": "meta-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Make", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A visual scenario design tool that allows users to create complex workflows."}, {"id": "mai-20260917-0922-baseline|c142-s4|minimax-small|Zapier", "prompt": "c142-s4", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you need simplicity and wide integrations**: Start with **Zapier** (free tier)"}, {"id": "mai-20260917-0922-baseline|c142-s4|minimax-small|Make", "prompt": "c142-s4", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Make", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need visual building and more generous free tier**: **Make**"}, {"id": "mai-20260917-0922-baseline|c142-s4|minimax-small|ClickUp", "prompt": "c142-s4", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want project management + automation combined**: **ClickUp**"}, {"id": "mai-20260917-0922-baseline|c142-s4|minimax-small|n8n", "prompt": "c142-s4", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you have technical skills and want self-hosting**: **n8n**"}, {"id": "mai-20260917-0922-baseline|c142-s4|minimax-small|Activepieces", "prompt": "c142-s4", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Activepieces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Activepieces** (Best Free Option)"}, {"id": "mai-20260917-0922-baseline|c142-s4|mistral-small|n8n", "prompt": "c142-s4", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**n8n** or **Nected** are likely the best choices due to their affordability and ease of use"}, {"id": "mai-20260917-0922-baseline|c142-s4|mistral-small|Nected", "prompt": "c142-s4", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Nected", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**n8n** or **Nected** are likely the best choices due to their affordability and ease of use"}, {"id": "mai-20260917-0922-baseline|c142-s4|mistral-small|Apache Airflow", "prompt": "c142-s4", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong open-source alternatives if you have some technical resources available"}, {"id": "mai-20260917-0922-baseline|c142-s4|mistral-small|Argo Workflows", "prompt": "c142-s4", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Argo Workflows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong open-source alternatives if you have some technical resources available"}, {"id": "mai-20260917-0922-baseline|c142-s4|mistral-small|Prefect", "prompt": "c142-s4", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Prefect** and **Dagster** are mentioned as good choices for solo users and small teams"}, {"id": "mai-20260917-0922-baseline|c142-s4|mistral-small|Dagster", "prompt": "c142-s4", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Prefect** and **Dagster** are mentioned as good choices for solo users and small teams"}, {"id": "mai-20260917-0922-baseline|c142-s4|moonshot-small|n8n", "prompt": "c142-s4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company on a tight budget, I'd recommend **n8n**"}, {"id": "mai-20260917-0922-baseline|c142-s4|moonshot-small|Apache Airflow", "prompt": "c142-s4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cons**: Steeper learning curve (requires Python knowledge), can be resource-intensive"}, {"id": "mai-20260917-0922-baseline|c142-s4|moonshot-small|Prefect", "prompt": "c142-s4", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prefect** offers a good middle ground between ease-of-use and power"}, {"id": "mai-20260917-0922-baseline|c142-s4|openai-small|Prefect", "prompt": "c142-s4", "model": "openai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies on a budget, **Prefect is usually the best balance of cost, ease of use, and flexibility**."}, {"id": "mai-20260917-0922-baseline|c142-s4|openai-small|Apache Airflow", "prompt": "c142-s4", "model": "openai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "More operational overhead - Can be heavier to maintain for a small team"}, {"id": "mai-20260917-0922-baseline|c142-s4|openai-small|Dagster", "prompt": "c142-s4", "model": "openai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're building **data engineering pipelines** and want more structure: **Dagster**"}, {"id": "mai-20260917-0922-baseline|c142-s4|openai-small|n8n", "prompt": "c142-s4", "model": "openai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want **simple app/SaaS automation**: **n8n**"}, {"id": "mai-20260917-0922-baseline|c142-s4|xai-small|n8n (self-hosted Community Edition)", "prompt": "c142-s4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n (self-hosted Community Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best workflow orchestration tool is likely n8n (self-hosted Community Edition)"}, {"id": "mai-20260917-0922-baseline|c142-s4|xai-small|Prefect (open-source self-hosted)", "prompt": "c142-s4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect (open-source self-hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If mostly data pipelines: Go Prefect—modern, Python-friendly, free self-host."}, {"id": "mai-20260917-0922-baseline|c142-s4|xai-small|Apache Airflow (self-hosted)", "prompt": "c142-s4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow (self-hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Hard (steep curve, ops-heavy) | High maintenance for small teams"}, {"id": "mai-20260917-0922-baseline|c142-s4|xai-small|Activepieces (self-hosted)", "prompt": "c142-s4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Activepieces (self-hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If app/business automations: n8n or Activepieces (try both via Docker)."}, {"id": "mai-20260917-0922-baseline|c142-s4|xai-small|Make.com", "prompt": "c142-s4", "model": "xai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Make.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Task limits on free; not self-hosted"}, {"id": "mai-20260917-0922-baseline|c142-s4|zai-small|Zapier", "prompt": "c142-s4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Zapier** or **Make** are excellent free-tier alternatives"}, {"id": "mai-20260917-0922-baseline|c142-s4|zai-small|Make (formerly Integromat)", "prompt": "c142-s4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zapier** or **Make** are excellent free\\u2011tier alternatives"}, {"id": "mai-20260917-0922-baseline|c142-s4|zai-small|n8n", "prompt": "c142-s4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Start with n8n (self\\u2011hosted Community Edition).**"}, {"id": "mai-20260917-0922-baseline|c142-s4|zai-small|Activepieces", "prompt": "c142-s4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Activepieces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Activepieces** or **n8n** self\\u2011hosted \\u2013 no per\\u2011action fees"}, {"id": "mai-20260917-0922-baseline|c142-s4|zai-small|Microsoft Power Automate", "prompt": "c142-s4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you\\u2019re already paying for **Microsoft 365**, evaluate **Power Automate** first"}, {"id": "mai-20260917-0922-baseline|c142-s4|zai-small|Prefect", "prompt": "c142-s4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Prefect** (Hobby tier) \\u2013 easier to get started than Airflow"}, {"id": "mai-20260917-0922-baseline|c142-s4|zai-small|Apache Airflow", "prompt": "c142-s4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Mature ecosystem, extensive operator library, but higher ops overhead"}, {"id": "mai-20260917-0922-baseline|c142-s4|zai-small|Windmill", "prompt": "c142-s4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Windmill", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Built\\u2011in IDE, code\\u2011first workflows, database connectors"}, {"id": "mai-20260917-0922-baseline|c142-s4|zai-small|Temporal", "prompt": "c142-s4", "model": "zai-small", "cat": "workflow-orchestration", "variant": "budget", "raw": "Temporal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "best durability, but requires ops resources"}, {"id": "mai-20260917-0922-baseline|c142-s5|alibaba-small|Apache Airflow", "prompt": "c142-s5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "modern alternatives to the heavy lift required by Apache Airflow... If your only engineer leaves, your workflows break."}, {"id": "mai-20260917-0922-baseline|c142-s5|alibaba-small|Prefect", "prompt": "c142-s5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For Data Engineering:** Look at **Prefect** or **Dagster**."}, {"id": "mai-20260917-0922-baseline|c142-s5|alibaba-small|Dagster", "prompt": "c142-s5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Dagster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**For Data Engineering:** Look at **Prefect** or **Dagster**."}, {"id": "mai-20260917-0922-baseline|c142-s5|alibaba-small|Temporal", "prompt": "c142-s5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top Contenders: Apache Airflow, Prefect, Dagster, Temporal."}, {"id": "mai-20260917-0922-baseline|c142-s5|alibaba-small|Zapier", "prompt": "c142-s5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Start with **Make** (cheaper/more flexible than Zapier)"}, {"id": "mai-20260917-0922-baseline|c142-s5|alibaba-small|Make (formerly Integromat)", "prompt": "c142-s5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**For pure API/App automation:** Start with **Make**"}, {"id": "mai-20260917-0922-baseline|c142-s5|alibaba-small|n8n", "prompt": "c142-s5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "n8n", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Start with **Make** ... or **n8n** (self-hostable version)"}, {"id": "mai-20260917-0922-baseline|c142-s5|alibaba-small|Celigo", "prompt": "c142-s5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Celigo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Top Contenders: Zapier, Make (formerly Integromat), n8n, Celigo."}, {"id": "mai-20260917-0922-baseline|c142-s5|alibaba-small|Wrike", "prompt": "c142-s5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Wrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Top Contenders: Wrike, Monday.com, Smartsheet."}, {"id": "mai-20260917-0922-baseline|c142-s5|alibaba-small|Monday.com", "prompt": "c142-s5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Top Contenders: Wrike, Monday.com, Smartsheet."}, {"id": "mai-20260917-0922-baseline|c142-s5|alibaba-small|Smartsheet", "prompt": "c142-s5", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Smartsheet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Top Contenders: Wrike, Monday.com, Smartsheet."}, {"id": "mai-20260917-0922-baseline|c142-s5|deepseek-small|Apache Airflow", "prompt": "c142-s5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Airflow is powerful but notoriously fiddly.\"... \"self-hosting Airflow/Temporal can burn disproportionate engineering time you don't have.\""}, {"id": "mai-20260917-0922-baseline|c142-s5|deepseek-small|Prefect", "prompt": "c142-s5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Data pipelines → Airflow/Dagster/Prefect"}, {"id": "mai-20260917-0922-baseline|c142-s5|deepseek-small|Dagster", "prompt": "c142-s5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Data pipelines → Airflow/Dagster/Prefect"}, {"id": "mai-20260917-0922-baseline|c142-s5|deepseek-small|Camunda", "prompt": "c142-s5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Camunda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "People/approval processes → Camunda-type or no-code tools"}, {"id": "mai-20260917-0922-baseline|c142-s5|deepseek-small|n8n", "prompt": "c142-s5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tools like Zapier/n8n let non-developers build flows"}, {"id": "mai-20260917-0922-baseline|c142-s5|deepseek-small|Zapier", "prompt": "c142-s5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tools like Zapier/n8n let non-developers build flows"}, {"id": "mai-20260917-0922-baseline|c142-s5|deepseek-small|Flowable", "prompt": "c142-s5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Flowable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Camunda, n8n, Zapier, Flowable | Human-in-the-loop processes"}, {"id": "mai-20260917-0922-baseline|c142-s5|deepseek-small|Temporal", "prompt": "c142-s5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Long-running, multi-day processes with state → Temporal shines"}, {"id": "mai-20260917-0922-baseline|c142-s5|deepseek-small|AWS Step Functions", "prompt": "c142-s5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "AWS Step Functions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AWS Step Functions, Argo Workflows | If you're already locked into one cloud"}, {"id": "mai-20260917-0922-baseline|c142-s5|deepseek-small|Argo Workflows", "prompt": "c142-s5", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AWS Step Functions, Argo Workflows | If you're already locked into one cloud"}, {"id": "mai-20260917-0922-baseline|c142-s5|google-small|Prefect", "prompt": "c142-s5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Verdict:** Highly recommended for quick adoption and low cognitive load."}, {"id": "mai-20260917-0922-baseline|c142-s5|google-small|Dagster", "prompt": "c142-s5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best choice if you are building a modern data platform and want high data reliability, lineage tracking, and testing."}, {"id": "mai-20260917-0922-baseline|c142-s5|google-small|Apache Airflow", "prompt": "c142-s5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**do not self-host it at your size**. It is notoriously heavy to maintain and scale."}, {"id": "mai-20260917-0922-baseline|c142-s5|google-small|Astronomer (Astro)", "prompt": "c142-s5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Astronomer (Astro)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "run it through a managed service like **Astronomer (Astro)** or AWS MWAA"}, {"id": "mai-20260917-0922-baseline|c142-s5|google-small|AWS MWAA", "prompt": "c142-s5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "AWS MWAA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "run it through a managed service like **Astronomer (Astro)** or AWS MWAA"}, {"id": "mai-20260917-0922-baseline|c142-s5|google-small|Temporal", "prompt": "c142-s5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Temporal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Outstanding if you need bulletproof reliability for backend application code, though it has a steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c142-s5|google-small|Windmill", "prompt": "c142-s5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Windmill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Extremely fast execution, highly cost-effective, and lets you quickly build internal tooling"}, {"id": "mai-20260917-0922-baseline|c142-s5|google-small|n8n", "prompt": "c142-s5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Excellent if your orchestrations are primarily connecting SaaS APIs"}, {"id": "mai-20260917-0922-baseline|c142-s5|google-small|Zapier", "prompt": "c142-s5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "you want to save money compared to high Zapier or Workato enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c142-s5|google-small|Workato", "prompt": "c142-s5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Workato", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "save money compared to high Zapier or Workato enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c142-s5|google-small|Make", "prompt": "c142-s5", "model": "google-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Make", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "\"Fair-code\" alternative to Zapier/Make."}, {"id": "mai-20260917-0922-baseline|c142-s5|meta-small|Flowable", "prompt": "c142-s5", "model": "meta-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Flowable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular workflow orchestration tools that you may consider include:\n\n1. Flowable"}, {"id": "mai-20260917-0922-baseline|c142-s5|meta-small|Airflow", "prompt": "c142-s5", "model": "meta-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Airflow"}, {"id": "mai-20260917-0922-baseline|c142-s5|meta-small|Prefect", "prompt": "c142-s5", "model": "meta-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Prefect"}, {"id": "mai-20260917-0922-baseline|c142-s5|meta-small|Dagster", "prompt": "c142-s5", "model": "meta-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Dagster"}, {"id": "mai-20260917-0922-baseline|c142-s5|meta-small|Elementum", "prompt": "c142-s5", "model": "meta-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Elementum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Elementum"}, {"id": "mai-20260917-0922-baseline|c142-s5|mistral-small|Apache Airflow", "prompt": "c142-s5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Open Source**: Apache Airflow, Prefect, Dagster, Luigi"}, {"id": "mai-20260917-0922-baseline|c142-s5|mistral-small|Prefect", "prompt": "c142-s5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Open Source**: Apache Airflow, Prefect, Dagster, Luigi"}, {"id": "mai-20260917-0922-baseline|c142-s5|mistral-small|Dagster", "prompt": "c142-s5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Open Source**: Apache Airflow, Prefect, Dagster, Luigi"}, {"id": "mai-20260917-0922-baseline|c142-s5|mistral-small|Luigi", "prompt": "c142-s5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Luigi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Open Source**: Apache Airflow, Prefect, Dagster, Luigi"}, {"id": "mai-20260917-0922-baseline|c142-s5|mistral-small|Astronomer (Airflow)", "prompt": "c142-s5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Astronomer (Airflow)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Managed Services**: Astronomer (Airflow), Prefect Cloud, Dagster Cloud"}, {"id": "mai-20260917-0922-baseline|c142-s5|mistral-small|Prefect Cloud", "prompt": "c142-s5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Managed Services**: Astronomer (Airflow), Prefect Cloud, Dagster Cloud"}, {"id": "mai-20260917-0922-baseline|c142-s5|mistral-small|Dagster Cloud", "prompt": "c142-s5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Dagster Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Dagster Cloud, AWS Step Functions, Azure Data Factory"}, {"id": "mai-20260917-0922-baseline|c142-s5|mistral-small|AWS Step Functions", "prompt": "c142-s5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "AWS Step Functions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AWS Step Functions, Azure Data Factory"}, {"id": "mai-20260917-0922-baseline|c142-s5|mistral-small|Azure Data Factory", "prompt": "c142-s5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Azure Data Factory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AWS Step Functions, Azure Data Factory"}, {"id": "mai-20260917-0922-baseline|c142-s5|mistral-small|Zapier", "prompt": "c142-s5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Low-Code/No-Code**: Zapier, Make (Integromat), Tray.io"}, {"id": "mai-20260917-0922-baseline|c142-s5|mistral-small|Make (Integromat)", "prompt": "c142-s5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Make (Integromat)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Low-Code/No-Code**: Zapier, Make (Integromat), Tray.io"}, {"id": "mai-20260917-0922-baseline|c142-s5|mistral-small|Tray.io", "prompt": "c142-s5", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Tray.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Low-Code/No-Code**: Zapier, Make (Integromat), Tray.io"}, {"id": "mai-20260917-0922-baseline|c142-s5|moonshot-small|Zapier", "prompt": "c142-s5", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need to move fast with minimal technical resources: Start with **Zapier** or **Make**.... per-task pricing gets expensive fast at volume"}, {"id": "mai-20260917-0922-baseline|c142-s5|moonshot-small|Make", "prompt": "c142-s5", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Make", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Make (formerly Integromat)** — Best all-around for SMBs"}, {"id": "mai-20260917-0922-baseline|c142-s5|moonshot-small|n8n", "prompt": "c142-s5", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have technical talent, high volume, or data privacy concerns: Evaluate **n8n** (self-hosted)."}, {"id": "mai-20260917-0922-baseline|c142-s5|moonshot-small|Power Automate", "prompt": "c142-s5", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're Microsoft-centric: Look at **Power Automate**."}, {"id": "mai-20260917-0922-baseline|c142-s5|moonshot-small|Airflow", "prompt": "c142-s5", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Airflow, Prefect, Dagster** (likely too heavy for a 30-person co.)"}, {"id": "mai-20260917-0922-baseline|c142-s5|moonshot-small|Prefect", "prompt": "c142-s5", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "(likely too heavy for a 30-person co.)"}, {"id": "mai-20260917-0922-baseline|c142-s5|moonshot-small|Dagster", "prompt": "c142-s5", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Dagster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "(likely too heavy for a 30-person co.)"}, {"id": "mai-20260917-0922-baseline|c142-s5|moonshot-small|Teamwork.com", "prompt": "c142-s5", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Teamwork.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Teamwork.com, Wrike, or PSA tools with built-in workflows**"}, {"id": "mai-20260917-0922-baseline|c142-s5|moonshot-small|Wrike", "prompt": "c142-s5", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Wrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Teamwork.com, Wrike, or PSA tools with built-in workflows**"}, {"id": "mai-20260917-0922-baseline|c142-s5|xai-small|Zapier", "prompt": "c142-s5", "model": "xai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Zapier** | No-code automations    | 9,000+ apps, AI integration        | $20/mo (billed annually)  | Yes       |"}, {"id": "mai-20260917-0922-baseline|c142-s5|xai-small|Teamwork", "prompt": "c142-s5", "model": "xai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Teamwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Teamwork** | Team coordination     | Dependencies, visibility, retries | ~$10/user/mo              | Limited   |"}, {"id": "mai-20260917-0922-baseline|c142-s5|xai-small|Wrike", "prompt": "c142-s5", "model": "xai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Wrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Wrike**  | Project workflows      | Custom fields, reporting           | Custom (30-user min)      | Trial     |"}, {"id": "mai-20260917-0922-baseline|c142-s5|xai-small|Lark", "prompt": "c142-s5", "model": "xai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Lark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Lark**   | Unified collab+flows   | All-in-one (chat/tasks/approvals)  | $12/user/mo               | Up to 20  |"}, {"id": "mai-20260917-0922-baseline|c142-s5|xai-small|Make", "prompt": "c142-s5", "model": "xai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Make", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Make** (ex-Integromat) | Complex logic | Visual builder, error handling    | $9/mo                     | Yes       |"}, {"id": "mai-20260917-0922-baseline|c142-s5|xai-small|Flowable", "prompt": "c142-s5", "model": "xai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Flowable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "This framework comes from expert guides (e.g., Flowable, Teamwork)."}, {"id": "mai-20260917-0922-baseline|c142-s5|zai-small|Airflow", "prompt": "c142-s5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Data‑pipeline orchestrators** | Airflow, Dagster, Prefect | ETL, batch jobs, data pipelines"}, {"id": "mai-20260917-0922-baseline|c142-s5|zai-small|Dagster", "prompt": "c142-s5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Airflow, Dagster, Prefect | ETL, batch jobs, data pipelines"}, {"id": "mai-20260917-0922-baseline|c142-s5|zai-small|Prefect", "prompt": "c142-s5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Airflow, Dagster, Prefect | ETL, batch jobs, data pipelines"}, {"id": "mai-20260917-0922-baseline|c142-s5|zai-small|Camunda", "prompt": "c142-s5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Camunda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Camunda, Activiti | Human‑centric workflows, approvals"}, {"id": "mai-20260917-0922-baseline|c142-s5|zai-small|Activiti", "prompt": "c142-s5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Activiti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Camunda, Activiti | Human‑centric workflows, approvals"}, {"id": "mai-20260917-0922-baseline|c142-s5|zai-small|Temporal", "prompt": "c142-s5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Temporal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Durable‑execution platforms** | Temporal | Long‑running workflows with complex state"}, {"id": "mai-20260917-0922-baseline|c142-s5|zai-small|AWS Step Functions", "prompt": "c142-s5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "AWS Step Functions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AWS Step Functions, Argo Workflows, Databricks Lakeflow Jobs, Snowflake Tasks"}, {"id": "mai-20260917-0922-baseline|c142-s5|zai-small|Argo Workflows", "prompt": "c142-s5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Argo Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AWS Step Functions, Argo Workflows, Databricks Lakeflow Jobs, Snowflake Tasks"}, {"id": "mai-20260917-0922-baseline|c142-s5|zai-small|Databricks Lakeflow Jobs", "prompt": "c142-s5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Databricks Lakeflow Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Databricks Lakeflow Jobs, Snowflake Tasks | Workloads that live inside a specific cloud or data platform"}, {"id": "mai-20260917-0922-baseline|c142-s5|zai-small|Snowflake Tasks", "prompt": "c142-s5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Snowflake Tasks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Snowflake Tasks | Workloads that live inside a specific cloud or data platform"}, {"id": "mai-20260917-0922-baseline|c142-s5|zai-small|Zapier", "prompt": "c142-s5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Zapier, Make, n8n, Power Automate | Simple, app‑to‑app automations, often for smaller teams"}, {"id": "mai-20260917-0922-baseline|c142-s5|zai-small|Make", "prompt": "c142-s5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Make", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Zapier, Make, n8n, Power Automate | Simple, app‑to‑app automations"}, {"id": "mai-20260917-0922-baseline|c142-s5|zai-small|n8n", "prompt": "c142-s5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Zapier, Make, n8n, Power Automate | Simple, app‑to‑app automations"}, {"id": "mai-20260917-0922-baseline|c142-s5|zai-small|Power Automate", "prompt": "c142-s5", "model": "zai-small", "cat": "workflow-orchestration", "variant": "scale", "raw": "Power Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Zapier, Make, n8n, Power Automate | Simple, app‑to‑app automations"}, {"id": "mai-20260917-0922-baseline|c142-s6|alibaba-small|Apache Airflow", "prompt": "c142-s6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Apache Airflow is the most popular choice, yet it has a massive \"maintenance tax.\"... Why Avoid: It turns a simple \"A then B\" task into a multi-day project"}, {"id": "mai-20260917-0922-baseline|c142-s6|alibaba-small|Luigi", "prompt": "c142-s6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Luigi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Distributed Data Pipeline Frameworks (e.g., Apache Airflow, Luigi, Spark)... often terrible fits for startups or small ops teams"}, {"id": "mai-20260917-0922-baseline|c142-s6|alibaba-small|Spark", "prompt": "c142-s6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Spark", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "(e.g., Apache Airflow, Luigi, Spark) These are industry standards for large-scale data engineering, but they are often terrible fits for startups"}, {"id": "mai-20260917-0922-baseline|c142-s6|alibaba-small|Prefect", "prompt": "c142-s6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Better Alternative for SMBs: Use **Prefect**, **Dagster (Cloud version)**, or simple **Serverless functions**"}, {"id": "mai-20260917-0922-baseline|c142-s6|alibaba-small|Dagster (Cloud version)", "prompt": "c142-s6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Dagster (Cloud version)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Better Alternative for SMBs: Use **Prefect**, **Dagster (Cloud version)**"}, {"id": "mai-20260917-0922-baseline|c142-s6|alibaba-small|Serverless functions (AWS Lambda + EventBridge)", "prompt": "c142-s6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Serverless functions (AWS Lambda + EventBridge)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "simple **Serverless functions** (AWS Lambda + EventBridge). They offer similar power without the need to self-host infrastructure."}, {"id": "mai-20260917-0922-baseline|c142-s6|alibaba-small|Camunda", "prompt": "c142-s6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise BPM ... (e.g., Camunda, Bonita, Pega) ... Why Avoid: Licensing fees are often prohibitive"}, {"id": "mai-20260917-0922-baseline|c142-s6|alibaba-small|Bonita", "prompt": "c142-s6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Bonita", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "(e.g., Camunda, Bonita, Pega) ... incredibly rigid and expensive to license"}, {"id": "mai-20260917-0922-baseline|c142-s6|alibaba-small|Pega", "prompt": "c142-s6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pega", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "(e.g., Camunda, Bonita, Pega) ... Licensing fees are often prohibitive"}, {"id": "mai-20260917-0922-baseline|c142-s6|alibaba-small|n8n", "prompt": "c142-s6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Better Alternative for SMBs: Use **n8n** (low-code/self-hosted), **Make (Integromat)**, or **Zapier**"}, {"id": "mai-20260917-0922-baseline|c142-s6|alibaba-small|Make (Integromat)", "prompt": "c142-s6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make (Integromat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Better Alternative for SMBs: Use **n8n** (low-code/self-hosted), **Make (Integromat)**, or **Zapier**"}, {"id": "mai-20260917-0922-baseline|c142-s6|alibaba-small|Zapier", "prompt": "c142-s6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "These connect directly to your apps and allow you to pivot quickly."}, {"id": "mai-20260917-0922-baseline|c142-s6|alibaba-small|Kubernetes", "prompt": "c142-s6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Kubernetes", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Why Avoid: It is not a workflow tool by design; it is a container scheduler."}, {"id": "mai-20260917-0922-baseline|c142-s6|alibaba-small|Temporal.io", "prompt": "c142-s6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Better Alternative for SMBs: **Temporal.io** (if you want code-first control)"}, {"id": "mai-20260917-0922-baseline|c142-s6|alibaba-small|AWS Step Functions", "prompt": "c142-s6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS Step Functions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "managed cloud workflows (**AWS Step Functions**, **Google Workflows**) that abstract away the underlying compute"}, {"id": "mai-20260917-0922-baseline|c142-s6|alibaba-small|Google Workflows", "prompt": "c142-s6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Google Workflows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "managed cloud workflows (**AWS Step Functions**, **Google Workflows**)"}, {"id": "mai-20260917-0922-baseline|c142-s6|alibaba-small|Celery", "prompt": "c142-s6", "model": "alibaba-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Celery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Stick to established open-source libraries (like Celery) or low-cost SaaS platforms."}, {"id": "mai-20260917-0922-baseline|c142-s6|anthropic-small|Appian", "prompt": "c142-s6", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Appian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Appian is a mismatch for smaller teams"}, {"id": "mai-20260917-0922-baseline|c142-s6|anthropic-small|Camunda", "prompt": "c142-s6", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Camunda is not a tool you pick up in an afternoon... For smaller teams, it may be more than needed"}, {"id": "mai-20260917-0922-baseline|c142-s6|anthropic-small|Zapier", "prompt": "c142-s6", "model": "anthropic-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Zapier's free plan caps at 100 tasks per month. For teams with high-volume automations, costs can scale quickly"}, {"id": "mai-20260917-0922-baseline|c142-s6|challenger-small|ServiceNow", "prompt": "c142-s6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid or approach cautiously ... ServiceNow, Pega, Appian, Camunda, Temporal, Airflow, Argo Workflows, AWS Step Functions, and Google Cloud Workflows"}, {"id": "mai-20260917-0922-baseline|c142-s6|challenger-small|Pega", "prompt": "c142-s6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pega", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "positioned for enterprise-scale decisioning and orchestration, which is typically more than a small business needs"}, {"id": "mai-20260917-0922-baseline|c142-s6|challenger-small|Appian", "prompt": "c142-s6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Appian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "powerful low-code enterprise automation, but more suitable when you can support a more complex platform"}, {"id": "mai-20260917-0922-baseline|c142-s6|challenger-small|Camunda", "prompt": "c142-s6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "usually too heavy if you do not have engineering resources"}, {"id": "mai-20260917-0922-baseline|c142-s6|challenger-small|Temporal", "prompt": "c142-s6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "aimed at developer-centric teams rather than non-technical operators"}, {"id": "mai-20260917-0922-baseline|c142-s6|challenger-small|Apache Airflow", "prompt": "c142-s6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "smaller teams are advised to use it only if they truly need DAG-based orchestration"}, {"id": "mai-20260917-0922-baseline|c142-s6|challenger-small|Argo Workflows", "prompt": "c142-s6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Argo Workflows", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Kubernetes-native and therefore generally a poor fit unless your business already runs on Kubernetes"}, {"id": "mai-20260917-0922-baseline|c142-s6|challenger-small|AWS Step Functions", "prompt": "c142-s6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS Step Functions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "you should be cautious if you want to avoid cloud lock-in or per-transition pricing complexity"}, {"id": "mai-20260917-0922-baseline|c142-s6|challenger-small|Google Cloud Workflows", "prompt": "c142-s6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Google Cloud Workflows", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "similar caution applies if you are not already standardized on Google Cloud"}, {"id": "mai-20260917-0922-baseline|c142-s6|challenger-small|Zapier", "prompt": "c142-s6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "guidance also points toward lighter options like **Zapier, Airtable, Jotform, HubSpot, or Pipedrive**"}, {"id": "mai-20260917-0922-baseline|c142-s6|challenger-small|Airtable", "prompt": "c142-s6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "lighter options like **Zapier, Airtable, Jotform, HubSpot, or Pipedrive**"}, {"id": "mai-20260917-0922-baseline|c142-s6|challenger-small|Jotform", "prompt": "c142-s6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Jotform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "lighter options like **Zapier, Airtable, Jotform, HubSpot, or Pipedrive**"}, {"id": "mai-20260917-0922-baseline|c142-s6|challenger-small|HubSpot", "prompt": "c142-s6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "lighter options like **Zapier, Airtable, Jotform, HubSpot, or Pipedrive** depending on the workflow type"}, {"id": "mai-20260917-0922-baseline|c142-s6|challenger-small|Pipedrive", "prompt": "c142-s6", "model": "challenger-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "lighter options like **Zapier, Airtable, Jotform, HubSpot, or Pipedrive** depending on the workflow type"}, {"id": "mai-20260917-0922-baseline|c142-s6|deepseek-small|Apache Airflow", "prompt": "c142-s6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Widely described as overkill for most small teams... requires a whole cluster of moving parts"}, {"id": "mai-20260917-0922-baseline|c142-s6|deepseek-small|Argo Workflows", "prompt": "c142-s6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Argo Workflows", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Kubernetes-native and YAML-based with a steep learning curve."}, {"id": "mai-20260917-0922-baseline|c142-s6|deepseek-small|ServiceNow", "prompt": "c142-s6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "heavyweight, expensive, require heavy customization/implementation, and are overbuilt for small-business needs"}, {"id": "mai-20260917-0922-baseline|c142-s6|deepseek-small|Pega", "prompt": "c142-s6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pega", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Best suited to large enterprises with deep pockets and dedicated IT teams."}, {"id": "mai-20260917-0922-baseline|c142-s6|deepseek-small|Appian", "prompt": "c142-s6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Appian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Best suited to large enterprises with deep pockets and dedicated IT teams."}, {"id": "mai-20260917-0922-baseline|c142-s6|deepseek-small|Camunda", "prompt": "c142-s6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "High complexity and deep technical requirements make them poor fits for a small team"}, {"id": "mai-20260917-0922-baseline|c142-s6|deepseek-small|Flowable", "prompt": "c142-s6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Flowable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "designed for enterprise process automation and custom platform building"}, {"id": "mai-20260917-0922-baseline|c142-s6|deepseek-small|Zapier", "prompt": "c142-s6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Per-task/per-operation pricing tools (Zapier, Make, Workato) - This is the biggest hidden trap."}, {"id": "mai-20260917-0922-baseline|c142-s6|deepseek-small|Make", "prompt": "c142-s6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Per-task/per-operation pricing tools (Zapier, Make, Workato)"}, {"id": "mai-20260917-0922-baseline|c142-s6|deepseek-small|Workato", "prompt": "c142-s6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Workato", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Workato specifically is enterprise-grade iPaaS (custom pricing, typically expensive — cautious for SMBs)"}, {"id": "mai-20260917-0922-baseline|c142-s6|deepseek-small|n8n", "prompt": "c142-s6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Tools requiring self-hosting without the skills to maintain them (self-hosted n8n, Temporal, Dagster, Prefect)"}, {"id": "mai-20260917-0922-baseline|c142-s6|deepseek-small|Temporal", "prompt": "c142-s6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "shift the responsibility to you — internal hours for maintenance, updates, and monitoring are hidden costs"}, {"id": "mai-20260917-0922-baseline|c142-s6|deepseek-small|Dagster", "prompt": "c142-s6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Only choose these if you have the technical staff."}, {"id": "mai-20260917-0922-baseline|c142-s6|deepseek-small|Prefect", "prompt": "c142-s6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Only choose these if you have the technical staff."}, {"id": "mai-20260917-0922-baseline|c142-s6|deepseek-small|Microsoft Power Automate", "prompt": "c142-s6", "model": "deepseek-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "or even Microsoft Power Automate if you're in the Microsoft ecosystem) is far better than a full orchestration platform"}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|Apache Airflow", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Apache Airflow** (specifically when self-hosted) has a massive footprint."}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|Argo Workflows", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Argo Workflows", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "adopting Kubernetes just to run a workflow orchestrator is a massive operational mistake"}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|Prefect", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Better Alternatives:** If you need code-based scheduling, look at **Prefect** or **Dagster**."}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|Dagster", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at **Prefect** or **Dagster**. Both offer managed cloud tiers"}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|MuleSoft", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "MuleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "The \"Budget Killers\" (e.g., MuleSoft, Workato, Boomi)"}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|Workato", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Workato", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "The \"Budget Killers\" (e.g., MuleSoft, Workato, Boomi)"}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|Boomi", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Boomi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "The \"Budget Killers\" (e.g., MuleSoft, Workato, Boomi)"}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|Make", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Better Alternatives:** **Make** (formerly Integromat) or **n8n**. Both offer incredibly powerful, visual multi-step builders at a fraction of the cost"}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|n8n", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Make** (formerly Integromat) or **n8n**. Both offer incredibly powerful, visual multi-step builders at a fraction of the cost"}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|Temporal", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Total overkill... Temporal introduces massive cognitive load and architectural over-engineering."}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|Cadence", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Cadence", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "The \"Over-Engineered State Machines\" (e.g., Temporal, Cadence)"}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|Inngest", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Inngest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "developer-friendly orchestration tools like **Inngest** or **Trigger.dev**"}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|Trigger.dev", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Trigger.dev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Inngest** or **Trigger.dev**, which give developers serverless, stateful background jobs with zero infrastructure setup"}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|Camunda Enterprise", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Legacy \"Bureaucratic\" BPM Engines (e.g., Camunda Enterprise, Pegasystems)"}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|Pegasystems", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pegasystems", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Legacy \"Bureaucratic\" BPM Engines (e.g., Camunda Enterprise, Pegasystems)"}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|ClickUp", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Modern collaborative project/workflow hybrids like **ClickUp**, **Airtable**, or **Monday.com**"}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|Airtable", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "like **ClickUp**, **Airtable**, or **Monday.com** allow you to build lighter, highly flexible human-in-the-loop automations"}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|Monday.com", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "like **ClickUp**, **Airtable**, or **Monday.com**"}, {"id": "mai-20260917-0922-baseline|c142-s6|google-small|Zapier", "prompt": "c142-s6", "model": "google-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 19, "ev": "Proceed with Caution: Brittle \"Zapier-for-Everything\" Setups... your Zapier bill can quickly skyrocket"}, {"id": "mai-20260917-0922-baseline|c142-s6|meta-small|Zapier", "prompt": "c142-s6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "tools like Zapier, n8n, and Unmeshed are mentioned as being suitable for small businesses due to their ease of use, flexibility, and affordability"}, {"id": "mai-20260917-0922-baseline|c142-s6|meta-small|n8n", "prompt": "c142-s6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "tools like Zapier, n8n, and Unmeshed are mentioned as being suitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c142-s6|meta-small|Unmeshed", "prompt": "c142-s6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Unmeshed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "they may want to consider tools like Zapier, n8n, and Unmeshed that are more suitable for their needs and budget"}, {"id": "mai-20260917-0922-baseline|c142-s6|meta-small|ServiceNow", "prompt": "c142-s6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "a small business may want to avoid or be cautious about using workflow orchestration tools that are too complex or expensive, such as ServiceNow, Pega, and Appian"}, {"id": "mai-20260917-0922-baseline|c142-s6|meta-small|Pega", "prompt": "c142-s6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pega", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "may want to avoid or be cautious about ... such as ServiceNow, Pega, and Appian"}, {"id": "mai-20260917-0922-baseline|c142-s6|meta-small|Appian", "prompt": "c142-s6", "model": "meta-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Appian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "may want to avoid or be cautious about ... such as ServiceNow, Pega, and Appian"}, {"id": "mai-20260917-0922-baseline|c142-s6|minimax-small|Apache Airflow", "prompt": "c142-s6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** Originally designed for data engineers and DevOps teams, not for typical small business workflows"}, {"id": "mai-20260917-0922-baseline|c142-s6|minimax-small|Argo Workflows", "prompt": "c142-s6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Argo Workflows", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid:** Kubernetes-native tool meant for cloud-native environments"}, {"id": "mai-20260917-0922-baseline|c142-s6|minimax-small|Workato (Enterprise Version)", "prompt": "c142-s6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Workato (Enterprise Version)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why avoid:** Extremely expensive with custom pricing"}, {"id": "mai-20260917-0922-baseline|c142-s6|minimax-small|Temporal", "prompt": "c142-s6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why avoid:** Designed for long-running, fault-tolerant workflows written as code"}, {"id": "mai-20260917-0922-baseline|c142-s6|minimax-small|Zapier", "prompt": "c142-s6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Zapier** – Easy to use, no-code, good for basic app connections"}, {"id": "mai-20260917-0922-baseline|c142-s6|minimax-small|Make (formerly Integromat)", "prompt": "c142-s6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Visual builder, affordable, good for complex but user-friendly workflows"}, {"id": "mai-20260917-0922-baseline|c142-s6|minimax-small|Microsoft Power Automate", "prompt": "c142-s6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Microsoft Power Automate** – If already using Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c142-s6|minimax-small|n8n", "prompt": "c142-s6", "model": "minimax-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**n8n** – If you have technical skills and want self-hosting options"}, {"id": "mai-20260917-0922-baseline|c142-s6|mistral-small|ServiceNow", "prompt": "c142-s6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "ServiceNow, Pega, Appian (enterprise-focused, complex, expensive)"}, {"id": "mai-20260917-0922-baseline|c142-s6|mistral-small|Pega", "prompt": "c142-s6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pega", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "ServiceNow, Pega, Appian (enterprise-focused, complex, expensive)"}, {"id": "mai-20260917-0922-baseline|c142-s6|mistral-small|Appian", "prompt": "c142-s6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Appian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "ServiceNow, Pega, Appian (enterprise-focused, complex, expensive)"}, {"id": "mai-20260917-0922-baseline|c142-s6|mistral-small|Apache Airflow", "prompt": "c142-s6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Apache Airflow, Camunda, Flowable (technical, developer-heavy)"}, {"id": "mai-20260917-0922-baseline|c142-s6|mistral-small|Camunda", "prompt": "c142-s6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Apache Airflow, Camunda, Flowable (technical, developer-heavy)"}, {"id": "mai-20260917-0922-baseline|c142-s6|mistral-small|Flowable", "prompt": "c142-s6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Flowable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Apache Airflow, Camunda, Flowable (technical, developer-heavy)"}, {"id": "mai-20260917-0922-baseline|c142-s6|mistral-small|Temporal", "prompt": "c142-s6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Temporal (complex for simple needs)"}, {"id": "mai-20260917-0922-baseline|c142-s6|mistral-small|AWS Step Functions", "prompt": "c142-s6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS Step Functions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "AWS Step Functions, Azure Durable Functions (if vendor lock-in or cloud expertise is a concern)"}, {"id": "mai-20260917-0922-baseline|c142-s6|mistral-small|Azure Durable Functions", "prompt": "c142-s6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Azure Durable Functions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "AWS Step Functions, Azure Durable Functions (if vendor lock-in or cloud expertise is a concern)"}, {"id": "mai-20260917-0922-baseline|c142-s6|mistral-small|Zapier", "prompt": "c142-s6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "simpler, user-friendly tools like Zapier, Make (formerly Integromat), n8n, or Microsoft Power Automate are more appropriate"}, {"id": "mai-20260917-0922-baseline|c142-s6|mistral-small|Make (formerly Integromat)", "prompt": "c142-s6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make (formerly Integromat)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "simpler, user-friendly tools like Zapier, Make (formerly Integromat), n8n, or Microsoft Power Automate are more appropriate"}, {"id": "mai-20260917-0922-baseline|c142-s6|mistral-small|n8n", "prompt": "c142-s6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "simpler, user-friendly tools like Zapier, Make (formerly Integromat), n8n, or Microsoft Power Automate are more appropriate"}, {"id": "mai-20260917-0922-baseline|c142-s6|mistral-small|Microsoft Power Automate", "prompt": "c142-s6", "model": "mistral-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "simpler, user-friendly tools like Zapier, Make (formerly Integromat), n8n, or Microsoft Power Automate are more appropriate"}, {"id": "mai-20260917-0922-baseline|c142-s6|moonshot-small|Apache Airflow", "prompt": "c142-s6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** Severe overkill for most small businesses"}, {"id": "mai-20260917-0922-baseline|c142-s6|moonshot-small|Workato", "prompt": "c142-s6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Workato", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid:** Enterprise-only pricing"}, {"id": "mai-20260917-0922-baseline|c142-s6|moonshot-small|Camunda", "prompt": "c142-s6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why be cautious:** Heavy BPMN complexity"}, {"id": "mai-20260917-0922-baseline|c142-s6|moonshot-small|IBM BPM", "prompt": "c142-s6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "IBM BPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**IBM BPM specifically**: Expensive, monolithic architecture, difficult to modify processes"}, {"id": "mai-20260917-0922-baseline|c142-s6|moonshot-small|MuleSoft", "prompt": "c142-s6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "MuleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why avoid:** Enterprise architecture focus"}, {"id": "mai-20260917-0922-baseline|c142-s6|moonshot-small|Temporal", "prompt": "c142-s6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Why avoid:** Developer-heavy infrastructure tools"}, {"id": "mai-20260917-0922-baseline|c142-s6|moonshot-small|Cadence", "prompt": "c142-s6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Cadence", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Temporal / Cadence (Netflix-style orchestration)**\n**Why avoid:** Developer-heavy infrastructure tools"}, {"id": "mai-20260917-0922-baseline|c142-s6|moonshot-small|Zapier", "prompt": "c142-s6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Zapier** ($19.99/month) — Simple, 9,000+ app integrations"}, {"id": "mai-20260917-0922-baseline|c142-s6|moonshot-small|Make", "prompt": "c142-s6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Make** ($12/month) — Visual logic, more affordable"}, {"id": "mai-20260917-0922-baseline|c142-s6|moonshot-small|n8n", "prompt": "c142-s6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Open source, but still has learning curve"}, {"id": "mai-20260917-0922-baseline|c142-s6|moonshot-small|Microsoft Power Automate", "prompt": "c142-s6", "model": "moonshot-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If already in Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c142-s6|openai-small|Apache Airflow", "prompt": "c142-s6", "model": "openai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "often **overkill for small businesses** unless you already have engineers comfortable running it"}, {"id": "mai-20260917-0922-baseline|c142-s6|openai-small|Luigi", "prompt": "c142-s6", "model": "openai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Luigi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "relies on a **central scheduler** and doesn't give scalability \"for free.\""}, {"id": "mai-20260917-0922-baseline|c142-s6|openai-small|n8n", "prompt": "c142-s6", "model": "openai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "be cautious with **n8n** unless you're okay managing the operational side"}, {"id": "mai-20260917-0922-baseline|c142-s6|openai-small|Zapier", "prompt": "c142-s6", "model": "openai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "small businesses should watch for **task-based pricing, step limits, and API/rate-limit constraints**"}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|Apache Airflow", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to **Avoid** (High Risk of Overkill):\n1. **Apache Airflow**  \n   - **Why?** Open-source but demands heavy self-management"}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|Astronomer", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Astronomer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Managed versions (Astronomer, AWS MWAA) add subscription costs."}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|AWS MWAA", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "AWS MWAA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Managed versions (Astronomer, AWS MWAA) add subscription costs."}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|Temporal", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "steep learning curve and self-hosting ops make it unsuitable unless you're a dev shop"}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|Camunda", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "too engineering-heavy for SMBs\\u2014requires modeling skills and infra setup"}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|Flowable", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Flowable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "too engineering-heavy for SMBs\\u2014requires modeling skills and infra setup"}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|ServiceNow", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise BPM/ITSM giants with massive customization... small teams drown in complexity without ROI."}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|Pega", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Pega", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise BPM/ITSM giants with massive customization, compliance features, and pricing"}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|Appian", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Appian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Enterprise BPM/ITSM giants with massive customization, compliance features, and pricing"}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|BMC Control-M", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "BMC Control-M", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Legacy workload automation for mainframes/hybrids. High TCO, unpredictable pricing... not SMBs."}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|Broadcom Automic/AutoSys", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Broadcom Automic/AutoSys", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Legacy workload automation for mainframes/hybrids. High TCO, unpredictable pricing... not SMBs."}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|Workato", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Workato", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Enterprise iPaaS with agentic features; \"contact for pricing\" often means custom/expensive for non-enterprise."}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|Prefect", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Data-focused like Airflow; lighter but still ops-heavy for non-data teams."}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|Dagster", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Dagster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Data-focused like Airflow; lighter but still ops-heavy for non-data teams."}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|n8n", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**n8n** (self-host cheap)"}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|Zapier", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "**Opt for instead**: No-code/low-code like **Zapier** ($20/mo, 9k+ apps)"}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|Make", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**Make** ($10/mo, visual branching)"}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|Microsoft Power Automate", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "**Microsoft Power Automate** (if on M365)"}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|Wrike", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Wrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "**Wrike/Unmeshed** for team workflows"}, {"id": "mai-20260917-0922-baseline|c142-s6|xai-small|Unmeshed", "prompt": "c142-s6", "model": "xai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Unmeshed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "**Wrike/Unmeshed** for team workflows"}, {"id": "mai-20260917-0922-baseline|c142-s6|zai-small|Apache Airflow", "prompt": "c142-s6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "No → Avoid developer‑first tools (Temporal, Prefect, Airflow)."}, {"id": "mai-20260917-0922-baseline|c142-s6|zai-small|Camunda", "prompt": "c142-s6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "No → Avoid Camunda and other BPMN‑heavy platforms."}, {"id": "mai-20260917-0922-baseline|c142-s6|zai-small|Argo Workflows", "prompt": "c142-s6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Argo Workflows", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "No → Avoid Kubernetes‑centric tools (Argo, Kestra, etc.)."}, {"id": "mai-20260917-0922-baseline|c142-s6|zai-small|Temporal", "prompt": "c142-s6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Temporal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid developer‑first tools (Temporal, Prefect, Airflow)"}, {"id": "mai-20260917-0922-baseline|c142-s6|zai-small|Prefect", "prompt": "c142-s6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Prefect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid developer‑first tools (Temporal, Prefect, Airflow)"}, {"id": "mai-20260917-0922-baseline|c142-s6|zai-small|Kestra", "prompt": "c142-s6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Kestra", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Kubernetes‑centric tools (Argo, Kestra, etc.)"}, {"id": "mai-20260917-0922-baseline|c142-s6|zai-small|Flyte", "prompt": "c142-s6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Flyte", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "All assume a Kubernetes environment and deep infra knowledge, which most small businesses don’t have."}, {"id": "mai-20260917-0922-baseline|c142-s6|zai-small|Zapier", "prompt": "c142-s6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Start with **no‑code/low‑code tools** (Zapier, Make, n8n, Microsoft Power Automate)"}, {"id": "mai-20260917-0922-baseline|c142-s6|zai-small|Make", "prompt": "c142-s6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Make", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Start with **no‑code/low‑code tools** (Zapier, Make, n8n, Microsoft Power Automate)"}, {"id": "mai-20260917-0922-baseline|c142-s6|zai-small|n8n", "prompt": "c142-s6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Start with **no‑code/low‑code tools** (Zapier, Make, n8n, Microsoft Power Automate)"}, {"id": "mai-20260917-0922-baseline|c142-s6|zai-small|Microsoft Power Automate", "prompt": "c142-s6", "model": "zai-small", "cat": "workflow-orchestration", "variant": "negative", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Start with no‑code/low‑code tools (Zapier, Make, n8n, Microsoft Power Automate) that prioritize ease of use"}, {"id": "mai-20260917-0922-baseline|c143-l1|alibaba-small|PostgreSQL + `pgvector`", "prompt": "c143-l1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "PostgreSQL + `pgvector`", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "extending your existing Postgres database is often the best architectural move"}, {"id": "mai-20260917-0922-baseline|c143-l1|alibaba-small|TimescaleDB", "prompt": "c143-l1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "TimescaleDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Key Players: TimescaleDB (managed Postgres), Supabase, Neon, or self-managed Postgres."}, {"id": "mai-20260917-0922-baseline|c143-l1|alibaba-small|Supabase", "prompt": "c143-l1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "Supabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Key Players: TimescaleDB (managed Postgres), Supabase, Neon"}, {"id": "mai-20260917-0922-baseline|c143-l1|alibaba-small|Neon", "prompt": "c143-l1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "Neon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Key Players: TimescaleDB (managed Postgres), Supabase, Neon"}, {"id": "mai-20260917-0922-baseline|c143-l1|alibaba-small|Milvus (via Zilliz)", "prompt": "c143-l1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus (via Zilliz)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Milvus/Zilliz if: You have massive data sets (Billions of vectors)"}, {"id": "mai-20260917-0922-baseline|c143-l1|alibaba-small|Pinecone", "prompt": "c143-l1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pinecone is currently the market leader for fully managed vector databases."}, {"id": "mai-20260917-0922-baseline|c143-l1|alibaba-small|Weaviate", "prompt": "c143-l1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "It offers superior \"Hybrid Search\""}, {"id": "mai-20260917-0922-baseline|c143-l1|alibaba-small|Elasticsearch (Vectors)", "prompt": "c143-l1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "Elasticsearch (Vectors)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "While not purely a vector DB, Elastic has added robust vector capabilities recently."}, {"id": "mai-20260917-0922-baseline|c143-l1|alibaba-small|Redis Vector", "prompt": "c143-l1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "Redis Vector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Redis Vector** |"}, {"id": "mai-20260917-0922-baseline|c143-l1|anthropic-small|Pinecone", "prompt": "c143-l1", "model": "anthropic-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pinecone leads for fully managed, low-ops enterprise RAG."}, {"id": "mai-20260917-0922-baseline|c143-l1|anthropic-small|Weaviate", "prompt": "c143-l1", "model": "anthropic-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Weaviate does one thing better than any other database: hybrid search."}, {"id": "mai-20260917-0922-baseline|c143-l1|anthropic-small|Milvus", "prompt": "c143-l1", "model": "anthropic-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Milvus suits billion-scale self-hosted workloads."}, {"id": "mai-20260917-0922-baseline|c143-l1|anthropic-small|Zilliz Cloud", "prompt": "c143-l1", "model": "anthropic-small", "cat": "vector-databases", "variant": "direct", "raw": "Zilliz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zilliz Cloud offers managed Milvus if you want the architecture without the operations."}, {"id": "mai-20260917-0922-baseline|c143-l1|anthropic-small|pgvector", "prompt": "c143-l1", "model": "anthropic-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "pgvector is the right choice for teams already on Postgres at under 50 million vectors."}, {"id": "mai-20260917-0922-baseline|c143-l1|challenger-small|pgvector", "prompt": "c143-l1", "model": "challenger-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the practical default is **pgvector** if you already run Postgres"}, {"id": "mai-20260917-0922-baseline|c143-l1|challenger-small|Pinecone", "prompt": "c143-l1", "model": "challenger-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pinecone** if you want the easiest managed production path"}, {"id": "mai-20260917-0922-baseline|c143-l1|challenger-small|Qdrant", "prompt": "c143-l1", "model": "challenger-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qdrant**: best if you want self-hosted performance, fast filtered search, and cost control"}, {"id": "mai-20260917-0922-baseline|c143-l1|challenger-small|Weaviate", "prompt": "c143-l1", "model": "challenger-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Weaviate**: best if your priorities are **hybrid search**, schema flexibility"}, {"id": "mai-20260917-0922-baseline|c143-l1|challenger-small|Milvus", "prompt": "c143-l1", "model": "challenger-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Milvus**: best for **extreme scale** and large self-hosted deployments"}, {"id": "mai-20260917-0922-baseline|c143-l1|deepseek-small|Pinecone", "prompt": "c143-l1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fastest path for most enterprise teams:** **Pinecone** (managed, low-ops, secure)."}, {"id": "mai-20260917-0922-baseline|c143-l1|deepseek-small|Milvus / Zilliz", "prompt": "c143-l1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus / Zilliz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Billion-scale / heavy self-hosting:** **Milvus** or **Qdrant**."}, {"id": "mai-20260917-0922-baseline|c143-l1|deepseek-small|Weaviate", "prompt": "c143-l1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best overall Open-Source / flexibility balance:** **Weaviate**"}, {"id": "mai-20260917-0922-baseline|c143-l1|deepseek-small|Qdrant", "prompt": "c143-l1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Data sovereignty/GDPR-heavy (e.g., EU):** **Qdrant** or self-hosted **Weaviate**."}, {"id": "mai-20260917-0922-baseline|c143-l1|deepseek-small|Azure AI Search", "prompt": "c143-l1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "Azure AI Search", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Azure AI Search** — if you're on the Microsoft/Azure stack"}, {"id": "mai-20260917-0922-baseline|c143-l1|deepseek-small|MongoDB Atlas Vector Search", "prompt": "c143-l1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "MongoDB Atlas Vector Search", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "if your operational data is already in MongoDB"}, {"id": "mai-20260917-0922-baseline|c143-l1|deepseek-small|pgvector (on Postgres)", "prompt": "c143-l1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector (on Postgres)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Already on Postgres, mid-scale:** **pgvector** to avoid extra infrastructure."}, {"id": "mai-20260917-0922-baseline|c143-l1|google-small|pgvector", "prompt": "c143-l1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with a vector extension on your existing database... starting with `pgvector` is highly recommended."}, {"id": "mai-20260917-0922-baseline|c143-l1|google-small|Pinecone", "prompt": "c143-l1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Zero-Ops SaaS: Pinecone ... remains the gold standard for fully managed, serverless vector search."}, {"id": "mai-20260917-0922-baseline|c143-l1|google-small|Qdrant", "prompt": "c143-l1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Performance, Filtering, & Self-Hosting: Qdrant"}, {"id": "mai-20260917-0922-baseline|c143-l1|google-small|Weaviate", "prompt": "c143-l1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Rich RAG & AI Agent Memory: Weaviate"}, {"id": "mai-20260917-0922-baseline|c143-l1|google-small|Milvus", "prompt": "c143-l1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Billion-Scale Data: Milvus (or Zilliz Cloud)"}, {"id": "mai-20260917-0922-baseline|c143-l1|meta-small|pgvector", "prompt": "c143-l1", "model": "meta-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top vector databases include pgvector, Weaviate, Pinecone, Qdrant, and Milvus."}, {"id": "mai-20260917-0922-baseline|c143-l1|meta-small|Weaviate", "prompt": "c143-l1", "model": "meta-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top vector databases include pgvector, Weaviate, Pinecone, Qdrant, and Milvus."}, {"id": "mai-20260917-0922-baseline|c143-l1|meta-small|Pinecone", "prompt": "c143-l1", "model": "meta-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top vector databases include pgvector, Weaviate, Pinecone, Qdrant, and Milvus."}, {"id": "mai-20260917-0922-baseline|c143-l1|meta-small|Qdrant", "prompt": "c143-l1", "model": "meta-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top vector databases include pgvector, Weaviate, Pinecone, Qdrant, and Milvus."}, {"id": "mai-20260917-0922-baseline|c143-l1|meta-small|Milvus", "prompt": "c143-l1", "model": "meta-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top vector databases include pgvector, Weaviate, Pinecone, Qdrant, and Milvus."}, {"id": "mai-20260917-0922-baseline|c143-l1|minimax-small|pgvector", "prompt": "c143-l1", "model": "minimax-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most B2B enterprises starting out, **pgvector** offers the best balance of simplicity, cost, and performance."}, {"id": "mai-20260917-0922-baseline|c143-l1|minimax-small|Pinecone", "prompt": "c143-l1", "model": "minimax-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Expensive at scale ($500-15K/month)"}, {"id": "mai-20260917-0922-baseline|c143-l1|minimax-small|Weaviate", "prompt": "c143-l1", "model": "minimax-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Migrate to Weaviate** when you hit ~20M vectors or need sub-50ms P95 latency"}, {"id": "mai-20260917-0922-baseline|c143-l1|minimax-small|Milvus", "prompt": "c143-l1", "model": "minimax-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "1B+ → Milvus"}, {"id": "mai-20260917-0922-baseline|c143-l1|mistral-small|Pinecone", "prompt": "c143-l1", "model": "mistral-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Pinecone** or **Weaviate** are the best choices"}, {"id": "mai-20260917-0922-baseline|c143-l1|mistral-small|Weaviate", "prompt": "c143-l1", "model": "mistral-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pinecone** or **Weaviate** are the best choices"}, {"id": "mai-20260917-0922-baseline|c143-l1|mistral-small|Qdrant", "prompt": "c143-l1", "model": "mistral-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "praised for raw performance and efficiency, especially for high-throughput applications"}, {"id": "mai-20260917-0922-baseline|c143-l1|mistral-small|Milvus", "prompt": "c143-l1", "model": "mistral-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may be overkill for most B2B scenarios"}, {"id": "mai-20260917-0922-baseline|c143-l1|mistral-small|pgvector", "prompt": "c143-l1", "model": "mistral-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "pgvector is a strong, cost-effective option"}, {"id": "mai-20260917-0922-baseline|c143-l1|moonshot-small|Pinecone", "prompt": "c143-l1", "model": "moonshot-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My recommendation: Start with **Pinecone** if you want to move fast with minimal overhead"}, {"id": "mai-20260917-0922-baseline|c143-l1|moonshot-small|Zilliz Cloud (Milvus)", "prompt": "c143-l1", "model": "moonshot-small", "cat": "vector-databases", "variant": "direct", "raw": "Zilliz Cloud (Milvus)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Zilliz Cloud** if you anticipate massive scale and want to optimize costs long-term"}, {"id": "mai-20260917-0922-baseline|c143-l1|moonshot-small|Weaviate", "prompt": "c143-l1", "model": "moonshot-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Weaviate - Best for Hybrid Search & Flexibility**"}, {"id": "mai-20260917-0922-baseline|c143-l1|moonshot-small|pgvector", "prompt": "c143-l1", "model": "moonshot-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. pgvector - Best for PostgreSQL-Heavy Environments**"}, {"id": "mai-20260917-0922-baseline|c143-l1|moonshot-small|Qdrant", "prompt": "c143-l1", "model": "moonshot-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Maximum deployment flexibility** | Weaviate or Qdrant"}, {"id": "mai-20260917-0922-baseline|c143-l1|openai-small|Pinecone", "prompt": "c143-l1", "model": "openai-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pinecone** is often the best default for teams that want a **fully managed, low-ops** enterprise service"}, {"id": "mai-20260917-0922-baseline|c143-l1|openai-small|Weaviate Cloud", "prompt": "c143-l1", "model": "openai-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong choice if you want **managed enterprise deployment** with **keyword + vector + hybrid search**"}, {"id": "mai-20260917-0922-baseline|c143-l1|openai-small|Milvus", "prompt": "c143-l1", "model": "openai-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Enterprises that want more control or open source:** pick **Milvus**"}, {"id": "mai-20260917-0922-baseline|c143-l1|openai-small|pgvector", "prompt": "c143-l1", "model": "openai-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "decision matrix for Pinecone vs. Weaviate vs. Milvus vs. pgvector"}, {"id": "mai-20260917-0922-baseline|c143-l1|xai-small|Pinecone", "prompt": "c143-l1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often the #1 Pick for Production-Ready B2B... Pinecone wins most \"enterprise-ready\" nods"}, {"id": "mai-20260917-0922-baseline|c143-l1|xai-small|Zilliz Cloud (Managed Milvus)", "prompt": "c143-l1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "Zilliz Cloud (Managed Milvus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Massive Scale & Cost-Efficiency"}, {"id": "mai-20260917-0922-baseline|c143-l1|xai-small|Weaviate", "prompt": "c143-l1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for Hybrid Search & Graphs"}, {"id": "mai-20260917-0922-baseline|c143-l1|xai-small|pgvector", "prompt": "c143-l1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "if Postgres-native for cost/simplicity, but lower scale"}, {"id": "mai-20260917-0922-baseline|c143-l1|xai-small|Qdrant", "prompt": "c143-l1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others (e.g., Qdrant, Redis) | Varies | 100M+ | Ultra-low | Niche"}, {"id": "mai-20260917-0922-baseline|c143-l1|xai-small|Redis", "prompt": "c143-l1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others (e.g., Qdrant, Redis) | Varies | 100M+"}, {"id": "mai-20260917-0922-baseline|c143-l1|xai-small|Oracle", "prompt": "c143-l1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Oracle topped \"Current Offering\" but less B2B-specific"}, {"id": "mai-20260917-0922-baseline|c143-l1|zai-small|Pinecone", "prompt": "c143-l1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, the safest, most future-proof choice today is **Pinecone**"}, {"id": "mai-20260917-0922-baseline|c143-l1|zai-small|Weaviate", "prompt": "c143-l1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Weaviate** or **Qdrant** are strong open-source options with enterprise-grade features"}, {"id": "mai-20260917-0922-baseline|c143-l1|zai-small|Qdrant", "prompt": "c143-l1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Weaviate** or **Qdrant** are strong open-source options with enterprise-grade features"}, {"id": "mai-20260917-0922-baseline|c143-l1|zai-small|Milvus / Zilliz", "prompt": "c143-l1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus / Zilliz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For extremely large scale or tight cost constraints, **Milvus/Zilliz** is the best fit."}, {"id": "mai-20260917-0922-baseline|c143-l1|zai-small|pgvector", "prompt": "c143-l1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "\"We already run Postgres and want minimal new infra\" → **pgvector**"}, {"id": "mai-20260917-0922-baseline|c143-l1|zai-small|Redis", "prompt": "c143-l1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "In-memory, ultra-low latency (<1ms) but limited storage; best for caching or near-term retrieval."}, {"id": "mai-20260917-0922-baseline|c143-l2|alibaba-small|Pinecone", "prompt": "c143-l2", "model": "alibaba-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If the company wants to avoid DevOps overhead and get to market fastest, Pinecone is generally the standard recommendation."}, {"id": "mai-20260917-0922-baseline|c143-l2|alibaba-small|Milvus (managed via Zilliz)", "prompt": "c143-l2", "model": "alibaba-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Milvus (managed via Zilliz)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Milvus (now an LF AI project) is arguably the most capable open-source vector engine."}, {"id": "mai-20260917-0922-baseline|c143-l2|alibaba-small|Weaviate", "prompt": "c143-l2", "model": "alibaba-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Weaviate bridges the gap between open-source flexibility and managed ease-of-use."}, {"id": "mai-20260917-0922-baseline|c143-l2|alibaba-small|pgvector (on PostgreSQL)", "prompt": "c143-l2", "model": "alibaba-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector (on PostgreSQL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "`pgvector` is an open-source extension that turns Postgres into a vector DB."}, {"id": "mai-20260917-0922-baseline|c143-l2|alibaba-small|CockroachDB", "prompt": "c143-l2", "model": "alibaba-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "CockroachDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For massive scale, companies typically use **CockroachDB** or **YugabyteDB**"}, {"id": "mai-20260917-0922-baseline|c143-l2|alibaba-small|YugabyteDB", "prompt": "c143-l2", "model": "alibaba-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "YugabyteDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "distributed SQL variants that include pgvector functionality"}, {"id": "mai-20260917-0922-baseline|c143-l2|alibaba-small|Snowflake", "prompt": "c143-l2", "model": "alibaba-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If we are already heavy users of Snowflake or Databricks, look at their internal vector engines first."}, {"id": "mai-20260917-0922-baseline|c143-l2|alibaba-small|Databricks", "prompt": "c143-l2", "model": "alibaba-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If we are already heavy users of Snowflake or Databricks, look at their internal vector engines first."}, {"id": "mai-20260917-0922-baseline|c143-l2|anthropic-small|Pinecone", "prompt": "c143-l2", "model": "anthropic-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Pinecone** ... leads for fully managed, low-ops enterprise RAG"}, {"id": "mai-20260917-0922-baseline|c143-l2|anthropic-small|Milvus", "prompt": "c143-l2", "model": "anthropic-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Milvus is the most widely adopted open-source vector database in 2026"}, {"id": "mai-20260917-0922-baseline|c143-l2|anthropic-small|pgvector", "prompt": "c143-l2", "model": "anthropic-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "pgvector is the right choice for teams already on Postgres at under 50 million vectors"}, {"id": "mai-20260917-0922-baseline|c143-l2|anthropic-small|Weaviate", "prompt": "c143-l2", "model": "anthropic-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Weaviate is a top pick for hybrid search flexibility"}, {"id": "mai-20260917-0922-baseline|c143-l2|challenger-small|Pinecone", "prompt": "c143-l2", "model": "challenger-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would generally recommend **Pinecone** if the priority is a fully managed, enterprise-ready vector database"}, {"id": "mai-20260917-0922-baseline|c143-l2|challenger-small|Weaviate", "prompt": "c143-l2", "model": "challenger-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Weaviate** if you need strong **multi-tenancy** and **hybrid search** in a SaaS-like setup."}, {"id": "mai-20260917-0922-baseline|c143-l2|challenger-small|Azure AI Search", "prompt": "c143-l2", "model": "challenger-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Azure AI Search", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Azure AI Search** if you are deeply invested in the **Microsoft/Azure stack**"}, {"id": "mai-20260917-0922-baseline|c143-l2|challenger-small|Milvus", "prompt": "c143-l2", "model": "challenger-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Milvus** if you want **billions-scale** deployment and have the engineering team to run more infrastructure yourself."}, {"id": "mai-20260917-0922-baseline|c143-l2|challenger-small|Elasticsearch", "prompt": "c143-l2", "model": "challenger-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Elasticsearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Elasticsearch** if you need vector search alongside **traditional full-text/log search**"}, {"id": "mai-20260917-0922-baseline|c143-l2|challenger-small|pgvector", "prompt": "c143-l2", "model": "challenger-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Choose pgvector** only if your organization already runs on **Postgres** and the workload is moderate enough"}, {"id": "mai-20260917-0922-baseline|c143-l2|deepseek-small|Pinecone", "prompt": "c143-l2", "model": "deepseek-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Default recommendation for most large B2B companies: Start with **Pinecone** (fully managed, best time-to-production, strong enterprise security/scale)"}, {"id": "mai-20260917-0922-baseline|c143-l2|deepseek-small|Milvus / Zilliz Cloud", "prompt": "c143-l2", "model": "deepseek-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Milvus / Zilliz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Milvus** (billion-scale, governed by LF AI & Data Foundation)"}, {"id": "mai-20260917-0922-baseline|c143-l2|deepseek-small|Weaviate", "prompt": "c143-l2", "model": "deepseek-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qdrant/Weaviate depending on whether latency/security (Qdrant) or hybrid search (Weaviate) matters more"}, {"id": "mai-20260917-0922-baseline|c143-l2|deepseek-small|Qdrant", "prompt": "c143-l2", "model": "deepseek-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Qdrant** (Berlin-based, Apache 2.0, with on-prem/hybrid options) is often the compliance-friendly champion"}, {"id": "mai-20260917-0922-baseline|c143-l2|deepseek-small|pgvector", "prompt": "c143-l2", "model": "deepseek-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're Postgres-centric and under ~50M vectors: **pgvector** — lowest risk, least new infrastructure."}, {"id": "mai-20260917-0922-baseline|c143-l2|deepseek-small|Azure AI Search", "prompt": "c143-l2", "model": "deepseek-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Azure AI Search", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're a Microsoft-centric shop: **Azure AI Search** integrates naturally."}, {"id": "mai-20260917-0922-baseline|c143-l2|deepseek-small|Vertex AI Vector Search", "prompt": "c143-l2", "model": "deepseek-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Vertex AI Vector Search", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you're on GCP: **Vertex AI Vector Search** is the native choice."}, {"id": "mai-20260917-0922-baseline|c143-l2|google-small|Pinecone", "prompt": "c143-l2", "model": "google-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Market Leader (Zero-Ops & Bring-Your-Own-Cloud): **Pinecone**\nPinecone is the industry-standard fully managed, serverless vector database."}, {"id": "mai-20260917-0922-baseline|c143-l2|google-small|Milvus (by Zilliz)", "prompt": "c143-l2", "model": "google-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Milvus (by Zilliz)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Milvus is a highly popular open-source vector database ... designed for massive, distributed workloads."}, {"id": "mai-20260917-0922-baseline|c143-l2|google-small|Weaviate", "prompt": "c143-l2", "model": "google-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Weaviate is an open-source, developer-friendly vector database with an excellent managed SaaS/PaaS offering."}, {"id": "mai-20260917-0922-baseline|c143-l2|google-small|Qdrant", "prompt": "c143-l2", "model": "google-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Written in Rust, Qdrant is known for its blazing speed, low memory footprint, and robust filtering capabilities."}, {"id": "mai-20260917-0922-baseline|c143-l2|google-small|pgvector", "prompt": "c143-l2", "model": "google-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "simply enabling **pgvector** on your existing Postgres databases is highly recommended"}, {"id": "mai-20260917-0922-baseline|c143-l2|google-small|Elasticsearch", "prompt": "c143-l2", "model": "google-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Elasticsearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Both have robust, enterprise-grade vector search capabilities."}, {"id": "mai-20260917-0922-baseline|c143-l2|google-small|OpenSearch", "prompt": "c143-l2", "model": "google-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "OpenSearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Are you already heavily reliant on Elasticsearch or OpenSearch?"}, {"id": "mai-20260917-0922-baseline|c143-l2|meta-small|TiDB Cloud Serverless", "prompt": "c143-l2", "model": "meta-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "TiDB Cloud Serverless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "PingCAP - Recommends TiDB Cloud Serverless, a fully managed database with SQL, vector search, and HTAP analytics."}, {"id": "mai-20260917-0922-baseline|c143-l2|meta-small|Elasticsearch", "prompt": "c143-l2", "model": "meta-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Elasticsearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "G2 - Evaluates the best vector database software, including Elasticsearch, a distributed search and analytics engine that runs vector similarity"}, {"id": "mai-20260917-0922-baseline|c143-l2|minimax-small|Pinecone", "prompt": "c143-l2", "model": "minimax-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Pinecone**"}, {"id": "mai-20260917-0922-baseline|c143-l2|minimax-small|Azure AI Search", "prompt": "c143-l2", "model": "minimax-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Azure AI Search", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already in the Microsoft/Azure ecosystem:\n**Azure AI Search** is the better choice"}, {"id": "mai-20260917-0922-baseline|c143-l2|minimax-small|Weaviate", "prompt": "c143-l2", "model": "minimax-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need open-source flexibility:\n**Weaviate** offers"}, {"id": "mai-20260917-0922-baseline|c143-l2|minimax-small|pgvector", "prompt": "c143-l2", "model": "minimax-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**pgvector** is cost-effective for smaller workloads (<50M vectors)"}, {"id": "mai-20260917-0922-baseline|c143-l2|mistral-small|Pinecone", "prompt": "c143-l2", "model": "mistral-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pinecone** or **Weaviate** are the top choices due to their scalability, enterprise features, and ease of use"}, {"id": "mai-20260917-0922-baseline|c143-l2|mistral-small|Weaviate", "prompt": "c143-l2", "model": "mistral-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pinecone** or **Weaviate** are the top choices"}, {"id": "mai-20260917-0922-baseline|c143-l2|mistral-small|Azure AI Search", "prompt": "c143-l2", "model": "mistral-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Azure AI Search", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is already invested in Azure, **Azure AI Search** is a strong alternative."}, {"id": "mai-20260917-0922-baseline|c143-l2|mistral-small|Milvus", "prompt": "c143-l2", "model": "mistral-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "requires more in-house expertise for deployment and maintenance"}, {"id": "mai-20260917-0922-baseline|c143-l2|moonshot-small|Pinecone", "prompt": "c143-l2", "model": "moonshot-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Pinecone (Enterprise Tier)"}, {"id": "mai-20260917-0922-baseline|c143-l2|moonshot-small|Weaviate", "prompt": "c143-l2", "model": "moonshot-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Weaviate"}, {"id": "mai-20260917-0922-baseline|c143-l2|moonshot-small|Zilliz Cloud (Managed Milvus)", "prompt": "c143-l2", "model": "moonshot-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Zilliz Cloud (Managed Milvus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Scale-Focused Alternative: Zilliz Cloud (Managed Milvus)"}, {"id": "mai-20260917-0922-baseline|c143-l2|moonshot-small|Databricks Vector Search", "prompt": "c143-l2", "model": "moonshot-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Databricks Vector Search", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Already deep in Databricks / need unified analytics | Consider **Databricks Vector Search**"}, {"id": "mai-20260917-0922-baseline|c143-l2|moonshot-small|pgvector", "prompt": "c143-l2", "model": "moonshot-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**pgvector** (generally *not* recommended as a primary choice for thousands of enterprise users)"}, {"id": "mai-20260917-0922-baseline|c143-l2|openai-small|Pinecone", "prompt": "c143-l2", "model": "openai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Pinecone** as the default choice"}, {"id": "mai-20260917-0922-baseline|c143-l2|openai-small|Qdrant", "prompt": "c143-l2", "model": "openai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Qdrant** if deployment flexibility matters most"}, {"id": "mai-20260917-0922-baseline|c143-l2|openai-small|Amazon OpenSearch / Aurora / DynamoDB / Neptune", "prompt": "c143-l2", "model": "openai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Amazon OpenSearch / Aurora / DynamoDB / Neptune", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Amazon OpenSearch / Aurora / DynamoDB / Neptune** if you already live deeply in AWS"}, {"id": "mai-20260917-0922-baseline|c143-l2|openai-small|Google Cloud Vector Search / Agent Retrieval", "prompt": "c143-l2", "model": "openai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Google Cloud Vector Search / Agent Retrieval", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you're standardized on GCP and want a managed AI-native search layer"}, {"id": "mai-20260917-0922-baseline|c143-l2|xai-small|Pinecone", "prompt": "c143-l2", "model": "xai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Pinecone as the top vector search database for AI applications."}, {"id": "mai-20260917-0922-baseline|c143-l2|xai-small|pgvector (with pgvectorscale)", "prompt": "c143-l2", "model": "xai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector (with pgvectorscale)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Already on Postgres; <50M vectors | pgvector (with pgvectorscale)"}, {"id": "mai-20260917-0922-baseline|c143-l2|xai-small|Weaviate (managed cloud)", "prompt": "c143-l2", "model": "xai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate (managed cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need open-source flexibility + hybrid search | Weaviate (managed cloud)"}, {"id": "mai-20260917-0922-baseline|c143-l2|xai-small|Milvus/Zilliz Cloud", "prompt": "c143-l2", "model": "xai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Milvus/Zilliz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Extreme scale (100M+ vectors) + cost optimization | Milvus/Zilliz Cloud"}, {"id": "mai-20260917-0922-baseline|c143-l2|xai-small|Qdrant Cloud", "prompt": "c143-l2", "model": "xai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget/performance priority | Qdrant Cloud | Rust-based, top price-perf"}, {"id": "mai-20260917-0922-baseline|c143-l2|zai-small|Pinecone", "prompt": "c143-l2", "model": "zai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you prefer a managed solution with minimal operational overhead, **Pinecone** is the solid default."}, {"id": "mai-20260917-0922-baseline|c143-l2|zai-small|Qdrant", "prompt": "c143-l2", "model": "zai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most large B2B enterprises, **Qdrant** offers the best balance"}, {"id": "mai-20260917-0922-baseline|c143-l2|zai-small|Milvus/Zilliz", "prompt": "c143-l2", "model": "zai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Milvus/Zilliz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Organizations with petabyte-scale data and massive scale requirements."}, {"id": "mai-20260917-0922-baseline|c143-l2|zai-small|Weaviate", "prompt": "c143-l2", "model": "zai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Hybrid Search & Existing Infrastructure: **Weaviate**"}, {"id": "mai-20260917-0922-baseline|c143-l2|zai-small|pgvector", "prompt": "c143-l2", "model": "zai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limited advanced features; not suitable for massive-scale deployments"}, {"id": "mai-20260917-0922-baseline|c143-l3|alibaba-small|Pinecone", "prompt": "c143-l3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For: Teams prioritizing speed-to-market, zero DevOps overhead, and high-performance retrieval over cost optimization."}, {"id": "mai-20260917-0922-baseline|c143-l3|alibaba-small|Zilliz Cloud (based on Milvus)", "prompt": "c143-l3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "Zilliz Cloud (based on Milvus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Key Differentiator: Infinite Scalability... Zilliz handles petabytes of data better than most competitors."}, {"id": "mai-20260917-0922-baseline|c143-l3|alibaba-small|Milvus", "prompt": "c143-l3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Milvus (the open-source engine itself) is also a massive enterprise player if you prefer to host it yourself on Kubernetes."}, {"id": "mai-20260917-0922-baseline|c143-l3|alibaba-small|Weaviate", "prompt": "c143-l3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Weaviate has a distinct advantage here, as its architecture is designed to handle complex object types"}, {"id": "mai-20260917-0922-baseline|c143-l3|alibaba-small|Qdrant", "prompt": "c143-l3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Qdrant is the industry leader for complex filtering combined with vector search."}, {"id": "mai-20260917-0922-baseline|c143-l3|alibaba-small|Elasticsearch", "prompt": "c143-l3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "Elasticsearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Elasticsearch is naturally best suited for hybrid search scenarios."}, {"id": "mai-20260917-0922-baseline|c143-l3|alibaba-small|PostgreSQL (via pgvector)", "prompt": "c143-l3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "PostgreSQL (via pgvector)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Extension / Sidecar: Choose PostgreSQL (via pgvector) or Elasticsearch."}, {"id": "mai-20260917-0922-baseline|c143-l3|anthropic-small|Pinecone", "prompt": "c143-l3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pinecone is the most production-ready fully managed vector database with a serverless tier"}, {"id": "mai-20260917-0922-baseline|c143-l3|anthropic-small|Weaviate", "prompt": "c143-l3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The leading enterprise vector databases in 2026 are Pinecone, Weaviate, Qdrant, Milvus, pgvector, Chroma, LanceDB, and Azure AI Search."}, {"id": "mai-20260917-0922-baseline|c143-l3|anthropic-small|Qdrant", "prompt": "c143-l3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Most teams can build production AI in 2026 with Qdrant or Pinecone"}, {"id": "mai-20260917-0922-baseline|c143-l3|anthropic-small|Milvus", "prompt": "c143-l3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Milvus is the most widely adopted open-source vector database in 2026, with the largest community"}, {"id": "mai-20260917-0922-baseline|c143-l3|anthropic-small|pgvector", "prompt": "c143-l3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "pgvector is designed to store, index, and query high-dimensional vector embeddings directly within PostgreSQL."}, {"id": "mai-20260917-0922-baseline|c143-l3|anthropic-small|Chroma", "prompt": "c143-l3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pinecone, Weaviate, Qdrant, Milvus, pgvector, Chroma, LanceDB, and Azure AI Search"}, {"id": "mai-20260917-0922-baseline|c143-l3|anthropic-small|LanceDB", "prompt": "c143-l3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "LanceDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pinecone, Weaviate, Qdrant, Milvus, pgvector, Chroma, LanceDB, and Azure AI Search"}, {"id": "mai-20260917-0922-baseline|c143-l3|anthropic-small|Azure AI Search", "prompt": "c143-l3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "Azure AI Search", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Pinecone, Weaviate, Qdrant, Milvus, pgvector, Chroma, LanceDB, and Azure AI Search"}, {"id": "mai-20260917-0922-baseline|c143-l3|challenger-small|Pinecone", "prompt": "c143-l3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick **Pinecone** if you want the **least operational overhead** and a managed enterprise service."}, {"id": "mai-20260917-0922-baseline|c143-l3|challenger-small|Milvus/Zilliz", "prompt": "c143-l3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus/Zilliz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick **Milvus/Zilliz** if you need **maximum scale** and can handle distributed systems complexity."}, {"id": "mai-20260917-0922-baseline|c143-l3|challenger-small|Weaviate", "prompt": "c143-l3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick **Weaviate** if **hybrid search** and enterprise multi-tenancy are central."}, {"id": "mai-20260917-0922-baseline|c143-l3|challenger-small|Qdrant", "prompt": "c143-l3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick **Qdrant** if you want **self-hosted performance** and strong filtering."}, {"id": "mai-20260917-0922-baseline|c143-l3|challenger-small|pgvector", "prompt": "c143-l3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pgvector is simplest if you already run Postgres, but it is not the same as a dedicated large-scale vector engine."}, {"id": "mai-20260917-0922-baseline|c143-l3|challenger-small|Elasticsearch / OpenSearch / Vespa", "prompt": "c143-l3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "Elasticsearch / OpenSearch / Vespa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Better when vector search is part of a broader **search platform** rather than a dedicated vector DB."}, {"id": "mai-20260917-0922-baseline|c143-l3|deepseek-small|Pinecone", "prompt": "c143-l3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Want zero ops and elastic scale, don't mind lock-in → Pinecone"}, {"id": "mai-20260917-0922-baseline|c143-l3|deepseek-small|Milvus / Zilliz Cloud", "prompt": "c143-l3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus / Zilliz Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Need billion-scale, GPU-accelerated, self-hosted → Milvus/Zilliz"}, {"id": "mai-20260917-0922-baseline|c143-l3|deepseek-small|Weaviate", "prompt": "c143-l3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Want hybrid search + generative/reranker pipelines out of the box → Weaviate"}, {"id": "mai-20260917-0922-baseline|c143-l3|deepseek-small|Qdrant", "prompt": "c143-l3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Need fast filtered search, best cost/latency on your own infra, or EU data sovereignty → Qdrant"}, {"id": "mai-20260917-0922-baseline|c143-l3|deepseek-small|pgvector (+ pgvectorscale)", "prompt": "c143-l3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector (+ pgvectorscale)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already invested in Postgres, moderate scale → pgvector"}, {"id": "mai-20260917-0922-baseline|c143-l3|deepseek-small|Redis (Enterprise)", "prompt": "c143-l3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Redis (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sub-10ms latency is non-negotiable → Redis"}, {"id": "mai-20260917-0922-baseline|c143-l3|deepseek-small|Elasticsearch", "prompt": "c143-l3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Elasticsearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best when you already use Elastic for traditional search + vector in one stack"}, {"id": "mai-20260917-0922-baseline|c143-l3|deepseek-small|Vespa", "prompt": "c143-l3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Vespa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Battle-tested billion-scale big-data hybrid search with native tensor ops"}, {"id": "mai-20260917-0922-baseline|c143-l3|deepseek-small|Azure AI Search", "prompt": "c143-l3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Azure AI Search", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Elasticsearch / Vespa / Azure AI Search / Chroma / LanceDB"}, {"id": "mai-20260917-0922-baseline|c143-l3|deepseek-small|Chroma", "prompt": "c143-l3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Better suited to prototyping and lightweight/MVP production than large enterprise workloads"}, {"id": "mai-20260917-0922-baseline|c143-l3|deepseek-small|LanceDB", "prompt": "c143-l3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "LanceDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Better suited to prototyping and lightweight/MVP production than large enterprise workloads"}, {"id": "mai-20260917-0922-baseline|c143-l3|google-small|Pinecone", "prompt": "c143-l3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want a dedicated, fully managed database and have the budget: Go with Pinecone."}, {"id": "mai-20260917-0922-baseline|c143-l3|google-small|Milvus (Managed via Zilliz Cloud)", "prompt": "c143-l3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus (Managed via Zilliz Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have massive data (>100M vectors) and have DevOps resources: Choose Milvus / Zilliz."}, {"id": "mai-20260917-0922-baseline|c143-l3|google-small|Weaviate", "prompt": "c143-l3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are building complex AI pipelines with unstructured, multimodal data: Choose Weaviate."}, {"id": "mai-20260917-0922-baseline|c143-l3|google-small|Qdrant", "prompt": "c143-l3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The performance-obsessed, highly resource-efficient Rust powerhouse."}, {"id": "mai-20260917-0922-baseline|c143-l3|google-small|pgvector", "prompt": "c143-l3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The default, pragmatic choice for most production applications."}, {"id": "mai-20260917-0922-baseline|c143-l3|google-small|Elasticsearch / OpenSearch", "prompt": "c143-l3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "Elasticsearch / OpenSearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It is resource-heavy and complex to tune. It is rarely the right choice for lightweight, vector-only applications."}, {"id": "mai-20260917-0922-baseline|c143-l3|google-small|Redis (Redis VL)", "prompt": "c143-l3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "Redis (Redis VL)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Using Redis as your primary long-term store for millions of high-dimensional vectors is cost-prohibitive"}, {"id": "mai-20260917-0922-baseline|c143-l3|google-small|MongoDB Atlas Vector Search", "prompt": "c143-l3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "MongoDB Atlas Vector Search", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Start with your existing database (e.g., pgvector or MongoDB Atlas Vector Search)."}, {"id": "mai-20260917-0922-baseline|c143-l3|meta-small|Pinecone", "prompt": "c143-l3", "model": "meta-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Pinecone is a fully-managed cloud vector DB known for its enterprise-grade reliability and scalability."}, {"id": "mai-20260917-0922-baseline|c143-l3|meta-small|Weaviate", "prompt": "c143-l3", "model": "meta-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Weaviate is an open-source graph-based vector store with a GraphQL API and modular design."}, {"id": "mai-20260917-0922-baseline|c143-l3|meta-small|Qdrant", "prompt": "c143-l3", "model": "meta-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Qdrant is an open-source Rust vector database that excels at real-time embedding search"}, {"id": "mai-20260917-0922-baseline|c143-l3|meta-small|Milvus", "prompt": "c143-l3", "model": "meta-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Milvus is an open-source, GPU-accelerated vector DB optimized for massive scale"}, {"id": "mai-20260917-0922-baseline|c143-l3|meta-small|pgvector", "prompt": "c143-l3", "model": "meta-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "pgvector is a Postgres extension that integrates directly with existing Postgres infrastructure."}, {"id": "mai-20260917-0922-baseline|c143-l3|meta-small|Chroma", "prompt": "c143-l3", "model": "meta-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Chroma is an open-source vector database best for local development."}, {"id": "mai-20260917-0922-baseline|c143-l3|meta-small|LanceDB", "prompt": "c143-l3", "model": "meta-small", "cat": "vector-databases", "variant": "comparative", "raw": "LanceDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "LanceDB is an open-source vector database that offers high performance and scalability."}, {"id": "mai-20260917-0922-baseline|c143-l3|meta-small|Azure AI Search", "prompt": "c143-l3", "model": "meta-small", "cat": "vector-databases", "variant": "comparative", "raw": "Azure AI Search", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Azure AI Search is a managed cloud service that offers vector search capabilities."}, {"id": "mai-20260917-0922-baseline|c143-l3|minimax-small|Pinecone", "prompt": "c143-l3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fastest deployment**: Pinecone (managed)"}, {"id": "mai-20260917-0922-baseline|c143-l3|minimax-small|Milvus/Zilliz Cloud", "prompt": "c143-l3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus/Zilliz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Large-scale self-hosted**: Milvus or Vespa"}, {"id": "mai-20260917-0922-baseline|c143-l3|minimax-small|Weaviate", "prompt": "c143-l3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hybrid search needs**: Weaviate or Elasticsearch"}, {"id": "mai-20260917-0922-baseline|c143-l3|minimax-small|Qdrant", "prompt": "c143-l3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Budget-conscious**: Qdrant or pgvector"}, {"id": "mai-20260917-0922-baseline|c143-l3|minimax-small|Redis Enterprise", "prompt": "c143-l3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Redis Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Low-latency requirements**: Redis Enterprise"}, {"id": "mai-20260917-0922-baseline|c143-l3|minimax-small|Elasticsearch", "prompt": "c143-l3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Elasticsearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Hybrid search needs**: Weaviate or Elasticsearch"}, {"id": "mai-20260917-0922-baseline|c143-l3|minimax-small|Vespa", "prompt": "c143-l3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Vespa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Large-scale self-hosted**: Milvus or Vespa"}, {"id": "mai-20260917-0922-baseline|c143-l3|minimax-small|pgvector", "prompt": "c143-l3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Existing PostgreSQL infrastructure**: pgvector"}, {"id": "mai-20260917-0922-baseline|c143-l3|mistral-small|Pinecone", "prompt": "c143-l3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**1. Pinecone** - **Deployment:** Fully managed SaaS ... **Best for:** Fast production deployment, low operational overhead"}, {"id": "mai-20260917-0922-baseline|c143-l3|mistral-small|Weaviate", "prompt": "c143-l3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Hybrid search (BM25 + vector), distributed deployments, open-source flexibility"}, {"id": "mai-20260917-0922-baseline|c143-l3|mistral-small|Milvus (and its managed version, Zilliz)", "prompt": "c143-l3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus (and its managed version, Zilliz)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Billion-scale enterprise applications, high performance"}, {"id": "mai-20260917-0922-baseline|c143-l3|mistral-small|Qdrant", "prompt": "c143-l3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Raw performance, Rust-based stack, efficient filtering"}, {"id": "mai-20260917-0922-baseline|c143-l3|mistral-small|pgvector (PostgreSQL extension)", "prompt": "c143-l3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector (PostgreSQL extension)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Scale:** ~50 million vectors (with reasonable performance)"}, {"id": "mai-20260917-0922-baseline|c143-l3|mistral-small|Chroma", "prompt": "c143-l3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Easiest for developers to start, prototyping"}, {"id": "mai-20260917-0922-baseline|c143-l3|mistral-small|Azure AI Search", "prompt": "c143-l3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Azure AI Search", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Microsoft stack users, hybrid search, enterprise compliance"}, {"id": "mai-20260917-0922-baseline|c143-l3|mistral-small|Elasticsearch (with vector search)", "prompt": "c143-l3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Elasticsearch (with vector search)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Existing Elastic users, full-text + vector search"}, {"id": "mai-20260917-0922-baseline|c143-l3|mistral-small|Redis (with RedisSearch or RedisStack)", "prompt": "c143-l3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Redis (with RedisSearch or RedisStack)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Ultra-low latency, caching, real-time applications"}, {"id": "mai-20260917-0922-baseline|c143-l3|mistral-small|SingleStore (formerly MemSQL)", "prompt": "c143-l3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "SingleStore (formerly MemSQL)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** Real-time applications, combining vector search with relational data"}, {"id": "mai-20260917-0922-baseline|c143-l3|moonshot-small|Pinecone", "prompt": "c143-l3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pinecone** ⭐ (Highest Rated)\n**Best for:** Fast production deployment, zero-ops managed search at scale"}, {"id": "mai-20260917-0922-baseline|c143-l3|moonshot-small|Milvus / Zilliz Cloud", "prompt": "c143-l3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus / Zilliz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Massive scale (100M+ vectors), cost-conscious enterprises"}, {"id": "mai-20260917-0922-baseline|c143-l3|moonshot-small|Weaviate", "prompt": "c143-l3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best hybrid search | **Weaviate**"}, {"id": "mai-20260917-0922-baseline|c143-l3|moonshot-small|Qdrant", "prompt": "c143-l3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lowest cost at scale | **Qdrant** or **Milvus**"}, {"id": "mai-20260917-0922-baseline|c143-l3|moonshot-small|Elasticsearch", "prompt": "c143-l3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "Elasticsearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Trade-off:** Complex to operate, vector search is \"bolted on\" rather than purpose-built"}, {"id": "mai-20260917-0922-baseline|c143-l3|moonshot-small|pgvector", "prompt": "c143-l3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Trade-off:** Limited scale compared to dedicated vector DBs"}, {"id": "mai-20260917-0922-baseline|c143-l3|moonshot-small|Redis Enterprise", "prompt": "c143-l3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "Redis Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sub-10ms latency | **Redis Enterprise**"}, {"id": "mai-20260917-0922-baseline|c143-l3|openai-small|Pinecone", "prompt": "c143-l3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best known as a **fully managed, purpose-built vector database**... optimized for production retrieval workloads and simplicity"}, {"id": "mai-20260917-0922-baseline|c143-l3|openai-small|Milvus", "prompt": "c143-l3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick **Milvus** if: You want open-source flexibility and distributed scaling."}, {"id": "mai-20260917-0922-baseline|c143-l3|openai-small|Weaviate", "prompt": "c143-l3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick **Weaviate** if: You want a flexible schema and strong hybrid search."}, {"id": "mai-20260917-0922-baseline|c143-l3|openai-small|Qdrant", "prompt": "c143-l3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Commonly used for **high-performance semantic search**... I didn't pull a direct source page for Qdrant in this pass"}, {"id": "mai-20260917-0922-baseline|c143-l3|openai-small|MongoDB Atlas Vector Search", "prompt": "c143-l3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "MongoDB Atlas Vector Search", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick **MongoDB Atlas Vector Search** if: Your source of truth is already MongoDB."}, {"id": "mai-20260917-0922-baseline|c143-l3|openai-small|Azure AI Search", "prompt": "c143-l3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Azure AI Search", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pick **Azure AI Search** if: You're in Microsoft/Azure enterprise infrastructure."}, {"id": "mai-20260917-0922-baseline|c143-l3|openai-small|Elasticsearch / OpenSearch", "prompt": "c143-l3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Elasticsearch / OpenSearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they generally require more cluster/shard planning than a purpose-built vector store"}, {"id": "mai-20260917-0922-baseline|c143-l3|openai-small|pgvector on PostgreSQL", "prompt": "c143-l3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector on PostgreSQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "usually not the best fit for very large-scale or latency-sensitive vector workloads"}, {"id": "mai-20260917-0922-baseline|c143-l3|openai-small|Vertex AI Vector Search", "prompt": "c143-l3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Vertex AI Vector Search", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A managed Google Cloud option for approximate nearest-neighbor search. It's useful if you're deep in GCP"}, {"id": "mai-20260917-0922-baseline|c143-l3|xai-small|Pinecone", "prompt": "c143-l3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pinecone** (managed SaaS leader)"}, {"id": "mai-20260917-0922-baseline|c143-l3|xai-small|Zilliz Cloud", "prompt": "c143-l3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Zilliz Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Forrester (Q3 2024) names Zilliz/Pinecone as Leaders for innovation/scale."}, {"id": "mai-20260917-0922-baseline|c143-l3|xai-small|Weaviate", "prompt": "c143-l3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modular embeddings/ML integrations, GraphQL API, multi-tenancy | Hybrid search"}, {"id": "mai-20260917-0922-baseline|c143-l3|xai-small|Qdrant", "prompt": "c143-l3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rust efficiency (fastest OSS latency ~4-12ms p99), superior filtering/sparse vectors"}, {"id": "mai-20260917-0922-baseline|c143-l3|xai-small|Milvus", "prompt": "c143-l3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GPU/CPU optimized for massive writes, partitions | Extreme scale workloads"}, {"id": "mai-20260917-0922-baseline|c143-l3|xai-small|pgvector", "prompt": "c143-l3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Postgres teams; smaller/medium scale | Slower at high scale"}, {"id": "mai-20260917-0922-baseline|c143-l3|xai-small|Elasticsearch", "prompt": "c143-l3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Elasticsearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "notable but less \"pure-play\" for vector-first enterprise workloads"}, {"id": "mai-20260917-0922-baseline|c143-l3|xai-small|Chroma", "prompt": "c143-l3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "notable but less \"pure-play\" for vector-first enterprise workloads"}, {"id": "mai-20260917-0922-baseline|c143-l3|xai-small|LanceDB", "prompt": "c143-l3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "LanceDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "notable but less \"pure-play\" for vector-first enterprise workloads"}, {"id": "mai-20260917-0922-baseline|c143-l3|zai-small|Pinecone", "prompt": "c143-l3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pinecone** is the best choice for enterprises that want a fully managed, zero‑ops solution with built‑in inference."}, {"id": "mai-20260917-0922-baseline|c143-l3|zai-small|Milvus / Zilliz", "prompt": "c143-l3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus / Zilliz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Milvus/Zilliz** leads for massive scale and cost‑efficiency when you can self‑host or use Zilliz Cloud."}, {"id": "mai-20260917-0922-baseline|c143-l3|zai-small|Weaviate", "prompt": "c143-l3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Weaviate** excels at hybrid search and integrates well with ML workflows."}, {"id": "mai-20260917-0922-baseline|c143-l3|zai-small|Qdrant", "prompt": "c143-l3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Qdrant** offers the best performance‑to‑cost ratio, especially for self‑hosted deployments."}, {"id": "mai-20260917-0922-baseline|c143-l3|zai-small|pgvector", "prompt": "c143-l3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**pgvector** is ideal for teams already using Postgres and working at smaller scales."}, {"id": "mai-20260917-0922-baseline|c143-l3|zai-small|Redis Enterprise", "prompt": "c143-l3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Redis Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Redis Enterprise** is the go‑to for ultra‑low latency requirements."}, {"id": "mai-20260917-0922-baseline|c143-l3|zai-small|Elasticsearch", "prompt": "c143-l3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Elasticsearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Elasticsearch** and **Vespa** are strong for hybrid search and big data workloads."}, {"id": "mai-20260917-0922-baseline|c143-l3|zai-small|Vespa", "prompt": "c143-l3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Vespa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Vespa** | Tensor ops, massive scale"}, {"id": "mai-20260917-0922-baseline|c143-l3|zai-small|MongoDB Atlas", "prompt": "c143-l3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "MongoDB Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**MongoDB Atlas** and **Chroma** are best for document‑oriented applications and prototyping, respectively."}, {"id": "mai-20260917-0922-baseline|c143-l3|zai-small|Chroma", "prompt": "c143-l3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Not designed for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c143-l3|zai-small|LanceDB", "prompt": "c143-l3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "LanceDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Small‑medium:** Chroma, LanceDB"}, {"id": "mai-20260917-0922-baseline|c143-l4|alibaba-small|Pinecone (Pods)", "prompt": "c143-l4", "model": "alibaba-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone (Pods)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Predictability & Scale: Pinecone (Pods)"}, {"id": "mai-20260917-0922-baseline|c143-l4|alibaba-small|Qdrant Cloud (Reserved Instances)", "prompt": "c143-l4", "model": "alibaba-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant Cloud (Reserved Instances)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value (Performance/Cost Ratio): Qdrant Cloud (Reserved Instances)"}, {"id": "mai-20260917-0922-baseline|c143-l4|alibaba-small|pgvector", "prompt": "c143-l4", "model": "alibaba-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Zero Surprise Costs (Self-Hosted): pgvector or Open-Source Milvus"}, {"id": "mai-20260917-0922-baseline|c143-l4|alibaba-small|Milvus", "prompt": "c143-l4", "model": "alibaba-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Self-Hosted Milvus/Qdrant: You rent the EC2/Kubernetes instances directly. No vendor markup, no hidden query fees."}, {"id": "mai-20260917-0922-baseline|c143-l4|alibaba-small|Pinecone Serverless", "prompt": "c143-l4", "model": "alibaba-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone Serverless", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid \"Serverless\" plans (like Pinecone Serverless or standard AWS Opensearch Vector Engine) for thousands of users."}, {"id": "mai-20260917-0922-baseline|c143-l4|alibaba-small|AWS Opensearch Vector Engine", "prompt": "c143-l4", "model": "alibaba-small", "cat": "vector-databases", "variant": "budget", "raw": "AWS Opensearch Vector Engine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid \"Serverless\" plans (like Pinecone Serverless or standard AWS Opensearch Vector Engine)"}, {"id": "mai-20260917-0922-baseline|c143-l4|anthropic-small|Qdrant Cloud", "prompt": "c143-l4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "prioritize capacity-based pricing models (Qdrant, Weaviate) over usage-based models"}, {"id": "mai-20260917-0922-baseline|c143-l4|anthropic-small|Weaviate Cloud", "prompt": "c143-l4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "prioritize capacity-based pricing models (Qdrant, Weaviate) over usage-based models"}, {"id": "mai-20260917-0922-baseline|c143-l4|anthropic-small|PostgreSQL with pgvector", "prompt": "c143-l4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "PostgreSQL with pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PostgreSQL with pgvector achieves 28x lower P95 latency than Pinecone's storage tier and 16x higher query throughput at 99% recall."}, {"id": "mai-20260917-0922-baseline|c143-l4|anthropic-small|Pinecone", "prompt": "c143-l4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "28x lower P95 latency than Pinecone's storage tier"}, {"id": "mai-20260917-0922-baseline|c143-l4|challenger-small|Qdrant Cloud", "prompt": "c143-l4", "model": "challenger-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qdrant Cloud** is the safest enterprise choice for predictable costs"}, {"id": "mai-20260917-0922-baseline|c143-l4|challenger-small|pgvector", "prompt": "c143-l4", "model": "challenger-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose pgvector** if you already use **Postgres** and want the lowest-friction, most budget-stable option inside an existing stack."}, {"id": "mai-20260917-0922-baseline|c143-l4|challenger-small|Mixpeek Vector Store (MVS)", "prompt": "c143-l4", "model": "challenger-small", "cat": "vector-databases", "variant": "budget", "raw": "Mixpeek Vector Store (MVS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mixpeek MVS** is the best pure cost-optimization choice at very large scale"}, {"id": "mai-20260917-0922-baseline|c143-l4|deepseek-small|Pinecone Serverless", "prompt": "c143-l4", "model": "deepseek-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone Serverless", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "What I'd steer away from for *this* requirement... \"dangerous for enterprises with high query volume\""}, {"id": "mai-20260917-0922-baseline|c143-l4|deepseek-small|Qdrant", "prompt": "c143-l4", "model": "deepseek-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Qdrant (managed/cloud or self-hosted) — strongest overall fit"}, {"id": "mai-20260917-0922-baseline|c143-l4|deepseek-small|Weaviate", "prompt": "c143-l4", "model": "deepseek-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the best choices are **Qdrant (managed, per-node) or Weaviate (managed, dimension-based)**"}, {"id": "mai-20260917-0922-baseline|c143-l4|deepseek-small|Milvus", "prompt": "c143-l4", "model": "deepseek-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pure capacity pricing—the most predictable model of all if you run it yourself... high ops overhead"}, {"id": "mai-20260917-0922-baseline|c143-l4|google-small|Pinecone Serverless", "prompt": "c143-l4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone Serverless", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Databases with consumption-based pricing (such as Pinecone Serverless or Weaviate’s usage-based plans) charge per \"Read Unit\" (RU) or query... bills can skyrocket unpredictably"}, {"id": "mai-20260917-0922-baseline|c143-l4|google-small|Weaviate", "prompt": "c143-l4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "consumption-based pricing (such as Pinecone Serverless or Weaviate’s usage-based plans) charge per \"Read Unit\" (RU) or query"}, {"id": "mai-20260917-0922-baseline|c143-l4|google-small|Qdrant", "prompt": "c143-l4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "choose **Qdrant**. Its capacity-based cloud pricing matches standard enterprise planning cycles perfectly."}, {"id": "mai-20260917-0922-baseline|c143-l4|google-small|Milvus / Zilliz Cloud", "prompt": "c143-l4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus / Zilliz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Billion-Scale Enterprise Workloads ... deploy **Milvus** on Kubernetes"}, {"id": "mai-20260917-0922-baseline|c143-l4|google-small|`pgvector` with `pgvectorscale`", "prompt": "c143-l4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "`pgvector` with `pgvectorscale`", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Leveraging Existing Infrastructure ... Zero Marginal Licensing Cost"}, {"id": "mai-20260917-0922-baseline|c143-l4|meta-small|Pinecone", "prompt": "c143-l4", "model": "meta-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "its costs can scale steeply, and its serverless pricing model may not be the most predictable"}, {"id": "mai-20260917-0922-baseline|c143-l4|meta-small|Weaviate", "prompt": "c143-l4", "model": "meta-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Weaviate offers a good balance of cost and features, with a pricing model that starts at $45 per month."}, {"id": "mai-20260917-0922-baseline|c143-l4|meta-small|Qdrant", "prompt": "c143-l4", "model": "meta-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "known for its raw performance and competitive managed pricing"}, {"id": "mai-20260917-0922-baseline|c143-l4|meta-small|Milvus/Zilliz", "prompt": "c143-l4", "model": "meta-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus/Zilliz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Milvus is an open-source vector database that can scale to extreme sizes (>1B vectors). Zilliz is a managed version of Milvus, which offers a premium pricing model."}, {"id": "mai-20260917-0922-baseline|c143-l4|meta-small|pgvector", "prompt": "c143-l4", "model": "meta-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "best suited for teams already using PostgreSQL and can be a good choice for smaller-scale applications"}, {"id": "mai-20260917-0922-baseline|c143-l4|minimax-small|Qdrant", "prompt": "c143-l4", "model": "minimax-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Self-Hosted Qdrant (Best for True Cost Predictability)"}, {"id": "mai-20260917-0922-baseline|c143-l4|minimax-small|Upstash Vector", "prompt": "c143-l4", "model": "minimax-small", "cat": "vector-databases", "variant": "budget", "raw": "Upstash Vector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Limitation: Not designed for enterprise-scale (1M vector limit on fixed plan)"}, {"id": "mai-20260917-0922-baseline|c143-l4|minimax-small|Pinecone", "prompt": "c143-l4", "model": "minimax-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Negotiate a dedicated cluster commitment with Pinecone or Zilliz"}, {"id": "mai-20260917-0922-baseline|c143-l4|minimax-small|Zilliz", "prompt": "c143-l4", "model": "minimax-small", "cat": "vector-databases", "variant": "budget", "raw": "Zilliz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Negotiate a dedicated cluster commitment with Pinecone or Zilliz"}, {"id": "mai-20260917-0922-baseline|c143-l4|minimax-small|Weaviate", "prompt": "c143-l4", "model": "minimax-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dedicated Clusters (Pinecone, Zilliz, Weaviate)"}, {"id": "mai-20260917-0922-baseline|c143-l4|mistral-small|Milvus / Zilliz Cloud", "prompt": "c143-l4", "model": "mistral-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus / Zilliz Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zilliz Cloud (managed Milvus)** is the best choice... Zilliz Cloud is the top recommendation."}, {"id": "mai-20260917-0922-baseline|c143-l4|mistral-small|Pinecone", "prompt": "c143-l4", "model": "mistral-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "its main pricing is usage-based... which can become unpredictable at scale. However, Pinecone also offers pod-based tiers with fixed pricing"}, {"id": "mai-20260917-0922-baseline|c143-l4|mistral-small|Weaviate", "prompt": "c143-l4", "model": "mistral-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not be the most cost-predictable for thousands of users at scale"}, {"id": "mai-20260917-0922-baseline|c143-l4|moonshot-small|Qdrant", "prompt": "c143-l4", "model": "moonshot-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qdrant** stands out as the best choice"}, {"id": "mai-20260917-0922-baseline|c143-l4|moonshot-small|Pinecone", "prompt": "c143-l4", "model": "moonshot-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its usage-based model can lead to unpredictable costs at scale"}, {"id": "mai-20260917-0922-baseline|c143-l4|moonshot-small|Weaviate", "prompt": "c143-l4", "model": "moonshot-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Weaviate bills ~$0.095 per million vector dimensions stored, which is more predictable than per-query pricing, but still has usage-based components."}, {"id": "mai-20260917-0922-baseline|c143-l4|moonshot-small|Milvus", "prompt": "c143-l4", "model": "moonshot-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Milvus if:** You're operating at massive scale (billions of vectors)"}, {"id": "mai-20260917-0922-baseline|c143-l4|openai-small|Pinecone", "prompt": "c143-l4", "model": "openai-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd pick **Pinecone Enterprise with Dedicated Read Nodes** first"}, {"id": "mai-20260917-0922-baseline|c143-l4|openai-small|Weaviate", "prompt": "c143-l4", "model": "openai-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "and **Weaviate Enterprise** second"}, {"id": "mai-20260917-0922-baseline|c143-l4|openai-small|Qdrant", "prompt": "c143-l4", "model": "openai-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you can self-host and want maximum control:** **Qdrant or Milvus**"}, {"id": "mai-20260917-0922-baseline|c143-l4|openai-small|Milvus", "prompt": "c143-l4", "model": "openai-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you can self-host and want maximum control:** **Qdrant or Milvus**"}, {"id": "mai-20260917-0922-baseline|c143-l4|xai-small|Qdrant", "prompt": "c143-l4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick: Qdrant**"}, {"id": "mai-20260917-0922-baseline|c143-l4|xai-small|Weaviate", "prompt": "c143-l4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-Ups**"}, {"id": "mai-20260917-0922-baseline|c143-l4|xai-small|Milvus (via Zilliz OSS)", "prompt": "c143-l4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus (via Zilliz OSS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Milvus/Zilliz OSS** | Fixed infra; GPU accel for extreme scale | 100B+ vecs |"}, {"id": "mai-20260917-0922-baseline|c143-l4|xai-small|Pinecone", "prompt": "c143-l4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usage-based ... unpredictable for high user traffic (e.g., $2K–$15K+/month at scale; spikes 2-4x)"}, {"id": "mai-20260917-0922-baseline|c143-l4|xai-small|Weaviate Cloud Premium", "prompt": "c143-l4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate Cloud Premium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "predictable base), but scales with vector dimensions + overages"}, {"id": "mai-20260917-0922-baseline|c143-l4|xai-small|Zilliz Cloud Dedicated", "prompt": "c143-l4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "Zilliz Cloud Dedicated", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more predictable than serverless, but still usage-tied + custom enterprise"}, {"id": "mai-20260917-0922-baseline|c143-l4|xai-small|Qdrant Cloud", "prompt": "c143-l4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Hybrid Option**: Qdrant Cloud (resource-hourly, no query fees"}, {"id": "mai-20260917-0922-baseline|c143-l4|zai-small|Zilliz Cloud (Milvus)", "prompt": "c143-l4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "Zilliz Cloud (Milvus)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Zilliz Cloud (Milvus)**"}, {"id": "mai-20260917-0922-baseline|c143-l4|zai-small|Pinecone", "prompt": "c143-l4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Pinecone Serverless is convenient, but it's **not predictable** for large-scale workloads"}, {"id": "mai-20260917-0922-baseline|c143-l4|zai-small|Qdrant", "prompt": "c143-l4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Runner-Up: **Qdrant (Self-Hosted on Dedicated Infrastructure)**"}, {"id": "mai-20260917-0922-baseline|c143-l4|zai-small|pgvector", "prompt": "c143-l4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Third Option: **pgvector (on PostgreSQL)**"}, {"id": "mai-20260917-0922-baseline|c143-l5|deepseek-small|Qdrant", "prompt": "c143-l5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Self-hosting (Qdrant/Weaviate/Milvus/pgvector) gives you full control for compliance but adds 20+ hours/month of ops"}, {"id": "mai-20260917-0922-baseline|c143-l5|deepseek-small|Weaviate", "prompt": "c143-l5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Self-hosting (Qdrant/Weaviate/Milvus/pgvector) gives you full control for compliance"}, {"id": "mai-20260917-0922-baseline|c143-l5|deepseek-small|Milvus", "prompt": "c143-l5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Self-hosting (Qdrant/Weaviate/Milvus/pgvector) gives you full control for compliance"}, {"id": "mai-20260917-0922-baseline|c143-l5|deepseek-small|pgvector", "prompt": "c143-l5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "pgvector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Self-hosting (Qdrant/Weaviate/Milvus/pgvector) gives you full control for compliance"}, {"id": "mai-20260917-0922-baseline|c143-l5|deepseek-small|Pinecone", "prompt": "c143-l5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Managed (Pinecone, Weaviate Cloud, etc.) is simpler but means sending potentially sensitive embeddings to a third party."}, {"id": "mai-20260917-0922-baseline|c143-l5|deepseek-small|Weaviate Cloud", "prompt": "c143-l5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Managed (Pinecone, Weaviate Cloud, etc.) is simpler but means sending potentially sensitive embeddings to a third party."}, {"id": "mai-20260917-0922-baseline|c143-l5|google-small|Pinecone", "prompt": "c143-l5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Enterprise Dedicated (SaaS-First) | Pinecone | Teams wanting a fully managed, hands-off database with excellent performance"}, {"id": "mai-20260917-0922-baseline|c143-l5|google-small|Weaviate", "prompt": "c143-l5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise Dedicated (BYOC / Hybrid) | Weaviate, Zilliz (Milvus), Qdrant"}, {"id": "mai-20260917-0922-baseline|c143-l5|google-small|Zilliz Cloud", "prompt": "c143-l5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Zilliz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bring Your Own Cloud / Hybrid (BYOC) (e.g., Weaviate, Qdrant, Zilliz)"}, {"id": "mai-20260917-0922-baseline|c143-l5|google-small|Qdrant", "prompt": "c143-l5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise Dedicated (BYOC / Hybrid) | Weaviate, Zilliz (Milvus), Qdrant"}, {"id": "mai-20260917-0922-baseline|c143-l5|google-small|Milvus", "prompt": "c143-l5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Self-Hosted / Open-Source (e.g., Milvus, Qdrant, Weaviate, Pgvector)"}, {"id": "mai-20260917-0922-baseline|c143-l5|google-small|Pgvector", "prompt": "c143-l5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Pgvector (Postgres), Elasticsearch, MongoDB Atlas | Teams already using these technologies who want to bypass a lengthy procurement cycle."}, {"id": "mai-20260917-0922-baseline|c143-l5|google-small|Elasticsearch/OpenSearch", "prompt": "c143-l5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Elasticsearch/OpenSearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "check if their built-in vector capabilities satisfy your requirements first"}, {"id": "mai-20260917-0922-baseline|c143-l5|google-small|MongoDB Atlas", "prompt": "c143-l5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "MongoDB Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Pgvector (Postgres), Elasticsearch, MongoDB Atlas | Teams already using these technologies"}, {"id": "mai-20260917-0922-baseline|c143-l5|google-small|Redis", "prompt": "c143-l5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "MongoDB Atlas**, or **Redis**, check if their built-in vector capabilities satisfy your requirements first"}, {"id": "mai-20260917-0922-baseline|c143-l5|meta-small|Pinecone", "prompt": "c143-l5", "model": "meta-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pinecone: Offers managed, autoscaling infrastructure, hybrid/vector search, metadata filtering, enterprise RBAC/SSO, audit logs, private connectivity, CMEK, and SOC 2/HIPAA/ISO 27001 support"}, {"id": "mai-20260917-0922-baseline|c143-l5|meta-small|Weaviate", "prompt": "c143-l5", "model": "meta-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Supports hybrid search, multi-tenancy, and is available as a managed service. It's also open-source"}, {"id": "mai-20260917-0922-baseline|c143-l5|meta-small|Milvus", "prompt": "c143-l5", "model": "meta-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers billion-scale enterprise capabilities, RBAC, partitions, and is available as a managed service (Zilliz)"}, {"id": "mai-20260917-0922-baseline|c143-l5|meta-small|Azure AI Search & Azure OpenAI Service", "prompt": "c143-l5", "model": "meta-small", "cat": "vector-databases", "variant": "scale", "raw": "Azure AI Search & Azure OpenAI Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suitable for Microsoft-heavy stacks, offering compliance and enterprise security features."}, {"id": "mai-20260917-0922-baseline|c143-l5|minimax-small|Pinecone", "prompt": "c143-l5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Pinecone** | Managed, BYOC | Type II | ✓ | Large enterprise traction"}, {"id": "mai-20260917-0922-baseline|c143-l5|minimax-small|Qdrant", "prompt": "c143-l5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Qdrant** | Cloud, Hybrid, On-prem | Type II | ✓ | Open-source origin, flexible"}, {"id": "mai-20260917-0922-baseline|c143-l5|minimax-small|Weaviate", "prompt": "c143-l5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Weaviate** | Cloud, On-prem | Type II | ✓ | Strong enterprise features"}, {"id": "mai-20260917-0922-baseline|c143-l5|minimax-small|Chroma", "prompt": "c143-l5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Chroma** | BYOC | Type II | ✓ | Zero-ops approach"}, {"id": "mai-20260917-0922-baseline|c143-l5|minimax-small|Endee Enterprise", "prompt": "c143-l5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "Endee Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Endee Enterprise** | On-prem | Type II | ✓ | Full isolation, highest security"}, {"id": "mai-20260917-0922-baseline|c143-l5|mistral-small|Pinecone", "prompt": "c143-l5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Managed: Easier but less control (e.g., Pinecone, Weaviate Cloud, Astra DB)."}, {"id": "mai-20260917-0922-baseline|c143-l5|mistral-small|Weaviate Cloud", "prompt": "c143-l5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Managed: Easier but less control (e.g., Pinecone, Weaviate Cloud, Astra DB)."}, {"id": "mai-20260917-0922-baseline|c143-l5|mistral-small|Astra DB", "prompt": "c143-l5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Astra DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Managed: Easier but less control (e.g., Pinecone, Weaviate Cloud, Astra DB)."}, {"id": "mai-20260917-0922-baseline|c143-l5|mistral-small|Milvus", "prompt": "c143-l5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Self-hosted: More control but higher operational overhead (e.g., Milvus, Qdrant, Vespa)."}, {"id": "mai-20260917-0922-baseline|c143-l5|mistral-small|Qdrant", "prompt": "c143-l5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Self-hosted: More control but higher operational overhead (e.g., Milvus, Qdrant, Vespa)."}, {"id": "mai-20260917-0922-baseline|c143-l5|mistral-small|Vespa", "prompt": "c143-l5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Vespa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Self-hosted: More control but higher operational overhead (e.g., Milvus, Qdrant, Vespa)."}, {"id": "mai-20260917-0922-baseline|c143-l5|mistral-small|Redis Stack", "prompt": "c143-l5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Redis Stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Shortlist Vendors: Pinecone, Weaviate, Milvus, Qdrant, Vespa, Astra DB, Redis Stack."}, {"id": "mai-20260917-0922-baseline|c143-l5|moonshot-small|Pinecone", "prompt": "c143-l5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pinecone** is usually the fastest path through procurement due to its managed SOC 2 posture and enterprise feature depth"}, {"id": "mai-20260917-0922-baseline|c143-l5|moonshot-small|Zilliz Cloud", "prompt": "c143-l5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "Zilliz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Milvus/Zilliz** is the scale play for billion-vector workloads"}, {"id": "mai-20260917-0922-baseline|c143-l5|moonshot-small|Qdrant", "prompt": "c143-l5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qdrant** or **Weaviate** may win on cost and control if you have the platform team to self-host"}, {"id": "mai-20260917-0922-baseline|c143-l5|moonshot-small|Milvus", "prompt": "c143-l5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Only realistic option for billion-scale + GPU acceleration; open-source control"}, {"id": "mai-20260917-0922-baseline|c143-l5|moonshot-small|Weaviate", "prompt": "c143-l5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Qdrant** or **Weaviate** may win on cost and control if you have the platform team to self-host"}, {"id": "mai-20260917-0922-baseline|c143-l5|moonshot-small|pgvector", "prompt": "c143-l5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not suitable for >10M vectors or high-QPS RAG at enterprise scale"}, {"id": "mai-20260917-0922-baseline|c143-l5|openai-small|Postgres + pgvector", "prompt": "c143-l5", "model": "openai-small", "cat": "vector-databases", "variant": "scale", "raw": "Postgres + pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Postgres + pgvector** if you already standardize on Postgres and want to inherit existing controls, though you may trade off scale and specialized search features"}, {"id": "mai-20260917-0922-baseline|c143-l5|xai-small|Pinecone", "prompt": "c143-l5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pinecone**: Managed serverless leader; SOC 2 Type II, SSO/SAML, HIPAA, scales to billions effortlessly. Best for low-ops RAG."}, {"id": "mai-20260917-0922-baseline|c143-l5|xai-small|Zilliz", "prompt": "c143-l5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Zilliz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zilliz (Managed Milvus)**: SOC 2 Type II, SAML SSO, VPC peering; 99.95% SLA. Strong for massive scale."}, {"id": "mai-20260917-0922-baseline|c143-l5|xai-small|Qdrant Cloud", "prompt": "c143-l5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qdrant Cloud**: SOC 2, hybrid deploy; high perf, cost-efficient."}, {"id": "mai-20260917-0922-baseline|c143-l5|xai-small|Chroma Enterprise", "prompt": "c143-l5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Chroma Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Chroma Enterprise**: SOC 2 Type II, BYOC (AWS/GCP/Azure), PrivateLink. Zero-ops with object storage."}, {"id": "mai-20260917-0922-baseline|c143-l5|xai-small|Weaviate Cloud", "prompt": "c143-l5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Weaviate Cloud**: GDPR/SOC 2 path, hybrid search; good if self-host option needed."}, {"id": "mai-20260917-0922-baseline|c143-l5|xai-small|Milvus", "prompt": "c143-l5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "self-hosting open-source like Milvus or pgvector adds ops burden unless you have a dedicated platform team"}, {"id": "mai-20260917-0922-baseline|c143-l5|xai-small|pgvector", "prompt": "c143-l5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "pgvector caps ~100M"}, {"id": "mai-20260917-0922-baseline|c143-l5|xai-small|Redis Enterprise", "prompt": "c143-l5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Redis Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Pinecone, Zilliz, Chroma Enterprise, Qdrant, Redis Enterprise, Endee."}, {"id": "mai-20260917-0922-baseline|c143-l5|xai-small|Endee", "prompt": "c143-l5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Endee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Endee (SAML/OIDC)"}, {"id": "mai-20260917-0922-baseline|c143-l5|xai-small|Azure AI Search", "prompt": "c143-l5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Azure AI Search", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "All top enterprise: Pinecone, Azure AI Search, Elasticsearch."}, {"id": "mai-20260917-0922-baseline|c143-l5|xai-small|Elasticsearch", "prompt": "c143-l5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Elasticsearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Pinecone, Elasticsearch, Endee (key gap in some open-source)."}, {"id": "mai-20260917-0922-baseline|c143-l6|alibaba-small|Pinecone", "prompt": "c143-l6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You should be cautious about vendors like **Pinecone** or similar niche players if your use case requires"}, {"id": "mai-20260917-0922-baseline|c143-l6|alibaba-small|Milvus", "prompt": "c143-l6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid highly complex C++ or Python-based microservices architectures like **Milvus** or **Zilliz** (when self-hosted) unless you have a dedicated Site Reliability Engineering (SRE) team"}, {"id": "mai-20260917-0922-baseline|c143-l6|alibaba-small|Zilliz", "prompt": "c143-l6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "Zilliz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid highly complex ... architectures like **Milvus** or **Zilliz** (when self-hosted)"}, {"id": "mai-20260917-0922-baseline|c143-l6|alibaba-small|FAISS", "prompt": "c143-l6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "FAISS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid using bare-bones libraries like **FAISS** (Facebook AI Similarity Search) or raw **Numpy** arrays as your primary database layer."}, {"id": "mai-20260917-0922-baseline|c143-l6|alibaba-small|Numpy", "prompt": "c143-l6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "Numpy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid using bare-bones libraries like **FAISS** ... or raw **Numpy** arrays as your primary database layer."}, {"id": "mai-20260917-0922-baseline|c143-l6|alibaba-small|PostgreSQL (+ pgvector)", "prompt": "c143-l6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "PostgreSQL (+ pgvector)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "The strongest recommendation for most enterprises."}, {"id": "mai-20260917-0922-baseline|c143-l6|alibaba-small|MongoDB Atlas", "prompt": "c143-l6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "MongoDB Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Preferred if the organization is already standardized on document-based workflows."}, {"id": "mai-20260917-0922-baseline|c143-l6|alibaba-small|Azure Cosmos DB", "prompt": "c143-l6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "Azure Cosmos DB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "MongoDB Atlas / Azure Cosmos DB:** Preferred if the organization is already standardized on document-based workflows."}, {"id": "mai-20260917-0922-baseline|c143-l6|anthropic-small|Milvus", "prompt": "c143-l6", "model": "anthropic-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Milvus requires operational expertise"}, {"id": "mai-20260917-0922-baseline|c143-l6|anthropic-small|FAISS", "prompt": "c143-l6", "model": "anthropic-small", "cat": "vector-databases", "variant": "negative", "raw": "FAISS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "bare-metal solutions like FAISS lack built-in persistence and management features"}, {"id": "mai-20260917-0922-baseline|c143-l6|anthropic-small|PostgreSQL with pgvector", "prompt": "c143-l6", "model": "anthropic-small", "cat": "vector-databases", "variant": "negative", "raw": "PostgreSQL with pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Enterprises should prioritize vector databases that offer flexibility and avoid lock-in—such as ... those using established standards like PostgreSQL with pgvector extensions"}, {"id": "mai-20260917-0922-baseline|c143-l6|challenger-small|pgvector", "prompt": "c143-l6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**pgvector** should be used cautiously if you expect **very large scale**"}, {"id": "mai-20260917-0922-baseline|c143-l6|challenger-small|Pinecone", "prompt": "c143-l6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Pinecone** is a cautious choice if your enterprise is **budget-constrained**, needs **self-hosting**, or wants tighter cost control"}, {"id": "mai-20260917-0922-baseline|c143-l6|challenger-small|Chroma", "prompt": "c143-l6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "Chroma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Chroma** is worth caution for large enterprise production use if you need a mature, high-scale platform"}, {"id": "mai-20260917-0922-baseline|c143-l6|challenger-small|Weaviate", "prompt": "c143-l6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the stronger enterprise recommendations consistently center on Pinecone, Weaviate, Qdrant, Milvus, or pgvector"}, {"id": "mai-20260917-0922-baseline|c143-l6|challenger-small|Qdrant", "prompt": "c143-l6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the stronger enterprise recommendations consistently center on Pinecone, Weaviate, Qdrant, Milvus, or pgvector"}, {"id": "mai-20260917-0922-baseline|c143-l6|challenger-small|Milvus", "prompt": "c143-l6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "the stronger enterprise recommendations consistently center on Pinecone, Weaviate, Qdrant, Milvus, or pgvector"}, {"id": "mai-20260917-0922-baseline|c143-l6|challenger-small|FAISS", "prompt": "c143-l6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "FAISS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**FAISS** should generally be avoided as the primary enterprise vector store for production workloads"}, {"id": "mai-20260917-0922-baseline|c143-l6|deepseek-small|Chroma", "prompt": "c143-l6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Chroma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid for production:** Chroma (prototyping only)."}, {"id": "mai-20260917-0922-baseline|c143-l6|deepseek-small|Pinecone", "prompt": "c143-l6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** if cost, vendor independence, or strict data residency matter."}, {"id": "mai-20260917-0922-baseline|c143-l6|deepseek-small|pgvector", "prompt": "c143-l6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start inside your existing PostgreSQL (pgvector) or search stack (OpenSearch)"}, {"id": "mai-20260917-0922-baseline|c143-l6|deepseek-small|OpenSearch", "prompt": "c143-l6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "OpenSearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "extending PostgreSQL (pgvector), or platforms like OpenSearch/Vespa"}, {"id": "mai-20260917-0922-baseline|c143-l6|deepseek-small|Vespa", "prompt": "c143-l6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Vespa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms like OpenSearch/Vespa \\u2014 rather than adopting a separate vector-only engine"}, {"id": "mai-20260917-0922-baseline|c143-l6|deepseek-small|Weaviate", "prompt": "c143-l6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Weaviate (ops complexity)"}, {"id": "mai-20260917-0922-baseline|c143-l6|deepseek-small|Milvus", "prompt": "c143-l6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Enterprise verdict:** Avoid unless you have a mature platform/SRE team ready to own it."}, {"id": "mai-20260917-0922-baseline|c143-l6|deepseek-small|Zilliz Cloud", "prompt": "c143-l6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Zilliz Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The managed Zilliz Cloud lowers the bar but adds cost."}, {"id": "mai-20260917-0922-baseline|c143-l6|google-small|Chroma", "prompt": "c143-l6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Chroma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The Verdict: Avoid them for core enterprise production workloads. Keep them strictly in the sandbox for R&D."}, {"id": "mai-20260917-0922-baseline|c143-l6|google-small|LanceDB", "prompt": "c143-l6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "LanceDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"Prototyping-First\" Databases (e.g., Chroma, Self-Hosted LanceDB) ... Avoid them for core enterprise production workloads."}, {"id": "mai-20260917-0922-baseline|c143-l6|google-small|FAISS", "prompt": "c143-l6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "FAISS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid building core data infrastructure on bare libraries."}, {"id": "mai-20260917-0922-baseline|c143-l6|google-small|ScaNN", "prompt": "c143-l6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "ScaNN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Bare-Metal Search Libraries (e.g., FAISS, ScaNN, HNSWLIB) ... Why enterprises should avoid them"}, {"id": "mai-20260917-0922-baseline|c143-l6|google-small|HNSWLIB", "prompt": "c143-l6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "HNSWLIB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Bare-Metal Search Libraries (e.g., FAISS, ScaNN, HNSWLIB) ... Why enterprises should avoid them"}, {"id": "mai-20260917-0922-baseline|c143-l6|google-small|Pinecone", "prompt": "c143-l6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Exercise caution if your enterprise has strict data sovereignty requirements (GDPR, HIPAA) or requires cloud-neutral architectures."}, {"id": "mai-20260917-0922-baseline|c143-l6|google-small|Milvus", "prompt": "c143-l6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be cautious about *self-hosting* Milvus."}, {"id": "mai-20260917-0922-baseline|c143-l6|google-small|Zilliz", "prompt": "c143-l6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Zilliz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "opt for its fully managed enterprise counterpart, **Zilliz**"}, {"id": "mai-20260917-0922-baseline|c143-l6|google-small|Qdrant", "prompt": "c143-l6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "look at operationally simpler, single-binary alternatives like **Qdrant** or **Weaviate**"}, {"id": "mai-20260917-0922-baseline|c143-l6|google-small|Weaviate", "prompt": "c143-l6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "operationally simpler, single-binary alternatives like **Qdrant** or **Weaviate**"}, {"id": "mai-20260917-0922-baseline|c143-l6|google-small|pgvector", "prompt": "c143-l6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Proceed with caution if you plan to scale beyond tens of millions of vectors."}, {"id": "mai-20260917-0922-baseline|c143-l6|google-small|MongoDB Vector Search", "prompt": "c143-l6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "MongoDB Vector Search", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "vector plug-ins/extensions in existing enterprise relational or document databases (e.g., `pgvector` on PostgreSQL, MongoDB Vector Search) ... should be cautious"}, {"id": "mai-20260917-0922-baseline|c143-l6|meta-small|Pinecone", "prompt": "c143-l6", "model": "meta-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "large enterprises should be cautious about using Pinecone if they have tight budgets"}, {"id": "mai-20260917-0922-baseline|c143-l6|meta-small|Weaviate", "prompt": "c143-l6", "model": "meta-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "it is not clear if there are any specific scenarios where Weaviate should be avoided"}, {"id": "mai-20260917-0922-baseline|c143-l6|meta-small|Milvus", "prompt": "c143-l6", "model": "meta-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Milvus/Zilliz Cloud is a good option for large-scale projects"}, {"id": "mai-20260917-0922-baseline|c143-l6|meta-small|pgvector", "prompt": "c143-l6", "model": "meta-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it may not be suitable for large-scale projects with billions of vectors"}, {"id": "mai-20260917-0922-baseline|c143-l6|meta-small|Chroma", "prompt": "c143-l6", "model": "meta-small", "cat": "vector-databases", "variant": "negative", "raw": "Chroma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Chroma is mentioned as a good option for prototyping, but it is not recommended for production use"}, {"id": "mai-20260917-0922-baseline|c143-l6|minimax-small|Pinecone", "prompt": "c143-l6", "model": "minimax-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Vendor lock-in, no self-hosted option, costs grow non-linearly at scale (1B+ vectors), potential data sovereignty concerns for EU enterprises"}, {"id": "mai-20260917-0922-baseline|c143-l6|minimax-small|Weaviate", "prompt": "c143-l6", "model": "minimax-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Operational complexity when self-hosted at scale; slower iteration on cutting-edge retrieval techniques compared to specialists"}, {"id": "mai-20260917-0922-baseline|c143-l6|minimax-small|Milvus", "prompt": "c143-l6", "model": "minimax-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most architecturally complex; requires Kubernetes expertise"}, {"id": "mai-20260917-0922-baseline|c143-l6|minimax-small|pgvector", "prompt": "c143-l6", "model": "minimax-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good for ~50M vectors but may not scale beyond that; performance degrades at higher volumes"}, {"id": "mai-20260917-0922-baseline|c143-l6|minimax-small|Actian VectorAI DB", "prompt": "c143-l6", "model": "minimax-small", "cat": "vector-databases", "variant": "negative", "raw": "Actian VectorAI DB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Actian VectorAI DB**"}, {"id": "mai-20260917-0922-baseline|c143-l6|minimax-small|Qdrant", "prompt": "c143-l6", "model": "minimax-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "prefer self-hosted or regional solutions (e.g., Qdrant with Hybrid Cloud)"}, {"id": "mai-20260917-0922-baseline|c143-l6|mistral-small|FAISS", "prompt": "c143-l6", "model": "mistral-small", "cat": "vector-databases", "variant": "negative", "raw": "FAISS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "FAISS (standalone) | Latency degrades at scale, no scaling | Avoid for production at scale"}, {"id": "mai-20260917-0922-baseline|c143-l6|mistral-small|Pinecone", "prompt": "c143-l6", "model": "mistral-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pinecone (metadata limits) | Small metadata per vector, multi-call | Caution for complex apps"}, {"id": "mai-20260917-0922-baseline|c143-l6|mistral-small|pgvector (PostgreSQL extension)", "prompt": "c143-l6", "model": "mistral-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector (PostgreSQL extension)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Options like pgvector (PostgreSQL extension), Qdrant, Weaviate, and Pinecone (for low-ops needs) are generally considered more mature and enterprise-ready"}, {"id": "mai-20260917-0922-baseline|c143-l6|mistral-small|Qdrant", "prompt": "c143-l6", "model": "mistral-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Options like pgvector (PostgreSQL extension), Qdrant, Weaviate ... are generally considered more mature and enterprise-ready"}, {"id": "mai-20260917-0922-baseline|c143-l6|mistral-small|Weaviate", "prompt": "c143-l6", "model": "mistral-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Options like pgvector (PostgreSQL extension), Qdrant, Weaviate ... are generally considered more mature and enterprise-ready"}, {"id": "mai-20260917-0922-baseline|c143-l6|moonshot-small|Chroma", "prompt": "c143-l6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Chroma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Chroma** - Avoid for Production Enterprise Workloads"}, {"id": "mai-20260917-0922-baseline|c143-l6|moonshot-small|Faiss", "prompt": "c143-l6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Faiss", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Faiss (as a standalone solution)** - Avoid as Primary Database"}, {"id": "mai-20260917-0922-baseline|c143-l6|moonshot-small|Annoy", "prompt": "c143-l6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Annoy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Annoy** - Avoid for Enterprise Production"}, {"id": "mai-20260917-0922-baseline|c143-l6|moonshot-small|Pinecone", "prompt": "c143-l6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Pinecone** - Caution: Vendor Lock-in and Cost at Scale"}, {"id": "mai-20260917-0922-baseline|c143-l6|moonshot-small|Qdrant", "prompt": "c143-l6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Qdrant** - Caution at Billion-Vector Scale"}, {"id": "mai-20260917-0922-baseline|c143-l6|moonshot-small|Weaviate", "prompt": "c143-l6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Weaviate** - Caution: Operational Complexity"}, {"id": "mai-20260917-0922-baseline|c143-l6|moonshot-small|Milvus", "prompt": "c143-l6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More resource-intensive than Qdrant or Milvus"}, {"id": "mai-20260917-0922-baseline|c143-l6|moonshot-small|PostgreSQL + pgvector", "prompt": "c143-l6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "PostgreSQL + pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**PostgreSQL + pgvector**: For most enterprise workloads under 50-100M vectors"}, {"id": "mai-20260917-0922-baseline|c143-l6|xai-small|Chroma", "prompt": "c143-l6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "Chroma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Strongly Avoid or Reserve for Prototyping/Small Scale**\n- **Chroma**: ... Lacks enterprise-grade features"}, {"id": "mai-20260917-0922-baseline|c143-l6|xai-small|pgvector (PostgreSQL extension)", "prompt": "c143-l6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector (PostgreSQL extension)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why cautious**: ... it struggles at enterprise scale due to limitations in indexing"}, {"id": "mai-20260917-0922-baseline|c143-l6|xai-small|Pinecone", "prompt": "c143-l6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**fully proprietary—no self-hosting** creates severe vendor lock-in. Costs explode at massive scale"}, {"id": "mai-20260917-0922-baseline|c143-l6|xai-small|Milvus", "prompt": "c143-l6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Extreme operational complexity**—requires Kubernetes expertise"}, {"id": "mai-20260917-0922-baseline|c143-l6|xai-small|Weaviate", "prompt": "c143-l6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Issues**: Stricter schema planning upfront; operational overhead for self-hosting"}, {"id": "mai-20260917-0922-baseline|c143-l6|xai-small|Qdrant", "prompt": "c143-l6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Prioritize **Qdrant** for balanced self-hosted performance (Rust efficiency, low latency/cost)"}, {"id": "mai-20260917-0922-baseline|c143-l6|xai-small|SingleStore", "prompt": "c143-l6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "SingleStore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "hybrid/integrated DBs (e.g., SingleStore, Elasticsearch with vectors) are increasingly viable"}, {"id": "mai-20260917-0922-baseline|c143-l6|xai-small|Elasticsearch", "prompt": "c143-l6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "Elasticsearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "hybrid/integrated DBs (e.g., SingleStore, Elasticsearch with vectors) are increasingly viable"}, {"id": "mai-20260917-0922-baseline|c143-l6|zai-small|Redis", "prompt": "c143-l6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Extensions to traditional databases"}, {"id": "mai-20260917-0922-baseline|c143-l6|zai-small|MongoDB", "prompt": "c143-l6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** Extensions to traditional databases"}, {"id": "mai-20260917-0922-baseline|c143-l6|zai-small|Elasticsearch", "prompt": "c143-l6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Elasticsearch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid:** Extensions to traditional databases"}, {"id": "mai-20260917-0922-baseline|c143-l6|zai-small|pgvector", "prompt": "c143-l6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pgvector or the native extensions are acceptable for pilot workloads. For true large‑scale vector workloads, a dedicated vector database is safer."}, {"id": "mai-20260917-0922-baseline|c143-l6|zai-small|Chroma", "prompt": "c143-l6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Chroma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Many \"developer‑friendly\" tools (e.g., Chroma) are excellent for prototypes but lack enterprise features ... avoid them for mission‑critical RAG pipelines"}, {"id": "mai-20260917-0922-baseline|c143-l6|zai-small|Milvus", "prompt": "c143-l6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Prefer:** Purpose‑built, distributed vector databases ... (e.g., Milvus, Weaviate, Qdrant, Pinecone, Vespa, Azure AI Search)"}, {"id": "mai-20260917-0922-baseline|c143-l6|zai-small|Weaviate", "prompt": "c143-l6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Prefer:** Purpose‑built, distributed vector databases ... (e.g., Milvus, Weaviate, Qdrant, Pinecone, Vespa, Azure AI Search)"}, {"id": "mai-20260917-0922-baseline|c143-l6|zai-small|Qdrant", "prompt": "c143-l6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Prefer:** ... (e.g., Milvus, Weaviate, Qdrant, Pinecone, Vespa, Azure AI Search)"}, {"id": "mai-20260917-0922-baseline|c143-l6|zai-small|Pinecone", "prompt": "c143-l6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Prefer:** ... (e.g., Milvus, Weaviate, Qdrant, Pinecone, Vespa, Azure AI Search)"}, {"id": "mai-20260917-0922-baseline|c143-l6|zai-small|Vespa", "prompt": "c143-l6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Vespa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Prefer:** ... (e.g., Milvus, Weaviate, Qdrant, Pinecone, Vespa, Azure AI Search)"}, {"id": "mai-20260917-0922-baseline|c143-l6|zai-small|Azure AI Search", "prompt": "c143-l6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Azure AI Search", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Prefer:** ... (e.g., Milvus, Weaviate, Qdrant, Pinecone, Vespa, Azure AI Search)"}, {"id": "mai-20260917-0922-baseline|c143-m1|alibaba-small|pgvector (PostgreSQL)", "prompt": "c143-m1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector (PostgreSQL)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "point to **pgvector (PostgreSQL)** as the strongest default choice"}, {"id": "mai-20260917-0922-baseline|c143-m1|alibaba-small|Pinecone", "prompt": "c143-m1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by fully managed cloud solutions like **Pinecone** if operational simplicity is the priority"}, {"id": "mai-20260917-0922-baseline|c143-m1|alibaba-small|Qdrant", "prompt": "c143-m1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent if you prioritize **predictable costs** and **low latency**"}, {"id": "mai-20260917-0922-baseline|c143-m1|alibaba-small|Weaviate", "prompt": "c143-m1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong choice if you need **multi-tenancy**"}, {"id": "mai-20260917-0922-baseline|c143-m1|alibaba-small|Milvus (or Zilliz Cloud)", "prompt": "c143-m1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus (or Zilliz Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally considered overkill for a standard mid-market company"}, {"id": "mai-20260917-0922-baseline|c143-m1|anthropic-small|Pinecone", "prompt": "c143-m1", "model": "anthropic-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Pinecone** if speed to market and operational simplicity are paramount, or **Qdrant** if you prefer open-source"}, {"id": "mai-20260917-0922-baseline|c143-m1|anthropic-small|Qdrant", "prompt": "c143-m1", "model": "anthropic-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Qdrant** if you prefer open-source and want lower long-term costs at scale"}, {"id": "mai-20260917-0922-baseline|c143-m1|anthropic-small|Weaviate", "prompt": "c143-m1", "model": "anthropic-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qdrant** and **Weaviate** are strong open-source alternatives"}, {"id": "mai-20260917-0922-baseline|c143-m1|anthropic-small|Milvus", "prompt": "c143-m1", "model": "anthropic-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "operational complexity is significant—it needs etcd, MinIO, and Pulsar/Kafka as dependencies"}, {"id": "mai-20260917-0922-baseline|c143-m1|anthropic-small|Chroma", "prompt": "c143-m1", "model": "anthropic-small", "cat": "vector-databases", "variant": "direct", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "getting a development environment running locally takes real effort compared to Chroma or Qdrant"}, {"id": "mai-20260917-0922-baseline|c143-m1|anthropic-small|pgvector", "prompt": "c143-m1", "model": "anthropic-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For most teams adding AI features to an existing backend, pgvector is the simplest path"}, {"id": "mai-20260917-0922-baseline|c143-m1|challenger-small|pgvector", "prompt": "c143-m1", "model": "challenger-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **pgvector on your existing PostgreSQL stack**"}, {"id": "mai-20260917-0922-baseline|c143-m1|challenger-small|Qdrant", "prompt": "c143-m1", "model": "challenger-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "pgvector first if you already have Postgres; otherwise Qdrant** for a dedicated vector database"}, {"id": "mai-20260917-0922-baseline|c143-m1|challenger-small|Weaviate", "prompt": "c143-m1", "model": "challenger-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Weaviate** if **hybrid search** is central to the product"}, {"id": "mai-20260917-0922-baseline|c143-m1|challenger-small|Pinecone", "prompt": "c143-m1", "model": "challenger-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Pinecone** if your top priority is **fully managed, zero-ops simplicity** and you are willing to pay for that convenience"}, {"id": "mai-20260917-0922-baseline|c143-m1|challenger-small|Milvus", "prompt": "c143-m1", "model": "challenger-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Milvus** if you are operating at **very large scale**"}, {"id": "mai-20260917-0922-baseline|c143-m1|deepseek-small|Qdrant", "prompt": "c143-m1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Qdrant** (best cost-performance and filtering, great default for RAG)"}, {"id": "mai-20260917-0922-baseline|c143-m1|deepseek-small|Weaviate", "prompt": "c143-m1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Weaviate** (best hybrid/multi-modal search)"}, {"id": "mai-20260917-0922-baseline|c143-m1|deepseek-small|Pinecone", "prompt": "c143-m1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid Pinecone unless you value zero-ops simplicity above all"}, {"id": "mai-20260917-0922-baseline|c143-m1|deepseek-small|Milvus", "prompt": "c143-m1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Choose Milvus only if you're above ~100M vectors... for mid-market scale this is usually overkill"}, {"id": "mai-20260917-0922-baseline|c143-m1|deepseek-small|pgvector", "prompt": "c143-m1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Consider pgvector first** if you *already* run Postgres and your dataset is under ~50M vectors"}, {"id": "mai-20260917-0922-baseline|c143-m1|google-small|pgvector (on Postgres)", "prompt": "c143-m1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector (on Postgres)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Default Winner: `pgvector` (PostgreSQL)... If your application's primary database is PostgreSQL, **start with `pgvector`**."}, {"id": "mai-20260917-0922-baseline|c143-m1|google-small|Pinecone (Serverless)", "prompt": "c143-m1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone (Serverless)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Speed & Agility Winner: Pinecone (Serverless)... Pinecone is the gold standard for developer velocity"}, {"id": "mai-20260917-0922-baseline|c143-m1|google-small|Qdrant", "prompt": "c143-m1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Enterprise Capability Winners: Qdrant or Weaviate"}, {"id": "mai-20260917-0922-baseline|c143-m1|google-small|Weaviate", "prompt": "c143-m1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "choose **Qdrant** or **Weaviate**"}, {"id": "mai-20260917-0922-baseline|c143-m1|google-small|Milvus", "prompt": "c143-m1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid (For Now)... Milvus / Vespa... generally overkill for mid-market requirements."}, {"id": "mai-20260917-0922-baseline|c143-m1|google-small|Vespa", "prompt": "c143-m1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "Vespa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Milvus / Vespa: ... complex to configure, and require dedicated DevOps/infrastructure resources"}, {"id": "mai-20260917-0922-baseline|c143-m1|google-small|Chroma", "prompt": "c143-m1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "Chroma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Chroma is fantastic for local prototyping and MVPs, but historically lacks the enterprise-grade scaling"}, {"id": "mai-20260917-0922-baseline|c143-m1|meta-small|pgvector", "prompt": "c143-m1", "model": "meta-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vector database for a mid-market B2B company is pgvector, which is a PostgreSQL extension. It is the strongest default for mid-market enterprises"}, {"id": "mai-20260917-0922-baseline|c143-m1|minimax-small|pgvector (PostgreSQL extension)", "prompt": "c143-m1", "model": "minimax-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector (PostgreSQL extension)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**pgvector** is the recommended default due to cost efficiency and simplicity"}, {"id": "mai-20260917-0922-baseline|c143-m1|minimax-small|Pinecone", "prompt": "c143-m1", "model": "minimax-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need zero ops overhead and have budget for it, **Pinecone** is excellent."}, {"id": "mai-20260917-0922-baseline|c143-m1|minimax-small|Weaviate", "prompt": "c143-m1", "model": "minimax-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For specialized needs (hybrid search, multi-modal), consider **Weaviate** or **Qdrant**."}, {"id": "mai-20260917-0922-baseline|c143-m1|minimax-small|Qdrant", "prompt": "c143-m1", "model": "minimax-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Qdrant** \\u2013 Performance-per-dollar leader"}, {"id": "mai-20260917-0922-baseline|c143-m1|mistral-small|pgvector", "prompt": "c143-m1", "model": "mistral-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best vector database is generally **pgvector** (the PostgreSQL extension)"}, {"id": "mai-20260917-0922-baseline|c143-m1|mistral-small|Weaviate", "prompt": "c143-m1", "model": "mistral-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "specialized vector stores (like Weaviate, Qdrant, or Pinecone) may be considered for larger datasets"}, {"id": "mai-20260917-0922-baseline|c143-m1|mistral-small|Qdrant", "prompt": "c143-m1", "model": "mistral-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "specialized vector stores (like Weaviate, Qdrant, or Pinecone) may be considered for larger datasets"}, {"id": "mai-20260917-0922-baseline|c143-m1|mistral-small|Pinecone", "prompt": "c143-m1", "model": "mistral-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "specialized vector stores (like Weaviate, Qdrant, or Pinecone) may be considered for larger datasets"}, {"id": "mai-20260917-0922-baseline|c143-m1|moonshot-small|Pinecone", "prompt": "c143-m1", "model": "moonshot-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **pgvector** if you're already on PostgreSQL, or **Pinecone** if you want fully managed with minimal ops overhead"}, {"id": "mai-20260917-0922-baseline|c143-m1|moonshot-small|pgvector", "prompt": "c143-m1", "model": "moonshot-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Mid-Market Default ... I'd recommend starting with **pgvector**"}, {"id": "mai-20260917-0922-baseline|c143-m1|moonshot-small|Weaviate", "prompt": "c143-m1", "model": "moonshot-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex Retrieval ... Most feature-rich with built-in hybrid search"}, {"id": "mai-20260917-0922-baseline|c143-m1|moonshot-small|Qdrant", "prompt": "c143-m1", "model": "moonshot-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Self-Hosted Performance ... Fastest query speeds, cost-effective at scale"}, {"id": "mai-20260917-0922-baseline|c143-m1|moonshot-small|Chroma", "prompt": "c143-m1", "model": "moonshot-small", "cat": "vector-databases", "variant": "direct", "raw": "Chroma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Chroma** (but migrate for production)"}, {"id": "mai-20260917-0922-baseline|c143-m1|openai-small|Qdrant", "prompt": "c143-m1", "model": "openai-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one best general-purpose option for a mid-market B2B company**, I'd say: **Qdrant**"}, {"id": "mai-20260917-0922-baseline|c143-m1|openai-small|pgvector", "prompt": "c143-m1", "model": "openai-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best default choice is usually **Qdrant** or **pgvector**, depending on your stack and scale"}, {"id": "mai-20260917-0922-baseline|c143-m1|openai-small|Pinecone", "prompt": "c143-m1", "model": "openai-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Pinecone** if you want the most **managed, low-ops** experience and are comfortable paying more for it."}, {"id": "mai-20260917-0922-baseline|c143-m1|openai-small|Weaviate", "prompt": "c143-m1", "model": "openai-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Weaviate** if **hybrid search** and richer built-in search features are a priority."}, {"id": "mai-20260917-0922-baseline|c143-m1|openai-small|Milvus/Zilliz", "prompt": "c143-m1", "model": "openai-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus/Zilliz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Milvus/Zilliz** if you expect to grow into **very large scale**"}, {"id": "mai-20260917-0922-baseline|c143-m1|xai-small|pgvector (PostgreSQL extension)", "prompt": "c143-m1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector (PostgreSQL extension)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "pgvector (PostgreSQL extension) – Often the strongest default for mid-market"}, {"id": "mai-20260917-0922-baseline|c143-m1|xai-small|Pinecone", "prompt": "c143-m1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pinecone (managed SaaS, serverless) – Best for zero-ops ease"}, {"id": "mai-20260917-0922-baseline|c143-m1|xai-small|Qdrant", "prompt": "c143-m1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qdrant (open-source + cloud) – Best value/performance balance"}, {"id": "mai-20260917-0922-baseline|c143-m1|xai-small|Weaviate", "prompt": "c143-m1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Weaviate: Pick for advanced hybrid/multi-modal + GraphQL/multi-tenancy in SaaS."}, {"id": "mai-20260917-0922-baseline|c143-m1|xai-small|Milvus/Zilliz", "prompt": "c143-m1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus/Zilliz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Milvus/Zilliz: Overkill unless >50M vectors or GPU needs."}, {"id": "mai-20260917-0922-baseline|c143-m1|xai-small|Chroma", "prompt": "c143-m1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "Chroma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Chroma: Prototyping only."}, {"id": "mai-20260917-0922-baseline|c143-m1|zai-small|pgvector on Postgres", "prompt": "c143-m1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector on Postgres", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**pgvector on Postgres** is the best choice"}, {"id": "mai-20260917-0922-baseline|c143-m1|zai-small|Pinecone", "prompt": "c143-m1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pinecone** is a solid alternative"}, {"id": "mai-20260917-0922-baseline|c143-m1|zai-small|Qdrant", "prompt": "c143-m1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qdrant is a strong second choice if you prioritize performance and cost"}, {"id": "mai-20260917-0922-baseline|c143-m1|zai-small|Weaviate", "prompt": "c143-m1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you need **advanced hybrid search** with GraphQL, **Weaviate** is worth considering"}, {"id": "mai-20260917-0922-baseline|c143-m1|zai-small|Zilliz Cloud", "prompt": "c143-m1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "Zilliz Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zilliz Cloud | ~$5\\u201316 per million vectors | Tiered\\u2011storage option"}, {"id": "mai-20260917-0922-baseline|c143-m1|zai-small|Milvus", "prompt": "c143-m1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you can shard or migrate to Milvus/Zillidb, Qdrant, or Pinecone"}, {"id": "mai-20260917-0922-baseline|c143-m2|alibaba-small|Pinecone", "prompt": "c143-m2", "model": "alibaba-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend starting with **Pinecone** or **Weaviate**."}, {"id": "mai-20260917-0922-baseline|c143-m2|alibaba-small|Weaviate", "prompt": "c143-m2", "model": "alibaba-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend starting with **Pinecone** or **Weaviate**."}, {"id": "mai-20260917-0922-baseline|c143-m2|alibaba-small|pgvector (PostgreSQL)", "prompt": "c143-m2", "model": "alibaba-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector (PostgreSQL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Cost-Efficient / Existing Stack Choice: pgvector (PostgreSQL) or Qdrant"}, {"id": "mai-20260917-0922-baseline|c143-m2|alibaba-small|Qdrant", "prompt": "c143-m2", "model": "alibaba-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A Rust-based vector database that is extremely fast and efficient."}, {"id": "mai-20260917-0922-baseline|c143-m2|anthropic-small|Pinecone", "prompt": "c143-m2", "model": "anthropic-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pinecone is the safe choice for production AI applications requiring managed simplicity"}, {"id": "mai-20260917-0922-baseline|c143-m2|anthropic-small|Chroma", "prompt": "c143-m2", "model": "anthropic-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Chroma is an open-source search and retrieval database designed for AI applications"}, {"id": "mai-20260917-0922-baseline|c143-m2|anthropic-small|pgvector", "prompt": "c143-m2", "model": "anthropic-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "pgvector offers zero operational overhead if you're already on Postgres"}, {"id": "mai-20260917-0922-baseline|c143-m2|challenger-small|Qdrant", "prompt": "c143-m2", "model": "challenger-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Qdrant** as the best default choice"}, {"id": "mai-20260917-0922-baseline|c143-m2|challenger-small|pgvector", "prompt": "c143-m2", "model": "challenger-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**pgvector** is often the simpler and cheaper option because it keeps embeddings and app data in the same database"}, {"id": "mai-20260917-0922-baseline|c143-m2|challenger-small|Pinecone", "prompt": "c143-m2", "model": "challenger-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Pinecone** if you want the most fully managed, low-ops path"}, {"id": "mai-20260917-0922-baseline|c143-m2|challenger-small|Weaviate", "prompt": "c143-m2", "model": "challenger-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Weaviate** if hybrid search, multi-tenant SaaS patterns, or richer feature breadth matter more"}, {"id": "mai-20260917-0922-baseline|c143-m2|deepseek-small|Qdrant", "prompt": "c143-m2", "model": "deepseek-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Qdrant** (Best Overall for Mid-Sized B2B)"}, {"id": "mai-20260917-0922-baseline|c143-m2|deepseek-small|pgvector (PostgreSQL extension)", "prompt": "c143-m2", "model": "deepseek-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector (PostgreSQL extension)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use PostgreSQL** → Start with **pgvector**. It's the lowest-friction option"}, {"id": "mai-20260917-0922-baseline|c143-m2|deepseek-small|Pinecone", "prompt": "c143-m2", "model": "deepseek-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Starts at $500/month for enterprise; proprietary (no self-hosting)"}, {"id": "mai-20260917-0922-baseline|c143-m2|deepseek-small|Weaviate", "prompt": "c143-m2", "model": "deepseek-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **Weaviate** for its native multi-tenancy"}, {"id": "mai-20260917-0922-baseline|c143-m2|deepseek-small|Milvus/Zilliz", "prompt": "c143-m2", "model": "deepseek-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Milvus/Zilliz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More engineering resources required to operate"}, {"id": "mai-20260917-0922-baseline|c143-m2|google-small|pgvector (PostgreSQL)", "prompt": "c143-m2", "model": "google-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector (PostgreSQL)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your application is already backed by PostgreSQL, start with **`pgvector`**. It is the most common starting point for B2B applications"}, {"id": "mai-20260917-0922-baseline|c143-m2|google-small|Pinecone", "prompt": "c143-m2", "model": "google-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Pinecone** (if you prefer a hands-off, fully managed SaaS model)"}, {"id": "mai-20260917-0922-baseline|c143-m2|google-small|Weaviate", "prompt": "c143-m2", "model": "google-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "migrate to **Weaviate** (for rich hybrid search and deployment flexibility)"}, {"id": "mai-20260917-0922-baseline|c143-m2|google-small|Qdrant", "prompt": "c143-m2", "model": "google-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Weaviate** or **Qdrant** | Both have excellent, built-in tenant isolation mechanisms"}, {"id": "mai-20260917-0922-baseline|c143-m2|minimax-small|Qdrant", "prompt": "c143-m2", "model": "minimax-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Qdrant**"}, {"id": "mai-20260917-0922-baseline|c143-m2|minimax-small|Weaviate", "prompt": "c143-m2", "model": "minimax-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "10-25% faster than Weaviate in benchmarks"}, {"id": "mai-20260917-0922-baseline|c143-m2|minimax-small|Pinecone", "prompt": "c143-m2", "model": "minimax-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### Alternative: **Pinecone**"}, {"id": "mai-20260917-0922-baseline|c143-m2|minimax-small|pgvector", "prompt": "c143-m2", "model": "minimax-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **pgvector** if: You already use PostgreSQL"}, {"id": "mai-20260917-0922-baseline|c143-m2|mistral-small|Milvus", "prompt": "c143-m2", "model": "mistral-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Milvus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need maximum control and scalability, choose **Milvus**."}, {"id": "mai-20260917-0922-baseline|c143-m2|mistral-small|Elasticsearch", "prompt": "c143-m2", "model": "mistral-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Elasticsearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a unified search experience, go with **Elasticsearch**."}, {"id": "mai-20260917-0922-baseline|c143-m2|mistral-small|MongoDB Atlas Vector Search", "prompt": "c143-m2", "model": "mistral-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "MongoDB Atlas Vector Search", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already using MongoDB, **MongoDB Atlas Vector Search** is the easiest path."}, {"id": "mai-20260917-0922-baseline|c143-m2|mistral-small|Weaviate", "prompt": "c143-m2", "model": "mistral-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For open-source flexibility, **Weaviate** is a strong contender."}, {"id": "mai-20260917-0922-baseline|c143-m2|moonshot-small|Pinecone", "prompt": "c143-m2", "model": "moonshot-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Pinecone**"}, {"id": "mai-20260917-0922-baseline|c143-m2|moonshot-small|Qdrant", "prompt": "c143-m2", "model": "moonshot-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qdrant** — Apache 2.0, self-hostable, best price-performance"}, {"id": "mai-20260917-0922-baseline|c143-m2|moonshot-small|pgvector", "prompt": "c143-m2", "model": "moonshot-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**pgvector** — Free extension, no new infrastructure"}, {"id": "mai-20260917-0922-baseline|c143-m2|moonshot-small|Weaviate", "prompt": "c143-m2", "model": "moonshot-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Weaviate** — Open-source, cloud or self-hosted, rich feature set"}, {"id": "mai-20260917-0922-baseline|c143-m2|moonshot-small|Chroma", "prompt": "c143-m2", "model": "moonshot-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Chroma** → migrate to Pinecone/Qdrant at scale"}, {"id": "mai-20260917-0922-baseline|c143-m2|openai-small|Qdrant", "prompt": "c143-m2", "model": "openai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Qdrant is the best default choice for a mid-sized B2B company building AI search/RAG apps."}, {"id": "mai-20260917-0922-baseline|c143-m2|openai-small|Weaviate", "prompt": "c143-m2", "model": "openai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick Weaviate if your app needs hybrid search"}, {"id": "mai-20260917-0922-baseline|c143-m2|openai-small|Pinecone", "prompt": "c143-m2", "model": "openai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best \"managed/easiest\" option if you want minimal ops"}, {"id": "mai-20260917-0922-baseline|c143-m2|openai-small|Milvus", "prompt": "c143-m2", "model": "openai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you expect very large scale or want maximum deployment control"}, {"id": "mai-20260917-0922-baseline|c143-m2|xai-small|pgvector", "prompt": "c143-m2", "model": "xai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Pick: **pgvector (with caveats)**"}, {"id": "mai-20260917-0922-baseline|c143-m2|xai-small|Qdrant", "prompt": "c143-m2", "model": "xai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or Qdrant if you need more specialized features or aren't tied to Postgres"}, {"id": "mai-20260917-0922-baseline|c143-m2|xai-small|Pinecone", "prompt": "c143-m2", "model": "xai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Awesome for hands-off scaling (serverless, auto-scales to billions), but pricier usage-based"}, {"id": "mai-20260917-0922-baseline|c143-m2|xai-small|Weaviate", "prompt": "c143-m2", "model": "xai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need built-in embeddings/modules or GraphQL."}, {"id": "mai-20260917-0922-baseline|c143-m2|xai-small|Milvus/Zilliz", "prompt": "c143-m2", "model": "xai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Milvus/Zilliz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Milvus unless you're at massive scale (needs big engineering)."}, {"id": "mai-20260917-0922-baseline|c143-m2|xai-small|Annoy", "prompt": "c143-m2", "model": "xai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Annoy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools like Annoy or Faiss are for offline, not live apps."}, {"id": "mai-20260917-0922-baseline|c143-m2|xai-small|Faiss", "prompt": "c143-m2", "model": "xai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Faiss", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tools like Annoy or Faiss are for offline, not live apps."}, {"id": "mai-20260917-0922-baseline|c143-m2|zai-small|Qdrant", "prompt": "c143-m2", "model": "zai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qdrant** (self‑hosted) is my top recommendation"}, {"id": "mai-20260917-0922-baseline|c143-m2|zai-small|Pinecone Serverless", "prompt": "c143-m2", "model": "zai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If zero ops and rapid deployment are higher priorities than cost, **Pinecone Serverless** or **Qdrant Cloud** are excellent alternatives."}, {"id": "mai-20260917-0922-baseline|c143-m2|zai-small|Milvus / Zilliz", "prompt": "c143-m2", "model": "zai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Milvus / Zilliz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Milvus excels at hybrid search with native sparse‑BM25"}, {"id": "mai-20260917-0922-baseline|c143-m2|zai-small|Weaviate", "prompt": "c143-m2", "model": "zai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Weaviate provides strong hybrid search and metadata filtering"}, {"id": "mai-20260917-0922-baseline|c143-m2|zai-small|pgvector + pgvectorscale", "prompt": "c143-m2", "model": "zai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector + pgvectorscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zero new infra, transactional consistency, and 90% of vector performance for <100M vectors."}, {"id": "mai-20260917-0922-baseline|c143-m3|alibaba-small|Pinecone", "prompt": "c143-m3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Pinecone if: You want the fastest path to production, have budget, and don't want to manage infrastructure."}, {"id": "mai-20260917-0922-baseline|c143-m3|alibaba-small|Weaviate", "prompt": "c143-m3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Weaviate or Qdrant if: You need a balance of performance, flexibility, and cost control."}, {"id": "mai-20260917-0922-baseline|c143-m3|alibaba-small|Qdrant", "prompt": "c143-m3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qdrant excels in pure speed and filtering"}, {"id": "mai-20260917-0922-baseline|c143-m3|alibaba-small|Milvus / Zilliz Cloud", "prompt": "c143-m3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus / Zilliz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Milvus/Zilliz if: You are building an enterprise-grade application needing to index billions of vectors"}, {"id": "mai-20260917-0922-baseline|c143-m3|alibaba-small|pgvector", "prompt": "c143-m3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose pgvector if: You already rely heavily on PostgreSQL and your dataset isn't excessively large"}, {"id": "mai-20260917-0922-baseline|c143-m3|alibaba-small|ChromaDB", "prompt": "c143-m3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "ChromaDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not designed for heavy production workloads at scale; limited filtering and hybrid search capabilities compared to others."}, {"id": "mai-20260917-0922-baseline|c143-m3|anthropic-small|Pinecone", "prompt": "c143-m3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Pinecone is fully managed with zero-ops, best for teams wanting simplicity"}, {"id": "mai-20260917-0922-baseline|c143-m3|anthropic-small|FAISS", "prompt": "c143-m3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "FAISS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top vector databases include Pinecone, FAISS, Qdrant, Chroma, and Weaviate."}, {"id": "mai-20260917-0922-baseline|c143-m3|anthropic-small|Qdrant", "prompt": "c143-m3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Qdrant is Rust-based, memory-efficient, with excellent metadata filtering and the best balance of performance and cost for most mid-scale RAG apps."}, {"id": "mai-20260917-0922-baseline|c143-m3|anthropic-small|Chroma", "prompt": "c143-m3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Chroma is developer-friendly perfect for prototyping and small-scale production"}, {"id": "mai-20260917-0922-baseline|c143-m3|anthropic-small|Weaviate", "prompt": "c143-m3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Weaviate is a hybrid search champion excellent for combining vector and traditional search"}, {"id": "mai-20260917-0922-baseline|c143-m3|anthropic-small|Milvus", "prompt": "c143-m3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Milvus is ideal if you're operating at true billion-vector scale"}, {"id": "mai-20260917-0922-baseline|c143-m3|challenger-small|Pinecone", "prompt": "c143-m3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Pinecone is the most straightforward choice when you want a managed service"}, {"id": "mai-20260917-0922-baseline|c143-m3|challenger-small|Qdrant", "prompt": "c143-m3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Qdrant is often chosen for open-source control and advanced filtering in production systems."}, {"id": "mai-20260917-0922-baseline|c143-m3|challenger-small|Weaviate", "prompt": "c143-m3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Weaviate stands out when you need hybrid lexical + semantic search in one system."}, {"id": "mai-20260917-0922-baseline|c143-m3|challenger-small|Milvus", "prompt": "c143-m3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Milvus is strongest when you expect very large vector collections"}, {"id": "mai-20260917-0922-baseline|c143-m3|challenger-small|pgvector", "prompt": "c143-m3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "pgvector is best when vectors are a feature inside an existing PostgreSQL application"}, {"id": "mai-20260917-0922-baseline|c143-m3|challenger-small|Chroma", "prompt": "c143-m3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Chroma is typically favored for prototyping and smaller setups"}, {"id": "mai-20260917-0922-baseline|c143-m3|challenger-small|Faiss", "prompt": "c143-m3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "Faiss", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Faiss is different from the others because it is primarily a library, not a database"}, {"id": "mai-20260917-0922-baseline|c143-m3|deepseek-small|Pinecone", "prompt": "c143-m3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Want to ship fast with minimal ops?** → Pinecone"}, {"id": "mai-20260917-0922-baseline|c143-m3|deepseek-small|Weaviate", "prompt": "c143-m3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Need open-source flexibility + hybrid search?** → Weaviate or Qdrant"}, {"id": "mai-20260917-0922-baseline|c143-m3|deepseek-small|Milvus / Zilliz Cloud", "prompt": "c143-m3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus / Zilliz Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Need true billion-scale enterprise scale?** → Milvus/Zilliz or Vespa"}, {"id": "mai-20260917-0922-baseline|c143-m3|deepseek-small|Qdrant", "prompt": "c143-m3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Need open-source flexibility + hybrid search?** → Weaviate or Qdrant"}, {"id": "mai-20260917-0922-baseline|c143-m3|deepseek-small|Chroma", "prompt": "c143-m3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Prototyping / validating a pipeline?** → Chroma"}, {"id": "mai-20260917-0922-baseline|c143-m3|deepseek-small|pgvector / pgvectorscale", "prompt": "c143-m3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector / pgvectorscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Already on Postgres, only millions of vectors?** → pgvector"}, {"id": "mai-20260917-0922-baseline|c143-m3|deepseek-small|LanceDB", "prompt": "c143-m3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "LanceDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Edge, on-device, or multimodal local workflows?** → LanceDB"}, {"id": "mai-20260917-0922-baseline|c143-m3|deepseek-small|Vespa", "prompt": "c143-m3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Vespa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for:** Billion-scale hybrid search and ML ranking"}, {"id": "mai-20260917-0922-baseline|c143-m3|deepseek-small|Faiss", "prompt": "c143-m3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Faiss", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "not a database but a **library** (MIT) from Meta for custom ANN search"}, {"id": "mai-20260917-0922-baseline|c143-m3|deepseek-small|Elasticsearch / OpenSearch", "prompt": "c143-m3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Elasticsearch / OpenSearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "full-text engines adding dense + sparse hybrid vector search"}, {"id": "mai-20260917-0922-baseline|c143-m3|deepseek-small|MongoDB Atlas", "prompt": "c143-m3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "MongoDB Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "general databases with vector search added on"}, {"id": "mai-20260917-0922-baseline|c143-m3|deepseek-small|Redis", "prompt": "c143-m3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "general databases with vector search added on"}, {"id": "mai-20260917-0922-baseline|c143-m3|deepseek-small|Turbopuffer", "prompt": "c143-m3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Turbopuffer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "general databases with vector search added on"}, {"id": "mai-20260917-0922-baseline|c143-m3|google-small|pgvector", "prompt": "c143-m3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose `pgvector + pgvectorscale` if:** You already use PostgreSQL. Adding a dedicated vector database introduces architectural bloat"}, {"id": "mai-20260917-0922-baseline|c143-m3|google-small|Pinecone", "prompt": "c143-m3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For:** Developers who want a zero-maintenance, highly reliable SaaS solution and have the budget for a premium managed service."}, {"id": "mai-20260917-0922-baseline|c143-m3|google-small|Weaviate", "prompt": "c143-m3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Weaviate is famous for its **native hybrid search** capabilities."}, {"id": "mai-20260917-0922-baseline|c143-m3|google-small|Qdrant", "prompt": "c143-m3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Qdrant is highly regarded for its blistering speed, low latency, and extreme memory efficiency."}, {"id": "mai-20260917-0922-baseline|c143-m3|google-small|Milvus (Zilliz Cloud)", "prompt": "c143-m3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus (Zilliz Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose `Milvus` if:** You are building a multi-billion vector enterprise system with a dedicated infrastructure engineering team"}, {"id": "mai-20260917-0922-baseline|c143-m3|google-small|Chroma", "prompt": "c143-m3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Incredibly popular for fast prototyping, local MVPs, and smaller applications."}, {"id": "mai-20260917-0922-baseline|c143-m3|google-small|LanceDB", "prompt": "c143-m3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "LanceDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "LanceDB is optimized for multimodal data"}, {"id": "mai-20260917-0922-baseline|c143-m3|meta-small|Pinecone", "prompt": "c143-m3", "model": "meta-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for managed production, zero-ops serverless, and enterprise-ready with unmatched scale and security."}, {"id": "mai-20260917-0922-baseline|c143-m3|meta-small|Weaviate", "prompt": "c143-m3", "model": "meta-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for open-source flexibility, AI-native apps, and multi-tenancy."}, {"id": "mai-20260917-0922-baseline|c143-m3|meta-small|Qdrant", "prompt": "c143-m3", "model": "meta-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for performance-sensitive retrieval, low latency, and predictable cost."}, {"id": "mai-20260917-0922-baseline|c143-m3|meta-small|Milvus", "prompt": "c143-m3", "model": "meta-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for large-scale managed similarity search, and enterprise-ready with high performance."}, {"id": "mai-20260917-0922-baseline|c143-m3|meta-small|Chroma", "prompt": "c143-m3", "model": "meta-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for early RAG work, local development, and simple developer experience."}, {"id": "mai-20260917-0922-baseline|c143-m3|minimax-small|Pinecone", "prompt": "c143-m3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Enterprise scale**: Pinecone or Milvus/Zilliz"}, {"id": "mai-20260917-0922-baseline|c143-m3|minimax-small|Milvus/Zilliz", "prompt": "c143-m3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus/Zilliz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enterprise scale**: Pinecone or Milvus/Zilliz"}, {"id": "mai-20260917-0922-baseline|c143-m3|minimax-small|pgvector", "prompt": "c143-m3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Existing Postgres users**: pgvector"}, {"id": "mai-20260917-0922-baseline|c143-m3|minimax-small|Qdrant", "prompt": "c143-m3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Budget-conscious**: Qdrant has the best free tier"}, {"id": "mai-20260917-0922-baseline|c143-m3|minimax-small|Weaviate", "prompt": "c143-m3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Hybrid search needs**: Weaviate or Vespa"}, {"id": "mai-20260917-0922-baseline|c143-m3|minimax-small|Chroma", "prompt": "c143-m3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "** startups/MVPs**: Chroma or Qdrant (free tier)"}, {"id": "mai-20260917-0922-baseline|c143-m3|minimax-small|Vespa", "prompt": "c143-m3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Vespa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Hybrid search needs**: Weaviate or Vespa"}, {"id": "mai-20260917-0922-baseline|c143-m3|minimax-small|Faiss", "prompt": "c143-m3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Faiss", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Faiss**: Facebook's library, excellent for GPU-powered similarity search"}, {"id": "mai-20260917-0922-baseline|c143-m3|mistral-small|Pinecone", "prompt": "c143-m3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**1. Pinecone** - **Type:** Fully-managed cloud vector database"}, {"id": "mai-20260917-0922-baseline|c143-m3|mistral-small|Milvus / Zilliz Cloud", "prompt": "c143-m3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus / Zilliz Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Optimized for massive scale (billions of vectors), GPU-accelerated"}, {"id": "mai-20260917-0922-baseline|c143-m3|mistral-small|Weaviate", "prompt": "c143-m3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Hybrid search (vector + BM25 + metadata filters), modular embeddings"}, {"id": "mai-20260917-0922-baseline|c143-m3|mistral-small|Qdrant", "prompt": "c143-m3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Real-time embedding search, rich JSON-based payload filtering"}, {"id": "mai-20260917-0922-baseline|c143-m3|mistral-small|Chroma", "prompt": "c143-m3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lightweight, designed for prototyping and MVPs"}, {"id": "mai-20260917-0922-baseline|c143-m3|mistral-small|Redis (RediSearch)", "prompt": "c143-m3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Redis (RediSearch)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "In-memory vector search (via Redis Stack)"}, {"id": "mai-20260917-0922-baseline|c143-m3|mistral-small|pgvector (PostgreSQL extension)", "prompt": "c143-m3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector (PostgreSQL extension)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source extension for PostgreSQL"}, {"id": "mai-20260917-0922-baseline|c143-m3|mistral-small|Vespa", "prompt": "c143-m3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Vespa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Full-featured search engine with vector support"}, {"id": "mai-20260917-0922-baseline|c143-m3|moonshot-small|Pinecone", "prompt": "c143-m3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Pinecone** 🏆 ... **Best For**: Teams wanting zero-ops, enterprise-scale deployments"}, {"id": "mai-20260917-0922-baseline|c143-m3|moonshot-small|Milvus / Zilliz Cloud", "prompt": "c143-m3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus / Zilliz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For**: Enterprise-scale applications requiring maximum scalability"}, {"id": "mai-20260917-0922-baseline|c143-m3|moonshot-small|Weaviate", "prompt": "c143-m3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For**: Hybrid search combining vectors with traditional keyword search"}, {"id": "mai-20260917-0922-baseline|c143-m3|moonshot-small|Qdrant", "prompt": "c143-m3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For**: Budget-conscious teams, filtered searches, Rust-powered performance"}, {"id": "mai-20260917-0922-baseline|c143-m3|moonshot-small|ChromaDB", "prompt": "c143-m3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "ChromaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For**: Prototyping, MVPs, local development"}, {"id": "mai-20260917-0922-baseline|c143-m3|moonshot-small|pgvector", "prompt": "c143-m3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best For**: Teams already using PostgreSQL with <100M vectors"}, {"id": "mai-20260917-0922-baseline|c143-m3|moonshot-small|Vespa", "prompt": "c143-m3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "Vespa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Billions of vectors with tensor operations** | Vespa"}, {"id": "mai-20260917-0922-baseline|c143-m3|openai-small|Pinecone", "prompt": "c143-m3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Pinecone** if you want a managed, vector-first service."}, {"id": "mai-20260917-0922-baseline|c143-m3|openai-small|Weaviate", "prompt": "c143-m3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Weaviate** if you want open source plus hybrid search and AI-oriented features."}, {"id": "mai-20260917-0922-baseline|c143-m3|openai-small|Milvus", "prompt": "c143-m3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Milvus** if you expect large-scale vector workloads"}, {"id": "mai-20260917-0922-baseline|c143-m3|openai-small|Qdrant", "prompt": "c143-m3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "another open-source vector database that's popular for similarity search, filtering, and production deployments"}, {"id": "mai-20260917-0922-baseline|c143-m3|openai-small|pgvector (Postgres)", "prompt": "c143-m3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector (Postgres)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **pgvector** if your embeddings can live comfortably inside Postgres."}, {"id": "mai-20260917-0922-baseline|c143-m3|openai-small|Elasticsearch / OpenSearch", "prompt": "c143-m3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Elasticsearch / OpenSearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Elasticsearch/OpenSearch** if you already use them heavily for text search, logs, or analytics"}, {"id": "mai-20260917-0922-baseline|c143-m3|xai-small|Pinecone", "prompt": "c143-m3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Pinecone** (managed leader, billions-scale)"}, {"id": "mai-20260917-0922-baseline|c143-m3|xai-small|Qdrant", "prompt": "c143-m3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Qdrant** (open-source, high perf)"}, {"id": "mai-20260917-0922-baseline|c143-m3|xai-small|Weaviate", "prompt": "c143-m3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Weaviate** (open-source, hybrid search)"}, {"id": "mai-20260917-0922-baseline|c143-m3|xai-small|Milvus", "prompt": "c143-m3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Milvus** (open-source, massive scale"}, {"id": "mai-20260917-0922-baseline|c143-m3|xai-small|pgvector", "prompt": "c143-m3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**pgvector** (Postgres extension; ~17k stars)"}, {"id": "mai-20260917-0922-baseline|c143-m3|xai-small|Chroma", "prompt": "c143-m3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Chroma** (open-source, developer-friendly"}, {"id": "mai-20260917-0922-baseline|c143-m3|xai-small|Elasticsearch", "prompt": "c143-m3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Elasticsearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others frequently mentioned: Elasticsearch (top in DB-Engines for vector support)"}, {"id": "mai-20260917-0922-baseline|c143-m3|xai-small|Redis", "prompt": "c143-m3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others frequently mentioned: Elasticsearch, Redis, LanceDB, Vespa."}, {"id": "mai-20260917-0922-baseline|c143-m3|xai-small|LanceDB", "prompt": "c143-m3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "LanceDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others frequently mentioned: Elasticsearch, Redis, LanceDB, Vespa."}, {"id": "mai-20260917-0922-baseline|c143-m3|xai-small|Vespa", "prompt": "c143-m3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Vespa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others frequently mentioned: Elasticsearch, Redis, LanceDB, Vespa."}, {"id": "mai-20260917-0922-baseline|c143-m3|zai-small|Pinecone", "prompt": "c143-m3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zero‑ops, full‑text hybrid, built‑in inference, BYOC | Production RAG / search where ops simplicity matters"}, {"id": "mai-20260917-0922-baseline|c143-m3|zai-small|Qdrant", "prompt": "c143-m3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Qdrant if: You need strong filtering and hybrid search on a budget."}, {"id": "mai-20260917-0922-baseline|c143-m3|zai-small|Weaviate", "prompt": "c143-m3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Weaviate if: You want built‑in vectorization modules and multi‑modal support."}, {"id": "mai-20260917-0922-baseline|c143-m3|zai-small|Milvus / Zilliz Cloud", "prompt": "c143-m3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus / Zilliz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Milvus (or Zilliz Cloud) if: You need to handle billions of vectors."}, {"id": "mai-20260917-0922-baseline|c143-m3|zai-small|pgvector + pgvectorscale", "prompt": "c143-m3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector + pgvectorscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose pgvector if: You already use PostgreSQL heavily."}, {"id": "mai-20260917-0922-baseline|c143-m3|zai-small|ChromaDB", "prompt": "c143-m3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "ChromaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose ChromaDB if: You’re in prototyping, MVP, or small‑scale RAG."}, {"id": "mai-20260917-0922-baseline|c143-m3|zai-small|LanceDB", "prompt": "c143-m3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "LanceDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose LanceDB if: You need multi‑modal support (text, images, audio) with Arrow."}, {"id": "mai-20260917-0922-baseline|c143-m3|zai-small|Vespa", "prompt": "c143-m3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Vespa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Vespa if: You need real‑time updates (no index refresh lag)."}, {"id": "mai-20260917-0922-baseline|c143-m3|zai-small|Elasticsearch / OpenSearch", "prompt": "c143-m3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Elasticsearch / OpenSearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "not ideal as a primary vector store at extreme scale"}, {"id": "mai-20260917-0922-baseline|c143-m4|alibaba-small|Qdrant", "prompt": "c143-m4", "model": "alibaba-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best All-Rounder: Qdrant"}, {"id": "mai-20260917-0922-baseline|c143-m4|alibaba-small|Chroma", "prompt": "c143-m4", "model": "alibaba-small", "cat": "vector-databases", "variant": "budget", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Simplest / Lowest Overhead: Chroma"}, {"id": "mai-20260917-0922-baseline|c143-m4|alibaba-small|pgvector", "prompt": "c143-m4", "model": "alibaba-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company already uses PostgreSQL... `pgvector` is a plugin"}, {"id": "mai-20260917-0922-baseline|c143-m4|alibaba-small|Milvus", "prompt": "c143-m4", "model": "alibaba-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "\"We have massive scale (>50M vectors)\" | **Milvus** | Designed specifically for enterprise-scale open-source management."}, {"id": "mai-20260917-0922-baseline|c143-m4|anthropic-small|Chroma", "prompt": "c143-m4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "Chroma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a budget-conscious company, **Chroma** is ideal for initial development"}, {"id": "mai-20260917-0922-baseline|c143-m4|anthropic-small|Faiss", "prompt": "c143-m4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "Faiss", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Open-source options like Chroma and Faiss are ideal for prototyping"}, {"id": "mai-20260917-0922-baseline|c143-m4|anthropic-small|Qdrant", "prompt": "c143-m4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**self-hosted Qdrant, Weaviate, or Milvus** offer scalable open-source solutions with minimal licensing costs"}, {"id": "mai-20260917-0922-baseline|c143-m4|anthropic-small|Weaviate", "prompt": "c143-m4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Weaviate itself is open-source (BSD-3), so you can self-host it for free"}, {"id": "mai-20260917-0922-baseline|c143-m4|anthropic-small|Milvus", "prompt": "c143-m4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "self-hosted Qdrant, Weaviate, or Milvus offer scalable open-source solutions"}, {"id": "mai-20260917-0922-baseline|c143-m4|anthropic-small|Redis Open Source", "prompt": "c143-m4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "Redis Open Source", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Redis Open Source is free with no orchestration needed"}, {"id": "mai-20260917-0922-baseline|c143-m4|challenger-small|Qdrant", "prompt": "c143-m4", "model": "challenger-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall budget pick: Qdrant — it is repeatedly described as the strongest price-performance option"}, {"id": "mai-20260917-0922-baseline|c143-m4|challenger-small|pgvector", "prompt": "c143-m4", "model": "challenger-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **pgvector** if you already run **PostgreSQL** and want the lowest incremental cost"}, {"id": "mai-20260917-0922-baseline|c143-m4|challenger-small|Chroma", "prompt": "c143-m4", "model": "challenger-small", "cat": "vector-databases", "variant": "budget", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for prototyping only: Chroma — free and easy to start, but ... better fit for local prototyping rather than durable production at scale"}, {"id": "mai-20260917-0922-baseline|c143-m4|challenger-small|Pinecone", "prompt": "c143-m4", "model": "challenger-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid **Pinecone** if budget is the main constraint"}, {"id": "mai-20260917-0922-baseline|c143-m4|deepseek-small|pgvector", "prompt": "c143-m4", "model": "deepseek-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small, budget-constrained company, **Qdrant self-hosted** or **pgvector** are the safest, most cost-effective defaults."}, {"id": "mai-20260917-0922-baseline|c143-m4|deepseek-small|Qdrant", "prompt": "c143-m4", "model": "deepseek-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Qdrant self-hosted** or **pgvector** are the safest, most cost-effective defaults"}, {"id": "mai-20260917-0922-baseline|c143-m4|deepseek-small|Milvus / Zilliz Cloud", "prompt": "c143-m4", "model": "deepseek-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus / Zilliz Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Tradeoff:** Significant operational complexity; you need engineers to configure and maintain it."}, {"id": "mai-20260917-0922-baseline|c143-m4|deepseek-small|ChromaDB", "prompt": "c143-m4", "model": "deepseek-small", "cat": "vector-databases", "variant": "budget", "raw": "ChromaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have absolutely no infrastructure budget at all and just need to test, start with **Chroma**."}, {"id": "mai-20260917-0922-baseline|c143-m4|deepseek-small|Weaviate", "prompt": "c143-m4", "model": "deepseek-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Qdrant Cloud** or **Weaviate** (~$25/mo)"}, {"id": "mai-20260917-0922-baseline|c143-m4|google-small|pgvector (PostgreSQL)", "prompt": "c143-m4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector (PostgreSQL)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"Zero-Extra-Cost\" Choice: **pgvector (PostgreSQL)** ... **$0** in new software or database hosting."}, {"id": "mai-20260917-0922-baseline|c143-m4|google-small|pgvectorscale", "prompt": "c143-m4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvectorscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Coupled with extensions like `pgvectorscale`, it delivers high-performance Approximate Nearest Neighbor (ANN) search"}, {"id": "mai-20260917-0922-baseline|c143-m4|google-small|Qdrant", "prompt": "c143-m4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Dedicated \"Price-to-Performance\" Choice: **Qdrant** ... is the industry favorite."}, {"id": "mai-20260917-0922-baseline|c143-m4|google-small|Weaviate", "prompt": "c143-m4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "something memory-heavy databases like Weaviate or Milvus struggle to do on low-spec hardware"}, {"id": "mai-20260917-0922-baseline|c143-m4|google-small|Milvus", "prompt": "c143-m4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "something memory-heavy databases like Weaviate or Milvus struggle to do on low-spec hardware"}, {"id": "mai-20260917-0922-baseline|c143-m4|google-small|Turbopuffer", "prompt": "c143-m4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "Turbopuffer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best \"Zero-Ops\" Serverless Choice: **Turbopuffer** ... has no minimum monthly platform fees"}, {"id": "mai-20260917-0922-baseline|c143-m4|google-small|Pinecone", "prompt": "c143-m4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pinecone offers a **\"Builder\" tier starting at $20/month**"}, {"id": "mai-20260917-0922-baseline|c143-m4|google-small|Chroma", "prompt": "c143-m4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The Best for Prototyping & MVPs: **Chroma** or **LanceDB**"}, {"id": "mai-20260917-0922-baseline|c143-m4|google-small|LanceDB", "prompt": "c143-m4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "LanceDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Chroma and LanceDB run *in-process*"}, {"id": "mai-20260917-0922-baseline|c143-m4|meta-small|Qdrant", "prompt": "c143-m4", "model": "meta-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vector database for a company with a limited budget is Qdrant."}, {"id": "mai-20260917-0922-baseline|c143-m4|meta-small|Pinecone", "prompt": "c143-m4", "model": "meta-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the price tag of Pinecone"}, {"id": "mai-20260917-0922-baseline|c143-m4|meta-small|Milvus", "prompt": "c143-m4", "model": "meta-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "or the operational complexity of Milvus"}, {"id": "mai-20260917-0922-baseline|c143-m4|minimax-small|Qdrant", "prompt": "c143-m4", "model": "minimax-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a budget-conscious company, **Qdrant** or **Weaviate** are generally recommended. Qdrant offers the best performance-to-cost ratio"}, {"id": "mai-20260917-0922-baseline|c143-m4|minimax-small|Weaviate", "prompt": "c143-m4", "model": "minimax-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Qdrant** or **Weaviate** are generally recommended... Weaviate excels if you need hybrid search capabilities"}, {"id": "mai-20260917-0922-baseline|c143-m4|minimax-small|Chroma", "prompt": "c143-m4", "model": "minimax-small", "cat": "vector-databases", "variant": "budget", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're just starting small, Chroma is the simplest option."}, {"id": "mai-20260917-0922-baseline|c143-m4|minimax-small|Milvus", "prompt": "c143-m4", "model": "minimax-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Best for large-scale deployments - More operational complexity"}, {"id": "mai-20260917-0922-baseline|c143-m4|mistral-small|Qdrant", "prompt": "c143-m4", "model": "mistral-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers the best free tier among managed vector databases (1GB free cloud usage)."}, {"id": "mai-20260917-0922-baseline|c143-m4|mistral-small|pgvector", "prompt": "c143-m4", "model": "mistral-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use PostgreSQL, **pgvector** is effectively free and integrates seamlessly."}, {"id": "mai-20260917-0922-baseline|c143-m4|mistral-small|Weaviate", "prompt": "c143-m4", "model": "mistral-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For open-source flexibility, **Weaviate** or **ChromaDB** are excellent choices."}, {"id": "mai-20260917-0922-baseline|c143-m4|mistral-small|ChromaDB", "prompt": "c143-m4", "model": "mistral-small", "cat": "vector-databases", "variant": "budget", "raw": "ChromaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for prototyping and smaller-scale projects."}, {"id": "mai-20260917-0922-baseline|c143-m4|moonshot-small|pgvector", "prompt": "c143-m4", "model": "moonshot-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **pgvector** (Best for existing PostgreSQL users)\n- **Cost**: Completely free (open-source extension)"}, {"id": "mai-20260917-0922-baseline|c143-m4|moonshot-small|Qdrant", "prompt": "c143-m4", "model": "moonshot-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "### 2. **Qdrant** (Best free tier overall)"}, {"id": "mai-20260917-0922-baseline|c143-m4|moonshot-small|Chroma", "prompt": "c143-m4", "model": "moonshot-small", "cat": "vector-databases", "variant": "budget", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Chroma** (Best for prototyping/small projects)"}, {"id": "mai-20260917-0922-baseline|c143-m4|moonshot-small|Milvus", "prompt": "c143-m4", "model": "moonshot-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Milvus** (Best for large-scale self-hosted)... **Cons**: Higher operational complexity"}, {"id": "mai-20260917-0922-baseline|c143-m4|openai-small|Qdrant", "prompt": "c143-m4", "model": "openai-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Qdrant** if you want a production-ready open-source vector database with low operational cost"}, {"id": "mai-20260917-0922-baseline|c143-m4|openai-small|Milvus", "prompt": "c143-m4", "model": "openai-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want the most mature open-source ecosystem and can handle more ops:** **Milvus**"}, {"id": "mai-20260917-0922-baseline|c143-m4|openai-small|Chroma", "prompt": "c143-m4", "model": "openai-small", "cat": "vector-databases", "variant": "budget", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want something very lightweight for prototyping/small-scale use:** **Chroma**"}, {"id": "mai-20260917-0922-baseline|c143-m4|openai-small|Pinecone", "prompt": "c143-m4", "model": "openai-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Best if you want managed convenience and can pay for it:** **Pinecone / Weaviate Cloud** (often costlier than self-hosting)"}, {"id": "mai-20260917-0922-baseline|c143-m4|openai-small|Weaviate Cloud", "prompt": "c143-m4", "model": "openai-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Weaviate Cloud's pricing shows a minimum baseline cost, which makes it less ideal for very tight budgets."}, {"id": "mai-20260917-0922-baseline|c143-m4|xai-small|Chroma", "prompt": "c143-m4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "Chroma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Chroma (Best for Prototyping & Small-Scale Startups)** ... 100% free open-source, embedded mode runs in your Python app with zero infra cost"}, {"id": "mai-20260917-0922-baseline|c143-m4|xai-small|pgvector", "prompt": "c143-m4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**pgvector (Best if You Already Use Postgres/SQL)** - **Why?** Free Postgres extension—no new stack."}, {"id": "mai-20260917-0922-baseline|c143-m4|xai-small|Qdrant", "prompt": "c143-m4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qdrant (Best Performance-to-Cost for Growing Workloads)**"}, {"id": "mai-20260917-0922-baseline|c143-m4|xai-small|Weaviate", "prompt": "c143-m4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Initially:** Pinecone/Weaviate Cloud (managed convenience costs $25-70/mo min after free tiers"}, {"id": "mai-20260917-0922-baseline|c143-m4|xai-small|Milvus", "prompt": "c143-m4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Milvus | Dedicated OSS| $30+ | Large | Harder | Massive scale"}, {"id": "mai-20260917-0922-baseline|c143-m4|xai-small|Pinecone", "prompt": "c143-m4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid Initially:** Pinecone/Weaviate Cloud ... not \"limited budget\""}, {"id": "mai-20260917-0922-baseline|c143-m4|zai-small|pgvector", "prompt": "c143-m4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cheapest production overall:** **pgvector** on your existing Postgres instance."}, {"id": "mai-20260917-0922-baseline|c143-m4|zai-small|Qdrant", "prompt": "c143-m4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Qdrant is the top pick for startups and small teams that want a free, production-ready self-hosted DB"}, {"id": "mai-20260917-0922-baseline|c143-m4|zai-small|Milvus", "prompt": "c143-m4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Milvus is the go-to for massive scale, but not the simplest choice for a small, budget-constrained team."}, {"id": "mai-20260917-0922-baseline|c143-m4|zai-small|ChromaDB", "prompt": "c143-m4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "ChromaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Chroma is ideal for early-stage development, but not for heavy production workloads."}, {"id": "mai-20260917-0922-baseline|c143-m4|zai-small|Weaviate", "prompt": "c143-m4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for hybrid search needs, but Qdrant often gives better latency-to-cost for pure vector search."}, {"id": "mai-20260917-0922-baseline|c143-m4|zai-small|Redis Stack (RediSearch)", "prompt": "c143-m4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "Redis Stack (RediSearch)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Redis is an excellent free option if you're already in the Redis ecosystem."}, {"id": "mai-20260917-0922-baseline|c143-m4|zai-small|Pinecone Serverless", "prompt": "c143-m4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone Serverless", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pinecone Serverless | ~$251/mo (metered reads + storage)"}, {"id": "mai-20260917-0922-baseline|c143-m5|alibaba-small|Weaviate", "prompt": "c143-m5", "model": "alibaba-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Is the vendor venture-backed or backed by a large cloud provider? (e.g., Weaviate vs. Amazon Neptune)."}, {"id": "mai-20260917-0922-baseline|c143-m5|alibaba-small|Amazon Neptune", "prompt": "c143-m5", "model": "alibaba-small", "cat": "vector-databases", "variant": "scale", "raw": "Amazon Neptune", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., Weaviate vs. Amazon Neptune)"}, {"id": "mai-20260917-0922-baseline|c143-m5|deepseek-small|pgvector", "prompt": "c143-m5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "At 500 people, pgvector in your existing Postgres, or a managed service, may be the right call before a dedicated cluster."}, {"id": "mai-20260917-0922-baseline|c143-m5|deepseek-small|Milvus", "prompt": "c143-m5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Milvus / Pinecone Serverless / Qdrant**: scale to hundreds of millions or billions."}, {"id": "mai-20260917-0922-baseline|c143-m5|deepseek-small|Pinecone Serverless", "prompt": "c143-m5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone Serverless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Milvus / Pinecone Serverless / Qdrant**: scale to hundreds of millions or billions."}, {"id": "mai-20260917-0922-baseline|c143-m5|deepseek-small|Qdrant", "prompt": "c143-m5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Milvus / Pinecone Serverless / Qdrant**: scale to hundreds of millions or billions."}, {"id": "mai-20260917-0922-baseline|c143-m5|deepseek-small|Weaviate", "prompt": "c143-m5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "side-by-side comparison of specific vendors (e.g., Pinecone vs. Weaviate vs. Qdrant vs. Milvus vs. pgvector)"}, {"id": "mai-20260917-0922-baseline|c143-m5|google-small|PostgreSQL", "prompt": "c143-m5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rule of Thumb:** Start with `pgvector` (or your existing database's vector offering).\"; \"stop here and ship it\"."}, {"id": "mai-20260917-0922-baseline|c143-m5|google-small|MongoDB", "prompt": "c143-m5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "If you already use **PostgreSQL**, **MongoDB**, **Elasticsearch/OpenSearch**, or **Redis**, these databases have robust, native vector search capabilities."}, {"id": "mai-20260917-0922-baseline|c143-m5|google-small|Elasticsearch/OpenSearch", "prompt": "c143-m5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Elasticsearch/OpenSearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "these databases have robust, native vector search capabilities"}, {"id": "mai-20260917-0922-baseline|c143-m5|google-small|Redis", "prompt": "c143-m5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you already use **PostgreSQL**, **MongoDB**, **Elasticsearch/OpenSearch**, or **Redis**"}, {"id": "mai-20260917-0922-baseline|c143-m5|google-small|Pinecone", "prompt": "c143-m5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "spin up a pilot on a managed SaaS solution like **Pinecone Serverless** or **Qdrant Cloud**"}, {"id": "mai-20260917-0922-baseline|c143-m5|google-small|Weaviate", "prompt": "c143-m5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Native hybrid search & complex RAG pipelines... Hosting your own cluster can be complex to scale."}, {"id": "mai-20260917-0922-baseline|c143-m5|google-small|Qdrant", "prompt": "c143-m5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "spin up a pilot on a managed SaaS solution like **Pinecone Serverless** or **Qdrant Cloud**"}, {"id": "mai-20260917-0922-baseline|c143-m5|google-small|Milvus", "prompt": "c143-m5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "High engineering overhead; overkill for most mid-market use cases."}, {"id": "mai-20260917-0922-baseline|c143-m5|google-small|Zilliz Cloud", "prompt": "c143-m5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Zilliz Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Zilliz Cloud** (fully managed Milvus) require virtually zero DevOps work"}, {"id": "mai-20260917-0922-baseline|c143-m5|minimax-small|pgvector + pgvectorscale", "prompt": "c143-m5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "pgvector + pgvectorscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Do you already run PostgreSQL? If so, pgvector + pgvectorscale is a strong contender"}, {"id": "mai-20260917-0922-baseline|c143-m5|minimax-small|Elasticsearch with ANN", "prompt": "c143-m5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "Elasticsearch with ANN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "if an integrated solution (Postgres, Elasticsearch with ANN) suffices"}, {"id": "mai-20260917-0922-baseline|c143-m5|minimax-small|Pinecone", "prompt": "c143-m5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Dedicated managed** | Pinecone, Qdrant Cloud, Zilliz Cloud |"}, {"id": "mai-20260917-0922-baseline|c143-m5|minimax-small|Qdrant Cloud", "prompt": "c143-m5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Dedicated managed** | Pinecone, Qdrant Cloud, Zilliz Cloud |"}, {"id": "mai-20260917-0922-baseline|c143-m5|minimax-small|Zilliz Cloud", "prompt": "c143-m5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "Zilliz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Dedicated managed** | Pinecone, Qdrant Cloud, Zilliz Cloud |"}, {"id": "mai-20260917-0922-baseline|c143-m5|minimax-small|Milvus", "prompt": "c143-m5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "| **Dedicated self-hosted** | Milvus, Weaviate |"}, {"id": "mai-20260917-0922-baseline|c143-m5|minimax-small|Weaviate", "prompt": "c143-m5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "| **Dedicated self-hosted** | Milvus, Weaviate |"}, {"id": "mai-20260917-0922-baseline|c143-m5|mistral-small|Pinecone", "prompt": "c143-m5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Pinecone**  | Managed      | Fully managed, serverless              | Quick start, no ops burden   |"}, {"id": "mai-20260917-0922-baseline|c143-m5|mistral-small|Weaviate", "prompt": "c143-m5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Weaviate**  | Open Source  | Graph + vector, modular                | Multi-modal, semantic search |"}, {"id": "mai-20260917-0922-baseline|c143-m5|mistral-small|Milvus", "prompt": "c143-m5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Milvus**    | Open Source  | Scalable, Kubernetes-native, HNSW      | Large-scale, self-hosted     |"}, {"id": "mai-20260917-0922-baseline|c143-m5|mistral-small|Qdrant", "prompt": "c143-m5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Qdrant**    | Open Source  | Fast, filterable, lightweight          | Real-time, metadata filtering|"}, {"id": "mai-20260917-0922-baseline|c143-m5|mistral-small|Vespa", "prompt": "c143-m5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Vespa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Vespa**     | Open Source  | Hybrid search, full-text + vectors     | Complex queries, large orgs  |"}, {"id": "mai-20260917-0922-baseline|c143-m5|mistral-small|Chroma", "prompt": "c143-m5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Chroma**    | Open Source  | Simple, developer-friendly             | Prototyping, small teams     |"}, {"id": "mai-20260917-0922-baseline|c143-m5|moonshot-small|pgvector", "prompt": "c143-m5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**pgvector** | Already using PostgreSQL | Self-hosted"}, {"id": "mai-20260917-0922-baseline|c143-m5|moonshot-small|Chroma", "prompt": "c143-m5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Below 10M vectors**: pgvector, Chroma work well"}, {"id": "mai-20260917-0922-baseline|c143-m5|moonshot-small|Weaviate", "prompt": "c143-m5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Weaviate** | Hybrid search, open-source flexibility"}, {"id": "mai-20260917-0922-baseline|c143-m5|moonshot-small|Pinecone", "prompt": "c143-m5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Pinecone** | Zero-ops, scalable RAG | Managed only"}, {"id": "mai-20260917-0922-baseline|c143-m5|moonshot-small|Milvus", "prompt": "c143-m5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Milvus/Zilliz** | Billions of vectors, cost-conscious"}, {"id": "mai-20260917-0922-baseline|c143-m5|moonshot-small|Qdrant", "prompt": "c143-m5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Qdrant** | Best free tier, excellent filtering"}, {"id": "mai-20260917-0922-baseline|c143-m5|moonshot-small|MongoDB Atlas", "prompt": "c143-m5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "MongoDB Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "PostgreSQL + pgvector, MongoDB Atlas, Elastic"}, {"id": "mai-20260917-0922-baseline|c143-m5|moonshot-small|Elastic", "prompt": "c143-m5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "PostgreSQL + pgvector, MongoDB Atlas, Elastic"}, {"id": "mai-20260917-0922-baseline|c143-m5|moonshot-small|Zilliz Cloud", "prompt": "c143-m5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "Zilliz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Managed services like **Pinecone**, **Zilliz Cloud**, or **Qdrant Cloud** are popular"}, {"id": "mai-20260917-0922-baseline|c143-m5|xai-small|Pinecone", "prompt": "c143-m5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pinecone** | Managed SaaS (serverless pods) | Zero-ops, low-latency RAG/enterprise AI | Billions | Usage-based; $$ but predictable"}, {"id": "mai-20260917-0922-baseline|c143-m5|xai-small|Milvus/Zilliz Cloud", "prompt": "c143-m5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus/Zilliz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Massive scale, GPU accel, cost-efficient | Billions+ | Low storage; self-host free | Steeper ops curve self-hosted."}, {"id": "mai-20260917-0922-baseline|c143-m5|xai-small|pgvector (Postgres ext + pgvectorscale)", "prompt": "c143-m5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "pgvector (Postgres ext + pgvectorscale)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Existing Postgres users, <100M vectors | Millions | Cheap if you have DB infra | Limits at extreme scale"}, {"id": "mai-20260917-0922-baseline|c143-m5|xai-small|Qdrant", "prompt": "c143-m5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget teams, strong filtering/Rust perf | 100M+ | Free tier shines; Apache 2.0"}, {"id": "mai-20260917-0922-baseline|c143-m5|xai-small|Weaviate", "prompt": "c143-m5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hybrid search, modular embeddings | 100M+ | Good free tier; built-in modules"}, {"id": "mai-20260917-0922-baseline|c143-m5|xai-small|Chroma", "prompt": "c143-m5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Chroma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Prototyping → small prod | Millions | Free/open; easy | Not for extreme scale."}, {"id": "mai-20260917-0922-baseline|c143-m5|xai-small|Vespa", "prompt": "c143-m5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Vespa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Vespa (billion-scale hybrid, complex)"}, {"id": "mai-20260917-0922-baseline|c143-m5|xai-small|Faiss", "prompt": "c143-m5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Faiss", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Faiss (lib, not full DB)"}, {"id": "mai-20260917-0922-baseline|c143-m5|zai-small|Pinecone", "prompt": "c143-m5", "model": "zai-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Managed (Pinecone, Weaviate Cloud, Qdrant Cloud, Zilliz Cloud): Lower ops burden, predictable pricing but can become expensive at scale."}, {"id": "mai-20260917-0922-baseline|c143-m5|zai-small|Weaviate Cloud", "prompt": "c143-m5", "model": "zai-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Managed (Pinecone, Weaviate Cloud, Qdrant Cloud, Zilliz Cloud)"}, {"id": "mai-20260917-0922-baseline|c143-m5|zai-small|Qdrant Cloud", "prompt": "c143-m5", "model": "zai-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Managed (Pinecone, Weaviate Cloud, Qdrant Cloud, Zilliz Cloud)"}, {"id": "mai-20260917-0922-baseline|c143-m5|zai-small|Zilliz Cloud", "prompt": "c143-m5", "model": "zai-small", "cat": "vector-databases", "variant": "scale", "raw": "Zilliz Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Managed (Pinecone, Weaviate Cloud, Qdrant Cloud, Zilliz Cloud)"}, {"id": "mai-20260917-0922-baseline|c143-m5|zai-small|pgvector", "prompt": "c143-m5", "model": "zai-small", "cat": "vector-databases", "variant": "scale", "raw": "pgvector", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **pgvector** | PostgreSQL extension | Existing Postgres workloads; moderate scale | Same DB as your data, strong ecosystem | Limited at very high scale; requires tuning |"}, {"id": "mai-20260917-0922-baseline|c143-m5|zai-small|Milvus", "prompt": "c143-m5", "model": "zai-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Milvus / Zilliz** | Open-source + Managed | High scalability; distributed deployments"}, {"id": "mai-20260917-0922-baseline|c143-m5|zai-small|Qdrant", "prompt": "c143-m5", "model": "zai-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Qdrant** | Open-source + Managed | Fast HNSW with strong filtering"}, {"id": "mai-20260917-0922-baseline|c143-m5|zai-small|Weaviate", "prompt": "c143-m5", "model": "zai-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Weaviate** | Open-source + Managed | Hybrid search, configurable ranking"}, {"id": "mai-20260917-0922-baseline|c143-m6|alibaba-small|Pinecone", "prompt": "c143-m6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Specific Targets to Watch Out For:** **Pinecone** (purely managed serverless)... you cannot take your data elsewhere without significant re-architecture."}, {"id": "mai-20260917-0922-baseline|c143-m6|alibaba-small|pgvector", "prompt": "c143-m6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The Trap:** **pgvector** (PostgreSQL extension). **When to Avoid:** If you anticipate growing past **10–20 million vectors**"}, {"id": "mai-20260917-0922-baseline|c143-m6|alibaba-small|Milvus", "prompt": "c143-m6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The Trap:** **Milvus** or **Zilliz**... notoriously difficult to tune and maintain"}, {"id": "mai-20260917-0922-baseline|c143-m6|alibaba-small|Zilliz", "prompt": "c143-m6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "Zilliz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The Trap:** **Milvus** or **Zilliz**... notoriously difficult to tune and maintain"}, {"id": "mai-20260917-0922-baseline|c143-m6|alibaba-small|Elasticsearch", "prompt": "c143-m6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "Elasticsearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If your database doesn't natively support hybrid search (like standard Elasticsearch, Weaviate, or Qdrant)"}, {"id": "mai-20260917-0922-baseline|c143-m6|alibaba-small|Weaviate", "prompt": "c143-m6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If your database doesn't natively support hybrid search (like standard Elasticsearch, Weaviate, or Qdrant)"}, {"id": "mai-20260917-0922-baseline|c143-m6|alibaba-small|Qdrant", "prompt": "c143-m6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If your database doesn't natively support hybrid search (like standard Elasticsearch, Weaviate, or Qdrant)"}, {"id": "mai-20260917-0922-baseline|c143-m6|anthropic-small|Weaviate", "prompt": "c143-m6", "model": "anthropic-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Weaviate, Milvus, Pinecone, and Qdrant are all losing adoption share to custom stacks and provider-native retrieval options."}, {"id": "mai-20260917-0922-baseline|c143-m6|anthropic-small|Milvus", "prompt": "c143-m6", "model": "anthropic-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Weaviate, Milvus, Pinecone, and Qdrant are all losing adoption share to custom stacks and provider-native retrieval options."}, {"id": "mai-20260917-0922-baseline|c143-m6|anthropic-small|Pinecone", "prompt": "c143-m6", "model": "anthropic-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Notion (once a flagship Pinecone customer) left, with the churn driven primarily by cost concerns."}, {"id": "mai-20260917-0922-baseline|c143-m6|anthropic-small|Qdrant", "prompt": "c143-m6", "model": "anthropic-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Weaviate, Milvus, Pinecone, and Qdrant are all losing adoption share to custom stacks and provider-native retrieval options."}, {"id": "mai-20260917-0922-baseline|c143-m6|anthropic-small|Chroma", "prompt": "c143-m6", "model": "anthropic-small", "cat": "vector-databases", "variant": "negative", "raw": "Chroma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Even open-source tools like Chroma need careful planning if millions of documents are stored."}, {"id": "mai-20260917-0922-baseline|c143-m6|challenger-small|Pinecone", "prompt": "c143-m6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Vector-only DBs** such as Pinecone, Weaviate, Qdrant, Milvus | When you also need SQL/JSON/transactions in the same system"}, {"id": "mai-20260917-0922-baseline|c143-m6|challenger-small|Weaviate", "prompt": "c143-m6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Vector-only DBs** such as Pinecone, Weaviate, Qdrant, Milvus | When you also need SQL/JSON/transactions in the same system"}, {"id": "mai-20260917-0922-baseline|c143-m6|challenger-small|Qdrant", "prompt": "c143-m6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Vector-only DBs** such as Pinecone, Weaviate, Qdrant, Milvus | When you also need SQL/JSON/transactions in the same system"}, {"id": "mai-20260917-0922-baseline|c143-m6|challenger-small|Milvus", "prompt": "c143-m6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Vector-only DBs** such as Pinecone, Weaviate, Qdrant, Milvus | When you also need SQL/JSON/transactions in the same system"}, {"id": "mai-20260917-0922-baseline|c143-m6|challenger-small|PostgreSQL + pgvector", "prompt": "c143-m6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "PostgreSQL + pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "When you need very high-scale, pure vector search | It is often recommended for existing Postgres shops, but can be a weaker fit for large-scale semantic search workloads."}, {"id": "mai-20260917-0922-baseline|c143-m6|challenger-small|MongoDB", "prompt": "c143-m6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These are general-purpose systems with vector features, so they may be less ideal than a purpose-built vector stack for certain retrieval patterns."}, {"id": "mai-20260917-0922-baseline|c143-m6|challenger-small|Elasticsearch", "prompt": "c143-m6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "Elasticsearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "MongoDB / Elasticsearch with vector support | When your app is mostly semantic retrieval and not document/JSON or text-search centric"}, {"id": "mai-20260917-0922-baseline|c143-m6|deepseek-small|Pinecone", "prompt": "c143-m6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be most cautious about: 1. **Pinecone** if you value control, portability, or cost predictability."}, {"id": "mai-20260917-0922-baseline|c143-m6|deepseek-small|ChromaDB", "prompt": "c143-m6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "ChromaDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**ChromaDB — don't use in production at scale**"}, {"id": "mai-20260917-0922-baseline|c143-m6|deepseek-small|Qdrant", "prompt": "c143-m6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "prefer engines with open bulk-export formats (Qdrant, Milvus, pgvector have the lowest lock-in risk)"}, {"id": "mai-20260917-0922-baseline|c143-m6|deepseek-small|Milvus", "prompt": "c143-m6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong open-source options, but **operationally complex** at scale"}, {"id": "mai-20260917-0922-baseline|c143-m6|deepseek-small|pgvector (PostgreSQL)", "prompt": "c143-m6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector (PostgreSQL)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**pgvector (PostgreSQL) or Actian VectorAI are increasingly the recommended default** for under ~5M vectors"}, {"id": "mai-20260917-0922-baseline|c143-m6|deepseek-small|Actian VectorAI", "prompt": "c143-m6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Actian VectorAI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "pgvector (PostgreSQL) or Actian VectorAI are increasingly the recommended default"}, {"id": "mai-20260917-0922-baseline|c143-m6|deepseek-small|FAISS", "prompt": "c143-m6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "FAISS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Below ~10K vectors, deploying *any* dedicated vector DB is **overengineering** — use FAISS or even numpy in-memory instead."}, {"id": "mai-20260917-0922-baseline|c143-m6|deepseek-small|Weaviate", "prompt": "c143-m6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "operationally complex** at scale: hot shards, shard-load skew, cross-machine scaling, and resource hunger (especially Weaviate)"}, {"id": "mai-20260917-0922-baseline|c143-m6|deepseek-small|Elasticsearch", "prompt": "c143-m6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Elasticsearch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "weren't designed for it from the ground up — watch memory consumption... limited algorithm support"}, {"id": "mai-20260917-0922-baseline|c143-m6|deepseek-small|Redis", "prompt": "c143-m6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "These added vector search but weren't designed for it from the ground up"}, {"id": "mai-20260917-0922-baseline|c143-m6|deepseek-small|MongoDB", "prompt": "c143-m6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "These added vector search but weren't designed for it from the ground up"}, {"id": "mai-20260917-0922-baseline|c143-m6|google-small|Chroma", "prompt": "c143-m6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Chroma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid using Chroma if you expect your database to handle millions of vectors or require high concurrent read/write throughput."}, {"id": "mai-20260917-0922-baseline|c143-m6|google-small|FAISS", "prompt": "c143-m6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "FAISS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious about Chroma (and FAISS) for **Large-Scale Production**"}, {"id": "mai-20260917-0922-baseline|c143-m6|google-small|Qdrant", "prompt": "c143-m6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "look at **Qdrant** (written in Rust) or **LanceDB**"}, {"id": "mai-20260917-0922-baseline|c143-m6|google-small|LanceDB", "prompt": "c143-m6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "LanceDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at **Qdrant** (written in Rust) or **LanceDB**"}, {"id": "mai-20260917-0922-baseline|c143-m6|google-small|Milvus", "prompt": "c143-m6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid self-hosting Milvus if you are a startup, a small team, or do not have dedicated Kubernetes/Platform engineers."}, {"id": "mai-20260917-0922-baseline|c143-m6|google-small|Pinecone", "prompt": "c143-m6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be cautious of Pinecone if your app requires sub-10ms latency"}, {"id": "mai-20260917-0922-baseline|c143-m6|google-small|Weaviate", "prompt": "c143-m6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look at **Weaviate** or **Qdrant** (both offer excellent cloud-managed options alongside self-hosting)"}, {"id": "mai-20260917-0922-baseline|c143-m6|google-small|pgvector", "prompt": "c143-m6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be cautious of `pgvector` if you are dealing with tens of millions of high-dimensional vectors with heavy write/update requirements"}, {"id": "mai-20260917-0922-baseline|c143-m6|meta-small|Pinecone", "prompt": "c143-m6", "model": "meta-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it may not be the best choice for budget-constrained projects or those that require self-hosting"}, {"id": "mai-20260917-0922-baseline|c143-m6|meta-small|Weaviate", "prompt": "c143-m6", "model": "meta-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may not be the best choice for applications that require maximum raw speed"}, {"id": "mai-20260917-0922-baseline|c143-m6|meta-small|Qdrant", "prompt": "c143-m6", "model": "meta-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may not be the best choice for those that want zero ops overhead"}, {"id": "mai-20260917-0922-baseline|c143-m6|meta-small|pgvector", "prompt": "c143-m6", "model": "meta-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it may not be the best choice for high-volume semantic search applications"}, {"id": "mai-20260917-0922-baseline|c143-m6|minimax-small|Chroma", "prompt": "c143-m6", "model": "minimax-small", "cat": "vector-databases", "variant": "negative", "raw": "Chroma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid for production — use for prototyping only"}, {"id": "mai-20260917-0922-baseline|c143-m6|minimax-small|Qdrant", "prompt": "c143-m6", "model": "minimax-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best budget option with open-source + cloud"}, {"id": "mai-20260917-0922-baseline|c143-m6|minimax-small|Pinecone", "prompt": "c143-m6", "model": "minimax-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cautious — good managed service but black-box limitations"}, {"id": "mai-20260917-0922-baseline|c143-m6|minimax-small|Milvus", "prompt": "c143-m6", "model": "minimax-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Beyond that, **Qdrant** or **Milvus** are stronger choices."}, {"id": "mai-20260917-0922-baseline|c143-m6|minimax-small|pgvector", "prompt": "c143-m6", "model": "minimax-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Caution at Higher Scales ... Good for small scale (<100M vectors)"}, {"id": "mai-20260917-0922-baseline|c143-m6|minimax-small|Weaviate", "prompt": "c143-m6", "model": "minimax-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Milvus/Weaviate | Best for open-source enterprise scale"}, {"id": "mai-20260917-0922-baseline|c143-m6|mistral-small|ChromaDB", "prompt": "c143-m6", "model": "mistral-small", "cat": "vector-databases", "variant": "negative", "raw": "ChromaDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it's generally recommended to avoid it for production workloads or large-scale applications"}, {"id": "mai-20260917-0922-baseline|c143-m6|mistral-small|FAISS", "prompt": "c143-m6", "model": "mistral-small", "cat": "vector-databases", "variant": "negative", "raw": "FAISS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "embedding vectors can often be loaded directly into memory using libraries like FAISS or numpy"}, {"id": "mai-20260917-0922-baseline|c143-m6|mistral-small|Milvus/Zilliz Cloud", "prompt": "c143-m6", "model": "mistral-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus/Zilliz Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like Milvus/Zilliz Cloud, require significant engineering resources to manage effectively"}, {"id": "mai-20260917-0922-baseline|c143-m6|mistral-small|pgvector", "prompt": "c143-m6", "model": "mistral-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "integrated solutions like pgvector (for PostgreSQL users) or managed services like Pinecone may be more suitable"}, {"id": "mai-20260917-0922-baseline|c143-m6|mistral-small|Pinecone", "prompt": "c143-m6", "model": "mistral-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "managed services like Pinecone may be more suitable than standalone vector databases"}, {"id": "mai-20260917-0922-baseline|c143-m6|moonshot-small|Chroma", "prompt": "c143-m6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Chroma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid for production workloads**"}, {"id": "mai-20260917-0922-baseline|c143-m6|moonshot-small|Qdrant", "prompt": "c143-m6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Production scale, need control | Qdrant, Milvus, Weaviate (self-hosted)"}, {"id": "mai-20260917-0922-baseline|c143-m6|moonshot-small|Pinecone", "prompt": "c143-m6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Be cautious about long-term commitment**"}, {"id": "mai-20260917-0922-baseline|c143-m6|moonshot-small|Milvus", "prompt": "c143-m6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Qdrant, Milvus, Weaviate (self-hosted)"}, {"id": "mai-20260917-0922-baseline|c143-m6|moonshot-small|pgvector", "prompt": "c143-m6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Use with caution beyond 1-10M vectors**"}, {"id": "mai-20260917-0922-baseline|c143-m6|moonshot-small|Weaviate", "prompt": "c143-m6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Qdrant, Milvus, Weaviate (self-hosted)"}, {"id": "mai-20260917-0922-baseline|c143-m6|moonshot-small|Zilliz", "prompt": "c143-m6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Zilliz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Qdrant Cloud, Weaviate Cloud, Zilliz"}, {"id": "mai-20260917-0922-baseline|c143-m6|openai-small|Pinecone", "prompt": "c143-m6", "model": "openai-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Pinecone explicitly notes that semantic and lexical search have different failure modes and recommends hybrid search to compensate."}, {"id": "mai-20260917-0922-baseline|c143-m6|openai-small|Qdrant", "prompt": "c143-m6", "model": "openai-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Qdrant's docs emphasize multiple deployment modes, including managed, hybrid, private cloud, and open source."}, {"id": "mai-20260917-0922-baseline|c143-m6|openai-small|MongoDB", "prompt": "c143-m6", "model": "openai-small", "cat": "vector-databases", "variant": "negative", "raw": "MongoDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "MongoDB's vector search position highlights this as a case where an operational database with vector search can be better."}, {"id": "mai-20260917-0922-baseline|c143-m6|xai-small|Pinecone", "prompt": "c143-m6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "High costs that spike unexpectedly at scale... Vendor lock-in... Ones to **Be Cautious About**"}, {"id": "mai-20260917-0922-baseline|c143-m6|xai-small|Milvus", "prompt": "c143-m6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Operational complexity... Stability bugs in distributed mode... Teams without dedicated ops expertise"}, {"id": "mai-20260917-0922-baseline|c143-m6|xai-small|ChromaDB", "prompt": "c143-m6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "ChromaDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Not production-ready: memory leaks... Anything beyond MVP/prototyping. Recent CVEs highlight security risks."}, {"id": "mai-20260917-0922-baseline|c143-m6|xai-small|Weaviate", "prompt": "c143-m6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Slower queries in some benchmarks... Higher costs at scale for cloud/SaaS.<br>- Deployment headaches"}, {"id": "mai-20260917-0922-baseline|c143-m6|xai-small|FAISS", "prompt": "c143-m6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "FAISS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "use in-memory FAISS/numpy or pgvector (faster/cheaper for <50M)"}, {"id": "mai-20260917-0922-baseline|c143-m6|xai-small|pgvector", "prompt": "c143-m6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Start with pgvector if on Postgres... Operational simplicity, no new service, great for most RAG"}, {"id": "mai-20260917-0922-baseline|c143-m6|xai-small|Qdrant", "prompt": "c143-m6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Qdrant: Fastest in many tests, good filtering, self-host friendly. Minor deployment gripes, but fewest complaints."}, {"id": "mai-20260917-0922-baseline|c143-m6|zai-small|pgvector", "prompt": "c143-m6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While **pgvector** is excellent for millions of vectors, it can struggle at scale due to sequential index scans and limited parallelism."}, {"id": "mai-20260917-0922-baseline|c143-m6|zai-small|Redis", "prompt": "c143-m6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "using it **solely as a vector database** is an anti-pattern"}, {"id": "mai-20260917-0922-baseline|c143-m6|zai-small|Pinecone", "prompt": "c143-m6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some managed vector DBs (e.g., Pinecone, Weaviate Cloud) can be overkill for small-scale projects (under 1M vectors)."}, {"id": "mai-20260917-0922-baseline|c143-m6|zai-small|Weaviate Cloud", "prompt": "c143-m6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some managed vector DBs (e.g., Pinecone, Weaviate Cloud) can be overkill for small-scale projects (under 1M vectors)."}, {"id": "mai-20260917-0922-baseline|c143-m6|zai-small|Chroma", "prompt": "c143-m6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Small to medium scale (under 10M vectors)** | pgvector, Chroma |"}, {"id": "mai-20260917-0922-baseline|c143-m6|zai-small|Weaviate", "prompt": "c143-m6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "| **Hybrid search & multi-tenancy** | Weaviate, Qdrant |"}, {"id": "mai-20260917-0922-baseline|c143-m6|zai-small|Qdrant", "prompt": "c143-m6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "| **Hybrid search & multi-tenancy** | Weaviate, Qdrant |"}, {"id": "mai-20260917-0922-baseline|c143-m6|zai-small|Milvus", "prompt": "c143-m6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "| **Large scale (hundreds of millions to billions)** | Milvus, Qdrant Cloud, Zilliz Cloud |"}, {"id": "mai-20260917-0922-baseline|c143-m6|zai-small|Zilliz Cloud", "prompt": "c143-m6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Zilliz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "| **Large scale (hundreds of millions to billions)** | Milvus, Qdrant Cloud, Zilliz Cloud |"}, {"id": "mai-20260917-0922-baseline|c143-s1|alibaba-small|pgvector", "prompt": "c143-s1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with pgvector.** It allows you to launch faster and cheaper with lower risk of vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c143-s1|alibaba-small|Qdrant", "prompt": "c143-s1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qdrant (Cloud):** Often cited as having the best price-performance ratio."}, {"id": "mai-20260917-0922-baseline|c143-s1|alibaba-small|Pinecone", "prompt": "c143-s1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it becomes expensive quickly as your volume grows"}, {"id": "mai-20260917-0922-baseline|c143-s1|alibaba-small|Weaviate", "prompt": "c143-s1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Weaviate excels at **Hybrid Search**"}, {"id": "mai-20260917-0922-baseline|c143-s1|alibaba-small|Chroma", "prompt": "c143-s1", "model": "alibaba-small", "cat": "vector-databases", "variant": "direct", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Chroma** | ... Embedded / Local ... Rapid Prototyping"}, {"id": "mai-20260917-0922-baseline|c143-s1|anthropic-small|Qdrant", "prompt": "c143-s1", "model": "anthropic-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Qdrant is the best choice because it's fully open-source with $0 self-hosted cost"}, {"id": "mai-20260917-0922-baseline|c143-s1|anthropic-small|Weaviate", "prompt": "c143-s1", "model": "anthropic-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "starting with Qdrant or Weaviate offers the best balance of cost, ease of use, and flexibility to grow"}, {"id": "mai-20260917-0922-baseline|c143-s1|anthropic-small|Pinecone", "prompt": "c143-s1", "model": "anthropic-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Worth the cost when developer velocity outpaces infrastructure cost"}, {"id": "mai-20260917-0922-baseline|c143-s1|anthropic-small|LanceDB", "prompt": "c143-s1", "model": "anthropic-small", "cat": "vector-databases", "variant": "direct", "raw": "LanceDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An open-source embedded vector database built on the Lance columnar format"}, {"id": "mai-20260917-0922-baseline|c143-s1|challenger-small|pgvector", "prompt": "c143-s1", "model": "challenger-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **pgvector** if you already use PostgreSQL"}, {"id": "mai-20260917-0922-baseline|c143-s1|challenger-small|Qdrant", "prompt": "c143-s1", "model": "challenger-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the best practical alternative for most small teams is **Qdrant** for a dedicated vector store"}, {"id": "mai-20260917-0922-baseline|c143-s1|challenger-small|Pinecone", "prompt": "c143-s1", "model": "challenger-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pinecone** if you want the least operational work"}, {"id": "mai-20260917-0922-baseline|c143-s1|challenger-small|Weaviate", "prompt": "c143-s1", "model": "challenger-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Use Weaviate** if hybrid keyword + vector search is central to the product."}, {"id": "mai-20260917-0922-baseline|c143-s1|deepseek-small|pgvector", "prompt": "c143-s1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most small B2B companies, `pgvector` (a free PostgreSQL extension) is the best default choice**"}, {"id": "mai-20260917-0922-baseline|c143-s1|deepseek-small|Pinecone", "prompt": "c143-s1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want zero ops: **Pinecone** (managed/serverless)"}, {"id": "mai-20260917-0922-baseline|c143-s1|deepseek-small|Qdrant", "prompt": "c143-s1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best budget/open-source control: **Qdrant**"}, {"id": "mai-20260917-0922-baseline|c143-s1|deepseek-small|Weaviate", "prompt": "c143-s1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "great if you need hybrid lexical + semantic search (BM25 + vector)"}, {"id": "mai-20260917-0922-baseline|c143-s1|deepseek-small|ChromaDB", "prompt": "c143-s1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "ChromaDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "fine for quick prototyping, but less suited to production B2B workloads"}, {"id": "mai-20260917-0922-baseline|c143-s1|deepseek-small|Milvus", "prompt": "c143-s1", "model": "deepseek-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "extremely powerful and ranks well for small businesses, but heavier to operate; best value at very large scale"}, {"id": "mai-20260917-0922-baseline|c143-s1|google-small|pgvector", "prompt": "c143-s1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"Keep It Simple\" Option: `pgvector` (via PostgreSQL)... do not buy a new vector database"}, {"id": "mai-20260917-0922-baseline|c143-s1|google-small|Supabase", "prompt": "c143-s1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "Supabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "if you are building on a Postgres-based platform like Supabase or Neon"}, {"id": "mai-20260917-0922-baseline|c143-s1|google-small|Neon", "prompt": "c143-s1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "Neon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a Postgres-based platform like Supabase or Neon"}, {"id": "mai-20260917-0922-baseline|c143-s1|google-small|Pinecone", "prompt": "c143-s1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best \"Zero-Ops\" Managed Option: Pinecone (Serverless)"}, {"id": "mai-20260917-0922-baseline|c143-s1|google-small|Weaviate", "prompt": "c143-s1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Advanced Search & Strict Security: Weaviate"}, {"id": "mai-20260917-0922-baseline|c143-s1|google-small|Qdrant", "prompt": "c143-s1", "model": "google-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best Budget / Self-Hosted Alternative: Qdrant"}, {"id": "mai-20260917-0922-baseline|c143-s1|meta-small|pgvector", "prompt": "c143-s1", "model": "meta-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "it is recommended to start with pgvector on existing Postgres"}, {"id": "mai-20260917-0922-baseline|c143-s1|meta-small|Weaviate", "prompt": "c143-s1", "model": "meta-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "migrate to Weaviate or other databases as needed"}, {"id": "mai-20260917-0922-baseline|c143-s1|meta-small|Pinecone", "prompt": "c143-s1", "model": "meta-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top vector databases include pgvector, Weaviate, Pinecone, Qdrant, and Milvus."}, {"id": "mai-20260917-0922-baseline|c143-s1|meta-small|Qdrant", "prompt": "c143-s1", "model": "meta-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top vector databases include pgvector, Weaviate, Pinecone, Qdrant, and Milvus."}, {"id": "mai-20260917-0922-baseline|c143-s1|meta-small|Milvus", "prompt": "c143-s1", "model": "meta-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top vector databases include pgvector, Weaviate, Pinecone, Qdrant, and Milvus."}, {"id": "mai-20260917-0922-baseline|c143-s1|minimax-small|pgvector", "prompt": "c143-s1", "model": "minimax-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **pgvector** (PostgreSQL extension) is the recommended starting point"}, {"id": "mai-20260917-0922-baseline|c143-s1|minimax-small|Pinecone", "prompt": "c143-s1", "model": "minimax-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pinecone** | Teams wanting zero ops overhead"}, {"id": "mai-20260917-0922-baseline|c143-s1|minimax-small|Weaviate", "prompt": "c143-s1", "model": "minimax-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Weaviate** | Need hybrid search (keywords + vectors)"}, {"id": "mai-20260917-0922-baseline|c143-s1|minimax-small|Qdrant", "prompt": "c143-s1", "model": "minimax-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Qdrant** | High-throughput pure vector workloads"}, {"id": "mai-20260917-0922-baseline|c143-s1|mistral-small|pgvector", "prompt": "c143-s1", "model": "mistral-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**pgvector** is often the best starting point if you're already using PostgreSQL"}, {"id": "mai-20260917-0922-baseline|c143-s1|mistral-small|Weaviate", "prompt": "c143-s1", "model": "mistral-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Weaviate** is a strong alternative if you need more advanced features like hybrid search"}, {"id": "mai-20260917-0922-baseline|c143-s1|mistral-small|Chroma", "prompt": "c143-s1", "model": "mistral-small", "cat": "vector-databases", "variant": "direct", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Chroma** or **Qdrant** are good if you want a dedicated vector database but don't need extreme scale."}, {"id": "mai-20260917-0922-baseline|c143-s1|mistral-small|Qdrant", "prompt": "c143-s1", "model": "mistral-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Chroma** or **Qdrant** are good if you want a dedicated vector database but don't need extreme scale."}, {"id": "mai-20260917-0922-baseline|c143-s1|mistral-small|Pinecone", "prompt": "c143-s1", "model": "mistral-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pinecone** is best if you prefer a fully managed solution and are willing to pay for scalability"}, {"id": "mai-20260917-0922-baseline|c143-s1|moonshot-small|pgvector", "prompt": "c143-s1", "model": "moonshot-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**pgvector** (Best Overall for Small B2B)"}, {"id": "mai-20260917-0922-baseline|c143-s1|moonshot-small|Chroma", "prompt": "c143-s1", "model": "moonshot-small", "cat": "vector-databases", "variant": "direct", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Chroma** (Best for Prototyping & Small Apps)"}, {"id": "mai-20260917-0922-baseline|c143-s1|moonshot-small|Qdrant", "prompt": "c143-s1", "model": "moonshot-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qdrant Cloud** offers the best balance of cost and capability at ~$50/month"}, {"id": "mai-20260917-0922-baseline|c143-s1|moonshot-small|Pinecone Serverless", "prompt": "c143-s1", "model": "moonshot-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone Serverless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Pinecone Serverless** | ~$20-40 | Easy | Zero-ops, managed scale |"}, {"id": "mai-20260917-0922-baseline|c143-s1|moonshot-small|Weaviate Cloud", "prompt": "c143-s1", "model": "moonshot-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Weaviate Cloud** | ~$60-135 | Easy | Hybrid search needs |"}, {"id": "mai-20260917-0922-baseline|c143-s1|openai-small|Pinecone", "prompt": "c143-s1", "model": "openai-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually start with **Qdrant** if you have any technical comfort, or **Pinecone** if you want the most straightforward managed experience."}, {"id": "mai-20260917-0922-baseline|c143-s1|openai-small|Qdrant", "prompt": "c143-s1", "model": "openai-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd usually start with **Qdrant** if you have any technical comfort"}, {"id": "mai-20260917-0922-baseline|c143-s1|openai-small|Weaviate", "prompt": "c143-s1", "model": "openai-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want open-source flexibility and hybrid search features:** **Weaviate**"}, {"id": "mai-20260917-0922-baseline|c143-s1|xai-small|pgvector", "prompt": "c143-s1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "pgvector (Top Pick for Most Small B2B SaaS)"}, {"id": "mai-20260917-0922-baseline|c143-s1|xai-small|Pinecone", "prompt": "c143-s1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pinecone (Best for Zero-Maintenance Managed)"}, {"id": "mai-20260917-0922-baseline|c143-s1|xai-small|Qdrant", "prompt": "c143-s1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qdrant (Best Budget/Open-Source Hybrid)"}, {"id": "mai-20260917-0922-baseline|c143-s1|xai-small|Weaviate", "prompt": "c143-s1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Others like Weaviate (hybrid focus) or Chroma (prototypes) are solid but less optimal for B2B prod."}, {"id": "mai-20260917-0922-baseline|c143-s1|xai-small|Chroma", "prompt": "c143-s1", "model": "xai-small", "cat": "vector-databases", "variant": "direct", "raw": "Chroma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Chroma (prototypes) are solid but less optimal for B2B prod."}, {"id": "mai-20260917-0922-baseline|c143-s1|zai-small|Pinecone", "prompt": "c143-s1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want zero operational overhead and can pay for it, **Pinecone** is the fastest route to production."}, {"id": "mai-20260917-0922-baseline|c143-s1|zai-small|pgvector", "prompt": "c143-s1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the sweet spot is **pgvector** (if you're already on Postgres) or **Qdrant**"}, {"id": "mai-20260917-0922-baseline|c143-s1|zai-small|Qdrant", "prompt": "c143-s1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Qdrant** \\u2013 if you want a dedicated, open\\u2011source solution with a managed upgrade path (best price\\u2011performance)"}, {"id": "mai-20260917-0922-baseline|c143-s1|zai-small|Weaviate", "prompt": "c143-s1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Complex schemas / hybrid search** | Weaviate"}, {"id": "mai-20260917-0922-baseline|c143-s1|zai-small|ChromaDB", "prompt": "c143-s1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "ChromaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rapid prototyping / local dev** | **ChromaDB**"}, {"id": "mai-20260917-0922-baseline|c143-s1|zai-small|Milvus / Zilliz", "prompt": "c143-s1", "model": "zai-small", "cat": "vector-databases", "variant": "direct", "raw": "Milvus / Zilliz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High ops overhead for self\\u2011hosted. Higher cost for managed services."}, {"id": "mai-20260917-0922-baseline|c143-s2|alibaba-small|Pinecone", "prompt": "c143-s2", "model": "alibaba-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "their dedicated plans start around **$500/month**, which can be prohibitively expensive for early-stage SMBs"}, {"id": "mai-20260917-0922-baseline|c143-s2|alibaba-small|Qdrant", "prompt": "c143-s2", "model": "alibaba-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **pgvector** if you use Postgres, or **Qdrant** (managed cloud) if you don't."}, {"id": "mai-20260917-0922-baseline|c143-s2|alibaba-small|pgvector", "prompt": "c143-s2", "model": "alibaba-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**My suggestion:** Start with **pgvector** if you use Postgres"}, {"id": "mai-20260917-0922-baseline|c143-s2|alibaba-small|Milvus", "prompt": "c143-s2", "model": "alibaba-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "\"We process huge amounts of unstructured data.\" | **Milvus** (via Zilliz Cloud for managed ease)"}, {"id": "mai-20260917-0922-baseline|c143-s2|alibaba-small|Weaviate", "prompt": "c143-s2", "model": "alibaba-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Alternative for Multimodal Needs: **Weaviate**"}, {"id": "mai-20260917-0922-baseline|c143-s2|anthropic-small|Pinecone", "prompt": "c143-s2", "model": "anthropic-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd prioritize Pinecone or Weaviate since they offer strong enterprise features, reliable uptime, and security"}, {"id": "mai-20260917-0922-baseline|c143-s2|anthropic-small|Weaviate", "prompt": "c143-s2", "model": "anthropic-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd prioritize Pinecone or Weaviate since they offer strong enterprise features, reliable uptime, and security"}, {"id": "mai-20260917-0922-baseline|c143-s2|anthropic-small|pgvector", "prompt": "c143-s2", "model": "anthropic-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "pgvector is an excellent, budget-friendly alternative"}, {"id": "mai-20260917-0922-baseline|c143-s2|anthropic-small|Qdrant", "prompt": "c143-s2", "model": "anthropic-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Qdrant (Best Performance)"}, {"id": "mai-20260917-0922-baseline|c143-s2|challenger-small|Qdrant", "prompt": "c143-s2", "model": "challenger-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Qdrant** as the default vector search database for AI applications"}, {"id": "mai-20260917-0922-baseline|c143-s2|challenger-small|Pinecone", "prompt": "c143-s2", "model": "challenger-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pinecone** if you want the **fastest managed setup**"}, {"id": "mai-20260917-0922-baseline|c143-s2|challenger-small|pgvector", "prompt": "c143-s2", "model": "challenger-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**pgvector** if your data already lives in **PostgreSQL**"}, {"id": "mai-20260917-0922-baseline|c143-s2|challenger-small|Weaviate", "prompt": "c143-s2", "model": "challenger-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Weaviate** if your B2B app needs **hybrid search**"}, {"id": "mai-20260917-0922-baseline|c143-s2|challenger-small|Milvus", "prompt": "c143-s2", "model": "challenger-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Milvus** if you expect **very large scale** later"}, {"id": "mai-20260917-0922-baseline|c143-s2|deepseek-small|pgvector", "prompt": "c143-s2", "model": "deepseek-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **pgvector** (Postgres extension)"}, {"id": "mai-20260917-0922-baseline|c143-s2|deepseek-small|Qdrant", "prompt": "c143-s2", "model": "deepseek-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you expect high query volume or need advanced filtering/multi-tenancy ... Qdrant offers excellent performance cheaply"}, {"id": "mai-20260917-0922-baseline|c143-s2|deepseek-small|Pinecone", "prompt": "c143-s2", "model": "deepseek-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pinecone's serverless tier is the easiest to start ... This trades cost and lock-in for simplicity."}, {"id": "mai-20260917-0922-baseline|c143-s2|deepseek-small|Weaviate", "prompt": "c143-s2", "model": "deepseek-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you need **hybrid search** ... Open source with strong documentation."}, {"id": "mai-20260917-0922-baseline|c143-s2|google-small|pgvector", "prompt": "c143-s2", "model": "google-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If the answer is **Postgres**, start with `pgvector`. ... **do not buy a new database.**"}, {"id": "mai-20260917-0922-baseline|c143-s2|google-small|Pinecone", "prompt": "c143-s2", "model": "google-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you do not want to manage any database infrastructure ... **Pinecone** is the industry standard."}, {"id": "mai-20260917-0922-baseline|c143-s2|google-small|Weaviate", "prompt": "c143-s2", "model": "google-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Weaviate** excels at combining keyword and vector search (known as **hybrid search**) natively."}, {"id": "mai-20260917-0922-baseline|c143-s2|google-small|Qdrant", "prompt": "c143-s2", "model": "google-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Qdrant** (written in Rust) is an exceptional choice."}, {"id": "mai-20260917-0922-baseline|c143-s2|google-small|MongoDB Atlas Vector Search", "prompt": "c143-s2", "model": "google-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "MongoDB Atlas Vector Search", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If the answer is **MongoDB**, use MongoDB Atlas Vector Search."}, {"id": "mai-20260917-0922-baseline|c143-s2|meta-small|Milvus", "prompt": "c143-s2", "model": "meta-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "An open-source vector database that is highly scalable and supports both CPU and GPU computing resources."}, {"id": "mai-20260917-0922-baseline|c143-s2|meta-small|Pinecone", "prompt": "c143-s2", "model": "meta-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A managed vector database service that is designed for building AI applications."}, {"id": "mai-20260917-0922-baseline|c143-s2|meta-small|Weaviate", "prompt": "c143-s2", "model": "meta-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "An open-source vector search engine that is designed for building semantic search applications."}, {"id": "mai-20260917-0922-baseline|c143-s2|meta-small|Qdrant", "prompt": "c143-s2", "model": "meta-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "An open-source neural network-powered vector database that is designed for building AI applications."}, {"id": "mai-20260917-0922-baseline|c143-s2|meta-small|Chroma", "prompt": "c143-s2", "model": "meta-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A vector database that is designed for building AI applications. It offers a simple and intuitive API"}, {"id": "mai-20260917-0922-baseline|c143-s2|minimax-small|Pinecone", "prompt": "c143-s2", "model": "minimax-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Pinecone** or **Qdrant**"}, {"id": "mai-20260917-0922-baseline|c143-s2|minimax-small|Qdrant", "prompt": "c143-s2", "model": "minimax-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Pinecone** or **Qdrant**"}, {"id": "mai-20260917-0922-baseline|c143-s2|minimax-small|pgvector", "prompt": "c143-s2", "model": "minimax-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you already use PostgreSQL:** Consider pgvector."}, {"id": "mai-20260917-0922-baseline|c143-s2|mistral-small|Pinecone", "prompt": "c143-s2", "model": "mistral-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a hassle-free, managed solution, **Pinecone** is the best choice."}, {"id": "mai-20260917-0922-baseline|c143-s2|mistral-small|Weaviate", "prompt": "c143-s2", "model": "mistral-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer open-source and want flexibility, **Weaviate** or **Qdrant** are excellent."}, {"id": "mai-20260917-0922-baseline|c143-s2|mistral-small|Qdrant", "prompt": "c143-s2", "model": "mistral-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer open-source and want flexibility, **Weaviate** or **Qdrant** are excellent."}, {"id": "mai-20260917-0922-baseline|c143-s2|mistral-small|pgvector (PostgreSQL extension)", "prompt": "c143-s2", "model": "mistral-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector (PostgreSQL extension)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already use PostgreSQL, **pgvector** is a simple and cost-effective option."}, {"id": "mai-20260917-0922-baseline|c143-s2|moonshot-small|pgvector", "prompt": "c143-s2", "model": "moonshot-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I typically recommend starting with **pgvector** if you already use PostgreSQL, or **Pinecone Serverless** if you want a fully managed, zero-ops solution"}, {"id": "mai-20260917-0922-baseline|c143-s2|moonshot-small|Pinecone Serverless", "prompt": "c143-s2", "model": "moonshot-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone Serverless", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Pinecone Serverless** if you want a fully managed, zero-ops solution"}, {"id": "mai-20260917-0922-baseline|c143-s2|moonshot-small|Qdrant Cloud", "prompt": "c143-s2", "model": "moonshot-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Price/Performance for Pure Vector Workloads"}, {"id": "mai-20260917-0922-baseline|c143-s2|moonshot-small|Weaviate", "prompt": "c143-s2", "model": "moonshot-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Plan heavy multi-modal (text + image) search | **Weaviate**"}, {"id": "mai-20260917-0922-baseline|c143-s2|openai-small|Postgres with pgvector", "prompt": "c143-s2", "model": "openai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Postgres with pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Postgres with pgvector** first"}, {"id": "mai-20260917-0922-baseline|c143-s2|openai-small|Pinecone", "prompt": "c143-s2", "model": "openai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Easiest managed option ... Usually the best \"just make it work\" choice"}, {"id": "mai-20260917-0922-baseline|c143-s2|openai-small|Weaviate", "prompt": "c143-s2", "model": "openai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flexible, good hybrid search"}, {"id": "mai-20260917-0922-baseline|c143-s2|openai-small|Qdrant", "prompt": "c143-s2", "model": "openai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often a good balance of capability and simplicity"}, {"id": "mai-20260917-0922-baseline|c143-s2|xai-small|Qdrant", "prompt": "c143-s2", "model": "xai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Qdrant**"}, {"id": "mai-20260917-0922-baseline|c143-s2|xai-small|Pinecone", "prompt": "c143-s2", "model": "xai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You want zero DevOps (fully managed/serverless)... Proprietary (lock-in), pricier at scale"}, {"id": "mai-20260917-0922-baseline|c143-s2|xai-small|Weaviate", "prompt": "c143-s2", "model": "xai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need built-in embeddings/hybrid search out-of-box... Slightly steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c143-s2|xai-small|pgvector (on Postgres)", "prompt": "c143-s2", "model": "xai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector (on Postgres)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already using Postgres... Slower at >1-10M vectors or heavy filtering"}, {"id": "mai-20260917-0922-baseline|c143-s2|xai-small|Chroma", "prompt": "c143-s2", "model": "xai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Chroma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pure prototyping/MVP on laptop... Less mature for production/multi-tenant B2B apps."}, {"id": "mai-20260917-0922-baseline|c143-s2|zai-small|Qdrant", "prompt": "c143-s2", "model": "zai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **Qdrant** (cloud or self‑hosted) is the best all‑around choice"}, {"id": "mai-20260917-0922-baseline|c143-s2|zai-small|Pinecone", "prompt": "c143-s2", "model": "zai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pinecone** as the simplest managed option if you want zero‑ops and are willing to pay for it"}, {"id": "mai-20260917-0922-baseline|c143-s2|zai-small|pgvector", "prompt": "c143-s2", "model": "zai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**pgvector** is a great low‑cost alternative"}, {"id": "mai-20260917-0922-baseline|c143-s2|zai-small|Chroma", "prompt": "c143-s2", "model": "zai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Chroma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Designed for hundreds of thousands of vectors; less ideal for production at scale."}, {"id": "mai-20260917-0922-baseline|c143-s2|zai-small|Milvus", "prompt": "c143-s2", "model": "zai-small", "cat": "vector-databases", "variant": "paraphrase", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": ">10M vectors → Qdrant or Milvus (if you need enterprise‑scale performance)"}, {"id": "mai-20260917-0922-baseline|c143-s3|alibaba-small|Pinecone", "prompt": "c143-s3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need production-grade reliability without ops work: Choose **Pinecone**. Pay for convenience."}, {"id": "mai-20260917-0922-baseline|c143-s3|alibaba-small|ChromaDB", "prompt": "c143-s3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "ChromaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are building an MVP and want speed: Start with **ChromaDB**."}, {"id": "mai-20260917-0922-baseline|c143-s3|alibaba-small|Qdrant", "prompt": "c143-s3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The best balance of performance and cost... Qdrant is often the top pick."}, {"id": "mai-20260917-0922-baseline|c143-s3|alibaba-small|pgvector (PostgreSQL)", "prompt": "c143-s3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector (PostgreSQL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The smartest choice if your dataset is under 10M vectors."}, {"id": "mai-20260917-0922-baseline|c143-s3|alibaba-small|Weaviate", "prompt": "c143-s3", "model": "alibaba-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Heavier resource requirement; schema design can be complex for beginners... might be overkill for simple nearest-neighbor tasks."}, {"id": "mai-20260917-0922-baseline|c143-s3|anthropic-small|pgvector", "prompt": "c143-s3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most teams, pgvector on Postgres is the best vector database for RAG in 2026."}, {"id": "mai-20260917-0922-baseline|c143-s3|anthropic-small|Qdrant", "prompt": "c143-s3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Qdrant offers the best price-performance ratio in 2026."}, {"id": "mai-20260917-0922-baseline|c143-s3|anthropic-small|Weaviate", "prompt": "c143-s3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Weaviate does one thing better than any other database in this comparison: hybrid search"}, {"id": "mai-20260917-0922-baseline|c143-s3|anthropic-small|Milvus", "prompt": "c143-s3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Milvus for billion-scale"}, {"id": "mai-20260917-0922-baseline|c143-s3|anthropic-small|Chroma", "prompt": "c143-s3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Chroma is the lightweight option for local development, prototypes"}, {"id": "mai-20260917-0922-baseline|c143-s3|anthropic-small|LanceDB", "prompt": "c143-s3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "LanceDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "LanceDB for multi-modal"}, {"id": "mai-20260917-0922-baseline|c143-s3|anthropic-small|Pinecone", "prompt": "c143-s3", "model": "anthropic-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pinecone is worth the cost when developer velocity outpaces infrastructure cost — typical for early-stage startups with small engineering teams."}, {"id": "mai-20260917-0922-baseline|c143-s3|challenger-small|pgvector", "prompt": "c143-s3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **pgvector** if your data already lives in **PostgreSQL** ... several sources frame it as the pragmatic \"one less database\" option."}, {"id": "mai-20260917-0922-baseline|c143-s3|challenger-small|Qdrant", "prompt": "c143-s3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Open-source, self-hostable, and repeatedly recommended for strong payload filtering and fast retrieval."}, {"id": "mai-20260917-0922-baseline|c143-s3|challenger-small|Pinecone", "prompt": "c143-s3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fully managed/serverless, so it minimizes operations, but it is proprietary and usually more expensive."}, {"id": "mai-20260917-0922-baseline|c143-s3|challenger-small|Weaviate", "prompt": "c143-s3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Weaviate** if **hybrid lexical + semantic search** is central to your product."}, {"id": "mai-20260917-0922-baseline|c143-s3|challenger-small|Chroma", "prompt": "c143-s3", "model": "challenger-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lightweight and simple, but generally positioned for smaller-scale experimentation rather than heavier production use."}, {"id": "mai-20260917-0922-baseline|c143-s3|deepseek-small|pgvector", "prompt": "c143-s3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already run PostgreSQL → start with **pgvector**. It eliminates an entire service and is nearly always the best simplicity-to-performance tradeoff"}, {"id": "mai-20260917-0922-baseline|c143-s3|deepseek-small|Pinecone", "prompt": "c143-s3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want zero ops and have budget → **Pinecone** to move fast on an MVP."}, {"id": "mai-20260917-0922-baseline|c143-s3|deepseek-small|Qdrant", "prompt": "c143-s3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want open source + budget + filtering → **Qdrant**"}, {"id": "mai-20260917-0922-baseline|c143-s3|deepseek-small|Weaviate", "prompt": "c143-s3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're building RAG/agents with hybrid search → **Weaviate**."}, {"id": "mai-20260917-0922-baseline|c143-s3|deepseek-small|ChromaDB", "prompt": "c143-s3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "ChromaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For quick prototypes → **ChromaDB**, then migrate to one of the above when you hit production."}, {"id": "mai-20260917-0922-baseline|c143-s3|deepseek-small|Milvus/Zilliz", "prompt": "c143-s3", "model": "deepseek-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus/Zilliz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Significant operational complexity; managed cloud starts around $99/mo. Usually too heavy for small teams' needs."}, {"id": "mai-20260917-0922-baseline|c143-s3|google-small|PostgreSQL + `pgvector`", "prompt": "c143-s3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "PostgreSQL + `pgvector`", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If your app already uses PostgreSQL:** Start with **`pgvector`**."}, {"id": "mai-20260917-0922-baseline|c143-s3|google-small|`pgvectorscale`", "prompt": "c143-s3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "`pgvectorscale`", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "With newer ecosystem enhancements like Timescale's **`pgvectorscale`** (which implements StreamingDiskANN indexing), Postgres can now scale past 50 million vectors"}, {"id": "mai-20260917-0922-baseline|c143-s3|google-small|Pinecone", "prompt": "c143-s3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want \"instant AI setup\" and don't mind paying for it:** Choose **Pinecone**"}, {"id": "mai-20260917-0922-baseline|c143-s3|google-small|Qdrant", "prompt": "c143-s3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need high-performance filtering on a budget:** Choose **Qdrant**"}, {"id": "mai-20260917-0922-baseline|c143-s3|google-small|Weaviate", "prompt": "c143-s3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Weaviate** for its stellar, out-of-the-box hybrid search."}, {"id": "mai-20260917-0922-baseline|c143-s3|google-small|LanceDB", "prompt": "c143-s3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "LanceDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are building an edge app or a local python script:** Choose **LanceDB**."}, {"id": "mai-20260917-0922-baseline|c143-s3|google-small|Chroma", "prompt": "c143-s3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Chroma is another great, lightweight Python-native choice in this category, though it is more focused on simple client-server MVPs"}, {"id": "mai-20260917-0922-baseline|c143-s3|google-small|Milvus", "prompt": "c143-s3", "model": "google-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "for a small team, the operational complexity and infrastructure overhead are usually massive overkill"}, {"id": "mai-20260917-0922-baseline|c143-s3|meta-small|pgvector (PostgreSQL)", "prompt": "c143-s3", "model": "meta-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector (PostgreSQL)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "pgvector (PostgreSQL) - best for small to mid-scale applications (under 10m vectors)"}, {"id": "mai-20260917-0922-baseline|c143-s3|meta-small|Pinecone", "prompt": "c143-s3", "model": "meta-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pinecone - best for teams wanting zero operational overhead who prioritize simplicity over cost optimization"}, {"id": "mai-20260917-0922-baseline|c143-s3|minimax-small|Pinecone", "prompt": "c143-s3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want zero operational burden, **Pinecone** is the easiest start."}, {"id": "mai-20260917-0922-baseline|c143-s3|minimax-small|Qdrant", "prompt": "c143-s3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams in 2024, **Qdrant** offers the best balance of free usage, open-source flexibility, and managed options."}, {"id": "mai-20260917-0922-baseline|c143-s3|minimax-small|pgvector", "prompt": "c143-s3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Already using Postgres? → pgvector is a no-brainer"}, {"id": "mai-20260917-0922-baseline|c143-s3|minimax-small|ChromaDB", "prompt": "c143-s3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "ChromaDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prototyping/MVP**: **ChromaDB** – Simple, lightweight, great for early stages"}, {"id": "mai-20260917-0922-baseline|c143-s3|minimax-small|Weaviate", "prompt": "c143-s3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need hybrid search? → Weaviate or Qdrant"}, {"id": "mai-20260917-0922-baseline|c143-s3|minimax-small|Milvus/Zilliz", "prompt": "c143-s3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus/Zilliz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Milvus/Zilliz** | Large-scale needs | Billions of vectors, cost-effective"}, {"id": "mai-20260917-0922-baseline|c143-s3|minimax-small|LanceDB", "prompt": "c143-s3", "model": "minimax-small", "cat": "vector-databases", "variant": "comparative", "raw": "LanceDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Embedded/Library** (pgvector, ChromaDB, LanceDB): Run within your app"}, {"id": "mai-20260917-0922-baseline|c143-s3|mistral-small|Pinecone", "prompt": "c143-s3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the easiest managed experience, start with **Pinecone** or **Supabase**."}, {"id": "mai-20260917-0922-baseline|c143-s3|mistral-small|Qdrant", "prompt": "c143-s3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need advanced filtering or plan to self-host, choose **Qdrant**."}, {"id": "mai-20260917-0922-baseline|c143-s3|mistral-small|Weaviate", "prompt": "c143-s3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want hybrid search and built-in vectorization, try **Weaviate**."}, {"id": "mai-20260917-0922-baseline|c143-s3|mistral-small|Supabase (with pgvector)", "prompt": "c143-s3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "Supabase (with pgvector)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with **Pinecone** or **Supabase**"}, {"id": "mai-20260917-0922-baseline|c143-s3|mistral-small|pgvector (PostgreSQL extension)", "prompt": "c143-s3", "model": "mistral-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector (PostgreSQL extension)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're already using PostgreSQL, **pgvector** is a natural fit."}, {"id": "mai-20260917-0922-baseline|c143-s3|moonshot-small|Chroma", "prompt": "c143-s3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Chroma** to validate the product, then move to **Qdrant** ... or **Pinecone**"}, {"id": "mai-20260917-0922-baseline|c143-s3|moonshot-small|Pinecone", "prompt": "c143-s3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Has **no DevOps capacity** and needs production now | **Pinecone**"}, {"id": "mai-20260917-0922-baseline|c143-s3|moonshot-small|Qdrant", "prompt": "c143-s3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "A favorite for production-minded small teams."}, {"id": "mai-20260917-0922-baseline|c143-s3|moonshot-small|Weaviate", "prompt": "c143-s3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Needs **hybrid search** (keyword + semantic) as a core feature | **Weaviate**"}, {"id": "mai-20260917-0922-baseline|c143-s3|moonshot-small|pgvector", "prompt": "c143-s3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already runs **PostgreSQL** and hates new infrastructure | **pgvector**"}, {"id": "mai-20260917-0922-baseline|c143-s3|moonshot-small|Milvus", "prompt": "c143-s3", "model": "moonshot-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "requires more setup than Chroma (though less than Milvus)"}, {"id": "mai-20260917-0922-baseline|c143-s3|openai-small|Pinecone", "prompt": "c143-s3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Use Pinecone** if you want the safest \"just works\" choice for a small team"}, {"id": "mai-20260917-0922-baseline|c143-s3|openai-small|Weaviate Cloud", "prompt": "c143-s3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Weaviate Cloud** — feature-rich and flexible"}, {"id": "mai-20260917-0922-baseline|c143-s3|openai-small|Qdrant Cloud", "prompt": "c143-s3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qdrant Cloud** — strong filtering + good ergonomics"}, {"id": "mai-20260917-0922-baseline|c143-s3|openai-small|Supabase + pgvector", "prompt": "c143-s3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Supabase + pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you already use Postgres"}, {"id": "mai-20260917-0922-baseline|c143-s3|openai-small|Chroma", "prompt": "c143-s3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less suited to serious multi-user production systems"}, {"id": "mai-20260917-0922-baseline|c143-s3|openai-small|Milvus", "prompt": "c143-s3", "model": "openai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "powerful, but usually more than a small team needs at first"}, {"id": "mai-20260917-0922-baseline|c143-s3|xai-small|Chroma", "prompt": "c143-s3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Chroma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Chroma** (local/free) or **Pinecone** (managed/free tier) for speed."}, {"id": "mai-20260917-0922-baseline|c143-s3|xai-small|Qdrant", "prompt": "c143-s3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Switch to **Qdrant** or **pgvector** for cost savings."}, {"id": "mai-20260917-0922-baseline|c143-s3|xai-small|Pinecone", "prompt": "c143-s3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Chroma** (local/free) or **Pinecone** (managed/free tier) for speed."}, {"id": "mai-20260917-0922-baseline|c143-s3|xai-small|Weaviate", "prompt": "c143-s3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best hybrid (BM25 + vectors), modular embeddings; great docs | Trial limits; pricier at scale"}, {"id": "mai-20260917-0922-baseline|c143-s3|xai-small|pgvector", "prompt": "c143-s3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Switch to **Qdrant** or **pgvector** for cost savings."}, {"id": "mai-20260917-0922-baseline|c143-s3|xai-small|Milvus", "prompt": "c143-s3", "model": "xai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Heavier ops for self-host; Zilliz needed for easy managed"}, {"id": "mai-20260917-0922-baseline|c143-s3|zai-small|pgvector", "prompt": "c143-s3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**pgvector** is the default if you're already on Postgres and want simplicity."}, {"id": "mai-20260917-0922-baseline|c143-s3|zai-small|Qdrant", "prompt": "c143-s3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qdrant** is the best choice for self‑hosted, performance‑per‑dollar setups."}, {"id": "mai-20260917-0922-baseline|c143-s3|zai-small|Pinecone", "prompt": "c143-s3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pinecone** is ideal for teams that want a managed service without operational overhead."}, {"id": "mai-20260917-0922-baseline|c143-s3|zai-small|Weaviate", "prompt": "c143-s3", "model": "zai-small", "cat": "vector-databases", "variant": "comparative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Weaviate** shines when hybrid search and multi‑modal capabilities are central to your product."}, {"id": "mai-20260917-0922-baseline|c143-s4|alibaba-small|pgvector", "prompt": "c143-s4", "model": "alibaba-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: **pgvector** ... this is widely considered the correct default choice for small businesses."}, {"id": "mai-20260917-0922-baseline|c143-s4|alibaba-small|Qdrant", "prompt": "c143-s4", "model": "alibaba-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Dedicated Managed Service (Free Tier): **Qdrant**"}, {"id": "mai-20260917-0922-baseline|c143-s4|alibaba-small|Chroma", "prompt": "c143-s4", "model": "alibaba-small", "cat": "vector-databases", "variant": "budget", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Prototyping & Simplicity: **Chroma**"}, {"id": "mai-20260917-0922-baseline|c143-s4|alibaba-small|MongoDB Atlas", "prompt": "c143-s4", "model": "alibaba-small", "cat": "vector-databases", "variant": "budget", "raw": "MongoDB Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**You use MongoDB** | **MongoDB Atlas** | Native integration if you are already locked into their ecosystem."}, {"id": "mai-20260917-0922-baseline|c143-s4|alibaba-small|Pinecone", "prompt": "c143-s4", "model": "alibaba-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** fully managed premium services like **Pinecone** or **Weaviate Cloud** initially"}, {"id": "mai-20260917-0922-baseline|c143-s4|alibaba-small|Weaviate Cloud", "prompt": "c143-s4", "model": "alibaba-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid** fully managed premium services like **Pinecone** or **Weaviate Cloud** initially"}, {"id": "mai-20260917-0922-baseline|c143-s4|alibaba-small|Milvus", "prompt": "c143-s4", "model": "alibaba-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "you can self-host Qdrant, Milvus, or pgvector on a $5–$10/mo server indefinitely"}, {"id": "mai-20260917-0922-baseline|c143-s4|anthropic-small|Milvus", "prompt": "c143-s4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "A popular open-source vector database that's self-hosted and has no licensing costs."}, {"id": "mai-20260917-0922-baseline|c143-s4|anthropic-small|Weaviate", "prompt": "c143-s4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another excellent open-source option with a generous free tier"}, {"id": "mai-20260917-0922-baseline|c143-s4|anthropic-small|Qdrant", "prompt": "c143-s4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Chroma** for simplicity or **Qdrant** if you want more features"}, {"id": "mai-20260917-0922-baseline|c143-s4|anthropic-small|Chroma", "prompt": "c143-s4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "Chroma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "My recommendation:** Start with **Chroma** for simplicity"}, {"id": "mai-20260917-0922-baseline|c143-s4|anthropic-small|Pinecone", "prompt": "c143-s4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "When you need cloud hosting, **Pinecone's free tier** is excellent for staying within budget"}, {"id": "mai-20260917-0922-baseline|c143-s4|anthropic-small|Supabase (pgvector)", "prompt": "c143-s4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "Supabase (pgvector)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Uses PostgreSQL with vector extensions, offering a generous free tier"}, {"id": "mai-20260917-0922-baseline|c143-s4|anthropic-small|Firebase/Firestore", "prompt": "c143-s4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "Firebase/Firestore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "While not purpose-built for vectors, it can handle basic vector operations"}, {"id": "mai-20260917-0922-baseline|c143-s4|anthropic-small|Vespa", "prompt": "c143-s4", "model": "anthropic-small", "cat": "vector-databases", "variant": "budget", "raw": "Vespa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise solutions like Vespa"}, {"id": "mai-20260917-0922-baseline|c143-s4|challenger-small|pgvector", "prompt": "c143-s4", "model": "challenger-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **pgvector** if you already use PostgreSQL"}, {"id": "mai-20260917-0922-baseline|c143-s4|challenger-small|Qdrant", "prompt": "c143-s4", "model": "challenger-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the strongest budget-friendly dedicated option is **Qdrant**"}, {"id": "mai-20260917-0922-baseline|c143-s4|challenger-small|Pinecone", "prompt": "c143-s4", "model": "challenger-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Easiest managed experience, but usually not the cheapest."}, {"id": "mai-20260917-0922-baseline|c143-s4|challenger-small|Weaviate", "prompt": "c143-s4", "model": "challenger-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good feature fit, but generally not the cheapest option."}, {"id": "mai-20260917-0922-baseline|c143-s4|deepseek-small|pgvector", "prompt": "c143-s4", "model": "deepseek-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're on PostgreSQL, just use **pgvector** — it's the correct default for most small RAG applications and costs nothing extra."}, {"id": "mai-20260917-0922-baseline|c143-s4|deepseek-small|Qdrant", "prompt": "c143-s4", "model": "deepseek-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a dedicated vector DB with a great free tier → use Qdrant."}, {"id": "mai-20260917-0922-baseline|c143-s4|deepseek-small|Chroma", "prompt": "c143-s4", "model": "deepseek-small", "cat": "vector-databases", "variant": "budget", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're just prototyping or your dataset is tiny → use Chroma."}, {"id": "mai-20260917-0922-baseline|c143-s4|deepseek-small|Milvus / Zilliz", "prompt": "c143-s4", "model": "deepseek-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus / Zilliz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Powerful but more complex to run"}, {"id": "mai-20260917-0922-baseline|c143-s4|deepseek-small|Weaviate", "prompt": "c143-s4", "model": "deepseek-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Built-in embedding & hybrid search modules | BSD-3 licensed"}, {"id": "mai-20260917-0922-baseline|c143-s4|deepseek-small|LanceDB", "prompt": "c143-s4", "model": "deepseek-small", "cat": "vector-databases", "variant": "budget", "raw": "LanceDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Local/embedded, and offers a ~$16/mo managed option | Lightweight"}, {"id": "mai-20260917-0922-baseline|c143-s4|deepseek-small|Pinecone", "prompt": "c143-s4", "model": "deepseek-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "paid plans start around **$50/month minimum**—more expensive if you're very budget-sensitive"}, {"id": "mai-20260917-0922-baseline|c143-s4|google-small|pgvector", "prompt": "c143-s4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company is already using PostgreSQL ... **do not buy or host a new database**. Use `pgvector`."}, {"id": "mai-20260917-0922-baseline|c143-s4|google-small|LanceDB", "prompt": "c143-s4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "LanceDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LanceDB** is an incredible choice."}, {"id": "mai-20260917-0922-baseline|c143-s4|google-small|Qdrant Cloud", "prompt": "c143-s4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qdrant is widely considered to have one of the most generous free tiers on the market for its managed cloud."}, {"id": "mai-20260917-0922-baseline|c143-s4|google-small|Pinecone", "prompt": "c143-s4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pinecone's **Serverless** architecture has no base hourly fee."}, {"id": "mai-20260917-0922-baseline|c143-s4|google-small|Milvus", "prompt": "c143-s4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "heavy enterprise databases like Milvus or Weaviate can struggle or crash on cheap virtual machines with low RAM"}, {"id": "mai-20260917-0922-baseline|c143-s4|google-small|Weaviate", "prompt": "c143-s4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "heavy enterprise databases like Milvus or Weaviate can struggle or crash on cheap virtual machines with low RAM"}, {"id": "mai-20260917-0922-baseline|c143-s4|google-small|Chroma", "prompt": "c143-s4", "model": "google-small", "cat": "vector-databases", "variant": "budget", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Chroma** is also a great alternative here if you are building a simple Python-based MVP"}, {"id": "mai-20260917-0922-baseline|c143-s4|meta-small|Qdrant", "prompt": "c143-s4", "model": "meta-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vector database for a small company with a tight budget is Qdrant."}, {"id": "mai-20260917-0922-baseline|c143-s4|minimax-small|Qdrant", "prompt": "c143-s4", "model": "minimax-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qdrant** is likely your best bet due to: Generous free tier (1GB)"}, {"id": "mai-20260917-0922-baseline|c143-s4|minimax-small|Pinecone Serverless", "prompt": "c143-s4", "model": "minimax-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone Serverless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consideration**: Better for teams with some budget, but serverless option makes it more affordable"}, {"id": "mai-20260917-0922-baseline|c143-s4|minimax-small|Weaviate", "prompt": "c143-s4", "model": "minimax-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have technical capacity and want zero costs, consider **Weaviate** or **Chroma** self-hosted."}, {"id": "mai-20260917-0922-baseline|c143-s4|minimax-small|Chroma", "prompt": "c143-s4", "model": "minimax-small", "cat": "vector-databases", "variant": "budget", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple setup, great for prototyping and small-scale production"}, {"id": "mai-20260917-0922-baseline|c143-s4|mistral-small|Qdrant", "prompt": "c143-s4", "model": "mistral-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qdrant** is widely recommended as the best vector database"}, {"id": "mai-20260917-0922-baseline|c143-s4|mistral-small|Milvus", "prompt": "c143-s4", "model": "mistral-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options like Milvus and Chroma also have free tiers"}, {"id": "mai-20260917-0922-baseline|c143-s4|mistral-small|Chroma", "prompt": "c143-s4", "model": "mistral-small", "cat": "vector-databases", "variant": "budget", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options like Milvus and Chroma also have free tiers"}, {"id": "mai-20260917-0922-baseline|c143-s4|mistral-small|Pinecone", "prompt": "c143-s4", "model": "mistral-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for zero infrastructure management:** Pinecone (but has costs)"}, {"id": "mai-20260917-0922-baseline|c143-s4|moonshot-small|pgvector", "prompt": "c143-s4", "model": "moonshot-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick for most small companies**: Start with **pgvector** if you're on Postgres, or **Qdrant** if you need a dedicated solution"}, {"id": "mai-20260917-0922-baseline|c143-s4|moonshot-small|Qdrant", "prompt": "c143-s4", "model": "moonshot-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Qdrant** if you need a dedicated solution with the best free tier"}, {"id": "mai-20260917-0922-baseline|c143-s4|moonshot-small|Chroma", "prompt": "c143-s4", "model": "moonshot-small", "cat": "vector-databases", "variant": "budget", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Chroma** (Best for prototyping/MVPs)"}, {"id": "mai-20260917-0922-baseline|c143-s4|moonshot-small|LanceDB", "prompt": "c143-s4", "model": "moonshot-small", "cat": "vector-databases", "variant": "budget", "raw": "LanceDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LanceDB** (Best for data science/local-first)"}, {"id": "mai-20260917-0922-baseline|c143-s4|moonshot-small|Pinecone", "prompt": "c143-s4", "model": "moonshot-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pinecone (no free tier, $20+ minimum)"}, {"id": "mai-20260917-0922-baseline|c143-s4|moonshot-small|Weaviate", "prompt": "c143-s4", "model": "moonshot-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need hybrid (vector + keyword) search | **Weaviate** (has free OSS tier)"}, {"id": "mai-20260917-0922-baseline|c143-s4|moonshot-small|Milvus", "prompt": "c143-s4", "model": "moonshot-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Planning to scale to billions | **Milvus** (open source)"}, {"id": "mai-20260917-0922-baseline|c143-s4|openai-small|Postgres + pgvector", "prompt": "c143-s4", "model": "openai-small", "cat": "vector-databases", "variant": "budget", "raw": "Postgres + pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Postgres + pgvector**"}, {"id": "mai-20260917-0922-baseline|c143-s4|openai-small|Pinecone", "prompt": "c143-s4", "model": "openai-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "easiest fully managed option, but typically not the cheapest once you move past the free/small tier"}, {"id": "mai-20260917-0922-baseline|c143-s4|openai-small|Qdrant", "prompt": "c143-s4", "model": "openai-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qdrant** is a strong budget-friendly choice"}, {"id": "mai-20260917-0922-baseline|c143-s4|openai-small|Weaviate", "prompt": "c143-s4", "model": "openai-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "good, but its managed cloud starts at a higher baseline"}, {"id": "mai-20260917-0922-baseline|c143-s4|xai-small|Chroma", "prompt": "c143-s4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "Chroma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Chroma (Top Pick for Prototyping and Simplicity)... Start here: Try Chroma for a prototype"}, {"id": "mai-20260917-0922-baseline|c143-s4|xai-small|pgvector", "prompt": "c143-s4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "pgvector (Top if You Use PostgreSQL)"}, {"id": "mai-20260917-0922-baseline|c143-s4|xai-small|Qdrant", "prompt": "c143-s4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qdrant (Top for Production-Ready Free Tier)"}, {"id": "mai-20260917-0922-baseline|c143-s4|xai-small|Pinecone", "prompt": "c143-s4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid for tight budgets: Managed-only like Pinecone (usage-based, explodes at scale)"}, {"id": "mai-20260917-0922-baseline|c143-s4|xai-small|Milvus", "prompt": "c143-s4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Milvus/Weaviate are great open-source but more complex for tiny teams."}, {"id": "mai-20260917-0922-baseline|c143-s4|xai-small|Weaviate", "prompt": "c143-s4", "model": "xai-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Milvus/Weaviate are great open-source but more complex for tiny teams."}, {"id": "mai-20260917-0922-baseline|c143-s4|zai-small|Qdrant", "prompt": "c143-s4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies on a tight budget, **Qdrant** (self‑hosted) or **pgvector** (if you're already on Postgres) are your best bets."}, {"id": "mai-20260917-0922-baseline|c143-s4|zai-small|pgvector", "prompt": "c143-s4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pick pgvector** if you already rely on Postgres and want to avoid adding another service."}, {"id": "mai-20260917-0922-baseline|c143-s4|zai-small|Chroma", "prompt": "c143-s4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Use Chroma** for rapid prototyping or side projects."}, {"id": "mai-20260917-0922-baseline|c143-s4|zai-small|Weaviate", "prompt": "c143-s4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Resource‑heavy self‑host; more complex than Qdrant/pgvector"}, {"id": "mai-20260917-0922-baseline|c143-s4|zai-small|Milvus", "prompt": "c143-s4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Heavy Kubernetes footprint, not ideal for modest workloads"}, {"id": "mai-20260917-0922-baseline|c143-s4|zai-small|Pinecone", "prompt": "c143-s4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Slightly smaller ecosystem than Pinecone"}, {"id": "mai-20260917-0922-baseline|c143-s4|zai-small|MongoDB Atlas Vector Search", "prompt": "c143-s4", "model": "zai-small", "cat": "vector-databases", "variant": "budget", "raw": "MongoDB Atlas Vector Search", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**You have an existing MongoDB Atlas subscription** | **MongoDB Atlas Vector Search** (low incremental cost)"}, {"id": "mai-20260917-0922-baseline|c143-s5|alibaba-small|Pinecone", "prompt": "c143-s5", "model": "alibaba-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qdrant** and **Pinecone** are the safest bets due to their balance of ease-of-use and power"}, {"id": "mai-20260917-0922-baseline|c143-s5|alibaba-small|Qdrant Cloud", "prompt": "c143-s5", "model": "alibaba-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Qdrant if you want maximum performance/flexibility and might self-host in the future."}, {"id": "mai-20260917-0922-baseline|c143-s5|alibaba-small|Weaviate Cloud", "prompt": "c143-s5", "model": "alibaba-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Weaviate** | Structured data + Vectors | Excellent if you need rich metadata filtering ... Can be complex to configure correctly."}, {"id": "mai-20260917-0922-baseline|c143-s5|alibaba-small|Milvus", "prompt": "c143-s5", "model": "alibaba-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Self-hosting (e.g., running your own Milvus or pgvector on Kubernetes) requires significant DevOps overhead."}, {"id": "mai-20260917-0922-baseline|c143-s5|alibaba-small|pgvector", "prompt": "c143-s5", "model": "alibaba-small", "cat": "vector-databases", "variant": "scale", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**< 1 Million vectors:** You can often get away with **pgvector** (if you already use Postgres)"}, {"id": "mai-20260917-0922-baseline|c143-s5|alibaba-small|Zilliz", "prompt": "c143-s5", "model": "alibaba-small", "cat": "vector-databases", "variant": "scale", "raw": "Zilliz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "using a highly managed solution like Zilliz"}, {"id": "mai-20260917-0922-baseline|c143-s5|anthropic-small|Pinecone", "prompt": "c143-s5", "model": "anthropic-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "(popular choices: Pinecone, Weaviate, Milvus, Qdrant, Chroma)"}, {"id": "mai-20260917-0922-baseline|c143-s5|anthropic-small|Weaviate", "prompt": "c143-s5", "model": "anthropic-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(popular choices: Pinecone, Weaviate, Milvus, Qdrant, Chroma)"}, {"id": "mai-20260917-0922-baseline|c143-s5|anthropic-small|Milvus", "prompt": "c143-s5", "model": "anthropic-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(popular choices: Pinecone, Weaviate, Milvus, Qdrant, Chroma)"}, {"id": "mai-20260917-0922-baseline|c143-s5|anthropic-small|Qdrant", "prompt": "c143-s5", "model": "anthropic-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(popular choices: Pinecone, Weaviate, Milvus, Qdrant, Chroma)"}, {"id": "mai-20260917-0922-baseline|c143-s5|anthropic-small|Chroma", "prompt": "c143-s5", "model": "anthropic-small", "cat": "vector-databases", "variant": "scale", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(popular choices: Pinecone, Weaviate, Milvus, Qdrant, Chroma)"}, {"id": "mai-20260917-0922-baseline|c143-s5|deepseek-small|pgvector", "prompt": "c143-s5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you **already run Postgres**, start with **pgvector**. It's the single highest-leverage decision"}, {"id": "mai-20260917-0922-baseline|c143-s5|deepseek-small|Chroma", "prompt": "c143-s5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Prototyping / proofs-of-concept** \\u2192 **Chroma** for local dev, then migrate to a production-grade option."}, {"id": "mai-20260917-0922-baseline|c143-s5|deepseek-small|LanceDB", "prompt": "c143-s5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "LanceDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "pgvector (Postgres), Chroma, LanceDB"}, {"id": "mai-20260917-0922-baseline|c143-s5|deepseek-small|Qdrant", "prompt": "c143-s5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "otherwise, seriously evaluate **Qdrant** or **Pinecone** as your two primary candidates"}, {"id": "mai-20260917-0922-baseline|c143-s5|deepseek-small|Weaviate", "prompt": "c143-s5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Need strong hybrid search out of the box** \\u2192 **Weaviate**."}, {"id": "mai-20260917-0922-baseline|c143-s5|deepseek-small|Milvus", "prompt": "c143-s5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid self-hosting Milvus** at your scale \\u2014 it's powerful but operationally heavy"}, {"id": "mai-20260917-0922-baseline|c143-s5|deepseek-small|Pinecone", "prompt": "c143-s5", "model": "deepseek-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Pinecone**. Easiest to get running, but watch costs as you scale."}, {"id": "mai-20260917-0922-baseline|c143-s5|google-small|pgvector", "prompt": "c143-s5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**`pgvector` (on Supabase/Neon/AWS)** | Zero new infrastructure to manage."}, {"id": "mai-20260917-0922-baseline|c143-s5|google-small|MongoDB Atlas Vector Search", "prompt": "c143-s5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "MongoDB Atlas Vector Search", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you use MongoDB, look at **MongoDB Atlas Vector Search**."}, {"id": "mai-20260917-0922-baseline|c143-s5|google-small|Pinecone", "prompt": "c143-s5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pinecone (Serverless)** | Industry standard for \"it just works.\" ... **Pinecone** is SaaS-only"}, {"id": "mai-20260917-0922-baseline|c143-s5|google-small|Qdrant", "prompt": "c143-s5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Qdrant** or **Weaviate** | Extremely fast ... great local DX"}, {"id": "mai-20260917-0922-baseline|c143-s5|google-small|Weaviate", "prompt": "c143-s5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Qdrant** or **Weaviate** | Extremely fast, written in memory-efficient languages"}, {"id": "mai-20260917-0922-baseline|c143-s5|google-small|Milvus", "prompt": "c143-s5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid self-hosting complex distributed vector databases (like Milvus) unless you have a dedicated infrastructure engineer."}, {"id": "mai-20260917-0922-baseline|c143-s5|google-small|Chroma", "prompt": "c143-s5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Qdrant** or **Chroma** | Lightweight, highly performant, and can be easily self-hosted"}, {"id": "mai-20260917-0922-baseline|c143-s5|google-small|Elasticsearch", "prompt": "c143-s5", "model": "google-small", "cat": "vector-databases", "variant": "scale", "raw": "Elasticsearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Qdrant**, **Weaviate**, and **Elasticsearch** excel here."}, {"id": "mai-20260917-0922-baseline|c143-s5|minimax-small|Pinecone", "prompt": "c143-s5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Pinecone** - fully managed, good for ease of use"}, {"id": "mai-20260917-0922-baseline|c143-s5|minimax-small|Weaviate", "prompt": "c143-s5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Weaviate** - open-source, flexible"}, {"id": "mai-20260917-0922-baseline|c143-s5|minimax-small|Milvus", "prompt": "c143-s5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Milvus** - open-source, scalable"}, {"id": "mai-20260917-0922-baseline|c143-s5|minimax-small|Qdrant", "prompt": "c143-s5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Qdrant** - open-source, performance-focused"}, {"id": "mai-20260917-0922-baseline|c143-s5|minimax-small|Chroma", "prompt": "c143-s5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "Chroma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Chroma** - simple, great for prototyping"}, {"id": "mai-20260917-0922-baseline|c143-s5|minimax-small|SingleStoreDB", "prompt": "c143-s5", "model": "minimax-small", "cat": "vector-databases", "variant": "scale", "raw": "SingleStoreDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SingleStoreDB** - if you need unified SQL + vector"}, {"id": "mai-20260917-0922-baseline|c143-s5|mistral-small|Pinecone", "prompt": "c143-s5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| Pinecone   | ✅       | ✅        | High        | High        | General-purpose         |"}, {"id": "mai-20260917-0922-baseline|c143-s5|mistral-small|Weaviate", "prompt": "c143-s5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Weaviate   | ✅       | ✅        | High        | High        | Hybrid search, modular  |"}, {"id": "mai-20260917-0922-baseline|c143-s5|mistral-small|Milvus", "prompt": "c143-s5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Milvus     | ✅       | ✅        | High        | Medium      | Large-scale, open-source|"}, {"id": "mai-20260917-0922-baseline|c143-s5|mistral-small|Qdrant", "prompt": "c143-s5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Qdrant     | ❌       | ✅        | Medium      | High        | Self-hosted, lightweight|"}, {"id": "mai-20260917-0922-baseline|c143-s5|mistral-small|Vespa", "prompt": "c143-s5", "model": "mistral-small", "cat": "vector-databases", "variant": "scale", "raw": "Vespa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Vespa      | ❌       | ✅        | High        | Low         | Full-text + vectors     |"}, {"id": "mai-20260917-0922-baseline|c143-s5|moonshot-small|pgvector", "prompt": "c143-s5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **pgvector** if you're on Postgres (covers 80% of cases), or **Pinecone** if you want fully managed"}, {"id": "mai-20260917-0922-baseline|c143-s5|moonshot-small|Pinecone", "prompt": "c143-s5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Pinecone** if you want fully managed with minimal ops overhead"}, {"id": "mai-20260917-0922-baseline|c143-s5|moonshot-small|Weaviate", "prompt": "c143-s5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Weaviate** | Open-source flexibility | Strong hybrid search, good docs"}, {"id": "mai-20260917-0922-baseline|c143-s5|moonshot-small|Qdrant", "prompt": "c143-s5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Qdrant** | Budget-conscious | Best free tier, growing feature set"}, {"id": "mai-20260917-0922-baseline|c143-s5|moonshot-small|Chroma", "prompt": "c143-s5", "model": "moonshot-small", "cat": "vector-databases", "variant": "scale", "raw": "Chroma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Chroma** | Prototyping/MVPs | Easy to start, limited for production"}, {"id": "mai-20260917-0922-baseline|c143-s5|xai-small|Pinecone", "prompt": "c143-s5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Pinecone** (hands-off managed)"}, {"id": "mai-20260917-0922-baseline|c143-s5|xai-small|Qdrant", "prompt": "c143-s5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qdrant** (open-source + cheap Cloud)"}, {"id": "mai-20260917-0922-baseline|c143-s5|xai-small|pgvector", "prompt": "c143-s5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Default to pgvector if on Postgres—covers 80% SMB cases without new infra."}, {"id": "mai-20260917-0922-baseline|c143-s5|xai-small|Chroma", "prompt": "c143-s5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Chroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Chroma for prototypes/MVPs"}, {"id": "mai-20260917-0922-baseline|c143-s5|xai-small|Weaviate", "prompt": "c143-s5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Weaviate | ~$25-100/mo | Hybrid search |"}, {"id": "mai-20260917-0922-baseline|c143-s5|xai-small|Milvus", "prompt": "c143-s5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Milvus/Zilliz unless massive scale."}, {"id": "mai-20260917-0922-baseline|c143-s5|xai-small|Zilliz", "prompt": "c143-s5", "model": "xai-small", "cat": "vector-databases", "variant": "scale", "raw": "Zilliz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Milvus/Zilliz unless massive scale."}, {"id": "mai-20260917-0922-baseline|c143-s5|zai-small|Pinecone Serverless", "prompt": "c143-s5", "model": "zai-small", "cat": "vector-databases", "variant": "scale", "raw": "Pinecone Serverless", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want zero ops and have moderate scale (<10M vectors): Start with **Pinecone Serverless** or **Weaviate Cloud**."}, {"id": "mai-20260917-0922-baseline|c143-s5|zai-small|Zilliz Cloud", "prompt": "c143-s5", "model": "zai-small", "cat": "vector-databases", "variant": "scale", "raw": "Zilliz Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want to ship quickly: start with managed (Pinecone, Weaviate Cloud, Zilliz Cloud)."}, {"id": "mai-20260917-0922-baseline|c143-s5|zai-small|Qdrant", "prompt": "c143-s5", "model": "zai-small", "cat": "vector-databases", "variant": "scale", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Qdrant** offers sub‑10ms p95 latency, strong filtering, and low infra cost."}, {"id": "mai-20260917-0922-baseline|c143-s5|zai-small|Weaviate", "prompt": "c143-s5", "model": "zai-small", "cat": "vector-databases", "variant": "scale", "raw": "Weaviate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with **Pinecone Serverless** or **Weaviate Cloud**."}, {"id": "mai-20260917-0922-baseline|c143-s5|zai-small|Milvus", "prompt": "c143-s5", "model": "zai-small", "cat": "vector-databases", "variant": "scale", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Requires engineering for self‑hosted; great for large scale."}, {"id": "mai-20260917-0922-baseline|c143-s5|zai-small|Chroma", "prompt": "c143-s5", "model": "zai-small", "cat": "vector-databases", "variant": "scale", "raw": "Chroma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Great for prototyping; not production‑grade for multi‑user workloads."}, {"id": "mai-20260917-0922-baseline|c143-s5|zai-small|LanceDB", "prompt": "c143-s5", "model": "zai-small", "cat": "vector-databases", "variant": "scale", "raw": "LanceDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Chroma** or **LanceDB** (embedded) can get you started quickly."}, {"id": "mai-20260917-0922-baseline|c143-s5|zai-small|pgvector", "prompt": "c143-s5", "model": "zai-small", "cat": "vector-databases", "variant": "scale", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**pgvector** is a strong candidate—same DB as your app data, no new infra."}, {"id": "mai-20260917-0922-baseline|c143-s6|alibaba-small|pgvector", "prompt": "c143-s6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "switch to **PostgreSQL with the `pgvector` extension** rather than MySQL, as `pgvector` currently offers broader adoption and better performance tuning"}, {"id": "mai-20260917-0922-baseline|c143-s6|alibaba-small|FAISS", "prompt": "c143-s6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "FAISS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "any custom implementation that doesn't offer disk-backed indexes (like FAISS IVF-PQ)"}, {"id": "mai-20260917-0922-baseline|c143-s6|alibaba-small|Milvus", "prompt": "c143-s6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Small businesses should avoid deploying heavy infrastructure like **Milvus**, **Zilliz**, or standalone **Weaviate** clusters"}, {"id": "mai-20260917-0922-baseline|c143-s6|alibaba-small|Zilliz", "prompt": "c143-s6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "Zilliz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "should avoid deploying heavy infrastructure like **Milvus**, **Zilliz**, or standalone **Weaviate** clusters"}, {"id": "mai-20260917-0922-baseline|c143-s6|alibaba-small|Weaviate", "prompt": "c143-s6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "should avoid deploying heavy infrastructure like **Milvus**, **Zilliz**, or standalone **Weaviate** clusters"}, {"id": "mai-20260917-0922-baseline|c143-s6|alibaba-small|Pinecone", "prompt": "c143-s6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "While managed services like **Pinecone** are industry leaders, their pricing models can punish small businesses that underestimate usage spikes."}, {"id": "mai-20260917-0922-baseline|c143-s6|alibaba-small|MySQL", "prompt": "c143-s6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "MySQL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Do not attempt to use a vanilla **MySQL** or unextended **SQL Server** as your vector store."}, {"id": "mai-20260917-0922-baseline|c143-s6|alibaba-small|SQL Server", "prompt": "c143-s6", "model": "alibaba-small", "cat": "vector-databases", "variant": "negative", "raw": "SQL Server", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Do not attempt to use a vanilla **MySQL** or unextended **SQL Server** as your vector store."}, {"id": "mai-20260917-0922-baseline|c143-s6|anthropic-small|Pinecone", "prompt": "c143-s6", "model": "anthropic-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pinecone and Weaviate have introduced pricing floors ($50/month for Pinecone and $25/month for Weaviate) that can be problematic for small projects"}, {"id": "mai-20260917-0922-baseline|c143-s6|anthropic-small|Weaviate", "prompt": "c143-s6", "model": "anthropic-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "pricing floors ($50/month for Pinecone and $25/month for Weaviate) that can be problematic for small projects"}, {"id": "mai-20260917-0922-baseline|c143-s6|anthropic-small|Chroma", "prompt": "c143-s6", "model": "anthropic-small", "cat": "vector-databases", "variant": "negative", "raw": "Chroma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Chroma for early-stage businesses with small-to-medium workloads, particularly for startups looking to experiment and prototype with AI models"}, {"id": "mai-20260917-0922-baseline|c143-s6|anthropic-small|pgvector", "prompt": "c143-s6", "model": "anthropic-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "pgvector on existing PostgreSQL for storage as an effectively $0 minimum viable vector search option"}, {"id": "mai-20260917-0922-baseline|c143-s6|challenger-small|Pinecone", "prompt": "c143-s6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Pinecone**: Be cautious if budget is tight... **pricey** and can be **10–100x** more expensive than Milvus"}, {"id": "mai-20260917-0922-baseline|c143-s6|challenger-small|Milvus", "prompt": "c143-s6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Milvus**: Be cautious if you do not have strong infrastructure expertise"}, {"id": "mai-20260917-0922-baseline|c143-s6|challenger-small|Weaviate", "prompt": "c143-s6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Weaviate**: Be cautious if you do not specifically need **hybrid search**... can add complexity"}, {"id": "mai-20260917-0922-baseline|c143-s6|challenger-small|PostgreSQL with pgvector", "prompt": "c143-s6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "PostgreSQL with pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Use **pgvector** if you already run PostgreSQL and have a relatively small-to-moderate vector count."}, {"id": "mai-20260917-0922-baseline|c143-s6|challenger-small|Elasticsearch", "prompt": "c143-s6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "Elasticsearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "already fits existing tools like **PostgreSQL with pgvector**, **Elasticsearch**, or even **Redis**"}, {"id": "mai-20260917-0922-baseline|c143-s6|challenger-small|Redis", "prompt": "c143-s6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "already fits existing tools like **PostgreSQL with pgvector**, **Elasticsearch**, or even **Redis**"}, {"id": "mai-20260917-0922-baseline|c143-s6|challenger-small|Qdrant", "prompt": "c143-s6", "model": "challenger-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use **Qdrant** if you want a balanced option with strong filtering and lower operational pain"}, {"id": "mai-20260917-0922-baseline|c143-s6|deepseek-small|pgvector", "prompt": "c143-s6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best default path for most small businesses: start with `pgvector` on your existing Postgres"}, {"id": "mai-20260917-0922-baseline|c143-s6|deepseek-small|FAISS", "prompt": "c143-s6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "FAISS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a simple SQL store with `pgvector` or an in-memory library like FAISS is often more than enough"}, {"id": "mai-20260917-0922-baseline|c143-s6|deepseek-small|Chroma", "prompt": "c143-s6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Chroma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid Chroma for anything production; use it only for prototyping."}, {"id": "mai-20260917-0922-baseline|c143-s6|deepseek-small|Milvus", "prompt": "c143-s6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious with self-hosted Milvus unless you have real infra expertise."}, {"id": "mai-20260917-0922-baseline|c143-s6|deepseek-small|Pinecone", "prompt": "c143-s6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious with Pinecone due to costs that far exceed estimates and vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c143-s6|deepseek-small|Qdrant", "prompt": "c143-s6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "only move to a dedicated vector DB (often Qdrant or managed Weaviate)"}, {"id": "mai-20260917-0922-baseline|c143-s6|deepseek-small|Weaviate", "prompt": "c143-s6", "model": "deepseek-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "only move to a dedicated vector DB (often Qdrant or managed Weaviate)"}, {"id": "mai-20260917-0922-baseline|c143-s6|google-small|Vespa", "prompt": "c143-s6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Vespa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Vespa (Avoid completely) ... Ultimate overkill."}, {"id": "mai-20260917-0922-baseline|c143-s6|google-small|Self-Hosted Milvus", "prompt": "c143-s6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Self-Hosted Milvus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid self-hosting; proceed with caution on managed ... A DevOps nightmare for small teams."}, {"id": "mai-20260917-0922-baseline|c143-s6|google-small|Zilliz Cloud", "prompt": "c143-s6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Zilliz Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Their managed SaaS version, Zilliz Cloud, is much easier, but still generally geared toward larger enterprise budgets"}, {"id": "mai-20260917-0922-baseline|c143-s6|google-small|Elasticsearch", "prompt": "c143-s6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Elasticsearch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Elasticsearch / OpenSearch (Avoid if you don't already use them) ... Massive resource hogs."}, {"id": "mai-20260917-0922-baseline|c143-s6|google-small|OpenSearch", "prompt": "c143-s6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "OpenSearch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Elasticsearch / OpenSearch (Avoid if you don't already use them) ... Massive resource hogs."}, {"id": "mai-20260917-0922-baseline|c143-s6|google-small|Redis", "prompt": "c143-s6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Redis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Redis (Proceed with caution) ... can become a \"RAM cost trap.\""}, {"id": "mai-20260917-0922-baseline|c143-s6|google-small|Pinecone", "prompt": "c143-s6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pinecone (Proceed with caution) ... proprietary lock-in"}, {"id": "mai-20260917-0922-baseline|c143-s6|google-small|ChromaDB", "prompt": "c143-s6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "ChromaDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "ChromaDB (Proceed with caution for production) ... Great for prototyping, risky for heavy production."}, {"id": "mai-20260917-0922-baseline|c143-s6|google-small|pgvector (PostgreSQL)", "prompt": "c143-s6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector (PostgreSQL)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "If your business already uses PostgreSQL for your application data, **use `pgvector`**."}, {"id": "mai-20260917-0922-baseline|c143-s6|google-small|Qdrant", "prompt": "c143-s6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Qdrant or Weaviate (Managed Tiers) ... generous free/low-cost managed cloud tiers that are perfect for small businesses"}, {"id": "mai-20260917-0922-baseline|c143-s6|google-small|Weaviate", "prompt": "c143-s6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Qdrant or Weaviate (Managed Tiers) ... perfect for small businesses"}, {"id": "mai-20260917-0922-baseline|c143-s6|google-small|LanceDB", "prompt": "c143-s6", "model": "google-small", "cat": "vector-databases", "variant": "negative", "raw": "LanceDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "If you are building a serverless, local, or desktop application, LanceDB is \"serverless\""}, {"id": "mai-20260917-0922-baseline|c143-s6|meta-small|Milvus", "prompt": "c143-s6", "model": "meta-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Milvus is an open-source vector database that is highly scalable and offers a free tier."}, {"id": "mai-20260917-0922-baseline|c143-s6|meta-small|LanceDB", "prompt": "c143-s6", "model": "meta-small", "cat": "vector-databases", "variant": "negative", "raw": "LanceDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LanceDB is another open-source vector database that is designed for small businesses and offers a free tier."}, {"id": "mai-20260917-0922-baseline|c143-s6|meta-small|Yugabyte", "prompt": "c143-s6", "model": "meta-small", "cat": "vector-databases", "variant": "negative", "raw": "Yugabyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top vector databases for small businesses include Milvus, LanceDB, Yugabyte, Pinecone, and Weaviate."}, {"id": "mai-20260917-0922-baseline|c143-s6|meta-small|Pinecone", "prompt": "c143-s6", "model": "meta-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is a managed SaaS solution that may be too expensive for small businesses"}, {"id": "mai-20260917-0922-baseline|c143-s6|meta-small|Weaviate", "prompt": "c143-s6", "model": "meta-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it has a steeper learning curve and may require more expertise to manage"}, {"id": "mai-20260917-0922-baseline|c143-s6|meta-small|Qdrant", "prompt": "c143-s6", "model": "meta-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Qdrant is an open-source vector database that is highly scalable and offers a free tier."}, {"id": "mai-20260917-0922-baseline|c143-s6|minimax-small|Pinecone", "prompt": "c143-s6", "model": "minimax-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid Pinecone and be very cautious with any pay-per-query managed service"}, {"id": "mai-20260917-0922-baseline|c143-s6|minimax-small|Weaviate", "prompt": "c143-s6", "model": "minimax-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Weaviate** — Handle with Care"}, {"id": "mai-20260917-0922-baseline|c143-s6|minimax-small|pgvector", "prompt": "c143-s6", "model": "minimax-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "pgvector on your existing Postgres instance is often the smartest choice for teams under 5M vectors"}, {"id": "mai-20260917-0922-baseline|c143-s6|minimax-small|Qdrant Cloud", "prompt": "c143-s6", "model": "minimax-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "~$65/month for 10M vectors | Cheapest managed option at scale"}, {"id": "mai-20260917-0922-baseline|c143-s6|minimax-small|Self-hosted Milvus/Qdrant", "prompt": "c143-s6", "model": "minimax-small", "cat": "vector-databases", "variant": "negative", "raw": "Self-hosted Milvus/Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Predictable costs, higher technical skill needed"}, {"id": "mai-20260917-0922-baseline|c143-s6|mistral-small|FAISS", "prompt": "c143-s6", "model": "mistral-small", "cat": "vector-databases", "variant": "negative", "raw": "FAISS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "embedding vectors can be loaded directly into memory for fast similarity search using lightweight libraries like FAISS or numpy"}, {"id": "mai-20260917-0922-baseline|c143-s6|mistral-small|Pinecone", "prompt": "c143-s6", "model": "mistral-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "especially managed services like Pinecone, can be expensive at scale"}, {"id": "mai-20260917-0922-baseline|c143-s6|mistral-small|Weaviate", "prompt": "c143-s6", "model": "mistral-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Self-hosted options like Weaviate or Milvus require significant technical expertise to set up and maintain"}, {"id": "mai-20260917-0922-baseline|c143-s6|mistral-small|Milvus", "prompt": "c143-s6", "model": "mistral-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Self-hosted options like Weaviate or Milvus require significant technical expertise to set up and maintain"}, {"id": "mai-20260917-0922-baseline|c143-s6|moonshot-small|Milvus", "prompt": "c143-s6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should **avoid Milvus** (too complex)"}, {"id": "mai-20260917-0922-baseline|c143-s6|moonshot-small|pgvector", "prompt": "c143-s6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **pgvector** or **Qdrant** for the best balance of capability and operational simplicity."}, {"id": "mai-20260917-0922-baseline|c143-s6|moonshot-small|Qdrant", "prompt": "c143-s6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **pgvector** or **Qdrant** for the best balance of capability and operational simplicity."}, {"id": "mai-20260917-0922-baseline|c143-s6|moonshot-small|Chroma", "prompt": "c143-s6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Chroma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**avoid Chroma for production** (not built for scale)"}, {"id": "mai-20260917-0922-baseline|c143-s6|moonshot-small|Faiss", "prompt": "c143-s6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Faiss", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**avoid Faiss** (not a database)"}, {"id": "mai-20260917-0922-baseline|c143-s6|moonshot-small|Pinecone", "prompt": "c143-s6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Approach **Pinecone with caution** due to cost scaling"}, {"id": "mai-20260917-0922-baseline|c143-s6|moonshot-small|Weaviate", "prompt": "c143-s6", "model": "moonshot-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Weaviate** \\u2014 Caution on Complexity"}, {"id": "mai-20260917-0922-baseline|c143-s6|openai-small|Weaviate", "prompt": "c143-s6", "model": "openai-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Examples commonly positioned this way include **Weaviate, Milvus, and Qdrant**"}, {"id": "mai-20260917-0922-baseline|c143-s6|openai-small|Milvus", "prompt": "c143-s6", "model": "openai-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Examples commonly positioned this way include **Weaviate, Milvus, and Qdrant**"}, {"id": "mai-20260917-0922-baseline|c143-s6|openai-small|Qdrant", "prompt": "c143-s6", "model": "openai-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Examples commonly positioned this way include **Weaviate, Milvus, and Qdrant**"}, {"id": "mai-20260917-0922-baseline|c143-s6|xai-small|Pinecone", "prompt": "c143-s6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Ones to **Avoid or Be Very Cautious About**: **Pinecone (Serverless SaaS)**"}, {"id": "mai-20260917-0922-baseline|c143-s6|xai-small|pgvector", "prompt": "c143-s6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "pgvector", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with pgvector or Chroma for most SMB RAG/ semantic search"}, {"id": "mai-20260917-0922-baseline|c143-s6|xai-small|Milvus", "prompt": "c143-s6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Self-Hosted Enterprise-Scale DBs like Milvus or Weaviate (open-source)... overkill (and complex) for SMB"}, {"id": "mai-20260917-0922-baseline|c143-s6|xai-small|Weaviate", "prompt": "c143-s6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "Weaviate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Weaviate adds \"batteries-included\" features ... but more moving parts mean steeper learning curve and maintenance"}, {"id": "mai-20260917-0922-baseline|c143-s6|xai-small|FAISS", "prompt": "c143-s6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "FAISS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "in-memory libs like FAISS/numpy or pgvector suffice (zero extra cost)"}, {"id": "mai-20260917-0922-baseline|c143-s6|xai-small|Qdrant", "prompt": "c143-s6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Qdrant (open-source + Cloud) | Balanced perf/cost; great filtering; self-host free."}, {"id": "mai-20260917-0922-baseline|c143-s6|xai-small|ChromaDB", "prompt": "c143-s6", "model": "xai-small", "cat": "vector-databases", "variant": "negative", "raw": "ChromaDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Start with pgvector or Chroma for most SMB RAG/ semantic search"}, {"id": "mai-20260917-0922-baseline|c143-s6|zai-small|Vespa", "prompt": "c143-s6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Vespa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: Vespa is a distributed search platform, not just a simple vector database."}, {"id": "mai-20260917-0922-baseline|c143-s6|zai-small|Milvus (Distributed Cluster)", "prompt": "c143-s6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Milvus (Distributed Cluster)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: The \"Distributed\" version of Milvus ... requires complex setup via an Operator"}, {"id": "mai-20260917-0922-baseline|c143-s6|zai-small|Elasticsearch", "prompt": "c143-s6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Elasticsearch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid: If your primary goal is semantic search ... using Elasticsearch is often inefficient."}, {"id": "mai-20260917-0922-baseline|c143-s6|zai-small|Solr", "prompt": "c143-s6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Solr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Elasticsearch / Solr (for Vector Workloads) ... Why to avoid"}, {"id": "mai-20260917-0922-baseline|c143-s6|zai-small|Faiss", "prompt": "c143-s6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Faiss", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "is widely used in research but is **not recommended** for production small business applications"}, {"id": "mai-20260917-0922-baseline|c143-s6|zai-small|Chroma", "prompt": "c143-s6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Chroma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Best for Prototyping: ChromaDB (lightweight, local-first)."}, {"id": "mai-20260917-0922-baseline|c143-s6|zai-small|Qdrant", "prompt": "c143-s6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Qdrant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Best for Low-Overhead Production: Qdrant (open-source, self-hosted, or free cloud tier)."}, {"id": "mai-20260917-0922-baseline|c143-s6|zai-small|Pinecone", "prompt": "c143-s6", "model": "zai-small", "cat": "vector-databases", "variant": "negative", "raw": "Pinecone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for \"Zero Ops\": Pinecone (if budget allows, as it handles all the complexity for you)."}, {"id": "mai-20260917-0922-baseline|c144-l1|alibaba-small|Microsoft Azure Machine Learning", "prompt": "c144-l1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best For:** Enterprises deeply embedded in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c144-l1|alibaba-small|Amazon SageMaker", "prompt": "c144-l1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** Companies prioritizing a comprehensive ecosystem and flexibility."}, {"id": "mai-20260917-0922-baseline|c144-l1|alibaba-small|Google Cloud Vertex AI", "prompt": "c144-l1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Cloud Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Organizations with heavy data workloads and a focus on cutting-edge innovation."}, {"id": "mai-20260917-0922-baseline|c144-l1|alibaba-small|Databricks", "prompt": "c144-l1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Data engineering-led organizations and those working with complex datasets"}, {"id": "mai-20260917-0922-baseline|c144-l1|alibaba-small|Snowflake (with Snowpark)", "prompt": "c144-l1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "Snowflake (with Snowpark)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Companies whose entire business logic lives inside a Snowflake Data Warehouse."}, {"id": "mai-20260917-0922-baseline|c144-l1|alibaba-small|DataRobot", "prompt": "c144-l1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best For:** Rapid deployment and democratization of AI."}, {"id": "mai-20260917-0922-baseline|c144-l1|alibaba-small|Palantir Foundry", "prompt": "c144-l1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "Palantir Foundry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best For:** Operational decision-making in manufacturing, logistics, and supply chain."}, {"id": "mai-20260917-0922-baseline|c144-l1|anthropic-small|AWS SageMaker", "prompt": "c144-l1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AWS SageMaker is the enterprise standard"}, {"id": "mai-20260917-0922-baseline|c144-l1|anthropic-small|Domino Data Lab", "prompt": "c144-l1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "Domino Data Lab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Domino Data Lab and H2O AI Cloud provide strong governance, auditability, and on-premise/VPC deployment options essential for compliance"}, {"id": "mai-20260917-0922-baseline|c144-l1|anthropic-small|H2O AI Cloud", "prompt": "c144-l1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "H2O AI Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Domino Data Lab and H2O AI Cloud provide strong governance, auditability"}, {"id": "mai-20260917-0922-baseline|c144-l1|anthropic-small|IBM watsonx.ai", "prompt": "c144-l1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "IBM watsonx.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "IBM watsonx.ai offers governed AI development for enterprises"}, {"id": "mai-20260917-0922-baseline|c144-l1|anthropic-small|Vertex AI", "prompt": "c144-l1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Vertex AI provides end-to-end ML workflows in one place"}, {"id": "mai-20260917-0922-baseline|c144-l1|anthropic-small|Databricks", "prompt": "c144-l1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Databricks offers scalable analytics and ML collaboration"}, {"id": "mai-20260917-0922-baseline|c144-l1|anthropic-small|Snowflake Cortex AI", "prompt": "c144-l1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "Snowflake Cortex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Databricks Lakehouse Platform and Snowflake Cortex AI bring AI tools directly to your data"}, {"id": "mai-20260917-0922-baseline|c144-l1|challenger-small|Microsoft Azure Machine Learning", "prompt": "c144-l1", "model": "challenger-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Azure Machine Learning is often the safest enterprise default for B2B"}, {"id": "mai-20260917-0922-baseline|c144-l1|challenger-small|Google Vertex AI / Gemini Enterprise Agent Platform", "prompt": "c144-l1", "model": "challenger-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Vertex AI / Gemini Enterprise Agent Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Google Vertex AI / Gemini Enterprise Agent Platform if you want a strong managed platform with built-in MLOps"}, {"id": "mai-20260917-0922-baseline|c144-l1|challenger-small|Databricks Mosaic AI", "prompt": "c144-l1", "model": "challenger-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks Mosaic AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Databricks Mosaic AI is often the best fit for data-intensive teams"}, {"id": "mai-20260917-0922-baseline|c144-l1|challenger-small|IBM watsonx / Watson Machine Learning", "prompt": "c144-l1", "model": "challenger-small", "cat": "ml-platforms", "variant": "direct", "raw": "IBM watsonx / Watson Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "IBM watsonx is strongest for regulated environments"}, {"id": "mai-20260917-0922-baseline|c144-l1|challenger-small|SAS Viya", "prompt": "c144-l1", "model": "challenger-small", "cat": "ml-platforms", "variant": "direct", "raw": "SAS Viya", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose SAS Viya if explainability, auditability, and trusted decisioning are top priorities."}, {"id": "mai-20260917-0922-baseline|c144-l1|deepseek-small|AWS SageMaker", "prompt": "c144-l1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Standardized on AWS** \\u2192 **AWS SageMaker**; Most mature MLOps toolchain"}, {"id": "mai-20260917-0922-baseline|c144-l1|deepseek-small|Microsoft Azure ML / Azure AI Foundry", "prompt": "c144-l1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure ML / Azure AI Foundry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft-centric enterprises"}, {"id": "mai-20260917-0922-baseline|c144-l1|deepseek-small|Google Vertex AI", "prompt": "c144-l1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for GCP teams & multimodal/GenAI work"}, {"id": "mai-20260917-0922-baseline|c144-l1|deepseek-small|Databricks (Mosaic AI)", "prompt": "c144-l1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks (Mosaic AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **Databricks** as the strongest alternative if your data stack is already lakehouse-based"}, {"id": "mai-20260917-0922-baseline|c144-l1|deepseek-small|DataRobot", "prompt": "c144-l1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "DataRobot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "DataRobot: autoML + governance, but higher cost"}, {"id": "mai-20260917-0922-baseline|c144-l1|deepseek-small|Dataiku", "prompt": "c144-l1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Dataiku: great balance of low-code and code for business analysts and scientists"}, {"id": "mai-20260917-0922-baseline|c144-l1|deepseek-small|IBM watsonx", "prompt": "c144-l1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "IBM watsonx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for strictly regulated industries (financial services, healthcare) needing top-tier governance and compliance."}, {"id": "mai-20260917-0922-baseline|c144-l1|google-small|Google Cloud Vertex AI", "prompt": "c144-l1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Cloud Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google Cloud Vertex AI** is currently the most forward-looking choice for enterprises pivoting aggressively toward Generative AI"}, {"id": "mai-20260917-0922-baseline|c144-l1|google-small|Microsoft Azure Machine Learning", "prompt": "c144-l1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Enterprises heavily integrated with Microsoft's ecosystem"}, {"id": "mai-20260917-0922-baseline|c144-l1|google-small|AWS SageMaker", "prompt": "c144-l1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SageMaker is the industry workhorse... The Catch: Steep learning curve"}, {"id": "mai-20260917-0922-baseline|c144-l1|google-small|Databricks", "prompt": "c144-l1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Databricks** provides the most robust architecture for scaling predictive models and custom LLMs securely"}, {"id": "mai-20260917-0922-baseline|c144-l1|google-small|Dataiku", "prompt": "c144-l1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "...wants to empower business analysts (low-code) alongside engineers. | **Dataiku**"}, {"id": "mai-20260917-0922-baseline|c144-l1|google-small|DataRobot", "prompt": "c144-l1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "perfect for B2B companies in highly regulated spaces"}, {"id": "mai-20260917-0922-baseline|c144-l1|google-small|IBM Watsonx", "prompt": "c144-l1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "IBM Watsonx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For: Highly regulated industries requiring absolute trust, data lineage, and hybrid-cloud flexibility"}, {"id": "mai-20260917-0922-baseline|c144-l1|meta-small|Gemini Enterprise Agent Platform", "prompt": "c144-l1", "model": "meta-small", "cat": "ml-platforms", "variant": "direct", "raw": "Gemini Enterprise Agent Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "such as Gemini Enterprise Agent Platform, Vertex AI, or other platforms mentioned in the articles"}, {"id": "mai-20260917-0922-baseline|c144-l1|meta-small|Vertex AI", "prompt": "c144-l1", "model": "meta-small", "cat": "ml-platforms", "variant": "direct", "raw": "Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Gemini Enterprise Agent Platform, Vertex AI, or other platforms mentioned in the articles"}, {"id": "mai-20260917-0922-baseline|c144-l1|minimax-small|Google Cloud Vertex AI", "prompt": "c144-l1", "model": "minimax-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Cloud Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Google Cloud Vertex AI** or **AWS SageMaker** for comprehensive capabilities"}, {"id": "mai-20260917-0922-baseline|c144-l1|minimax-small|AWS SageMaker", "prompt": "c144-l1", "model": "minimax-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Google Cloud Vertex AI** or **AWS SageMaker** for comprehensive capabilities"}, {"id": "mai-20260917-0922-baseline|c144-l1|minimax-small|Microsoft Azure Machine Learning", "prompt": "c144-l1", "model": "minimax-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Enterprise customers using Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c144-l1|minimax-small|Databricks", "prompt": "c144-l1", "model": "minimax-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Databricks** if your focus is heavily on data collaboration"}, {"id": "mai-20260917-0922-baseline|c144-l1|minimax-small|Dataiku", "prompt": "c144-l1", "model": "minimax-small", "cat": "ml-platforms", "variant": "direct", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Democratizing ML across organizations"}, {"id": "mai-20260917-0922-baseline|c144-l1|mistral-small|Databricks", "prompt": "c144-l1", "model": "mistral-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Databricks** and **Azure Machine Learning** are the top choices due to their scalability, integration capabilities, and strong enterprise support."}, {"id": "mai-20260917-0922-baseline|c144-l1|mistral-small|Microsoft Azure Machine Learning", "prompt": "c144-l1", "model": "mistral-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Databricks** and **Azure Machine Learning** are the top choices"}, {"id": "mai-20260917-0922-baseline|c144-l1|mistral-small|Google Vertex AI", "prompt": "c144-l1", "model": "mistral-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is already in the Google or AWS ecosystem, **Vertex AI** or **SageMaker** may be more appropriate."}, {"id": "mai-20260917-0922-baseline|c144-l1|mistral-small|DataRobot", "prompt": "c144-l1", "model": "mistral-small", "cat": "ml-platforms", "variant": "direct", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**DataRobot** is also a strong contender for organizations prioritizing ease of use and rapid deployment."}, {"id": "mai-20260917-0922-baseline|c144-l1|mistral-small|Amazon SageMaker", "prompt": "c144-l1", "model": "mistral-small", "cat": "ml-platforms", "variant": "direct", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "suitable for enterprises already using AWS"}, {"id": "mai-20260917-0922-baseline|c144-l1|moonshot-small|Amazon SageMaker", "prompt": "c144-l1", "model": "moonshot-small", "cat": "ml-platforms", "variant": "direct", "raw": "Amazon SageMaker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Amazon SageMaker** (AWS)... **AWS users** → **Amazon SageMaker**"}, {"id": "mai-20260917-0922-baseline|c144-l1|moonshot-small|Databricks Mosaic AI", "prompt": "c144-l1", "model": "moonshot-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks Mosaic AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Multi-cloud or data-heavy organizations** → **Databricks**"}, {"id": "mai-20260917-0922-baseline|c144-l1|moonshot-small|Google Vertex AI", "prompt": "c144-l1", "model": "moonshot-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud users** → **Vertex AI**"}, {"id": "mai-20260917-0922-baseline|c144-l1|moonshot-small|Microsoft Azure Machine Learning / AI Foundry", "prompt": "c144-l1", "model": "moonshot-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning / AI Foundry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Microsoft shops** → **Azure ML / AI Foundry**"}, {"id": "mai-20260917-0922-baseline|c144-l1|moonshot-small|DataRobot", "prompt": "c144-l1", "model": "moonshot-small", "cat": "ml-platforms", "variant": "direct", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Need for rapid AutoML without deep ML expertise** → **DataRobot**"}, {"id": "mai-20260917-0922-baseline|c144-l1|openai-small|AWS SageMaker", "prompt": "c144-l1", "model": "openai-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**AWS SageMaker** if you're deeply on AWS"}, {"id": "mai-20260917-0922-baseline|c144-l1|openai-small|Google Vertex AI", "prompt": "c144-l1", "model": "openai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google Vertex AI** if you're on GCP and want strong managed ML/AI tooling"}, {"id": "mai-20260917-0922-baseline|c144-l1|openai-small|Azure Machine Learning", "prompt": "c144-l1", "model": "openai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure Machine Learning** if you're in a Microsoft-heavy enterprise"}, {"id": "mai-20260917-0922-baseline|c144-l1|openai-small|Databricks", "prompt": "c144-l1", "model": "openai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Best all-around enterprise choice:** **Databricks** if you want a platform that bridges data engineering and ML."}, {"id": "mai-20260917-0922-baseline|c144-l1|openai-small|Dataiku", "prompt": "c144-l1", "model": "openai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider **Dataiku**, **Databricks**, or cloud-native platforms depending on your stack."}, {"id": "mai-20260917-0922-baseline|c144-l1|xai-small|Google Vertex AI", "prompt": "c144-l1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Otherwise, match your cloud: AWS → SageMaker, Azure → Azure ML, GCP → Vertex AI."}, {"id": "mai-20260917-0922-baseline|c144-l1|xai-small|Microsoft Azure ML", "prompt": "c144-l1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure ML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Azure → Azure ML"}, {"id": "mai-20260917-0922-baseline|c144-l1|xai-small|AWS SageMaker", "prompt": "c144-l1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS → SageMaker"}, {"id": "mai-20260917-0922-baseline|c144-l1|xai-small|Databricks", "prompt": "c144-l1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If cloud-agnostic or data-focused, start with **Databricks** (top growth, unified platform, Leader status)."}, {"id": "mai-20260917-0922-baseline|c144-l1|xai-small|C3.ai", "prompt": "c144-l1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "C3.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leaders: **Databricks**, **Google**, **C3.ai**, **Palantir**, **SAS**."}, {"id": "mai-20260917-0922-baseline|c144-l1|xai-small|Palantir", "prompt": "c144-l1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Palantir", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leaders: **Databricks**, **Google**, **C3.ai**, **Palantir**, **SAS**."}, {"id": "mai-20260917-0922-baseline|c144-l1|xai-small|SAS", "prompt": "c144-l1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "SAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Leaders: **Databricks**, **Google**, **C3.ai**, **Palantir**, **SAS**."}, {"id": "mai-20260917-0922-baseline|c144-l1|xai-small|Dataiku", "prompt": "c144-l1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notables: **Dataiku**, **DataRobot** (AutoML focus)"}, {"id": "mai-20260917-0922-baseline|c144-l1|xai-small|DataRobot", "prompt": "c144-l1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Low-code/AutoML? DataRobot."}, {"id": "mai-20260917-0922-baseline|c144-l1|xai-small|Snowflake Cortex", "prompt": "c144-l1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Snowflake Cortex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Snowflake Cortex** for SQL-first teams"}, {"id": "mai-20260917-0922-baseline|c144-l1|zai-small|Databricks Mosaic AI", "prompt": "c144-l1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks Mosaic AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most versatile, cloud‑native choice:** **Databricks Mosaic AI** (unified data‑lakehouse + ML)"}, {"id": "mai-20260917-0922-baseline|c144-l1|zai-small|Google Cloud Vertex AI", "prompt": "c144-l1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Cloud Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for deep‑learning & massive scale:** **AWS SageMaker** or **Google Vertex AI**"}, {"id": "mai-20260917-0922-baseline|c144-l1|zai-small|Microsoft Azure Machine Learning", "prompt": "c144-l1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Microsoft Azure ML** (if you're already Azure‑heavy)"}, {"id": "mai-20260917-0922-baseline|c144-l1|zai-small|AWS SageMaker", "prompt": "c144-l1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for deep‑learning & massive scale:** **AWS SageMaker**"}, {"id": "mai-20260917-0922-baseline|c144-l1|zai-small|DataRobot", "prompt": "c144-l1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for rapid automated ML:** **DataRobot** or **Dataiku**"}, {"id": "mai-20260917-0922-baseline|c144-l1|zai-small|IBM watsonx.ai", "prompt": "c144-l1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "IBM watsonx.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for strict governance & hybrid‑cloud:** **IBM watsonx.ai**"}, {"id": "mai-20260917-0922-baseline|c144-l1|zai-small|Dataiku", "prompt": "c144-l1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Cross‑functional teams wanting low‑code collaboration** | **Dataiku**"}, {"id": "mai-20260917-0922-baseline|c144-l1|zai-small|H2O.ai", "prompt": "c144-l1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Organizations seeking open‑source‑friendly, high‑performance machine learning"}, {"id": "mai-20260917-0922-baseline|c144-l1|zai-small|C3 AI", "prompt": "c144-l1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "C3 AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Highly regulated industry (finance, insurance, gov)** | **C3 AI**"}, {"id": "mai-20260917-0922-baseline|c144-l1|zai-small|Palantir Foundry / Gotham", "prompt": "c144-l1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Palantir Foundry / Gotham", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**On‑prem / air‑gapped environments** | **Palantir Foundry**"}, {"id": "mai-20260917-0922-baseline|c144-l2|alibaba-small|Databricks", "prompt": "c144-l2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Databricks has become the industry standard for many large enterprises because it bridges the gap between data engineering and machine learning."}, {"id": "mai-20260917-0922-baseline|c144-l2|alibaba-small|AWS SageMaker", "prompt": "c144-l2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If we are all-in on AWS, start with **SageMaker**"}, {"id": "mai-20260917-0922-baseline|c144-l2|alibaba-small|Azure Machine Learning", "prompt": "c144-l2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if Azure, start with **Azure ML**"}, {"id": "mai-20260917-0922-baseline|c144-l2|alibaba-small|Google Vertex AI", "prompt": "c144-l2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "their native MLOps platform is often the safest bet"}, {"id": "mai-20260917-0922-baseline|c144-l2|alibaba-small|Domino Data Lab", "prompt": "c144-l2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Domino Data Lab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Domino:** Highly customizable and great for companies that want full control over their underlying environment"}, {"id": "mai-20260917-0922-baseline|c144-l2|alibaba-small|DataRobot", "prompt": "c144-l2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**DataRobot:** Focuses heavily on \"AutoML,\" allowing business analysts to deploy predictive models with little coding knowledge."}, {"id": "mai-20260917-0922-baseline|c144-l2|alibaba-small|Kubeflow", "prompt": "c144-l2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Kubeflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Domino** or the native cloud suites are safer than building a custom stack on open-source Kubeflow"}, {"id": "mai-20260917-0922-baseline|c144-l2|anthropic-small|Databricks", "prompt": "c144-l2", "model": "anthropic-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies without strong technical constraints, **Databricks** or your cloud provider's native solution ... tend to be the most popular"}, {"id": "mai-20260917-0922-baseline|c144-l2|anthropic-small|AWS SageMaker", "prompt": "c144-l2", "model": "anthropic-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company uses AWS, this is a natural choice. Provides end-to-end ML workflow capabilities"}, {"id": "mai-20260917-0922-baseline|c144-l2|anthropic-small|Google Vertex AI", "prompt": "c144-l2", "model": "anthropic-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Similar to SageMaker but on GCP. Good integration with Google's ML ecosystem and AutoML capabilities."}, {"id": "mai-20260917-0922-baseline|c144-l2|anthropic-small|Azure Machine Learning", "prompt": "c144-l2", "model": "anthropic-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong choice for Microsoft-ecosystem companies."}, {"id": "mai-20260917-0922-baseline|c144-l2|anthropic-small|Kubeflow", "prompt": "c144-l2", "model": "anthropic-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Kubeflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Requires more infrastructure management but offers flexibility and avoids vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c144-l2|challenger-small|Databricks Mosaic AI", "prompt": "c144-l2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks Mosaic AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Databricks Mosaic AI** as the best default choice"}, {"id": "mai-20260917-0922-baseline|c144-l2|challenger-small|Amazon SageMaker", "prompt": "c144-l2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon SageMaker** for AWS-centric organizations"}, {"id": "mai-20260917-0922-baseline|c144-l2|challenger-small|Azure Machine Learning", "prompt": "c144-l2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure Machine Learning** for Microsoft-heavy enterprises"}, {"id": "mai-20260917-0922-baseline|c144-l2|challenger-small|Vertex AI", "prompt": "c144-l2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vertex AI** for Google Cloud shops"}, {"id": "mai-20260917-0922-baseline|c144-l2|challenger-small|Kubeflow + MLflow", "prompt": "c144-l2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Kubeflow + MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Kubeflow + MLflow** if your organization has strong platform engineering"}, {"id": "mai-20260917-0922-baseline|c144-l2|challenger-small|Dataiku", "prompt": "c144-l2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Dataiku** or **Domino Data Lab** if collaboration, governance, or regulated-environment workflows matter more"}, {"id": "mai-20260917-0922-baseline|c144-l2|challenger-small|Domino Data Lab", "prompt": "c144-l2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Domino Data Lab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Dataiku** or **Domino Data Lab** if collaboration, governance, or regulated-environment workflows matter more"}, {"id": "mai-20260917-0922-baseline|c144-l2|deepseek-small|Databricks", "prompt": "c144-l2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Databricks** is the most compelling choice for a large, data-heavy B2B enterprise"}, {"id": "mai-20260917-0922-baseline|c144-l2|deepseek-small|AWS SageMaker", "prompt": "c144-l2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SageMaker** if AWS"}, {"id": "mai-20260917-0922-baseline|c144-l2|deepseek-small|Microsoft Azure Machine Learning", "prompt": "c144-l2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure ML** if you're Microsoft-centric (common in B2B enterprises)"}, {"id": "mai-20260917-0922-baseline|c144-l2|deepseek-small|Google Vertex AI", "prompt": "c144-l2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already GCP-heavy?** → **Vertex AI**, particularly if GenAI/serverless workloads dominate."}, {"id": "mai-20260917-0922-baseline|c144-l2|deepseek-small|Dataiku", "prompt": "c144-l2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider adding a tool like **Dataiku** or **DataRobot** on top of one of these"}, {"id": "mai-20260917-0922-baseline|c144-l2|deepseek-small|DataRobot", "prompt": "c144-l2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider adding a tool like **Dataiku** or **DataRobot** on top of one of these"}, {"id": "mai-20260917-0922-baseline|c144-l2|google-small|AWS SageMaker (Amazon SageMaker AI)", "prompt": "c144-l2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "AWS SageMaker (Amazon SageMaker AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "standardizing on **AWS SageMaker** or **Azure ML** will save your security and DevOps teams months of configuration"}, {"id": "mai-20260917-0922-baseline|c144-l2|google-small|Microsoft Azure Machine Learning (Azure ML)", "prompt": "c144-l2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Microsoft Azure Machine Learning (Azure ML)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "standardizing on **AWS SageMaker** or **Azure ML** will save your security and DevOps teams months of configuration"}, {"id": "mai-20260917-0922-baseline|c144-l2|google-small|Google Cloud Vertex AI", "prompt": "c144-l2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Cloud Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vertex AI is the market leader in technical sophistication"}, {"id": "mai-20260917-0922-baseline|c144-l2|google-small|Databricks", "prompt": "c144-l2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For a typical massive B2B enterprise, **Databricks** is generally recommended if your data platform is already established"}, {"id": "mai-20260917-0922-baseline|c144-l2|google-small|MLflow", "prompt": "c144-l2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "By utilizing **MLflow** (the most widely adopted open-source tool for experiment tracking and model registries)"}, {"id": "mai-20260917-0922-baseline|c144-l2|google-small|Domino Data Lab", "prompt": "c144-l2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Domino Data Lab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Strict compliance, auditing, or hybrid cloud** | **Domino Data Lab**"}, {"id": "mai-20260917-0922-baseline|c144-l2|google-small|DataRobot", "prompt": "c144-l2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Enabling business analysts alongside developers** | **DataRobot**"}, {"id": "mai-20260917-0922-baseline|c144-l2|meta-small|Databricks Data + AI Platform", "prompt": "c144-l2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks Data + AI Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended MLOps platforms ... are:\n\n1. Databricks Data + AI Platform"}, {"id": "mai-20260917-0922-baseline|c144-l2|meta-small|TrueFoundry", "prompt": "c144-l2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "TrueFoundry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. TrueFoundry"}, {"id": "mai-20260917-0922-baseline|c144-l2|meta-small|Amazon SageMaker", "prompt": "c144-l2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Amazon SageMaker"}, {"id": "mai-20260917-0922-baseline|c144-l2|meta-small|Azure ML", "prompt": "c144-l2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure ML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Azure ML"}, {"id": "mai-20260917-0922-baseline|c144-l2|meta-small|Google Vertex AI", "prompt": "c144-l2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Google Vertex AI"}, {"id": "mai-20260917-0922-baseline|c144-l2|meta-small|Dataiku", "prompt": "c144-l2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "6. Dataiku"}, {"id": "mai-20260917-0922-baseline|c144-l2|minimax-small|Amazon SageMaker", "prompt": "c144-l2", "model": "minimax-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation:** Start with **Amazon SageMaker** or **Azure ML** for a large B2B company"}, {"id": "mai-20260917-0922-baseline|c144-l2|minimax-small|Google Cloud Vertex AI", "prompt": "c144-l2", "model": "minimax-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Cloud Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong autoML capabilities, Kubeflow under the hood for customization"}, {"id": "mai-20260917-0922-baseline|c144-l2|minimax-small|Microsoft Azure Machine Learning", "prompt": "c144-l2", "model": "minimax-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Amazon SageMaker** or **Azure ML** for a large B2B company due to enterprise security, compliance, and scalability"}, {"id": "mai-20260917-0922-baseline|c144-l2|minimax-small|Dataiku", "prompt": "c144-l2", "model": "minimax-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need strong collaboration, add **Dataiku** on top."}, {"id": "mai-20260917-0922-baseline|c144-l2|minimax-small|Weights & Biases", "prompt": "c144-l2", "model": "minimax-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Weights & Biases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Complementary to other platforms for visibility"}, {"id": "mai-20260917-0922-baseline|c144-l2|mistral-small|Databricks (Mosaic AI)", "prompt": "c144-l2", "model": "mistral-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks (Mosaic AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your data and ML teams are tightly coupled and you need strong governance, choose **Databricks**."}, {"id": "mai-20260917-0922-baseline|c144-l2|mistral-small|Amazon SageMaker", "prompt": "c144-l2", "model": "mistral-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are all-in on AWS, **SageMaker** is the most mature and flexible."}, {"id": "mai-20260917-0922-baseline|c144-l2|mistral-small|Microsoft Azure Machine Learning", "prompt": "c144-l2", "model": "mistral-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a Microsoft shop, **Azure ML** is the safest bet."}, {"id": "mai-20260917-0922-baseline|c144-l2|mistral-small|Google Vertex AI", "prompt": "c144-l2", "model": "mistral-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your data is in BigQuery, **Vertex AI** is worth a close look."}, {"id": "mai-20260917-0922-baseline|c144-l2|moonshot-small|Databricks Mosaic AI", "prompt": "c144-l2", "model": "moonshot-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks Mosaic AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary Choice**: **Databricks Mosaic AI** if you have complex data engineering needs and want a unified data + AI platform"}, {"id": "mai-20260917-0922-baseline|c144-l2|moonshot-small|Amazon SageMaker", "prompt": "c144-l2", "model": "moonshot-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative**: Choose **AWS SageMaker**, **Azure ML**, or **Vertex AI** based on your existing cloud provider commitment"}, {"id": "mai-20260917-0922-baseline|c144-l2|moonshot-small|Azure Machine Learning", "prompt": "c144-l2", "model": "moonshot-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alternative**: Choose **AWS SageMaker**, **Azure ML**, or **Vertex AI**"}, {"id": "mai-20260917-0922-baseline|c144-l2|moonshot-small|Google Vertex AI", "prompt": "c144-l2", "model": "moonshot-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternative**: Choose **AWS SageMaker**, **Azure ML**, or **Vertex AI**"}, {"id": "mai-20260917-0922-baseline|c144-l2|moonshot-small|MLflow", "prompt": "c144-l2", "model": "moonshot-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Many large enterprises use **MLflow** (open-source, backed by Databricks) for experiment tracking and model registry"}, {"id": "mai-20260917-0922-baseline|c144-l2|openai-small|Azure Machine Learning", "prompt": "c144-l2", "model": "openai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **Azure ML for the broadest enterprise fit**"}, {"id": "mai-20260917-0922-baseline|c144-l2|openai-small|Amazon SageMaker", "prompt": "c144-l2", "model": "openai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick SageMaker** if you're an **AWS-first** org"}, {"id": "mai-20260917-0922-baseline|c144-l2|openai-small|Google Vertex AI", "prompt": "c144-l2", "model": "openai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Vertex AI** if you're **GCP-first**"}, {"id": "mai-20260917-0922-baseline|c144-l2|openai-small|Databricks (Mosaic AI / MLflow ecosystem)", "prompt": "c144-l2", "model": "openai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks (Mosaic AI / MLflow ecosystem)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd usually put **Databricks (Mosaic AI / MLflow ecosystem)** at the top of the shortlist"}, {"id": "mai-20260917-0922-baseline|c144-l2|xai-small|Databricks", "prompt": "c144-l2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Databricks as the top MLOps platform for training and deploying models."}, {"id": "mai-20260917-0922-baseline|c144-l2|xai-small|Amazon SageMaker (AWS)", "prompt": "c144-l2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're AWS-heavy (34% enterprise market share)... Mature but less unified for data+ML."}, {"id": "mai-20260917-0922-baseline|c144-l2|xai-small|Google Vertex AI (GCP)", "prompt": "c144-l2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for GenAI/LLMs (Gemini integration) and BigQuery users. Good if GCP-native."}, {"id": "mai-20260917-0922-baseline|c144-l2|xai-small|Azure ML (Microsoft)", "prompt": "c144-l2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure ML (Microsoft)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leader in Gartner; flexible for hybrid, integrates with Fabric. Suited for Microsoft ecosystems."}, {"id": "mai-20260917-0922-baseline|c144-l2|xai-small|MLflow", "prompt": "c144-l2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pilot with MLflow (open-source from Databricks) to test."}, {"id": "mai-20260917-0922-baseline|c144-l2|zai-small|Amazon SageMaker (AWS)", "prompt": "c144-l2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"All-in-One\" Cloud Choice: Amazon SageMaker (AWS) ... SageMaker is the industry standard for a reason."}, {"id": "mai-20260917-0922-baseline|c144-l2|zai-small|IBM Watson Machine Learning", "prompt": "c144-l2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "IBM Watson Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company operates in a heavily regulated sector ... IBM is often the superior choice."}, {"id": "mai-20260917-0922-baseline|c144-l2|zai-small|Databricks", "prompt": "c144-l2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Data-First\" Choice: Databricks ... likely the best fit"}, {"id": "mai-20260917-0922-baseline|c144-l2|zai-small|Azure Machine Learning", "prompt": "c144-l2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Azure ML if you are deeply integrated into the Microsoft 365 ecosystem."}, {"id": "mai-20260917-0922-baseline|c144-l3|alibaba-small|Amazon SageMaker", "prompt": "c144-l3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you live in AWS, choose **SageMaker**."}, {"id": "mai-20260917-0922-baseline|c144-l3|alibaba-small|Microsoft Azure Machine Learning", "prompt": "c144-l3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you live in Azure, choose **Azure ML**."}, {"id": "mai-20260917-0922-baseline|c144-l3|alibaba-small|Google Vertex AI", "prompt": "c144-l3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a top choice if your strategy relies heavily on LLM fine-tuning and prompt engineering"}, {"id": "mai-20260917-0922-baseline|c144-l3|alibaba-small|Databricks", "prompt": "c144-l3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Databricks** if you have massive amounts of structured/unstructured data"}, {"id": "mai-20260917-0922-baseline|c144-l3|alibaba-small|Dataiku", "prompt": "c144-l3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Dataiku** if your organization wants to bridge the gap between IT and Business units"}, {"id": "mai-20260917-0922-baseline|c144-l3|alibaba-small|DataRobot", "prompt": "c144-l3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**DataRobot** is also a major player in this space"}, {"id": "mai-20260917-0922-baseline|c144-l3|anthropic-small|Microsoft Azure ML", "prompt": "c144-l3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Microsoft Azure ML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Microsoft Azure ML**: One of the most liked platforms that allows customers to easily build, deploy, and share advanced analytics solutions in the cloud"}, {"id": "mai-20260917-0922-baseline|c144-l3|anthropic-small|Google Vertex AI", "prompt": "c144-l3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Google Cloud's unified platform for building, deploying, and scaling both traditional ML models and generative AI applications"}, {"id": "mai-20260917-0922-baseline|c144-l3|anthropic-small|Amazon SageMaker", "prompt": "c144-l3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Robust platform with native support for CI/CD, model monitoring, and multiple deployment patterns"}, {"id": "mai-20260917-0922-baseline|c144-l3|anthropic-small|Databricks", "prompt": "c144-l3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Has moved from Challenger to Leader as its data lakehouse platform became enterprise standard"}, {"id": "mai-20260917-0922-baseline|c144-l3|anthropic-small|DataRobot", "prompt": "c144-l3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "An enterprise AI platform that includes Automated Machine Learning, Automated Time Series, and MLOps"}, {"id": "mai-20260917-0922-baseline|c144-l3|anthropic-small|Dataiku", "prompt": "c144-l3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A single, end-to-end platform providing no-, low-, and full-code interfaces"}, {"id": "mai-20260917-0922-baseline|c144-l3|anthropic-small|IBM watsonx", "prompt": "c144-l3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "IBM watsonx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Provides tools for foundation model management, generative AI workflows, and data governance"}, {"id": "mai-20260917-0922-baseline|c144-l3|anthropic-small|Domino Data Lab", "prompt": "c144-l3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Domino Data Lab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Provide strong governance, auditability, and on-premise/VPC deployment options essential for compliance"}, {"id": "mai-20260917-0922-baseline|c144-l3|anthropic-small|H2O AI Cloud", "prompt": "c144-l3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O AI Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Provide strong governance, auditability, and on-premise/VPC deployment options essential for compliance"}, {"id": "mai-20260917-0922-baseline|c144-l3|anthropic-small|Snowflake Cortex AI", "prompt": "c144-l3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Snowflake Cortex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Databricks Lakehouse Platform and Snowflake Cortex AI bring AI tools directly to your data"}, {"id": "mai-20260917-0922-baseline|c144-l3|anthropic-small|Hugging Face Inference Endpoints", "prompt": "c144-l3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Hugging Face Inference Endpoints", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "offer rapid, vendor-neutral deployment for teams that prioritize speed and control over infrastructure"}, {"id": "mai-20260917-0922-baseline|c144-l3|anthropic-small|Anyscale (Ray)", "prompt": "c144-l3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Anyscale (Ray)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Hugging Face Inference Endpoints and Anyscale (Ray) offer rapid, vendor-neutral deployment"}, {"id": "mai-20260917-0922-baseline|c144-l3|challenger-small|AWS SageMaker", "prompt": "c144-l3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "AWS SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AWS SageMaker | AWS-native enterprises | Deep integration with AWS security, storage, monitoring, and ML lifecycle services"}, {"id": "mai-20260917-0922-baseline|c144-l3|challenger-small|Google Vertex AI / Gemini Enterprise", "prompt": "c144-l3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI / Gemini Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vertex AI** is strongest when you want a managed GCP-native platform with robust model management and modern GenAI support"}, {"id": "mai-20260917-0922-baseline|c144-l3|challenger-small|Microsoft Azure Machine Learning / Azure AI Foundry", "prompt": "c144-l3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Microsoft Azure Machine Learning / Azure AI Foundry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "strongest for enterprises already standardized on Microsoft identity, security, and cloud tooling"}, {"id": "mai-20260917-0922-baseline|c144-l3|challenger-small|Databricks Mosaic AI", "prompt": "c144-l3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks Mosaic AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "stands out when the core problem is not just ML, but turning a **lakehouse** into an end-to-end AI platform"}, {"id": "mai-20260917-0922-baseline|c144-l3|challenger-small|IBM watsonx", "prompt": "c144-l3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "IBM watsonx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "commonly positioned for **regulated, hybrid, and governance-heavy** deployments"}, {"id": "mai-20260917-0922-baseline|c144-l3|challenger-small|Dataiku", "prompt": "c144-l3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "often preferred when many stakeholders need to collaborate across analytics and production ML"}, {"id": "mai-20260917-0922-baseline|c144-l3|deepseek-small|AWS SageMaker", "prompt": "c144-l3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "for AWS-native teams ... the hyperscaler-native platform is the pragmatic default (SageMaker, Vertex AI, or Azure ML respectively)"}, {"id": "mai-20260917-0922-baseline|c144-l3|deepseek-small|Microsoft Azure Machine Learning / Azure AI Foundry", "prompt": "c144-l3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Microsoft Azure Machine Learning / Azure AI Foundry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "for Microsoft-centric orgs"}, {"id": "mai-20260917-0922-baseline|c144-l3|deepseek-small|Google Vertex AI", "prompt": "c144-l3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "for Google Cloud teams"}, {"id": "mai-20260917-0922-baseline|c144-l3|deepseek-small|Databricks (Mosaic AI)", "prompt": "c144-l3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks (Mosaic AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Databricks Mosaic AI is the strongest fit"}, {"id": "mai-20260917-0922-baseline|c144-l3|deepseek-small|DataRobot", "prompt": "c144-l3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "leading AutoML + explainable AI"}, {"id": "mai-20260917-0922-baseline|c144-l3|deepseek-small|Dataiku", "prompt": "c144-l3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "governed collaboration for mixed coder/business teams"}, {"id": "mai-20260917-0922-baseline|c144-l3|deepseek-small|H2O.ai", "prompt": "c144-l3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "open-source core + AutoML, strong for sovereign/air-gapped deployments"}, {"id": "mai-20260917-0922-baseline|c144-l3|deepseek-small|Domino Data Lab", "prompt": "c144-l3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Domino Data Lab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "the strongest option for regulated industries"}, {"id": "mai-20260917-0922-baseline|c144-l3|google-small|Databricks", "prompt": "c144-l3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Databricks is a dominant force in the enterprise space, positioned exceptionally high for both its \"Ability to Execute\" and \"Completeness of Vision\"."}, {"id": "mai-20260917-0922-baseline|c144-l3|google-small|Google Cloud Vertex AI", "prompt": "c144-l3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Cloud Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vertex AI is Google's unified machine learning platform. It is highly regarded for its developer-friendly environment"}, {"id": "mai-20260917-0922-baseline|c144-l3|google-small|AWS SageMaker", "prompt": "c144-l3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amazon SageMaker remains an industry workhorse, prized for its raw infrastructure capabilities, scalability, and deep model flexibility."}, {"id": "mai-20260917-0922-baseline|c144-l3|google-small|Microsoft Azure Machine Learning (Azure AI)", "prompt": "c144-l3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Microsoft Azure Machine Learning (Azure AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "has become the standard for corporate enterprises requiring high-security, compliance, and out-of-the-box integration with the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c144-l3|google-small|DataRobot", "prompt": "c144-l3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **DataRobot or IBM watsonx** if you operate in a **highly regulated environment**"}, {"id": "mai-20260917-0922-baseline|c144-l3|google-small|IBM watsonx", "prompt": "c144-l3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "IBM watsonx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "IBM watsonx has emerged as a major leader for heavily regulated enterprises"}, {"id": "mai-20260917-0922-baseline|c144-l3|meta-small|Google Vertex AI", "prompt": "c144-l3", "model": "meta-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade machine learning platforms include Google Vertex AI"}, {"id": "mai-20260917-0922-baseline|c144-l3|meta-small|Amazon SageMaker AI", "prompt": "c144-l3", "model": "meta-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Amazon SageMaker AI"}, {"id": "mai-20260917-0922-baseline|c144-l3|meta-small|Microsoft Azure Machine Learning", "prompt": "c144-l3", "model": "meta-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft Azure Machine Learning"}, {"id": "mai-20260917-0922-baseline|c144-l3|meta-small|Gemini Enterprise Agent Platform", "prompt": "c144-l3", "model": "meta-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Gemini Enterprise Agent Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gemini Enterprise Agent Platform"}, {"id": "mai-20260917-0922-baseline|c144-l3|meta-small|Databricks Data Intelligence Platform", "prompt": "c144-l3", "model": "meta-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks Data Intelligence Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Databricks Data Intelligence Platform"}, {"id": "mai-20260917-0922-baseline|c144-l3|meta-small|IBM watsonx.ai", "prompt": "c144-l3", "model": "meta-small", "cat": "ml-platforms", "variant": "comparative", "raw": "IBM watsonx.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "and IBM watsonx.ai"}, {"id": "mai-20260917-0922-baseline|c144-l3|minimax-small|AWS SageMaker", "prompt": "c144-l3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "AWS SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** AWS-native enterprises building custom models at scale"}, {"id": "mai-20260917-0922-baseline|c144-l3|minimax-small|Databricks", "prompt": "c144-l3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Data engineering + ML teams unifying data and AI"}, {"id": "mai-20260917-0922-baseline|c144-l3|minimax-small|Google Vertex AI", "prompt": "c144-l3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** GCP customers, NLP and AutoML workloads"}, {"id": "mai-20260917-0922-baseline|c144-l3|minimax-small|Microsoft Azure Machine Learning", "prompt": "c144-l3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Microsoft ecosystem enterprises"}, {"id": "mai-20260917-0922-baseline|c144-l3|minimax-small|DataRobot", "prompt": "c144-l3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Business analysts and rapid deployment"}, {"id": "mai-20260917-0922-baseline|c144-l3|minimax-small|Domino Data Lab", "prompt": "c144-l3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Domino Data Lab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Regulated industries (20% Fortune 100)"}, {"id": "mai-20260917-0922-baseline|c144-l3|minimax-small|H2O.ai", "prompt": "c144-l3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Open-source advocates, cost-sensitive organizations"}, {"id": "mai-20260917-0922-baseline|c144-l3|minimax-small|Dataiku", "prompt": "c144-l3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "positions **Databricks, Microsoft, Google, AWS, Dataiku, and DataRobot** as Leaders"}, {"id": "mai-20260917-0922-baseline|c144-l3|minimax-small|IBM", "prompt": "c144-l3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "with IBM and Alibaba as Challengers"}, {"id": "mai-20260917-0922-baseline|c144-l3|minimax-small|Alibaba", "prompt": "c144-l3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Alibaba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "with IBM and Alibaba as Challengers"}, {"id": "mai-20260917-0922-baseline|c144-l3|mistral-small|Databricks", "prompt": "c144-l3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Databricks** ... Consistently ranked as a Leader in Gartner's Magic Quadrant for Data Science and ML Platforms."}, {"id": "mai-20260917-0922-baseline|c144-l3|mistral-small|Amazon SageMaker", "prompt": "c144-l3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** AWS-native teams building custom models at scale."}, {"id": "mai-20260917-0922-baseline|c144-l3|mistral-small|Google Vertex AI", "prompt": "c144-l3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** GCP customers, especially those with NLP workloads."}, {"id": "mai-20260917-0922-baseline|c144-l3|mistral-small|Microsoft Azure Machine Learning (Azure ML)", "prompt": "c144-l3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Microsoft Azure Machine Learning (Azure ML)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Microsoft ecosystem enterprises needing OpenAI models and hybrid cloud support."}, {"id": "mai-20260917-0922-baseline|c144-l3|mistral-small|DataRobot", "prompt": "c144-l3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Business analysts and teams needing rapid deployment and explainable AI."}, {"id": "mai-20260917-0922-baseline|c144-l3|mistral-small|IBM Watson Studio", "prompt": "c144-l3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "IBM Watson Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best For:** Enterprises requiring robust governance, security, and support for regulated industries."}, {"id": "mai-20260917-0922-baseline|c144-l3|mistral-small|SAS Viya", "prompt": "c144-l3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "SAS Viya", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best For:** Highly regulated industries (e.g., finance, healthcare)."}, {"id": "mai-20260917-0922-baseline|c144-l3|mistral-small|Dataiku", "prompt": "c144-l3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best For:** Collaborative data science and MLops, especially for business teams."}, {"id": "mai-20260917-0922-baseline|c144-l3|mistral-small|Domino Data Lab", "prompt": "c144-l3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Domino Data Lab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best For:** Regulated industries and large enterprises needing reproducibility and governance."}, {"id": "mai-20260917-0922-baseline|c144-l3|mistral-small|H2O.ai", "prompt": "c144-l3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best For:** Open-source advocates and cost-sensitive organizations."}, {"id": "mai-20260917-0922-baseline|c144-l3|moonshot-small|AWS SageMaker", "prompt": "c144-l3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "AWS SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most comprehensive ML lifecycle tools, 60+ instance types, strongest MLOps maturity, 34% market share"}, {"id": "mai-20260917-0922-baseline|c144-l3|moonshot-small|Google Vertex AI", "prompt": "c144-l3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best AutoML ease-of-use, BigQuery integration, TPU hardware, Gemini model access"}, {"id": "mai-20260917-0922-baseline|c144-l3|moonshot-small|Azure Machine Learning", "prompt": "c144-l3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Excellent governance/compliance, no platform fees, Azure OpenAI integration, 29% market share"}, {"id": "mai-20260917-0922-baseline|c144-l3|moonshot-small|Databricks", "prompt": "c144-l3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unified data lakehouse, strong for ETL + ML together, 4.5/5 user rating"}, {"id": "mai-20260917-0922-baseline|c144-l3|moonshot-small|Snowflake", "prompt": "c144-l3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zero-copy data access, SQL-first approach"}, {"id": "mai-20260917-0922-baseline|c144-l3|moonshot-small|DataRobot", "prompt": "c144-l3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Automated ML with strong governance, bias detection, time-series modeling"}, {"id": "mai-20260917-0922-baseline|c144-l3|moonshot-small|Dataiku", "prompt": "c144-l3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Visual workflow builder, collaboration across roles"}, {"id": "mai-20260917-0922-baseline|c144-l3|moonshot-small|H2O.ai", "prompt": "c144-l3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Truly free open-source AutoML (H2O-3), strong predictive modeling, FedRAMP compliance"}, {"id": "mai-20260917-0922-baseline|c144-l3|openai-small|Amazon SageMaker AI", "prompt": "c144-l3", "model": "openai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: organizations already standardized on AWS and wanting a broad, fully managed ML stack."}, {"id": "mai-20260917-0922-baseline|c144-l3|openai-small|Google Vertex AI", "prompt": "c144-l3", "model": "openai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: teams on Google Cloud that want a unified platform for training, deployment, model registry, evaluation, and feature serving."}, {"id": "mai-20260917-0922-baseline|c144-l3|openai-small|Azure Machine Learning", "prompt": "c144-l3", "model": "openai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Microsoft-centric enterprises that want a dedicated ML platform inside Azure."}, {"id": "mai-20260917-0922-baseline|c144-l3|openai-small|Databricks Mosaic AI / Databricks ML", "prompt": "c144-l3", "model": "openai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks Mosaic AI / Databricks ML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "one platform for data + ML + governance → Databricks"}, {"id": "mai-20260917-0922-baseline|c144-l3|openai-small|Snowflake ML", "prompt": "c144-l3", "model": "openai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Snowflake ML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ML directly on governed warehouse data → Snowflake ML"}, {"id": "mai-20260917-0922-baseline|c144-l3|xai-small|AWS SageMaker", "prompt": "c144-l3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "AWS SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**AWS SageMaker** (Leader in Gartner)"}, {"id": "mai-20260917-0922-baseline|c144-l3|xai-small|Google Vertex AI", "prompt": "c144-l3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Google Vertex AI** (Leader)"}, {"id": "mai-20260917-0922-baseline|c144-l3|xai-small|Azure Machine Learning", "prompt": "c144-l3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Azure Machine Learning** (Leader, via Microsoft)"}, {"id": "mai-20260917-0922-baseline|c144-l3|xai-small|Databricks (Mosaic AI)", "prompt": "c144-l3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks (Mosaic AI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Databricks leads in unified governance"}, {"id": "mai-20260917-0922-baseline|c144-l3|xai-small|Dataiku", "prompt": "c144-l3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Others notable for enterprises**: Dataiku, DataRobot, H2O.ai, Domino Data Lab"}, {"id": "mai-20260917-0922-baseline|c144-l3|xai-small|DataRobot", "prompt": "c144-l3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Less flexible for custom/deep engineering; pricier for scale"}, {"id": "mai-20260917-0922-baseline|c144-l3|xai-small|H2O.ai", "prompt": "c144-l3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "H2O.ai appeals to open-source fans (free OSS core)"}, {"id": "mai-20260917-0922-baseline|c144-l3|xai-small|Domino Data Lab", "prompt": "c144-l3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Domino Data Lab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Domino Data Lab (often Leaders, Visionaries, or strong in specific niches"}, {"id": "mai-20260917-0922-baseline|c144-l3|zai-small|Amazon SageMaker (AWS)", "prompt": "c144-l3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker (AWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Amazon SageMaker (AWS): The market leader in total feature coverage. It is the most comprehensive platform for the entire ML lifecycle"}, {"id": "mai-20260917-0922-baseline|c144-l3|zai-small|Databricks", "prompt": "c144-l3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Databricks: The market leader for the \"Lakehouse\" architecture."}, {"id": "mai-20260917-0922-baseline|c144-l3|zai-small|Google Vertex AI", "prompt": "c144-l3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The best choice for teams heavily invested in the Google Cloud ecosystem"}, {"id": "mai-20260917-0922-baseline|c144-l3|zai-small|Azure Machine Learning", "prompt": "c144-l3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The top choice for enterprises already running on Microsoft infrastructure"}, {"id": "mai-20260917-0922-baseline|c144-l3|zai-small|DataRobot", "prompt": "c144-l3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A SaaS-focused platform that emphasizes AutoML and rapid deployment for business analysts"}, {"id": "mai-20260917-0922-baseline|c144-l4|alibaba-small|Microsoft Azure Machine Learning", "prompt": "c144-l4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Azure Machine Learning** is considered the strongest contender for this specific profile"}, {"id": "mai-20260917-0922-baseline|c144-l4|alibaba-small|Databricks", "prompt": "c144-l4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Databricks is becoming the standard for companies that view ML as an extension of Data Engineering."}, {"id": "mai-20260917-0922-baseline|c144-l4|alibaba-small|AWS SageMaker", "prompt": "c144-l4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AWS billing is notoriously complex, and predicting the exact total cost for thousands of developers often requires a dedicated FinOps team"}, {"id": "mai-20260917-0922-baseline|c144-l4|alibaba-small|Weights & Biases Enterprise", "prompt": "c144-l4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "Weights & Biases Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you should look at vendors like **Weights & Biases Enterprise**"}, {"id": "mai-20260917-0922-baseline|c144-l4|alibaba-small|Hugging Face Enterprise", "prompt": "c144-l4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "Hugging Face Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or **Hugging Face Enterprise**"}, {"id": "mai-20260917-0922-baseline|c144-l4|anthropic-small|SageMaker", "prompt": "c144-l4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "SageMaker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with native ML platforms (SageMaker, Azure ML, Vertex AI)... SageMaker's Savings Plans provide predictable pricing for consistent usage patterns"}, {"id": "mai-20260917-0922-baseline|c144-l4|anthropic-small|Azure ML", "prompt": "c144-l4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure ML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with native ML platforms (SageMaker, Azure ML, Vertex AI), as the integration benefits are significant"}, {"id": "mai-20260917-0922-baseline|c144-l4|anthropic-small|Vertex AI", "prompt": "c144-l4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with native ML platforms (SageMaker, Azure ML, Vertex AI), as the integration benefits are significant"}, {"id": "mai-20260917-0922-baseline|c144-l4|anthropic-small|Databricks Lakehouse", "prompt": "c144-l4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Databricks Lakehouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Databricks Lakehouse and Snowflake Cortex are the path of least resistance"}, {"id": "mai-20260917-0922-baseline|c144-l4|anthropic-small|Snowflake Cortex", "prompt": "c144-l4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Snowflake Cortex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Databricks Lakehouse and Snowflake Cortex are the path of least resistance"}, {"id": "mai-20260917-0922-baseline|c144-l4|anthropic-small|Domino", "prompt": "c144-l4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Domino", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Platforms like Domino, H2O, or NVIDIA AI Enterprise offer more control over deployment environments"}, {"id": "mai-20260917-0922-baseline|c144-l4|anthropic-small|H2O", "prompt": "c144-l4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "H2O", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Platforms like Domino, H2O, or NVIDIA AI Enterprise offer more control over deployment environments"}, {"id": "mai-20260917-0922-baseline|c144-l4|anthropic-small|NVIDIA AI Enterprise", "prompt": "c144-l4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "NVIDIA AI Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Platforms like Domino, H2O, or NVIDIA AI Enterprise offer more control over deployment environments"}, {"id": "mai-20260917-0922-baseline|c144-l4|challenger-small|Dataiku", "prompt": "c144-l4", "model": "challenger-small", "cat": "ml-platforms", "variant": "budget", "raw": "Dataiku", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dataiku** is the strongest match for that requirement"}, {"id": "mai-20260917-0922-baseline|c144-l4|challenger-small|Azure Machine Learning", "prompt": "c144-l4", "model": "challenger-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the main alternatives are **Azure Machine Learning**, **AWS SageMaker**, and **Vertex AI**"}, {"id": "mai-20260917-0922-baseline|c144-l4|challenger-small|AWS SageMaker", "prompt": "c144-l4", "model": "challenger-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you prioritize maximum AWS flexibility:** **AWS SageMaker**"}, {"id": "mai-20260917-0922-baseline|c144-l4|challenger-small|Vertex AI", "prompt": "c144-l4", "model": "challenger-small", "cat": "ml-platforms", "variant": "budget", "raw": "Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your data and workflows are centered in Google Cloud/BigQuery:** **Vertex AI**"}, {"id": "mai-20260917-0922-baseline|c144-l4|deepseek-small|AWS SageMaker", "prompt": "c144-l4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pay-as-you-go for compute, storage, and inference. Cost scales with **usage volume**"}, {"id": "mai-20260917-0922-baseline|c144-l4|deepseek-small|Google Vertex AI", "prompt": "c144-l4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pay-as-you-go for compute, storage, and inference. Cost scales with **usage volume**"}, {"id": "mai-20260917-0922-baseline|c144-l4|deepseek-small|Azure ML", "prompt": "c144-l4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure ML", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Azure ML with committed-use discounts** can be predictably managed \\u2014 but only if you actively enforce budgets"}, {"id": "mai-20260917-0922-baseline|c144-l4|deepseek-small|Databricks", "prompt": "c144-l4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "cost is a function of **data volume and compute time**, which is difficult to forecast in a large org"}, {"id": "mai-20260917-0922-baseline|c144-l4|deepseek-small|Dataiku", "prompt": "c144-l4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "get quotes from Dataiku and DataRobot \\u2014 but ask each vendor specifically"}, {"id": "mai-20260917-0922-baseline|c144-l4|deepseek-small|DataRobot", "prompt": "c144-l4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "get quotes from Dataiku and DataRobot"}, {"id": "mai-20260917-0922-baseline|c144-l4|deepseek-small|H2O.ai", "prompt": "c144-l4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "H2O.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "~$720K/year \\u2014 but that's a fixed hardware bundle, not a flexible user-based model"}, {"id": "mai-20260917-0922-baseline|c144-l4|deepseek-small|Domino Data Lab", "prompt": "c144-l4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "Domino Data Lab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Domino Data Lab** is the best fit"}, {"id": "mai-20260917-0922-baseline|c144-l4|deepseek-small|Anaconda Business", "prompt": "c144-l4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "Anaconda Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "gives you a pure per-seat cost. But it doesn't handle model deployment, monitoring, or governance at scale"}, {"id": "mai-20260917-0922-baseline|c144-l4|google-small|AWS SageMaker", "prompt": "c144-l4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**High**. Very difficult to estimate and control across thousands of users."}, {"id": "mai-20260917-0922-baseline|c144-l4|google-small|Google Vertex AI", "prompt": "c144-l4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**High**. Very difficult to estimate and control across thousands of users."}, {"id": "mai-20260917-0922-baseline|c144-l4|google-small|Databricks", "prompt": "c144-l4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**High**. Computing workloads can spike unpredictably at scale."}, {"id": "mai-20260917-0922-baseline|c144-l4|google-small|Dataiku", "prompt": "c144-l4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Dataiku", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The Overall Winner: Dataiku"}, {"id": "mai-20260917-0922-baseline|c144-l4|google-small|Domino Data Lab", "prompt": "c144-l4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Domino Data Lab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Code-First Winner: Domino Data Lab"}, {"id": "mai-20260917-0922-baseline|c144-l4|google-small|DataRobot", "prompt": "c144-l4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Automation & AutoML Winner: DataRobot (Self-Managed Deployment)"}, {"id": "mai-20260917-0922-baseline|c144-l4|meta-small|DataRobot", "prompt": "c144-l4", "model": "meta-small", "cat": "ml-platforms", "variant": "budget", "raw": "DataRobot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be a commercial platform such as DataRobot or Domino, which offer annual subscriptions with predictable costs"}, {"id": "mai-20260917-0922-baseline|c144-l4|meta-small|Domino", "prompt": "c144-l4", "model": "meta-small", "cat": "ml-platforms", "variant": "budget", "raw": "Domino", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as DataRobot or Domino, which offer annual subscriptions with predictable costs"}, {"id": "mai-20260917-0922-baseline|c144-l4|meta-small|AWS SageMaker", "prompt": "c144-l4", "model": "meta-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are AWS SageMaker, Azure Machine Learning, and Databricks, which offer pay-as-you-go pricing models."}, {"id": "mai-20260917-0922-baseline|c144-l4|meta-small|Azure Machine Learning", "prompt": "c144-l4", "model": "meta-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are AWS SageMaker, Azure Machine Learning, and Databricks"}, {"id": "mai-20260917-0922-baseline|c144-l4|meta-small|Databricks", "prompt": "c144-l4", "model": "meta-small", "cat": "ml-platforms", "variant": "budget", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are AWS SageMaker, Azure Machine Learning, and Databricks, which offer pay-as-you-go pricing models."}, {"id": "mai-20260917-0922-baseline|c144-l4|minimax-small|IBM watsonx", "prompt": "c144-l4", "model": "minimax-small", "cat": "ml-platforms", "variant": "budget", "raw": "IBM watsonx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. IBM watsonx (Best for Large Enterprises)**"}, {"id": "mai-20260917-0922-baseline|c144-l4|minimax-small|Microsoft Azure Machine Learning", "prompt": "c144-l4", "model": "minimax-small", "cat": "ml-platforms", "variant": "budget", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use Azure Savings Plans for Compute to lock in predictable rates"}, {"id": "mai-20260917-0922-baseline|c144-l4|minimax-small|AWS SageMaker", "prompt": "c144-l4", "model": "minimax-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pay-as-you-go but can use Reserved Instances for predictable compute costs"}, {"id": "mai-20260917-0922-baseline|c144-l4|minimax-small|Databricks", "prompt": "c144-l4", "model": "minimax-small", "cat": "ml-platforms", "variant": "budget", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise tiers with negotiated pricing"}, {"id": "mai-20260917-0922-baseline|c144-l4|minimax-small|ibl.ai", "prompt": "c144-l4", "model": "minimax-small", "cat": "ml-platforms", "variant": "budget", "raw": "ibl.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Self-hosted solutions** (like ibl.ai's flat institutional license) eliminate per-user scaling concerns"}, {"id": "mai-20260917-0922-baseline|c144-l4|mistral-small|Gemini Enterprise Agent Platform", "prompt": "c144-l4", "model": "mistral-small", "cat": "ml-platforms", "variant": "budget", "raw": "Gemini Enterprise Agent Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gemini Enterprise Agent Platform** and **Machine Learning at Scale (Enterprise tier)** are top choices"}, {"id": "mai-20260917-0922-baseline|c144-l4|mistral-small|AWS SageMaker", "prompt": "c144-l4", "model": "mistral-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "AWS SageMaker is also viable if you leverage Reserved Instances and Spot Instances, but it requires more cost management to achieve predictability at scale."}, {"id": "mai-20260917-0922-baseline|c144-l4|mistral-small|Machine Learning at Scale", "prompt": "c144-l4", "model": "mistral-small", "cat": "ml-platforms", "variant": "budget", "raw": "Machine Learning at Scale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Machine Learning at Scale (Enterprise tier)** are top choices due to their subscription-based, fixed-cost models"}, {"id": "mai-20260917-0922-baseline|c144-l4|moonshot-small|AWS SageMaker", "prompt": "c144-l4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid for Predictable Costs ... **AWS SageMaker** | Pay-per-hour for notebooks, training, inference, storage—costs explode with usage"}, {"id": "mai-20260917-0922-baseline|c144-l4|moonshot-small|Azure ML", "prompt": "c144-l4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure ML", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Similar usage-based model; compute costs vary dramatically"}, {"id": "mai-20260917-0922-baseline|c144-l4|moonshot-small|Google Vertex AI", "prompt": "c144-l4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Vertex AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Per-node-hour billing; unpredictable with thousands of users"}, {"id": "mai-20260917-0922-baseline|c144-l4|moonshot-small|Databricks", "prompt": "c144-l4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "Databricks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "DBU-based pricing scales with all data + ML workloads; complex to predict"}, {"id": "mai-20260917-0922-baseline|c144-l4|moonshot-small|Dataiku", "prompt": "c144-l4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "Dataiku", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Dataiku** or **H2O.ai Enterprise** are your strongest candidates"}, {"id": "mai-20260917-0922-baseline|c144-l4|moonshot-small|Alteryx", "prompt": "c144-l4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "Alteryx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Alteryx** – Alternative for Named-User Model"}, {"id": "mai-20260917-0922-baseline|c144-l4|moonshot-small|H2O.ai Enterprise", "prompt": "c144-l4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "H2O.ai Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Dataiku** or **H2O.ai Enterprise** are your strongest candidates due to their user-based or negotiable flat-rate pricing models"}, {"id": "mai-20260917-0922-baseline|c144-l4|openai-small|Snowflake ML", "prompt": "c144-l4", "model": "openai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Snowflake ML", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for predictable total cost:** **Snowflake ML**"}, {"id": "mai-20260917-0922-baseline|c144-l4|openai-small|Databricks", "prompt": "c144-l4", "model": "openai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for broad ML/MLOps capability:** **Databricks**"}, {"id": "mai-20260917-0922-baseline|c144-l4|openai-small|SageMaker", "prompt": "c144-l4", "model": "openai-small", "cat": "ml-platforms", "variant": "budget", "raw": "SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best if you are already standardized on a cloud provider's stack:** **SageMaker / Vertex AI / Azure ML**, but they are also typically usage-based rather than inherently predictable"}, {"id": "mai-20260917-0922-baseline|c144-l4|openai-small|Vertex AI", "prompt": "c144-l4", "model": "openai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SageMaker / Vertex AI / Azure ML**, but they are also typically usage-based rather than inherently predictable"}, {"id": "mai-20260917-0922-baseline|c144-l4|openai-small|Azure ML", "prompt": "c144-l4", "model": "openai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure ML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SageMaker / Vertex AI / Azure ML**, but they are also typically usage-based rather than inherently predictable"}, {"id": "mai-20260917-0922-baseline|c144-l4|xai-small|DataRobot", "prompt": "c144-l4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "DataRobot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DataRobot or Domino Data Lab (Strongest for Predictability)"}, {"id": "mai-20260917-0922-baseline|c144-l4|xai-small|Domino Data Lab", "prompt": "c144-l4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Domino Data Lab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "DataRobot or Domino Data Lab (Strongest for Predictability)"}, {"id": "mai-20260917-0922-baseline|c144-l4|xai-small|AWS SageMaker", "prompt": "c144-l4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ML Savings Plans (up to 64% off) | Excellent (100K+ customers) | Broadest features; best if on AWS."}, {"id": "mai-20260917-0922-baseline|c144-l4|xai-small|Google Vertex AI", "prompt": "c144-l4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CUDs (up to 70% off) | Strong (AutoML/NLP)"}, {"id": "mai-20260917-0922-baseline|c144-l4|xai-small|Azure ML", "prompt": "c144-l4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure ML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Reservations (up to 72% off) | Good (Microsoft stack)"}, {"id": "mai-20260917-0922-baseline|c144-l4|xai-small|Databricks", "prompt": "c144-l4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Databricks Mosaic AI (If Data-Heavy)... Still usage-influenced; FinOps needed at extreme scale."}, {"id": "mai-20260917-0922-baseline|c144-l4|xai-small|Dataiku", "prompt": "c144-l4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Alternatives**: Dataiku (~per-seat, visual ML; est. $150K+/yr for 25+ users; scales up)."}, {"id": "mai-20260917-0922-baseline|c144-l4|zai-small|AWS SageMaker", "prompt": "c144-l4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best machine learning platform is **AWS SageMaker**, provided you utilize their **Machine Learning Savings Plans**"}, {"id": "mai-20260917-0922-baseline|c144-l4|zai-small|Azure Machine Learning", "prompt": "c144-l4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Azure Machine Learning** is a strong alternative if your primary goal is absolute transparency"}, {"id": "mai-20260917-0922-baseline|c144-l4|zai-small|DataRobot", "prompt": "c144-l4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DataRobot (Best for Subscription Predictability) ... is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c144-l5|alibaba-small|Databricks", "prompt": "c144-l5", "model": "alibaba-small", "cat": "ml-platforms", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Does the environment support Jupyter-like interfaces with real-time multi-user editing (like Databricks or Synapse)?"}, {"id": "mai-20260917-0922-baseline|c144-l5|alibaba-small|Synapse", "prompt": "c144-l5", "model": "alibaba-small", "cat": "ml-platforms", "variant": "scale", "raw": "Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "real-time multi-user editing (like Databricks or Synapse)?"}, {"id": "mai-20260917-0922-baseline|c144-l5|meta-small|Coworker AI", "prompt": "c144-l5", "model": "meta-small", "cat": "ml-platforms", "variant": "scale", "raw": "Coworker AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the platforms mentioned include Coworker AI, CreateOS, CustomGPT.ai, Profound, and Opstream."}, {"id": "mai-20260917-0922-baseline|c144-l5|meta-small|CreateOS", "prompt": "c144-l5", "model": "meta-small", "cat": "ml-platforms", "variant": "scale", "raw": "CreateOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the platforms mentioned include Coworker AI, CreateOS, CustomGPT.ai, Profound, and Opstream."}, {"id": "mai-20260917-0922-baseline|c144-l5|meta-small|CustomGPT.ai", "prompt": "c144-l5", "model": "meta-small", "cat": "ml-platforms", "variant": "scale", "raw": "CustomGPT.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the platforms mentioned include Coworker AI, CreateOS, CustomGPT.ai, Profound, and Opstream."}, {"id": "mai-20260917-0922-baseline|c144-l5|meta-small|Profound", "prompt": "c144-l5", "model": "meta-small", "cat": "ml-platforms", "variant": "scale", "raw": "Profound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the platforms mentioned include Coworker AI, CreateOS, CustomGPT.ai, Profound, and Opstream."}, {"id": "mai-20260917-0922-baseline|c144-l5|meta-small|Opstream", "prompt": "c144-l5", "model": "meta-small", "cat": "ml-platforms", "variant": "scale", "raw": "Opstream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the platforms mentioned include Coworker AI, CreateOS, CustomGPT.ai, Profound, and Opstream."}, {"id": "mai-20260917-0922-baseline|c144-l5|xai-small|Dataiku", "prompt": "c144-l5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Focus on platforms like Dataiku, Weights & Biases (W&B), SageMaker, Vertex AI, or Northflank, which commonly meet these criteria"}, {"id": "mai-20260917-0922-baseline|c144-l5|xai-small|Weights & Biases (W&B)", "prompt": "c144-l5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "Weights & Biases (W&B)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "W&B (strong MLOps), pull their latest docs during RFP"}, {"id": "mai-20260917-0922-baseline|c144-l5|xai-small|SageMaker", "prompt": "c144-l5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendors like SageMaker (AWS broadest compliance)"}, {"id": "mai-20260917-0922-baseline|c144-l5|xai-small|Vertex AI", "prompt": "c144-l5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus on platforms like Dataiku, Weights & Biases (W&B), SageMaker, Vertex AI, or Northflank"}, {"id": "mai-20260917-0922-baseline|c144-l5|xai-small|Northflank", "prompt": "c144-l5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "Northflank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SageMaker, Vertex AI, or Northflank, which commonly meet these criteria"}, {"id": "mai-20260917-0922-baseline|c144-l6|alibaba-small|Jupyter Notebook", "prompt": "c144-l6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "Jupyter Notebook", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small teams often use flexible, desktop-first IDEs like local Jupyter Notebook installations or basic Kaggle setups... they are liabilities at the enterprise scale."}, {"id": "mai-20260917-0922-baseline|c144-l6|alibaba-small|Kaggle", "prompt": "c144-l6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "Kaggle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "local Jupyter Notebook installations or basic Kaggle setups... **Why to avoid:** They lack **Identity and Access Management (IAM)**"}, {"id": "mai-20260917-0922-baseline|c144-l6|alibaba-small|Hugging Face", "prompt": "c144-l6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "Hugging Face", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "an open-source LLM library (e.g., Hugging Face) hosted on raw Kubernetes pods... **Why to avoid:** Maintenance nightmares."}, {"id": "mai-20260917-0922-baseline|c144-l6|alibaba-small|Azure Machine Learning", "prompt": "c144-l6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Many organizations rush into building deep integrations with a single hyperscaler's ML suite (e.g., Azure Machine Learning...) **Why to be cautious:**"}, {"id": "mai-20260917-0922-baseline|c144-l6|alibaba-small|AWS SageMaker", "prompt": "c144-l6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "e.g., Azure Machine Learning, AWS SageMaker, Google Vertex AI... **The Risk:** **Vendor Lock-in.**"}, {"id": "mai-20260917-0922-baseline|c144-l6|alibaba-small|Google Vertex AI", "prompt": "c144-l6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "e.g., Azure Machine Learning, AWS SageMaker, Google Vertex AI... **Why to be cautious:**"}, {"id": "mai-20260917-0922-baseline|c144-l6|alibaba-small|Python/Tensorflow/PyTorch stack", "prompt": "c144-l6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "Python/Tensorflow/PyTorch stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "An enterprise needs a general-purpose environment (like a standard Python/Tensorflow/PyTorch stack) that can pivot when business needs change."}, {"id": "mai-20260917-0922-baseline|c144-l6|anthropic-small|AWS SageMaker", "prompt": "c144-l6", "model": "anthropic-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cloud-native platforms from major vendors (AWS SageMaker, Google Vertex AI, Azure ML) simplify MLOps but risk vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c144-l6|anthropic-small|Google Vertex AI", "prompt": "c144-l6", "model": "anthropic-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cloud-native platforms from major vendors (AWS SageMaker, Google Vertex AI, Azure ML) simplify MLOps but risk vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c144-l6|anthropic-small|Azure ML", "prompt": "c144-l6", "model": "anthropic-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure ML", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cloud-native platforms from major vendors (AWS SageMaker, Google Vertex AI, Azure ML) simplify MLOps but risk vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c144-l6|challenger-small|Databricks", "prompt": "c144-l6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Databricks explicitly warns that long-term platform choice should avoid lock-in"}, {"id": "mai-20260917-0922-baseline|c144-l6|challenger-small|SageMaker", "prompt": "c144-l6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vendor-by-vendor caution list** for specific platforms like SageMaker, Vertex AI, Azure ML, Databricks, MLflow, Kubeflow, DataRobot, Domino, and Dataiku."}, {"id": "mai-20260917-0922-baseline|c144-l6|challenger-small|Vertex AI", "prompt": "c144-l6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specific platforms like SageMaker, Vertex AI, Azure ML, Databricks, MLflow, Kubeflow, DataRobot, Domino, and Dataiku."}, {"id": "mai-20260917-0922-baseline|c144-l6|challenger-small|Azure ML", "prompt": "c144-l6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure ML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specific platforms like SageMaker, Vertex AI, Azure ML, Databricks, MLflow, Kubeflow, DataRobot, Domino, and Dataiku."}, {"id": "mai-20260917-0922-baseline|c144-l6|challenger-small|MLflow", "prompt": "c144-l6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "MLflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific platforms like SageMaker, Vertex AI, Azure ML, Databricks, MLflow, Kubeflow, DataRobot, Domino, and Dataiku."}, {"id": "mai-20260917-0922-baseline|c144-l6|challenger-small|Kubeflow", "prompt": "c144-l6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "Kubeflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specific platforms like SageMaker, Vertex AI, Azure ML, Databricks, MLflow, Kubeflow, DataRobot, Domino, and Dataiku."}, {"id": "mai-20260917-0922-baseline|c144-l6|challenger-small|DataRobot", "prompt": "c144-l6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specific platforms like SageMaker, Vertex AI, Azure ML, Databricks, MLflow, Kubeflow, DataRobot, Domino, and Dataiku."}, {"id": "mai-20260917-0922-baseline|c144-l6|challenger-small|Domino", "prompt": "c144-l6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "Domino", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "specific platforms like SageMaker, Vertex AI, Azure ML, Databricks, MLflow, Kubeflow, DataRobot, Domino, and Dataiku."}, {"id": "mai-20260917-0922-baseline|c144-l6|challenger-small|Dataiku", "prompt": "c144-l6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specific platforms like SageMaker, Vertex AI, Azure ML, Databricks, MLflow, Kubeflow, DataRobot, Domino, and Dataiku."}, {"id": "mai-20260917-0922-baseline|c144-l6|deepseek-small|Amazon SageMaker", "prompt": "c144-l6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SageMaker consistently receives criticism for **cost opacity and high markup**"}, {"id": "mai-20260917-0922-baseline|c144-l6|deepseek-small|Microsoft Azure ML", "prompt": "c144-l6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Microsoft Azure ML", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution is also warranted for Microsoft Azure ML and Google Vertex AI—they suffer from the same hyperscaler lock-in"}, {"id": "mai-20260917-0922-baseline|c144-l6|deepseek-small|Google Vertex AI", "prompt": "c144-l6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caution is also warranted for Microsoft Azure ML and Google Vertex AI—they suffer from the same hyperscaler lock-in"}, {"id": "mai-20260917-0922-baseline|c144-l6|deepseek-small|DataRobot", "prompt": "c144-l6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "DataRobot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "DataRobot is frequently described as \"premium-priced\" with **untransparent, sales-led pricing**"}, {"id": "mai-20260917-0922-baseline|c144-l6|deepseek-small|H2O Driverless AI", "prompt": "c144-l6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "H2O Driverless AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Both DataRobot and H2O's Driverless AI have proprietary model formats and deployment environments"}, {"id": "mai-20260917-0922-baseline|c144-l6|deepseek-small|OpenAI", "prompt": "c144-l6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "OpenAI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "have actively curtailed usage of public OpenAI/Anthropic models** due to fears of data leaks"}, {"id": "mai-20260917-0922-baseline|c144-l6|deepseek-small|Anthropic", "prompt": "c144-l6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Anthropic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "have actively curtailed usage of public OpenAI/Anthropic models** due to fears of data leaks"}, {"id": "mai-20260917-0922-baseline|c144-l6|deepseek-small|Amazon Bedrock", "prompt": "c144-l6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Amazon Bedrock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "OpenAI, Anthropic, Google, and Amazon Bedrock continuously deprecate models on short timelines"}, {"id": "mai-20260917-0922-baseline|c144-l6|deepseek-small|AWS DeepLens", "prompt": "c144-l6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS DeepLens", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Enterprises must avoid niche, closed-source ML services... AWS DeepLens (retired Jan 2024)"}, {"id": "mai-20260917-0922-baseline|c144-l6|deepseek-small|Amazon Lookout for Equipment", "prompt": "c144-l6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Amazon Lookout for Equipment", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "discontinued ML services** including AWS DeepLens (retired Jan 2024), Amazon Lookout for Equipment"}, {"id": "mai-20260917-0922-baseline|c144-l6|deepseek-small|AWS DeepComposer", "prompt": "c144-l6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS DeepComposer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "discontinued ML services** including ... AWS DeepComposer"}, {"id": "mai-20260917-0922-baseline|c144-l6|deepseek-small|Dataiku", "prompt": "c144-l6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Dataiku", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "While Dataiku is robust, peer reviews note it aims to \"cover all the steps,\" which often results in **a trade-off in quality and power**"}, {"id": "mai-20260917-0922-baseline|c144-l6|deepseek-small|Kubeflow", "prompt": "c144-l6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Kubeflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "prioritize platforms that are **open-source-first** (e.g., Kubeflow, MLflow)"}, {"id": "mai-20260917-0922-baseline|c144-l6|deepseek-small|MLflow", "prompt": "c144-l6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "MLflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "prioritize platforms that are **open-source-first** (e.g., Kubeflow, MLflow)"}, {"id": "mai-20260917-0922-baseline|c144-l6|deepseek-small|Databricks", "prompt": "c144-l6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "with managed commercial overlays (e.g., Databricks, Domino Data Lab"}, {"id": "mai-20260917-0922-baseline|c144-l6|deepseek-small|Domino Data Lab", "prompt": "c144-l6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Domino Data Lab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "with managed commercial overlays (e.g., Databricks, Domino Data Lab"}, {"id": "mai-20260917-0922-baseline|c144-l6|google-small|Kubeflow", "prompt": "c144-l6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Kubeflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Raw, self-managed Kubeflow on bare metal... Why to be cautious: ... they severely underestimate the cost of human capital."}, {"id": "mai-20260917-0922-baseline|c144-l6|google-small|Apache Airflow", "prompt": "c144-l6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "home-grown orchestration pipelines stitched together via raw Kubernetes and Apache Airflow"}, {"id": "mai-20260917-0922-baseline|c144-l6|google-small|Databricks-managed MLflow", "prompt": "c144-l6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Databricks-managed MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "opt for commercially supported, managed distributions of OSS (such as managed Kubeflow offerings or Databricks-managed MLflow)"}, {"id": "mai-20260917-0922-baseline|c144-l6|google-small|DataRobot", "prompt": "c144-l6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "DataRobot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "older configurations of DataRobot, Alteryx, or H2O.ai Driverless AI... standardizing an entire enterprise MLOps workflow on them is highly risky"}, {"id": "mai-20260917-0922-baseline|c144-l6|google-small|Alteryx", "prompt": "c144-l6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Alteryx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "older configurations of DataRobot, Alteryx, or H2O.ai Driverless AI"}, {"id": "mai-20260917-0922-baseline|c144-l6|google-small|H2O.ai Driverless AI", "prompt": "c144-l6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "H2O.ai Driverless AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "older configurations of DataRobot, Alteryx, or H2O.ai Driverless AI"}, {"id": "mai-20260917-0922-baseline|c144-l6|google-small|Databricks", "prompt": "c144-l6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Lean on a primary, broad managed platform (like Databricks, AWS SageMaker, Google Vertex AI, or Azure ML) to handle 80% of your MLOps lifecycle"}, {"id": "mai-20260917-0922-baseline|c144-l6|google-small|AWS SageMaker", "prompt": "c144-l6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS SageMaker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Lean on a primary, broad managed platform (like Databricks, AWS SageMaker, Google Vertex AI, or Azure ML)"}, {"id": "mai-20260917-0922-baseline|c144-l6|google-small|Google Vertex AI", "prompt": "c144-l6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Lean on a primary, broad managed platform (like Databricks, AWS SageMaker, Google Vertex AI, or Azure ML)"}, {"id": "mai-20260917-0922-baseline|c144-l6|google-small|Azure ML", "prompt": "c144-l6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure ML", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Lean on a primary, broad managed platform (like Databricks, AWS SageMaker, Google Vertex AI, or Azure ML)"}, {"id": "mai-20260917-0922-baseline|c144-l6|google-small|SAS", "prompt": "c144-l6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "SAS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "legacy configurations of SAS, IBM SPSS... they are poorly suited as modern machine learning platforms"}, {"id": "mai-20260917-0922-baseline|c144-l6|google-small|IBM SPSS", "prompt": "c144-l6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "IBM SPSS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "legacy configurations of SAS, IBM SPSS... poorly suited as modern machine learning platforms"}, {"id": "mai-20260917-0922-baseline|c144-l6|meta-small|MLflow", "prompt": "c144-l6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "MLflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While it is a popular open-source platform, it has limitations in terms of enterprise security, governance, and scalability."}, {"id": "mai-20260917-0922-baseline|c144-l6|meta-small|Databricks", "prompt": "c144-l6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it has some limitations in terms of custom ML model training and fine-tuning"}, {"id": "mai-20260917-0922-baseline|c144-l6|mistral-small|AWS SageMaker", "prompt": "c144-l6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Proprietary ML platforms (such as some cloud-specific offerings like AWS SageMaker, Google Vertex AI, or Azure Machine Learning) can create dependencies"}, {"id": "mai-20260917-0922-baseline|c144-l6|mistral-small|Google Vertex AI", "prompt": "c144-l6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Vendor Lock-in | AWS SageMaker, Google Vertex AI, Azure ML | Difficult to migrate; high switching costs"}, {"id": "mai-20260917-0922-baseline|c144-l6|mistral-small|Azure Machine Learning", "prompt": "c144-l6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Vendor Lock-in | AWS SageMaker, Google Vertex AI, Azure ML | Difficult to migrate; high switching costs"}, {"id": "mai-20260917-0922-baseline|c144-l6|mistral-small|HPE Ezmeral", "prompt": "c144-l6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "HPE Ezmeral", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "such as HPE Ezmeral, have received feedback citing weak support, slow resolution paths, and procurement friction"}, {"id": "mai-20260917-0922-baseline|c144-l6|moonshot-small|ChatGPT", "prompt": "c144-l6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid using public-facing APIs (e.g., standard ChatGPT, public Claude, or consumer-grade OpenAI APIs) for sensitive corporate data."}, {"id": "mai-20260917-0922-baseline|c144-l6|moonshot-small|Claude", "prompt": "c144-l6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Public OpenAI/Claude APIs** | **Avoid** for proprietary data | Data leakage, lack of governance"}, {"id": "mai-20260917-0922-baseline|c144-l6|moonshot-small|Azure OpenAI", "prompt": "c144-l6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure OpenAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Safer alternative: Use enterprise/private cloud tiers (Azure OpenAI with private networking"}, {"id": "mai-20260917-0922-baseline|c144-l6|moonshot-small|AWS Bedrock", "prompt": "c144-l6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS Bedrock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AWS Bedrock with VPC, or self-hosted open-weight models"}, {"id": "mai-20260917-0922-baseline|c144-l6|moonshot-small|Google Vertex AI", "prompt": "c144-l6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Google Vertex AI** | **Caution** | Historical enterprise readiness gaps, governance maturity"}, {"id": "mai-20260917-0922-baseline|c144-l6|moonshot-small|Azure ML", "prompt": "c144-l6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure ML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vertex AI scored **2.12/3** vs. Azure ML\\u2019s **2.95** and SageMaker\\u2019s **2.83**"}, {"id": "mai-20260917-0922-baseline|c144-l6|moonshot-small|AWS SageMaker", "prompt": "c144-l6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**AWS SageMaker** | **Caution** | Complexity, vendor lock-in, cost sprawl"}, {"id": "mai-20260917-0922-baseline|c144-l6|moonshot-small|DagsHub", "prompt": "c144-l6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "DagsHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**DagsHub** | **Avoid** for strict enterprise/on-prem needs"}, {"id": "mai-20260917-0922-baseline|c144-l6|moonshot-small|Kubeflow", "prompt": "c144-l6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "Kubeflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Kubeflow** | **Avoid** for simple use cases | Unnecessary complexity and overhead"}, {"id": "mai-20260917-0922-baseline|c144-l6|moonshot-small|Llama", "prompt": "c144-l6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "Llama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "increasingly favor **open-weight models** (Llama, Mistral) hosted on private infrastructure over closed APIs"}, {"id": "mai-20260917-0922-baseline|c144-l6|moonshot-small|Mistral", "prompt": "c144-l6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "Mistral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "increasingly favor **open-weight models** (Llama, Mistral) hosted on private infrastructure"}, {"id": "mai-20260917-0922-baseline|c144-l6|moonshot-small|MLflow", "prompt": "c144-l6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "invest in **portable, open-standard infrastructure** (Kubernetes, MLflow, ONNX, open-weight models) for core business ML"}, {"id": "mai-20260917-0922-baseline|c144-l6|xai-small|Kubeflow", "prompt": "c144-l6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Kubeflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Kubeflow excels in Kubernetes but risks security vulnerabilities from unvetted contributions"}, {"id": "mai-20260917-0922-baseline|c144-l6|xai-small|MLflow", "prompt": "c144-l6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "MLflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "MLflow is popular for tracking but needs heavy engineering to productionize"}, {"id": "mai-20260917-0922-baseline|c144-l6|xai-small|TensorFlow Extended/TFX", "prompt": "c144-l6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "TensorFlow Extended/TFX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pure Open-Source Stacks (e.g., Kubeflow, raw MLflow, TensorFlow Extended/TFX without managed support) ... Lack enterprise-grade features"}, {"id": "mai-20260917-0922-baseline|c144-l6|xai-small|Databricks", "prompt": "c144-l6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Top Choices:** Databricks (unified lakehouse, MLflow-native, top Gartner 2025)"}, {"id": "mai-20260917-0922-baseline|c144-l6|xai-small|AWS SageMaker", "prompt": "c144-l6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AWS SageMaker (High Caution for Non-AWS Shops) ... Avoid if not AWS-committed."}, {"id": "mai-20260917-0922-baseline|c144-l6|xai-small|Google Vertex AI", "prompt": "c144-l6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Google Vertex AI (Caution for Security/Regulated Industries) ... governance concerns for CISOs in finance/healthcare"}, {"id": "mai-20260917-0922-baseline|c144-l6|xai-small|H2O.ai", "prompt": "c144-l6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "H2O.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Niche/Low-Maturity Platforms (e.g., H2O.ai, DataRobot, RapidMiner) - **Why avoid?** Limited scalability for massive datasets"}, {"id": "mai-20260917-0922-baseline|c144-l6|xai-small|DataRobot", "prompt": "c144-l6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "DataRobot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Why avoid?** Limited scalability for massive datasets; weaker MLOps/governance vs. hyperscalers"}, {"id": "mai-20260917-0922-baseline|c144-l6|xai-small|RapidMiner", "prompt": "c144-l6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "RapidMiner", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Niche/Low-Maturity Platforms (e.g., H2O.ai, DataRobot, RapidMiner) ... Good for SMBs/PoCs, not petabyte-scale ops"}, {"id": "mai-20260917-0922-baseline|c144-l6|xai-small|Azure ML", "prompt": "c144-l6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure ML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Azure ML (enterprise integration, no platform fees, high scores), or hybrids"}, {"id": "mai-20260917-0922-baseline|c144-l6|zai-small|AWS SageMaker", "prompt": "c144-l6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is a major trap for enterprises not deeply invested in the AWS ecosystem... It suffers from **vendor lock-in**."}, {"id": "mai-20260917-0922-baseline|c144-l6|zai-small|Azure ML", "prompt": "c144-l6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure ML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "While AWS SageMaker and Azure ML are rated highly"}, {"id": "mai-20260917-0922-baseline|c144-l6|zai-small|Google Vertex AI", "prompt": "c144-l6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Vertex AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Google Vertex AI** has historically scored significantly lower... **Why avoid it:** It is often cited as being complex and fragmented."}, {"id": "mai-20260917-0922-baseline|c144-l6|zai-small|Flowise", "prompt": "c144-l6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Flowise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms that rely on open-source agent builders (like Flowise, n8n, or Open WebUI)... a massive security liability"}, {"id": "mai-20260917-0922-baseline|c144-l6|zai-small|n8n", "prompt": "c144-l6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "open-source agent builders (like Flowise, n8n, or Open WebUI) that are deployed \"on-prem\" without strict perimeter controls"}, {"id": "mai-20260917-0922-baseline|c144-l6|zai-small|Open WebUI", "prompt": "c144-l6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Open WebUI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "managing hundreds of unpatched, internet-facing instances of open-source LLM tools is a massive security liability"}, {"id": "mai-20260917-0922-baseline|c144-m1|alibaba-small|Microsoft Azure Machine Learning", "prompt": "c144-m1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Azure Machine Learning (Best for Integration & Governance) If your organization already uses Microsoft 365, Teams, or Power BI, Azure is often the lowest-friction choice."}, {"id": "mai-20260917-0922-baseline|c144-m1|alibaba-small|AWS SageMaker", "prompt": "c144-m1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AWS SageMaker (Best for Maturity & Flexibility)... Cons: Steep learning curve."}, {"id": "mai-20260917-0922-baseline|c144-m1|alibaba-small|Google Cloud Vertex AI", "prompt": "c144-m1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Cloud Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vertex AI is frequently cited as having the cleanest user experience"}, {"id": "mai-20260917-0922-baseline|c144-m1|alibaba-small|Dataiku", "prompt": "c144-m1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Honorable Mention for Small Data Science Teams: ... consider **Dataiku** or **H2O.ai**"}, {"id": "mai-20260917-0922-baseline|c144-m1|alibaba-small|H2O.ai", "prompt": "c144-m1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider **Dataiku** or **H2O.ai**"}, {"id": "mai-20260917-0922-baseline|c144-m1|anthropic-small|AWS SageMaker", "prompt": "c144-m1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**AWS SageMaker** - Comprehensive, integrates well with AWS ecosystem"}, {"id": "mai-20260917-0922-baseline|c144-m1|anthropic-small|Google Cloud AI/ML", "prompt": "c144-m1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Cloud AI/ML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Google Cloud AI/ML** - Strong for data analytics and TensorFlow workflows"}, {"id": "mai-20260917-0922-baseline|c144-m1|anthropic-small|Azure Machine Learning", "prompt": "c144-m1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "Azure Machine Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Azure Machine Learning** - Good if you're in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c144-m1|anthropic-small|Databricks", "prompt": "c144-m1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Databricks** - Excellent for data engineering and ML workflows together"}, {"id": "mai-20260917-0922-baseline|c144-m1|anthropic-small|H2O.ai", "prompt": "c144-m1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**H2O.ai** - User-friendly, good for teams without deep ML expertise"}, {"id": "mai-20260917-0922-baseline|c144-m1|anthropic-small|RapidMiner", "prompt": "c144-m1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "RapidMiner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**RapidMiner** - Visual workflow builder, good for business users"}, {"id": "mai-20260917-0922-baseline|c144-m1|anthropic-small|DataRobot", "prompt": "c144-m1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**DataRobot** - AutoML platform, faster time-to-value"}, {"id": "mai-20260917-0922-baseline|c144-m1|anthropic-small|MLflow", "prompt": "c144-m1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "MLflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**MLflow** - Lightweight, good for ML ops and experiment tracking"}, {"id": "mai-20260917-0922-baseline|c144-m1|anthropic-small|Kubeflow", "prompt": "c144-m1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "Kubeflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Kubeflow** - For Kubernetes-based deployments"}, {"id": "mai-20260917-0922-baseline|c144-m1|challenger-small|Databricks Mosaic AI Platform", "prompt": "c144-m1", "model": "challenger-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks Mosaic AI Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "the strongest default choice in the results is **Databricks Mosaic AI Platform** if your team is data-engineering-led"}, {"id": "mai-20260917-0922-baseline|c144-m1|challenger-small|Microsoft Azure Machine Learning", "prompt": "c144-m1", "model": "challenger-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want one recommendation without more context, I’d pick **Azure Machine Learning** for a typical mid-market B2B company"}, {"id": "mai-20260917-0922-baseline|c144-m1|challenger-small|Snowflake Cortex AI", "prompt": "c144-m1", "model": "challenger-small", "cat": "ml-platforms", "variant": "direct", "raw": "Snowflake Cortex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when you want AI **inside the warehouse** for analyst teams"}, {"id": "mai-20260917-0922-baseline|c144-m1|challenger-small|Dataiku", "prompt": "c144-m1", "model": "challenger-small", "cat": "ml-platforms", "variant": "direct", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for **citizen-developer-led ML** and mixed cloud/on-prem needs"}, {"id": "mai-20260917-0922-baseline|c144-m1|deepseek-small|AWS SageMaker", "prompt": "c144-m1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend starting with the **managed ML service on whichever cloud you already use** (SageMaker, Azure ML, or Vertex AI)"}, {"id": "mai-20260917-0922-baseline|c144-m1|deepseek-small|Microsoft Azure ML", "prompt": "c144-m1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure ML", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "(SageMaker, Azure ML, or Vertex AI) — it ships fastest, integrates cleanly, and scales with you"}, {"id": "mai-20260917-0922-baseline|c144-m1|deepseek-small|Google Vertex AI", "prompt": "c144-m1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "(SageMaker, Azure ML, or Vertex AI) — it ships fastest, integrates cleanly, and scales with you"}, {"id": "mai-20260917-0922-baseline|c144-m1|deepseek-small|Databricks Mosaic AI", "prompt": "c144-m1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks Mosaic AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Databricks Mosaic AI** | Data-engineering-led teams unifying data + ML"}, {"id": "mai-20260917-0922-baseline|c144-m1|deepseek-small|Snowflake Cortex AI", "prompt": "c144-m1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "Snowflake Cortex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Snowflake Cortex AI** | Analyst teams building ML inside the warehouse"}, {"id": "mai-20260917-0922-baseline|c144-m1|deepseek-small|Dataiku", "prompt": "c144-m1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider **Dataiku, DataRobot, or H2O.ai**"}, {"id": "mai-20260917-0922-baseline|c144-m1|deepseek-small|DataRobot", "prompt": "c144-m1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider **Dataiku, DataRobot, or H2O.ai**"}, {"id": "mai-20260917-0922-baseline|c144-m1|deepseek-small|H2O.ai", "prompt": "c144-m1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "H2O.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**H2O.ai** — excellent AutoML, free open-source option"}, {"id": "mai-20260917-0922-baseline|c144-m1|deepseek-small|KNIME", "prompt": "c144-m1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "KNIME", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**KNIME** is a strong free option for budget-constrained teams"}, {"id": "mai-20260917-0922-baseline|c144-m1|deepseek-small|Pecan AI", "prompt": "c144-m1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "Pecan AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Pecan AI** (~$760/mo) — genuinely accessible predictive platform for non-technical teams"}, {"id": "mai-20260917-0922-baseline|c144-m1|google-small|Dataiku", "prompt": "c144-m1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "Dataiku", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Platform: **Dataiku**"}, {"id": "mai-20260917-0922-baseline|c144-m1|google-small|Snowflake (Cortex & Snowpark)", "prompt": "c144-m1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "Snowflake (Cortex & Snowpark)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for SQL-Centric / Warehouse-First Teams: **Snowflake (Cortex & Snowpark)**"}, {"id": "mai-20260917-0922-baseline|c144-m1|google-small|Pecan AI", "prompt": "c144-m1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "Pecan AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pecan AI** is specifically built for SQL-proficient analysts."}, {"id": "mai-20260917-0922-baseline|c144-m1|google-small|DataRobot", "prompt": "c144-m1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**DataRobot** is the pioneer in AutoML."}, {"id": "mai-20260917-0922-baseline|c144-m1|google-small|Microsoft Azure Machine Learning", "prompt": "c144-m1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best Cloud-Native Option: **Microsoft Azure Machine Learning**"}, {"id": "mai-20260917-0922-baseline|c144-m1|google-small|AWS SageMaker", "prompt": "c144-m1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SageMaker is notoriously complex, has a steep learning curve, and often drains mid-market budgets through hidden configuration costs"}, {"id": "mai-20260917-0922-baseline|c144-m1|google-small|Databricks", "prompt": "c144-m1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "High-scale custom models, LLMs/RAG | **Databricks** or **Snowflake Snowpark**"}, {"id": "mai-20260917-0922-baseline|c144-m1|google-small|Salesforce Einstein", "prompt": "c144-m1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "Salesforce Einstein", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "tools like **Salesforce Einstein** or **HubSpot AI** already have machine learning built-in"}, {"id": "mai-20260917-0922-baseline|c144-m1|google-small|HubSpot AI", "prompt": "c144-m1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "HubSpot AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "tools like **Salesforce Einstein** or **HubSpot AI** already have machine learning built-in"}, {"id": "mai-20260917-0922-baseline|c144-m1|google-small|Amplemarket", "prompt": "c144-m1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "Amplemarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "specialized platforms like **Amplemarket**, **6sense**, or **ZoomInfo** use proprietary, pre-trained ML models"}, {"id": "mai-20260917-0922-baseline|c144-m1|google-small|6sense", "prompt": "c144-m1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "specialized platforms like **Amplemarket**, **6sense**, or **ZoomInfo** use proprietary, pre-trained ML models"}, {"id": "mai-20260917-0922-baseline|c144-m1|google-small|ZoomInfo", "prompt": "c144-m1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "specialized platforms like **Amplemarket**, **6sense**, or **ZoomInfo** use proprietary, pre-trained ML models"}, {"id": "mai-20260917-0922-baseline|c144-m1|minimax-small|Databricks", "prompt": "c144-m1", "model": "minimax-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with either **Databricks** or **Azure Machine Learning**"}, {"id": "mai-20260917-0922-baseline|c144-m1|minimax-small|Microsoft Azure Machine Learning", "prompt": "c144-m1", "model": "minimax-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with either **Databricks** or **Azure Machine Learning**"}, {"id": "mai-20260917-0922-baseline|c144-m1|minimax-small|AWS SageMaker", "prompt": "c144-m1", "model": "minimax-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "extensive documentation, but requires more technical expertise"}, {"id": "mai-20260917-0922-baseline|c144-m1|minimax-small|Snowflake Cortex AI", "prompt": "c144-m1", "model": "minimax-small", "cat": "ml-platforms", "variant": "direct", "raw": "Snowflake Cortex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team is more analytics-focused with limited ML expertise, **Snowflake Cortex AI** ... would be excellent choices"}, {"id": "mai-20260917-0922-baseline|c144-m1|minimax-small|Google Vertex AI", "prompt": "c144-m1", "model": "minimax-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Google Vertex AI** (for AutoML capabilities) would be excellent choices"}, {"id": "mai-20260917-0922-baseline|c144-m1|mistral-small|Microsoft Azure Machine Learning", "prompt": "c144-m1", "model": "mistral-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're in a Microsoft-heavy environment, **Azure Machine Learning** is a top choice."}, {"id": "mai-20260917-0922-baseline|c144-m1|mistral-small|Databricks Mosaic AI Platform", "prompt": "c144-m1", "model": "mistral-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks Mosaic AI Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your focus is on data engineering and collaboration, **Databricks** is highly recommended."}, {"id": "mai-20260917-0922-baseline|c144-m1|mistral-small|Google Vertex AI", "prompt": "c144-m1", "model": "mistral-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Google Cloud users, **Vertex AI** is a strong fit."}, {"id": "mai-20260917-0922-baseline|c144-m1|mistral-small|AWS SageMaker", "prompt": "c144-m1", "model": "mistral-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For AWS users, **SageMaker** offers the most flexibility."}, {"id": "mai-20260917-0922-baseline|c144-m1|mistral-small|Dataiku", "prompt": "c144-m1", "model": "mistral-small", "cat": "ml-platforms", "variant": "direct", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For teams with less technical expertise, **Dataiku** provides a more accessible platform."}, {"id": "mai-20260917-0922-baseline|c144-m1|moonshot-small|Dataiku", "prompt": "c144-m1", "model": "moonshot-small", "cat": "ml-platforms", "variant": "direct", "raw": "Dataiku", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dataiku** is often the top choice for mid-market B2B companies"}, {"id": "mai-20260917-0922-baseline|c144-m1|moonshot-small|Databricks Mosaic AI", "prompt": "c144-m1", "model": "moonshot-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks Mosaic AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Databricks** if you have strong data engineering resources and anticipate massive data scale."}, {"id": "mai-20260917-0922-baseline|c144-m1|moonshot-small|Microsoft Azure Machine Learning", "prompt": "c144-m1", "model": "moonshot-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Azure ML** if you're already deeply invested in Microsoft products."}, {"id": "mai-20260917-0922-baseline|c144-m1|moonshot-small|Amazon SageMaker", "prompt": "c144-m1", "model": "moonshot-small", "cat": "ml-platforms", "variant": "direct", "raw": "Amazon SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Steeper learning curve; better for teams with existing AWS expertise"}, {"id": "mai-20260917-0922-baseline|c144-m1|moonshot-small|Snowflake Cortex AI", "prompt": "c144-m1", "model": "moonshot-small", "cat": "ml-platforms", "variant": "direct", "raw": "Snowflake Cortex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Snowflake-standardized firms"}, {"id": "mai-20260917-0922-baseline|c144-m1|openai-small|Databricks", "prompt": "c144-m1", "model": "openai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Databricks**"}, {"id": "mai-20260917-0922-baseline|c144-m1|openai-small|Amazon SageMaker", "prompt": "c144-m1", "model": "openai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Amazon SageMaker** if you are all-in on AWS"}, {"id": "mai-20260917-0922-baseline|c144-m1|openai-small|Azure Machine Learning", "prompt": "c144-m1", "model": "openai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Azure Machine Learning** if you need a more traditional Azure ML-centric approach"}, {"id": "mai-20260917-0922-baseline|c144-m1|xai-small|Microsoft Azure Machine Learning", "prompt": "c144-m1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Azure ML**—it's cost-effective, scalable, and analyst-friendly without overkill"}, {"id": "mai-20260917-0922-baseline|c144-m1|xai-small|Databricks Mosaic AI", "prompt": "c144-m1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks Mosaic AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for data-heavy B2B with engineering teams)"}, {"id": "mai-20260917-0922-baseline|c144-m1|xai-small|Dataiku", "prompt": "c144-m1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for collaborative, low-code B2B teams)"}, {"id": "mai-20260917-0922-baseline|c144-m1|xai-small|DataRobot", "prompt": "c144-m1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for AutoML-focused B2B without deep DS teams)"}, {"id": "mai-20260917-0922-baseline|c144-m1|xai-small|Snowflake Cortex AI", "prompt": "c144-m1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Snowflake Cortex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Snowflake Cortex AI** if data's in Snowflake (SQL-based, analyst-friendly, pay-per-credit)"}, {"id": "mai-20260917-0922-baseline|c144-m1|xai-small|Google Vertex AI", "prompt": "c144-m1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Google Vertex AI** or **AWS SageMaker** if locked into GCP/AWS"}, {"id": "mai-20260917-0922-baseline|c144-m1|xai-small|AWS SageMaker", "prompt": "c144-m1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Google Vertex AI** or **AWS SageMaker** if locked into GCP/AWS"}, {"id": "mai-20260917-0922-baseline|c144-m1|xai-small|H2O.ai", "prompt": "c144-m1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "H2O.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Open-source like **H2O.ai** for cost-sensitive (free core, but needs expertise)"}, {"id": "mai-20260917-0922-baseline|c144-m1|zai-small|Dataiku Data Science Studio (DSS)", "prompt": "c144-m1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Dataiku Data Science Studio (DSS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dataiku is widely considered the leader in this space"}, {"id": "mai-20260917-0922-baseline|c144-m1|zai-small|Databricks", "prompt": "c144-m1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Cloud-Native & Data Engineering ... Databricks is the industry standard"}, {"id": "mai-20260917-0922-baseline|c144-m1|zai-small|DataRobot", "prompt": "c144-m1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for \"Turnkey\" Automation ... DataRobot is the top contender"}, {"id": "mai-20260917-0922-baseline|c144-m1|zai-small|Microsoft Azure Machine Learning", "prompt": "c144-m1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure ML is often the most logical choice"}, {"id": "mai-20260917-0922-baseline|c144-m2|alibaba-small|Databricks", "prompt": "c144-m2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Databricks is currently the strongest contender in the market"}, {"id": "mai-20260917-0922-baseline|c144-m2|alibaba-small|Azure Machine Learning", "prompt": "c144-m2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "deeply invested in the Azure ecosystem, this is the safest bet"}, {"id": "mai-20260917-0922-baseline|c144-m2|alibaba-small|Domino Data Lab", "prompt": "c144-m2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Domino Data Lab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The User-Experience Leader: Domino Data Lab"}, {"id": "mai-20260917-0922-baseline|c144-m2|alibaba-small|Amazon SageMaker", "prompt": "c144-m2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally recommended only if you have a dedicated DevOps engineer, as it can be complex to configure"}, {"id": "mai-20260917-0922-baseline|c144-m2|anthropic-small|Databricks Mosaic AI", "prompt": "c144-m2", "model": "anthropic-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks Mosaic AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose **Databricks** if you're building modern compound AI systems"}, {"id": "mai-20260917-0922-baseline|c144-m2|anthropic-small|DataRobot", "prompt": "c144-m2", "model": "anthropic-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**DataRobot** for governance-focused enterprise needs"}, {"id": "mai-20260917-0922-baseline|c144-m2|anthropic-small|Azure Machine Learning", "prompt": "c144-m2", "model": "anthropic-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a **cloud provider option** (Azure ML/Vertex AI) if you want tight integration with existing infrastructure"}, {"id": "mai-20260917-0922-baseline|c144-m2|anthropic-small|Google Vertex AI", "prompt": "c144-m2", "model": "anthropic-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "These cloud-native solutions are ideal if your team already uses their ecosystems."}, {"id": "mai-20260917-0922-baseline|c144-m2|anthropic-small|TrueFoundry", "prompt": "c144-m2", "model": "anthropic-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "TrueFoundry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**TrueFoundry** (for infrastructure simplicity)"}, {"id": "mai-20260917-0922-baseline|c144-m2|challenger-small|Databricks Mosaic AI", "prompt": "c144-m2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks Mosaic AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one recommendation without more context, I'd pick **Databricks Mosaic AI** for a mid-sized B2B company"}, {"id": "mai-20260917-0922-baseline|c144-m2|challenger-small|Google Vertex AI", "prompt": "c144-m2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex AI** when you're on GCP"}, {"id": "mai-20260917-0922-baseline|c144-m2|challenger-small|Amazon SageMaker", "prompt": "c144-m2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SageMaker** when you're on AWS"}, {"id": "mai-20260917-0922-baseline|c144-m2|challenger-small|MLflow", "prompt": "c144-m2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**MLflow + BentoML** is the best lower-cost, more portable stack"}, {"id": "mai-20260917-0922-baseline|c144-m2|challenger-small|BentoML", "prompt": "c144-m2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "BentoML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**MLflow + BentoML** is the best lower-cost, more portable stack"}, {"id": "mai-20260917-0922-baseline|c144-m2|challenger-small|Comet ML", "prompt": "c144-m2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Comet ML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "lighter mid-size-friendly managed platform with collaboration features | **Comet ML** or **ClearML**"}, {"id": "mai-20260917-0922-baseline|c144-m2|challenger-small|ClearML", "prompt": "c144-m2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "ClearML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Comet ML** or **ClearML**"}, {"id": "mai-20260917-0922-baseline|c144-m2|deepseek-small|Databricks (with MLflow)", "prompt": "c144-m2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks (with MLflow)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall \"sweet spot\": **Databricks (with MLflow)** — my top recommendation"}, {"id": "mai-20260917-0922-baseline|c144-m2|deepseek-small|MLflow", "prompt": "c144-m2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **open-source MLflow**, then add managed or cloud features as you grow."}, {"id": "mai-20260917-0922-baseline|c144-m2|deepseek-small|AWS SageMaker AI", "prompt": "c144-m2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "AWS SageMaker AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "most mature CI/CD pipelines, model registry, and broad ecosystem. Best for AWS-committed teams."}, {"id": "mai-20260917-0922-baseline|c144-m2|deepseek-small|Azure Machine Learning", "prompt": "c144-m2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "scores highest (2.95/3) on enterprise readiness per GigaOm"}, {"id": "mai-20260917-0922-baseline|c144-m2|deepseek-small|Google Vertex AI", "prompt": "c144-m2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong for teams already on GCP, with a unified pipeline (Kubeflow-based)"}, {"id": "mai-20260917-0922-baseline|c144-m2|deepseek-small|Kubeflow", "prompt": "c144-m2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Kubeflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "flexible and free, but requires ML engineering depth to operate"}, {"id": "mai-20260917-0922-baseline|c144-m2|google-small|Kubeflow", "prompt": "c144-m2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Kubeflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Unlike raw Kubeflow (which requires dedicated Kubernetes platform engineers)"}, {"id": "mai-20260917-0922-baseline|c144-m2|google-small|MLflow", "prompt": "c144-m2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Databricks + Managed MLflow | Removes the friction between data prep and model training."}, {"id": "mai-20260917-0922-baseline|c144-m2|google-small|DVC", "prompt": "c144-m2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "DVC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "stitch together too many niche, open-source tools (e.g., combining raw Kubeflow, MLflow, DVC, and separate monitoring)"}, {"id": "mai-20260917-0922-baseline|c144-m2|google-small|ClearML", "prompt": "c144-m2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "ClearML", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "ClearML: Best Overall for Flexibility and Cost-Efficiency"}, {"id": "mai-20260917-0922-baseline|c144-m2|google-small|TrueFoundry", "prompt": "c144-m2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "TrueFoundry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "TrueFoundry: Best for Kubernetes-Native and GenAI/LLM Workloads"}, {"id": "mai-20260917-0922-baseline|c144-m2|google-small|Google Vertex AI", "prompt": "c144-m2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Deep Cloud Integration"}, {"id": "mai-20260917-0922-baseline|c144-m2|google-small|AWS SageMaker", "prompt": "c144-m2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Both platforms have a reputation for being complex, clunky to navigate, and prone to vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c144-m2|google-small|Databricks", "prompt": "c144-m2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Databricks (with Managed MLflow): Best if Your Core Data is in a Lakehouse"}, {"id": "mai-20260917-0922-baseline|c144-m2|meta-small|Amazon SageMaker", "prompt": "c144-m2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "An end-to-end platform for MLOps that includes model training, deployment, and monitoring. It is best suited for organizations that are already using AWS."}, {"id": "mai-20260917-0922-baseline|c144-m2|meta-small|Google Cloud AI Platform (Vertex AI)", "prompt": "c144-m2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Cloud AI Platform (Vertex AI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A platform that supports businesses that depend on Google Cloud"}, {"id": "mai-20260917-0922-baseline|c144-m2|meta-small|Azure ML", "prompt": "c144-m2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure ML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "well-suited for large organizations in regulated industries"}, {"id": "mai-20260917-0922-baseline|c144-m2|meta-small|MLflow", "prompt": "c144-m2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "An open-source platform that is ideal for teams with their own infrastructure"}, {"id": "mai-20260917-0922-baseline|c144-m2|meta-small|Comet ML", "prompt": "c144-m2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Comet ML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A platform that is suitable for small to mid-sized teams."}, {"id": "mai-20260917-0922-baseline|c144-m2|meta-small|ClearML", "prompt": "c144-m2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "ClearML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "suitable for mid-size DevOps-focused teams"}, {"id": "mai-20260917-0922-baseline|c144-m2|meta-small|Domino", "prompt": "c144-m2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Domino", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "suitable for mid-market and enterprise organizations"}, {"id": "mai-20260917-0922-baseline|c144-m2|minimax-small|AWS SageMaker", "prompt": "c144-m2", "model": "minimax-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "AWS SageMaker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: AWS SageMaker"}, {"id": "mai-20260917-0922-baseline|c144-m2|minimax-small|Databricks (Managed MLflow)", "prompt": "c144-m2", "model": "minimax-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks (Managed MLflow)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives: 1. Databricks (Managed MLflow)"}, {"id": "mai-20260917-0922-baseline|c144-m2|minimax-small|MLflow (Open Source)", "prompt": "c144-m2", "model": "minimax-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for cost-conscious companies with strong engineering capabilities"}, {"id": "mai-20260917-0922-baseline|c144-m2|minimax-small|Kubeflow", "prompt": "c144-m2", "model": "minimax-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Kubeflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open-source but requires significant management overhead"}, {"id": "mai-20260917-0922-baseline|c144-m2|mistral-small|Amazon SageMaker", "prompt": "c144-m2", "model": "mistral-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon SageMaker** and **Databricks** are the top choices due to their scalability, integration, and comprehensive feature sets."}, {"id": "mai-20260917-0922-baseline|c144-m2|mistral-small|Databricks Machine Learning", "prompt": "c144-m2", "model": "mistral-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Amazon SageMaker** and **Databricks** are the top choices"}, {"id": "mai-20260917-0922-baseline|c144-m2|mistral-small|MLflow", "prompt": "c144-m2", "model": "mistral-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer an open-source approach or have specific customization needs, **MLflow** is a strong alternative."}, {"id": "mai-20260917-0922-baseline|c144-m2|mistral-small|Google Vertex AI", "prompt": "c144-m2", "model": "mistral-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It's a good fit if your company is already on Google Cloud"}, {"id": "mai-20260917-0922-baseline|c144-m2|moonshot-small|AWS SageMaker", "prompt": "c144-m2", "model": "moonshot-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "AWS SageMaker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with AWS SageMaker** unless you have specific reasons to choose otherwise"}, {"id": "mai-20260917-0922-baseline|c144-m2|moonshot-small|Azure Machine Learning", "prompt": "c144-m2", "model": "moonshot-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose **Azure ML** if you're in a regulated industry or heavily invested in Microsoft tools"}, {"id": "mai-20260917-0922-baseline|c144-m2|moonshot-small|Google Vertex AI", "prompt": "c144-m2", "model": "moonshot-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vertex AI** if you're already on GCP or prioritize ease of use over feature depth"}, {"id": "mai-20260917-0922-baseline|c144-m2|openai-small|Databricks", "prompt": "c144-m2", "model": "openai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Databricks** as the default MLOps platform"}, {"id": "mai-20260917-0922-baseline|c144-m2|openai-small|Amazon SageMaker", "prompt": "c144-m2", "model": "openai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "some SageMaker AI features are no longer open to new customers starting July 30, 2026, so I'd verify fit carefully"}, {"id": "mai-20260917-0922-baseline|c144-m2|openai-small|Vertex AI", "prompt": "c144-m2", "model": "openai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Cloud-first org:** **Vertex AI** is worth evaluating"}, {"id": "mai-20260917-0922-baseline|c144-m2|xai-small|Amazon SageMaker", "prompt": "c144-m2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with your existing cloud provider—most often Amazon SageMaker (if on AWS), Google Vertex AI (GCP), or Azure Machine Learning (Azure)"}, {"id": "mai-20260917-0922-baseline|c144-m2|xai-small|Google Vertex AI", "prompt": "c144-m2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "most often Amazon SageMaker (if on AWS), Google Vertex AI (GCP), or Azure Machine Learning (Azure)"}, {"id": "mai-20260917-0922-baseline|c144-m2|xai-small|Azure Machine Learning", "prompt": "c144-m2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Azure Machine Learning (Azure)—as they offer the best integration"}, {"id": "mai-20260917-0922-baseline|c144-m2|xai-small|Databricks (w/ MLflow)", "prompt": "c144-m2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks (w/ MLflow)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unified data+ML, open MLflow tracking/registry, easy scaling. | Higher base cost if not data-focused."}, {"id": "mai-20260917-0922-baseline|c144-m2|xai-small|MLflow", "prompt": "c144-m2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Open-source Alternative: MLflow (Databricks-backed)"}, {"id": "mai-20260917-0922-baseline|c144-m2|xai-small|Kubeflow", "prompt": "c144-m2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Kubeflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pairs with Kubeflow for pipelines."}, {"id": "mai-20260917-0922-baseline|c144-m2|zai-small|Google Cloud Vertex AI", "prompt": "c144-m2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Cloud Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google Cloud Vertex AI** (especially Vertex AI Pipelines) is the most balanced, end‑to‑end MLOps platform for your stage."}, {"id": "mai-20260917-0922-baseline|c144-m2|zai-small|MLflow (managed)", "prompt": "c144-m2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow (managed)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You want a lightweight, open‑source‑centric stack with minimal vendor lock‑in and strong experiment tracking."}, {"id": "mai-20260917-0922-baseline|c144-m2|zai-small|AWS SageMaker", "prompt": "c144-m2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Integrated with AWS ecosystem, strong compliance tooling, but higher cost and more components to manage."}, {"id": "mai-20260917-0922-baseline|c144-m2|zai-small|Azure ML", "prompt": "c144-m2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure ML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deep Microsoft integration, SOC 2/ISO‑27001 ready, but again, Azure lock‑in."}, {"id": "mai-20260917-0922-baseline|c144-m2|zai-small|Weights & Biases (W&B) Enterprise", "prompt": "c144-m2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Weights & Biases (W&B) Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent experiment tracking and collaboration, but you’ll need separate tools for model registry, serving, and monitoring."}, {"id": "mai-20260917-0922-baseline|c144-m2|zai-small|Kubeflow (self‑hosted)", "prompt": "c144-m2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Kubeflow (self‑hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free, fully customizable, but higher operational overhead and steeper learning curve."}, {"id": "mai-20260917-0922-baseline|c144-m2|zai-small|ClearML", "prompt": "c144-m2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "ClearML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good balance of features and ease of use, but you’ll still want to add monitoring"}, {"id": "mai-20260917-0922-baseline|c144-m2|zai-small|BentoML", "prompt": "c144-m2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "BentoML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Open‑source, self‑hosted** → MLflow, Kubeflow, BentoML (costs are infrastructure only)."}, {"id": "mai-20260917-0922-baseline|c144-m3|alibaba-small|Amazon SageMaker", "prompt": "c144-m3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "It is widely considered the most mature and feature-rich platform... Cons: Has a steeper learning curve than competitors"}, {"id": "mai-20260917-0922-baseline|c144-m3|alibaba-small|Google Cloud Vertex AI", "prompt": "c144-m3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Cloud Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose Vertex AI if you are building computer vision or natural language models using TensorFlow"}, {"id": "mai-20260917-0922-baseline|c144-m3|alibaba-small|Microsoft Azure Machine Learning", "prompt": "c144-m3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose Azure if your business is already Microsoft-centric"}, {"id": "mai-20260917-0922-baseline|c144-m3|alibaba-small|Databricks", "prompt": "c144-m3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose Databricks if your biggest bottleneck is data preparation"}, {"id": "mai-20260917-0922-baseline|c144-m3|alibaba-small|Kaggle / Colab", "prompt": "c144-m3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Kaggle / Colab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "While not enterprise platforms for deployment, they remain top choices for free GPU access"}, {"id": "mai-20260917-0922-baseline|c144-m3|anthropic-small|AWS SageMaker", "prompt": "c144-m3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "AWS SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SageMaker's native support for CI/CD, model monitoring, and multiple deployment patterns makes it ready for production workloads at scale"}, {"id": "mai-20260917-0922-baseline|c144-m3|anthropic-small|Vertex AI", "prompt": "c144-m3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**AWS SageMaker, Google Vertex AI, and Azure ML** are the leading cloud-specific options."}, {"id": "mai-20260917-0922-baseline|c144-m3|anthropic-small|Azure ML", "prompt": "c144-m3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Azure ML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "are the leading cloud-specific options"}, {"id": "mai-20260917-0922-baseline|c144-m3|anthropic-small|Databricks", "prompt": "c144-m3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Databricks Lakehouse Platform and Snowflake Cortex AI bring AI tools directly to your data"}, {"id": "mai-20260917-0922-baseline|c144-m3|anthropic-small|DataRobot", "prompt": "c144-m3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top ML platforms include AWS SageMaker, Vertex AI, Azure ML, Databricks, DataRobot, H2O.ai, and Dataiku"}, {"id": "mai-20260917-0922-baseline|c144-m3|anthropic-small|H2O.ai", "prompt": "c144-m3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top ML platforms include ... H2O.ai, and Dataiku"}, {"id": "mai-20260917-0922-baseline|c144-m3|anthropic-small|Dataiku", "prompt": "c144-m3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The top ML platforms include ... H2O.ai, and Dataiku"}, {"id": "mai-20260917-0922-baseline|c144-m3|anthropic-small|Snowflake Cortex AI", "prompt": "c144-m3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Snowflake Cortex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Databricks Lakehouse Platform and Snowflake Cortex AI bring AI tools directly to your data"}, {"id": "mai-20260917-0922-baseline|c144-m3|anthropic-small|TensorFlow", "prompt": "c144-m3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "TensorFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "TensorFlow and PyTorch are top choices for researchers and developers needing flexibility and control"}, {"id": "mai-20260917-0922-baseline|c144-m3|anthropic-small|PyTorch", "prompt": "c144-m3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "PyTorch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "TensorFlow and PyTorch are top choices for researchers and developers needing flexibility and control"}, {"id": "mai-20260917-0922-baseline|c144-m3|anthropic-small|Hugging Face Inference Endpoints", "prompt": "c144-m3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Hugging Face Inference Endpoints", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Hugging Face Inference Endpoints and Anyscale (Ray) offer rapid, vendor-neutral deployment"}, {"id": "mai-20260917-0922-baseline|c144-m3|anthropic-small|Anyscale (Ray)", "prompt": "c144-m3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Anyscale (Ray)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Anyscale (Ray) offer rapid, vendor-neutral deployment for teams that prioritize speed and control"}, {"id": "mai-20260917-0922-baseline|c144-m3|anthropic-small|Weights & Biases (W&B)", "prompt": "c144-m3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Weights & Biases (W&B)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Weights & Biases (W&B) expanded into LLM-specific observability"}, {"id": "mai-20260917-0922-baseline|c144-m3|challenger-small|AWS SageMaker", "prompt": "c144-m3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **SageMaker** if you are all-in on **AWS**."}, {"id": "mai-20260917-0922-baseline|c144-m3|challenger-small|Google Vertex AI", "prompt": "c144-m3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Vertex AI** if you are on **Google Cloud**"}, {"id": "mai-20260917-0922-baseline|c144-m3|challenger-small|Azure Machine Learning", "prompt": "c144-m3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Azure ML** if you need **enterprise MLOps** inside the **Microsoft** ecosystem."}, {"id": "mai-20260917-0922-baseline|c144-m3|challenger-small|Databricks", "prompt": "c144-m3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Databricks** if your ML work starts with **large-scale data engineering**."}, {"id": "mai-20260917-0922-baseline|c144-m3|challenger-small|DataRobot", "prompt": "c144-m3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **DataRobot** if you want **automation first**."}, {"id": "mai-20260917-0922-baseline|c144-m3|challenger-small|H2O.ai", "prompt": "c144-m3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **H2O.ai** if you want **open-source flexibility** with enterprise capabilities."}, {"id": "mai-20260917-0922-baseline|c144-m3|challenger-small|Dataiku", "prompt": "c144-m3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Dataiku is also a common choice for mixed technical/non-technical teams"}, {"id": "mai-20260917-0922-baseline|c144-m3|deepseek-small|TensorFlow", "prompt": "c144-m3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "TensorFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "TensorFlow wins on production/enterprise scaling"}, {"id": "mai-20260917-0922-baseline|c144-m3|deepseek-small|PyTorch", "prompt": "c144-m3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "PyTorch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PyTorch** wins on research agility and the modern AI/LLM ecosystem"}, {"id": "mai-20260917-0922-baseline|c144-m3|deepseek-small|scikit-learn", "prompt": "c144-m3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "scikit-learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the go-to for straightforward tabular analytics"}, {"id": "mai-20260917-0922-baseline|c144-m3|deepseek-small|Amazon SageMaker AI", "prompt": "c144-m3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Broadest feature set, deep AWS integration ... Best for complex enterprise ML at scale. ~34% market share."}, {"id": "mai-20260917-0922-baseline|c144-m3|deepseek-small|Azure Machine Learning", "prompt": "c144-m3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Azure ML** if you use Microsoft 365/Teams/Power BI and need enterprise governance"}, {"id": "mai-20260917-0922-baseline|c144-m3|deepseek-small|Google Vertex AI", "prompt": "c144-m3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Vertex AI** if you're on Google Cloud and want tight BigQuery/data-engineering integration"}, {"id": "mai-20260917-0922-baseline|c144-m3|deepseek-small|Databricks Machine Learning", "prompt": "c144-m3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Great for big data + ML in one place."}, {"id": "mai-20260917-0922-baseline|c144-m3|deepseek-small|DataRobot", "prompt": "c144-m3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Enterprise AutoML; automates model building, tuning, and deployment for non-experts"}, {"id": "mai-20260917-0922-baseline|c144-m3|deepseek-small|H2O.ai", "prompt": "c144-m3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Scalable open-source AutoML for enterprise applications."}, {"id": "mai-20260917-0922-baseline|c144-m3|deepseek-small|RapidMiner", "prompt": "c144-m3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "RapidMiner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Visual workflow designer with AutoML, ideal for non-programmers."}, {"id": "mai-20260917-0922-baseline|c144-m3|deepseek-small|IBM Watson Studio", "prompt": "c144-m3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "IBM Watson Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Integrates with the Watson ecosystem, governance, and hybrid-cloud deployments."}, {"id": "mai-20260917-0922-baseline|c144-m3|deepseek-small|Salesforce Einstein", "prompt": "c144-m3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Salesforce Einstein", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "For ML embedded directly into CRM/marketing workflows."}, {"id": "mai-20260917-0922-baseline|c144-m3|google-small|Amazon SageMaker (AWS)", "prompt": "c144-m3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker (AWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For: Enterprises heavily committed to AWS seeking highly scalable, elastic training infrastructure."}, {"id": "mai-20260917-0922-baseline|c144-m3|google-small|Google Cloud Vertex AI (GCP)", "prompt": "c144-m3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Cloud Vertex AI (GCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vertex AI is considered the most \"AI-first\" cloud platform."}, {"id": "mai-20260917-0922-baseline|c144-m3|google-small|Microsoft Azure Machine Learning (Azure)", "prompt": "c144-m3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Microsoft Azure Machine Learning (Azure)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "making it the safest pick for corporate and heavily audited environments"}, {"id": "mai-20260917-0922-baseline|c144-m3|google-small|Databricks (Mosaic AI / MLflow)", "prompt": "c144-m3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks (Mosaic AI / MLflow)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "bridges the gap between big data engineering and heavy machine learning better than any other platform"}, {"id": "mai-20260917-0922-baseline|c144-m3|google-small|Snowflake (Snowpark / Cortex)", "prompt": "c144-m3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Snowflake (Snowpark / Cortex)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: SQL-heavy organizations and teams whose primary source of truth is stored within the Snowflake Data Cloud."}, {"id": "mai-20260917-0922-baseline|c144-m3|google-small|MLflow", "prompt": "c144-m3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The industry-standard open-source tool for tracking experiments, managing model registries, and packaging code."}, {"id": "mai-20260917-0922-baseline|c144-m3|google-small|Weights & Biases (W&B)", "prompt": "c144-m3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Weights & Biases (W&B)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "W&B is widely considered to have the best user experience (UX) and visualization dashboards for deep learning."}, {"id": "mai-20260917-0922-baseline|c144-m3|google-small|Hugging Face", "prompt": "c144-m3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Hugging Face", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "It is not a traditional MLOps data pipeline tool. Instead, Hugging Face acts as the \"GitHub of AI\"."}, {"id": "mai-20260917-0922-baseline|c144-m3|google-small|Dataiku", "prompt": "c144-m3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best For: Organizations looking to democratize machine learning across both highly technical data scientists and non-technical business analysts."}, {"id": "mai-20260917-0922-baseline|c144-m3|google-small|DataRobot", "prompt": "c144-m3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Highly intuitive visual interfaces designed to bridge data scientists and business analysts."}, {"id": "mai-20260917-0922-baseline|c144-m3|meta-small|Amazon SageMaker", "prompt": "c144-m3", "model": "meta-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include Amazon SageMaker, Google Vertex AI, Azure Machine Learning, Databricks, and DataRobot."}, {"id": "mai-20260917-0922-baseline|c144-m3|meta-small|Google Vertex AI", "prompt": "c144-m3", "model": "meta-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include Amazon SageMaker, Google Vertex AI, Azure Machine Learning, Databricks, and DataRobot."}, {"id": "mai-20260917-0922-baseline|c144-m3|meta-small|Azure Machine Learning", "prompt": "c144-m3", "model": "meta-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include Amazon SageMaker, Google Vertex AI, Azure Machine Learning, Databricks, and DataRobot."}, {"id": "mai-20260917-0922-baseline|c144-m3|meta-small|Databricks", "prompt": "c144-m3", "model": "meta-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top platforms include Amazon SageMaker, Google Vertex AI, Azure Machine Learning, Databricks, and DataRobot."}, {"id": "mai-20260917-0922-baseline|c144-m3|meta-small|DataRobot", "prompt": "c144-m3", "model": "meta-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top platforms include Amazon SageMaker, Google Vertex AI, Azure Machine Learning, Databricks, and DataRobot."}, {"id": "mai-20260917-0922-baseline|c144-m3|minimax-small|AWS SageMaker", "prompt": "c144-m3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**AWS teams** → SageMaker"}, {"id": "mai-20260917-0922-baseline|c144-m3|minimax-small|Google Vertex AI", "prompt": "c144-m3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GCP teams** → Vertex AI"}, {"id": "mai-20260917-0922-baseline|c144-m3|minimax-small|Azure ML", "prompt": "c144-m3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Azure ML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft shops** → Azure ML"}, {"id": "mai-20260917-0922-baseline|c144-m3|minimax-small|Databricks Mosaic AI", "prompt": "c144-m3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks Mosaic AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Data + ML unification** → Databricks"}, {"id": "mai-20260917-0922-baseline|c144-m3|minimax-small|Dataiku", "prompt": "c144-m3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Low-code/collab** → Dataiku or H2O.ai"}, {"id": "mai-20260917-0922-baseline|c144-m3|minimax-small|H2O.ai", "prompt": "c144-m3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Low-code/collab** → Dataiku or H2O.ai"}, {"id": "mai-20260917-0922-baseline|c144-m3|minimax-small|DataRobot", "prompt": "c144-m3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**DataRobot** – Automated ML with white-box model export"}, {"id": "mai-20260917-0922-baseline|c144-m3|minimax-small|Weights & Biases", "prompt": "c144-m3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Weights & Biases", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Experiment tracking and model management"}, {"id": "mai-20260917-0922-baseline|c144-m3|minimax-small|KNIME", "prompt": "c144-m3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "KNIME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**KNIME** – Open-source, flexible, no-cloud-required option"}, {"id": "mai-20260917-0922-baseline|c144-m3|mistral-small|C3 AI", "prompt": "c144-m3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "C3 AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leaders in The Forrester Wave™: AI/ML Platforms, Q3 2024:\n- C3 AI"}, {"id": "mai-20260917-0922-baseline|c144-m3|mistral-small|Databricks", "prompt": "c144-m3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Known for its Lakehouse architecture, combining data lakes and warehouses."}, {"id": "mai-20260917-0922-baseline|c144-m3|mistral-small|Google", "prompt": "c144-m3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leaders in The Forrester Wave™: AI/ML Platforms, Q3 2024:\n- Google"}, {"id": "mai-20260917-0922-baseline|c144-m3|mistral-small|Palantir", "prompt": "c144-m3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Palantir", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Palantir"}, {"id": "mai-20260917-0922-baseline|c144-m3|mistral-small|SAS", "prompt": "c144-m3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "SAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- SAS"}, {"id": "mai-20260917-0922-baseline|c144-m3|mistral-small|Amazon SageMaker", "prompt": "c144-m3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Full-featured, managed service for building, training, and deploying ML models."}, {"id": "mai-20260917-0922-baseline|c144-m3|mistral-small|Microsoft Azure Machine Learning", "prompt": "c144-m3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise-focused, with extensive model management tools."}, {"id": "mai-20260917-0922-baseline|c144-m3|mistral-small|Google Cloud Vertex AI", "prompt": "c144-m3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Cloud Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Unified, fully managed platform for building, deploying, and scaling ML models."}, {"id": "mai-20260917-0922-baseline|c144-m3|mistral-small|TensorFlow", "prompt": "c144-m3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "TensorFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Open-source deep learning framework."}, {"id": "mai-20260917-0922-baseline|c144-m3|mistral-small|Alteryx", "prompt": "c144-m3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Alteryx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other Notable Platforms:\n- ... Alteryx"}, {"id": "mai-20260917-0922-baseline|c144-m3|mistral-small|RapidMiner", "prompt": "c144-m3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "RapidMiner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "- RapidMiner"}, {"id": "mai-20260917-0922-baseline|c144-m3|mistral-small|Dataiku", "prompt": "c144-m3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Focuses on collaborative enterprise AI development."}, {"id": "mai-20260917-0922-baseline|c144-m3|mistral-small|Kubeflow", "prompt": "c144-m3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Kubeflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Open-source, Kubernetes-native platform."}, {"id": "mai-20260917-0922-baseline|c144-m3|mistral-small|Deepnote", "prompt": "c144-m3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Deepnote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "- Deepnote"}, {"id": "mai-20260917-0922-baseline|c144-m3|moonshot-small|Amazon SageMaker", "prompt": "c144-m3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for**: Organizations already using AWS infrastructure ... **Considerations**: AWS ecosystem lock-in"}, {"id": "mai-20260917-0922-baseline|c144-m3|moonshot-small|Google Cloud AI Platform (Vertex AI)", "prompt": "c144-m3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Cloud AI Platform (Vertex AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Unified ML and generative AI development on Google Cloud"}, {"id": "mai-20260917-0922-baseline|c144-m3|moonshot-small|Microsoft Azure Machine Learning", "prompt": "c144-m3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Enterprises using Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c144-m3|moonshot-small|IBM Watson Studio", "prompt": "c144-m3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "IBM Watson Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Enterprise AI solutions and business applications"}, {"id": "mai-20260917-0922-baseline|c144-m3|moonshot-small|DataRobot", "prompt": "c144-m3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Consider AutoML platforms** (DataRobot, SageMaker Autopilot) when you need rapid model development"}, {"id": "mai-20260917-0922-baseline|c144-m3|moonshot-small|TensorFlow", "prompt": "c144-m3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "TensorFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose TensorFlow** for production deep learning systems that need to scale"}, {"id": "mai-20260917-0922-baseline|c144-m3|moonshot-small|PyTorch", "prompt": "c144-m3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "PyTorch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose PyTorch** for research, experimentation, and cutting-edge deep learning"}, {"id": "mai-20260917-0922-baseline|c144-m3|moonshot-small|Scikit-learn", "prompt": "c144-m3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Scikit-learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Start with Scikit-learn** if you're new to ML and working on traditional ML problems"}, {"id": "mai-20260917-0922-baseline|c144-m3|openai-small|Amazon SageMaker AI", "prompt": "c144-m3", "model": "openai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**If you're building production ML on AWS:** SageMaker"}, {"id": "mai-20260917-0922-baseline|c144-m3|openai-small|Google Vertex AI", "prompt": "c144-m3", "model": "openai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you want the simplest managed path on GCP:** Vertex AI"}, {"id": "mai-20260917-0922-baseline|c144-m3|openai-small|Azure Machine Learning", "prompt": "c144-m3", "model": "openai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If your company is Azure-first:** Azure ML"}, {"id": "mai-20260917-0922-baseline|c144-m3|openai-small|Databricks Machine Learning / MLflow", "prompt": "c144-m3", "model": "openai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks Machine Learning / MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Databricks + MLflow** is especially strong if you value open formats and portability."}, {"id": "mai-20260917-0922-baseline|c144-m3|openai-small|Snowflake ML / Cortex AI", "prompt": "c144-m3", "model": "openai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Snowflake ML / Cortex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If your data is mostly in a warehouse and you want governed ML close to it:** Snowflake"}, {"id": "mai-20260917-0922-baseline|c144-m3|openai-small|IBM watsonx.ai", "prompt": "c144-m3", "model": "openai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "IBM watsonx.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you need enterprise governance or industry-specific controls:** IBM watsonx.ai"}, {"id": "mai-20260917-0922-baseline|c144-m3|openai-small|H2O.ai", "prompt": "c144-m3", "model": "openai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If you want fast AutoML for tabular problems:** H2O.ai"}, {"id": "mai-20260917-0922-baseline|c144-m3|xai-small|Amazon SageMaker (AWS)", "prompt": "c144-m3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker (AWS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. **Amazon SageMaker (AWS)**"}, {"id": "mai-20260917-0922-baseline|c144-m3|xai-small|Google Vertex AI (Google Cloud)", "prompt": "c144-m3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI (Google Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. **Google Vertex AI (Google Cloud)**"}, {"id": "mai-20260917-0922-baseline|c144-m3|xai-small|Microsoft Azure Machine Learning", "prompt": "c144-m3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. **Microsoft Azure Machine Learning**"}, {"id": "mai-20260917-0922-baseline|c144-m3|xai-small|Databricks (Mosaic AI/MLflow)", "prompt": "c144-m3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks (Mosaic AI/MLflow)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. **Databricks (Mosaic AI/MLflow)**"}, {"id": "mai-20260917-0922-baseline|c144-m3|xai-small|DataRobot", "prompt": "c144-m3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**DataRobot** (AutoML-focused, often in top lists)"}, {"id": "mai-20260917-0922-baseline|c144-m3|xai-small|H2O.ai", "prompt": "c144-m3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others frequently mentioned: H2O.ai"}, {"id": "mai-20260917-0922-baseline|c144-m3|xai-small|IBM Watson Studio", "prompt": "c144-m3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "IBM Watson Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others frequently mentioned: H2O.ai, IBM Watson Studio"}, {"id": "mai-20260917-0922-baseline|c144-m3|xai-small|Salesforce Einstein", "prompt": "c144-m3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Salesforce Einstein", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Salesforce Einstein, and open-source stacks"}, {"id": "mai-20260917-0922-baseline|c144-m3|xai-small|Kubeflow", "prompt": "c144-m3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Kubeflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "open-source stacks like those built on TensorFlow/PyTorch with Kubeflow"}, {"id": "mai-20260917-0922-baseline|c144-m3|zai-small|AWS SageMaker", "prompt": "c144-m3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're on AWS: SageMaker's maturity, breadth of tools, and tight AWS integration often make it the default."}, {"id": "mai-20260917-0922-baseline|c144-m3|zai-small|Google Vertex AI", "prompt": "c144-m3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're on Google Cloud: Vertex AI's clean UI, BigQuery integration, and TPUs are strong"}, {"id": "mai-20260917-0922-baseline|c144-m3|zai-small|Microsoft Azure ML", "prompt": "c144-m3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Microsoft Azure ML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're on Microsoft stack: Azure ML's no-code Designer and deep Office 365/Copilot integration can boost productivity."}, {"id": "mai-20260917-0922-baseline|c144-m3|zai-small|Databricks Data Intelligence Platform", "prompt": "c144-m3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks Data Intelligence Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If data engineering is central: Databricks' lakehouse + ML stack is ideal for large-scale batch/streaming + ML."}, {"id": "mai-20260917-0922-baseline|c144-m3|zai-small|DataRobot", "prompt": "c144-m3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need rapid, governed predictive models: DataRobot's AutoML and compliance features can accelerate time-to-value."}, {"id": "mai-20260917-0922-baseline|c144-m3|zai-small|H2O.ai", "prompt": "c144-m3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want open-source flexibility: H2O.ai, MLflow, and Kubeflow give you control and self-hosting options."}, {"id": "mai-20260917-0922-baseline|c144-m3|zai-small|MLflow", "prompt": "c144-m3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lightweight experiment tracking, model registry, and packaging"}, {"id": "mai-20260917-0922-baseline|c144-m3|zai-small|Kubeflow", "prompt": "c144-m3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Kubeflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Kubernetes-native, custom pipelines and deployment"}, {"id": "mai-20260917-0922-baseline|c144-m4|alibaba-small|Hugging Face", "prompt": "c144-m4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "Hugging Face", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall Ecosystem (Prototyping & Sharing)**\n**Hugging Face**\nThis has become the industry standard for open-source ML."}, {"id": "mai-20260917-0922-baseline|c144-m4|alibaba-small|Google Colab", "prompt": "c144-m4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Colab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google Colab (Pro is paid, Free tier exists)** or **Kaggle Notebooks**"}, {"id": "mai-20260917-0922-baseline|c144-m4|alibaba-small|Kaggle Notebooks", "prompt": "c144-m4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "Kaggle Notebooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Development:** **Kaggle** (for access to free powerful GPUs)."}, {"id": "mai-20260917-0922-baseline|c144-m4|alibaba-small|Weights & Biases (W&B)", "prompt": "c144-m4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "Weights & Biases (W&B)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Training Tracking:** **Weights & Biases** (Free tier)."}, {"id": "mai-20260917-0922-baseline|c144-m4|alibaba-small|MLflow", "prompt": "c144-m4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "An open-source platform. You can host the dashboard yourself on a cheap server"}, {"id": "mai-20260917-0922-baseline|c144-m4|alibaba-small|AWS SageMaker", "prompt": "c144-m4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Warning:** Be careful with costs. If you leave a high-performance cluster running overnight, it will charge you."}, {"id": "mai-20260917-0922-baseline|c144-m4|alibaba-small|Azure Machine Learning", "prompt": "c144-m4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure Machine Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Warning:** Be careful with costs. If you leave a high-performance cluster running overnight, it will charge you."}, {"id": "mai-20260917-0922-baseline|c144-m4|anthropic-small|Google Cloud AutoML & Vertex AI", "prompt": "c144-m4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Cloud AutoML & Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Google Cloud's free tier + open-source tools like TensorFlow or Scikit-learn**"}, {"id": "mai-20260917-0922-baseline|c144-m4|anthropic-small|AWS SageMaker", "prompt": "c144-m4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AWS SageMaker** - Free tier available for 12 months for new users"}, {"id": "mai-20260917-0922-baseline|c144-m4|anthropic-small|Azure Machine Learning", "prompt": "c144-m4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure Machine Learning** - Free tier with basic compute resources"}, {"id": "mai-20260917-0922-baseline|c144-m4|anthropic-small|IBM Watson", "prompt": "c144-m4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "IBM Watson", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**IBM Watson** - Offers free tier for some services"}, {"id": "mai-20260917-0922-baseline|c144-m4|anthropic-small|TensorFlow", "prompt": "c144-m4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "TensorFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "open-source tools like TensorFlow or Scikit-learn"}, {"id": "mai-20260917-0922-baseline|c144-m4|anthropic-small|PyTorch", "prompt": "c144-m4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "PyTorch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**PyTorch** - Meta's open-source ML framework, free and widely used"}, {"id": "mai-20260917-0922-baseline|c144-m4|anthropic-small|Scikit-learn", "prompt": "c144-m4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Scikit-learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "open-source tools like TensorFlow or Scikit-learn"}, {"id": "mai-20260917-0922-baseline|c144-m4|anthropic-small|MLflow", "prompt": "c144-m4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "MLflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**MLflow** - Open-source platform for managing ML lifecycle"}, {"id": "mai-20260917-0922-baseline|c144-m4|anthropic-small|H2O AutoML", "prompt": "c144-m4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "H2O AutoML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Open-source with enterprise options, affordable"}, {"id": "mai-20260917-0922-baseline|c144-m4|anthropic-small|Orange", "prompt": "c144-m4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Orange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Visual programming environment, good for learning"}, {"id": "mai-20260917-0922-baseline|c144-m4|anthropic-small|RapidMiner", "prompt": "c144-m4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "RapidMiner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Has a free community edition"}, {"id": "mai-20260917-0922-baseline|c144-m4|anthropic-small|Databricks Community Edition", "prompt": "c144-m4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Databricks Community Edition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Free tier for learning and small projects"}, {"id": "mai-20260917-0922-baseline|c144-m4|challenger-small|KNIME", "prompt": "c144-m4", "model": "challenger-small", "cat": "ml-platforms", "variant": "budget", "raw": "KNIME", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **KNIME** if you want a **free, low-code desktop platform**"}, {"id": "mai-20260917-0922-baseline|c144-m4|challenger-small|Google Colab", "prompt": "c144-m4", "model": "challenger-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Colab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Google Colab** is the most practical budget option because it has a **free tier**"}, {"id": "mai-20260917-0922-baseline|c144-m4|challenger-small|BigML", "prompt": "c144-m4", "model": "challenger-small", "cat": "ml-platforms", "variant": "budget", "raw": "BigML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A good option if you want **simple AutoML and hosted predictions**"}, {"id": "mai-20260917-0922-baseline|c144-m4|challenger-small|PyCaret", "prompt": "c144-m4", "model": "challenger-small", "cat": "ml-platforms", "variant": "budget", "raw": "PyCaret", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your team can code, because these are **free open-source libraries**"}, {"id": "mai-20260917-0922-baseline|c144-m4|challenger-small|scikit-learn", "prompt": "c144-m4", "model": "challenger-small", "cat": "ml-platforms", "variant": "budget", "raw": "scikit-learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if your team can code, because these are **free open-source libraries**"}, {"id": "mai-20260917-0922-baseline|c144-m4|deepseek-small|Google Colab", "prompt": "c144-m4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Colab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Start with **Google Colab (free)** for experimentation, then graduate to **Vertex AI** for production."}, {"id": "mai-20260917-0922-baseline|c144-m4|deepseek-small|Anaconda", "prompt": "c144-m4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "Anaconda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Anaconda** – free open-source distribution bundling scikit-learn, TensorFlow, PyTorch, etc."}, {"id": "mai-20260917-0922-baseline|c144-m4|deepseek-small|scikit-learn", "prompt": "c144-m4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "scikit-learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free/open-source**: Google Colab, Anaconda, scikit-learn, PyTorch, TensorFlow, MLflow"}, {"id": "mai-20260917-0922-baseline|c144-m4|deepseek-small|PyTorch", "prompt": "c144-m4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "PyTorch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use **open-source tools (PyTorch + MLflow)** on **Google Vertex AI** with spot GPUs."}, {"id": "mai-20260917-0922-baseline|c144-m4|deepseek-small|TensorFlow", "prompt": "c144-m4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "TensorFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**PyTorch** / **TensorFlow** – free frameworks with extensive ecosystems"}, {"id": "mai-20260917-0922-baseline|c144-m4|deepseek-small|MLflow", "prompt": "c144-m4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**MLflow** – free MLOps tracking/model registry"}, {"id": "mai-20260917-0922-baseline|c144-m4|deepseek-small|Google Vertex AI", "prompt": "c144-m4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "graduate to **Vertex AI** for production. It consistently offers the best price-performance ratio for budget-conscious companies."}, {"id": "mai-20260917-0922-baseline|c144-m4|deepseek-small|AWS SageMaker", "prompt": "c144-m4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you're already committed to AWS, just use **SageMaker** to avoid cross-cloud migration costs."}, {"id": "mai-20260917-0922-baseline|c144-m4|deepseek-small|Google Vertex AutoML", "prompt": "c144-m4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Vertex AutoML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**If you have no ML team**: **Google Vertex AutoML** or **Azure ML's drag-and-drop Designer**"}, {"id": "mai-20260917-0922-baseline|c144-m4|deepseek-small|Azure ML Designer", "prompt": "c144-m4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure ML Designer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Azure ML's drag-and-drop Designer** — no coding required, no upfront fees"}, {"id": "mai-20260917-0922-baseline|c144-m4|deepseek-small|Kaggle Notebooks", "prompt": "c144-m4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "Kaggle Notebooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Kaggle Notebooks** – also completely free with GPU access."}, {"id": "mai-20260917-0922-baseline|c144-m4|google-small|ClearML", "prompt": "c144-m4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "ClearML", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for End-to-End MLOps: **ClearML** ... ClearML is the budget champion."}, {"id": "mai-20260917-0922-baseline|c144-m4|google-small|Weights & Biases", "prompt": "c144-m4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Weights & Biases", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike competitors like Weights & Biases or Neptune (which can quickly cost $50–$150+ per user per month)"}, {"id": "mai-20260917-0922-baseline|c144-m4|google-small|Neptune", "prompt": "c144-m4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Neptune", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "competitors like Weights & Biases or Neptune (which can quickly cost $50–$150+ per user per month)"}, {"id": "mai-20260917-0922-baseline|c144-m4|google-small|Paperspace (by DigitalOcean)", "prompt": "c144-m4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Paperspace (by DigitalOcean)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for GPU Compute on a Budget: **Paperspace (by DigitalOcean) or Saturn Cloud**"}, {"id": "mai-20260917-0922-baseline|c144-m4|google-small|Saturn Cloud", "prompt": "c144-m4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Saturn Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Provides affordable on-demand access to premium GPUs ... without paying massive enterprise cloud markups."}, {"id": "mai-20260917-0922-baseline|c144-m4|google-small|Hugging Face", "prompt": "c144-m4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Hugging Face", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Hugging Face** if you are working with LLMs, NLP, or generative AI."}, {"id": "mai-20260917-0922-baseline|c144-m4|google-small|KNIME Analytics Platform", "prompt": "c144-m4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "KNIME Analytics Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "KNIME is entirely free and open-source** for desktop use."}, {"id": "mai-20260917-0922-baseline|c144-m4|google-small|Alteryx", "prompt": "c144-m4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Alteryx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "enterprise low-code platforms like Alteryx or DataRobot charge steep enterprise licensing fees"}, {"id": "mai-20260917-0922-baseline|c144-m4|google-small|DataRobot", "prompt": "c144-m4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "DataRobot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "enterprise low-code platforms like Alteryx or DataRobot charge steep enterprise licensing fees"}, {"id": "mai-20260917-0922-baseline|c144-m4|google-small|MLflow", "prompt": "c144-m4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best Pure Open-Source Standard: **MLflow** ... completely free, open-source platform."}, {"id": "mai-20260917-0922-baseline|c144-m4|google-small|Google Vertex AI", "prompt": "c144-m4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If you qualify for these startup credits, the \"best\" platform is actually **Google Vertex AI** or **AWS SageMaker**"}, {"id": "mai-20260917-0922-baseline|c144-m4|google-small|AWS SageMaker", "prompt": "c144-m4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "the \"best\" platform is actually **Google Vertex AI** or **AWS SageMaker**, because they are completely free to use until your credits run out"}, {"id": "mai-20260917-0922-baseline|c144-m4|google-small|Azure ML", "prompt": "c144-m4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure ML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Offers up to $150,000 in Azure credits (which can be used for Azure ML and Azure OpenAI models)"}, {"id": "mai-20260917-0922-baseline|c144-m4|meta-small|KNIME", "prompt": "c144-m4", "model": "meta-small", "cat": "ml-platforms", "variant": "budget", "raw": "KNIME", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one that offers a free or low-cost option, such as KNIME or TensorFlow"}, {"id": "mai-20260917-0922-baseline|c144-m4|meta-small|TensorFlow", "prompt": "c144-m4", "model": "meta-small", "cat": "ml-platforms", "variant": "budget", "raw": "TensorFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as KNIME or TensorFlow... TensorFlow is suitable for developers building custom models"}, {"id": "mai-20260917-0922-baseline|c144-m4|meta-small|Google Vertex AI (AI Platform)", "prompt": "c144-m4", "model": "meta-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Vertex AI (AI Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Google Vertex AI (AI Platform) and BigML, which offer affordable pricing models"}, {"id": "mai-20260917-0922-baseline|c144-m4|meta-small|BigML", "prompt": "c144-m4", "model": "meta-small", "cat": "ml-platforms", "variant": "budget", "raw": "BigML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Google Vertex AI (AI Platform) and BigML, which offer affordable pricing models"}, {"id": "mai-20260917-0922-baseline|c144-m4|minimax-small|KNIME Analytics Platform", "prompt": "c144-m4", "model": "minimax-small", "cat": "ml-platforms", "variant": "budget", "raw": "KNIME Analytics Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend starting with **KNIME Analytics Platform** because it offers truly unlimited free usage"}, {"id": "mai-20260917-0922-baseline|c144-m4|minimax-small|Azure Machine Learning", "prompt": "c144-m4", "model": "minimax-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for Beginners) - **Price:** 12 months free + $200 credit"}, {"id": "mai-20260917-0922-baseline|c144-m4|minimax-small|TensorFlow", "prompt": "c144-m4", "model": "minimax-small", "cat": "ml-platforms", "variant": "budget", "raw": "TensorFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Developers) - **Price:** Free and open-source"}, {"id": "mai-20260917-0922-baseline|c144-m4|minimax-small|Weka", "prompt": "c144-m4", "model": "minimax-small", "cat": "ml-platforms", "variant": "budget", "raw": "Weka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Education/Research) - Completely free and open-source"}, {"id": "mai-20260917-0922-baseline|c144-m4|mistral-small|Kaggle Notebooks", "prompt": "c144-m4", "model": "mistral-small", "cat": "ml-platforms", "variant": "budget", "raw": "Kaggle Notebooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Kaggle Notebooks** (free) or **KNIME** (open-source)"}, {"id": "mai-20260917-0922-baseline|c144-m4|mistral-small|KNIME", "prompt": "c144-m4", "model": "mistral-small", "cat": "ml-platforms", "variant": "budget", "raw": "KNIME", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Kaggle Notebooks** (free) or **KNIME** (open-source) if you need more advanced features"}, {"id": "mai-20260917-0922-baseline|c144-m4|mistral-small|BigML", "prompt": "c144-m4", "model": "mistral-small", "cat": "ml-platforms", "variant": "budget", "raw": "BigML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers an entry-level plan for AutoML and simple deployment, which can be cost-effective for small businesses"}, {"id": "mai-20260917-0922-baseline|c144-m4|mistral-small|Google Cloud AI Platform", "prompt": "c144-m4", "model": "mistral-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Cloud AI Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers a free tier and pay-as-you-go pricing, making it accessible for companies with limited budgets"}, {"id": "mai-20260917-0922-baseline|c144-m4|mistral-small|Azure Machine Learning", "prompt": "c144-m4", "model": "mistral-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "one of the most affordable paid options for small businesses"}, {"id": "mai-20260917-0922-baseline|c144-m4|moonshot-small|MLflow", "prompt": "c144-m4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "MLflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with a combination of **MLflow** (for MLOps)"}, {"id": "mai-20260917-0922-baseline|c144-m4|moonshot-small|KNIME Analytics Platform", "prompt": "c144-m4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "KNIME Analytics Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**KNIME** (for data preparation) provides a powerful, completely free ML stack"}, {"id": "mai-20260917-0922-baseline|c144-m4|moonshot-small|TensorFlow + Keras", "prompt": "c144-m4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "TensorFlow + Keras", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Production ML and scalable training"}, {"id": "mai-20260917-0922-baseline|c144-m4|moonshot-small|PyTorch", "prompt": "c144-m4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "PyTorch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Scikit-learn** or **PyTorch** (for modeling)"}, {"id": "mai-20260917-0922-baseline|c144-m4|moonshot-small|Scikit-learn", "prompt": "c144-m4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "Scikit-learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Scikit-learn** or **PyTorch** (for modeling)"}, {"id": "mai-20260917-0922-baseline|c144-m4|moonshot-small|Google Cloud AI Platform / Vertex AI", "prompt": "c144-m4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Cloud AI Platform / Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pay-as-you-go, free tier available"}, {"id": "mai-20260917-0922-baseline|c144-m4|moonshot-small|Azure Machine Learning", "prompt": "c144-m4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure Machine Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Starts from $0.05/month, free tier available"}, {"id": "mai-20260917-0922-baseline|c144-m4|moonshot-small|BigML", "prompt": "c144-m4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "BigML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Entry-level plans available"}, {"id": "mai-20260917-0922-baseline|c144-m4|moonshot-small|Weights & Biases (W&B)", "prompt": "c144-m4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "Weights & Biases (W&B)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Experiment tracking focus** | Weights & Biases (free tier)"}, {"id": "mai-20260917-0922-baseline|c144-m4|moonshot-small|Kaggle Notebooks", "prompt": "c144-m4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "Kaggle Notebooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Use Kaggle Notebooks** - Completely free with GPU access for learning and small projects"}, {"id": "mai-20260917-0922-baseline|c144-m4|openai-small|Azure Machine Learning", "prompt": "c144-m4", "model": "openai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall low-budget choice:** **Azure Machine Learning**"}, {"id": "mai-20260917-0922-baseline|c144-m4|openai-small|Amazon SageMaker", "prompt": "c144-m4", "model": "openai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you're already on AWS:** **Amazon SageMaker** is also strong for budget control"}, {"id": "mai-20260917-0922-baseline|c144-m4|openai-small|Databricks", "prompt": "c144-m4", "model": "openai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Databricks** can work well, but costs can grow as you use serverless compute and model serving"}, {"id": "mai-20260917-0922-baseline|c144-m4|openai-small|Snowflake ML", "prompt": "c144-m4", "model": "openai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Snowflake ML", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Usually not the cheapest starting point for ML only:** **Snowflake ML** is powerful, but its pricing is consumption-based"}, {"id": "mai-20260917-0922-baseline|c144-m4|xai-small|Google Colab", "prompt": "c144-m4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Colab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Google Colab (free tier) or Kaggle Notebooks are typically the best starting points for companies with limited budgets."}, {"id": "mai-20260917-0922-baseline|c144-m4|xai-small|Kaggle Notebooks", "prompt": "c144-m4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Kaggle Notebooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Google Colab (free tier) or Kaggle Notebooks are typically the best starting points for companies with limited budgets."}, {"id": "mai-20260917-0922-baseline|c144-m4|xai-small|KNIME Analytics Platform", "prompt": "c144-m4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "KNIME Analytics Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free desktop app; visual no-code/low-code workflows... For full workflows, pair with KNIME."}, {"id": "mai-20260917-0922-baseline|c144-m4|xai-small|Hugging Face (Spaces/ZeroGPU)", "prompt": "c144-m4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Hugging Face (Spaces/ZeroGPU)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free CPU/GPU inference; host models/Spaces; great for NLP/LLMs. | Shared resources; quotas on free tier."}, {"id": "mai-20260917-0922-baseline|c144-m4|xai-small|PyTorch/TensorFlow + local setup", "prompt": "c144-m4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "PyTorch/TensorFlow + local setup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fully free frameworks; run on company laptops or cheap cloud VMs. | Requires setup; no managed GPUs free."}, {"id": "mai-20260917-0922-baseline|c144-m4|xai-small|AWS SageMaker", "prompt": "c144-m4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Generous credits ($200-300 for 90 days) but usage-based billing kicks in quickly for production."}, {"id": "mai-20260917-0922-baseline|c144-m4|xai-small|Azure ML", "prompt": "c144-m4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure ML", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "usage-based billing kicks in quickly for production.\n- Avoid if truly budget-limited"}, {"id": "mai-20260917-0922-baseline|c144-m4|xai-small|Google Vertex AI", "prompt": "c144-m4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Avoid if truly budget-limited—stick to pure free options first."}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|KNIME Analytics Platform (Desktop)", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "KNIME Analytics Platform (Desktop)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a truly limited budget: Use **free desktop tools (KNIME, Orange, Jupyter)**"}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|Orange", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Orange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "free desktop tools (KNIME, Orange, Jupyter)** or **free cloud notebooks"}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|PyTorch", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "PyTorch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combine open-source libraries (PyTorch, TensorFlow, scikit-learn) with a notebook environment"}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|TensorFlow", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "TensorFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TensorFlow \\u2013 Production-ready, TPU support, extensive ecosystem."}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|Jupyter Notebook (via Anaconda)", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Jupyter Notebook (via Anaconda)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "free desktop tools (KNIME, Orange, Jupyter)"}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|Kaggle Notebooks", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Kaggle Notebooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "free cloud notebooks (Kaggle, Colab, Databricks Community)"}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|Google Colab", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Colab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free with free GPU/TPU (with limits)."}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|Databricks Community Edition", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Databricks Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free, limited resources, 6-month retention."}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|RStudio (Open Source)", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "RStudio (Open Source)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free; local execution means no cloud bills."}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|Apache Spark (standalone/local)", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Apache Spark (standalone/local)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Open-source; runs on a single machine if data fits."}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|AWS SageMaker Studio (Free Tier)", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker Studio (Free Tier)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "12-month free tier (hours, storage, models)."}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|Azure Machine Learning", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "For a small monthly fee: Consider **KNIME Cloud** or a **free tier of Azure ML/Vertex AI**"}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|KNIME Cloud", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "KNIME Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Consider **KNIME Cloud** or a **free tier of Azure ML/Vertex AI** if you want a managed experience."}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|Zoho Analytics", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Zoho Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "More of an analytics platform than a pure ML platform."}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|Google Cloud Vertex AI", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Cloud Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Pay-per-use can add up; steep learning curve."}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|scikit-learn", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "scikit-learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "scikit-learn \\u2013 Traditional ML algorithms, simple API"}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|XGBoost / LightGBM / CatBoost", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "XGBoost / LightGBM / CatBoost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Gradient boosting, fast, high performance."}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|H2O.ai", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "AutoML, distributed, open-source version available."}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|MLflow", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "MLflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Experiment tracking, model packaging (open-source)."}, {"id": "mai-20260917-0922-baseline|c144-m4|zai-small|Weights & Biases (W&B)", "prompt": "c144-m4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Weights & Biases (W&B)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Free tier for experiment tracking and visualization."}, {"id": "mai-20260917-0922-baseline|c144-m5|google-small|AWS SageMaker", "prompt": "c144-m5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Look at Databricks or your native cloud provider (Vertex AI/SageMaker)."}, {"id": "mai-20260917-0922-baseline|c144-m5|google-small|Google Vertex AI", "prompt": "c144-m5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "native tools like Vertex AI or SageMaker might offer the path of least resistance for data pipelines"}, {"id": "mai-20260917-0922-baseline|c144-m5|google-small|Databricks Mosaic AI", "prompt": "c144-m5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Databricks Mosaic AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want a unified enterprise data + ML platform: Look at Databricks or your native cloud provider"}, {"id": "mai-20260917-0922-baseline|c144-m5|google-small|LangSmith", "prompt": "c144-m5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "LangSmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look at Weights & Biases (tracking/registry) + Braintrust/LangSmith (LLMOps/Evals)"}, {"id": "mai-20260917-0922-baseline|c144-m5|google-small|Langfuse", "prompt": "c144-m5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Langfuse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "LLM-native evaluation and observability platforms (such as LangSmith, Langfuse, Braintrust, or Arize Phoenix)"}, {"id": "mai-20260917-0922-baseline|c144-m5|google-small|Braintrust", "prompt": "c144-m5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look at Weights & Biases (tracking/registry) + Braintrust/LangSmith (LLMOps/Evals)"}, {"id": "mai-20260917-0922-baseline|c144-m5|google-small|Arize Phoenix", "prompt": "c144-m5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Arize Phoenix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(such as LangSmith, Langfuse, Braintrust, or Arize Phoenix)"}, {"id": "mai-20260917-0922-baseline|c144-m5|google-small|Kubeflow", "prompt": "c144-m5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Kubeflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Do not try to fully self-host highly complex open-source stacks (like raw Kubeflow) unless you have a massive, specialized platform team."}, {"id": "mai-20260917-0922-baseline|c144-m5|google-small|Snowflake Cortex", "prompt": "c144-m5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Snowflake Cortex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If your data warehouse is Snowflake, look closely at Snowflake Cortex or tools native to that ecosystem."}, {"id": "mai-20260917-0922-baseline|c144-m5|google-small|Weights & Biases", "prompt": "c144-m5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Weights & Biases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look at Weights & Biases (tracking/registry) + Braintrust/LangSmith (LLMOps/Evals)"}, {"id": "mai-20260917-0922-baseline|c144-m5|moonshot-small|AWS SageMaker", "prompt": "c144-m5", "model": "moonshot-small", "cat": "ml-platforms", "variant": "scale", "raw": "AWS SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloud-native suites | Teams already committed to one cloud | AWS SageMaker, Azure ML, Google Vertex AI"}, {"id": "mai-20260917-0922-baseline|c144-m5|moonshot-small|Azure ML", "prompt": "c144-m5", "model": "moonshot-small", "cat": "ml-platforms", "variant": "scale", "raw": "Azure ML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AWS SageMaker, Azure ML, Google Vertex AI"}, {"id": "mai-20260917-0922-baseline|c144-m5|moonshot-small|Google Vertex AI", "prompt": "c144-m5", "model": "moonshot-small", "cat": "ml-platforms", "variant": "scale", "raw": "Google Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AWS SageMaker, Azure ML, Google Vertex AI"}, {"id": "mai-20260917-0922-baseline|c144-m5|moonshot-small|Dataiku", "prompt": "c144-m5", "model": "moonshot-small", "cat": "ml-platforms", "variant": "scale", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Platform-agnostic solutions | Multi-cloud or hybrid strategies | Dataiku, DataRobot, Databricks Mosaic AI"}, {"id": "mai-20260917-0922-baseline|c144-m5|moonshot-small|DataRobot", "prompt": "c144-m5", "model": "moonshot-small", "cat": "ml-platforms", "variant": "scale", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dataiku, DataRobot, Databricks Mosaic AI"}, {"id": "mai-20260917-0922-baseline|c144-m5|moonshot-small|Databricks Mosaic AI", "prompt": "c144-m5", "model": "moonshot-small", "cat": "ml-platforms", "variant": "scale", "raw": "Databricks Mosaic AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Dataiku, DataRobot, Databricks Mosaic AI"}, {"id": "mai-20260917-0922-baseline|c144-m5|moonshot-small|MLflow", "prompt": "c144-m5", "model": "moonshot-small", "cat": "ml-platforms", "variant": "scale", "raw": "MLflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open-source composed stacks | Teams with strong ML engineering | MLflow + Kubeflow + custom tooling"}, {"id": "mai-20260917-0922-baseline|c144-m5|moonshot-small|Kubeflow", "prompt": "c144-m5", "model": "moonshot-small", "cat": "ml-platforms", "variant": "scale", "raw": "Kubeflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "MLflow + Kubeflow + custom tooling"}, {"id": "mai-20260917-0922-baseline|c144-m5|xai-small|Databricks", "prompt": "c144-m5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Unified: Databricks (data+ML), Dataiku, Domino Data Lab."}, {"id": "mai-20260917-0922-baseline|c144-m5|xai-small|Snowflake", "prompt": "c144-m5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Open/flexible: H2O.ai, Snowflake Cortex (if data-heavy)."}, {"id": "mai-20260917-0922-baseline|c144-m5|xai-small|AWS SageMaker", "prompt": "c144-m5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "AWS SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloud-native: AWS SageMaker, Google Vertex AI, Azure ML (if locked to one cloud)."}, {"id": "mai-20260917-0922-baseline|c144-m5|xai-small|Google Vertex AI", "prompt": "c144-m5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "Google Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud-native: AWS SageMaker, Google Vertex AI, Azure ML"}, {"id": "mai-20260917-0922-baseline|c144-m5|xai-small|Azure ML", "prompt": "c144-m5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "Azure ML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Azure ML (if locked to one cloud)"}, {"id": "mai-20260917-0922-baseline|c144-m5|xai-small|Dataiku", "prompt": "c144-m5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unified: Databricks (data+ML), Dataiku, Domino Data Lab."}, {"id": "mai-20260917-0922-baseline|c144-m5|xai-small|Domino Data Lab", "prompt": "c144-m5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "Domino Data Lab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Unified: Databricks (data+ML), Dataiku, Domino Data Lab."}, {"id": "mai-20260917-0922-baseline|c144-m5|xai-small|H2O.ai", "prompt": "c144-m5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Open/flexible: H2O.ai, Snowflake Cortex (if data-heavy)."}, {"id": "mai-20260917-0922-baseline|c144-m5|xai-small|TensorFlow/PyTorch", "prompt": "c144-m5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "TensorFlow/PyTorch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid pure open-source like pure TensorFlow/PyTorch unless you have strong DevOps."}, {"id": "mai-20260917-0922-baseline|c144-m6|alibaba-small|AWS SageMaker", "prompt": "c144-m6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be Cautious If: Your team struggles with AWS complexity. SageMaker has a steep learning curve compared to other options."}, {"id": "mai-20260917-0922-baseline|c144-m6|alibaba-small|Google Vertex AI", "prompt": "c144-m6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Watch Out For: It can become very expensive with large data workloads, and it offers fewer pre-built industry models"}, {"id": "mai-20260917-0922-baseline|c144-m6|alibaba-small|Microsoft Azure Machine Learning", "prompt": "c144-m6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pricing is composite (bundling various services), making it difficult to predict final bills without strict governance."}, {"id": "mai-20260917-0922-baseline|c144-m6|alibaba-small|DeepSeek", "prompt": "c144-m6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "DeepSeek", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "leading experts to advise against logging in or using the service for enterprise tasks until stability improves"}, {"id": "mai-20260917-0922-baseline|c144-m6|alibaba-small|Kubeflow", "prompt": "c144-m6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "Kubeflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "maintaining a self-hosted Kubeflow cluster can turn into a massive maintenance burden"}, {"id": "mai-20260917-0922-baseline|c144-m6|alibaba-small|DagsHub", "prompt": "c144-m6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "DagsHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Many modern SaaS platforms (like DagsHub or basic Colab setups) require data to leave your local network"}, {"id": "mai-20260917-0922-baseline|c144-m6|alibaba-small|Colab", "prompt": "c144-m6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "Colab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "(like DagsHub or basic Colab setups) require data to leave your local network; if you are in healthcare or finance, these might be non-starters"}, {"id": "mai-20260917-0922-baseline|c144-m6|anthropic-small|Weights & Biases' Weave toolkit", "prompt": "c144-m6", "model": "anthropic-small", "cat": "ml-platforms", "variant": "negative", "raw": "Weights & Biases' Weave toolkit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "had a directory traversal vulnerability (CVE-2024-7340) that allows low-privileged users to escalate their permissions"}, {"id": "mai-20260917-0922-baseline|c144-m6|anthropic-small|ZenML Cloud", "prompt": "c144-m6", "model": "anthropic-small", "cat": "ml-platforms", "variant": "negative", "raw": "ZenML Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "had an improper access control vulnerability allowing users with minimal permissions to elevate their status to full admin"}, {"id": "mai-20260917-0922-baseline|c144-m6|anthropic-small|Deep Lake", "prompt": "c144-m6", "model": "anthropic-small", "cat": "ml-platforms", "variant": "negative", "raw": "Deep Lake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "had a command injection flaw (CVE-2024-6507) allowing attackers to execute arbitrary system commands"}, {"id": "mai-20260917-0922-baseline|c144-m6|anthropic-small|Lunary", "prompt": "c144-m6", "model": "anthropic-small", "cat": "ml-platforms", "variant": "negative", "raw": "Lunary", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "a production toolkit for LLMs, had severe security flaws"}, {"id": "mai-20260917-0922-baseline|c144-m6|anthropic-small|NVIDIA's NeMo", "prompt": "c144-m6", "model": "anthropic-small", "cat": "ml-platforms", "variant": "negative", "raw": "NVIDIA's NeMo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "had a path traversal flaw (CVE-2024-0129) that can lead to code execution and data tampering"}, {"id": "mai-20260917-0922-baseline|c144-m6|challenger-small|Vertex AI", "prompt": "c144-m6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "It can require significant setup/migration outside GCP and may be budget-heavy; generative AI token pricing can be hard to forecast."}, {"id": "mai-20260917-0922-baseline|c144-m6|challenger-small|Azure ML", "prompt": "c144-m6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure ML", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It may be overkill for small projects, can create vendor lock-in concerns"}, {"id": "mai-20260917-0922-baseline|c144-m6|challenger-small|SageMaker", "prompt": "c144-m6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The results warn about idle resource costs and unexpected billing from always-on instances and region mistakes."}, {"id": "mai-20260917-0922-baseline|c144-m6|challenger-small|DagsHub", "prompt": "c144-m6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "DagsHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "less suitable for small projects that do not need collaboration/versioning, and it may not fully support strict on-prem security needs"}, {"id": "mai-20260917-0922-baseline|c144-m6|challenger-small|H2O.ai", "prompt": "c144-m6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "H2O.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it may not be a great fit for specialized model development and can get expensive at enterprise tier"}, {"id": "mai-20260917-0922-baseline|c144-m6|deepseek-small|AWS SageMaker", "prompt": "c144-m6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "proprietary APIs, custom data formats, and integrated toolchains make migration costly and difficult"}, {"id": "mai-20260917-0922-baseline|c144-m6|deepseek-small|Google Vertex AI", "prompt": "c144-m6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Excellent integration if you're committed to one cloud, but their proprietary APIs ... make migration costly and difficult"}, {"id": "mai-20260917-0922-baseline|c144-m6|deepseek-small|Azure ML", "prompt": "c144-m6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure ML", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Excellent integration if you're committed to one cloud, but their proprietary APIs ... make migration costly and difficult"}, {"id": "mai-20260917-0922-baseline|c144-m6|deepseek-small|Databricks", "prompt": "c144-m6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "reviewers flag that its DBU consumption pricing is hard to forecast and can escalate quickly"}, {"id": "mai-20260917-0922-baseline|c144-m6|deepseek-small|MLflow", "prompt": "c144-m6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "MLflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "flagged in 2024\\u201325 threat reports for deserialization (pickle file) vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c144-m6|deepseek-small|TensorFlow Probability", "prompt": "c144-m6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "TensorFlow Probability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "flagged in 2024\\u201325 threat reports for deserialization (pickle file) vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c144-m6|deepseek-small|MindsDB", "prompt": "c144-m6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "MindsDB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "flagged in 2024\\u201325 threat reports for deserialization (pickle file) vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c144-m6|deepseek-small|Weights & Biases (W&B)", "prompt": "c144-m6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Weights & Biases (W&B)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Poor documentation, laggy servers/UI, lack of tools to manage discarded runs"}, {"id": "mai-20260917-0922-baseline|c144-m6|deepseek-small|DataRobot", "prompt": "c144-m6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "DataRobot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "premium-priced — restrictive licensing for smaller teams/startups; heavy enterprise focus"}, {"id": "mai-20260917-0922-baseline|c144-m6|deepseek-small|C3 AI", "prompt": "c144-m6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "C3 AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Long sales cycles, complex change management; geared to large enterprises, poor fit for small orgs"}, {"id": "mai-20260917-0922-baseline|c144-m6|deepseek-small|Palantir", "prompt": "c144-m6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Palantir", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Long sales cycles, complex change management; geared to large enterprises, poor fit for small orgs"}, {"id": "mai-20260917-0922-baseline|c144-m6|deepseek-small|Domino Data Lab", "prompt": "c144-m6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Domino Data Lab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "you generally want platforms with strong auditability and on-premise options (e.g., Domino Data Lab, H2O.ai)"}, {"id": "mai-20260917-0922-baseline|c144-m6|deepseek-small|H2O.ai", "prompt": "c144-m6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "H2O.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "platforms with strong auditability and on-premise options (e.g., Domino Data Lab, H2O.ai)"}, {"id": "mai-20260917-0922-baseline|c144-m6|google-small|AWS SageMaker", "prompt": "c144-m6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "notoriously complex and carry high financial risks for startups and mid-sized teams"}, {"id": "mai-20260917-0922-baseline|c144-m6|google-small|Google Cloud Vertex AI", "prompt": "c144-m6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Cloud Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The \"Bill-Shock\" Hyperscalers: AWS SageMaker, Google Cloud Vertex AI, and Azure ML"}, {"id": "mai-20260917-0922-baseline|c144-m6|google-small|Azure ML", "prompt": "c144-m6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure ML", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The \"Bill-Shock\" Hyperscalers: AWS SageMaker, Google Cloud Vertex AI, and Azure ML"}, {"id": "mai-20260917-0922-baseline|c144-m6|google-small|Modal", "prompt": "c144-m6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Modal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider modern serverless platforms like **Modal**, **Baseten**, or **RunPod**"}, {"id": "mai-20260917-0922-baseline|c144-m6|google-small|RunPod", "prompt": "c144-m6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "RunPod", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lightweight cloud-agnostic alternatives (like Modal, RunPod, or Replicate)"}, {"id": "mai-20260917-0922-baseline|c144-m6|google-small|Replicate", "prompt": "c144-m6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Replicate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lightweight cloud-agnostic alternatives (like Modal, RunPod, or Replicate)"}, {"id": "mai-20260917-0922-baseline|c144-m6|google-small|DataRobot", "prompt": "c144-m6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "DataRobot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "DataRobot is famous for its opaque and highly expensive enterprise licensing"}, {"id": "mai-20260917-0922-baseline|c144-m6|google-small|H2O.ai Driverless AI", "prompt": "c144-m6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "H2O.ai Driverless AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Platforms like DataRobot and H2O.ai Driverless AI ... When to avoid them"}, {"id": "mai-20260917-0922-baseline|c144-m6|google-small|IBM Watson Studio", "prompt": "c144-m6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "IBM Watson Studio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "\"Frankenstein\" Legacy Suites: IBM Watson Studio ... often viewed as a legacy system"}, {"id": "mai-20260917-0922-baseline|c144-m6|google-small|MLflow", "prompt": "c144-m6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "MLflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Use highly flexible, industry-standard MLOps tooling like **MLflow** or **Weights & Biases**"}, {"id": "mai-20260917-0922-baseline|c144-m6|google-small|Weights & Biases", "prompt": "c144-m6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Weights & Biases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Use highly flexible, industry-standard MLOps tooling like **MLflow** or **Weights & Biases**"}, {"id": "mai-20260917-0922-baseline|c144-m6|google-small|Baseten", "prompt": "c144-m6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Baseten", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "consider modern serverless platforms like **Modal**, **Baseten**, or **RunPod**"}, {"id": "mai-20260917-0922-baseline|c144-m6|meta-small|DagsHub", "prompt": "c144-m6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "DagsHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it may not be suitable for small-scale projects... DagsHub might not be the best option."}, {"id": "mai-20260917-0922-baseline|c144-m6|meta-small|Kubeflow", "prompt": "c144-m6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "Kubeflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may add unnecessary complexity for simple projects"}, {"id": "mai-20260917-0922-baseline|c144-m6|meta-small|Amazon SageMaker", "prompt": "c144-m6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not be suitable for teams that prioritize open-source flexibility or operate in a multi-cloud environment due to vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c144-m6|meta-small|Vertex AI", "prompt": "c144-m6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may not be the best option for teams that want to avoid vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c144-m6|meta-small|TrueFoundry", "prompt": "c144-m6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "TrueFoundry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A cloud-agnostic platform for deploying machine learning models."}, {"id": "mai-20260917-0922-baseline|c144-m6|meta-small|Azure Machine Learning", "prompt": "c144-m6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "tightly integrated with the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c144-m6|meta-small|IBM Watson Studio", "prompt": "c144-m6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "IBM Watson Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ideal for hybrid cloud environments"}, {"id": "mai-20260917-0922-baseline|c144-m6|meta-small|Databricks Data Intelligence Platform", "prompt": "c144-m6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "Databricks Data Intelligence Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A unified platform for data analytics and AI."}, {"id": "mai-20260917-0922-baseline|c144-m6|meta-small|Seldon Core", "prompt": "c144-m6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "Seldon Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "An open-source framework for deploying machine learning models on Kubernetes."}, {"id": "mai-20260917-0922-baseline|c144-m6|meta-small|MLflow", "prompt": "c144-m6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "An open-source platform for experiment tracking and model management."}, {"id": "mai-20260917-0922-baseline|c144-m6|minimax-small|Meta AI", "prompt": "c144-m6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "Meta AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Meta AI** - Ranked as the worst for privacy practices"}, {"id": "mai-20260917-0922-baseline|c144-m6|minimax-small|Google Gemini", "prompt": "c144-m6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Google Gemini** - Among the most data-collecting platforms"}, {"id": "mai-20260917-0922-baseline|c144-m6|minimax-small|Microsoft Copilot", "prompt": "c144-m6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "Microsoft Copilot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Microsoft Copilot** - High privacy invasive practices"}, {"id": "mai-20260917-0922-baseline|c144-m6|minimax-small|DeepSeek", "prompt": "c144-m6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "DeepSeek", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**DeepSeek** - Also flagged as highly privacy-invasive"}, {"id": "mai-20260917-0922-baseline|c144-m6|minimax-small|Le Chat", "prompt": "c144-m6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "Le Chat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Le Chat** by Mistral AI (ranked as most privacy-friendly)"}, {"id": "mai-20260917-0922-baseline|c144-m6|minimax-small|ChatGPT", "prompt": "c144-m6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ChatGPT** and **Grok** (relatively better but still concerns)"}, {"id": "mai-20260917-0922-baseline|c144-m6|minimax-small|Grok", "prompt": "c144-m6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "Grok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ChatGPT** and **Grok** (relatively better but still concerns)"}, {"id": "mai-20260917-0922-baseline|c144-m6|mistral-small|DeepSeek", "prompt": "c144-m6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "DeepSeek", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "DeepSeek is considered high-risk, especially for work-related tasks involving sensitive data."}, {"id": "mai-20260917-0922-baseline|c144-m6|mistral-small|AWS SageMaker", "prompt": "c144-m6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can be costly and complex, especially for beginners or teams not already invested in their ecosystems"}, {"id": "mai-20260917-0922-baseline|c144-m6|mistral-small|Azure Machine Learning", "prompt": "c144-m6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like AWS SageMaker and Azure Machine Learning, can be costly and complex"}, {"id": "mai-20260917-0922-baseline|c144-m6|mistral-small|DagsHub", "prompt": "c144-m6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "DagsHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "DagsHub might not be the best fit."}, {"id": "mai-20260917-0922-baseline|c144-m6|mistral-small|Google Vertex AI", "prompt": "c144-m6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "while powerful, can be challenging for beginners due to their complexity and steep learning curves"}, {"id": "mai-20260917-0922-baseline|c144-m6|moonshot-small|Weights & Biases' Weave toolkit", "prompt": "c144-m6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "Weights & Biases' Weave toolkit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Weights & Biases' Weave toolkit** – Directory traversal vulnerability allowing privilege escalation"}, {"id": "mai-20260917-0922-baseline|c144-m6|moonshot-small|ZenML", "prompt": "c144-m6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "ZenML", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**ZenML** – Improper access control vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c144-m6|moonshot-small|Azure Databricks", "prompt": "c144-m6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms with aggressive model deprecation policies (like some Azure Databricks and OpenAI services) can disrupt your operations"}, {"id": "mai-20260917-0922-baseline|c144-m6|moonshot-small|OpenAI", "prompt": "c144-m6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "OpenAI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms with aggressive model deprecation policies (like some Azure Databricks and OpenAI services) can disrupt your operations"}, {"id": "mai-20260917-0922-baseline|c144-m6|moonshot-small|MLflow", "prompt": "c144-m6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use open standards (Kubernetes, ONNX, MLflow)"}, {"id": "mai-20260917-0922-baseline|c144-m6|xai-small|AWS SageMaker", "prompt": "c144-m6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Cloud giants (SageMaker, Vertex AI, Azure ML)**: Secure but watch costs, lock-in, and misconfigs (e.g., exposed creds in Azure)."}, {"id": "mai-20260917-0922-baseline|c144-m6|xai-small|Google Vertex AI", "prompt": "c144-m6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Cloud giants (SageMaker, Vertex AI, Azure ML)**: Secure but watch costs, lock-in, and misconfigs"}, {"id": "mai-20260917-0922-baseline|c144-m6|xai-small|Azure ML", "prompt": "c144-m6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure ML", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cloud giants (SageMaker, Vertex AI, Azure ML)**: Secure but watch costs, lock-in, and misconfigs (e.g., exposed creds in Azure)."}, {"id": "mai-20260917-0922-baseline|c144-m6|xai-small|Databricks", "prompt": "c144-m6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose based on needs—e.g., Databricks for lakehouse"}, {"id": "mai-20260917-0922-baseline|c144-m6|xai-small|TensorFlow", "prompt": "c144-m6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "TensorFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "open-source frameworks (TensorFlow, PyTorch) generally score high in reviews for reliability and features"}, {"id": "mai-20260917-0922-baseline|c144-m6|xai-small|PyTorch", "prompt": "c144-m6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "PyTorch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "open-source frameworks (TensorFlow, PyTorch) generally score high in reviews"}, {"id": "mai-20260917-0922-baseline|c144-m6|xai-small|MLflow", "prompt": "c144-m6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "MLflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Multiple critical vulnerabilities (e.g., CVEs 2024-37052 to 37060 in MLflow for RCE via unsafe deserialization"}, {"id": "mai-20260917-0922-baseline|c144-m6|xai-small|ClearML", "prompt": "c144-m6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "ClearML", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "six CVEs in ClearML like 2024-24590-24595 for path traversal, improper auth, XSS, CSRF"}, {"id": "mai-20260917-0922-baseline|c144-m6|xai-small|Hugging Face", "prompt": "c144-m6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Hugging Face", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Vulnerabilities in conversion bots, model loading ... Popular for models but risky for untrusted repos."}, {"id": "mai-20260917-0922-baseline|c144-m6|xai-small|DeepSeek", "prompt": "c144-m6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "DeepSeek", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid for sensitive data; self-host if possible, but assess compliance.**"}, {"id": "mai-20260917-0922-baseline|c144-m6|xai-small|ChatGPT", "prompt": "c144-m6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Seen in ChatGPT (2023 leak of chats/payment info)"}, {"id": "mai-20260917-0922-baseline|c144-m6|xai-small|Meta AI", "prompt": "c144-m6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Meta AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Incogni ranks Meta AI, Gemini, Copilot, DeepSeek worst for opt-out controls and third-party sharing."}, {"id": "mai-20260917-0922-baseline|c144-m6|xai-small|Gemini", "prompt": "c144-m6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Incogni ranks Meta AI, Gemini, Copilot, DeepSeek worst for opt-out controls"}, {"id": "mai-20260917-0922-baseline|c144-m6|xai-small|Copilot", "prompt": "c144-m6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Incogni ranks Meta AI, Gemini, Copilot, DeepSeek worst for opt-out controls and third-party sharing."}, {"id": "mai-20260917-0922-baseline|c144-m6|zai-small|Weights & Biases (W&B)", "prompt": "c144-m6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Weights & Biases (W&B)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "W&B's Weave toolkit has a critical vulnerability (CVE-2024-7340) with a severity score of 8.8/10.... Action: Ensure you have updated to a version that includes the patch"}, {"id": "mai-20260917-0922-baseline|c144-m6|zai-small|MLflow", "prompt": "c144-m6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "MLflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid using older versions of MLflow for production environments."}, {"id": "mai-20260917-0922-baseline|c144-m6|zai-small|Hugging Face Hub", "prompt": "c144-m6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Hugging Face Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is a prime target for supply chain attacks... Do not blindly download models."}, {"id": "mai-20260917-0922-baseline|c144-m6|zai-small|AWS SageMaker", "prompt": "c144-m6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS SageMaker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid these platforms if you are a small team, a startup, or just starting out."}, {"id": "mai-20260917-0922-baseline|c144-m6|zai-small|Google Vertex AI", "prompt": "c144-m6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Vertex AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid these platforms if you are a small team, a startup, or just starting out."}, {"id": "mai-20260917-0922-baseline|c144-m6|zai-small|Azure ML", "prompt": "c144-m6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure ML", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid these platforms if you are a small team, a startup, or just starting out."}, {"id": "mai-20260917-0922-baseline|c144-m6|zai-small|Jupyter Notebooks", "prompt": "c144-m6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Jupyter Notebooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider local tools like Jupyter Notebooks or lightweight cloud platforms (like Deepnote or Replit) first."}, {"id": "mai-20260917-0922-baseline|c144-m6|zai-small|Deepnote", "prompt": "c144-m6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Deepnote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "lightweight cloud platforms (like Deepnote or Replit) first"}, {"id": "mai-20260917-0922-baseline|c144-m6|zai-small|Replit", "prompt": "c144-m6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Replit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "lightweight cloud platforms (like Deepnote or Replit) first"}, {"id": "mai-20260917-0922-baseline|c144-s1|alibaba-small|Graphite Note", "prompt": "c144-s1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "Graphite Note", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Graphite Note or Pecan AI** if you have **no developers** and need immediate value for forecasting or risk analysis."}, {"id": "mai-20260917-0922-baseline|c144-s1|alibaba-small|Pecan AI", "prompt": "c144-s1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "Pecan AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Graphite Note or Pecan AI** if you have **no developers** and need immediate value"}, {"id": "mai-20260917-0922-baseline|c144-s1|alibaba-small|BigML", "prompt": "c144-s1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "BigML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Lean teams needing fast AutoML for classification or regression tasks."}, {"id": "mai-20260917-0922-baseline|c144-s1|alibaba-small|Microsoft Azure Machine Learning (and Power Automate)", "prompt": "c144-s1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning (and Power Automate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Microsoft Azure** if you are a **\"Microsoft Shop\"** ... and want low-friction adoption."}, {"id": "mai-20260917-0922-baseline|c144-s1|alibaba-small|Google Vertex AI (Google Cloud)", "prompt": "c144-s1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Vertex AI (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Teams that want a balance of managed power and ease of use."}, {"id": "mai-20260917-0922-baseline|c144-s1|alibaba-small|AWS SageMaker", "prompt": "c144-s1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "While powerful, it has a steeper learning curve."}, {"id": "mai-20260917-0922-baseline|c144-s1|alibaba-small|Make (formerly Integromat) / n8n", "prompt": "c144-s1", "model": "alibaba-small", "cat": "ml-platforms", "variant": "direct", "raw": "Make (formerly Integromat) / n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These platforms connect your data to ML models."}, {"id": "mai-20260917-0922-baseline|c144-s1|anthropic-small|Google Cloud's Vertex AI", "prompt": "c144-s1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Cloud's Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Platforms like Google Cloud's Vertex AI, AWS SageMaker, and Microsoft Azure ML offer varying levels of accessibility"}, {"id": "mai-20260917-0922-baseline|c144-s1|anthropic-small|AWS SageMaker", "prompt": "c144-s1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud providers: AWS SageMaker, Google Cloud Vertex AI, Azure ML"}, {"id": "mai-20260917-0922-baseline|c144-s1|anthropic-small|Microsoft Azure ML", "prompt": "c144-s1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure ML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloud providers: AWS SageMaker, Google Cloud Vertex AI, Azure ML"}, {"id": "mai-20260917-0922-baseline|c144-s1|anthropic-small|TensorFlow", "prompt": "c144-s1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "TensorFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Open-source: TensorFlow, PyTorch, Scikit-learn"}, {"id": "mai-20260917-0922-baseline|c144-s1|anthropic-small|PyTorch", "prompt": "c144-s1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "PyTorch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source: TensorFlow, PyTorch, Scikit-learn"}, {"id": "mai-20260917-0922-baseline|c144-s1|anthropic-small|Scikit-learn", "prompt": "c144-s1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "Scikit-learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source: TensorFlow, PyTorch, Scikit-learn"}, {"id": "mai-20260917-0922-baseline|c144-s1|anthropic-small|Hugging Face", "prompt": "c144-s1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "Hugging Face", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "No-code/low-code: Hugging Face, Dataiku, H2O AutoML"}, {"id": "mai-20260917-0922-baseline|c144-s1|anthropic-small|Dataiku", "prompt": "c144-s1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "No-code/low-code: Hugging Face, Dataiku, H2O AutoML"}, {"id": "mai-20260917-0922-baseline|c144-s1|anthropic-small|H2O AutoML", "prompt": "c144-s1", "model": "anthropic-small", "cat": "ml-platforms", "variant": "direct", "raw": "H2O AutoML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "No-code/low-code: Hugging Face, Dataiku, H2O AutoML"}, {"id": "mai-20260917-0922-baseline|c144-s1|challenger-small|Google Vertex AI", "prompt": "c144-s1", "model": "challenger-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google Vertex AI** is the strongest general-purpose option for small businesses"}, {"id": "mai-20260917-0922-baseline|c144-s1|challenger-small|Deepnote", "prompt": "c144-s1", "model": "challenger-small", "cat": "ml-platforms", "variant": "direct", "raw": "Deepnote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deepnote** is a strong alternative for data analysis and collaborative workflow work"}, {"id": "mai-20260917-0922-baseline|c144-s1|challenger-small|BigML", "prompt": "c144-s1", "model": "challenger-small", "cat": "ml-platforms", "variant": "direct", "raw": "BigML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "point to **BigML** and **KNIME** as practical options for startup and small-team setups"}, {"id": "mai-20260917-0922-baseline|c144-s1|challenger-small|KNIME", "prompt": "c144-s1", "model": "challenger-small", "cat": "ml-platforms", "variant": "direct", "raw": "KNIME", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**KNIME/BigML** if you want the fastest low-code path with minimal engineering lift"}, {"id": "mai-20260917-0922-baseline|c144-s1|deepseek-small|BigML", "prompt": "c144-s1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "BigML", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend starting with **BigML or Akkio** for ease and low cost"}, {"id": "mai-20260917-0922-baseline|c144-s1|deepseek-small|Akkio", "prompt": "c144-s1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "Akkio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd usually recommend starting with **BigML or Akkio** for ease and low cost"}, {"id": "mai-20260917-0922-baseline|c144-s1|deepseek-small|Obviously AI", "prompt": "c144-s1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "Obviously AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Obviously AI** — very natural-language-driven, quick for non-technical users"}, {"id": "mai-20260917-0922-baseline|c144-s1|deepseek-small|DataRobot", "prompt": "c144-s1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "DataRobot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "priced for enterprise ... Overkill for most small firms unless you need heavy compliance."}, {"id": "mai-20260917-0922-baseline|c144-s1|deepseek-small|Google Vertex AI", "prompt": "c144-s1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already run on a major cloud, **Vertex AI or SageMaker** gives you a clear growth path."}, {"id": "mai-20260917-0922-baseline|c144-s1|deepseek-small|Amazon SageMaker", "prompt": "c144-s1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Vertex AI or SageMaker** gives you a clear growth path"}, {"id": "mai-20260917-0922-baseline|c144-s1|deepseek-small|Azure Machine Learning", "prompt": "c144-s1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best if you're on Microsoft/need Active Directory integration"}, {"id": "mai-20260917-0922-baseline|c144-s1|deepseek-small|H2O.ai (Driverless AI / open-source H2O-3)", "prompt": "c144-s1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "H2O.ai (Driverless AI / open-source H2O-3)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "powerful, transparent AutoML with an open-source free option. Great value."}, {"id": "mai-20260917-0922-baseline|c144-s1|deepseek-small|KNIME", "prompt": "c144-s1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "KNIME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "strong low-code tools cited frequently by small teams"}, {"id": "mai-20260917-0922-baseline|c144-s1|deepseek-small|Alteryx", "prompt": "c144-s1", "model": "deepseek-small", "cat": "ml-platforms", "variant": "direct", "raw": "Alteryx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**KNIME or Alteryx** — strong low-code tools cited frequently by small teams."}, {"id": "mai-20260917-0922-baseline|c144-s1|google-small|Akkio", "prompt": "c144-s1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "Akkio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Akkio is built specifically for business operations. It has direct, native integrations with B2B essentials like Salesforce, HubSpot, Airtable, and Google Sheets."}, {"id": "mai-20260917-0922-baseline|c144-s1|google-small|Obviously AI", "prompt": "c144-s1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "Obviously AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If it is a **Business Owner, Sales Manager, or Marketing Lead**, go with **Akkio** or **Obviously AI**."}, {"id": "mai-20260917-0922-baseline|c144-s1|google-small|Google Cloud Vertex AI", "prompt": "c144-s1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Cloud Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vertex AI\\u2019s AutoML engine is industry-leading."}, {"id": "mai-20260917-0922-baseline|c144-s1|google-small|AWS SageMaker", "prompt": "c144-s1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your B2B data is already in AWS, SageMaker is the logical choice."}, {"id": "mai-20260917-0922-baseline|c144-s1|google-small|Microsoft Azure Machine Learning Studio", "prompt": "c144-s1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure ML Studio is exceptionally well-integrated"}, {"id": "mai-20260917-0922-baseline|c144-s1|google-small|KNIME Analytics Platform", "prompt": "c144-s1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "KNIME Analytics Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If it is a **Data Analyst** on a budget, use **KNIME**."}, {"id": "mai-20260917-0922-baseline|c144-s1|google-small|Databricks", "prompt": "c144-s1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "choose **Vertex AI** or **Databricks**"}, {"id": "mai-20260917-0922-baseline|c144-s1|google-small|Azure OpenAI Service", "prompt": "c144-s1", "model": "google-small", "cat": "ml-platforms", "variant": "direct", "raw": "Azure OpenAI Service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Google Vertex AI** or **Azure OpenAI Service** will give you the best foundational models"}, {"id": "mai-20260917-0922-baseline|c144-s1|meta-small|Google Cloud AI Platform", "prompt": "c144-s1", "model": "meta-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Cloud AI Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some popular options include: 1. Google Cloud AI Platform: A comprehensive platform for developers to build, scale, govern, and optimize agents and models."}, {"id": "mai-20260917-0922-baseline|c144-s1|meta-small|Azure Machine Learning", "prompt": "c144-s1", "model": "meta-small", "cat": "ml-platforms", "variant": "direct", "raw": "Azure Machine Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Azure Machine Learning: An enterprise-grade service that facilitates the end-to-end machine learning lifecycle"}, {"id": "mai-20260917-0922-baseline|c144-s1|minimax-small|Google Cloud Machine Learning", "prompt": "c144-s1", "model": "minimax-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Cloud Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Azure Machine Learning** or **Google Cloud** due to their balance of enterprise features, ease of use, and pricing"}, {"id": "mai-20260917-0922-baseline|c144-s1|minimax-small|Azure Machine Learning", "prompt": "c144-s1", "model": "minimax-small", "cat": "ml-platforms", "variant": "direct", "raw": "Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Azure Machine Learning** or **Google Cloud**"}, {"id": "mai-20260917-0922-baseline|c144-s1|minimax-small|AWS SageMaker", "prompt": "c144-s1", "model": "minimax-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're more technically inclined, AWS SageMaker offers the most flexibility."}, {"id": "mai-20260917-0922-baseline|c144-s1|mistral-small|Google Cloud AI Platform", "prompt": "c144-s1", "model": "mistral-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Cloud AI Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended for its comprehensive tools, scalability, and integration with other Google services"}, {"id": "mai-20260917-0922-baseline|c144-s1|mistral-small|Microsoft Azure Machine Learning", "prompt": "c144-s1", "model": "mistral-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Google Cloud AI Platform** and **Microsoft Azure Machine Learning** are the best options"}, {"id": "mai-20260917-0922-baseline|c144-s1|mistral-small|IBM Watson", "prompt": "c144-s1", "model": "mistral-small", "cat": "ml-platforms", "variant": "direct", "raw": "IBM Watson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more specialized AI tools, **IBM Watson** is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c144-s1|moonshot-small|Google Cloud AI Platform", "prompt": "c144-s1", "model": "moonshot-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Cloud AI Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, I'd suggest starting with **Google Cloud AI Platform** or **H2O.ai**"}, {"id": "mai-20260917-0922-baseline|c144-s1|moonshot-small|H2O.ai", "prompt": "c144-s1", "model": "moonshot-small", "cat": "ml-platforms", "variant": "direct", "raw": "H2O.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Google Cloud AI Platform** or **H2O.ai** because they offer: Lower entry barriers"}, {"id": "mai-20260917-0922-baseline|c144-s1|moonshot-small|Amazon SageMaker", "prompt": "c144-s1", "model": "moonshot-small", "cat": "ml-platforms", "variant": "direct", "raw": "Amazon SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caveat**: Can be expensive for very small-scale projects, but offers a free tier to start"}, {"id": "mai-20260917-0922-baseline|c144-s1|moonshot-small|Azure Machine Learning", "prompt": "c144-s1", "model": "moonshot-small", "cat": "ml-platforms", "variant": "direct", "raw": "Azure Machine Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caveat**: Higher costs can be a barrier for very small businesses"}, {"id": "mai-20260917-0922-baseline|c144-s1|openai-small|Databricks", "prompt": "c144-s1", "model": "openai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Databricks is often the best fit for a small B2B company with limited ML staff"}, {"id": "mai-20260917-0922-baseline|c144-s1|openai-small|Google Vertex AI", "prompt": "c144-s1", "model": "openai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your team is already in Google Cloud and wants a managed ML platform with strong end-to-end tooling"}, {"id": "mai-20260917-0922-baseline|c144-s1|openai-small|AWS SageMaker", "prompt": "c144-s1", "model": "openai-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're already on AWS and want deep infrastructure flexibility"}, {"id": "mai-20260917-0922-baseline|c144-s1|openai-small|Microsoft Fabric", "prompt": "c144-s1", "model": "openai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider Microsoft Fabric / Azure Databricks depending on how much ML depth you need"}, {"id": "mai-20260917-0922-baseline|c144-s1|openai-small|Azure Databricks", "prompt": "c144-s1", "model": "openai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Azure Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure Databricks is positioned for the unified ML lifecycle"}, {"id": "mai-20260917-0922-baseline|c144-s1|xai-small|Google Vertex AI", "prompt": "c144-s1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vertex AI often edges out for cost/ease in SMB reviews."}, {"id": "mai-20260917-0922-baseline|c144-s1|xai-small|Azure Machine Learning", "prompt": "c144-s1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft stack (365/Power BI), governance"}, {"id": "mai-20260917-0922-baseline|c144-s1|xai-small|AWS SageMaker", "prompt": "c144-s1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Highest learning curve/costs if mismanaged"}, {"id": "mai-20260917-0922-baseline|c144-s1|xai-small|H2O.ai (H2O Driverless AI)", "prompt": "c144-s1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "H2O.ai (H2O Driverless AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AutoML leader, high ease-of-use, value for money; SMB favorite"}, {"id": "mai-20260917-0922-baseline|c144-s1|xai-small|RapidMiner (Altair AI Studio)", "prompt": "c144-s1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "RapidMiner (Altair AI Studio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "No-code drag-and-drop, strong for SMBs"}, {"id": "mai-20260917-0922-baseline|c144-s1|xai-small|DataRobot", "prompt": "c144-s1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "DataRobot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pricier for heavy use"}, {"id": "mai-20260917-0922-baseline|c144-s1|xai-small|KNIME", "prompt": "c144-s1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "KNIME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "KNIME excels in visual low-code (paid collab ~$99/mo)"}, {"id": "mai-20260917-0922-baseline|c144-s1|xai-small|Anaconda", "prompt": "c144-s1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Anaconda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free desktop tools for data prep/ML workflows"}, {"id": "mai-20260917-0922-baseline|c144-s1|xai-small|Hugging Face", "prompt": "c144-s1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Hugging Face", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free for models/hosting (HF Spaces free tier)"}, {"id": "mai-20260917-0922-baseline|c144-s1|xai-small|MLflow", "prompt": "c144-s1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "MLflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "open-source like MLflow for cost control"}, {"id": "mai-20260917-0922-baseline|c144-s1|xai-small|Google Colab/Kaggle", "prompt": "c144-s1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Colab/Kaggle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Free GPU notebooks for prototyping"}, {"id": "mai-20260917-0922-baseline|c144-s1|xai-small|Databricks", "prompt": "c144-s1", "model": "xai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Avoid overkill like full Databricks ($0.07/DBU) unless data-heavy."}, {"id": "mai-20260917-0922-baseline|c144-s1|zai-small|Microsoft Azure Machine Learning", "prompt": "c144-s1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have business analysts: Go with Microsoft Azure Machine Learning"}, {"id": "mai-20260917-0922-baseline|c144-s1|zai-small|KNIME Analytics Platform", "prompt": "c144-s1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "KNIME Analytics Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a tiny budget: Go with KNIME (Free)"}, {"id": "mai-20260917-0922-baseline|c144-s1|zai-small|Saturn Cloud", "prompt": "c144-s1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Saturn Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is specifically rated highly for small businesses."}, {"id": "mai-20260917-0922-baseline|c144-s1|zai-small|H2O.ai", "prompt": "c144-s1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "H2O.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The core H2O-3 platform is open-source and free."}, {"id": "mai-20260917-0922-baseline|c144-s1|zai-small|AWS SageMaker", "prompt": "c144-s1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have data scientists: Go with AWS SageMaker or Google Vertex AI"}, {"id": "mai-20260917-0922-baseline|c144-s1|zai-small|Google Vertex AI", "prompt": "c144-s1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Offers the cleanest user experience (DX) and the best AutoML features."}, {"id": "mai-20260917-0922-baseline|c144-s1|zai-small|DataRobot", "prompt": "c144-s1", "model": "zai-small", "cat": "ml-platforms", "variant": "direct", "raw": "DataRobot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "DataRobot: ... enterprise-only with a median cost of over $200,000/year. It is not suitable for a small B2B company."}, {"id": "mai-20260917-0922-baseline|c144-s2|alibaba-small|Kubernetes", "prompt": "c144-s2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Kubernetes", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You likely **do not** want to self-host open-source tools like Kubernetes or Kubeflow"}, {"id": "mai-20260917-0922-baseline|c144-s2|alibaba-small|Kubeflow", "prompt": "c144-s2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Kubeflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You likely **do not** want to self-host open-source tools like Kubernetes or Kubeflow"}, {"id": "mai-20260917-0922-baseline|c144-s2|alibaba-small|Modal", "prompt": "c144-s2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Modal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best All-Around Choice: Modal ... **Modal** (Highly Recommended)"}, {"id": "mai-20260917-0922-baseline|c144-s2|alibaba-small|Banana.dev", "prompt": "c144-s2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Banana.dev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with **Modal** or **Banana**."}, {"id": "mai-20260917-0922-baseline|c144-s2|alibaba-small|AWS SageMaker", "prompt": "c144-s2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The Downside: It has a steeper learning curve."}, {"id": "mai-20260917-0922-baseline|c144-s2|alibaba-small|Databricks", "prompt": "c144-s2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It can be overkill (and expensive) for small businesses"}, {"id": "mai-20260917-0922-baseline|c144-s2|alibaba-small|Vertex AI", "prompt": "c144-s2", "model": "alibaba-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**SageMaker / Vertex AI** (Keep it simple)"}, {"id": "mai-20260917-0922-baseline|c144-s2|anthropic-small|ClearML", "prompt": "c144-s2", "model": "anthropic-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "ClearML", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ClearML** offers the best balance of simplicity, powerful features, and cost-effectiveness."}, {"id": "mai-20260917-0922-baseline|c144-s2|anthropic-small|DVC (Data Version Control)", "prompt": "c144-s2", "model": "anthropic-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "DVC (Data Version Control)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. DVC (Data Version Control)** - Best if you have Git-savvy teams"}, {"id": "mai-20260917-0922-baseline|c144-s2|anthropic-small|MLflow", "prompt": "c144-s2", "model": "anthropic-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Several platforms, including MLflow, Kubeflow, ClearML, DVC, Flyte, and BentoML, are open source."}, {"id": "mai-20260917-0922-baseline|c144-s2|anthropic-small|Kubeflow", "prompt": "c144-s2", "model": "anthropic-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Kubeflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Several platforms, including MLflow, Kubeflow, ClearML, DVC, Flyte, and BentoML, are open source."}, {"id": "mai-20260917-0922-baseline|c144-s2|anthropic-small|Flyte", "prompt": "c144-s2", "model": "anthropic-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Flyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Several platforms, including MLflow, Kubeflow, ClearML, DVC, Flyte, and BentoML, are open source."}, {"id": "mai-20260917-0922-baseline|c144-s2|anthropic-small|BentoML", "prompt": "c144-s2", "model": "anthropic-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "BentoML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Several platforms, including MLflow, Kubeflow, ClearML, DVC, Flyte, and BentoML, are open source."}, {"id": "mai-20260917-0922-baseline|c144-s2|challenger-small|MLflow", "prompt": "c144-s2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **MLflow** as the default choice if you want a cost-effective way to train, track, and deploy models with minimal vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c144-s2|challenger-small|AWS SageMaker", "prompt": "c144-s2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the best alternative is usually the matching managed platform:\n- **AWS SageMaker** if you are AWS-first."}, {"id": "mai-20260917-0922-baseline|c144-s2|challenger-small|Azure Machine Learning", "prompt": "c144-s2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure Machine Learning** if you are Microsoft-first."}, {"id": "mai-20260917-0922-baseline|c144-s2|challenger-small|Google Vertex AI / AI Platform", "prompt": "c144-s2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI / AI Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google Vertex AI / AI Platform** if you are GCP-first."}, {"id": "mai-20260917-0922-baseline|c144-s2|challenger-small|BentoML", "prompt": "c144-s2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "BentoML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**MLflow + a serving tool such as BentoML or similar infrastructure** is the most practical recommendation for a small team."}, {"id": "mai-20260917-0922-baseline|c144-s2|challenger-small|Kubeflow", "prompt": "c144-s2", "model": "challenger-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Kubeflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid heavier platforms like **Kubeflow** unless you have a strong Kubernetes/platform engineering team"}, {"id": "mai-20260917-0922-baseline|c144-s2|deepseek-small|MLflow", "prompt": "c144-s2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: MLflow (open-source) + a managed cloud platform"}, {"id": "mai-20260917-0922-baseline|c144-s2|deepseek-small|Amazon SageMaker", "prompt": "c144-s2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already have ML experience in-house: MLflow + Amazon SageMaker"}, {"id": "mai-20260917-0922-baseline|c144-s2|deepseek-small|Google Vertex AI", "prompt": "c144-s2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have few or no ML engineers: Google Vertex AI (or Dataiku)"}, {"id": "mai-20260917-0922-baseline|c144-s2|deepseek-small|Azure ML", "prompt": "c144-s2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure ML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're a Microsoft shop: Azure ML"}, {"id": "mai-20260917-0922-baseline|c144-s2|deepseek-small|Weights & Biases", "prompt": "c144-s2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Weights & Biases", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Experiment tracking/research | Free tier; ~$50/user/mo | Excellent UX, cloud-agnostic"}, {"id": "mai-20260917-0922-baseline|c144-s2|deepseek-small|Dataiku", "prompt": "c144-s2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Google Vertex AI (or Dataiku) — good AutoML, fast time-to-value"}, {"id": "mai-20260917-0922-baseline|c144-s2|deepseek-small|H2O.ai", "prompt": "c144-s2", "model": "deepseek-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "tools like Dataiku/H2O let non-specialists build and deploy useful models"}, {"id": "mai-20260917-0922-baseline|c144-s2|google-small|TrueFoundry", "prompt": "c144-s2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "TrueFoundry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TrueFoundry: The Best for B2B Security, Compliance & Custom Cloud Setup"}, {"id": "mai-20260917-0922-baseline|c144-s2|google-small|Qwak", "prompt": "c144-s2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Qwak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Qwak: The Best \"No-DevOps\" All-in-One Platform"}, {"id": "mai-20260917-0922-baseline|c144-s2|google-small|Modal", "prompt": "c144-s2", "model": "google-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Modal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modal: The Best Code-First, Serverless GPU Option (Highly Cost-Effective)"}, {"id": "mai-20260917-0922-baseline|c144-s2|meta-small|Anyscale", "prompt": "c144-s2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Anyscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Anyscale: A popular choice with a significant rating increase."}, {"id": "mai-20260917-0922-baseline|c144-s2|meta-small|Databricks", "prompt": "c144-s2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Databricks: A well-known platform for data engineering and machine learning."}, {"id": "mai-20260917-0922-baseline|c144-s2|meta-small|Domino Enterprise MLOps Platform", "prompt": "c144-s2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Domino Enterprise MLOps Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Domino Enterprise MLOps Platform: A comprehensive platform for MLOps."}, {"id": "mai-20260917-0922-baseline|c144-s2|meta-small|Amazon SageMaker", "prompt": "c144-s2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Amazon SageMaker: A popular choice for businesses already invested in AWS."}, {"id": "mai-20260917-0922-baseline|c144-s2|meta-small|Google AI Platform", "prompt": "c144-s2", "model": "meta-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google AI Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Google AI Platform: A cost-efficient option for businesses using Google Cloud."}, {"id": "mai-20260917-0922-baseline|c144-s2|minimax-small|Google AI Platform (Vertex AI)", "prompt": "c144-s2", "model": "minimax-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google AI Platform (Vertex AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Dataiku** or **Google AI Platform**"}, {"id": "mai-20260917-0922-baseline|c144-s2|minimax-small|AWS SageMaker", "prompt": "c144-s2", "model": "minimax-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fully managed, end-to-end pipeline, seamless AWS integration"}, {"id": "mai-20260917-0922-baseline|c144-s2|minimax-small|Dataiku", "prompt": "c144-s2", "model": "minimax-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Dataiku", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest starting with **Dataiku** or **Google AI Platform**"}, {"id": "mai-20260917-0922-baseline|c144-s2|minimax-small|MLflow", "prompt": "c144-s2", "model": "minimax-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lightweight, free, minimal infrastructure requirements"}, {"id": "mai-20260917-0922-baseline|c144-s2|mistral-small|Amazon SageMaker", "prompt": "c144-s2", "model": "mistral-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're on AWS or need scalability: **Amazon SageMaker**"}, {"id": "mai-20260917-0922-baseline|c144-s2|mistral-small|Google Vertex AI", "prompt": "c144-s2", "model": "mistral-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tight integration with Google Cloud, supports AutoML and custom training"}, {"id": "mai-20260917-0922-baseline|c144-s2|mistral-small|DataRobot", "prompt": "c144-s2", "model": "mistral-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want ease of use and AutoML: **DataRobot**"}, {"id": "mai-20260917-0922-baseline|c144-s2|mistral-small|H2O.ai (H2O MLOps)", "prompt": "c144-s2", "model": "mistral-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "H2O.ai (H2O MLOps)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Open-source friendly, supports AutoML, and has a scalable platform for both training and deployment."}, {"id": "mai-20260917-0922-baseline|c144-s2|mistral-small|Domino Data Lab", "prompt": "c144-s2", "model": "mistral-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Domino Data Lab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focuses on collaboration and governance"}, {"id": "mai-20260917-0922-baseline|c144-s2|mistral-small|MLflow", "prompt": "c144-s2", "model": "mistral-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're on a budget and want flexibility: **MLflow** (with cloud deployment)"}, {"id": "mai-20260917-0922-baseline|c144-s2|moonshot-small|Google Vertex AI", "prompt": "c144-s2", "model": "moonshot-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google Vertex AI** (Best Overall for Small Business)"}, {"id": "mai-20260917-0922-baseline|c144-s2|moonshot-small|MLflow", "prompt": "c144-s2", "model": "moonshot-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MLflow** is a solid free alternative to get started"}, {"id": "mai-20260917-0922-baseline|c144-s2|moonshot-small|AWS SageMaker", "prompt": "c144-s2", "model": "moonshot-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **AWS SageMaker** if you're already committed to AWS"}, {"id": "mai-20260917-0922-baseline|c144-s2|moonshot-small|DataRobot", "prompt": "c144-s2", "model": "moonshot-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "DataRobot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to Avoid for Small Business - **DataRobot:** Starting at ~$100,000/year... Too expensive for small businesses."}, {"id": "mai-20260917-0922-baseline|c144-s2|moonshot-small|Domino Data Lab", "prompt": "c144-s2", "model": "moonshot-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Domino Data Lab", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise-focused platforms like Domino Data Lab or H2O.ai Driverless AI typically require custom quotes in the six figures."}, {"id": "mai-20260917-0922-baseline|c144-s2|moonshot-small|H2O.ai Driverless AI", "prompt": "c144-s2", "model": "moonshot-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "H2O.ai Driverless AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms to Avoid for Small Business ... Domino Data Lab or H2O.ai Driverless AI typically require custom quotes in the six figures."}, {"id": "mai-20260917-0922-baseline|c144-s2|openai-small|Databricks", "prompt": "c144-s2", "model": "openai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Databricks is my default pick for a small B2B company"}, {"id": "mai-20260917-0922-baseline|c144-s2|openai-small|Amazon SageMaker AI", "prompt": "c144-s2", "model": "openai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Amazon SageMaker AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amazon SageMaker AI** is the strongest alternative"}, {"id": "mai-20260917-0922-baseline|c144-s2|openai-small|Vertex AI", "prompt": "c144-s2", "model": "openai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3-way comparison: Databricks vs SageMaker vs Vertex AI"}, {"id": "mai-20260917-0922-baseline|c144-s2|xai-small|MLflow", "prompt": "c144-s2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend starting with MLflow as your core MLOps platform."}, {"id": "mai-20260917-0922-baseline|c144-s2|xai-small|Databricks", "prompt": "c144-s2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "with optional managed hosting via Databricks starting around $200/month if needed"}, {"id": "mai-20260917-0922-baseline|c144-s2|xai-small|BentoML", "prompt": "c144-s2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "BentoML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pair it with free tools like BentoML (for serving) or Docker/Kubernetes for production deploys."}, {"id": "mai-20260917-0922-baseline|c144-s2|xai-small|ClearML", "prompt": "c144-s2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "ClearML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong alternative: ClearML (if you want more features out-of-the-box)"}, {"id": "mai-20260917-0922-baseline|c144-s2|xai-small|Weights & Biases (W&B)", "prompt": "c144-s2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Weights & Biases (W&B)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Paid scales quickly; less full MLOps"}, {"id": "mai-20260917-0922-baseline|c144-s2|xai-small|Google Vertex AI", "prompt": "c144-s2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cloud commitment; higher ongoing costs"}, {"id": "mai-20260917-0922-baseline|c144-s2|xai-small|AWS SageMaker", "prompt": "c144-s2", "model": "xai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Similar costs; more complex for non-AWS"}, {"id": "mai-20260917-0922-baseline|c144-s2|zai-small|Google Vertex AI", "prompt": "c144-s2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Google Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Easiest/fastest start:** Google Vertex AI (AutoML, clean UI, good for NLP/tabular, low-cost entry)."}, {"id": "mai-20260917-0922-baseline|c144-s2|zai-small|Azure Machine Learning", "prompt": "c144-s2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best Microsoft integration:** Azure Machine Learning (no platform fees, good for Power BI/Office 365)."}, {"id": "mai-20260917-0922-baseline|c144-s2|zai-small|AWS SageMaker", "prompt": "c144-s2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Widest feature set, but watch out for \"ancillary\" charges (CloudWatch, EBS, data transfer)."}, {"id": "mai-20260917-0922-baseline|c144-s2|zai-small|MLflow", "prompt": "c144-s2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Most cost‑flexible long term:** Open‑source stack (MLflow + Kubeflow/ZenML) if you have some DevOps capability."}, {"id": "mai-20260917-0922-baseline|c144-s2|zai-small|Kubeflow", "prompt": "c144-s2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Kubeflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Kubeflow adds complexity; need Kubernetes or a managed service"}, {"id": "mai-20260917-0922-baseline|c144-s2|zai-small|ZenML", "prompt": "c144-s2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "ZenML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ZenML: unified workflow layer for ML/LLM pipelines, works with any cloud"}, {"id": "mai-20260917-0922-baseline|c144-s2|zai-small|DataRobot", "prompt": "c144-s2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If you need automation and no ML team:** DataRobot."}, {"id": "mai-20260917-0922-baseline|c144-s2|zai-small|KServe", "prompt": "c144-s2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "KServe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Model serving:** KServe, BentoML, or Seldon"}, {"id": "mai-20260917-0922-baseline|c144-s2|zai-small|BentoML", "prompt": "c144-s2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "BentoML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Model serving:** KServe, BentoML, or Seldon"}, {"id": "mai-20260917-0922-baseline|c144-s2|zai-small|Seldon", "prompt": "c144-s2", "model": "zai-small", "cat": "ml-platforms", "variant": "paraphrase", "raw": "Seldon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Model serving:** KServe, BentoML, or Seldon"}, {"id": "mai-20260917-0922-baseline|c144-s3|alibaba-small|AWS SageMaker", "prompt": "c144-s3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "It offers granular control but requires significant setup. Best if you have Python engineers comfortable with infrastructure."}, {"id": "mai-20260917-0922-baseline|c144-s3|alibaba-small|Google Vertex AI", "prompt": "c144-s3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Vertex AI** if you are on Google Cloud and want the best balance of power and ease of use."}, {"id": "mai-20260917-0922-baseline|c144-s3|alibaba-small|Microsoft Azure Machine Learning", "prompt": "c144-s3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Azure ML:** Best if your team lives inside the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c144-s3|alibaba-small|DataRobot", "prompt": "c144-s3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **DataRobot** if your team includes non-coders who need to generate predictions for business decisions immediately."}, {"id": "mai-20260917-0922-baseline|c144-s3|alibaba-small|RapidMiner", "prompt": "c144-s3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "RapidMiner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Top Picks:** **DataRobot**, **RapidMiner**."}, {"id": "mai-20260917-0922-baseline|c144-s3|alibaba-small|Modal", "prompt": "c144-s3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Modal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Modal or Replicate** if you are focused on Generative AI/LLMs"}, {"id": "mai-20260917-0922-baseline|c144-s3|alibaba-small|Replicate", "prompt": "c144-s3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Replicate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Modal or Replicate** if you are focused on Generative AI/LLMs"}, {"id": "mai-20260917-0922-baseline|c144-s3|alibaba-small|Together AI", "prompt": "c144-s3", "model": "alibaba-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Together AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Top Picks:** **Modal**, **Replicate**, **Together AI**."}, {"id": "mai-20260917-0922-baseline|c144-s3|anthropic-small|AWS SageMaker", "prompt": "c144-s3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose SageMaker if your company already runs on AWS and wants strong control over training, deployment, infrastructure, and security policies"}, {"id": "mai-20260917-0922-baseline|c144-s3|anthropic-small|Google Vertex AI", "prompt": "c144-s3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "42.0% of Vertex AI reviews come from small-business users, making it particularly popular with smaller teams"}, {"id": "mai-20260917-0922-baseline|c144-s3|anthropic-small|Azure ML", "prompt": "c144-s3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Azure ML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure ML is ideal for enterprises already invested in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c144-s3|anthropic-small|Dataiku", "prompt": "c144-s3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For businesses prioritizing ease of use and collaboration, Dataiku appears to have the advantage"}, {"id": "mai-20260917-0922-baseline|c144-s3|anthropic-small|Databricks", "prompt": "c144-s3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it can be overkill for small teams with simple training pipelines"}, {"id": "mai-20260917-0922-baseline|c144-s3|anthropic-small|Snowflake Cortex AI", "prompt": "c144-s3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Snowflake Cortex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Databricks Lakehouse Platform and Snowflake Cortex AI bring AI tools directly to your data"}, {"id": "mai-20260917-0922-baseline|c144-s3|anthropic-small|Hugging Face Inference Endpoints", "prompt": "c144-s3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Hugging Face Inference Endpoints", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "offer rapid, vendor-neutral deployment for teams that prioritize speed and control over infrastructure"}, {"id": "mai-20260917-0922-baseline|c144-s3|anthropic-small|Anyscale (Ray)", "prompt": "c144-s3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Anyscale (Ray)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Hugging Face Inference Endpoints and Anyscale (Ray) offer rapid, vendor-neutral deployment"}, {"id": "mai-20260917-0922-baseline|c144-s3|anthropic-small|DataRobot", "prompt": "c144-s3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Platforms with strong AutoML capabilities, like DataRobot and H2O.ai, allow teams with limited ML expertise"}, {"id": "mai-20260917-0922-baseline|c144-s3|anthropic-small|H2O.ai", "prompt": "c144-s3", "model": "anthropic-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Platforms with strong AutoML capabilities, like DataRobot and H2O.ai"}, {"id": "mai-20260917-0922-baseline|c144-s3|challenger-small|Vertex AI", "prompt": "c144-s3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall managed option:** **Vertex AI** if you are on GCP, or **SageMaker** if you are on AWS"}, {"id": "mai-20260917-0922-baseline|c144-s3|challenger-small|Amazon SageMaker", "prompt": "c144-s3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall managed option:** **Vertex AI** if you are on GCP, or **SageMaker** if you are on AWS"}, {"id": "mai-20260917-0922-baseline|c144-s3|challenger-small|Azure Machine Learning", "prompt": "c144-s3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Managed workspaces and MLOps with strong governance and Azure integration"}, {"id": "mai-20260917-0922-baseline|c144-s3|challenger-small|DataRobot", "prompt": "c144-s3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for minimal coding:** **DataRobot** or **H2O.ai**"}, {"id": "mai-20260917-0922-baseline|c144-s3|challenger-small|H2O.ai", "prompt": "c144-s3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for minimal coding:** **DataRobot** or **H2O.ai**"}, {"id": "mai-20260917-0922-baseline|c144-s3|challenger-small|Databricks Mosaic AI", "prompt": "c144-s3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks Mosaic AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best when data engineering and ML live in the same platform"}, {"id": "mai-20260917-0922-baseline|c144-s3|challenger-small|Dataiku", "prompt": "c144-s3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for collaborative analytics teams:** **Dataiku** or **Deepnote**"}, {"id": "mai-20260917-0922-baseline|c144-s3|challenger-small|MLflow", "prompt": "c144-s3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best low-cost, technical stack:** **MLflow + Feast + open-source deployment tools**"}, {"id": "mai-20260917-0922-baseline|c144-s3|challenger-small|Feast", "prompt": "c144-s3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Feast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Lightweight modular stack with minimal infrastructure overhead"}, {"id": "mai-20260917-0922-baseline|c144-s3|challenger-small|Deepnote", "prompt": "c144-s3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Deepnote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best for collaborative analytics teams:** **Dataiku** or **Deepnote**"}, {"id": "mai-20260917-0922-baseline|c144-s3|challenger-small|Alteryx", "prompt": "c144-s3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Alteryx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Low-code tools** like **Dataiku** and **Alteryx** emphasize visual workflows"}, {"id": "mai-20260917-0922-baseline|c144-s3|challenger-small|Kubeflow", "prompt": "c144-s3", "model": "challenger-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Kubeflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Open-source stacks** like **MLflow**, **Kubeflow**, or **Feast-based setups** are cheaper and more flexible"}, {"id": "mai-20260917-0922-baseline|c144-s3|deepseek-small|Amazon SageMaker", "prompt": "c144-s3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for AWS-native teams... Trade-offs: steep learning curve, high cost at scale, deep AWS lock-in."}, {"id": "mai-20260917-0922-baseline|c144-s3|deepseek-small|Google Vertex AI", "prompt": "c144-s3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for GCP-native teams. Tighter BigQuery integration, simpler pricing, and the strongest generative AI story"}, {"id": "mai-20260917-0922-baseline|c144-s3|deepseek-small|Azure Machine Learning", "prompt": "c144-s3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-centric organizations."}, {"id": "mai-20260917-0922-baseline|c144-s3|deepseek-small|DataRobot", "prompt": "c144-s3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Trade-off: expensive — custom-priced, often starting around $2,500–$7,500/month for small deployments"}, {"id": "mai-20260917-0922-baseline|c144-s3|deepseek-small|H2O.ai (Driverless AI)", "prompt": "c144-s3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai (Driverless AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Similar AutoML strengths with excellent model interpretability and flexible cloud or on-prem deployment."}, {"id": "mai-20260917-0922-baseline|c144-s3|deepseek-small|Dataiku", "prompt": "c144-s3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a strong fit for cross-functional small teams). Has a free plan and one of the gentler learning curves among these."}, {"id": "mai-20260917-0922-baseline|c144-s3|deepseek-small|RapidMiner", "prompt": "c144-s3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "RapidMiner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cost-conscious, low-code/open-source options"}, {"id": "mai-20260917-0922-baseline|c144-s3|deepseek-small|KNIME", "prompt": "c144-s3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "KNIME", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "the free open-source tools (KNIME) are great for validating the need before you commit budget"}, {"id": "mai-20260917-0922-baseline|c144-s3|deepseek-small|Altair", "prompt": "c144-s3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Altair", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "RapidMiner / KNIME / Altair — Cost-conscious, low-code/open-source options"}, {"id": "mai-20260917-0922-baseline|c144-s3|deepseek-small|Databricks (incl. Mosaic AI)", "prompt": "c144-s3", "model": "deepseek-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks (incl. Mosaic AI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Trade-off: heavier, can be overkill if data engineering isn't your core need."}, {"id": "mai-20260917-0922-baseline|c144-s3|google-small|Modal", "prompt": "c144-s3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Modal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Modal** if your team consists of skilled Python devs who want to scale compute tasks ... instantly on any GPU type without thinking about infrastructure."}, {"id": "mai-20260917-0922-baseline|c144-s3|google-small|Baseten", "prompt": "c144-s3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Baseten", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cons: More expensive than Modal under sustained loads; less flexible for general non-inference Python batch jobs."}, {"id": "mai-20260917-0922-baseline|c144-s3|google-small|Lightning AI", "prompt": "c144-s3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Lightning AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Lightning AI** if your team is actively doing R&D, training custom models from scratch, or fine-tuning"}, {"id": "mai-20260917-0922-baseline|c144-s3|google-small|ClearML", "prompt": "c144-s3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "ClearML", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose **ClearML** if you already have local/cloud GPU hardware and need a robust, unified dashboard to track experiments"}, {"id": "mai-20260917-0922-baseline|c144-s3|google-small|Weights & Biases (W&B)", "prompt": "c144-s3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Weights & Biases (W&B)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Quick setup, visualization, and sharing experiment results ... Cons: Strictly focused on logging and metadata"}, {"id": "mai-20260917-0922-baseline|c144-s3|google-small|Replicate", "prompt": "c144-s3", "model": "google-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Replicate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Choose **Replicate** if you want to prototype an AI feature by chaining together pre-existing open-source models with minimal code."}, {"id": "mai-20260917-0922-baseline|c144-s3|meta-small|Vertex AI", "prompt": "c144-s3", "model": "meta-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vertex AI and Amazon SageMaker are fully managed platforms that handle infrastructure"}, {"id": "mai-20260917-0922-baseline|c144-s3|meta-small|Amazon SageMaker", "prompt": "c144-s3", "model": "meta-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vertex AI and Amazon SageMaker are fully managed platforms that handle infrastructure"}, {"id": "mai-20260917-0922-baseline|c144-s3|meta-small|H2O.ai", "prompt": "c144-s3", "model": "meta-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "H2O.ai and DataRobot offer AutoML capabilities"}, {"id": "mai-20260917-0922-baseline|c144-s3|meta-small|KNIME", "prompt": "c144-s3", "model": "meta-small", "cat": "ml-platforms", "variant": "comparative", "raw": "KNIME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "KNIME is an open-source platform that provides a no-code, drag-and-drop workflow."}, {"id": "mai-20260917-0922-baseline|c144-s3|meta-small|DataRobot", "prompt": "c144-s3", "model": "meta-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "H2O.ai and DataRobot offer AutoML capabilities"}, {"id": "mai-20260917-0922-baseline|c144-s3|minimax-small|AWS SageMaker", "prompt": "c144-s3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "AWS-centric with deep ecosystem needs | SageMaker"}, {"id": "mai-20260917-0922-baseline|c144-s3|minimax-small|Google Vertex AI", "prompt": "c144-s3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vertex AI** if you're already on GCP and want managed AutoML"}, {"id": "mai-20260917-0922-baseline|c144-s3|minimax-small|Azure Machine Learning", "prompt": "c144-s3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft-native**: Azure ML (best for existing Microsoft shops)"}, {"id": "mai-20260917-0922-baseline|c144-s3|minimax-small|Databricks", "prompt": "c144-s3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Databricks** if you need a lakehouse and unified data+ML platform"}, {"id": "mai-20260917-0922-baseline|c144-s3|minimax-small|Hugging Face", "prompt": "c144-s3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Hugging Face", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Hugging Face** if you want speed, community, and NLP/LLM focus"}, {"id": "mai-20260917-0922-baseline|c144-s3|minimax-small|KNIME", "prompt": "c144-s3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "KNIME", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need visual/no-code workflows | KNIME"}, {"id": "mai-20260917-0922-baseline|c144-s3|minimax-small|Modal", "prompt": "c144-s3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Modal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Lightweight/Purpose-built** (Hugging Face, Modal, Replicate)"}, {"id": "mai-20260917-0922-baseline|c144-s3|minimax-small|Replicate", "prompt": "c144-s3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Replicate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Lightweight/Purpose-built** (Hugging Face, Modal, Replicate)"}, {"id": "mai-20260917-0922-baseline|c144-s3|minimax-small|DataRobot", "prompt": "c144-s3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "DataRobot (automated ML with minimal code)"}, {"id": "mai-20260917-0922-baseline|c144-s3|minimax-small|Anyscale", "prompt": "c144-s3", "model": "minimax-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Anyscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Small, agile, prioritize speed | Hugging Face, Anyscale"}, {"id": "mai-20260917-0922-baseline|c144-s3|mistral-small|Google Vertex AI", "prompt": "c144-s3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team with limited DevOps support, start with **Vertex AI** (if on GCP)"}, {"id": "mai-20260917-0922-baseline|c144-s3|mistral-small|Amazon SageMaker", "prompt": "c144-s3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need flexibility and don't mind more setup, **SageMaker** is a strong choice."}, {"id": "mai-20260917-0922-baseline|c144-s3|mistral-small|Microsoft Azure Machine Learning (Azure ML)", "prompt": "c144-s3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Microsoft Azure Machine Learning (Azure ML)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **Vertex AI** (if on GCP) or **Azure ML** (if on Microsoft)"}, {"id": "mai-20260917-0922-baseline|c144-s3|mistral-small|H2O.ai", "prompt": "c144-s3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong AutoML capabilities, good for teams with limited data science resources."}, {"id": "mai-20260917-0922-baseline|c144-s3|mistral-small|DataRobot", "prompt": "c144-s3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For a more visual, low-code approach, consider **BigML** or **DataRobot**."}, {"id": "mai-20260917-0922-baseline|c144-s3|mistral-small|BigML", "prompt": "c144-s3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "BigML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For a more visual, low-code approach, consider **BigML** or **DataRobot**."}, {"id": "mai-20260917-0922-baseline|c144-s3|mistral-small|KNIME", "prompt": "c144-s3", "model": "mistral-small", "cat": "ml-platforms", "variant": "comparative", "raw": "KNIME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Highly visual, modular, and flexible, but may require more setup for production deployment."}, {"id": "mai-20260917-0922-baseline|c144-s3|moonshot-small|Amazon SageMaker", "prompt": "c144-s3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SageMaker**, **Vertex AI**, or **Azure ML** handle infrastructure so you can focus on data and models."}, {"id": "mai-20260917-0922-baseline|c144-s3|moonshot-small|Google Vertex AI", "prompt": "c144-s3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SageMaker**, **Vertex AI**, or **Azure ML** handle infrastructure so you can focus on data and models."}, {"id": "mai-20260917-0922-baseline|c144-s3|moonshot-small|Azure Machine Learning", "prompt": "c144-s3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**SageMaker**, **Vertex AI**, or **Azure ML** handle infrastructure so you can focus on data and models."}, {"id": "mai-20260917-0922-baseline|c144-s3|moonshot-small|Dataiku", "prompt": "c144-s3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Expensive for early-stage teams; can be overkill for pure engineering shops"}, {"id": "mai-20260917-0922-baseline|c144-s3|moonshot-small|Databricks (Mosaic AI)", "prompt": "c144-s3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks (Mosaic AI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Requires more technical expertise; not ideal for small, simple datasets"}, {"id": "mai-20260917-0922-baseline|c144-s3|moonshot-small|DataRobot", "prompt": "c144-s3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need AutoML / fastest ROI** | DataRobot or H2O.ai"}, {"id": "mai-20260917-0922-baseline|c144-s3|moonshot-small|H2O.ai", "prompt": "c144-s3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "H2O.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Rapid prototyping and AutoML."}, {"id": "mai-20260917-0922-baseline|c144-s3|moonshot-small|Weights & Biases (W&B)", "prompt": "c144-s3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Weights & Biases (W&B)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Not a full training/deployment platform—usually paired with SageMaker/Vertex"}, {"id": "mai-20260917-0922-baseline|c144-s3|moonshot-small|KNIME", "prompt": "c144-s3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "KNIME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Budget-conscious / max flexibility** | KNIME or open-source stack (MLflow + Kubeflow)"}, {"id": "mai-20260917-0922-baseline|c144-s3|moonshot-small|MLflow", "prompt": "c144-s3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "MLflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "open-source stack (MLflow + Kubeflow)"}, {"id": "mai-20260917-0922-baseline|c144-s3|moonshot-small|Kubeflow", "prompt": "c144-s3", "model": "moonshot-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Kubeflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "open-source stack (MLflow + Kubeflow)"}, {"id": "mai-20260917-0922-baseline|c144-s3|openai-small|Databricks", "prompt": "c144-s3", "model": "openai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Databricks** if you have a lot of data engineering, want collaboration, and want ML close to the data."}, {"id": "mai-20260917-0922-baseline|c144-s3|openai-small|Google Vertex AI", "prompt": "c144-s3", "model": "openai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Vertex AI** if you want a lean managed GCP experience"}, {"id": "mai-20260917-0922-baseline|c144-s3|openai-small|AWS SageMaker", "prompt": "c144-s3", "model": "openai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **SageMaker** if you're AWS-native and want maximum breadth/options."}, {"id": "mai-20260917-0922-baseline|c144-s3|openai-small|Azure Machine Learning", "prompt": "c144-s3", "model": "openai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Azure ML** if you're Microsoft-native and care a lot about governance, security, and team collaboration."}, {"id": "mai-20260917-0922-baseline|c144-s3|xai-small|Google Colab", "prompt": "c144-s3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Colab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Budget zero, fast start**: Colab + HF + MLflow stack."}, {"id": "mai-20260917-0922-baseline|c144-s3|xai-small|Hugging Face", "prompt": "c144-s3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Hugging Face", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LLM-heavy**: HF first."}, {"id": "mai-20260917-0922-baseline|c144-s3|xai-small|Kaggle Notebooks", "prompt": "c144-s3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Kaggle Notebooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Kaggle on datasets; ... Completely free"}, {"id": "mai-20260917-0922-baseline|c144-s3|xai-small|Weights & Biases (W&B)", "prompt": "c144-s3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Weights & Biases (W&B)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Scale to prod**: Add W&B"}, {"id": "mai-20260917-0922-baseline|c144-s3|xai-small|MLflow", "prompt": "c144-s3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Colab + HF + MLflow stack"}, {"id": "mai-20260917-0922-baseline|c144-s3|xai-small|Amazon SageMaker Studio", "prompt": "c144-s3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Amazon SageMaker Studio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid for pure small teams unless cloud-committed—stick to free tiers first."}, {"id": "mai-20260917-0922-baseline|c144-s3|xai-small|KNIME", "prompt": "c144-s3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "KNIME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Low-Code (KNIME, RapidMiner free tiers)**: Non-coders/analysts. ... KNIME edges for extensibility."}, {"id": "mai-20260917-0922-baseline|c144-s3|xai-small|Vertex AI", "prompt": "c144-s3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "migrate to SageMaker/Vertex if cloud-native"}, {"id": "mai-20260917-0922-baseline|c144-s3|xai-small|RapidMiner", "prompt": "c144-s3", "model": "xai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "RapidMiner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Low-Code (KNIME, RapidMiner free tiers)**"}, {"id": "mai-20260917-0922-baseline|c144-s3|zai-small|AWS SageMaker", "prompt": "c144-s3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "AWS SageMaker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose AWS SageMaker or Azure ML if you are building a production-grade application and your team already knows the cloud provider."}, {"id": "mai-20260917-0922-baseline|c144-s3|zai-small|Google Vertex AI", "prompt": "c144-s3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Google Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Google Vertex AI if your primary goal is using LLMs or Generative AI features."}, {"id": "mai-20260917-0922-baseline|c144-s3|zai-small|Azure Machine Learning", "prompt": "c144-s3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose AWS SageMaker or Azure ML if you are building a production-grade application and your team already knows the cloud provider."}, {"id": "mai-20260917-0922-baseline|c144-s3|zai-small|Dataiku", "prompt": "c144-s3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Dataiku", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Pricing is high** for small companies; the interface can feel overwhelming with so many features."}, {"id": "mai-20260917-0922-baseline|c144-s3|zai-small|KNIME", "prompt": "c144-s3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "KNIME", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose KNIME if you want a free, open-source solution and prefer visual workflows over coding."}, {"id": "mai-20260917-0922-baseline|c144-s3|zai-small|Databricks", "prompt": "c144-s3", "model": "zai-small", "cat": "ml-platforms", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Not ideal for simple projects**; it adds overhead and complexity that small teams might not need."}, {"id": "mai-20260917-0922-baseline|c144-s4|alibaba-small|KNIME Analytics Platform", "prompt": "c144-s4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "KNIME Analytics Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value (Low-Code / Visual)\n**Winner: KNIME Analytics Platform**"}, {"id": "mai-20260917-0922-baseline|c144-s4|alibaba-small|Google Colab", "prompt": "c144-s4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Colab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Quick Prototyping (Code-First)\n**Winner: Google Colab + PyCaret**"}, {"id": "mai-20260917-0922-baseline|c144-s4|alibaba-small|PyCaret", "prompt": "c144-s4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "PyCaret", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An open-source Python library that simplifies the entire machine learning workflow"}, {"id": "mai-20260917-0922-baseline|c144-s4|alibaba-small|AutoGluon", "prompt": "c144-s4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "AutoGluon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Automation (AutoML)\n**Winner: AutoGluon (by AWS)**"}, {"id": "mai-20260917-0922-baseline|c144-s4|alibaba-small|RapidMiner", "prompt": "c144-s4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "RapidMiner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "There is a free \"Community Edition,\" though it lacks some advanced governance and scalability features"}, {"id": "mai-20260917-0922-baseline|c144-s4|alibaba-small|BigML", "prompt": "c144-s4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "BigML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Needs easy \"Click-to-Train\"** | **BigML** | Freemium (Very low cost)"}, {"id": "mai-20260917-0922-baseline|c144-s4|alibaba-small|Azure ML", "prompt": "c144-s4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure ML", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid managed cloud platforms like Azure ML or AWS SageMaker for *very* tight budgets"}, {"id": "mai-20260917-0922-baseline|c144-s4|alibaba-small|AWS SageMaker", "prompt": "c144-s4", "model": "alibaba-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid managed cloud platforms like Azure ML or AWS SageMaker for *very* tight budgets"}, {"id": "mai-20260917-0922-baseline|c144-s4|anthropic-small|Google Colab", "prompt": "c144-s4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Colab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google Colab** - Free cloud-based Jupyter notebooks with free GPU/TPU access. Great for prototyping and learning."}, {"id": "mai-20260917-0922-baseline|c144-s4|anthropic-small|AWS Free Tier", "prompt": "c144-s4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS Free Tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Includes free credits for SageMaker, EC2, and other ML services for the first year. Good for getting started."}, {"id": "mai-20260917-0922-baseline|c144-s4|anthropic-small|Microsoft Azure Free Trial", "prompt": "c144-s4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Microsoft Azure Free Trial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers free credits to explore Azure ML Studio and other ML services."}, {"id": "mai-20260917-0922-baseline|c144-s4|anthropic-small|Scikit-learn + Python", "prompt": "c144-s4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Scikit-learn + Python", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with **free open-source tools** (Python, Scikit-learn, TensorFlow) if you have in-house technical talent"}, {"id": "mai-20260917-0922-baseline|c144-s4|anthropic-small|TensorFlow & PyTorch", "prompt": "c144-s4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "TensorFlow & PyTorch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free, open-source deep learning frameworks with excellent documentation."}, {"id": "mai-20260917-0922-baseline|c144-s4|anthropic-small|Hugging Face", "prompt": "c144-s4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Hugging Face", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Leverage **pre-trained models** from Hugging Face to avoid building from scratch"}, {"id": "mai-20260917-0922-baseline|c144-s4|anthropic-small|Apache Spark MLlib", "prompt": "c144-s4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Apache Spark MLlib", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free, open-source distributed ML library."}, {"id": "mai-20260917-0922-baseline|c144-s4|anthropic-small|Azure ML Studio", "prompt": "c144-s4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure ML Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Pay-as-you-go pricing with affordable tier options"}, {"id": "mai-20260917-0922-baseline|c144-s4|anthropic-small|Google Vertex AI", "prompt": "c144-s4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Competitive pricing with free credits available"}, {"id": "mai-20260917-0922-baseline|c144-s4|anthropic-small|IBM Watson Studio", "prompt": "c144-s4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "IBM Watson Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Has a free tier for limited usage"}, {"id": "mai-20260917-0922-baseline|c144-s4|anthropic-small|Google Cloud AutoML", "prompt": "c144-s4", "model": "anthropic-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Cloud AutoML", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Consider **no-code platforms** like Google Cloud AutoML only if you need managed services"}, {"id": "mai-20260917-0922-baseline|c144-s4|challenger-small|MLflow", "prompt": "c144-s4", "model": "challenger-small", "cat": "ml-platforms", "variant": "budget", "raw": "MLflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **an open-source platform like MLflow**"}, {"id": "mai-20260917-0922-baseline|c144-s4|challenger-small|Deepnote", "prompt": "c144-s4", "model": "challenger-small", "cat": "ml-platforms", "variant": "budget", "raw": "Deepnote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deepnote** is a strong option for small teams that need collaborative analysis"}, {"id": "mai-20260917-0922-baseline|c144-s4|challenger-small|Google Cloud AI / Vertex AI", "prompt": "c144-s4", "model": "challenger-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Cloud AI / Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "it offers low entry pricing and free credits, but it is more of a managed cloud platform than the cheapest overall option"}, {"id": "mai-20260917-0922-baseline|c144-s4|challenger-small|KNIME", "prompt": "c144-s4", "model": "challenger-small", "cat": "ml-platforms", "variant": "budget", "raw": "KNIME", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best low-code workflow:** **KNIME** for prep and visual workflows"}, {"id": "mai-20260917-0922-baseline|c144-s4|challenger-small|BigML", "prompt": "c144-s4", "model": "challenger-small", "cat": "ml-platforms", "variant": "budget", "raw": "BigML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "optionally combined with **BigML** for simple AutoML"}, {"id": "mai-20260917-0922-baseline|c144-s4|deepseek-small|Google Colab", "prompt": "c144-s4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Colab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google Colab** (Best overall value — $0 to $10/month)\nThis is the most cost-effective option for small teams."}, {"id": "mai-20260917-0922-baseline|c144-s4|deepseek-small|Kaggle Notebooks", "prompt": "c144-s4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "Kaggle Notebooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A solid companion to Colab — completely free cloud notebooks that work well for experimentation and prototyping."}, {"id": "mai-20260917-0922-baseline|c144-s4|deepseek-small|Azure Machine Learning", "prompt": "c144-s4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azure offers incredibly low entry points with pay-as-you-go pricing."}, {"id": "mai-20260917-0922-baseline|c144-s4|deepseek-small|Google Cloud AutoML / Vertex AI", "prompt": "c144-s4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Cloud AutoML / Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for teams with **limited ML expertise** since it handles much of the heavy lifting."}, {"id": "mai-20260917-0922-baseline|c144-s4|deepseek-small|KNIME", "prompt": "c144-s4", "model": "deepseek-small", "cat": "ml-platforms", "variant": "budget", "raw": "KNIME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source platforms** (KNIME, etc. — near-zero cost)... they require in-house technical expertise"}, {"id": "mai-20260917-0922-baseline|c144-s4|google-small|KNIME Analytics Platform", "prompt": "c144-s4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "KNIME Analytics Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "KNIME is a desktop-based, open-source tool that is **100% free**... \"We have zero budget and no coding skills\" | **KNIME**"}, {"id": "mai-20260917-0922-baseline|c144-s4|google-small|MLflow & DVC (Data Version Control)", "prompt": "c144-s4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "MLflow & DVC (Data Version Control)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "They are free, open-source tools that can be run locally or hosted on a very cheap cloud virtual machine"}, {"id": "mai-20260917-0922-baseline|c144-s4|google-small|SageMaker", "prompt": "c144-s4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Instead of paying for expensive enterprise MLOps suites (like SageMaker or Databricks)"}, {"id": "mai-20260917-0922-baseline|c144-s4|google-small|Databricks", "prompt": "c144-s4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Instead of paying for expensive enterprise MLOps suites (like SageMaker or Databricks)"}, {"id": "mai-20260917-0922-baseline|c144-s4|google-small|Google Colab Pro", "prompt": "c144-s4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Colab Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Starting at around $10/month, Colab Pro provides on-demand access to powerful GPUs"}, {"id": "mai-20260917-0922-baseline|c144-s4|google-small|RunPod", "prompt": "c144-s4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "RunPod", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Hugging Face + RunPod** | Combines free open-source models with the cheapest GPU compute on the market."}, {"id": "mai-20260917-0922-baseline|c144-s4|google-small|Paperspace", "prompt": "c144-s4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Paperspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "RunPod and Paperspace also offer easy, serverless deployment options for hosting your models."}, {"id": "mai-20260917-0922-baseline|c144-s4|google-small|Vast.ai", "prompt": "c144-s4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Vast.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These \"decentralized\" or specialized GPU clouds offer raw compute at a fraction of the cost"}, {"id": "mai-20260917-0922-baseline|c144-s4|google-small|Google Cloud Vertex AI", "prompt": "c144-s4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Cloud Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "The $300 free trial is generous, AutoML saves developer time, and you only pay for what you use."}, {"id": "mai-20260917-0922-baseline|c144-s4|google-small|Hugging Face (Spaces & AutoTrain)", "prompt": "c144-s4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Hugging Face (Spaces & AutoTrain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "You can use their **AutoTrain** service to fine-tune state-of-the-art models for pennies using a simple UI."}, {"id": "mai-20260917-0922-baseline|c144-s4|google-small|OpenAI (GPT-4o mini)", "prompt": "c144-s4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "OpenAI (GPT-4o mini)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Use pay-as-you-go APIs from **OpenAI (GPT-4o mini)**"}, {"id": "mai-20260917-0922-baseline|c144-s4|google-small|Anthropic (Claude Haiku)", "prompt": "c144-s4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Anthropic (Claude Haiku)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Use pay-as-you-go APIs from ... **Anthropic (Claude Haiku)**"}, {"id": "mai-20260917-0922-baseline|c144-s4|google-small|Google Gemini Flash", "prompt": "c144-s4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Gemini Flash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Gemini Flash is incredibly cheap per token"}, {"id": "mai-20260917-0922-baseline|c144-s4|google-small|n8n", "prompt": "c144-s4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Use **n8n** (which is free to self-host)"}, {"id": "mai-20260917-0922-baseline|c144-s4|google-small|Make.com", "prompt": "c144-s4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Make.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Make.com** (very cheap starter plans) to build visual AI agents"}, {"id": "mai-20260917-0922-baseline|c144-s4|google-small|AWS", "prompt": "c144-s4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "major cloud providers like AWS or Azure can quickly become prohibitively expensive"}, {"id": "mai-20260917-0922-baseline|c144-s4|google-small|Azure", "prompt": "c144-s4", "model": "google-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "major cloud providers like AWS or Azure can quickly become prohibitively expensive"}, {"id": "mai-20260917-0922-baseline|c144-s4|meta-small|Azure Machine Learning", "prompt": "c144-s4", "model": "meta-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one that offers a free or low-cost plan, such as Azure Machine Learning or Colab Pro"}, {"id": "mai-20260917-0922-baseline|c144-s4|meta-small|Colab Pro", "prompt": "c144-s4", "model": "meta-small", "cat": "ml-platforms", "variant": "budget", "raw": "Colab Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as Azure Machine Learning or Colab Pro ... Colab Pro costs $10/month"}, {"id": "mai-20260917-0922-baseline|c144-s4|meta-small|Google Cloud", "prompt": "c144-s4", "model": "meta-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google Cloud's comprehensive platform for developers to build, scale, govern and optimize agents and models is also a good option"}, {"id": "mai-20260917-0922-baseline|c144-s4|minimax-small|Google Colab", "prompt": "c144-s4", "model": "minimax-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Colab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google Colab** (Best Overall Value)"}, {"id": "mai-20260917-0922-baseline|c144-s4|minimax-small|Kaggle Notebooks", "prompt": "c144-s4", "model": "minimax-small", "cat": "ml-platforms", "variant": "budget", "raw": "Kaggle Notebooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Free options**: Kaggle or Google Colab (if your team has technical skills)"}, {"id": "mai-20260917-0922-baseline|c144-s4|minimax-small|Azure Machine Learning", "prompt": "c144-s4", "model": "minimax-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Low-cost paid**: Azure Machine Learning at $0.05/month"}, {"id": "mai-20260917-0922-baseline|c144-s4|minimax-small|KNIME", "prompt": "c144-s4", "model": "minimax-small", "cat": "ml-platforms", "variant": "budget", "raw": "KNIME", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**No-code route**: KNIME (free) if you need drag-and-drop simplicity"}, {"id": "mai-20260917-0922-baseline|c144-s4|minimax-small|H2O.ai", "prompt": "c144-s4", "model": "minimax-small", "cat": "ml-platforms", "variant": "budget", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**H2O.ai** (Best AutoML for Fast Results)"}, {"id": "mai-20260917-0922-baseline|c144-s4|mistral-small|Google Colab", "prompt": "c144-s4", "model": "mistral-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Colab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, start with **Google Colab** (free) or **Azure Machine Learning** (very low cost)."}, {"id": "mai-20260917-0922-baseline|c144-s4|mistral-small|Google Cloud AI Platform (AutoML)", "prompt": "c144-s4", "model": "mistral-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Cloud AI Platform (AutoML)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more built-in automation and support, consider **Google Cloud AI Platform (AutoML)** or **H2O.ai**."}, {"id": "mai-20260917-0922-baseline|c144-s4|mistral-small|H2O.ai", "prompt": "c144-s4", "model": "mistral-small", "cat": "ml-platforms", "variant": "budget", "raw": "H2O.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides a cost-efficient AutoML platform with powerful predictive capabilities"}, {"id": "mai-20260917-0922-baseline|c144-s4|mistral-small|DataRobot", "prompt": "c144-s4", "model": "mistral-small", "cat": "ml-platforms", "variant": "budget", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Automates key tasks like model training and deployment, and is known for its affordability"}, {"id": "mai-20260917-0922-baseline|c144-s4|mistral-small|Azure Machine Learning", "prompt": "c144-s4", "model": "mistral-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "start with **Google Colab** (free) or **Azure Machine Learning** (very low cost)"}, {"id": "mai-20260917-0922-baseline|c144-s4|moonshot-small|KNIME Analytics Platform", "prompt": "c144-s4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "KNIME Analytics Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**KNIME Analytics Platform** (Best Overall for Small Business)"}, {"id": "mai-20260917-0922-baseline|c144-s4|moonshot-small|TensorFlow", "prompt": "c144-s4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "TensorFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **KNIME** (free, visual, easy) or **TensorFlow** (free, powerful, flexible)"}, {"id": "mai-20260917-0922-baseline|c144-s4|moonshot-small|H2O-3", "prompt": "c144-s4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "H2O-3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**H2O-3** (Best for Enterprise Features on a Budget)"}, {"id": "mai-20260917-0922-baseline|c144-s4|moonshot-small|Google Cloud (Vertex AI / BigQuery ML)", "prompt": "c144-s4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Cloud (Vertex AI / BigQuery ML)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Google Cloud's free tier is the most generous entry point"}, {"id": "mai-20260917-0922-baseline|c144-s4|moonshot-small|Kaggle Notebooks", "prompt": "c144-s4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "Kaggle Notebooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Learning/Experimentation ... **Completely free**"}, {"id": "mai-20260917-0922-baseline|c144-s4|moonshot-small|BentoML", "prompt": "c144-s4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "BentoML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Need production deployment | **H2O-3** or **BentoML** (free)"}, {"id": "mai-20260917-0922-baseline|c144-s4|moonshot-small|Amazon SageMaker", "prompt": "c144-s4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "Amazon SageMaker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Platforms to Avoid ... **Amazon SageMaker** \b Can get expensive quickly"}, {"id": "mai-20260917-0922-baseline|c144-s4|moonshot-small|Microsoft Azure ML", "prompt": "c144-s4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "Microsoft Azure ML", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Platforms to Avoid ... **Microsoft Azure ML** \b Better suited for larger enterprises"}, {"id": "mai-20260917-0922-baseline|c144-s4|moonshot-small|Alteryx", "prompt": "c144-s4", "model": "moonshot-small", "cat": "ml-platforms", "variant": "budget", "raw": "Alteryx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Platforms to Avoid ... **Alteryx** \b Starts around $1,000/month"}, {"id": "mai-20260917-0922-baseline|c144-s4|openai-small|Google Vertex AI", "prompt": "c144-s4", "model": "openai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Vertex AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Vertex AI** for the lowest-friction, small-budget start."}, {"id": "mai-20260917-0922-baseline|c144-s4|openai-small|Azure Machine Learning", "prompt": "c144-s4", "model": "openai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you're already in Microsoft Azure:** **Azure Machine Learning**"}, {"id": "mai-20260917-0922-baseline|c144-s4|openai-small|Amazon SageMaker", "prompt": "c144-s4", "model": "openai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amazon SageMaker**, because it has a **free tier** ... but it can become expensive if you leave compute running."}, {"id": "mai-20260917-0922-baseline|c144-s4|xai-small|Google Colab", "prompt": "c144-s4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Colab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google Colab (free tier) or Kaggle Notebooks are typically the best starting points for a small company on a tight budget.**"}, {"id": "mai-20260917-0922-baseline|c144-s4|xai-small|Kaggle Notebooks", "prompt": "c144-s4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Kaggle Notebooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Google Colab (free tier) or Kaggle Notebooks are typically the best starting points for a small company on a tight budget.**"}, {"id": "mai-20260917-0922-baseline|c144-s4|xai-small|Hugging Face Spaces", "prompt": "c144-s4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Hugging Face Spaces", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free CPU/GPU tiers | Pre-trained models, apps | Basic hardware, inference-focused"}, {"id": "mai-20260917-0922-baseline|c144-s4|xai-small|KNIME", "prompt": "c144-s4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "KNIME", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**KNIME or PyCaret**: Free desktop/low-code tools for visual workflows/AutoML."}, {"id": "mai-20260917-0922-baseline|c144-s4|xai-small|PyCaret", "prompt": "c144-s4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "PyCaret", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**KNIME or PyCaret**: Free desktop/low-code tools for visual workflows/AutoML."}, {"id": "mai-20260917-0922-baseline|c144-s4|xai-small|TensorFlow/PyTorch + local setup", "prompt": "c144-s4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "TensorFlow/PyTorch + local setup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Frameworks are free; pair with cheap VPS (e.g., Oracle Cloud free tier) for under $10/month."}, {"id": "mai-20260917-0922-baseline|c144-s4|xai-small|AWS SageMaker", "prompt": "c144-s4", "model": "xai-small", "cat": "ml-platforms", "variant": "budget", "raw": "AWS SageMaker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid full platforms like AWS SageMaker early (pay-per-hour compute starts ~$0.05/hr + storage; better for production scaling)."}, {"id": "mai-20260917-0922-baseline|c144-s4|zai-small|KNIME Analytics Platform", "prompt": "c144-s4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "KNIME Analytics Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Data prep & visual workflows** – KNIME (free desktop)"}, {"id": "mai-20260917-0922-baseline|c144-s4|zai-small|Google Colab", "prompt": "c144-s4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Google Colab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Model prototyping** – Google Colab (free GPU) or PyCaret (low‑code Python)"}, {"id": "mai-20260917-0922-baseline|c144-s4|zai-small|Amazon SageMaker Canvas", "prompt": "c144-s4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Amazon SageMaker Canvas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Amazon SageMaker Canvas** is a top pick: starts near $0 when idle, scales to zero"}, {"id": "mai-20260917-0922-baseline|c144-s4|zai-small|Vertex AI (Google AutoML)", "prompt": "c144-s4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Vertex AI (Google AutoML)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "move to **Vertex AI** or **SageMaker Canvas** for production‑ready deployment"}, {"id": "mai-20260917-0922-baseline|c144-s4|zai-small|TensorTurn", "prompt": "c144-s4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "TensorTurn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**TensorTurn** (free + $25/mo Pro) lets you train on your own GPUs with full no‑code control."}, {"id": "mai-20260917-0922-baseline|c144-s4|zai-small|PyCaret", "prompt": "c144-s4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "PyCaret", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**PyCaret** provides a low‑code Python environment if your team is comfortable with some scripting."}, {"id": "mai-20260917-0922-baseline|c144-s4|zai-small|BigML", "prompt": "c144-s4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "BigML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Layer in **BigML** (entry plan) for AutoML and hosted predictions"}, {"id": "mai-20260917-0922-baseline|c144-s4|zai-small|Obviously.ai", "prompt": "c144-s4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Obviously.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "another simple option for tabular predictions (around $75/month), but SageMaker Canvas can be more cost‑effective"}, {"id": "mai-20260917-0922-baseline|c144-s4|zai-small|Scikit‑learn", "prompt": "c144-s4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Scikit‑learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Great for traditional ML (classification, regression, clustering) on small/medium datasets."}, {"id": "mai-20260917-0922-baseline|c144-s4|zai-small|TensorFlow / PyTorch", "prompt": "c144-s4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "TensorFlow / PyTorch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Deep learning and custom architectures."}, {"id": "mai-20260917-0922-baseline|c144-s4|zai-small|MLflow", "prompt": "c144-s4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Model tracking** – MLflow (open‑source)"}, {"id": "mai-20260917-0922-baseline|c144-s4|zai-small|Streamlit / Gradio", "prompt": "c144-s4", "model": "zai-small", "cat": "ml-platforms", "variant": "budget", "raw": "Streamlit / Gradio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Turn scripts into shareable ML apps quickly (both open‑source)"}, {"id": "mai-20260917-0922-baseline|c144-s5|deepseek-small|AWS SageMaker", "prompt": "c144-s5", "model": "deepseek-small", "cat": "ml-platforms", "variant": "scale", "raw": "AWS SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Managed cloud (AWS SageMaker, Vertex AI, Azure ML)"}, {"id": "mai-20260917-0922-baseline|c144-s5|deepseek-small|Vertex AI", "prompt": "c144-s5", "model": "deepseek-small", "cat": "ml-platforms", "variant": "scale", "raw": "Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Managed cloud (AWS SageMaker, Vertex AI, Azure ML)"}, {"id": "mai-20260917-0922-baseline|c144-s5|deepseek-small|Azure ML", "prompt": "c144-s5", "model": "deepseek-small", "cat": "ml-platforms", "variant": "scale", "raw": "Azure ML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Managed cloud (AWS SageMaker, Vertex AI, Azure ML)"}, {"id": "mai-20260917-0922-baseline|c144-s5|deepseek-small|Databricks Mosaic AI", "prompt": "c144-s5", "model": "deepseek-small", "cat": "ml-platforms", "variant": "scale", "raw": "Databricks Mosaic AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Data-centric team, existing lakehouse | Databricks Mosaic AI / Snowflake Cortex"}, {"id": "mai-20260917-0922-baseline|c144-s5|deepseek-small|Snowflake Cortex", "prompt": "c144-s5", "model": "deepseek-small", "cat": "ml-platforms", "variant": "scale", "raw": "Snowflake Cortex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Databricks Mosaic AI / Snowflake Cortex"}, {"id": "mai-20260917-0922-baseline|c144-s5|deepseek-small|Dataiku", "prompt": "c144-s5", "model": "deepseek-small", "cat": "ml-platforms", "variant": "scale", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cross-functional, business users, low friction | Dataiku, H2O.ai, DataRobot"}, {"id": "mai-20260917-0922-baseline|c144-s5|deepseek-small|H2O.ai", "prompt": "c144-s5", "model": "deepseek-small", "cat": "ml-platforms", "variant": "scale", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Dataiku, H2O.ai, DataRobot"}, {"id": "mai-20260917-0922-baseline|c144-s5|deepseek-small|DataRobot", "prompt": "c144-s5", "model": "deepseek-small", "cat": "ml-platforms", "variant": "scale", "raw": "DataRobot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise seats: DataRobot/Domino run **$50K\\u2013$250K+/yr** \\u2014 almost certainly overkill and over-budget for you"}, {"id": "mai-20260917-0922-baseline|c144-s5|deepseek-small|MLflow", "prompt": "c144-s5", "model": "deepseek-small", "cat": "ml-platforms", "variant": "scale", "raw": "MLflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "the most common sweet spots are either a **managed cloud service** ... or an **open-source/SaaS hybrid** like MLflow or ClearML to keep costs down"}, {"id": "mai-20260917-0922-baseline|c144-s5|deepseek-small|BentoML", "prompt": "c144-s5", "model": "deepseek-small", "cat": "ml-platforms", "variant": "scale", "raw": "BentoML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "W&B or ClearML (~$15\\u2013$50/user/mo) + BentoML for serving \\u2192 often the best value for small teams"}, {"id": "mai-20260917-0922-baseline|c144-s5|deepseek-small|ClearML", "prompt": "c144-s5", "model": "deepseek-small", "cat": "ml-platforms", "variant": "scale", "raw": "ClearML", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "an **open-source/SaaS hybrid** like MLflow or ClearML to keep costs down"}, {"id": "mai-20260917-0922-baseline|c144-s5|deepseek-small|KNIME", "prompt": "c144-s5", "model": "deepseek-small", "cat": "ml-platforms", "variant": "scale", "raw": "KNIME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Open-source stack (MLflow + BentoML, ClearML, KNIME)"}, {"id": "mai-20260917-0922-baseline|c144-s5|deepseek-small|Domino", "prompt": "c144-s5", "model": "deepseek-small", "cat": "ml-platforms", "variant": "scale", "raw": "Domino", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "DataRobot/Domino run **$50K\\u2013$250K+/yr** \\u2014 almost certainly overkill and over-budget for you"}, {"id": "mai-20260917-0922-baseline|c144-s5|deepseek-small|W&B", "prompt": "c144-s5", "model": "deepseek-small", "cat": "ml-platforms", "variant": "scale", "raw": "W&B", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Lean SaaS trail:** W&B or ClearML (~$15\\u2013$50/user/mo)"}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|Baseten", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Baseten", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Platforms like Replicate, Modal, Baseten, or AWS Bedrock handle the infrastructure entirely."}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|Modal", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Modal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Modal, Baseten, Replicate, LangSmith | They offer serverless GPUs, extremely fast cold starts"}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|LangSmith", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "LangSmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shipping LLM/GenAI features fast** | Modal, Baseten, Replicate, LangSmith"}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|Portkey", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Portkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., Baseten, Modal, LangSmith, Portkey, or RunPod)"}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|RunPod", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "RunPod", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(e.g., Baseten, Modal, LangSmith, Portkey, or RunPod)"}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|Weights & Biases", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Weights & Biases", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Weights & Biases (tracking) + Vertex AI / SageMaker (compute) | Standard industry toolset"}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|Vertex AI AutoML", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Vertex AI AutoML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "OpenAI/Anthropic APIs, Vertex AI AutoML, DataRobot | Low-code/API-only tools"}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|DataRobot", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "DataRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Low-code/API-only tools that don't require training or fine-tuning models from scratch."}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|Roboflow", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Roboflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specialized platforms for labeling and heavy GPU training pipelines (e.g., Roboflow, V7, Hugging Face)"}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|V7", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "V7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "(e.g., Roboflow, V7, Hugging Face)"}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|Hugging Face", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Hugging Face", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "(e.g., Roboflow, V7, Hugging Face)"}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|Kubeflow", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Kubeflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**avoid self-hosted platforms** (like running Kubeflow on your own Kubernetes cluster) at all costs"}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|Replicate", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Replicate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Platforms like Replicate, Modal, Baseten, or AWS Bedrock handle the infrastructure entirely."}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|AWS Bedrock", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "AWS Bedrock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Serverless / Managed APIs (Highly Recommended):** Platforms like Replicate, Modal, Baseten, or AWS Bedrock"}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|AWS SageMaker", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "powerful but notoriously complex and can require significant AWS/GCP DevOps knowledge"}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|Google Vertex AI", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "powerful but notoriously complex and can require significant AWS/GCP DevOps knowledge"}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|Azure ML", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Azure ML", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "(AWS SageMaker, Google Vertex AI, Azure ML) are powerful but notoriously complex"}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|Anyscale", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "Anyscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "High security / Data cannot leave VPC** | AWS SageMaker, GCP Vertex AI, or Anyscale"}, {"id": "mai-20260917-0922-baseline|c144-s5|google-small|OpenAI/Anthropic APIs", "prompt": "c144-s5", "model": "google-small", "cat": "ml-platforms", "variant": "scale", "raw": "OpenAI/Anthropic APIs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "OpenAI/Anthropic APIs, Vertex AI AutoML, DataRobot | Low-code/API-only tools"}, {"id": "mai-20260917-0922-baseline|c144-s5|mistral-small|Dataiku", "prompt": "c144-s5", "model": "mistral-small", "cat": "ml-platforms", "variant": "scale", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "create a longlist of 5-10 platforms (e.g., Dataiku, DataRobot, SageMaker, Vertex AI, H2O.ai, Domino, cnvrg.io, KNIME, etc.)"}, {"id": "mai-20260917-0922-baseline|c144-s5|mistral-small|DataRobot", "prompt": "c144-s5", "model": "mistral-small", "cat": "ml-platforms", "variant": "scale", "raw": "DataRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Dataiku, DataRobot, SageMaker, Vertex AI, H2O.ai, Domino, cnvrg.io, KNIME, etc."}, {"id": "mai-20260917-0922-baseline|c144-s5|mistral-small|SageMaker", "prompt": "c144-s5", "model": "mistral-small", "cat": "ml-platforms", "variant": "scale", "raw": "SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Dataiku, DataRobot, SageMaker, Vertex AI, H2O.ai, Domino, cnvrg.io, KNIME, etc."}, {"id": "mai-20260917-0922-baseline|c144-s5|mistral-small|Vertex AI", "prompt": "c144-s5", "model": "mistral-small", "cat": "ml-platforms", "variant": "scale", "raw": "Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Dataiku, DataRobot, SageMaker, Vertex AI, H2O.ai, Domino, cnvrg.io, KNIME, etc."}, {"id": "mai-20260917-0922-baseline|c144-s5|mistral-small|H2O.ai", "prompt": "c144-s5", "model": "mistral-small", "cat": "ml-platforms", "variant": "scale", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Dataiku, DataRobot, SageMaker, Vertex AI, H2O.ai, Domino, cnvrg.io, KNIME, etc."}, {"id": "mai-20260917-0922-baseline|c144-s5|mistral-small|Domino", "prompt": "c144-s5", "model": "mistral-small", "cat": "ml-platforms", "variant": "scale", "raw": "Domino", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Dataiku, DataRobot, SageMaker, Vertex AI, H2O.ai, Domino, cnvrg.io, KNIME, etc."}, {"id": "mai-20260917-0922-baseline|c144-s5|mistral-small|cnvrg.io", "prompt": "c144-s5", "model": "mistral-small", "cat": "ml-platforms", "variant": "scale", "raw": "cnvrg.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., Dataiku, DataRobot, SageMaker, Vertex AI, H2O.ai, Domino, cnvrg.io, KNIME, etc."}, {"id": "mai-20260917-0922-baseline|c144-s5|mistral-small|KNIME", "prompt": "c144-s5", "model": "mistral-small", "cat": "ml-platforms", "variant": "scale", "raw": "KNIME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "e.g., Dataiku, DataRobot, SageMaker, Vertex AI, H2O.ai, Domino, cnvrg.io, KNIME, etc."}, {"id": "mai-20260917-0922-baseline|c144-s5|moonshot-small|DataRobot", "prompt": "c144-s5", "model": "moonshot-small", "cat": "ml-platforms", "variant": "scale", "raw": "DataRobot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many enterprise ML platforms start at $50K–$250K/year (DataRobot, Domino Data Lab), which may be a non-starter."}, {"id": "mai-20260917-0922-baseline|c144-s5|moonshot-small|Google Vertex AI AutoML", "prompt": "c144-s5", "model": "moonshot-small", "cat": "ml-platforms", "variant": "scale", "raw": "Google Vertex AI AutoML", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "prioritize **AutoML** and **low-code interfaces** (e.g., DataRobot, Google Vertex AI AutoML, Amazon SageMaker Canvas)"}, {"id": "mai-20260917-0922-baseline|c144-s5|moonshot-small|Amazon SageMaker Canvas", "prompt": "c144-s5", "model": "moonshot-small", "cat": "ml-platforms", "variant": "scale", "raw": "Amazon SageMaker Canvas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "prioritize **AutoML** and **low-code interfaces** (e.g., DataRobot, Google Vertex AI AutoML, Amazon SageMaker Canvas)"}, {"id": "mai-20260917-0922-baseline|c144-s5|moonshot-small|Domino Data Lab", "prompt": "c144-s5", "model": "moonshot-small", "cat": "ml-platforms", "variant": "scale", "raw": "Domino Data Lab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "start at $50K–$250K/year (DataRobot, Domino Data Lab), which may be a non-starter"}, {"id": "mai-20260917-0922-baseline|c144-s5|moonshot-small|H2O.ai", "prompt": "c144-s5", "model": "moonshot-small", "cat": "ml-platforms", "variant": "scale", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider whether H2O.ai, MLflow, or KNIME (free tier) get you 80% of the way there."}, {"id": "mai-20260917-0922-baseline|c144-s5|moonshot-small|MLflow", "prompt": "c144-s5", "model": "moonshot-small", "cat": "ml-platforms", "variant": "scale", "raw": "MLflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider whether H2O.ai, MLflow, or KNIME (free tier) get you 80% of the way there."}, {"id": "mai-20260917-0922-baseline|c144-s5|moonshot-small|KNIME", "prompt": "c144-s5", "model": "moonshot-small", "cat": "ml-platforms", "variant": "scale", "raw": "KNIME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider whether H2O.ai, MLflow, or KNIME (free tier) get you 80% of the way there."}, {"id": "mai-20260917-0922-baseline|c144-s5|xai-small|Vertex AI", "prompt": "c144-s5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "Vertex AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for your size include Vertex AI, SageMaker, Databricks (community edition), Dataiku, or open-source like MLflow + Kubeflow"}, {"id": "mai-20260917-0922-baseline|c144-s5|xai-small|SageMaker", "prompt": "c144-s5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "SageMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options for your size include Vertex AI, SageMaker, Databricks (community edition), Dataiku"}, {"id": "mai-20260917-0922-baseline|c144-s5|xai-small|Databricks (community edition)", "prompt": "c144-s5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "Databricks (community edition)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options for your size include Vertex AI, SageMaker, Databricks (community edition)"}, {"id": "mai-20260917-0922-baseline|c144-s5|xai-small|Dataiku", "prompt": "c144-s5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "Dataiku", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for your size include ... Dataiku, or open-source like MLflow + Kubeflow on your cloud."}, {"id": "mai-20260917-0922-baseline|c144-s5|xai-small|MLflow", "prompt": "c144-s5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "MLflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or open-source like MLflow + Kubeflow on your cloud"}, {"id": "mai-20260917-0922-baseline|c144-s5|xai-small|Kubeflow", "prompt": "c144-s5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "Kubeflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or open-source like MLflow + Kubeflow on your cloud"}, {"id": "mai-20260917-0922-baseline|c144-s5|xai-small|H2O.ai", "prompt": "c144-s5", "model": "xai-small", "cat": "ml-platforms", "variant": "scale", "raw": "H2O.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free tiers/open-source options (e.g., H2O.ai, MLflow)."}, {"id": "mai-20260917-0922-baseline|c144-s6|alibaba-small|Kubernetes", "prompt": "c144-s6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "Kubernetes", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to Avoid: These are designed for massive tech companies. Managing the YAML files, security patches, and scaling of a Kubernetes cluster requires a full-time DevOps engineer."}, {"id": "mai-20260917-0922-baseline|c144-s6|alibaba-small|Kubeflow", "prompt": "c144-s6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "Kubeflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "building your own ML platform using open-source tools like **Kubernetes** combined with **Kubeflow**... Why to Avoid"}, {"id": "mai-20260917-0922-baseline|c144-s6|alibaba-small|IBM Watson", "prompt": "c144-s6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "IBM Watson", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Heavyweight Enterprise Suites (e.g., IBM Watson...) ... Why to Avoid: These platforms often come with long implementation timelines, high licensing fees"}, {"id": "mai-20260917-0922-baseline|c144-s6|alibaba-small|Oracle AI", "prompt": "c144-s6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "Oracle AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Heavyweight Enterprise Suites (e.g., IBM Watson, Oracle AI, SAP AI)"}, {"id": "mai-20260917-0922-baseline|c144-s6|alibaba-small|SAP AI", "prompt": "c144-s6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "SAP AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Heavyweight Enterprise Suites (e.g., IBM Watson, Oracle AI, SAP AI)"}, {"id": "mai-20260917-0922-baseline|c144-s6|alibaba-small|BigML", "prompt": "c144-s6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "BigML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Better Alternative: Specialized AutoML platforms (like **BigML** or **RapidMiner**)"}, {"id": "mai-20260917-0922-baseline|c144-s6|alibaba-small|RapidMiner", "prompt": "c144-s6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "RapidMiner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Better Alternative: Specialized AutoML platforms (like **BigML** or **RapidMiner**)"}, {"id": "mai-20260917-0922-baseline|c144-s6|alibaba-small|Azure Machine Learning", "prompt": "c144-s6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "the more streamlined sections of major clouds (like **Azure Machine Learning** or **Amazon SageMaker** Starter tiers)"}, {"id": "mai-20260917-0922-baseline|c144-s6|alibaba-small|Amazon SageMaker", "prompt": "c144-s6", "model": "alibaba-small", "cat": "ml-platforms", "variant": "negative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "the more streamlined sections of major clouds (like **Azure Machine Learning** or **Amazon SageMaker** Starter tiers)"}, {"id": "mai-20260917-0922-baseline|c144-s6|anthropic-small|SAS", "prompt": "c144-s6", "model": "anthropic-small", "cat": "ml-platforms", "variant": "negative", "raw": "SAS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SAS and similar enterprise platforms have experienced issues with the complexity of initial setup, steep learning curves for new users, and high licensing and implementation costs"}, {"id": "mai-20260917-0922-baseline|c144-s6|anthropic-small|Google Cloud's Vertex AI", "prompt": "c144-s6", "model": "anthropic-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Cloud's Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "prediction requests and deployment node costs can escalate quickly, especially for production APIs"}, {"id": "mai-20260917-0922-baseline|c144-s6|anthropic-small|Azure ML", "prompt": "c144-s6", "model": "anthropic-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure ML", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Azure ML presents pricing complexity, with costs coming from multiple sources — compute, storage, and identity services"}, {"id": "mai-20260917-0922-baseline|c144-s6|challenger-small|IBM Watson", "prompt": "c144-s6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "IBM Watson", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The main reasons to avoid or scrutinize these platforms... Described as complex and high-cost for small teams."}, {"id": "mai-20260917-0922-baseline|c144-s6|challenger-small|Google AI / Vertex AI", "prompt": "c144-s6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google AI / Vertex AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Can be resource-intensive and expensive for smaller teams."}, {"id": "mai-20260917-0922-baseline|c144-s6|challenger-small|Microsoft Azure Machine Learning", "prompt": "c144-s6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Can be too resource-intensive and expensive if the business lacks the staff to manage it."}, {"id": "mai-20260917-0922-baseline|c144-s6|challenger-small|Oracle AI", "prompt": "c144-s6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "Oracle AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-focused and often impractical for small teams with limited infrastructure and budget."}, {"id": "mai-20260917-0922-baseline|c144-s6|challenger-small|SAP AI", "prompt": "c144-s6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "SAP AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise-focused and often impractical for small teams with limited infrastructure and budget."}, {"id": "mai-20260917-0922-baseline|c144-s6|challenger-small|KNIME", "prompt": "c144-s6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "KNIME", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "What small businesses should usually favor instead is a lighter, lower-friction option such as KNIME, BigML, Hugging Face, Deepnote"}, {"id": "mai-20260917-0922-baseline|c144-s6|challenger-small|BigML", "prompt": "c144-s6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "BigML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "favor instead is a lighter, lower-friction option such as KNIME, BigML, Hugging Face, Deepnote"}, {"id": "mai-20260917-0922-baseline|c144-s6|challenger-small|Hugging Face", "prompt": "c144-s6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "Hugging Face", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "such as KNIME, BigML, Hugging Face, Deepnote, or other tools designed for small teams"}, {"id": "mai-20260917-0922-baseline|c144-s6|challenger-small|Deepnote", "prompt": "c144-s6", "model": "challenger-small", "cat": "ml-platforms", "variant": "negative", "raw": "Deepnote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "such as KNIME, BigML, Hugging Face, Deepnote, or other tools designed for small teams"}, {"id": "mai-20260917-0922-baseline|c144-s6|deepseek-small|IBM Watson / watsonx", "prompt": "c144-s6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "IBM Watson / watsonx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid IBM Watson/watsonx, Oracle AI, SAP AI, and Kubeflow for typical small-business needs."}, {"id": "mai-20260917-0922-baseline|c144-s6|deepseek-small|AWS SageMaker", "prompt": "c144-s6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be especially careful with SageMaker, Azure ML, Vertex AI, and Databricks"}, {"id": "mai-20260917-0922-baseline|c144-s6|deepseek-small|Azure ML", "prompt": "c144-s6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure ML", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be especially careful with SageMaker, Azure ML, Vertex AI, and Databricks"}, {"id": "mai-20260917-0922-baseline|c144-s6|deepseek-small|Google Vertex AI", "prompt": "c144-s6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be especially careful with SageMaker, Azure ML, Vertex AI, and Databricks"}, {"id": "mai-20260917-0922-baseline|c144-s6|deepseek-small|Databricks", "prompt": "c144-s6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Powerful but repeatedly flagged by small-business users for: **High cost** and confusing dual-billing"}, {"id": "mai-20260917-0922-baseline|c144-s6|deepseek-small|Oracle AI", "prompt": "c144-s6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Oracle AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid IBM Watson/watsonx, Oracle AI, SAP AI, and Kubeflow"}, {"id": "mai-20260917-0922-baseline|c144-s6|deepseek-small|SAP AI", "prompt": "c144-s6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "SAP AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid IBM Watson/watsonx, Oracle AI, SAP AI, and Kubeflow"}, {"id": "mai-20260917-0922-baseline|c144-s6|deepseek-small|Kubeflow", "prompt": "c144-s6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "Kubeflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "painful to set up and maintain ... Avoid ... Kubeflow for typical small-business needs"}, {"id": "mai-20260917-0922-baseline|c144-s6|deepseek-small|DeepSeek", "prompt": "c144-s6", "model": "deepseek-small", "cat": "ml-platforms", "variant": "negative", "raw": "DeepSeek", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "some DeepSeek-type offerings and casual AI apps) may lack enterprise security/compliance controls"}, {"id": "mai-20260917-0922-baseline|c144-s6|google-small|Amazon SageMaker", "prompt": "c144-s6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Heavyweight Enterprise Cloud Suites... Why Caution is Needed: These platforms are incredibly powerful, but they are built for teams of dedicated data scientists"}, {"id": "mai-20260917-0922-baseline|c144-s6|google-small|Google Cloud Vertex AI", "prompt": "c144-s6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Cloud Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples: Amazon SageMaker, Google Cloud Vertex AI, Azure Machine Learning... The Complexity Trap: They have steep learning curves."}, {"id": "mai-20260917-0922-baseline|c144-s6|google-small|Azure Machine Learning", "prompt": "c144-s6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples: Amazon SageMaker, Google Cloud Vertex AI, Azure Machine Learning... Unpredictable Billing"}, {"id": "mai-20260917-0922-baseline|c144-s6|google-small|Amazon Bedrock", "prompt": "c144-s6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Amazon Bedrock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look for \"Stage 2\" or serverless AI offerings (like Google Cloud's pre-built APIs or Amazon Bedrock/Microsoft Copilot Studio)"}, {"id": "mai-20260917-0922-baseline|c144-s6|google-small|Microsoft Copilot Studio", "prompt": "c144-s6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Microsoft Copilot Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "like Google Cloud's pre-built APIs or Amazon Bedrock/Microsoft Copilot Studio) which offer \"plug-and-play\" features"}, {"id": "mai-20260917-0922-baseline|c144-s6|google-small|Kubeflow", "prompt": "c144-s6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Kubeflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Complex, Open-Source Infrastructure Frameworks... the total cost of ownership is incredibly high."}, {"id": "mai-20260917-0922-baseline|c144-s6|google-small|MLflow", "prompt": "c144-s6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "MLflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Examples: Kubeflow, self-managed MLflow on Kubernetes... requires specialized DevOps talent"}, {"id": "mai-20260917-0922-baseline|c144-s6|google-small|Apache Spark", "prompt": "c144-s6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Apache Spark", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "or building custom pipelines using Apache Spark... Infrastructure Overhead"}, {"id": "mai-20260917-0922-baseline|c144-s6|google-small|Hugging Face", "prompt": "c144-s6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Hugging Face", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "What to Use Instead: Fully-managed SaaS platforms or simpler deployment environments like Hugging Face (for model hosting)"}, {"id": "mai-20260917-0922-baseline|c144-s6|google-small|Replit", "prompt": "c144-s6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Replit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Replit (for lightweight app generation), or serverless functions"}, {"id": "mai-20260917-0922-baseline|c144-s6|google-small|Power BI", "prompt": "c144-s6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Build simpler, highly interpretable models using modern Business Intelligence (BI) tools (like Power BI, Tableau, or Sigma)"}, {"id": "mai-20260917-0922-baseline|c144-s6|google-small|Tableau", "prompt": "c144-s6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "BI tools (like Power BI, Tableau, or Sigma) that have built-in, lightweight AI forecasting"}, {"id": "mai-20260917-0922-baseline|c144-s6|google-small|Sigma", "prompt": "c144-s6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Sigma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "(like Power BI, Tableau, or Sigma) that have built-in, lightweight AI forecasting"}, {"id": "mai-20260917-0922-baseline|c144-s6|google-small|OpenAI Enterprise", "prompt": "c144-s6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "OpenAI Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Provide employees with paid corporate accounts on secure, established platforms (like OpenAI Enterprise, Microsoft Copilot, or Claude Team)"}, {"id": "mai-20260917-0922-baseline|c144-s6|google-small|Microsoft Copilot", "prompt": "c144-s6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Microsoft Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "paid corporate accounts on secure, established platforms (like OpenAI Enterprise, Microsoft Copilot, or Claude Team)"}, {"id": "mai-20260917-0922-baseline|c144-s6|google-small|Claude Team", "prompt": "c144-s6", "model": "google-small", "cat": "ml-platforms", "variant": "negative", "raw": "Claude Team", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "secure, established platforms (like OpenAI Enterprise, Microsoft Copilot, or Claude Team) that officially state they do not use customer data to train their models"}, {"id": "mai-20260917-0922-baseline|c144-s6|meta-small|DagsHub", "prompt": "c144-s6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "DagsHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "DagsHub - not ideal for small-scale projects that do not require advanced collaboration, data versioning, or experiment tracking."}, {"id": "mai-20260917-0922-baseline|c144-s6|meta-small|Kubeflow", "prompt": "c144-s6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "Kubeflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Kubeflow - not suitable for simple ML projects that require minimal steps and do not need orchestration features. Also, requires Kubernetes expertise."}, {"id": "mai-20260917-0922-baseline|c144-s6|meta-small|Vertex AI", "prompt": "c144-s6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "suitable for smaller teams, but may have high costs or require engineering capacity"}, {"id": "mai-20260917-0922-baseline|c144-s6|meta-small|SageMaker", "prompt": "c144-s6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "suitable for smaller teams, but may have high costs or require engineering capacity"}, {"id": "mai-20260917-0922-baseline|c144-s6|meta-small|Modal", "prompt": "c144-s6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "Modal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "suitable for smaller teams, but may have high costs or require engineering capacity"}, {"id": "mai-20260917-0922-baseline|c144-s6|meta-small|Replicate", "prompt": "c144-s6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "Replicate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "suitable for smaller teams, but may have high costs or require engineering capacity"}, {"id": "mai-20260917-0922-baseline|c144-s6|meta-small|Together AI", "prompt": "c144-s6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "Together AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "suitable for smaller teams, but may have high costs or require engineering capacity"}, {"id": "mai-20260917-0922-baseline|c144-s6|meta-small|MLflow + open-source serving", "prompt": "c144-s6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "MLflow + open-source serving", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "a low-cost option, but requires engineering capacity"}, {"id": "mai-20260917-0922-baseline|c144-s6|meta-small|KNIME", "prompt": "c144-s6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "KNIME", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "offer free versions and low-code interfaces, suitable for startups and small businesses"}, {"id": "mai-20260917-0922-baseline|c144-s6|meta-small|RapidMiner", "prompt": "c144-s6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "RapidMiner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "offer free versions and low-code interfaces, suitable for startups and small businesses"}, {"id": "mai-20260917-0922-baseline|c144-s6|meta-small|SAS Viya", "prompt": "c144-s6", "model": "meta-small", "cat": "ml-platforms", "variant": "negative", "raw": "SAS Viya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SAS Viya - a cloud-native data and AI platform that enables teams to build, deploy, and scale explainable AI."}, {"id": "mai-20260917-0922-baseline|c144-s6|minimax-small|Amazon SageMaker", "prompt": "c144-s6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid or be very cautious** with enterprise‑focused, full‑featured cloud ML services (SageMaker, Azure ML, Google Cloud AI Platform, IBM Watson)"}, {"id": "mai-20260917-0922-baseline|c144-s6|minimax-small|Microsoft Azure Machine Learning", "prompt": "c144-s6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid or be very cautious** with enterprise‑focused, full‑featured cloud ML services (SageMaker, Azure ML, Google Cloud AI Platform, IBM Watson)"}, {"id": "mai-20260917-0922-baseline|c144-s6|minimax-small|Google Cloud AI Platform / Vertex AI", "prompt": "c144-s6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Cloud AI Platform / Vertex AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid or be very cautious** with enterprise‑focused, full‑featured cloud ML services (SageMaker, Azure ML, Google Cloud AI Platform, IBM Watson)"}, {"id": "mai-20260917-0922-baseline|c144-s6|minimax-small|IBM Watson Machine Learning", "prompt": "c144-s6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "IBM Watson Machine Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Historically **expensive** with opaque enterprise pricing."}, {"id": "mai-20260917-0922-baseline|c144-s6|minimax-small|Databricks", "prompt": "c144-s6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Be wary** of Databricks, DataRobot, Domino, H2O.ai (enterprise)"}, {"id": "mai-20260917-0922-baseline|c144-s6|minimax-small|DataRobot (AutoML)", "prompt": "c144-s6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "DataRobot (AutoML)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Be wary** of Databricks, DataRobot, Domino, H2O.ai (enterprise)"}, {"id": "mai-20260917-0922-baseline|c144-s6|minimax-small|Domino Data Lab", "prompt": "c144-s6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "Domino Data Lab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "aimed at data‑science teams that need advanced experiment tracking and governance, often at an enterprise price point"}, {"id": "mai-20260917-0922-baseline|c144-s6|minimax-small|H2O.ai (Enterprise Driverless AI)", "prompt": "c144-s6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "H2O.ai (Enterprise Driverless AI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "the **paid “Enterprise” version** can be expensive and the support options are geared toward larger organisations"}, {"id": "mai-20260917-0922-baseline|c144-s6|minimax-small|Azure Cognitive Services", "prompt": "c144-s6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure Cognitive Services", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Watch out** for usage‑based, “pay‑per‑inference” offerings that lack clear cost caps."}, {"id": "mai-20260917-0922-baseline|c144-s6|minimax-small|MLflow (by Databricks) – managed version", "prompt": "c144-s6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "MLflow (by Databricks) – managed version", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "the managed offering can be pricey for one‑off projects"}, {"id": "mai-20260917-0922-baseline|c144-s6|minimax-small|Kubeflow (on‑prem or managed)", "prompt": "c144-s6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "Kubeflow (on‑prem or managed)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Requires Kubernetes expertise; unless you already run containerised workloads, the operational overhead can dominate the cost."}, {"id": "mai-20260917-0922-baseline|c144-s6|minimax-small|SageMaker Studio Lab (free)", "prompt": "c144-s6", "model": "minimax-small", "cat": "ml-platforms", "variant": "negative", "raw": "SageMaker Studio Lab (free)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Actually a good option for learning, but the “full” SageMaker ecosystem can tempt you into expensive add‑ons."}, {"id": "mai-20260917-0922-baseline|c144-s6|mistral-small|Kubeflow", "prompt": "c144-s6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "Kubeflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "For small businesses with simple projects or no Kubernetes expertise, Kubeflow can add unnecessary complexity and operational overhead."}, {"id": "mai-20260917-0922-baseline|c144-s6|mistral-small|AWS SageMaker", "prompt": "c144-s6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While powerful, it can be resource-intensive and expensive for smaller projects."}, {"id": "mai-20260917-0922-baseline|c144-s6|mistral-small|Microsoft Azure Machine Learning", "prompt": "c144-s6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "Microsoft Azure Machine Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "has a learning curve for advanced features and may be less flexible outside Microsoft environments. It can also be costly for small teams"}, {"id": "mai-20260917-0922-baseline|c144-s6|mistral-small|DagsHub", "prompt": "c144-s6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "DagsHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Not recommended for small-scale projects that don't require advanced collaboration, data versioning, or experiment tracking."}, {"id": "mai-20260917-0922-baseline|c144-s6|mistral-small|DataRobot", "prompt": "c144-s6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "DataRobot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Platforms that are generally more suitable for small businesses include DataRobot (for quick model deployment)"}, {"id": "mai-20260917-0922-baseline|c144-s6|mistral-small|ClearML", "prompt": "c144-s6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "ClearML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ClearML (for technical teams wanting to save on software costs)"}, {"id": "mai-20260917-0922-baseline|c144-s6|mistral-small|KNIME", "prompt": "c144-s6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "KNIME", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "KNIME and RapidMiner (for low-code options with free versions)"}, {"id": "mai-20260917-0922-baseline|c144-s6|mistral-small|RapidMiner", "prompt": "c144-s6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "RapidMiner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "KNIME and RapidMiner (for low-code options with free versions)"}, {"id": "mai-20260917-0922-baseline|c144-s6|mistral-small|Hugging Face", "prompt": "c144-s6", "model": "mistral-small", "cat": "ml-platforms", "variant": "negative", "raw": "Hugging Face", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Hugging Face (for accessing pre-trained models quickly)"}, {"id": "mai-20260917-0922-baseline|c144-s6|moonshot-small|AWS SageMaker", "prompt": "c144-s6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise Cloud ML Platforms (AWS SageMaker, Azure ML, Google Vertex AI)**\n**Why be cautious:**\n- **Overkill for most small businesses**"}, {"id": "mai-20260917-0922-baseline|c144-s6|moonshot-small|Azure ML", "prompt": "c144-s6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure ML", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise Cloud ML Platforms (AWS SageMaker, Azure ML, Google Vertex AI)**\n**Why be cautious:**"}, {"id": "mai-20260917-0922-baseline|c144-s6|moonshot-small|Google Vertex AI", "prompt": "c144-s6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise Cloud ML Platforms (AWS SageMaker, Azure ML, Google Vertex AI)**\n**Why be cautious:**"}, {"id": "mai-20260917-0922-baseline|c144-s6|moonshot-small|Google AutoML Tables", "prompt": "c144-s6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google AutoML Tables", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better Alternative ... Simple, pre-built models (e.g., Google AutoML Tables, BigML)"}, {"id": "mai-20260917-0922-baseline|c144-s6|moonshot-small|BigML", "prompt": "c144-s6", "model": "moonshot-small", "cat": "ml-platforms", "variant": "negative", "raw": "BigML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simple, pre-built models (e.g., Google AutoML Tables, BigML)"}, {"id": "mai-20260917-0922-baseline|c144-s6|openai-small|OpenAI", "prompt": "c144-s6", "model": "openai-small", "cat": "ml-platforms", "variant": "negative", "raw": "OpenAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "business-oriented offerings from vendors like OpenAI and Anthropic state that business/API data is not used for training by default"}, {"id": "mai-20260917-0922-baseline|c144-s6|openai-small|Anthropic", "prompt": "c144-s6", "model": "openai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Anthropic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Anthropic states it deletes API inputs/outputs within 30 days by default unless otherwise agreed"}, {"id": "mai-20260917-0922-baseline|c144-s6|xai-small|AWS SageMaker", "prompt": "c144-s6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "AWS SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "\"expensive for smaller businesses,\" with a steep AWS-specific learning curve and overkill features."}, {"id": "mai-20260917-0922-baseline|c144-s6|xai-small|Google Vertex AI", "prompt": "c144-s6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Vertex AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users complain of unpredictable costs, confusing UI setup... \"prohibitive for smaller projects.\""}, {"id": "mai-20260917-0922-baseline|c144-s6|xai-small|Azure Machine Learning", "prompt": "c144-s6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Reviews flag \"steep pricing for startups\" and complexity"}, {"id": "mai-20260917-0922-baseline|c144-s6|xai-small|Databricks", "prompt": "c144-s6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "G2 notes \"quite high cost\" and limited free tiers; suited for data-heavy enterprises."}, {"id": "mai-20260917-0922-baseline|c144-s6|xai-small|Hugging Face", "prompt": "c144-s6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Hugging Face", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Better Alternatives for Small Businesses: ... Free tiers, easy pre-trained models, visual workflows"}, {"id": "mai-20260917-0922-baseline|c144-s6|xai-small|KNIME", "prompt": "c144-s6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "KNIME", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Hugging Face, KNIME, RapidMiner: Free tiers, easy pre-trained models, visual workflows"}, {"id": "mai-20260917-0922-baseline|c144-s6|xai-small|RapidMiner", "prompt": "c144-s6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "RapidMiner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Hugging Face, KNIME, RapidMiner: Free tiers, easy pre-trained models, visual workflows"}, {"id": "mai-20260917-0922-baseline|c144-s6|xai-small|Google Colab", "prompt": "c144-s6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Colab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Google Colab, Kaggle: Free for prototyping."}, {"id": "mai-20260917-0922-baseline|c144-s6|xai-small|Kaggle", "prompt": "c144-s6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Kaggle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Google Colab, Kaggle: Free for prototyping."}, {"id": "mai-20260917-0922-baseline|c144-s6|xai-small|BigML", "prompt": "c144-s6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "BigML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "AutoML for non-experts, SMB-friendly pricing (~$30/month start)"}, {"id": "mai-20260917-0922-baseline|c144-s6|xai-small|DataRobot (lite tiers)", "prompt": "c144-s6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "DataRobot (lite tiers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "AutoML for non-experts, SMB-friendly pricing (~$30/month start)"}, {"id": "mai-20260917-0922-baseline|c144-s6|xai-small|MLflow", "prompt": "c144-s6", "model": "xai-small", "cat": "ml-platforms", "variant": "negative", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Open-source stacks (MLflow + self-hosting): Lowest cost if you have some engineering."}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|DataRobot", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "DataRobot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "No public pricing; you must talk to sales and get a custom quote (often $100k+/year).<br>• Designed for large enterprises"}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|Databricks", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Premium pricing and steep learning curve; overkill for simple analytics or small data sets."}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|IBM Watson Machine Learning", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "IBM Watson Machine Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Strong enterprise focus with legacy tooling and complex licensing."}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|Google Vertex AI / Google Cloud AI Platform", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Vertex AI / Google Cloud AI Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can become expensive if you're not already using GCP heavily"}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|Amazon SageMaker", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Amazon SageMaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Powerful but complex; best for large‑scale, ongoing ML projects."}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|H2O.ai / Driverless AI", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "H2O.ai / Driverless AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Driverless AI and commercial features are subscription‑based and priced for enterprises."}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|Google Gemini Enterprise Agent Platform", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Gemini Enterprise Agent Platform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Steep learning curve and confusing pricing structure; not ideal for small teams"}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|JMP (by SAS)", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "JMP (by SAS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "aimed at enterprises with heavy analytics budgets"}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|Oracle Machine Learning (OML)", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Oracle Machine Learning (OML)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Pricing and licensing are enterprise‑oriented; not suited for non‑Oracle environments or small teams."}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|Salesforce Einstein", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Salesforce Einstein", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "licensing and setup costs add up quickly if you're not already using Salesforce"}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|SAP AI", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "SAP AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Complex governance, integration, and licensing can make it impractical for small businesses."}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|Azure Machine Learning", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Azure Machine Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "free Studio tier, pay‑as‑you‑go compute, good for small teams"}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|Google Colab / Vertex AI Workbench", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Google Colab / Vertex AI Workbench", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "easy notebooks, pay only for GPU usage"}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|Amazon SageMaker Autopilot", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Amazon SageMaker Autopilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "AutoML that can be configured for smaller workloads"}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|scikit-learn", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "scikit-learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Open‑source frameworks (scikit‑learn, PyTorch, TensorFlow) with cloud notebooks"}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|PyTorch", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "PyTorch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Open‑source frameworks (scikit‑learn, PyTorch, TensorFlow)"}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|TensorFlow", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "TensorFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Open‑source frameworks (scikit‑learn, PyTorch, TensorFlow)"}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|Knime", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "Knime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "No‑code / low‑code tools (e.g., Knime, RapidMiner...) if you prefer visual workflows"}, {"id": "mai-20260917-0922-baseline|c144-s6|zai-small|RapidMiner", "prompt": "c144-s6", "model": "zai-small", "cat": "ml-platforms", "variant": "negative", "raw": "RapidMiner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "No‑code / low‑code tools (e.g., Knime, RapidMiner...)"}, {"id": "mai-20260917-0922-baseline|c145-l1|alibaba-small|LiteLLM", "prompt": "c145-l1", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Flexibility & Cost Management: **LiteLLM** ... LiteLLM is the industry standard."}, {"id": "mai-20260917-0922-baseline|c145-l1|alibaba-small|Portkey", "prompt": "c145-l1", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you prefer a fully hosted solution (\"SaaS\")... Portkey is the leading choice."}, {"id": "mai-20260917-0922-baseline|c145-l1|alibaba-small|Maxim AI (Bifrost)", "prompt": "c145-l1", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Maxim AI (Bifrost)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High-Throughput & Modern Architecture: **Maxim AI (Bifrost)**"}, {"id": "mai-20260917-0922-baseline|c145-l1|alibaba-small|NeuralTrust", "prompt": "c145-l1", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "NeuralTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Security-Centric Organizations: **NeuralTrust**"}, {"id": "mai-20260917-0922-baseline|c145-l1|anthropic-small|Bifrost", "prompt": "c145-l1", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bifrost, the open source LLM Gateway from Maxim AI is the leading choice for enterprise teams."}, {"id": "mai-20260917-0922-baseline|c145-l1|anthropic-small|Portkey", "prompt": "c145-l1", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Portkey has evolved into a comprehensive LLMOps platform supporting 1,600+ LLMs"}, {"id": "mai-20260917-0922-baseline|c145-l1|anthropic-small|Kong AI Gateway", "prompt": "c145-l1", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the most powerful option if you already operate a Kong API mesh"}, {"id": "mai-20260917-0922-baseline|c145-l1|anthropic-small|LiteLLM", "prompt": "c145-l1", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LiteLLM is an open-source Python SDK and proxy server that translates requests across LLM providers"}, {"id": "mai-20260917-0922-baseline|c145-l1|challenger-small|Bifrost", "prompt": "c145-l1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall recommendation in the provided results is **Bifrost** from Maxim AI"}, {"id": "mai-20260917-0922-baseline|c145-l1|challenger-small|LiteLLM", "prompt": "c145-l1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose **LiteLLM** if your top priority is **provider breadth and flexibility**"}, {"id": "mai-20260917-0922-baseline|c145-l1|challenger-small|Kong AI Gateway", "prompt": "c145-l1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already run Kong"}, {"id": "mai-20260917-0922-baseline|c145-l1|challenger-small|Cloudflare AI Gateway", "prompt": "c145-l1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Managed simplicity / zero-ops | **Cloudflare AI Gateway** or **OpenRouter**"}, {"id": "mai-20260917-0922-baseline|c145-l1|challenger-small|OpenRouter", "prompt": "c145-l1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Managed simplicity / zero-ops | **Cloudflare AI Gateway** or **OpenRouter**"}, {"id": "mai-20260917-0922-baseline|c145-l1|challenger-small|Respan", "prompt": "c145-l1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Respan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Unified gateway + observability/evals/prompt management | **Respan** or **Braintrust**"}, {"id": "mai-20260917-0922-baseline|c145-l1|challenger-small|Braintrust", "prompt": "c145-l1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Unified gateway + observability/evals/prompt management | **Respan** or **Braintrust**"}, {"id": "mai-20260917-0922-baseline|c145-l1|challenger-small|TrueFoundry", "prompt": "c145-l1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "TrueFoundry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "choose **TrueFoundry** if you want a broader **enterprise control plane** with strong data-sovereignty requirements"}, {"id": "mai-20260917-0922-baseline|c145-l1|deepseek-small|Portkey", "prompt": "c145-l1", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **managed, compliance-focused B2B enterprises**, **Portkey** is the strongest well-rounded choice"}, {"id": "mai-20260917-0922-baseline|c145-l1|deepseek-small|Bifrost (Maxim)", "prompt": "c145-l1", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Bifrost (Maxim)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bifrost** or **LiteLLM** are the leading options\\u2014Bifrost if you need extreme performance"}, {"id": "mai-20260917-0922-baseline|c145-l1|deepseek-small|Kong AI Gateway", "prompt": "c145-l1", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Kong AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**no token-level cost or usage visibility** (a major gap for cost tracking)"}, {"id": "mai-20260917-0922-baseline|c145-l1|deepseek-small|LiteLLM", "prompt": "c145-l1", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LiteLLM if you want the most flexible open-source foundation"}, {"id": "mai-20260917-0922-baseline|c145-l1|deepseek-small|TrueFoundry", "prompt": "c145-l1", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "TrueFoundry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Air-gapped or VPC/on-prem deployment (Bifrost, Portkey private cloud, TrueFoundry)"}, {"id": "mai-20260917-0922-baseline|c145-l1|deepseek-small|Braintrust", "prompt": "c145-l1", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Braintrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "managed SaaS (Portkey, Braintrust)"}, {"id": "mai-20260917-0922-baseline|c145-l1|deepseek-small|Azure AI Foundry", "prompt": "c145-l1", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Azure AI Foundry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "cloud-native platforms** (Azure AI Foundry, AWS Bedrock) are increasingly offering gateway-like capabilities"}, {"id": "mai-20260917-0922-baseline|c145-l1|deepseek-small|AWS Bedrock", "prompt": "c145-l1", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "AWS Bedrock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "cloud-native platforms** (Azure AI Foundry, AWS Bedrock) are increasingly offering gateway-like capabilities"}, {"id": "mai-20260917-0922-baseline|c145-l1|google-small|LiteLLM", "prompt": "c145-l1", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **safest, most widely adopted, and most flexible open-source option** for your engineering team to self-host, start with **LiteLLM**."}, {"id": "mai-20260917-0922-baseline|c145-l1|google-small|Portkey", "prompt": "c145-l1", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a fully-managed platform with **visual audit logs, prompt management, and compliance guardrails**, choose **Portkey**."}, {"id": "mai-20260917-0922-baseline|c145-l1|google-small|Bifrost", "prompt": "c145-l1", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your product demands **extreme speed / microsecond latency** for complex AI agents, deploy **Bifrost**."}, {"id": "mai-20260917-0922-baseline|c145-l1|google-small|Kong AI Gateway", "prompt": "c145-l1", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Existing Kong/Kubernetes Ecosystems"}, {"id": "mai-20260917-0922-baseline|c145-l1|google-small|Envoy AI Gateway", "prompt": "c145-l1", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Envoy AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(or **Envoy AI Gateway** in Kubernetes)"}, {"id": "mai-20260917-0922-baseline|c145-l1|google-small|Cloudflare AI Gateway", "prompt": "c145-l1", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The Catch: It requires routing your traffic through Cloudflare's servers. If you have strict \"zero data egress\" ... a self-hosted option like LiteLLM or Bifrost is better suited."}, {"id": "mai-20260917-0922-baseline|c145-l1|meta-small|TrueFoundry", "prompt": "c145-l1", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "TrueFoundry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TrueFoundry - considered the best for enterprise AI teams that need secure, scalable, and production-ready LLM infrastructure."}, {"id": "mai-20260917-0922-baseline|c145-l1|meta-small|Bifrost", "prompt": "c145-l1", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "an open-source LLM Gateway from Maxim AI, considered the leading choice for enterprise teams"}, {"id": "mai-20260917-0922-baseline|c145-l1|meta-small|LiteLLM", "prompt": "c145-l1", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "considered the strongest pick for self-hosted control"}, {"id": "mai-20260917-0922-baseline|c145-l1|meta-small|OpenRouter", "prompt": "c145-l1", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "considered the strongest pick for instant multi-model access"}, {"id": "mai-20260917-0922-baseline|c145-l1|meta-small|Portkey", "prompt": "c145-l1", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "considered the strongest pick for managed governance"}, {"id": "mai-20260917-0922-baseline|c145-l1|meta-small|NeuralTrust TrustGate", "prompt": "c145-l1", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "NeuralTrust TrustGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "considered the strongest overall enterprise AI gateway for 2026"}, {"id": "mai-20260917-0922-baseline|c145-l1|minimax-small|Cloudflare AI Gateway", "prompt": "c145-l1", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Cloudflare AI Gateway** or **Helicone**"}, {"id": "mai-20260917-0922-baseline|c145-l1|minimax-small|NeuralTrust TrustGate", "prompt": "c145-l1", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "NeuralTrust TrustGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have strict compliance requirements, NeuralTrust TrustGate is specifically designed for high-security enterprise environments."}, {"id": "mai-20260917-0922-baseline|c145-l1|minimax-small|Helicone", "prompt": "c145-l1", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Helicone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Cloudflare AI Gateway** or **Helicone** as they balance enterprise features with ease of use"}, {"id": "mai-20260917-0922-baseline|c145-l1|minimax-small|Braintrust", "prompt": "c145-l1", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Teams prioritizing output quality and governance"}, {"id": "mai-20260917-0922-baseline|c145-l1|mistral-small|Bifrost", "prompt": "c145-l1", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best LLM gateway for an enterprise B2B company in 2026 is **Bifrost** from Maxim AI"}, {"id": "mai-20260917-0922-baseline|c145-l1|mistral-small|LiteLLM", "prompt": "c145-l1", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LiteLLM** for self-hosted teams needing broad provider support and budget controls."}, {"id": "mai-20260917-0922-baseline|c145-l1|mistral-small|Portkey", "prompt": "c145-l1", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Portkey** for managed governance and deployment."}, {"id": "mai-20260917-0922-baseline|c145-l1|mistral-small|NeuralTrust TrustGate", "prompt": "c145-l1", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "NeuralTrust TrustGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**NeuralTrust TrustGate** for overall enterprise readiness, especially around security and compliance."}, {"id": "mai-20260917-0922-baseline|c145-l1|moonshot-small|Bifrost (Maxim AI)", "prompt": "c145-l1", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Bifrost (Maxim AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start by evaluating **Bifrost** or **LiteLLM (self-hosted)**"}, {"id": "mai-20260917-0922-baseline|c145-l1|moonshot-small|LiteLLM", "prompt": "c145-l1", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start by evaluating **Bifrost** or **LiteLLM (self-hosted)**"}, {"id": "mai-20260917-0922-baseline|c145-l1|moonshot-small|Kong", "prompt": "c145-l1", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kong fits naturally if you already use Kong for API management."}, {"id": "mai-20260917-0922-baseline|c145-l1|moonshot-small|Cloudflare AI Gateway", "prompt": "c145-l1", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloudflare is ideal if you want an edge-deployed, managed gateway with minimal infrastructure overhead."}, {"id": "mai-20260917-0922-baseline|c145-l1|moonshot-small|Portkey", "prompt": "c145-l1", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose a managed option like Portkey or TrueFoundry** if speed-to-deployment matters more"}, {"id": "mai-20260917-0922-baseline|c145-l1|moonshot-small|Helicone", "prompt": "c145-l1", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Portkey**, **Helicone**, or **TrueFoundry** | Best for teams that want to minimize infrastructure burden."}, {"id": "mai-20260917-0922-baseline|c145-l1|moonshot-small|TrueFoundry", "prompt": "c145-l1", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "TrueFoundry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose a managed option like Portkey or TrueFoundry** if speed-to-deployment matters more"}, {"id": "mai-20260917-0922-baseline|c145-l1|openai-small|Amazon Bedrock AgentCore Gateway", "prompt": "c145-l1", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Amazon Bedrock AgentCore Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a typical enterprise B2B company on AWS:** **Amazon Bedrock AgentCore Gateway**"}, {"id": "mai-20260917-0922-baseline|c145-l1|openai-small|LiteLLM", "prompt": "c145-l1", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best overall if you want self-hosted/open-source control:** **LiteLLM**"}, {"id": "mai-20260917-0922-baseline|c145-l1|openai-small|Portkey", "prompt": "c145-l1", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Portkey** is a strong enterprise choice, particularly for governance, PII redaction, and regulated environments"}, {"id": "mai-20260917-0922-baseline|c145-l1|openai-small|Kong AI Gateway", "prompt": "c145-l1", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Kong AI Gateway** is attractive because it consolidates AI traffic into an existing governance/security stack"}, {"id": "mai-20260917-0922-baseline|c145-l1|xai-small|LiteLLM", "prompt": "c145-l1", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go LiteLLM or Bifrost (both OSS, enterprise-ready; LiteLLM for breadth, Bifrost for speed)"}, {"id": "mai-20260917-0922-baseline|c145-l1|xai-small|Bifrost (Maxim AI)", "prompt": "c145-l1", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Bifrost (Maxim AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Benchmarks show Bifrost/LiteLLM handle enterprise loads best without breaking."}, {"id": "mai-20260917-0922-baseline|c145-l1|xai-small|Portkey (now Prisma AIRS)", "prompt": "c145-l1", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey (now Prisma AIRS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need managed ease + compliance? Portkey or Cloudflare (strong observability/cost savings)."}, {"id": "mai-20260917-0922-baseline|c145-l1|xai-small|Kong AI Gateway", "prompt": "c145-l1", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bifrost or Kong for governance depth. | Overkill if not using Kong; steeper learning curve"}, {"id": "mai-20260917-0922-baseline|c145-l1|xai-small|Cloudflare AI Gateway", "prompt": "c145-l1", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Edge/low-latency global apps, if on Cloudflare"}, {"id": "mai-20260917-0922-baseline|c145-l1|zai-small|Bifrost (Maxim AI)", "prompt": "c145-l1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Bifrost (Maxim AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bifrost** stands out for enterprises that need granular control, multi‑provider routing, MCP support, and the ability to self‑host or deploy in‑VPC"}, {"id": "mai-20260917-0922-baseline|c145-l1|zai-small|Kong AI Gateway", "prompt": "c145-l1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "provides a familiar control plane with strong plugin extensibility and enterprise RBAC"}, {"id": "mai-20260917-0922-baseline|c145-l1|zai-small|Cloudflare AI Gateway", "prompt": "c145-l1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers simplicity, global reach, and built‑in caching and failover"}, {"id": "mai-20260917-0922-baseline|c145-l1|zai-small|LiteLLM", "prompt": "c145-l1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Higher overhead than Bifrost due to Python runtime; suitable for prototyping and moderate loads"}, {"id": "mai-20260917-0922-baseline|c145-l1|zai-small|OpenRouter", "prompt": "c145-l1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less advanced RBAC and audit features compared to self‑hosted options"}, {"id": "mai-20260917-0922-baseline|c145-l2|alibaba-small|Portkey", "prompt": "c145-l2", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Portkey** is currently the strongest contender for enterprise operations teams."}, {"id": "mai-20260917-0922-baseline|c145-l2|alibaba-small|LiteLLM", "prompt": "c145-l2", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My suggestion:** Start with **LiteLLM** combined with **Portkey**."}, {"id": "mai-20260917-0922-baseline|c145-l2|alibaba-small|LangSmith", "prompt": "c145-l2", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LangSmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LangSmith (The Interface):** Once the request goes through LiteLLM, LangSmith allows you to trace the specific chain-of-thought steps."}, {"id": "mai-20260917-0922-baseline|c145-l2|alibaba-small|Arize", "prompt": "c145-l2", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Arize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Arize** (specifically their product, Phoenix) is the industry leader for deep learning observability."}, {"id": "mai-20260917-0922-baseline|c145-l2|alibaba-small|Sema", "prompt": "c145-l2", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Sema", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sema** was built specifically to solve the security side of LLMs."}, {"id": "mai-20260917-0922-baseline|c145-l2|anthropic-small|TrueFoundry", "prompt": "c145-l2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "TrueFoundry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **TrueFoundry**"}, {"id": "mai-20260917-0922-baseline|c145-l2|anthropic-small|Datadog", "prompt": "c145-l2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you run Datadog or New Relic, add their LLM modules."}, {"id": "mai-20260917-0922-baseline|c145-l2|anthropic-small|New Relic", "prompt": "c145-l2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you run Datadog or New Relic, add their LLM modules."}, {"id": "mai-20260917-0922-baseline|c145-l2|anthropic-small|MLflow", "prompt": "c145-l2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already use MLflow for ML experiment tracking, its LLM features are a natural extension."}, {"id": "mai-20260917-0922-baseline|c145-l2|anthropic-small|LangSmith", "prompt": "c145-l2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LangSmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "LangSmith is best for teams building on LangChain or LangGraph"}, {"id": "mai-20260917-0922-baseline|c145-l2|anthropic-small|OpenObserve", "prompt": "c145-l2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "OpenObserve is the best open source LLM observability tool in 2026"}, {"id": "mai-20260917-0922-baseline|c145-l2|challenger-small|Braintrust", "prompt": "c145-l2", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Braintrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Braintrust** if your priority is a single platform that combines **LLM observability, routing, evaluation, and production experimentation** in one workflow."}, {"id": "mai-20260917-0922-baseline|c145-l2|challenger-small|Bifrost", "prompt": "c145-l2", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bifrost** is also a serious contender because it is described as the most comprehensive enterprise AI gateway"}, {"id": "mai-20260917-0922-baseline|c145-l2|challenger-small|Langfuse", "prompt": "c145-l2", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Langfuse** if you want a more **general-purpose, open-source, self-hostable** platform"}, {"id": "mai-20260917-0922-baseline|c145-l2|challenger-small|Confident AI", "prompt": "c145-l2", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Confident AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Confident AI** if your main need is **evaluation-first monitoring with strong enterprise governance**"}, {"id": "mai-20260917-0922-baseline|c145-l2|deepseek-small|Portkey", "prompt": "c145-l2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you explicitly need **routing + observability in one** \\u2014 **Portkey**"}, {"id": "mai-20260917-0922-baseline|c145-l2|deepseek-small|LiteLLM", "prompt": "c145-l2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "add **Portkey** or the open-source **LiteLLM** in front"}, {"id": "mai-20260917-0922-baseline|c145-l2|deepseek-small|Tetrate", "prompt": "c145-l2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Tetrate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**LLM gateway/routing** (Portkey, LiteLLM, Tetrate)"}, {"id": "mai-20260917-0922-baseline|c145-l2|deepseek-small|LangSmith", "prompt": "c145-l2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LangSmith", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**LangSmith** (deepest tracing, but self-hosting is enterprise-priced)"}, {"id": "mai-20260917-0922-baseline|c145-l2|deepseek-small|Langfuse", "prompt": "c145-l2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Primary recommendation: Langfuse** (self-hosted or enterprise cloud) for observability, tracing, and evals"}, {"id": "mai-20260917-0922-baseline|c145-l2|deepseek-small|Arize", "prompt": "c145-l2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Arize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Heavy RAG pipelines | **Arize Phoenix / Arize AX**"}, {"id": "mai-20260917-0922-baseline|c145-l2|deepseek-small|Datadog", "prompt": "c145-l2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your platform/SRE teams already run Datadog**, seriously consider Datadog LLM Observability instead"}, {"id": "mai-20260917-0922-baseline|c145-l2|deepseek-small|Braintrust", "prompt": "c145-l2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Braintrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some tools (Portkey, Braintrust, FastRouter) try to combine both."}, {"id": "mai-20260917-0922-baseline|c145-l2|deepseek-small|FastRouter", "prompt": "c145-l2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "FastRouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some tools (Portkey, Braintrust, FastRouter) try to combine both."}, {"id": "mai-20260917-0922-baseline|c145-l2|deepseek-small|New Relic", "prompt": "c145-l2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "New Relic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Datadog** (or New Relic)"}, {"id": "mai-20260917-0922-baseline|c145-l2|google-small|Portkey (Portkey.ai)", "prompt": "c145-l2", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey (Portkey.ai)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Portkey is widely regarded as the most mature, production-ready solution that natively combines **both** a highly performant AI Gateway (routing) and a comprehensive Observability suite."}, {"id": "mai-20260917-0922-baseline|c145-l2|google-small|LiteLLM", "prompt": "c145-l2", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose LiteLLM + Langfuse** if you have a strong internal platform engineering team that demands **100% control over the open-source code**"}, {"id": "mai-20260917-0922-baseline|c145-l2|google-small|Langfuse", "prompt": "c145-l2", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Langfuse is a ClickHouse-native, MIT-licensed observability platform designed for deep tracing."}, {"id": "mai-20260917-0922-baseline|c145-l2|google-small|Datadog LLM Observability", "prompt": "c145-l2", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Datadog LLM Observability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Datadog is strictly an *observability* tool. It **cannot route** your traffic, handle model fallbacks, or manage multi-provider virtual API keys."}, {"id": "mai-20260917-0922-baseline|c145-l2|google-small|Helicone", "prompt": "c145-l2", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "it was acquired by Mintlify and has largely transitioned into a maintenance phase, making it less ideal for a fresh enterprise rollout"}, {"id": "mai-20260917-0922-baseline|c145-l2|meta-small|Confident AI", "prompt": "c145-l2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Confident AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Other notable platforms include Confident AI, Arize AI, and OpenObserve"}, {"id": "mai-20260917-0922-baseline|c145-l2|meta-small|Arize AI", "prompt": "c145-l2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Arize AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable platforms include Confident AI, Arize AI, and OpenObserve"}, {"id": "mai-20260917-0922-baseline|c145-l2|meta-small|Datadog", "prompt": "c145-l2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Confident AI, Arize AI, Datadog, LangSmith, Langfuse"}, {"id": "mai-20260917-0922-baseline|c145-l2|meta-small|LangSmith", "prompt": "c145-l2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LangSmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including Confident AI, Arize AI, Datadog, LangSmith, Langfuse"}, {"id": "mai-20260917-0922-baseline|c145-l2|meta-small|Langfuse", "prompt": "c145-l2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Datadog, LangSmith, Langfuse, Galileo AI, Braintrust"}, {"id": "mai-20260917-0922-baseline|c145-l2|meta-small|Galileo AI", "prompt": "c145-l2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Galileo AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Galileo AI, Braintrust, Dynatrace, NeuralTrust, TrustGate, and OpenObserve"}, {"id": "mai-20260917-0922-baseline|c145-l2|meta-small|Braintrust", "prompt": "c145-l2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Braintrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Braintrust is a strong choice for teams that want model selection backed by evaluation, tracing, online scoring, and live traffic experiments within a single workflow"}, {"id": "mai-20260917-0922-baseline|c145-l2|meta-small|Dynatrace", "prompt": "c145-l2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Dynatrace, NeuralTrust, TrustGate, and OpenObserve"}, {"id": "mai-20260917-0922-baseline|c145-l2|meta-small|NeuralTrust", "prompt": "c145-l2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "NeuralTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Dynatrace, NeuralTrust, TrustGate, and OpenObserve"}, {"id": "mai-20260917-0922-baseline|c145-l2|meta-small|TrustGate", "prompt": "c145-l2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "TrustGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Dynatrace, NeuralTrust, TrustGate, and OpenObserve"}, {"id": "mai-20260917-0922-baseline|c145-l2|meta-small|OpenObserve", "prompt": "c145-l2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Other notable platforms include Confident AI, Arize AI, and OpenObserve"}, {"id": "mai-20260917-0922-baseline|c145-l2|minimax-small|Confident AI", "prompt": "c145-l2", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Confident AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## **Top Recommendation: Confident AI**"}, {"id": "mai-20260917-0922-baseline|c145-l2|minimax-small|Arize AI", "prompt": "c145-l2", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Arize AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd recommend starting with **Confident AI** or **Arize AI** for the best balance of enterprise features"}, {"id": "mai-20260917-0922-baseline|c145-l2|minimax-small|Datadog LLM Observability", "prompt": "c145-l2", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Datadog LLM Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if you're already invested in the Datadog ecosystem"}, {"id": "mai-20260917-0922-baseline|c145-l2|minimax-small|LangSmith (by LangChain)", "prompt": "c145-l2", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LangSmith (by LangChain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your team uses LangChain/LangGraph"}, {"id": "mai-20260917-0922-baseline|c145-l2|minimax-small|Langfuse", "prompt": "c145-l2", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for self-hosting requirements and data residency needs"}, {"id": "mai-20260917-0922-baseline|c145-l2|minimax-small|MLflow", "prompt": "c145-l2", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best open-source option with full data ownership"}, {"id": "mai-20260917-0922-baseline|c145-l2|mistral-small|Portkey", "prompt": "c145-l2", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Portkey** as your LLM observability and routing platform"}, {"id": "mai-20260917-0922-baseline|c145-l2|mistral-small|Confident AI", "prompt": "c145-l2", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Confident AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **Confident AI** (evaluation-first monitoring with strong enterprise features like SSO, RBAC, and multi-region support)"}, {"id": "mai-20260917-0922-baseline|c145-l2|mistral-small|Nexos.ai", "prompt": "c145-l2", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Nexos.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nexos.ai** (centralized governance and cost tracking)"}, {"id": "mai-20260917-0922-baseline|c145-l2|moonshot-small|Portkey", "prompt": "c145-l2", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Primary Recommendation: **Portkey**"}, {"id": "mai-20260917-0922-baseline|c145-l2|moonshot-small|LangSmith (Enterprise Plan)", "prompt": "c145-l2", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LangSmith (Enterprise Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your teams have standardized on **LangChain / LangGraph**, LangSmith is the natural pick, but only at the Enterprise tier."}, {"id": "mai-20260917-0922-baseline|c145-l2|moonshot-small|Langfuse", "prompt": "c145-l2", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "pair **Langfuse** (observability) with **LiteLLM** (routing gateway)"}, {"id": "mai-20260917-0922-baseline|c145-l2|moonshot-small|LiteLLM", "prompt": "c145-l2", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LiteLLM** provides the routing, fallback, and provider abstraction."}, {"id": "mai-20260917-0922-baseline|c145-l2|moonshot-small|Arize AI (Phoenix)", "prompt": "c145-l2", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Arize AI (Phoenix)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Arize/Phoenix** excels at evaluation depth, drift detection, and runtime guardrails."}, {"id": "mai-20260917-0922-baseline|c145-l2|moonshot-small|Braintrust", "prompt": "c145-l2", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Braintrust** is best-in-class for structured evaluation, CI-integrated eval gates"}, {"id": "mai-20260917-0922-baseline|c145-l2|openai-small|OpenRouter Enterprise", "prompt": "c145-l2", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "OpenRouter Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Routing/gateway:** **OpenRouter Enterprise** if you want the fastest path to robust multi-model routing with enterprise controls"}, {"id": "mai-20260917-0922-baseline|c145-l2|openai-small|Langfuse Enterprise", "prompt": "c145-l2", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Observability:** **Langfuse Enterprise** if you want deep LLM observability, prompt management, and evaluation"}, {"id": "mai-20260917-0922-baseline|c145-l2|openai-small|LiteLLM", "prompt": "c145-l2", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose LiteLLM** if you need **self-hosting and maximum customization** and you have a strong platform team."}, {"id": "mai-20260917-0922-baseline|c145-l2|openai-small|Kong AI Gateway", "prompt": "c145-l2", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Kong AI Gateway** if you already standardize on Kong for API management"}, {"id": "mai-20260917-0922-baseline|c145-l2|openai-small|Portkey", "prompt": "c145-l2", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Portkey** if your organization is especially focused on **governance, HIPAA, and policy controls**"}, {"id": "mai-20260917-0922-baseline|c145-l2|xai-small|Portkey", "prompt": "c145-l2", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Portkey** as the top LLM observability and routing platform"}, {"id": "mai-20260917-0922-baseline|c145-l2|xai-small|Helicone", "prompt": "c145-l2", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Quick Setup + Cost Tracking | 6K+ companies... Smaller named enterprises; lighter on advanced governance"}, {"id": "mai-20260917-0922-baseline|c145-l2|xai-small|LangSmith", "prompt": "c145-l2", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LangSmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "unless you have LangChain-heavy stacks (\\u2192 LangSmith)"}, {"id": "mai-20260917-0922-baseline|c145-l2|xai-small|Datadog LLM Observability", "prompt": "c145-l2", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Datadog LLM Observability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Existing Datadog Users... Higher cost if not already on Datadog"}, {"id": "mai-20260917-0922-baseline|c145-l2|xai-small|Arize AI", "prompt": "c145-l2", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Arize AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OpenTelemetry-native, agent tracing | Less emphasis on routing/gateway"}, {"id": "mai-20260917-0922-baseline|c145-l2|xai-small|Langfuse", "prompt": "c145-l2", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Great for self-hosting but lack managed enterprise support (e.g., SLAs, dedicated support) for thousands of users."}, {"id": "mai-20260917-0922-baseline|c145-l2|xai-small|LiteLLM", "prompt": "c145-l2", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LiteLLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Great for self-hosting but lack managed enterprise support (e.g., SLAs, dedicated support) for thousands of users."}, {"id": "mai-20260917-0922-baseline|c145-l2|xai-small|Braintrust", "prompt": "c145-l2", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Braintrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Strong evals/routing but more AI-native teams than broad B2B."}, {"id": "mai-20260917-0922-baseline|c145-l2|zai-small|Confident AI", "prompt": "c145-l2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Confident AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for enterprise observability + routing: **Confident AI**."}, {"id": "mai-20260917-0922-baseline|c145-l2|zai-small|Datadog", "prompt": "c145-l2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strongest for existing Datadog/AWS/Azure ecosystems: **Datadog** (LLM Observability)"}, {"id": "mai-20260917-0922-baseline|c145-l2|zai-small|AWS Bedrock", "prompt": "c145-l2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "AWS Bedrock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AWS Bedrock** / **Azure OpenAI Service** built-in observability and gateways"}, {"id": "mai-20260917-0922-baseline|c145-l2|zai-small|Azure OpenAI Service", "prompt": "c145-l2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Azure OpenAI Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AWS Bedrock** / **Azure OpenAI Service** built-in observability and gateways"}, {"id": "mai-20260917-0922-baseline|c145-l2|zai-small|Arize Phoenix", "prompt": "c145-l2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Arize Phoenix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for deep model evaluation and explainability: **Arize Phoenix** (open-source)"}, {"id": "mai-20260917-0922-baseline|c145-l2|zai-small|Arize AX", "prompt": "c145-l2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Arize AX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Arize AX** (managed) with AI gateway and model registry"}, {"id": "mai-20260917-0922-baseline|c145-l2|zai-small|Langfuse", "prompt": "c145-l2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for self-hosted / data residency: **Langfuse** (MIT, self-hostable)"}, {"id": "mai-20260917-0922-baseline|c145-l2|zai-small|Helicone", "prompt": "c145-l2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for open-source-first / multi-provider routing: **Helicone** (open-source proxy)"}, {"id": "mai-20260917-0922-baseline|c145-l2|zai-small|Braintrust Gateway", "prompt": "c145-l2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Braintrust Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Braintrust Gateway** (managed gateway with span-level tracing and cost attribution)"}, {"id": "mai-20260917-0922-baseline|c145-l2|zai-small|Dynatrace", "prompt": "c145-l2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Datadog, Dynatrace, AWS Bedrock, and Azure OpenAI integrate with your existing APM/observability stacks."}, {"id": "mai-20260917-0922-baseline|c145-l2|zai-small|LangSmith", "prompt": "c145-l2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LangSmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "tracing-first (Datadog, LangSmith)"}, {"id": "mai-20260917-0922-baseline|c145-l3|alibaba-small|NeuralTrust TrustGate", "prompt": "c145-l3", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "NeuralTrust TrustGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. NeuralTrust TrustGate (Best for Security & Governance)"}, {"id": "mai-20260917-0922-baseline|c145-l3|alibaba-small|LiteLLM", "prompt": "c145-l3", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **LiteLLM** if you are technical, budget-conscious, and want full source-code control."}, {"id": "mai-20260917-0922-baseline|c145-l3|alibaba-small|Portkey", "prompt": "c145-l3", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Portkey** or **NeuralTrust** if your biggest headache is understanding where money is going"}, {"id": "mai-20260917-0922-baseline|c145-l3|alibaba-small|Bifrost", "prompt": "c145-l3", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Bifrost** if you are building a high-frequency trading bot"}, {"id": "mai-20260917-0922-baseline|c145-l3|alibaba-small|Kong AI", "prompt": "c145-l3", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. Kong AI (Best for Existing API Ecosystems)"}, {"id": "mai-20260917-0922-baseline|c145-l3|alibaba-small|OpenRouter", "prompt": "c145-l3", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It is less about heavy enterprise governance and more about developer convenience and model variety."}, {"id": "mai-20260917-0922-baseline|c145-l3|anthropic-small|Bifrost", "prompt": "c145-l3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bifrost adds only 11 microseconds of gateway overhead per request... Bifrost for performance and self-hosting"}, {"id": "mai-20260917-0922-baseline|c145-l3|anthropic-small|Kong AI Gateway", "prompt": "c145-l3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kong for integration with existing Kong deployments"}, {"id": "mai-20260917-0922-baseline|c145-l3|anthropic-small|Cloudflare AI Gateway", "prompt": "c145-l3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cloudflare AI Gateway lacks deep governance features like hierarchical budget management, per-team Virtual Keys, and RBAC."}, {"id": "mai-20260917-0922-baseline|c145-l3|anthropic-small|LiteLLM", "prompt": "c145-l3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "lightweight for prototyping, but has performance constraints at production scale"}, {"id": "mai-20260917-0922-baseline|c145-l3|anthropic-small|OpenRouter", "prompt": "c145-l3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The five strongest enterprise LLM gateways available in 2026 are Bifrost, Kong AI Gateway, Cloudflare AI Gateway, LiteLLM, and OpenRouter."}, {"id": "mai-20260917-0922-baseline|c145-l3|anthropic-small|Portkey", "prompt": "c145-l3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Portkey for comprehensive LLMOps capabilities"}, {"id": "mai-20260917-0922-baseline|c145-l3|challenger-small|Bifrost", "prompt": "c145-l3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bifrost** is repeatedly positioned as the strongest “production infrastructure” choice"}, {"id": "mai-20260917-0922-baseline|c145-l3|challenger-small|Kong AI Gateway", "prompt": "c145-l3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the natural fit because it plugs into an existing enterprise API strategy"}, {"id": "mai-20260917-0922-baseline|c145-l3|challenger-small|Cloudflare AI Gateway", "prompt": "c145-l3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cloudflare AI Gateway** is simpler operationally and fits edge-heavy workloads"}, {"id": "mai-20260917-0922-baseline|c145-l3|challenger-small|LiteLLM", "prompt": "c145-l3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LiteLLM** is the common choice, but it is usually less opinionated on governance"}, {"id": "mai-20260917-0922-baseline|c145-l3|challenger-small|Portkey", "prompt": "c145-l3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Portkey** and **Helicone** tend to be favored"}, {"id": "mai-20260917-0922-baseline|c145-l3|challenger-small|OpenRouter", "prompt": "c145-l3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "weaker on enterprise governance and policy control because it is primarily an aggregator"}, {"id": "mai-20260917-0922-baseline|c145-l3|challenger-small|Tetrate Agent Router Enterprise", "prompt": "c145-l3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Tetrate Agent Router Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Stands out for pre-built AI governance controls and inline guardrails"}, {"id": "mai-20260917-0922-baseline|c145-l3|challenger-small|Azure AI Management/Gateway", "prompt": "c145-l3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Azure AI Management/Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for Azure-native enterprises; strong policy/compliance integration"}, {"id": "mai-20260917-0922-baseline|c145-l3|challenger-small|Helicone", "prompt": "c145-l3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Helicone toward tracing/analytics"}, {"id": "mai-20260917-0922-baseline|c145-l3|challenger-small|Braintrust Gateway", "prompt": "c145-l3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Braintrust Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "also including **Tetrate Agent Router Enterprise, Azure AI Management/Gateway, Helicone, Braintrust Gateway, and SS&C AI Gateway**"}, {"id": "mai-20260917-0922-baseline|c145-l3|challenger-small|SS&C AI Gateway", "prompt": "c145-l3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "SS&C AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Emphasizes security, auditability, and deployment flexibility"}, {"id": "mai-20260917-0922-baseline|c145-l3|deepseek-small|LiteLLM", "prompt": "c145-l3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Fully own your stack, open source: LiteLLM (or Bifrost if you need high throughput)."}, {"id": "mai-20260917-0922-baseline|c145-l3|deepseek-small|Portkey", "prompt": "c145-l3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Production reliability + guardrails + observability: Portkey."}, {"id": "mai-20260917-0922-baseline|c145-l3|deepseek-small|Kong AI Gateway", "prompt": "c145-l3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You already run Kong APIs (and want max speed): Kong AI Gateway."}, {"id": "mai-20260917-0922-baseline|c145-l3|deepseek-small|Cloudflare AI Gateway", "prompt": "c145-l3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You live in the Cloudflare ecosystem and want zero ops: Cloudflare AI Gateway."}, {"id": "mai-20260917-0922-baseline|c145-l3|deepseek-small|OpenRouter", "prompt": "c145-l3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Broad model access + single billing / model marketplace: OpenRouter."}, {"id": "mai-20260917-0922-baseline|c145-l3|deepseek-small|Braintrust Gateway", "prompt": "c145-l3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Braintrust Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Measured model selection + built-in evaluation/observability: Braintrust."}, {"id": "mai-20260917-0922-baseline|c145-l3|deepseek-small|Helicone", "prompt": "c145-l3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Trade-offs: Prioritizes observability over advanced routing; analytics can be shallower than dedicated routers."}, {"id": "mai-20260917-0922-baseline|c145-l3|deepseek-small|Bifrost", "prompt": "c145-l3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Air-gapped/VPC enterprise governance with agent/MCP support: TrueFoundry or Bifrost."}, {"id": "mai-20260917-0922-baseline|c145-l3|deepseek-small|TrueFoundry", "prompt": "c145-l3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "TrueFoundry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "TrueFoundry: Enterprise governance for VPC/air-gapped and agent/MCP workloads"}, {"id": "mai-20260917-0922-baseline|c145-l3|deepseek-small|NeuralTrust TrustGate", "prompt": "c145-l3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "NeuralTrust TrustGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "NeuralTrust TrustGate: Emphasizes enterprise security and agent governance"}, {"id": "mai-20260917-0922-baseline|c145-l3|google-small|Envoy AI Gateway", "prompt": "c145-l3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Envoy AI Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Envoy AI Gateway (CNCF) — *The Cloud-Native Standard* ... Best For: Large enterprises seeking a highly performant, open-source, and Kubernetes-native infrastructure layer."}, {"id": "mai-20260917-0922-baseline|c145-l3|google-small|LiteLLM", "prompt": "c145-l3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Choose:* **LiteLLM**. It is incredibly easy to launch in a Docker container"}, {"id": "mai-20260917-0922-baseline|c145-l3|google-small|Portkey", "prompt": "c145-l3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Choose:* **Portkey**. Backed by Palo Alto Networks, Portkey specializes in robust, out-of-the-box guardrails"}, {"id": "mai-20260917-0922-baseline|c145-l3|google-small|WSO2 AI Gateway", "prompt": "c145-l3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "WSO2 AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Choose:* **WSO2 AI Gateway**. ... unmatched in this category."}, {"id": "mai-20260917-0922-baseline|c145-l3|google-small|Kong AI Gateway", "prompt": "c145-l3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For organizations already using Kong for traditional API management, the Kong AI Gateway plugin extension is the logical choice."}, {"id": "mai-20260917-0922-baseline|c145-l3|meta-small|Bifrost", "prompt": "c145-l3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bifrost is considered the leading choice for enterprise teams due to its high performance, deep governance controls, and self-hosted deployment flexibility."}, {"id": "mai-20260917-0922-baseline|c145-l3|meta-small|Kong AI Gateway", "prompt": "c145-l3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kong and Cloudflare fit existing estates"}, {"id": "mai-20260917-0922-baseline|c145-l3|meta-small|Cloudflare AI Gateway", "prompt": "c145-l3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kong and Cloudflare fit existing estates"}, {"id": "mai-20260917-0922-baseline|c145-l3|meta-small|LiteLLM", "prompt": "c145-l3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LiteLLM is suitable for Python prototyping"}, {"id": "mai-20260917-0922-baseline|c145-l3|meta-small|OpenRouter", "prompt": "c145-l3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OpenRouter provides access to hundreds of AI models from multiple providers through a single endpoint with unified billing."}, {"id": "mai-20260917-0922-baseline|c145-l3|minimax-small|Bifrost", "prompt": "c145-l3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Self-hosted, open-source control → LiteLLM or Bifrost ... Bifrost is leading on performance"}, {"id": "mai-20260917-0922-baseline|c145-l3|minimax-small|LiteLLM", "prompt": "c145-l3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Self-hosted, open-source control → LiteLLM or Bifrost"}, {"id": "mai-20260917-0922-baseline|c145-l3|minimax-small|Portkey", "prompt": "c145-l3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise governance & compliance → Portkey"}, {"id": "mai-20260917-0922-baseline|c145-l3|minimax-small|Cloudflare", "prompt": "c145-l3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zero ops, edge performance → Cloudflare AI Gateway"}, {"id": "mai-20260917-0922-baseline|c145-l3|minimax-small|Kong AI", "prompt": "c145-l3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already using Kong → Kong AI Gateway"}, {"id": "mai-20260917-0922-baseline|c145-l3|minimax-small|OpenRouter", "prompt": "c145-l3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Quick access to many models → OpenRouter"}, {"id": "mai-20260917-0922-baseline|c145-l3|mistral-small|NeuralTrust TrustGate", "prompt": "c145-l3", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "NeuralTrust TrustGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. NeuralTrust TrustGate** ... NeuralTrust and Kong lead for enterprises needing robust, centralized control."}, {"id": "mai-20260917-0922-baseline|c145-l3|mistral-small|Portkey", "prompt": "c145-l3", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Teams prioritizing analytics, developer experience, and observability."}, {"id": "mai-20260917-0922-baseline|c145-l3|mistral-small|LiteLLM", "prompt": "c145-l3", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LiteLLM is the top choice for customization and avoiding vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c145-l3|mistral-small|Kong AI Gateway", "prompt": "c145-l3", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Kong is ideal for enterprises already invested in API gateway solutions."}, {"id": "mai-20260917-0922-baseline|c145-l3|mistral-small|Martian", "prompt": "c145-l3", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Martian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Martian is best for reducing LLM spend."}, {"id": "mai-20260917-0922-baseline|c145-l3|mistral-small|Braintrust Gateway", "prompt": "c145-l3", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Braintrust Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Engineering teams that want integrated tracing, evaluation, and release checks."}, {"id": "mai-20260917-0922-baseline|c145-l3|moonshot-small|Kong AI Gateway", "prompt": "c145-l3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Bifrost and Kong offer the strongest enterprise features (RBAC, SSO, audit trails, PII redaction)"}, {"id": "mai-20260917-0922-baseline|c145-l3|moonshot-small|Azure API Management (AI Gateway)", "prompt": "c145-l3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Azure API Management (AI Gateway)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Azure-centric enterprises already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c145-l3|moonshot-small|Bifrost (by Maxim)", "prompt": "c145-l3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost (by Maxim)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best (11µs overhead) | Strongest (hierarchical budgets) | Self-hosted, air-gapped | Mission-critical workloads"}, {"id": "mai-20260917-0922-baseline|c145-l3|moonshot-small|LiteLLM", "prompt": "c145-l3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limitations: Lower throughput ceiling than compiled alternatives (Go/Rust)"}, {"id": "mai-20260917-0922-baseline|c145-l3|moonshot-small|Portkey", "prompt": "c145-l3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Production guardrails and observability"}, {"id": "mai-20260917-0922-baseline|c145-l3|moonshot-small|Cloudflare AI Gateway", "prompt": "c145-l3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Limitations: Less enterprise governance features compared to dedicated solutions"}, {"id": "mai-20260917-0922-baseline|c145-l3|moonshot-small|Zuplo", "prompt": "c145-l3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Zuplo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Teams wanting managed infrastructure without Kubernetes complexity"}, {"id": "mai-20260917-0922-baseline|c145-l3|openai-small|Kong AI Gateway", "prompt": "c145-l3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Kong** if you need **enterprise API management plus AI traffic governance** in one stack."}, {"id": "mai-20260917-0922-baseline|c145-l3|openai-small|Portkey", "prompt": "c145-l3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Portkey** if your priority is **LLM observability, fallbacks, guardrails, and AI app reliability**."}, {"id": "mai-20260917-0922-baseline|c145-l3|openai-small|LiteLLM Proxy", "prompt": "c145-l3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM Proxy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Usually less \"enterprise platform\" than Kong or Portkey, depending on your governance/compliance needs."}, {"id": "mai-20260917-0922-baseline|c145-l3|openai-small|Mirascope", "prompt": "c145-l3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Mirascope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "other notable gateways** like **Mirascope/Helicone-style observability layers"}, {"id": "mai-20260917-0922-baseline|c145-l3|openai-small|Helicone", "prompt": "c145-l3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mirascope/Helicone-style observability layers"}, {"id": "mai-20260917-0922-baseline|c145-l3|openai-small|AWS Bedrock model routing", "prompt": "c145-l3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "AWS Bedrock model routing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AWS Bedrock model routing"}, {"id": "mai-20260917-0922-baseline|c145-l3|openai-small|Azure AI Gateway", "prompt": "c145-l3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Azure AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Azure AI Gateway patterns"}, {"id": "mai-20260917-0922-baseline|c145-l3|xai-small|LiteLLM", "prompt": "c145-l3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Widest provider support, virtual keys/budgets, customizable routing/fallbacks"}, {"id": "mai-20260917-0922-baseline|c145-l3|xai-small|Portkey", "prompt": "c145-l3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Semantic caching, guardrails (PII/content filters), deep observability/governance"}, {"id": "mai-20260917-0922-baseline|c145-l3|xai-small|Kong AI Gateway", "prompt": "c145-l3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Plugin-based security, API mgmt integration, enterprise-grade compliance"}, {"id": "mai-20260917-0922-baseline|c145-l3|xai-small|Cloudflare AI Gateway", "prompt": "c145-l3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ultra-low latency (edge caching/rate limits), free observability"}, {"id": "mai-20260917-0922-baseline|c145-l3|xai-small|Helicone", "prompt": "c145-l3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Observability-first, drop-in proxy, caching/routing"}, {"id": "mai-20260917-0922-baseline|c145-l3|xai-small|OpenRouter", "prompt": "c145-l3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Largest model catalog, auto-fallbacks, cost-based routing"}, {"id": "mai-20260917-0922-baseline|c145-l3|xai-small|Bifrost", "prompt": "c145-l3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lowest latency (~11\\u00b5s overhead), high throughput, failover/caching"}, {"id": "mai-20260917-0922-baseline|c145-l3|zai-small|Bifrost (Maxim AI)", "prompt": "c145-l3", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost (Maxim AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Bifrost** if you are building a high-scale system and need the lowest possible latency and native MCP support."}, {"id": "mai-20260917-0922-baseline|c145-l3|zai-small|Helicone", "prompt": "c145-l3", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Helicone** if you want a simple, open-source tool to debug and monitor your LLM usage immediately."}, {"id": "mai-20260917-0922-baseline|c145-l3|zai-small|Portkey", "prompt": "c145-l3", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose Portkey** if you need strict compliance and a centralized team to manage AI usage across the company."}, {"id": "mai-20260917-0922-baseline|c145-l3|zai-small|Kong AI Gateway", "prompt": "c145-l3", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Kong** if you already have a Kong API Gateway and want to extend your existing security policies to AI."}, {"id": "mai-20260917-0922-baseline|c145-l3|zai-small|Cloudflare AI Gateway", "prompt": "c145-l3", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Static sites or applications that require edge performance and rely on Cloudflare for other security services."}, {"id": "mai-20260917-0922-baseline|c145-l3|zai-small|OpenRouter", "prompt": "c145-l3", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best For:** Startups and small teams who want to test different models quickly without setting up complex routing logic"}, {"id": "mai-20260917-0922-baseline|c145-l3|zai-small|LiteLLM", "prompt": "c145-l3", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "50x faster than Python-based alternatives like LiteLLM"}, {"id": "mai-20260917-0922-baseline|c145-l4|alibaba-small|Bifrost", "prompt": "c145-l4", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Bifrost ... currently regarded as the top tier for mission-critical, high-volume enterprises."}, {"id": "mai-20260917-0922-baseline|c145-l4|alibaba-small|LiteLLM", "prompt": "c145-l4", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best options are **Bifrost** and **LiteLLM**, depending on whether you prioritize raw routing efficiency (Bifrost) or ecosystem maturity (LiteLLM)"}, {"id": "mai-20260917-0922-baseline|c145-l4|alibaba-small|OpenRouter", "prompt": "c145-l4", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "you must avoid \"Managed Service\" gateways (like standard OpenRouter usage) that charge a % of your spend"}, {"id": "mai-20260917-0922-baseline|c145-l4|anthropic-small|Bifrost", "prompt": "c145-l4", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bifrost** stands out as the primary choice for enterprises prioritizing cost predictability at scale."}, {"id": "mai-20260917-0922-baseline|c145-l4|anthropic-small|Cloudflare AI Gateway", "prompt": "c145-l4", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cloudflare AI Gateway** works well for existing Cloudflare users."}, {"id": "mai-20260917-0922-baseline|c145-l4|anthropic-small|Kong AI Gateway", "prompt": "c145-l4", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kong AI Gateway** suits organizations already using Kong."}, {"id": "mai-20260917-0922-baseline|c145-l4|challenger-small|Bifrost", "prompt": "c145-l4", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is **Bifrost** if you want *hard cost governance* plus enterprise-scale routing and caching"}, {"id": "mai-20260917-0922-baseline|c145-l4|challenger-small|Portkey", "prompt": "c145-l4", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Portkey** is a reasonable managed alternative for governance-heavy enterprise setups"}, {"id": "mai-20260917-0922-baseline|c145-l4|challenger-small|LiteLLM", "prompt": "c145-l4", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LiteLLM** is the common self-hosted fallback for broad provider support and budget tracking"}, {"id": "mai-20260917-0922-baseline|c145-l4|deepseek-small|LiteLLM", "prompt": "c145-l4", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **LiteLLM** if you want maturity and breadth, or **Bifrost** if you want raw performance"}, {"id": "mai-20260917-0922-baseline|c145-l4|deepseek-small|Bifrost", "prompt": "c145-l4", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best-fit options are **LiteLLM (self-hosted, open-source)** or **Bifrost (self-hosted, open-source)**"}, {"id": "mai-20260917-0922-baseline|c145-l4|deepseek-small|Portkey", "prompt": "c145-l4", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Portkey (Managed Gateway)** — Acceptable Only If You Outsource Ops ... **Why it's less predictable:** Your gateway cost scales with your usage"}, {"id": "mai-20260917-0922-baseline|c145-l4|google-small|OpenRouter", "prompt": "c145-l4", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you must avoid gateways that charge a per-token markup (like OpenRouter or Requesty)"}, {"id": "mai-20260917-0922-baseline|c145-l4|google-small|Requesty", "prompt": "c145-l4", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Requesty", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you must avoid gateways that charge a per-token markup (like OpenRouter or Requesty)"}, {"id": "mai-20260917-0922-baseline|c145-l4|google-small|LiteLLM (Enterprise Tier)", "prompt": "c145-l4", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM (Enterprise Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Flat-Fee Enterprise Governance"}, {"id": "mai-20260917-0922-baseline|c145-l4|google-small|Bifrost (by Maxim AI)", "prompt": "c145-l4", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Bifrost (by Maxim AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for High-Performance, Agent-Heavy workloads"}, {"id": "mai-20260917-0922-baseline|c145-l4|google-small|Kong AI Gateway", "prompt": "c145-l4", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if Your Company Already Uses Kong API Gateway"}, {"id": "mai-20260917-0922-baseline|c145-l4|google-small|Portkey (Palo Alto Networks)", "prompt": "c145-l4", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey (Palo Alto Networks)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Portkey\ttstandard SaaS plans are billed per recorded log (which can grow unpredictable at high scale)"}, {"id": "mai-20260917-0922-baseline|c145-l4|meta-small|LiteLLM", "prompt": "c145-l4", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best LLM gateway for a large company that needs predictable total cost across thousands of users is LiteLLM."}, {"id": "mai-20260917-0922-baseline|c145-l4|meta-small|OpenRouter", "prompt": "c145-l4", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top picks include OpenRouter for instant multi-model access"}, {"id": "mai-20260917-0922-baseline|c145-l4|meta-small|Portkey", "prompt": "c145-l4", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Portkey for managed governance"}, {"id": "mai-20260917-0922-baseline|c145-l4|meta-small|Bifrost", "prompt": "c145-l4", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bifrost for production-scale throughput"}, {"id": "mai-20260917-0922-baseline|c145-l4|minimax-small|LLM Gateway (BYOK Model)", "prompt": "c145-l4", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LLM Gateway (BYOK Model)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **LLM Gateway (BYOK Model)**"}, {"id": "mai-20260917-0922-baseline|c145-l4|minimax-small|Self-Hosted LiteLLM", "prompt": "c145-l4", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Self-Hosted LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Alternative: **Self-Hosted LiteLLM**"}, {"id": "mai-20260917-0922-baseline|c145-l4|minimax-small|Standard Compute", "prompt": "c145-l4", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Standard Compute", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Standard Compute**: Fixed monthly plans ($19/mo+), no per-token metering"}, {"id": "mai-20260917-0922-baseline|c145-l4|minimax-small|Featherless.ai", "prompt": "c145-l4", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Featherless.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Featherless.ai**: Fixed costs from $25/mo for open-weight models"}, {"id": "mai-20260917-0922-baseline|c145-l4|mistral-small|LiteLLM", "prompt": "c145-l4", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiteLLM** (self-hosted, strong cost tracking) and **Bifrost** (production-scale, low latency) are the top choices"}, {"id": "mai-20260917-0922-baseline|c145-l4|mistral-small|Bifrost", "prompt": "c145-l4", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LiteLLM** (self-hosted, strong cost tracking) and **Bifrost** (production-scale, low latency) are the top choices"}, {"id": "mai-20260917-0922-baseline|c145-l4|mistral-small|Portkey", "prompt": "c145-l4", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer a managed solution, **Portkey** is also a strong contender for governance and cost control."}, {"id": "mai-20260917-0922-baseline|c145-l4|moonshot-small|LiteLLM (Self-Hosted)", "prompt": "c145-l4", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM (Self-Hosted)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **LiteLLM (Self-Hosted)**"}, {"id": "mai-20260917-0922-baseline|c145-l4|moonshot-small|Bifrost (by Maxim AI)", "prompt": "c145-l4", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Bifrost (by Maxim AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Bifrost (by Maxim AI)**"}, {"id": "mai-20260917-0922-baseline|c145-l4|openai-small|Kong AI Gateway", "prompt": "c145-l4", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Kong AI Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Kong AI Gateway**—especially if you want **hard budget enforcement, per-consumer/tier spend caps, and chargeback-ready metering**"}, {"id": "mai-20260917-0922-baseline|c145-l4|openai-small|OpenRouter Enterprise", "prompt": "c145-l4", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OpenRouter Enterprise** is also a strong contender... That said, it's more of a routing/platform layer than a deep enterprise governance stack"}, {"id": "mai-20260917-0922-baseline|c145-l4|openai-small|LiteLLM", "prompt": "c145-l4", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want full self-hosted control:** **LiteLLM** (often chosen for control, but you own ops)"}, {"id": "mai-20260917-0922-baseline|c145-l4|openai-small|Portkey", "prompt": "c145-l4", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparison matrix** of Kong vs OpenRouter vs LiteLLM vs Portkey"}, {"id": "mai-20260917-0922-baseline|c145-l4|xai-small|LiteLLM", "prompt": "c145-l4", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with LiteLLM** if you prioritize broadest compatibility and Python ecosystem"}, {"id": "mai-20260917-0922-baseline|c145-l4|xai-small|Bifrost", "prompt": "c145-l4", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "self-hosted open-source LLM gateways like LiteLLM or Bifrost are typically the best options"}, {"id": "mai-20260917-0922-baseline|c145-l4|xai-small|Portkey", "prompt": "c145-l4", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Logs/requests can spike costs unpredictably at thousands users; less ideal for fixed budgets"}, {"id": "mai-20260917-0922-baseline|c145-l4|xai-small|OpenRouter/Helicone", "prompt": "c145-l4", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter/Helicone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Variable with usage; scales costs linearly—avoid for predictability"}, {"id": "mai-20260917-0922-baseline|c145-l4|zai-small|Bifrost", "prompt": "c145-l4", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the \"best\" gateway is **Bifrost** (by Maxim AI)"}, {"id": "mai-20260917-0922-baseline|c145-l4|zai-small|LiteLLM", "prompt": "c145-l4", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Strong Runner-Up: LiteLLM (Open Source)"}, {"id": "mai-20260917-0922-baseline|c145-l4|zai-small|OpenRouter", "prompt": "c145-l4", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it comes with trade-offs regarding cost predictability... charges a 5.5% to 8% platform fee"}, {"id": "mai-20260917-0922-baseline|c145-l5|google-small|Portkey", "prompt": "c145-l5", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Portkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When evaluating vendors (e.g., *Portkey, LiteLLM Enterprise, Kong AI Gateway, Cloudflare, or APIM solutions*)"}, {"id": "mai-20260917-0922-baseline|c145-l5|google-small|LiteLLM Enterprise", "prompt": "c145-l5", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "LiteLLM Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When evaluating vendors (e.g., *Portkey, LiteLLM Enterprise, Kong AI Gateway, Cloudflare, or APIM solutions*)"}, {"id": "mai-20260917-0922-baseline|c145-l5|google-small|Kong AI Gateway", "prompt": "c145-l5", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Kong AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When evaluating vendors (e.g., *Portkey, LiteLLM Enterprise, Kong AI Gateway, Cloudflare, or APIM solutions*)"}, {"id": "mai-20260917-0922-baseline|c145-l5|google-small|Cloudflare", "prompt": "c145-l5", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When evaluating vendors (e.g., *Portkey, LiteLLM Enterprise, Kong AI Gateway, Cloudflare, or APIM solutions*)"}, {"id": "mai-20260917-0922-baseline|c145-l5|google-small|APIM solutions", "prompt": "c145-l5", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "APIM solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "When evaluating vendors (e.g., *Portkey, LiteLLM Enterprise, Kong AI Gateway, Cloudflare, or APIM solutions*)"}, {"id": "mai-20260917-0922-baseline|c145-l5|mistral-small|Prompt Security", "prompt": "c145-l5", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Prompt Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Prompt Security** (prompt injection protection, data loss prevention)"}, {"id": "mai-20260917-0922-baseline|c145-l5|mistral-small|Lakera", "prompt": "c145-l5", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Lakera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Lakera** (LLM security, data exfiltration prevention)"}, {"id": "mai-20260917-0922-baseline|c145-l5|mistral-small|Astra Security", "prompt": "c145-l5", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Astra Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Astra Security** (LLM security audits, compliance)"}, {"id": "mai-20260917-0922-baseline|c145-l5|mistral-small|Wallarm", "prompt": "c145-l5", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Wallarm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Wallarm** (API security, LLM-specific protections)"}, {"id": "mai-20260917-0922-baseline|c145-l5|mistral-small|Azure AI Gateway", "prompt": "c145-l5", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Azure AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Azure AI Gateway** (if using Azure OpenAI)"}, {"id": "mai-20260917-0922-baseline|c145-l5|mistral-small|Amazon Bedrock Guardrails", "prompt": "c145-l5", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Amazon Bedrock Guardrails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Amazon Bedrock Guardrails** (if using AWS)"}, {"id": "mai-20260917-0922-baseline|c145-l5|openai-small|litellm", "prompt": "c145-l5", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "litellm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "([docs.litellm.ai](https://docs.litellm.ai/?utm_source=openai))"}, {"id": "mai-20260917-0922-baseline|c145-l5|xai-small|LiteLLM Enterprise", "prompt": "c145-l5", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "LiteLLM Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Shortlist**: LiteLLM (self-hostable, SSO/RBAC)"}, {"id": "mai-20260917-0922-baseline|c145-l5|xai-small|Portkey", "prompt": "c145-l5", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Portkey (HIPAA/SOC2)"}, {"id": "mai-20260917-0922-baseline|c145-l5|xai-small|LLM Gateway", "prompt": "c145-l5", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "LLM Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LLM Gateway (Type II audited)"}, {"id": "mai-20260917-0922-baseline|c145-l5|xai-small|Bifrost", "prompt": "c145-l5", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bifrost (VPC-native)"}, {"id": "mai-20260917-0922-baseline|c145-l5|xai-small|OpenRouter Enterprise", "prompt": "c145-l5", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "OpenRouter Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OpenRouter (zero-retention)"}, {"id": "mai-20260917-0922-baseline|c145-l6|alibaba-small|LiteLLM", "prompt": "c145-l6", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "High Caution / Avoid for Certain Use Cases ... LiteLLM (Open-Source Proxy) Why caution is warranted: Major Supply Chain Attack"}, {"id": "mai-20260917-0922-baseline|c145-l6|alibaba-small|OpenRouter", "prompt": "c145-l6", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "OpenRouter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid for:** Healthcare (HIPAA), financial services, government, or any jurisdiction requiring strict data localization."}, {"id": "mai-20260917-0922-baseline|c145-l6|alibaba-small|Cloudflare AI Gateway", "prompt": "c145-l6", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Not inherently bad,** but enterprises must be cautious because: They are infrastructure-layer gateways, not purpose-built AI governance tools."}, {"id": "mai-20260917-0922-baseline|c145-l6|alibaba-small|Kong", "prompt": "c145-l6", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Generic Cloudflare AI Gateway / Kong (If Misconfigured) **Not inherently bad,** but enterprises must be cautious"}, {"id": "mai-20260917-0922-baseline|c145-l6|alibaba-small|Bifrost", "prompt": "c145-l6", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Safer Alternatives (as of 2026) - **Bifrost:** Self-hosted or VPC-deployed, low latency (~11μs overhead), strong virtual-key governance"}, {"id": "mai-20260917-0922-baseline|c145-l6|alibaba-small|Portkey", "prompt": "c145-l6", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Portkey (Palo Alto Networks): Hybrid/self-hosted options, enterprise SSO/RBAC, guardrails"}, {"id": "mai-20260917-0922-baseline|c145-l6|alibaba-small|AWS Bedrock Gateway", "prompt": "c145-l6", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "AWS Bedrock Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For AWS-native enterprises needing tight IAM integration and data residency controls"}, {"id": "mai-20260917-0922-baseline|c145-l6|alibaba-small|Helicone", "prompt": "c145-l6", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong open-source observability layers if you want to maintain your own proxy while getting analytics"}, {"id": "mai-20260917-0922-baseline|c145-l6|alibaba-small|Braintrust Gateway", "prompt": "c145-l6", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Braintrust Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Helicone / Braintrust Gateway: Strong open-source observability layers"}, {"id": "mai-20260917-0922-baseline|c145-l6|anthropic-small|LiteLLM", "prompt": "c145-l6", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "CVE-2026-42271, an authenticated command-execution issue in LiteLLM MCP stdio test endpoints... Enterprises using LiteLLM should ensure they're running patched versions."}, {"id": "mai-20260917-0922-baseline|c145-l6|challenger-small|LiteLLM", "prompt": "c145-l6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the comparison explicitly says to avoid it for customer-facing apps at scale, real-time features, and workloads needing 99.9%+ uptime"}, {"id": "mai-20260917-0922-baseline|c145-l6|challenger-small|Cloudflare AI Gateway", "prompt": "c145-l6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious if you need full traffic-management features, because one comparison says it does **not** provide multi-provider failover routing"}, {"id": "mai-20260917-0922-baseline|c145-l6|challenger-small|Kong AI Gateway", "prompt": "c145-l6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious if Kong is not already your standard platform... otherwise the learning curve may not be worth it"}, {"id": "mai-20260917-0922-baseline|c145-l6|challenger-small|OpenRouter", "prompt": "c145-l6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "OpenRouter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be cautious if you require strict data residency, in-VPC deployment, or sector compliance"}, {"id": "mai-20260917-0922-baseline|c145-l6|challenger-small|Vercel AI Gateway", "prompt": "c145-l6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Vercel AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Hosted gateways with weaker residency/control fit such as OpenRouter, Vercel AI Gateway... be cautious"}, {"id": "mai-20260917-0922-baseline|c145-l6|deepseek-small|LiteLLM", "prompt": "c145-l6", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** LiteLLM in any internet-facing or default-config deployment."}, {"id": "mai-20260917-0922-baseline|c145-l6|deepseek-small|Helicone", "prompt": "c145-l6", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Helicone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid new adoption of:** Helicone (maintenance mode)."}, {"id": "mai-20260917-0922-baseline|c145-l6|deepseek-small|OpenRouter", "prompt": "c145-l6", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "OpenRouter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caution with:** OpenRouter (unless logging disabled + ZDR enforced)"}, {"id": "mai-20260917-0922-baseline|c145-l6|deepseek-small|Cloudflare AI Gateway", "prompt": "c145-l6", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cloudflare AI Gateway (unless no data residency requirement)"}, {"id": "mai-20260917-0922-baseline|c145-l6|deepseek-small|Bifrost", "prompt": "c145-l6", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Bifrost** (from Maxim AI) leads on performance ... meeting the compliance bar most enterprises need"}, {"id": "mai-20260917-0922-baseline|c145-l6|deepseek-small|Portkey AI", "prompt": "c145-l6", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Portkey AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Portkey AI** (managed) also appears strong on governance with SOC 2 Type II, logging, and budget controls, though it is cloud-only."}, {"id": "mai-20260917-0922-baseline|c145-l6|google-small|Portkey", "prompt": "c145-l6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Portkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "If you evaluate popular commercial gateways (like Portkey or Langfuse), strictly insist on their enterprise self-hosted/VPC deployments and avoid their public cloud-hosted SaaS tiers."}, {"id": "mai-20260917-0922-baseline|c145-l6|google-small|Langfuse", "prompt": "c145-l6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Langfuse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "popular commercial gateways (like Portkey or Langfuse), strictly insist on their enterprise self-hosted/VPC deployments and avoid their public cloud-hosted SaaS tiers"}, {"id": "mai-20260917-0922-baseline|c145-l6|google-small|LiteLLM", "prompt": "c145-l6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Proceed with caution if self-hosting the legacy Python-only server versions of **LiteLLM** at a massive scale."}, {"id": "mai-20260917-0922-baseline|c145-l6|google-small|Bifrost", "prompt": "c145-l6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look toward natively compiled Go/Rust gateways (like Bifrost, Highflame, or Kong AI Gateway) for sub-millisecond edge performance"}, {"id": "mai-20260917-0922-baseline|c145-l6|google-small|Highflame", "prompt": "c145-l6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Highflame", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "natively compiled Go/Rust gateways (like Bifrost, Highflame, or Kong AI Gateway) for sub-millisecond edge performance"}, {"id": "mai-20260917-0922-baseline|c145-l6|google-small|Kong AI Gateway", "prompt": "c145-l6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "natively compiled Go/Rust gateways (like Bifrost, Highflame, or Kong AI Gateway) for sub-millisecond edge performance"}, {"id": "mai-20260917-0922-baseline|c145-l6|google-small|Databricks Unity AI Gateway", "prompt": "c145-l6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Databricks Unity AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "gateways deeply embedded into their native runtimes (e.g., Databricks Unity AI Gateway ...) they severely limit multi-cloud portability"}, {"id": "mai-20260917-0922-baseline|c145-l6|google-small|One API", "prompt": "c145-l6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "One API", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Tools like **One API** (and its numerous forks/clones) ... completely lack enterprise-grade role-based access control (RBAC) ... Strictly prohibit shadow IT deployment"}, {"id": "mai-20260917-0922-baseline|c145-l6|minimax-small|LiteLLM", "prompt": "c145-l6", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**LiteLLM** stands out as the most notable concern. It suffered a confirmed supply chain attack"}, {"id": "mai-20260917-0922-baseline|c145-l6|minimax-small|Tetrate Agent Router Enterprise", "prompt": "c145-l6", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Tetrate Agent Router Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "consider options like Tetrate Agent Router Enterprise (built on Envoy)"}, {"id": "mai-20260917-0922-baseline|c145-l6|minimax-small|Portkey", "prompt": "c145-l6", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or Portkey with HIPAA coverage"}, {"id": "mai-20260917-0922-baseline|c145-l6|mistral-small|LiteLLM", "prompt": "c145-l6", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "hundreds of LiteLLM servers were found exposed online with no authentication, allowing unauthorized access to API tokens, prompts, responses, and internal tools"}, {"id": "mai-20260917-0922-baseline|c145-l6|moonshot-small|LiteLLM", "prompt": "c145-l6", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use open-source or portable abstraction layers (e.g., LiteLLM, Bifrost) as your foundation"}, {"id": "mai-20260917-0922-baseline|c145-l6|moonshot-small|Bifrost", "prompt": "c145-l6", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use open-source or portable abstraction layers (e.g., LiteLLM, Bifrost) as your foundation"}, {"id": "mai-20260917-0922-baseline|c145-l6|openai-small|Cloudflare AI Gateway", "prompt": "c145-l6", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloudflare's AI Gateway docs, for example, emphasize logging request metadata and offer automatic log deletion, which shows why retention controls matter for enterprise use."}, {"id": "mai-20260917-0922-baseline|c145-l6|openai-small|OpenRouter", "prompt": "c145-l6", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "OpenRouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "help you compare specific gateways like **OpenRouter, LiteLLM, Portkey, Cloudflare AI Gateway, Kong, or Azure AI Gateway patterns**"}, {"id": "mai-20260917-0922-baseline|c145-l6|openai-small|LiteLLM", "prompt": "c145-l6", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare specific gateways like **OpenRouter, LiteLLM, Portkey, Cloudflare AI Gateway, Kong, or Azure AI Gateway patterns**"}, {"id": "mai-20260917-0922-baseline|c145-l6|openai-small|Portkey", "prompt": "c145-l6", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Portkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare specific gateways like **OpenRouter, LiteLLM, Portkey, Cloudflare AI Gateway, Kong, or Azure AI Gateway patterns**"}, {"id": "mai-20260917-0922-baseline|c145-l6|openai-small|Kong", "prompt": "c145-l6", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare specific gateways like **OpenRouter, LiteLLM, Portkey, Cloudflare AI Gateway, Kong, or Azure AI Gateway patterns**"}, {"id": "mai-20260917-0922-baseline|c145-l6|openai-small|Azure AI Gateway", "prompt": "c145-l6", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Azure AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compare specific gateways like **OpenRouter, LiteLLM, Portkey, Cloudflare AI Gateway, Kong, or Azure AI Gateway patterns**"}, {"id": "mai-20260917-0922-baseline|c145-l6|xai-small|LiteLLM", "prompt": "c145-l6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "LiteLLM (Avoid or Extreme Caution)"}, {"id": "mai-20260917-0922-baseline|c145-l6|xai-small|Kong AI Gateway", "prompt": "c145-l6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Kong AI Gateway (Be Cautious for LLM-Specific Needs)"}, {"id": "mai-20260917-0922-baseline|c145-l6|xai-small|Portkey", "prompt": "c145-l6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Portkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "metered pricing on logs ($9/100k extra requests) can surprise at scale. Managed service adds latency/dependency"}, {"id": "mai-20260917-0922-baseline|c145-l6|xai-small|TrueFoundry", "prompt": "c145-l6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "TrueFoundry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Prefer Enterprise-Grade Alternatives: TrueFoundry, Tetrate Agent Router, Bifrost (Maxim AI), or Merge Gateway"}, {"id": "mai-20260917-0922-baseline|c145-l6|xai-small|Tetrate Agent Router", "prompt": "c145-l6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Tetrate Agent Router", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prefer Enterprise-Grade Alternatives: TrueFoundry, Tetrate Agent Router, Bifrost (Maxim AI), or Merge Gateway"}, {"id": "mai-20260917-0922-baseline|c145-l6|xai-small|Bifrost (Maxim AI)", "prompt": "c145-l6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Bifrost (Maxim AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prefer Enterprise-Grade Alternatives: TrueFoundry, Tetrate Agent Router, Bifrost (Maxim AI), or Merge Gateway"}, {"id": "mai-20260917-0922-baseline|c145-l6|xai-small|Merge Gateway", "prompt": "c145-l6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Merge Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prefer Enterprise-Grade Alternatives: TrueFoundry, Tetrate Agent Router, Bifrost (Maxim AI), or Merge Gateway"}, {"id": "mai-20260917-0922-baseline|c145-l6|zai-small|LiteLLM", "prompt": "c145-l6", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**LiteLLM** — **AVOID (critical vulnerabilities)**"}, {"id": "mai-20260917-0922-baseline|c145-l6|zai-small|NeuralTrust TrustGate", "prompt": "c145-l6", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "NeuralTrust TrustGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**NeuralTrust TrustGate** — Top-rated for enterprise AI security"}, {"id": "mai-20260917-0922-baseline|c145-l6|zai-small|Cequence AI Gateway", "prompt": "c145-l6", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Cequence AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cequence AI Gateway** — Security-first agentic AI governance"}, {"id": "mai-20260917-0922-baseline|c145-l6|zai-small|Bifrost", "prompt": "c145-l6", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bifrost** — Open-source with strong performance and governance"}, {"id": "mai-20260917-0922-baseline|c145-l6|zai-small|Portkey", "prompt": "c145-l6", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Portkey** — LLMOps platform with comprehensive features"}, {"id": "mai-20260917-0922-baseline|c145-m1|alibaba-small|Portkey", "prompt": "c145-m1", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Portkey** is widely considered the best all-around solution for mid-market businesses due to its specialized governance features"}, {"id": "mai-20260917-0922-baseline|c145-m1|alibaba-small|Bifrost", "prompt": "c145-m1", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bifrost** is the top choice for companies requiring high-performance infrastructure and strict data sovereignty"}, {"id": "mai-20260917-0922-baseline|c145-m1|alibaba-small|LiteLLM", "prompt": "c145-m1", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LiteLLM remains the gold standard for open-source flexibility"}, {"id": "mai-20260917-0922-baseline|c145-m1|alibaba-small|Cloudflare AI Gateway", "prompt": "c145-m1", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company already relies heavily on Cloudflare for CDN, DNS, or WAF, their AI Gateway is a seamless addition."}, {"id": "mai-20260917-0922-baseline|c145-m1|anthropic-small|Portkey", "prompt": "c145-m1", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Portkey has long been the mid-market pick for teams that want guardrails, caching and logging in one product."}, {"id": "mai-20260917-0922-baseline|c145-m1|anthropic-small|LiteLLM", "prompt": "c145-m1", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LiteLLM is still the default option for many teams, offering the broadest provider coverage (100+), MIT-licensed, self-hosted"}, {"id": "mai-20260917-0922-baseline|c145-m1|anthropic-small|OpenRouter", "prompt": "c145-m1", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OpenRouter is the best default choice if you want the broadest model catalog with zero infrastructure to run yourself."}, {"id": "mai-20260917-0922-baseline|c145-m1|challenger-small|Portkey", "prompt": "c145-m1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Portkey** if you need managed governance, observability, and multi-team controls"}, {"id": "mai-20260917-0922-baseline|c145-m1|challenger-small|LiteLLM", "prompt": "c145-m1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **LiteLLM** if you want the lowest-friction self-hosted option with broad provider support"}, {"id": "mai-20260917-0922-baseline|c145-m1|challenger-small|Bifrost", "prompt": "c145-m1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Bifrost** if your top priority is **lowest latency and high-throughput production traffic**"}, {"id": "mai-20260917-0922-baseline|c145-m1|challenger-small|Cloudflare AI Gateway", "prompt": "c145-m1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Cloudflare AI Gateway** if you want **zero-ops managed routing**"}, {"id": "mai-20260917-0922-baseline|c145-m1|challenger-small|Kong AI Gateway", "prompt": "c145-m1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Kong AI Gateway** if your company already standardizes on **Kong/API mesh infrastructure**"}, {"id": "mai-20260917-0922-baseline|c145-m1|deepseek-small|LiteLLM", "prompt": "c145-m1", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LiteLLM — best default (self-hosted, free)"}, {"id": "mai-20260917-0922-baseline|c145-m1|deepseek-small|Portkey", "prompt": "c145-m1", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Portkey if your AI features are customer-facing and you need compliance/auditability"}, {"id": "mai-20260917-0922-baseline|c145-m1|deepseek-small|Cloudflare AI Gateway", "prompt": "c145-m1", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you're on Cloudflare... Edge-based, sub-10ms overhead"}, {"id": "mai-20260917-0922-baseline|c145-m1|deepseek-small|OpenRouter", "prompt": "c145-m1", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "no SOC 2, no self-hosting... less ideal for regulated client workloads"}, {"id": "mai-20260917-0922-baseline|c145-m1|google-small|LiteLLM", "prompt": "c145-m1", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiteLLM** is the industry standard.... Go with LiteLLM if you want a vendor-neutral, open-source proxy"}, {"id": "mai-20260917-0922-baseline|c145-m1|google-small|Portkey (Palo Alto Networks)", "prompt": "c145-m1", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your primary hurdle to closing sales deals with larger enterprise customers is security, **Portkey** is the strongest choice."}, {"id": "mai-20260917-0922-baseline|c145-m1|google-small|Bifrost (by Maxim AI)", "prompt": "c145-m1", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Bifrost (by Maxim AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "where latency is a critical product metric, **Bifrost** is the top choice."}, {"id": "mai-20260917-0922-baseline|c145-m1|google-small|TrueFoundry", "prompt": "c145-m1", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "TrueFoundry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TrueFoundry** provides a highly tailored solution."}, {"id": "mai-20260917-0922-baseline|c145-m1|google-small|Cloudflare AI Gateway", "prompt": "c145-m1", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a no-brainer for immediate, zero-infrastructure deployment... Lacks the highly customized multi-tenant quota controls"}, {"id": "mai-20260917-0922-baseline|c145-m1|meta-small|Bifrost", "prompt": "c145-m1", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Bifrost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top contenders include Bifrost, Helicone, and Braintrust"}, {"id": "mai-20260917-0922-baseline|c145-m1|meta-small|Helicone", "prompt": "c145-m1", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top contenders include Bifrost, Helicone, and Braintrust"}, {"id": "mai-20260917-0922-baseline|c145-m1|meta-small|Braintrust", "prompt": "c145-m1", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Braintrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top contenders include Bifrost, Helicone, and Braintrust"}, {"id": "mai-20260917-0922-baseline|c145-m1|minimax-small|Portkey", "prompt": "c145-m1", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Portkey** or **Merge Gateway**"}, {"id": "mai-20260917-0922-baseline|c145-m1|minimax-small|LiteLLM", "prompt": "c145-m1", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have strong engineering ops, **LiteLLM** gives you maximum control at the lowest cost."}, {"id": "mai-20260917-0922-baseline|c145-m1|minimax-small|Merge Gateway", "prompt": "c145-m1", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Merge Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest starting with **Portkey** or **Merge Gateway**"}, {"id": "mai-20260917-0922-baseline|c145-m1|minimax-small|OpenRouter", "prompt": "c145-m1", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "straightforward for teams wanting a managed aggregator with no markup on inference costs"}, {"id": "mai-20260917-0922-baseline|c145-m1|minimax-small|Respan", "prompt": "c145-m1", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Respan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "offers 1,000+ models, strong compliance coverage"}, {"id": "mai-20260917-0922-baseline|c145-m1|mistral-small|LiteLLM", "prompt": "c145-m1", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiteLLM** (for flexibility and cost control) or **Helicone** (for observability and ease of use) are the best LLM gateway choices"}, {"id": "mai-20260917-0922-baseline|c145-m1|mistral-small|Helicone", "prompt": "c145-m1", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Helicone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LiteLLM** (for flexibility and cost control) or **Helicone** (for observability and ease of use) are the best LLM gateway choices"}, {"id": "mai-20260917-0922-baseline|c145-m1|mistral-small|Braintrust", "prompt": "c145-m1", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers robust features for governance and cost management, making it suitable for B2B companies with compliance and audit requirements."}, {"id": "mai-20260917-0922-baseline|c145-m1|mistral-small|OpenRouter", "prompt": "c145-m1", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you prefer a managed, multi-model solution, **OpenRouter** is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c145-m1|moonshot-small|LiteLLM", "prompt": "c145-m1", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most mid-market B2B companies find **LiteLLM** hits the sweet spot of capability vs. cost"}, {"id": "mai-20260917-0922-baseline|c145-m1|moonshot-small|Helicone", "prompt": "c145-m1", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Go with Helicone** if observability and debugging are priorities"}, {"id": "mai-20260917-0922-baseline|c145-m1|moonshot-small|Portkey", "prompt": "c145-m1", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Portkey** is worth the premium if compliance features are non-negotiable"}, {"id": "mai-20260917-0922-baseline|c145-m1|moonshot-small|Requesty", "prompt": "c145-m1", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Requesty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Requesty** – Best for Production Reliability"}, {"id": "mai-20260917-0922-baseline|c145-m1|openai-small|Portkey / Prisma AIRS AI Gateway", "prompt": "c145-m1", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey / Prisma AIRS AI Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall if you want fastest path to production:** **Portkey / Prisma AIRS AI Gateway**"}, {"id": "mai-20260917-0922-baseline|c145-m1|openai-small|Kong AI Gateway", "prompt": "c145-m1", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you already run Kong or want a broader API gateway platform:** **Kong AI Gateway**"}, {"id": "mai-20260917-0922-baseline|c145-m1|openai-small|LiteLLM Enterprise", "prompt": "c145-m1", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want self-hosted control and are more cost-sensitive:** **LiteLLM Enterprise**"}, {"id": "mai-20260917-0922-baseline|c145-m1|xai-small|LiteLLM", "prompt": "c145-m1", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If Budget/Self-Hosting is Key: LiteLLM"}, {"id": "mai-20260917-0922-baseline|c145-m1|xai-small|Portkey", "prompt": "c145-m1", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Pick Overall for Mid-Market B2B: Portkey"}, {"id": "mai-20260917-0922-baseline|c145-m1|xai-small|OpenRouter", "prompt": "c145-m1", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "less ideal for strict B2B compliance (they proxy your keys)"}, {"id": "mai-20260917-0922-baseline|c145-m1|xai-small|Helicone", "prompt": "c145-m1", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Observability/logging on existing setups ... Weaker on advanced routing/guardrails"}, {"id": "mai-20260917-0922-baseline|c145-m1|xai-small|Cloudflare AI Gateway", "prompt": "c145-m1", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Teams on Cloudflare; edge perf/caching ... Limited model breadth"}, {"id": "mai-20260917-0922-baseline|c145-m1|zai-small|Portkey", "prompt": "c145-m1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| 1 | **Portkey** | Balanced ease‑of‑use + enterprise features"}, {"id": "mai-20260917-0922-baseline|c145-m1|zai-small|LiteLLM", "prompt": "c145-m1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Why it's a strong alternative**"}, {"id": "mai-20260917-0922-baseline|c145-m1|zai-small|Helicone", "prompt": "c145-m1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Why it's a great fit for observability‑first teams**"}, {"id": "mai-20260917-0922-baseline|c145-m1|zai-small|Kong AI Gateway", "prompt": "c145-m1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Kong AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you already run Kong as your API gateway, Kong's LLM features give you a familiar control plane."}, {"id": "mai-20260917-0922-baseline|c145-m1|zai-small|Cloudflare AI Gateway", "prompt": "c145-m1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you want a \"set‑and‑forget\" edge deployment with simple rate limiting and caching"}, {"id": "mai-20260917-0922-baseline|c145-m1|zai-small|Databricks Unity AI Gateway", "prompt": "c145-m1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Databricks Unity AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For a Databricks‑centric stack, the native **Databricks Unity AI Gateway** is a strong option."}, {"id": "mai-20260917-0922-baseline|c145-m1|zai-small|Bifrost", "prompt": "c145-m1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Bifrost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Bifrost (Maxim AI)** | For mission‑critical workloads that demand sub‑millisecond latency"}, {"id": "mai-20260917-0922-baseline|c145-m1|zai-small|Zuplo AI Gateway", "prompt": "c145-m1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Zuplo AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you already use Zuplo's API‑management platform and want a unified API gateway"}, {"id": "mai-20260917-0922-baseline|c145-m1|zai-small|LLMGateway.io", "prompt": "c145-m1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LLMGateway.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A developer‑first, open‑source gateway that offers rich analytics and self‑hosting"}, {"id": "mai-20260917-0922-baseline|c145-m1|zai-small|Braintrust Gateway", "prompt": "c145-m1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Braintrust Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strong compliance and governance focus, especially if you need detailed audit trails"}, {"id": "mai-20260917-0922-baseline|c145-m2|alibaba-small|Langfuse", "prompt": "c145-m2", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Langfuse** for its flexibility and strong open-source heritage."}, {"id": "mai-20260917-0922-baseline|c145-m2|alibaba-small|LangSmith (by LangChain)", "prompt": "c145-m2", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LangSmith (by LangChain)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caveat: Can become expensive at high trace volumes, and it has a stronger lock-in effect if you move away from LangChain later."}, {"id": "mai-20260917-0922-baseline|c145-m2|alibaba-small|Helicone", "prompt": "c145-m2", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need immediate cost insights with zero code changes, try **Helicone**."}, {"id": "mai-20260917-0922-baseline|c145-m2|alibaba-small|Braintrust", "prompt": "c145-m2", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you find yourself needing more advanced dataset management for evaluations, look at **Braintrust**."}, {"id": "mai-20260917-0922-baseline|c145-m2|anthropic-small|Braintrust", "prompt": "c145-m2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Braintrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best All-in-One Solution: \nBraintrust — offering monitoring, evaluation, and experimentation in one system"}, {"id": "mai-20260917-0922-baseline|c145-m2|anthropic-small|TrueFoundry", "prompt": "c145-m2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "TrueFoundry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TrueFoundry stands out by offering seamless integration and combining LLM observability with an AI Gateway"}, {"id": "mai-20260917-0922-baseline|c145-m2|anthropic-small|Langfuse", "prompt": "c145-m2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TrueFoundry, Langfuse, and Arize lead the way with production-grade features"}, {"id": "mai-20260917-0922-baseline|c145-m2|anthropic-small|Arize", "prompt": "c145-m2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Arize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TrueFoundry, Langfuse, and Arize lead the way with production-grade features"}, {"id": "mai-20260917-0922-baseline|c145-m2|anthropic-small|Phoenix", "prompt": "c145-m2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Phoenix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Phoenix for evaluation plus Portkey for routing gives you depth without platform lock-in"}, {"id": "mai-20260917-0922-baseline|c145-m2|anthropic-small|Portkey", "prompt": "c145-m2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Phoenix for evaluation plus Portkey for routing gives you depth without platform lock-in"}, {"id": "mai-20260917-0922-baseline|c145-m2|anthropic-small|Bifrost", "prompt": "c145-m2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Bifrost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms like Bifrost add ultra-low latency routing with automatic failover, load balancing, and semantic caching"}, {"id": "mai-20260917-0922-baseline|c145-m2|anthropic-small|LangSmith", "prompt": "c145-m2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LangSmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "LangChain users get the most from LangSmith, where the integration is automatic"}, {"id": "mai-20260917-0922-baseline|c145-m2|anthropic-small|OpenObserve", "prompt": "c145-m2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "OpenObserve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "OpenObserve is the best open source option for teams that also need unified infrastructure monitoring"}, {"id": "mai-20260917-0922-baseline|c145-m2|anthropic-small|Datadog", "prompt": "c145-m2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "which adds up fast on top of existing Datadog infrastructure costs commonly running $50,000 to $150,000 per year"}, {"id": "mai-20260917-0922-baseline|c145-m2|challenger-small|Langfuse", "prompt": "c145-m2", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Langfuse** as the default LLM observability and routing-adjacent platform"}, {"id": "mai-20260917-0922-baseline|c145-m2|challenger-small|Braintrust", "prompt": "c145-m2", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Braintrust** if quality measurement and closed-loop routing are the main problem"}, {"id": "mai-20260917-0922-baseline|c145-m2|challenger-small|Portkey", "prompt": "c145-m2", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Portkey is a better fit when you need multi-model routing, caching, and fallbacks in the same layer"}, {"id": "mai-20260917-0922-baseline|c145-m2|challenger-small|Confident AI", "prompt": "c145-m2", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Confident AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Confident AI** if your main concern is *whether outputs are actually good*"}, {"id": "mai-20260917-0922-baseline|c145-m2|deepseek-small|Portkey", "prompt": "c145-m2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Portkey** (best all-around for B2B)"}, {"id": "mai-20260917-0922-baseline|c145-m2|deepseek-small|Braintrust", "prompt": "c145-m2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Braintrust** (best if quality is your priority)"}, {"id": "mai-20260917-0922-baseline|c145-m2|deepseek-small|LangSmith", "prompt": "c145-m2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LangSmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Building on LangChain/LangGraph ecosystem | **LangSmith**"}, {"id": "mai-20260917-0922-baseline|c145-m2|deepseek-small|Langfuse", "prompt": "c145-m2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Open-source, self-hostable tracing | **Langfuse** (from ~$59/mo)"}, {"id": "mai-20260917-0922-baseline|c145-m2|deepseek-small|Helicone", "prompt": "c145-m2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some sources note Helicone's roadmap/maintenance has been evolving; if stability matters, bias toward Portkey or Braintrust."}, {"id": "mai-20260917-0922-baseline|c145-m2|deepseek-small|Datadog Agent Observability", "prompt": "c145-m2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Datadog Agent Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Already running ops in Datadog | **Datadog Agent Observability**"}, {"id": "mai-20260917-0922-baseline|c145-m2|deepseek-small|OpenRouter", "prompt": "c145-m2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "OpenRouter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "prefer Portkey (self-hostable, Apache 2.0) or Braintrust over hosted-only options like OpenRouter"}, {"id": "mai-20260917-0922-baseline|c145-m2|google-small|Portkey", "prompt": "c145-m2", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies looking for a balance of velocity and control, starting with a **Portkey** pilot is highly recommended."}, {"id": "mai-20260917-0922-baseline|c145-m2|google-small|LiteLLM", "prompt": "c145-m2", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The de facto standard open-source Python-based LLM proxy."}, {"id": "mai-20260917-0922-baseline|c145-m2|google-small|Langfuse", "prompt": "c145-m2", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An MIT-licensed, open-source LLM tracing and evaluation platform."}, {"id": "mai-20260917-0922-baseline|c145-m2|google-small|Helicone", "prompt": "c145-m2", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your priority is extreme performance and rapid integration, **Helicone** is a highly popular option."}, {"id": "mai-20260917-0922-baseline|c145-m2|meta-small|Braintrust Gateway", "prompt": "c145-m2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Braintrust Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "some of the top recommendations for a mid-sized B2B company include:\n\n1. Braintrust Gateway"}, {"id": "mai-20260917-0922-baseline|c145-m2|meta-small|Kong AI Gateway", "prompt": "c145-m2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Kong AI Gateway: A platform that brings LLM, MCP, and agent-to-agent traffic into a unified control plane"}, {"id": "mai-20260917-0922-baseline|c145-m2|meta-small|Helicone", "prompt": "c145-m2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Helicone: A platform that provides insights into how AI applications are performing"}, {"id": "mai-20260917-0922-baseline|c145-m2|meta-small|Portkey", "prompt": "c145-m2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Portkey: A platform that offers a single proxy to handle multi-model routing, fallbacks, caching, and observability"}, {"id": "mai-20260917-0922-baseline|c145-m2|meta-small|Dynatrace", "prompt": "c145-m2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Dynatrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Dynatrace: A platform that provides end-to-end visibility from user experience through orchestration to LLM and infrastructure"}, {"id": "mai-20260917-0922-baseline|c145-m2|minimax-small|Langfuse", "prompt": "c145-m2", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Langfuse or Helicone**"}, {"id": "mai-20260917-0922-baseline|c145-m2|minimax-small|Helicone", "prompt": "c145-m2", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Langfuse or Helicone**"}, {"id": "mai-20260917-0922-baseline|c145-m2|minimax-small|FastRouter", "prompt": "c145-m2", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "FastRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more advanced routing with cost governance upfront, **FastRouter** is purpose-built for that."}, {"id": "mai-20260917-0922-baseline|c145-m2|minimax-small|LangSmith", "prompt": "c145-m2", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LangSmith", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Tradeoff:** Less flexible if you use other frameworks"}, {"id": "mai-20260917-0922-baseline|c145-m2|mistral-small|Portkey", "prompt": "c145-m2", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Portkey** and **Helicone** are the most frequently recommended LLM observability and routing platforms"}, {"id": "mai-20260917-0922-baseline|c145-m2|mistral-small|Helicone", "prompt": "c145-m2", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Portkey** and **Helicone** are the most frequently recommended LLM observability and routing platforms"}, {"id": "mai-20260917-0922-baseline|c145-m2|moonshot-small|Portkey", "prompt": "c145-m2", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Portkey**"}, {"id": "mai-20260917-0922-baseline|c145-m2|moonshot-small|Helicone", "prompt": "c145-m2", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Helicone** – Best for Quick Setup"}, {"id": "mai-20260917-0922-baseline|c145-m2|moonshot-small|Langfuse", "prompt": "c145-m2", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Langfuse** – Best for Open Source Purposes"}, {"id": "mai-20260917-0922-baseline|c145-m2|moonshot-small|Braintrust", "prompt": "c145-m2", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Braintrust** – Best for Evaluation-Heavy Workflows"}, {"id": "mai-20260917-0922-baseline|c145-m2|moonshot-small|LangSmith", "prompt": "c145-m2", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LangSmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Heavy LangChain usage** | **LangSmith**"}, {"id": "mai-20260917-0922-baseline|c145-m2|openai-small|Langfuse", "prompt": "c145-m2", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Langfuse** as the default choice"}, {"id": "mai-20260917-0922-baseline|c145-m2|openai-small|Helicone", "prompt": "c145-m2", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Helicone** is the strongest \"all-in-one\" alternative"}, {"id": "mai-20260917-0922-baseline|c145-m2|openai-small|LiteLLM", "prompt": "c145-m2", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "pairing it with a separate routing layer like LiteLLM or your own gateway"}, {"id": "mai-20260917-0922-baseline|c145-m2|xai-small|Portkey", "prompt": "c145-m2", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Portkey as the top LLM observability and routing platform."}, {"id": "mai-20260917-0922-baseline|c145-m2|xai-small|Helicone", "prompt": "c145-m2", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Helicone** (Great for quick observability-first setup)"}, {"id": "mai-20260917-0922-baseline|c145-m2|xai-small|LangSmith", "prompt": "c145-m2", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LangSmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LangSmith** (If using LangChain/LangGraph)"}, {"id": "mai-20260917-0922-baseline|c145-m2|zai-small|nexos.ai", "prompt": "c145-m2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "nexos.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **nexos.ai** if you want both routing and observability in one place with enterprise controls and predictable pricing"}, {"id": "mai-20260917-0922-baseline|c145-m2|zai-small|Kong AI Gateway", "prompt": "c145-m2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Kong AI Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: **nexos.ai** (or **Kong AI Gateway**)"}, {"id": "mai-20260917-0922-baseline|c145-m2|zai-small|Confident AI", "prompt": "c145-m2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Confident AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pair whichever you choose with **Confident AI** or **Langfuse** for evaluation and regression testing"}, {"id": "mai-20260917-0922-baseline|c145-m2|zai-small|Langfuse", "prompt": "c145-m2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Langfuse** (self-hosted under MIT)"}, {"id": "mai-20260917-0922-baseline|c145-m2|zai-small|Datadog LLM Observability", "prompt": "c145-m2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Datadog LLM Observability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Per-host + per-span | $160+/mo for first 100K spans | Already using Datadog"}, {"id": "mai-20260917-0922-baseline|c145-m2|zai-small|Helicone", "prompt": "c145-m2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Langfuse** or **Helicone** (proxy-based)"}, {"id": "mai-20260917-0922-baseline|c145-m3|alibaba-small|OpenRouter", "prompt": "c145-m3", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Fastest setup and widest model selection without infrastructure management."}, {"id": "mai-20260917-0922-baseline|c145-m3|alibaba-small|LiteLLM", "prompt": "c145-m3", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "It is the standard choice for building internal developer platforms (IDPs) because it is open-source and fits into any existing architecture."}, {"id": "mai-20260917-0922-baseline|c145-m3|alibaba-small|Portkey", "prompt": "c145-m3", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Portkey offers the most polished \"production-ready\" features."}, {"id": "mai-20260917-0922-baseline|c145-m3|alibaba-small|Helicone", "prompt": "c145-m3", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Helicone / Kong** |  ... | Logging & Metrics |"}, {"id": "mai-20260917-0922-baseline|c145-m3|alibaba-small|Kong", "prompt": "c145-m3", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Helicone / Kong** |  ... | Logging & Metrics |"}, {"id": "mai-20260917-0922-baseline|c145-m3|anthropic-small|Bifrost", "prompt": "c145-m3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Bifrost has the lowest measured overhead in this comparison, adding 11 microseconds per request"}, {"id": "mai-20260917-0922-baseline|c145-m3|anthropic-small|LiteLLM", "prompt": "c145-m3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The strongest options in 2026 are LiteLLM for open-source self-hosting"}, {"id": "mai-20260917-0922-baseline|c145-m3|anthropic-small|Kong", "prompt": "c145-m3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the operational weight is hard to justify for LLM routing alone if you're not already a Kong shop"}, {"id": "mai-20260917-0922-baseline|c145-m3|anthropic-small|Cloudflare", "prompt": "c145-m3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The leading options are Bifrost, LiteLLM, Kong, Cloudflare, and OpenRouter."}, {"id": "mai-20260917-0922-baseline|c145-m3|anthropic-small|OpenRouter", "prompt": "c145-m3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OpenRouter for zero-ops managed access"}, {"id": "mai-20260917-0922-baseline|c145-m3|anthropic-small|TrueFoundry", "prompt": "c145-m3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "TrueFoundry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "TrueFoundry and Portkey excel in enterprise-grade orchestration and security"}, {"id": "mai-20260917-0922-baseline|c145-m3|anthropic-small|Portkey", "prompt": "c145-m3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Portkey when governance and guardrails matter"}, {"id": "mai-20260917-0922-baseline|c145-m3|anthropic-small|Helicone", "prompt": "c145-m3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Helicone, LiteLLM, OpenRouter, and Unify AI provide developer-friendly flexibility"}, {"id": "mai-20260917-0922-baseline|c145-m3|anthropic-small|Unify AI", "prompt": "c145-m3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Unify AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Unify AI provide developer-friendly flexibility and lightweight integration"}, {"id": "mai-20260917-0922-baseline|c145-m3|anthropic-small|Apache APISIX", "prompt": "c145-m3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Apache APISIX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Apache APISIX, and Envoy AI Gateway are established API gateways that added AI capabilities as plugins"}, {"id": "mai-20260917-0922-baseline|c145-m3|anthropic-small|Envoy AI Gateway", "prompt": "c145-m3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Envoy AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Envoy AI Gateway are established API gateways that added AI capabilities as plugins"}, {"id": "mai-20260917-0922-baseline|c145-m3|challenger-small|OpenRouter", "prompt": "c145-m3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "OpenRouter is the easiest way to get broad model access with minimal setup"}, {"id": "mai-20260917-0922-baseline|c145-m3|challenger-small|LiteLLM", "prompt": "c145-m3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "LiteLLM is the common choice when you want self-hosting, provider flexibility"}, {"id": "mai-20260917-0922-baseline|c145-m3|challenger-small|Portkey", "prompt": "c145-m3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Portkey is stronger when you care about guardrails, prompt management, and compliance"}, {"id": "mai-20260917-0922-baseline|c145-m3|challenger-small|Helicone", "prompt": "c145-m3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Helicone and Braintrust lean more toward observability and analytics"}, {"id": "mai-20260917-0922-baseline|c145-m3|challenger-small|Braintrust", "prompt": "c145-m3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Braintrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Positions the gateway as part of a broader observability platform."}, {"id": "mai-20260917-0922-baseline|c145-m3|challenger-small|Cloudflare AI Gateway", "prompt": "c145-m3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Edge-managed gateway with tight Cloudflare integration and caching."}, {"id": "mai-20260917-0922-baseline|c145-m3|challenger-small|Vercel AI Gateway", "prompt": "c145-m3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Vercel AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consolidated model access and billing inside the Vercel ecosystem."}, {"id": "mai-20260917-0922-baseline|c145-m3|challenger-small|Inworld Router", "prompt": "c145-m3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Inworld Router", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Uses CEL-based conditional routing and optimization criteria like cost, latency, and query complexity."}, {"id": "mai-20260917-0922-baseline|c145-m3|deepseek-small|LiteLLM", "prompt": "c145-m3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Cost-sensitive + self-host** → LiteLLM"}, {"id": "mai-20260917-0922-baseline|c145-m3|deepseek-small|Portkey", "prompt": "c145-m3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enterprise governance/SaaS compliance** → Portkey"}, {"id": "mai-20260917-0922-baseline|c145-m3|deepseek-small|OpenRouter", "prompt": "c145-m3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fastest possible start, all models** → OpenRouter"}, {"id": "mai-20260917-0922-baseline|c145-m3|deepseek-small|Bifrost", "prompt": "c145-m3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Performance-critical, high RPS** → Bifrost"}, {"id": "mai-20260917-0922-baseline|c145-m3|deepseek-small|Cloudflare AI Gateway", "prompt": "c145-m3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Already on Cloudflare/Kong** → their AI gateways"}, {"id": "mai-20260917-0922-baseline|c145-m3|deepseek-small|Kong AI Gateway", "prompt": "c145-m3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Teams with existing Kong API gateway estates"}, {"id": "mai-20260917-0922-baseline|c145-m3|deepseek-small|Helicone", "prompt": "c145-m3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Helicone / Braintrust** | Managed | Multi-provider | SaaS | Observability and eval-driven AI |"}, {"id": "mai-20260917-0922-baseline|c145-m3|deepseek-small|Braintrust", "prompt": "c145-m3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Braintrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modern gateways (Bifrost, Braintrust, FutureAGI) now add **guardrails**"}, {"id": "mai-20260917-0922-baseline|c145-m3|deepseek-small|FutureAGI", "prompt": "c145-m3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "FutureAGI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Modern gateways (Bifrost, Braintrust, FutureAGI) now add **guardrails**"}, {"id": "mai-20260917-0922-baseline|c145-m3|deepseek-small|TrueFoundry", "prompt": "c145-m3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "TrueFoundry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "is a differentiator in Portkey, Bifrost, and TrueFoundry"}, {"id": "mai-20260917-0922-baseline|c145-m3|google-small|LiteLLM", "prompt": "c145-m3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The most widely adopted open-source, self-hosted LLM proxy... unmatched in provider coverage"}, {"id": "mai-20260917-0922-baseline|c145-m3|google-small|Bifrost (by Maxim AI)", "prompt": "c145-m3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost (by Maxim AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A high-performance, open-source LLM and Agent gateway written in Go."}, {"id": "mai-20260917-0922-baseline|c145-m3|google-small|Portkey", "prompt": "c145-m3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for advanced routing, automatic retries, and complex multi-provider fallback chains."}, {"id": "mai-20260917-0922-baseline|c145-m3|google-small|Cloudflare AI Gateway", "prompt": "c145-m3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "setup is almost instant. It offers out-of-the-box caching, analytics, and rate-limiting"}, {"id": "mai-20260917-0922-baseline|c145-m3|google-small|Kong AI Gateway", "prompt": "c145-m3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for enterprises that already use Kong for traditional APIs."}, {"id": "mai-20260917-0922-baseline|c145-m3|google-small|OpenRouter", "prompt": "c145-m3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A managed unified API gateway with an extensive model catalog."}, {"id": "mai-20260917-0922-baseline|c145-m3|google-small|Respan (formerly Keywords AI)", "prompt": "c145-m3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Respan (formerly Keywords AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "An enterprise-focused LLM engineering platform that unifies an AI gateway with tracing, evaluation, and prompt management."}, {"id": "mai-20260917-0922-baseline|c145-m3|google-small|Braintrust Gateway", "prompt": "c145-m3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Braintrust Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Braintrust's gateway is the strongest choice if your team's primary bottleneck is model output quality."}, {"id": "mai-20260917-0922-baseline|c145-m3|meta-small|Respan", "prompt": "c145-m3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Respan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top LLM gateways include Respan, OpenRouter, TrueFoundry, LiteLLM, Portkey"}, {"id": "mai-20260917-0922-baseline|c145-m3|meta-small|OpenRouter", "prompt": "c145-m3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top LLM gateways include Respan, OpenRouter, TrueFoundry, LiteLLM, Portkey"}, {"id": "mai-20260917-0922-baseline|c145-m3|meta-small|TrueFoundry", "prompt": "c145-m3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "TrueFoundry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top LLM gateways include Respan, OpenRouter, TrueFoundry, LiteLLM, Portkey"}, {"id": "mai-20260917-0922-baseline|c145-m3|meta-small|LiteLLM", "prompt": "c145-m3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "TrueFoundry, LiteLLM, Portkey, Bifrost"}, {"id": "mai-20260917-0922-baseline|c145-m3|meta-small|Portkey", "prompt": "c145-m3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "LiteLLM, Portkey, Bifrost, Inworld Router"}, {"id": "mai-20260917-0922-baseline|c145-m3|meta-small|Bifrost", "prompt": "c145-m3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Portkey, Bifrost, Inworld Router, Braintrust Gateway"}, {"id": "mai-20260917-0922-baseline|c145-m3|meta-small|Inworld Router", "prompt": "c145-m3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Inworld Router", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bifrost, Inworld Router, Braintrust Gateway, Helicone"}, {"id": "mai-20260917-0922-baseline|c145-m3|meta-small|Braintrust Gateway", "prompt": "c145-m3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Braintrust Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Inworld Router, Braintrust Gateway, Helicone, Kong"}, {"id": "mai-20260917-0922-baseline|c145-m3|meta-small|Helicone", "prompt": "c145-m3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Braintrust Gateway, Helicone, Kong, Vercel"}, {"id": "mai-20260917-0922-baseline|c145-m3|meta-small|Kong", "prompt": "c145-m3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Helicone, Kong, Vercel, Cloudflare, and Amazon Bedrock"}, {"id": "mai-20260917-0922-baseline|c145-m3|meta-small|Vercel", "prompt": "c145-m3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Vercel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Kong, Vercel, Cloudflare, and Amazon Bedrock"}, {"id": "mai-20260917-0922-baseline|c145-m3|meta-small|Cloudflare", "prompt": "c145-m3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Vercel, Cloudflare, and Amazon Bedrock"}, {"id": "mai-20260917-0922-baseline|c145-m3|meta-small|Amazon Bedrock", "prompt": "c145-m3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Amazon Bedrock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Cloudflare, and Amazon Bedrock"}, {"id": "mai-20260917-0922-baseline|c145-m3|minimax-small|Braintrust Gateway", "prompt": "c145-m3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Braintrust Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Production with governance** | Braintrust (observability + evaluation + caching)"}, {"id": "mai-20260917-0922-baseline|c145-m3|minimax-small|OpenRouter", "prompt": "c145-m3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Quick experimentation** | OpenRouter (one account, hundreds of models)"}, {"id": "mai-20260917-0922-baseline|c145-m3|minimax-small|LiteLLM", "prompt": "c145-m3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cost-sensitive / self-host** | LiteLLM (free open-source)"}, {"id": "mai-20260917-0922-baseline|c145-m3|minimax-small|Cloudflare AI Gateway", "prompt": "c145-m3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Edge/low latency** | Cloudflare AI Gateway"}, {"id": "mai-20260917-0922-baseline|c145-m3|minimax-small|Portkey", "prompt": "c145-m3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Maximum model selection** | Portkey (1,600+ models)"}, {"id": "mai-20260917-0922-baseline|c145-m3|minimax-small|Kong AI Gateway", "prompt": "c145-m3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Already on Kong/Vercel** | Kong AI Gateway / Vercel AI Gateway"}, {"id": "mai-20260917-0922-baseline|c145-m3|minimax-small|Vercel AI Gateway", "prompt": "c145-m3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Vercel AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Already on Kong/Vercel** | Kong AI Gateway / Vercel AI Gateway"}, {"id": "mai-20260917-0922-baseline|c145-m3|minimax-small|Bifrost", "prompt": "c145-m3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Bifrost** | Self-host | Multiple | ~11μs overhead, governance & performance"}, {"id": "mai-20260917-0922-baseline|c145-m3|minimax-small|Respan", "prompt": "c145-m3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Respan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Largest catalogs**: OpenRouter (300+ models), Portkey (1,600+), Respan (250+)"}, {"id": "mai-20260917-0922-baseline|c145-m3|minimax-small|Requesty", "prompt": "c145-m3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Requesty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Low markup**: OpenRouter (5.5%), Requesty (5%), Merge (5%)"}, {"id": "mai-20260917-0922-baseline|c145-m3|minimax-small|Merge", "prompt": "c145-m3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Merge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Low markup**: OpenRouter (5.5%), Requesty (5%), Merge (5%)"}, {"id": "mai-20260917-0922-baseline|c145-m3|minimax-small|Helicone", "prompt": "c145-m3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Free tiers**: Cloudflare (generous), Helicone (100K req/mo)"}, {"id": "mai-20260917-0922-baseline|c145-m3|minimax-small|Opper", "prompt": "c145-m3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Opper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Enterprise EU data** | Opper"}, {"id": "mai-20260917-0922-baseline|c145-m3|mistral-small|LiteLLM", "prompt": "c145-m3", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need full control and self-hosting? → LiteLLM or Bifrost"}, {"id": "mai-20260917-0922-baseline|c145-m3|mistral-small|Portkey", "prompt": "c145-m3", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need managed governance and observability? → Portkey"}, {"id": "mai-20260917-0922-baseline|c145-m3|mistral-small|OpenRouter", "prompt": "c145-m3", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need quick access to many models? → OpenRouter"}, {"id": "mai-20260917-0922-baseline|c145-m3|mistral-small|Bifrost", "prompt": "c145-m3", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LiteLLM and Bifrost are open-source and self-hosted"}, {"id": "mai-20260917-0922-baseline|c145-m3|mistral-small|Groq", "prompt": "c145-m3", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Groq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need maximum speed and low latency? → Groq or SambaNova"}, {"id": "mai-20260917-0922-baseline|c145-m3|mistral-small|SambaNova", "prompt": "c145-m3", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "SambaNova", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tied for fastest first-token latency on short prompts"}, {"id": "mai-20260917-0922-baseline|c145-m3|moonshot-small|LiteLLM", "prompt": "c145-m3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiteLLM** ⭐ Most Popular Open-Source"}, {"id": "mai-20260917-0922-baseline|c145-m3|moonshot-small|Portkey", "prompt": "c145-m3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Portkey** ⭐ Best for AI-Native Teams"}, {"id": "mai-20260917-0922-baseline|c145-m3|moonshot-small|Kong AI Gateway", "prompt": "c145-m3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Benchmark winner for performance."}, {"id": "mai-20260917-0922-baseline|c145-m3|moonshot-small|OpenRouter", "prompt": "c145-m3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose if:** You want fast access to the largest model catalog"}, {"id": "mai-20260917-0922-baseline|c145-m3|moonshot-small|Cloudflare AI Gateway", "prompt": "c145-m3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For** | Apps already in Cloudflare ecosystem"}, {"id": "mai-20260917-0922-baseline|c145-m3|moonshot-small|Braintrust Gateway", "prompt": "c145-m3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Braintrust Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a gateway tightly integrated with evaluation, tracing, and quality monitoring"}, {"id": "mai-20260917-0922-baseline|c145-m3|moonshot-small|TrueFoundry", "prompt": "c145-m3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "TrueFoundry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "You need enterprise-grade governance across multiple teams"}, {"id": "mai-20260917-0922-baseline|c145-m3|openai-small|LiteLLM", "prompt": "c145-m3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Want OSS + self-host + flexibility?** LiteLLM."}, {"id": "mai-20260917-0922-baseline|c145-m3|openai-small|OpenRouter", "prompt": "c145-m3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Want broad model access with minimal ops?** OpenRouter."}, {"id": "mai-20260917-0922-baseline|c145-m3|openai-small|Portkey", "prompt": "c145-m3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want enterprise governance and security controls?** Portkey or Kong."}, {"id": "mai-20260917-0922-baseline|c145-m3|openai-small|Cloudflare AI Gateway", "prompt": "c145-m3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already on Cloudflare?** Cloudflare AI Gateway."}, {"id": "mai-20260917-0922-baseline|c145-m3|openai-small|Kong AI Gateway", "prompt": "c145-m3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "powerful if you already standardize on Kong; heavier if you just want a lightweight LLM router"}, {"id": "mai-20260917-0922-baseline|c145-m3|openai-small|Vercel AI Gateway", "prompt": "c145-m3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Vercel AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Already on Vercel?** Vercel AI Gateway."}, {"id": "mai-20260917-0922-baseline|c145-m3|openai-small|Helicone", "prompt": "c145-m3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Want gateway + observability in one place?** Helicone."}, {"id": "mai-20260917-0922-baseline|c145-m3|openai-small|TrueFoundry", "prompt": "c145-m3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "TrueFoundry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "gateway plus control plane with governance and cost controls ... more enterprise-focused than developer-first"}, {"id": "mai-20260917-0922-baseline|c145-m3|openai-small|Langfuse", "prompt": "c145-m3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Langfuse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Langfuse explicitly frames gateways and observability as separate layers."}, {"id": "mai-20260917-0922-baseline|c145-m3|xai-small|LiteLLM", "prompt": "c145-m3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Widest provider support, virtual keys, budgets, fallbacks, load balancing... Operational overhead"}, {"id": "mai-20260917-0922-baseline|c145-m3|xai-small|OpenRouter", "prompt": "c145-m3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Instant access to vast models... No self-host, platform fee adds cost at scale, less governance"}, {"id": "mai-20260917-0922-baseline|c145-m3|xai-small|Portkey", "prompt": "c145-m3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Guardrails, observability, semantic caching... Enterprise-focused pricing, now Prisma-integrated"}, {"id": "mai-20260917-0922-baseline|c145-m3|xai-small|Helicone", "prompt": "c145-m3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Built-in observability/logging, low latency, easy drop-in proxy, caching"}, {"id": "mai-20260917-0922-baseline|c145-m3|xai-small|Bifrost", "prompt": "c145-m3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ultra-low latency (~11µs overhead, 50x faster than LiteLLM at 5K RPS)... Newer/emerging, smaller community"}, {"id": "mai-20260917-0922-baseline|c145-m3|xai-small|Cloudflare AI Gateway", "prompt": "c145-m3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like Cloudflare AI Gateway (edge caching, free tier)... are notable but less universal"}, {"id": "mai-20260917-0922-baseline|c145-m3|xai-small|Vercel AI Gateway", "prompt": "c145-m3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Vercel AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Vercel AI Gateway (Vercel ecosystem)... notable but less universal"}, {"id": "mai-20260917-0922-baseline|c145-m3|xai-small|Kong AI", "prompt": "c145-m3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kong AI (API mgmt) are notable but less universal"}, {"id": "mai-20260917-0922-baseline|c145-m3|zai-small|LiteLLM", "prompt": "c145-m3", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is the industry standard for self-hosted gateways... this is the top choice."}, {"id": "mai-20260917-0922-baseline|c145-m3|zai-small|OpenRouter", "prompt": "c145-m3", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose OpenRouter if you just want to try 50 different models quickly."}, {"id": "mai-20260917-0922-baseline|c145-m3|zai-small|Merge Gateway", "prompt": "c145-m3", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Merge Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your main concern is the high cost of running LLMs at scale and you want to automate savings, Merge is the superior option."}, {"id": "mai-20260917-0922-baseline|c145-m3|zai-small|Portkey", "prompt": "c145-m3", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Portkey if you are worried about safety, PII leaks, or compliance."}, {"id": "mai-20260917-0922-baseline|c145-m3|zai-small|Respan", "prompt": "c145-m3", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Respan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Respan is less about the routing logic itself and more about the engineering platform."}, {"id": "mai-20260917-0922-baseline|c145-m3|zai-small|Braintrust", "prompt": "c145-m3", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Braintrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Braintrust focuses on quality assurance."}, {"id": "mai-20260917-0922-baseline|c145-m4|alibaba-small|LiteLLM", "prompt": "c145-m4", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiteLLM** is widely considered the best LLM gateway because it is **open-source and free to self-host**"}, {"id": "mai-20260917-0922-baseline|c145-m4|alibaba-small|OpenRouter", "prompt": "c145-m4", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OpenRouter (Best Managed Option with Low Fees)"}, {"id": "mai-20260917-0922-baseline|c145-m4|alibaba-small|Cloudflare AI Gateway", "prompt": "c145-m4", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offer excellent low-cost or free alternatives"}, {"id": "mai-20260917-0922-baseline|c145-m4|alibaba-small|Helicone", "prompt": "c145-m4", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Helicone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Their cloud plan starts around $79/month, which may be too high for very tight budgets, but the OSS version is robust."}, {"id": "mai-20260917-0922-baseline|c145-m4|alibaba-small|Portkey", "prompt": "c145-m4", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers a **free \"Dev\" tier** suitable for smaller teams or early-stage projects"}, {"id": "mai-20260917-0922-baseline|c145-m4|anthropic-small|LiteLLM", "prompt": "c145-m4", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiteLLM** is the most cost-effective option for self-hosted teams."}, {"id": "mai-20260917-0922-baseline|c145-m4|anthropic-small|OpenRouter", "prompt": "c145-m4", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "use LiteLLM if you want to self-host...; use OpenRouter if you want managed, zero-ops access to many models"}, {"id": "mai-20260917-0922-baseline|c145-m4|anthropic-small|Cloudflare AI Gateway", "prompt": "c145-m4", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cloudflare AI Gateway** is another managed option with minimal overhead."}, {"id": "mai-20260917-0922-baseline|c145-m4|challenger-small|LiteLLM self-hosted", "prompt": "c145-m4", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM self-hosted", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **LiteLLM self-hosted** because it is open source, has no license fee"}, {"id": "mai-20260917-0922-baseline|c145-m4|challenger-small|Cloudflare AI Gateway", "prompt": "c145-m4", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a low-ops option, with one source noting a free tier that covers 10K requests per day"}, {"id": "mai-20260917-0922-baseline|c145-m4|challenger-small|OpenRouter", "prompt": "c145-m4", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is not the cheapest long-term managed option for a budget-conscious company"}, {"id": "mai-20260917-0922-baseline|c145-m4|deepseek-small|LiteLLM", "prompt": "c145-m4", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most companies on a limited budget, **LiteLLM** is the clear winner"}, {"id": "mai-20260917-0922-baseline|c145-m4|deepseek-small|Portkey", "prompt": "c145-m4", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Portkey** is the best budget-friendly platform alternative now that it's open source"}, {"id": "mai-20260917-0922-baseline|c145-m4|deepseek-small|Helicone", "prompt": "c145-m4", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Helicone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid depending on Helicone** — it's now in maintenance mode"}, {"id": "mai-20260917-0922-baseline|c145-m4|deepseek-small|Bifrost (Maxim)", "prompt": "c145-m4", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Bifrost (Maxim)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "High-performance production option"}, {"id": "mai-20260917-0922-baseline|c145-m4|deepseek-small|OpenRouter", "prompt": "c145-m4", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Simplest, but adds a cost premium on every request"}, {"id": "mai-20260917-0922-baseline|c145-m4|google-small|Cloudflare AI Gateway", "prompt": "c145-m4", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloudflare AI Gateway** (Best overall for free managed routing)\nCloudflare is the most cost-effective managed gateway on the market for budget-conscious companies."}, {"id": "mai-20260917-0922-baseline|c145-m4|google-small|OpenRouter", "prompt": "c145-m4", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OpenRouter** (Best for saving administrative & billing overhead)"}, {"id": "mai-20260917-0922-baseline|c145-m4|google-small|LiteLLM", "prompt": "c145-m4", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**LiteLLM** (The gold standard for self-hosting)"}, {"id": "mai-20260917-0922-baseline|c145-m4|google-small|Bifrost", "prompt": "c145-m4", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bifrost** (Best for low resource usage & semantic caching)"}, {"id": "mai-20260917-0922-baseline|c145-m4|meta-small|LiteLLM", "prompt": "c145-m4", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best LLM gateway for a company with a limited budget is LiteLLM."}, {"id": "mai-20260917-0922-baseline|c145-m4|meta-small|OpenRouter", "prompt": "c145-m4", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are OpenRouter for instant multi-model access"}, {"id": "mai-20260917-0922-baseline|c145-m4|meta-small|Portkey", "prompt": "c145-m4", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Portkey for managed governance"}, {"id": "mai-20260917-0922-baseline|c145-m4|meta-small|Bifrost", "prompt": "c145-m4", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bifrost for production-scale throughput"}, {"id": "mai-20260917-0922-baseline|c145-m4|minimax-small|LiteLLM", "prompt": "c145-m4", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Budget Option: **LiteLLM** (Open-Source/Self-Hosted)"}, {"id": "mai-20260917-0922-baseline|c145-m4|minimax-small|OpenRouter", "prompt": "c145-m4", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OpenRouter** | Fastest zero-ops setup | Pay-per-use (free tier available)"}, {"id": "mai-20260917-0922-baseline|c145-m4|minimax-small|Cloudflare AI Gateway", "prompt": "c145-m4", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cloudflare AI Gateway** | Already using Cloudflare | Free tier available"}, {"id": "mai-20260917-0922-baseline|c145-m4|minimax-small|LiteLLM Enterprise", "prompt": "c145-m4", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LiteLLM Enterprise** | Need support & advanced governance | Quote-based"}, {"id": "mai-20260917-0922-baseline|c145-m4|mistral-small|LiteLLM", "prompt": "c145-m4", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is widely regarded as the best budget-friendly option."}, {"id": "mai-20260917-0922-baseline|c145-m4|mistral-small|Helicone", "prompt": "c145-m4", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Helicone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LiteLLM** (self-hosted, free) and **Helicone** (free tier, low-cost Pro plan) are the top picks"}, {"id": "mai-20260917-0922-baseline|c145-m4|mistral-small|Bifrost", "prompt": "c145-m4", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need production-scale features, **Bifrost** is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c145-m4|mistral-small|Cloudflare AI Gateway", "prompt": "c145-m4", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For teams already using Cloudflare, this gateway offers core features for free"}, {"id": "mai-20260917-0922-baseline|c145-m4|moonshot-small|LiteLLM", "prompt": "c145-m4", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiteLLM** (Best Overall for Budget-Conscious Teams)"}, {"id": "mai-20260917-0922-baseline|c145-m4|moonshot-small|Portkey", "prompt": "c145-m4", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Portkey** (Best Free Tier for Managed Option)"}, {"id": "mai-20260917-0922-baseline|c145-m4|moonshot-small|OpenRouter", "prompt": "c145-m4", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For no infrastructure management**: Use **OpenRouter**"}, {"id": "mai-20260917-0922-baseline|c145-m4|moonshot-small|Helicone", "prompt": "c145-m4", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Helicone** (Best for Observability on a Budget)"}, {"id": "mai-20260917-0922-baseline|c145-m4|openai-small|LiteLLM", "prompt": "c145-m4", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **LiteLLM** if you can self-host"}, {"id": "mai-20260917-0922-baseline|c145-m4|openai-small|Portkey", "prompt": "c145-m4", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Portkey** is a strong budget-friendly option: it has a free tier and a **$49/month** production plan"}, {"id": "mai-20260917-0922-baseline|c145-m4|openai-small|Kong", "prompt": "c145-m4", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Kong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's generally more of an enterprise API-management path than the cheapest one for a small budget"}, {"id": "mai-20260917-0922-baseline|c145-m4|xai-small|LiteLLM", "prompt": "c145-m4", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiteLLM is the best LLM gateway for a company with a limited budget.**"}, {"id": "mai-20260917-0922-baseline|c145-m4|xai-small|Cloudflare AI Gateway", "prompt": "c145-m4", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free core; $5 per 1M requests after. Edge caching, zero markup."}, {"id": "mai-20260917-0922-baseline|c145-m4|xai-small|OpenRouter", "prompt": "c145-m4", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BYOK free to 1M req/mo, then ~5.5% fee (no markup). 300+ models."}, {"id": "mai-20260917-0922-baseline|c145-m4|xai-small|Portkey", "prompt": "c145-m4", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free dev tier/self-host OSS; prod $49/mo. Guardrails/logs."}, {"id": "mai-20260917-0922-baseline|c145-m5|alibaba-small|Portkey", "prompt": "c145-m5", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Portkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When demoing vendors (e.g., Portkey, Latency.ai, LiteLLM, Helicone), ask these three specific questions"}, {"id": "mai-20260917-0922-baseline|c145-m5|alibaba-small|Latency.ai", "prompt": "c145-m5", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Latency.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When demoing vendors (e.g., Portkey, Latency.ai, LiteLLM, Helicone)"}, {"id": "mai-20260917-0922-baseline|c145-m5|alibaba-small|LiteLLM", "prompt": "c145-m5", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "LiteLLM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When demoing vendors (e.g., Portkey, Latency.ai, LiteLLM, Helicone)"}, {"id": "mai-20260917-0922-baseline|c145-m5|alibaba-small|Helicone", "prompt": "c145-m5", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When demoing vendors (e.g., Portkey, Latency.ai, LiteLLM, Helicone)"}, {"id": "mai-20260917-0922-baseline|c145-m5|deepseek-small|LiteLLM", "prompt": "c145-m5", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "LiteLLM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare open-source (LiteLLM self-host) vs. managed platforms"}, {"id": "mai-20260917-0922-baseline|c145-m5|deepseek-small|Bifrost", "prompt": "c145-m5", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Bifrost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a comparison of specific gateways (LiteLLM, Bifrost, Portkey, TrueFoundry, etc.)"}, {"id": "mai-20260917-0922-baseline|c145-m5|deepseek-small|Portkey", "prompt": "c145-m5", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Portkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a comparison of specific gateways (LiteLLM, Bifrost, Portkey, TrueFoundry, etc.)"}, {"id": "mai-20260917-0922-baseline|c145-m5|deepseek-small|TrueFoundry", "prompt": "c145-m5", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "TrueFoundry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a comparison of specific gateways (LiteLLM, Bifrost, Portkey, TrueFoundry, etc.)"}, {"id": "mai-20260917-0922-baseline|c145-m5|google-small|LiteLLM", "prompt": "c145-m5", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LiteLLM (Best Self-Hosted / Open-Source): The most popular open-source, Python-based gateway... Excellent choice if you want to deploy a gateway inside your own Kubernetes cluster."}, {"id": "mai-20260917-0922-baseline|c145-m5|google-small|Portkey", "prompt": "c145-m5", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Portkey (Best Managed / Enterprise Governance): ... a premium, developer-friendly gateway. It offers top-tier reliability features"}, {"id": "mai-20260917-0922-baseline|c145-m5|google-small|Cloudflare AI Gateway", "prompt": "c145-m5", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Edge-Routing if already on Cloudflare... their AI Gateway is a logical extension"}, {"id": "mai-20260917-0922-baseline|c145-m5|google-small|Kong AI Gateway", "prompt": "c145-m5", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Existing Kong Users): If your organization already uses Kong as your core API Gateway"}, {"id": "mai-20260917-0922-baseline|c145-m5|google-small|Bifrost", "prompt": "c145-m5", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bifrost (Best for Enterprise-Grade Performance): A high-performance, Go-based open-source gateway"}, {"id": "mai-20260917-0922-baseline|c145-m5|minimax-small|TrueFoundry", "prompt": "c145-m5", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "TrueFoundry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**TrueFoundry** (strong enterprise focus)"}, {"id": "mai-20260917-0922-baseline|c145-m5|minimax-small|Maxim AI", "prompt": "c145-m5", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Maxim AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Maxim AI** (cost control emphasis)"}, {"id": "mai-20260917-0922-baseline|c145-m5|minimax-small|Axway Amplify", "prompt": "c145-m5", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Axway Amplify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Axway Amplify** (governance focus)"}, {"id": "mai-20260917-0922-baseline|c145-m5|minimax-small|CloudZero", "prompt": "c145-m5", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "CloudZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**CloudZero** (cost observability)"}, {"id": "mai-20260917-0922-baseline|c145-m5|minimax-small|LLMGateway.io", "prompt": "c145-m5", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "LLMGateway.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**LLMGateway.io** (SOC 2 certified option)"}, {"id": "mai-20260917-0922-baseline|c145-m5|mistral-small|Azure AI Gateway", "prompt": "c145-m5", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Azure AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Would you like a comparison of specific LLM gateways (e.g., Azure AI Gateway, LangChain's LLM Power, custom solutions)"}, {"id": "mai-20260917-0922-baseline|c145-m5|mistral-small|LangChain's LLM Power", "prompt": "c145-m5", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "LangChain's LLM Power", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "comparison of specific LLM gateways (e.g., Azure AI Gateway, LangChain's LLM Power, custom solutions)"}, {"id": "mai-20260917-0922-baseline|c145-m5|moonshot-small|Datadog", "prompt": "c145-m5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Native integration with your existing stack (Datadog, Honeycomb, Langfuse, etc.)"}, {"id": "mai-20260917-0922-baseline|c145-m5|moonshot-small|Honeycomb", "prompt": "c145-m5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Honeycomb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Observability + Gateway:** Langfuse, Honeycomb, Datadog (if you already use them)"}, {"id": "mai-20260917-0922-baseline|c145-m5|moonshot-small|Langfuse", "prompt": "c145-m5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Langfuse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Observability + Gateway:** Langfuse, Honeycomb, Datadog"}, {"id": "mai-20260917-0922-baseline|c145-m5|moonshot-small|Langsmith", "prompt": "c145-m5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Langsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some gateways (like Langsmith, Braintrust, or Opik) include evaluation frameworks."}, {"id": "mai-20260917-0922-baseline|c145-m5|moonshot-small|Braintrust", "prompt": "c145-m5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Braintrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some gateways (like Langsmith, Braintrust, or Opik) include evaluation frameworks."}, {"id": "mai-20260917-0922-baseline|c145-m5|moonshot-small|Opik", "prompt": "c145-m5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Opik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some gateways (like Langsmith, Braintrust, or Opik) include evaluation frameworks."}, {"id": "mai-20260917-0922-baseline|c145-m5|moonshot-small|Kong AI Gateway", "prompt": "c145-m5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Kong AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pure Gateways:** Kong AI Gateway, Portkey, LiteLLM Proxy, Martian, Liminal."}, {"id": "mai-20260917-0922-baseline|c145-m5|moonshot-small|Portkey", "prompt": "c145-m5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Portkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Pure Gateways:** Kong AI Gateway, Portkey, LiteLLM Proxy, Martian, Liminal."}, {"id": "mai-20260917-0922-baseline|c145-m5|moonshot-small|LiteLLM Proxy", "prompt": "c145-m5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "LiteLLM Proxy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pure Gateways:** Kong AI Gateway, Portkey, LiteLLM Proxy, Martian, Liminal."}, {"id": "mai-20260917-0922-baseline|c145-m5|moonshot-small|Martian", "prompt": "c145-m5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Martian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Pure Gateways:** Kong AI Gateway, Portkey, LiteLLM Proxy, Martian, Liminal."}, {"id": "mai-20260917-0922-baseline|c145-m5|moonshot-small|Liminal", "prompt": "c145-m5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Liminal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Pure Gateways:** Kong AI Gateway, Portkey, LiteLLM Proxy, Martian, Liminal."}, {"id": "mai-20260917-0922-baseline|c145-m5|moonshot-small|AWS Bedrock Guardrails", "prompt": "c145-m5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "AWS Bedrock Guardrails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Cloud-Native:** AWS Bedrock Guardrails, Azure AI Content Safety"}, {"id": "mai-20260917-0922-baseline|c145-m5|moonshot-small|Azure AI Content Safety", "prompt": "c145-m5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Azure AI Content Safety", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Cloud-Native:** AWS Bedrock Guardrails, Azure AI Content Safety (if you're already in those ecosystems)"}, {"id": "mai-20260917-0922-baseline|c145-m5|xai-small|LiteLLM", "prompt": "c145-m5", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "LiteLLM (open-source, broad support)"}, {"id": "mai-20260917-0922-baseline|c145-m5|xai-small|Portkey", "prompt": "c145-m5", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Portkey (governance-focused)"}, {"id": "mai-20260917-0922-baseline|c145-m5|xai-small|Bifrost", "prompt": "c145-m5", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bifrost (low-latency scale)"}, {"id": "mai-20260917-0922-baseline|c145-m5|xai-small|Helicone", "prompt": "c145-m5", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Helicone (observability)"}, {"id": "mai-20260917-0922-baseline|c145-m5|xai-small|Cloudflare AI Gateway", "prompt": "c145-m5", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cloudflare (if you're on their stack)"}, {"id": "mai-20260917-0922-baseline|c145-m5|xai-small|OpenRouter", "prompt": "c145-m5", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "OpenRouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Test candidates (e.g., LiteLLM, Portkey, Bifrost, Helicone, Cloudflare AI Gateway, OpenRouter) via POCs"}, {"id": "mai-20260917-0922-baseline|c145-m6|alibaba-small|LiteLLM", "prompt": "c145-m6", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "LiteLLM (Critical Risk) ... Why it is dangerous: Recent research has shown that compromised LiteLLM instances can lead to Remote Code Execution (RCE) and full privilege escalation."}, {"id": "mai-20260917-0922-baseline|c145-m6|alibaba-small|RAGFlow", "prompt": "c145-m6", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "RAGFlow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**RAGFlow** and **Kestra** were also identified as targets where attackers successfully exfiltrated credentials."}, {"id": "mai-20260917-0922-baseline|c145-m6|alibaba-small|Kestra", "prompt": "c145-m6", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Kestra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Kestra: Workflow engines can become vectors for shell execution and accessing container metadata."}, {"id": "mai-20260917-0922-baseline|c145-m6|challenger-small|Cloudflare AI Gateway", "prompt": "c145-m6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Good for edge caching/observability, but not a full multi-provider failover or budget-control solution."}, {"id": "mai-20260917-0922-baseline|c145-m6|challenger-small|LiteLLM", "prompt": "c145-m6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "highlights a critical SQL injection issue in versions 1.81.16–1.83.6 and recommends measuring P99 latency under load"}, {"id": "mai-20260917-0922-baseline|c145-m6|challenger-small|Kong AI Gateway", "prompt": "c145-m6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Best if you already use Kong; otherwise the learning curve may not be worth it"}, {"id": "mai-20260917-0922-baseline|c145-m6|challenger-small|Portkey", "prompt": "c145-m6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Portkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong governance/compliance features, but one comparison says you should expect extra latency overhead"}, {"id": "mai-20260917-0922-baseline|c145-m6|deepseek-small|LiteLLM", "prompt": "c145-m6", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The gateway with the strongest \"be cautious\" evidence right now is **LiteLLM** (due to its 2026 vulnerability cascade and default-insecure setups)"}, {"id": "mai-20260917-0922-baseline|c145-m6|deepseek-small|AWS Bedrock", "prompt": "c145-m6", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "AWS Bedrock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prefer major, well-resourced providers if you need guarantees — e.g., AWS Bedrock, Azure AI"}, {"id": "mai-20260917-0922-baseline|c145-m6|deepseek-small|Azure AI", "prompt": "c145-m6", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Azure AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prefer major, well-resourced providers if you need guarantees — e.g., AWS Bedrock, Azure AI"}, {"id": "mai-20260917-0922-baseline|c145-m6|google-small|LiteLLM", "prompt": "c145-m6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Open-source gateways like LiteLLM are highly popular because they allow you to maintain full data ownership. However... developers must be extremely cautious"}, {"id": "mai-20260917-0922-baseline|c145-m6|google-small|OpenRouter", "prompt": "c145-m6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "OpenRouter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "routing sensitive enterprise or user data through a third-party hosted cloud gateway introduces strict compliance and privacy risks"}, {"id": "mai-20260917-0922-baseline|c145-m6|minimax-small|LiteLLM", "prompt": "c145-m6", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "there's one LLM gateway that stands out for having significant security issues: **LiteLLM**."}, {"id": "mai-20260917-0922-baseline|c145-m6|mistral-small|LiteLLM", "prompt": "c145-m6", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or exercise extreme caution with LiteLLM and LMDeploy in production or security-sensitive environments"}, {"id": "mai-20260917-0922-baseline|c145-m6|mistral-small|LMDeploy", "prompt": "c145-m6", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LMDeploy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid or exercise extreme caution with LiteLLM and LMDeploy in production or security-sensitive environments"}, {"id": "mai-20260917-0922-baseline|c145-m6|mistral-small|Ollama", "prompt": "c145-m6", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Ollama", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "there are 175,000 publicly accessible Ollama hosts across 130 countries, and attackers are actively probing these endpoints"}, {"id": "mai-20260917-0922-baseline|c145-m6|mistral-small|Portkey", "prompt": "c145-m6", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider gateways with strong compliance certifications (e.g., Portkey for HIPAA, SOC 2) and proven uptime records"}, {"id": "mai-20260917-0922-baseline|c145-m6|moonshot-small|LiteLLM (Self-Hosted Instances)", "prompt": "c145-m6", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM (Self-Hosted Instances)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious with: Even popular open-source gateways like LiteLLM when self-hosted without proper security hardening."}, {"id": "mai-20260917-0922-baseline|c145-m6|moonshot-small|OpenAI", "prompt": "c145-m6", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "OpenAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Direct API access from reputable providers (OpenAI, Anthropic, Google, Azure)"}, {"id": "mai-20260917-0922-baseline|c145-m6|moonshot-small|Anthropic", "prompt": "c145-m6", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Anthropic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Direct API access from reputable providers (OpenAI, Anthropic, Google, Azure)"}, {"id": "mai-20260917-0922-baseline|c145-m6|moonshot-small|Azure OpenAI Service", "prompt": "c145-m6", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Azure OpenAI Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Azure OpenAI Service, AWS Bedrock, GCP Vertex AI (major cloud providers)"}, {"id": "mai-20260917-0922-baseline|c145-m6|moonshot-small|AWS Bedrock", "prompt": "c145-m6", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "AWS Bedrock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azure OpenAI Service, AWS Bedrock, GCP Vertex AI (major cloud providers)"}, {"id": "mai-20260917-0922-baseline|c145-m6|moonshot-small|GCP Vertex AI", "prompt": "c145-m6", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "GCP Vertex AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Azure OpenAI Service, AWS Bedrock, GCP Vertex AI (major cloud providers)"}, {"id": "mai-20260917-0922-baseline|c145-m6|xai-small|LiteLLM", "prompt": "c145-m6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be cautious with self-hosted or open-source LLM gateways like LiteLLM and Ollama, especially if internet-exposed, due to documented security risks... actively exploited and CISA KEV-listed"}, {"id": "mai-20260917-0922-baseline|c145-m6|xai-small|Ollama", "prompt": "c145-m6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Ollama", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "~175,000 public servers across 130 countries (2026 scans), many unauthenticated. CVE-2026-7482 (\"Bleeding Llama,\" CVSS 9.1) allows memory leaks"}, {"id": "mai-20260917-0922-baseline|c145-m6|xai-small|Portkey", "prompt": "c145-m6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Prioritize audited/managed options (e.g., Portkey, Bifrost for perf/compliance) over vulnerable OSS defaults."}, {"id": "mai-20260917-0922-baseline|c145-m6|xai-small|Bifrost", "prompt": "c145-m6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Bifrost", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Prioritize audited/managed options (e.g., Portkey, Bifrost for perf/compliance) over vulnerable OSS defaults."}, {"id": "mai-20260917-0922-baseline|c145-m6|xai-small|OpenRouter", "prompt": "c145-m6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "OpenRouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "General risks across LLM gateways (proxies/routers like Portkey, Bifrost, OpenRouter, Vercel AI Gateway)"}, {"id": "mai-20260917-0922-baseline|c145-m6|xai-small|Vercel AI Gateway", "prompt": "c145-m6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Vercel AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "proxies/routers like Portkey, Bifrost, OpenRouter, Vercel AI Gateway"}, {"id": "mai-20260917-0922-baseline|c145-m6|zai-small|Helicone", "prompt": "c145-m6", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Helicone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid if you need active development.**"}, {"id": "mai-20260917-0922-baseline|c145-m6|zai-small|LiteLLM", "prompt": "c145-m6", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Proceed with Extreme Caution.** ... serious security vulnerabilities and \"silent failures\""}, {"id": "mai-20260917-0922-baseline|c145-m6|zai-small|OpenRouter", "prompt": "c145-m6", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "OpenRouter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Use with Caution for Production.**"}, {"id": "mai-20260917-0922-baseline|c145-s1|alibaba-small|LiteLLM", "prompt": "c145-s1", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LiteLLM is currently the industry standard... Choose **LiteLLM**. It gives you the most autonomy and keeps long-term costs lower"}, {"id": "mai-20260917-0922-baseline|c145-s1|alibaba-small|Portkey", "prompt": "c145-s1", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Scenario B: You are a Product-focused startup (lean engineering). Choose **Portkey**."}, {"id": "mai-20260917-0922-baseline|c145-s1|alibaba-small|OpenRouter", "prompt": "c145-s1", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Scenario C: You just want the thing to work tomorrow. Choose **OpenRouter**."}, {"id": "mai-20260917-0922-baseline|c145-s1|anthropic-small|OpenRouter", "prompt": "c145-s1", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OpenRouter is the fastest way to access multiple LLM providers... it's the obvious choice."}, {"id": "mai-20260917-0922-baseline|c145-s1|anthropic-small|LiteLLM", "prompt": "c145-s1", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LiteLLM is the best overall LLM gateway for teams that want maximum flexibility and don't mind self-hosting"}, {"id": "mai-20260917-0922-baseline|c145-s1|anthropic-small|Helicone", "prompt": "c145-s1", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Helicone delivers a Rust-based LLM gateway emphasizing performance and developer experience"}, {"id": "mai-20260917-0922-baseline|c145-s1|anthropic-small|Braintrust Gateway", "prompt": "c145-s1", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Braintrust Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Braintrust Gateway combines a unified API with built-in observability, evaluation, and encrypted caching"}, {"id": "mai-20260917-0922-baseline|c145-s1|anthropic-small|Unify AI", "prompt": "c145-s1", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Unify AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Helicone, LiteLLM, OpenRouter, and Unify AI provide developer-friendly flexibility and lightweight integration."}, {"id": "mai-20260917-0922-baseline|c145-s1|challenger-small|LiteLLM", "prompt": "c145-s1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most practical default is usually **LiteLLM**"}, {"id": "mai-20260917-0922-baseline|c145-s1|challenger-small|Cloudflare AI Gateway", "prompt": "c145-s1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already use Cloudflare and want a mostly zero-ops option"}, {"id": "mai-20260917-0922-baseline|c145-s1|challenger-small|OpenRouter", "prompt": "c145-s1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your priority is quick setup and broad model access"}, {"id": "mai-20260917-0922-baseline|c145-s1|challenger-small|Portkey", "prompt": "c145-s1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you need more governance, guardrails, or compliance features"}, {"id": "mai-20260917-0922-baseline|c145-s1|challenger-small|Bifrost", "prompt": "c145-s1", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strongest if latency and production-grade routing matter more than ease of adoption"}, {"id": "mai-20260917-0922-baseline|c145-s1|deepseek-small|LiteLLM", "prompt": "c145-s1", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiteLLM** – Widely regarded as the **best overall** for small teams that want maximum flexibility"}, {"id": "mai-20260917-0922-baseline|c145-s1|deepseek-small|Portkey", "prompt": "c145-s1", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the two leading picks are... **Portkey** (managed) | Want everything working \"this week\" with zero infra"}, {"id": "mai-20260917-0922-baseline|c145-s1|deepseek-small|OpenRouter", "prompt": "c145-s1", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you're prototyping or testing models quickly:** **OpenRouter** for speed, then formalize later."}, {"id": "mai-20260917-0922-baseline|c145-s1|deepseek-small|Helicone", "prompt": "c145-s1", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Helicone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it went into maintenance mode after the 2026 Mintlify acquisition**—I'd be cautious about betting on it"}, {"id": "mai-20260917-0922-baseline|c145-s1|deepseek-small|Cloudflare AI Gateway", "prompt": "c145-s1", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "I'd also consider **Cloudflare AI Gateway** as a lightweight, cheap managed alternative"}, {"id": "mai-20260917-0922-baseline|c145-s1|google-small|Portkey", "prompt": "c145-s1", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Portkey (Best Overall for B2B SaaS)"}, {"id": "mai-20260917-0922-baseline|c145-s1|google-small|OpenRouter", "prompt": "c145-s1", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OpenRouter (Best for Prototyping & Dynamic Routing)"}, {"id": "mai-20260917-0922-baseline|c145-s1|google-small|LiteLLM", "prompt": "c145-s1", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LiteLLM (The Industry Standard for Self-Hosting)"}, {"id": "mai-20260917-0922-baseline|c145-s1|google-small|Bifrost by Maxim AI", "prompt": "c145-s1", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Bifrost by Maxim AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bifrost by Maxim AI (Best for High-Performance & Scaling)"}, {"id": "mai-20260917-0922-baseline|c145-s1|google-small|Cloudflare AI Gateway", "prompt": "c145-s1", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you already use Cloudflare"}, {"id": "mai-20260917-0922-baseline|c145-s1|meta-small|Helicone", "prompt": "c145-s1", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Helicone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best LLM gateway for a small B2B company is likely to be either Helicone or LiteLLM"}, {"id": "mai-20260917-0922-baseline|c145-s1|meta-small|LiteLLM", "prompt": "c145-s1", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "likely to be either Helicone or LiteLLM, according to the search results. These gateways are recommended for startups or small development teams."}, {"id": "mai-20260917-0922-baseline|c145-s1|minimax-small|LiteLLM", "prompt": "c145-s1", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**LiteLLM** – If you want full control and are comfortable with a bit more technical setup."}, {"id": "mai-20260917-0922-baseline|c145-s1|minimax-small|Helicone", "prompt": "c145-s1", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Helicone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Helicone** – Best balance of cost, features, and ease of use."}, {"id": "mai-20260917-0922-baseline|c145-s1|minimax-small|OpenRouter", "prompt": "c145-s1", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OpenRouter** – If you want the simplest setup with access to the widest model variety"}, {"id": "mai-20260917-0922-baseline|c145-s1|minimax-small|Portkey", "prompt": "c145-s1", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Portkey** | Governance + compliance | Free tier + $49/mo | Strong observability and policy controls |"}, {"id": "mai-20260917-0922-baseline|c145-s1|mistral-small|Helicone", "prompt": "c145-s1", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Helicone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Helicone** and **LiteLLM** are often recommended for startups or small dev teams due to their simplicity and affordability"}, {"id": "mai-20260917-0922-baseline|c145-s1|mistral-small|LiteLLM", "prompt": "c145-s1", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Helicone** and **LiteLLM** are often recommended for startups or small dev teams due to their simplicity and affordability"}, {"id": "mai-20260917-0922-baseline|c145-s1|mistral-small|Cloudflare AI Gateway", "prompt": "c145-s1", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "open-source options like **Cloudflare AI Gateway** may be suitable, especially if you want self-hosted control and customization"}, {"id": "mai-20260917-0922-baseline|c145-s1|moonshot-small|Portkey", "prompt": "c145-s1", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Portkey** or **LiteLLM**"}, {"id": "mai-20260917-0922-baseline|c145-s1|moonshot-small|LiteLLM", "prompt": "c145-s1", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: **Portkey** or **LiteLLM**"}, {"id": "mai-20260917-0922-baseline|c145-s1|moonshot-small|OpenRouter", "prompt": "c145-s1", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**OpenRouter**: Good if you want access to 400+ models with zero setup (5.5% fee on credits)"}, {"id": "mai-20260917-0922-baseline|c145-s1|moonshot-small|Helicone", "prompt": "c145-s1", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Helicone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "now in maintenance mode after acquisition (not recommended for new projects)"}, {"id": "mai-20260917-0922-baseline|c145-s1|moonshot-small|Cloudflare AI Gateway", "prompt": "c145-s1", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good if you're already on Cloudflare (free tier available)"}, {"id": "mai-20260917-0922-baseline|c145-s1|openai-small|LiteLLM", "prompt": "c145-s1", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **LiteLLM**"}, {"id": "mai-20260917-0922-baseline|c145-s1|openai-small|Portkey", "prompt": "c145-s1", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a more polished \"platform\" experience and are willing to pay for it"}, {"id": "mai-20260917-0922-baseline|c145-s1|openai-small|OpenRouter", "prompt": "c145-s1", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your main goal is quick access to many models with minimal infrastructure"}, {"id": "mai-20260917-0922-baseline|c145-s1|openai-small|LMCache", "prompt": "c145-s1", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LMCache", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "not really a gateway choice; it's a KV cache layer"}, {"id": "mai-20260917-0922-baseline|c145-s1|xai-small|LiteLLM", "prompt": "c145-s1", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **LiteLLM (open-source self-hosted)** or **OpenRouter (managed)**"}, {"id": "mai-20260917-0922-baseline|c145-s1|xai-small|OpenRouter", "prompt": "c145-s1", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **LiteLLM (open-source self-hosted)** or **OpenRouter (managed)**"}, {"id": "mai-20260917-0922-baseline|c145-s1|xai-small|Portkey", "prompt": "c145-s1", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need dashboards/guardrails first?** Portkey free tier."}, {"id": "mai-20260917-0922-baseline|c145-s1|xai-small|Cloudflare AI Gateway", "prompt": "c145-s1", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Edge speed, if using Cloudflare stack | Low latency, caching, free tier generous for startups | Limited to major providers"}, {"id": "mai-20260917-0922-baseline|c145-s1|xai-small|Helicone", "prompt": "c145-s1", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Helicone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less routing/caching; in maintenance mode per some sources"}, {"id": "mai-20260917-0922-baseline|c145-s1|zai-small|LiteLLM", "prompt": "c145-s1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best overall choice is LiteLLM** (self‑hosted)"}, {"id": "mai-20260917-0922-baseline|c145-s1|zai-small|Portkey", "prompt": "c145-s1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Portkey** (hosted) is the best alternative."}, {"id": "mai-20260917-0922-baseline|c145-s1|zai-small|OpenRouter", "prompt": "c145-s1", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "direct", "raw": "OpenRouter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "good for individual developers/small teams; not ideal for B2B governance"}, {"id": "mai-20260917-0922-baseline|c145-s2|alibaba-small|Respan", "prompt": "c145-s2", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Respan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Respan** as your primary platform."}, {"id": "mai-20260917-0922-baseline|c145-s2|alibaba-small|Braintrust", "prompt": "c145-s2", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative 1: Braintrust ... Braintrust is the strongest choice."}, {"id": "mai-20260917-0922-baseline|c145-s2|alibaba-small|FastRouter.ai", "prompt": "c145-s2", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "FastRouter.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative 2: FastRouter.ai ... FastRouter is a strong option."}, {"id": "mai-20260917-0922-baseline|c145-s2|alibaba-small|Confident AI", "prompt": "c145-s2", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Confident AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose a platform (like Respan or Confident AI) that requires minimal code changes"}, {"id": "mai-20260917-0922-baseline|c145-s2|anthropic-small|Langfuse", "prompt": "c145-s2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Langfuse** is likely your best starting point."}, {"id": "mai-20260917-0922-baseline|c145-s2|anthropic-small|Portkey", "prompt": "c145-s2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Portkey** is an excellent alternative if routing is a priority."}, {"id": "mai-20260917-0922-baseline|c145-s2|anthropic-small|Helicone", "prompt": "c145-s2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "For AI gateways and latency routing, Portkey and Helicone lead the market"}, {"id": "mai-20260917-0922-baseline|c145-s2|anthropic-small|LangSmith", "prompt": "c145-s2", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LangSmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "depends on whether you're already using LangChain (which would favor LangSmith)"}, {"id": "mai-20260917-0922-baseline|c145-s2|challenger-small|Langfuse", "prompt": "c145-s2", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Langfuse** as the default choice"}, {"id": "mai-20260917-0922-baseline|c145-s2|challenger-small|Portkey", "prompt": "c145-s2", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Portkey** as the best alternative if you need **routing and governance in the same layer**"}, {"id": "mai-20260917-0922-baseline|c145-s2|deepseek-small|Portkey", "prompt": "c145-s2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Portkey** (specifically the Production tier at ~$49/month)"}, {"id": "mai-20260917-0922-baseline|c145-s2|deepseek-small|Helicone", "prompt": "c145-s2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid betting core B2B infrastructure on a platform that may not be actively developed long-term."}, {"id": "mai-20260917-0922-baseline|c145-s2|deepseek-small|LiteLLM", "prompt": "c145-s2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have zero budget and are technical:** Use **LiteLLM** (self-hosted, free). But you'd handle uptime, security patching, and log retention yourself"}, {"id": "mai-20260917-0922-baseline|c145-s2|deepseek-small|OpenRouter", "prompt": "c145-s2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're purely testing models (not building production):** Use **OpenRouter**... But it lacks deep observability"}, {"id": "mai-20260917-0922-baseline|c145-s2|deepseek-small|Cloudflare AI Gateway", "prompt": "c145-s2", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it's less feature-rich for B2B governance (no PII redaction, weaker audit trails)"}, {"id": "mai-20260917-0922-baseline|c145-s2|google-small|Helicone", "prompt": "c145-s2", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "New setups should avoid adopting Helicone."}, {"id": "mai-20260917-0922-baseline|c145-s2|google-small|LiteLLM", "prompt": "c145-s2", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LiteLLM** is the gold standard"}, {"id": "mai-20260917-0922-baseline|c145-s2|google-small|Lago", "prompt": "c145-s2", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Lago", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "integrates with open-source billing engines like **Lago**"}, {"id": "mai-20260917-0922-baseline|c145-s2|google-small|Portkey", "prompt": "c145-s2", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Portkey** is the best managed choice"}, {"id": "mai-20260917-0922-baseline|c145-s2|google-small|Langfuse", "prompt": "c145-s2", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "pair **LiteLLM** (as your gateway) with **Langfuse** (for tracing and prompt management)"}, {"id": "mai-20260917-0922-baseline|c145-s2|meta-small|FastRouter.ai", "prompt": "c145-s2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "FastRouter.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended LLM observability and routing platform for a small B2B business would be FastRouter.ai or Langfuse"}, {"id": "mai-20260917-0922-baseline|c145-s2|meta-small|LangSmith", "prompt": "c145-s2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LangSmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "LangSmith - A platform that provides framework-agnostic agent observability, evals, monitoring, and annotation queues."}, {"id": "mai-20260917-0922-baseline|c145-s2|meta-small|Langfuse", "prompt": "c145-s2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be FastRouter.ai or Langfuse, depending on the specific needs and requirements of the business"}, {"id": "mai-20260917-0922-baseline|c145-s2|meta-small|Helicone", "prompt": "c145-s2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Helicone - A proxy/gateway logging platform that offers fast cost tracking."}, {"id": "mai-20260917-0922-baseline|c145-s2|meta-small|Braintrust Gateway", "prompt": "c145-s2", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Braintrust Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Braintrust Gateway - A platform that combines multi-provider routing with span-level tracing"}, {"id": "mai-20260917-0922-baseline|c145-s2|minimax-small|Portkey", "prompt": "c145-s2", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Portkey** as the top choice for a small B2B business"}, {"id": "mai-20260917-0922-baseline|c145-s2|minimax-small|Langfuse", "prompt": "c145-s2", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Self-hosting option, open-source | From $59/month"}, {"id": "mai-20260917-0922-baseline|c145-s2|minimax-small|Helicone", "prompt": "c145-s2", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fast proxy-based observability | From $100/month"}, {"id": "mai-20260917-0922-baseline|c145-s2|minimax-small|OpenRouter", "prompt": "c145-s2", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quick prototyping, simple setup | Free tier + 5% markup"}, {"id": "mai-20260917-0922-baseline|c145-s2|minimax-small|Braintrust", "prompt": "c145-s2", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Evaluation-focused teams | Usage-based"}, {"id": "mai-20260917-0922-baseline|c145-s2|mistral-small|FastRouter.ai", "prompt": "c145-s2", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "FastRouter.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FastRouter.ai** stands out as a top recommendation."}, {"id": "mai-20260917-0922-baseline|c145-s2|mistral-small|Braintrust", "prompt": "c145-s2", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "which is great for teams that want model selection backed by evaluation, tracing, and live traffic experiments"}, {"id": "mai-20260917-0922-baseline|c145-s2|mistral-small|Portkey", "prompt": "c145-s2", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Portkey** or **LiteLLM** for simpler routing needs"}, {"id": "mai-20260917-0922-baseline|c145-s2|mistral-small|LiteLLM", "prompt": "c145-s2", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Portkey** or **LiteLLM** for simpler routing needs"}, {"id": "mai-20260917-0922-baseline|c145-s2|moonshot-small|Helicone", "prompt": "c145-s2", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B business**, I'd suggest starting with **Helicone**"}, {"id": "mai-20260917-0922-baseline|c145-s2|moonshot-small|Langfuse", "prompt": "c145-s2", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Langfuse** (self-hosted) is the most economical choice"}, {"id": "mai-20260917-0922-baseline|c145-s2|moonshot-small|Portkey", "prompt": "c145-s2", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Portkey** (Best for Multi-Provider Routing)"}, {"id": "mai-20260917-0922-baseline|c145-s2|openai-small|Langfuse", "prompt": "c145-s2", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Observability:** **Langfuse**... Start with **Langfuse** for observability."}, {"id": "mai-20260917-0922-baseline|c145-s2|openai-small|OpenRouter", "prompt": "c145-s2", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "OpenRouter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Routing / model gateway:** **OpenRouter** if you want multi-provider routing, fallback, and a lot of model choice"}, {"id": "mai-20260917-0922-baseline|c145-s2|openai-small|Helicone", "prompt": "c145-s2", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Helicone also positions itself as an AI gateway with observability"}, {"id": "mai-20260917-0922-baseline|c145-s2|xai-small|Langfuse", "prompt": "c145-s2", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Langfuse as the top LLM observability and routing platform."}, {"id": "mai-20260917-0922-baseline|c145-s2|xai-small|Helicone", "prompt": "c145-s2", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Super-easy (URL swap), but pricier base"}, {"id": "mai-20260917-0922-baseline|c145-s2|xai-small|Portkey", "prompt": "c145-s2", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For pure routing (e.g., multi-provider fallbacks), consider Portkey's free tier first."}, {"id": "mai-20260917-0922-baseline|c145-s2|xai-small|LangSmith", "prompt": "c145-s2", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LangSmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your stack is LangChain-heavy, swap to LangSmith."}, {"id": "mai-20260917-0922-baseline|c145-s2|xai-small|FastRouter", "prompt": "c145-s2", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "FastRouter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Routing-heavy, but overkill/pricey for small"}, {"id": "mai-20260917-0922-baseline|c145-s2|zai-small|Portkey", "prompt": "c145-s2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Portkey**. It offers the best balance of a managed service ... vital for a B2B operation."}, {"id": "mai-20260917-0922-baseline|c145-s2|zai-small|LiteLLM", "prompt": "c145-s2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LiteLLM is a powerful open-source proxy. It is free to use, but you pay for your own server hosting."}, {"id": "mai-20260917-0922-baseline|c145-s2|zai-small|Helicone", "prompt": "c145-s2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Helicone is a very popular choice for startups... easiest \"plug-and-play\" solution."}, {"id": "mai-20260917-0922-baseline|c145-s2|zai-small|Langfuse", "prompt": "c145-s2", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "paraphrase", "raw": "Langfuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Langfuse is excellent for \"observability.\""}, {"id": "mai-20260917-0922-baseline|c145-s3|alibaba-small|OpenRouter", "prompt": "c145-s3", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most small teams start with **OpenRouter** for its simplicity."}, {"id": "mai-20260917-0922-baseline|c145-s3|alibaba-small|LiteLLM", "prompt": "c145-s3", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose LiteLLM if: You are compliant-heavy (GDPR/HIPAA)... many migrate to **LiteLLM** (self-hosted)"}, {"id": "mai-20260917-0922-baseline|c145-s3|alibaba-small|Merge Gateway", "prompt": "c145-s3", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Merge Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Enterprise-Grade Governance at Startup Scale"}, {"id": "mai-20260917-0922-baseline|c145-s3|alibaba-small|Helicone", "prompt": "c145-s3", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Merge or Helicone if: You are building an AI application for *other* users"}, {"id": "mai-20260917-0922-baseline|c145-s3|alibaba-small|Portkey", "prompt": "c145-s3", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Helicone or Portkey (Best for Observability-First Teams)"}, {"id": "mai-20260917-0922-baseline|c145-s3|anthropic-small|OpenRouter", "prompt": "c145-s3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams just starting out, **OpenRouter** offers simplicity and zero infrastructure overhead"}, {"id": "mai-20260917-0922-baseline|c145-s3|anthropic-small|LiteLLM", "prompt": "c145-s3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LiteLLM** is ideal if you want to self-host and have full cost control"}, {"id": "mai-20260917-0922-baseline|c145-s3|anthropic-small|Portkey", "prompt": "c145-s3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprise teams and platform engineers who need a gateway with built-in governance"}, {"id": "mai-20260917-0922-baseline|c145-s3|anthropic-small|Helicone", "prompt": "c145-s3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Helicone is best for low-latency open-source routing with built-in observability."}, {"id": "mai-20260917-0922-baseline|c145-s3|anthropic-small|Vercel", "prompt": "c145-s3", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Vercel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "OpenRouter and Vercel are strong for fast application development"}, {"id": "mai-20260917-0922-baseline|c145-s3|challenger-small|OpenRouter", "prompt": "c145-s3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prototype fast:** OpenRouter"}, {"id": "mai-20260917-0922-baseline|c145-s3|challenger-small|LiteLLM", "prompt": "c145-s3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose LiteLLM** if you want **self-hosting, open-source flexibility, and provider standardization**"}, {"id": "mai-20260917-0922-baseline|c145-s3|challenger-small|Portkey", "prompt": "c145-s3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Portkey** if you care most about **guardrails, security, and production governance**"}, {"id": "mai-20260917-0922-baseline|c145-s3|challenger-small|Helicone", "prompt": "c145-s3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Helicone** if you mainly need **visibility into usage, traces, and cost behavior**"}, {"id": "mai-20260917-0922-baseline|c145-s3|challenger-small|Cloudflare AI Gateway", "prompt": "c145-s3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Cloudflare AI Gateway** if you already use Cloudflare and want **edge-network integration**"}, {"id": "mai-20260917-0922-baseline|c145-s3|challenger-small|Braintrust Gateway", "prompt": "c145-s3", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Braintrust Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Braintrust Gateway** if you want the gateway tightly coupled to **evals and quality monitoring**"}, {"id": "mai-20260917-0922-baseline|c145-s3|deepseek-small|LiteLLM", "prompt": "c145-s3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LiteLLM — best overall for self-hosted teams ... most small teams **start with LiteLLM**"}, {"id": "mai-20260917-0922-baseline|c145-s3|deepseek-small|Portkey", "prompt": "c145-s3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Portkey — best managed/power-user option"}, {"id": "mai-20260917-0922-baseline|c145-s3|deepseek-small|OpenRouter", "prompt": "c145-s3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OpenRouter — best for zero-ops, instant access"}, {"id": "mai-20260917-0922-baseline|c145-s3|deepseek-small|Cloudflare AI Gateway", "prompt": "c145-s3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloudflare AI Gateway — best for zero-infra edge routing"}, {"id": "mai-20260917-0922-baseline|c145-s3|deepseek-small|Helicone", "prompt": "c145-s3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Helicone — best for observability-first builds"}, {"id": "mai-20260917-0922-baseline|c145-s3|deepseek-small|Bifrost", "prompt": "c145-s3", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "migrate to a managed option like Portkey/Bifrost later as needs grow"}, {"id": "mai-20260917-0922-baseline|c145-s3|google-small|LiteLLM", "prompt": "c145-s3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose LiteLLM** if you need to run internal services, want complete privacy, and need to hand out API keys with strict budget limits"}, {"id": "mai-20260917-0922-baseline|c145-s3|google-small|OpenRouter", "prompt": "c145-s3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose OpenRouter** if you want to experiment quickly with dozens of different models"}, {"id": "mai-20260917-0922-baseline|c145-s3|google-small|Cloudflare AI Gateway", "prompt": "c145-s3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Cloudflare AI Gateway** if you already use Cloudflare and just want to add simple, highly reliable caching and rate-limiting"}, {"id": "mai-20260917-0922-baseline|c145-s3|google-small|Portkey", "prompt": "c145-s3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Portkey: The Observability & Guardrails Leader"}, {"id": "mai-20260917-0922-baseline|c145-s3|google-small|Bifrost (by Maxim AI)", "prompt": "c145-s3", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost (by Maxim AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Ultra-Low-Latency Agent Gateway"}, {"id": "mai-20260917-0922-baseline|c145-s3|meta-small|LiteLLM", "prompt": "c145-s3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LiteLLM is considered the best overall LLM gateway for teams that want maximum flexibility and don't mind self-hosting."}, {"id": "mai-20260917-0922-baseline|c145-s3|meta-small|Merge Gateway", "prompt": "c145-s3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Merge Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Merge Gateway is recommended for managed production traffic."}, {"id": "mai-20260917-0922-baseline|c145-s3|meta-small|Bifrost", "prompt": "c145-s3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bifrost is suggested for high-growth startups and cost-sensitive teams."}, {"id": "mai-20260917-0922-baseline|c145-s3|meta-small|Portkey", "prompt": "c145-s3", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Portkey is recommended for high-growth startups and enterprises."}, {"id": "mai-20260917-0922-baseline|c145-s3|minimax-small|LiteLLM", "prompt": "c145-s3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams specifically, **LiteLLM** and **OpenRouter** are most commonly recommended"}, {"id": "mai-20260917-0922-baseline|c145-s3|minimax-small|OpenRouter", "prompt": "c145-s3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LiteLLM** and **OpenRouter** are most commonly recommended - LiteLLM for control/flexibility, OpenRouter for simplicity."}, {"id": "mai-20260917-0922-baseline|c145-s3|minimax-small|Helicone", "prompt": "c145-s3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for startups/small dev teams - Low overhead, fast integration"}, {"id": "mai-20260917-0922-baseline|c145-s3|minimax-small|Braintrust Gateway", "prompt": "c145-s3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Braintrust Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unified platform | Free beta + tier | Built-in evaluation, tracing, and quality monitoring"}, {"id": "mai-20260917-0922-baseline|c145-s3|minimax-small|Portkey", "prompt": "c145-s3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for regulated industries - Offers HIPAA, SOC 2 compliance"}, {"id": "mai-20260917-0922-baseline|c145-s3|minimax-small|Cloudflare AI Gateway", "prompt": "c145-s3", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Already using Cloudflare** → Cloudflare AI Gateway"}, {"id": "mai-20260917-0922-baseline|c145-s3|mistral-small|OpenRouter", "prompt": "c145-s3", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the fastest and easiest start, choose **OpenRouter**."}, {"id": "mai-20260917-0922-baseline|c145-s3|mistral-small|LiteLLM", "prompt": "c145-s3", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want full control and are comfortable self-hosting, choose **LiteLLM**."}, {"id": "mai-20260917-0922-baseline|c145-s3|mistral-small|Bifrost", "prompt": "c145-s3", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you plan to scale and want advanced features, consider **Bifrost** or **Portkey**."}, {"id": "mai-20260917-0922-baseline|c145-s3|mistral-small|Portkey", "prompt": "c145-s3", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Bifrost** or **Portkey**"}, {"id": "mai-20260917-0922-baseline|c145-s3|mistral-small|Cloudflare AI Gateway", "prompt": "c145-s3", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want a simple, integrated solution within an existing Cloudflare setup."}, {"id": "mai-20260917-0922-baseline|c145-s3|moonshot-small|LiteLLM", "prompt": "c145-s3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiteLLM** ⭐ (Best Overall for Small Teams)"}, {"id": "mai-20260917-0922-baseline|c145-s3|moonshot-small|Helicone", "prompt": "c145-s3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Now in maintenance mode after 2026 Mintlify acquisition ... Cons: Limited active development"}, {"id": "mai-20260917-0922-baseline|c145-s3|moonshot-small|Portkey", "prompt": "c145-s3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Start with Portkey** if you: Need guardrails and compliance features"}, {"id": "mai-20260917-0922-baseline|c145-s3|moonshot-small|OpenRouter", "prompt": "c145-s3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Start with OpenRouter** if you: Want to get started in 5 minutes"}, {"id": "mai-20260917-0922-baseline|c145-s3|moonshot-small|Cloudflare AI Gateway", "prompt": "c145-s3", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Cloudflare Users ... Cons: Requires Cloudflare ecosystem"}, {"id": "mai-20260917-0922-baseline|c145-s3|openai-small|OpenRouter", "prompt": "c145-s3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most small teams should start with OpenRouter or Vercel AI Gateway"}, {"id": "mai-20260917-0922-baseline|c145-s3|openai-small|LiteLLM", "prompt": "c145-s3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick LiteLLM** if you have **privacy, compliance, or infra-control requirements**"}, {"id": "mai-20260917-0922-baseline|c145-s3|openai-small|Cloudflare AI Gateway", "prompt": "c145-s3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Cloudflare AI Gateway** if you want a **very lightweight, low-cost control plane**"}, {"id": "mai-20260917-0922-baseline|c145-s3|openai-small|Vercel AI Gateway", "prompt": "c145-s3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Vercel AI Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Most small teams should start with OpenRouter or Vercel AI Gateway"}, {"id": "mai-20260917-0922-baseline|c145-s3|openai-small|Portkey", "prompt": "c145-s3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "worth considering if you care more about **observability, policy, or existing API infrastructure**"}, {"id": "mai-20260917-0922-baseline|c145-s3|openai-small|Helicone", "prompt": "c145-s3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "worth considering if you care more about **observability, policy, or existing API infrastructure**"}, {"id": "mai-20260917-0922-baseline|c145-s3|openai-small|Kong AI Gateway", "prompt": "c145-s3", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Kong AI Gateway** if your org already standardizes on Kong"}, {"id": "mai-20260917-0922-baseline|c145-s3|xai-small|LiteLLM", "prompt": "c145-s3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **LiteLLM** (free, flexible) or **OpenRouter** (easiest managed)"}, {"id": "mai-20260917-0922-baseline|c145-s3|xai-small|OpenRouter", "prompt": "c145-s3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **LiteLLM** (free, flexible) or **OpenRouter** (easiest managed)"}, {"id": "mai-20260917-0922-baseline|c145-s3|xai-small|Helicone", "prompt": "c145-s3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Observability-focused teams wanting easy monitoring/cost tracking with minimal setup"}, {"id": "mai-20260917-0922-baseline|c145-s3|xai-small|Portkey", "prompt": "c145-s3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams needing governance/security early; hybrid self/managed options"}, {"id": "mai-20260917-0922-baseline|c145-s3|xai-small|Cloudflare AI Gateway", "prompt": "c145-s3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Infra-free, cheap scaling, edge perf; great if on Cloudflare or want built-in caching"}, {"id": "mai-20260917-0922-baseline|c145-s3|xai-small|Bifrost", "prompt": "c145-s3", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Bifrost", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Bifrost (OSS alternative) excels at ultra-low (~11µs) for high RPS but less beginner-friendly"}, {"id": "mai-20260917-0922-baseline|c145-s3|zai-small|LiteLLM", "prompt": "c145-s3", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Tech-savvy teams who want full control and low costs without vendor lock-in."}, {"id": "mai-20260917-0922-baseline|c145-s3|zai-small|OpenRouter", "prompt": "c145-s3", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose OpenRouter if you are just starting out, want to test 20 different models instantly"}, {"id": "mai-20260917-0922-baseline|c145-s3|zai-small|Portkey", "prompt": "c145-s3", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Portkey if you have an active product and need to monitor why your AI is failing"}, {"id": "mai-20260917-0922-baseline|c145-s3|zai-small|Braintrust Gateway", "prompt": "c145-s3", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "comparative", "raw": "Braintrust Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Teams focused on AI Quality and Evaluation."}, {"id": "mai-20260917-0922-baseline|c145-s4|alibaba-small|LiteLLM", "prompt": "c145-s4", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiteLLM** is widely considered the best option"}, {"id": "mai-20260917-0922-baseline|c145-s4|alibaba-small|Bifrost", "prompt": "c145-s4", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Bifrost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bifrost is written in Go rather than Python, making it significantly faster... However, it may require more engineering effort"}, {"id": "mai-20260917-0922-baseline|c145-s4|alibaba-small|Portkey (Open Source Core)", "prompt": "c145-s4", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey (Open Source Core)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Portkey offers a great dashboard and analytics if you want to self-host just the proxy but use their hosted UI"}, {"id": "mai-20260917-0922-baseline|c145-s4|anthropic-small|LiteLLM", "prompt": "c145-s4", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, **LiteLLM** is ideal if you can handle some infrastructure setup—it's completely free."}, {"id": "mai-20260917-0922-baseline|c145-s4|anthropic-small|OpenRouter", "prompt": "c145-s4", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want managed service with minimal operational overhead, **OpenRouter** is best since you only pay for what you use"}, {"id": "mai-20260917-0922-baseline|c145-s4|anthropic-small|Helicone", "prompt": "c145-s4", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Helicone offers a free tier with 10,000 requests per month and a paid tier at $79 per month."}, {"id": "mai-20260917-0922-baseline|c145-s4|anthropic-small|Braintrust Gateway", "prompt": "c145-s4", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Braintrust Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The LLM gateway is free during beta, with a generous free plan"}, {"id": "mai-20260917-0922-baseline|c145-s4|challenger-small|LiteLLM", "prompt": "c145-s4", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **LiteLLM** if you can self-host, because it is open-source and free"}, {"id": "mai-20260917-0922-baseline|c145-s4|challenger-small|OpenRouter", "prompt": "c145-s4", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OpenRouter** is the better pick, but it is a managed service with usage-based pass-through pricing"}, {"id": "mai-20260917-0922-baseline|c145-s4|challenger-small|Cloudflare AI Gateway", "prompt": "c145-s4", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Already on Cloudflare | **Cloudflare AI Gateway** | Zero-ops fit inside the existing Cloudflare ecosystem."}, {"id": "mai-20260917-0922-baseline|c145-s4|deepseek-small|LiteLLM", "prompt": "c145-s4", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Start with **LiteLLM** (free, self-hosted)"}, {"id": "mai-20260917-0922-baseline|c145-s4|deepseek-small|OpenRouter", "prompt": "c145-s4", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Start with OpenRouter** (managed, free-tier, zero ops) to validate your product quickly"}, {"id": "mai-20260917-0922-baseline|c145-s4|deepseek-small|Cloudflare AI Gateway", "prompt": "c145-s4", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already deep in the Cloudflare ecosystem, its free tier is an attractive middle ground worth checking out."}, {"id": "mai-20260917-0922-baseline|c145-s4|google-small|LiteLLM", "prompt": "c145-s4", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LiteLLM is the undisputed industry standard for self-hosting"}, {"id": "mai-20260917-0922-baseline|c145-s4|google-small|Cloudflare AI Gateway", "prompt": "c145-s4", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Cloudflare AI Gateway** if you want immediate cost-savings via caching with zero setup."}, {"id": "mai-20260917-0922-baseline|c145-s4|google-small|OpenRouter", "prompt": "c145-s4", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OpenRouter** will save you massive amounts of money"}, {"id": "mai-20260917-0922-baseline|c145-s4|google-small|Portkey", "prompt": "c145-s4", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Portkey's managed free tier** is highly recommended"}, {"id": "mai-20260917-0922-baseline|c145-s4|meta-small|LiteLLM", "prompt": "c145-s4", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is likely to be LiteLLM, OpenRouter, or Helicone. LiteLLM is an open-source proxy ... free to self-host"}, {"id": "mai-20260917-0922-baseline|c145-s4|meta-small|OpenRouter", "prompt": "c145-s4", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "OpenRouter offers a pay-as-you-go model with prepaid credits and is suitable for individual developers and small teams."}, {"id": "mai-20260917-0922-baseline|c145-s4|meta-small|Helicone", "prompt": "c145-s4", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Helicone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Helicone is another option for startups and small dev teams."}, {"id": "mai-20260917-0922-baseline|c145-s4|minimax-small|LiteLLM", "prompt": "c145-s4", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiteLLM** is the best choice for a small company with a tight budget."}, {"id": "mai-20260917-0922-baseline|c145-s4|minimax-small|OpenRouter", "prompt": "c145-s4", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you really don't want to manage any infrastructure, **OpenRouter** offers: Managed service (no self-hosting)"}, {"id": "mai-20260917-0922-baseline|c145-s4|mistral-small|LiteLLM", "prompt": "c145-s4", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies, **LiteLLM** is the top pick due to its cost efficiency and flexibility"}, {"id": "mai-20260917-0922-baseline|c145-s4|mistral-small|OpenRouter", "prompt": "c145-s4", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong alternative if you want instant multi-model access without the hassle of self-hosting"}, {"id": "mai-20260917-0922-baseline|c145-s4|mistral-small|Cloudflare AI Gateway", "prompt": "c145-s4", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloudflare's gateway is a good choice, especially if you're already using Cloudflare's ecosystem"}, {"id": "mai-20260917-0922-baseline|c145-s4|moonshot-small|LiteLLM (Open Source)", "prompt": "c145-s4", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM (Open Source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **LiteLLM (Open Source)**"}, {"id": "mai-20260917-0922-baseline|c145-s4|moonshot-small|Cloudflare AI Gateway", "prompt": "c145-s4", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: **Cloudflare AI Gateway**"}, {"id": "mai-20260917-0922-baseline|c145-s4|moonshot-small|Portkey (Freemium)", "prompt": "c145-s4", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey (Freemium)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: **Portkey (Freemium)**"}, {"id": "mai-20260917-0922-baseline|c145-s4|openai-small|LiteLLM", "prompt": "c145-s4", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **LiteLLM**"}, {"id": "mai-20260917-0922-baseline|c145-s4|openai-small|Portkey", "prompt": "c145-s4", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick Portkey** if you want: a more polished managed experience"}, {"id": "mai-20260917-0922-baseline|c145-s4|openai-small|Kong AI Gateway", "prompt": "c145-s4", "model": "openai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Kong AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's usually overkill if all you need is a basic LLM gateway on a budget"}, {"id": "mai-20260917-0922-baseline|c145-s4|xai-small|LiteLLM", "prompt": "c145-s4", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LiteLLM (open-source self-hosted version) is the best LLM gateway for a small company on a tight budget."}, {"id": "mai-20260917-0922-baseline|c145-s4|xai-small|Cloudflare AI Gateway", "prompt": "c145-s4", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great free start; scales cheaply."}, {"id": "mai-20260917-0922-baseline|c145-s4|xai-small|OpenRouter", "prompt": "c145-s4", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Easy, no infra; fee adds up at $1K+ spend (~$55 extra)."}, {"id": "mai-20260917-0922-baseline|c145-s4|xai-small|Helicone", "prompt": "c145-s4", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Solid free tier for light use."}, {"id": "mai-20260917-0922-baseline|c145-s4|xai-small|Vercel AI Gateway", "prompt": "c145-s4", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Vercel AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cheap if already on Vercel."}, {"id": "mai-20260917-0922-baseline|c145-s4|xai-small|Portkey", "prompt": "c145-s4", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good step-up from LiteLLM."}, {"id": "mai-20260917-0922-baseline|c145-s4|zai-small|OpenRouter", "prompt": "c145-s4", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "OpenRouter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Pick: OpenRouter"}, {"id": "mai-20260917-0922-baseline|c145-s4|zai-small|LiteLLM", "prompt": "c145-s4", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If You Want Control & Can Self‑Host: LiteLLM"}, {"id": "mai-20260917-0922-baseline|c145-s4|zai-small|Groq", "prompt": "c145-s4", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Groq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Groq offers the fastest inference (sub‑100ms latency) and a generous free tier"}, {"id": "mai-20260917-0922-baseline|c145-s4|zai-small|Qwen", "prompt": "c145-s4", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Qwen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Route requests to Groq, DeepSeek, or Qwen for the heavy lifting"}, {"id": "mai-20260917-0922-baseline|c145-s4|zai-small|DeepSeek", "prompt": "c145-s4", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "DeepSeek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "DeepSeek V4 Flash is the cheapest production‑ready LLM"}, {"id": "mai-20260917-0922-baseline|c145-s4|zai-small|Helicone", "prompt": "c145-s4", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use OpenRouter or Helicone as a thin gateway"}, {"id": "mai-20260917-0922-baseline|c145-s4|zai-small|Portkey", "prompt": "c145-s4", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Portkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Compliance/enterprise governance | Portkey (self‑hosted) or Merge Gateway (managed)"}, {"id": "mai-20260917-0922-baseline|c145-s4|zai-small|Merge Gateway", "prompt": "c145-s4", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "budget", "raw": "Merge Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Portkey (self‑hosted) or Merge Gateway (managed)"}, {"id": "mai-20260917-0922-baseline|c145-s5|alibaba-small|Portkey", "prompt": "c145-s5", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Portkey / Superagent:** Very popular for startups/small teams. Excellent UX, focuses heavily on observability and prompt debugging."}, {"id": "mai-20260917-0922-baseline|c145-s5|alibaba-small|Superagent", "prompt": "c145-s5", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Superagent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Portkey / Superagent:** Very popular for startups/small teams. Excellent UX"}, {"id": "mai-20260917-0922-baseline|c145-s5|alibaba-small|Rivet", "prompt": "c145-s5", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Rivet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rivet:** Offers a \"no-code\" visual interface which might be helpful if your developers are spread thin."}, {"id": "mai-20260917-0922-baseline|c145-s5|alibaba-small|Arize Phoenix", "prompt": "c145-s5", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Arize Phoenix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Great if you are already doing heavy ML research/model training, though sometimes feels heavier than needed for pure application usage."}, {"id": "mai-20260917-0922-baseline|c145-s5|alibaba-small|Unify (Unify.ai)", "prompt": "c145-s5", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Unify (Unify.ai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong open-source option if you prefer to self-host the backend (though you pay for their managed cloud service)."}, {"id": "mai-20260917-0922-baseline|c145-s5|deepseek-small|LiteLLM", "prompt": "c145-s5", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LiteLLM + a lightweight observability tool is often the sweet spot for a team your size."}, {"id": "mai-20260917-0922-baseline|c145-s5|deepseek-small|Portkey", "prompt": "c145-s5", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Portkey** — observability and prompt management, 250+ models"}, {"id": "mai-20260917-0922-baseline|c145-s5|deepseek-small|Helicone", "prompt": "c145-s5", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Helicone** — strong cost observability and tracing"}, {"id": "mai-20260917-0922-baseline|c145-s5|deepseek-small|Zuplo", "prompt": "c145-s5", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Zuplo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Zuplo** — unified API + AI gateway with programmability"}, {"id": "mai-20260917-0922-baseline|c145-s5|deepseek-small|Bifrost", "prompt": "c145-s5", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Bifrost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Bifrost** — strong cost governance with per-consumer budgets"}, {"id": "mai-20260917-0922-baseline|c145-s5|deepseek-small|Ofox", "prompt": "c145-s5", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Ofox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Ofox** — good \"small team\" fit (reliability, cost, SDK compat)"}, {"id": "mai-20260917-0922-baseline|c145-s5|google-small|Portkey", "prompt": "c145-s5", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Portkey** or **Cloudflare AI Gateway**"}, {"id": "mai-20260917-0922-baseline|c145-s5|google-small|LiteLLM", "prompt": "c145-s5", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you must keep all data in your own cloud (AWS/GCP/Azure):** Deploy the open-source **LiteLLM** proxy."}, {"id": "mai-20260917-0922-baseline|c145-s5|google-small|OpenRouter", "prompt": "c145-s5", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "OpenRouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for rapid prototyping & testing** | SaaS | Zero-setup."}, {"id": "mai-20260917-0922-baseline|c145-s5|google-small|Bifrost", "prompt": "c145-s5", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Bifrost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Bifrost** (by Maxim AI) | **Best for ultra-low latency & high throughput**"}, {"id": "mai-20260917-0922-baseline|c145-s5|google-small|Cloudflare AI Gateway", "prompt": "c145-s5", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with **Portkey** or **Cloudflare AI Gateway**"}, {"id": "mai-20260917-0922-baseline|c145-s5|minimax-small|Cloudflare AI Gateway", "prompt": "c145-s5", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Options like Cloudflare AI Gateway, TrueFoundry, or similar can reduce operational burden"}, {"id": "mai-20260917-0922-baseline|c145-s5|minimax-small|TrueFoundry", "prompt": "c145-s5", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "TrueFoundry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Options like Cloudflare AI Gateway, TrueFoundry, or similar can reduce operational burden"}, {"id": "mai-20260917-0922-baseline|c145-s5|mistral-small|LiteLLM", "prompt": "c145-s5", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "LiteLLM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–5 options (e.g., LiteLLM, LangSmith, Azure AI Gateway, custom proxy, or vendor-specific like Together AI)."}, {"id": "mai-20260917-0922-baseline|c145-s5|mistral-small|LangSmith", "prompt": "c145-s5", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "LangSmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3–5 options (e.g., LiteLLM, LangSmith, Azure AI Gateway, custom proxy, or vendor-specific like Together AI)."}, {"id": "mai-20260917-0922-baseline|c145-s5|mistral-small|Azure AI Gateway", "prompt": "c145-s5", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Azure AI Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3–5 options (e.g., LiteLLM, LangSmith, Azure AI Gateway, custom proxy, or vendor-specific like Together AI)."}, {"id": "mai-20260917-0922-baseline|c145-s5|mistral-small|Together AI", "prompt": "c145-s5", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Together AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "vendor-specific like Together AI"}, {"id": "mai-20260917-0922-baseline|c145-s5|moonshot-small|LiteLLM", "prompt": "c145-s5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiteLLM** | Cost-conscious, technical teams | Self-hosted | Open source, 140+ providers, free tier"}, {"id": "mai-20260917-0922-baseline|c145-s5|moonshot-small|TrueFoundry", "prompt": "c145-s5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "TrueFoundry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Self-hosted**: Full control, data stays in your environment (LiteLLM, TrueFoundry)"}, {"id": "mai-20260917-0922-baseline|c145-s5|moonshot-small|Portkey", "prompt": "c145-s5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Portkey** | Governance-focused teams | Managed or hybrid | Strong observability"}, {"id": "mai-20260917-0922-baseline|c145-s5|moonshot-small|OpenRouter", "prompt": "c145-s5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OpenRouter** | Easy experimentation | Fully managed | Largest model catalog, simple setup"}, {"id": "mai-20260917-0922-baseline|c145-s5|moonshot-small|Helicone", "prompt": "c145-s5", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Helicone** | Deep analytics needs | Managed | Excellent cost tracking and prompt management"}, {"id": "mai-20260917-0922-baseline|c145-s5|xai-small|LiteLLM", "prompt": "c145-s5", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with open-source like LiteLLM if self-hosting fits"}, {"id": "mai-20260917-0922-baseline|c145-s5|xai-small|Portkey", "prompt": "c145-s5", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Portkey/Helicone (observability focus, managed)"}, {"id": "mai-20260917-0922-baseline|c145-s5|xai-small|OpenRouter", "prompt": "c145-s5", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OpenRouter (model marketplace)"}, {"id": "mai-20260917-0922-baseline|c145-s5|xai-small|Helicone", "prompt": "c145-s5", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Portkey/Helicone (observability focus, managed)"}, {"id": "mai-20260917-0922-baseline|c145-s5|xai-small|TrueFoundry", "prompt": "c145-s5", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "TrueFoundry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like LiteLLM, Portkey, OpenRouter, Helicone, TrueFoundry, or Bifrost"}, {"id": "mai-20260917-0922-baseline|c145-s5|xai-small|Bifrost", "prompt": "c145-s5", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Bifrost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "tools like LiteLLM, Portkey, OpenRouter, Helicone, TrueFoundry, or Bifrost"}, {"id": "mai-20260917-0922-baseline|c145-s5|zai-small|LiteLLM", "prompt": "c145-s5", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "LiteLLM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Look for a free tier or self‑hosted open‑source option (e.g., LiteLLM)."}, {"id": "mai-20260917-0922-baseline|c145-s5|zai-small|Helicone", "prompt": "c145-s5", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Helicone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Helicone** – Free tier (10K requests/mo) → $20/seat/mo; passes through provider pricing."}, {"id": "mai-20260917-0922-baseline|c145-s5|zai-small|Portkey", "prompt": "c145-s5", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "Portkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Portkey** – Free tier → $5K+/mo enterprise; includes guardrails and routing."}, {"id": "mai-20260917-0922-baseline|c145-s5|zai-small|OpenRouter", "prompt": "c145-s5", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "scale", "raw": "OpenRouter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**OpenRouter** – 0% markup on inference; 5.5% on credit purchases."}, {"id": "mai-20260917-0922-baseline|c145-s6|alibaba-small|LiteLLM", "prompt": "c145-s6", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiteLLM:** (The industry standard for open-source proxying/middleware)."}, {"id": "mai-20260917-0922-baseline|c145-s6|alibaba-small|OpenRouter", "prompt": "c145-s6", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OpenRouter:** (A marketplace aggregator with competitive pricing)."}, {"id": "mai-20260917-0922-baseline|c145-s6|alibaba-small|Vercel AI SDK", "prompt": "c145-s6", "model": "alibaba-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Vercel AI SDK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vercel AI SDK:** (Excellent for frontend-heavy apps)."}, {"id": "mai-20260917-0922-baseline|c145-s6|anthropic-small|LiteLLM", "prompt": "c145-s6", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "its security history is a caution rather than a disqualifier"}, {"id": "mai-20260917-0922-baseline|c145-s6|anthropic-small|OpenRouter", "prompt": "c145-s6", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "OpenRouter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It's held back by fragmented per-model privacy policies"}, {"id": "mai-20260917-0922-baseline|c145-s6|anthropic-small|Portkey", "prompt": "c145-s6", "model": "anthropic-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Portkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Portkey's design introduces constraints at enterprise scale... it may outgrow small businesses as they scale"}, {"id": "mai-20260917-0922-baseline|c145-s6|challenger-small|Kong AI Gateway", "prompt": "c145-s6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be cautious if you do not already run Kong, because it is positioned as enterprise-grade and more complex to operate"}, {"id": "mai-20260917-0922-baseline|c145-s6|challenger-small|Portkey", "prompt": "c145-s6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Portkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "be cautious if you are cost-sensitive or very small ... potentially **expensive at scale**"}, {"id": "mai-20260917-0922-baseline|c145-s6|challenger-small|Vercel AI Gateway", "prompt": "c145-s6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Vercel AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "be cautious unless you are already on Vercel"}, {"id": "mai-20260917-0922-baseline|c145-s6|challenger-small|Cloudflare AI Gateway", "prompt": "c145-s6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "limited governance for multi-team setups** and no self-host option"}, {"id": "mai-20260917-0922-baseline|c145-s6|challenger-small|OpenRouter", "prompt": "c145-s6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "OpenRouter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "be cautious if you care about direct provider relationships, unified governance, or tight vendor control"}, {"id": "mai-20260917-0922-baseline|c145-s6|challenger-small|TrueFoundry", "prompt": "c145-s6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "TrueFoundry", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid unless you already use those platforms or have enterprise governance needs"}, {"id": "mai-20260917-0922-baseline|c145-s6|challenger-small|Databricks Unity AI Gateway", "prompt": "c145-s6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Databricks Unity AI Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid unless you already use those platforms or have enterprise governance needs"}, {"id": "mai-20260917-0922-baseline|c145-s6|challenger-small|LiteLLM", "prompt": "c145-s6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "sources most often point small teams toward **LiteLLM** or **Helicone** as lighter-weight starting points"}, {"id": "mai-20260917-0922-baseline|c145-s6|challenger-small|Helicone", "prompt": "c145-s6", "model": "challenger-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Helicone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "point small teams toward **LiteLLM** or **Helicone** as lighter-weight starting points"}, {"id": "mai-20260917-0922-baseline|c145-s6|deepseek-small|LiteLLM", "prompt": "c145-s6", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "LiteLLM (self-hosted, open source) — **use with caution**"}, {"id": "mai-20260917-0922-baseline|c145-s6|deepseek-small|TensorZero", "prompt": "c145-s6", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "TensorZero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Open-source gateways with low maintenance (e.g., TensorZero) — **avoid for new work**"}, {"id": "mai-20260917-0922-baseline|c145-s6|deepseek-small|Cloudflare AI Gateway", "prompt": "c145-s6", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Managed options from established vendors (Cloudflare AI Gateway, Kong, Portkey, OpenRouter) with documented compliance are generally safer starting points"}, {"id": "mai-20260917-0922-baseline|c145-s6|deepseek-small|Kong", "prompt": "c145-s6", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Kong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Managed options from established vendors (Cloudflare AI Gateway, Kong, Portkey, OpenRouter) with documented compliance are generally safer starting points"}, {"id": "mai-20260917-0922-baseline|c145-s6|deepseek-small|Portkey", "prompt": "c145-s6", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Portkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Managed options from established vendors (Cloudflare AI Gateway, Kong, Portkey, OpenRouter) with documented compliance are generally safer starting points"}, {"id": "mai-20260917-0922-baseline|c145-s6|deepseek-small|OpenRouter", "prompt": "c145-s6", "model": "deepseek-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Managed options from established vendors (Cloudflare AI Gateway, Kong, Portkey, OpenRouter) with documented compliance are generally safer starting points"}, {"id": "mai-20260917-0922-baseline|c145-s6|google-small|Kong AI Gateway", "prompt": "c145-s6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Kong AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Complex, Enterprise-Grade API Gateways (The \"Overkill\" Trap) ... Why to be cautious: These gateways are designed for large IT departments"}, {"id": "mai-20260917-0922-baseline|c145-s6|google-small|Apigee", "prompt": "c145-s6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Apigee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples: Kong AI Gateway, Apigee, Envoy AI Gateway. ... highly resource-intensive to set up, maintain, and scale"}, {"id": "mai-20260917-0922-baseline|c145-s6|google-small|Envoy AI Gateway", "prompt": "c145-s6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Envoy AI Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples: Kong AI Gateway, Apigee, Envoy AI Gateway. ... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c145-s6|google-small|LiteLLM", "prompt": "c145-s6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Self-Hosted Gateways (Unless You Have Dedicated DevOps) Examples: Open-source self-hosted LiteLLM, Bifrost, One API."}, {"id": "mai-20260917-0922-baseline|c145-s6|google-small|Bifrost", "prompt": "c145-s6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Bifrost", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Examples: Open-source self-hosted LiteLLM, Bifrost, One API. ... \"free\" in software licenses often means \"expensive\" in engineering hours."}, {"id": "mai-20260917-0922-baseline|c145-s6|google-small|One API", "prompt": "c145-s6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "One API", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Examples: Open-source self-hosted LiteLLM, Bifrost, One API. ... If you lack a dedicated engineer ... stick to a managed SaaS alternative."}, {"id": "mai-20260917-0922-baseline|c145-s6|google-small|Cloudflare AI Gateway", "prompt": "c145-s6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Cloudflare AI Gateway: Excellent for small businesses already using Cloudflare. It's fast, has a generous free tier"}, {"id": "mai-20260917-0922-baseline|c145-s6|google-small|Portkey (SaaS Tier)", "prompt": "c145-s6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Portkey (SaaS Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Great if you want built-in observability, guardrails, and compliance without having to host it yourself."}, {"id": "mai-20260917-0922-baseline|c145-s6|google-small|OpenRouter", "prompt": "c145-s6", "model": "google-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "OpenRouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you need to prototype rapidly across dozens of different open-source and proprietary models"}, {"id": "mai-20260917-0922-baseline|c145-s6|meta-small|LiteLLM", "prompt": "c145-s6", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LiteLLM - A good option for small dev teams due to its low overhead, fast integration, and strong observability."}, {"id": "mai-20260917-0922-baseline|c145-s6|meta-small|TrueFoundry", "prompt": "c145-s6", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "TrueFoundry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "TrueFoundry - While it is a good option for enterprises with complex workflows, it may be too comprehensive for small teams"}, {"id": "mai-20260917-0922-baseline|c145-s6|meta-small|Portkey", "prompt": "c145-s6", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Portkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Portkey - Similar to TrueFoundry, it is designed for enterprises and may require extensive infrastructure or compliance management."}, {"id": "mai-20260917-0922-baseline|c145-s6|meta-small|Helicone", "prompt": "c145-s6", "model": "meta-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Helicone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Helicone - Another option for small dev teams, offering low overhead and fast integration."}, {"id": "mai-20260917-0922-baseline|c145-s6|minimax-small|LiteLLM", "prompt": "c145-s6", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**LiteLLM** – Multiple Serious Issues ... Budget enforcement failures ... Security vulnerabilities"}, {"id": "mai-20260917-0922-baseline|c145-s6|minimax-small|Helicone", "prompt": "c145-s6", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Helicone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Helicone** – Maintenance Mode & Reliability Concerns ... now in maintenance mode, no new features coming"}, {"id": "mai-20260917-0922-baseline|c145-s6|minimax-small|Portkey", "prompt": "c145-s6", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Portkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Portkey** – Hidden Costs & Design Gaps ... Billing surprise ... Higher latency"}, {"id": "mai-20260917-0922-baseline|c145-s6|minimax-small|Kong's gateway", "prompt": "c145-s6", "model": "minimax-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Kong's gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Benchmarks show ~65% higher latency vs Kong's gateway"}, {"id": "mai-20260917-0922-baseline|c145-s6|mistral-small|LiteLLM", "prompt": "c145-s6", "model": "mistral-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "There have been documented compromises of certain LLM gateways, such as LiteLLM, which led to key theft, data access, and even cryptomining"}, {"id": "mai-20260917-0922-baseline|c145-s6|moonshot-small|LiteLLM", "prompt": "c145-s6", "model": "moonshot-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "hundreds of publicly exposed LiteLLM servers** (a popular open-source AI gateway) were accepting the default master key (`sk-1234`) or required **no authentication at all**"}, {"id": "mai-20260917-0922-baseline|c145-s6|xai-small|LiteLLM (especially self-hosted)", "prompt": "c145-s6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM (especially self-hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Gateways to **Avoid or Be Highly Cautious About**:\n- **LiteLLM (especially self-hosted)**... otherwise, skip."}, {"id": "mai-20260917-0922-baseline|c145-s6|xai-small|OpenRouter", "prompt": "c145-s6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "OpenRouter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "No uptime SLA; auto-routing/fallbacks can silently send data to non-compliant providers ... risking data residency/GDPR issues"}, {"id": "mai-20260917-0922-baseline|c145-s6|xai-small|Helicone", "prompt": "c145-s6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Helicone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Acquired by Mintlify (2026); in maintenance mode with no new features/updates ... not future-proof for production."}, {"id": "mai-20260917-0922-baseline|c145-s6|xai-small|Bifrost", "prompt": "c145-s6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Bifrost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Great for control/privacy (e.g., LiteLLM/Bifrost), but adds DevOps burden"}, {"id": "mai-20260917-0922-baseline|c145-s6|xai-small|Cloudflare AI Gateway", "prompt": "c145-s6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Cloudflare AI Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with free tiers (Portkey/Cloudflare)"}, {"id": "mai-20260917-0922-baseline|c145-s6|xai-small|Portkey", "prompt": "c145-s6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Portkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Start with free tiers (Portkey/Cloudflare)"}, {"id": "mai-20260917-0922-baseline|c145-s6|xai-small|Requesty", "prompt": "c145-s6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Requesty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "High uptime/compliance | $49+/mo | 99.99% SLA, auto-failover, EU hosting."}, {"id": "mai-20260917-0922-baseline|c145-s6|xai-small|LiteLLM Enterprise", "prompt": "c145-s6", "model": "xai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "LiteLLM Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Still inherits some vulns—patch aggressively."}, {"id": "mai-20260917-0922-baseline|c145-s6|zai-small|DeepSeek", "prompt": "c145-s6", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "DeepSeek", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Who to Avoid: Any gateway routing requests through servers hosted by Chinese companies such as **DeepSeek, Moonshot AI, Alibaba, MiniMax, StepFun, or Z.AI.**"}, {"id": "mai-20260917-0922-baseline|c145-s6|zai-small|Moonshot AI", "prompt": "c145-s6", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Moonshot AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Who to Avoid: Any gateway routing requests through servers hosted by Chinese companies such as **DeepSeek, Moonshot AI, Alibaba, MiniMax, StepFun, or Z.AI.**"}, {"id": "mai-20260917-0922-baseline|c145-s6|zai-small|Alibaba", "prompt": "c145-s6", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Alibaba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Who to Avoid: Any gateway routing requests through servers hosted by Chinese companies such as **DeepSeek, Moonshot AI, Alibaba, MiniMax, StepFun, or Z.AI.**"}, {"id": "mai-20260917-0922-baseline|c145-s6|zai-small|MiniMax", "prompt": "c145-s6", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "MiniMax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Who to Avoid: Any gateway routing requests through servers hosted by Chinese companies such as **DeepSeek, Moonshot AI, Alibaba, MiniMax, StepFun, or Z.AI.**"}, {"id": "mai-20260917-0922-baseline|c145-s6|zai-small|StepFun", "prompt": "c145-s6", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "StepFun", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Who to Avoid: Any gateway routing requests through servers hosted by Chinese companies such as **DeepSeek, Moonshot AI, Alibaba, MiniMax, StepFun, or Z.AI.**"}, {"id": "mai-20260917-0922-baseline|c145-s6|zai-small|Z.AI", "prompt": "c145-s6", "model": "zai-small", "cat": "llm-gateways-and-observability", "variant": "negative", "raw": "Z.AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Who to Avoid: Any gateway routing requests through servers hosted by Chinese companies such as **DeepSeek, Moonshot AI, Alibaba, MiniMax, StepFun, or Z.AI.**"}, {"id": "mai-20260917-0922-baseline|c146-l1|alibaba-small|Aravo Technologies", "prompt": "c146-l1", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Aravo Technologies", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you require a pure-play, global-scale TPRM solution, Aravo is often considered the market leader."}, {"id": "mai-20260917-0922-baseline|c146-l1|alibaba-small|SecurityScorecard", "prompt": "c146-l1", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Cyber-Risk Visibility: **SecurityScorecard** or **Bitsight**"}, {"id": "mai-20260917-0922-baseline|c146-l1|alibaba-small|Bitsight", "prompt": "c146-l1", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "focuses heavily on providing \"quantified\" security ratings"}, {"id": "mai-20260917-0922-baseline|c146-l1|alibaba-small|Riskonnect", "prompt": "c146-l1", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Riskonnect is the leading cloud-native choice"}, {"id": "mai-20260917-0922-baseline|c146-l1|alibaba-small|ComplyScore", "prompt": "c146-l1", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ComplyScore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ComplyScore has gained significant traction recently for solving the \"questionnaire fatigue\" problem"}, {"id": "mai-20260917-0922-baseline|c146-l1|alibaba-small|Vanta", "prompt": "c146-l1", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Choose ComplyScore/Vanta if:** You want to modernize workflows"}, {"id": "mai-20260917-0922-baseline|c146-l1|anthropic-small|Riskonnect", "prompt": "c146-l1", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Riskonnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Riskonnect ranks as the most comprehensive, mature third-party risk management solution on the market"}, {"id": "mai-20260917-0922-baseline|c146-l1|anthropic-small|OneTrust", "prompt": "c146-l1", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OneTrust is best for organizations running third-party management alongside privacy and AI governance"}, {"id": "mai-20260917-0922-baseline|c146-l1|anthropic-small|Panorays", "prompt": "c146-l1", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for teams that prioritize vendor collaboration"}, {"id": "mai-20260917-0922-baseline|c146-l1|anthropic-small|BitSight", "prompt": "c146-l1", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BitSight is a strong choice if your priority is widely recognized cyber ratings"}, {"id": "mai-20260917-0922-baseline|c146-l1|challenger-small|OneTrust", "prompt": "c146-l1", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**OneTrust** if your program is driven by compliance and privacy obligations"}, {"id": "mai-20260917-0922-baseline|c146-l1|challenger-small|Riskonnect", "prompt": "c146-l1", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Riskonnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Riskonnect** has the strongest claim for enterprise-wide TPRM"}, {"id": "mai-20260917-0922-baseline|c146-l1|challenger-small|BitSight", "prompt": "c146-l1", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BitSight** or **SecurityScorecard** are stronger"}, {"id": "mai-20260917-0922-baseline|c146-l1|challenger-small|SecurityScorecard", "prompt": "c146-l1", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BitSight** or **SecurityScorecard** are stronger"}, {"id": "mai-20260917-0922-baseline|c146-l1|challenger-small|ProcessUnity", "prompt": "c146-l1", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ProcessUnity** is a strong enterprise option"}, {"id": "mai-20260917-0922-baseline|c146-l1|challenger-small|Mitratech Prevalent", "prompt": "c146-l1", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Mitratech Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for **enterprise-wide lifecycle management** with integrated GRC/ESG/InfoSec"}, {"id": "mai-20260917-0922-baseline|c146-l1|deepseek-small|Prevalent (Mitratech)", "prompt": "c146-l1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Prevalent (Mitratech)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ProcessUnity** and **Prevalent** are the most frequently cited \"best overall\" TPRM platforms for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c146-l1|deepseek-small|ProcessUnity", "prompt": "c146-l1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ProcessUnity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ProcessUnity** and **Prevalent** are the most frequently cited \"best overall\" TPRM platforms for enterprise scale"}, {"id": "mai-20260917-0922-baseline|c146-l1|deepseek-small|OneTrust", "prompt": "c146-l1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If TPRM is part of a broader compliance/privacy transformation, **OneTrust** often makes sense instead."}, {"id": "mai-20260917-0922-baseline|c146-l1|deepseek-small|Aravo", "prompt": "c146-l1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Aravo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prevalent or ProcessUnity/Aravo** as the core TPRM workflow platform"}, {"id": "mai-20260917-0922-baseline|c146-l1|deepseek-small|BitSight", "prompt": "c146-l1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "with **BitSight** as the top choice specifically for continuous cyber-risk monitoring"}, {"id": "mai-20260917-0922-baseline|c146-l1|deepseek-small|Diligent", "prompt": "c146-l1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Also worth considering depending on your profile"}, {"id": "mai-20260917-0922-baseline|c146-l1|deepseek-small|SecurityScorecard", "prompt": "c146-l1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**BitSight or SecurityScorecard** as an integrated continuous cyber-monitoring layer"}, {"id": "mai-20260917-0922-baseline|c146-l1|deepseek-small|UpGuard", "prompt": "c146-l1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "UpGuard & SecurityScorecard as ratings-focused options"}, {"id": "mai-20260917-0922-baseline|c146-l1|deepseek-small|Venminder", "prompt": "c146-l1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Venminder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Venminder for financial services/mid-market"}, {"id": "mai-20260917-0922-baseline|c146-l1|google-small|OneTrust (Third-Party Risk Management)", "prompt": "c146-l1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "OneTrust (Third-Party Risk Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recognized as a Leader in the Gartner Magic Quadrant, OneTrust has transitioned from a privacy-centric tool into a massive GRC and trust platform."}, {"id": "mai-20260917-0922-baseline|c146-l1|google-small|Diligent (including Diligent-3rdRisk)", "prompt": "c146-l1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Diligent (including Diligent-3rdRisk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Diligent offers unparalleled board-level reporting and audit committee integrations."}, {"id": "mai-20260917-0922-baseline|c146-l1|google-small|ProcessUnity", "prompt": "c146-l1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mature enterprise teams that require highly customized, complex approval workflows across multiple departments."}, {"id": "mai-20260917-0922-baseline|c146-l1|google-small|Bitsight", "prompt": "c146-l1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A pioneer in security ratings, Bitsight offers deep continuous monitoring and quantifiable cyber risk metrics."}, {"id": "mai-20260917-0922-baseline|c146-l1|google-small|UpGuard", "prompt": "c146-l1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Teams looking for a user-friendly, unified platform that automates both security ratings and vendor questionnaire completion."}, {"id": "mai-20260917-0922-baseline|c146-l1|google-small|Panorays", "prompt": "c146-l1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A platform built explicitly to combine automated smart questionnaires with external attack-surface monitoring."}, {"id": "mai-20260917-0922-baseline|c146-l1|google-small|ServiceNow (Vendor Risk Management)", "prompt": "c146-l1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ServiceNow (Vendor Risk Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Large enterprises already deeply committed to the ServiceNow ecosystem"}, {"id": "mai-20260917-0922-baseline|c146-l1|google-small|Exiger", "prompt": "c146-l1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Exiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A leader in Gartner\\u2019s Supplier Risk Management Solutions Magic Quadrant, Exiger is an AI-powered system designed for deep supply chain visibility."}, {"id": "mai-20260917-0922-baseline|c146-l1|google-small|Vanta", "prompt": "c146-l1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "select a platform (like **Vanta** or **OneTrust**) that integrates continuous SaaS discovery"}, {"id": "mai-20260917-0922-baseline|c146-l1|google-small|Risk Ledger", "prompt": "c146-l1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Risk Ledger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "platforms with **pre-completed assessment networks** (like **ProcessUnity/CyberGRX** or **Risk Ledger**)"}, {"id": "mai-20260917-0922-baseline|c146-l1|google-small|SpyCloud", "prompt": "c146-l1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SpyCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "dark web monitoring (like **SpyCloud**)"}, {"id": "mai-20260917-0922-baseline|c146-l1|meta-small|Riskonnect", "prompt": "c146-l1", "model": "meta-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated platforms include Riskonnect, UpGuard, and Vanta."}, {"id": "mai-20260917-0922-baseline|c146-l1|meta-small|UpGuard", "prompt": "c146-l1", "model": "meta-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated platforms include Riskonnect, UpGuard, and Vanta."}, {"id": "mai-20260917-0922-baseline|c146-l1|meta-small|Vanta", "prompt": "c146-l1", "model": "meta-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated platforms include Riskonnect, UpGuard, and Vanta."}, {"id": "mai-20260917-0922-baseline|c146-l1|minimax-small|BitSight", "prompt": "c146-l1", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "BitSight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **BitSight**\n- Known for continuous security ratings and external risk intelligence\n- Strong for large enterprises with thousands of vendors"}, {"id": "mai-20260917-0922-baseline|c146-l1|minimax-small|UpGuard", "prompt": "c146-l1", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for vendor assessments and security questionnaires"}, {"id": "mai-20260917-0922-baseline|c146-l1|minimax-small|SecurityScorecard", "prompt": "c146-l1", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Similar to BitSight with security ratings"}, {"id": "mai-20260917-0922-baseline|c146-l1|minimax-small|ProcessUnity", "prompt": "c146-l1", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically designed for TPRM"}, {"id": "mai-20260917-0922-baseline|c146-l1|minimax-small|RSA Archer", "prompt": "c146-l1", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "RSA Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise-grade GRC platform"}, {"id": "mai-20260917-0922-baseline|c146-l1|mistral-small|ProcessUnity", "prompt": "c146-l1", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ProcessUnity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ProcessUnity** and **BitSight** are the top choices due to their leadership positions"}, {"id": "mai-20260917-0922-baseline|c146-l1|mistral-small|BitSight", "prompt": "c146-l1", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "BitSight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "considered the top choice for enterprises focused on cyber risk and vendor oversight"}, {"id": "mai-20260917-0922-baseline|c146-l1|mistral-small|SAI360 (SAI Global)", "prompt": "c146-l1", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SAI360 (SAI Global)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAI360** is a strong alternative for those seeking a broader GRC platform with integrated TPRM."}, {"id": "mai-20260917-0922-baseline|c146-l1|moonshot-small|OneTrust Third-Party Risk Management", "prompt": "c146-l1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "OneTrust Third-Party Risk Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you need full lifecycle + workflow automation**: **ProcessUnity** or **OneTrust**"}, {"id": "mai-20260917-0922-baseline|c146-l1|moonshot-small|ProcessUnity", "prompt": "c146-l1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ProcessUnity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you need full lifecycle + workflow automation**: **ProcessUnity** or **OneTrust**"}, {"id": "mai-20260917-0922-baseline|c146-l1|moonshot-small|Prevalent (Mitratech)", "prompt": "c146-l1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Prevalent (Mitratech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you prefer a managed service approach**: **Prevalent**"}, {"id": "mai-20260917-0922-baseline|c146-l1|moonshot-small|BitSight", "prompt": "c146-l1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you want continuous cyber monitoring + ratings**: **BitSight** or **UpGuard**"}, {"id": "mai-20260917-0922-baseline|c146-l1|moonshot-small|SecurityScorecard", "prompt": "c146-l1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **SecurityScorecard** | Large-scale vendor monitoring | A-F security ratings"}, {"id": "mai-20260917-0922-baseline|c146-l1|moonshot-small|UpGuard", "prompt": "c146-l1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you want continuous cyber monitoring + ratings**: **BitSight** or **UpGuard**"}, {"id": "mai-20260917-0922-baseline|c146-l1|moonshot-small|RiskRecon", "prompt": "c146-l1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "RiskRecon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **RiskRecon** | Contextualized, action-oriented ratings | Risk Priority Matrix"}, {"id": "mai-20260917-0922-baseline|c146-l1|openai-small|ProcessUnity", "prompt": "c146-l1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ProcessUnity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for end-to-end TPRM workflow and broad enterprise risk programs: ProcessUnity or OneTrust"}, {"id": "mai-20260917-0922-baseline|c146-l1|openai-small|OneTrust", "prompt": "c146-l1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for end-to-end TPRM workflow and broad enterprise risk programs: ProcessUnity or OneTrust"}, {"id": "mai-20260917-0922-baseline|c146-l1|openai-small|Bitsight", "prompt": "c146-l1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for continuous cyber-risk monitoring and vendor security intelligence: Bitsight"}, {"id": "mai-20260917-0922-baseline|c146-l1|openai-small|Archer", "prompt": "c146-l1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "alongside Archer, Aravo, Certa, MetricStream, NAVEX, Riskonnect, and others"}, {"id": "mai-20260917-0922-baseline|c146-l1|openai-small|Aravo", "prompt": "c146-l1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Aravo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "alongside Archer, Aravo, Certa, MetricStream, NAVEX, Riskonnect, and others"}, {"id": "mai-20260917-0922-baseline|c146-l1|openai-small|Certa", "prompt": "c146-l1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Certa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "alongside Archer, Aravo, Certa, MetricStream, NAVEX, Riskonnect, and others"}, {"id": "mai-20260917-0922-baseline|c146-l1|openai-small|MetricStream", "prompt": "c146-l1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "alongside Archer, Aravo, Certa, MetricStream, NAVEX, Riskonnect, and others"}, {"id": "mai-20260917-0922-baseline|c146-l1|openai-small|NAVEX", "prompt": "c146-l1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "NAVEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "alongside Archer, Aravo, Certa, MetricStream, NAVEX, Riskonnect, and others"}, {"id": "mai-20260917-0922-baseline|c146-l1|openai-small|Riskonnect", "prompt": "c146-l1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "alongside Archer, Aravo, Certa, MetricStream, NAVEX, Riskonnect, and others"}, {"id": "mai-20260917-0922-baseline|c146-l1|openai-small|Prevalent", "prompt": "c146-l1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Prevalent is also a strong enterprise option, with a platform focused on onboarding, assessment, monitoring, and remediation"}, {"id": "mai-20260917-0922-baseline|c146-l1|xai-small|ProcessUnity", "prompt": "c146-l1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ProcessUnity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ProcessUnity** (Strongest Overall for Dedicated TPRM)"}, {"id": "mai-20260917-0922-baseline|c146-l1|xai-small|OneTrust", "prompt": "c146-l1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OneTrust** (Best for Integrated GRC/Compliance)"}, {"id": "mai-20260917-0922-baseline|c146-l1|xai-small|SecurityScorecard", "prompt": "c146-l1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "leader in scale for B2B portfolios. G2 4.3/5"}, {"id": "mai-20260917-0922-baseline|c146-l1|xai-small|BitSight", "prompt": "c146-l1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quantified risk scores; G2 4.5/5 (76+ reviews). Strong for financial services B2B."}, {"id": "mai-20260917-0922-baseline|c146-l1|xai-small|UpGuard", "prompt": "c146-l1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "#1 G2 TPRM multiple quarters; affordable entry ($1,750/mo tiered)."}, {"id": "mai-20260917-0922-baseline|c146-l1|xai-small|ServiceNow", "prompt": "c146-l1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workflow integration in large IT stacks ... Forrester Leader; embeds TPRM in broader ops."}, {"id": "mai-20260917-0922-baseline|c146-l1|xai-small|Diligent", "prompt": "c146-l1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "2026 Gartner MQ Leader (top Ability to Execute)."}, {"id": "mai-20260917-0922-baseline|c146-l1|xai-small|MetricStream", "prompt": "c146-l1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Configurable for regulated industries ... Forrester Leader Q1 2024."}, {"id": "mai-20260917-0922-baseline|c146-l1|zai-small|UpGuard", "prompt": "c146-l1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for unified monitoring & workflow automation:** UpGuard"}, {"id": "mai-20260917-0922-baseline|c146-l1|zai-small|SecurityScorecard", "prompt": "c146-l1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for portfolio‑level cyber risk visibility:** SecurityScorecard"}, {"id": "mai-20260917-0922-baseline|c146-l1|zai-small|OneTrust", "prompt": "c146-l1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for broad GRC & compliance programmes:** OneTrust"}, {"id": "mai-20260917-0922-baseline|c146-l1|zai-small|Riskonnect", "prompt": "c146-l1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for enterprise GRC‑integrated TPRM:** Riskonnect"}, {"id": "mai-20260917-0922-baseline|c146-l1|zai-small|ProcessUnity", "prompt": "c146-l1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for highly configurable enterprise workflows:** ProcessUnity"}, {"id": "mai-20260917-0922-baseline|c146-l1|zai-small|Risk Ledger", "prompt": "c146-l1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Risk Ledger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for security‑led supplier assurance & supply chain visibility:** Risk Ledger"}, {"id": "mai-20260917-0922-baseline|c146-l1|zai-small|Panorays", "prompt": "c146-l1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for attack‑surface + assessment integration:** Panorays"}, {"id": "mai-20260917-0922-baseline|c146-l1|zai-small|Vanta", "prompt": "c146-l1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for compliance automation & vendor reviews:** Vanta"}, {"id": "mai-20260917-0922-baseline|c146-l2|alibaba-small|MTRisk", "prompt": "c146-l2", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "MTRisk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **MTRisk** (by Mitratech) or **Bitsight**, depending on your specific priorities."}, {"id": "mai-20260917-0922-baseline|c146-l2|alibaba-small|Bitsight", "prompt": "c146-l2", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Bitsight is the industry leader"}, {"id": "mai-20260917-0922-baseline|c146-l2|anthropic-small|OneTrust", "prompt": "c146-l2", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "OneTrust, ProcessUnity, Prevalent, or Venminder are recommended because you need dedicated third-party risk management depth"}, {"id": "mai-20260917-0922-baseline|c146-l2|anthropic-small|ProcessUnity", "prompt": "c146-l2", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OneTrust, ProcessUnity, Prevalent, or Venminder are recommended"}, {"id": "mai-20260917-0922-baseline|c146-l2|anthropic-small|Prevalent", "prompt": "c146-l2", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OneTrust, ProcessUnity, Prevalent, or Venminder are recommended"}, {"id": "mai-20260917-0922-baseline|c146-l2|anthropic-small|Venminder", "prompt": "c146-l2", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OneTrust, ProcessUnity, Prevalent, or Venminder are recommended"}, {"id": "mai-20260917-0922-baseline|c146-l2|anthropic-small|Bitsight", "prompt": "c146-l2", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Bitsight is the leading vendor risk management platform for global enterprises in 2025"}, {"id": "mai-20260917-0922-baseline|c146-l2|anthropic-small|ServiceNow", "prompt": "c146-l2", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you already rely on ServiceNow for IT and risk workflows, that platform fits best when you need integration with IT ownership"}, {"id": "mai-20260917-0922-baseline|c146-l2|anthropic-small|SecurityScorecard", "prompt": "c146-l2", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "whether you prefer a specialized vendor risk tool (Bitsight, SecurityScorecard)"}, {"id": "mai-20260917-0922-baseline|c146-l2|anthropic-small|Archer", "prompt": "c146-l2", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a broader GRC platform that includes vendor risk management (OneTrust, Archer, ServiceNow)"}, {"id": "mai-20260917-0922-baseline|c146-l2|challenger-small|ProcessUnity", "prompt": "c146-l2", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ProcessUnity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ProcessUnity** if your priority is a scalable, enterprise-grade **third-party/vendor risk workflow platform**"}, {"id": "mai-20260917-0922-baseline|c146-l2|challenger-small|BitSight", "prompt": "c146-l2", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company's main need is **continuous cyber risk monitoring** across a large external ecosystem, then **BitSight** is the stronger choice."}, {"id": "mai-20260917-0922-baseline|c146-l2|challenger-small|OneTrust TPRM", "prompt": "c146-l2", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "OneTrust TPRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **OneTrust TPRM** if you want a broader **privacy/compliance** platform that also covers third-party risk."}, {"id": "mai-20260917-0922-baseline|c146-l2|challenger-small|Mitratech Prevalent", "prompt": "c146-l2", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Mitratech Prevalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Complex organizations needing centralized oversight | Strong reporting, continuous monitoring, and many assessment templates."}, {"id": "mai-20260917-0922-baseline|c146-l2|challenger-small|SecurityScorecard", "prompt": "c146-l2", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best when external security ratings coverage matters more than workflow depth."}, {"id": "mai-20260917-0922-baseline|c146-l2|deepseek-small|OneTrust", "prompt": "c146-l2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice for most large enterprises is **OneTrust's Third-Party Risk Management (TPRM) module**"}, {"id": "mai-20260917-0922-baseline|c146-l2|deepseek-small|BitSight", "prompt": "c146-l2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **BitSight** as the strongest complementary addition for cyber-risk monitoring at scale"}, {"id": "mai-20260917-0922-baseline|c146-l2|deepseek-small|Prevalent (Mitratech)", "prompt": "c146-l2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Prevalent (Mitratech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prevalent** or **ProcessUnity** are excellent specialist choices"}, {"id": "mai-20260917-0922-baseline|c146-l2|deepseek-small|ProcessUnity", "prompt": "c146-l2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prevalent** or **ProcessUnity** are excellent specialist choices"}, {"id": "mai-20260917-0922-baseline|c146-l2|deepseek-small|Venminder", "prompt": "c146-l2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Venminder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Purpose-built platforms with strong assessment automation and evidence tracking."}, {"id": "mai-20260917-0922-baseline|c146-l2|deepseek-small|ServiceNow", "prompt": "c146-l2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best if you already run ServiceNow or Archer so vendor risk lives inside your core platform."}, {"id": "mai-20260917-0922-baseline|c146-l2|deepseek-small|Archer", "prompt": "c146-l2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best if you already run ServiceNow or Archer so vendor risk lives inside your core platform."}, {"id": "mai-20260917-0922-baseline|c146-l2|deepseek-small|SecurityScorecard", "prompt": "c146-l2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**BitSight** or **SecurityScorecard** are the leaders"}, {"id": "mai-20260917-0922-baseline|c146-l2|deepseek-small|UpGuard", "prompt": "c146-l2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cyber-risk ratings for executives | Easy-to-understand scores for large enterprises"}, {"id": "mai-20260917-0922-baseline|c146-l2|google-small|ProcessUnity (with CyberGRX)", "prompt": "c146-l2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ProcessUnity (with CyberGRX)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with ProcessUnity if your priority is accessing a massive shared network of pre-assessed vendors to bypass manual questionnaires."}, {"id": "mai-20260917-0922-baseline|c146-l2|google-small|ServiceNow Vendor Risk Management (VRM)", "prompt": "c146-l2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ServiceNow Vendor Risk Management (VRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with ServiceNow VRM if your enterprise is already heavily invested in the ServiceNow platform."}, {"id": "mai-20260917-0922-baseline|c146-l2|google-small|UpGuard", "prompt": "c146-l2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with UpGuard if your priority is a modern, fast, AI-driven platform that combines continuous cybersecurity scanning"}, {"id": "mai-20260917-0922-baseline|c146-l2|google-small|OneTrust Third-Party Risk Management", "prompt": "c146-l2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "OneTrust Third-Party Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with OneTrust if your program is heavily focused on global privacy regulations and compliance."}, {"id": "mai-20260917-0922-baseline|c146-l2|meta-small|ProcessUnity", "prompt": "c146-l2", "model": "meta-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ProcessUnity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ProcessUnity - suitable for large enterprises with deep governance, third-party vendor risk management, and detailed due diligence processes."}, {"id": "mai-20260917-0922-baseline|c146-l2|meta-small|Bitsight", "prompt": "c146-l2", "model": "meta-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Bitsight - a leading vendor risk management platform for global enterprises, trusted by more than 3,500 organizations including Fortune 500 companies"}, {"id": "mai-20260917-0922-baseline|c146-l2|minimax-small|Bitsight", "prompt": "c146-l2", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Bitsight** or **Panorays** as the top choices"}, {"id": "mai-20260917-0922-baseline|c146-l2|minimax-small|Panorays", "prompt": "c146-l2", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Panorays", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend **Bitsight** or **Panorays** as the top choices"}, {"id": "mai-20260917-0922-baseline|c146-l2|minimax-small|OneTrust", "prompt": "c146-l2", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OneTrust** (Best for Integrated GRC)"}, {"id": "mai-20260917-0922-baseline|c146-l2|minimax-small|ProcessUnity", "prompt": "c146-l2", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ProcessUnity** (Best for Enterprise Scale)"}, {"id": "mai-20260917-0922-baseline|c146-l2|mistral-small|ProcessUnity", "prompt": "c146-l2", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ProcessUnity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **ProcessUnity** or **Bitsight** as top vendor risk assessment tools"}, {"id": "mai-20260917-0922-baseline|c146-l2|mistral-small|Bitsight", "prompt": "c146-l2", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend **ProcessUnity** or **Bitsight** as top vendor risk assessment tools"}, {"id": "mai-20260917-0922-baseline|c146-l2|moonshot-small|ProcessUnity", "prompt": "c146-l2", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ProcessUnity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ProcessUnity** as my top choice"}, {"id": "mai-20260917-0922-baseline|c146-l2|moonshot-small|OneTrust Vendorpedia", "prompt": "c146-l2", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "OneTrust Vendorpedia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **OneTrust Vendorpedia** as a strong alternative depending on your specific needs"}, {"id": "mai-20260917-0922-baseline|c146-l2|moonshot-small|Prevalent", "prompt": "c146-l2", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Prevalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Prevalent** | Large enterprises wanting managed services"}, {"id": "mai-20260917-0922-baseline|c146-l2|moonshot-small|BitSight", "prompt": "c146-l2", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "BitSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BitSight** | Security-first organizations"}, {"id": "mai-20260917-0922-baseline|c146-l2|moonshot-small|SecurityScorecard", "prompt": "c146-l2", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SecurityScorecard** | Continuous cyber monitoring"}, {"id": "mai-20260917-0922-baseline|c146-l2|openai-small|Bitsight VRM", "prompt": "c146-l2", "model": "openai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Bitsight VRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd **recommend Bitsight VRM** as the default starting point"}, {"id": "mai-20260917-0922-baseline|c146-l2|openai-small|OneTrust", "prompt": "c146-l2", "model": "openai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OneTrust** as the strongest broader GRC/third-party-risk alternative"}, {"id": "mai-20260917-0922-baseline|c146-l2|openai-small|SecurityScorecard", "prompt": "c146-l2", "model": "openai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A third option to consider is **SecurityScorecard** if your primary need is **security-focused vendor scoring**"}, {"id": "mai-20260917-0922-baseline|c146-l2|xai-small|Bitsight", "prompt": "c146-l2", "model": "xai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Bitsight as a top vendor risk assessment tool."}, {"id": "mai-20260917-0922-baseline|c146-l2|xai-small|OneTrust", "prompt": "c146-l2", "model": "xai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep workflows for regulated industries; broad platform but steeper learning curve."}, {"id": "mai-20260917-0922-baseline|c146-l2|xai-small|ProcessUnity", "prompt": "c146-l2", "model": "xai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Forrester Leader; great for configurable assessments via risk exchange."}, {"id": "mai-20260917-0922-baseline|c146-l2|xai-small|UpGuard", "prompt": "c146-l2", "model": "xai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More affordable entry ($1,750+/mo), strong for cyber depth."}, {"id": "mai-20260917-0922-baseline|c146-l2|zai-small|OneTrust", "prompt": "c146-l2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with OneTrust or ProcessUnity"}, {"id": "mai-20260917-0922-baseline|c146-l2|zai-small|Hyperproof", "prompt": "c146-l2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hyperproof** | You prioritize repeatable, audit-ready review cycles and need tight evidence traceability."}, {"id": "mai-20260917-0922-baseline|c146-l2|zai-small|ProcessUnity", "prompt": "c146-l2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ProcessUnity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd start with OneTrust or ProcessUnity"}, {"id": "mai-20260917-0922-baseline|c146-l2|zai-small|Balbix", "prompt": "c146-l2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Balbix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Balbix** | Focuses on continuous risk exposure management across IT assets and third-party environments"}, {"id": "mai-20260917-0922-baseline|c146-l2|zai-small|Bitsight", "prompt": "c146-l2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "paired with a **continuous security-ratings platform (Bitsight, UpGuard, or SecurityScorecard)**"}, {"id": "mai-20260917-0922-baseline|c146-l2|zai-small|SecurityScorecard", "prompt": "c146-l2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SecurityScorecard** for a lighter-weight option"}, {"id": "mai-20260917-0922-baseline|c146-l2|zai-small|UpGuard", "prompt": "c146-l2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Bitsight** or **UpGuard** ... provide continuous, vendor-independent monitoring"}, {"id": "mai-20260917-0922-baseline|c146-l2|zai-small|RiskRecon", "prompt": "c146-l2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "RiskRecon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Bitsight, UpGuard, SecurityScorecard, or RiskRecon"}, {"id": "mai-20260917-0922-baseline|c146-l2|zai-small|Black Kite", "prompt": "c146-l2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Black Kite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "or Black Kite if you need dark-web monitoring"}, {"id": "mai-20260917-0922-baseline|c146-l2|zai-small|Venminder", "prompt": "c146-l2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "OneTrust or ProcessUnity (or Venminder/Prevalent if you're ServiceNow-centric)"}, {"id": "mai-20260917-0922-baseline|c146-l2|zai-small|Prevalent (Mitratech)", "prompt": "c146-l2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Prevalent (Mitratech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "or Venminder/Prevalent if you're ServiceNow-centric"}, {"id": "mai-20260917-0922-baseline|c146-l2|zai-small|Panorays", "prompt": "c146-l2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Panorays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Panorays** | AI-driven vendor risk platform with automated evidence collection"}, {"id": "mai-20260917-0922-baseline|c146-l2|zai-small|FlowAssure", "prompt": "c146-l2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "FlowAssure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**FlowAssure** | Workflow-led vendor risk platform with AI-driven evidence analysis"}, {"id": "mai-20260917-0922-baseline|c146-l2|zai-small|Spendflo", "prompt": "c146-l2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Spendflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Spendflo** | Vendor management platform that also includes risk and compliance tracking"}, {"id": "mai-20260917-0922-baseline|c146-l3|alibaba-small|OneTrust", "prompt": "c146-l3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For: Large enterprises already using OneTrust for privacy, compliance, or broader GRC who want a unified platform."}, {"id": "mai-20260917-0922-baseline|c146-l3|alibaba-small|Prevalent (by ISACA)", "prompt": "c146-l3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent (by ISACA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prioritize **Prevalent** or **ServiceNow** (GRC suite) for their depth in regulatory reporting and audit trails."}, {"id": "mai-20260917-0922-baseline|c146-l3|alibaba-small|Bitsight Technologies", "prompt": "c146-l3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Bitsight Technologies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look at **Bitsight** or **SecurityScorecard**. You need the outside-in ratings to see what questionnaires miss."}, {"id": "mai-20260917-0922-baseline|c146-l3|alibaba-small|SecurityScorecard", "prompt": "c146-l3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Companies needing high-speed, scalable monitoring of a large vendor base with executive-friendly dashboards."}, {"id": "mai-20260917-0922-baseline|c146-l3|alibaba-small|UpGuard", "prompt": "c146-l3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want speed, ease of use, and value: Consider **UpGuard** or **ProcessUnity**."}, {"id": "mai-20260917-0922-baseline|c146-l3|alibaba-small|ProcessUnity", "prompt": "c146-l3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Global enterprises needing sophisticated sub-tier risk exchange and collaboration."}, {"id": "mai-20260917-0922-baseline|c146-l3|alibaba-small|ServiceNow", "prompt": "c146-l3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prioritize **Prevalent** or **ServiceNow** (GRC suite) for their depth in regulatory reporting"}, {"id": "mai-20260917-0922-baseline|c146-l3|anthropic-small|Mitratech Prevalent", "prompt": "c146-l3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Mitratech Prevalent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The strongest TPRM platforms for 2026 are Mitratech Prevalent, UpGuard, and SecurityScorecard."}, {"id": "mai-20260917-0922-baseline|c146-l3|anthropic-small|UpGuard", "prompt": "c146-l3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The strongest TPRM platforms for 2026 are Mitratech Prevalent, UpGuard, and SecurityScorecard."}, {"id": "mai-20260917-0922-baseline|c146-l3|anthropic-small|SecurityScorecard", "prompt": "c146-l3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The strongest TPRM platforms for 2026 are Mitratech Prevalent, UpGuard, and SecurityScorecard."}, {"id": "mai-20260917-0922-baseline|c146-l3|anthropic-small|Bitsight", "prompt": "c146-l3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bitsight combines continuous cyber risk intelligence, automated vendor assessments, and regulatory-grade reporting in a single validated platform"}, {"id": "mai-20260917-0922-baseline|c146-l3|anthropic-small|OneTrust", "prompt": "c146-l3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable enterprise solutions include Bitsight, OneTrust, Panorays, ProcessUnity, Archer, MetricStream, and Riskonnect."}, {"id": "mai-20260917-0922-baseline|c146-l3|anthropic-small|Panorays", "prompt": "c146-l3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Panorays is the only platform in this group purpose-built to deliver continuous monitoring, non-intrusive assessments, compliance mapping, and scalability in one unified TPRM solution"}, {"id": "mai-20260917-0922-baseline|c146-l3|anthropic-small|ProcessUnity", "prompt": "c146-l3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ProcessUnity is a SaaS TPRM platform that automates vendor onboarding, assessments, and monitoring for high-volume programs."}, {"id": "mai-20260917-0922-baseline|c146-l3|anthropic-small|Archer", "prompt": "c146-l3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Archer offers a highly configurable third-party and vendor risk module for teams already standardized on it"}, {"id": "mai-20260917-0922-baseline|c146-l3|anthropic-small|MetricStream", "prompt": "c146-l3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "MetricStream serves large, highly regulated enterprises that run third-party risk inside a full enterprise GRC suite"}, {"id": "mai-20260917-0922-baseline|c146-l3|anthropic-small|Riskonnect", "prompt": "c146-l3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Riskonnect combines TPRM capabilities with enterprise risk management, incident management, and other risk domains in a single platform"}, {"id": "mai-20260917-0922-baseline|c146-l3|challenger-small|OneTrust", "prompt": "c146-l3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "choose **OneTrust/ServiceNow/Riskonnect** for *broad enterprise governance*"}, {"id": "mai-20260917-0922-baseline|c146-l3|challenger-small|ServiceNow", "prompt": "c146-l3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprises already standardized on ServiceNow workflows"}, {"id": "mai-20260917-0922-baseline|c146-l3|challenger-small|Riskonnect", "prompt": "c146-l3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broad **enterprise risk management** integration and end-to-end lifecycle coverage"}, {"id": "mai-20260917-0922-baseline|c146-l3|challenger-small|AuditBoard", "prompt": "c146-l3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong governance/audit orientation rather than pure cyber monitoring"}, {"id": "mai-20260917-0922-baseline|c146-l3|challenger-small|Archer", "prompt": "c146-l3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Highly configurable **enterprise GRC + TPRM** with more implementation complexity"}, {"id": "mai-20260917-0922-baseline|c146-l3|challenger-small|ProcessUnity", "prompt": "c146-l3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deep **vendor onboarding, assessments, and lifecycle workflows**"}, {"id": "mai-20260917-0922-baseline|c146-l3|challenger-small|Prevalent (Mitratech)", "prompt": "c146-l3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent (Mitratech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "often positioned as a full-lifecycle TPRM tool"}, {"id": "mai-20260917-0922-baseline|c146-l3|challenger-small|Venminder", "prompt": "c146-l3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong on vendor assessment and support, with more specialized compliance use cases"}, {"id": "mai-20260917-0922-baseline|c146-l3|challenger-small|Bitsight", "prompt": "c146-l3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best known for **security ratings** and continuous monitoring"}, {"id": "mai-20260917-0922-baseline|c146-l3|challenger-small|SecurityScorecard", "prompt": "c146-l3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Fast outside-in ratings at scale, often used for executive visibility"}, {"id": "mai-20260917-0922-baseline|c146-l3|challenger-small|UpGuard", "prompt": "c146-l3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Combines **daily rescans**, attack-surface monitoring, and questionnaire automation"}, {"id": "mai-20260917-0922-baseline|c146-l3|challenger-small|Panorays", "prompt": "c146-l3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Emphasizes combined assessments, monitoring, and audit-ready workflows"}, {"id": "mai-20260917-0922-baseline|c146-l3|deepseek-small|ProcessUnity", "prompt": "c146-l3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The reference point for highly configurable, standalone enterprise TPRM. Particularly strong in financial services and regulated sectors."}, {"id": "mai-20260917-0922-baseline|c146-l3|deepseek-small|Prevalent", "prompt": "c146-l3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong on complex vendor ecosystems with configurable workflows, managed services, and strong support."}, {"id": "mai-20260917-0922-baseline|c146-l3|deepseek-small|Panorays", "prompt": "c146-l3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Uniquely combines questionnaire automation with attack-surface (outside-in) monitoring in one platform"}, {"id": "mai-20260917-0922-baseline|c146-l3|deepseek-small|Venminder", "prompt": "c146-l3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Venminder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A classic dedicated TPRM tool with a maturity-led assessment framework and managed services."}, {"id": "mai-20260917-0922-baseline|c146-l3|deepseek-small|OneTrust", "prompt": "c146-l3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if TPRM must live alongside a broad compliance program... but enterprise pricing starts around $50K+."}, {"id": "mai-20260917-0922-baseline|c146-l3|deepseek-small|ServiceNow", "prompt": "c146-l3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "great for organizations standardizing everything on ServiceNow"}, {"id": "mai-20260917-0922-baseline|c146-l3|deepseek-small|Archer (IRM)", "prompt": "c146-l3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Archer (IRM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Powerful but requires significant implementation effort."}, {"id": "mai-20260917-0922-baseline|c146-l3|deepseek-small|Riskonnect", "prompt": "c146-l3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "End-to-end operational + cyber TPRM lifecycle integrated with broader GRC and resilience."}, {"id": "mai-20260917-0922-baseline|c146-l3|deepseek-small|Diligent", "prompt": "c146-l3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Governance- and audit- or compliance-led TPRM options for specific (often regulated) teams."}, {"id": "mai-20260917-0922-baseline|c146-l3|deepseek-small|AuditBoard", "prompt": "c146-l3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Governance- and audit- or compliance-led TPRM options"}, {"id": "mai-20260917-0922-baseline|c146-l3|deepseek-small|Mitratech", "prompt": "c146-l3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Mitratech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Governance- and audit- or compliance-led TPRM options"}, {"id": "mai-20260917-0922-baseline|c146-l3|deepseek-small|Bitsight", "prompt": "c146-l3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "The leading quantified security-rating platform. Excellent at portfolio-level ratings at scale"}, {"id": "mai-20260917-0922-baseline|c146-l3|deepseek-small|SecurityScorecard", "prompt": "c146-l3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Very strong outside-in ratings combined with threat intelligence and an extensive connector ecosystem"}, {"id": "mai-20260917-0922-baseline|c146-l3|deepseek-small|UpGuard", "prompt": "c146-l3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "The most accessible of this group: published tiered pricing... Great for fast onboarding"}, {"id": "mai-20260917-0922-baseline|c146-l3|deepseek-small|Black Kite", "prompt": "c146-l3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Black Kite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Specializes in financial risk quantification (Open FAIR) and ransomware/threat intelligence."}, {"id": "mai-20260917-0922-baseline|c146-l3|deepseek-small|Whistic", "prompt": "c146-l3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Whistic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Vendor attestation (ProcessUnity, Panorays, Whistic, GRC modules)"}, {"id": "mai-20260917-0922-baseline|c146-l3|google-small|Bitsight", "prompt": "c146-l3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Bitsight or UpGuard if your primary goal is continuous, real-time cybersecurity visibility across a vast vendor base."}, {"id": "mai-20260917-0922-baseline|c146-l3|google-small|ProcessUnity (incorporating Global Risk Exchange / CyberGRX)", "prompt": "c146-l3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity (incorporating Global Risk Exchange / CyberGRX)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose ProcessUnity or Panorays if you are bottlenecked by long review cycles"}, {"id": "mai-20260917-0922-baseline|c146-l3|google-small|UpGuard", "prompt": "c146-l3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Bitsight or UpGuard if your primary goal is continuous, real-time cybersecurity visibility"}, {"id": "mai-20260917-0922-baseline|c146-l3|google-small|OneTrust", "prompt": "c146-l3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose OneTrust if your primary challenges revolve around data privacy regulations and vendor compliance."}, {"id": "mai-20260917-0922-baseline|c146-l3|google-small|ServiceNow (Vendor Risk Management)", "prompt": "c146-l3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ServiceNow (Vendor Risk Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose ServiceNow or Riskonnect if you are building a mature, consolidated corporate GRC department"}, {"id": "mai-20260917-0922-baseline|c146-l3|google-small|Riskonnect", "prompt": "c146-l3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose ServiceNow or Riskonnect if you are building a mature, consolidated corporate GRC department"}, {"id": "mai-20260917-0922-baseline|c146-l3|google-small|Panorays", "prompt": "c146-l3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose ProcessUnity or Panorays if you ... need AI-powered questionnaire automation"}, {"id": "mai-20260917-0922-baseline|c146-l3|google-small|SecurityScorecard", "prompt": "c146-l3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ratings-First (Bitsight, SecurityScorecard)"}, {"id": "mai-20260917-0922-baseline|c146-l3|minimax-small|ServiceNow", "prompt": "c146-l3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**ServiceNow** | Deep workflow automation & enterprise GRC integration"}, {"id": "mai-20260917-0922-baseline|c146-l3|minimax-small|MetricStream", "prompt": "c146-l3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly configurable GRC suite with strong risk lifecycle coverage"}, {"id": "mai-20260917-0922-baseline|c146-l3|minimax-small|BitSight", "prompt": "c146-l3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Continuous security ratings + exposure management + threat intelligence"}, {"id": "mai-20260917-0922-baseline|c146-l3|minimax-small|OneTrust", "prompt": "c146-l3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Compliance-led approach (privacy, security, GRC unified)"}, {"id": "mai-20260917-0922-baseline|c146-l3|minimax-small|Riskonnect", "prompt": "c146-l3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrated TPRM within enterprise GRC; strong for holistic risk management"}, {"id": "mai-20260917-0922-baseline|c146-l3|minimax-small|SecurityScorecard", "prompt": "c146-l3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Outside-in security ratings (A-F scale); executive-friendly dashboards"}, {"id": "mai-20260917-0922-baseline|c146-l3|minimax-small|UpGuard", "prompt": "c146-l3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Daily vendor rescans; strong for continuous monitoring + lifecycle management"}, {"id": "mai-20260917-0922-baseline|c146-l3|minimax-small|Panorays", "prompt": "c146-l3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Continuous monitoring + automated assessments + compliance mapping in unified solution"}, {"id": "mai-20260917-0922-baseline|c146-l3|minimax-small|Prevalent", "prompt": "c146-l3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong questionnaire automation and vendor lifecycle management"}, {"id": "mai-20260917-0922-baseline|c146-l3|minimax-small|ProcessUnity", "prompt": "c146-l3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Robust assessment workflows and risk quantification"}, {"id": "mai-20260917-0922-baseline|c146-l3|minimax-small|Venminder", "prompt": "c146-l3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Venminder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Specialized in vendor lifecycle management with strong onboarding tools"}, {"id": "mai-20260917-0922-baseline|c146-l3|minimax-small|Cyber Sierra", "prompt": "c146-l3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Cyber Sierra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Newer entrants (e.g., Cyber Sierra) deploy AI analysts that execute full workflows"}, {"id": "mai-20260917-0922-baseline|c146-l3|mistral-small|OneTrust", "prompt": "c146-l3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for organizations that want TPRM deeply embedded within a broader governance, risk, compliance (GRC), privacy, and ESG platform."}, {"id": "mai-20260917-0922-baseline|c146-l3|mistral-small|ServiceNow (GRC & Vendor Risk Management)", "prompt": "c146-l3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ServiceNow (GRC & Vendor Risk Management)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Suited for enterprises seeking TPRM within a unified IT service management (ITSM) and GRC environment."}, {"id": "mai-20260917-0922-baseline|c146-l3|mistral-small|Prevalent", "prompt": "c146-l3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focuses on comprehensive vendor risk management with strong assessment automation, continuous monitoring"}, {"id": "mai-20260917-0922-baseline|c146-l3|mistral-small|ProcessUnity", "prompt": "c146-l3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Known for configurable vendor lifecycle workflows, assessments, issue tracking, and third-party governance."}, {"id": "mai-20260917-0922-baseline|c146-l3|mistral-small|Venminder", "prompt": "c146-l3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Venminder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Specializes in financial services and highly regulated industries"}, {"id": "mai-20260917-0922-baseline|c146-l3|mistral-small|Bitsight", "prompt": "c146-l3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Provides continuous, outside-in cyber risk ratings based on externally observable security posture."}, {"id": "mai-20260917-0922-baseline|c146-l3|mistral-small|SecurityScorecard", "prompt": "c146-l3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "it offers continuous, automated security ratings for vendors"}, {"id": "mai-20260917-0922-baseline|c146-l3|mistral-small|UpGuard", "prompt": "c146-l3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Combines security ratings with vendor risk management"}, {"id": "mai-20260917-0922-baseline|c146-l3|moonshot-small|OneTrust", "prompt": "c146-l3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose OneTrust if**: You need TPRM integrated with privacy, ethics, and broad GRC programs across a large enterprise."}, {"id": "mai-20260917-0922-baseline|c146-l3|moonshot-small|ServiceNow", "prompt": "c146-l3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep ITSM/CMDB integration, extends existing workflows into vendor risk"}, {"id": "mai-20260917-0922-baseline|c146-l3|moonshot-small|RSA Archer", "prompt": "c146-l3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "RSA Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Large enterprises with complex, multi-domain risk programs | Highly configurable integrated GRC"}, {"id": "mai-20260917-0922-baseline|c146-l3|moonshot-small|ProcessUnity", "prompt": "c146-l3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Forrester Wave Leader** (Q1 2026), 18,000+ risk assessment exchange, AI-driven Evidence Evaluator, 370K+ vendor profiles"}, {"id": "mai-20260917-0922-baseline|c146-l3|moonshot-small|Prevalent (Mitratech)", "prompt": "c146-l3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent (Mitratech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Prevalent if**: You need extensive managed assessment services and 800+ framework templates."}, {"id": "mai-20260917-0922-baseline|c146-l3|moonshot-small|Venminder", "prompt": "c146-l3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Financial services and mid-market firms | Most accessible entry point"}, {"id": "mai-20260917-0922-baseline|c146-l3|moonshot-small|BitSight", "prompt": "c146-l3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Forrester Leader** (highest scores in 11 criteria), 40M+ organizations monitored, used by cyber insurance underwriters"}, {"id": "mai-20260917-0922-baseline|c146-l3|moonshot-small|SecurityScorecard", "prompt": "c146-l3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "You need executive-friendly A-F ratings and portfolio-level visibility for large vendor ecosystems."}, {"id": "mai-20260917-0922-baseline|c146-l3|moonshot-small|UpGuard", "prompt": "c146-l3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "You want transparent pricing, daily rescans, and unified lifecycle management with continuous monitoring."}, {"id": "mai-20260917-0922-baseline|c146-l3|moonshot-small|Vanta", "prompt": "c146-l3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Vanta**: 400+ integrations (for smaller organizations)"}, {"id": "mai-20260917-0922-baseline|c146-l3|openai-small|OneTrust", "prompt": "c146-l3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Need the strongest end-to-end TPRM workflow? Consider **OneTrust, ProcessUnity, Aravo, Certa, Prevalent**."}, {"id": "mai-20260917-0922-baseline|c146-l3|openai-small|ProcessUnity", "prompt": "c146-l3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider **OneTrust, ProcessUnity, Aravo, Certa, Prevalent**."}, {"id": "mai-20260917-0922-baseline|c146-l3|openai-small|MetricStream", "prompt": "c146-l3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look first at **MetricStream, Archer, SAI360, Riskonnect, Diligent**."}, {"id": "mai-20260917-0922-baseline|c146-l3|openai-small|Aravo", "prompt": "c146-l3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Aravo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deep supplier-risk orientation"}, {"id": "mai-20260917-0922-baseline|c146-l3|openai-small|Diligent", "prompt": "c146-l3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for governance-heavy organizations"}, {"id": "mai-20260917-0922-baseline|c146-l3|openai-small|NAVEX", "prompt": "c146-l3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "NAVEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Compliance and ethics programs plus TPRM"}, {"id": "mai-20260917-0922-baseline|c146-l3|openai-small|Riskonnect", "prompt": "c146-l3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Useful if TPRM is part of broader ERM"}, {"id": "mai-20260917-0922-baseline|c146-l3|openai-small|SAI360", "prompt": "c146-l3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SAI360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Broad risk/compliance footprint"}, {"id": "mai-20260917-0922-baseline|c146-l3|openai-small|Onspring", "prompt": "c146-l3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Need fast configuration without a huge GRC implementation? Look at **Onspring** or **LogicGate**."}, {"id": "mai-20260917-0922-baseline|c146-l3|openai-small|LogicGate", "prompt": "c146-l3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look at **Onspring** or **LogicGate**."}, {"id": "mai-20260917-0922-baseline|c146-l3|openai-small|Certa", "prompt": "c146-l3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Certa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Intake/onboarding and cross-functional workflows"}, {"id": "mai-20260917-0922-baseline|c146-l3|openai-small|Prevalent", "prompt": "c146-l3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Strong focus on security/privacy/compliance vendor assessment"}, {"id": "mai-20260917-0922-baseline|c146-l3|openai-small|Archer", "prompt": "c146-l3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Powerful, but often heavier to implement"}, {"id": "mai-20260917-0922-baseline|c146-l3|openai-small|GAN Integrity", "prompt": "c146-l3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "GAN Integrity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "specialist TPRM platforms ... **GAN Integrity**"}, {"id": "mai-20260917-0922-baseline|c146-l3|openai-small|Bitsight", "prompt": "c146-l3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "usually strongest as **continuous security ratings / external monitoring** layers rather than full end-to-end TPRM suites"}, {"id": "mai-20260917-0922-baseline|c146-l3|openai-small|SecurityScorecard", "prompt": "c146-l3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "often considered, but they're usually strongest as continuous security ratings / external monitoring layers rather than full end-to-end TPRM suites"}, {"id": "mai-20260917-0922-baseline|c146-l3|openai-small|Panorays", "prompt": "c146-l3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "emphasize **security questionnaires, technical reviews, and cyber assurance**: ... **Panorays**"}, {"id": "mai-20260917-0922-baseline|c146-l3|xai-small|OneTrust", "prompt": "c146-l3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Multi-domain GRC (cyber, privacy, ESG) in large enterprises | Broad integrations (100+), AI workflows"}, {"id": "mai-20260917-0922-baseline|c146-l3|xai-small|ProcessUnity", "prompt": "c146-l3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leader (Forrester Wave 2024, top strategy/offerings)"}, {"id": "mai-20260917-0922-baseline|c146-l3|xai-small|ServiceNow GRC", "prompt": "c146-l3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Orgs with existing ServiceNow ITSM; integrated ops risk"}, {"id": "mai-20260917-0922-baseline|c146-l3|xai-small|RSA Archer (now Archer)", "prompt": "c146-l3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "RSA Archer (now Archer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Legacy enterprise GRC extensions; deep operational/SLA risk"}, {"id": "mai-20260917-0922-baseline|c146-l3|xai-small|Prevalent", "prompt": "c146-l3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Managed services + TPRM for mid-to-large enterprises"}, {"id": "mai-20260917-0922-baseline|c146-l3|xai-small|SecurityScorecard", "prompt": "c146-l3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Executive cyber ratings at scale | A-F grades, threat intel, intuitive UI"}, {"id": "mai-20260917-0922-baseline|c146-l3|xai-small|Bitsight", "prompt": "c146-l3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Quantitative cyber ratings, vendor networking"}, {"id": "mai-20260917-0922-baseline|c146-l3|zai-small|Aravo", "prompt": "c146-l3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Aravo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a single, purpose‑built TPRM platform with deep AI orchestration and multi‑domain risk coverage: Aravo."}, {"id": "mai-20260917-0922-baseline|c146-l3|zai-small|OneTrust", "prompt": "c146-l3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If privacy and compliance are your top priorities and you already use OneTrust: OneTrust."}, {"id": "mai-20260917-0922-baseline|c146-l3|zai-small|ComplyScore®", "prompt": "c146-l3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ComplyScore®", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If compliance depth, framework mapping, and audit readiness are critical: ComplyScore®."}, {"id": "mai-20260917-0922-baseline|c146-l3|zai-small|RiskRecon", "prompt": "c146-l3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "RiskRecon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "RiskRecon is not a full‑featured TPRM workflow platform; it is a specialized continuous cyber monitoring solution"}, {"id": "mai-20260917-0922-baseline|c146-l3|zai-small|Prevalent (Mitratech)", "prompt": "c146-l3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent (Mitratech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need end‑to‑end TPRM workflows with integrated cyber/business/financial risk: Prevalent."}, {"id": "mai-20260917-0922-baseline|c146-l3|zai-small|SecurityScorecard", "prompt": "c146-l3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need fast, board‑level security ratings and benchmarking: SecurityScorecard or BitSight."}, {"id": "mai-20260917-0922-baseline|c146-l3|zai-small|BitSight", "prompt": "c146-l3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need fast, board‑level security ratings and benchmarking: SecurityScorecard or BitSight."}, {"id": "mai-20260917-0922-baseline|c146-l3|zai-small|UpGuard", "prompt": "c146-l3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you want a balanced TPRM tool with strong monitoring and questionnaire automation: UpGuard."}, {"id": "mai-20260917-0922-baseline|c146-l3|zai-small|Vanta", "prompt": "c146-l3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you prioritize compliance proof workflows and integrated risk management: Vanta."}, {"id": "mai-20260917-0922-baseline|c146-l3|zai-small|ProcessUnity", "prompt": "c146-l3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If vendor risk is tightly tied to procurement: ProcessUnity."}, {"id": "mai-20260917-0922-baseline|c146-l3|zai-small|Venminder", "prompt": "c146-l3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If you want a vendor management solution with TPRM built‑in: Venminder."}, {"id": "mai-20260917-0922-baseline|c146-l3|zai-small|Panorays", "prompt": "c146-l3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "If you want AI‑assisted TPRM with deep framework coverage: Panorays."}, {"id": "mai-20260917-0922-baseline|c146-l3|zai-small|Cynomi", "prompt": "c146-l3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Cynomi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "If you’re an MSP/MSSP needing multi‑tenant TPRM: Cynomi."}, {"id": "mai-20260917-0922-baseline|c146-l4|alibaba-small|UpGuard", "prompt": "c146-l4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the industry consensus points to **UpGuard\\u2019s Enterprise or Enterprise+ tier** as the most suitable platform"}, {"id": "mai-20260917-0922-baseline|c146-l4|alibaba-small|OneTrust", "prompt": "c146-l4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Low (Bundled modules, quote-based, expensive add-ons). | Per-module/per-user often applies."}, {"id": "mai-20260917-0922-baseline|c146-l4|alibaba-small|ServiceNow", "prompt": "c146-l4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Low-Medium (Add-on module pricing can be complex)"}, {"id": "mai-20260917-0922-baseline|c146-l4|alibaba-small|IBM OpenPages", "prompt": "c146-l4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "IBM OpenPages", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "charge per-seat fees or use complex, opaque pricing models that make budgeting difficult"}, {"id": "mai-20260917-0922-baseline|c146-l4|alibaba-small|ProcessUnity", "prompt": "c146-l4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for regulated industries (Finance/Healthcare); config-heavy but powerful."}, {"id": "mai-20260917-0922-baseline|c146-l4|anthropic-small|UpGuard", "prompt": "c146-l4", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If cost predictability is your primary concern, **UpGuard's published, per-vendor pricing model** is likely your best option."}, {"id": "mai-20260917-0922-baseline|c146-l4|anthropic-small|Mitratech Prevalent", "prompt": "c146-l4", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Mitratech Prevalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The strongest TPRM platforms for 2026 are Mitratech Prevalent, UpGuard, and SecurityScorecard"}, {"id": "mai-20260917-0922-baseline|c146-l4|anthropic-small|SecurityScorecard", "prompt": "c146-l4", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The strongest TPRM platforms for 2026 are Mitratech Prevalent, UpGuard, and SecurityScorecard"}, {"id": "mai-20260917-0922-baseline|c146-l4|anthropic-small|MetricStream", "prompt": "c146-l4", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Does not disclose its pricing structure publicly, though large enterprise deployments can cost between $750,000–$1,000,000 per year, making costs harder to predict."}, {"id": "mai-20260917-0922-baseline|c146-l4|anthropic-small|OneTrust", "prompt": "c146-l4", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pricing typically requires contacting sales for a custom quote"}, {"id": "mai-20260917-0922-baseline|c146-l4|challenger-small|UpGuard", "prompt": "c146-l4", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit from the results is **UpGuard** because it is one of the few platforms with **published pricing**"}, {"id": "mai-20260917-0922-baseline|c146-l4|challenger-small|Archer", "prompt": "c146-l4", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "other sources point to **Archer** and **Mitratech Prevalent** as better fits for large, regulated organizations"}, {"id": "mai-20260917-0922-baseline|c146-l4|challenger-small|Mitratech Prevalent", "prompt": "c146-l4", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Mitratech Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Archer** or **Mitratech Prevalent** if you need **broader enterprise GRC depth**"}, {"id": "mai-20260917-0922-baseline|c146-l4|deepseek-small|Venminder (by Ncontracts)", "prompt": "c146-l4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Venminder (by Ncontracts)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Venminder (by Ncontracts)** is the strongest fit for a large company with thousands of users that needs predictable total cost"}, {"id": "mai-20260917-0922-baseline|c146-l4|deepseek-small|Prevalent (now Mitratech)", "prompt": "c146-l4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Prevalent (now Mitratech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Why Prevalent is the runner-up"}, {"id": "mai-20260917-0922-baseline|c146-l4|deepseek-small|Riskonnect", "prompt": "c146-l4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Riskonnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "This is the opposite of predictable at thousands of users."}, {"id": "mai-20260917-0922-baseline|c146-l4|deepseek-small|OneTrust", "prompt": "c146-l4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "prices are **metered on admin users** and inventory size; quote-only ... unpredictable at scale"}, {"id": "mai-20260917-0922-baseline|c146-l4|deepseek-small|Bitsight", "prompt": "c146-l4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Bitsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "priced per **monitored vendor** (not users), so hundreds of thousands of dollars at enterprise vendor scale, quote-only"}, {"id": "mai-20260917-0922-baseline|c146-l4|deepseek-small|SecurityScorecard", "prompt": "c146-l4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "priced per **monitored vendor** (not users), so hundreds of thousands of dollars at enterprise vendor scale, quote-only"}, {"id": "mai-20260917-0922-baseline|c146-l4|deepseek-small|UpGuard", "prompt": "c146-l4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it's more geared to SMB/mid-market vendor counts than large-enterprise governance"}, {"id": "mai-20260917-0922-baseline|c146-l4|google-small|Venminder", "prompt": "c146-l4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Venminder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Venminder** is the premier choice with unlimited user packaging."}, {"id": "mai-20260917-0922-baseline|c146-l4|google-small|Centraleyes", "prompt": "c146-l4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Centraleyes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Centraleyes** provides the most predictable framework/vendor-based subscription."}, {"id": "mai-20260917-0922-baseline|c146-l4|google-small|ProcessUnity", "prompt": "c146-l4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a customized enterprise flat-rate contract with **ProcessUnity** will give you the deepest capabilities at scale"}, {"id": "mai-20260917-0922-baseline|c146-l4|google-small|LogicManager", "prompt": "c146-l4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "LogicManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LogicManager is a highly resilient alternative."}, {"id": "mai-20260917-0922-baseline|c146-l4|google-small|Archer", "prompt": "c146-l4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Legacy, highly configurable systems (like ProcessUnity or Archer) often have hidden implementation/professional service costs."}, {"id": "mai-20260917-0922-baseline|c146-l4|meta-small|Archer", "prompt": "c146-l4", "model": "meta-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Archer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Archer - A configurable TPRM platform for large, regulated organizations with complex implementations."}, {"id": "mai-20260917-0922-baseline|c146-l4|meta-small|MetricStream", "prompt": "c146-l4", "model": "meta-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Serves large, highly regulated enterprises that run third-party risk inside a full enterprise GRC suite."}, {"id": "mai-20260917-0922-baseline|c146-l4|meta-small|Bitsight", "prompt": "c146-l4", "model": "meta-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Delivers real-time visibility into cyber risk and threat exposure"}, {"id": "mai-20260917-0922-baseline|c146-l4|minimax-small|UpGuard Enterprise+", "prompt": "c146-l4", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard Enterprise+", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "go with UpGuard Enterprise+."}, {"id": "mai-20260917-0922-baseline|c146-l4|minimax-small|Gatekeeper", "prompt": "c146-l4", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Gatekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unlimited users are built-in, and the price is driven by the number of vendors you monitor."}, {"id": "mai-20260917-0922-baseline|c146-l4|minimax-small|TPSaaS", "prompt": "c146-l4", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "TPSaaS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Same user-unlimited model; price is vendor-centric, so you can lock in a flat yearly fee."}, {"id": "mai-20260917-0922-baseline|c146-l4|minimax-small|Docubark", "prompt": "c146-l4", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Docubark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "evaluate **Docubark** as a cost-effective alternative"}, {"id": "mai-20260917-0922-baseline|c146-l4|mistral-small|SmartSuite", "prompt": "c146-l4", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SmartSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SmartSuite** (with its user-based or solution-based pricing) and **ComplyJet** (with its flat-rate per company pricing) are the best choices"}, {"id": "mai-20260917-0922-baseline|c146-l4|mistral-small|ComplyJet", "prompt": "c146-l4", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ComplyJet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SmartSuite** ... and **ComplyJet** (with its flat-rate per company pricing) are the best choices"}, {"id": "mai-20260917-0922-baseline|c146-l4|mistral-small|UpGuard", "prompt": "c146-l4", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "UpGuard is also a strong option if you prefer tiered but published pricing."}, {"id": "mai-20260917-0922-baseline|c146-l4|mistral-small|OneTrust", "prompt": "c146-l4", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "use custom, quote-based pricing that scales with vendor count, modules, or usage—making total cost unpredictable for large deployments"}, {"id": "mai-20260917-0922-baseline|c146-l4|mistral-small|Riskonnect", "prompt": "c146-l4", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Riskonnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "use custom, quote-based pricing that scales with vendor count, modules, or usage—making total cost unpredictable"}, {"id": "mai-20260917-0922-baseline|c146-l4|mistral-small|ProcessUnity", "prompt": "c146-l4", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "use custom, quote-based pricing that scales with vendor count, modules, or usage—making total cost unpredictable"}, {"id": "mai-20260917-0922-baseline|c146-l4|mistral-small|Prevalent", "prompt": "c146-l4", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Prevalent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "use custom, quote-based pricing that scales with vendor count, modules, or usage—making total cost unpredictable"}, {"id": "mai-20260917-0922-baseline|c146-l4|moonshot-small|Venminder", "prompt": "c146-l4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Venminder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Venminder**"}, {"id": "mai-20260917-0922-baseline|c146-l4|moonshot-small|ProcessUnity", "prompt": "c146-l4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **ProcessUnity**"}, {"id": "mai-20260917-0922-baseline|c146-l4|moonshot-small|OneTrust", "prompt": "c146-l4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms to Avoid for Your Use Case ... **OneTrust** | Custom/usage-based, modular | Per-user costs can escalate quickly"}, {"id": "mai-20260917-0922-baseline|c146-l4|moonshot-small|Aravo", "prompt": "c146-l4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Aravo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "No unlimited user option; enterprise complexity drives high TCO"}, {"id": "mai-20260917-0922-baseline|c146-l4|moonshot-small|Vanta", "prompt": "c146-l4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Explicitly user-based; costly at scale"}, {"id": "mai-20260917-0922-baseline|c146-l4|moonshot-small|SecurityScorecard", "prompt": "c146-l4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SecurityScorecard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Less transparency, often bundled with services"}, {"id": "mai-20260917-0922-baseline|c146-l4|moonshot-small|Bitsight", "prompt": "c146-l4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Bitsight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "SecurityScorecard / Bitsight** | Quote-only, typically per-vendor | Less transparency"}, {"id": "mai-20260917-0922-baseline|c146-l4|moonshot-small|Ncontracts", "prompt": "c146-l4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Ncontracts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Unlimited user licensing** (Venminder, Ncontracts)"}, {"id": "mai-20260917-0922-baseline|c146-l4|openai-small|Bitsight", "prompt": "c146-l4", "model": "openai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best fit is often Bitsight if your priority is scalable third-party risk monitoring with custom enterprise pricing**"}, {"id": "mai-20260917-0922-baseline|c146-l4|openai-small|SecurityScorecard", "prompt": "c146-l4", "model": "openai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a more **security-rating-centric** approach, **SecurityScorecard** is also a common enterprise choice"}, {"id": "mai-20260917-0922-baseline|c146-l4|openai-small|OneTrust", "prompt": "c146-l4", "model": "openai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OneTrust** is often worth a close look"}, {"id": "mai-20260917-0922-baseline|c146-l4|xai-small|UpGuard", "prompt": "c146-l4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**UpGuard (If Vendor-Focused)**: Rare **published tiered pricing** ($1,750/mo base + predictable per-vendor add-ons). Scales well but less ideal for pure high-user, low-vendor scenarios."}, {"id": "mai-20260917-0922-baseline|c146-l4|xai-small|Bitsight", "prompt": "c146-l4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "UpGuard ($1,750/mo base for 50 vendors + $79/extra), Bitsight, SecurityScorecard"}, {"id": "mai-20260917-0922-baseline|c146-l4|xai-small|SecurityScorecard", "prompt": "c146-l4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "UpGuard ..., Bitsight, SecurityScorecard"}, {"id": "mai-20260917-0922-baseline|c146-l4|xai-small|OneTrust", "prompt": "c146-l4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OneTrust Third-Party Risk**: Leader; unified GRC/privacy. Modular but negotiable fixed enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c146-l4|xai-small|ProcessUnity", "prompt": "c146-l4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ProcessUnity**: TPRM specialist (G2 4.5/5); configurable workflows. Starts ~$25K but enterprise quotes emphasize ROI predictability"}, {"id": "mai-20260917-0922-baseline|c146-l4|xai-small|Riskonnect", "prompt": "c146-l4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "OneTrust, ProcessUnity (from ~$25K), Riskonnect"}, {"id": "mai-20260917-0922-baseline|c146-l4|xai-small|ServiceNow", "prompt": "c146-l4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Strongest Recommendation: **ServiceNow Vendor Risk Management (within GRC Suite)**"}, {"id": "mai-20260917-0922-baseline|c146-l4|xai-small|SAP GRC", "prompt": "c146-l4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SAP GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ServiceNow, SAP GRC (broader platforms with TPRM modules)"}, {"id": "mai-20260917-0922-baseline|c146-l4|xai-small|Diligent One", "prompt": "c146-l4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Diligent One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Diligent One (3rdRisk)**: Gartner Leader; AI-native, continuous insights. Pricing quote-based but predictable via platform tiers"}, {"id": "mai-20260917-0922-baseline|c146-l4|xai-small|Optro (formerly AuditBoard)", "prompt": "c146-l4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Diligent (highest Ability to Execute), Optro (formerly AuditBoard, furthest Vision), OneTrust"}, {"id": "mai-20260917-0922-baseline|c146-l5|deepseek-small|BitSight", "prompt": "c146-l5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Ratings-based platforms (BitSight, SecurityScorecard) often exceed $100k at enterprise scale."}, {"id": "mai-20260917-0922-baseline|c146-l5|deepseek-small|SecurityScorecard", "prompt": "c146-l5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Ratings-based platforms (BitSight, SecurityScorecard) often exceed $100k at enterprise scale."}, {"id": "mai-20260917-0922-baseline|c146-l5|deepseek-small|ProcessUnity", "prompt": "c146-l5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "ProcessUnity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**ProcessUnity** — strongest full-lifecycle workflow automation and deep ERP/GRC connectors; good for procurement-heavy enterprises."}, {"id": "mai-20260917-0922-baseline|c146-l5|deepseek-small|UpGuard", "prompt": "c146-l5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "continuous external monitoring + ratings, strong for cyber posture at scale"}, {"id": "mai-20260917-0922-baseline|c146-l5|deepseek-small|Panorays", "prompt": "c146-l5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "continuous external monitoring + ratings, strong for cyber posture at scale"}, {"id": "mai-20260917-0922-baseline|c146-l5|deepseek-small|OneTrust", "prompt": "c146-l5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**OneTrust / Prevalent** — broad GRC + TPRM suites."}, {"id": "mai-20260917-0922-baseline|c146-l5|deepseek-small|Prevalent", "prompt": "c146-l5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**OneTrust / Prevalent** — broad GRC + TPRM suites."}, {"id": "mai-20260917-0922-baseline|c146-l5|deepseek-small|Whistic", "prompt": "c146-l5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Whistic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "strongest if you want evidence collection and Trust-Center automation connected to your SOC 2/GRC workflows"}, {"id": "mai-20260917-0922-baseline|c146-l5|deepseek-small|Vanta", "prompt": "c146-l5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "strongest if you want evidence collection and Trust-Center automation connected to your SOC 2/GRC workflows"}, {"id": "mai-20260917-0922-baseline|c146-l5|deepseek-small|SecureSlate", "prompt": "c146-l5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "SecureSlate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "strongest if you want evidence collection and Trust-Center automation connected to your SOC 2/GRC workflows"}, {"id": "mai-20260917-0922-baseline|c146-l5|deepseek-small|Riskonnect", "prompt": "c146-l5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Riskonnect / NAVEX** — governed workflow and auditability, modular."}, {"id": "mai-20260917-0922-baseline|c146-l5|deepseek-small|NAVEX", "prompt": "c146-l5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "NAVEX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Riskonnect / NAVEX** — governed workflow and auditability, modular."}, {"id": "mai-20260917-0922-baseline|c146-l5|minimax-small|RSA Archer", "prompt": "c146-l5", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "RSA Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**GRC platforms** (RSA Archer, ServiceNow GRC, AuditBoard)"}, {"id": "mai-20260917-0922-baseline|c146-l5|minimax-small|ServiceNow GRC", "prompt": "c146-l5", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**GRC platforms** (RSA Archer, ServiceNow GRC, AuditBoard)"}, {"id": "mai-20260917-0922-baseline|c146-l5|minimax-small|AuditBoard", "prompt": "c146-l5", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**GRC platforms** (RSA Archer, ServiceNow GRC, AuditBoard)"}, {"id": "mai-20260917-0922-baseline|c146-l5|minimax-small|Vanta", "prompt": "c146-l5", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Platforms like Vanta, SecurityScorecard, or Bitsight** for continuous monitoring and SOC 2 automation"}, {"id": "mai-20260917-0922-baseline|c146-l5|minimax-small|SecurityScorecard", "prompt": "c146-l5", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "SecurityScorecard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Platforms like Vanta, SecurityScorecard, or Bitsight** for continuous monitoring and SOC 2 automation"}, {"id": "mai-20260917-0922-baseline|c146-l5|minimax-small|Bitsight", "prompt": "c146-l5", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Platforms like Vanta, SecurityScorecard, or Bitsight** for continuous monitoring and SOC 2 automation"}, {"id": "mai-20260917-0922-baseline|c146-l5|minimax-small|OneTrust", "prompt": "c146-l5", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Integration-heavy platforms** like OneTrust or Riskonnect if you need broader GRC"}, {"id": "mai-20260917-0922-baseline|c146-l5|minimax-small|Riskonnect", "prompt": "c146-l5", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "like OneTrust or Riskonnect if you need broader GRC"}, {"id": "mai-20260917-0922-baseline|c146-l5|minimax-small|ProcessUnity", "prompt": "c146-l5", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**ProcessUnity or Venminder** if procurement workflow is the primary focus"}, {"id": "mai-20260917-0922-baseline|c146-l5|minimax-small|Venminder", "prompt": "c146-l5", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**ProcessUnity or Venminder** if procurement workflow is the primary focus"}, {"id": "mai-20260917-0922-baseline|c146-l5|mistral-small|BitSight", "prompt": "c146-l5", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "BitSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Integration with external risk databases (e.g., BitSight, SecurityScorecard, Panorays)."}, {"id": "mai-20260917-0922-baseline|c146-l5|mistral-small|SecurityScorecard", "prompt": "c146-l5", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Integration with external risk databases (e.g., BitSight, SecurityScorecard, Panorays)."}, {"id": "mai-20260917-0922-baseline|c146-l5|mistral-small|Panorays", "prompt": "c146-l5", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Panorays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Integration with external risk databases (e.g., BitSight, SecurityScorecard, Panorays)."}, {"id": "mai-20260917-0922-baseline|c146-l5|mistral-small|OneTrust", "prompt": "c146-l5", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Start with platforms like OneTrust, Prevalent, ProcessUnity, RiskRecon (now part of Mastercard), Venminder, or UpGuard."}, {"id": "mai-20260917-0922-baseline|c146-l5|mistral-small|Prevalent", "prompt": "c146-l5", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Prevalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Start with platforms like OneTrust, Prevalent, ProcessUnity, RiskRecon (now part of Mastercard), Venminder, or UpGuard."}, {"id": "mai-20260917-0922-baseline|c146-l5|mistral-small|ProcessUnity", "prompt": "c146-l5", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "ProcessUnity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Start with platforms like OneTrust, Prevalent, ProcessUnity, RiskRecon (now part of Mastercard), Venminder, or UpGuard."}, {"id": "mai-20260917-0922-baseline|c146-l5|mistral-small|RiskRecon", "prompt": "c146-l5", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "RiskRecon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "RiskRecon (now part of Mastercard)"}, {"id": "mai-20260917-0922-baseline|c146-l5|mistral-small|Venminder", "prompt": "c146-l5", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Venminder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Venminder, or UpGuard"}, {"id": "mai-20260917-0922-baseline|c146-l5|mistral-small|UpGuard", "prompt": "c146-l5", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Venminder, or UpGuard"}, {"id": "mai-20260917-0922-baseline|c146-l5|xai-small|Vanta", "prompt": "c146-l5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 (e.g., Vanta, BitSight, SecurityScorecard, Aravo, Rescana)"}, {"id": "mai-20260917-0922-baseline|c146-l5|xai-small|BitSight", "prompt": "c146-l5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "BitSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3-5 (e.g., Vanta, BitSight, SecurityScorecard, Aravo, Rescana)"}, {"id": "mai-20260917-0922-baseline|c146-l5|xai-small|Rescana", "prompt": "c146-l5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Rescana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best practices (e.g., from Vanta, BitSight, Rescana analyses)"}, {"id": "mai-20260917-0922-baseline|c146-l5|xai-small|SecurityScorecard", "prompt": "c146-l5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3-5 (e.g., Vanta, BitSight, SecurityScorecard, Aravo, Rescana)"}, {"id": "mai-20260917-0922-baseline|c146-l5|xai-small|RSA Archer", "prompt": "c146-l5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "RSA Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "other GRC (e.g., RSA Archer)"}, {"id": "mai-20260917-0922-baseline|c146-l5|xai-small|Aravo", "prompt": "c146-l5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Aravo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist 3-5 (e.g., Vanta, BitSight, SecurityScorecard, Aravo, Rescana)"}, {"id": "mai-20260917-0922-baseline|c146-l6|alibaba-small|RSA Archer", "prompt": "c146-l6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Purpose-Built GRC Giants (Use with Caution)"}, {"id": "mai-20260917-0922-baseline|c146-l6|alibaba-small|MetricStream", "prompt": "c146-l6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms like **RSA Archer**, **MetricStream**, and **Diligent** ... frequently flagged ... Implementation Complexity"}, {"id": "mai-20260917-0922-baseline|c146-l6|alibaba-small|Diligent", "prompt": "c146-l6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "frequently flagged by large enterprises for two reasons"}, {"id": "mai-20260917-0922-baseline|c146-l6|alibaba-small|OneTrust", "prompt": "c146-l6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**OneTrust** is a leader in privacy management but has faced consistent criticism when deployed specifically for TPRM."}, {"id": "mai-20260917-0922-baseline|c146-l6|alibaba-small|Rescana", "prompt": "c146-l6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Rescana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "found in purpose-built TPRM vendors (like Rescana or ProcessUnity)"}, {"id": "mai-20260917-0922-baseline|c146-l6|alibaba-small|ProcessUnity", "prompt": "c146-l6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "found in purpose-built TPRM vendors (like Rescana or ProcessUnity)"}, {"id": "mai-20260917-0922-baseline|c146-l6|alibaba-small|SecurityScorecard (SSI)", "prompt": "c146-l6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard (SSI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Using them *exclusively* for workflow management often results in \"alert fatigue.\""}, {"id": "mai-20260917-0922-baseline|c146-l6|alibaba-small|BitSight", "prompt": "c146-l6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "These vendors specialize in generating ratings and scores... Buying the feed alone is not buying a complete TPRM solution."}, {"id": "mai-20260917-0922-baseline|c146-l6|alibaba-small|UPGuard", "prompt": "c146-l6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "UPGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "These vendors specialize in generating ratings and scores... Buying the feed alone is not buying a complete TPRM solution."}, {"id": "mai-20260917-0922-baseline|c146-l6|alibaba-small|ServiceNow GRC", "prompt": "c146-l6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "A common pitfall ... attempting to build a TPRM process using **ServiceNow GRC**, **Jira**, or even **Excel/SharePoint**."}, {"id": "mai-20260917-0922-baseline|c146-l6|alibaba-small|Jira", "prompt": "c146-l6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "A common pitfall ... using **ServiceNow GRC**, **Jira**, or even **Excel/SharePoint**"}, {"id": "mai-20260917-0922-baseline|c146-l6|alibaba-small|Excel/SharePoint", "prompt": "c146-l6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Excel/SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Building custom workflows in generic tools creates a maintenance burden"}, {"id": "mai-20260917-0922-baseline|c146-l6|challenger-small|UpGuard", "prompt": "c146-l6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "UpGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "better fit for mid-market or monitoring-led programs rather than broad enterprise governance"}, {"id": "mai-20260917-0922-baseline|c146-l6|challenger-small|SecurityScorecard", "prompt": "c146-l6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "commonly described as a monitoring layer that often needs a separate workflow/governance tool"}, {"id": "mai-20260917-0922-baseline|c146-l6|challenger-small|Bitsight", "prompt": "c146-l6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Bitsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "less complete as a standalone enterprise TPRM operating system"}, {"id": "mai-20260917-0922-baseline|c146-l6|challenger-small|RiskRecon", "prompt": "c146-l6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "RiskRecon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often paired with a workflow tool for decisions and exceptions rather than used alone for end-to-end TPRM"}, {"id": "mai-20260917-0922-baseline|c146-l6|challenger-small|Panorays", "prompt": "c146-l6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Panorays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "sources note issues such as data-accuracy disputes, vendor participation friction"}, {"id": "mai-20260917-0922-baseline|c146-l6|challenger-small|Vanta", "prompt": "c146-l6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "positioned more toward compliance automation and fast-growing companies ... they warrant caution"}, {"id": "mai-20260917-0922-baseline|c146-l6|challenger-small|Drata", "prompt": "c146-l6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "positioned more toward compliance automation and fast-growing companies ... they warrant caution"}, {"id": "mai-20260917-0922-baseline|c146-l6|challenger-small|Sprinto", "prompt": "c146-l6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "positioned more toward compliance automation and fast-growing companies ... they warrant caution"}, {"id": "mai-20260917-0922-baseline|c146-l6|challenger-small|OneTrust", "prompt": "c146-l6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "the platforms that usually fit better are OneTrust, ProcessUnity, ServiceNow Vendor Risk Management, Archer, Riskonnect, and Mitratech Prevalent"}, {"id": "mai-20260917-0922-baseline|c146-l6|challenger-small|ProcessUnity", "prompt": "c146-l6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "described as more enterprise-oriented and governance-heavy"}, {"id": "mai-20260917-0922-baseline|c146-l6|challenger-small|ServiceNow Vendor Risk Management", "prompt": "c146-l6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ServiceNow Vendor Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "described as more enterprise-oriented and governance-heavy"}, {"id": "mai-20260917-0922-baseline|c146-l6|challenger-small|Archer", "prompt": "c146-l6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "described as more enterprise-oriented and governance-heavy"}, {"id": "mai-20260917-0922-baseline|c146-l6|challenger-small|Riskonnect", "prompt": "c146-l6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "described as more enterprise-oriented and governance-heavy"}, {"id": "mai-20260917-0922-baseline|c146-l6|challenger-small|Mitratech Prevalent", "prompt": "c146-l6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Mitratech Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "described as more enterprise-oriented and governance-heavy"}, {"id": "mai-20260917-0922-baseline|c146-l6|deepseek-small|Archer", "prompt": "c146-l6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional Heavyweight GRC Suites (Archer, MetricStream, ServiceNow GRC) ... Caution level: High for speed-to-value"}, {"id": "mai-20260917-0922-baseline|c146-l6|deepseek-small|MetricStream", "prompt": "c146-l6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Repeatedly rated poorly for steep learning curves, sluggish performance, and limited self-service reporting (a common complaint even for MetricStream"}, {"id": "mai-20260917-0922-baseline|c146-l6|deepseek-small|ServiceNow GRC", "prompt": "c146-l6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they are general GRC platforms that have bolted on vendor risk modules"}, {"id": "mai-20260917-0922-baseline|c146-l6|deepseek-small|ProcessUnity", "prompt": "c146-l6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "caution is warranted for large enterprises specifically, because expectations often outpace the platform's design philosophy"}, {"id": "mai-20260917-0922-baseline|c146-l6|deepseek-small|BitSight", "prompt": "c146-l6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Both BitSight and SecurityScorecard have documented issues with thousands of false positives"}, {"id": "mai-20260917-0922-baseline|c146-l6|deepseek-small|SecurityScorecard", "prompt": "c146-l6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Security Ratings-First Platforms (BitSight, SecurityScorecard) Used as Full TPRM Platforms ... that's a red flag"}, {"id": "mai-20260917-0922-baseline|c146-l6|deepseek-small|Venminder", "prompt": "c146-l6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Venminder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "GRC Platforms with Weak Vendor Self-Service (e.g., early generation Venminder ... Caution level: Medium"}, {"id": "mai-20260917-0922-baseline|c146-l6|deepseek-small|Ariba", "prompt": "c146-l6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "\"Free\" or Bundled Tracking Tools (Excel, Sharepoint, some legacy Ariba modules) ... Absolute red flag for a large enterprise"}, {"id": "mai-20260917-0922-baseline|c146-l6|deepseek-small|OneTrust TPRM", "prompt": "c146-l6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust TPRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Choose a purpose-built TPRM platform (e.g., OneTrust TPRM, Prevalent, RisKonnect, or newer AI-driven tools like Rescana)"}, {"id": "mai-20260917-0922-baseline|c146-l6|deepseek-small|Prevalent", "prompt": "c146-l6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose a purpose-built TPRM platform (e.g., OneTrust TPRM, Prevalent, RisKonnect"}, {"id": "mai-20260917-0922-baseline|c146-l6|deepseek-small|RisKonnect", "prompt": "c146-l6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "RisKonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "purpose-built TPRM platform (e.g., OneTrust TPRM, Prevalent, RisKonnect"}, {"id": "mai-20260917-0922-baseline|c146-l6|deepseek-small|Rescana", "prompt": "c146-l6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Rescana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "newer AI-driven tools like Rescana"}, {"id": "mai-20260917-0922-baseline|c146-l6|google-small|BitSight", "prompt": "c146-l6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Do not rely on outside-in ratings as the core of your TPRM platform."}, {"id": "mai-20260917-0922-baseline|c146-l6|google-small|SecurityScorecard", "prompt": "c146-l6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Do not rely on outside-in ratings as the core of your TPRM platform."}, {"id": "mai-20260917-0922-baseline|c146-l6|google-small|Vanta", "prompt": "c146-l6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their bolt-on \"TPRM\" features are usually inadequate for a true enterprise"}, {"id": "mai-20260917-0922-baseline|c146-l6|google-small|Drata", "prompt": "c146-l6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their bolt-on \"TPRM\" features are usually inadequate for a true enterprise"}, {"id": "mai-20260917-0922-baseline|c146-l6|google-small|Archer", "prompt": "c146-l6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they frequently become \"implementation black holes\" for enterprise security teams"}, {"id": "mai-20260917-0922-baseline|c146-l6|google-small|MetricStream", "prompt": "c146-l6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they frequently become \"implementation black holes\" for enterprise security teams"}, {"id": "mai-20260917-0922-baseline|c146-l6|google-small|OneTrust", "prompt": "c146-l6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "their TPRM module is primarily built out of acquisitions, meaning it can feel disconnected from other parts of the platform"}, {"id": "mai-20260917-0922-baseline|c146-l6|google-small|ProcessUnity's CyberGRX", "prompt": "c146-l6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity's CyberGRX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "utilize shared data exchanges (like ProcessUnity's CyberGRX or Risk Ledger)"}, {"id": "mai-20260917-0922-baseline|c146-l6|google-small|Risk Ledger", "prompt": "c146-l6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Risk Ledger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "shared data exchanges (like ProcessUnity's CyberGRX or Risk Ledger)"}, {"id": "mai-20260917-0922-baseline|c146-l6|mistral-small|SecurityScorecard", "prompt": "c146-l6", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "large enterprises should be cautious about or avoid the following third-party risk management (TPRM) platforms ... **SecurityScorecard** - **Issues:** Poor customer service"}, {"id": "mai-20260917-0922-baseline|c146-l6|mistral-small|ProcessUnity (formerly CyberGRX)", "prompt": "c146-l6", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity (formerly CyberGRX)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users report a confusing user interface, poor navigational experience, and a lack of sufficient support for vendor risk mitigation and monitoring."}, {"id": "mai-20260917-0922-baseline|c146-l6|mistral-small|OneTrust", "prompt": "c146-l6", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Steep learning curve, complex and opaque pricing, and inconsistent customer support. These factors make it a poor fit"}, {"id": "mai-20260917-0922-baseline|c146-l6|moonshot-small|BitSight", "prompt": "c146-l6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pure \"Security Ratings\" Vendors (BitSight, SecurityScorecard, RiskRecon) ... Why be cautious: Attribution errors"}, {"id": "mai-20260917-0922-baseline|c146-l6|moonshot-small|SecurityScorecard", "prompt": "c146-l6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pure \"Security Ratings\" Vendors (BitSight, SecurityScorecard, RiskRecon)"}, {"id": "mai-20260917-0922-baseline|c146-l6|moonshot-small|RiskRecon", "prompt": "c146-l6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "RiskRecon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pure \"Security Ratings\" Vendors (BitSight, SecurityScorecard, RiskRecon)"}, {"id": "mai-20260917-0922-baseline|c146-l6|moonshot-small|RSA Archer", "prompt": "c146-l6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Legacy GRC Suites (RSA Archer, Older ProcessUnity Versions) Why be cautious: Implementation timelines measured in quarters"}, {"id": "mai-20260917-0922-baseline|c146-l6|moonshot-small|ProcessUnity", "prompt": "c146-l6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Vendors like Prevalent, Venminder, and ProcessUnity (in their traditional form) face criticism"}, {"id": "mai-20260917-0922-baseline|c146-l6|moonshot-small|Prevalent", "prompt": "c146-l6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Prevalent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Vendors like Prevalent, Venminder, and ProcessUnity (in their traditional form) face criticism"}, {"id": "mai-20260917-0922-baseline|c146-l6|moonshot-small|Venminder", "prompt": "c146-l6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Venminder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Vendors like Prevalent, Venminder, and ProcessUnity (in their traditional form) face criticism"}, {"id": "mai-20260917-0922-baseline|c146-l6|moonshot-small|OneTrust", "prompt": "c146-l6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Compliance-First Platforms (OneTrust, Traditional VRM modules) Key limitations: Clunky UI and navigation issues reported by users"}, {"id": "mai-20260917-0922-baseline|c146-l6|openai-small|ProcessUnity", "prompt": "c146-l6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "G2's enterprise category page currently calls out **ProcessUnity** for user frustration around **slow loading times**, **limited features**, and a **steep learning curve**"}, {"id": "mai-20260917-0922-baseline|c146-l6|openai-small|1Exiger", "prompt": "c146-l6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "1Exiger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Peer feedback for **1Exiger** notes that usefulness can depend \"a lot on the quality of the underlying data and how well the processes are configured\""}, {"id": "mai-20260917-0922-baseline|c146-l6|openai-small|Aravo", "prompt": "c146-l6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Aravo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "lists the enterprise-focused vendor set for this market, including **Aravo, Archer, Certa..."}, {"id": "mai-20260917-0922-baseline|c146-l6|openai-small|Archer", "prompt": "c146-l6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including **Aravo, Archer, Certa, Diligent..."}, {"id": "mai-20260917-0922-baseline|c146-l6|openai-small|Certa", "prompt": "c146-l6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Certa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including **Aravo, Archer, Certa, Diligent, GAN Integrity..."}, {"id": "mai-20260917-0922-baseline|c146-l6|openai-small|Diligent", "prompt": "c146-l6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Aravo, Archer, Certa, Diligent, GAN Integrity, LogicGate..."}, {"id": "mai-20260917-0922-baseline|c146-l6|openai-small|GAN Integrity", "prompt": "c146-l6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "GAN Integrity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Certa, Diligent, GAN Integrity, LogicGate, LogicManager..."}, {"id": "mai-20260917-0922-baseline|c146-l6|openai-small|LogicGate", "prompt": "c146-l6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "GAN Integrity, LogicGate, LogicManager, MetricStream..."}, {"id": "mai-20260917-0922-baseline|c146-l6|openai-small|LogicManager", "prompt": "c146-l6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "LogicManager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "LogicGate, LogicManager, MetricStream, NAVEX..."}, {"id": "mai-20260917-0922-baseline|c146-l6|openai-small|MetricStream", "prompt": "c146-l6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "LogicManager, MetricStream, NAVEX, OneTrust..."}, {"id": "mai-20260917-0922-baseline|c146-l6|openai-small|NAVEX", "prompt": "c146-l6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "NAVEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "MetricStream, NAVEX, OneTrust, Onspring..."}, {"id": "mai-20260917-0922-baseline|c146-l6|openai-small|OneTrust", "prompt": "c146-l6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "NAVEX, OneTrust, Onspring, Optro..."}, {"id": "mai-20260917-0922-baseline|c146-l6|openai-small|Onspring", "prompt": "c146-l6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Onspring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "OneTrust, Onspring, Optro, ProcessUnity..."}, {"id": "mai-20260917-0922-baseline|c146-l6|openai-small|Optro", "prompt": "c146-l6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Optro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Onspring, Optro, ProcessUnity, Riskonnect, and SAI360"}, {"id": "mai-20260917-0922-baseline|c146-l6|openai-small|Riskonnect", "prompt": "c146-l6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "ProcessUnity, Riskonnect, and SAI360"}, {"id": "mai-20260917-0922-baseline|c146-l6|openai-small|SAI360", "prompt": "c146-l6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SAI360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Riskonnect, and SAI360"}, {"id": "mai-20260917-0922-baseline|c146-l6|xai-small|Whistic", "prompt": "c146-l6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Whistic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "reviews note struggles with \"thousands of vendors under strict oversight.\"... large enterprises report workflow bottlenecks"}, {"id": "mai-20260917-0922-baseline|c146-l6|xai-small|Vanta", "prompt": "c146-l6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Often praised for mid-market speed... but reviews note struggles with \"thousands of vendors under strict oversight.\""}, {"id": "mai-20260917-0922-baseline|c146-l6|xai-small|SecurityScorecard", "prompt": "c146-l6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "lacks full workflow depth for assessments/remediation... inefficient as a standalone for comprehensive TPRM"}, {"id": "mai-20260917-0922-baseline|c146-l6|xai-small|OneTrust", "prompt": "c146-l6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "users frequently cite it as \"heavy and slow to deploy\"... Integration with ERPs/procurement tools is a common pain point"}, {"id": "mai-20260917-0922-baseline|c146-l6|xai-small|Aravo", "prompt": "c146-l6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Aravo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "\"process-heavy\" for lean operations. Large users report high setup time and rigidity."}, {"id": "mai-20260917-0922-baseline|c146-l6|xai-small|BitSight", "prompt": "c146-l6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Best as a monitoring add-on, not full TPRM—enterprises risk gaps in onboarding/remediation."}, {"id": "mai-20260917-0922-baseline|c146-l6|xai-small|UpGuard", "prompt": "c146-l6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Leaders like UpGuard (4.5/5 G2, 700+ reviews; strong monitoring/lifecycle)"}, {"id": "mai-20260917-0922-baseline|c146-l6|xai-small|ProcessUnity/CyberGRX", "prompt": "c146-l6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity/CyberGRX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ProcessUnity/CyberGRX (regulated enterprises)... score high"}, {"id": "mai-20260917-0922-baseline|c146-l6|xai-small|Panorays", "prompt": "c146-l6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Panorays (automation/scale) score high"}, {"id": "mai-20260917-0922-baseline|c146-m1|alibaba-small|UpGuard", "prompt": "c146-m1", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the industry consensus points to **UpGuard** or **Panorays** as the strongest options"}, {"id": "mai-20260917-0922-baseline|c146-m1|alibaba-small|Panorays", "prompt": "c146-m1", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "points to **UpGuard** or **Panorays** as the strongest options"}, {"id": "mai-20260917-0922-baseline|c146-m1|alibaba-small|ProcessUnity", "prompt": "c146-m1", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ProcessUnity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "require more configuration than highly specialized tools like ProcessUnity"}, {"id": "mai-20260917-0922-baseline|c146-m1|alibaba-small|ServiceNow VRM", "prompt": "c146-m1", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ServiceNow VRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Existing ServiceNow Users: ServiceNow VRM"}, {"id": "mai-20260917-0922-baseline|c146-m1|alibaba-small|OneTrust (Vendor Risk)", "prompt": "c146-m1", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "OneTrust (Vendor Risk)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Can be bloated and expensive for a mid-market company that *only* needs TPRM."}, {"id": "mai-20260917-0922-baseline|c146-m1|alibaba-small|Interos", "prompt": "c146-m1", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Interos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Interos** | Speedy, AI-first execution and analytics."}, {"id": "mai-20260917-0922-baseline|c146-m1|anthropic-small|Venerable", "prompt": "c146-m1", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Venerable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options in the mid-market space include:\n- Venerable (vendor risk assessment)"}, {"id": "mai-20260917-0922-baseline|c146-m1|anthropic-small|OneTrust", "prompt": "c146-m1", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "OneTrust (GRC and risk management)"}, {"id": "mai-20260917-0922-baseline|c146-m1|anthropic-small|Vanta", "prompt": "c146-m1", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vanta (compliance automation)"}, {"id": "mai-20260917-0922-baseline|c146-m1|anthropic-small|SecurityScorecard", "prompt": "c146-m1", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SecurityScorecard (cyber risk ratings)"}, {"id": "mai-20260917-0922-baseline|c146-m1|anthropic-small|LogicGate", "prompt": "c146-m1", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "LogicGate (risk management)"}, {"id": "mai-20260917-0922-baseline|c146-m1|anthropic-small|ProcessUnity", "prompt": "c146-m1", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ProcessUnity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ProcessUnity (third-party risk)"}, {"id": "mai-20260917-0922-baseline|c146-m1|anthropic-small|Dun & Bradstreet", "prompt": "c146-m1", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Dun & Bradstreet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Dun & Bradstreet (supplier data and risk)"}, {"id": "mai-20260917-0922-baseline|c146-m1|challenger-small|UpGuard", "prompt": "c146-m1", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **UpGuard**"}, {"id": "mai-20260917-0922-baseline|c146-m1|challenger-small|Panorays", "prompt": "c146-m1", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Panorays** or **LogicGate** are the next best fits"}, {"id": "mai-20260917-0922-baseline|c146-m1|challenger-small|LogicGate", "prompt": "c146-m1", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for mid-market organizations that need configurable workflows and no-code automation"}, {"id": "mai-20260917-0922-baseline|c146-m1|challenger-small|StandardFusion", "prompt": "c146-m1", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "StandardFusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mid-market organizations wanting a simpler platform for vendor assessments and evidence collection"}, {"id": "mai-20260917-0922-baseline|c146-m1|deepseek-small|UpGuard Vendor Risk", "prompt": "c146-m1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard Vendor Risk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one, **UpGuard** is the most frequently recommended \"best for mid-market\" option"}, {"id": "mai-20260917-0922-baseline|c146-m1|deepseek-small|Panorays", "prompt": "c146-m1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Panorays — Best for Attack-Surface / Cyber Focus"}, {"id": "mai-20260917-0922-baseline|c146-m1|deepseek-small|Vanta", "prompt": "c146-m1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vanta** or **OneTrust** may offer better ROI by consolidating compliance *and* vendor risk"}, {"id": "mai-20260917-0922-baseline|c146-m1|deepseek-small|OneTrust Vendorpedia", "prompt": "c146-m1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "OneTrust Vendorpedia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Reducing Manual Assessment Work"}, {"id": "mai-20260917-0922-baseline|c146-m1|deepseek-small|Sprinto", "prompt": "c146-m1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Fast-Growing / First-Time Programs"}, {"id": "mai-20260917-0922-baseline|c146-m1|deepseek-small|ProcessUnity", "prompt": "c146-m1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ProcessUnity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Highly configurable workflows (willing to manage admin overhead) | **ProcessUnity / LogicGate**"}, {"id": "mai-20260917-0922-baseline|c146-m1|deepseek-small|LogicGate", "prompt": "c146-m1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Highly configurable workflows (willing to manage admin overhead) | **ProcessUnity / LogicGate**"}, {"id": "mai-20260917-0922-baseline|c146-m1|google-small|UpGuard", "prompt": "c146-m1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UpGuard: Best Security-First All-Rounder ... is a top-tier choice for the mid-market."}, {"id": "mai-20260917-0922-baseline|c146-m1|google-small|Vanta", "prompt": "c146-m1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vanta: Best Compliance-First & Integrated GRC ... Vanta is the strongest choice."}, {"id": "mai-20260917-0922-baseline|c146-m1|google-small|Whistic", "prompt": "c146-m1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Whistic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Whistic: Best for B2B Trust & Sales Enablement"}, {"id": "mai-20260917-0922-baseline|c146-m1|google-small|Venminder", "prompt": "c146-m1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Venminder: Best for Co-Sourced/Outsourced Diligence ... is the industry standard."}, {"id": "mai-20260917-0922-baseline|c146-m1|meta-small|UpGuard", "prompt": "c146-m1", "model": "meta-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best third-party risk management platform for a mid-market B2B company is UpGuard, Panorays, or Vanta."}, {"id": "mai-20260917-0922-baseline|c146-m1|meta-small|Panorays", "prompt": "c146-m1", "model": "meta-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The best third-party risk management platform for a mid-market B2B company is UpGuard, Panorays, or Vanta."}, {"id": "mai-20260917-0922-baseline|c146-m1|meta-small|Vanta", "prompt": "c146-m1", "model": "meta-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Vanta is also a good option for start-ups and lean mid-market teams"}, {"id": "mai-20260917-0922-baseline|c146-m1|meta-small|Onspring", "prompt": "c146-m1", "model": "meta-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Onspring is another option that offers flexible, no-code GRC platform with configurable TPRM capabilities"}, {"id": "mai-20260917-0922-baseline|c146-m1|minimax-small|UpGuard", "prompt": "c146-m1", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UpGuard** (Best Overall for Mid-Market)"}, {"id": "mai-20260917-0922-baseline|c146-m1|minimax-small|Panorays", "prompt": "c146-m1", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**UpGuard** or **Panorays** would be the strongest choices"}, {"id": "mai-20260917-0922-baseline|c146-m1|minimax-small|SureCloud", "prompt": "c146-m1", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SureCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SureCloud** (Best for Integrated GRC)"}, {"id": "mai-20260917-0922-baseline|c146-m1|mistral-small|UpGuard", "prompt": "c146-m1", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UpGuard** is highly recommended for mid-market teams that want a balance of continuous monitoring and automated assessment workflows."}, {"id": "mai-20260917-0922-baseline|c146-m1|mistral-small|Panorays", "prompt": "c146-m1", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Panorays** is another strong option, especially for teams that value vendor collaboration"}, {"id": "mai-20260917-0922-baseline|c146-m1|mistral-small|Prevalent", "prompt": "c146-m1", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prevalent** is often recommended for mid-market organizations that need a complete third-party risk workflow"}, {"id": "mai-20260917-0922-baseline|c146-m1|moonshot-small|UpGuard", "prompt": "c146-m1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UpGuard ⭐ Best Overall for Mid-Market"}, {"id": "mai-20260917-0922-baseline|c146-m1|moonshot-small|Panorays", "prompt": "c146-m1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **UpGuard** or **Panorays** as the starting point"}, {"id": "mai-20260917-0922-baseline|c146-m1|moonshot-small|Prevalent (Mitratech)", "prompt": "c146-m1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Prevalent (Mitratech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more hands-on support or are in financial services, consider **Prevalent** or **Venminder**."}, {"id": "mai-20260917-0922-baseline|c146-m1|moonshot-small|SecurityScorecard", "prompt": "c146-m1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Outside-in ratings at scale | A-F ratings good for executives; quote-only pricing"}, {"id": "mai-20260917-0922-baseline|c146-m1|moonshot-small|BitSight", "prompt": "c146-m1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-grade; higher price point"}, {"id": "mai-20260917-0922-baseline|c146-m1|moonshot-small|Venminder", "prompt": "c146-m1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "in financial services, consider **Prevalent** or **Venminder**"}, {"id": "mai-20260917-0922-baseline|c146-m1|moonshot-small|LogicGate", "prompt": "c146-m1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern UX, no-code flexibility | Mid-market pricing ($30K-$100K annually)"}, {"id": "mai-20260917-0922-baseline|c146-m1|openai-small|ProcessUnity", "prompt": "c146-m1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ProcessUnity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ProcessUnity** is often the strongest short-list candidate ... my default pick would be: **ProcessUnity if TPRM is the primary use case.**"}, {"id": "mai-20260917-0922-baseline|c146-m1|openai-small|OneTrust", "prompt": "c146-m1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OneTrust if you want TPRM plus broader privacy/compliance/risk capabilities.**"}, {"id": "mai-20260917-0922-baseline|c146-m1|openai-small|Archer", "prompt": "c146-m1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "alongside OneTrust, Archer, MetricStream, NAVEX, and others"}, {"id": "mai-20260917-0922-baseline|c146-m1|openai-small|MetricStream", "prompt": "c146-m1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you also need broader GRC/compliance workflows:** **OneTrust** or **MetricStream**"}, {"id": "mai-20260917-0922-baseline|c146-m1|openai-small|NAVEX", "prompt": "c146-m1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "NAVEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "alongside OneTrust, Archer, MetricStream, NAVEX, and others"}, {"id": "mai-20260917-0922-baseline|c146-m1|openai-small|LogicGate", "prompt": "c146-m1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best if you want a lighter-weight, more flexible workflow platform:** **LogicGate** or **Onspring**"}, {"id": "mai-20260917-0922-baseline|c146-m1|openai-small|Onspring", "prompt": "c146-m1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "often appealing to mid-market teams that want faster implementation and less heavyweight administration"}, {"id": "mai-20260917-0922-baseline|c146-m1|xai-small|UpGuard", "prompt": "c146-m1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UpGuard (Strongest Overall Pick for Mid-Market)"}, {"id": "mai-20260917-0922-baseline|c146-m1|xai-small|Vanta", "prompt": "c146-m1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Popular for mid-market (48% of users per G2; 4.6/5 average). Compliance-first"}, {"id": "mai-20260917-0922-baseline|c146-m1|xai-small|Panorays", "prompt": "c146-m1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Frequently recommended for mid-market alongside UpGuard"}, {"id": "mai-20260917-0922-baseline|c146-m1|xai-small|LogicGate", "prompt": "c146-m1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "LogicGate (custom AI workflows)"}, {"id": "mai-20260917-0922-baseline|c146-m1|xai-small|Venminder", "prompt": "c146-m1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Venminder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Venminder (SMB onboarding, esp. finance)"}, {"id": "mai-20260917-0922-baseline|c146-m1|xai-small|SecurityScorecard", "prompt": "c146-m1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SecurityScorecard/BitSight (ratings-only if monitoring is primary)"}, {"id": "mai-20260917-0922-baseline|c146-m1|xai-small|BitSight", "prompt": "c146-m1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "BitSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SecurityScorecard/BitSight (ratings-only if monitoring is primary)"}, {"id": "mai-20260917-0922-baseline|c146-m1|xai-small|ProcessUnity", "prompt": "c146-m1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Forrester leaders (e.g., ProcessUnity, ServiceNow, MetricStream) skew enterprise"}, {"id": "mai-20260917-0922-baseline|c146-m1|xai-small|ServiceNow", "prompt": "c146-m1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Forrester leaders (e.g., ProcessUnity, ServiceNow, MetricStream) skew enterprise"}, {"id": "mai-20260917-0922-baseline|c146-m1|xai-small|MetricStream", "prompt": "c146-m1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Forrester leaders (e.g., ProcessUnity, ServiceNow, MetricStream) skew enterprise"}, {"id": "mai-20260917-0922-baseline|c146-m1|zai-small|UpGuard", "prompt": "c146-m1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Mid‑Market B2B (Continuous Monitoring + Questionnaires):** **UpGuard**"}, {"id": "mai-20260917-0922-baseline|c146-m1|zai-small|Panorays", "prompt": "c146-m1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Unified Continuous TPRM (No Heavy Integrations):** **Panorays**"}, {"id": "mai-20260917-0922-baseline|c146-m1|zai-small|LogicGate Risk Cloud", "prompt": "c146-m1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for No‑Code GRC Workflow Builder:** **LogicGate Risk Cloud**"}, {"id": "mai-20260917-0922-baseline|c146-m1|zai-small|StandardFusion", "prompt": "c146-m1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "StandardFusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Straightforward UX & Control Libraries:** **StandardFusion**"}, {"id": "mai-20260917-0922-baseline|c146-m1|zai-small|Vanta", "prompt": "c146-m1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for Compliance‑Led Teams:** **Vanta**"}, {"id": "mai-20260917-0922-baseline|c146-m1|zai-small|SecurityScorecard", "prompt": "c146-m1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you want **broad vendor dataset + quick triage** → SecurityScorecard."}, {"id": "mai-20260917-0922-baseline|c146-m2|alibaba-small|Panorays", "prompt": "c146-m2", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Panorays", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Panorays"}, {"id": "mai-20260917-0922-baseline|c146-m2|alibaba-small|UpGuard (now part of Tenable)", "prompt": "c146-m2", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard (now part of Tenable)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... UpGuard is a classic \"hybrid\" tool"}, {"id": "mai-20260917-0922-baseline|c146-m2|alibaba-small|Sprinto", "prompt": "c146-m2", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Platforms like **Sprinto** (often preferred for its automation and \"compliance-as-code\" approach)"}, {"id": "mai-20260917-0922-baseline|c146-m2|alibaba-small|Vanta", "prompt": "c146-m2", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Vanta** integrate Trust Operations (vendor reviews) directly into your main compliance dashboard"}, {"id": "mai-20260917-0922-baseline|c146-m2|alibaba-small|Prevalent", "prompt": "c146-m2", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Prevalent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Prevalent** (Note: Can be enterprise-heavy/costly)"}, {"id": "mai-20260917-0922-baseline|c146-m2|anthropic-small|StandardFusion", "prompt": "c146-m2", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "StandardFusion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is particularly well-suited for mid-market organizations, offering \na straightforward, user-friendly platform"}, {"id": "mai-20260917-0922-baseline|c146-m2|anthropic-small|UpGuard", "prompt": "c146-m2", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "targets mid-market companies that want an easy-to-use interface and fast setup"}, {"id": "mai-20260917-0922-baseline|c146-m2|anthropic-small|Sprinto", "prompt": "c146-m2", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a fast-growing or mid-market team ... Sprinto is a strong fit"}, {"id": "mai-20260917-0922-baseline|c146-m2|challenger-small|UpGuard", "prompt": "c146-m2", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **UpGuard**"}, {"id": "mai-20260917-0922-baseline|c146-m2|challenger-small|Panorays", "prompt": "c146-m2", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if you want **fast setup** and vendor profiling"}, {"id": "mai-20260917-0922-baseline|c146-m2|challenger-small|Vanta", "prompt": "c146-m2", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if vendor risk is part of a broader **compliance-led trust program**"}, {"id": "mai-20260917-0922-baseline|c146-m2|challenger-small|Hyperproof", "prompt": "c146-m2", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong choice if your main need is **audit-ready evidence and traceable decision records**"}, {"id": "mai-20260917-0922-baseline|c146-m2|challenger-small|Prevalent", "prompt": "c146-m2", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if you expect a **more mature, regulated, or high-volume** third-party risk program"}, {"id": "mai-20260917-0922-baseline|c146-m2|deepseek-small|UpGuard", "prompt": "c146-m2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UpGuard — Best overall for mid-market"}, {"id": "mai-20260917-0922-baseline|c146-m2|deepseek-small|Panorays", "prompt": "c146-m2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for fast setup / attack-surface focus"}, {"id": "mai-20260917-0922-baseline|c146-m2|deepseek-small|Vanta", "prompt": "c146-m2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already use a compliance platform"}, {"id": "mai-20260917-0922-baseline|c146-m2|deepseek-small|Drata", "prompt": "c146-m2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Drata (best for repeatable assessments with evidence collection + remediation)"}, {"id": "mai-20260917-0922-baseline|c146-m2|deepseek-small|OneTrust", "prompt": "c146-m2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-grade GRC consolidation (overkill for most mid-size) → OneTrust, BitSight, Prevalent"}, {"id": "mai-20260917-0922-baseline|c146-m2|deepseek-small|BitSight", "prompt": "c146-m2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "(overkill for most mid-size) → OneTrust, BitSight, Prevalent"}, {"id": "mai-20260917-0922-baseline|c146-m2|deepseek-small|Prevalent", "prompt": "c146-m2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Prevalent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "(overkill for most mid-size) → OneTrust, BitSight, Prevalent"}, {"id": "mai-20260917-0922-baseline|c146-m2|google-small|Archer", "prompt": "c146-m2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "nor do you have the budget or engineering resources for highly complex, legacy GRC systems like Archer or ServiceNow"}, {"id": "mai-20260917-0922-baseline|c146-m2|google-small|ServiceNow", "prompt": "c146-m2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "nor do you have the budget or engineering resources for highly complex, legacy GRC systems like Archer or ServiceNow"}, {"id": "mai-20260917-0922-baseline|c146-m2|google-small|UpGuard Vendor Risk", "prompt": "c146-m2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard Vendor Risk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best All-Rounder (Continuous Monitoring + Questionnaires): UpGuard Vendor Risk ... UpGuard is the market leader for mid-sized teams."}, {"id": "mai-20260917-0922-baseline|c146-m2|google-small|Whistic", "prompt": "c146-m2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Whistic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for B2B Tech Companies (The \"Trust Exchange\"): Whistic"}, {"id": "mai-20260917-0922-baseline|c146-m2|google-small|Vanta", "prompt": "c146-m2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Compliance-First Teams: Vanta or Sprinto (Native TPRM Modules)"}, {"id": "mai-20260917-0922-baseline|c146-m2|google-small|Sprinto", "prompt": "c146-m2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Compliance-First Teams: Vanta or Sprinto (Native TPRM Modules)"}, {"id": "mai-20260917-0922-baseline|c146-m2|google-small|Panorays", "prompt": "c146-m2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Low-Friction & Automation: Panorays ... is highly recommended"}, {"id": "mai-20260917-0922-baseline|c146-m2|meta-small|Sprinto", "prompt": "c146-m2", "model": "meta-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best vendor risk assessment tool for a mid-sized B2B company would be Sprinto, Vanta, or UpGuard"}, {"id": "mai-20260917-0922-baseline|c146-m2|meta-small|Vanta", "prompt": "c146-m2", "model": "meta-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be Sprinto, Vanta, or UpGuard"}, {"id": "mai-20260917-0922-baseline|c146-m2|meta-small|UpGuard", "prompt": "c146-m2", "model": "meta-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be Sprinto, Vanta, or UpGuard"}, {"id": "mai-20260917-0922-baseline|c146-m2|minimax-small|UpGuard", "prompt": "c146-m2", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UpGuard** – Good for mid-market organizations wanting combined ratings and workflow at a lower entry price."}, {"id": "mai-20260917-0922-baseline|c146-m2|minimax-small|Panorays", "prompt": "c146-m2", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Panorays** – Good for mid-market teams wanting fast setup."}, {"id": "mai-20260917-0922-baseline|c146-m2|minimax-small|Bitsight", "prompt": "c146-m2", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitsight or SecurityScorecard** – If you need continuous outside-in monitoring of vendor security posture, these are popular choices to add on."}, {"id": "mai-20260917-0922-baseline|c146-m2|minimax-small|SecurityScorecard", "prompt": "c146-m2", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bitsight or SecurityScorecard** – ... these are popular choices to add on."}, {"id": "mai-20260917-0922-baseline|c146-m2|mistral-small|Sprinto", "prompt": "c146-m2", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sprinto** or **Vanta** are excellent starting points due to their automation and workflow capabilities"}, {"id": "mai-20260917-0922-baseline|c146-m2|mistral-small|Vanta", "prompt": "c146-m2", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sprinto** or **Vanta** are excellent starting points"}, {"id": "mai-20260917-0922-baseline|c146-m2|mistral-small|UpGuard", "prompt": "c146-m2", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need strong external security ratings, consider **UpGuard**"}, {"id": "mai-20260917-0922-baseline|c146-m2|mistral-small|Panorays", "prompt": "c146-m2", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Panorays** is also a solid integrated option."}, {"id": "mai-20260917-0922-baseline|c146-m2|mistral-small|Bitsight", "prompt": "c146-m2", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "adding **Bitsight/SecurityScorecard** for continuous monitoring"}, {"id": "mai-20260917-0922-baseline|c146-m2|mistral-small|SecurityScorecard", "prompt": "c146-m2", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "these tools provide security ratings and can be added to your VRM stack"}, {"id": "mai-20260917-0922-baseline|c146-m2|moonshot-small|UpGuard Vendor Risk", "prompt": "c146-m2", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard Vendor Risk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd recommend **UpGuard** as the starting point"}, {"id": "mai-20260917-0922-baseline|c146-m2|moonshot-small|Vanta", "prompt": "c146-m2", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Compliance-Focused Teams... **Caveat:** Vendor risk is an add-on to their compliance base, so costs can add up"}, {"id": "mai-20260917-0922-baseline|c146-m2|moonshot-small|Prevalent (now Mitratech)", "prompt": "c146-m2", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Prevalent (now Mitratech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Balanced Mid-Market - Mid-market companies wanting a full VRM lifecycle platform"}, {"id": "mai-20260917-0922-baseline|c146-m2|moonshot-small|Panorays", "prompt": "c146-m2", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Fast Setup... Mid-market teams wanting quick implementation"}, {"id": "mai-20260917-0922-baseline|c146-m2|moonshot-small|ProcessUnity", "prompt": "c146-m2", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ProcessUnity (higher price point)"}, {"id": "mai-20260917-0922-baseline|c146-m2|openai-small|Bitsight Vendor Risk Management", "prompt": "c146-m2", "model": "openai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Bitsight Vendor Risk Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Bitsight Vendor Risk Management** as the best default choice"}, {"id": "mai-20260917-0922-baseline|c146-m2|openai-small|Prewave", "prompt": "c146-m2", "model": "openai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Prewave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd look instead at tools in the **supplier risk management** category such as **Prewave, Resilinc, Exiger, or Interos**"}, {"id": "mai-20260917-0922-baseline|c146-m2|openai-small|Resilinc", "prompt": "c146-m2", "model": "openai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Resilinc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "such as **Prewave, Resilinc, Exiger, or Interos**"}, {"id": "mai-20260917-0922-baseline|c146-m2|openai-small|Exiger", "prompt": "c146-m2", "model": "openai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Exiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "such as **Prewave, Resilinc, Exiger, or Interos**"}, {"id": "mai-20260917-0922-baseline|c146-m2|openai-small|Interos", "prompt": "c146-m2", "model": "openai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Interos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "such as **Prewave, Resilinc, Exiger, or Interos**"}, {"id": "mai-20260917-0922-baseline|c146-m2|xai-small|UpGuard", "prompt": "c146-m2", "model": "xai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend UpGuard as a strong starting point for vendor risk assessment."}, {"id": "mai-20260917-0922-baseline|c146-m2|xai-small|OneTrust", "prompt": "c146-m2", "model": "xai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "More affordable entry than enterprise suites like OneTrust or ProcessUnity (often $25K+ minimum)."}, {"id": "mai-20260917-0922-baseline|c146-m2|xai-small|ProcessUnity", "prompt": "c146-m2", "model": "xai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More affordable entry than enterprise suites like OneTrust or ProcessUnity (often $25K+ minimum)."}, {"id": "mai-20260917-0922-baseline|c146-m2|xai-small|Sprinto", "prompt": "c146-m2", "model": "xai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you prioritize full compliance automation (SOC 2/ISO), lean toward Vanta/Sprinto."}, {"id": "mai-20260917-0922-baseline|c146-m2|xai-small|Vanta", "prompt": "c146-m2", "model": "xai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you prioritize full compliance automation (SOC 2/ISO), lean toward Vanta/Sprinto."}, {"id": "mai-20260917-0922-baseline|c146-m2|xai-small|Hyperproof", "prompt": "c146-m2", "model": "xai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Newer TPRM; less emphasis on continuous monitoring."}, {"id": "mai-20260917-0922-baseline|c146-m2|xai-small|Panorays", "prompt": "c146-m2", "model": "xai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Panorays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Higher cost, mid-market but pricier setup."}, {"id": "mai-20260917-0922-baseline|c146-m2|xai-small|BitSight", "prompt": "c146-m2", "model": "xai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For pure security ratings, BitSight or SecurityScorecard."}, {"id": "mai-20260917-0922-baseline|c146-m2|xai-small|SecurityScorecard", "prompt": "c146-m2", "model": "xai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For pure security ratings, BitSight or SecurityScorecard."}, {"id": "mai-20260917-0922-baseline|c146-m2|zai-small|Hyperproof", "prompt": "c146-m2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Hyperproof** as your primary vendor risk assessment tool"}, {"id": "mai-20260917-0922-baseline|c146-m2|zai-small|UpGuard", "prompt": "c146-m2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "UpGuard – Best for Continuous External Scanning"}, {"id": "mai-20260917-0922-baseline|c146-m2|zai-small|Vanta", "prompt": "c146-m2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vanta – Best for Compliance‑Led, AI‑Assisted Workflows"}, {"id": "mai-20260917-0922-baseline|c146-m2|zai-small|LogicGate", "prompt": "c146-m2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LogicGate – Best for Highly Custom Workflows"}, {"id": "mai-20260917-0922-baseline|c146-m2|zai-small|Panorays", "prompt": "c146-m2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Panorays – Best Hybrid Assessment (External Ratings + Questionnaires)"}, {"id": "mai-20260917-0922-baseline|c146-m3|alibaba-small|SecurityScorecard", "prompt": "c146-m3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**For pure speed and scale:** Start with **SecurityScorecard** or **Bitsight** for their outside-in visibility."}, {"id": "mai-20260917-0922-baseline|c146-m3|alibaba-small|Bitsight", "prompt": "c146-m3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **SecurityScorecard** or **Bitsight** for their outside-in visibility."}, {"id": "mai-20260917-0922-baseline|c146-m3|alibaba-small|Prevalent (Mitratech)", "prompt": "c146-m3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent (Mitratech)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Combines monitoring with a massive **Third-Party Risk Intelligence Network**"}, {"id": "mai-20260917-0922-baseline|c146-m3|alibaba-small|Panorays", "prompt": "c146-m3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For balanced automation:** Consider **Panorays** or **UpGuard**"}, {"id": "mai-20260917-0922-baseline|c146-m3|alibaba-small|UpGuard", "prompt": "c146-m3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers **unified monitoring and lifecycle management** with daily rescans"}, {"id": "mai-20260917-0922-baseline|c146-m3|alibaba-small|ComplyScore", "prompt": "c146-m3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ComplyScore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Features **AI-assisted workflow** with zero-touch assessments"}, {"id": "mai-20260917-0922-baseline|c146-m3|alibaba-small|OneTrust", "prompt": "c146-m3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**OneTrust** or **ProcessUnity** will provide better integration with your broader risk posture."}, {"id": "mai-20260917-0922-baseline|c146-m3|alibaba-small|ProcessUnity", "prompt": "c146-m3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Highly **configurable enterprise platform** built around a shared risk data exchange."}, {"id": "mai-20260917-0922-baseline|c146-m3|alibaba-small|ServiceNow (Risk Management)", "prompt": "c146-m3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ServiceNow (Risk Management)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "TPRM functionality embedded directly into the **ServiceNow GRC suite**."}, {"id": "mai-20260917-0922-baseline|c146-m3|anthropic-small|SpyCloud", "prompt": "c146-m3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SpyCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top third-party risk management tools in 2026 include SpyCloud, UpGuard, SecurityScorecard, Bitsight, OneTrust, and Panorays"}, {"id": "mai-20260917-0922-baseline|c146-m3|anthropic-small|UpGuard", "prompt": "c146-m3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The strongest TPRM platforms for 2026 are Mitratech Prevalent, UpGuard, and SecurityScorecard"}, {"id": "mai-20260917-0922-baseline|c146-m3|anthropic-small|SecurityScorecard", "prompt": "c146-m3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The strongest TPRM platforms for 2026 are Mitratech Prevalent, UpGuard, and SecurityScorecard"}, {"id": "mai-20260917-0922-baseline|c146-m3|anthropic-small|Bitsight", "prompt": "c146-m3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include SpyCloud, UpGuard, SecurityScorecard, Bitsight, OneTrust, and Panorays"}, {"id": "mai-20260917-0922-baseline|c146-m3|anthropic-small|OneTrust", "prompt": "c146-m3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include SpyCloud, UpGuard, SecurityScorecard, Bitsight, OneTrust, and Panorays"}, {"id": "mai-20260917-0922-baseline|c146-m3|anthropic-small|Panorays", "prompt": "c146-m3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Panorays leads for organizations that want broad coverage, automation, and real-time risk intelligence in a unified TPRM platform"}, {"id": "mai-20260917-0922-baseline|c146-m3|anthropic-small|Mitratech Prevalent", "prompt": "c146-m3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Mitratech Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The strongest TPRM platforms for 2026 are Mitratech Prevalent, UpGuard, and SecurityScorecard"}, {"id": "mai-20260917-0922-baseline|c146-m3|anthropic-small|Drata", "prompt": "c146-m3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Drata unifies internal and vendor risk management into a single, automated platform"}, {"id": "mai-20260917-0922-baseline|c146-m3|anthropic-small|MetricStream", "prompt": "c146-m3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "MetricStream serves large, highly regulated enterprises that run third-party risk inside a full enterprise GRC suite"}, {"id": "mai-20260917-0922-baseline|c146-m3|anthropic-small|Vanta", "prompt": "c146-m3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Vanta helps growth-stage companies manage their first SOC 2 or ISO 27001 audit"}, {"id": "mai-20260917-0922-baseline|c146-m3|challenger-small|Riskonnect", "prompt": "c146-m3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Riskonnect** — Best for end-to-end operational and cyber TPRM lifecycle management"}, {"id": "mai-20260917-0922-baseline|c146-m3|challenger-small|OneTrust", "prompt": "c146-m3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**OneTrust** — Best for privacy, data protection, and cyber-focused third-party risk programs"}, {"id": "mai-20260917-0922-baseline|c146-m3|challenger-small|ProcessUnity", "prompt": "c146-m3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ProcessUnity** — Best for purpose-built, enterprise TPRM workflows"}, {"id": "mai-20260917-0922-baseline|c146-m3|challenger-small|Prevalent (Mitratech)", "prompt": "c146-m3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent (Mitratech)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Prevalent (Mitratech)** — Best for complex vendor ecosystems"}, {"id": "mai-20260917-0922-baseline|c146-m3|challenger-small|Archer", "prompt": "c146-m3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Archer** — Best for large, regulated organizations"}, {"id": "mai-20260917-0922-baseline|c146-m3|challenger-small|AuditBoard", "prompt": "c146-m3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**AuditBoard** — Best for audit-led and compliance-driven teams"}, {"id": "mai-20260917-0922-baseline|c146-m3|challenger-small|Diligent", "prompt": "c146-m3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Diligent** — Best for governance-focused vendor oversight"}, {"id": "mai-20260917-0922-baseline|c146-m3|challenger-small|Venminder", "prompt": "c146-m3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Venminder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Venminder** — Best for financial services"}, {"id": "mai-20260917-0922-baseline|c146-m3|challenger-small|BitSight", "prompt": "c146-m3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**BitSight** — Best for external cyber risk intelligence and security ratings"}, {"id": "mai-20260917-0922-baseline|c146-m3|challenger-small|SecurityScorecard", "prompt": "c146-m3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**SecurityScorecard** — Best for portfolio-level cyber visibility"}, {"id": "mai-20260917-0922-baseline|c146-m3|challenger-small|UpGuard", "prompt": "c146-m3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**UpGuard** — Best for fast deployment and strong external monitoring"}, {"id": "mai-20260917-0922-baseline|c146-m3|challenger-small|Panorays", "prompt": "c146-m3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Panorays** — Best for combining assessments with attack-surface monitoring"}, {"id": "mai-20260917-0922-baseline|c146-m3|challenger-small|Black Kite", "prompt": "c146-m3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Black Kite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Black Kite** — Best for cyber risk quantification"}, {"id": "mai-20260917-0922-baseline|c146-m3|challenger-small|Aravo", "prompt": "c146-m3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Aravo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Aravo** — Best for highly customizable third-party management"}, {"id": "mai-20260917-0922-baseline|c146-m3|challenger-small|MetricStream", "prompt": "c146-m3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "OneTrust, Archer, AuditBoard, Diligent, Riskonnect, MetricStream, LogicGate"}, {"id": "mai-20260917-0922-baseline|c146-m3|challenger-small|LogicGate", "prompt": "c146-m3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "OneTrust, Archer, AuditBoard, Diligent, Riskonnect, MetricStream, LogicGate"}, {"id": "mai-20260917-0922-baseline|c146-m3|deepseek-small|ProcessUnity", "prompt": "c146-m3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Large, mature program, automation-first:** ProcessUnity or Prevalent"}, {"id": "mai-20260917-0922-baseline|c146-m3|deepseek-small|Prevalent", "prompt": "c146-m3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Large, mature program, automation-first:** ProcessUnity or Prevalent"}, {"id": "mai-20260917-0922-baseline|c146-m3|deepseek-small|Venminder", "prompt": "c146-m3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mid-market, easy entry, unlimited users:** Venminder"}, {"id": "mai-20260917-0922-baseline|c146-m3|deepseek-small|Archer", "prompt": "c146-m3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deep integration into a broader IRM/GRC framework; strong audit and regulatory reporting"}, {"id": "mai-20260917-0922-baseline|c146-m3|deepseek-small|BitSight", "prompt": "c146-m3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Financial/large-enterprise cyber quantification:** BitSight"}, {"id": "mai-20260917-0922-baseline|c146-m3|deepseek-small|SecurityScorecard", "prompt": "c146-m3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Intuitive ratings at scale + AI questionnaires:** SecurityScorecard"}, {"id": "mai-20260917-0922-baseline|c146-m3|deepseek-small|UpGuard", "prompt": "c146-m3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**All-in-one vendor + attack surface + workforce risk, published pricing:** UpGuard"}, {"id": "mai-20260917-0922-baseline|c146-m3|deepseek-small|OneTrust", "prompt": "c146-m3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Unify with privacy/compliance:** OneTrust"}, {"id": "mai-20260917-0922-baseline|c146-m3|deepseek-small|ServiceNow (VRM)", "prompt": "c146-m3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ServiceNow (VRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Already on ServiceNow:** ServiceNow Vendor Risk Management"}, {"id": "mai-20260917-0922-baseline|c146-m3|deepseek-small|Riskonnect", "prompt": "c146-m3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Comprehensive GRC/IRM suite with TPRM as one module"}, {"id": "mai-20260917-0922-baseline|c146-m3|google-small|Bitsight", "prompt": "c146-m3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For: Enterprise-grade risk quantification and executive reporting."}, {"id": "mai-20260917-0922-baseline|c146-m3|google-small|SecurityScorecard", "prompt": "c146-m3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Large-scale enterprise continuous monitoring and portfolio benchmarking."}, {"id": "mai-20260917-0922-baseline|c146-m3|google-small|UpGuard", "prompt": "c146-m3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**UpGuard** | It provides both robust continuous scanning and native, user-friendly questionnaire workflows out of the box."}, {"id": "mai-20260917-0922-baseline|c146-m3|google-small|Panorays", "prompt": "c146-m3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Smart, context-based assessments and minimizing vendor friction."}, {"id": "mai-20260917-0922-baseline|c146-m3|google-small|ProcessUnity (with CyberGRX)", "prompt": "c146-m3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity (with CyberGRX)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Highly complex, customizable enterprise workflows and risk-tiering."}, {"id": "mai-20260917-0922-baseline|c146-m3|google-small|OneTrust", "prompt": "c146-m3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Compliance-led programs, particularly those tying vendor risk to Privacy, ESG, and Data Governance."}, {"id": "mai-20260917-0922-baseline|c146-m3|google-small|Prevalent", "prompt": "c146-m3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For: Lean enterprise security teams requiring software-plus-managed-services."}, {"id": "mai-20260917-0922-baseline|c146-m3|google-small|Vanta", "prompt": "c146-m3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "They lack the deep continuous external scanning capabilities of UpGuard/Bitsight"}, {"id": "mai-20260917-0922-baseline|c146-m3|google-small|Drata", "prompt": "c146-m3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "They lack the deep continuous external scanning capabilities of UpGuard/Bitsight and are not built for highly customized... enterprise workflows."}, {"id": "mai-20260917-0922-baseline|c146-m3|google-small|Nudge Security", "prompt": "c146-m3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Nudge Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Vanta** or **Nudge Security** | Automatically discovers unvetted SaaS tools"}, {"id": "mai-20260917-0922-baseline|c146-m3|meta-small|UpGuard", "prompt": "c146-m3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include UpGuard, SecurityScorecard, Bitsight"}, {"id": "mai-20260917-0922-baseline|c146-m3|meta-small|SecurityScorecard", "prompt": "c146-m3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include UpGuard, SecurityScorecard, Bitsight"}, {"id": "mai-20260917-0922-baseline|c146-m3|meta-small|Bitsight", "prompt": "c146-m3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include UpGuard, SecurityScorecard, Bitsight"}, {"id": "mai-20260917-0922-baseline|c146-m3|meta-small|Mitratech Prevalent", "prompt": "c146-m3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Mitratech Prevalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mitratech Prevalent, Archer Integrated Risk Management Platform"}, {"id": "mai-20260917-0922-baseline|c146-m3|meta-small|Archer Integrated Risk Management Platform", "prompt": "c146-m3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Archer Integrated Risk Management Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Archer Integrated Risk Management Platform, Risk Ledger"}, {"id": "mai-20260917-0922-baseline|c146-m3|meta-small|Risk Ledger", "prompt": "c146-m3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Risk Ledger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Risk Ledger, OneTrust, ProcessUnity"}, {"id": "mai-20260917-0922-baseline|c146-m3|meta-small|OneTrust", "prompt": "c146-m3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Risk Ledger, OneTrust, ProcessUnity"}, {"id": "mai-20260917-0922-baseline|c146-m3|meta-small|ProcessUnity", "prompt": "c146-m3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "OneTrust, ProcessUnity, Panorays, and Vanta"}, {"id": "mai-20260917-0922-baseline|c146-m3|meta-small|Panorays", "prompt": "c146-m3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ProcessUnity, Panorays, and Vanta"}, {"id": "mai-20260917-0922-baseline|c146-m3|meta-small|Vanta", "prompt": "c146-m3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Panorays, and Vanta"}, {"id": "mai-20260917-0922-baseline|c146-m3|minimax-small|BitSight", "prompt": "c146-m3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for**: External cyber ratings and security performance monitoring"}, {"id": "mai-20260917-0922-baseline|c146-m3|minimax-small|OneTrust", "prompt": "c146-m3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for**: Large privacy, legal, and compliance-led programs"}, {"id": "mai-20260917-0922-baseline|c146-m3|minimax-small|ProcessUnity / CyberGRX", "prompt": "c146-m3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity / CyberGRX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for**: Mature enterprise TPRM programs with strong risk exchange needs"}, {"id": "mai-20260917-0922-baseline|c146-m3|minimax-small|Centraleyes", "prompt": "c146-m3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Centraleyes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Connected TPRM, cyber risk, compliance, vendor workflows, and incident management"}, {"id": "mai-20260917-0922-baseline|c146-m3|minimax-small|Prevalent", "prompt": "c146-m3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Lifecycle vendor risk management with managed service support"}, {"id": "mai-20260917-0922-baseline|c146-m3|minimax-small|Diligent ThirdPartyBond", "prompt": "c146-m3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Diligent ThirdPartyBond", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for**: Governance-led third-party oversight"}, {"id": "mai-20260917-0922-baseline|c146-m3|minimax-small|Venminder", "prompt": "c146-m3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Venminder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for**: Organizations wanting vendor risk software plus managed support"}, {"id": "mai-20260917-0922-baseline|c146-m3|minimax-small|Archer", "prompt": "c146-m3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for**: Large enterprises already invested in Archer-style GRC architecture"}, {"id": "mai-20260917-0922-baseline|c146-m3|minimax-small|SecurityScorecard", "prompt": "c146-m3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Outside-in scanning** (Bitsight, SecurityScorecard, RiskRecon)"}, {"id": "mai-20260917-0922-baseline|c146-m3|minimax-small|RiskRecon", "prompt": "c146-m3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "RiskRecon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Outside-in scanning** (Bitsight, SecurityScorecard, RiskRecon)"}, {"id": "mai-20260917-0922-baseline|c146-m3|minimax-small|Panorays", "prompt": "c146-m3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Self-assessment based** (Panorays, Whistic, ProcessUnity)"}, {"id": "mai-20260917-0922-baseline|c146-m3|minimax-small|Whistic", "prompt": "c146-m3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Whistic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Self-assessment based** (Panorays, Whistic, ProcessUnity)"}, {"id": "mai-20260917-0922-baseline|c146-m3|minimax-small|UpGuard", "prompt": "c146-m3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Security ratings**: Bitsight, UpGuard, SecurityScorecard"}, {"id": "mai-20260917-0922-baseline|c146-m3|mistral-small|ProcessUnity", "prompt": "c146-m3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recognized as a Leader in the 2024 Forrester Wave™ for TPRM... For highly configurable workflows, ProcessUnity is a top choice"}, {"id": "mai-20260917-0922-baseline|c146-m3|mistral-small|Bitsight", "prompt": "c146-m3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For cyber risk-heavy environments, Bitsight or SecurityScorecard may be best."}, {"id": "mai-20260917-0922-baseline|c146-m3|mistral-small|OneTrust", "prompt": "c146-m3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for broad GRC and compliance programs"}, {"id": "mai-20260917-0922-baseline|c146-m3|mistral-small|SecurityScorecard", "prompt": "c146-m3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focuses on outside-in ratings at scale"}, {"id": "mai-20260917-0922-baseline|c146-m3|mistral-small|Riskonnect", "prompt": "c146-m3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good fit for enterprises that need to embed TPRM within a broader risk management framework"}, {"id": "mai-20260917-0922-baseline|c146-m3|mistral-small|UpGuard", "prompt": "c146-m3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stands out for external monitoring and supplier security ratings"}, {"id": "mai-20260917-0922-baseline|c146-m3|moonshot-small|ProcessUnity", "prompt": "c146-m3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AI-driven automation and 18,000+ risk assessment exchange; highest Forrester scores in 13 criteria"}, {"id": "mai-20260917-0922-baseline|c146-m3|moonshot-small|Prevalent (Mitratech)", "prompt": "c146-m3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent (Mitratech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "50+ framework-based assessments and managed assessment services"}, {"id": "mai-20260917-0922-baseline|c146-m3|moonshot-small|Venminder", "prompt": "c146-m3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most accessible entry point with unlimited users"}, {"id": "mai-20260917-0922-baseline|c146-m3|moonshot-small|Bitsight", "prompt": "c146-m3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quantified security ratings; backed by Moody's; covers 325+ million organizations"}, {"id": "mai-20260917-0922-baseline|c146-m3|moonshot-small|SecurityScorecard", "prompt": "c146-m3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A–F security ratings for executive dashboards"}, {"id": "mai-20260917-0922-baseline|c146-m3|moonshot-small|UpGuard", "prompt": "c146-m3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Daily vendor rescans, full lifecycle management, and transparent pricing"}, {"id": "mai-20260917-0922-baseline|c146-m3|moonshot-small|OneTrust", "prompt": "c146-m3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Centralized enterprise GRC connecting TPRM with privacy, ethics, and compliance"}, {"id": "mai-20260917-0922-baseline|c146-m3|moonshot-small|ServiceNow", "prompt": "c146-m3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Native integration with IT service management workflows"}, {"id": "mai-20260917-0922-baseline|c146-m3|moonshot-small|Riskonnect", "prompt": "c146-m3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Comprehensive GRC and integrated risk management (IRM) suite"}, {"id": "mai-20260917-0922-baseline|c146-m3|openai-small|OneTrust", "prompt": "c146-m3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best known for broad **privacy + governance + third-party risk** coverage."}, {"id": "mai-20260917-0922-baseline|c146-m3|openai-small|Archer", "prompt": "c146-m3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Typical differentiator:** strong GRC heritage and customization."}, {"id": "mai-20260917-0922-baseline|c146-m3|openai-small|ProcessUnity", "prompt": "c146-m3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Often positioned as a purpose-built **third-party risk workflow and assessment platform**."}, {"id": "mai-20260917-0922-baseline|c146-m3|openai-small|ServiceNow Vendor Risk Management", "prompt": "c146-m3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ServiceNow Vendor Risk Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for organizations already standardized on **ServiceNow**."}, {"id": "mai-20260917-0922-baseline|c146-m3|openai-small|Prevalent", "prompt": "c146-m3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "TPRM specialist with strong vendor-assessment workflow orientation."}, {"id": "mai-20260917-0922-baseline|c146-m3|openai-small|MetricStream", "prompt": "c146-m3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A broader **enterprise GRC platform** with TPRM as one module among many."}, {"id": "mai-20260917-0922-baseline|c146-m3|openai-small|Riskonnect", "prompt": "c146-m3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More common in organizations that want risk management tied to **resilience, insurance, and enterprise risk**."}, {"id": "mai-20260917-0922-baseline|c146-m3|openai-small|Diligent", "prompt": "c146-m3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These are all credible market players"}, {"id": "mai-20260917-0922-baseline|c146-m3|openai-small|NAVEX", "prompt": "c146-m3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "NAVEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "These are all credible market players"}, {"id": "mai-20260917-0922-baseline|c146-m3|openai-small|Onspring", "prompt": "c146-m3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Onspring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "These are all credible market players"}, {"id": "mai-20260917-0922-baseline|c146-m3|openai-small|Certa", "prompt": "c146-m3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Certa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "These are all credible market players"}, {"id": "mai-20260917-0922-baseline|c146-m3|openai-small|GAN Integrity", "prompt": "c146-m3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "GAN Integrity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "These are all credible market players"}, {"id": "mai-20260917-0922-baseline|c146-m3|openai-small|LogicGate", "prompt": "c146-m3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "These are all credible market players"}, {"id": "mai-20260917-0922-baseline|c146-m3|openai-small|SAI360", "prompt": "c146-m3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SAI360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "These are all credible market players"}, {"id": "mai-20260917-0922-baseline|c146-m3|openai-small|Aravo", "prompt": "c146-m3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Aravo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "These are all credible market players"}, {"id": "mai-20260917-0922-baseline|c146-m3|xai-small|ProcessUnity", "prompt": "c146-m3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader in Forrester Wave (top scores in current offering and strategy)."}, {"id": "mai-20260917-0922-baseline|c146-m3|xai-small|OneTrust", "prompt": "c146-m3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader in both Forrester and Gartner; strong in GRC integration."}, {"id": "mai-20260917-0922-baseline|c146-m3|xai-small|ServiceNow", "prompt": "c146-m3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader in Forrester; excels in workflow and enterprise ecosystems."}, {"id": "mai-20260917-0922-baseline|c146-m3|xai-small|MetricStream", "prompt": "c146-m3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leader in Forrester; high marks in configurability and lifecycle management."}, {"id": "mai-20260917-0922-baseline|c146-m3|xai-small|Diligent", "prompt": "c146-m3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leader in Gartner; noted for execution in assurance-focused TPRM."}, {"id": "mai-20260917-0922-baseline|c146-m3|xai-small|BitSight", "prompt": "c146-m3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Popular for security ratings; frequently top-rated in cyber risk monitoring."}, {"id": "mai-20260917-0922-baseline|c146-m3|xai-small|UpGuard", "prompt": "c146-m3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "High G2 ratings (4.5/5); favored for unified monitoring."}, {"id": "mai-20260917-0922-baseline|c146-m3|xai-small|SecurityScorecard", "prompt": "c146-m3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong in external ratings and enterprise scale."}, {"id": "mai-20260917-0922-baseline|c146-m3|xai-small|Riskonnect", "prompt": "c146-m3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Integrated GRC leader for operational/cyber TPRM."}, {"id": "mai-20260917-0922-baseline|c146-m3|xai-small|Archer", "prompt": "c146-m3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Configurable for regulated industries."}, {"id": "mai-20260917-0922-baseline|c146-m3|xai-small|AuditBoard", "prompt": "c146-m3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Configurable for regulated industries."}, {"id": "mai-20260917-0922-baseline|c146-m3|xai-small|Certa", "prompt": "c146-m3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Certa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Other notables: Certa (Gartner Leader)"}, {"id": "mai-20260917-0922-baseline|c146-m3|xai-small|Panorays", "prompt": "c146-m3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Other notables: Certa (Gartner Leader), Panorays, Prevalent, Mitratech."}, {"id": "mai-20260917-0922-baseline|c146-m3|xai-small|Prevalent", "prompt": "c146-m3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Other notables: Certa (Gartner Leader), Panorays, Prevalent, Mitratech."}, {"id": "mai-20260917-0922-baseline|c146-m3|xai-small|Mitratech", "prompt": "c146-m3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Mitratech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Other notables: Certa (Gartner Leader), Panorays, Prevalent, Mitratech."}, {"id": "mai-20260917-0922-baseline|c146-m3|zai-small|UpGuard", "prompt": "c146-m3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Panorays** and **UpGuard** stand out for **continuous monitoring + vendor‑friendly assessments**."}, {"id": "mai-20260917-0922-baseline|c146-m3|zai-small|SecurityScorecard", "prompt": "c146-m3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SecurityScorecard** dominates the **security‑rating** space."}, {"id": "mai-20260917-0922-baseline|c146-m3|zai-small|Panorays", "prompt": "c146-m3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Panorays** and **UpGuard** stand out for **continuous monitoring + vendor‑friendly assessments**."}, {"id": "mai-20260917-0922-baseline|c146-m3|zai-small|OneTrust Vendor Risk Management", "prompt": "c146-m3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust Vendor Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OneTrust**, **Riskonnect**, and **MetricStream** are best for **deep GRC integration**."}, {"id": "mai-20260917-0922-baseline|c146-m3|zai-small|LogicGate Risk Cloud", "prompt": "c146-m3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**LogicGate** and **SureCloud** offer **flexible, customizable workflows**."}, {"id": "mai-20260917-0922-baseline|c146-m3|zai-small|Vanta", "prompt": "c146-m3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Vanta** and **Drata** are ideal for **fast, compliance‑led onboarding**."}, {"id": "mai-20260917-0922-baseline|c146-m3|zai-small|SureCloud", "prompt": "c146-m3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SureCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Natively connects TPRM with enterprise risk, internal audit, and data privacy"}, {"id": "mai-20260917-0922-baseline|c146-m3|zai-small|Riskonnect", "prompt": "c146-m3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "often require larger budgets and longer implementations"}, {"id": "mai-20260917-0922-baseline|c146-m3|zai-small|MetricStream", "prompt": "c146-m3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "often require larger budgets and longer implementations"}, {"id": "mai-20260917-0922-baseline|c146-m3|zai-small|ComplyScore®", "prompt": "c146-m3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ComplyScore®", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Mitratech Prevalent** and **ComplyScore** bring **AI‑assisted automation and regulatory breadth**."}, {"id": "mai-20260917-0922-baseline|c146-m3|zai-small|Mitratech Prevalent", "prompt": "c146-m3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Mitratech Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Unified GRC, ESG, and infosec integration with AI‑powered workflows"}, {"id": "mai-20260917-0922-baseline|c146-m3|zai-small|Drata", "prompt": "c146-m3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Vanta** and **Drata** focus on **audit‑ready evidence collection**"}, {"id": "mai-20260917-0922-baseline|c146-m4|alibaba-small|Vendorapp", "prompt": "c146-m4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vendorapp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best Third-Party Risk Management (TPRM) platform is generally **Vendorapp**"}, {"id": "mai-20260917-0922-baseline|c146-m4|alibaba-small|Complies.ai", "prompt": "c146-m4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Complies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **Complies.ai** if you also require compliance automation"}, {"id": "mai-20260917-0922-baseline|c146-m4|alibaba-small|OneTrust", "prompt": "c146-m4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most traditional TPRM platforms (like OneTrust, ServiceNow, or Prevalent) have entry-level costs ranging from $10,000 to $20,000+ per year, making them inaccessible"}, {"id": "mai-20260917-0922-baseline|c146-m4|alibaba-small|ServiceNow", "prompt": "c146-m4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "entry-level costs ranging from $10,000 to $20,000+ per year, making them inaccessible for early-stage companies"}, {"id": "mai-20260917-0922-baseline|c146-m4|alibaba-small|Prevalent", "prompt": "c146-m4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Prevalent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "entry-level costs ranging from $10,000 to $20,000+ per year, making them inaccessible for early-stage companies"}, {"id": "mai-20260917-0922-baseline|c146-m4|alibaba-small|UpGuard", "prompt": "c146-m4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it is significantly more expensive than the options above. However, it is worth mentioning if you can access the free tier."}, {"id": "mai-20260917-0922-baseline|c146-m4|anthropic-small|Lockpath", "prompt": "c146-m4", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Lockpath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Lockpath is a governance, risk management, and compliance platform... As part of NAVEX Global, it may offer more flexible pricing options."}, {"id": "mai-20260917-0922-baseline|c146-m4|anthropic-small|Panorays", "prompt": "c146-m4", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Panorays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Panorays is a SaaS-based third-party security risk management platform... Being a SaaS solution typically means more scalable pricing."}, {"id": "mai-20260917-0922-baseline|c146-m4|anthropic-small|BitSight", "prompt": "c146-m4", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "BitSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BitSight is a cybersecurity company that does security performance monitoring, exposure analysis, and risk management"}, {"id": "mai-20260917-0922-baseline|c146-m4|challenger-small|UpGuard", "prompt": "c146-m4", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **UpGuard** because it offers a **free plan** to monitor five vendors and has **published pricing**"}, {"id": "mai-20260917-0922-baseline|c146-m4|challenger-small|Vanta", "prompt": "c146-m4", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your main goal is passing compliance audits rather than running a mature vendor-risk program, **Vanta** is the better fit"}, {"id": "mai-20260917-0922-baseline|c146-m4|challenger-small|SmartSuite", "prompt": "c146-m4", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SmartSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Positioned as affordable with all-in-one risk management and templates, but it is less specialized than dedicated TPRM vendors."}, {"id": "mai-20260917-0922-baseline|c146-m4|challenger-small|Bitsight-style ratings tools", "prompt": "c146-m4", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Bitsight-style ratings tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Can work on the tightest budget, but they are narrower than full TPRM platforms."}, {"id": "mai-20260917-0922-baseline|c146-m4|deepseek-small|ThirdProof", "prompt": "c146-m4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ThirdProof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the absolute tightest budget with unlimited vendor checks, **ThirdProof** is the standout value at ~$399/month."}, {"id": "mai-20260917-0922-baseline|c146-m4|deepseek-small|UpGuard", "prompt": "c146-m4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**UpGuard's free/entry plan** is the most transparent and lowest-risk way to begin"}, {"id": "mai-20260917-0922-baseline|c146-m4|deepseek-small|RiskXchange", "prompt": "c146-m4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "RiskXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Transparent mid-market alternative"}, {"id": "mai-20260917-0922-baseline|c146-m4|deepseek-small|Business Radar", "prompt": "c146-m4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Business Radar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very cheap entry point - Starts at **~\\u20ac450/month**"}, {"id": "mai-20260917-0922-baseline|c146-m4|deepseek-small|OneTrust", "prompt": "c146-m4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise platforms (OneTrust, Archer, ServiceNow GRC) can be $50K\\u2013$200K/year"}, {"id": "mai-20260917-0922-baseline|c146-m4|deepseek-small|Archer", "prompt": "c146-m4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise platforms (OneTrust, Archer, ServiceNow GRC) can be $50K\\u2013$200K/year"}, {"id": "mai-20260917-0922-baseline|c146-m4|deepseek-small|ServiceNow GRC", "prompt": "c146-m4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise platforms (OneTrust, Archer, ServiceNow GRC) can be $50K\\u2013$200K/year"}, {"id": "mai-20260917-0922-baseline|c146-m4|deepseek-small|Bitsight", "prompt": "c146-m4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Bitsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Major ratings platforms (Bitsight, SecurityScorecard) usually start around **$25K\\u2013$35K/year**"}, {"id": "mai-20260917-0922-baseline|c146-m4|deepseek-small|SecurityScorecard", "prompt": "c146-m4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Most enterprise platforms (SecurityScorecard, Bitsight, Black Kite, Panorays, ProcessUnity, Prevalent) are **quote-only**, so budgets can balloon"}, {"id": "mai-20260917-0922-baseline|c146-m4|deepseek-small|Black Kite", "prompt": "c146-m4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Black Kite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "are **quote-only**, so budgets can balloon"}, {"id": "mai-20260917-0922-baseline|c146-m4|deepseek-small|Panorays", "prompt": "c146-m4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Panorays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "are **quote-only**, so budgets can balloon"}, {"id": "mai-20260917-0922-baseline|c146-m4|deepseek-small|ProcessUnity", "prompt": "c146-m4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "are **quote-only**, so budgets can balloon"}, {"id": "mai-20260917-0922-baseline|c146-m4|deepseek-small|Prevalent", "prompt": "c146-m4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Prevalent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "are **quote-only**, so budgets can balloon"}, {"id": "mai-20260917-0922-baseline|c146-m4|google-small|SecurityScorecard (Free Tier)", "prompt": "c146-m4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SecurityScorecard (Free Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is exactly $0:** Sign up for the free tiers of **SecurityScorecard** or **UpGuard**"}, {"id": "mai-20260917-0922-baseline|c146-m4|google-small|UpGuard (Free Tier)", "prompt": "c146-m4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard (Free Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Sign up for the free tiers of **SecurityScorecard** or **UpGuard** to keep a passive eye on your top 5 vendors."}, {"id": "mai-20260917-0922-baseline|c146-m4|google-small|VendorCheck", "prompt": "c146-m4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "VendorCheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your budget is under $150/month:** Go with **VendorCheck** for regulatory compliance and background screening"}, {"id": "mai-20260917-0922-baseline|c146-m4|google-small|Attaxion", "prompt": "c146-m4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Attaxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Attaxion is a highly affordable alternative to enterprise platforms"}, {"id": "mai-20260917-0922-baseline|c146-m4|google-small|Risk Ledger", "prompt": "c146-m4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Risk Ledger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the platform is highly economical and dramatically reduces the time your internal team spends chasing down SOC 2 reports"}, {"id": "mai-20260917-0922-baseline|c146-m4|google-small|Sprinto", "prompt": "c146-m4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use **Sprinto** or **Vanta** to manage your vendors and internal compliance in one single dashboard."}, {"id": "mai-20260917-0922-baseline|c146-m4|google-small|Vanta", "prompt": "c146-m4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "bundling it with your overall compliance package is significantly cheaper than buying a standalone enterprise TPRM suite"}, {"id": "mai-20260917-0922-baseline|c146-m4|meta-small|UpGuard", "prompt": "c146-m4", "model": "meta-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best third-party risk management platform for a company with a limited budget is UpGuard"}, {"id": "mai-20260917-0922-baseline|c146-m4|meta-small|Riskonnect", "prompt": "c146-m4", "model": "meta-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Riskonnect, RiskLedger, IBM OpenPages, and Vanta"}, {"id": "mai-20260917-0922-baseline|c146-m4|meta-small|RiskLedger", "prompt": "c146-m4", "model": "meta-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "RiskLedger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Riskonnect, RiskLedger, IBM OpenPages, and Vanta"}, {"id": "mai-20260917-0922-baseline|c146-m4|meta-small|IBM OpenPages", "prompt": "c146-m4", "model": "meta-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "IBM OpenPages", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Riskonnect, RiskLedger, IBM OpenPages, and Vanta"}, {"id": "mai-20260917-0922-baseline|c146-m4|meta-small|Vanta", "prompt": "c146-m4", "model": "meta-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Riskonnect, RiskLedger, IBM OpenPages, and Vanta"}, {"id": "mai-20260917-0922-baseline|c146-m4|minimax-small|UpGuard", "prompt": "c146-m4", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, **UpGuard** is the top recommendation"}, {"id": "mai-20260917-0922-baseline|c146-m4|minimax-small|Vanta", "prompt": "c146-m4", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If compliance automation is your priority, **Vanta** offers excellent value for startups"}, {"id": "mai-20260917-0922-baseline|c146-m4|minimax-small|Panorays", "prompt": "c146-m4", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Panorays** (Best Mid-Range Value)"}, {"id": "mai-20260917-0922-baseline|c146-m4|minimax-small|BitSight", "prompt": "c146-m4", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BitSight** (Best for Security Ratings)"}, {"id": "mai-20260917-0922-baseline|c146-m4|minimax-small|Secureframe", "prompt": "c146-m4", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Secureframe** (Best for Simplified Workflows)"}, {"id": "mai-20260917-0922-baseline|c146-m4|mistral-small|UpGuard", "prompt": "c146-m4", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "consider starting with **UpGuard** (especially if you only need to monitor a few vendors) or **Sprinto**"}, {"id": "mai-20260917-0922-baseline|c146-m4|mistral-small|Sprinto", "prompt": "c146-m4", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sprinto** (if you need a more scalable solution within a tight budget)"}, {"id": "mai-20260917-0922-baseline|c146-m4|mistral-small|Hyperproof", "prompt": "c146-m4", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also suitable for small teams, Hyperproof is listed alongside Sprinto"}, {"id": "mai-20260917-0922-baseline|c146-m4|mistral-small|RiskWatch", "prompt": "c146-m4", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "RiskWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "RiskWatch is mentioned as a viable choice for those with a limited budget"}, {"id": "mai-20260917-0922-baseline|c146-m4|moonshot-small|Fair TPRM", "prompt": "c146-m4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Fair TPRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fair TPRM** (Best Free/Open-Source Choice)"}, {"id": "mai-20260917-0922-baseline|c146-m4|moonshot-small|LT-VRM", "prompt": "c146-m4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "LT-VRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **Fair TPRM** or **LT-VRM**"}, {"id": "mai-20260917-0922-baseline|c146-m4|moonshot-small|SimpleRisk Core", "prompt": "c146-m4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SimpleRisk Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need broader compliance/risk management: Consider **SimpleRisk Core**"}, {"id": "mai-20260917-0922-baseline|c146-m4|moonshot-small|UpGuard", "prompt": "c146-m4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**UpGuard** (Best Budget-Friendly Commercial Platform)... offers the most transparent and accessible entry-level pricing"}, {"id": "mai-20260917-0922-baseline|c146-m4|moonshot-small|Venminder", "prompt": "c146-m4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Typically more affordable than enterprise suites; Best for: SMBs focused on assessment workflows"}, {"id": "mai-20260917-0922-baseline|c146-m4|openai-small|Mitti by SafetyCulture", "prompt": "c146-m4", "model": "openai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Mitti by SafetyCulture", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best value pick is probably Mitti by SafetyCulture** among the options I found"}, {"id": "mai-20260917-0922-baseline|c146-m4|openai-small|Risk 365", "prompt": "c146-m4", "model": "openai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Risk 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Risk 365** looks cheaper on paper, but I'd verify implementation effort and feature depth before choosing it."}, {"id": "mai-20260917-0922-baseline|c146-m4|xai-small|UpGuard", "prompt": "c146-m4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UpGuard stands out as the best third-party risk management (TPRM) platform for companies with a limited budget"}, {"id": "mai-20260917-0922-baseline|c146-m4|xai-small|SecurityScorecard", "prompt": "c146-m4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free/low-cost alternatives: SecurityScorecard: Free forever account"}, {"id": "mai-20260917-0922-baseline|c146-m4|xai-small|BitSight", "prompt": "c146-m4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often cited for \"tightest budget\" outside-in scores only (no full workflows), but full TPRM is pricier"}, {"id": "mai-20260917-0922-baseline|c146-m4|xai-small|Vanta", "prompt": "c146-m4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Popular with small biz (57% G2 reviews), but no free tier."}, {"id": "mai-20260917-0922-baseline|c146-m4|xai-small|Prevalent", "prompt": "c146-m4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Prevalent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "~$25K/year ... Managed services add cost."}, {"id": "mai-20260917-0922-baseline|c146-m4|xai-small|Risk Ledger", "prompt": "c146-m4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Risk Ledger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Risk Ledger | Quote-only | Security-led supply chain"}, {"id": "mai-20260917-0922-baseline|c146-m4|xai-small|OneTrust", "prompt": "c146-m4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Most enterprise tools (OneTrust, ProcessUnity) start at $50K+ annually—unsuitable for limited budgets."}, {"id": "mai-20260917-0922-baseline|c146-m4|xai-small|ProcessUnity", "prompt": "c146-m4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ProcessUnity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Most enterprise tools (OneTrust, ProcessUnity) start at $50K+ annually—unsuitable for limited budgets."}, {"id": "mai-20260917-0922-baseline|c146-m4|zai-small|LT-VRM", "prompt": "c146-m4", "model": "zai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "LT-VRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a technical team (developers or IT) and want to avoid licensing fees entirely, **LT-VRM** is the best choice."}, {"id": "mai-20260917-0922-baseline|c146-m4|zai-small|ThirdProof", "prompt": "c146-m4", "model": "zai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ThirdProof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose ThirdProof** if you want a \"flat fee\" SaaS that won't get expensive as you add more vendors."}, {"id": "mai-20260917-0922-baseline|c146-m4|zai-small|Nudge Security", "prompt": "c146-m4", "model": "zai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Nudge Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nudge Security** offers a unique pricing model... incredibly cheap compared to standard TPRM tools"}, {"id": "mai-20260917-0922-baseline|c146-m4|zai-small|ComplyJet", "prompt": "c146-m4", "model": "zai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ComplyJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose ComplyJet** if you need to build a full compliance program (SOC 2) alongside your vendor management."}, {"id": "mai-20260917-0922-baseline|c146-m4|zai-small|Vanta", "prompt": "c146-m4", "model": "zai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Unlike Vanta (which starts around $10k/year for compliance and adds another $11k+ for VRM)"}, {"id": "mai-20260917-0922-baseline|c146-m5|alibaba-small|RSA Archer", "prompt": "c146-m5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you likely haven't reached the maturity level where you need a heavy, monolithic Enterprise Resource Planning (ERP) style solution like RSA Archer or ServiceNow."}, {"id": "mai-20260917-0922-baseline|c146-m5|alibaba-small|ServiceNow", "prompt": "c146-m5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you likely haven't reached the maturity level where you need a heavy, monolithic ... solution like RSA Archer or ServiceNow."}, {"id": "mai-20260917-0922-baseline|c146-m5|alibaba-small|SecurityScorecard", "prompt": "c146-m5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(Look for integrations with services like SecurityScorecard or BitSight)."}, {"id": "mai-20260917-0922-baseline|c146-m5|alibaba-small|BitSight", "prompt": "c146-m5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "BitSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(Look for integrations with services like SecurityScorecard or BitSight)."}, {"id": "mai-20260917-0922-baseline|c146-m5|alibaba-small|Vanta", "prompt": "c146-m5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look for a cloud-native, modern SaaS platform designed for agility (e.g., Prevalent, OneTrust, Vanta/Drata extensions"}, {"id": "mai-20260917-0922-baseline|c146-m5|alibaba-small|Drata", "prompt": "c146-m5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prevalent, OneTrust, Vanta/Drata extensions, or specialized tools like Sourcery/SureDecks"}, {"id": "mai-20260917-0922-baseline|c146-m5|alibaba-small|SecureFrame", "prompt": "c146-m5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "SecureFrame", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you use a tool like Vanta, Drata, or SecureFrame for audit readiness, check if they have built-in TPRM modules"}, {"id": "mai-20260917-0922-baseline|c146-m5|alibaba-small|Prevalent", "prompt": "c146-m5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Prevalent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Look for a cloud-native, modern SaaS platform designed for agility (e.g., Prevalent, OneTrust..."}, {"id": "mai-20260917-0922-baseline|c146-m5|alibaba-small|OneTrust", "prompt": "c146-m5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "e.g., Prevalent, OneTrust, Vanta/Drata extensions"}, {"id": "mai-20260917-0922-baseline|c146-m5|alibaba-small|Sourcery", "prompt": "c146-m5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Sourcery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "or specialized tools like Sourcery/SureDecks"}, {"id": "mai-20260917-0922-baseline|c146-m5|alibaba-small|SureDecks", "prompt": "c146-m5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "SureDecks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "or specialized tools like Sourcery/SureDecks"}, {"id": "mai-20260917-0922-baseline|c146-m5|deepseek-small|Coverbase", "prompt": "c146-m5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Coverbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The Coverbase guidance is spot-on: a platform that feels smooth at 100 vendors can fall apart at 2,000"}, {"id": "mai-20260917-0922-baseline|c146-m5|deepseek-small|Safe Security", "prompt": "c146-m5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Safe Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**8. Risk quantification depth** (the Safe Security point)"}, {"id": "mai-20260917-0922-baseline|c146-m5|deepseek-small|StandardFusion", "prompt": "c146-m5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "StandardFusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "mid-market tools like StandardFusion, SAI360, or AuditBoard can often streamline assessments and compliance \"without heavyweight complexity\""}, {"id": "mai-20260917-0922-baseline|c146-m5|deepseek-small|SAI360", "prompt": "c146-m5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "SAI360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "mid-market tools like StandardFusion, SAI360, or AuditBoard can often streamline assessments and compliance"}, {"id": "mai-20260917-0922-baseline|c146-m5|deepseek-small|AuditBoard", "prompt": "c146-m5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "mid-market tools like StandardFusion, SAI360, or AuditBoard can often streamline assessments and compliance"}, {"id": "mai-20260917-0922-baseline|c146-m5|google-small|ServiceNow", "prompt": "c146-m5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You cannot afford a massive, enterprise-grade platform (like ServiceNow or Archer) that requires six months of custom engineering and a dedicated administrative team."}, {"id": "mai-20260917-0922-baseline|c146-m5|google-small|Archer", "prompt": "c146-m5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You cannot afford a massive, enterprise-grade platform (like ServiceNow or Archer)"}, {"id": "mai-20260917-0922-baseline|c146-m5|google-small|UpGuard", "prompt": "c146-m5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look for **unified platforms** (e.g., UpGuard, Panorays, SecurityScorecard) that combine both in a single dashboard"}, {"id": "mai-20260917-0922-baseline|c146-m5|google-small|Panorays", "prompt": "c146-m5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look for **unified platforms** (e.g., UpGuard, Panorays, SecurityScorecard)"}, {"id": "mai-20260917-0922-baseline|c146-m5|google-small|SecurityScorecard", "prompt": "c146-m5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look for **unified platforms** (e.g., UpGuard, Panorays, SecurityScorecard)"}, {"id": "mai-20260917-0922-baseline|c146-m5|google-small|SafeBase", "prompt": "c146-m5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "SafeBase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Many modern companies now use \"Trust Centers\" (e.g., SafeBase, Whistic, Vanta)"}, {"id": "mai-20260917-0922-baseline|c146-m5|google-small|Whistic", "prompt": "c146-m5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Whistic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Many modern companies now use \"Trust Centers\" (e.g., SafeBase, Whistic, Vanta)"}, {"id": "mai-20260917-0922-baseline|c146-m5|google-small|Vanta", "prompt": "c146-m5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Many modern companies now use \"Trust Centers\" (e.g., SafeBase, Whistic, Vanta)"}, {"id": "mai-20260917-0922-baseline|c146-m5|meta-small|RiskLedger", "prompt": "c146-m5", "model": "meta-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "RiskLedger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top third-party risk management platforms include: 1. RiskLedger"}, {"id": "mai-20260917-0922-baseline|c146-m5|meta-small|Coverbase", "prompt": "c146-m5", "model": "meta-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Coverbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Coverbase"}, {"id": "mai-20260917-0922-baseline|c146-m5|meta-small|Bitsight", "prompt": "c146-m5", "model": "meta-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Bitsight"}, {"id": "mai-20260917-0922-baseline|c146-m5|meta-small|Rescana", "prompt": "c146-m5", "model": "meta-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Rescana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Rescana"}, {"id": "mai-20260917-0922-baseline|c146-m5|meta-small|Vanta", "prompt": "c146-m5", "model": "meta-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Vanta"}, {"id": "mai-20260917-0922-baseline|c146-m5|xai-small|Bitsight", "prompt": "c146-m5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Check Bitsight, UpGuard, OneTrust, ServiceNow, Black Kite leaders."}, {"id": "mai-20260917-0922-baseline|c146-m5|xai-small|UpGuard", "prompt": "c146-m5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Check Bitsight, UpGuard, OneTrust, ServiceNow, Black Kite leaders."}, {"id": "mai-20260917-0922-baseline|c146-m5|xai-small|OneTrust", "prompt": "c146-m5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Check Bitsight, UpGuard, OneTrust, ServiceNow, Black Kite leaders."}, {"id": "mai-20260917-0922-baseline|c146-m5|xai-small|ServiceNow", "prompt": "c146-m5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Check Bitsight, UpGuard, OneTrust, ServiceNow, Black Kite leaders."}, {"id": "mai-20260917-0922-baseline|c146-m5|xai-small|Black Kite", "prompt": "c146-m5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Black Kite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Check Bitsight, UpGuard, OneTrust, ServiceNow, Black Kite leaders."}, {"id": "mai-20260917-0922-baseline|c146-m5|xai-small|Riskonnect", "prompt": "c146-m5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "From Gartner/Forrester (e.g., Bitsight, UpGuard, Riskonnect, ProcessUnity)."}, {"id": "mai-20260917-0922-baseline|c146-m5|xai-small|ProcessUnity", "prompt": "c146-m5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "ProcessUnity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "From Gartner/Forrester (e.g., Bitsight, UpGuard, Riskonnect, ProcessUnity)."}, {"id": "mai-20260917-0922-baseline|c146-m5|zai-small|UpGuard", "prompt": "c146-m5", "model": "zai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UpGuard** – Strong continuous monitoring + questionnaire automation, good for mid-market."}, {"id": "mai-20260917-0922-baseline|c146-m5|zai-small|SecurityScorecard", "prompt": "c146-m5", "model": "zai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SecurityScorecard** – Ratings-first, great for external monitoring, often paired with other tools."}, {"id": "mai-20260917-0922-baseline|c146-m5|zai-small|OneTrust", "prompt": "c146-m5", "model": "zai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OneTrust** – Best if you need deep integration with a broader GRC/compliance stack."}, {"id": "mai-20260917-0922-baseline|c146-m5|zai-small|Hyperproof", "prompt": "c146-m5", "model": "zai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Also consider **SureCloud** or **Hyperproof** if you want tight integration with internal controls and compliance."}, {"id": "mai-20260917-0922-baseline|c146-m5|zai-small|SureCloud", "prompt": "c146-m5", "model": "zai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "SureCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Also consider **SureCloud** or **Hyperproof** if you want tight integration with internal controls and compliance."}, {"id": "mai-20260917-0922-baseline|c146-m5|zai-small|Panorays", "prompt": "c146-m5", "model": "zai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Panorays** – Full lifecycle management, strong compliance mapping, mid-market to enterprise."}, {"id": "mai-20260917-0922-baseline|c146-m5|zai-small|ProcessUnity", "prompt": "c146-m5", "model": "zai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ProcessUnity** – High automation, heavy configuration, good for regulated environments."}, {"id": "mai-20260917-0922-baseline|c146-m6|alibaba-small|ProcessUnity", "prompt": "c146-m6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**ProcessUnity (Use with Caution)** ... Reviews frequently cite \"abysmal performance,\" including timeout errors"}, {"id": "mai-20260917-0922-baseline|c146-m6|alibaba-small|Panorays", "prompt": "c146-m6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Panorays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Panorays (Use with Caution)** ... user feedback often highlights \"black box\" risks"}, {"id": "mai-20260917-0922-baseline|c146-m6|alibaba-small|OneTrust", "prompt": "c146-m6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**OneTrust (Use with Caution for Pure TPRM)** ... their TPRM modules are less mature, clunkier, and more disjointed"}, {"id": "mai-20260917-0922-baseline|c146-m6|alibaba-small|ServiceNow GRC", "prompt": "c146-m6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Older iterations of **ServiceNow GRC** ... powerful but notoriously difficult to implement"}, {"id": "mai-20260917-0922-baseline|c146-m6|alibaba-small|MetricStream", "prompt": "c146-m6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**MetricStream** ... often require months of configuration by consultants"}, {"id": "mai-20260917-0922-baseline|c146-m6|alibaba-small|Archer (Onit)", "prompt": "c146-m6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Archer (Onit)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Archer (Onit)** ... often overkill for companies with fewer than 500 employees"}, {"id": "mai-20260917-0922-baseline|c146-m6|alibaba-small|BitSight", "prompt": "c146-m6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Standalone scorecards like **BitSight** ... Do not use these as your *only* tool"}, {"id": "mai-20260917-0922-baseline|c146-m6|alibaba-small|SecurityScorecard", "prompt": "c146-m6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**SecurityScorecard** used *without* a workflow engine ... Do not use these as your *only* tool"}, {"id": "mai-20260917-0922-baseline|c146-m6|alibaba-small|Prevalent", "prompt": "c146-m6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Prevalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Use them as an intelligence layer inside a broader TPRM platform (like Prevalent or ProcessUnity)"}, {"id": "mai-20260917-0922-baseline|c146-m6|challenger-small|BitSight", "prompt": "c146-m6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "External security ratings tools like BitSight, SecurityScorecard, and UpGuard when you need deep internal context, remediation workflow, or exposure validation"}, {"id": "mai-20260917-0922-baseline|c146-m6|challenger-small|SecurityScorecard", "prompt": "c146-m6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms with known alert fatigue or false-positive concerns such as SecurityScorecard and Bitsight"}, {"id": "mai-20260917-0922-baseline|c146-m6|challenger-small|UpGuard", "prompt": "c146-m6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "UpGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Monitoring-first tools such as UpGuard and similar platforms when your priority is broad enterprise governance"}, {"id": "mai-20260917-0922-baseline|c146-m6|challenger-small|Archer", "prompt": "c146-m6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Large enterprise GRC suites such as Archer... when you have a small team or need fast deployment"}, {"id": "mai-20260917-0922-baseline|c146-m6|challenger-small|OneTrust", "prompt": "c146-m6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Large enterprise GRC suites such as Archer, OneTrust, ServiceNow, Riskonnect... heavier to implement and administer"}, {"id": "mai-20260917-0922-baseline|c146-m6|challenger-small|ServiceNow", "prompt": "c146-m6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Large enterprise GRC suites such as Archer, OneTrust, ServiceNow, Riskonnect, and similar tools when you have a small team"}, {"id": "mai-20260917-0922-baseline|c146-m6|challenger-small|Riskonnect", "prompt": "c146-m6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Riskonnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Large enterprise GRC suites such as Archer, OneTrust, ServiceNow, Riskonnect, and similar tools when you have a small team"}, {"id": "mai-20260917-0922-baseline|c146-m6|challenger-small|ProcessUnity", "prompt": "c146-m6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Highly configurable platforms like ProcessUnity or Archer if your team lacks dedicated admin capacity"}, {"id": "mai-20260917-0922-baseline|c146-m6|challenger-small|Panorays", "prompt": "c146-m6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Panorays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Questionnaire-heavy platforms such as Panorays if your program depends on highly accurate vendor participation"}, {"id": "mai-20260917-0922-baseline|c146-m6|deepseek-small|OneTrust (TPRM Module)", "prompt": "c146-m6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust (TPRM Module)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Caution level: High — especially for standalone vendor risk teams... \"OneTrust's TPRM is absolute garbage except for the questionnaire function.\""}, {"id": "mai-20260917-0922-baseline|c146-m6|deepseek-small|Archer (formerly RSA Archer)", "prompt": "c146-m6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Archer (formerly RSA Archer)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Caution level: High — for mid-sized companies or anyone without dedicated GRC administrators... Cost overruns"}, {"id": "mai-20260917-0922-baseline|c146-m6|deepseek-small|Prevalent", "prompt": "c146-m6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Prevalent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Caution level: Medium-High — for teams expecting an easy out-of-the-box setup."}, {"id": "mai-20260917-0922-baseline|c146-m6|deepseek-small|BitSight", "prompt": "c146-m6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution level: Medium — not for avoiding them entirely, but for over-reliance."}, {"id": "mai-20260917-0922-baseline|c146-m6|deepseek-small|SecurityScorecard", "prompt": "c146-m6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Caution level: Medium — not for avoiding them entirely, but for over-reliance."}, {"id": "mai-20260917-0922-baseline|c146-m6|deepseek-small|UpGuard", "prompt": "c146-m6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "UpGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "They are not a full TPRM solution: They lack native questionnaire workflows, remediation tracking, and supply-chain relationship mapping."}, {"id": "mai-20260917-0922-baseline|c146-m6|google-small|Archer (formerly RSA Archer)", "prompt": "c146-m6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Archer (formerly RSA Archer)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid these unless you are a massive, highly regulated global enterprise with a dedicated, full-time GRC team"}, {"id": "mai-20260917-0922-baseline|c146-m6|google-small|MetricStream", "prompt": "c146-m6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict:** Avoid these unless you are a massive, highly regulated global enterprise with a dedicated, full-time GRC team"}, {"id": "mai-20260917-0922-baseline|c146-m6|google-small|ServiceNow GRC", "prompt": "c146-m6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "older or heavily customized configurations of ServiceNow GRC ... **Verdict:** Avoid these unless you are a massive, highly regulated global enterprise"}, {"id": "mai-20260917-0922-baseline|c146-m6|google-small|BitSight", "prompt": "c146-m6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why to be cautious:** These tools are excellent for continuously monitoring a vendor's external perimeter ... treating an automated external \"letter grade\" ... as the complete picture ... is a major mistake"}, {"id": "mai-20260917-0922-baseline|c146-m6|google-small|SecurityScorecard", "prompt": "c146-m6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High rate of false positives: These platforms frequently misattribute IP addresses"}, {"id": "mai-20260917-0922-baseline|c146-m6|google-small|OneTrust", "prompt": "c146-m6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be cautious about buying it as a standalone TPRM tool if you need a lightweight, fast-to-deploy solution."}, {"id": "mai-20260917-0922-baseline|c146-m6|meta-small|Riskonnect", "prompt": "c146-m6", "model": "meta-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top third-party risk management platforms include Riskonnect, OneTrust, AuditBoard, Archer, and Diligent"}, {"id": "mai-20260917-0922-baseline|c146-m6|meta-small|OneTrust", "prompt": "c146-m6", "model": "meta-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top third-party risk management platforms include Riskonnect, OneTrust, AuditBoard, Archer, and Diligent"}, {"id": "mai-20260917-0922-baseline|c146-m6|meta-small|AuditBoard", "prompt": "c146-m6", "model": "meta-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top third-party risk management platforms include Riskonnect, OneTrust, AuditBoard, Archer, and Diligent"}, {"id": "mai-20260917-0922-baseline|c146-m6|meta-small|Archer", "prompt": "c146-m6", "model": "meta-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top third-party risk management platforms include Riskonnect, OneTrust, AuditBoard, Archer, and Diligent"}, {"id": "mai-20260917-0922-baseline|c146-m6|meta-small|Diligent", "prompt": "c146-m6", "model": "meta-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top third-party risk management platforms include Riskonnect, OneTrust, AuditBoard, Archer, and Diligent"}, {"id": "mai-20260917-0922-baseline|c146-m6|minimax-small|Panorays", "prompt": "c146-m6", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Panorays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "As seen with some platforms like Panorays (users report lack of clarity in risk assessments, limited customization, and inefficient processes)"}, {"id": "mai-20260917-0922-baseline|c146-m6|moonshot-small|RiskRecon", "prompt": "c146-m6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "RiskRecon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**RiskRecon (acquired by Mastercard in 2020)** serves as a case study here. While not necessarily problematic, acquisitions often lead to: Reduced specialist support teams"}, {"id": "mai-20260917-0922-baseline|c146-m6|moonshot-small|OneTrust", "prompt": "c146-m6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**OneTrust** and similar broad compliance platforms sometimes receive criticism for: Feature bloat that obscures core TPRM functionality"}, {"id": "mai-20260917-0922-baseline|c146-m6|xai-small|Vanta", "prompt": "c146-m6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Vanta**: High ratings overall (4.6/5 on G2), but cons include **integration limitations** ... **high pricing** for small teams"}, {"id": "mai-20260917-0922-baseline|c146-m6|xai-small|UpGuard", "prompt": "c146-m6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "UpGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**UpGuard Vendor Risk**: Solid 4.5/5 on G2, lauded for usability, but criticized for **expensive pricing** (tough for SMBs), **limited functionality**"}, {"id": "mai-20260917-0922-baseline|c146-m6|xai-small|SecurityScorecard", "prompt": "c146-m6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Quote-based pricing (e.g., SecurityScorecard) can surprise; small orgs report it's \"very expensive\""}, {"id": "mai-20260917-0922-baseline|c146-m6|xai-small|BitSight", "prompt": "c146-m6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "BitSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top ones like Vanta, UpGuard, SecurityScorecard, BitSight, and IBM OpenPages frequently praised"}, {"id": "mai-20260917-0922-baseline|c146-m6|xai-small|IBM OpenPages", "prompt": "c146-m6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top ones like ... IBM OpenPages frequently praised in reviews and analyst reports"}, {"id": "mai-20260917-0922-baseline|c146-m6|xai-small|ProcessUnity", "prompt": "c146-m6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**ProcessUnity**: Some G2/Capterra feedback highlights **slow loading/timeouts**, **steep learning curve** for admins, **limited customization**"}, {"id": "mai-20260917-0922-baseline|c146-m6|xai-small|Secureframe", "prompt": "c146-m6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Vanta/Secureframe (compliance-focused)"}, {"id": "mai-20260917-0922-baseline|c146-m6|zai-small|Panorays", "prompt": "c146-m6", "model": "zai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Panorays", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Limited customization options, poor reporting capabilities, lack of clarity in risk assessment processes, inefficient risk management due to false positives"}, {"id": "mai-20260917-0922-baseline|c146-m6|zai-small|Risk Ledger", "prompt": "c146-m6", "model": "zai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Risk Ledger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Complex setup process, clunky onboarding, difficult for non-tech individuals to navigate"}, {"id": "mai-20260917-0922-baseline|c146-m6|zai-small|Vanta", "prompt": "c146-m6", "model": "zai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Limited customization in reporting and dashboards, integration problems, limited integrations with niche tech stacks"}, {"id": "mai-20260917-0922-baseline|c146-s1|alibaba-small|UpGuard", "prompt": "c146-s1", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best third-party risk management (TPRM) platform is generally **UpGuard** or **Vanta**"}, {"id": "mai-20260917-0922-baseline|c146-s1|alibaba-small|Vanta", "prompt": "c146-s1", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Vanta** if you are planning a certification (SOC 2) soon"}, {"id": "mai-20260917-0922-baseline|c146-s1|alibaba-small|Secureframe", "prompt": "c146-s1", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Companies Pursuing Compliance (SOC 2/ISO): Vanta or Secureframe"}, {"id": "mai-20260917-0922-baseline|c146-s1|alibaba-small|Creditsafe", "prompt": "c146-s1", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Honorable Mention: Creditsafe ... provides deep credit data and financial health scores"}, {"id": "mai-20260917-0922-baseline|c146-s1|anthropic-small|UpGuard", "prompt": "c146-s1", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leading third-party risk management tools in 2026 include UpGuard, SecurityScorecard, Bitsight, OneTrust, and Panorays"}, {"id": "mai-20260917-0922-baseline|c146-s1|anthropic-small|SecurityScorecard", "prompt": "c146-s1", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leading third-party risk management tools in 2026 include UpGuard, SecurityScorecard, Bitsight, OneTrust, and Panorays"}, {"id": "mai-20260917-0922-baseline|c146-s1|anthropic-small|Bitsight", "prompt": "c146-s1", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leading third-party risk management tools in 2026 include UpGuard, SecurityScorecard, Bitsight, OneTrust, and Panorays"}, {"id": "mai-20260917-0922-baseline|c146-s1|anthropic-small|OneTrust", "prompt": "c146-s1", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OneTrust offers a broad platform for trust, risk, and compliance, with a mature third-party risk module"}, {"id": "mai-20260917-0922-baseline|c146-s1|anthropic-small|Panorays", "prompt": "c146-s1", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Panorays combines external ratings with collaborative questionnaires"}, {"id": "mai-20260917-0922-baseline|c146-s1|anthropic-small|Vanta", "prompt": "c146-s1", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**For ease and scalability:** Vanta is a trust and compliance automation platform with a third-party risk module"}, {"id": "mai-20260917-0922-baseline|c146-s1|challenger-small|UpGuard", "prompt": "c146-s1", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default pick is usually **UpGuard**"}, {"id": "mai-20260917-0922-baseline|c146-s1|challenger-small|Vanta", "prompt": "c146-s1", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vanta** is often the better fit because small teams are explicitly recommended to start there"}, {"id": "mai-20260917-0922-baseline|c146-s1|challenger-small|Panorays", "prompt": "c146-s1", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong option if you want a more balanced TPRM platform with monitoring plus assessments"}, {"id": "mai-20260917-0922-baseline|c146-s1|challenger-small|BitSight", "prompt": "c146-s1", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you care most about **external security ratings and continuous monitoring**"}, {"id": "mai-20260917-0922-baseline|c146-s1|challenger-small|SecurityScorecard", "prompt": "c146-s1", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you care most about **external security ratings and continuous monitoring**"}, {"id": "mai-20260917-0922-baseline|c146-s1|deepseek-small|UpGuard", "prompt": "c146-s1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **UpGuard** is the strongest default choice"}, {"id": "mai-20260917-0922-baseline|c146-s1|deepseek-small|Vanta", "prompt": "c146-s1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vanta** is likely the better fit since it bundles vendor risk with your compliance program"}, {"id": "mai-20260917-0922-baseline|c146-s1|deepseek-small|SecurityScorecard", "prompt": "c146-s1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for letter-grade simplicity"}, {"id": "mai-20260917-0922-baseline|c146-s1|deepseek-small|Prevalent", "prompt": "c146-s1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need broader than cyber"}, {"id": "mai-20260917-0922-baseline|c146-s1|deepseek-small|Whistic", "prompt": "c146-s1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Whistic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Whistic focuses on vendor trust / security assessments"}, {"id": "mai-20260917-0922-baseline|c146-s1|deepseek-small|Panorays", "prompt": "c146-s1", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Panorays combines continuous monitoring with questionnaire automation at a scale a small team can run"}, {"id": "mai-20260917-0922-baseline|c146-s1|google-small|Archer", "prompt": "c146-s1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Heavyweight enterprise GRC platforms (such as Archer, OneTrust, or MetricStream) require dedicated compliance teams and months of configuration."}, {"id": "mai-20260917-0922-baseline|c146-s1|google-small|OneTrust", "prompt": "c146-s1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Heavyweight enterprise GRC platforms (such as Archer, OneTrust, or MetricStream) require dedicated compliance teams and months of configuration."}, {"id": "mai-20260917-0922-baseline|c146-s1|google-small|MetricStream", "prompt": "c146-s1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Heavyweight enterprise GRC platforms (such as Archer, OneTrust, or MetricStream) require dedicated compliance teams and months of configuration."}, {"id": "mai-20260917-0922-baseline|c146-s1|google-small|UpGuard", "prompt": "c146-s1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**UpGuard** is widely considered the gold standard for small-to-medium businesses"}, {"id": "mai-20260917-0922-baseline|c146-s1|google-small|Vanta", "prompt": "c146-s1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if You Are Already Doing GRC/SOC 2: **Vanta** (or **Drata**)"}, {"id": "mai-20260917-0922-baseline|c146-s1|google-small|Drata", "prompt": "c146-s1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you already use Vanta or Drata to monitor your own security controls"}, {"id": "mai-20260917-0922-baseline|c146-s1|google-small|Panorays", "prompt": "c146-s1", "model": "google-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Seamless Vendor Collaboration: **Panorays**"}, {"id": "mai-20260917-0922-baseline|c146-s1|meta-small|UpGuard", "prompt": "c146-s1", "model": "meta-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best third-party risk management platform for a small B2B company is UpGuard."}, {"id": "mai-20260917-0922-baseline|c146-s1|meta-small|Riskonnect", "prompt": "c146-s1", "model": "meta-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Riskonnect, Vanta, and RiskLedger."}, {"id": "mai-20260917-0922-baseline|c146-s1|meta-small|Vanta", "prompt": "c146-s1", "model": "meta-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Riskonnect, Vanta, and RiskLedger."}, {"id": "mai-20260917-0922-baseline|c146-s1|meta-small|RiskLedger", "prompt": "c146-s1", "model": "meta-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "RiskLedger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Riskonnect, Vanta, and RiskLedger."}, {"id": "mai-20260917-0922-baseline|c146-s1|minimax-small|UpGuard", "prompt": "c146-s1", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **UpGuard** is the best choice"}, {"id": "mai-20260917-0922-baseline|c146-s1|minimax-small|Vanta", "prompt": "c146-s1", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if You Already Need Compliance ... Cons: Can get expensive quickly"}, {"id": "mai-20260917-0922-baseline|c146-s1|minimax-small|Prevalent", "prompt": "c146-s1", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Managed Assessments"}, {"id": "mai-20260917-0922-baseline|c146-s1|minimax-small|Enzuzo", "prompt": "c146-s1", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Enzuzo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Budget Option) ... Less mature than enterprise options"}, {"id": "mai-20260917-0922-baseline|c146-s1|mistral-small|UpGuard", "prompt": "c146-s1", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UpGuard** and **Risk Ledger** are the top choices due to their ease of use, cost-effectiveness"}, {"id": "mai-20260917-0922-baseline|c146-s1|mistral-small|Risk Ledger", "prompt": "c146-s1", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Risk Ledger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**UpGuard** and **Risk Ledger** are the top choices"}, {"id": "mai-20260917-0922-baseline|c146-s1|mistral-small|Prevalent", "prompt": "c146-s1", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prevalent** or **ProcessUnity** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c146-s1|mistral-small|ProcessUnity", "prompt": "c146-s1", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prevalent** or **ProcessUnity** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c146-s1|moonshot-small|UpGuard", "prompt": "c146-s1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **small B2B companies**, I'd suggest starting with **UpGuard**"}, {"id": "mai-20260917-0922-baseline|c146-s1|moonshot-small|ProcessUnity", "prompt": "c146-s1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Budget-Conscious SMBs"}, {"id": "mai-20260917-0922-baseline|c146-s1|moonshot-small|Vanta", "prompt": "c146-s1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your primary need is **compliance automation** (SOC 2, ISO 27001), **Vanta** may be worth the custom pricing discussion."}, {"id": "mai-20260917-0922-baseline|c146-s1|moonshot-small|Panorays", "prompt": "c146-s1", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Quick Deployment"}, {"id": "mai-20260917-0922-baseline|c146-s1|openai-small|Vanta", "prompt": "c146-s1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Vanta**"}, {"id": "mai-20260917-0922-baseline|c146-s1|openai-small|Venminder", "prompt": "c146-s1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong fit if you want a more dedicated vendor-risk workflow"}, {"id": "mai-20260917-0922-baseline|c146-s1|openai-small|UpGuard Vendor Risk", "prompt": "c146-s1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard Vendor Risk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "worth considering if you need more traditional TPRM depth, but they may be a bit heavier than what many small teams need"}, {"id": "mai-20260917-0922-baseline|c146-s1|openai-small|Panorays", "prompt": "c146-s1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Panorays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they may be a bit heavier than what many small teams need"}, {"id": "mai-20260917-0922-baseline|c146-s1|openai-small|ProcessUnity", "prompt": "c146-s1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they may be a bit heavier than what many small teams need"}, {"id": "mai-20260917-0922-baseline|c146-s1|openai-small|Risk 365", "prompt": "c146-s1", "model": "openai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Risk 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "interesting if budget is the main concern, since Capterra shows a starting price of **$750/year**"}, {"id": "mai-20260917-0922-baseline|c146-s1|xai-small|UpGuard Vendor Risk", "prompt": "c146-s1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard Vendor Risk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UpGuard Vendor Risk (Strongest Overall Pick for Small Teams)"}, {"id": "mai-20260917-0922-baseline|c146-s1|xai-small|Vanta", "prompt": "c146-s1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vanta (Best for Compliance-Heavy B2B)"}, {"id": "mai-20260917-0922-baseline|c146-s1|xai-small|Secureframe", "prompt": "c146-s1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Secureframe (Solid Automation Alternative)"}, {"id": "mai-20260917-0922-baseline|c146-s1|xai-small|Venminder", "prompt": "c146-s1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Venminder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Venminder and enterprise tools ... are less ideal—higher costs ($125K+/year), geared toward larger/mature programs."}, {"id": "mai-20260917-0922-baseline|c146-s1|xai-small|Bitsight", "prompt": "c146-s1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise tools (e.g., Bitsight, SecurityScorecard) are less ideal—higher costs"}, {"id": "mai-20260917-0922-baseline|c146-s1|xai-small|SecurityScorecard", "prompt": "c146-s1", "model": "xai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise tools (e.g., Bitsight, SecurityScorecard) are less ideal—higher costs"}, {"id": "mai-20260917-0922-baseline|c146-s1|zai-small|UpGuard Vendor Risk", "prompt": "c146-s1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "UpGuard Vendor Risk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the most balanced solution for a small B2B company: start with **UpGuard**—free tier, clear pricing, strong automation"}, {"id": "mai-20260917-0922-baseline|c146-s1|zai-small|Vanta", "prompt": "c146-s1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If compliance and automated evidence are your top priorities: evaluate **Vanta**"}, {"id": "mai-20260917-0922-baseline|c146-s1|zai-small|SecurityScorecard", "prompt": "c146-s1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Very high price point for small vendors; no free plan for vendor tracking"}, {"id": "mai-20260917-0922-baseline|c146-s1|zai-small|vCISO Lite", "prompt": "c146-s1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "vCISO Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for SMBs Wanting a Fractional CRO - **vCISO Lite** combines software and consultant hours at published prices"}, {"id": "mai-20260917-0922-baseline|c146-s1|zai-small|Nudge Security", "prompt": "c146-s1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Nudge Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If budget is the main constraint and you have <150 employees: **Nudge Security** or **RealCISO** offer low‑cost options"}, {"id": "mai-20260917-0922-baseline|c146-s1|zai-small|RealCISO", "prompt": "c146-s1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "RealCISO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**RealCISO** offers a **flat $100/mo** for unlimited vendors with AI‑scored questionnaires"}, {"id": "mai-20260917-0922-baseline|c146-s1|zai-small|OneTrust", "prompt": "c146-s1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "> $50K/yr → Enterprise‑grade suites (OneTrust, Prevalent, etc.)"}, {"id": "mai-20260917-0922-baseline|c146-s1|zai-small|Prevalent", "prompt": "c146-s1", "model": "zai-small", "cat": "third-party-risk-management", "variant": "direct", "raw": "Prevalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "> $50K/yr → Enterprise‑grade suites (OneTrust, Prevalent, etc.)"}, {"id": "mai-20260917-0922-baseline|c146-s2|alibaba-small|Vanta", "prompt": "c146-s2", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best Overall (Compliance + Vendor Management): **Vanta** or **Secureframe**"}, {"id": "mai-20260917-0922-baseline|c146-s2|alibaba-small|Secureframe", "prompt": "c146-s2", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Best Overall (Compliance + Vendor Management): **Vanta** or **Secureframe**"}, {"id": "mai-20260917-0922-baseline|c146-s2|alibaba-small|Spendflo", "prompt": "c146-s2", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Spendflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 2. The Best for Simplicity & Procurement: **Spendflo**"}, {"id": "mai-20260917-0922-baseline|c146-s2|alibaba-small|UpGuard Vendor Risk", "prompt": "c146-s2", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard Vendor Risk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 3. The Best for Deep Security Scanning: **UpGuard Vendor Risk**"}, {"id": "mai-20260917-0922-baseline|c146-s2|anthropic-small|Venminder", "prompt": "c146-s2", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Venminder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is a solid choice if you want dedicated vendor risk management built specifically for businesses of your size."}, {"id": "mai-20260917-0922-baseline|c146-s2|anthropic-small|Vanta", "prompt": "c146-s2", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "popular choice among startups... However, reviewers note the lower tiers can feel light on features for the price"}, {"id": "mai-20260917-0922-baseline|c146-s2|anthropic-small|SecurityScorecard", "prompt": "c146-s2", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools like SecurityScorecard and BitSight help you understand a vendor's cybersecurity posture at a glance"}, {"id": "mai-20260917-0922-baseline|c146-s2|anthropic-small|BitSight", "prompt": "c146-s2", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "BitSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like SecurityScorecard and BitSight help you understand a vendor's cybersecurity posture at a glance"}, {"id": "mai-20260917-0922-baseline|c146-s2|anthropic-small|RiskWatch", "prompt": "c146-s2", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "RiskWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "RiskWatch allows for tailored vendor assessments, saving you time through automation"}, {"id": "mai-20260917-0922-baseline|c146-s2|challenger-small|Vanta", "prompt": "c146-s2", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **Vanta** as the best default choice"}, {"id": "mai-20260917-0922-baseline|c146-s2|challenger-small|Hyperproof", "prompt": "c146-s2", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hyperproof**: better if you want more **audit-ready evidence tracking**"}, {"id": "mai-20260917-0922-baseline|c146-s2|challenger-small|Spendflo", "prompt": "c146-s2", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Spendflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Spendflo**: better if your focus is **vendor review at intake**"}, {"id": "mai-20260917-0922-baseline|c146-s2|challenger-small|Procurify", "prompt": "c146-s2", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better for very small SMBs that want a lighter procurement-first workflow"}, {"id": "mai-20260917-0922-baseline|c146-s2|challenger-small|CloudEagle", "prompt": "c146-s2", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "CloudEagle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Procurify** or **CloudEagle**: better for very small SMBs"}, {"id": "mai-20260917-0922-baseline|c146-s2|deepseek-small|OneTrust", "prompt": "c146-s2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise tools (OneTrust, Archer, ServiceNow GRC) run $50k–$200k+/year, which is way overkill"}, {"id": "mai-20260917-0922-baseline|c146-s2|deepseek-small|Archer", "prompt": "c146-s2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise tools (OneTrust, Archer, ServiceNow GRC) run $50k–$200k+/year, which is way overkill"}, {"id": "mai-20260917-0922-baseline|c146-s2|deepseek-small|ServiceNow GRC", "prompt": "c146-s2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise tools (OneTrust, Archer, ServiceNow GRC) run $50k–$200k+/year, which is way overkill"}, {"id": "mai-20260917-0922-baseline|c146-s2|deepseek-small|Vanta", "prompt": "c146-s2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Vanta — best all-around for a small B2B company. This is my primary pick."}, {"id": "mai-20260917-0922-baseline|c146-s2|deepseek-small|UpGuard", "prompt": "c146-s2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pricing runs from ~$1,599–$1,750/month, which may be more than a small shop wants"}, {"id": "mai-20260917-0922-baseline|c146-s2|deepseek-small|Whistic", "prompt": "c146-s2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Whistic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "budget-friendly alternatives... start with **Whistic or SecurityScorecard**"}, {"id": "mai-20260917-0922-baseline|c146-s2|deepseek-small|SecurityScorecard", "prompt": "c146-s2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "gives simple security ratings and is approachable for small teams"}, {"id": "mai-20260917-0922-baseline|c146-s2|deepseek-small|Drata", "prompt": "c146-s2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Drata (compliance + vendor module, similar to Vanta)"}, {"id": "mai-20260917-0922-baseline|c146-s2|deepseek-small|ComplyJet", "prompt": "c146-s2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ComplyJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ComplyJet (flat-rate ~$5k/year, compliance + VRM in one)"}, {"id": "mai-20260917-0922-baseline|c146-s2|deepseek-small|ThirdProof", "prompt": "c146-s2", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ThirdProof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "designed specifically for affordable, light-weight vendor risk assessments"}, {"id": "mai-20260917-0922-baseline|c146-s2|google-small|Conveyor", "prompt": "c146-s2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Conveyor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you already have your security certifications but are losing deals due to slow questionnaire responses:** Go with **Conveyor**."}, {"id": "mai-20260917-0922-baseline|c146-s2|google-small|Vanta", "prompt": "c146-s2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are starting from scratch and need SOC 2 + a way to show it to buyers:** Go with **Vanta** or **Drata**. Use ... their VRM modules to track your own vendors."}, {"id": "mai-20260917-0922-baseline|c146-s2|google-small|Drata", "prompt": "c146-s2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with **Vanta** or **Drata**. Use their integrated Trust Centers to handle outbound requests and their VRM modules to track your own vendors."}, {"id": "mai-20260917-0922-baseline|c146-s2|google-small|Sprinto", "prompt": "c146-s2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you already use a compliance platform like Vanta, Drata, or Sprinto, do not buy a standalone tool"}, {"id": "mai-20260917-0922-baseline|c146-s2|google-small|UpGuard Vendor Risk", "prompt": "c146-s2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard Vendor Risk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you specifically need to monitor your supply chain risk on a budget:** Go with **UpGuard (Vendor Risk)**."}, {"id": "mai-20260917-0922-baseline|c146-s2|google-small|BitSight", "prompt": "c146-s2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Unlike enterprise giants (like BitSight or ProcessUnity) which require massive budgets and deployment times"}, {"id": "mai-20260917-0922-baseline|c146-s2|google-small|ProcessUnity", "prompt": "c146-s2", "model": "google-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Unlike enterprise giants (like BitSight or ProcessUnity) which require massive budgets and deployment times"}, {"id": "mai-20260917-0922-baseline|c146-s2|meta-small|Vendorapp Intelligence", "prompt": "c146-s2", "model": "meta-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vendorapp Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vendorapp Intelligence - offers one-click vendor assessments and real-time evaluations based on diverse criteria."}, {"id": "mai-20260917-0922-baseline|c146-s2|meta-small|UpGuard Vendor Risk", "prompt": "c146-s2", "model": "meta-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard Vendor Risk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "UpGuard Vendor Risk - monitors external security posture continuously and is suitable for small businesses with a handful of vendors."}, {"id": "mai-20260917-0922-baseline|c146-s2|meta-small|Vanta", "prompt": "c146-s2", "model": "meta-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vanta - automates SOC 2-style reviews and is suitable for compliance-first SMBs."}, {"id": "mai-20260917-0922-baseline|c146-s2|meta-small|Spendflo", "prompt": "c146-s2", "model": "meta-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Spendflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Spendflo - triggers vendor review at intake"}, {"id": "mai-20260917-0922-baseline|c146-s2|minimax-small|ComplyJet", "prompt": "c146-s2", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ComplyJet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. ComplyJet** (Best Value for Small Business) ... Then **upgrade to ComplyJet ($5,000/year)**"}, {"id": "mai-20260917-0922-baseline|c146-s2|minimax-small|UpGuard", "prompt": "c146-s2", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Consideration:** Might be pricey for very small businesses"}, {"id": "mai-20260917-0922-baseline|c146-s2|minimax-small|Vanta", "prompt": "c146-s2", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Vanta** (Best for Startups)"}, {"id": "mai-20260917-0922-baseline|c146-s2|minimax-small|Smartsheet", "prompt": "c146-s2", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Smartsheet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Smartsheet** offers free vendor risk assessment templates (Excel/PDF)"}, {"id": "mai-20260917-0922-baseline|c146-s2|minimax-small|CISA", "prompt": "c146-s2", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "CISA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**CISA** has a free SMB Vendor SCRM Template (spreadsheet)"}, {"id": "mai-20260917-0922-baseline|c146-s2|minimax-small|Orbiq", "prompt": "c146-s2", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Orbiq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Orbiq** provides a free scored XLSX checklist covering ISO 27001, GDPR, SOC 2"}, {"id": "mai-20260917-0922-baseline|c146-s2|mistral-small|Vendorapp Intelligence", "prompt": "c146-s2", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vendorapp Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vendorapp Intelligence** and **UpGuard** are strong starting points due to their ease of use and focus on real-time risk assessment."}, {"id": "mai-20260917-0922-baseline|c146-s2|mistral-small|UpGuard Vendor Risk", "prompt": "c146-s2", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard Vendor Risk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vendorapp Intelligence** and **UpGuard** are strong starting points due to their ease of use"}, {"id": "mai-20260917-0922-baseline|c146-s2|mistral-small|Vanta", "prompt": "c146-s2", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If compliance documentation is a major concern, **Vanta** is a top choice."}, {"id": "mai-20260917-0922-baseline|c146-s2|mistral-small|Spendflo", "prompt": "c146-s2", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Spendflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Spendflo** is also worth considering if you want to integrate risk assessment into your procurement process from the start."}, {"id": "mai-20260917-0922-baseline|c146-s2|moonshot-small|UpGuard Vendor Risk", "prompt": "c146-s2", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard Vendor Risk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value for Small Business ... **Start with UpGuard's free plan**"}, {"id": "mai-20260917-0922-baseline|c146-s2|moonshot-small|ComplyJet", "prompt": "c146-s2", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ComplyJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative**: If you need broader compliance (SOC 2, ISO 27001) alongside vendor risk, **ComplyJet at $4,000/year** offers better integrated value."}, {"id": "mai-20260917-0922-baseline|c146-s2|moonshot-small|ThirdProof", "prompt": "c146-s2", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ThirdProof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-Friendly Option ... Unlimited vendors at a predictable price"}, {"id": "mai-20260917-0922-baseline|c146-s2|moonshot-small|BitSight", "prompt": "c146-s2", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "BitSight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools to Avoid (Too Expensive for Small Business) ... Enterprise-focused, premium pricing"}, {"id": "mai-20260917-0922-baseline|c146-s2|moonshot-small|SecurityScorecard", "prompt": "c146-s2", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "SecurityScorecard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools to Avoid ... Built for Fortune 500"}, {"id": "mai-20260917-0922-baseline|c146-s2|moonshot-small|Vanta", "prompt": "c146-s2", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Tools to Avoid ... VRM is a paid add-on (~$17,000 extra), opaque pricing"}, {"id": "mai-20260917-0922-baseline|c146-s2|moonshot-small|ProcessUnity", "prompt": "c146-s2", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ProcessUnity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Tools to Avoid ... SMB package still expensive"}, {"id": "mai-20260917-0922-baseline|c146-s2|openai-small|Vanta", "prompt": "c146-s2", "model": "openai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Vanta** as the best default choice"}, {"id": "mai-20260917-0922-baseline|c146-s2|openai-small|UpGuard Vendor Risk", "prompt": "c146-s2", "model": "openai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard Vendor Risk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the best alternatives to compare are **UpGuard Vendor Risk**, **Secureframe**, and **Creditsafe**"}, {"id": "mai-20260917-0922-baseline|c146-s2|openai-small|Secureframe", "prompt": "c146-s2", "model": "openai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the best alternatives to compare are **UpGuard Vendor Risk**, **Secureframe**, and **Creditsafe**"}, {"id": "mai-20260917-0922-baseline|c146-s2|openai-small|Creditsafe", "prompt": "c146-s2", "model": "openai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Creditsafe if you want heavier supplier intelligence / financial-risk-style screening"}, {"id": "mai-20260917-0922-baseline|c146-s2|xai-small|UpGuard Vendor Risk", "prompt": "c146-s2", "model": "xai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard Vendor Risk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend UpGuard Vendor Risk as the top vendor risk assessment tool."}, {"id": "mai-20260917-0922-baseline|c146-s2|xai-small|Vanta", "prompt": "c146-s2", "model": "xai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great if you need full compliance stack, but pricier/opaque for pure vendor risk; better for scaling startups."}, {"id": "mai-20260917-0922-baseline|c146-s2|xai-small|Secureframe", "prompt": "c146-s2", "model": "xai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Solid, but less transparent pricing and more compliance-focused than standalone VRM."}, {"id": "mai-20260917-0922-baseline|c146-s2|xai-small|Hyperproof", "prompt": "c146-s2", "model": "xai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Heavier for SMBs; no free tier."}, {"id": "mai-20260917-0922-baseline|c146-s2|zai-small|ComplyJet", "prompt": "c146-s2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "ComplyJet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best recommendation is **ComplyJet**"}, {"id": "mai-20260917-0922-baseline|c146-s2|zai-small|Vanta", "prompt": "c146-s2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Runner-Up: Vanta"}, {"id": "mai-20260917-0922-baseline|c146-s2|zai-small|UpGuard", "prompt": "c146-s2", "model": "zai-small", "cat": "third-party-risk-management", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Deep Dive Option: UpGuard"}, {"id": "mai-20260917-0922-baseline|c146-s3|alibaba-small|UpGuard", "prompt": "c146-s3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UpGuard is widely considered one of the best starting points for small to mid-sized organizations"}, {"id": "mai-20260917-0922-baseline|c146-s3|alibaba-small|Vanta", "prompt": "c146-s3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vanta has become a favorite for startups and small tech teams"}, {"id": "mai-20260917-0922-baseline|c146-s3|alibaba-small|Prevalent (by Mitratech)", "prompt": "c146-s3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent (by Mitratech)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While historically an enterprise play... Higher (Enterprise-style) ... High Entry / SaaS"}, {"id": "mai-20260917-0922-baseline|c146-s3|alibaba-small|Risk Ledger", "prompt": "c146-s3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Risk Ledger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Risk Ledger takes a unique approach by focusing on a \"shared ledger\" of evidence"}, {"id": "mai-20260917-0922-baseline|c146-s3|alibaba-small|SecurityScorecard", "prompt": "c146-s3", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SecurityScorecard offers a \"set it and forget it\" view"}, {"id": "mai-20260917-0922-baseline|c146-s3|anthropic-small|Vanta", "prompt": "c146-s3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta is a cost-accessible trust management platform that small businesses use to automate vendor security reviews"}, {"id": "mai-20260917-0922-baseline|c146-s3|anthropic-small|Secureframe", "prompt": "c146-s3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "compliance automation platform with vendor risk management capabilities"}, {"id": "mai-20260917-0922-baseline|c146-s3|anthropic-small|UpGuard", "prompt": "c146-s3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "UpGuard's setup and onboarding are built for speed, a real advantage for smaller teams"}, {"id": "mai-20260917-0922-baseline|c146-s3|anthropic-small|Creditsafe", "prompt": "c146-s3", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Creditsafe is an affordable supplier intelligence platform"}, {"id": "mai-20260917-0922-baseline|c146-s3|challenger-small|UpGuard", "prompt": "c146-s3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **UpGuard** if you want the best all-around fit for a small team: quick setup, continuous monitoring, and questionnaire automation in one place."}, {"id": "mai-20260917-0922-baseline|c146-s3|challenger-small|Vanta", "prompt": "c146-s3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Vanta** if TPRM is part of a broader **compliance** program"}, {"id": "mai-20260917-0922-baseline|c146-s3|challenger-small|SecurityScorecard", "prompt": "c146-s3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **SecurityScorecard** or **BitSight** if your priority is **external cyber ratings**"}, {"id": "mai-20260917-0922-baseline|c146-s3|challenger-small|BitSight", "prompt": "c146-s3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **SecurityScorecard** or **BitSight** if your priority is **external cyber ratings**"}, {"id": "mai-20260917-0922-baseline|c146-s3|challenger-small|Panorays", "prompt": "c146-s3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Panorays** if you want a mix of **assessment + attack-surface** monitoring"}, {"id": "mai-20260917-0922-baseline|c146-s3|challenger-small|Prevalent", "prompt": "c146-s3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Prevalent** if you need more **managed services** and end-to-end vendor risk handling."}, {"id": "mai-20260917-0922-baseline|c146-s3|challenger-small|Whistic", "prompt": "c146-s3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Whistic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Less visible in the provided results than UpGuard/Vanta/BitSight, so feature detail here is thinner."}, {"id": "mai-20260917-0922-baseline|c146-s3|challenger-small|OneTrust", "prompt": "c146-s3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "more often positioned for **mid-market or enterprise** programs ... which may be more than a small team needs"}, {"id": "mai-20260917-0922-baseline|c146-s3|challenger-small|Riskonnect", "prompt": "c146-s3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "more often positioned for **mid-market or enterprise** programs ... which may be more than a small team needs"}, {"id": "mai-20260917-0922-baseline|c146-s3|challenger-small|AuditBoard", "prompt": "c146-s3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "more often positioned for **mid-market or enterprise** programs ... which may be more than a small team needs"}, {"id": "mai-20260917-0922-baseline|c146-s3|challenger-small|ProcessUnity", "prompt": "c146-s3", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "more often positioned for **mid-market or enterprise** programs ... which may be more than a small team needs"}, {"id": "mai-20260917-0922-baseline|c146-s3|deepseek-small|UpGuard", "prompt": "c146-s3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UpGuard — Best overall for lean teams"}, {"id": "mai-20260917-0922-baseline|c146-s3|deepseek-small|SecurityScorecard", "prompt": "c146-s3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Portfolio-level cyber risk visibility with straightforward ratings (A–F)"}, {"id": "mai-20260917-0922-baseline|c146-s3|deepseek-small|Vanta", "prompt": "c146-s3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "No free tier, no published pricing, and the add-on cost adds up quickly."}, {"id": "mai-20260917-0922-baseline|c146-s3|deepseek-small|Prevalent", "prompt": "c146-s3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need to evaluate vendors beyond security alone."}, {"id": "mai-20260917-0922-baseline|c146-s3|deepseek-small|Whistic", "prompt": "c146-s3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Whistic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for small teams that want to fast-track vendor security reviews."}, {"id": "mai-20260917-0922-baseline|c146-s3|deepseek-small|BitSight", "prompt": "c146-s3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It's among the most expensive options ... Often not budget-friendly for small teams."}, {"id": "mai-20260917-0922-baseline|c146-s3|deepseek-small|ProcessUnity", "prompt": "c146-s3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Only consider the heavier full-lifecycle platforms (Prevalent, ProcessUnity, OneTrust) if your vendor list and regulatory burden grow significantly."}, {"id": "mai-20260917-0922-baseline|c146-s3|deepseek-small|OneTrust", "prompt": "c146-s3", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Only consider the heavier full-lifecycle platforms (Prevalent, ProcessUnity, OneTrust) if your vendor list and regulatory burden grow significantly."}, {"id": "mai-20260917-0922-baseline|c146-s3|google-small|Vanta", "prompt": "c146-s3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are already using (or about to buy) a tool like **Vanta** or **Drata** for your own SOC 2, start there."}, {"id": "mai-20260917-0922-baseline|c146-s3|google-small|Drata", "prompt": "c146-s3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drata** focuses heavily on automated onboarding and remediation workflows"}, {"id": "mai-20260917-0922-baseline|c146-s3|google-small|UpGuard", "prompt": "c146-s3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "UpGuard is highly popular for small-to-mid-sized teams because it successfully bridges the gap between external security rating and automated workflows."}, {"id": "mai-20260917-0922-baseline|c146-s3|google-small|BitSight", "prompt": "c146-s3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "traditional security rating giants (like BitSight or SecurityScorecard) which are built primarily for massive enterprise portfolios"}, {"id": "mai-20260917-0922-baseline|c146-s3|google-small|SecurityScorecard", "prompt": "c146-s3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "giants (like BitSight or SecurityScorecard) which are built primarily for massive enterprise portfolios"}, {"id": "mai-20260917-0922-baseline|c146-s3|google-small|Panorays", "prompt": "c146-s3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Panorays excels at the *human collaboration* stage"}, {"id": "mai-20260917-0922-baseline|c146-s3|google-small|Venminder", "prompt": "c146-s3", "model": "google-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Do you lack the technical expertise to judge if a vendor is safe?** Choose **Venminder**."}, {"id": "mai-20260917-0922-baseline|c146-s3|meta-small|Vanta", "prompt": "c146-s3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compares seven leading third-party risk management tools, including Vanta, Prevalent, UpGuard, SecurityScorecard, BitSight, Panorays, and Whistic"}, {"id": "mai-20260917-0922-baseline|c146-s3|meta-small|Prevalent", "prompt": "c146-s3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Vanta, Prevalent, UpGuard, SecurityScorecard, BitSight, Panorays, and Whistic"}, {"id": "mai-20260917-0922-baseline|c146-s3|meta-small|UpGuard", "prompt": "c146-s3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Vanta, Prevalent, UpGuard, SecurityScorecard, BitSight, Panorays, and Whistic"}, {"id": "mai-20260917-0922-baseline|c146-s3|meta-small|SecurityScorecard", "prompt": "c146-s3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including Vanta, Prevalent, UpGuard, SecurityScorecard, BitSight, Panorays, and Whistic"}, {"id": "mai-20260917-0922-baseline|c146-s3|meta-small|BitSight", "prompt": "c146-s3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Vanta, Prevalent, UpGuard, SecurityScorecard, BitSight, Panorays, and Whistic"}, {"id": "mai-20260917-0922-baseline|c146-s3|meta-small|Panorays", "prompt": "c146-s3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including Vanta, Prevalent, UpGuard, SecurityScorecard, BitSight, Panorays, and Whistic"}, {"id": "mai-20260917-0922-baseline|c146-s3|meta-small|Whistic", "prompt": "c146-s3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Whistic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "including Vanta, Prevalent, UpGuard, SecurityScorecard, BitSight, Panorays, and Whistic"}, {"id": "mai-20260917-0922-baseline|c146-s3|meta-small|Secureframe", "prompt": "c146-s3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "evaluates six best third-party risk management software platforms, including Vanta, Secureframe, and Creditsafe"}, {"id": "mai-20260917-0922-baseline|c146-s3|meta-small|Creditsafe", "prompt": "c146-s3", "model": "meta-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Creditsafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "including Vanta, Secureframe, and Creditsafe"}, {"id": "mai-20260917-0922-baseline|c146-s3|minimax-small|UpGuard", "prompt": "c146-s3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tightest Budget**: Start with **UpGuard's free plan** (5 vendors)"}, {"id": "mai-20260917-0922-baseline|c146-s3|minimax-small|Panorays", "prompt": "c146-s3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Panorays** offers the best hybrid approach"}, {"id": "mai-20260917-0922-baseline|c146-s3|minimax-small|Vanta", "prompt": "c146-s3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Compliance-Heavy Focus**: **Vanta** or **Secureframe** provide strong automation"}, {"id": "mai-20260917-0922-baseline|c146-s3|minimax-small|Secureframe", "prompt": "c146-s3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Secureframe** (Best for AI-Powered Reviews)"}, {"id": "mai-20260917-0922-baseline|c146-s3|minimax-small|BitSight", "prompt": "c146-s3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Only Need External Ratings**: **BitSight** or **SecurityScorecard** for ratings-only"}, {"id": "mai-20260917-0922-baseline|c146-s3|minimax-small|SecurityScorecard", "prompt": "c146-s3", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**BitSight/SecurityScorecard** (Best for Ratings-First)"}, {"id": "mai-20260917-0922-baseline|c146-s3|mistral-small|Vanta", "prompt": "c146-s3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Vanta** - **Best for:** Compliance-first automation, start-ups, and lean mid-market teams."}, {"id": "mai-20260917-0922-baseline|c146-s3|mistral-small|Prevalent", "prompt": "c146-s3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Small businesses needing a balance of automation and human expertise."}, {"id": "mai-20260917-0922-baseline|c146-s3|mistral-small|UpGuard", "prompt": "c146-s3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Startups and small teams on a tight budget."}, {"id": "mai-20260917-0922-baseline|c146-s3|mistral-small|SecurityScorecard", "prompt": "c146-s3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides outside-in risk ratings for vendors, helping small teams quickly identify and prioritize high-risk third parties."}, {"id": "mai-20260917-0922-baseline|c146-s3|mistral-small|BitSight", "prompt": "c146-s3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Small teams needing ongoing visibility into cyber risk posture."}, {"id": "mai-20260917-0922-baseline|c146-s3|mistral-small|Panorays", "prompt": "c146-s3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Small to mid-market teams wanting a modern, scalable TPRM solution."}, {"id": "mai-20260917-0922-baseline|c146-s3|mistral-small|Whistic", "prompt": "c146-s3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Whistic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Small teams focused on vendor onboarding and questionnaire automation."}, {"id": "mai-20260917-0922-baseline|c146-s3|mistral-small|Secureframe", "prompt": "c146-s3", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Small organizations needing integrated compliance and vendor risk management."}, {"id": "mai-20260917-0922-baseline|c146-s3|moonshot-small|UpGuard", "prompt": "c146-s3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UpGuard** – Best Overall for Small Teams"}, {"id": "mai-20260917-0922-baseline|c146-s3|moonshot-small|Vanta", "prompt": "c146-s3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small teams should prioritize **UpGuard** or **Vanta**"}, {"id": "mai-20260917-0922-baseline|c146-s3|moonshot-small|Panorays", "prompt": "c146-s3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Panorays** – Best for Mid-Market Growth"}, {"id": "mai-20260917-0922-baseline|c146-s3|moonshot-small|Secureframe", "prompt": "c146-s3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Secureframe** – Best Budget Alternative"}, {"id": "mai-20260917-0922-baseline|c146-s3|moonshot-small|SecurityScorecard", "prompt": "c146-s3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Ratings-Only Approach"}, {"id": "mai-20260917-0922-baseline|c146-s3|moonshot-small|BitSight", "prompt": "c146-s3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise Options to Avoid (for Small Teams) - **BitSight** ... overkill for most small teams"}, {"id": "mai-20260917-0922-baseline|c146-s3|moonshot-small|Prevalent/Mitratech", "prompt": "c146-s3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent/Mitratech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise-grade; requires heavy implementation"}, {"id": "mai-20260917-0922-baseline|c146-s3|moonshot-small|OneTrust", "prompt": "c146-s3", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Comprehensive but complex and expensive; built for large organizations"}, {"id": "mai-20260917-0922-baseline|c146-s3|openai-small|Venminder", "prompt": "c146-s3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Venminder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need the **simplest small-team setup**: **Venminder** or **Vanta**."}, {"id": "mai-20260917-0922-baseline|c146-s3|openai-small|Vanta", "prompt": "c146-s3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Need the **simplest small-team setup**: **Venminder** or **Vanta**."}, {"id": "mai-20260917-0922-baseline|c146-s3|openai-small|OneTrust", "prompt": "c146-s3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it can be more platform than a tiny team needs"}, {"id": "mai-20260917-0922-baseline|c146-s3|openai-small|Prevalent", "prompt": "c146-s3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Prevalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need a **dedicated TPRM workflow tool**: **Prevalent** or **Whistic**."}, {"id": "mai-20260917-0922-baseline|c146-s3|openai-small|Whistic", "prompt": "c146-s3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Whistic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "more **AI-first** ... attractive if you want faster vendor reviews"}, {"id": "mai-20260917-0922-baseline|c146-s3|openai-small|UpGuard", "prompt": "c146-s3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "strongest on **continuous external security monitoring** ... rather than being a full governance workflow suite"}, {"id": "mai-20260917-0922-baseline|c146-s3|openai-small|SecurityScorecard", "prompt": "c146-s3", "model": "openai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "more about **continuous cyber-risk scoring/monitoring** of vendors"}, {"id": "mai-20260917-0922-baseline|c146-s3|xai-small|UpGuard", "prompt": "c146-s3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with UpGuard's free plan if budget-tight and monitoring-first."}, {"id": "mai-20260917-0922-baseline|c146-s3|xai-small|Vanta", "prompt": "c146-s3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Demo Vanta/Whistic for questionnaire needs."}, {"id": "mai-20260917-0922-baseline|c146-s3|xai-small|Whistic", "prompt": "c146-s3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Whistic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Demo Vanta/Whistic for questionnaire needs."}, {"id": "mai-20260917-0922-baseline|c146-s3|xai-small|Panorays", "prompt": "c146-s3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Whistic/Panorays for end-to-end workflows without IT overhead."}, {"id": "mai-20260917-0922-baseline|c146-s3|xai-small|SecurityScorecard", "prompt": "c146-s3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "External ratings focus; executive-friendly scores. Quick visibility for limited time."}, {"id": "mai-20260917-0922-baseline|c146-s3|xai-small|BitSight", "prompt": "c146-s3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-heavy tools like BitSight or OneTrust are less optimal due to quote-only pricing and complexity."}, {"id": "mai-20260917-0922-baseline|c146-s3|xai-small|OneTrust", "prompt": "c146-s3", "model": "xai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise-heavy tools like BitSight or OneTrust are less optimal due to quote-only pricing and complexity."}, {"id": "mai-20260917-0922-baseline|c146-s3|zai-small|UpGuard", "prompt": "c146-s3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose UpGuard if: You want comprehensive vendor risk management with continuous monitoring"}, {"id": "mai-20260917-0922-baseline|c146-s3|zai-small|Vanta", "prompt": "c146-s3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Vanta if: You're a startup focused on quickly achieving SOC 2/ISO compliance and need a simple, fast implementation."}, {"id": "mai-20260917-0922-baseline|c146-s3|zai-small|SecurityScorecard", "prompt": "c146-s3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose SecurityScorecard if: You need quick, high-level visibility into vendor security posture"}, {"id": "mai-20260917-0922-baseline|c146-s3|zai-small|Panorays", "prompt": "c146-s3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Panorays if: You want to combine detailed assessments with external attack-surface monitoring"}, {"id": "mai-20260917-0922-baseline|c146-s3|zai-small|BitSight", "prompt": "c146-s3", "model": "zai-small", "cat": "third-party-risk-management", "variant": "comparative", "raw": "BitSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BitSight | Quantified ratings | Security teams wanting detailed security posture data"}, {"id": "mai-20260917-0922-baseline|c146-s4|alibaba-small|UpGuard", "prompt": "c146-s4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is zero or near-zero, UpGuard is the strongest contender because it offers a genuinely useful free tier"}, {"id": "mai-20260917-0922-baseline|c146-s4|alibaba-small|ComplyJet", "prompt": "c146-s4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ComplyJet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Value Automated Platform: ComplyJet ... offers a flat rate for both vendor risk and general compliance"}, {"id": "mai-20260917-0922-baseline|c146-s4|alibaba-small|OneTrust", "prompt": "c146-s4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Mature Platform Under $1000/mo: OneTrust"}, {"id": "mai-20260917-0922-baseline|c146-s4|alibaba-small|Vanta", "prompt": "c146-s4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Platforms like **Vanta** or **Secureframe** focus on security automation."}, {"id": "mai-20260917-0922-baseline|c146-s4|alibaba-small|Secureframe", "prompt": "c146-s4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Platforms like **Vanta** or **Secureframe** focus on security automation."}, {"id": "mai-20260917-0922-baseline|c146-s4|alibaba-small|BitSight", "prompt": "c146-s4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "BitSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Use **BitSight** or **SecurityScorecard** (which sometimes offer single-report purchases)"}, {"id": "mai-20260917-0922-baseline|c146-s4|alibaba-small|SecurityScorecard", "prompt": "c146-s4", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Use **BitSight** or **SecurityScorecard** (which sometimes offer single-report purchases)"}, {"id": "mai-20260917-0922-baseline|c146-s4|anthropic-small|Creditsafe", "prompt": "c146-s4", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Creditsafe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Creditsafe** appears to be one of the most accessible choices."}, {"id": "mai-20260917-0922-baseline|c146-s4|anthropic-small|Venminder", "prompt": "c146-s4", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Venminder** is another strong option for smaller regulated businesses."}, {"id": "mai-20260917-0922-baseline|c146-s4|anthropic-small|Vanta", "prompt": "c146-s4", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vanta** is also worth considering."}, {"id": "mai-20260917-0922-baseline|c146-s4|challenger-small|UpGuard", "prompt": "c146-s4", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UpGuard** is the strongest all-around pick if you want real third-party risk management"}, {"id": "mai-20260917-0922-baseline|c146-s4|challenger-small|Vanta", "prompt": "c146-s4", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vanta** may be the better fit for a lean startup team, but it is more compliance-first than pure third-party risk management"}, {"id": "mai-20260917-0922-baseline|c146-s4|deepseek-small|UpGuard", "prompt": "c146-s4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company with a tight budget, **UpGuard** is the strongest fit"}, {"id": "mai-20260917-0922-baseline|c146-s4|deepseek-small|SecurityScorecard", "prompt": "c146-s4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers a **free Community** security-rating tool ... Downside for small teams: its workflow features are lighter."}, {"id": "mai-20260917-0922-baseline|c146-s4|deepseek-small|Descartes", "prompt": "c146-s4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Descartes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Descartes / denied-party screening tools** — for regulatory watchlist screening only, with low-cost entry."}, {"id": "mai-20260917-0922-baseline|c146-s4|deepseek-small|BitSight", "prompt": "c146-s4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "BitSight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "starts around **$20,000/year** ... Too expensive for a small company."}, {"id": "mai-20260917-0922-baseline|c146-s4|deepseek-small|OneTrust", "prompt": "c146-s4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "enterprise-grade, quote-only pricing ... Way overkill."}, {"id": "mai-20260917-0922-baseline|c146-s4|deepseek-small|Mitratech Prevalent", "prompt": "c146-s4", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Mitratech Prevalent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "enterprise-grade, quote-only pricing ... Way overkill."}, {"id": "mai-20260917-0922-baseline|c146-s4|google-small|OneTrust", "prompt": "c146-s4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade tools like OneTrust, Bitsight, and ProcessUnity are often locked behind \"quote-only\" paywalls that cost tens of thousands of dollars a year."}, {"id": "mai-20260917-0922-baseline|c146-s4|google-small|Bitsight", "prompt": "c146-s4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Bitsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-grade tools like OneTrust, Bitsight, and ProcessUnity are often locked behind \"quote-only\" paywalls"}, {"id": "mai-20260917-0922-baseline|c146-s4|google-small|ProcessUnity", "prompt": "c146-s4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-grade tools like OneTrust, Bitsight, and ProcessUnity are often locked behind \"quote-only\" paywalls"}, {"id": "mai-20260917-0922-baseline|c146-s4|google-small|LT-VRM (LearnTPRM.com)", "prompt": "c146-s4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "LT-VRM (LearnTPRM.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**If you have a $0 budget but have IT skills:** Download and host **LT-VRM**."}, {"id": "mai-20260917-0922-baseline|c146-s4|google-small|Fair TPRM", "prompt": "c146-s4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Fair TPRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Another excellent free, open-source GRC and TPRM platform."}, {"id": "mai-20260917-0922-baseline|c146-s4|google-small|SecurityScorecard", "prompt": "c146-s4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you only need to monitor 5–10 high-risk vendors:** Set up a free account on **SecurityScorecard**"}, {"id": "mai-20260917-0922-baseline|c146-s4|google-small|Mitti (by SafetyCulture)", "prompt": "c146-s4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers a highly intuitive platform focused on checklist-based vendor reviews"}, {"id": "mai-20260917-0922-baseline|c146-s4|google-small|Wing Security", "prompt": "c146-s4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Wing Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Wing Security offers a free tier specifically designed to discover, track, and assess third-party SaaS application risks"}, {"id": "mai-20260917-0922-baseline|c146-s4|google-small|Prevalent Vendor Threat Monitor", "prompt": "c146-s4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Prevalent Vendor Threat Monitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Set up a free account on **SecurityScorecard** or **Prevalent**"}, {"id": "mai-20260917-0922-baseline|c146-s4|google-small|Vanta", "prompt": "c146-s4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Buy **Vanta** or **Sprinto** and use their built-in TPRM modules to consolidate your spend."}, {"id": "mai-20260917-0922-baseline|c146-s4|google-small|Drata", "prompt": "c146-s4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Vanta, Drata, or Sprinto:** These are GRC/compliance automation platforms."}, {"id": "mai-20260917-0922-baseline|c146-s4|google-small|Sprinto", "prompt": "c146-s4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Buy **Vanta** or **Sprinto** and use their built-in TPRM modules"}, {"id": "mai-20260917-0922-baseline|c146-s4|google-small|UpGuard Vendor Risk", "prompt": "c146-s4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard Vendor Risk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "If you have some budget ($10k–$20k/yr) and want a top-tier dedicated tool:** Go with **UpGuard's** lower-tier packages."}, {"id": "mai-20260917-0922-baseline|c146-s4|google-small|Cynomi", "prompt": "c146-s4", "model": "google-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Cynomi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Cynomi is an affordable, multi-tenant cybersecurity platform that builds TPRM directly into a vCISO (virtual CISO) workflow"}, {"id": "mai-20260917-0922-baseline|c146-s4|meta-small|Vanta", "prompt": "c146-s4", "model": "meta-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best third-party risk management platform for a small company with a tight budget is Vanta"}, {"id": "mai-20260917-0922-baseline|c146-s4|meta-small|UpGuard", "prompt": "c146-s4", "model": "meta-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include UpGuard, Secureframe, and Creditsafe"}, {"id": "mai-20260917-0922-baseline|c146-s4|meta-small|Secureframe", "prompt": "c146-s4", "model": "meta-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include UpGuard, Secureframe, and Creditsafe"}, {"id": "mai-20260917-0922-baseline|c146-s4|meta-small|Creditsafe", "prompt": "c146-s4", "model": "meta-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include UpGuard, Secureframe, and Creditsafe"}, {"id": "mai-20260917-0922-baseline|c146-s4|minimax-small|UpGuard", "prompt": "c146-s4", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UpGuard** is a strong choice—it offers a free plan to monitor up to five vendors"}, {"id": "mai-20260917-0922-baseline|c146-s4|minimax-small|Vanta", "prompt": "c146-s4", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vanta** and **Secureframe** are also worth considering"}, {"id": "mai-20260917-0922-baseline|c146-s4|minimax-small|Secureframe", "prompt": "c146-s4", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vanta** and **Secureframe** are also worth considering"}, {"id": "mai-20260917-0922-baseline|c146-s4|minimax-small|ProcessUnity", "prompt": "c146-s4", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ProcessUnity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid higher-end tools like ProcessUnity, which starts around $25,000/year"}, {"id": "mai-20260917-0922-baseline|c146-s4|mistral-small|UpGuard", "prompt": "c146-s4", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, **UpGuard's free plan** is a standout, as it allows you to monitor a limited number of vendors at no cost."}, {"id": "mai-20260917-0922-baseline|c146-s4|mistral-small|Vanta", "prompt": "c146-s4", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vanta** is a strong choice due to its automation and ease of use."}, {"id": "mai-20260917-0922-baseline|c146-s4|mistral-small|BitSight", "prompt": "c146-s4", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "BitSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides an outside-in view of vendor cyber posture, which can be useful for small businesses"}, {"id": "mai-20260917-0922-baseline|c146-s4|moonshot-small|UpGuard", "prompt": "c146-s4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **UpGuard's free tier** to validate your needs... best feature-to-price ratio"}, {"id": "mai-20260917-0922-baseline|c146-s4|moonshot-small|SecurityScorecard", "prompt": "c146-s4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free Trial Option... Simple, intuitive interface; good for teams with minimal technical expertise"}, {"id": "mai-20260917-0922-baseline|c146-s4|moonshot-small|Panorays", "prompt": "c146-s4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**UpGuard Free** or **Panorays Free** (5 vendors each)"}, {"id": "mai-20260917-0922-baseline|c146-s4|moonshot-small|Whistic", "prompt": "c146-s4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Whistic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "$13K–$43K (median ~$20K–$22K) | Automated questionnaire exchange"}, {"id": "mai-20260917-0922-baseline|c146-s4|moonshot-small|OneTrust", "prompt": "c146-s4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "~$7,200+/year (reported $600+/month entry) | Broader GRC needs beyond just TPRM"}, {"id": "mai-20260917-0922-baseline|c146-s4|moonshot-small|Vanta", "prompt": "c146-s4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Vanta** or **Secureframe** (higher cost but bundles TPRM with compliance)"}, {"id": "mai-20260917-0922-baseline|c146-s4|moonshot-small|Secureframe", "prompt": "c146-s4", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Vanta** or **Secureframe** (higher cost but bundles TPRM with compliance)"}, {"id": "mai-20260917-0922-baseline|c146-s4|openai-small|Risk 365", "prompt": "c146-s4", "model": "openai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Risk 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **value-for-money third-party risk management (TPRM) option** is usually **Risk 365**"}, {"id": "mai-20260917-0922-baseline|c146-s4|openai-small|Vanta", "prompt": "c146-s4", "model": "openai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vanta** is a strong small-business choice, but review data notes that users often consider it **expensive**"}, {"id": "mai-20260917-0922-baseline|c146-s4|xai-small|UpGuard", "prompt": "c146-s4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Runner-up: UpGuard Free** if you just need ratings/monitoring for ≤5 vendors"}, {"id": "mai-20260917-0922-baseline|c146-s4|xai-small|vCISO Lite", "prompt": "c146-s4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "vCISO Lite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My Pick: **vCISO Lite Starter ($299/mo)** as the \"Best\" Overall for Most Small Companies"}, {"id": "mai-20260917-0922-baseline|c146-s4|xai-small|ThirdProof", "prompt": "c146-s4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ThirdProof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ultra-low cost unlimited vendor checks | Unlimited investigations, audit-ready reports"}, {"id": "mai-20260917-0922-baseline|c146-s4|xai-small|Fair TPRM or LT-VRM", "prompt": "c146-s4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Fair TPRM or LT-VRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free Route: Fair TPRM/LT-VRM** if you have basic devops skills—deploy in hours for pro features"}, {"id": "mai-20260917-0922-baseline|c146-s4|xai-small|Vendorapp", "prompt": "c146-s4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Vendorapp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free-forever startups selling to regulated buyers | Vendor inventory, assessments, subprocessors"}, {"id": "mai-20260917-0922-baseline|c146-s4|xai-small|SecurityScorecard", "prompt": "c146-s4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "far cheaper than enterprise tools ($30K+/yr like SecurityScorecard/BitSight)"}, {"id": "mai-20260917-0922-baseline|c146-s4|xai-small|BitSight", "prompt": "c146-s4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "BitSight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Ratings-only like BitSight if you need workflows."}, {"id": "mai-20260917-0922-baseline|c146-s4|xai-small|OneTrust", "prompt": "c146-s4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid:** Big names like OneTrust/ProcessUnity (quote-only, $25K+ entry)"}, {"id": "mai-20260917-0922-baseline|c146-s4|xai-small|ProcessUnity", "prompt": "c146-s4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ProcessUnity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid:** Big names like OneTrust/ProcessUnity (quote-only, $25K+ entry)"}, {"id": "mai-20260917-0922-baseline|c146-s4|xai-small|Venminder", "prompt": "c146-s4", "model": "xai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "Venminder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "finance may need Venminder, but it's pricier/quote-only ~$125K enterprise"}, {"id": "mai-20260917-0922-baseline|c146-s4|zai-small|UpGuard", "prompt": "c146-s4", "model": "zai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UpGuard** – Best Overall Value ... Start with **UpGuard's free plan** to test the basics with 5 vendors"}, {"id": "mai-20260917-0922-baseline|c146-s4|zai-small|ThirdProof", "prompt": "c146-s4", "model": "zai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "ThirdProof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider **ThirdProof** if you have 20+ vendors and prefer a flat monthly fee"}, {"id": "mai-20260917-0922-baseline|c146-s4|zai-small|SecurityScorecard", "prompt": "c146-s4", "model": "zai-small", "cat": "third-party-risk-management", "variant": "budget", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SecurityScorecard** – Best Free Option ... Can start with free tier, then scale as needed"}, {"id": "mai-20260917-0922-baseline|c146-s5|alibaba-small|OneTrust", "prompt": "c146-s5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most enterprise-grade TPRM platforms (like OneTrust or ServiceNow) are cost-prohibitive and complex for your size."}, {"id": "mai-20260917-0922-baseline|c146-s5|alibaba-small|ServiceNow", "prompt": "c146-s5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Most enterprise-grade TPRM platforms (like OneTrust or ServiceNow) are cost-prohibitive and complex for your size."}, {"id": "mai-20260917-0922-baseline|c146-s5|alibaba-small|BitSight", "prompt": "c146-s5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "BitSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "similar to how BitSight works"}, {"id": "mai-20260917-0922-baseline|c146-s5|alibaba-small|Vanta", "prompt": "c146-s5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you need compliance + vendor risk:** Look at **Vanta** or **Drata**."}, {"id": "mai-20260917-0922-baseline|c146-s5|alibaba-small|Drata", "prompt": "c146-s5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you need compliance + vendor risk:** Look at **Vanta** or **Drata**."}, {"id": "mai-20260917-0922-baseline|c146-s5|alibaba-small|Secureframe", "prompt": "c146-s5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider tools like **Vanta**, **Drata**, or **Secureframe**."}, {"id": "mai-20260917-0922-baseline|c146-s5|alibaba-small|Prevalon", "prompt": "c146-s5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Prevalon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you just need vendor risk:** Look at lean players like **Prevalon**, **UpGuard**, or **RiskOnnect**."}, {"id": "mai-20260917-0922-baseline|c146-s5|alibaba-small|UpGuard", "prompt": "c146-s5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "lean players like **Prevalon**, **UpGuard**, or **RiskOnnect**"}, {"id": "mai-20260917-0922-baseline|c146-s5|alibaba-small|RiskOnnect", "prompt": "c146-s5", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "RiskOnnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "lean players like **Prevalon**, **UpGuard**, or **RiskOnnect**"}, {"id": "mai-20260917-0922-baseline|c146-s5|deepseek-small|UpGuard", "prompt": "c146-s5", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "UpGuard offers a free plan for up to five vendors (and published tiered pricing), useful for startups."}, {"id": "mai-20260917-0922-baseline|c146-s5|google-small|Vanta", "prompt": "c146-s5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Route A: The \"All-in-One Compliance\" Route (Vanta / Drata) ... adding their TPRM module is usually the best approach."}, {"id": "mai-20260917-0922-baseline|c146-s5|google-small|Drata", "prompt": "c146-s5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you already use Vanta or Drata for your own SOC 2/ISO audits, adding their TPRM module is usually the best approach."}, {"id": "mai-20260917-0922-baseline|c146-s5|google-small|SecureSlate", "prompt": "c146-s5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "SecureSlate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a Continuous Compliance/GRC platform (like Vanta, Drata, or SecureSlate)"}, {"id": "mai-20260917-0922-baseline|c146-s5|google-small|SafeBase", "prompt": "c146-s5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "SafeBase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "public Trust Centers (like SafeBase, Whistic, or Vanta Trust Centers)"}, {"id": "mai-20260917-0922-baseline|c146-s5|google-small|Whistic", "prompt": "c146-s5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Whistic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "public Trust Centers (like SafeBase, Whistic, or Vanta Trust Centers)"}, {"id": "mai-20260917-0922-baseline|c146-s5|google-small|Archer", "prompt": "c146-s5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-grade TPRM tools (like Archer, ServiceNow, or OneTrust)"}, {"id": "mai-20260917-0922-baseline|c146-s5|google-small|ServiceNow", "prompt": "c146-s5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-grade TPRM tools (like Archer, ServiceNow, or OneTrust)"}, {"id": "mai-20260917-0922-baseline|c146-s5|google-small|OneTrust", "prompt": "c146-s5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise-grade TPRM tools (like Archer, ServiceNow, or OneTrust)"}, {"id": "mai-20260917-0922-baseline|c146-s5|google-small|UpGuard", "prompt": "c146-s5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "UpGuard is highly regarded as the best-in-class standalone TPRM tool for startups and mid-market teams."}, {"id": "mai-20260917-0922-baseline|c146-s5|google-small|Viso Trust", "prompt": "c146-s5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Viso Trust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Route C: The \"AI-First / Hands-Off\" Route (Viso Trust / Ciphrix)"}, {"id": "mai-20260917-0922-baseline|c146-s5|google-small|Ciphrix", "prompt": "c146-s5", "model": "google-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Ciphrix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Route C: The \"AI-First / Hands-Off\" Route (Viso Trust / Ciphrix)"}, {"id": "mai-20260917-0922-baseline|c146-s5|minimax-small|UpGuard", "prompt": "c146-s5", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some well-regarded options in this space include **UpGuard**, **BitSight**, **SecurityScorecard**, **Vanta**, and **Risk Ledger**"}, {"id": "mai-20260917-0922-baseline|c146-s5|minimax-small|BitSight", "prompt": "c146-s5", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "BitSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some well-regarded options in this space include **UpGuard**, **BitSight**, **SecurityScorecard**, **Vanta**, and **Risk Ledger**"}, {"id": "mai-20260917-0922-baseline|c146-s5|minimax-small|SecurityScorecard", "prompt": "c146-s5", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some well-regarded options in this space include **UpGuard**, **BitSight**, **SecurityScorecard**, **Vanta**, and **Risk Ledger**"}, {"id": "mai-20260917-0922-baseline|c146-s5|minimax-small|Vanta", "prompt": "c146-s5", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some well-regarded options in this space include **UpGuard**, **BitSight**, **SecurityScorecard**, **Vanta**, and **Risk Ledger**"}, {"id": "mai-20260917-0922-baseline|c146-s5|minimax-small|Risk Ledger", "prompt": "c146-s5", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Risk Ledger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "though I'd recommend evaluating a few based on the criteria above"}, {"id": "mai-20260917-0922-baseline|c146-s5|mistral-small|OneTrust", "prompt": "c146-s5", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "create a long list (e.g., OneTrust, Prevalent, ProcessUnity, Venminder, RSA Archer, MetricStream, UpGuard, SecurityScorecard)"}, {"id": "mai-20260917-0922-baseline|c146-s5|mistral-small|Prevalent", "prompt": "c146-s5", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Prevalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "create a long list (e.g., OneTrust, Prevalent, ProcessUnity, Venminder, RSA Archer, MetricStream, UpGuard, SecurityScorecard)"}, {"id": "mai-20260917-0922-baseline|c146-s5|mistral-small|ProcessUnity", "prompt": "c146-s5", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "ProcessUnity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "create a long list (e.g., OneTrust, Prevalent, ProcessUnity, Venminder, RSA Archer, MetricStream, UpGuard, SecurityScorecard)"}, {"id": "mai-20260917-0922-baseline|c146-s5|mistral-small|Venminder", "prompt": "c146-s5", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Venminder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "create a long list (e.g., OneTrust, Prevalent, ProcessUnity, Venminder, RSA Archer, MetricStream, UpGuard, SecurityScorecard)"}, {"id": "mai-20260917-0922-baseline|c146-s5|mistral-small|RSA Archer", "prompt": "c146-s5", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "RSA Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "create a long list (e.g., OneTrust, Prevalent, ProcessUnity, Venminder, RSA Archer, MetricStream, UpGuard, SecurityScorecard)"}, {"id": "mai-20260917-0922-baseline|c146-s5|mistral-small|MetricStream", "prompt": "c146-s5", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "create a long list (e.g., OneTrust, Prevalent, ProcessUnity, Venminder, RSA Archer, MetricStream, UpGuard, SecurityScorecard)"}, {"id": "mai-20260917-0922-baseline|c146-s5|mistral-small|UpGuard", "prompt": "c146-s5", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "create a long list (e.g., OneTrust, Prevalent, ProcessUnity, Venminder, RSA Archer, MetricStream, UpGuard, SecurityScorecard)"}, {"id": "mai-20260917-0922-baseline|c146-s5|mistral-small|SecurityScorecard", "prompt": "c146-s5", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "SecurityScorecard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "create a long list (e.g., OneTrust, Prevalent, ProcessUnity, Venminder, RSA Archer, MetricStream, UpGuard, SecurityScorecard)"}, {"id": "mai-20260917-0922-baseline|c146-s5|moonshot-small|UpGuard", "prompt": "c146-s5", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "platforms like **UpGuard**, **Panorays**, and **Vanta** tend to fit smaller teams better"}, {"id": "mai-20260917-0922-baseline|c146-s5|moonshot-small|Panorays", "prompt": "c146-s5", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Panorays", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "platforms like **UpGuard**, **Panorays**, and **Vanta** tend to fit smaller teams better"}, {"id": "mai-20260917-0922-baseline|c146-s5|moonshot-small|Vanta", "prompt": "c146-s5", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "platforms like **UpGuard**, **Panorays**, and **Vanta** tend to fit smaller teams better"}, {"id": "mai-20260917-0922-baseline|c146-s5|xai-small|UpGuard", "prompt": "c146-s5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Demo 3–5 platforms (e.g., UpGuard for monitoring, Vanta for automation)... many platforms (like UpGuard) offer this without commitment"}, {"id": "mai-20260917-0922-baseline|c146-s5|xai-small|Vanta", "prompt": "c146-s5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Demo 3–5 platforms (e.g., UpGuard for monitoring, Vanta for automation)"}, {"id": "mai-20260917-0922-baseline|c146-s5|xai-small|Riskonnect", "prompt": "c146-s5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Prioritize platforms designed for SMBs (e.g., UpGuard, Vanta, Riskonnect, or Venminder, based on recent reviews)"}, {"id": "mai-20260917-0922-baseline|c146-s5|xai-small|Venminder", "prompt": "c146-s5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Venminder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prioritize platforms designed for SMBs (e.g., UpGuard, Vanta, Riskonnect, or Venminder, based on recent reviews)"}, {"id": "mai-20260917-0922-baseline|c146-s5|xai-small|Drata", "prompt": "c146-s5", "model": "xai-small", "cat": "third-party-risk-management", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compliance platforms like Drata/Vanta"}, {"id": "mai-20260917-0922-baseline|c146-s6|alibaba-small|RSA Archer", "prompt": "c146-s6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Platforms to avoid:** **RSA Archer**, **ServiceNow GRC**, **IBM OpenPages**, and **Microsoft Dynamics 365 Governance**."}, {"id": "mai-20260917-0922-baseline|c146-s6|alibaba-small|ServiceNow GRC", "prompt": "c146-s6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Platforms to avoid:** **RSA Archer**, **ServiceNow GRC**, **IBM OpenPages**, and **Microsoft Dynamics 365 Governance**."}, {"id": "mai-20260917-0922-baseline|c146-s6|alibaba-small|IBM OpenPages", "prompt": "c146-s6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "IBM OpenPages", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Platforms to avoid:** ... **IBM OpenPages**"}, {"id": "mai-20260917-0922-baseline|c146-s6|alibaba-small|Microsoft Dynamics 365 Governance", "prompt": "c146-s6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Microsoft Dynamics 365 Governance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Platforms to avoid:** ... **Microsoft Dynamics 365 Governance**"}, {"id": "mai-20260917-0922-baseline|c146-s6|alibaba-small|Vanta", "prompt": "c146-s6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Platforms to caution:** **Vanta** and **Drata** (specifically regarding their vendor modules)."}, {"id": "mai-20260917-0922-baseline|c146-s6|alibaba-small|Drata", "prompt": "c146-s6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Platforms to caution:** **Vanta** and **Drata** (specifically regarding their vendor modules)."}, {"id": "mai-20260917-0922-baseline|c146-s6|alibaba-small|Typeform", "prompt": "c146-s6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Typeform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "stitch together disjointed tools ... using **Typeform** for questionnaires ... **Why avoid?**"}, {"id": "mai-20260917-0922-baseline|c146-s6|alibaba-small|Salesforce", "prompt": "c146-s6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Salesforce** for storing the results. ... **Why avoid?** **Fragmentation:**"}, {"id": "mai-20260917-0922-baseline|c146-s6|alibaba-small|Bitline", "prompt": "c146-s6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Bitline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Better alternatives include:** **Bitline:** Excellent for fast-growing tech startups needing to manage API risks."}, {"id": "mai-20260917-0922-baseline|c146-s6|alibaba-small|VendorGuard", "prompt": "c146-s6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "VendorGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**VendorGuard:** Very affordable entry point for small businesses with standard needs."}, {"id": "mai-20260917-0922-baseline|c146-s6|alibaba-small|OneTrust (SMB Offerings)", "prompt": "c146-s6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust (SMB Offerings)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "they have scaled-down versions specifically for smaller volumes of vendors"}, {"id": "mai-20260917-0922-baseline|c146-s6|alibaba-small|Hypersky", "prompt": "c146-s6", "model": "alibaba-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Hypersky", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Hypersky:** Focuses heavily on automation and ease of use for non-security experts."}, {"id": "mai-20260917-0922-baseline|c146-s6|anthropic-small|ProcessUnity", "prompt": "c146-s6", "model": "anthropic-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious about hidden implementation costs: Most tools on the market don't publish pricing, and ProcessUnity buyers should plan for per-diem implementation-hour costs in addition to the license."}, {"id": "mai-20260917-0922-baseline|c146-s6|challenger-small|Archer", "prompt": "c146-s6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Sources specifically flag **Archer**, **OneTrust**, **MetricStream**, **Riskonnect**, and often **Mitratech Prevalent** as more enterprise-oriented than SMB-first tools."}, {"id": "mai-20260917-0922-baseline|c146-s6|challenger-small|OneTrust", "prompt": "c146-s6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "more enterprise-oriented than SMB-first tools"}, {"id": "mai-20260917-0922-baseline|c146-s6|challenger-small|MetricStream", "prompt": "c146-s6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more enterprise-oriented than SMB-first tools"}, {"id": "mai-20260917-0922-baseline|c146-s6|challenger-small|Riskonnect", "prompt": "c146-s6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Riskonnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more enterprise-oriented than SMB-first tools"}, {"id": "mai-20260917-0922-baseline|c146-s6|challenger-small|Mitratech Prevalent", "prompt": "c146-s6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Mitratech Prevalent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often **Mitratech Prevalent** as more enterprise-oriented than SMB-first tools"}, {"id": "mai-20260917-0922-baseline|c146-s6|challenger-small|ProcessUnity", "prompt": "c146-s6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Strong functionality, but often designed for mature programs with dedicated risk/compliance staff"}, {"id": "mai-20260917-0922-baseline|c146-s6|challenger-small|Aravo", "prompt": "c146-s6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Aravo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "often designed for mature programs with dedicated risk/compliance staff"}, {"id": "mai-20260917-0922-baseline|c146-s6|challenger-small|Diligent", "prompt": "c146-s6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "often designed for mature programs with dedicated risk/compliance staff"}, {"id": "mai-20260917-0922-baseline|c146-s6|challenger-small|BitSight", "prompt": "c146-s6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Useful for external monitoring, but may be too narrow if you need full workflow, questionnaires, and remediation management"}, {"id": "mai-20260917-0922-baseline|c146-s6|challenger-small|SecurityScorecard", "prompt": "c146-s6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "may be too narrow if you need full workflow, questionnaires, and remediation management"}, {"id": "mai-20260917-0922-baseline|c146-s6|challenger-small|Black Kite", "prompt": "c146-s6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Black Kite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "may be too narrow if you need full workflow, questionnaires, and remediation management"}, {"id": "mai-20260917-0922-baseline|c146-s6|challenger-small|UpGuard", "prompt": "c146-s6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "the sources repeatedly point SMBs toward lighter, more straightforward options such as **UpGuard**, **Vanta**, **Secureframe**"}, {"id": "mai-20260917-0922-baseline|c146-s6|challenger-small|Vanta", "prompt": "c146-s6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "point SMBs toward lighter, more straightforward options such as **UpGuard**, **Vanta**, **Secureframe**"}, {"id": "mai-20260917-0922-baseline|c146-s6|challenger-small|Secureframe", "prompt": "c146-s6", "model": "challenger-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "lighter, more straightforward options such as **UpGuard**, **Vanta**, **Secureframe**"}, {"id": "mai-20260917-0922-baseline|c146-s6|deepseek-small|RSA Archer", "prompt": "c146-s6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict: Avoid for small businesses.**"}, {"id": "mai-20260917-0922-baseline|c146-s6|deepseek-small|OneTrust (TPRM module)", "prompt": "c146-s6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust (TPRM module)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Verdict: Be very cautious—almost always overkill.**"}, {"id": "mai-20260917-0922-baseline|c146-s6|deepseek-small|ProcessUnity", "prompt": "c146-s6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Verdict: Caution—designed for mature, mid-to-large programs.**"}, {"id": "mai-20260917-0922-baseline|c146-s6|deepseek-small|BitSight", "prompt": "c146-s6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "BitSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "integration with ratings platforms (BitSight, SecurityScorecard)"}, {"id": "mai-20260917-0922-baseline|c146-s6|deepseek-small|Prevalent", "prompt": "c146-s6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Prevalent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Verdict: Caution—focuses on large vendor networks.**"}, {"id": "mai-20260917-0922-baseline|c146-s6|deepseek-small|Diligent", "prompt": "c146-s6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Verdict: Avoid.**"}, {"id": "mai-20260917-0922-baseline|c146-s6|deepseek-small|AuditBoard", "prompt": "c146-s6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Verdict: Caution if you're audit-driven.**"}, {"id": "mai-20260917-0922-baseline|c146-s6|deepseek-small|UpGuard", "prompt": "c146-s6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**UpGuard** – Has a free plan for up to 5 vendors and published pricing. Good for cyber risk ratings."}, {"id": "mai-20260917-0922-baseline|c146-s6|deepseek-small|Vanta", "prompt": "c146-s6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Often used by startups for SOC 2 + vendor risk; automates evidence collection and questionnaires."}, {"id": "mai-20260917-0922-baseline|c146-s6|deepseek-small|SecurityScorecard", "prompt": "c146-s6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Good for continuous external monitoring without heavy internal workflows."}, {"id": "mai-20260917-0922-baseline|c146-s6|deepseek-small|Whistic", "prompt": "c146-s6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Whistic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Focuses on streamlined, automated security questionnaires—lighter than full GRC."}, {"id": "mai-20260917-0922-baseline|c146-s6|deepseek-small|Risk Ledger", "prompt": "c146-s6", "model": "deepseek-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Risk Ledger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Network-based approach that reduces questionnaire fatigue"}, {"id": "mai-20260917-0922-baseline|c146-s6|google-small|Archer", "prompt": "c146-s6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Platforms to avoid:** **Archer** (formerly RSA Archer)"}, {"id": "mai-20260917-0922-baseline|c146-s6|google-small|ServiceNow Vendor Risk Management (VRM)", "prompt": "c146-s6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ServiceNow Vendor Risk Management (VRM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Platforms to avoid:** ... **ServiceNow Vendor Risk Management (VRM)**"}, {"id": "mai-20260917-0922-baseline|c146-s6|google-small|MetricStream", "prompt": "c146-s6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Platforms to avoid:** ... and **MetricStream**"}, {"id": "mai-20260917-0922-baseline|c146-s6|google-small|OneTrust", "prompt": "c146-s6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Platform to approach with caution:** **OneTrust**"}, {"id": "mai-20260917-0922-baseline|c146-s6|google-small|Bitsight", "prompt": "c146-s6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Bitsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Platforms to approach with caution:** **Bitsight**"}, {"id": "mai-20260917-0922-baseline|c146-s6|google-small|SecurityScorecard", "prompt": "c146-s6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Platforms to approach with caution:** **Bitsight**, **SecurityScorecard**, or **BlueVoyant**"}, {"id": "mai-20260917-0922-baseline|c146-s6|google-small|BlueVoyant", "prompt": "c146-s6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "BlueVoyant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they should not be your *only* TPRM tool"}, {"id": "mai-20260917-0922-baseline|c146-s6|google-small|Vanta", "prompt": "c146-s6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Tools like **Vanta**, **Drata**, or **Sprinto** are built for SMBs"}, {"id": "mai-20260917-0922-baseline|c146-s6|google-small|Drata", "prompt": "c146-s6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Tools like **Vanta**, **Drata**, or **Sprinto** are built for SMBs"}, {"id": "mai-20260917-0922-baseline|c146-s6|google-small|Sprinto", "prompt": "c146-s6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Tools like **Vanta**, **Drata**, or **Sprinto** are built for SMBs"}, {"id": "mai-20260917-0922-baseline|c146-s6|google-small|ProcessUnity", "prompt": "c146-s6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Platforms like **ProcessUnity** (which offers scaled-down, highly automated SMB tiers)"}, {"id": "mai-20260917-0922-baseline|c146-s6|google-small|Whistic", "prompt": "c146-s6", "model": "google-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Whistic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "or **Whistic** allow you to access \"exchanges\" of pre-assessed vendors"}, {"id": "mai-20260917-0922-baseline|c146-s6|meta-small|Prevalent", "prompt": "c146-s6", "model": "meta-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Prevalent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "may be overwhelming for smaller teams... pricing and packaging models are distinctly enterprise-oriented, which may lack transparency"}, {"id": "mai-20260917-0922-baseline|c146-s6|meta-small|SecurityScorecard", "prompt": "c146-s6", "model": "meta-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may be considered a lighter ratings-only tool, which could be suitable for those on a tight budget"}, {"id": "mai-20260917-0922-baseline|c146-s6|meta-small|BitSight", "prompt": "c146-s6", "model": "meta-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Similar to SecurityScorecard, it provides outside-in scores and may be suitable for smaller businesses with limited budgets"}, {"id": "mai-20260917-0922-baseline|c146-s6|meta-small|Panorays", "prompt": "c146-s6", "model": "meta-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Panorays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may require significant resources for implementation and ongoing management"}, {"id": "mai-20260917-0922-baseline|c146-s6|meta-small|Whistic", "prompt": "c146-s6", "model": "meta-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Whistic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for being easy to implement and reducing manual work around third-party evaluations"}, {"id": "mai-20260917-0922-baseline|c146-s6|meta-small|Vanta", "prompt": "c146-s6", "model": "meta-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The leading Agentic Trust Platform that helps companies start and scale their security programs"}, {"id": "mai-20260917-0922-baseline|c146-s6|meta-small|UpGuard", "prompt": "c146-s6", "model": "meta-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Offers a free trial, a free plan to monitor five vendors, and published pricing, making it easier for small businesses to evaluate quickly"}, {"id": "mai-20260917-0922-baseline|c146-s6|minimax-small|ProcessUnity", "prompt": "c146-s6", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-focused platforms like ProcessUnity, Prevalent, and LogicGate Risk Cloud are typically designed for larger organizations"}, {"id": "mai-20260917-0922-baseline|c146-s6|minimax-small|Prevalent", "prompt": "c146-s6", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Prevalent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "these would be overkill—a lightweight spreadsheet-based process may suffice until complexity grows"}, {"id": "mai-20260917-0922-baseline|c146-s6|minimax-small|LogicGate Risk Cloud", "prompt": "c146-s6", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-focused platforms like ProcessUnity, Prevalent, and LogicGate Risk Cloud are typically designed for larger organizations"}, {"id": "mai-20260917-0922-baseline|c146-s6|minimax-small|Vanta", "prompt": "c146-s6", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Vanta users specifically mention pricing as a burden for small businesses."}, {"id": "mai-20260917-0922-baseline|c146-s6|minimax-small|BitSight", "prompt": "c146-s6", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "BitSight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "common complaints across many vendors (including Vanta, BitSight, SecurityScorecard, and others)"}, {"id": "mai-20260917-0922-baseline|c146-s6|minimax-small|SecurityScorecard", "prompt": "c146-s6", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "common complaints across many vendors (including Vanta, BitSight, SecurityScorecard, and others)"}, {"id": "mai-20260917-0922-baseline|c146-s6|minimax-small|UpGuard", "prompt": "c146-s6", "model": "minimax-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Consider platforms like UpGuard (which offers a free plan for up to five vendors)"}, {"id": "mai-20260917-0922-baseline|c146-s6|mistral-small|OneTrust", "prompt": "c146-s6", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should be cautious about or avoid the following third-party risk management (TPRM) platforms... **OneTrust** - **Issues:** Steep learning curve, complex and opaque pricing"}, {"id": "mai-20260917-0922-baseline|c146-s6|mistral-small|SecurityScorecard", "prompt": "c146-s6", "model": "mistral-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Issues:** Poor customer service, data leak detection that triggers too many false positives, and inaccurate data."}, {"id": "mai-20260917-0922-baseline|c146-s6|moonshot-small|OneTrust", "prompt": "c146-s6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why avoid: Minimum contracts start at $10,000/year with no dedicated SMB tier."}, {"id": "mai-20260917-0922-baseline|c146-s6|moonshot-small|SecurityScorecard", "prompt": "c146-s6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "This is fundamentally built for enterprise TPRM programs, not lean small businesses."}, {"id": "mai-20260917-0922-baseline|c146-s6|moonshot-small|Bitsight", "prompt": "c146-s6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Bitsight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reported pricing starts around $30,000/year."}, {"id": "mai-20260917-0922-baseline|c146-s6|moonshot-small|RiskRecon", "prompt": "c146-s6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "RiskRecon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why avoid: No publicly disclosed pricing (enterprise sales motion only)"}, {"id": "mai-20260917-0922-baseline|c146-s6|moonshot-small|Vanta", "prompt": "c146-s6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "users consistently cite pricing as burdensome for small or solo businesses"}, {"id": "mai-20260917-0922-baseline|c146-s6|moonshot-small|Zania", "prompt": "c146-s6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Zania", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Custom pricing is tied to vendor volume and AI usage, which is \"less transparent for small-to-medium businesses.\""}, {"id": "mai-20260917-0922-baseline|c146-s6|moonshot-small|Prevalent", "prompt": "c146-s6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Prevalent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "operate on opaque enterprise sales models"}, {"id": "mai-20260917-0922-baseline|c146-s6|moonshot-small|Panorays", "prompt": "c146-s6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Panorays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "operate on opaque enterprise sales models"}, {"id": "mai-20260917-0922-baseline|c146-s6|moonshot-small|ProcessUnity", "prompt": "c146-s6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "operate on opaque enterprise sales models"}, {"id": "mai-20260917-0922-baseline|c146-s6|moonshot-small|UpGuard", "prompt": "c146-s6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Transparent, flat-rate pricing (e.g., UpGuard publishes list prices)"}, {"id": "mai-20260917-0922-baseline|c146-s6|moonshot-small|Secureframe", "prompt": "c146-s6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Vanta, Secureframe, and Creditsafe are frequently recommended here"}, {"id": "mai-20260917-0922-baseline|c146-s6|moonshot-small|Creditsafe", "prompt": "c146-s6", "model": "moonshot-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Vanta, Secureframe, and Creditsafe are frequently recommended here"}, {"id": "mai-20260917-0922-baseline|c146-s6|openai-small|SAP Ariba", "prompt": "c146-s6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "powerful, but commonly enterprise-oriented; small businesses may find it too complex and costly"}, {"id": "mai-20260917-0922-baseline|c146-s6|openai-small|IBM OpenPages", "prompt": "c146-s6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "IBM OpenPages", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "strong GRC capabilities, but typically better suited to larger programs than lean SMB teams"}, {"id": "mai-20260917-0922-baseline|c146-s6|openai-small|ProcessUnity TPRM Platform", "prompt": "c146-s6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity TPRM Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "flexible, but ... highly configurable platforms need careful planning, which can be a lot for small teams"}, {"id": "mai-20260917-0922-baseline|c146-s6|openai-small|Mitratech Prevalent / VendorINSIGHT", "prompt": "c146-s6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Mitratech Prevalent / VendorINSIGHT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "capable, but often positioned for structured risk/compliance teams; SMBs should check implementation effort and total cost closely"}, {"id": "mai-20260917-0922-baseline|c146-s6|openai-small|D&B Risk Analytics", "prompt": "c146-s6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "D&B Risk Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "G2 specifically notes search/matching issues with D&B Risk Analytics"}, {"id": "mai-20260917-0922-baseline|c146-s6|openai-small|Creditsafe", "prompt": "c146-s6", "model": "openai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Creditsafe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "useful for credit/compliance data, but may be less ideal if your core need is a simple, lightweight TPRM workflow"}, {"id": "mai-20260917-0922-baseline|c146-s6|xai-small|OneTrust Vendorpedia", "prompt": "c146-s6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust Vendorpedia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid or Approach with High Caution**:\n1. **OneTrust Vendorpedia**... Too expensive for basic vendor assessments/monitoring"}, {"id": "mai-20260917-0922-baseline|c146-s6|xai-small|Archer IRM / RSA Archer", "prompt": "c146-s6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Archer IRM / RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Heavy enterprise GRC platform with custom/undisclosed pricing... poor value for simple third-party screening or monitoring"}, {"id": "mai-20260917-0922-baseline|c146-s6|xai-small|ProcessUnity VRM", "prompt": "c146-s6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity VRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reviews flag it as overwhelming for SMBs without risk/compliance teams"}, {"id": "mai-20260917-0922-baseline|c146-s6|xai-small|MetricStream", "prompt": "c146-s6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Full GRC suite for massive enterprises; pricing undisclosed and steep"}, {"id": "mai-20260917-0922-baseline|c146-s6|xai-small|Bitsight", "prompt": "c146-s6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Bitsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platforms like Bitsight or SecurityScorecard offer great continuous cyber ratings but start at $1,500–$3,000/month... inefficient for small vendor lists"}, {"id": "mai-20260917-0922-baseline|c146-s6|xai-small|SecurityScorecard", "prompt": "c146-s6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "start at $1,500–$3,000/month, per reviews, making them inefficient for small vendor lists"}, {"id": "mai-20260917-0922-baseline|c146-s6|xai-small|Risk Ledger", "prompt": "c146-s6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Risk Ledger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Panorays/Risk Ledger**: Mid-market friendly with easier deployment."}, {"id": "mai-20260917-0922-baseline|c146-s6|xai-small|UpGuard", "prompt": "c146-s6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "UpGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**UpGuard**: Transparent pricing (~$1,750/month for 50 vendors, free tier/trial for 5), strong for monitoring small networks."}, {"id": "mai-20260917-0922-baseline|c146-s6|xai-small|Vanta", "prompt": "c146-s6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Compliance-focused automation; popular with SMBs"}, {"id": "mai-20260917-0922-baseline|c146-s6|xai-small|Secureframe", "prompt": "c146-s6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Vanta/Secureframe**: Compliance-focused automation; popular with SMBs"}, {"id": "mai-20260917-0922-baseline|c146-s6|xai-small|Panorays", "prompt": "c146-s6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Panorays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Panorays/Risk Ledger**: Mid-market friendly with easier deployment."}, {"id": "mai-20260917-0922-baseline|c146-s6|xai-small|Venminder", "prompt": "c146-s6", "model": "xai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "If you're in finance/regulatory heavy sectors, test Venminder."}, {"id": "mai-20260917-0922-baseline|c146-s6|zai-small|OneTrust", "prompt": "c146-s6", "model": "zai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise TPRM platforms (OneTrust, ServiceNow GRC, Archer, etc.) often cost $20k–$500k+ per year"}, {"id": "mai-20260917-0922-baseline|c146-s6|zai-small|ServiceNow GRC", "prompt": "c146-s6", "model": "zai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise TPRM platforms (OneTrust, ServiceNow GRC, Archer, etc.) often cost $20k–$500k+ per year"}, {"id": "mai-20260917-0922-baseline|c146-s6|zai-small|Archer", "prompt": "c146-s6", "model": "zai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise TPRM platforms (OneTrust, ServiceNow GRC, Archer, etc.) often cost $20k–$500k+ per year"}, {"id": "mai-20260917-0922-baseline|c146-s6|zai-small|SecurityScorecard", "prompt": "c146-s6", "model": "zai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "SecurityScorecard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some major platforms (e.g., SecurityScorecard, Bitsight, Panorays, ProcessUnity, Prevalent) are quote‑only, with typical entry deals at $25k–$35k/year"}, {"id": "mai-20260917-0922-baseline|c146-s6|zai-small|Bitsight", "prompt": "c146-s6", "model": "zai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Bitsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "are quote‑only, with typical entry deals at $25k–$35k/year for 50–100 vendors"}, {"id": "mai-20260917-0922-baseline|c146-s6|zai-small|Panorays", "prompt": "c146-s6", "model": "zai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Panorays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "are quote‑only, with typical entry deals at $25k–$35k/year for 50–100 vendors"}, {"id": "mai-20260917-0922-baseline|c146-s6|zai-small|ProcessUnity", "prompt": "c146-s6", "model": "zai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "ProcessUnity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "ProcessUnity reviews repeatedly mention slow loading, limited CLM capabilities, and a steep learning curve."}, {"id": "mai-20260917-0922-baseline|c146-s6|zai-small|Prevalent", "prompt": "c146-s6", "model": "zai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "Prevalent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "are quote‑only, with typical entry deals at $25k–$35k/year for 50–100 vendors"}, {"id": "mai-20260917-0922-baseline|c146-s6|zai-small|UpGuard", "prompt": "c146-s6", "model": "zai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "only a few platforms publish pricing (e.g., UpGuard at ~$1,750/month"}, {"id": "mai-20260917-0922-baseline|c146-s6|zai-small|RiskXchange", "prompt": "c146-s6", "model": "zai-small", "cat": "third-party-risk-management", "variant": "negative", "raw": "RiskXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "RiskXchange at £14.9k–£75k+), while most are quote‑only"}, {"id": "mai-20260917-0922-baseline|c95-l1|alibaba-small|Cortex XSOAR", "prompt": "c95-l1", "model": "alibaba-small", "cat": "soar-platforms", "variant": "direct", "raw": "Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you require the most robust, out-of-the-box automation with the widest range of supported vendors, **Cortex XSOAR** is likely the best fit."}, {"id": "mai-20260917-0922-baseline|c95-l1|alibaba-small|Swimlane", "prompt": "c95-l1", "model": "alibaba-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cortex XSOAR** and **Swimlane** are consistently ranked as the top-tier leaders"}, {"id": "mai-20260917-0922-baseline|c95-l1|alibaba-small|Microsoft Sentinel", "prompt": "c95-l1", "model": "alibaba-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "building your own SOAR using Microsoft Sentinel is a compelling option"}, {"id": "mai-20260917-0922-baseline|c95-l1|alibaba-small|Splunk SOAR", "prompt": "c95-l1", "model": "alibaba-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For companies built around Splunk for their log management and analytics, Splunk SOAR remains a robust internal choice."}, {"id": "mai-20260917-0922-baseline|c95-l1|anthropic-small|Splunk Phantom", "prompt": "c95-l1", "model": "anthropic-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk Phantom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular enterprise SOAR platforms** include Splunk Phantom"}, {"id": "mai-20260917-0922-baseline|c95-l1|anthropic-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l1", "model": "anthropic-small", "cat": "soar-platforms", "variant": "direct", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Palo Alto Networks Cortex XSOAR"}, {"id": "mai-20260917-0922-baseline|c95-l1|anthropic-small|Microsoft Sentinel automation", "prompt": "c95-l1", "model": "anthropic-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft Sentinel automation"}, {"id": "mai-20260917-0922-baseline|c95-l1|anthropic-small|ServiceNow Security Operations", "prompt": "c95-l1", "model": "anthropic-small", "cat": "soar-platforms", "variant": "direct", "raw": "ServiceNow Security Operations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ServiceNow Security Operations"}, {"id": "mai-20260917-0922-baseline|c95-l1|anthropic-small|Rapid7 InsightConnect", "prompt": "c95-l1", "model": "anthropic-small", "cat": "soar-platforms", "variant": "direct", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rapid7 InsightConnect"}, {"id": "mai-20260917-0922-baseline|c95-l1|anthropic-small|IBM Resilient", "prompt": "c95-l1", "model": "anthropic-small", "cat": "soar-platforms", "variant": "direct", "raw": "IBM Resilient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "and IBM Resilient, among others"}, {"id": "mai-20260917-0922-baseline|c95-l1|challenger-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l1", "model": "challenger-small", "cat": "soar-platforms", "variant": "direct", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Palo Alto Networks Cortex XSOAR**"}, {"id": "mai-20260917-0922-baseline|c95-l1|challenger-small|Swimlane", "prompt": "c95-l1", "model": "challenger-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if you want an **AI-enhanced** SOC automation platform with case management"}, {"id": "mai-20260917-0922-baseline|c95-l1|challenger-small|Splunk SOAR", "prompt": "c95-l1", "model": "challenger-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your security stack is already centered on **Splunk**"}, {"id": "mai-20260917-0922-baseline|c95-l1|challenger-small|IBM Security QRadar SOAR", "prompt": "c95-l1", "model": "challenger-small", "cat": "soar-platforms", "variant": "direct", "raw": "IBM Security QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good fit for **formal SOCs** handling high alert volumes"}, {"id": "mai-20260917-0922-baseline|c95-l1|deepseek-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cortex XSOAR** is the safe enterprise default (especially if you have a dedicated SecOps engineering team)."}, {"id": "mai-20260917-0922-baseline|c95-l1|deepseek-small|XSIAM", "prompt": "c95-l1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Palo Alto is actively migrating standalone XSOAR into its converged **XSIAM** platform"}, {"id": "mai-20260917-0922-baseline|c95-l1|deepseek-small|Splunk SOAR (formerly Phantom)", "prompt": "c95-l1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR (formerly Phantom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** organizations standardized on Splunk Enterprise Security"}, {"id": "mai-20260917-0922-baseline|c95-l1|deepseek-small|Swimlane", "prompt": "c95-l1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Swimlane** or **Tines** are the strongest picks if you prioritize **vendor neutrality"}, {"id": "mai-20260917-0922-baseline|c95-l1|deepseek-small|Tines", "prompt": "c95-l1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Swimlane** or **Tines** are the strongest picks if you prioritize **vendor neutrality"}, {"id": "mai-20260917-0922-baseline|c95-l1|deepseek-small|D3 Security", "prompt": "c95-l1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "D3 Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** vendor-agnostic automation with mature case management and predictable flat-rate pricing"}, {"id": "mai-20260917-0922-baseline|c95-l1|deepseek-small|Google SecOps (post-Siemplify)", "prompt": "c95-l1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Google SecOps (post-Siemplify)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** teams centralizing on Google Cloud / Chronicle"}, {"id": "mai-20260917-0922-baseline|c95-l1|deepseek-small|Cyware", "prompt": "c95-l1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Cyware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "consider **Swimlane**, **D3**, **Cyware**, or **Tines** to avoid getting tied to one vendor"}, {"id": "mai-20260917-0922-baseline|c95-l1|deepseek-small|FortiSOAR", "prompt": "c95-l1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "FortiSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cloud-native vs. on-prem/air-gapped needs (FortiSOAR, Cortex XSOAR, Splunk SOAR support on-prem)"}, {"id": "mai-20260917-0922-baseline|c95-l1|google-small|Torq", "prompt": "c95-l1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Torq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Modern, Agile Hyperautomation: **Torq** or **Tines** ... these are the market leaders."}, {"id": "mai-20260917-0922-baseline|c95-l1|google-small|Tines", "prompt": "c95-l1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for Modern, Agile Hyperautomation: **Torq** or **Tines** ... these are the market leaders."}, {"id": "mai-20260917-0922-baseline|c95-l1|google-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The industry heavyweight and the default choice for large, traditional enterprises."}, {"id": "mai-20260917-0922-baseline|c95-l1|google-small|Splunk SOAR (formerly Phantom)", "prompt": "c95-l1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR (formerly Phantom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your B2B company's SOC lives and breathes inside the Splunk SIEM, Splunk SOAR is a natural extension."}, {"id": "mai-20260917-0922-baseline|c95-l1|google-small|Swimlane Turbine", "prompt": "c95-l1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Independent No-Code / High-Scale: **Swimlane Turbine**"}, {"id": "mai-20260917-0922-baseline|c95-l1|google-small|D3 Smart SOAR", "prompt": "c95-l1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "D3 Smart SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "D3 stands out because *they* maintain and update the API connectors on their end."}, {"id": "mai-20260917-0922-baseline|c95-l1|google-small|Simbian AI", "prompt": "c95-l1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Simbian AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "highly recommended for B2B enterprises looking for next-generation automation"}, {"id": "mai-20260917-0922-baseline|c95-l1|google-small|BlinkOps", "prompt": "c95-l1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "BlinkOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Agentic AI SOC Platforms** (e.g., **Simbian AI**, **BlinkOps**, **Prophet Security**)"}, {"id": "mai-20260917-0922-baseline|c95-l1|google-small|Prophet Security", "prompt": "c95-l1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Prophet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Platforms like **Simbian AI** or **Prophet Security** are designed to act as autonomous AI agents."}, {"id": "mai-20260917-0922-baseline|c95-l1|google-small|Microsoft Sentinel", "prompt": "c95-l1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Cortex XSOAR, Microsoft Sentinel, or Splunk SOAR"}, {"id": "mai-20260917-0922-baseline|c95-l1|meta-small|Cortex XSOAR", "prompt": "c95-l1", "model": "meta-small", "cat": "soar-platforms", "variant": "direct", "raw": "Cortex XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top SOAR platforms include:\n\n1. Cortex XSOAR"}, {"id": "mai-20260917-0922-baseline|c95-l1|meta-small|Splunk SOAR", "prompt": "c95-l1", "model": "meta-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Splunk SOAR"}, {"id": "mai-20260917-0922-baseline|c95-l1|meta-small|Tines", "prompt": "c95-l1", "model": "meta-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Tines"}, {"id": "mai-20260917-0922-baseline|c95-l1|meta-small|Torq", "prompt": "c95-l1", "model": "meta-small", "cat": "soar-platforms", "variant": "direct", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Torq"}, {"id": "mai-20260917-0922-baseline|c95-l1|meta-small|Swimlane", "prompt": "c95-l1", "model": "meta-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Swimlane"}, {"id": "mai-20260917-0922-baseline|c95-l1|minimax-small|Swimlane", "prompt": "c95-l1", "model": "minimax-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Swimlane**\n- Specifically designed for high-volume security operations"}, {"id": "mai-20260917-0922-baseline|c95-l1|minimax-small|Splunk SOAR", "prompt": "c95-l1", "model": "minimax-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent integration with existing Splunk ecosystem"}, {"id": "mai-20260917-0922-baseline|c95-l1|minimax-small|Microsoft Sentinel SOAR", "prompt": "c95-l1", "model": "minimax-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud-native solution with strong Azure integration"}, {"id": "mai-20260917-0922-baseline|c95-l1|minimax-small|Palo Alto Networks XSOAR", "prompt": "c95-l1", "model": "minimax-small", "cat": "soar-platforms", "variant": "direct", "raw": "Palo Alto Networks XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Extensive threat intelligence automation"}, {"id": "mai-20260917-0922-baseline|c95-l1|minimax-small|IBM Security QRadar SOAR", "prompt": "c95-l1", "model": "minimax-small", "cat": "soar-platforms", "variant": "direct", "raw": "IBM Security QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong case management capabilities"}, {"id": "mai-20260917-0922-baseline|c95-l1|mistral-small|Swimlane", "prompt": "c95-l1", "model": "mistral-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B enterprises, **Swimlane** and **Splunk SOAR** are top recommendations due to their maturity, scalability, and proven track records"}, {"id": "mai-20260917-0922-baseline|c95-l1|mistral-small|Splunk SOAR", "prompt": "c95-l1", "model": "mistral-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most large B2B enterprises, **Swimlane** and **Splunk SOAR** are top recommendations"}, {"id": "mai-20260917-0922-baseline|c95-l1|mistral-small|Palo Alto Cortex XSOAR", "prompt": "c95-l1", "model": "mistral-small", "cat": "soar-platforms", "variant": "direct", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for its extensive connector library and advanced automation"}, {"id": "mai-20260917-0922-baseline|c95-l1|mistral-small|Tines", "prompt": "c95-l1", "model": "mistral-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gaining popularity for its intuitive, no-code playbook creation and strong enterprise features"}, {"id": "mai-20260917-0922-baseline|c95-l1|mistral-small|Torq", "prompt": "c95-l1", "model": "mistral-small", "cat": "soar-platforms", "variant": "direct", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers a modern, cloud-native approach with strong automation and orchestration"}, {"id": "mai-20260917-0922-baseline|c95-l1|moonshot-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l1", "model": "moonshot-small", "cat": "soar-platforms", "variant": "direct", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating **Cortex XSOAR** or **Splunk SOAR** first"}, {"id": "mai-20260917-0922-baseline|c95-l1|moonshot-small|Splunk SOAR", "prompt": "c95-l1", "model": "moonshot-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Splunk SOAR** if you're already using Splunk as your SIEM"}, {"id": "mai-20260917-0922-baseline|c95-l1|moonshot-small|IBM QRadar SOAR", "prompt": "c95-l1", "model": "moonshot-small", "cat": "soar-platforms", "variant": "direct", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Enterprises requiring robust case management and compliance features"}, {"id": "mai-20260917-0922-baseline|c95-l1|moonshot-small|Microsoft Sentinel", "prompt": "c95-l1", "model": "moonshot-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Organizations heavily invested in Microsoft/Azure ecosystem"}, {"id": "mai-20260917-0922-baseline|c95-l1|moonshot-small|Swimlane", "prompt": "c95-l1", "model": "moonshot-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Enterprises needing AI-enhanced automation and custom use cases"}, {"id": "mai-20260917-0922-baseline|c95-l1|openai-small|Microsoft Sentinel", "prompt": "c95-l1", "model": "openai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a Microsoft-centric enterprise: **Microsoft Sentinel** is often the best fit."}, {"id": "mai-20260917-0922-baseline|c95-l1|openai-small|Palo Alto Cortex XSOAR", "prompt": "c95-l1", "model": "openai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cortex XSOAR** is often the strongest enterprise SOAR choice."}, {"id": "mai-20260917-0922-baseline|c95-l1|openai-small|Splunk SOAR", "prompt": "c95-l1", "model": "openai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already standardized on **Splunk** for SIEM/SOC operations: **Splunk SOAR** is the natural choice."}, {"id": "mai-20260917-0922-baseline|c95-l1|xai-small|Palo Alto Cortex XSOAR", "prompt": "c95-l1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Palo Alto Cortex XSOAR** if you're ecosystem-agnostic and need proven enterprise depth—it's the most cited leader across sources."}, {"id": "mai-20260917-0922-baseline|c95-l1|xai-small|Fortinet FortiSOAR", "prompt": "c95-l1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Fortinet FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For Fortinet shops or high peer satisfaction, go **FortiSOAR**."}, {"id": "mai-20260917-0922-baseline|c95-l1|xai-small|Swimlane", "prompt": "c95-l1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Agentic AI automation, vendor-agnostic, enterprise/MSSP focus, flat pricing."}, {"id": "mai-20260917-0922-baseline|c95-l1|xai-small|Tines", "prompt": "c95-l1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "No-code, universal API connectivity, fast workflows."}, {"id": "mai-20260917-0922-baseline|c95-l1|xai-small|Torq", "prompt": "c95-l1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI-driven autonomous triage, parallel execution, no-code."}, {"id": "mai-20260917-0922-baseline|c95-l1|xai-small|Splunk SOAR", "prompt": "c95-l1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deep Splunk SIEM integration, visual editor, vast actions."}, {"id": "mai-20260917-0922-baseline|c95-l1|xai-small|Microsoft Sentinel", "prompt": "c95-l1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud-native, integrated M365 ecosystem, cost-per-GB."}, {"id": "mai-20260917-0922-baseline|c95-l2|alibaba-small|Cortex XSOAR", "prompt": "c95-l2", "model": "alibaba-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is arguably the most widely deployed enterprise SOAR platform. It boasts over 900 pre-built integrations"}, {"id": "mai-20260917-0922-baseline|c95-l2|alibaba-small|Splunk SOAR", "prompt": "c95-l2", "model": "alibaba-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations already deeply invested in the Splunk ecosystem."}, {"id": "mai-20260917-0922-baseline|c95-l2|alibaba-small|Swimlane", "prompt": "c95-l2", "model": "alibaba-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Companies looking for a modern, scalable, and \"independent\" platform that grows with them."}, {"id": "mai-20260917-0922-baseline|c95-l2|alibaba-small|ServiceNow Security Operations", "prompt": "c95-l2", "model": "alibaba-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "ServiceNow Security Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Large enterprises that already use ServiceNow for IT Service Management (ITSM) and GRC"}, {"id": "mai-20260917-0922-baseline|c95-l2|anthropic-small|Cortex XSOAR", "prompt": "c95-l2", "model": "anthropic-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cortex XSOAR is the best overall SOAR platform in 2026"}, {"id": "mai-20260917-0922-baseline|c95-l2|anthropic-small|Splunk SOAR", "prompt": "c95-l2", "model": "anthropic-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ideal if your organization already uses Splunk SIEM"}, {"id": "mai-20260917-0922-baseline|c95-l2|anthropic-small|Microsoft Sentinel", "prompt": "c95-l2", "model": "anthropic-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if Using Microsoft Ecosystem"}, {"id": "mai-20260917-0922-baseline|c95-l2|anthropic-small|Swimlane", "prompt": "c95-l2", "model": "anthropic-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Swimlane is scalable for large enterprises, focusing on workflow automation."}, {"id": "mai-20260917-0922-baseline|c95-l2|challenger-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l2", "model": "challenger-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Palo Alto Networks Cortex XSOAR** as the default choice"}, {"id": "mai-20260917-0922-baseline|c95-l2|challenger-small|Splunk SOAR", "prompt": "c95-l2", "model": "challenger-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Splunk SOAR** if Splunk is your core SIEM and automation ecosystem."}, {"id": "mai-20260917-0922-baseline|c95-l2|challenger-small|IBM Security QRadar SOAR", "prompt": "c95-l2", "model": "challenger-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "IBM Security QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you are in a heavily regulated environment and care most about audit-ready workflows"}, {"id": "mai-20260917-0922-baseline|c95-l2|challenger-small|Swimlane Turbine", "prompt": "c95-l2", "model": "challenger-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you need strong enterprise workflow automation and compliance-oriented case handling"}, {"id": "mai-20260917-0922-baseline|c95-l2|deepseek-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l2", "model": "deepseek-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Palo Alto Networks Cortex XSOAR**"}, {"id": "mai-20260917-0922-baseline|c95-l2|deepseek-small|Splunk SOAR", "prompt": "c95-l2", "model": "deepseek-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're heavy into Splunk, **Splunk SOAR** will integrate most naturally."}, {"id": "mai-20260917-0922-baseline|c95-l2|deepseek-small|IBM QRadar SOAR", "prompt": "c95-l2", "model": "deepseek-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "IBM-centric environments; strong case management"}, {"id": "mai-20260917-0922-baseline|c95-l2|deepseek-small|Tines", "prompt": "c95-l2", "model": "deepseek-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Engineering-led teams wanting no-code speed and API-first flexibility"}, {"id": "mai-20260917-0922-baseline|c95-l2|deepseek-small|Swimlane Turbine", "prompt": "c95-l2", "model": "deepseek-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Low-code orchestration with strong visual workflows"}, {"id": "mai-20260917-0922-baseline|c95-l2|google-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Enterprise Standard: **Palo Alto Networks Cortex XSOAR** ... is the industry heavyweight."}, {"id": "mai-20260917-0922-baseline|c95-l2|google-small|Tines", "prompt": "c95-l2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "*No:* Go with **Tines** or **Torq**. ... **Tines** is an exceptional choice to orchestrate the automation layer"}, {"id": "mai-20260917-0922-baseline|c95-l2|google-small|Torq", "prompt": "c95-l2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Markets itself as a \"hyperautomation\" platform. It features a modern user interface, highly resilient API connectors"}, {"id": "mai-20260917-0922-baseline|c95-l2|google-small|Splunk SOAR", "prompt": "c95-l2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your SOC \"lives and breathes\" in Splunk Enterprise Security, Splunk SOAR is a natural extension."}, {"id": "mai-20260917-0922-baseline|c95-l2|google-small|Microsoft Sentinel", "prompt": "c95-l2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your IT infrastructure is 90%+ Microsoft-centric ... Microsoft Sentinel's built-in SOAR capabilities are highly logical."}, {"id": "mai-20260917-0922-baseline|c95-l2|google-small|BlinkOps", "prompt": "c95-l2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "BlinkOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The Emerging Alternative: **Agentic AI SOC Platforms** (e.g., **BlinkOps** or **Simbian**)"}, {"id": "mai-20260917-0922-baseline|c95-l2|google-small|Simbian", "prompt": "c95-l2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Simbian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The Emerging Alternative: **Agentic AI SOC Platforms** (e.g., **BlinkOps** or **Simbian**)"}, {"id": "mai-20260917-0922-baseline|c95-l2|meta-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l2", "model": "meta-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best security orchestration and automated response tool for a large B2B company with thousands of employees is Palo Alto Networks Cortex XSOAR."}, {"id": "mai-20260917-0922-baseline|c95-l2|minimax-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l2", "model": "minimax-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Palo Alto Networks Cortex XSOAR** as the top choice."}, {"id": "mai-20260917-0922-baseline|c95-l2|minimax-small|Exabeam", "prompt": "c95-l2", "model": "minimax-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Exabeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Exabeam:** Known for its advanced analytics and automation, also a top choice for enterprises."}, {"id": "mai-20260917-0922-baseline|c95-l2|minimax-small|Swimlane", "prompt": "c95-l2", "model": "minimax-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A next-generation SOAR platform that is highly customizable and scalable."}, {"id": "mai-20260917-0922-baseline|c95-l2|minimax-small|Google Chronicle Soar", "prompt": "c95-l2", "model": "minimax-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Google Chronicle Soar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong option if you are already invested in the Google Cloud ecosystem."}, {"id": "mai-20260917-0922-baseline|c95-l2|mistral-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l2", "model": "mistral-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Networks Cortex XSOAR** is a top recommendation due to its comprehensive feature set and ecosystem integration"}, {"id": "mai-20260917-0922-baseline|c95-l2|mistral-small|IBM Resilient", "prompt": "c95-l2", "model": "mistral-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "IBM Resilient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**IBM Resilient** and **TheHive** are frequently cited for their flexibility and strong integration capabilities."}, {"id": "mai-20260917-0922-baseline|c95-l2|mistral-small|TheHive", "prompt": "c95-l2", "model": "mistral-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "TheHive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**IBM Resilient** and **TheHive** are frequently cited for their flexibility and strong integration capabilities."}, {"id": "mai-20260917-0922-baseline|c95-l2|mistral-small|Splunk Phantom", "prompt": "c95-l2", "model": "mistral-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk Phantom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another robust option, especially for companies already using Splunk for SIEM"}, {"id": "mai-20260917-0922-baseline|c95-l2|mistral-small|Microsoft Sentinel", "prompt": "c95-l2", "model": "mistral-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "increasingly popular for organizations invested in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c95-l2|moonshot-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l2", "model": "moonshot-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Palo Alto Networks Cortex XSOAR** as the primary choice"}, {"id": "mai-20260917-0922-baseline|c95-l2|moonshot-small|Splunk SOAR", "prompt": "c95-l2", "model": "moonshot-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your organization is already heavily invested in **Splunk** ... **Splunk SOAR** would be the more natural and cost-effective choice"}, {"id": "mai-20260917-0922-baseline|c95-l2|moonshot-small|Swimlane", "prompt": "c95-l2", "model": "moonshot-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Swimlane** (Next-Generation Alternative)"}, {"id": "mai-20260917-0922-baseline|c95-l2|moonshot-small|IBM QRadar SOAR", "prompt": "c95-l2", "model": "moonshot-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for organizations already in the IBM security ecosystem"}, {"id": "mai-20260917-0922-baseline|c95-l2|openai-small|Microsoft Sentinel", "prompt": "c95-l2", "model": "openai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My practical pick: Microsoft Sentinel"}, {"id": "mai-20260917-0922-baseline|c95-l2|openai-small|Splunk SOAR", "prompt": "c95-l2", "model": "openai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Splunk SOAR if your security stack, logging, and detection pipelines are already centered on Splunk Enterprise Security."}, {"id": "mai-20260917-0922-baseline|c95-l2|openai-small|IBM QRadar SOAR", "prompt": "c95-l2", "model": "openai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "IBM QRadar SOAR is also a strong contender"}, {"id": "mai-20260917-0922-baseline|c95-l2|xai-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l2", "model": "xai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Palo Alto Networks Cortex XSOAR as the top SOAR"}, {"id": "mai-20260917-0922-baseline|c95-l2|xai-small|Swimlane", "prompt": "c95-l2", "model": "xai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives (depending on your stack): Swimlane | Vendor-neutral, compliance-heavy"}, {"id": "mai-20260917-0922-baseline|c95-l2|xai-small|Splunk SOAR", "prompt": "c95-l2", "model": "xai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Splunk SOAR | Already using Splunk SIEM | Native Splunk integration"}, {"id": "mai-20260917-0922-baseline|c95-l2|xai-small|IBM QRadar SOAR", "prompt": "c95-l2", "model": "xai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "IBM QRadar SOAR | IBM-centric environments | High-volume formal SOCs"}, {"id": "mai-20260917-0922-baseline|c95-l2|xai-small|Microsoft Sentinel", "prompt": "c95-l2", "model": "xai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Microsoft Sentinel | Microsoft 365/Azure heavy | Cloud-native, cost-effective at scale"}, {"id": "mai-20260917-0922-baseline|c95-l3|alibaba-small|Palo Alto Networks XSOAR", "prompt": "c95-l3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "XSOAR is widely considered the market leader in terms of pure feature set and ecosystem"}, {"id": "mai-20260917-0922-baseline|c95-l3|alibaba-small|Splunk SecOps Platform", "prompt": "c95-l3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SecOps Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Organizations that already use Splunk as their primary SIEM and want zero-configuration integrations."}, {"id": "mai-20260917-0922-baseline|c95-l3|alibaba-small|Microsoft Sentinel SOAR", "prompt": "c95-l3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Enterprises that are \"all-in\" on Microsoft 365/Azure."}, {"id": "mai-20260917-0922-baseline|c95-l3|alibaba-small|Rapid7 InsightConnect", "prompt": "c95-l3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Their \"drag-and-drop\" interface is superior to competitors."}, {"id": "mai-20260917-0922-baseline|c95-l3|alibaba-small|IBM Security QRadar SOAR (formerly Resilient)", "prompt": "c95-l3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM Security QRadar SOAR (formerly Resilient)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Highly regulated industries (Banks, Healthcare, Government) requiring rigid compliance reporting."}, {"id": "mai-20260917-0922-baseline|c95-l3|alibaba-small|Tanium", "prompt": "c95-l3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tanium is worth a mention; ... though it lacks the \"Response\" (investigation) aspect of the others."}, {"id": "mai-20260917-0922-baseline|c95-l3|anthropic-small|Cortex XSOAR (Palo Alto Networks)", "prompt": "c95-l3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cortex XSOAR (Palo Alto Networks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cortex XSOAR is considered the best overall SOAR platform in 2026"}, {"id": "mai-20260917-0922-baseline|c95-l3|anthropic-small|Splunk SOAR", "prompt": "c95-l3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "tight integration with Splunk's data platform and is the playbook layer most Splunk Enterprise Security customers default into"}, {"id": "mai-20260917-0922-baseline|c95-l3|anthropic-small|IBM QRadar SOAR", "prompt": "c95-l3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "IBM delivers enterprise SOAR emphasizing automated breach response"}, {"id": "mai-20260917-0922-baseline|c95-l3|anthropic-small|Swimlane", "prompt": "c95-l3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "evolved from a standard SOAR into a \"low-code\" automation platform"}, {"id": "mai-20260917-0922-baseline|c95-l3|anthropic-small|Torq", "prompt": "c95-l3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Torq's event-driven architecture as delivering up to 5x alert throughput"}, {"id": "mai-20260917-0922-baseline|c95-l3|anthropic-small|Rapid7 InsightConnect", "prompt": "c95-l3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "known for its user-friendly interface, cloud-native design, and accessible automation builder"}, {"id": "mai-20260917-0922-baseline|c95-l3|challenger-small|Cortex XSOAR", "prompt": "c95-l3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise SOAR**: **Cortex XSOAR**."}, {"id": "mai-20260917-0922-baseline|c95-l3|challenger-small|Splunk SOAR", "prompt": "c95-l3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Splunk shops**: **Splunk SOAR**."}, {"id": "mai-20260917-0922-baseline|c95-l3|challenger-small|Microsoft Sentinel / Logic Apps", "prompt": "c95-l3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel / Logic Apps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Microsoft-centric environments**: **Microsoft Sentinel**."}, {"id": "mai-20260917-0922-baseline|c95-l3|challenger-small|Swimlane", "prompt": "c95-l3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for large, platform-independent orchestration**: **Swimlane** or **Cyware**."}, {"id": "mai-20260917-0922-baseline|c95-l3|challenger-small|IBM Security QRadar SOAR", "prompt": "c95-l3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM Security QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mature case management and structured incident-response orchestration."}, {"id": "mai-20260917-0922-baseline|c95-l3|challenger-small|Tines", "prompt": "c95-l3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best low-code automation**: **Tines**."}, {"id": "mai-20260917-0922-baseline|c95-l3|challenger-small|Torq", "prompt": "c95-l3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for agentic / autonomous-style workflows**: **Torq**."}, {"id": "mai-20260917-0922-baseline|c95-l3|challenger-small|Cyware", "prompt": "c95-l3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cyware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for large, platform-independent orchestration**: **Swimlane** or **Cyware**."}, {"id": "mai-20260917-0922-baseline|c95-l3|challenger-small|FortiSOAR", "prompt": "c95-l3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "FortiSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Better fit when Fortinet tools are already central to the stack."}, {"id": "mai-20260917-0922-baseline|c95-l3|challenger-small|ServiceNow Security Incident Response", "prompt": "c95-l3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "ServiceNow Security Incident Response", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Uses existing ServiceNow workflows for orchestration and response."}, {"id": "mai-20260917-0922-baseline|c95-l3|challenger-small|D3 Security", "prompt": "c95-l3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "D3 Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Swimlane, Tines, D3 Security, and Cyware are often positioned as more vendor-neutral options"}, {"id": "mai-20260917-0922-baseline|c95-l3|deepseek-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cortex XSOAR is the consensus pick"}, {"id": "mai-20260917-0922-baseline|c95-l3|deepseek-small|Splunk SOAR", "prompt": "c95-l3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A close second, prized for tight SIEM integration."}, {"id": "mai-20260917-0922-baseline|c95-l3|deepseek-small|IBM Security QRadar SOAR", "prompt": "c95-l3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM Security QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if compliance and case management dominate, IBM QRadar SOAR"}, {"id": "mai-20260917-0922-baseline|c95-l3|deepseek-small|Fortinet FortiSOAR", "prompt": "c95-l3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Fortinet FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best fit: Fortinet-centric environments and MSSPs needing multi-tenant isolation."}, {"id": "mai-20260917-0922-baseline|c95-l3|deepseek-small|Microsoft Sentinel Automation", "prompt": "c95-l3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best fit: Microsoft-heavy cloud security teams."}, {"id": "mai-20260917-0922-baseline|c95-l3|deepseek-small|Google Security Operations SOAR (Chronicle)", "prompt": "c95-l3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Google Security Operations SOAR (Chronicle)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud-native SOAR tightly tied to Google Cloud and Chronicle's data lake."}, {"id": "mai-20260917-0922-baseline|c95-l3|deepseek-small|Tines", "prompt": "c95-l3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tines (and to a growing degree Torq) are the modern alternatives"}, {"id": "mai-20260917-0922-baseline|c95-l3|deepseek-small|Torq", "prompt": "c95-l3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Direct no-code competitor to Tines, now pushing \"hyperautomation\""}, {"id": "mai-20260917-0922-baseline|c95-l3|deepseek-small|Swimlane", "prompt": "c95-l3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "IBM QRadar SOAR and Swimlane lead on audit-grade case management and governance for regulated industries."}, {"id": "mai-20260917-0922-baseline|c95-l3|deepseek-small|Cortex XSIAM", "prompt": "c95-l3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Cortex XSIAM (Palo Alto's fused SIEM/XDR/SOAR data lake)"}, {"id": "mai-20260917-0922-baseline|c95-l3|deepseek-small|Cortex AgentiX", "prompt": "c95-l3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cortex AgentiX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cortex AgentiX (agentic automation) are moving from fixed playbooks toward autonomous"}, {"id": "mai-20260917-0922-baseline|c95-l3|deepseek-small|Simbian", "prompt": "c95-l3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Simbian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Products like Simbian and Intezer position themselves as \"AI SOC agents\""}, {"id": "mai-20260917-0922-baseline|c95-l3|deepseek-small|Intezer", "prompt": "c95-l3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Intezer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "position themselves as \"AI SOC agents\" that replace traditional playbook-based SOAR entirely"}, {"id": "mai-20260917-0922-baseline|c95-l3|google-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Cortex XSOAR or Splunk SOAR if you already have a massive investment in Palo Alto or Splunk"}, {"id": "mai-20260917-0922-baseline|c95-l3|google-small|Splunk SOAR (Cisco)", "prompt": "c95-l3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR (Cisco)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Organizations deeply entrenched in the Splunk ecosystem."}, {"id": "mai-20260917-0922-baseline|c95-l3|google-small|Tines", "prompt": "c95-l3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Tines or Torq if your priority is agility, rapid deployment"}, {"id": "mai-20260917-0922-baseline|c95-l3|google-small|Torq", "prompt": "c95-l3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Torq has positioned itself aggressively as a legacy-SOAR replacement"}, {"id": "mai-20260917-0922-baseline|c95-l3|google-small|Swimlane Turbine", "prompt": "c95-l3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Swimlane Turbine or D3 Smart SOAR if you are an MSSP"}, {"id": "mai-20260917-0922-baseline|c95-l3|google-small|D3 Smart SOAR", "prompt": "c95-l3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "D3 Smart SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "D3 Security stands out for its out-of-the-box data normalization"}, {"id": "mai-20260917-0922-baseline|c95-l3|meta-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l3", "model": "meta-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cortex XSOAR is considered the best overall for enterprise-grade SOAR"}, {"id": "mai-20260917-0922-baseline|c95-l3|meta-small|Tines", "prompt": "c95-l3", "model": "meta-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tines is best for flexible low-code automation and cross-functional workflows"}, {"id": "mai-20260917-0922-baseline|c95-l3|meta-small|Splunk SOAR", "prompt": "c95-l3", "model": "meta-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Splunk SOAR is best for Splunk-centric SOC operations"}, {"id": "mai-20260917-0922-baseline|c95-l3|meta-small|Microsoft Sentinel Automation", "prompt": "c95-l3", "model": "meta-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for Microsoft-heavy cloud security teams"}, {"id": "mai-20260917-0922-baseline|c95-l3|meta-small|FortiSOAR", "prompt": "c95-l3", "model": "meta-small", "cat": "soar-platforms", "variant": "comparative", "raw": "FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a value-capable option for broad orchestration, especially in Fortinet environments"}, {"id": "mai-20260917-0922-baseline|c95-l3|meta-small|IBM Security QRadar SOAR", "prompt": "c95-l3", "model": "meta-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM Security QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for process-heavy incident response programs"}, {"id": "mai-20260917-0922-baseline|c95-l3|meta-small|Rapid7 InsightConnect", "prompt": "c95-l3", "model": "meta-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best for mid-market teams wanting fast deployment"}, {"id": "mai-20260917-0922-baseline|c95-l3|minimax-small|Splunk SOAR (formerly Phantom)", "prompt": "c95-l3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR (formerly Phantom)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strengths**: Deepest playbook engine for mature SOCs, visual playbook editor, 300+ tools and 2,800+ actions"}, {"id": "mai-20260917-0922-baseline|c95-l3|minimax-small|Cortex XSOAR (Palo Alto Networks)", "prompt": "c95-l3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cortex XSOAR (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "850+ product integrations, strong playbook-based automation"}, {"id": "mai-20260917-0922-baseline|c95-l3|minimax-small|Tines", "prompt": "c95-l3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "No-code storyboard interface, AI-powered automation, modern platform without legacy baggage"}, {"id": "mai-20260917-0922-baseline|c95-l3|minimax-small|ServiceNow Security Operations", "prompt": "c95-l3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "ServiceNow Security Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tight integration with existing ServiceNow infrastructure, strong for incident management"}, {"id": "mai-20260917-0922-baseline|c95-l3|minimax-small|IBM QRadar SOAR", "prompt": "c95-l3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Regulated, on-premises environments"}, {"id": "mai-20260917-0922-baseline|c95-l3|minimax-small|Google SecOps SOAR (post-Siemplify)", "prompt": "c95-l3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Google SecOps SOAR (post-Siemplify)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Customer support quality concerns persist post-acquisition"}, {"id": "mai-20260917-0922-baseline|c95-l3|minimax-small|Swimlane", "prompt": "c95-l3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Leader in case management, integrations, vendor support, and product strategy"}, {"id": "mai-20260917-0922-baseline|c95-l3|mistral-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mature, enterprise-hardened, strong case management, but can be heavy to implement and vendor-locked"}, {"id": "mai-20260917-0922-baseline|c95-l3|mistral-small|Splunk SOAR (formerly Phantom)", "prompt": "c95-l3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR (formerly Phantom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Legacy SOAR with strong workflow automation, but playbook authoring can be complex"}, {"id": "mai-20260917-0922-baseline|c95-l3|mistral-small|IBM Resilient (now part of IBM QRadar SOAR)", "prompt": "c95-l3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM Resilient (now part of IBM QRadar SOAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focus on coordinating people, process, and technology; strong for regulated industries; can be complex to deploy."}, {"id": "mai-20260917-0922-baseline|c95-l3|mistral-small|Fortinet FortiSOAR", "prompt": "c95-l3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Fortinet FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Largest pre-built content library (700+ connectors, 6,500+ playbooks), agentic AI (FortiAI)"}, {"id": "mai-20260917-0922-baseline|c95-l3|mistral-small|Microsoft Sentinel", "prompt": "c95-l3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Not a traditional SOAR—more of a SIEM with extensive SOAR features; best for Azure users"}, {"id": "mai-20260917-0922-baseline|c95-l3|mistral-small|Swimlane", "prompt": "c95-l3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vendor-neutral platforms (IBM, Swimlane, D3) offer more flexibility but may require more customization."}, {"id": "mai-20260917-0922-baseline|c95-l3|mistral-small|D3", "prompt": "c95-l3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "D3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Vendor-neutral platforms (IBM, Swimlane, D3) offer more flexibility but may require more customization."}, {"id": "mai-20260917-0922-baseline|c95-l3|moonshot-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Largest integration ecosystem and mature playbooks | **Cortex XSOAR**"}, {"id": "mai-20260917-0922-baseline|c95-l3|moonshot-small|Splunk SOAR", "prompt": "c95-l3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Already standardized on Splunk or IBM | **Splunk SOAR**"}, {"id": "mai-20260917-0922-baseline|c95-l3|moonshot-small|IBM QRadar SOAR", "prompt": "c95-l3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "IBM-native environments and mature incident-response processes"}, {"id": "mai-20260917-0922-baseline|c95-l3|moonshot-small|Tines", "prompt": "c95-l3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Maximum flexibility and rapid workflow iteration | **Tines** or **Torq**"}, {"id": "mai-20260917-0922-baseline|c95-l3|moonshot-small|Swimlane Turbine", "prompt": "c95-l3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OT/air-gapped environment coverage | **Swimlane Turbine**"}, {"id": "mai-20260917-0922-baseline|c95-l3|moonshot-small|Fortinet FortiSOAR", "prompt": "c95-l3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Fortinet FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fortinet security fabric integration | **Fortinet FortiSOAR**"}, {"id": "mai-20260917-0922-baseline|c95-l3|moonshot-small|Google Security Operations SOAR", "prompt": "c95-l3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Google Security Operations SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Google Cloud-centric architecture | **Google Security Operations SOAR**"}, {"id": "mai-20260917-0922-baseline|c95-l3|moonshot-small|Torq", "prompt": "c95-l3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Maximum flexibility and rapid workflow iteration | **Tines** or **Torq**"}, {"id": "mai-20260917-0922-baseline|c95-l3|moonshot-small|Devo SOAR", "prompt": "c95-l3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Devo SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Cloud-native**: Tines, Devo SOAR, Google Security Operations SOAR, and Torq were built cloud-first."}, {"id": "mai-20260917-0922-baseline|c95-l3|moonshot-small|Microsoft Sentinel", "prompt": "c95-l3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Avoiding separate SOAR bolt-on; SIEM-native automation | **Microsoft Sentinel**"}, {"id": "mai-20260917-0922-baseline|c95-l3|moonshot-small|ManageEngine Log360", "prompt": "c95-l3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "ManageEngine Log360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "newer unified platforms (like ManageEngine Log360) embed SOAR directly into the SIEM data model"}, {"id": "mai-20260917-0922-baseline|c95-l3|openai-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strong if you want a mature SOAR tied closely to the Palo Alto ecosystem."}, {"id": "mai-20260917-0922-baseline|c95-l3|openai-small|Splunk SOAR", "prompt": "c95-l3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Splunk-centric SOCs: Splunk SOAR."}, {"id": "mai-20260917-0922-baseline|c95-l3|openai-small|IBM Security QRadar SOAR", "prompt": "c95-l3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM Security QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for classic enterprise incident-response rigor: IBM QRadar SOAR."}, {"id": "mai-20260917-0922-baseline|c95-l3|openai-small|ServiceNow Security Incident Response / Security Operations", "prompt": "c95-l3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "ServiceNow Security Incident Response / Security Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for workflow-heavy enterprises: ServiceNow Security Incident Response."}, {"id": "mai-20260917-0922-baseline|c95-l3|openai-small|Microsoft Sentinel SOAR", "prompt": "c95-l3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Microsoft-centric SOCs: Microsoft Sentinel SOAR."}, {"id": "mai-20260917-0922-baseline|c95-l3|openai-small|Swimlane Turbine", "prompt": "c95-l3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for broader security automation outside just SOC: Swimlane."}, {"id": "mai-20260917-0922-baseline|c95-l3|xai-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Networks Cortex XSOAR** (most frequently top-ranked for enterprises)"}, {"id": "mai-20260917-0922-baseline|c95-l3|xai-small|Splunk SOAR", "prompt": "c95-l3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Splunk SOAR** (formerly Phantom; Cisco-owned)"}, {"id": "mai-20260917-0922-baseline|c95-l3|xai-small|Swimlane", "prompt": "c95-l3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Swimlane** (Turbine platform)"}, {"id": "mai-20260917-0922-baseline|c95-l3|xai-small|Fortinet FortiSOAR", "prompt": "c95-l3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Fortinet FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "#1 Innovator ... Innovation leader (KuppingerCole), multi-tenant"}, {"id": "mai-20260917-0922-baseline|c95-l3|xai-small|IBM Security QRadar SOAR", "prompt": "c95-l3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM Security QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**IBM QRadar SOAR**  | Regulated/on-prem environments"}, {"id": "mai-20260917-0922-baseline|c95-l3|xai-small|ServiceNow Security Incident Response", "prompt": "c95-l3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "ServiceNow Security Incident Response", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ServiceNow Security Incident Response** (SIR; integrated into broader ITSM)"}, {"id": "mai-20260917-0922-baseline|c95-l3|xai-small|Torq", "prompt": "c95-l3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Torq** (rising for AI-driven hyperautomation)"}, {"id": "mai-20260917-0922-baseline|c95-l3|xai-small|Tines", "prompt": "c95-l3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like Tines (no-code focus) ... appear in top-10 lists but are less universally enterprise-dominant"}, {"id": "mai-20260917-0922-baseline|c95-l3|xai-small|Google Security Operations SOAR", "prompt": "c95-l3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Google Security Operations SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "appear in top-10 lists but are less universally enterprise-dominant"}, {"id": "mai-20260917-0922-baseline|c95-l3|xai-small|Cyware", "prompt": "c95-l3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cyware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "appear in top-10 lists but are less universally enterprise-dominant"}, {"id": "mai-20260917-0922-baseline|c95-l3|xai-small|D3 Security", "prompt": "c95-l3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "D3 Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "D3 Security appear in top-10 lists but are less universally enterprise-dominant"}, {"id": "mai-20260917-0922-baseline|c95-l3|zai-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cortex XSOAR** is the go‑to for large, Palo Alto‑aligned SOCs needing maximum integration breadth and threat‑intelligence depth."}, {"id": "mai-20260917-0922-baseline|c95-l3|zai-small|Splunk SOAR", "prompt": "c95-l3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "excels when your SOC is built around Splunk Enterprise Security, offering the deepest native SIEM‑to‑response workflow"}, {"id": "mai-20260917-0922-baseline|c95-l3|zai-small|Tines", "prompt": "c95-l3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tines** is the champion for engineering‑led teams that want fast, no‑code, vendor‑agnostic automation."}, {"id": "mai-20260917-0922-baseline|c95-l3|zai-small|Torq", "prompt": "c95-l3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Torq** stands out for high‑volume alert processing with hyper‑automation and AI‑driven triage."}, {"id": "mai-20260917-0922-baseline|c95-l3|zai-small|Google SecOps (SOAR)", "prompt": "c95-l3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Google SecOps (SOAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best when you want SOAR tightly bundled with your primary cloud SIEM"}, {"id": "mai-20260917-0922-baseline|c95-l3|zai-small|Microsoft Sentinel (SOAR)", "prompt": "c95-l3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel (SOAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best when you want SOAR tightly bundled with your primary cloud SIEM"}, {"id": "mai-20260917-0922-baseline|c95-l3|zai-small|Swimlane Turbine", "prompt": "c95-l3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "provide strong, ecosystem‑specific options for organizations heavily invested in those platforms"}, {"id": "mai-20260917-0922-baseline|c95-l3|zai-small|IBM QRadar SOAR", "prompt": "c95-l3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong QRadar ecosystem fit but less attractive for multi‑vendor setups."}, {"id": "mai-20260917-0922-baseline|c95-l3|zai-small|Fortinet FortiSOAR", "prompt": "c95-l3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Fortinet FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best when Fortinet is your primary security vendor; less suited for multi‑vendor environments."}, {"id": "mai-20260917-0922-baseline|c95-l3|zai-small|D3 Security Smart SOAR", "prompt": "c95-l3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "D3 Security Smart SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**D3 Security** offers predictable flat‑rate pricing and mature case management for mid‑market needs."}, {"id": "mai-20260917-0922-baseline|c95-l3|zai-small|Simbian", "prompt": "c95-l3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Simbian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "still emerging in the market. Not a direct replacement for all SOAR use‑cases"}, {"id": "mai-20260917-0922-baseline|c95-l4|alibaba-small|Swimlane Turbine", "prompt": "c95-l4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "Swimlane Turbine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SOAR platform is **Swimlane (Turbine)**"}, {"id": "mai-20260917-0922-baseline|c95-l4|alibaba-small|D3 Security Morpheus", "prompt": "c95-l4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "D3 Security Morpheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**D3 Security** is a strong second choice"}, {"id": "mai-20260917-0922-baseline|c95-l4|alibaba-small|Splunk SOAR", "prompt": "c95-l4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms to Avoid for Your Use Case | **Splunk SOAR** | Primarily **per-seat** licensing; adding thousands of users is extremely costly."}, {"id": "mai-20260917-0922-baseline|c95-l4|alibaba-small|Palo Alto Cortex XSOAR", "prompt": "c95-l4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "not optimized for mass deployment beyond security teams"}, {"id": "mai-20260917-0922-baseline|c95-l4|alibaba-small|Tines", "prompt": "c95-l4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "its enterprise pricing can become unpredictable with high volumes of tasks and connectors"}, {"id": "mai-20260917-0922-baseline|c95-l4|alibaba-small|IBM QRadar SOAR", "prompt": "c95-l4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "licensing can be opaque and less flexible for pure cost predictability"}, {"id": "mai-20260917-0922-baseline|c95-l4|anthropic-small|IBM QRadar SOAR", "prompt": "c95-l4", "model": "anthropic-small", "cat": "soar-platforms", "variant": "budget", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The licensing model is based on a subscription-and-support (S&S) structure, which provides predictable, unlimited-usage pricing, including unlimited cases, actions, and playbooks"}, {"id": "mai-20260917-0922-baseline|c95-l4|anthropic-small|ManageEngine Log360", "prompt": "c95-l4", "model": "anthropic-small", "cat": "soar-platforms", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Reviewers consistently cite it as the most cost-competitive option against Splunk and Palo Alto at comparable feature sets."}, {"id": "mai-20260917-0922-baseline|c95-l4|anthropic-small|Splunk", "prompt": "c95-l4", "model": "anthropic-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "most cost-competitive option against Splunk and Palo Alto"}, {"id": "mai-20260917-0922-baseline|c95-l4|anthropic-small|Palo Alto", "prompt": "c95-l4", "model": "anthropic-small", "cat": "soar-platforms", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "most cost-competitive option against Splunk and Palo Alto"}, {"id": "mai-20260917-0922-baseline|c95-l4|challenger-small|Google Security Operations SOAR", "prompt": "c95-l4", "model": "challenger-small", "cat": "soar-platforms", "variant": "budget", "raw": "Google Security Operations SOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your top requirement is **predictable total cost across thousands of users**, choose **Google Security Operations SOAR** first."}, {"id": "mai-20260917-0922-baseline|c95-l4|challenger-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-l4", "model": "challenger-small", "cat": "soar-platforms", "variant": "budget", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often rated best overall for deep automation and mature case management, but its pricing is typically **quote-based** and therefore less predictable at very large scale"}, {"id": "mai-20260917-0922-baseline|c95-l4|challenger-small|IBM QRadar SOAR", "prompt": "c95-l4", "model": "challenger-small", "cat": "soar-platforms", "variant": "budget", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want a more traditional enterprise SOAR with public starting prices reported around **$15,000/year**, though that does not necessarily mean predictable cost"}, {"id": "mai-20260917-0922-baseline|c95-l4|challenger-small|Torq", "prompt": "c95-l4", "model": "challenger-small", "cat": "soar-platforms", "variant": "budget", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Torq** or **Tines** if you care more about modern automation workflows"}, {"id": "mai-20260917-0922-baseline|c95-l4|challenger-small|Tines", "prompt": "c95-l4", "model": "challenger-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Torq** or **Tines** if you care more about modern automation workflows"}, {"id": "mai-20260917-0922-baseline|c95-l4|deepseek-small|Swimlane Turbine", "prompt": "c95-l4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "Swimlane Turbine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Swimlane Turbine** is arguably the best choice because it bundles unlimited users/connectors into a value-based, spike-excluded tier"}, {"id": "mai-20260917-0922-baseline|c95-l4|deepseek-small|D3 Smart SOAR / Morpheus", "prompt": "c95-l4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "D3 Smart SOAR / Morpheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the strongest alternative if you prefer the simplest possible model"}, {"id": "mai-20260917-0922-baseline|c95-l4|deepseek-small|Google SecOps SOAR", "prompt": "c95-l4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "Google SecOps SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google SecOps** wins specifically for per-headcount predictability, provided you can lock in that model"}, {"id": "mai-20260917-0922-baseline|c95-l4|deepseek-small|Cortex XSOAR", "prompt": "c95-l4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid for Predictable Cost - **Cortex XSOAR** and **Splunk SOAR**: quote-based"}, {"id": "mai-20260917-0922-baseline|c95-l4|deepseek-small|Splunk SOAR", "prompt": "c95-l4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid for Predictable Cost ... \"stacked meters\" (seats + workload + Premier tier)"}, {"id": "mai-20260917-0922-baseline|c95-l4|deepseek-small|Cyware", "prompt": "c95-l4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "Cyware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Cyware**: quote-based by module \\u2014 costs scale with which modules and sharing-network features you enable."}, {"id": "mai-20260917-0922-baseline|c95-l4|google-small|Tines", "prompt": "c95-l4", "model": "google-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tines is widely considered the industry leader for no-code security and IT automation."}, {"id": "mai-20260917-0922-baseline|c95-l4|google-small|IBM QRadar SOAR", "prompt": "c95-l4", "model": "google-small", "cat": "soar-platforms", "variant": "budget", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "IBM QRadar SOAR is a strong contender."}, {"id": "mai-20260917-0922-baseline|c95-l4|google-small|Swimlane Turbine", "prompt": "c95-l4", "model": "google-small", "cat": "soar-platforms", "variant": "budget", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Swimlane Turbine is engineered for massive, high-volume environments"}, {"id": "mai-20260917-0922-baseline|c95-l4|google-small|Securonix SOAR", "prompt": "c95-l4", "model": "google-small", "cat": "soar-platforms", "variant": "budget", "raw": "Securonix SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Securonix offers one of the most predictable cost structures on the market."}, {"id": "mai-20260917-0922-baseline|c95-l4|meta-small|Blinkops", "prompt": "c95-l4", "model": "meta-small", "cat": "soar-platforms", "variant": "budget", "raw": "Blinkops", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "such as Blinkops, Expert Insights, and Ciphers Security, to compare their features and pricing models"}, {"id": "mai-20260917-0922-baseline|c95-l4|meta-small|Expert Insights", "prompt": "c95-l4", "model": "meta-small", "cat": "soar-platforms", "variant": "budget", "raw": "Expert Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Blinkops, Expert Insights, and Ciphers Security"}, {"id": "mai-20260917-0922-baseline|c95-l4|meta-small|Ciphers Security", "prompt": "c95-l4", "model": "meta-small", "cat": "soar-platforms", "variant": "budget", "raw": "Ciphers Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Blinkops, Expert Insights, and Ciphers Security"}, {"id": "mai-20260917-0922-baseline|c95-l4|minimax-small|Swimlane", "prompt": "c95-l4", "model": "minimax-small", "cat": "soar-platforms", "variant": "budget", "raw": "Swimlane", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Request flat-rate quotes** from Swimlane and FortiSOAR specifically ask about flat organizational pricing"}, {"id": "mai-20260917-0922-baseline|c95-l4|minimax-small|FortiSOAR", "prompt": "c95-l4", "model": "minimax-small", "cat": "soar-platforms", "variant": "budget", "raw": "FortiSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Request flat-rate quotes** from Swimlane and FortiSOAR specifically ask about flat organizational pricing"}, {"id": "mai-20260917-0922-baseline|c95-l4|minimax-small|Cortex XSOAR", "prompt": "c95-l4", "model": "minimax-small", "cat": "soar-platforms", "variant": "budget", "raw": "Cortex XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Per-incident/per-asset + analyst seats | Moderate"}, {"id": "mai-20260917-0922-baseline|c95-l4|minimax-small|Splunk SOAR", "prompt": "c95-l4", "model": "minimax-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Per-user seat + action-based | Moderate"}, {"id": "mai-20260917-0922-baseline|c95-l4|minimax-small|Tines", "prompt": "c95-l4", "model": "minimax-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Action-based (event volume) | Moderate"}, {"id": "mai-20260917-0922-baseline|c95-l4|mistral-small|D3 Security's Smart SOAR (now D3 Morpheus)", "prompt": "c95-l4", "model": "mistral-small", "cat": "soar-platforms", "variant": "budget", "raw": "D3 Security's Smart SOAR (now D3 Morpheus)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "stands out as the best SOAR platform for a large company that needs predictable total cost across thousands of users"}, {"id": "mai-20260917-0922-baseline|c95-l4|mistral-small|Google Security Operations SOAR", "prompt": "c95-l4", "model": "mistral-small", "cat": "soar-platforms", "variant": "budget", "raw": "Google Security Operations SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options with relatively predictable pricing include **Google Security Operations SOAR** (flat per-employee pricing)"}, {"id": "mai-20260917-0922-baseline|c95-l4|mistral-small|Swimlane", "prompt": "c95-l4", "model": "mistral-small", "cat": "soar-platforms", "variant": "budget", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Swimlane** (low-code automation with annual subscription)"}, {"id": "mai-20260917-0922-baseline|c95-l4|moonshot-small|Swimlane Turbine", "prompt": "c95-l4", "model": "moonshot-small", "cat": "soar-platforms", "variant": "budget", "raw": "Swimlane Turbine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Swimlane Turbine**"}, {"id": "mai-20260917-0922-baseline|c95-l4|moonshot-small|D3 Security (Morpheus)", "prompt": "c95-l4", "model": "moonshot-small", "cat": "soar-platforms", "variant": "budget", "raw": "D3 Security (Morpheus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **D3 Security (Morpheus)**"}, {"id": "mai-20260917-0922-baseline|c95-l4|moonshot-small|Torq", "prompt": "c95-l4", "model": "moonshot-small", "cat": "soar-platforms", "variant": "budget", "raw": "Torq", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms to Avoid for Your Use Case: | **Torq** | Per-workflow/per-action consumption pricing"}, {"id": "mai-20260917-0922-baseline|c95-l4|moonshot-small|Tines", "prompt": "c95-l4", "model": "moonshot-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to Avoid... **Tines** | Per-builder seat pricing"}, {"id": "mai-20260917-0922-baseline|c95-l4|moonshot-small|Cortex XSOAR", "prompt": "c95-l4", "model": "moonshot-small", "cat": "soar-platforms", "variant": "budget", "raw": "Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Platforms to Avoid... **Cortex XSOAR** | Quote-based, tied to broader Palo Alto Cortex commitments"}, {"id": "mai-20260917-0922-baseline|c95-l4|moonshot-small|Splunk SOAR", "prompt": "c95-l4", "model": "moonshot-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms to Avoid... **Splunk SOAR** | Multiple stacked meters: seats + workload + Premier tier gates"}, {"id": "mai-20260917-0922-baseline|c95-l4|openai-small|Splunk SOAR", "prompt": "c95-l4", "model": "openai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk SOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Splunk SOAR / Splunk Security** as the first vendor to model"}, {"id": "mai-20260917-0922-baseline|c95-l4|openai-small|Cortex XSOAR", "prompt": "c95-l4", "model": "openai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then compare against **Cortex XSOAR** only if your workflow needs justify its license structure"}, {"id": "mai-20260917-0922-baseline|c95-l4|xai-small|D3 Security (Morpheus/Smart SOAR)", "prompt": "c95-l4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "D3 Security (Morpheus/Smart SOAR)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "D3 Security Morpheus (Smart SOAR) – Strongest Match for Predictability"}, {"id": "mai-20260917-0922-baseline|c95-l4|xai-small|IBM QRadar SOAR", "prompt": "c95-l4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Unlimited everything in enterprise tier = ultimate cost predictability"}, {"id": "mai-20260917-0922-baseline|c95-l4|xai-small|Swimlane Turbine", "prompt": "c95-l4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Swimlane Turbine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "costs grow with automation volume—not ideal if usage surges"}, {"id": "mai-20260917-0922-baseline|c95-l4|xai-small|Google Security Operations (SecOps SOAR)", "prompt": "c95-l4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Google Security Operations (SecOps SOAR)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good for cloud-first, but variable data volumes risk overages"}, {"id": "mai-20260917-0922-baseline|c95-l4|xai-small|Palo Alto Cortex XSOAR", "prompt": "c95-l4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less emphasis on fixed costs; can vary with scale"}, {"id": "mai-20260917-0922-baseline|c95-l4|xai-small|Splunk SOAR", "prompt": "c95-l4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "less emphasis on fixed costs; can vary with scale"}, {"id": "mai-20260917-0922-baseline|c95-l4|xai-small|Sentinel + Logic Apps", "prompt": "c95-l4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Sentinel + Logic Apps", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "If in Microsoft ecosystem, Sentinel + Logic Apps is consumption-based (avoid)"}, {"id": "mai-20260917-0922-baseline|c95-l4|zai-small|Google SecOps SOAR", "prompt": "c95-l4", "model": "zai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Google SecOps SOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google SecOps SOAR** and **Splunk SOAR** offer the clearest pricing models."}, {"id": "mai-20260917-0922-baseline|c95-l4|zai-small|Splunk SOAR", "prompt": "c95-l4", "model": "zai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk SOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Google SecOps SOAR** (flat $8/employee) and **Splunk SOAR** (per‑seat) offer the most transparent pricing."}, {"id": "mai-20260917-0922-baseline|c95-l4|zai-small|FortiSOAR", "prompt": "c95-l4", "model": "zai-small", "cat": "soar-platforms", "variant": "budget", "raw": "FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FortiSOAR** is the most cost‑effective entry point with lower setup costs"}, {"id": "mai-20260917-0922-baseline|c95-l4|zai-small|ServiceNow Security Operations", "prompt": "c95-l4", "model": "zai-small", "cat": "soar-platforms", "variant": "budget", "raw": "ServiceNow Security Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "provides an integrated platform with predictable per‑user licensing"}, {"id": "mai-20260917-0922-baseline|c95-l4|zai-small|Shuffle", "prompt": "c95-l4", "model": "zai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Low base cost, highly customizable, but requires in‑house ops expertise"}, {"id": "mai-20260917-0922-baseline|c95-l5|deepseek-small|Splunk SOAR", "prompt": "c95-l5", "model": "deepseek-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "whether the SOAR capabilities embedded in your existing SIEM/XDR (e.g., Splunk SOAR, Sentinel playbooks) suffice — this can simplify procurement"}, {"id": "mai-20260917-0922-baseline|c95-l5|deepseek-small|Sentinel playbooks", "prompt": "c95-l5", "model": "deepseek-small", "cat": "soar-platforms", "variant": "scale", "raw": "Sentinel playbooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the SOAR capabilities embedded in your existing SIEM/XDR (e.g., Splunk SOAR, Sentinel playbooks) suffice"}, {"id": "mai-20260917-0922-baseline|c95-l5|deepseek-small|Tines", "prompt": "c95-l5", "model": "deepseek-small", "cat": "soar-platforms", "variant": "scale", "raw": "Tines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "an independent automation fabric (Tines, Torq, Swimlane, XSOAR, etc.) might be the better fit"}, {"id": "mai-20260917-0922-baseline|c95-l5|deepseek-small|Torq", "prompt": "c95-l5", "model": "deepseek-small", "cat": "soar-platforms", "variant": "scale", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "an independent automation fabric (Tines, Torq, Swimlane, XSOAR, etc.) might be the better fit"}, {"id": "mai-20260917-0922-baseline|c95-l5|deepseek-small|Swimlane", "prompt": "c95-l5", "model": "deepseek-small", "cat": "soar-platforms", "variant": "scale", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "an independent automation fabric (Tines, Torq, Swimlane, XSOAR, etc.) might be the better fit"}, {"id": "mai-20260917-0922-baseline|c95-l5|deepseek-small|XSOAR", "prompt": "c95-l5", "model": "deepseek-small", "cat": "soar-platforms", "variant": "scale", "raw": "XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "an independent automation fabric (Tines, Torq, Swimlane, XSOAR, etc.) might be the better fit"}, {"id": "mai-20260917-0922-baseline|c95-l5|google-small|Palo Alto Cortex XSOAR", "prompt": "c95-l5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Traditional, heavy enterprise options (like Palo Alto Cortex XSOAR, Splunk SOAR, or Swimlane) have massive financial backing."}, {"id": "mai-20260917-0922-baseline|c95-l5|google-small|Splunk SOAR", "prompt": "c95-l5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Traditional, heavy enterprise options (like Palo Alto Cortex XSOAR, Splunk SOAR, or Swimlane) have massive financial backing."}, {"id": "mai-20260917-0922-baseline|c95-l5|google-small|Swimlane", "prompt": "c95-l5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Traditional, heavy enterprise options (like Palo Alto Cortex XSOAR, Splunk SOAR, or Swimlane) have massive financial backing."}, {"id": "mai-20260917-0922-baseline|c95-l5|google-small|Tines", "prompt": "c95-l5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Tines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you are looking at newer, agile API-first players (like Tines or Torq), your procurement team will likely require audited financial statements"}, {"id": "mai-20260917-0922-baseline|c95-l5|google-small|Torq", "prompt": "c95-l5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you are looking at newer, agile API-first players (like Tines or Torq), your procurement team will likely require audited financial statements"}, {"id": "mai-20260917-0922-baseline|c95-l5|meta-small|Palo Alto XSOAR", "prompt": "c95-l5", "model": "meta-small", "cat": "soar-platforms", "variant": "scale", "raw": "Palo Alto XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top SOAR platforms to consider include Palo Alto XSOAR, Splunk SOAR, Microsoft Sentinel, Swimlane, Tines, and Torq."}, {"id": "mai-20260917-0922-baseline|c95-l5|meta-small|Splunk SOAR", "prompt": "c95-l5", "model": "meta-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top SOAR platforms to consider include Palo Alto XSOAR, Splunk SOAR, Microsoft Sentinel, Swimlane, Tines, and Torq."}, {"id": "mai-20260917-0922-baseline|c95-l5|meta-small|Microsoft Sentinel", "prompt": "c95-l5", "model": "meta-small", "cat": "soar-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some top SOAR platforms to consider include ... Microsoft Sentinel, Swimlane, Tines, and Torq."}, {"id": "mai-20260917-0922-baseline|c95-l5|meta-small|Swimlane", "prompt": "c95-l5", "model": "meta-small", "cat": "soar-platforms", "variant": "scale", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some top SOAR platforms to consider include ... Swimlane, Tines, and Torq."}, {"id": "mai-20260917-0922-baseline|c95-l5|meta-small|Tines", "prompt": "c95-l5", "model": "meta-small", "cat": "soar-platforms", "variant": "scale", "raw": "Tines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some top SOAR platforms to consider include ... Tines, and Torq."}, {"id": "mai-20260917-0922-baseline|c95-l5|meta-small|Torq", "prompt": "c95-l5", "model": "meta-small", "cat": "soar-platforms", "variant": "scale", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some top SOAR platforms to consider include ... Tines, and Torq."}, {"id": "mai-20260917-0922-baseline|c95-l5|mistral-small|Palo Alto XSOAR", "prompt": "c95-l5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "Palo Alto XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Here are some leading SOAR platforms to evaluate:\n- **Palo Alto XSOAR** (formerly Demisto)"}, {"id": "mai-20260917-0922-baseline|c95-l5|mistral-small|IBM Resilient", "prompt": "c95-l5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "IBM Resilient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- **IBM Resilient**"}, {"id": "mai-20260917-0922-baseline|c95-l5|mistral-small|Splunk Phantom", "prompt": "c95-l5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk Phantom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **Splunk Phantom**"}, {"id": "mai-20260917-0922-baseline|c95-l5|mistral-small|TheHive", "prompt": "c95-l5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "TheHive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **TheHive**"}, {"id": "mai-20260917-0922-baseline|c95-l5|mistral-small|Siemplify", "prompt": "c95-l5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "Siemplify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **Siemplify** (now part of Google Chronicle)"}, {"id": "mai-20260917-0922-baseline|c95-l5|mistral-small|D3 Security", "prompt": "c95-l5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "D3 Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- **D3 Security**"}, {"id": "mai-20260917-0922-baseline|c95-l5|mistral-small|Swimlane", "prompt": "c95-l5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- **Swimlane**"}, {"id": "mai-20260917-0922-baseline|c95-l5|mistral-small|Microsoft Sentinel", "prompt": "c95-l5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "- **Microsoft Sentinel (with SOAR capabilities)**"}, {"id": "mai-20260917-0922-baseline|c95-l5|moonshot-small|Cortex XSOAR (Palo Alto Networks)", "prompt": "c95-l5", "model": "moonshot-small", "cat": "soar-platforms", "variant": "scale", "raw": "Cortex XSOAR (Palo Alto Networks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cortex XSOAR**, **Splunk SOAR**, and **Swimlane** are typically the enterprise defaults"}, {"id": "mai-20260917-0922-baseline|c95-l5|moonshot-small|Splunk SOAR", "prompt": "c95-l5", "model": "moonshot-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk SOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cortex XSOAR**, **Splunk SOAR**, and **Swimlane** are typically the enterprise defaults"}, {"id": "mai-20260917-0922-baseline|c95-l5|moonshot-small|Tines", "prompt": "c95-l5", "model": "moonshot-small", "cat": "soar-platforms", "variant": "scale", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tines** and **Torq** represent modern alternatives worth evaluating"}, {"id": "mai-20260917-0922-baseline|c95-l5|moonshot-small|Swimlane Turbine", "prompt": "c95-l5", "model": "moonshot-small", "cat": "soar-platforms", "variant": "scale", "raw": "Swimlane Turbine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Swimlane** are typically the enterprise defaults"}, {"id": "mai-20260917-0922-baseline|c95-l5|moonshot-small|Torq", "prompt": "c95-l5", "model": "moonshot-small", "cat": "soar-platforms", "variant": "scale", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tines** and **Torq** represent modern alternatives worth evaluating"}, {"id": "mai-20260917-0922-baseline|c95-l5|xai-small|Palo Alto Cortex XSOAR", "prompt": "c95-l5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "shortlist 4-6 (e.g., XSOAR, Swimlane, Tines for no-code)"}, {"id": "mai-20260917-0922-baseline|c95-l5|xai-small|Splunk SOAR", "prompt": "c95-l5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top vendors like Palo Alto Cortex XSOAR, Splunk SOAR, Swimlane, Tines, IBM QRadar SOAR, Microsoft Sentinel, and ServiceNow frequently support these needs"}, {"id": "mai-20260917-0922-baseline|c95-l5|xai-small|Swimlane", "prompt": "c95-l5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "shortlist 4-6 (e.g., XSOAR, Swimlane, Tines for no-code)"}, {"id": "mai-20260917-0922-baseline|c95-l5|xai-small|Tines", "prompt": "c95-l5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "no-code/low-code builders (e.g., Tines' no-code excels here)"}, {"id": "mai-20260917-0922-baseline|c95-l5|xai-small|IBM QRadar SOAR", "prompt": "c95-l5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top vendors like ... IBM QRadar SOAR, Microsoft Sentinel, and ServiceNow frequently support these needs"}, {"id": "mai-20260917-0922-baseline|c95-l5|xai-small|Microsoft Sentinel", "prompt": "c95-l5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top vendors like ... Microsoft Sentinel, and ServiceNow frequently support these needs"}, {"id": "mai-20260917-0922-baseline|c95-l5|xai-small|ServiceNow", "prompt": "c95-l5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Top vendors like ... and ServiceNow frequently support these needs"}, {"id": "mai-20260917-0922-baseline|c95-l6|alibaba-small|Splunk SOAR (Formerly Phantom)", "prompt": "c95-l6", "model": "alibaba-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR (Formerly Phantom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pricing Volatility at Scale: Splunk SOAR’s pricing model is often cited as unpredictable in massive environments."}, {"id": "mai-20260917-0922-baseline|c95-l6|alibaba-small|Cortex XSOAR (by Palo Alto Networks)", "prompt": "c95-l6", "model": "alibaba-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cortex XSOAR (by Palo Alto Networks)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it carries specific technical liabilities for diverse, heterogeneous environments... Performance Bottlenecks"}, {"id": "mai-20260917-0922-baseline|c95-l6|anthropic-small|Shuffle", "prompt": "c95-l6", "model": "anthropic-small", "cat": "soar-platforms", "variant": "negative", "raw": "Shuffle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Free and open-source SOAR platforms include Shuffle, TheHive with Cortex, and StackStorm, but these tools lack enterprise-level integrations and support."}, {"id": "mai-20260917-0922-baseline|c95-l6|anthropic-small|TheHive with Cortex", "prompt": "c95-l6", "model": "anthropic-small", "cat": "soar-platforms", "variant": "negative", "raw": "TheHive with Cortex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "these tools lack enterprise-level integrations and support"}, {"id": "mai-20260917-0922-baseline|c95-l6|anthropic-small|StackStorm", "prompt": "c95-l6", "model": "anthropic-small", "cat": "soar-platforms", "variant": "negative", "raw": "StackStorm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "these tools lack enterprise-level integrations and support"}, {"id": "mai-20260917-0922-baseline|c95-l6|anthropic-small|ArcSight SOAR", "prompt": "c95-l6", "model": "anthropic-small", "cat": "soar-platforms", "variant": "negative", "raw": "ArcSight SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "shortcomings, particularly with manual policy installations for firewall changes and poor support response times, with concerns also raised about the platform's limited integrations"}, {"id": "mai-20260917-0922-baseline|c95-l6|anthropic-small|Strike48", "prompt": "c95-l6", "model": "anthropic-small", "cat": "soar-platforms", "variant": "negative", "raw": "Strike48", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Strike48 is a newer platform ... teams evaluating it will find fewer pre-built integrations and less documented deployment variety"}, {"id": "mai-20260917-0922-baseline|c95-l6|challenger-small|Cortex XSOAR", "prompt": "c95-l6", "model": "challenger-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the maintenance burden and learning curve are high, so it is a poor choice if you do not have dedicated content engineering capacity"}, {"id": "mai-20260917-0922-baseline|c95-l6|challenger-small|Splunk SOAR", "prompt": "c95-l6", "model": "challenger-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "best when you are already centered on Splunk; if you are not, you may be paying for ecosystem fit you do not have"}, {"id": "mai-20260917-0922-baseline|c95-l6|challenger-small|IBM QRadar SOAR", "prompt": "c95-l6", "model": "challenger-small", "cat": "soar-platforms", "variant": "negative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "outside that context, it is less compelling than more neutral platforms"}, {"id": "mai-20260917-0922-baseline|c95-l6|challenger-small|Tines", "prompt": "c95-l6", "model": "challenger-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "shortlist\" for specific vendors like **Cortex XSOAR, Splunk SOAR, IBM QRadar SOAR, Tines, Torq, and Swimlane**"}, {"id": "mai-20260917-0922-baseline|c95-l6|challenger-small|Torq", "prompt": "c95-l6", "model": "challenger-small", "cat": "soar-platforms", "variant": "negative", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific vendors like **Cortex XSOAR, Splunk SOAR, IBM QRadar SOAR, Tines, Torq, and Swimlane**"}, {"id": "mai-20260917-0922-baseline|c95-l6|challenger-small|Swimlane", "prompt": "c95-l6", "model": "challenger-small", "cat": "soar-platforms", "variant": "negative", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specific vendors like **Cortex XSOAR, Splunk SOAR, IBM QRadar SOAR, Tines, Torq, and Swimlane**"}, {"id": "mai-20260917-0922-baseline|c95-l6|deepseek-small|IBM Resilient (now QRadar SOAR)", "prompt": "c95-l6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "IBM Resilient (now QRadar SOAR)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid outright: IBM Resilient (now QRadar SOAR)"}, {"id": "mai-20260917-0922-baseline|c95-l6|deepseek-small|Splunk SOAR (formerly Splunk Phantom)", "prompt": "c95-l6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR (formerly Splunk Phantom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High caution: Splunk SOAR (formerly Splunk Phantom)"}, {"id": "mai-20260917-0922-baseline|c95-l6|deepseek-small|Palo Alto Cortex XSOAR", "prompt": "c95-l6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "exercise extreme caution**\\u2014the maintenance burden frequently exceeds the value"}, {"id": "mai-20260917-0922-baseline|c95-l6|deepseek-small|RSA NetWitness SOAR", "prompt": "c95-l6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "RSA NetWitness SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Large enterprises should avoid using these as a primary SOAR."}, {"id": "mai-20260917-0922-baseline|c95-l6|deepseek-small|LogRhythm", "prompt": "c95-l6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "cautious about any platform that fits the traditional \"silver bullet\" SOAR model (e.g., older versions of LogRhythm, Tufin, or niche vendors)"}, {"id": "mai-20260917-0922-baseline|c95-l6|deepseek-small|Tufin", "prompt": "c95-l6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tufin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "e.g., older versions of LogRhythm, Tufin, or niche vendors"}, {"id": "mai-20260917-0922-baseline|c95-l6|deepseek-small|D3", "prompt": "c95-l6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "D3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prioritize platforms that support \"low-code\" adaptive workflows** and **agentic AI** (e.g., D3, Torq, Tines have pivoted to this)"}, {"id": "mai-20260917-0922-baseline|c95-l6|deepseek-small|Torq", "prompt": "c95-l6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "e.g., D3, Torq, Tines have pivoted to this"}, {"id": "mai-20260917-0922-baseline|c95-l6|deepseek-small|Tines", "prompt": "c95-l6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "e.g., D3, Torq, Tines have pivoted to this"}, {"id": "mai-20260917-0922-baseline|c95-l6|google-small|Rapid7 InsightConnect", "prompt": "c95-l6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms to approach with caution: Rapid7 InsightConnect, Google SecOps (formerly Siemplify), and Fortinet FortiSOAR."}, {"id": "mai-20260917-0922-baseline|c95-l6|google-small|Google SecOps", "prompt": "c95-l6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Google SecOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "unless your enterprise is fully committed to the Google Cloud/Chronicle ecosystem, adopting Google SecOps as a standalone SOAR adds unnecessary friction and architectural lock-in"}, {"id": "mai-20260917-0922-baseline|c95-l6|google-small|Fortinet FortiSOAR", "prompt": "c95-l6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Fortinet FortiSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms to approach with caution: Rapid7 InsightConnect, Google SecOps (formerly Siemplify), and Fortinet FortiSOAR."}, {"id": "mai-20260917-0922-baseline|c95-l6|google-small|Splunk SOAR", "prompt": "c95-l6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platform to approach with caution: Splunk SOAR (formerly Phantom)."}, {"id": "mai-20260917-0922-baseline|c95-l6|google-small|ServiceNow Security Operations (SecOps) / Security Incident Response (SIR)", "prompt": "c95-l6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "ServiceNow Security Operations (SecOps) / Security Incident Response (SIR)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "its database architecture is not designed for the low-latency, high-throughput requirements of raw security alert enrichment and triaging"}, {"id": "mai-20260917-0922-baseline|c95-l6|google-small|Shuffle", "prompt": "c95-l6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Shuffle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms to avoid/be cautious about: Shuffle, StackStorm, Walkoff... Why to avoid: ... they lack the features a global enterprise requires"}, {"id": "mai-20260917-0922-baseline|c95-l6|google-small|StackStorm", "prompt": "c95-l6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "StackStorm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Platforms to avoid/be cautious about: Shuffle, StackStorm, Walkoff, or highly basic SMB-focused tools."}, {"id": "mai-20260917-0922-baseline|c95-l6|google-small|Walkoff", "prompt": "c95-l6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Walkoff", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Platforms to avoid/be cautious about: Shuffle, StackStorm, Walkoff, or highly basic SMB-focused tools."}, {"id": "mai-20260917-0922-baseline|c95-l6|google-small|Cortex XSOAR", "prompt": "c95-l6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Platforms to approach with caution: Classic deployments of Cortex XSOAR or older, code-heavy SOAR architectures."}, {"id": "mai-20260917-0922-baseline|c95-l6|google-small|Tines", "prompt": "c95-l6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "API-First Hyperautomation (e.g., Tines, Torq): These platforms use modern, no-code/low-code drag-and-drop builders that dramatically reduce the \"maintenance tax\"."}, {"id": "mai-20260917-0922-baseline|c95-l6|google-small|Torq", "prompt": "c95-l6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Torq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "API-First Hyperautomation (e.g., Tines, Torq): These platforms use modern, no-code/low-code drag-and-drop builders"}, {"id": "mai-20260917-0922-baseline|c95-l6|google-small|Simbian", "prompt": "c95-l6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Simbian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Agentic AI / Autonomous SOC Platforms (e.g., Simbian, Blink Ops, D3 Morpheus)"}, {"id": "mai-20260917-0922-baseline|c95-l6|google-small|Blink Ops", "prompt": "c95-l6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Blink Ops", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Agentic AI / Autonomous SOC Platforms (e.g., Simbian, Blink Ops, D3 Morpheus)"}, {"id": "mai-20260917-0922-baseline|c95-l6|google-small|D3 Morpheus", "prompt": "c95-l6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "D3 Morpheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Agentic AI / Autonomous SOC Platforms (e.g., Simbian, Blink Ops, D3 Morpheus)"}, {"id": "mai-20260917-0922-baseline|c95-l6|meta-small|Cortex XSOAR (Palo Alto Networks)", "prompt": "c95-l6", "model": "meta-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cortex XSOAR (Palo Alto Networks)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is also expensive and has a significant skill curve"}, {"id": "mai-20260917-0922-baseline|c95-l6|meta-small|Splunk SOAR", "prompt": "c95-l6", "model": "meta-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it can be expensive and has a premium cost stacked on Splunk ES"}, {"id": "mai-20260917-0922-baseline|c95-l6|meta-small|Swimlane Turbine", "prompt": "c95-l6", "model": "meta-small", "cat": "soar-platforms", "variant": "negative", "raw": "Swimlane Turbine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may not be the best fit for full incident response"}, {"id": "mai-20260917-0922-baseline|c95-l6|meta-small|D3 Security", "prompt": "c95-l6", "model": "meta-small", "cat": "soar-platforms", "variant": "negative", "raw": "D3 Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Offers vendor-agnostic automation, mature case management, and predictable flat-rate pricing."}, {"id": "mai-20260917-0922-baseline|c95-l6|meta-small|Cyware", "prompt": "c95-l6", "model": "meta-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cyware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Suitable for threat intel-driven teams, ISACs, and sharing communities"}, {"id": "mai-20260917-0922-baseline|c95-l6|meta-small|Google SecOps", "prompt": "c95-l6", "model": "meta-small", "cat": "soar-platforms", "variant": "negative", "raw": "Google SecOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for teams centralizing data and detection on Google Cloud."}, {"id": "mai-20260917-0922-baseline|c95-l6|meta-small|FortiSOAR", "prompt": "c95-l6", "model": "meta-small", "cat": "soar-platforms", "variant": "negative", "raw": "FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Suitable for Fortinet Security Fabric shops and OT-heavy or air-gapped environments."}, {"id": "mai-20260917-0922-baseline|c95-l6|minimax-small|Cortex XSOAR", "prompt": "c95-l6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Integration fragility... High maintenance burden... Avoid if: Your environment is highly diverse with many non-Palo Alto tools"}, {"id": "mai-20260917-0922-baseline|c95-l6|minimax-small|Splunk SOAR", "prompt": "c95-l6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avoid if: You're not heavily invested in the Splunk ecosystem—the integration overhead becomes prohibitive"}, {"id": "mai-20260917-0922-baseline|c95-l6|minimax-small|Exabeam Incident Responder", "prompt": "c95-l6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "Exabeam Incident Responder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Multiple sources flag this as problematic... Poorly implemented integrations (API failures, missing core functionality)"}, {"id": "mai-20260917-0922-baseline|c95-l6|minimax-small|Microsoft Sentinel", "prompt": "c95-l6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Their native automation eliminates significant integration overhead compared to standalone platforms"}, {"id": "mai-20260917-0922-baseline|c95-l6|minimax-small|IBM Security SOAR", "prompt": "c95-l6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "IBM Security SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "IBM Security SOAR for regulated industries"}, {"id": "mai-20260917-0922-baseline|c95-l6|minimax-small|ServiceNow", "prompt": "c95-l6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ServiceNow for IT change management integration"}, {"id": "mai-20260917-0922-baseline|c95-l6|minimax-small|Prophet Security", "prompt": "c95-l6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "Prophet Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Agentic SOC platforms (like Prophet Security, Strike48) are emerging as alternatives"}, {"id": "mai-20260917-0922-baseline|c95-l6|minimax-small|Strike48", "prompt": "c95-l6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "Strike48", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Agentic SOC platforms (like Prophet Security, Strike48) are emerging as alternatives"}, {"id": "mai-20260917-0922-baseline|c95-l6|mistral-small|Logic Apps (Microsoft Power Automate for Security Automation)", "prompt": "c95-l6", "model": "mistral-small", "cat": "soar-platforms", "variant": "negative", "raw": "Logic Apps (Microsoft Power Automate for Security Automation)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Watch-outs: Per-execution cost can escalate quickly at enterprise scale. The platform is generic and requires significant effort to build security-specific automation patterns."}, {"id": "mai-20260917-0922-baseline|c95-l6|mistral-small|Splunk SOAR", "prompt": "c95-l6", "model": "mistral-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "notably Splunk SOAR) have premium costs that stack on top of existing SIEM investments, making them expensive for large enterprises"}, {"id": "mai-20260917-0922-baseline|c95-l6|moonshot-small|IBM QRadar SOAR", "prompt": "c95-l6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** | Starting new implementations on sunset/legacy platforms (QRadar SOAR, traditional static-playbook SOAR)"}, {"id": "mai-20260917-0922-baseline|c95-l6|moonshot-small|Cortex XSIAM", "prompt": "c95-l6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Forced migration to Cortex XSIAM; playbooks don't port cleanly"}, {"id": "mai-20260917-0922-baseline|c95-l6|moonshot-small|Palo Alto Cortex XSOAR", "prompt": "c95-l6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Integration fragility with **non-Palo Alto technologies**... Silent failures when third-party APIs change"}, {"id": "mai-20260917-0922-baseline|c95-l6|moonshot-small|Microsoft Sentinel SOAR (Logic Apps-based)", "prompt": "c95-l6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Microsoft Sentinel SOAR (Logic Apps-based)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Automation depth for complex security workflows is \"less than dedicated SOAR platforms\"... not ideal for heterogeneous environments"}, {"id": "mai-20260917-0922-baseline|c95-l6|moonshot-small|TheHive", "prompt": "c95-l6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "TheHive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Open-Source SOAR (TheHive, Shuffle, etc.)... No commercial support SLAs"}, {"id": "mai-20260917-0922-baseline|c95-l6|moonshot-small|Shuffle", "prompt": "c95-l6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Shuffle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Open-Source SOAR (TheHive, Shuffle, etc.)... Limited integration breadth compared to commercial platforms"}, {"id": "mai-20260917-0922-baseline|c95-l6|moonshot-small|Splunk SOAR", "prompt": "c95-l6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Deep integration with Splunk SIEM; limited value in non-Splunk environments"}, {"id": "mai-20260917-0922-baseline|c95-l6|moonshot-small|FortiSOAR", "prompt": "c95-l6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "FortiSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Best for Fortinet security fabric; limited independence"}, {"id": "mai-20260917-0922-baseline|c95-l6|moonshot-small|Google SecOps", "prompt": "c95-l6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Google SecOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Best for teams centralizing on Google Cloud... Migration costs escalate dramatically"}, {"id": "mai-20260917-0922-baseline|c95-l6|moonshot-small|Swimlane Turbine", "prompt": "c95-l6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Swimlane Turbine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Evaluate **Swimlane Turbine**, **D3 Security**, or **Torq** — vendor-agnostic platforms with modern architectures"}, {"id": "mai-20260917-0922-baseline|c95-l6|moonshot-small|D3 Security", "prompt": "c95-l6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "D3 Security", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Evaluate **Swimlane Turbine**, **D3 Security**, or **Torq** — vendor-agnostic platforms with modern architectures"}, {"id": "mai-20260917-0922-baseline|c95-l6|moonshot-small|Torq", "prompt": "c95-l6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Torq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Evaluate **Swimlane Turbine**, **D3 Security**, or **Torq** — vendor-agnostic platforms with modern architectures"}, {"id": "mai-20260917-0922-baseline|c95-l6|openai-small|Rapid7", "prompt": "c95-l6", "model": "openai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Rapid7, for instance, documents orchestrator/container requirements and even browser storage limits for workflow building, which are manageable but worth evaluating carefully in large deployments."}, {"id": "mai-20260917-0922-baseline|c95-l6|openai-small|IBM's QRadar SOAR", "prompt": "c95-l6", "model": "openai-small", "cat": "soar-platforms", "variant": "negative", "raw": "IBM's QRadar SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "IBM's QRadar SOAR documentation explicitly lists known issues and migration overlaps that can create duplicate cases or break existing connectors if not managed carefully."}, {"id": "mai-20260917-0922-baseline|c95-l6|xai-small|Cortex XSOAR (Palo Alto)", "prompt": "c95-l6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cortex XSOAR (Palo Alto)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Brittle integrations that break frequently ... heavy reliance on Python scripting and dedicated SOAR architects"}, {"id": "mai-20260917-0922-baseline|c95-l6|xai-small|Splunk SOAR", "prompt": "c95-l6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Per-action pricing leads to unexpected cost overruns at high volumes; steep learning curve and overwhelming UI"}, {"id": "mai-20260917-0922-baseline|c95-l6|xai-small|Swimlane", "prompt": "c95-l6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Swimlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Resource-intensive initial deployment and playbook design; dense UI with real learning curve"}, {"id": "mai-20260917-0922-baseline|c95-l6|xai-small|FortiSOAR", "prompt": "c95-l6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "FortiSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High upfront configuration complexity and licensing ambiguity; slow playbook execution/response times"}, {"id": "mai-20260917-0922-baseline|c95-l6|xai-small|Torq", "prompt": "c95-l6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Torq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Prioritize**: Torq, Tines (low-code, less maintenance)"}, {"id": "mai-20260917-0922-baseline|c95-l6|xai-small|Tines", "prompt": "c95-l6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Prioritize**: Torq, Tines (low-code, less maintenance)"}, {"id": "mai-20260917-0922-baseline|c95-l6|xai-small|Simbian", "prompt": "c95-l6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Simbian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "emerging AI agents (e.g., Simbian, Prophet) for playbook-free ops"}, {"id": "mai-20260917-0922-baseline|c95-l6|xai-small|Prophet", "prompt": "c95-l6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Prophet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "emerging AI agents (e.g., Simbian, Prophet) for playbook-free ops"}, {"id": "mai-20260917-0922-baseline|c95-l6|zai-small|Splunk SOAR", "prompt": "c95-l6", "model": "zai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The Cisco‑Splunk merger ... left many customers unsure about the future of Splunk SOAR's development, roadmap, and support."}, {"id": "mai-20260917-0922-baseline|c95-m1|alibaba-small|Tines", "prompt": "c95-m1", "model": "alibaba-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: Tines"}, {"id": "mai-20260917-0922-baseline|c95-m1|alibaba-small|Rapid7 InsightConnect", "prompt": "c95-m1", "model": "alibaba-small", "cat": "soar-platforms", "variant": "direct", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Most Approachable & Cost-Effective: Rapid7 InsightConnect"}, {"id": "mai-20260917-0922-baseline|c95-m1|alibaba-small|FortiSOAR", "prompt": "c95-m1", "model": "alibaba-small", "cat": "soar-platforms", "variant": "direct", "raw": "FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Ecosystem Leader (If you use Fortinet): FortiSOAR"}, {"id": "mai-20260917-0922-baseline|c95-m1|alibaba-small|Splunk SOAR", "prompt": "c95-m1", "model": "alibaba-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often perceived as heavier and more expensive to license than newer entrants... which may feel bloated for some mid-market budgets"}, {"id": "mai-20260917-0922-baseline|c95-m1|alibaba-small|Palo Alto", "prompt": "c95-m1", "model": "alibaba-small", "cat": "soar-platforms", "variant": "direct", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Less traditional \"SOC-native\" out-of-the-box than Splunk or Palo Alto."}, {"id": "mai-20260917-0922-baseline|c95-m1|anthropic-small|Swimlane Turbine", "prompt": "c95-m1", "model": "anthropic-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane Turbine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a five-person SOC team without a dedicated automation engineer, Swimlane represents the most practical path to initial SOAR deployment"}, {"id": "mai-20260917-0922-baseline|c95-m1|anthropic-small|Rapid7 InsightConnect", "prompt": "c95-m1", "model": "anthropic-small", "cat": "soar-platforms", "variant": "direct", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "offering the most affordable entry point with a 30-day free trial** for mid-market teams. It's purpose-built for mid-market security teams"}, {"id": "mai-20260917-0922-baseline|c95-m1|anthropic-small|Splunk SOAR", "prompt": "c95-m1", "model": "anthropic-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Splunk SOAR for Splunk shops"}, {"id": "mai-20260917-0922-baseline|c95-m1|anthropic-small|Sentinel", "prompt": "c95-m1", "model": "anthropic-small", "cat": "soar-platforms", "variant": "direct", "raw": "Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sentinel for Microsoft E5 estates"}, {"id": "mai-20260917-0922-baseline|c95-m1|anthropic-small|Google SecOps", "prompt": "c95-m1", "model": "anthropic-small", "cat": "soar-platforms", "variant": "direct", "raw": "Google SecOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Google SecOps for Chronicle users"}, {"id": "mai-20260917-0922-baseline|c95-m1|anthropic-small|Cortex XSOAR", "prompt": "c95-m1", "model": "anthropic-small", "cat": "soar-platforms", "variant": "direct", "raw": "Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cortex XSOAR when coverage is everything"}, {"id": "mai-20260917-0922-baseline|c95-m1|anthropic-small|Tines", "prompt": "c95-m1", "model": "anthropic-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tines or Torq when you want a modern, SIEM-agnostic engine"}, {"id": "mai-20260917-0922-baseline|c95-m1|anthropic-small|Torq", "prompt": "c95-m1", "model": "anthropic-small", "cat": "soar-platforms", "variant": "direct", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tines or Torq when you want a modern, SIEM-agnostic engine"}, {"id": "mai-20260917-0922-baseline|c95-m1|challenger-small|Tines", "prompt": "c95-m1", "model": "challenger-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SOAR platform is usually **Tines** if you want the strongest balance of usability, low maintenance, and no-code automation"}, {"id": "mai-20260917-0922-baseline|c95-m1|challenger-small|Splunk SOAR", "prompt": "c95-m1", "model": "challenger-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Splunk SOAR** if you already run Splunk and want the native module first."}, {"id": "mai-20260917-0922-baseline|c95-m1|challenger-small|Palo Alto Cortex XSOAR", "prompt": "c95-m1", "model": "challenger-small", "cat": "soar-platforms", "variant": "direct", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you are aligned with the Palo Alto ecosystem"}, {"id": "mai-20260917-0922-baseline|c95-m1|challenger-small|Swimlane", "prompt": "c95-m1", "model": "challenger-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Swimlane** if you need more robust SOC workflows and can support a more feature-rich platform."}, {"id": "mai-20260917-0922-baseline|c95-m1|deepseek-small|Rapid7 InsightConnect", "prompt": "c95-m1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rapid7 InsightConnect** if you're already on Rapid7 and want fastest time-to-value, or **Tines** if you want maximum flexibility"}, {"id": "mai-20260917-0922-baseline|c95-m1|deepseek-small|Tines", "prompt": "c95-m1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Tines** if you want maximum flexibility, low cost, and minimal lock-in"}, {"id": "mai-20260917-0922-baseline|c95-m1|deepseek-small|Swimlane Turbine", "prompt": "c95-m1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Swimlane Turbine** is the stand-out if you need self-hosted/low-code power at mid-market scale."}, {"id": "mai-20260917-0922-baseline|c95-m1|deepseek-small|Splunk SOAR", "prompt": "c95-m1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Splunk SOAR** — best if you're already a Splunk-heavy shop."}, {"id": "mai-20260917-0922-baseline|c95-m1|deepseek-small|Microsoft Sentinel Automation", "prompt": "c95-m1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best for Microsoft-centric cloud environments"}, {"id": "mai-20260917-0922-baseline|c95-m1|deepseek-small|Cortex XSOAR (Palo Alto)", "prompt": "c95-m1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Cortex XSOAR (Palo Alto)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "powerful but typically enterprise-priced and overkill unless you're deep in the Palo Alto ecosystem"}, {"id": "mai-20260917-0922-baseline|c95-m1|google-small|Palo Alto Cortex XSOAR", "prompt": "c95-m1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cannot afford to dedicate a full-time engineer solely to writing and maintaining complex Python scripts for legacy SOAR platforms (like Palo Alto Cortex XSOAR or Splunk SOAR)"}, {"id": "mai-20260917-0922-baseline|c95-m1|google-small|Splunk SOAR", "prompt": "c95-m1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "legacy SOAR platforms (like Palo Alto Cortex XSOAR or Splunk SOAR)"}, {"id": "mai-20260917-0922-baseline|c95-m1|google-small|Tines", "prompt": "c95-m1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for No-Code & Ease of Use ... buy **Tines**"}, {"id": "mai-20260917-0922-baseline|c95-m1|google-small|Torq", "prompt": "c95-m1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want cutting-edge AI playbook assistance and hyperautomation ... look at **Torq**"}, {"id": "mai-20260917-0922-baseline|c95-m1|google-small|BlinkOps (Blink)", "prompt": "c95-m1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "BlinkOps (Blink)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are on a tighter budget ... evaluate **BlinkOps**"}, {"id": "mai-20260917-0922-baseline|c95-m1|google-small|Swimlane Turbine", "prompt": "c95-m1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if You Need Built-In Case Management ... Swimlane Turbine is the premium choice"}, {"id": "mai-20260917-0922-baseline|c95-m1|google-small|Microsoft Sentinel (Logic Apps)", "prompt": "c95-m1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel (Logic Apps)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Microsoft-Centric Shops ... the default pathway"}, {"id": "mai-20260917-0922-baseline|c95-m1|meta-small|Tines", "prompt": "c95-m1", "model": "meta-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tines - Offers flexible low-code security automation and is suitable for mid-market to enterprise cross-functional teams."}, {"id": "mai-20260917-0922-baseline|c95-m1|meta-small|Splunk SOAR", "prompt": "c95-m1", "model": "meta-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for Splunk-heavy security operations, offering flexible automation and strong integration with Splunk environments."}, {"id": "mai-20260917-0922-baseline|c95-m1|meta-small|FortiSOAR", "prompt": "c95-m1", "model": "meta-small", "cat": "soar-platforms", "variant": "direct", "raw": "FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suitable for Fortinet users and teams seeking broad automation at lower complexity"}, {"id": "mai-20260917-0922-baseline|c95-m1|meta-small|Rapid7 InsightConnect", "prompt": "c95-m1", "model": "meta-small", "cat": "soar-platforms", "variant": "direct", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A good option for mid-market teams seeking approachable SOAR with low-code, practical automation for common use cases."}, {"id": "mai-20260917-0922-baseline|c95-m1|minimax-small|Rapid7 InsightConnect", "prompt": "c95-m1", "model": "minimax-small", "cat": "soar-platforms", "variant": "direct", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Rapid7 InsightConnect** or **Tines** as top candidates"}, {"id": "mai-20260917-0922-baseline|c95-m1|minimax-small|Tines", "prompt": "c95-m1", "model": "minimax-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **Rapid7 InsightConnect** or **Tines** as top candidates"}, {"id": "mai-20260917-0922-baseline|c95-m1|minimax-small|FortiSOAR", "prompt": "c95-m1", "model": "minimax-small", "cat": "soar-platforms", "variant": "direct", "raw": "FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. FortiSOAR** — Strong for broader automation at lower complexity"}, {"id": "mai-20260917-0922-baseline|c95-m1|minimax-small|Swimlane", "prompt": "c95-m1", "model": "minimax-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Swimlane** — Strong independent automation platform"}, {"id": "mai-20260917-0922-baseline|c95-m1|mistral-small|Rapid7 InsightConnect", "prompt": "c95-m1", "model": "mistral-small", "cat": "soar-platforms", "variant": "direct", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rapid7 InsightConnect** and **Tines** are top choices due to their ease of use, low-code capabilities, and strong integration options."}, {"id": "mai-20260917-0922-baseline|c95-m1|mistral-small|Tines", "prompt": "c95-m1", "model": "mistral-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rapid7 InsightConnect** and **Tines** are top choices"}, {"id": "mai-20260917-0922-baseline|c95-m1|mistral-small|FortiSOAR", "prompt": "c95-m1", "model": "mistral-small", "cat": "soar-platforms", "variant": "direct", "raw": "FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FortiSOAR** is a solid alternative, especially for Fortinet users"}, {"id": "mai-20260917-0922-baseline|c95-m1|mistral-small|Swimlane", "prompt": "c95-m1", "model": "mistral-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Swimlane** is a strong contender for those needing advanced automation and scalability."}, {"id": "mai-20260917-0922-baseline|c95-m1|moonshot-small|Tines", "prompt": "c95-m1", "model": "moonshot-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tines** – Best Overall for Mid-Market"}, {"id": "mai-20260917-0922-baseline|c95-m1|moonshot-small|Rapid7 InsightConnect", "prompt": "c95-m1", "model": "moonshot-small", "cat": "soar-platforms", "variant": "direct", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value Alternative"}, {"id": "mai-20260917-0922-baseline|c95-m1|moonshot-small|Splunk SOAR", "prompt": "c95-m1", "model": "moonshot-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caveat**: Complex pricing and Cisco acquisition has created uncertainty"}, {"id": "mai-20260917-0922-baseline|c95-m1|moonshot-small|Cortex XSOAR", "prompt": "c95-m1", "model": "moonshot-small", "cat": "soar-platforms", "variant": "direct", "raw": "Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "May be overkill and overpriced for pure mid-market needs"}, {"id": "mai-20260917-0922-baseline|c95-m1|moonshot-small|Torq", "prompt": "c95-m1", "model": "moonshot-small", "cat": "soar-platforms", "variant": "direct", "raw": "Torq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Premium pricing ($150K–$300K+ typical for mid-market); better suited for larger enterprises"}, {"id": "mai-20260917-0922-baseline|c95-m1|moonshot-small|Google SecOps / Chronicle", "prompt": "c95-m1", "model": "moonshot-small", "cat": "soar-platforms", "variant": "direct", "raw": "Google SecOps / Chronicle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms to Approach Cautiously ... Best when bundled with existing Google Cloud infrastructure"}, {"id": "mai-20260917-0922-baseline|c95-m1|moonshot-small|Microsoft Sentinel", "prompt": "c95-m1", "model": "moonshot-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Platforms to Approach Cautiously ... good if already Microsoft-centric"}, {"id": "mai-20260917-0922-baseline|c95-m1|openai-small|Swimlane Turbine", "prompt": "c95-m1", "model": "openai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane Turbine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall:** **Swimlane Turbine**"}, {"id": "mai-20260917-0922-baseline|c95-m1|openai-small|Microsoft Sentinel", "prompt": "c95-m1", "model": "openai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you are Microsoft-first:** **Microsoft Sentinel**"}, {"id": "mai-20260917-0922-baseline|c95-m1|openai-small|Splunk SOAR", "prompt": "c95-m1", "model": "openai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it can be more enterprise-oriented and potentially heavier to implement"}, {"id": "mai-20260917-0922-baseline|c95-m1|openai-small|Cortex XSOAR", "prompt": "c95-m1", "model": "openai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often best when you have a larger SecOps team and budget"}, {"id": "mai-20260917-0922-baseline|c95-m1|openai-small|D3 Smart SOAR", "prompt": "c95-m1", "model": "openai-small", "cat": "soar-platforms", "variant": "direct", "raw": "D3 Smart SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "also worth evaluating, especially if you want strong case management"}, {"id": "mai-20260917-0922-baseline|c95-m1|xai-small|Tines", "prompt": "c95-m1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tines (Strongest overall for mid-market flexibility)"}, {"id": "mai-20260917-0922-baseline|c95-m1|xai-small|Swimlane Turbine", "prompt": "c95-m1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Swimlane Turbine (Top dedicated SOAR for mid-market scale)"}, {"id": "mai-20260917-0922-baseline|c95-m1|xai-small|Rapid7 InsightConnect", "prompt": "c95-m1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rapid7 InsightConnect (Best for fast time-to-value/budget-conscious)"}, {"id": "mai-20260917-0922-baseline|c95-m1|xai-small|Torq", "prompt": "c95-m1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Torq: Hyperautomation/AI focus (G2 4.8/5), mid-market leader"}, {"id": "mai-20260917-0922-baseline|c95-m1|xai-small|Microsoft Sentinel (w/ Logic Apps)", "prompt": "c95-m1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel (w/ Logic Apps)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free/low-cost if you're in Azure/365 ecosystem; G2 Leader but playbook-light."}, {"id": "mai-20260917-0922-baseline|c95-m1|xai-small|Cortex XSOAR", "prompt": "c95-m1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid enterprise-heavy like Cortex XSOAR/Splunk SOAR"}, {"id": "mai-20260917-0922-baseline|c95-m1|xai-small|Splunk SOAR", "prompt": "c95-m1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid enterprise-heavy like Cortex XSOAR/Splunk SOAR"}, {"id": "mai-20260917-0922-baseline|c95-m1|zai-small|Tines", "prompt": "c95-m1", "model": "zai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want speed, flexibility, and a modern low‑code/no‑code platform with broad API integrations: Choose **Tines**."}, {"id": "mai-20260917-0922-baseline|c95-m1|zai-small|Rapid7 InsightConnect", "prompt": "c95-m1", "model": "zai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you’re already using Rapid7 or want prebuilt automation recipes with fast time‑to‑value: Choose **Rapid7 InsightConnect**."}, {"id": "mai-20260917-0922-baseline|c95-m1|zai-small|FortiSOAR", "prompt": "c95-m1", "model": "zai-small", "cat": "soar-platforms", "variant": "direct", "raw": "FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your stack is heavily Fortinet‑centric and you want seamless fabric integration: Choose **FortiSOAR**."}, {"id": "mai-20260917-0922-baseline|c95-m1|zai-small|Torq", "prompt": "c95-m1", "model": "zai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If AI‑assisted triage and hyperautomation are top priorities: Consider **Torq**."}, {"id": "mai-20260917-0922-baseline|c95-m1|zai-small|Palo Alto Cortex XSOAR", "prompt": "c95-m1", "model": "zai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strong for large SOCs... can justify premium pricing"}, {"id": "mai-20260917-0922-baseline|c95-m1|zai-small|Splunk SOAR", "prompt": "c95-m1", "model": "zai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Premium pricing, but mature case management and extensive integrations."}, {"id": "mai-20260917-0922-baseline|c95-m2|alibaba-small|Rapid7 InsightConnect", "prompt": "c95-m2", "model": "alibaba-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Rapid7 InsightConnect"}, {"id": "mai-20260917-0922-baseline|c95-m2|alibaba-small|Google Chronicle SOAR", "prompt": "c95-m2", "model": "alibaba-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Google Chronicle SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... 1. Google Chronicle SOAR"}, {"id": "mai-20260917-0922-baseline|c95-m2|alibaba-small|Swimlane Turbine", "prompt": "c95-m2", "model": "alibaba-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "2. Swimlane Turbine"}, {"id": "mai-20260917-0922-baseline|c95-m2|alibaba-small|ORNA", "prompt": "c95-m2", "model": "alibaba-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "ORNA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "3. ORNA ... cost-effective, purpose-built solution"}, {"id": "mai-20260917-0922-baseline|c95-m2|anthropic-small|FortiSOAR", "prompt": "c95-m2", "model": "anthropic-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "FortiSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. FortiSOAR** ... Fortinet is specifically designed for enterprise, mid-size, and small businesses, making it well-suited to your scale."}, {"id": "mai-20260917-0922-baseline|c95-m2|anthropic-small|Splunk SOAR", "prompt": "c95-m2", "model": "anthropic-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "This is particularly valuable if you already have Splunk tools in place."}, {"id": "mai-20260917-0922-baseline|c95-m2|anthropic-small|Swimlane Turbine", "prompt": "c95-m2", "model": "anthropic-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "reduced time-to-first-playbook by an estimated 60 to 70% compared to legacy SOAR platforms"}, {"id": "mai-20260917-0922-baseline|c95-m2|challenger-small|Rapid7 InsightConnect", "prompt": "c95-m2", "model": "challenger-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Rapid7 InsightConnect**"}, {"id": "mai-20260917-0922-baseline|c95-m2|challenger-small|Microsoft Sentinel", "prompt": "c95-m2", "model": "challenger-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft-heavy stack**: **Microsoft Sentinel** is usually the better fit"}, {"id": "mai-20260917-0922-baseline|c95-m2|challenger-small|Splunk SOAR", "prompt": "c95-m2", "model": "challenger-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Splunk SOAR** is the better choice if Splunk is already your core security platform"}, {"id": "mai-20260917-0922-baseline|c95-m2|challenger-small|Cortex XSOAR", "prompt": "c95-m2", "model": "challenger-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cortex XSOAR** is strongest when you already rely on Palo Alto tooling"}, {"id": "mai-20260917-0922-baseline|c95-m2|challenger-small|Tines", "prompt": "c95-m2", "model": "challenger-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tines** or **Torq** are often better for organizations with mature security operations"}, {"id": "mai-20260917-0922-baseline|c95-m2|challenger-small|Torq", "prompt": "c95-m2", "model": "challenger-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Tines** or **Torq** are often better for organizations with mature security operations"}, {"id": "mai-20260917-0922-baseline|c95-m2|deepseek-small|Tines", "prompt": "c95-m2", "model": "deepseek-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, **Tines** is the standout pick"}, {"id": "mai-20260917-0922-baseline|c95-m2|deepseek-small|Rapid7 InsightConnect", "prompt": "c95-m2", "model": "deepseek-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rapid7 InsightConnect** is the strongest runner-up"}, {"id": "mai-20260917-0922-baseline|c95-m2|deepseek-small|Swimlane Turbine", "prompt": "c95-m2", "model": "deepseek-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Low-code, API-first, good power/usability balance; can be pricier"}, {"id": "mai-20260917-0922-baseline|c95-m2|deepseek-small|Splunk SOAR", "prompt": "c95-m2", "model": "deepseek-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're a Splunk house for tight integration, though pricing is higher"}, {"id": "mai-20260917-0922-baseline|c95-m2|deepseek-small|Palo Alto Cortex XSOAR", "prompt": "c95-m2", "model": "deepseek-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid for a Mid-Size B2B Company - **Palo Alto Cortex XSOAR** — Excellent but enterprise/multi-team focused, with premium pricing"}, {"id": "mai-20260917-0922-baseline|c95-m2|google-small|Splunk SOAR", "prompt": "c95-m2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "rarely have the budget or dedicated software engineers to write and maintain complex Python scripts or rebuild broken API connectors for legacy SOAR platforms (like Splunk SOAR or Palo Alto Cortex XSOAR)"}, {"id": "mai-20260917-0922-baseline|c95-m2|google-small|Palo Alto Cortex XSOAR", "prompt": "c95-m2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "legacy SOAR platforms (like Splunk SOAR or Palo Alto Cortex XSOAR)"}, {"id": "mai-20260917-0922-baseline|c95-m2|google-small|Torq", "prompt": "c95-m2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Torq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Recommendation: **Torq**"}, {"id": "mai-20260917-0922-baseline|c95-m2|google-small|Tines", "prompt": "c95-m2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Strong Co-Leader: **Tines**"}, {"id": "mai-20260917-0922-baseline|c95-m2|google-small|Swimlane Turbine", "prompt": "c95-m2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Built-in Case Management: **Swimlane Turbine**"}, {"id": "mai-20260917-0922-baseline|c95-m2|google-small|Microsoft Sentinel", "prompt": "c95-m2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are heavily Microsoft-standardized (M365 E5 / Azure):** Use **Microsoft Sentinel**"}, {"id": "mai-20260917-0922-baseline|c95-m2|google-small|Rapid7 InsightConnect", "prompt": "c95-m2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look at **Rapid7 InsightConnect**. It is designed specifically for mid-market ease of setup"}, {"id": "mai-20260917-0922-baseline|c95-m2|meta-small|Splunk SOAR", "prompt": "c95-m2", "model": "meta-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top security orchestration and automated response tools for a mid-sized B2B company include:\n\n1. Splunk SOAR"}, {"id": "mai-20260917-0922-baseline|c95-m2|meta-small|IBM Security QRadar SOAR", "prompt": "c95-m2", "model": "meta-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "IBM Security QRadar SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. IBM Security QRadar SOAR"}, {"id": "mai-20260917-0922-baseline|c95-m2|meta-small|Microsoft Sentinel", "prompt": "c95-m2", "model": "meta-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Microsoft Sentinel"}, {"id": "mai-20260917-0922-baseline|c95-m2|meta-small|Sumo Logic Cloud SOAR", "prompt": "c95-m2", "model": "meta-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Sumo Logic Cloud SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Sumo Logic Cloud SOAR"}, {"id": "mai-20260917-0922-baseline|c95-m2|minimax-small|Microsoft Sentinel", "prompt": "c95-m2", "model": "minimax-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A cloud-native SIEM with built-in SOAR capabilities. Good for companies already using Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c95-m2|minimax-small|Swimlane", "prompt": "c95-m2", "model": "minimax-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Known for visual workflow automation without requiring code."}, {"id": "mai-20260917-0922-baseline|c95-m2|minimax-small|TheHive", "prompt": "c95-m2", "model": "minimax-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "TheHive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Great for smaller teams wanting repeatable case workflows"}, {"id": "mai-20260917-0922-baseline|c95-m2|minimax-small|Splunk SOAR", "prompt": "c95-m2", "model": "minimax-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise-grade automation with strong integration capabilities."}, {"id": "mai-20260917-0922-baseline|c95-m2|minimax-small|Rapid7 InsightConnect", "prompt": "c95-m2", "model": "minimax-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers good automation templates and straightforward implementation."}, {"id": "mai-20260917-0922-baseline|c95-m2|mistral-small|DTonomy", "prompt": "c95-m2", "model": "mistral-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "DTonomy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recognized as a leading SOAR platform... particularly well-suited for mid-sized businesses due to its flexibility and scalability."}, {"id": "mai-20260917-0922-baseline|c95-m2|mistral-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-m2", "model": "mistral-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for companies already within the Palo Alto ecosystem or seeking unified security operations"}, {"id": "mai-20260917-0922-baseline|c95-m2|mistral-small|Morpheus", "prompt": "c95-m2", "model": "mistral-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Morpheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for mid-size to large SOCs... a good fit for mid-sized B2B companies"}, {"id": "mai-20260917-0922-baseline|c95-m2|moonshot-small|Tines", "prompt": "c95-m2", "model": "moonshot-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Tines**"}, {"id": "mai-20260917-0922-baseline|c95-m2|moonshot-small|Rapid7 InsightConnect", "prompt": "c95-m2", "model": "moonshot-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rapid7 InsightConnect** — Best for Faster Time-to-Value"}, {"id": "mai-20260917-0922-baseline|c95-m2|moonshot-small|Palo Alto Cortex XSOAR", "prompt": "c95-m2", "model": "moonshot-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Palo Alto Cortex XSOAR** — Avoid for Mid-Market"}, {"id": "mai-20260917-0922-baseline|c95-m2|moonshot-small|Splunk SOAR", "prompt": "c95-m2", "model": "moonshot-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Splunk SOAR** — Only if You're Already Splunk-Heavy"}, {"id": "mai-20260917-0922-baseline|c95-m2|openai-small|Microsoft Sentinel", "prompt": "c95-m2", "model": "openai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Sentinel is usually the best fit for a mid-sized B2B company"}, {"id": "mai-20260917-0922-baseline|c95-m2|openai-small|Splunk SOAR", "prompt": "c95-m2", "model": "openai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a more specialized SOAR platform and you have a mature SecOps team, **Splunk SOAR** is also a solid choice"}, {"id": "mai-20260917-0922-baseline|c95-m2|xai-small|Rapid7 InsightConnect", "prompt": "c95-m2", "model": "xai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Rapid7 InsightConnect** as a strong SOAR starting point."}, {"id": "mai-20260917-0922-baseline|c95-m2|xai-small|Tines", "prompt": "c95-m2", "model": "xai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You want no-code flexibility, vendor-agnostic APIs, free trial/start."}, {"id": "mai-20260917-0922-baseline|c95-m2|xai-small|Torq", "prompt": "c95-m2", "model": "xai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-driven hyperautomation, intuitive UI for tier-1 triage."}, {"id": "mai-20260917-0922-baseline|c95-m2|xai-small|Microsoft Sentinel", "prompt": "c95-m2", "model": "xai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You're in Azure/MS ecosystem (common for B2B)."}, {"id": "mai-20260917-0922-baseline|c95-m2|xai-small|Palo Alto Cortex XSOAR", "prompt": "c95-m2", "model": "xai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deep playbooks/case mgmt, if scaling to enterprise soon. | Custom (higher, $200K+)"}, {"id": "mai-20260917-0922-baseline|c95-m2|xai-small|Splunk", "prompt": "c95-m2", "model": "xai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leaders like Palo Alto/Splunk dominate overall"}, {"id": "mai-20260917-0922-baseline|c95-m2|zai-small|Tines", "prompt": "c95-m2", "model": "zai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tines** is my top recommendation"}, {"id": "mai-20260917-0922-baseline|c95-m2|zai-small|Cortex XSOAR", "prompt": "c95-m2", "model": "zai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cortex XSOAR** is a solid alternative—just be prepared for a higher cost and more complex deployment."}, {"id": "mai-20260917-0922-baseline|c95-m2|zai-small|Splunk SOAR", "prompt": "c95-m2", "model": "zai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SOCs already deeply integrated with Splunk Enterprise Security"}, {"id": "mai-20260917-0922-baseline|c95-m2|zai-small|Swimlane Turbine", "prompt": "c95-m2", "model": "zai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Swimlane Turbine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid‑market teams needing low‑code automation; risk‑oriented workflows"}, {"id": "mai-20260917-0922-baseline|c95-m2|zai-small|FortiSOAR", "prompt": "c95-m2", "model": "zai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "FortiSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fortinet ecosystem users; MSSPs seeking predictable flat‑rate pricing"}, {"id": "mai-20260917-0922-baseline|c95-m2|zai-small|Rapid7 InsightConnect", "prompt": "c95-m2", "model": "zai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lean teams seeking fast wins and quick automation"}, {"id": "mai-20260917-0922-baseline|c95-m3|alibaba-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-m3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the market leader due to its extensive playbook library and strong integration capabilities."}, {"id": "mai-20260917-0922-baseline|c95-m3|alibaba-small|Splunk SOAR (formerly Splunk Phantom)", "prompt": "c95-m3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR (formerly Splunk Phantom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Splunk SOAR** if you are already a major Splunk shop"}, {"id": "mai-20260917-0922-baseline|c95-m3|alibaba-small|IBM Security QRadar SOAR", "prompt": "c95-m3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM Security QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A robust, enterprise-grade solution that tightly couples with IBM\\u2019s QRadar SIEM."}, {"id": "mai-20260917-0922-baseline|c95-m3|alibaba-small|Fortinet FortiSOAR", "prompt": "c95-m3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Fortinet FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **FortiSOAR** if your infrastructure is heavily reliant on Fortinet hardware/software."}, {"id": "mai-20260917-0922-baseline|c95-m3|alibaba-small|Devo SOAR", "prompt": "c95-m3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Devo SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: High-growth tech companies or those looking for a purely cloud-native, scalable SOAR/SIEM combo."}, {"id": "mai-20260917-0922-baseline|c95-m3|alibaba-small|Microsoft Sentinel SOAR (Logic Apps)", "prompt": "c95-m3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel SOAR (Logic Apps)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Companies fully committed to the Microsoft/Azure cloud."}, {"id": "mai-20260917-0922-baseline|c95-m3|anthropic-small|Palo Alto XSOAR", "prompt": "c95-m3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto XSOAR (best for enterprise, 800+ integrations)"}, {"id": "mai-20260917-0922-baseline|c95-m3|anthropic-small|Tines", "prompt": "c95-m3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tines (best user ratings, free tier, no-code)"}, {"id": "mai-20260917-0922-baseline|c95-m3|anthropic-small|Swimlane Turbine", "prompt": "c95-m3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Swimlane Turbine (best for high-volume SOC automation)"}, {"id": "mai-20260917-0922-baseline|c95-m3|anthropic-small|Microsoft Sentinel SOAR", "prompt": "c95-m3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft Sentinel SOAR (best value for Microsoft 365 organizations included free)"}, {"id": "mai-20260917-0922-baseline|c95-m3|anthropic-small|Torq", "prompt": "c95-m3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Torq (fastest-growing, AI-generated workflows)"}, {"id": "mai-20260917-0922-baseline|c95-m3|anthropic-small|Splunk SOAR", "prompt": "c95-m3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable platforms include Splunk SOAR"}, {"id": "mai-20260917-0922-baseline|c95-m3|anthropic-small|IBM QRadar SOAR", "prompt": "c95-m3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IBM QRadar SOAR (SIEM-coupled enterprise)"}, {"id": "mai-20260917-0922-baseline|c95-m3|anthropic-small|Google Chronicle SOAR", "prompt": "c95-m3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Google Chronicle SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Google Chronicle SOAR (Chronicle-aligned)"}, {"id": "mai-20260917-0922-baseline|c95-m3|anthropic-small|Rapid7 InsightConnect", "prompt": "c95-m3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Rapid7 InsightConnect is often evaluated by teams that want practical automation tied to existing detection and response operations"}, {"id": "mai-20260917-0922-baseline|c95-m3|challenger-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-m3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep native integration with Cortex products and Unit 42 intelligence; strong playbook automation."}, {"id": "mai-20260917-0922-baseline|c95-m3|challenger-small|Splunk SOAR", "prompt": "c95-m3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best when already invested in Splunk ES; broad integrations and mature playbooks."}, {"id": "mai-20260917-0922-baseline|c95-m3|challenger-small|Swimlane", "prompt": "c95-m3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong vendor-neutral automation, case management, and growing AI/agentic capabilities."}, {"id": "mai-20260917-0922-baseline|c95-m3|challenger-small|D3 Security", "prompt": "c95-m3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "D3 Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mature case management and flat-rate pricing emphasis."}, {"id": "mai-20260917-0922-baseline|c95-m3|challenger-small|Cyware", "prompt": "c95-m3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cyware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Orchestration plus strong threat-intelligence sharing and vendor-agnostic design."}, {"id": "mai-20260917-0922-baseline|c95-m3|challenger-small|FortiSOAR", "prompt": "c95-m3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "FortiSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best aligned to Fortinet Security Fabric and environments needing flexible deployment."}, {"id": "mai-20260917-0922-baseline|c95-m3|challenger-small|Microsoft Sentinel + Logic Apps", "prompt": "c95-m3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel + Logic Apps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Uses Microsoft's cloud-native automation plumbing; strong if your stack is already in Azure."}, {"id": "mai-20260917-0922-baseline|c95-m3|challenger-small|Google SecOps", "prompt": "c95-m3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Google SecOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Centralizes detection and data in Google Cloud rather than being a pure standalone SOAR."}, {"id": "mai-20260917-0922-baseline|c95-m3|challenger-small|IBM QRadar SOAR", "prompt": "c95-m3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong incident-response orchestration and compliance-oriented workflows."}, {"id": "mai-20260917-0922-baseline|c95-m3|challenger-small|Tines", "prompt": "c95-m3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "More workflow-first and increasingly AI/agentic, often seen as alternatives or successors to classic SOAR."}, {"id": "mai-20260917-0922-baseline|c95-m3|challenger-small|Torq", "prompt": "c95-m3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "newer platforms like Torq and some emerging offerings push toward agentic investigation and autonomous remediation"}, {"id": "mai-20260917-0922-baseline|c95-m3|deepseek-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-m3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Integrations: 850+ product integrations and 680+ content packs — the most extensive library in the market"}, {"id": "mai-20260917-0922-baseline|c95-m3|deepseek-small|Splunk SOAR (formerly Phantom)", "prompt": "c95-m3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR (formerly Phantom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you run Splunk ES → Splunk SOAR"}, {"id": "mai-20260917-0922-baseline|c95-m3|deepseek-small|IBM Security QRadar SOAR", "prompt": "c95-m3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM Security QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need regulatory/compliance-heavy response → IBM QRadar SOAR"}, {"id": "mai-20260917-0922-baseline|c95-m3|deepseek-small|Google Security Operations (SecOps) SOAR", "prompt": "c95-m3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Google Security Operations (SecOps) SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Cloud-first SOCs on Google Cloud Platform"}, {"id": "mai-20260917-0922-baseline|c95-m3|deepseek-small|Swimlane (Turbine)", "prompt": "c95-m3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane (Turbine)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want independence and agentic AI → Swimlane or D3 Security"}, {"id": "mai-20260917-0922-baseline|c95-m3|deepseek-small|D3 Security", "prompt": "c95-m3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "D3 Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flat-rate pricing model — rare in this market and highly attractive for budgeting"}, {"id": "mai-20260917-0922-baseline|c95-m3|deepseek-small|Cyware", "prompt": "c95-m3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cyware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If threat intelligence is your core driver → Cyware"}, {"id": "mai-20260917-0922-baseline|c95-m3|deepseek-small|Fortinet FortiSOAR", "prompt": "c95-m3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Fortinet FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you're an MSSP → FortiSOAR or Cortex XSOAR"}, {"id": "mai-20260917-0922-baseline|c95-m3|deepseek-small|Tines", "prompt": "c95-m3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you're on a budget or want fast, simple automation → Tines"}, {"id": "mai-20260917-0922-baseline|c95-m3|deepseek-small|Torq", "prompt": "c95-m3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: High-volume alert automation"}, {"id": "mai-20260917-0922-baseline|c95-m3|google-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-m3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Highly mature, enterprise-grade SOCs heavily invested in the Palo Alto Networks stack."}, {"id": "mai-20260917-0922-baseline|c95-m3|google-small|Cortex AgentiX", "prompt": "c95-m3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cortex AgentiX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Palo Alto is actively transitioning this ecosystem toward its agentic successor, **Cortex AgentiX**"}, {"id": "mai-20260917-0922-baseline|c95-m3|google-small|Splunk SOAR", "prompt": "c95-m3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "it requires substantial administrative overhead and scripting expertise"}, {"id": "mai-20260917-0922-baseline|c95-m3|google-small|IBM Security QRadar SOAR", "prompt": "c95-m3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM Security QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Highly regulated, risk-averse, or on-premises enterprise environments."}, {"id": "mai-20260917-0922-baseline|c95-m3|google-small|Tines", "prompt": "c95-m3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you don't have dedicated security engineers who write Python, look at **Tines** or **Torq**."}, {"id": "mai-20260917-0922-baseline|c95-m3|google-small|Torq", "prompt": "c95-m3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "look at **Tines** or **Torq**. They make building and modifying workflows accessible to any tier-1 or tier-2 analyst."}, {"id": "mai-20260917-0922-baseline|c95-m3|google-small|Swimlane Turbine", "prompt": "c95-m3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: MSSPs ..., federal agencies, and organizations requiring highly customized, massive-scale case management."}, {"id": "mai-20260917-0922-baseline|c95-m3|google-small|Prophet Security", "prompt": "c95-m3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Prophet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Lean security teams who want to cut down alert triage times"}, {"id": "mai-20260917-0922-baseline|c95-m3|google-small|Simbian AI", "prompt": "c95-m3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Simbian AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Playbook-less, autonomous incident investigation."}, {"id": "mai-20260917-0922-baseline|c95-m3|google-small|BlinkOps", "prompt": "c95-m3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "BlinkOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Prophet Security / Simbian AI / BlinkOps ... autonomous incident investigation"}, {"id": "mai-20260917-0922-baseline|c95-m3|meta-small|Swimlane", "prompt": "c95-m3", "model": "meta-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top SOAR platforms include Swimlane, D3 Security, Cyware, Palo Alto Cortex XSOAR, Google SecOps, Tines, Torq, and Splunk SOAR."}, {"id": "mai-20260917-0922-baseline|c95-m3|meta-small|D3 Security", "prompt": "c95-m3", "model": "meta-small", "cat": "soar-platforms", "variant": "comparative", "raw": "D3 Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top SOAR platforms include Swimlane, D3 Security, Cyware..."}, {"id": "mai-20260917-0922-baseline|c95-m3|meta-small|Cyware", "prompt": "c95-m3", "model": "meta-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cyware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top SOAR platforms include Swimlane, D3 Security, Cyware, Palo Alto Cortex XSOAR..."}, {"id": "mai-20260917-0922-baseline|c95-m3|meta-small|Palo Alto Cortex XSOAR", "prompt": "c95-m3", "model": "meta-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top SOAR platforms include ... Palo Alto Cortex XSOAR, Google SecOps..."}, {"id": "mai-20260917-0922-baseline|c95-m3|meta-small|Google SecOps", "prompt": "c95-m3", "model": "meta-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Google SecOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top SOAR platforms include ... Google SecOps, Tines, Torq, and Splunk SOAR."}, {"id": "mai-20260917-0922-baseline|c95-m3|meta-small|Tines", "prompt": "c95-m3", "model": "meta-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top SOAR platforms include ... Tines, Torq, and Splunk SOAR."}, {"id": "mai-20260917-0922-baseline|c95-m3|meta-small|Torq", "prompt": "c95-m3", "model": "meta-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The top SOAR platforms include ... Torq, and Splunk SOAR."}, {"id": "mai-20260917-0922-baseline|c95-m3|meta-small|Splunk SOAR", "prompt": "c95-m3", "model": "meta-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The top SOAR platforms include ... and Splunk SOAR."}, {"id": "mai-20260917-0922-baseline|c95-m3|minimax-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-m3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Standout Capability**: Platform-native integration across Cortex XDR... 850+ product integrations (one of the largest marketplaces)"}, {"id": "mai-20260917-0922-baseline|c95-m3|minimax-small|Splunk SOAR", "prompt": "c95-m3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Standout Capability**: Deepest playbook engine for mature SOCs"}, {"id": "mai-20260917-0922-baseline|c95-m3|minimax-small|IBM QRadar SOAR", "prompt": "c95-m3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong compliance and privacy reporting for regulated industries"}, {"id": "mai-20260917-0922-baseline|c95-m3|minimax-small|Fortinet FortiSOAR", "prompt": "c95-m3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Fortinet FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi-tenancy support for MSSPs"}, {"id": "mai-20260917-0922-baseline|c95-m3|minimax-small|Google Security Operations SOAR", "prompt": "c95-m3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Google Security Operations SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Google Cloud ecosystem integration"}, {"id": "mai-20260917-0922-baseline|c95-m3|minimax-small|Microsoft Sentinel SOAR", "prompt": "c95-m3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SIEM-native SOAR within Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c95-m3|minimax-small|Tines", "prompt": "c95-m3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "No-code workflow automation... Modern UX, no legacy SOAR complexity"}, {"id": "mai-20260917-0922-baseline|c95-m3|minimax-small|Torq", "prompt": "c95-m3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modern no-code platforms (Tines, Torq)"}, {"id": "mai-20260917-0922-baseline|c95-m3|mistral-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-m3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large SOCs with heavy Palo Alto investment ... 850+ product integrations"}, {"id": "mai-20260917-0922-baseline|c95-m3|mistral-small|Splunk SOAR", "prompt": "c95-m3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Splunk SIEM shops"}, {"id": "mai-20260917-0922-baseline|c95-m3|mistral-small|IBM QRadar SOAR", "prompt": "c95-m3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Regulated, on-premises environments"}, {"id": "mai-20260917-0922-baseline|c95-m3|mistral-small|Tines", "prompt": "c95-m3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "No-code story builder, universal API connectivity"}, {"id": "mai-20260917-0922-baseline|c95-m3|mistral-small|Swimlane", "prompt": "c95-m3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Enterprises and MSSPs wanting an independent automation platform"}, {"id": "mai-20260917-0922-baseline|c95-m3|mistral-small|D3 Security", "prompt": "c95-m3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "D3 Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Predictable flat-rate pricing"}, {"id": "mai-20260917-0922-baseline|c95-m3|mistral-small|Cyware", "prompt": "c95-m3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cyware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Threat intel-driven teams, ISACs, and sharing communities"}, {"id": "mai-20260917-0922-baseline|c95-m3|mistral-small|FortiSOAR", "prompt": "c95-m3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "FortiSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Fortinet Security Fabric shops and OT-heavy or air-gapped environments"}, {"id": "mai-20260917-0922-baseline|c95-m3|mistral-small|Google SecOps", "prompt": "c95-m3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Google SecOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Teams centralizing data and detection on Google Cloud"}, {"id": "mai-20260917-0922-baseline|c95-m3|moonshot-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-m3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Networks Cortex XSOAR** (Market Leader)"}, {"id": "mai-20260917-0922-baseline|c95-m3|moonshot-small|Tines", "prompt": "c95-m3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tines** (Modern/No-Code Leader)"}, {"id": "mai-20260917-0922-baseline|c95-m3|moonshot-small|Splunk SOAR", "prompt": "c95-m3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Splunk SOAR** if you're already standardized on Splunk"}, {"id": "mai-20260917-0922-baseline|c95-m3|moonshot-small|Microsoft Sentinel", "prompt": "c95-m3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Microsoft Sentinel** if you're Microsoft/Azure-centric"}, {"id": "mai-20260917-0922-baseline|c95-m3|moonshot-small|IBM QRadar SOAR", "prompt": "c95-m3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose IBM QRadar SOAR** if compliance and standardized incident response are top priorities"}, {"id": "mai-20260917-0922-baseline|c95-m3|moonshot-small|Torq", "prompt": "c95-m3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Torq** (Hyper-Automation Focus)"}, {"id": "mai-20260917-0922-baseline|c95-m3|moonshot-small|Swimlane", "prompt": "c95-m3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Swimlane** - Best for: Large-scale SOCs needing custom automation"}, {"id": "mai-20260917-0922-baseline|c95-m3|openai-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-m3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strong if you want a mature SOAR tightly integrated with the Palo Alto security stack."}, {"id": "mai-20260917-0922-baseline|c95-m3|openai-small|Splunk SOAR", "prompt": "c95-m3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best fit for teams already using Splunk Enterprise Security."}, {"id": "mai-20260917-0922-baseline|c95-m3|openai-small|IBM Security QRadar SOAR", "prompt": "c95-m3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM Security QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for larger enterprises with complex incident-response and compliance needs."}, {"id": "mai-20260917-0922-baseline|c95-m3|openai-small|Microsoft Sentinel", "prompt": "c95-m3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft-heavy environments"}, {"id": "mai-20260917-0922-baseline|c95-m3|openai-small|Tines", "prompt": "c95-m3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Popular for no-code security automation."}, {"id": "mai-20260917-0922-baseline|c95-m3|openai-small|Swimlane", "prompt": "c95-m3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Often chosen for low-code automation at scale"}, {"id": "mai-20260917-0922-baseline|c95-m3|openai-small|Fortinet FortiSOAR", "prompt": "c95-m3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Fortinet FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best when you are deep in the Fortinet ecosystem."}, {"id": "mai-20260917-0922-baseline|c95-m3|openai-small|Torq", "prompt": "c95-m3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Known for fast, no-code automation and AI-assisted SOC workflows."}, {"id": "mai-20260917-0922-baseline|c95-m3|openai-small|Cyware", "prompt": "c95-m3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cyware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong in threat-intel sharing and collaborative response."}, {"id": "mai-20260917-0922-baseline|c95-m3|xai-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-m3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Networks Cortex XSOAR** (often ranked #1 overall)"}, {"id": "mai-20260917-0922-baseline|c95-m3|xai-small|Splunk SOAR", "prompt": "c95-m3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cortex XSOAR, Splunk, and Swimlane frequently topping enterprise lists"}, {"id": "mai-20260917-0922-baseline|c95-m3|xai-small|Tines", "prompt": "c95-m3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Universal API connectivity; lightweight, engineer-friendly; free tier; less case mgmt"}, {"id": "mai-20260917-0922-baseline|c95-m3|xai-small|Swimlane", "prompt": "c95-m3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Independent platform; flat-rate pricing; excels in high-volume, multi-tenant ops"}, {"id": "mai-20260917-0922-baseline|c95-m3|xai-small|Torq", "prompt": "c95-m3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Speedy UI/parallel processing for high-volume alerts; \"playbook-light\" focus"}, {"id": "mai-20260917-0922-baseline|c95-m3|xai-small|Fortinet FortiSOAR", "prompt": "c95-m3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Fortinet FortiSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "older market guides and KuppingerCole name leaders like Fortinet"}, {"id": "mai-20260917-0922-baseline|c95-m3|xai-small|IBM QRadar SOAR", "prompt": "c95-m3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**IBM QRadar SOAR**"}, {"id": "mai-20260917-0922-baseline|c95-m3|xai-small|Microsoft Sentinel", "prompt": "c95-m3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "(automation rules, sometimes classified as SOAR-like)"}, {"id": "mai-20260917-0922-baseline|c95-m3|xai-small|Google SecOps (formerly Chronicle) SOAR", "prompt": "c95-m3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Google SecOps (formerly Chronicle) SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Google SecOps (formerly Chronicle) SOAR**"}, {"id": "mai-20260917-0922-baseline|c95-m3|xai-small|Rapid7 InsightConnect", "prompt": "c95-m3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Rapid7 InsightConnect** or **D3 Security**"}, {"id": "mai-20260917-0922-baseline|c95-m3|xai-small|D3 Security", "prompt": "c95-m3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "D3 Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Rapid7 InsightConnect** or **D3 Security**"}, {"id": "mai-20260917-0922-baseline|c95-m3|zai-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-m3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cortex XSOAR** is widely regarded as the \"best overall\" enterprise SOAR, offering the widest integration ecosystem"}, {"id": "mai-20260917-0922-baseline|c95-m3|zai-small|Splunk SOAR", "prompt": "c95-m3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Splunk SOAR** is ideal if your SOC lives inside Splunk's analytics platform."}, {"id": "mai-20260917-0922-baseline|c95-m3|zai-small|Microsoft Sentinel", "prompt": "c95-m3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Sentinel** shines for Microsoft\\u2011heavy environments"}, {"id": "mai-20260917-0922-baseline|c95-m3|zai-small|IBM QRadar SOAR", "prompt": "c95-m3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "IBM QRadar SOAR (native integration, on\\u2011prem/cloud)"}, {"id": "mai-20260917-0922-baseline|c95-m3|zai-small|Tines", "prompt": "c95-m3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tines** leads in pure no\\u2011code flexibility and vendor\\u2011agnostic API connectivity."}, {"id": "mai-20260917-0922-baseline|c95-m3|zai-small|Swimlane Turbine", "prompt": "c95-m3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Swimlane (Turbine) with extensive governance features."}, {"id": "mai-20260917-0922-baseline|c95-m3|zai-small|Torq", "prompt": "c95-m3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Torq (agentic AI, high\\u2011volume automation)."}, {"id": "mai-20260917-0922-baseline|c95-m3|zai-small|Fortinet FortiSOAR", "prompt": "c95-m3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Fortinet FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "FortiSOAR (tight integration, expert agents)."}, {"id": "mai-20260917-0922-baseline|c95-m3|zai-small|Cyware SOAR", "prompt": "c95-m3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cyware SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "High\\u2011volume enterprise with multitenancy: Cyware SOAR or Devo SOAR."}, {"id": "mai-20260917-0922-baseline|c95-m3|zai-small|Devo SOAR", "prompt": "c95-m3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Devo SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Cyware SOAR or Devo SOAR."}, {"id": "mai-20260917-0922-baseline|c95-m3|zai-small|Google Security Operations SOAR", "prompt": "c95-m3", "model": "zai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Google Security Operations SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Google Cloud\\u2011centric environments (GCP, Anthos, Google Workspace)."}, {"id": "mai-20260917-0922-baseline|c95-m4|alibaba-small|Palo Alto Networks Cortex (Demisto)", "prompt": "c95-m4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "Palo Alto Networks Cortex (Demisto)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "powerful but usually too expensive and require significant engineering resources to set up"}, {"id": "mai-20260917-0922-baseline|c95-m4|alibaba-small|Splunk Phantom", "prompt": "c95-m4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk Phantom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "powerful but usually too expensive and require significant engineering resources to set up"}, {"id": "mai-20260917-0922-baseline|c95-m4|alibaba-small|Tines", "prompt": "c95-m4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best All-Rounder: Tines"}, {"id": "mai-20260917-0922-baseline|c95-m4|alibaba-small|Shuffler", "prompt": "c95-m4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Zero-Cost Option (Open Source): Shuffler"}, {"id": "mai-20260917-0922-baseline|c95-m4|alibaba-small|Swimlane (Start Edition)", "prompt": "c95-m4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "Swimlane (Start Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Value Leader: Swimlane (Start Edition)"}, {"id": "mai-20260917-0922-baseline|c95-m4|alibaba-small|Microsoft Defender", "prompt": "c95-m4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your company uses Windows, you likely have Microsoft Defender"}, {"id": "mai-20260917-0922-baseline|c95-m4|alibaba-small|Microsoft Sentinel", "prompt": "c95-m4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Sentinel includes logic apps that function similarly to SOAR platforms"}, {"id": "mai-20260917-0922-baseline|c95-m4|alibaba-small|CrowdStrike", "prompt": "c95-m4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "find Splunk or CrowdStrike too expensive"}, {"id": "mai-20260917-0922-baseline|c95-m4|alibaba-small|IBM", "prompt": "c95-m4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "the \"big three\" (IBM, Splunk, Palo Alto)"}, {"id": "mai-20260917-0922-baseline|c95-m4|anthropic-small|Shuffle", "prompt": "c95-m4", "model": "anthropic-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with an open-source platform like **Cortex XSOAR Community Edition** or **Shuffle** can be an excellent way"}, {"id": "mai-20260917-0922-baseline|c95-m4|anthropic-small|Cortex XSOAR Community Edition", "prompt": "c95-m4", "model": "anthropic-small", "cat": "soar-platforms", "variant": "budget", "raw": "Cortex XSOAR Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with an open-source platform like **Cortex XSOAR Community Edition** or **Shuffle** can be an excellent way"}, {"id": "mai-20260917-0922-baseline|c95-m4|anthropic-small|Stackstorm", "prompt": "c95-m4", "model": "anthropic-small", "cat": "soar-platforms", "variant": "budget", "raw": "Stackstorm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Open-source automation platform with a lower cost of entry"}, {"id": "mai-20260917-0922-baseline|c95-m4|anthropic-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-m4", "model": "anthropic-small", "cat": "soar-platforms", "variant": "budget", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers different pricing tiers; their community/starter editions are cost-effective"}, {"id": "mai-20260917-0922-baseline|c95-m4|anthropic-small|Splunk Phantom", "prompt": "c95-m4", "model": "anthropic-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk Phantom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Has flexible pricing options"}, {"id": "mai-20260917-0922-baseline|c95-m4|anthropic-small|Fortinet FortiSOAR", "prompt": "c95-m4", "model": "anthropic-small", "cat": "soar-platforms", "variant": "budget", "raw": "Fortinet FortiSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers competitive pricing for mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c95-m4|challenger-small|ManageEngine Log360", "prompt": "c95-m4", "model": "challenger-small", "cat": "soar-platforms", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest low-cost choice is usually **ManageEngine Log360**"}, {"id": "mai-20260917-0922-baseline|c95-m4|challenger-small|Tines Community Edition", "prompt": "c95-m4", "model": "challenger-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a **free/open-source option** like **Tines Community Edition**... Community Edition is free** and still provides meaningful capability"}, {"id": "mai-20260917-0922-baseline|c95-m4|challenger-small|Shuffle + IRIS", "prompt": "c95-m4", "model": "challenger-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffle + IRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "open-source/community-driven stacks such as **Shuffle + IRIS** are also recommended by practitioners for production use"}, {"id": "mai-20260917-0922-baseline|c95-m4|deepseek-small|Shuffle", "prompt": "c95-m4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Shuffle** (Free / Open Source)"}, {"id": "mai-20260917-0922-baseline|c95-m4|deepseek-small|Tines (Community Edition)", "prompt": "c95-m4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Tines (Community Edition)** (Free)"}, {"id": "mai-20260917-0922-baseline|c95-m4|deepseek-small|Tracecat", "prompt": "c95-m4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tracecat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-Conscious With Growth: **Tracecat**"}, {"id": "mai-20260917-0922-baseline|c95-m4|deepseek-small|n8n", "prompt": "c95-m4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "general-purpose workflow automation (source-available, not fully OSI open source)"}, {"id": "mai-20260917-0922-baseline|c95-m4|deepseek-small|StackStorm", "prompt": "c95-m4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "StackStorm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Apache-2.0, event-driven automation for infrastructure teams"}, {"id": "mai-20260917-0922-baseline|c95-m4|deepseek-small|Admyral", "prompt": "c95-m4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "Admyral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "newer lightweight projects (Python/Go-based) that are free and self-hosted"}, {"id": "mai-20260917-0922-baseline|c95-m4|deepseek-small|SOARCA", "prompt": "c95-m4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "SOARCA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "newer lightweight projects (Python/Go-based) that are free and self-hosted"}, {"id": "mai-20260917-0922-baseline|c95-m4|deepseek-small|Catalyst", "prompt": "c95-m4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "Catalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "newer lightweight projects (Python/Go-based) that are free and self-hosted"}, {"id": "mai-20260917-0922-baseline|c95-m4|deepseek-small|OpenSOAR", "prompt": "c95-m4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "OpenSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "newer lightweight projects (Python/Go-based) that are free and self-hosted"}, {"id": "mai-20260917-0922-baseline|c95-m4|google-small|Palo Alto Cortex XSOAR", "prompt": "c95-m4", "model": "google-small", "cat": "soar-platforms", "variant": "budget", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "notoriously expensive, often requiring six-figure annual commitments"}, {"id": "mai-20260917-0922-baseline|c95-m4|google-small|Splunk SOAR", "prompt": "c95-m4", "model": "google-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "notoriously expensive, often requiring six-figure annual commitments"}, {"id": "mai-20260917-0922-baseline|c95-m4|google-small|Torq", "prompt": "c95-m4", "model": "google-small", "cat": "soar-platforms", "variant": "budget", "raw": "Torq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "notoriously expensive, often requiring six-figure annual commitments"}, {"id": "mai-20260917-0922-baseline|c95-m4|google-small|Tines (Community & Starter Editions)", "prompt": "c95-m4", "model": "google-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines (Community & Starter Editions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have *some* budget (under $6,000/year) or a very small environment:** Go with **Tines (Community or Starter)**"}, {"id": "mai-20260917-0922-baseline|c95-m4|google-small|LimaCharlie", "prompt": "c95-m4", "model": "google-small", "cat": "soar-platforms", "variant": "budget", "raw": "LimaCharlie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want to consolidate EDR, SIEM, and SOAR into one bill:** Look into **LimaCharlie**"}, {"id": "mai-20260917-0922-baseline|c95-m4|google-small|Shuffle", "prompt": "c95-m4", "model": "google-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you have $0 budget, but have a system administrator who knows Docker:** Deploy **Shuffle** or **Tracecat**"}, {"id": "mai-20260917-0922-baseline|c95-m4|google-small|Tracecat", "prompt": "c95-m4", "model": "google-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tracecat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Deploy **Shuffle** or **Tracecat** on a local Linux VM"}, {"id": "mai-20260917-0922-baseline|c95-m4|google-small|n8n (Self-Hosted)", "prompt": "c95-m4", "model": "google-small", "cat": "soar-platforms", "variant": "budget", "raw": "n8n (Self-Hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Because it isn't \"security-native,\" you will have to manually build out your security-specific playbooks"}, {"id": "mai-20260917-0922-baseline|c95-m4|meta-small|Wazuh", "prompt": "c95-m4", "model": "meta-small", "cat": "soar-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SOAR platform for a company with a limited budget is Wazuh, an open-source SIEM/XDR solution. It is considered the best option for lean budgets."}, {"id": "mai-20260917-0922-baseline|c95-m4|meta-small|Splunk", "prompt": "c95-m4", "model": "meta-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Other options to consider are Splunk and Chronical, although they may not be as budget-friendly."}, {"id": "mai-20260917-0922-baseline|c95-m4|meta-small|Chronical", "prompt": "c95-m4", "model": "meta-small", "cat": "soar-platforms", "variant": "budget", "raw": "Chronical", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Other options to consider are Splunk and Chronical, although they may not be as budget-friendly."}, {"id": "mai-20260917-0922-baseline|c95-m4|meta-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-m4", "model": "meta-small", "cat": "soar-platforms", "variant": "budget", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth exploring Palo Alto Networks Cortex XSOAR, which is considered the best overall SOAR platform in 2026"}, {"id": "mai-20260917-0922-baseline|c95-m4|minimax-small|Tines", "prompt": "c95-m4", "model": "minimax-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SOAR platform for a company with a limited budget is **Tines**, specifically its free Community Edition"}, {"id": "mai-20260917-0922-baseline|c95-m4|minimax-small|Shuffle", "prompt": "c95-m4", "model": "minimax-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An open-source SOAR platform that provides enterprise-grade automation without the high licensing costs"}, {"id": "mai-20260917-0922-baseline|c95-m4|minimax-small|Microsoft Sentinel", "prompt": "c95-m4", "model": "minimax-small", "cat": "soar-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "works well for small businesses, especially if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c95-m4|minimax-small|Rapid7 InsightConnect", "prompt": "c95-m4", "model": "minimax-small", "cat": "soar-platforms", "variant": "budget", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another practical entry point for budget-sensitive teams."}, {"id": "mai-20260917-0922-baseline|c95-m4|mistral-small|Tracecat", "prompt": "c95-m4", "model": "mistral-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tracecat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tracecat and Shuffle are the top open-source SOAR platforms for small budgets"}, {"id": "mai-20260917-0922-baseline|c95-m4|mistral-small|Shuffle", "prompt": "c95-m4", "model": "mistral-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Tracecat and Shuffle are the top open-source SOAR platforms for small budgets"}, {"id": "mai-20260917-0922-baseline|c95-m4|mistral-small|n8n", "prompt": "c95-m4", "model": "mistral-small", "cat": "soar-platforms", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more integrations and are open to a general automation tool, n8n is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c95-m4|mistral-small|Splunk", "prompt": "c95-m4", "model": "mistral-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these may have limitations in features or scalability compared to paid versions"}, {"id": "mai-20260917-0922-baseline|c95-m4|moonshot-small|Shuffle", "prompt": "c95-m4", "model": "moonshot-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Shuffle** — Best Fully Free Option"}, {"id": "mai-20260917-0922-baseline|c95-m4|moonshot-small|Tines Community Edition", "prompt": "c95-m4", "model": "moonshot-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines Community Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tines Community Edition** is the best free tier in the industry."}, {"id": "mai-20260917-0922-baseline|c95-m4|moonshot-small|Tracecat", "prompt": "c95-m4", "model": "moonshot-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tracecat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Shuffle** or **Tracecat** give you a full SOAR for just infrastructure costs."}, {"id": "mai-20260917-0922-baseline|c95-m4|moonshot-small|TheHive Project", "prompt": "c95-m4", "model": "moonshot-small", "cat": "soar-platforms", "variant": "budget", "raw": "TheHive Project", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TheHive** is battle-tested and free."}, {"id": "mai-20260917-0922-baseline|c95-m4|moonshot-small|n8n", "prompt": "c95-m4", "model": "moonshot-small", "cat": "soar-platforms", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "General workflow automation (not security-specific), but very flexible"}, {"id": "mai-20260917-0922-baseline|c95-m4|moonshot-small|StackStorm", "prompt": "c95-m4", "model": "moonshot-small", "cat": "soar-platforms", "variant": "budget", "raw": "StackStorm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Event-driven automation, more infrastructure/DevOps oriented"}, {"id": "mai-20260917-0922-baseline|c95-m4|openai-small|TheHive + Cortex", "prompt": "c95-m4", "model": "openai-small", "cat": "soar-platforms", "variant": "budget", "raw": "TheHive + Cortex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a limited budget:** **TheHive + Cortex**"}, {"id": "mai-20260917-0922-baseline|c95-m4|openai-small|Shuffle", "prompt": "c95-m4", "model": "openai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the lowest upfront cost and are comfortable with a newer/open-source platform, Shuffle is a good contender."}, {"id": "mai-20260917-0922-baseline|c95-m4|openai-small|Tines", "prompt": "c95-m4", "model": "openai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tines** is attractive for small teams because it offers a **free edition**"}, {"id": "mai-20260917-0922-baseline|c95-m4|openai-small|Splunk SOAR", "prompt": "c95-m4", "model": "openai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "positioned as a quote-based commercial product, so it's typically not the first pick when budget is tight"}, {"id": "mai-20260917-0922-baseline|c95-m4|xai-small|Shuffle", "prompt": "c95-m4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shuffle (Best Overall for Budget-Conscious Teams)... start with Shuffle if you can self-host"}, {"id": "mai-20260917-0922-baseline|c95-m4|xai-small|Tines", "prompt": "c95-m4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best SOAR platforms are open-source or free-tier options like Shuffle and Tines"}, {"id": "mai-20260917-0922-baseline|c95-m4|xai-small|ManageEngine Log360", "prompt": "c95-m4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ManageEngine Log360 (Best Bundled Low-Cost Option)"}, {"id": "mai-20260917-0922-baseline|c95-m4|xai-small|Cortex XSOAR", "prompt": "c95-m4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise tools like Cortex XSOAR, Splunk SOAR, or Torq start at $80K+/yr ... unsuitable for limited budgets."}, {"id": "mai-20260917-0922-baseline|c95-m4|xai-small|Splunk SOAR", "prompt": "c95-m4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "start at $80K+/yr (quotes for 5–10 users), unsuitable for limited budgets."}, {"id": "mai-20260917-0922-baseline|c95-m4|xai-small|Torq", "prompt": "c95-m4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Torq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "start at $80K+/yr (quotes for 5–10 users), unsuitable for limited budgets."}, {"id": "mai-20260917-0922-baseline|c95-m4|xai-small|TheHive + Cortex Analyzer", "prompt": "c95-m4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "TheHive + Cortex Analyzer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "work but are less polished/full-featured than Shuffle"}, {"id": "mai-20260917-0922-baseline|c95-m4|zai-small|Tines (Community Edition)", "prompt": "c95-m4", "model": "zai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines (Community Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SOAR platform for a company with a limited budget is **Tines (Community Edition)** or **Splunk SOAR (Community License)**"}, {"id": "mai-20260917-0922-baseline|c95-m4|zai-small|Splunk SOAR (Community License)", "prompt": "c95-m4", "model": "zai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk SOAR (Community License)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tines (Community Edition)** or **Splunk SOAR (Community License)**, depending on your technical infrastructure"}, {"id": "mai-20260917-0922-baseline|c95-m4|zai-small|Shuffle", "prompt": "c95-m4", "model": "zai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shuffle \\u2014 *Best for Open Source / Developers*"}, {"id": "mai-20260917-0922-baseline|c95-m4|zai-small|Swimlane", "prompt": "c95-m4", "model": "zai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Swimlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "$80k - $400k+/yr | Large enterprises (Not recommended for low budgets)"}, {"id": "mai-20260917-0922-baseline|c95-m5|alibaba-small|Tines", "prompt": "c95-m5", "model": "alibaba-small", "cat": "soar-platforms", "variant": "scale", "raw": "Tines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Decide if you want a standalone tool (like Tines, Swimlane)"}, {"id": "mai-20260917-0922-baseline|c95-m5|alibaba-small|Swimlane", "prompt": "c95-m5", "model": "alibaba-small", "cat": "soar-platforms", "variant": "scale", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Decide if you want a standalone tool (like Tines, Swimlane)"}, {"id": "mai-20260917-0922-baseline|c95-m5|alibaba-small|Splunk Phantom/XSCAL", "prompt": "c95-m5", "model": "alibaba-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk Phantom/XSCAL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a SOAR embedded inside your SIEM (like Splunk Phantom/XSCAL or Microsoft Sentinel SOAR)"}, {"id": "mai-20260917-0922-baseline|c95-m5|alibaba-small|Microsoft Sentinel SOAR", "prompt": "c95-m5", "model": "alibaba-small", "cat": "soar-platforms", "variant": "scale", "raw": "Microsoft Sentinel SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a SOAR embedded inside your SIEM (like Splunk Phantom/XSCAL or Microsoft Sentinel SOAR)"}, {"id": "mai-20260917-0922-baseline|c95-m5|deepseek-small|Tines", "prompt": "c95-m5", "model": "deepseek-small", "cat": "soar-platforms", "variant": "scale", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Many mid-market buyers are better served by no-code automation platforms (Tines, Torq)"}, {"id": "mai-20260917-0922-baseline|c95-m5|deepseek-small|Torq", "prompt": "c95-m5", "model": "deepseek-small", "cat": "soar-platforms", "variant": "scale", "raw": "Torq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Many mid-market buyers are better served by no-code automation platforms (Tines, Torq)"}, {"id": "mai-20260917-0922-baseline|c95-m5|deepseek-small|Microsoft Sentinel", "prompt": "c95-m5", "model": "deepseek-small", "cat": "soar-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or SOAR capabilities bundled into their existing SIEM/XDR (Microsoft Sentinel, Splunk SOAR) — which avoids buying a whole new platform"}, {"id": "mai-20260917-0922-baseline|c95-m5|deepseek-small|Splunk SOAR", "prompt": "c95-m5", "model": "deepseek-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SOAR capabilities bundled into their existing SIEM/XDR (Microsoft Sentinel, Splunk SOAR)"}, {"id": "mai-20260917-0922-baseline|c95-m5|google-small|Tines", "prompt": "c95-m5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tines: Renowned for its incredible ease of use, robust API connectivity, and powerful no-code workflow engine. Highly popular among mid-market teams"}, {"id": "mai-20260917-0922-baseline|c95-m5|google-small|Torq", "prompt": "c95-m5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A leader in \"hyperautomation\" with a beautiful UI."}, {"id": "mai-20260917-0922-baseline|c95-m5|google-small|Swimlane Turbine", "prompt": "c95-m5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a cloud-native, low-code platform that scales down to the mid-market very well"}, {"id": "mai-20260917-0922-baseline|c95-m5|google-small|Microsoft Sentinel (Logic Apps)", "prompt": "c95-m5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Microsoft Sentinel (Logic Apps)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are an all-Microsoft shop using Sentinel as your SIEM, their integrated SOAR is incredibly cost-effective"}, {"id": "mai-20260917-0922-baseline|c95-m5|google-small|FortiSOAR", "prompt": "c95-m5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly effective if you are a Fortinet-heavy shop."}, {"id": "mai-20260917-0922-baseline|c95-m5|google-small|Simbian", "prompt": "c95-m5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Simbian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Platforms like Simbian, Prophet Security, or Strike48 act as autonomous AI agents."}, {"id": "mai-20260917-0922-baseline|c95-m5|google-small|Prophet Security", "prompt": "c95-m5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Prophet Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Platforms like Simbian, Prophet Security, or Strike48 act as autonomous AI agents."}, {"id": "mai-20260917-0922-baseline|c95-m5|google-small|Strike48", "prompt": "c95-m5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Strike48", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Platforms like Simbian, Prophet Security, or Strike48 act as autonomous AI agents."}, {"id": "mai-20260917-0922-baseline|c95-m5|google-small|Palo Alto Cortex XSOAR", "prompt": "c95-m5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "incredibly powerful but are generally over-engineered and too expensive to maintain for a 500-person company"}, {"id": "mai-20260917-0922-baseline|c95-m5|google-small|Splunk SOAR", "prompt": "c95-m5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "incredibly powerful but are generally over-engineered and too expensive to maintain for a 500-person company"}, {"id": "mai-20260917-0922-baseline|c95-m5|minimax-small|Rapid7 InsightConnect", "prompt": "c95-m5", "model": "minimax-small", "cat": "soar-platforms", "variant": "scale", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Rapid7 InsightConnect – Strong time-to-value, good for teams wanting fast adoption"}, {"id": "mai-20260917-0922-baseline|c95-m5|minimax-small|Tines", "prompt": "c95-m5", "model": "minimax-small", "cat": "soar-platforms", "variant": "scale", "raw": "Tines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tines – Modern no-code approach, flexible, good API-centric teams"}, {"id": "mai-20260917-0922-baseline|c95-m5|minimax-small|Cortex XSOAR", "prompt": "c95-m5", "model": "minimax-small", "cat": "soar-platforms", "variant": "scale", "raw": "Cortex XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cortex XSOAR – If you're already in the Palo Alto ecosystem"}, {"id": "mai-20260917-0922-baseline|c95-m5|minimax-small|Splunk SOAR", "prompt": "c95-m5", "model": "minimax-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Splunk SOAR – If you have Splunk Enterprise Security already"}, {"id": "mai-20260917-0922-baseline|c95-m5|minimax-small|Torq", "prompt": "c95-m5", "model": "minimax-small", "cat": "soar-platforms", "variant": "scale", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Torq – Emerging player with AI-focused features"}, {"id": "mai-20260917-0922-baseline|c95-m5|mistral-small|Palo Alto XSOAR", "prompt": "c95-m5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "Palo Alto XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "shortlist 3-5 SOAR platforms (e.g., Palo Alto XSOAR, Splunk Phantom, IBM Resilient, TheHive, Demisto, Swimlane)"}, {"id": "mai-20260917-0922-baseline|c95-m5|mistral-small|Splunk Phantom", "prompt": "c95-m5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk Phantom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "shortlist 3-5 SOAR platforms (e.g., Palo Alto XSOAR, Splunk Phantom, IBM Resilient, TheHive, Demisto, Swimlane)"}, {"id": "mai-20260917-0922-baseline|c95-m5|mistral-small|IBM Resilient", "prompt": "c95-m5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "IBM Resilient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "shortlist 3-5 SOAR platforms (e.g., Palo Alto XSOAR, Splunk Phantom, IBM Resilient, TheHive, Demisto, Swimlane)"}, {"id": "mai-20260917-0922-baseline|c95-m5|mistral-small|TheHive", "prompt": "c95-m5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "TheHive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "shortlist 3-5 SOAR platforms (e.g., ... TheHive, Demisto, Swimlane)"}, {"id": "mai-20260917-0922-baseline|c95-m5|mistral-small|Demisto", "prompt": "c95-m5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "Demisto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "shortlist 3-5 SOAR platforms (e.g., ... Demisto, Swimlane)"}, {"id": "mai-20260917-0922-baseline|c95-m5|mistral-small|Swimlane", "prompt": "c95-m5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "shortlist 3-5 SOAR platforms (e.g., ... Swimlane)"}, {"id": "mai-20260917-0922-baseline|c95-m5|moonshot-small|Tines", "prompt": "c95-m5", "model": "moonshot-small", "cat": "soar-platforms", "variant": "scale", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Engineering-led teams, fast time-to-value | Strong free tier, very flexible, may require more technical users"}, {"id": "mai-20260917-0922-baseline|c95-m5|moonshot-small|Rapid7 InsightConnect", "prompt": "c95-m5", "model": "moonshot-small", "cat": "soar-platforms", "variant": "scale", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market wanting faster deployment | Good balance of pre-built content and customization"}, {"id": "mai-20260917-0922-baseline|c95-m5|moonshot-small|Splunk SOAR", "prompt": "c95-m5", "model": "moonshot-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If already using Splunk SIEM | Native integration, but enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c95-m5|moonshot-small|Microsoft Sentinel", "prompt": "c95-m5", "model": "moonshot-small", "cat": "soar-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft-heavy environments | Bundled automation, cost-effective if already on Azure"}, {"id": "mai-20260917-0922-baseline|c95-m5|moonshot-small|Torq", "prompt": "c95-m5", "model": "moonshot-small", "cat": "soar-platforms", "variant": "scale", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern SOC wanting AI-augmented automation | Strong no-code/low-code"}, {"id": "mai-20260917-0922-baseline|c95-m5|moonshot-small|Cortex XSOAR", "prompt": "c95-m5", "model": "moonshot-small", "cat": "soar-platforms", "variant": "scale", "raw": "Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise platforms like Cortex XSOAR may be overkill and overpriced for a 500-person company"}, {"id": "mai-20260917-0922-baseline|c95-m5|xai-small|Palo Alto Cortex XSOAR", "prompt": "c95-m5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options like Palo Alto Cortex XSOAR, Splunk SOAR, Swimlane, Rapid7 InsightConnect, Tines, IBM QRadar SOAR, and Microsoft Sentinel (with SOAR features) often suit this size"}, {"id": "mai-20260917-0922-baseline|c95-m5|xai-small|Splunk SOAR", "prompt": "c95-m5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Splunk SOAR | SIEM synergy | Splunk users | Bundled |"}, {"id": "mai-20260917-0922-baseline|c95-m5|xai-small|Swimlane", "prompt": "c95-m5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Swimlane | User-friendly, scalable case mgmt | Analyst-focused teams | Usage-based |"}, {"id": "mai-20260917-0922-baseline|c95-m5|xai-small|Rapid7 InsightConnect", "prompt": "c95-m5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Tines/Rapid7 | No-code speed, vendor-agnostic | Lean engineering | Per-action affordable |"}, {"id": "mai-20260917-0922-baseline|c95-m5|xai-small|Tines", "prompt": "c95-m5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Tines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Playbook build time (e.g., Tines excels in no-code speed)"}, {"id": "mai-20260917-0922-baseline|c95-m5|xai-small|IBM QRadar SOAR", "prompt": "c95-m5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "IBM QRadar SOAR, and Microsoft Sentinel (with SOAR features) often suit this size"}, {"id": "mai-20260917-0922-baseline|c95-m5|xai-small|Microsoft Sentinel", "prompt": "c95-m5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Microsoft Sentinel (with SOAR features) often suit this size"}, {"id": "mai-20260917-0922-baseline|c95-m6|alibaba-small|Splunk SOAR (Formerly Phantom)", "prompt": "c95-m6", "model": "alibaba-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR (Formerly Phantom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Use with Caution... the cost is very high and typically \"stacked\" on top of existing Splunk Enterprise Security licenses"}, {"id": "mai-20260917-0922-baseline|c95-m6|alibaba-small|Microsoft Azure Logic Apps", "prompt": "c95-m6", "model": "alibaba-small", "cat": "soar-platforms", "variant": "negative", "raw": "Microsoft Azure Logic Apps", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid using this as a standalone SOAR solution for mature operations; use it only for simple, ad-hoc triggers."}, {"id": "mai-20260917-0922-baseline|c95-m6|alibaba-small|Cortex XSOAR", "prompt": "c95-m6", "model": "alibaba-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Use with Caution (depending on team size)... steeper learning curve and requires significant engineering horsepower"}, {"id": "mai-20260917-0922-baseline|c95-m6|challenger-small|Cortex XSOAR", "prompt": "c95-m6", "model": "challenger-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious with heavyweight enterprise SOARs such as **Cortex XSOAR** or **Splunk SOAR** if your team lacks dedicated automation engineers"}, {"id": "mai-20260917-0922-baseline|c95-m6|challenger-small|Splunk SOAR", "prompt": "c95-m6", "model": "challenger-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious with heavyweight enterprise SOARs such as **Cortex XSOAR** or **Splunk SOAR**"}, {"id": "mai-20260917-0922-baseline|c95-m6|challenger-small|IBM QRadar SOAR / IBM Security SOAR", "prompt": "c95-m6", "model": "challenger-small", "cat": "soar-platforms", "variant": "negative", "raw": "IBM QRadar SOAR / IBM Security SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious with IBM QRadar SOAR / IBM Security SOAR if you are not already in the IBM ecosystem"}, {"id": "mai-20260917-0922-baseline|c95-m6|challenger-small|Rapid7 InsightConnect / Rapid7 SOAR", "prompt": "c95-m6", "model": "challenger-small", "cat": "soar-platforms", "variant": "negative", "raw": "Rapid7 InsightConnect / Rapid7 SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious with Rapid7 InsightConnect / Rapid7 SOAR ... it does indicate user dissatisfaction with those products"}, {"id": "mai-20260917-0922-baseline|c95-m6|challenger-small|Exabeam SOAR", "prompt": "c95-m6", "model": "challenger-small", "cat": "soar-platforms", "variant": "negative", "raw": "Exabeam SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious with ... Exabeam SOAR ... it does indicate user dissatisfaction with those products"}, {"id": "mai-20260917-0922-baseline|c95-m6|challenger-small|Securonix SOAR", "prompt": "c95-m6", "model": "challenger-small", "cat": "soar-platforms", "variant": "negative", "raw": "Securonix SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be cautious with ... Securonix SOAR ... it does indicate user dissatisfaction with those products"}, {"id": "mai-20260917-0922-baseline|c95-m6|deepseek-small|IBM QRadar SOAR", "prompt": "c95-m6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is arguably the biggest \"avoid\" right now, primarily due to **lifecycle/roadmap risk**"}, {"id": "mai-20260917-0922-baseline|c95-m6|deepseek-small|Palo Alto Cortex XSOAR", "prompt": "c95-m6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you should be **cautious about its roadmap**"}, {"id": "mai-20260917-0922-baseline|c95-m6|deepseek-small|Splunk SOAR", "prompt": "c95-m6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cautious on **both usability and lifecycle**"}, {"id": "mai-20260917-0922-baseline|c95-m6|deepseek-small|LogRhythm", "prompt": "c95-m6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "LogRhythm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Called out specifically by practitioners as one to avoid in a well-upvoted r/cybersecurity thread"}, {"id": "mai-20260917-0922-baseline|c95-m6|deepseek-small|Cortex AgentiX", "prompt": "c95-m6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cortex AgentiX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Palo Alto named **Cortex AgentiX** as the next-generation successor to XSOAR (delivered within XSIAM)"}, {"id": "mai-20260917-0922-baseline|c95-m6|deepseek-small|Cortex XSIAM", "prompt": "c95-m6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The migration directive is to move customers to Cortex XSIAM"}, {"id": "mai-20260917-0922-baseline|c95-m6|deepseek-small|Swimlane", "prompt": "c95-m6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the recurring recommendations (as alternatives worth considering) were **Swimlane**"}, {"id": "mai-20260917-0922-baseline|c95-m6|deepseek-small|Tines", "prompt": "c95-m6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "newer no-code/AI platforms like **Tines** and **Torq**"}, {"id": "mai-20260917-0922-baseline|c95-m6|deepseek-small|Torq", "prompt": "c95-m6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "newer no-code/AI platforms like **Tines** and **Torq**"}, {"id": "mai-20260917-0922-baseline|c95-m6|google-small|IBM QRadar SOAR (formerly Resilient)", "prompt": "c95-m6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "IBM QRadar SOAR (formerly Resilient)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid for new deployments.**"}, {"id": "mai-20260917-0922-baseline|c95-m6|google-small|Palo Alto Networks Cortex XSOAR (formerly Demisto)", "prompt": "c95-m6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Palo Alto Networks Cortex XSOAR (formerly Demisto)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Proceed with caution.**"}, {"id": "mai-20260917-0922-baseline|c95-m6|google-small|Cortex AgentiX", "prompt": "c95-m6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cortex AgentiX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Palo Alto Networks has introduced its successor, **Cortex AgentiX**"}, {"id": "mai-20260917-0922-baseline|c95-m6|google-small|Splunk SOAR (formerly Phantom)", "prompt": "c95-m6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR (formerly Phantom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Proceed with caution if seeking a standalone tool.**"}, {"id": "mai-20260917-0922-baseline|c95-m6|google-small|Tines", "prompt": "c95-m6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Shift toward **low-code/no-code platforms** (such as Tines or Torq)"}, {"id": "mai-20260917-0922-baseline|c95-m6|google-small|Torq", "prompt": "c95-m6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Torq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Shift toward **low-code/no-code platforms** (such as Tines or Torq)"}, {"id": "mai-20260917-0922-baseline|c95-m6|google-small|FortiSOAR", "prompt": "c95-m6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "FortiSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**High vendor lock-in**. Bundled SOAR platforms naturally optimize for their parent vendor's ecosystem."}, {"id": "mai-20260917-0922-baseline|c95-m6|google-small|Chronicle Security Operations/Siemplify", "prompt": "c95-m6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Chronicle Security Operations/Siemplify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**High vendor lock-in**. Bundled SOAR platforms naturally optimize for their parent vendor's ecosystem."}, {"id": "mai-20260917-0922-baseline|c95-m6|google-small|Microsoft with Sentinel", "prompt": "c95-m6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Microsoft with Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "a Microsoft SOAR works seamlessly with Microsoft tools, but requires significant effort to integrate with AWS or CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c95-m6|meta-small|Rapid7 SOAR", "prompt": "c95-m6", "model": "meta-small", "cat": "soar-platforms", "variant": "negative", "raw": "Rapid7 SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the following SOAR platforms are mentioned as having drawbacks or being less desirable:\n\n1. Rapid7 SOAR"}, {"id": "mai-20260917-0922-baseline|c95-m6|meta-small|Securonix SOAR", "prompt": "c95-m6", "model": "meta-small", "cat": "soar-platforms", "variant": "negative", "raw": "Securonix SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "2. Securonix SOAR"}, {"id": "mai-20260917-0922-baseline|c95-m6|meta-small|Exabeam SOAR", "prompt": "c95-m6", "model": "meta-small", "cat": "soar-platforms", "variant": "negative", "raw": "Exabeam SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "3. Exabeam SOAR"}, {"id": "mai-20260917-0922-baseline|c95-m6|minimax-small|ManageEngine Log360", "prompt": "c95-m6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "ManageEngine Log360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Reviewers note UI feels dated and inconsistent across modules, plus performance slowdowns under high log volumes."}, {"id": "mai-20260917-0922-baseline|c95-m6|minimax-small|Google Security Operations SOAR", "prompt": "c95-m6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "Google Security Operations SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Customer support quality concerns persist after the acquisition."}, {"id": "mai-20260917-0922-baseline|c95-m6|minimax-small|Splunk SOAR (Phantom)", "prompt": "c95-m6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR (Phantom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "reviewers cite months-long onboarding, complex pricing, and a steep learning curve"}, {"id": "mai-20260917-0922-baseline|c95-m6|minimax-small|Palo Alto XSOAR", "prompt": "c95-m6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "Palo Alto XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Also has long deployment times and complexity"}, {"id": "mai-20260917-0922-baseline|c95-m6|minimax-small|Torq", "prompt": "c95-m6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Evaluating AI-powered alternatives (like Torq, BlinkOps)"}, {"id": "mai-20260917-0922-baseline|c95-m6|minimax-small|BlinkOps", "prompt": "c95-m6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "BlinkOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Evaluating AI-powered alternatives (like Torq, BlinkOps)"}, {"id": "mai-20260917-0922-baseline|c95-m6|minimax-small|Tines", "prompt": "c95-m6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "using simpler workflow automation tools (like Tines) for less complex needs"}, {"id": "mai-20260917-0922-baseline|c95-m6|mistral-small|Cortex XSOAR", "prompt": "c95-m6", "model": "mistral-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Cortex XSOAR:** Significant skill curve and maintenance burden."}, {"id": "mai-20260917-0922-baseline|c95-m6|mistral-small|Splunk SOAR", "prompt": "c95-m6", "model": "mistral-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Splunk SOAR:** High cost, especially for Splunk-first shops; roadmap uncertainty post-merger."}, {"id": "mai-20260917-0922-baseline|c95-m6|mistral-small|Logic Apps", "prompt": "c95-m6", "model": "mistral-small", "cat": "soar-platforms", "variant": "negative", "raw": "Logic Apps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Generic SOAR Tools (e.g., those built on Logic Apps):** Require more effort for security-specific patterns and may not be SOC-optimized."}, {"id": "mai-20260917-0922-baseline|c95-m6|moonshot-small|Splunk SOAR (Phantom)", "prompt": "c95-m6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR (Phantom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Acquired, not native; integration with Splunk ES is described as \"hacky\" and problematic"}, {"id": "mai-20260917-0922-baseline|c95-m6|moonshot-small|IBM QRadar SOAR (Resilient)", "prompt": "c95-m6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "IBM QRadar SOAR (Resilient)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequent integration issues, API performance problems, app quality complaints"}, {"id": "mai-20260917-0922-baseline|c95-m6|moonshot-small|Palo Alto Cortex XSOAR", "prompt": "c95-m6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "customers report \"broken integrations and silent failures\" as the most common pain point"}, {"id": "mai-20260917-0922-baseline|c95-m6|moonshot-small|Microsoft Sentinel SOAR", "prompt": "c95-m6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Microsoft Sentinel SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Tuned for Microsoft ecosystem; struggles with multi-vendor environments"}, {"id": "mai-20260917-0922-baseline|c95-m6|moonshot-small|Tines", "prompt": "c95-m6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**API-first/workflow-native platforms** (e.g., Tines, Torq) | Easier integration, faster deployment, less lock-in"}, {"id": "mai-20260917-0922-baseline|c95-m6|moonshot-small|Torq", "prompt": "c95-m6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Torq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**API-first/workflow-native platforms** (e.g., Tines, Torq) | Easier integration, faster deployment, less lock-in"}, {"id": "mai-20260917-0922-baseline|c95-m6|xai-small|Palo Alto Cortex XSOAR", "prompt": "c95-m6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Steep learning, logging/ reporting limits, integration fragility"}, {"id": "mai-20260917-0922-baseline|c95-m6|xai-small|Splunk SOAR", "prompt": "c95-m6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Expensive, steep curve, poor UI, lacks guidance"}, {"id": "mai-20260917-0922-baseline|c95-m6|xai-small|Swimlane", "prompt": "c95-m6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Swimlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Complex setup/maintenance, needs devs/Python, resource-intensive"}, {"id": "mai-20260917-0922-baseline|c95-m6|xai-small|D3 Security", "prompt": "c95-m6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "D3 Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Playbook maintenance tax; some prefer competitors for customization"}, {"id": "mai-20260917-0922-baseline|c95-m6|xai-small|ManageEngine Log360", "prompt": "c95-m6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "ManageEngine Log360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "UI inconsistency, performance slowdowns, false positives, non-US support delays"}, {"id": "mai-20260917-0922-baseline|c95-m6|xai-small|Tines", "prompt": "c95-m6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "No-code/low-code (e.g., Tines scores high on ease: 9.2–9.6/10)"}, {"id": "mai-20260917-0922-baseline|c95-m6|xai-small|Torq", "prompt": "c95-m6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Newer agents like Torq or D3 Morpheus emphasize less maintenance"}, {"id": "mai-20260917-0922-baseline|c95-m6|xai-small|D3 Morpheus", "prompt": "c95-m6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "D3 Morpheus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Newer agents like Torq or D3 Morpheus emphasize less maintenance"}, {"id": "mai-20260917-0922-baseline|c95-m6|zai-small|Cortex XSOAR (now Splunk SOAR)", "prompt": "c95-m6", "model": "zai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cortex XSOAR (now Splunk SOAR)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Why cautious:** While widely used, it has been criticized for: **Integration fragility** ... **High costs:** Estimates suggest $12,000+ per user annually"}, {"id": "mai-20260917-0922-baseline|c95-m6|zai-small|IBM Security SOAR", "prompt": "c95-m6", "model": "zai-small", "cat": "soar-platforms", "variant": "negative", "raw": "IBM Security SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Known vulnerabilities:** Has had multiple security advisories ... **Recommendation:** Requires vigilant patching and security updates."}, {"id": "mai-20260917-0922-baseline|c95-s1|alibaba-small|Tines", "prompt": "c95-s1", "model": "alibaba-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 Top Recommendation: **Tines**"}, {"id": "mai-20260917-0922-baseline|c95-s1|alibaba-small|Microsoft Sentinel Automation", "prompt": "c95-s1", "model": "alibaba-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if You Use Microsoft: **Microsoft Sentinel Automation**"}, {"id": "mai-20260917-0922-baseline|c95-s1|alibaba-small|Rapid7 InsightConnect", "prompt": "c95-s1", "model": "alibaba-small", "cat": "soar-platforms", "variant": "direct", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Growing Teams: **Rapid7 InsightConnect**"}, {"id": "mai-20260917-0922-baseline|c95-s1|alibaba-small|Swimlane", "prompt": "c95-s1", "model": "alibaba-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Overkill for most small companies; expensive but powerful."}, {"id": "mai-20260917-0922-baseline|c95-s1|alibaba-small|D3 Security", "prompt": "c95-s1", "model": "alibaba-small", "cat": "soar-platforms", "variant": "direct", "raw": "D3 Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vendor-neutral, strong governance, but less flexible UI."}, {"id": "mai-20260917-0922-baseline|c95-s1|alibaba-small|Splunk SOAR", "prompt": "c95-s1", "model": "alibaba-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Expensive for small teams unless Splunk is mandatory."}, {"id": "mai-20260917-0922-baseline|c95-s1|alibaba-small|Cortex XSOAR", "prompt": "c95-s1", "model": "alibaba-small", "cat": "soar-platforms", "variant": "direct", "raw": "Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Requires significant maintenance; not ideal for very small teams."}, {"id": "mai-20260917-0922-baseline|c95-s1|anthropic-small|Tines", "prompt": "c95-s1", "model": "anthropic-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tines is noted as the best for user ratings with a free tier and no-code capabilities"}, {"id": "mai-20260917-0922-baseline|c95-s1|anthropic-small|Microsoft Sentinel SOAR", "prompt": "c95-s1", "model": "anthropic-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best value for Microsoft 365 organizations and is included free"}, {"id": "mai-20260917-0922-baseline|c95-s1|anthropic-small|Rapid7 InsightConnect", "prompt": "c95-s1", "model": "anthropic-small", "cat": "soar-platforms", "variant": "direct", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pricing starts at approximately $15,000/year"}, {"id": "mai-20260917-0922-baseline|c95-s1|challenger-small|ManageEngine Log360", "prompt": "c95-s1", "model": "challenger-small", "cat": "soar-platforms", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ManageEngine Log360** is the clearest \"best balance\" pick for most small organizations"}, {"id": "mai-20260917-0922-baseline|c95-s1|challenger-small|Splunk SOAR", "prompt": "c95-s1", "model": "challenger-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already use Splunk or want deeper playbook automation:** **Splunk SOAR**"}, {"id": "mai-20260917-0922-baseline|c95-s1|challenger-small|Proofpoint Threat Response", "prompt": "c95-s1", "model": "challenger-small", "cat": "soar-platforms", "variant": "direct", "raw": "Proofpoint Threat Response", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "repeatedly highlighted as a strong SOAR choice for smaller teams focused on faster response"}, {"id": "mai-20260917-0922-baseline|c95-s1|deepseek-small|Tines", "prompt": "c95-s1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tines** is the best overall choice—it has a generous free tier, simple no-code workflow building, and vendor-neutral integrations"}, {"id": "mai-20260917-0922-baseline|c95-s1|deepseek-small|Shuffle", "prompt": "c95-s1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shuffle** (open source) is a strong free alternative"}, {"id": "mai-20260917-0922-baseline|c95-s1|deepseek-small|Splunk SOAR", "prompt": "c95-s1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Major enterprise platforms like **Cortex XSOAR**, **Splunk SOAR**, and **Swimlane** are excellent but generally **overkill and overpriced** for a small B2B company"}, {"id": "mai-20260917-0922-baseline|c95-s1|deepseek-small|Torq", "prompt": "c95-s1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teams wanting aggressive no-code automation | Quote-based"}, {"id": "mai-20260917-0922-baseline|c95-s1|deepseek-small|D3 Smart SOAR", "prompt": "c95-s1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "D3 Smart SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Predictable flat-rate, vendor-agnostic, mid-market"}, {"id": "mai-20260917-0922-baseline|c95-s1|deepseek-small|Rapid7 InsightConnect", "prompt": "c95-s1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Teams already in the Rapid7 ecosystem | Quote-based"}, {"id": "mai-20260917-0922-baseline|c95-s1|deepseek-small|Cortex XSOAR", "prompt": "c95-s1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "generally **overkill and overpriced** for a small B2B company"}, {"id": "mai-20260917-0922-baseline|c95-s1|deepseek-small|Swimlane", "prompt": "c95-s1", "model": "deepseek-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "generally **overkill and overpriced** for a small B2B company"}, {"id": "mai-20260917-0922-baseline|c95-s1|google-small|Palo Alto Cortex XSOAR", "prompt": "c95-s1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "traditional enterprise SOAR ... like Palo Alto Cortex XSOAR, Splunk SOAR, or IBM QRadar SOAR are almost always a bad fit"}, {"id": "mai-20260917-0922-baseline|c95-s1|google-small|Splunk SOAR", "prompt": "c95-s1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "almost always a bad fit. They are incredibly expensive, require six-figure starting contracts"}, {"id": "mai-20260917-0922-baseline|c95-s1|google-small|IBM QRadar SOAR", "prompt": "c95-s1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "almost always a bad fit. They are incredibly expensive, require six-figure starting contracts"}, {"id": "mai-20260917-0922-baseline|c95-s1|google-small|Tines", "prompt": "c95-s1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best Overall & Easiest to Use: **Tines**"}, {"id": "mai-20260917-0922-baseline|c95-s1|google-small|Shuffle", "prompt": "c95-s1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best on a Tight Budget (If you have IT skills): **Shuffle**"}, {"id": "mai-20260917-0922-baseline|c95-s1|google-small|Microsoft Sentinel + Logic Apps", "prompt": "c95-s1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel + Logic Apps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Microsoft-Centric Companies: **Microsoft Sentinel + Logic Apps**"}, {"id": "mai-20260917-0922-baseline|c95-s1|google-small|Torq", "prompt": "c95-s1", "model": "google-small", "cat": "soar-platforms", "variant": "direct", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Fast-Growing, Modern Startups: **Torq**"}, {"id": "mai-20260917-0922-baseline|c95-s1|meta-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-s1", "model": "meta-small", "cat": "soar-platforms", "variant": "direct", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top SOAR platforms mentioned include Palo Alto Networks Cortex XSOAR, Swimlane, and others"}, {"id": "mai-20260917-0922-baseline|c95-s1|meta-small|Swimlane", "prompt": "c95-s1", "model": "meta-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top SOAR platforms mentioned include Palo Alto Networks Cortex XSOAR, Swimlane, and others"}, {"id": "mai-20260917-0922-baseline|c95-s1|minimax-small|Rapid7 InsightConnect", "prompt": "c95-s1", "model": "minimax-small", "cat": "soar-platforms", "variant": "direct", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rapid7 InsightConnect - Excellent balance of features, ease of use, and pricing for smaller teams"}, {"id": "mai-20260917-0922-baseline|c95-s1|minimax-small|Swimlane", "prompt": "c95-s1", "model": "minimax-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pros: Strong low-code automation, flexible deployment options. Cons: May be more expensive than some alternatives"}, {"id": "mai-20260917-0922-baseline|c95-s1|minimax-small|Palo Alto XSOAR", "prompt": "c95-s1", "model": "minimax-small", "cat": "soar-platforms", "variant": "direct", "raw": "Palo Alto XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Can be costly, better suited for enterprises"}, {"id": "mai-20260917-0922-baseline|c95-s1|minimax-small|Microsoft Azure Sentinel", "prompt": "c95-s1", "model": "minimax-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Azure Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Microsoft Azure Sentinel - If you're already in the Microsoft ecosystem, offers good value"}, {"id": "mai-20260917-0922-baseline|c95-s1|minimax-small|Splunk SOAR", "prompt": "c95-s1", "model": "minimax-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: Can be expensive, steep learning curve"}, {"id": "mai-20260917-0922-baseline|c95-s1|mistral-small|Tines", "prompt": "c95-s1", "model": "mistral-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SOAR platform for a small B2B company—especially if you have a limited budget—is **Tines**"}, {"id": "mai-20260917-0922-baseline|c95-s1|mistral-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-s1", "model": "mistral-small", "cat": "soar-platforms", "variant": "direct", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "highly regarded for its deep automation... but it is typically better suited for larger organizations"}, {"id": "mai-20260917-0922-baseline|c95-s1|moonshot-small|Tines", "prompt": "c95-s1", "model": "moonshot-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tines** — Best Overall for Small B2B ... Why it wins: Tines offers the best balance of capability and accessibility."}, {"id": "mai-20260917-0922-baseline|c95-s1|moonshot-small|Microsoft Sentinel Automation", "prompt": "c95-s1", "model": "moonshot-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft-Heavy Environments"}, {"id": "mai-20260917-0922-baseline|c95-s1|moonshot-small|Rapid7 InsightConnect", "prompt": "c95-s1", "model": "moonshot-small", "cat": "soar-platforms", "variant": "direct", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Bundled Value ... If you're also shopping for SIEM, Rapid7's bundled approach can be cost-effective"}, {"id": "mai-20260917-0922-baseline|c95-s1|moonshot-small|Shuffle", "prompt": "c95-s1", "model": "moonshot-small", "cat": "soar-platforms", "variant": "direct", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Shuffle** — Best Free/Open-Source Option"}, {"id": "mai-20260917-0922-baseline|c95-s1|openai-small|Splunk SOAR (Cloud)", "prompt": "c95-s1", "model": "openai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR (Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd say **Splunk SOAR (Cloud)** is the safest \"best\" choice for a small B2B company"}, {"id": "mai-20260917-0922-baseline|c95-s1|openai-small|Cortex XSOAR Starter Edition", "prompt": "c95-s1", "model": "openai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Cortex XSOAR Starter Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is **smaller and wants something lighter-weight / more automation-first**, **Cortex XSOAR Starter Edition** is worth a look."}, {"id": "mai-20260917-0922-baseline|c95-s1|xai-small|Tines", "prompt": "c95-s1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tines (Top Pick for Most Small B2B Teams)"}, {"id": "mai-20260917-0922-baseline|c95-s1|xai-small|ORNA", "prompt": "c95-s1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "ORNA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ORNA (Best Budget/Priced-for-Small-Teams Option)"}, {"id": "mai-20260917-0922-baseline|c95-s1|xai-small|Microsoft Sentinel", "prompt": "c95-s1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft Sentinel (Best if You're in the Microsoft Ecosystem)"}, {"id": "mai-20260917-0922-baseline|c95-s1|xai-small|Torq", "prompt": "c95-s1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI-driven triage/hyperautomation"}, {"id": "mai-20260917-0922-baseline|c95-s1|xai-small|Swimlane", "prompt": "c95-s1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "MSSP-like case management"}, {"id": "mai-20260917-0922-baseline|c95-s1|xai-small|Blumira", "prompt": "c95-s1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Blumira", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "All-in-one SIEM+SOAR"}, {"id": "mai-20260917-0922-baseline|c95-s1|xai-small|Cortex XSOAR", "prompt": "c95-s1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "enterprise tools like Cortex XSOAR/Splunk SOAR are overkill/too pricey (~$50K+)"}, {"id": "mai-20260917-0922-baseline|c95-s1|xai-small|Splunk SOAR", "prompt": "c95-s1", "model": "xai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Splunk SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "enterprise tools like Cortex XSOAR/Splunk SOAR are overkill/too pricey (~$50K+)"}, {"id": "mai-20260917-0922-baseline|c95-s1|zai-small|Blumira", "prompt": "c95-s1", "model": "zai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best‑starting SOAR platform is **Blumira** (Detect/Respond editions)"}, {"id": "mai-20260917-0922-baseline|c95-s1|zai-small|Tines", "prompt": "c95-s1", "model": "zai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tines Community Edition** is an excellent runner‑up"}, {"id": "mai-20260917-0922-baseline|c95-s1|zai-small|Swimlane", "prompt": "c95-s1", "model": "zai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pricing is quote‑only and more enterprise‑oriented; steep learning curve"}, {"id": "mai-20260917-0922-baseline|c95-s1|zai-small|D3 Smart SOAR (Morpheus)", "prompt": "c95-s1", "model": "zai-small", "cat": "soar-platforms", "variant": "direct", "raw": "D3 Smart SOAR (Morpheus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You want an \"agentic\" SOC that auto‑investigates alerts"}, {"id": "mai-20260917-0922-baseline|c95-s1|zai-small|Cortex XSOAR", "prompt": "c95-s1", "model": "zai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "No – best for Cortex‑committed enterprises; steep learning curve ... Overkill for most SMBs"}, {"id": "mai-20260917-0922-baseline|c95-s1|zai-small|Microsoft Sentinel", "prompt": "c95-s1", "model": "zai-small", "cat": "soar-platforms", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tied to Microsoft licensing; pricing scales with Azure subscriptions."}, {"id": "mai-20260917-0922-baseline|c95-s2|alibaba-small|Tines", "prompt": "c95-s2", "model": "alibaba-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Tines**."}, {"id": "mai-20260917-0922-baseline|c95-s2|alibaba-small|Microsoft Sentinel (with Logic Apps)", "prompt": "c95-s2", "model": "alibaba-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel (with Logic Apps)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are 100% inside the Microsoft Ecosystem: Microsoft Sentinel (with Logic Apps)"}, {"id": "mai-20260917-0922-baseline|c95-s2|alibaba-small|ServiceNow SOAR", "prompt": "c95-s2", "model": "alibaba-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "ServiceNow SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use ServiceNow for IT Management: ServiceNow SOAR"}, {"id": "mai-20260917-0922-baseline|c95-s2|anthropic-small|Palo Alto Networks' Cortex XSOAR", "prompt": "c95-s2", "model": "anthropic-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Palo Alto Networks' Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Palo Alto Networks Cortex XSOAR**: Feature-rich with community edition options"}, {"id": "mai-20260917-0922-baseline|c95-s2|anthropic-small|Rapid7's InsightConnect", "prompt": "c95-s2", "model": "anthropic-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Rapid7's InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rapid7 InsightConnect**: Good balance of features and usability"}, {"id": "mai-20260917-0922-baseline|c95-s2|anthropic-small|TheHive", "prompt": "c95-s2", "model": "anthropic-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "TheHive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "open-source alternatives like TheHive might fit better budgets"}, {"id": "mai-20260917-0922-baseline|c95-s2|anthropic-small|Splunk Phantom", "prompt": "c95-s2", "model": "anthropic-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk Phantom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Splunk Phantom**: Strong integration capabilities, scalable pricing"}, {"id": "mai-20260917-0922-baseline|c95-s2|anthropic-small|Fortinet FortiSOAR", "prompt": "c95-s2", "model": "anthropic-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Fortinet FortiSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrated with broader Fortinet ecosystem if that's relevant"}, {"id": "mai-20260917-0922-baseline|c95-s2|challenger-small|ManageEngine Log360", "prompt": "c95-s2", "model": "challenger-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "ManageEngine Log360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ManageEngine Log360** as the best overall starting point"}, {"id": "mai-20260917-0922-baseline|c95-s2|challenger-small|Tines", "prompt": "c95-s2", "model": "challenger-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tines** if your team wants strong automation with relatively manageable onboarding."}, {"id": "mai-20260917-0922-baseline|c95-s2|challenger-small|Rapid7 InsightConnect", "prompt": "c95-s2", "model": "challenger-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want quick time-to-value and a lean automation setup"}, {"id": "mai-20260917-0922-baseline|c95-s2|challenger-small|Splunk SOAR", "prompt": "c95-s2", "model": "challenger-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your security stack is already built around Splunk"}, {"id": "mai-20260917-0922-baseline|c95-s2|challenger-small|Microsoft Sentinel", "prompt": "c95-s2", "model": "challenger-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you are heavily invested in Microsoft tooling, though it is broader than a pure SOAR tool"}, {"id": "mai-20260917-0922-baseline|c95-s2|deepseek-small|Tines", "prompt": "c95-s2", "model": "deepseek-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Pick: **Tines**"}, {"id": "mai-20260917-0922-baseline|c95-s2|deepseek-small|Palo Alto XSOAR", "prompt": "c95-s2", "model": "deepseek-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Palo Alto XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "far more accessible than enterprise SOAR platforms like Palo Alto XSOAR"}, {"id": "mai-20260917-0922-baseline|c95-s2|deepseek-small|Shuffle", "prompt": "c95-s2", "model": "deepseek-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a free/open-source (self-hosted) option ... cheapest path to real automation"}, {"id": "mai-20260917-0922-baseline|c95-s2|deepseek-small|SIRP", "prompt": "c95-s2", "model": "deepseek-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "SIRP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A good all-rounder with strong out-of-box integrations and visual playbooks"}, {"id": "mai-20260917-0922-baseline|c95-s2|deepseek-small|Torq", "prompt": "c95-s2", "model": "deepseek-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Torq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pricing is quote-based and can scale up quickly; better suited to mid-market/enterprise budgets"}, {"id": "mai-20260917-0922-baseline|c95-s2|google-small|Palo Alto Cortex XSOAR", "prompt": "c95-s2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "heavy enterprise SOARs (like Palo Alto Cortex XSOAR or Splunk SOAR) are usually too complex and expensive"}, {"id": "mai-20260917-0922-baseline|c95-s2|google-small|Splunk SOAR", "prompt": "c95-s2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavy enterprise SOARs (like Palo Alto Cortex XSOAR or Splunk SOAR) are usually too complex and expensive"}, {"id": "mai-20260917-0922-baseline|c95-s2|google-small|Tines", "prompt": "c95-s2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1. Top Recommendation: Tines"}, {"id": "mai-20260917-0922-baseline|c95-s2|google-small|Microsoft Sentinel + Logic Apps", "prompt": "c95-s2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel + Logic Apps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "2. The Ecosystem Fit: Microsoft Sentinel + Logic Apps"}, {"id": "mai-20260917-0922-baseline|c95-s2|google-small|Torq", "prompt": "c95-s2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "3. The Premium AI Option: Torq"}, {"id": "mai-20260917-0922-baseline|c95-s2|google-small|Shuffle", "prompt": "c95-s2", "model": "google-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "4. The Budget/Open-Source Option: Shuffle"}, {"id": "mai-20260917-0922-baseline|c95-s2|meta-small|PhishER", "prompt": "c95-s2", "model": "meta-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "PhishER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "PhishER - a lightweight SOAR platform for threat response and managing potentially malicious email messages."}, {"id": "mai-20260917-0922-baseline|c95-s2|meta-small|ORNA", "prompt": "c95-s2", "model": "meta-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "ORNA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ORNA - an AI-guided SOAR and cyber risk management platform designed for smaller teams."}, {"id": "mai-20260917-0922-baseline|c95-s2|meta-small|Blumira Automated Detection & Response", "prompt": "c95-s2", "model": "meta-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Blumira Automated Detection & Response", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a purpose-built security orchestration and automation platform for small businesses"}, {"id": "mai-20260917-0922-baseline|c95-s2|meta-small|Splunk SOAR", "prompt": "c95-s2", "model": "meta-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a comprehensive SOAR solution that integrates with 300+ third-party tools and supports 2,800+ automated actions"}, {"id": "mai-20260917-0922-baseline|c95-s2|meta-small|n8n", "prompt": "c95-s2", "model": "meta-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "n8n - a workflow automation platform built for technical teams operationalizing AI."}, {"id": "mai-20260917-0922-baseline|c95-s2|minimax-small|Rapid7 InsightConnect", "prompt": "c95-s2", "model": "minimax-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Rapid7 InsightConnect** as the top choice for a small B2B business"}, {"id": "mai-20260917-0922-baseline|c95-s2|minimax-small|SIRP", "prompt": "c95-s2", "model": "minimax-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "SIRP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-in-one SOAR with strong integration capabilities and a good balance of features for smaller teams"}, {"id": "mai-20260917-0922-baseline|c95-s2|minimax-small|Splunk SOAR", "prompt": "c95-s2", "model": "minimax-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More enterprise-focused but offers a free community edition that might work for small businesses"}, {"id": "mai-20260917-0922-baseline|c95-s2|minimax-small|Cortex XSOAR", "prompt": "c95-s2", "model": "minimax-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Powerful but may be overkill for a smaller business"}, {"id": "mai-20260917-0922-baseline|c95-s2|mistral-small|SIRP", "prompt": "c95-s2", "model": "mistral-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "SIRP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SIRP** stands out as a top recommendation due to its comprehensive features, ease of integration, and suitability for smaller teams"}, {"id": "mai-20260917-0922-baseline|c95-s2|moonshot-small|Tines", "prompt": "c95-s2", "model": "moonshot-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Tines** as the best starting point"}, {"id": "mai-20260917-0922-baseline|c95-s2|moonshot-small|Rapid7 InsightIDR/InsightConnect", "prompt": "c95-s2", "model": "moonshot-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Rapid7 InsightIDR/InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Rapid7 InsightIDR/InsightConnect** as a strong alternative if you also need a SIEM"}, {"id": "mai-20260917-0922-baseline|c95-s2|moonshot-small|Palo Alto Cortex XSOAR", "prompt": "c95-s2", "model": "moonshot-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why I'd Avoid Enterprise SOAR for Now ... overkill for most small businesses"}, {"id": "mai-20260917-0922-baseline|c95-s2|moonshot-small|Splunk SOAR", "prompt": "c95-s2", "model": "moonshot-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why I'd Avoid Enterprise SOAR for Now ... overkill for most small businesses"}, {"id": "mai-20260917-0922-baseline|c95-s2|moonshot-small|Swimlane", "prompt": "c95-s2", "model": "moonshot-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Swimlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why I'd Avoid Enterprise SOAR for Now ... Enterprises and MSSPs"}, {"id": "mai-20260917-0922-baseline|c95-s2|moonshot-small|D3", "prompt": "c95-s2", "model": "moonshot-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "D3", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why I'd Avoid Enterprise SOAR for Now ... Enterprises and MSSPs"}, {"id": "mai-20260917-0922-baseline|c95-s2|moonshot-small|Shuffle", "prompt": "c95-s2", "model": "moonshot-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look at **Shuffle** (open-source, self-hosted SOAR). It requires more technical setup but has no licensing fees"}, {"id": "mai-20260917-0922-baseline|c95-s2|openai-small|Splunk SOAR Cloud", "prompt": "c95-s2", "model": "openai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Splunk SOAR Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall default: Splunk SOAR Cloud."}, {"id": "mai-20260917-0922-baseline|c95-s2|openai-small|Tines", "prompt": "c95-s2", "model": "openai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for simplest no-code automation: Tines."}, {"id": "mai-20260917-0922-baseline|c95-s2|openai-small|FortiSOAR", "prompt": "c95-s2", "model": "openai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're Fortinet-heavy: FortiSOAR."}, {"id": "mai-20260917-0922-baseline|c95-s2|xai-small|ManageEngine Log360", "prompt": "c95-s2", "model": "xai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "ManageEngine Log360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ManageEngine Log360** as the top SOAR"}, {"id": "mai-20260917-0922-baseline|c95-s2|xai-small|Blumira", "prompt": "c95-s2", "model": "xai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Blumira"}, {"id": "mai-20260917-0922-baseline|c95-s2|xai-small|Cortex XSOAR", "prompt": "c95-s2", "model": "xai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid enterprise-heavy options like Cortex XSOAR or Swimlane ($$$, complex)."}, {"id": "mai-20260917-0922-baseline|c95-s2|xai-small|Swimlane", "prompt": "c95-s2", "model": "xai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Swimlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise-heavy options like Cortex XSOAR or Swimlane ($$$, complex)."}, {"id": "mai-20260917-0922-baseline|c95-s2|zai-small|ORNA", "prompt": "c95-s2", "model": "zai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "ORNA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Top Recommendation: ORNA"}, {"id": "mai-20260917-0922-baseline|c95-s2|zai-small|Tines", "prompt": "c95-s2", "model": "zai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Runner Up: Tines"}, {"id": "mai-20260917-0922-baseline|c95-s2|zai-small|FortiSOAR", "prompt": "c95-s2", "model": "zai-small", "cat": "soar-platforms", "variant": "paraphrase", "raw": "FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Runner Up: FortiSOAR"}, {"id": "mai-20260917-0922-baseline|c95-s3|alibaba-small|Tines", "prompt": "c95-s3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"Low-Code\" Powerhouse: **Tines** ... It is incredibly fast to deploy and requires minimal coding knowledge."}, {"id": "mai-20260917-0922-baseline|c95-s3|alibaba-small|Tracecat", "prompt": "c95-s3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tracecat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tracecat is rapidly gaining traction among tech-savvy teams."}, {"id": "mai-20260917-0922-baseline|c95-s3|alibaba-small|n8n", "prompt": "c95-s3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Flexible Generalist: **n8n** ... heavily used in security circles."}, {"id": "mai-20260917-0922-baseline|c95-s3|alibaba-small|D3 Security", "prompt": "c95-s3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "D3 Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Budget-Friendly SaaS: **D3 Security** ... flatter pricing models and focuses heavily on ease of use."}, {"id": "mai-20260917-0922-baseline|c95-s3|alibaba-small|IBM Resilient", "prompt": "c95-s3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM Resilient", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "without the steep learning curve associated with legacy giants like IBM Resilient or Splunk Phantom"}, {"id": "mai-20260917-0922-baseline|c95-s3|alibaba-small|Splunk Phantom", "prompt": "c95-s3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk Phantom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "without the steep learning curve associated with legacy giants like IBM Resilient or Splunk Phantom"}, {"id": "mai-20260917-0922-baseline|c95-s3|alibaba-small|Palo Alto XSOAR", "prompt": "c95-s3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Traditional SOAR (e.g., Palo Alto XSOAR, Splunk SOAR): Rely on **Pre-built Connectors**"}, {"id": "mai-20260917-0922-baseline|c95-s3|alibaba-small|Splunk SOAR", "prompt": "c95-s3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Traditional SOAR (e.g., Palo Alto XSOAR, Splunk SOAR)"}, {"id": "mai-20260917-0922-baseline|c95-s3|alibaba-small|Shuffle", "prompt": "c95-s3", "model": "alibaba-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Shuffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Visual/Binary Logic (D3, Shuffle): Uses drag-and-drop interfaces."}, {"id": "mai-20260917-0922-baseline|c95-s3|anthropic-small|Tines", "prompt": "c95-s3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tines is the only platform with fully transparent, published entry-level pricing... Tines' free tier means a working workflow can run this week."}, {"id": "mai-20260917-0922-baseline|c95-s3|anthropic-small|Torq", "prompt": "c95-s3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Torq is best for autonomous triage... enterprise feature depth ... is still catching up to incumbents."}, {"id": "mai-20260917-0922-baseline|c95-s3|anthropic-small|Rapid7 InsightConnect", "prompt": "c95-s3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Smaller teams use InsightConnect to automate threat isolation, reducing manual intervention and response time."}, {"id": "mai-20260917-0922-baseline|c95-s3|anthropic-small|Shuffle", "prompt": "c95-s3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shuffle SOAR is an open-source tool that is free for any user and security researcher."}, {"id": "mai-20260917-0922-baseline|c95-s3|anthropic-small|TheHive with Cortex", "prompt": "c95-s3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "TheHive with Cortex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free and open-source SOAR platforms include Shuffle, TheHive with Cortex, and StackStorm."}, {"id": "mai-20260917-0922-baseline|c95-s3|anthropic-small|StackStorm", "prompt": "c95-s3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "StackStorm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free and open-source SOAR platforms include Shuffle, TheHive with Cortex, and StackStorm."}, {"id": "mai-20260917-0922-baseline|c95-s3|anthropic-small|MISP", "prompt": "c95-s3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "MISP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "MISP for threat intelligence sharing appear in 2026 SOC automation roundups"}, {"id": "mai-20260917-0922-baseline|c95-s3|anthropic-small|Cortex XSIAM", "prompt": "c95-s3", "model": "anthropic-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cortex XSIAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "teams that cannot justify Torq, Tines, or Cortex XSIAM pricing"}, {"id": "mai-20260917-0922-baseline|c95-s3|challenger-small|Tines", "prompt": "c95-s3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Tines** if you want the **fastest time to value** and your team prefers **no-code** workflow building."}, {"id": "mai-20260917-0922-baseline|c95-s3|challenger-small|Torq", "prompt": "c95-s3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Torq** if you have **high alert volume** and need **speed and parallel automation**"}, {"id": "mai-20260917-0922-baseline|c95-s3|challenger-small|Microsoft Sentinel", "prompt": "c95-s3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when your environment is already Microsoft-centric; automation is anchored in the Microsoft stack."}, {"id": "mai-20260917-0922-baseline|c95-s3|challenger-small|Splunk SOAR", "prompt": "c95-s3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong native fit for Splunk users... but it is less attractive if you are not already on Splunk."}, {"id": "mai-20260917-0922-baseline|c95-s3|challenger-small|Cortex XSOAR", "prompt": "c95-s3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically more enterprise-oriented and heavier to manage"}, {"id": "mai-20260917-0922-baseline|c95-s3|challenger-small|Swimlane", "prompt": "c95-s3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Often positioned as vendor-neutral alternatives, but they vary more in depth, pricing, and operational overhead."}, {"id": "mai-20260917-0922-baseline|c95-s3|challenger-small|D3", "prompt": "c95-s3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "D3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Often positioned as vendor-neutral alternatives, but they vary more in depth, pricing, and operational overhead."}, {"id": "mai-20260917-0922-baseline|c95-s3|challenger-small|Cyware", "prompt": "c95-s3", "model": "challenger-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cyware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Often positioned as vendor-neutral alternatives, but they vary more in depth, pricing, and operational overhead."}, {"id": "mai-20260917-0922-baseline|c95-s3|deepseek-small|Tines", "prompt": "c95-s3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a free, quick start and your analysts aren't developers → Tines Community"}, {"id": "mai-20260917-0922-baseline|c95-s3|deepseek-small|Torq", "prompt": "c95-s3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're deeply cloud-native and want cutting-edge AI-assisted automation → Torq"}, {"id": "mai-20260917-0922-baseline|c95-s3|deepseek-small|Swimlane", "prompt": "c95-s3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need built-in case/ticketing and compliance features without buying extra tools → Swimlane"}, {"id": "mai-20260917-0922-baseline|c95-s3|deepseek-small|Shuffle", "prompt": "c95-s3", "model": "deepseek-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or Shuffle if you prefer open source and have some engineering skill"}, {"id": "mai-20260917-0922-baseline|c95-s3|google-small|Tines", "prompt": "c95-s3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **limitless customizability** and a **free tier** to start immediately: **Go with Tines**."}, {"id": "mai-20260917-0922-baseline|c95-s3|google-small|Blink Ops", "prompt": "c95-s3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Blink Ops", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **to use AI prompts to build playbooks for you**... **Go with Blink Ops**."}, {"id": "mai-20260917-0922-baseline|c95-s3|google-small|Torq", "prompt": "c95-s3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Torq does not have a free community edition and typically targets enterprise-level budgets"}, {"id": "mai-20260917-0922-baseline|c95-s3|google-small|Shuffle", "prompt": "c95-s3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have **no budget** but are comfortable managing docker containers: **Go with Shuffle**."}, {"id": "mai-20260917-0922-baseline|c95-s3|google-small|Palo Alto Cortex XSOAR", "prompt": "c95-s3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why to Avoid \"Legacy\" SOARs (Cortex XSOAR, Splunk SOAR)"}, {"id": "mai-20260917-0922-baseline|c95-s3|google-small|Splunk SOAR", "prompt": "c95-s3", "model": "google-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "You should generally avoid these unless you already have a massive investment in their ecosystems"}, {"id": "mai-20260917-0922-baseline|c95-s3|minimax-small|Tines", "prompt": "c95-s3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Tines**\n- **Best for:** Small teams needing rapid workflow deployment without heavy engineering resources"}, {"id": "mai-20260917-0922-baseline|c95-s3|minimax-small|Rapid7 InsightConnect", "prompt": "c95-s3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Smaller SOC teams with limited engineering resources"}, {"id": "mai-20260917-0922-baseline|c95-s3|minimax-small|Swimlane Turbine", "prompt": "c95-s3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane Turbine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Mid-market SOCs"}, {"id": "mai-20260917-0922-baseline|c95-s3|minimax-small|D3 Security", "prompt": "c95-s3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "D3 Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mature case management, predictable flat-rate pricing"}, {"id": "mai-20260917-0922-baseline|c95-s3|minimax-small|Cyware", "prompt": "c95-s3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cyware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Threat intelligence-driven teams and ISACs"}, {"id": "mai-20260917-0922-baseline|c95-s3|minimax-small|Shuffle", "prompt": "c95-s3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Shuffle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "lighter alternatives like Shuffle, N8N, or Huginn mentioned in some communities, though these may require more custom development work"}, {"id": "mai-20260917-0922-baseline|c95-s3|minimax-small|N8N", "prompt": "c95-s3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "N8N", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "though these may require more custom development work"}, {"id": "mai-20260917-0922-baseline|c95-s3|minimax-small|Huginn", "prompt": "c95-s3", "model": "minimax-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Huginn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "though these may require more custom development work"}, {"id": "mai-20260917-0922-baseline|c95-s3|mistral-small|Tines", "prompt": "c95-s3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Tines** and **Torq** are the most accessible and cost-effective options, with Tines being the easiest to start with"}, {"id": "mai-20260917-0922-baseline|c95-s3|mistral-small|Torq (HyperSOC)", "prompt": "c95-s3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq (HyperSOC)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tines** and **Torq** are the most accessible and cost-effective options... Torq offering more advanced features"}, {"id": "mai-20260917-0922-baseline|c95-s3|mistral-small|Splunk SOAR (formerly Phantom)", "prompt": "c95-s3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR (formerly Phantom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already using Splunk, **Splunk SOAR** is a natural fit."}, {"id": "mai-20260917-0922-baseline|c95-s3|mistral-small|TheHive (with Cortex)", "prompt": "c95-s3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "TheHive (with Cortex)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For teams comfortable with open-source and customization, **TheHive + Cortex** is a strong, budget-friendly choice."}, {"id": "mai-20260917-0922-baseline|c95-s3|mistral-small|Swimlane Turbine", "prompt": "c95-s3", "model": "mistral-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane Turbine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not ideal for very small teams due to pricing and complexity."}, {"id": "mai-20260917-0922-baseline|c95-s3|moonshot-small|Tines", "prompt": "c95-s3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tines** ⭐ Best Overall for Small Teams"}, {"id": "mai-20260917-0922-baseline|c95-s3|moonshot-small|Shuffle", "prompt": "c95-s3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shuffle** ⭐ Best Free/Open Source Option"}, {"id": "mai-20260917-0922-baseline|c95-s3|moonshot-small|Rapid7 InsightConnect", "prompt": "c95-s3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For**: Teams already using Rapid7 products; small-to-mid teams wanting ease of setup"}, {"id": "mai-20260917-0922-baseline|c95-s3|moonshot-small|Splunk SOAR", "prompt": "c95-s3", "model": "moonshot-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cons**: Requires Python skills, steeper learning curve, higher cost"}, {"id": "mai-20260917-0922-baseline|c95-s3|openai-small|Tines", "prompt": "c95-s3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Small team with limited time and scripting skill: start with **Tines**."}, {"id": "mai-20260917-0922-baseline|c95-s3|openai-small|Splunk SOAR", "prompt": "c95-s3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small team already using Splunk: choose **Splunk SOAR**."}, {"id": "mai-20260917-0922-baseline|c95-s3|openai-small|Cortex XSOAR", "prompt": "c95-s3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Small team in Palo Alto ecosystem: choose **Cortex XSOAR**."}, {"id": "mai-20260917-0922-baseline|c95-s3|openai-small|Google Security Operations SOAR", "prompt": "c95-s3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Google Security Operations SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for teams already in **Google Cloud / Chronicle / SecOps**"}, {"id": "mai-20260917-0922-baseline|c95-s3|openai-small|IBM QRadar SOAR", "prompt": "c95-s3", "model": "openai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Small team with compliance-heavy incident handling: consider **IBM QRadar SOAR**."}, {"id": "mai-20260917-0922-baseline|c95-s3|xai-small|Tines", "prompt": "c95-s3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendations**: Start with Tines free tier or Shuffle if self-hosting."}, {"id": "mai-20260917-0922-baseline|c95-s3|xai-small|Shuffle", "prompt": "c95-s3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Shuffle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Tines free tier or Shuffle if self-hosting."}, {"id": "mai-20260917-0922-baseline|c95-s3|xai-small|Rapid7 InsightConnect", "prompt": "c95-s3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Quick wins with InsightIDR bundle; approachable for mid-market lean teams"}, {"id": "mai-20260917-0922-baseline|c95-s3|xai-small|Microsoft Sentinel", "prompt": "c95-s3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft ecosystem users; pay-as-you-go scales small"}, {"id": "mai-20260917-0922-baseline|c95-s3|xai-small|Swimlane", "prompt": "c95-s3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Swimlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Scaling SMBs needing compliance/OT; if budget allows ... Heavier for tiny teams."}, {"id": "mai-20260917-0922-baseline|c95-s3|xai-small|Torq", "prompt": "c95-s3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Torq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-heavy like Cortex XSOAR/Splunk/Torq (~$100K+ entry, vendor-locked) suit larger ops but overwhelm small teams"}, {"id": "mai-20260917-0922-baseline|c95-s3|xai-small|Cortex XSOAR", "prompt": "c95-s3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise-heavy like Cortex XSOAR/Splunk/Torq (~$100K+ entry, vendor-locked) ... overwhelm small teams w/ complexity/cost"}, {"id": "mai-20260917-0922-baseline|c95-s3|xai-small|Splunk", "prompt": "c95-s3", "model": "xai-small", "cat": "soar-platforms", "variant": "comparative", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise-heavy like Cortex XSOAR/Splunk/Torq (~$100K+ entry, vendor-locked) ... overwhelm small teams"}, {"id": "mai-20260917-0922-baseline|c95-s4|alibaba-small|Palo Alto XSOAR", "prompt": "c95-s4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "Palo Alto XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise tools like Palo Alto XSOAR or Splunk SOAR are prohibitively expensive"}, {"id": "mai-20260917-0922-baseline|c95-s4|alibaba-small|Splunk SOAR", "prompt": "c95-s4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise tools like Palo Alto XSOAR or Splunk SOAR are prohibitively expensive"}, {"id": "mai-20260917-0922-baseline|c95-s4|alibaba-small|Shuffle", "prompt": "c95-s4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Shuffle (Highly Recommended) ... If you have zero budget but want a visual interface: Use Shuffle. It is the easiest open-source tool to learn."}, {"id": "mai-20260917-0922-baseline|c95-s4|alibaba-small|Wazuh", "prompt": "c95-s4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have zero budget but have technical skills: Use Wazuh. It covers Monitoring and Action in one single box."}, {"id": "mai-20260917-0922-baseline|c95-s4|alibaba-small|TheHive + Cortex", "prompt": "c95-s4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "TheHive + Cortex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Together, they form a classic open-source SOAR solution."}, {"id": "mai-20260917-0922-baseline|c95-s4|alibaba-small|Microsoft Power Automate / Logic Apps (Sentinel)", "prompt": "c95-s4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "Microsoft Power Automate / Logic Apps (Sentinel)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you use Microsoft 365: Stop looking. Build simple flows in Power Automate triggered by Microsoft Defender alerts."}, {"id": "mai-20260917-0922-baseline|c95-s4|alibaba-small|ThreatConnect (TECH Plan)", "prompt": "c95-s4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "ThreatConnect (TECH Plan)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pricing is not transparently listed online; you have to ask for a quote."}, {"id": "mai-20260917-0922-baseline|c95-s4|alibaba-small|BitSight", "prompt": "c95-s4", "model": "alibaba-small", "cat": "soar-platforms", "variant": "budget", "raw": "BitSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "they have recently integrated automation capabilities for smaller entities"}, {"id": "mai-20260917-0922-baseline|c95-s4|anthropic-small|Shuffle", "prompt": "c95-s4", "model": "anthropic-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Free and open-source SOAR platforms include Shuffle, TheHive with Cortex, and StackStorm"}, {"id": "mai-20260917-0922-baseline|c95-s4|anthropic-small|TheHive with Cortex", "prompt": "c95-s4", "model": "anthropic-small", "cat": "soar-platforms", "variant": "budget", "raw": "TheHive with Cortex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free and open-source SOAR platforms include Shuffle, TheHive with Cortex, and StackStorm"}, {"id": "mai-20260917-0922-baseline|c95-s4|anthropic-small|StackStorm", "prompt": "c95-s4", "model": "anthropic-small", "cat": "soar-platforms", "variant": "budget", "raw": "StackStorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "require more setup and lack enterprise-level integrations and support"}, {"id": "mai-20260917-0922-baseline|c95-s4|anthropic-small|Tines", "prompt": "c95-s4", "model": "anthropic-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Tines is noted as the best for user ratings with a free tier and no-code capabilities, making it particularly accessible for smaller teams."}, {"id": "mai-20260917-0922-baseline|c95-s4|challenger-small|ManageEngine Log360", "prompt": "c95-s4", "model": "challenger-small", "cat": "soar-platforms", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best practical SOAR choice is usually **ManageEngine Log360** if you want the strongest balance of **affordability, ease of use, and automation**"}, {"id": "mai-20260917-0922-baseline|c95-s4|challenger-small|Rapid7 InsightConnect", "prompt": "c95-s4", "model": "challenger-small", "cat": "soar-platforms", "variant": "budget", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rapid7 InsightConnect** is also repeatedly highlighted as a good entry point for lean teams"}, {"id": "mai-20260917-0922-baseline|c95-s4|deepseek-small|Tracecat", "prompt": "c95-s4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tracecat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My overall pick:** For a small company with a tight budget, **Tracecat** is currently the standout choice"}, {"id": "mai-20260917-0922-baseline|c95-s4|deepseek-small|Shuffle", "prompt": "c95-s4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shuffle** (Best for teams that want a free visual SOAR)"}, {"id": "mai-20260917-0922-baseline|c95-s4|deepseek-small|n8n", "prompt": "c95-s4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if your small company wants a single automation platform"}, {"id": "mai-20260917-0922-baseline|c95-s4|deepseek-small|StackStorm", "prompt": "c95-s4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "StackStorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**StackStorm** (Best for infrastructure/event-driven automation)"}, {"id": "mai-20260917-0922-baseline|c95-s4|deepseek-small|Splunk SOAR/XSOAR", "prompt": "c95-s4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk SOAR/XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Even the paid/enterprise platforms (Splunk SOAR/XSOAR, Tines, Torq) offer trials."}, {"id": "mai-20260917-0922-baseline|c95-s4|deepseek-small|Tines", "prompt": "c95-s4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tines and Torq in particular have SMB-friendly pricing tiers worth evaluating."}, {"id": "mai-20260917-0922-baseline|c95-s4|deepseek-small|Torq", "prompt": "c95-s4", "model": "deepseek-small", "cat": "soar-platforms", "variant": "budget", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tines and Torq in particular have SMB-friendly pricing tiers worth evaluating."}, {"id": "mai-20260917-0922-baseline|c95-s4|google-small|Tines", "prompt": "c95-s4", "model": "google-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Tines (Community / Starter) if your team is small, has limited engineering bandwidth, and you want a world-class platform up and running in minutes"}, {"id": "mai-20260917-0922-baseline|c95-s4|google-small|Shuffle", "prompt": "c95-s4", "model": "google-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shuffle (Best for Visual Playbook Building) ... the most popular open-source alternative"}, {"id": "mai-20260917-0922-baseline|c95-s4|google-small|Tracecat", "prompt": "c95-s4", "model": "google-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tracecat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Tracecat if your security team consists of engineers who prefer writing Python/YAML"}, {"id": "mai-20260917-0922-baseline|c95-s4|google-small|Splunk SOAR", "prompt": "c95-s4", "model": "google-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a modern, lightweight alternative to Splunk SOAR and Tines"}, {"id": "mai-20260917-0922-baseline|c95-s4|google-small|n8n", "prompt": "c95-s4", "model": "google-small", "cat": "soar-platforms", "variant": "budget", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "n8n is not strictly a security-focused SOAR platform... However, it is highly favored by lean security teams."}, {"id": "mai-20260917-0922-baseline|c95-s4|meta-small|Tines", "prompt": "c95-s4", "model": "meta-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tines is a no-code builder that allows one or two engineers to stand up working playbooks quickly, and it has a free Community tier."}, {"id": "mai-20260917-0922-baseline|c95-s4|meta-small|Rapid7 InsightConnect", "prompt": "c95-s4", "model": "meta-small", "cat": "soar-platforms", "variant": "budget", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The best SOAR platform for a small company with a tight budget is likely to be Tines, Rapid7 InsightConnect, or Microsoft Sentinel."}, {"id": "mai-20260917-0922-baseline|c95-s4|meta-small|Microsoft Sentinel", "prompt": "c95-s4", "model": "meta-small", "cat": "soar-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Microsoft Sentinel (if you are already on Azure) offer high-end features at a lower cost"}, {"id": "mai-20260917-0922-baseline|c95-s4|meta-small|LogRhythm Axon", "prompt": "c95-s4", "model": "meta-small", "cat": "soar-platforms", "variant": "budget", "raw": "LogRhythm Axon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rapid7 InsightConnect and LogRhythm Axon are cloud-native, easy to set up"}, {"id": "mai-20260917-0922-baseline|c95-s4|meta-small|FortiSOAR", "prompt": "c95-s4", "model": "meta-small", "cat": "soar-platforms", "variant": "budget", "raw": "FortiSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "FortiSOAR and Microsoft Sentinel ... offer high-end features at a lower cost than the specialized market leaders."}, {"id": "mai-20260917-0922-baseline|c95-s4|minimax-small|Tines", "prompt": "c95-s4", "model": "minimax-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tines** (Best Overall for Small Teams)"}, {"id": "mai-20260917-0922-baseline|c95-s4|minimax-small|Wazuh", "prompt": "c95-s4", "model": "minimax-small", "cat": "soar-platforms", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wazuh** (Best Open-Source Option)"}, {"id": "mai-20260917-0922-baseline|c95-s4|minimax-small|Microsoft Sentinel", "prompt": "c95-s4", "model": "minimax-small", "cat": "soar-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Sentinel** (Best for Microsoft 365 Users)"}, {"id": "mai-20260917-0922-baseline|c95-s4|minimax-small|Torq", "prompt": "c95-s4", "model": "minimax-small", "cat": "soar-platforms", "variant": "budget", "raw": "Torq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cons**: Still requires significant budget"}, {"id": "mai-20260917-0922-baseline|c95-s4|minimax-small|UnderDefense MAXI", "prompt": "c95-s4", "model": "minimax-small", "cat": "soar-platforms", "variant": "budget", "raw": "UnderDefense MAXI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "+ **UnderDefense MAXI** (managed detection and response)"}, {"id": "mai-20260917-0922-baseline|c95-s4|mistral-small|Blumira Automated Detection & Response", "prompt": "c95-s4", "model": "mistral-small", "cat": "soar-platforms", "variant": "budget", "raw": "Blumira Automated Detection & Response", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Blumira** and **Tines** are the top recommendations. Blumira is especially notable for its low starting price and focus on small teams"}, {"id": "mai-20260917-0922-baseline|c95-s4|mistral-small|Tines", "prompt": "c95-s4", "model": "mistral-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Blumira** and **Tines** are the top recommendations"}, {"id": "mai-20260917-0922-baseline|c95-s4|mistral-small|PhishER", "prompt": "c95-s4", "model": "mistral-small", "cat": "soar-platforms", "variant": "budget", "raw": "PhishER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focuses on automating the prioritization and response to email threats."}, {"id": "mai-20260917-0922-baseline|c95-s4|mistral-small|ManageEngine Log360", "prompt": "c95-s4", "model": "mistral-small", "cat": "soar-platforms", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "making it a budget-friendly option for SMBs"}, {"id": "mai-20260917-0922-baseline|c95-s4|moonshot-small|Tines", "prompt": "c95-s4", "model": "moonshot-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tines** (Best Overall Value)"}, {"id": "mai-20260917-0922-baseline|c95-s4|moonshot-small|Shuffle", "prompt": "c95-s4", "model": "moonshot-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Tines Community Edition** (free) or **Shuffle** (open source)"}, {"id": "mai-20260917-0922-baseline|c95-s4|moonshot-small|Torq HyperSOC", "prompt": "c95-s4", "model": "moonshot-small", "cat": "soar-platforms", "variant": "budget", "raw": "Torq HyperSOC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Entry pricing**: Reported to start near ~$300/month"}, {"id": "mai-20260917-0922-baseline|c95-s4|moonshot-small|Blumira", "prompt": "c95-s4", "model": "moonshot-small", "cat": "soar-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Combines SIEM + SOAR capabilities, specifically designed for SMBs"}, {"id": "mai-20260917-0922-baseline|c95-s4|moonshot-small|TheHive / Cortex", "prompt": "c95-s4", "model": "moonshot-small", "cat": "soar-platforms", "variant": "budget", "raw": "TheHive / Cortex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mature open-source SOAR with case management"}, {"id": "mai-20260917-0922-baseline|c95-s4|openai-small|Splunk SOAR Free Trial / Community Edition", "prompt": "c95-s4", "model": "openai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk SOAR Free Trial / Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SOAR choice is usually **Splunk SOAR Free Trial / Community Edition** if you want the **lowest-cost way to get started**"}, {"id": "mai-20260917-0922-baseline|c95-s4|openai-small|IBM QRadar SOAR", "prompt": "c95-s4", "model": "openai-small", "cat": "soar-platforms", "variant": "budget", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**IBM QRadar SOAR** is a strong budget-conscious option because IBM advertises **unlimited cases, actions, and playbooks**"}, {"id": "mai-20260917-0922-baseline|c95-s4|xai-small|Tines", "prompt": "c95-s4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tines (Best Overall Free Option for SaaS)"}, {"id": "mai-20260917-0922-baseline|c95-s4|xai-small|Shuffle", "prompt": "c95-s4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shuffle (Best Free Open-Source Option)"}, {"id": "mai-20260917-0922-baseline|c95-s4|xai-small|ManageEngine Log360", "prompt": "c95-s4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Low-Cost Bundled SIEM+SOAR"}, {"id": "mai-20260917-0922-baseline|c95-s4|xai-small|Microsoft Sentinel", "prompt": "c95-s4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "costs rise with data volume... Skip if not in Azure/Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c95-s4|xai-small|Cortex XSOAR", "prompt": "c95-s4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for Tight Budgets: Enterprise-heavy like Cortex XSOAR"}, {"id": "mai-20260917-0922-baseline|c95-s4|xai-small|Splunk SOAR", "prompt": "c95-s4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for Tight Budgets: ... Splunk SOAR"}, {"id": "mai-20260917-0922-baseline|c95-s4|xai-small|Torq", "prompt": "c95-s4", "model": "xai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Torq", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for Tight Budgets: ... or Torq (~$20K+/year starters, quote-only)"}, {"id": "mai-20260917-0922-baseline|c95-s4|zai-small|Blumira", "prompt": "c95-s4", "model": "zai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Blumira (Best Overall for Small Business)"}, {"id": "mai-20260917-0922-baseline|c95-s4|zai-small|Tines", "prompt": "c95-s4", "model": "zai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Tines (Best Free Option)"}, {"id": "mai-20260917-0922-baseline|c95-s4|zai-small|Splunk SOAR", "prompt": "c95-s4", "model": "zai-small", "cat": "soar-platforms", "variant": "budget", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Splunk SOAR (Best Self-Hosted Option)"}, {"id": "mai-20260917-0922-baseline|c95-s4|zai-small|OpenCTI", "prompt": "c95-s4", "model": "zai-small", "cat": "soar-platforms", "variant": "budget", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. OpenCTI (Best Open Source)"}, {"id": "mai-20260917-0922-baseline|c95-s5|deepseek-small|Tines", "prompt": "c95-s5", "model": "deepseek-small", "cat": "soar-platforms", "variant": "scale", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "leading candidates that emphasize usability/maintenance fit for smaller teams include **Tines** (flexible low-code automation, strong for teams wanting easy maintenance)"}, {"id": "mai-20260917-0922-baseline|c95-s5|deepseek-small|Splunk/SOAR", "prompt": "c95-s5", "model": "deepseek-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk/SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Splunk/SOAR**, **Palo Alto Cortex XSOAR**, **Swimlane**, and **BlinkOps**"}, {"id": "mai-20260917-0922-baseline|c95-s5|deepseek-small|Palo Alto Cortex XSOAR", "prompt": "c95-s5", "model": "deepseek-small", "cat": "soar-platforms", "variant": "scale", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Palo Alto Cortex XSOAR**"}, {"id": "mai-20260917-0922-baseline|c95-s5|deepseek-small|Swimlane", "prompt": "c95-s5", "model": "deepseek-small", "cat": "soar-platforms", "variant": "scale", "raw": "Swimlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Swimlane**"}, {"id": "mai-20260917-0922-baseline|c95-s5|deepseek-small|BlinkOps", "prompt": "c95-s5", "model": "deepseek-small", "cat": "soar-platforms", "variant": "scale", "raw": "BlinkOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BlinkOps** (large prebuilt workflow library)"}, {"id": "mai-20260917-0922-baseline|c95-s5|google-small|CrowdStrike (via Falcon Fusion)", "prompt": "c95-s5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "CrowdStrike (via Falcon Fusion)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you use tools like CrowdStrike (via Falcon Fusion), SentinelOne, or Microsoft Defender, they already have built-in automation"}, {"id": "mai-20260917-0922-baseline|c95-s5|google-small|SentinelOne", "prompt": "c95-s5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "they already have built-in automation to isolate hosts, reset passwords, and kill malicious processes. Use these first"}, {"id": "mai-20260917-0922-baseline|c95-s5|google-small|Microsoft Defender", "prompt": "c95-s5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Use these first; they are free and already integrated."}, {"id": "mai-20260917-0922-baseline|c95-s5|google-small|Zapier", "prompt": "c95-s5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a general-purpose tool like **Zapier** or **Make.com** might be sufficient and much cheaper"}, {"id": "mai-20260917-0922-baseline|c95-s5|google-small|Make.com", "prompt": "c95-s5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Make.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a general-purpose tool like **Zapier** or **Make.com** might be sufficient and much cheaper"}, {"id": "mai-20260917-0922-baseline|c95-s5|google-small|Palo Alto Cortex XSOAR", "prompt": "c95-s5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid the \"enterprise giants\" (like Palo Alto Cortex XSOAR, Splunk SOAR, or IBM QRadar SOAR)—they are far too heavy and expensive"}, {"id": "mai-20260917-0922-baseline|c95-s5|google-small|Splunk SOAR", "prompt": "c95-s5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid the \"enterprise giants\" (like Palo Alto Cortex XSOAR, Splunk SOAR, or IBM QRadar SOAR)"}, {"id": "mai-20260917-0922-baseline|c95-s5|google-small|IBM QRadar SOAR", "prompt": "c95-s5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "avoid the \"enterprise giants\" (like Palo Alto Cortex XSOAR, Splunk SOAR, or IBM QRadar SOAR)"}, {"id": "mai-20260917-0922-baseline|c95-s5|google-small|Tines", "prompt": "c95-s5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Tines (Highly Recommended) ... widely considered the gold standard for modern, user-friendly security automation"}, {"id": "mai-20260917-0922-baseline|c95-s5|google-small|Blink Ops", "prompt": "c95-s5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Blink Ops", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Blink is a modern, cloud-native automation platform designed for fast-moving teams."}, {"id": "mai-20260917-0922-baseline|c95-s5|google-small|Microsoft Sentinel + Logic Apps", "prompt": "c95-s5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Microsoft Sentinel + Logic Apps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If your business is already built entirely on Azure and Microsoft 365, utilizing Microsoft Sentinel (with Azure Logic Apps) is highly practical."}, {"id": "mai-20260917-0922-baseline|c95-s5|google-small|Shuffle", "prompt": "c95-s5", "model": "google-small", "cat": "soar-platforms", "variant": "scale", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Shuffle is an excellent, cost-effective alternative to commercial platforms"}, {"id": "mai-20260917-0922-baseline|c95-s5|mistral-small|Splunk Phantom", "prompt": "c95-s5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk Phantom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Splunk Phantom** (now part of Splunk SOAR) – robust, but may be overkill"}, {"id": "mai-20260917-0922-baseline|c95-s5|mistral-small|TheHive", "prompt": "c95-s5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "TheHive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "open-source, good for smaller teams, but requires more setup"}, {"id": "mai-20260917-0922-baseline|c95-s5|mistral-small|Palo Alto XSOAR", "prompt": "c95-s5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "Palo Alto XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong automation, good integrations, but can be pricey"}, {"id": "mai-20260917-0922-baseline|c95-s5|mistral-small|Siemplify", "prompt": "c95-s5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "Siemplify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(now part of Google Chronicle) – user-friendly, good for mid-market"}, {"id": "mai-20260917-0922-baseline|c95-s5|mistral-small|D3 Security", "prompt": "c95-s5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "D3 Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "modular, good for smaller teams"}, {"id": "mai-20260917-0922-baseline|c95-s5|mistral-small|Cortex XSOAR (Palo Alto)", "prompt": "c95-s5", "model": "mistral-small", "cat": "soar-platforms", "variant": "scale", "raw": "Cortex XSOAR (Palo Alto)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise-grade, but may be complex"}, {"id": "mai-20260917-0922-baseline|c95-s5|moonshot-small|Tines", "prompt": "c95-s5", "model": "moonshot-small", "cat": "soar-platforms", "variant": "scale", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**High** | Cloud-native, low-code platforms (e.g., Tines, Torq)"}, {"id": "mai-20260917-0922-baseline|c95-s5|moonshot-small|Torq", "prompt": "c95-s5", "model": "moonshot-small", "cat": "soar-platforms", "variant": "scale", "raw": "Torq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**High** | Cloud-native, low-code platforms (e.g., Tines, Torq)"}, {"id": "mai-20260917-0922-baseline|c95-s5|moonshot-small|Splunk SOAR", "prompt": "c95-s5", "model": "moonshot-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SIEM-embedded SOAR if you already use Splunk/Microsoft Sentinel"}, {"id": "mai-20260917-0922-baseline|c95-s5|moonshot-small|Microsoft Sentinel playbooks", "prompt": "c95-s5", "model": "moonshot-small", "cat": "soar-platforms", "variant": "scale", "raw": "Microsoft Sentinel playbooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Evaluate if your existing SIEM/XDR's automation features (Splunk SOAR, Microsoft Sentinel playbooks) are sufficient"}, {"id": "mai-20260917-0922-baseline|c95-s5|xai-small|Swimlane", "prompt": "c95-s5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Swimlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "e.g., from vendors like Swimlane, Tines, Palo Alto Cortex XSOAR, Splunk SOAR, or Microsoft Sentinel, based on recent reviews"}, {"id": "mai-20260917-0922-baseline|c95-s5|xai-small|Tines", "prompt": "c95-s5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Tines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., from vendors like Swimlane, Tines, Palo Alto Cortex XSOAR, Splunk SOAR, or Microsoft Sentinel"}, {"id": "mai-20260917-0922-baseline|c95-s5|xai-small|Palo Alto Cortex XSOAR", "prompt": "c95-s5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., from vendors like Swimlane, Tines, Palo Alto Cortex XSOAR, Splunk SOAR, or Microsoft Sentinel"}, {"id": "mai-20260917-0922-baseline|c95-s5|xai-small|Splunk SOAR", "prompt": "c95-s5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., from vendors like Swimlane, Tines, Palo Alto Cortex XSOAR, Splunk SOAR, or Microsoft Sentinel"}, {"id": "mai-20260917-0922-baseline|c95-s5|xai-small|Microsoft Sentinel", "prompt": "c95-s5", "model": "xai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., from vendors like Swimlane, Tines, Palo Alto Cortex XSOAR, Splunk SOAR, or Microsoft Sentinel"}, {"id": "mai-20260917-0922-baseline|c95-s5|zai-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-s5", "model": "zai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large SOC or organizations heavily invested in Palo Alto ecosystem | Quote‑based, ~$50K–$300K+/yr"}, {"id": "mai-20260917-0922-baseline|c95-s5|zai-small|Tines", "prompt": "c95-s5", "model": "zai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Tines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "No‑code/low‑code builder, universal API connectivity, large community of playbooks"}, {"id": "mai-20260917-0922-baseline|c95-s5|zai-small|Splunk SOAR", "prompt": "c95-s5", "model": "zai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Splunk SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Native SIEM‑to‑response workflow, tightly integrated with Splunk Enterprise Security | Splunk‑centric organizations"}, {"id": "mai-20260917-0922-baseline|c95-s5|zai-small|Torq", "prompt": "c95-s5", "model": "zai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Torq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid‑market SOC looking for modern UX and some AI assistance"}, {"id": "mai-20260917-0922-baseline|c95-s5|zai-small|Swimlane Turbine", "prompt": "c95-s5", "model": "zai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Swimlane Turbine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Low‑code, case‑centric platform with flat‑rate pricing options"}, {"id": "mai-20260917-0922-baseline|c95-s5|zai-small|D3 Security", "prompt": "c95-s5", "model": "zai-small", "cat": "soar-platforms", "variant": "scale", "raw": "D3 Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vendor‑agnostic automation, mature case management, flat‑rate pricing"}, {"id": "mai-20260917-0922-baseline|c95-s5|zai-small|Sumo Logic Cloud SOAR", "prompt": "c95-s5", "model": "zai-small", "cat": "soar-platforms", "variant": "scale", "raw": "Sumo Logic Cloud SOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Multi‑tenant incident management, tightly integrated with Sumo Logic SIEM"}, {"id": "mai-20260917-0922-baseline|c95-s6|alibaba-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-s6", "model": "alibaba-small", "cat": "soar-platforms", "variant": "negative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Only consider if you are already deep within the Palo Alto ecosystem; otherwise, the ROI is likely negative for small teams."}, {"id": "mai-20260917-0922-baseline|c95-s6|alibaba-small|Splunk SOAR (formerly Phantom)", "prompt": "c95-s6", "model": "alibaba-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR (formerly Phantom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Verdict: Avoid unless you are already paying for a full Splunk deployment specifically tailored to SOAR."}, {"id": "mai-20260917-0922-baseline|c95-s6|alibaba-small|IBM Security QRadar SOAR / IBM Resilient", "prompt": "c95-s6", "model": "alibaba-small", "cat": "soar-platforms", "variant": "negative", "raw": "IBM Security QRadar SOAR / IBM Resilient", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "legacy-heavy solutions designed for global compliance and massive scale... notoriously difficult to deploy quickly"}, {"id": "mai-20260917-0922-baseline|c95-s6|alibaba-small|Tines", "prompt": "c95-s6", "model": "alibaba-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Tines: Excellent for connecting disparate apps without writing code; highly flexible but easier to manage than XSOAR."}, {"id": "mai-20260917-0922-baseline|c95-s6|alibaba-small|Logic Apps", "prompt": "c95-s6", "model": "alibaba-small", "cat": "soar-platforms", "variant": "negative", "raw": "Logic Apps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look for vendors that handle the connector maintenance for you (like Tines or Logic Apps)"}, {"id": "mai-20260917-0922-baseline|c95-s6|alibaba-small|Microsoft Sentinel / Defender Fusion", "prompt": "c95-s6", "model": "alibaba-small", "cat": "soar-platforms", "variant": "negative", "raw": "Microsoft Sentinel / Defender Fusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you use Microsoft 365/Azure, the built-in automation logic is free/cheap and requires no extra installation."}, {"id": "mai-20260917-0922-baseline|c95-s6|alibaba-small|Rapid7 InsightConnect", "prompt": "c95-s6", "model": "alibaba-small", "cat": "soar-platforms", "variant": "negative", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Often praised as one of the most \"user-friendly\" options for mid-market teams"}, {"id": "mai-20260917-0922-baseline|c95-s6|alibaba-small|CyberArk Covisix", "prompt": "c95-s6", "model": "alibaba-small", "cat": "soar-platforms", "variant": "negative", "raw": "CyberArk Covisix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some newer vendors focus exclusively on being lightweight and fast to deploy."}, {"id": "mai-20260917-0922-baseline|c95-s6|anthropic-small|Splunk SOAR", "prompt": "c95-s6", "model": "anthropic-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "This platform is expensive, especially for small and medium-sized businesses, with a steep learning curve that may require specialized coding knowledge."}, {"id": "mai-20260917-0922-baseline|c95-s6|anthropic-small|ArcSight SOAR", "prompt": "c95-s6", "model": "anthropic-small", "cat": "soar-platforms", "variant": "negative", "raw": "ArcSight SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The license and pricing model are expensive for small-scale enterprises, and some users report it only integrates with limited tools."}, {"id": "mai-20260917-0922-baseline|c95-s6|challenger-small|Cortex XSOAR / Cortex XSIAM", "prompt": "c95-s6", "model": "challenger-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cortex XSOAR / Cortex XSIAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "commonly positioned for **enterprise** or **Palo Alto-aligned** teams, so small businesses may find them overly heavy"}, {"id": "mai-20260917-0922-baseline|c95-s6|challenger-small|Splunk SOAR", "prompt": "c95-s6", "model": "challenger-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can make it a poor first choice if your business does not already run Splunk and has limited SOC maturity"}, {"id": "mai-20260917-0922-baseline|c95-s6|challenger-small|Swimlane Turbine", "prompt": "c95-s6", "model": "challenger-small", "cat": "soar-platforms", "variant": "negative", "raw": "Swimlane Turbine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "generally aimed at **mid-market** or larger SOCs, with more rules/automation complexity than many small teams need"}, {"id": "mai-20260917-0922-baseline|c95-s6|challenger-small|Torq", "prompt": "c95-s6", "model": "challenger-small", "cat": "soar-platforms", "variant": "negative", "raw": "Torq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "modern and powerful, but still described as **playbook-bound** and more suitable when alert volume and complexity justify"}, {"id": "mai-20260917-0922-baseline|c95-s6|deepseek-small|Splunk SOAR (formerly Phantom, now Cisco)", "prompt": "c95-s6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR (formerly Phantom, now Cisco)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The platforms to *specifically avoid or approach with caution* are the **enterprise-tier parts of Splunk SOAR and Cortex XSOAR**"}, {"id": "mai-20260917-0922-baseline|c95-s6|deepseek-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-s6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reviewers explicitly note it \"discourages smaller organizations.\""}, {"id": "mai-20260917-0922-baseline|c95-s6|deepseek-small|Swimlane", "prompt": "c95-s6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Swimlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The older, code-first platforms demand full-time playbook developers and case-management overhead you won't use."}, {"id": "mai-20260917-0922-baseline|c95-s6|deepseek-small|Tines", "prompt": "c95-s6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tines", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**4. Tines** — *with a big caution* ... it's a **blank canvas** ... Its enterprise pricing can also get steep."}, {"id": "mai-20260917-0922-baseline|c95-s6|deepseek-small|Huntress", "prompt": "c95-s6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Options like **Huntress** ($3–9/endpoint/mo with published pricing)"}, {"id": "mai-20260917-0922-baseline|c95-s6|deepseek-small|Sophos MDR", "prompt": "c95-s6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Sophos MDR**, or **Arctic Wolf**"}, {"id": "mai-20260917-0922-baseline|c95-s6|deepseek-small|Arctic Wolf", "prompt": "c95-s6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Arctic Wolf** (from ~$44K/year for larger needs)"}, {"id": "mai-20260917-0922-baseline|c95-s6|deepseek-small|Torq", "prompt": "c95-s6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Lightweight security automation** — tools like **Torq** or self-hosted **n8n**"}, {"id": "mai-20260917-0922-baseline|c95-s6|deepseek-small|n8n", "prompt": "c95-s6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "self-hosted **n8n** for simple, specific workflows"}, {"id": "mai-20260917-0922-baseline|c95-s6|deepseek-small|Microsoft Defender", "prompt": "c95-s6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "modern EDR/XDR platforms (Microsoft Defender, CrowdStrike) now build in much of the automation"}, {"id": "mai-20260917-0922-baseline|c95-s6|deepseek-small|CrowdStrike", "prompt": "c95-s6", "model": "deepseek-small", "cat": "soar-platforms", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "modern EDR/XDR platforms (Microsoft Defender, CrowdStrike) now build in much of the automation"}, {"id": "mai-20260917-0922-baseline|c95-s6|google-small|Cortex XSOAR", "prompt": "c95-s6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why small businesses should avoid them"}, {"id": "mai-20260917-0922-baseline|c95-s6|google-small|Splunk SOAR", "prompt": "c95-s6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why small businesses should avoid them"}, {"id": "mai-20260917-0922-baseline|c95-s6|google-small|IBM QRadar SOAR", "prompt": "c95-s6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why small businesses should avoid them"}, {"id": "mai-20260917-0922-baseline|c95-s6|google-small|Swimlane Turbine", "prompt": "c95-s6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Swimlane Turbine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why small businesses should avoid them"}, {"id": "mai-20260917-0922-baseline|c95-s6|google-small|FortiSOAR", "prompt": "c95-s6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "FortiSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why you should be cautious: These platforms are optimized to work beautifully within their parent ecosystem."}, {"id": "mai-20260917-0922-baseline|c95-s6|google-small|Google Security Operations", "prompt": "c95-s6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Google Security Operations", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Single-Vendor Ecosystem-Locked SOARs ... Why you should be cautious"}, {"id": "mai-20260917-0922-baseline|c95-s6|google-small|Microsoft Sentinel", "prompt": "c95-s6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Microsoft Sentinel is built for Azure and Microsoft 365 environments"}, {"id": "mai-20260917-0922-baseline|c95-s6|google-small|Tines", "prompt": "c95-s6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tines", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Why you must be cautious: The Blank Slate Problem"}, {"id": "mai-20260917-0922-baseline|c95-s6|google-small|Torq", "prompt": "c95-s6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Torq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Why you must be cautious: The Blank Slate Problem"}, {"id": "mai-20260917-0922-baseline|c95-s6|google-small|CrowdStrike", "prompt": "c95-s6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Utilize Built-in EDR/XDR Automation: If you use a modern endpoint security tool like CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c95-s6|google-small|SentinelOne", "prompt": "c95-s6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "they already have native, automated remediation built into the software"}, {"id": "mai-20260917-0922-baseline|c95-s6|google-small|Microsoft Defender", "prompt": "c95-s6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "they already have native, automated remediation built into the software"}, {"id": "mai-20260917-0922-baseline|c95-s6|google-small|Zapier", "prompt": "c95-s6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "tools like Zapier, Make, or n8n ... are vastly cheaper, easier to learn"}, {"id": "mai-20260917-0922-baseline|c95-s6|google-small|Make", "prompt": "c95-s6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "Make", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "tools like Zapier, Make, or n8n ... are vastly cheaper"}, {"id": "mai-20260917-0922-baseline|c95-s6|google-small|n8n", "prompt": "c95-s6", "model": "google-small", "cat": "soar-platforms", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "n8n (an open-source option popular with SMBs) are vastly cheaper, easier to learn"}, {"id": "mai-20260917-0922-baseline|c95-s6|meta-small|Rapid7 InsightConnect", "prompt": "c95-s6", "model": "meta-small", "cat": "soar-platforms", "variant": "negative", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "SOAR platforms that are mentioned as being suitable for small and medium businesses include Rapid7 InsightConnect, LogRhythm Axon, and Tines"}, {"id": "mai-20260917-0922-baseline|c95-s6|meta-small|LogRhythm Axon", "prompt": "c95-s6", "model": "meta-small", "cat": "soar-platforms", "variant": "negative", "raw": "LogRhythm Axon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "suitable for small and medium businesses include Rapid7 InsightConnect, LogRhythm Axon, and Tines"}, {"id": "mai-20260917-0922-baseline|c95-s6|meta-small|Tines", "prompt": "c95-s6", "model": "meta-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "suitable for small and medium businesses include Rapid7 InsightConnect, LogRhythm Axon, and Tines"}, {"id": "mai-20260917-0922-baseline|c95-s6|meta-small|Splunk SOAR", "prompt": "c95-s6", "model": "meta-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "less suitable for small businesses include Splunk SOAR, which is considered to be expensive"}, {"id": "mai-20260917-0922-baseline|c95-s6|meta-small|Cortex XSOAR", "prompt": "c95-s6", "model": "meta-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Cortex XSOAR, which has a significant skill curve and high maintenance burden"}, {"id": "mai-20260917-0922-baseline|c95-s6|minimax-small|Splunk SOAR", "prompt": "c95-s6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Primary concern: Cost - Specifically noted as expensive, especially for small and medium-sized businesses"}, {"id": "mai-20260917-0922-baseline|c95-s6|minimax-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-s6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Multiple reviews cite pricing as too high for SMBs - Complex to implement, deploy, and integrate"}, {"id": "mai-20260917-0922-baseline|c95-s6|minimax-small|Microsoft Sentinel", "prompt": "c95-s6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's generally better suited for larger enterprises with dedicated security teams"}, {"id": "mai-20260917-0922-baseline|c95-s6|minimax-small|Blumira", "prompt": "c95-s6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "Blumira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Blumira — Purpose-built for small businesses, rapid deployment"}, {"id": "mai-20260917-0922-baseline|c95-s6|minimax-small|Tines", "prompt": "c95-s6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tines — No-code security automation platform"}, {"id": "mai-20260917-0922-baseline|c95-s6|minimax-small|Cynet", "prompt": "c95-s6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cynet — All-in-one platform designed for smaller organizations"}, {"id": "mai-20260917-0922-baseline|c95-s6|minimax-small|ManageEngine Log360", "prompt": "c95-s6", "model": "minimax-small", "cat": "soar-platforms", "variant": "negative", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ManageEngine Log360 — More cost-competitive option"}, {"id": "mai-20260917-0922-baseline|c95-s6|mistral-small|Microsoft Sentinel", "prompt": "c95-s6", "model": "mistral-small", "cat": "soar-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples include some editions of **Microsoft Sentinel** (outside Azure)"}, {"id": "mai-20260917-0922-baseline|c95-s6|mistral-small|Rapid7 InsightConnect", "prompt": "c95-s6", "model": "mistral-small", "cat": "soar-platforms", "variant": "negative", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "certain configurations of **Rapid7 InsightConnect** if your team lacks the capacity to maintain and tune automation workflows"}, {"id": "mai-20260917-0922-baseline|c95-s6|moonshot-small|Splunk SOAR (formerly Phantom)", "prompt": "c95-s6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR (formerly Phantom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid or Be Cautious About** ... Splunk SOAR specifically cited as expensive"}, {"id": "mai-20260917-0922-baseline|c95-s6|moonshot-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-s6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Cortex XSOAR \"discouraging smaller organizations despite its efficient capability\""}, {"id": "mai-20260917-0922-baseline|c95-s6|moonshot-small|Shuffle SOAR", "prompt": "c95-s6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Shuffle SOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Open-source/self-hosted** | Shuffle SOAR | $20K–$80K (including staff time)"}, {"id": "mai-20260917-0922-baseline|c95-s6|moonshot-small|Tines", "prompt": "c95-s6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Modern low-code alternatives** | Tines (Community tier), Torq | ~$1,500–$2,500/month for smaller deployments"}, {"id": "mai-20260917-0922-baseline|c95-s6|moonshot-small|Torq", "prompt": "c95-s6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Torq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Modern low-code alternatives** | Tines (Community tier), Torq"}, {"id": "mai-20260917-0922-baseline|c95-s6|moonshot-small|Microsoft Sentinel", "prompt": "c95-s6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SIEM with built-in automation** | Microsoft Sentinel, Google Security Operations | Often bundled, more predictable pricing"}, {"id": "mai-20260917-0922-baseline|c95-s6|moonshot-small|Google Security Operations", "prompt": "c95-s6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Google Security Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SIEM with built-in automation | Microsoft Sentinel, Google Security Operations"}, {"id": "mai-20260917-0922-baseline|c95-s6|moonshot-small|n8n", "prompt": "c95-s6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**General automation tools** | n8n, Make.com | Much lower cost; sufficient for basic security workflows"}, {"id": "mai-20260917-0922-baseline|c95-s6|moonshot-small|Make.com", "prompt": "c95-s6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Make.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "General automation tools | n8n, Make.com | Much lower cost"}, {"id": "mai-20260917-0922-baseline|c95-s6|moonshot-small|Zapier", "prompt": "c95-s6", "model": "moonshot-small", "cat": "soar-platforms", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "IT automation tools (n8n, Zapier) for basic security workflows"}, {"id": "mai-20260917-0922-baseline|c95-s6|openai-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-s6", "model": "openai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "powerful, but the vendor's own positioning emphasizes enterprises and MSSPs... more implementation effort and cost than many small teams want"}, {"id": "mai-20260917-0922-baseline|c95-s6|openai-small|Splunk SOAR", "prompt": "c95-s6", "model": "openai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "licensing is seat-based and purchased in increments of five seats, which can be awkward for very small teams"}, {"id": "mai-20260917-0922-baseline|c95-s6|openai-small|IBM Security QRadar SOAR", "prompt": "c95-s6", "model": "openai-small", "cat": "soar-platforms", "variant": "negative", "raw": "IBM Security QRadar SOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically better suited to complex or regulated environments"}, {"id": "mai-20260917-0922-baseline|c95-s6|openai-small|FortiSOAR", "prompt": "c95-s6", "model": "openai-small", "cat": "soar-platforms", "variant": "negative", "raw": "FortiSOAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "still worth caution if you don't have dedicated security staff"}, {"id": "mai-20260917-0922-baseline|c95-s6|xai-small|Palo Alto Networks Cortex XSOAR", "prompt": "c95-s6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid or Approach with Caution: **Palo Alto Networks Cortex XSOAR**: High complexity requiring dedicated engineers"}, {"id": "mai-20260917-0922-baseline|c95-s6|xai-small|Splunk SOAR", "prompt": "c95-s6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Notoriously expensive (often cited as highest in category), especially for SMBs"}, {"id": "mai-20260917-0922-baseline|c95-s6|xai-small|IBM QRadar SOAR", "prompt": "c95-s6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Quote-only pricing with mid-five-figure minimums... Not scalable down without waste."}, {"id": "mai-20260917-0922-baseline|c95-s6|xai-small|Swimlane", "prompt": "c95-s6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Swimlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "enterprise pricing and complexity not suited for small teams. Reviews position it away from entry-level SMB use."}, {"id": "mai-20260917-0922-baseline|c95-s6|xai-small|Rapid7 InsightConnect", "prompt": "c95-s6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Cloud-native, easy setup, no dev team needed; good for basic workflows like phishing triage."}, {"id": "mai-20260917-0922-baseline|c95-s6|xai-small|Tines", "prompt": "c95-s6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tines", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Low-code, free Community Edition; scales from solo users."}, {"id": "mai-20260917-0922-baseline|c95-s6|xai-small|Torq", "prompt": "c95-s6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Torq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "No-code, cloud SaaS; low maintenance."}, {"id": "mai-20260917-0922-baseline|c95-s6|xai-small|Microsoft Sentinel", "prompt": "c95-s6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If Microsoft stack; pay-per-use."}, {"id": "mai-20260917-0922-baseline|c95-s6|xai-small|Shuffle", "prompt": "c95-s6", "model": "xai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Open-source self-hosted free tier."}, {"id": "mai-20260917-0922-baseline|c95-s6|zai-small|FortiSOAR", "prompt": "c95-s6", "model": "zai-small", "cat": "soar-platforms", "variant": "negative", "raw": "FortiSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Cited as suited only for large organizations with skilled technical staff... practically unusable for smaller teams."}, {"id": "mai-20260917-0922-baseline|c95-s6|zai-small|IBM QRadar SOAR", "prompt": "c95-s6", "model": "zai-small", "cat": "soar-platforms", "variant": "negative", "raw": "IBM QRadar SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Complexity and cost scale quickly, making it overkill for small teams with limited needs."}, {"id": "mai-20260917-0922-baseline|c95-s6|zai-small|Palo Alto Networks Cortex XSOAR / XSIAM", "prompt": "c95-s6", "model": "zai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Palo Alto Networks Cortex XSOAR / XSIAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "High learning curve and steep cost—best for large, mature SOC environments."}, {"id": "mai-20260917-0922-baseline|c95-s6|zai-small|Splunk SOAR", "prompt": "c95-s6", "model": "zai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Splunk SOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise‑only with no public list price... Complex integration and maintenance overhead."}, {"id": "mai-20260917-0922-baseline|c95-s6|zai-small|Log360 (Zoho)", "prompt": "c95-s6", "model": "zai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Log360 (Zoho)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Small businesses must license the enterprise tier, which increases cost and complexity unnecessarily."}, {"id": "mai-20260917-0922-baseline|c95-s6|zai-small|Google Chronicle", "prompt": "c95-s6", "model": "zai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Google Chronicle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Complex deployment and high cost—generally beyond SMB budgets."}, {"id": "mai-20260917-0922-baseline|c95-s6|zai-small|Torq", "prompt": "c95-s6", "model": "zai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Torq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Without clear pricing, small businesses risk unexpected budget overruns."}, {"id": "mai-20260917-0922-baseline|c95-s6|zai-small|Swimlane", "prompt": "c95-s6", "model": "zai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Swimlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Cited as expensive and overly complicated; requires deep technical expertise and ongoing maintenance, making it less suitable for smaller operations."}, {"id": "mai-20260917-0922-baseline|c95-s6|zai-small|Rapid7 InsightConnect", "prompt": "c95-s6", "model": "zai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Rapid7 InsightConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Cloud‑native, easier to set up, and does not require a dedicated developer team."}, {"id": "mai-20260917-0922-baseline|c95-s6|zai-small|Tines", "prompt": "c95-s6", "model": "zai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Tines", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Offers a free Community Edition (1 builder, 3 flows) and tiered paid plans starting around $1,500–2,500/month"}, {"id": "mai-20260917-0922-baseline|c95-s6|zai-small|Microsoft Sentinel", "prompt": "c95-s6", "model": "zai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Provides SOAR‑style automation through built‑in playbooks... delivering enterprise‑grade response without a separate tool."}, {"id": "mai-20260917-0922-baseline|c95-s6|zai-small|LogRhythm Axon", "prompt": "c95-s6", "model": "zai-small", "cat": "soar-platforms", "variant": "negative", "raw": "LogRhythm Axon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Designed for SMBs with cloud‑native deployment and straightforward configuration."}, {"id": "mai-20260917-0922-baseline|c95-s6|zai-small|Shuffle", "prompt": "c95-s6", "model": "zai-small", "cat": "soar-platforms", "variant": "negative", "raw": "Shuffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Open‑source/self‑hosted options (e.g., Shuffle, community SOAR editions) – Can be cost‑effective for small businesses"}, {"id": "mai-20260917-0922-baseline|c96-l1|alibaba-small|CrowdStrike Falcon", "prompt": "c96-l1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike is widely considered the gold standard in the industry for standalone EDR solutions."}, {"id": "mai-20260917-0922-baseline|c96-l1|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c96-l1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Value King: Microsoft Defender for Endpoint ... this is often the default choice"}, {"id": "mai-20260917-0922-baseline|c96-l1|alibaba-small|SentinelOne", "prompt": "c96-l1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The AI/Ransomware Specialist: SentinelOne ... gained rapid adoption among large enterprises"}, {"id": "mai-20260917-0922-baseline|c96-l1|alibaba-small|Palo Alto Networks (Cortex XDR)", "prompt": "c96-l1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks (Cortex XDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The SOC Integrator: Palo Alto Networks (Cortex XDR) ... offers an \"XDR\" approach"}, {"id": "mai-20260917-0922-baseline|c96-l1|alibaba-small|Tanium", "prompt": "c96-l1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "look at **Tanium**. They are not just an EDR; they are a real-time endpoint management platform"}, {"id": "mai-20260917-0922-baseline|c96-l1|anthropic-small|Microsoft Defender for Endpoint", "prompt": "c96-l1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular enterprise options** typically include:\n- Microsoft Defender for Endpoint"}, {"id": "mai-20260917-0922-baseline|c96-l1|anthropic-small|CrowdStrike Falcon", "prompt": "c96-l1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- CrowdStrike Falcon"}, {"id": "mai-20260917-0922-baseline|c96-l1|anthropic-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Palo Alto Networks Cortex XDR"}, {"id": "mai-20260917-0922-baseline|c96-l1|anthropic-small|Sophos Intercept X", "prompt": "c96-l1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Sophos Intercept X"}, {"id": "mai-20260917-0922-baseline|c96-l1|anthropic-small|Trend Micro Vision One", "prompt": "c96-l1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- Trend Micro Vision One"}, {"id": "mai-20260917-0922-baseline|c96-l1|anthropic-small|SentinelOne", "prompt": "c96-l1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- SentinelOne"}, {"id": "mai-20260917-0922-baseline|c96-l1|challenger-small|CrowdStrike Falcon", "prompt": "c96-l1", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one answer without more context, **CrowdStrike Falcon** is the most common \"best overall\" enterprise recommendation"}, {"id": "mai-20260917-0922-baseline|c96-l1|challenger-small|Microsoft Defender for Endpoint", "prompt": "c96-l1", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the best value choice if your company is already standardized on **Microsoft 365 E5**"}, {"id": "mai-20260917-0922-baseline|c96-l1|challenger-small|SentinelOne Singularity", "prompt": "c96-l1", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is the best fit if you need the platform to act more autonomously"}, {"id": "mai-20260917-0922-baseline|c96-l1|deepseek-small|CrowdStrike Falcon", "prompt": "c96-l1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My overall recommendation for most enterprise B2B companies: CrowdStrike Falcon is the safest \"best-in-class\" choice"}, {"id": "mai-20260917-0922-baseline|c96-l1|deepseek-small|Microsoft Defender for Endpoint", "prompt": "c96-l1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "if you're already a Microsoft shop, Defender for Endpoint delivers ~90% of the capability at effectively zero incremental cost — making it the best value"}, {"id": "mai-20260917-0922-baseline|c96-l1|deepseek-small|SentinelOne Singularity", "prompt": "c96-l1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best autonomous response ... Small security team that wants automation/self-healing"}, {"id": "mai-20260917-0922-baseline|c96-l1|deepseek-small|Palo Alto Cortex XDR", "prompt": "c96-l1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for broader XDR (if you want to go beyond endpoints)"}, {"id": "mai-20260917-0922-baseline|c96-l1|deepseek-small|Trend Micro Vision One", "prompt": "c96-l1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others worth considering — Trend Micro Vision One"}, {"id": "mai-20260917-0922-baseline|c96-l1|deepseek-small|Sophos Intercept X", "prompt": "c96-l1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sophos Intercept X (great MSP/channel value)"}, {"id": "mai-20260917-0922-baseline|c96-l1|deepseek-small|Cynet", "prompt": "c96-l1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lean team wanting a full stack + managed SOC in one price | Cynet"}, {"id": "mai-20260917-0922-baseline|c96-l1|deepseek-small|Bitdefender", "prompt": "c96-l1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Bitdefender (strong mid-market value)"}, {"id": "mai-20260917-0922-baseline|c96-l1|google-small|CrowdStrike Falcon Insight", "prompt": "c96-l1", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Insight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Heterogeneous environments (Windows, macOS, Linux), developer-heavy B2B tech companies, and enterprises wanting a premier, best-of-breed solution."}, {"id": "mai-20260917-0922-baseline|c96-l1|google-small|Microsoft Defender for Endpoint (MDE)", "prompt": "c96-l1", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint (MDE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Standardized \"Microsoft shops\" looking for maximum return on investment (ROI)"}, {"id": "mai-20260917-0922-baseline|c96-l1|google-small|SentinelOne Singularity", "prompt": "c96-l1", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Enterprises with lean IT/security teams that require automated containment"}, {"id": "mai-20260917-0922-baseline|c96-l1|google-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l1", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: B2B companies that are already heavily invested in Palo Alto Networks' hardware"}, {"id": "mai-20260917-0922-baseline|c96-l1|meta-small|CrowdStrike Falcon Insight", "prompt": "c96-l1", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Insight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top EDR solutions in 2026 include CrowdStrike Falcon Insight, SentinelOne Singularity, Microsoft Defender EP P2, and Carbon Black Cloud"}, {"id": "mai-20260917-0922-baseline|c96-l1|meta-small|SentinelOne Singularity", "prompt": "c96-l1", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top EDR solutions in 2026 include CrowdStrike Falcon Insight, SentinelOne Singularity, Microsoft Defender EP P2, and Carbon Black Cloud"}, {"id": "mai-20260917-0922-baseline|c96-l1|meta-small|Microsoft Defender EP P2", "prompt": "c96-l1", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender EP P2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top EDR solutions in 2026 include CrowdStrike Falcon Insight, SentinelOne Singularity, Microsoft Defender EP P2, and Carbon Black Cloud"}, {"id": "mai-20260917-0922-baseline|c96-l1|meta-small|Carbon Black Cloud", "prompt": "c96-l1", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Carbon Black Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some of the top EDR solutions in 2026 include CrowdStrike Falcon Insight, SentinelOne Singularity, Microsoft Defender EP P2, and Carbon Black Cloud"}, {"id": "mai-20260917-0922-baseline|c96-l1|minimax-small|CrowdStrike Falcon Insight XDR", "prompt": "c96-l1", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall**: Widely regarded as the leading enterprise EDR solution"}, {"id": "mai-20260917-0922-baseline|c96-l1|minimax-small|Microsoft Defender for Endpoint P2", "prompt": "c96-l1", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint P2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**CrowdStrike Falcon Insight XDR** or **Microsoft Defender for Endpoint P2** would be the top recommendations"}, {"id": "mai-20260917-0922-baseline|c96-l1|minimax-small|Kaspersky Endpoint Detection and Response (EDR) Expert", "prompt": "c96-l1", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Kaspersky Endpoint Detection and Response (EDR) Expert", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Comprehensive visibility across all endpoints, advanced threat protection"}, {"id": "mai-20260917-0922-baseline|c96-l1|minimax-small|SentinelOne Singularity Endpoint", "prompt": "c96-l1", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent automation and self-healing capabilities"}, {"id": "mai-20260917-0922-baseline|c96-l1|mistral-small|CrowdStrike Falcon Insight XDR", "prompt": "c96-l1", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike Falcon Insight XDR is the top pick due to its superior threat intelligence, detection rates, and scalability."}, {"id": "mai-20260917-0922-baseline|c96-l1|mistral-small|SentinelOne Singularity", "prompt": "c96-l1", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong alternative, particularly for organizations wanting autonomous AI-driven EDR/XDR"}, {"id": "mai-20260917-0922-baseline|c96-l1|mistral-small|Palo Alto Cortex XDR", "prompt": "c96-l1", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprises already using Palo Alto Networks' ecosystem"}, {"id": "mai-20260917-0922-baseline|c96-l1|mistral-small|Microsoft Defender for Endpoint", "prompt": "c96-l1", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The best choice for Microsoft-centric businesses"}, {"id": "mai-20260917-0922-baseline|c96-l1|moonshot-small|CrowdStrike Falcon", "prompt": "c96-l1", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall detection & hunting:** CrowdStrike Falcon"}, {"id": "mai-20260917-0922-baseline|c96-l1|moonshot-small|SentinelOne Singularity", "prompt": "c96-l1", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best autonomous response for lean teams:** SentinelOne Singularity"}, {"id": "mai-20260917-0922-baseline|c96-l1|moonshot-small|Microsoft Defender for Endpoint P2", "prompt": "c96-l1", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint P2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Microsoft-heavy B2B enterprises:** Microsoft Defender for Endpoint"}, {"id": "mai-20260917-0922-baseline|c96-l1|moonshot-small|Palo Alto Cortex XDR", "prompt": "c96-l1", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for broad security platform consolidation:** Palo Alto Cortex XDR"}, {"id": "mai-20260917-0922-baseline|c96-l1|moonshot-small|Sophos", "prompt": "c96-l1", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CrowdStrike, Microsoft, Palo Alto Networks, and Sophos** were all named Leaders"}, {"id": "mai-20260917-0922-baseline|c96-l1|openai-small|CrowdStrike Falcon", "prompt": "c96-l1", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for pure EDR/XDR quality and mature security teams: CrowdStrike Falcon"}, {"id": "mai-20260917-0922-baseline|c96-l1|openai-small|Microsoft Defender for Endpoint", "prompt": "c96-l1", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "choose Microsoft Defender if you're Microsoft-native"}, {"id": "mai-20260917-0922-baseline|c96-l1|openai-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l1", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong alternative if you want a more platform-centric security stack"}, {"id": "mai-20260917-0922-baseline|c96-l1|openai-small|SentinelOne", "prompt": "c96-l1", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Also worth shortlisting: SentinelOne and Sophos"}, {"id": "mai-20260917-0922-baseline|c96-l1|openai-small|Sophos", "prompt": "c96-l1", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Also worth shortlisting: SentinelOne and Sophos"}, {"id": "mai-20260917-0922-baseline|c96-l1|xai-small|CrowdStrike Falcon", "prompt": "c96-l1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CrowdStrike Falcon** (Often ranked #1 for enterprises)"}, {"id": "mai-20260917-0922-baseline|c96-l1|xai-small|Microsoft Defender for Endpoint", "prompt": "c96-l1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best value/integration play)"}, {"id": "mai-20260917-0922-baseline|c96-l1|xai-small|SentinelOne Singularity", "prompt": "c96-l1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Autonomous operations leader)"}, {"id": "mai-20260917-0922-baseline|c96-l1|xai-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Native XDR fusion (endpoint + network/cloud); great for integrated stacks."}, {"id": "mai-20260917-0922-baseline|c96-l1|xai-small|Sophos Intercept X", "prompt": "c96-l1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Usable MDR, 15x Gartner Leader."}, {"id": "mai-20260917-0922-baseline|c96-l1|xai-small|Trend Micro Vision One", "prompt": "c96-l1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cost-efficient, legacy system support."}, {"id": "mai-20260917-0922-baseline|c96-l1|zai-small|CrowdStrike Falcon Enterprise", "prompt": "c96-l1", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall EDR platform for an enterprise B2B company:**  \n**CrowdStrike Falcon Enterprise"}, {"id": "mai-20260917-0922-baseline|c96-l1|zai-small|SentinelOne Singularity Endpoint", "prompt": "c96-l1", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for autonomous response and rollback:** SentinelOne Singularity Endpoint"}, {"id": "mai-20260917-0922-baseline|c96-l1|zai-small|Microsoft Defender for Endpoint", "prompt": "c96-l1", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft\\u2011centric organizations:** Microsoft Defender for Endpoint"}, {"id": "mai-20260917-0922-baseline|c96-l1|zai-small|Palo Alto Cortex XDR", "prompt": "c96-l1", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Palo Alto network stack** \\u2192 Cortex XDR for unified XDR coverage"}, {"id": "mai-20260917-0922-baseline|c96-l1|zai-small|Bitdefender GravityZone", "prompt": "c96-l1", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid\\u2011market and MSP\\u2011focused value"}, {"id": "mai-20260917-0922-baseline|c96-l1|zai-small|Acronis Cyber Protect Cloud", "prompt": "c96-l1", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "MSPs and organizations needing backup + recovery + EDR"}, {"id": "mai-20260917-0922-baseline|c96-l2|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c96-l2", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have Microsoft 365 E5: Stick with Microsoft Defender for Endpoint. It offers 95% of the functionality of paid tools at no extra cost"}, {"id": "mai-20260917-0922-baseline|c96-l2|alibaba-small|CrowdStrike Falcon", "prompt": "c96-l2", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are a multi-platform shop (many Macs/Unix servers): Move to CrowdStrike Falcon. It provides the most robust protection across diverse platforms"}, {"id": "mai-20260917-0922-baseline|c96-l2|alibaba-small|SentinelOne", "prompt": "c96-l2", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Lean Team/Automation\" Option: SentinelOne"}, {"id": "mai-20260917-0922-baseline|c96-l2|anthropic-small|CrowdStrike Falcon", "prompt": "c96-l2", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular enterprise options** typically include vendors like CrowdStrike Falcon"}, {"id": "mai-20260917-0922-baseline|c96-l2|anthropic-small|Microsoft Defender for Endpoint", "prompt": "c96-l2", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "typically include vendors like CrowdStrike Falcon, Microsoft Defender for Endpoint"}, {"id": "mai-20260917-0922-baseline|c96-l2|anthropic-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l2", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Palo Alto Networks Cortex XDR, SentinelOne, and Kaspersky, among others"}, {"id": "mai-20260917-0922-baseline|c96-l2|anthropic-small|SentinelOne", "prompt": "c96-l2", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Palo Alto Networks Cortex XDR, SentinelOne, and Kaspersky, among others"}, {"id": "mai-20260917-0922-baseline|c96-l2|anthropic-small|Kaspersky", "prompt": "c96-l2", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Kaspersky", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SentinelOne, and Kaspersky, among others"}, {"id": "mai-20260917-0922-baseline|c96-l2|challenger-small|CrowdStrike Falcon", "prompt": "c96-l2", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would generally recommend **CrowdStrike Falcon** as the default choice"}, {"id": "mai-20260917-0922-baseline|c96-l2|challenger-small|Microsoft Defender for Endpoint", "prompt": "c96-l2", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is often the more practical recommendation because it is already integrated into that ecosystem"}, {"id": "mai-20260917-0922-baseline|c96-l2|challenger-small|SentinelOne Singularity Endpoint", "prompt": "c96-l2", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is the strongest alternative, especially when overnight coverage or limited staffing is a concern"}, {"id": "mai-20260917-0922-baseline|c96-l2|deepseek-small|CrowdStrike Falcon", "prompt": "c96-l2", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike Falcon is the most commonly recommended choice"}, {"id": "mai-20260917-0922-baseline|c96-l2|deepseek-small|SentinelOne Singularity", "prompt": "c96-l2", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you'd rather automate response than staff around the clock, **SentinelOne** is excellent"}, {"id": "mai-20260917-0922-baseline|c96-l2|deepseek-small|Microsoft Defender for Endpoint", "prompt": "c96-l2", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if cost efficiency and Microsoft ecosystem integration matter most to you, **Microsoft Defender for Endpoint** (especially within E5) is the strongest value play"}, {"id": "mai-20260917-0922-baseline|c96-l2|google-small|Microsoft Defender for Endpoint (MDE)", "prompt": "c96-l2", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint (MDE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Defender for Endpoint is often the most logical and cost-effective choice"}, {"id": "mai-20260917-0922-baseline|c96-l2|google-small|CrowdStrike Falcon", "prompt": "c96-l2", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "CrowdStrike is widely considered the gold standard for independent, cloud-native EDR."}, {"id": "mai-20260917-0922-baseline|c96-l2|google-small|SentinelOne Singularity", "prompt": "c96-l2", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Organizations prioritizing high automation, local machine-learning detection, and \"one-click\" ransomware rollback."}, {"id": "mai-20260917-0922-baseline|c96-l2|google-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l2", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cortex XDR should be a top contender... much more complex to deploy and manage"}, {"id": "mai-20260917-0922-baseline|c96-l2|meta-small|CrowdStrike", "prompt": "c96-l2", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some top-rated EDR solutions include CrowdStrike, which is known for its detection precision"}, {"id": "mai-20260917-0922-baseline|c96-l2|minimax-small|CrowdStrike Falcon", "prompt": "c96-l2", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely recognized as a top choice for large enterprises"}, {"id": "mai-20260917-0922-baseline|c96-l2|minimax-small|Microsoft Defender for Endpoint", "prompt": "c96-l2", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good choice if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c96-l2|minimax-small|SentinelOne", "prompt": "c96-l2", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong autonomous response capabilities"}, {"id": "mai-20260917-0922-baseline|c96-l2|minimax-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l2", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for mature security teams"}, {"id": "mai-20260917-0922-baseline|c96-l2|mistral-small|CrowdStrike Falcon", "prompt": "c96-l2", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **CrowdStrike Falcon** as the top endpoint detection and response (EDR) tool"}, {"id": "mai-20260917-0922-baseline|c96-l2|mistral-small|SentinelOne Singularity Endpoint", "prompt": "c96-l2", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "another excellent alternative, especially if you prioritize autonomous remediation and rollback features"}, {"id": "mai-20260917-0922-baseline|c96-l2|moonshot-small|CrowdStrike Falcon", "prompt": "c96-l2", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **CrowdStrike Falcon**"}, {"id": "mai-20260917-0922-baseline|c96-l2|moonshot-small|SentinelOne Singularity", "prompt": "c96-l2", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **SentinelOne Singularity**"}, {"id": "mai-20260917-0922-baseline|c96-l2|moonshot-small|Microsoft Defender for Endpoint", "prompt": "c96-l2", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-Conscious Option: **Microsoft Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c96-l2|openai-small|Microsoft Defender for Endpoint", "prompt": "c96-l2", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Microsoft Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c96-l2|openai-small|CrowdStrike Falcon", "prompt": "c96-l2", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose CrowdStrike Falcon** if your priority is a cloud-native, widely recognized EDR leader"}, {"id": "mai-20260917-0922-baseline|c96-l2|openai-small|Palo Alto Cortex XDR", "prompt": "c96-l2", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Palo Alto Cortex XDR** if you're already invested in Palo Alto's ecosystem"}, {"id": "mai-20260917-0922-baseline|c96-l2|xai-small|Microsoft Defender for Endpoint", "prompt": "c96-l2", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Microsoft Defender for Endpoint (part of Microsoft Defender XDR) as the top starting point"}, {"id": "mai-20260917-0922-baseline|c96-l2|xai-small|CrowdStrike Falcon", "prompt": "c96-l2", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader in Gartner 2024 EPP (highest Ability to Execute)... but July 2024 global outage ... highlights single-vendor risk"}, {"id": "mai-20260917-0922-baseline|c96-l2|xai-small|SentinelOne Singularity", "prompt": "c96-l2", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for autonomous operations): Ties CrowdStrike in many rankings"}, {"id": "mai-20260917-0922-baseline|c96-l2|xai-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l2", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Both Gartner Leaders 2024. Cortex for XDR expansion"}, {"id": "mai-20260917-0922-baseline|c96-l2|xai-small|Sophos Intercept X", "prompt": "c96-l2", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sophos for top MITRE 2024 (100% technique-level detections) and MDR"}, {"id": "mai-20260917-0922-baseline|c96-l2|zai-small|CrowdStrike Falcon", "prompt": "c96-l2", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike Falcon (Best Overall Performance & Scalability)... is widely considered the industry leader."}, {"id": "mai-20260917-0922-baseline|c96-l2|zai-small|SentinelOne Singularity XDR", "prompt": "c96-l2", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SentinelOne is a strong contender. It is particularly known for its \"Autonomous AI\" capabilities."}, {"id": "mai-20260917-0922-baseline|c96-l2|zai-small|Microsoft Defender for Endpoint", "prompt": "c96-l2", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often the most cost-effective and practical choice"}, {"id": "mai-20260917-0922-baseline|c96-l3|alibaba-small|CrowdStrike Falcon", "prompt": "c96-l3", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader (Ranked #1 in Completeness of Vision & Ability to Execute)"}, {"id": "mai-20260917-0922-baseline|c96-l3|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c96-l3", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Position: Leader (5th Consecutive Year)"}, {"id": "mai-20260917-0922-baseline|c96-l3|alibaba-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l3", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Palo Alto combines endpoint security with their core network firewall capabilities."}, {"id": "mai-20260917-0922-baseline|c96-l3|alibaba-small|Sophos Intercept X / Sophos Central", "prompt": "c96-l3", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X / Sophos Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often a best choice for mid-market to large enterprises that need external expertise handling their alerts"}, {"id": "mai-20260917-0922-baseline|c96-l3|alibaba-small|Trend Micro Vision One", "prompt": "c96-l3", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trend Micro excels in highly heterogeneous environments"}, {"id": "mai-20260917-0922-baseline|c96-l3|anthropic-small|CrowdStrike Falcon", "prompt": "c96-l3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A cloud-native EDR platform known for its lightweight agent and advanced threat detection capabilities."}, {"id": "mai-20260917-0922-baseline|c96-l3|anthropic-small|Microsoft Defender for Endpoint", "prompt": "c96-l3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Integrated with the Microsoft ecosystem, offering EDR capabilities for Windows, Mac, Linux, and mobile devices."}, {"id": "mai-20260917-0922-baseline|c96-l3|anthropic-small|Tanium Threat Response", "prompt": "c96-l3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Tanium Threat Response", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focuses on rapid response and visibility across large-scale endpoint environments."}, {"id": "mai-20260917-0922-baseline|c96-l3|anthropic-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "An extended detection and response platform that goes beyond just endpoints"}, {"id": "mai-20260917-0922-baseline|c96-l3|anthropic-small|Sentinelone Singularity", "prompt": "c96-l3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sentinelone Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Known for behavioral AI and autonomous response capabilities."}, {"id": "mai-20260917-0922-baseline|c96-l3|anthropic-small|Elastic Security", "prompt": "c96-l3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source based solution offering EDR functionality with flexibility."}, {"id": "mai-20260917-0922-baseline|c96-l3|anthropic-small|Trend Micro Vision One", "prompt": "c96-l3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Provides cross-layer detection with XDR capabilities."}, {"id": "mai-20260917-0922-baseline|c96-l3|challenger-small|CrowdStrike Falcon", "prompt": "c96-l3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "often described as the best option for large enterprises with a mature SOC because of its threat-hunting depth and telemetry ecosystem"}, {"id": "mai-20260917-0922-baseline|c96-l3|challenger-small|Microsoft Defender for Endpoint", "prompt": "c96-l3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "usually the strongest value choice for organizations already paying for Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c96-l3|challenger-small|SentinelOne Singularity Endpoint/XDR", "prompt": "c96-l3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity Endpoint/XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "stands out when you want the most automated response, especially one-click rollback"}, {"id": "mai-20260917-0922-baseline|c96-l3|challenger-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More valuable in Palo Alto-centric environments and can be more complex/costly"}, {"id": "mai-20260917-0922-baseline|c96-l3|challenger-small|Sophos Endpoint", "prompt": "c96-l3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sophos for reputation among buyers and simpler operations"}, {"id": "mai-20260917-0922-baseline|c96-l3|challenger-small|Trend Micro Vision One", "prompt": "c96-l3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Trend Micro for broad coverage"}, {"id": "mai-20260917-0922-baseline|c96-l3|challenger-small|Bitdefender GravityZone", "prompt": "c96-l3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bitdefender for value"}, {"id": "mai-20260917-0922-baseline|c96-l3|challenger-small|FortiEDR", "prompt": "c96-l3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "FortiEDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "FortiEDR for Fortinet integrations"}, {"id": "mai-20260917-0922-baseline|c96-l3|challenger-small|Huntress Managed EDR", "prompt": "c96-l3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Huntress for fully managed coverage"}, {"id": "mai-20260917-0922-baseline|c96-l3|deepseek-small|CrowdStrike Falcon (Insight/Complete)", "prompt": "c96-l3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon (Insight/Complete)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mature SOC with budget** → CrowdStrike Falcon (deepest telemetry and intel)."}, {"id": "mai-20260917-0922-baseline|c96-l3|deepseek-small|SentinelOne Singularity", "prompt": "c96-l3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Small team needing automation** → SentinelOne (strongest autonomous response/rollback)."}, {"id": "mai-20260917-0922-baseline|c96-l3|deepseek-small|Microsoft Defender for Endpoint (P2)", "prompt": "c96-l3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint (P2)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already on Microsoft 365 E5** → Microsoft Defender for Endpoint (near-zero cost, competitive)."}, {"id": "mai-20260917-0922-baseline|c96-l3|deepseek-small|Palo Alto Cortex XDR", "prompt": "c96-l3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need endpoint + network + cloud in one** → Palo Alto Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c96-l3|deepseek-small|Trend Micro Vision One", "prompt": "c96-l3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Server/cloud-heavy workloads** → Trend Micro Vision One."}, {"id": "mai-20260917-0922-baseline|c96-l3|deepseek-small|Cynet", "prompt": "c96-l3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**No security specialists on staff** → Sophos (usable) or a managed option like Cynet."}, {"id": "mai-20260917-0922-baseline|c96-l3|deepseek-small|Sophos Endpoint (Intercept X)", "prompt": "c96-l3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Endpoint (Intercept X)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Highest usability, easy managed-MDR escalation"}, {"id": "mai-20260917-0922-baseline|c96-l3|deepseek-small|Bitdefender GravityZone", "prompt": "c96-l3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-market pricing + protection | Strong endpoints at attractive price"}, {"id": "mai-20260917-0922-baseline|c96-l3|deepseek-small|Huntress", "prompt": "c96-l3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Fully-managed coverage for SMB/mid-market | 24/7 SOC monitoring at low per-identity price"}, {"id": "mai-20260917-0922-baseline|c96-l3|google-small|CrowdStrike Falcon", "prompt": "c96-l3", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose CrowdStrike Falcon if: You have a diverse, heterogeneous environment ... prioritize high-end threat hunting"}, {"id": "mai-20260917-0922-baseline|c96-l3|google-small|SentinelOne Singularity", "prompt": "c96-l3", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose SentinelOne Singularity if: You have a smaller, leaner security team or operate critical infrastructure"}, {"id": "mai-20260917-0922-baseline|c96-l3|google-small|Microsoft Defender for Endpoint", "prompt": "c96-l3", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Microsoft Defender if: Your organization is standardized on the Microsoft 365 ecosystem"}, {"id": "mai-20260917-0922-baseline|c96-l3|google-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l3", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Palo Alto Cortex XDR if: Your security architecture already revolves around Palo Alto Next-Gen Firewalls"}, {"id": "mai-20260917-0922-baseline|c96-l3|meta-small|CrowdStrike Falcon", "prompt": "c96-l3", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top EDR platforms include CrowdStrike Falcon, Microsoft Defender for Endpoint, SentinelOne Singularity, Sophos Intercept X, and Palo Alto Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c96-l3|meta-small|Microsoft Defender for Endpoint", "prompt": "c96-l3", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top EDR platforms include CrowdStrike Falcon, Microsoft Defender for Endpoint, SentinelOne Singularity, Sophos Intercept X, and Palo Alto Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c96-l3|meta-small|SentinelOne Singularity", "prompt": "c96-l3", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top EDR platforms include CrowdStrike Falcon, Microsoft Defender for Endpoint, SentinelOne Singularity, Sophos Intercept X, and Palo Alto Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c96-l3|meta-small|Sophos Intercept X", "prompt": "c96-l3", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top EDR platforms include CrowdStrike Falcon, Microsoft Defender for Endpoint, SentinelOne Singularity, Sophos Intercept X, and Palo Alto Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c96-l3|meta-small|Palo Alto Cortex XDR", "prompt": "c96-l3", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top EDR platforms include CrowdStrike Falcon, Microsoft Defender for Endpoint, SentinelOne Singularity, Sophos Intercept X, and Palo Alto Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c96-l3|minimax-small|CrowdStrike Falcon", "prompt": "c96-l3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Positioned as a Leader in Gartner's Magic Quadrant ... Known for deepest detection engineering and threat intelligence."}, {"id": "mai-20260917-0922-baseline|c96-l3|minimax-small|Microsoft Defender for Endpoint", "prompt": "c96-l3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong leader, especially cost-effective if you already have Microsoft 365 E5 licenses"}, {"id": "mai-20260917-0922-baseline|c96-l3|minimax-small|SentinelOne Singularity", "prompt": "c96-l3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for strongest autonomous response and rollback capabilities, plus faster deployment."}, {"id": "mai-20260917-0922-baseline|c96-l3|minimax-small|Palo Alto Cortex XDR", "prompt": "c96-l3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for native data fusion across endpoint, network, and cloud."}, {"id": "mai-20260917-0922-baseline|c96-l3|minimax-small|Trend Micro Vision One", "prompt": "c96-l3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong workload and hybrid coverage, particularly good for server and cloud-heavy environments."}, {"id": "mai-20260917-0922-baseline|c96-l3|minimax-small|VMware Carbon Black", "prompt": "c96-l3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "VMware Carbon Black", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deep Linux telemetry for hybrid estates"}, {"id": "mai-20260917-0922-baseline|c96-l3|minimax-small|Sophos", "prompt": "c96-l3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Generalist IT, no security specialists → Sophos (best usability)"}, {"id": "mai-20260917-0922-baseline|c96-l3|mistral-small|CrowdStrike Falcon", "prompt": "c96-l3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike is often cited as the best overall EDR for businesses"}, {"id": "mai-20260917-0922-baseline|c96-l3|mistral-small|SentinelOne Singularity", "prompt": "c96-l3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "making it a top choice for SMB to enterprise environments"}, {"id": "mai-20260917-0922-baseline|c96-l3|mistral-small|Microsoft Defender for Endpoint", "prompt": "c96-l3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong contender, especially for organizations already invested in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c96-l3|mistral-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for organizations seeking extensive security coverage"}, {"id": "mai-20260917-0922-baseline|c96-l3|mistral-small|Trend Micro Vision One", "prompt": "c96-l3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Recognized for its broad endpoint protection"}, {"id": "mai-20260917-0922-baseline|c96-l3|mistral-small|Bitdefender GravityZone", "prompt": "c96-l3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Often highlighted for mid-market pricing and solid performance"}, {"id": "mai-20260917-0922-baseline|c96-l3|mistral-small|Fortinet FortiEDR", "prompt": "c96-l3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Fortinet FortiEDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Known for its on-premises options and strong threat detection"}, {"id": "mai-20260917-0922-baseline|c96-l3|mistral-small|IBM QRadar EDR", "prompt": "c96-l3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "IBM QRadar EDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Suitable for enterprises already using IBM's security stack"}, {"id": "mai-20260917-0922-baseline|c96-l3|moonshot-small|CrowdStrike Falcon", "prompt": "c96-l3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the shortlist narrows to **CrowdStrike, SentinelOne, and Microsoft Defender**"}, {"id": "mai-20260917-0922-baseline|c96-l3|moonshot-small|SentinelOne Singularity", "prompt": "c96-l3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the shortlist narrows to **CrowdStrike, SentinelOne, and Microsoft Defender**"}, {"id": "mai-20260917-0922-baseline|c96-l3|moonshot-small|Microsoft Defender for Endpoint (MDE)", "prompt": "c96-l3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint (MDE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the shortlist narrows to **CrowdStrike, SentinelOne, and Microsoft Defender**"}, {"id": "mai-20260917-0922-baseline|c96-l3|moonshot-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Palo Alto Cortex XDR** added if you are already invested in their network security stack"}, {"id": "mai-20260917-0922-baseline|c96-l3|moonshot-small|Sophos Intercept X / Endpoint XDR", "prompt": "c96-l3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X / Endpoint XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Mid-market, generalist IT teams, and easy MDR adoption"}, {"id": "mai-20260917-0922-baseline|c96-l3|moonshot-small|Trend Micro Vision One", "prompt": "c96-l3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for:** Hybrid cloud and server-heavy environments"}, {"id": "mai-20260917-0922-baseline|c96-l3|openai-small|Microsoft Defender for Endpoint", "prompt": "c96-l3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft-heavy shop** → **Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c96-l3|openai-small|CrowdStrike Falcon Insight / Falcon platform", "prompt": "c96-l3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Insight / Falcon platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best-of-breed / strong SOC focus** → **CrowdStrike**"}, {"id": "mai-20260917-0922-baseline|c96-l3|openai-small|SentinelOne Singularity Platform", "prompt": "c96-l3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Automation-first endpoint response** → **SentinelOne**"}, {"id": "mai-20260917-0922-baseline|c96-l3|openai-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Broader XDR / network-security ecosystem** → **Cortex XDR**"}, {"id": "mai-20260917-0922-baseline|c96-l3|openai-small|Sophos Intercept X / Sophos EDR", "prompt": "c96-l3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X / Sophos EDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "usually not the first choice for the most demanding global enterprise SOCs"}, {"id": "mai-20260917-0922-baseline|c96-l3|openai-small|Trellix EDR", "prompt": "c96-l3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trellix EDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "less momentum than the top “cloud-native” leaders"}, {"id": "mai-20260917-0922-baseline|c96-l3|openai-small|Broadcom Symantec Endpoint Security Complete", "prompt": "c96-l3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Broadcom Symantec Endpoint Security Complete", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "often chosen for continuity rather than new greenfield deployments"}, {"id": "mai-20260917-0922-baseline|c96-l3|xai-small|CrowdStrike Falcon Insight XDR", "prompt": "c96-l3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deepest threat intelligence/hunting; ... High MITRE detection (98%+). ... Leader (Gartner/Forrester); top detection."}, {"id": "mai-20260917-0922-baseline|c96-l3|xai-small|Microsoft Defender for Endpoint (Plan 2)", "prompt": "c96-l3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint (Plan 2)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader (Gartner/Forrester); highest market presence."}, {"id": "mai-20260917-0922-baseline|c96-l3|xai-small|SentinelOne Singularity Complete", "prompt": "c96-l3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader (Gartner); Strong Performer/Leader in Forrester; best autonomy."}, {"id": "mai-20260917-0922-baseline|c96-l3|xai-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native XDR (fuses endpoint + network/cloud data); AI-driven analytics"}, {"id": "mai-20260917-0922-baseline|c96-l3|xai-small|Sophos Intercept X with XDR", "prompt": "c96-l3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X with XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent usability/MDR escalation; adaptive attack protection"}, {"id": "mai-20260917-0922-baseline|c96-l3|xai-small|Trend Micro Vision One", "prompt": "c96-l3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "strong contenders for specific enterprise needs but less universally top-ranked for large-scale deployments"}, {"id": "mai-20260917-0922-baseline|c96-l3|xai-small|Bitdefender GravityZone", "prompt": "c96-l3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "strong contenders for specific enterprise needs but less universally top-ranked"}, {"id": "mai-20260917-0922-baseline|c96-l3|xai-small|Fortinet FortiEDR", "prompt": "c96-l3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Fortinet FortiEDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "strong contenders for specific enterprise needs but less universally top-ranked"}, {"id": "mai-20260917-0922-baseline|c96-l3|zai-small|CrowdStrike Falcon", "prompt": "c96-l3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For maximum AI-driven detection and cloud-native architecture: CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c96-l3|zai-small|Microsoft Defender for Endpoint", "prompt": "c96-l3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For Microsoft-centric organizations: Microsoft Defender for Endpoint"}, {"id": "mai-20260917-0922-baseline|c96-l3|zai-small|SentinelOne", "prompt": "c96-l3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For autonomous self-healing endpoints: SentinelOne"}, {"id": "mai-20260917-0922-baseline|c96-l3|zai-small|Darktrace", "prompt": "c96-l3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Darktrace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For hybrid/cloud environments: Darktrace"}, {"id": "mai-20260917-0922-baseline|c96-l3|zai-small|Elastic Security", "prompt": "c96-l3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For open-source flexibility: Elastic Security"}, {"id": "mai-20260917-0922-baseline|c96-l3|zai-small|Carbon Black (VMware Carbon Black)", "prompt": "c96-l3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Carbon Black (VMware Carbon Black)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Enterprises with large on-premise VMware environments."}, {"id": "mai-20260917-0922-baseline|c96-l3|zai-small|Trellix (formerly McAfee EDR)", "prompt": "c96-l3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trellix (formerly McAfee EDR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: Organizations needing comprehensive threat management."}, {"id": "mai-20260917-0922-baseline|c96-l3|zai-small|Sophos Intercept X", "prompt": "c96-l3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best For: Mid-sized businesses seeking ease of deployment and management."}, {"id": "mai-20260917-0922-baseline|c96-l4|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c96-l4", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation: Microsoft Defender for Endpoint ... overwhelmingly the best choice for cost predictability."}, {"id": "mai-20260917-0922-baseline|c96-l4|alibaba-small|SentinelOne", "prompt": "c96-l4", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Non-Microsoft Option: SentinelOne ... is the strongest contender for budgeters."}, {"id": "mai-20260917-0922-baseline|c96-l4|alibaba-small|CrowdStrike Falcon", "prompt": "c96-l4", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it can be the **least predictable** in terms of Total Cost of Ownership (TCO) for finance teams unless heavily negotiated"}, {"id": "mai-20260917-0922-baseline|c96-l4|anthropic-small|SentinelOne Singularity", "prompt": "c96-l4", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **SentinelOne Singularity**"}, {"id": "mai-20260917-0922-baseline|c96-l4|anthropic-small|Microsoft Defender for Endpoint", "prompt": "c96-l4", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for organizations already on Microsoft 365 E5 (zero extra license cost)"}, {"id": "mai-20260917-0922-baseline|c96-l4|anthropic-small|CrowdStrike Falcon", "prompt": "c96-l4", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CrowdStrike Falcon** (for complex environments)"}, {"id": "mai-20260917-0922-baseline|c96-l4|challenger-small|Microsoft Defender for Endpoint", "prompt": "c96-l4", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Endpoint** is usually the best fit *if the company already owns Microsoft 365 E5*"}, {"id": "mai-20260917-0922-baseline|c96-l4|challenger-small|SentinelOne Singularity", "prompt": "c96-l4", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best predictable license model without E5 dependency:** **SentinelOne Singularity**"}, {"id": "mai-20260917-0922-baseline|c96-l4|challenger-small|CrowdStrike Falcon", "prompt": "c96-l4", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Best detection/prestige, but usually not best for cost predictability:** **CrowdStrike Falcon**"}, {"id": "mai-20260917-0922-baseline|c96-l4|deepseek-small|Microsoft Defender for Endpoint (Plan 2)", "prompt": "c96-l4", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint (Plan 2)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best EDR for a large enterprise seeking predictable total cost across thousands of users is Microsoft Defender for Endpoint (Plan 2)"}, {"id": "mai-20260917-0922-baseline|c96-l4|deepseek-small|CrowdStrike", "prompt": "c96-l4", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need premium threat hunting + guaranteed predictable multi-year spend independent of Microsoft: CrowdStrike Falcon"}, {"id": "mai-20260917-0922-baseline|c96-l4|deepseek-small|SentinelOne", "prompt": "c96-l4", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "lock in a 3-year negotiated deal with SentinelOne, which delivers the best feature-to-price balance"}, {"id": "mai-20260917-0922-baseline|c96-l4|google-small|Microsoft Defender for Endpoint", "prompt": "c96-l4", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The two best EDR platforms that offer the highest predictability at enterprise scale ... are **Microsoft Defender for Endpoint** and **SentinelOne Singularity**."}, {"id": "mai-20260917-0922-baseline|c96-l4|google-small|SentinelOne Singularity", "prompt": "c96-l4", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The two best EDR platforms that offer the highest predictability at enterprise scale, depending on your existing infrastructure, are **Microsoft Defender for Endpoint** and **SentinelOne Singularity**."}, {"id": "mai-20260917-0922-baseline|c96-l4|google-small|CrowdStrike Falcon", "prompt": "c96-l4", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it can be more challenging for organizations demanding strict budget predictability ... This \"module creep\" can cause the cost per endpoint to grow"}, {"id": "mai-20260917-0922-baseline|c96-l4|meta-small|Microsoft Defender for Endpoint", "prompt": "c96-l4", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best EDR platform for a large company that needs predictable total cost across thousands of users is Microsoft Defender for Endpoint"}, {"id": "mai-20260917-0922-baseline|c96-l4|minimax-small|Microsoft Defender for Endpoint", "prompt": "c96-l4", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Endpoint** (usually as part of Microsoft 365 E5 or the Defender Suite add-on) is the most cost-transparent option"}, {"id": "mai-20260917-0922-baseline|c96-l4|minimax-small|CrowdStrike Falcon Flex", "prompt": "c96-l4", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "can also give you a single, all-inclusive price per endpoint – but you'll pay a premium."}, {"id": "mai-20260917-0922-baseline|c96-l4|minimax-small|SentinelOne Singularity", "prompt": "c96-l4", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**$10-$14 /endpoint /month** (list)"}, {"id": "mai-20260917-0922-baseline|c96-l4|minimax-small|Sophos Intercept X Advanced", "prompt": "c96-l4", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Sophos Intercept X Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**$6-$8 /endpoint /month** (list)"}, {"id": "mai-20260917-0922-baseline|c96-l4|minimax-small|Trellix (formerly McAfee) Enterprise", "prompt": "c96-l4", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Trellix (formerly McAfee) Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**$8-$12 /endpoint /month** (list)"}, {"id": "mai-20260917-0922-baseline|c96-l4|mistral-small|Microsoft Defender for Endpoint Plan 2 (P2)", "prompt": "c96-l4", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint Plan 2 (P2)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is often the best choice for predictable cost and value"}, {"id": "mai-20260917-0922-baseline|c96-l4|mistral-small|CrowdStrike Falcon Insight XDR", "prompt": "c96-l4", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for advanced threat detection and response, but at a higher per-endpoint cost."}, {"id": "mai-20260917-0922-baseline|c96-l4|mistral-small|SentinelOne Singularity", "prompt": "c96-l4", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong autonomous response capabilities, but also at a higher per-endpoint cost."}, {"id": "mai-20260917-0922-baseline|c96-l4|moonshot-small|Microsoft Defender for Endpoint P2", "prompt": "c96-l4", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint P2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Endpoint P2 stands out as the clear winner"}, {"id": "mai-20260917-0922-baseline|c96-l4|moonshot-small|CrowdStrike Falcon Enterprise", "prompt": "c96-l4", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best-in-class threat intelligence | ~$185/endpoint/year; significant volume discounts available"}, {"id": "mai-20260917-0922-baseline|c96-l4|moonshot-small|SentinelOne Singularity Complete", "prompt": "c96-l4", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Heavy automation, autonomous response | ~$72-180/endpoint/year; per-endpoint model"}, {"id": "mai-20260917-0922-baseline|c96-l4|moonshot-small|Trend Micro Vision One", "prompt": "c96-l4", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-conscious alternative to leaders | ~$48/endpoint/year median; lower cost but fewer advanced features"}, {"id": "mai-20260917-0922-baseline|c96-l4|openai-small|Microsoft Defender for Endpoint", "prompt": "c96-l4", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for predictable total cost:** **Microsoft Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c96-l4|openai-small|SentinelOne Singularity Enterprise", "prompt": "c96-l4", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong alternative is **SentinelOne Singularity Enterprise**"}, {"id": "mai-20260917-0922-baseline|c96-l4|xai-small|Microsoft Defender for Endpoint (Plan 2)", "prompt": "c96-l4", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint (Plan 2)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Endpoint (Plan 2) stands out as the best EDR platform for a large company prioritizing predictable total costs"}, {"id": "mai-20260917-0922-baseline|c96-l4|xai-small|CrowdStrike Falcon Enterprise", "prompt": "c96-l4", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top detection but variable TCO from modules/upgrades."}, {"id": "mai-20260917-0922-baseline|c96-l4|xai-small|SentinelOne Singularity", "prompt": "c96-l4", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong autonomy; discounts 25-45% but negotiation-heavy."}, {"id": "mai-20260917-0922-baseline|c96-l4|xai-small|Palo Alto Cortex XDR", "prompt": "c96-l4", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lower (bundled with ecosystem) | $1M+ | Good for Palo stacks; less transparent."}, {"id": "mai-20260917-0922-baseline|c96-l4|zai-small|CrowdStrike Falcon", "prompt": "c96-l4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for predictable, per‑endpoint pricing at scale:** **CrowdStrike Falcon**."}, {"id": "mai-20260917-0922-baseline|c96-l4|zai-small|SentinelOne Singularity", "prompt": "c96-l4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for autonomous AI‑driven response and deep telemetry:** **SentinelOne Singularity**."}, {"id": "mai-20260917-0922-baseline|c96-l4|zai-small|Microsoft Defender for Endpoint (Plan 2)", "prompt": "c96-l4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint (Plan 2)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for tight budgets if already on M365 E5:** **Microsoft Defender for Endpoint (Plan 2)**."}, {"id": "mai-20260917-0922-baseline|c96-l4|zai-small|Palo Alto Cortex XDR", "prompt": "c96-l4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Requires custom quotes—predictability depends on negotiation and contract length."}, {"id": "mai-20260917-0922-baseline|c96-l4|zai-small|Trend Micro Vision One", "prompt": "c96-l4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more niche for general corporate fleets"}, {"id": "mai-20260917-0922-baseline|c96-l4|zai-small|Huntress", "prompt": "c96-l4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**MDR services** (e.g., Huntress, Arctic Wolf, CrowdStrike Falcon Complete, SentinelOne Vigilance)"}, {"id": "mai-20260917-0922-baseline|c96-l4|zai-small|Arctic Wolf", "prompt": "c96-l4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**MDR services** (e.g., Huntress, Arctic Wolf, CrowdStrike Falcon Complete, SentinelOne Vigilance)"}, {"id": "mai-20260917-0922-baseline|c96-l5|alibaba-small|CrowdStrike Falcon", "prompt": "c96-l5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader, extremely low footprint, great UI, strong MDR offering. Expensive but highly regarded."}, {"id": "mai-20260917-0922-baseline|c96-l5|alibaba-small|Microsoft Defender XDR", "prompt": "c96-l5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is heavily invested in Microsoft 365, this is often the easiest \"buy.\""}, {"id": "mai-20260917-0922-baseline|c96-l5|alibaba-small|SentinelOne Singularity", "prompt": "c96-l5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for high AI-driven prevention and \"Time Travel\" forensics. Very strong in autonomous remediation."}, {"id": "mai-20260917-0922-baseline|c96-l5|alibaba-small|Tenable One / Torii", "prompt": "c96-l5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Tenable One / Torii", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong if you prioritize vulnerability management alongside endpoint visibility."}, {"id": "mai-20260917-0922-baseline|c96-l5|alibaba-small|Elastic Security", "prompt": "c96-l5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Elastic Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "very customizable, but requires more engineering effort to tune than CrowdStrike or SentinelOne"}, {"id": "mai-20260917-0922-baseline|c96-l5|deepseek-small|SentinelOne", "prompt": "c96-l5", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "attack-chain correlation (e.g., SentinelOne's Storyline, CrowdStrike's Falcon)"}, {"id": "mai-20260917-0922-baseline|c96-l5|deepseek-small|CrowdStrike", "prompt": "c96-l5", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "attack-chain correlation (e.g., SentinelOne's Storyline, CrowdStrike's Falcon)"}, {"id": "mai-20260917-0922-baseline|c96-l5|google-small|CrowdStrike Falcon", "prompt": "c96-l5", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike Falcon: The gold standard for enterprise scalability, excellent macOS/Linux support, and light agent footprint."}, {"id": "mai-20260917-0922-baseline|c96-l5|google-small|SentinelOne Singularity", "prompt": "c96-l5", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong automated remediation (rollback capabilities for ransomware), offline detection capabilities, very good API integration, and robust MDR (Vigilance)."}, {"id": "mai-20260917-0922-baseline|c96-l5|google-small|Microsoft Defender for Endpoint (MDE)", "prompt": "c96-l5", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender for Endpoint (MDE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Note: Management of macOS/Linux can be more complex compared to CrowdStrike or SentinelOne."}, {"id": "mai-20260917-0922-baseline|c96-l5|mistral-small|CrowdStrike Falcon", "prompt": "c96-l5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Leaders:** CrowdStrike Falcon, SentinelOne Singularity, Microsoft Defender for Endpoint, Trend Micro XDR, VMware Carbon Black"}, {"id": "mai-20260917-0922-baseline|c96-l5|mistral-small|SentinelOne Singularity", "prompt": "c96-l5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Leaders:** CrowdStrike Falcon, SentinelOne Singularity, Microsoft Defender for Endpoint"}, {"id": "mai-20260917-0922-baseline|c96-l5|mistral-small|Microsoft Defender for Endpoint", "prompt": "c96-l5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Leaders:** ... Microsoft Defender for Endpoint, Trend Micro XDR, VMware Carbon Black"}, {"id": "mai-20260917-0922-baseline|c96-l5|mistral-small|Trend Micro XDR", "prompt": "c96-l5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Trend Micro XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Leaders:** ... Trend Micro XDR, VMware Carbon Black"}, {"id": "mai-20260917-0922-baseline|c96-l5|mistral-small|VMware Carbon Black", "prompt": "c96-l5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "VMware Carbon Black", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Leaders:** ... VMware Carbon Black"}, {"id": "mai-20260917-0922-baseline|c96-l5|mistral-small|Elastic Security", "prompt": "c96-l5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Niche/Compliance-Focused:** Elastic Security, Cynet, Cybereason"}, {"id": "mai-20260917-0922-baseline|c96-l5|mistral-small|Cynet", "prompt": "c96-l5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Cynet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Niche/Compliance-Focused:** Elastic Security, Cynet, Cybereason"}, {"id": "mai-20260917-0922-baseline|c96-l5|mistral-small|Cybereason", "prompt": "c96-l5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Cybereason", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Niche/Compliance-Focused:** Elastic Security, Cynet, Cybereason"}, {"id": "mai-20260917-0922-baseline|c96-l5|moonshot-small|CrowdStrike Falcon", "prompt": "c96-l5", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mature security teams, deep threat hunting | Premium pricing; best-in-class detection; Falcon OverWatch managed hunting"}, {"id": "mai-20260917-0922-baseline|c96-l5|moonshot-small|SentinelOne Singularity", "prompt": "c96-l5", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Autonomous response, lean security teams | Strong AI-native prevention"}, {"id": "mai-20260917-0922-baseline|c96-l5|moonshot-small|Microsoft Defender for Endpoint", "prompt": "c96-l5", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Included in E5; tight Entra ID integration; cost-effective"}, {"id": "mai-20260917-0922-baseline|c96-l5|moonshot-small|Palo Alto Cortex XDR", "prompt": "c96-l5", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Existing Palo Alto firewall customers | Native network-to-endpoint correlation"}, {"id": "mai-20260917-0922-baseline|c96-l5|xai-small|CrowdStrike", "prompt": "c96-l5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CrowdStrike Falcon**: Elite detection, low performance hit, strong SSO/SOC 2. ... (CrowdStrike often leads)"}, {"id": "mai-20260917-0922-baseline|c96-l5|xai-small|Microsoft Defender for Endpoint", "prompt": "c96-l5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Defender for Endpoint**: Best if Microsoft 365 E5; native SSO, massive telemetry."}, {"id": "mai-20260917-0922-baseline|c96-l5|xai-small|SentinelOne", "prompt": "c96-l5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SentinelOne**: AI-driven autonomy, excellent automation."}, {"id": "mai-20260917-0922-baseline|c96-l5|xai-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prioritize vendors named as Leaders in Gartner's Magic Quadrant ... Palo Alto Networks Cortex XDR"}, {"id": "mai-20260917-0922-baseline|c96-l5|xai-small|Trend Micro", "prompt": "c96-l5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Issue to 8-10 vendors (CrowdStrike Falcon, SentinelOne, Microsoft Defender, Trend Micro, ESET, etc.)"}, {"id": "mai-20260917-0922-baseline|c96-l5|xai-small|ESET", "prompt": "c96-l5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Issue to 8-10 vendors (CrowdStrike Falcon, SentinelOne, Microsoft Defender, Trend Micro, ESET, etc.)"}, {"id": "mai-20260917-0922-baseline|c96-l6|alibaba-small|McAfee (Business Segment)", "prompt": "c96-l6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "McAfee (Business Segment)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Migrating away from McAfee is difficult and expensive; moving to it is highly discouraged."}, {"id": "mai-20260917-0922-baseline|c96-l6|alibaba-small|F-Secure", "prompt": "c96-l6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "F-Secure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "many of their entry-level solutions lack the granular control required for complex Active Directory structures found in large organizations"}, {"id": "mai-20260917-0922-baseline|c96-l6|alibaba-small|Symantec Endpoint Protection (Classic/SEP)", "prompt": "c96-l6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Symantec Endpoint Protection (Classic/SEP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SEP is often criticized by enterprise admins for being resource-heavy (\"bloated\")"}, {"id": "mai-20260917-0922-baseline|c96-l6|alibaba-small|Trend Micro (Legacy On-Premise)", "prompt": "c96-l6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Trend Micro (Legacy On-Premise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their standalone endpoint products have historically struggled to compete with Cloud-Native EDRs"}, {"id": "mai-20260917-0922-baseline|c96-l6|alibaba-small|CrowdStrike", "prompt": "c96-l6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-Native EDRs (like CrowdStrike or SentinelOne)"}, {"id": "mai-20260917-0922-baseline|c96-l6|alibaba-small|SentinelOne", "prompt": "c96-l6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud-Native EDRs (like CrowdStrike or SentinelOne)"}, {"id": "mai-20260917-0922-baseline|c96-l6|alibaba-small|Avast / AVG Business", "prompt": "c96-l6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Avast / AVG Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid: ... Avast/AVG (for compliance reasons)."}, {"id": "mai-20260917-0922-baseline|c96-l6|alibaba-small|CCleaner Business", "prompt": "c96-l6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CCleaner Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "It lacks the deep behavioral analytics and telemetry ingestion needed by an enterprise SOC."}, {"id": "mai-20260917-0922-baseline|c96-l6|alibaba-small|Osquery (standalone)", "prompt": "c96-l6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Osquery (standalone)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Osquery is excellent for querying state, but *it is not an EDR*"}, {"id": "mai-20260917-0922-baseline|c96-l6|alibaba-small|Sysmon", "prompt": "c96-l6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Sysmon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid relying on manual logging solutions without a dedicated Log Management platform"}, {"id": "mai-20260917-0922-baseline|c96-l6|alibaba-small|Kaspersky Lab", "prompt": "c96-l6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Kaspersky Lab", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Kaspersky is effectively banned or heavily restricted in many enterprise contracts"}, {"id": "mai-20260917-0922-baseline|c96-l6|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c96-l6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Only avoid this if you *don't* have a Microsoft 365 E5 license."}, {"id": "mai-20260917-0922-baseline|c96-l6|anthropic-small|Palo Alto Networks Cortex XDR", "prompt": "c96-l6", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The main challenges are related to licensing complexity, pricing, and the learning curve for advanced features and tuning"}, {"id": "mai-20260917-0922-baseline|c96-l6|anthropic-small|Cynet", "prompt": "c96-l6", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Cynet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Cynet is less suited for large enterprises with advanced needs"}, {"id": "mai-20260917-0922-baseline|c96-l6|anthropic-small|Datto EDR", "prompt": "c96-l6", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Datto EDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Datto EDR is purpose-built for MSP and SMB environments; organizations with large, dedicated security operations centers ... may find purpose-built enterprise platforms provide a higher ceiling"}, {"id": "mai-20260917-0922-baseline|c96-l6|anthropic-small|SentinelOne Singularity XDR", "prompt": "c96-l6", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the recommended platforms include SentinelOne Singularity XDR, CrowdStrike Falcon, Microsoft Defender for Endpoint, and Sophos Intercept X."}, {"id": "mai-20260917-0922-baseline|c96-l6|anthropic-small|CrowdStrike Falcon", "prompt": "c96-l6", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the recommended platforms include SentinelOne Singularity XDR, CrowdStrike Falcon, Microsoft Defender for Endpoint, and Sophos Intercept X."}, {"id": "mai-20260917-0922-baseline|c96-l6|anthropic-small|Microsoft Defender for Endpoint", "prompt": "c96-l6", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the recommended platforms include ... Microsoft Defender for Endpoint, and Sophos Intercept X."}, {"id": "mai-20260917-0922-baseline|c96-l6|anthropic-small|Sophos Intercept X", "prompt": "c96-l6", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the recommended platforms include ... Sophos Intercept X."}, {"id": "mai-20260917-0922-baseline|c96-l6|challenger-small|Elastic Security", "prompt": "c96-l6", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Elastic Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you have **few analysts**, avoid platforms that assume you will build, tune, and run a lot yourself, especially **Elastic Security**."}, {"id": "mai-20260917-0922-baseline|c96-l6|challenger-small|Sophos", "prompt": "c96-l6", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "stronger SMB-to-mid-market option rather than the first choice for a very mature enterprise SOC"}, {"id": "mai-20260917-0922-baseline|c96-l6|challenger-small|Bitdefender GravityZone", "prompt": "c96-l6", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "less compelling when a large enterprise needs the deepest telemetry and most advanced hunting ecosystem"}, {"id": "mai-20260917-0922-baseline|c96-l6|challenger-small|Microsoft Defender for Endpoint", "prompt": "c96-l6", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be cautious about **buying it as a standalone add-on** if it already has Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c96-l6|challenger-small|CrowdStrike Falcon", "prompt": "c96-l6", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "be cautious about **premium enterprise-first tools** like **CrowdStrike** unless you can fully exploit them operationally"}, {"id": "mai-20260917-0922-baseline|c96-l6|challenger-small|SentinelOne", "prompt": "c96-l6", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "most comparisons point toward **CrowdStrike, Microsoft Defender for Endpoint, SentinelOne, or Palo Alto Cortex XDR**"}, {"id": "mai-20260917-0922-baseline|c96-l6|challenger-small|Palo Alto Cortex XDR", "prompt": "c96-l6", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "most comparisons point toward **CrowdStrike, Microsoft Defender for Endpoint, SentinelOne, or Palo Alto Cortex XDR**"}, {"id": "mai-20260917-0922-baseline|c96-l6|deepseek-small|Carbon Black (CB Defense / Carbon Black Cloud, now Broadcom/VMware)", "prompt": "c96-l6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Carbon Black (CB Defense / Carbon Black Cloud, now Broadcom/VMware)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Most often avoid / be very cautious: Carbon Black (CB Defense) and CylancePROTECT"}, {"id": "mai-20260917-0922-baseline|c96-l6|deepseek-small|CrowdStrike Falcon", "prompt": "c96-l6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution (not avoid): CrowdStrike (update/change risk, proven in the 2024 outage)"}, {"id": "mai-20260917-0922-baseline|c96-l6|deepseek-small|Cylance / BlackBerry CylancePROTECT", "prompt": "c96-l6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Cylance / BlackBerry CylancePROTECT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Most often avoid / be very cautious: Carbon Black (CB Defense) and CylancePROTECT"}, {"id": "mai-20260917-0922-baseline|c96-l6|deepseek-small|Kaspersky", "prompt": "c96-l6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Kaspersky", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Kaspersky (geopolitical/supply-chain risk, definitely avoid for US/federal-adjacent enterprises)"}, {"id": "mai-20260917-0922-baseline|c96-l6|deepseek-small|F-Secure / WithSecure Elements", "prompt": "c96-l6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "F-Secure / WithSecure Elements", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not built for the scale and depth large enterprises need"}, {"id": "mai-20260917-0922-baseline|c96-l6|deepseek-small|SentinelOne Singularity Complete", "prompt": "c96-l6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Typically strong for large enterprises: CrowdStrike ..., SentinelOne Singularity Complete"}, {"id": "mai-20260917-0922-baseline|c96-l6|deepseek-small|Microsoft Defender for Endpoint P2", "prompt": "c96-l6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Endpoint P2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Microsoft Defender for Endpoint P2 (especially if you already hold M365 E5)"}, {"id": "mai-20260917-0922-baseline|c96-l6|deepseek-small|Palo Alto Cortex XDR", "prompt": "c96-l6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Typically strong for large enterprises: ... and Palo Alto Cortex XDR"}, {"id": "mai-20260917-0922-baseline|c96-l6|google-small|VMware Carbon Black (Broadcom)", "prompt": "c96-l6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "VMware Carbon Black (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise customers renewing Carbon Black have reported massive price hikes (anywhere from 60% to 180%), bundled-only licensing models, and disrupted channel partner support."}, {"id": "mai-20260917-0922-baseline|c96-l6|google-small|Symantec Endpoint Security / SES Complete (Broadcom)", "prompt": "c96-l6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Symantec Endpoint Security / SES Complete (Broadcom)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Large enterprise security teams frequently cite Symantec\"s agent as being \"heavy\"... The console management is often criticized as clunky and fragmented"}, {"id": "mai-20260917-0922-baseline|c96-l6|google-small|Trellix EDR", "prompt": "c96-l6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Trellix EDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "for agile or purely cloud-native enterprises, its EDR agent is notoriously heavy on CPU and memory utilization"}, {"id": "mai-20260917-0922-baseline|c96-l6|google-small|Cisco Secure Endpoint", "prompt": "c96-l6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Cisco Secure Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "If your enterprise is not a dedicated \"Cisco shop\"... Cisco Secure Endpoint can feel isolated, complex to manage, and less effective."}, {"id": "mai-20260917-0922-baseline|c96-l6|google-small|CrowdStrike Falcon", "prompt": "c96-l6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "CrowdStrike remains an industry-leading EDR platform, but the catastrophic July 2024 global IT outage... highlighted the immense danger of ring-0 (kernel-level) security software."}, {"id": "mai-20260917-0922-baseline|c96-l6|google-small|Microsoft Defender", "prompt": "c96-l6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "any kernel-level EDR like Microsoft Defender or SentinelOne"}, {"id": "mai-20260917-0922-baseline|c96-l6|google-small|SentinelOne", "prompt": "c96-l6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "any kernel-level EDR like Microsoft Defender or SentinelOne"}, {"id": "mai-20260917-0922-baseline|c96-l6|meta-small|CrowdStrike Falcon", "prompt": "c96-l6", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CrowdStrike Falcon is considered one of the best EDR platforms for large enterprises with a mature SOC team."}, {"id": "mai-20260917-0922-baseline|c96-l6|meta-small|Microsoft Defender for Endpoint", "prompt": "c96-l6", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Microsoft Defender for Endpoint is a good option for Microsoft 365 E5 customers and Windows-heavy fleets."}, {"id": "mai-20260917-0922-baseline|c96-l6|meta-small|SentinelOne Singularity Endpoint", "prompt": "c96-l6", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SentinelOne Singularity Endpoint is known for its autonomous remediation and rollback capabilities."}, {"id": "mai-20260917-0922-baseline|c96-l6|meta-small|Sophos Endpoint", "prompt": "c96-l6", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Sophos Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sophos Endpoint, powered by Intercept X, is a good option for buyers who place significant weight on Gartner Peer Insights."}, {"id": "mai-20260917-0922-baseline|c96-l6|meta-small|Huntress Managed EDR", "prompt": "c96-l6", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Huntress Managed EDR is a fully managed EDR service."}, {"id": "mai-20260917-0922-baseline|c96-l6|minimax-small|CrowdStrike Falcon", "prompt": "c96-l6", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CrowdStrike Falcon** (consistently recommended for large enterprises)"}, {"id": "mai-20260917-0922-baseline|c96-l6|minimax-small|Microsoft Defender for Endpoint", "prompt": "c96-l6", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Defender for Endpoint** (if already on M365 E5)"}, {"id": "mai-20260917-0922-baseline|c96-l6|minimax-small|Palo Alto Cortex XDR", "prompt": "c96-l6", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Palo Alto Cortex XDR** (for unified platform approaches)"}, {"id": "mai-20260917-0922-baseline|c96-l6|mistral-small|Carbon Black (now Broadcom)", "prompt": "c96-l6", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Carbon Black (now Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Carbon Black has been losing market share to the top three leaders ... making it less competitive for large enterprises"}, {"id": "mai-20260917-0922-baseline|c96-l6|mistral-small|CrowdStrike", "prompt": "c96-l6", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "focus on CrowdStrike, SentinelOne, or Microsoft Defender for Endpoint for the most robust enterprise-grade EDR solutions"}, {"id": "mai-20260917-0922-baseline|c96-l6|mistral-small|SentinelOne", "prompt": "c96-l6", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "focus on CrowdStrike, SentinelOne, or Microsoft Defender for Endpoint for the most robust enterprise-grade EDR solutions"}, {"id": "mai-20260917-0922-baseline|c96-l6|mistral-small|Microsoft Defender", "prompt": "c96-l6", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "focus on CrowdStrike, SentinelOne, or Microsoft Defender for Endpoint for the most robust enterprise-grade EDR solutions"}, {"id": "mai-20260917-0922-baseline|c96-l6|mistral-small|Trellix (formerly McAfee EDR)", "prompt": "c96-l6", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Trellix (formerly McAfee EDR)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "it is not considered a leader in the current EDR market ... Enterprises ... may find Trellix lacking"}, {"id": "mai-20260917-0922-baseline|c96-l6|mistral-small|Sophos Intercept X", "prompt": "c96-l6", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it is not recommended for large enterprises with mature SOCs or those requiring the deepest telemetry"}, {"id": "mai-20260917-0922-baseline|c96-l6|moonshot-small|Symantec/Broadcom Endpoint Security", "prompt": "c96-l6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Symantec/Broadcom Endpoint Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy architecture struggles with modern threats; many enterprises are migrating away"}, {"id": "mai-20260917-0922-baseline|c96-l6|moonshot-small|McAfee Endpoint Security", "prompt": "c96-l6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "McAfee Endpoint Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Similar legacy challenges; Trellix rebrand hasn't fully addressed fundamental limitations"}, {"id": "mai-20260917-0922-baseline|c96-l6|moonshot-small|Trend Micro Apex One", "prompt": "c96-l6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Trend Micro Apex One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Often cited as lacking advanced behavioral detection compared to modern alternatives"}, {"id": "mai-20260917-0922-baseline|c96-l6|moonshot-small|Kaspersky", "prompt": "c96-l6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Kaspersky", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Geopolitical risks and government bans in many jurisdictions make it unsuitable for large enterprises"}, {"id": "mai-20260917-0922-baseline|c96-l6|moonshot-small|Datto EDR", "prompt": "c96-l6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Datto EDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Frequently criticized for poor performance, excessive false positives, license management issues, and weak detection capabilities"}, {"id": "mai-20260917-0922-baseline|c96-l6|moonshot-small|ESET EDR", "prompt": "c96-l6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "ESET EDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Reports of agent instability, installer problems, and inadequate enterprise-scale management"}, {"id": "mai-20260917-0922-baseline|c96-l6|moonshot-small|CrowdStrike Falcon", "prompt": "c96-l6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "July 2024 global outage crashed 8.5M systems; single-vendor dependency risk; premium pricing; aggressive sales tactics"}, {"id": "mai-20260917-0922-baseline|c96-l6|moonshot-small|Microsoft Defender for Endpoint", "prompt": "c96-l6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "High alert volume requiring significant tuning; heavy reliance on proper GPO configuration; limited without M365 E5"}, {"id": "mai-20260917-0922-baseline|c96-l6|moonshot-small|SentinelOne", "prompt": "c96-l6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Less mature threat intelligence than CrowdStrike; policy tuning complexity; some enterprise integration gaps"}, {"id": "mai-20260917-0922-baseline|c96-l6|xai-small|Datto EDR", "prompt": "c96-l6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Datto EDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid**... one of the weakest options... not scalable for thousands of endpoints."}, {"id": "mai-20260917-0922-baseline|c96-l6|xai-small|OSSEC", "prompt": "c96-l6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "OSSEC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy or niche players without enterprise focus (e.g., some open-source like basic OSSEC forks or unproven startups): These often fail MITRE ATT&CK evaluations"}, {"id": "mai-20260917-0922-baseline|c96-l6|xai-small|Broadcom (Carbon Black/VMware Carbon Black)", "prompt": "c96-l6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Broadcom (Carbon Black/VMware Carbon Black)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Gartner cautions: Losing market share, mixed customer support... Scalability limits in multi-cloud setups, higher TCO"}, {"id": "mai-20260917-0922-baseline|c96-l6|xai-small|CrowdStrike Falcon", "prompt": "c96-l6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The July 2024 global outage exposed single-point-of-failure risks... Pricing has risen sharply"}, {"id": "mai-20260917-0922-baseline|c96-l6|xai-small|Elastic Security", "prompt": "c96-l6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Elastic Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High operational overhead; requires significant tuning and hands-on management"}, {"id": "mai-20260917-0922-baseline|c96-l6|xai-small|Symantec EDR", "prompt": "c96-l6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Symantec EDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Often Challengers/Laggards with weaker XDR integration, remote shell limitations"}, {"id": "mai-20260917-0922-baseline|c96-l6|xai-small|Trend Micro", "prompt": "c96-l6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "older Trend Micro/Trellix... Often Challengers/Laggards with weaker XDR integration"}, {"id": "mai-20260917-0922-baseline|c96-l6|xai-small|Trellix", "prompt": "c96-l6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Trellix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "older Trend Micro/Trellix... Heavier agents, integration gaps with modern SIEM/SOAR"}, {"id": "mai-20260917-0922-baseline|c96-l6|xai-small|SentinelOne Singularity", "prompt": "c96-l6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Focus on Leaders like **SentinelOne Singularity** (autonomous response, low overhead)"}, {"id": "mai-20260917-0922-baseline|c96-l6|xai-small|Microsoft Defender for Endpoint", "prompt": "c96-l6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Microsoft Defender for Endpoint** (best value in M365 ecosystems, improving rapidly)"}, {"id": "mai-20260917-0922-baseline|c96-l6|zai-small|CrowdStrike", "prompt": "c96-l6", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "CrowdStrike (Cautionary Note) ... faced a major systemic failure in July 2024"}, {"id": "mai-20260917-0922-baseline|c96-l6|zai-small|SentinelOne", "prompt": "c96-l6", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "market leaders (CrowdStrike, SentinelOne, Palo Alto Cortex XDR) achieved 100%"}, {"id": "mai-20260917-0922-baseline|c96-l6|zai-small|Microsoft Defender", "prompt": "c96-l6", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Microsoft Defender for Endpoint (High False Positive Risk)"}, {"id": "mai-20260917-0922-baseline|c96-l6|zai-small|Palo Alto Cortex XDR", "prompt": "c96-l6", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Look for vendors with native connectors and a \"data fusion\" approach (like Palo Alto Cortex XDR or CrowdStrike Falcon)"}, {"id": "mai-20260917-0922-baseline|c96-l6|zai-small|Cynet", "prompt": "c96-l6", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Cynet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider a Managed Detection and Response (MDR) service (like Cynet or managed SOC services)"}, {"id": "mai-20260917-0922-baseline|c96-m1|alibaba-small|CrowdStrike Falcon", "prompt": "c96-m1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Performance: CrowdStrike Falcon ... If your primary concern is having the absolute best defense against advanced attackers, this is the top pick."}, {"id": "mai-20260917-0922-baseline|c96-m1|alibaba-small|SentinelOne Singularity", "prompt": "c96-m1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Value & Automation: SentinelOne Singularity"}, {"id": "mai-20260917-0922-baseline|c96-m1|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c96-m1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Microsoft Shoppers: Microsoft Defender for Endpoint ... Defender is frequently the smartest financial move."}, {"id": "mai-20260917-0922-baseline|c96-m1|alibaba-small|Huntress", "prompt": "c96-m1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your mid-market company lacks a dedicated security team ... Huntress is a standout choice."}, {"id": "mai-20260917-0922-baseline|c96-m1|alibaba-small|Sophos Intercept X", "prompt": "c96-m1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best All-Rounder (SMB/Mid-Market Specific): Sophos Intercept X"}, {"id": "mai-20260917-0922-baseline|c96-m1|alibaba-small|Arctic Wolf", "prompt": "c96-m1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Huntress** or **Arctic Wolf** | Includes human SOC support"}, {"id": "mai-20260917-0922-baseline|c96-m1|alibaba-small|Bitdefender", "prompt": "c96-m1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Looking for Best Price/Value | **Bitdefender** or **Sophos**"}, {"id": "mai-20260917-0922-baseline|c96-m1|alibaba-small|Trellix", "prompt": "c96-m1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ask your MSP to implement **Huntress**, **Sophos**, or **Trellix**."}, {"id": "mai-20260917-0922-baseline|c96-m1|anthropic-small|Huntress Managed EDR", "prompt": "c96-m1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Huntress Managed EDR is rated 4.8/5 on G2 based on 800+ user reviews and has repeatedly ranked as the #1 Endpoint Detection and Response (EDR) solution for small businesses and mid-market"}, {"id": "mai-20260917-0922-baseline|c96-m1|anthropic-small|CrowdStrike Falcon Insight XDR", "prompt": "c96-m1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "three clear leaders for enterprise deployments: CrowdStrike Falcon Insight XDR, SentinelOne Singularity Complete, and Microsoft Defender for Endpoint Plan 2"}, {"id": "mai-20260917-0922-baseline|c96-m1|anthropic-small|SentinelOne Singularity Complete", "prompt": "c96-m1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "three clear leaders for enterprise deployments: CrowdStrike Falcon Insight XDR, SentinelOne Singularity Complete, and Microsoft Defender for Endpoint Plan 2"}, {"id": "mai-20260917-0922-baseline|c96-m1|anthropic-small|Microsoft Defender for Endpoint Plan 2", "prompt": "c96-m1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint Plan 2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft Defender for Endpoint is well suited to Microsoft-centric environments"}, {"id": "mai-20260917-0922-baseline|c96-m1|anthropic-small|ThreatDown", "prompt": "c96-m1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "ThreatDown", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ThreatDown had the highest composite score in Info-Tech's 2026 EDR Data Quadrant at 9.1, ahead of CrowdStrike at 9.0"}, {"id": "mai-20260917-0922-baseline|c96-m1|anthropic-small|Bitdefender GravityZone", "prompt": "c96-m1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bitdefender GravityZone and Huntress round out the SMB end of the market with strong independent testing results"}, {"id": "mai-20260917-0922-baseline|c96-m1|challenger-small|CrowdStrike Falcon Insight XDR", "prompt": "c96-m1", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **overall EDR platform** is usually **CrowdStrike Falcon Insight XDR**"}, {"id": "mai-20260917-0922-baseline|c96-m1|challenger-small|Bitdefender GravityZone Business Security Enterprise", "prompt": "c96-m1", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Bitdefender GravityZone Business Security Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the most common mid-market value pick"}, {"id": "mai-20260917-0922-baseline|c96-m1|challenger-small|SentinelOne Singularity Endpoint", "prompt": "c96-m1", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest option if you want more autonomous response"}, {"id": "mai-20260917-0922-baseline|c96-m1|challenger-small|Sophos Intercept X + Sophos MDR", "prompt": "c96-m1", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Sophos Intercept X + Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong fit for mid-market IT teams that want simpler operations and managed monitoring"}, {"id": "mai-20260917-0922-baseline|c96-m1|challenger-small|Huntress Managed EDR", "prompt": "c96-m1", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best when you want a largely hands-off, managed approach"}, {"id": "mai-20260917-0922-baseline|c96-m1|deepseek-small|Bitdefender GravityZone", "prompt": "c96-m1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value: **Bitdefender GravityZone**"}, {"id": "mai-20260917-0922-baseline|c96-m1|deepseek-small|CrowdStrike Falcon", "prompt": "c96-m1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you have a real SOC/security team: **CrowdStrike Falcon**"}, {"id": "mai-20260917-0922-baseline|c96-m1|deepseek-small|Huntress Managed EDR", "prompt": "c96-m1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Huntress** if you have no SOC (most common situation)"}, {"id": "mai-20260917-0922-baseline|c96-m1|deepseek-small|Microsoft Defender for Endpoint", "prompt": "c96-m1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already use Microsoft 365: **Microsoft Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c96-m1|deepseek-small|SentinelOne Singularity", "prompt": "c96-m1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "autonomous response/self-healing; strong for teams wanting automation"}, {"id": "mai-20260917-0922-baseline|c96-m1|deepseek-small|Sophos Intercept X", "prompt": "c96-m1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "deep review coverage, good pricing, broad platform coverage"}, {"id": "mai-20260917-0922-baseline|c96-m1|deepseek-small|ESET PROTECT", "prompt": "c96-m1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "ESET PROTECT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ranked highly in 2026 for clearing both MITRE and AV-Comparatives tests"}, {"id": "mai-20260917-0922-baseline|c96-m1|deepseek-small|SenseOn", "prompt": "c96-m1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SenseOn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "consolidated EDR+NDR+SIEM+SOAR in one platform for lean teams"}, {"id": "mai-20260917-0922-baseline|c96-m1|google-small|SentinelOne Singularity", "prompt": "c96-m1", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SentinelOne is widely considered the gold standard for mid-market organizations."}, {"id": "mai-20260917-0922-baseline|c96-m1|google-small|Sophos Intercept X (with Sophos MDR)", "prompt": "c96-m1", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Sophos Intercept X (with Sophos MDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Lean Teams & Generalist IT"}, {"id": "mai-20260917-0922-baseline|c96-m1|google-small|Microsoft Defender for Endpoint (MDE)", "prompt": "c96-m1", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint (MDE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is a powerful tool, but it is notoriously \"noisy.\" Out of the box, it generates a high volume of alerts that require manual tuning"}, {"id": "mai-20260917-0922-baseline|c96-m1|google-small|CrowdStrike Falcon", "prompt": "c96-m1", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It carries a premium price tag and is structurally more complex than SentinelOne or Sophos."}, {"id": "mai-20260917-0922-baseline|c96-m1|google-small|Huntress Managed EDR", "prompt": "c96-m1", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Huntress is an exceptional choice"}, {"id": "mai-20260917-0922-baseline|c96-m1|meta-small|CrowdStrike", "prompt": "c96-m1", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best EDR platform for a mid-market B2B company is CrowdStrike, as it combines protection, scalability, and manageable cloud delivery better than the rest of the field."}, {"id": "mai-20260917-0922-baseline|c96-m1|meta-small|Bitdefender", "prompt": "c96-m1", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bitdefender is also a good option as it provides excellent prevention, real investigation capability at accessible cost"}, {"id": "mai-20260917-0922-baseline|c96-m1|minimax-small|Carbon Black (VMware)", "prompt": "c96-m1", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Carbon Black (VMware)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The following list is *not* an endorsement; it simply reflects some of the vendors that frequently appear in mid‑market evaluations."}, {"id": "mai-20260917-0922-baseline|c96-m1|minimax-small|CrowdStrike Falcon", "prompt": "c96-m1", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Agent‑only cloud delivery, extensive threat intelligence, rapid deployment."}, {"id": "mai-20260917-0922-baseline|c96-m1|minimax-small|Microsoft Defender for Endpoint", "prompt": "c96-m1", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Deep OS integration, bundled with Microsoft 365 subscriptions, strong compliance reporting."}, {"id": "mai-20260917-0922-baseline|c96-m1|minimax-small|Palo Alto Networks Cortex XDR", "prompt": "c96-m1", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Combines network and endpoint detection, advanced analytics, and automated response."}, {"id": "mai-20260917-0922-baseline|c96-m1|minimax-small|SentinelOne", "prompt": "c96-m1", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Autonomous remediation, multi‑OS support, flexible licensing"}, {"id": "mai-20260917-0922-baseline|c96-m1|minimax-small|Sophos Intercept X", "prompt": "c96-m1", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Integrated malware protection, managed threat response services, straightforward management console."}, {"id": "mai-20260917-0922-baseline|c96-m1|minimax-small|Trellix (formerly FireEye)", "prompt": "c96-m1", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Trellix (formerly FireEye)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong forensic capabilities, threat intelligence background, flexible deployment options."}, {"id": "mai-20260917-0922-baseline|c96-m1|mistral-small|Bitdefender", "prompt": "c96-m1", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Bitdefender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value:** Bitdefender"}, {"id": "mai-20260917-0922-baseline|c96-m1|mistral-small|Microsoft Defender for Endpoint", "prompt": "c96-m1", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bitdefender** or **Microsoft Defender for Endpoint** are the top choices"}, {"id": "mai-20260917-0922-baseline|c96-m1|mistral-small|SentinelOne", "prompt": "c96-m1", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SentinelOne is a good fit for mid-market companies that want advanced features"}, {"id": "mai-20260917-0922-baseline|c96-m1|mistral-small|CrowdStrike Falcon", "prompt": "c96-m1", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "While often positioned as a premium solution, CrowdStrike is recommended for mid-market and enterprise teams"}, {"id": "mai-20260917-0922-baseline|c96-m1|moonshot-small|Bitdefender GravityZone", "prompt": "c96-m1", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Bitdefender GravityZone** — Best Mid-Market Value"}, {"id": "mai-20260917-0922-baseline|c96-m1|moonshot-small|SentinelOne Singularity", "prompt": "c96-m1", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Autonomous Response"}, {"id": "mai-20260917-0922-baseline|c96-m1|moonshot-small|Microsoft Defender for Business/Endpoint", "prompt": "c96-m1", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Business/Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if Already on M365"}, {"id": "mai-20260917-0922-baseline|c96-m1|moonshot-small|Huntress Managed EDR", "prompt": "c96-m1", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for No In-House SOC"}, {"id": "mai-20260917-0922-baseline|c96-m1|moonshot-small|CrowdStrike Falcon", "prompt": "c96-m1", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Premium pricing; may be overkill for mid-market unless security is core priority"}, {"id": "mai-20260917-0922-baseline|c96-m1|openai-small|Microsoft Defender for Endpoint", "prompt": "c96-m1", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Endpoint** if you're Microsoft-heavy; otherwise **CrowdStrike Falcon**."}, {"id": "mai-20260917-0922-baseline|c96-m1|openai-small|CrowdStrike Falcon", "prompt": "c96-m1", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Defender for Endpoint** if you're Microsoft-heavy; otherwise **CrowdStrike Falcon**."}, {"id": "mai-20260917-0922-baseline|c96-m1|openai-small|Huntress Managed EDR", "prompt": "c96-m1", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want simpler operations / strong managed help:** **Huntress Managed EDR**"}, {"id": "mai-20260917-0922-baseline|c96-m1|openai-small|Sophos Endpoint", "prompt": "c96-m1", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Sophos Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick Sophos if:** you want easier administration and a solid mid-market fit"}, {"id": "mai-20260917-0922-baseline|c96-m1|openai-small|SentinelOne", "prompt": "c96-m1", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick SentinelOne if:** you want a modern EDR/XDR platform with strong automation"}, {"id": "mai-20260917-0922-baseline|c96-m1|xai-small|Bitdefender GravityZone", "prompt": "c96-m1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitdefender GravityZone (Best Overall Value for Mid-Market)**"}, {"id": "mai-20260917-0922-baseline|c96-m1|xai-small|CrowdStrike Falcon Insight XDR", "prompt": "c96-m1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CrowdStrike Falcon Insight XDR (Best for Mature Detection/Response)**"}, {"id": "mai-20260917-0922-baseline|c96-m1|xai-small|Microsoft Defender for Endpoint", "prompt": "c96-m1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Defender for Endpoint (Best if Microsoft-Centric)**"}, {"id": "mai-20260917-0922-baseline|c96-m1|xai-small|SentinelOne Singularity", "prompt": "c96-m1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SentinelOne Singularity** | Autonomous response/AI containment"}, {"id": "mai-20260917-0922-baseline|c96-m1|xai-small|Huntress Managed EDR", "prompt": "c96-m1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Huntress Managed EDR** | 24/7 MDR for lean teams"}, {"id": "mai-20260917-0922-baseline|c96-m1|xai-small|ESET PROTECT", "prompt": "c96-m1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "ESET PROTECT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ESET PROTECT** | Top independent test scores"}, {"id": "mai-20260917-0922-baseline|c96-m1|xai-small|Sophos Intercept X", "prompt": "c96-m1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Sophos Intercept X** | Easy deploy, XDR bundle"}, {"id": "mai-20260917-0922-baseline|c96-m1|xai-small|Palo Alto", "prompt": "c96-m1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Gartner (2024 EPP MQ) Leaders include CrowdStrike, Microsoft, Palo Alto—strong across sizes but premium."}, {"id": "mai-20260917-0922-baseline|c96-m1|zai-small|CrowdStrike Falcon", "prompt": "c96-m1", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most mid‑market B2B companies:** CrowdStrike Falcon (premium detection, cloud delivery, scalable)."}, {"id": "mai-20260917-0922-baseline|c96-m1|zai-small|Bitdefender GravityZone", "prompt": "c96-m1", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value (strong detection at a mid‑market price):** Bitdefender GravityZone."}, {"id": "mai-20260917-0922-baseline|c96-m1|zai-small|Microsoft Defender for Endpoint P2", "prompt": "c96-m1", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint P2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already have Microsoft 365 E5:** Microsoft Defender for Endpoint P2"}, {"id": "mai-20260917-0922-baseline|c96-m1|zai-small|SentinelOne Singularity", "prompt": "c96-m1", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for lean teams needing automation:** SentinelOne Singularity."}, {"id": "mai-20260917-0922-baseline|c96-m1|zai-small|Huntress Managed EDR", "prompt": "c96-m1", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for companies without a dedicated security team:** Huntress Managed EDR"}, {"id": "mai-20260917-0922-baseline|c96-m1|zai-small|Cynet", "prompt": "c96-m1", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Want detection + SOC bundled in one price** | Cynet (contact for quote)"}, {"id": "mai-20260917-0922-baseline|c96-m2|alibaba-small|Bitdefender GravityZone", "prompt": "c96-m2", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: Bitdefender GravityZone ... frequently cited as the **best value** for mid-market companies."}, {"id": "mai-20260917-0922-baseline|c96-m2|alibaba-small|CrowdStrike Falcon", "prompt": "c96-m2", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Premium Choice: CrowdStrike Falcon ... significantly more expensive than Bitdefender or Sophos"}, {"id": "mai-20260917-0922-baseline|c96-m2|alibaba-small|Sophos Intercept X", "prompt": "c96-m2", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Integrated Option: Sophos Intercept X"}, {"id": "mai-20260917-0922-baseline|c96-m2|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c96-m2", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"Already Bought It\" Option: Microsoft Defender for Endpoint"}, {"id": "mai-20260917-0922-baseline|c96-m2|anthropic-small|Huntress Managed EDR", "prompt": "c96-m2", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Huntress Managed EDR is an excellent alternative to CrowdStrike, delivering enterprise-grade detection without the complexity, steep learning curve, or high cost"}, {"id": "mai-20260917-0922-baseline|c96-m2|anthropic-small|CrowdStrike", "prompt": "c96-m2", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "an excellent alternative to CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c96-m2|anthropic-small|ESET PROTECT Enterprise", "prompt": "c96-m2", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "ESET PROTECT Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ESET PROTECT Enterprise is a strong solution for mid-sized to larger organizations"}, {"id": "mai-20260917-0922-baseline|c96-m2|anthropic-small|Bitdefender GravityZone", "prompt": "c96-m2", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers detection engines that consistently test at the top, with genuine EDR capability at pricing mid-market organizations can approve"}, {"id": "mai-20260917-0922-baseline|c96-m2|challenger-small|CrowdStrike Falcon Insight XDR", "prompt": "c96-m2", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **CrowdStrike Falcon Insight XDR**"}, {"id": "mai-20260917-0922-baseline|c96-m2|challenger-small|Huntress Managed EDR", "prompt": "c96-m2", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd instead lean toward **Huntress Managed EDR** or a managed offering"}, {"id": "mai-20260917-0922-baseline|c96-m2|challenger-small|Bitdefender GravityZone Business Security Enterprise", "prompt": "c96-m2", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender GravityZone Business Security Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if budget efficiency matters most"}, {"id": "mai-20260917-0922-baseline|c96-m2|challenger-small|Microsoft Defender for Endpoint", "prompt": "c96-m2", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth prioritizing if you already pay for **Microsoft 365 E5**"}, {"id": "mai-20260917-0922-baseline|c96-m2|deepseek-small|SentinelOne Singularity", "prompt": "c96-m2", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **SentinelOne Singularity** or **CrowdStrike Falcon**"}, {"id": "mai-20260917-0922-baseline|c96-m2|deepseek-small|CrowdStrike Falcon", "prompt": "c96-m2", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My Top Recommendation: **SentinelOne Singularity** or **CrowdStrike Falcon**"}, {"id": "mai-20260917-0922-baseline|c96-m2|deepseek-small|Microsoft Defender for Endpoint", "prompt": "c96-m2", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often already included — marginal cost is near zero"}, {"id": "mai-20260917-0922-baseline|c96-m2|deepseek-small|Bitdefender GravityZone", "prompt": "c96-m2", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "genuine EDR at mid-market-friendly pricing. *Best mid-market value.*"}, {"id": "mai-20260917-0922-baseline|c96-m2|deepseek-small|Sophos Intercept X", "prompt": "c96-m2", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Easiest to use, with simple escalation to Sophos's managed detection & response (MDR) service"}, {"id": "mai-20260917-0922-baseline|c96-m2|deepseek-small|Huntress Managed EDR", "prompt": "c96-m2", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bundles the tool with a 24/7 SOC that investigates and responds for you"}, {"id": "mai-20260917-0922-baseline|c96-m2|deepseek-small|Cynet", "prompt": "c96-m2", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Huntress Managed EDR** or **Cynet** | Bundles the tool with a 24/7 SOC"}, {"id": "mai-20260917-0922-baseline|c96-m2|google-small|Huntress Managed EDR (MDR)", "prompt": "c96-m2", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Huntress Managed EDR (MDR)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Lean Teams: **Huntress Managed EDR (MDR)**"}, {"id": "mai-20260917-0922-baseline|c96-m2|google-small|SentinelOne Singularity", "prompt": "c96-m2", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Automated Protection: **SentinelOne Singularity**"}, {"id": "mai-20260917-0922-baseline|c96-m2|google-small|Microsoft Defender for Business", "prompt": "c96-m2", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value for Microsoft Shops: **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c96-m2|google-small|CrowdStrike Falcon", "prompt": "c96-m2", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "for a lean IT team, CrowdStrike can be overly complex and expensive"}, {"id": "mai-20260917-0922-baseline|c96-m2|meta-small|Bitdefender GravityZone", "prompt": "c96-m2", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended endpoint detection and response tool for a mid-sized B2B company is Bitdefender GravityZone"}, {"id": "mai-20260917-0922-baseline|c96-m2|minimax-small|Bitdefender GravityZone", "prompt": "c96-m2", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Bitdefender GravityZone** or **Microsoft Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c96-m2|minimax-small|SentinelOne", "prompt": "c96-m2", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have more budget and want advanced automation, **SentinelOne** is excellent."}, {"id": "mai-20260917-0922-baseline|c96-m2|minimax-small|Microsoft Defender for Endpoint", "prompt": "c96-m2", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Bitdefender GravityZone** or **Microsoft Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c96-m2|minimax-small|CrowdStrike Falcon", "prompt": "c96-m2", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leading cloud-native platform with strong threat intelligence"}, {"id": "mai-20260917-0922-baseline|c96-m2|mistral-small|Bitdefender GravityZone", "prompt": "c96-m2", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bitdefender GravityZone** is frequently recommended as the best endpoint detection and response (EDR) tool"}, {"id": "mai-20260917-0922-baseline|c96-m2|mistral-small|CrowdStrike", "prompt": "c96-m2", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also highly regarded, especially for its advanced detection and response features, but ... may come at a higher cost"}, {"id": "mai-20260917-0922-baseline|c96-m2|moonshot-small|Microsoft Defender for Business", "prompt": "c96-m2", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Already using Microsoft 365 | **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c96-m2|moonshot-small|CrowdStrike Falcon Pro/Insight", "prompt": "c96-m2", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Pro/Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need best-in-class detection & have security team | **CrowdStrike Falcon Pro**"}, {"id": "mai-20260917-0922-baseline|c96-m2|moonshot-small|SentinelOne Singularity Core", "prompt": "c96-m2", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want autonomous protection with less management overhead | **SentinelOne Singularity Core**"}, {"id": "mai-20260917-0922-baseline|c96-m2|moonshot-small|Bitdefender GravityZone", "prompt": "c96-m2", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tight budget, solid protection needed | **Bitdefender GravityZone**"}, {"id": "mai-20260917-0922-baseline|c96-m2|openai-small|Microsoft Defender for Endpoint", "prompt": "c96-m2", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Microsoft Defender for Endpoint** as the default starting point"}, {"id": "mai-20260917-0922-baseline|c96-m2|openai-small|CrowdStrike Falcon", "prompt": "c96-m2", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best premium option for advanced detection/response"}, {"id": "mai-20260917-0922-baseline|c96-m2|openai-small|SentinelOne", "prompt": "c96-m2", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong alternative if you want simplicity and automation"}, {"id": "mai-20260917-0922-baseline|c96-m2|openai-small|Sophos Intercept X", "prompt": "c96-m2", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often a solid choice for companies that want straightforward endpoint protection"}, {"id": "mai-20260917-0922-baseline|c96-m2|xai-small|Bitdefender GravityZone Business Security Premium", "prompt": "c96-m2", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender GravityZone Business Security Premium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Bitdefender GravityZone Business Security Premium as the top EDR choice."}, {"id": "mai-20260917-0922-baseline|c96-m2|xai-small|Microsoft Defender for Endpoint P2", "prompt": "c96-m2", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint P2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Already on Microsoft 365 E3/E5** | Microsoft Defender for Endpoint P2 | Zero marginal cost"}, {"id": "mai-20260917-0922-baseline|c96-m2|xai-small|CrowdStrike Falcon Enterprise", "prompt": "c96-m2", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need top detection + threat intel (can afford premium)** | CrowdStrike Falcon Enterprise | Best-in-class MITRE results"}, {"id": "mai-20260917-0922-baseline|c96-m2|xai-small|SentinelOne Singularity Complete", "prompt": "c96-m2", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Autonomous response, no SOC** | SentinelOne Singularity Complete | AI-driven rollback/isolation"}, {"id": "mai-20260917-0922-baseline|c96-m2|xai-small|Huntress Managed EDR", "prompt": "c96-m2", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fully managed (minimal IT)** | Huntress Managed EDR | 24/7 human MDR + EDR"}, {"id": "mai-20260917-0922-baseline|c96-m2|zai-small|Bitdefender GravityZone", "prompt": "c96-m2", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bitdefender is widely considered the top choice for mid-sized businesses."}, {"id": "mai-20260917-0922-baseline|c96-m2|zai-small|CrowdStrike Falcon", "prompt": "c96-m2", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Industry Leader: CrowdStrike Falcon ... Moderate (Steep learning curve)"}, {"id": "mai-20260917-0922-baseline|c96-m2|zai-small|Microsoft Defender for Endpoint", "prompt": "c96-m2", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Start with Microsoft Defender for Endpoint (Plan 2).**"}, {"id": "mai-20260917-0922-baseline|c96-m3|alibaba-small|CrowdStrike Falcon", "prompt": "c96-m3", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose CrowdStrike if you have a dedicated security team that wants the best possible data for investigation and threat hunting."}, {"id": "mai-20260917-0922-baseline|c96-m3|alibaba-small|SentinelOne Singularity", "prompt": "c96-m3", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose SentinelOne if you need an automated solution that can act faster than humans"}, {"id": "mai-20260917-0922-baseline|c96-m3|alibaba-small|Microsoft Defender XDR", "prompt": "c96-m3", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Microsoft Defender if you want to keep costs low and maximize the utility of your existing Microsoft software licenses."}, {"id": "mai-20260917-0922-baseline|c96-m3|alibaba-small|Palo Alto Cortex XDR", "prompt": "c96-m3", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Palo Alto/Cortex if you want a single vendor handling both your network firewalls and endpoint security."}, {"id": "mai-20260917-0922-baseline|c96-m3|alibaba-small|VMware Carbon Black", "prompt": "c96-m3", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "VMware Carbon Black", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong support for complex on-prem and Linux server environments."}, {"id": "mai-20260917-0922-baseline|c96-m3|alibaba-small|Trend Micro Vision One", "prompt": "c96-m3", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Exceptional visibility across hybrid cloud workloads."}, {"id": "mai-20260917-0922-baseline|c96-m3|alibaba-small|Bitdefender", "prompt": "c96-m3", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Often position themselves as \"mid-market\" options"}, {"id": "mai-20260917-0922-baseline|c96-m3|alibaba-small|Sophos", "prompt": "c96-m3", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "offering strong performance at a lower price point than the enterprise giants"}, {"id": "mai-20260917-0922-baseline|c96-m3|anthropic-small|Huntress", "prompt": "c96-m3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Huntress, CrowdStrike, SentinelOne, and Cynet lead the pack in 2026, each catering to different needs"}, {"id": "mai-20260917-0922-baseline|c96-m3|anthropic-small|CrowdStrike", "prompt": "c96-m3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "CrowdStrike and Microsoft often dominate enterprise shortlists"}, {"id": "mai-20260917-0922-baseline|c96-m3|anthropic-small|SentinelOne", "prompt": "c96-m3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SentinelOne remains strong for endpoint-first buyers"}, {"id": "mai-20260917-0922-baseline|c96-m3|anthropic-small|Cynet", "prompt": "c96-m3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Huntress, CrowdStrike, SentinelOne, and Cynet lead the pack in 2026"}, {"id": "mai-20260917-0922-baseline|c96-m3|anthropic-small|Microsoft", "prompt": "c96-m3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CrowdStrike and Microsoft often dominate enterprise shortlists"}, {"id": "mai-20260917-0922-baseline|c96-m3|anthropic-small|Cortex", "prompt": "c96-m3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Cortex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms such as Cortex, Sophos, Trend Micro, Carbon Black, Cisco, Trellix, and Elastic fit specific operating models"}, {"id": "mai-20260917-0922-baseline|c96-m3|anthropic-small|Sophos", "prompt": "c96-m3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A self-managed platform like CrowdStrike or Sophos gives you the console and the data"}, {"id": "mai-20260917-0922-baseline|c96-m3|anthropic-small|Trend Micro", "prompt": "c96-m3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "platforms such as Cortex, Sophos, Trend Micro, Carbon Black, Cisco, Trellix, and Elastic fit specific operating models"}, {"id": "mai-20260917-0922-baseline|c96-m3|anthropic-small|Carbon Black", "prompt": "c96-m3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Carbon Black", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "platforms such as Cortex, Sophos, Trend Micro, Carbon Black, Cisco, Trellix, and Elastic fit specific operating models"}, {"id": "mai-20260917-0922-baseline|c96-m3|anthropic-small|Cisco", "prompt": "c96-m3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "platforms such as Cortex, Sophos, Trend Micro, Carbon Black, Cisco, Trellix, and Elastic fit specific operating models"}, {"id": "mai-20260917-0922-baseline|c96-m3|anthropic-small|Trellix", "prompt": "c96-m3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "platforms such as Cortex, Sophos, Trend Micro, Carbon Black, Cisco, Trellix, and Elastic fit specific operating models"}, {"id": "mai-20260917-0922-baseline|c96-m3|anthropic-small|Elastic", "prompt": "c96-m3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "platforms such as Cortex, Sophos, Trend Micro, Carbon Black, Cisco, Trellix, and Elastic fit specific operating models"}, {"id": "mai-20260917-0922-baseline|c96-m3|anthropic-small|ThreatDown", "prompt": "c96-m3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "ThreatDown", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "ThreatDown leads Info-Tech's 2026 composite at 9.1 and CrowdStrike follows at 9.0."}, {"id": "mai-20260917-0922-baseline|c96-m3|anthropic-small|CyberMark", "prompt": "c96-m3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CyberMark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "a managed service like Huntress or CyberMark adds the analyst who acts on it"}, {"id": "mai-20260917-0922-baseline|c96-m3|anthropic-small|Datto RMM", "prompt": "c96-m3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Datto RMM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "its security depth is pretty limited with no dedicated SOC or advanced threat\\u2011hunting capability, and behavioral analysis lags behind"}, {"id": "mai-20260917-0922-baseline|c96-m3|challenger-small|CrowdStrike Falcon", "prompt": "c96-m3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CrowdStrike is usually positioned as the best choice for advanced detection and threat hunting in larger environments"}, {"id": "mai-20260917-0922-baseline|c96-m3|challenger-small|SentinelOne Singularity Endpoint", "prompt": "c96-m3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Autonomous remediation and rollback are its signature strengths."}, {"id": "mai-20260917-0922-baseline|c96-m3|challenger-small|Microsoft Defender for Endpoint", "prompt": "c96-m3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "often the best option when an organization is already invested in Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c96-m3|challenger-small|Palo Alto Cortex XDR", "prompt": "c96-m3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "stands out when teams want multi-source telemetry correlation"}, {"id": "mai-20260917-0922-baseline|c96-m3|challenger-small|Sophos Endpoint", "prompt": "c96-m3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often favored for hands-off prevention and central management"}, {"id": "mai-20260917-0922-baseline|c96-m3|challenger-small|Huntress Managed EDR", "prompt": "c96-m3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other platforms that appear frequently in \"top EDR\" lists include Huntress Managed EDR"}, {"id": "mai-20260917-0922-baseline|c96-m3|challenger-small|ThreatDown EDR", "prompt": "c96-m3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "ThreatDown EDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "usually differentiated by a narrower niche"}, {"id": "mai-20260917-0922-baseline|c96-m3|challenger-small|Acronis Cyber Protect Cloud", "prompt": "c96-m3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Acronis Cyber Protect Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "usually differentiated by a narrower niche such as fully managed service, MSP use, backup integration"}, {"id": "mai-20260917-0922-baseline|c96-m3|challenger-small|Trend Micro Vision One", "prompt": "c96-m3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "appear frequently in \"top EDR\" lists"}, {"id": "mai-20260917-0922-baseline|c96-m3|challenger-small|FortiEDR", "prompt": "c96-m3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "FortiEDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "narrower niche such as ... firewall stack integration"}, {"id": "mai-20260917-0922-baseline|c96-m3|challenger-small|Bitdefender GravityZone", "prompt": "c96-m3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "appear frequently in \"top EDR\" lists"}, {"id": "mai-20260917-0922-baseline|c96-m3|challenger-small|Cisco Secure Endpoint", "prompt": "c96-m3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Cisco Secure Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "rather than being the most general-purpose leaders"}, {"id": "mai-20260917-0922-baseline|c96-m3|deepseek-small|CrowdStrike Falcon", "prompt": "c96-m3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It generally leads third-party detection tests (MITRE ATT&CK) and excels at telemetry collection and threat hunting."}, {"id": "mai-20260917-0922-baseline|c96-m3|deepseek-small|SentinelOne Singularity", "prompt": "c96-m3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Its standout strength is **autonomous response and rollback**."}, {"id": "mai-20260917-0922-baseline|c96-m3|deepseek-small|Microsoft Defender for Endpoint", "prompt": "c96-m3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The best total cost of ownership (TCO) for Microsoft-heavy estates."}, {"id": "mai-20260917-0922-baseline|c96-m3|deepseek-small|Palo Alto Networks Cortex XDR", "prompt": "c96-m3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Broadest native data fusion across endpoint, network, and cloud"}, {"id": "mai-20260917-0922-baseline|c96-m3|deepseek-small|Cynet", "prompt": "c96-m3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for lean teams; bundles the full security stack plus a 24/7 managed SOC in one price."}, {"id": "mai-20260917-0922-baseline|c96-m3|deepseek-small|Bitdefender GravityZone", "prompt": "c96-m3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best mid-market pricing for solid baseline protection."}, {"id": "mai-20260917-0922-baseline|c96-m3|deepseek-small|Sophos", "prompt": "c96-m3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best usability for generalist IT teams with easy MDR escalation."}, {"id": "mai-20260917-0922-baseline|c96-m3|deepseek-small|Trend Micro Vision One", "prompt": "c96-m3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for server/cloud and hybrid workload coverage."}, {"id": "mai-20260917-0922-baseline|c96-m3|deepseek-small|VMware Carbon Black", "prompt": "c96-m3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "VMware Carbon Black", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Suits hybrid on-prem/cloud estates with deep Linux telemetry."}, {"id": "mai-20260917-0922-baseline|c96-m3|deepseek-small|Huntress", "prompt": "c96-m3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Popular managed EDR options for SMBs and MSPs."}, {"id": "mai-20260917-0922-baseline|c96-m3|deepseek-small|Acronis", "prompt": "c96-m3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Popular managed EDR options for SMBs and MSPs."}, {"id": "mai-20260917-0922-baseline|c96-m3|google-small|CrowdStrike Falcon Insight XDR", "prompt": "c96-m3", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The gold standard for cloud-native, lightweight endpoint security."}, {"id": "mai-20260917-0922-baseline|c96-m3|google-small|Microsoft Defender for Endpoint", "prompt": "c96-m3", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The ultimate native solution for Windows-centric environments."}, {"id": "mai-20260917-0922-baseline|c96-m3|google-small|SentinelOne Singularity", "prompt": "c96-m3", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly automated, autonomous security that works offline."}, {"id": "mai-20260917-0922-baseline|c96-m3|google-small|Palo Alto Networks Cortex XDR", "prompt": "c96-m3", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-wide SOC consolidation with unmatched network and cloud integration."}, {"id": "mai-20260917-0922-baseline|c96-m3|google-small|Sophos Intercept X", "prompt": "c96-m3", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A highly accessible platform designed primarily for SMBs and mid-market enterprises."}, {"id": "mai-20260917-0922-baseline|c96-m3|google-small|Trend Micro Vision One", "prompt": "c96-m3", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Exceptionally strong in hybrid cloud environments."}, {"id": "mai-20260917-0922-baseline|c96-m3|google-small|Huntress Managed EDR", "prompt": "c96-m3", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Designed specifically for small-to-midsize businesses (SMBs) and managed service providers (MSPs)."}, {"id": "mai-20260917-0922-baseline|c96-m3|meta-small|CrowdStrike Falcon", "prompt": "c96-m3", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top EDR platforms include CrowdStrike Falcon, Microsoft Defender for Endpoint, SentinelOne Singularity, and Palo Alto Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c96-m3|meta-small|Microsoft Defender for Endpoint", "prompt": "c96-m3", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top EDR platforms include CrowdStrike Falcon, Microsoft Defender for Endpoint, SentinelOne Singularity, and Palo Alto Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c96-m3|meta-small|SentinelOne Singularity", "prompt": "c96-m3", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top EDR platforms include CrowdStrike Falcon, Microsoft Defender for Endpoint, SentinelOne Singularity, and Palo Alto Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c96-m3|meta-small|Palo Alto Cortex XDR", "prompt": "c96-m3", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top EDR platforms include CrowdStrike Falcon, Microsoft Defender for Endpoint, SentinelOne Singularity, and Palo Alto Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c96-m3|minimax-small|CrowdStrike Falcon", "prompt": "c96-m3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highest detection quality, leading threat intelligence, strong XDR integration"}, {"id": "mai-20260917-0922-baseline|c96-m3|minimax-small|SentinelOne Singularity", "prompt": "c96-m3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Strongest autonomous response, rollback capabilities, fast deployment"}, {"id": "mai-20260917-0922-baseline|c96-m3|minimax-small|Microsoft Defender for Endpoint", "prompt": "c96-m3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Existing Microsoft 365 E5 license → Defender for Endpoint (free add-on)"}, {"id": "mai-20260917-0922-baseline|c96-m3|minimax-small|Palo Alto Cortex XDR", "prompt": "c96-m3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong detection and response, good integration"}, {"id": "mai-20260917-0922-baseline|c96-m3|minimax-small|Bitdefender GravityZone", "prompt": "c96-m3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget constraints → Bitdefender or Cynet (bundled SOC)"}, {"id": "mai-20260917-0922-baseline|c96-m3|minimax-small|Trend Micro Vision One", "prompt": "c96-m3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Extensive security coverage"}, {"id": "mai-20260917-0922-baseline|c96-m3|minimax-small|Cynet", "prompt": "c96-m3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Budget constraints → Bitdefender or Cynet (bundled SOC)"}, {"id": "mai-20260917-0922-baseline|c96-m3|mistral-small|CrowdStrike Falcon Platform", "prompt": "c96-m3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leading in detection accuracy, telemetry depth, and managed threat hunting... CrowdStrike is often ranked #1 for detection"}, {"id": "mai-20260917-0922-baseline|c96-m3|mistral-small|SentinelOne", "prompt": "c96-m3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for the strongest autonomous response capabilities... a close competitor to CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c96-m3|mistral-small|Microsoft Defender for Endpoint (P2)", "prompt": "c96-m3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint (P2)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers excellent value, especially for organizations already using Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c96-m3|mistral-small|Sophos Intercept X Endpoint", "prompt": "c96-m3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Recognized for combining ransomware protection, deep learning malware detection, exploit prevention, and EDR in a single solution"}, {"id": "mai-20260917-0922-baseline|c96-m3|mistral-small|Kaspersky Endpoint Detection and Response (EDR) Expert", "prompt": "c96-m3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Kaspersky Endpoint Detection and Response (EDR) Expert", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Provides comprehensive visibility across all endpoints, automates routine EDR tasks"}, {"id": "mai-20260917-0922-baseline|c96-m3|mistral-small|Palo Alto Networks Cortex XDR", "prompt": "c96-m3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Stands out for AI-powered behavioral analytics and autonomous investigation/response"}, {"id": "mai-20260917-0922-baseline|c96-m3|mistral-small|Bitdefender", "prompt": "c96-m3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers competitive mid-market pricing and strong detection capabilities."}, {"id": "mai-20260917-0922-baseline|c96-m3|mistral-small|Cynet", "prompt": "c96-m3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Microsoft Defender and Cynet are often cited as best value options"}, {"id": "mai-20260917-0922-baseline|c96-m3|moonshot-small|CrowdStrike Falcon", "prompt": "c96-m3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Key strength: Industry-leading detection engineering and threat intelligence"}, {"id": "mai-20260917-0922-baseline|c96-m3|moonshot-small|SentinelOne Singularity", "prompt": "c96-m3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Key strength: Strongest autonomous response and rollback capabilities"}, {"id": "mai-20260917-0922-baseline|c96-m3|moonshot-small|Microsoft Defender for Endpoint", "prompt": "c96-m3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c96-m3|moonshot-small|Palo Alto Cortex XDR", "prompt": "c96-m3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Broadest native data fusion across multiple data sources"}, {"id": "mai-20260917-0922-baseline|c96-m3|moonshot-small|Sophos Intercept X", "prompt": "c96-m3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Generalist IT teams without dedicated security specialists"}, {"id": "mai-20260917-0922-baseline|c96-m3|moonshot-small|Huntress Managed EDR", "prompt": "c96-m3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fully managed service with human-led investigation"}, {"id": "mai-20260917-0922-baseline|c96-m3|moonshot-small|Bitdefender GravityZone", "prompt": "c96-m3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Competitive pricing with strong feature set"}, {"id": "mai-20260917-0922-baseline|c96-m3|moonshot-small|Trend Micro", "prompt": "c96-m3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trend Micro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong workload protection capabilities"}, {"id": "mai-20260917-0922-baseline|c96-m3|moonshot-small|Cynet", "prompt": "c96-m3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Huntress and Cynet offer built-in SOC; others require add-ons"}, {"id": "mai-20260917-0922-baseline|c96-m3|openai-small|Microsoft Defender for Endpoint", "prompt": "c96-m3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Microsoft-native choice: Defender for Endpoint"}, {"id": "mai-20260917-0922-baseline|c96-m3|openai-small|CrowdStrike Falcon", "prompt": "c96-m3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best standalone cloud-native choice: CrowdStrike Falcon"}, {"id": "mai-20260917-0922-baseline|c96-m3|openai-small|SentinelOne Singularity", "prompt": "c96-m3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best automated response / simplicity contender: SentinelOne"}, {"id": "mai-20260917-0922-baseline|c96-m3|openai-small|Palo Alto Networks Cortex XDR", "prompt": "c96-m3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already use Palo Alto security tools: Cortex XDR"}, {"id": "mai-20260917-0922-baseline|c96-m3|openai-small|Sophos Intercept X / Sophos EDR", "prompt": "c96-m3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X / Sophos EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best mid-market bundled option: Sophos"}, {"id": "mai-20260917-0922-baseline|c96-m3|openai-small|Trellix EDR", "prompt": "c96-m3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trellix EDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "often reflect older enterprise architectures and can be heavier to manage"}, {"id": "mai-20260917-0922-baseline|c96-m3|openai-small|Broadcom Symantec Endpoint Security", "prompt": "c96-m3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Broadcom Symantec Endpoint Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "often reflect older enterprise architectures and can be heavier to manage"}, {"id": "mai-20260917-0922-baseline|c96-m3|openai-small|VMware Carbon Black", "prompt": "c96-m3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "VMware Carbon Black", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Trellix, Symantec, Carbon Black often reflect older enterprise architectures and can be heavier to manage"}, {"id": "mai-20260917-0922-baseline|c96-m3|xai-small|CrowdStrike Falcon", "prompt": "c96-m3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked #1 overall for detection depth."}, {"id": "mai-20260917-0922-baseline|c96-m3|xai-small|SentinelOne Singularity", "prompt": "c96-m3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top for autonomous response."}, {"id": "mai-20260917-0922-baseline|c96-m3|xai-small|Microsoft Defender for Endpoint", "prompt": "c96-m3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value, especially in Microsoft ecosystems."}, {"id": "mai-20260917-0922-baseline|c96-m3|xai-small|Palo Alto Networks Cortex XDR", "prompt": "c96-m3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong in XDR integration."}, {"id": "mai-20260917-0922-baseline|c96-m3|xai-small|Trend Micro Vision One", "prompt": "c96-m3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for correlated detection across environments."}, {"id": "mai-20260917-0922-baseline|c96-m3|xai-small|Sophos Intercept X", "prompt": "c96-m3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High user satisfaction, balanced features."}, {"id": "mai-20260917-0922-baseline|c96-m3|xai-small|Bitdefender GravityZone", "prompt": "c96-m3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others frequently mentioned: Bitdefender GravityZone"}, {"id": "mai-20260917-0922-baseline|c96-m3|xai-small|Huntress Managed EDR", "prompt": "c96-m3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Huntress Managed EDR (for SMBs/MSPs)"}, {"id": "mai-20260917-0922-baseline|c96-m3|xai-small|Cynet", "prompt": "c96-m3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others frequently mentioned: ... Cynet"}, {"id": "mai-20260917-0922-baseline|c96-m3|xai-small|Acronis Cyber Protect", "prompt": "c96-m3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others frequently mentioned: ... Acronis Cyber Protect"}, {"id": "mai-20260917-0922-baseline|c96-m3|xai-small|FortiEDR", "prompt": "c96-m3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "FortiEDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Others frequently mentioned: ... FortiEDR"}, {"id": "mai-20260917-0922-baseline|c96-m3|zai-small|CrowdStrike Falcon", "prompt": "c96-m3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Differentiator:** Best overall detection and intelligence depth; ideal if you have a mature SOC"}, {"id": "mai-20260917-0922-baseline|c96-m3|zai-small|SentinelOne Singularity", "prompt": "c96-m3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best autonomous response:** AI-driven autopilot can detect, block, and rollback malicious activity"}, {"id": "mai-20260917-0922-baseline|c96-m3|zai-small|Microsoft Defender for Endpoint", "prompt": "c96-m3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best economics if you already have Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c96-m3|zai-small|Bitdefender GravityZone", "prompt": "c96-m3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent value for SMBs/mid-market; lighter EDR depth than CrowdStrike/SentinelOne but very cost-effective"}, {"id": "mai-20260917-0922-baseline|c96-m3|zai-small|ESET PROTECT", "prompt": "c96-m3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best SMB-focused scorecard; ideal if you need high detection in a cost-sensitive environment"}, {"id": "mai-20260917-0922-baseline|c96-m3|zai-small|FortiEDR", "prompt": "c96-m3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "FortiEDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you're already invested in Fortinet's ecosystem; tight, unified control plane"}, {"id": "mai-20260917-0922-baseline|c96-m3|zai-small|Huntress Managed EDR", "prompt": "c96-m3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for organizations without an in-house SOC or limited security staff"}, {"id": "mai-20260917-0922-baseline|c96-m3|zai-small|Sophos Endpoint", "prompt": "c96-m3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Sophos Endpoint | High review scores, easy to deploy and manage"}, {"id": "mai-20260917-0922-baseline|c96-m4|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c96-m4", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Value: Microsoft Defender for Endpoint"}, {"id": "mai-20260917-0922-baseline|c96-m4|alibaba-small|ESET PROTECT", "prompt": "c96-m4", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best \"True\" Budget Standalone: ESET PROTECT"}, {"id": "mai-20260917-0922-baseline|c96-m4|alibaba-small|CrowdStrike", "prompt": "c96-m4", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "at a fraction of the cost of enterprise giants like CrowdStrike or SentinelOne"}, {"id": "mai-20260917-0922-baseline|c96-m4|alibaba-small|SentinelOne", "prompt": "c96-m4", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "at a fraction of the cost of enterprise giants like CrowdStrike or SentinelOne"}, {"id": "mai-20260917-0922-baseline|c96-m4|alibaba-small|Bitdefender GravityZone", "prompt": "c96-m4", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for \"All-in-One\" Simplicity: Bitdefender GravityZone"}, {"id": "mai-20260917-0922-baseline|c96-m4|alibaba-small|Huntress", "prompt": "c96-m4", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best to Save Labor Costs: Huntress"}, {"id": "mai-20260917-0922-baseline|c96-m4|alibaba-small|Cynet", "prompt": "c96-m4", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Lean Teams (24/7 Coverage): Cynet"}, {"id": "mai-20260917-0922-baseline|c96-m4|anthropic-small|Microsoft Defender for Business", "prompt": "c96-m4", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "At $3 per user per month, Microsoft Defender for Business is the most accessible EDR entry point in the SMB market."}, {"id": "mai-20260917-0922-baseline|c96-m4|anthropic-small|Bitdefender GravityZone", "prompt": "c96-m4", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It offers an excellent price-to-protection ratio and is a sensible choice when budget is the constraint."}, {"id": "mai-20260917-0922-baseline|c96-m4|anthropic-small|ThreatDown (formerly Malwarebytes for Teams)", "prompt": "c96-m4", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "ThreatDown (formerly Malwarebytes for Teams)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pricing starts at $5.75 per endpoint per month with a minimum of five endpoints, making it affordable for almost any small business."}, {"id": "mai-20260917-0922-baseline|c96-m4|challenger-small|Microsoft Defender for Business", "prompt": "c96-m4", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best EDR choice is usually **Microsoft Defender for Business** if you already use Microsoft 365, because it has the **lowest entry price**"}, {"id": "mai-20260917-0922-baseline|c96-m4|challenger-small|Bitdefender GravityZone", "prompt": "c96-m4", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the strongest budget-friendly alternatives are **Bitdefender GravityZone** for value"}, {"id": "mai-20260917-0922-baseline|c96-m4|challenger-small|SentinelOne", "prompt": "c96-m4", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SentinelOne** if you want a more autonomous product that can act with less hands-on monitoring"}, {"id": "mai-20260917-0922-baseline|c96-m4|challenger-small|Huntress Managed EDR", "prompt": "c96-m4", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a **managed EDR** like **Huntress Managed EDR** can be more cost-effective"}, {"id": "mai-20260917-0922-baseline|c96-m4|deepseek-small|Microsoft Defender for Business", "prompt": "c96-m4", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Microsoft Defender for Business** (near-zero cost). This is the clear winner for tight budgets."}, {"id": "mai-20260917-0922-baseline|c96-m4|deepseek-small|Bitdefender GravityZone", "prompt": "c96-m4", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitdefender GravityZone** offers the best raw price-to-detection value"}, {"id": "mai-20260917-0922-baseline|c96-m4|deepseek-small|CrowdStrike Falcon Go", "prompt": "c96-m4", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best light, cloud-native EDR ... On a budget but want a top-tier brand and strong detection."}, {"id": "mai-20260917-0922-baseline|c96-m4|deepseek-small|Huntress Managed EDR", "prompt": "c96-m4", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Huntress Managed EDR** is the most cost-effective fully managed option"}, {"id": "mai-20260917-0922-baseline|c96-m4|google-small|Microsoft Defender for Business (or Defender for Endpoint Plan 1)", "prompt": "c96-m4", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business (or Defender for Endpoint Plan 1)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"Best Value\" If You Already Use Microsoft 365 ... You likely already own the license. It is a world-class tool for $0 extra dollars."}, {"id": "mai-20260917-0922-baseline|c96-m4|google-small|Wazuh", "prompt": "c96-m4", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Wazuh is the gold standard for open-source, free security monitoring."}, {"id": "mai-20260917-0922-baseline|c96-m4|google-small|LimaCharlie", "prompt": "c96-m4", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "LimaCharlie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "No contracts, no minimums, and robust API capabilities."}, {"id": "mai-20260917-0922-baseline|c96-m4|google-small|Huntress", "prompt": "c96-m4", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Huntress is explicitly designed for SMBs and lean IT teams."}, {"id": "mai-20260917-0922-baseline|c96-m4|google-small|Cynet 360 AutoXDR", "prompt": "c96-m4", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Cynet 360 AutoXDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cynet natively bundles EDR, network analytics, user behavior analysis, and 24/7 MDR support"}, {"id": "mai-20260917-0922-baseline|c96-m4|google-small|CrowdStrike", "prompt": "c96-m4", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "without paying premium enterprise prices (like CrowdStrike or SentinelOne's top tiers)"}, {"id": "mai-20260917-0922-baseline|c96-m4|google-small|SentinelOne", "prompt": "c96-m4", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "without paying premium enterprise prices (like CrowdStrike or SentinelOne's top tiers)"}, {"id": "mai-20260917-0922-baseline|c96-m4|google-small|Bitdefender GravityZone (Business Security Enterprise)", "prompt": "c96-m4", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender GravityZone (Business Security Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The best ratio of enterprise-grade security to low monthly pricing."}, {"id": "mai-20260917-0922-baseline|c96-m4|google-small|Malwarebytes ThreatDown (with EDR)", "prompt": "c96-m4", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Malwarebytes ThreatDown (with EDR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Highly regarded for its ease of deployment."}, {"id": "mai-20260917-0922-baseline|c96-m4|meta-small|Microsoft Defender for Endpoint P2", "prompt": "c96-m4", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint P2", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best EDR platform for a company with a limited budget is Microsoft Defender for Endpoint P2"}, {"id": "mai-20260917-0922-baseline|c96-m4|meta-small|Bitdefender", "prompt": "c96-m4", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other cost-effective options include Bitdefender, which is a standalone value with published pricing"}, {"id": "mai-20260917-0922-baseline|c96-m4|meta-small|SenseOn", "prompt": "c96-m4", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SenseOn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SenseOn, which offers a flexible intelligence credit model that eliminates the need for separate SIEM, NDR, and SOAR tools"}, {"id": "mai-20260917-0922-baseline|c96-m4|minimax-small|Microsoft Defender for Business", "prompt": "c96-m4", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Cheapest entry point** - already bundled in Microsoft 365 Business Premium"}, {"id": "mai-20260917-0922-baseline|c96-m4|minimax-small|Huntress Managed EDR", "prompt": "c96-m4", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Huntress Managed EDR** offers the best value - you get EDR capabilities plus 24/7 human monitoring"}, {"id": "mai-20260917-0922-baseline|c96-m4|minimax-small|CrowdStrike Falcon Go", "prompt": "c96-m4", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Entry-level tier designed for small businesses"}, {"id": "mai-20260917-0922-baseline|c96-m4|minimax-small|Bitdefender GravityZone", "prompt": "c96-m4", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers flat monthly pricing - Good balance of features and cost"}, {"id": "mai-20260917-0922-baseline|c96-m4|mistral-small|ESET PROTECT Platform", "prompt": "c96-m4", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "ESET PROTECT Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ranked as the best overall EDR for small and mid-size businesses in 2026"}, {"id": "mai-20260917-0922-baseline|c96-m4|mistral-small|Huntress Managed EDR", "prompt": "c96-m4", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ESET PROTECT and Huntress Managed EDR are top choices"}, {"id": "mai-20260917-0922-baseline|c96-m4|mistral-small|ThreatDown", "prompt": "c96-m4", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "ThreatDown", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best lightweight EDR for small businesses, offering strong protection with simple deployment and affordable"}, {"id": "mai-20260917-0922-baseline|c96-m4|mistral-small|Microsoft Defender for Endpoint", "prompt": "c96-m4", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already use Microsoft 365, Defender is a strong no-cost option."}, {"id": "mai-20260917-0922-baseline|c96-m4|mistral-small|Bitdefender", "prompt": "c96-m4", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often recommended for small businesses when combined with a managed detection service"}, {"id": "mai-20260917-0922-baseline|c96-m4|moonshot-small|Microsoft Defender for Endpoint", "prompt": "c96-m4", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is often the best value because you may already own it... this is the clear winner—enterprise-grade EDR at no incremental cost"}, {"id": "mai-20260917-0922-baseline|c96-m4|moonshot-small|Defender for Business", "prompt": "c96-m4", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need cheapest *good* standalone EDR** | **Microsoft Defender for Business** (~$3/user/mo)"}, {"id": "mai-20260917-0922-baseline|c96-m4|moonshot-small|Bitdefender GravityZone", "prompt": "c96-m4", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Frequently rated the **best standalone value**; solid detection without enterprise complexity"}, {"id": "mai-20260917-0922-baseline|c96-m4|moonshot-small|SentinelOne Singularity Core", "prompt": "c96-m4", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity Core", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong autonomous EDR; optional managed detection (Vigilance)"}, {"id": "mai-20260917-0922-baseline|c96-m4|moonshot-small|Huntress (via MSP)", "prompt": "c96-m4", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress (via MSP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**No budget AND no staff to manage it** | **Huntress via an MSP**"}, {"id": "mai-20260917-0922-baseline|c96-m4|moonshot-small|Wazuh", "prompt": "c96-m4", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**No budget but have IT/security staff** | **Wazuh** (free, open-source)"}, {"id": "mai-20260917-0922-baseline|c96-m4|moonshot-small|osquery", "prompt": "c96-m4", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "osquery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "less ideal for real-time behavioral detection"}, {"id": "mai-20260917-0922-baseline|c96-m4|moonshot-small|Velociraptor", "prompt": "c96-m4", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Velociraptor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Powerful for forensics and hunting; requires more manual setup"}, {"id": "mai-20260917-0922-baseline|c96-m4|openai-small|Microsoft Defender for Business", "prompt": "c96-m4", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best EDR choice is usually **Microsoft Defender for Business** or **Microsoft Defender for Endpoint**"}, {"id": "mai-20260917-0922-baseline|c96-m4|openai-small|Microsoft Defender for Endpoint", "prompt": "c96-m4", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Defender for Endpoint** if you already pay for Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c96-m4|openai-small|CrowdStrike", "prompt": "c96-m4", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Strong reputation and modular packages, but it is often not the cheapest path for small budgets."}, {"id": "mai-20260917-0922-baseline|c96-m4|openai-small|SentinelOne", "prompt": "c96-m4", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Also a strong EDR platform, but pricing is generally sales-led rather than low-cost self-serve."}, {"id": "mai-20260917-0922-baseline|c96-m4|openai-small|Sophos", "prompt": "c96-m4", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Worth considering if you want broader security consolidation"}, {"id": "mai-20260917-0922-baseline|c96-m4|xai-small|Microsoft Defender for Business", "prompt": "c96-m4", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Business** stands out as the best EDR platform for companies with a limited budget."}, {"id": "mai-20260917-0922-baseline|c96-m4|xai-small|Bitdefender GravityZone Business Security", "prompt": "c96-m4", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender GravityZone Business Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Close runners-up if it doesn't fit"}, {"id": "mai-20260917-0922-baseline|c96-m4|xai-small|ESET PROTECT Entry", "prompt": "c96-m4", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "ESET PROTECT Entry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple, low resource use, good for 5+ seats"}, {"id": "mai-20260917-0922-baseline|c96-m4|xai-small|Huntress Managed EDR", "prompt": "c96-m4", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Includes 24/7 SOC (human-led response)—ideal if you lack security staff | Higher cost, MSP-partner model"}, {"id": "mai-20260917-0922-baseline|c96-m4|xai-small|Wazuh", "prompt": "c96-m4", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "options like Wazuh exist but require heavy DIY effort and aren't enterprise-grade EDR"}, {"id": "mai-20260917-0922-baseline|c96-m4|zai-small|Microsoft Defender for Endpoint (Business / P2)", "prompt": "c96-m4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint (Business / P2)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best EDR platform is usually either **Microsoft Defender for Endpoint (Business / P2)** – if you already have a Microsoft 365 subscription"}, {"id": "mai-20260917-0922-baseline|c96-m4|zai-small|Huntress Managed EDR", "prompt": "c96-m4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Huntress Managed EDR** – if you want a fully‑managed solution with 24/7 SOC response"}, {"id": "mai-20260917-0922-baseline|c96-m4|zai-small|CrowdStrike Falcon Go", "prompt": "c96-m4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a pure EDR tool with internal staff, **CrowdStrike Falcon Go** or **Sophos Intercept X Advanced** provide the lowest per‑device costs."}, {"id": "mai-20260917-0922-baseline|c96-m4|zai-small|Sophos Endpoint Detection & Response (Intercept X Advanced)", "prompt": "c96-m4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Sophos Endpoint Detection & Response (Intercept X Advanced)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Low per‑user cost. Good detection and automated response."}, {"id": "mai-20260917-0922-baseline|c96-m4|zai-small|Bitdefender GravityZone", "prompt": "c96-m4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Organizations that want a solid EDR engine at a mid‑market price point."}, {"id": "mai-20260917-0922-baseline|c96-m4|zai-small|Elastic Security", "prompt": "c96-m4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Ultra‑Low‑Cost / Open‑Source Option ... Requires significant in‑house expertise"}, {"id": "mai-20260917-0922-baseline|c96-m4|zai-small|ThreatDown", "prompt": "c96-m4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "ThreatDown", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ThreatDown (from $345/year) | Very low minimum; lightweight and easy to deploy."}, {"id": "mai-20260917-0922-baseline|c96-m4|zai-small|Jamf Protect Profile", "prompt": "c96-m4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Jamf Protect Profile", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Organizations heavily invested in Apple devices and using Jamf for management."}, {"id": "mai-20260917-0922-baseline|c96-m5|alibaba-small|CrowdStrike Falcon", "prompt": "c96-m5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike Falcon: Excellent reputation, very low false positives, huge ecosystem. Very popular in the mid-market now."}, {"id": "mai-20260917-0922-baseline|c96-m5|alibaba-small|SentinelOne", "prompt": "c96-m5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "SentinelOne: Known for AI-driven automation (can stop attacks faster than humans), usually cheaper and easier to manage."}, {"id": "mai-20260917-0922-baseline|c96-m5|alibaba-small|Microsoft Defender XDR", "prompt": "c96-m5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you use M365 (Office/Teams), Microsoft's own solution is rapidly improving and integrates perfectly with their ecosystem."}, {"id": "mai-20260917-0922-baseline|c96-m5|alibaba-small|Trellix", "prompt": "c96-m5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Trellix / CrowdStrike: Sometimes preferred by government-compliance-heavy organizations."}, {"id": "mai-20260917-0922-baseline|c96-m5|deepseek-small|CrowdStrike Falcon Complete", "prompt": "c96-m5", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike Falcon — best-in-class detection/intel; premium pricing. Falcon Complete (MDR) is market-leading. Great macOS/Linux."}, {"id": "mai-20260917-0922-baseline|c96-m5|deepseek-small|SentinelOne Vigilance", "prompt": "c96-m5", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne Vigilance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SentinelOne Singularity — strongest autonomous response and rollback; good for lean teams."}, {"id": "mai-20260917-0922-baseline|c96-m5|deepseek-small|Microsoft Defender", "prompt": "c96-m5", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft Defender for Endpoint P2 — genuinely competitive and essentially *free* if you already hold Microsoft 365 E5. Strong economic case."}, {"id": "mai-20260917-0922-baseline|c96-m5|deepseek-small|Palo Alto Cortex XDR", "prompt": "c96-m5", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Palo Alto Cortex XDR — broadest data fusion if you want endpoint + network + cloud."}, {"id": "mai-20260917-0922-baseline|c96-m5|deepseek-small|Cynet", "prompt": "c96-m5", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cynet — bundles the full stack plus a 24/7 SOC in one price; good for lean teams."}, {"id": "mai-20260917-0922-baseline|c96-m5|google-small|SentinelOne", "prompt": "c96-m5", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SentinelOne Singularity: Excellent local threat mitigation, offline capability, and famous for its \"Rollback\" feature. Typically very friendly to mid-sized budgets"}, {"id": "mai-20260917-0922-baseline|c96-m5|google-small|CrowdStrike", "prompt": "c96-m5", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "CrowdStrike Falcon: Widely considered the gold standard for efficacy and lightweight agent, but can be highly priced. Their MDR service (Falcon Complete) is top-tier."}, {"id": "mai-20260917-0922-baseline|c96-m5|google-small|Sophos", "prompt": "c96-m5", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sophos Intercept X / Trend Micro: Often heavily focused on the mid-market with bundle pricing ... making them very cost-effective options with solid MDR overlays."}, {"id": "mai-20260917-0922-baseline|c96-m5|google-small|Microsoft Defender for Endpoint (MDE)", "prompt": "c96-m5", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender for Endpoint (MDE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already pay for it, it is highly recommended to evaluate it first. If you lack the staff to manage it, you can hire a Managed Service Provider"}, {"id": "mai-20260917-0922-baseline|c96-m5|google-small|Trend Micro", "prompt": "c96-m5", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Trend Micro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sophos Intercept X / Trend Micro: Often heavily focused on the mid-market with bundle pricing (endpoint + email + firewall)"}, {"id": "mai-20260917-0922-baseline|c96-m5|mistral-small|CrowdStrike Falcon", "prompt": "c96-m5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top EDR Vendors to Consider (as of 2024)"}, {"id": "mai-20260917-0922-baseline|c96-m5|mistral-small|SentinelOne Singularity", "prompt": "c96-m5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top EDR Vendors to Consider (as of 2024)"}, {"id": "mai-20260917-0922-baseline|c96-m5|mistral-small|Microsoft Defender for Endpoint", "prompt": "c96-m5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top EDR Vendors to Consider (as of 2024)"}, {"id": "mai-20260917-0922-baseline|c96-m5|mistral-small|Cisco Secure Endpoint (formerly AMP)", "prompt": "c96-m5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Cisco Secure Endpoint (formerly AMP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top EDR Vendors to Consider (as of 2024)"}, {"id": "mai-20260917-0922-baseline|c96-m5|mistral-small|Trend Micro Vision One", "prompt": "c96-m5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top EDR Vendors to Consider (as of 2024)"}, {"id": "mai-20260917-0922-baseline|c96-m5|mistral-small|VMware Carbon Black", "prompt": "c96-m5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "VMware Carbon Black", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top EDR Vendors to Consider (as of 2024)"}, {"id": "mai-20260917-0922-baseline|c96-m5|mistral-small|Elastic Endpoint Security", "prompt": "c96-m5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Elastic Endpoint Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Top EDR Vendors to Consider (as of 2024)"}, {"id": "mai-20260917-0922-baseline|c96-m5|mistral-small|Palo Alto Cortex XDR (with EDR)", "prompt": "c96-m5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Palo Alto Cortex XDR (with EDR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Top EDR Vendors to Consider (as of 2024)"}, {"id": "mai-20260917-0922-baseline|c96-m5|mistral-small|Bitdefender GravityZone Ultra", "prompt": "c96-m5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Bitdefender GravityZone Ultra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Top EDR Vendors to Consider (as of 2024)"}, {"id": "mai-20260917-0922-baseline|c96-m5|moonshot-small|Microsoft Defender", "prompt": "c96-m5", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Already on Microsoft 365 E5 | **Microsoft Defender for Endpoint** | Zero marginal cost; genuinely competitive"}, {"id": "mai-20260917-0922-baseline|c96-m5|moonshot-small|Trend Micro", "prompt": "c96-m5", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Trend Micro: ~$25K–$70K"}, {"id": "mai-20260917-0922-baseline|c96-m5|moonshot-small|SentinelOne", "prompt": "c96-m5", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Small security team, need automation | **SentinelOne** | Strongest autonomous response and rollback"}, {"id": "mai-20260917-0922-baseline|c96-m5|moonshot-small|CrowdStrike", "prompt": "c96-m5", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CrowdStrike: ~$100K–$200K"}, {"id": "mai-20260917-0922-baseline|c96-m5|moonshot-small|ESET PROTECT", "prompt": "c96-m5", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want verified detection + room to grow | **ESET PROTECT** | Cleared MITRE & AV-Comparatives tests"}, {"id": "mai-20260917-0922-baseline|c96-m5|moonshot-small|Huntress Managed EDR", "prompt": "c96-m5", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "No in-house security staff | **Huntress Managed EDR** | 24/7 managed response included"}, {"id": "mai-20260917-0922-baseline|c96-m5|moonshot-small|Bitdefender GravityZone", "prompt": "c96-m5", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best mid-market value | **Bitdefender GravityZone** | Top detection at accessible pricing"}, {"id": "mai-20260917-0922-baseline|c96-m5|xai-small|SentinelOne", "prompt": "c96-m5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "prioritize autonomous response (e.g., SentinelOne)"}, {"id": "mai-20260917-0922-baseline|c96-m5|xai-small|CrowdStrike", "prompt": "c96-m5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "CrowdStrike | $100K-200K | Top detection, enterprise-grade"}, {"id": "mai-20260917-0922-baseline|c96-m5|xai-small|Huntress", "prompt": "c96-m5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "24/7 MDR if no after-hours coverage (e.g., Huntress, Sophos MDR)"}, {"id": "mai-20260917-0922-baseline|c96-m5|xai-small|Sophos MDR", "prompt": "c96-m5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good MDR options"}, {"id": "mai-20260917-0922-baseline|c96-m5|xai-small|Microsoft Defender", "prompt": "c96-m5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you have M365 E5 (often included)"}, {"id": "mai-20260917-0922-baseline|c96-m5|xai-small|Trend Micro", "prompt": "c96-m5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Trend Micro / Bitdefender | $25K-70K | Budget-friendly mid-market"}, {"id": "mai-20260917-0922-baseline|c96-m5|xai-small|Bitdefender", "prompt": "c96-m5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Bitdefender GravityZone (top for mid-size per reviews)"}, {"id": "mai-20260917-0922-baseline|c96-m5|xai-small|Palo Alto Cortex XDR", "prompt": "c96-m5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Leaders include CrowdStrike, Palo Alto Cortex XDR, Sophos, Check Point"}, {"id": "mai-20260917-0922-baseline|c96-m5|xai-small|Check Point", "prompt": "c96-m5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Check Point", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Leaders include CrowdStrike, Palo Alto Cortex XDR, Sophos, Check Point"}, {"id": "mai-20260917-0922-baseline|c96-m6|alibaba-small|VMware Carbon Black (Broadcom)", "prompt": "c96-m6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "VMware Carbon Black (Broadcom)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Do not view Carbon Black as a foundational platform for new deployments"}, {"id": "mai-20260917-0922-baseline|c96-m6|alibaba-small|SentinelOne", "prompt": "c96-m6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Use with Caution Regarding Performance & Complexity"}, {"id": "mai-20260917-0922-baseline|c96-m6|alibaba-small|Cisco Secure Endpoint", "prompt": "c96-m6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Cisco Secure Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Cautious About UI/UX and Integration"}, {"id": "mai-20260917-0922-baseline|c96-m6|alibaba-small|CrowdStrike", "prompt": "c96-m6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "making incident triage slower compared to more intuitive platforms like CrowdStrike or SentinelOne"}, {"id": "mai-20260917-0922-baseline|c96-m6|alibaba-small|FireEye (Mandiant) – Legacy On-Premises Solutions", "prompt": "c96-m6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "FireEye (Mandiant) – Legacy On-Premises Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Legacy On-Prem Installations ... Do not deploy new legacy on-prem instances."}, {"id": "mai-20260917-0922-baseline|c96-m6|alibaba-small|Mandiant Advantage", "prompt": "c96-m6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Mandiant Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "plan a migration to a modern cloud-native EDR (such as Mandiant Advantage or another vendor)"}, {"id": "mai-20260917-0922-baseline|c96-m6|alibaba-small|Defender for Endpoint", "prompt": "c96-m6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are all-in on Microsoft, Defender for Endpoint is a natural fit with minimal cost and integration friction."}, {"id": "mai-20260917-0922-baseline|c96-m6|anthropic-small|Cybereason", "prompt": "c96-m6", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Cybereason", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cybereason is harder to justify in 2026 than it was three years ago for organizations choosing primarily on platform momentum, partner ecosystem, or detection breadth"}, {"id": "mai-20260917-0922-baseline|c96-m6|anthropic-small|CrowdStrike", "prompt": "c96-m6", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The July 2024 CrowdStrike content update incident, which caused widespread Windows failures globally, changed how mature buyers evaluate every EDR vendor."}, {"id": "mai-20260917-0922-baseline|c96-m6|challenger-small|Elastic Security", "prompt": "c96-m6", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Elastic Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "One comparison explicitly says to avoid Elastic Security if you do not have the staff to manage it, because it \"requires significant hands-on management.\""}, {"id": "mai-20260917-0922-baseline|c96-m6|challenger-small|FireEye EDR", "prompt": "c96-m6", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "FireEye EDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "direct negative sentiment toward FireEye EDR and Malwarebytes EDR, but these are anecdotal Reddit comments, so they should be treated as low-confidence signals"}, {"id": "mai-20260917-0922-baseline|c96-m6|challenger-small|Malwarebytes EDR", "prompt": "c96-m6", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Malwarebytes EDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "direct negative sentiment toward FireEye EDR and Malwarebytes EDR, but these are anecdotal Reddit comments, so they should be treated as low-confidence signals"}, {"id": "mai-20260917-0922-baseline|c96-m6|deepseek-small|CrowdStrike Falcon", "prompt": "c96-m6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "treat CrowdStrike with extra caution"}, {"id": "mai-20260917-0922-baseline|c96-m6|deepseek-small|Carbon Black", "prompt": "c96-m6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Carbon Black", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Broadcom-owned tools (Carbon Black, Symantec, VMware Carbon Black) — recurring bugs plus high risk of price hikes and deprioritization."}, {"id": "mai-20260917-0922-baseline|c96-m6|deepseek-small|Symantec Endpoint Protection", "prompt": "c96-m6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Symantec Endpoint Protection", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Broadcom-owned tools (Carbon Black, Symantec, VMware Carbon Black) — recurring bugs plus high risk of price hikes"}, {"id": "mai-20260917-0922-baseline|c96-m6|deepseek-small|Datto EDR / Kaseya", "prompt": "c96-m6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Datto EDR / Kaseya", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Datto EDR (Kaseya) — operationally painful for MSPs, buggy portal, poor support."}, {"id": "mai-20260917-0922-baseline|c96-m6|deepseek-small|Defender", "prompt": "c96-m6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "\"I'd rather use Defender\" is a damning sentiment that comes up repeatedly"}, {"id": "mai-20260917-0922-baseline|c96-m6|google-small|Kaspersky", "prompt": "c96-m6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Kaspersky", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the U.S. Department of Commerce officially banned Kaspersky from selling or updating its software in the United States"}, {"id": "mai-20260917-0922-baseline|c96-m6|google-small|CrowdStrike", "prompt": "c96-m6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The July 2024 global CrowdStrike outage—triggered by a faulty rapid-response sensor update—highlighted a major risk"}, {"id": "mai-20260917-0922-baseline|c96-m6|google-small|Microsoft Defender for Endpoint (MDE)", "prompt": "c96-m6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Endpoint (MDE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Market leaders like Microsoft Defender for Endpoint (MDE), SentinelOne, and Palo Alto Cortex XDR are highly capable, but they are also incredibly complex."}, {"id": "mai-20260917-0922-baseline|c96-m6|google-small|SentinelOne", "prompt": "c96-m6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "highly capable, but they are also incredibly complex"}, {"id": "mai-20260917-0922-baseline|c96-m6|google-small|Palo Alto Cortex XDR", "prompt": "c96-m6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "highly capable, but they are also incredibly complex"}, {"id": "mai-20260917-0922-baseline|c96-m6|google-small|Huntress", "prompt": "c96-m6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look for **MDR (Managed Detection and Response)**, where a third-party security provider (such as Huntress, Red Canary, or Blackpoint Cyber) manages the EDR agent"}, {"id": "mai-20260917-0922-baseline|c96-m6|google-small|Red Canary", "prompt": "c96-m6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "such as Huntress, Red Canary, or Blackpoint Cyber"}, {"id": "mai-20260917-0922-baseline|c96-m6|google-small|Blackpoint Cyber", "prompt": "c96-m6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "such as Huntress, Red Canary, or Blackpoint Cyber"}, {"id": "mai-20260917-0922-baseline|c96-m6|meta-small|FireEye's EDR", "prompt": "c96-m6", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "FireEye's EDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it appears that FireEye's EDR and Malwarebytes EDR are not recommended"}, {"id": "mai-20260917-0922-baseline|c96-m6|meta-small|Malwarebytes EDR", "prompt": "c96-m6", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Malwarebytes EDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "it appears that FireEye's EDR and Malwarebytes EDR are not recommended"}, {"id": "mai-20260917-0922-baseline|c96-m6|minimax-small|Microsoft", "prompt": "c96-m6", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "three major vendors (Microsoft, SentinelOne, and Palo Alto Networks) actually withdrew from the 2025 MITRE evaluation round... This doesn't mean they're \"bad\" choices"}, {"id": "mai-20260917-0922-baseline|c96-m6|minimax-small|SentinelOne", "prompt": "c96-m6", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "three major vendors (Microsoft, SentinelOne, and Palo Alto Networks) actually withdrew from the 2025 MITRE evaluation round"}, {"id": "mai-20260917-0922-baseline|c96-m6|minimax-small|Palo Alto Networks", "prompt": "c96-m6", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "three major vendors (Microsoft, SentinelOne, and Palo Alto Networks) actually withdrew from the 2025 MITRE evaluation round"}, {"id": "mai-20260917-0922-baseline|c96-m6|mistral-small|FireEye EDR", "prompt": "c96-m6", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "FireEye EDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple sources explicitly advise against using FireEye's EDR solution, citing it as a waste and problematic in practice."}, {"id": "mai-20260917-0922-baseline|c96-m6|mistral-small|Malwarebytes EDR", "prompt": "c96-m6", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Malwarebytes EDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users and experts have flagged Malwarebytes EDR as something to avoid."}, {"id": "mai-20260917-0922-baseline|c96-m6|mistral-small|Carbon Black", "prompt": "c96-m6", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Carbon Black", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "\"I would probably recommend against Carbon Black\" and \"stay away from cb\""}, {"id": "mai-20260917-0922-baseline|c96-m6|moonshot-small|CrowdStrike Falcon", "prompt": "c96-m6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Despite being a market leader, CrowdStrike should be evaluated carefully after the **July 2024 global outage**"}, {"id": "mai-20260917-0922-baseline|c96-m6|moonshot-small|SentinelOne", "prompt": "c96-m6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SentinelOne offers strong technology but requires investment in tuning and tolerance for support friction."}, {"id": "mai-20260917-0922-baseline|c96-m6|moonshot-small|Windows Defender", "prompt": "c96-m6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Windows Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "reported coexistence issues with Windows Defender causing high CPU"}, {"id": "mai-20260917-0922-baseline|c96-m6|moonshot-small|Datto EDR", "prompt": "c96-m6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Datto EDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Datto EDR: Documented performance impacts including sustained high CPU, elevated memory consumption, heavy disk I/O contention, and network slowdowns"}, {"id": "mai-20260917-0922-baseline|c96-m6|openai-small|FortiEDR", "prompt": "c96-m6", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "FortiEDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "reviewers frequently mention false positives and the need to create many exceptions"}, {"id": "mai-20260917-0922-baseline|c96-m6|openai-small|Microsoft Defender XDR", "prompt": "c96-m6", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "strong integration value, but reviewers report false positives, alert grouping issues, and a UI that can be non-intuitive"}, {"id": "mai-20260917-0922-baseline|c96-m6|openai-small|Broadcom Carbon Black", "prompt": "c96-m6", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Broadcom Carbon Black", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "reviewers mention false positives and awkward exclusion handling"}, {"id": "mai-20260917-0922-baseline|c96-m6|xai-small|CrowdStrike Falcon", "prompt": "c96-m6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cautions: High cost, 2024 global outage eroded some trust (fully recovered operationally), aggressive sales."}, {"id": "mai-20260917-0922-baseline|c96-m6|xai-small|SentinelOne Singularity", "prompt": "c96-m6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cautions: Occasional false positives/alert issues, compatibility/migration challenges, less mature ecosystem/threat intel depth, weaker non-Windows support."}, {"id": "mai-20260917-0922-baseline|c96-m6|xai-small|Microsoft Defender for Endpoint", "prompt": "c96-m6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cautions: Non-Windows agents less mature (macOS kernel issues), higher tuning needed for alert quality, slower MTTR in hybrid setups."}, {"id": "mai-20260917-0922-baseline|c96-m6|xai-small|Datto/Kaseya EDR", "prompt": "c96-m6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Datto/Kaseya EDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Labeled \"worst EDR\" in MSP-focused Reddit rants... Best avoided unless you're locked into Kaseya ecosystem."}, {"id": "mai-20260917-0922-baseline|c96-m6|xai-small|VMware Carbon Black", "prompt": "c96-m6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "VMware Carbon Black", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Strongly Avoid or High Caution... High false positives blocking legit apps, integration struggles post-acquisitions, premium pricing without matching value"}, {"id": "mai-20260917-0922-baseline|c96-m6|xai-small|Trend Micro", "prompt": "c96-m6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "some Reddit users avoid due to underwhelming detection/response in real-world tests. Lower in Forrester/Gartner vs. top tier."}, {"id": "mai-20260917-0922-baseline|c96-m6|xai-small|Huntress", "prompt": "c96-m6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Huntress gets praise in MSP/Reddit for low noise (4.5/5)"}, {"id": "mai-20260917-0922-baseline|c96-m6|xai-small|Bitdefender", "prompt": "c96-m6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Bitdefender for coverage"}, {"id": "mai-20260917-0922-baseline|c96-m6|zai-small|Datto EDR", "prompt": "c96-m6", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Datto EDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "MSP reviews describe it as \"among the least effective tools\"... the high FPR and operational overhead can be a dealbreaker."}, {"id": "mai-20260917-0922-baseline|c96-m6|zai-small|Carbon Black", "prompt": "c96-m6", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Carbon Black", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Powerful for hunting, but operational friction and past data-leak concerns warrant caution."}, {"id": "mai-20260917-0922-baseline|c96-m6|zai-small|CrowdStrike Falcon", "prompt": "c96-m6", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Excellent capabilities, but the 2024 outage and testing controversies are valid caution flags for risk-averse environments."}, {"id": "mai-20260917-0922-baseline|c96-m6|zai-small|SentinelOne Singularity", "prompt": "c96-m6", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Solid technical alternative, but operational reliability and detection accuracy have been questioned in recent tests."}, {"id": "mai-20260917-0922-baseline|c96-m6|zai-small|Palo Alto Networks Cortex XDR", "prompt": "c96-m6", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Robust platform, but multiple security advisories and documented bypasses mean you must: Keep agents and content updates current."}, {"id": "mai-20260917-0922-baseline|c96-m6|zai-small|Elastic EDR", "prompt": "c96-m6", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Elastic EDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Strong ecosystem, but a serious kernel-driver vulnerability highlights the importance of patching and driver vetting."}, {"id": "mai-20260917-0922-baseline|c96-m6|zai-small|Sophos Intercept X", "prompt": "c96-m6", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Generally well-regarded, but kernel-driver research highlights that even reputable vendors have exploitable kernel components if not patched."}, {"id": "mai-20260917-0922-baseline|c96-m6|zai-small|Microsoft Defender for Endpoint (MDE)", "prompt": "c96-m6", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Endpoint (MDE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Excellent baseline protection, but not a \"set-and-forget\" solution; requires proper configuration and tuning."}, {"id": "mai-20260917-0922-baseline|c96-s1|alibaba-small|Microsoft Defender for Business", "prompt": "c96-s1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**First:** Ensure you have **Microsoft Defender for Business** (if on MS 365)."}, {"id": "mai-20260917-0922-baseline|c96-s1|alibaba-small|Huntress Managed EDR", "prompt": "c96-s1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you cannot afford a cybersecurity hire, **Huntress is likely the safest ROI.**"}, {"id": "mai-20260917-0922-baseline|c96-s1|alibaba-small|SentinelOne", "prompt": "c96-s1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong contender if you have a competent SysAdmin who wants a powerful, modern platform"}, {"id": "mai-20260917-0922-baseline|c96-s1|alibaba-small|Sophos Intercept X", "prompt": "c96-s1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Outsource IT: Sophos Intercept X"}, {"id": "mai-20260917-0922-baseline|c96-s1|alibaba-small|CrowdStrike", "prompt": "c96-s1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Do not buy \"Unmanaged EDR\" from brands like CrowdStrike, Palo Alto, or Exabeat."}, {"id": "mai-20260917-0922-baseline|c96-s1|alibaba-small|Palo Alto", "prompt": "c96-s1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Palo Alto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Do not buy \"Unmanaged EDR\" from brands like CrowdStrike, Palo Alto, or Exabeat."}, {"id": "mai-20260917-0922-baseline|c96-s1|alibaba-small|Exabeat", "prompt": "c96-s1", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Exabeat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Do not buy \"Unmanaged EDR\" from brands like CrowdStrike, Palo Alto, or Exabeat."}, {"id": "mai-20260917-0922-baseline|c96-s1|anthropic-small|Huntress Managed EDR", "prompt": "c96-s1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best EDR for small business in 2026 is Huntress Managed EDR for teams without a security analyst"}, {"id": "mai-20260917-0922-baseline|c96-s1|anthropic-small|SentinelOne", "prompt": "c96-s1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Businesses with an IT team can self-manage a platform like SentinelOne or CrowdStrike."}, {"id": "mai-20260917-0922-baseline|c96-s1|anthropic-small|CrowdStrike", "prompt": "c96-s1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Businesses with an IT team can self-manage a platform like SentinelOne or CrowdStrike."}, {"id": "mai-20260917-0922-baseline|c96-s1|anthropic-small|Microsoft Defender for Business", "prompt": "c96-s1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best value if you already pay for Microsoft 365 Business Premium"}, {"id": "mai-20260917-0922-baseline|c96-s1|anthropic-small|Bitdefender GravityZone", "prompt": "c96-s1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bitdefender GravityZone is the cheapest self-managed option"}, {"id": "mai-20260917-0922-baseline|c96-s1|anthropic-small|Cynet 360", "prompt": "c96-s1", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Cynet 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cynet 360 consolidates EDR, NGAV, network detection and response... with 24/7 MDR service included"}, {"id": "mai-20260917-0922-baseline|c96-s1|challenger-small|Microsoft Defender for Business", "prompt": "c96-s1", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender for Business** is the best starting point for most small B2B companies already on Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c96-s1|challenger-small|Huntress Managed EDR", "prompt": "c96-s1", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Huntress Managed EDR** is the best choice if you need the tool plus the people to run it"}, {"id": "mai-20260917-0922-baseline|c96-s1|challenger-small|SentinelOne Singularity Endpoint", "prompt": "c96-s1", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best pure EDR product for small teams that want stronger automation"}, {"id": "mai-20260917-0922-baseline|c96-s1|challenger-small|CrowdStrike Falcon", "prompt": "c96-s1", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often more than a small company needs unless you have analysts to use it well"}, {"id": "mai-20260917-0922-baseline|c96-s1|deepseek-small|Huntress Managed EDR", "prompt": "c96-s1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Huntress Managed EDR — best overall for most small businesses"}, {"id": "mai-20260917-0922-baseline|c96-s1|deepseek-small|Microsoft Defender for Business", "prompt": "c96-s1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already use Microsoft 365 ... but alerts only — no managed response"}, {"id": "mai-20260917-0922-baseline|c96-s1|deepseek-small|SentinelOne Singularity (SMB tier)", "prompt": "c96-s1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity (SMB tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want strong automation ... But higher operational burden unless you add managed coverage"}, {"id": "mai-20260917-0922-baseline|c96-s1|deepseek-small|Cynet", "prompt": "c96-s1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best value with a bundled SOC"}, {"id": "mai-20260917-0922-baseline|c96-s1|deepseek-small|CrowdStrike Falcon Go", "prompt": "c96-s1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Leads on detection engineering and threat intelligence, but better when you have a mature SOC to leverage it"}, {"id": "mai-20260917-0922-baseline|c96-s1|deepseek-small|Cortex XDR", "prompt": "c96-s1", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Cortex XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid buying a premium enterprise EDR (like full CrowdStrike or Cortex XDR) that you won't have the staff to actually monitor"}, {"id": "mai-20260917-0922-baseline|c96-s1|google-small|Microsoft Defender for Business", "prompt": "c96-s1", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Microsoft 365 Users: **Microsoft Defender for Business** ... making it the most cost-effective option on the market."}, {"id": "mai-20260917-0922-baseline|c96-s1|google-small|Huntress", "prompt": "c96-s1", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best \"Hands-Off\" / Managed EDR: **Huntress** ... Best for: Small businesses with little to no cybersecurity expertise who need a \"set-and-forget\" solution"}, {"id": "mai-20260917-0922-baseline|c96-s1|google-small|SentinelOne Singularity", "prompt": "c96-s1", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SentinelOne is widely regarded as one of the most powerful, automated, and user-friendly standalone EDR platforms."}, {"id": "mai-20260917-0922-baseline|c96-s1|google-small|Bitdefender GravityZone", "prompt": "c96-s1", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best on a Tight Budget: **Bitdefender GravityZone** ... an excellent option."}, {"id": "mai-20260917-0922-baseline|c96-s1|google-small|Sophos", "prompt": "c96-s1", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Many MSPs standardise on **SentinelOne**, **Sophos**, or **Huntress**"}, {"id": "mai-20260917-0922-baseline|c96-s1|meta-small|Huntress Managed EDR", "prompt": "c96-s1", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Huntress Managed EDR, which is best for SMBs and growing businesses without a dedicated security team"}, {"id": "mai-20260917-0922-baseline|c96-s1|minimax-small|CrowdStrike Falcon", "prompt": "c96-s1", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you have some security capability, **CrowdStrike Falcon Go** at $7.99/device/month provides enterprise-grade protection."}, {"id": "mai-20260917-0922-baseline|c96-s1|minimax-small|Huntress Managed EDR", "prompt": "c96-s1", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Huntress Managed EDR** as the top choice due to its managed approach and SMB-focus"}, {"id": "mai-20260917-0922-baseline|c96-s1|minimax-small|Microsoft Defender", "prompt": "c96-s1", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value... Free if you have Microsoft 365 Business Premium or E5"}, {"id": "mai-20260917-0922-baseline|c96-s1|minimax-small|SentinelOne", "prompt": "c96-s1", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If no, choose Huntress or SentinelOne"}, {"id": "mai-20260917-0922-baseline|c96-s1|minimax-small|Bitdefender + Managed Service", "prompt": "c96-s1", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Bitdefender + Managed Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(Best Budget Option)... Best for: Cost-conscious companies"}, {"id": "mai-20260917-0922-baseline|c96-s1|mistral-small|Huntress Managed EDR", "prompt": "c96-s1", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Huntress Managed EDR** is highly recommended for SMBs and growing businesses without in-house security expertise"}, {"id": "mai-20260917-0922-baseline|c96-s1|mistral-small|SentinelOne", "prompt": "c96-s1", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top options to consider include solutions from SentinelOne and CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c96-s1|mistral-small|CrowdStrike", "prompt": "c96-s1", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "may require more internal management or higher budgets"}, {"id": "mai-20260917-0922-baseline|c96-s1|moonshot-small|Microsoft Defender for Business", "prompt": "c96-s1", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Microsoft Defender for Business** if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c96-s1|moonshot-small|SentinelOne Singularity Endpoint", "prompt": "c96-s1", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **SentinelOne Singularity** if you want best-in-class autonomous protection with simpler management"}, {"id": "mai-20260917-0922-baseline|c96-s1|moonshot-small|ThreatDown EDR", "prompt": "c96-s1", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "ThreatDown EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simpler Administration ... Specifically designed for small/midsize teams"}, {"id": "mai-20260917-0922-baseline|c96-s1|moonshot-small|CrowdStrike Falcon Go", "prompt": "c96-s1", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Growing, Cloud-Native SMBs ... Industry-leading detection, scales well as you grow"}, {"id": "mai-20260917-0922-baseline|c96-s1|moonshot-small|Huntress Managed EDR", "prompt": "c96-s1", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best If You Lack Security Staff ... Includes managed detection and response (MDR) service"}, {"id": "mai-20260917-0922-baseline|c96-s1|moonshot-small|Cynet", "prompt": "c96-s1", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Cynet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose a **managed EDR** (like Huntress, Cynet, or CNiC Managed EDR)"}, {"id": "mai-20260917-0922-baseline|c96-s1|moonshot-small|CNiC Managed EDR", "prompt": "c96-s1", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CNiC Managed EDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Choose a **managed EDR** (like Huntress, Cynet, or CNiC Managed EDR)"}, {"id": "mai-20260917-0922-baseline|c96-s1|openai-small|Microsoft Defender for Business", "prompt": "c96-s1", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c96-s1|openai-small|CrowdStrike Falcon Go / Falcon Complete", "prompt": "c96-s1", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Go / Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a more security-specialist platform and/or a more managed service approach"}, {"id": "mai-20260917-0922-baseline|c96-s1|openai-small|SentinelOne", "prompt": "c96-s1", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you prefer a strong standalone endpoint security platform"}, {"id": "mai-20260917-0922-baseline|c96-s1|openai-small|Sophos", "prompt": "c96-s1", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want tight integration with broader SMB security tooling"}, {"id": "mai-20260917-0922-baseline|c96-s1|xai-small|CrowdStrike", "prompt": "c96-s1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "CrowdStrike Falcon Go (strong if scaling or wanting premium tech)"}, {"id": "mai-20260917-0922-baseline|c96-s1|xai-small|Microsoft", "prompt": "c96-s1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Defender for Business (best value/budget starter, especially on M365)"}, {"id": "mai-20260917-0922-baseline|c96-s1|xai-small|Palo Alto Networks", "prompt": "c96-s1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leaders include CrowdStrike, Microsoft, Palo Alto Networks, Sophos"}, {"id": "mai-20260917-0922-baseline|c96-s1|xai-small|Sophos", "prompt": "c96-s1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leaders include CrowdStrike, Microsoft, Palo Alto Networks, Sophos"}, {"id": "mai-20260917-0922-baseline|c96-s1|xai-small|Huntress Managed EDR", "prompt": "c96-s1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Huntress Managed EDR (top pick for most small B2B without dedicated security teams)"}, {"id": "mai-20260917-0922-baseline|c96-s1|xai-small|SentinelOne Singularity", "prompt": "c96-s1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Autonomous response, no SOC needed"}, {"id": "mai-20260917-0922-baseline|c96-s1|xai-small|Bitdefender GravityZone", "prompt": "c96-s1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Budget autonomous EDR"}, {"id": "mai-20260917-0922-baseline|c96-s1|xai-small|Sophos Intercept X", "prompt": "c96-s1", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "MSP-friendly, balanced"}, {"id": "mai-20260917-0922-baseline|c96-s1|zai-small|Microsoft Defender for Business", "prompt": "c96-s1", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall low‑cost, integrated choice: Microsoft Defender for Business"}, {"id": "mai-20260917-0922-baseline|c96-s1|zai-small|SentinelOne Singularity", "prompt": "c96-s1", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best autonomous response (especially ransomware rollback): SentinelOne Singularity."}, {"id": "mai-20260917-0922-baseline|c96-s1|zai-small|CrowdStrike Falcon Go", "prompt": "c96-s1", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best lightweight, detection‑heavy cloud EDR: CrowdStrike Falcon Go."}, {"id": "mai-20260917-0922-baseline|c96-s1|zai-small|Huntress Managed EDR", "prompt": "c96-s1", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best fully managed option for small teams: Huntress Managed EDR."}, {"id": "mai-20260917-0922-baseline|c96-s2|alibaba-small|Huntress Managed EDR", "prompt": "c96-s2", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: Huntress Managed EDR**"}, {"id": "mai-20260917-0922-baseline|c96-s2|alibaba-small|Microsoft Defender for Business", "prompt": "c96-s2", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-Up: Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c96-s2|alibaba-small|SentinelOne", "prompt": "c96-s2", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alternative: SentinelOne**"}, {"id": "mai-20260917-0922-baseline|c96-s2|anthropic-small|Huntress Managed EDR", "prompt": "c96-s2", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Huntress Managed EDR** (Best overall for small businesses without a security team)"}, {"id": "mai-20260917-0922-baseline|c96-s2|anthropic-small|Microsoft Defender for Business", "prompt": "c96-s2", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd recommend either **Huntress** (managed service included) or **Microsoft Defender for Business** plus a managed layer"}, {"id": "mai-20260917-0922-baseline|c96-s2|anthropic-small|ThreatDown", "prompt": "c96-s2", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "ThreatDown", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. ThreatDown** (Lightweight and affordable)"}, {"id": "mai-20260917-0922-baseline|c96-s2|challenger-small|SentinelOne Singularity Endpoint", "prompt": "c96-s2", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **SentinelOne Singularity Endpoint** as the best single-tool choice"}, {"id": "mai-20260917-0922-baseline|c96-s2|challenger-small|Microsoft Defender for Endpoint", "prompt": "c96-s2", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is also worth serious consideration because it may already be included at little or no incremental cost"}, {"id": "mai-20260917-0922-baseline|c96-s2|challenger-small|Huntress Managed EDR", "prompt": "c96-s2", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you lack in-house security staff and want someone to handle alerts and response"}, {"id": "mai-20260917-0922-baseline|c96-s2|deepseek-small|Huntress Managed EDR", "prompt": "c96-s2", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Huntress Managed EDR** or **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c96-s2|deepseek-small|Microsoft Defender for Business", "prompt": "c96-s2", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Huntress Managed EDR** or **Microsoft Defender for Business** (bundled with Microsoft 365 Business Premium), often combined."}, {"id": "mai-20260917-0922-baseline|c96-s2|deepseek-small|SentinelOne Singularity Endpoint", "prompt": "c96-s2", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want premium self-managed EDR"}, {"id": "mai-20260917-0922-baseline|c96-s2|deepseek-small|CrowdStrike Falcon Pro/Enterprise", "prompt": "c96-s2", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Pro/Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What I'd steer small B2B firms away from ... typically overkill and overpriced for a small business"}, {"id": "mai-20260917-0922-baseline|c96-s2|google-small|Microsoft Defender for Business", "prompt": "c96-s2", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have Microsoft 365 Business Premium: Configure and use **Microsoft Defender for Business**. It’s already paid for, highly secure, and compliant."}, {"id": "mai-20260917-0922-baseline|c96-s2|google-small|Huntress", "prompt": "c96-s2", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have a lean IT team and want \"set-it-and-forget-it\" peace of mind:** Go with **Huntress**"}, {"id": "mai-20260917-0922-baseline|c96-s2|google-small|SentinelOne Singularity", "prompt": "c96-s2", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** B2B companies looking for automated, high-end protection that \"heals\" itself... The Catch:** It can be expensive and complex to buy direct."}, {"id": "mai-20260917-0922-baseline|c96-s2|google-small|CrowdStrike Falcon", "prompt": "c96-s2", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Small businesses should *never* buy raw CrowdStrike and try to manage it themselves, as it requires tuning"}, {"id": "mai-20260917-0922-baseline|c96-s2|meta-small|SentinelOne Singularity Endpoint", "prompt": "c96-s2", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SentinelOne is considered the best for small businesses"}, {"id": "mai-20260917-0922-baseline|c96-s2|meta-small|Bitdefender", "prompt": "c96-s2", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Bitdefender combined with a managed detection service"}, {"id": "mai-20260917-0922-baseline|c96-s2|minimax-small|SentinelOne Singularity Endpoint", "prompt": "c96-s2", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SentinelOne Singularity Endpoint** is frequently recommended as a top choice for small businesses"}, {"id": "mai-20260917-0922-baseline|c96-s2|minimax-small|Microsoft Defender", "prompt": "c96-s2", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already have Microsoft 365 Business Premium or E5, you get capable endpoint detection at no additional cost."}, {"id": "mai-20260917-0922-baseline|c96-s2|minimax-small|Huntress", "prompt": "c96-s2", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically designed for small businesses with limited in-house security staff, and includes managed threat hunters."}, {"id": "mai-20260917-0922-baseline|c96-s2|minimax-small|Bitdefender", "prompt": "c96-s2", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A good mid-priced option, especially when paired with a managed detection service."}, {"id": "mai-20260917-0922-baseline|c96-s2|mistral-small|SentinelOne Singularity Endpoint", "prompt": "c96-s2", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **SentinelOne Singularity Endpoint** as the best EDR tool"}, {"id": "mai-20260917-0922-baseline|c96-s2|mistral-small|Microsoft Defender for Endpoint", "prompt": "c96-s2", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you might consider **Microsoft Defender for Endpoint**, as it provides capable detection at no additional cost"}, {"id": "mai-20260917-0922-baseline|c96-s2|moonshot-small|Huntress Managed EDR", "prompt": "c96-s2", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## My Recommendation: **Huntress Managed EDR**"}, {"id": "mai-20260917-0922-baseline|c96-s2|moonshot-small|Microsoft Defender for Business", "prompt": "c96-s2", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**When to choose Microsoft Defender instead:** If you already have Microsoft 365 Business Premium AND have someone on staff who can actively monitor"}, {"id": "mai-20260917-0922-baseline|c96-s2|moonshot-small|CrowdStrike Falcon Go", "prompt": "c96-s2", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**When to choose CrowdStrike:** If you have a dedicated IT security person who can manage the platform"}, {"id": "mai-20260917-0922-baseline|c96-s2|moonshot-small|SentinelOne Singularity", "prompt": "c96-s2", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Caveat:** No SOC included at base tier; MDR is an add-on"}, {"id": "mai-20260917-0922-baseline|c96-s2|openai-small|Microsoft Defender for Business", "prompt": "c96-s2", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Microsoft Defender for Business** if you already use Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c96-s2|openai-small|Microsoft Defender Suite for Microsoft 365 Business Premium", "prompt": "c96-s2", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender Suite for Microsoft 365 Business Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a broader bundled security stack"}, {"id": "mai-20260917-0922-baseline|c96-s2|openai-small|CrowdStrike Falcon Complete Next-Gen MDR", "prompt": "c96-s2", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete Next-Gen MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **fully managed 24/7 monitoring** ... I'd look at **CrowdStrike Falcon Complete Next-Gen MDR**"}, {"id": "mai-20260917-0922-baseline|c96-s2|openai-small|Sophos MDR", "prompt": "c96-s2", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **CrowdStrike Falcon Complete** or **Sophos MDR**"}, {"id": "mai-20260917-0922-baseline|c96-s2|openai-small|Bitdefender GravityZone", "prompt": "c96-s2", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a more budget-conscious but still capable option, **Bitdefender GravityZone** is also worth a look"}, {"id": "mai-20260917-0922-baseline|c96-s2|xai-small|Huntress Managed EDR", "prompt": "c96-s2", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Huntress Managed EDR as the top choice."}, {"id": "mai-20260917-0922-baseline|c96-s2|xai-small|SentinelOne", "prompt": "c96-s2", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you have 50+ endpoints and want autonomy without humans, go SentinelOne"}, {"id": "mai-20260917-0922-baseline|c96-s2|xai-small|CrowdStrike", "prompt": "c96-s2", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Falcon Go is NGAV, not full EDR; monitoring gap"}, {"id": "mai-20260917-0922-baseline|c96-s2|xai-small|Microsoft Defender for Business", "prompt": "c96-s2", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "start with **Defender for Business**—it's cheap/effective but needs your oversight"}, {"id": "mai-20260917-0922-baseline|c96-s2|xai-small|Bitdefender GravityZone", "prompt": "c96-s2", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget NGAV/EDR hybrid | Less emphasis on full MDR"}, {"id": "mai-20260917-0922-baseline|c96-s2|zai-small|Huntress Managed EDR", "prompt": "c96-s2", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best‑all‑around choice is **Huntress Managed EDR**"}, {"id": "mai-20260917-0922-baseline|c96-s2|zai-small|Microsoft Defender for Business", "prompt": "c96-s2", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already pay for Microsoft 365 Business Premium, **Microsoft Defender for Business** is a strong, cost‑effective option."}, {"id": "mai-20260917-0922-baseline|c96-s2|zai-small|CrowdStrike Falcon Go", "prompt": "c96-s2", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CrowdStrike Falcon Go** or **SentinelOne** are excellent choices"}, {"id": "mai-20260917-0922-baseline|c96-s2|zai-small|SentinelOne", "prompt": "c96-s2", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CrowdStrike Falcon Go** or **SentinelOne** are excellent choices"}, {"id": "mai-20260917-0922-baseline|c96-s2|zai-small|Bitdefender GravityZone", "prompt": "c96-s2", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ESET PROTECT** or **Bitdefender GravityZone** are solid options"}, {"id": "mai-20260917-0922-baseline|c96-s2|zai-small|ESET PROTECT", "prompt": "c96-s2", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "paraphrase", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ESET PROTECT** or **Bitdefender GravityZone** are solid options"}, {"id": "mai-20260917-0922-baseline|c96-s3|alibaba-small|Huntress Managed EDR", "prompt": "c96-s3", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Huntress** if you want a hands-off approach and simply want the risk removed."}, {"id": "mai-20260917-0922-baseline|c96-s3|alibaba-small|Microsoft Defender for Business", "prompt": "c96-s3", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Microsoft Defender** if you are already on M365 and have one IT person"}, {"id": "mai-20260917-0922-baseline|c96-s3|alibaba-small|SentinelOne Singularity Core", "prompt": "c96-s3", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose SentinelOne** if you have a mixed environment (Mac and Windows)"}, {"id": "mai-20260917-0922-baseline|c96-s3|alibaba-small|CrowdStrike Falcon Go", "prompt": "c96-s3", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is often more expensive and heavier than the other options listed above"}, {"id": "mai-20260917-0922-baseline|c96-s3|anthropic-small|Huntress Managed EDR", "prompt": "c96-s3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for teams without a security analyst because every subscription bundles a 24/7 human-staffed SOC"}, {"id": "mai-20260917-0922-baseline|c96-s3|anthropic-small|Microsoft Defender for Business", "prompt": "c96-s3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For most small businesses, it serves as a baseline option"}, {"id": "mai-20260917-0922-baseline|c96-s3|anthropic-small|SentinelOne Singularity Complete", "prompt": "c96-s3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For businesses with in-house security teams to work alerts, this costs about $179.99 per endpoint per year"}, {"id": "mai-20260917-0922-baseline|c96-s3|anthropic-small|CrowdStrike Falcon", "prompt": "c96-s3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CrowdStrike Falcon Go costs about $7.99 per device per month"}, {"id": "mai-20260917-0922-baseline|c96-s3|anthropic-small|Cynet 360", "prompt": "c96-s3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Cynet 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "making it valuable for lean teams looking to reduce tool sprawl"}, {"id": "mai-20260917-0922-baseline|c96-s3|anthropic-small|Trellix", "prompt": "c96-s3", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Trellix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "some platforms like Trellix may feel heavier than platforms designed around simplicity and faster deployment"}, {"id": "mai-20260917-0922-baseline|c96-s3|challenger-small|Microsoft Defender for Business", "prompt": "c96-s3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Usually the easiest default choice if you want tight Microsoft integration and bundled value."}, {"id": "mai-20260917-0922-baseline|c96-s3|challenger-small|SentinelOne Singularity", "prompt": "c96-s3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best fit when you want **autonomous response** and rollback-style protection"}, {"id": "mai-20260917-0922-baseline|c96-s3|challenger-small|CrowdStrike Falcon Go", "prompt": "c96-s3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong option when you want **top-tier detection** and expect to grow"}, {"id": "mai-20260917-0922-baseline|c96-s3|challenger-small|Huntress Managed EDR", "prompt": "c96-s3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very small team, no security analyst?** Choose **Huntress Managed EDR"}, {"id": "mai-20260917-0922-baseline|c96-s3|challenger-small|Sophos Intercept X", "prompt": "c96-s3", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often favored by MSPs and SMBs that want a manageable console"}, {"id": "mai-20260917-0922-baseline|c96-s3|deepseek-small|Microsoft Defender for Business (MDB)", "prompt": "c96-s3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Business (MDB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Teams already on Microsoft 365 Business Premium; zero marginal cost."}, {"id": "mai-20260917-0922-baseline|c96-s3|deepseek-small|Huntress Managed EDR", "prompt": "c96-s3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Managed Detection & Response (MDR) built into Huntress, Cynet, or Sophos will give you better real-world security than an expensive, unmonitored CrowdStrike deployment."}, {"id": "mai-20260917-0922-baseline|c96-s3|deepseek-small|SentinelOne Singularity (Complete tier)", "prompt": "c96-s3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity (Complete tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Small teams with a competent sysadmin but a tiny security headcount that wants strong autonomous response."}, {"id": "mai-20260917-0922-baseline|c96-s3|deepseek-small|CrowdStrike Falcon", "prompt": "c96-s3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "If you don't have a human to watch Falcon, you're paying a lot for alerts you won't act on."}, {"id": "mai-20260917-0922-baseline|c96-s3|deepseek-small|Cynet (All-in-One)", "prompt": "c96-s3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Cynet (All-in-One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Like Huntress, it gives you a human watch 24/7... The UI historically feels more cluttered"}, {"id": "mai-20260917-0922-baseline|c96-s3|deepseek-small|Sophos Intercept X (with XDR)", "prompt": "c96-s3", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X (with XDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It's the most user-friendly platform for an IT generalist who isn't a security specialist."}, {"id": "mai-20260917-0922-baseline|c96-s3|google-small|Microsoft Defender for Business", "prompt": "c96-s3", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already pay for M365 Business Premium: Start by turning on **Microsoft Defender for Business**."}, {"id": "mai-20260917-0922-baseline|c96-s3|google-small|Huntress", "prompt": "c96-s3", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have no one to watch alerts: Go with **Huntress**."}, {"id": "mai-20260917-0922-baseline|c96-s3|google-small|SentinelOne Singularity", "prompt": "c96-s3", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want maximum automation: Go with **SentinelOne**"}, {"id": "mai-20260917-0922-baseline|c96-s3|google-small|Sophos Intercept X (with Sophos Central)", "prompt": "c96-s3", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X (with Sophos Central)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Teams looking for a **unified, self-contained security ecosystem**."}, {"id": "mai-20260917-0922-baseline|c96-s3|google-small|CrowdStrike Falcon", "prompt": "c96-s3", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It is premium-priced and built for security analysts. If you buy CrowdStrike without an internal team... powerful sports car that nobody knows how to drive."}, {"id": "mai-20260917-0922-baseline|c96-s3|meta-small|CNiC Managed EDR", "prompt": "c96-s3", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CNiC Managed EDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "top EDR platforms for small teams include: 1. CNiC Managed EDR"}, {"id": "mai-20260917-0922-baseline|c96-s3|meta-small|SentinelOne Singularity", "prompt": "c96-s3", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SentinelOne, offer a more comprehensive platform with autonomous threat detection"}, {"id": "mai-20260917-0922-baseline|c96-s3|meta-small|CrowdStrike Falcon Go", "prompt": "c96-s3", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CrowdStrike Falcon, are better suited for businesses with a real security team"}, {"id": "mai-20260917-0922-baseline|c96-s3|meta-small|Microsoft Defender for Business", "prompt": "c96-s3", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft Defender for Business, are included with Microsoft 365 Business Premium"}, {"id": "mai-20260917-0922-baseline|c96-s3|meta-small|Huntress Managed EDR", "prompt": "c96-s3", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Huntress Managed EDR, are designed for small businesses without a dedicated security team"}, {"id": "mai-20260917-0922-baseline|c96-s3|meta-small|Bitdefender GravityZone", "prompt": "c96-s3", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Bitdefender GravityZone, offer a mid-priced option with managed detection services"}, {"id": "mai-20260917-0922-baseline|c96-s3|meta-small|Sophos Intercept X", "prompt": "c96-s3", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Sophos Intercept X"}, {"id": "mai-20260917-0922-baseline|c96-s3|meta-small|ESET PROTECT", "prompt": "c96-s3", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "ESET PROTECT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. ESET PROTECT"}, {"id": "mai-20260917-0922-baseline|c96-s3|minimax-small|Microsoft Defender for Business", "prompt": "c96-s3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If using Microsoft 365, Defender is cost-effective ... Microsoft Defender has the lowest entry cost"}, {"id": "mai-20260917-0922-baseline|c96-s3|minimax-small|SentinelOne Singularity", "prompt": "c96-s3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Without dedicated staff, consider managed EDR (Huntress, CNiC) or SentinelOne"}, {"id": "mai-20260917-0922-baseline|c96-s3|minimax-small|CrowdStrike Falcon Go", "prompt": "c96-s3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Teams wanting enterprise-grade detection"}, {"id": "mai-20260917-0922-baseline|c96-s3|minimax-small|Bitdefender GravityZone", "prompt": "c96-s3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bitdefender offers good value"}, {"id": "mai-20260917-0922-baseline|c96-s3|minimax-small|Sophos Intercept X", "prompt": "c96-s3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best usability... Great for generalist IT teams"}, {"id": "mai-20260917-0922-baseline|c96-s3|minimax-small|Huntress", "prompt": "c96-s3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Most security experts recommend a **managed EDR** for small teams"}, {"id": "mai-20260917-0922-baseline|c96-s3|minimax-small|CNiC", "prompt": "c96-s3", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CNiC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "consider managed EDR (Huntress, CNiC)"}, {"id": "mai-20260917-0922-baseline|c96-s3|mistral-small|CrowdStrike Falcon Go", "prompt": "c96-s3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need more advanced features and can invest in training or a managed service, consider SentinelOne or CrowdStrike."}, {"id": "mai-20260917-0922-baseline|c96-s3|mistral-small|SentinelOne Singularity", "prompt": "c96-s3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider SentinelOne or CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c96-s3|mistral-small|Microsoft Defender for Business", "prompt": "c96-s3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want the easiest and most affordable, start with Microsoft Defender for Business."}, {"id": "mai-20260917-0922-baseline|c96-s3|mistral-small|Bitdefender GravityZone", "prompt": "c96-s3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Small teams seeking mid-market pricing and strong coverage."}, {"id": "mai-20260917-0922-baseline|c96-s3|mistral-small|Sophos Intercept X", "prompt": "c96-s3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Generalist IT teams or small businesses without deep security expertise."}, {"id": "mai-20260917-0922-baseline|c96-s3|mistral-small|Cynet", "prompt": "c96-s3", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For a fully managed experience, Cynet is a strong choice."}, {"id": "mai-20260917-0922-baseline|c96-s3|moonshot-small|Microsoft Defender for Business", "prompt": "c96-s3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're on M365 Business Premium: Start with Defender and add Huntress if you need a managed layer."}, {"id": "mai-20260917-0922-baseline|c96-s3|moonshot-small|SentinelOne Singularity", "prompt": "c96-s3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have no one to watch alerts: Huntress (managed) or SentinelOne (autonomous) are your safest bets."}, {"id": "mai-20260917-0922-baseline|c96-s3|moonshot-small|CrowdStrike Falcon Go", "prompt": "c96-s3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the best detection money can buy: CrowdStrike. ... Overkill for very small shops"}, {"id": "mai-20260917-0922-baseline|c96-s3|moonshot-small|Huntress Managed EDR", "prompt": "c96-s3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have no one to watch alerts: Huntress (managed) or SentinelOne (autonomous) are your safest bets."}, {"id": "mai-20260917-0922-baseline|c96-s3|moonshot-small|Sophos Intercept X", "prompt": "c96-s3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best when: You work with a managed service provider or want straightforward, set-it-and-forget-it protection."}, {"id": "mai-20260917-0922-baseline|c96-s3|moonshot-small|Bitdefender GravityZone", "prompt": "c96-s3", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Detection depth trails the top-tier vendors; MDR is an add-on."}, {"id": "mai-20260917-0922-baseline|c96-s3|openai-small|Microsoft Defender for Business / Defender for Endpoint", "prompt": "c96-s3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Business / Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually start with: 1. **Microsoft Defender for Business** if you're already in Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c96-s3|openai-small|CrowdStrike Falcon", "prompt": "c96-s3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tradeoff:** usually higher cost and more \"serious security platform\" than a casual small team needs."}, {"id": "mai-20260917-0922-baseline|c96-s3|openai-small|SentinelOne Singularity", "prompt": "c96-s3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SentinelOne** if you need strong autonomous response"}, {"id": "mai-20260917-0922-baseline|c96-s3|openai-small|Sophos Intercept X", "prompt": "c96-s3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want an integrated bundle and maybe firewalls/MDR too:** Sophos"}, {"id": "mai-20260917-0922-baseline|c96-s3|openai-small|Bitdefender GravityZone", "prompt": "c96-s3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Bitdefender** if you want straightforward, efficient protection"}, {"id": "mai-20260917-0922-baseline|c96-s3|openai-small|ESET PROTECT", "prompt": "c96-s3", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "ESET PROTECT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ESET is frequently included in SMB comparisons and is a good fit for teams that want a simpler console"}, {"id": "mai-20260917-0922-baseline|c96-s3|xai-small|Microsoft Defender for Business", "prompt": "c96-s3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often the default choice if you're on Microsoft 365 Business Premium (included at no extra cost"}, {"id": "mai-20260917-0922-baseline|c96-s3|xai-small|CrowdStrike Falcon Go", "prompt": "c96-s3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top-tier detection & threat intel; lightweight for small setups."}, {"id": "mai-20260917-0922-baseline|c96-s3|xai-small|SentinelOne Singularity (Core/Control tiers)", "prompt": "c96-s3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity (Core/Control tiers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best autonomous AI response & ransomware rollback; works offline."}, {"id": "mai-20260917-0922-baseline|c96-s3|xai-small|Huntress Managed EDR", "prompt": "c96-s3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Managed options like Huntress shine if you lack security staff."}, {"id": "mai-20260917-0922-baseline|c96-s3|xai-small|Bitdefender GravityZone", "prompt": "c96-s3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent value, strong prevention; transparent pricing."}, {"id": "mai-20260917-0922-baseline|c96-s3|xai-small|Sophos Intercept X", "prompt": "c96-s3", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "All-in-one with optional MDR"}, {"id": "mai-20260917-0922-baseline|c96-s3|zai-small|Microsoft Defender for Business", "prompt": "c96-s3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall value:** Microsoft Defender for Business (especially if you already have M365)."}, {"id": "mai-20260917-0922-baseline|c96-s3|zai-small|CrowdStrike Falcon Go", "prompt": "c96-s3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best detection for the money:** CrowdStrike Falcon Go."}, {"id": "mai-20260917-0922-baseline|c96-s3|zai-small|SentinelOne Singularity", "prompt": "c96-s3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for automation\\u2011heavy small teams:** SentinelOne."}, {"id": "mai-20260917-0922-baseline|c96-s3|zai-small|Sophos Intercept X", "prompt": "c96-s3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for IT teams wanting a simple console + optional MDR:** Sophos Intercept X."}, {"id": "mai-20260917-0922-baseline|c96-s3|zai-small|Bitdefender GravityZone", "prompt": "c96-s3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Bitdefender GravityZone** | Good detection at mid\\u2011market pricing; MDR add\\u2011on available."}, {"id": "mai-20260917-0922-baseline|c96-s3|zai-small|Huntress Managed EDR", "prompt": "c96-s3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best if you want fully managed detection & response:** Huntress Managed EDR or CNiC Managed EDR."}, {"id": "mai-20260917-0922-baseline|c96-s3|zai-small|CNiC Managed EDR", "prompt": "c96-s3", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "comparative", "raw": "CNiC Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SMBs that want a \\u201cstack\\u2011in\\u2011one\\u201d solution (EDR + 24/7 SOC)"}, {"id": "mai-20260917-0922-baseline|c96-s4|alibaba-small|Microsoft Defender for Business", "prompt": "c96-s4", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tightest Budget** | **Microsoft Defender for Business** | ~$3/user. It's likely already part of your subscription."}, {"id": "mai-20260917-0922-baseline|c96-s4|alibaba-small|Huntress", "prompt": "c96-s4", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best ROI / Peace of Mind** | **Huntress** | ~$9/endpoint. The human monitoring is invaluable for small IT teams."}, {"id": "mai-20260917-0922-baseline|c96-s4|alibaba-small|SentinelOne", "prompt": "c96-s4", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Standalone Technology: SentinelOne ... Can be complex to configure compared to Huntress."}, {"id": "mai-20260917-0922-baseline|c96-s4|alibaba-small|CrowdStrike", "prompt": "c96-s4", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "though much cheaper than enterprise EDR like CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c96-s4|anthropic-small|Bitdefender GravityZone Business Security Premium", "prompt": "c96-s4", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender GravityZone Business Security Premium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bitdefender GravityZone Business Security Premium delivers real EDR at the lowest list price"}, {"id": "mai-20260917-0922-baseline|c96-s4|anthropic-small|Huntress Managed EDR", "prompt": "c96-s4", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Huntress Managed EDR is the best for teams without a security analyst"}, {"id": "mai-20260917-0922-baseline|c96-s4|anthropic-small|Microsoft Defender for Business", "prompt": "c96-s4", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the best value if you already pay for Microsoft 365 Business Premium"}, {"id": "mai-20260917-0922-baseline|c96-s4|anthropic-small|SentinelOne Singularity", "prompt": "c96-s4", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "one of the most capable AI-driven EDR platforms available at any price point"}, {"id": "mai-20260917-0922-baseline|c96-s4|anthropic-small|CrowdStrike", "prompt": "c96-s4", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Businesses with an IT team can self-manage a platform like SentinelOne or CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c96-s4|challenger-small|Microsoft Defender for Business", "prompt": "c96-s4", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c96-s4|challenger-small|Huntress Managed EDR", "prompt": "c96-s4", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Huntress Managed EDR** is the strongest budget-friendly managed option"}, {"id": "mai-20260917-0922-baseline|c96-s4|challenger-small|ThreatDown", "prompt": "c96-s4", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "ThreatDown", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best lightweight standalone EDR for small businesses:** **ThreatDown**"}, {"id": "mai-20260917-0922-baseline|c96-s4|challenger-small|SentinelOne Singularity Endpoint", "prompt": "c96-s4", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SentinelOne highlighted for small businesses"}, {"id": "mai-20260917-0922-baseline|c96-s4|deepseek-small|Microsoft Defender for Business", "prompt": "c96-s4", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're already on Microsoft 365 Business Premium: Defender for Business is essentially free and a no-brainer starting point"}, {"id": "mai-20260917-0922-baseline|c96-s4|deepseek-small|Huntress Managed EDR", "prompt": "c96-s4", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "⭐ *Best overall for tight budgets*"}, {"id": "mai-20260917-0922-baseline|c96-s4|deepseek-small|CrowdStrike Falcon Go", "prompt": "c96-s4", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CrowdStrike Falcon Go is a solid, transparently priced option"}, {"id": "mai-20260917-0922-baseline|c96-s4|deepseek-small|Cynet", "prompt": "c96-s4", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one platform bundling EDR/XDR... plus 24/7 MDR (CyOps) included in the base price — good value"}, {"id": "mai-20260917-0922-baseline|c96-s4|google-small|Microsoft Defender for Business", "prompt": "c96-s4", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Scenario 1: You already use Microsoft 365 (Best Overall Value)\n#### **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c96-s4|google-small|Huntress Managed EDR", "prompt": "c96-s4", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Huntress is widely considered the gold standard for small-to-midmarket businesses."}, {"id": "mai-20260917-0922-baseline|c96-s4|google-small|LimaCharlie", "prompt": "c96-s4", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "LimaCharlie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a highly technical startup... LimaCharlie is a powerful tool."}, {"id": "mai-20260917-0922-baseline|c96-s4|google-small|Bitdefender GravityZone", "prompt": "c96-s4", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "just want highly rated, budget-friendly standalone endpoint software, Bitdefender is the market favorite"}, {"id": "mai-20260917-0922-baseline|c96-s4|meta-small|Microsoft Defender for Business", "prompt": "c96-s4", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best EDR platform for a small company with a tight budget is Microsoft Defender for Business"}, {"id": "mai-20260917-0922-baseline|c96-s4|meta-small|ThreatDown", "prompt": "c96-s4", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "ThreatDown", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ThreatDown, which is a lightweight EDR solution that provides strong protection with simple deployment and affordable licensing"}, {"id": "mai-20260917-0922-baseline|c96-s4|meta-small|Bitdefender", "prompt": "c96-s4", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitdefender, which is a standalone EDR solution with published pricing that can be budgeted for"}, {"id": "mai-20260917-0922-baseline|c96-s4|minimax-small|Huntress Managed EDR", "prompt": "c96-s4", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Huntress** is typically the best balance of cost, features, and included 24/7 monitoring"}, {"id": "mai-20260917-0922-baseline|c96-s4|minimax-small|Microsoft Defender for Endpoint", "prompt": "c96-s4", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best Free Option) ... **Cost**: $0 if you already have Microsoft 365 Business Premium"}, {"id": "mai-20260917-0922-baseline|c96-s4|minimax-small|CrowdStrike Falcon Go", "prompt": "c96-s4", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Price**: $7.99/device/month (up to 100 devices)"}, {"id": "mai-20260917-0922-baseline|c96-s4|mistral-small|ThreatDown", "prompt": "c96-s4", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "ThreatDown", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ThreatDown** is highlighted as the best lightweight EDR for small businesses, offering strong protection with simple deployment and affordable licensing"}, {"id": "mai-20260917-0922-baseline|c96-s4|mistral-small|Huntress Managed EDR", "prompt": "c96-s4", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "recommended for SMBs and growing businesses without a dedicated security team"}, {"id": "mai-20260917-0922-baseline|c96-s4|mistral-small|Microsoft Defender", "prompt": "c96-s4", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers capable detection at no additional cost, making it the most budget-friendly option if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c96-s4|mistral-small|Bitdefender", "prompt": "c96-s4", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also suggested as a good mid-priced alternative"}, {"id": "mai-20260917-0922-baseline|c96-s4|moonshot-small|Microsoft Defender for Business", "prompt": "c96-s4", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value... My recommendation: If you're on a tight budget and already use Microsoft 365, start with **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c96-s4|moonshot-small|Huntress Managed EDR", "prompt": "c96-s4", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need 24/7 monitoring without hiring security staff, **Huntress Managed EDR** at ~$9/endpoint/month is likely your best value."}, {"id": "mai-20260917-0922-baseline|c96-s4|moonshot-small|CrowdStrike Falcon Go", "prompt": "c96-s4", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lightweight & Affordable... Cons: No 24/7 response included (requires separate MDR add-on)"}, {"id": "mai-20260917-0922-baseline|c96-s4|moonshot-small|Bitdefender GravityZone", "prompt": "c96-s4", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Standalone Mid-Market Value... Cons: May require MSP or internal resources to manage"}, {"id": "mai-20260917-0922-baseline|c96-s4|openai-small|Microsoft Defender for Business", "prompt": "c96-s4", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default pick is usually **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c96-s4|openai-small|Huntress Managed EDR", "prompt": "c96-s4", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Huntress Managed EDR** is often attractive for small teams"}, {"id": "mai-20260917-0922-baseline|c96-s4|openai-small|CrowdStrike", "prompt": "c96-s4", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "CrowdStrike and SentinelOne are strong, but they're typically less budget-friendly for very small companies"}, {"id": "mai-20260917-0922-baseline|c96-s4|openai-small|SentinelOne", "prompt": "c96-s4", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "CrowdStrike and SentinelOne are strong, but they're typically less budget-friendly for very small companies"}, {"id": "mai-20260917-0922-baseline|c96-s4|xai-small|Microsoft Defender for Business", "prompt": "c96-s4", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender for Business stands out as the best EDR platform for a small company on a tight budget."}, {"id": "mai-20260917-0922-baseline|c96-s4|xai-small|Bitdefender GravityZone Business Security Premium", "prompt": "c96-s4", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender GravityZone Business Security Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top detection rates (AV-Comparatives leader), easy console, good for non-Microsoft shops."}, {"id": "mai-20260917-0922-baseline|c96-s4|xai-small|CrowdStrike Falcon Go", "prompt": "c96-s4", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent detection (MITRE top), quick deploy, USB/mobile control."}, {"id": "mai-20260917-0922-baseline|c96-s4|xai-small|Huntress Managed EDR", "prompt": "c96-s4", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "24/7 human SOC response (huge for no-security-team SMBs), G2 leader (4.8/5 for small biz)."}, {"id": "mai-20260917-0922-baseline|c96-s4|xai-small|ESET PROTECT Entry", "prompt": "c96-s4", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "ESET PROTECT Entry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Low cost, lightweight, strong MITRE scores. | Fewer bells/whistles. | Ultra-budget, simple needs."}, {"id": "mai-20260917-0922-baseline|c96-s4|xai-small|Windows Defender Antivirus", "prompt": "c96-s4", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Windows Defender Antivirus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Windows Defender Antivirus is free/basic but lacks full EDR/telemetry."}, {"id": "mai-20260917-0922-baseline|c96-s4|xai-small|Wazuh", "prompt": "c96-s4", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Open-source like Wazuh is free but requires heavy setup."}, {"id": "mai-20260917-0922-baseline|c96-s4|zai-small|Microsoft Defender for Business", "prompt": "c96-s4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best EDR‑style platform for a small company is usually **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c96-s4|zai-small|Sophos Intercept X", "prompt": "c96-s4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Sophos Intercept X", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Sophos Intercept X** (if you prefer a dedicated SMB stack)"}, {"id": "mai-20260917-0922-baseline|c96-s4|zai-small|SentinelOne Singularity", "prompt": "c96-s4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for automation & lean teams:** SentinelOne Singularity."}, {"id": "mai-20260917-0922-baseline|c96-s4|zai-small|Bitdefender GravityZone (Business Security)", "prompt": "c96-s4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Bitdefender GravityZone (Business Security)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for ultra‑small fleets (≤100 devices):** CrowdStrike Falcon Go or Bitdefender GravityZone"}, {"id": "mai-20260917-0922-baseline|c96-s4|zai-small|CrowdStrike Falcon Go", "prompt": "c96-s4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Lacks deep EDR forensics and advanced response actions."}, {"id": "mai-20260917-0922-baseline|c96-s4|zai-small|Elastic Security (Defend)", "prompt": "c96-s4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Elastic Security (Defend)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you’re comfortable self‑hosting:** Elastic Security (free tier) or Wazuh."}, {"id": "mai-20260917-0922-baseline|c96-s4|zai-small|Wazuh", "prompt": "c96-s4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fully open‑source SIEM + EDR | Free (self‑host)"}, {"id": "mai-20260917-0922-baseline|c96-s4|zai-small|Huntress", "prompt": "c96-s4", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consider a **managed detection & response (MDR)** service (e.g., Huntress, Sophos MTR, SentinelOne Vigilance)"}, {"id": "mai-20260917-0922-baseline|c96-s5|alibaba-small|Splunk", "prompt": "c96-s5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Splunk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too small for the complexity of traditional enterprise tools like Splunk or massive SIEMs"}, {"id": "mai-20260917-0922-baseline|c96-s5|alibaba-small|SentinelOne", "prompt": "c96-s5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Some platforms (like SentinelOne or Carbon Black) allow you to roll the compromised computer back... **Examples:** **CrowdStrike Falcon**, **SentinelOne**"}, {"id": "mai-20260917-0922-baseline|c96-s5|alibaba-small|Carbon Black", "prompt": "c96-s5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Carbon Black", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some platforms (like SentinelOne or Carbon Black) allow you to roll the compromised computer back to a state 3 minutes ago."}, {"id": "mai-20260917-0922-baseline|c96-s5|alibaba-small|Microsoft Defender XDR", "prompt": "c96-s5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some enterprise vendors (like Microsoft Defender XDR or CrowdStrike) may have high minimums."}, {"id": "mai-20260917-0922-baseline|c96-s5|alibaba-small|CrowdStrike", "prompt": "c96-s5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Examples:** **CrowdStrike Falcon**, **SentinelOne**. *   **Pros:** Industry gold standards for detection"}, {"id": "mai-20260917-0922-baseline|c96-s5|alibaba-small|Huntress", "prompt": "c96-s5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "strongly consider a service like **Huntress**"}, {"id": "mai-20260917-0922-baseline|c96-s5|alibaba-small|Trend Micro Vision One", "prompt": "c96-s5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The \"Specialized Small Business\" Vendors (Highly Recommended) ... **Examples:** **Huntress**, **Trend Micro Vision One**"}, {"id": "mai-20260917-0922-baseline|c96-s5|alibaba-small|Microsoft Defender for Office 365", "prompt": "c96-s5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender for Office 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you are all-in on Microsoft 365, adding Defender is seamless."}, {"id": "mai-20260917-0922-baseline|c96-s5|alibaba-small|Bitdefender GravityZone", "prompt": "c96-s5", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Examples:** **Microsoft Defender for Office 365**, **Bitdefender GravityZone**"}, {"id": "mai-20260917-0922-baseline|c96-s5|deepseek-small|CrowdStrike Falcon", "prompt": "c96-s5", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Has a real in-house security team** → CrowdStrike Falcon"}, {"id": "mai-20260917-0922-baseline|c96-s5|deepseek-small|Huntress Managed EDR", "prompt": "c96-s5", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**No in-house security staff, wants fully managed 24/7 response** → Huntress Managed EDR"}, {"id": "mai-20260917-0922-baseline|c96-s5|deepseek-small|ESET PROTECT Platform", "prompt": "c96-s5", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "ESET PROTECT Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best overall / strong independent results** → ESET PROTECT Platform"}, {"id": "mai-20260917-0922-baseline|c96-s5|deepseek-small|Bitdefender GravityZone", "prompt": "c96-s5", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best value under ~100 endpoints** → Bitdefender GravityZone"}, {"id": "mai-20260917-0922-baseline|c96-s5|deepseek-small|SentinelOne", "prompt": "c96-s5", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Mid-to-enterprise with MDR-style options** → SentinelOne"}, {"id": "mai-20260917-0922-baseline|c96-s5|google-small|Huntress", "prompt": "c96-s5", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Option A: Huntress (Managed EDR) ... built specifically for small businesses ... their US-based 24/7 SOC investigates the alerts"}, {"id": "mai-20260917-0922-baseline|c96-s5|google-small|Microsoft Defender for Business", "prompt": "c96-s5", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Teams already on Microsoft 365 Business Premium. Why: It is already included in your licensing cost."}, {"id": "mai-20260917-0922-baseline|c96-s5|google-small|SentinelOne Singularity", "prompt": "c96-s5", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best-of-breed standalone protection with powerful automation"}, {"id": "mai-20260917-0922-baseline|c96-s5|google-small|CrowdStrike Falcon Go / Falcon Pro", "prompt": "c96-s5", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon Go / Falcon Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CrowdStrike is a gold standard in enterprise security. They offer \"Go\" and \"Pro\" packages scaled for smaller organizations."}, {"id": "mai-20260917-0922-baseline|c96-s5|minimax-small|Microsoft Defender for Endpoint", "prompt": "c96-s5", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Microsoft Defender for Endpoint** (cost-effective if already on M365)"}, {"id": "mai-20260917-0922-baseline|c96-s5|minimax-small|CrowdStrike Falcon", "prompt": "c96-s5", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "commonly evaluated EDR platforms include: ... **CrowdStrike Falcon**"}, {"id": "mai-20260917-0922-baseline|c96-s5|minimax-small|SentinelOne", "prompt": "c96-s5", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SentinelOne**"}, {"id": "mai-20260917-0922-baseline|c96-s5|minimax-small|Palo Alto Networks Cortex XDR", "prompt": "c96-s5", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Palo Alto Networks Cortex XDR**"}, {"id": "mai-20260917-0922-baseline|c96-s5|minimax-small|Trellix (formerly McAfee Enterprise)", "prompt": "c96-s5", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Trellix (formerly McAfee Enterprise)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Trellix (formerly McAfee Enterprise)**"}, {"id": "mai-20260917-0922-baseline|c96-s5|mistral-small|CrowdStrike", "prompt": "c96-s5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors: CrowdStrike, SentinelOne, Microsoft Defender for Endpoint, Elastic, Sophos, Bitdefender, etc."}, {"id": "mai-20260917-0922-baseline|c96-s5|mistral-small|SentinelOne", "prompt": "c96-s5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist Vendors: CrowdStrike, SentinelOne, Microsoft Defender for Endpoint, Elastic, Sophos, Bitdefender, etc."}, {"id": "mai-20260917-0922-baseline|c96-s5|mistral-small|Microsoft Defender for Endpoint", "prompt": "c96-s5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist Vendors: CrowdStrike, SentinelOne, Microsoft Defender for Endpoint, Elastic, Sophos, Bitdefender, etc."}, {"id": "mai-20260917-0922-baseline|c96-s5|mistral-small|Elastic", "prompt": "c96-s5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist Vendors: CrowdStrike, SentinelOne, Microsoft Defender for Endpoint, Elastic, Sophos, Bitdefender, etc."}, {"id": "mai-20260917-0922-baseline|c96-s5|mistral-small|Sophos", "prompt": "c96-s5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist Vendors: ... Sophos, Bitdefender, etc."}, {"id": "mai-20260917-0922-baseline|c96-s5|mistral-small|Bitdefender", "prompt": "c96-s5", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist Vendors: ... Sophos, Bitdefender, etc."}, {"id": "mai-20260917-0922-baseline|c96-s5|moonshot-small|SentinelOne", "prompt": "c96-s5", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**If you have some IT capacity**: **CrowdStrike Falcon Go** or **SentinelOne Core**"}, {"id": "mai-20260917-0922-baseline|c96-s5|moonshot-small|CrowdStrike", "prompt": "c96-s5", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you have some IT capacity**: **CrowdStrike Falcon Go** or **SentinelOne Core**"}, {"id": "mai-20260917-0922-baseline|c96-s5|moonshot-small|Microsoft Defender for Business", "prompt": "c96-s5", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you have Microsoft 365 Business Premium**: Start with **Microsoft Defender for Business**"}, {"id": "mai-20260917-0922-baseline|c96-s5|moonshot-small|Bitdefender", "prompt": "c96-s5", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Bitdefender | Mid-market pricing | Good value option |"}, {"id": "mai-20260917-0922-baseline|c96-s5|moonshot-small|CNiC", "prompt": "c96-s5", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CNiC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CNiC, Cynet, or MSP-provided solutions"}, {"id": "mai-20260917-0922-baseline|c96-s5|moonshot-small|Cynet", "prompt": "c96-s5", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CNiC, Cynet, or MSP-provided solutions"}, {"id": "mai-20260917-0922-baseline|c96-s5|xai-small|SentinelOne", "prompt": "c96-s5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "SentinelOne Singularity | Autonomous response | $5-12+ | Vigilance | Rollback ransomware; easy for small teams."}, {"id": "mai-20260917-0922-baseline|c96-s5|xai-small|CrowdStrike Falcon Complete", "prompt": "c96-s5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "CrowdStrike Falcon | Top detection | $8-15+ | Falcon Complete | MITRE leader; steep learning curve."}, {"id": "mai-20260917-0922-baseline|c96-s5|xai-small|Bitdefender", "prompt": "c96-s5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bitdefender GravityZone | Value/mid-market | $5-10 | Yes | Strong prevention; published pricing."}, {"id": "mai-20260917-0922-baseline|c96-s5|xai-small|Microsoft Defender for Endpoint", "prompt": "c96-s5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you're on Microsoft 365 E5, test Defender first—it's often \"good enough\" at zero marginal cost."}, {"id": "mai-20260917-0922-baseline|c96-s5|xai-small|Palo Alto", "prompt": "c96-s5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leaders: CrowdStrike, Microsoft, Palo Alto, SentinelOne—strong on EDR, execution, vision"}, {"id": "mai-20260917-0922-baseline|c96-s5|xai-small|Sophos Intercept X", "prompt": "c96-s5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sophos Intercept X | Usability/MDR | $6-12 | Managed Threat Response | Beginner-friendly."}, {"id": "mai-20260917-0922-baseline|c96-s5|xai-small|Cynet", "prompt": "c96-s5", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Cynet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cynet | All-in-one lean teams | $10-20 (bundled) | Built-in SOC | EDR + network/identity."}, {"id": "mai-20260917-0922-baseline|c96-s5|zai-small|Defender for Business", "prompt": "c96-s5", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "Defender for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you're standardized on M365, Defender for Business is the path of least resistance."}, {"id": "mai-20260917-0922-baseline|c96-s5|zai-small|SentinelOne", "prompt": "c96-s5", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a vendor-neutral option (e.g., SentinelOne) reduces switching cost"}, {"id": "mai-20260917-0922-baseline|c96-s6|alibaba-small|CrowdStrike Falcon", "prompt": "c96-s6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "CrowdStrike is often \"over-engineered\" for a typical small business."}, {"id": "mai-20260917-0922-baseline|c96-s6|alibaba-small|Trellix", "prompt": "c96-s6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Trellix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the deployment overhead of Trellix may lead to poor adoption and configuration drift"}, {"id": "mai-20260917-0922-baseline|c96-s6|alibaba-small|Arctic Wolf", "prompt": "c96-s6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Micro-businesses (under 10 employees) or those under strict budget scrutiny may find the minimum contract requirement prohibitive."}, {"id": "mai-20260917-0922-baseline|c96-s6|alibaba-small|Microsoft Defender for Endpoint (Enterprise SKU)", "prompt": "c96-s6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Endpoint (Enterprise SKU)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Licensing is complicated, and the console offers granular controls that can be overwhelming for generalists."}, {"id": "mai-20260917-0922-baseline|c96-s6|alibaba-small|SentinelOne", "prompt": "c96-s6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "caution is needed regarding how you access it"}, {"id": "mai-20260917-0922-baseline|c96-s6|alibaba-small|Huntress", "prompt": "c96-s6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Specifically priced for SMBs and includes 24/7 human monitoring (low skill required)."}, {"id": "mai-20260917-0922-baseline|c96-s6|alibaba-small|Sophos XG", "prompt": "c96-s6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Sophos XG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Offers a great balance of power and ease-of-use for generalist IT teams."}, {"id": "mai-20260917-0922-baseline|c96-s6|alibaba-small|Microsoft Defender for Business", "prompt": "c96-s6", "model": "alibaba-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Ideal for shops fully invested in the Microsoft ecosystem (up to 300 employees)."}, {"id": "mai-20260917-0922-baseline|c96-s6|anthropic-small|CrowdStrike", "prompt": "c96-s6", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Premium platforms like CrowdStrike or SentinelOne require active security staff to be effective."}, {"id": "mai-20260917-0922-baseline|c96-s6|anthropic-small|SentinelOne", "prompt": "c96-s6", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Premium platforms like CrowdStrike or SentinelOne require active security staff to be effective."}, {"id": "mai-20260917-0922-baseline|c96-s6|anthropic-small|Huntress", "prompt": "c96-s6", "model": "anthropic-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "SMB-focused solutions like Huntress may be better fits for businesses without security teams"}, {"id": "mai-20260917-0922-baseline|c96-s6|challenger-small|CrowdStrike Falcon enterprise offerings", "prompt": "c96-s6", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon enterprise offerings", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**CrowdStrike Falcon enterprise offerings** if your business is small and you do not have the required scale or staff; one source notes a **300-seat enterprise minimum**"}, {"id": "mai-20260917-0922-baseline|c96-s6|challenger-small|CrowdStrike Falcon Go", "prompt": "c96-s6", "model": "challenger-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "one SMB guide says **CrowdStrike Falcon Go is not full EDR** and is positioned more as endpoint protection than a complete EDR platform"}, {"id": "mai-20260917-0922-baseline|c96-s6|deepseek-small|Datto EDR", "prompt": "c96-s6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Datto EDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid **Datto EDR** specifically."}, {"id": "mai-20260917-0922-baseline|c96-s6|deepseek-small|CrowdStrike Falcon", "prompt": "c96-s6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "CrowdStrike is the detection benchmark, but for SMBs it carries real cautions"}, {"id": "mai-20260917-0922-baseline|c96-s6|deepseek-small|SentinelOne Singularity", "prompt": "c96-s6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Excellent product, but: Its **sweet spot is 25–2,000 seats**; smaller deployments are overkill and cost more than needed."}, {"id": "mai-20260917-0922-baseline|c96-s6|deepseek-small|Huntress", "prompt": "c96-s6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you'd be better served by a **managed EDR/MDR** (e.g., Huntress, Cynet, or Defender + managed service)"}, {"id": "mai-20260917-0922-baseline|c96-s6|deepseek-small|Cynet", "prompt": "c96-s6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "managed EDR/MDR (e.g., Huntress, Cynet, or Defender + managed service)"}, {"id": "mai-20260917-0922-baseline|c96-s6|deepseek-small|Microsoft Defender for Business", "prompt": "c96-s6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "bundled with M365 Business Premium (~$3/user standalone). Great baseline if you're already a Microsoft shop; near-zero marginal cost."}, {"id": "mai-20260917-0922-baseline|c96-s6|deepseek-small|Bitdefender GravityZone", "prompt": "c96-s6", "model": "deepseek-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "budget-friendly, low management overhead, good for lean IT teams"}, {"id": "mai-20260917-0922-baseline|c96-s6|google-small|VMware Carbon Black", "prompt": "c96-s6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "VMware Carbon Black", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The Verdict: Avoid (Unless you are a massive enterprise)"}, {"id": "mai-20260917-0922-baseline|c96-s6|google-small|Symantec Enterprise", "prompt": "c96-s6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Symantec Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Small businesses trying to renew Carbon Black or Symantec are experiencing massive price increases"}, {"id": "mai-20260917-0922-baseline|c96-s6|google-small|CrowdStrike", "prompt": "c96-s6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "buying their raw, unmanaged enterprise-grade licenses directly is a common trap for small businesses"}, {"id": "mai-20260917-0922-baseline|c96-s6|google-small|Palo Alto Cortex XDR", "prompt": "c96-s6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "\"Raw\" or Unmanaged Enterprise EDRs (e.g., High-tier CrowdStrike, Palo Alto Cortex XDR, SentinelOne Enterprise) The Verdict: Be highly cautious"}, {"id": "mai-20260917-0922-baseline|c96-s6|google-small|SentinelOne", "prompt": "c96-s6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The Verdict: Be highly cautious (Unless paired with a Managed Service)"}, {"id": "mai-20260917-0922-baseline|c96-s6|google-small|CrowdStrike Falcon Go", "prompt": "c96-s6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Entry-level products like CrowdStrike Falcon Go are great next-gen antiviruses, but they are *not* full EDR platforms"}, {"id": "mai-20260917-0922-baseline|c96-s6|google-small|Trellix/McAfee", "prompt": "c96-s6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Trellix/McAfee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Legacy, Resource-Heavy Suites (e.g., Trellix/McAfee) The Verdict: Avoid"}, {"id": "mai-20260917-0922-baseline|c96-s6|google-small|Kaspersky", "prompt": "c96-s6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Kaspersky", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "using Russian-owned Kaspersky can jeopardize your business compliance"}, {"id": "mai-20260917-0922-baseline|c96-s6|google-small|Microsoft Defender for Business", "prompt": "c96-s6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "you already own a world-class EDR designed specifically for businesses with under 300 users"}, {"id": "mai-20260917-0922-baseline|c96-s6|google-small|Huntress", "prompt": "c96-s6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Platforms like Huntress or Blackpoint Cyber are highly recommended for SMBs"}, {"id": "mai-20260917-0922-baseline|c96-s6|google-small|Blackpoint Cyber", "prompt": "c96-s6", "model": "google-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Platforms like Huntress or Blackpoint Cyber are highly recommended for SMBs"}, {"id": "mai-20260917-0922-baseline|c96-s6|meta-small|Microsoft Defender for Endpoint", "prompt": "c96-s6", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top EDR solutions include Microsoft Defender for Endpoint, Cynet, CrowdStrike, SentinelOne, and Bitdefender."}, {"id": "mai-20260917-0922-baseline|c96-s6|meta-small|Cynet", "prompt": "c96-s6", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Cynet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top EDR solutions include Microsoft Defender for Endpoint, Cynet, CrowdStrike, SentinelOne, and Bitdefender."}, {"id": "mai-20260917-0922-baseline|c96-s6|meta-small|CrowdStrike", "prompt": "c96-s6", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "those with an IT team can consider self-managed platforms like SentinelOne or CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c96-s6|meta-small|SentinelOne", "prompt": "c96-s6", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "those with an IT team can consider self-managed platforms like SentinelOne or CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c96-s6|meta-small|Bitdefender", "prompt": "c96-s6", "model": "meta-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top EDR solutions include Microsoft Defender for Endpoint, Cynet, CrowdStrike, SentinelOne, and Bitdefender."}, {"id": "mai-20260917-0922-baseline|c96-s6|minimax-small|CrowdStrike Falcon", "prompt": "c96-s6", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the full platform is enterprise-focused with significant complexity"}, {"id": "mai-20260917-0922-baseline|c96-s6|minimax-small|Palo Alto Cortex XDR", "prompt": "c96-s6", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Designed for mid-market and enterprise, can be overkill for small teams"}, {"id": "mai-20260917-0922-baseline|c96-s6|minimax-small|Huntress Managed EDR", "prompt": "c96-s6", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Want fully managed 24/7 | Huntress Managed EDR"}, {"id": "mai-20260917-0922-baseline|c96-s6|minimax-small|Sophos MDR", "prompt": "c96-s6", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "No one monitors security alerts | Managed EDR (Huntress, Sophos MDR)"}, {"id": "mai-20260917-0922-baseline|c96-s6|minimax-small|Microsoft Defender for Business", "prompt": "c96-s6", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Limited budget | Microsoft Defender for Business (if on M365)"}, {"id": "mai-20260917-0922-baseline|c96-s6|minimax-small|SentinelOne", "prompt": "c96-s6", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SentinelOne (strong AI, vendor-neutral)"}, {"id": "mai-20260917-0922-baseline|c96-s6|minimax-small|Sophos Intercept X", "prompt": "c96-s6", "model": "minimax-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Sophos Intercept X (MSP-friendly)"}, {"id": "mai-20260917-0922-baseline|c96-s6|mistral-small|CrowdStrike Falcon", "prompt": "c96-s6", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Its complexity and cost can be overwhelming for small businesses without in-house expertise."}, {"id": "mai-20260917-0922-baseline|c96-s6|mistral-small|SentinelOne", "prompt": "c96-s6", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "powerful but may be overkill for very small teams"}, {"id": "mai-20260917-0922-baseline|c96-s6|mistral-small|Palo Alto Cortex XDR", "prompt": "c96-s6", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "complexity make it less ideal for small businesses without dedicated security personnel"}, {"id": "mai-20260917-0922-baseline|c96-s6|mistral-small|Sophos Endpoint (Intercept X)", "prompt": "c96-s6", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Sophos Endpoint (Intercept X)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "EDR capabilities are sometimes considered less mature compared to others, and its management console can be complex"}, {"id": "mai-20260917-0922-baseline|c96-s6|mistral-small|Microsoft Defender for Endpoint", "prompt": "c96-s6", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "often recommended for small businesses already using Microsoft 365, as it integrates well and has a lower marginal cost"}, {"id": "mai-20260917-0922-baseline|c96-s6|mistral-small|Cynet", "prompt": "c96-s6", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "noted for bundling EDR with 24/7 SOC services, making them more accessible for small businesses"}, {"id": "mai-20260917-0922-baseline|c96-s6|mistral-small|Huntress", "prompt": "c96-s6", "model": "mistral-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "noted for bundling EDR with 24/7 SOC services, making them more accessible for small businesses"}, {"id": "mai-20260917-0922-baseline|c96-s6|moonshot-small|CrowdStrike Falcon", "prompt": "c96-s6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "their lower-tier plans (like Falcon Go) are **not true EDR**"}, {"id": "mai-20260917-0922-baseline|c96-s6|moonshot-small|SentinelOne", "prompt": "c96-s6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Resource-intensive—consumes excessive CPU and can impact endpoint performance"}, {"id": "mai-20260917-0922-baseline|c96-s6|moonshot-small|Microsoft Defender for Endpoint", "prompt": "c96-s6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High alert volume and noisy false positives; relies heavily on manual investigation"}, {"id": "mai-20260917-0922-baseline|c96-s6|moonshot-small|Huntress", "prompt": "c96-s6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Managed EDR (MDR)** - Huntress (~$8.99/endpoint/month) or similar where a SOC handles alerts for you"}, {"id": "mai-20260917-0922-baseline|c96-s6|moonshot-small|Bitdefender GravityZone", "prompt": "c96-s6", "model": "moonshot-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bitdefender GravityZone (~$38-88/endpoint/year) for simpler, budget-conscious protection"}, {"id": "mai-20260917-0922-baseline|c96-s6|openai-small|CrowdStrike", "prompt": "c96-s6", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Gartner Peer Insights reviews of CrowdStrike note **premium pricing, modular licensing complexity, alert noise, and occasional false positives** as pain points."}, {"id": "mai-20260917-0922-baseline|c96-s6|openai-small|Acronis", "prompt": "c96-s6", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Reviews across vendor listings commonly mention setup complexity, false positives, and support overhead as SMB pain points."}, {"id": "mai-20260917-0922-baseline|c96-s6|openai-small|Defender for Endpoint", "prompt": "c96-s6", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Defender for Endpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Microsoft explicitly points SMBs toward **Defender for Business** instead of the full enterprise endpoint product"}, {"id": "mai-20260917-0922-baseline|c96-s6|openai-small|Defender for Business", "prompt": "c96-s6", "model": "openai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft explicitly points SMBs toward **Defender for Business** instead of the full enterprise endpoint product"}, {"id": "mai-20260917-0922-baseline|c96-s6|xai-small|Datto EDR", "prompt": "c96-s6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Datto EDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently called out as one of the \"worst\" in MSP forums due to excessive false alerts, major system performance drops"}, {"id": "mai-20260917-0922-baseline|c96-s6|xai-small|ThreatDown (formerly Malwarebytes EDR)", "prompt": "c96-s6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "ThreatDown (formerly Malwarebytes EDR)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Fine for basics but unreliable for hands-off SMB use."}, {"id": "mai-20260917-0922-baseline|c96-s6|xai-small|Sophos Intercept X", "prompt": "c96-s6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Horrible support experiences, SMB file share timeouts/disruptions"}, {"id": "mai-20260917-0922-baseline|c96-s6|xai-small|SentinelOne Singularity", "prompt": "c96-s6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "High resource usage ... steep learning curve, deployment complexity, false positives, and expensive"}, {"id": "mai-20260917-0922-baseline|c96-s6|xai-small|CrowdStrike Falcon (including Falcon Go SMB tier)", "prompt": "c96-s6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon (including Falcon Go SMB tier)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise-grade but overkill/pricey without dedicated ops."}, {"id": "mai-20260917-0922-baseline|c96-s6|xai-small|Microsoft Defender for Business", "prompt": "c96-s6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "low overhead, good integration—top pick if you're in Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c96-s6|xai-small|Huntress Managed EDR", "prompt": "c96-s6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "~$9/endpoint/mo with 24/7 SOC (human response), hands-off, zero complaints in many threads"}, {"id": "mai-20260917-0922-baseline|c96-s6|xai-small|Bitdefender GravityZone", "prompt": "c96-s6", "model": "xai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Affordable, lightweight, strong for mixed OS."}, {"id": "mai-20260917-0922-baseline|c96-s6|zai-small|Datto EDR", "prompt": "c96-s6", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Datto EDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** Datto EDR if you have limited IT resources (due to performance and configuration issues)."}, {"id": "mai-20260917-0922-baseline|c96-s6|zai-small|Carbon Black", "prompt": "c96-s6", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Carbon Black", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** Carbon Black if you lack a dedicated security analyst (due to the need for constant tuning)."}, {"id": "mai-20260917-0922-baseline|c96-s6|zai-small|Sangfor Endpoint Detection and Response (EDR)", "prompt": "c96-s6", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "Sangfor Endpoint Detection and Response (EDR)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid** Sangfor if you want to minimize exposure to recently disclosed vulnerabilities."}, {"id": "mai-20260917-0922-baseline|c96-s6|zai-small|CrowdStrike", "prompt": "c96-s6", "model": "zai-small", "cat": "endpoint-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Be Cautious** with kernel-level agents if you cannot afford a full-day system outage caused by a software update failure."}, {"id": "mai-20260917-0922-baseline|c97-l1|alibaba-small|Palo Alto Networks (Cortex XDR)", "prompt": "c97-l1", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks (Cortex XDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Evaluate **Palo Alto Cortex** if network-level correlation is a critical requirement."}, {"id": "mai-20260917-0922-baseline|c97-l1|alibaba-small|CrowdStrike Falcon", "prompt": "c97-l1", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with a Proof of Concept (PoC)** between **CrowdStrike** (for agility/threat intel) and **Microsoft Defender**"}, {"id": "mai-20260917-0922-baseline|c97-l1|alibaba-small|Microsoft Defender", "prompt": "c97-l1", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Start with a Proof of Concept (PoC)** between **CrowdStrike** ... and **Microsoft Defender** (if you're a Microsoft shop)"}, {"id": "mai-20260917-0922-baseline|c97-l1|alibaba-small|SentinelOne", "prompt": "c97-l1", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-driven autonomous capabilities that require less manual tuning... Ecosystem integrations may not be as mature"}, {"id": "mai-20260917-0922-baseline|c97-l1|alibaba-small|Trend Micro Vision One", "prompt": "c97-l1", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong focus on hybrid cloud and container security... User interface can feel complex"}, {"id": "mai-20260917-0922-baseline|c97-l1|anthropic-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l1", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "particularly for organizations that want deep analytics and are willing to commit to the Palo Alto ecosystem"}, {"id": "mai-20260917-0922-baseline|c97-l1|anthropic-small|CrowdStrike Falcon XDR", "prompt": "c97-l1", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Recognized as the best XDR platform by Gartner and Forrester in 2026"}, {"id": "mai-20260917-0922-baseline|c97-l1|anthropic-small|SentinelOne Singularity XDR", "prompt": "c97-l1", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suits mid-market to enterprise teams that want autonomous endpoint detection and extended response on one AI-native platform"}, {"id": "mai-20260917-0922-baseline|c97-l1|anthropic-small|Microsoft Defender XDR", "prompt": "c97-l1", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers unmatched native integration for organizations running a pure Microsoft shop"}, {"id": "mai-20260917-0922-baseline|c97-l1|challenger-small|CrowdStrike Falcon XDR", "prompt": "c97-l1", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CrowdStrike Falcon XDR** and **Palo Alto Cortex XDR** are the most frequently cited top-tier choices"}, {"id": "mai-20260917-0922-baseline|c97-l1|challenger-small|Palo Alto Cortex XDR", "prompt": "c97-l1", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**CrowdStrike Falcon XDR** and **Palo Alto Cortex XDR** are the most frequently cited top-tier choices"}, {"id": "mai-20260917-0922-baseline|c97-l1|challenger-small|Microsoft Defender XDR", "prompt": "c97-l1", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your company already uses **Microsoft 365 E5** and most telemetry is in Microsoft products"}, {"id": "mai-20260917-0922-baseline|c97-l1|challenger-small|SentinelOne Singularity XDR", "prompt": "c97-l1", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want strong **response automation** and a more open integration model"}, {"id": "mai-20260917-0922-baseline|c97-l1|challenger-small|Stellar Cyber", "prompt": "c97-l1", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if you want a more **open XDR** approach that works across a heterogeneous tool stack"}, {"id": "mai-20260917-0922-baseline|c97-l1|challenger-small|Secureworks Taegis", "prompt": "c97-l1", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Secureworks Taegis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "better if you want a more **open XDR** approach that works across a heterogeneous tool stack"}, {"id": "mai-20260917-0922-baseline|c97-l1|deepseek-small|Palo Alto Cortex XDR", "prompt": "c97-l1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're consolidating a multi-vendor estate onto one SOC standard, **Palo Alto Cortex XDR** tends to lead."}, {"id": "mai-20260917-0922-baseline|c97-l1|deepseek-small|CrowdStrike Falcon XDR", "prompt": "c97-l1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often ranked #1 in capability-focused evaluations. Best for mid-to-large enterprises."}, {"id": "mai-20260917-0922-baseline|c97-l1|deepseek-small|Microsoft Defender XDR", "prompt": "c97-l1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you're a Microsoft-centric org, **Defender XDR** is almost always the pragmatic best fit and cheapest path."}, {"id": "mai-20260917-0922-baseline|c97-l1|deepseek-small|SentinelOne Singularity XDR", "prompt": "c97-l1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong AI-native unified platform with a single data layer across endpoint, cloud, and identity."}, {"id": "mai-20260917-0922-baseline|c97-l1|deepseek-small|Trend Micro", "prompt": "c97-l1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Native XDR** (Microsoft, Palo Alto, CrowdStrike, SentinelOne, Trend Micro)"}, {"id": "mai-20260917-0922-baseline|c97-l1|deepseek-small|Stellar Cyber", "prompt": "c97-l1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Stellar Cyber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Open XDR** (e.g., Stellar Cyber, Elastic, Hunters, Cisco)"}, {"id": "mai-20260917-0922-baseline|c97-l1|deepseek-small|Elastic", "prompt": "c97-l1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Open XDR** (e.g., Stellar Cyber, Elastic, Hunters, Cisco)"}, {"id": "mai-20260917-0922-baseline|c97-l1|deepseek-small|Hunters", "prompt": "c97-l1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Hunters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Open XDR** (e.g., Stellar Cyber, Elastic, Hunters, Cisco)"}, {"id": "mai-20260917-0922-baseline|c97-l1|deepseek-small|Cisco", "prompt": "c97-l1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Open XDR** (e.g., Stellar Cyber, Elastic, Hunters, Cisco)"}, {"id": "mai-20260917-0922-baseline|c97-l1|google-small|Microsoft Defender XDR", "prompt": "c97-l1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft is an undisputed leader in the enterprise XDR space... It's already paid for; it natively correlates your entire Microsoft-centric footprint better than anything else."}, {"id": "mai-20260917-0922-baseline|c97-l1|google-small|CrowdStrike Falcon Platform", "prompt": "c97-l1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: High-risk enterprises looking for best-in-class threat hunting... CrowdStrike sits at a premium price point."}, {"id": "mai-20260917-0922-baseline|c97-l1|google-small|Palo Alto Networks Cortex XDR (and Cortex XSIAM)", "prompt": "c97-l1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks Cortex XDR (and Cortex XSIAM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Network-heavy enterprises and mature SOCs already invested in the Palo Alto Networks ecosystem."}, {"id": "mai-20260917-0922-baseline|c97-l1|google-small|SentinelOne Singularity", "prompt": "c97-l1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Lean security teams requiring highly automated, machine-speed, autonomous detection."}, {"id": "mai-20260917-0922-baseline|c97-l1|google-small|Elastic Security", "prompt": "c97-l1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Elastic allows you to ingest any telemetry at scale without exorbitant pricing."}, {"id": "mai-20260917-0922-baseline|c97-l1|google-small|Stellar Cyber", "prompt": "c97-l1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stellar Cyber allow you to ingest data from any tool, normalize it, and run cross-domain detections."}, {"id": "mai-20260917-0922-baseline|c97-l1|meta-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l1", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some top contenders include Palo Alto Networks Cortex XDR, which offers 100% MITRE ATT&CK technique-level detection and AgentiX agentic AI for autonomous investigation."}, {"id": "mai-20260917-0922-baseline|c97-l1|minimax-small|Microsoft Defender XDR", "prompt": "c97-l1", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender XDR tends to be the top overall choice for enterprises deeply invested in Microsoft infrastructure"}, {"id": "mai-20260917-0922-baseline|c97-l1|minimax-small|Trend Micro Vision One", "prompt": "c97-l1", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recognized for \"combined detection and response\""}, {"id": "mai-20260917-0922-baseline|c97-l1|minimax-small|CrowdStrike Falcon", "prompt": "c97-l1", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Palo Alto and CrowdStrike are strong alternatives"}, {"id": "mai-20260917-0922-baseline|c97-l1|minimax-small|Palo Alto Networks XDR", "prompt": "c97-l1", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Palo Alto and CrowdStrike are strong alternatives for those prioritizing network security"}, {"id": "mai-20260917-0922-baseline|c97-l1|minimax-small|SentinelOne", "prompt": "c97-l1", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong autonomous endpoint protection"}, {"id": "mai-20260917-0922-baseline|c97-l1|mistral-small|Microsoft Defender XDR", "prompt": "c97-l1", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recognized as the best overall XDR solution"}, {"id": "mai-20260917-0922-baseline|c97-l1|mistral-small|Trend Micro Vision One", "prompt": "c97-l1", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highlighted for its combined detection and response capabilities"}, {"id": "mai-20260917-0922-baseline|c97-l1|mistral-small|CrowdStrike", "prompt": "c97-l1", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often recommended for enterprises that prioritize rapid detection and response"}, {"id": "mai-20260917-0922-baseline|c97-l1|mistral-small|SentinelOne", "prompt": "c97-l1", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good fit for enterprises seeking automation and scalability"}, {"id": "mai-20260917-0922-baseline|c97-l1|mistral-small|Palo Alto Networks (Cortex XDR)", "prompt": "c97-l1", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks (Cortex XDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ideal for enterprises with complex, hybrid environments"}, {"id": "mai-20260917-0922-baseline|c97-l1|moonshot-small|CrowdStrike Falcon XDR", "prompt": "c97-l1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you need the absolute best detection** \\u2192 **CrowdStrike Falcon**"}, {"id": "mai-20260917-0922-baseline|c97-l1|moonshot-small|Microsoft Defender XDR", "prompt": "c97-l1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you're already on Microsoft 365 E5** \\u2192 Start with **Microsoft Defender XDR** (cost advantage is massive)"}, {"id": "mai-20260917-0922-baseline|c97-l1|moonshot-small|Palo Alto Cortex XDR", "prompt": "c97-l1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you have Palo Alto firewalls** \\u2192 **Palo Alto Cortex XDR** for the integration benefits"}, {"id": "mai-20260917-0922-baseline|c97-l1|moonshot-small|Stellar Cyber", "prompt": "c97-l1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Open XDR (e.g., Stellar Cyber)** | Ingests whatever you already own"}, {"id": "mai-20260917-0922-baseline|c97-l1|moonshot-small|SentinelOne Singularity XDR", "prompt": "c97-l1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong automation and AI-driven response"}, {"id": "mai-20260917-0922-baseline|c97-l1|moonshot-small|Trend Micro Vision One", "prompt": "c97-l1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good combined detection and response capabilities"}, {"id": "mai-20260917-0922-baseline|c97-l1|moonshot-small|Cisco XDR", "prompt": "c97-l1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Cisco XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Solid for Cisco-heavy environments"}, {"id": "mai-20260917-0922-baseline|c97-l1|openai-small|Microsoft Defender XDR", "prompt": "c97-l1", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is **Microsoft Defender XDR**"}, {"id": "mai-20260917-0922-baseline|c97-l1|openai-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l1", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for security-first, heterogeneous environments:** **Palo Alto Networks Cortex XDR**"}, {"id": "mai-20260917-0922-baseline|c97-l1|openai-small|Cisco XDR", "prompt": "c97-l1", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Cisco XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're heavily invested in Cisco security/network infrastructure: consider **Cisco XDR**"}, {"id": "mai-20260917-0922-baseline|c97-l1|openai-small|CrowdStrike", "prompt": "c97-l1", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft Defender XDR vs Cortex XDR vs CrowdStrike vs Cisco"}, {"id": "mai-20260917-0922-baseline|c97-l1|xai-small|Microsoft Defender XDR", "prompt": "c97-l1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader in Forrester Wave (highest scores in strategy, offering, market presence; top in 15/22 criteria)"}, {"id": "mai-20260917-0922-baseline|c97-l1|xai-small|CrowdStrike Falcon XDR", "prompt": "c97-l1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Leader in Forrester Wave & Gartner EPP MQ; tops detection in MITRE evals"}, {"id": "mai-20260917-0922-baseline|c97-l1|xai-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader in Forrester Wave & Gartner EPP MQ; highest in some 2024 comparison scores for coverage/correlation."}, {"id": "mai-20260917-0922-baseline|c97-l1|xai-small|SentinelOne Singularity XDR", "prompt": "c97-l1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Performer in Forrester; dominates enterprise evals; excels in autonomy."}, {"id": "mai-20260917-0922-baseline|c97-l1|xai-small|Trend Micro Vision One", "prompt": "c97-l1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notables: Trend Micro Vision One (Leader in Gartner, good for hybrid setups)"}, {"id": "mai-20260917-0922-baseline|c97-l1|xai-small|Cisco XDR", "prompt": "c97-l1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Cisco XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cisco XDR (broad ecosystem)"}, {"id": "mai-20260917-0922-baseline|c97-l1|zai-small|CrowdStrike Falcon XDR", "prompt": "c97-l1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best detection & threat intelligence** → CrowdStrike Falcon XDR."}, {"id": "mai-20260917-0922-baseline|c97-l1|zai-small|Microsoft Defender XDR", "prompt": "c97-l1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft‑centric orgs** → Microsoft Defender XDR (best economics)."}, {"id": "mai-20260917-0922-baseline|c97-l1|zai-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deep network + endpoint correlation** → Palo Alto Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c97-l1|zai-small|SentinelOne Singularity XDR", "prompt": "c97-l1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AI‑native, high automation, open** → SentinelOne Singularity XDR."}, {"id": "mai-20260917-0922-baseline|c97-l1|zai-small|Stellar Cyber", "prompt": "c97-l1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Heterogeneous multi‑vendor environment** → Stellar Cyber (open XDR)"}, {"id": "mai-20260917-0922-baseline|c97-l1|zai-small|Bitdefender GravityZone XDR", "prompt": "c97-l1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Bitdefender GravityZone XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cost‑conscious, strong analyst reputation** → Bitdefender GravityZone XDR"}, {"id": "mai-20260917-0922-baseline|c97-l1|zai-small|Elastic", "prompt": "c97-l1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Stellar Cyber** (open XDR) or **Elastic** (open rules)"}, {"id": "mai-20260917-0922-baseline|c97-l2|alibaba-small|CrowdStrike Falcon", "prompt": "c97-l2", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Top Recommendation: CrowdStrike Falcon"}, {"id": "mai-20260917-0922-baseline|c97-l2|alibaba-small|Microsoft Defender XDR", "prompt": "c97-l2", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "if you are already a Microsoft-centric organization ... **Defender XDR** is the smarter architectural choice."}, {"id": "mai-20260917-0922-baseline|c97-l2|alibaba-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l2", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Technical Heavyweight: Palo Alto Networks Cortex XDR ... Palo Alto is a top-tier contender."}, {"id": "mai-20260917-0922-baseline|c97-l2|anthropic-small|Crowdstrike Falcon", "prompt": "c97-l2", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Crowdstrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Common Options** include Crowdstrike Falcon, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, and Splunk, among others."}, {"id": "mai-20260917-0922-baseline|c97-l2|anthropic-small|Microsoft Defender XDR", "prompt": "c97-l2", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Common Options** include Crowdstrike Falcon, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, and Splunk, among others."}, {"id": "mai-20260917-0922-baseline|c97-l2|anthropic-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l2", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Common Options** include Crowdstrike Falcon, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, and Splunk, among others."}, {"id": "mai-20260917-0922-baseline|c97-l2|anthropic-small|Splunk", "prompt": "c97-l2", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Splunk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Common Options** include Crowdstrike Falcon, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, and Splunk, among others."}, {"id": "mai-20260917-0922-baseline|c97-l2|challenger-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-l2", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **CrowdStrike Falcon Insight XDR** if you have a mature security team or SOC"}, {"id": "mai-20260917-0922-baseline|c97-l2|challenger-small|Microsoft Defender for Endpoint Plan 2", "prompt": "c97-l2", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint Plan 2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often the more economical choice because it is already included in that ecosystem"}, {"id": "mai-20260917-0922-baseline|c97-l2|challenger-small|SentinelOne", "prompt": "c97-l2", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose SentinelOne** if you need more autonomous response"}, {"id": "mai-20260917-0922-baseline|c97-l2|challenger-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l2", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you are consolidating security operations around the Palo Alto ecosystem"}, {"id": "mai-20260917-0922-baseline|c97-l2|deepseek-small|CrowdStrike Falcon XDR", "prompt": "c97-l2", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "then layer **CrowdStrike Falcon** if you need stronger third-party endpoint detection and a proven enterprise track record"}, {"id": "mai-20260917-0922-baseline|c97-l2|deepseek-small|Palo Alto Cortex XDR", "prompt": "c97-l2", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Palo Alto Cortex XDR** is frequently rated the highest overall and is particularly strong for cross-data-source correlation"}, {"id": "mai-20260917-0922-baseline|c97-l2|deepseek-small|Microsoft Defender XDR", "prompt": "c97-l2", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "My default starting recommendation for a general large B2B company:** If you're already a Microsoft E5 customer, **Microsoft Defender XDR** for the core"}, {"id": "mai-20260917-0922-baseline|c97-l2|deepseek-small|SentinelOne Singularity XDR", "prompt": "c97-l2", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a lean SOC, swap in **SentinelOne Singularity**."}, {"id": "mai-20260917-0922-baseline|c97-l2|google-small|CrowdStrike Falcon Platform", "prompt": "c97-l2", "model": "google-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best-of-Breed & AI-First Choice: **CrowdStrike Falcon Platform** ... **CrowdStrike** is the industry gold standard."}, {"id": "mai-20260917-0922-baseline|c97-l2|google-small|Microsoft Defender XDR", "prompt": "c97-l2", "model": "google-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your organization is already heavily consolidated under the Microsoft ecosystem ... is the most logical and cost-effective choice."}, {"id": "mai-20260917-0922-baseline|c97-l2|google-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l2", "model": "google-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your B2B enterprise is highly network-centric ... **Cortex XDR** is highly recommended."}, {"id": "mai-20260917-0922-baseline|c97-l2|google-small|SentinelOne Singularity", "prompt": "c97-l2", "model": "google-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Autonomous Alternative: **SentinelOne Singularity** ... is a top contender."}, {"id": "mai-20260917-0922-baseline|c97-l2|google-small|Microsoft Sentinel", "prompt": "c97-l2", "model": "google-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "It pairs natively with Microsoft Sentinel, allowing you to build a fully integrated, cloud-native Security Operations Center (SOC)."}, {"id": "mai-20260917-0922-baseline|c97-l2|meta-small|CrowdStrike Falcon", "prompt": "c97-l2", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Known for its advanced threat detection and incident response capabilities, CrowdStrike Falcon is a popular choice among large enterprises."}, {"id": "mai-20260917-0922-baseline|c97-l2|meta-small|SentinelOne", "prompt": "c97-l2", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SentinelOne offers a comprehensive XDR solution that includes EDR, network detection and response (NDR), and cloud security."}, {"id": "mai-20260917-0922-baseline|c97-l2|meta-small|Microsoft 365 Defender", "prompt": "c97-l2", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft 365 Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft 365 Defender is a cloud-based XDR solution that integrates with Microsoft's security products"}, {"id": "mai-20260917-0922-baseline|c97-l2|meta-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l2", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "cloud-based XDR solution that provides advanced threat detection and incident response capabilities"}, {"id": "mai-20260917-0922-baseline|c97-l2|meta-small|Trend Micro Vision One", "prompt": "c97-l2", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trend Micro Vision One is a cloud-based XDR solution that provides advanced threat detection and incident response capabilities"}, {"id": "mai-20260917-0922-baseline|c97-l2|minimax-small|Microsoft Defender XDR", "prompt": "c97-l2", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender XDR** (Best Overall)"}, {"id": "mai-20260917-0922-baseline|c97-l2|minimax-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l2", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **Microsoft Defender XDR** or **Palo Alto Networks Cortex XDR**"}, {"id": "mai-20260917-0922-baseline|c97-l2|minimax-small|Trend Micro Vision One", "prompt": "c97-l2", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trend Micro Vision One** (Best Combined Detection & Response)"}, {"id": "mai-20260917-0922-baseline|c97-l2|mistral-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l2", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Networks Cortex XDR** is the top recommendation due to its superior detection capabilities"}, {"id": "mai-20260917-0922-baseline|c97-l2|mistral-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-l2", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CrowdStrike Falcon Insight XDR** is also an excellent choice"}, {"id": "mai-20260917-0922-baseline|c97-l2|mistral-small|Microsoft Defender XDR", "prompt": "c97-l2", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your organization is heavily invested in Microsoft technologies, **Microsoft Defender XDR** would be a strong alternative"}, {"id": "mai-20260917-0922-baseline|c97-l2|moonshot-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-l2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Choice: CrowdStrike Falcon Insight XDR"}, {"id": "mai-20260917-0922-baseline|c97-l2|moonshot-small|Microsoft Defender XDR", "prompt": "c97-l2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Microsoft Defender XDR (if you're heavily Microsoft-dependent)"}, {"id": "mai-20260917-0922-baseline|c97-l2|moonshot-small|Palo Alto Cortex XDR", "prompt": "c97-l2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Palo Alto Cortex XDR (Best Native Correlation)"}, {"id": "mai-20260917-0922-baseline|c97-l2|moonshot-small|SentinelOne Singularity XDR", "prompt": "c97-l2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SentinelOne Singularity XDR - Strengths: Strong automation capabilities"}, {"id": "mai-20260917-0922-baseline|c97-l2|openai-small|Microsoft Defender XDR", "prompt": "c97-l2", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd **start with Microsoft Defender XDR** as the default recommendation"}, {"id": "mai-20260917-0922-baseline|c97-l2|openai-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l2", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd give **Palo Alto Networks Cortex XDR** a close second and often the better choice in mixed-vendor environments"}, {"id": "mai-20260917-0922-baseline|c97-l2|xai-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l2", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend evaluating Palo Alto Networks Cortex XDR as a top choice"}, {"id": "mai-20260917-0922-baseline|c97-l2|xai-small|CrowdStrike Falcon XDR", "prompt": "c97-l2", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with CrowdStrike Falcon XDR and Microsoft Defender XDR as close alternatives"}, {"id": "mai-20260917-0922-baseline|c97-l2|xai-small|Microsoft Defender XDR", "prompt": "c97-l2", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft Defender XDR as close alternatives depending on your existing tech stack"}, {"id": "mai-20260917-0922-baseline|c97-l2|zai-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l2", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommended XDR Platform: **Palo Alto Networks Cortex XDR**"}, {"id": "mai-20260917-0922-baseline|c97-l2|zai-small|Microsoft Defender XDR", "prompt": "c97-l2", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your environment is heavily Microsoft‑centric, **Microsoft Defender XDR** is a compelling alternative"}, {"id": "mai-20260917-0922-baseline|c97-l2|zai-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-l2", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excels in detection engineering, threat intelligence, and cloud‑native architecture."}, {"id": "mai-20260917-0922-baseline|c97-l2|zai-small|SentinelOne Singularity XDR", "prompt": "c97-l2", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if rapid autonomous response is critical, **SentinelOne** may be the right fit"}, {"id": "mai-20260917-0922-baseline|c97-l3|alibaba-small|CrowdStrike", "prompt": "c97-l3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely regarded as having the strongest \"detection quality.\" It leverages a massive global threat graph"}, {"id": "mai-20260917-0922-baseline|c97-l3|alibaba-small|Microsoft Defender XDR", "prompt": "c97-l3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Microsoft-centric enterprises"}, {"id": "mai-20260917-0922-baseline|c97-l3|alibaba-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strongest native fusion of endpoint telemetry with network security"}, {"id": "mai-20260917-0922-baseline|c97-l3|alibaba-small|SentinelOne", "prompt": "c97-l3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An \"AI-first\" platform known for high levels of autonomous prevention and remediation"}, {"id": "mai-20260917-0922-baseline|c97-l3|alibaba-small|Cisco Secure XDR", "prompt": "c97-l3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cisco Secure XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable entrants include **Cisco Secure XDR**"}, {"id": "mai-20260917-0922-baseline|c97-l3|alibaba-small|Trend Micro Vision One", "prompt": "c97-l3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable entrants include ... **Trend Micro Vision One**"}, {"id": "mai-20260917-0922-baseline|c97-l3|alibaba-small|Stellar Cyber", "prompt": "c97-l3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Solutions like **Cisco Secure XDR** or **Stellar Cyber** are designed to ingest telemetry from any vendor"}, {"id": "mai-20260917-0922-baseline|c97-l3|anthropic-small|CrowdStrike Falcon XDR", "prompt": "c97-l3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike and Palo Alto Networks are preferred for advanced threat detection and mature SOC teams"}, {"id": "mai-20260917-0922-baseline|c97-l3|anthropic-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "CrowdStrike and Palo Alto Networks are preferred for advanced threat detection and mature SOC teams"}, {"id": "mai-20260917-0922-baseline|c97-l3|anthropic-small|Microsoft Defender XDR", "prompt": "c97-l3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "works well for Microsoft-centric organizations"}, {"id": "mai-20260917-0922-baseline|c97-l3|anthropic-small|Stellar Cyber", "prompt": "c97-l3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "prioritizing an \"Open\" architecture that ingests data from any existing security tool"}, {"id": "mai-20260917-0922-baseline|c97-l3|anthropic-small|eSentire", "prompt": "c97-l3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "eSentire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "delivers XDR inside a managed detection and response motion, with its Atlas platform"}, {"id": "mai-20260917-0922-baseline|c97-l3|challenger-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise default:** **CrowdStrike Falcon XDR** or **Palo Alto Cortex XDR**"}, {"id": "mai-20260917-0922-baseline|c97-l3|challenger-small|CrowdStrike Falcon XDR", "prompt": "c97-l3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall enterprise default:** **CrowdStrike Falcon XDR** or **Palo Alto Cortex XDR**"}, {"id": "mai-20260917-0922-baseline|c97-l3|challenger-small|Microsoft Defender XDR", "prompt": "c97-l3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Microsoft-heavy shops:** **Microsoft Defender XDR**"}, {"id": "mai-20260917-0922-baseline|c97-l3|challenger-small|SentinelOne Singularity XDR", "prompt": "c97-l3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best AI-native/open alternative:** **SentinelOne Singularity XDR**"}, {"id": "mai-20260917-0922-baseline|c97-l3|challenger-small|Cisco XDR", "prompt": "c97-l3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cisco XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for network-centric enterprises:** **Cisco XDR**"}, {"id": "mai-20260917-0922-baseline|c97-l3|challenger-small|Trend Micro Vision One", "prompt": "c97-l3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Often evaluated as a strong secondary enterprise option rather than the top three default pick"}, {"id": "mai-20260917-0922-baseline|c97-l3|challenger-small|Fidelis Elevate", "prompt": "c97-l3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Fidelis Elevate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Less commonly cited as a mainstream default than CrowdStrike/Microsoft/Palo Alto"}, {"id": "mai-20260917-0922-baseline|c97-l3|challenger-small|Stellar Cyber Open XDR", "prompt": "c97-l3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber Open XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best AI-native/open alternative:** **SentinelOne Singularity XDR** or **Stellar Cyber Open XDR**"}, {"id": "mai-20260917-0922-baseline|c97-l3|deepseek-small|CrowdStrike Falcon XDR", "prompt": "c97-l3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best detection quality, funded → CrowdStrike Falcon"}, {"id": "mai-20260917-0922-baseline|c97-l3|deepseek-small|Microsoft Defender XDR", "prompt": "c97-l3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Microsoft 365 E5 estate → Microsoft Defender XDR (already included, best value)"}, {"id": "mai-20260917-0922-baseline|c97-l3|deepseek-small|Palo Alto Cortex XDR", "prompt": "c97-l3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Palo Alto firewalls + SOC → Cortex XDR (deepest endpoint+network fusion)"}, {"id": "mai-20260917-0922-baseline|c97-l3|deepseek-small|SentinelOne Singularity XDR", "prompt": "c97-l3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Autonomous response / younger SOC → SentinelOne Singularity"}, {"id": "mai-20260917-0922-baseline|c97-l3|deepseek-small|Trend Micro Vision One", "prompt": "c97-l3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best alert-correlation depth ... Email and servers are your primary risk → Trend Micro Vision One"}, {"id": "mai-20260917-0922-baseline|c97-l3|deepseek-small|Sophos", "prompt": "c97-l3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Examples | CrowdStrike, Microsoft, Palo Alto, SentinelOne, Trend Micro, Sophos, Trellix, Cisco"}, {"id": "mai-20260917-0922-baseline|c97-l3|deepseek-small|Trellix", "prompt": "c97-l3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cisco and Trellix — established native XDR options in larger consolidated stacks."}, {"id": "mai-20260917-0922-baseline|c97-l3|deepseek-small|Cisco", "prompt": "c97-l3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cisco and Trellix — established native XDR options in larger consolidated stacks."}, {"id": "mai-20260917-0922-baseline|c97-l3|deepseek-small|Stellar Cyber", "prompt": "c97-l3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Heterogeneous multi-vendor stack / no lock-in → Stellar Cyber (Open XDR)"}, {"id": "mai-20260917-0922-baseline|c97-l3|deepseek-small|Cybereason Defense Platform", "prompt": "c97-l3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cybereason Defense Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "best for detailed attack-lifecycle management"}, {"id": "mai-20260917-0922-baseline|c97-l3|google-small|Palo Alto Networks: Cortex XDR / Cortex XSIAM", "prompt": "c97-l3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks: Cortex XDR / Cortex XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are built heavily around a Palo Alto firewall footprint ... choose **Cortex XSIAM**."}, {"id": "mai-20260917-0922-baseline|c97-l3|google-small|CrowdStrike: Falcon Platform", "prompt": "c97-l3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike: Falcon Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority is lightweight agents, fast queries, and stopping elite adversaries, choose **CrowdStrike Falcon**."}, {"id": "mai-20260917-0922-baseline|c97-l3|google-small|Microsoft: Defender XDR & Microsoft Sentinel", "prompt": "c97-l3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft: Defender XDR & Microsoft Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "using **Microsoft Defender XDR** alongside Sentinel is almost always the most cost-efficient and deeply integrated choice"}, {"id": "mai-20260917-0922-baseline|c97-l3|google-small|SentinelOne: Singularity Platform", "prompt": "c97-l3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne: Singularity Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have lean security teams ... choose **SentinelOne**."}, {"id": "mai-20260917-0922-baseline|c97-l3|google-small|Trend Micro: Vision One", "prompt": "c97-l3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro: Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Enterprises with complex hybrid-cloud architectures, legacy infrastructure, and a focus on preventative risk management."}, {"id": "mai-20260917-0922-baseline|c97-l3|google-small|Stellar Cyber", "prompt": "c97-l3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "look at **Open XDR** alternatives (like Stellar Cyber)"}, {"id": "mai-20260917-0922-baseline|c97-l3|meta-small|Palo Alto Cortex XDR", "prompt": "c97-l3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade XDR platforms are:\n\n1. Palo Alto Cortex XDR"}, {"id": "mai-20260917-0922-baseline|c97-l3|meta-small|CrowdStrike", "prompt": "c97-l3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CrowdStrike is known for its elite detection engineering and threat intelligence, making it a good choice for organizations that prioritize detection quality."}, {"id": "mai-20260917-0922-baseline|c97-l3|meta-small|Microsoft Defender XDR", "prompt": "c97-l3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "heavily invested in the Microsoft ecosystem, Microsoft Defender XDR may be the best choice due to its native correlation capabilities"}, {"id": "mai-20260917-0922-baseline|c97-l3|meta-small|Stellar Cyber", "prompt": "c97-l3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if an organization has a heterogeneous environment, an open XDR architecture such as Stellar Cyber may be more suitable"}, {"id": "mai-20260917-0922-baseline|c97-l3|minimax-small|Palo Alto Cortex XDR", "prompt": "c97-l3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Cortex XDR** (highest overall score in 2026 evaluations)"}, {"id": "mai-20260917-0922-baseline|c97-l3|minimax-small|CrowdStrike Falcon", "prompt": "c97-l3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Maximum detection capability**: CrowdStrike Falcon"}, {"id": "mai-20260917-0922-baseline|c97-l3|minimax-small|Microsoft Defender XDR", "prompt": "c97-l3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft-heavy estates**: Microsoft Defender XDR (cost-effective with E5)"}, {"id": "mai-20260917-0922-baseline|c97-l3|minimax-small|SentinelOne Singularity", "prompt": "c97-l3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Strong forensics for smaller teams**: SentinelOne Singularity"}, {"id": "mai-20260917-0922-baseline|c97-l3|minimax-small|Trend Micro Vision One", "prompt": "c97-l3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Trend Micro Vision One** (excellent combined detection and response)"}, {"id": "mai-20260917-0922-baseline|c97-l3|minimax-small|Sophos Intercept X", "prompt": "c97-l3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best all-around prevention**: Sophos Intercept X"}, {"id": "mai-20260917-0922-baseline|c97-l3|minimax-small|Stellar Cyber", "prompt": "c97-l3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Stellar Cyber is positioned as the best open XDR option"}, {"id": "mai-20260917-0922-baseline|c97-l3|minimax-small|Elastic", "prompt": "c97-l3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Elastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Engineering-led organizations**: Elastic (open XDR with strong third-party integration)"}, {"id": "mai-20260917-0922-baseline|c97-l3|mistral-small|Microsoft Defender XDR", "prompt": "c97-l3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**1. Microsoft Defender XDR**\n- **Best for:** Organizations already using Microsoft 365 (M365 E5)"}, {"id": "mai-20260917-0922-baseline|c97-l3|mistral-small|Palo Alto Cortex XDR", "prompt": "c97-l3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**2. Palo Alto Cortex XDR**\n- **Best for:** Mid to large enterprises needing native correlation"}, {"id": "mai-20260917-0922-baseline|c97-l3|mistral-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-l3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Detection accuracy and threat intelligence"}, {"id": "mai-20260917-0922-baseline|c97-l3|mistral-small|Trend Micro Vision One", "prompt": "c97-l3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Combined detection and response"}, {"id": "mai-20260917-0922-baseline|c97-l3|mistral-small|SentinelOne Singularity", "prompt": "c97-l3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Forensics and junior teams"}, {"id": "mai-20260917-0922-baseline|c97-l3|mistral-small|Cybereason Defense Platform", "prompt": "c97-l3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cybereason Defense Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Detailed attack lifecycle management"}, {"id": "mai-20260917-0922-baseline|c97-l3|mistral-small|Stellar Cyber (Open XDR)", "prompt": "c97-l3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber (Open XDR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Organizations with existing security tools"}, {"id": "mai-20260917-0922-baseline|c97-l3|mistral-small|Elastic Security", "prompt": "c97-l3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Engineering-led organizations"}, {"id": "mai-20260917-0922-baseline|c97-l3|mistral-small|Hunters", "prompt": "c97-l3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Hunters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "others (Stellar Cyber, Hunters, Elastic) are open and ingest data from any source"}, {"id": "mai-20260917-0922-baseline|c97-l3|moonshot-small|Cortex XDR", "prompt": "c97-l3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most large enterprises today are choosing between **Palo Alto, CrowdStrike, and Microsoft** as their primary XDR backbone"}, {"id": "mai-20260917-0922-baseline|c97-l3|moonshot-small|Falcon Insight XDR", "prompt": "c97-l3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Falcon Insight XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If detection quality and threat intelligence are paramount:** CrowdStrike Falcon is the benchmark."}, {"id": "mai-20260917-0922-baseline|c97-l3|moonshot-small|Defender XDR", "prompt": "c97-l3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you are heavily Microsoft...: Microsoft Defender XDR is the obvious economic and integration winner."}, {"id": "mai-20260917-0922-baseline|c97-l3|moonshot-small|Singularity", "prompt": "c97-l3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with SentinelOne as a strong alternative for organizations prioritizing automation"}, {"id": "mai-20260917-0922-baseline|c97-l3|moonshot-small|Vision One", "prompt": "c97-l3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Vision One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Trade-off:** Smaller market share in enterprise XDR compared to the \"big four\" above"}, {"id": "mai-20260917-0922-baseline|c97-l3|moonshot-small|Cisco XDR", "prompt": "c97-l3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cisco XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look at Open XDR options like Stellar Cyber or Cisco."}, {"id": "mai-20260917-0922-baseline|c97-l3|moonshot-small|Stellar Cyber", "prompt": "c97-l3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Open/Vendor-Agnostic** | Stellar Cyber"}, {"id": "mai-20260917-0922-baseline|c97-l3|moonshot-small|Sophos", "prompt": "c97-l3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Vendors in this camp:** Palo Alto (Cortex), CrowdStrike, Microsoft, SentinelOne, Trend Micro, Sophos, Trellix"}, {"id": "mai-20260917-0922-baseline|c97-l3|moonshot-small|Trellix", "prompt": "c97-l3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Vendors in this camp:** ... Trend Micro, Sophos, Trellix"}, {"id": "mai-20260917-0922-baseline|c97-l3|moonshot-small|Fidelis Elevate", "prompt": "c97-l3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Fidelis Elevate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Vendors in this camp:** Stellar Cyber, Cisco (to a degree), Fidelis Elevate"}, {"id": "mai-20260917-0922-baseline|c97-l3|openai-small|Microsoft Defender XDR", "prompt": "c97-l3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mostly Microsoft stack?** → Microsoft Defender XDR."}, {"id": "mai-20260917-0922-baseline|c97-l3|openai-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Heavy Palo Alto network/security footprint?** → Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c97-l3|openai-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-l3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Endpoint-led SOC, want premium EDR plus XDR expansion?** → CrowdStrike Falcon Insight XDR."}, {"id": "mai-20260917-0922-baseline|c97-l3|openai-small|Cisco XDR", "prompt": "c97-l3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cisco XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cisco-heavy infrastructure?** → Cisco XDR."}, {"id": "mai-20260917-0922-baseline|c97-l3|openai-small|SentinelOne Singularity XDR", "prompt": "c97-l3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "I’m keeping this one slightly higher level because the exact enterprise XDR packaging changes more often"}, {"id": "mai-20260917-0922-baseline|c97-l3|openai-small|Trellix XDR", "prompt": "c97-l3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trellix XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Trellix tends to be seen as more of a **large-enterprise security operations platform**"}, {"id": "mai-20260917-0922-baseline|c97-l3|openai-small|IBM QRadar-related XDR/SecOps integrations", "prompt": "c97-l3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "IBM QRadar-related XDR/SecOps integrations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IBM is often more SIEM/SOC-platform-centric than pure XDR-first."}, {"id": "mai-20260917-0922-baseline|c97-l3|xai-small|Microsoft Defender XDR", "prompt": "c97-l3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Microsoft-heavy environments (E5/E3 licensees) | Weaker outside MS ecosystem"}, {"id": "mai-20260917-0922-baseline|c97-l3|xai-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best native correlation; 100% MITRE coverage; AgentiX AI automation"}, {"id": "mai-20260917-0922-baseline|c97-l3|xai-small|CrowdStrike Falcon XDR (Falcon Insight XDR)", "prompt": "c97-l3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon XDR (Falcon Insight XDR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top detection/threat intel; Charlotte AI queries; machine-speed response"}, {"id": "mai-20260917-0922-baseline|c97-l3|xai-small|SentinelOne Singularity XDR", "prompt": "c97-l3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Autonomous response/rollback; good for junior teams; unified AI data lake"}, {"id": "mai-20260917-0922-baseline|c97-l3|xai-small|Trend Micro Vision One", "prompt": "c97-l3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(strong performer in Forrester)"}, {"id": "mai-20260917-0922-baseline|c97-l3|xai-small|Elastic", "prompt": "c97-l3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "open XDR (e.g., Elastic/Stellar Cyber) ingests any telemetry but shallower analytics"}, {"id": "mai-20260917-0922-baseline|c97-l3|xai-small|Stellar Cyber", "prompt": "c97-l3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "open XDR (e.g., Elastic/Stellar Cyber) ingests any telemetry but shallower analytics"}, {"id": "mai-20260917-0922-baseline|c97-l3|zai-small|CrowdStrike Falcon XDR", "prompt": "c97-l3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need the \"Best\" Detection: Choose **CrowdStrike**. They have the highest ceiling for detecting novel threats"}, {"id": "mai-20260917-0922-baseline|c97-l3|zai-small|Microsoft Defender XDR", "prompt": "c97-l3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are a Microsoft Shop: Do not pay for a third-party XDR. **Microsoft Defender XDR** is included in your licensing"}, {"id": "mai-20260917-0922-baseline|c97-l3|zai-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you use Palo Alto Firewalls: Choose **Cortex XDR**."}, {"id": "mai-20260917-0922-baseline|c97-l3|zai-small|SentinelOne Singularity XDR", "prompt": "c97-l3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need Forensics/Rollback: Choose **SentinelOne**."}, {"id": "mai-20260917-0922-baseline|c97-l3|zai-small|Trend Micro Vision One", "prompt": "c97-l3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It is a strong alternative for organizations that want a single pane of glass"}, {"id": "mai-20260917-0922-baseline|c97-l3|zai-small|Trellix", "prompt": "c97-l3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A massive player with a broad portfolio."}, {"id": "mai-20260917-0922-baseline|c97-l3|zai-small|Stellar Cyber", "prompt": "c97-l3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The premier example of an **Open XDR** platform."}, {"id": "mai-20260917-0922-baseline|c97-l4|alibaba-small|SentinelOne", "prompt": "c97-l4", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large-scale deployment focused on budget predictability, start with a proof of concept (POC) for **SentinelOne**."}, {"id": "mai-20260917-0922-baseline|c97-l4|alibaba-small|CrowdStrike", "prompt": "c97-l4", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it is arguably the least \"predictable\" regarding final Total Cost of Ownership (TCO) unless negotiated heavily"}, {"id": "mai-20260917-0922-baseline|c97-l4|alibaba-small|Microsoft Defender for Endpoint", "prompt": "c97-l4", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft offers the strongest argument for predictive cost due to license overlap"}, {"id": "mai-20260917-0922-baseline|c97-l4|alibaba-small|Trend Micro Vision One", "prompt": "c97-l4", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Mid-to-Enterprise Value"}, {"id": "mai-20260917-0922-baseline|c97-l4|alibaba-small|Palo Alto", "prompt": "c97-l4", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "priced lower than the market leaders (CrowdStrike and Palo Alto)"}, {"id": "mai-20260917-0922-baseline|c97-l4|alibaba-small|Zscaler Zero Trust Exchange", "prompt": "c97-l4", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Zscaler Zero Trust Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Cloud-Native"}, {"id": "mai-20260917-0922-baseline|c97-l4|anthropic-small|Microsoft Defender XDR", "prompt": "c97-l4", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender XDR (Best for Predictable Cost)"}, {"id": "mai-20260917-0922-baseline|c97-l4|anthropic-small|Stellar Cyber", "prompt": "c97-l4", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Stellar Cyber** provides a vendor-neutral alternative with transparent per-asset billing"}, {"id": "mai-20260917-0922-baseline|c97-l4|anthropic-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l4", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "pairs endpoint-led detection with deep analytics and response workflows and is best for enterprise SOC standardization"}, {"id": "mai-20260917-0922-baseline|c97-l4|challenger-small|Stellar Cyber", "prompt": "c97-l4", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Stellar Cyber", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Stellar Cyber** if you want *flat, more predictable licensing*"}, {"id": "mai-20260917-0922-baseline|c97-l4|challenger-small|Microsoft Defender XDR", "prompt": "c97-l4", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Microsoft Defender XDR** if you already own **Microsoft 365 E5** and want the lowest-friction economics"}, {"id": "mai-20260917-0922-baseline|c97-l4|challenger-small|Palo Alto Cortex XDR/XSIAM", "prompt": "c97-l4", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Palo Alto Cortex XDR/XSIAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "several sources describe its pricing as **quote-based** and more dependent on deployment/data volume"}, {"id": "mai-20260917-0922-baseline|c97-l4|challenger-small|CrowdStrike", "prompt": "c97-l4", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is not the clearest choice for strict cost predictability at very large scale"}, {"id": "mai-20260917-0922-baseline|c97-l4|deepseek-small|CrowdStrike", "prompt": "c97-l4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "CrowdStrike Falcon Enterprise — the industry standard for enterprise, flat per-endpoint"}, {"id": "mai-20260917-0922-baseline|c97-l4|deepseek-small|Trend Micro", "prompt": "c97-l4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Flat per-user/per-asset pricing → Predictable (CrowdStrike, Trend Micro, Stellar Cyber, Bitdefender, Microsoft)"}, {"id": "mai-20260917-0922-baseline|c97-l4|deepseek-small|Stellar Cyber", "prompt": "c97-l4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stellar Cyber — Most predictable total cost (all-inclusive)"}, {"id": "mai-20260917-0922-baseline|c97-l4|deepseek-small|Bitdefender", "prompt": "c97-l4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flat per-user/per-asset pricing → Predictable (CrowdStrike, Trend Micro, Stellar Cyber, Bitdefender, Microsoft)"}, {"id": "mai-20260917-0922-baseline|c97-l4|deepseek-small|Microsoft", "prompt": "c97-l4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Microsoft Defender XDR via the E5 Security add-on (~$12/user/mo) — unbeatable value and flat per-user pricing"}, {"id": "mai-20260917-0922-baseline|c97-l4|deepseek-small|Palo Alto", "prompt": "c97-l4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "The one thing to avoid for your use case is any vendor with per-GB ingestion metering (Palo Alto Cortex, Rapid7, deepwatch)"}, {"id": "mai-20260917-0922-baseline|c97-l4|deepseek-small|Rapid7", "prompt": "c97-l4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Rapid7", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid ... per-GB ingestion metering (Palo Alto Cortex, Rapid7, deepwatch)"}, {"id": "mai-20260917-0922-baseline|c97-l4|deepseek-small|deepwatch", "prompt": "c97-l4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "deepwatch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "avoid ... per-GB ingestion metering (Palo Alto Cortex, Rapid7, deepwatch)"}, {"id": "mai-20260917-0922-baseline|c97-l4|google-small|Microsoft Defender XDR", "prompt": "c97-l4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Microsoft Defender XDR\n**Best for: Organizations heavily standardized on the Microsoft ecosystem.**"}, {"id": "mai-20260917-0922-baseline|c97-l4|google-small|Stellar Cyber Open XDR", "prompt": "c97-l4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Stellar Cyber Open XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Flat per-user/asset pricing with zero \"data ingestion tax\" for third-party logs."}, {"id": "mai-20260917-0922-baseline|c97-l4|google-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-l4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly negotiable per-device flat pricing with generous limits on third-party log ingestion."}, {"id": "mai-20260917-0922-baseline|c97-l4|google-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms to Handle with Caution ... it is notorious for complex pricing"}, {"id": "mai-20260917-0922-baseline|c97-l4|meta-small|Cisco", "prompt": "c97-l4", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cisco - Offers a vendor-neutral cross-domain XDR with strong network telemetry and open integration model. Pricing is quote-based"}, {"id": "mai-20260917-0922-baseline|c97-l4|meta-small|SentinelOne", "prompt": "c97-l4", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SentinelOne - Offers an AI-native unified platform ... Pricing starts at $69.99/endpoint/yr."}, {"id": "mai-20260917-0922-baseline|c97-l4|meta-small|Microsoft", "prompt": "c97-l4", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft - Offers a Microsoft 365-centric native XDR ... Pricing is suite/license-based"}, {"id": "mai-20260917-0922-baseline|c97-l4|meta-small|Palo Alto Networks", "prompt": "c97-l4", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Palo Alto Networks - Offers an enterprise SOC standardization with endpoint-led detection"}, {"id": "mai-20260917-0922-baseline|c97-l4|meta-small|CrowdStrike", "prompt": "c97-l4", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CrowdStrike - Offers an endpoint-first native XDR with Falcon module unification"}, {"id": "mai-20260917-0922-baseline|c97-l4|minimax-small|Stellar Cyber", "prompt": "c97-l4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Stellar Cyber", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Stellar Cyber, Ontinue, and ReliaQuest are specifically designed for this use case"}, {"id": "mai-20260917-0922-baseline|c97-l4|minimax-small|Ontinue", "prompt": "c97-l4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Ontinue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Stellar Cyber, Ontinue, and ReliaQuest are specifically designed for this use case"}, {"id": "mai-20260917-0922-baseline|c97-l4|minimax-small|ReliaQuest", "prompt": "c97-l4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "ReliaQuest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Stellar Cyber, Ontinue, and ReliaQuest are specifically designed for this use case"}, {"id": "mai-20260917-0922-baseline|c97-l4|minimax-small|Cisco XDR", "prompt": "c97-l4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Cisco XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "~$69 per user per year (Essentials tier)"}, {"id": "mai-20260917-0922-baseline|c97-l4|minimax-small|Microsoft Defender XDR", "prompt": "c97-l4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Organizations with existing Microsoft 365 E5 licenses"}, {"id": "mai-20260917-0922-baseline|c97-l4|minimax-small|Bitdefender", "prompt": "c97-l4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flat rate per endpoint/user"}, {"id": "mai-20260917-0922-baseline|c97-l4|minimax-small|CrowdStrike", "prompt": "c97-l4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Flat rate per endpoint/user"}, {"id": "mai-20260917-0922-baseline|c97-l4|minimax-small|Trend Micro", "prompt": "c97-l4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Trend Micro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Flat rate per endpoint/user"}, {"id": "mai-20260917-0922-baseline|c97-l4|minimax-small|Palo Alto", "prompt": "c97-l4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "These \"metered\" models (common with Palo Alto, Rapid7, deepwatch) can double or triple your costs"}, {"id": "mai-20260917-0922-baseline|c97-l4|minimax-small|Rapid7", "prompt": "c97-l4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Rapid7", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "These \"metered\" models (common with Palo Alto, Rapid7, deepwatch) can double or triple your costs"}, {"id": "mai-20260917-0922-baseline|c97-l4|minimax-small|deepwatch", "prompt": "c97-l4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "deepwatch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "These \"metered\" models (common with Palo Alto, Rapid7, deepwatch) can double or triple your costs"}, {"id": "mai-20260917-0922-baseline|c97-l4|mistral-small|Microsoft Defender XDR", "prompt": "c97-l4", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender XDR is the most cost-effective if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c97-l4|mistral-small|Stellar Cyber", "prompt": "c97-l4", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for flat per-user or per-asset licensing with no ingestion metering"}, {"id": "mai-20260917-0922-baseline|c97-l4|mistral-small|Ontinue", "prompt": "c97-l4", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also offers predictable, flat-rate pricing per endpoint or user, reducing budget risk."}, {"id": "mai-20260917-0922-baseline|c97-l4|mistral-small|ReliaQuest", "prompt": "c97-l4", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "ReliaQuest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides quote-based pricing with a focus on predictable costs, especially for large enterprises."}, {"id": "mai-20260917-0922-baseline|c97-l4|mistral-small|CrowdStrike", "prompt": "c97-l4", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically use tiered or quote-based pricing, which can be less predictable for very large user counts"}, {"id": "mai-20260917-0922-baseline|c97-l4|mistral-small|SentinelOne", "prompt": "c97-l4", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "typically use tiered or quote-based pricing, which can be less predictable for very large user counts"}, {"id": "mai-20260917-0922-baseline|c97-l4|mistral-small|Palo Alto Networks", "prompt": "c97-l4", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "typically use tiered or quote-based pricing, which can be less predictable for very large user counts"}, {"id": "mai-20260917-0922-baseline|c97-l4|moonshot-small|Microsoft Defender XDR", "prompt": "c97-l4", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender XDR** — Best Overall Value"}, {"id": "mai-20260917-0922-baseline|c97-l4|moonshot-small|SentinelOne Singularity", "prompt": "c97-l4", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SentinelOne Singularity** — Best for Flat-Rate Data Ingestion"}, {"id": "mai-20260917-0922-baseline|c97-l4|moonshot-small|ReliaQuest GreyMatter", "prompt": "c97-l4", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "ReliaQuest GreyMatter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ReliaQuest GreyMatter** — Best for True Flat-Rate Predictability"}, {"id": "mai-20260917-0922-baseline|c97-l4|openai-small|Microsoft Defender XDR", "prompt": "c97-l4", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender XDR is usually the best default choice"}, {"id": "mai-20260917-0922-baseline|c97-l4|openai-small|CrowdStrike Falcon XDR", "prompt": "c97-l4", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the next most common enterprise choice, but it is often less cost-predictable once modules are added"}, {"id": "mai-20260917-0922-baseline|c97-l4|openai-small|Palo Alto Cortex XDR", "prompt": "c97-l4", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Can be powerful, but total cost can grow depending on data sources, modules, and adjacent platform usage."}, {"id": "mai-20260917-0922-baseline|c97-l4|xai-small|Microsoft Defender XDR", "prompt": "c97-l4", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender XDR stands out as the best XDR platform for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260917-0922-baseline|c97-l4|xai-small|CrowdStrike Falcon XDR", "prompt": "c97-l4", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CrowdStrike offers similar flat pricing with superior threat intel."}, {"id": "mai-20260917-0922-baseline|c97-l4|xai-small|Palo Alto Cortex XDR", "prompt": "c97-l4", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Variable data fees risk overruns... Avoid Palo Alto/Rapid7 if log volume varies."}, {"id": "mai-20260917-0922-baseline|c97-l4|xai-small|Trend Micro Vision One", "prompt": "c97-l4", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flat rate option; good for mid-to-Fortune 50."}, {"id": "mai-20260917-0922-baseline|c97-l4|xai-small|SentinelOne Singularity", "prompt": "c97-l4", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Predictable but less bundled than MS."}, {"id": "mai-20260917-0922-baseline|c97-l4|xai-small|Rapid7", "prompt": "c97-l4", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Rapid7", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Palo Alto/Rapid7 if log volume varies."}, {"id": "mai-20260917-0922-baseline|c97-l4|zai-small|Microsoft Defender XDR", "prompt": "c97-l4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have it, **Microsoft Defender XDR** is the clear winner for predictability."}, {"id": "mai-20260917-0922-baseline|c97-l4|zai-small|SentinelOne Singularity Complete", "prompt": "c97-l4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are outside the Microsoft ecosystem: Choose **SentinelOne Singularity Complete** for a flat, per-endpoint rate that includes data ingestion"}, {"id": "mai-20260917-0922-baseline|c97-l4|zai-small|CrowdStrike Falcon XDR", "prompt": "c97-l4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "CrowdStrike often charges extra for their Identity (Falcon Identity) and Cloud Workload modules. If you buy these separately, your \"predictable\" cost model breaks down."}, {"id": "mai-20260917-0922-baseline|c97-l4|zai-small|Palo Alto Cortex XDR", "prompt": "c97-l4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Palo Alto Cortex XDR often quotes a low per-endpoint rate ... but charges significant additional fees for data ingestion and retention ... your bill will spike unpredictably."}, {"id": "mai-20260917-0922-baseline|c97-l5|alibaba-small|CrowdStrike", "prompt": "c97-l5", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If CrowdStrike or SentinelOne detects a massive ransomware event, do they provide a team to help you fight it"}, {"id": "mai-20260917-0922-baseline|c97-l5|alibaba-small|SentinelOne", "prompt": "c97-l5", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "If CrowdStrike or SentinelOne detects a massive ransomware event"}, {"id": "mai-20260917-0922-baseline|c97-l5|deepseek-small|Palo Alto Cortex XDR", "prompt": "c97-l5", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The Palo Alto Cortex XDR RFP Checklist and the ESET/Cybereason XDR buyer's guides are useful templates you can adapt"}, {"id": "mai-20260917-0922-baseline|c97-l5|deepseek-small|ESET", "prompt": "c97-l5", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "the ESET/Cybereason XDR buyer's guides are useful templates you can adapt"}, {"id": "mai-20260917-0922-baseline|c97-l5|deepseek-small|Cybereason", "prompt": "c97-l5", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Cybereason", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the ESET/Cybereason XDR buyer's guides are useful templates you can adapt"}, {"id": "mai-20260917-0922-baseline|c97-l5|google-small|CrowdStrike", "prompt": "c97-l5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Evaluate if the vendor is a market leader (e.g., CrowdStrike, Palo Alto Networks, Microsoft, SentinelOne)"}, {"id": "mai-20260917-0922-baseline|c97-l5|google-small|Palo Alto Networks", "prompt": "c97-l5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Evaluate if the vendor is a market leader (e.g., CrowdStrike, Palo Alto Networks, Microsoft, SentinelOne)"}, {"id": "mai-20260917-0922-baseline|c97-l5|google-small|Microsoft", "prompt": "c97-l5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Evaluate if the vendor is a market leader (e.g., CrowdStrike, Palo Alto Networks, Microsoft, SentinelOne)"}, {"id": "mai-20260917-0922-baseline|c97-l5|google-small|SentinelOne", "prompt": "c97-l5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Evaluate if the vendor is a market leader (e.g., CrowdStrike, Palo Alto Networks, Microsoft, SentinelOne)"}, {"id": "mai-20260917-0922-baseline|c97-l5|meta-small|Microsoft Defender XDR", "prompt": "c97-l5", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "top XDR platforms for 2026, including Microsoft Defender XDR and Palo Alto Networks Cortex XDR"}, {"id": "mai-20260917-0922-baseline|c97-l5|meta-small|Palo Alto Networks Cortex XDR", "prompt": "c97-l5", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Microsoft Defender XDR and Palo Alto Networks Cortex XDR, which are suitable for Microsoft-centric environments and enterprise SOC standardization, respectively"}, {"id": "mai-20260917-0922-baseline|c97-l5|moonshot-small|Microsoft Defender XDR", "prompt": "c97-l5", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Included in M365 E5; strong native correlation across Microsoft stack | Microsoft-centric estates; cost-conscious"}, {"id": "mai-20260917-0922-baseline|c97-l5|moonshot-small|Palo Alto Cortex XDR", "prompt": "c97-l5", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deep native correlation; strong MITRE results"}, {"id": "mai-20260917-0922-baseline|c97-l5|moonshot-small|CrowdStrike Falcon", "prompt": "c97-l5", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Detection engineering; threat intelligence"}, {"id": "mai-20260917-0922-baseline|c97-l5|moonshot-small|SentinelOne Singularity", "prompt": "c97-l5", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI-native data layer; broad platform breadth"}, {"id": "mai-20260917-0922-baseline|c97-l5|moonshot-small|Stellar Cyber / Hunters", "prompt": "c97-l5", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Stellar Cyber / Hunters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open XDR architecture | Best-of-breed stacks avoiding vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c97-l5|xai-small|Palo Alto Cortex XDR", "prompt": "c97-l5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Top vendors like Palo Alto Cortex XDR, CrowdStrike Falcon XDR, and Microsoft Defender XDR publish SOC 2 details."}, {"id": "mai-20260917-0922-baseline|c97-l5|xai-small|CrowdStrike Falcon XDR", "prompt": "c97-l5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top vendors like Palo Alto Cortex XDR, CrowdStrike Falcon XDR, and Microsoft Defender XDR publish SOC 2 details."}, {"id": "mai-20260917-0922-baseline|c97-l5|xai-small|Microsoft Defender XDR", "prompt": "c97-l5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top vendors like Palo Alto Cortex XDR, CrowdStrike Falcon XDR, and Microsoft Defender XDR publish SOC 2 details."}, {"id": "mai-20260917-0922-baseline|c97-l5|xai-small|Palo Alto Cortex XSIAM", "prompt": "c97-l5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Palo Alto Cortex XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shortlist Vendors: Palo Alto Cortex XSIAM, CrowdStrike Falcon, Microsoft Defender, SentinelOne, Rapid7 InsightIDR"}, {"id": "mai-20260917-0922-baseline|c97-l5|xai-small|SentinelOne", "prompt": "c97-l5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Shortlist Vendors: ... SentinelOne, Rapid7 InsightIDR (all SOC 2 + SSO at enterprise tiers)"}, {"id": "mai-20260917-0922-baseline|c97-l5|xai-small|Rapid7 InsightIDR", "prompt": "c97-l5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Shortlist Vendors: ... Rapid7 InsightIDR (all SOC 2 + SSO at enterprise tiers)"}, {"id": "mai-20260917-0922-baseline|c97-l5|xai-small|Cybereason", "prompt": "c97-l5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Cybereason", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Download free RFPs from Palo Alto/PAN or Cybereason Buyer's Guide"}, {"id": "mai-20260917-0922-baseline|c97-l6|challenger-small|Microsoft Defender XDR", "prompt": "c97-l6", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be cautious if your environment is **not heavily standardized on Microsoft 365 / E5 / Azure**"}, {"id": "mai-20260917-0922-baseline|c97-l6|challenger-small|Cisco XDR", "prompt": "c97-l6", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Cisco XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "be cautious unless you have a **significant Cisco network infrastructure**"}, {"id": "mai-20260917-0922-baseline|c97-l6|challenger-small|Palo Alto Cortex XDR", "prompt": "c97-l6", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "be cautious if you do **not** already run a lot of **Palo Alto** telemetry"}, {"id": "mai-20260917-0922-baseline|c97-l6|challenger-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-l6", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is enterprise-grade, but be cautious if you want an **out-of-box, simplified experience** or lack a **mature SOC**"}, {"id": "mai-20260917-0922-baseline|c97-l6|deepseek-small|CrowdStrike Falcon XDR", "prompt": "c97-l6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms like **CrowdStrike Falcon XDR, Microsoft Defender XDR, and Palo Alto Cortex XDR** are *excellent* — but they are **native XDR**. Detection quality degrades for data sources outside"}, {"id": "mai-20260917-0922-baseline|c97-l6|deepseek-small|Microsoft Defender XDR", "prompt": "c97-l6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they are **native XDR**. Detection quality degrades for data sources outside the vendor's own ecosystem"}, {"id": "mai-20260917-0922-baseline|c97-l6|deepseek-small|Palo Alto Cortex XDR", "prompt": "c97-l6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Palo Alto Cortex XDR / XSIAM** — caution on fit, not quality ... **Expensive at high data volume**"}, {"id": "mai-20260917-0922-baseline|c97-l6|deepseek-small|SentinelOne Singularity XDR", "prompt": "c97-l6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "specific concerns ... Withdrew from the most recent MITRE Engenuity evaluation ... High false-positive rates cited in testing"}, {"id": "mai-20260917-0922-baseline|c97-l6|deepseek-small|XSIAM", "prompt": "c97-l6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "XSIAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "If you're replacing a SIEM entirely with XSIAM, understand it's a major architectural commitment"}, {"id": "mai-20260917-0922-baseline|c97-l6|deepseek-small|Stellar Cyber", "prompt": "c97-l6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Stellar Cyber", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Open XDR (Stellar Cyber, Exabeam, Securonix, Hunters) is compelling for heterogenous environments, but ... these **lack SIEM flexibility**"}, {"id": "mai-20260917-0922-baseline|c97-l6|deepseek-small|Exabeam", "prompt": "c97-l6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Exabeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Open XDR (Stellar Cyber, Exabeam, Securonix, Hunters) ... **lack SIEM flexibility**"}, {"id": "mai-20260917-0922-baseline|c97-l6|deepseek-small|Securonix", "prompt": "c97-l6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Open XDR (Stellar Cyber, Exabeam, Securonix, Hunters) ... **lack SIEM flexibility**"}, {"id": "mai-20260917-0922-baseline|c97-l6|deepseek-small|Hunters", "prompt": "c97-l6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Hunters", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Open XDR (Stellar Cyber, Exabeam, Securonix, Hunters) ... **lack SIEM flexibility**"}, {"id": "mai-20260917-0922-baseline|c97-l6|google-small|Microsoft Defender XDR", "prompt": "c97-l6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Severe Vendor Lock-In... Neglect of Third-Party Controls... Administrative and UX Instability"}, {"id": "mai-20260917-0922-baseline|c97-l6|google-small|CrowdStrike Falcon", "prompt": "c97-l6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Both CrowdStrike and Palo Alto are known for being exceptionally expensive and heavily pushing multi-year, bundled contracts."}, {"id": "mai-20260917-0922-baseline|c97-l6|google-small|Palo Alto Networks (Cortex XDR)", "prompt": "c97-l6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Networks (Cortex XDR)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Palo Alto's Cortex XDR platform is incredibly powerful but has a dense, complex interface and a steep learning curve"}, {"id": "mai-20260917-0922-baseline|c97-l6|google-small|Elastic Security", "prompt": "c97-l6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Elastic Security", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Elastic can easily turn into an expensive, resource-draining science project."}, {"id": "mai-20260917-0922-baseline|c97-l6|google-small|Bitdefender GravityZone", "prompt": "c97-l6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they often struggle to scale to the demands of a global Fortune 500 enterprise"}, {"id": "mai-20260917-0922-baseline|c97-l6|google-small|Trend Micro (Trend Vision One / TrendAI)", "prompt": "c97-l6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trend Micro (Trend Vision One / TrendAI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Limited Customization and ML Tuning: In Trend Micro and Bitdefender environments, large enterprise security teams have little to no ability to tune underlying machine learning models"}, {"id": "mai-20260917-0922-baseline|c97-l6|google-small|Broadcom (Symantec)", "prompt": "c97-l6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Broadcom (Symantec)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Large enterprises should be exceptionally cautious of legacy security vendors that have rebranded their legacy security suites as \"XDR\" through acquisitions"}, {"id": "mai-20260917-0922-baseline|c97-l6|google-small|Trellix", "prompt": "c97-l6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trellix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Legacy \"Franken-XDR\" Platforms... should be exceptionally cautious"}, {"id": "mai-20260917-0922-baseline|c97-l6|google-small|Cisco", "prompt": "c97-l6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "its massive acquisition of Splunk is still in an ongoing phase of integration... should expect a transition period"}, {"id": "mai-20260917-0922-baseline|c97-l6|meta-small|CrowdStrike Falcon XDR", "prompt": "c97-l6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The four leading platforms mentioned are CrowdStrike Falcon XDR, Microsoft Defender XDR, Palo Alto Cortex XDR, and SentinelOne Singularity XDR."}, {"id": "mai-20260917-0922-baseline|c97-l6|meta-small|Microsoft Defender XDR", "prompt": "c97-l6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Defender XDR** is recommended if your world is predominantly Microsoft, as it's included in Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c97-l6|meta-small|Palo Alto Cortex XDR", "prompt": "c97-l6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The four leading platforms mentioned are CrowdStrike Falcon XDR, Microsoft Defender XDR, Palo Alto Cortex XDR, and SentinelOne Singularity XDR."}, {"id": "mai-20260917-0922-baseline|c97-l6|meta-small|SentinelOne Singularity XDR", "prompt": "c97-l6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The four leading platforms mentioned are CrowdStrike Falcon XDR, Microsoft Defender XDR, Palo Alto Cortex XDR, and SentinelOne Singularity XDR."}, {"id": "mai-20260917-0922-baseline|c97-l6|meta-small|Stellar Cyber", "prompt": "c97-l6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Stellar Cyber", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Stellar Cyber** is highlighted as a good open XDR option, built to ingest data from various sources you already own."}, {"id": "mai-20260917-0922-baseline|c97-l6|meta-small|Coro", "prompt": "c97-l6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Coro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For small businesses, most XDR solutions are too large, but **Coro** is mentioned as an exception."}, {"id": "mai-20260917-0922-baseline|c97-l6|mistral-small|CrowdStrike", "prompt": "c97-l6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Native platforms like CrowdStrike, Palo Alto Cortex, Microsoft Defender XDR, SentinelOne, Trend Micro, Sophos, Trellix, and Cisco are best suited when your environment is already heavily invested"}, {"id": "mai-20260917-0922-baseline|c97-l6|mistral-small|Palo Alto Cortex", "prompt": "c97-l6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Native platforms like CrowdStrike, Palo Alto Cortex, ... are best suited when your environment is already heavily invested in that vendor's ecosystem."}, {"id": "mai-20260917-0922-baseline|c97-l6|mistral-small|Microsoft Defender XDR", "prompt": "c97-l6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may find native XDR platforms disappointing if they expect seamless integration with non-native tools"}, {"id": "mai-20260917-0922-baseline|c97-l6|mistral-small|SentinelOne", "prompt": "c97-l6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Native platforms like ... SentinelOne ... are best suited when your environment is already heavily invested in that vendor's ecosystem."}, {"id": "mai-20260917-0922-baseline|c97-l6|mistral-small|Trend Micro", "prompt": "c97-l6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Native platforms like ... Trend Micro ... best suited when your environment is already heavily invested in that vendor's ecosystem."}, {"id": "mai-20260917-0922-baseline|c97-l6|mistral-small|Sophos", "prompt": "c97-l6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Native platforms like ... Sophos ... best suited when your environment is already heavily invested"}, {"id": "mai-20260917-0922-baseline|c97-l6|mistral-small|Trellix", "prompt": "c97-l6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trellix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Native platforms like ... Trellix ... best suited when your environment is already heavily invested"}, {"id": "mai-20260917-0922-baseline|c97-l6|mistral-small|Cisco", "prompt": "c97-l6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Native platforms like ... and Cisco are best suited when your environment is already heavily invested in that vendor's ecosystem."}, {"id": "mai-20260917-0922-baseline|c97-l6|mistral-small|Stellar Cyber", "prompt": "c97-l6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "open XDR platforms (e.g., Stellar Cyber, Exabeam Fusion, Hunters, Securonix) are generally more flexible and effective"}, {"id": "mai-20260917-0922-baseline|c97-l6|mistral-small|Exabeam Fusion", "prompt": "c97-l6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Exabeam Fusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "open XDR platforms (e.g., Stellar Cyber, Exabeam Fusion, Hunters, Securonix) are generally more flexible and effective"}, {"id": "mai-20260917-0922-baseline|c97-l6|mistral-small|Hunters", "prompt": "c97-l6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Hunters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "open XDR platforms (e.g., Stellar Cyber, Exabeam Fusion, Hunters, Securonix) are generally more flexible and effective"}, {"id": "mai-20260917-0922-baseline|c97-l6|mistral-small|Securonix", "prompt": "c97-l6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "open XDR platforms (e.g., Stellar Cyber, Exabeam Fusion, Hunters, Securonix) are generally more flexible and effective"}, {"id": "mai-20260917-0922-baseline|c97-l6|moonshot-small|Cisco SecureX / Cisco XDR", "prompt": "c97-l6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Cisco SecureX / Cisco XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid** or **Approach with Extreme Caution** ... Cisco SecureX / Cisco XDR"}, {"id": "mai-20260917-0922-baseline|c97-l6|moonshot-small|Microsoft Defender XDR", "prompt": "c97-l6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms Requiring **Significant Caution** ... Microsoft Defender XDR (if not Microsoft-centric)"}, {"id": "mai-20260917-0922-baseline|c97-l6|moonshot-small|Sophos XDR", "prompt": "c97-l6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Sophos XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Mid-market focus: Built on Intercept X; struggles with true enterprise-scale complexity"}, {"id": "mai-20260917-0922-baseline|c97-l6|moonshot-small|Palo Alto Cortex XDR", "prompt": "c97-l6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution areas: Customer service complaints ... Aggressive lock-in"}, {"id": "mai-20260917-0922-baseline|c97-l6|moonshot-small|CrowdStrike", "prompt": "c97-l6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "single points of failure (reference: CrowdStrike July 2024 outage)"}, {"id": "mai-20260917-0922-baseline|c97-l6|openai-small|Trend Vision One", "prompt": "c97-l6", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trend Vision One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Trend Vision One Peer Insights reviewers, for example, note that deployment can require significant early effort and resources."}, {"id": "mai-20260917-0922-baseline|c97-l6|xai-small|Microsoft Defender XDR", "prompt": "c97-l6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Safer bets**: Stick to top Forrester/Gartner Leaders (Microsoft, Palo Alto, CrowdStrike)"}, {"id": "mai-20260917-0922-baseline|c97-l6|xai-small|Palo Alto Cortex XDR", "prompt": "c97-l6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "flag **extreme price hikes at renewal** (e.g., 225% increases post-3-year contracts...). Also, agent performance impacts ... UI complexity/steep learning curve"}, {"id": "mai-20260917-0922-baseline|c97-l6|xai-small|CrowdStrike Falcon XDR", "prompt": "c97-l6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Safer bets**: Stick to top Forrester/Gartner Leaders (Microsoft, Palo Alto, CrowdStrike)"}, {"id": "mai-20260917-0922-baseline|c97-l6|xai-small|Broadcom (Symantec/Trellix lineage)", "prompt": "c97-l6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Broadcom (Symantec/Trellix lineage)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid if you need strong cross-domain correlation without heavy customization."}, {"id": "mai-20260917-0922-baseline|c97-l6|xai-small|Fortinet", "prompt": "c97-l6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Rated as Challengers in Forrester Wave Q2 2024... Avoid if you need strong cross-domain correlation without heavy customization."}, {"id": "mai-20260917-0922-baseline|c97-l6|xai-small|Cisco XDR", "prompt": "c97-l6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Cisco XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Contender in Forrester; strong in network-heavy Cisco ecosystems but lags in endpoint-native detections and unified workflows"}, {"id": "mai-20260917-0922-baseline|c97-l6|xai-small|Trend Micro Vision One", "prompt": "c97-l6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "good MITRE coverage but complaints on alert fatigue and scalability in massive data volumes"}, {"id": "mai-20260917-0922-baseline|c97-l6|xai-small|Sophos", "prompt": "c97-l6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Contenders; dated integrations, higher false positives, and less mature for hyperscale SOCs"}, {"id": "mai-20260917-0922-baseline|c97-l6|xai-small|Trellix", "prompt": "c97-l6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trellix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Contenders; dated integrations, higher false positives, and less mature for hyperscale SOCs"}, {"id": "mai-20260917-0922-baseline|c97-l6|xai-small|SentinelOne Singularity XDR", "prompt": "c97-l6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "solid but trails leaders in market presence and third-party telemetry quality. Reddit/G2 mentions noise from aggressive defaults and upgrade issues."}, {"id": "mai-20260917-0922-baseline|c97-l6|zai-small|CrowdStrike", "prompt": "c97-l6", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "large enterprises should be **cautious** about the total cost of ownership and complexity, rather than avoiding them entirely"}, {"id": "mai-20260917-0922-baseline|c97-l6|zai-small|Palo Alto Networks", "prompt": "c97-l6", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Both CrowdStrike Falcon XDR and Palo Alto Cortex XDR are leaders in MITRE evaluations and detection quality. However, they are expensive."}, {"id": "mai-20260917-0922-baseline|c97-l6|zai-small|Microsoft", "prompt": "c97-l6", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the XDR market is dominated by strong players like CrowdStrike, Palo Alto Networks, and Microsoft"}, {"id": "mai-20260917-0922-baseline|c97-l6|zai-small|Fortinet (FortiXDR)", "prompt": "c97-l6", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Fortinet (FortiXDR)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Verdict:** **Avoid** if you are a multi-vendor environment."}, {"id": "mai-20260917-0922-baseline|c97-l6|zai-small|Trend Micro (Vision One)", "prompt": "c97-l6", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trend Micro (Vision One)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** if you are a multi-vendor environment and choose **Fortinet** or **Trend Micro**."}, {"id": "mai-20260917-0922-baseline|c97-l6|zai-small|Trellix", "prompt": "c97-l6", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trellix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Verdict:** **Cautious** if you require a streamlined, unified operational experience."}, {"id": "mai-20260917-0922-baseline|c97-l6|zai-small|Cisco XDR", "prompt": "c97-l6", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Cisco XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Verdict:** **Cautious** regarding hidden integration costs and licensing complexity."}, {"id": "mai-20260917-0922-baseline|c97-m1|alibaba-small|Microsoft Defender XDR", "prompt": "c97-m1", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "points to **Microsoft Defender XDR** and **Sophos** as the top two contenders for this specific segment."}, {"id": "mai-20260917-0922-baseline|c97-m1|alibaba-small|Sophos", "prompt": "c97-m1", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Sophos is widely considered the \"sweet spot\" for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c97-m1|alibaba-small|SentinelOne", "prompt": "c97-m1", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Low Staffing: SentinelOne ... is a top contender."}, {"id": "mai-20260917-0922-baseline|c97-m1|alibaba-small|CrowdStrike Falcon", "prompt": "c97-m1", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cons: Higher cost than competitors; implementation can be complex for mid-market teams"}, {"id": "mai-20260917-0922-baseline|c97-m1|anthropic-small|Crowdstrike", "prompt": "c97-m1", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Crowdstrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options in the market include platforms from vendors like Crowdstrike"}, {"id": "mai-20260917-0922-baseline|c97-m1|anthropic-small|Microsoft Defender for Endpoint", "prompt": "c97-m1", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Microsoft Defender for Endpoint, Palo Alto Networks Cortex, SentinelOne, and others"}, {"id": "mai-20260917-0922-baseline|c97-m1|anthropic-small|Palo Alto Networks Cortex", "prompt": "c97-m1", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks Cortex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Palo Alto Networks Cortex, SentinelOne, and others"}, {"id": "mai-20260917-0922-baseline|c97-m1|anthropic-small|SentinelOne", "prompt": "c97-m1", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SentinelOne, and others, but the \"best\" choice really depends on your specific environment"}, {"id": "mai-20260917-0922-baseline|c97-m1|challenger-small|Microsoft Defender XDR", "prompt": "c97-m1", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "either Microsoft Defender XDR or CrowdStrike Falcon XDR"}, {"id": "mai-20260917-0922-baseline|c97-m1|challenger-small|CrowdStrike Falcon XDR", "prompt": "c97-m1", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd pick **CrowdStrike Falcon XDR** for the best overall mid-market balance"}, {"id": "mai-20260917-0922-baseline|c97-m1|challenger-small|Rapid7 InsightIDR", "prompt": "c97-m1", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value if you want consolidation and simpler operations"}, {"id": "mai-20260917-0922-baseline|c97-m1|challenger-small|SentinelOne Singularity XDR", "prompt": "c97-m1", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want strong automation with less SOC burden"}, {"id": "mai-20260917-0922-baseline|c97-m1|challenger-small|Stellar Cyber Open XDR", "prompt": "c97-m1", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Stellar Cyber Open XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want open integration and flexibility"}, {"id": "mai-20260917-0922-baseline|c97-m1|deepseek-small|Microsoft Defender XDR", "prompt": "c97-m1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft-centric and budget-conscious** → **Microsoft Defender XDR** (leverage E5 licensing)."}, {"id": "mai-20260917-0922-baseline|c97-m1|deepseek-small|SentinelOne Singularity", "prompt": "c97-m1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Mixed stack, no big SOC, want affordable autonomy** → **SentinelOne Singularity**"}, {"id": "mai-20260917-0922-baseline|c97-m1|deepseek-small|CrowdStrike Falcon", "prompt": "c97-m1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Generally the most expensive of the three and often better suited to more mature/enterprise SOCs."}, {"id": "mai-20260917-0922-baseline|c97-m1|deepseek-small|Sophos Intercept X", "prompt": "c97-m1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good mid-market fits include **Sophos Intercept X** (strong value, reliable)"}, {"id": "mai-20260917-0922-baseline|c97-m1|deepseek-small|Bitdefender", "prompt": "c97-m1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Bitdefender** (value pick for mid-market)"}, {"id": "mai-20260917-0922-baseline|c97-m1|deepseek-small|Ontinue", "prompt": "c97-m1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Ontinue** (cheapest total for Microsoft-centric shops since it rides your existing licensing)"}, {"id": "mai-20260917-0922-baseline|c97-m1|deepseek-small|Cortex XDR", "prompt": "c97-m1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Palo Alto Cortex XDR scores highest overall but skews enterprise."}, {"id": "mai-20260917-0922-baseline|c97-m1|deepseek-small|Cisco XDR", "prompt": "c97-m1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Cisco XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "if you're Cisco-heavy, Cisco XDR"}, {"id": "mai-20260917-0922-baseline|c97-m1|google-small|Sophos Intercept X + Sophos MDR", "prompt": "c97-m1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Sophos Intercept X + Sophos MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Lean Teams (No SOC): **Sophos Intercept X + Sophos MDR** ... Sophos is the industry leader for this segment."}, {"id": "mai-20260917-0922-baseline|c97-m1|google-small|SentinelOne Singularity Platform", "prompt": "c97-m1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High Automation (Co-Managed/In-House): **SentinelOne Singularity Platform** ... SentinelOne is highly recommended."}, {"id": "mai-20260917-0922-baseline|c97-m1|google-small|Microsoft Defender XDR", "prompt": "c97-m1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your B2B company is already fully standardized on Microsoft 365 ... Microsoft Defender XDR is the most practical choice."}, {"id": "mai-20260917-0922-baseline|c97-m1|google-small|Huntress", "prompt": "c97-m1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "pair it with a co-managed MXDR partner (like **Huntress** or **Ontinue**)"}, {"id": "mai-20260917-0922-baseline|c97-m1|google-small|Ontinue", "prompt": "c97-m1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Ontinue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "pair it with a co-managed MXDR partner (like **Huntress** or **Ontinue**)"}, {"id": "mai-20260917-0922-baseline|c97-m1|google-small|Stellar Cyber", "prompt": "c97-m1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best \"Open XDR\" (For Keeping Existing Tools): **Stellar Cyber**"}, {"id": "mai-20260917-0922-baseline|c97-m1|google-small|CrowdStrike Falcon (with Falcon Complete)", "prompt": "c97-m1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon (with Falcon Complete)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "gold standard in threat detection. However, it is built for enterprises and can be too complex for a standard mid-market IT department to run."}, {"id": "mai-20260917-0922-baseline|c97-m1|meta-small|Bitdefender", "prompt": "c97-m1", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Bitdefender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bitdefender - a value pick for mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c97-m1|meta-small|Ontinue", "prompt": "c97-m1", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often the cheapest option in total for Microsoft-centric estates because it rides on licensing you already own"}, {"id": "mai-20260917-0922-baseline|c97-m1|minimax-small|Microsoft Defender XDR", "prompt": "c97-m1", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender XDR** - Best if you're heavily Microsoft-centric"}, {"id": "mai-20260917-0922-baseline|c97-m1|minimax-small|CrowdStrike Falcon XDR", "prompt": "c97-m1", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for detection quality... Higher price point but comprehensive coverage"}, {"id": "mai-20260917-0922-baseline|c97-m1|minimax-small|Palo Alto Cortex XDR", "prompt": "c97-m1", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for network-centric environments"}, {"id": "mai-20260917-0922-baseline|c97-m1|minimax-small|Bitdefender", "prompt": "c97-m1", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best value for mid-market"}, {"id": "mai-20260917-0922-baseline|c97-m1|minimax-small|Ontinue", "prompt": "c97-m1", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Microsoft-centric cost efficiency"}, {"id": "mai-20260917-0922-baseline|c97-m1|mistral-small|Bitdefender", "prompt": "c97-m1", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Bitdefender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Praised as the best value overall for mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c97-m1|mistral-small|Ontinue", "prompt": "c97-m1", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already using Microsoft security tools, **Ontinue** is likely the best and most cost-effective choice."}, {"id": "mai-20260917-0922-baseline|c97-m1|mistral-small|Microsoft Defender XDR", "prompt": "c97-m1", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is a strong contender if you're deeply integrated with Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c97-m1|mistral-small|Stellar Cyber", "prompt": "c97-m1", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you need an open, flexible XDR platform"}, {"id": "mai-20260917-0922-baseline|c97-m1|moonshot-small|Microsoft Defender XDR", "prompt": "c97-m1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Microsoft Defender XDR** – Best for Microsoft-centric environments"}, {"id": "mai-20260917-0922-baseline|c97-m1|moonshot-small|Bitdefender", "prompt": "c97-m1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bitdefender** – Best value for mid-market"}, {"id": "mai-20260917-0922-baseline|c97-m1|moonshot-small|Sophos XDR", "prompt": "c97-m1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Sophos XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sophos XDR** – Best for mid-sized teams with MDR needs"}, {"id": "mai-20260917-0922-baseline|c97-m1|moonshot-small|Cynet", "prompt": "c97-m1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cynet** – Best for all-in-one simplicity"}, {"id": "mai-20260917-0922-baseline|c97-m1|moonshot-small|Elastic", "prompt": "c97-m1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open XDR architecture (Elastic, Stellar Cyber)"}, {"id": "mai-20260917-0922-baseline|c97-m1|moonshot-small|Stellar Cyber", "prompt": "c97-m1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Stellar Cyber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open XDR architecture (Elastic, Stellar Cyber)"}, {"id": "mai-20260917-0922-baseline|c97-m1|openai-small|Microsoft Defender XDR", "prompt": "c97-m1", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually pick **Microsoft Defender XDR** **if you're already a Microsoft shop**"}, {"id": "mai-20260917-0922-baseline|c97-m1|openai-small|Cortex XDR", "prompt": "c97-m1", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If not, I'd start with **CrowdStrike Falcon** or **Cortex XDR**"}, {"id": "mai-20260917-0922-baseline|c97-m1|openai-small|CrowdStrike Falcon", "prompt": "c97-m1", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need strongest endpoint-centric detection** → **CrowdStrike Falcon**"}, {"id": "mai-20260917-0922-baseline|c97-m1|openai-small|SentinelOne Singularity", "prompt": "c97-m1", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best value / easier mid-market deployment:** **Sophos XDR** or **SentinelOne**"}, {"id": "mai-20260917-0922-baseline|c97-m1|openai-small|Sophos XDR", "prompt": "c97-m1", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Sophos XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lean team, simpler operations, good value** → **Sophos XDR**"}, {"id": "mai-20260917-0922-baseline|c97-m1|openai-small|Cisco XDR", "prompt": "c97-m1", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Cisco XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cisco XDR** is worth a look, especially if you want partner-led MDR / MXDR support"}, {"id": "mai-20260917-0922-baseline|c97-m1|xai-small|Microsoft Defender XDR", "prompt": "c97-m1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're on Microsoft 365 E5: Start with Defender XDR—it's cost-effective, scales well for mid-market... best overall value"}, {"id": "mai-20260917-0922-baseline|c97-m1|xai-small|CrowdStrike Falcon XDR", "prompt": "c97-m1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need top detection without Microsoft lock-in? CrowdStrike or Palo Alto—leaders in independent tests, but pricier."}, {"id": "mai-20260917-0922-baseline|c97-m1|xai-small|Palo Alto Cortex XDR", "prompt": "c97-m1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CrowdStrike or Palo Alto—leaders in independent tests, but pricier."}, {"id": "mai-20260917-0922-baseline|c97-m1|xai-small|Sophos XDR (Intercept X)", "prompt": "c97-m1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Sophos XDR (Intercept X)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Limited SOC team? Sophos or Bitdefender for built-in managed response"}, {"id": "mai-20260917-0922-baseline|c97-m1|xai-small|Bitdefender GravityZone XDR", "prompt": "c97-m1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Bitdefender GravityZone XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best value for mid-market per GBHackers; Strong Performer in Forrester."}, {"id": "mai-20260917-0922-baseline|c97-m1|xai-small|SentinelOne", "prompt": "c97-m1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other Strong Options: SentinelOne (AI-focused, open XDR)"}, {"id": "mai-20260917-0922-baseline|c97-m1|xai-small|Trend Micro Vision One", "prompt": "c97-m1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Trend Micro Vision One (multi-surface)"}, {"id": "mai-20260917-0922-baseline|c97-m1|xai-small|ESET", "prompt": "c97-m1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ESET (bundled for consolidation)"}, {"id": "mai-20260917-0922-baseline|c97-m1|zai-small|Microsoft Defender XDR", "prompt": "c97-m1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value: **Microsoft Defender XDR**"}, {"id": "mai-20260917-0922-baseline|c97-m1|zai-small|CrowdStrike Falcon XDR", "prompt": "c97-m1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for advanced detection: **CrowdStrike Falcon XDR**"}, {"id": "mai-20260917-0922-baseline|c97-m1|zai-small|SentinelOne Singularity XDR", "prompt": "c97-m1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for autonomous response: **SentinelOne Singularity XDR**"}, {"id": "mai-20260917-0922-baseline|c97-m1|zai-small|Palo Alto Cortex XDR", "prompt": "c97-m1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for native correlation: **Palo Alto Cortex XDR**"}, {"id": "mai-20260917-0922-baseline|c97-m1|zai-small|Trend Micro Vision One", "prompt": "c97-m1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for email\\u2011heavy environments: **Trend Micro Vision One**"}, {"id": "mai-20260917-0922-baseline|c97-m1|zai-small|Bitdefender GravityZone XDR", "prompt": "c97-m1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Bitdefender GravityZone XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best value\\u2011focused option: **Bitdefender GravityZone XDR**"}, {"id": "mai-20260917-0922-baseline|c97-m1|zai-small|Elastic XDR", "prompt": "c97-m1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Elastic XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for engineering\\u2011led, open ecosystems: **Elastic XDR**"}, {"id": "mai-20260917-0922-baseline|c97-m1|zai-small|Coro", "prompt": "c97-m1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for small\\u2011to\\u2011mid\\u2011market simplicity: **Coro**"}, {"id": "mai-20260917-0922-baseline|c97-m2|alibaba-small|Microsoft Defender XDR", "prompt": "c97-m2", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender XDR** is widely considered the top recommendation for most mid-sized organizations"}, {"id": "mai-20260917-0922-baseline|c97-m2|alibaba-small|Bitdefender GravityZone (Managed XDR)", "prompt": "c97-m2", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender GravityZone (Managed XDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 🥈 Strong Alternative: Bitdefender GravityZone (Managed XDR)"}, {"id": "mai-20260917-0922-baseline|c97-m2|alibaba-small|Ontinue", "prompt": "c97-m2", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 🥉 Niche Consideration: Ontinue (for Microsoft-centric shops)"}, {"id": "mai-20260917-0922-baseline|c97-m2|alibaba-small|Google Chronicle Security Operations Suite", "prompt": "c97-m2", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Google Chronicle Security Operations Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you use Google Workspace or AWS heavily, look into **Google Chronicle Security Operations Suite**"}, {"id": "mai-20260917-0922-baseline|c97-m2|alibaba-small|Amazon Security Lake", "prompt": "c97-m2", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Amazon Security Lake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or **Amazon Security Lake** integrations"}, {"id": "mai-20260917-0922-baseline|c97-m2|alibaba-small|Cisco SecureX", "prompt": "c97-m2", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Cisco SecureX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If not, evaluate **Bitdefender** or **Cisco SecureX** based on your specific infrastructure mix."}, {"id": "mai-20260917-0922-baseline|c97-m2|anthropic-small|ESET PROTECT Enterprise", "prompt": "c97-m2", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "ESET PROTECT Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ESET PROTECT Enterprise** is a particularly strong choice for mid-sized organizations."}, {"id": "mai-20260917-0922-baseline|c97-m2|anthropic-small|Huntress Managed EDR", "prompt": "c97-m2", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "making it excellent if you don't have a dedicated security team"}, {"id": "mai-20260917-0922-baseline|c97-m2|anthropic-small|Microsoft Defender for Endpoint", "prompt": "c97-m2", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft Defender for Endpoint is the top choice for organizations heavily invested in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c97-m2|challenger-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-m2", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **CrowdStrike Falcon Insight XDR** as the default choice"}, {"id": "mai-20260917-0922-baseline|c97-m2|challenger-small|Huntress Managed EDR", "prompt": "c97-m2", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team is lean or you do not have 24/7 security staff, **Huntress Managed EDR** is the better practical fit"}, {"id": "mai-20260917-0922-baseline|c97-m2|challenger-small|Microsoft Defender for Endpoint", "prompt": "c97-m2", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often the most economical choice in a Microsoft 365 E5 environment."}, {"id": "mai-20260917-0922-baseline|c97-m2|challenger-small|Bitdefender GravityZone", "prompt": "c97-m2", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Repeatedly cited as the mid-market value pick."}, {"id": "mai-20260917-0922-baseline|c97-m2|deepseek-small|Microsoft Defender XDR", "prompt": "c97-m2", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Microsoft Defender XDR** is the strongest starting point"}, {"id": "mai-20260917-0922-baseline|c97-m2|deepseek-small|CrowdStrike Falcon XDR", "prompt": "c97-m2", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CrowdStrike Falcon XDR** or **SentinelOne Singularity** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c97-m2|deepseek-small|SentinelOne Singularity XDR", "prompt": "c97-m2", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SentinelOne for automation with a lean team"}, {"id": "mai-20260917-0922-baseline|c97-m2|deepseek-small|Bitdefender", "prompt": "c97-m2", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tight budget, need good EDR on mid-market pricing | **Bitdefender** or **ESET PROTECT**"}, {"id": "mai-20260917-0922-baseline|c97-m2|deepseek-small|ESET PROTECT", "prompt": "c97-m2", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "ESET PROTECT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Bitdefender** or **ESET PROTECT** (market leader for mid-market XDR)"}, {"id": "mai-20260917-0922-baseline|c97-m2|google-small|Microsoft Defender XDR", "prompt": "c97-m2", "model": "google-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Scenario 1: The Microsoft-Heavy Shop (Most Cost-Effective)\n**Top Recommendation: Microsoft Defender XDR**"}, {"id": "mai-20260917-0922-baseline|c97-m2|google-small|SentinelOne Singularity XDR", "prompt": "c97-m2", "model": "google-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top Recommendation: SentinelOne Singularity XDR ... Best for: Organizations with small IT/security teams"}, {"id": "mai-20260917-0922-baseline|c97-m2|google-small|Sophos XDR", "prompt": "c97-m2", "model": "google-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Sophos XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Recommendation: Sophos XDR (and Sophos MDR) ... Sophos is purpose-built for mid-sized organizations"}, {"id": "mai-20260917-0922-baseline|c97-m2|google-small|Stellar Cyber", "prompt": "c97-m2", "model": "google-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top Recommendation: Stellar Cyber or Blumira XDR ... Best for: Companies that have a variety of existing security tools"}, {"id": "mai-20260917-0922-baseline|c97-m2|google-small|Blumira XDR", "prompt": "c97-m2", "model": "google-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Blumira XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Recommendation: Stellar Cyber or Blumira XDR"}, {"id": "mai-20260917-0922-baseline|c97-m2|google-small|CrowdStrike", "prompt": "c97-m2", "model": "google-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Almost all the vendors listed above (especially CrowdStrike, SentinelOne, Sophos, and Microsoft through partners) offer an MDR tier"}, {"id": "mai-20260917-0922-baseline|c97-m2|meta-small|Microsoft Defender XDR", "prompt": "c97-m2", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender XDR - an industry-leading XDR platform that provides unified investigation and response capabilities across various assets."}, {"id": "mai-20260917-0922-baseline|c97-m2|meta-small|Bitdefender", "prompt": "c97-m2", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers detection engines that consistently test at the top, with EDR capability at pricing mid-market organizations can approve"}, {"id": "mai-20260917-0922-baseline|c97-m2|minimax-small|Microsoft Defender XDR", "prompt": "c97-m2", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My general recommendation would be **Microsoft Defender XDR** for most mid-sized B2B companies"}, {"id": "mai-20260917-0922-baseline|c97-m2|minimax-small|Bitdefender", "prompt": "c97-m2", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if cost is a primary concern, **Bitdefender** offers excellent value without sacrificing protection"}, {"id": "mai-20260917-0922-baseline|c97-m2|minimax-small|Ontinue", "prompt": "c97-m2", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-Centric Estates: Ontinue"}, {"id": "mai-20260917-0922-baseline|c97-m2|minimax-small|Coro", "prompt": "c97-m2", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Simplified Management: Coro"}, {"id": "mai-20260917-0922-baseline|c97-m2|mistral-small|Microsoft Defender XDR", "prompt": "c97-m2", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Microsoft Defender XDR** is the top recommendation"}, {"id": "mai-20260917-0922-baseline|c97-m2|mistral-small|Bitdefender", "prompt": "c97-m2", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Stellar Cyber** or **Bitdefender** are excellent alternatives"}, {"id": "mai-20260917-0922-baseline|c97-m2|mistral-small|Palo Alto Cortex XDR", "prompt": "c97-m2", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for mid-sized companies needing native correlation across endpoint, network, cloud, and identity."}, {"id": "mai-20260917-0922-baseline|c97-m2|mistral-small|Trend Micro Vision One", "prompt": "c97-m2", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for combined detection and response"}, {"id": "mai-20260917-0922-baseline|c97-m2|mistral-small|CrowdStrike Falcon Insight", "prompt": "c97-m2", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Insight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for a mix of features and support options"}, {"id": "mai-20260917-0922-baseline|c97-m2|mistral-small|Stellar Cyber", "prompt": "c97-m2", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need an open, flexible solution, **Stellar Cyber** or **Bitdefender** are excellent alternatives."}, {"id": "mai-20260917-0922-baseline|c97-m2|mistral-small|Ontinue", "prompt": "c97-m2", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For those heavily invested in Microsoft, **Ontinue** is also worth considering."}, {"id": "mai-20260917-0922-baseline|c97-m2|mistral-small|Coro", "prompt": "c97-m2", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Coro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Specifically designed for small and mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c97-m2|moonshot-small|Microsoft Defender XDR", "prompt": "c97-m2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Microsoft Defender XDR** — *Best Overall Value*"}, {"id": "mai-20260917-0922-baseline|c97-m2|moonshot-small|SentinelOne Singularity", "prompt": "c97-m2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. SentinelOne Singularity** — *Best AI-Native Autonomy*"}, {"id": "mai-20260917-0922-baseline|c97-m2|moonshot-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-m2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. CrowdStrike Falcon Insight XDR** — *Best Detection Quality*"}, {"id": "mai-20260917-0922-baseline|c97-m2|moonshot-small|Bitdefender GravityZone XDR", "prompt": "c97-m2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender GravityZone XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Bitdefender GravityZone XDR** — *Best Budget Option*"}, {"id": "mai-20260917-0922-baseline|c97-m2|moonshot-small|Stellar Cyber Open XDR", "prompt": "c97-m2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Stellar Cyber Open XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Stellar Cyber Open XDR** — *Best for Mixed Environments*"}, {"id": "mai-20260917-0922-baseline|c97-m2|moonshot-small|Huntress", "prompt": "c97-m2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Bitdefender** or **Huntress** — affordable MXDR"}, {"id": "mai-20260917-0922-baseline|c97-m2|moonshot-small|Palo Alto", "prompt": "c97-m2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "platforms like Palo Alto and Rapid7 charge extra for log volume"}, {"id": "mai-20260917-0922-baseline|c97-m2|moonshot-small|Rapid7", "prompt": "c97-m2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Rapid7", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "platforms like Palo Alto and Rapid7 charge extra for log volume"}, {"id": "mai-20260917-0922-baseline|c97-m2|openai-small|Microsoft Defender XDR", "prompt": "c97-m2", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Microsoft Defender XDR**"}, {"id": "mai-20260917-0922-baseline|c97-m2|openai-small|SentinelOne Singularity XDR", "prompt": "c97-m2", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SentinelOne Singularity XDR** is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c97-m2|xai-small|Sophos Intercept X Advanced with XDR", "prompt": "c97-m2", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Sophos Intercept X Advanced with XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Sophos Intercept X Advanced with XDR** as a strong starting point"}, {"id": "mai-20260917-0922-baseline|c97-m2|xai-small|CrowdStrike", "prompt": "c97-m2", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Elite threat hunting/intel; Leader in Gartner. But pricier ... and geared more enterprise."}, {"id": "mai-20260917-0922-baseline|c97-m2|xai-small|Palo Alto", "prompt": "c97-m2", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Much more accessible than enterprise-heavy options like CrowdStrike (~$60+/endpoint/year) or Palo Alto."}, {"id": "mai-20260917-0922-baseline|c97-m2|xai-small|Microsoft Defender XDR", "prompt": "c97-m2", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Heavy Microsoft 365/Azure use** | Microsoft Defender XDR | Often $0 marginal cost"}, {"id": "mai-20260917-0922-baseline|c97-m2|xai-small|Bitdefender GravityZone XDR", "prompt": "c97-m2", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender GravityZone XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tight budget, value-first** | Bitdefender GravityZone XDR | Competent managed XDR for mid-market/SMBs"}, {"id": "mai-20260917-0922-baseline|c97-m2|zai-small|Microsoft Defender XDR", "prompt": "c97-m2", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender XDR** is generally the best default recommendation due to its cost-efficiency and deep integration"}, {"id": "mai-20260917-0922-baseline|c97-m2|zai-small|CrowdStrike Falcon XDR", "prompt": "c97-m2", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CrowdStrike Falcon XDR** is the best option for premium detection capabilities"}, {"id": "mai-20260917-0922-baseline|c97-m2|zai-small|Blumira", "prompt": "c97-m2", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Blumira is designed specifically for mid-sized organizations that lack a dedicated, large security team"}, {"id": "mai-20260917-0922-baseline|c97-m3|alibaba-small|Microsoft Defender XDR", "prompt": "c97-m3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "three platforms stand out as clear market leaders... 1. **Microsoft Defender XDR**"}, {"id": "mai-20260917-0922-baseline|c97-m3|alibaba-small|Palo Alto Networks Cortex XDR", "prompt": "c97-m3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "2.  **Palo Alto Networks Cortex XDR**"}, {"id": "mai-20260917-0922-baseline|c97-m3|alibaba-small|CrowdStrike Falcon XDR", "prompt": "c97-m3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "3.  **CrowdStrike Falcon XDR**"}, {"id": "mai-20260917-0922-baseline|c97-m3|alibaba-small|SentinelOne Singularity", "prompt": "c97-m3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consistently ranked just below the \"Big Three\" but offer distinct advantages for specific scenarios"}, {"id": "mai-20260917-0922-baseline|c97-m3|alibaba-small|Trend Micro Vision One", "prompt": "c97-m3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cloud-Native & Ease of Use.** Trend Micro bridges the gap between traditional enterprise security and modern cloud needs"}, {"id": "mai-20260917-0922-baseline|c97-m3|alibaba-small|Fortinet FortiXDR", "prompt": "c97-m3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Fortinet FortiXDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "cost-effective choice for mid-market companies already inside the Fortinet ecosystem"}, {"id": "mai-20260917-0922-baseline|c97-m3|alibaba-small|Bitdefender GravityZone", "prompt": "c97-m3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ideal for Small-to-Medium Businesses (SMBs) that do not have large, dedicated SOC teams"}, {"id": "mai-20260917-0922-baseline|c97-m3|anthropic-small|CrowdStrike Falcon XDR", "prompt": "c97-m3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A native XDR platform built on a single lightweight agent and cloud-native data architecture that spans 30 modules"}, {"id": "mai-20260917-0922-baseline|c97-m3|anthropic-small|Microsoft Defender XDR", "prompt": "c97-m3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A native XDR platform that correlates signals across Microsoft Defender for Endpoint, Defender for Identity..."}, {"id": "mai-20260917-0922-baseline|c97-m3|anthropic-small|SentinelOne Singularity XDR", "prompt": "c97-m3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers AI-powered threat prevention, detection, and response capabilities."}, {"id": "mai-20260917-0922-baseline|c97-m3|anthropic-small|Stellar Cyber", "prompt": "c97-m3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prioritizes an \"Open\" architecture that ingests data from any existing security tool"}, {"id": "mai-20260917-0922-baseline|c97-m3|anthropic-small|eSentire Atlas", "prompt": "c97-m3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "eSentire Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Delivers XDR inside a managed detection and response motion"}, {"id": "mai-20260917-0922-baseline|c97-m3|anthropic-small|Palo Alto Networks", "prompt": "c97-m3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Microsoft, Palo Alto Networks, and Check Point Software Technologies are strongest inside their stack"}, {"id": "mai-20260917-0922-baseline|c97-m3|anthropic-small|Check Point Software Technologies", "prompt": "c97-m3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Check Point Software Technologies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Microsoft, Palo Alto Networks, and Check Point Software Technologies are strongest inside their stack"}, {"id": "mai-20260917-0922-baseline|c97-m3|challenger-small|Microsoft Defender XDR", "prompt": "c97-m3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Microsoft is best for Microsoft-centric shops"}, {"id": "mai-20260917-0922-baseline|c97-m3|challenger-small|Palo Alto Cortex XDR", "prompt": "c97-m3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often positioned as a top enterprise standard"}, {"id": "mai-20260917-0922-baseline|c97-m3|challenger-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-m3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "commonly favored in endpoint-first environments"}, {"id": "mai-20260917-0922-baseline|c97-m3|challenger-small|SentinelOne Singularity XDR", "prompt": "c97-m3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SentinelOne emphasizes automation"}, {"id": "mai-20260917-0922-baseline|c97-m3|challenger-small|Trend Micro Vision One", "prompt": "c97-m3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hybrid / multi-cloud environments | Broad ecosystem coverage"}, {"id": "mai-20260917-0922-baseline|c97-m3|challenger-small|Cisco XDR", "prompt": "c97-m3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cisco XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "tends to stand out where network telemetry and Cisco infrastructure matter most"}, {"id": "mai-20260917-0922-baseline|c97-m3|challenger-small|Stellar Cyber Open XDR", "prompt": "c97-m3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber Open XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the clearest choice if you want a vendor-neutral layer over your existing tools"}, {"id": "mai-20260917-0922-baseline|c97-m3|deepseek-small|Palo Alto Cortex XDR", "prompt": "c97-m3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Palo Alto Cortex XDR** – often rated #1 overall for correlation quality and data coverage"}, {"id": "mai-20260917-0922-baseline|c97-m3|deepseek-small|CrowdStrike Falcon XDR", "prompt": "c97-m3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best detection quality** — elite detection engineering and threat hunting"}, {"id": "mai-20260917-0922-baseline|c97-m3|deepseek-small|Microsoft Defender XDR", "prompt": "c97-m3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best economics** — included with Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c97-m3|deepseek-small|SentinelOne Singularity XDR", "prompt": "c97-m3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best autonomous response and forensics"}, {"id": "mai-20260917-0922-baseline|c97-m3|deepseek-small|Trend Micro Vision One", "prompt": "c97-m3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable players: **Trend Micro Vision One, Trellix, Cisco XDR, Fortinet, Sophos, Cybereason, Stellar Cyber, and Coro**"}, {"id": "mai-20260917-0922-baseline|c97-m3|deepseek-small|Trellix", "prompt": "c97-m3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable players: **Trend Micro Vision One, Trellix, Cisco XDR..."}, {"id": "mai-20260917-0922-baseline|c97-m3|deepseek-small|Cisco XDR", "prompt": "c97-m3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cisco XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notable players: ... Cisco XDR, Fortinet"}, {"id": "mai-20260917-0922-baseline|c97-m3|deepseek-small|Fortinet", "prompt": "c97-m3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notable players: ... Fortinet, Sophos"}, {"id": "mai-20260917-0922-baseline|c97-m3|deepseek-small|Sophos", "prompt": "c97-m3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Sophos** had the highest detect+prevent rate in independent benchmarks"}, {"id": "mai-20260917-0922-baseline|c97-m3|deepseek-small|Cybereason", "prompt": "c97-m3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cybereason", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other notable players: ... Cybereason, Stellar Cyber"}, {"id": "mai-20260917-0922-baseline|c97-m3|deepseek-small|Stellar Cyber", "prompt": "c97-m3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Heterogeneous multi-vendor environment | **Open XDR** (Stellar Cyber)"}, {"id": "mai-20260917-0922-baseline|c97-m3|deepseek-small|Coro", "prompt": "c97-m3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Coro** fills the small-business gap where most XDR is over-engineered"}, {"id": "mai-20260917-0922-baseline|c97-m3|deepseek-small|Acronis", "prompt": "c97-m3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Acronis** restored all ransomwared files in testing"}, {"id": "mai-20260917-0922-baseline|c97-m3|google-small|Palo Alto Networks (Cortex XDR & XSIAM)", "prompt": "c97-m3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks (Cortex XDR & XSIAM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto Networks pioneered the XDR category and remains a dominant force, consistently leading analyst evaluations in detection accuracy and behavioral analytics."}, {"id": "mai-20260917-0922-baseline|c97-m3|google-small|CrowdStrike (Falcon Insight XDR)", "prompt": "c97-m3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike (Falcon Insight XDR)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "CrowdStrike is a market share leader known for its exceptionally lightweight agent and cloud-native \"Threat Graph\" correlation engine."}, {"id": "mai-20260917-0922-baseline|c97-m3|google-small|SentinelOne (Singularity XDR)", "prompt": "c97-m3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne (Singularity XDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SentinelOne stands out as CrowdStrike\\u2019s chief competitor, offering an AI-driven, highly autonomous security platform."}, {"id": "mai-20260917-0922-baseline|c97-m3|google-small|Microsoft (Defender XDR)", "prompt": "c97-m3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft (Defender XDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For organizations invested in the Microsoft ecosystem, Defender XDR is the default, highly consolidated choice."}, {"id": "mai-20260917-0922-baseline|c97-m3|google-small|Cisco (Cisco XDR & Splunk)", "prompt": "c97-m3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cisco (Cisco XDR & Splunk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cisco has successfully unified network infrastructure security with big-data SIEM operations."}, {"id": "mai-20260917-0922-baseline|c97-m3|google-small|Sophos (Sophos Fusion & Secureworks Taegis)", "prompt": "c97-m3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos (Sophos Fusion & Secureworks Taegis)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Mid-market organizations or enterprises without a 24/7 internal security team that require a managed, hybrid-open XDR platform."}, {"id": "mai-20260917-0922-baseline|c97-m3|meta-small|Palo Alto Cortex XDR", "prompt": "c97-m3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top XDR platforms include Palo Alto Cortex XDR, CrowdStrike, Microsoft Defender XDR, SentinelOne, Trend Micro, Sophos, Trellix, and Cisco."}, {"id": "mai-20260917-0922-baseline|c97-m3|meta-small|CrowdStrike", "prompt": "c97-m3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top XDR platforms include Palo Alto Cortex XDR, CrowdStrike, Microsoft Defender XDR, SentinelOne, Trend Micro, Sophos, Trellix, and Cisco."}, {"id": "mai-20260917-0922-baseline|c97-m3|meta-small|Microsoft Defender XDR", "prompt": "c97-m3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some platforms are more suited for specific environments, such as Microsoft-centric environments"}, {"id": "mai-20260917-0922-baseline|c97-m3|meta-small|SentinelOne", "prompt": "c97-m3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top XDR platforms include ... SentinelOne, Trend Micro, Sophos, Trellix, and Cisco."}, {"id": "mai-20260917-0922-baseline|c97-m3|meta-small|Trend Micro", "prompt": "c97-m3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top XDR platforms include ... Trend Micro, Sophos, Trellix, and Cisco."}, {"id": "mai-20260917-0922-baseline|c97-m3|meta-small|Sophos", "prompt": "c97-m3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top XDR platforms include ... Sophos, Trellix, and Cisco."}, {"id": "mai-20260917-0922-baseline|c97-m3|meta-small|Trellix", "prompt": "c97-m3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top XDR platforms include ... Trellix, and Cisco."}, {"id": "mai-20260917-0922-baseline|c97-m3|meta-small|Cisco", "prompt": "c97-m3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top XDR platforms include ... and Cisco."}, {"id": "mai-20260917-0922-baseline|c97-m3|minimax-small|Palo Alto Cortex XDR", "prompt": "c97-m3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Palo Alto Cortex XDR** | 100% MITRE ATT&CK detection, native data fusion | Enterprise SOC standardization"}, {"id": "mai-20260917-0922-baseline|c97-m3|minimax-small|CrowdStrike Falcon", "prompt": "c97-m3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**CrowdStrike Falcon** | Best detection, Charlotte AI | Best-in-class detection regardless of cost"}, {"id": "mai-20260917-0922-baseline|c97-m3|minimax-small|Microsoft Defender XDR", "prompt": "c97-m3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Microsoft Defender XDR** | Value (included in M365 E5) | Microsoft-centric environments"}, {"id": "mai-20260917-0922-baseline|c97-m3|minimax-small|SentinelOne Singularity", "prompt": "c97-m3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SentinelOne**: Strong autonomous response, but some concerns about detection gaps"}, {"id": "mai-20260917-0922-baseline|c97-m3|minimax-small|Stellar Cyber", "prompt": "c97-m3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Stellar Cyber** | Open XDR architecture | Environments with heterogeneous tools"}, {"id": "mai-20260917-0922-baseline|c97-m3|minimax-small|Cisco", "prompt": "c97-m3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Open XDR** (Stellar Cyber, Cisco): Designed to ingest telemetry from heterogeneous environments"}, {"id": "mai-20260917-0922-baseline|c97-m3|mistral-small|Palo Alto Networks Cortex XDR", "prompt": "c97-m3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Palo Alto and CrowdStrike lead in AI-driven detection and automation."}, {"id": "mai-20260917-0922-baseline|c97-m3|mistral-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-m3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Palo Alto and CrowdStrike lead in AI-driven detection and automation."}, {"id": "mai-20260917-0922-baseline|c97-m3|mistral-small|Microsoft Defender XDR", "prompt": "c97-m3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best overall value, especially for organizations already using Microsoft 365 E5."}, {"id": "mai-20260917-0922-baseline|c97-m3|mistral-small|SentinelOne Singularity", "prompt": "c97-m3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SentinelOne is best for forensics and ease of use."}, {"id": "mai-20260917-0922-baseline|c97-m3|mistral-small|Trend Micro Vision One", "prompt": "c97-m3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Organizations wanting a balanced, all-in-one solution."}, {"id": "mai-20260917-0922-baseline|c97-m3|mistral-small|Cybereason Defense Platform", "prompt": "c97-m3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cybereason Defense Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Standout Capability: Detailed attack lifecycle management."}, {"id": "mai-20260917-0922-baseline|c97-m3|mistral-small|Stellar Cyber", "prompt": "c97-m3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Stellar Cyber is the most open, supporting multi-vendor environments."}, {"id": "mai-20260917-0922-baseline|c97-m3|mistral-small|Cisco XDR", "prompt": "c97-m3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cisco XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best For: Enterprises already using Cisco security products."}, {"id": "mai-20260917-0922-baseline|c97-m3|mistral-small|Fortinet", "prompt": "c97-m3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tight integration with Fortinet's security fabric."}, {"id": "mai-20260917-0922-baseline|c97-m3|mistral-small|Sophos", "prompt": "c97-m3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best For: SMBs and mid-market companies."}, {"id": "mai-20260917-0922-baseline|c97-m3|moonshot-small|Palo Alto Cortex XDR", "prompt": "c97-m3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Palo Alto Cortex XDR** - **Best for:** Native correlation and enterprise security needs ... **Score:** 8.8/10 (2026 rankings)"}, {"id": "mai-20260917-0922-baseline|c97-m3|moonshot-small|CrowdStrike Falcon XDR", "prompt": "c97-m3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Detection quality and threat intelligence ... **Score:** 8.5/10"}, {"id": "mai-20260917-0922-baseline|c97-m3|moonshot-small|Microsoft Defender XDR", "prompt": "c97-m3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Value (included in Microsoft 365 E5) and Microsoft-centric environments"}, {"id": "mai-20260917-0922-baseline|c97-m3|moonshot-small|SentinelOne Singularity", "prompt": "c97-m3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Autonomous response and forensics for junior teams"}, {"id": "mai-20260917-0922-baseline|c97-m3|moonshot-small|Trend Micro Vision One", "prompt": "c97-m3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Combined detection and response, heterogeneous workloads"}, {"id": "mai-20260917-0922-baseline|c97-m3|moonshot-small|Sophos Intercept X", "prompt": "c97-m3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Mid-market organizations without dedicated SOC teams"}, {"id": "mai-20260917-0922-baseline|c97-m3|moonshot-small|Trellix (formerly FireEye/McAfee)", "prompt": "c97-m3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trellix (formerly FireEye/McAfee)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Organizations with existing Trellix/McAfee infrastructure"}, {"id": "mai-20260917-0922-baseline|c97-m3|moonshot-small|Cisco XDR", "prompt": "c97-m3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cisco XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Cisco-heavy environments"}, {"id": "mai-20260917-0922-baseline|c97-m3|moonshot-small|Stellar Cyber", "prompt": "c97-m3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Strengths:** Best open XDR architecture for heterogeneous environments"}, {"id": "mai-20260917-0922-baseline|c97-m3|openai-small|Microsoft Defender XDR", "prompt": "c97-m3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best Microsoft-native choice: Microsoft Defender XDR."}, {"id": "mai-20260917-0922-baseline|c97-m3|openai-small|CrowdStrike Falcon XDR", "prompt": "c97-m3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best endpoint-first choice: CrowdStrike Falcon XDR."}, {"id": "mai-20260917-0922-baseline|c97-m3|openai-small|Palo Alto Networks Cortex XDR", "prompt": "c97-m3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best network/security-platform bundle: Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c97-m3|openai-small|SentinelOne Singularity XDR", "prompt": "c97-m3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for teams that want a single-agent, autonomous-response style platform"}, {"id": "mai-20260917-0922-baseline|c97-m3|openai-small|Elastic Security", "prompt": "c97-m3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Elastic Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best flexibility / data-platform approach: Elastic Security."}, {"id": "mai-20260917-0922-baseline|c97-m3|openai-small|Trend Micro Vision One", "prompt": "c97-m3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for organizations looking for a broader cross-domain threat detection platform"}, {"id": "mai-20260917-0922-baseline|c97-m3|openai-small|Sophos XDR", "prompt": "c97-m3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for simpler midmarket deployment: Sophos XDR"}, {"id": "mai-20260917-0922-baseline|c97-m3|xai-small|Palo Alto Networks Cortex XDR", "prompt": "c97-m3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked #1 for overall correlation and native integration."}, {"id": "mai-20260917-0922-baseline|c97-m3|xai-small|CrowdStrike Falcon XDR", "prompt": "c97-m3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader in detection accuracy and threat intelligence."}, {"id": "mai-20260917-0922-baseline|c97-m3|xai-small|Microsoft Defender XDR", "prompt": "c97-m3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value for Microsoft ecosystems."}, {"id": "mai-20260917-0922-baseline|c97-m3|xai-small|SentinelOne Singularity XDR", "prompt": "c97-m3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong in autonomous response and AI-driven forensics."}, {"id": "mai-20260917-0922-baseline|c97-m3|xai-small|Trend Micro Vision One", "prompt": "c97-m3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for combined detection/response across vectors."}, {"id": "mai-20260917-0922-baseline|c97-m3|xai-small|Cisco XDR", "prompt": "c97-m3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cisco XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good for network-heavy environments."}, {"id": "mai-20260917-0922-baseline|c97-m3|xai-small|Sophos XDR", "prompt": "c97-m3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "User-friendly for mid-market."}, {"id": "mai-20260917-0922-baseline|c97-m3|xai-small|Trellix", "prompt": "c97-m3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Others**: Trellix, Fortinet, Bitdefender, Stellar Cyber"}, {"id": "mai-20260917-0922-baseline|c97-m3|xai-small|Fortinet", "prompt": "c97-m3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Others**: Trellix, Fortinet, Bitdefender, Stellar Cyber"}, {"id": "mai-20260917-0922-baseline|c97-m3|xai-small|Bitdefender", "prompt": "c97-m3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Others**: Trellix, Fortinet, Bitdefender, Stellar Cyber"}, {"id": "mai-20260917-0922-baseline|c97-m3|xai-small|Stellar Cyber", "prompt": "c97-m3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Stellar Cyber (open XDR standout) ... Best ingestion flexibility."}, {"id": "mai-20260917-0922-baseline|c97-m3|xai-small|Acronis", "prompt": "c97-m3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Acronis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Few on-prem (Bitdefender/Acronis)."}, {"id": "mai-20260917-0922-baseline|c97-m3|zai-small|Microsoft Defender XDR", "prompt": "c97-m3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a Microsoft-centric organization, Microsoft Defender XDR is the most cost-effective and integrated choice."}, {"id": "mai-20260917-0922-baseline|c97-m3|zai-small|Palo Alto Cortex XDR", "prompt": "c97-m3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need the absolute best detection and have the budget, CrowdStrike or Palo Alto Cortex XDR are the top picks."}, {"id": "mai-20260917-0922-baseline|c97-m3|zai-small|CrowdStrike Falcon (Falcon Insight)", "prompt": "c97-m3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon (Falcon Insight)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Highest detection accuracy scores in independent tests"}, {"id": "mai-20260917-0922-baseline|c97-m3|zai-small|SentinelOne Singularity", "prompt": "c97-m3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong automated containment and forensics tools"}, {"id": "mai-20260917-0922-baseline|c97-m3|zai-small|Trend Micro Vision One", "prompt": "c97-m3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good balance of detection, response, and cloud-native visibility."}, {"id": "mai-20260917-0922-baseline|c97-m3|zai-small|Trellix (formerly McAfee) XDR", "prompt": "c97-m3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trellix (formerly McAfee) XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Large enterprises with legacy McAfee environments."}, {"id": "mai-20260917-0922-baseline|c97-m3|zai-small|Cisco XDR", "prompt": "c97-m3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cisco XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "You're a Cisco-centric organization | Cisco XDR"}, {"id": "mai-20260917-0922-baseline|c97-m3|zai-small|Fortinet FortiEDR", "prompt": "c97-m3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Fortinet FortiEDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Edge-focused XDR with strong firewall integration"}, {"id": "mai-20260917-0922-baseline|c97-m3|zai-small|Sophos Intercept X", "prompt": "c97-m3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For smaller teams or SMBs, Sophos Intercept X and Coro offer a sweet spot"}, {"id": "mai-20260917-0922-baseline|c97-m3|zai-small|Acronis Cyber Protect", "prompt": "c97-m3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Acronis Cyber Protect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "You prioritize ransomware recovery and backup integration | Acronis Cyber Protect"}, {"id": "mai-20260917-0922-baseline|c97-m3|zai-small|Stellar Cyber", "prompt": "c97-m3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If your environment is a patchwork of vendors, look at open XDR solutions like Stellar Cyber"}, {"id": "mai-20260917-0922-baseline|c97-m3|zai-small|Coro", "prompt": "c97-m3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "SMB-focused XDR with a simple UI and affordable per-seat licensing"}, {"id": "mai-20260917-0922-baseline|c97-m3|zai-small|eSentire Managed XDR", "prompt": "c97-m3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "eSentire Managed XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "If you want a managed SOC experience, consider eSentire"}, {"id": "mai-20260917-0922-baseline|c97-m4|alibaba-small|Coro", "prompt": "c97-m4", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: **Coro** ... frequently cited as the strongest choice for small-to-mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c97-m4|alibaba-small|Microsoft Defender XDR", "prompt": "c97-m4", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your organization already subscribes to Microsoft 365 E5, Microsoft Defender XDR is arguably the most cost-effective option available."}, {"id": "mai-20260917-0922-baseline|c97-m4|alibaba-small|Bitdefender GravityZone", "prompt": "c97-m4", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Standalone Budget Platform: **Bitdefender GravityZone**"}, {"id": "mai-20260917-0922-baseline|c97-m4|alibaba-small|CrowdStrike", "prompt": "c97-m4", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "high performance at a lower price point than competitors like CrowdStrike or Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c97-m4|alibaba-small|Palo Alto Networks", "prompt": "c97-m4", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lower price point than competitors like CrowdStrike or Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c97-m4|anthropic-small|Cynet 360", "prompt": "c97-m4", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Cynet 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best for lean security teams and budget-conscious organizations requiring comprehensive coverage"}, {"id": "mai-20260917-0922-baseline|c97-m4|anthropic-small|Microsoft Defender XDR", "prompt": "c97-m4", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "making it particularly cost-effective if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c97-m4|anthropic-small|Blumira", "prompt": "c97-m4", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offering simple setup, affordable plans, and essential features suitable for smaller teams"}, {"id": "mai-20260917-0922-baseline|c97-m4|challenger-small|Microsoft Defender XDR", "prompt": "c97-m4", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best XDR choice is usually **Microsoft Defender XDR** *if you already have Microsoft 365 E5*"}, {"id": "mai-20260917-0922-baseline|c97-m4|challenger-small|Rapid7 InsightIDR", "prompt": "c97-m4", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Rapid7 InsightIDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the strongest budget-friendly alternatives in the results are **Rapid7 InsightIDR** and **Stellar Cyber**"}, {"id": "mai-20260917-0922-baseline|c97-m4|challenger-small|Stellar Cyber", "prompt": "c97-m4", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **Stellar Cyber** because its pricing is described as more budgetable than ingestion-based approaches"}, {"id": "mai-20260917-0922-baseline|c97-m4|challenger-small|CrowdStrike Falcon XDR", "prompt": "c97-m4", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "is strong, but it is not the budget pick"}, {"id": "mai-20260917-0922-baseline|c97-m4|deepseek-small|Microsoft Defender XDR", "prompt": "c97-m4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most budget-constrained companies, the answer is Microsoft Defender XDR"}, {"id": "mai-20260917-0922-baseline|c97-m4|deepseek-small|Coro", "prompt": "c97-m4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're not a Microsoft shop, **Coro** is the best-priced purpose-built SMB option."}, {"id": "mai-20260917-0922-baseline|c97-m4|deepseek-small|CrowdStrike Falcon", "prompt": "c97-m4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value XDR Platform: **CrowdStrike Falcon**"}, {"id": "mai-20260917-0922-baseline|c97-m4|deepseek-small|SentinelOne Singularity", "prompt": "c97-m4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong standalone option (~$6–8/endpoint/mo for Core tier), vendor-neutral, great for mixed-OS shops"}, {"id": "mai-20260917-0922-baseline|c97-m4|deepseek-small|Sophos Intercept X", "prompt": "c97-m4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Sophos Intercept X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the MSP-friendly budget option"}, {"id": "mai-20260917-0922-baseline|c97-m4|deepseek-small|Bitdefender", "prompt": "c97-m4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consistently rated the best value (especially vs. Bitdefender) by small-business reviewers"}, {"id": "mai-20260917-0922-baseline|c97-m4|google-small|Microsoft Defender XDR", "prompt": "c97-m4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already pay for M365 Business Premium / E5: Use **Microsoft Defender XDR**. It is functionally free for your budget because it is already bundled."}, {"id": "mai-20260917-0922-baseline|c97-m4|google-small|Cynet", "prompt": "c97-m4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Cynet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cynet includes its **24/7 CyOps MDR team directly with the platform license**"}, {"id": "mai-20260917-0922-baseline|c97-m4|google-small|CrowdStrike", "prompt": "c97-m4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unlike enterprise giants (like CrowdStrike or Palo Alto) where you must buy the software platform and pay a premium upsell"}, {"id": "mai-20260917-0922-baseline|c97-m4|google-small|Palo Alto", "prompt": "c97-m4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unlike enterprise giants (like CrowdStrike or Palo Alto) where you must buy the software platform and pay a premium upsell"}, {"id": "mai-20260917-0922-baseline|c97-m4|google-small|Coro", "prompt": "c97-m4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for True SMBs (No Bloat): **Coro**"}, {"id": "mai-20260917-0922-baseline|c97-m4|google-small|LimaCharlie", "prompt": "c97-m4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "LimaCharlie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Pay-As-You-Go Platform: **LimaCharlie**"}, {"id": "mai-20260917-0922-baseline|c97-m4|google-small|Wazuh", "prompt": "c97-m4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Free/Open-Source Option: **Wazuh**"}, {"id": "mai-20260917-0922-baseline|c97-m4|google-small|Huntress", "prompt": "c97-m4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Go with **Cynet** or **Huntress**. Both give you a human SOC to deal with alerts"}, {"id": "mai-20260917-0922-baseline|c97-m4|meta-small|Microsoft Defender XDR", "prompt": "c97-m4", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best XDR platform for a company with a limited budget is Microsoft Defender XDR"}, {"id": "mai-20260917-0922-baseline|c97-m4|meta-small|Bitdefender", "prompt": "c97-m4", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Bitdefender"}, {"id": "mai-20260917-0922-baseline|c97-m4|meta-small|CrowdStrike Falcon Enterprise", "prompt": "c97-m4", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Bitdefender, CrowdStrike Falcon Enterprise"}, {"id": "mai-20260917-0922-baseline|c97-m4|meta-small|SentinelOne Singularity Commercial", "prompt": "c97-m4", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "SentinelOne Singularity Commercial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "and SentinelOne Singularity Commercial"}, {"id": "mai-20260917-0922-baseline|c97-m4|minimax-small|Coro", "prompt": "c97-m4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget with limited resources, **Coro** appears to be specifically built for this scenario"}, {"id": "mai-20260917-0922-baseline|c97-m4|minimax-small|Microsoft Defender XDR", "prompt": "c97-m4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value Overall - Included with Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c97-m4|minimax-small|Microsoft Defender for Business", "prompt": "c97-m4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers the best value if you're already invested in Microsoft products"}, {"id": "mai-20260917-0922-baseline|c97-m4|minimax-small|Bitdefender", "prompt": "c97-m4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Managed XDR Value - Competent managed XDR services at mid-market pricing"}, {"id": "mai-20260917-0922-baseline|c97-m4|mistral-small|Microsoft Defender XDR", "prompt": "c97-m4", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best value overall is **Microsoft Defender XDR**, especially if you already have Microsoft 365 E5 licensing"}, {"id": "mai-20260917-0922-baseline|c97-m4|mistral-small|Bitdefender", "prompt": "c97-m4", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another cost-effective option is **Bitdefender**, which is praised for its managed XDR services"}, {"id": "mai-20260917-0922-baseline|c97-m4|mistral-small|Ontinue", "prompt": "c97-m4", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ontinue** is also noted as a budget-friendly choice because it leverages existing Microsoft licenses"}, {"id": "mai-20260917-0922-baseline|c97-m4|moonshot-small|Microsoft Defender XDR", "prompt": "c97-m4", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender XDR** - Best Overall Value"}, {"id": "mai-20260917-0922-baseline|c97-m4|moonshot-small|Huntress", "prompt": "c97-m4", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Huntress** or **Coro** offer the best balance of affordability and capability"}, {"id": "mai-20260917-0922-baseline|c97-m4|moonshot-small|Coro", "prompt": "c97-m4", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coro** - Built Specifically for Small Business"}, {"id": "mai-20260917-0922-baseline|c97-m4|moonshot-small|Bitdefender", "prompt": "c97-m4", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bitdefender** - Best Value Managed XDR"}, {"id": "mai-20260917-0922-baseline|c97-m4|openai-small|Microsoft Defender Suite", "prompt": "c97-m4", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best XDR choice is usually **Microsoft Defender Suite** if your company already uses Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c97-m4|openai-small|CrowdStrike Falcon Go/Pro", "prompt": "c97-m4", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Go/Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CrowdStrike Falcon Go/Pro** is a strong budget-friendly option"}, {"id": "mai-20260917-0922-baseline|c97-m4|openai-small|Palo Alto Cortex XDR", "prompt": "c97-m4", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "is good, but it's usually positioned more as an enterprise/advanced option than the cheapest choice"}, {"id": "mai-20260917-0922-baseline|c97-m4|xai-small|Microsoft Defender XDR", "prompt": "c97-m4", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Microsoft Defender XDR** if on M365—it's the highest-value per expert comparisons"}, {"id": "mai-20260917-0922-baseline|c97-m4|xai-small|Wazuh", "prompt": "c97-m4", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Wazuh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Otherwise, **Wazuh** for free entry or **Huntress** for managed ease."}, {"id": "mai-20260917-0922-baseline|c97-m4|xai-small|Huntress Managed EDR/XDR", "prompt": "c97-m4", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR/XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Huntress** for managed ease"}, {"id": "mai-20260917-0922-baseline|c97-m4|xai-small|Coro", "prompt": "c97-m4", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Coro (Best SMB-Specific Consolidated XDR)"}, {"id": "mai-20260917-0922-baseline|c97-m4|zai-small|Coro", "prompt": "c97-m4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Designed specifically for organizations without a dedicated security team... at SMB pricing with a modular, per‑user model."}, {"id": "mai-20260917-0922-baseline|c97-m4|zai-small|Microsoft Defender XDR (via Microsoft 365 E5)", "prompt": "c97-m4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR (via Microsoft 365 E5)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Included with Microsoft 365 E5; strong native correlation... Avoids extra licensing costs"}, {"id": "mai-20260917-0922-baseline|c97-m4|zai-small|CrowdStrike Falcon Insight XDR (Falcon Go)", "prompt": "c97-m4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Insight XDR (Falcon Go)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple per‑endpoint pricing with no surprise data‑ingestion fees."}, {"id": "mai-20260917-0922-baseline|c97-m4|zai-small|Elastic Security (with Elastic XDR)", "prompt": "c97-m4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Elastic Security (with Elastic XDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open‑source core; you can start with a free tier and pay only for scaling"}, {"id": "mai-20260917-0922-baseline|c97-m4|zai-small|Sophos Intercept X Advanced (EDR)", "prompt": "c97-m4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Sophos Intercept X Advanced (EDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Starting around $28/user/year; integrates with your existing Sophos ecosystem"}, {"id": "mai-20260917-0922-baseline|c97-m4|zai-small|Huntress Managed EDR", "prompt": "c97-m4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Starts at ~$8.99/month per endpoint and includes 24/7 human SOC response"}, {"id": "mai-20260917-0922-baseline|c97-m4|zai-small|Cisco XDR", "prompt": "c97-m4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Cisco XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "if you're heavily invested in Cisco, consider Cisco XDR"}, {"id": "mai-20260917-0922-baseline|c97-m4|zai-small|Bitdefender MXDR", "prompt": "c97-m4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Bitdefender MXDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "consider whether managed options (Huntress, Bitdefender MXDR, etc.) are worth the premium"}, {"id": "mai-20260917-0922-baseline|c97-m5|alibaba-small|CrowdStrike", "prompt": "c97-m5", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When you sit down with sales reps (CrowdStrike, SentinelOne, Palo Alto/Cortex, Microsoft Defender, Tanium, etc.), ask these three questions"}, {"id": "mai-20260917-0922-baseline|c97-m5|alibaba-small|SentinelOne", "prompt": "c97-m5", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(CrowdStrike, SentinelOne, Palo Alto/Cortex, Microsoft Defender, Tanium, etc.)"}, {"id": "mai-20260917-0922-baseline|c97-m5|alibaba-small|Palo Alto/Cortex", "prompt": "c97-m5", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Palo Alto/Cortex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(CrowdStrike, SentinelOne, Palo Alto/Cortex, Microsoft Defender, Tanium, etc.)"}, {"id": "mai-20260917-0922-baseline|c97-m5|alibaba-small|Microsoft Defender", "prompt": "c97-m5", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(CrowdStrike, SentinelOne, Palo Alto/Cortex, Microsoft Defender, Tanium, etc.)"}, {"id": "mai-20260917-0922-baseline|c97-m5|alibaba-small|Tanium", "prompt": "c97-m5", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Tanium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(CrowdStrike, SentinelOne, Palo Alto/Cortex, Microsoft Defender, Tanium, etc.)"}, {"id": "mai-20260917-0922-baseline|c97-m5|deepseek-small|Microsoft Defender XDR", "prompt": "c97-m5", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender XDR is often the strongest value because integration is native"}, {"id": "mai-20260917-0922-baseline|c97-m5|deepseek-small|CrowdStrike", "prompt": "c97-m5", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "an open-architecture XDR like CrowdStrike or Cortex gives more flexibility"}, {"id": "mai-20260917-0922-baseline|c97-m5|deepseek-small|Palo Alto Cortex XDR", "prompt": "c97-m5", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "an open-architecture XDR like CrowdStrike or Cortex gives more flexibility"}, {"id": "mai-20260917-0922-baseline|c97-m5|deepseek-small|Trend Micro Vision One", "prompt": "c97-m5", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Trend Micro Vision One | Native | Email/server/cloud | Solid all-around"}, {"id": "mai-20260917-0922-baseline|c97-m5|deepseek-small|SentinelOne", "prompt": "c97-m5", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SentinelOne | Native | Endpoint DNA, extends broadly | Strong EDR foundation"}, {"id": "mai-20260917-0922-baseline|c97-m5|google-small|Microsoft Defender", "prompt": "c97-m5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Microsoft Defender XDR:** It is incredibly robust, and you may already be paying for the licensing. However, it is complex to configure"}, {"id": "mai-20260917-0922-baseline|c97-m5|google-small|SentinelOne", "prompt": "c97-m5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the absolute best \"turnkey\" Native XDR with automated containment: **SentinelOne Singularity:** Highly autonomous"}, {"id": "mai-20260917-0922-baseline|c97-m5|google-small|CrowdStrike", "prompt": "c97-m5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CrowdStrike Falcon:** The gold standard in detection, but generally sits at a premium price point."}, {"id": "mai-20260917-0922-baseline|c97-m5|google-small|Palo Alto Cortex", "prompt": "c97-m5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Palo Alto Cortex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., Microsoft Defender, SentinelOne, CrowdStrike, Palo Alto Cortex)"}, {"id": "mai-20260917-0922-baseline|c97-m5|google-small|Stellar Cyber", "prompt": "c97-m5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Stellar Cyber (Open XDR):** Excellent at collecting logs from different firewalls, endpoint agents, and cloud platforms"}, {"id": "mai-20260917-0922-baseline|c97-m5|google-small|ReliaQuest", "prompt": "c97-m5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "ReliaQuest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "integrates with your *existing* third-party security tools via APIs (e.g., Stellar Cyber, ReliaQuest)"}, {"id": "mai-20260917-0922-baseline|c97-m5|google-small|Sophos Intercept X / Sophos MDR", "prompt": "c97-m5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Sophos Intercept X / Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Sophos is built from the ground up for the mid-market... exceptionally easy for a small team to manage"}, {"id": "mai-20260917-0922-baseline|c97-m5|google-small|Red Canary", "prompt": "c97-m5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Red Canary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "pair it with a partner or an **MDR provider that manages Microsoft Defender** (like Red Canary or Expel)"}, {"id": "mai-20260917-0922-baseline|c97-m5|google-small|Expel", "prompt": "c97-m5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Expel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "an **MDR provider that manages Microsoft Defender** (like Red Canary or Expel)"}, {"id": "mai-20260917-0922-baseline|c97-m5|mistral-small|CrowdStrike", "prompt": "c97-m5", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Would you like a comparison of leading XDR vendors (e.g., CrowdStrike, Microsoft Defender XDR, SentinelOne, Palo Alto Cortex XDR, Trend Micro XDR)"}, {"id": "mai-20260917-0922-baseline|c97-m5|mistral-small|Microsoft Defender XDR", "prompt": "c97-m5", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "leading XDR vendors (e.g., CrowdStrike, Microsoft Defender XDR, SentinelOne, Palo Alto Cortex XDR, Trend Micro XDR)"}, {"id": "mai-20260917-0922-baseline|c97-m5|mistral-small|SentinelOne", "prompt": "c97-m5", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "leading XDR vendors (e.g., CrowdStrike, Microsoft Defender XDR, SentinelOne, Palo Alto Cortex XDR, Trend Micro XDR)"}, {"id": "mai-20260917-0922-baseline|c97-m5|mistral-small|Palo Alto Cortex XDR", "prompt": "c97-m5", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "leading XDR vendors (e.g., CrowdStrike, Microsoft Defender XDR, SentinelOne, Palo Alto Cortex XDR, Trend Micro XDR)"}, {"id": "mai-20260917-0922-baseline|c97-m5|mistral-small|Trend Micro XDR", "prompt": "c97-m5", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Trend Micro XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "leading XDR vendors (e.g., CrowdStrike, Microsoft Defender XDR, SentinelOne, Palo Alto Cortex XDR, Trend Micro XDR)"}, {"id": "mai-20260917-0922-baseline|c97-m5|moonshot-small|Microsoft Defender XDR", "prompt": "c97-m5", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Microsoft Defender XDR**: Best value if already on Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c97-m5|moonshot-small|CrowdStrike Falcon", "prompt": "c97-m5", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**CrowdStrike Falcon**: Strongest detection capabilities, cloud-native"}, {"id": "mai-20260917-0922-baseline|c97-m5|moonshot-small|Palo Alto Cortex XDR", "prompt": "c97-m5", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Palo Alto Cortex XDR**: Best native correlation, strong analytics"}, {"id": "mai-20260917-0922-baseline|c97-m5|moonshot-small|SentinelOne", "prompt": "c97-m5", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SentinelOne**: AI-driven autonomous response"}, {"id": "mai-20260917-0922-baseline|c97-m5|moonshot-small|Stellar Cyber", "prompt": "c97-m5", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Stellar Cyber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Stellar Cyber**: Best open XDR for mixed environments"}, {"id": "mai-20260917-0922-baseline|c97-m5|xai-small|CrowdStrike", "prompt": "c97-m5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Aim for PoCs with 3-5 shortlisted vendors like CrowdStrike, Microsoft Defender XDR, Palo Alto Cortex XDR, SentinelOne, or Trend Micro—top performers in recent Waves."}, {"id": "mai-20260917-0922-baseline|c97-m5|xai-small|Microsoft Defender XDR", "prompt": "c97-m5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "shortlisted vendors like CrowdStrike, Microsoft Defender XDR, Palo Alto Cortex XDR, SentinelOne, or Trend Micro"}, {"id": "mai-20260917-0922-baseline|c97-m5|xai-small|Palo Alto Cortex XDR", "prompt": "c97-m5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "shortlisted vendors like CrowdStrike, Microsoft Defender XDR, Palo Alto Cortex XDR, SentinelOne, or Trend Micro"}, {"id": "mai-20260917-0922-baseline|c97-m5|xai-small|SentinelOne", "prompt": "c97-m5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leaders: Microsoft, CrowdStrike, Palo Alto, SentinelOne"}, {"id": "mai-20260917-0922-baseline|c97-m5|xai-small|Trend Micro", "prompt": "c97-m5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or Trend Micro—top performers in recent Waves"}, {"id": "mai-20260917-0922-baseline|c97-m5|xai-small|Fortinet", "prompt": "c97-m5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Send tailored RFP using checklists from Palo Alto or Fortinet (free downloads)."}, {"id": "mai-20260917-0922-baseline|c97-m6|alibaba-small|Palo Alto Cortex", "prompt": "c97-m6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Major \"Native\" XDR vendors (such as **Palo Alto Cortex**, **Microsoft Defender**, and **CrowdStrike**)... Why to be cautious"}, {"id": "mai-20260917-0922-baseline|c97-m6|alibaba-small|Microsoft Defender", "prompt": "c97-m6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "frequently cited by smaller or purely security-focused teams as having a complex deployment curve"}, {"id": "mai-20260917-0922-baseline|c97-m6|alibaba-small|CrowdStrike", "prompt": "c97-m6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These platforms are cloud-only and lack on-premises management servers... its default policy prioritizes \"visibility\" over \"blocking.\""}, {"id": "mai-20260917-0922-baseline|c97-m6|alibaba-small|Trend Micro Vision One", "prompt": "c97-m6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "\"Open XDR\" architectures (like **Trend Micro Vision One** or **SentinelOne Singularity**) often provide better integration value"}, {"id": "mai-20260917-0922-baseline|c97-m6|alibaba-small|SentinelOne Singularity", "prompt": "c97-m6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often provide better integration value"}, {"id": "mai-20260917-0922-baseline|c97-m6|alibaba-small|Sophos Intercept X", "prompt": "c97-m6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These platforms are cloud-only and lack on-premises management servers... may be unusable or restricted"}, {"id": "mai-20260917-0922-baseline|c97-m6|alibaba-small|ESET", "prompt": "c97-m6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "ESET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "lighter-weight agents (often found in **SentinelOne** or **ESET**) may be more manageable"}, {"id": "mai-20260917-0922-baseline|c97-m6|alibaba-small|Acronis", "prompt": "c97-m6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Acronis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Cautionary Examples: Vendors like **Acronis** or **Bitdefender**... they may lack the depth required for advanced threat hunting"}, {"id": "mai-20260917-0922-baseline|c97-m6|alibaba-small|Bitdefender", "prompt": "c97-m6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Bitdefender", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Cautionary Examples: Vendors like **Acronis** or **Bitdefender**... Independent testing occasionally finds gaps between marketing claims and actual performance"}, {"id": "mai-20260917-0922-baseline|c97-m6|alibaba-small|Trellix", "prompt": "c97-m6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trellix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "compared to dedicated security vendors like **Trellix** or **Trend Micro**"}, {"id": "mai-20260917-0922-baseline|c97-m6|anthropic-small|Microsoft", "prompt": "c97-m6", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "These platforms are strongest inside their stack, which means they work best if you're already heavily invested in their ecosystem."}, {"id": "mai-20260917-0922-baseline|c97-m6|anthropic-small|Palo Alto Networks", "prompt": "c97-m6", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "requires more tuning and expertise, and doesn't offer the fastest time to value."}, {"id": "mai-20260917-0922-baseline|c97-m6|anthropic-small|Check Point", "prompt": "c97-m6", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Check Point", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These platforms are strongest inside their stack"}, {"id": "mai-20260917-0922-baseline|c97-m6|anthropic-small|CrowdStrike", "prompt": "c97-m6", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "deeply embedded within massive, enterprise-grade licensing suites like Microsoft and CrowdStrike... requires an exorbitant financial commitment"}, {"id": "mai-20260917-0922-baseline|c97-m6|anthropic-small|Trend Micro Vision One", "prompt": "c97-m6", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Correlation quality trails Palo Alto and CrowdStrike; ... The credit model is genuinely hard to forecast"}, {"id": "mai-20260917-0922-baseline|c97-m6|anthropic-small|Cisco XDR", "prompt": "c97-m6", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Cisco XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Endpoint detection depth trails the specialists; Cisco licensing complexity is a concern."}, {"id": "mai-20260917-0922-baseline|c97-m6|challenger-small|Microsoft Defender XDR", "prompt": "c97-m6", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Vendor-native suites if you are not already standardized on that vendor: Microsoft Defender XDR is especially compelling in Microsoft 365 estates... outside those contexts, fit can be much weaker."}, {"id": "mai-20260917-0922-baseline|c97-m6|challenger-small|Palo Alto", "prompt": "c97-m6", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Palo Alto and CrowdStrike are strongest in their own ecosystems; outside those contexts, fit can be much weaker."}, {"id": "mai-20260917-0922-baseline|c97-m6|challenger-small|CrowdStrike", "prompt": "c97-m6", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Palo Alto and CrowdStrike are strongest in their own ecosystems; outside those contexts, fit can be much weaker."}, {"id": "mai-20260917-0922-baseline|c97-m6|deepseek-small|Barracuda Managed XDR", "prompt": "c97-m6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Barracuda Managed XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "most commonly cited platforms to avoid in user forums (specifically for MSPs/SMBs) are:\n- **Barracuda Managed XDR** (poor UX, weak SOC, false positives)"}, {"id": "mai-20260917-0922-baseline|c97-m6|deepseek-small|Secureworks Taegis XDR", "prompt": "c97-m6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Secureworks Taegis XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "platforms to avoid in user forums ... **Secureworks Taegis XDR** (missed detections in some tests, limited customization, price hikes)"}, {"id": "mai-20260917-0922-baseline|c97-m6|deepseek-small|Palo Alto Cortex XDR", "prompt": "c97-m6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cortex XDR** (hardware requirements, complexity, cost)"}, {"id": "mai-20260917-0922-baseline|c97-m6|deepseek-small|Hunters", "prompt": "c97-m6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Hunters", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it does not come with native telemetry—it's a correlation layer, which some users find confusing"}, {"id": "mai-20260917-0922-baseline|c97-m6|deepseek-small|Coro", "prompt": "c97-m6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Coro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Coro** (limited to SMB, may not scale)"}, {"id": "mai-20260917-0922-baseline|c97-m6|deepseek-small|Microsoft Defender XDR", "prompt": "c97-m6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Microsoft Defender XDR** (multi-tenant gaps for MSPs, licensing)"}, {"id": "mai-20260917-0922-baseline|c97-m6|google-small|Microsoft (Defender XDR)", "prompt": "c97-m6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft (Defender XDR)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tech giants like Microsoft (Defender XDR), Palo Alto Networks (Cortex XDR), and Fortinet (FortiXDR) offer incredibly powerful native XDR suites. However, they are optimized for their own security tools."}, {"id": "mai-20260917-0922-baseline|c97-m6|google-small|Palo Alto Networks (Cortex XDR)", "prompt": "c97-m6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Networks (Cortex XDR)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Leading platforms (like Cortex XDR or Microsoft Defender) require highly specialized, dedicated security engineers"}, {"id": "mai-20260917-0922-baseline|c97-m6|google-small|Fortinet (FortiXDR)", "prompt": "c97-m6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Fortinet (FortiXDR)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they are optimized for their own security tools... a native-only XDR will trap you in a walled garden"}, {"id": "mai-20260917-0922-baseline|c97-m6|google-small|CrowdStrike", "prompt": "c97-m6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "a bad update can catastrophically crash your systems—as the world learned during the massive 2024 CrowdStrike outage"}, {"id": "mai-20260917-0922-baseline|c97-m6|meta-small|Stellar Cyber", "prompt": "c97-m6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Stellar Cyber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Examples include Stellar Cyber, Exabeam Fusion, Hunters, and Securonix."}, {"id": "mai-20260917-0922-baseline|c97-m6|meta-small|Exabeam Fusion", "prompt": "c97-m6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Exabeam Fusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Examples include Stellar Cyber, Exabeam Fusion, Hunters, and Securonix."}, {"id": "mai-20260917-0922-baseline|c97-m6|meta-small|Hunters", "prompt": "c97-m6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Hunters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Examples include Stellar Cyber, Exabeam Fusion, Hunters, and Securonix."}, {"id": "mai-20260917-0922-baseline|c97-m6|meta-small|Securonix", "prompt": "c97-m6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Securonix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Examples include Stellar Cyber, Exabeam Fusion, Hunters, and Securonix."}, {"id": "mai-20260917-0922-baseline|c97-m6|meta-small|CrowdStrike Falcon XDR", "prompt": "c97-m6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top XDR platforms include CrowdStrike Falcon XDR, Microsoft Defender XDR, Palo Alto Cortex XDR, and SentinelOne Singularity XDR. However, it's essential to evaluate these platforms"}, {"id": "mai-20260917-0922-baseline|c97-m6|meta-small|Microsoft Defender XDR", "prompt": "c97-m6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top XDR platforms include CrowdStrike Falcon XDR, Microsoft Defender XDR, Palo Alto Cortex XDR, and SentinelOne Singularity XDR."}, {"id": "mai-20260917-0922-baseline|c97-m6|meta-small|Palo Alto Cortex XDR", "prompt": "c97-m6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top XDR platforms include CrowdStrike Falcon XDR, Microsoft Defender XDR, Palo Alto Cortex XDR, and SentinelOne Singularity XDR."}, {"id": "mai-20260917-0922-baseline|c97-m6|meta-small|SentinelOne Singularity XDR", "prompt": "c97-m6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top XDR platforms include ... SentinelOne Singularity XDR. However, it's essential to evaluate these platforms based on your specific needs"}, {"id": "mai-20260917-0922-baseline|c97-m6|meta-small|Trend Micro", "prompt": "c97-m6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "If you're looking for alternatives to Trend Micro, consider options like CrowdStrike Falcon, Microsoft Defender XDR + Sentinel, Palo Alto Networks Cortex XDR, SentinelOne Singularity, and others."}, {"id": "mai-20260917-0922-baseline|c97-m6|minimax-small|Microsoft Defender XDR", "prompt": "c97-m6", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequent complaints about **false positives**, creating alert fatigue for security teams"}, {"id": "mai-20260917-0922-baseline|c97-m6|minimax-small|Open XDR", "prompt": "c97-m6", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Open XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Significant **integration challenges**, particularly when connecting multiple tools or newer solutions"}, {"id": "mai-20260917-0922-baseline|c97-m6|minimax-small|SentinelOne Singularity XDR", "prompt": "c97-m6", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**High pricing** that poses challenges for smaller teams with limited budgets"}, {"id": "mai-20260917-0922-baseline|c97-m6|minimax-small|Palo Alto Networks Cortex XDR", "prompt": "c97-m6", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Performance impact** on lower-end systems when the agent is running"}, {"id": "mai-20260917-0922-baseline|c97-m6|minimax-small|Cisco XDR", "prompt": "c97-m6", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Cisco XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Maintains a public \"known issues\" list that has grown substantially since its initial release"}, {"id": "mai-20260917-0922-baseline|c97-m6|mistral-small|CrowdStrike", "prompt": "c97-m6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some XDR platforms (such as CrowdStrike and Sophos) are cloud-only, which can be a limitation if you require on-premises data collection"}, {"id": "mai-20260917-0922-baseline|c97-m6|mistral-small|Palo Alto", "prompt": "c97-m6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "buying a native XDR platform (such as those from CrowdStrike, Palo Alto, Microsoft, ...) and then trying to feed it third-party logs through generic connectors"}, {"id": "mai-20260917-0922-baseline|c97-m6|mistral-small|Microsoft", "prompt": "c97-m6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "native XDR platforms may disappoint because they are designed to work best with their own ecosystem"}, {"id": "mai-20260917-0922-baseline|c97-m6|mistral-small|SentinelOne", "prompt": "c97-m6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "buying a native XDR platform (such as those from CrowdStrike, Palo Alto, Microsoft, SentinelOne, Trend Micro, Sophos, Trellix, or Cisco)"}, {"id": "mai-20260917-0922-baseline|c97-m6|mistral-small|Trend Micro", "prompt": "c97-m6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "buying a native XDR platform (such as those from ... Trend Micro ...) and then trying to feed it third-party logs through generic connectors"}, {"id": "mai-20260917-0922-baseline|c97-m6|mistral-small|Sophos", "prompt": "c97-m6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Some XDR platforms (such as CrowdStrike and Sophos) are cloud-only, which can be a limitation"}, {"id": "mai-20260917-0922-baseline|c97-m6|mistral-small|Trellix", "prompt": "c97-m6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trellix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "buying a native XDR platform (such as those from ... Trellix, or Cisco)"}, {"id": "mai-20260917-0922-baseline|c97-m6|mistral-small|Cisco", "prompt": "c97-m6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "buying a native XDR platform (such as those from ... Trellix, or Cisco)"}, {"id": "mai-20260917-0922-baseline|c97-m6|mistral-small|Stellar Cyber", "prompt": "c97-m6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Stellar Cyber", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "open XDR architectures (like Stellar Cyber) are recommended instead"}, {"id": "mai-20260917-0922-baseline|c97-m6|mistral-small|Acronis", "prompt": "c97-m6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Acronis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Acronis and Bitdefender are noted as the only two with real on-prem options."}, {"id": "mai-20260917-0922-baseline|c97-m6|mistral-small|Bitdefender", "prompt": "c97-m6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Acronis and Bitdefender are noted as the only two with real on-prem options."}, {"id": "mai-20260917-0922-baseline|c97-m6|moonshot-small|Palo Alto (Cortex XDR)", "prompt": "c97-m6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto (Cortex XDR)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Native XDR platforms from vendors like **Palo Alto (Cortex XDR)** ... can create significant vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c97-m6|moonshot-small|CrowdStrike", "prompt": "c97-m6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**CrowdStrike**, **Trend Micro**, and **Microsoft Defender XDR** can create significant vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c97-m6|moonshot-small|Trend Micro", "prompt": "c97-m6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Trend Micro**, and **Microsoft Defender XDR** can create significant vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c97-m6|moonshot-small|Microsoft Defender XDR", "prompt": "c97-m6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Microsoft Defender XDR** can create significant vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c97-m6|moonshot-small|Elastic", "prompt": "c97-m6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Elastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Open XDR platforms (like **Elastic**, **Hunters**, **Stellar Cyber**) offer: Better third-party integration, No vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c97-m6|moonshot-small|Hunters", "prompt": "c97-m6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Hunters", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Open XDR platforms (like **Elastic**, **Hunters**, **Stellar Cyber**) offer: Better third-party integration"}, {"id": "mai-20260917-0922-baseline|c97-m6|moonshot-small|Stellar Cyber", "prompt": "c97-m6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Stellar Cyber", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Open XDR platforms (like **Elastic**, **Hunters**, **Stellar Cyber**) offer: Better third-party integration"}, {"id": "mai-20260917-0922-baseline|c97-m6|openai-small|Microsoft Defender XDR", "prompt": "c97-m6", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "strong in Microsoft-heavy environments, but can be noisy and less flexible outside that ecosystem"}, {"id": "mai-20260917-0922-baseline|c97-m6|openai-small|Bitdefender GravityZone XDR", "prompt": "c97-m6", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Bitdefender GravityZone XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "user reviews mention false positives and desire for better incident analysis and third-party integration"}, {"id": "mai-20260917-0922-baseline|c97-m6|openai-small|Trend Vision One", "prompt": "c97-m6", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trend Vision One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "robust, but reviewers mention complexity, false positives, and costly deployment effort"}, {"id": "mai-20260917-0922-baseline|c97-m6|openai-small|Sophos", "prompt": "c97-m6", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Sophos XDR/Fusion — reviews mention integration issues and noisy alerts"}, {"id": "mai-20260917-0922-baseline|c97-m6|openai-small|Stellar Cyber", "prompt": "c97-m6", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Stellar Cyber", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "reviews mention false positives, telemetry search slowness, and dashboard/reporting limits"}, {"id": "mai-20260917-0922-baseline|c97-m6|openai-small|WithSecure Elements XDR", "prompt": "c97-m6", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "WithSecure Elements XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "reviews cite false positives, alert issues, and usability concerns"}, {"id": "mai-20260917-0922-baseline|c97-m6|openai-small|Taegis XDR", "prompt": "c97-m6", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Taegis XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "A recent Taegis XDR review described very high daily false positives and a large exclusion-rule burden."}, {"id": "mai-20260917-0922-baseline|c97-m6|xai-small|CrowdStrike Falcon", "prompt": "c97-m6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "most leaders like CrowdStrike Falcon, Microsoft Defender XDR, Palo Alto Cortex XDR, and SentinelOne Singularity score highly"}, {"id": "mai-20260917-0922-baseline|c97-m6|xai-small|Microsoft Defender XDR", "prompt": "c97-m6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "most leaders like CrowdStrike Falcon, Microsoft Defender XDR ... score highly"}, {"id": "mai-20260917-0922-baseline|c97-m6|xai-small|Palo Alto Cortex XDR", "prompt": "c97-m6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Complex policy tuning/detections leading to high false positives/noise (requires expertise), steep learning curve ... aggressive pricing"}, {"id": "mai-20260917-0922-baseline|c97-m6|xai-small|SentinelOne Singularity", "prompt": "c97-m6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SentinelOne Singularity score highly (4.5–4.7/5 on G2"}, {"id": "mai-20260917-0922-baseline|c97-m6|xai-small|Sophos Intercept X/XDR", "prompt": "c97-m6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Sophos Intercept X/XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Frequent reports of high CPU/resource usage ... skip if resource efficiency matters"}, {"id": "mai-20260917-0922-baseline|c97-m6|xai-small|Trend Micro Vision One XDR", "prompt": "c97-m6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trend Micro Vision One XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Expensive (poor value/ROI per PeerSpot), large/heavy endpoint agents ... support delays"}, {"id": "mai-20260917-0922-baseline|c97-m6|xai-small|Fortinet", "prompt": "c97-m6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Fortinet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Weaker Forrester scores, fewer reviews, more integration/support gaps, and higher noise/false positives"}, {"id": "mai-20260917-0922-baseline|c97-m6|xai-small|Broadcom/VMware", "prompt": "c97-m6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Broadcom/VMware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Weaker Forrester scores, fewer reviews, more integration/support gaps"}, {"id": "mai-20260917-0922-baseline|c97-m6|xai-small|Trellix", "prompt": "c97-m6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trellix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Limited enterprise validation vs. top Leaders"}, {"id": "mai-20260917-0922-baseline|c97-m6|xai-small|Cisco", "prompt": "c97-m6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Cisco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Cisco (Contenders)**: Weaker Forrester scores, fewer reviews, more integration/support gaps"}, {"id": "mai-20260917-0922-baseline|c97-s1|alibaba-small|Coro", "prompt": "c97-s1", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coro** is currently widely considered the best option."}, {"id": "mai-20260917-0922-baseline|c97-s1|alibaba-small|CrowdStrike Falcon", "prompt": "c97-s1", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often better suited for medium-to-large enterprises... can sometimes feel like \"overkill,\" leading to high costs and complexity"}, {"id": "mai-20260917-0922-baseline|c97-s1|alibaba-small|Palo Alto", "prompt": "c97-s1", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "How it compares to Enterprise Giants (e.g., CrowdStrike, Palo Alto)"}, {"id": "mai-20260917-0922-baseline|c97-s1|alibaba-small|SentinelOne Singularity", "prompt": "c97-s1", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful, they are often better suited for medium-to-large enterprises with budgets exceeding $5k–$10k+ annually"}, {"id": "mai-20260917-0922-baseline|c97-s1|anthropic-small|SentinelOne Singularity", "prompt": "c97-s1", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SentinelOne Singularity offers the strongest response automation for small teams"}, {"id": "mai-20260917-0922-baseline|c97-s1|anthropic-small|Microsoft Defender XDR", "prompt": "c97-s1", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Defender XDR is the rational choice for Microsoft 365 E5 organizations"}, {"id": "mai-20260917-0922-baseline|c97-s1|anthropic-small|Coro", "prompt": "c97-s1", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coro is a consolidated security platform specifically for organizations that cannot staff a security team"}, {"id": "mai-20260917-0922-baseline|c97-s1|challenger-small|Coro", "prompt": "c97-s1", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Coro** because it is explicitly positioned for small and mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c97-s1|challenger-small|Microsoft Defender XDR", "prompt": "c97-s1", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already use Microsoft 365 heavily:** **Microsoft Defender XDR** is often the better ecosystem choice, but it is typically less \"SMB-scoped\""}, {"id": "mai-20260917-0922-baseline|c97-s1|challenger-small|Cynet", "prompt": "c97-s1", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Cynet** if you want a more feature-rich platform and can handle a bit more complexity."}, {"id": "mai-20260917-0922-baseline|c97-s1|deepseek-small|Microsoft Defender for Business (XDR)", "prompt": "c97-s1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Business (XDR)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Businesses With Microsoft ... Start with **Microsoft Defender for Business**. Cheapest, integrated, and good enough for most small B2B companies."}, {"id": "mai-20260917-0922-baseline|c97-s1|deepseek-small|Microsoft Sentinel", "prompt": "c97-s1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "deeper cross-vendor telemetry may need the separately-priced Microsoft Sentinel"}, {"id": "mai-20260917-0922-baseline|c97-s1|deepseek-small|Coro", "prompt": "c97-s1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"True\" XDR Built Specifically for SMBs ... If you want a single, simple, all-in-one tool with no security staff \\u2192 Coro"}, {"id": "mai-20260917-0922-baseline|c97-s1|deepseek-small|SentinelOne Singularity", "prompt": "c97-s1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Standalone (Vendor-Neutral) ... If you're on Google Workspace or want premium autonomous protection \\u2192 SentinelOne Singularity"}, {"id": "mai-20260917-0922-baseline|c97-s1|deepseek-small|CrowdStrike Falcon", "prompt": "c97-s1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "note its cheapest tiers (Falcon Go/Pro) don't include actual EDR/XDR**\\u2014you need Enterprise (~$185/endpoint/yr)"}, {"id": "mai-20260917-0922-baseline|c97-s1|deepseek-small|Sophos Intercept X", "prompt": "c97-s1", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sophos is the most MSP-friendly and affordable if you outsource security."}, {"id": "mai-20260917-0922-baseline|c97-s1|google-small|Palo Alto Cortex", "prompt": "c97-s1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Cortex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade XDRs (like Palo Alto Cortex or CrowdStrike Falcon) often require a dedicated, 24/7 Security Operations Center (SOC) to manage."}, {"id": "mai-20260917-0922-baseline|c97-s1|google-small|CrowdStrike Falcon", "prompt": "c97-s1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "these platforms can overwhelm a small IT department with \"alert fatigue\""}, {"id": "mai-20260917-0922-baseline|c97-s1|google-small|Microsoft Defender for Business", "prompt": "c97-s1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your small B2B company already uses Microsoft 365, this is almost always the most cost-effective and practical choice."}, {"id": "mai-20260917-0922-baseline|c97-s1|google-small|Coro", "prompt": "c97-s1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"All-in-One\" for Ultra-Lean IT Teams: **Coro**"}, {"id": "mai-20260917-0922-baseline|c97-s1|google-small|Guardz", "prompt": "c97-s1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Guardz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Companies Working with an IT Partner (MSP): **Guardz**"}, {"id": "mai-20260917-0922-baseline|c97-s1|google-small|SentinelOne", "prompt": "c97-s1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Guardz natively embeds **SentinelOne** (a world-class enterprise endpoint protection engine) into its platform"}, {"id": "mai-20260917-0922-baseline|c97-s1|google-small|Sophos Intercept X with XDR (or Sophos MDR)", "prompt": "c97-s1", "model": "google-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Sophos Intercept X with XDR (or Sophos MDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for \"Co-Managed\" Security (Platform + Human SOC): **Sophos Intercept X with XDR (or Sophos MDR)**"}, {"id": "mai-20260917-0922-baseline|c97-s1|meta-small|Coro", "prompt": "c97-s1", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best XDR platform for a small B2B company is Coro, as it is specifically designed for small and mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c97-s1|minimax-small|Coro", "prompt": "c97-s1", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Coro**"}, {"id": "mai-20260917-0922-baseline|c97-s1|minimax-small|Carbon Black EDR (Broadcom)", "prompt": "c97-s1", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Carbon Black EDR (Broadcom)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mentioned as a comprehensive solution for detecting, investigating, and responding to threats on endpoints"}, {"id": "mai-20260917-0922-baseline|c97-s1|mistral-small|Coro", "prompt": "c97-s1", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best XDR platform is **Coro**"}, {"id": "mai-20260917-0922-baseline|c97-s1|moonshot-small|Microsoft Defender XDR", "prompt": "c97-s1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender XDR** — Best Value Overall"}, {"id": "mai-20260917-0922-baseline|c97-s1|moonshot-small|Coro", "prompt": "c97-s1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coro** — Best for Small Business (No Security Team)"}, {"id": "mai-20260917-0922-baseline|c97-s1|moonshot-small|SentinelOne Singularity XDR", "prompt": "c97-s1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Autonomous Response"}, {"id": "mai-20260917-0922-baseline|c97-s1|moonshot-small|CrowdStrike Falcon Go", "prompt": "c97-s1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Threat Intelligence"}, {"id": "mai-20260917-0922-baseline|c97-s1|moonshot-small|Huntress", "prompt": "c97-s1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need fully managed 24/7 response | **Huntress** or **Sophos MDR**"}, {"id": "mai-20260917-0922-baseline|c97-s1|moonshot-small|Sophos MDR", "prompt": "c97-s1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need fully managed 24/7 response | **Huntress** or **Sophos MDR**"}, {"id": "mai-20260917-0922-baseline|c97-s1|moonshot-small|Bitdefender", "prompt": "c97-s1", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Defender (if bundled) or Bitdefender offer the best cost-to-capability ratios"}, {"id": "mai-20260917-0922-baseline|c97-s1|openai-small|Microsoft Defender XDR", "prompt": "c97-s1", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Defender XDR** is often the best fit for small B2B companies **if you already use Microsoft 365**."}, {"id": "mai-20260917-0922-baseline|c97-s1|openai-small|Cortex XDR (Palo Alto Networks)", "prompt": "c97-s1", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Cortex XDR (Palo Alto Networks)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Usually more complex and expensive - May be overkill for a small company without a dedicated security person"}, {"id": "mai-20260917-0922-baseline|c97-s1|openai-small|CrowdStrike Falcon XDR", "prompt": "c97-s1", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CrowdStrike** if endpoint security quality is the top priority"}, {"id": "mai-20260917-0922-baseline|c97-s1|openai-small|SentinelOne Singularity XDR", "prompt": "c97-s1", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SentinelOne** if ease of use matters most"}, {"id": "mai-20260917-0922-baseline|c97-s1|xai-small|Coro", "prompt": "c97-s1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coro (Best overall for most small B2B)"}, {"id": "mai-20260917-0922-baseline|c97-s1|xai-small|Microsoft Defender XDR", "prompt": "c97-s1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c97-s1|xai-small|SentinelOne Singularity", "prompt": "c97-s1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-native XDR/EDR, forensics for juniors; lightweight. G2 4.7/5."}, {"id": "mai-20260917-0922-baseline|c97-s1|xai-small|Bitdefender GravityZone XDR", "prompt": "c97-s1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Bitdefender GravityZone XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "High prevention (100% AV-Comparatives); affordable MDR."}, {"id": "mai-20260917-0922-baseline|c97-s1|xai-small|Huntress", "prompt": "c97-s1", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Human-led MDR; easy for SMBs."}, {"id": "mai-20260917-0922-baseline|c97-s1|zai-small|Coro", "prompt": "c97-s1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company with limited IT staff, **Coro** is usually the best fit."}, {"id": "mai-20260917-0922-baseline|c97-s1|zai-small|Microsoft Defender XDR", "prompt": "c97-s1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already deep in Microsoft 365, **Microsoft Defender XDR** (included in M365 E5) is the most cost‑effective choice."}, {"id": "mai-20260917-0922-baseline|c97-s1|zai-small|CrowdStrike Falcon", "prompt": "c97-s1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want elite detection and can afford it, **CrowdStrike Falcon** is the strongest standalone option."}, {"id": "mai-20260917-0922-baseline|c97-s1|zai-small|Palo Alto Cortex XDR", "prompt": "c97-s1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Firewall‑centric environment:** Palo Alto Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c97-s1|zai-small|Trend Micro Vision One", "prompt": "c97-s1", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "direct", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Email‑first risk profile:** Trend Micro Vision One."}, {"id": "mai-20260917-0922-baseline|c97-s2|alibaba-small|Microsoft Defender for Business", "prompt": "c97-s2", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"All-In-One\" Choice: Microsoft Defender for Business ... this is almost certainly your best starting point."}, {"id": "mai-20260917-0922-baseline|c97-s2|alibaba-small|SentinelOne (Singularity)", "prompt": "c97-s2", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne (Singularity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Standalone Solution: SentinelOne (Singularity) ... widely regarded as the best for small businesses that cannot afford a Security Operations Center"}, {"id": "mai-20260917-0922-baseline|c97-s2|alibaba-small|Coro", "prompt": "c97-s2", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically recommended for small businesses because it bundles endpoint security with cloud app security"}, {"id": "mai-20260917-0922-baseline|c97-s2|alibaba-small|Sophos Intercept X", "prompt": "c97-s2", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An excellent choice if you also use Sophos network equipment"}, {"id": "mai-20260917-0922-baseline|c97-s2|anthropic-small|Sophos Central", "prompt": "c97-s2", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Sophos Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: Sophos Central"}, {"id": "mai-20260917-0922-baseline|c97-s2|anthropic-small|Microsoft Defender XDR", "prompt": "c97-s2", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Options: **Microsoft Defender XDR**"}, {"id": "mai-20260917-0922-baseline|c97-s2|anthropic-small|ESET PROTECT", "prompt": "c97-s2", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "ESET PROTECT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ESET's XDR solution enables quick identification of anomalous behavior and breaches"}, {"id": "mai-20260917-0922-baseline|c97-s2|anthropic-small|Cytellix", "prompt": "c97-s2", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Cytellix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "enable small and medium businesses to adopt quickly with low friction at an affordable price"}, {"id": "mai-20260917-0922-baseline|c97-s2|challenger-small|Huntress Managed EDR", "prompt": "c97-s2", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "That is why Huntress is the safest default recommendation for most small businesses selling to other businesses"}, {"id": "mai-20260917-0922-baseline|c97-s2|challenger-small|CrowdStrike Falcon", "prompt": "c97-s2", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you *do* have in-house security analysts, **CrowdStrike Falcon** is the stronger high-end choice"}, {"id": "mai-20260917-0922-baseline|c97-s2|challenger-small|Microsoft Defender for Endpoint/Business", "prompt": "c97-s2", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint/Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you are already deep in Microsoft 365 and want the lowest-friction option"}, {"id": "mai-20260917-0922-baseline|c97-s2|deepseek-small|Coro XDR", "prompt": "c97-s2", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Coro XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Coro XDR** (Best for small B2B operations)"}, {"id": "mai-20260917-0922-baseline|c97-s2|deepseek-small|SentinelOne Singularity", "prompt": "c97-s2", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Runner-Up: **SentinelOne Singularity**"}, {"id": "mai-20260917-0922-baseline|c97-s2|deepseek-small|Microsoft Defender for Endpoint (with M365 XDR)", "prompt": "c97-s2", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint (with M365 XDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Budget/Integration Option ... but you need a knowledgeable MSP to configure the policies"}, {"id": "mai-20260917-0922-baseline|c97-s2|deepseek-small|CrowdStrike Falcon Go", "prompt": "c97-s2", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid CrowdStrike Falcon Go** (the cheap entry tier)"}, {"id": "mai-20260917-0922-baseline|c97-s2|deepseek-small|Palo Alto Cortex XDR", "prompt": "c97-s2", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid Palo Alto Cortex XDR** for this size."}, {"id": "mai-20260917-0922-baseline|c97-s2|google-small|Microsoft Defender for Business (or Defender XDR)", "prompt": "c97-s2", "model": "google-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Business (or Defender XDR)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are on **Microsoft 365**, start by looking at Microsoft Defender. It is often the most cost-effective route."}, {"id": "mai-20260917-0922-baseline|c97-s2|google-small|Sophos MDR / Intercept X with XDR", "prompt": "c97-s2", "model": "google-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR / Intercept X with XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you have no dedicated IT:** Choose **Sophos MDR**."}, {"id": "mai-20260917-0922-baseline|c97-s2|google-small|Coro Cybersecurity", "prompt": "c97-s2", "model": "google-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Coro Cybersecurity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coro was built specifically to bridge this gap for mid-market and small businesses."}, {"id": "mai-20260917-0922-baseline|c97-s2|google-small|SentinelOne Singularity (with Vigilance MDR)", "prompt": "c97-s2", "model": "google-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity (with Vigilance MDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Fast-growing B2B tech or SaaS startups with high compliance demands."}, {"id": "mai-20260917-0922-baseline|c97-s2|meta-small|Coro", "prompt": "c97-s2", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coro - a consolidated security platform... It is specifically designed for small businesses that cannot staff a security team."}, {"id": "mai-20260917-0922-baseline|c97-s2|meta-small|CrowdStrike", "prompt": "c97-s2", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a leading EDR solution that offers best-in-class detection capabilities"}, {"id": "mai-20260917-0922-baseline|c97-s2|meta-small|Microsoft Defender", "prompt": "c97-s2", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if the small business holds Microsoft 365 Business Premium or E5, Defender provides capable detection at no additional cost"}, {"id": "mai-20260917-0922-baseline|c97-s2|meta-small|Bitdefender", "prompt": "c97-s2", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a mid-priced EDR platform that can be combined with a managed detection service"}, {"id": "mai-20260917-0922-baseline|c97-s2|minimax-small|Coro", "prompt": "c97-s2", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Coro** as the top choice specifically designed for small businesses"}, {"id": "mai-20260917-0922-baseline|c97-s2|minimax-small|Microsoft Defender for Business", "prompt": "c97-s2", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use Microsoft 365: Microsoft Defender for Business - ... Very capable if you're already in the Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c97-s2|minimax-small|SentinelOne Core", "prompt": "c97-s2", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Both offer strong detection but require active monitoring."}, {"id": "mai-20260917-0922-baseline|c97-s2|minimax-small|CrowdStrike Falcon Go", "prompt": "c97-s2", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Both offer strong detection but require active monitoring."}, {"id": "mai-20260917-0922-baseline|c97-s2|minimax-small|Bitdefender", "prompt": "c97-s2", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider pairing Bitdefender with an MDR service - gives you coverage plus 24/7 monitoring"}, {"id": "mai-20260917-0922-baseline|c97-s2|mistral-small|Coro", "prompt": "c97-s2", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Coro** as the best extended detection and response (XDR) solution"}, {"id": "mai-20260917-0922-baseline|c97-s2|mistral-small|Microsoft Defender XDR", "prompt": "c97-s2", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "powerful but may be more complex or enterprise-focused"}, {"id": "mai-20260917-0922-baseline|c97-s2|mistral-small|Trend Micro Vision One", "prompt": "c97-s2", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "powerful but may be more complex or enterprise-focused"}, {"id": "mai-20260917-0922-baseline|c97-s2|moonshot-small|Coro", "prompt": "c97-s2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coro** - Best for Small Business Simplicity ... it's genuinely built for SMBs rather than scaled-down enterprise software"}, {"id": "mai-20260917-0922-baseline|c97-s2|moonshot-small|Microsoft Defender for Endpoint", "prompt": "c97-s2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender for Endpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value if Using Microsoft 365 ... the economics are compelling and integration is seamless"}, {"id": "mai-20260917-0922-baseline|c97-s2|moonshot-small|Huntress", "prompt": "c97-s2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Managed EDR Option ... you get human analysts included"}, {"id": "mai-20260917-0922-baseline|c97-s2|moonshot-small|Sophos Intercept X", "prompt": "c97-s2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Integrated Security Stack"}, {"id": "mai-20260917-0922-baseline|c97-s2|moonshot-small|CrowdStrike Falcon Enterprise", "prompt": "c97-s2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Enterprise-focused solutions like CrowdStrike Falcon Enterprise ... they're overkill and overpriced"}, {"id": "mai-20260917-0922-baseline|c97-s2|moonshot-small|SentinelOne Complete", "prompt": "c97-s2", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Complete", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** ... or SentinelOne Complete unless you have specific high-security requirements"}, {"id": "mai-20260917-0922-baseline|c97-s2|openai-small|Microsoft Defender XDR", "prompt": "c97-s2", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Microsoft Defender XDR for most small B2B businesses."}, {"id": "mai-20260917-0922-baseline|c97-s2|openai-small|CrowdStrike Falcon", "prompt": "c97-s2", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Why CrowdStrike Falcon is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c97-s2|openai-small|Sophos MDR/XDR", "prompt": "c97-s2", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR/XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need a very managed, service-heavy approach: Sophos MDR/XDR"}, {"id": "mai-20260917-0922-baseline|c97-s2|xai-small|Coro", "prompt": "c97-s2", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend Coro as the top Extended Detection and Response (XDR) solution."}, {"id": "mai-20260917-0922-baseline|c97-s2|xai-small|Palo Alto Cortex XDR", "prompt": "c97-s2", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike enterprise-heavy tools (e.g., Palo Alto Cortex XDR or CrowdStrike)... Avoids overkill for small-scale ops."}, {"id": "mai-20260917-0922-baseline|c97-s2|xai-small|CrowdStrike", "prompt": "c97-s2", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unlike enterprise-heavy tools (e.g., Palo Alto Cortex XDR or CrowdStrike), Coro is built from the ground up for small teams"}, {"id": "mai-20260917-0922-baseline|c97-s2|xai-small|Microsoft Defender XDR", "prompt": "c97-s2", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Microsoft Defender XDR** (if you're deep in Microsoft 365): Often included in Business Premium"}, {"id": "mai-20260917-0922-baseline|c97-s2|xai-small|Cynet", "prompt": "c97-s2", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bundles EDR/MDR at competitive per-endpoint pricing; good for lean teams wanting 24/7 SOC"}, {"id": "mai-20260917-0922-baseline|c97-s2|xai-small|Bitdefender Managed XDR", "prompt": "c97-s2", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Bitdefender Managed XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Affordable (~mid-market pricing) with strong prevention; value pick if prevention > full XDR"}, {"id": "mai-20260917-0922-baseline|c97-s2|zai-small|Coro", "prompt": "c97-s2", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Coro** as your primary solution"}, {"id": "mai-20260917-0922-baseline|c97-s2|zai-small|CrowdStrike", "prompt": "c97-s2", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **CrowdStrike** as a strong runner-up"}, {"id": "mai-20260917-0922-baseline|c97-s2|zai-small|SentinelOne (Singularity Complete)", "prompt": "c97-s2", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne (Singularity Complete)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Alternative: SentinelOne (Singularity Complete)"}, {"id": "mai-20260917-0922-baseline|c97-s2|zai-small|ESET (ESET PROTECT)", "prompt": "c97-s2", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "paraphrase", "raw": "ESET (ESET PROTECT)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ESET's \"XDR\" capabilities (Inspect) are often locked behind higher pricing tiers (Elite) and usually require a minimum of 25 devices... a barrier to entry"}, {"id": "mai-20260917-0922-baseline|c97-s3|alibaba-small|Microsoft Defender XDR", "prompt": "c97-s3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Microsoft if you are a \"Microsoft shop\" (all Windows/Azure) and want the easiest path to entry with minimal new costs."}, {"id": "mai-20260917-0922-baseline|c97-s3|alibaba-small|SentinelOne Singularity", "prompt": "c97-s3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose SentinelOne if you want a \"set it and forget it\" solution that protects laptops without bogging them down."}, {"id": "mai-20260917-0922-baseline|c97-s3|alibaba-small|Cortex XDR (by Palo Alto Networks)", "prompt": "c97-s3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cortex XDR (by Palo Alto Networks)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is a robust, enterprise-grade tool... it may require more expertise to interpret the dashboards."}, {"id": "mai-20260917-0922-baseline|c97-s3|alibaba-small|CrowdStrike Falcon Pro", "prompt": "c97-s3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Small businesses growing into enterprises... their \"Pro\" tier is tailored for growing mid-market companies."}, {"id": "mai-20260917-0922-baseline|c97-s3|alibaba-small|Huntress", "prompt": "c97-s3", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Huntress if your team works in accounting/legal/sales and cannot afford even 1 hour of troubleshooting security alerts per week."}, {"id": "mai-20260917-0922-baseline|c97-s3|anthropic-small|SentinelOne Singularity XDR", "prompt": "c97-s3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SentinelOne Singularity offers the strongest response automation for small teams."}, {"id": "mai-20260917-0922-baseline|c97-s3|anthropic-small|Microsoft Defender XDR", "prompt": "c97-s3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Defender XDR is the rational choice for Microsoft 365 E5 organizations."}, {"id": "mai-20260917-0922-baseline|c97-s3|anthropic-small|Palo Alto Cortex XDR", "prompt": "c97-s3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "converges endpoint, network, cloud, and identity security through 2,600+ machine learning models"}, {"id": "mai-20260917-0922-baseline|c97-s3|anthropic-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-s3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for endpoint-first teams and unifies first-party modules and third-party data ingest in one console"}, {"id": "mai-20260917-0922-baseline|c97-s3|anthropic-small|Blumira XDR", "prompt": "c97-s3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Blumira XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Blumira is ideal for small to mid-market organizations that want a SIEM plus XDR platform"}, {"id": "mai-20260917-0922-baseline|c97-s3|anthropic-small|Coro", "prompt": "c97-s3", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Coro is designed specifically for small and mid-sized businesses"}, {"id": "mai-20260917-0922-baseline|c97-s3|challenger-small|Coro", "prompt": "c97-s3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Coro** for the simplest SMB-first package.[1]"}, {"id": "mai-20260917-0922-baseline|c97-s3|challenger-small|Microsoft Defender XDR", "prompt": "c97-s3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the best fit if most of your users, identities, and endpoints are already in Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c97-s3|challenger-small|Sophos XDR", "prompt": "c97-s3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "positioned for SMBs that want less operational overhead and simpler day-to-day management"}, {"id": "mai-20260917-0922-baseline|c97-s3|challenger-small|Cynet XDR", "prompt": "c97-s3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cynet XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strongest fit when your small team needs automation to replace manual triage work"}, {"id": "mai-20260917-0922-baseline|c97-s3|challenger-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-s3", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **CrowdStrike** if endpoint detection quality is the priority."}, {"id": "mai-20260917-0922-baseline|c97-s3|deepseek-small|Coro", "prompt": "c97-s3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Coro** — Best for true small-business size ... **Built for SMBs** from the ground up"}, {"id": "mai-20260917-0922-baseline|c97-s3|deepseek-small|Microsoft Defender XDR", "prompt": "c97-s3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Already on Microsoft 365** and want the cheapest strong option → **Microsoft Defender XDR**"}, {"id": "mai-20260917-0922-baseline|c97-s3|deepseek-small|SentinelOne Singularity", "prompt": "c97-s3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best response automation and forensics for teams without deep staffing"}, {"id": "mai-20260917-0922-baseline|c97-s3|deepseek-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-s3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "considered top-tier detection and threat intelligence"}, {"id": "mai-20260917-0922-baseline|c97-s3|deepseek-small|Stellar Cyber", "prompt": "c97-s3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best open XDR (bring your own tools)"}, {"id": "mai-20260917-0922-baseline|c97-s3|deepseek-small|Palo Alto Cortex XDR", "prompt": "c97-s3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more enterprise-oriented and often priced per-endpoint + ingestion, which can add up fast for a small team"}, {"id": "mai-20260917-0922-baseline|c97-s3|deepseek-small|Sophos", "prompt": "c97-s3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Native** (CrowdStrike, Palo Alto, Microsoft, SentinelOne, Sophos, Trend Micro)"}, {"id": "mai-20260917-0922-baseline|c97-s3|deepseek-small|Trend Micro", "prompt": "c97-s3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Per-endpoint flat rates: CrowdStrike, SentinelOne, Bitdefender, Trend Micro (predictable)"}, {"id": "mai-20260917-0922-baseline|c97-s3|deepseek-small|Bitdefender", "prompt": "c97-s3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Good managed options for small/mid-market include **Bitdefender** (best value)"}, {"id": "mai-20260917-0922-baseline|c97-s3|deepseek-small|Rapid7", "prompt": "c97-s3", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Per-endpoint + ingestion: Palo Alto, Rapid7 (scales with log volume)"}, {"id": "mai-20260917-0922-baseline|c97-s3|google-small|Palo Alto Cortex", "prompt": "c97-s3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "a traditional enterprise Extended Detection and Response (XDR) platform (like Palo Alto Cortex or CrowdStrike Falcon) can often be overkill"}, {"id": "mai-20260917-0922-baseline|c97-s3|google-small|CrowdStrike Falcon", "prompt": "c97-s3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like Palo Alto Cortex or CrowdStrike Falcon) can often be overkill"}, {"id": "mai-20260917-0922-baseline|c97-s3|google-small|Coro", "prompt": "c97-s3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Coro (Best for True, Zero-Fuss \"All-In-One\" SMB Security)"}, {"id": "mai-20260917-0922-baseline|c97-s3|google-small|Microsoft Defender for Business / Defender XDR", "prompt": "c97-s3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Business / Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft Defender is often the most logical and cost-effective starting point."}, {"id": "mai-20260917-0922-baseline|c97-s3|google-small|SentinelOne Singularity XDR", "prompt": "c97-s3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SentinelOne is highly regarded by small teams because of its \"autonomous agent\" philosophy."}, {"id": "mai-20260917-0922-baseline|c97-s3|google-small|Cynet", "prompt": "c97-s3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cynet is a unified XDR platform designed to provide enterprise-grade capabilities to mid-market and small teams"}, {"id": "mai-20260917-0922-baseline|c97-s3|google-small|Sophos XDR", "prompt": "c97-s3", "model": "google-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Sophos bridges the gap between a \"do-it-yourself\" security tool and a fully managed service."}, {"id": "mai-20260917-0922-baseline|c97-s3|meta-small|Coro", "prompt": "c97-s3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Designed specifically for small and mid-sized businesses, Coro offers a consolidated security platform... at SMB pricing. It is simple enough for a generalist IT person"}, {"id": "mai-20260917-0922-baseline|c97-s3|meta-small|Palo Alto Networks Cortex XDR", "prompt": "c97-s3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Offers 100% MITRE ATT&CK technique-level detection, 2,600+ ML models"}, {"id": "mai-20260917-0922-baseline|c97-s3|meta-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-s3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Features Charlotte AI for natural language queries, a cloud-native architecture"}, {"id": "mai-20260917-0922-baseline|c97-s3|meta-small|Microsoft Defender XDR", "prompt": "c97-s3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides comprehensive coverage across endpoint, identity, email, and cloud applications."}, {"id": "mai-20260917-0922-baseline|c97-s3|meta-small|SentinelOne Singularity", "prompt": "c97-s3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers a unified platform for endpoint, identity, and cloud security"}, {"id": "mai-20260917-0922-baseline|c97-s3|meta-small|Trend Micro Vision One", "prompt": "c97-s3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Provides a comprehensive XDR solution with a focus on detection, investigation, and response"}, {"id": "mai-20260917-0922-baseline|c97-s3|meta-small|Trellix", "prompt": "c97-s3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trellix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers a range of XDR capabilities, including endpoint, network, and cloud security"}, {"id": "mai-20260917-0922-baseline|c97-s3|meta-small|Cisco XDR", "prompt": "c97-s3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cisco XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "integrates with Cisco's security portfolio, offering advanced threat detection and response"}, {"id": "mai-20260917-0922-baseline|c97-s3|meta-small|Fortinet", "prompt": "c97-s3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Offers a range of XDR capabilities, including endpoint, network, and cloud security"}, {"id": "mai-20260917-0922-baseline|c97-s3|meta-small|Sophos XDR", "prompt": "c97-s3", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Designed for small to medium-sized businesses, Sophos XDR offers a user-friendly interface... suitable for teams with limited security expertise"}, {"id": "mai-20260917-0922-baseline|c97-s3|minimax-small|Coro", "prompt": "c97-s3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Coro** — Best for Small Business ... **Best For**: Small teams that can't staff a full security operations center"}, {"id": "mai-20260917-0922-baseline|c97-s3|minimax-small|Microsoft Defender XDR", "prompt": "c97-s3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Microsoft Defender XDR** — Best Overall Value"}, {"id": "mai-20260917-0922-baseline|c97-s3|minimax-small|SentinelOne Singularity", "prompt": "c97-s3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **SentinelOne Singularity** — Best for Forensic Capabilities"}, {"id": "mai-20260917-0922-baseline|c97-s3|minimax-small|CrowdStrike Falcon", "prompt": "c97-s3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **CrowdStrike Falcon** — Best Detection"}, {"id": "mai-20260917-0922-baseline|c97-s3|minimax-small|Trend Micro Vision One", "prompt": "c97-s3", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. **Trend Micro Vision One** — Best Combined Detection/Response"}, {"id": "mai-20260917-0922-baseline|c97-s3|mistral-small|Coro", "prompt": "c97-s3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a small business with no dedicated security team, **Coro** is the most accessible and purpose-built option."}, {"id": "mai-20260917-0922-baseline|c97-s3|mistral-small|Microsoft Defender XDR", "prompt": "c97-s3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're all-in on Microsoft, **Microsoft Defender XDR** is the best value and easiest to deploy."}, {"id": "mai-20260917-0922-baseline|c97-s3|mistral-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-s3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be more feature-rich (and expensive) than some small teams require"}, {"id": "mai-20260917-0922-baseline|c97-s3|mistral-small|Palo Alto Cortex XDR", "prompt": "c97-s3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For deep native correlation within a single vendor stack, **Palo Alto Cortex XDR** is excellent."}, {"id": "mai-20260917-0922-baseline|c97-s3|mistral-small|SentinelOne Singularity", "prompt": "c97-s3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for teams that want advanced features but lack large security teams"}, {"id": "mai-20260917-0922-baseline|c97-s3|mistral-small|Trend Micro Vision One", "prompt": "c97-s3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong in both detection and response, with a focus on ease of use"}, {"id": "mai-20260917-0922-baseline|c97-s3|mistral-small|Stellar Cyber (Open XDR)", "prompt": "c97-s3", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber (Open XDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For flexibility and bringing your own tools, **Stellar Cyber** is the best open XDR choice."}, {"id": "mai-20260917-0922-baseline|c97-s3|moonshot-small|Coro", "prompt": "c97-s3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams without dedicated security staff, **Coro** or **Sophos Intercept X with XDR** offer the best balance of capability, simplicity, and price."}, {"id": "mai-20260917-0922-baseline|c97-s3|moonshot-small|Microsoft Defender XDR", "prompt": "c97-s3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already deep in Microsoft 365, **Defender XDR** is the obvious economic choice."}, {"id": "mai-20260917-0922-baseline|c97-s3|moonshot-small|SentinelOne Singularity", "prompt": "c97-s3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Autonomous AI-Driven Security"}, {"id": "mai-20260917-0922-baseline|c97-s3|moonshot-small|Sophos Intercept X with XDR", "prompt": "c97-s3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X with XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Coro** or **Sophos Intercept X with XDR** offer the best balance of capability, simplicity, and price"}, {"id": "mai-20260917-0922-baseline|c97-s3|moonshot-small|Cynet", "prompt": "c97-s3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best All-in-One Simplicity"}, {"id": "mai-20260917-0922-baseline|c97-s3|moonshot-small|Palo Alto", "prompt": "c97-s3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Microsoft and Palo Alto are more \"native\""}, {"id": "mai-20260917-0922-baseline|c97-s3|moonshot-small|Stellar Cyber", "prompt": "c97-s3", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SentinelOne and Stellar Cyber are more \"open\""}, {"id": "mai-20260917-0922-baseline|c97-s3|openai-small|Microsoft Defender XDR", "prompt": "c97-s3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mostly Microsoft 365 / Windows / Entra? Start with **Microsoft Defender XDR**."}, {"id": "mai-20260917-0922-baseline|c97-s3|openai-small|CrowdStrike Falcon XDR", "prompt": "c97-s3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider **CrowdStrike Falcon XDR** or **SentinelOne Singularity XDR**."}, {"id": "mai-20260917-0922-baseline|c97-s3|openai-small|Palo Alto Networks Cortex XDR", "prompt": "c97-s3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look hard at **Cortex XDR**."}, {"id": "mai-20260917-0922-baseline|c97-s3|openai-small|SentinelOne Singularity XDR", "prompt": "c97-s3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **CrowdStrike Falcon XDR** or **SentinelOne Singularity XDR**."}, {"id": "mai-20260917-0922-baseline|c97-s3|openai-small|Trend Micro Vision One", "prompt": "c97-s3", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usually less top-of-mind than Microsoft/CrowdStrike/Palo Alto for many small teams, so ecosystem familiarity may be thinner."}, {"id": "mai-20260917-0922-baseline|c97-s3|xai-small|Coro", "prompt": "c97-s3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coro** - Best overall for small businesses without dedicated security teams."}, {"id": "mai-20260917-0922-baseline|c97-s3|xai-small|Microsoft Defender XDR", "prompt": "c97-s3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal if you're already in the Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c97-s3|xai-small|Bitdefender GravityZone XDR", "prompt": "c97-s3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Forrester recognition for ease-of-use with small teams."}, {"id": "mai-20260917-0922-baseline|c97-s3|xai-small|Sophos Intercept X with XDR", "prompt": "c97-s3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X with XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable, simple managed options."}, {"id": "mai-20260917-0922-baseline|c97-s3|xai-small|Cynet", "prompt": "c97-s3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "All-in-one with built-in MDR for resource-constrained teams."}, {"id": "mai-20260917-0922-baseline|c97-s3|xai-small|SentinelOne Singularity", "prompt": "c97-s3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good forensics and automation for junior staff."}, {"id": "mai-20260917-0922-baseline|c97-s3|xai-small|CrowdStrike", "prompt": "c97-s3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise leaders like CrowdStrike/Palo Alto excel in detection but have higher complexity/pricing"}, {"id": "mai-20260917-0922-baseline|c97-s3|xai-small|Palo Alto", "prompt": "c97-s3", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "higher complexity/pricing (~$100+/endpoint/yr) suited for larger teams"}, {"id": "mai-20260917-0922-baseline|c97-s3|zai-small|Coro", "prompt": "c97-s3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coro** is the standout for a truly SMB-centric, low-complexity XDR experience."}, {"id": "mai-20260917-0922-baseline|c97-s3|zai-small|Bitdefender GravityZone", "prompt": "c97-s3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coro or Bitdefender GravityZone"}, {"id": "mai-20260917-0922-baseline|c97-s3|zai-small|Microsoft Defender XDR", "prompt": "c97-s3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "delivers the best economics if you're already on Microsoft 365 E5"}, {"id": "mai-20260917-0922-baseline|c97-s3|zai-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-s3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "provide enterprise-grade detection and automation but require more expertise or MSP support"}, {"id": "mai-20260917-0922-baseline|c97-s3|zai-small|Palo Alto Networks Cortex XDR", "prompt": "c97-s3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deep correlation across endpoint, network, cloud, and identity"}, {"id": "mai-20260917-0922-baseline|c97-s3|zai-small|SentinelOne Singularity XDR", "prompt": "c97-s3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong AI-native automation; excellent forensics and investigation for junior teams"}, {"id": "mai-20260917-0922-baseline|c97-s3|zai-small|Trend Micro Vision One", "prompt": "c97-s3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good detection for hybrid environments (on-prem + cloud)"}, {"id": "mai-20260917-0922-baseline|c97-s3|zai-small|Sophos Intercept X", "prompt": "c97-s3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Simple, user-friendly interface; strong detection with limited but functional XDR features"}, {"id": "mai-20260917-0922-baseline|c97-s3|zai-small|Stellar Cyber", "prompt": "c97-s3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "best choice if you want to keep your current tools and avoid vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c97-s3|zai-small|Rapid7", "prompt": "c97-s3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Per-endpoint + per-GB ingestion | Palo Alto Cortex XDR, Rapid7, deepwatch (MXDR)"}, {"id": "mai-20260917-0922-baseline|c97-s3|zai-small|deepwatch", "prompt": "c97-s3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "deepwatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Palo Alto Cortex XDR, Rapid7, deepwatch (MXDR)"}, {"id": "mai-20260917-0922-baseline|c97-s3|zai-small|Ontinue", "prompt": "c97-s3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "Ontinue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Stellar Cyber, Ontinue, ReliaQuest (MXDR)"}, {"id": "mai-20260917-0922-baseline|c97-s3|zai-small|ReliaQuest", "prompt": "c97-s3", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "comparative", "raw": "ReliaQuest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Stellar Cyber, Ontinue, ReliaQuest (MXDR)"}, {"id": "mai-20260917-0922-baseline|c97-s4|alibaba-small|Coro", "prompt": "c97-s4", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best XDR (Extended Detection & Response) platform for a small company with a tight budget is generally considered to be **Coro**"}, {"id": "mai-20260917-0922-baseline|c97-s4|alibaba-small|Bitdefender", "prompt": "c97-s4", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up Option: Bitdefender ... frequently cited as the best value option for **Managed XDR**"}, {"id": "mai-20260917-0922-baseline|c97-s4|anthropic-small|Cynet 360", "prompt": "c97-s4", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Cynet 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This platform is designed for lean security teams and budget-conscious organizations requiring comprehensive coverage, with CyOps 24/7 managed service included with platform licensing"}, {"id": "mai-20260917-0922-baseline|c97-s4|anthropic-small|Blumira", "prompt": "c97-s4", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An easy, effective XDR platform for small and medium businesses"}, {"id": "mai-20260917-0922-baseline|c97-s4|anthropic-small|Microsoft Defender XDR", "prompt": "c97-s4", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "included in Microsoft 365 E5, making it cost-effective if you're already using Microsoft 365 licenses"}, {"id": "mai-20260917-0922-baseline|c97-s4|anthropic-small|Sophos Intercept X", "prompt": "c97-s4", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "pairs EDR and XDR with a broad endpoint-protection suite ... and an optional 24/7 Sophos MDR service"}, {"id": "mai-20260917-0922-baseline|c97-s4|anthropic-small|SentinelOne", "prompt": "c97-s4", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "with SentinelOne offering options around $5-$13 depending on tier"}, {"id": "mai-20260917-0922-baseline|c97-s4|anthropic-small|Elastic", "prompt": "c97-s4", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Elastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For the tightest budgets, Elastic offers a free tier"}, {"id": "mai-20260917-0922-baseline|c97-s4|challenger-small|Coro", "prompt": "c97-s4", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Coro** if you want a genuinely SMB-focused, all-in-one platform"}, {"id": "mai-20260917-0922-baseline|c97-s4|challenger-small|Microsoft Defender for Business/Defender XDR", "prompt": "c97-s4", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business/Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Microsoft Defender for Business/Defender XDR** if you already use Microsoft 365 and want the lowest-friction budget option"}, {"id": "mai-20260917-0922-baseline|c97-s4|challenger-small|Huntress", "prompt": "c97-s4", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Huntress** if your priority is managed response ... though it is more EDR/MDR-oriented than a classic full XDR suite"}, {"id": "mai-20260917-0922-baseline|c97-s4|deepseek-small|Cynet All-in-One (AutoXDR)", "prompt": "c97-s4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Cynet All-in-One (AutoXDR)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Cynet All-in-One (AutoXDR)** ... arguably the strongest value for tight budgets"}, {"id": "mai-20260917-0922-baseline|c97-s4|deepseek-small|Microsoft Defender for Business", "prompt": "c97-s4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: **Microsoft Defender for Business** (~$3/user/month)"}, {"id": "mai-20260917-0922-baseline|c97-s4|deepseek-small|CrowdStrike Falcon Go", "prompt": "c97-s4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "top-tier detection quality at SMB pricing, but **no included 24/7 human response** (that's a separate, costly add-on)"}, {"id": "mai-20260917-0922-baseline|c97-s4|deepseek-small|Huntress Managed EDR", "prompt": "c97-s4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "includes a **24/7 human SOC** and is excellent for hands-off SMBs, but it's more EDR-focused"}, {"id": "mai-20260917-0922-baseline|c97-s4|deepseek-small|Coro", "prompt": "c97-s4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "specifically built for small business, modular so you only pay for what you need"}, {"id": "mai-20260917-0922-baseline|c97-s4|deepseek-small|Bitdefender", "prompt": "c97-s4", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Flat per-endpoint, all-inclusive pricing (like **Cynet** or **Bitdefender**) is the safest for a tight budget"}, {"id": "mai-20260917-0922-baseline|c97-s4|google-small|Palo Alto Cortex", "prompt": "c97-s4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Palo Alto Cortex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional enterprise XDRs (like Palo Alto Cortex or CrowdStrike) are often too expensive, complex, and generate far too many alerts for a small team"}, {"id": "mai-20260917-0922-baseline|c97-s4|google-small|CrowdStrike", "prompt": "c97-s4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional enterprise XDRs (like Palo Alto Cortex or CrowdStrike) are often too expensive, complex"}, {"id": "mai-20260917-0922-baseline|c97-s4|google-small|Microsoft Defender for Business", "prompt": "c97-s4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your company is standardized on Windows and already uses Microsoft 365 (M365), this is almost always the most cost-effective option."}, {"id": "mai-20260917-0922-baseline|c97-s4|google-small|Wazuh (Open-Source)", "prompt": "c97-s4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Wazuh (Open-Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have zero budget but a highly capable IT person: Self-host Wazuh."}, {"id": "mai-20260917-0922-baseline|c97-s4|google-small|Coro", "prompt": "c97-s4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "engineered from the ground up specifically for small businesses... Buy Coro."}, {"id": "mai-20260917-0922-baseline|c97-s4|google-small|Sophos Intercept X Advanced with XDR", "prompt": "c97-s4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Sophos Intercept X Advanced with XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sophos has long been a favorite of the mid-market and SMB space for its straightforward management and competitive pricing."}, {"id": "mai-20260917-0922-baseline|c97-s4|google-small|Huntress", "prompt": "c97-s4", "model": "google-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your \"tight budget\" includes the realization that you cannot afford to hire a security team, Huntress is highly recommended."}, {"id": "mai-20260917-0922-baseline|c97-s4|meta-small|Coro", "prompt": "c97-s4", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best XDR platform for a small company with a tight budget is Coro"}, {"id": "mai-20260917-0922-baseline|c97-s4|minimax-small|Coro", "prompt": "c97-s4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coro** — Best for Small Business (Specifically Designed for SMBs)"}, {"id": "mai-20260917-0922-baseline|c97-s4|minimax-small|Microsoft Defender for Business", "prompt": "c97-s4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Microsoft Defender for Business** at $3/user/month if you want simple, affordable endpoint protection"}, {"id": "mai-20260917-0922-baseline|c97-s4|minimax-small|Bitdefender", "prompt": "c97-s4", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitdefender** — Best Managed XDR Value"}, {"id": "mai-20260917-0922-baseline|c97-s4|mistral-small|Coro", "prompt": "c97-s4", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coro** is widely recommended as the best XDR platform"}, {"id": "mai-20260917-0922-baseline|c97-s4|moonshot-small|Coro", "prompt": "c97-s4", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coro** — Best Overall for Small Business"}, {"id": "mai-20260917-0922-baseline|c97-s4|moonshot-small|Microsoft Defender XDR", "prompt": "c97-s4", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with **Coro** or **Microsoft Defender** (if you already use M365)"}, {"id": "mai-20260917-0922-baseline|c97-s4|moonshot-small|Bitdefender", "prompt": "c97-s4", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bitdefender** — Best Value Managed XDR"}, {"id": "mai-20260917-0922-baseline|c97-s4|moonshot-small|Huntress Managed EDR", "prompt": "c97-s4", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Huntress** at $8.99/endpoint/month is hard to beat"}, {"id": "mai-20260917-0922-baseline|c97-s4|moonshot-small|CrowdStrike Falcon Go", "prompt": "c97-s4", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Entry-Level Option ... 24/7 response is an optional add-on with high minimums"}, {"id": "mai-20260917-0922-baseline|c97-s4|openai-small|Microsoft Defender XDR / Defender Suite for Business Premium", "prompt": "c97-s4", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR / Defender Suite for Business Premium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best XDR choice is usually **Microsoft Defender XDR / Defender Suite for Business Premium** if you're already on Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c97-s4|openai-small|Sophos", "prompt": "c97-s4", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best alternative for non-Microsoft shops:** Sophos XDR/MDR."}, {"id": "mai-20260917-0922-baseline|c97-s4|openai-small|CrowdStrike", "prompt": "c97-s4", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Usually more expensive / better for larger or more mature security teams:** CrowdStrike and SentinelOne"}, {"id": "mai-20260917-0922-baseline|c97-s4|openai-small|SentinelOne", "prompt": "c97-s4", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually more expensive / better for larger or more mature security teams:** CrowdStrike and SentinelOne"}, {"id": "mai-20260917-0922-baseline|c97-s4|xai-small|Coro", "prompt": "c97-s4", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coro stands out as one of the top XDR platform recommendations"}, {"id": "mai-20260917-0922-baseline|c97-s4|xai-small|Bitdefender GravityZone XDR", "prompt": "c97-s4", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Bitdefender GravityZone XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Solid managed XDR value; mid-market friendly but scalable down."}, {"id": "mai-20260917-0922-baseline|c97-s4|xai-small|CrowdStrike", "prompt": "c97-s4", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "lower than enterprise-scaled options like Bitdefender or CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c97-s4|xai-small|Huntress Managed EDR/XDR", "prompt": "c97-s4", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR/XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "24/7 human SOC included—no extra MDR cost."}, {"id": "mai-20260917-0922-baseline|c97-s4|xai-small|Microsoft Defender XDR", "prompt": "c97-s4", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you're already on Microsoft 365 (common for small biz)—no new stack needed."}, {"id": "mai-20260917-0922-baseline|c97-s4|xai-small|Palo Alto", "prompt": "c97-s4", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "emphasize value over enterprise bells like Palo Alto (~$80+/yr/endpoint)"}, {"id": "mai-20260917-0922-baseline|c97-s4|zai-small|CrowdStrike", "prompt": "c97-s4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional enterprise XDR platforms (like CrowdStrike or Palo Alto) are often too expensive and complex for small businesses."}, {"id": "mai-20260917-0922-baseline|c97-s4|zai-small|Palo Alto", "prompt": "c97-s4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Palo Alto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often too expensive and complex for small businesses"}, {"id": "mai-20260917-0922-baseline|c97-s4|zai-small|Coro", "prompt": "c97-s4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Coro — Best Overall for Small Business"}, {"id": "mai-20260917-0922-baseline|c97-s4|zai-small|Sophos Intercept X", "prompt": "c97-s4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sophos Intercept X — Best for Lowest Cost"}, {"id": "mai-20260917-0922-baseline|c97-s4|zai-small|Blumira", "prompt": "c97-s4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Blumira — Best for Lean IT Teams"}, {"id": "mai-20260917-0922-baseline|c97-s4|zai-small|Microsoft Defender XDR", "prompt": "c97-s4", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "budget", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if You Use Microsoft 365"}, {"id": "mai-20260917-0922-baseline|c97-s5|alibaba-small|Microsoft Defender (Enterprise E5)", "prompt": "c97-s5", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender (Enterprise E5)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Since most 30-person companies use Office 365, you may already own a basic version of this. Evaluate upgrading to E5 to see if their native XDR is sufficient."}, {"id": "mai-20260917-0922-baseline|c97-s5|alibaba-small|Huntress", "prompt": "c97-s5", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often recommended specifically for MSPs and small internal IT teams; focuses heavily on \"security hygiene\""}, {"id": "mai-20260917-0922-baseline|c97-s5|alibaba-small|SentinelOne", "prompt": "c97-s5", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly rated for its \"Set it and forget it\" autonomous nature, which appeals to non-security experts."}, {"id": "mai-20260917-0922-baseline|c97-s5|deepseek-small|Coro", "prompt": "c97-s5", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "shortlist vendors that are genuinely SMB-scoped (like **Coro**, or managed XDR via an **MSP**)"}, {"id": "mai-20260917-0922-baseline|c97-s5|deepseek-small|Palo Alto Cortex XDR", "prompt": "c97-s5", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-grade, entry tier ~**$81/endpoint/year** (about $6.75/mo), but it's built for teams that understand it"}, {"id": "mai-20260917-0922-baseline|c97-s5|deepseek-small|Defendify MDR", "prompt": "c97-s5", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Defendify MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "fully managed, 24/7 US SOC, ~**$3,250/month** starting point (managed service pricing)"}, {"id": "mai-20260917-0922-baseline|c97-s5|deepseek-small|Microsoft Defender XDR", "prompt": "c97-s5", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already have Microsoft 365 E5, **Microsoft Defender XDR** is worth including"}, {"id": "mai-20260917-0922-baseline|c97-s5|google-small|CrowdStrike", "prompt": "c97-s5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many enterprise-grade XDR vendors (like CrowdStrike or Palo Alto Networks) have strict licensing minimums (e.g., 100 or 250 seats)."}, {"id": "mai-20260917-0922-baseline|c97-s5|google-small|Palo Alto Networks", "prompt": "c97-s5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many enterprise-grade XDR vendors (like CrowdStrike or Palo Alto Networks) have strict licensing minimums (e.g., 100 or 250 seats)."}, {"id": "mai-20260917-0922-baseline|c97-s5|google-small|Microsoft Defender for Business", "prompt": "c97-s5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Catch: It is a DIY tool. If you go this route, you should hire a Managed Service Provider (MSP) to manage the Microsoft Defender alerts for you"}, {"id": "mai-20260917-0922-baseline|c97-s5|google-small|Huntress", "prompt": "c97-s5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Huntress is widely considered the gold standard for SMB security."}, {"id": "mai-20260917-0922-baseline|c97-s5|google-small|Coro", "prompt": "c97-s5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Platforms like Coro were explicitly built to bypass enterprise complexity."}, {"id": "mai-20260917-0922-baseline|c97-s5|google-small|Sophos Intercept X", "prompt": "c97-s5", "model": "google-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sophos Intercept X offers fantastic consolidated threat prevention and can be upgraded to their fully managed MDR service."}, {"id": "mai-20260917-0922-baseline|c97-s5|meta-small|Microsoft Defender XDR", "prompt": "c97-s5", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Microsoft Defender XDR** for organizations heavily invested in the Microsoft ecosystem."}, {"id": "mai-20260917-0922-baseline|c97-s5|meta-small|Coro", "prompt": "c97-s5", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Coro** for small businesses, as it fills a gap in the market for smaller organizations."}, {"id": "mai-20260917-0922-baseline|c97-s5|minimax-small|Microsoft Defender XDR", "prompt": "c97-s5", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Microsoft 365 users may benefit from Microsoft Defender XDR at minimal extra cost"}, {"id": "mai-20260917-0922-baseline|c97-s5|minimax-small|Coro", "prompt": "c97-s5", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Results note **Coro** as purpose-built for small businesses consolidated into one product."}, {"id": "mai-20260917-0922-baseline|c97-s5|minimax-small|Cisco XDR", "prompt": "c97-s5", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Cisco XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cisco XDR** (if you have Cisco infrastructure)"}, {"id": "mai-20260917-0922-baseline|c97-s5|minimax-small|Elastic", "prompt": "c97-s5", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Elastic** (open tier, engineering-led teams)"}, {"id": "mai-20260917-0922-baseline|c97-s5|mistral-small|CrowdStrike XDR", "prompt": "c97-s5", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "CrowdStrike XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**CrowdStrike XDR** (if you want strong EDR + XDR)"}, {"id": "mai-20260917-0922-baseline|c97-s5|mistral-small|Microsoft Defender XDR", "prompt": "c97-s5", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Defender XDR** (if you're already using Microsoft 365)"}, {"id": "mai-20260917-0922-baseline|c97-s5|mistral-small|SentinelOne XDR", "prompt": "c97-s5", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "SentinelOne XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SentinelOne XDR** (for AI-driven detection)"}, {"id": "mai-20260917-0922-baseline|c97-s5|mistral-small|Cisco SecureX", "prompt": "c97-s5", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Cisco SecureX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cisco SecureX** (if you have Cisco products)"}, {"id": "mai-20260917-0922-baseline|c97-s5|mistral-small|Palo Alto Networks Cortex XDR", "prompt": "c97-s5", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Palo Alto Networks Cortex XDR** (for network-heavy environments)"}, {"id": "mai-20260917-0922-baseline|c97-s5|moonshot-small|Microsoft Defender XDR", "prompt": "c97-s5", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Already on Microsoft 365 E3/E5 | **Microsoft Defender XDR** — included or low marginal cost, best correlation"}, {"id": "mai-20260917-0922-baseline|c97-s5|moonshot-small|Stellar Cyber", "prompt": "c97-s5", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Open XDR (Stellar Cyber)** — ingests whatever you already own"}, {"id": "mai-20260917-0922-baseline|c97-s5|moonshot-small|SentinelOne", "prompt": "c97-s5", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mixed environment ... **SentinelOne** or **CrowdStrike** — strong cross-platform support"}, {"id": "mai-20260917-0922-baseline|c97-s5|moonshot-small|CrowdStrike", "prompt": "c97-s5", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent detection, modular pricing"}, {"id": "mai-20260917-0922-baseline|c97-s5|moonshot-small|Bitdefender", "prompt": "c97-s5", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tight budget, need MDR included | **Bitdefender** or **Sophos**"}, {"id": "mai-20260917-0922-baseline|c97-s5|moonshot-small|Sophos", "prompt": "c97-s5", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Bitdefender** or **Sophos** — mid-market pricing with managed options"}, {"id": "mai-20260917-0922-baseline|c97-s5|xai-small|Microsoft Defender XDR", "prompt": "c97-s5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Bundled in M365 E5, seamless MS integration, strong automation. | Heavy Microsoft user. | 8.2/10"}, {"id": "mai-20260917-0922-baseline|c97-s5|xai-small|CrowdStrike Falcon XDR", "prompt": "c97-s5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Elite detection, lightweight agent. | Prioritize prevention. | 8.5/10"}, {"id": "mai-20260917-0922-baseline|c97-s5|xai-small|Palo Alto Cortex XDR", "prompt": "c97-s5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep network+endpoint fusion. | Have Palo firewalls. | 8.8/10"}, {"id": "mai-20260917-0922-baseline|c97-s5|xai-small|SentinelOne Singularity", "prompt": "c97-s5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hyper-automated response, open. | Multi-vendor stack. | 8.3/10"}, {"id": "mai-20260917-0922-baseline|c97-s5|xai-small|Sophos XDR", "prompt": "c97-s5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Sophos XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Affordable, easy MDR add-on. | Budget-conscious. | 7.3/10"}, {"id": "mai-20260917-0922-baseline|c97-s5|xai-small|Coro", "prompt": "c97-s5", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SMB-specific, all-in-one console. | No security team."}, {"id": "mai-20260917-0922-baseline|c97-s5|zai-small|Microsoft Defender XDR", "prompt": "c97-s5", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best if you're already on M365 E5; included in licensing; minimal additional cost."}, {"id": "mai-20260917-0922-baseline|c97-s5|zai-small|Palo Alto Networks Cortex XDR", "prompt": "c97-s5", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "More suited to larger estates with heavy network/identity investment."}, {"id": "mai-20260917-0922-baseline|c97-s5|zai-small|CrowdStrike Falcon Insight XDR", "prompt": "c97-s5", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon Insight XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good for environments needing advanced endpoint forensics."}, {"id": "mai-20260917-0922-baseline|c97-s5|zai-small|SentinelOne Singularity", "prompt": "c97-s5", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for teams that need detailed attack lifecycle visibility."}, {"id": "mai-20260917-0922-baseline|c97-s5|zai-small|Trend Micro Vision One", "prompt": "c97-s5", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Competitive detection capabilities."}, {"id": "mai-20260917-0922-baseline|c97-s5|zai-small|Sophos Intercept XDR", "prompt": "c97-s5", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Sophos Intercept XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good fit if endpoint security is your primary concern."}, {"id": "mai-20260917-0922-baseline|c97-s5|zai-small|Trellix (formerly McAfee) XDR", "prompt": "c97-s5", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Trellix (formerly McAfee) XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Worth evaluating if you already use other Trellix products."}, {"id": "mai-20260917-0922-baseline|c97-s5|zai-small|Cisco XDR", "prompt": "c97-s5", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Cisco XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consider if you have a heavy Cisco network stack."}, {"id": "mai-20260917-0922-baseline|c97-s5|zai-small|Fortinet FortiEDR / FortiXDR", "prompt": "c97-s5", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Fortinet FortiEDR / FortiXDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Good for networks already using Fortinet gear."}, {"id": "mai-20260917-0922-baseline|c97-s5|zai-small|Stellar Cyber (Open XDR)", "prompt": "c97-s5", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Stellar Cyber (Open XDR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best if you need to ingest from many different vendors."}, {"id": "mai-20260917-0922-baseline|c97-s5|zai-small|Coro", "prompt": "c97-s5", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "scale", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Specifically marketed to organizations that can't staff a dedicated security team."}, {"id": "mai-20260917-0922-baseline|c97-s6|alibaba-small|Stellar Cyber", "prompt": "c97-s6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Stellar Cyber", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Pure Self-Managed Platforms (If You Have No SOC) **Platforms:** Stellar Cyber, ReliaQuest, Elastic SIEM/XDR (unmanaged), QRadar (self-hosted)."}, {"id": "mai-20260917-0922-baseline|c97-s6|alibaba-small|ReliaQuest", "prompt": "c97-s6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "ReliaQuest", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid: Pure Self-Managed Platforms (If You Have No SOC) **Platforms:** Stellar Cyber, ReliaQuest"}, {"id": "mai-20260917-0922-baseline|c97-s6|alibaba-small|Elastic SIEM/XDR", "prompt": "c97-s6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Elastic SIEM/XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Elastic SIEM/XDR (unmanaged) ... these platforms will simply send hundreds of false positives to your inbox."}, {"id": "mai-20260917-0922-baseline|c97-s6|alibaba-small|QRadar", "prompt": "c97-s6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "QRadar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "QRadar (self-hosted). **Why to avoid:** These are often categorized as \"Open XDR\""}, {"id": "mai-20260917-0922-baseline|c97-s6|alibaba-small|Palo Alto Cortex XDR", "prompt": "c97-s6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be Cautious: Native-Only \"Walled Gardens\" ... Palo Alto Cortex XDR (if you don't use PA firewalls)"}, {"id": "mai-20260917-0922-baseline|c97-s6|alibaba-small|SentinelOne Singularity", "prompt": "c97-s6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SentinelOne Singularity (if you need non-Sentinel integrations)"}, {"id": "mai-20260917-0922-baseline|c97-s6|alibaba-small|Sophos Intercept XDR", "prompt": "c97-s6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Sophos Intercept XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Sophos Intercept XDR (if you aren't using Sophos firewalls)"}, {"id": "mai-20260917-0922-baseline|c97-s6|alibaba-small|Microsoft Defender XDR", "prompt": "c97-s6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "The only major exception is **Microsoft Defender XDR** ... this is often the best value"}, {"id": "mai-20260917-0922-baseline|c97-s6|alibaba-small|FireEye", "prompt": "c97-s6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "FireEye", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid: Enterprise-First Tools ... Certain tiers of FireEye (now Tenable/other M&A transitions)"}, {"id": "mai-20260917-0922-baseline|c97-s6|alibaba-small|Trend Micro Vision One", "prompt": "c97-s6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trend Micro Vision One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "older enterprise licenses of Trend Micro Vision One ... **Why to avoid:** Some platforms were built for massive enterprises"}, {"id": "mai-20260917-0922-baseline|c97-s6|alibaba-small|Cisco Secure XDR", "prompt": "c97-s6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Cisco Secure XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "legacy Cisco Secure XDR. **Why to avoid:** Some platforms were built for massive enterprises"}, {"id": "mai-20260917-0922-baseline|c97-s6|alibaba-small|McAfee/Trellix", "prompt": "c97-s6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "McAfee/Trellix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Exercise Caution: High \"Alert Fatigue\" Platforms ... some basic tiers of older McAfee/Trellix versions"}, {"id": "mai-20260917-0922-baseline|c97-s6|alibaba-small|Bitdefender", "prompt": "c97-s6", "model": "alibaba-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Bitdefender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Best All-Rounder (Non-Microsoft):** Bitdefender (Strong managed service included at SMB prices)"}, {"id": "mai-20260917-0922-baseline|c97-s6|anthropic-small|Microsoft Defender XDR", "prompt": "c97-s6", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Microsoft Defender XDR has licensing and operational costs that might be prohibitive for smaller organizations with tight budgets"}, {"id": "mai-20260917-0922-baseline|c97-s6|anthropic-small|Cortex XDR", "prompt": "c97-s6", "model": "anthropic-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cortex XDR has a steep learning curve with complex setup and features, and its robust capabilities are resource-intensive"}, {"id": "mai-20260917-0922-baseline|c97-s6|challenger-small|CrowdStrike", "prompt": "c97-s6", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SMBs with limited staff should be careful about cost and operational complexity"}, {"id": "mai-20260917-0922-baseline|c97-s6|challenger-small|Microsoft Defender XDR", "prompt": "c97-s6", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "if you have significant non-Microsoft telemetry, cost and complexity can rise"}, {"id": "mai-20260917-0922-baseline|c97-s6|challenger-small|Palo Alto Cortex XDR", "prompt": "c97-s6", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often more platform than many small businesses need"}, {"id": "mai-20260917-0922-baseline|c97-s6|challenger-small|SentinelOne Singularity XDR", "prompt": "c97-s6", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful but often sized and priced for enterprises, not SMBs"}, {"id": "mai-20260917-0922-baseline|c97-s6|challenger-small|Cisco/XDR-style enterprise platforms", "prompt": "c97-s6", "model": "challenger-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Cisco/XDR-style enterprise platforms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may be too complex for smaller organizations unless you have strong IT/security resources"}, {"id": "mai-20260917-0922-baseline|c97-s6|deepseek-small|CrowdStrike Falcon", "prompt": "c97-s6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "a **fully loaded CrowdStrike Falcon** (cost creep + enterprise-first design)"}, {"id": "mai-20260917-0922-baseline|c97-s6|deepseek-small|Palo Alto Cortex", "prompt": "c97-s6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Palo Alto Cortex XDR** (complexity + uncapped hidden costs + Palo Alto lock-in)"}, {"id": "mai-20260917-0922-baseline|c97-s6|deepseek-small|Microsoft Sentinel", "prompt": "c97-s6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Microsoft Sentinel** (per-GB ingestion cost overruns)"}, {"id": "mai-20260917-0922-baseline|c97-s6|deepseek-small|Microsoft Defender XDR", "prompt": "c97-s6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft Defender XDR itself is bundled into M365 plans many SMBs already pay for, which is genuinely good value."}, {"id": "mai-20260917-0922-baseline|c97-s6|deepseek-small|Trend Micro", "prompt": "c97-s6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Native XDR platforms (Microsoft, Palo Alto, CrowdStrike, Trend Micro) correlate only the telemetry *they themselves collect*"}, {"id": "mai-20260917-0922-baseline|c97-s6|deepseek-small|Bitdefender GravityZone", "prompt": "c97-s6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Bitdefender GravityZone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Some platforms (e.g., Bitdefender GravityZone) over-block legitimate developer tools"}, {"id": "mai-20260917-0922-baseline|c97-s6|deepseek-small|Coro", "prompt": "c97-s6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SMB-scoped consolidated options** like **Coro**"}, {"id": "mai-20260917-0922-baseline|c97-s6|deepseek-small|Sophos Intercept X", "prompt": "c97-s6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Sophos Intercept X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**SMB-scoped consolidated options** like **Coro**, **Sophos Intercept X**"}, {"id": "mai-20260917-0922-baseline|c97-s6|deepseek-small|Microsoft Defender for Business", "prompt": "c97-s6", "model": "deepseek-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Microsoft Defender for Business** (bundled into M365 Business Premium) rather than enterprise-native platforms"}, {"id": "mai-20260917-0922-baseline|c97-s6|google-small|Palo Alto Networks Cortex XDR", "prompt": "c97-s6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "notoriously steep learning curve and a highly complex user interface... should be avoided or approached with extreme caution"}, {"id": "mai-20260917-0922-baseline|c97-s6|google-small|Microsoft Defender XDR (Full Enterprise/E5 Suite)", "prompt": "c97-s6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR (Full Enterprise/E5 Suite)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "If your business has fewer than 300 users, avoid buying into the full enterprise-grade Microsoft Defender XDR"}, {"id": "mai-20260917-0922-baseline|c97-s6|google-small|Microsoft Defender for Business", "prompt": "c97-s6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Stick to **Microsoft Defender for Business** (often included in M365 Business Premium), which is simplified specifically for SMBs."}, {"id": "mai-20260917-0922-baseline|c97-s6|google-small|CrowdStrike Falcon (Standard Enterprise Tiers)", "prompt": "c97-s6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon (Standard Enterprise Tiers)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "direct enterprise contracts often require high minimum seat commits and upfront annual billing that is out of reach for micro-businesses"}, {"id": "mai-20260917-0922-baseline|c97-s6|google-small|Huntress", "prompt": "c97-s6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Providers like **Huntress**, **Blackpoint Cyber**, **Arctic Wolf**, or **Sophos MDR** bundle the endpoint/network software with a 24/7 outsourced security team."}, {"id": "mai-20260917-0922-baseline|c97-s6|google-small|Blackpoint Cyber", "prompt": "c97-s6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Providers like **Huntress**, **Blackpoint Cyber**, **Arctic Wolf**, or **Sophos MDR** bundle the endpoint/network software with a 24/7 outsourced security team."}, {"id": "mai-20260917-0922-baseline|c97-s6|google-small|Arctic Wolf", "prompt": "c97-s6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Providers like **Huntress**, **Blackpoint Cyber**, **Arctic Wolf**, or **Sophos MDR**"}, {"id": "mai-20260917-0922-baseline|c97-s6|google-small|Sophos MDR", "prompt": "c97-s6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Providers like **Huntress**, **Blackpoint Cyber**, **Arctic Wolf**, or **Sophos MDR**"}, {"id": "mai-20260917-0922-baseline|c97-s6|google-small|Coro", "prompt": "c97-s6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Coro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Platforms like **Coro** or **ThreatDown (by Malwarebytes)** are specifically engineered for lean IT environments."}, {"id": "mai-20260917-0922-baseline|c97-s6|google-small|ThreatDown (by Malwarebytes)", "prompt": "c97-s6", "model": "google-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "ThreatDown (by Malwarebytes)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "specifically engineered for lean IT environments"}, {"id": "mai-20260917-0922-baseline|c97-s6|meta-small|Coro", "prompt": "c97-s6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coro is a good option for small businesses as it is specifically designed for SMBs and offers a consolidated security platform at SMB pricing"}, {"id": "mai-20260917-0922-baseline|c97-s6|meta-small|CrowdStrike", "prompt": "c97-s6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "some XDR vendors, such as CrowdStrike and SentinelOne, offer XDR solutions that may be suitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c97-s6|meta-small|SentinelOne", "prompt": "c97-s6", "model": "meta-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "some XDR vendors, such as CrowdStrike and SentinelOne, offer XDR solutions that may be suitable for small businesses"}, {"id": "mai-20260917-0922-baseline|c97-s6|minimax-small|Palo Alto Cortex XDR", "prompt": "c97-s6", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The complexity and cost (with add-on licensing for each feature) make it overkill for small businesses."}, {"id": "mai-20260917-0922-baseline|c97-s6|minimax-small|CrowdStrike Falcon XDR", "prompt": "c97-s6", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "positioned for enterprises with larger security budgets"}, {"id": "mai-20260917-0922-baseline|c97-s6|minimax-small|Microsoft Defender XDR", "prompt": "c97-s6", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "for small businesses without E5 licenses, it becomes expensive, and its native correlation works best for Microsoft-centric environments"}, {"id": "mai-20260917-0922-baseline|c97-s6|minimax-small|Coro", "prompt": "c97-s6", "model": "minimax-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Mentioned multiple times as the only platform genuinely built for small business cybersecurity with consolidated, SMB-scoped features"}, {"id": "mai-20260917-0922-baseline|c97-s6|mistral-small|CrowdStrike", "prompt": "c97-s6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "praising only CrowdStrike and Microsoft Defender as viable options for small businesses"}, {"id": "mai-20260917-0922-baseline|c97-s6|mistral-small|Microsoft Defender", "prompt": "c97-s6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "praising only CrowdStrike and Microsoft Defender as viable options for small businesses"}, {"id": "mai-20260917-0922-baseline|c97-s6|mistral-small|Coro", "prompt": "c97-s6", "model": "mistral-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "look for XDR platforms explicitly built for small businesses, such as Coro, which is designed to be accessible, modular, and priced appropriately for SMBs"}, {"id": "mai-20260917-0922-baseline|c97-s6|moonshot-small|CrowdStrike Falcon XDR", "prompt": "c97-s6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Prohibitively expensive for most SMBs... Overkill for most small businesses unless you have significant security budget"}, {"id": "mai-20260917-0922-baseline|c97-s6|moonshot-small|Palo Alto Cortex XDR", "prompt": "c97-s6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Expensive and complex unless you're already a Palo Alto shop with security expertise"}, {"id": "mai-20260917-0922-baseline|c97-s6|moonshot-small|SentinelOne Singularity XDR", "prompt": "c97-s6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious about hidden costs for data retention and full features"}, {"id": "mai-20260917-0922-baseline|c97-s6|moonshot-small|Microsoft Defender XDR", "prompt": "c97-s6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is the exception if you already have M365 E5 licenses (effectively free)"}, {"id": "mai-20260917-0922-baseline|c97-s6|moonshot-small|Trend Micro", "prompt": "c97-s6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Native XDR platforms (CrowdStrike, Palo Alto, Trend Micro) will disappoint because they correlate best with their own sensors only"}, {"id": "mai-20260917-0922-baseline|c97-s6|moonshot-small|Coro", "prompt": "c97-s6", "model": "moonshot-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Coro** is specifically designed for this gap — \"genuinely built for small business cybersecurity rather than scaled down from enterprise.\""}, {"id": "mai-20260917-0922-baseline|c97-s6|openai-small|Palo Alto Cortex XDR", "prompt": "c97-s6", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Cortex XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Powerful, but small businesses should be cautious about **cost growth**, **policy tuning**, and the operational overhead"}, {"id": "mai-20260917-0922-baseline|c97-s6|openai-small|Microsoft Defender XDR / Defender Suite", "prompt": "c97-s6", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR / Defender Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SMBs should be careful about **licensing complexity**"}, {"id": "mai-20260917-0922-baseline|c97-s6|openai-small|CrowdStrike Falcon XDR", "prompt": "c97-s6", "model": "openai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Strong product family, but SMBs should be cautious if they need **broad third-party log ingestion/SIEM-style functionality**"}, {"id": "mai-20260917-0922-baseline|c97-s6|xai-small|CrowdStrike Falcon XDR", "prompt": "c97-s6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "call out reliability issues where it \"fails\" smaller clients frequently. Add-ons inflate costs quickly, and it's not optimized for SMBs"}, {"id": "mai-20260917-0922-baseline|c97-s6|xai-small|Palo Alto Networks Cortex XDR", "prompt": "c97-s6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "high management complexity ... unsuitable for resource-constrained setups"}, {"id": "mai-20260917-0922-baseline|c97-s6|xai-small|Microsoft Defender XDR", "prompt": "c97-s6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Strong if you're fully in the Microsoft ecosystem ... but warnings include high licensing costs"}, {"id": "mai-20260917-0922-baseline|c97-s6|xai-small|Cisco XDR", "prompt": "c97-s6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Cisco XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "General Red Flags for SMBs Across Enterprise XDR (e.g., Cisco XDR, SentinelOne, Trend Micro)"}, {"id": "mai-20260917-0922-baseline|c97-s6|xai-small|SentinelOne", "prompt": "c97-s6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "General Red Flags for SMBs Across Enterprise XDR (e.g., Cisco XDR, SentinelOne, Trend Micro)"}, {"id": "mai-20260917-0922-baseline|c97-s6|xai-small|Trend Micro", "prompt": "c97-s6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Trend Micro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "General Red Flags for SMBs Across Enterprise XDR (e.g., Cisco XDR, SentinelOne, Trend Micro)"}, {"id": "mai-20260917-0922-baseline|c97-s6|xai-small|Coro", "prompt": "c97-s6", "model": "xai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Opt for SMB-focused options like **Coro** (modular, simple, transparent pricing, no security team needed)"}, {"id": "mai-20260917-0922-baseline|c97-s6|zai-small|Palo Alto Networks Cortex XDR", "prompt": "c97-s6", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Palo Alto Networks Cortex XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is widely considered the most unsuitable option for most small businesses due to cost and complexity."}, {"id": "mai-20260917-0922-baseline|c97-s6|zai-small|CrowdStrike Falcon (Falcon Complete / Enterprise)", "prompt": "c97-s6", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon (Falcon Complete / Enterprise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Here are the XDR platforms small businesses should avoid or be cautious about... This is prohibitively expensive for a small business"}, {"id": "mai-20260917-0922-baseline|c97-s6|zai-small|Microsoft Defender XDR", "prompt": "c97-s6", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Microsoft Defender XDR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "it is a poor fit for businesses that do not already rely heavily on the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c97-s6|zai-small|SentinelOne Singularity (Complete / Commercial)", "prompt": "c97-s6", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "SentinelOne Singularity (Complete / Commercial)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "the price per endpoint is generally higher than competitors"}, {"id": "mai-20260917-0922-baseline|c97-s6|zai-small|WithSecure Elements XDR", "prompt": "c97-s6", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "WithSecure Elements XDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "user reviews highlight usability issues that could frustrate a small business with limited technical support"}, {"id": "mai-20260917-0922-baseline|c97-s6|zai-small|Coro", "prompt": "c97-s6", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Coro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "platforms explicitly built for the SMB market (such as **Coro** or **Elastic**)"}, {"id": "mai-20260917-0922-baseline|c97-s6|zai-small|Elastic", "prompt": "c97-s6", "model": "zai-small", "cat": "extended-detection-and-response", "variant": "negative", "raw": "Elastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "platforms explicitly built for the SMB market (such as **Coro** or **Elastic**)"}, {"id": "mai-20260917-0922-baseline|c98-l1|alibaba-small|CrowdStrike (Falcon OverWatch)", "prompt": "c98-l1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike (Falcon OverWatch)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike is widely considered the market leader.... Looking for the standard \"Gold\" market leader | **CrowdStrike**"}, {"id": "mai-20260917-0922-baseline|c98-l1|alibaba-small|SentinelOne (Singularity MDR)", "prompt": "c98-l1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "SentinelOne (Singularity MDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Want to automate responses and reduce noise | **SentinelOne**"}, {"id": "mai-20260917-0922-baseline|c98-l1|alibaba-small|Mandiant", "prompt": "c98-l1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Mandiant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need elite forensic expertise for compliance | **Mandiant**"}, {"id": "mai-20260917-0922-baseline|c98-l1|alibaba-small|Netscout (Arbor / ArcSight)", "prompt": "c98-l1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Netscout (Arbor / ArcSight)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Heavily focused on Network/IoT security | **Netscout**"}, {"id": "mai-20260917-0922-baseline|c98-l1|alibaba-small|Exabeam (Threat Management)", "prompt": "c98-l1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Exabeam (Threat Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Detecting insider threats and compromised credentials."}, {"id": "mai-20260917-0922-baseline|c98-l1|alibaba-small|Tenable", "prompt": "c98-l1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Tenable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget-focused but need quality | **Tenable** or **Sophos**"}, {"id": "mai-20260917-0922-baseline|c98-l1|alibaba-small|Cisco Secure", "prompt": "c98-l1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Cisco Secure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Companies locked into the Cisco or Palo Alto ecosystem."}, {"id": "mai-20260917-0922-baseline|c98-l1|alibaba-small|Palo Alto Networks", "prompt": "c98-l1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Both have released MDR services that plug directly into their firewalls and switches."}, {"id": "mai-20260917-0922-baseline|c98-l1|alibaba-small|Sophos", "prompt": "c98-l1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Budget-focused but need quality | **Tenable** or **Sophos**"}, {"id": "mai-20260917-0922-baseline|c98-l1|anthropic-small|Rapid7", "prompt": "c98-l1", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "commonly evaluated in 2026 include Rapid7, SentinelOne, Arctic Wolf, CrowdStrike, Sophos, and Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c98-l1|anthropic-small|SentinelOne", "prompt": "c98-l1", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CrowdStrike Falcon Complete, SentinelOne Singularity MDR, Red Canary, or eSentire are recommended as specialist options"}, {"id": "mai-20260917-0922-baseline|c98-l1|anthropic-small|Arctic Wolf", "prompt": "c98-l1", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Arctic Wolf earned a 2026 Gartner Peer Insights Customers' Choice designation for MDR."}, {"id": "mai-20260917-0922-baseline|c98-l1|anthropic-small|CrowdStrike", "prompt": "c98-l1", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CrowdStrike Falcon Complete, SentinelOne Singularity MDR, Red Canary, or eSentire are recommended as specialist options"}, {"id": "mai-20260917-0922-baseline|c98-l1|anthropic-small|Sophos", "prompt": "c98-l1", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Rapid7, SentinelOne, Arctic Wolf, CrowdStrike, Sophos, and Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c98-l1|anthropic-small|Palo Alto Networks", "prompt": "c98-l1", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include Rapid7, SentinelOne, Arctic Wolf, CrowdStrike, Sophos, and Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c98-l1|anthropic-small|Red Canary", "prompt": "c98-l1", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Red Canary, or eSentire are recommended as specialist options matched to your environment"}, {"id": "mai-20260917-0922-baseline|c98-l1|anthropic-small|eSentire", "prompt": "c98-l1", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "eSentire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Red Canary, or eSentire are recommended as specialist options matched to your environment"}, {"id": "mai-20260917-0922-baseline|c98-l1|challenger-small|CrowdStrike Falcon Complete", "prompt": "c98-l1", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one practical default pick, **CrowdStrike Falcon Complete** is the safest \"best overall\" enterprise answer"}, {"id": "mai-20260917-0922-baseline|c98-l1|challenger-small|SentinelOne Wayfinder MDR", "prompt": "c98-l1", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "SentinelOne Wayfinder MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SentinelOne Wayfinder MDR** — best overall in another comparison, with managed containment"}, {"id": "mai-20260917-0922-baseline|c98-l1|challenger-small|Rapid7 MDR", "prompt": "c98-l1", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Rapid7 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rapid7 MDR** — best for exposure-aware MDR and complex hybrid environments."}, {"id": "mai-20260917-0922-baseline|c98-l1|challenger-small|eSentire", "prompt": "c98-l1", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "eSentire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**eSentire** — best for enterprises and regulated organizations needing deep threat intelligence"}, {"id": "mai-20260917-0922-baseline|c98-l1|deepseek-small|CrowdStrike Falcon Complete (Next-Gen MDR)", "prompt": "c98-l1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Complete (Next-Gen MDR)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around for enterprise B2B:** **CrowdStrike Falcon Complete**"}, {"id": "mai-20260917-0922-baseline|c98-l1|deepseek-small|Arctic Wolf MDR", "prompt": "c98-l1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want flexibility / no lock-in with high-touch service: **Arctic Wolf** or **Sophos MDR**"}, {"id": "mai-20260917-0922-baseline|c98-l1|deepseek-small|Sophos MDR", "prompt": "c98-l1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want flexibility / no lock-in with high-touch service: **Arctic Wolf** or **Sophos MDR**"}, {"id": "mai-20260917-0922-baseline|c98-l1|deepseek-small|SentinelOne (Wayfinder MDR / Vigilance)", "prompt": "c98-l1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "SentinelOne (Wayfinder MDR / Vigilance)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if already on SentinelOne or Palo Alto: Stick with SentinelOne Wayfinder"}, {"id": "mai-20260917-0922-baseline|c98-l1|deepseek-small|Palo Alto Unit 42 MDR", "prompt": "c98-l1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Palo Alto Unit 42 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Unit 42** is ideal if you're on Cortex XDR."}, {"id": "mai-20260917-0922-baseline|c98-l1|deepseek-small|Expel", "prompt": "c98-l1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Expel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "strong tool-agnostic players that layer a SOC over your existing telemetry"}, {"id": "mai-20260917-0922-baseline|c98-l1|deepseek-small|Red Canary", "prompt": "c98-l1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Red Canary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "strong tool-agnostic players that layer a SOC over your existing telemetry"}, {"id": "mai-20260917-0922-baseline|c98-l1|google-small|Expel MDR", "prompt": "c98-l1", "model": "google-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Expel MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "look for a co-managed provider like **Expel** or **Red Canary** that acts as an extension of your team"}, {"id": "mai-20260917-0922-baseline|c98-l1|google-small|Red Canary", "prompt": "c98-l1", "model": "google-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Red Canary", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "look for a co-managed provider like **Expel** or **Red Canary** that acts as an extension of your team"}, {"id": "mai-20260917-0922-baseline|c98-l1|google-small|CrowdStrike Falcon Complete", "prompt": "c98-l1", "model": "google-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Falcon Complete is the gold standard for endpoint-led MDR"}, {"id": "mai-20260917-0922-baseline|c98-l1|google-small|SentinelOne Singularity Wayfinder (formerly Vigilance)", "prompt": "c98-l1", "model": "google-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "SentinelOne Singularity Wayfinder (formerly Vigilance)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprises looking for rapid, machine-speed, AI-driven mitigation."}, {"id": "mai-20260917-0922-baseline|c98-l1|google-small|Microsoft Defender Experts for XDR", "prompt": "c98-l1", "model": "google-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Microsoft Defender Experts for XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: B2B enterprises that are heavily committed Microsoft shops"}, {"id": "mai-20260917-0922-baseline|c98-l1|google-small|Rapid7 MDR", "prompt": "c98-l1", "model": "google-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Rapid7 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rapid7 pairs unlimited incident response with exposure intelligence."}, {"id": "mai-20260917-0922-baseline|c98-l1|google-small|Arctic Wolf", "prompt": "c98-l1", "model": "google-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "want a turnkey, hands-off solution, **CrowdStrike Falcon Complete** or **Arctic Wolf** (via their Concierge Security model) is generally a smoother fit"}, {"id": "mai-20260917-0922-baseline|c98-l1|meta-small|Esentire", "prompt": "c98-l1", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Esentire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top MDR services include Esentire, and others listed in the search results."}, {"id": "mai-20260917-0922-baseline|c98-l1|minimax-small|CrowdStrike", "prompt": "c98-l1", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CrowdStrike** and **Microsoft Azure Defender** are generally considered top choices for enterprise B2B companies"}, {"id": "mai-20260917-0922-baseline|c98-l1|minimax-small|Microsoft Azure Defender", "prompt": "c98-l1", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Microsoft Azure Defender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**CrowdStrike** and **Microsoft Azure Defender** are generally considered top choices for enterprise B2B companies"}, {"id": "mai-20260917-0922-baseline|c98-l1|minimax-small|SentinelOne", "prompt": "c98-l1", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SentinelOne** - Excellent automated response capabilities"}, {"id": "mai-20260917-0922-baseline|c98-l1|minimax-small|Palo Alto Networks", "prompt": "c98-l1", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Palo Alto Networks** - Comprehensive security platform"}, {"id": "mai-20260917-0922-baseline|c98-l1|minimax-small|eSentire", "prompt": "c98-l1", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "eSentire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**eSentire** - Specifically mentioned in the results as a top provider"}, {"id": "mai-20260917-0922-baseline|c98-l1|mistral-small|Sophos MDR", "prompt": "c98-l1", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Sophos MDR** stands out for its high user satisfaction, comprehensive coverage, and strong 24/7 support."}, {"id": "mai-20260917-0922-baseline|c98-l1|mistral-small|CrowdStrike Falcon Complete", "prompt": "c98-l1", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for enterprises using the Falcon platform, providing full-cycle remediation"}, {"id": "mai-20260917-0922-baseline|c98-l1|mistral-small|Palo Alto Unit 42 MDR", "prompt": "c98-l1", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Palo Alto Unit 42 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations already using Cortex XDR"}, {"id": "mai-20260917-0922-baseline|c98-l1|mistral-small|SentinelOne Wayfinder MDR", "prompt": "c98-l1", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "SentinelOne Wayfinder MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong for enterprises with Singularity estates, focusing on containment and analyst-validated response."}, {"id": "mai-20260917-0922-baseline|c98-l1|mistral-small|Arctic Wolf MDR", "prompt": "c98-l1", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Arctic Wolf and Expel offer more hands-on, guided services"}, {"id": "mai-20260917-0922-baseline|c98-l1|mistral-small|Red Canary MDR", "prompt": "c98-l1", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Red Canary MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers a mix of automated and human-led detection and response, suitable for complex environments."}, {"id": "mai-20260917-0922-baseline|c98-l1|mistral-small|Expel", "prompt": "c98-l1", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Arctic Wolf and Expel offer more hands-on, guided services"}, {"id": "mai-20260917-0922-baseline|c98-l1|mistral-small|Daylight Security", "prompt": "c98-l1", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Daylight Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "An AI-native MDR provider, best for companies with complex, multi-cloud environments"}, {"id": "mai-20260917-0922-baseline|c98-l1|moonshot-small|CrowdStrike Falcon Complete", "prompt": "c98-l1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall performance & breach warranty | **CrowdStrike Falcon Complete**"}, {"id": "mai-20260917-0922-baseline|c98-l1|moonshot-small|SentinelOne Wayfinder MDR", "prompt": "c98-l1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "SentinelOne Wayfinder MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** AI-driven endpoint and XDR workflows"}, {"id": "mai-20260917-0922-baseline|c98-l1|moonshot-small|Arctic Wolf MDR", "prompt": "c98-l1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Managed security operations support with dedicated analyst teams"}, {"id": "mai-20260917-0922-baseline|c98-l1|moonshot-small|Rapid7 MDR", "prompt": "c98-l1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Rapid7 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Exposure-aware MDR and expert-led response"}, {"id": "mai-20260917-0922-baseline|c98-l1|moonshot-small|Palo Alto Networks Unit 42 MDR", "prompt": "c98-l1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks Unit 42 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best fit:** Cortex-centered security architectures"}, {"id": "mai-20260917-0922-baseline|c98-l1|moonshot-small|Mandiant (Google Cloud)", "prompt": "c98-l1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Mandiant (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Note:** Premium pricing for premium capability"}, {"id": "mai-20260917-0922-baseline|c98-l1|moonshot-small|Sophos MDR", "prompt": "c98-l1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Organizations with mixed vendor tooling"}, {"id": "mai-20260917-0922-baseline|c98-l1|openai-small|CrowdStrike Falcon Complete", "prompt": "c98-l1", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose CrowdStrike Falcon Complete if you are willing to standardize on a platform."}, {"id": "mai-20260917-0922-baseline|c98-l1|openai-small|Arctic Wolf", "prompt": "c98-l1", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Arctic Wolf if you want the most “managed service” feel."}, {"id": "mai-20260917-0922-baseline|c98-l1|openai-small|Rapid7 MDR", "prompt": "c98-l1", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Rapid7 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want strong detection depth across multiple telemetry sources"}, {"id": "mai-20260917-0922-baseline|c98-l1|openai-small|Expel", "prompt": "c98-l1", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Expel if you need MDR to wrap around an existing heterogeneous environment."}, {"id": "mai-20260917-0922-baseline|c98-l1|openai-small|SentinelOne Vigilance", "prompt": "c98-l1", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "SentinelOne Vigilance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if your security program is built around SentinelOne’s Singularity platform"}, {"id": "mai-20260917-0922-baseline|c98-l1|xai-small|CrowdStrike Falcon Complete", "prompt": "c98-l1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top-tier threat detection/hunting via Falcon XDR platform; full remediation; ... highest scores in Forrester Wave (Leader, #1 in Strategy)."}, {"id": "mai-20260917-0922-baseline|c98-l1|xai-small|Palo Alto Networks Cortex MDR / Unit 42", "prompt": "c98-l1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Palo Alto Networks Cortex MDR / Unit 42", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large enterprises with complex, multi-vendor stacks wanting prevention-first MDR."}, {"id": "mai-20260917-0922-baseline|c98-l1|xai-small|Arctic Wolf MDR", "prompt": "c98-l1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tool-agnostic (works with your SIEM/EDR); ... Arctic Wolf if agnostic"}, {"id": "mai-20260917-0922-baseline|c98-l1|xai-small|Sophos MDR", "prompt": "c98-l1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprises already using Sophos; cost-effective unified protection."}, {"id": "mai-20260917-0922-baseline|c98-l1|xai-small|Expel MDR", "prompt": "c98-l1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Expel MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leader in Forrester Wave Q1 2025."}, {"id": "mai-20260917-0922-baseline|c98-l1|xai-small|Red Canary", "prompt": "c98-l1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Red Canary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Forrester Wave Q1 2025 (Leaders: CrowdStrike, Expel, Red Canary)"}, {"id": "mai-20260917-0922-baseline|c98-l1|zai-small|Arctic Wolf", "prompt": "c98-l1", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Arctic Wolf is widely considered the leader for enterprises that want a high-touch, \"Concierge Security\" model."}, {"id": "mai-20260917-0922-baseline|c98-l1|zai-small|CrowdStrike Falcon Complete", "prompt": "c98-l1", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the **most robust AI detection**: **CrowdStrike**."}, {"id": "mai-20260917-0922-baseline|c98-l1|zai-small|Red Canary", "prompt": "c98-l1", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Red Canary", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Red Canary** is currently the weakest here, as they operate primarily from Denver."}, {"id": "mai-20260917-0922-baseline|c98-l1|zai-small|Expel", "prompt": "c98-l1", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want to leverage your existing investment in CrowdStrike, SentinelOne, or Microsoft Defender: Choose **Expel** or **Red Canary**."}, {"id": "mai-20260917-0922-baseline|c98-l1|zai-small|SentinelOne", "prompt": "c98-l1", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**AI-native proprietary platforms** (CrowdStrike, SentinelOne)"}, {"id": "mai-20260917-0922-baseline|c98-l2|alibaba-small|CrowdStrike Falcon", "prompt": "c98-l2", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike is widely considered the market leader. For a large enterprise, this is often the \"safe\" bet"}, {"id": "mai-20260917-0922-baseline|c98-l2|alibaba-small|Arctic Wolf", "prompt": "c98-l2", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your internal IT or SecOps team is small relative to the number of employees ... Arctic Wolf is the go-to choice."}, {"id": "mai-20260917-0922-baseline|c98-l2|alibaba-small|Secureworks", "prompt": "c98-l2", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Secureworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often preferred by organizations that require extremely high levels of compliance"}, {"id": "mai-20260917-0922-baseline|c98-l2|alibaba-small|Palo Alto Networks (Cortex)", "prompt": "c98-l2", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks (Cortex)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your large B2B company relies heavily on its network infrastructure ... Palo Alto is the natural partner."}, {"id": "mai-20260917-0922-baseline|c98-l2|anthropic-small|CrowdStrike Falcon Complete", "prompt": "c98-l2", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CrowdStrike Falcon Complete** is frequently cited as a leading choice."}, {"id": "mai-20260917-0922-baseline|c98-l2|anthropic-small|SentinelOne Singularity MDR", "prompt": "c98-l2", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Singularity MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "another strong alternative for enterprises"}, {"id": "mai-20260917-0922-baseline|c98-l2|anthropic-small|Red Canary", "prompt": "c98-l2", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Arctic Wolf** and **Red Canary** are also popular choices for large organizations."}, {"id": "mai-20260917-0922-baseline|c98-l2|anthropic-small|eSentire", "prompt": "c98-l2", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "eSentire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specialist MDR providers such as CrowdStrike Falcon Complete, SentinelOne Singularity MDR, Red Canary, or eSentire are recommended"}, {"id": "mai-20260917-0922-baseline|c98-l2|anthropic-small|Arctic Wolf", "prompt": "c98-l2", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Arctic Wolf** and **Red Canary** are also popular choices for large organizations."}, {"id": "mai-20260917-0922-baseline|c98-l2|challenger-small|CrowdStrike Falcon Complete", "prompt": "c98-l2", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my recommendation would be **CrowdStrike Falcon Complete** if you want the strongest fit for a large enterprise"}, {"id": "mai-20260917-0922-baseline|c98-l2|challenger-small|Arctic Wolf", "prompt": "c98-l2", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Arctic Wolf** — best if you want high-touch managed SOC support"}, {"id": "mai-20260917-0922-baseline|c98-l2|challenger-small|Red Canary", "prompt": "c98-l2", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Red Canary** — best if you want strong detection layered over your existing tools"}, {"id": "mai-20260917-0922-baseline|c98-l2|deepseek-small|CrowdStrike Falcon Complete", "prompt": "c98-l2", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies with thousands of employees, I'd recommend **CrowdStrike Falcon Complete** as the leading choice"}, {"id": "mai-20260917-0922-baseline|c98-l2|deepseek-small|SentinelOne Vigilance Respond/Complete", "prompt": "c98-l2", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Vigilance Respond/Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SentinelOne Vigilance** or **Arctic Wolf** are excellent substitutes"}, {"id": "mai-20260917-0922-baseline|c98-l2|deepseek-small|Arctic Wolf MDR", "prompt": "c98-l2", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "4.9/5 Gartner rating — but often seen as more mid-market than true enterprise"}, {"id": "mai-20260917-0922-baseline|c98-l2|deepseek-small|ReliaQuest (GreyMatter)", "prompt": "c98-l2", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "ReliaQuest (GreyMatter)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vendor-agnostic platform with machine-speed detection and a hands-on IR team on call"}, {"id": "mai-20260917-0922-baseline|c98-l2|deepseek-small|Palo Alto (Unit 42/ Cortex)", "prompt": "c98-l2", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto (Unit 42/ Cortex)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong if you're already deep in the Palo Alto ecosystem"}, {"id": "mai-20260917-0922-baseline|c98-l2|google-small|Expel (Expel MDR)", "prompt": "c98-l2", "model": "google-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Expel (Expel MDR)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Expel is widely recognized as a Leader in the Forrester Wave for MDR Services"}, {"id": "mai-20260917-0922-baseline|c98-l2|google-small|Red Canary", "prompt": "c98-l2", "model": "google-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Red Canary is a powerhouse for enterprise-level threat hunting."}, {"id": "mai-20260917-0922-baseline|c98-l2|google-small|CrowdStrike (Falcon Complete)", "prompt": "c98-l2", "model": "google-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike (Falcon Complete)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "CrowdStrike Falcon Complete is the gold standard for platform-native MDR."}, {"id": "mai-20260917-0922-baseline|c98-l2|google-small|Microsoft (Defender Experts for XDR / Sentinel-Based MDR)", "prompt": "c98-l2", "model": "google-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Microsoft (Defender Experts for XDR / Sentinel-Based MDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the most cost-effective way to get enterprise-grade security"}, {"id": "mai-20260917-0922-baseline|c98-l2|google-small|Rapid7 (Rapid7 MDR)", "prompt": "c98-l2", "model": "google-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Rapid7 (Rapid7 MDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rapid7 MDR is highly recommended if your enterprise security team wants to unify active threat detection with vulnerability and exposure management"}, {"id": "mai-20260917-0922-baseline|c98-l2|google-small|Arctic Wolf", "prompt": "c98-l2", "model": "google-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "if you want a turnkey \"hands-off\" solution (choose CrowdStrike or Arctic Wolf)"}, {"id": "mai-20260917-0922-baseline|c98-l2|meta-small|CrowdStrike", "prompt": "c98-l2", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top providers include CrowdStrike, Huntress, and others"}, {"id": "mai-20260917-0922-baseline|c98-l2|meta-small|Huntress", "prompt": "c98-l2", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top providers include CrowdStrike, Huntress, and others"}, {"id": "mai-20260917-0922-baseline|c98-l2|minimax-small|CrowdStrike Falcon Complete", "prompt": "c98-l2", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **CrowdStrike Falcon Complete** or **Arctic Wolf** as top choices"}, {"id": "mai-20260917-0922-baseline|c98-l2|minimax-small|Arctic Wolf", "prompt": "c98-l2", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **CrowdStrike Falcon Complete** or **Arctic Wolf** as top choices"}, {"id": "mai-20260917-0922-baseline|c98-l2|minimax-small|ReliaQuest", "prompt": "c98-l2", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "ReliaQuest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Large enterprises needing vendor-agnostic services"}, {"id": "mai-20260917-0922-baseline|c98-l2|minimax-small|Red Canary", "prompt": "c98-l2", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Large organizations wanting fully managed endpoint and XDR"}, {"id": "mai-20260917-0922-baseline|c98-l2|mistral-small|CrowdStrike", "prompt": "c98-l2", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CrowdStrike** and **ReliaQuest** are the most frequently recommended due to their scalability, enterprise-grade features"}, {"id": "mai-20260917-0922-baseline|c98-l2|mistral-small|ReliaQuest", "prompt": "c98-l2", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "ReliaQuest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**CrowdStrike** and **ReliaQuest** are the most frequently recommended due to their scalability, enterprise-grade features"}, {"id": "mai-20260917-0922-baseline|c98-l2|mistral-small|Expel", "prompt": "c98-l2", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your infrastructure is heavily cloud-based, **Expel** is also a strong contender."}, {"id": "mai-20260917-0922-baseline|c98-l2|mistral-small|Palo Alto Unit 42 MDR", "prompt": "c98-l2", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Unit 42 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already use Cortex XDR, as it integrates seamlessly"}, {"id": "mai-20260917-0922-baseline|c98-l2|mistral-small|Red Canary", "prompt": "c98-l2", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Suitable for organizations with Microsoft-centric stacks"}, {"id": "mai-20260917-0922-baseline|c98-l2|moonshot-small|CrowdStrike Falcon Complete Next-Gen MDR", "prompt": "c98-l2", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete Next-Gen MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd particularly recommend: 1. **CrowdStrike Falcon Complete** if you want the most comprehensive, fully-managed solution"}, {"id": "mai-20260917-0922-baseline|c98-l2|moonshot-small|Palo Alto Networks Unit 42 Managed XSIAM 2.0", "prompt": "c98-l2", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks Unit 42 Managed XSIAM 2.0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Palo Alto Unit 42** if you're already invested in the Palo Alto ecosystem or want the 250-hour IR guarantee."}, {"id": "mai-20260917-0922-baseline|c98-l2|moonshot-small|ReliaQuest GreyMatter", "prompt": "c98-l2", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "ReliaQuest GreyMatter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ReliaQuest** if you have a complex, multi-vendor security environment"}, {"id": "mai-20260917-0922-baseline|c98-l2|moonshot-small|SentinelOne Wayfinder MDR", "prompt": "c98-l2", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Wayfinder MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Organizations prioritizing automated containment"}, {"id": "mai-20260917-0922-baseline|c98-l2|moonshot-small|Arctic Wolf MDR", "prompt": "c98-l2", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider ReliaQuest or Arctic Wolf"}, {"id": "mai-20260917-0922-baseline|c98-l2|moonshot-small|Microsoft Defender Experts MDR", "prompt": "c98-l2", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender Experts MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Budget optimization** → | Microsoft Defender Experts MDR (Plan 2 from 1,500 seats)"}, {"id": "mai-20260917-0922-baseline|c98-l2|moonshot-small|ESET", "prompt": "c98-l2", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "ESET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Breach warranty** → | CrowdStrike (up to $2M) or ESET ($500K-$1M)"}, {"id": "mai-20260917-0922-baseline|c98-l2|openai-small|CrowdStrike Falcon Complete MDR", "prompt": "c98-l2", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my **default recommendation would be CrowdStrike Falcon Complete MDR**"}, {"id": "mai-20260917-0922-baseline|c98-l2|openai-small|Microsoft Defender Experts MDR", "prompt": "c98-l2", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender Experts MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your organization is already deeply standardized on Microsoft Defender / Microsoft Sentinel, then **Microsoft Defender Experts MDR** is often the better fit"}, {"id": "mai-20260917-0922-baseline|c98-l2|xai-small|CrowdStrike Falcon Complete", "prompt": "c98-l2", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend CrowdStrike Falcon Complete as a top MDR provider."}, {"id": "mai-20260917-0922-baseline|c98-l2|xai-small|Palo Alto Networks Cortex/Unit 42 MDR", "prompt": "c98-l2", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks Cortex/Unit 42 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Multi-vector (endpoint/network/cloud) with native XDR"}, {"id": "mai-20260917-0922-baseline|c98-l2|xai-small|Arctic Wolf MDR", "prompt": "c98-l2", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fully outsourced SOC, vendor-agnostic | Fixed bundles, $3M warranty, human-led ops"}, {"id": "mai-20260917-0922-baseline|c98-l2|xai-small|Microsoft Defender Experts MDR", "prompt": "c98-l2", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender Experts MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you use Microsoft heavily, go Defender Experts to leverage existing licenses."}, {"id": "mai-20260917-0922-baseline|c98-l2|xai-small|Sophos MDR", "prompt": "c98-l2", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "4.9/5 Gartner Peer Insights (highest-rated, 344 reviews); guided remediation | More mid-market tilt"}, {"id": "mai-20260917-0922-baseline|c98-l2|zai-small|Arctic Wolf MDR", "prompt": "c98-l2", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Arctic Wolf MDR** as the best choice for a large B2B company with thousands of employees."}, {"id": "mai-20260917-0922-baseline|c98-l2|zai-small|ESET MDR Ultimate", "prompt": "c98-l2", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "ESET MDR Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "specifically designed for 1,000+ seat enterprises with a **6-minute mean time to respond**"}, {"id": "mai-20260917-0922-baseline|c98-l2|zai-small|CrowdStrike Falcon Complete", "prompt": "c98-l2", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "full-cycle remediation across endpoint, network, cloud, and identity"}, {"id": "mai-20260917-0922-baseline|c98-l2|zai-small|Rapid7", "prompt": "c98-l2", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "expert-led response with strong exposure management capabilities"}, {"id": "mai-20260917-0922-baseline|c98-l2|zai-small|SentinelOne Wayfinder MDR", "prompt": "c98-l2", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Wayfinder MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI-powered containment and analyst-validated response"}, {"id": "mai-20260917-0922-baseline|c98-l3|alibaba-small|CrowdStrike Falcon Complete", "prompt": "c98-l3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the fastest possible containment and don't mind standardizing your stack:** Choose **CrowdStrike Falcon Complete**."}, {"id": "mai-20260917-0922-baseline|c98-l3|alibaba-small|Arctic Wolf MDR", "prompt": "c98-l3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a mixed/heterogeneous environment and need a true partner:** Choose **Arctic Wolf** or **Expel**."}, {"id": "mai-20260917-0922-baseline|c98-l3|alibaba-small|SentinelOne Vigilance", "prompt": "c98-l3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne Vigilance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Organizations already using Singularity EDR | **Tiered** (Monitor or Active) | Proprietary (Singularity only)"}, {"id": "mai-20260917-0922-baseline|c98-l3|alibaba-small|Expel", "prompt": "c98-l3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Arctic Wolf** or **Expel**."}, {"id": "mai-20260917-0922-baseline|c98-l3|alibaba-small|Red Canary", "prompt": "c98-l3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are heavy on Microsoft/Office 365 environments:** Look into **Red Canary**"}, {"id": "mai-20260917-0922-baseline|c98-l3|alibaba-small|Sophos MDR", "prompt": "c98-l3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are strictly mid-market looking for budget-friendly co-management:** Consider **Huntress** or **Sophos MDR**."}, {"id": "mai-20260917-0922-baseline|c98-l3|alibaba-small|Huntress", "prompt": "c98-l3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "strictly mid-market looking for budget-friendly co-management:** Consider **Huntress**"}, {"id": "mai-20260917-0922-baseline|c98-l3|alibaba-small|Ontinue", "prompt": "c98-l3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look into **Red Canary** or **Microsoft-specific partners** like Ontinue."}, {"id": "mai-20260917-0922-baseline|c98-l3|anthropic-small|Rapid7", "prompt": "c98-l3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top MDR providers buyers commonly evaluate in 2026 include Rapid7, SentinelOne, Arctic Wolf, Sophos, CrowdStrike, and Palo Alto Networks."}, {"id": "mai-20260917-0922-baseline|c98-l3|anthropic-small|SentinelOne", "prompt": "c98-l3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top MDR providers buyers commonly evaluate in 2026 include Rapid7, SentinelOne, Arctic Wolf, Sophos, CrowdStrike, and Palo Alto Networks."}, {"id": "mai-20260917-0922-baseline|c98-l3|anthropic-small|Arctic Wolf", "prompt": "c98-l3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Arctic Wolf's Aurora open XDR platform ingests telemetry from over 200 integrations, monitoring whatever tools customers already have and adding a 24/7 SOC on top."}, {"id": "mai-20260917-0922-baseline|c98-l3|anthropic-small|Sophos", "prompt": "c98-l3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Rapid7, SentinelOne, Arctic Wolf, Sophos, CrowdStrike, and Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c98-l3|anthropic-small|CrowdStrike", "prompt": "c98-l3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "CrowdStrike's Falcon Complete MDR service combines endpoint telemetry, behavioral analytics, and global threat intelligence with a large team of experienced security analysts."}, {"id": "mai-20260917-0922-baseline|c98-l3|anthropic-small|Palo Alto Networks", "prompt": "c98-l3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include Rapid7, SentinelOne, Arctic Wolf, Sophos, CrowdStrike, and Palo Alto Networks"}, {"id": "mai-20260917-0922-baseline|c98-l3|anthropic-small|ESET PROTECT MDR Ultimate", "prompt": "c98-l3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "ESET PROTECT MDR Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ESET PROTECT MDR Ultimate is built for organizations from 1,000 seats and adds customised threat hunting, remote digital forensics assistance"}, {"id": "mai-20260917-0922-baseline|c98-l3|anthropic-small|Defendify", "prompt": "c98-l3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Defendify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "organizations like Defendify are built for 24/7 detection and response across endpoints, identity, network, email, and cloud"}, {"id": "mai-20260917-0922-baseline|c98-l3|challenger-small|CrowdStrike Falcon Complete", "prompt": "c98-l3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick **CrowdStrike** if you want the strongest **enterprise automation and remediation** on a unified platform."}, {"id": "mai-20260917-0922-baseline|c98-l3|challenger-small|Palo Alto Networks Unit 42 Managed XSIAM", "prompt": "c98-l3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Unit 42 Managed XSIAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for organizations already centered on **Palo Alto/Cortex** products"}, {"id": "mai-20260917-0922-baseline|c98-l3|challenger-small|SentinelOne Vigilance/Wayfinder MDR", "prompt": "c98-l3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne Vigilance/Wayfinder MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for teams already using **SentinelOne** that want **active containment**"}, {"id": "mai-20260917-0922-baseline|c98-l3|challenger-small|Arctic Wolf", "prompt": "c98-l3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick **Arctic Wolf** if you want **broad telemetry coverage** and a more concierge-style SOC."}, {"id": "mai-20260917-0922-baseline|c98-l3|challenger-small|Sophos MDR", "prompt": "c98-l3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick **Sophos** if you need **broad coverage plus flexible integrations**."}, {"id": "mai-20260917-0922-baseline|c98-l3|challenger-small|Rapid7 MDR", "prompt": "c98-l3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Rapid7 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pick **Rapid7** if **exposure management** is a priority in your MDR workflow."}, {"id": "mai-20260917-0922-baseline|c98-l3|challenger-small|Red Canary", "prompt": "c98-l3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Commonly chosen by larger enterprises that want **managed detection quality** and a mature SOC-led workflow"}, {"id": "mai-20260917-0922-baseline|c98-l3|challenger-small|eSentire", "prompt": "c98-l3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "eSentire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Positioned as an **enterprise-grade** MDR provider with strong threat detection and response capabilities"}, {"id": "mai-20260917-0922-baseline|c98-l3|challenger-small|Expel", "prompt": "c98-l3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Arctic Wolf, Expel, Red Canary, some Sophos use cases"}, {"id": "mai-20260917-0922-baseline|c98-l3|deepseek-small|CrowdStrike Falcon Complete", "prompt": "c98-l3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market benchmark for MDR... **Breach-averse large enterprise wanting maximum containment authority** → CrowdStrike Falcon Complete"}, {"id": "mai-20260917-0922-baseline|c98-l3|deepseek-small|Palo Alto Networks Unit 42 MDR", "prompt": "c98-l3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Unit 42 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Cortex-centric security architectures."}, {"id": "mai-20260917-0922-baseline|c98-l3|deepseek-small|SentinelOne Wayfinder MDR", "prompt": "c98-l3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne Wayfinder MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** SentinelOne Singularity estates wanting proactive, AI-first workflows."}, {"id": "mai-20260917-0922-baseline|c98-l3|deepseek-small|Red Canary MDR", "prompt": "c98-l3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The standout for **detection engineering** and a **tool-agnostic overlay model**"}, {"id": "mai-20260917-0922-baseline|c98-l3|deepseek-small|Arctic Wolf MDR", "prompt": "c98-l3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Famous for its **concierge service model**"}, {"id": "mai-20260917-0922-baseline|c98-l3|deepseek-small|Sophos MDR", "prompt": "c98-l3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** unified protection with heterogeneous environments."}, {"id": "mai-20260917-0922-baseline|c98-l3|deepseek-small|Rapid7 MDR", "prompt": "c98-l3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Rapid7 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** existing Rapid7/InsightIDR users wanting a full managed SOC."}, {"id": "mai-20260917-0922-baseline|c98-l3|deepseek-small|eSentire", "prompt": "c98-l3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "eSentire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** regulated mid-market and enterprise environments."}, {"id": "mai-20260917-0922-baseline|c98-l3|deepseek-small|ESET MDR Ultimate / PROTECT MDR", "prompt": "c98-l3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "ESET MDR Ultimate / PROTECT MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Forensic depth for 1,000+ seat enterprises** → ESET MDR Ultimate"}, {"id": "mai-20260917-0922-baseline|c98-l3|deepseek-small|Mandiant (Google Cloud) Managed Services", "prompt": "c98-l3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Mandiant (Google Cloud) Managed Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Elite incident-response pedigree** → Mandiant"}, {"id": "mai-20260917-0922-baseline|c98-l3|deepseek-small|Huntress", "prompt": "c98-l3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "per-endpoint/seat (Huntress, CrowdStrike)"}, {"id": "mai-20260917-0922-baseline|c98-l3|google-small|CrowdStrike Falcon Complete", "prompt": "c98-l3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Platform-Native (e.g., CrowdStrike Falcon Complete or Palo Alto Unit 42) if your priority is consolidated vendor management, maximum speed"}, {"id": "mai-20260917-0922-baseline|c98-l3|google-small|Expel MDR", "prompt": "c98-l3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose BYOT / Agnostic (e.g., Expel or Red Canary) if you run a diverse, multi-cloud environment"}, {"id": "mai-20260917-0922-baseline|c98-l3|google-small|Red Canary", "prompt": "c98-l3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Elite detection engineering. Red Canary operates with a nearly 99% true-positive alert accuracy rate"}, {"id": "mai-20260917-0922-baseline|c98-l3|google-small|eSentire MDR", "prompt": "c98-l3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "eSentire MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Co-Managed / Multi-Signal (e.g., Arctic Wolf or eSentire) if you want a collaborative partnership"}, {"id": "mai-20260917-0922-baseline|c98-l3|google-small|Palo Alto Networks (Unit 42 MDR)", "prompt": "c98-l3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks (Unit 42 MDR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Organizations heavily committed to the Palo Alto ecosystem"}, {"id": "mai-20260917-0922-baseline|c98-l3|google-small|Arctic Wolf", "prompt": "c98-l3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Mid-market and lean enterprises requiring a highly collaborative \"Concierge\" security team."}, {"id": "mai-20260917-0922-baseline|c98-l3|google-small|Sophos MDR", "prompt": "c98-l3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For: Mid-to-large enterprises seeking highly integrated endpoint protection and active response."}, {"id": "mai-20260917-0922-baseline|c98-l3|google-small|SentinelOne", "prompt": "c98-l3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Platform-Native (CrowdStrike, Palo Alto, SentinelOne)"}, {"id": "mai-20260917-0922-baseline|c98-l3|meta-small|ESET PROTECT MDR Ultimate", "prompt": "c98-l3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "ESET PROTECT MDR Ultimate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ESET MDR Ultimate offers human-led response and is best for forensic depth"}, {"id": "mai-20260917-0922-baseline|c98-l3|meta-small|CrowdStrike Falcon Complete", "prompt": "c98-l3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "CrowdStrike Falcon Complete provides full-cycle remediation and is ideal for Falcon platform estates"}, {"id": "mai-20260917-0922-baseline|c98-l3|meta-small|Palo Alto Unit 42 MDR", "prompt": "c98-l3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Palo Alto Unit 42 MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Palo Alto Unit 42 MDR offers response inside Cortex XDR and is best for Cortex XDR estates"}, {"id": "mai-20260917-0922-baseline|c98-l3|meta-small|SentinelOne Wayfinder MDR", "prompt": "c98-l3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne Wayfinder MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SentinelOne Wayfinder MDR provides containment and analyst-validated response, making it suitable for Singularity estates"}, {"id": "mai-20260917-0922-baseline|c98-l3|meta-small|Sophos MDR", "prompt": "c98-l3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sophos MDR features an agentic SOC with analysts owning outcomes and is best for mixed vendor tooling"}, {"id": "mai-20260917-0922-baseline|c98-l3|meta-small|Arctic Wolf MDR", "prompt": "c98-l3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Arctic Wolf MDR offers a concierge team with guided response"}, {"id": "mai-20260917-0922-baseline|c98-l3|meta-small|Red Canary MDR", "prompt": "c98-l3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Red Canary MDR provides automated and human-led response."}, {"id": "mai-20260917-0922-baseline|c98-l3|minimax-small|CrowdStrike Falcon Complete", "prompt": "c98-l3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Maximum response authority**: CrowdStrike Falcon Complete"}, {"id": "mai-20260917-0922-baseline|c98-l3|minimax-small|Rapid7 MDR", "prompt": "c98-l3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Rapid7 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Exposure-aware security**: Rapid7 MDR"}, {"id": "mai-20260917-0922-baseline|c98-l3|minimax-small|SentinelOne Singularity MDR", "prompt": "c98-l3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne Singularity MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SentinelOne Singularity MDR** | AI-driven automation"}, {"id": "mai-20260917-0922-baseline|c98-l3|minimax-small|Arctic Wolf MDR", "prompt": "c98-l3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Broad tool integration**: Arctic Wolf or Expel"}, {"id": "mai-20260917-0922-baseline|c98-l3|minimax-small|Sophos MDR", "prompt": "c98-l3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Existing Sophos environment**: Sophos MDR"}, {"id": "mai-20260917-0922-baseline|c98-l3|minimax-small|Palo Alto Networks Cortex MDR", "prompt": "c98-l3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Palo Alto Networks Cortex MDR** | XDR-native architectures"}, {"id": "mai-20260917-0922-baseline|c98-l3|minimax-small|Expel", "prompt": "c98-l3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Broad tool integration**: Arctic Wolf or Expel"}, {"id": "mai-20260917-0922-baseline|c98-l3|minimax-small|Red Canary", "prompt": "c98-l3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Tool-agnostic**: Arctic Wolf, Expel, Red Canary"}, {"id": "mai-20260917-0922-baseline|c98-l3|minimax-small|eSentire", "prompt": "c98-l3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "eSentire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Human-led**: eSentire, Rapid7 (expert investigations)"}, {"id": "mai-20260917-0922-baseline|c98-l3|minimax-small|Microsoft Defender Experts", "prompt": "c98-l3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender Experts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Microsoft-centric**: Microsoft Defender Experts"}, {"id": "mai-20260917-0922-baseline|c98-l3|mistral-small|Rapid7 MDR", "prompt": "c98-l3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Rapid7 MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Rapid7 MDR**\n- **Best for:** Exposure-aware MDR and expert-led response."}, {"id": "mai-20260917-0922-baseline|c98-l3|mistral-small|SentinelOne (Wayfinder Threat Detection and Response)", "prompt": "c98-l3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne (Wayfinder Threat Detection and Response)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** AI-driven endpoint and XDR workflows."}, {"id": "mai-20260917-0922-baseline|c98-l3|mistral-small|Arctic Wolf Managed Detection and Response", "prompt": "c98-l3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf Managed Detection and Response", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides a concierge approach with a dedicated security team"}, {"id": "mai-20260917-0922-baseline|c98-l3|mistral-small|CrowdStrike Falcon Complete MDR", "prompt": "c98-l3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Endpoint-led MDR."}, {"id": "mai-20260917-0922-baseline|c98-l3|mistral-small|Sophos MDR", "prompt": "c98-l3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Organizations already using Sophos security products."}, {"id": "mai-20260917-0922-baseline|c98-l3|mistral-small|Palo Alto Networks Cortex MDR", "prompt": "c98-l3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Enterprises requiring platform-native MDR with deep Cortex XDR integration."}, {"id": "mai-20260917-0922-baseline|c98-l3|moonshot-small|CrowdStrike Falcon Complete", "prompt": "c98-l3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fastest Response** | CrowdStrike Falcon Complete ... Industry-leading AI-powered detection"}, {"id": "mai-20260917-0922-baseline|c98-l3|moonshot-small|Arctic Wolf MDR", "prompt": "c98-l3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Arctic Wolf or Sophos for tool-agnostic coverage ... Arctic Wolf offers strong value at lower price points"}, {"id": "mai-20260917-0922-baseline|c98-l3|moonshot-small|Palo Alto Networks Unit 42 MDR", "prompt": "c98-l3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Unit 42 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Enterprises already using Cortex XDR"}, {"id": "mai-20260917-0922-baseline|c98-l3|moonshot-small|SentinelOne Vigilance / Wayfinder MDR", "prompt": "c98-l3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne Vigilance / Wayfinder MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Existing SentinelOne Singularity customers"}, {"id": "mai-20260917-0922-baseline|c98-l3|moonshot-small|Sophos MDR", "prompt": "c98-l3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Multi-Vendor Environment**: Arctic Wolf or Sophos for tool-agnostic coverage"}, {"id": "mai-20260917-0922-baseline|c98-l3|moonshot-small|Red Canary MDR", "prompt": "c98-l3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for**: Cloud-first enterprises with existing detection engineering talent"}, {"id": "mai-20260917-0922-baseline|c98-l3|moonshot-small|Expel MDR", "prompt": "c98-l3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for**: Multi-cloud environments needing transparent operations"}, {"id": "mai-20260917-0922-baseline|c98-l3|moonshot-small|Huntress", "prompt": "c98-l3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best Value** | Arctic Wolf, Huntress (SMB)"}, {"id": "mai-20260917-0922-baseline|c98-l3|moonshot-small|Secureworks", "prompt": "c98-l3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Secureworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Now part of same company as Secureworks (acquired Feb 2025)"}, {"id": "mai-20260917-0922-baseline|c98-l3|openai-small|Microsoft Defender Experts MDR", "prompt": "c98-l3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender Experts MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Microsoft Defender Experts MDR** if your security stack is mostly Microsoft."}, {"id": "mai-20260917-0922-baseline|c98-l3|openai-small|Palo Alto Networks Unit 42 MDR", "prompt": "c98-l3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Unit 42 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Palo Alto Unit 42 MDR** if you're standardized on Palo Alto/Cortex and want integrated XDR + MDR."}, {"id": "mai-20260917-0922-baseline|c98-l3|openai-small|Rapid7 MDR for Enterprise", "prompt": "c98-l3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Rapid7 MDR for Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Rapid7 MDR** if you need maximum customization and broad third-party ingestion."}, {"id": "mai-20260917-0922-baseline|c98-l3|openai-small|CrowdStrike Falcon Complete", "prompt": "c98-l3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "in practice it's often considered alongside Microsoft, Palo Alto, and Rapid7 in enterprise MDR shortlists"}, {"id": "mai-20260917-0922-baseline|c98-l3|openai-small|Expel", "prompt": "c98-l3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Examples include services from firms like Expel, Arctic Wolf, IBM Security, Secureworks, and others."}, {"id": "mai-20260917-0922-baseline|c98-l3|openai-small|Arctic Wolf", "prompt": "c98-l3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Examples include services from firms like Expel, Arctic Wolf, IBM Security, Secureworks, and others."}, {"id": "mai-20260917-0922-baseline|c98-l3|openai-small|IBM Security", "prompt": "c98-l3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "IBM Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Examples include services from firms like Expel, Arctic Wolf, IBM Security, Secureworks, and others."}, {"id": "mai-20260917-0922-baseline|c98-l3|openai-small|Secureworks", "prompt": "c98-l3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Secureworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Examples include services from firms like Expel, Arctic Wolf, IBM Security, Secureworks, and others."}, {"id": "mai-20260917-0922-baseline|c98-l3|xai-small|CrowdStrike Falcon Complete", "prompt": "c98-l3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader in Forrester; top-ranked for endpoint-led MDR."}, {"id": "mai-20260917-0922-baseline|c98-l3|xai-small|Palo Alto Networks Cortex MDR (Unit 42)", "prompt": "c98-l3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex MDR (Unit 42)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in platform-native XDR integration."}, {"id": "mai-20260917-0922-baseline|c98-l3|xai-small|Sophos MDR", "prompt": "c98-l3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Customers' Choice in Gartner Voice of the Customer"}, {"id": "mai-20260917-0922-baseline|c98-l3|xai-small|SentinelOne Wayfinder MDR (Vigilance)", "prompt": "c98-l3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne Wayfinder MDR (Vigilance)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "High marks for AI-driven response."}, {"id": "mai-20260917-0922-baseline|c98-l3|xai-small|Arctic Wolf Managed Detection and Response", "prompt": "c98-l3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf Managed Detection and Response", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excels in concierge-style, tool-agnostic support."}, {"id": "mai-20260917-0922-baseline|c98-l3|xai-small|Red Canary MDR", "prompt": "c98-l3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Noted for transparency and bring-your-own-tools flexibility."}, {"id": "mai-20260917-0922-baseline|c98-l3|zai-small|CrowdStrike Falcon Complete", "prompt": "c98-l3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fastest containment & highest detection quality | CrowdStrike Falcon Complete"}, {"id": "mai-20260917-0922-baseline|c98-l3|zai-small|SentinelOne Wayfinder", "prompt": "c98-l3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne Wayfinder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI-native autonomous response; strong value at mid-market price points"}, {"id": "mai-20260917-0922-baseline|c98-l3|zai-small|Palo Alto Networks Cortex MDR", "prompt": "c98-l3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "\"Best for platform-native MDR.\""}, {"id": "mai-20260917-0922-baseline|c98-l3|zai-small|Sophos MDR", "prompt": "c98-l3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mixed-vendor environment, unified protection | Sophos MDR"}, {"id": "mai-20260917-0922-baseline|c98-l3|zai-small|Arctic Wolf MDR", "prompt": "c98-l3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Co-managed partnership with a named team | Arctic Wolf MDR"}, {"id": "mai-20260917-0922-baseline|c98-l3|zai-small|Red Canary", "prompt": "c98-l3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BYO-tools, high transparency, forensic depth | Red Canary or Expel"}, {"id": "mai-20260917-0922-baseline|c98-l3|zai-small|Expel", "prompt": "c98-l3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "BYO-tools, high transparency, forensic depth | Red Canary or Expel"}, {"id": "mai-20260917-0922-baseline|c98-l3|zai-small|Microsoft Defender for Cloud (Defender Experts)", "prompt": "c98-l3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender for Cloud (Defender Experts)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Microsoft-centric stack, no duplicate licensing | Microsoft Defender for Cloud or Ontinue"}, {"id": "mai-20260917-0922-baseline|c98-l3|zai-small|Ontinue", "prompt": "c98-l3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "purpose-built for Sentinel"}, {"id": "mai-20260917-0922-baseline|c98-l3|zai-small|Cynet", "prompt": "c98-l3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Automated, consolidated detection | Cynet"}, {"id": "mai-20260917-0922-baseline|c98-l3|zai-small|Huntress", "prompt": "c98-l3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Entry-tier MDR (e.g., some Huntress tiers) | You receive a prioritized list of alerts."}, {"id": "mai-20260917-0922-baseline|c98-l4|alibaba-small|Arctic Wolf Network", "prompt": "c98-l4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf Network", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Total Budget Certainty (All-in-One Platform)... Choose Arctic Wolf or Halo Private Defense if your primary goal is to simplify procurement."}, {"id": "mai-20260917-0922-baseline|c98-l4|alibaba-small|Halo Private Defense", "prompt": "c98-l4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Halo Private Defense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Arctic Wolf or Halo Private Defense if your primary goal is to simplify procurement."}, {"id": "mai-20260917-0922-baseline|c98-l4|alibaba-small|CrowdStrike (Falcon Complete)", "prompt": "c98-l4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CrowdStrike (Falcon Complete)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose CrowdStrike if you want the absolute best detection technology available"}, {"id": "mai-20260917-0922-baseline|c98-l4|alibaba-small|SecureWorks (CyberDefense Manager)", "prompt": "c98-l4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "SecureWorks (CyberDefense Manager)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Hybrid Environments (Legacy + Modern)"}, {"id": "mai-20260917-0922-baseline|c98-l4|alibaba-small|Tenable (ActiveInsight / Tenable Cyber)", "prompt": "c98-l4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Tenable (ActiveInsight / Tenable Cyber)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Risk-Based Pricing"}, {"id": "mai-20260917-0922-baseline|c98-l4|anthropic-small|Arctic Wolf", "prompt": "c98-l4", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Arctic Wolf** (Recommended for Predictability)"}, {"id": "mai-20260917-0922-baseline|c98-l4|anthropic-small|Expel", "prompt": "c98-l4", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Expel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend requesting quotes from Arctic Wolf and Expel"}, {"id": "mai-20260917-0922-baseline|c98-l4|anthropic-small|Huntress", "prompt": "c98-l4", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Huntress offers pricing starting at $2.99 per user/month... among the most affordable per-user options available."}, {"id": "mai-20260917-0922-baseline|c98-l4|challenger-small|Arctic Wolf", "prompt": "c98-l4", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for predictable budgeting:** **Arctic Wolf**, because it is commonly sold on a **per-user** basis"}, {"id": "mai-20260917-0922-baseline|c98-l4|challenger-small|Ontinue", "prompt": "c98-l4", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you are Microsoft-centric:** **Ontinue**"}, {"id": "mai-20260917-0922-baseline|c98-l4|challenger-small|CrowdStrike Falcon Complete", "prompt": "c98-l4", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want a bundled enterprise platform:** **CrowdStrike Falcon Complete**"}, {"id": "mai-20260917-0922-baseline|c98-l4|deepseek-small|CrowdStrike Falcon Complete", "prompt": "c98-l4", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest candidates are CrowdStrike Falcon Complete (if you already use or want Falcon) and Expel"}, {"id": "mai-20260917-0922-baseline|c98-l4|deepseek-small|Expel", "prompt": "c98-l4", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Expel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For pure predictability with no surprise incident-response invoices, **Expel** is the strongest enterprise choice."}, {"id": "mai-20260917-0922-baseline|c98-l4|deepseek-small|Sophos MDR", "prompt": "c98-l4", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Expel** and **Sophos MDR** (for tool-agnostic) ... will get you closest to a \"no surprises\" total"}, {"id": "mai-20260917-0922-baseline|c98-l4|deepseek-small|Arctic Wolf MDR", "prompt": "c98-l4", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the total bill scales linearly with headcount – less attractive if you have a massive user base"}, {"id": "mai-20260917-0922-baseline|c98-l4|google-small|Arctic Wolf MDR", "prompt": "c98-l4", "model": "google-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Arctic Wolf famously employs a model that **does not charge for data or log ingestion volume**. ... your cost remains completely flat."}, {"id": "mai-20260917-0922-baseline|c98-l4|google-small|CrowdStrike Falcon Complete", "prompt": "c98-l4", "model": "google-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for: Enterprises seeking premier endpoint defense and fully managed, unilateral threat containment.**"}, {"id": "mai-20260917-0922-baseline|c98-l4|google-small|Secureworks Taegis ManagedXDR", "prompt": "c98-l4", "model": "google-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Secureworks Taegis ManagedXDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for: Enterprises wanting to unify their existing, multi-vendor security stack without ripping and replacing.**"}, {"id": "mai-20260917-0922-baseline|c98-l4|meta-small|Expel", "prompt": "c98-l4", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Expel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Expel: Offers a multi-dimensional pricing model that includes per-user, per-cloud account, per-endpoint, and per-SaaS application pricing."}, {"id": "mai-20260917-0922-baseline|c98-l4|meta-small|CrowdStrike Falcon Complete", "prompt": "c98-l4", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Offers a custom pricing model that is quote-based and scales with the number of endpoints, users, and cloud resources."}, {"id": "mai-20260917-0922-baseline|c98-l4|meta-small|Arctic Wolf", "prompt": "c98-l4", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a per-user pricing model that starts at around $8-$25 per endpoint per month"}, {"id": "mai-20260917-0922-baseline|c98-l4|meta-small|Huntress", "prompt": "c98-l4", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a per-endpoint pricing model that starts at around $2.99 per user per month"}, {"id": "mai-20260917-0922-baseline|c98-l4|minimax-small|Arctic Wolf MDR", "prompt": "c98-l4", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Arctic Wolf** if you want published per-user pricing (though above 100 users it's quote-only)"}, {"id": "mai-20260917-0922-baseline|c98-l4|minimax-small|CrowdStrike Falcon Complete", "prompt": "c98-l4", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CrowdStrike** if you want the deepest integration and are willing to negotiate enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c98-l4|minimax-small|Microsoft Defender Experts MDR", "prompt": "c98-l4", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Microsoft Defender Experts MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Defender Experts** (if you're Microsoft-heavy)"}, {"id": "mai-20260917-0922-baseline|c98-l4|mistral-small|CrowdStrike Falcon Complete", "prompt": "c98-l4", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For enterprises already invested in CrowdStrike, Falcon Complete offers high scalability and bundled services for predictable budgeting."}, {"id": "mai-20260917-0922-baseline|c98-l4|mistral-small|Huntress", "prompt": "c98-l4", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the most predictable total cost, Huntress is the best choice due to its transparent per-user pricing."}, {"id": "mai-20260917-0922-baseline|c98-l4|mistral-small|Rapid7 MDR", "prompt": "c98-l4", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Rapid7 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rapid7 is a strong alternative if you prefer a more traditional MDR model with AI-driven response."}, {"id": "mai-20260917-0922-baseline|c98-l4|mistral-small|Expel", "prompt": "c98-l4", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Expel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "others (like Expel) expect you to bring your own tools, which can add hidden costs"}, {"id": "mai-20260917-0922-baseline|c98-l4|moonshot-small|Red Canary", "prompt": "c98-l4", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Red Canary", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Red Canary** stands out for having the most transparent, predictable pricing model that scales directly with your user count."}, {"id": "mai-20260917-0922-baseline|c98-l4|moonshot-small|Expel", "prompt": "c98-l4", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Expel** if you're cloud/SaaS-heavy and want multi-dimensional but transparent pricing"}, {"id": "mai-20260917-0922-baseline|c98-l4|moonshot-small|ReliaQuest", "prompt": "c98-l4", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "ReliaQuest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ReliaQuest** if you need vendor-agnostic service and are willing to negotiate an enterprise subscription"}, {"id": "mai-20260917-0922-baseline|c98-l4|moonshot-small|Arctic Wolf", "prompt": "c98-l4", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**4. Arctic Wolf** – Best for Regulated Industries"}, {"id": "mai-20260917-0922-baseline|c98-l4|openai-small|Microsoft Defender Experts MDR", "prompt": "c98-l4", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Microsoft Defender Experts MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a strong default choice is **Microsoft Defender Experts MDR**"}, {"id": "mai-20260917-0922-baseline|c98-l4|openai-small|CrowdStrike Falcon Complete MDR", "prompt": "c98-l4", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Complete MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is another top enterprise option, but CrowdStrike’s pricing pages emphasize **per-device, billed monthly**"}, {"id": "mai-20260917-0922-baseline|c98-l4|xai-small|Arctic Wolf MDR", "prompt": "c98-l4", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Arctic Wolf MDR stands out as the best option for a large company needing predictable total costs across thousands of users.**"}, {"id": "mai-20260917-0922-baseline|c98-l4|xai-small|Red Canary", "prompt": "c98-l4", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly predictable resource-based (AWS listed: scales to discounts on 3-yr deals); agnostic to your EDR."}, {"id": "mai-20260917-0922-baseline|c98-l4|xai-small|CrowdStrike Falcon Complete", "prompt": "c98-l4", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Linear per-device; published anchors but custom quotes; $1M warranty. Less ideal if user > device ratio high."}, {"id": "mai-20260917-0922-baseline|c98-l4|xai-small|Huntress", "prompt": "c98-l4", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "great value but optimized for <few hundred endpoints"}, {"id": "mai-20260917-0922-baseline|c98-l4|xai-small|Rapid7", "prompt": "c98-l4", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Asset-based for predictability; 300+ min."}, {"id": "mai-20260917-0922-baseline|c98-l4|xai-small|Expel", "prompt": "c98-l4", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Expel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Check Gartner MDR Market Guide for latest leaders (Arctic Wolf, Red Canary, Expel often featured)."}, {"id": "mai-20260917-0922-baseline|c98-l4|zai-small|Red Canary", "prompt": "c98-l4", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Red Canary", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best MDR service is **Red Canary**"}, {"id": "mai-20260917-0922-baseline|c98-l4|zai-small|CrowdStrike Falcon Complete", "prompt": "c98-l4", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Scale & Performance: CrowdStrike Falcon Complete"}, {"id": "mai-20260917-0922-baseline|c98-l4|zai-small|Microsoft Defender for Endpoint (Managed)", "prompt": "c98-l4", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Endpoint (Managed)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Microsoft Ecosystem Users: Microsoft Defender for Endpoint (Managed)"}, {"id": "mai-20260917-0922-baseline|c98-l5|meta-small|Binary Defense", "prompt": "c98-l5", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Binary Defense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Some recommended MDR providers that are SOC 2 compliant include Binary Defense and N-able."}, {"id": "mai-20260917-0922-baseline|c98-l5|meta-small|N-able", "prompt": "c98-l5", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "N-able", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Some recommended MDR providers that are SOC 2 compliant include Binary Defense and N-able."}, {"id": "mai-20260917-0922-baseline|c98-l5|xai-small|CrowdStrike Falcon Complete", "prompt": "c98-l5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist: 5-7 providers (e.g., from Gartner Magic Quadrant alternatives: CrowdStrike Falcon Complete, Microsoft MDR, Rapid7, Arctic Wolf—check SOC 2 lists)"}, {"id": "mai-20260917-0922-baseline|c98-l5|xai-small|Microsoft MDR", "prompt": "c98-l5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Microsoft MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "CrowdStrike Falcon Complete, Microsoft MDR, Rapid7, Arctic Wolf—check SOC 2 lists"}, {"id": "mai-20260917-0922-baseline|c98-l5|xai-small|Rapid7", "prompt": "c98-l5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CrowdStrike Falcon Complete, Microsoft MDR, Rapid7, Arctic Wolf"}, {"id": "mai-20260917-0922-baseline|c98-l5|xai-small|Arctic Wolf", "prompt": "c98-l5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CrowdStrike Falcon Complete, Microsoft MDR, Rapid7, Arctic Wolf—check SOC 2 lists"}, {"id": "mai-20260917-0922-baseline|c98-l6|deepseek-small|Arctic Wolf", "prompt": "c98-l6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The strongest enterprise candidates tend to be vendor-agnostic providers with dedicated analyst teams (e.g., Arctic Wolf, Expel, eSentire, Red Canary, ReliaQuest, CrowdStrike Falcon Complete, Sophos MDR, Rapid7)"}, {"id": "mai-20260917-0922-baseline|c98-l6|deepseek-small|Expel", "prompt": "c98-l6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Expel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Arctic Wolf, Expel, eSentire, Red Canary, ReliaQuest, CrowdStrike Falcon Complete, Sophos MDR, Rapid7"}, {"id": "mai-20260917-0922-baseline|c98-l6|deepseek-small|eSentire", "prompt": "c98-l6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "eSentire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Arctic Wolf, Expel, eSentire, Red Canary, ReliaQuest, CrowdStrike Falcon Complete, Sophos MDR, Rapid7"}, {"id": "mai-20260917-0922-baseline|c98-l6|deepseek-small|Red Canary", "prompt": "c98-l6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Red Canary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Arctic Wolf, Expel, eSentire, Red Canary, ReliaQuest, CrowdStrike Falcon Complete, Sophos MDR, Rapid7"}, {"id": "mai-20260917-0922-baseline|c98-l6|deepseek-small|ReliaQuest", "prompt": "c98-l6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "ReliaQuest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Arctic Wolf, Expel, eSentire, Red Canary, ReliaQuest, CrowdStrike Falcon Complete, Sophos MDR, Rapid7"}, {"id": "mai-20260917-0922-baseline|c98-l6|deepseek-small|CrowdStrike Falcon Complete", "prompt": "c98-l6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Arctic Wolf, Expel, eSentire, Red Canary, ReliaQuest, CrowdStrike Falcon Complete, Sophos MDR, Rapid7"}, {"id": "mai-20260917-0922-baseline|c98-l6|deepseek-small|Sophos MDR", "prompt": "c98-l6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Sophos MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., Arctic Wolf, Expel, eSentire, Red Canary, ReliaQuest, CrowdStrike Falcon Complete, Sophos MDR, Rapid7"}, {"id": "mai-20260917-0922-baseline|c98-l6|deepseek-small|Rapid7", "prompt": "c98-l6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "e.g., Arctic Wolf, Expel, eSentire, Red Canary, ReliaQuest, CrowdStrike Falcon Complete, Sophos MDR, Rapid7"}, {"id": "mai-20260917-0922-baseline|c98-l6|google-small|Microsoft", "prompt": "c98-l6", "model": "google-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Microsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Rigid, \"Walled Garden\" Native MDRs ... delivered directly by large Endpoint Detection and Response (EDR) platform vendors (such as Microsoft, CrowdStrike, or SentinelOne)"}, {"id": "mai-20260917-0922-baseline|c98-l6|google-small|CrowdStrike", "prompt": "c98-l6", "model": "google-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as Microsoft, CrowdStrike, or SentinelOne) that solely manage and monitor their own security stack"}, {"id": "mai-20260917-0922-baseline|c98-l6|google-small|SentinelOne", "prompt": "c98-l6", "model": "google-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "such as Microsoft, CrowdStrike, or SentinelOne) that solely manage and monitor their own security stack"}, {"id": "mai-20260917-0922-baseline|c98-l6|google-small|Expel", "prompt": "c98-l6", "model": "google-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Expel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Seek **vendor-agnostic (or \"Open XDR\") MDR providers** (e.g., Expel, Red Canary, or BlueVoyant)."}, {"id": "mai-20260917-0922-baseline|c98-l6|google-small|Red Canary", "prompt": "c98-l6", "model": "google-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Red Canary", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Seek **vendor-agnostic (or \"Open XDR\") MDR providers** (e.g., Expel, Red Canary, or BlueVoyant)."}, {"id": "mai-20260917-0922-baseline|c98-l6|google-small|BlueVoyant", "prompt": "c98-l6", "model": "google-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "BlueVoyant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Seek **vendor-agnostic (or \"Open XDR\") MDR providers** (e.g., Expel, Red Canary, or BlueVoyant)."}, {"id": "mai-20260917-0922-baseline|c98-l6|google-small|Huntress", "prompt": "c98-l6", "model": "google-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "such as Huntress or Blackpoint Cyber... makes them a poor fit for a large enterprise"}, {"id": "mai-20260917-0922-baseline|c98-l6|google-small|Blackpoint Cyber", "prompt": "c98-l6", "model": "google-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "such as Huntress or Blackpoint Cyber... makes them a poor fit for a large enterprise"}, {"id": "mai-20260917-0922-baseline|c98-m1|alibaba-small|CrowdStrike Falcon", "prompt": "c98-m1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **CrowdStrike** if you want the best security posture available."}, {"id": "mai-20260917-0922-baseline|c98-m1|alibaba-small|Microsoft Defender for Cloud Apps / Endpoints", "prompt": "c98-m1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Microsoft Defender for Cloud Apps / Endpoints", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **Microsoft Defender** if you are deeply invested in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c98-m1|alibaba-small|SentinelOne", "prompt": "c98-m1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best \"Autonomous\" Solution: **SentinelOne**"}, {"id": "mai-20260917-0922-baseline|c98-m1|alibaba-small|Arctic Wolf", "prompt": "c98-m1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with **Arctic Wolf/Sophos** if you want to avoid managing multiple software platforms yourself."}, {"id": "mai-20260917-0922-baseline|c98-m1|alibaba-small|Sophos", "prompt": "c98-m1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Arctic Wolf and Sophos manage the hardware and software for you."}, {"id": "mai-20260917-0922-baseline|c98-m1|alibaba-small|Fortinet", "prompt": "c98-m1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Fortinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**CrowdStrike** and **Fortinet** generally offer the easiest reporting frameworks for auditors"}, {"id": "mai-20260917-0922-baseline|c98-m1|anthropic-small|Arctic Wolf", "prompt": "c98-m1", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Arctic Wolf** is frequently recommended for mid-market organizations."}, {"id": "mai-20260917-0922-baseline|c98-m1|anthropic-small|ESET PROTECT MDR", "prompt": "c98-m1", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "ESET PROTECT MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ESET PROTECT MDR** is another solid mid-market option."}, {"id": "mai-20260917-0922-baseline|c98-m1|anthropic-small|Sophos MDR", "prompt": "c98-m1", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sophos MDR** works well for Microsoft-centric environments."}, {"id": "mai-20260917-0922-baseline|c98-m1|challenger-small|Arctic Wolf", "prompt": "c98-m1", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice in these results is **Arctic Wolf**"}, {"id": "mai-20260917-0922-baseline|c98-m1|challenger-small|Sophos MDR", "prompt": "c98-m1", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highlighted as delivering real response authority at mid-market pricing."}, {"id": "mai-20260917-0922-baseline|c98-m1|challenger-small|Ontinue", "prompt": "c98-m1", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Described as the Microsoft-native option worth quoting if your stack is Defender."}, {"id": "mai-20260917-0922-baseline|c98-m1|challenger-small|Huntress", "prompt": "c98-m1", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Positioned as the value leader for SMB and smaller mid-market environments"}, {"id": "mai-20260917-0922-baseline|c98-m1|challenger-small|SentinelOne MDR", "prompt": "c98-m1", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "SentinelOne MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for organizations already running SentinelOne EDR and wanting managed coverage."}, {"id": "mai-20260917-0922-baseline|c98-m1|deepseek-small|Arctic Wolf", "prompt": "c98-m1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start by evaluating **Arctic Wolf** (great scale and named-team support) or **Expel** (if you're cloud-first)"}, {"id": "mai-20260917-0922-baseline|c98-m1|deepseek-small|CrowdStrike Falcon Complete", "prompt": "c98-m1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "shortlist **CrowdStrike Falcon Complete** if budget allows and compliance is a priority"}, {"id": "mai-20260917-0922-baseline|c98-m1|deepseek-small|Expel", "prompt": "c98-m1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Expel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start by evaluating **Arctic Wolf** ... or **Expel** (if you're cloud-first)"}, {"id": "mai-20260917-0922-baseline|c98-m1|deepseek-small|eSentire", "prompt": "c98-m1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "eSentire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Fully Managed, Analyst-Led ... Strong choice if you need deep regulatory/compliance support."}, {"id": "mai-20260917-0922-baseline|c98-m1|deepseek-small|Red Canary", "prompt": "c98-m1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Works with your existing EDR/telemetry rather than forcing you to buy new tooling."}, {"id": "mai-20260917-0922-baseline|c98-m1|deepseek-small|Sophos MDR", "prompt": "c98-m1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Value with Real Response Authority"}, {"id": "mai-20260917-0922-baseline|c98-m1|deepseek-small|Huntress", "prompt": "c98-m1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Value / Budget-Friendly ... The only major provider with published transparent pricing."}, {"id": "mai-20260917-0922-baseline|c98-m1|deepseek-small|Ontinue", "prompt": "c98-m1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Ontinue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Microsoft-shop environments lean toward Ontinue"}, {"id": "mai-20260917-0922-baseline|c98-m1|google-small|Sophos MDR", "prompt": "c98-m1", "model": "google-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall & Most Flexible: **Sophos MDR**"}, {"id": "mai-20260917-0922-baseline|c98-m1|google-small|Arctic Wolf", "prompt": "c98-m1", "model": "google-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Guided Security & Co-Management: **Arctic Wolf**"}, {"id": "mai-20260917-0922-baseline|c98-m1|google-small|Huntress", "prompt": "c98-m1", "model": "google-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Lean Teams & Tight Budgets: **Huntress**"}, {"id": "mai-20260917-0922-baseline|c98-m1|google-small|Rapid7", "prompt": "c98-m1", "model": "google-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "does not offer the heavy, multi-cloud SIEM ingestion that Arctic Wolf or Rapid7 provides"}, {"id": "mai-20260917-0922-baseline|c98-m1|google-small|Red Canary", "prompt": "c98-m1", "model": "google-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if You Already Have Premium EDR: **Red Canary**"}, {"id": "mai-20260917-0922-baseline|c98-m1|meta-small|Arctic Wolf", "prompt": "c98-m1", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best MDR service for a mid-market B2B company is Arctic Wolf"}, {"id": "mai-20260917-0922-baseline|c98-m1|meta-small|Rapid7", "prompt": "c98-m1", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top MDR services for mid-market B2B companies include Rapid7"}, {"id": "mai-20260917-0922-baseline|c98-m1|meta-small|deepwatch", "prompt": "c98-m1", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "deepwatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top MDR services ... include Rapid7, deepwatch"}, {"id": "mai-20260917-0922-baseline|c98-m1|meta-small|Ontinue", "prompt": "c98-m1", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "deepwatch, Ontinue, eSentire"}, {"id": "mai-20260917-0922-baseline|c98-m1|meta-small|eSentire", "prompt": "c98-m1", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "eSentire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ontinue, eSentire, Huntress"}, {"id": "mai-20260917-0922-baseline|c98-m1|meta-small|Huntress", "prompt": "c98-m1", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "eSentire, Huntress, and Field Effect"}, {"id": "mai-20260917-0922-baseline|c98-m1|meta-small|Field Effect", "prompt": "c98-m1", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Field Effect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Huntress, and Field Effect"}, {"id": "mai-20260917-0922-baseline|c98-m1|minimax-small|Arctic Wolf MDR", "prompt": "c98-m1", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Arctic Wolf** if you want a partnership model with dedicated teams"}, {"id": "mai-20260917-0922-baseline|c98-m1|minimax-small|eSentire", "prompt": "c98-m1", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "eSentire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**eSentire** if you want fully managed detection with strong incident response"}, {"id": "mai-20260917-0922-baseline|c98-m1|minimax-small|CrowdStrike Falcon Complete", "prompt": "c98-m1", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if detection quality is paramount and you don't mind the premium pricing"}, {"id": "mai-20260917-0922-baseline|c98-m1|minimax-small|Huntress", "prompt": "c98-m1", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best value proposition - Published pricing (~$7-10/endpoint/month)"}, {"id": "mai-20260917-0922-baseline|c98-m1|minimax-small|Sophos MDR", "prompt": "c98-m1", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unified protection suitable for midsize enterprises"}, {"id": "mai-20260917-0922-baseline|c98-m1|minimax-small|Secureworks", "prompt": "c98-m1", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Secureworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Now owns Secureworks (acquired 2025)"}, {"id": "mai-20260917-0922-baseline|c98-m1|mistral-small|eSentire", "prompt": "c98-m1", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "eSentire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended for mid-market organizations seeking a fully managed, analyst-led MDR service."}, {"id": "mai-20260917-0922-baseline|c98-m1|mistral-small|Arctic Wolf MDR", "prompt": "c98-m1", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Ideal for regulated mid-market companies that want high-touch support... Both providers are frequently cited as top choices"}, {"id": "mai-20260917-0922-baseline|c98-m1|moonshot-small|Arctic Wolf", "prompt": "c98-m1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Arctic Wolf** ⭐ (Most Popular for Mid-Market)"}, {"id": "mai-20260917-0922-baseline|c98-m1|moonshot-small|eSentire", "prompt": "c98-m1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "eSentire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Organizations needing mature MDR with strong incident response capabilities"}, {"id": "mai-20260917-0922-baseline|c98-m1|moonshot-small|Rapid7 MDR", "prompt": "c98-m1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Rapid7 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Teams already using Rapid7 tools (InsightIDR) or wanting unlimited coverage"}, {"id": "mai-20260917-0922-baseline|c98-m1|moonshot-small|Sophos MDR", "prompt": "c98-m1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Budget-conscious mid-market companies"}, {"id": "mai-20260917-0922-baseline|c98-m1|moonshot-small|Deepwatch", "prompt": "c98-m1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Deepwatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Solid mid-tier options with predictable pricing"}, {"id": "mai-20260917-0922-baseline|c98-m1|moonshot-small|Ontinue", "prompt": "c98-m1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Ontinue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Microsoft-heavy environment | **Ontinue** (formerly BlueVoyant)"}, {"id": "mai-20260917-0922-baseline|c98-m1|openai-small|eSentire", "prompt": "c98-m1", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "eSentire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to give a **single default recommendation** ... **Start with eSentire**"}, {"id": "mai-20260917-0922-baseline|c98-m1|openai-small|Arctic Wolf", "prompt": "c98-m1", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a more concierge-style service:** **Arctic Wolf**"}, {"id": "mai-20260917-0922-baseline|c98-m1|openai-small|CrowdStrike Falcon Complete Next-Gen MDR", "prompt": "c98-m1", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Complete Next-Gen MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "compare it against CrowdStrike Falcon Complete if you're already standardized on CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c98-m1|openai-small|Sophos MDR", "prompt": "c98-m1", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "and Sophos MDR if you want simpler bundled protection"}, {"id": "mai-20260917-0922-baseline|c98-m1|xai-small|Arctic Wolf", "prompt": "c98-m1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why Arctic Wolf Often Ranks Highest for Mid-Market B2B"}, {"id": "mai-20260917-0922-baseline|c98-m1|xai-small|Sophos MDR", "prompt": "c98-m1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Sophos/eSentire close for value and ease"}, {"id": "mai-20260917-0922-baseline|c98-m1|xai-small|eSentire", "prompt": "c98-m1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "eSentire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Request demos from Arctic Wolf, Sophos, and eSentire first"}, {"id": "mai-20260917-0922-baseline|c98-m1|xai-small|CrowdStrike Falcon Complete", "prompt": "c98-m1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best with CrowdStrike ecosystem; less ideal standalone"}, {"id": "mai-20260917-0922-baseline|c98-m1|xai-small|Rapid7 Managed Detection & Response", "prompt": "c98-m1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Rapid7 Managed Detection & Response", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "More SIEM-focused"}, {"id": "mai-20260917-0922-baseline|c98-m1|xai-small|Red Canary", "prompt": "c98-m1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Red Canary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tool-agnostic (Arctic Wolf/Red Canary) if multi-vendor"}, {"id": "mai-20260917-0922-baseline|c98-m1|xai-small|Huntress", "prompt": "c98-m1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Value? (Sophos/Huntress if smaller mid-market)"}, {"id": "mai-20260917-0922-baseline|c98-m1|zai-small|Arctic Wolf", "prompt": "c98-m1", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Arctic Wolf** and **eSentire** are often cited as top choices for mid‑market B2B firms"}, {"id": "mai-20260917-0922-baseline|c98-m1|zai-small|eSentire", "prompt": "c98-m1", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "eSentire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Arctic Wolf** and **eSentire** are often cited as top choices for mid‑market B2B firms"}, {"id": "mai-20260917-0922-baseline|c98-m1|zai-small|Sophos MDR", "prompt": "c98-m1", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sophos MDR** – fast detection, guided remediation, strong value."}, {"id": "mai-20260917-0922-baseline|c98-m1|zai-small|CrowdStrike Falcon Complete", "prompt": "c98-m1", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CrowdStrike Falcon Complete** – behavioral AI with strong containment."}, {"id": "mai-20260917-0922-baseline|c98-m1|zai-small|Red Canary", "prompt": "c98-m1", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Red Canary** – pure‑play MDR with open reporting."}, {"id": "mai-20260917-0922-baseline|c98-m1|zai-small|Expel", "prompt": "c98-m1", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "excellent if you prioritize transparency, clear SLAs, and a pure‑play MDR experience"}, {"id": "mai-20260917-0922-baseline|c98-m1|zai-small|SentinelOne Vigilance", "prompt": "c98-m1", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "SentinelOne Vigilance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid‑market already using SentinelOne (or interested in Singularity) who want full containment"}, {"id": "mai-20260917-0922-baseline|c98-m1|zai-small|Microsoft Defender Experts", "prompt": "c98-m1", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Microsoft Defender Experts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "most cost‑effective option for companies already deeply invested in Microsoft 365 and Azure"}, {"id": "mai-20260917-0922-baseline|c98-m2|alibaba-small|Arctic Wolf", "prompt": "c98-m2", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Arctic Wolf is widely considered the leading MDR provider specifically for mid-market businesses"}, {"id": "mai-20260917-0922-baseline|c98-m2|alibaba-small|CrowdStrike (Falcon Complete)", "prompt": "c98-m2", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike (Falcon Complete)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Speed & Performance: CrowdStrike (Falcon Complete)"}, {"id": "mai-20260917-0922-baseline|c98-m2|alibaba-small|Palo Alto Networks (Prisma Access / Unit 42)", "prompt": "c98-m2", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Palo Alto Networks (Prisma Access / Unit 42)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Network Visibility: Palo Alto Networks (Prisma Access / Unit 42)"}, {"id": "mai-20260917-0922-baseline|c98-m2|alibaba-small|Sophos Central MDR", "prompt": "c98-m2", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Sophos Central MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for \"Budget-Conscious\" Scale: Sophos Central MDR"}, {"id": "mai-20260917-0922-baseline|c98-m2|alibaba-small|Exabeam", "prompt": "c98-m2", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Exabeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You may want the depth of **Palo Alto** or **Exabeam** (which leans heavy into SIEM/SOAR)"}, {"id": "mai-20260917-0922-baseline|c98-m2|alibaba-small|Trend Micro", "prompt": "c98-m2", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Trend Micro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Stick to **Arctic Wolf** or **Trend Micro**; they provide the most \"white-glove\" support."}, {"id": "mai-20260917-0922-baseline|c98-m2|anthropic-small|Arctic Wolf", "prompt": "c98-m2", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Arctic Wolf earned a 2026 Gartner Peer Insights Customers' Choice designation for MDR"}, {"id": "mai-20260917-0922-baseline|c98-m2|anthropic-small|Sophos MDR", "prompt": "c98-m2", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sophos combines endpoint protection technology with expert-led managed detection and response services providing 24/7 threat monitoring"}, {"id": "mai-20260917-0922-baseline|c98-m2|anthropic-small|Huntress", "prompt": "c98-m2", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Huntress publishes pricing, which makes it a useful benchmark"}, {"id": "mai-20260917-0922-baseline|c98-m2|anthropic-small|Rapid7", "prompt": "c98-m2", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rapid7 and Sophos round out the mid-market tier"}, {"id": "mai-20260917-0922-baseline|c98-m2|anthropic-small|Cynet 360", "prompt": "c98-m2", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Cynet 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cynet 360 is worth evaluating for teams trying to consolidate their security stack with MDR coverage included"}, {"id": "mai-20260917-0922-baseline|c98-m2|challenger-small|eSentire", "prompt": "c98-m2", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "eSentire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **eSentire** if you want a strong fully managed MDR service"}, {"id": "mai-20260917-0922-baseline|c98-m2|challenger-small|CrowdStrike Falcon Complete", "prompt": "c98-m2", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want the strongest *containment/remediation authority*"}, {"id": "mai-20260917-0922-baseline|c98-m2|challenger-small|SentinelOne Wayfinder MDR", "prompt": "c98-m2", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Wayfinder MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best overall for midsize and large organizations"}, {"id": "mai-20260917-0922-baseline|c98-m2|challenger-small|Expel", "prompt": "c98-m2", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want transparency and to keep your existing tools"}, {"id": "mai-20260917-0922-baseline|c98-m2|challenger-small|Huntress", "prompt": "c98-m2", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong fit for mid-to-large enterprises, but especially compelling for organizations that value simplicity"}, {"id": "mai-20260917-0922-baseline|c98-m2|deepseek-small|Arctic Wolf", "prompt": "c98-m2", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Arctic Wolf** stands out as the most defensible default choice."}, {"id": "mai-20260917-0922-baseline|c98-m2|deepseek-small|CrowdStrike Falcon Complete", "prompt": "c98-m2", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highest response authority — analysts actively isolate hosts and contain threats. Premium pricing."}, {"id": "mai-20260917-0922-baseline|c98-m2|deepseek-small|Sophos MDR", "prompt": "c98-m2", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sophos MDR** is the strongest budget-conscious pick."}, {"id": "mai-20260917-0922-baseline|c98-m2|deepseek-small|eSentire", "prompt": "c98-m2", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "eSentire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Pure-play MDR with contractual response guarantees."}, {"id": "mai-20260917-0922-baseline|c98-m2|deepseek-small|Expel", "prompt": "c98-m2", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're **cloud-native (B2B SaaS)**, I'd steer you to **Expel**."}, {"id": "mai-20260917-0922-baseline|c98-m2|deepseek-small|Red Canary", "prompt": "c98-m2", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Red Canary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top detection quality, bring-your-own-tool flexibility."}, {"id": "mai-20260917-0922-baseline|c98-m2|google-small|Arctic Wolf MDR", "prompt": "c98-m2", "model": "google-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Arctic Wolf acts as an outsourced 24/7 security department."}, {"id": "mai-20260917-0922-baseline|c98-m2|google-small|Expel MDR", "prompt": "c98-m2", "model": "google-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Expel MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Teams wanting full transparency and strong multi-cloud/SaaS integration."}, {"id": "mai-20260917-0922-baseline|c98-m2|google-small|Red Canary MDR", "prompt": "c98-m2", "model": "google-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Red Canary MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Red Canary is a premier MDR provider that specializes in layering advanced threat hunting"}, {"id": "mai-20260917-0922-baseline|c98-m2|google-small|Sophos MDR", "prompt": "c98-m2", "model": "google-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sophos offers incredible \"bang for your buck\" and features highly flexible response modes."}, {"id": "mai-20260917-0922-baseline|c98-m2|google-small|CrowdStrike Falcon Complete", "prompt": "c98-m2", "model": "google-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Note: It is typically priced at a premium compared to other mid-market options."}, {"id": "mai-20260917-0922-baseline|c98-m2|meta-small|SentinelOne", "prompt": "c98-m2", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SentinelOne - Best for midsize and large organizations seeking an MDR service that combines analyst oversight with fast, automated containment."}, {"id": "mai-20260917-0922-baseline|c98-m2|meta-small|Huntress", "prompt": "c98-m2", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A good option for mid-market teams that want SIEM depth and unlimited incident response."}, {"id": "mai-20260917-0922-baseline|c98-m2|meta-small|Field Effect", "prompt": "c98-m2", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Field Effect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another good option for mid-market teams that want SIEM depth and unlimited incident response."}, {"id": "mai-20260917-0922-baseline|c98-m2|meta-small|Esentire", "prompt": "c98-m2", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Esentire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A good option for mid-market teams that want a comprehensive MDR service."}, {"id": "mai-20260917-0922-baseline|c98-m2|minimax-small|Arctic Wolf MDR", "prompt": "c98-m2", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Arctic Wolf MDR** and **Sophos MDR** are strong options"}, {"id": "mai-20260917-0922-baseline|c98-m2|minimax-small|Sophos MDR", "prompt": "c98-m2", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Arctic Wolf MDR** and **Sophos MDR** are strong options"}, {"id": "mai-20260917-0922-baseline|c98-m2|minimax-small|Huntress", "prompt": "c98-m2", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Huntress** is also notable for its managed endpoint detection and response"}, {"id": "mai-20260917-0922-baseline|c98-m2|mistral-small|Sophos MDR", "prompt": "c98-m2", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sophos MDR and Esentire are frequently highlighted as top choices"}, {"id": "mai-20260917-0922-baseline|c98-m2|mistral-small|Esentire", "prompt": "c98-m2", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Esentire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Sophos MDR and Esentire are frequently highlighted as top choices"}, {"id": "mai-20260917-0922-baseline|c98-m2|mistral-small|Huntress", "prompt": "c98-m2", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Huntress is also a solid option if cost-effectiveness and MSP partnership are priorities."}, {"id": "mai-20260917-0922-baseline|c98-m2|mistral-small|Kaseya (via their MDR service)", "prompt": "c98-m2", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Kaseya (via their MDR service)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Recommended for mid-market organizations wanting a dedicated security team"}, {"id": "mai-20260917-0922-baseline|c98-m2|moonshot-small|Arctic Wolf", "prompt": "c98-m2", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Arctic Wolf — Best Overall for Mid-Market"}, {"id": "mai-20260917-0922-baseline|c98-m2|moonshot-small|Sophos MDR", "prompt": "c98-m2", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd lean toward **Arctic Wolf** or **Sophos MDR** — both are specifically designed for your segment"}, {"id": "mai-20260917-0922-baseline|c98-m2|moonshot-small|CrowdStrike Falcon Complete", "prompt": "c98-m2", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Response Authority"}, {"id": "mai-20260917-0922-baseline|c98-m2|moonshot-small|Expel", "prompt": "c98-m2", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Transparency & BYO-Tools"}, {"id": "mai-20260917-0922-baseline|c98-m2|moonshot-small|Rapid7 MDR", "prompt": "c98-m2", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Rapid7 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Exposure-Aware Security"}, {"id": "mai-20260917-0922-baseline|c98-m2|moonshot-small|Huntress", "prompt": "c98-m2", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sophos MDR or Huntress (for smaller mid-market)"}, {"id": "mai-20260917-0922-baseline|c98-m2|openai-small|Expel", "prompt": "c98-m2", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Expel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Expel**"}, {"id": "mai-20260917-0922-baseline|c98-m2|openai-small|Microsoft Defender XDR + a managed service partner", "prompt": "c98-m2", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender XDR + a managed service partner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is already heavily invested in Microsoft, then **Microsoft Defender XDR + a managed service partner** is often the most cost-effective route."}, {"id": "mai-20260917-0922-baseline|c98-m2|openai-small|CrowdStrike Falcon Complete Next-Gen MDR", "prompt": "c98-m2", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete Next-Gen MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CrowdStrike Falcon Complete Next-Gen MDR** is a strong contender"}, {"id": "mai-20260917-0922-baseline|c98-m2|openai-small|SentinelOne", "prompt": "c98-m2", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "whether you already use Microsoft, CrowdStrike, or SentinelOne"}, {"id": "mai-20260917-0922-baseline|c98-m2|xai-small|Arctic Wolf", "prompt": "c98-m2", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Arctic Wolf as a top MDR provider."}, {"id": "mai-20260917-0922-baseline|c98-m2|xai-small|Sophos MDR", "prompt": "c98-m2", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Value-focused mid-market, esp. if using Sophos tools ... Slightly edges Arctic Wolf in some head-to-heads for ease."}, {"id": "mai-20260917-0922-baseline|c98-m2|xai-small|Huntress", "prompt": "c98-m2", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "great for SMBs but narrower scope than Arctic Wolf"}, {"id": "mai-20260917-0922-baseline|c98-m2|xai-small|CrowdStrike Falcon Complete", "prompt": "c98-m2", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better for larger mid-market but pricier"}, {"id": "mai-20260917-0922-baseline|c98-m2|zai-small|Arctic Wolf MDR", "prompt": "c98-m2", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Arctic Wolf MDR** is the most balanced choice"}, {"id": "mai-20260917-0922-baseline|c98-m2|zai-small|Sophos MDR", "prompt": "c98-m2", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already run the Sophos endpoint stack, **Sophos MDR** is an excellent alternative."}, {"id": "mai-20260917-0922-baseline|c98-m2|zai-small|Huntress", "prompt": "c98-m2", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value for tight budgets:** **Huntress**"}, {"id": "mai-20260917-0922-baseline|c98-m2|zai-small|Red Canary", "prompt": "c98-m2", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for BYO-tools or maximum transparency:** **Red Canary** or **Expel**"}, {"id": "mai-20260917-0922-baseline|c98-m2|zai-small|Expel", "prompt": "c98-m2", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You need maximum transparency and a premium, analyst-led service."}, {"id": "mai-20260917-0922-baseline|c98-m2|zai-small|CrowdStrike Falcon Complete", "prompt": "c98-m2", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for premium full-cycle response:** **CrowdStrike Falcon Complete**"}, {"id": "mai-20260917-0922-baseline|c98-m2|zai-small|Ontinue", "prompt": "c98-m2", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Microsoft-centric shops:** **Ontinue**"}, {"id": "mai-20260917-0922-baseline|c98-m2|zai-small|SentinelOne Vigilance", "prompt": "c98-m2", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Vigilance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SentinelOne Vigilance if you're already a SentinelOne customer"}, {"id": "mai-20260917-0922-baseline|c98-m3|alibaba-small|CrowdStrike Falcon Complete", "prompt": "c98-m3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ranked #1 for its ability to unilaterally kill threats without human intervention"}, {"id": "mai-20260917-0922-baseline|c98-m3|alibaba-small|Expel", "prompt": "c98-m3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highest marks for auditability; offers \"auto-remediation\""}, {"id": "mai-20260917-0922-baseline|c98-m3|alibaba-small|Red Canary", "prompt": "c98-m3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Industry leader in \"detective logic\"; excels at identifying subtle attacks that other tools miss."}, {"id": "mai-20260917-0922-baseline|c98-m3|alibaba-small|Arctic Wolf", "prompt": "c98-m3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "combines 24/7 monitoring with a dedicated concierge point of contact"}, {"id": "mai-20260917-0922-baseline|c98-m3|alibaba-small|Sophos MDR", "prompt": "c98-m3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong unilateral response capabilities; integrates tightly with Sophos firewall"}, {"id": "mai-20260917-0922-baseline|c98-m3|alibaba-small|Huntress", "prompt": "c98-m3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Designed specifically for businesses under 150 users; offers low-cost protection"}, {"id": "mai-20260917-0922-baseline|c98-m3|alibaba-small|SentinelOne", "prompt": "c98-m3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Providers like CrowdStrike, SentinelOne, and Bitdefender require you to install their endpoint agents."}, {"id": "mai-20260917-0922-baseline|c98-m3|alibaba-small|Bitdefender", "prompt": "c98-m3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Providers like CrowdStrike, SentinelOne, and Bitdefender require you to install their endpoint agents."}, {"id": "mai-20260917-0922-baseline|c98-m3|alibaba-small|Critical Start", "prompt": "c98-m3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Critical Start", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Providers like Red Canary, Critical Start, and Expel focus on ingesting telemetry"}, {"id": "mai-20260917-0922-baseline|c98-m3|anthropic-small|Huntress Managed EDR", "prompt": "c98-m3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Huntress delivers the best value for small businesses and the MSPs who serve them. Huntress Managed EDR received the highest rating of 9.3 among leaders"}, {"id": "mai-20260917-0922-baseline|c98-m3|anthropic-small|SentinelOne Wayfinder Threat Detection and Response", "prompt": "c98-m3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne Wayfinder Threat Detection and Response", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top MDR solutions include Huntress Managed EDR, SentinelOne Wayfinder Threat Detection and Response"}, {"id": "mai-20260917-0922-baseline|c98-m3|anthropic-small|CrowdStrike Falcon Complete MDR", "prompt": "c98-m3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete MDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it requires the CrowdStrike platform and is the most expensive option"}, {"id": "mai-20260917-0922-baseline|c98-m3|anthropic-small|Arctic Wolf Managed Detection and Response", "prompt": "c98-m3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf Managed Detection and Response", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Arctic Wolf Managed Detection and Response, and Field Effect MDR"}, {"id": "mai-20260917-0922-baseline|c98-m3|anthropic-small|Field Effect MDR", "prompt": "c98-m3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Field Effect MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Arctic Wolf Managed Detection and Response, and Field Effect MDR"}, {"id": "mai-20260917-0922-baseline|c98-m3|anthropic-small|Expel", "prompt": "c98-m3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Expel leads on transparency"}, {"id": "mai-20260917-0922-baseline|c98-m3|anthropic-small|Sophos MDR", "prompt": "c98-m3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "one of the largest independent MDR services by customer count, with 24/7 coverage delivered through a global analyst network"}, {"id": "mai-20260917-0922-baseline|c98-m3|anthropic-small|Cynet", "prompt": "c98-m3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cynet stands out by combining a unified security platform with built-in 24/7 MDR at no additional cost"}, {"id": "mai-20260917-0922-baseline|c98-m3|anthropic-small|Kaseya MDR", "prompt": "c98-m3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Kaseya MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Kaseya MDR was rebuilt as an AI-powered platform with coverage spanning endpoints"}, {"id": "mai-20260917-0922-baseline|c98-m3|challenger-small|CrowdStrike Falcon Complete", "prompt": "c98-m3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "strongest fit for enterprises that want **full-cycle, automated response** on the Falcon platform"}, {"id": "mai-20260917-0922-baseline|c98-m3|challenger-small|Expel", "prompt": "c98-m3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "stands out for **transparency** and strong **tool-agnostic** support"}, {"id": "mai-20260917-0922-baseline|c98-m3|challenger-small|Red Canary", "prompt": "c98-m3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best known for **detection-engineering depth** and a **bring-your-own-tools** approach"}, {"id": "mai-20260917-0922-baseline|c98-m3|challenger-small|Arctic Wolf", "prompt": "c98-m3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "often positioned as **high-touch, guided MDR** for mid-market and regulated organizations"}, {"id": "mai-20260917-0922-baseline|c98-m3|challenger-small|Sophos MDR", "prompt": "c98-m3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strong for organizations already in the **Sophos ecosystem**"}, {"id": "mai-20260917-0922-baseline|c98-m3|challenger-small|SentinelOne", "prompt": "c98-m3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "best for customers already using **SentinelOne's platform**"}, {"id": "mai-20260917-0922-baseline|c98-m3|challenger-small|Rapid7", "prompt": "c98-m3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "commonly chosen for **exposure-aware MDR**"}, {"id": "mai-20260917-0922-baseline|c98-m3|challenger-small|Huntress", "prompt": "c98-m3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "popular with **SMBs and MSPs**, emphasizing human-led detection and remediation at a lower-cost entry point"}, {"id": "mai-20260917-0922-baseline|c98-m3|challenger-small|deepwatch", "prompt": "c98-m3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "deepwatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "CrowdStrike Falcon Complete, Sophos MDR, Arctic Wolf, deepwatch, Vigilance/Wayfinder-style services"}, {"id": "mai-20260917-0922-baseline|c98-m3|deepseek-small|CrowdStrike Falcon Complete", "prompt": "c98-m3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CrowdStrike Falcon Complete** | Strongest detection & response authority; $1M warranty | Mid-market to enterprise"}, {"id": "mai-20260917-0922-baseline|c98-m3|deepseek-small|Expel", "prompt": "c98-m3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Value full transparency | **Expel**"}, {"id": "mai-20260917-0922-baseline|c98-m3|deepseek-small|Red Canary", "prompt": "c98-m3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want to keep your existing tools | **Red Canary** or **Expel** (BYOT, collaborative)"}, {"id": "mai-20260917-0922-baseline|c98-m3|deepseek-small|Huntress", "prompt": "c98-m3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small business / MSP | **Huntress** or **Sophos** (published price, good value)"}, {"id": "mai-20260917-0922-baseline|c98-m3|deepseek-small|Sophos MDR", "prompt": "c98-m3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highest customer ratings (4.9/5 on Gartner Peer Insights) | SMB to mid-market"}, {"id": "mai-20260917-0922-baseline|c98-m3|deepseek-small|Arctic Wolf", "prompt": "c98-m3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Broad co-managed SOC support | Mid-market"}, {"id": "mai-20260917-0922-baseline|c98-m3|deepseek-small|SentinelOne Vigilance", "prompt": "c98-m3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne Vigilance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Already run CrowdStrike / SentinelOne | **Falcon Complete** / **Vigilance**"}, {"id": "mai-20260917-0922-baseline|c98-m3|deepseek-small|Rapid7", "prompt": "c98-m3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Exposure/vulnerability-aware MDR | Enterprises with complex hybrids"}, {"id": "mai-20260917-0922-baseline|c98-m3|deepseek-small|eSentire", "prompt": "c98-m3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "eSentire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Need full containment, hands-off | **CrowdStrike, eSentire, SentinelOne**"}, {"id": "mai-20260917-0922-baseline|c98-m3|deepseek-small|Ontinue", "prompt": "c98-m3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Microsoft-centric environment | **Ontinue**"}, {"id": "mai-20260917-0922-baseline|c98-m3|deepseek-small|Cynet", "prompt": "c98-m3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Published pricing**: Huntress, Cynet, and Sophos (via calculator) publish costs."}, {"id": "mai-20260917-0922-baseline|c98-m3|google-small|CrowdStrike Falcon Complete", "prompt": "c98-m3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Enterprises seeking elite, single-platform security with hands-on remediation."}, {"id": "mai-20260917-0922-baseline|c98-m3|google-small|Arctic Wolf", "prompt": "c98-m3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Mid-market organizations that do not have a dedicated internal SOC."}, {"id": "mai-20260917-0922-baseline|c98-m3|google-small|Expel", "prompt": "c98-m3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Cloud-heavy, modern organizations demanding absolute transparency."}, {"id": "mai-20260917-0922-baseline|c98-m3|google-small|Red Canary", "prompt": "c98-m3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Organizations seeking world-class detection engineering and custom detection-as-code."}, {"id": "mai-20260917-0922-baseline|c98-m3|google-small|eSentire", "prompt": "c98-m3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "eSentire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Resource-constrained mid-market organizations needing extremely fast containment SLAs."}, {"id": "mai-20260917-0922-baseline|c98-m3|google-small|Sophos MDR", "prompt": "c98-m3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: SMBs and mid-market companies seeking ultra-fast automated response."}, {"id": "mai-20260917-0922-baseline|c98-m3|google-small|Rapid7", "prompt": "c98-m3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "look into providers emphasizing CTEM (such as eSentire or Rapid7)"}, {"id": "mai-20260917-0922-baseline|c98-m3|meta-small|CrowdStrike Falcon Complete", "prompt": "c98-m3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CrowdStrike Falcon Complete scores highest on detection and response authority"}, {"id": "mai-20260917-0922-baseline|c98-m3|meta-small|Expel", "prompt": "c98-m3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Expel leads on transparency"}, {"id": "mai-20260917-0922-baseline|c98-m3|meta-small|Red Canary", "prompt": "c98-m3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top MDR services include CrowdStrike Falcon Complete, Expel, Red Canary, Arctic Wolf, and Sophos MDR."}, {"id": "mai-20260917-0922-baseline|c98-m3|meta-small|Arctic Wolf", "prompt": "c98-m3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top MDR services include CrowdStrike Falcon Complete, Expel, Red Canary, Arctic Wolf, and Sophos MDR."}, {"id": "mai-20260917-0922-baseline|c98-m3|meta-small|Sophos MDR", "prompt": "c98-m3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top MDR services include CrowdStrike Falcon Complete, Expel, Red Canary, Arctic Wolf, and Sophos MDR."}, {"id": "mai-20260917-0922-baseline|c98-m3|meta-small|Huntress", "prompt": "c98-m3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Huntress delivers the best value for small businesses and MSPs."}, {"id": "mai-20260917-0922-baseline|c98-m3|minimax-small|CrowdStrike Falcon Complete", "prompt": "c98-m3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ranked #1 for *detection & response authority* (G2, Gartner Peer Insights). 2024 Gartner \"Customers' Choice\" for MDR."}, {"id": "mai-20260917-0922-baseline|c98-m3|minimax-small|Sophos MDR", "prompt": "c98-m3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highest-rated MDR in the 2024 Gartner Voice of the Customer (4.9/5.0, 344 reviews)"}, {"id": "mai-20260917-0922-baseline|c98-m3|minimax-small|Arctic Wolf", "prompt": "c98-m3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consistently a \"Leader\" in G2 grids and a top-rated mid-market MDR"}, {"id": "mai-20260917-0922-baseline|c98-m3|minimax-small|Rapid7", "prompt": "c98-m3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong performer in mid-market & enterprise MDR; noted for tight integration with its vulnerability-management suite."}, {"id": "mai-20260917-0922-baseline|c98-m3|minimax-small|Huntress", "prompt": "c98-m3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best-in-class value for SMBs/MSPs; the only MDR vendor with fully published pricing."}, {"id": "mai-20260917-0922-baseline|c98-m3|minimax-small|Red Canary", "prompt": "c98-m3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Frequently cited for *best detection-engineering* and \"bring-your-own-tool\" flexibility."}, {"id": "mai-20260917-0922-baseline|c98-m3|minimax-small|Expel", "prompt": "c98-m3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Leads on *transparency* (clear reporting, easy-to-read dashboards)"}, {"id": "mai-20260917-0922-baseline|c98-m3|minimax-small|SentinelOne Vigilance", "prompt": "c98-m3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne Vigilance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**CrowdStrike Falcon Complete** or **SentinelOne Vigilance**"}, {"id": "mai-20260917-0922-baseline|c98-m3|minimax-small|Palo Alto Networks (Cortex MDR)", "prompt": "c98-m3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks (Cortex MDR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong network-centric heritage; combines next-gen firewall & cloud-security telemetry."}, {"id": "mai-20260917-0922-baseline|c98-m3|minimax-small|Cynet", "prompt": "c98-m3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Unique \"unified platform\" - AI-driven detection across endpoint, identity, email, network, SaaS & cloud."}, {"id": "mai-20260917-0922-baseline|c98-m3|minimax-small|Deepwatch", "prompt": "c98-m3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Deepwatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "also appear in Gartner/G2 reports and are worth a look if you have a specific architectural preference"}, {"id": "mai-20260917-0922-baseline|c98-m3|minimax-small|Ontinue", "prompt": "c98-m3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Ontinue** (Microsoft-native) or **CrowdStrike** (strong Microsoft integration)"}, {"id": "mai-20260917-0922-baseline|c98-m3|minimax-small|eSentire", "prompt": "c98-m3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "eSentire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "also appear in Gartner/G2 reports and are worth a look"}, {"id": "mai-20260917-0922-baseline|c98-m3|minimax-small|Critical Start", "prompt": "c98-m3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Critical Start", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "also appear in Gartner/G2 reports and are worth a look"}, {"id": "mai-20260917-0922-baseline|c98-m3|minimax-small|ReliaQuest", "prompt": "c98-m3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "ReliaQuest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "also appear in Gartner/G2 reports and are worth a look"}, {"id": "mai-20260917-0922-baseline|c98-m3|mistral-small|CrowdStrike Falcon Complete", "prompt": "c98-m3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for detection and response authority, often scoring highest in these areas... making it a top choice for organizations needing strong security postures."}, {"id": "mai-20260917-0922-baseline|c98-m3|mistral-small|Expel", "prompt": "c98-m3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stands out for transparency and customer trust."}, {"id": "mai-20260917-0922-baseline|c98-m3|mistral-small|Huntress", "prompt": "c98-m3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Delivers the best value for small businesses and MSPs"}, {"id": "mai-20260917-0922-baseline|c98-m3|mistral-small|Sophos MDR", "prompt": "c98-m3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly rated by customers and recognized as a Gartner Peer Insights Customers’ Choice."}, {"id": "mai-20260917-0922-baseline|c98-m3|mistral-small|Red Canary", "prompt": "c98-m3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for organizations that want to bring their own tools but still need expert detection and response."}, {"id": "mai-20260917-0922-baseline|c98-m3|mistral-small|Arctic Wolf", "prompt": "c98-m3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong in coverage breadth and customer satisfaction"}, {"id": "mai-20260917-0922-baseline|c98-m3|mistral-small|eSentire", "prompt": "c98-m3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "eSentire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Recognized for its comprehensive threat detection and response, suitable for a wide range of business sizes."}, {"id": "mai-20260917-0922-baseline|c98-m3|mistral-small|SentinelOne Vigilance", "prompt": "c98-m3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne Vigilance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Offers strong detection and response, often integrated with SentinelOne’s own security tools."}, {"id": "mai-20260917-0922-baseline|c98-m3|mistral-small|Rapid7", "prompt": "c98-m3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Known for its broad coverage and integration with Rapid7’s vulnerability management solutions."}, {"id": "mai-20260917-0922-baseline|c98-m3|mistral-small|Ontinue", "prompt": "c98-m3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for Microsoft-native environments, providing seamless integration"}, {"id": "mai-20260917-0922-baseline|c98-m3|moonshot-small|CrowdStrike Falcon Complete", "prompt": "c98-m3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **CrowdStrike Falcon Complete** - **Best for:** Large enterprises needing fastest containment"}, {"id": "mai-20260917-0922-baseline|c98-m3|moonshot-small|Expel", "prompt": "c98-m3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Teams wanting transparency and flexibility"}, {"id": "mai-20260917-0922-baseline|c98-m3|moonshot-small|Red Canary", "prompt": "c98-m3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Key strength:** Detection engineering excellence"}, {"id": "mai-20260917-0922-baseline|c98-m3|moonshot-small|Arctic Wolf", "prompt": "c98-m3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Mid-market seeking high-touch, concierge-style service"}, {"id": "mai-20260917-0922-baseline|c98-m3|moonshot-small|Huntress", "prompt": "c98-m3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Small businesses and MSPs (best value overall)"}, {"id": "mai-20260917-0922-baseline|c98-m3|moonshot-small|Sophos MDR", "prompt": "c98-m3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Midsize teams needing unified protection"}, {"id": "mai-20260917-0922-baseline|c98-m3|moonshot-small|eSentire", "prompt": "c98-m3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "eSentire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Regulated mid-enterprise"}, {"id": "mai-20260917-0922-baseline|c98-m3|moonshot-small|SentinelOne", "prompt": "c98-m3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Proprietary (CrowdStrike, SentinelOne, Sophos) vs. Tool-agnostic"}, {"id": "mai-20260917-0922-baseline|c98-m3|moonshot-small|Ontinue", "prompt": "c98-m3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "consider Microsoft-native options like Ontinue for deepest integration"}, {"id": "mai-20260917-0922-baseline|c98-m3|openai-small|Rapid7", "prompt": "c98-m3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Rapid7** if you want MDR plus exposure/risk context."}, {"id": "mai-20260917-0922-baseline|c98-m3|openai-small|SentinelOne", "prompt": "c98-m3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "often positioned as **AI-driven endpoint/XDR-centric MDR**, good if your environment is centered on SentinelOne's platform"}, {"id": "mai-20260917-0922-baseline|c98-m3|openai-small|Arctic Wolf", "prompt": "c98-m3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Arctic Wolf** if you want a more outsourced SOC experience."}, {"id": "mai-20260917-0922-baseline|c98-m3|openai-small|CrowdStrike", "prompt": "c98-m3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **CrowdStrike** or **Palo Alto Networks** if you want a platform-native, enterprise-grade MDR"}, {"id": "mai-20260917-0922-baseline|c98-m3|openai-small|Sophos", "prompt": "c98-m3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Sophos** if you want a more turnkey option and already use Sophos."}, {"id": "mai-20260917-0922-baseline|c98-m3|openai-small|Palo Alto Networks (Cortex MDR / Unit 42)", "prompt": "c98-m3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks (Cortex MDR / Unit 42)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for companies already invested in **Cortex/XDR** and wanting tight platform-native integration"}, {"id": "mai-20260917-0922-baseline|c98-m3|openai-small|Microsoft Defender Experts MDR", "prompt": "c98-m3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender Experts MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Microsoft** if you're mostly in Microsoft security tools."}, {"id": "mai-20260917-0922-baseline|c98-m3|xai-small|CrowdStrike Falcon Complete", "prompt": "c98-m3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CrowdStrike Falcon Complete** (often ranked #1)"}, {"id": "mai-20260917-0922-baseline|c98-m3|xai-small|Expel", "prompt": "c98-m3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best transparency; detailed reporting; works with your existing stack."}, {"id": "mai-20260917-0922-baseline|c98-m3|xai-small|Red Canary", "prompt": "c98-m3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong detection rules; flexible for BYO tools."}, {"id": "mai-20260917-0922-baseline|c98-m3|xai-small|Huntress", "prompt": "c98-m3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best value; SMB-focused; SMBs pick Huntress for affordability"}, {"id": "mai-20260917-0922-baseline|c98-m3|xai-small|Arctic Wolf", "prompt": "c98-m3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High-touch support; strong Gartner ratings (4.9/5)."}, {"id": "mai-20260917-0922-baseline|c98-m3|xai-small|Sophos MDR", "prompt": "c98-m3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top Gartner Peer Insights (4.9/5, 344+ reviews); integrates 3rd-party tools."}, {"id": "mai-20260917-0922-baseline|c98-m3|xai-small|SentinelOne Vigilance", "prompt": "c98-m3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne Vigilance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AI-heavy; good for EDR upgrades."}, {"id": "mai-20260917-0922-baseline|c98-m3|xai-small|eSentire", "prompt": "c98-m3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "eSentire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. **eSentire**"}, {"id": "mai-20260917-0922-baseline|c98-m3|xai-small|Rapid7 Managed Detection and Response", "prompt": "c98-m3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Rapid7 Managed Detection and Response", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. **Rapid7 Managed Detection and Response**"}, {"id": "mai-20260917-0922-baseline|c98-m3|xai-small|Critical Start", "prompt": "c98-m3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Critical Start", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others frequently mentioned: Critical Start"}, {"id": "mai-20260917-0922-baseline|c98-m3|xai-small|Ontinue", "prompt": "c98-m3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Ontinue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Others frequently mentioned: Critical Start, Ontinue"}, {"id": "mai-20260917-0922-baseline|c98-m3|xai-small|Palo Alto Networks Cortex MDR", "prompt": "c98-m3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Palo Alto Networks Cortex MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Others frequently mentioned: ... Palo Alto Networks Cortex MDR"}, {"id": "mai-20260917-0922-baseline|c98-m3|xai-small|Bitdefender", "prompt": "c98-m3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Others frequently mentioned: ... Bitdefender."}, {"id": "mai-20260917-0922-baseline|c98-m3|zai-small|Huntress", "prompt": "c98-m3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best value for small‑business and MSP budgets; 24/7 human‑led SOC with AI assistance"}, {"id": "mai-20260917-0922-baseline|c98-m3|zai-small|CrowdStrike Falcon Complete", "prompt": "c98-m3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Only a few providers (notably **CrowdStrike Falcon Complete** and some Arctic Wolf tiers) have the authority to act autonomously"}, {"id": "mai-20260917-0922-baseline|c98-m3|zai-small|Expel", "prompt": "c98-m3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best transparency – full visibility into detections, analyst notes, and containment actions."}, {"id": "mai-20260917-0922-baseline|c98-m3|zai-small|Red Canary", "prompt": "c98-m3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best detection engineering and research‑driven threat intel."}, {"id": "mai-20260917-0922-baseline|c98-m3|zai-small|Arctic Wolf", "prompt": "c98-m3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Broad log coverage and AI‑powered phishing engine; “Concierge Security” model"}, {"id": "mai-20260917-0922-baseline|c98-m3|zai-small|SentinelOne Wayfinder", "prompt": "c98-m3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne Wayfinder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "combines S1’s endpoint protection with managed detection; works well in hybrid/multi‑vendor environments"}, {"id": "mai-20260917-0922-baseline|c98-m3|zai-small|UnderDefense", "prompt": "c98-m3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "UnderDefense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mid‑to‑large enterprises with hybrid/multi‑vendor setups; agentic‑AI SOC layered on existing tools."}, {"id": "mai-20260917-0922-baseline|c98-m3|zai-small|Critical Start", "prompt": "c98-m3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Critical Start", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Maximum flexibility if you want to keep your existing tools; BYO‑tool approach"}, {"id": "mai-20260917-0922-baseline|c98-m3|zai-small|Ontinue", "prompt": "c98-m3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for Microsoft‑native environments (Azure, Office 365)"}, {"id": "mai-20260917-0922-baseline|c98-m3|zai-small|Rapid7", "prompt": "c98-m3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Rapid7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strong cloud and identity coverage; suitable for organizations already using Rapid7."}, {"id": "mai-20260917-0922-baseline|c98-m3|zai-small|Bitdefender", "prompt": "c98-m3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Bitdefender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Proprietary‑only** – **CrowdStrike, SentinelOne, Bitdefender** require licensing their own EDR."}, {"id": "mai-20260917-0922-baseline|c98-m4|alibaba-small|Huntress Managed EDR", "prompt": "c98-m4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Huntress Managed EDR** is widely considered the best MDR (Managed Detection and Response) service."}, {"id": "mai-20260917-0922-baseline|c98-m4|alibaba-small|CrowdStrike", "prompt": "c98-m4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unlike Enterprise MDR providers (like CrowdStrike or Microsoft Sentinel) which are scaled down from massive contracts"}, {"id": "mai-20260917-0922-baseline|c98-m4|alibaba-small|Microsoft Sentinel", "prompt": "c98-m4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unlike Enterprise MDR providers (like CrowdStrike or Microsoft Sentinel) which are scaled down from massive contracts"}, {"id": "mai-20260917-0922-baseline|c98-m4|alibaba-small|Sophos MDR", "prompt": "c98-m4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sophos MDR (via MSP)** ... buying a standalone subscription can sometimes be more expensive than Huntress"}, {"id": "mai-20260917-0922-baseline|c98-m4|alibaba-small|BitSight / CyberScore", "prompt": "c98-m4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "BitSight / CyberScore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "While not strictly \"detection,\" ... some companies purchase basic rating services to prove security posture"}, {"id": "mai-20260917-0922-baseline|c98-m4|alibaba-small|Arctic Wolf", "prompt": "c98-m4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "premium providers like **Arctic Wolf** or **CyberGhost** ... Premium vendors (starting at ~$40k+/year)"}, {"id": "mai-20260917-0922-baseline|c98-m4|alibaba-small|CyberGhost", "prompt": "c98-m4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CyberGhost", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "premium providers like **Arctic Wolf** or **CyberGhost**"}, {"id": "mai-20260917-0922-baseline|c98-m4|anthropic-small|Huntress", "prompt": "c98-m4", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If budget is the binding constraint, Huntress is usually the most accessible serious MDR on the market."}, {"id": "mai-20260917-0922-baseline|c98-m4|anthropic-small|Sophos MDR", "prompt": "c98-m4", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sophos MDR Essentials is the next most affordable option at roughly $7-10 per endpoint per month."}, {"id": "mai-20260917-0922-baseline|c98-m4|anthropic-small|Eye Security", "prompt": "c98-m4", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Eye Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Eye Security delivers an accessible, all-in-one cybersecurity service for small and mid-sized companies"}, {"id": "mai-20260917-0922-baseline|c98-m4|challenger-small|Huntress Managed EDR", "prompt": "c98-m4", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall choice is usually **Huntress Managed EDR**"}, {"id": "mai-20260917-0922-baseline|c98-m4|challenger-small|Sophos MDR Essentials", "prompt": "c98-m4", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos MDR Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "still SMB-friendly, but generally pricier than Huntress"}, {"id": "mai-20260917-0922-baseline|c98-m4|challenger-small|Arctic Wolf", "prompt": "c98-m4", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "far more expensive and usually not the best fit for a constrained budget"}, {"id": "mai-20260917-0922-baseline|c98-m4|deepseek-small|Huntress Managed EDR", "prompt": "c98-m4", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Huntress is overwhelmingly the best choice** for limited budgets"}, {"id": "mai-20260917-0922-baseline|c98-m4|deepseek-small|Sophos MDR Essentials", "prompt": "c98-m4", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos MDR Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Runner-Up: **Sophos MDR Essentials**"}, {"id": "mai-20260917-0922-baseline|c98-m4|deepseek-small|CrowdStrike Falcon Go", "prompt": "c98-m4", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Self-managed option — not true MDR"}, {"id": "mai-20260917-0922-baseline|c98-m4|deepseek-small|SentinelOne", "prompt": "c98-m4", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "~$10–15/endpoint/mo | Those wanting accessible managed EDR"}, {"id": "mai-20260917-0922-baseline|c98-m4|deepseek-small|Arctic Wolf", "prompt": "c98-m4", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise-tier providers** (Arctic Wolf, CrowdStrike Falcon Complete, Expel, Red Canary) on a tight budget"}, {"id": "mai-20260917-0922-baseline|c98-m4|deepseek-small|CrowdStrike Falcon Complete", "prompt": "c98-m4", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-tier providers** (Arctic Wolf, CrowdStrike Falcon Complete, Expel, Red Canary)"}, {"id": "mai-20260917-0922-baseline|c98-m4|deepseek-small|Expel", "prompt": "c98-m4", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Expel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-tier providers** (Arctic Wolf, CrowdStrike Falcon Complete, Expel, Red Canary)"}, {"id": "mai-20260917-0922-baseline|c98-m4|deepseek-small|Red Canary", "prompt": "c98-m4", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Red Canary", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise-tier providers** (Arctic Wolf, CrowdStrike Falcon Complete, Expel, Red Canary)"}, {"id": "mai-20260917-0922-baseline|c98-m4|google-small|Huntress", "prompt": "c98-m4", "model": "google-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the consensus choice for the best overall Managed Detection and Response (MDR) service is **Huntress**"}, {"id": "mai-20260917-0922-baseline|c98-m4|google-small|Sophos MDR Essentials", "prompt": "c98-m4", "model": "google-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos MDR Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Their \"Essentials\" tier is exceptionally competitive for budget buyers."}, {"id": "mai-20260917-0922-baseline|c98-m4|google-small|Blackpoint Cyber", "prompt": "c98-m4", "model": "google-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Blackpoint Cyber is a popular alternative to Huntress, known for its extremely fast, aggressive threat containment."}, {"id": "mai-20260917-0922-baseline|c98-m4|google-small|Ontinue", "prompt": "c98-m4", "model": "google-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Ontinue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Look for an MDR provider (like Huntress or Ontinue) that integrates directly with Defender."}, {"id": "mai-20260917-0922-baseline|c98-m4|meta-small|Huntress", "prompt": "c98-m4", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best MDR service for a company with a limited budget is Huntress."}, {"id": "mai-20260917-0922-baseline|c98-m4|minimax-small|Huntress", "prompt": "c98-m4", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Huntress** is consistently recommended as the best MDR service for companies with limited budgets"}, {"id": "mai-20260917-0922-baseline|c98-m4|minimax-small|Sophos Essentials", "prompt": "c98-m4", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sophos Essentials** - Entry-level MDR with solid baseline protection"}, {"id": "mai-20260917-0922-baseline|c98-m4|minimax-small|Arctic Wolf", "prompt": "c98-m4", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Arctic Wolf** - Has lower minimum device requirements making it accessible"}, {"id": "mai-20260917-0922-baseline|c98-m4|minimax-small|ESET", "prompt": "c98-m4", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "ESET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ESET** - Offers MDR with 25+ years of threat research backing it"}, {"id": "mai-20260917-0922-baseline|c98-m4|mistral-small|Huntress", "prompt": "c98-m4", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best MDR (Managed Detection and Response) service is **Huntress**"}, {"id": "mai-20260917-0922-baseline|c98-m4|moonshot-small|Huntress", "prompt": "c98-m4", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: Huntress"}, {"id": "mai-20260917-0922-baseline|c98-m4|moonshot-small|ESET MDR", "prompt": "c98-m4", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "ESET MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: ESET MDR"}, {"id": "mai-20260917-0922-baseline|c98-m4|moonshot-small|Sophos MDR Essentials", "prompt": "c98-m4", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos MDR Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also Worth Considering: Sophos MDR Essentials"}, {"id": "mai-20260917-0922-baseline|c98-m4|moonshot-small|Arctic Wolf", "prompt": "c98-m4", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Below minimum (too expensive)... high minimums ($40K+/year) that put them out of reach"}, {"id": "mai-20260917-0922-baseline|c98-m4|openai-small|ESET MDR", "prompt": "c98-m4", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "ESET MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ESET MDR** looks like a strong budget-friendly choice for SMBs"}, {"id": "mai-20260917-0922-baseline|c98-m4|openai-small|Microsoft Defender Experts MDR (Plan 1)", "prompt": "c98-m4", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Microsoft Defender Experts MDR (Plan 1)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your company already uses Microsoft Defender heavily"}, {"id": "mai-20260917-0922-baseline|c98-m4|openai-small|Rapid7 MDR", "prompt": "c98-m4", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Rapid7 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want flexible coverage and pricing that scales by endpoints/assets"}, {"id": "mai-20260917-0922-baseline|c98-m4|openai-small|Bitdefender MDR", "prompt": "c98-m4", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Bitdefender MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want a 24/7 managed service and are looking at a vendor with SMB-oriented security offerings"}, {"id": "mai-20260917-0922-baseline|c98-m4|xai-small|Huntress Managed EDR", "prompt": "c98-m4", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Huntress Managed EDR stands out as the best MDR service for companies with a limited budget"}, {"id": "mai-20260917-0922-baseline|c98-m4|xai-small|Arctic Wolf", "prompt": "c98-m4", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "dramatically lower than competitors like Arctic Wolf (starting ~$44K/year)"}, {"id": "mai-20260917-0922-baseline|c98-m4|xai-small|Sophos MDR Essentials", "prompt": "c98-m4", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos MDR Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sophos MDR Essentials: ~$7-17/endpoint/mo ... Good for mid-market"}, {"id": "mai-20260917-0922-baseline|c98-m4|xai-small|Blackpoint Cyber", "prompt": "c98-m4", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Blackpoint Cyber: ~$8-10/endpoint/mo via MSPs. MSP-native with fast response."}, {"id": "mai-20260917-0922-baseline|c98-m4|zai-small|Huntress Managed EDR", "prompt": "c98-m4", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a company on a tight budget, **Huntress Managed EDR** is the best starting point."}, {"id": "mai-20260917-0922-baseline|c98-m4|zai-small|Obsidian Ridge", "prompt": "c98-m4", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Obsidian Ridge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for no‑minimum, flat‑rate flexibility:** Obsidian Ridge ($15 / agent / month)."}, {"id": "mai-20260917-0922-baseline|c98-m4|zai-small|Sophos MDR Essentials", "prompt": "c98-m4", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos MDR Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you already use Sophos:** Sophos MDR Essentials (≈$7–10 / endpoint / month)."}, {"id": "mai-20260917-0922-baseline|c98-m4|zai-small|Arctic Wolf", "prompt": "c98-m4", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More expensive and geared toward mid‑market"}, {"id": "mai-20260917-0922-baseline|c98-m4|zai-small|Red Canary", "prompt": "c98-m4", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Red Canary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you're in the mid‑market tier where providers like Arctic Wolf, Red Canary, or SentinelOne become relevant"}, {"id": "mai-20260917-0922-baseline|c98-m4|zai-small|SentinelOne", "prompt": "c98-m4", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "providers like Arctic Wolf, Red Canary, or SentinelOne become relevant"}, {"id": "mai-20260917-0922-baseline|c98-m5|google-small|CrowdStrike (Falcon Complete)", "prompt": "c98-m5", "model": "google-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "CrowdStrike (Falcon Complete)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vendors like CrowdStrike (Falcon Complete) or Sophos MDR require you to use their proprietary endpoint agents"}, {"id": "mai-20260917-0922-baseline|c98-m5|google-small|Sophos MDR", "prompt": "c98-m5", "model": "google-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Sophos MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vendors like CrowdStrike (Falcon Complete) or Sophos MDR require you to use their proprietary endpoint agents"}, {"id": "mai-20260917-0922-baseline|c98-m5|google-small|Red Canary", "prompt": "c98-m5", "model": "google-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Red Canary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vendors like Red Canary, Expel, or Arctic Wolf sit on top of the tools you already own"}, {"id": "mai-20260917-0922-baseline|c98-m5|google-small|Expel", "prompt": "c98-m5", "model": "google-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Expel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Vendors like Red Canary, Expel, or Arctic Wolf sit on top of the tools you already own"}, {"id": "mai-20260917-0922-baseline|c98-m5|google-small|Arctic Wolf", "prompt": "c98-m5", "model": "google-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vendors like Red Canary, Expel, or Arctic Wolf sit on top of the tools you already own"}, {"id": "mai-20260917-0922-baseline|c98-m5|moonshot-small|CrowdStrike", "prompt": "c98-m5", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CrowdStrike Falcon Complete** | Full response authority | Behavioral AI + fastest containment"}, {"id": "mai-20260917-0922-baseline|c98-m5|moonshot-small|SentinelOne", "prompt": "c98-m5", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Proprietary-stack MDR** (CrowdStrike, SentinelOne, Sophos): You deploy their agent; locks you into their ecosystem"}, {"id": "mai-20260917-0922-baseline|c98-m5|moonshot-small|Sophos", "prompt": "c98-m5", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Sophos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Proprietary-stack MDR** (CrowdStrike, SentinelOne, Sophos): You deploy their agent; locks you into their ecosystem"}, {"id": "mai-20260917-0922-baseline|c98-m5|moonshot-small|Arctic Wolf", "prompt": "c98-m5", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Arctic Wolf** | Concierge-style support | Named security team, proactive guidance"}, {"id": "mai-20260917-0922-baseline|c98-m5|moonshot-small|Expel", "prompt": "c98-m5", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Expel** | Transparency & BYO tools | Excellent visibility into what they do"}, {"id": "mai-20260917-0922-baseline|c98-m5|moonshot-small|Red Canary", "prompt": "c98-m5", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Red Canary** | Stack-agnostic, analyst-led | High-quality human analysis"}, {"id": "mai-20260917-0922-baseline|c98-m5|moonshot-small|Microsoft-native MDR", "prompt": "c98-m5", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Microsoft-native MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Microsoft-native MDR**: If you're Microsoft-heavy (Defender/Entra/Sentinel), this avoids duplicate licensing"}, {"id": "mai-20260917-0922-baseline|c98-m5|moonshot-small|Huntress", "prompt": "c98-m5", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Huntress** | Budget-conscious | Published pricing, SMB-focused"}, {"id": "mai-20260917-0922-baseline|c98-m5|moonshot-small|eSentire", "prompt": "c98-m5", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "eSentire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**eSentire** | Fully managed, analyst-led | Strong for mid-market"}, {"id": "mai-20260917-0922-baseline|c98-m5|xai-small|CrowdStrike", "prompt": "c98-m5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leaders like CrowdStrike Falcon Complete, Palo Alto Cortex MDR, Rapid7, Binary Defense... (CrowdStrike leads enterprise; others for SMB)"}, {"id": "mai-20260917-0922-baseline|c98-m5|xai-small|Arctic Wolf", "prompt": "c98-m5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Arctic Wolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For 500 employees, mid-market specialists like Arctic Wolf, Huntress, or Sophos often fit better than pure enterprise plays."}, {"id": "mai-20260917-0922-baseline|c98-m5|xai-small|Huntress", "prompt": "c98-m5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "mid-market specialists like Arctic Wolf, Huntress, or Sophos often fit better than pure enterprise plays"}, {"id": "mai-20260917-0922-baseline|c98-m5|xai-small|Sophos", "prompt": "c98-m5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Sophos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "mid-market specialists like Arctic Wolf, Huntress, or Sophos often fit better than pure enterprise plays"}, {"id": "mai-20260917-0922-baseline|c98-m5|xai-small|Palo Alto Cortex MDR", "prompt": "c98-m5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Palo Alto Cortex MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leaders like CrowdStrike Falcon Complete, Palo Alto Cortex MDR, Rapid7, Binary Defense"}, {"id": "mai-20260917-0922-baseline|c98-m5|xai-small|Rapid7", "prompt": "c98-m5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leaders like CrowdStrike Falcon Complete, Palo Alto Cortex MDR, Rapid7, Binary Defense"}, {"id": "mai-20260917-0922-baseline|c98-m5|xai-small|Binary Defense", "prompt": "c98-m5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Binary Defense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Leaders like CrowdStrike Falcon Complete, Palo Alto Cortex MDR, Rapid7, Binary Defense"}, {"id": "mai-20260917-0922-baseline|c98-m5|xai-small|ThreatDown", "prompt": "c98-m5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "ThreatDown", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "mid-market: ThreatDown, Expel"}, {"id": "mai-20260917-0922-baseline|c98-m5|xai-small|Expel", "prompt": "c98-m5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "mid-market: ThreatDown, Expel"}, {"id": "mai-20260917-0922-baseline|c98-m6|deepseek-small|CrowdStrike Falcon Complete", "prompt": "c98-m6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "highest detection/response authority and containment power (but pricier, enterprise-leaning)"}, {"id": "mai-20260917-0922-baseline|c98-m6|deepseek-small|Expel", "prompt": "c98-m6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best transparency and bring-your-own-tool flexibility"}, {"id": "mai-20260917-0922-baseline|c98-m6|deepseek-small|Red Canary", "prompt": "c98-m6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "top detection engineering, tool-agnostic overlay"}, {"id": "mai-20260917-0922-baseline|c98-m6|deepseek-small|Huntress", "prompt": "c98-m6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best value for small businesses / MSPs with published pricing"}, {"id": "mai-20260917-0922-baseline|c98-m6|deepseek-small|Arctic Wolf", "prompt": "c98-m6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "all generally strong, depending on your stack and size"}, {"id": "mai-20260917-0922-baseline|c98-m6|deepseek-small|eSentire", "prompt": "c98-m6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "eSentire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "all generally strong, depending on your stack and size"}, {"id": "mai-20260917-0922-baseline|c98-m6|deepseek-small|Sophos MDR", "prompt": "c98-m6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Sophos MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "all generally strong, depending on your stack and size"}, {"id": "mai-20260917-0922-baseline|c98-m6|deepseek-small|SentinelOne Vigilance", "prompt": "c98-m6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "SentinelOne Vigilance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "all generally strong, depending on your stack and size"}, {"id": "mai-20260917-0922-baseline|c98-m6|deepseek-small|Rapid7", "prompt": "c98-m6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Rapid7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "all generally strong, depending on your stack and size"}, {"id": "mai-20260917-0922-baseline|c98-m6|deepseek-small|Ontinue", "prompt": "c98-m6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Ontinue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "all generally strong, depending on your stack and size"}, {"id": "mai-20260917-0922-baseline|c98-m6|xai-small|Trellix", "prompt": "c98-m6", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Trellix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid hype-heavy vendors with \"empty reports\" or poor support (e.g., some complaints about Trellix)."}, {"id": "mai-20260917-0922-baseline|c98-s1|alibaba-small|Huntress", "prompt": "c98-s1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value & Simplicity: **Huntress** ... widely considered the top choice for small businesses"}, {"id": "mai-20260917-0922-baseline|c98-s1|alibaba-small|Sophos MDR", "prompt": "c98-s1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer a \"one-vendor\" approach ... this is the strongest alternative."}, {"id": "mai-20260917-0922-baseline|c98-s1|alibaba-small|Arctic Wolf", "prompt": "c98-s1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent dashboard and compliance reporting, but typically requires higher volume commitments"}, {"id": "mai-20260917-0922-baseline|c98-s1|alibaba-small|Tenable.one", "prompt": "c98-s1", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Tenable.one", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your primary concern is **vulnerability management** ... alongside detection"}, {"id": "mai-20260917-0922-baseline|c98-s1|anthropic-small|Huntress Managed EDR", "prompt": "c98-s1", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Huntress is often the right answer for a small business that needs real detection and response without an enterprise commitment."}, {"id": "mai-20260917-0922-baseline|c98-s1|anthropic-small|ESET MDR", "prompt": "c98-s1", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "ESET MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ESET MDR requires an ESET PROTECT Enterprise or Elite base subscription underneath it, so it works best if you already run ESET."}, {"id": "mai-20260917-0922-baseline|c98-s1|anthropic-small|Cynet", "prompt": "c98-s1", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Cynet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for SMBs and mid-market organizations looking for a cost-effective, unified MDR solution"}, {"id": "mai-20260917-0922-baseline|c98-s1|anthropic-small|Blackpoint Cyber", "prompt": "c98-s1", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Vendors like Huntress and Blackpoint Cyber distribute their platforms exclusively through Managed Service Providers"}, {"id": "mai-20260917-0922-baseline|c98-s1|challenger-small|Huntress Managed EDR / MDR", "prompt": "c98-s1", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR / MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Huntress Managed EDR / MDR**"}, {"id": "mai-20260917-0922-baseline|c98-s1|challenger-small|Arctic Wolf", "prompt": "c98-s1", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Arctic Wolf** if compliance, concierge-style service, or a more premium fully managed model matters more than cost"}, {"id": "mai-20260917-0922-baseline|c98-s1|challenger-small|Sophos MDR", "prompt": "c98-s1", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sophos MDR** if you want a stronger fit with the Sophos security stack"}, {"id": "mai-20260917-0922-baseline|c98-s1|challenger-small|Expel", "prompt": "c98-s1", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Expel** or **SentinelOne** if you are more cloud-native"}, {"id": "mai-20260917-0922-baseline|c98-s1|challenger-small|SentinelOne", "prompt": "c98-s1", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Expel** or **SentinelOne** if you are more cloud-native or want a broader enterprise-style MDR program"}, {"id": "mai-20260917-0922-baseline|c98-s1|deepseek-small|Huntress", "prompt": "c98-s1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Huntress** is consistently rated the top MDR (Managed Detection & Response) choice for small B2B companies"}, {"id": "mai-20260917-0922-baseline|c98-s1|deepseek-small|Sophos MDR", "prompt": "c98-s1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sophos MDR** is a solid alternative"}, {"id": "mai-20260917-0922-baseline|c98-s1|deepseek-small|Arctic Wolf", "prompt": "c98-s1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "entry pricing starts ~$44K/yr — likely overkill for small companies"}, {"id": "mai-20260917-0922-baseline|c98-s1|deepseek-small|Expel", "prompt": "c98-s1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want to keep your current security tools, look at **Expel** or **Red Canary**"}, {"id": "mai-20260917-0922-baseline|c98-s1|deepseek-small|CrowdStrike Falcon Complete", "prompt": "c98-s1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Arctic Wolf and CrowdStrike are usually too expensive unless forced by compliance"}, {"id": "mai-20260917-0922-baseline|c98-s1|deepseek-small|Red Canary", "prompt": "c98-s1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bring-your-own-EDR model"}, {"id": "mai-20260917-0922-baseline|c98-s1|deepseek-small|Ontinue", "prompt": "c98-s1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Ontinue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you're on Microsoft 365/Entra, **Sophos** or **Ontinue** fit well"}, {"id": "mai-20260917-0922-baseline|c98-s1|deepseek-small|eSentire", "prompt": "c98-s1", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "eSentire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CrowdStrike or eSentire may be warranted despite cost"}, {"id": "mai-20260917-0922-baseline|c98-s1|google-small|Huntress", "prompt": "c98-s1", "model": "google-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Huntress (Best for Budget & Microsoft 365 Shops)... deploying **Huntress** on top of Microsoft Defender is generally the most cost-efficient way"}, {"id": "mai-20260917-0922-baseline|c98-s1|google-small|Field Effect MDR", "prompt": "c98-s1", "model": "google-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Field Effect MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Field Effect MDR (Best for Holistic, All-in-One Protection)"}, {"id": "mai-20260917-0922-baseline|c98-s1|google-small|Sophos MDR", "prompt": "c98-s1", "model": "google-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sophos MDR (Best \"Set-and-Forget\" Ecosystem)"}, {"id": "mai-20260917-0922-baseline|c98-s1|google-small|Blackpoint Cyber", "prompt": "c98-s1", "model": "google-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Blackpoint Cyber (Best for Fast, Automated Containment via an MSP)"}, {"id": "mai-20260917-0922-baseline|c98-s1|meta-small|Huntress", "prompt": "c98-s1", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best MDR service for a small B2B company is Huntress, as it is purpose-built for small businesses and offers published pricing."}, {"id": "mai-20260917-0922-baseline|c98-s1|meta-small|Consilien", "prompt": "c98-s1", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Consilien", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Consilien, Sophos MDR Essentials, and Arctic Wolf MDR."}, {"id": "mai-20260917-0922-baseline|c98-s1|meta-small|Sophos MDR Essentials", "prompt": "c98-s1", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Consilien, Sophos MDR Essentials, and Arctic Wolf MDR."}, {"id": "mai-20260917-0922-baseline|c98-s1|meta-small|Arctic Wolf MDR", "prompt": "c98-s1", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Consilien, Sophos MDR Essentials, and Arctic Wolf MDR."}, {"id": "mai-20260917-0922-baseline|c98-s1|minimax-small|Huntress", "prompt": "c98-s1", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Huntress** is frequently recommended as the best MDR service for small B2B companies"}, {"id": "mai-20260917-0922-baseline|c98-s1|minimax-small|Sophos MDR Essentials", "prompt": "c98-s1", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Suitable for small businesses with limited IT staff."}, {"id": "mai-20260917-0922-baseline|c98-s1|minimax-small|Arctic Wolf MDR", "prompt": "c98-s1", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pricing starts at around $44,000 per year for up to 100 users, which may be higher for very small companies."}, {"id": "mai-20260917-0922-baseline|c98-s1|minimax-small|ESET MDR", "prompt": "c98-s1", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "ESET MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a low 25-device minimum, making it accessible for very small businesses."}, {"id": "mai-20260917-0922-baseline|c98-s1|mistral-small|Huntress", "prompt": "c98-s1", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best MDR (Managed Detection and Response) service is widely considered to be **Huntress**"}, {"id": "mai-20260917-0922-baseline|c98-s1|mistral-small|Sophos MDR Essentials", "prompt": "c98-s1", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR Essentials", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "also mentioned, but they tend to be more expensive and may be better suited for larger SMBs or enterprises"}, {"id": "mai-20260917-0922-baseline|c98-s1|mistral-small|Arctic Wolf", "prompt": "c98-s1", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "also mentioned, but they tend to be more expensive and may be better suited for larger SMBs or enterprises"}, {"id": "mai-20260917-0922-baseline|c98-s1|moonshot-small|Huntress", "prompt": "c98-s1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Huntress** ... is the clear frontrunner for small B2B companies"}, {"id": "mai-20260917-0922-baseline|c98-s1|moonshot-small|Sophos MDR", "prompt": "c98-s1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **Sophos MDR** | Existing Sophos users | Entry-level tier with volume economics |"}, {"id": "mai-20260917-0922-baseline|c98-s1|moonshot-small|ESET MDR", "prompt": "c98-s1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "ESET MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **ESET MDR** | Current ESET customers | Low 25-device minimum"}, {"id": "mai-20260917-0922-baseline|c98-s1|moonshot-small|Expel", "prompt": "c98-s1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Expel** | Transparency-focused buyers | Highly rated for clear communication"}, {"id": "mai-20260917-0922-baseline|c98-s1|moonshot-small|CrowdStrike Falcon Complete", "prompt": "c98-s1", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Top detection scores, but higher cost"}, {"id": "mai-20260917-0922-baseline|c98-s1|openai-small|Sophos MDR Plus", "prompt": "c98-s1", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sophos MDR Plus** is a very strong default choice for small businesses"}, {"id": "mai-20260917-0922-baseline|c98-s1|openai-small|Microsoft Defender Experts MDR", "prompt": "c98-s1", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Microsoft Defender Experts MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is already standardized on Microsoft security tools, **Microsoft Defender Experts MDR** is the better fit."}, {"id": "mai-20260917-0922-baseline|c98-s1|openai-small|CrowdStrike", "prompt": "c98-s1", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Consider CrowdStrike or Secureworks if you're a bit larger... those are often less \"small business first\" in positioning"}, {"id": "mai-20260917-0922-baseline|c98-s1|openai-small|Secureworks", "prompt": "c98-s1", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Secureworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Consider CrowdStrike or Secureworks if you're a bit larger... those are often less \"small business first\" in positioning"}, {"id": "mai-20260917-0922-baseline|c98-s1|xai-small|Huntress", "prompt": "c98-s1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Huntress (Most Frequently Recommended for SMBs) ... Purpose-built for small businesses and MSPs; excels in value"}, {"id": "mai-20260917-0922-baseline|c98-s1|xai-small|Sophos MDR", "prompt": "c98-s1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for Microsoft/Sophos shops; 24/7 SOC with guided/full remediation."}, {"id": "mai-20260917-0922-baseline|c98-s1|xai-small|Arctic Wolf", "prompt": "c98-s1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Teams wanting concierge support | Quote-based (~$44K+/year min for 100 users)"}, {"id": "mai-20260917-0922-baseline|c98-s1|xai-small|Field Effect", "prompt": "c98-s1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Field Effect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unified endpoint/network/cloud | Quote-based | Single agent simplicity"}, {"id": "mai-20260917-0922-baseline|c98-s1|xai-small|CrowdStrike Falcon Complete", "prompt": "c98-s1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Top detection, but pricier"}, {"id": "mai-20260917-0922-baseline|c98-s1|xai-small|SentinelOne", "prompt": "c98-s1", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If ultra-budget, consider EDR + alerts (e.g., SentinelOne), but true MDR adds human SOC."}, {"id": "mai-20260917-0922-baseline|c98-s1|zai-small|Huntress Managed EDR", "prompt": "c98-s1", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point is **Huntress Managed EDR**"}, {"id": "mai-20260917-0922-baseline|c98-s1|zai-small|Sophos MDR Essentials", "prompt": "c98-s1", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Sophos MDR Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sophos MDR Essentials is a strong alternative"}, {"id": "mai-20260917-0922-baseline|c98-s1|zai-small|Arctic Wolf MDR (entry Concierge)", "prompt": "c98-s1", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "direct", "raw": "Arctic Wolf MDR (entry Concierge)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Arctic Wolf is best reserved for organizations that have outgrown basic MDR and need a dedicated security team."}, {"id": "mai-20260917-0922-baseline|c98-s2|alibaba-small|Huntress", "prompt": "c98-s2", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The MVP Choice:** If they don't specify a vendor, **start with Huntress.**"}, {"id": "mai-20260917-0922-baseline|c98-s2|alibaba-small|Red Canary", "prompt": "c98-s2", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Technical Powerhouse: Red Canary"}, {"id": "mai-20260917-0922-baseline|c98-s2|alibaba-small|CrowdStrike", "prompt": "c98-s2", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "buying CrowdStrike directly from the website is often overkill and difficult to manage"}, {"id": "mai-20260917-0922-baseline|c98-s2|alibaba-small|SentinelOne", "prompt": "c98-s2", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "They integrate with whatever endpoint protection you currently have (Microsoft Defender, SentinelOne, etc.)"}, {"id": "mai-20260917-0922-baseline|c98-s2|alibaba-small|Microsoft Defender", "prompt": "c98-s2", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "integrate with whatever endpoint protection you currently have (Microsoft Defender, SentinelOne, etc.)"}, {"id": "mai-20260917-0922-baseline|c98-s2|anthropic-small|Huntress", "prompt": "c98-s2", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Huntress as the best value overall—it's purpose-built for small business"}, {"id": "mai-20260917-0922-baseline|c98-s2|anthropic-small|ESET PROTECT MDR", "prompt": "c98-s2", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "ESET PROTECT MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other solid options include ESET PROTECT MDR for small to mid-sized enterprises"}, {"id": "mai-20260917-0922-baseline|c98-s2|anthropic-small|CrowdStrike Falcon Complete", "prompt": "c98-s2", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strongest containment authority—though note that CrowdStrike typically comes at a premium price"}, {"id": "mai-20260917-0922-baseline|c98-s2|challenger-small|Huntress", "prompt": "c98-s2", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **Huntress** as the default MDR provider"}, {"id": "mai-20260917-0922-baseline|c98-s2|challenger-small|CrowdStrike Falcon Complete", "prompt": "c98-s2", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the main alternative is **CrowdStrike Falcon Complete**"}, {"id": "mai-20260917-0922-baseline|c98-s2|challenger-small|Expel", "prompt": "c98-s2", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want more transparency and tool-agnostic operations, **Expel** is the better fit"}, {"id": "mai-20260917-0922-baseline|c98-s2|deepseek-small|Huntress (Managed EDR)", "prompt": "c98-s2", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress (Managed EDR)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Huntress (Managed EDR)**"}, {"id": "mai-20260917-0922-baseline|c98-s2|deepseek-small|Sophos MDR", "prompt": "c98-s2", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already run Sophos endpoints | Good if you've standardized on Sophos"}, {"id": "mai-20260917-0922-baseline|c98-s2|deepseek-small|Arctic Wolf", "prompt": "c98-s2", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Named \"concierge\" team, broad telemetry, but higher cost band"}, {"id": "mai-20260917-0922-baseline|c98-s2|deepseek-small|Blackpoint Cyber", "prompt": "c98-s2", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MSP-delivered fast response | Good if you buy through a managed service provider"}, {"id": "mai-20260917-0922-baseline|c98-s2|deepseek-small|CrowdStrike Falcon Complete", "prompt": "c98-s2", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More enterprise-oriented; overkill and pricier for a small shop"}, {"id": "mai-20260917-0922-baseline|c98-s2|deepseek-small|Expel", "prompt": "c98-s2", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Expel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Strong, but pricing is quoted and often higher"}, {"id": "mai-20260917-0922-baseline|c98-s2|google-small|Huntress", "prompt": "c98-s2", "model": "google-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Value, Ease of Use, & Lightweight Operations: **Huntress**"}, {"id": "mai-20260917-0922-baseline|c98-s2|google-small|Arctic Wolf", "prompt": "c98-s2", "model": "google-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High-Growth B2B Startups Facing Enterprise Audits: **Arctic Wolf**"}, {"id": "mai-20260917-0922-baseline|c98-s2|google-small|RADICL", "prompt": "c98-s2", "model": "google-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "RADICL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Regulated B2B Industries (GovTech, Defense, Critical Infra): **RADICL**"}, {"id": "mai-20260917-0922-baseline|c98-s2|google-small|Sophos MDR", "prompt": "c98-s2", "model": "google-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for an All-in-One Security Ecosystem: **Sophos MDR**"}, {"id": "mai-20260917-0922-baseline|c98-s2|google-small|CrowdStrike Falcon Complete", "prompt": "c98-s2", "model": "google-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Many enterprise-grade MDRs (like CrowdStrike Falcon Complete or SentinelOne Vigilance) are outstanding, but they sometimes have high minimum endpoint/seat counts that make them cost-prohibitive"}, {"id": "mai-20260917-0922-baseline|c98-s2|google-small|SentinelOne Vigilance", "prompt": "c98-s2", "model": "google-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "SentinelOne Vigilance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "high minimum endpoint/seat counts that make them cost-prohibitive for very small teams"}, {"id": "mai-20260917-0922-baseline|c98-s2|meta-small|Huntress", "prompt": "c98-s2", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best managed detection and response provider for a small business that sells to other businesses is Huntress"}, {"id": "mai-20260917-0922-baseline|c98-s2|minimax-small|Huntress", "prompt": "c98-s2", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Huntress** as your top choice for a small B2B business"}, {"id": "mai-20260917-0922-baseline|c98-s2|mistral-small|Huntress", "prompt": "c98-s2", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most recommended managed detection and response (MDR) provider is **Huntress**"}, {"id": "mai-20260917-0922-baseline|c98-s2|moonshot-small|Huntress", "prompt": "c98-s2", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Huntress"}, {"id": "mai-20260917-0922-baseline|c98-s2|moonshot-small|Sophos MDR", "prompt": "c98-s2", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Sophos MDR"}, {"id": "mai-20260917-0922-baseline|c98-s2|moonshot-small|CrowdStrike Falcon Complete", "prompt": "c98-s2", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid for Small Business: CrowdStrike Falcon Complete"}, {"id": "mai-20260917-0922-baseline|c98-s2|moonshot-small|Falcon Go", "prompt": "c98-s2", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Falcon Go", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "is *not* managed detection and response—it's just endpoint protection you manage yourself"}, {"id": "mai-20260917-0922-baseline|c98-s2|openai-small|Sophos MDR", "prompt": "c98-s2", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **Sophos MDR** for a small B2B business because it's explicitly positioned for SMBs"}, {"id": "mai-20260917-0922-baseline|c98-s2|openai-small|Microsoft Defender Experts MDR", "prompt": "c98-s2", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Microsoft Defender Experts MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Microsoft Defender Experts MDR** if you already use Microsoft Defender"}, {"id": "mai-20260917-0922-baseline|c98-s2|openai-small|CrowdStrike Falcon Complete Next-Gen MDR", "prompt": "c98-s2", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete Next-Gen MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want a stronger endpoint-led option and are comfortable with a premium platform approach"}, {"id": "mai-20260917-0922-baseline|c98-s2|xai-small|Huntress", "prompt": "c98-s2", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Huntress as the top Managed Detection and Response (MDR) provider."}, {"id": "mai-20260917-0922-baseline|c98-s2|xai-small|CrowdStrike Falcon Complete", "prompt": "c98-s2", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Better for mid-market with compliance needs ... but overkill/costly for small B2B."}, {"id": "mai-20260917-0922-baseline|c98-s2|xai-small|Arctic Wolf", "prompt": "c98-s2", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "competitors like Arctic Wolf (~$44K+ entry)... overkill/costly for small B2B"}, {"id": "mai-20260917-0922-baseline|c98-s2|xai-small|Sophos MDR", "prompt": "c98-s2", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Solid if you already use Sophos endpoints (includes full response SLA), but pricier and less transparent for pure SMBs."}, {"id": "mai-20260917-0922-baseline|c98-s2|zai-small|Huntress", "prompt": "c98-s2", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Huntress** as your primary choice."}, {"id": "mai-20260917-0922-baseline|c98-s2|zai-small|Arctic Wolf", "prompt": "c98-s2", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Premium Alternative: Arctic Wolf"}, {"id": "mai-20260917-0922-baseline|c98-s2|zai-small|Sophos MDR", "prompt": "c98-s2", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sophos MDR** is the cleanest integration."}, {"id": "mai-20260917-0922-baseline|c98-s2|zai-small|CrowdStrike", "prompt": "c98-s2", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "more affordable than the \"premium\" tier MDR providers like Arctic Wolf or CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c98-s3|alibaba-small|Huntress Managed EDR", "prompt": "c98-s3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: IT-lean SMBs, MSPs, and teams under 250 endpoints with tight budgets.... Choose Huntress if: You have a limited budget"}, {"id": "mai-20260917-0922-baseline|c98-s3|alibaba-small|CrowdStrike Falcon Complete", "prompt": "c98-s3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose CrowdStrike Falcon Complete if: You prioritize rapid, automated containment over cost"}, {"id": "mai-20260917-0922-baseline|c98-s3|alibaba-small|Expel MDR", "prompt": "c98-s3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Expel if: You want a partner that communicates clearly, works with your existing diverse tech stack"}, {"id": "mai-20260917-0922-baseline|c98-s3|alibaba-small|Arctic Wolf", "prompt": "c98-s3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Arctic Wolf if: You need broader risk management beyond just detection"}, {"id": "mai-20260917-0922-baseline|c98-s3|alibaba-small|Sophos MDR", "prompt": "c98-s3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Organizations already standardized on Sophos Intercept X for endpoint protection."}, {"id": "mai-20260917-0922-baseline|c98-s3|alibaba-small|Mandiant", "prompt": "c98-s3", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "aren't ready for enterprise-tier vendors like Mandiant"}, {"id": "mai-20260917-0922-baseline|c98-s3|anthropic-small|Huntress", "prompt": "c98-s3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If budget is the binding constraint, it is usually the most accessible serious MDR on the market"}, {"id": "mai-20260917-0922-baseline|c98-s3|anthropic-small|Cynet 360", "prompt": "c98-s3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Cynet 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cynet 360 is worth evaluating for any team trying to consolidate its security stack while getting MDR coverage included"}, {"id": "mai-20260917-0922-baseline|c98-s3|anthropic-small|Defendify", "prompt": "c98-s3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Defendify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "delivered by a US-based SOC without building one in-house, Defendify is the strongest fit"}, {"id": "mai-20260917-0922-baseline|c98-s3|anthropic-small|Expel", "prompt": "c98-s3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Expel delivers MDR across cloud, SaaS, identity, and endpoints, with a strong emphasis on transparency and automation"}, {"id": "mai-20260917-0922-baseline|c98-s3|anthropic-small|Arctic Wolf", "prompt": "c98-s3", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Arctic Wolf built its reputation on the Concierge Security Team, a named group of analysts rather than a faceless pooled SOC"}, {"id": "mai-20260917-0922-baseline|c98-s3|challenger-small|Huntress", "prompt": "c98-s3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Huntress is the clearest fit for very small or lean IT teams"}, {"id": "mai-20260917-0922-baseline|c98-s3|challenger-small|Sophos MDR", "prompt": "c98-s3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Sophos MDR** if you are already in Sophos and want strong incident response."}, {"id": "mai-20260917-0922-baseline|c98-s3|challenger-small|Field Effect", "prompt": "c98-s3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Field Effect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Field Effect is attractive if you want one unified product"}, {"id": "mai-20260917-0922-baseline|c98-s3|challenger-small|Defendify", "prompt": "c98-s3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Defendify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Defendify** if you want broader managed security, not just endpoint MDR."}, {"id": "mai-20260917-0922-baseline|c98-s3|challenger-small|Blackpoint Cyber", "prompt": "c98-s3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "aimed at MSP-driven or MSP-managed environments that want fast managed response"}, {"id": "mai-20260917-0922-baseline|c98-s3|challenger-small|Arctic Wolf", "prompt": "c98-s3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more often framed as a mid-market choice than a tiny-team one"}, {"id": "mai-20260917-0922-baseline|c98-s3|challenger-small|Expel", "prompt": "c98-s3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Expel and Red Canary are the clearest \"bring your own tools\" examples"}, {"id": "mai-20260917-0922-baseline|c98-s3|challenger-small|Red Canary", "prompt": "c98-s3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Expel and Red Canary are the clearest \"bring your own tools\" examples"}, {"id": "mai-20260917-0922-baseline|c98-s3|challenger-small|CrowdStrike", "prompt": "c98-s3", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "CrowdStrike is highlighted for automated containment and full-cycle remediation"}, {"id": "mai-20260917-0922-baseline|c98-s3|deepseek-small|Huntress", "prompt": "c98-s3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have < 50 endpoints and a tight budget: Choose **Huntress**. It is transparently priced, easy to deploy, and the SOC actively remediates."}, {"id": "mai-20260917-0922-baseline|c98-s3|deepseek-small|Sophos MDR", "prompt": "c98-s3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a legal safety net and a warranty: Choose **Sophos MDR**"}, {"id": "mai-20260917-0922-baseline|c98-s3|deepseek-small|CrowdStrike Falcon Complete", "prompt": "c98-s3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want maximum automation and have a budget of ~$2,000+/month: Choose **CrowdStrike Falcon Complete**."}, {"id": "mai-20260917-0922-baseline|c98-s3|deepseek-small|Arctic Wolf", "prompt": "c98-s3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Slower response authority than CrowdStrike... they may leave you with an alert rather than fully remediating."}, {"id": "mai-20260917-0922-baseline|c98-s3|deepseek-small|Blackpoint Cyber", "prompt": "c98-s3", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you rely heavily on an MSP for your IT: Ask them about **Blackpoint** or **Huntress**"}, {"id": "mai-20260917-0922-baseline|c98-s3|google-small|Huntress", "prompt": "c98-s3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "has a highly restricted budget, start with **Huntress**. It is the easiest to deploy and delivers immediate value."}, {"id": "mai-20260917-0922-baseline|c98-s3|google-small|Blackpoint Cyber", "prompt": "c98-s3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a provider that **takes 100% control of threat isolation** ... go with **Blackpoint Cyber**."}, {"id": "mai-20260917-0922-baseline|c98-s3|google-small|Sophos MDR (MDR Complete)", "prompt": "c98-s3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR (MDR Complete)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Small teams standardizing on the Sophos security ecosystem"}, {"id": "mai-20260917-0922-baseline|c98-s3|google-small|Field Effect (Covalence)", "prompt": "c98-s3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Field Effect (Covalence)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want an **all-in-one security platform** ... look at **Field Effect**."}, {"id": "mai-20260917-0922-baseline|c98-s3|google-small|Arctic Wolf", "prompt": "c98-s3", "model": "google-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: High entry cost (may have minimum spend/endpoint requirements that exclude very small teams)."}, {"id": "mai-20260917-0922-baseline|c98-s3|meta-small|Huntress", "prompt": "c98-s3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Huntress - best value for small business, with published pricing and a service designed for that segment."}, {"id": "mai-20260917-0922-baseline|c98-s3|meta-small|Sophos MDR", "prompt": "c98-s3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sophos MDR - best for Microsoft-standardized SMBs that want full incident response."}, {"id": "mai-20260917-0922-baseline|c98-s3|meta-small|Rapid7 MDR", "prompt": "c98-s3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Rapid7 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rapid7 MDR - best for mid-market teams that want SIEM depth and unlimited incident response."}, {"id": "mai-20260917-0922-baseline|c98-s3|meta-small|Field Effect", "prompt": "c98-s3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Field Effect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Field Effect - best for smaller businesses that want one unified agent across endpoint, network, and cloud."}, {"id": "mai-20260917-0922-baseline|c98-s3|meta-small|Arctic Wolf", "prompt": "c98-s3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Arctic Wolf - best for mid-market organizations with an IT team but no SOC."}, {"id": "mai-20260917-0922-baseline|c98-s3|meta-small|CrowdStrike Falcon Complete", "prompt": "c98-s3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for funded, compliance-driven mid-market businesses"}, {"id": "mai-20260917-0922-baseline|c98-s3|meta-small|Blackpoint Cyber", "prompt": "c98-s3", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Blackpoint Cyber offers an MSP-native managed response."}, {"id": "mai-20260917-0922-baseline|c98-s3|minimax-small|Huntress", "prompt": "c98-s3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Huntress** is consistently rated as the best value for small teams"}, {"id": "mai-20260917-0922-baseline|c98-s3|minimax-small|Arctic Wolf", "prompt": "c98-s3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Arctic Wolf** is good if you have at least 30 users and want a dedicated concierge team."}, {"id": "mai-20260917-0922-baseline|c98-s3|minimax-small|Sophos MDR", "prompt": "c98-s3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Existing Sophos users | Full response capability, endpoint protection integration"}, {"id": "mai-20260917-0922-baseline|c98-s3|minimax-small|CrowdStrike Falcon Complete", "prompt": "c98-s3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher budget, enterprise-grade needs | ... Premium pricing"}, {"id": "mai-20260917-0922-baseline|c98-s3|minimax-small|Microsoft Defender", "prompt": "c98-s3", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Alert Only**: Microsoft Defender — just notifies you"}, {"id": "mai-20260917-0922-baseline|c98-s3|mistral-small|Huntress", "prompt": "c98-s3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Huntress is often cited as the best value for small teams, with transparent pricing and a focus on the threats most relevant to SMBs"}, {"id": "mai-20260917-0922-baseline|c98-s3|mistral-small|CrowdStrike Falcon Complete", "prompt": "c98-s3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "More expensive, but offers the strongest containment and is often ranked #1 for detection and response quality"}, {"id": "mai-20260917-0922-baseline|c98-s3|mistral-small|Expel MDR", "prompt": "c98-s3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focuses on clear communication and a hands-off experience for the customer"}, {"id": "mai-20260917-0922-baseline|c98-s3|mistral-small|Red Canary", "prompt": "c98-s3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best-in-class detection engineering, works with your existing security tools"}, {"id": "mai-20260917-0922-baseline|c98-s3|mistral-small|Sophos MDR", "prompt": "c98-s3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMBs wanting a balance of features and cost"}, {"id": "mai-20260917-0922-baseline|c98-s3|mistral-small|Arctic Wolf", "prompt": "c98-s3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More suited for slightly larger SMBs or those wanting a more personalized service"}, {"id": "mai-20260917-0922-baseline|c98-s3|mistral-small|Ontinue", "prompt": "c98-s3", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for organizations heavily invested in Microsoft ecosystems"}, {"id": "mai-20260917-0922-baseline|c98-s3|moonshot-small|Huntress", "prompt": "c98-s3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams without dedicated security staff, **Huntress** offers the best balance of affordability, transparency, and capability."}, {"id": "mai-20260917-0922-baseline|c98-s3|moonshot-small|Sophos MDR", "prompt": "c98-s3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if Already Using Sophos"}, {"id": "mai-20260917-0922-baseline|c98-s3|moonshot-small|Arctic Wolf", "prompt": "c98-s3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a more premium, hands-on relationship with a dedicated team, **Arctic Wolf** is worth the higher cost."}, {"id": "mai-20260917-0922-baseline|c98-s3|moonshot-small|SentinelOne Vigilance", "prompt": "c98-s3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "SentinelOne Vigilance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for SentinelOne Users"}, {"id": "mai-20260917-0922-baseline|c98-s3|moonshot-small|CrowdStrike Falcon Complete", "prompt": "c98-s3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Trade-off:** Higher cost and locks you into their ecosystem"}, {"id": "mai-20260917-0922-baseline|c98-s3|moonshot-small|Blackpoint Cyber", "prompt": "c98-s3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best MSP-Native Response"}, {"id": "mai-20260917-0922-baseline|c98-s3|moonshot-small|Expel", "prompt": "c98-s3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Transparency"}, {"id": "mai-20260917-0922-baseline|c98-s3|moonshot-small|Microsoft Defender Experts", "prompt": "c98-s3", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender Experts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Microsoft 365 integration** | Huntress, Microsoft Defender Experts"}, {"id": "mai-20260917-0922-baseline|c98-s3|openai-small|Arctic Wolf MDR", "prompt": "c98-s3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often a strong fit for smaller IT/security teams because it's very service-heavy... Want the most hand-holding: Arctic Wolf MDR."}, {"id": "mai-20260917-0922-baseline|c98-s3|openai-small|CrowdStrike Falcon Complete Next-Gen MDR", "prompt": "c98-s3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete Next-Gen MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a deeply product-led option built around the CrowdStrike Falcon platform."}, {"id": "mai-20260917-0922-baseline|c98-s3|openai-small|Microsoft Defender Experts MDR", "prompt": "c98-s3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Microsoft Defender Experts MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small teams already using Microsoft security tools."}, {"id": "mai-20260917-0922-baseline|c98-s3|openai-small|Rapid7 MDR", "prompt": "c98-s3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Rapid7 MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A good choice if you want MDR plus SIEM/vulnerability/exposure-management style visibility."}, {"id": "mai-20260917-0922-baseline|c98-s3|openai-small|Sophos MDR", "prompt": "c98-s3", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often appealing to small and midsize organizations that already use Sophos security products."}, {"id": "mai-20260917-0922-baseline|c98-s3|xai-small|Huntress", "prompt": "c98-s3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Huntress** - Best overall value and default pick for small teams/MSPs."}, {"id": "mai-20260917-0922-baseline|c98-s3|xai-small|Sophos MDR", "prompt": "c98-s3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for budget-conscious or existing Sophos users."}, {"id": "mai-20260917-0922-baseline|c98-s3|xai-small|Arctic Wolf", "prompt": "c98-s3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best concierge-style with broad coverage."}, {"id": "mai-20260917-0922-baseline|c98-s3|xai-small|Blackpoint Cyber", "prompt": "c98-s3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong MSP-native option."}, {"id": "mai-20260917-0922-baseline|c98-s3|xai-small|Field Effect Covalence", "prompt": "c98-s3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Field Effect Covalence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good all-in-one for small fleets."}, {"id": "mai-20260917-0922-baseline|c98-s3|xai-small|CrowdStrike Falcon Complete", "prompt": "c98-s3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Costly/enterprise UI; not \"SMB-first\""}, {"id": "mai-20260917-0922-baseline|c98-s3|xai-small|Rapid7 MDR", "prompt": "c98-s3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Rapid7 MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Others** like Rapid7 MDR or Red Canary for specific needs"}, {"id": "mai-20260917-0922-baseline|c98-s3|xai-small|Red Canary", "prompt": "c98-s3", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Others** like Rapid7 MDR or Red Canary for specific needs"}, {"id": "mai-20260917-0922-baseline|c98-s3|zai-small|Huntress", "prompt": "c98-s3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value for small teams: Huntress (published pricing, low per‑endpoint cost, human SOC)."}, {"id": "mai-20260917-0922-baseline|c98-s3|zai-small|Sophos MDR", "prompt": "c98-s3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already use Sophos: Sophos MDR (tight integration, full containment)."}, {"id": "mai-20260917-0922-baseline|c98-s3|zai-small|Arctic Wolf", "prompt": "c98-s3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for a named concierge team: Arctic Wolf (named team, broad coverage)."}, {"id": "mai-20260917-0922-baseline|c98-s3|zai-small|Red Canary", "prompt": "c98-s3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best detection quality, tool‑agnostic: Red Canary."}, {"id": "mai-20260917-0922-baseline|c98-s3|zai-small|Expel", "prompt": "c98-s3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best transparency and full response authority: Expel."}, {"id": "mai-20260917-0922-baseline|c98-s3|zai-small|CrowdStrike Falcon Complete", "prompt": "c98-s3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best maximum containment authority: CrowdStrike Falcon Complete."}, {"id": "mai-20260917-0922-baseline|c98-s3|zai-small|ReliaQuest GreyMatter", "prompt": "c98-s3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "ReliaQuest GreyMatter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best all‑in‑one platform: ReliaQuest GreyMatter or Field Effect Covalence."}, {"id": "mai-20260917-0922-baseline|c98-s3|zai-small|Blackpoint Cyber", "prompt": "c98-s3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best fit if: You’re an MSP or small team that wants a responsive co‑managed service."}, {"id": "mai-20260917-0922-baseline|c98-s3|zai-small|Field Effect Covalence", "prompt": "c98-s3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Field Effect Covalence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best all‑in‑one for small fleets"}, {"id": "mai-20260917-0922-baseline|c98-s3|zai-small|Ontinue", "prompt": "c98-s3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Ontinue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best Microsoft‑native: Ontinue."}, {"id": "mai-20260917-0922-baseline|c98-s3|zai-small|Consilien", "prompt": "c98-s3", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "comparative", "raw": "Consilien", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Some providers (e.g., Consilien, Arctic Wolf) also offer vCISO guidance."}, {"id": "mai-20260917-0922-baseline|c98-s4|alibaba-small|Securelayer7", "prompt": "c98-s4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Securelayer7", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Securelayer7 is widely considered the go-to for small businesses that cannot afford multiple vendors."}, {"id": "mai-20260917-0922-baseline|c98-s4|alibaba-small|K7 Computing", "prompt": "c98-s4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "K7 Computing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Budget Specialist: K7 Computing ... Their pricing structure is designed to scale down."}, {"id": "mai-20260917-0922-baseline|c98-s4|alibaba-small|Microsoft Defender for Cloud Apps / Endpoint P2", "prompt": "c98-s4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Microsoft Defender for Cloud Apps / Endpoint P2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company uses Microsoft 365 ... you may already have access to this capability."}, {"id": "mai-20260917-0922-baseline|c98-s4|alibaba-small|SentinelOne (MTR)", "prompt": "c98-s4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "SentinelOne (MTR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "their Managed Threat Response (MTR) offering often comes out lower in total cost of ownership"}, {"id": "mai-20260917-0922-baseline|c98-s4|alibaba-small|CrowdStrike", "prompt": "c98-s4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compared to heavyweights like CrowdStrike"}, {"id": "mai-20260917-0922-baseline|c98-s4|alibaba-small|CyberGRi", "prompt": "c98-s4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CyberGRi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CyberGRi is built for mid-market and growing companies. They offer a service called \"CyberShield\""}, {"id": "mai-20260917-0922-baseline|c98-s4|alibaba-small|Windows Defender", "prompt": "c98-s4", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Windows Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "consider keeping your standard antivirus (e.g., Windows Defender) active 24/7"}, {"id": "mai-20260917-0922-baseline|c98-s4|anthropic-small|Huntress", "prompt": "c98-s4", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Huntress** is widely recommended as the best choice for small businesses with limited budgets."}, {"id": "mai-20260917-0922-baseline|c98-s4|anthropic-small|Sophos MDR Essentials", "prompt": "c98-s4", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos MDR Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sophos MDR Essentials** is another affordable option."}, {"id": "mai-20260917-0922-baseline|c98-s4|anthropic-small|Stoic MDR", "prompt": "c98-s4", "model": "anthropic-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Stoic MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stoic MDR** is also worth considering."}, {"id": "mai-20260917-0922-baseline|c98-s4|challenger-small|Huntress Managed EDR", "prompt": "c98-s4", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Huntress Managed EDR** is the best fit in the results you provided because it is repeatedly identified as the **best value** or **best for SMBs**"}, {"id": "mai-20260917-0922-baseline|c98-s4|challenger-small|Sophos MDR", "prompt": "c98-s4", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "alternatives like Sophos MDR or Microsoft-centric options may be worth comparing, but they are generally positioned above Huntress on cost or complexity"}, {"id": "mai-20260917-0922-baseline|c98-s4|challenger-small|Microsoft-centric options", "prompt": "c98-s4", "model": "challenger-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Microsoft-centric options", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "alternatives like Sophos MDR or Microsoft-centric options may be worth comparing"}, {"id": "mai-20260917-0922-baseline|c98-s4|deepseek-small|Huntress Managed EDR", "prompt": "c98-s4", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the clear winner for a small company on a tight budget is **Huntress Managed EDR**"}, {"id": "mai-20260917-0922-baseline|c98-s4|deepseek-small|Sophos MDR Essentials", "prompt": "c98-s4", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos MDR Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sophos MDR Essentials is your runner-up"}, {"id": "mai-20260917-0922-baseline|c98-s4|deepseek-small|Arctic Wolf", "prompt": "c98-s4", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "generally too pricey for a tight-budget small company"}, {"id": "mai-20260917-0922-baseline|c98-s4|deepseek-small|Blackpoint Cyber", "prompt": "c98-s4", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for MSPs wanting fast managed response inside their stack"}, {"id": "mai-20260917-0922-baseline|c98-s4|google-small|Huntress", "prompt": "c98-s4", "model": "google-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Huntress (The Best Overall Budget Choice)"}, {"id": "mai-20260917-0922-baseline|c98-s4|google-small|Sophos MDR Essentials", "prompt": "c98-s4", "model": "google-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos MDR Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sophos represents an incredibly high value-for-money option."}, {"id": "mai-20260917-0922-baseline|c98-s4|google-small|Blackpoint Cyber", "prompt": "c98-s4", "model": "google-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Blackpoint Cyber is incredibly popular among SMBs that want absolute, hands-off containment."}, {"id": "mai-20260917-0922-baseline|c98-s4|google-small|Field Effect MDR", "prompt": "c98-s4", "model": "google-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Field Effect MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Field Effect (via their Covalence platform) is a highly cost-effective, unified solution."}, {"id": "mai-20260917-0922-baseline|c98-s4|meta-small|Huntress", "prompt": "c98-s4", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best MDR service for a small company with a tight budget is Huntress."}, {"id": "mai-20260917-0922-baseline|c98-s4|minimax-small|Huntress", "prompt": "c98-s4", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Huntress** is overwhelmingly recommended as the best MDR service for small companies with tight budgets"}, {"id": "mai-20260917-0922-baseline|c98-s4|minimax-small|Sophos Essentials", "prompt": "c98-s4", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sophos Essentials** - Another SMB-friendly option"}, {"id": "mai-20260917-0922-baseline|c98-s4|minimax-small|Arctic Wolf", "prompt": "c98-s4", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Arctic Wolf** - More expensive but suitable for growing businesses"}, {"id": "mai-20260917-0922-baseline|c98-s4|mistral-small|Huntress", "prompt": "c98-s4", "model": "mistral-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best MDR (Managed Detection and Response) service is **Huntress**"}, {"id": "mai-20260917-0922-baseline|c98-s4|moonshot-small|Huntress Managed EDR", "prompt": "c98-s4", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Huntress Managed EDR** is consistently the standout recommendation"}, {"id": "mai-20260917-0922-baseline|c98-s4|moonshot-small|Sophos MDR Essentials", "prompt": "c98-s4", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos MDR Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Best Runner-Up: Sophos MDR Essentials"}, {"id": "mai-20260917-0922-baseline|c98-s4|moonshot-small|Arctic Wolf", "prompt": "c98-s4", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to Avoid on a Tight Budget ... significantly more expensive"}, {"id": "mai-20260917-0922-baseline|c98-s4|moonshot-small|CrowdStrike Falcon Complete", "prompt": "c98-s4", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "overkill and over-budget for small companies"}, {"id": "mai-20260917-0922-baseline|c98-s4|moonshot-small|Red Canary", "prompt": "c98-s4", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Red Canary", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "overkill and over-budget for small companies"}, {"id": "mai-20260917-0922-baseline|c98-s4|openai-small|Microsoft Defender Experts MDR", "prompt": "c98-s4", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Microsoft Defender Experts MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My practical pick: Microsoft Defender Experts MDR if you already use Microsoft 365/Defender."}, {"id": "mai-20260917-0922-baseline|c98-s4|openai-small|Sophos MDR", "prompt": "c98-s4", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider **Sophos MDR** first, then **CrowdStrike Falcon Complete** if you want a premium option."}, {"id": "mai-20260917-0922-baseline|c98-s4|openai-small|CrowdStrike Falcon Complete Next-Gen MDR", "prompt": "c98-s4", "model": "openai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Complete Next-Gen MDR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "both are more likely to be a step up in cost/complexity than a Microsoft-first setup"}, {"id": "mai-20260917-0922-baseline|c98-s4|xai-small|Huntress Managed EDR", "prompt": "c98-s4", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress Managed EDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Huntress Managed EDR stands out as the best MDR service for a small company on a tight budget"}, {"id": "mai-20260917-0922-baseline|c98-s4|xai-small|Sophos MDR Essentials", "prompt": "c98-s4", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos MDR Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Close Alternatives ... Sophos MDR Essentials"}, {"id": "mai-20260917-0922-baseline|c98-s4|xai-small|Blumira", "prompt": "c98-s4", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Blumira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Blumira | Free tier + paid ... Less full MDR (more SIEM-focused)"}, {"id": "mai-20260917-0922-baseline|c98-s4|zai-small|Huntress", "prompt": "c98-s4", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Huntress is the go‑to MDR provider"}, {"id": "mai-20260917-0922-baseline|c98-s4|zai-small|Sophos MDR Essentials", "prompt": "c98-s4", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Sophos MDR Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider Sophos MDR Essentials, but be prepared to spend more."}, {"id": "mai-20260917-0922-baseline|c98-s4|zai-small|Arctic Wolf", "prompt": "c98-s4", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Premium, concierge‑style security; usually overkill for a small, budget‑constrained shop."}, {"id": "mai-20260917-0922-baseline|c98-s4|zai-small|CrowdStrike Falcon Complete", "prompt": "c98-s4", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "budget", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Large enterprises; far beyond what a small, tight‑budget company needs."}, {"id": "mai-20260917-0922-baseline|c98-s5|alibaba-small|Mendel", "prompt": "c98-s5", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Mendel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with providers like **Mendel**, **Kronos**, **Orca**, or **Endgame** if you want SMB-focused ease"}, {"id": "mai-20260917-0922-baseline|c98-s5|alibaba-small|Kronos", "prompt": "c98-s5", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Kronos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with providers like **Mendel**, **Kronos**, **Orca**, or **Endgame** if you want SMB-focused ease"}, {"id": "mai-20260917-0922-baseline|c98-s5|alibaba-small|Orca", "prompt": "c98-s5", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Orca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with providers like **Mendel**, **Kronos**, **Orca**, or **Endgame** if you want SMB-focused ease"}, {"id": "mai-20260917-0922-baseline|c98-s5|alibaba-small|Endgame", "prompt": "c98-s5", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Endgame", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with providers like **Mendel**, **Kronos**, **Orca**, or **Endgame** if you want SMB-focused ease"}, {"id": "mai-20260917-0922-baseline|c98-s5|alibaba-small|Arctic Wolf", "prompt": "c98-s5", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Arctic Wolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or larger players like **Arctic Wolf** (now part of Fortra) ... if you prefer brand recognition and deeper resources"}, {"id": "mai-20260917-0922-baseline|c98-s5|alibaba-small|Secureworks", "prompt": "c98-s5", "model": "alibaba-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Secureworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or larger players like ... **Secureworks** if you prefer brand recognition and deeper resources"}, {"id": "mai-20260917-0922-baseline|c98-s5|deepseek-small|Huntress", "prompt": "c98-s5", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Providers like Huntress (very affordable, ~$8/endpoint, strong for SMBs)"}, {"id": "mai-20260917-0922-baseline|c98-s5|deepseek-small|Sophos", "prompt": "c98-s5", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Sophos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sophos (great value tiers)"}, {"id": "mai-20260917-0922-baseline|c98-s5|deepseek-small|Arctic Wolf", "prompt": "c98-s5", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Arctic Wolf (named concierge team but pricier, ~$44K+/year)"}, {"id": "mai-20260917-0922-baseline|c98-s5|google-small|Huntress", "prompt": "c98-s5", "model": "google-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly popular for small businesses. It is budget-friendly, deploys in minutes, manages Microsoft Defender natively, and features a highly regarded human SOC"}, {"id": "mai-20260917-0922-baseline|c98-s5|google-small|Blackpoint Cyber", "prompt": "c98-s5", "model": "google-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for active threat containment and 24/7 SOC response, with deep integrations into Microsoft 365 and Google Workspace."}, {"id": "mai-20260917-0922-baseline|c98-s5|google-small|Sophos MDR", "prompt": "c98-s5", "model": "google-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great if you are already using Sophos firewall or antivirus products. They have a dedicated MDR tier designed specifically for smaller businesses."}, {"id": "mai-20260917-0922-baseline|c98-s5|google-small|Defendify", "prompt": "c98-s5", "model": "google-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Defendify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An all-in-one cybersecurity platform built specifically for small businesses that don't have dedicated security personnel."}, {"id": "mai-20260917-0922-baseline|c98-s5|minimax-small|AT&T", "prompt": "c98-s5", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "AT&T", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Use the AT&T or Expel guides as scoring frameworks"}, {"id": "mai-20260917-0922-baseline|c98-s5|minimax-small|Expel", "prompt": "c98-s5", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Expel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Use the AT&T or Expel guides as scoring frameworks"}, {"id": "mai-20260917-0922-baseline|c98-s5|moonshot-small|Huntress", "prompt": "c98-s5", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Huntress** — Best value, purpose-built for small business"}, {"id": "mai-20260917-0922-baseline|c98-s5|moonshot-small|Barracuda", "prompt": "c98-s5", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Barracuda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Providers like Huntress, Barracuda often offer better SMB pricing through managed service partners"}, {"id": "mai-20260917-0922-baseline|c98-s5|moonshot-small|CrowdStrike Falcon Complete", "prompt": "c98-s5", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CrowdStrike Falcon Complete** — Best response authority"}, {"id": "mai-20260917-0922-baseline|c98-s5|moonshot-small|Expel", "prompt": "c98-s5", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Expel** — Best transparency, bring-your-own-tools friendly"}, {"id": "mai-20260917-0922-baseline|c98-s5|moonshot-small|Sophos MDR", "prompt": "c98-s5", "model": "moonshot-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sophos MDR** — Unified protection, guided remediation"}, {"id": "mai-20260917-0922-baseline|c98-s5|xai-small|Huntress", "prompt": "c98-s5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For your size, prioritize ease-of-use and proactive hunting over enterprise bells/whistles—providers like Huntress excel here."}, {"id": "mai-20260917-0922-baseline|c98-s5|xai-small|Red Canary", "prompt": "c98-s5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Aim for 3-5 providers like Huntress (SMB value leader), Red Canary, Expel, or CrowdStrike Falcon Complete."}, {"id": "mai-20260917-0922-baseline|c98-s5|xai-small|Expel", "prompt": "c98-s5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Aim for 3-5 providers like Huntress (SMB value leader), Red Canary, Expel, or CrowdStrike Falcon Complete."}, {"id": "mai-20260917-0922-baseline|c98-s5|xai-small|CrowdStrike Falcon Complete", "prompt": "c98-s5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Aim for 3-5 providers like Huntress (SMB value leader), Red Canary, Expel, or CrowdStrike Falcon Complete."}, {"id": "mai-20260917-0922-baseline|c98-s5|xai-small|Critical Start", "prompt": "c98-s5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Critical Start", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "drawn from industry guides (e.g., from Expel, Critical Start, Palo Alto Networks, and SMB-focused analyses)"}, {"id": "mai-20260917-0922-baseline|c98-s5|xai-small|Palo Alto Networks", "prompt": "c98-s5", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Palo Alto Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "drawn from industry guides (e.g., from Expel, Critical Start, Palo Alto Networks, and SMB-focused analyses)"}, {"id": "mai-20260917-0922-baseline|c98-s5|zai-small|CrowdStrike Falcon Complete", "prompt": "c98-s5", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| CrowdStrike Falcon Complete | 1 hour | 15 min | Default delegated |"}, {"id": "mai-20260917-0922-baseline|c98-s5|zai-small|Arctic Wolf", "prompt": "c98-s5", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Arctic Wolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Arctic Wolf | 4 hours | 1 hour | Tiered |"}, {"id": "mai-20260917-0922-baseline|c98-s5|zai-small|SentinelOne Wayfinder MDR", "prompt": "c98-s5", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "SentinelOne Wayfinder MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| SentinelOne Wayfinder MDR | 4 hours | 30 min | Tiered |"}, {"id": "mai-20260917-0922-baseline|c98-s5|zai-small|Sophos MDR Essentials", "prompt": "c98-s5", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Sophos MDR Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Sophos MDR Essentials | 30 min | N/A | Contain, you neutralise |"}, {"id": "mai-20260917-0922-baseline|c98-s5|zai-small|Huntress", "prompt": "c98-s5", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Huntress | Same-day | N/A | Host isolation + opt-in auto-remediation |"}, {"id": "mai-20260917-0922-baseline|c98-s5|zai-small|Expel", "prompt": "c98-s5", "model": "zai-small", "cat": "managed-detection-and-response", "variant": "scale", "raw": "Expel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Expel | 4 hours | 1 hour | Tiered |"}, {"id": "mai-20260917-0922-baseline|c98-s6|deepseek-small|Red Canary", "prompt": "c98-s6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Red Canary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Many good providers (e.g., Red Canary, Critical Start, Arctic Wolf) work with tools you *already own*."}, {"id": "mai-20260917-0922-baseline|c98-s6|deepseek-small|Critical Start", "prompt": "c98-s6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Critical Start", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Many good providers (e.g., Red Canary, Critical Start, Arctic Wolf) work with tools you *already own*."}, {"id": "mai-20260917-0922-baseline|c98-s6|deepseek-small|Arctic Wolf", "prompt": "c98-s6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Services like **Arctic Wolf** (from ~$44K/year for up to 100 users) are excellent but are often **overkill and overpriced for a typical small business**"}, {"id": "mai-20260917-0922-baseline|c98-s6|deepseek-small|CrowdStrike Falcon Complete", "prompt": "c98-s6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "CrowdStrike Falcon Complete", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "steering toward purpose-built SMB providers ... rather than enterprise-concierge platforms (Arctic Wolf, full CrowdStrike Falcon Complete)"}, {"id": "mai-20260917-0922-baseline|c98-s6|deepseek-small|SentinelOne", "prompt": "c98-s6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Not every forced-stack vendor is bad\\u2014CrowdStrike Falcon Complete and SentinelOne have strong offerings"}, {"id": "mai-20260917-0922-baseline|c98-s6|deepseek-small|Huntress", "prompt": "c98-s6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Huntress** (~$3\\u20139/endpoint/month, published pricing, purpose-built for small business)"}, {"id": "mai-20260917-0922-baseline|c98-s6|deepseek-small|Sophos MDR", "prompt": "c98-s6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Sophos MDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Sophos MDR** (~$7\\u201310/endpoint/month) if you run Sophos already"}, {"id": "mai-20260917-0922-baseline|c98-s6|deepseek-small|Blackpoint", "prompt": "c98-s6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Blackpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "purpose-built SMB providers (Huntress, Sophos, Blackpoint, Field Effect)"}, {"id": "mai-20260917-0922-baseline|c98-s6|deepseek-small|Field Effect", "prompt": "c98-s6", "model": "deepseek-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Field Effect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "purpose-built SMB providers (Huntress, Sophos, Blackpoint, Field Effect)"}, {"id": "mai-20260917-0922-baseline|c98-s6|google-small|ReliaQuest", "prompt": "c98-s6", "model": "google-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "ReliaQuest", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Top-tier enterprise MDR platforms (such as ReliaQuest or Expel) are incredibly powerful, but they are built to act as an extension of an *already existing* internal security team."}, {"id": "mai-20260917-0922-baseline|c98-s6|google-small|Expel", "prompt": "c98-s6", "model": "google-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Expel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Top-tier enterprise MDR platforms (such as ReliaQuest or Expel) ... Without a dedicated CISO or security engineer on your staff ... your team will quickly drown in \"tool fatigue\""}, {"id": "mai-20260917-0922-baseline|c98-s6|google-small|Huntress", "prompt": "c98-s6", "model": "google-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "SMB-focused or \"co-managed\" MDR services (such as Huntress, Sophos, or Defendify) that deliver plain-language instructions"}, {"id": "mai-20260917-0922-baseline|c98-s6|google-small|Sophos", "prompt": "c98-s6", "model": "google-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Sophos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "SMB-focused or \"co-managed\" MDR services (such as Huntress, Sophos, or Defendify) that deliver plain-language instructions"}, {"id": "mai-20260917-0922-baseline|c98-s6|google-small|Defendify", "prompt": "c98-s6", "model": "google-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Defendify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "SMB-focused or \"co-managed\" MDR services (such as Huntress, Sophos, or Defendify)"}, {"id": "mai-20260917-0922-baseline|c98-s6|meta-small|Huntress", "prompt": "c98-s6", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular MDR services for small businesses include Huntress, Sophos MDR, and Expel"}, {"id": "mai-20260917-0922-baseline|c98-s6|meta-small|Sophos MDR", "prompt": "c98-s6", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Sophos MDR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular MDR services for small businesses include Huntress, Sophos MDR, and Expel"}, {"id": "mai-20260917-0922-baseline|c98-s6|meta-small|Expel", "prompt": "c98-s6", "model": "meta-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Expel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular MDR services for small businesses include Huntress, Sophos MDR, and Expel"}, {"id": "mai-20260917-0922-baseline|c98-s6|minimax-small|Huntress", "prompt": "c98-s6", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "consider SMB-tier MDR providers like Huntress, Blackpoint Cyber, or ThreatLocker"}, {"id": "mai-20260917-0922-baseline|c98-s6|minimax-small|Blackpoint Cyber", "prompt": "c98-s6", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Blackpoint Cyber", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "consider SMB-tier MDR providers like Huntress, Blackpoint Cyber, or ThreatLocker"}, {"id": "mai-20260917-0922-baseline|c98-s6|minimax-small|ThreatLocker", "prompt": "c98-s6", "model": "minimax-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "ThreatLocker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "consider SMB-tier MDR providers like Huntress, Blackpoint Cyber, or ThreatLocker"}, {"id": "mai-20260917-0922-baseline|c98-s6|xai-small|Arctic Wolf", "prompt": "c98-s6", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Arctic Wolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Overkill premium MDR (e.g., full concierge tiers like Arctic Wolf's higher ends)**: Great for mid-market ... but too costly and onboarding-heavy for small fleets"}, {"id": "mai-20260917-0922-baseline|c98-s6|xai-small|Huntress", "prompt": "c98-s6", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Prioritize Huntress or Sophos MDR entry tiers for value if you're IT-lean or MSP-managed"}, {"id": "mai-20260917-0922-baseline|c98-s6|xai-small|Sophos MDR", "prompt": "c98-s6", "model": "xai-small", "cat": "managed-detection-and-response", "variant": "negative", "raw": "Sophos MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Prioritize Huntress or Sophos MDR entry tiers for value"}, {"id": "mai-20260917-0922-baseline|c99-l1|alibaba-small|Recorded Future", "prompt": "c99-l1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recorded Future is widely considered the gold standard"}, {"id": "mai-20260917-0922-baseline|c99-l1|alibaba-small|CrowdStrike Falcon Threat Intel", "prompt": "c99-l1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Threat Intel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are already an endpoint protection customer, this is the most logical choice."}, {"id": "mai-20260917-0922-baseline|c99-l1|alibaba-small|Mandiant (by Google Cloud)", "prompt": "c99-l1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Mandiant (by Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Mandiant if you prioritize the highest fidelity of information provided by world-class analysts."}, {"id": "mai-20260917-0922-baseline|c99-l1|alibaba-small|Splunk + ThreatConnect", "prompt": "c99-l1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Splunk + ThreatConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other Notable Contenders... If your enterprise lives in Splunk"}, {"id": "mai-20260917-0922-baseline|c99-l1|alibaba-small|Palo Alto Networks (Unit 42)", "prompt": "c99-l1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Palo Alto Networks (Unit 42)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "their Cortex XDR/XSOAR integration is seamless and highly recommended"}, {"id": "mai-20260917-0922-baseline|c99-l1|alibaba-small|Anomali", "prompt": "c99-l1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Anomali", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Anomali: A dedicated TI hub."}, {"id": "mai-20260917-0922-baseline|c99-l1|anthropic-small|CrowdStrike Falcon Intelligence", "prompt": "c99-l1", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Commonly evaluated platforms** typically include:"}, {"id": "mai-20260917-0922-baseline|c99-l1|anthropic-small|Mandiant Threat Intelligence", "prompt": "c99-l1", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Mandiant Threat Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Commonly evaluated platforms** typically include:"}, {"id": "mai-20260917-0922-baseline|c99-l1|anthropic-small|Recorded Future", "prompt": "c99-l1", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Commonly evaluated platforms** typically include:"}, {"id": "mai-20260917-0922-baseline|c99-l1|anthropic-small|ThreatStream", "prompt": "c99-l1", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ThreatStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Commonly evaluated platforms** typically include:"}, {"id": "mai-20260917-0922-baseline|c99-l1|anthropic-small|AlienVault OTX", "prompt": "c99-l1", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "AlienVault OTX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Commonly evaluated platforms** typically include:"}, {"id": "mai-20260917-0922-baseline|c99-l1|anthropic-small|Flashpoint", "prompt": "c99-l1", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Flashpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Commonly evaluated platforms** typically include:"}, {"id": "mai-20260917-0922-baseline|c99-l1|anthropic-small|Digital Shadows", "prompt": "c99-l1", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Digital Shadows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Commonly evaluated platforms** typically include:"}, {"id": "mai-20260917-0922-baseline|c99-l1|challenger-small|Recorded Future", "prompt": "c99-l1", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest single pick is **Recorded Future**"}, {"id": "mai-20260917-0922-baseline|c99-l1|challenger-small|CloudSEK", "prompt": "c99-l1", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CloudSEK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CloudSEK** is a strong contender if you care more about predictive AI"}, {"id": "mai-20260917-0922-baseline|c99-l1|challenger-small|Cyble Vision", "prompt": "c99-l1", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Cyble Vision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best fit if you want a more **all-in-one** approach"}, {"id": "mai-20260917-0922-baseline|c99-l1|challenger-small|Flashpoint", "prompt": "c99-l1", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Flashpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong choice for organizations with heavy **brand/dark web risk** monitoring needs"}, {"id": "mai-20260917-0922-baseline|c99-l1|challenger-small|ThreatConnect", "prompt": "c99-l1", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong if your focus is **operationalizing intelligence**"}, {"id": "mai-20260917-0922-baseline|c99-l1|deepseek-small|Recorded Future (Intelligence Cloud)", "prompt": "c99-l1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future (Intelligence Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most B2B enterprises, **Recorded Future** is the safest all-around choice for breadth, actionability, and enterprise fit."}, {"id": "mai-20260917-0922-baseline|c99-l1|deepseek-small|Google Mandiant (Mandiant Advantage + Gemini)", "prompt": "c99-l1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Google Mandiant (Mandiant Advantage + Gemini)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your risk profile involves nation-state threats or you want incident-response-grade intelligence, strong consideration for **Google Mandiant**"}, {"id": "mai-20260917-0922-baseline|c99-l1|deepseek-small|CrowdStrike Adversary Intelligence", "prompt": "c99-l1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're already on Falcon, **CrowdStrike Adversary Intelligence** is the natural fit"}, {"id": "mai-20260917-0922-baseline|c99-l1|deepseek-small|Flashpoint", "prompt": "c99-l1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Flashpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The go-to for **criminal community / dark web intelligence**, financial crime, and fraud."}, {"id": "mai-20260917-0922-baseline|c99-l1|deepseek-small|Group-IB", "prompt": "c99-l1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Group-IB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Also named a Leader in the 2026 Gartner MQ \\u2014 strong adversary-centric, predictive intel"}, {"id": "mai-20260917-0922-baseline|c99-l1|deepseek-small|ThreatConnect", "prompt": "c99-l1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ThreatConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ThreatConnect and OpenCTI are better if you need heavy workflow/automation layers"}, {"id": "mai-20260917-0922-baseline|c99-l1|deepseek-small|OpenCTI", "prompt": "c99-l1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "OpenCTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "MISP/OpenCTI are free/open-source alternatives."}, {"id": "mai-20260917-0922-baseline|c99-l1|deepseek-small|MISP", "prompt": "c99-l1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "MISP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "MISP/OpenCTI are free/open-source alternatives."}, {"id": "mai-20260917-0922-baseline|c99-l1|google-small|Cyware (Intel Exchange / CTIX)", "prompt": "c99-l1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Cyware (Intel Exchange / CTIX)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cyware is the gold standard for \"Cyber Fusion\"... go with **Cyware**."}, {"id": "mai-20260917-0922-baseline|c99-l1|google-small|Recorded Future", "prompt": "c99-l1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the **most comprehensive intelligence feed** with elite brand protection and third-party monitoring out-of-the-box, choose **Recorded Future**."}, {"id": "mai-20260917-0922-baseline|c99-l1|google-small|Google Threat Intelligence (Mandiant + VirusTotal)", "prompt": "c99-l1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Google Threat Intelligence (Mandiant + VirusTotal)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: High-Value Targets Facing Sophisticated/Nation-State APTs"}, {"id": "mai-20260917-0922-baseline|c99-l1|google-small|CrowdStrike Falcon Intelligence", "prompt": "c99-l1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are looking for **maximum value with minimal overhead** ... **CrowdStrike Falcon Intelligence**"}, {"id": "mai-20260917-0922-baseline|c99-l1|google-small|Flare", "prompt": "c99-l1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: B2B Identity Intelligence & Credential Leakage"}, {"id": "mai-20260917-0922-baseline|c99-l1|google-small|SpyCloud", "prompt": "c99-l1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "SpyCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flare or SpyCloud ... These platforms specialize in scanning illicit Telegram channels"}, {"id": "mai-20260917-0922-baseline|c99-l1|google-small|Microsoft Defender TI", "prompt": "c99-l1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Microsoft Defender TI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "stick to your primary ecosystem vendor's premium threat intelligence (e.g., **CrowdStrike Falcon Intelligence** or **Microsoft Defender TI**)"}, {"id": "mai-20260917-0922-baseline|c99-l1|minimax-small|Recorded Future", "prompt": "c99-l1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Recorded Future** (Best Overall)"}, {"id": "mai-20260917-0922-baseline|c99-l1|minimax-small|Google Mandiant (Threat Intelligence)", "prompt": "c99-l1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Google Mandiant (Threat Intelligence)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Human-derived attribution from responding to major breaches"}, {"id": "mai-20260917-0922-baseline|c99-l1|minimax-small|Anomali", "prompt": "c99-l1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Anomali", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Anomali** for more budget-conscious options with strong fundamentals"}, {"id": "mai-20260917-0922-baseline|c99-l1|minimax-small|CrowdStrike Falcon Intelligence", "prompt": "c99-l1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already have EDR infrastructure, **CrowdStrike Falcon Intelligence** provides excellent endpoint-correlated intelligence."}, {"id": "mai-20260917-0922-baseline|c99-l1|minimax-small|ThreatConnect", "prompt": "c99-l1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise TIP workflows and intelligence operations"}, {"id": "mai-20260917-0922-baseline|c99-l1|mistral-small|Recorded Future", "prompt": "c99-l1", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Recorded Future** and **CrowdStrike Falcon Adversary Intelligence** are top choices"}, {"id": "mai-20260917-0922-baseline|c99-l1|mistral-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-l1", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Recorded Future** and **CrowdStrike Falcon Adversary Intelligence** are top choices due to their scalability"}, {"id": "mai-20260917-0922-baseline|c99-l1|mistral-small|Google Threat Intelligence (Mandiant)", "prompt": "c99-l1", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Google Threat Intelligence (Mandiant)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Threat Intelligence (Mandiant)** is also a leading option"}, {"id": "mai-20260917-0922-baseline|c99-l1|mistral-small|Cyble Vision", "prompt": "c99-l1", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Cyble Vision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for unified CTI, dark web, attack surface management (ASM), and brand protection"}, {"id": "mai-20260917-0922-baseline|c99-l1|mistral-small|SOCRadar Extended Threat Intelligence", "prompt": "c99-l1", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "SOCRadar Extended Threat Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Recognized for its comprehensive threat intelligence and digital risk monitoring"}, {"id": "mai-20260917-0922-baseline|c99-l1|moonshot-small|Recorded Future", "prompt": "c99-l1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recorded Future** remains the safest default due to its data breadth and integration maturity"}, {"id": "mai-20260917-0922-baseline|c99-l1|moonshot-small|Google Mandiant (Mandiant Advantage)", "prompt": "c99-l1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Google Mandiant (Mandiant Advantage)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your threat model is dominated by sophisticated nation-state actors, **Google Mandiant** is likely the better strategic investment"}, {"id": "mai-20260917-0922-baseline|c99-l1|moonshot-small|CrowdStrike Falcon Intelligence", "prompt": "c99-l1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest when bundled with Falcon EDR. Standalone value is more limited."}, {"id": "mai-20260917-0922-baseline|c99-l1|moonshot-small|ThreatConnect", "prompt": "c99-l1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Intel operations & workflow automation | FedRAMP High/FISMA compliance"}, {"id": "mai-20260917-0922-baseline|c99-l1|moonshot-small|Anomali ThreatStream", "prompt": "c99-l1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hybrid-first architecture (on-prem + cloud); aggressive AI-automation"}, {"id": "mai-20260917-0922-baseline|c99-l1|moonshot-small|Bitsight", "prompt": "c99-l1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "single platform combining CTI, EASM, and third-party risk; board-level reporting"}, {"id": "mai-20260917-0922-baseline|c99-l1|moonshot-small|Flashpoint", "prompt": "c99-l1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Flashpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Criminal/dark web focus | Deep access to illicit communities"}, {"id": "mai-20260917-0922-baseline|c99-l1|openai-small|Recorded Future", "prompt": "c99-l1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recorded Future** is often the safest default recommendation for a large enterprise"}, {"id": "mai-20260917-0922-baseline|c99-l1|openai-small|Flashpoint", "prompt": "c99-l1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Flashpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flashpoint** if external threat monitoring, fraud, and brand/dark-web visibility matter most."}, {"id": "mai-20260917-0922-baseline|c99-l1|openai-small|Intel 471", "prompt": "c99-l1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Intel 471", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Intel 471** if you need deep adversary and cybercrime intelligence."}, {"id": "mai-20260917-0922-baseline|c99-l1|openai-small|CrowdStrike", "prompt": "c99-l1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth considering if you want a platform that overlaps with adjacent needs"}, {"id": "mai-20260917-0922-baseline|c99-l1|openai-small|Google", "prompt": "c99-l1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Google", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CrowdStrike / Google / ZeroFox / SOCRadar / Group-IB: worth considering"}, {"id": "mai-20260917-0922-baseline|c99-l1|openai-small|ZeroFox", "prompt": "c99-l1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ZeroFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CrowdStrike / Google / ZeroFox / SOCRadar / Group-IB: worth considering"}, {"id": "mai-20260917-0922-baseline|c99-l1|openai-small|SOCRadar", "prompt": "c99-l1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "SOCRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CrowdStrike / Google / ZeroFox / SOCRadar / Group-IB: worth considering"}, {"id": "mai-20260917-0922-baseline|c99-l1|openai-small|Group-IB", "prompt": "c99-l1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Group-IB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CrowdStrike / Google / ZeroFox / SOCRadar / Group-IB: worth considering"}, {"id": "mai-20260917-0922-baseline|c99-l1|xai-small|Recorded Future", "prompt": "c99-l1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recorded Future** consistently ranks as a top choice for large enterprises in recent reviews"}, {"id": "mai-20260917-0922-baseline|c99-l1|xai-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-l1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other Strong Contenders for Enterprises"}, {"id": "mai-20260917-0922-baseline|c99-l1|xai-small|Google Mandiant (Google Threat Intelligence)", "prompt": "c99-l1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Google Mandiant (Google Threat Intelligence)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader in Forrester Wave (Q3 2023); Visionary in related Gartner reports."}, {"id": "mai-20260917-0922-baseline|c99-l1|xai-small|Flashpoint", "prompt": "c99-l1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Flashpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Direct access to forums/marketplaces; strong for brand/supply chain monitoring in B2B."}, {"id": "mai-20260917-0922-baseline|c99-l1|xai-small|Bitsight", "prompt": "c99-l1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "perfect for B2B supply chain risk management"}, {"id": "mai-20260917-0922-baseline|c99-l1|zai-small|Recorded Future", "prompt": "c99-l1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **\"best\"** threat‑intelligence platform today is **Recorded Future**"}, {"id": "mai-20260917-0922-baseline|c99-l1|zai-small|CrowdStrike Falcon Intelligence", "prompt": "c99-l1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already run **CrowdStrike Falcon** endpoints, **CrowdStrike Falcon Intelligence** is the most seamless add‑on."}, {"id": "mai-20260917-0922-baseline|c99-l1|zai-small|Google Mandiant (FireEye)", "prompt": "c99-l1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Google Mandiant (FireEye)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For teams that need **nation‑state attribution and incident‑response pedigree**, **Google Mandiant (FireEye)** is the top choice."}, {"id": "mai-20260917-0922-baseline|c99-l1|zai-small|ThreatConnect", "prompt": "c99-l1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your priority is **analyst workflow, collaboration, and SOAR orchestration**, **ThreatConnect** shines."}, {"id": "mai-20260917-0922-baseline|c99-l1|zai-small|Anomali ThreatStream", "prompt": "c99-l1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other strong enterprise options include **Anomali ThreatStream**"}, {"id": "mai-20260917-0922-baseline|c99-l1|zai-small|Cyberint", "prompt": "c99-l1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Cyberint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other strong enterprise options include ... **Cyberint**"}, {"id": "mai-20260917-0922-baseline|c99-l1|zai-small|Check Point Exposure Management", "prompt": "c99-l1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Check Point Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Other strong enterprise options include ... **Check Point Exposure Management**"}, {"id": "mai-20260917-0922-baseline|c99-l1|zai-small|Cyble Vision", "prompt": "c99-l1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Cyble Vision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Cyble Vision** (which bundles TI + attack‑surface management + takedowns)"}, {"id": "mai-20260917-0922-baseline|c99-l1|zai-small|ZeroFox", "prompt": "c99-l1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ZeroFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Brand protection, phishing, social‑media threat monitoring"}, {"id": "mai-20260917-0922-baseline|c99-l1|zai-small|MISP / OpenCTI", "prompt": "c99-l1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "MISP / OpenCTI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Requires ongoing maintenance; limited out‑of‑the‑box analyst productivity features."}, {"id": "mai-20260917-0922-baseline|c99-l2|alibaba-small|Recorded Future", "prompt": "c99-l2", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top All-Around Recommendation: Recorded Future ... is generally the leading choice for large enterprises."}, {"id": "mai-20260917-0922-baseline|c99-l2|alibaba-small|ThreatConnect", "prompt": "c99-l2", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Workflow & Automation: ThreatConnect ... is the industry leader for Threat Intelligence Platforms (TIPs)."}, {"id": "mai-20260917-0922-baseline|c99-l2|alibaba-small|Flashpoint", "prompt": "c99-l2", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Flashpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Brand Protection & B2B Risks: Flashpoint ... specializes in digital risk protection."}, {"id": "mai-20260917-0922-baseline|c99-l2|alibaba-small|Google Mandiant", "prompt": "c99-l2", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Google Mandiant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your budget allows for premium consulting-backed intelligence, Mandiant ... offers arguably the best qualitative intelligence in the world."}, {"id": "mai-20260917-0922-baseline|c99-l2|anthropic-small|Recorded Future", "prompt": "c99-l2", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recorded Future leads the threat intelligence market through sheer data volume and analytical sophistication"}, {"id": "mai-20260917-0922-baseline|c99-l2|anthropic-small|Anomali ThreatStream", "prompt": "c99-l2", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Anomali markets \"the world's largest curated threat intelligence repository,\" with their ThreatStream platform aggregating 200+ intelligence sources"}, {"id": "mai-20260917-0922-baseline|c99-l2|anthropic-small|Flare", "prompt": "c99-l2", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Flare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Commercial platforms like Flare and Anomali handle collection, enrichment, and prioritization for you"}, {"id": "mai-20260917-0922-baseline|c99-l2|anthropic-small|Flashpoint Ignite", "prompt": "c99-l2", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Flashpoint Ignite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flashpoint is a strong fit for large enterprises, critical infrastructure operators, and national security teams"}, {"id": "mai-20260917-0922-baseline|c99-l2|anthropic-small|Unit 42 (Palo Alto Networks)", "prompt": "c99-l2", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Unit 42 (Palo Alto Networks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Unit 42 is a strong fit for large enterprises and critical infrastructure operators that want intelligence-driven security services"}, {"id": "mai-20260917-0922-baseline|c99-l2|challenger-small|Recorded Future", "prompt": "c99-l2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Recorded Future** as the **platform**"}, {"id": "mai-20260917-0922-baseline|c99-l2|challenger-small|Abuse.ch", "prompt": "c99-l2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Abuse.ch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a mixed-feed strategy built around **Abuse.ch** plus one commercial feed"}, {"id": "mai-20260917-0922-baseline|c99-l2|challenger-small|Cyble Vision", "prompt": "c99-l2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Cyble Vision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cyble Vision** is attractive if you want unified CTI, dark web monitoring, attack-surface visibility, and brand protection in one console"}, {"id": "mai-20260917-0922-baseline|c99-l2|challenger-small|CloudSEK", "prompt": "c99-l2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CloudSEK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CloudSEK** is emphasized for AI-based risk prediction and broad digital risk monitoring"}, {"id": "mai-20260917-0922-baseline|c99-l2|challenger-small|Spamhaus", "prompt": "c99-l2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Spamhaus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Spamhaus** for spam, phishing, and malicious infrastructure reputation"}, {"id": "mai-20260917-0922-baseline|c99-l2|challenger-small|URLhaus / MalwareBazaar", "prompt": "c99-l2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "URLhaus / MalwareBazaar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**URLhaus / MalwareBazaar** for malware distribution and sample-related indicators"}, {"id": "mai-20260917-0922-baseline|c99-l2|deepseek-small|Recorded Future", "prompt": "c99-l2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Recorded Future** as your foundational CTI platform."}, {"id": "mai-20260917-0922-baseline|c99-l2|deepseek-small|Google Cloud Mandiant", "prompt": "c99-l2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Google Cloud Mandiant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for APT / nation-state threat focus"}, {"id": "mai-20260917-0922-baseline|c99-l2|deepseek-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-l2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're a CrowdStrike shop"}, {"id": "mai-20260917-0922-baseline|c99-l2|deepseek-small|Flashpoint", "prompt": "c99-l2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Flashpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Industry's **broadest dark/deep web collection**, AI-enhanced, plus vulnerability intelligence"}, {"id": "mai-20260917-0922-baseline|c99-l2|deepseek-small|Intel 471", "prompt": "c99-l2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Intel 471", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent **human-sourced criminal underground intelligence**"}, {"id": "mai-20260917-0922-baseline|c99-l2|deepseek-small|Bitsight", "prompt": "c99-l2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Complement with **Bitsight** if third-party/attack-surface risk matters"}, {"id": "mai-20260917-0922-baseline|c99-l2|deepseek-small|MISP", "prompt": "c99-l2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "MISP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free/OSINT baseline enrichment | **MISP**, **Abuse.ch**, **AlienVault/OTX**"}, {"id": "mai-20260917-0922-baseline|c99-l2|deepseek-small|Abuse.ch", "prompt": "c99-l2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Abuse.ch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "consider free feeds (Abuse.ch, OTX) as enrichment layers"}, {"id": "mai-20260917-0922-baseline|c99-l2|deepseek-small|AlienVault/OTX", "prompt": "c99-l2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "AlienVault/OTX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "consider free feeds (Abuse.ch, OTX) as enrichment layers"}, {"id": "mai-20260917-0922-baseline|c99-l2|google-small|Anomali ThreatStream", "prompt": "c99-l2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Anomali ThreatStream (The Industry Standard)... prioritize setting up **Anomali ThreatStream** or **ThreatConnect** first"}, {"id": "mai-20260917-0922-baseline|c99-l2|google-small|ThreatConnect", "prompt": "c99-l2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ThreatConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "prioritize setting up **Anomali ThreatStream** or **ThreatConnect** first"}, {"id": "mai-20260917-0922-baseline|c99-l2|google-small|OpenCTI", "prompt": "c99-l2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OpenCTI (The Open-Source/Managed Alternative)"}, {"id": "mai-20260917-0922-baseline|c99-l2|google-small|Recorded Future", "prompt": "c99-l2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recorded Future (The Gold Standard for Brand & Vulnerability Intel)"}, {"id": "mai-20260917-0922-baseline|c99-l2|google-small|Google Threat Intelligence / Mandiant", "prompt": "c99-l2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Google Threat Intelligence / Mandiant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Actor Attribution & Frontline Incident Response"}, {"id": "mai-20260917-0922-baseline|c99-l2|google-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-l2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Endpoint & Technical Telemetry"}, {"id": "mai-20260917-0922-baseline|c99-l2|google-small|Flashpoint", "prompt": "c99-l2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Flashpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Flashpoint (Best for Dark Web & Cybercrime Forums)"}, {"id": "mai-20260917-0922-baseline|c99-l2|google-small|CISA Known Exploited Vulnerabilities (KEV) Catalog", "prompt": "c99-l2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CISA Known Exploited Vulnerabilities (KEV) Catalog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The absolute baseline for prioritizing B2B vulnerability patching."}, {"id": "mai-20260917-0922-baseline|c99-l2|google-small|Abuse.ch (MalwareBazaar & URLhaus)", "prompt": "c99-l2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Abuse.ch (MalwareBazaar & URLhaus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "High-velocity, community-verified feeds targeting malware distribution and malicious URLs."}, {"id": "mai-20260917-0922-baseline|c99-l2|google-small|MS-ISAC", "prompt": "c99-l2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "MS-ISAC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Sector-specific sharing groups that provide highly relevant peer-group threat intelligence."}, {"id": "mai-20260917-0922-baseline|c99-l2|google-small|Financial ISAC (FS-ISAC)", "prompt": "c99-l2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Financial ISAC (FS-ISAC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Sector-specific sharing groups that provide highly relevant peer-group threat intelligence."}, {"id": "mai-20260917-0922-baseline|c99-l2|meta-small|Mandiant", "prompt": "c99-l2", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Mandiant: Known for its nation-state attribution capabilities and suitable for companies with a large budget."}, {"id": "mai-20260917-0922-baseline|c99-l2|meta-small|Cyble", "prompt": "c99-l2", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Cyble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cyble: Offers a comprehensive threat intelligence platform that aggregates signals from various sources"}, {"id": "mai-20260917-0922-baseline|c99-l2|meta-small|UpGuard", "prompt": "c99-l2", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "UpGuard: Provides a threat intelligence platform that delivers raw IOCs and contextualized intelligence."}, {"id": "mai-20260917-0922-baseline|c99-l2|minimax-small|Recorded Future", "prompt": "c99-l2", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Recorded Future** as a top threat intelligence platform"}, {"id": "mai-20260917-0922-baseline|c99-l2|minimax-small|Anomali", "prompt": "c99-l2", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Anomali", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong contender is **Anomali**, which is also well-suited for large organizations"}, {"id": "mai-20260917-0922-baseline|c99-l2|minimax-small|CrowdStrike Falcon Intell", "prompt": "c99-l2", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon Intell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "could be a seamless addition, as it integrates natively with CrowdStrike's endpoint security platform"}, {"id": "mai-20260917-0922-baseline|c99-l2|minimax-small|Mandiant", "prompt": "c99-l2", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Mandiant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "known for its high-quality, human-curated intelligence and is ideal for organizations seeking advanced threat actor insights"}, {"id": "mai-20260917-0922-baseline|c99-l2|mistral-small|Google Threat Intelligence", "prompt": "c99-l2", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Google Threat Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google Threat Intelligence** and **Recorded Future** are top-tier CTI feeds"}, {"id": "mai-20260917-0922-baseline|c99-l2|mistral-small|Recorded Future", "prompt": "c99-l2", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Consistently rated as best for enterprises, offering broad coverage, high update frequency"}, {"id": "mai-20260917-0922-baseline|c99-l2|mistral-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-l2", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for threat hunting and incident response, especially if already using CrowdStrike's security stack"}, {"id": "mai-20260917-0922-baseline|c99-l2|mistral-small|ThreatConnect", "prompt": "c99-l2", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mature CTI programs requiring structured workflows and automation"}, {"id": "mai-20260917-0922-baseline|c99-l2|mistral-small|Dataminr", "prompt": "c99-l2", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Dataminr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ThreatConnect / Dataminr** – Best for mature CTI programs needing structured workflows and automation."}, {"id": "mai-20260917-0922-baseline|c99-l2|mistral-small|Cyble Vision", "prompt": "c99-l2", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Cyble Vision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need dark web and brand protection integration, consider **Cyble Vision**"}, {"id": "mai-20260917-0922-baseline|c99-l2|mistral-small|Cyware", "prompt": "c99-l2", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Cyware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers unified threat intelligence operationalization, enrichment, sharing, and automation"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|Recorded Future", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary Platform:** **Recorded Future** or **Mandiant Advantage** as your core TI platform"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|Mandiant Advantage / Google Threat Intelligence", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Mandiant Advantage / Google Threat Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Primary Platform:** **Recorded Future** or **Mandiant Advantage** as your core TI platform"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|ThreatConnect", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ThreatConnect** if you need integrated SOAR capabilities"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|Anomali ThreatStream", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Anomali** if feed aggregation is your priority"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|CrowdStrike Falcon Intelligence", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Commercial feeds:** Recorded Future, Mandiant, CrowdStrike Falcon Intelligence"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|AlienVault OTX", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "AlienVault OTX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Open Source:** AlienVault OTX, Abuse.ch, URLhaus"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|Abuse.ch", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Abuse.ch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Open Source:** AlienVault OTX, Abuse.ch, URLhaus"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|URLhaus", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "URLhaus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Open Source:** AlienVault OTX, Abuse.ch, URLhaus"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|CISA AIS", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CISA AIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Government:** CISA AIS (Automated Indicator Sharing)"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|Proofpoint Emerging Threats", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Proofpoint Emerging Threats", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Email Security:** **Proofpoint** or **Mimecast** for email-borne threat intelligence"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|Palo Alto Unit 42", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Palo Alto Unit 42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Commercial add-ons:** Proofpoint Emerging Threats, Palo Alto Unit 42"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|Spamhaus", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Spamhaus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**IP/Domain reputation:** Spamhaus, VirusTotal"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|VirusTotal", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "VirusTotal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**IP/Domain reputation:** Spamhaus, VirusTotal"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|Malware Bazaar", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Malware Bazaar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Malware analysis:** Malware Bazaar, Any.Run"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|Any.Run", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Any.Run", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Malware analysis:** Malware Bazaar, Any.Run"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|CISA KEV", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CISA KEV", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Vulnerability intelligence:** CISA KEV, VulnDB"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|VulnDB", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "VulnDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Vulnerability intelligence:** CISA KEV, VulnDB"}, {"id": "mai-20260917-0922-baseline|c99-l2|moonshot-small|Mimecast", "prompt": "c99-l2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Mimecast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "**Proofpoint** or **Mimecast** for email-borne threat intelligence"}, {"id": "mai-20260917-0922-baseline|c99-l2|openai-small|Recorded Future", "prompt": "c99-l2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recorded Future** — best overall default for broad enterprise CTI"}, {"id": "mai-20260917-0922-baseline|c99-l2|openai-small|Google / Mandiant intelligence ecosystem", "prompt": "c99-l2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Google / Mandiant intelligence ecosystem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if you're deeply aligned to Google security stack"}, {"id": "mai-20260917-0922-baseline|c99-l2|openai-small|Flashpoint", "prompt": "c99-l2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Flashpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth evaluating if your use case is more focused on dark web, fraud, brand, or adversary-infrastructure intelligence"}, {"id": "mai-20260917-0922-baseline|c99-l2|openai-small|Intel 471", "prompt": "c99-l2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Intel 471", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth evaluating if your use case is more focused on dark web, fraud, brand, or adversary-infrastructure intelligence"}, {"id": "mai-20260917-0922-baseline|c99-l2|openai-small|KELA", "prompt": "c99-l2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "KELA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth evaluating if your use case is more focused on dark web, fraud, brand, or adversary-infrastructure intelligence"}, {"id": "mai-20260917-0922-baseline|c99-l2|openai-small|ZeroFox", "prompt": "c99-l2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ZeroFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "worth evaluating if your use case is more focused on dark web, fraud, brand, or adversary-infrastructure intelligence"}, {"id": "mai-20260917-0922-baseline|c99-l2|xai-small|Recorded Future", "prompt": "c99-l2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Recorded Future as the top cyber threat intelligence (CTI) platform and feed."}, {"id": "mai-20260917-0922-baseline|c99-l2|xai-small|Google Mandiant Advantage", "prompt": "c99-l2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Google Mandiant Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for APT/nation-state focus, drawing from 200K+ hours of IR data. Leader status"}, {"id": "mai-20260917-0922-baseline|c99-l2|xai-small|ThreatConnect", "prompt": "c99-l2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top for workflow automation and operationalization"}, {"id": "mai-20260917-0922-baseline|c99-l2|xai-small|Anomali ThreatStream", "prompt": "c99-l2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for aggregating third-party feeds with collaboration tools; cost-effective"}, {"id": "mai-20260917-0922-baseline|c99-l2|xai-small|Falcon Adversary Intelligence", "prompt": "c99-l2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Falcon Adversary Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CrowdStrike users might prefer Falcon Adversary Intelligence"}, {"id": "mai-20260917-0922-baseline|c99-l2|zai-small|Q-Feeds", "prompt": "c99-l2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Q-Feeds", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Feed:** **Q‑Feeds** (or any high‑volume STIX/TAXII feed"}, {"id": "mai-20260917-0922-baseline|c99-l2|zai-small|Recorded Future Intelligence Feed", "prompt": "c99-l2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future Intelligence Feed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Platform:** **Microsoft Sentinel** ... **or** **Recorded Future** (if you need deep AI‑driven strategic intelligence"}, {"id": "mai-20260917-0922-baseline|c99-l2|zai-small|Google Threat Intelligence Feed", "prompt": "c99-l2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Google Threat Intelligence Feed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Threat Intelligence Feed** – Deep technical data, leverages Mandiant/VirusTotal data, strong for malware analysis."}, {"id": "mai-20260917-0922-baseline|c99-l2|zai-small|Cyble Vision", "prompt": "c99-l2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Cyble Vision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cyble Vision** – Unified feed + takedown service, good for phishing and brand protection."}, {"id": "mai-20260917-0922-baseline|c99-l2|zai-small|Microsoft Sentinel", "prompt": "c99-l2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Microsoft Sentinel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Platform:** **Microsoft Sentinel** (if you want a native SIEM/SOAR integration)"}, {"id": "mai-20260917-0922-baseline|c99-l2|zai-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-l2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you already use CrowdStrike EDR | Deep integration with Falcon endpoint telemetry"}, {"id": "mai-20260917-0922-baseline|c99-l2|zai-small|ThreatConnect", "prompt": "c99-l2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ThreatConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**ThreatConnect** | Mature CTI programs with structured workflows"}, {"id": "mai-20260917-0922-baseline|c99-l2|zai-small|Cyware", "prompt": "c99-l2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Cyware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Cyware** | Enterprise CTI operations (management, sharing, automation)"}, {"id": "mai-20260917-0922-baseline|c99-l3|alibaba-small|Recorded Future", "prompt": "c99-l3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recorded Future ... Best For: Organizations seeking massive scale, automated enrichment, and rapid situational awareness."}, {"id": "mai-20260917-0922-baseline|c99-l3|alibaba-small|IBM Security X-Force", "prompt": "c99-l3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "IBM Security X-Force", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Enterprises requiring human-analyst context and risk-based prioritization."}, {"id": "mai-20260917-0922-baseline|c99-l3|alibaba-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-l3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Organizations already invested in the CrowdStrike EDR/XDR ecosystem."}, {"id": "mai-20260917-0922-baseline|c99-l3|alibaba-small|Intel 471", "prompt": "c99-l3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Intel 471", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focusing specifically on credential theft and underground criminal activity."}, {"id": "mai-20260917-0922-baseline|c99-l3|alibaba-small|ThreatConnect", "prompt": "c99-l3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Mature organizations needing workflow orchestration and collaboration."}, {"id": "mai-20260917-0922-baseline|c99-l3|alibaba-small|Flashpoint (by Intelfire)", "prompt": "c99-l3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flashpoint (by Intelfire)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Deep web investigations and social engineering defense."}, {"id": "mai-20260917-0922-baseline|c99-l3|anthropic-small|Bitsight", "prompt": "c99-l3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The strongest enterprise threat intelligence platforms in 2026 are Bitsight, Recorded Future, CrowdStrike Falcon Intelligence, Flashpoint, and Anomali ThreatStream"}, {"id": "mai-20260917-0922-baseline|c99-l3|anthropic-small|Recorded Future", "prompt": "c99-l3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Recorded Future and Flashpoint are also leading options"}, {"id": "mai-20260917-0922-baseline|c99-l3|anthropic-small|CrowdStrike Falcon Intelligence", "prompt": "c99-l3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CrowdStrike delivers adversary intelligence tightly coupled to its Falcon EDR telemetry"}, {"id": "mai-20260917-0922-baseline|c99-l3|anthropic-small|Flashpoint", "prompt": "c99-l3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flashpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flashpoint offering analyst-validated access to closed communities"}, {"id": "mai-20260917-0922-baseline|c99-l3|anthropic-small|Anomali ThreatStream", "prompt": "c99-l3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Anomali ThreatStream is a threat intelligence platform focused on aggregating, normalizing, and operationalizing intelligence feeds"}, {"id": "mai-20260917-0922-baseline|c99-l3|anthropic-small|Mandiant", "prompt": "c99-l3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Mandiant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mandiant excels in attribution analysis, connecting seemingly disparate attack campaigns to specific threat groups"}, {"id": "mai-20260917-0922-baseline|c99-l3|anthropic-small|ThreatConnect", "prompt": "c99-l3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ThreatConnect tends to have the upper hand in integration and customization"}, {"id": "mai-20260917-0922-baseline|c99-l3|anthropic-small|Flare", "prompt": "c99-l3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Flare is rated highly for dark web, stealer log, and ransomware exposure monitoring with native AI capabilities"}, {"id": "mai-20260917-0922-baseline|c99-l3|challenger-small|Recorded Future", "prompt": "c99-l3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for intelligence depth:** **Recorded Future**"}, {"id": "mai-20260917-0922-baseline|c99-l3|challenger-small|Mandiant (Google Threat Intelligence)", "prompt": "c99-l3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Mandiant (Google Threat Intelligence)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for analyst-led strategic intelligence:** **Mandiant / Google Threat Intelligence**"}, {"id": "mai-20260917-0922-baseline|c99-l3|challenger-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-l3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for endpoint-driven SOCs:** **CrowdStrike Falcon Adversary Intelligence**"}, {"id": "mai-20260917-0922-baseline|c99-l3|challenger-small|ThreatConnect", "prompt": "c99-l3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for automation and playbooks:** **ThreatConnect**"}, {"id": "mai-20260917-0922-baseline|c99-l3|challenger-small|Anomali ThreatStream", "prompt": "c99-l3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for feed aggregation and SIEM alignment:** **Anomali ThreatStream**"}, {"id": "mai-20260917-0922-baseline|c99-l3|challenger-small|Microsoft Defender Threat Intelligence", "prompt": "c99-l3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Microsoft Defender Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for Microsoft shops:** **Microsoft Defender Threat Intelligence**"}, {"id": "mai-20260917-0922-baseline|c99-l3|challenger-small|Flashpoint", "prompt": "c99-l3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flashpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for dark web/criminal ecosystem insight:** **Flashpoint**"}, {"id": "mai-20260917-0922-baseline|c99-l3|challenger-small|IBM X-Force", "prompt": "c99-l3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "IBM X-Force", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Backed by IBM's global research network and collaborative threat research."}, {"id": "mai-20260917-0922-baseline|c99-l3|challenger-small|Cyble Vision", "prompt": "c99-l3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyble Vision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for unified external risk intelligence:** **Cyble Vision** or **CloudSEK**"}, {"id": "mai-20260917-0922-baseline|c99-l3|challenger-small|CloudSEK", "prompt": "c99-l3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CloudSEK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best for unified external risk intelligence:** **Cyble Vision** or **CloudSEK**"}, {"id": "mai-20260917-0922-baseline|c99-l3|challenger-small|SOCRadar", "prompt": "c99-l3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "SOCRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**CloudSEK / SOCRadar** | External attack surface and digital risk"}, {"id": "mai-20260917-0922-baseline|c99-l3|deepseek-small|Recorded Future (Intelligence Cloud)", "prompt": "c99-l3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future (Intelligence Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Broadest coverage + easy SIEM integration → Recorded Future"}, {"id": "mai-20260917-0922-baseline|c99-l3|deepseek-small|Google / Mandiant Threat Intelligence", "prompt": "c99-l3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Google / Mandiant Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Nation-state/APT attribution and IR-grade intelligence → Google Mandiant"}, {"id": "mai-20260917-0922-baseline|c99-l3|deepseek-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-l3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep integration with your CrowdStrike endpoints → CrowdStrike Falcon Intelligence"}, {"id": "mai-20260917-0922-baseline|c99-l3|deepseek-small|ThreatConnect", "prompt": "c99-l3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mature analyst-led CTI program orchestrating many sources → ThreatConnect"}, {"id": "mai-20260917-0922-baseline|c99-l3|deepseek-small|Anomali ThreatStream", "prompt": "c99-l3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "better as a management/operationalization layer than as a deep intelligence producer"}, {"id": "mai-20260917-0922-baseline|c99-l3|deepseek-small|Cyware (Intel Exchange)", "prompt": "c99-l3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyware (Intel Exchange)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Automated, full-lifecycle operations with minimal manual work → Cyware"}, {"id": "mai-20260917-0922-baseline|c99-l3|deepseek-small|ZeroFox (Intelligence)", "prompt": "c99-l3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ZeroFox (Intelligence)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Dark-web/illicit-market and digital-risk focus → Flashpoint or ZeroFox"}, {"id": "mai-20260917-0922-baseline|c99-l3|deepseek-small|Flashpoint (Ignite)", "prompt": "c99-l3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flashpoint (Ignite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Dark-web/illicit-market and digital-risk focus → Flashpoint or ZeroFox"}, {"id": "mai-20260917-0922-baseline|c99-l3|deepseek-small|MISP (Open Source)", "prompt": "c99-l3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "MISP (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Budget-friendly community sharing → MISP"}, {"id": "mai-20260917-0922-baseline|c99-l3|google-small|Recorded Future", "prompt": "c99-l3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recorded Future is the default benchmark for global data volume"}, {"id": "mai-20260917-0922-baseline|c99-l3|google-small|Google Threat Intelligence (Mandiant)", "prompt": "c99-l3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Google Threat Intelligence (Mandiant)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "prioritize **Google Threat Intelligence**"}, {"id": "mai-20260917-0922-baseline|c99-l3|google-small|Anomali ThreatStream", "prompt": "c99-l3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "go with **Anomali ThreatStream**"}, {"id": "mai-20260917-0922-baseline|c99-l3|google-small|EclecticIQ Intelligence Center", "prompt": "c99-l3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "EclecticIQ Intelligence Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An analyst-centric platform specifically designed around open standards."}, {"id": "mai-20260917-0922-baseline|c99-l3|google-small|ThreatConnect", "prompt": "c99-l3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your priority is acting on intel automatically ... choose **ThreatConnect**"}, {"id": "mai-20260917-0922-baseline|c99-l3|google-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-l3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Enterprises already standardized on the CrowdStrike Falcon platform"}, {"id": "mai-20260917-0922-baseline|c99-l3|meta-small|CloudSEK", "prompt": "c99-l3", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CloudSEK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include CloudSEK, Recorded Future, CrowdStrike, Flashpoint, and Bitsight."}, {"id": "mai-20260917-0922-baseline|c99-l3|meta-small|Recorded Future", "prompt": "c99-l3", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include CloudSEK, Recorded Future, CrowdStrike, Flashpoint, and Bitsight."}, {"id": "mai-20260917-0922-baseline|c99-l3|meta-small|CrowdStrike", "prompt": "c99-l3", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include CloudSEK, Recorded Future, CrowdStrike, Flashpoint, and Bitsight."}, {"id": "mai-20260917-0922-baseline|c99-l3|meta-small|Flashpoint", "prompt": "c99-l3", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flashpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top platforms include CloudSEK, Recorded Future, CrowdStrike, Flashpoint, and Bitsight."}, {"id": "mai-20260917-0922-baseline|c99-l3|meta-small|Bitsight", "prompt": "c99-l3", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top platforms include CloudSEK, Recorded Future, CrowdStrike, Flashpoint, and Bitsight."}, {"id": "mai-20260917-0922-baseline|c99-l3|minimax-small|CrowdStrike Falcon Intelligence", "prompt": "c99-l3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for**: Adversary tracking and actor-driven context"}, {"id": "mai-20260917-0922-baseline|c99-l3|minimax-small|Recorded Future", "prompt": "c99-l3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for**: Broad intelligence coverage and packaging for multiple teams"}, {"id": "mai-20260917-0922-baseline|c99-l3|minimax-small|Google Threat Intelligence", "prompt": "c99-l3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Google Threat Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for**: Malware and adversary investigation"}, {"id": "mai-20260917-0922-baseline|c99-l3|minimax-small|Cyware Intel Exchange", "prompt": "c99-l3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyware Intel Exchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Automated threat enrichment and collaboration"}, {"id": "mai-20260917-0922-baseline|c99-l3|minimax-small|ThreatConnect", "prompt": "c99-l3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Enterprise CTI operations and mature programs"}, {"id": "mai-20260917-0922-baseline|c99-l3|minimax-small|Anomali ThreatStream", "prompt": "c99-l3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for**: TIP fundamentals plus SOC collaboration"}, {"id": "mai-20260917-0922-baseline|c99-l3|minimax-small|ZeroFox Intelligence", "prompt": "c99-l3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ZeroFox Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for**: External threat coverage and brand risk intelligence"}, {"id": "mai-20260917-0922-baseline|c99-l3|minimax-small|Check Point Exposure Management", "prompt": "c99-l3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Check Point Exposure Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for**: AI-driven continuous exposure prioritization"}, {"id": "mai-20260917-0922-baseline|c99-l3|mistral-small|Recorded Future", "prompt": "c99-l3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Recorded Future**\n- **Best For:** Enterprise Cyber Threat Intelligence (CTI)"}, {"id": "mai-20260917-0922-baseline|c99-l3|mistral-small|Google Threat Intelligence (Mandiant + VirusTotal)", "prompt": "c99-l3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Google Threat Intelligence (Mandiant + VirusTotal)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** Malware and adversary investigation"}, {"id": "mai-20260917-0922-baseline|c99-l3|mistral-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-l3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Key Differentiator:** Endpoint-correlated intelligence at scale, tightly integrated with EDR"}, {"id": "mai-20260917-0922-baseline|c99-l3|mistral-small|Cyware", "prompt": "c99-l3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Primary Strength:** Unified threat intelligence operationalization with AI capabilities"}, {"id": "mai-20260917-0922-baseline|c99-l3|mistral-small|Cyble Vision", "prompt": "c99-l3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyble Vision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Primary Strength:** AI-native engine that unifies multiple security domains"}, {"id": "mai-20260917-0922-baseline|c99-l3|mistral-small|Flashpoint", "prompt": "c99-l3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flashpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flashpoint specializes in criminal underground monitoring"}, {"id": "mai-20260917-0922-baseline|c99-l3|mistral-small|Anomali", "prompt": "c99-l3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best For:** Feed aggregation and SIEM integration"}, {"id": "mai-20260917-0922-baseline|c99-l3|mistral-small|ThreatConnect", "prompt": "c99-l3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best For:** Mature CTI programs requiring orchestration and workflow automation"}, {"id": "mai-20260917-0922-baseline|c99-l3|mistral-small|Microsoft Defender Threat Intelligence", "prompt": "c99-l3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Microsoft Defender Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best For:** Organizations heavily invested in Microsoft ecosystems"}, {"id": "mai-20260917-0922-baseline|c99-l3|moonshot-small|Recorded Future", "prompt": "c99-l3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Recorded Future** if you need the broadest possible intelligence coverage and have dedicated CTI analysts"}, {"id": "mai-20260917-0922-baseline|c99-l3|moonshot-small|Google Threat Intelligence (formerly Mandiant Advantage)", "prompt": "c99-l3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Google Threat Intelligence (formerly Mandiant Advantage)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Google/Mandiant** if nation-state attribution and technical malware analysis are priorities"}, {"id": "mai-20260917-0922-baseline|c99-l3|moonshot-small|CrowdStrike Falcon Intelligence", "prompt": "c99-l3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose CrowdStrike** if you're already invested in the Falcon ecosystem"}, {"id": "mai-20260917-0922-baseline|c99-l3|moonshot-small|ThreatConnect", "prompt": "c99-l3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose ThreatConnect** if your priority is structured intelligence workflows and automation"}, {"id": "mai-20260917-0922-baseline|c99-l3|moonshot-small|Anomali ThreatStream", "prompt": "c99-l3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Anomali** if you need strong feed aggregation and government compliance"}, {"id": "mai-20260917-0922-baseline|c99-l3|moonshot-small|Cyware Intel Exchange", "prompt": "c99-l3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyware Intel Exchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Automated threat enrichment and cross-organizational collaboration"}, {"id": "mai-20260917-0922-baseline|c99-l3|moonshot-small|ZeroFox Intelligence", "prompt": "c99-l3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ZeroFox Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** External threat coverage and brand/digital risk protection"}, {"id": "mai-20260917-0922-baseline|c99-l3|openai-small|Recorded Future", "prompt": "c99-l3", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Recorded Future** if you want the broadest external intelligence layer and strong enrichment."}, {"id": "mai-20260917-0922-baseline|c99-l3|openai-small|ThreatConnect", "prompt": "c99-l3", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **ThreatConnect** if you want your intel program to include workflow, cases, playbooks, and automation."}, {"id": "mai-20260917-0922-baseline|c99-l3|openai-small|Anomali", "prompt": "c99-l3", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Anomali** if you want intel fused directly into SOC operations and prioritization."}, {"id": "mai-20260917-0922-baseline|c99-l3|openai-small|CrowdStrike Falcon Intelligence", "prompt": "c99-l3", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **CrowdStrike** if you already run Falcon and want intel deeply integrated with endpoint and response workflows."}, {"id": "mai-20260917-0922-baseline|c99-l3|openai-small|Mandiant Advantage Threat Intelligence", "prompt": "c99-l3", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Mandiant Advantage Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Mandiant** if you want expert adversary intelligence tied to IR and consulting."}, {"id": "mai-20260917-0922-baseline|c99-l3|openai-small|MISP", "prompt": "c99-l3", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **MISP** if you want open-source flexibility and threat-sharing control."}, {"id": "mai-20260917-0922-baseline|c99-l3|xai-small|Recorded Future", "prompt": "c99-l3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recorded Future** (often ranked #1 for broad coverage)"}, {"id": "mai-20260917-0922-baseline|c99-l3|xai-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-l3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Adversary tracking in EDR ecosystems ... Deep integration if using Falcon platform"}, {"id": "mai-20260917-0922-baseline|c99-l3|xai-small|Google Threat Intelligence (formerly Mandiant Advantage)", "prompt": "c99-l3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Google Threat Intelligence (formerly Mandiant Advantage)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Nation-state/APT investigations ... Superior attribution from incident response heritage"}, {"id": "mai-20260917-0922-baseline|c99-l3|xai-small|ThreatConnect", "prompt": "c99-l3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong operationalization (ingest/share/act on intel); mid-enterprise fit."}, {"id": "mai-20260917-0922-baseline|c99-l3|xai-small|Anomali ThreatStream", "prompt": "c99-l3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for multi-source TIP fundamentals + integrations."}, {"id": "mai-20260917-0922-baseline|c99-l3|xai-small|Cyware", "prompt": "c99-l3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other strong contenders: Cyware, Microsoft Defender TI, Flashpoint/ZeroFox, and ShadowDragon"}, {"id": "mai-20260917-0922-baseline|c99-l3|xai-small|Microsoft Defender TI", "prompt": "c99-l3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Microsoft Defender TI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other strong contenders: Cyware, Microsoft Defender TI, Flashpoint/ZeroFox, and ShadowDragon"}, {"id": "mai-20260917-0922-baseline|c99-l3|xai-small|Flashpoint/ZeroFox", "prompt": "c99-l3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flashpoint/ZeroFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other strong contenders: Cyware, Microsoft Defender TI, Flashpoint/ZeroFox, and ShadowDragon"}, {"id": "mai-20260917-0922-baseline|c99-l3|xai-small|ShadowDragon", "prompt": "c99-l3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ShadowDragon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other strong contenders: ... and ShadowDragon, but the above dominate enterprise mentions"}, {"id": "mai-20260917-0922-baseline|c99-l3|zai-small|Recorded Future", "prompt": "c99-l3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recorded Future is widely considered the industry benchmark for breadth and depth."}, {"id": "mai-20260917-0922-baseline|c99-l3|zai-small|ThreatConnect", "prompt": "c99-l3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is the leading platform for **Intelligence Operations (INTOPS)**"}, {"id": "mai-20260917-0922-baseline|c99-l3|zai-small|Anomali ThreatStream", "prompt": "c99-l3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a complex security stack and need to push threat indicators everywhere automatically, ThreatStream is a top choice."}, {"id": "mai-20260917-0922-baseline|c99-l3|zai-small|Microsoft Defender Threat Intelligence (MDTI)", "prompt": "c99-l3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Microsoft Defender Threat Intelligence (MDTI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you use Microsoft:** Check **Microsoft Defender TI** first (it may be sufficient)."}, {"id": "mai-20260917-0922-baseline|c99-l3|zai-small|ZeroFox", "prompt": "c99-l3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ZeroFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you care about brand reputation:** Choose **ZeroFox**."}, {"id": "mai-20260917-0922-baseline|c99-l3|zai-small|CrowdStrike Falcon Intelligence", "prompt": "c99-l3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you are a CrowdStrike shop:** Stick with **CrowdStrike Intelligence**."}, {"id": "mai-20260917-0922-baseline|c99-l4|alibaba-small|Recorded Future", "prompt": "c99-l4", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best threat intelligence platform for your specific requirements is **Recorded Future**"}, {"id": "mai-20260917-0922-baseline|c99-l4|alibaba-small|Mandiant Advantage", "prompt": "c99-l4", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Mandiant Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Strong Alternative: Mandiant Advantage"}, {"id": "mai-20260917-0922-baseline|c99-l4|alibaba-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-l4", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Ecosystem Alternative: CrowdStrike Falcon Adversary Intelligence"}, {"id": "mai-20260917-0922-baseline|c99-l4|anthropic-small|Recorded Future", "prompt": "c99-l4", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Platform: Recorded Future"}, {"id": "mai-20260917-0922-baseline|c99-l4|challenger-small|Microsoft Defender TI", "prompt": "c99-l4", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Microsoft Defender TI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Defender TI** is the clearest \"predictable cost\" option because it is listed at **about $15 per user/month**"}, {"id": "mai-20260917-0922-baseline|c99-l4|challenger-small|UnderDefense MDR", "prompt": "c99-l4", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "UnderDefense MDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**UnderDefense MDR** is the strongest predictability play in the results because it has **published $11–15 per endpoint/month, all-inclusive pricing**"}, {"id": "mai-20260917-0922-baseline|c99-l4|challenger-small|Recorded Future", "prompt": "c99-l4", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically **quote-based** and can land anywhere from **roughly $50,000 to $500,000+ per year**, making them less predictable"}, {"id": "mai-20260917-0922-baseline|c99-l4|challenger-small|Mandiant Advantage", "prompt": "c99-l4", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Mandiant Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful but are typically **quote-based** ... making them less predictable for budgeting"}, {"id": "mai-20260917-0922-baseline|c99-l4|deepseek-small|Recorded Future", "prompt": "c99-l4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Recorded Future (Simplified/Unlimited model)"}, {"id": "mai-20260917-0922-baseline|c99-l4|deepseek-small|Google Threat Intelligence", "prompt": "c99-l4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Google Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Google Threat Intelligence"}, {"id": "mai-20260917-0922-baseline|c99-l4|deepseek-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-l4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to avoid for your use case - CrowdStrike Falcon Adversary Intelligence — priced per device/year"}, {"id": "mai-20260917-0922-baseline|c99-l4|deepseek-small|Google SecOps", "prompt": "c99-l4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Google SecOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "per-ingestion-volume models (like parts of Google SecOps) grow with usage"}, {"id": "mai-20260917-0922-baseline|c99-l4|google-small|OpenCTI (by Filigran)", "prompt": "c99-l4", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "OpenCTI (by Filigran)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best for Pure Cost Control & Customization: **OpenCTI (by Filigran)** ... **OpenCTI** is the premier choice."}, {"id": "mai-20260917-0922-baseline|c99-l4|google-small|Recorded Future", "prompt": "c99-l4", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Commercial Out-of-the-Box TIP: **Recorded Future (New Use-Case Packages)**"}, {"id": "mai-20260917-0922-baseline|c99-l4|google-small|Flare", "prompt": "c99-l4", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for External Threat Exposure & Digital Risk: **Flare** ... is highly recommended."}, {"id": "mai-20260917-0922-baseline|c99-l4|google-small|Cyware (Intel Exchange - CFX)", "prompt": "c99-l4", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Cyware (Intel Exchange - CFX)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Large-Scale Inter-Departmental Sharing: **Cyware (Intel Exchange - CFX)**"}, {"id": "mai-20260917-0922-baseline|c99-l4|meta-small|Recorded Future", "prompt": "c99-l4", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best threat intelligence platform for a large company that needs predictable total cost across thousands of users is Recorded Future."}, {"id": "mai-20260917-0922-baseline|c99-l4|minimax-small|Recorded Future", "prompt": "c99-l4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why Recorded Future is Likely Your Best Choice"}, {"id": "mai-20260917-0922-baseline|c99-l4|minimax-small|Group-IB Threat Intelligence", "prompt": "c99-l4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Group-IB Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Unlimited users and API calls** under a single annual subscription"}, {"id": "mai-20260917-0922-baseline|c99-l4|minimax-small|Flare", "prompt": "c99-l4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Unlimited users** across all tiers"}, {"id": "mai-20260917-0922-baseline|c99-l4|minimax-small|Threat Landscape", "prompt": "c99-l4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Threat Landscape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise tier includes **unlimited users**"}, {"id": "mai-20260917-0922-baseline|c99-l4|mistral-small|Recorded Future", "prompt": "c99-l4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Recorded Future** is the industry standard, but costs may be less predictable at scale."}, {"id": "mai-20260917-0922-baseline|c99-l4|mistral-small|Google Threat Intelligence", "prompt": "c99-l4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Google Threat Intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "high-volume tiers can exceed $1.5 million/year, which may not be predictable for all large organizations"}, {"id": "mai-20260917-0922-baseline|c99-l4|mistral-small|SOCRadar", "prompt": "c99-l4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "SOCRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "may help with cost control, but detailed pricing is not transparent"}, {"id": "mai-20260917-0922-baseline|c99-l4|mistral-small|CrowdStrike Falcon XDR", "prompt": "c99-l4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CrowdStrike Falcon XDR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**CrowdStrike Falcon XDR** (with included threat intelligence) is the best choice due to its transparent, per-device pricing."}, {"id": "mai-20260917-0922-baseline|c99-l4|moonshot-small|Recorded Future", "prompt": "c99-l4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the clear structural leader is **Recorded Future**"}, {"id": "mai-20260917-0922-baseline|c99-l4|moonshot-small|Anomali", "prompt": "c99-l4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Anomali", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Anomali** as the strongest alternative depending on your use case"}, {"id": "mai-20260917-0922-baseline|c99-l4|moonshot-small|CrowdStrike Falcon Intelligence", "prompt": "c99-l4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative Worth Considering: CrowdStrike Falcon Intelligence"}, {"id": "mai-20260917-0922-baseline|c99-l4|moonshot-small|ThreatConnect", "prompt": "c99-l4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per-seat costs scale linearly with users; enterprise deals require heavy negotiation for predictability."}, {"id": "mai-20260917-0922-baseline|c99-l4|moonshot-small|Google Threat Intelligence", "prompt": "c99-l4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Google Threat Intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "high-volume tiers can jump to **$1.5M/year**—a 25x range that makes TCO unpredictable"}, {"id": "mai-20260917-0922-baseline|c99-l4|moonshot-small|Mandiant Advantage", "prompt": "c99-l4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Mandiant Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "expect $100K+ and complex scoping"}, {"id": "mai-20260917-0922-baseline|c99-l4|openai-small|Group-IB Threat Intelligence", "prompt": "c99-l4", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Group-IB Threat Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Group-IB** looks especially attractive because G2 says it is **licensed per module**, allows **unlimited users**"}, {"id": "mai-20260917-0922-baseline|c99-l4|openai-small|Recorded Future", "prompt": "c99-l4", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best premium enterprise platform:** **Recorded Future**"}, {"id": "mai-20260917-0922-baseline|c99-l4|openai-small|SOCRadar Extended Threat Intelligence", "prompt": "c99-l4", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "SOCRadar Extended Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want strong enterprise fit with custom pricing:** **SOCRadar Extended Threat Intelligence**"}, {"id": "mai-20260917-0922-baseline|c99-l4|xai-small|Recorded Future", "prompt": "c99-l4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recorded Future stands out as the best threat intelligence platform for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260917-0922-baseline|c99-l4|xai-small|Google Threat Intelligence", "prompt": "c99-l4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Google Threat Intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "unlike usage-based options (e.g., Google Threat Intelligence, which can hit $1.5M+)"}, {"id": "mai-20260917-0922-baseline|c99-l4|xai-small|ThreatConnect", "prompt": "c99-l4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing scales with \"analyst seats\" per some reviews; less explicit unlimited-user guarantees."}, {"id": "mai-20260917-0922-baseline|c99-l4|xai-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-l4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already run CrowdStrike at scale, its per-endpoint model could compete on familiarity."}, {"id": "mai-20260917-0922-baseline|c99-l4|zai-small|Microsoft Sentinel (with Microsoft Defender Threat Intelligence)", "prompt": "c99-l4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Microsoft Sentinel (with Microsoft Defender Threat Intelligence)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Microsoft Sentinel (with Microsoft Defender Threat Intelligence)\n**Best for:** Organizations already in the Microsoft ecosystem"}, {"id": "mai-20260917-0922-baseline|c99-l4|zai-small|CrowdStrike Falcon Intelligence", "prompt": "c99-l4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company already pays for CrowdStrike Falcon, adding their intelligence module is often the most cost-effective way to scale TI."}, {"id": "mai-20260917-0922-baseline|c99-l4|zai-small|OpenCTI (by TheHive Project)", "prompt": "c99-l4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "OpenCTI (by TheHive Project)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want the lowest predictable cost with zero vendor lock-in:** Choose **OpenCTI** (Self-hosted)."}, {"id": "mai-20260917-0922-baseline|c99-l4|zai-small|Recorded Future", "prompt": "c99-l4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why avoid \"Standard\" TIPs (Recorded Future, Mandiant, ThreatConnect)?"}, {"id": "mai-20260917-0922-baseline|c99-l4|zai-small|Mandiant", "prompt": "c99-l4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Mandiant", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "like Recorded Future or Mandiant Advantage) are **poor fits** for your specific requirement"}, {"id": "mai-20260917-0922-baseline|c99-l4|zai-small|ThreatConnect", "prompt": "c99-l4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "ThreatConnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why avoid \"Standard\" TIPs (Recorded Future, Mandiant, ThreatConnect)?"}, {"id": "mai-20260917-0922-baseline|c99-l4|zai-small|Anomali", "prompt": "c99-l4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Anomali", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "allows you to plug in 3rd party feeds (CrowdStrike, Anomali, etc.) via connectors"}, {"id": "mai-20260917-0922-baseline|c99-l5|alibaba-small|Crowdstrike", "prompt": "c99-l5", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Crowdstrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "We know it ingests commercial feeds (Crowdstrike, Mandiant, Recorded Future)."}, {"id": "mai-20260917-0922-baseline|c99-l5|alibaba-small|Mandiant", "prompt": "c99-l5", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "We know it ingests commercial feeds (Crowdstrike, Mandiant, Recorded Future)."}, {"id": "mai-20260917-0922-baseline|c99-l5|alibaba-small|Recorded Future", "prompt": "c99-l5", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Recorded Future", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "We know it ingests commercial feeds (Crowdstrike, Mandiant, Recorded Future)."}, {"id": "mai-20260917-0922-baseline|c99-l5|alibaba-small|AlienVault OTX", "prompt": "c99-l5", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "AlienVault OTX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "does it easily ingest open-source feeds (AlienVault OTX, abuse.ch)"}, {"id": "mai-20260917-0922-baseline|c99-l5|alibaba-small|abuse.ch", "prompt": "c99-l5", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "abuse.ch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "open-source feeds (AlienVault OTX, abuse.ch)"}, {"id": "mai-20260917-0922-baseline|c99-l5|deepseek-small|Recorded Future", "prompt": "c99-l5", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Recorded Future", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A good starting shortlist to evaluate against these criteria includes Recorded Future, ThreatQuotient, Anomali, and Hive Pro"}, {"id": "mai-20260917-0922-baseline|c99-l5|deepseek-small|ThreatQuotient", "prompt": "c99-l5", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "ThreatQuotient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "shortlist ... includes Recorded Future, ThreatQuotient, Anomali, and Hive Pro"}, {"id": "mai-20260917-0922-baseline|c99-l5|deepseek-small|Anomali", "prompt": "c99-l5", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Anomali", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "shortlist ... includes Recorded Future, ThreatQuotient, Anomali, and Hive Pro"}, {"id": "mai-20260917-0922-baseline|c99-l5|deepseek-small|Hive Pro", "prompt": "c99-l5", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Hive Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "but let the weighted rubric, not the vendor list, drive the decision"}, {"id": "mai-20260917-0922-baseline|c99-l5|google-small|Anomali", "prompt": "c99-l5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Anomali", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Before reaching out to vendors (e.g., **Anomali, ThreatConnect, Cyware, ThreatQuotient, or OpenCTI** if looking at open-source/self-hosted options), draft a **weighted scorecard**."}, {"id": "mai-20260917-0922-baseline|c99-l5|google-small|ThreatConnect", "prompt": "c99-l5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "ThreatConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Before reaching out to vendors (e.g., **Anomali, ThreatConnect, Cyware, ThreatQuotient, or OpenCTI**..."}, {"id": "mai-20260917-0922-baseline|c99-l5|google-small|Cyware", "prompt": "c99-l5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Cyware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., **Anomali, ThreatConnect, Cyware, ThreatQuotient, or OpenCTI**"}, {"id": "mai-20260917-0922-baseline|c99-l5|google-small|ThreatQuotient", "prompt": "c99-l5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "ThreatQuotient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., **Anomali, ThreatConnect, Cyware, ThreatQuotient, or OpenCTI**"}, {"id": "mai-20260917-0922-baseline|c99-l5|google-small|OpenCTI", "prompt": "c99-l5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "OpenCTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or OpenCTI** if looking at open-source/self-hosted options"}, {"id": "mai-20260917-0922-baseline|c99-l5|minimax-small|Ancrowdstrike", "prompt": "c99-l5", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Ancrowdstrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Ancrowdstrike, Recorded Future, Mandiant, Proofpoint, DomainTools (now part of CrowdStrike), Intel471 are typical enterprise players"}, {"id": "mai-20260917-0922-baseline|c99-l5|minimax-small|Recorded Future", "prompt": "c99-l5", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Recorded Future", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Recorded Future, Mandiant, Proofpoint, DomainTools ... are typical enterprise players"}, {"id": "mai-20260917-0922-baseline|c99-l5|minimax-small|Mandiant", "prompt": "c99-l5", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "are typical enterprise players"}, {"id": "mai-20260917-0922-baseline|c99-l5|minimax-small|Proofpoint", "prompt": "c99-l5", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Proofpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "are typical enterprise players"}, {"id": "mai-20260917-0922-baseline|c99-l5|minimax-small|DomainTools", "prompt": "c99-l5", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "DomainTools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "DomainTools (now part of CrowdStrike)"}, {"id": "mai-20260917-0922-baseline|c99-l5|minimax-small|Intel471", "prompt": "c99-l5", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Intel471", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Intel471 are typical enterprise players"}, {"id": "mai-20260917-0922-baseline|c99-l5|mistral-small|MISP", "prompt": "c99-l5", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "MISP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with 3-5 vendors (e.g., MISP, Anomali, ThreatQuotient, ThreatConnect, Recorded Future, etc.)"}, {"id": "mai-20260917-0922-baseline|c99-l5|mistral-small|Anomali", "prompt": "c99-l5", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Anomali", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Start with 3-5 vendors (e.g., MISP, Anomali, ThreatQuotient, ThreatConnect, Recorded Future, etc.)"}, {"id": "mai-20260917-0922-baseline|c99-l5|mistral-small|ThreatQuotient", "prompt": "c99-l5", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "ThreatQuotient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Start with 3-5 vendors (e.g., MISP, Anomali, ThreatQuotient, ThreatConnect, Recorded Future, etc.)"}, {"id": "mai-20260917-0922-baseline|c99-l5|mistral-small|ThreatConnect", "prompt": "c99-l5", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "ThreatConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Start with 3-5 vendors (e.g., MISP, Anomali, ThreatQuotient, ThreatConnect, Recorded Future, etc.)"}, {"id": "mai-20260917-0922-baseline|c99-l5|mistral-small|Recorded Future", "prompt": "c99-l5", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Recorded Future", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Start with 3-5 vendors (e.g., MISP, Anomali, ThreatQuotient, ThreatConnect, Recorded Future, etc.)"}, {"id": "mai-20260917-0922-baseline|c99-l5|moonshot-small|Recorded Future", "prompt": "c99-l5", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recorded Future** — Premium finished intelligence, strong enterprise features"}, {"id": "mai-20260917-0922-baseline|c99-l5|moonshot-small|ThreatConnect", "prompt": "c99-l5", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "note: some platforms like ThreatConnect lack this"}, {"id": "mai-20260917-0922-baseline|c99-l5|moonshot-small|Google Threat Intelligence", "prompt": "c99-l5", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Google Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Threat Intelligence** — High-volume analysis, extensive data"}, {"id": "mai-20260917-0922-baseline|c99-l5|moonshot-small|Mandiant (Google Cloud)", "prompt": "c99-l5", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Mandiant (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mandiant (Google Cloud)** — Incident response integration"}, {"id": "mai-20260917-0922-baseline|c99-l5|moonshot-small|Anomali", "prompt": "c99-l5", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Anomali", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Anomali** — Strong aggregation and operationalization"}, {"id": "mai-20260917-0922-baseline|c99-l5|xai-small|Recorded Future", "prompt": "c99-l5", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-5 vendors (e.g., Recorded Future, CrowdStrike, Cyble Vision—Gartner Leaders/Challengers)."}, {"id": "mai-20260917-0922-baseline|c99-l5|xai-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-l5", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Leaders in Gartner Magic Quadrant for Cyber Threat Intelligence like Recorded Future, CrowdStrike Falcon Adversary Intelligence, or Mandiant/Google Threat Intelligence"}, {"id": "mai-20260917-0922-baseline|c99-l5|xai-small|Mandiant/Google Threat Intelligence", "prompt": "c99-l5", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Mandiant/Google Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "proven enterprise track records (e.g., Leaders in Gartner Magic Quadrant ... or Mandiant/Google Threat Intelligence)"}, {"id": "mai-20260917-0922-baseline|c99-l5|xai-small|AlienVault OTX", "prompt": "c99-l5", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "AlienVault OTX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Detailed list of feeds (OSINT, dark web, proprietary, commercial like AlienVault OTX)."}, {"id": "mai-20260917-0922-baseline|c99-l5|xai-small|Cyble Vision", "prompt": "c99-l5", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Cyble Vision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Shortlist 3-5 vendors (e.g., Recorded Future, CrowdStrike, Cyble Vision—Gartner Leaders/Challengers)."}, {"id": "mai-20260917-0922-baseline|c99-l6|alibaba-small|Anomali (ThreatStream Next-Gen)", "prompt": "c99-l6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Anomali (ThreatStream Next-Gen)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise reviews frequently cite **operational friction**... this may become a bottleneck."}, {"id": "mai-20260917-0922-baseline|c99-l6|alibaba-small|Silobreaker", "prompt": "c99-l6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Silobreaker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "reviews suggest it often falls short as a traditional TIP"}, {"id": "mai-20260917-0922-baseline|c99-l6|alibaba-small|MISP", "prompt": "c99-l6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "MISP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why Avoid:** If your cybersecurity team is lean... \"free\" software becomes extremely expensive due to labor costs."}, {"id": "mai-20260917-0922-baseline|c99-l6|alibaba-small|OpenCTI", "prompt": "c99-l6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "OpenCTI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why Avoid:** If your cybersecurity team is lean... \"free\" software becomes extremely expensive due to labor costs."}, {"id": "mai-20260917-0922-baseline|c99-l6|alibaba-small|Palo Alto Cortex", "prompt": "c99-l6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Palo Alto Cortex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Why Be Cautious:** Only buy a vendor-native TI module if you are planning to migrate your entire infrastructure to that vendor."}, {"id": "mai-20260917-0922-baseline|c99-l6|alibaba-small|CrowdStrike", "prompt": "c99-l6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they offer poor third-party API integration"}, {"id": "mai-20260917-0922-baseline|c99-l6|alibaba-small|SentinelOne TI modules", "prompt": "c99-l6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "SentinelOne TI modules", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Buying a TI module exclusively from one vendor... often leads to **integration silos**"}, {"id": "mai-20260917-0922-baseline|c99-l6|alibaba-small|Recorded Future", "prompt": "c99-l6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "compared to market leaders (like Recorded Future or Mandiant)"}, {"id": "mai-20260917-0922-baseline|c99-l6|alibaba-small|Mandiant", "prompt": "c99-l6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "compared to market leaders (like Recorded Future or Mandiant)"}, {"id": "mai-20260917-0922-baseline|c99-l6|alibaba-small|ThreatConnect", "prompt": "c99-l6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ThreatConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "a separate TIP (like Recorded Future or ThreatConnect) to bridge the gaps between vendors"}, {"id": "mai-20260917-0922-baseline|c99-l6|anthropic-small|MISP", "prompt": "c99-l6", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "MISP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A traditional enterprise TIP may prioritize internal analyst workflows, while MISP places collaboration much closer to the center of the model."}, {"id": "mai-20260917-0922-baseline|c99-l6|anthropic-small|AlienVault Open Threat Exchange", "prompt": "c99-l6", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "AlienVault Open Threat Exchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "AlienVault Open Threat Exchange, now operated within LevelBlue, is better understood as an open threat intelligence community and source than as a full substitute for every TIP capability."}, {"id": "mai-20260917-0922-baseline|c99-l6|challenger-small|Cloudflare Cloudforce One", "prompt": "c99-l6", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Cloudflare Cloudforce One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "if your organization is **not heavily dependent on Cloudflare traffic**... the platform is less compelling outside that ecosystem"}, {"id": "mai-20260917-0922-baseline|c99-l6|challenger-small|CrowdStrike Adversary Intelligence", "prompt": "c99-l6", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CrowdStrike Adversary Intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "more of an ecosystem add-on than a broad standalone enterprise TIP"}, {"id": "mai-20260917-0922-baseline|c99-l6|challenger-small|Microsoft Defender Threat Intelligence", "prompt": "c99-l6", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Microsoft Defender Threat Intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a weaker fit for enterprises seeking broad cross-stack independence"}, {"id": "mai-20260917-0922-baseline|c99-l6|challenger-small|VirusTotal", "prompt": "c99-l6", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "VirusTotal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "rather than a complete TIP for orchestration, workflow, and enterprise intelligence operations"}, {"id": "mai-20260917-0922-baseline|c99-l6|challenger-small|MISP", "prompt": "c99-l6", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "MISP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "if your enterprise needs **heavy vendor support, turnkey operations, or polished UX**"}, {"id": "mai-20260917-0922-baseline|c99-l6|deepseek-small|Recorded Future", "prompt": "c99-l6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "often cited as the broad-enterprise leader, but it has also been at the center of industry complaints about **credibility, integration, and cost**"}, {"id": "mai-20260917-0922-baseline|c99-l6|google-small|MISP (Malware Information Sharing Platform)", "prompt": "c99-l6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "MISP (Malware Information Sharing Platform)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "they are not \"out-of-the-box\" enterprise solutions... High Operational Overhead: Self-hosting MISP requires advanced Linux administration"}, {"id": "mai-20260917-0922-baseline|c99-l6|google-small|OpenCTI", "prompt": "c99-l6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "OpenCTI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Both MISP and OpenCTI are globally respected... However, they are not \"out-of-the-box\" enterprise solutions"}, {"id": "mai-20260917-0922-baseline|c99-l6|google-small|Filigran (OpenCTI Enterprise Edition)", "prompt": "c99-l6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Filigran (OpenCTI Enterprise Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look for managed, enterprise-supported wrappers like Filigran (OpenCTI Enterprise Edition) or CloudMISP"}, {"id": "mai-20260917-0922-baseline|c99-l6|google-small|CloudMISP", "prompt": "c99-l6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CloudMISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look for managed, enterprise-supported wrappers like Filigran (OpenCTI Enterprise Edition) or CloudMISP"}, {"id": "mai-20260917-0922-baseline|c99-l6|google-small|Anomali (ThreatStream)", "prompt": "c99-l6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Anomali (ThreatStream)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Anomali's push for platform consolidation may lead to friction or bloated licensing"}, {"id": "mai-20260917-0922-baseline|c99-l6|google-small|ThreatConnect", "prompt": "c99-l6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "ThreatConnect was acquired by Dataminr... corporate acquisitions in cybersecurity almost always introduce near-term friction"}, {"id": "mai-20260917-0922-baseline|c99-l6|meta-small|Mandiant (Google Threat Intelligence)", "prompt": "c99-l6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Mandiant (Google Threat Intelligence)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "should be cautious about or avoid include: 1. Mandiant (Google Threat Intelligence) - due to its high pricing, ecosystem lock-in, and limited continuous external monitoring."}, {"id": "mai-20260917-0922-baseline|c99-l6|meta-small|Recorded Future", "prompt": "c99-l6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "while it has a large data volume, it may not be suitable for teams that need nation-state attribution depth or have limited resources"}, {"id": "mai-20260917-0922-baseline|c99-l6|meta-small|UpGuard", "prompt": "c99-l6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other platforms that may be worth considering include: 1. UpGuard - offers a range of threat intelligence features"}, {"id": "mai-20260917-0922-baseline|c99-l6|minimax-small|Mandiant", "prompt": "c99-l6", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Mandiant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**High enterprise pricing but limited capabilities** (like some reports note about Mandiant being notably expensive relative to alternatives)"}, {"id": "mai-20260917-0922-baseline|c99-l6|mistral-small|Mandiant (Google Threat Intelligence)", "prompt": "c99-l6", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Mandiant (Google Threat Intelligence)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprises should avoid Mandiant if ecosystem flexibility and continuous monitoring are priorities"}, {"id": "mai-20260917-0922-baseline|c99-l6|mistral-small|Flashpoint Ignite", "prompt": "c99-l6", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Flashpoint Ignite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "approach Flashpoint Ignite with caution due to transparency issues"}, {"id": "mai-20260917-0922-baseline|c99-l6|mistral-small|Recorded Future", "prompt": "c99-l6", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some leading platforms (e.g., Recorded Future) are noted for generating excessive false positives"}, {"id": "mai-20260917-0922-baseline|c99-l6|moonshot-small|Recorded Future", "prompt": "c99-l6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Acquired by Mastercard... large enterprises should scrutinize long-term product independence, pricing models"}, {"id": "mai-20260917-0922-baseline|c99-l6|moonshot-small|ThreatConnect", "prompt": "c99-l6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Multi-layer M&A creates integration risk."}, {"id": "mai-20260917-0922-baseline|c99-l6|moonshot-small|Mandiant / Google Threat Intelligence (GTI)", "prompt": "c99-l6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Mandiant / Google Threat Intelligence (GTI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "If you need vendor-neutral intelligence or extensive custom integration, be cautious"}, {"id": "mai-20260917-0922-baseline|c99-l6|moonshot-small|Anomali", "prompt": "c99-l6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Anomali", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cited limitations include: Gaps in dark-web and closed-source coverage compared to specialist tools"}, {"id": "mai-20260917-0922-baseline|c99-l6|moonshot-small|CrowdStrike Falcon", "prompt": "c99-l6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Be cautious about buying a standalone TIP if you are already deeply invested in: CrowdStrike Falcon"}, {"id": "mai-20260917-0922-baseline|c99-l6|moonshot-small|Microsoft Security / Sentinel", "prompt": "c99-l6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Microsoft Security / Sentinel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "These vendors increasingly bundle high-quality threat intelligence directly into their platforms."}, {"id": "mai-20260917-0922-baseline|c99-l6|moonshot-small|Google SecOps / Chronicle", "prompt": "c99-l6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Google SecOps / Chronicle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These vendors increasingly bundle high-quality threat intelligence directly into their platforms."}, {"id": "mai-20260917-0922-baseline|c99-l6|moonshot-small|Exabeam", "prompt": "c99-l6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Exabeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Exabeam and similar platforms are noted for lengthy, expensive implementations"}, {"id": "mai-20260917-0922-baseline|c99-l6|openai-small|Recorded Future", "prompt": "c99-l6", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "lists vendors such as Recorded Future, Google, CrowdStrike, Flashpoint, Intel 471, ZeroFox, and others"}, {"id": "mai-20260917-0922-baseline|c99-l6|openai-small|Google", "prompt": "c99-l6", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Google", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "lists vendors such as Recorded Future, Google, CrowdStrike, Flashpoint, Intel 471, ZeroFox, and others"}, {"id": "mai-20260917-0922-baseline|c99-l6|openai-small|CrowdStrike", "prompt": "c99-l6", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "lists vendors such as Recorded Future, Google, CrowdStrike, Flashpoint, Intel 471, ZeroFox, and others"}, {"id": "mai-20260917-0922-baseline|c99-l6|openai-small|Flashpoint", "prompt": "c99-l6", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Flashpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "lists vendors such as Recorded Future, Google, CrowdStrike, Flashpoint, Intel 471, ZeroFox, and others"}, {"id": "mai-20260917-0922-baseline|c99-l6|openai-small|Intel 471", "prompt": "c99-l6", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Intel 471", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "lists vendors such as Recorded Future, Google, CrowdStrike, Flashpoint, Intel 471, ZeroFox, and others"}, {"id": "mai-20260917-0922-baseline|c99-l6|openai-small|ZeroFox", "prompt": "c99-l6", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ZeroFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "lists vendors such as Recorded Future, Google, CrowdStrike, Flashpoint, Intel 471, ZeroFox, and others"}, {"id": "mai-20260917-0922-baseline|c99-l6|xai-small|Recorded Future", "prompt": "c99-l6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Recorded Future (broad coverage, despite navigation gripes)"}, {"id": "mai-20260917-0922-baseline|c99-l6|xai-small|Mandiant/Google", "prompt": "c99-l6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Mandiant/Google", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Those relying on human curation (e.g., some Flashpoint or Mandiant aspects) falter at Fortune 500 scale"}, {"id": "mai-20260917-0922-baseline|c99-l6|xai-small|CrowdStrike Falcon Intelligence", "prompt": "c99-l6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why cautious?** Tightly coupled to CrowdStrike's ecosystem... prohibitive add-on costs for non-CrowdStrike users"}, {"id": "mai-20260917-0922-baseline|c99-l6|xai-small|Flashpoint", "prompt": "c99-l6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Flashpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High analyst dependency... less scalable for broad TI needs in large SOCs"}, {"id": "mai-20260917-0922-baseline|c99-l6|xai-small|ThreatConnect", "prompt": "c99-l6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "criticized for high costs ($150K–$500K+/year including content), steep learning curves, and operational overhead"}, {"id": "mai-20260917-0922-baseline|c99-l6|xai-small|Splunk TI Framework", "prompt": "c99-l6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Splunk TI Framework", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "recommending SIEM-native integrations (e.g., Splunk TI Framework or Azure Sentinel connectors) with free/high-quality feeds"}, {"id": "mai-20260917-0922-baseline|c99-l6|xai-small|Azure Sentinel", "prompt": "c99-l6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Azure Sentinel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "recommending SIEM-native integrations (e.g., Splunk TI Framework or Azure Sentinel connectors)"}, {"id": "mai-20260917-0922-baseline|c99-l6|xai-small|MISP", "prompt": "c99-l6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "MISP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**SMB-Focused Tools**: Platforms like some open-source (MISP, OpenCTI) or lighter vendors don't handle enterprise data volumes"}, {"id": "mai-20260917-0922-baseline|c99-l6|xai-small|OpenCTI", "prompt": "c99-l6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "OpenCTI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Platforms like some open-source (MISP, OpenCTI) or lighter vendors don't handle enterprise data volumes"}, {"id": "mai-20260917-0922-baseline|c99-l6|xai-small|Bitsight", "prompt": "c99-l6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Bitsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Preferred for Large Enterprises**: Bitsight (AI-driven, low analyst needs, EASM/TPRM integration)"}, {"id": "mai-20260917-0922-baseline|c99-l6|zai-small|Recorded Future", "prompt": "c99-l6", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "large enterprises should exercise significant caution regarding **Recorded Future**"}, {"id": "mai-20260917-0922-baseline|c99-m1|alibaba-small|ThreatConnect", "prompt": "c99-m1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ThreatConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Scalability & Usability: ThreatConnect ... widely considered the leading standalone Threat Intelligence Platform (TIP)"}, {"id": "mai-20260917-0922-baseline|c99-m1|alibaba-small|Recorded Future", "prompt": "c99-m1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best \"Intelligence-as-a-Service\" (AI-Driven): Recorded Future"}, {"id": "mai-20260917-0922-baseline|c99-m1|alibaba-small|OpenCTI", "prompt": "c99-m1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Open-Source Option: OpenCTI ... the market leader in open-source intelligence"}, {"id": "mai-20260917-0922-baseline|c99-m1|alibaba-small|GreyNoise", "prompt": "c99-m1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Vulnerability Management Context: GreyNoise"}, {"id": "mai-20260917-0922-baseline|c99-m1|alibaba-small|Palo Alto Networks Cortex XSOAR (now XSIAM)", "prompt": "c99-m1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Palo Alto Networks Cortex XSOAR (now XSIAM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "their SOAR product includes a native TIP ... this is often the most efficient choice"}, {"id": "mai-20260917-0922-baseline|c99-m1|alibaba-small|Fortinet FortiGuard", "prompt": "c99-m1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Fortinet FortiGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "the threat intel is integrated into the flow automatically without needing a separate dashboard"}, {"id": "mai-20260917-0922-baseline|c99-m1|alibaba-small|Cisco", "prompt": "c99-m1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Cisco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Your existing Vendor (Palo Alto/Cisco/Mandiant)"}, {"id": "mai-20260917-0922-baseline|c99-m1|alibaba-small|Mandiant", "prompt": "c99-m1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Your existing Vendor (Palo Alto/Cisco/Mandiant)"}, {"id": "mai-20260917-0922-baseline|c99-m1|anthropic-small|Cyble Vision", "prompt": "c99-m1", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Cyble Vision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cyble Vision** is the strongest choice for organizations that need dark web monitoring integrated with attack surface and brand intelligence"}, {"id": "mai-20260917-0922-baseline|c99-m1|anthropic-small|SOCRadar", "prompt": "c99-m1", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "SOCRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SOCRadar is a strong mid-market option for real-time external visibility"}, {"id": "mai-20260917-0922-baseline|c99-m1|anthropic-small|Recorded Future", "prompt": "c99-m1", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recorded Future or ThreatConnect are options for mid-market companies facing sophisticated threats"}, {"id": "mai-20260917-0922-baseline|c99-m1|anthropic-small|ThreatConnect", "prompt": "c99-m1", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recorded Future or ThreatConnect are options for mid-market companies facing sophisticated threats"}, {"id": "mai-20260917-0922-baseline|c99-m1|challenger-small|SOCRadar", "prompt": "c99-m1", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "SOCRadar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall threat intelligence platform is usually **SOCRadar** or **Cyble Vision**"}, {"id": "mai-20260917-0922-baseline|c99-m1|challenger-small|Cyble Vision", "prompt": "c99-m1", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Cyble Vision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best overall threat intelligence platform is usually **SOCRadar** or **Cyble Vision**"}, {"id": "mai-20260917-0922-baseline|c99-m1|challenger-small|Flare", "prompt": "c99-m1", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Flare** as a strong option when credential exposure and dark-web monitoring are the top priority"}, {"id": "mai-20260917-0922-baseline|c99-m1|challenger-small|Rapid7 Threat Command", "prompt": "c99-m1", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Rapid7 Threat Command", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is called out as best for **mid-sized to large businesses**"}, {"id": "mai-20260917-0922-baseline|c99-m1|challenger-small|NordStellar", "prompt": "c99-m1", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "NordStellar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "framed as best for **small to medium-sized businesses**"}, {"id": "mai-20260917-0922-baseline|c99-m1|challenger-small|ManageEngine Log360", "prompt": "c99-m1", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more of an integrated SIEM/UEBA platform than a pure threat intelligence platform"}, {"id": "mai-20260917-0922-baseline|c99-m1|deepseek-small|Rapid7 Threat Command", "prompt": "c99-m1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Rapid7 Threat Command", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rapid7 Threat Command** or **NordStellar** offer the best balance of actionability, coverage, and price"}, {"id": "mai-20260917-0922-baseline|c99-m1|deepseek-small|NordStellar", "prompt": "c99-m1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rapid7 Threat Command** or **NordStellar** offer the best balance of actionability, coverage, and price"}, {"id": "mai-20260917-0922-baseline|c99-m1|deepseek-small|Cyble Vision", "prompt": "c99-m1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Cyble Vision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cyble Vision** is an excellent modern choice"}, {"id": "mai-20260917-0922-baseline|c99-m1|deepseek-small|Recorded Future", "prompt": "c99-m1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "*Only if budget allows* ... priced firmly in enterprise territory"}, {"id": "mai-20260917-0922-baseline|c99-m1|deepseek-small|Flashpoint", "prompt": "c99-m1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Flashpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Flashpoint** (human-source depth) or **SpyCloud**"}, {"id": "mai-20260917-0922-baseline|c99-m1|deepseek-small|SpyCloud", "prompt": "c99-m1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "SpyCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Flashpoint** (human-source depth) or **SpyCloud**"}, {"id": "mai-20260917-0922-baseline|c99-m1|google-small|Recorded Future", "prompt": "c99-m1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large enterprises often buy raw, firehose-style threat feeds (like Recorded Future or Mandiant) because they have dedicated Cyber Threat Intelligence (CTI) teams"}, {"id": "mai-20260917-0922-baseline|c99-m1|google-small|Mandiant", "prompt": "c99-m1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Mandiant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Large enterprises often buy raw, firehose-style threat feeds (like Recorded Future or Mandiant)"}, {"id": "mai-20260917-0922-baseline|c99-m1|google-small|SOCRadar", "prompt": "c99-m1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "SOCRadar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "SOCRadar is currently one of the strongest options for the mid-market."}, {"id": "mai-20260917-0922-baseline|c99-m1|google-small|Flare", "prompt": "c99-m1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Identity-First Exposure & GitHub Leak Monitoring: **Flare**"}, {"id": "mai-20260917-0922-baseline|c99-m1|google-small|Rapid7 Threat Command", "prompt": "c99-m1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Rapid7 Threat Command", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rapid7 Threat Command is an excellent choice."}, {"id": "mai-20260917-0922-baseline|c99-m1|google-small|Feedly for Threat Intelligence", "prompt": "c99-m1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Feedly for Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Feedly is a unique and powerful tool."}, {"id": "mai-20260917-0922-baseline|c99-m1|google-small|OpenCTI", "prompt": "c99-m1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "OpenCTI has a beautiful, modern UI that naturally maps relationships between threat actors"}, {"id": "mai-20260917-0922-baseline|c99-m1|google-small|MISP", "prompt": "c99-m1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "MISP ... is the industry-standard decentralized platform for sharing and consuming open-source threat feeds."}, {"id": "mai-20260917-0922-baseline|c99-m1|meta-small|NordStellar", "prompt": "c99-m1", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. NordStellar – Best for Small to Medium-Sized Businesses"}, {"id": "mai-20260917-0922-baseline|c99-m1|meta-small|Rapid7 Threat Command", "prompt": "c99-m1", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Rapid7 Threat Command", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Rapid7 Threat Command – Best for Mid-Sized to Large Businesses"}, {"id": "mai-20260917-0922-baseline|c99-m1|meta-small|Flare", "prompt": "c99-m1", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market companies that need to know when employee credentials show up on a criminal forum"}, {"id": "mai-20260917-0922-baseline|c99-m1|meta-small|Anomali Threatstream", "prompt": "c99-m1", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Anomali Threatstream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some other options to consider are Anomali Threatstream"}, {"id": "mai-20260917-0922-baseline|c99-m1|minimax-small|Recorded Future", "prompt": "c99-m1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recorded Future** and **Anomali** are frequently the top picks for mid‑market teams."}, {"id": "mai-20260917-0922-baseline|c99-m1|minimax-small|Intel 471", "prompt": "c99-m1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Intel 471", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Intel 471** is a strong contender, albeit at a slightly higher price point."}, {"id": "mai-20260917-0922-baseline|c99-m1|minimax-small|Anomali", "prompt": "c99-m1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Anomali", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Recorded Future** and **Anomali** are frequently the top picks for mid‑market teams."}, {"id": "mai-20260917-0922-baseline|c99-m1|minimax-small|DomainTools", "prompt": "c99-m1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "DomainTools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Renowned for DNS‑based intelligence, passive DNS, WHOIS data"}, {"id": "mai-20260917-0922-baseline|c99-m1|minimax-small|AlienVault OTX (Open Threat Exchange)", "prompt": "c99-m1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "AlienVault OTX (Open Threat Exchange)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If budget is the primary constraint, consider starting with **AlienVault OTX** (free community)"}, {"id": "mai-20260917-0922-baseline|c99-m1|minimax-small|Mandiant Advantage (Threat Intelligence)", "prompt": "c99-m1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Mandiant Advantage (Threat Intelligence)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Usually $30K+; often bundled with other Mandiant services."}, {"id": "mai-20260917-0922-baseline|c99-m1|minimax-small|Microsoft Defender for Threat Intelligence", "prompt": "c99-m1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Microsoft Defender for Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the **Microsoft Defender for Threat Intelligence** add‑on offers the lowest‑friction integration"}, {"id": "mai-20260917-0922-baseline|c99-m1|minimax-small|GreyNoise", "prompt": "c99-m1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "GreyNoise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focuses on \"internet background noise\" – differentiates benign from malicious scanning."}, {"id": "mai-20260917-0922-baseline|c99-m1|minimax-small|Feedly (Feedly Threat Intelligence)", "prompt": "c99-m1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Feedly (Feedly Threat Intelligence)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Aggregates open‑source news, vendor blogs, and threat feeds"}, {"id": "mai-20260917-0922-baseline|c99-m1|minimax-small|MISP (Open Source)", "prompt": "c99-m1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "MISP (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "or a self‑hosted **MISP** instance, then layer on a commercial feed later"}, {"id": "mai-20260917-0922-baseline|c99-m1|mistral-small|NordStellar", "prompt": "c99-m1", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NordStellar** and **Rapid7 Threat Command** are the top choices due to their balance of features, scalability, and cost."}, {"id": "mai-20260917-0922-baseline|c99-m1|mistral-small|Rapid7 Threat Command", "prompt": "c99-m1", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Rapid7 Threat Command", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**NordStellar** and **Rapid7 Threat Command** are the top choices"}, {"id": "mai-20260917-0922-baseline|c99-m1|mistral-small|CrowdStrike Falcon", "prompt": "c99-m1", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly rated for mid-market and enterprise teams that require robust protection"}, {"id": "mai-20260917-0922-baseline|c99-m1|mistral-small|UpGuard", "prompt": "c99-m1", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for lean security teams at mid-market organizations"}, {"id": "mai-20260917-0922-baseline|c99-m1|moonshot-small|Flare", "prompt": "c99-m1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Flare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Flare** is the better choice if your primary concern is external exposure"}, {"id": "mai-20260917-0922-baseline|c99-m1|moonshot-small|SOCRadar Extended Threat Intelligence (XTI)", "prompt": "c99-m1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "SOCRadar Extended Threat Intelligence (XTI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SOCRadar** offers the best balance of capability and affordability"}, {"id": "mai-20260917-0922-baseline|c99-m1|moonshot-small|Rapid7 Threat Command", "prompt": "c99-m1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Rapid7 Threat Command", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mid-market companies with slightly larger security budgets"}, {"id": "mai-20260917-0922-baseline|c99-m1|moonshot-small|NordStellar", "prompt": "c99-m1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "NordStellar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best SMB-to-Mid-Market Scalability"}, {"id": "mai-20260917-0922-baseline|c99-m1|moonshot-small|Recorded Future", "prompt": "c99-m1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "excellent but generally priced and scaled for enterprise teams (often $100K+ annually). They're typically overkill"}, {"id": "mai-20260917-0922-baseline|c99-m1|moonshot-small|ThreatConnect", "prompt": "c99-m1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "excellent but generally priced and scaled for enterprise teams"}, {"id": "mai-20260917-0922-baseline|c99-m1|moonshot-small|Intel 471", "prompt": "c99-m1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Intel 471", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "usually start in the mid-five-to-six-figure range"}, {"id": "mai-20260917-0922-baseline|c99-m1|openai-small|Recorded Future", "prompt": "c99-m1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Recorded Future** if budget allows"}, {"id": "mai-20260917-0922-baseline|c99-m1|openai-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-m1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use CrowdStrike heavily, choose **Falcon Adversary Intelligence** instead for easier integration."}, {"id": "mai-20260917-0922-baseline|c99-m1|openai-small|SOCRadar", "prompt": "c99-m1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "SOCRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your biggest pain is **external exposure and brand abuse**, shortlist **SOCRadar or ZeroFox**."}, {"id": "mai-20260917-0922-baseline|c99-m1|openai-small|ZeroFox", "prompt": "c99-m1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ZeroFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "shortlist **SOCRadar or ZeroFox**"}, {"id": "mai-20260917-0922-baseline|c99-m1|openai-small|CTM360", "prompt": "c99-m1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CTM360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "worth considering if your main needs are external attack surface, brand protection"}, {"id": "mai-20260917-0922-baseline|c99-m1|openai-small|ThreatConnect", "prompt": "c99-m1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "better if you need a **threat intel management platform** for sharing, collaboration"}, {"id": "mai-20260917-0922-baseline|c99-m1|openai-small|Anomali", "prompt": "c99-m1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Anomali", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "better if you need a **threat intel management platform**"}, {"id": "mai-20260917-0922-baseline|c99-m1|openai-small|Cyware", "prompt": "c99-m1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Cyware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Need intel management + sharing + collaboration: ThreatConnect, Anomali, or Cyware"}, {"id": "mai-20260917-0922-baseline|c99-m1|xai-small|NordStellar", "prompt": "c99-m1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NordStellar** (Best overall for SMB/mid-market affordability and ease)"}, {"id": "mai-20260917-0922-baseline|c99-m1|xai-small|Flare", "prompt": "c99-m1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flare** (Best for dark web/identity threat exposure)"}, {"id": "mai-20260917-0922-baseline|c99-m1|xai-small|Rapid7 Threat Command", "prompt": "c99-m1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Rapid7 Threat Command", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-to-large with existing Rapid7 tools"}, {"id": "mai-20260917-0922-baseline|c99-m1|xai-small|CrowdStrike Falcon Intelligence", "prompt": "c99-m1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Scales well but leans enterprise."}, {"id": "mai-20260917-0922-baseline|c99-m1|xai-small|Recorded Future", "prompt": "c99-m1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Powerful but often pricier for pure mid-market."}, {"id": "mai-20260917-0922-baseline|c99-m1|xai-small|SOCRadar", "prompt": "c99-m1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "SOCRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market favorite for external visibility (assets, leaks)."}, {"id": "mai-20260917-0922-baseline|c99-m1|xai-small|Anomali", "prompt": "c99-m1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Anomali", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-heavy like Anomali/ThreatConnect unless growing fast."}, {"id": "mai-20260917-0922-baseline|c99-m1|xai-small|ThreatConnect", "prompt": "c99-m1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ThreatConnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise-heavy like Anomali/ThreatConnect unless growing fast."}, {"id": "mai-20260917-0922-baseline|c99-m1|xai-small|VirusTotal", "prompt": "c99-m1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "VirusTotal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Free tools like VirusTotal work as starters but lack depth."}, {"id": "mai-20260917-0922-baseline|c99-m1|zai-small|Recorded Future", "prompt": "c99-m1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recorded Future is widely considered the leader in the space."}, {"id": "mai-20260917-0922-baseline|c99-m1|zai-small|Flare", "prompt": "c99-m1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Flare positions itself specifically as a mid-market alternative to expensive enterprise TIPs."}, {"id": "mai-20260917-0922-baseline|c99-m1|zai-small|Rapid7 Threat Command", "prompt": "c99-m1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Rapid7 Threat Command", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Asset-Based Alternative: Rapid7 Threat Command"}, {"id": "mai-20260917-0922-baseline|c99-m2|alibaba-small|CrowdStrike Falcon", "prompt": "c99-m2", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"All-in-One\" Choice: CrowdStrike Falcon"}, {"id": "mai-20260917-0922-baseline|c99-m2|alibaba-small|ThreatConnect", "prompt": "c99-m2", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Deduplicated Intelligence Hub: ThreatConnect"}, {"id": "mai-20260917-0922-baseline|c99-m2|alibaba-small|Recorded Future", "prompt": "c99-m2", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Business & Board Reporting: Recorded Future ... Cons: Very expensive"}, {"id": "mai-20260917-0922-baseline|c99-m2|alibaba-small|Microsoft Defender", "prompt": "c99-m2", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ensure your EDR (like CrowdStrike or Microsoft Defender) is feeding its telemetry into a SIEM."}, {"id": "mai-20260917-0922-baseline|c99-m2|alibaba-small|NordStellar", "prompt": "c99-m2", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "NordStellar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternative for Tight Budgets: If budget is a constraint, look into NordStellar"}, {"id": "mai-20260917-0922-baseline|c99-m2|anthropic-small|Cyble Vision", "prompt": "c99-m2", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Cyble Vision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cyble Vision** (Best Overall for Mid-Market)"}, {"id": "mai-20260917-0922-baseline|c99-m2|anthropic-small|SOCRadar", "prompt": "c99-m2", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "SOCRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The company also offers a free edition of its platform, making essential threat intelligence capabilities accessible to a wide range of organizations."}, {"id": "mai-20260917-0922-baseline|c99-m2|anthropic-small|CloudSEK", "prompt": "c99-m2", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CloudSEK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CloudSEK delivers real-time intelligence and AI-powered risk prediction at scale."}, {"id": "mai-20260917-0922-baseline|c99-m2|challenger-small|ThreatConnect", "prompt": "c99-m2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ThreatConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ThreatConnect** is the safer recommendation for many mid-sized teams"}, {"id": "mai-20260917-0922-baseline|c99-m2|challenger-small|Anomali ThreatStream", "prompt": "c99-m2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best alternative if you want broad built-in OSINT coverage:** **Anomali ThreatStream**"}, {"id": "mai-20260917-0922-baseline|c99-m2|challenger-small|Abuse.ch", "prompt": "c99-m2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Abuse.ch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best feed to start with:** **Abuse.ch**"}, {"id": "mai-20260917-0922-baseline|c99-m2|challenger-small|Recorded Future", "prompt": "c99-m2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best premium feed if budget allows:** **Recorded Future**-class intelligence"}, {"id": "mai-20260917-0922-baseline|c99-m2|deepseek-small|Flare", "prompt": "c99-m2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Flare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Flare (best overall value for mid-market)"}, {"id": "mai-20260917-0922-baseline|c99-m2|deepseek-small|NordStellar", "prompt": "c99-m2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "NordStellar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NordStellar (great affordable alternative)"}, {"id": "mai-20260917-0922-baseline|c99-m2|deepseek-small|GreyNoise Block", "prompt": "c99-m2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "GreyNoise Block", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GreyNoise helps you filter routine noise from genuinely targeted threats"}, {"id": "mai-20260917-0922-baseline|c99-m2|deepseek-small|Recorded Future", "prompt": "c99-m2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to avoid for a mid-sized business - **Recorded Future** — category-leading, but enterprise pricing"}, {"id": "mai-20260917-0922-baseline|c99-m2|deepseek-small|Mandiant Advantage", "prompt": "c99-m2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Mandiant Advantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "overkill and pricey for most B2B mid-markets"}, {"id": "mai-20260917-0922-baseline|c99-m2|deepseek-small|CrowdStrike Falcon Intelligence", "prompt": "c99-m2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "only makes sense if you already run Falcon endpoints everywhere"}, {"id": "mai-20260917-0922-baseline|c99-m2|deepseek-small|Abuse.ch", "prompt": "c99-m2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Abuse.ch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Abuse.ch/OTX free feeds** for additional context"}, {"id": "mai-20260917-0922-baseline|c99-m2|deepseek-small|AlienVault OTX", "prompt": "c99-m2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "AlienVault OTX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Abuse.ch/OTX free feeds** for additional context"}, {"id": "mai-20260917-0922-baseline|c99-m2|deepseek-small|MISP", "prompt": "c99-m2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "MISP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "free, open-source platforms — best if you have engineering time"}, {"id": "mai-20260917-0922-baseline|c99-m2|deepseek-small|OpenCTI", "prompt": "c99-m2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "OpenCTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "free, open-source platforms — best if you have engineering time"}, {"id": "mai-20260917-0922-baseline|c99-m2|deepseek-small|Spamhaus", "prompt": "c99-m2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Spamhaus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Spamhaus** (botnet/blocklists)"}, {"id": "mai-20260917-0922-baseline|c99-m2|google-small|Recorded Future", "prompt": "c99-m2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade Threat Intelligence Platforms (TIPs) like Recorded Future or Google/Mandiant—which often cost upwards of $75,000 to $100,000+ annually—are typically too expensive and complex"}, {"id": "mai-20260917-0922-baseline|c99-m2|google-small|Google/Mandiant", "prompt": "c99-m2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Google/Mandiant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like Recorded Future or Google/Mandiant—which often cost upwards of $75,000 to $100,000+ annually—are typically too expensive and complex"}, {"id": "mai-20260917-0922-baseline|c99-m2|google-small|SOCRadar", "prompt": "c99-m2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "SOCRadar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose SOCRadar or Flare** ... This yields the fastest ROI for a mid-sized B2B company."}, {"id": "mai-20260917-0922-baseline|c99-m2|google-small|Flare", "prompt": "c99-m2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Flare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Recommended Platforms:** **SOCRadar** or **Flare**."}, {"id": "mai-20260917-0922-baseline|c99-m2|google-small|Microsoft Defender Threat Intelligence (MDTI)", "prompt": "c99-m2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Microsoft Defender Threat Intelligence (MDTI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Stick to Microsoft MDTI or CrowdStrike Falcon** if you want automated defense"}, {"id": "mai-20260917-0922-baseline|c99-m2|google-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-m2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**CrowdStrike Falcon Adversary Intelligence** (if you use CrowdStrike)"}, {"id": "mai-20260917-0922-baseline|c99-m2|google-small|OpenCTI", "prompt": "c99-m2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Build an OpenCTI/MISP instance** if you have a dedicated engineer"}, {"id": "mai-20260917-0922-baseline|c99-m2|google-small|MISP (Malware Information Sharing Platform)", "prompt": "c99-m2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "MISP (Malware Information Sharing Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**MISP** is the gold standard for storing and sharing technical indicators"}, {"id": "mai-20260917-0922-baseline|c99-m2|google-small|LevelBlue Open Threat Exchange (OTX)", "prompt": "c99-m2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "LevelBlue Open Threat Exchange (OTX)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A massive community-driven feed of crowd-sourced threat data."}, {"id": "mai-20260917-0922-baseline|c99-m2|google-small|Abuse.ch (URLhaus, ThreatFox, MalwareBazaar)", "prompt": "c99-m2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Abuse.ch (URLhaus, ThreatFox, MalwareBazaar)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Highly reliable, free feeds focused on active malware distribution and malicious URLs."}, {"id": "mai-20260917-0922-baseline|c99-m2|google-small|CISA Known Exploited Vulnerabilities (KEV) Catalog", "prompt": "c99-m2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CISA Known Exploited Vulnerabilities (KEV) Catalog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "An absolute \"must-have\" feed."}, {"id": "mai-20260917-0922-baseline|c99-m2|google-small|Anomali Limo", "prompt": "c99-m2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Anomali Limo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Free, easy-to-integrate TAXII feeds containing basic threat indicators."}, {"id": "mai-20260917-0922-baseline|c99-m2|meta-small|Bitsight CTI", "prompt": "c99-m2", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Bitsight CTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Bitsight CTI - a real-time cyber threat intelligence platform that captures, enriches, and alerts on emerging threats."}, {"id": "mai-20260917-0922-baseline|c99-m2|meta-small|Anomali", "prompt": "c99-m2", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Anomali", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Anomali - an AI threat intelligence and agentic SOC platform"}, {"id": "mai-20260917-0922-baseline|c99-m2|meta-small|ESET Threat Intelligence", "prompt": "c99-m2", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ESET Threat Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ESET Threat Intelligence - a CTI platform that provides APT tracking with analyst support."}, {"id": "mai-20260917-0922-baseline|c99-m2|meta-small|CrowdStrike Adversary Intelligence", "prompt": "c99-m2", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Adversary Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CrowdStrike Adversary Intelligence - a CTI platform that provides adversary profiling with EDR integration."}, {"id": "mai-20260917-0922-baseline|c99-m2|meta-small|Recorded Future", "prompt": "c99-m2", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Recorded Future - a CTI platform that provides automation-driven intelligence at scale."}, {"id": "mai-20260917-0922-baseline|c99-m2|minimax-small|Rapid7 Threat Command", "prompt": "c99-m2", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Rapid7 Threat Command", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Rapid7 Threat Command** or **NordStellar**"}, {"id": "mai-20260917-0922-baseline|c99-m2|minimax-small|NordStellar", "prompt": "c99-m2", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Rapid7 Threat Command** or **NordStellar**"}, {"id": "mai-20260917-0922-baseline|c99-m2|minimax-small|Anomali ThreatStream", "prompt": "c99-m2", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent at pulling together multiple threat intelligence sources"}, {"id": "mai-20260917-0922-baseline|c99-m2|minimax-small|CrowdStrike Falcon Intelligence", "prompt": "c99-m2", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "great for proactive threat hunting"}, {"id": "mai-20260917-0922-baseline|c99-m2|minimax-small|AlienVault OTX", "prompt": "c99-m2", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "AlienVault OTX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**AlienVault OTX** (free community option available)"}, {"id": "mai-20260917-0922-baseline|c99-m2|minimax-small|Abuse.ch Feeds", "prompt": "c99-m2", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Abuse.ch Feeds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Abuse.ch Feeds** (free, well-regarded)"}, {"id": "mai-20260917-0922-baseline|c99-m2|minimax-small|Mandiant Threat Intelligence", "prompt": "c99-m2", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Mandiant Threat Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Mandiant Threat Intelligence** (premium, enterprise-grade)"}, {"id": "mai-20260917-0922-baseline|c99-m2|minimax-small|Recorded Future", "prompt": "c99-m2", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Recorded Future** (premium, extensive coverage)"}, {"id": "mai-20260917-0922-baseline|c99-m2|mistral-small|ESET Threat Intelligence Feed", "prompt": "c99-m2", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ESET Threat Intelligence Feed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend starting with **ESET Threat Intelligence Feed** for reliable, up-to-date threat data"}, {"id": "mai-20260917-0922-baseline|c99-m2|mistral-small|Recorded Future", "prompt": "c99-m2", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you require more advanced features and have a dedicated security team, **Recorded Future** or **CrowdStrike Falcon** are excellent choices."}, {"id": "mai-20260917-0922-baseline|c99-m2|mistral-small|CrowdStrike Falcon", "prompt": "c99-m2", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for mid-market companies managing distributed endpoints"}, {"id": "mai-20260917-0922-baseline|c99-m2|mistral-small|NordStellar", "prompt": "c99-m2", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**NordStellar** or **Rapid7 Threat Command** as the platform, depending on your specific needs"}, {"id": "mai-20260917-0922-baseline|c99-m2|mistral-small|Rapid7 Threat Command", "prompt": "c99-m2", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Rapid7 Threat Command", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**NordStellar** or **Rapid7 Threat Command** as the platform, depending on your specific needs"}, {"id": "mai-20260917-0922-baseline|c99-m2|moonshot-small|SOCRadar Extended Threat Intelligence (XTI)", "prompt": "c99-m2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "SOCRadar Extended Threat Intelligence (XTI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with SOCRadar** for these reasons"}, {"id": "mai-20260917-0922-baseline|c99-m2|moonshot-small|Anomali", "prompt": "c99-m2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Anomali", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Anomali** offers deeper operational integration at a higher price point"}, {"id": "mai-20260917-0922-baseline|c99-m2|moonshot-small|MISP (Open Source)", "prompt": "c99-m2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "MISP (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MISP + free/community feeds** can get you started"}, {"id": "mai-20260917-0922-baseline|c99-m2|moonshot-small|Recorded Future", "prompt": "c99-m2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Premium Option (if budget allows)... Full enterprise suites can reach $250K–$500K+"}, {"id": "mai-20260917-0922-baseline|c99-m2|moonshot-small|Abuse.ch", "prompt": "c99-m2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Abuse.ch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open Source | Abuse.ch, EmergingThreats (free tier), CISA AIS"}, {"id": "mai-20260917-0922-baseline|c99-m2|moonshot-small|EmergingThreats", "prompt": "c99-m2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "EmergingThreats", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Abuse.ch, EmergingThreats (free tier), CISA AIS"}, {"id": "mai-20260917-0922-baseline|c99-m2|moonshot-small|CISA AIS", "prompt": "c99-m2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CISA AIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Abuse.ch, EmergingThreats (free tier), CISA AIS"}, {"id": "mai-20260917-0922-baseline|c99-m2|moonshot-small|AlienVault OTX", "prompt": "c99-m2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "AlienVault OTX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Recorded Future, Anomali ThreatStream, AlienVault OTX"}, {"id": "mai-20260917-0922-baseline|c99-m2|moonshot-small|FS-ISAC", "prompt": "c99-m2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "FS-ISAC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ISACs (FS-ISAC for finance, etc.)"}, {"id": "mai-20260917-0922-baseline|c99-m2|moonshot-small|VirusTotal", "prompt": "c99-m2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "VirusTotal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "VirusTotal, GreyNoise | Malware indicators"}, {"id": "mai-20260917-0922-baseline|c99-m2|moonshot-small|GreyNoise", "prompt": "c99-m2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "GreyNoise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "VirusTotal, GreyNoise | Malware indicators, internet noise filtering"}, {"id": "mai-20260917-0922-baseline|c99-m2|openai-small|Feedly Threat Intelligence", "prompt": "c99-m2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Feedly Threat Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for mid-sized B2B:** **Feedly Threat Intelligence**"}, {"id": "mai-20260917-0922-baseline|c99-m2|openai-small|SOCRadar Extended Threat Intelligence", "prompt": "c99-m2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "SOCRadar Extended Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SOCRadar** is also a strong mid-market choice"}, {"id": "mai-20260917-0922-baseline|c99-m2|openai-small|Recorded Future", "prompt": "c99-m2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want a more premium, research-heavy intelligence cloud and can spend more"}, {"id": "mai-20260917-0922-baseline|c99-m2|openai-small|ZeroFox", "prompt": "c99-m2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ZeroFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your biggest pain is **brand protection, executive impersonation, and takedown workflows**"}, {"id": "mai-20260917-0922-baseline|c99-m2|openai-small|Cyware CTIX", "prompt": "c99-m2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Cyware CTIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cyware is specifically described by reviewers as suited to mid-sized security operations with sharing requirements"}, {"id": "mai-20260917-0922-baseline|c99-m2|openai-small|ThreatConnect", "prompt": "c99-m2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if you want a stronger **TIP / collaboration / sharing / orchestration** layer"}, {"id": "mai-20260917-0922-baseline|c99-m2|xai-small|AlienVault Open Threat Exchange (OTX)", "prompt": "c99-m2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "AlienVault Open Threat Exchange (OTX)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with AlienVault Open Threat Exchange (OTX) as your primary threat intelligence feed"}, {"id": "mai-20260917-0922-baseline|c99-m2|xai-small|MISP", "prompt": "c99-m2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pair it with the open-source MISP platform for management and sharing if you need more structure."}, {"id": "mai-20260917-0922-baseline|c99-m2|xai-small|Recorded Future", "prompt": "c99-m2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise tools like Recorded Future ($40K-$200K+/year) or ThreatConnect ($60K+) are often too pricey"}, {"id": "mai-20260917-0922-baseline|c99-m2|xai-small|ThreatConnect", "prompt": "c99-m2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise tools like Recorded Future ($40K-$200K+/year) or ThreatConnect ($60K+) are often too pricey"}, {"id": "mai-20260917-0922-baseline|c99-m2|xai-small|Abuse.ch", "prompt": "c99-m2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Abuse.ch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Supplement with free feeds like Abuse.ch or CISA KEV for gaps."}, {"id": "mai-20260917-0922-baseline|c99-m2|xai-small|CISA KEV", "prompt": "c99-m2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CISA KEV", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Supplement with free feeds like Abuse.ch or CISA KEV for gaps."}, {"id": "mai-20260917-0922-baseline|c99-m2|xai-small|NordStellar", "prompt": "c99-m2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "NordStellar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Affordable Paid Upgrade: NordStellar ... It's explicitly top-rated for SMBs/mid-market"}, {"id": "mai-20260917-0922-baseline|c99-m2|xai-small|CrowdStrike Falcon Intel", "prompt": "c99-m2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon Intel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "CrowdStrike Falcon Intel | $60K+ (w/ EDR) | If you use Falcon | 4.7 | Bundled, not standalone"}, {"id": "mai-20260917-0922-baseline|c99-m2|zai-small|Recorded Future", "prompt": "c99-m2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommended: Recorded Future**"}, {"id": "mai-20260917-0922-baseline|c99-m2|zai-small|CrowdStrike Falcon", "prompt": "c99-m2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative: CrowdStrike Falcon**"}, {"id": "mai-20260917-0922-baseline|c99-m2|zai-small|ESET Threat Intelligence", "prompt": "c99-m2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ESET Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Recommended: ESET Threat Intelligence + Intel 471**"}, {"id": "mai-20260917-0922-baseline|c99-m2|zai-small|Intel 471", "prompt": "c99-m2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Intel 471", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for criminal-market and human-curated signals"}, {"id": "mai-20260917-0922-baseline|c99-m2|zai-small|VMRay", "prompt": "c99-m2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "VMRay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**VMRay's 12 Best Free Threat Intelligence Feeds (2026)** – covers a wide range of indicators"}, {"id": "mai-20260917-0922-baseline|c99-m3|alibaba-small|Recorded Future", "prompt": "c99-m3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** Enterprises needing broad, real-time global intelligence."}, {"id": "mai-20260917-0922-baseline|c99-m3|alibaba-small|ThreatConnect", "prompt": "c99-m3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ThreatConnect is a market leader"}, {"id": "mai-20260917-0922-baseline|c99-m3|alibaba-small|CrowdStrike Falcon (Adversary Intelligence)", "prompt": "c99-m3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon (Adversary Intelligence)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Organizations already using (or planning to use) the CrowdStrike EDR/XDR platform."}, {"id": "mai-20260917-0922-baseline|c99-m3|alibaba-small|Anomali (ThreatStream)", "prompt": "c99-m3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali (ThreatStream)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Differentiator:** **Integration-first.**"}, {"id": "mai-20260917-0922-baseline|c99-m3|alibaba-small|Mandiant Advantage (Google Cloud)", "prompt": "c99-m3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Mandiant Advantage (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Forensic depth and incident response."}, {"id": "mai-20260917-0922-baseline|c99-m3|alibaba-small|Microsoft Defender", "prompt": "c99-m3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Bundled (Microsoft Defender, CrowdStrike):**"}, {"id": "mai-20260917-0922-baseline|c99-m3|alibaba-small|OpenCTI", "prompt": "c99-m3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "OpenCTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "pure open-source platforms where you must configure and maintain the integrations yourself"}, {"id": "mai-20260917-0922-baseline|c99-m3|alibaba-small|MISP", "prompt": "c99-m3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "MISP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tools like **OpenCTI** (by CIRCL) or **MISP** are pure open-source platforms"}, {"id": "mai-20260917-0922-baseline|c99-m3|anthropic-small|CloudSEK Threat Intelligence", "prompt": "c99-m3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CloudSEK Threat Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top threat intelligence platforms in 2026 include CloudSEK Threat Intelligence"}, {"id": "mai-20260917-0922-baseline|c99-m3|anthropic-small|Recorded Future", "prompt": "c99-m3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Recorded Future operates as the intelligence cloud leader, processing over 900 billion data points daily... suits broad enterprise CTI programs"}, {"id": "mai-20260917-0922-baseline|c99-m3|anthropic-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-m3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CrowdStrike specializes in adversary attribution"}, {"id": "mai-20260917-0922-baseline|c99-m3|anthropic-small|Cyble Vision", "prompt": "c99-m3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyble Vision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cyble processes more than 2 petabytes of data daily and tracks activity across 35,000+ cybercrime sources"}, {"id": "mai-20260917-0922-baseline|c99-m3|anthropic-small|CYFIRMA DeCYFIR", "prompt": "c99-m3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CYFIRMA DeCYFIR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CYFIRMA DeCYFIR, Flashpoint Ignite"}, {"id": "mai-20260917-0922-baseline|c99-m3|anthropic-small|Flashpoint Ignite", "prompt": "c99-m3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flashpoint Ignite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flashpoint brings direct underground collection"}, {"id": "mai-20260917-0922-baseline|c99-m3|anthropic-small|KELA Cyber Intelligence Platform", "prompt": "c99-m3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "KELA Cyber Intelligence Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "KELA Cyber Intelligence Platform, SOCRadar Extended Threat Intelligence"}, {"id": "mai-20260917-0922-baseline|c99-m3|anthropic-small|SOCRadar Extended Threat Intelligence", "prompt": "c99-m3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "SOCRadar Extended Threat Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SOCRadar Extended Threat Intelligence, and Group-IB Threat Intelligence"}, {"id": "mai-20260917-0922-baseline|c99-m3|anthropic-small|Group-IB Threat Intelligence", "prompt": "c99-m3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Group-IB Threat Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "and Group-IB Threat Intelligence"}, {"id": "mai-20260917-0922-baseline|c99-m3|anthropic-small|Stellar Cyber", "prompt": "c99-m3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Stellar Cyber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Stellar Cyber's threat intelligence platform automatically aggregates commercial, open-source, and government threat intelligence feeds"}, {"id": "mai-20260917-0922-baseline|c99-m3|anthropic-small|Bitsight", "prompt": "c99-m3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Bitsight ties reported threats to exposed technology"}, {"id": "mai-20260917-0922-baseline|c99-m3|anthropic-small|Flare", "prompt": "c99-m3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Flare has emerged as the leader in identity intelligence"}, {"id": "mai-20260917-0922-baseline|c99-m3|challenger-small|Recorded Future", "prompt": "c99-m3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Broad intelligence platforms like **Recorded Future** are strongest when you need coverage across malware, actors, infrastructure, and business risk for many teams."}, {"id": "mai-20260917-0922-baseline|c99-m3|challenger-small|ThreatConnect", "prompt": "c99-m3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "More focused on operationalizing intelligence into repeatable processes."}, {"id": "mai-20260917-0922-baseline|c99-m3|challenger-small|Anomali ThreatStream", "prompt": "c99-m3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Emphasizes TIP fundamentals and SOC collaboration."}, {"id": "mai-20260917-0922-baseline|c99-m3|challenger-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-m3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when you already use CrowdStrike and want intelligence inside that ecosystem."}, {"id": "mai-20260917-0922-baseline|c99-m3|challenger-small|Google Threat Intelligence / Mandiant", "prompt": "c99-m3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Google Threat Intelligence / Mandiant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong technical depth and investigator-grade analysis."}, {"id": "mai-20260917-0922-baseline|c99-m3|challenger-small|Flashpoint", "prompt": "c99-m3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flashpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stronger for criminal forums, leaked data, and external threat ecosystems."}, {"id": "mai-20260917-0922-baseline|c99-m3|challenger-small|CloudSEK XVigil", "prompt": "c99-m3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CloudSEK XVigil", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Better for organization-specific exposure, brand, and digital risk than classic CTI."}, {"id": "mai-20260917-0922-baseline|c99-m3|challenger-small|Cyble Vision", "prompt": "c99-m3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyble Vision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Broad AI-native external intelligence and exposure monitoring."}, {"id": "mai-20260917-0922-baseline|c99-m3|challenger-small|IBM X-Force", "prompt": "c99-m3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "IBM X-Force", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "More service-and-research oriented than a pure software platform."}, {"id": "mai-20260917-0922-baseline|c99-m3|challenger-small|OpenCTI", "prompt": "c99-m3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "OpenCTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "more of a **knowledge management framework** than a finished commercial intelligence service"}, {"id": "mai-20260917-0922-baseline|c99-m3|deepseek-small|Recorded Future", "prompt": "c99-m3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Want the broadest commercial coverage across teams?** Recorded Future."}, {"id": "mai-20260917-0922-baseline|c99-m3|deepseek-small|Google Mandiant Threat Intelligence", "prompt": "c99-m3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Google Mandiant Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need nation-state attribution and have budget?** Mandiant."}, {"id": "mai-20260917-0922-baseline|c99-m3|deepseek-small|Anomali ThreatStream", "prompt": "c99-m3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SOCs wanting an accessible, well-rounded TIP with good SIEM integration."}, {"id": "mai-20260917-0922-baseline|c99-m3|deepseek-small|ThreatConnect", "prompt": "c99-m3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise TIP workflows and intelligence operations (\"TI Ops\")"}, {"id": "mai-20260917-0922-baseline|c99-m3|deepseek-small|Cyware", "prompt": "c99-m3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Broad platform that can feel complex to set up."}, {"id": "mai-20260917-0922-baseline|c99-m3|deepseek-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-m3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Standalone threat intel without Falcon EDR loses significant value; best value only for full Falcon customers."}, {"id": "mai-20260917-0922-baseline|c99-m3|deepseek-small|Palo Alto Networks Cortex XSOAR", "prompt": "c99-m3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Combines a high-fidelity intelligence repository (backed by Unit 42 research) with automation/playbooks."}, {"id": "mai-20260917-0922-baseline|c99-m3|deepseek-small|Microsoft Defender Threat Intelligence", "prompt": "c99-m3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Microsoft Defender Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Deep integration with existing SIEM, XDR, and cloud security tools."}, {"id": "mai-20260917-0922-baseline|c99-m3|deepseek-small|MISP", "prompt": "c99-m3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Tight budget or community sharing?** MISP (sharing) + OpenCTI (analysis)"}, {"id": "mai-20260917-0922-baseline|c99-m3|deepseek-small|OpenCTI (Filigran)", "prompt": "c99-m3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "OpenCTI (Filigran)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Many mature teams run **both**: MISP as the sharing layer feeding OpenCTI as the analysis layer."}, {"id": "mai-20260917-0922-baseline|c99-m3|deepseek-small|Bitsight", "prompt": "c99-m3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Bitsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "exposure (Bitsight/CloudSEK)"}, {"id": "mai-20260917-0922-baseline|c99-m3|deepseek-small|CloudSEK", "prompt": "c99-m3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CloudSEK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**how an attacker could get in** (CloudSEK/Bitsight)"}, {"id": "mai-20260917-0922-baseline|c99-m3|deepseek-small|Flashpoint", "prompt": "c99-m3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flashpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Need dark web / underground collection?** Flashpoint specializes in this."}, {"id": "mai-20260917-0922-baseline|c99-m3|google-small|Recorded Future (Intelligence Cloud)", "prompt": "c99-m3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future (Intelligence Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recorded Future is the industry titan for \"finished\" and contextual intelligence."}, {"id": "mai-20260917-0922-baseline|c99-m3|google-small|ThreatConnect", "prompt": "c99-m3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose ThreatConnect or Cyware if your priority is operationalization"}, {"id": "mai-20260917-0922-baseline|c99-m3|google-small|Anomali (ThreatStream)", "prompt": "c99-m3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali (ThreatStream)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose ThreatQ or Anomali if you already subscribe to multiple external threat feeds"}, {"id": "mai-20260917-0922-baseline|c99-m3|google-small|ThreatQuotient (ThreatQ)", "prompt": "c99-m3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatQuotient (ThreatQ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ThreatQ allows security teams to build custom scoring criteria"}, {"id": "mai-20260917-0922-baseline|c99-m3|google-small|Cyware (CTIX - Cyber Threat Intelligence Exchange)", "prompt": "c99-m3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyware (CTIX - Cyber Threat Intelligence Exchange)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose ThreatConnect or Cyware if your priority is operationalization"}, {"id": "mai-20260917-0922-baseline|c99-m3|google-small|OpenCTI (by Filigran)", "prompt": "c99-m3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "OpenCTI (by Filigran)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "OpenCTI has emerged as the premier open-source alternative to high-priced commercial platforms."}, {"id": "mai-20260917-0922-baseline|c99-m3|meta-small|Cyware", "prompt": "c99-m3", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cyware is known for its unified threat intelligence operationalization and Cyware AI"}, {"id": "mai-20260917-0922-baseline|c99-m3|meta-small|Google Threat Intelligence", "prompt": "c99-m3", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Google Threat Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Google Threat Intelligence is known for its deep technical and frontline threat intelligence"}, {"id": "mai-20260917-0922-baseline|c99-m3|meta-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-m3", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "known for its adversary-centric security operations and threat actor intelligence"}, {"id": "mai-20260917-0922-baseline|c99-m3|meta-small|ThreatConnect", "prompt": "c99-m3", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ThreatConnect is known for its structured intelligence workflows and automation"}, {"id": "mai-20260917-0922-baseline|c99-m3|meta-small|Recorded Future", "prompt": "c99-m3", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Recorded Future is considered best for intelligence depth"}, {"id": "mai-20260917-0922-baseline|c99-m3|meta-small|ThreatSearch by CyberSilo", "prompt": "c99-m3", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatSearch by CyberSilo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "ThreatSearch by CyberSilo is considered the best overall threat intelligence platform"}, {"id": "mai-20260917-0922-baseline|c99-m3|meta-small|CrowdStrike Falcon X", "prompt": "c99-m3", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "CrowdStrike Falcon X is considered best for enrichment"}, {"id": "mai-20260917-0922-baseline|c99-m3|minimax-small|CrowdStrike Falcon Intelligence / Adversary Intelligence", "prompt": "c99-m3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Intelligence / Adversary Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep-endpoint telemetry + actor-attribution"}, {"id": "mai-20260917-0922-baseline|c99-m3|minimax-small|Palo Alto Networks Cortex XSOAR", "prompt": "c99-m3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Threat-intel + security-orchestration & automation (SOAR)"}, {"id": "mai-20260917-0922-baseline|c99-m3|minimax-small|IBM X-Force Exchange", "prompt": "c99-m3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "IBM X-Force Exchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Historical vulnerability & malware database"}, {"id": "mai-20260917-0922-baseline|c99-m3|minimax-small|Microsoft Defender Threat Intelligence", "prompt": "c99-m3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Microsoft Defender Threat Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Massive Windows/Office/Azure telemetry"}, {"id": "mai-20260917-0922-baseline|c99-m3|minimax-small|Google Threat Intelligence (Mandiant + VirusTotal)", "prompt": "c99-m3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Google Threat Intelligence (Mandiant + VirusTotal)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mandiant-driven incident-response pedigree"}, {"id": "mai-20260917-0922-baseline|c99-m3|minimax-small|Recorded Future", "prompt": "c99-m3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-driven \"risk scoring\" across open-source, dark-web, and commercial feeds"}, {"id": "mai-20260917-0922-baseline|c99-m3|minimax-small|Anomali ThreatStream", "prompt": "c99-m3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "TIP + community-sharing (ISACs/ISAOs)"}, {"id": "mai-20260917-0922-baseline|c99-m3|minimax-small|ThreatConnect Intelligence Hub", "prompt": "c99-m3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect Intelligence Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Intelligence-operations platform (Intel Ops) with built-in scoring & playbooks"}, {"id": "mai-20260917-0922-baseline|c99-m3|minimax-small|Cyble Vision", "prompt": "c99-m3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyble Vision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-native, unified CTI + digital-risk & brand-protection"}, {"id": "mai-20260917-0922-baseline|c99-m3|minimax-small|Flashpoint", "prompt": "c99-m3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flashpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Human-intelligence (HUMINT) from dark-web forums"}, {"id": "mai-20260917-0922-baseline|c99-m3|minimax-small|Intel 471", "prompt": "c99-m3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Intel 471", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Flashpoint, Cyble, Intel 471 – deep dark-web/HUMINT"}, {"id": "mai-20260917-0922-baseline|c99-m3|minimax-small|VirusTotal", "prompt": "c99-m3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "VirusTotal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "VirusTotal – free basic, paid API"}, {"id": "mai-20260917-0922-baseline|c99-m3|mistral-small|Palo Alto Networks Cortex XSOAR", "prompt": "c99-m3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best For:** Security orchestration, automation, and advanced threat intelligence integration."}, {"id": "mai-20260917-0922-baseline|c99-m3|mistral-small|CrowdStrike Falcon Intelligence / Adversary Intelligence", "prompt": "c99-m3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Intelligence / Adversary Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best For:** Adversary-centric security operations and threat hunting."}, {"id": "mai-20260917-0922-baseline|c99-m3|mistral-small|Google Cloud Mandiant Threat Intelligence (Mandiant Advantage)", "prompt": "c99-m3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Google Cloud Mandiant Threat Intelligence (Mandiant Advantage)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best For:** Malware and adversary investigation, especially for enterprise and government sectors."}, {"id": "mai-20260917-0922-baseline|c99-m3|mistral-small|Microsoft Defender Threat Intelligence", "prompt": "c99-m3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Microsoft Defender Threat Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best For:** Organizations using Microsoft security tools"}, {"id": "mai-20260917-0922-baseline|c99-m3|mistral-small|Anomali ThreatStream", "prompt": "c99-m3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Mature cyber threat intelligence (CTI) programs needing structured workflows and automation."}, {"id": "mai-20260917-0922-baseline|c99-m3|mistral-small|Cyble Vision", "prompt": "c99-m3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyble Vision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best For:** AI-native threat intelligence and digital risk monitoring."}, {"id": "mai-20260917-0922-baseline|c99-m3|mistral-small|IBM X-Force Exchange & Threat Intelligence", "prompt": "c99-m3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "IBM X-Force Exchange & Threat Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best For:** Enterprises needing broad, global threat intelligence"}, {"id": "mai-20260917-0922-baseline|c99-m3|mistral-small|LevelBlue Labs Open Threat Exchange (OTX)", "prompt": "c99-m3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "LevelBlue Labs Open Threat Exchange (OTX)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best For:** Community-driven threat intelligence sharing."}, {"id": "mai-20260917-0922-baseline|c99-m3|mistral-small|ThreatConnect", "prompt": "c99-m3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best For:** Structured intelligence workflows and automation for mature CTI programs."}, {"id": "mai-20260917-0922-baseline|c99-m3|mistral-small|VirusTotal (by Google)", "prompt": "c99-m3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "VirusTotal (by Google)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best For:** Malware analysis and threat data enrichment."}, {"id": "mai-20260917-0922-baseline|c99-m3|moonshot-small|Recorded Future", "prompt": "c99-m3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need comprehensive coverage** → Recorded Future"}, {"id": "mai-20260917-0922-baseline|c99-m3|moonshot-small|Google Threat Intelligence (GTI)", "prompt": "c99-m3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Google Threat Intelligence (GTI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need APT/nation-state attribution** → Mandiant/Google"}, {"id": "mai-20260917-0922-baseline|c99-m3|moonshot-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-m3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already using CrowdStrike** → CrowdStrike Adversary Intelligence"}, {"id": "mai-20260917-0922-baseline|c99-m3|moonshot-small|Anomali ThreatStream", "prompt": "c99-m3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** TIP fundamentals with SOC collaboration features"}, {"id": "mai-20260917-0922-baseline|c99-m3|moonshot-small|ThreatConnect", "prompt": "c99-m3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mature CTI workflows** → ThreatConnect"}, {"id": "mai-20260917-0922-baseline|c99-m3|moonshot-small|Flashpoint", "prompt": "c99-m3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flashpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Focus on dark web/criminal forums** → Flashpoint"}, {"id": "mai-20260917-0922-baseline|c99-m3|moonshot-small|Cyble Vision", "prompt": "c99-m3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyble Vision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Want AI-driven automation** → Cyble or Google Threat Intelligence"}, {"id": "mai-20260917-0922-baseline|c99-m3|moonshot-small|MISP", "prompt": "c99-m3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Budget-conscious** → MISP or OpenCTI (open source)"}, {"id": "mai-20260917-0922-baseline|c99-m3|moonshot-small|OpenCTI", "prompt": "c99-m3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Free community edition; paid enterprise version with AI playbooks"}, {"id": "mai-20260917-0922-baseline|c99-m3|openai-small|Recorded Future", "prompt": "c99-m3", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**External intel + enrichment** → Recorded Future is a common fit."}, {"id": "mai-20260917-0922-baseline|c99-m3|openai-small|ThreatConnect", "prompt": "c99-m3", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Need both intel and ops**: ThreatConnect is often the most balanced"}, {"id": "mai-20260917-0922-baseline|c99-m3|openai-small|Anomali", "prompt": "c99-m3", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Indicator distribution into detections** → Anomali-style platforms are often evaluated here."}, {"id": "mai-20260917-0922-baseline|c99-m3|openai-small|MISP", "prompt": "c99-m3", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Open-source sharing and self-hosting** → MISP is a common choice."}, {"id": "mai-20260917-0922-baseline|c99-m3|openai-small|OpenCTI", "prompt": "c99-m3", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Graph-based intelligence relationships** → OpenCTI is often preferred."}, {"id": "mai-20260917-0922-baseline|c99-m3|xai-small|Recorded Future", "prompt": "c99-m3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recorded Future** (often ranked #1 for broad coverage)"}, {"id": "mai-20260917-0922-baseline|c99-m3|xai-small|CrowdStrike Falcon Intelligence / Adversary Intelligence", "prompt": "c99-m3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Intelligence / Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CrowdStrike excels in speed/attribution"}, {"id": "mai-20260917-0922-baseline|c99-m3|xai-small|ThreatConnect", "prompt": "c99-m3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Operationalization: ingest any feed, automate playbooks... Steeper learning for small teams."}, {"id": "mai-20260917-0922-baseline|c99-m3|xai-small|Anomali ThreatStream", "prompt": "c99-m3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ingests 1K+ feeds, threat matching/hunting, free community sharing. Cost-effective basics."}, {"id": "mai-20260917-0922-baseline|c99-m3|xai-small|Mandiant (Google Cloud) / Google Threat Intelligence", "prompt": "c99-m3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Mandiant (Google Cloud) / Google Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Frontline IR data + VirusTotal; deep technical analysis, Gemini AI."}, {"id": "mai-20260917-0922-baseline|c99-m3|xai-small|Microsoft Defender Threat Intelligence", "prompt": "c99-m3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Microsoft Defender Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Integrated XDR/SIEM (Sentinel), global signals (78T/day), AI hunting. Cost-efficient for M365."}, {"id": "mai-20260917-0922-baseline|c99-m3|xai-small|Palo Alto Networks Cortex XSOAR", "prompt": "c99-m3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Palo Alto Networks Cortex XSOAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Palo Alto Networks Cortex XSOAR** (with TI focus)"}, {"id": "mai-20260917-0922-baseline|c99-m3|xai-small|Flashpoint", "prompt": "c99-m3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flashpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Flashpoint** or **Cyble Vision** (rising for dark web/AI)"}, {"id": "mai-20260917-0922-baseline|c99-m3|xai-small|Cyble Vision", "prompt": "c99-m3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyble Vision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Flashpoint** or **Cyble Vision** (rising for dark web/AI)"}, {"id": "mai-20260917-0922-baseline|c99-m3|zai-small|Recorded Future", "prompt": "c99-m3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recorded Future** is the go‑to: depth of commercial feeds, AI‑assisted analysis, and strong SIEM/SOAR integration."}, {"id": "mai-20260917-0922-baseline|c99-m3|zai-small|Mandiant Advantage", "prompt": "c99-m3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Mandiant Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mandiant Advantage** excels, especially if you rely on Google Cloud or want deep IR‑derived intel."}, {"id": "mai-20260917-0922-baseline|c99-m3|zai-small|CrowdStrike Falcon Adversary Intelligence", "prompt": "c99-m3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "gives you the most seamless integration; you don’t need a separate TI platform"}, {"id": "mai-20260917-0922-baseline|c99-m3|zai-small|Anomali ThreatStream", "prompt": "c99-m3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers the largest curated feed library and AI‑guided workflows, ideal for large enterprises"}, {"id": "mai-20260917-0922-baseline|c99-m3|zai-small|ThreatConnect", "prompt": "c99-m3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "is designed for intelligence operations, with strong analyst collaboration and STIX/TAXII support"}, {"id": "mai-20260917-0922-baseline|c99-m3|zai-small|Cyble Vision", "prompt": "c99-m3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyble Vision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "offers an AI‑native, all‑in‑one platform covering TI, ASM, dark‑web monitoring"}, {"id": "mai-20260917-0922-baseline|c99-m3|zai-small|ZeroFox", "prompt": "c99-m3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ZeroFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "focuses on external threat coverage and automated mitigation of brand impersonation"}, {"id": "mai-20260917-0922-baseline|c99-m3|zai-small|MISP / OpenCTI", "prompt": "c99-m3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "MISP / OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "are free, standards‑based, and highly customizable, but require engineering effort"}, {"id": "mai-20260917-0922-baseline|c99-m4|alibaba-small|Amazon GuardDuty", "prompt": "c99-m4", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Amazon GuardDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Verdict: Best all-around pick for SMBs using cloud infrastructure."}, {"id": "mai-20260917-0922-baseline|c99-m4|alibaba-small|Deepinfo", "prompt": "c99-m4", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Deepinfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best dedicated budget TIP for organizations needing dark web scanning specifically."}, {"id": "mai-20260917-0922-baseline|c99-m4|alibaba-small|GreyNoise", "prompt": "c99-m4", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for reducing alert fatigue and triaging SOC logs."}, {"id": "mai-20260917-0922-baseline|c99-m4|alibaba-small|Abuse.ch (ThreatFox & URLhaus)", "prompt": "c99-m4", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Abuse.ch (ThreatFox & URLhaus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides free feeds for malware URLs, domains, and IPs. It is highly respected and widely used."}, {"id": "mai-20260917-0922-baseline|c99-m4|alibaba-small|AlienVault OTX (Open Threat Exchange)", "prompt": "c99-m4", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "AlienVault OTX (Open Threat Exchange)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A community-driven platform where you can consume thousands of free indicators (IoCs)"}, {"id": "mai-20260917-0922-baseline|c99-m4|alibaba-small|CISA Automated Shared Threat Information", "prompt": "c99-m4", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CISA Automated Shared Threat Information", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers federal-grade intelligence sharing feeds that are free to access."}, {"id": "mai-20260917-0922-baseline|c99-m4|alibaba-small|VirusTotal (Community API)", "prompt": "c99-m4", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "VirusTotal (Community API)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Excellent for checking the reputation of files and IPs."}, {"id": "mai-20260917-0922-baseline|c99-m4|alibaba-small|MISP", "prompt": "c99-m4", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**MISP** or **OTX** + Your existing SIEM (DIY approach)"}, {"id": "mai-20260917-0922-baseline|c99-m4|anthropic-small|MISP", "prompt": "c99-m4", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MISP offers enterprise-grade threat intelligence management at zero licensing cost and is an excellent starting point"}, {"id": "mai-20260917-0922-baseline|c99-m4|anthropic-small|OpenCTI", "prompt": "c99-m4", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "open source platform allowing organizations to manage their cyber threat intelligence knowledge and observables"}, {"id": "mai-20260917-0922-baseline|c99-m4|anthropic-small|Open Threat Exchange", "prompt": "c99-m4", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Open Threat Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for security teams on a budget and organizations contributing to collective defense"}, {"id": "mai-20260917-0922-baseline|c99-m4|anthropic-small|CrowdSec", "prompt": "c99-m4", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CrowdSec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "one of the more affordable options, especially for smaller businesses"}, {"id": "mai-20260917-0922-baseline|c99-m4|anthropic-small|Cisco Talos", "prompt": "c99-m4", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Cisco Talos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "provides free intelligence feeds ... cost-effective entry points for budget-conscious small businesses"}, {"id": "mai-20260917-0922-baseline|c99-m4|anthropic-small|Microsoft Defender Threat Intelligence", "prompt": "c99-m4", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Microsoft Defender Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or lightweight SaaS tools are best for limited budgets"}, {"id": "mai-20260917-0922-baseline|c99-m4|challenger-small|AlienVault OTX", "prompt": "c99-m4", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "AlienVault OTX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best practical choice is usually **AlienVault OTX** or **VirusTotal** if you need the lowest-cost starting point"}, {"id": "mai-20260917-0922-baseline|c99-m4|challenger-small|VirusTotal", "prompt": "c99-m4", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "VirusTotal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best practical choice is usually **AlienVault OTX** or **VirusTotal** if you need the lowest-cost starting point"}, {"id": "mai-20260917-0922-baseline|c99-m4|challenger-small|NordStellar", "prompt": "c99-m4", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "NordStellar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NordStellar** is the strongest budget-oriented pick in the results"}, {"id": "mai-20260917-0922-baseline|c99-m4|challenger-small|UpGuard", "prompt": "c99-m4", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "UpGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "UpGuard also recommends focusing on SMB-friendly pricing when budget is tight"}, {"id": "mai-20260917-0922-baseline|c99-m4|challenger-small|CloudSEK", "prompt": "c99-m4", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CloudSEK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Small team wanting broad external risk monitoring:** **CloudSEK** or **GreyNoise**"}, {"id": "mai-20260917-0922-baseline|c99-m4|challenger-small|GreyNoise", "prompt": "c99-m4", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**CloudSEK** or **GreyNoise**, depending on whether you want broader external risk monitoring or noise reduction"}, {"id": "mai-20260917-0922-baseline|c99-m4|challenger-small|Recorded Future", "prompt": "c99-m4", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "generally better fits for bigger budgets, not cost-constrained teams"}, {"id": "mai-20260917-0922-baseline|c99-m4|challenger-small|Mandiant", "prompt": "c99-m4", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Mandiant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "generally better fits for bigger budgets, not cost-constrained teams"}, {"id": "mai-20260917-0922-baseline|c99-m4|deepseek-small|MISP (Malware Information Sharing Platform)", "prompt": "c99-m4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP (Malware Information Sharing Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**MISP** a close runner-up if your priority is sharing IOCs with partner organizations"}, {"id": "mai-20260917-0922-baseline|c99-m4|deepseek-small|OpenCTI (Open Cyber Threat Intelligence)", "prompt": "c99-m4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "OpenCTI (Open Cyber Threat Intelligence)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**OpenCTI (Community Edition)** is widely regarded as the best free TIP in 2026 for a budget-constrained company"}, {"id": "mai-20260917-0922-baseline|c99-m4|deepseek-small|CloudMISP", "prompt": "c99-m4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CloudMISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CloudMISP** or **OpenCTI Enterprise** (low-cost managed)"}, {"id": "mai-20260917-0922-baseline|c99-m4|deepseek-small|OpenCTI Enterprise", "prompt": "c99-m4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "OpenCTI Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "affordable managed versions: **CloudMISP** and **OpenCTI Enterprise**"}, {"id": "mai-20260917-0922-baseline|c99-m4|deepseek-small|AlienVault OTX", "prompt": "c99-m4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "AlienVault OTX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AlienVault OTX** (Open Threat Exchange) — community \"pulses\" with indicators + context, free API"}, {"id": "mai-20260917-0922-baseline|c99-m4|deepseek-small|Abuse.ch", "prompt": "c99-m4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Abuse.ch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Abuse.ch** projects — MalwareBazaar, URLhaus, ThreatFox, Feodo Tracker"}, {"id": "mai-20260917-0922-baseline|c99-m4|deepseek-small|CISA KEV catalog", "prompt": "c99-m4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CISA KEV catalog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**CISA KEV catalog** — for vulnerability/priority patch management"}, {"id": "mai-20260917-0922-baseline|c99-m4|deepseek-small|MITRE ATT&CK", "prompt": "c99-m4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MITRE ATT&CK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**MITRE ATT&CK** — the definitive TTP framework"}, {"id": "mai-20260917-0922-baseline|c99-m4|deepseek-small|Have I Been Pwned", "prompt": "c99-m4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Have I Been Pwned", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Have I Been Pwned** — breach notifications"}, {"id": "mai-20260917-0922-baseline|c99-m4|deepseek-small|Emerging Threats Open", "prompt": "c99-m4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Emerging Threats Open", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Emerging Threats Open** rule set"}, {"id": "mai-20260917-0922-baseline|c99-m4|deepseek-small|Recorded Future", "prompt": "c99-m4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "genuinely excellent but likely out of budget... $25,000–$100,000+/year"}, {"id": "mai-20260917-0922-baseline|c99-m4|deepseek-small|Mandiant Advantage", "prompt": "c99-m4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Mandiant Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "likely out of budget: **Recorded Future**, **Mandiant Advantage**"}, {"id": "mai-20260917-0922-baseline|c99-m4|deepseek-small|ThreatConnect", "prompt": "c99-m4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "typically **$25,000–$100,000+/year** for mid-market"}, {"id": "mai-20260917-0922-baseline|c99-m4|deepseek-small|Anomali", "prompt": "c99-m4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Anomali", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "**Anomali** — typically **$25,000–$100,000+/year**"}, {"id": "mai-20260917-0922-baseline|c99-m4|deepseek-small|Deepinfo", "prompt": "c99-m4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Deepinfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "the \"budget\" SMB commercial pick (like Deepinfo) starts around **$990/month (~$12K/yr)** plus implementation and analyst costs"}, {"id": "mai-20260917-0922-baseline|c99-m4|google-small|MISP (Malware Information Sharing Platform)", "prompt": "c99-m4", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP (Malware Information Sharing Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The absolute gold standard for open-source threat intelligence... The Catch: The interface is highly technical and has a steep learning curve."}, {"id": "mai-20260917-0922-baseline|c99-m4|google-small|OpenCTI (Open Cyber Threat Intelligence)", "prompt": "c99-m4", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "OpenCTI (Open Cyber Threat Intelligence)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have an absolute $0 software budget but have some engineering time: Spin up a virtual machine and install **OpenCTI**."}, {"id": "mai-20260917-0922-baseline|c99-m4|google-small|LevelBlue OTX (formerly AlienVault Open Threat Exchange)", "prompt": "c99-m4", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "LevelBlue OTX (formerly AlienVault Open Threat Exchange)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have zero budget and zero engineering resources: Sign up for a free **LevelBlue OTX** account."}, {"id": "mai-20260917-0922-baseline|c99-m4|google-small|GreyNoise", "prompt": "c99-m4", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "purchase a low-tier **GreyNoise** or **Feedly for CTI** subscription to help filter alerts"}, {"id": "mai-20260917-0922-baseline|c99-m4|google-small|Feedly for Threat Intelligence", "prompt": "c99-m4", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Feedly for Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Feedly has highly affordable tiers (including a basic free version)."}, {"id": "mai-20260917-0922-baseline|c99-m4|minimax-small|MISP (Malware Information Sharing Platform)", "prompt": "c99-m4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP (Malware Information Sharing Platform)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a budget‑constrained company that can dedicate a small server, **MISP + TheHive** (or **OpenCTI**) gives you enterprise‑grade intel sharing and investigation without any licensing cost."}, {"id": "mai-20260917-0922-baseline|c99-m4|minimax-small|OpenCTI (Open Cyber Threat Intelligence Platform)", "prompt": "c99-m4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "OpenCTI (Open Cyber Threat Intelligence Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MISP + TheHive** (or **OpenCTI**) gives you enterprise‑grade intel sharing"}, {"id": "mai-20260917-0922-baseline|c99-m4|minimax-small|TheHive", "prompt": "c99-m4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "TheHive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MISP** (free) + **TheHive** (free) + **AlienVault OTX** (free)"}, {"id": "mai-20260917-0922-baseline|c99-m4|minimax-small|OpenTAXII", "prompt": "c99-m4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "OpenTAXII", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Do you only need a local TAXII server to feed other tools?** | OpenTAXII"}, {"id": "mai-20260917-0922-baseline|c99-m4|minimax-small|AlienVault OTX (Open Threat Exchange)", "prompt": "c99-m4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "AlienVault OTX (Open Threat Exchange)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "free community intel feeds** (AlienVault OTX, IBM X‑Force)"}, {"id": "mai-20260917-0922-baseline|c99-m4|minimax-small|IBM X‑Force Exchange", "prompt": "c99-m4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "IBM X‑Force Exchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "free community intel feeds** (AlienVault OTX, IBM X‑Force)"}, {"id": "mai-20260917-0922-baseline|c99-m4|minimax-small|Cisco Umbrella (Free Demo)", "prompt": "c99-m4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Cisco Umbrella (Free Demo)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not a full TIP – more of a security stack, but includes threat intelligence"}, {"id": "mai-20260917-0922-baseline|c99-m4|minimax-small|ThreatConnect Community (Free)", "prompt": "c99-m4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "ThreatConnect Community (Free)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Limited to 100 IOCs, 1 user | Organisations wanting a single UI to explore intel, but not for large‑scale automation."}, {"id": "mai-20260917-0922-baseline|c99-m4|minimax-small|AbuseIPDB", "prompt": "c99-m4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "AbuseIPDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free for limited queries (2 k queries/day) | Quick IP reputation checks."}, {"id": "mai-20260917-0922-baseline|c99-m4|minimax-small|Cisco Security Cloud – Threat Intelligence", "prompt": "c99-m4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Cisco Security Cloud – Threat Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Companies already using Cisco network gear."}, {"id": "mai-20260917-0922-baseline|c99-m4|minimax-small|Microsoft Defender for Threat Intelligence", "prompt": "c99-m4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Microsoft Defender for Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**You already pay for Microsoft 365** | Add **Microsoft Defender for Threat Intelligence**"}, {"id": "mai-20260917-0922-baseline|c99-m4|minimax-small|CrowdStrike Falcon Intel (Falcon X)", "prompt": "c99-m4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CrowdStrike Falcon Intel (Falcon X)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "paid plans start at **~$5 per endpoint/month**"}, {"id": "mai-20260917-0922-baseline|c99-m4|minimax-small|Recorded Future (Community Edition)", "prompt": "c99-m4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "you can layer on a low‑cost commercial feed (e.g., Recorded Future or Shift5)"}, {"id": "mai-20260917-0922-baseline|c99-m4|minimax-small|Shift5 (formerly ThreatQuotient)", "prompt": "c99-m4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Shift5 (formerly ThreatQuotient)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "layer on a low‑cost commercial feed (e.g., Recorded Future or Shift5) for richer context and support"}, {"id": "mai-20260917-0922-baseline|c99-m4|mistral-small|Amazon GuardDuty", "prompt": "c99-m4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Amazon GuardDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Amazon GuardDuty** is highlighted as a strong all-round pick for small businesses, offering robust threat detection at a reasonable cost"}, {"id": "mai-20260917-0922-baseline|c99-m4|mistral-small|Deepinfo", "prompt": "c99-m4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Deepinfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a budget choice, with entry plans starting at $990/month, which may still be feasible for some small businesses"}, {"id": "mai-20260917-0922-baseline|c99-m4|mistral-small|GreyNoise", "prompt": "c99-m4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "GreyNoise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with free or low-cost tools like Amazon GuardDuty or GreyNoise."}, {"id": "mai-20260917-0922-baseline|c99-m4|mistral-small|CloudSEK", "prompt": "c99-m4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CloudSEK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another option for small teams needing broader external risk monitoring, but you should compare entry-level pricing"}, {"id": "mai-20260917-0922-baseline|c99-m4|mistral-small|NordStellar", "prompt": "c99-m4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "NordStellar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "noted for small to medium-sized businesses, offering dark web monitoring and a request demo option"}, {"id": "mai-20260917-0922-baseline|c99-m4|moonshot-small|MISP", "prompt": "c99-m4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **OpenCTI Community Edition** (for analysis and knowledge management) paired with **MISP** (for IOC sharing and operational intel)"}, {"id": "mai-20260917-0922-baseline|c99-m4|moonshot-small|OpenCTI", "prompt": "c99-m4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "OpenCTI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Bottom line: If you have technical staff available, start with **OpenCTI Community Edition**"}, {"id": "mai-20260917-0922-baseline|c99-m4|moonshot-small|VirusTotal", "prompt": "c99-m4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "VirusTotal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need something simpler with zero maintenance, stick to **VirusTotal** and **AlienVault OTX** free tiers"}, {"id": "mai-20260917-0922-baseline|c99-m4|moonshot-small|AlienVault OTX", "prompt": "c99-m4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "AlienVault OTX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "stick to **VirusTotal** and **AlienVault OTX** free tiers"}, {"id": "mai-20260917-0922-baseline|c99-m4|moonshot-small|GreyNoise", "prompt": "c99-m4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Frequently recommended for startups and budget-conscious teams"}, {"id": "mai-20260917-0922-baseline|c99-m4|moonshot-small|Anomali ThreatStream", "prompt": "c99-m4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Often cited as a more affordable paid option for teams that outgrow free tools"}, {"id": "mai-20260917-0922-baseline|c99-m4|moonshot-small|CISA AIS", "prompt": "c99-m4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CISA AIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free government-shared threat indicators (STIX 2.1)"}, {"id": "mai-20260917-0922-baseline|c99-m4|moonshot-small|abuse.ch", "prompt": "c99-m4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "abuse.ch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**abuse.ch** (URLhaus, ThreatFox, MalwareBazaar) | Malware and malicious URL intelligence"}, {"id": "mai-20260917-0922-baseline|c99-m4|openai-small|MISP", "prompt": "c99-m4", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MISP** is often the best balance of cost, flexibility, and community support."}, {"id": "mai-20260917-0922-baseline|c99-m4|openai-small|OpenCTI", "prompt": "c99-m4", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need nicer analysis and reporting:** **OpenCTI**"}, {"id": "mai-20260917-0922-baseline|c99-m4|openai-small|AlienVault OTX", "prompt": "c99-m4", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "AlienVault OTX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need immediate free value with minimal setup:** **AlienVault OTX**"}, {"id": "mai-20260917-0922-baseline|c99-m4|openai-small|TheHive + Cortex", "prompt": "c99-m4", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "TheHive + Cortex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Not a pure TI platform, but very useful for incident response plus enrichment"}, {"id": "mai-20260917-0922-baseline|c99-m4|xai-small|Recorded Future", "prompt": "c99-m4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "avoid the $25K+ annual fees of enterprise tools like Recorded Future or ThreatConnect"}, {"id": "mai-20260917-0922-baseline|c99-m4|xai-small|ThreatConnect", "prompt": "c99-m4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoid the $25K+ annual fees of enterprise tools like Recorded Future or ThreatConnect"}, {"id": "mai-20260917-0922-baseline|c99-m4|xai-small|AlienVault OTX (Open Threat Exchange)", "prompt": "c99-m4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "AlienVault OTX (Open Threat Exchange)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Ease and Quick Start ... Test OTX first—it's lowest barrier."}, {"id": "mai-20260917-0922-baseline|c99-m4|xai-small|MISP (Malware Information Sharing Platform)", "prompt": "c99-m4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP (Malware Information Sharing Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Custom Sharing and Storage"}, {"id": "mai-20260917-0922-baseline|c99-m4|xai-small|OpenCTI", "prompt": "c99-m4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Modern Knowledge Graph Analysis"}, {"id": "mai-20260917-0922-baseline|c99-m4|xai-small|Abuse.ch", "prompt": "c99-m4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Abuse.ch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Alternatives to consider: Abuse.ch (malware IOCs)"}, {"id": "mai-20260917-0922-baseline|c99-m4|xai-small|CISA AIS", "prompt": "c99-m4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CISA AIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CISA AIS (gov IOCs)"}, {"id": "mai-20260917-0922-baseline|c99-m4|xai-small|VirusTotal", "prompt": "c99-m4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "VirusTotal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "VirusTotal (free tier for file/URL scans)"}, {"id": "mai-20260917-0922-baseline|c99-m4|xai-small|PhishTank", "prompt": "c99-m4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "PhishTank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Integrate with free CISA/Abuse.ch/PhishTank"}, {"id": "mai-20260917-0922-baseline|c99-m4|zai-small|AlienVault Open Threat Exchange (OTX)", "prompt": "c99-m4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "AlienVault Open Threat Exchange (OTX)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "AlienVault OTX for broad, community-driven IoC feeds"}, {"id": "mai-20260917-0922-baseline|c99-m4|zai-small|MISP", "prompt": "c99-m4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "MISP – a free, open-source Threat Intelligence Platform (TIP) to collect, organize, and share IoCs"}, {"id": "mai-20260917-0922-baseline|c99-m4|zai-small|AbuseIPDB", "prompt": "c99-m4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "AbuseIPDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AbuseIPDB for fast IP reputation checks"}, {"id": "mai-20260917-0922-baseline|c99-m4|zai-small|VirusTotal Community API", "prompt": "c99-m4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "VirusTotal Community API", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "VirusTotal Community API for file/URL scanning"}, {"id": "mai-20260917-0922-baseline|c99-m4|zai-small|Recorded Future", "prompt": "c99-m4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their entry prices (often $60k+/year) are out of reach for most small teams"}, {"id": "mai-20260917-0922-baseline|c99-m4|zai-small|ThreatConnect", "prompt": "c99-m4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "$60–120k/year (platform only) ... not feasible"}, {"id": "mai-20260917-0922-baseline|c99-m4|zai-small|Mandiant Advantage", "prompt": "c99-m4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Mandiant Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "these subscriptions are simply not feasible"}, {"id": "mai-20260917-0922-baseline|c99-m4|zai-small|OpenCTI", "prompt": "c99-m4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Optional additions like OpenCTI, IntelOwl, or Yeti can provide a more advanced graph-driven TIP"}, {"id": "mai-20260917-0922-baseline|c99-m4|zai-small|IntelOwl", "prompt": "c99-m4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "IntelOwl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Optional additions like OpenCTI, IntelOwl, or Yeti"}, {"id": "mai-20260917-0922-baseline|c99-m4|zai-small|Yeti", "prompt": "c99-m4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Yeti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Modern UI, collaborative threat hunting"}, {"id": "mai-20260917-0922-baseline|c99-m4|zai-small|CISA AIS", "prompt": "c99-m4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CISA AIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Shared indicators from the U.S. government (STIX 2.1)"}, {"id": "mai-20260917-0922-baseline|c99-m5|alibaba-small|CrowdStrike Threat Intel", "prompt": "c99-m5", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "CrowdStrike Threat Intel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Great if you are already using CrowdStrike EDR; highly integrated and user-friendly."}, {"id": "mai-20260917-0922-baseline|c99-m5|alibaba-small|Recorded Future", "prompt": "c99-m5", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Strong AI-driven enrichment and broad coverage, but can be on the pricier side."}, {"id": "mai-20260917-0922-baseline|c99-m5|alibaba-small|ThreatConnect", "prompt": "c99-m5", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for workflow management and collaboration; very popular with growing teams"}, {"id": "mai-20260917-0922-baseline|c99-m5|alibaba-small|Anomali", "prompt": "c99-m5", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Anomali", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for flexibility and cost-effective pricing for mid-market firms."}, {"id": "mai-20260917-0922-baseline|c99-m5|alibaba-small|IBM / X-Force Exchange", "prompt": "c99-m5", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "IBM / X-Force Exchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Often offers a tiered approach that scales well."}, {"id": "mai-20260917-0922-baseline|c99-m5|google-small|Anomali", "prompt": "c99-m5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Anomali", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "A traditional TIP (like Anomali, ThreatConnect, or ThreatQuotient) acts as a heavy database... You do not have the cycles to manage complex, noisy, and high-maintenance enterprise TIPs"}, {"id": "mai-20260917-0922-baseline|c99-m5|google-small|ThreatConnect", "prompt": "c99-m5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "A traditional TIP (like Anomali, ThreatConnect, or ThreatQuotient) acts as a heavy database that aggregates, normalizes, and correlates millions of Indicators of Compromise (IoCs)."}, {"id": "mai-20260917-0922-baseline|c99-m5|google-small|ThreatQuotient", "prompt": "c99-m5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "ThreatQuotient", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "A traditional TIP (like Anomali, ThreatConnect, or ThreatQuotient) acts as a heavy database"}, {"id": "mai-20260917-0922-baseline|c99-m5|google-small|MISP", "prompt": "c99-m5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "MISP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "\"Is there a community or open-source version of your platform (like MISP or OpenCTI) that we should look at first\""}, {"id": "mai-20260917-0922-baseline|c99-m5|google-small|OpenCTI", "prompt": "c99-m5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "OpenCTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "\"Is there a community or open-source version of your platform (like MISP or OpenCTI) that we should look at first\""}, {"id": "mai-20260917-0922-baseline|c99-m5|minimax-small|Recorded Future", "prompt": "c99-m5", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Recorded Future — Best for contextual intelligence at scale, large data set"}, {"id": "mai-20260917-0922-baseline|c99-m5|minimax-small|Cyble Vision", "prompt": "c99-m5", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Cyble Vision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good for unified TI + attack surface management + takedowns"}, {"id": "mai-20260917-0922-baseline|c99-m5|minimax-small|Rapid7 Threat Command", "prompt": "c99-m5", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Rapid7 Threat Command", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Strong mid-market fit, good pricing"}, {"id": "mai-20260917-0922-baseline|c99-m5|minimax-small|CrowdStrike Falcon Intelligence", "prompt": "c99-m5", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent if you're already on CrowdStrike endpoints"}, {"id": "mai-20260917-0922-baseline|c99-m5|minimax-small|Anomali ThreatStream", "prompt": "c99-m5", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for TIP aggregation with SIEM enrichment"}, {"id": "mai-20260917-0922-baseline|c99-m5|minimax-small|Google Mandiant Threat Intelligence", "prompt": "c99-m5", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Google Mandiant Threat Intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Strong for attribution, but more enterprise-priced"}, {"id": "mai-20260917-0922-baseline|c99-m5|xai-small|ThreatQuotient", "prompt": "c99-m5", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "ThreatQuotient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "buyer's guides from ThreatQuotient, Cyware, and recent 2024-2026 analyses"}, {"id": "mai-20260917-0922-baseline|c99-m5|xai-small|CloudSEK", "prompt": "c99-m5", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "CloudSEK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CloudSEK** | Attack path prediction, DRP integration | AI-driven, strong for supply chain; mid-market friendly."}, {"id": "mai-20260917-0922-baseline|c99-m5|xai-small|Recorded Future", "prompt": "c99-m5", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Massive data lake, excellent enrichment; higher cost."}, {"id": "mai-20260917-0922-baseline|c99-m5|xai-small|CrowdStrike Falcon", "prompt": "c99-m5", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Adversary attribution | If you use Falcon EDR; tactical focus."}, {"id": "mai-20260917-0922-baseline|c99-m5|xai-small|Cyware", "prompt": "c99-m5", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Cyware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Operationalization & sharing | Automation, ISAC-ready; good integrations."}, {"id": "mai-20260917-0922-baseline|c99-m5|xai-small|Flashpoint", "prompt": "c99-m5", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Flashpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Dark web/underground | Deep actor tracking; pairs with others."}, {"id": "mai-20260917-0922-baseline|c99-m5|xai-small|Mandiant (Google)", "prompt": "c99-m5", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Mandiant (Google)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Advanced malware/APT | Premium research; budget-heavy."}, {"id": "mai-20260917-0922-baseline|c99-m6|alibaba-small|CrowdStrike", "prompt": "c99-m6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While top-tier, their commercial feeds can be incredibly aggressive... Use their *Intel*, not necessarily their automatic *Blocking*."}, {"id": "mai-20260917-0922-baseline|c99-m6|alibaba-small|FireEye (Mandiant)", "prompt": "c99-m6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "FireEye (Mandiant)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their commercial feeds can be incredibly aggressive. Integrating their blocklists into firewalls without rigorous testing can result in blocking legitimate SaaS traffic"}, {"id": "mai-20260917-0922-baseline|c99-m6|alibaba-small|AlienVault OTX (now AT&T Cybersecurity)", "prompt": "c99-m6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "AlienVault OTX (now AT&T Cybersecurity)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Warning:** It is very noisy... Do not blindly ingest OTX data into a production firewall."}, {"id": "mai-20260917-0922-baseline|c99-m6|alibaba-small|Emerging Threats (ET)", "prompt": "c99-m6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Emerging Threats (ET)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Historically excellent, but their rule sets can sometimes conflict with each other if not properly tuned."}, {"id": "mai-20260917-0922-baseline|c99-m6|alibaba-small|Abuse.ch", "prompt": "c99-m6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Abuse.ch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Abuse.ch** (Threatfox, URLhaus) - High trust, human curated."}, {"id": "mai-20260917-0922-baseline|c99-m6|alibaba-small|Spamhaus", "prompt": "c99-m6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Spamhaus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High trust for blocking botnets, but requires allow-listing expertise."}, {"id": "mai-20260917-0922-baseline|c99-m6|alibaba-small|MISP Community", "prompt": "c99-m6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "MISP Community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you run your own MISP instance, joining the public instances is highly recommended."}, {"id": "mai-20260917-0922-baseline|c99-m6|challenger-small|Cloudflare Cloudforce One", "prompt": "c99-m6", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Cloudflare Cloudforce One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Radware says Cloudflare Cloudforce One's differentiated value is tied to Cloudflare network usage"}, {"id": "mai-20260917-0922-baseline|c99-m6|challenger-small|Microsoft-native intelligence", "prompt": "c99-m6", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Microsoft-native intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Microsoft-native intelligence works best in Defender/Sentinel workflows"}, {"id": "mai-20260917-0922-baseline|c99-m6|deepseek-small|Farnsworth Intelligence", "prompt": "c99-m6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Farnsworth Intelligence", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid platforms that sell raw, stolen personal data (like **Farnsworth Intelligence**)"}, {"id": "mai-20260917-0922-baseline|c99-m6|deepseek-small|Sygnia", "prompt": "c99-m6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Sygnia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be wary of vendors with convicted/charged insider criminals (e.g., **DigitalMint** and **Sygnia** incident response teams)"}, {"id": "mai-20260917-0922-baseline|c99-m6|deepseek-small|DigitalMint", "prompt": "c99-m6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "DigitalMint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be wary of vendors with convicted/charged insider criminals"}, {"id": "mai-20260917-0922-baseline|c99-m6|deepseek-small|Koi Security", "prompt": "c99-m6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Koi Security", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Be extremely cautious of AI-heavy \"attribution\" platforms (case study: **Palo Alto Networks' Koi Security**)"}, {"id": "mai-20260917-0922-baseline|c99-m6|deepseek-small|Recorded Future", "prompt": "c99-m6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious of \"data lake\" giants if you lack a mature CTI team (e.g., **Recorded Future**, **Mandiant**)"}, {"id": "mai-20260917-0922-baseline|c99-m6|deepseek-small|Mandiant", "prompt": "c99-m6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Mandiant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "you will drown in noise, alert fatigue, and false positives"}, {"id": "mai-20260917-0922-baseline|c99-m6|deepseek-small|MISP", "prompt": "c99-m6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "MISP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Avoid Open-Source TIPs if you lack dedicated engineering support"}, {"id": "mai-20260917-0922-baseline|c99-m6|deepseek-small|OpenCTI", "prompt": "c99-m6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "OpenCTI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Platforms built on open-source frameworks (e.g., MISP, OpenCTI) are free, but they are **not turnkey solutions**"}, {"id": "mai-20260917-0922-baseline|c99-m6|google-small|Anomali ThreatStream", "prompt": "c99-m6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "criticized by security analysts for rigid APIs, complex or clunky user interfaces, and inconsistent naming conventions"}, {"id": "mai-20260917-0922-baseline|c99-m6|google-small|ThreatConnect", "prompt": "c99-m6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional legacy TIPs (such as older deployments of **Anomali ThreatStream** or **ThreatConnect**)"}, {"id": "mai-20260917-0922-baseline|c99-m6|google-small|Recorded Future", "prompt": "c99-m6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Recorded Future is widely considered a premier... However, it is exceptionally expensive and highly complex."}, {"id": "mai-20260917-0922-baseline|c99-m6|google-small|Flashpoint", "prompt": "c99-m6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Flashpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "purchase external, premium feeds (like Recorded Future, Flashpoint, or Intel471)"}, {"id": "mai-20260917-0922-baseline|c99-m6|google-small|Intel471", "prompt": "c99-m6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Intel471", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "purchase external, premium feeds (like Recorded Future, Flashpoint, or Intel471)"}, {"id": "mai-20260917-0922-baseline|c99-m6|google-small|AlienVault OTX (Open Threat Exchange)", "prompt": "c99-m6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "AlienVault OTX (Open Threat Exchange)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it is a notorious source of \"noise\" and false positives"}, {"id": "mai-20260917-0922-baseline|c99-m6|google-small|GreyNoise", "prompt": "c99-m6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "GreyNoise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "secondary enrichment/sanitization pipeline (like GreyNoise or internal whitelist scoring)"}, {"id": "mai-20260917-0922-baseline|c99-m6|google-small|MISP (Malware Information Sharing Platform)", "prompt": "c99-m6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "MISP (Malware Information Sharing Platform)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Avoid open-source TIPs if your security team consists of \"generalists\""}, {"id": "mai-20260917-0922-baseline|c99-m6|google-small|OpenCTI", "prompt": "c99-m6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "OpenCTI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "These platforms require significant engineering resources to maintain."}, {"id": "mai-20260917-0922-baseline|c99-m6|meta-small|Recorded Future", "prompt": "c99-m6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top threat intelligence platforms include Recorded Future, Google Mandiant, CrowdStrike Adversary Intelligence, Flashpoint, Anomali, ThreatConnect, EclecticIQ, and Unit 42."}, {"id": "mai-20260917-0922-baseline|c99-m6|meta-small|Google Mandiant", "prompt": "c99-m6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Google Mandiant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top threat intelligence platforms include Recorded Future, Google Mandiant, CrowdStrike Adversary Intelligence, Flashpoint, Anomali, ThreatConnect, EclecticIQ, and Unit 42."}, {"id": "mai-20260917-0922-baseline|c99-m6|meta-small|CrowdStrike Adversary Intelligence", "prompt": "c99-m6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CrowdStrike Adversary Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top threat intelligence platforms include Recorded Future, Google Mandiant, CrowdStrike Adversary Intelligence, Flashpoint, Anomali, ThreatConnect, EclecticIQ, and Unit 42."}, {"id": "mai-20260917-0922-baseline|c99-m6|meta-small|Flashpoint", "prompt": "c99-m6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Flashpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top threat intelligence platforms include ... Flashpoint, Anomali, ThreatConnect, EclecticIQ, and Unit 42."}, {"id": "mai-20260917-0922-baseline|c99-m6|meta-small|Anomali", "prompt": "c99-m6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Anomali", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top threat intelligence platforms include ... Anomali, ThreatConnect, EclecticIQ, and Unit 42."}, {"id": "mai-20260917-0922-baseline|c99-m6|meta-small|ThreatConnect", "prompt": "c99-m6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ThreatConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top threat intelligence platforms include ... ThreatConnect, EclecticIQ, and Unit 42."}, {"id": "mai-20260917-0922-baseline|c99-m6|meta-small|EclecticIQ", "prompt": "c99-m6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "EclecticIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top threat intelligence platforms include ... EclecticIQ, and Unit 42."}, {"id": "mai-20260917-0922-baseline|c99-m6|meta-small|Unit 42", "prompt": "c99-m6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Unit 42", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top threat intelligence platforms include ... and Unit 42."}, {"id": "mai-20260917-0922-baseline|c99-m6|mistral-small|Mandiant", "prompt": "c99-m6", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Mandiant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Mandiant is often considered too expensive and complex for mid-market teams"}, {"id": "mai-20260917-0922-baseline|c99-m6|mistral-small|Recorded Future", "prompt": "c99-m6", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Acting on findings ... usually requires separate tooling, and its pricing is firmly in the enterprise range"}, {"id": "mai-20260917-0922-baseline|c99-m6|mistral-small|Kaspersky", "prompt": "c99-m6", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Kaspersky", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "are advised to avoid or carefully vet Kaspersky's threat intelligence offerings"}, {"id": "mai-20260917-0922-baseline|c99-m6|moonshot-small|Palantir", "prompt": "c99-m6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Palantir", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Significant human rights and privacy concerns... this poses reputational and ethical risks."}, {"id": "mai-20260917-0922-baseline|c99-m6|moonshot-small|Mandiant (Google Cloud)", "prompt": "c99-m6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Mandiant (Google Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Extremely expensive relative to alternatives... May be overkill for mid-market teams"}, {"id": "mai-20260917-0922-baseline|c99-m6|moonshot-small|Recorded Future", "prompt": "c99-m6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Very high cost ($50K-$500K+/year...) Steep learning curve... False positives"}, {"id": "mai-20260917-0922-baseline|c99-m6|moonshot-small|Anomali ThreatStream", "prompt": "c99-m6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limited proprietary intelligence — primarily an aggregator, not a producer"}, {"id": "mai-20260917-0922-baseline|c99-m6|moonshot-small|MISP", "prompt": "c99-m6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "MISP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Consider open-source alternatives first: MISP — free, community-driven, no vendor lock-in"}, {"id": "mai-20260917-0922-baseline|c99-m6|moonshot-small|OpenCTI", "prompt": "c99-m6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "OpenCTI — flexible, vendor-agnostic, but requires technical expertise"}, {"id": "mai-20260917-0922-baseline|c99-m6|openai-small|ThreatConnect", "prompt": "c99-m6", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Reviews for platforms like ThreatConnect, ThreatQ, and Stellar Cyber, for example, mention concerns such as learning curve, API limitations, access-control gaps"}, {"id": "mai-20260917-0922-baseline|c99-m6|openai-small|ThreatQ", "prompt": "c99-m6", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ThreatQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Reviews for platforms like ThreatConnect, ThreatQ, and Stellar Cyber, for example, mention concerns such as learning curve, API limitations, access-control gaps"}, {"id": "mai-20260917-0922-baseline|c99-m6|openai-small|Stellar Cyber", "prompt": "c99-m6", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Stellar Cyber", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Reviews for platforms like ThreatConnect, ThreatQ, and Stellar Cyber, for example, mention concerns such as learning curve, API limitations, access-control gaps"}, {"id": "mai-20260917-0922-baseline|c99-m6|xai-small|Kaspersky", "prompt": "c99-m6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Kaspersky", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "US government bans ... avoid if US-based to comply and prevent detection gaps."}, {"id": "mai-20260917-0922-baseline|c99-m6|xai-small|QiAnXin", "prompt": "c99-m6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "QiAnXin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "scrutinize ownership and avoid for critical infrastructure"}, {"id": "mai-20260917-0922-baseline|c99-m6|xai-small|360 Netlab", "prompt": "c99-m6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "360 Netlab", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "scrutinize ownership and avoid for critical infrastructure"}, {"id": "mai-20260917-0922-baseline|c99-m6|xai-small|Recorded Future", "prompt": "c99-m6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Reviews on G2/PeerSpot highlight this for Recorded Future (inaccuracies, unrelated alerts)"}, {"id": "mai-20260917-0922-baseline|c99-m6|xai-small|ThreatConnect", "prompt": "c99-m6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "highlight this for Recorded Future (inaccuracies, unrelated alerts), ThreatConnect, and others—test thoroughly in PoCs"}, {"id": "mai-20260917-0922-baseline|c99-m6|xai-small|Mandiant", "prompt": "c99-m6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Mandiant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise platforms like Mandiant or Recorded Future are expensive and best for mature teams"}, {"id": "mai-20260917-0922-baseline|c99-m6|xai-small|CrowdStrike", "prompt": "c99-m6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Align with threat model (e.g., CrowdStrike for endpoint, Recorded Future for broad intel)"}, {"id": "mai-20260917-0922-baseline|c99-m6|xai-small|Anomali", "prompt": "c99-m6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Anomali", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Top-rated (Gartner Peer Insights 2024-2026): Anomali, ThreatConnect, Recorded Future, Mandiant, Flashpoint."}, {"id": "mai-20260917-0922-baseline|c99-m6|xai-small|Flashpoint", "prompt": "c99-m6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Flashpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Top-rated (Gartner Peer Insights 2024-2026): Anomali, ThreatConnect, Recorded Future, Mandiant, Flashpoint."}, {"id": "mai-20260917-0922-baseline|c99-m6|xai-small|MISP", "prompt": "c99-m6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Open-source like MISP/OTX for low-risk starts"}, {"id": "mai-20260917-0922-baseline|c99-m6|xai-small|OTX", "prompt": "c99-m6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "OTX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Open-source like MISP/OTX for low-risk starts"}, {"id": "mai-20260917-0922-baseline|c99-m6|xai-small|Google Threat Intelligence", "prompt": "c99-m6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Google Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "commercial leaders like CrowdStrike Falcon X or Google Threat Intelligence (post-Mandiant)"}, {"id": "mai-20260917-0922-baseline|c99-m6|zai-small|Fortinet FortiSIEM", "prompt": "c99-m6", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Fortinet FortiSIEM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** this platform if you are running unpatched versions or if your deployment cannot be updated quickly."}, {"id": "mai-20260917-0922-baseline|c99-m6|zai-small|Splunk Enterprise", "prompt": "c99-m6", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Splunk Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While Splunk is a standard, you should be cautious if you are using older versions."}, {"id": "mai-20260917-0922-baseline|c99-m6|zai-small|Recorded Future", "prompt": "c99-m6", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Verdict:** Avoid if you have a limited budget or require high-volume, automated ingestion into many disparate tools."}, {"id": "mai-20260917-0922-baseline|c99-m6|zai-small|Palantir", "prompt": "c99-m6", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Palantir", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Verdict:** Avoid or be extremely cautious if you are in a privacy-sensitive sector"}, {"id": "mai-20260917-0922-baseline|c99-s1|alibaba-small|NordStellar", "prompt": "c99-s1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for SMBs: NordStellar"}, {"id": "mai-20260917-0922-baseline|c99-s1|alibaba-small|VirusTotal", "prompt": "c99-s1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "VirusTotal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Free tier available** with generous API access"}, {"id": "mai-20260917-0922-baseline|c99-s1|alibaba-small|CrowdStrike Falcon Go/Pro", "prompt": "c99-s1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Go/Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud-native, easy to deploy, includes firewall management"}, {"id": "mai-20260917-0922-baseline|c99-s1|alibaba-small|ISMalicious (ISM)", "prompt": "c99-s1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ISMalicious (ISM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically built for SMBs without dedicated security teams"}, {"id": "mai-20260917-0922-baseline|c99-s1|alibaba-small|Amazon GuardDuty", "prompt": "c99-s1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Amazon GuardDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal if you're already on AWS; provides continuous threat monitoring"}, {"id": "mai-20260917-0922-baseline|c99-s1|alibaba-small|Microsoft Defender for Business", "prompt": "c99-s1", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong choice if using Microsoft 365 ecosystem"}, {"id": "mai-20260917-0922-baseline|c99-s1|challenger-small|NordStellar", "prompt": "c99-s1", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NordStellar is the clearest SMB-oriented pick because B2B Reviews lists it as \"Best for Small to Medium-Sized Businesses\""}, {"id": "mai-20260917-0922-baseline|c99-s1|challenger-small|CloudSEK", "prompt": "c99-s1", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CloudSEK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "stronger if you need broader external risk monitoring and AI-driven analysis, though some sources position it as more of a broader platform than a narrow SMB tool"}, {"id": "mai-20260917-0922-baseline|c99-s1|challenger-small|GreyNoise", "prompt": "c99-s1", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or GreyNoise if your biggest issue is alert noise"}, {"id": "mai-20260917-0922-baseline|c99-s1|challenger-small|Cyble Vision", "prompt": "c99-s1", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Cyble Vision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it may be more than a very small team needs"}, {"id": "mai-20260917-0922-baseline|c99-s1|deepseek-small|CrowdStrike Falcon", "prompt": "c99-s1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **CrowdStrike Falcon** offers the best value when you need endpoint protection anyway"}, {"id": "mai-20260917-0922-baseline|c99-s1|deepseek-small|NordStellar", "prompt": "c99-s1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**NordStellar** is the top pick if you want a dedicated threat intelligence platform"}, {"id": "mai-20260917-0922-baseline|c99-s1|deepseek-small|GreyNoise", "prompt": "c99-s1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Reducing Alert Fatigue ... start with **CrowdSec's free tier** or **GreyNoise's free plan**"}, {"id": "mai-20260917-0922-baseline|c99-s1|deepseek-small|CrowdSec", "prompt": "c99-s1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdSec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free/Low-Cost Option ... genuinely free to use, making it ideal for very small B2B companies"}, {"id": "mai-20260917-0922-baseline|c99-s1|deepseek-small|Microsoft Defender Threat Intelligence", "prompt": "c99-s1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Microsoft Defender Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Microsoft Shops ... integrates seamlessly and eliminates the need for a separate tool"}, {"id": "mai-20260917-0922-baseline|c99-s1|deepseek-small|Cyble Vision", "prompt": "c99-s1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Cyble Vision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Need dark web/brand monitoring specifically | **NordStellar** or **Cyble Vision**"}, {"id": "mai-20260917-0922-baseline|c99-s1|deepseek-small|Recorded Future", "prompt": "c99-s1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for Small B2B Companies - **Recorded Future** and **ThreatConnect** — Powerful but generally sized and priced for enterprise teams"}, {"id": "mai-20260917-0922-baseline|c99-s1|deepseek-small|ThreatConnect", "prompt": "c99-s1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ThreatConnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid for Small B2B Companies - **Recorded Future** and **ThreatConnect**"}, {"id": "mai-20260917-0922-baseline|c99-s1|deepseek-small|Palo Alto Cortex XSOAR", "prompt": "c99-s1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Palo Alto Cortex XSOAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Palo Alto Cortex XSOAR** — Overkill unless you have a dedicated SOC."}, {"id": "mai-20260917-0922-baseline|c99-s1|deepseek-small|Anomali ThreatStream", "prompt": "c99-s1", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Anomali ThreatStream** — Geared toward larger SOC teams"}, {"id": "mai-20260917-0922-baseline|c99-s1|google-small|Recorded Future", "prompt": "c99-s1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "purchasing a traditional, enterprise-grade Threat Intelligence Platform (TIP) like Recorded Future, Mandiant (Google Cloud), or ThreatConnect is almost always a mistake"}, {"id": "mai-20260917-0922-baseline|c99-s1|google-small|Mandiant (Google Cloud)", "prompt": "c99-s1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Mandiant (Google Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "like Recorded Future, Mandiant (Google Cloud), or ThreatConnect is almost always a mistake"}, {"id": "mai-20260917-0922-baseline|c99-s1|google-small|ThreatConnect", "prompt": "c99-s1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ThreatConnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "like Recorded Future, Mandiant (Google Cloud), or ThreatConnect is almost always a mistake"}, {"id": "mai-20260917-0922-baseline|c99-s1|google-small|Huntress", "prompt": "c99-s1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Huntress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have no dedicated security staff: Buy Huntress or CrowdStrike Falcon Go."}, {"id": "mai-20260917-0922-baseline|c99-s1|google-small|CrowdStrike Falcon (Go or Pro Tiers)", "prompt": "c99-s1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon (Go or Pro Tiers)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Buy **Huntress** or **CrowdStrike Falcon Go**"}, {"id": "mai-20260917-0922-baseline|c99-s1|google-small|SentinelOne Singularity Control", "prompt": "c99-s1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "SentinelOne Singularity Control", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Uses behavioral AI engines enriched by SentinelOne's proprietary threat intelligence."}, {"id": "mai-20260917-0922-baseline|c99-s1|google-small|SOCRadar", "prompt": "c99-s1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "SOCRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SOCRadar is a highly recommended TIP for smaller teams."}, {"id": "mai-20260917-0922-baseline|c99-s1|google-small|Flare", "prompt": "c99-s1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "It is incredibly easy to set up and far more affordable than enterprise alternatives."}, {"id": "mai-20260917-0922-baseline|c99-s1|google-small|LevelBlue OTX", "prompt": "c99-s1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "LevelBlue OTX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Integrate **LevelBlue OTX** and **GreyNoise**"}, {"id": "mai-20260917-0922-baseline|c99-s1|google-small|GreyNoise", "prompt": "c99-s1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "using GreyNoise is a lifesaver"}, {"id": "mai-20260917-0922-baseline|c99-s1|google-small|AbuseIPDB", "prompt": "c99-s1", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "AbuseIPDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "A highly reliable, free community-driven database of abusive IP addresses."}, {"id": "mai-20260917-0922-baseline|c99-s1|meta-small|NordStellar", "prompt": "c99-s1", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best threat intelligence platform for a small B2B company is NordStellar"}, {"id": "mai-20260917-0922-baseline|c99-s1|meta-small|CrowdStrike Falcon", "prompt": "c99-s1", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include CrowdStrike Falcon and Pyrra, which are also highly rated."}, {"id": "mai-20260917-0922-baseline|c99-s1|meta-small|Pyrra", "prompt": "c99-s1", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Pyrra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include CrowdStrike Falcon and Pyrra, which are also highly rated."}, {"id": "mai-20260917-0922-baseline|c99-s1|minimax-small|NordStellar", "prompt": "c99-s1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NordStellar** emerges as the top recommendation for small B2B companies"}, {"id": "mai-20260917-0922-baseline|c99-s1|minimax-small|CrowdStrike Falcon", "prompt": "c99-s1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Excellent but pricier (~$60/device/month)"}, {"id": "mai-20260917-0922-baseline|c99-s1|minimax-small|Recorded Future", "prompt": "c99-s1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-focused, pricing upon request"}, {"id": "mai-20260917-0922-baseline|c99-s1|minimax-small|Rapid7 Threat Command", "prompt": "c99-s1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Rapid7 Threat Command", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-sized businesses | Good for growing companies"}, {"id": "mai-20260917-0922-baseline|c99-s1|minimax-small|ZeroFox", "prompt": "c99-s1", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ZeroFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Brand protection | Great for companies with strong online presence"}, {"id": "mai-20260917-0922-baseline|c99-s1|mistral-small|NordStellar", "prompt": "c99-s1", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NordStellar** is often recommended as the best threat intelligence platform for small to medium-sized B2B companies"}, {"id": "mai-20260917-0922-baseline|c99-s1|moonshot-small|MISP (Malware Information Sharing Platform)", "prompt": "c99-s1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "MISP (Malware Information Sharing Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you have technical staff: Consider **MISP** for a free, powerful DIY solution"}, {"id": "mai-20260917-0922-baseline|c99-s1|moonshot-small|Pulsedive", "prompt": "c99-s1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Pulsedive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need affordable commercial features: **Pulsedive at $29/month** is hard to beat"}, {"id": "mai-20260917-0922-baseline|c99-s1|moonshot-small|GreyNoise", "prompt": "c99-s1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If alert fatigue is your main problem: Try **GreyNoise's free tier**"}, {"id": "mai-20260917-0922-baseline|c99-s1|moonshot-small|SOCRadar", "prompt": "c99-s1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "SOCRadar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with SOCRadar's Freemium plan ... offers the best balance of features and price for a small business"}, {"id": "mai-20260917-0922-baseline|c99-s1|moonshot-small|ThreatConnect", "prompt": "c99-s1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ThreatConnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Platforms to Avoid for Small B2B (Too Expensive) ... Enterprise-focused, no free tier"}, {"id": "mai-20260917-0922-baseline|c99-s1|moonshot-small|Recorded Future", "prompt": "c99-s1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms to Avoid for Small B2B (Too Expensive) ... Premium pricing for large teams"}, {"id": "mai-20260917-0922-baseline|c99-s1|moonshot-small|Google Threat Intelligence", "prompt": "c99-s1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Google Threat Intelligence", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Platforms to Avoid ... Enterprise pricing model"}, {"id": "mai-20260917-0922-baseline|c99-s1|moonshot-small|Anomali ThreatStream", "prompt": "c99-s1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Platforms to Avoid ... No small business pricing"}, {"id": "mai-20260917-0922-baseline|c99-s1|moonshot-small|CrowdStrike Falcon Intelligence", "prompt": "c99-s1", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Platforms to Avoid ... Designed for large enterprises"}, {"id": "mai-20260917-0922-baseline|c99-s1|openai-small|Recorded Future", "prompt": "c99-s1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Recorded Future", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recorded Future is probably the best overall threat intelligence platform for a small B2B company"}, {"id": "mai-20260917-0922-baseline|c99-s1|openai-small|GreyNoise", "prompt": "c99-s1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is tighter, **GreyNoise** is often the better \"small team\" fit"}, {"id": "mai-20260917-0922-baseline|c99-s1|openai-small|ZeroFox", "prompt": "c99-s1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "ZeroFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your biggest risk is brand abuse, impersonation, phishing"}, {"id": "mai-20260917-0922-baseline|c99-s1|openai-small|Cyble", "prompt": "c99-s1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Cyble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good alternatives if you want broader external-risk monitoring"}, {"id": "mai-20260917-0922-baseline|c99-s1|openai-small|CloudSEK", "prompt": "c99-s1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CloudSEK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good alternatives if you want broader external-risk monitoring"}, {"id": "mai-20260917-0922-baseline|c99-s1|openai-small|SOCRadar", "prompt": "c99-s1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "SOCRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "good alternatives if you want broader external-risk monitoring"}, {"id": "mai-20260917-0922-baseline|c99-s1|openai-small|Cloudflare", "prompt": "c99-s1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Cloudflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "G2's small-business category also highlights products like **Cloudflare**"}, {"id": "mai-20260917-0922-baseline|c99-s1|openai-small|CTM360", "prompt": "c99-s1", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CTM360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "also highlights products like ... **CTM360**"}, {"id": "mai-20260917-0922-baseline|c99-s1|xai-small|VirusTotal (Google-owned)", "prompt": "c99-s1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "VirusTotal (Google-owned)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "VirusTotal (Google-owned) – Best free/starting point for small B2B"}, {"id": "mai-20260917-0922-baseline|c99-s1|xai-small|Amazon GuardDuty", "prompt": "c99-s1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Amazon GuardDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Amazon GuardDuty – Best for AWS-using small B2B"}, {"id": "mai-20260917-0922-baseline|c99-s1|xai-small|GreyNoise", "prompt": "c99-s1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GreyNoise – Best low-cost for noise reduction/alert triage"}, {"id": "mai-20260917-0922-baseline|c99-s1|xai-small|NordStellar", "prompt": "c99-s1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "NordStellar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NordStellar – Best paid SMB-specific full platform"}, {"id": "mai-20260917-0922-baseline|c99-s1|xai-small|AlienVault OTX", "prompt": "c99-s1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "AlienVault OTX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AlienVault OTX / MISP (free OSINT): Community feeds for IOCs; good supplements."}, {"id": "mai-20260917-0922-baseline|c99-s1|xai-small|MISP", "prompt": "c99-s1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "MISP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AlienVault OTX / MISP (free OSINT): Community feeds for IOCs; good supplements."}, {"id": "mai-20260917-0922-baseline|c99-s1|xai-small|CrowdStrike Falcon", "prompt": "c99-s1", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "strong but endpoint-focused (not pure TI)"}, {"id": "mai-20260917-0922-baseline|c99-s1|zai-small|NordStellar", "prompt": "c99-s1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NordStellar** is frequently cited as the top pick for small‑to‑midsize businesses"}, {"id": "mai-20260917-0922-baseline|c99-s1|zai-small|CrowdStrike Falcon", "prompt": "c99-s1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "paired with **CrowdStrike Falcon** for endpoint intelligence"}, {"id": "mai-20260917-0922-baseline|c99-s1|zai-small|Cyble", "prompt": "c99-s1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Cyble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **NordStellar** or **Cyble** for broader surface/deep/dark‑web coverage"}, {"id": "mai-20260917-0922-baseline|c99-s1|zai-small|GreyNoise", "prompt": "c99-s1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "add **SOCRadar** or **GreyNoise** for targeted monitoring"}, {"id": "mai-20260917-0922-baseline|c99-s1|zai-small|Deepinfo", "prompt": "c99-s1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "Deepinfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Deepinfo** is a strong choice for B2B companies concerned about domain/IP exposure"}, {"id": "mai-20260917-0922-baseline|c99-s1|zai-small|SOCRadar", "prompt": "c99-s1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "SOCRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SOCRadar** offers a budget‑friendly extended threat intelligence bundle"}, {"id": "mai-20260917-0922-baseline|c99-s1|zai-small|CISA AIS", "prompt": "c99-s1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "CISA AIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Start with free feeds (CISA AIS, OTX, MalwareBazaar, VirusTotal community)"}, {"id": "mai-20260917-0922-baseline|c99-s1|zai-small|OTX", "prompt": "c99-s1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "OTX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "free feeds (CISA AIS, OTX, MalwareBazaar, VirusTotal community)"}, {"id": "mai-20260917-0922-baseline|c99-s1|zai-small|MalwareBazaar", "prompt": "c99-s1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "MalwareBazaar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "free feeds (CISA AIS, OTX, MalwareBazaar, VirusTotal community)"}, {"id": "mai-20260917-0922-baseline|c99-s1|zai-small|VirusTotal community", "prompt": "c99-s1", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "direct", "raw": "VirusTotal community", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "free feeds (CISA AIS, OTX, MalwareBazaar, VirusTotal community)"}, {"id": "mai-20260917-0922-baseline|c99-s2|alibaba-small|AlienVault OTX (and ATUM)", "prompt": "c99-s2", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "AlienVault OTX (and ATUM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AlienVault (now part of AT&T Cybersecurity)** is the top recommendation for SMBs."}, {"id": "mai-20260917-0922-baseline|c99-s2|alibaba-small|Abuse.ch", "prompt": "c99-s2", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Abuse.ch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Abuse.ch** is the gold standard for SMBs"}, {"id": "mai-20260917-0922-baseline|c99-s2|alibaba-small|Anomali", "prompt": "c99-s2", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Anomali", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Anomali** is the leading \"threat intelligence platform\" (TIP) that scales down for mid-market companies"}, {"id": "mai-20260917-0922-baseline|c99-s2|alibaba-small|PhishTank", "prompt": "c99-s2", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "PhishTank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**URLhaus & PhishTank:** Great for protecting your employees from phishing"}, {"id": "mai-20260917-0922-baseline|c99-s2|anthropic-small|Open Threat Exchange", "prompt": "c99-s2", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Open Threat Exchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with free feeds (Spamhaus, OTX)"}, {"id": "mai-20260917-0922-baseline|c99-s2|anthropic-small|Spamhaus", "prompt": "c99-s2", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Spamhaus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with free feeds (Spamhaus, OTX)"}, {"id": "mai-20260917-0922-baseline|c99-s2|challenger-small|MISP", "prompt": "c99-s2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "MISP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **MISP** as the platform and a **free/community feed stack**"}, {"id": "mai-20260917-0922-baseline|c99-s2|challenger-small|CISA AIS", "prompt": "c99-s2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CISA AIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "free/community feed stack** built around **CISA AIS, AlienVault OTX, abuse.ch, and VirusTotal community**"}, {"id": "mai-20260917-0922-baseline|c99-s2|challenger-small|AlienVault OTX", "prompt": "c99-s2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "AlienVault OTX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "built around **CISA AIS, AlienVault OTX, abuse.ch, and VirusTotal community**"}, {"id": "mai-20260917-0922-baseline|c99-s2|challenger-small|abuse.ch", "prompt": "c99-s2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "abuse.ch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**abuse.ch** is especially useful for malware and botnet indicators"}, {"id": "mai-20260917-0922-baseline|c99-s2|challenger-small|VirusTotal community", "prompt": "c99-s2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "VirusTotal community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**VirusTotal community** is useful for file reputation checks"}, {"id": "mai-20260917-0922-baseline|c99-s2|challenger-small|GreyNoise Block", "prompt": "c99-s2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "GreyNoise Block", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**GreyNoise Block** is a strong SMB-friendly option, while the fuller GreyNoise platform is aimed more at larger organizations"}, {"id": "mai-20260917-0922-baseline|c99-s2|challenger-small|VMRay's ThreatFeed", "prompt": "c99-s2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "VMRay's ThreatFeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "VMRay's ThreatFeed is also described as a strong fit"}, {"id": "mai-20260917-0922-baseline|c99-s2|challenger-small|Flare", "prompt": "c99-s2", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "a more managed platform like **Flare** may be worth considering"}, {"id": "mai-20260917-0922-baseline|c99-s2|deepseek-small|Recorded Future", "prompt": "c99-s2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid the enterprise tier platforms (Recorded Future, ThreatConnect, Mandiant)"}, {"id": "mai-20260917-0922-baseline|c99-s2|deepseek-small|ThreatConnect", "prompt": "c99-s2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ThreatConnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid the enterprise tier platforms (Recorded Future, ThreatConnect, Mandiant)"}, {"id": "mai-20260917-0922-baseline|c99-s2|deepseek-small|Mandiant", "prompt": "c99-s2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Mandiant", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid the enterprise tier platforms (Recorded Future, ThreatConnect, Mandiant)"}, {"id": "mai-20260917-0922-baseline|c99-s2|deepseek-small|AlienVault OTX (now LevelBlue's OTX)", "prompt": "c99-s2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "AlienVault OTX (now LevelBlue's OTX)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd recommend starting with **AlienVault OTX + Abuse.ch (free)**"}, {"id": "mai-20260917-0922-baseline|c99-s2|deepseek-small|Abuse.ch", "prompt": "c99-s2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Abuse.ch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "I'd recommend starting with **AlienVault OTX + Abuse.ch (free)**"}, {"id": "mai-20260917-0922-baseline|c99-s2|deepseek-small|MISP", "prompt": "c99-s2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "MISP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "powerful open-source platform, though it needs engineering time to maintain"}, {"id": "mai-20260917-0922-baseline|c99-s2|deepseek-small|VirusTotal", "prompt": "c99-s2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "VirusTotal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "free tier for checking files/URLs"}, {"id": "mai-20260917-0922-baseline|c99-s2|deepseek-small|CrowdStrike Falcon", "prompt": "c99-s2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "either CrowdStrike if you're already in that ecosystem"}, {"id": "mai-20260917-0922-baseline|c99-s2|deepseek-small|NordStellar", "prompt": "c99-s2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "NordStellar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or an SMB-focused platform like NordStellar"}, {"id": "mai-20260917-0922-baseline|c99-s2|deepseek-small|Anomali ThreatStream", "prompt": "c99-s2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "recommended as an affordable paid option for budget-conscious teams"}, {"id": "mai-20260917-0922-baseline|c99-s2|deepseek-small|ismalicious", "prompt": "c99-s2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ismalicious", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "some offer enterprise-grade intel starting around **$99/month**"}, {"id": "mai-20260917-0922-baseline|c99-s2|deepseek-small|Microsoft Defender", "prompt": "c99-s2", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "If you already use CrowdStrike, Microsoft Defender, or another EDR, adding their intelligence module"}, {"id": "mai-20260917-0922-baseline|c99-s2|google-small|MISP", "prompt": "c99-s2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "MISP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Running a standalone, complex Threat Intelligence Platform (TIP) like MISP or OpenCTI requires significant server management and technical upkeep."}, {"id": "mai-20260917-0922-baseline|c99-s2|google-small|OpenCTI", "prompt": "c99-s2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "OpenCTI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like MISP or OpenCTI requires significant server management and technical upkeep"}, {"id": "mai-20260917-0922-baseline|c99-s2|google-small|LevelBlue Open Threat Exchange (OTX)", "prompt": "c99-s2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "LevelBlue Open Threat Exchange (OTX)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Option A: LevelBlue Open Threat Exchange (OTX) – *The Best Free/DIY Platform*"}, {"id": "mai-20260917-0922-baseline|c99-s2|google-small|CrowdStrike Falcon Go", "prompt": "c99-s2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Platforms like **CrowdStrike Falcon Go**, **SentinelOne Singularity**, or **Microsoft Defender for Business** come with top-tier, commercial threat intelligence automatically built in."}, {"id": "mai-20260917-0922-baseline|c99-s2|google-small|SentinelOne Singularity", "prompt": "c99-s2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "SentinelOne Singularity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Platforms like **CrowdStrike Falcon Go**, **SentinelOne Singularity**, or **Microsoft Defender for Business** come with top-tier, commercial threat intelligence automatically built in."}, {"id": "mai-20260917-0922-baseline|c99-s2|google-small|Microsoft Defender for Business", "prompt": "c99-s2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Microsoft Defender for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "deploy an EDR tool (like **Microsoft Defender for Business** or **CrowdStrike Falcon Go**)"}, {"id": "mai-20260917-0922-baseline|c99-s2|google-small|Abuse.ch (URLhaus & ThreatFox)", "prompt": "c99-s2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Abuse.ch (URLhaus & ThreatFox)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Malware & Ransomware Protection... It is strictly curated."}, {"id": "mai-20260917-0922-baseline|c99-s2|google-small|GreyNoise", "prompt": "c99-s2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "GreyNoise offers a **\"GreyNoise Block\"** tier specifically designed for small and mid-sized businesses."}, {"id": "mai-20260917-0922-baseline|c99-s2|google-small|MS-ISAC", "prompt": "c99-s2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "MS-ISAC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "offer free threat intelligence feeds and alerts"}, {"id": "mai-20260917-0922-baseline|c99-s2|google-small|CISA’s AIS", "prompt": "c99-s2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CISA’s AIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for Trustworthy Government Intel"}, {"id": "mai-20260917-0922-baseline|c99-s2|google-small|PhishTank", "prompt": "c99-s2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "PhishTank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "PhishTank & Spamhaus – *Best for Business Email Compromise (BEC)*"}, {"id": "mai-20260917-0922-baseline|c99-s2|google-small|Spamhaus", "prompt": "c99-s2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Spamhaus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Integrating PhishTank and **Spamhaus** domain/IP blocklists into your email gateway"}, {"id": "mai-20260917-0922-baseline|c99-s2|google-small|Cloudflare One", "prompt": "c99-s2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Cloudflare One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Implement a Secure DNS service (like **Cloudflare One** or **Cisco Umbrella**)"}, {"id": "mai-20260917-0922-baseline|c99-s2|google-small|Cisco Umbrella", "prompt": "c99-s2", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Cisco Umbrella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Implement a Secure DNS service (like **Cloudflare One** or **Cisco Umbrella**)"}, {"id": "mai-20260917-0922-baseline|c99-s2|meta-small|FalconFeeds", "prompt": "c99-s2", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "FalconFeeds", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FalconFeeds - a real-time ransomware and hacktivist feed suitable for small teams."}, {"id": "mai-20260917-0922-baseline|c99-s2|meta-small|MISP", "prompt": "c99-s2", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "MISP - an open-source threat sharing platform."}, {"id": "mai-20260917-0922-baseline|c99-s2|meta-small|Anomali", "prompt": "c99-s2", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Anomali", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Anomali - a threat intelligence platform that provides access to a growing catalog of threat intelligence providers"}, {"id": "mai-20260917-0922-baseline|c99-s2|meta-small|Bitsight", "prompt": "c99-s2", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Bitsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bitsight - a real-time cyber threat intelligence platform that captures, enriches, and alerts on emerging threats."}, {"id": "mai-20260917-0922-baseline|c99-s2|mistral-small|NordStellar", "prompt": "c99-s2", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **NordStellar** for its SMB focus and dark web monitoring"}, {"id": "mai-20260917-0922-baseline|c99-s2|mistral-small|GreyNoise", "prompt": "c99-s2", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "supplement with **GreyNoise** or **VirusTotal** for affordable, actionable threat intelligence"}, {"id": "mai-20260917-0922-baseline|c99-s2|mistral-small|VirusTotal", "prompt": "c99-s2", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "VirusTotal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free and widely used for malware analysis and threat intelligence"}, {"id": "mai-20260917-0922-baseline|c99-s2|mistral-small|Blocklist.de", "prompt": "c99-s2", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Blocklist.de", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have in-house IT or manage servers, **Blocklist.de** is a solid free option."}, {"id": "mai-20260917-0922-baseline|c99-s2|moonshot-small|MISP", "prompt": "c99-s2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "MISP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **MISP** (free) for threat sharing and **VirusTotal** for IOC verification"}, {"id": "mai-20260917-0922-baseline|c99-s2|moonshot-small|OpenCTI", "prompt": "c99-s2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OpenCTI** (Community Edition) is free under Apache 2.0"}, {"id": "mai-20260917-0922-baseline|c99-s2|moonshot-small|NordStellar", "prompt": "c99-s2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "NordStellar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Commercial Option for SMBs: NordStellar"}, {"id": "mai-20260917-0922-baseline|c99-s2|moonshot-small|Amazon GuardDuty", "prompt": "c99-s2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Amazon GuardDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-Native Option: Amazon GuardDuty"}, {"id": "mai-20260917-0922-baseline|c99-s2|moonshot-small|VirusTotal", "prompt": "c99-s2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "VirusTotal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with **MISP** (free) for threat sharing and **VirusTotal** for IOC verification"}, {"id": "mai-20260917-0922-baseline|c99-s2|moonshot-small|Criminal IP", "prompt": "c99-s2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Criminal IP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Criminal IP** | ~$20/website | Attack surface monitoring"}, {"id": "mai-20260917-0922-baseline|c99-s2|moonshot-small|Deepinfo", "prompt": "c99-s2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Deepinfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider **NordStellar** or **Deepinfo** as your first commercial platform"}, {"id": "mai-20260917-0922-baseline|c99-s2|moonshot-small|RiskIQ PassiveTotal", "prompt": "c99-s2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "RiskIQ PassiveTotal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**RiskIQ PassiveTotal** | Free tier available | Digital footprint analysis"}, {"id": "mai-20260917-0922-baseline|c99-s2|moonshot-small|AlienVault OTX", "prompt": "c99-s2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "AlienVault OTX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AlienVault OTX, Abuse.ch, and government ISACs (sector-specific) provide quality free feeds"}, {"id": "mai-20260917-0922-baseline|c99-s2|moonshot-small|Abuse.ch", "prompt": "c99-s2", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Abuse.ch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AlienVault OTX, Abuse.ch, and government ISACs (sector-specific) provide quality free feeds"}, {"id": "mai-20260917-0922-baseline|c99-s2|openai-small|Recorded Future", "prompt": "c99-s2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want the easiest premium option:\n- **Recorded Future**"}, {"id": "mai-20260917-0922-baseline|c99-s2|openai-small|ThreatConnect", "prompt": "c99-s2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ThreatConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want one recommendation:\n\n- **Platform:** ThreatConnect"}, {"id": "mai-20260917-0922-baseline|c99-s2|openai-small|Anomali", "prompt": "c99-s2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Anomali", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Platform:** ThreatConnect, Anomali, or OpenCTI"}, {"id": "mai-20260917-0922-baseline|c99-s2|openai-small|OpenCTI", "prompt": "c99-s2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want lowest-cost and you have technical staff:\n- **OpenCTI** + a few curated commercial/open feeds"}, {"id": "mai-20260917-0922-baseline|c99-s2|openai-small|Mandiant", "prompt": "c99-s2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Mandiant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Feed:** A commercial feed from **Mandiant** or **CrowdStrike**"}, {"id": "mai-20260917-0922-baseline|c99-s2|openai-small|Microsoft Defender threat intel", "prompt": "c99-s2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Microsoft Defender threat intel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Feed:** Mandiant, Microsoft Defender threat intel, Cisco Talos, or CrowdStrike intelligence"}, {"id": "mai-20260917-0922-baseline|c99-s2|openai-small|Cisco Talos", "prompt": "c99-s2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Cisco Talos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Feed:** Mandiant, Microsoft Defender threat intel, Cisco Talos, or CrowdStrike intelligence"}, {"id": "mai-20260917-0922-baseline|c99-s2|openai-small|CrowdStrike", "prompt": "c99-s2", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A commercial feed from **Mandiant** or **CrowdStrike**"}, {"id": "mai-20260917-0922-baseline|c99-s2|xai-small|AlienVault Open Threat Exchange (OTX)", "prompt": "c99-s2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "AlienVault Open Threat Exchange (OTX)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend starting with AlienVault Open Threat Exchange (OTX) as your primary cyber threat intelligence (CTI) feed and platform."}, {"id": "mai-20260917-0922-baseline|c99-s2|xai-small|CISA Cyber Hygiene Services", "prompt": "c99-s2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CISA Cyber Hygiene Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free vulnerability scanning, web app scanning, and alerts for known exploited vulnerabilities (KEV)."}, {"id": "mai-20260917-0922-baseline|c99-s2|xai-small|MISP", "prompt": "c99-s2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free open-source platform to aggregate/enrich OTX feeds locally."}, {"id": "mai-20260917-0922-baseline|c99-s2|xai-small|abuse.ch", "prompt": "c99-s2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "abuse.ch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free IOC lookups for malware/phishing."}, {"id": "mai-20260917-0922-baseline|c99-s2|xai-small|VirusTotal", "prompt": "c99-s2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "VirusTotal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free IOC lookups for malware/phishing."}, {"id": "mai-20260917-0922-baseline|c99-s2|xai-small|GreyNoise Block", "prompt": "c99-s2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "GreyNoise Block", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Upgrade to affordable paid options like GreyNoise Block (SMB-focused noise reduction)"}, {"id": "mai-20260917-0922-baseline|c99-s2|xai-small|CrowdStrike Falcon Go", "prompt": "c99-s2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "CrowdStrike Falcon Go (~$60/device/year with intel bundle)"}, {"id": "mai-20260917-0922-baseline|c99-s2|xai-small|Recorded Future", "prompt": "c99-s2", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise tools like Recorded Future ($10k+)."}, {"id": "mai-20260917-0922-baseline|c99-s2|zai-small|abuse.ch PhishTank", "prompt": "c99-s2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "abuse.ch PhishTank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best starting point:** Free feeds (abuse.ch PhishTank, OTX, CISA AIS)"}, {"id": "mai-20260917-0922-baseline|c99-s2|zai-small|AlienVault OTX", "prompt": "c99-s2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "AlienVault OTX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Crowd‑sourced indicators from thousands of security researchers | Large community"}, {"id": "mai-20260917-0922-baseline|c99-s2|zai-small|CISA AIS", "prompt": "c99-s2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CISA AIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High‑confidence, government‑vetted indicators; free and STIX/TAXII‑ready"}, {"id": "mai-20260917-0922-baseline|c99-s2|zai-small|MISP", "prompt": "c99-s2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MISP (self‑hosted) or a simple dashboard like CrowdSec + Falco"}, {"id": "mai-20260917-0922-baseline|c99-s2|zai-small|CrowdSec", "prompt": "c99-s2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdSec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "optionally use **CrowdSec** for firewall rules"}, {"id": "mai-20260917-0922-baseline|c99-s2|zai-small|Falco", "prompt": "c99-s2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Falco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Falco** for runtime detection"}, {"id": "mai-20260917-0922-baseline|c99-s2|zai-small|GreyNoise", "prompt": "c99-s2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best low‑cost upgrade:** NordStellar or ThreatConnect Essentials + GreyNoise (basic)"}, {"id": "mai-20260917-0922-baseline|c99-s2|zai-small|Cisco Talos", "prompt": "c99-s2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Cisco Talos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "GreyNoise (basic), Cisco Talos, AlienVault OTX"}, {"id": "mai-20260917-0922-baseline|c99-s2|zai-small|NordStellar", "prompt": "c99-s2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Best low‑cost upgrade:** NordStellar or ThreatConnect Essentials"}, {"id": "mai-20260917-0922-baseline|c99-s2|zai-small|ThreatConnect Essentials", "prompt": "c99-s2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "ThreatConnect Essentials", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Best low‑cost upgrade:** NordStellar or ThreatConnect Essentials"}, {"id": "mai-20260917-0922-baseline|c99-s2|zai-small|Recorded Future", "prompt": "c99-s2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Best full‑service option:** Recorded Future + CrowdStrike Falcon Intelligence + ThreatConnect"}, {"id": "mai-20260917-0922-baseline|c99-s2|zai-small|Cyble", "prompt": "c99-s2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "Cyble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Dark‑web credential exposure, data breach monitoring"}, {"id": "mai-20260917-0922-baseline|c99-s2|zai-small|CloudSEK", "prompt": "c99-s2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CloudSEK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Digital risk, brand impersonation, dark‑web chatter"}, {"id": "mai-20260917-0922-baseline|c99-s2|zai-small|CrowdStrike Falcon Intelligence", "prompt": "c99-s2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "~$60/device/month (endpoint + intel) | Deep endpoint context"}, {"id": "mai-20260917-0922-baseline|c99-s2|zai-small|CIRCL OSINT feed", "prompt": "c99-s2", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "paraphrase", "raw": "CIRCL OSINT feed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Good complement to U.S. sources; international perspective"}, {"id": "mai-20260917-0922-baseline|c99-s3|alibaba-small|NordStellar", "prompt": "c99-s3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "add a service like **NordStellar** or **Flare**. This costs very little and solves a specific high-probability problem"}, {"id": "mai-20260917-0922-baseline|c99-s3|alibaba-small|Cyberint", "prompt": "c99-s3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyberint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cyberint is a \"force multiplier\" that provides context to your logs at a lower cost than traditional enterprise TIPs"}, {"id": "mai-20260917-0922-baseline|c99-s3|alibaba-small|Flare.io", "prompt": "c99-s3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flare.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "add a service like **NordStellar** or **Flare**. This costs very little and solves a specific high-probability problem"}, {"id": "mai-20260917-0922-baseline|c99-s3|alibaba-small|Microsoft Defender TI", "prompt": "c99-s3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Microsoft Defender TI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you use Windows/Azure, this is likely already included in your licenses... excellent for \"triage\""}, {"id": "mai-20260917-0922-baseline|c99-s3|alibaba-small|CrowdStrike Falcon Intelligence", "prompt": "c99-s3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you value **attribution**... It is more advanced but requires a bit more analyst time to interpret"}, {"id": "mai-20260917-0922-baseline|c99-s3|alibaba-small|MISP (Malware Information Sharing Platform)", "prompt": "c99-s3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "MISP (Malware Information Sharing Platform)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It is powerful but has a steep learning curve."}, {"id": "mai-20260917-0922-baseline|c99-s3|alibaba-small|OpenCTI", "prompt": "c99-s3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "OpenCTI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more user-friendly than MISP but still requires someone to configure it and keep the pipeline moving"}, {"id": "mai-20260917-0922-baseline|c99-s3|alibaba-small|Elastic", "prompt": "c99-s3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Elastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Check if your current EDR (Microsoft/CrowdStrike/Elastic) has a TIP add-on."}, {"id": "mai-20260917-0922-baseline|c99-s3|alibaba-small|Recorded Future", "prompt": "c99-s3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid \"Big\" TIPs initially: Traditional heavyweights like **Recorded Future**, **Anomali**, or **ThreatConnect** are powerful but expensive and complex."}, {"id": "mai-20260917-0922-baseline|c99-s3|alibaba-small|Anomali", "prompt": "c99-s3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid \"Big\" TIPs initially: Traditional heavyweights like **Recorded Future**, **Anomali**, or **ThreatConnect** are powerful but expensive and complex."}, {"id": "mai-20260917-0922-baseline|c99-s3|alibaba-small|ThreatConnect", "prompt": "c99-s3", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid \"Big\" TIPs initially: Traditional heavyweights like **Recorded Future**, **Anomali**, or **ThreatConnect** are powerful but expensive and complex."}, {"id": "mai-20260917-0922-baseline|c99-s3|anthropic-small|Cloud SEK", "prompt": "c99-s3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cloud SEK", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cloud SEK and SOCRadar** are particularly well-suited for smaller teams"}, {"id": "mai-20260917-0922-baseline|c99-s3|anthropic-small|SOCRadar", "prompt": "c99-s3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "SOCRadar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cloud SEK and SOCRadar** are particularly well-suited for smaller teams"}, {"id": "mai-20260917-0922-baseline|c99-s3|anthropic-small|Recorded Future", "prompt": "c99-s3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Positioned as a premium platform, and expanding into additional modules can raise the total investment."}, {"id": "mai-20260917-0922-baseline|c99-s3|anthropic-small|CrowdStrike Falcon", "prompt": "c99-s3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for organizations already standardized on Falcon EDR that want intelligence enforced at the endpoint."}, {"id": "mai-20260917-0922-baseline|c99-s3|anthropic-small|Cyble Vision", "prompt": "c99-s3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyble Vision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Suits mid-sized organizations because modules can be scoped to a defined asset footprint"}, {"id": "mai-20260917-0922-baseline|c99-s3|anthropic-small|OTX", "prompt": "c99-s3", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "OTX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "That can make OTX a useful intelligence source, particularly for smaller teams"}, {"id": "mai-20260917-0922-baseline|c99-s3|challenger-small|GreyNoise", "prompt": "c99-s3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "GreyNoise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need less noise from internet scans?** Choose **GreyNoise**."}, {"id": "mai-20260917-0922-baseline|c99-s3|challenger-small|Flare", "prompt": "c99-s3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Need dark web / stealer-log / ransomware exposure monitoring?** Choose **Flare**."}, {"id": "mai-20260917-0922-baseline|c99-s3|challenger-small|CloudSEK", "prompt": "c99-s3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CloudSEK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need broader external risk monitoring?** Choose **CloudSEK**."}, {"id": "mai-20260917-0922-baseline|c99-s3|challenger-small|AlienVault OTX", "prompt": "c99-s3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "AlienVault OTX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very lean teams or starter stacks | Low-cost/community intelligence and enrichment"}, {"id": "mai-20260917-0922-baseline|c99-s3|challenger-small|MISP", "prompt": "c99-s3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use **VirusTotal**, **AlienVault OTX**, and **MISP** as foundational sources."}, {"id": "mai-20260917-0922-baseline|c99-s3|challenger-small|VirusTotal", "prompt": "c99-s3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "VirusTotal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need a free or lightweight starting point?** Use **VirusTotal**"}, {"id": "mai-20260917-0922-baseline|c99-s3|challenger-small|Falcon Adversary Intelligence", "prompt": "c99-s3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Falcon Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best value only if you are already a CrowdStrike shop"}, {"id": "mai-20260917-0922-baseline|c99-s3|challenger-small|ThreatConnect", "prompt": "c99-s3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Can be heavier than a lean team really needs"}, {"id": "mai-20260917-0922-baseline|c99-s3|challenger-small|Anomali", "prompt": "c99-s3", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "they are usually better once you have more maturity and staffing"}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|Recorded Future", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "For most small teams these are cost-prohibitive unless you already have several analysts and high alert volume."}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|Anomali ThreatStream", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Generally **not** the best first choice for most small teams."}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|ThreatConnect", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Generally **not** the best first choice for most small teams."}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|Mandiant (Google)", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Mandiant (Google)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Best nation-state/APT attribution... Best fit | Enterprise/gov"}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|CrowdStrike Falcon Intelligence / Adversary Intelligence", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Intelligence / Adversary Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great if you already run Falcon endpoints; intel is fused with your own telemetry."}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|Microsoft Defender Threat Intelligence", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Microsoft Defender Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Natural fit if you're in the Microsoft 365/Azure ecosystem."}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|Palo Alto / IBM", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Palo Alto / IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "intelligence — bundles into existing firewall/XDR stacks."}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|GreyNoise", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**GreyNoise** if alert noise is drowning you"}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|SOCRadar", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "SOCRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**SOCRadar** offers an affordable entry: Dark Web Monitoring for businesses under 100 employees starts at ~$3,950/yr"}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|Cyberint", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyberint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Cyberint** touts high-fidelity alerts (93% true-positive rate) with analyst-backed triage."}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|NordStellar", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "NordStellar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**NordStellar** is marketed specifically as best for small-to-medium businesses"}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|Flare", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Dark web / external risk monitoring — **SOCRadar, Cyberint, NordStellar, Flare, Cyble, CloudSEK**"}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|Cyble", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Cyble Vision** is AI-native, combining surface, deep, and dark web intel with automated takedowns."}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|CloudSEK", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CloudSEK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**SOCRadar, Cyberint, NordStellar, Flare, Cyble, CloudSEK**"}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|VirusTotal", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "VirusTotal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "**Start free:** VirusTotal (reputation), AlienVost OTX, abuse.ch feeds, and either MISP or OpenCTI"}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|AlienVault OTX", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "AlienVault OTX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "**Start free:** VirusTotal (reputation), AlienVost OTX, abuse.ch feeds"}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|MISP", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "MISP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 17, "ev": "either MISP or OpenCTI if you have a bit of engineering time"}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|OpenCTI", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "OpenCTI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 18, "ev": "either MISP or OpenCTI if you have a bit of engineering time"}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|abuse.ch (URLhaus, ThreatFox, MalwareBazaar)", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "abuse.ch (URLhaus, ThreatFox, MalwareBazaar)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "Free malicious URL/malware databases"}, {"id": "mai-20260917-0922-baseline|c99-s3|deepseek-small|CISA AIS", "prompt": "c99-s3", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CISA AIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Government-shared indicators in STIX 2.1"}, {"id": "mai-20260917-0922-baseline|c99-s3|google-small|Recorded Future", "prompt": "c99-s3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "like Recorded Future or Google Mandiant are incredibly powerful but often cost upwards of six figures and require dedicated analysts"}, {"id": "mai-20260917-0922-baseline|c99-s3|google-small|Google Mandiant", "prompt": "c99-s3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Google Mandiant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often cost upwards of six figures and require dedicated analysts to curate and operationalize"}, {"id": "mai-20260917-0922-baseline|c99-s3|google-small|LevelBlue Open Threat Exchange (OTX)", "prompt": "c99-s3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "LevelBlue Open Threat Exchange (OTX)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you have $0 budget but need to stop malicious traffic: Start with **LevelBlue OTX**."}, {"id": "mai-20260917-0922-baseline|c99-s3|google-small|MISP (Malware Information Sharing Platform)", "prompt": "c99-s3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "MISP (Malware Information Sharing Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stand up **MISP** (if you just want to push and pull IOC lists)... However, it does require manual maintenance, updates, and curation."}, {"id": "mai-20260917-0922-baseline|c99-s3|google-small|OpenCTI", "prompt": "c99-s3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OpenCTI (if you want to build a centralized knowledge base to track specific actors attacking your industry)"}, {"id": "mai-20260917-0922-baseline|c99-s3|google-small|Flare", "prompt": "c99-s3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want immediate security without operational overhead: Go with **Flare** or **SOCRadar**."}, {"id": "mai-20260917-0922-baseline|c99-s3|google-small|SOCRadar", "prompt": "c99-s3", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "SOCRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SOCRadar consolidates them into a single, moderately priced dashboard."}, {"id": "mai-20260917-0922-baseline|c99-s3|meta-small|NordStellar", "prompt": "c99-s3", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NordStellar is best for small to medium-sized businesses and offers dark web monitoring 24/7."}, {"id": "mai-20260917-0922-baseline|c99-s3|meta-small|GreyNoise", "prompt": "c99-s3", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GreyNoise is a practical choice for startups with noisy security alerts"}, {"id": "mai-20260917-0922-baseline|c99-s3|meta-small|CloudSEK", "prompt": "c99-s3", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CloudSEK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CloudSEK is suitable for teams needing broader external risk monitoring"}, {"id": "mai-20260917-0922-baseline|c99-s3|minimax-small|GreyNoise", "prompt": "c99-s3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "GreyNoise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GreyNoise** — Best for Startups & Alert Fatigue"}, {"id": "mai-20260917-0922-baseline|c99-s3|minimax-small|CloudSEK (BeVigil/XVigil)", "prompt": "c99-s3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CloudSEK (BeVigil/XVigil)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for External Risk Monitoring"}, {"id": "mai-20260917-0922-baseline|c99-s3|minimax-small|NordStellar", "prompt": "c99-s3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "NordStellar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Small-to-Medium Businesses"}, {"id": "mai-20260917-0922-baseline|c99-s3|minimax-small|Recorded Future", "prompt": "c99-s3", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Enterprise-Grade Intel (with entry-level option)"}, {"id": "mai-20260917-0922-baseline|c99-s3|mistral-small|NordStellar", "prompt": "c99-s3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NordStellar** – Best for small to medium-sized businesses, offering 24/7 dark web monitoring and real-time threat detection tailored to lean security teams."}, {"id": "mai-20260917-0922-baseline|c99-s3|mistral-small|GreyNoise", "prompt": "c99-s3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for startups and small teams overwhelmed by noisy security alerts"}, {"id": "mai-20260917-0922-baseline|c99-s3|mistral-small|CloudSEK", "prompt": "c99-s3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CloudSEK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suited for teams needing broader external risk monitoring"}, {"id": "mai-20260917-0922-baseline|c99-s3|mistral-small|OpenCTI", "prompt": "c99-s3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best free, open-source options for small teams with some engineering resources"}, {"id": "mai-20260917-0922-baseline|c99-s3|mistral-small|MISP", "prompt": "c99-s3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best free, open-source options for small teams with some engineering resources"}, {"id": "mai-20260917-0922-baseline|c99-s3|mistral-small|Check Point Exposure Management", "prompt": "c99-s3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Check Point Exposure Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Offers AI-driven continuous exposure prioritization, suitable for small teams looking for automated risk reduction."}, {"id": "mai-20260917-0922-baseline|c99-s3|mistral-small|Recorded Future", "prompt": "c99-s3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "provide broader, enterprise-grade coverage but may be overkill for smaller teams"}, {"id": "mai-20260917-0922-baseline|c99-s3|mistral-small|Mandiant", "prompt": "c99-s3", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Mandiant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "provide broader, enterprise-grade coverage but may be overkill for smaller teams"}, {"id": "mai-20260917-0922-baseline|c99-s3|moonshot-small|NordStellar", "prompt": "c99-s3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NordStellar** — Best SMB-Friendly Commercial Option ... Built specifically for small-to-medium businesses"}, {"id": "mai-20260917-0922-baseline|c99-s3|moonshot-small|Recorded Future", "prompt": "c99-s3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Broadest Coverage (Premium) ... ~$40,000–$70,000/year for small teams with limited modules"}, {"id": "mai-20260917-0922-baseline|c99-s3|moonshot-small|ThreatConnect", "prompt": "c99-s3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workflow & Operations Focus ... Best for: Teams building repeatable CTI processes"}, {"id": "mai-20260917-0922-baseline|c99-s3|moonshot-small|Anomali ThreatStream", "prompt": "c99-s3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Feed Aggregation ... Centralizes and normalizes hundreds of threat feeds"}, {"id": "mai-20260917-0922-baseline|c99-s3|moonshot-small|MISP", "prompt": "c99-s3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "MISP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best Free Option for IOC Sharing ... run **MISP** as the free operational sharing layer"}, {"id": "mai-20260917-0922-baseline|c99-s3|moonshot-small|OpenCTI", "prompt": "c99-s3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Free Option for Knowledge Management ... More complex deployment and maintenance than MISP"}, {"id": "mai-20260917-0922-baseline|c99-s3|moonshot-small|SOCRadar", "prompt": "c99-s3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "SOCRadar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**NordStellar** or **SOCRadar** (SMB-focused pricing)"}, {"id": "mai-20260917-0922-baseline|c99-s3|moonshot-small|Falcon Intelligence", "prompt": "c99-s3", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Falcon Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Already using CrowdStrike endpoints? → **Falcon Intelligence** integrates natively"}, {"id": "mai-20260917-0922-baseline|c99-s3|openai-small|OpenCTI", "prompt": "c99-s3", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "OpenCTI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best budget/open-source choice:** **OpenCTI**"}, {"id": "mai-20260917-0922-baseline|c99-s3|openai-small|MISP", "prompt": "c99-s3", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best IOC-sharing choice:** **MISP**"}, {"id": "mai-20260917-0922-baseline|c99-s3|openai-small|ThreatConnect", "prompt": "c99-s3", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best all-around commercial choice:** **ThreatConnect**"}, {"id": "mai-20260917-0922-baseline|c99-s3|openai-small|Anomali ThreatStream", "prompt": "c99-s3", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best commercial feed-centric choice:** **Anomali ThreatStream**"}, {"id": "mai-20260917-0922-baseline|c99-s3|xai-small|NordStellar", "prompt": "c99-s3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NordStellar** (Top pick for SMBs overall)"}, {"id": "mai-20260917-0922-baseline|c99-s3|xai-small|SOCRadar", "prompt": "c99-s3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "SOCRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with SOCRadar's free tier or GreyNoise free for proof-of-value."}, {"id": "mai-20260917-0922-baseline|c99-s3|xai-small|GreyNoise", "prompt": "c99-s3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cuts alert fatigue dramatically (ideal if noise is your main issue)"}, {"id": "mai-20260917-0922-baseline|c99-s3|xai-small|OpenCTI", "prompt": "c99-s3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Custom, cost-free TI management if you have some devops time."}, {"id": "mai-20260917-0922-baseline|c99-s3|xai-small|MISP", "prompt": "c99-s3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "MISP (IOC sharing/events). Both support STIX/TAXII, free connectors/feeds."}, {"id": "mai-20260917-0922-baseline|c99-s3|xai-small|CrowdStrike Falcon Intelligence", "prompt": "c99-s3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Expensive standalone; overkill unless endpoints are your focus."}, {"id": "mai-20260917-0922-baseline|c99-s3|xai-small|Recorded Future", "prompt": "c99-s3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise giants like Recorded Future/ThreatConnect (~$40K-$60K+) are typically too pricey/heavy for small teams."}, {"id": "mai-20260917-0922-baseline|c99-s3|xai-small|ThreatConnect", "prompt": "c99-s3", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ThreatConnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "typically too pricey/heavy for small teams"}, {"id": "mai-20260917-0922-baseline|c99-s3|zai-small|NordStellar", "prompt": "c99-s3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NordStellar** provides dark‑web monitoring and risk prioritization tailored for SMEs."}, {"id": "mai-20260917-0922-baseline|c99-s3|zai-small|Cyberint (Check Point Exposure Management)", "prompt": "c99-s3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Cyberint (Check Point Exposure Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cyberint** (Check Point Exposure Management) offers threat intel, attack surface, dark‑web, and brand protection in one place."}, {"id": "mai-20260917-0922-baseline|c99-s3|zai-small|CyberCure Advanced Cyber Threat Intelligence", "prompt": "c99-s3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CyberCure Advanced Cyber Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with **CyberCure** for free threat feeds and enrich your existing tools."}, {"id": "mai-20260917-0922-baseline|c99-s3|zai-small|Recorded Future", "prompt": "c99-s3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Teams that want broad, contextual threat intelligence packaged for multiple use cases."}, {"id": "mai-20260917-0922-baseline|c99-s3|zai-small|CrowdStrike Falcon Intelligence", "prompt": "c99-s3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use **CrowdStrike Falcon Intelligence** for adversary‑centric intel tightly integrated with Falcon."}, {"id": "mai-20260917-0922-baseline|c99-s3|zai-small|ZeroFox", "prompt": "c99-s3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "ZeroFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ZeroFox** or **Cyberint**’s digital risk protection features are ideal."}, {"id": "mai-20260917-0922-baseline|c99-s3|zai-small|SOCRadar Extended Threat Intelligence", "prompt": "c99-s3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "SOCRadar Extended Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Add **SOCRadar** for affordable automation if you need broader coverage."}, {"id": "mai-20260917-0922-baseline|c99-s3|zai-small|Deepinfo", "prompt": "c99-s3", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "comparative", "raw": "Deepinfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Deepinfo** | SMB‑friendly | ~$990/month |"}, {"id": "mai-20260917-0922-baseline|c99-s4|alibaba-small|MISP (Malware Information Sharing Platform)", "prompt": "c99-s4", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP (Malware Information Sharing Platform)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "this is the industry gold standard for small businesses"}, {"id": "mai-20260917-0922-baseline|c99-s4|alibaba-small|Maltiverse", "prompt": "c99-s4", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Maltiverse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Best Managed Service (Lowest Barrier to Entry)"}, {"id": "mai-20260917-0922-baseline|c99-s4|alibaba-small|AlienVault Open Threat Exchange (OTX)", "prompt": "c99-s4", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "AlienVault Open Threat Exchange (OTX)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Free Data Aggregator ... Downside: High noise-to-signal ratio (lots of false positives)"}, {"id": "mai-20260917-0922-baseline|c99-s4|alibaba-small|Microsoft Defender XDR (or Microsoft 365 Defender)", "prompt": "c99-s4", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Microsoft Defender XDR (or Microsoft 365 Defender)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best \"Already Paid For\" Option ... Downside: You cannot export this data easily"}, {"id": "mai-20260917-0922-baseline|c99-s4|anthropic-small|Open Threat Exchange (OTX)", "prompt": "c99-s4", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Open Threat Exchange (OTX)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a tight budget, I'd recommend starting with the free OTX platform"}, {"id": "mai-20260917-0922-baseline|c99-s4|anthropic-small|Stellar Cyber", "prompt": "c99-s4", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Stellar Cyber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small organizations with limited security budgets should prioritize built-in threat intelligence like Stellar Cyber's approach"}, {"id": "mai-20260917-0922-baseline|c99-s4|anthropic-small|GreyNoise", "prompt": "c99-s4", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a lightweight commercial option like GreyNoise would provide better value as you grow"}, {"id": "mai-20260917-0922-baseline|c99-s4|challenger-small|Amazon GuardDuty", "prompt": "c99-s4", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Amazon GuardDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amazon GuardDuty** is the strongest all-around budget-friendly pick for small businesses"}, {"id": "mai-20260917-0922-baseline|c99-s4|challenger-small|VirusTotal", "prompt": "c99-s4", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "VirusTotal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you need very low cost to start:** **VirusTotal**"}, {"id": "mai-20260917-0922-baseline|c99-s4|challenger-small|GreyNoise", "prompt": "c99-s4", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if alert noise is the main problem:** **GreyNoise**"}, {"id": "mai-20260917-0922-baseline|c99-s4|challenger-small|NordStellar", "prompt": "c99-s4", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "NordStellar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "identified as best for small to medium-sized businesses, but pricing is via demo rather than clearly budget-priced"}, {"id": "mai-20260917-0922-baseline|c99-s4|deepseek-small|CISA AIS", "prompt": "c99-s4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CISA AIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**CISA AIS** – government-shared indicators in STIX 2.1 (free)"}, {"id": "mai-20260917-0922-baseline|c99-s4|deepseek-small|AlienVault OTX", "prompt": "c99-s4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "AlienVault OTX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Build the free open-source stack (MISP + OpenCTI + abuse.ch + AlienVault OTX)"}, {"id": "mai-20260917-0922-baseline|c99-s4|deepseek-small|abuse.ch", "prompt": "c99-s4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "abuse.ch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "covers URLhaus, ThreatFox, and MalwareBazaar (free, highly respected)"}, {"id": "mai-20260917-0922-baseline|c99-s4|deepseek-small|MISP", "prompt": "c99-s4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Build the free open-source stack (MISP + OpenCTI + abuse.ch + AlienVault OTX). This gives you the most capability for $0."}, {"id": "mai-20260917-0922-baseline|c99-s4|deepseek-small|OpenCTI (Filigran)", "prompt": "c99-s4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "OpenCTI (Filigran)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "open-source, has a **free-forever Community Edition** on-premise, full STIX 2.1 knowledge graph"}, {"id": "mai-20260917-0922-baseline|c99-s4|deepseek-small|NordStellar", "prompt": "c99-s4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "NordStellar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rated best for small-to-medium businesses; 24/7 dark web monitoring"}, {"id": "mai-20260917-0922-baseline|c99-s4|deepseek-small|GreyNoise", "prompt": "c99-s4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Start with **AlienVault OTX** and **GreyNoise** (low cost, easy setup)"}, {"id": "mai-20260917-0922-baseline|c99-s4|deepseek-small|CloudSEK", "prompt": "c99-s4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CloudSEK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Broader external risk monitoring at affordable tiers"}, {"id": "mai-20260917-0922-baseline|c99-s4|deepseek-small|Pulsedive", "prompt": "c99-s4", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Pulsedive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free community database that enriches and risk-scores IOCs"}, {"id": "mai-20260917-0922-baseline|c99-s4|google-small|Recorded Future", "prompt": "c99-s4", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise TIPs (like Recorded Future or Anomali ThreatStream) can cost tens of thousands of dollars annually"}, {"id": "mai-20260917-0922-baseline|c99-s4|google-small|Anomali ThreatStream", "prompt": "c99-s4", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise TIPs (like Recorded Future or Anomali ThreatStream) can cost tens of thousands of dollars annually"}, {"id": "mai-20260917-0922-baseline|c99-s4|google-small|LevelBlue Open Threat Exchange (OTX)", "prompt": "c99-s4", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "LevelBlue Open Threat Exchange (OTX)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you have NO security team/infrastructure: Register a free account on **LevelBlue OTX**."}, {"id": "mai-20260917-0922-baseline|c99-s4|google-small|Pulsedive", "prompt": "c99-s4", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Pulsedive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have $30/month to spare: Give your IT team a **Pulsedive Pro** subscription."}, {"id": "mai-20260917-0922-baseline|c99-s4|google-small|OpenCTI", "prompt": "c99-s4", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "OpenCTI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have a security analyst but NO budget: Have them spin up a Docker container of **OpenCTI**."}, {"id": "mai-20260917-0922-baseline|c99-s4|google-small|MISP (Malware Information Sharing Platform)", "prompt": "c99-s4", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP (Malware Information Sharing Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "MISP is the undisputed gold standard of open-source threat intelligence."}, {"id": "mai-20260917-0922-baseline|c99-s4|google-small|GreyNoise", "prompt": "c99-s4", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Integrating GreyNoise's free tier allows your analysts to instantly ignore hundreds of false-alarm alerts every day"}, {"id": "mai-20260917-0922-baseline|c99-s4|meta-small|Amazon GuardDuty", "prompt": "c99-s4", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Amazon GuardDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "one that offers a free or low-cost plan, such as Amazon GuardDuty or Deepinfo"}, {"id": "mai-20260917-0922-baseline|c99-s4|meta-small|Deepinfo", "prompt": "c99-s4", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Deepinfo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "one that offers a free or low-cost plan, such as Amazon GuardDuty or Deepinfo"}, {"id": "mai-20260917-0922-baseline|c99-s4|meta-small|NordStellar", "prompt": "c99-s4", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "NordStellar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Some other options to consider include NordStellar, which is designed for small to medium-sized businesses"}, {"id": "mai-20260917-0922-baseline|c99-s4|minimax-small|CISA AIS (Automated Indicator Sharing)", "prompt": "c99-s4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CISA AIS (Automated Indicator Sharing)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**CISA AIS (Automated Indicator Sharing)**: Free, government-provided threat intelligence feeds."}, {"id": "mai-20260917-0922-baseline|c99-s4|minimax-small|AlienVault OTX", "prompt": "c99-s4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "AlienVault OTX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AlienVault OTX**: Free, open-source threat intelligence with a community."}, {"id": "mai-20260917-0922-baseline|c99-s4|minimax-small|abuse.ch (URLhaus, ThreatFox, MalwareBazaar)", "prompt": "c99-s4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "abuse.ch (URLhaus, ThreatFox, MalwareBazaar)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**abuse.ch (URLhaus, ThreatFox, MalwareBazaar)**: Free feeds for malware and threats."}, {"id": "mai-20260917-0922-baseline|c99-s4|minimax-small|MISP (Malware Information Sharing Platform)", "prompt": "c99-s4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP (Malware Information Sharing Platform)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**MISP (Malware Information Sharing Platform)**: Free, open-source platform for sharing threat intelligence."}, {"id": "mai-20260917-0922-baseline|c99-s4|minimax-small|VirusTotal", "prompt": "c99-s4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "VirusTotal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**VirusTotal**: Free file and URL reputation service."}, {"id": "mai-20260917-0922-baseline|c99-s4|minimax-small|NordStellar", "prompt": "c99-s4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "NordStellar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider low-cost paid plans from vendors like **NordStellar** (which offers dark web monitoring)"}, {"id": "mai-20260917-0922-baseline|c99-s4|minimax-small|ThreatConnect", "prompt": "c99-s4", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "or **ThreatConnect**, but be aware that mid-market solutions can range from $25,000 to $100,000 per year"}, {"id": "mai-20260917-0922-baseline|c99-s4|mistral-small|CISA AIS", "prompt": "c99-s4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CISA AIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Many experts recommend starting with free feeds and OSINT ... sources such as CISA AIS"}, {"id": "mai-20260917-0922-baseline|c99-s4|mistral-small|AlienVault OTX", "prompt": "c99-s4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "AlienVault OTX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "free feeds and OSINT ... such as CISA AIS, AlienVault OTX"}, {"id": "mai-20260917-0922-baseline|c99-s4|mistral-small|abuse.ch (URLhaus, ThreatFox, MalwareBazaar)", "prompt": "c99-s4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "abuse.ch (URLhaus, ThreatFox, MalwareBazaar)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "abuse.ch (URLhaus, ThreatFox, MalwareBazaar)"}, {"id": "mai-20260917-0922-baseline|c99-s4|mistral-small|MISP", "prompt": "c99-s4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MISP community sharing"}, {"id": "mai-20260917-0922-baseline|c99-s4|mistral-small|VirusTotal", "prompt": "c99-s4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "VirusTotal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "and VirusTotal. These can provide a solid foundation without any upfront cost"}, {"id": "mai-20260917-0922-baseline|c99-s4|mistral-small|Amazon GuardDuty", "prompt": "c99-s4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Amazon GuardDuty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "This is highlighted as a strong all-round choice for small businesses, offering robust threat detection capabilities."}, {"id": "mai-20260917-0922-baseline|c99-s4|mistral-small|GreyNoise", "prompt": "c99-s4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a good option if your main issue is noisy security alerts"}, {"id": "mai-20260917-0922-baseline|c99-s4|mistral-small|Deepinfo", "prompt": "c99-s4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Deepinfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "their starting prices (e.g., $990/month for Deepinfo) are likely too high for very tight budgets"}, {"id": "mai-20260917-0922-baseline|c99-s4|mistral-small|NordStellar", "prompt": "c99-s4", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "NordStellar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Commercial platforms like Deepinfo or NordStellar are mentioned, but their starting prices ... are likely too high"}, {"id": "mai-20260917-0922-baseline|c99-s4|moonshot-small|AlienVault OTX (Open Threat Exchange)", "prompt": "c99-s4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "AlienVault OTX (Open Threat Exchange)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most small businesses should begin with **AlienVault OTX** for free threat feeds"}, {"id": "mai-20260917-0922-baseline|c99-s4|moonshot-small|MISP (Malware Information Sharing Platform)", "prompt": "c99-s4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP (Malware Information Sharing Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have the technical capacity, add **MISP** to centralize and correlate that intelligence internally."}, {"id": "mai-20260917-0922-baseline|c99-s4|moonshot-small|VirusTotal", "prompt": "c99-s4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "VirusTotal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and **VirusTotal** for investigations"}, {"id": "mai-20260917-0922-baseline|c99-s4|moonshot-small|GreyNoise", "prompt": "c99-s4", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "GreyNoise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Paid tier is still a significant investment for very small businesses; Only move to a paid platform like GreyNoise once you've proven the value"}, {"id": "mai-20260917-0922-baseline|c99-s4|openai-small|MISP", "prompt": "c99-s4", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best budget pick overall:** **MISP**"}, {"id": "mai-20260917-0922-baseline|c99-s4|openai-small|IntelFinder", "prompt": "c99-s4", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "IntelFinder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best low-effort paid option:** **IntelFinder**"}, {"id": "mai-20260917-0922-baseline|c99-s4|openai-small|Microsoft Defender/XDR", "prompt": "c99-s4", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Microsoft Defender/XDR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already in Microsoft Defender/XDR:** use the **built-in threat intelligence** there"}, {"id": "mai-20260917-0922-baseline|c99-s4|xai-small|AlienVault OTX (Open Threat Exchange)", "prompt": "c99-s4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "AlienVault OTX (Open Threat Exchange)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: AlienVault OTX (Open Threat Exchange)**"}, {"id": "mai-20260917-0922-baseline|c99-s4|xai-small|MISP (Malware Information Sharing Platform)", "prompt": "c99-s4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP (Malware Information Sharing Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Free Alternatives**: 1. **MISP (Malware Information Sharing Platform)**"}, {"id": "mai-20260917-0922-baseline|c99-s4|xai-small|OpenCTI (Community Edition)", "prompt": "c99-s4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "OpenCTI (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern, graph-based OSS platform for threat knowledge... Free to self-host"}, {"id": "mai-20260917-0922-baseline|c99-s4|xai-small|VirusTotal", "prompt": "c99-s4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "VirusTotal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with OTX + VirusTotal for quick wins (zero cost, no IT overhead)"}, {"id": "mai-20260917-0922-baseline|c99-s4|xai-small|abuse.ch", "prompt": "c99-s4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "abuse.ch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**abuse.ch** (URLhaus, MalwareBazaar, ThreatFox): Malware/phishing IOCs."}, {"id": "mai-20260917-0922-baseline|c99-s4|xai-small|CISA AIS/KEV", "prompt": "c99-s4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CISA AIS/KEV", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "US gov indicators/vulns (free TAXII feeds)"}, {"id": "mai-20260917-0922-baseline|c99-s4|xai-small|GreyNoise Community", "prompt": "c99-s4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "GreyNoise Community", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IP noise reduction (free tier)"}, {"id": "mai-20260917-0922-baseline|c99-s4|xai-small|Pulsedive", "prompt": "c99-s4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Pulsedive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free risk-scored IOC search."}, {"id": "mai-20260917-0922-baseline|c99-s4|xai-small|Amazon GuardDuty", "prompt": "c99-s4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Amazon GuardDuty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Paid if Budget Allows (~$1k+/yr entry)**: Amazon GuardDuty (AWS-native, pay-per-use)"}, {"id": "mai-20260917-0922-baseline|c99-s4|xai-small|Recorded Future", "prompt": "c99-s4", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Recorded Future", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid enterprise like Recorded Future ($40k+)."}, {"id": "mai-20260917-0922-baseline|c99-s4|zai-small|AlienVault OTX (Open Threat Exchange)", "prompt": "c99-s4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "AlienVault OTX (Open Threat Exchange)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Build a free stack with AlienVault OTX, CISA KEV, Abuse.ch, and MISP."}, {"id": "mai-20260917-0922-baseline|c99-s4|zai-small|VirusTotal", "prompt": "c99-s4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "VirusTotal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "4. VirusTotal (Free)\n   └─ Enrich and analyze suspicious files/URLs"}, {"id": "mai-20260917-0922-baseline|c99-s4|zai-small|Shodan", "prompt": "c99-s4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Shodan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "8. Shodan (Free tier)\n   └─ Monitor your own exposed assets"}, {"id": "mai-20260917-0922-baseline|c99-s4|zai-small|CISA Known Exploited Vulnerabilities (KEV)", "prompt": "c99-s4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "CISA Known Exploited Vulnerabilities (KEV)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Build a free stack with AlienVault OTX, CISA KEV, Abuse.ch, and MISP."}, {"id": "mai-20260917-0922-baseline|c99-s4|zai-small|Abuse.ch", "prompt": "c99-s4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Abuse.ch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Build a free stack with AlienVault OTX, CISA KEV, Abuse.ch, and MISP."}, {"id": "mai-20260917-0922-baseline|c99-s4|zai-small|MalwareBazaar", "prompt": "c99-s4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MalwareBazaar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "6. MalwareBazaar (Free)\n   └─ Sample-based intelligence"}, {"id": "mai-20260917-0922-baseline|c99-s4|zai-small|MISP (Malware Information Sharing Platform)", "prompt": "c99-s4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "MISP (Malware Information Sharing Platform)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Open-source threat intelligence platform for sharing and collaboration | Completely free, self-hosted, highly flexible"}, {"id": "mai-20260917-0922-baseline|c99-s4|zai-small|Pulsedive", "prompt": "c99-s4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Pulsedive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Open-source threat intelligence aggregator with risk scoring | Free tier available, easy to use"}, {"id": "mai-20260917-0922-baseline|c99-s4|zai-small|ManageEngine Endpoint Central", "prompt": "c99-s4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "ManageEngine Endpoint Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best paid option for small teams: ManageEngine Endpoint Central or Criminal IP"}, {"id": "mai-20260917-0922-baseline|c99-s4|zai-small|Criminal IP", "prompt": "c99-s4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Criminal IP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best paid option for small teams: ManageEngine Endpoint Central or Criminal IP — both are affordable and easy to implement."}, {"id": "mai-20260917-0922-baseline|c99-s4|zai-small|ActiveFence", "prompt": "c99-s4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "ActiveFence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "~$2,000/month (also has free plan) | Brand protection and dark web monitoring"}, {"id": "mai-20260917-0922-baseline|c99-s4|zai-small|Kaspersky", "prompt": "c99-s4", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "budget", "raw": "Kaspersky", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "~$40/year | Basic threat intel with antivirus integration"}, {"id": "mai-20260917-0922-baseline|c99-s5|deepseek-small|CISA Automated Indicator Sharing/AIS", "prompt": "c99-s5", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "CISA Automated Indicator Sharing/AIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Many 30-person companies would get more ROI from **free starter feeds** (CISA Automated Indicator Sharing/AIS, OSINT, MISP/OpenCTI) than from a paid platform initially."}, {"id": "mai-20260917-0922-baseline|c99-s5|deepseek-small|MISP", "prompt": "c99-s5", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "MISP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would get more ROI from **free starter feeds** (CISA Automated Indicator Sharing/AIS, OSINT, MISP/OpenCTI) than from a paid platform initially"}, {"id": "mai-20260917-0922-baseline|c99-s5|deepseek-small|OpenCTI", "prompt": "c99-s5", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "OpenCTI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "free feeds \\u2192 one commercial platform \\u2192 full TIP. Right-size now, not later."}, {"id": "mai-20260917-0922-baseline|c99-s5|deepseek-small|Recorded Future", "prompt": "c99-s5", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Recorded Future", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a comparison of the major vendors (Recorded Future vs. ThreatConnect vs. Anomali vs. CrowdStrike/Microsoft built-ins...)"}, {"id": "mai-20260917-0922-baseline|c99-s5|deepseek-small|ThreatConnect", "prompt": "c99-s5", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "ThreatConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Recorded Future vs. ThreatConnect vs. Anomali vs. CrowdStrike/Microsoft built-ins"}, {"id": "mai-20260917-0922-baseline|c99-s5|deepseek-small|Anomali", "prompt": "c99-s5", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Anomali", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Recorded Future vs. ThreatConnect vs. Anomali vs. CrowdStrike/Microsoft built-ins"}, {"id": "mai-20260917-0922-baseline|c99-s5|deepseek-small|CrowdStrike", "prompt": "c99-s5", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CrowdStrike/Microsoft built-ins vs. open-source OpenCTI/MISP"}, {"id": "mai-20260917-0922-baseline|c99-s5|deepseek-small|Microsoft built-ins", "prompt": "c99-s5", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Microsoft built-ins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CrowdStrike/Microsoft built-ins vs. open-source OpenCTI/MISP"}, {"id": "mai-20260917-0922-baseline|c99-s5|google-small|ThreatConnect", "prompt": "c99-s5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional enterprise TIPs (like ThreatConnect, Anomali, or Recorded Future) are designed for mature Security Operations Centers"}, {"id": "mai-20260917-0922-baseline|c99-s5|google-small|Anomali", "prompt": "c99-s5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Anomali", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional enterprise TIPs (like ThreatConnect, Anomali, or Recorded Future) are designed for mature Security Operations Centers"}, {"id": "mai-20260917-0922-baseline|c99-s5|google-small|Recorded Future", "prompt": "c99-s5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Traditional enterprise TIPs (like ThreatConnect, Anomali, or Recorded Future) are designed for mature Security Operations Centers"}, {"id": "mai-20260917-0922-baseline|c99-s5|google-small|Flare.io", "prompt": "c99-s5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Flare.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Digital Risk Protection Services (DRPS) - *Highly Recommended* ... **Examples:** Flare.io, SpyCloud, or HaveIBeenPwned"}, {"id": "mai-20260917-0922-baseline|c99-s5|google-small|SpyCloud", "prompt": "c99-s5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "SpyCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Examples:** Flare.io, SpyCloud, or HaveIBeenPwned (Domain subscription)."}, {"id": "mai-20260917-0922-baseline|c99-s5|google-small|HaveIBeenPwned", "prompt": "c99-s5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "HaveIBeenPwned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Examples:** Flare.io, SpyCloud, or HaveIBeenPwned (Domain subscription)."}, {"id": "mai-20260917-0922-baseline|c99-s5|google-small|Microsoft Defender Threat Intelligence (MDTI)", "prompt": "c99-s5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Microsoft Defender Threat Intelligence (MDTI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "if you use **Microsoft 365 Business Premium**, you have access to Microsoft Defender Threat Intelligence (MDTI) capabilities"}, {"id": "mai-20260917-0922-baseline|c99-s5|google-small|CrowdStrike", "prompt": "c99-s5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you use **CrowdStrike** or **SentinelOne**, they have threat intel modules that seamlessly feed into their endpoint agents."}, {"id": "mai-20260917-0922-baseline|c99-s5|google-small|SentinelOne", "prompt": "c99-s5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "they have threat intel modules that seamlessly feed into their endpoint agents"}, {"id": "mai-20260917-0922-baseline|c99-s5|google-small|Huntress", "prompt": "c99-s5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "An MDR provider (like Huntress, Red Canary, or Expel) will use *their* expensive threat intelligence platforms"}, {"id": "mai-20260917-0922-baseline|c99-s5|google-small|Red Canary", "prompt": "c99-s5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Red Canary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "An MDR provider (like Huntress, Red Canary, or Expel)"}, {"id": "mai-20260917-0922-baseline|c99-s5|google-small|Expel", "prompt": "c99-s5", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Expel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "An MDR provider (like Huntress, Red Canary, or Expel)"}, {"id": "mai-20260917-0922-baseline|c99-s5|moonshot-small|CrowdStrike", "prompt": "c99-s5", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "CrowdStrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CrowdStrike, SentinelOne, Microsoft Defender include intelligence"}, {"id": "mai-20260917-0922-baseline|c99-s5|moonshot-small|SentinelOne", "prompt": "c99-s5", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "SentinelOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "CrowdStrike, SentinelOne, Microsoft Defender include intelligence"}, {"id": "mai-20260917-0922-baseline|c99-s5|moonshot-small|Microsoft Defender", "prompt": "c99-s5", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CrowdStrike, SentinelOne, Microsoft Defender include intelligence"}, {"id": "mai-20260917-0922-baseline|c99-s5|moonshot-small|MISP", "prompt": "c99-s5", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "MISP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "MISP (threat sharing), OpenCTI (knowledge management), GreyNoise (IP context)"}, {"id": "mai-20260917-0922-baseline|c99-s5|moonshot-small|OpenCTI", "prompt": "c99-s5", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "OpenCTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "MISP (threat sharing), OpenCTI (knowledge management), GreyNoise (IP context)"}, {"id": "mai-20260917-0922-baseline|c99-s5|moonshot-small|GreyNoise", "prompt": "c99-s5", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "GreyNoise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "GreyNoise (IP context)"}, {"id": "mai-20260917-0922-baseline|c99-s5|moonshot-small|Flare", "prompt": "c99-s5", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Flare, SOCRadar, Breachsense — often cheaper and more relevant"}, {"id": "mai-20260917-0922-baseline|c99-s5|moonshot-small|SOCRadar", "prompt": "c99-s5", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "SOCRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Flare, SOCRadar, Breachsense — often cheaper and more relevant"}, {"id": "mai-20260917-0922-baseline|c99-s5|moonshot-small|Breachsense", "prompt": "c99-s5", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Breachsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Flare, SOCRadar, Breachsense — often cheaper and more relevant"}, {"id": "mai-20260917-0922-baseline|c99-s5|xai-small|Recorded Future", "prompt": "c99-s5", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Recorded Future", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular SMB-friendly options include Recorded Future, ThreatConnect, Cyble, Flashpoint, or AlienVault OTX"}, {"id": "mai-20260917-0922-baseline|c99-s5|xai-small|ThreatConnect", "prompt": "c99-s5", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "ThreatConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular SMB-friendly options include Recorded Future, ThreatConnect, Cyble, Flashpoint, or AlienVault OTX"}, {"id": "mai-20260917-0922-baseline|c99-s5|xai-small|Cyble", "prompt": "c99-s5", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Cyble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular SMB-friendly options include Recorded Future, ThreatConnect, Cyble, Flashpoint, or AlienVault OTX"}, {"id": "mai-20260917-0922-baseline|c99-s5|xai-small|Flashpoint", "prompt": "c99-s5", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "Flashpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular SMB-friendly options include Recorded Future, ThreatConnect, Cyble, Flashpoint, or AlienVault OTX"}, {"id": "mai-20260917-0922-baseline|c99-s5|xai-small|AlienVault OTX", "prompt": "c99-s5", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "scale", "raw": "AlienVault OTX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AlienVault OTX (free tier to start)"}, {"id": "mai-20260917-0922-baseline|c99-s6|alibaba-small|Recorded Future", "prompt": "c99-s6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Examples:** **Recorded Future**, **ThreatConnect**, **IBM X-Force Exchange**, **Anomali**. * **Why to Avoid:**"}, {"id": "mai-20260917-0922-baseline|c99-s6|alibaba-small|ThreatConnect", "prompt": "c99-s6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ThreatConnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Examples:** **Recorded Future**, **ThreatConnect**, **IBM X-Force Exchange**, **Anomali**."}, {"id": "mai-20260917-0922-baseline|c99-s6|alibaba-small|IBM X-Force Exchange", "prompt": "c99-s6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "IBM X-Force Exchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Examples:** **Recorded Future**, **ThreatConnect**, **IBM X-Force Exchange**, **Anomali**."}, {"id": "mai-20260917-0922-baseline|c99-s6|alibaba-small|Anomali", "prompt": "c99-s6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Anomali", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Examples:** **Recorded Future**, **ThreatConnect**, **IBM X-Force Exchange**, **Anomali**."}, {"id": "mai-20260917-0922-baseline|c99-s6|alibaba-small|Cyware", "prompt": "c99-s6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Cyware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Examples:** **Cyware**, **Flashpoint**. * **Why to Avoid:**"}, {"id": "mai-20260917-0922-baseline|c99-s6|alibaba-small|Flashpoint", "prompt": "c99-s6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Flashpoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Examples:** **Cyware**, **Flashpoint**. * **Why to Avoid:**"}, {"id": "mai-20260917-0922-baseline|c99-s6|alibaba-small|OpenCTI", "prompt": "c99-s6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "OpenCTI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Example:** **OpenCTI**. * **Why to Avoid:**"}, {"id": "mai-20260917-0922-baseline|c99-s6|alibaba-small|SentinelOne", "prompt": "c99-s6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Modern Endpoint Detection and Response (EDR) systems (like SentinelOne or CrowdStrike) ... include threat intelligence built-in."}, {"id": "mai-20260917-0922-baseline|c99-s6|alibaba-small|CrowdStrike", "prompt": "c99-s6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "(like SentinelOne or CrowdStrike) and DNS filters ... now include threat intelligence built-in."}, {"id": "mai-20260917-0922-baseline|c99-s6|alibaba-small|Cisco Umbrella", "prompt": "c99-s6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Cisco Umbrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "DNS filters (like Cisco Umbrella) now include threat intelligence built-in."}, {"id": "mai-20260917-0922-baseline|c99-s6|alibaba-small|NordStellar", "prompt": "c99-s6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "NordStellar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "*Example:* **NordStellar** (often recommended for its low friction)."}, {"id": "mai-20260917-0922-baseline|c99-s6|alibaba-small|BreachLock", "prompt": "c99-s6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "BreachLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "*Example:* **BreachLock** or **Intigriti** (for simpler dark web monitoring)."}, {"id": "mai-20260917-0922-baseline|c99-s6|alibaba-small|Intigriti", "prompt": "c99-s6", "model": "alibaba-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Intigriti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "*Example:* **BreachLock** or **Intigriti** (for simpler dark web monitoring)."}, {"id": "mai-20260917-0922-baseline|c99-s6|anthropic-small|IBM Threat Intelligence", "prompt": "c99-s6", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "IBM Threat Intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Solutions like IBM Threat Intelligence or Cisco Talos are pricier, and designed to cater to enterprise-level requirements."}, {"id": "mai-20260917-0922-baseline|c99-s6|anthropic-small|Cisco Talos", "prompt": "c99-s6", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Cisco Talos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Solutions like IBM Threat Intelligence or Cisco Talos are pricier, and designed to cater to enterprise-level requirements."}, {"id": "mai-20260917-0922-baseline|c99-s6|anthropic-small|CrowdSec", "prompt": "c99-s6", "model": "anthropic-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CrowdSec", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "platforms like CrowdSec are noted as more affordable options"}, {"id": "mai-20260917-0922-baseline|c99-s6|challenger-small|Recorded Future", "prompt": "c99-s6", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "small businesses should be cautious if they do not have staff to curate and act on the intelligence"}, {"id": "mai-20260917-0922-baseline|c99-s6|challenger-small|Mandiant Advantage", "prompt": "c99-s6", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Mandiant Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "usually more appropriate for organizations with deeper security operations than a very small team"}, {"id": "mai-20260917-0922-baseline|c99-s6|challenger-small|Flashpoint", "prompt": "c99-s6", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Flashpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may be more than a small business needs if the team is lean"}, {"id": "mai-20260917-0922-baseline|c99-s6|challenger-small|Anomali ThreatStream", "prompt": "c99-s6", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it can be **surplus to requirements** for smaller businesses"}, {"id": "mai-20260917-0922-baseline|c99-s6|challenger-small|Splunk Intelligence Management", "prompt": "c99-s6", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Splunk Intelligence Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "similar caution as Anomali; ... can be overkill for small teams"}, {"id": "mai-20260917-0922-baseline|c99-s6|challenger-small|RSA NetWitness Suite", "prompt": "c99-s6", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "RSA NetWitness Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "reported UI and maintenance complexity make it a riskier fit for small businesses"}, {"id": "mai-20260917-0922-baseline|c99-s6|challenger-small|FireEye iSight", "prompt": "c99-s6", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "FireEye iSight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "starting prices can be prohibitive and configuration can be difficult, making them a poor fit for budget-constrained small businesses"}, {"id": "mai-20260917-0922-baseline|c99-s6|challenger-small|MISP", "prompt": "c99-s6", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "MISP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "lighter options such as **MISP**, **AlienVault OTX**, **VirusTotal community**, or a managed service are more realistic starting points"}, {"id": "mai-20260917-0922-baseline|c99-s6|challenger-small|AlienVault OTX", "prompt": "c99-s6", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "AlienVault OTX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "lighter options such as **MISP**, **AlienVault OTX**, **VirusTotal community** ... are more realistic starting points"}, {"id": "mai-20260917-0922-baseline|c99-s6|challenger-small|VirusTotal community", "prompt": "c99-s6", "model": "challenger-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "VirusTotal community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "lighter options such as ... **VirusTotal community**, or a managed service are more realistic starting points"}, {"id": "mai-20260917-0922-baseline|c99-s6|deepseek-small|Recorded Future", "prompt": "c99-s6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid enterprise-class TIPs like Recorded Future, Anomali, and Flashpoint unless you have a dedicated security team and a six-figure budget."}, {"id": "mai-20260917-0922-baseline|c99-s6|deepseek-small|Flare", "prompt": "c99-s6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better handled by lighter-weight, mid-market tools (e.g., Flare, ZeroFox, SOCRadar)"}, {"id": "mai-20260917-0922-baseline|c99-s6|deepseek-small|ZeroFox", "prompt": "c99-s6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ZeroFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "lighter-weight, mid-market tools (e.g., Flare, ZeroFox, SOCRadar)"}, {"id": "mai-20260917-0922-baseline|c99-s6|deepseek-small|SOCRadar", "prompt": "c99-s6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "SOCRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "lighter-weight, mid-market tools (e.g., Flare, ZeroFox, SOCRadar)"}, {"id": "mai-20260917-0922-baseline|c99-s6|deepseek-small|Anomali ThreatStream", "prompt": "c99-s6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise-class TIPs like Recorded Future, Anomali, and Flashpoint"}, {"id": "mai-20260917-0922-baseline|c99-s6|deepseek-small|ThreatConnect", "prompt": "c99-s6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Why caution:** Undercuts some enterprise tools at **$50k\\u2013120k/year**, but still steep for a small business."}, {"id": "mai-20260917-0922-baseline|c99-s6|deepseek-small|Flashpoint", "prompt": "c99-s6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Flashpoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-class TIPs like Recorded Future, Anomali, and Flashpoint"}, {"id": "mai-20260917-0922-baseline|c99-s6|deepseek-small|Mandiant Enterprise", "prompt": "c99-s6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Mandiant Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Many feed-aggregation platforms (Anomali, ThreatConnect, Mandiant Enterprise, etc.) fall in the **$50k\\u2013200k+/year** range."}, {"id": "mai-20260917-0922-baseline|c99-s6|deepseek-small|GreyNoise", "prompt": "c99-s6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "GreyNoise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Consider free or low-cost threat intelligence feeds (e.g., Mandiant/Google's free tier, open-source feeds, ISAC memberships, GreyNoise for noise reduction)"}, {"id": "mai-20260917-0922-baseline|c99-s6|deepseek-small|NordStellar", "prompt": "c99-s6", "model": "deepseek-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "NordStellar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "light-weight mid-market tools (Flare, ZeroFox, SOCRadar, NordStellar) purpose-built for SMBs at reasonable cost"}, {"id": "mai-20260917-0922-baseline|c99-s6|google-small|Recorded Future (Intelligence Cloud)", "prompt": "c99-s6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future (Intelligence Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Heavy Enterprise-Grade Platforms... Why to be cautious: These platforms are built for mature, highly-staffed Security Operations Centers (SOCs)."}, {"id": "mai-20260917-0922-baseline|c99-s6|google-small|ThreatConnect", "prompt": "c99-s6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ThreatConnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Astronomical Costs: Licensing for these platforms can easily run into the high tens of thousands or even six figures annually."}, {"id": "mai-20260917-0922-baseline|c99-s6|google-small|ThreatQuotient", "prompt": "c99-s6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ThreatQuotient", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "these platforms quickly become \"shelfware\"—expensive software that is paid for but never used"}, {"id": "mai-20260917-0922-baseline|c99-s6|google-small|Anomali ThreatStream", "prompt": "c99-s6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Heavy Enterprise-Grade Platforms... Why to be cautious: These platforms are built for mature, highly-staffed Security Operations Centers"}, {"id": "mai-20260917-0922-baseline|c99-s6|google-small|Cyware", "prompt": "c99-s6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Cyware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Heavy Enterprise-Grade Platforms... Complexity & \"Shelfware\" Risk"}, {"id": "mai-20260917-0922-baseline|c99-s6|google-small|MISP (Malware Information Sharing Platform)", "prompt": "c99-s6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "MISP (Malware Information Sharing Platform)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Setting up MISP or OpenCTI requires specialized Linux, database, and Docker container knowledge."}, {"id": "mai-20260917-0922-baseline|c99-s6|google-small|OpenCTI", "prompt": "c99-s6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "OpenCTI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "The \"Free\" Trap: Setting up MISP or OpenCTI requires specialized Linux, database, and Docker container knowledge."}, {"id": "mai-20260917-0922-baseline|c99-s6|google-small|Palo Alto Networks Cortex XSOAR (with TIM)", "prompt": "c99-s6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Palo Alto Networks Cortex XSOAR (with TIM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Orchestration-Heavy / SOAR-Dependent TIPs... Over-Engineering: Unless you have dedicated security developers on your payroll"}, {"id": "mai-20260917-0922-baseline|c99-s6|google-small|CrowdStrike Falcon", "prompt": "c99-s6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Use next-generation endpoint protection tools like **CrowdStrike Falcon**, **SentinelOne**, or **Microsoft Defender**. These tools have world-class threat intelligence built directly into the software."}, {"id": "mai-20260917-0922-baseline|c99-s6|google-small|SentinelOne", "prompt": "c99-s6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Use next-generation endpoint protection tools like **CrowdStrike Falcon**, **SentinelOne**, or **Microsoft Defender**."}, {"id": "mai-20260917-0922-baseline|c99-s6|google-small|Microsoft Defender", "prompt": "c99-s6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Use next-generation endpoint protection tools like **CrowdStrike Falcon**, **SentinelOne**, or **Microsoft Defender**."}, {"id": "mai-20260917-0922-baseline|c99-s6|google-small|LevelBlue Open Threat Exchange (OTX)", "prompt": "c99-s6", "model": "google-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "LevelBlue Open Threat Exchange (OTX)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "look at lightweight, cloud-hosted platforms like **LevelBlue Open Threat Exchange (OTX)** (formerly AlienVault OTX). It is a free, crowd-sourced threat sharing portal"}, {"id": "mai-20260917-0922-baseline|c99-s6|meta-small|SOCRadar", "prompt": "c99-s6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "SOCRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Look for platforms that offer freemium models or cost-effective licensing options, such as SOCRadar or whiteintel.io."}, {"id": "mai-20260917-0922-baseline|c99-s6|meta-small|whiteintel.io", "prompt": "c99-s6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "whiteintel.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "such as SOCRadar or whiteintel.io"}, {"id": "mai-20260917-0922-baseline|c99-s6|meta-small|Check Point Exposure Management", "prompt": "c99-s6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Check Point Exposure Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some specific platforms to consider or avoid include:"}, {"id": "mai-20260917-0922-baseline|c99-s6|meta-small|ThreatConnect", "prompt": "c99-s6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ThreatConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some specific platforms to consider or avoid include:"}, {"id": "mai-20260917-0922-baseline|c99-s6|meta-small|Anomali ThreatStream", "prompt": "c99-s6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some specific platforms to consider or avoid include:"}, {"id": "mai-20260917-0922-baseline|c99-s6|meta-small|Recorded Future", "prompt": "c99-s6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some specific platforms to consider or avoid include:"}, {"id": "mai-20260917-0922-baseline|c99-s6|meta-small|ZeroFox Intelligence", "prompt": "c99-s6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ZeroFox Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some specific platforms to consider or avoid include:"}, {"id": "mai-20260917-0922-baseline|c99-s6|meta-small|Cyware Intel Exchange", "prompt": "c99-s6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Cyware Intel Exchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some specific platforms to consider or avoid include:"}, {"id": "mai-20260917-0922-baseline|c99-s6|meta-small|CrowdStrike Falcon Intelligence", "prompt": "c99-s6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some specific platforms to consider or avoid include:"}, {"id": "mai-20260917-0922-baseline|c99-s6|meta-small|ShadowDragon (Horizon Identity)", "prompt": "c99-s6", "model": "meta-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ShadowDragon (Horizon Identity)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some specific platforms to consider or avoid include:"}, {"id": "mai-20260917-0922-baseline|c99-s6|minimax-small|Microsoft Defender", "prompt": "c99-s6", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use built-in threat intelligence in existing EDR or SIEM platforms (like Microsoft Defender, CrowdStrike, or Splunk)"}, {"id": "mai-20260917-0922-baseline|c99-s6|minimax-small|CrowdStrike", "prompt": "c99-s6", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use built-in threat intelligence in existing EDR or SIEM platforms (like Microsoft Defender, CrowdStrike, or Splunk)"}, {"id": "mai-20260917-0922-baseline|c99-s6|minimax-small|Splunk", "prompt": "c99-s6", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Splunk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use built-in threat intelligence in existing EDR or SIEM platforms (like Microsoft Defender, CrowdStrike, or Splunk)"}, {"id": "mai-20260917-0922-baseline|c99-s6|minimax-small|OpenCTI", "prompt": "c99-s6", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "OpenCTI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Start with free/community tools: OpenCTI (if you have technical skills)"}, {"id": "mai-20260917-0922-baseline|c99-s6|minimax-small|Recorded Future", "prompt": "c99-s6", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "free versions of Recorded Future or Anomali"}, {"id": "mai-20260917-0922-baseline|c99-s6|minimax-small|Anomali", "prompt": "c99-s6", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Anomali", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Small businesses should avoid enterprise-focused TIPs like Anomali, ThreatConnect, and similar platforms"}, {"id": "mai-20260917-0922-baseline|c99-s6|minimax-small|ThreatConnect", "prompt": "c99-s6", "model": "minimax-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ThreatConnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Small businesses should avoid enterprise-focused TIPs like Anomali, ThreatConnect, and similar platforms"}, {"id": "mai-20260917-0922-baseline|c99-s6|mistral-small|Recorded Future", "prompt": "c99-s6", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Platforms with basic tiers or small business-focused options (e.g., basic tiers of Recorded Future or ZeroFox)"}, {"id": "mai-20260917-0922-baseline|c99-s6|mistral-small|ZeroFox", "prompt": "c99-s6", "model": "mistral-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ZeroFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(e.g., basic tiers of Recorded Future or ZeroFox) that provide \"quick wins\""}, {"id": "mai-20260917-0922-baseline|c99-s6|moonshot-small|Mandiant Threat Intelligence / Google Threat Intelligence", "prompt": "c99-s6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Mandiant Threat Intelligence / Google Threat Intelligence", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** Prohibitively expensive for small businesses"}, {"id": "mai-20260917-0922-baseline|c99-s6|moonshot-small|Anomali ThreatStream", "prompt": "c99-s6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Anomali ThreatStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why to be cautious:** Complexity and enterprise focus"}, {"id": "mai-20260917-0922-baseline|c99-s6|moonshot-small|Recorded Future", "prompt": "c99-s6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why to be cautious:** High cost and complex licensing"}, {"id": "mai-20260917-0922-baseline|c99-s6|moonshot-small|CrowdStrike Falcon Intelligence", "prompt": "c99-s6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CrowdStrike Falcon Intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why to be cautious:** Cost escalation and complexity"}, {"id": "mai-20260917-0922-baseline|c99-s6|moonshot-small|Darktrace", "prompt": "c99-s6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Darktrace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why to avoid:** Overpromising AI marketing, high false positives"}, {"id": "mai-20260917-0922-baseline|c99-s6|moonshot-small|Cyble", "prompt": "c99-s6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Cyble", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Why to be cautious:** Alert fatigue and support issues"}, {"id": "mai-20260917-0922-baseline|c99-s6|moonshot-small|AlienVault OTX", "prompt": "c99-s6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "AlienVault OTX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Free/open-source threat intelligence feeds** | AlienVault OTX, MISP, Abuse.ch"}, {"id": "mai-20260917-0922-baseline|c99-s6|moonshot-small|MISP", "prompt": "c99-s6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Free/open-source threat intelligence feeds** | AlienVault OTX, MISP, Abuse.ch"}, {"id": "mai-20260917-0922-baseline|c99-s6|moonshot-small|Abuse.ch", "prompt": "c99-s6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Abuse.ch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Free/open-source threat intelligence feeds** | AlienVault OTX, MISP, Abuse.ch"}, {"id": "mai-20260917-0922-baseline|c99-s6|moonshot-small|SOCRadar", "prompt": "c99-s6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "SOCRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Affordable threat intelligence services** | SOCRadar (~$14,750/year), Group-IB"}, {"id": "mai-20260917-0922-baseline|c99-s6|moonshot-small|Group-IB", "prompt": "c99-s6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Group-IB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Affordable threat intelligence services** | SOCRadar (~$14,750/year), Group-IB"}, {"id": "mai-20260917-0922-baseline|c99-s6|moonshot-small|Microsoft Defender Threat Intelligence", "prompt": "c99-s6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Microsoft Defender Threat Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Integrated security platforms** with basic TI | Microsoft Defender Threat Intelligence, SentinelOne"}, {"id": "mai-20260917-0922-baseline|c99-s6|moonshot-small|SentinelOne", "prompt": "c99-s6", "model": "moonshot-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "SentinelOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Integrated security platforms** with basic TI | Microsoft Defender Threat Intelligence, SentinelOne"}, {"id": "mai-20260917-0922-baseline|c99-s6|openai-small|OpenCTI", "prompt": "c99-s6", "model": "openai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "OpenCTI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "NVD entries for OpenCTI show recurring vulnerabilities over time, which is a reminder that self-managed platforms need patching and care."}, {"id": "mai-20260917-0922-baseline|c99-s6|xai-small|Recorded Future", "prompt": "c99-s6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently cited as one of the most expensive ... full platform is SMB-unfriendly."}, {"id": "mai-20260917-0922-baseline|c99-s6|xai-small|CrowdStrike (Falcon X or TI modules)", "prompt": "c99-s6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CrowdStrike (Falcon X or TI modules)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High costs with add-ons; steep learning curve ... G2 reviews note it's prohibitive for smaller orgs."}, {"id": "mai-20260917-0922-baseline|c99-s6|xai-small|Mandiant (Google Threat Intelligence)", "prompt": "c99-s6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Mandiant (Google Threat Intelligence)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Premium pricing (e.g., $60K–$1.5M/year ...); geared toward large-scale analysis, not lean teams."}, {"id": "mai-20260917-0922-baseline|c99-s6|xai-small|Flashpoint", "prompt": "c99-s6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Flashpoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-focused with high licensing fees and configuration time. Reviews warn of info overload and irrelevance for SMBs"}, {"id": "mai-20260917-0922-baseline|c99-s6|xai-small|Anomali", "prompt": "c99-s6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Anomali", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise-focused with high licensing fees and configuration time ... irrelevance for SMBs lacking SOC workflows."}, {"id": "mai-20260917-0922-baseline|c99-s6|xai-small|ThreatConnect", "prompt": "c99-s6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ThreatConnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise-focused with high licensing fees and configuration time ... irrelevance for SMBs lacking SOC workflows."}, {"id": "mai-20260917-0922-baseline|c99-s6|xai-small|EclecticIQ", "prompt": "c99-s6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "EclecticIQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise-focused with high licensing fees and configuration time ... irrelevance for SMBs lacking SOC workflows."}, {"id": "mai-20260917-0922-baseline|c99-s6|xai-small|AlienVault OTX", "prompt": "c99-s6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "AlienVault OTX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Start with a **free hybrid stack** (OTX + CISA + abuse.ch) integrated into existing tools"}, {"id": "mai-20260917-0922-baseline|c99-s6|xai-small|CISA AIS/KEV", "prompt": "c99-s6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CISA AIS/KEV", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Start with a **free hybrid stack** (OTX + CISA + abuse.ch)"}, {"id": "mai-20260917-0922-baseline|c99-s6|xai-small|abuse.ch (URLhaus, ThreatFox, MalwareBazaar)", "prompt": "c99-s6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "abuse.ch (URLhaus, ThreatFox, MalwareBazaar)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Start with a **free hybrid stack** (OTX + CISA + abuse.ch)"}, {"id": "mai-20260917-0922-baseline|c99-s6|xai-small|VirusTotal (community)", "prompt": "c99-s6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "VirusTotal (community)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "File/URL scanning. | Reputation checks. | Free"}, {"id": "mai-20260917-0922-baseline|c99-s6|xai-small|MISP/OpenCTI", "prompt": "c99-s6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "MISP/OpenCTI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Open-source platforms. | IOC sharing/analysis if you have basic skills."}, {"id": "mai-20260917-0922-baseline|c99-s6|xai-small|SOCRadar", "prompt": "c99-s6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "SOCRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Affordable paid**: SOCRadar (~$4K–$7K/year)"}, {"id": "mai-20260917-0922-baseline|c99-s6|xai-small|ZeroFox", "prompt": "c99-s6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ZeroFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "ZeroFox (phishing-focused). | Dark web/brand monitoring. | SMB pricing tiers."}, {"id": "mai-20260917-0922-baseline|c99-s6|xai-small|Microsoft Defender", "prompt": "c99-s6", "model": "xai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Stick to free + built-in platform intel (e.g., Microsoft Defender)."}, {"id": "mai-20260917-0922-baseline|c99-s6|zai-small|Recorded Future", "prompt": "c99-s6", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Recorded Future", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** Multiple sources indicate this platform is \"Positioned as a premium product with a price tag to match.\""}, {"id": "mai-20260917-0922-baseline|c99-s6|zai-small|Flashpoint", "prompt": "c99-s6", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Flashpoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** This platform focuses on \"Dark web and deep web intelligence\" and is described as having **\"Custom pricing\"**"}, {"id": "mai-20260917-0922-baseline|c99-s6|zai-small|Anomali", "prompt": "c99-s6", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "Anomali", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** Like the others, it is listed as having **\"Premium pricing\"** and is best suited for large organizations"}, {"id": "mai-20260917-0922-baseline|c99-s6|zai-small|CrowdStrike Falcon", "prompt": "c99-s6", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "CrowdStrike Falcon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Built-in threat intelligence within tools like **CrowdStrike Falcon** ... is often better than a standalone TIP."}, {"id": "mai-20260917-0922-baseline|c99-s6|zai-small|AlienVault OTX", "prompt": "c99-s6", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "AlienVault OTX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AlienVault OTX** (free) ... provide high-signal data without the enterprise price tag."}, {"id": "mai-20260917-0922-baseline|c99-s6|zai-small|MISP", "prompt": "c99-s6", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "MISP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**MISP** (free/open source)"}, {"id": "mai-20260917-0922-baseline|c99-s6|zai-small|abuse.ch", "prompt": "c99-s6", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "abuse.ch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**abuse.ch** (free) provide high-signal data without the enterprise price tag"}, {"id": "mai-20260917-0922-baseline|c99-s6|zai-small|SOCRadar", "prompt": "c99-s6", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "SOCRadar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Platforms like **SOCRadar** (mentioned as $14,750/year, which is cheaper than the enterprise giants)"}, {"id": "mai-20260917-0922-baseline|c99-s6|zai-small|ZeroFox", "prompt": "c99-s6", "model": "zai-small", "cat": "threat-intelligence-platforms", "variant": "negative", "raw": "ZeroFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**ZeroFox** (basic tier) are often marketed specifically for smaller teams"}]